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()
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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)
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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.
![](data:image/png;base64,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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.
![](data:image/png;base64,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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,iVBORw0KGgoAAAANSUhEUgAABUAAAAQVCAIAAAD8UPecAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdeXhb5Zn//+doXyzJtmR5j7M5e0hIIAkJSaAspTQNUJYS0mErQ6EltNcwlA7ftulMoWXK0JmStnSgGzshQIEGfuxkAQIkJJCEOPvq3ZK8yrbW8/tDHePakizb0pFkvV9Xr172ObfOuW2hWB+d8zyPJMuyAAAAAAAAmU2V7gYAAAAAAMDQCPAAAAAAAGQBAjwAAAAAAFmAAA8AAAAAQBYgwAMAAAAAkAUI8AAAAAAAZAECPAAAAAAAWYAADwAAAABAFiDAAwAAAACQBQjwAAAAAABkAQI8AAAAAABZgAAPAAAAAEAWIMADAAAAAJAFCPAAAAAAAGQBTbobUIjb7ZZlOd1dZDqTyWQwGDweT7obyWk2m02r1QohPB5POBxOdzu5Ky8vT6vVtra2pruRnFZQUKBWq4UQLpcr3b3kNKvVKklSe3t7uhvJaXa7XZKkcDjMn+n0ys/PD4VCnZ2d6W4kd0mSZLfbhRDBYLCtrW1kB3E4HEltClAOV+ABAAAAAMgCBHgAAAAAALIAAR4AAAAAgCxAgAcAAAAAIAsQ4AEAAAAAyAIEeAAAAAAAsgABHgAAAACALECABwAAAAAgCxDgAQAAAADIAgR4AAAAAACyAAEeAAAAAIAsQIAHAAAAACALEOABAAAAAMgCBHgAAAAAALIAAR4AAAAAgCxAgAcAAAAAIAsQ4AEAAAAAyAIEeAAAAAAAsgABHgAAAACALECABwAAAAAgCxDgAQAAAADIAgR4AAAAAACyAAEeAAAAAIAsQIAHAAAAACALEOABAAAAAMgCBHgAAAAAALIAAR4AAAAAgCxAgAcAAAAAIAsQ4AEAAAAAyAIEeAAAAAAAsgABHgAAAACALECABwAAAAAgCxDgAQAAAADIAgR4AAAAAACyAAEeAAAAAIAsQIAHAAAAACALEOABAAAAAMgCBHgAAAAAALIAAR4AAAAAgCxAgAcAAAAAIAsQ4AEAAAAAyAIEeAAAAAAAsgABHgAAAEAKHTt2LN0tAGMEAR4AAABAqpDegSQiwAMAAABICdI7kFwEeAAAAADJR3oHko4ADwAAACDJSO9AKhDgAQAAACQT6R1IEQI8AAAAAABZQJJlOd09KCEYDEqSlO4uMp1KpZIkKRQKpbuRnBZ5FoQQPBHppVKphBDhcDjdjeQ0tVod+YKXQ3rxcsgEvBwyBC+HROzfv3/wxmnTpiXr+JGXgyzLI34i+l5QQNbRpLsBhQSDwXS3kAU0Go1arQ4EAuluJKfpdLpIgA8Ggzny+Vpm0mq1KpWKl0N69X2exRORXjqdTvAspFtfYuGJSC+dTsezEN/Bgwejbk/iL230LwcCPLJXrgR4r9dLFhqSyWQyGAxdXV3pbiSn2Wy2yKf7Xq+XD/jTKC8vT6vV8nJIL61WG3mPxRORXlarVZIknoX00uv1kiTJsswTkV75+fmhUIhnIZY4Q9+T9UuTJMlgMAghwuHwiI8ZOQKQjRgDDwAAAGC0mLgOUAABHgAAAMCokN4BZRDgAQAAAIwc6R1QDAEeAAAAwAiR3gElEeABAAAAjATpHVBYrsxCDwAAAIxVPT09x48fD4VClZWVNptNmZOS3gHlEeABAACAbHXgwIH77rvvjTfe8Pv9QgiVSrVw4cI777xz6dKlqTsp0R1IF26hBwAAALLSG2+8cf7552/cuDGS3oUQ4XB427Ztl19++bp161J0UtI7kEYEeAAAACD7nDp16qabburt7R28S5bln/3sZ++8807ST0p6B9KLAA8AAABkn3Xr1vX09MTaK8vyf/7nfyb3jKR3IO0I8AAAAED2ef311+MX7Nq1q7m5OVmnI70DmYAADwAAAGSZQCDQ2NgYv0aW5ZMnTybldKR3IEMQ4AEAAIAso1KpJEkaskyjScKaU6R3IHMQ4AEAAIAso1arx40bN2RNVVXVKE9EegcyCgEeAAAAyD4rVqyIX3D22WcXFBSM5hSkdyDTEOABAACA7HPbbbc5HI5Ye7Va7Y9+9KPRHJ/0DmQgAjwAAACQfQoLC5955hmn0zl4l8FgeOihh+bOnTvig5PegcxEgAcAAACy0pw5c7Zs2XLbbbdVVlZGthQWFq5atWrTpk2XXHLJiA9LegcyVhLmpQQAAACQFna7fe3atWvXru3p6QkGgxaLZZQHJL0DmYwADwAAAGQ9o9E4+oOQ3oEMxy30AAAAAEjvQBbgCjwAAACQ04juQLbgCjwAAACQu0jvQBYhwAMAAAA5ivQOZBcCPAAAAJCLSO9A1iHAAwAAADmH9A5kIwI8AAAAkFtI70CWIsADAAAAOYT0DmQvAjwAAACQK0jvQFZjHXgAAABg7CO6A2MAV+ABAACAMY70DowNBHgAAABgLCO9A2MGAR4AAAAYs0jvwFjCGHgAAAAg6zU1NQWDwfLy8r4tRHdg7CHAAwAAANlq//79t9122969e0OhkBBCkqRx48b9/Oc/r66uTndrAJKPW+gBAACArPT0008vX778s88+i6R3IYQsyydOnPj973//wgsvpLc3AKlAgAcAAACyz6FDh773ve+Fw+EB25cuXSqEeP/99z/66KN09AUghQjwAAAAQPa57bbbZFkesDGS3iM2btyobEcAUo4x8AAAAED22bNnT/9v+0f3iO7ubrfbbbfbFWwqCnev0awJpLcHYMwgwAMAAABZxu/3BwJfpOLB6T3i6NGjaQzwDd68XS2lJzvyT3fWT2dOPSAZCPAAAABAlgkGg31fx0rvQojBI+SVUdtl3dFU3uDNi3y7113cG2gzaAfe8A9guAjwAAAAQJYxmUxqtXrx4sXxy6qqqpTpJ0KWxYnO/B1NZS095v7b/SH1RycMyyf3KNkMMCYR4AEAAIDsc/nllzc0NMQp0Ov1JSUlyjQTCktHOuw7Gkvb/YaoBVsOG5dM7NWouAgPjAqz0AMAAABZ5tixY1deeWX8mvPPP1+BTvwh9c7mssf2z3375IRY6V0I0eVTHW7RKtAPMLZxBR4AAADIGseOHYt8UVVVddFFF7322mtRy2bOnPmlL30ppZ30BjV73cW7XU5fKF6mkCQxztJ2yemiIj8YpwxAIgjwAAAAQHboS+8RF1xwQWVl5YYNG9ra2vo2Go3GL3/5y3Fmths9b0D7mat0n7soEI53P69GCk+zu+Y6Gi06X0X+hNT1A+QOAjwAAACQBQak94hp06b9+Mc/7u3tPXz4cDgcHjduXH5+fup66PTrPnOV1LiLgnK86K5ThaYWuk4vajBrWQEeSCYCPAAAAJAesixLkjRkWdTo3p/BYJg1a1aSmoquw6/f1VK63+MIy/EaNmoCs+wtsx2NenUopf0AuYkADwAAACjH5XL9/ve/f+WVV44ePSqEmDhx4sUXX3zLLbcUFRVFrR8yvaeap9f4SXPZkfZCOe4U8jZd77zixup8l1piqnkgVQjwAAAAgEK2b99+7bXXulyuvi2HDx9+8MEHn3zyyb/85S+LFi3qX5wJ0f3TltKDrYWyiHfVvdDQc7qzsdrmlojuQIoR4AEAAAAl1NXVrVq1qr29ffAut9u9evXqTZs2VVZWRrakN727e007msqOtRfET+ROk3ees2G8tXXoYQAAkoEADwAAACjhgQceiJreIzo6On75y1+uW7cu3dHd+ElT2dH2wvjRvdTcNbeoocraRnQHlESABwAAAFIuHA5v3Lgxfs2rr776/e9/X6WKN8F76rT0mHc0lZ3oyI8f3Sst7fOdDaXmToXaAtAPAR4AAABIOY/H09raGqcgsnJ7R0dHSteBi8rVY9reVB4/uktCjLO2neGsd5q8ynUG4B8R4AEAAICUCwTirYgeSe9CiFBI0dXXPL3GHQncMF+R17GwpJboDqQdAR4AAABIOYfDodfrfT7fgO190V0IodFobDabMv38Pbp3xFscThJivLX1jOJ6h7Fbma4AxEeABwAAAFJOq9UuX778jTfe6L+xf3oXQkyePFmjSfn78w6/fldLaY3bEWdxuMgN82cW1xcZueoOZBACPAAAAKCEO+6446233gqHw2JQdBdCSJJ0wQUXpLSBdr/hk6ay+Ou6S5KYaPXML663G3pS2gyAESDAAwAAAEqYN2/efffd98Mf/nDJkiUDdkmSdOmll44fPz5Fp+4K6D5pLqvxOGR5iKvuC4rruGEeyFgEeAAAAEAh55xzzpNPPvnqq68eP368b+P48eO/8pWvTJ48ORVn7A1qPm0p2e0qDsnxVqeryOtYVFrLDfNAhiPAAwAAACl37NixyBeTJk1as2ZNZ2dnS0uLEKKoqMhisaTijL6QZldzyV53cSAcL7pXMdYdyB4EeAAAACC1+tJ7H4vFkqLcLoQIhFR7PcW7mkt9IXWcMhaHA7IOAR4AAABIlcHRPaWCsmqvy7mrpbQ3GO99fkVex5nFdSXmLsUaA5AUBHgAAAAg+RSO7mFZqvE4Pmku9wa0ccpKzV0LS2pLzZ2KNQYgiQjwAAAAQJIpmd5lIY62F37UUN7uN8Qpsxt65hfXT7J5FGsMQNIR4AEAAICkUfjC+8lO20eNFa4eU5yaQkPPgpK68dbWmCvIAcgSBHgAAAAgCRSO7k3d5g8bKuq91jg1Fp1/XlH9dLtLErJijQFIHQI8AAAAMFpKpvc2n/HjxrKj7YVxQrlZ659b1DizsFmtIroDYwcBHgAAABg5JaN7p1/3cWP5oXaHHDuVGzXBec56ojswJhHgAQAAgJFQMrr7QppdzSW7XcUhWRWrRqsKz7I3zXM26NQhxRoDoCQCPAAAADA8Skb3YFi121W8q6XUH1LHqlGr5JmFzfOc9UZNULHGACiPAA8AAAAk6uDBg729vcqcS5bFoXbHhw0VcZZ2lyQx0epZVFpr1fmU6QpAGhHgAQAAgIQcOHBAsXPVdlk/qB/n7jXGqanI61hcdspu6FasKwDpRYAHAAAAhhC5Z95kirfcerI0ePO2NVQ2defFqSkzdy4qPVVs8irQD4DMQYAHAAAAYlJ2fTjDx43l8deHK9D3nFlSP8nmUawrAJmDAA8AAABEoWR07w1qPm0p2e0qCclSrBqz1n+Gs3663SUJ1ocDchQBHgAAAPgHSkb3QFi1u6VkV0tJIBxzknm9Ojjf2TDL0ayWwoo1lhQHDhzYsWNHbW3txx9/XFJSsnTp0htvvLG4uDjdfQHZigAPAAAA/J2S0T2RSeY1Uni2o+l0Z4M+25Z2DwQCTz311O7duyPfnjp16tSpU9u3b3/44Yd//etfr1y5Mr3tAVmKAA8AAAAIoWx6P9mZv62hwhN7knlJyFMLXAtK680av2JdJdGTTz65Z8+ewdu7urq+/e1v5+fnL1u2TPmugGxHgAcAAECuUzK6t/SYtjVU1nVZ49SMs7SdVVpbaOhRrKvkOnjwYNT0HhEMBu++++6tW7dKUswB/wCiIsADAAAgdykZ3b1B3Y6mshq3QxYxg2uR0bu4rLbM3KFYV6mwc+fO+AUHDhzYs2fPaaedpkw/wJhBgAcAAEAuUnSmupBqV0vpZ66SYFgVq8ai9S0srZuc7x4DV6UbGhqGrKmpqSHAA8NFgAcAAEBuUX6mum0NFd2xZ6rTq4OnOxtPczRl3STzsfj9Q4/b93q9CnQCjDEEeAAAAOQKJaO7EKK2y/p+faWn1xSrQC3JUwtdC4prjZqgko2lms1ma25ujl9TVlamTDPAWEKABwAAwNincHR39xo/qK+s7bLFKpCEmJzvWVhaa9H6lGxMGdXV1YcOHYpToNPpzjrrLMX6AcYMAjwAAADGMoWje29Is6OpbK/LGWemOqfJu7j0ZKm5S8nGlLRo0aJNmzZ1d3fHKrjuuutstpifbgCIhQAPAACAMUvJ9B6Spc/dzu1N5f6QOlaNRedfUFJXne8aAzPVxWE2m7/5zW/+6U9/CgajDA0488wzf/zjHyvfFTAGEOABAAAwBik6U50QR9oKP2yo6AzoY9Xo1cH5zvpZjma1JCvWWBpNnTp1zZo1f/3rX48fP9630WQy3XjjjT/84Q/1+pi/KABxEOABAAAwpih8z3xLj/n9+soGryVWgUqSp43FmeqGVFFRsWbNGpfLVVtbe8UVV5SWli5YsMBsNqe7LyCLEeABAAAwRigc3Tv9uo8aKw632eNcUp9oa11UcsqmH4Mz1SXI4XA4HI4JEyakuxFgLCDAAwAAIP06OjqeeuqpTZs2NTQ0mEymWbNmXXXVVWeeeWaCD1c4ugfCql3NpZ+1lARlVayaIqN3SdmpUnOnko0BGNsI8AAAAEizzZs333LLLS6Xq2/Ljh07/vKXv3zjG9/41a9+pdPp4j9c6eHu7YXbGio7/TG7MmsDZzjrpttdksiJ4e4AFEOABwAAQDrt3Llz9erVPl+Um8zXr1/v9/sffvjhWI9V+MJ7Xadp04mSxi5jrAKtKjynqOH0okaNKqxkY6OXulvcFX6OgLGNAA8AAIB0uvvuu6Om94i//vWvq1evXr58+eBdSiZDb0D3UWPFwdaYw90lISbaPGeVnrLo/Ip1NQLKj0Vn9DuQRAR4AAAApM3hw4c/+eST+DXPPvvsgACvZHQPhlWftpTuao433L3Y1LWk7FSxqUuxrhJHfgbGEgI8AAAA0ubzzz8fsmbv3r19Xys63F0WB9scHzVWeAPaWDU2vW9RyamJtlbFukoEoR0YqwjwAAAASJuurqGvWnd2/n0idyXTe3O3+b36cU3debEKtKrw3KLG050NaikjhrsT2oFcQIAHAABA2jidziFrSkpKFB3uHtR91BB3uLskpuS7F5WeMmkCinUVC7kdyCkEeAAAAKTNwoULdTqd3x9v4rcVK1Yo00xQVn3WXLKrpTQQjjncvdLqXVR83GHsVqalqAjtQM4iwAMAACBtrFbrN7/5zT/96U9R9y5dulSn0y1evFiBTo535L9XP67Tr49VkKf1L61qmVbo6e3tVaCfqIjuQI4jwAMAACCdfvSjH+3YsWP37t39Ny5dulQIIUnSN77xDZvNltIGXD2m9+rHNXgtsQp0qtD84obZ9kZLnjGcjgHv5HYAEQR4AAAApJPFYnnppZf+/d///amnnorcSx9J78XFxZdddll1dXXqTt0T1H7cWF7TWiTHGO8uSWJagWtBSW1ahruT2wEMQIAHAABAmuXl5d1///133XXXe++919bWptVqKyoqKisrJUlK0RllWarxOD5qrOgNxXw/7DR5zy47mZbV3YnuAKIiwAMAACAjdHZ2zpkzR4ET1XVZ36sf5+k1xiowa/yLyuqq812p+vwgBnI7gPgI8AAAAEgzxVaJa/fpP2gYd7wjP1aBRhU+vahxblGDRqXoYHeiO4BEEOABAACQTsqk90BY9VlL6c7mkpAcc4m4Kmvb0vKTFq1PgX76EN0BJI4ADwAAgLRRIL3LQhxstX/UWOkNaGPVFBm9S8pOlpoVHe5OdAcwXAR4AAAApIEyF95besxb68Y1defFKjBqAgtL6qYVtKRsvrwoiO4ARoYADwAAAKUpkN59Ic32prK9LqcsokdzlSTPtDcvKK7TqUOpbqYP0R3AaBDgAQAAoBxF7pmXPncXfdxY7ou9RFylpX1J6ckCQ2+qm+lDdAcwegR4AAAAKESB9N7gzXuvvsrVY4pVYNP7FpeeHG9tS3UnfYjuAJKFAA8AAICUUyC6dwe125vKazxFshy9QKsKzy1qPN3ZoJYUWiKO6A4guQjwAAAASK1Up/ewLO1xF+9oLPOH1VELJCGqC9xnlZwyaQMp7aQP0R1AKhDgAQAAkEKpTu/1XsvWuipPrzFWgcPYfXbZCcWWiCO6A0gdAjwAAABSItXR3RfSfNhYUeMuinHLvNCrQ2cU1822N0tSrJJkIroDSDUCPAAAAJIvpeldlkWNp+jDxopY88xLkphW0LKwpNaoCaaujT5EdwDKIMADAAAgmVJ94d3da9pSV9XozYtVUGTsXlp+otjEPfMAxhoCPAAAAJImpek9GFZ92lK6s7k0JEtRC/Tq4BnF9bMdzZLgnnkAYxABHgAAACPh9/s3bty4ZcsWl8uVl5d31llnnX766RaLJUWnO9pe8F79OG9AF3WvJIkZhc0LS+r06qAQQpblAwcO1NTUtLa2ajSa0tLSuXPnFhUVJauZjIruNTU1L7300oEDB0KhUFVV1Ze//OWzzz473U0BSAlJjrVQ5tjidrtz5CcdDZPJZDAYPB5PuhvJaTabTavVCiE8Hk84rNAqtRgsLy9Pq9W2tramu5GcVlBQoFarhRAulyvdveQ0q9UqSVJ7e3u6G8lpdrtdkqRwOJw5f6Y//vjjW2655dSpU5Fvly5dKoTQarUXX3zxsmXLknuuzoB+S+24k535sQocxu7l5cedJm/kW7fb/fjjj/f1FiFJ0tlnn71ixQqNZuRXsEwmUzgcLi0tHfERkqunp+euu+565plnBrzRXbJkyUMPPZQ5fSaRJEl2u10IEQwG29raRnYQh8OR1KYA5XAFHgAAAMOzc+fOK664oqenJ/JtJL0LIQKBwEsvvRQMBr/0pS8l5USyLO1xOz9uqgiEVFELtKrw/OL6uUWNfffMd3R0/O53vxsc7WRZ3rp1q9frXb169Yj7mTp1aigU6uzsHPERkigcDt9www1vv/324F3vv//+ZZdd9tprr+Xnx/zUA0A2iv5PIQAAABCVLMt33HFHJL0vXbq0L733ef31191u9+hP1NJjfv7wjPfrx8VK75NsnlVTd59e1NB/xPsrr7wS58Lszp07a2pqRtDMhAkTMuq2eSHEc889FzW9Rxw5cuT+++9Xsh8ACiDAAwAAYBg+++yzvXv3in4X3gcIBoM7duwYzSmCYdWHDRXPH5re0mOKWmDV+b464eCFVUfM2kD/7T6f79NPP41/8A8//HBYzWRgdI944okn4hesX78+EAjErwGQXbiFHgAAAMOwc+fOWNG9z8mTJ0d8/BMdtq314zv90SerU0nyTHvzwpJarSrKTDH19fXB4BALvw+rt8yM7hG7du2KX9De3n7kyJFp06Yp0w8ABRDgAQAAMAyJzLHa3d09giN3B7Xv14873FYYq6DM3Lm84ni+vnc0502wt0yO7kIIn8/X2xvz99CH6SeBMYYADwAAgIRE1ng3m81DVubl5Q3ryLIQNZ6iDxsqfKHo70716uBZpaemFbqir/8+nPMmstBdhqd3IYRerzebzV6vN35ZZMJ2AGMGAR4AAABDi6R3kVi4HVYAbvfpt9SNr+2yxiqYZPMsLT9p1Aw9nLu8vFyv1/t8vhH3lvnRvc+iRYviTGInhHA6nRMnTlSsHwAKYBI7AAAADKEvvQshiouLJ0+eHKdYr9efeeaZiRxWlqXdruINh2bFSu+W/5usLpH0LoTQaDQLFiyIUyBJ0pIlS6LuytjJ6mL51re+Fb/ghhtuUKl4tw+MKbykAQAAENOxY8f6p/eIK6+8MtaN9JIkXXHFFYncpt7SY95waMb79eMC4SjvSCVJnlvUePWUveMswxvFfdFFF5WWlsbae+65544fP37w9uyK7hEXXHDBN7/5zVh7FyxYsGbNGiX7AaAA9U9/+tN096CEyFKliE+r1Wo0Gn5X6WUwGNRqtRCip6dHluUh65EiOp1OrVYnMj8QUsdoNEauHY1sNiwki16vlyQp/j3JSDWTySRJkizLCv+ZHhzd+/qZPXt2bW3tgBXXrVbrNddcM2fOnPiHDcqqjxvL3z01oTsYfap5h7H7K1WHpxW6VNKw/xRqNJo5c+Z4PJ7m5ub+2w0Gw1e/+tXzzz9fkv5hHP2ECRMKCgoSPLjBYJBl2e/3D7erFLngggs0Gs0nn3zSf+59lUq1atWqhx56yGSKvghfVpMkKfJzhcPhEf+ZHpO/GeQIKSsSwrvvvvv6668fP35cr9dPmDDh6quvHu56GG63Oyt+0vQymUwGg8Hj8aS7kZxms9m0Wq0QwuPxJDLNL1IkLy9Pq9W2tramu5GcVlBQEPk8y+VypbuXnGa1WiVJYi7r9LLb7ZIkhcNhxf5Mx4ruA5w4ceLQoUMdHR1Go7GysnLatGkazRBTLNV2WTfXju/w66Pu1arCC0pqZzuaJTHad27Nzc01NTWtra1qtbqsrGzGjBlGo3FAzXAvvOfn54dCoc7OzlH2llxut/uNN97Yv39/MBgcP378hRdeWFVVle6mUkWSpMjMfMFgcMDnR4lzOBxJbQpQTqZPYhcKhX75y19u27ZNCGGxWHp6enbu3Llr167bb7/9vPPOS3d3AAAAY1CC6V0IUVVVlXhW9IXUHzZW1riLYkXzMnPnOZXHbbrk3P3kdDqdTmesvdl4z3wsdrt91apV6e4CgBIyPcA/88wz27ZtczqdP/zhDydNmiSE2Lhx4yOPPPL73/9+zpw5fHgGAMh2O3bsePPNN+vq6nQ63YwZM1asWFFSUpLuppC7Eo/uQghZlg8cOHDo0KHOzk6DwVBZWTl79myDwRC1+EhbwXv1Vd1BbdS9BnVwcdnJqQXukTQ9TGMpugPINRkd4H0+3yuvvKJWq++5556+dzNf+9rX9u3b9/7773/wwQcrV65Mb4cAAIxYY2PjmjVrNm3a1H/j2rVr16xZc+edd0aGDwBKGlZ6r6+vf/LJJxsbG/tvfOmlly655JIBU9B3B7Xv1VcdaYs5zjzxVeJGj/QOIKtldIDftGlTV1fXokWLBlyL+Od//ueVK1darTEXCwUAIMN5PJ6VK1cOzkt+v/+BBx5oaWl54IEH0tIYctOworsQoqGh4be//e3gKcR6enqeeeYZv98fWapNFmK/p2hbQ6UvFP0DKYvOv6z8xDjLCEcyDwvRHcAYkNEB/qOPPhJCLFq0aMD2wsLCwsLCdHQEAEBy/PznP48TmR577LGVK1cuX75cyZaQs4ab3oUQGzZsiDMB+N/+9rcZM2aoTCWb68bXxVjgXXgOtcAAACAASURBVJLELHvzwpJarSo03LOPAOkdwNiQ0QG+trZWCFFUVHT8+PGtW7cePHhQrVZPnDjxwgsvZHwgACB79fT0PPvss/FrHn30UQI8Um0E0V0IUV9ff+LEiTgFgWDo7RpNq3VWMNoC70KIAn3PORXHS8xdIzj7cBHdAYwlGR3gOzo6hBAHDhxYv3593/KzO3fu3Lhx46233nruuecOfsju3bu///3vD97+/PPP5+fnp7TbsaFvZQ6kS9/itImvSYsU4eWQdn0vh7H3RGzbtm3I1bx37tyZIT945InIkGZyVuRZUKlUSXwiampqzGbzCB7Y0NAQZ68uf4JzyQ9b8qaLaGuhqiT5jFL3ksoWtUoWYiRnT9z06dOTfkxJkjQajU4Xffl6KEmj0fDvEnJQRgf4SGh/7LHHZs6c+U//9E8TJkzweDx/+9vfXn311XXr1lVXV1dUVAx4SCgUisT+AVQqVd8bQcTHLypD8ERkAp6FDDH2nohElvJ2uVwZ9YNnVDO5LClPRE1NzWgO1d3dHXW7pNIWzLm2YNZqSRX9HWZJXs9FkxuKTJGrMqn9LyoV6b0PL4cMwROBHJTRAT7ymqyqqrrnnnsik/GWl5ffcsstXq938+bNTz311A9+8IMBD1Gr1VEntwuHw7Ica81RfEGSJH5R6dX3p4gnIu14OaTdGH45JDKTi8PhyJAfPPJEZEgzOSuJL4dIeh8Nk8k0eKOhaKZz8V26/PFRH6JVyWdVtpxR6lJJItX/KUWie4r+i+XlkAlG/3Ig+SN7ZXSANxgMXV1dF1988YCldC666KLNmzcfPnx48ENOO+20d955Z/B2t9vtdiuxsmhWM5lMBoMhketCSB2bzabVaoUQra2t4XC0uw+hiLy8PK1W29ramu5GclpBQUHk3/+x9w94ZWWl0WiMfxf9/PnzM+QHt1qtkiS1t7enu5GcZrfbJUkKh8Oj+TM9shHvg5WWlvb/VqU12efdbJ16qSRFH/FekdexvOK4VefriX7lPpkmTJiQ0hdOfn5+KBTq7OxM3SkQX98At2Aw2NY2wvULHA5HUpsClBP939kM4XQ6hRCD56uLbG9paeHjTwBANjIajVdddVX8muuuu06ZZpALjh07lqz0LoQoKyurqqqKfG0qX1i58i+2aV+Pmt516tDy8uMrJh6w6nzJOnssEyZMYL46AGNeRgf4yZMnCyEaGxsHbG9paRFClJWVcfcLACBL3X333RMnToy19/rrr1+2bJmS/WAMS2J073PllVcaLY6is/617Pz7tXnR1waqsrZdPWXvDHtLqt+uEd0B5I6MDvBf+cpXhBCvv/76gBuJ33rrLSFEdXV1etoCAGDUCgsLX3rppXPOOWfAdp1O96//+q/33XdfOprCWJPcC+/9dRlmTrj8aduUlVH3mrSBL1cdvnj8IbPWn4qz90d0B5BTMnoM/KRJk6ZPn15TU3P//fffeuutVqs1EAg899xzb7/9tl6vX7VqVbobBABg5EpKSjZs2LBjx4633nrr1KlTWq121qxZK1asGDx2DBiuFOV2IYQ3oNtcV3WiI/rqvJIQ0wpdZ5We0quDKWqgD9EdQA7K6AAvhFizZs1dd931/vvvf/DBBw6Hw+PxhEIhvV5/2223FRcXp7s7AABG64wzzjjjjDPS3QXGlBSld1mIGnfRtoZKf1gdtcCi8y0vP15pibKgb9KR3gHkpkwP8BUVFevWrVu/fv2OHTva29vLy8snT5589dVXc3UCAAAkS09Pz5tvvrlnz56urq7S0tJzzjnntNNOS3dTIzFkdJdl+ejRo0eOHPF6vUajcfz48VOmTFGphh5T2e43bDpVVe+NslivEEKSxPTClsUlJ7XqlK+fQnQHkMsyPcALIQoLC2+99dZ0dwEAAMamDRs2/OhHP+q/PNvPfvaz5cuX/8///E9FRUUaGxuWRK6619fXP/300/X19f032u32q666KjJzcFShsLSrpWxnc2lIjj4bnd3Qc07FMafJO9yeh4voDgAZPYkdAABASv3hD3/4zne+M3hx9c2bN69YsWJA1s1YiaT3U6dO/eY3vxn8E7nd7ocffrimpibqoxq9eRsOzdzeVBY1vask+fSihsurPye9A4AyCPAAACBHnThxYu3atbH21tXV3X333Ur2MwIJzjMfDofXr1/v80VfjD0UCg3e6w+rt9ZVvXh0eqvPGPVRJeaub0z5fFFprVqSR9B54lglDgD6ZMEt9AAAAKnwxBNP+P3x1jl79dVXGxoaSktLFWspccOaqe7o0aMNDQ1xCjo7O3fv3n3mmWdGvj3Zmb+lrqrTr4tarFWF5xfXzy1qlERqo7vgwjsA/CMCPAAAyFHbtm2LXyDL8kcffXTppZcq00+CRjDJfCIPOXr06JlnnukNaN+rrzraXhCrbLy1bVn5CRZ4B4C0IMADAIAcNXjo+2Aul0uBThK0f/9+r3cko80TeZS3u3tf3FXijJrA4rLaKfkp/4UQ3QEgFgI8AADIUTabbcia/Px8BTpJRKx55hJhNEYfx95HXzg5NOOHm+vGRd0rCTG1oGVxWa1eHRxxDwkivQNAHAR4AACQo04//fQdO3bEr5k/f74yzcRx7Nix5uZmSYq+ilsixo2LnsyFECqNIX/mqoLZ3wyqtVELrDrf8orjFXkdIz57gojuADAkAjwAAMhRq1ev/uMf/xgOh2MVLFmyJL2pcgTD3aOqrq4uKChobW0dsN1Uvsi56F80eSVRHyVJ8ix788KSWq0q5q8oKYjuAJAglpEDAAA5aubMmbfffnusvTab7Ze//KWS/fSX4PpwCdJoNFdeeaVa/cXgdo3JUbL838vO/2Ws9F5s8l5Zve/sspOkdwDIHFyBBwAAuevuu+82Go0PPPDAgPXkqqur//d//3fKlCnKt5TE3N7f1KlTb7zxxmeeeaazy2ubcol9/s0qrTlqpU4dWlhcO9PePIp79hNCdAeA4SLAAwCA3CVJ0r/8y79cffXVL7zwwu7du7u6usrKys4555yLLrpIo1H6bVKKonufadOmffuOn795pMSrKo5VU2VtW1Z+Ii/Fq8QR3QFgZAjwAAAg15WVld12221pbCDV0V0I4QtpPmwor2l1yjEGUFq0vmUVJ8dZ2lLdCekdAEaMAA8AAKJra2vbvHnzqVOnhBDl5eXnnHNOQUFBupv6O5/Pt2XLls8//9zv90d6Ky8vT3dTw6ZAbhdCyEIcanN8UF/RE4w+z/zfJ6srrtWqhz3cvbm5+dChQx0dHUajsbKycuLEiXFmyye6A8AoEeABAMBAoVDo17/+9YMPPuj1evs2mkym73znO3fccYfy95YPsGHDhrVr17a0tPRtUavVV1111b333muxWNLYWOKUie5CCHevaWtdVYM3L1aBw9h9TsXxIqM3VkEsbW1tzz333IDV6R0OxxVXXFFdXT2gmOgOAEkhybKc7h6U4Ha7c+QnHQ2TyWQwGDweT7obyWk2m02r1QohPB5PnJWNkGp5eXlarXbwkktQUkFBQWTSbJfLle5ecossy9/97nc3bNgQde/KlSsfeeQRlSptC9msW7fuP/7jP6LuOu2001566aW8vJhhNROMLLqbzWZJkmRZ7v+RSnyBsHp7U/lul1OWo18S16uDC0rqZhaOZLK61tbW3/zmN21tUe63V6lU11577ezZsyPfjrHonp+fHwqFOjs7091I7pIkyW63CyGCwWDU/wIT4XA4ktoUoByWkQMAAP/gxRdfjJXehRAvv/zy+vXrleynv5qamnvvvTfW3t27d993331K9jMsyV0ZLg5ZiEOthU/vn/VZS3HU9C4JMbXAtWrq3lkjnWr++eefj5WdwuHws88+G/mgYYyldwBIOwI8AAD4B4888kj8gocffliZTgb74x//GAqF4hQ8/vjjvb29ivWTIMWiuxDC1WN66ci0t05N8gZ1UQvy9b0rJh74UuUxoyYwwlO4XAPunB+gu7t769atpHcASDrGwAMAgC/4fL5PPvkkfs3evXvb29ttNpsyLfX3wQcfxC/o7u7etWvXWWedpUw/8SkW2iN6gpqPmypqPEWxRg1q1eEznXWzHU0qaVTjCo8cORJn79atW4UQZrP51ltvHc1ZAACDEeABAMAX3G53IhNwtLS0pCXA95+4bjQ1qaZwdJdlqcbj+KipojcY861dlbVtadkJiy4JC7x3dXXF2hVJ7yIzngUAGHsI8AAA4AsJzuJutVpT3UlUFotlyGmr0tWbUDy3R9R7re/VjXP3GmMV2PS+s8tOjLO0J+uMer1+8Ma+6B6RxmcBAMYwAjwAAPiCxWKZOHHi0aNH49SUlZUVFRUp1lJ/c+bMiaxLH4tare6b/1xJaYnuHX79B/WVxzoKYhVoVeF5zoY5jga1Kplr8VRUVPT/dkB0j5gzZ04SzwgAiGASOwAA8A9WrVoVv+Dqq6+WRjZ3+agN2duFF14YWWJKGcf+j2JnjPCH1B82VDxzYFas9C4JMTnfvWrqnnnO+uSmdyFEVVVVcXFx5Ouo6V2j0Vx55ZXJPSkAQHAFHgAADHDLLbe89NJLe/fujbp32rRpt99+u8It9bnwwgtXrlz58ssvR91bWFj4s5/9TIE20nK9PSIsS/s9jo+bynuC2lg1DmP32WUnS82pWqtckqQrrrji2muv9fujj6j/3ve+N2XKlBSdHQByGVfgAQDAPzAYDBs2bFi+fPngXYsXL96wYYPZbFa+qz6/+93vrrnmmsHbJ0+e/MILL1RVVaX07Gm53t7nkMe6/uCszXXjY6V3gya4rPz4FdX7UpfehRATJkw477zznnjiCYfDMWCXRqP5wQ9+cNddd6Xu7ACQyyQ51kojY4vb7c6Rn3Q0TCaTwWDweDzpbiSn2Ww2rVYrhPB4PIlMBI0UycvL02q1ra2t6W4kpxUUFKjVaiGEy+VKdy85atOmTa+++mpkzbAJEyZcfPHF5557brpunh9gz549zz///L59+7q7u8eNG3feeeetXLky8u9nKqQxtEd0yo7NJ4pPdZhiFUiSPL3QtbC41qAJpq6NAUu7e73eDRs2bNmypampyWKxzJs37+qrrx43blzqGki7/Pz8UCjU2ZnCz0cQnyRJkWEywWBwyCktYxn82ROQLQjw+AIBPhMQ4DMEAT4TEOAzhNVqlSSpvT1pc5hni7SH9ohOv257U8XBVnuc9zFl5o6zy0/aDT0p7WRAes9NBPi0I8AjxzEGHgAAZB+/3//UU0998MEHPp9v4sSJ11133fjx45Ny5KTk9oaGhpMnT/b09Fit1okTJ+bn54/gIL1Bzc7m0r3u4pAc866HfH3vopJTE2wjjDEJIroDQIYgwAMAgCzzi1/84sEHHwwGv7hX/De/+c1pp532/PPPjywqi+Rdb6+trX3uuef6r3UnSdKcOXMuu+yyvLy8BA8SCKn2eop3Npf6Q+pYNQZ1cK6z8TRHo1pK4T2GRHcAyCgEeAAAkE2+/e1vv/DCC4O37969e968eTt37kw8wyf9JvnDhw8/8sgj/T9ZEELIsvzpp5+eOHHi9ttvt1qt8Y8QCKtqPEU7m0vjTDKvkcKzHU3znA06dSg5fcdAegeATEOABwAAWePdd9+Nmt4jOjs7V69e/corr8Q/SIoGt/t8vieffHJAeu/T2tq6YcOGb33rW7EeHpJVn7uHiO6SJKptroWldXna6Ou3JQvRHQAyEwEeAABkjZ/+9KfxC7Zv397V1TX4ZnUFZqTbtWtXR0dHnIJ9+/Y1Nzc7nc4B28OydLjd/nFjWadfH+fhVTbv8qoms3AnodfYiO4AkMkI8AAAIGscPnw4foEsy88999z1118vFJ9GfsjeIjX9A7wsS4fa7Tuaytp98aK73dCzfHzLpEKvLMtebxJajYroDgCZjwAPAACyRiAQiF+wdOnSjo6OtKwAF//y+4CakCwdabd/0lTa5jPEqbdoffOcDdPtrjyzSYiYc9GPHukdALICAR4AAGQNlUoVCkWZuW3p0qV9X5tMJgU7+oJeH+8qel9NIKSqaS36tLnEG9TFqczT+uc766cXuqRUTjIviO4AkFUI8AAAIGvY7fbm5ubI1/1De3/Tp09XsKMvlJWV7du3L06BSm/1F3/l8f3TfaF4b8BM2sD8ovrp9paUrg8niO4AkIUI8AAAIGtcccUVe/bsiVNgNpvLysoU66e/efPmvfPOO+FwePAutaHANvXSglnfOBqMd3dAZGn32fYmjSrKQZKL9A4A2YgADwAAMl3fmPbrrrtu7dq13hgzuUmSdPXVVyvY1z8oLi5evnz5u+++23+jvnCybdrXLZO+LKliLg4nhNCrQ6c5GucUNWlVqV3aXRDdASCbEeABAEAmijoRnSRJd955569+9avBM8apVKrLL798xowZinQX3Ve/+lUhxKZNm4SkNo9baq3+mql0vpDiTT5n1ARn2ZtnOxr1aqI7AGAIBHgAAJB+ic8bb7FY1q5du2XLlm3btrW3t4dCIaPROGnSpMsuu2zw8u8KkyTpSxddZpn+jQPt5SGNLX6xRec/zdE4o7CFG+YBAAkiwAMAAOUka4G3ZcuWLVu2LCmHSpaWHvMeV/GhtsKwLMV/h2XT+2bZm2YWNqtVqZ2mLoL0DgBjBgEeADD2dXR0bN++vbGx0Wq1zp07t7KyMt0dfaGtre3pp58+ePCgTqdbvnz5RRddpFKpRny07u7u9evX79mzR6PRLFy48JJLLtFoFPpbr/zS642NjQ0NDcFgMD8/f/z48VptvEHmqdMd1B5pL6xxF7l7jUMWFxm985wNE6ytcW+rTxqiOwCMMQR4AMBY1tXVdc899zz++ON+v79v49KlS3/xi19MnTo1jY0JIfx+/+rVqzdv3izLf78M+6c//Umv1991111r1qwZ7tHC4fDNN9/8t7/9rW8W9D//+c9r1qz59re/vXbt2mT2nY6sPsCRI0defPHF+vr6vi0Gg2H58uXnn3/+aD7+GJbeoOZoe8GhtsIGr0UWQ8RxSYjyvI65RY2VlnZl2iO6A8CYJPW9aRjb3G53jvyko2EymQwGg8fjSXcjOc1ms0UuInk8nqhrEUEZeXl5Wq22tbU13Y3ktIKCArVaLYRwuVwjO0JbW9sll1wSdWluo9G4YcOGhQsXjqrFUejt7Z0/f37fkuYDXHPNNb/+9a8TP1o4HF68ePGRI0ei7j3vvPOeeeaZkXQphBDCarVKkvTpp5+O+AjJtXPnzqeffjrqv5DTpk278cYbI//ZpIgvpD7RWXC4reBUpy0sD30ZXasKVRd4ZtubCg09ozmv2WyWJEmW5Vgz8PdHek+d/Pz8UCjU2dmZ7kZylyRJdrtdCBEMBtva2kZ2EIfDkdSmAOVwBR4AMGb9v//3/6KmdyFET0/PTTfd9OGHH5rNZoW7irjxxhtjpXchxFNPPXXppZeee+65CR7tBz/4Qaz0LoR4++23H3vssWuvvXa4TUautBsMBkmZG74T0Nraun79+lifb+7fv//dd989//zzk35ef0h9ojP/cFvhqS5bKJzQb6PQ0DPL3jwl36VVK/dpLNEdAMY2hW4zAwBAYQ0NDc8991ycgsbGxmeffVaxfvoLBoNvv/12/Jqf/OQniR9wyAvs999/f+JHE0IcO3Ys7ffJR7Vly5ZgMBinYPPmzaFQ0tZj6/Drd7uK/3Z06l/2nf7WyYnHO/KHTO+SJKqsbV+beOCqKXtn2psVS+8TJkwgvQPAmMcVeADA2LRly5Yhx6Fs2bLlhhtuUKaf/jZu3Dhkb3GuqA+wb98+n88Xv6apqSnBo2Vmbu9z6NCh+AXd3d2nTp0aP378iE/hC6lrO62nuvJPdtq8gWFMjJen9U8rdM2wt5g1/qGrk4fcDgC5gwAPABibGhsbh6xpaGhQoJPBDh8+PGRNIBBI8Gg1NTVD1siyXFdXV15eHqcmw6N7RHv70JPAdXR0DPewspBauk21XdaTnbbG7jw5gcHtfYyawCRb6+R8T4mpU/mhBqR3AMgpBHgAwNhkMpmSUpMKFotlyJrEh53bbLZEygoKCqJuz4rc3ken03V3dw9Zk+DROvz62k5rbZe1tsvqCw3vTZFeHRxvbZ9o84yztKukNEyUS3QHgBxEgAcAjE3Tp09PSk0qnHPOOUPWWK3WBI+2YMGCyPzkcWp0Ot3gTyuyK7pHlJSUxJ93WpKkkpKSOAV9ob2uy9o7zNAuhNCowlWWtikF7kpLuzoduV0Q3QEghxHgAQBj06JFi8rLy+vq6mIVSJJ0+eWXK9lSn6lTpxYWFsZftvMrX/lKgkezWq3jx4+Pn8bPOuus/t9mY3SPmD9//v79++MUTJw4MT8/v/8WWYjWXmN9l6Xea6n3WnqCwxjW3sei842ztFdZ2ivy2tWqtC1MO23aNFZ7BYBcRoAHAIxNGo3m5z//+Q033BBrurjVq1fPmzdP4a76/Pd///f1118f67J5Xl7eAw88kPjRHnrooYsvvjjWT6rT6R5++OHI19kb3SNOP/30bdu2HT16NOperVZ7ySWXRL6OXGlv7LbUdlm8gURvqu9PkuQSk7fK2laR11FkHHr19VSbPn36kHMfAgDGNvVPf/rTdPeghJ6ennS3kAW0Wq1Go+F3lV4Gg0GtVgshenp64t8Qi5TS6XRqtbq3tzfdjeQ0o9GoUqmEEEOOeY6lurq6oqLi3XffHbzw2NVXX/1f//VfkZdbWlRXV1ut1k2bNg1+pdtstjfffLOoqCjxo5WVlU2cOPG1114bHPCMRuOLL744adKkY8eOxb/5PBaNRiNJUvzF2xQjSdKsWbPq6urcbveAXWaz+Yprb/db53zaUrK1vmpnc9mJznx3rykQHt6zbNH5puR7ziiuX15xfKa9pdTcZdYmOqFgikyYMGHcuHGRgRL8mU4vg8Egy7Lfr+hCA+hPkqTIgKBwODziP9PpmgAFGL0hhsyNGW63O0d+0tEwmUwGg4F789LLZrNptVohhMfj4UpLGuXl5Wm12tbW1nQ3ktMKCgoiAdvlco3mOLW1tX/+85+3bt3a1NSUl5c3b968a665ZsAt5ely4sSJu+66a/v27V6vV6VS2e32yy+//Ec/+pFGM5Jb5Jqbm++6667333+/o6NDkqSCgoKLLrronnvuSXwNuagMBoMkSRmVG2VZ/vzzzz/55JOGhoaw3plftchWuSBgmtQTGsmVdiGEURMoM3dWWDrLzB35+gz65K5vuLvdbpckKRwO82c6vfLz80OhUGdnZ7obyV2SJNntdiFEMBgc2YeSQgiHw5HUpgDlEODxBQJ8JiDAZwgCfCZIVoDPWcm6Wz4DA7w3oG3sttR2WU912jr9IwztWlWo2OStsHRU5HU4jF7FF4AbwoCZ6gjwGYIAn3YEeOQ4xsADADB2yLK8f//+I0eOqFQqp9MZeZs7Gs3Nze3t7ZIkWSyW4uLipDQ5LP6Qut2v7/Ab2nz6Dr+h3adv8xlGNhGdEEKnDpWaO8vzOsvNHXZDd/+l+rq6uurq6vx+v9VqraysjAzfSAsmmQcAxEKABwBgjHjuuedef/31/oPDy8vLV6xYMWXKlBEc7fPPP3/11VcbGxv7tjidzosvvnj27NlJ6FUIWZb8YbUvpPaF1P7I/8Jf/H9PUBdJ7D3B0b5X+XtoN3eW5XU6jN2SGHhHXnNz88svv7x///6+m/VMJtPy5cvPPfdchWdJILoDAOLjFnp8gVvoMwG30GcIbqHPBNxCn7hjx469/PLLmzdvHrxLkqSvf/3rixcvHtYB33nnnVdffTXqn84vf/nLF154YdRH9YY03QGtN6DrDmq7AtqeoDYUVvlC6qCsinwRCKtCYZU/rA6G1SE5hTetDxna+xw9evQPf/iDz+cbvKu6uvqmm24a2XwEIxA/vXMLfYbgFvq04xZ65DiuwAMAkMUiA913794dNb0LIWRZ/utf/1pVVVVeXp7gMY8ePRorvQshXn/99fHjxzurTmv05rl7Td6Atjuo6wpouwPakJy2286FEFrV/90eP1Ro79Pb2/voo49GTe9CiEOHDr322msrVqxIdqcDceEdAJAgAjwAAFmp/xx1b7/9dpzKcDj89ttvX3vttQke+e233x6c3iWNXl841Vg821A06+2uOeJA3nAbTgWtKlxi7izP6ywzdziN3ZI0vLvtPvroo66urjgFW7duveCCC/R6/ejajInoDgAYFgI8AADZp3967+rqqq2tjV9/4MCBBI8cCoUOHz4c+Vqls5hK5xmcsw1FM/WFUyT1CKeOSyK1JFv1Ppuut9jkLTV3FJu8qmGG9v6G/LUEg8HDhw/PnDlzxKeIhegOABgBAjwAANlk8OJw7e3tQz6qt7e3t7fXYDAMWen1eoOhkLHkdNuUr5nHLZPUI1ykbfTUUtim99l0vTa9z6b3WXW9Nr0vT+tP5N74BCUygHbEg2xjIboDAEaMAA8AQHaIta57IrOsSZKUSFl3QFvTObHqsqe0lkQHzCdIpwqpVWGtKqxThzSqsEYK69QhnTqkU4W06pA+8v/qkE4VjGw0aEIGTSDVa7NHJg0donNd0j7CILoDAEaJAA8AQEaLldv7FBYWarXaQCAQp8Zut8cJ8LKQTnbYalqLjnfYZFnSWobXoVYVNmv9Rk0gT+s3aQJmrd+kCeTpAkZNwKAOqqWwVp2ha2oUFxcPOfrA6XSO8izkdgBAshDgAQDIUENG9witVjtz5sxPP/00Ts3cuXOjbu/062o8Rfs9Dm9wGNeZVaGuqoJAibmrxNRlN/ZoVaHEH5tR5s6d+8knn8QpsNvt48aNG/Hxie4AgOQiwAMAkHESjO59Lr744v379/f29kbdW1BQcO655w7Y2NJj3uMqPthWKCe2Hnugs763eU9v8x7Refh7N19ps1qH1WFmmjFjxtSpU2NNZSdJ0qWXXipJI7mRn+gOAEgFAjwABZUTVgAAIABJREFUABlkuNE9wm63f+tb33rsscc6OzsH7HI6nTfccEPf9HWykI625X/mKmnqHnodODkc9J76oPPI/9fT+Gk44BVC5OfnX3/99WMjvUdce+21jz766MGDBwds12g0X//612fMmDGso5HbAQApRYAHACAjjCy695k4ceKdd975/vvvf/755y0tLWq12ul0zp07d9GiRZGp2gJhdY3HsdtV3OkfelXzfH1vtbWx7eAr+4592OFu0WtkZ1nVzJkzlyxZkshU9lnEYDDcfPPNn3322fbt2+vq6vx+v81mq66uXrZsmcPhSPw4RHcAgAIkWU7aWiyZzO1258hPOhomk8lgMHg8nnQ3ktNsNlvkrbbH4wmHM3Tap1yQl5en1WpbW1vT3UhOKygoUKvVQgiXy5XuXlJolLk9Ed0B7T6Pc7fL6QsN8cG9WiWPt7TOsLeU53X03ThuMBgkSerp6Ul1n1lHydBut9slSQqHw/yZTq/8/PxQKDT4VhcoRpIku90uhAgGgyNe5XFYH88BGYUr8AAADNvRo0fr6+uNRuO0adPMZvPIDpLq6C4LUddl3edxHm3PH3Kgu8PYPa2gZUqBW6/O1hnpFJNIbvf5fDU1NR0dHSUlJZMnT1apVAo0BgAY8wjwAAAkSpblRx999MEHHzx16lRki1ar/epXv/rjH/848bnKFbjk3hvSHPA49nmK2nxD3O4uCXliftscR2OxqSvVXWW7BK+3u93ue++9d8OGDX1zChYVFd18883f/e53E1l2HgCAOAjwAAAkJBQK3XLLLS+++GL/jYFA4MUXX3znnXeeffbZ+fPnxz+CAtG9wZtX43EebisIyUNc8tWqQtMLXac5miw6X6q7yl7DvUn+6NGjl156aUNDQ/+NLS0t995777vvvvvMM88YjcakNggAyC0EeAAAErJu3boB6b1PR0fHtdde++GHH1oslsF7FcjtgbD6UGvh5x6nq8c0ZLFJG5hZ2DLb0aRXB1PdWDYa8cj2YDB4/fXXD0jvfT744IOf/OQn999//yhaAwDkOgI8AABD8/v969ati1PQ3Nz82GOPffe73+2/UZkJ6na2lO5vLQqEhh5l7TR55zgaJ9laJYmJXf9BUqaje/XVV2tqauIUPP7443fccUdJScnozwUAyE0EeAAAhvbxxx93dHTEr3nrrbciAV6B3C6E6AlqdzWXfO52Boe6W14tyRNsrbPtTSVmBrp/IelzyL/55pvxC0Kh0Lvvvrtq1arknhcAkDsI8AAADK22tnbIGofDoUx07w1pPm0u2esuDoSHiO4WrW+GvWV6ocuoCSjQWIZL9apvdXV1Q9b0TX8IAMAIEOABABha/PnDly5dKoSIrFqfUoGweq/bubO51B+Kdy5JEuXmjhn2lonWXL9bXsml2hOZZF6n0ynQCQBgrCLAAwAwtMmTJw/eGMntfZxOZ+oaCIRUez3Fu5pLfXGju0kTmFrgmulosWhzd255JUN7f5MmTXrnnXfi10T9DwkAgAQR4AEAGNppp51WVVV14sQJMSi395kzZ04qTu0Lqfe6ij9zFftC8f5qO03e04saxlvbVLl3yT1diX2ASy655JFHHolTYLVazz33XMX6AQCMPQR4AACGJknS2rVr//KXv8hy9HhcVVU1d+7c5J60N6jZ6y7e7SqOf9W90NBzRnH9RJtHSu7pU6Yvb49myoAMCe39LVy4cMWKFRs3boxV8G//9m9ms1nJlgAAYwwBHgCAePpC5qxZsy699NKXX345FAoNqKmoqLjhhhtUqqEXckuQN6D9zFW6z10Uf5o6u6HnjOK6CbbWtEf3kcXpDAzho/Tb3/62q6tr06ZNA7ZLkvS9733vpptuSkdTAICxgwAPAEAUUS8On3322ZMmTdq0adPBgwc7Ojo0Gk15efn8+fMXLlyo0STnT2qnX/eZq6TGXRR/cbh8fc/84sbqfLck0nPD/NjL3klhMpnWr1///PPPP/HEEzt37uzt7S0sLFyyZMktt9yyYMGCdHcHAMh6BHgAAL4w5E3dpaWlkXW8w+FwEi+5CyE6/PpdLaX7PY6wHO+CukXnm1fUMN3+/7N33/FRVfn/+M+d3kt6QsqkQgKEGumioCIoqCyighWE1Y8ry1d0UdeyFlYerrCuKAiCCiq6q4IiJSiCFFEhARIgIYQkk0x6Mr1kyp17f3/c/Y3ZlOnlTub9/MOHzJy59x3IlNfcc96nO/zRHUK7NxgMxt1333333XcjhHAcD9Y3OwAAAACCAA8AAAAgvxZjByu9kwg1GyWXNclKg2yQ9fX/JeVYJyS3FcjU7neG0+v1TU1NDAYjOztbIBAEWF52drZEIsEwTK/XB3ioGATpHQAAQHDB+woAAIDYFUgTtcDZCeY1bdxFdbLGync/Mo7XMy6pPV/qIbr//PPPpaWlFovFdYtEIlm0aNHIkSN9rQ0utgMAAAA0BAEeAABAzIlsbkcIqa38S91JtfoEh9PDZfxEvnlCcptC4rlN3c6dOysrK/vcaDAYPvzww5tuumnu3LneFAa5HQAAAKAzCPAAAABiRcRzO4mwRoP0Yndyi0nicf16qtA0NrEtS6LzpsP88ePH+6d3lyNHjuTn5+fl5Q02AHI7AAAAEBUgwAMAABjiIp7bEUI2J6tKnXhRnWx2sD0OzhAbxie1pgmN3h//+++/dz/gq6++evbZZ/vcCLkdAAAAiC4Q4AEAAAxNdMjtCCGjnVPZnVKtTfQ4W56JkTlSTXFCR5LA7NMp1Gq11Wp1P6a7u7v3HyG6AwAAANEIAjwAAIAhhSa5HSHU3SO40JVyTR9Hut0WDiEkZNtHxXcVxnXxWQ4/TtTc3OxxDEmSRqNRLBZDdAcAAACiFwR4AAAAQwF9cjtCqM0sOt+V2mSQebPQfXRCR7ZEy3DbXt49JpPpcczJkyczMzNlMpnfZwEAAABAxEGABwAAEMVoldudJKNOH3e+M1lj9bD7OpvhHB6nHhXfKef2BH7ezMxMN/eePHkSIcRkMiG9AwAAANEOAjwAAIAoQ6vQTtFaedXapBpNvNXp4Y1VyrWNjm8fEadmM5zBOrtEIhEKhWbz/6ycp3K7S2FhYbBOBwAAAIBIgQAPAAAgOtAwtzsJTGmUV6kTvdkWLpFvKU7syJeqsQBmyw/mrrvu+vTTT6n/7xPdEUIYhr333ntBPykAAAAAwgwCPAAAAPqqrq5GCJlMpkgX0pfOxr+sTqzRxts8XXLHMJQl1o1NbE/1ZVs4X40bN66iomLz5s3972IwGP/4xz+KiopCd3YAAAAAhAcEeAAAAPTiutLe0dHBYHjYei3MHASjXi+v1iS2mcUeBzMZZIGse0xCu5znYY+3AFGN5V955ZUbbrhh7dq1SqWSJEmEEJPJHDly5KZNmyC9AwAAAEMDBHgAAAC0QMMZ8i4kwlpMkqva+HqD3ON27gghHhMfGd81KqFD4Ne2cN7rsyfcjTfeeObMGYSQUqnk8/nJyckhPTsAAAAAwgwCPAAAgIihc2indPcIrmrja/XxFgfbm/HJAtPI+K5cmYaFESEtzP127gqFIlgnwnG8tbUVIcTj8Vgsen1sIEmyq6vLZrMlJydzOJxIlwMAAACEHL3eiQEAAAxt9E/sFJODU6uLv6qN11j53oznMp0FcnVhXGc8LwjbwrnnProHUV1d3YYNG0pLS41GI0JIKBTOmTNnzZo1BQUF4SnADbVa/c9//nPPnj1dXV0IIQ6HM23atNWrV0+dOjXSpQEAAAAhhFHL5IY8tVodIz9pIAQCAY/H02g0kS4kpkmlUjabjRDSaDQEEdoreMANkUjEZrO1Wm2kCxkK/A7tAoGAWgMftiZ2NierXi+v1cW3msVevmmkCE1FceG45I7CGN0RQocPH165cqXFYulzO4/H27x58/z588NWSX9VVVWLFy/u6OjoczuGYc8///zq1asjUlWoxcfHYxhGEAS8TUeWTCZzOp3Ut1ogIjAMi4+PRwjhOK7T6fw7SEJCQlCLAiB84Ao8AACAYIqWa+y9OUmGyiip18fV6eU44VXbPA7TmSfTjIrvjOf1jbihEM7ojhC6du3a8uXLbTZb/7usVutjjz2Wl5cXqY3lzWbzfffd1z+9I4RIkly3bl1ubm5kv18AAAAAQgcCPAAAAP9FY1x3IRHWbJRc1cY1GOQOgunNQ5gYmSnR50u7FVI9M/SX3FHYoztlw4YNA6Z3it1uf/PNNz/66KNwluTy4YcfUmvyB/Paa68NyQBfXV0NuwkAAACAAA8AAMBbUR3XXUiEOi2iWm3cNX1cD+5VazoMoWShKV+mzpNpeEw81BVSIhLdEUIEQRw+fNj9mCNHjtjt9oj0jTt06JD7AQ0NDdXV1ZGaIBAiDQ0NQqEw0lUAAACIPAjwAAAABjA0snofGiu/Xh93VRevt3G9fIiYY8+Tqgvju6Wc0O7l3lukojtFrVZ7XN9rtVrb29szMzPDU1JvSqXSmzFDKcAPyScjAAAA/0CABwCAmBYL2UBj5V/Tx9Xp4nQ2npcP4bPwXJmmQKZOFoSpfx4lstEd0FAsPEMBAAB4DwI8AADEilhLAnobt04ff00Xp/ZuKziEEJtJZEu0+TJ1hsiAYWHdu4Q+0T0+Pl4kErnv/M/j8VJSUsJWUm8KhYLaOs79mLDUEnKx9pwFAADgEQR4AAAYmmL2o7/exq3Tx9Xr47p6BF4+hImRGWJ9nkydLdGxGOHevpE+0Z3CYDDmzJnz9ddfuxkze/bsiCyARwjdeuutZ8+edTMgOzt7aMyfj9mnMAAAADcgwAMAQNSDD/oIIaOd22CQ1evj2s0iLy+dYxhKEZhypJp8mYbPcoS2vn7oltt7e/rpp/fv3z9YI3oOh7N27dowl+SybNmyHTt2uGlE/8ILL4SznhCBJzUAAIABQYAHAIAoA5/se9PZ+HU6+TW9XGP19no7QihJYM6TanJlGhHbHrraBkPn6E7Jy8v74IMP/vjHP/b09PS5i8vlbt68OYKXuEUi0e7duxcvXtzZ2dnnLgzDnn322QULFkSksCCC5zgAAIDBQIAHAAC6g0/z/XX3CJQGeZ1ervF6fTtCKI5nyZNp8qQaKXfQTc5Div7R3WXu3LlHjx596623SktLzWYzQkggENx8883PPPPM8OHDI1vbyJEjjx8/vnHjxj179qjVaoQQm82eNm3a6tWrp02bFtnaAgfPdwAAAG5gJBnWJj2RolarY+QnDYRAIODxeBqNJtKFxDSpVMpmsxFCGo2GIMK9Fhe4iEQiNput1WrDf2r4+O4iEAgYDAZCiGqoRpKo2ypsNMhqfeknjxASs215Ms2IOLWM2/d6cthEUXTvA8dxV4CnXp3ogyTJ9vZ2u92ekpLC5Xq7NSCduXn6C4XCoqIigiDgbTqyZDKZ0+n0uNUiCB0Mw+Lj4xFCOI7rdDr/DpKQkBDUogAIH7gCDwAAERbZxG61WtVqdWpqKhWVA0QQhNVq5fP5GIYFfjSSJC0WC5vDbzJKG/TyBoOsB/chQEq5thypJk+qSeBbAi/Gb15Gd6PRyOFwaJhCWSxWXFwcQsjpdEa6lr4wDEtNTY10FYNyOBxms1kqlXr5dIAv7wAAAHgEAR4AAMKNDh/TbTbbli1bmpubXbOTmEzmuHHj7rvvPj+ORpJkeXn5L7/80tTURBAEk8nMysqaPn36mDFj/Cvv4sWLp3493+VI5g+bIhg2gsERev9YGdeaK9XmRDq3I++ie1VV1b/+9a+jR49S15Gys7MXLlz4+OOPS6XS0BfoQWtr66ZNm/bv39/e3o4QSk5Onjdv3pNPPpmRkRHp0mgNx/Fdu3Z99tlnly5dIgiCy+VOnTr1sccemzVrlptH0eFlAQAAAP3BFHrwO5hCTwcwhZ4mgjuFnm4fzTs6Ot56660Bf8EEAsErr7zi09V4HMd37txZVVXV/64xY8YsXbqUyWR6fzSdlf3tT7VdxDBBagnG9OF6u5hjU0h0uVJNqtDdBubh4eVV908++WTt2rUOR98G+BkZGV988UVBQUEISvPWyZMnly1b1n96qlgs3r59u/ssGsv0ev2SJUvOnDnT/67ly5e/8cYb/a/Ge/n6AFPoaQKm0EccTKEHMQ4CPPgdBHg6gABPE4EHeLqF9t7Wrl2L4/hg9yYkJDz33HPeH+2LL75wsy/3jBkz7rzzTvdHIEmszSJqNMiUBplPi9sRQnG8Hup6exwvYuvbe/N+rfvx48cXL1482NM8IyPj5MmTQqEPUw+CSKVSXX/99VTrgf74fP6xY8dyc3PDXFVUuOeee44ePTrYvS+++OKqVat63+L9CwUEeJqAAB9xEOBBjIMp9AAAEBx0Tuy97dmzx016Rwh1d3e3tbV5ubS4o6OjrKzMzYCff/555syZcrm8/109OKvZJG00SJuMUpvTh/cjDENJfFOOVJct1Uo5Vu8fGFK+tql77bXX3HxJp1Kptm/f/uc//znguvzx1ltvDZbeEUI9PT1vvvnm1q1bw1lSVDh58qSb9I4Q2rhx48MPPyyRSKg/RsuLBgAAAPqAAA8AAH6K0g/fFy5c8Dhm//79K1as8OZoFy9edD+/iSCIS5cuzZgxg/ojibDuHkGzSdJslLSYxSTpS687krB2XU7ltMyfmipkRWD/9sH40WFepVJVVFS4H3PgwIGIBHiCIA4ePOh+TGlpqd1u53A44SkpWhw4cMD9ALPZfOzYsTvuuANF7QsIAACAyIIADwAAPhgCn7mtVs+XrLu6urw8Wnd3tzdHszjYKpO0yShVGSU+XWxHCBG4taf1jKnxhLn5F8JujCsuFl7/kE9HCJFAdoarr68PyphQ0Gq1HmelWiyWjo4O6GbXh/f/rEPglQQAAEBEQIAHAAB3YvNztvf9F9yMZLB4vKRiQdpEdcb1u6rTfG1Dgpu7LC2/mFU/W9rPkbjNdTsdGpoEvqm7N3/D7lc6hI6X28XRcFe5iPPm78TpdMbmqwoAAICggAAPAAD/g/pszeVymUymxRLhfchCgcPh9PR46PdG7fvtjb6L2zEGNy5fkDaRnzKBn1yMMTkIIZ9iqF2nNKt+trT80tN5EQ2U1b2vLegCz+0u3ly7zszMDNbpfBIfHy8QCNz/8nM4HDpvwB4p3vyzZmVlhaESAAAAQxUEeAAAiK3L7AUFBR5XX99yyy1eHq2oqOjIkSMcaRY/dYIgbSI/ZRyD7XPjdBaDSBcZssQ6ibPh7V1/c3+NvaioyNfjBy6I0Z2Sl5eXk5Pjfsb1nDlzgntSLzGZzNmzZ3/33XduxsycOZPL5YatpGhxyy23fPbZZ4PdO2PGDCaTOWLEiHCWBAAAYIiBAA8AiEUxldj7WLJkSWVlpZuQLBKJ8vLyPB6nB2e3msXNLEXevTcibrwflUg4tnSxIV1kyBTp2ExqSrmopKRkwD20Kfn5+d7UFixBz+29PfvssytXrhzsXrlc/thjj4Xu7O49/fTTpaWl/TeopzCZzGeeeSbMJUWFW2+9dezYsQP2iaT6OE6fPl0kEoW9LgAAAEMHBHgAQEyI5cTeB4vFWr58+Y4dOwbM8CwWa+3atYM91kEwOiyiZqOk2STp7hH+9/G+XIhlMYgUgSlLosuW6sRsW/8BCxcuVKvVdXV1/e9KSUl54IEHfDiZv0Ka213uuuuuqqqqt99+u/9dYrF4165d1EbHEVFUVPSvf/3rz3/+c/8Mz2KxNmzYMG7cuIgURnMMBuPjjz++8847lUpl79up9F5YWDhv3rzIVAYAAGCowOjQDSgM1Gp1jPykgRAIBDweT6PRRLqQmCaVStlsNkJIo9F430gM9BdgYh/Ca+ApnZ2dW7ZsMRgMrlswDBs2bNiTTz7JYv3Pd7sEiXVYRCqjpNkk6ewR+rbxG3VkhOL5lnSRPktiSBYYmZiHV2OCIE6cOHHq1CmtVkvdIhKJJk+efNNNN1HPjtAJT3Tv7YcfftiwYcO5c+eoNykej3f77bc/99xzkVoA31tFRcX69et/+uknqp0ei8WaMWPGs88+O378+EiXRmsGg2Hjxo27d++mfoFnzJiRkJBw/fXXT506FcN8fvq4CIXCoqIigiDgbTqyZDKZ0+k0Go2RLiR2YRhGfb+J47jHLTMGk5CQENSiAAgfCPDgdxDgA9E7LgaSASDA+y2419iHfICn4Dh+7tw5vV6fnp5eWFjY+y6DnUtdaVeZpHYn04+DC9iOVIExXWTIkur927bdarWazWY+n8/n8wNJPh6FP7f3odFoWlpaWCxWbm4u3TZXN5lMarUaIRQXFycWiyNdTtQgCKKsrMxms4lEIplMFvgBIcDTBAT4iIMAD2IcTKEHIPj6JMmIZ4OhCmbFB47FYl133XWuP1pxVotZ0mySqIxSo92fGMlmOJMFZmpleyLfHGB5cXFx1Gcsk8kU4KEGRJ/nZlxcXAS767snEonS0tIwDNPr9ZGuJZo0NjYmJiZGugoAAABDDQR4AEKuf86kT2yIIhDXCYI4e/ZsWVmZSqVyOBwymSwvL2/mzJlpaWmBHNZJYh0WcZNR0myUdlsFfsxVYjGIFIExQ2wcJjIk8MxBuVJ+7dq1U6dONTQ0mEwmPp+fmZk5ZcqU0aNHB+HQNHsCKpXKzZs3//jjj83NzWw2u7CwcOHChQ8//DCfz490abRmtVp37dr19ddfX7582W63p6enz5o16/HHH8/NzY10aQjB6xUAAICQgSn04HcwhT4QAX5ccyUKmEJPifjHX7pNobdYLDt27OjTGQshxGAwbr/99pkzZ/p6wABnyGOITOBb0kWGdLEhVWhiYkH7XSVJ8ttvvz158mT/u4qLi5cuXdpnib5PaBXdEULffPPNqlWrenp6+txeUFDw+eef02EZPEUikdDqCnxLS8t9991XXV3d53Yul7tx48bFixdHpCpK6F67YAo9TcAU+oiDKfQgxsEVeABowfWZj8/nM5lMhJDZbFYoFJGsKSwiHtSjAkmSH3/8cf/0jhAiCGLfvn0SicSbruA2J7PFJFGZpCqDxOjwZxNvOc+aLjIMExnShAYu0+nHETz68ccfB0zvCKHKyko+n+9HPKNbbqf89ttvjz/+ONUfro+rV6/ec889P/30E+y13p/dbr/33nuvXLnS/y6bzbZq1aq0tLTp06eHvzAEL2gAAABCDwI8APQ12GdBeqYR9+BzbSAuX7484LZqLvv37x8zZgyDweh/F0mibqtQZZQ2GaXtFn96yPNZ+DCRPkNkyBAbhGx/etF5z2w2HzlyxM2AM2fOzJgxIzU11Zuj0fyZ8sorrwyY3inXrl376KOPIrgVPG199tlnA6Z3itPpfOmll44ePRrOkijwKgcAACAMIMADEH28+ZgYzugCH1tDraKiwv0AnU6nVCpzcnJct7ja0TUaZGaHz1uvYRiZIjBnSXTpwVvW7o2qqqr+G4/3RpJkRUWF+wBP89xOaW1tLSsrcz9m3759EOD727dvn/sBFy9ebGhogNdAAAAAQ1KsBHihUBjpEqIAi8XCMEwkEkW6kKgUrJmurouoXC43kMYNra2tQanHG0Nyli+TycQwjCY/WldXl8cxWq2Ww+G1mgSNenGjQdxp4fvx65PAt2ZKjVkS0zCJmfX7svbw/SV4s7hXrVYP+O9SUFAQgopCpbW11eMTvLa2liYvyFTfAZoU4342CkWlUgWr5aFHV69eDc8LBbWTIrxNRxyDwYB/BZpgMBjwDwFiUKwEeCqaRroKuqPek6gOasBX1ML1IBpwOjQIG+oVI+j/rP5xOt2tNmfyZPyUcXWMGysv5Flxnwvms52ZEnOmxJQtN4k5rqvfGEIR+Nm9adzodDp7/7uMGDEilBWFijc/qcPhoMkLMvV0oEkx7udoUAiCCE+1V65cCfOrBLxNRxyGYfCvQBPwDwFiU6wEeL1eD13oPaK60Gu12kgXEpWC1a7c1cSup6cHfmkjiFZd6KVSad8pFRiDG5cvTJ8qzJjKjStAGKZGCA26nrovVw/5LIkuRWD679ebOLJ4fYQQ8eZaikQisVgsrgnSUfqSJZFIPI5JT0+nyU9Hqy70aWlp3d3d7sfI5fJQ/9WFf9o8NZeQIAia/FbELOhCH3GuLvROpxO60IMYFCsBHgAAoldhYSG1YxaLHy9InyxIu06QVsLg+DxvUMq1ZYj0GWL9MKGBzaTjJoXDhw/HMA/7m44dOzYqVrm7N3z48IyMDJVK5WbM7Nmzw1ZPFJk9e3ZlZaWbAcnJyaGePw+L3gEAAEQKBHgAAKA1kkQ5xbNSVXJmwnhe4ijk42ogFkakCE3pYkO6yJDIN4eoyGBJSkoaO3bs+fPn+99F7S1XUlJyww03hLusEMAwbM2aNatXrx5sgEgkevzxx8NZUrRYuXLlhx9+6GY6wFNPPRW6JUgQ3QEAAEQWBHgAAKAjq5PVYpI0myRKvcyCs4VFxT49XMKxpYsNWWJdhtjAxOh4sX0wixYt6urqam5upv7Ye0/4zMzMDz74YMg0NFm6dGlFRcVHH33U/y4ul7t9+/aUlJTwV0V/CQkJO3bseOCBB3p6evrfu3Tp0kceeSREp4b0DgAAIOIgwAMAAF2QCHX3CJqMskaDtLNH5GsPBA7DmS42ZIr1mWJ9qDdsDx0ej/fkk09+9dVXH374oWtxI5/PX7JkybPPPiuTySJbXnC9+eabJSUlGzZscHVWZzAYs2bNeumllwoLCyNbG53NnDnzyJEjr7766pEjR1wtHhUKxZo1a+69995QnBGiOwAAAJrwsNRwyFCr1THykwaCamLnzTZOoL9gfbxzNbEzm83wSxtB4WxihxOMdotIaZDV6+VmB8fXh0s4tiyJTiHRpQqNTCy6f2d6L27Hcby1tVWj0Uil0mHDhnE4Pv/NRBGlUqlSqdhs9vDhw+VyeaTL6YtWTex60+v1V65csdlsGRkZIeqMQJ/oLhQKi4rUOIdNAAAgAElEQVSKCIKAt+nIgiZ2EedqYofjODSxAzEIrsADAEBk6O28RoO0yShrNYudhG/TwjlMZ7rIkCnWZ0r0Qla0Xmx3GTB6sVisMWPGUN9neew6Hu0UCoVCoYh0FdFHKpVOmjQpdMenT3oHAAAAKBDgAQAgVAiCKC8vP3/+fGtrq9PplMlkIwpH5o2fpyaGNRplOhvP1wPG8XoyxfosiT5FYGRE+cV2NEhuD4WrV69u37791KlTXV1dAoFg7NixS5YsmTNnTnjO7t6lS5f+8pe/XLp0yWq1YhgmlUpvvfXW9evXCwSCSJcW0wKM7tXV1WfOnGlqarLb7SKRKCcnZ/r06ampqcEqDwAAQMyCKfTgdzCFPhAwhX6ICXwKvclk+uijj5RKJUKIwZUIUicI06cKM6b5uv0b1UY+S6LLlmjFnKi/2I58ye1yuTzwK/AffPDByy+/7HA4+tx+2223vf/++zyez1+jBNGbb7751ltv9X+mCwSC7777rrjYt86FoUPbKfShEOCLOY7jn3/++YULF/rczmAwbrvttkD2UIAp9DQBU+gjDqbQgxgHV+ABACD4CILYvn17p5krL35AmD6Vm1CIYb7tayXl2jLFuiyxPk1kjK428oOJyObtX3/99fPPPz/gXQcOHFi1atW2bdvCXJLLf/7zn3/84x8D3mWxWG677bYrV64IhcIwVxXLgvI97Jdfftk/vSOECIL47rvvhEJhSUlJ4GcBAAAQsyDAAwBAMOEko8UoPlvnYE76Z4YwyafHMjEyVWjMFOuyJHoZ1xqiCsMsIrmdYrfbX375ZTcD9u7du3z58pAuonZjsG8WKFardfXq1R988EHY6ollwZpCpVKpysvL3Qz47rvvxo4dy2azg3I6AAAAMQgCPAAABEEPzlKZZEq9tMkodRBMxEQsry+d8ll4mtCgkOoVYi2H6QxlmeETwdzucvr06Y6ODvdj9u7dG5EAf+nSJY8z0n/88cfwFBPLgtum7sKFC+6XPpnN5qtXr44cOTKIJwUAABBTIMADAICfqG3blQZZo0HW3SP0qWMBSRIShqYwyZYp0Sfwzb71oKcxOuR2l6tXr3ocU1NTE4ZK+jt58qTHMSaTKQyVxKxQdJj3+IURQqi9vR0CPAAAAL9BgAcAAN/gJKPVJFEaZEq91Iz7tjk54bBYWs9amn8xN/9y/z0LipPp0qUsQLTK7S5Wq+dlCN6MCQVv+iNCG8sQCd3mcP17JfaH43iIzg4AACAWQIAHAACvWHFWU+9J8r5wmNqo3G5pOUMS//2IL5VKQ1BmuNEzulPS0tKCMiYUCgoKPI7hcHz7egh4FOp93WUyWVDGAAAAAIOBAA8AAO6orQKlQdpokHf2CH26IEqSTmtHpbn5F7PqtMPQ1OdeoVCYkZERzELDi8653eX6669nMplOp7u2AjfeeGPY6ult7ty5DAaDINztL+BNyAdeCnV0pxQUFJSVlbkZgGEY/LMCAAAIBAR4AADoy0lijXqR0iC7phYaHVyfHstl4hlifTKr7d9bX7Sa1IMNu/HGGxkM3zaWo4OoyO0uSUlJS5Ys+eSTTwYbkJGRsWjRonCW5MJisW6//fZ9+/a5GbN+/fqw1TNUhSe3u4wZM+b777/v7u4ebMCECRPkcnk4SwIAADDEQIAHAID/sjlZzSZJo0GmNMhsTt8myUs4tiyJTiHRpQqNTIxECDHuXvDJJ58MuN61uLh45syZwSk6XKIruru89tprVVVVA+7sJZFIPv74Yx6PF/6qKFu3bj1//rxKpRrw3scffzxS+9sNDWGO7hQWi/Xwww9v3rx5wB4H6enpd911V/irAgAAMJRgMdIjR61Wx8hPGgiBQMDj8TQaTaQLiUrB+rDI5/OZTCZCyGw2wy9teOhtXKVR3miQtZpFJOlDP3gMI9OExiyJXiHRSTkD9EJTqVT79u2rr6933SIWi2fNmjVjxgwMi47G85HN7XK5nHo6uLmk6ZHNZvvHP/6xY8cOV1N3BoMxZ86c119/PTMzMziF+osgiBUrVuzfv7/3XHqRSPTaa6/df//9ESysD4lEgmGYx33v6CAiub0PrVa7b9++ixcvul7DuVzulClTbr311kB2gBcKhUVFRQRBwNt0ZMlkMqfTaTQaI11I7MIwLD4+HiGE47hOp/PvIAkJCUEtCoDwgQAPfgcBPhAQ4KMLSaIOi0hpkDUYZDob36fHUpPkFRJdpljP9WLbdp1O19raiuO4XC4fNmxYtMycp8Ml96AEeIrNZquoqGhvbxeJRGPGjKE+/NGE3W7/9ttvL1++zOVyZ8+efd1110W6or7oH+DpkNv7MJvNzc3NVqtVIpGkp6cHEt0pEOBpAgJ8xEGABzEOptADAGIITjLazSKlQVanj7M4fPs8LebYMsSGLLEuQ6ynJsl7SSaTRVHfaTrk9lDgcrk0DMYUDodz991333333ZEuJPrQMLe7CIXC4cOHR7oKAAAAQw0EeADA0GfB2dTK9majBCd9uACOITJFaFZIdAqJTsbtCV2FdBBgdK+qqtq1a9eZM2cMBoNMJps0adLDDz+cn5/v39Hq6+s//vjjM2fOaLVaiUQyduzYBx98cPTo0YFUGCzd3d07d+786aef2traeDze6NGjFy9eHKlu9rEpFLn96tWr5eXlKpUKx3GJRJKfnz916lSxWBz0EwEAAACBgCn04HcwhT4QMIWehrQ2vlIvazDIOntEPv1dsplElsSYF2dK4XbyWQN0oRtKAr/kTpLk+vXr33777T6borFYrLVr165evdrXA27duvWVV15xOBy9b8Qw7P/+7/9efvnlyLYPOHz48BNPPNF/Mvm8efO2bNkiEAgiUlWo0WQKfYiutzscjs8//7yioqLP7Twe75577ikuLg7FSf3AFfKKi0bDFPqIgyn0EQdT6EGMgyvwAIAhhSRRt1XYaJDV6uS+Lm7nsxyZYkOWRJcp1on4bCaTabEM5fQerNnyb7/99saNG/vfjuP4unXrRCLRo48+6v3RPv300xdeeKH/7SRJvvfeexwO5/nnn/e/1sD89ttvy5Yts9vt/e86ePDgypUrP/300/BXNbSFYZL87t27Kysr+99utVo/+eSTlStX+j2RJHAESVwlWs7gNWccNR0mnbLom0hVAgAAgCbgCjz4HVyBDwRcgY8sB8FQGaVKg6zRKLPivn01mcC3ZEt0WRJdAt/surbL5XKZTOaAe0ENAUFc6N7W1lZSUmKz2QYbIBKJysvL4+LivDma0WgcP368mysqbDb7l19+ycrK8qfWgM2aNevixYtuBuzevfvmm28OWz1hE+Yr8OFc2V5bW/v++++7GZCcnPzMM8+Eed6HmjT86rjyi6PqDH5VR5pct1dP/aKAnwFv05EFV+AjDq7AgxgHV+ABAFHM4mArDTKlUd5sFDt9WdzOxMhUoYHK7WLOABdUh6RQNKjbv3+/m/SOEDKZTKWlpUuWLPHmaEeOHHH/aczhcOzdu9ePafmBq6mpcZ/eEUJffvnlkAzwoRbBXnTl5eXuB3R0dLS0tKSnp4e6EhtyVOD1Zxw1Z/CaGmcziQb4Avd79W8F6RmhrgQAAACdQYAHAEQfg52rNMjq9XHtFt8Wt3OZeLrIoJDqFWItx4sd4IaM0PWWr6qqCsoYSnV1dVDGhMKVK1c8jolUbdGIJg3k29vbPY5pa2sLUYAnEVnrbP3NceWMs+a845odeVizU6r+9U/pi0JRCQAAgGgBAR4AEB1IhLWbRQ0GmdIg19u4Pj1WwrFRneTThEbMlx3gol0Y9oTzZpWB2WwO4tEita4huD9prKFJXO9vwI4GfozxSRuhOYtfPYPXnHXUaHvNkPfouPa8lYiVGUMAAAAGBAEeAEBrDoLRbJI26H1e3I4hlCgwKyTabIkujjfEd4DrL2zbuaekpHgck5qaGsSjeTMmFJKTkz2O8f4nHfJom9j7kEgkHR0d7sdIpdLAT2QgLeV4LTVDXkV0+XGEDGbi/LTrTU6LD4uFAAAADDkQ4AEAdGTFWU0mmVIvbTLJHE6fFrcTqUJTlkSXK9MKWTF3qSpsud1l5syZmzdvdj/mhhtu8P5oQRkTCpMmTeJyue4X/EeqtsiKlqw+oPz8/NraWjcDmExmTk6Ofwe3kLYLeF0ZXlvmvHrV2UKQhOfH/C8+xp3AypvMKpzCLhwhVhSNKCIIQoOgiR0AAMQuCPAAABrR2XhKg7zBIOvwcXE7j4lninXZUl2GWM9m+PwpeQgIf3SnzJw5c9SoUZcuXRpswKRJk0pKSrw82ujRo2fOnHn8+PHBBhQUFMyZM8fnKoNBKBQuW7Zsy5Ytgw0Qi8WPPPJIOEuKiKiO6/1Nnjz5p59+crM+YvLkyQKBwPsD2hF+EW8ow2vL8dpLuBJHPvfawBBWwBw2iTViMntEMTOHg8FHNQAAAL+DdwUAQISRJOqw/Hdxu87G8+mxUq5NIdYqpLpUoQkbqGnzkBep3O7CZDK3bds2f/58tVrd/97U1NQtW7b4tAXXpk2bbrvtNpVK1f8umUy2fft2Npvtf7mBee6558rLy8+cOdP/LhaLtXnz5sTExPBXFSK9gzqPx8MwrKdnCC5FEQqFS5cu/eijj3B8gAZyWVlZt912m8eDOEj8srORCu0X8QaPvegGlMiQTmKNmMQecR1ruBwT+XEEAAAAsQD2gQe/g33gAwH7wPvKSTLazCKqmbzZ4Vskk3N78mTaLIkukR+qnmH03wc+4tG9t5aWlueee660tNT1S8tgMBYsWLBu3bqkpCRfj6ZWq1988cU9e/Y4nf+9eolh2E033bR+/frMzMxg1u07m822fv36Dz/8sPfvxrhx4/7+979PnDgxgoX5zZvXriEc4CkqlWrv3r2NjY2uW9hs9tSpU+fOnTvYF0Z2Eq9yNpbjtefxukpng5X0Z8GOAOOOY+Zdxx4+iTU8h+mhgYJQKCwqKiIIAt6mIwv2gY842AcexDgI8OB3EOADAQHeS1ac1WiUNehlKpMUJ3xZ3M4ghwkNColWIdEJ2Y7QVUihbYCnVW7vo62traysTKvVxsfHl5SU+BHde+vu7q6uru7q6pLL5QUFBcOGDQtWnYEzmUxnzpxpbW3l8XijR48ePnx4pCvyIMAXqCEf4CmdnZ3Nzc12u10mkykUCh6v74QgO8Iv4cpyvPYcfu0SrrQhf16ImIgxiqW4jjW8hFUwiqVgIaaXD4QATxMQ4CMOAjyIcTCFHgAQDnobl1rc3m4WkciHCdVcJp4l0SvE2kyJgc2IoZ3b+6NzdKekpqbOnz8/WEdLSEhYsGAB9X1Wd3d3sA4bFCKRaNasWZGu4n8MsaXpEZGUlNT/WycLaatw1l/A687jdVXORjvpz/R4DGF5zLQSdsFEZsF4Vp4A820jTAAAAMAFAjwAIIQ0Vn69Pk5pkHb1CH16oJhjzxDrs8S6DLGeGUs7t/dH/9xOf/X19S+88MK5c+csFguLxcrOzn7qqae8WdscBlar9csvvzx69KhKpeJwOCNGjFi4cOH06dMHHAwpvbf6+vpz5861tbXhOC6Xy4cPHz5x4sSgtEjQkqYKvP6Cs+68o67GqSL87a+RyUiayMovYQ+fwMqTBbCsXa1W//bbbyqV6sKFC1KpdOLEiUuXLk1LS/P7gAAAAKIXTKEHv4Mp9IGAKfQuvy9u18nNOMenx8q5PQqJLkuiSxGafLhMHwJ0mEIP0V0ulwd+Bf61117btGlT/2dTcXHxoUOHOBzffkWDq6Ki4pFHHunfsW/evHnPPvts/ynckUK3KfR2u/2LL76oqKjoc7tcLn/ggQeysrL8OGYz0V2B11/A6yqc9Uqnh53h3UhjxE9k549n5pWwhydiQdhA/tixY4cOHaL6QZw8eZK6kcvlrlu37qGHHgr8+MBXMIU+4mAKPYhxcAUeABAcNidLaZA2GuVNRqmPO7eTaSIjtbhdxI65ndv7g9weRO+8884777wz4F2VlZW33nrr0aNHw1ySS319/aJFi6hPnzNmzOh9l9Fo3Llz58qVK31q4B8jSJLctWtXdXV1/7u0Wu22bdtWrVqVnJzs8ThORNQ4myvx+gq8vtLZ0EXo/S4phSEfz8ybyC6YwMpPZcT5fZz+Tpw4sX///v6322y2p59+msvl3nvvvUE8HQAAAPqDAA8ACIjRwVUZJEqjTGWUEqQPYYPNINJEhjyZNkus5TJjenG7C0T34LLb7evXr3cz4OLFi/v27VuwYEHYSkK9Zut8/PHHo0ePHmzY1atXz58/P378+HDVFTUuXrw4YHqnWK3Wffv2rVixYsB7TWRPJd5w0am8gNdVOZt6SJvfZaQx4sez8iaw8sez8oIb2l2MRuPBgwfdDHjppZfmzZsnkUhCcXYAAAD0BAEeAOAzEqEui7DBIGs0yNVWvk+PFbHtCqlOIdamiYwxvrjdBXJ7iHz22WcOh4c+4e+++27oAryblTUWi6Wqqsr9w8vKyiDA91dWVuZ+QE1NjdFoFIvF1B8bnZ0XnQ2VeEOls0FJdBAk4feps5hJY5m541i541n5KQy538fxUkVFhftfYK1W+/333y9atCjUlQAAAKAPCPAAAG85CazFLGnQyxoNMl8XtyfwLQqJTiHRJvAtMCfYBaJ7SJ06dcrjGKVSGeBZ/Ot/0d7eThAekmRLS4tfFQ1xra2t7gfgbPJI1xkd23nR2XARV+pJs9/nYmCMHCxlPCtvHDtvLCsnHgvrtW6PPylC6NKlSxDgAQAgpkCABwB4YHOymk2SRoOswSCzO73dshghhCEyRWjOkuiyJVoZ1xq6CqMO5Pbw8KbLlN0+QNuFMDR7t9k8T962WuFZM4AB/uowZIkjjcNIYzppSCctSeRp7Fvk718eB2MVMjPHMnPHsnOKmTlizLdJRkHkzS8JtFIDAIBYAwEeADAwg53boJcpDbI2i5j0bXG7M1Osz5bqMsV6LtOfPZOHMIju4ZSamup+wIwZMyQSSUT2ZnNN8HYD1jYPSCwWWywWh4A0DiONaaRxGGkcRuKBNewXY/xiVk4xM3scK7eIlcWhx6cjb35JvGnXBwAAYCihxVsUAIAmSBJ19ggbDfIGg0zj4+J2IcueJdHlSHVpQgOTAYvb/wfk9ohYsmTJ7t27+9zYp9+7QqEIX0G9pKWlCQQC9/sU5ufnh60e+rMjvMbZfBlXVi2wN3DxHnmgLzJpjPixrNxiVvYYZk42I5mB+bB3Rnjk5eW59o0bzPTp08NTDAAAAJqAAA8AGCI7t9MQ5PbImjRpUkpKSnt7O+qX2ykYhoW5Bb0Lg8GYMWPG4cOH3Q8IZ0l0Q5CEkuiocjZdxhsvE43X8FYcORFCKMXPA7Ix1nBGejE7ezRDMYaVk8AIwibtIVVYWJiUlNTZ2TnYgPHjx0+ePDmcJQEAAIg4CPAAxC6rk9VklCn10iaj1EHA4vZgguhOE9u2bduwYcNg7eLmzp0rl4e8l/hgZs2aVVdXd+3atQHvXbBggcclAENPC9FdhTdVO1VVzsYrTpUlgG3eKPGYZBQrq5iZU8zKLmRl0mRuvJeYTObSpUu3bNkyYDeE+Pj4zZs3Mxi0mzgAAAAgpKLpnQwAEBQ6G7/BIFMaZB0WEenLLFRqcbtCosuSwOL2gUFupw9qZXtKSsozzzyzbds2rVbb+142m33XXXdNmjQpQtUhhBCLxVqxYsWhQ4dOnTqF478/oeRy+YIFC4qLiyNYW9h0ENpqp6oab6p2NlU7VYF0jKewEHM4K30UUzGKqShmZYdoh/awSU9P//Of//zll1/W19f3vn3WrFlvvfVWRkZGpAoDAAAQKRjp0+f3qKVWq2PkJw2EQCDg8XgajSbShUSlYPXB4vP5TCYTIWQ2m4P4S0sirN0spDrJ62y+LW7nsxyZYkOOVJMh0sfO4nYul8tkMt0vUe4NonsoyOVy6unQ3d3t/aMGfDI2NjaWlZVptVoej1dYWDh+/HgMo8uaD7PZXFdXp9FoWCxWamqqQqGgfmr64PF4GIb19PQEfqg2QnPV2XLFqbriVFXhjVrSFPgxZQ5BniO5RFw4nl8QdZfZvdTR0dHa2qrVapOSkkaOHJmTkxPpimKXTCZzOp3Q/z+CMAyLj49HCOE4rtPp/DtIQkJCUIsCIHyG4JscAMAFJxjNJkmjUdagl/XgbJ8eC4vbvQG5nVbcfI+WlZWVlZUVzmK8JxQKh+r1dicilM6OGqfqqrPlqrOlxqkykkH4FkCAcQuZmaOYilEsxUhmJv1XswcuOTk5JyenqKiIIAj4nh0AAGIZBHgAhiCjnaM0yBqN8laT2OnLDnAMjEwTGhUSnUKqE7MDXX06tEF0pxX3U2Dsdvu5c+euXbtmMpk4HE56enpJSUkEV79Hkdra2kuXLqnVaoRQXFzcqFGjCgoKBhvsREQ7oal3tjcQ7fXO9npnW4Oz3YYcgZfBRIxMRlIhK3MEM30EM2MUS8FC9JqkAAAAAIQHBHgAhg6NlV+vj1MapN09Qp9murMZRJrIkCfTZom1XKYzVPUNCZDb6cbj6pWrV6/u3r2793zXy5cv//DDDzfffPPNN99Mn4n0dGM2mz/77LOampreN/788895eXlLly6VSCR60txEdCmd7U3Oriais4noVBFddjI43TEwhGUyEwuZmUXMzEJm5ghWBhf5NocIAAAAGJIgwAMQ3XCS0e7vDnBijj1DrM8S6zLEeiYWK4vb/QO5nYa8aTzR0NCwY8eO3i3iKARBHD582Ol0zp07NzTVRTeHw7F169aWlhaEEMKQXYx6ZKQ1juyRkVfkV77teNVJsgNvONdHCkNexMwqZGUUMbMKmRkizLduHQAAENXa29s3bdpUWVlZV1fX0NAgFotTU1PHjRt377333nTTTSwWrVObWq2m2gps3759+fLlkS5niKP1rwIAYDAmB6fJKFMaZM1GsZP0YRshDKFEgTlbosuS6OJ53nZoi2UQ3WnIy56RJEl+9dVX/dO7y9GjR8ePH5+cnBy80qKbjjS1EZpWQnOi5rcLxU3W60mbDFllJNH3w4IdkfbAT8cxIHEbQ9SGSqRFK2YukTNEgR8TAACiDo7jf/3rX999993erXOtVmtXV1dlZeXOnTsnTpz4xRdf5ObmRrBIQB8Q4AGIJhorv9EoazTI2s0in66YMzEiVWjKkuhyZVohKwifvIe8goICNpvdZ+8xEHE+bffQ1NTU3t7uZgBBEOXl5fPmzQu4rmhCkIQaGVud6nZS205o2pyaDlJH/bHHte96OkLpwT4xiXhaJOpgiDowYTsStWGc/78/po6rFM/gIdjRHAAQk9auXbtx40aEEJfLve+++8aOHTts2LDOzs6GhoZ///vfKpWqrKyspKSkoqICNo8ECAI8APQXyCR5HgvPEuuzJLpMsZ7NgMXtXoFL7vTkx06Nzc3NHseoVCq/yokCdoS3OtUdpLaN0LQT2nZC205o2gltJ6HDUTheDUQYP5uRnMtMqzpYxmshRB0Yc5DOmDabraurKzU1NQxVAQAArezfv59K78XFxaWlpX1eCdetW/fGG2/87W9/02q1Dz300NGjRyNUpgdxcXHUN+YSiSTStQx9EOABoCmjndNokCoNshaTb5PkEUJxPEu2RJ8l0SbxzdCiy0uQ22mrurraZPJnt3Cr1RqUMTTXQ9qoee+thLqN0Liuq2vIsO5TLcWEmYzEbGZKNjMlj5mmYCQnM+QIIRzH1/5yFiEPr0RB2WQeAACizpYtW6j/2bdvX//vMTkczssvv3zp0qWvvvrq2LFj5eXlEyZMCHuNnmEYBuvRwgYCPAA0QpKow8xX6qV1WlGHiefTJHkMI1ME5iyJLluilXGjPpOEE0R3empoaOjo6GAw/J9XLRJ5XlPtzRiaIBHZSeiaie4WQt1MdLUQ6lZC3epUa0l/vt0IBNOB8TRoYuqobE5KJiNJwUzOYCRKMeGAg1ksFp/P95jPo+gfAgAAgqiyshIhNHz48KysrMHGLFmy5KuvvkIInT592k2AN5lMfD6fyYRdNoc4CPAARJ6DYLSYJI1GmdIgszh82yqJx8SHiQwKqV4h1nJgBzhfQG6nMz8mzPfnTb8f2vYE6ib0jURnk7NTRXQ3Eh0qZ1crqQ7WJm3eIhHHhHg6jKfDeBrE12E8DcbTIY4JS0tLW7NmhZeHyc3NvXTpkpsBEokkMTExGBUDAECUoTqtms3u9vWYNm3as88+ixAaM2aM68b33nvvT3/606hRoy5evLhz585169bV1tYihBISEkaPHv3ggw8++OCDA34JbjabN2/evGfPnqtXr9rt9pycnKlTp65evXr48OEDnr2ysvLdd9/98ccfW1tbxWJxYWHh3XffvXLlSg6H0/uY1PewA3ah9+mMer3+nXfe+fHHH69du6bVahUKxYgRI5566qlp06a5+SuKKRDgAYgYnY2vNEgbDdI2i5gkfZvpHsfryRLrsiS6FKEZQ7ADnG8gutNZUKI7JSEhYcSIEVeuXBlsAJ/PLykpCdbp/GYke1REV5Ozs4nobHJ2NhFdKqLLTIZvHg2GsASGJAWTpzLjhzHikxlyS7329J5jXB0arHXGjBkzvD/+9OnT3Qf46dOnY7DaBwAQk/Lz89vb25ubmzdu3PjUU08NOCYpKemNN94Y7Ah/+9vfXnnlFdcfu7u7jx07duzYsY8//njfvn19FqVfuHBh/vz5vXvEVFZWVlZWbt26dd26dc8991yfg69fv/6FF15wOv/7ZkD1xj9x4sS77757+PBhN7MG/Dvjzz//PH/+/N4thKuqqqqqqvbs2fPUU09t2LDB4+liQdACfEtLS11dHUl6CBIzZ84M1hkBiEZOktFmFjUbJUqjXGvl+fRYDJEpQnOWRKcQa+U8mCTvM8jtNBfE6O6yaNGiTZs26fX6/ncxGIzFixcLhQNP/A4uHDn1pFlLmDZEjIIAACAASURBVNSkQU0YtKSpi9DrSHML0d1EdGqJMM2B52CsZEyewpAnM+SpjLgUhjyVEZeMyZMZcg72P58HyOEklqU/pz434HGKi4t9+uIjPz//+uuvP3HixGD3wmcDAEDMWr58+cmTJxFCa9asOXDgwIoVK26//XbvVxXV1dW9+uqrCKGJEyfecccdCoWivLz83//+d1tb2/Hjxx966KG9e/e6Bnd1dc2aNYuKx/fcc8+sWbNkMllZWdm2bdv0ev3zzz+PYRh1qZ+yc+dOKmCnpKQ8+OCDJSUler3+66+/PnToUE1NzZw5cy5duuR+g3qfztje3r5w4UKtVisUCpcvXz5lyhSBQFBVVfXuu++2tLRs3LjxxhtvvP3223366x2SMI+R26NffvnlwQcfvHbtmjeDAz+df9RqdaROHUUEAgGPx9NoNJEuJCq5zx49OFtlkir1UpVRaid8W5sEk+QD50d0F4lEsI1cOA34DBIIBNT0P/+a2FF0Ot2XX37Z5zp8fHz8okWLCgoKfDqUkewxkT0W0mYmrRZkM5NWI2mxknY7wg2ExYFwK3KYyB47iZvIHjNppf5rIW025PC7fj+IMD4VzqmUnsKIS8HkKQx5AkPq/UEIgjhy5MixY8fs9t83nmSz2TNnzrzlllt8XWNJkuSpU6cOHz7cezE8i8WaPHny7bffzmb7tnQoNgmFwqKiIoIg4G06smQymdPpNBrD2iQS9IZhWHx8PEIIx3GdTuffQRISEoJalP9IknzggQc+++wz1y1sNnvSpEmzZ8+eNWvW5MmTe89U742aQk/9//Lly99//31Xlm5tbV2wYEF5eTlC6Lfffrvuuuuo21etWrVp0yYWi/XVV1/dcccdrkMplcpbb721pqaGz+dXV1dT19WtVmt+fn5zc3NhYWFpaWlmZqZr/PPPP0/NCNi5c+eDDz6IBp9C79MZP/zwQ+qxP/zww0033eQaXF9fX1hYaLfbH3nkkQ8//ND3v+OhJtAA7/oL9XI8BHg6gwAfiP7xgySxdouo0ShtNEg1VoGvB0zgW6gd4JL4Jphb6p9ALrlDgA8bN19+BSXAU9rb269du2YwGLhcbmZmZm5u7oArA3WkSensaCU1aqdBjQwawthNGDSkUUsaw3ad3HsCjJvGiE9lxKUx4lOxuGHMBCq0izF+sE5hsVhqamqo9wWZTDZixIhA5izYbLaampr29naCIOLj44cPHw4bDnkPAjxNQICPuCEW4Cm7du3avHnzb7/91ud2gUBw/fXXP/zwwwsXLuzzXacrwGdmZl67dq3PvbW1tYWFhU6nc+7cuQcPHkQIKZXK4cOH2+32NWvWvPXWW31OdPTo0dmzZyOE/vrXv77++usIoY0bN65ZswYhdOTIEeouFxzHk5KSqJ3tPv74YzRIgPf1jFTa53A4Vqu1z7qqF198sbm5OTc394UXXvDqL3RIC3QK/auvvkql94ULFz744IOZmZmBdAwGYAiw4qwWs6TRIFMapDanb08xFkakiS158eb8OCMT18G3Tn6D2fLRIhTT5geUkpKSkpLS58ZOQlftVDUSHU1EZwPe3kh0GkhLeOrxVRwmzmAmDsPi05mJ6YyEYcyEdEaCHAt553aBQDBu3Dgej4dhWOA7vXG53OLi4uLi4qDUBgAAQwbVc66hoeHo0aM//vjj0aNHOzo6EEIWi6W0tLS0tDQrK2vv3r3jxo3r/9jVq1f3n8eUn59/9913f/HFFz/99BNJkhiGHTx4kEptq1ev7n+QWbNm5efn19bW/vzzz9QtP/zwA0Jo5MiRfdI7QojFYm3ZskWpVA4bNszND+XrGam3abvdvn379hUr/qdP6muvvebmRLEm0ABPfVF01113ff3118GoB4BoYrVa9+3bd/r0ab3ekFN8oyj9OkI6utMq8TV381mOTLEhS6LLFOslQg41N9Uc3m7TUa25ufnixYtdXV2NjY25ublz586lT4Bvamrau3dvVVWV3W5PS0ubPXv2jTfe6He/rvb29r1791ZWVlqt1uTk5BkzZtx6661RumGM++husVgOHjxYX19vs9nYbHZGRsZtt90mk8kCP28T0XnBUX/eee08XtdKqAM/YNAJMG4mMymTkZTFSMpkJmUyEjMZSULM25YZDQ0NVVVV3d3dDAYjKSmpuLi4/8bCAAAAaCg7O3v58uXUFeyqqqojR458/fXXp06dIgiisbFx2rRpZ86cGTVqVJ9HDdaUZMqUKV988UVPT097e3tqairVo37YsGHp6ekDji8qKqqtrXX1HKXGD/iVAULonnvu8fjj+HrGu+++++9//7vZbF65cuW2bdvuvPPOG264YeLEiVwu1+O5YkqgAV6pVCKE+nxHAkAs+Omnn/70pz91dHTwxEl3vXbZKEowIoS8vkBFdaTLFOuyJPp4Hk0v+tGf1Wr9z3/+U1FRQTWAobz99tvz5s17++235XJ5BGvDcXzdunXvv/8+tUMMZdu2bWPHjt26dWtOTo5PRyNJ8p133nnzzTd7L1nasWNHfn7+1q1bR48eHbS6w8J9ev/xxx8PHTrUewZKV1fX+fPnp0yZ8oc//MGP01lJ+1G84pT90gVnfTcxQEO7SOEidiozLouRnMFIzGQmZjASMxlJib6sVO/NaDR+/vnnNTU1vW/84YcfJk6cuHDhwsFWUQIAAKChoqKioqKiVatWVVVVrVix4vTp0z09Pf/v//0/6sJ4bwqFYsAjuD5p1NXVpaamUg3LWlpa3F9FoBbp4Dje2NiIEMrIyPD7R/DpjAih/Pz8b7755rHHHqurqysrKysrK0MIcbncGTNm/OEPf1iyZAmsuqIEGuDFYrHVaqXbMhIAQu348eNLly6lopTV2Gm36Hgir54FXCaeLjKkiwwKqU7ACmtfq6EHx/EPPvjgk08+6X/XwYMHW1tbv/vuOx7Pt1b/QfT000/37knjcuHChTvuuOPw4cNpaWneH+2NN9745z//2f/22trau+6668CBA4Nt30pD7tP7sWPHqNV6fZAkefr0aafTuXjxYu/PddXZ8o39dKm9zEQGOv3bJ0KMJ0BcIYMnxHhCxBMzBALEjcPE8QyxnCFOwCRxDHEcJpZiQeuBb7Vat27d2tbW1ud2kiTPnj1rMBgeffRRWOMGAAC0UlZWRn3runTp0sHGFBUVHTp0qLi4uLGx8ejRo1artc9nm8HisWtevcViQQhRc/I9IggCx3G73U5dfgjk6rdPZ6Q68N10002XL18+cODAd999V1pa2t7ebrPZjhw5cuTIkddee+3TTz+98cYb/a5nyAg0wE+cOPHQoUPnz5+nw1a6AIQH1Y2j94XQlouHJLOfdPMQqiNdpliXDNu2B0l2dva2bdsGTO+UCxcuvP/++wMuuwqDkydPDpjeKe3t7S+//PIHH3zg5dGqq6vfeeedwe7V6/V/+ctfvv32W5+rDDuPK95tNtuA6d3lzJkzN9xwQ1JSkvvjWEjb947yb2ynq5xNPlf5vzgYS46JExlSOSZqv9Zi6tKzbBjLhpg2xLQipgMxHRjTihhOxHJgjz20UjEsUxS8HnLeO3r0aP/07lJTU1NWVuZqRAwAAIAOSktLX3zxRYTQrFmz3Cx3kkgkc+fOff/99wmCaGhoKCws7H3vYGvRXXuEUVuuZGdnnz17dsqUKadPn/ZYGIvFSktLa21tpa7D+8enM7pwudyFCxcuXLgQIVRbW3v8+PE9e/YcOnSotbV18eLFV65coVoYxrJAA/yTTz556NChd955Z8mSJd7vWAhAVDt16lSfl7PmS4cK+wV4FoNIEZiyJLocqVbE9nanBuCRa327m/RO2bVrV6QC/Keffup+wP79+7VarZeT/Hfv3u10uttB8PTp03V1dbm5uT6UGF5eNqs7ceIEQRBuBpAkefjw4QceeGCwAW2EZpf1yCHHWQtp86lCDsZKZyQqGMmZzMQsRnIqIy6OIY7HJK6O7jqd7vVPXidJdx0Hrvx6cdSiCEyFIAiif+/iPn799VcI8AAAQCuujzSnT592v0astbWV+p/+8bW8vHzatGn9H3LmzBmEEIfDoXaAo2bq1dfXUz3t+o+nPmlgGEZN1yooKGhtbXUtUO9j3bp133zzTXJy8v79+wer2dczUp+uxWJxXFwcNSA/Pz8/P//RRx999913n3zyye7u7hMnTtx1112DnTFGBDqbbu7cuWvXrr18+fKCBQuqqqqCUhMANHfu3Lk+t7RdOUbgVur/HcZW/dV9wqYdy4rOzc+pKU7ogPQeLNnZ2a63OovF0mdn7/5UKlVXV1fo6xpA/1+SPnAcr6ioCNbRvBwTKd63mqca3rinUqkGvL2d0K63/HuR8fWv7ae8Se88jDOBlb+CN/efoj/ukbx0QrrhC/Fz64XL/o83/zbOdeNZeQpGcu/92JqamjxuDBHIlYpAaLVajzvtqVQq91+OAAAACLMbbriBmqP+3HPPWa3WwYa1tbX99NNPCKGRI0f2n4P29ttv9+62Q6mvr//8888RQpMmTaLi8YQJExBCHR0d+/bt63+K7u5uuVzOYrFeeukl6pYpU6YghM6ePdv/+jlBEB988EFZWZlA4G6bZF/POG3aNIVC8dBDD/Uf7NoW3u+NA4cS367Ar1u3rv+NIpEoLy/v2LFjo0ePnj59ekFBQUZGxmBdkf/617/6UyYAdNL/tcPpsOouf+606izNvzpMbQihhMJCJgO2Sgqa/l3lvXwF1+l0iYmJIajIA73ec6c0b8Z4P5Keb2m+7hLnzUZlvVevUDoI7cfWH/Y5fnWQHjZvEGK8sczccezcsczcIlYmC/nQwN+b2gLfaM0/1PpG9wiCsNlsfH4EpvdHlvs9KcK2kSEAAPQ3bNiwRx999L333qutrZ0wYcLOnTsnTpzYZ0xzc/OCBQsMBgNCyJV1e2toaHjyySffffddV/7q6OhYunSpw+FACL366qvUjQsWLCgpKTl79uyyZcv27Nkzc+ZM1xHsdvuyZcuMRiOGYY888gh149NPP71lyxadTvfEE08cPHiw9wz/devWUV9Y33LLLW5+Ol/POH78+JaWliNHjly6dKlPs/2dO3dS/zN58mQ3Z4wRvgX4F154wc29BEGcOHHixIkTbsZAgAdDwIBrbzQXPur9R1hREiyDffiOi4vDMMzjFdFILZSKi4vTarXux3hfm2suWVCOFh7+5SKh0HNTt94NdToJ3U7bD9/af7G7je4Ywsaz8u7kTL2RPYaD+bl2zJvavBkTCt684LBYrAj2dAyFoOwW6c1BIOQDAELnjTfeKC8v//XXX6uqqqZMmXLLLbdcd911CQkJOI63tbVdunSptLSUmmr+9NNPD9jGlc/nv//++xcuXLjzzjsVCkV5efnu3btbWloQQvPmzbvhhhuoYRiG/etf/5o2bZpGo7n55pvvu+++KVOmZGRk1NbWbt26lZrV+Pzzz7uW48XFxb344otr1qy5cOHChAkTli9fPmHCBJPJtHfv3j179iCEpk2b5sreA/L1jCtXrvzuu++sVuvEiRNXrlxZUlKSmJjY0tLy9ddfHzp0CCF08803jxgxIjh/79HMt88xkEkAQAh5s46UPvuQRymPf4E8Hm/MmDEXLlxwM6agoMCb6BsKkyZNqqurczOAy+WOHTvW+6P98ssvbgZgGEaf5c2BpJ3CwkKPs+ip3w0tYfrMdvTftuM25G43hzhMfDNn/F2cqTnMQPdCVygUDAbD/Sx0X3cHDBaZTCaTydzPwlAoFO438qGzyL6iDnh2SPUAgKAQi8WlpaVPPfXURx99hOP4wYMH+zdzZTAYTzzxxPr16wc8wp49e+67775ff/31119/7X37/fffv3Xr1t63TJky5YcffnjooYdaWlp27dq1a9euPqd4/fXXe49/6qmnuFzumjVr2tra+tw1duzYTz/9dLA51/6d8fbbb1+7du2bb75ps9k2bdrU51CTJ0/+8ssvo/eNLIh8C/BGozFEdQAQRSZPnlxYWFhdXT3YAJFINGbMmHCWNJR4/0l92bJlq1atcjPA/RfDIfXwww9/8cUXbsLePffc4/1Xovfff//mzZv7Tx13mTNnTnp6us9VhkCAqWbatGkHDx7sv5bPBcOwKXOvf7tn79e2U+6j+1hW7r3cmdezR/s0T94NkUhUXFzs5jsjJpMZqal9GIZNnTrVfQP/AVsc0VNUfAHap0jI8wAAv0ml0h07dqxevfqrr7764Ycfmpqauru7xWJxVlZWVlbW2LFjlyxZ4qZP7YwZMy5fvrx+/foDBw60tLQIhcLRo0c/+uij999/f//Bs2fPvnjx4vr16w8dOtTY2EiSZH5+fnFx8dNPPz1y5Mj+45944onp06e/9dZbJ06c6OjoSE1NHTFixPz58//4xz96TO9+nHH9+vX33HPPhg0bqqqqGhsb7XZ7dnZ2Xl7eo48+Om/ePG9OFws8T0AdGtRqdYz8pIEQCAQ8Hk+j0US6kChQUVFx55139u4aNWPGDOp/GAzGsmXL+uzw4T0+n0+9IJrN5lj7pfX1UztBEA8//DA1q6q/WbNmffbZZ9S2on4QiURsNtvjNHg3/v73vw+4cztCKD8//8CBA162oKds3779ueeeG/Cu1NTUQ4cODbiFTDgFK8CUl5d//vnnA/7yO/gke0lW2bDmHrc96sawclbw5l7HCn43eIPB8M477wz2WzF//nzXTMXww3F869at9fX1A947YcKEJf8fe/cZF8W59gH4me0sdQUUBKVIERURxYagKBoxgo2IiEaNvUej0WhETbCQ2AIaeY0N0UTsvXdRg2gUFAUREaSJSG9bZ94Pk7NnD+wuy3bgvj7kZ2aembmBWdj/zlPCwpQ+OYvFwjBMcyP8m0ViV5yGwryhoWGXLl1wHIc/07plZmYmEongmZYOYRhGjhoTCoVKz/9iYWGh1qJ04Pfff1+4cCFCqLq6WlcDuIBOUNevX6/K8VFRUY8fP270mUNhYeGBAwfevXvXvbtupvXS1cRCzQudTqfRaPC9UoSVlZW/v/+TJ0/Ek5zb2dkhhDgczpQpU1QZn0On08nJQsmpR1oJBweHJqVZEoZhI0eOrKurS0lJkXzWTaPRvvnmm6ioKAaDoXRJDAaDSqXKmRK2UT4+PhwOJykpqd6T8xEjRsTGxjZ1yHrPnj3t7e0TExPrvUJ9fHyOHDmi28fv79+/V+MUeu3bt7ewsEhLS5P8mfKNUZ4vkTkeZZmUCJHMFfXcqfbhhmHzWIE2FI28M2Mymd27dy8qKiopKZHczmazx44d6+Pjo4mLKohCoXh4eFRVVYmXGiLRaLQhQ4aMGTNGlW6HNBoNwzA5PSOahHy9S1LLafWH5JemxpcGg8GwtLQkCAL+TOsWi8UiCEJOlyigaRiGkZOf4ziu9J9p+dOnNwtPnjwhO16tXr1alTc8oNlR9Qk8+Yag0ZO8evWqW7dutra2spb/0TR4Aq8IeALfVARBPHjwIDExsaioyMHBwd7e3tXVVcEORbK0tifwannyVlBQcO3atczMTIIgHB0dhw8f3qFDBxXPqfoTeFJFRcW1a9dSU1P5fL6tra2/v7/SvTMQQrW1tdevX3/x4kVNTY21tfWgQYM8PT1VrFAVmus2TBDEvXv33rx584FRktWjLtu+SoTJG3zejWo/2+DLfjQtzW2Tl5f35s2biooKOp1ua2vbpUsXyan1dKukpOT169efP3+mUCjt2rXr2rWrsbGxiudU8Ql8C3vArhzVXyzwBF5PwBN4nYMn8CR4At9qaSnAnz59Ojg4mMlkqvI4SxUQ4BUBAV4V6koyrSfA6/l7enUF+BZMo4N+cQJ/Knp7Qphwn/uSQPJeCE6U9jMMAobQPTAEE9toSpMCvJ6/tPWB0ms0QIDXBxDgdQ4CPAkCfKvV5NGh//zzT0BAQL2N8pdZFolE5KtLcv1AAECrpefv7/Pz8y9fvpyVlSUSiaytrb/44gup07q0ZpqO7hcFSYe4N3LxYvktXag2s1lf+tK7Nffonpubm5aWVlpaSqfTrays3N3dTUxMdF2UQpr6WiZfXG/evBEIBPb29iq+uIqLiy9duvT69Wsul0t2b+nVq5fSZ9Mm8fcNpr4DAADQVE0O8EKh8PPnz/U2Ntwi1ezZs5t6OQBAS6Ln0V0gEGzatGnPnj2SExBs2rRp5MiR27dv19WKdPpGo5EjTfRhS+3JVFG2/GYOFKupBsMCaL0oGEVzxWhBZWVlfHz8mzdvJDeeP3/e399/6NCh5HQYesLV1bWiokLpw2W9uAIDA7dt29bUFxeO49HR0Vu3buXx/jud4ZYtWwYOHLhz58727dsrXaeWkb8SIcYDAJRga2s7dOhQhJCKgzdBs9PkLvR5eXmSKwqSa/etWbNG/lE0Gq1nz55BQUFKlKgW0IVeEdCFXhXQhV4+PY/upLlz5546dUrqrq5du168eFHxhd9aJI3GjBKicmftuSuCp/I7zDtTbaYyhw6lezb36I4Qqqmp2blzp3gizHq8vb2Dg4O1XBKS8VI1MTHBMEyVAD9nzpzTp09L3dWtW7cLFy406cX1448//vHHH1J32dnZXb16tZl2jpX/EoMu9HoCutDrHHShB62clsbA6xwEeEVAgFcFBHhZmkV0Rwhdvnx56tSpchosWrRo7dq1WqtH32guvQuR6Bjv3j7u1RpC5iQpFIzSn+oWxhrcm+aioTK079SpU48ePZLTYO7cuc7Ozhq6epNemCoG+EuXLk2bNk1Og8WLF4eHhyt4tqSkpMDAQDm/HkNDQ3fu3NmkCvWN1JcbBHg9AQFe5yDAg1ZOyRWSxebOnauWOgAALU9zie6k2NhY+Q2OHDmyevVqpReWb740+uD9iTBjS92JbFGRrAYsjDGK3X88xdeO2lZzZWifQCB48uSJ/DZ///23WgK8zl+Jhw4dkt/gyJEjq1atUvDFdejQIfkfbp4+fXrTpk2qz72vQ9C1HgAAgCyqvhONiYlRSx0AgJZE54FBCU+fPpXfoKys7O3bt6osAtccaS5C1BK86LqzZ/iPZPWZN8IMvjEaPtF4iBnFqLq6WkNl6Ep+fr7kaHCpsrOzm3pa/XzpNfpRRWlpaWZmZufOCq0C2OjZ+Hx+cnKyr6+vovXpK5jrDgAAQEOqBviiIpmPTSQxGAw2m60/y+QCADREP/NDowQCgSL9IVvVqnIazQwvRdnraw7LmmceQ9gIRu9FBqM6GFrp1URualRbW9tom5qaGjl7m8trjc/nK/L5i+IvLkVatrCXKvmz/vTpk64LAQAAoHuqBngrKyvFGxsYGHTq1Klnz57BwcFBQUHk+HkAQIvRXBJFQ3Q63cio8ce8HA5HO/XonObSOx8Jd9ddiOffwwlcaoMu1I7LDb7qRrPXUAF6gs1mN6lN831xMRgMQ0ND+R9GoKa8uMzMzBod9doiX6qtrfsPAAAAqbQ6mLOuri41NTU1NTUuLs7Ly+v48ePN9x0JAEBSC3gt9+7d+86dO3IamJmZOTk5aa0eHdJcen8lzPmp9kg2Lr3rlgnGnskKCGEOojTzdd0VYWNjQ6fTpfaiT0hIIP8RFBTUAl5ZCKHevXvfvXtXTgMOh6P4i6t3797yBxcwGAwPDw+FqwMAAACaE1UDfHp6+vv378eOHcvlcjEM8/f379q1q62tLY1Gy83NTUtLu3btGo7jffv2DQsLKy4uLioqunz5cn5+/tOnTwMCAl68eAH96gFo1lpGwEAITZkyRX6ADwsLo9PpWqtHJzT64H0/92oc96YISXnwTsEoXzF85rBGGmMGGipAvRS57eV/M11cXGxsbA4fPiynzZQpU5pcmV6aMmWK/AAfFham+PSQX3/99YkTJ+Q0GDt2rImJieLlAQAAAM2IqgHexsZm/PjxXC532LBhv//+e8P5crOysubPn3/t2rU+ffpER0cjhEQi0eHDh2fMmJGRkXHw4EGYxx6AZqrFRHdSYGDgmDFjzp49K3Wvm5vb8uXLtVySlmkuvT8XvttcFy9rqnlrSpu17Em9aJpaL00Jarm3Gz3JmjVrHjx4IOvbPmXKFD8/P9XL0AdBQUGjR48+d+6c1L1ubm7Lli1T/Gz9+/efOXPmvn37pO7t0KHDunXrlKkSAAAAaA6o69evV+X48PDwM2fOuLu737hxQ+p4eA6HM27cuIsXL164cMHFxcXd3Z1CofTo0YPL5T548EAoFE6ePFmVAhRUV1enhas0d3Q6nUajwfdKOUqvRFoPnU4nZ+1qdIZqHXJwcGiRQ0wDAgJqampSUlJw/H+eEn/xxRexsbEt8ksmvX//Xl03cD3lRHVk7bHfuGfKCSnzC2AIG8Pw3mo4S9YScXQ6nZwthc/na6I8MfKWFtPotcQMDAxGjhz56tWrDx8+SG5nMBiLFi366aef9GcCPyaTiWEYj8dT+gwBAQHV1dUNX1zDhw8/ePBgU7/nQ4YMwTDs6dOnIpFIcru3t/eRI0esra2VrlOfsdlsDMMIgoA/07rFYrEIgtD0LyUgB4Zh5BQhOI5zuVzlTqLIRCQA6CdM/mKqjXJ2ds7MzNy8efMPP/wgp9mvv/66cuXKvn37JiYmklsePnzo4+NjZWVVWFioSgEKKikpUfErbQ3YbDaLxSotLdV1Ic2Sup5eGhgYUKlUhFBNTY1+3rQt7MF7Qx8+fLhw4cK7d+9wHLeysho+fLinp6eui9IgzT14vyVI/rXueBkufWpAc8xkFXvCQLq7nDOw2WwyxGpiGTn9uZOTkpJu3LiRl5dHo9G6desWFBTUvn17XRf1P0xMTDAMq6ioUPE8OTk5Fy9eTE9PF4lEdnZ2w4cP79Gjh9Jn+/jx44ULF16+fMnn8zt06DBkyJD+/furWKE+Mzc3xzAMx3H4M61bZmZmIpFIkYVLgIZgGGZubo4QEgqFSn/6bGFhodaiANAeVbvQ5+bmu6gqcQAAIABJREFUIoRcXFzkNyMXd3316pV4C9nZvoUt9AJAy6Y/gUejOnbsuGDBAiMjIzqd3rJ/R2kuumfjRb/UHv9H+FZWgwCG1/cG43Uy4l0Pb+M+ffr06dNH11Vog52d3YIFC9R1Nisrq1mzZqnrbAAAAECzoGqANzMzKyoqSk5OHjdunJxmycnJCCEWiyXeQn5+3FL7uQHQwuhh5gEq0lB6zxF9OsC7do3/FEfS+49YYqYr2CGD5D541wT13sOvX7++c+dOYWEhm812d3f39/fXn96Yubm5N27cyM7OptFoLi4uw4YNIx9VAQAA0CvPnz/XdQn/atk9DVseVQO8r6/vyZMnY2Nj586dK6vL38ePHw8cOIAQGjBggHjjqVOnEEKtZE0mAJoviO4tj4aiewFecoh38zzvb6nzzCNyxDvTezFrtCHGktpAE9R+A3/8+HHp0qU3b96U3NimTZuffvopNDRUvddqqtra2vDw8D///FNyZDiLxVq0aNF3332n+DTvAAAAANBbqv45X7Zs2enTp3Nzc4cOHfrrr79++eWXkpPuEARx5cqVFStW5OTkYBi2YsUKhFBBQcGRI0d+/vlnhJB2ZrADACgH0nsLo6HonisqPsC7dpX/VFZ0Rwg5UdqvZod2o9lrooCGNHTrfvr0KTAwMCcnp9720tLSRYsWlZWVzZs3TxPXVQSfz584ceKjR4/qbedyuVu2bPnw4cOuXbt0UhgAAAAA1EjVAN+vX7/IyMgVK1akpaUFBQV16NDBzc3N1tYWIZSfn5+WliaeXPeXX37x9vZGCA0fPjw1NRUh1KNHj6+//lrFAgAAmgDRveXRRHovxiv2cq9c4CfKie4sjDGTFRDGHExDVLUX0JBGb921a9c2TO9iERERQ4cObbicqnbs2bOnYXoXO3bsWEBAQGBgoDZLAgAAAIDaqaFD3ffff+/i4rJmzZrU1NTc3FxyWjtJpqamu3fvDgsLk9wYGBh45MgR/VkjBwBAguje8mgiutcQ3MO8W0d5d+sIeUuLDaB1Xc4OtqFoY7JfTd+6paWlZ8+eldNAIBDExcVFRERotAypCIIgh6rJceDAAQjwAAAAQHOnnhFxo0ePHjVq1MmTJ69du5aZmZmZmVlXV+fk5OTi4tKrV69vvvnG1NRU3HjDhg3u7u6Ojo5quTQAQI0gvbcwmojuQiQ6zXu4n3dV1vpwpL60zrMNvnSn2qu9gIa0c98mJSXVW3W8IfFSqVqWl5eXl5cnv83jx48JgsAwTDslAQAAAEAT1DalDYZh48ePHz9+fKMtR48era6LAgDUBaJ7C6Oh4e4JgtTfuGdyRcVy2njQHOeyRvaiaaMnuTbvW0UW3/78+bMWKmmopKSk0TZ8Pr+yslLy83QAAAAANDswJy0AANJ7i6Kh6J4uyt1ad/KFUN7JvWgus1kjetA6aaKAerR/05qYmDTaxszMTAuVKHddGo1mZGSkhWIAAAAAoDlqC/BZWVmZmZkEIX3hX7Hhw4er64oAANVBdG9JNBTdy4jq3XUXLgge44TMmeq60ewXskb1pGljZVBd3bQ9evTAMEz+n7mePXtqrR5JHTp0MDc3l/8c3sPDg0rVxjyCAAAAANAcNQT4R48eTZ48WcE3jo0mfACAdkB0b0k0FN2FSHScd38f92o1USerTQeK5XyDoCF0DwxpfHC1bm9aW1tbPz+/O3fuyGqAYVi96Vq1hkqlTpw4Uf5CcZMmTdJaPQAAAADQEFUD/Pv374cMGcLjyZuFGACgbyC9twwayu2kJ8KMbXWnskSFshqYYoZfs/xDGX4MTOOjsfTkjt28efOIESPKysqk7p01a1avXr20XJLY0qVLr1+/npGRIXXvoEGDdPXhAgAAAADUSNV3XT///DOZ3seNGzdr1iw7OztYGQ4AfaYnQQioSKPRPR//vL3udIIgVVYDA4wZxhz8NdOfjTE1VwbJzc0N6W5yuHo6dep05syZWbNmvX37VnI7jUZbtGjRDz/8oKvCEEImJianTp2aP39+QkJCvV3BwcHbtm2D/vMAAABAC6BqgH/8+DFCaMyYMadOnVJHPQAADYL03txpNLcjhHhIEMe9eYh7g4+EUhtgCBtC9/jWYKwVhaPRShBCDg4OHI7Gr9JUXbt2vX///tWrV+/cuZOfn29gYODh4REcHNyhQwddl4asrKxOnz794MGDK1euZGdnU6lUV1fXoKCg7t2767o0AAAAAKiHSgGeIIh3794hhGbNmqWmegAAGgHRvbnTdHRHCN0TvNhed7oQl7lYmhu14zKD4O40jd9Len670mi0wMDAwMBAXRcinY+Pj4+Pj66rAAAAAIBGqBTga2pq+Hw+QsjCwkJN9QAA1E/P41DLxufzHz58+OrVKy6Xa2trO2jQIGtra8UPr5fbhULhw4cP3717x+PxzMzM+vbt6+joqHqRuaLi7XWnHwpfyWpgihnOYA0PYQ6iyJ2pLjc3Nzs7u66ujs1mOzo6tm/fvqmVwL0KAAAAACCHSgGewWAYGRlVV1c/f/68T58+6qoJAKAuEId06/Tp0+vWrfv48aN4C41GCw0NjYiIkLMit6yH7Tdu3Lh+/TqO/3ctt6dPn5qZmc2ZM6dt27bKVVhL8GJ51//i3eET0vvM0xB1AnPQDNZwI8xAznkKCwuPHTuWm5srudHBwSEkJETB2uBeBQAAAFobgiDi4uIYDMbEiRN1XUuzodKEcwwGY8KECQihqKio6upqNZUEAFAPSES6FRMTM2fOHMn0jhASCoVHjhwZO3ZsTU1Nvfbv/0Pq2U6dOnX16lXJ9E4qLy/funVrUVGREhUmCFJDqzbFcm/ISu+9aM6HjVd8azBGfnrPycmJjo6ul94RQu/fv4+KiioslDmPvRjcqwAAAEArhOP4tGnT5s+fr+tCmhNVZ4zfsWNHjx490tLSRo0alZaWppaaAAAqcnBwgESkW+np6T///LOsvcnJyZGRkUgitMsf4p6Xl/fo0SNZe0Ui0d69e5tWnjB3VvVvy2r++IhLXxGtHYWz2XB6jNGiTtRGOvwLhcK//vqLHE7VEJfL/fPPPxt+7iAG9yoAAAAAgOJUnYX+/v37q1atWrVq1Z07d9zd3b29vV1cXKysrDBM+jjJiIgIFa8IAJAP4pA+OHDggFAo/bE2QsjX1/ft27cZGRl0Ol2Rs50/f15+g7KyssLCQkVG11cStXu5V07w7uOIkNqAhqjBTJ95rEAFl4hLS0uTv8ZbYWFhZmami4tLw11wrwIAAAAANImqAV5yGl6RSJSQkNBwBVpJEOAB0ByIQ/rj4cOHDTf6+vqK/83n83NzcxWcgq6goKDRNklJSaNHj5bTgE8IT/IT9nOvVhF1str0o3Vezv6qI6UJI+rJtUgabVMvwMO9CgAAADRfxcXFW7ZsuX79+rt374yMjFxcXBYvXjxu3Lh6D3E/ffq0cePGx48fp6amtmvXzsfHZ/ny5e7u7uTe8ePHnzx5EiFUXl6OYZiRkVFVVRW568WLF1u2bHn+/HlOTk6XLl28vLzCw8OtrKyUqOHatWu7d+9+8+ZNTk5O27Ztu3TpMn/+/KCgIA1+dzRM1QAvZx4mAIA2QSLSK8XFxeJ/S+Z2SeK/Uo0SCASNtikvL5e1i0DEdf6zGO7FArxEVhsbisUSg7GD6O4KliSmyAQo9b5SuFcBAAAASbS6WnaxMtPZKIdvYso1a6P04fn5+b179y4sLGSxWB07diwvL79///79+/c3b978ww8/iJs9ePAgJCSksLCQRqPZ2dnl5ubGxcXFx8cfOnQoNDQUIeTv729iYnLgwAEGgzFlyhQm89+uf7GxsfPmzeNyuXQ63dbW9smTJ0lJSSdPnjx+/PigQYOaVMOCBQt2796NEGrbtq29vX1BQcHVq1evXr26a9euBQsWKP0d0C2MIKT3omxhSkpKWslXqgo2m81isUpLZa4CDeRQ1zLdBgYGVCoVIVRTU6PgTQtxSBOMjIzodHpZmfQh4o3q1avXhw8fZEV30uzZs11dXRU52+rVq3k8nvw2ffv2DQkJabj9mTAzuu7sa9EHWQcaYMxprGGTmEMYSn2ke+LEicTERPlt/Pz8yI+6m3qvcjgc8uUgv5c+0DQTExMMwyoqKnRdSKtmbm6OYRiO4/BnWrfMzMxEIpHin8ACtcMwzNzcHCEkFArlfHgtnz6sgf38+XPxv43zP3RIuKW1S5e4di3y/O8KYp6enk06fOrUqXFxcSEhIXv37jUxMUEIxcXFTZ06lU6nV1RUGBgYIITq6uqcnZ3z8/NXrly5bt06AwMDPp//yy+/rFu3jsFgvHz50tnZGSEkEoloNJqZmZn4HVd2drarq6tAIFi3bt3KlStZLFZ5efncuXOPHTtmZ2eXkZHBYDAUrOHJkyd9+vQxMDA4ffp0QEAAQkgoFMbExCxevNjW1rbh5LvNhaqT2AEAdAvSux56//59UFCQ/PSOYZjiy6S3adP4x+RdunSptyVH9GlVzYG51dFy0rsPvWu88apvmF8ol94RQra2to22sbGxQXCvAgAAAC3C48ePEUIrVqwgkzNCaMqUKSEhIQMGDMjLyyO37NixIz8/f/LkyZGRkWScZjAY4eHhM2bM4PF4W7dulXXyn376ic/nT58+fd26dSwWCyFkZmZ29OhRDw+PnJycffv2KV5DSkqKkZHRtGnTyPSOEKLRaIsWLbK0tMzLy2u+H8NpKsDLmb0JAKAWMH23HhLPJ9+7d2/5Ld3c3IyNjRU8rbjDmCwMBqNbt27i/83Gi9bVHp5QtfGWIFnWIS5Umz1G3243nGNNUb4THUKoe/fu5N9XWQwNDb/44gu4VwEAAICWwczMDCEUFxcnOcTv2LFjd+7cIZ+rI4QuX76MEGq4PtzUqVMRQnfv3pV18tu3byOEli5dKrkRw7DFixcjhO7cuaN4DTNnzqyqqiK70It9/PixsrISISRniRw9p+oYeLGcnJy9e/c+fPgwNTW1tLQUx3GCIHAcX7t27TfffNOpUyd1XQgAgOBhpp5pOICiS5cu3bt3f/HihdT2bDZb/oRz9fTu3fvevXtyFlQPDg4m/5EpKjjAvXZbmIITMv8sWVBMZ7NGjGL0pyDpy4U0iaGhYVBQ0IkTJ6TuffDgwf/93/8p/lEFAAAAAPTcsmXLQkJCoqOjjx8/HhAQ4OvrO3jw4HpvTd++fYsQ2rt3b1xcnOR2cuqc7OxsqWfm8Xh5eXk0Gq1z5871dpFT32VlZSleA4kgiFevXr1+/TorK+vNmzc3btxodFiinlPPGPjNmzdHRETU1f3PzMYEQZCjGjAMW7169YYNG1S/kNJgDLwiYAy8KrQ2Bh6iu3YoOAZezs9dKBSePHnyyZMn9bZbWFh8/fXXivQ8r3e2nTt3inuFiWEYNnr0aF9f33Rh7n7e1fuCVELG+nAIITbGnMz0n8QcbKDYEnGKe/jw4fnz5+v1vXr27FlkZCQ5UY1yYAy8noAx8PoAxsDrCRgDr3MwBl51Ko6BRwjdv3//559/vnfvnvhPf8+ePSMjI4cNG4YQ4vP54hnpZBEIBDQard4Y+JycHHt7eysrq4YPLfLy8jp06GBpafnp0ydFaiD99ttvkZGRRUX/ThDI4XAGDhx49+7dioqK8vJyU1PTpn7h+kANAX7Tpk0//vgj+W9nZ2c3NzdyyWIywHM4HPJ33OLFi6OiolS8ltIgwCsCArwqtBPgIb1rTaMBXsGfeF5e3j///FNYWCgQCDgcTufOnXv06EGjKdn76dWrV7du3SouLhaJRCwWy8nJKWhU0AvWhxO8hL8FaXKiOxVRRjP7z2KNMMdMlLt0oyorK5OSkrKzs2tra4uLi/v27RsWFka+x1IaBHg9AQFeH0CA1xMQ4HWuRQZ43c5Cr0SAJ5WVld2+fTshIeHSpUuZmZkIoZs3b/r7+yOELCwsSktLuVwuOeecLPUCPI/HY7PZFAqFy+WSbwDEnj171qtXL3d393rdG+XU8Ouvv65cudLExGTBggVDhw7t3r07+XN3cHDIzs5uvQE+PT29S5cuBEG4urrGxMQMHjwYIUQuvkee+fPnz9OnT79w4QKFQnn58mXDaZa0AwK8IiDAq0ILAR7SuzbJCvDq+kGrroSovMRPOs17KGdxOFIfmusSg7FOVEXnzFOFeu9SCPB6AgK8PoAArycgwOtciwzwutWkAM/n83Nzc8mV4cQbcRwPCws7duxYaGjo0aNHEUL9+vV7/Pjxy5cvJefoQQiVl5enpKRwOJzu3bsjabPQd+zYMTc3NzU1tWvXrpIHkpPMjx079vTp0wrW0KFDh7y8vOvXr0s+kxdvb74BXtVJ7Hbs2EEQhKmp6dWrV8n0Xo+FhcXJkyc7d+6M4/i2bdtUvBwArRPMV6cPxBPUNQlBEDk5OYmJiQkJCampqfWGGilxtrz8vLjUczNzfg0sX7ur7rz89O5N77Lf+LtdRgtkpfeioqKkpKSEhITnz5+Tc7ooDe5SAAAAoMWrqKhwcnJydXXlcrnijRQKZeTIkQgh8fDyIUOGIIQapr9169b5+fmdOXNG1vnJRPnbb7/V20525fbz81O8huLiYoSQl5eX5HnevXuXn5+v+Nerh1SdxO7Ro0cIoTlz5tjb28tqw2AwZs+e/d1338mazwkAIAeEIp1T+ql7Wlra2bNnJZ8e0+n0AQMGjBgxoqm96HECv5GXeCTncrZtJa+x4fMYwnzp3WawhrtRO8pqU1BQcOrUKclZZDAM69Gjx9ixYw0NDRUvDO5PAAAAoPWwtLTs1KnTu3fv5s2bFxUVRa7ilpmZuWXLFoTQwIEDyWYrVqzYs2dPbGyssbHxTz/9xOFwRCJRTEzMzp072Wz2lClTJM9ZXV1dW1vLZrMRQuvXr4+Pj9+/f7+Dg8Py5csZDEZlZeW8efOePXtmZ2c3Z84cxWtwc3NLTk7eu3fvihUryC03b96cPXs22cW1rKysmT6BV7ULvZGRUU1NzbFjx0JCQv57Uoku9KRLly4FBgaamJjoqgMedKFXBHShV4UmutDL+VwMaBrZhf7Zs2dKnyExMfHkyZNSf/M4OjrOnj2bTqc3ehKcwF+I3t8SJF+vfVpGrWm0PYawAfQus1gj5ER3hFBWVtYff/whufKKWJs2bRYtWiReVVUOLUR36EKvJ6ALvT6ALvR6ArrQ6xx0oVe7po6Bv3HjxvDhwwmCoNPp9vb2QqEwOzubIAg/P7/r16+L395cunRp8uTJ5eXlFArFycmpuLi4rKyMSqXGx8d/9dVX4rO1adOmrKzM1dXV0dGRXHxu//79Cxcu5HK5TCazY8eOWVlZIpGoXbt2x48fF4dzRWo4d+7cmDFjEEIuLi62traZmZkfPnwYMmRIVVXVkydPnJ2d165dO3nyZLV8D7VJ1S705LQEjf5R//DhA/pPsAcAKMLR0VHXJbRqGRkZ6enpSh/++fPnM2fOyPrcMCsr68aNG3IOryV4dwUvNtT9NaJqzezqqGO8e42mdyaij2L2O2r8w3bDOfLTO5/PP3LkiNT0jhAqLS2VtSacGPSWBwAAAFqtYcOGPX369KuvvrKzs8vNzeXxeD4+Pvv375dM7wihkSNHJicnz5w508PDIy8vz8LCIiws7OXLl5LpHSEUExNjZ2f3/v37d+/ekVtmzJiRmJg4adIkJyenwsJCT0/P+fPnp6SkiNO7gjWMHj36+vXrfn5+JSUlr1+/7tat2759+65fv/7LL794eXnl5uY20770qj6B79u3b1JSkniqgH9P2uAJ/NSpU+Pi4jw8PJKTk1W5nNLgCbwi4Am8KtT7BN7Nza20tBTHZS7lDTSH/FEymUwqlVpbW6vcSc6ePZuQkCCnAYvF+umnn+p1pC/ESxMFaQnC1CThGz4hlHVsPQYlmPUL6vYvfmhv2FaR9o8fPz5+/Lj8NitXrmzbVsrZtJzb4Qm8noAn8PoAnsDrCXgCr3PwBF7tlJ6FHuiEqmPgg4ODk5KS4uPjJ06cOGrUKKlt7t27R8b7ESNGqHg5AFo8V1dXRXpWA01Q4wzzb9++ld+Ay+Xm5uaSeThdmHtHkHJf+PKdqP6qp3JgImSRTrF+RjHNwRCBPnf62L67QgGeXGRFvrdv39YL8PDIHQAAAABA51QN8AsWLNi5c2deXl5wcPCSJUuWLFliY2Mj3ksQxPnz56dPny4QCGxtbcXzBwAApIKMpCtqXxyu8YczGHrOy7xQ9+K2ILnRdeD+B4GMCzCL11i7l1S6RLd6xeeQV+TBkeTZ4LYEAAAAANATqgZ4Q0PD8+fP+/v7l5WVbd26devWrR06dCB3eXt7Z2VlFRUVIYQwDIuNjeVwOKrWC0DLBTFJJzS0rjuDwaipkT5qvdKWKO6Kf+6MJ5hcQDxFT4gRyCQXs0ijmKdhzCop84kwmUzFa2u0DXk2uCcBAAAAAPSKqgEeIeTp6Zmenr5hw4Y9e/bw+fzc3Fxy+99//03+o0+fPlFRUf369VP9WgC0SBCTdEJD0Z3Uvn37srIyyS1CFvrUHf/YE6+xbMJ8HAyM5kl1Mn0pqrjynlEjbx7Q9u2lr/TekLW19atXr+S3gWnqAAAAAAD0kBoCPEKobdu20dHRS5cuvXLlytu3bzMzM4uKihwcHFxdXXv16jVq1CiYfx4AWSAmaZ9GozvJy8tLHJKrrYnCnvgndxxXeHIDM8yoF83Jl+E+kNbNCDPIapf1e83vctpbW1tLDl+Sr2fPnrdv35Y1RWJCQkL79u19fHwUrRUAAAAAAGiLegI8ycHBYf78+Wo8IQAtHqR3LdNCdCe5u7s7ujsnsN8U9hLVmSt6lDPVxofW1ZferQu1IwX77zKfjo6OvXv3fvLkidSjaDRacHCw4rW1a9du0KBBd+7cqbednDafQqFERkYq0s0eAAAAAABomToDvBz3798/ePAgQoj8LwAAoruWaS26I4Ry8eJzvL9Pj8mqRiJF2jtQrIYyPL+g97KjypxGnlw0tWGGZ7PZEydObOrtNHLkSIIg7t27R66vKV7xjs1mb926FVYMAQAAAADQT1oK8G/fvo2NjUUqB/js7Oxly5Z16dIlIiJCPZUBoAuQ3rVJa9EdJ/BHwrRjvHtJwjcEamSgOwWjeFAdBtM9BtM92lEan+CTRqOFhob279//yZMneXl5PB7P1NTU1dW1b9++bDa7qaViGBYUFOTl5XXx4sVnz545OTm1bdvW19d3ypQpUpd/BwAAAAAA+kBLAV4t+Hz+tm3bBAKBrgsBQCWQ3rVGa9G9luCd5/99nHc/D//caON2FM4oRr9RjH6K5PZ67Ozs7OzslKqxPnKaOm9vb7WcDQAAAAAAaEFzCvCHDh3KycnRdRUAKA+iu9aoEt0JgkhNTc3OzsZx3NLS0svLS86A8FKi6hTvwTHevUqiVv5pKQjzormMZQ7wo3enIor8xholeR8WFhY+e/asqqrK0tKyd+/eJiYmOiysnrKysr///ru0tNTMzMzZ2VnFrgHV1dVJSUmfPn0yNjbu0aOH4nP+AQAAAADoj2YT4J89e3bx4kVTU9OKigpd1wKAMiC9a4eKT92vX79+69YtoVAo3nL69Gl3d/cpU6bUW00jEy/4k3v7uuCZgBA2OM3/sKa0GcPwDmL0taCYqlKb6iRvwvfv369ater27dvkMHiEEIPBmDRpUnh4uLGxsY4K/FdZWdnatWtPnTol7nJFoVACAgI2btxoa2vb1LPV1NRs2LDhyJEjXC5XvNHPz2/Tpk3Ozs5qKxoAAAAAQPOaR4CvrKyMiooyMzMLDQ2NiYnRdTkANBmkdy1QvcN8XFxcSkpKvY0EQbx48WLz5s2rVq0iM/xTYcYh7k1FBrr3ojlPYA4aSHenIB0vpVnvDkxOTh43blxVVZXkRj6ff/DgwUePHp0/f75NmzbaLfC/Pn78GBgYWK+/FY7jly9fTkxMPHfuXOfOnRU/W0VFxZgxY1JTU+ttv3v37tChQ0+ePNm7d281FA0AAAAAoBW67MapuF27dpWVlS1atMjUVMfPrwBQAqR3LVA9vaekpDRM72IlJSXx8fFJwjczqrbPr971WJguJ70zMNqXjD5/mfwQY7TIj95dt+mdHOsuuYXH482YMaNeehd78+bN999/r5XSpFu8eLGs0VKlpaWzZs2S7B/RqB9//LFheifV1tbOmDGjtraRsQ8AAAAAAPqjGTyBv3btWmJi4ogRI7y8vB49eqTrcgBoAojuWqCumeouXbokcx+GSlyJvZ6J1dV/yz9JOwonhDlwNKO/CdbkmeHVTtbtd+7cuQ8fPsg58Pz589nZ2fb29hopS65Xr141XKBeUnp6+rVr10aOHKnI2T5+/HjixAk5DQoLC48fPz5t2rQmFQkAAAAAoCv6HuALCgr2799vY2Mzffp0Rdq/f/9+z549DbevXLlSiZWWWhsajYZhmM6HvzZTLBar3hYXFxclzkOlUsl/GBkZiQcnA6kyMjKQtO+8ckpLSxtuJDD0uSuR6yOqsWzkZ9GZ1mGq4RfDDbxoiKqWelQh/957+PBho2dITEx0d3dXX0WK+vvvRj4iQQg9evQoNDRUkbNduHABx3H5bR4+fLho0SKFimvFaDQaQgj+OugWOYQH/kzrHJVKpVAo8FPQB1QqFX4QoBXS6wAvEonIdeOWLl3KZDIVOaS8vPzmzZsNt69atUrBMwD4RimHfIMr5ubmpuIJ5cx8DtLS0lCD77kqBAJBw49Lyh2JrKGimnaNRPeeTOcZRiP8DDwwXQ90R4rdeEVFRYq00cmvAkVq+/jxo4K1KXK2wsJC+KWnIPhG6QMMw+AHoXPwU9AT8IMArVPT3v4qPQO8coMMjx49+vbt24kTJyr3JBMAnVA9ugM5yOiudvU+CyhzIrL9RNXW8qI7HaMFsftNMxruRNeLBckUv/EMDAwabaOrLkuKXNeqLwT0AAAgAElEQVTQ0FAnZwMAAAAA0LmmBXgzMzMN1dHQu3fvTp486eLiEhISovhRrq6uhw8fbrhdKBSWl5err7qWicViMRiMyspKXRfSLJGfUnXq1EnFO83IyIgMkxUVFdCFvp53795p7uR0Ol0gEFR2JLKH4BUd5PW7ZiL6aGb/qQbD2lE4SIBqBbqcBa1Tp07kPxS/8ZycnBpt4+joqJPfmY6Ojo22cXJyUrA2RYbxOzs7w1+HRhkaGmIYVl1dretCWjVTU1MMw3Achz/TumVsbCwSiWD+Sx3CMIyc1lokEsmakLVR2gw1AKiX/nahLygowHE8IyNj7Nix9XalpKSMGjUKIbR9+/Z670TZbLbUx1AlJSVNmri4dSIHi8I3Sjk4jjs4OKj+3ROHdpFI1Ojw3dZDXTPVydGmT4dbHTPKnOR9aMLGmGMZAyazhphjJug/LxmdEE9Qp8QtN2bMmOjoaDnFW1paDhgwQCe/CgYPHmxqaiqntxeNRgsKClKwtt69e7dv376goEBWAwzDxo4dC7/0GkX+XoJvlJ6AH4RuEQRBEAT8FHSInA8CIQQ/CNA6NS3AKzhvkFoYGBhYW1vX28jlcsvKyhgMhrm5OUKITqdrrR4A5IMJ5zVEC9G9EC+N5d04NyQDl70yHJWPhuE9vm33FRnddUUtt1nXrl2nTZt24MABqXsxDIuIiFDX1IBNZWJiEh4evnz5clkNFixYoPg3gU6nb9y4cfr06bI6s4SGhvbq1UuZQgEAAAAAdKFpAf7o0aMaqqMhLy8vLy+vehsfPXoUGRnp5uYWERGhtUoAADqhheheSlTt5149w3skRCJZbagCzCaJMt9y7JA+AzVdjyxq/3ho48aNPB7vzz//rLedwWBEREQEBwer93JNMnXq1MrKyk2bNtV7roJh2MyZM1evXt2kswUGBu7YsWPlypU8Hq/ervHjx2/dulXVcgEAAAAAtEh/u9ADAFozTaf3GoJ7hHf7KO9OLVE/14lRRMg2heFX6Px1YCg53E6bNNqng0aj/fbbb6GhoUeOHHn27FlFRYWlpaWvr++MGTN0svx7PYsWLRo+fPjBgwcfP35cXFzM4XA8PT2nTp3as2dPJc42adIkX1/fAwcO3L9/v6ioyMTExNPTMywszMfHR+2VAwAAAABoFAR4AIB+0XR0FxDCk/wHB7nXywmZM3JRESXIoN8CkzGm5truSa7NsRj9+vXr16+f1i7XJC4uLps3b+ZwOFQqFSH0+fNnVc7WsWPH9evXq6cyAAAAAADdgQAPAFAIQRBpaWm5ubkMBsPNzc3Kykrtl9B0dCcQcYP/LIZ7KR+XmQYxhPnTe8xhjXRhd6BSqbVIDfMMV1VVFRQUCIVCDodjbW0tnn1Hkq7mUKisrHz58iX5BN7Dw4PBYOikDAAAAAAAoAhtBHgej7dkyRLy3zExMaqcytvb+/z58+ooCgCgKIIgDh8+vGPHjry8PPFGb2/v9evXe3p6quUSWhju/o/wbXTduTTRBzlt+tI7L2AFdaZ2UNdFCwoKzp8///btW/EWU1NTf39/b29vMsbrcO7DwsLC9evXnz9/XjzU3NjYePr06cuXL9fVDHYAAAAAAEA+TAsLTdfU1BgZGZH/1tW61iUlJbCkdqPYbDaLxSotLdV1Ia2aqakpubxCaWmpPiwjRxDE4sWL4+PjG+6i0+l//PFHYGCgKufXQnTPxov21F26JUiW08aN2nGhwajeNBfxFiaTSaVSVVnpNy0tLTY2VuoKNz169FizZg2FQlH65Cp68+bN6NGjS0pKGu7q0aPH6dOnjY2NtV9VQ+rqQg9UZGJigmGYnOX9gBaYm5uT68DDn2ndMjMzU2X5caA6DMPI5aiEQmF5eblyJ7GwsFBrUcp4/vy5rkv4l7qexwDtgC70AAB5Dh06JDW9I4QEAsG8efM8PDw6dFDykbWm0/tnvOL/uJcu8h/LWR+uI6XtPIPAIXQPDEnp2a60ysrKw4cPN0zvCQkJ5H8tLS3nzZunxisqTiAQfPPNN1LTO0IoOTl51apVu3bt0nJVAAAAAACgUdoI8AwGA5bqAaA5IggiKipKTgMul7t79+7Nmzc39cyaju5cgv8X704c76acSebNMZNZrBGjmf2pSP1Pwh88eFBv3TIyuotFRUXNnj2bfLysZRcvXpTs1d/Q8ePHV65cqfTnMgAAAAAAQEO00YGTTqcv+w8tXA4AoC5v3ryRHPcu1e3bt5t0zvfv32s0veMEfpmf9FXVhv/jXpKV3tkYcxZrxCmT8HHMAZpI7wih9PR08b8TEhLqpXeEUElJSUpKiiYu3ahGf2QEQdy9e1crtQAAAAAANNm2bdswDAsPD1f7mffs2YNh2NKlS9V+ZnWBLvQAAJkKCwsbbZOfn6/g2bQw3D1VmP0b98wLocwLURFlFLP/bNYIc8xEo5WQo/Ia5nZJ+fn5yi1srqKCgoJG2yj+YwUAAAAAAFoDAR4AIBOTyWy0jYIzlms6vRfipdHcc7f48uaD8aN3X8AaZUdtq9FKEEIODg4vXrxoNCcr8u3VBDX+WAEAAAAAtM/X1zcyMtLb21vXhehA0wL8tm3bVLwe9KIHoBlxcnKiUCjyJ8N3cXGRsxdpPrrXEbxY7o0/ebf5SMp876SuNLtvWWN60DpptBIksSyci4tLowHe1dVV0/VI5eLicuPGDfltnJ2dtVMMAAAAAACpvLzczMxMkZZ9+vTp06ePputRheJfS1M1LcAvX75cxetBgAegGWnbtm3//v0fPnwop83YsWNl7dJ0dCcQcYX/5Pe6C8WEzNWtrCicBQajvqD3VO8k8w3VW9F9zJgx8oeRe3p62tnZabQkWUaPHr179245K2uamZkNHjxYmyUBAAAAoFmYPXv23r17582bt3v3bsntPB7P0tKyqqrqyZMnXl5eCKFPnz5t3Ljx8ePHqamp7dq18/HxWb58ubu7u/iQ/fv3z5w5c9euXZMnT164cOHZs2cXLlxITo1cXFy8ZcuW69evv3v3zsjIyMXFZfHixePGjcOwf9/ORUVFLVmyZM2aNREREeITJiYm7tq1KykpqaSkxMvL64svvliyZEm9CYNfvHixZcuW58+f5+TkdOnSxcvLKzw83MrKSv5X3ehRcr4WtYMu9AAAedavXz9y5Eg+ny91r5ub29SpUxtu18Jw9zTRh+11p1OEWbIaGGDMycwhU1hDmYiu0UrqRXfShAkTDh48KGuaOjqdLvn3Rss8PT3Hjx9//PhxWQ3Wrl3LZrO1WRIAAADQmpXh1RmiRqYNViMrCseO2k65Y8ePH793795z5879/vvv4jiNELp27VpVVZWrqyuZ3h88eBASElJYWEij0ezs7HJzc+Pi4uLj4w8dOhQaGip5Qj6f/+WXXz569IjD4bRt2xYhlJ+f37t378LCQhaL1bFjx/Ly8vv379+/f3/z5s0//PCDrML27NmzePFiPp9vZGRkYWFx8+bN69evX7t27fjx4+In4bGxsfPmzeNyuXQ63dbW9smTJ0lJSSdPnjx+/PigQYNknVnxoxp+LZrQtADfcE1jAEDL1qNHj/3798+fP7+qqqrerq5du/75558MBkNyoxaiewlRuavu/GX+E0LG6u4UhI1mes9hfdkGM9ZoJVKjO4lGo/3111+TJk1KTk6ut8vQ0DA6Orpv374arU2+7du319bWXrx4sd52KpW6cuXKr7/+WidVAQAAAK1TivDdd5V7tHa5yQb+3xkGK3fs4MGDLSwsCgoKnjx5ItmJ/eTJkwgh8i1EXV1daGhoYWHhypUr161bZ2BgwOfzf/nll3Xr1k2bNq1Xr16SI/WioqJYLFZiYqL4rdHq1asLCwtDQkL27t1rYmKCEIqLi5s6deratWu//fZbAwODhlW9evVq/vz5NBotNjZ28uTJVCo1MzNz3LhxN27c2LBhA7mieXZ29pw5cwQCwfr161euXMliscrLy+fOnXvs2LGpU6dmZGTUe09LatJRDb8WTWja+klUlWnoywAAaE5AQMDDhw8XLlzo6urKYrFMTU379+9P9muysbERN9P0+nAIISESxfPujq/ceImfJCu996I5HzZescpggkbTu4ODg5z0Tmrbtu3ly5d37NgxYMAADofDZDKdnZ3nzp2bkJAwatQozdWmCCaTefDgwcOHDw8fPtzS0pLBYNja2oaGht68eVOf100BAAAAgG7RaLQxY8YghM6dOyfeyOfzz58/j2FYWFgYQmjHjh35+fmTJ0+OjIwk8zaDwQgPD58xYwaPxyPjtFhOTs6RI0ckE+/jx48RQitWrCDTO0JoypQpISEhAwYMkLW88Zo1a3AcDw8Pnzp1Khk5nZyc9u7dixA6deoU2eann37i8/nTp09ft24dOVmvmZnZ0aNHPTw8cnJy9u3bJ/XMTTqq4deiCVrqQl9VVTVlyhQ7O7vffvtNO1cEAKiRtbX1unXr1q1bJ6uBFh68Pxamb6s7lS0qktXAhmKx2GD0YLqHRstoNLdLotPpkydPnjx5subqUUVAQEBAQICuqwAAAABAczJ+/Ph9+/adPXt248aN5JabN29WVFT4+vqSb5MuX76MEJo/f369A6dOnbpv3756kwT17NmT7HUvRvZ4j4uL6969O53+70DIY8eOyaoHx/HLly9TKJR58+ZJbu/Tp090dDSO4wRBYBh2+/ZthFC9BxUYhi1evHjGjBl37txpWDBCqElHNfxaNEFLAf7hw4dnz55ls9kQ4AFoYbQQ3T/h5bu5Fy/zk2Q1IIe7T2UNY6jpd1pdXV1hYSFCiM1mm5qakhubFN0BAAAAAFqkIUOGmJubv379+u3bt2RneMn+8wiht2/fIoT27t0bFxcneWB1dTVCKDs7W3Kjo6NjvfMvW7YsJCQkOjr6+PHjAQEBvr6+gwcPlvM2LDc3l8/n29jYmJubS27HMGzRokXkv3k8Xl5eHo1G69y5c73DyXn1srKkTKvU1KMafi2aoIY3uyKRKDo6+u7du1K/bLLBmzdvkO4WPQYAaIIWojsPCQ5xb8Rxb8paIg5D2Ai61wKDUZYUU7VcsaCg4NKlSxkZGeLF82xsbEaOHAlPqgEAAAAA0H960e/fv//cuXPLly8XCoXnzp1jMplfffUVQojP53/69AkhdPDgQamH8/l8oVBIo/2bQxtO9jZ+/Ph79+79/PPP9+7di42NjY2NRQj17NkzMjJy2LBhDU+Yk5ODELK2tpZT88ePH3Ecb9u2bcMx3eSBubm5qh+luYnrJKka4HEcDwoKunLliiKNJ0yYoOLlAAD6QAvRHSGUIEjdVneqAC+R1aAzrcNy1lfdaWp7MP7ixYs///yz3myd8fHx8fHx33333apVq9R1IQAAAAAAMVdahzVGYVq7nBPNpvFGco0fP14c4G/fvl1aWhocHMzhcBBCDAbD3Ny8tLSUy+VKnRauHgpFyqRsAwcOvHnzZllZ2e3btxMSEi5duvTs2bMvvvji5s2b/v7+9RqTsbmkROY7RoSQlZUVhUL5/PmzSCSql8bJjxukriTX1KOkfi1qp2qAP3fuHJne7e3t/fz8iouLL126hBCaPn06g8EQCoVPnz5NTk42MjI6ePBgcLCSsx0CAPSEdqJ7rqh4O/f0Q8ErWQ04mNECg1GB9D4UTG2/KEtKSuql94SEBPG/t2/f7u7uHhgYqK7LAQAAAACQrCltxrF8dF1FE/j7+7dp0+bRo0efPn0i+89Lzvjj5OT0+PHjjIyMbt26SR5VXl6ekpLC4XC6d+8u68x8Pj83N5dcfI7D4QQHBwcHB2/fvj0sLOzYsWP79u1rGOAdHR2pVGpeXl51dbWRkZHkrm+++ebz58+HDh1q06aNjY1Nbm5uenp6165dJdukpqaSNTcshslkKnGUpqn63nf//v0IIRcXl5SUlIMHD168eHHcuHEIoQkTJsTExOzdu/fZs2cLFiyorq5++vSp5FKBAIDmRQuTzCOEeEiwl3tlYtVmWemdiihjmQOOm/w4itFPjekdIXTnzh1xek9ISJBM76QtW7ao8XIAAAAAAM0U2Ysex/GzZ8+eOXOmTZs2X375pXjvkCFDEELbtm2rd9S6dev8/PzOnDkj58wVFRVOTk6urq5cLle8kUKhjBw5EiHE4/EaHsJgMLy9vQUCwR9//CG5PTU1NTY29p9//mnTpg1CaPDgwQihhjOyRUVFIYT8/Pyk1qPcURql6tvfzMxMhNDMmTPFs/wPHz4cIfTw4UPyfzEM27p1q6Oj49atW8kPKgAAzYt2ojtC6J7gRUjlxr3cK7JGvPemufxpvHKVwQRTzFDtV09LS0Myojvp9evXBQUFar8uAAAAAECzM378eITQ+vXrP3/+PGHCBMne8itWrGjTpk1sbOzixYvLysoQQiKRaNeuXTt37mSz2VOmTJFzWktLy06dOvF4vHnz5lVWVpIbMzMzyecoAwcOlHrU5s2bEUJr1qyJj48nCAIh9OHDB/JCkyZNItusX7+ewWDs379/06ZNfD4fIVRZWTlp0qRnz57Z2dnNmTNH6pmVO0qjVA3w5Fp85PSDJDc3N4RQRkaGeAuLxfr222/Jue5UvBwAQJu0Ft0L8dJlNX98X7OvEC+V2qAdhbPZcPrvRgsdqfJmKFEajuOXLl2SFd3FpE5wAgAAAADQ2vj7+3M4HHLVnnor5pqZmcXFxZmZme3cudPCwsLV1dXS0nLRokUUCuXQoUONLusTExODYVhsbKyFhYWLi4ujo6OLi8vLly/9/PwWLFgg9ZABAwZERETweLyJEyeamZm5urp26tTp+fPnnp6eERERZBsHB4fdu3czmcwff/zRxMTExcWlTZs2f/31V7t27eLi4mTNtq7cURqlaoA3NKz/HIz8kZCLB4iR8+zfvHlTxcsBALRDa9FdQAgPcq9PqNqUIJDeQ4eO0aYyhx03Xu1P76G5MsjRU402Ey9GCgAAAADQmtHp9DFjxiCEHB0dvb296+0dOXJkcnLyzJkzPTw88vLyLCwswsLCXr58Sc5UL9+wYcOePn361Vdf2dnZ5ebm8ng8Hx+f/fv3X79+Xc47sTVr1ty4cSM4ONjc3Pzjx4+enp6bN29OTExksVjiNjNmzEhMTJw0aZKTk1NhYaGnp+f8+fNTUlJkPdhX5SjNwcg+BkobNGjQ/fv3t27dumzZMnILjuOGhoY4jldVVYm7UqSkpPTo0YPFYtXV1alaslJKSkpU/EpbAzabzWKxSkulPwIF2mFqakr+biotLRWvZKZN2sntpGfCzF/rTmSJCmU16EVzXsEe70CRMi+ouog/Bvbx8SEXvJSFSqWmpaWRM6wC7eBwOOQHK58/f9Z1La2aiYkJhmEVFRW6LqRVMzc3xzAMx3H4M61bZmZmIpGoqqpK14W0XhiGkct9C4XC8vJy5U5iYWGh1qKU8fz5c12X8C9PT09dlwCaQNUn8OSi9n/88Yf4FxmFQnF1deXz+Tdu3BA3e/XqFdLWyngAAOVo7ak7QqiUqFpbGze3OlpWereicCINp8cYLdJcendwcJDsxBUUFCS/va+vL6R3AAAAAACgQ6oGeHL2goyMjD59+uzcuZPc6OPjgxBatWoVuT5eUVHRpk2bEEKurq4qXg4AoAnajO44gZ/hPRxfueEq/6nUBjREncocdtz4xyEa6zNfL7qT5s2b1759e1mHMBiM8PBwDdUDAAAAAACAIlQN8EOHDp04cSJCKD09/ddffyU3zps3j0qlvnz50t7evlu3bvb29uQT+IULF6p4OQCAemkzuiOEMkUFs2uiNtcdqyKkj6bxpHU6YrxigUEQC2NIbaA6WVOnmJiYxMfHd+jQoeEuQ0PDP/74Q86apQAAAAAAAGgBTfVTHDp0yMPDIyYmRjxet2vXrhs3bvzhhx/q6urI6I4QmjFjxqhRo1S/HABALbSZ2xFCXIK/j3v1L94dIRJJbdAGM/7WYEwAwwtDmIZqaHTWUzc3tzt37uzdu/fs2bNv377FcdzGxmb48OELFy6UGuwBAAAAAADQJlUnsZPE4/EkZ9K/devWoUOH8vLynJycRo4cOXr0aHVdSAkwiZ0iYBI7faCFSey0HN0RQo8Er3+tO1GAl0jdS8Eo4xgD5rECjTEDDRXQaHRviM1mYxhWU1OjiXqAgmASOz0Bk9jpA5jETk/AJHY6B5PYqR1MYte8qOEJvFi9dfD8/f39/f3VeH4AgIq0H91Liaptdadu8J/JatCZ2mEVe4IbtaPmalAivfP5/IKCAgzDjIyMjI2NNVEVAAAAAAAATaVqgI+KikIIffvtt/KbFRYWHj9+3MLCYtKkSSpeEQCgBO1HdwIRVwRPf6s9U05US21ggDFnsIZPZvpTdNdnvqH3799HRkZeuXKFXPOSRqP179//+++/79+/vwYKBAAAAAAAoAlU7UKPYRhCqNGTvHr1qlu3bra2trm5uapcTmnQhV4R0IVeH6i9C732oztC6AP+aXPtsX+Eb2U1GEz3WM7+yhIz1VABSkR3hNDdu3enTZvWsNs8hUJZt27d/Pnz1VEaaALoQq8noAu9PoAu9HoCutDrHHShVzvoQt+8qLMLvRxv3rxBCBUXF2vncgAAneR2hJAI4Sd492O4l+oIntQGlpjpMnaw5paIQ8qm98LCwm+++UbqoHccx9evX9+5c+chQ4aoXB0AAAAAAABKanKA/+effwICAupttLS0lHOISCQiPx6ztrZu6uUAAE2lq+iOEHolzNlYdzRTVCB1LxVRQpl+s1kjDDCm1AaqUy66k3bu3FldLb23P0KIIIjIyEgI8AAAAAAAQIeaHOCFQmHDrowKdm6cPXt2Uy8HAFCcDqM7Dwn21l05wruFI+ljVZypNj+yJ3bR2GR1qkR30rVr1+Q3SE5OLioqateunYoXAgAAAAAAQDlNDvA2NjZr1qwR/++GDRsQQpJbpF+GRuvZs2dQUFBTLwcAaJQOczvpH+HbjbVH83DpH+QZYMzZrBGhTD8qomioANXTu0gkys/Pl9+GIIgPHz5AgAcAAAAAALrS5ABva2sbEREh/l8ywEtuAQBojc6jezVRt4d7+QQ/ASekz7fXi+a8ij2hI6WthgpQPbqTMAwjp+RstJlaLgcAAAAAAIASVJ3Ebu7cuWqpAwCgOJ3ndtJ9wctfao8XE9InpuZQjJayxgUwvDR0dXVFdxKFQrGzs3v37p38Nuq9KAAAAAAAAE2iaoCPiYmRul0oFNJoWpriHoDWQ0+iewVRs6X2xHXBM1kNvmT0WWow1hQz1FABmgjSI0eOjI6OltOgb9++5Lo1AAAAAAAA6ITahqTm5OSsWbNm8ODBlpaWVCqVXMgax/E1a9bIf6gFAGjU+//QdSEIIfRA8CqsKlJWerekmG4xnLWePVlD6d3BwUFDj8EXLFggJ5/TaLTw8HBNXBcAAAAAAAAFqech+ebNmyMiIurq6uptJwhi48aNmzZtWr16NTlaHgCgOD1J7GJlePVW7skbfOnRnYJRghkDFrBGsTWzSpymu6+3adPm6NGjYWFhDZfVYDAY27dv7927t0YLAAAAAAAAQD41PIEn8zmZ3p2dnUeNGiW519jYmIzx3377rerXAqCVSEtLy8rK0nUV/+OWIDm0epOs9G5LsfjdcMH3BuObaXoneXp63r9/f+7cuVZWVuQWExOT4ODgW7duTZgwQQsFAAAAAAAAIAdGENIXbVZQenp6ly5dCIJwdXWNiYkZPHgw+s9EzeSZP3/+PH369AsXLlAolJcvX3bp0kUtdTdVSUmJil9pa8Bms1ksVmlpqa4Lab3ev39vYGBApVIRQjU1NXpy05bh1b9yT9ziP5e6l4ook5n+swxGMNTUo6ceXc0bJxQKCYKg0Wgw87wOcTgc8uXQsFsE0CYTExMMwyoqpM9YCbTD3NwcwzAcx+HPtG6ZmZmJRKKqqipdF9J6YRhGDnkTCoXl5eXKncTCwkKtRSnj+XPp76y0z9PTU9clgCZQ9Q33jh07CIIwNTW9evWqvb19wwYWFhYnT5708PBIT0/ftm3b/v37VbwiAC2PvnWVl/RQ8GpjXfxnXPobd0eq9Vr2pC7Ujhq6ug5nfTczM6PT6WVlZWo52+fPn/l8voWFBYPBUMsJAQAAAABAK6RqgH/06BFCaM6cOVLTO4nBYMyePfu777578eKFipcDoCXR59yOEKoi6rbUnbjKfyp1LxVRpjCHzmAFMLAW9eBdvUpLS6Ojo0+ePFlUVIQQYjKZPj4+S5cu7du3r65LAwAAAAAAzY+q77zJBNKrVy/5zVxcXBBCGRkZKl4OgBZAz3M7KVGYvqH2r0+49J5pnajWa9mT3Frig3c1SktLmzBhQmFhoXgLj8e7devWnTt3Vq9eDdOCAAAAAACAplI1wDMYjJqamkbHxX348AH9Z2w8AK1Ts8jtCKEaghvNPXeW94hAUkbgUxFlEnPIbNaX8OBdvtra2rCwMMn0Lobj+IYNGzp16hQYGKj9wgAAAAAAQPOl6iz0zs7OCKHbt2/Lb5aYmIgQktPNHoCWSq+WcG/UM2FmWFXkGd5Dqendido+1nj5QoNRmkjvmlvgXScOHjyYl5cnp0FERITWigEAAAAAAC2DqgE+ODgYIRQfH3/+/HlZbe7du3f06FGE0IgRI1S8HADNRfPK7QghPiHcVXd+fvXOQlzK/MbkiPdYo+WuVFtNXL0lRXfS5cuX5TfIyspKS0vTTjEAAAAAAKBlUDXAL1iwwNbWFiEUHBz8/fff5+fnS+4lCOLcuXPjxo0TCAS2trYrVqxQ8XIA6LP3EnRdS9NkiPKnVm+J493EpT14t6e222u0BB68N0lOTk6jbbKzszVfCAAAAAAAaDlUDfCGhobnz5/ncDhCoXDr1q22trYdO/47r5W3t7e1tfWYMWNKS0sxDIuNjeVwOCoXDICeanahnYQTeDzv7uaESGMAACAASURBVPTqbe9EUkZrYwgbyxxwyGh5N5q9Jq7eIqM7CcfxRtsQhJSPSwAAAAAAAJBF1QCPEPL09ExPT1+0aBG5vnFubi65/e+//yZXTurTp8+jR4/8/f1VvxYAQI3y8c9zaqK3153mE8KGe20oFv9ntHiVwQQDjKn2S7fUB+9iikz5AdOCAAAAAACAJlFDgEcItW3bNjo6Oj09/ffff1+yZElgYGDv3r1DQkLCw8PPnj2bmJjYr18/tVwIAKAutwTJU6q2pAizpO79ktHnT+OVnrROmrh0y47upOHDh8tvYGdn5+bmpp1iAAAAAAC0adu2bRiGhYeH6/Bs6q1Bf6hzRKuDg8P8+fPVeEIAgCZUE3W/1p24yn8qdS8HM1rNDh1E766hq7eG9I4QmjFjxv79+6UuI0f68ccfYWVNAAAAAADQJCoFeIIgampqjIyM1FUNAEDTngoz1tce+YSXS93rR+++yiCUQ9HIi7qVRHeSkZHRX3/9FRISUlxcXG8XhmHLly8fO3asTgoDAAAAANA0X1/fyMhIb29vHZ5NvTXoD2UCfHV19c8//3znzp20tLSamhpbW9tu3brNmjVr3Lhxaq8PAKAuQiQ6yL2+n3cNJ6TMr2aIsRazRo9lDtDQ1VtVeid169bt3r1727ZtO3PmTGlpKUKIRqP169dv6dKlAwcO1HV1AAAA/p+9O4+Pqrr/+H/u7DOZTPaQsEoAARUEpSAoAioFrSgKgooKgspPrHzVn0JV3K1oxVbrF6lQivWLdSmgLCqbsogVq4jsiBBE1pBM1lky272/P8ZfmmaZTJLZbub1fPTRR7j3zJnPzM04ed977jkAomXgwIEDBw4M0aC8vDw9PT0ivbndbpPJVH9gY5M1qFSz74H/+uuvzz///Jdffvnbb791Op1CiBMnTqxdu3bcuHG//e1vo1AhgAj4SS66s+qVRdWfNpjeL9J1/0fq76KU3tv8fHUh5OTkvPjiiwcOHPj++++/+uqrI0eOfPjhh6R3AACgUvfcc48kSfXvm/Z4PDabTZKkb7/9Vgjx2muv1b7/fPHixZIkzZ8/v6Ki4vbbb09NTX3ppZdqHrt58+abbropLy+vV69ed99996lTpx599FFJktatWxdsUKe3d955R5Kk1157bfv27RdeeKHFYjEYDD179nz44YfLy/8zyLTOo4K2b99+2223nXvuuVlZWaNGjXrllVcCgUCd17Ju3brrr7++V69eZrO5S5cuV1999erVqyPw3kVI867Ae73eO+644+effw7+s0uXLhkZGQcPHqyurhZCzJ8///LLL58wYULkywSSidvtNhojOfH7J75vXnJ94FY89XdphWaqadQ002iNiMr92Ekb3WvTaDQdOnSIYId+v9/tdqempkawTwAAEC+egLbCE/lFfxpj0fmsBl/LHnvTTTctWrRo5cqV8+fPr33Re926dVVVVT179hwwYEBjj/V6vddcc82//vWvjIyM3Nzc4MYlS5ZMnz7d5/Olp6eXlpb+9a9//eSTT/r2bXoypn379j3++ONut7tv376SJO3evfuVV17597//vWnTJq1W2+BD3nzzzZkzZ3q9XqvVmp2dvXHjxvXr169bt+6DDz6oGQ5w3333vfHGG0KI3Nzcc84559SpU2vXrl27du3//u//3nfffeG/UdHTvAD/+uuvHzp0SAgxYMCApUuX9uzZUwjh9XqfeeaZuXPnKorywAMPjB07NrieHIBmOXLkyObNm48cOeLxeCRJ6tChw8CBAy+55JLG/hsUDofiftH9wXrvjgb3dtHmPmeZ3EvbqcX9h0B0jziv17tkyZJ33333wIEDsixbrdZhw4bNmDGjTQ4PAwAgeZyssn5cWBCzp+ufe/ayjidb9tgRI0ZkZ2efOnXqm2++qf0XyLJly4QQt99+e4jHvvbaayaTafv27YMGDQpuOXbs2PTp0zUazbvvvjthwgSNRvP555+PHz9+7dq1TVayaNGi3r17r1q1qnv37kKILVu2jBw58osvvvjXv/41dOjQ+u337ds3Y8YMnU731ltv3XbbbVqt9vDhwzfeeOOGDRuef/75efPmCSG++eabN954w2w2r1ixYvTo0UIIv9+/YMGCmTNnvvjiiwkS4Js3hH7Tpk1CCKvVumrVqmB6F0IYDIbf//73t9xyixDi9OnTwYQPoFnWrFmzYMGC/fv3ezweIYSiKCdOnFixYsX8+fNdLlfL+vzef+TWqhcbS+83Gi/9P+ss0rtaFBcXjx49es6cOfv27ZNlWQjhcDg+/vjjMWPGBL9yAAAAok2n040dO1YIsXLlypqNXq931apVkiTdeuutIR577NixpUuX1qR3IcTcuXN9Pt/s2bNvvvlmjUYjhLjiiiv++Mc/hlOJJEnvvPNOML0LIYYNGxYsbP/+/Q22nzNnjizLTzzxxOTJk4OXx7p3775o0SIhxPLly4Ntdu3aZbVap0yZEkzvwdd7//335+TknDhxoqqqKpzCoq15Af7HH38UQtx00035+fl1dt1///3BH/bt2xeRyoDksW3btk2bNimKUn/XsWPH3n777eZ2KAvlbc/GGY7/PSOX1d+bobG+nHLX78wTTVJUBsuQ3iNOluXbb799z549De566aWX3nvvvdhXBQAAktBNN90khPjoo49qtmzcuLGiouKyyy4L/UfgRRddVGeAffDe8mnTptXeePPNN6ekpDRZRv/+/fv37197S/DZ/X5//cayLH/yyScajebee++tvX3gwIF//vOfH3jggeDf4XfddVdVVVVwCH2NM2fOVFZWBjtpsqoYaN4Q+sLCQiFEzbX32nr16hX8ofbMAQCa5PP5aqboaNCPP/544MCB3r17h9nhGbnsSdfb3/uPNLj3El2vp1Juy5JszS40DET3KFmzZs2OHQ2PpAh69tlnx40bp9frY1YSAABITldccUVWVtb+/ft//PHHHj16iPDGzwshCgr+6zYBt9t9+vRps9ncuXPn2ttNJlOXLl0au5BeI/jUtQWv4Tfo+PHjXq+3Q4cOWVlZtbdLklRzHbqGoij79u3bv39/YWHhDz/8sGHDhuAI2QTRvCvwwfMZDc74H/4yAABqO3z4cJOD5Hfv3h1mb1t8u2+reqnB9K4VmrtNV7+a8v+Q3lWnyblPi4uL//3vf8emGAAAkMzqjKL3+/0rV640Go3jx48P/cCaieuCjh8/rihKdnZ2ky0b1KzZfI8dOyaEqD+KvL5XX301Pz+/T58+EydOfPTRR1euXDlgwIC0tLTwnyvaWrIOPIAIKikpiUgbr+J/vXrlB56timhgKH57TdbzKZMv0J7TggrDQXqPquDop9COHDly6aVRWQgQAABEVbrJc3G7opg9XXuro5U93HTTTYsXL165cuXDDz/8+eefl5aWjhs3LiMjI/Sj6lwhD6b0Bv/KtdvtraywjuBzNdntH/7wh9mzZ9tstkcfffSqq67q27dv8PxC165dKyoqIltSixHggTirv/hkfU3ecnM8UPy4+62D/uMN7r3WMOhh83iLFJXlSYjuMdDg3VwtaAMAABJQpql6SIdT8a6iGa688srMzMx//etfZ8+eDY6fv+2225rbSXp6enZ2dklJyYkTJzp27Fiz3efz/fTTTxGsVghRUFCg1WpPnDjhcDisVmvtXXfeeWdJScnf//73zMzM119/XQixbNmykSNH1m6TUH9lNW8IPYCIy8zMbLJN6DOam3y7pjjmNZjeUyTTM5bbn7RMIr2rWp17wxrUpUuXGFQCAAAQHEUvy/JHH3304YcfZmZmXnPNNS3oZ/jw4UKIxYsX1974wQcfRHy+d4PBMGTIEJ/Pt3Dhwtrb9+7d+9Zbb+3YsSP4B3lxcbEQos5Me0eOHDl5soWr7kUDAR6Isx49euh0TYyFOe+88xrc7hG+F1zvzXYurlLc9fdeoDvnndTZVxt+FYEqG0J6j5k6p4HrS0lJGTJkSGyKAQAACM5F//TTT5eUlEycONFgaMnaRnPnzjUYDC+++GLNQm7btm37n//5n+Ayb5IkRbDguXPnCiHmzJnz3nvvBeec//nnn++44w4hxKRJk4JtgpNGB9eWC9q4cePIkSOD7cvKGljdKfZaMoR+27ZtIfJG6L11FgkAYDabhw0b9tlnnzXWID8/v1+/fvW3HwucfdT1t8OBBgZcSUKaZLxihvlandBGstZaSO+xNHHixNdffz3EcLIHHnjAbDbHsCIAAJDUrrzyyoyMjNOnT4sWjZ8P6t69+5/+9KeZM2eOHz8+Oztbr9efPn169OjRHo9n06ZNFoslggVfeumlzz333FNPPXXLLbdMnz49Ly+vsLDQ7/f379//ueeeC7Z5+umnx44dO3v27MWLF3fs2PHw4cM///zzFVdckZ2d/c033/z6179+8sknW/xiI6UlAX7p0qVLly5t2V4CPFDfqFGjioqK9u7dW39Xenr6nXfeWX9VjM2+3c+63nE0dOE9XbI+lTLpUt35UamV6B4PRqNx6dKlN95449mzZ+vvHTdu3MyZM2NfFQAASFp6vX7s2LFLliwpKChozTDAGTNm9OzZc968edu3bzcYDLNnz3722WcHDRokhLDZIrxw0pw5c4YMGfLGG2989913Z86c6d+//4033vjQQw/VDB+4/vrr169f/8ILL+zZs6eysvKiiy568sknp0yZsnXr1lmzZu3duzcRxtJLwfEA4bZu9TCGZj1dBNnt9ng9tYpYLBaTyVRaWhrvQlTp6NGjrXm4oihfffXVli1baqbiNJlMAwYMGDVqVJ2zj17F/2r1h8s8XzTYT39dt+csk3M10VrWMXnSu9Vq1ev1CTJWKqi4uPill15atmyZ0+kMbunRo8fMmTMnTpwY2TFmiSMjIyM4iC6chRgQPTabTZKkxJmANzllZWVJkiTLMl/T8ZWenh4IBCJ+gy7CJ0lScClvv99fXl7esk4aXLosxnbu3BnvEn7Rv3//eD11cXGx1+vNycmpPQJfluV27dqVlJRUVVXVmXAOorlX4N97770o1QEkOUmShgwZMmTIkOrqaofDYTQarVZr/VR2Ri57zLlkb+CnBnoQ0gTj5f9jHsuw+bYqJydn3rx5c+fOPXz4sNvtzsvLa9++fbyLAgAAaKHf/e53f/vb3xYvXjx16tSajWvXri0pKRk0aBDpvUHNC/ATJ06MUh0AgjIyMoJnhZ1OZ51hI1t8u591vdPgfHWZUuqzKXcM1PWMXmGk9wSh1+uDM6wAAACo2s0337xkyZLHHnssPz9/6NChLpfriy++mDFjhhDioYceind1CYp14AEVCAj5jerVS6s/V0QDd4JcpOv+vGVytiYtSs9OdAcAAEDEjRw58sUXX5wzZ07tVegsFsv8+fMnTJgQx8ISGQEeSHRlsuMJ19//7f+h/i6GzQMAAEC9Zs2aNX78+GXLlh0+fNhms11wwQUjRozo0qVLvOtKXAR4IKHt8hc+5lpSLDcwd1SalPK05bZL9dGabV6Q3gEAABBlBQUFs2bNincVqkGABxLXh54v51Uv9yn++rt6azvPTbmzvSYres9OegcAAAASCgEeSERuxTPH+dY67476uyQhTTQOu990nV6K4ueX9A4AAAAkGgI8kHCO+s78T+n8w76T9XdZJOMTlklX6vtFtQDSOwAAAJCACPBAYtnq2f27sr82uFZcF23uS5ZpBdr86D070R0AAABIWAR4IFEoQvk/z2dvVK+RFbn+3mH6vk9ZJlklc/QKIL0DAAAAiYwADyQEh+J+0vX2Nt+++ru0QnO/6fpbTSOiWgDpHQAAAEhwBHgg/o4Fzj7iXPSTXFR/V4bG+nvLlAG6c6NaAOkdAAAASHwEeCDONvl2PeNa6lI89XddqCuYa7kzW5MW1QJI7wAAAIAqEOCBuJEV+c3qT97ybFCEUn/veOPQB003RHWtOEF6BwAAANSDAA/Eh0vxPO36v82+3fV3GSTdnPTbrhYXK0oDwT6CSO8AAABx0b9//3iXAFUiwANxcDxQ/Ijrr4WB0/V3tdNm/Dnrt30MXZ1OZ1RrIL0DAAAA6kKAB1pu7969ixcv/vrrr4uLi4cPH96lS5dLLrmkW7duoR+103/kd67FZbKj/q6O5WkXf5ryt1N/NpvNHTp0GDhwYO/evaNROekdAAAAUB0CPNBC8+bNmzdvXiAQCP7Tbrfb7fbvvvvukksuGTdunEajafBR73k2v+b+KCAaWOm947e6c9a7SgMuIYTL5bLb7bt37+7bt++kSZN0ukh+VEnvAAAAgBoR4IGWWLRo0UsvvdTgru3bt+v1+rFjx9bZ7lX8f6j+YJVne/2H6BRNwRpNu++l+rt2796t1Wpvu+221tccRHoHAAAAVKrhi4QAQqioqJg7d26IBl9++eXZs2drbylTHDOcrzeY3rM1aYOW2RpM70E7d+48evRoi6utjfQOAAAAqBcBHmi2jRs3VlVVhWggy/L3339f88/DgVNTqubt9jcQws/Vdniy5EbNwSbmq9u5c2fLSq2N9A4AAACoGgEeaLYffvihyTZFRUXBH77w7b3L8afTcmn9NqMNAxanPuQ/1fRs82fOnGlukXWQ3gEAAAC14x54oNmqq6ubbOPz+YQQ73k2v+r+UBZ1l3OXhHSXafRdptGSkIItw+mtxUjvAAAAQBtAgAeaLT8/v8k2qRm251z/WO1t4KZ3q2R+3jJ5iP684D/T0tKa7C09Pb25RdYgvQMAAABtAwEeaLbhw4eHbuCzKCsv/fGQ93T9XR002X+03tNVk1ezpUePHhqNRpYbWFiuRs+ePVtUKekdAAAAaDu4Bx5ott69e48aNaqxve4MZd9d0iFDA+n9Ql3B31Ifqp3ehRCpqakDBw4M8XQZGRkXX3xxC+okvQMAAABtCQEeaIlXX321e/fu9bdXdlJ2T5Or0hq4Zf064yVvpPw2Q7I2sOu66zp37tzgE5lMpsmTJ+v1+uZWSHoHAAAA2hgCPNAS2dnZ69atu/POOw0GQ83Gs/2UvZNlr7nuYHiNkGaar59jvlUvNXzTitFonDFjxogRI4xGY81GSZLOO++8Bx98sFOnTs0tj/QOAAAAtD2SotSdH7tNstvtSfJKW8NisZhMptLSBhY8Q2OcTueOHTvspfZPs/Z8aP2mfgOLZHzGcvswfd9wevP5fEVFRQ6Hw2g05ubmpqSktKAk0ntEWK1WvV5fVlYW70KSWkZGhlarFUKUlJTEu5akZrPZJEmqqKiIdyFJLSsrS5IkWZb5mo6v9PT0QCBQVVUV70KSlyRJWVlZQgi/319eXt6yTrKzsyNaFBA7TGIHtEpKSsqgoYPvP/bqh2UNpPc8TcYfU6Z317YPsze9Xt+jR49gYnE6nS0460R6BwAAANoqAjzQKhUB5y1Hnv7GebD+rt7azq+k3J2taXqVuEghvQMAAABtGAEeaBWrxpyps9XfPlzf91nLHSbJUH9XlJDeAQAAgLaNSeyAVtFKmr90efh883+F54nGYS9appLeAQAAAEQQAR5oLavW/G63p3I16UIIjZAeMY//f83jNFLsPlykdwAAACAZEOCBCMjXZ82z3J0l2V6x3nOT8fJYPjXpHQAAAEgS3AMPREYvXaeP0p4yCn0sn5T0DgAAACQPrsADEUN6BwAAABA9BHhAlUjvAAAAQLIhwAMAAAAAoAIEeEB9uPwOAAAAJCECPKAypHcAAAAgORHgATUhvQMAAABJiwAPqAbpHQAAAEhmBHhAHUjvAAAAQJIjwAMqQHoHAAAAQIAHAAAAAEAFCPBAouPyOwAAAABBgAcSHOkdAAAAQBABHkhcpHcAAAAANQjwQIIqKCiIdwkAAAAAEggBHkhEvXv3jncJAAAAABILAR5IOKR3AAAAAPUR4AEAAAAAUAECPJBYevbsGe8SAAAAACQiAjyQQJh2HgAAAEBjCPBAoiC9AwAAAAiBAA8kBNI7AAAAgNAI8AAAAAAAqIAu3gUAiMrld6/Xu3r16i1btpw6dcpkMvXp02fcuHHdu3eP+BMBAAAAiA0CPBBn0Ujvu3btuvvuu48ePVqzZd26dX/84x+nT5/+5JNP6nR88AEAAAD14e94IJ6ikd4PHTo0bty4ioqKOttlWV6wYIHT6XzllVci/qQAAAAAoo174IG25rHHHquf3mu8/fbb27dvj2U9AAAAACKCAA/ETTQuv584cWLr1q2h2/zjH/+I+PMCAAAAiLZkGUJvMBjiXYIK6HQ6SZKMRmO8C1Gl5t5Y3th8chrNL6fVDAaDoijNLWP//v1NPmr37t0c5SZptVo+DnEnSVLwBw5EfAX/u8RRSAT8dynuJEnSaDQchTiq+Wrg44DklCwB3mq11nzaEVpqamq8S1Alk8kUfuPevXs32cZqtbagDK/X22SbyspKjnKYeKMSBAciEXAUEoEkSRyIuNNqtXq9Pt5VQGi1Wj4OSELJEuDLy8vjXYIKmM1mo9HIe9UyLpcrzJYFBQVlZWWN7U1NTQ1ezC8vL2/BFXiz2dxkm6ysrBAFIMhiseh0usrKyngXktTS0tKC1375jY2v4PlEh8MR70KSWnp6uiRJsiyHmOUEMZCamirLstPpjHchyUuSpPT0dCFEIBBo8dd0RkZGRIsCYidZArwsyy3IQskm+C4FAoF4F6JKsiyH2TL0O1zziyrLcvh91rj44ov1er3P5wvRZvDgwRzlJgUPBG9UfNV8HDgQ8aUoiiRJHIUEwYGIO/5Yiq+aQbUcCCQnJrEDYioaE9fVlp6ePm7cuBANDAbDlClToloDAAAAgGggwAOxE+30HvTMM880NkOeEOLZZ58tKCiIQRkAAAAAIosAD8RIbNK7ECIzM3PNmjVjxoypM3Fjbm7uwoULp02bFpsyAAAAAERWstwDDySVrKysv/3tb4WFhZs3bz516pTJZOrTp8+IESNYTxEAAABQLwI8EAsxu/xeW0FBAaPlAQAAgDaDIfRA1MUlvQMAAABoYwjwAAAAAACoAAEeiC4uvwMAAACICAI8EEWkdwAAAACRQoAHooX0DgAAACCCCPAAAAAAAKgAAR6ICi6/AwAAAIgsAjwQeaR3AAAAABFHgAcAAAAAQAUI8ECEcfkdAAAAQDQQ4IFIIr0DAAAAiBICPBAxpHcAAAAA0UOABwAAAABABQjwQGRw+R0AAABAVBHgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVEAX7wKa9tNPP3300Ud79uwpLy/Pysrq3LnzuHHjevfuHe+6AAAAAACInUQP8Nu2bXvllVcCgYAQIjc3t7S09MyZM998883EiRNvvfXWeFcHAAAAAECMJHSAr6ioePXVVwOBwNChQ6dNm5aZmRkIBFavXr1kyZL333//ggsu6Nu3b7xrBAAAAAAgFhL6HvgNGzZ4vd7evXs/9NBDmZmZQgitVjt27Njrr79eUZQ1a9bEu0AAAAAAAGIkoQP84cOHhRDDhw/XarW1tw8ZMqRmLwAAAAAAySChA7zf78/Ozu7YsWOd7Xq9XggRvDEeAAAAAIBkkND3wM+ZM6fB7V9//bUQolu3bvV32e32LVu21N8+fPhwo9EY2fLaHp1OJ0mSyWSKdyFJTaP55bSa0WhUFCW+xSQzrVbLxyHuJEkK/sCBiC+NRsPHIUFwIOIu+DXNUYijmq8GjUbDgUASSugA36Bdu3YtX75cCHHD9RKB6AAAIABJREFUDTfU3/vzzz+/8MIL9bdfeeWVVqs16sW1CbxRCSIlJSXeJYCPQ6LgQCQCjkIikCSJAxF3Go2Go5AIOBBITmoK8B6P5/3331+xYoUsy5MmTerTp0+8KwIAAAAAIEZUE+C//PLLxYsXl5SUmEymadOmjRo1qsFmHTp0uP/+++tvl2XZ6XRGuUbVMxgMOp3O5XLFu5CkZjKZgrM2ulwuhtDHkdFo1Gg0brc73oUkNbPZHBytyn/A4ys4SLW6ujrehSQ1i8UiSZKiKHxNx5fZbJZl2ePxxLuQ5CVJksViEULIstzir2nGOUK9VBDgKysrFyxY8OWXXwohLrvssilTpuTm5jbWODc3d/LkyfW32+12/hBvkiRJWq2WNyq+DAZDMMBXV1fLshzvcpKXVqvV6/V8HOKr5uZGDkR86fV6SZI4CvEVTCyKonAg4stoNAYCAY5CHBHgkeQSPcCfPXt29uzZdru9c+fOv/3tb3v16hXvigAAAAAAiIOEDvAul+upp56y2+1XXXXVvffeG1w9DgAAAACAJJTQAX7jxo0nT54cMGDAzJkz410LAAAAAADxlNABfv369UKIsWPHNnYncM2K2QAAAAAAtG2JG+ADgcCJEyeEEHPmzGmwQX5+/ptvvhnbotB2OByOJFk71OVymUwmznYBAAAAape4f9MXFxczBTciS1GUlStXjh07tkOHDl27du3YseP48eM/+eSTeNcVFbt27br77rt79OjRpUuX/Pz8ESNGLFiwgFWgAAAAAPWSkmShabvdniSvtDUsFovJZCotLY13IVHh9XqnT5++Zs2a+rvGjx//+uuv63QJMSAlLS0tOF9jaWlpi89h/eUvf3nmmWf8fn+d7b17937//ffz8/NbW2USsFqter2+rKws3oUktYyMjOCqiiUlJfGuJanZbDZJkioqKuJdSFLLysqSJEmW5bb6Na0W6enpgUCgqqoq3oUkL0mSsrKyhBB+v7+8vLxlnWRnZ0e0KCB2EvcKPBBZjz76aIPpXQixbNmyZ599Nsb1RM/q1aufeOKJ+uldCHHgwIFbb721wV0AAAAAEhwBHknh8OHDS5cuDdFg0aJFx48fj1k90aMoyjPPPBOiwd69e5ctWxazegAAAABECgEeSWHNmjWhh6P7/f61a9fGrJ7o2b1797Fjx0K3WbVqVWyKAQAAABBBBHgkhcLCwibbHDlyJAaVRFvyvFIAAAAg2RDgkRQCgUCTbXw+XwwqibZwXkXbeKUAAABAsiHAIyl07NixyTadOnWKQSXRFs6r6NKlSwwqAQAAABBZBHgkhZEjRzbZZtSoUTGoJNoGDBiQmZkZuk047wYAAACAREOAR1IYMGDAlVdeGaLBmDFjevfuHbN6okev1z/44IMhGuTn50+ePDlm9QAAAACIFAI8ksUbb7zRWETv16/fq6++GuN6omf69Ok333xzg7syMjL+7//+LyUlJcYlAQAAAGg9AjySRWZm5rp16x588MHaI8xzcnJmz5798ccf22y2ONYWWZIkvf766/Pnzz/33HNrNppMpptvvnnz5s0XXnhhHGsDAAAA0GKSoijxriEW7HZ7krzS1rBYLCaTqbS0NN6FRJcsy4cPHy4vL8/MzOzWrZskSfGu6L+kpaXp9XohRGlpaei168Nx8uTJkydPpqSkdO/e3Wg0RqLAZGG1WvV6fVlZWbwLSWoZGRlarVYIUVJSEu9akprNZpMkqaKiIt6FJLWsrCxJkmRZbvNf0wkuPT09EAhUVVXFu5DkJUlSVlaWEMLv95eXl7esk+zs7IgWBcSOLt4FALGm0WhqX5pu2zp06NChQ4d4VwEAAAAgAhhCDwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABXQxbsAAFFx6tSpxYsXb9q06dSpUxaL5YILLpgwYcJvfvMbSZLiXVqElZaWPvzww1u3bq2qqhJCWK3Wyy677OWXX87NzY13aRGmKMq6devef//9Xbt2uVyuvLy84cOHT5s2rVOnTvEuDQAAALEgKYoS7xpiwW63J8krbQ2LxWIymUpLS+NdSFJLS0vT6/VCiNLSUlmWW9bJqlWrZs6c6XQ662wfPnz44sWLbTZba6tMGOvXr58yZYrP56uzXafTvfnmm9ddd12Le7ZarXq9vqysrHUFRozL5brnnnvWrVtXZ7vJZJo3b97EiRPjUlW0ZWRkaLVaIURJSUm8a0lqNptNkqSKiop4F5LUsrKyJEmSZZmv6fhKT08PBALBU8aIC0mSsrKyhBB+v7+8vLxlnWRnZ0e0KCB2GEIPtDXbtm2bPn16/fQuhNi8efPUqVPbzMmswsLCO+64o356F0L4/f677757//79sa8qSqZPn14/vQshqqurZ86cuXHjxtiXBAAAgBgjwANtzeOPP+73+xvbu2XLlo8//jiW9UTP9OnTA4FAY3tlWb7nnntiWU/0bNq0ae3atY3tlWX5sccea/F4DQAAAKgFAR5oUw4ePNjkZefly5fHppho2717d+gGhw4d8nq9sSkmqlasWBG6wdGjR3fu3BmbYgAAABAvBHigTTl06FCTbX744YcYVBJtx44da/Kas6Ioe/bsiU09URXOIWsbhxUAAAAhEOCBNsXlcjXZxu12x6CSaAtzPq22Me1WdXV1k23COfQAAABQNQI80Kbk5+c32aZ9+/YxqCTaunfvHk6zCy64INqVxEBeXl6TbdrGYQUAAEAIBHigTRk0aJDFYgndZvjw4TGpJbosFktmZmboNqmpqW1jNfgmD5nBYLj00ktjUgsAAADihgAPtCkmkyn01OtpaWlTp06NWT1R9dBDD4VuMGPGjNhUEm2TJk0KrnnbmClTpqSlpcWsHgAAAMQFAR5oax555JFhw4Y1uMtgMCxcuDB0FFSR6dOnDx06tLG9AwYMePjhh2NZT/SkpaUtXrzYZDI1uHfQoEFPPPFEjEsCAABA7BHggbbGYDC8++67s2fPrnNJdvDgwWvXrr3iiiviVVg0rFix4r777tPr9bU36nS6qVOnfvrpp/GqKhouvfTS9evXX3755bU3Wq3WBx98cMWKFY1lewAAALQlkqIo8a4hFux2e5K80tawWCwmk6m0tDTehSS1tLS0YBwtLS1tcpm00Dwez3fffXfy5EmLxdKnT59OnTpFqMaEI8vyxx9/vH37dkVRBg4ceO211+p0ulb2abVa9Xp9WVlZRCqMoJMnT+7evdvpdObn51988cVtO7pnZGRotVohRElJSbxrSWo2m02SpLaxpoN6ZWVlSZIkyzJf0/GVnp4eCASqqqriXUjykiQpOJbQ7/eXl5e3rJPs7OyIFgXETmv/xgWQsIxG4+DBg+NdRSxoNJoxY8aMGTMm3oXEQocOHTp06BDvKgAAABAHDKFHotu1a9esWbOuuuqqX/3qV2PGjHnhhRdOnjzZ4t7WrVt3xRVXnHPOOfn5+V27dh05cuTWrVsjWG1rbNmy5aKLLrJYLBqNRqvVFhQUvPDCCy3urbS09LXXXrvxxhsvueSS4cOH33///YnzSgEAAAC0AEPo8R+JNoReluUnnnhi0aJFdY6dyWR66aWXbr311uZ2eMMNN2zbtq3+9l//+tfvvPNOywuNhAkTJmzatKn+9rS0tO+//95qtTart88///zee++tfyjHjBkzf/58s9nc8kKTRsIOoU8qDKFPEAyhTwQMoU8QDKGPO4bQI8lxBR6J6+mnn164cGH9My/V1dUPPPDAqlWrmtXbLbfc0mB6F0KsX7/+7rvvbmGVkXDvvfc2mN6FEBUVFf369WtWb99+++3tt9/e4F94q1evnj59ektKBAAAABBvBHgkqB9++GHhwoWN7VUU5bHHHvN6vWH2tnfv3o0bN4ZosHLlysLCwuaVGCFut3v58uUhGlRUVMybNy/8Dh9//PEQ78ynn366YcOGZtQHAAAAIDEQ4JGgVqxYEQgEQjQoKirasmVLmL396U9/Ct1AUZTXXnst3OIi6ve//32T93csXrw4zN6OHDny3XffhW7zz3/+M8ze0LYd/f/FuxAAAACEhVnokaAOHDjQZJt9+/aNHDkynN4OHjzYZJvdu3eH01XEffXVV022Cf8Wr/3790ekTR3NzXhdu3Zt7lO04FmiVEYbRlYHAABQNQI8EpTT6YxImyC32x2RNtEQzvOGvyB8OO+Jw+FobFekAl6CBMUwy2jDOT9BDgQAAAAiggCPBNWuXbsm2+Tl5YXZW1ZW1vHjx4M/Dx06tME2BQUFddJObHJdu3btfvzxx9Bt9Hp9+L012SY/Pz/4A+kuqMH3wWg0arVal8ulrnjPMQUAAGjDCPBIUJdffnmTt2oPGzYszN5uuumm1NTU0G0uvPDCOltCZKEIhroZM2Y0Nj1+jXPPPTfM3gYOHGg0Gj0eT+2Ndc5ZXHXVVcS88IV+r+IV7zmCAAAASYgAjwQ1duzYl1566cSJE401GD16dPfu3RvbWyfejBgx4rPPPvP5fI21NxqNl156afjltSA+NZb0Ro4cabFYXC5XiMe++eabYT7L2bNnH3744a1btzbWwGg0DhkyJMze0KSWBen6vwwEcgAAADSJAI8EZTKZFi5cOH78+AaT7TnnnPPKK6/U2RgiAul0uttvv33JkiUNzvcuSdLUqVMlSWplzaGFKO+jjz4aNWpUY3PR33nnnT169Ai/t6uvvvrYsWPHjh2rv0uj0dx8881paWnhlYxoIa4DAACgBaQm169qG+x2e5K80tawWCwmk6m0tDTehfzHwYMHZ82aVXuedp1Od+ONNz733HOZmZmimUHo6NGjb731Vp0p3Gw229SpUzt16hSpmlumqKjoz3/+c3V1de2NGo1m9OjRV155ZXN78/l8n3zyyVdffVV70EH79u1vuOGGgoKCCJSbBGrugY93IbGQsPf5Z2RkaLVaIURJSUm8a0lqNptNkqSKiop4F5LUsrKyJEmSZTmhvqaTUHp6eiAQqKqqinchyUuSpKysLCGE3+8Pf5meOrKzsyNaFBA7BHj8RwIG+KAjR47s2LGjqqoqNzf3kksuycnJac0FzKNHj+7cudPhcNhstv79+3fp0iWCpbbSTz/9tHXr1rKyMpPJ1Ldv38GDB7emN7fbXVhYWF5ebjAYOnTokJ+fH+1RBm0JAT4REOATBAE+ERDgEwQBPu4I8EhyDKGHCnTr1q1bt27B0O5wOEKsghaOrl27JmxcOeecc3r37h1MLE6ns5Vnncxm8/nnnx+h0gAAAADEGQEekXfgwIH33ntv9+7dLpcrPz9/6NChEydOtFqtLegqwW8VLioqWrVq1cmTJ6urqw0GQ7t27a655poWnx2orq7+5ptvCgsLKysrTSZThw4dBgwYkJub27LeysrK/v73v585c8bv90uSZLFYhg4detVVV4X5cJ3Xq3M7dV6P1uPR+nzC7Srcv6/Ubvf7/UKIYHkdOnSoaa9otYpWJ4SQJUnW6YUQslYrtFpFowlodUKSZINBkTQBnU7WaGSNZtfBH/bs22e32yVJateuXd++fXv27NmyV6ooyvr167/77rvg9RCr1XrhhRdeffXVGo2mZR0mstOnT3/77bcnTpzwer1paWk9evQYMGCA0WiMd10AAACIBYbQ4z9aP4Te7/c/+eSTf/3rX+u82zk5OQsWLAhz1bcED+01li9f/tVXX9X/verdu/ddd93V3N4OHDjw7rvvOp3O2hslSRoxYsQ111zT3KHvq1ev3rx5c/3tZrP5scces1gsNVt0Xq/BWWVwOgyOKoOzSu9y6d1Og8up8fub+xKaSxbC6Q945IBXVhz+gMZozG7fXhhNsk4v6/UBrVbRGwJ6fUCnU3T6gFYnG40Bre6Xf+r1wU5OnTo1f/78OnMHCCGMRuP06dNbc39Eog2hl2V55cqVX375ZZ1fudTU1EmTJtWf5rBZEnZMCkPoEwRD6BMBQ+gTBEPo444h9EhyBHj8R+sD/COPPPLWW281uMtoNH700UcDBgxocK9aQnuNxhJy0HnnnTdt2rTwezty5MjChQv9jWTm4cOHjxkzJvzeNm/evHr16tpb0vS6NJ0uTa/N0OvzLeaxw4cZXE6902FwObU+b/g9J5SAwRDQ6s6Ulbn8fldArvIH3IGAOyA7A7LT73cG5GpFufamCZbMTL/BGDAYAnpDs/pPtAC/bNmy2rM51qbT6WbMmNGasxUEeIRGgE8EBPgEQYCPOwI8khxD6BEx33333d///vfG9no8nlmzZn3++ee1N8Yxt+uq3caqSqOjSu+s0nu9moBf8vu1fp/W71MCsqI3KJpfLnr/MghcCFmnFxpJCOH3+/sfP9KvoKNO0qTotClaTYpWa9VprTqtOyDLiuIIBHI+/UhntfqMJl+K1Wu2+CxWnyXFa7XKGm2dShRFWb58eWPpXQixZcuWAQMG5OfnN9ZA4/cZ3G5dtUvvcundrs57dz7a45xMvS5Nr0vX69L0urpDyQ8fbNmbllC0Xq9WeDubjEI0PoB85/aaHxVJChiMfqMpYDT6jKaA0eQ3Gv0ms89k/uX/jSZFW/foJIhjx45t3769sb1+v3/FihUPPvhgLEsCAABA7BHgETHvv/9+6GEOe/bs2bdvX+3x2zGj9XlN5WXmijJzeZmposxQVaFt3RDxa3KzGtxuq/lIOauEs97peUnyWVI8VpvHmuqxpnpTrD6zpdBeWlRUFOK5FEXZu2PHOcMu13qq9dVuXbVbV+02uFx6j1vncurdrjqvZWweJ5UbICmKzlOt89QdbF+b32jymcw+s8Vvtiipqf7UNI1O5zOneM2W+Gb7b7/9NvSH68SJE6dPnw5xlgcAAABtAAEeEbNnz54Qe4cOHSqE2Ldv369+9asYFKP1+01ldkuZ3VxaYimzG5ytmrg+YhRF73TonQ5rrcDeQ4gRgy4s8/mcgYBfVoQQXkURQpg1GotWY9XpUnRaTXWZWLcyXlUnj2DCN1eU1d/lN5m9KVaPxeqzWr0WqzfF6rWm+swWJSYr8508ebLJNidOnCDAAwAAtG0EeERMg/eDBXN7jfqTjUWMopiqKiylJSn2YrO9xFhVIaln1gODRmpnbN4d2lGiSJLfZPJZrF5Lis9s2X/8xDd791b5A1V+v8MfqJYbeEu1knj84Yd/+UcgEJz9TpJlbcAvFEXj8wkhdH6vUBSn3b5zxw6zRjJIGoNWY9VpDZJk1GgsWq1JqzFqNFadNmHXqQ8OfLDYi2tvVDQab4rVk5LqTbV5Um2elFRPqs1ntohIp/pwPjhR/HABAAAgMRDgETE5OTkHDx4U9UJ7bTabLYLPqAn4zaUl1uKzFnuxpbREvfOxxUXAaPRYrF5rqtec4rVavSlWb0qqL8Va+5LyUb+07vOtofvRaDSu9MxwnrGiouLN5atCt0kxGJ5/+imd36/1+ySfTxsIaH1ejd+n8fm0fr/k9+l8Xin4s9d7+thPqTqtRas1a7UGTRyyvyTLxqpKY1WlOPOfK+SyVudJTfWkpnlsadWpaR5bmsdqU1q3pl1qamro+yxEpD9cAAAASEAEeETM1VdfHbqBJEkFBQWtfBat328pLkopLrLaz5rL7JIst7LD2mSNVv7vW501iqLx+0I/qlqWnf6AMxCoDshCCItWq5VEuslk1Go0gUAEy2sWn6JU+HzlvkCZz1fh85f7/BX+QJnPV+7zO3T6ux6eJeua/vj36dNHkppYqyIzM6z0LoRIS0vLzs4OPZ14p4IC2Wjyhreu+eOPP15z2VknSRat9pc5BXXaFK02RatNM+jHjh6l83o1Ho/O69F6PXpPtdZTHdXjogn4zeVl5vL/jMNXNBqPNbXalu5JS69OTatOz/SkWJt1lb579+6HDx8O0SAiHy4AAAAkOAI8WqtmJvmBAwd+/vnnHo+nsZb9+/dPTU1twVNo/L6UkrMpZ4usJUXmMnsrx8bLGq0nLd1jTfVYbZ7UVE+KzW82K3p9QKcPcT+z1u+XlF9OFiiK8txzz3m9XiGEKyAH6tWj0WieeeYZi8Wi81T/smCb22VwVBkdVYaqCoPbJSIxvF/RaPwms8+S4jWZ/WaLz2zxmcw+i+WVvyw8VVnpDDR6auOOO+4IJ70LIfR6fUFBwZEjR0K0GT16dPg1Dxs2bPny5SEaXH755eH3Nnjw4E2bNgV/9itKpd9f+d/z+Q0ePLjovAvrP1Dj9+u8nuCoeH21W1ddrat2690undtlqHbrPNUROUA1JFk2VVaYKivEiWPBLbJWV52WXp2W4U7PcKdleNIzAyGPyKBBgzZt2hTiw3XRRRe17MMFAAAAFSHAo4XqrwBns9kmTJiwdOnSBi/Y5ubmjh07Nvz+JVm2lJZYz55JPXvaXFrSmivtAYPBnZ4Z/F91WobHltaCicfq5Kvxt9+xcOHCxi5N33DDDcHJ9v1Gk99oEhn/NWW9FAgYnVXBYK93uQxul6aqwlF0JvgazVqtVpKEEK5AwBWQ3bKckZdvysgImMzBOdIDJpPPaPKZLX6jqcGruDfcfc/LL7/c2AspKCi48MIGMm1jpk6d+txzzzV2f3WvXr369+8ffm+XXHLJDz/8sHfv3gb3Xn755T179gy/t2uvvXbfvn1nz55tcG9mZua4ceMa3CXrdF6dzmtJaXCvJMu6aneK32d0O5Xycr3LqXc5DS6HwenQtG7xghqagN9SWmIp/f8HI0iSJyXVnZFZnZ7pSs+ozsj2G/5rToQmP1zXX399RAoDAABAImticGybYbfbk+SVtobFYjGZTKWlpSHaNLly+6FDh1asWFFc/J+5viRJ6t+//9ixY1NSGs5LtZmqKq1nTlqLTltLiloclmSNtjoj05WZ7crIcmdmeVJSIz6pmBDi6NGjS5YscTqdtTcaDIaJEyf269evub1VVVWtWLFiz549tX9R8/Lyxo0b14Kh0UVFRX/+85/rpG5Jkvr163fbbbc1tzeXy7VgwYJTp07V6W3w4MGNJeQQAoHA+vXrt27dGhzCEJSSkjJq1KghQ4ZIzTxSsiwvWbLkwIEDtd83SZJ69Ogxbdo0XXgDDRpkNBq1Wq3L5aq9Ueep1jscRpfD4KgyOh0GR6XR6dC5XY110mLeFKsrI8udkeXOzHZnZAXPHx06dGj58uW170Fo1ocrhK5du7a24ujIyMjQarVCiNB3XiDabDabJEkVFRXxLiSpZWVlSZIky3Lor2lEW3p6eiAQaHDiXsSGJElZWVlCCL/fX15e3rJOsrNZcxdqRYDHf4QI8E3m9toURfnpp5+OHz/u8/lsNlv37t0zMjJCtNf5vNai09Yzp1LPnta7nCFahuAzW5zZua7MbFdWjjs9s5VzhoXvwIEDO3furKqqMpvN559//sUXX9ya3kpLS48dO+ZwOIxGY7t27Tp37tzcQFvbwYMHN23aVF5eHhwJ/5vf/MZoDO/m8oYUFRV99dVXRUVFer2+S5cul112WWt6c7lchw8fLi4u1mq1ubm5PXr00Ov1Le6tqqpq27ZtJ0+eVBSlffv2l112WVpaWot7C2owwDdIE/Abq6qMjkpjVaXRUWmoqjRWVWh9TUyd0AySVJ2a5s7MdmVmOTOyD5SWHT95MswPV5gI8AiNAJ8ICPAJggAfdwR4JDkCPP6jfoBvVm5vHkWxlNlTi06lnjllLi1pyW3tklRtTXXltHNk5Tqzc30p1ihUGQdmszmYWJxOJ7+0cRR+gG+Q3uU0VlWYKitMVZWmynJjZbnWG5lVEmSd3pWR6czKcWflOLNyAoaWn0apQYBHaAT4RECATxAE+LgjwCPJcQ+8Wu3evXvVqlUHDx70+/1dunQZOXLklVde2ZqrtbW1MrcfPXp03bp1RUVFgUDAbDafe+651157bfBqrdbrST1zylZ0KvXMKa2n+ctWS1J1apozp50jp50jp13AaGpuB3a7fc2aNT///LPX6zUajZ07d77uuuvS09ObXYkQQojKysrVq1cfO3bM7XYbDIaOHTv+5je/yc3NbVlv1dXVq1atKiwsdLlcer0+Ly9v9OjRnTp1allvXq/3008/PXDggMvl0mq1OTk5I0eO7NGjR8t6UxRl//79Bw4cKCsr02q1+fn5/fr1y8/Pb1lvCe7EiRO7du0qLi6WZTk9Pf28887r2bNncz9cPkuKz5LiaNe+Zove7TJVlpvKy8wV5caKUlNVZctmdtD4fdbiImtxkRDBT4TNlZXrzM51ZmV7rawkBwAA0JZxBV59XC7XI4888sEHH9TZfvHFFy9cuLBz584t7vnkyZN6vb7OTd3NoijKG2+8UVhYWGd7D2vK1MsGn6eTWnax3Wu1OXLzHLl5jpx2/uaH9hr//Oc/v/766zq/CZIkXX755dddd11ze/v0008/++yz+r9XF1988a233trc3rZt27Zy5Uq5XqLr1avXXXfd1dz0uHPnznfffTdQb7G0zp0733fffeHfGR68MFtYWHjXXXft2bOn9i5JkiZNmvTiiy+GHkgfxUEcUeD1epctW7Zjx44627t06XL77bdHZLB6DUmWTVUVpvIyc0WZuazUVF6q9bX2Er3fZHZk5zqzc5057apt6eFP/cAVeITGFfhEwBX4BMEV+LjjCjySHAFeZWRZvuWWWz7//PMG93bq1GnDhg3B/6iFqXa+MhgMrQzwr7766vHjx4M/m7Sa/jbroAzboIy0bEOzb28OGE2VuXmOdvmOnLyIDI//5z//uX379sb2Dh8+fMyYMeH3tn79+nXr1jW2t3///s2aK+7rr7+uf0amRrdu3WbMmBF+bwcOHFi8eHFjv/Dt2rWbNWtW8OdwYtvp06dHjRq0lqtJAAAgAElEQVR1+vTpBvdee+21S5YsCb+2xiRCzlcUZdGiRT/88EODezMzMx944IFWzhUX+ukNLqelzG4qtVvK7OZW53m/weDKbufIaefMzXM3FeYJ8AiNAJ8ICPAJggAfdwR4JDmG0KvM8uXLG0vvQojjx4/PnTt33rx5oTuJUlj6/vvvjx8/nmnQX5JhG5yR1j/NamzmTHKKVuvMzHHkta/KzXOnZ0Zw6ni73f7111+HaLBly5bhw4eHuZK2x+PZsGFDnY1ffPFFzc/btm0bN27ceeedF/xn6DdcUZQPP/wwRIMjR44cPHiwV69eIdrUDmCjR48O/efdoEGDpkyZEqJBbc8//3xj6V0IsWbNmjVr1lx77bVh9taYxgJkLIP9jh07GkvvQojS0tK1a9e2YNb9cEmSN8XqTbGKjl2EEEJRjE6HpazEXGq3lJaYyko1ct3xFKHpvF7bqeO2U8eFEH6DwZnTzpmT58jNq7a18IYRAAAAxB0BXmX+8Y9/hG6wbNmy3//+9/VHNUc7CBkclaZvvnq9z7k9rZbmxm6PNdWR16Eqr70ju53cinW/QtiwYUPoIRiKonz22WcNrlRfP1v+4Q9/2LJlS+je/vCHP7z11luN9SBqHZHvvvvO19SM5Rs2bAgG+CavlO7YsaPJizN/+ctfwgzwDofjo48+Ct3mH//4R+sDfGNiGez//e9/h26wY8eO66+/vjVL0zWDJHmsqR5ralmnrkIISZbNFWXm0pIUe4mltNjgaN6VH53Xm3byeNrJ40IIv8lclZPnyM1ztMv3WaI2oAAAAABRQIBXme+//z50A6fTeejQoT59+oiYXL00VVWmnfjJduJnc0VZr4xmDHSXtTpnbrvKvA5V7dp7rWFd926NmoH9IXzyyScPPvhgOL19+eWXTbbZu3dv6AY10fTFF1+sffW+sd7++Mc/hlPbxx9/3GSbEydOhNOVEOLAgQPepuZO37lzZ5i9RVCTJzJa8Mvf5C+Jx+M5e/Zs+/btQzeLBkWjcWVkuTKy7N16CiF0nmqLvdhSUmwtLTaX2aV6kx2EoKt2Zxw/mnH8qBDCY7U52uVXtcuX2rdXWrEoIAAAAGKDAK8mgUAgxA3qQ4cODf5w5swZqzW6a6oZnI704z+lHT9qrmjerUd2RSg9elbldXTmtJO12iiVV5/H46mzpX5m7tatW5i9hXPnW/hTCYRzW2n9+htTVlbWZBu/3x9mb+HUVllZGWZvsRTmTd01OT8QCDR5qkII4Xa7W1VWhPiNpsr2nSrbdxJCaOSAqdRutRdbiotS7MXNunPe6Kg0Oiqzjvyg/Hubc+YsRcs3AgAAQELjzzU10Wq1v/71r5tcmDp66V1X7U4//lP68Z8spc2YUMqvKHsrnV+XVXxdXtnl4l/d0G9glMoLobCwsMlL4uHPMR7ONIFpaWlh9hbOsnMWiyXM3sJZ2s1gMITZWzhTvKh6GpjaOX/37t11TljUnBSrEe1TYy0ga7Su7FxXdq7oeb6kKKaK8pSSopSSs9biovBXapTz2pPeAQAAEh9/scVBa0a2FxQUhA6iVqu1xeuQN0bj99tO/Zxx7Kj17OnwF4Gr9Pu/Ka/6qrTi2/JKZ+CX1dHGDRgQ2doaVP/q67Bhw5oM8FdddVWY/Y8ePXrz5s2h2wwePDjM3saNG/fuu++GbtOvX78we5swYcLLL78cuk34q8Gfd955Npst9DX28F9pghs8ePDatWtrb6kzTCMnJ2fgwIHHjh2LbV3NoEiSOz3DnZ5R0r2XUBRTZYW1uCil+LS1+KzWG2oQR+CcgpgVCQAAgBYjwKvMZZddFjqIXnrppZpmzv3eKEWxnj2TeazQdupnTdiDrs94vNvs5dvLK/dWOgP/nfZtNlunTp0iU9t/a3K89EMPPfTmm2+GGDpuMBjuvffeMJ9u8uTJzzzzTIjR1BqN5tFHHw2zt2HDhmVlZdnt9sYaSJL01FNPhdnbOeec07Vr19AniR5//PEwezMYDJMnT3799ddD1DZt2rQwe0tw06ZNqxPg6zfQaDR1ftkSYQG8hklSdVp6dVp6SfeeQlHMFWXWs2esZ8+klBTV/zj7uhDgAQAAVCBCSQ+x0qNHj/rDemt07dr1iiuuaP2zGB2Vefu+7/3phwVfbEz/uTCc9O6x2s72umB+QHf7d/vfPHZqV4WjTnrXaDSRTXpda2mysc1me/755xvbK0nSn/70p/CHqet0ugULFkiNr3L3+OOPN2scxNtvvx3itMtdd/1/7d15fFNV3sfxc9M0aei+AIVSoNC9LFrKPuwOCAIyoANVUQQXZMTRRwd5lFFUFIfFAReQBx5egiDgCwUEanEBHLEItkAZlgFKC4UKbSHQ0r1N8vxxHzudLmm65eY2n/df8dyTm9/tJSbfnHvPecL6GnLVbNmyxdXVta6t48ePb9A/khdffNHK+P+f//znvn372r43RzZ8+PAnnniirq0DBgx49tlna7aH/KeWLLAJJKnYxy83PDrjdyNPT5yaNnxMdnSvIv+2FkkSQph0OnOgAjPzAQAAoKFcFi5cqHQN9uAgU0/Jbt9u2MRv1UREROj1+szMzKrjyRqNpn///g899JDttzfX5Go2e2ekBaYc7vDPY+43clzqW9tMCFHq4Xmze8Svd/fL7nFXQbsOXXr0LCsrq3mNsYeHx5w5czp16tTo2oQQISEhvlU09OmxsbHBwcH79+83/eeU3QaDYdWqVQ1d3zs8PLxXr1779u2rtgKcTqdbvHjx7NmzG7S3oKCgYcOGJSQklJT8x03LLi4u8+bN++tf/9qgvfn5+Y0fPz4hIaGgoKBqu0ajmTFjxkcffdSgvel0ukmTJmVnZ589e7bqUnw+Pj4LFy587rnnrPyQoTojR4708PBITk6uOqGdVqudPn36qlWrDAZDvXuo+k+0ie/0liJJ5W3cC9sGGkNCb4ZFFvu3LfRr69Y9VOmyamcwGOTftuqd+wMtSq/XS5Jk+2yaaAlt2rSRJMlisTjUVxon5ObmZrFYbJn3FC1EkiR50MVsNlf74mQ724dtAEcjWV8cu9W4efOm4xxps1xzW1JScvbs2evXr5vNZn9//4iIiEZk2v9nsbjfzPW7lOZ99bKNl8qXt3G/3alLXueQIh+/mltLS0sPHjx48eLF8vJyb2/vuLi4Hj16NLI2m6cTt5HZbF63bt23336bn5/v4+MzduzYRx99tCk3HWzatGnv3r1Go9HT03PEiBFPP/10U9YJ37lz51dffZWTk9OmTZsBAwbMnj27KR8w33333WeffZaVlaXX6/v27Tt37lwfH59G7y0zM3P//v2ZmZk6nS4qKmrUqFEOOKNbs8jLy/v+++8zMjLMZnNgYOCIESOa+NuTcOQr7YUQzf0ua0a+vr4uLi5CiBs3GjBxJpqdl5eXJEm2LEuBluPv7y9JktlsNhqNStfi1Hx8fEwmky3r0aCFSJIkTydcUVHR6N/KVT0FL5wcAV4BjvNVXlta4nvpol9Gmr7AppXATDpdXlCXW11CCv3biZYcd3XYOGEH3t7e8gXwRqPRbDYrXY7z8vDwcHV1tWVZvgZxnLd/VQ77jiPAOwgCvCMgwDsIArziCPBwckxip1YXLlw4ePBgbm6u2Wz29vbu27fvgAEDbH2yxeKRc80vI8371yuSDRHRotHkBwbd7hyS36GTpcUWb68rQuTn5+/atevYsWP5+fnt27cfNGjQmDFjrNzjrV4mk+mbb75JTk6+du2al5dXVFTUxIkTG39hhTM5e/bs3r17L168KIQICQkZN25cUy76SE9P3717d3p6ujwCP3r06Ga8z7/y37ljJnkAAAA4MkbgFdDEL+6lpaUffvjhr7/+Wq3d3d199uzZHTtam4zKpbTU/3KaX/oFXYFNvxwX+/rf6tLtVnCISa9vfMVWWR/627p16yuvvFLtd+4uXbqsXr261cydJktNTZ09e3ZaWlrVRnd394ULF86YMUOholSgoKBg3rx527dvr/YGv//++5cvX+7t7d2gvZWVlb3++uvr16+vdu3DiBEjPvzww2ZfoFHmCEmeEXhYxwi8I2AE3kEwAq84RuDh5AjwCmjK93WLxfLWW2/V9S1Kq9XOmzdP/p9aNW1u5gZcPO+ddVn6zyncanW7vOK7XOPhkvJJTz/T0AhkI1sCw4YNG1566aVaNxkMhh07dvTp06e561LG6dOnJ0yYUNe3gTfffNP2Je6cSnl5+QMPPJCUlFTr1ri4uJ07d+pt/u3JYrHMnDlzz549tW4NDw9PSEhoobeDUDrGE+BhHQHeERDgHQQBXnEEeDg5lpFTmT179lj5ClVRUfHJJ59UbdGYKvwy0sK+3RN6INEnM916ejcL8fOt/DfOXYpPOb3m8q8ns3N3797dXJWLBi78dv369ddee62urcXFxS+88EKruUX8xRdftPJVYNGiRZmZmfasRy02bNhQV3oXQiQnJ69Zs8b2ve3evbuu9C6EOH/+/LJlyxpWX0M4+kJ0AAAAcAAEeJX55ZdfrHe4du2avNKPrrCgw8mUyL1fdEo5bMirZyKuX0tK12deeyjl9F//lX7IeLvit6sVUlNTm756U+OSyRdffGH9pc+ePVvvX0MVzpw5k5KSYqVDWVnZ1q1b7VaPimzcuLGJHRrUecuWLeU2rK3YRMR4AAAA1IVJ7FSm3jhtsVhuH0/uby73unZV1HfXQIXF8pMxLyH75on8AnNtnc1m85UrVyIiIhpaZ9MTSHJysi19+vfv38QXUpyNR2qHStSluLj47Nmz1vtcvnz5xo0bNl4mZ/1nFCFEXl5eWlpaVFSUrSU2gfwOcoTb4wEAAOA4CPBqUlFRYeVOfldJGtnW9w+BbbtfTa93V2UensZuYS9v3f5rXj0LyDVoBL4ZRw5tudmy0Tc+ORRbjqLZFzNrBWz8m9y6dcuWAF9eXl5QUNBcL9pciPEAAACoigCvJlqtVpJqmXfQ21U7sX3AxMAAH9d6TqhFku506HSzW/id9h2EJFXo9whRT4B3d3evt7CWuOLXluXT/Pz8mv117c+Wo2gdR9q8/Pz8an07VFPrnI41ubq6enp61jspkSInghgPAAAAGQFeZdzd3auOEwYb3KZ0CLinrZ9eU890BhV6t5shocZu4eVt/h3Iu3btmpOTY+VZWq22c+fOdW1t0Tt1+/fv/9VXX1nv069fv5YrwG5sWQ9vwIABdqhEXdzc3Hr27Hny5EkrfUJDQ22P3P369fv++++tdPDz8wsNDW1Aic2KGA8AAAAmsVOZQYMGyQ96eLq/GdltXe+I+9oHWE/vRb7+mX0Hnx03ObvH3VXTuxBi4MCBkiRZee7dd9/t5uZWrdE+02VPmTLFy8vLSoe77rorNja2RWuwj4iIiMrTWiuDwTB16lS71aMijz/+eBM7NKjzo48+qtUq/KMnU9wBAAA4MwK8yowZPXpMl04re4T9vUfYQF8vTd3x26LR3OockjZybNqocbe7dLO4uNTs07lz55EjR9a1h4CAgAkTJlRtsWd48Pf3X7JkSV2/L3h5ea1cudL6rw8qsnz5cisDxe+8807Hjh3tWY9axMfH//73v69r69ChQxsU4MeMGTNt2rS6tvbu3fuFF15oWH0thhgPAADgnFwWLlyodA32UFxcrHQJ/9a4qdcks9k3M6Pz0Z+G6jRt9TorPU2uOmO3sMz+Q251DS03tLG+29DQUL1ef+nSJdN/LhEfGRn5+OOPe3p6CiFCQkJ8fX1tuSm9eUVHR0dFRSUlJVWbSC8mJmbTpk0xMTF2rqfl+Pn5jRkz5tixY9evX6/WvmLFCobf66LRaMaPH5+fn3/y5Emz2Vy1ffr06R988EHN60esGz16tNlsPnbsWNW3gyRJkyZNWrdunfx2cBy+vr7NNY+j/d/dNjIYDBqNRjRwNk00O71eL0mSvEYplNKmTRt54g+H+krjhNzc3CwWS1lZmdKFOC9Jktq0aSOEMJvNJSUljduJvAdAjeqfAqp1uHnzpuMcaUPvYtWYKvzSL7Q9f8a1uJ6vsCVe3jfCom537maubbzdisLCwlOnTuXk5JhMJk9Pz4iIiE6dOokWvsvdRiUlJfv27Tt27FhBQUFAQMCgQYOGDh3aasbeq7JYLElJScnJyTk5Oe7u7lFRUWPGjOEDxhZXrlz5+uuvL168KIQICQm59957u3bt2ui9ZWdnJyQkZGRkmM3mwMDAe+65JzIystlqbQFNvzHeEd7ptfL19XVxcRFC3LhxQ+lanJqXl5ckSbYsDoKW4+/vL0mS2Ww2Go1K1+LUfHx8TCZTvZOeouVIkiTPUFtRUdHoH7JtXGIWcEAEeAXY/m3bpaLCN+NCu3OntSX1/NxeFNAuJyImPzBINCHZ6nQ6V1fXwsJCh/027wy8vb1dXV2FEEajseqoMuzMw8PD1dVVRQv4NSXGO+xbngDvIAjwjoAA7yAI8IojwMPJMQu9g3IpKw24cDYg7ZxLubVrtCwaze2gLjfCo4p9bVorq16RkZF8M1CKxWI5fPhwcnJydna2p6dnZGTkmDFjDAaD0nVBHUJCQhqa4cvLy8+cOZOZmXn58uV27doNHDhwyJAhrfLyFgAAgNaBAO9wXEpLAy6eC7hwtp7o7uKS16lLdlSvUo/muS83JCSEq7UVdOHChTlz5pw4caJqo5+f3+LFiydPnqxUVVCXBi01d/LkyS+//FIeRPrxxx/lxpiYmFWrVkVHR7dckQAAAGg0ArwD0ZaWtD132j/9vKaiwko3k15/o3vEje6RJr2+WV7XYa+edR5paWnjx4+vee2D0Wh8+umnCwsLp0+frkhhUCNbYnxKSsqWLVtq3lh0+vTpCRMm7N69mwwPAADggAjwDuH/o/vF8xqTtehebjDkhscYQ8LMzbQYNdHdQbz44otW7lx49dVXR40axUpyaBArV9QXFBR8+eWXdU0Lkp+f//zzz+/bt49r6QEAABwN68ArzKWstP2ZkxGJO9ueP2MlvZe1cf+1d9y5sX+4ERbVLOmddaQdx/nz55OSkqx0KC4u3rZtm93qQatR13v82LFj1tfdOX78+PHjx1umKAAAADQeI/CK0ZaX+Z873TbtnKai3Eq3Ei/vnMieecFdLc03GkZ0dyhHjx6tt8+RI0fsUAlan1ovp7flJvmjR4/Gxsa2VFkAAABoFAK8AjQVFQEXzwX865TW6jR1Jd4+ueExtzuHEN1bN1um/b9586YdKkFrVe1y+qKionqfwj85AAAAB0SAtyvJVOF6IiXypx+0pdauXy328cuJ6pXXsVNTFnWvhujusHx8fOrt4+vra4dK0IpVHYq3Zb0J/skBAAA4IO6Bt6/yCl3SP6yk9xJvn8wBQy+MGpcXFEx6dxJ9+vSpt09cXJwdKkGrJ/+voHPnzvX25J8cAACAAyLA25XFza08bkCtm0q8fK70HXz+nvG3O3Vp3uhOendwMTEx1jO8TqebOnWq3epB6xYSEhIbG6vT6az0iYqKIsADAAA4IAK8vZXF9a/Qu1VtKfH0yhww9Pzvx9/q0o3o7pzee+89T0/Purb+9a9/7dKliz3rQet21113jR07tq6tBoNh5cqVGg2fDgAAAA6Hr2j2ZnHV5UTEyI/L27hfjR1wYfTE5h11F1wzrzbR0dE7duwIDQ2t1u7u7r506dLZs2crUhVasccee+zBBx90c3Or1t61a9cvvvji7rvvVqQqAAAAWMckdgowhkb4XL18q2t3Y9dQSwsMc5He1ah3796HDh3at2/fL7/8kp2d7eHhER0dff/99zOXGFpIfHz8uHHj9u7dm5mZ6evr265du0GDBt17772urq5KlwYAAIDaEeAVYNa4pI2s8/rVpiC6q5qLi8u4cePi4+PlBGU0Gs1ms9JFoTXz9vZ+6KGHlK4CAAAAtiLA24/RaPz222/T09O9vb0DAgIiIyOt3PbcCKR3AAAAAGjFCPD2UFFRsWzZso8++qikpEQIMWTIECGEVqsdMmTIvffeq9U29SwQ3QEAAACg1SPAtziLxTJnzpwdO3ZUa6+oqDhw4EBOTs6MGTOaMuEz6R0AAAAAnAGz0Le4HTt21EzvlU6fPn3kyJFG75z0DgAAAABOggDf4tatW2e9w6FDhxq3Z9I7AAAAADgPLqFvWWVlZSkpKdb7XL9+vbCw0N3d3fbdEt0BAAAAwNkwAt+ybFwJrKCgwPZ9kt4BAAAAwAkR4FuWt7e3Ld0MBoONOyS9AwAAAIBzIsC3LIPBEBERYb2Pj4+PjQvCk94BAAAAwGkR4FvcQw89ZL1Dv379JEmqdz+kdwAAAABwZgT4FvfEE0/ExsbWtbVDhw4jRoyodyekdwAAAABwcgT4FqfT6bZu3Tp69Oiam8LDw59++mmdTmd9D6R3AAAAAADLyNmDr6/v5s2bjxw5snv37rS0tG7dugUEBPTo0SMsLMz6E4nuAAAAAAAZAd5++vfv379/fyFERkaGLf1J7wAAAACASgR4B6Xq9G42m5OTk1NTU4uLizt06DBo0KCgoCCliwIAAAAAdSPAOyJVp/d//OMfL7/8clpaWmWLRqOZPHnyO++84+vrq2BhAAAAAKBqTGLncFSd3nft2vXggw9WTe9CCLPZvH379vvuu89oNCpVGAAAAACoHQHesag6vefk5Dz//PNms7nWrRcuXFiwYIGdSwIAAACAVoMA70BUnd6FEJs2bSooKLDS4YsvvsjJybFbPQAAAADQmjjLPfCSJCldwr/VWowjpHfpN417+k8//WS9g9lsPnz48KRJkxq3f2fTlHOB5sIpcBCcCEfAWXAQnAhHwFlQUNU/PicCTshZAryvr6/jvMNrjkJHRUUpUkmt/P39G/fEmzdv1tunsLCw0ft3Nsz55wj45+ogOBGOgLPgCDQaDSdCcVqtVq/XK10FhFar5e0AJ+QsAb6wsFDpEv6ttLS06n+GhoZav/LcbnQ6naura6P/Vu7u7vX20ev1DnKwDstgMLi4uAghCgsLLRaL0uU4L71e7+LiUlRUpHQhTq1NmzYajUYIwf83lOXm5iZJUnFxsdKFODV3d3dJkiwWi0N9pXFCBoPBYrGUlJQoXYjzkiRJ/s5pNpsb/THt4eHRrEUB9uMsAb60tNRxslB5eXnl45CQEMf5DNBoNFqtttH19OjR4+jRo9b7REZGOs7xOiY5NwohSktL65oREHag1Wo1Gg3/XJVlMBjkB5wIZel0OkmSOAvKkhML0VFxbm5uJpOJs6CgqgG+0SeCAA/1YhI7JTnCfe/N6I9//KP1+xR69uwZExNjt3oAAAAAoDUhwCumlaV3IUSfPn0ee+yxurbq9folS5bYsx4AAAAAaE0I8Mpofeldtnjx4ieeeKLmOHzbtm03b94cFxenSFUAAAAA0Ao4yz3wsA+tVrt48eLp06dv3bo1NTW1qKioY8eOQ4YMmTZtGvcaAQAAAEBTEOAV0FqH3ytFR0e/+eabSlcBAAAAAK0Kl9ADAAAAAKACBHgAAAAAAFSAAA8AAAAAgAoQ4AEAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACBHgAAAAAAFSAAA8AAAAAgAoQ4AEAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACBHgAAAAAAFSAAA8AAAAAgAoQ4AEAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACBHgAAAAAAFSAAA8AAAAAgAoQ4AEAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACBHgAAAAAAFSAAA8AAAAAgAoQ4AEAAAAAUAECPAAAAAAAKkCABwAAAABABQjwAAAAAACoAAEeAAAAAAAVIMADAAAAAKACWqULsBONRmM2m5WuQgUsFoskSUpX4dQKCwvlU8C5UBynQHF37tyRTwEnQlkWi0VwFpSWn58vP+BEKMtisfDpoLi8vDzBxzSclSR/KgNwEE899dSxY8eEEN98842fn5/S5QBKmjx5cmZmpkajOXr0qNK1AAobOnRoUVFRu3btEhISlK4FUFJRUdHQoUOFENHR0Rs3blS6HMDeuIQeAAAAAAAVIMADAAAAAKACBHgAAAAAAFSAAA8AAAAAgAoQ4AEAAAAAUAECPAAAAAAAKsAycoBjOXPmTEFBgRDi7rvvdnV1VbocQEknT54sKSkRQvTr10/pWgCFJScnm81mV1fXu+++W+laACWZzebk5GQhhLu7e0xMjNLlAPZGgAcAAAAAQAW4hB4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACACmiVLgCAEEJs27Zt8+bNtW5avXp1UFCQnesBFHfgwIF9+/ZdunRJr9eHhIRMmzYtMjJS6aIAu3rkkUfy8/OtdHjvvfdCQ0PtVg+guKysrG3btl28eDEnJycwMDAiImLatGkBAQFK1wXYDwEecAjXr19XugTAUZhMpiVLlhw+fFgI4enpWVxcfOzYsePHjz/33HOjRo1SujrAgWi1fJGDE0lKSlq6dKnJZNJqtT4+PlevXr18+fIPP/ywcOFC1pOD8+D/+4BDkAP88uXLg4ODq23S6/VKVAQoZuvWrYcPH27Xrt38+fO7d+8uhNizZ8/atWs//vjj3r17M9IC57Fu3bpa28+cObNw4cK+fft27drVvhUBirl169b7779vMpni4+MfeOABV1fXkpKS9evXJyYmLl++fPXq1XxfgpPgHnjAIcgBPjg42K0GSZKUrg6wn9LS0r1797q4uCxatCg0NFSSJEmSJkyYMHjw4NLS0qSkJKULBOyn5ieCm5ubi4vLunXrPDw8/vSnPyldIGA/qampRUVFkZGR8fHxrj7E6kIAABRxSURBVK6uQgg3N7fZs2e3a9fuxo0baWlpShcI2AkBHlBeWVmZ0Wj08fFxc3NTuhZAYQcPHiwoKOjbt29gYGDV9ieffPJvf/tbnz59lCoMcBCff/751atXn3zyST8/P6VrAewnKytLCFHtQkWNRtOpUychxNWrV5UpC7A7LqEHlJednW2xWKrFFcA5HTlyRAgxYMCAau1+fn7EFeDy5cvbt2+PjY0dMWKE0rUAdtW+fXshxPnz5y0WS+XFiWVlZRkZGUIIvkTBeRDgAeXJ18/7+Ph88cUXBw8ezM7ODggICAkJmTJlSrdu3ZSuDrAreRSlbdu2ly5d+vHHH8+fP+/i4tKtW7fRo0fz/Qz4n//5H7PZ/NhjjyldCGBvQ4YM2b17d0ZGxt///vepU6e2bds2Kytrw4YNt27d6t27d69evZQuELATyWKxKF0D4Ox27969du1a+bFWq/Xy8jIajUIIFxeXxx9/fOLEiYpWB9jVtGnTioqKHn300W3btpWWlla2u7m5PfPMM4w6wpmdOHHitddeGzJkyF/+8helawEUUFBQsGzZsmPHjlVtHDFixJw5c5jBDs6DEXhAefIIvIeHx3PPPRcXF6fVagsLC7du3bpr167169dHR0ezzC+chxzaN27cGBMTM3369JCQEKPRuHv37oSEhA8++CAsLEy+3RFwQhs3btRoNPHx8UoXAijj8OHDZ8+eFUL4+voGBARcv379zp07x44dS01N7devn9LVAXbisnDhQqVrAJydn5/fgAEDpk2bFh4ertFohBA6nS42NjYrK+vSpUt5eXlDhgxRukbATj7//HOz2dylS5clS5a0b9/e1dXVy8srLi7u119/zcjIyMvLGzx4sNI1Agr4+eefd+3aNWjQoHHjxildC6CAH374YcWKFQaDYf78+X/605/GjBkzZcqUwMDApKSkf/zjHzExMfJN8kCrxyz0gPJCQkJiY2Nrrm49ZswYIUR6eroSRQHKkNdiGDdunIuLS9X2e++9VwjBQkFwWgkJCUKIUaNGKV0IoIxPP/1UCPHUU0/FxcVVNo4YMSI+Pt5kMm3evFm50gC7IsADjkv+LdloNDJXBZxHu3btRG3zCcvtubm5vB3ghHJyclJTU319fWNjY5WuBVBAXl5eTk6OEKJv377VNskXz6elpfHpACdBgAcUVlRUtHv37r1799b84Llx44YQonPnzpXLpQCtnjzjgzwxRFW5ublCiI4dO/J2gBP6/vvvLRbLsGHD5NusAGdjMBjkf/wmk6napoqKCiFEmzZt+HSAk+BjAFCYwWD4/PPP16xZU21WVSHEgQMHhBARERFK1AUoY+zYsUKIffv2mc3mqu3fffedECIsLEyZsgBFHTp0SAjRv39/pQsBlKHT6YKDg4UQP/30U7VNSUlJ4rcffwFnQIAHFCZJ0n333SeEWLFiRWpqqtxYUlKyefPmb775xtPTkwmH4VS6d+8eFRWVnp6+dOnS/Px8IUR5efmWLVu+//57vV7P2wFO6ObNm1euXHFxceEHLDizqVOnCiHWr1+/f/9++RfeioqKr776avv27RqN5oEHHlC6QMBOWAceUJ7JZNq4ceOOHTuEEJ6engaDQb7R19PT87/+67/69OmjdIGAXV29evXll1++c+eOJEkBAQFGo9FkMun1+meffXbYsGFKVwfY2/79+1esWBEeHr5s2TKlawGU9Mknn+zYscNiseh0Ol9f3xs3bphMJhcXlxkzZtx///1KVwfYCQEecBS//PLLnj170tLSysvLO3fuHB4ePnXqVG9vb6XrAhRgNBq3bduWnJycl5cXGBgYGho6bdq0mjPbAc7g73//+4EDByZNmjRz5kylawEUdu7cuZ07d16+fDk3NzcwMDAkJOTBBx+Ur64HnAQBHgAAAAAAFeAeeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8ADi169evv/rqqxMmTIiOjjYYDO3atevdu/eMGTMSExMrKiqUrq4eJpNJkiRJkpYvX15v5/j4eLlzXl6eHWqzG09PT0mS3n77baULAQAALU6rdAEAAGVUVFS8+uqrH374YVFRUWVjSUlJbm7uyZMnN2zYEBcXt3Xr1u7duytYJCpdvXo1KytLq9X26dNH6VoAAIAyCPAA4KRefvnl9957Twih1+vj4+PvuuuuoKCgnJycjIyMbdu2XblyJTk5uW/fvqmpqcHBwUoXC7FmzZpFixYFBATk5uYqXQsAAFAGAR4AnNGePXvk9N6rV6/ExMQOHTpU3fr2228vXrx44cKFt27deuyxx/bv369QmQAAAPg37oEHAGe0evVq+cFXX31VLb0LIXQ63euvv/7AAw8IIQ4cOJCSkmLv+gAAAFADAR4AnNHJkyeFEBEREV26dKmrz0MPPSQ/SEpKaq7XLSgoMJlMzbU3R1ZeXl5UVGSxWJQuBAAAtB4EeABwRvIM84WFhVb6DB48eP78+fPnz+/du3e1TYWFhUuXLh04cKC/v7+np2fv3r2feeaZc+fOVev20UcfSZLUs2dPIcSGDRvCw8M9PT21Wm3btm1Hjhz5ySefmM3mWl96//79s2fPHj58eGBgoKenZ3R09IQJE3bt2lVX/5Zj45GK32aD37t3b0FBwZNPPunv7+/u7u7m5hYTEzNr1qxLly7Vuv8jR45MnTq1Y8eOBoMhPDx8/vz5BQUF586dkyfMz87OFkI888wzkiQtWrRICHHjxg1508qVK2vuLTExcdy4ce3btzcYDDExMY8//nhGRkZz/jkAAICyLAAA5zNkyBD5U2D58uUNfe7x48c7depU8wNFkqR33nmnas8PP/xQCNGjR4/XX3+91s+gYcOG5eXlVX1KWVlZfHx8XZ9ZY8eOraioqOxcudDdsmXL6i172rRpcufbt283+5FaLBYPDw8hxLZt2+66666aT9Hr9UlJSdWesnTpUo2m+i/pPXv2/Prrr+XH169ft1gss2fPrrnDFStWVH3dt956a/78+bW+7uHDh208XgAA4OAI8ADgjD755JPKjDdy5MgtW7bcuXPHlifm5OT4+vrKT5w6deqaNWu2bdv2l7/8xdvbW25cvHhxZWc5wBsMBkmShBBxcXFvvfXWp59++vzzz1feeD9p0qSq+3/33Xfl9vDw8KVLl+7YsePLL7989913w8PD5fb33nuvsnOLBvgGHanltyDdrVs3IURUVNSqVat+/vnnvXv33n///XL/kJCQqv137twpt3fq1GnBggXbt29/++23e/ToIYRwc3OrGuBlCxYsEEIEBARUq1N+3dDQUCFETEzM6tWrjxw5kpCQMGnSJHknYWFhthwvAABwfAR4AHBGZrP54YcfrjpU6+rq+rvf/e7111//4YcfSktL63ri3LlzhRBarXbnzp1V2zMyMiIiIuS4funSJblRDvCyWbNmlZeXV/bPysqqXM/8yJEjle3yPfmRkZH5+flV95+Xl9e1a1chxMSJEysbWzTAN+hILb8FaSHE8OHDqxU/efJkedPFixflFrPZLGf1qKioq1evVva8c+fOPffcU/lHsz3ACyFGjBhR7VeYytet+hIAAEC9uAceAJyRJEmbNm3asGFD//795Zby8vJDhw698cYbw4YN8/X1HTt27LZt28rLy6s+69KlS2vWrBFC/PnPf64cWJZ17dp11apVQoji4uK1a9dWe7nOnTuvXr1aq/332qUdO3bcsmWLi4uLEGLhwoVyY2lpqdls7tSp05w5czw9PavuwcvLa/jw4UKI9PT0ph9+vRp9pC4uLh999FG14p988kn5QVpamvxg+/btp06dEkIsWbIkKCiosqeHh8eqVavkCxYaRKPRfPDBB5VhXvboo4/KDy5evNjQHQIAAAdEgAcA5/Xoo4/+/PPP6enp69ati4+Pb9++vdxeVFSUmJg4bdq0sLCw48ePV/ZPSEgoKysTQjz//PM19zZy5MiwsDAhxE8//VRt0/PPP+/q6lqtMSws7MEHHxRCHDx40GKxCCH0en1mZuaVK1fk0e9qcnNzG32kDdXoIx00aFB0dHS1xsqp/i2/TUq/b98+IURwcPC4ceOqdQ4LCxs1alRDC/7d734XExNTrbFz587VXhcAAKgaAR4AnF1ISMisWbM+++yz69evnz59euXKlUOHDpUnV7t8+fLgwYPlsWIhxIULF4QQQUFBtU7tJoSQs2tl/0p9+/attf/AgQOFEMXFxdevX6+51WKxZGVlHTp0aO3atQ888MDevXsbeYQN1+gjrbxXv6qaM9XJQ/FRUVE1Nwkhakbxetn4ugAAQNW09XcBADiN6Ojo6Ojo55577syZM08++WRSUlJxcfELL7zw7bffit9iZ1ZWlvVrvI1GY7UW+fb1muQp34QQFy9erJzW7vTp0x9//PGPP/54/vz54uLiph1QIzX6SAMDA23ff12/DtTVbkVwcHBDnwIAAFSHAA8ATic5OVleybzaPHZVRUdHf/3117169bp8+fL+/ftLSkrc3NzkZcnrZTabKyoqqt7xXlcMrryuvqioSH6wZMmSV155xWQyCSF0Ol1sbGxYWFhERMTgwYO3bdu2fv162w6xqZr9SKuRf5ioq3PVHdpInk0AAAC0blxcBwBOJzEx8ZFHHnnkkUeuXbtmpZuXl9fYsWOFEGazOSMjQwgREhIihBg4cGC9U6RWi6CXLl2q9SUqJ3WTrwDfv3//yy+/bDKZevTosXv37vz8/JSUlK1bt77xxhujR4/W6XTNcPC2afSR2khe9e3q1au1br1y5UpTigcAAK0VAR4AnI6cToUQSUlJ1nv++uuv8gN/f38hhLx8Wnp6el2ToplMJpPJZDabq7WnpKTU2v/o0aNCCJ1OJ0+3Jq9ObzAYvvvuu/Hjx+v1+qqdKxeNs4NGH6mN5Dnwzp49W+v+z54927jdAgCA1o0ADwBOZ/jw4XI2/u///u+SkpK6ul27du3gwYNCiJiYmHbt2gkh5JXbs7Ozv/rqq5r9b9y44evrq9VqX3vttWqbVqxYUTN+p6enb9myRQjRv39/ebo1eUS6W7dulfPhV7JYLMnJyQ06zKZo9JHaKC4uTgiRmZmZmJhYbVNGRsY333zTuN0CAIDWjQAPAE4nKCjoiSeeEEJcuHChT58+tQbjq1ev3nffffn5+UKIypg6ceJEeT75mTNn/vDDD1X7l5WVzZw5886dO5IkPf7449X2lpGRMXfuXPnOdll2dvbDDz8srzP/5ptvyo3yheUXL17Mycmp+vSSkpK5c+eeOHFCCFF1J7UqLy8vLCwsLCwsLS2t7y9Rp0YfqY1mzJjh7e0thJg3b17V++2LiormzJlj5RjrPXwAANCKMYkdADijxYsXp6Sk/Pzzz2fOnBk4cODo0aP79esXEBBQUVFx7dq1U6dOJSYmylnxpZde+uMf/yg/S5KklStXDh482Gg0/v73v4+Pjx84cGBwcPCFCxfWrFnzr3/9SwjxyiuvdO/evdrLGQyGjz/++MSJE5MmTeratWtKSspnn32WlZUlhBg3btzw4cPlbuPGjVu7dm1JScnIkSMXLFgQHR1tNBpPnjy5cuXK9PR0d3f3wsLCc+fO7du3b9CgQZ6enrUe2vvvv//SSy8JIWbPnr169eqaHTZu3NimTZu6/jJhYWFDhw5t9JHayMfHZ9WqVQ8//PCpU6cGDBgwa9asXr16nT9/ftOmTampqf379z9y5IgQoupt//LN9rdv396xY0d4eLifn1/lvP0AAMBZ1Ds9DwCgVbp9+/bMmTOtzJqu0Wjmzp1bUVFR7YnfffddUFBQXf2r9vzwww/lTV9//bWPj0/NpzzyyCOFhYVVnzJr1qxa9zxv3rzPP/+8smXSpEkWi6Xysvxly5ZV7mHZsmVy4+zZs6vuedq0abZ8LM6YMaMRR2qxWDw8PIQQCxYsqPmnlgO/ECIxMbFq+8aNG93c3Krt/Nlnn125cqX8uKSkpLJztYv5V6xYUfV1Fy1aVPN15WsWhBAHDx6suRUAAKgOl9ADgJPy9vb+3//939TU1Ndee23gwIFBQUF6vT4gIKBPnz6TJ09+8803z58///7779dcn2zUqFH//Oc/582b17NnTy8vL09Pz9jY2BkzZpw8efL999+v9bWGDBly+vTpuXPnduvWTa/X+/n5DRs27NNPP/3000+rDYavW7dux44d99xzT3BwsF6v79q166xZs06cOPG3v/1typQpTz/9tI+Pj8FgkCe9a2mNONIGmT59+k8//TRx4kQ/Pz93d/d+/fpt2rTpgw8+yM3NFUK4ublVncZvwoQJb7/9dpcuXfR6fVBQUEBAQNMLAAAA6iJZ6phfFwCAJvroo4+effZZIURBQYG7u7vS5ajGU089tXbt2h49evzzn/9UuhYAAOBAGIEHAMDedu3a1bNnz549e1Yu1FfJZDIlJCQIIWJjY5UoDQAAOC4CPAAA9tazZ89Tp06dOnVq8+bN1TZt2rRJnt5vypQpSpQGAAAcF7PQAwBgb926dbvvvvv27t27YMGC8vLyKVOm+Pn5paWl7dmz59133xVCxMXFjR8/XukyAQCAY+EeeABAS+EeeCvy8vKGDRuWmppac1N4eHhiYmJISIj9qwIAAI6MEXgAQEvp1KnTPffcI4SoOZU9vL29U1JSNm7cuHnz5rS0tGvXrvn6+vbq1esPf/jDzJkzq84/DwAAIGMEHgAAAAAAFWASOwAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABUgwAMAAAAAoAIEeAAAAAAAVIAADwAAAACAChDgAQAAAABQAQI8AAAAAAAqQIAHAAAAAEAFCPAAAAAAAKgAAR4AAAAAABX4P5PF0YonbFUOAAAAAElFTkSuQmCC)
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,iVBORw0KGgoAAAANSUhEUgAABUAAAAQVCAIAAAD8UPecAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdd2AU1dow8OfMzPaSHkiBEFLovcZIEZCiFIHLBZGiUq5YsOBrxU+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+3aFQiF2OAg5WxP9BmziCgsLs7KyAI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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
![](data:image/png;base64,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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")
![](data:image/png;base64,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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()
![](data:image/png;base64,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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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)
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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y5xg169+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+wCZ3gNOQ7n48vB30dzPM2d3agyY23G3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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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CTxOpq7zdbmcdN6ek0aGin22Gyl52tZB4PN5vV+JhCDwAAALHs+PHjoij+8pe/1Gq1RGSz2QoKCpKTk3/+85+Lovi73/3u22+/3blz58MPPxztSAEiCgk8xDnp6GHt9q1i9dlzf2dMyezvvuYGpW9GSO1odufrv/mKPO7mEq7ReC672nPZVWGMNoR4DhbovlzLZFk9X2JhpPTp67j3p9RiR7qAmN2m37ZJPLSfKYqvhBtNnvGTPBOuIAEzdAAAACA6qqqq0tLSTKZz4y67d+9WFGXixIm+6fQmk6l3797l5eVRjREgCpDAh01CQgLDuOUPGY1GfVTP61I3rONbN577CydiRJyLp0qMH70r5M1ko8cF286y93jhvpbNEBHzenVfb9ZXVQoPzAt75P4pn6+mb7a0LuUkVpyxvPqi+OSfSasNqqGzlep7/+a2ppZlzGHXbdusLz0l/GQ+aTRhCjkeCIKg1+u1QfYtXBxRFLGssauJoigIAvq5q/k+G6CrI8CX16Gfu5pw/vl+J7qac15VVRVkZYvFoqrN4xRUVFRERKNGjWousdvtBoMh1BgAYh0S+LBp+SsGiEiSJFVVlfPjulFwcD81Z+/U8jQxIkVRVyyltAxK7RW4nT07qXAfnU/dWz2k4YcPKNu/okiOw1dUtJO9N/N4lH++RI8+HrgdRaElb9MPs/dm/ESx8vlnNG16Z6OMQ6Iocs6jeUv3DJIkERG6OgJwS0cGbumI8SWW6OeuJp6f6NfVXZ2RkVFUVFRWVpaRkcE5z8/PJ6LRo0f7rq5fv76urq75rwA9BxL4sLHZbJzzaEfRjeh0OpfL5XK5ohWAcfOX/qaSK4p385euW+4I2I55w7pzQ+5tLp0b1N/8pW145P7/MC99x/9MD15dZauuJp3OfzvSwUJDjd+n4Du/tY2/7GK2DIgzycnJbrfb4XBEO5B4xhjT6XREpKpqU1P7T5cgXKxWqyzLNpst2oHEOa1WyxjjnOOW7mq+uZDo566WlJTky+E70dViKKv8pk6dWlhY+PTTT8+aNeu7774rKyvLycnxHSb35z//ecuWLUR05513hhoDQKzDGleIT8xuE89W+K8jnSgO3JAsM7u9w+/i+9PlElyRS+pYXV2ACkQ6P0P050knjgeooapiyYngAwMAAAAIl6lTp44ZM+bkyZN//etfN23aRETz58/3XaqtrRVFcd68eddcc01UYwSIAozAQ3wSmhoD1mEOO5NlLvn7VyDU1RAFnlghVFSqA7JDiO9iBDHRQ6iqDFynsT5gHbGxQQ4qJgAAAIBwEkXxb3/728qVKwsKCjQazbRp08aNO7d70e9+97uUlJTobrQEEC1I4CFOBTNHizEeaKN11W9636JaCFPCLhoL+EyBBbP5nBj4rfFQproBAAAAhJEoijNmzJgxY0ar8oyM0M4SAognmEIP8UlNsAbM4VVrcuCT0hKT2lv8/kOM1N5poUR3ccTA/2yV/gMC1lGTUwLXSUkNJiIAAACAribLmBcIgBF4iFNcp5MHDJSOH/VTxztkWOCGBEFN7SU0HyPf7vdKTAr22LZwkPtlSt+X+KvByH3ppIDteHOHafbt8lfDYFSyIrUuAAAAAKANu92+dOnSvXv3lpaWNjQ0JCcn9+vXb9KkSXl5ebpA+/UCxCWMwEPccl99vZ/17Twh0Tvh8mDacd5657kx+PbmrXNGjiC2sg8j5/SZnPmbFCAPHRXMCgIla4A8KNdPBdc1N/jfIAAAAACg6+Tn58+aNWvJkiUHDhxobGwkotra2sLCwn//+98PPPDA/v37ox0gQBQggYe4pfbq7Zp+D29vgxM10erIu5frgtr7RO3Vx33LdGKsnan0jLmnTFP7ZV10sKHQap2zZneUwyvp/ZxBH97uuvVOZcDAdi4w5rnqWu+oSzsdIwAAAMDFqKysfO6555qamm6++ea33377yy+/JKJbbrnl1VdfnTJlSlVV1bPPPltfH3hHXoA4g+E1iGdy9kD7nJ9rd30rHT8mNNRxxtSUVDl3uHfsRB7KpHfP8FGe9AzDl6vF8nKmyEREoiinpbtvvk1NjsIqcSUjy/bLx43L3xMrK5o3pec6neeaKZ4x44Jvh2u0jhn3Sof2a4v2CRVlzOPhJrOcNcA7/jIlLb1rYgcAAAAI7P3337fZbHfdddcvf/nL5kKNRjN8+PDhw4f36tXro48+WrJkySOPPBLFIAEiDwk8xDlusbivu8l93U0X21BSinPmnDAEFC46neOB+ZIkWa1WInK73bamps60w5g8bKQ8bGSYwwMAAAC4CEePHhUEYe7cue1enT179vLlyw8ePBjhqACiLpYS+M2bN7/++uuvvPJKWlpQO34vW7bsgw8+aPfSa6+91vL8CZfLtWTJkvz8/MbGxoEDB44ZM2bGjBkiDtACAAAAAIiG06dPp6enm83mdq/qdLo+ffqcPHkywlEBRF0sJfAbNmxwuVzB16+oqAimWnV19V/+8hffv//ExMQDBw4cOHCgoKDgySeftFgsnYwVAAAAAAA6KyUlpb6+XlGUdgfVZFk+e/Zsr169Ih8YQHTFRgLvcDiWLl164MCBkF7lS+BfeumlzMzMVpdaHjuxcOHCkydPDh8+/LHHHktNTS0vL3/uuef279+/aNGiX//61xcfPHSaUF8rnjwuNDVyUeS9+sjZg7hGE+2gwkBoatDuzGeVZ5jC1aQkz+ixndsGj8myeOKY3FBHskwms5CW3skF+S6XYfPnYmkpV7ykN8jDR7onXtWZdlRVs/e/muPF5HWTzuAdPMQ7emxn2iESysuk0hLmcpFWJ6elK/2zye/G+x3RHDksHSpk9iaSJCVzgHvCFRQXtxBzOsTjx4S6GiLiScly9iBuan+AAgAAIEYNGTJk06ZNn3322Z133tn26kcffSTL8siRWAMIPU53T+A3bty4fv36kydPut3uUF/rS+AzMzP17e1D7nP48OGioiKz2fzUU0/5xtvT09P/+Mc//uxnP9uyZct9992HB3tRwZxO3cZ1miMHm3doIyIyGF3X3BDbW6OrqmHVf6TjR5pPpBPPnNYcLFSTUpwzZ6sdTBJrl3SgUL9lPXM6lPMlJsbkwbmuG6dxoyn4dgxrP5UOFvq+ZkRks2m/2qz9eqtz2p3ykOEhxFO417BxHSnN4ZB4sli35Uv3LXd6c4cE345QU234YpVQXtZcoiVSk5JdN9+m9OsfQjvlpcZPljKn40I8p77XfrvNM+EK9zU3BN9Ot6Oq2u1btTvzz22mSEREXBS94yZ5rrqOY+EPAADEiwceeGDr1q2vvvpqWVnZnDlzfHPpnU7ngQMHvvjii7Vr10qSNHPmzGiHCRBp3f0YuZKSkvLycp1Ol5CQwEIZgvN4PLW1tVar1U/2TkQ7duwgovHjx7ecLd+nT5+hQ4dyzvPz8zsdOXQac7mMyxZrDh/4QfZORE6H/svVum+/jlJcYWB8/y2p+Ajxc0fKN789oa7GtOhVweXo+KU/oN2Vb1j3acvslIiIc+noYeOH7zKnM9h4VnzYnL3/gKoaVq+QDge7MYxmd77hyzUts3cf5vXqP1uuOVQUZDti9Vnjh2+3zN59hLpa4/Il0snjQbYjlJeaPny3df8Qkcq1323Xf7E6yHa6Hc71az7R5X9zLns/fwMxRdH+d4d+1X9IVaMYHQAAQBj179//6aef1mg0K1asKC4u9hVu2LDhkUceWbNmjSiKTz75ZHZ2dnSDBIi87p7AP/jgg0vOC2lFemVlJec84HZ3x48fJ6KxY1tP9PWV+K5ChOm+2SJUne3oqnb7VvFsZSTjCRfN7nzx7Pl9GVjzH+d5PLqV/wmmHaG2WrdtU4dX62p0W9cH045Yeko8UeyngmHdJ0HF43Lpt25s8TiiNd3nq0mWO7p6Aee6datYR/tcKIr+81XM4wkmJOOny4l3mMpqivYKFeXBtNPdSIeKNEdaPFX54SNN6fhRTdHeCIcEAADQdSZPnvz222/Pnj07ISHBVyKKYkZGxq233vruu+9ef/310Q0PICq6+xT6TvPNn7darStWrNi6dWtlZWVqamp2dnZeXt4ll1zSXK28vJyIUlNbrxz2lZSVtR4JhK7GvF7JfxLCuWbvTmXqrZGKKGy0OwNM6JDKvidZJinAv0rNvt1tx7p/UOHQfve1N3GDwX87+vVr/VcgRdXu2x3wYHntt9v8D/wyRdbuzvdMCrCuXiwvFSvP+GvHbpOOHPSOHOO/HaH0FLPb/NfRf7XJcc8D/ut0Q7q9O4mIiLfO3c/T7t3pHR3g5wUAABBD0tPT58yZ4/t648aNOCUKIM4T+Pz8/Pz8fEmSEhISSktLS0tLd+zYMXfu3Ntvv91XzW63E1HbsX3fMhuHo50pzUeOHPnf//3ftuX/93//19FBFz2W0Wj0v4ShLX7yuBpotFZTflpvtV5EXNGh2po6HKT24WStKKcRo/zXUs4Eeq6kKAmNdaxv3wC1GuoDtEOkO1xkvDbAinHldEngdk6VGAM9c+GFuwPO/zaePcOs1waIZ9uGgPGIVRXW0G8hQRD0er1Wqw31heEhe5UzvokDHS4mEqrOWrVaMhojFlTXEUWxEz8jCIkoioIgoJ+7mm8BILo6AnypHfq5qwnCuQm8nehqznlVVVWnv3Wr7P2zzz7bvXv3n/70p043CBCL4jyBN5vNjz766Pjx4yVJstvtS5cuXbVq1dtvvz1s2LBBgwYRkdfrJSJDm7FKo9FIRO3unOdwOA4dOtS2nDEmBRo77WkEQWj+LR8k1eUMvIrXbo+9rlZVNw+QvxMRq68VA7011WEP2JDgdARuR1UCtsMctoBdrQRxuCNzBP6Rye09L2stiB89b7IFvoW8cuduoU7c0uHC7TYliFtIdDvZ+XmGMQ2/USODMRatW7oHwi0dGejniOlEV6uh79WidDzr8PDhw9u2bWuuIAhCSBtmAcSouP0dN2XKlHHjxmVlZTVPjzeZTPPmzaurq9u2bdvy5cufeuopIrJYLPX19c42m375xt5xDnwU+EbsO5wjTETEAk0O744EgZifdeLnBJV66Q1EdQHaMQQeg+VMIAr0/6g+cDtMp/P3tnw/Sn3gHxkLog4F8b7IEHgTfibF3gS8YG/7YLoRAACg29uyZcvChQubmpr8V5syZYrviyeeeGLq1KldHxdAlMVtAp+dnd3uvpRTp07dtm3biRMnfH9NTk6ur6+32VqvmPWVJCUltW3h0ksv3bVrV9vympqa6urqi407jqSmptpsNlcQw7MtMb3JLAj+11R7evVpjMGuNusNAfeHr++drgZ6a/rU3hr/e7AxVmc080DtmExmoTHALHpnv0sCdrW+Vx+Nn20FGRGRp0/fgO1IidaAqaczOaUhUDuazEz97gDbDcjW5E7cQsnJyS6Xq92VNZFhSk4Vav2FzRMSa1xucsfev45mjLGUlBQikmW5vj7wKg+4GFarVZbltv8DQnilpKQwxlRVra2tjXYscc53YlFDQ0O0A4lzSUlJvqnsnfjcG9IK9jfeeKOpqUkUxbZTZX1cLpcsy80rWDH5AnqIHnej9+nTh4hqa2s554wx3+qdtv+n1tXVEZHvcyREEjcY5EG50tF2Fik0846MyaPg5WGjNLu/81NBTU5Rg9gywDvqUs3+ff6+Uf9LuCXwSL7nymv1n3/qtwrzXnl1wHZcl18tHSxkfkbhGfNcdmXAduSsbDUhUWjs8IMX12i8QRxN7x08VKfRMK/XT52AO+p1T95Rl+q2+lvh7x05hjB7EAAA4kJNTU1mZuabb77Z0YZKf/vb39auXbt6dcyeDgvQKfG58s3hcKxevXrt2rW8zZJR38PCrKws3yKZrKwsItq3r3U6VFBQQEQ4WzIq3NfdxI0dzoKWh49WsgdGMp5wcV17Izd1vM2hIDin/ziYdpSMTO+Y8R1d5QaDe8rNwbTjHTGKJ/l7ROWedCUF86Q8KcU7svVBjC15Jl2pBjEVn0TRPfVW6ng5rtt/B7aseZO/DfPkjEw5Z0gw7Q6HS68AACAASURBVHQ33rETlb4ZHV1VevfxTLwikvEAAAB0nbS0tPT0dD/bIWs0mo4G5wHiWHwm8AaDYfny5W+88caePXtaXdqyZQsR5ebm+v46ceJEItq1a1fL/eoaGxuLioq0Wu3kyZMjFTJcoCYkOu55QO3Vu/UFxjxjJzhj8AC5cwTB8dOfqUnJba9wjdZxz0/UlF5BtuS64WbPhMvbjrWqyanOH/9E9ZuWt2R78BdqB9NMPGPHe64J9nhV99Rb250WwRl5Jl7hvjrYduQBA53Tf8zbLHTnksZ10zQ/jy1a8Q4b6bqp/WcBSv8Bzpmzg2ynu+Gi6My7Vx6Y0/aSPGCg8+77uaSJfFQAAABd4f3333/hhRea/yrLcmVlpdzirKJf/epX69ati0ZoANEUJ1Po165dq6rq0KFDfXvLM8amTZv24Ycfvvzyy7/97W9Hjx5NRC6Xa8WKFevXr7dYLLNmzfK9cMSIEbm5uUeOHHnllVcWLFggiqLb7X7hhRe8Xu+UKVNMpsC7YUFXUFN723/ykFR8RDp5nDU2kCQpvfrIw0aoyanRDu2iqHqj/cFHNIcPanZ9JzTUEnFuMMlDhrkvu9rPyHM7BMF97Y3eMeN0hw9oa6pJ9qrmBFe/LO/gIaG1Q2T/6S/E48cNWz+npiamKiRKSu++7ul5iiG0MxFdN9/mmnSF4atNQkU5k71co1My+nmumaKGuCO6PDDH/vCj0sH9Uukp5rCpOr2a3s87fFTbrN4/7+ixytARmq0bpFMnmctFkqAm93Zdda2a3i+kdrobbjA475oplp2Wjh4SamuIuGpNlnOGKpn9ox0aAABA+FVUVCxevHjv3r1VVVWqqgqC0Lt370svvXT27Nm+hbEAPQ1rO8m827r//vsbGxvffPPNtLS0VpdmzJjh8Xhmz56dl5fnK1EU5b333lu5ciURWSwWg8FQVVXFObdYLAsWLBg3blzza8+cOfP44483NDQYjcasrKwTJ054PJ709PQXX3wxpF3oa2pqYqgzI6Bzm9hBSCRJ8u3j4Ha7A27TChcp6pvY9QTYxC6SsIldZGATu4jBJnaRcZGb2IV0Dvy6desWLlzoG3UXRTExMbGhocF3bpwkSY899tjNNwe1bLCtnJx2prMBxIQ4GYFvSxTFuXPnjhgxYs2aNcXFxY2NjYMHD87JybnnnnsSExNb1uzbt+8//vGPDz/8cPfu3cXFxcnJyVdcccXMmTN9R8EDAAAAAECEnThx4h//+IeiKD/60Y9mzJiRlZUliqKiKKdOnfrPf/7zxRdfLFy4MDc3F1tWQU8TSyPw3RxG4FvBCHwEYAQ+kjACHwEYgY8kjMBHBkbgIwYj8JERsRH45557buPGjfPmzbv//vvbXl28ePG777570003Pfnkk6GGQRiBh1gWtyPwECpmt2kL94invyeXizQaJT3TO2pM8NuhhZ3gcGg3fyGdKiGPmzFBtVg8l47zXjopWvGQquq3bRKPHmIOOxHjBoMyKNc1eQqFeuioqmr/u12zv1CwN3JOXG9Q+l/iueFmVasNNSJNwR7tnv96mhq5qpJWZ8jIdN9ws2oObe06EWmOHNZ897VYX8tVlSSNmpbuvP5mntzOZnv+CfV1mqK9Ytlp8nhIp5f7ZXlHXRrMgXbdHPN6pQMF0snjstMhCoI+OcU7bKTSD2vOAQAAutDx48c1Gs3MmTPbvTpr1qz333//2LFjEY4KIOqQwAMRkWZ/gW7DOiZfODpbLD2l3fWt5/Kr3VdEYSt+TcEe/YZ1xNXmEqHGrd/4pfa7b50/eUiN+OoGoaLctOw98niaS5jXI+z5r1S01znjPqVfVrDtNNQZ33+bOe3nGiFiXq+wf5/mYJHrtju9OcOCbcfjMr77b9ZQR0TnZn14PdLRg9KxQ67rbvSOuyzYN6aqxiWLxMozzfGQ1yueLDYv+qd3wmWua28Mth0i7X+3677eQuqFH5l46qT2u+3uG6Z6R4/z88JuTiwvNXz2MWtqpPNdrTn9vaZgjzd3mPuWO7gGu74DAAB0iYqKit69e0sdjJRotdrevXtXVFREOCqAqIvPY+QgJJrDB/RffNYyez9HVbXbv9J9+3WE45GKD+s3rGmZvTcTmhqN77zWMkuMAMFhM33wTsvsvRnzeo3L3hMa6oJqSJZNi9/0Ze+t11qoin7VCqH0VJAhGRa9xtr9ppzrN6/XHN4fZDvG999qzt5bNaTZ+a02P9gfvXZXvu6rTW1/LkyR9evXSvsLgmynuxGqzxo+/sCXvbeiOXJQ/9nHhFUzAAAAXSMrK6uioqKjlWs2m62ioqJ/f0yIgx4HCXxPx2SvbtMXfvIQzbfbhMaILifTf7GmTYJ7AXPYdV9vjmA4pPvsE1KVDi+rqv6zFcG0o1+/ltxu39etD3AnIuKGtZ8E0442/2vB5m+5u3792mDa0Rw7JJ7199xat/0ranHaakeY3ab9eou/eLauZ+ffeGzRbdngJ3LpxDHp2OFIxgMAANBz5ObmKoqycOHCdq++/PLLnHMsZYceCAl8TyeePM4cdj8VmKJIh4Id0b14QlUlcwbYJExzoDAywfhIZQEGxsXKM8FMCtAUB0j2hMZGIYjdpDQFewPUcLvFUyWB2/nu2wA1VFVTsCdgO9KRg+1M32iBOZ3i8aMB2+lumN0mfX/Cf50I34oAAAA9x+zZs5OTkzdu3Pjwww+vX7/+2LFj1dXVR48e/fzzzx966KFNmzYlJSXNnj072mECRBrWwPd0wtlKv9c5ERP8jtOGlxREphcwww8jobExcHLOuVBVqfbpG6CaJ/AotFRS7Bkxxn8dZg8iyT9xTMka4L+OUB94P2TpdIl33ET/dUS/txAnYkTi2Qp52MiA365bEasqA86QF6v8//MBAACATkpOTv7jH//4/PPPHz169Pnnn291tU+fPk888URy6HvuAsQ6JPA9HQuQVbIg6oSTEMSxc1yN4MJju7/pCc0Ehy1Alq+qftYFNOMOZ8A6rL3dAVoLohuZEsT0+GCmvnvb2R3gQgu+P9vbQaCbCyrm2FwaAAAAEBNGjx79/vvvf/bZZ/v27SsrK6utre3Vq1d6evqYMWNuu+22jva3A4hvuO97Om4KfOoYN1kiEImPYk0OuK83kyK39ENNTQ2uWu8ANQSBGPM7osuJGE8OfG4fFyWmdphb+ka8Vas1cDs6LfN4zr+ifWpC4EPguNEUuE7oh9tFnRrMP40YfF8AAAAxRKPR5OXl5eXlRTsQgO4Ca+B7OqV/dhB1BnR9IOe/VxATrdWkoJLq8NBoSKvzX4VLGtWSGLClQHUYMSZfMihwO716+W2FiEgecWnAduT0zBavaJ93ZOB2grmF5KzAdbobNS2da7X+6ygx+L4AAABiS2NjoxzErroAPQRG4MNGr9dHO4ROGXAJ75/Nvj/ZYYWkZGnUpZLUmfOuNRoNY/7yw3YYDDwji/ndN45PnWYwGDoRT+eoEy8Xvtnqr8al44OK5/ob6dP/+LnOB+UYTEGMZt90K737hr8KaWk6v0m+j3DL7XT0sJ9JATzBoh2cG7AdGjaSb9vMaqo6rNAvUzsoh0K9E7oBPuEKtn1rh5dFUbji6kjeij1B828MQRDQt11NEARJktDPkcEYQ1d3NVEUiQj93NWaf1F3oqtD/Vi4e/fuhQsXlpWVffDBB+np6US0bdu2ZcuW2Wy2oUOHzp8/PyUl8NRFgDjDOM4xDhPOecjJavfAa2u8/1rI2zvsmrRazfxHhEDboYWZw+H5/5/lHaziFi6doJn5QETjIfIsfIFXlLd7iaX21j72FAlBTWbxLnpNPXroB0XnJ7Azk1n7xLMUaMj3XDufLFO/297+Na1W9/s/kjnw1HciUjZvkL9c3f41UdT86nEh4M58RETEy0s9b7zS7sJ7ZjJr/r/fsNTADxS6I6/X+9Y/1ZL29qJnTLrzHnHSFRGPCQAAIFapqlpcXBxk5WPHjj388MOcc41G8/777/fp06ewsPBXv/pVc4Xk5ORFixZZg1g22BbOn4PYhQQ+bGpqamK3M1lTk37jOun40ZbjsUpGpuvGaWqvQKu7O5Cammqz2VxB7KbWluBy6Ze/J1b+cPd7QfBcdpX7yms7F89FUVXD6k+kYwdbbkTHiSkDBzun/zjI7N1Hv2mdZu8e+uFGdHJGpvPu+0kTwjQHbf7Xuu3bWh1Qr6b0cs58QDWGsDBbu3+fdsPnrc6BUxMSHXc/wEPZ2VWordavXyue/r5loXzJINeUH/HEzvzP2k0wWdZu26TZt4spF7patSa5r58qD8T//eHHGPMNp8iyXF9fH+1w4pzVapVl2RbE6ZVwMVJSUhhjqqrW1gY++wMuRkJCAmOsoaEh2oHEuaSkJN9kh+rq6lBfK4piVVXHU/Z+6Jlnntm2bdvUqVMXLFig1WqJ6LHHHtuzZ09eXt6NN9740UcfffXVVzNnznz44YdDDYOQwEMsQwIfNjGdwPsIDfXC6e8Fh43rjUrfjE6n7j4Xk8D7sNpaXeFuVlvDJVHJusQ7YjRFdbtRweXS7N0lVJYTkdq7j3fMBNVo7ExDXq+mYLdUVkqqoialei8dryYGXkLfDlXVHSzUl58mj1e1JtmHjlBTOjnQrTlYJJ4sZi6XmpDoHT5KTe/XuXaEmmqx/DRzOFSTWe2XqVrj5HAX5nRKp0tMXo+Xc1dSitI3I6SnNhA8JPCRhAQ+MpDARwwS+MiIWAJ///33V1RUrFq1ymQyEZHNZps+fXpiYuLy5ctFUbTb7XfddVdmZuZbb70VahiEBB5iGdbAwwVqolXtToOlPDnZde2N0Y7iAlWvd19+VRga0mi84y/zjr/odgRBGTNec+0UInK73WpTU6db8g4b6Q3HOe1qSqqaEsEtBiOFGwzenKFCcjJ3uRSHI9rhAAAAxL+qqqq0tDTT+e2Bdu/erSjKxIkTfY8PTCZT7969y8vbX+EIEMcwiAQAAAAAAN2LxWJR1QtLDouKioho1KhRzSV2ux17FkIPhAQefkDweITaauEi5r2foyjcbmNeb+CakcE5czqY+6LfVzfkdnO7jVQ1cM2eSVGY0xGGW1FVud3GPJ5wxAQAAAABZGRkVFRUlJWVERHnPD8/n4hGjx7tu7p+/fq6urrMzMxohggQDZhCD+fot6zXFO6h8/kJlyR58BDXzbeHuuxcPHlctztfOFXiURSJyJSS6h0x2jtuEhejc7MJ1We1322XThxjLhcRcZPZO2S4Z9KV3BTCTm/dEPN4NDu/1R4qctfVEhFptIasAZ5JVyoZ+J/snOZb0bf/nNrZW1EoL9P9d7tYclz2egUiU6LVO3SEd8IVPEZPjgQAAIgFU6dOLSwsfPrpp2fNmvXdd9+VlZXl5OT4DpP785//vGXLFiK68847ox0mQKRhE7uwieFN7GTZtOhfQmN7+0VpdfZ5v1DNwea6uq0btDu/bVuupPZ2/vj+yOfM0sEi/RermSK3KucGo+POe9SYzXWFhnrD8iVCfZv9kBjzXHWd+7JwLNSPceG6FbW78nVfbWw7wYEnWh0z7lOTcfxsmGETu0jCJnaRgU3sIgab2EVGxDaxUxTlt7/97b59+5pLXnzxxfHjxxPRr3/96/3798+ZM+e+++7r3CnO2MQOYpf47LPPRjuGOOF0OqMdQicZP3pHrO7gl6miaI4UecZfHkw7mj3/1X2ztd1LgsMulZ3yjryUOvVLtnOE8lLjymXshwet+TDZqy0+6h0xmjRBnbvevSiK8cN3hbqadi+Kp07y5JSLPEEg1oXrVpSOHdZ/uZraezDH3C7pxDF59DhsRx9ejDGj0UhEqqpezBkWEAy9Xq+qqgcLQ7qY0WhkjHHOY/dzQqzQ6XSMMbfbHe1A4pzBYBAEgYgcoe/qKghC8K8SBOHGG2+0WCw6nW7gwIGPPPKIL3snopEjRz744INjx47tXPZORL6HxQCxCFPoezqhqlIsL/NTgTXZpMK98qhL/bfDFEW34yt/36i8THPssDdnaGei7BT9N1v8rQx3OrTfbXdfd1PE4gkXzf4CodbfM2/dtk3eIcMj+aykWwnjrajbtrnd7P1cOw31mn27POMv60yUAAAAEIgoijNmzJgxY0ar8oyMjKjEA9AdYOyop9Puyg9cp3BPwDri6RIWaGxBPHoo2LAuGnM5xdPf+68jRTCeMJKOBQibNTaIlWciE0w3FK5bUaiu8v+ghGL2FgIAAACAGBVLI/CbN29+/fXXX3nllbS0tCBfUlJS8umnnxYVFdXX16ekpGRlZeXl5Q0d+oORt2XLln3wwQftvvy1116L+yd8Hc3E/kEdW+DlZKwu8NI+IYg64SI01AfcmF1oaiRFIVGMTEjhItTVBVGnRklLj0Aw3VC4bkWhIYh+rg9cBwAAADpnx44d7777bklJSXJy8vTp02fOnOkrX7du3cCBA3Nzc6MbHkBUxFICv2HDhpCWRH7zzTcvvfSSoihE1Lt379ra2oqKip07d95zzz333ntvc7WKiorwxxpDgjl9LIg6LJj9+yK5yV9w34sRxd7GgzzwzyNW91MMh7DdisGczNeD+xkAAKBL7d69+w9/+IPv68rKyjfeeEOSJN90+ldffdXpdE6fPv1Xv/pVVGMEiILYSOAdDsfSpUsPHDgQ/EsaGhpefvllRVGuvvrqefPmJScnK4qyevXqd955Z9myZSNGjBg1apSvpi+Bf+mll9qeJKnT6cL1Frot1ZoonikNUCeILbvVxMQg6liDDeuiqYlWYsx/fsXNZh5rw+9ExBOTqCHA7tzcmhyZYLqhcN2K3JoURJ3I3dIAAAA9yvvvv09EDz300G233Xbo0KE//elPH330UV5eHmPsxhtv/PLLLz/99NMrrrhiwoQJ0Y4UIKK6+xr4jRs3Pv7447Nnz/70009DeuGGDRs8Hs/QoUMXLFiQnJxMRKIoTp8+/Y477uCcr1mzprmmL4HPzMzUt9HpnS1jiGfspIB1vMNHBqyjZGXzQDu6ywMjd2IHNxiVvgGWP8gDY3LmlTwoQDdyo6nHzp+n8N2KSmpvfi7P7/AxUIzeQgAAAN3fyZMnMzIyZs2aZTabJ0yYcMcdd9TW1paUlBDRb37zmz//+c9EFGqCABAHunsCX1JSUl5ertPpfGd7Bv/C4uJiIrr22mvFHw6xXnHFFc1Xicjj8dTW1lqtVr1eH76oY4ma3k9N9XfkGNfrvUEcI8c1Gu+F48fbSXjU1N7y0BGdCbGz3Fdd52cndq7RuiddGcl4wsU7eixP8DfI7L5yck8+2yxstyJjrism+75q/xuZzJ5Lx3cuSAAAAPBPkqTevS98RvWdIff99+e2KJ44cWJSUtLp06ejExxA9HT3T/kPPvjgkvMsFkvwL5RlOTU1tV+/fq3KNRoNEfkWxhNRZWUl5zz4XfHikvO+OdxgbPcSFyXHfT8Nsh33pCvlYb6FCa0THp6Q6LxrZoS3i1P6Z7uvu6ndHJ5rNK477vafBndbXNI475rFjaZ2r3rGTvCO6elZZbhuRXnEaM/EVk95zj8RMBidd83kuh764A8AAKCrDR48uLy8vPmv2dnZRHTmzIVzdiwWS2VlZRQiA4iq2FgD3wn/8z//0275d999R0QDBw70/dU3f95qta5YsWLr1q2VlZWpqanZ2dl5eXmXXHJJxKKNLlWrt/3s1/p1KzXHjpJ67tEGMSb36++e/mM1+LkJjDmnTZeyL9H+d4dYddZXxg0G7/DRnsuv5npDF8QegGfcJKVPX92Or8TT3/v2JOOSJA/K9Vx1rZqUEvl4wkXp1ds+92e67V9Jh/Yzt4uIiDGlT1/PpKvknCHRjq4bCN+t6J58g5KZpfv2a+FMGXFOxLhWKw8Z7r7iWh7KI0UAAAAIyTXXXPPdd9/t3r173LhxRGS1Ws1mc/OQu6IoNTU1SUmBN6wBiDNxm8C3q6CgYMWKFUR05513+kp8CXx+fn5+fr4kSQkJCaWlpaWlpTt27Jg7d+7tt9/etpHy8nJfI63cd999RmP749ixYdYclYgqzwhnK9TEJMoaIBB1JueecDlNuFx12PVut1cQ1IREibFo3me5Qyl3qOpyscYGzhglJYuSFIVnCWFnMtH0u9n0u7X2JvJ6FbNFlTQ6ovjfdzF4529F1tjItVpKSu7krThyDI0cw51OrcupMCYnJIqCEMv/1Lu15qVSgiCYTO1PM4FwEQRBkiT0c1fz3dWMMXR1VxNFEf0cAcL5ZXpd3dVTp07dsGHDSy+99Le//S09PZ2IRo8evWvXrtra2uTk5FWrVtnt9mHDhnVpDADdUE9J4N1u97Jlyz755BNVVe+7776RI8/tyuZL4M1m86OPPjp+/HhJkux2+9KlS1etWvX2228PGzZs0KBBrZqqrKxcvHhx22/xk5/8xGCI/cRwwCU0IBxTDwwGIgqwk1gkGQwUr89oDQYiknrOP+ZQGQyUkhqedogEIk0Y2oLABEGIh9+o3Z4vh492FD0CYwy3dGSgnyOmE12tBnNE63lFRUUul+vMmTMPPPBAamqqIAhNTU12u33mzJkmk6m+vp6Ipk+fHmoMALGuR/y3vX379kWLFlVXV+v1+nnz5k2dOrX50pQpU8aNG5eVlZWaeu4jvslkmjdvXl1d3bZt25YvX/7UU09FKWoAAAAAgB7q9ddfP3LkCBGpqnr27Nnmcq/XW19fn5qaeu+99/p2pwboUeI8gW9sbHzttde2b99ORFddddWcOXNa7mZJRNnZ2b4tMVqZOnXqtm3bTpw40fZSdnb2Cy+80LZcUZSmpqYwBR4PLBaLy+Xyer3RDiSeiQ31+vpa7vWoZosrpTdpMDzchcxms8fj8Xg80Q4knFjVWVZVSarKrUm8b0aEd5psJx7GzGYzESmK4nA4ohtM3DMajaqqulyuaAcS58xmM2OMc26z2aIdS5wzGAyMMfzq6Gomk8k3i74Tn3tDOlLKd4zciy++mJCQ0L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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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0CQCMFSwLvdDqRwNfKbDYLguB0OrUOJIiYzWaO44gIza4mhmFMJhPaXE1Go5HneSJyOp1oeTWFhoa6XC60uZpCQ0MZhhFFEc2uJo7jOI5Dm6uJ4zj5xm632xvR8hzHIYEHuEYYQg8AAAAAAAAQAJgg6ZeWJIlhGK2jAAAAAAAIUqIoZmZmah0FEVFSUpLWIQA0UrAMobfZbFqH4KdMJpMgCC6XS+tAgojJZJLnwFutVq1jCSI6nU6v16PN1cTzvMFgICKXy4WFNtQUEhKCNleZ2WyW58Dj7w016fV6nufR5mrS6/XyHHin09mIhTbQnQZw7YIlgXc4HEEy1qCh5LWOsLKXmoxGo/wFml1NkiTp9Xq0uZqMRqOcwLvdbrS8msxmM9pcZWazmYgkSUKzq4lhGI7j0OZqYhjGu4hd4+bAX4egAIIL5sADAAAAAAAABAAk8AAAAAAAEEgEQUhLS/vggw+0DgRAbcEyhB4AAAAAAAKaIAiHDx/esWPHrl27ysvLiWj27NlaBwWgKiTwAAAAAADgvwRBOHTokJy3V1RUyAcjIyMHDx6sbWAA6kMCDwAAAAAAfkfO23/55Zddu3ZVVlbKBzt27Dh06NAhQ4Z07dq1OS1rn5+fv3DhwmPHjmVlZZ0/fz4sLKxdu3Z9+vRJSUkZMWIEz/t11lZSUhIVFUVEX3zxxbRp07QOp5nz648CAAAAAAAEoXfeeefXX3+V83aWZXv06DFkyJBbbrklNjZW69CamMfjeemllxYtWlR1T0SHw1FUVHTs2LGlS5f269dvxYoVnTt31jBI8B9I4AEAAAAAwL9s2LCBiCIiIqZOnTp06NDw8HCtI7penn/+eXk1PoPBMGnSpBtvvDE2NrawsPD8+fOpqakXL148ePBg//79jx492r59e62DBe0FRgK/ffv2TZs2ZWdnGwyG+Pj4lJSUrl27ah0UAAAAAABcFzExMXl5eaWlpV9++WVGRsatt97ap0+f5reT/Lp16+TsvVevXhs3bmzXrl3Vs/PmzXv77bf/9re/lZWVTZky5eeff9YoTB8iIiLy8/OJqEWLFlrH0vwxkiRpHUN9BEF455139u7dS0RhYWFut9vhcDAM8/TTT99xxx3K6ykpKfHzd6qV8PBwl8tltVq1DiSIhIeHy79+iouLtY4liBiNxtDQULS5muQ2JyKr1Wq327UOJ4hERkbabDa0uZoiIyMZhhFFsbS0VOtYgojZbDYajWhzNZnNZrPZTESVlZVOp7OhL+c4rqioSHn5EydObNmyZfv27fJA+rCwsKFDhw4bNqxv377XOCc8KSnpWl7ehO65557169cTUXZ2dseOHWst88ADD3z//fdEdPDgwb59+6oaH/gff++BX7Fixd69e6Ojo+fOnStP/Fi3bt3nn3++ePHi3r17y4slAAAAAABAM9OjR48ePXrMmjVr7969W7du3bt374YNGzZs2BAaGjp48OBhw4b1799fp9NpHeY1OXbsGBF16dKlruydiB5++GE5gd+zZ089CbzFYjGZTM1vkAJUw2odQH2cTudPP/3Ecdybb76ZkJDAMAzDMPfdd9+QIUOcTueePXu0DhAAAAAAAK4jnudvueWWv//97z/88MPs2bN79uxptVo3b9780ksvjRs3TuvorpXH4yGi+gfDDhkyZO7cuXPnzu3du7f34Mcff8wwTM+ePYlo6dKlSUlJYWFhPM+3bt369ttv/9e//iWKYq21Wa3Wd999d9CgQZGRkWFhYb17954xY8bZs2fruvqxY8eeeOKJzp07m0ym6OjoYcOGLVq0yOVyVatTztSWLFlyjVcsLy9/4403hg8fHhcXFxIS0r179wkTJuzevbue9gk2fj2EftOmTR9//PHAgQNffPHFqsdLS0sLCgpatGihfBVKDKGvC4bQqw9D6DWBIfTqwxB6rWAIvfowhF4TGEKvPpWH0Nfl8uXLW7du3bJly8WLF7dv396IGvxnCP2tt966a9cuInr//fdnz56t/IUff/zxzJkze/ToMWHChL///e81CwwbNmzNmjXVJqUfOXLkvvvuu3TpUrXCDMPMmzfvhRdeqHZ8/vz5L7/8siAI1Y536dJl06ZN3lEDVqtV/o1fcxu5Bl1x9+7d9913X1lZWc23M3v27Pfff7/m8SDk10Po9+/fT0QDBw6sdjwiIiIiIkKLiAAAAAAAQAMej0ee+t6uXbvJkydPnjz5zJkzWgd1raZNmyYn8M8999xPP/00ffr0e++9V06GlcjKynr99deJqF+/fmPGjOnUqVNaWlpqaurly5d37NgxZcqUVatWeQsXFRXdfvvtcnr80EMP3X777a1atTp48OBnn31WXl7+4osvMgwzd+5cb/mlS5fKCXbbtm0fffTR/v37l5eXr1y5csOGDWfPnh01atSJEyfqX4ygQVfMz88fP358WVlZSEjItGnTBg0aZDabT506tWjRotzc3A8++OC222679957G9S8zZJf98A/8cQT+fn58+bNCwsL27VrV3p6OsdxN9xww8iRI9u2bVvrSyorK0+fPl3zeEJCAiaE1Mq7NKDWgQSRsLAwlmWJqLy8XOtYgoherzeZTGhzNcltTkQOh6MRHTXQaC1atHA6nWhzNbVo0ULugZeX2gJ1GI1GvV5fUVGhdSBBxGg0GgwGIrLZbG63u6EvZ1n28uXLDXqJ1WpdsWLF4cOHL126VF5eHhERERcXd/PNN0+YMEGOpHH8pwdekqTJkyd/88033iM6ne7mm2++4447br/99oEDB+r1+lpfKPfAy19PmzZt8eLF3lw6Ly/v/vvvT0tLI6L9+/cPGDBAPv70008vXLiQ5/nvv/9+zJgx3qqys7Pvuuuus2fPmkym06dPy/3qDocjMTHx0qVLycnJGzdu7NChg7f8iy+++PbbbxPR0qVLH330Uaq7B75BV/zyyy/l127ZsmXEiBHewufOnUtOTna5XH/84x+//PLLhrdxc+PXCXxKSorNZnv00UdTU1Or/iFiNBpnzJhx22231XzJ4cOHp0+fXvP4tm3bWrZseR1jBQAAAACAuomimJmZqbz8vn373nrrLfm5GMNclba0bt361Vdf7dGjR+Mi8Z8EXvbvf//7n//8pzz6uCqz2XzrrbdOnTp1/Pjx1Zbr8ybwHTp0yMzMrHY2IyMjOTlZEITRo0d7V7nv0qWLy+V67rnn3nvvvWoX+vnnn+Udvl566aU333yTiD744IPnnnuOiLZu3Vpt8y+PxxMdHS3vbPevf/2L6kjgG3pFOdvX6/XypmNVC7/yyiuXLl3q3Lnzyy+/rKhBmzV/X8SOiP79738nJCTMnz8/NTX1k08+ufvuux0Ox8KFC2tOpQAAAAAAgGagoKBg3rx5lZWVd91115dffrlp0yYiGj169KJFi0aMGFFUVPS3v/3typUrWofZNB599NF9+/adO3fuiy++mDRpUps2beTjNptt48aNKSkpiYmJhw8frvW1f/7zn2suxZ+YmPjAAw8Q0S+//CI/+Fi/fr288tyf//znmpXcfvvtiYmJRORdLm7Lli1E1L1795pbd/M8/8knn8yfP79qP3lNDb2iPMLa5XJ98cUX1Qq/8cYbX331FbJ3mV/PgZcfvXTs2PHNN9+UB8DHxsY++eSTVqt1x44d33777V//+tdqL4mKiho/fnzNqkRRxCjxWhkMBkEQ5AUwQR0Gg0H+bOMzqSaO43Q6HdpcTXKbE5HH48FNRk1GoxFtrjKj0UhEkiRh5oKaeJ7nOA5triae5+Vx2m63u+bCZk1r2bJlFotl/Pjxs2bN8h7U6XTdu3fv3r1769atly9f/vXXX3uHkTcD8fHx06ZNk3uwT506tXXr1pUrV/7666+iKObk5AwZMuS3336rOeigf//+tdY2aNCgFStW2O32/Pz8du3aZWRkEFFsbGxcXFyt5bt165aRkXHixAn5W7l8nz59ai380EMP+Xw7Db3iAw888NZbb1mt1ieeeOKzzz4bO3bs8OHD+/Xrdy1zJZolv07gjUajxWK5++67q01fv+uuu3bs2FHrCJz27dtXW7JeVlJSYrFYrleggUyn07ndbqxCryadTid/pPGZVJPRaNTpdGhzNcltTkROpxMroqvJYDCgzVUmP5mVJAk3GTXJq9CjzdVkNpvlBL5xi5s0aEWq9PR0lmX/+Mc/1np2ypQp//nPf06dOtXQGAJFt27dunXr9vTTT586dWr69Ol79uyx2+3PPvus3DFeVadOnWqt4YYbbpC/yMrKateunZw65ebmVhudXo28rYPH48nJySGi9u3bN/otNOiKRJSYmLh69eonn3wyKyvr4MGDBw8eJCKDwXDLLbdMmDDh4YcfrraiftDy6yH00dHR9PtoiprHi4qK/HkCPwAAAAAANM7FixdjYmLqWo/dYDC0adPm/PnzKkfVtA4ePPjNN99UXcGupm7dum3YsEFe5u3nn3+uOZawrvTYO67eZrMRUUFBgZKQRFH0eDwul0sexnUtvd8NuqL89YgRI06ePLly5cqpU6fKOaDT6dy6deuMGTOSk5Mbt2Vg8+PXCXxCQgIR5efnVzsubyAZExNT/+McAAAAAAAIRJGRkVeuXKlroL7H4yksLAwPD1c5qqa1cePGRx555JFHHql/cf4WLVqMHj2aiERRrPnMIjs7u9ZXeUcryyv2xcfHE9GgQYMkX3ieN5vNMTExRCT3wzdOg67ofZXBYBg/fvxXX311+fLl9PT0zz//XH7veXl5Dz74YElJSaPjaTb8OoGXf1qbNm0SRbHq8a1btxKRvOwBAAAAAAA0M127drVYLGvWrKn17PLlyz0eT8+ePVWOqmnJKS4R7dmzp/6SeXl58heRkZHVTsnbxdX022+/EZFer5d3gOvSpQsRnTt3rq4hzIIgCILgTbvktN87Qb2aefPm9e/fv/5d2Rt6xZycnJycHO+IeiJKTEx8/PHH169fv3DhQiIqLi7euXNnPVcMEn6dwHfu3Dk5OfncuXPvvvuuvMmn2+1evnz5tm3bDAbDpEmTtA4QAAAAAACa3uTJkzmOW7Ro0aJFi7wrHdjt9pMnT77//vtfffUVz/MpKSnaBnmNhg8fLo9Rf+GFF+pZZ/fy5cu//PILEXXv3l2eSlzVhx9+WHPV0nPnzi1fvpyIbr75ZpZliahv375EVFBQUOszkeLi4vDwcJ7nX331VfnIoEGDiOjAgQM1Hy6Iovj5558fPHjQbDbX8+4aesUhQ4Z06tRpypQpNQt7l7tvNvsOXAu/TuCJaNasWWFhYbt37548efK0adMefPDB5cuX6/X6mTNnevdXAAAAAACA5qRjx46vvPKKTqdbuXKldzT4li1bZs6cuW7dOo7jXnjhBW8PdoCKjY19/PHHiSgjI6Nv377ysm3VXLp06Z577pH7Mr25blXnz5+fNWtW1bkGBQUFf/jDH9xuNxG9/vrr8sH7779fXq/+scce27FjR9UaXC7XY489VllZyTCMd9XAv/zlL61atSKip556qtoI/3nz5slD60eOHFnPu2voFW+66SYi2rp1a81u/6VLl8pfDBw4sJ4rBgm/XoWeiOLi4hYuXJiamnrw4MHy8vLY2NiEhISUlJSaK9sBAAAAAECzMWzYsMTExM2bN3uXH+c4rm3btn369ElJSYmNjdU2vCbx9ttvp6Wl7du379SpU4MGDRo5cuSAAQOioqI8Hs/ly5dPnDixceNGOTn/y1/+8uCDD9aswWQyLV68+MiRI2PHju3UqVNaWtq3336bm5tLRHfffffw4cPlYgzDfPTRR0OGDCktLb3zzjsnTZo0aNCg9u3bZ2RkfPrpp2fOnCGiF198sXPnznL5iIiIV1555bnnnjty5Ejfvn2nTZvWt29fi8WyatWqH374gYiGDBlS1x4BjbviE088sXbtWofD0a9fvyeeeKJ///6tW7fOzc1duXLlhg0biOjOO+/s2rVr07R7IGOCZCH3kpKSIHmnDRUeHu5yubCNnJrCw8PlbVSKi4u1jiWIGI3G0NBQtLma3FRil3KJyMTE6ChK63CCSGRkpM1mwzZyaoqMjGQYRhTFqrM34XqTt5FDm6vJbDbLo6YrKysbt42cvBZ14wiC0KCN6OohT/D2E+Xl5bNnz/7qq6/qylZYln3qqacWLFhQ9e1//PHHM2fOJKINGzZMmjSp5tjyRx555NNPP602yn3btm1TpkyR0/ual/jHP/5R7fjHH3/83HPP1fxZ33jjjatWrfLuYGe1WuX9Ar744gt5H/vGXXHu3LnvvPNOre0wcODAjRs3tmzZsuapYOPvPfAAABBwLl7ZuSd7Xn7lIe+R6NBegzq92Cn8Dg2jAgCAgNZU2bu/admy5ZIlS/785z9///33W7ZsuXDhQnFxcVhYWMeOHTt27HjjjTc+/PDD3m7qmm655ZaTJ0/Onz//p59+ys3NDQkJ6dmz5+OPP/7II4/ULHzHHXccP358/vz5GzZsyMnJkSQpMTGxV69ef/nLX7p3716z/FNPPTV06ND33ntv586dBQUF7dq169q163333fenP/1J4Y+jQVecP3/+Qw899P777586dSonJ8flcsXHxyckJDz++ON33323kssFA/TABzv0wKsPPfCaQA+8ao7mfbHj3EuSJFY7zhAzOP6VfnGzNIkqqPhbD3yR5fil8j02d6GeC2sTemNcq6Es09z6D9ADrwn0wKtPzR749evXKynWuLzOr3rgG8fbA2+xWEJCQrQOB9TT3H6DAgCAhvIr02rN3olIImnP+TfahvaJazVU/cBAExWOnC3pz1wq3131YAtDhzsS3+8QPlyjoAAgMLz77rtKiqFjFoINEngAAGgyBy4sqDV7l0kk/Xbxg2aQwAuiK71oVXbZ1grHRZbRRYUkJ7UeG9tysNZx+Zdyx/nUI3fb3dWHvVQ4L/x4MmV01y8SourbQPi6srryTxZ8m1e+3+4uZigfGgAAIABJREFUMeoiYloM6NZmUpihOSyIBdBsjBs3rtoRURSvXLmSm5ubmZnZpk2biRMn8jxyGQg6+NADAMBVBMklSSLPGhv6QlHy5Fz5pf4yueV73aJNx9a3c6yfK7aeWn/6sTJ7lvdIXsW+Y5e/Soi6586khXouTMPY/MrWjNk1s3eZKAnbMp6NbTnYpItoRM1OT4WeD2OIaVxgJ/KX7ch60SP+b8vlC2XbD1xYMPSGv90YM71xdQJAk3v66afrOnXmzJl58+bt2LFj/vz5aoYE4A+QwAMAABGR3V1y6NLH6cVrKhw5RBSib3ND5F394ma1MHZUXoMg+pgSKUoeqzO/lemGaw1XI5XOiz8cH293lxCRRFdlkJnFPzk9leN6fMcwrFbh+Y9i6+lLV36tp4DDc+Vs0fc3xjyhvM7zpVuO5n2eW77XIzpYhm8TdlOPtpOTox9sUIOfLlyxLWN2zeOC5NqR9SLL8L3a1bcrEgD4g65du77wwgtPPfXURx999OKLL2odDoCqgiWBZ1n8OVUnlmWb66qefg7Nrib5JoA2r0tB5eFVxyfZXIXeI1ZXwfHLS88Ufj86eXFC1D1KKtHzJoXFGvqDyC7blld+kGHY9i0Gx4UPadBrm9bu7Dfk7J2olv7fi1d2phf/0K3tQypHVZPmN/b8yv0+y+RV7OvbfoaS2iRJ3JL+7InLy7xHRMlzueK3yxW/pRf9MKbn1zyr6LPn9FTsPPdqPQV2n3+9S/RYs75hux66RVt28U6Hp8zER4awCY0YvQKNgxu7+rx/UTfuJtOEf5B369YtNDT011/re1DYvMXFxY0YMYLwXyD4BEsC36pVK4Zp5Fi7Zo/jOIPBoHUUwSg8PFzrEIIO2rxWVmfhqj0P2Vy1jHZ2C9b1px7/0/D9bVv29lmPRK1CDNFWZ2E9ZYy6lnFtk5UvQr75xF/3ZP3D27G/l0jHmYYnvXxrVw26XJyeiqxiH6sip5d8PyT5SXXiqYfJZDKZFOW014lU4HtzE6dYqvC/5M+nX6uavVeVU7Z9+7nnHuy/XEk9Ry/+5HCX1VPAJVjybNv6t1H6E7S5SjafnHv0wjLP7x9RHWfu22naiG5vGvgWCiuBa4QbuyZCQkIasfK5KIoFBQVNFcOUKVPKysosFou8A3mwGTNmzJgxY7SOAjQQLAm8xWLROgQ/FRIS4vF4GrERCDRaSEiI/AS6srJS61iCiE6nMxqNaPNabU9/o9bsXeYRnRuPPT/hxu+UVNUleuyhi5/VUyAh6l6rRen2ZsvT7r5YVr13xS3Yt5x+Kadk39he3yisp6nklR/0+JojkFeWpuHHrLDyeHbpz06xmGOMEaZunVuPavRyAwWVR86X/Gx1Fuj50DZhvW+IHMlzDelYFnwX1jFhStrK5irelfFOPQWOX1rRJ+bJti1u8llVTqHvcQE5Rb91jfqDz2JEVOG4+M3BUZWOS1UPugXbvqyF6Zc3Ptxvo1nfWkk90GgGg0Gn0+FvPDUZDAa9Xk9Edrvd4/E09OWN606rqKgwm80116ubOHFiI2oDCHTBksC7XC7sA18rs9ksCAISeDXJG6gSEZpdTfIfDWjzWp0t/LH+AtmlP1faSvSc7y6OvjHPnLr8vcNT+7bMRr7VgLi/KPwp/Hbhg5rZu1d64dq07CU92j2ipKqmYrGX+CzjFCodTkej11drNKsrf0v6n3PKtlU9aNJF3HLD35OjUxpUVaXz4uazs6rt/WbWtR6e8HZilNLenkhTD59loszdlXwY0gt/8giO+sucuvxDuKG7z6psris+y9hdV5REJZH047Gp1bL3309RqS1j7fEnxvZY4bMeuBYcx/E8jxu7mjiOkxP4xnX/NHSwd1pa2oIFC3Jzc7/55puYmBgi2rlzZ2pqqsViSU5Onj59emRkZENjAAh0TZbA5+bmZmVl+UyShw0b1lRXBIBmrNh66lTBt/kVhzyi3axvHdtySM92k418YxasbkKXK347XfhdsfWER3CEGmI6hA/v1maSkrS2potXdp0t+qHEeloQnS2M7TuG357c5iGF83ibliC5ak1CriojuiscF6JCuvmszayPHtsjde3pR63Oy9VP6Vrf231pmDFOYWAHLy2qv8DenLcalMALouts0Q/nSzeX289zrD7cnJgYNaZTxAjlyXaIPtpnGZ41NCh7dwvW0wWpOWU/Vzpzec4YaU7uGj2xoTvS2VyF/zlyT4XzQrXjdnfp5rOz7K7Sm+L+T2FVFY6L/zl6t9WVX/0S7qL1px+/I7GiR9vJSuoJ0/v+QRv4lkqqKrNl+SxzxX5OSVVmne8ucSU/ZSK6dGXX5YoDtZ6Sf/w5ZdsKLceiQ3spqQ0AasrIyJgzZ44kSTqdTs78jx079tprr8lnL1y4cODAgSVLlrRq1UrTMAHU1gQJ/N69ex999NHMzEwlhdENDgD1EyXh1/N/O5L7qUS/3y6slFO2Pe3SP0YkfZQQ2ciNo92C3e52S5LYuBXCBdG5NePZM4X/G0ZeZD1xvnTzgYsfju7yaYM2NncJli3pMzOLf6paVVbJhgOXPhrd5fN2Lfo1IrxrIUnC/5q6bqKkdKikRILLXV7zuEuolES3wkosrgK34GNwtc1T5BFdPKtXUmGJ9cz6M4+V2jK8R/IrD50uSG3f6pbRXT836RT24Sj5pdmA7P1y5YH1px+3OPP+d6Ti4In8ZQlR943sskj56Ped516pmb177cl5s1PEnRHmRCVV/ZL1fM3s3WtH1osdW92m5CnMxfKdPssUWo4pCUmSBJ9lRGUfrfathh64uKD+MnEtFf13zinbrqDMz0jgARrt66+/liRp1KhRs2fPlrv9ly5dSkQTJky48847ly9fvmPHjtTU1D/96U9aRwqgqmtdCvLcuXPDhw9XmL0DAPi069yrh3MX10wpnZ6KDaenX1DwR3NVHtFx8NLCr9OGfvBz9FvrIv65p9OPJydVGxusxMazM6pm7142V+GPJx9WmIcQkUTS+tOPVc3evSodl348+VDVDFMdPGsy6Xysuc0wbJhBUc+5zVX4/dH73aKt5imP6Pj++IRyZ46SekqsJ30Xkqjcpui3j9WV/8OJCbW27cUru348mSKILiX12OrObL1EyaXkgQgRlVjPrD7+YNXs3SuzeO3609MU1mN3l2QU1zcJQhDdJ/L/raSqSufF86Vb5K9rvbZHdJws+FZJVbW+rxqXy1VSlZLPXgtjByVVxbYc0jqkvrH9EebEjuF3KKlKSfAK3yAA1CorK4vjuFmzZsnZu8ViOXr0aERExIwZM7p06TJnzhy9Xn/gQO0DYQCasWtN4F9//XWXy0VE48ePX7169aFDh47UqyliBoBmq9h66ujlL+o6K0qebZlzRAXdcTKrq2DF4ZG7z79eYjsrH/GI9uzSrT8cG7cne57yqC6Ubc8sXlvXWY9o/yXrBYVV/T979xkfRbU2APzMbG9JdtN7QkIKEGpEpEmRKuECobcgKIhKURAsNAEFEYSAykUEQvFSXpogcIEIhCZICTWkN9LLpm62zsz7YbgxJpvd2Wyym/L8P9zfdffM2bOHzSbPnHOeJ7nojIGFO7Wu/EaaoRpXTcRXNsRwAxdxDwGH0fmF8/HvEVS9wTBF6f774j0m/VDMFvxZbEYVNG6nb6hZIa+W/IpHT/P2M+mHSRY3FsZ0C/2NtFUaot7kW+ny6BR9N3rqyi2/Z/SHIqf8DpOussv+blbfe2DYFQs3/k/DsNyar/0QoxtnfGVDmXSFY6yhgT/x2fo33HJZ4mGB/2bhHCZdsTAmbxAqvADQcIWFhS4uLtW57h88eEAQRM+ePent9CKRyMnJKSfH+L1CAFoZc7fQ3717FyE0duzYEydONMZ4AABtWkLBcYoiDTQoV2Xklt9lckKYosizcTOKq17oeQpR915us+F7MTzNG1dw1HCD3PK/ylTptnwfo129yDfSVUbJlSptIZOTuo3oNc/FCYUniXryq2MI6+W9nGFXuWV/GW6QX/mYJHU4buS3D5/jzOTlOLjxIkYEqTa8QI0QepF/tKub8TsLUoEfhmGGz4JJhf5G+0EIKTT5maUxRkZVcNTfwfiZkfpSBtZUpa23ykBNSq3xrpTMupIy2LEvEwYw6UrC8+zgNOV5fr1FB9xsenlKmWbYcRAFT+p68Y/kJVml/0iR6Gbz+uD23zMcEkJIJjLeknlvAIC6JBIJSf79J8HTp08RQp07/30sRaFQWLdeJgBWYe4KfHp6OkLovfcYragAAIBhBYpnRtsUMmiDEEoqOpNfEWugwe30rwlm52aLGGznZjiqQmNdURRZVBnHpKtGZCdoNzzo3yxMz2FyDGF9fdd4MYuOKjW5JDKyck5RZLHS+BuU8FyYvCKvnqXUmkqVaVrCSE3y4qo4w3eOaAKOAwc3krOQYarFYoXxV2TywUMIcVnG643zWYySPHHZxm+IMNwC4yLpbjQdgA2P0b53hNAA/w3utm/ofUoq8B8Z/ItJiQPtBO3CQ05N735jkP/m3j5fDvL/blr3mAldfjcp3m7vEIZjhu5DsXF+O/sRzDsEANTi7u6el5eXnZ2NEKIo6s6dOwihLl260M9eunSppKTE09PTmkMEwBrMXYGXSCQqlcrBwcj5SQAAYEKrM17O18Cu45qSi3433ECpLc4p/9PTrn+jvKKW2aiYNGP4BhuXr3RYkPP4uLwjFPpHVOklHdDJldE+BYSQQl3vNvWaKtUFjsbiRCHXSchxrNIWGmgjFfgx2YPNZD4JUqujVBzMSNK4SnWO0X9BAxngTB2VWl8uwLqcJd0whBk+MO8sMV4jHSGESAan7pklo80pu1PPOfq/yZVMMz6wccG4kJOx2f9+lLO7+nQ9nyPt5DKjp+cnHJbx+w512YuC7EVBDbiQZsv36eo+92HWT/U16Om1xMJbaQBoZYYNG/bkyZOVK1dOmTLl7t272dnZAQEBdDG5tWvXXr16FSE0duxYaw8TAEszN4APDQ29cOFCbGzsa6+91igDMiw9PX3JkiUdOnRYt26dBV4OAGBhIp4zMpJ6HIm4jDZXl6nSjLYpVaYxCeBFHCejhdZEzLZ8CzlOal05Qoiqf3WS4RukURSZKv9vUuFvRYoXFCIkPE9f2ZAOLlOYJzBHCFGIupT4YWLhqbpPZZRcPf10UnjnU0yONMuY7R53EAYbbYMhLMR11t3M7wy06ew2h8nLiXnG5xPHOUxmrEyVbjSxXKnS+AcPISTgGs97b3iBt5qE5+4pHWAgvyOGsI4uU5l0RRjbQIEQwnBGZZxLGNR1Y1j7jYZj7B4eH/Xw+KhMlValKeaxbewEfjhmWk3pxtXHZ5VaV/4871CtxzGEdfOYH+q5yCqjAqDVGDZs2OXLlx89evTNN9/Qj1Tv+ZXL5SwWa9asWf37G/8lDkArY24Av2DBggsXLmzfvn3q1KlicUOKITOn0Wi2bNmi1TKtQgQAaHE8bPsYXTn3tOvHpCsmO6KZlKdCCNmLgvMqHhpogCHcxYbRTUwhz7FEmYzqj94xDGded0qlk597MafmUV55VWJGyR8Ps38cGbTHWdKNYT/JRWf1Ru+03Ip7D7J/7On5idF+OCwRj21D36GoDxsXSPjuTEbVw/Oj1OIL9Z1NcLPpFeIyi0k/GIPfdBjFaAM2k93jtbYw1PuKTCJPxrvCB/htOPZ4hEpbovfZru5zXSQ9mPTD5CcCxxjleEMM5oHhD2AttnxfW75vAy5sdDjGeqv91kDHcU9y9+VXPlBq5SKuo4ukZxfXOa7MvhAAAAawWKzNmzefOnXq8ePHHA7n7bff7tHj1VfZp59+am9vz+czSoQJQCtjbgA/YsSI5cuXf/vtt6NHj/7hhx86dOjQKMPSa//+/RkZjOoPAQBaqCCniXcztxjIkuXvMIrhuVkbvpfRc+k2Am8mXZGk0TCDIutPvV5TudLIlxhFkWqyXIgbP5dEkNrTzybrPedfrnp5+vmkyV0vMcmrhxB6krvPcIOnuVGveX7M5JhxF9c5fxmss93JZTqTISGEOLhwbMjx31+8k1P2Z62nfGVDmGcLr9TkGm1DUBodqTK6Id+WQa0yWz6jD1WV2tDpABrzggtSgV94yKkL8XPlVYk1H2fhnB7uC5jnIGRSjM2Wx+gNSnjGD6baMJurZs7Trp+nXT97e3sMw0iSlMuNJwIEADDEYrHGjx8/fvz4Wo+7uzO6EdzMVVQY23NoKRKJxNpDACYwLYD/+ms9hZfEYrG/v//Vq1dDQkL69u0bEBDg6elJF3io68svv2zIMBF6+PDh77//bmtrW1bG6EwgAIA5pbY4t+K+RlfOZ0tdbELrq7FkATy2zfDAnWfipumty23L9x3ov4lhV772Q1OKzxtowGWJPWz7MOkqp8JI3SwKUTnl99rJhhntqlKdb7RNYsHprm7vGm0Wl/+rgSx9Km3JzbS1bwfvNdoPhSijqeMr1bkVqkwm4dYbPl/EF54oV2XqfVbEdennt95oJ9Wyy/4sqNBTfzS77E5exQNv6UAmnTA5J49jLCYLyzZ8b3tRULEi3sAJCCYfA4ajMulot4Oo47Tu11OLL2SUXNWgIozi2gs6BjqG2/BNyPDkYdeXwxIZzvnXzoHRG/SRDWLhXL0/yNUY1n4DAAAAQDXTAvgVK1YYeJYkyevXr1+/ft1Am4YF8OXl5ZGRkXZ2dpMnT965c2cDegAA6KXQ5MWkrEguPlu94ZyFcwIcwvu1+4ph3e9G5yUdML7z2avJnxZUPql+EMPwAMexA/y+YZjiGyHU3mHMH4kfGzixbMPzZliGWsEg6pYrEphEbiQijK5il1Yxyuz1PP+w4QZpxRfUunIe20iKci1RaaBye7UqbTGTAL5MlV6pqXdtWaUrKVEkMswcVlz14r8J8/RGgBqi4lzcrOmhN5hsx7Dle7NwXn1F8mhSYXuGp6l7eX127sWs+v4R+Wy77h4fMOnHXhRotI1MaLxNTTjG8ncY5e8wyt7evqqqSqlUmnQ5QoiDC1/zXHQ7/Zv6GtgLAwMcwpl0xWfLurrNfZD1Q30NnCXd/CBJOwCgfgxrVIeHh8fHxz958gQhNHHixCYeFADWZ1oA39Sn3Ovzww8/lJSUrFq1SqNhtEkVAMBEiTLl+OOwWom+CVL7ouBIVtmtiV1+F/PcrDIwF0n3Kd3+KKx8ml8Zq9aVi7mu7rZvmDqY22lrDecbK66K0xIKZoucxk/zqnSlTEaFYUYzczM9RF1k7IAAQelKlElGDz9zcBEL5xitqCfgSJmM6q/MLSRZb9xIkOo7Gd++3cHIjn3anYxvDazfasmquxmbhwRsN9oPhyXylQ1NLjproE2AI9M8xv4Ob/fyXn43Y1PdTxeXJRnVYb+Aw6gsi4Tn6WrzWm75PQNtgpzGMRxVIwr1WCSvSowvOF73KQnPPazjQYYnFxBCb3h/UapMSSm+UPcpW77vqOAoDDO3li0AoBX74Yd67wDWFB4eHhsb+/PPPyMI4EHbYFoAb5WjGhcvXrxz586IESNCQ0Nv375tuHFxcXFMTEzdxwcMGMDjGU+h3AZhGMZmsyELiCVh2KvVO+tOO0WRlx6/X1+Zrgr1y+jkhZN7GMkn16Q8+a95OjQ8EVRayUXDDShExRUcfN13sdGumOQbsxN7MPkHxRBuND53tethtCsKUaTBzck0FZnPZFQuku7ZZXcNNBByHR1tA4yuUVMUqTdaqymj9A82F2Mby2mvI1TpJX8YbpNafIHH5zE5mT84aH3mn9c0hP5fYVKh3xt+iznMtmMghN4MWOFl/8at1I05ZX/RW1c4LGGA0+h+/isYHoCnvRX07X/uD6/vJoWbbc8unjManGXdnC/2f3XZ55cz5K+MyMLKOPoRPtuuk9vUPu0+4zO7j/M//PDuR59kR/2VvkP+v30lAo59Z/eZvdt9ymW1wiOXGIbB71NLYrPZMOcWxma/ih04HE713zPMmXTJjBlMi5h27NiReWMAWjpzk9g1tZycnD179ri7u8+ePZtJ+8zMzOpSEzUNHjzYWtsHmj8cxzkcpisqoBFZ9zOZlP/fvHI9p4urZchjSrVxHtKeFhtS41LWk5G7phJVHJN/BS5bpCWqDLdxkQYz6UrItVcYy17m4/ya0a6MFjOjsbkYk1G97v/+yQeGAvhQnzk2Eluj/SjUhWqdkTQlWkJJscvFQiNZxOWKfB2hMtxGpStlcTVCBvXYxOLOM/ucP3J3fN0cBM42naa9cUYqdDLaSU0h4n+FeP9LqS0pq8rEcY5M5Gf0lkRdAeKBk/BjJ+7PrJu338u+z9TXT4l4xue8Pjwez5zb1r0C5vYKmKtQF5Qps3hsiVTUrsG3EvoELugTuKBSlVeuyuZz7KRC31a88I5hjH7iQOOCObeKht03IUlGW8xoDP/4Rwh17ty5c2emBVwAaOnMDeAjIyMRQosWGSl2mpube+zYMQcHh2nTpjHvnCAIum7cxx9/DOvnADSulILLRtskF1xquQE8kzJyJIM2CCEWzjXahsk6MEKok/vEu6k/GmjAY9u42nZn0hWjCJ6Zrp4zn2YdS8rXv3juYtu5f+AXzIbEaD6ZVfhrtK5o3vZ9F74Vdzftp4Tcs3JFKo6zHSXBIe4Tu3m/04DYmybgSAW2Jq1I1xbs+q9FQ17cSdmRVHCxrCqThXNdbLt28ZwW4jHZuhXOaSKek4hn2q2N+oj5LmK+S6N0BQBogwiCyM3NLS4udnFxcXR0xPFWex8QAKPMDeAXL16MGATwcrl88eLFHh4eJgXwhw8fTkpKmjJlSkBAAMNL3N3dFyxYUPdxkiQVCkNpddssgUBAEAQkF7AkgUBA/+Kx7mdSXqk/T/g/2lRktNwfHBxnGQ0nhWxnRm+QQaxcUpGjkBjvqovbe/fTdxs42v2a9wKVUoOQkR9JiiIZnKZHOg3Tr77RnfZfZi99mn2w1tp+O4ehozrt0qlxnZrJRAm5LLGGqDTQhI3zWISd0VGxSDujOcx5bBtKJ1DomH9Eea95fPyax8c1H1IrdWqkY9xD48ORbW+fFb19/pEjVlllZPeBYUKhUKvVarVG8hqARiQUCjEMoyiqqsrIbh3QiLhcLpvNhjm3JC6XS2/bVKvVOp3JX54N2HX//Pnz3bt3P3v2jCBeVdbkcDi9evWaPXu2j4+Pqb0B0ApYaAt9QkICQqiw0HjZ22opKSnHjx8PCAgwKR2Fk5NTRERE3ceLi4sbkI+3LeDz+TqdDibHYpTa4oqy+CpNvoBrL6T8JTyrFTLFKOPnJjCS03I/GzjGRchIaCfieDF5g2xcaLQNRbCZdCXA3Af4bbyStETvHngv6ZtdXT5gOOc4xiEoIxEaD3Nm/C+IDWy3pbPL3OSisyVVSQSpkQr9fWVDXW1eQwRi/jHwkQ1JLDxloIGXdKBWQ2mR0Q4xL7s30+SG9on4yoaplGYFuq0VHcC33B/elkgoFCKEKIqCabckDMNYLBbMuSVhGEYH8BqNRq02VN1Dr/rqTNfn4MGDe/fupS90cXGxsbEpLi4uKSm5cePGrVu3Fi9eHBYWZuoYAGjpTA7gHzx4MHz48FoPOjo6GriEIIjS0lKEkKurK/MXysnJIUkyMTFx7NjayYEfP348evRohND333/v7+/PvE8ArEilk19PXZlQcJKkXt2xxhDmLRs80G8jk+pcjc5eaLyUl70o2AIjaSJMDtqVqlKYdCUVBsiNlXZjMp+0Ti4zlNriuxnf/bN4G+Zu2yss+CCT7fqvXlEUXLPSXl04zpYKTfuGtBcG2nuZVrqslte9lqYUnauvLh0L5/TyWsa4q2UZJVerf17qdMXr6bWkgaMEAADQ7D169CgqKorH473zzjujR48WCAT042VlZWfOnNm/f//27dv9/f2Dg1vw3yoANIDJB0h0Ol1RDfSDRQaVlJRQFIUQmjt3LvMXEggErnVIpVKEEJfLpf8TUq+BlkKhyTv8cMiL/GM1oxEKUeny6P/EDi5SPLf8kPwdwgzHihyWyJdBYfNmi0KE0TYaHaPKGgK2kXPOOM6xE/gxGhZCcflH/szYUCfEpbLL/vz9xTtGy7lVC3aeZLiBj/QtPtuOYW+NRSYMGB68i6XvVDkL577VfrujOIRhV86Srm+136a3aBkb548I2i1lPOcAAABanFOnTpEk+emnn06aNKk6ekcI2drazpgxY+nSpTqd7uTJk1YcIQBWYfIKvLu7+4oVfx/VW79+PUKo5iP6X4bN7t69u0m7XEJDQ0NDQ2s9ePv27Y0bNwYHB69bt455VwBY3eXEReVq/WfO1bqy8y/mTOt+g3l15UZhw/fs4bHgr8wt9TXo7fOlgCOz5JAaFxvnaQ0exkYICbnOTLoqU2cZbkCS2vyKWFeb2l9ZerpSpV9JWlJf6rWMkj8eZv/4mqfxynYIoRCXWc/zfi1SxOl9lsuS9PVdzaSfRudvP2pK1+g7mZsySqK1hBIhxGbxve0G9fJe5iDqaFJXwc6THEQd7mRuypBfoW95sHGBr2xoL+9lMiHT3CgAAABaoqSkJJFINHDgQL3PDhkyJDIy8sWLFxYeFQBWZ3IA7+HhUTN4pgN4CKdBK1aqTH2Su/dl6Y0qTSGPbeMs6dbReZqHXV/mPRQp4jJKrhhoUKJMSZVfaO8w2uzBmqaX93IdURWb/e9a57FxjPW616dd3d6z8Hgal1Tgp9QWG27jKO7EpKtyZbrRNmWqdCYBfGz2rvq2l/+vwc4eHh/hmPEvZxbOHdPp6O9xEXkVD2s9JeQ6vR28Ryqw2gkje1HQ28F72VxMhxchhDikg1bTwKz5juKQsA4HCVJdrn6JEGbD82R+ygAAAEDLVV5eLpVK60s4z2Kx7Ozsystrl+EEoNUzN4nd+++/3yjjAKB5epKz93rayupU2FXawhJlSnzB8WDnSYP9tzJcM88sjTHepuSa5QPXmtorAAAgAElEQVR4DGH92q0NcBz7JDcqr+K+Ulss5Dq62fTq4jbbXtjiT5S1sx+RU/6XgQYYxnK36W2x8dBell433ECplRdUPnGRMKokJ+K6TOhyLqHgZFLR6aKqFySpteF5+doPC3GNsPzm+brYOM9OHIgQUigUDLLWGcLCeVa8HwEAAMDyPD09k5KS8vPznZ31bJfLyckpKCjo0aOH5QcGgHWZG8Dv3LmzUcYBQDOUUHDiWspnerOFv8g/imOct9pvZdKPQpPXKG2aiLOk2xBJN2u9etPp6DztQdYOpVZeX4NOLjMYnhGwFfiUqdKNtOH7MOmKyT90pToXSZh0hhBCOMYOdp4Y7GxCtQ4AAACg+evXr198fPyqVas+++wzX1/fmk/Fx8dv2rSJJMm6520BaPXMDeDz8/OZNONyuUKhkMfTk9bIJL179z5z5oyZnQDABEFprqet0hu90+Lyfu3sOstJ3MVoV0y2Q5P1HIoGDcbnSIcF/vts3HS9tcSdJd2YHxFvJxueWXLNQAMR14XhmjkbF6qRkf1+XJaI4cAAAACA1mrixInXrl1LTEycPXv2iBEjli17VcTk5MmTO3bsQAiFhoaGh4dbdYzAXBRFHThwgMvlTpkyxdpjaTHMDeBdXFyYNxYIBH5+ft27dw8PDw8LC8MwzMxXB6DpvCy9UaUpMNCAQlRC4UkmAbyONF4olTR4Lho0jLd04MQu56+lfJ5bfq/6QTbOD3GN6O3zJRsXGLi2pk4u02Ozd5Wp0upr0Mf3SwxjVNTDXhRseBEeQ5i9iGlFOgAAAKC1YrPZP/zww549e6Kjo+mK1DSKopydnfv37z9z5kxTC8uD5oYkyVmzZtnZ2UEAz5y5AbxJlErls2fPnj17duDAgdDQ0GPHjtXaDwNA81GsiDfapkjBKPcpW19JrVpYmGl5uXSkMqnwTE75XbWujMu2cbPp2d5hNAdWbutwEneZ2OV8iTK5RBWHcwiktXGVvMZj25jUCQvn/avTf049HV+hzq71FIawUM9FwU6TGXYV5Dg+s+SqgQYedv1EXBNujAIAAACtFZfLnT9//vz58ysq/i77Om7cOFh4x4oL8binqKgQI0nKTkb6B1DeEFW1FeYG8PHx8WlpaWPHjlWpVBiGDR48uGPHjh4eHmw2++XLly9evLh48SJJkq+//vrUqVMLCwvz8/PPnz+fnZ19//794cOHP3nyxPx99QA0BR1pPOeWjmCUl6tm7ff6MFy/paXJL0cnLqrSFlY/8jzv0I3UNYPbb/F3GMW8n7ZDKvB3lXYSi8VFRUUN7mFqt6v3syJfFPwfvTUDx9hutr1CPRZ6S/VXuNEryGn8s7yDOeV39D7LwYVv+q1v2AgBAACA1koikeh0uuLiYnt7ezbboguQzY5Oy758AX/4F6L+PubJ+vM65dNOO3oCsjFtiQK0ROb+ALi7u0+YMEGlUg0ZMuTHH39s3759rQapqakffPDBxYsXe/bsuX37doQQQRAHDx6cM2dOYmLivn37II89aJ7EPFejbSQ8N0ZdcY13JWbWFUIoTX7597iZdW8KqHTy8/FzRgb94u8QxrArYBI+R9rXd01f3zUKTR5BqoVcZzbON7UTDMPDOh68EP9uZknt2gQCjsPIoN2tIP8/AAAA0Fjy8vL2798fGxtbWFhIkiSO405OTt26dYuIiNCbnb6Voyj2qWN4Qlz1fyP06kgylp7KObRH9877lIDpCUFzFBYWfvfdd5cuXUpJSRGLxQEBAQsXLhw3blytI9IFBQVff/313bt3nz175uzs3Ldv36VLl4aEhNDPTpgw4fjx4wih0tJSDMPEYnH1VosnT5589913sbGxGRkZHTp0CA0NXblyZa2z2wzHcPHixZ9++ikhISEjI8PJyalDhw4ffPBBWFgL/muZtWbNGnOuX7ly5alTp0JCQi5fvqz3PLxUKh03btzvv/9+9uzZgICAkJAQHMe7du2qUqlu3ryp0+mmT59uzgAYUirNqmDUigkEAoIgtFqttQfS7PDZ0sc5Pxtu091jvqM4xGhXHJboae4+w21e81osEwYY7UpHqk4/m6DW1ZcFjcoquxniGsFisGm/rWGz2Vwut6qqyvyuuCwxj23HJDeh/pHg/CDH8Y7iEIoiESLZuMhJHBLiOmtI4A4mn4EWhJ5zhJBWq9XpjO9DAY1FKBTCnFuYUCjEMIyiKPh7w5I4HA6bzYY5tyQOh8PhcBBCGo2GIAhTL8dx3KRfxOfPn1+2bFliYqJCocBxXCqVqtXqioqK5OTk06dPOzk5+fs3sMKovb19wy5sRBqNyfmP8BfPWDdrHsT7R6SKKauQVkP5B5rarakborOzs7t3737x4sWysjIPDw+lUhkXF3fs2DE+n9+3b9/qZjdv3hw8ePAff/yRn5/v4eGRlZX18OHDPXv2tG/fvlOnTgghuVzu7OwcGxvL5XLfeeedHj16jBw5EiEUFRU1ZsyYhw8flpaWurq6xsXF3bt37+DBgz179vTx8TFpDB9++OGiRYsSEhJYLJarq2thYeHz588PHz7s6OjYs2dPUyeqmTBh165eJ0+eRAhNnTpVJKr38K1QKJw2bRpCiF6Bp40aNQoh9PjxYzMHAEATseF7BjiNM9BAwvMMdDTUoJqDKNhXNtRAA3thYDvZcCZdpZdEV6pzDTRQaotTis4z6QpYEYbhfvYjRwbvmdHj9uyeD8M7nw71XNgcKrcDAAAAzURqampkZCRBECNHjty7d+/FixdPnDhx8eLFvXv3jhgxgiCIrVu3pqXVm1+2VcJj7xtp8DQWNf3d2y+++CI3N3fixIn5+fkJCQn5+fn79+9HCK1atar6hppSqZw8eXJubu7y5cvLy8uTk5MrKirWrl2r1WpnzZqVlJSEEHr//fd//vlnhJBQKNy9e/cPP/yAEEpPT583b55arV6zZk15eXlqaqpcLp80aVJBQUFERET1XQ8mY7h3795PP/0kEAguXLiQn5//4sWL4uJiOiDduHFjU89S0zF3C/3Lly8RQgEBRlaNgoKCEELPnz+vfoTebF9SUmLmABjicDgUVW89sLYMwzAWi0XfTAW1DAnaUqx4UaSIq/sUlyUZ0/kgnydm2NXwDj8ceTiipCql7lMCjiwsZD+Py2i/U0FlrPE2itjOHEtsbGlZ6ES18FG3pOrkwPAlY3kw59YC025JLBYLwzCYc0sy84sdx01YOzx8+LBGo5kzZ07N7bosFsvX13fZsmXOzs5RUVFHjhz5/PPPTR1Gy4XlvDTSQK3GigopF+OHN81x9+5dhNCyZcts/nfkfubMmefOnSsoKMjKyqKjvK1bt2ZnZ0+fPr06VOZyuStXrszMzPzll182b968a9cuvZ1/9dVX9L/76tWvyv3a2dkdPnw4Pj7+8ePHv/zyywcffMBwDI8fPxaLxTNmzBg+/NU6GZvNXrBgwbp167KysioqKiQSSdPMUNMyN4C3s7PLz89/9OjRuHGGliIfPXqEEOLz/z4vKpfLEUKurk378aomkUigal19uFwuvc0V1GKLbOcPuns57ov76bt1hIp+EENYgMvIkZ23yUQm7NqyRbYfDLp/8dmy2Mz91WXJMQwPdh0zMmSrrdCLYT8kbnzjGYFV2traMh9bmwIzYxV8Pr/m9z+wAJhzq8BxHL5kLA/m3CqEQmEDriJJknnjlJQUDoczebL+Oi9Tpkw5ePAgvZDbVpAkpjZemRipmvxQiZ2dHULowIEDnTt3rr6Pc/To0Zptzp8/jxCig+2aIiIifvnll2vXrtXX+ZUrVxBCH3/8cc0HMQxbuHDhnDlzrl69SvfJZAzvvvvuu+++W6v/vLy88vJyZOKnsVkxN4Dv16/f8ePHo6Ki3n//fTc3/Vm48vLy9u7dixDq06dP9YMnTpxACDX44IqpysrKLPNCLY6NjY1Wq4XzYwb08Vr7mvuynNK7VdpCLtvG1aa7iOuCtKhmSVKG3vTd1MvzyxLtM5W2mM+xk7CCRFwnSoNKNUy7YlHG1/xZlE0Dxtbq8Xg8gUAAM2NJXC6X/gtPqVSqmfzNARqJra2tSqWCObckW1tbDMNIkqT/LgSWwefzuVwuzLklVd8cVCgUDcigZNIKfF5enpOTU30557lcrpOTU15enqljaMFwnOILMKPxubDJiwovWbJk4sSJ27dvP3bs2PDhw/v16zdw4MBa1cHpeyu7d+8+cOBAzccrKysRQunp6Xp7VqvVWVlZbDab3r5dE536LjU1lfkYaBRFPX/+PC4uLjU1NSEh4fLlyy3996O5AfySJUtOnjz58uXLt956a9OmTSNHjqz5k0lR1IULF5YtW5aRkYFh2LJlyxBCOTk5hw4dWrt2LULIMhnsEEIEQcAWer0oiiJJEnIdGYYjvoftm9X/ac50sZCovdNwegdaUVGRqV05i0ONtnGVvAb/oHXRfwHAzFhS9V9d8CVjeTDn1gLTbkn0AhrMuSVVL1o27Eumegc+E15eXsnJyVVVVXpX+ysrK/Py8gIDTU7Y1qJRnt5YUryhFgIh5eDY1MOYMGFCTEzM2rVrY2JioqKioqKiEELdu3ffuHHjkCFDEEIajaagoAAhtG+f/izOGo1Gp9PVvTuTl5dHkqSTk1Pdjwq9cZs+vs1kDLRt27Zt3LgxPz+f/k+pVNq/f//KysoWvbhrbgDfq1evjRs3Llu27MWLF2FhYZ6ensHBwR4eHgih7OzsFy9eZGZm0i2//fbb3r17I4SGDRv27NkzhFDXrl1nzJhh5gAAaFO87Qba8n3KVOn1NRDz3NrZM8qHBwAAAADQbAUGBiYkJGzduvXLL7+s++y2bdsoijKah6uVIUNfx+sN4CmEMKJHT2TKNocG69+/f3R0dElJyZUrV27cuHHu3LmHDx8OHTo0Ojp68ODBXC7X3t5eLperVCqTDuq6uLjgOF5UVEQQRK0Ynr4jULPqmeExIIQ2bdq0fPlyGxubzz///K233urcubODgwNCyNfXt0UH8I3wD/zpp5+ePn2aLgbw8uXLS5cu7d27l84VSUfvtra2v/7666efflrzqlGjRl27ds2kjTQAABbOHRq4o74qcSycO6T9djZuifqfAAAAAABNJyIiQiaTRUdHz5s379KlS0lJSUVFRYmJiRcuXJg7d+4ff/whlUojIiKsPUyLIv0CyO6v1fMkRrq6k30GNPUYNBpNSkpKRkYGQkgqlYaHh2/bti0hIWHSpEkIoV9++YVu5u/vT1FUYmJirctLS0tjYmKePHmit3Mej+fu7q7T6eLja9+noBeA6fPXDMewY8cOhNDx48e/+eabQYMG0dE7avnbdhonfv7Xv/715MmTY8eOzZkz580333R3d5fJZD179pw+ffrWrVszMjKmTp1a3Xj9+vUpKSlnz56FpCMANICbTa/wzqekAr9aj9vwvcd0OuYlfVPvVQAAAAAALYhMJlu1apWzs3NiYuKGDRvmzp07YcKEefPmbdq0KSkpydnZedWqVTKZzNrDtDTd8NFE/8GoVgkADCM6dSGmzaaavihDWVmZv79/YGCgSqWqfhDH8bfffhshVH28fNCgQQihLVu21Lp89erVAwYMOHXqVH39Dxw4ECG0bdu2Wo9HRkYihAYMGMB8DIWFhQih0NB/nD9NSUnJzs5m/n6bIayNnAwvLi5uI+/UVFKpVKPRKBQKaw+kDZFKpdVn4BvcCUkRmaXXcsruKrXFAo7M1eY1b+kgHDP3UEwrxufzxWKxOXMOTEXPOUJIoVBApkxLsre3r6qqgjm3JHt7ezqJHV1kB1iGUCjk8/kw55YkFArpE+kVFRUNyATGYrHomIo5rVZ75syZR48eZWdny+VyR0dHNze3rl27hoWF1ZffjonmsPe+oqKi4RcrKvGkeKwgH5EkkspI/0DK3qHBnZlaTc3f3z8lJWXWrFmRkZF0Fbfk5ORx48Y9ffp069atixcvRgiVlpb6+fnJ5fIFCxZ89dVXUqmUIIidO3cuXLhQIBA8e/aMTjhHEASbzWaz2WVlZfRHKy0tLSgoSKvVrl+/funSpXSiyvnz5//nP//x9vZOSEjg8XgMx9CtW7dHjx59++23dCI2hFB0dPTcuXPT0tLoF/Lx8WnwpFkRBPBtHQTwltcoATwwFQTwlgcBvLVAAG95EMBbBQTwlmf5AL6JtPgAvlGZGsBfvnx52LBhFEVxOBwfHx+dTpeenk5R1IABAy5dulRd1O3cuXPTp08vLS3Fcdzf37+wsLCkpITFYh05cmT8+PHVvclkspKSksDAwHbt2tHF5/bs2fPRRx+pVCoej+fl5ZWamkoQhLOz87Fjx/r37898DL/99tuYMWMQQgEBAR4eHsnJyZmZmYMGDaqoqLh371779u1XrVplsZTqjYi1Zs2aRukoNTX13r17ycnJKQZZrG5cLfB3TH0EAgFBEA0oBAIaTCAQ0NkfqqqMF3UHjYXNZnO5XJhzS6LnHCGk1Wpb+nmzlkUoFMKcW5hQKMQwjKIo+HvDkjgcDpvNhjm3JA6HQ4dGGo2GIAhTL8dxvJn8Ira3t7f2EJBGo7H2EF6h17SZ8/PzCwsLo3PUZWVlcbncrl27rl69evPmzZwae/gDAgKmTJlSWVlJkmRaWpqLi8vw4cOPHDny5pv/OO/p4+Nz7969ly9fUhS1YMEChFD37t3DwsIqKio0Gk1WVlZISMiYMWOOHDnSsWNHk8YQFBTUp0+fly9fpqeny+XyLl26LF++fMuWLQEBAc+fP09OTu7Ro0ffvn0bPnFW0ggr8Ldv354+fTq9FcGoBrxcenr66dOnnz59Wlpaam9v7+XlFR4eHhwcbFInsAJfH1iBtzxYgbcKWIG3PFiBtxZYgbc8WIG3CliBtzxLrsCfPXvW1P7DwsIYtoQV+JpMXYEH1mXuidm0tLRBgwY14AeYoZs3b27ZsoW+w+fk5CSXy/Py8u7duzdp0qSaifEAAAAAAAAArcb3339v6iXMA3gAWi5zA/i1a9fS0fu4cePee+89b2/vRqwMV1ZWtm3bNoIg+vXrN2fOHJlMRhDE2bNn9+3bd/To0U6dOnXu3LmxXgsAAAAAAADQTNQ8Jg0AqG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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))
![](data:image/png;base64,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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,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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,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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,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)
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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khIq1Wu3z58ilTpvTXgcQEfuLEiQ+qwLJsZmZmQkLCiRMnKioqzGZzbGzs+PHj582bFxoa2l9hAPgFoQfzgTF+O+m34HJ1+1yQ4f11gEBP/l38998OAAAAYNDz6QSeiKZMmbJ9+/by8vKSkpL8/Py0tLSkpKSpU6e659D2duDAA6eYOnz4cKfly5cvX758ebfBPPbYY4899lhPwgYYxISQUKqr6bqOS++vD7aEID2ZW7qpE+yva9K4Qrr/dxHwUBIAAADAV/n0GHgRx3GJiYnp6elENHPmzJSUlC6ydwAYaM6YsV1XEFiWHx0tSSz9zzHhgT1x/lYnMUmCSAaCc/TYbld6d8b0z9qcAAAAANDv/CCBd1Or1VitDUB2zoRHhS5f5DqmPiFwGsni6V+O5MeJ47qoIAQF9yTJ902CXu9I7Grwkcv4iGN8vGTxAAAAAECv+E0CHxkZefjw4UmTJskdCECgE5Sq9tn/R9BoO/3UGT3W9uQMaSPqVwpF60u/IkXn10ZBqbS8nCFxRP3LNvOf+OEjO/1ICApuf+H/POhvBwAAAADZ4UYNAHqNHzqs9VeLHRMmdUz2BF2QLTWtfe7LxLIyxvbwXMOGtS56w2Uc4lHORw5v+81vyRAhS1T9RVCp2udn2P8hVdB2eATDss6ER1tf+40r3L//OgAAAIDBzdcnsQMA3ySEhln/ea7NZlPU1zIOuxCs541Duh1f7S9coaGtmf9XYbcqbt5gW+8L+hB73CRSqeSOq38ILGubnmp7IoWtr2XaWgU15xoSKQyWvw4AAABgEEMCDwB9J3AcPzJK7igGikutcU1O6n7RPD+lUPBDh8kdBAAAAAD0AhJ4gE4oTI3svSrGZnVpdfzIqK7nbOuK06m6+j1b/RPj5F3h4Y5Hp7lCQvo10r5gb/+v8/vLfKuFtDr1+Dj75Kl931VdraL2HmO3C8F656jRgi6oH+MEAAAAAICOkMAD/B2FqUFTcJL96ce/FTGMMzbO+sz/09vVv7nTX6kvXyCXy12iLj7rHDGq/aVfytUZm62u1B46wDidRCSIQd6p4L78o+3pWfbkn/VqV4rqnzSFn7N1tR32zjomTrY9Pct/p6AHAAAAAPBljCAIcscQWGw2m9wh+CKVSkVEDodD5jiqf6J9O6jTfyN9CC1+ncIMPd3V/7efblztWCAQ/WWAuC6IVrxNavVDhdoHN67Rp/vpQf/ln5xB//hcT3dVdp0+/QPxfCcfDY2kzCWk0/UxyMFLqVQqFAq73S53IIFCqVSyLEtEdrsd33TSUCgUKpUKDS4ZlmWVSiUROZ1OvtMLMvQ3hmHUarXD4XB1eDoPA0e8qhARz/NOZ1/GtHFdLg0L4I/wBl5qCoUCq9l7E9uElXf2cp7n/yu38+ydiO6bmaN5ikVZPdrV9R/4v8/eyZ29E1FbK5P3ieK1X/cxzr7iD33ywOydiM6dZqenUmj3gwWEtlbXkbzOs3ciqq1RfHGCefHlvoY5aDEMwzCMzCd5IFH8dYkElmWRT0pDvJIrsBKhVNxNjTaXjPskx72cNNzt3LcvUFz8YVBCAi81s9mMq4m3kJAQIjKbzTLGoCq7rjE1dFFBuHPr/s3rfOTwbnf1/7N35/FR1Pcf+N8zs7Ozu8nmhoRAQkJIQki4wuGZghqkSj3RL9BK01To8aU/rbTQloeifq19aOsB8vMnKp4FBMohBhQwHAICKkRSzsRAICaRkHuT7D0zvz9GY8ixOwnJ7G7yev7R6sxnP/Pej5Pdfc/nCvrkI88/puSSooaaGtJp9wcofPWF3nP/jEyO9e/bZs/zWpX+y8OCzeqhgHTiWPONP8F8+HZMJpPBYGhoaPB1IAOF2WxWOl6ampp61m8D3SUIgtlstlgs6JzUhtFoDAoKIiKr1Wq3230dzoDAcVx4eHhLSwuGU2mD5/nQ0FAicjqdzc3N3X05wzCRkdgeFfobPLIF+B53qVRFmQtqqmK9JmmyzJcUq6mqt+hOn/BepqpSTVXeG0qWdWUX1VQFAAAAAADqIYEH+B7T4v3JLqPy6a+K3ie23lNvf++ztXgvo66XUl1DNampCgAAAAAA1EMCD/A9WcWqcmrKEFHbCe9dkYyajjBnOO/r3ssqZ1GqaiisGQMAAAAA0MuQwAN8Txo02GsZeXCMmqp+2EfN02IHYuIIVWH1EjFGReRBqp4pSCoaQRocraYqAAAAAABQDwk8wPdcqemyxwVOZaPJPWKkmqrcKaOIyEM/vBxslkJV70jXG5y33uG1jOOmqaqqSssgj6vvSlGDxOghaiMDAAAAAAB1kMADfE8ODXPd8JMuTzOM/dYZMq9qCL09+w7qZAy5/MP/MfaZ9/QsyB4Tg4PFEckeCkghYa7R49RUJQ2Nc2WM7/I0x9mz7/Sc4QMAAAAAQA8ETAIvy7LVasXONNCnHNff7LjxJ9RhKrjM6ezTZ7pHj1FbkU7X8qvfyCbT1UcZIiKWdd55jzte0/HzCuusueKwuE5PSWZzi8ot7omIyD79TtfYzI7HZYPRdvcDYtzwHoYIAAAAAABd45566ilfx6BKVVVVTk7O2LFjBw/2PlHZn9lsNl+H4I+U7ZodDoeP42AYMT7BnTqaOI5hGJnnpchBrvSx9jvuEYcndqsm2WB0Trqe4XRsYyOJLoZlZIPJPTLVPmeeO3ZYH4XvlWvMBDFmGFdZxjqdxBDDMLLR5Jx6q/2uBzo+tvCEZd0jU8QRI4nliGFIL0iDo13jMm133CNh8HwXeJ7X6XT4BNCMIAg6nY6I7HY7Hv5qQ6fTCYJgs9lk2dMKINBbeJ7X6/VE5HQ63eq2EYFrxLKs0Wh0OByiKPo6lgGB4ziDwUBEbrfb6XR29+UMw5ja96YABDydrwPwrr6+/uDBg8eOHSOid999NzMzc+rUqUOHDu2q/N69e1etWvXKK6/EqFm1i2jDhg1r167t9NRrr73W9kJ2u33NmjVHjx61WCxJSUnjx49/4IEHOI+zpiEQSZFRjltu74VnCSzruOFmxw03X3tNvUhMSmpJejQ8PFy5dWtqer6bnThkqDiky79EAAAAAADoXf6ewB85cmTlypXNzc08zxNRWVlZcXHxli1bFixYMGPGjE5f8umnn9rtdvWXuHz5sppiNTU1zzzzTGlpKRGFhoaePn369OnThYWFf/vb38xms/rLAQAAAAAAAPSAXyfwly9ffumllziOW7x4cUJCwsKFC5944gkiev7551etWjVq1Kjhw6+aamu1WtevX3/69OnuXoWIXnzxxbi49tODlXHdipdffrm0tDQ9Pf1Pf/pTVFRUZWXls88+e+rUqbfeeuuPf/xjD98h9B6mpZn/+hhfVkrNTaTTidFDXOljxYQkX8fVO1iLRcj/mCv/lnE5iBjZZHKnpNmnZpOu23/CbEMd//Uxd2W5aLeRXjAMjnaNzexZR7qwa4f+3ElyOokhYlgpKNg+/S4xqdttzjqd+j2f6C58w9gdRLJsMLiHj3Bm3ykZDN2tirG26E8c4y5eYJTbYHCMO32sOyGpB4vq8edO6Y8cYhrqGEmSWU4Kj3Bm3epO8rQQYABhGxv4E8e4souMzUp6vRgT6xqbKfpucgcAAAAAqOHXCfyuXbscDsdvf/vbrKwsJc1mGCYjIyMnJ2flypW7d+9esGCBUjI/P3/37t2lpaU9mESt1BwXF2foOls4d+7cyZMng4ODly5dqvS3x8bGLlu27He/+92+fft+8YtfDBo0qIdvEnoDX3xW+GQb02ZyFFtbw5856UpJc8y8T+5+lutX+MICQ/4Okn6cU8o0N/EFX/KnTrT8PFca1I0d1/UFXwn7d5Mo0g9r4vOXK/mTJ1wTJttvuV39NHjO1mx8/RXG9cOUS5lIltgmi2nLWjFhhPXBh9SHxJVdNG5ex7SZvclYrfzZU3zRWds9s9wjR6mvSldSZPh4G+P4cQAOW1vDnz3lHplq/9l9KncQICKSJNO697jvvv0xJEniqquMWz4QE5KsD/5CfUj+iS8sEPbsZMQf25ytvsKfPOEal2nPvrN7qyEAAAAAgIb8+odaWVkZEY0ePbrd8QkTJgwfPrztUhYXL16srKwUBCEkJITpTleb0+msq6sLCwvzkL0T0eHDh4lo0qRJbUfLR0dHp6WlybJ89OhR9VeEXsddKjXkbWY6W9qELz4r7NiqfUi9SHfpvGH3Vdn7j5xO05q3yeVSW9WpQmHPJ9Rx3R1Z5gu+FD7LVx+V8fWVP2bvV+MuXjB+/JHKetjGRtN/1jCdrr0kicYP/8PWVqusiqv41vjRprbZeytdSZHho80q6yEi03/+3TZ7v+oqF88bt21SX5Uf4s+dNny6o232/uOpwgLD3l3ahwQAAAAAKvl1Ah8UFERE1dXtf8FHRUWtXLly4cIfd72aP3/+mh90a0Z6VVWVLMtel7s7f/48EWVmtt83SzminAXfkGXD3p3U9RLTfPFZ7mIA/wcyfLKtdQP5DmTG7TJ+vE1NPYzLZdi/20MBfcGXbJ2qBe2EfZ8wHp8a6E4XdvKYoDOGHZs9/LcjWTaqTryFPTs9XFR34Rvd+WI19bCV5VzZJQ8FdMVnqL5WZVT+hhFFYe8u6nqFcP7EMa66SsuQAAAAAEA9vx5anJqaun///vfeey8xsXs7eKmnjJ8PCwvbvHnz/v37q6qqoqKiEhMTZ82aNWLEjzt1V1ZWElFUVFS7lytHKioqOtbsdDo7PnogIoPBgIXrO1LGTfSgZdiq79gaL520wrnTjqSUHkbmU6ylgWlq7vo8Q0S6i9+oaTeupJjxvIGZJOmLzrpunua1Kv2pk96KyMLh/e5pt3uP6rtKzwXYmmpOlr1O9Wdra7iq7zyX4c+eklPSvIYkfHnYaxnDl0dcd97jtVg7Pb7JexF36QLT4uGOIpJl/txpionVKqI+1Doai+M47GqmDZZllf/t1lA46DH2hwkvLMvip4U2Wm9yNLg2Wm9yhmHQ5gAKv07gp0+fvm/fvuLi4oULF2ZkZBBRRUVFenp6L/4yUBL4o0ePHj16VKfThYSElJeXl5eXHz58ODc39+6771aKtbS0EFHHvv3g4GAislqtHWs+ffp06xT9tvbs2RMaGtpb8fcz4eHh3X2JWFridetbXV2tqfs1+wPpfLH38fFOt5p2E1ssXhtKaKgLVlGV0+HwmgwJlRVmr1U1NDi8784th9pa2PgEz4Wkby96bSi+riZIzbtrqPX67vS11WoaqlM9uMl7kdjc1Fu3QQDBRiEaCwsL83UIA47JZMJm11pSfv6BlgRBaLu2tEp4egv9kl8Podfr9Y8//nhWVpbD4VD2gX/11VdzcnLeeuuturq6XrmEksArq9Nt3Ljx3Xff/eCDD+655x5RFN9+++2SkhKlmMvlIiKj0dju5cr3ZQ9WzoNe41TR+GrK+CXJ0cmzoQ5k6nQOebtCTid1PRb/e52tI9BJVWq+DVX8UUi2FjWXo84ekLUjq4lc5bvrYm7/VVSvO+BverGhAAAAAEB7ft0DT0RhYWGLFy/Ozc3Nz89ft25daGhoQ0PDtm3b9u7du2zZstTU1GusPzs7e+LEifHx8a3D44OCgh5++OH6+voDBw5s3Lhx6dKlRGQ2mxsaGmwdRiArfe+ddu+EhYVlZ2d3PC5JEhL+jniepx8elHSP0XufgxwcEqhtHh7pvQzDOkTR+5xzUxApY+67JgUHq2oojqPOlkBrSw4N9V5ViKpuOldEhPfHAapuA7Oqd2cKooZ6b1UF9eCO0ul0LMs6fZsem4K8FpEC9+/lajqdThlv6XQ60QmjDY7jdDodGlwzSoMTkdvtFtWtPALXiGEYvV7vcrkk7yPIoBewLKv8RBRF0a2iu6KjHvTbA/g5f0/gFVFRUdOmTVu3bt2SJUsEQVi9evW5c+deeOGFN9544xqH0ycmJnY6wX7GjBkHDhy4cOGC8q8RERENDQ3Nze3njipHOh0Tm5iY+Nxzz3U8Xltb29TUdC0x90shISFE1IOWYSIHB3Oc5/TVMSzeGaBtHhVjZllPy7wRyaGhzSreHRsd6zV1s8fGuVRUFRQewdZc8VymefLNsoqqgo0mxuaxg13PN7E68lYVExEVpNN1vpr9DxxxCWpuAyFxpL6y3HMZ28hR7u7fUSaTyWAw+PbPn41RcRsMHabmNvB/ZrNZSeCtVmvPfvZBdwmCYDabm5ubkdtow2g0Kgm83W632zvZgwN6Hcdxer3eZrP5+GnsgMHzvDLz1OVydfwd7hXDMEjgof/x6yH0HTEMk5KS8swzz0RFRVVVVfXd8u/R0dFEVFdXp3QjKDP6Oo7br6+vJ6LISBXdpNA3ZIPBOa797gBXFTAaPRfwayz1ncUsAAAgAElEQVTr8rbummNaJwM9OpKiBrk9ruQnhUd4vZbCPvN+zwVkg0GOVbUKmmPKTZ4LOMdNUVOPzPOuCZM9FRAE14RJ6kK6Ufa8Zp5gcI+bqKYqPySFhrlS22/M2ZYcGuYelaFZPAAAAADQLf6bwIuiOH/+/CeffLLjKUEQ0tLSiMhisVzLJaxWa15e3o4dOzoO9qupqSGi+Ph4pYc/Pj6eiE6cONGuWGFhIRH13SL5oIbzJ9lS7LDOz3Gc/Wf3qxlf7bfsM++TQrpc9dCVluFKVpV1E5H9p3dJYRGdnpIFg/3uB0nd+q7i4MHOse0z2NY/IZlhbA91snxjp1xTbnAPi+/yQtExjmm3qazKefMtYldVcZx95n2yitHjREQ6nf3eB7ucbcCyLQ/8XGVI/skxfaYU2X5DDYWs19vufsDL8wsAAAAA8B3/TeA5jrPb7WfPnu10JJ6SYF/jes5Go3Hjxo2vv/56QUFBu1P79u0jotY59lOmTCGiY8eOtZ0aarFYTp48qdfrp06dei1hwDWSed46+5fOyTfIOr7tcTF2mPUXv3YnJPkqsN7Bsi0L/h93Ukr7lJLjnDdPs//MS2d4W7IpyPrQw66M8Vcl6gzjHjHS+ssF4uBo9VU5Zsx0/mQ6sT9+gCjByUaT7XePiN35w7TN/ZUrc1LbqoiIWMaVMc76y9+or0fW6Wz/M8953c0yr297XBwytGXOrzyPPmjHnZjc8otcObj92hZSSFjLr37b5dOiACEbjdZf/No1LrPd8xoxMck6b4HYLzaQAwAAAOiv/LqnJTk5+fjx4/n5+bffftWG0kVFRUVFRZGRkQkJCd2qcMeOHZIkpaWljRw5kogYhpk5c+a6deuWL1/+5z//edy4cURkt9s3b968e/dus9k8d+5c5YUZGRmpqalFRUWvvPLKokWLOI5zOBzPPfecy+XKzs4OClLXswd9RtbpHNOmO2+cylV8yzRbiNeL0TGSmhXgAgLL2u6fwzrt3MkTXHW1zLFSXKIrZVT7pFcF2Wi033G3fVp2mKWBaWlmjKb6ILPcdQ+/B47rbnBcdwN/ppA/c4ocTjk8zDklS4zqvGvXM/ttd9qn3q47c4r7rpyIpJhYV/pYr3u/dyRznOMntzpvuJkt/5ZttpCOF6NjpIiehCTFDmv+/WNs1Xf8udNMc7McEuIaPUaKHNSDqvyQLBjst//MkXUb910509xEgsEdEyuHYusvAAAAAH/n1wn8vHnzCgoKXn311YqKilGjRhHRlStXdu7cuWbNGoZhHn300e6uYPfOO+84nc6cnBwlgSeiBx980Gazbd269YknnjCbzUajsbq6WpZls9m8aNGitpvZLlq0aMmSJQcPHjx+/Hh8fPyFCxecTmdsbGxubm4vvmW4FrJe704M8P72rkl6gzTx+t7ZvsxoYmKHKut7yTU111KTa/Q41+hxvRCSTuceO949dvy11yTzejExqVeWY5aihziih/RGTf5INhrdI5J9HQUAAAAAdINfJ/AjRox4+umnV6xYsXXrVuXI8uXLichoND722GPjx/fCb32O43JzczMyMrZv315SUmKxWJKTk1NSUmbPnq0setlqyJAhK1asWLdu3fHjx0tKSiIiIm688cY5c+YoW8EPQExLM1f1HeNyicFmKSZW5fTpvuVy6c78V1dXKwuCK3mUNKgbY8L7DldepistIUmSBke7ktN60LH8PbebLz7LVlcRy7qHjxDjE3ocEmu1SmdPUkM9BZkpLl7VZnVdVVVdxX9TxDjsYkSUmJYh6fXeX9NVVTXVbH0tEcnhEWLkILq2DSb8DdPYwJRfklmWYzlxcEwPRk8AAAAAADD+v1mrw+EoLi4uKCjYvHlzdnb2hAkTJk6cGLhpc21trf+3uWdszRXDvk+5iz9uASAbjK6J1zmuu6nHabyyjVzPVyV0Oo1b1nPlF5k2TSsbTfaf3u0e2Y3Jz72LP3Fc2P8p42qz0wzDuFJH22fe1738TZIMH2/li86Q9OPbk3m9I+tW10RVi7S3YpubDZvXcFeu2gROMofY7v0fqZuTn3Wl5w07PmRsLT8eYsg9NN4x6+fdTeN1JUXCgT1s7Y9jAaSwCGfWLa5R6d2qxz+xlRWGfbu4NlvTyaYg5/U3OzOn9LOHFP7GbDYruwc1NDRgGzltKNvI1dXVYRs5bRiNRmUSX3NzM7aR0wbHceHh4RaLBdvIaaN1Gzm73d6zbeSwVxT0P9xTTz3l6xi80Ol00dHRMTExeXl58+fPnzx5Ms/z3l/mr2w2m69DuCZc2UXT+vfZuqvGXTNuN/ftRV1FuTstvWddi8rv7LZrBKrHOu1Br6/g6mraJUOM28WfOyUbjFLs0B5Ue42ETz8WDn/GSO2HcnM11fozJ50TJqtN3iQp6O3XdN9eoqsf+zCSqCstYZss7pGpamOqrw16+/9jO2zxzTgd+pMF0uAhUoTaLzn+xDHj9i2Mu/2IftbSqP/6S/f4zHYLCnqg/+Jzw668drvBM3abrvgsSaI4PLC3eOCLz5q2fMBaGtseZFwuXel5trbGnTwKOXzfEQShdYts5JPa0Ol0giDYbLZAf04dKHie1+v1ROR0OvGUShssyxqNRofDIYq9MlULvOA4zmAwEJHb7e7BQxOGYQK3zw+gK4E0jFOv13d30jv0LsZuN370n45pm4IrK9Uf2q9tREREhg1rmK57Hgx7d7GNjV2d7SNc2UX9iWNdnWUa6w07tqisyrAzTxlY3p5MRMSf/FpX+o3KqoI2/Jvp6heeTMa8/5C6339sc7Mh/5MuTzudhg3vqwyJKy8TDu7t6qxw9JDuQonKqvwQY2kUdmylLn7k8UVn9AVfahwSAAAAAAS0gEngY2JiNm3alJ7eH4bUBi7+vwWMxxEE/PEvGW0HlbHNzdzl7zwWkYU9XWebfcOwZ6fnAnzROVLXJcifPdn5iR+eZQl7dqupR3fpPNvkcYaCWzQc2qemKmHPTvLYv8ZducLW16upSv/FIfLYU6c/elBNPf5Jf/yLLp+YKAW++FzlbQAAAAAAQAGUwIM/0F264LkAI7q58kvaBKPgT3xF5GWsJlf5rTbBtGLrOuszb0uWdCXFXuvRlV3wmuCxDapSZV1hgdcy3HnvIRERV1FG7Xelb09f2OUAhB9JEnep1Mu1KsuZHk2s8Afe/16sLdyVy9oEAwAAAAD9ABJ46AZGxSJzjEXT8epMY4P3Mg7NV5pR0a3K1Xrfv42pVrHHmyypGfrOWrwv/eJ5eMWPHN6XSmJUPFZgbFbG6xxCWWZa2k/aDxSM5yEPqssAAAAAACiQwEM3yCq2QFO/elmvUHM5WfMtuzwPCVDOqlmqXebVLeeuZms6XkUj6FQ1FMN632tAVrPSpLod9WTOr3e79ERN5IG8JCcAAAAAaAwJPHSDFDnIaxk5ynuZXiQPi/deJihIg0jaYgRPibcy+FxM8L6+ujR8uNcyKpN8afAQr2XEkHBVVQV7b09xqIr/LoJBNpu9lDEYZHOImqj8kOT1b4FhxIgoTWIBAAAAgP4gYLu2AhbP84G7v46cMZa6WlNNKRARyQ6LZ7u/WQDLskTUgw0C5bETaGcedditrS1p7ASNtx4UE0dy5057KmE0cjGx3juyowbLpmDG6mn0u5yQqObdyTdOlY8fZTzeevL1N6upShw3id3nceU8lqUJk3gVHezi6LG6Lz6Xu55RL41K5wXBaz3+SUof53mSvzQ0TheJBL6vsD8MvdHpdNjBRBscxxGRTqcL3K+5wKI0uPIPAb3DbgBRPljQ4JrR/fBbgmXZHrQ5PvyhX0ICrzWz2RzAnyaTrnP9t0AqOtv5WZbV3/s/hrCwHlcfGhrag1eJt81wf/pxV2eZ4OCgn93X45B66Be5jv/7K7m6nJrOz5ojqHuz0oNzXO+t7vK0Tmd8KNdoULHHaWioa1ymdKLLpeyYmNjgKTeoCYl++jPH8S+o68UOdNOyQyNVbSkv//RnrnOnqIt9/pigYOPMe00hPbkr/ELWNOd/C+Tyss7P6nSG+/7H2KN7HrolODjY1yEMLCEhgTpqJnAZjUaj0ejrKAaQIM1H9oFer9ermHvYDh4mQr/E4M7WWL267bX8FuNw6D/cwJWeb3dc1umcM+4Sx4zvWbXKL+zmZu8LrXWK/3gb/99OUlPZZHL8eqHki5/v7HffCWvfYtyu9iEx5P7Jba4bfqK+Kt0Xn+v37+44sV7mdY65uVLsMPVVGda/z15s/9+OiOTwcNvDf1A5KZ2IWKtVWP3/MtaWDmcYd8Y4Z3eemLA1V4TNHzD1de1DCgl13D9HiolVX5UfYqwtwqZ1bGV5u+OyYHDedb84MtUnUQ0QQUFByq+9pqYmt4qFHuHa6fX6oKCgxsZGCfsjasJgMCh5u9VqdQTshh2BhWXZ0NDQ5uZml6v99zv0BZ1OZzabicjhcFit1h7UEB6uanogQABBAq+12tragG9zWea/Oac7VchVfUdutxRsFocnuiZeJ4X2vO9d6bGxqFjlvitceZmwdydbW0NukWFINppcGeMcWbeS5ivY/cjpNOzZqTtfxNjtJJOs04kxQxy3z1SzlEA7bF2NsHs7d/ky43IRQ7IguJNS7NNn9mAJNL7onP7QHraxkUSRWEYKCnZmXudS2ffeliQJh/bxpwoZW4ssEXGcFBnhvOV2d/yI7tbEuFz8fwt0RWfY+jqSZTki0jUyxTVukhywg+evIkm6Myf1505x1VdIEsXgEHHESGfmFDkI3cJ9y2w2C4JARA0NDUjgtSEIgtlsrqurQwKvDaPRqHQFNzc32+3e9weBa8dxXHh4uMVicTo13+BmQOJ5Xhmeabfbe9DNwzBMpLohgQABBAm81vpDAt8Hrj2Bh24JDw9XJk/W1KjYqQ56g8lkMhgMdXXtxxpAH0ECrz0k8BpDAq89JPAaQwIP0BFWoQcAAAAAAAAIAFjEDnqCLzrHf3mIra9nZLekN4hx8c5b75BMKpZSa0eWdRe+0RWfpSYLERnMoe6UUe4RyeTTdf5YS6Pu5Amuspyx2+SgYHFYnGvMBNnY/XfnlxibjT91QrxcKTY3MaYgfeQg95jx1zL9ob9iLI36U4Vs5beMzSabgsShca6xE2RTTxYuYiu+5c+d4upqRVk2GE1i4kh3WobMed+FAAAAAACgLQyh11rAD6F3u4P+vZqtudL+OMPYb5numni9+pqYpiZj3iau4tt2x8Whcba7HvC6Q3gf0X95WDi0j8Sr9qWT9Xr79Jnu0WN8ElIv4ovOCLvymHZrHbGs86Zpjutv9lFQ/khf8KV+/6dMu9uA5x3Zd7gyurFSI+N2CTu38x02X5TCwu13PyBGD+mFWKELGEKvPQyh1xiG0GsPQ+g1hiH0AB1hCD10T9C7r3eSvRORLBv27uZPF6qsh3E6Tf/5d8fsnYi4im9Nm9YwLh98Neq/OiJ8lt8ueycixuk0fvwhX9zF/nkBQldSZNi+pX32TkSSpD+4Vzh6yBdB+SO+4Ethz06m423gchl25unOtM/GuyTLho82d8zeiYhtqDf+Zw3bgPnwAAAAANANAZPAy7JstVrxUN+3+MICtr7WQwHh00/UVvXlYba2y+XT2Jpq/svD3QvumjFNTfpD+7o8LctC/icdt4ULFIwoGvI/oa7/gvjDn7Fdb+0+cDDWFuHA3i5Py7Jh705GXceL7ptzuvPFXV7IZhP2fdqDCAEAAABgwAqYBL6qqmrOnDlnzpzxdSADmv7YUc8FGJdTd/4b7xXJst5bX73+9H9J27kGfNFpxuM4W6almbvQySbqAYG7VMo0eVrknxHFbvQt91+6ojMeRn/IRIzN5iEtb4s/5eUm1134hrH1ZFdbAAAAABiYAmARu/r6+oMHDx47doyI3n333czMzKlTpw4dOrSr8nv37l21atUrr7wSExOj8hIXL1788MMPT5482dDQEBkZGR8fP2vWrLS0tLZlNmzYsHbt2k5f/tprr3mIpz/xnAEquAvfuJOSvRSy2xhvnb1MYwPZbaTh0nFc1WWvZdgr31HKKA2C6XXcFRXvruo7DSLxc2obKi2jF6qSJPZKlTg8UWVsAAAAADDA+XsCf+TIkZUrVzY3N/M8T0RlZWXFxcVbtmxZsGDBjBkzOn3Jp59+2q2lXA4dOvTiiy+KokhEgwcPrquru3z58ldffTV79uyf//znrcUuX/b+s77f6zgruJMydu89iuz3I5Bloq5Wm5eJGNbplLRc+93ZYXJ4B4wjYFcJ6jj1vQPWF+sO+B2PDaXcr52sI9ApFSPtA/iOAgAAAADN+XUCf/ny5ZdeeonjuMWLFyckJCxcuPCJJ54goueff37VqlWjRo0aPnx42/JWq3X9+vWnT59Wf4nGxsbly5eLopiVlfXwww9HRESIopiXl/fOO+9s2LAhIyNj7NixrcEQ0YsvvhgXF9euEmWh4wGB15HDSw4vh3jfkEw2mYhhyNMAeYYYpmdbdvWYmsvJQb5ZG//ayUEq3p0pWINI/JyahpKCVTWUbDJ5zc/l4EC9owAAAABAe349B37Xrl0Oh2PevHlZWVlKDzzDMGPGjMnJyRFFcffu3a0l8/PzlyxZkpOT8+GHH3brEp9++qnT6UxLS1u0aFFERAQRcRx377333nPPPbIsb9++vbWkksDHxcUZOmB8umm5ltyDvM9KcI7J9FpG5vVeN9ASY2JlnlcbWW8Q44d7LeOO817GP4kqIneraIF+T4xL6JUyaorJgiBhJzkAAAAAUM2vE/iysjIiGj16dLvjEyZMGD58eNsdOC9evFhZWSkIQkhISLfS6ZKSEiKaNm0ax3Ftj994442tZ4nI6XTW1dWFhYUZDIYevZV+wnHLdM8F5LBwOSJCTVWuSdd5K9CNLeV7hTs5TQ71NHxAGhonxQ7TLJ7eJUYPEYfFeyggm83u1HTN4vFb7qQUKczTPSxGD1HzNISIXBOnEOvpM9Y1fpJ89ScPAAAAAIAHfp3ABwUFEVF1dXW741FRUStXrly4cGHrkfnz56/5gdncjSGpbrc7Kipq2LD2WZnS4S/+MOW7qqpKlmX1q+L1V1JMrHP8xC5Pc5z1gYdUVuUaleFOH9vVWXfGOFdq+wc3fU3W6Wwz75N1nc8rkY0m2x13UyCPtrDfcU9X0wRkjrPNvE/jIQ9+ymNTyEaj/c57VN4GYtRgx09u6+qsNDTOeeNPehgkAAAAAAxIfj0HPjU1df/+/e+9915iYl+t0vz44493evyLL74goqSkJOVflfHzYWFhmzdv3r9/f1VVVVRUVGJi4qxZs0aMGNFHsfknx/SZFGzWHz7QbkdxKTTM9uA8KTxcbUUMY/vp3fqIKP0Xh9ruqi0LgvO6m5xTbvJJqiwOjbP9PFfYtZ27ej12MWGE/fafSR775/2fFBbe8tDDhk936Eqv2gxPHBztmHGXGBPrq8D8jRQ71PbQw8LOPO67irbHxbgE+4yfSeGqxpgonJNvkIPNwv5PmeamH49ynGvMBMe06bIOT0wAAAAAoBsYWduttrvF6XQuXbq0uLjYYDBkZGQcO3Zs4cKFt99+u+dB8g899JDFYnnjjTd63GFeWFj4f//3fy6X69lnnx0zZgwR5eXlvfnmm8pZnU4XEhJSV1dHRBzH5ebm3n333R0rKSoq+vvf/97x+MqVK4PVrYDl19xu6cvP6cJ5ctopPILJvI7p8VZYdpt8voSprSYiOXIQk5RM/jBPoeJbuewS2a0UFMwkJNHgaF8H1KtqrlDpecbaQgajFBvHDIsL6JEFfaiyXC67SDYrmYKYhCSK7ukYHLdbLj3PXLnMuF1iaBiTlMKYQ3o1UOgEx3HKl4Uoiv78TdefMAzDcZzb7fZ1IAMFy7IsyxKRJEnS1U/VoY8oNzk+VTSjNDj19CaXZZnH6ELod/w6gSeihoaGN99889ChQ61xhoWFTZ069b777ovoYq71tSTwDodjw4YNW7ZskSTpF7/4xezZs5Xjb775Zl5eXnBw8COPPDJp0iSdTtfS0rJ+/fpt27axLPvCCy+MHDmyXVVff/31ggULOl5iz549oaGh3Q0MAAAAAADUk2V54Cw1DQOHXw+hJ6KwsLDFixfn5ubm5+evW7cuNDS0oaFh27Zte/fuXbZsWWpqai9e6/PPP3/rrbdqamoMBsPDDz/cdp/57OzsiRMnxsfHR0VFKUeCgoIefvjh+vr6AwcObNy4cenSpb0YCUDfkmW55orc0sIYDMzgGM8LrQF4J4rylcuyw8GYzUzkIF9HAwAAANBv+XsCr4iKipo2bdq6deuWLFkiCMLq1avPnTv3wgsvvPHGG73yXM1isbz22muff/45Ed18882/+tWvBg8e3LZAYmJip/PwZ8yYceDAgQsXLnQ8NXbs2L1793Y87nK5amtrrz3mfkZZerCpqclrSbgmoqg/doQ//mXrlGxZENxjJjhvmioLfjBzoV8zmUyCINTX1/s6kN7E2Kz6A3t1Z/7LuFzKETk0zDnpBlfmZJ/PywgODhYEgYgaGxsxqFsbgiAEBwfX19djOLc2DAaDstxvS0uL3W73dTgDAsdxYWFhTU1NbfdCgr7D83xISAgR2e32lpaW7r6cYZiuRuwCBK7ASOBbMQyTkpLyzDPP/P73v6+qqj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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,iVBORw0KGgoAAAANSUhEUgAABUAAAAQVCAIAAAD8UPecAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdaXhV5b3w4ScDYQgIKCJDUIKMjq0ozlXEAQdARS6HaqtttSqlaq16rNbTqmBPC1qlnvaq1qK2TpdSoa2oVRxQcFYEBTEyiIiMVhMMhCT7/bB7kBcQSfZOVh72fX8Ka639rH/PwYRf1tpr56VSqQAAAAA0bflJDwAAAAB8PQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAEShMeoBGsmrVqlQqlfQUUGfFxcUtW7YMIXz++edVVVVJjwPkusLCwnbt2oUQ1q1bV15envQ4AKF9+/YFBQUhhJUrVyY9C9RHhw4dtv1gV+ABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAKFSQ/w9ZYsWfLggw9+8MEHy5cv79SpU58+fc4444wOHTokPRcAAAA0nqYe8NOnT//Nb35TU1NTWFjYrl27jz76aNGiRc8999wvfvGLPffcM+npAAAAoJE06VvoP/3009tuu62mpubMM8988MEH77rrrvvvv3/w4MHr1q0bN27cunXrkh4QAAAAGkmTDviZM2d+8cUXffv2PfPMM5s1axZCaNGixYUXXtixY8eVK1eWlZUlPSAAAAA0kiYd8EuWLAkhdOvWbeON+fn5JSUlIYSPPvoombEAAACg0TXpgN9ll11CCPPmzUulUhs2VlVVLViwIITQqVOnxCYDAACAxtWkA/7www8vLS1dtGjRLbfcsmTJknS6jxkz5tNPP91333332WefpAcEAACARpK38cXtJqiiomLs2LFvvPHGxhsHDhx48cUXN2/efPPjy8rKbr755s23jxkzpri4uKGmhAZTUFCQn58fQqipqamtrU16HCDX5eXlFRYWhhBqa2tramqSHgcgFBYW5uXlhRDWr1+f9CxQH+nHvW2jpv4xcjNmzJgzZ04IoX379h06dPjkk0/Ky8vfeOONmTNnDhgwYPPjy8vLX3nllc235+Xl1en/LtDUFBQUFBQUJD0FwH/k5+enf70I0ET41z65oEkH/HPPPTd+/Pg2bdpcd911+++/f3rjM888c/vtt990003XX3/93nvvneyEAAAA0Dia9C30P/jBD5YvX3755ZcfccQRG29/5JFH7r777j322ONXv/rVJi+pqqpasWLF5ku1aNHChQJi1LJlyxYtWoQQKioq3BgGJK6goGCHHXYIIVRVVa1ZsybpcQDCDjvskL5L8dNPP016FqiP9u3bb/vBTfcK/GeffbZ8+fIQwgEHHLDJrgEDBtx9991lZWWpVCr9jpcNioqKunbtuvlqq1at8lY9YrThV2zebgo0BRt+7KZSKd+UgCbFNyVyQdO9KN2yZcsNz+7aZFd1dXUIoVWrVpvUOwAAAGyvmm7AFxUVdevWLYTw4osvbrJr+vTpIYSePXsmMBYAAAAkoekGfAjh9NNPDyHcddddU6dOTX+AVnV19eTJkx9++OH8/PzTTjst6QEBAACgkTTph9iFECZMmPC3v/0tlUoVFRW1b99+5cqVNTU1BQUF55577rBhw7Z9nVWrVjXx/6WwRcXFxS1btgwhfP7551VVVUmPA+S6wsLCdu3ahRDWrVtXXl6e9DgAoX379umH2K1cuTLpWaA+OnTosO0HN92H2KWde+65Bx988KOPPrpo0aIVK1aUlJSUlpaOGDEifXc9AAAA5IimHvAhhD59+lx11VVJTwEAAABJatLvgQcAAADSBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAERAwAMAAEAEBDwAAABEoDDpAQAAAOpp0qRJ5eXlIYQTTzwx6VmgwQl4AAAgVvfdd9/ChQuDgCc3uIUeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACJQmPQAjWSHHXbIy8tLegqos/z8//yWrbi4uFWrVskOA7Dhh2lRUVG7du2SHQZgY74pkQtyJeBramqSHgHqo7CwMN3wNTU1tbW1SY8D5Lr8/PyCgoIQQm1tbXV1ddLjAHzJNyUiVVhYhyrPlYBfs2ZNKpVKegqos+Li4vR/0mvXrq2qqkp6HCDXFRYWFhUVhRCqq6srKiqSHgfgS74pEakWLVps+8HeAw8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAARKEx6gK05++yzP//8860ccPPNN/fs2bPR5gEAAICkxH0FvrCwSf8CAgAAALKlSQfwnXfeucXt77777i9+8YsDDjige/fujTsRAAAAJKNJB3yLFi0237h+/fo777yzdevWI0eObPyRAAAAIBHx3UL/0EMPffTRR+eff/6OO+6Y9CwAAADQSCIL+EWLFj388MP77bffwIEDk54FAAAAGk+TvoV+c3/84x9ra2u/+93vftUB5eXlc+bM2Xx7z549PfGOGOXn/+e3bIWFhalUKtlhAAoKCtJf5OfnN2vWLNlhADbmmxK5IKamfeutt2bNmnX44YeXlpZ+1TFlZWUXX3zx5tuffvrptm3bNuR00LBatWqV9AgAX2rWrJkfrECT4psSuSCmW+jvueee/Pz8M888M+lBACBHzZ8/f9iwYcOGDbv55puTngUAck40V+BfeumlsrKyQw89tKSkZCuHdejQ4dRTT918e21t7dq1axtsOmgohYWF6Xd/VFVV1dbWJj0OkOvWrFmzZMmSEMKqVav8YAWaFN+UiNQWP3ztq0QT8I899lgIYdCgQVs/rFu3bj/72c82375q1aqKiooGmQwaUnFxcTrg165dW1VVlfQ4QK7b8O/jVCrlByvQpPimRKTqFPBx3EK/fPnymTNntm/ffr/99kt6FgAAAEhAHAH/9NNPp1KpI444YsMTuQEAACCnxNHDL7zwQgjhwAMPTHoQAAAASEYEAb9q1arFixcXFBT06tUr6VkAAAAgGREE/MyZM0MIu+++e1FRUdKzAAAAQDKiCfg99tgj6UEAAAAgMRF8jNxll1122WWXJT0FAAAAJCmCK/AAAACAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgUJj0AAAAkr7a29oUXXqioqEh6EOqmvLw8/cVjjz2W7CTUVVFR0WGHHdaiRYukB4mJgAcAgPDII4/86U9/SnoK6u+2225LegTq7O233/7JT36S9BQxcQs9AACEpUuXJj0C5Bz/3dWVK/AAAPClc845p1u3bklPAduzL7744re//W3SU0RJwAMAwJcOP/zw/fbbL+kpYHu2evVqAV8/bqEHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIhAYdIDAAAA1NE774RJk8LMmeHjj8Py5WGnnUKnTmGPPcKQIeGAA0K+65RsnwQ8AAAQiVQqPPRQ+MUvwty5W9j7t7+F0aND167h6qvDBReEZs0afT5oWH41BQAAxKCsLBx4YDjjjC3X+wZLloQf/SjssUeYMaOxJoNGIuABAIAmb+rUcOCB4dVXt/X4srIwcGC4556GnAkam1voAQCApm369HDCCWHdurq9at268N3vhurq8L3vNcxY0NhcgQcAAJqwRYvCKafUud43GDkyvPxyVgeCxAh4AACgCbvwwrB8ef1fvnZt+M53wvr12RsIEiPgAQCApuqZZ8Ljj2e6yLx54a67sjENJEzAAwAATdVNN2VnnV/9KqRS2VkKkiPgAQCAJunf/w7PPpudpRYuDG+9lZ2lIDkCHgAAaJKmTMnme9cnT87aUpAQAQ8AADRJ772XzdXmzs3mapAEAQ8AADRJS5dmc7WPP87mapAEAQ8AADRJn36azdX+/e9srgZJEPAAAECT1LFj010NkiDgAQCAJqlz52yu1qVLNleDJAh4AACgSfrmN5vuapAEAQ8AADRJRx0VWrfO2mpDh2ZtKUiIgAcAAJqkFi3CkCHZWap//9CjR3aWguQIeAAAoKn6+c9DYWEW1vnlL7OwCCRNwAMAAE1Vv37he9/LdJGBA8OJJ2ZjGkiYgAcAAJqwcePCPvvU/+WdO4d77sneNJAkAQ8AADRhrVuHSZNCp071eW2rVmHixFBSku2ZIBkCHgAAaNq6dw8vvRT23bdur+rWLUybFg46qGFmggQIeAAAoMnbbbfw4ovh4otDs2Zff3BeXhgxIrzySthvv4afDBqPgAcAAGJQXBxuvz3Mnh3OOSe0bbvlY1q2DMOGhZdeCg89VM+77qEJy8ZHMgAAADSO3r3DPfeEqqrw3HPhrbfCkiVh+fLQoUPo1CnssUc45phQXJz0iNBQBDwAABCboqJwzDHhmGOSngMalVvoAQAAIAICHgAAACIg4AEAACAC3gMPAABfevzxx2fNmpX0FLA9++KLL5IeIVYCHgAAvjRx4sSkRwDYslwJ+KKioqRHgPooKChIf9GsWbO8vLxkhwFo1qzZhq+bN2+e4CSQdRt+5gKNJj8/30+TOsmVgG/durX4IWotW7ZMegSA0KJFi/QX+fn5bdq0SXYYyK6Nfz8FNI6CggI/TeokVwL+008/TaVSSU8BddaqVat0upeXl1dVVSU9DpDrKioq0l/U1tauWrUq2WEgu9auXZv0CJBz1q9f76fJTjvttO0H50rAp1IpAU/U/B0GmoKNvxH5pgRA5vw0qZNcCXgAANgW11xzTd++fZOeArZnn3/++ciRI5OeIkoCHgAAvrTbbrv169cv6Slge7Z69eqkR4hVftIDAAAAAF9PwAMAAEAEBDwAAABEQMADAABABAQ8AAAAREDAAwAAQAQEPAAAAEQga58Dv2TJkg8++CCVSm39sCOOOCJbZwQAAIDckYWAnzFjxne+852ysrJtOfhrCx8AAADYXKYBP3/+/COPPLKqqior0wAAAABblGnAX3/99el6P/XUU7/zne/suuuu+fneVw8AAABZlmnAv/zyyyGEU0455ZFHHsnGPAAAAMAWZHq1fOHChSGE888/PwuzAAAAAF8h04Bv06ZNCKFDhw7ZGAYAAADYskwDfv/99w8hvPnmm9kYBgAAANiyTAN+1KhRIYTbbrutoqIiG/MAAAAAW5BpwB9//PFXXXXVO++8M3To0HfffTcrMwEAAACbqNtT6EePHr35xtatW/fs2fOZZ57Ze++9DzvssN69e3fr1q2goGCLK1xzzTX1GRMAAAByW90C/tprr93K3tra2ueff/7555/fyjECHgAAAOqhbgHfunXrBpoDAAAA2Iq6BXx5eXkDzQEAAABsRaYPsQMAAAAaQd2uwG/u1ltvDSFccsklWz9s6dKlDz30UIcOHb797W9neEYAAADIQZkG/KWXXhq2IeBXr1596aWXlpSUCHgAAACoh0a6hf69994LIaxYsaJxTgcAAADbmTpfgX/99dcHDx68ycadd955Ky+pqan597//HULo3LlzXU8HAAAAhHoEfHV19cqVKzfZuPmWLbrgggvqejoAAAAg1CPgu3bteu21127444033hhC2HjLlk9TWLjffvsNGTKkrqcDAAAAQj0CvqSk5IYbbtjwx3TAb7wFAAAAyLpMn0J/4YUXZmUOAAAAYCsyDfjf//73WZkDAAAA2IpMA37ZsmXbclhRUVGrVq2aN2+e4ekAAAAgN2Ua8J06ddr2g1u2bLn77rvvt99+w4cPHzJkSF5eXoZnBwAAgByR35gnq6ysnD179j333DNs2LABAwYsWLCgMc8OAAAA8cr0CvzcuXMXLFhwyimnrF27Ni8vb9CgQXvuuWdJSUlhYeHixYvnzJnzxBNP1NbWHnjggWedddaKFSuWLVv22GOPLVmy5LXXXhs8ePDbb7/tvnoAAAD4WpkGfNeuXUeMGLF27dpjjjnm9ttv79Wr1yYHzJ8//+KLL37iiScGDBhw2223hRBqamruvffe73//+/Pmzfvzn//sOfYAAADwtTK9hf6GG26YNWvW3nvv/be//W3zeg8h9OjRY+LEifvss8/48ePvu+++EEJBQcG555575ZVXhhAeffTRDAcAAACAXJBpwE+cODGEcNZZZxUXF3/VMa1atfr2t78dQkhfgU876aSTQggzZ87McAAAAADIBZkG/OLFi0MIvXv33vphffv2DSG88847G7akL9d/+umnGQ4AAAAAuSDTgG/Xrl0I4a233tr6YekDWrRosWHL6tWrQwidO3fOcAAAAADIBZkG/OGHHx5CmDBhwscff/xVx3zyySd33XVXCOHQQw/dsPGRRx4JIfTs2TPDAQAAACAXZPoU+ssvv3zixImLFy8++uijf/3rX59wwgn5+V/+UiCVSk2ZMuXKK69ctGhRXl5e+sF1H3/88V/+8pfrr78+hHD22WdnOAAAkVqzZs2bb76ZSqWSHoQ6WL58efqLZcuWTZs2LdlhqKtOnTpt8ZHDAMQi04A/6KCDfvWrX1155ZVz5swZMmRIt27d+vXrV1JSEkJYsmTJnDlzPvzww/SR//M//3PIIYeEEI477rjZs2eHEL7xjW+cc845GQ4AQKR+/vOfv/vuu0lPQT3NnDnTk2ijk5eXN27cuD322CPpQQCop0wDPoRwxRVX9O7d+9prr509e/bixYvTj7XbWNu2bf/3f//3rLPO2njjSSed9Je//GXjy/UA5JQFCxYkPQLkllQqtXDhQgEPEK8sBHwIYdiwYUOHDn344YefeOKJsrKysrKyysrKnj179u7du3///uedd17btm03HHzjjTfuvffePXr0yMqpAYhaq1atRowYkfQUsJ2bM2fOK6+8EkLwphWAqGUn4EMIeXl5I0aM2JZ/hA0bNixbJwUgdq1btx41alTSU8B27r777ksHPABRcwc7AAAARCBrV+Dnz59fVlb2tfdlHXfccdk6IwAAAOSOLAT89OnTzz777G18FpF3XgEAAEA9ZBrwCxYsOOqoo9atW5eVaQAAAIAtyjTgr7/++nS9n3rqqeeff/5uu+3mk+EAAAAg6zIN+JdffjmEcPLJJz/yyCPZmAcAAADYgoyulqdSqQ8++CCEcP7552dpHgAAAGALMgr4NWvWVFVVhRA6dOiQpXkAAACALcgo4IuKilq3bh1CePPNN7M0DwAAALAFmQb86aefHkK49dZbKyoqsjQSAAAAsKlMnxh/yy23fOMb35gzZ87QoUPnzJmTlZkAAACATWT6FPrnn3/+6quvvvrqq5955pm99977kEMO6d27d6dOnfLy8rZ4/A033JDhGQEAACAHZRrwJ5100oava2pqpk2bNm3atK0cL+ABAACgHjIN+PRD7AAAYPvw+OOPz5o1K+kpYHv2xRdfJD1CrDIN+PLy8qzMAQAATcHEiROTHgFgyzJ9iB0AAGwHunXrlvQIkHP8d1dXmV6B/yrV1dWFhQ21OAAAZNewYcM6duz42WefJT0IdfPXv/511apVIYQf//jHSc9C3bRs2fKwww5LeorIZK2xFy1adMcdd7z44ouzZ89evXp1bW1tKpWqra297rrrzjvvvN133z1bJwIAgKzLz88/9NBDk56COps8eXI64E844YSkZ4EGl51b6G+66aZ+/fqNHj362WefXblyZW1tbXp7KpUaPXp0r169rr322qycCAAAAHJTFgJ+zJgxP/vZzyorK0MIvXr1Gjp06MZ727Rpk874Sy65JPNzAQAAQG7KNODnzp2bvrrep0+fqVOnzps3b9KkSRv2FhQUzJ8/f8iQISGE3/3ud++++26GpwMAAIDclGnA33LLLalUqm3bto8//vjAgQM3P6BDhw4PP/xw3759a2trx40bl+HpAAAAIDdlGvDTp08PIfzwhz/s3r37Vx1TVFR0wQUXhBDefvvtDE8HAAAAuSnTgF+wYEEIoX///ls/rHfv3iGEefPmZXg6AAAAyE2ZBnxRUVEI4Ws/MPPDDz8MIeTl5WV4OgAAAMhNmQZ8r169QghTp07d+mEvvfRSCGErt9kDAAAAW5FpwA8fPjyE8MADD0yePPmrjnnuuefuv//+EMLxxx+f4ekAAAAgN2Ua8CNHjiwpKQkhDB8+/IorrliyZMnGe1Op1KRJk0499dT169eXlJRceeWVGZ4OAAAAclOmAV9cXDx58uT27dtXV1ePHTu2pKRk1113Te865JBDOnfufPLJJ69evTovL2/ChAnt27fPeGAAAADIRZkGfAjhm9/85ty5c0eNGpV+oN3ixYvT22fMmLFs2bIQwoABA6ZPnz5o0KDMzwUAAAC5qTArq3Ts2PG222677LLLpkyZ8v7775eVlS1btqy0tLRPnz79+/cfOnSo588DAABAJrIT8GmlpaUXX3xxFhcEAAAA0rJwC/22eP75588777zzzjuvcU4HAAAA25lGCvj3339/woQJEyZMaJzTAQAAwHamkQIeAAAAyISABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgU1unozz77rH6n+eKLL+r3QgAAACDUNeDbtWvXQHMAAAAAW+EWegAAAIhA3a7An3HGGQ00BwAAALAVdQv4+++/v4HmAAAAALbCLfQAAAAQAQEPAAAAERDwAAAAEIG6vQe+ftatW3fppZemv/7973/fCGcEAACA7UxjBHx1dfUf/vCH9NcCHgAAAOrBLfQAAAAQgca4Al9UVDR27Mf9BhIAACAASURBVNhGOBEAAABsrxoj4Js1a3b55Zc3wokAAABge+UWegAAAIiAgAcAAIAI1O0W+nHjxmV4PvfSAwAAQD3ULeB/+tOfZng+AQ8AAAD14BZ6AAAAiEDdrsBXV1c30Bxb98wzzzzxxBMLFy5s3rx5aWnpGWec0bdv30QmAQAAgETULeALCgoaaI6vUlNT8+tf/3rGjBkhhDZt2lRWVr7xxhtvvvnmj3/840GDBjXyMAAAAJCURrqFvry8/JRTTrn00kvr+sIHHnhgxowZHTt2vPnmm//yl788+OCD559/fiqV+sMf/rBy5cqGGBUAAACaoEYK+BdffPHRRx+944476vSqdevW/fOf/ywoKLjxxht79uyZl5eXl5c3ZMiQQw89dN26ddOnT2+gaQEAAKCpqdst9FtUU1Nz2223Pfvss/Pnz/+qA957770QQvPmzeu08rPPPltRUXHQQQd16tRp4+3nn3/+0KFDd9hhh3rPDAAAAHHJNOBra2uHDBkyZcqUbTn49NNPr9PiL7/8cgjhoIMO2mT7jjvuuOOOO9ZpKQAAAIhapgE/adKkdL137979yCOPXLFixT//+c8Qwve+972ioqLq6urXXnvtrbfeat269Z///Ofhw4fXafGPPvoohLDzzjsvXLhw2rRp8+bNKygo6NGjx7HHHrvJNXkAAADYvmUa8H/6059CCL1793711VfT97QPHz584sSJp59++rHHHhtCSKVSo0aNuv3221977bXTTjutTot//vnnIYT33nvvwQcfXLduXXrjG2+88Y9//OOiiy4aOHDg5i957733brzxxs23jx8/vnXr1nX8HwfJy8//z4MqiouLW7VqlewwkF15eXlJjwA5p1WrVu3atUt6CmgQ/m6TCzIN+LKyshDCD37wgw3vSD/uuOMmTpz44osvpgM+Ly9v7NixU6ZMGTt27Nlnn73XXntt++LpaL/nnnv23HPPc845p7S0dPXq1X//+98fe+yx8ePH9+rVq6SkZJOXfPHFF3PmzNl8qby8vMLCLLzhH5LS+B/iCMD2Jz8/37+I2F75u00uyPQp9Om73Hv16rVhS79+/UII8+bN27ClRYsWl1xySfpZd3VaPH1xZrfddrvxxhv32GOPli1bdu3a9cILLzziiCOqq6vvu+++DIcHAACAWGT6a6ri4uI1a9ZsvKW0tDSE8P7772+8ce+99w4hPPXUU3VavEWLFhUVFSeccMIm1x4HDx783HPPpS/+b2KfffaZOnXq5tvXr1+/atWqOp0dmoJWrVq1bNkyhFBeXl5VVZX0OJBNqVQq6RGoo+XLwwcfhGXLQnl56NIldO4c+vQJ7g+Kypo1a/yLiO2Vv9tEaqeddtr2gzMN+L59+y5fvvyDDz7YsKVLly4tWrSYNWtWVVVVUVFRemP6ofFLly6t0+IdO3asqKjY/Hl1HTt2DCGsWLEilUpt8hbKgoKCLX683KpVq/xLkailUil/h4FkfPJJuPPO8Oij4Y03wibfiDp0CCeeGM46Kxx7bELDUTd+mrAd83ebXJDpLfR9+/YNIfzxj38sLy//z4r5+X369KmqqvrXv/614bB33nkn/F94b7uePXuGED755JNNtq9YsSKE0KVLFw9AAoAGVFERrrsu9OwZfv7z8Prrm9Z7CGHlynD33eG448LAgeG115IYEQBySKYBP2LEiBDCvHnzBgwYMH78+PTGww47LIRw9dVXL1++PISwbNmyMWPGhBD69OlTp8WPP/74EMITTzxRW1u78fb0rfgbv/EeAMiyBQvCwQeHG24I//975bbs2WfDwQeH229v+LEAIHdlGvBHH330mWeeGUKYO3fur3/96/TGiy66qKCgYNasWd27d99rr726d++evgL/ox/9qE6L77777v369Zs/f/5vfvOb9EfKrV+//v7773/66aebN2+ePi8AkH1vvhkOPDDMnl2Hl1RXhx/9KFx6aYPNBAC5LguftXD33Xfvu+++v//97zdcJ99zzz1Hjx79X//1X5WVlel0DyF8//vfHzp0aF0XHzVq1FVXXfXiiy9Onz69Q4cOq1evrqmpad68+Y9+9KNddtkl8+EBgE0tXRqGDg0rVtTntbfeGkpLwyWXZHsmACAbAd+sWbOrrrrqqquuSn9se9pVV121//7733333R999FHPnj1PPPHEYcOG1WPxkpKS8ePHP/jgg6+99tpnn33WtWvXnj17nnHGGZs/2Q4AyIJUKpx2Wvjoo/qv8NOfhv79w2GHZW8mACCErAT8Bs2bN9/4j4MGDRo0aFDmy+64444XXXRR5usAAF/vgQfC9OkZrVBdHS6/PLz0UvCsWQDIqkzfA7+JVCq1dOnSF1544cknn1y4cOEmD58DAJq06upw7bVZWOeVV8Ijj2RhHQBgI1kL+FdeeeWEE04oLi7u0qXL4Ycfftxxx5WWlrZs2fJb3/rWc889l62zAAAN6IUXwvz52Vnqnnuysw4A8H+yEPCff/75ySeffOCBB06ZMqWysnLjXVVVVdOmTTvyyCNPPPHEL774IvNzAQAN6NFHs7bUU09t0+fPAQDbLNP3wNfW1p500knTpk0LIRQUFIwYMeLggw/u0aNHs2bNysrKXnnllfvuu6+6uvqxxx678MIL7/HLeABoyqZNy9pSlZXh1VfDkUdmbUEAyHmZBvyECRPS9b7//vvff//9PXv23LDruOOOGzly5H//93+fddZZL7/88r333nvssceeffbZGZ4RAGgoH3+czdUyeZQ9ALCZTG+hv/fee0MInTt3njx58sb1vkGPHj0effTRLl26hBDuuuuuDE8HADSUmpqwfHk2F1y6NJurAUDOyzTgZ82aFUI444wzOnfu/FXHdOrU6ayzztpwMADQFOXnh8Jsfr5sKCrK5moAkPMyCviamppVq1aFEPr377/1I9MHVFRUZHI6AKAB5eWFTp2yuWDXrtlcDQByXkYBv+HB8gsXLtz6kekDSkpKMjkdANCwdtut6a4GADkvo4Bv06ZN+n3vkyZNqq6u/qrDampqJk2aFEI44YQTMjkdANCwBg/O2lIdOoT99svaagBA5u+Bv+aaa0IIr7766kUXXbR+/frND6iurr744otfeumldu3a/dd//VeGpwMAGtDQoVlbasiQUFCQtdUAgMw/Ru7cc89duHDh9ddff+eddz755JOXXnrpAQcc0L1797y8vAULFrz++uu//e1vFy5c2LJly/vvv3+HHXZYs2bNxi8vKCho0aJFhjMAEK/KysqJEycmPQVf+taee3Z4551MV8nLe6Zv30/9f7bJePvtt5MeAYAsyDTg99577xBCixYtKisrP/zww5/85CdbPKyysvL444/ffPvRRx/9r3/9K8MZAIhXeXn5mDFjkp6CL02uqflzCHmZLfJku3Y/e+ih7AwEAPyfTAN+9uzZWZkDAGgKZhcX/61Dh1NXrqz3Cv8uLBzvsbUA0AAyDfjf/e53mbzcc+kBoKn59a677rZuXf/y8nq8tjov7+oePZb6BHgAaACZBvzIkSOzMgcA0ERU5+Vd1aPHzWVl+/z/T675Wuvy83/Zvfurbdo00GAAkOMyfQr9V9nKp8oBAE3cvwsLL+zT5+877bTtL1leVHR+795Ptm/fcFMBQI7L9Ar8BosWLbrjjjtefPHF2bNnr169ura2NpVK1dbWXnfddeedd97uu++erRMBsD1p27bt1VdfnfQUfKU33nqr5x137DBv3laOqWnZctGIEYtOO+07LVs22mDUyQsvvPCPf/wj6SkAyFR2Av6mm2664YYbKisrN9meSqVGjx49ZsyYn/3sZzfeeGNWzgXA9qR58+ZHH3100lPw1Y4+Olx+eZg2LUyaFB57LCxYENat+8+ujh3DwQeHYcMKhg7tsdNOPRIdk61bvnx50iMAkAVZCPgxY8Zcc8016a979erVr1+/yZMnb9jbpk2b8vLy0aNHl5eX33rrrZmfDgBoVHl54VvfCt/6Vhg3LoQQVqwIlZVhl11C8+ZJTwYAuSXT98DPnTv32muvDSH06dNn6tSp8+bNmzRp0oa9BQUF8+fPHzJkSAjhd7/73bvvvpvh6QCAhO28c9h1V/UOAI0v04C/5ZZbUqlU27ZtH3/88YEDB25+QIcOHR5++OG+ffvW1taOS//mHgAAAKijTAN++vTpIYQf/vCH3bt3/6pjioqKLrjgghDC22+/neHpAAAAIDdlGvALFiwIIfTv33/rh/Xu3TuEMG+rz7AFAAAAvkqmAV9UVBRC+Oyzz7Z+2IcffhhCyMvLy/B0AAAAkJsyDfhevXqFEKZOnbr1w1566aUQwlZuswcAAAC2ItOAHz58eAjhgQce2Pij4zbx3HPP3X///SGE448/PsPTAQAAQG7KNOBHjhxZUlISQhg+fPgVV1yxZMmSjfemUqlJkyadeuqp69evLykpufLKKzM8HQAAAOSmTAO+uLh48uTJ7du3r66uHjt2bElJya677predcghh3Tu3Pnkk09evXp1Xl7ehAkT2rdvn/HAAAAAkIsyDfgQwje/+c25c+eOGjUq/UC7xYsXp7fPmDFj2bJlIYQBAwZMnz590KBBmZ8LAAAAclNhVlbp2LHjbbfddtlll02ZMuX9998vKytbtmxZaWlpnz59+vfvP3ToUM+fBwAAgExkJ+DTSktLL7744iwuCAAAAKRl4Rb6LVq7du2cOXOWL1/eQOsDAABATql/wL/++uvjx49//vnnN9k+e/bsY445pri4eI899thll1322muvhx56KLMhAQAAINfVJ+AXL1581FFH7b///j/+8Y+nTJmy8a433nhjwIABTz31VG1tbXrLO++8c/rpp19xxRU1NTVZmBcAAAByUp3fA19WVjZgwIBPP/10811VVVWnnHJKZWVlCKF79+6DBw/++OOPn3nmmfLy8rFjx1ZVVd16661ZGBkAAAByT90Cvrq6+swzz0zX+4gRI84888xDDz10w96JEyd++OGHIYRDDz10ypQpbdq0CSF8/PHHJ5100ptvvnn77bdfcsklPXr0yOr8AAAAkBPqdgv9v/71r9deey2E8Mtf/vKhhx465ZRTOnbsuGHvhAkTQgj5+fl33HFHut5DCF26dJk8eXJBQUFNTc1f//rXrA0OAAAAuaRuV+AfeOCBEMKuu+569dVXb7Krqqoq/UC7ww8/vF+/fhvvKikpGTx48D//+c+ZM2dmNi3knCeeeOKll14KIZx22mndu3dPehwAACAxdbsC/+abb4YQzjjjjGbNmm2ya8aMGel3v5966qmbv3DPPfcMISxatKieY0Kumj9//lNPPfXUU0+tXLky6VkAAIAk1S3gly5dGkIoLS3dfNfUqVPTXxxzzDGb7+3cuXMQ8AAAAFBfdQv4ioqKEMLOO++8+a6nn346hNCpU6dN7p9PKywsDCGUl5fXZ0YAAADIeXUL+N122y2E8PHHH2+yvaKi4pVXXgkhHHXUUVt84YoVK8JXlD8AAADwteoW8LvvvnsI4a233tpk+9///vf169eHEAYNGrTFF7766qshhG7dutVnRgAAAMh5dQv4fffdN4Rw3333ffLJJxtvv+OOO9JfbPEK/Kuvvvrkk0+GEI499th6jgkAAAC5rW4BP2rUqJYtW65du3bw4MEbnkg3bty4Z555JoRw8MEHb/4xV5WVld/97ndramry8/OHDx+ejZkBAAAg59Qt4Dt37jxq1KgQwsyZM0tLS/v27dutW7ef/vSn6b0XXXTRxgcvXbr0kUce2XfffefMmRNC+N73vrfXXntlaWwAAADILYV1fcHo0aOrq6tvvvnmVCr13nvvbdj+7W9/+5xzztnwx7/+9a9nn332hj8efPDBY8eOzXBWAAAAyFl1uwIfQigsLBw3btzf//73E044oaSkpFOnTocffviECRPuvffeLR7fvHnzkSNHPvnkk23bts14WgAAAMhRdb4Cn3bSSSeddNJJWzmgT58+N9xwQ2lp6ZFHHtm1a9f6nQUAAABIq2fAf639999///33b6DFAQAAINfU+RZ6AAAAoPEJeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAIFCY9AAA5rbKycuLEiUlPAdu5WbNmJT0CAFkg4AFIUnl5+ZgxY5KeAgAgAgIegGR06dLlgw8+SHoKyC1dunRJegTIsgcffLCg4P+1d+fxUZX3/sCfScISQyAUFQSRTaCCgFVREdxwq7i2LkihoOJy6VWv20+t1dqrteq1evXWXW9b6k5FsAKigKJWRYsbglVRVtkDCCQEQpL5/TH35pWbACYQmXng/f5rOHOW7+TFfOd85jzznOwQQmFhYbprge+dAA9Aetxyyy3/+Mc/Kioq0l0IdVBYWPj000+HELp163bccceluxzqpmXLlj/60Y/SXQUA206AByA9WrRo8eMf/zjdVVA3c+fOTQX4vffee8CAAekuBwB2LWahBwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQARy0l3ADtKsWbNEIpHuKqDOcnL+502am5vbvHnz9BYDsHz58tSDrKwsTQnIBNnZ2akHmhK7gl0lwJeWlgrwxKiioiL1oLy8vLS0NL3FAJSVlaUeJJNJTQnIBI0bN06d52tKRCo3N7f2K+8qAb6kpCSZTKa7CqizygBfWlpaXFyc3mIANm7cmHqQTCY1JSATNGzYMHURXlMiUnUK8H4DDwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAjkpLsAdpCioqJrrrlm3rx56S6EbXTjjTemuwTqrH///tdee226qwAAYCfhCvyu4vPPP5feYQd77bXXNmzYkO4qAADYSbgCv6soKytLPfjBD37QsmXL9BYDO7158+aVlJSEECoqKtJdCwAAOwkBfpdzyimnXH755emuAnZyw4YNmzVrVrqrAABgp2IIPQAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIhATroLALbg66/DW2+FhQvD8uUhJye0bh322Sccd1xo0SLdlQEAAGkgwEOGKSkJ998f/vKXMHPmZp7Nzg5HHBF+8Ytw1lkhkdjhxQEAAGljCD1kkiefDJ07h2uv3Xx6DyGUl4epU8M554TDDgv/+MeOLQ4AAEgnAR4yQ1lZuPzy8POfh0WLarX++++HI48MTzzxPZcFAABkCkPoIQNUVIRzzgljxtRtqw0bwtChobAwXHnl91MWAACQQVyBhwxwww11Tu+V/t//CxMm1Gs1AABAJhLgId1eeSXceee2b15eHgYPDitW1F9BAABAJsr0IfTPPffcU089tdmnHnrooTZt2uzgeqCeVVSE667b3p18+2347W/DfffVR0EAAECGyvQr8EuXLk13CfB9Gj06fPJJPezn4YfD4sX1sB8AACBTZfoV+FSAv/vuu9u2bVvtqUaNGqWjIqhXo0bVz35KS8PYseEXv6ifvQEAAJknjivwbdu2bVxDIpFId3WwfTZuDK+8Um97Gzu23nYFAABknowO8KWlpatWrSooKGjcuHG6a4HvwRdfhHXr6m1vH3xQb7sCAAAyT0YPoV+2bFkymWzVqlW6C9mpTJo06fPPP093FYQQQreFCy+tv70lV6264pJLNmVn198u2Xbz5s1LdwkAAOxsMjrAp8bPFxQUjB49eurUqcuWLdt99907dOhw5plnduzYcbObfPvtt9OnT6+5/MADD2zYsOH3W25ma9CgQerBkiVLlixZkt5iSNlj5cp63FsihDnvvrtk1/5/noEaNWpkwg52JpWfJsFkNEBmqPxdrabEriCCAD9t2rRp06bl5OQ0bdr0m2+++eabb955553zzz//tNNOq7nJ3Llzr7/++prLp0yZkp+f/71XnMFyc3PTXQLVFdX31fJ63yHbr0mTJnl5eemuAupN5Y/asrKydvEPViDTaErsCiII8E2aNLn88ssPPvjgnJyc4uLiZ5999sUXX/zjH//YrVu3fffdN901wrYrrHIha/uVZGWtE+ABAGDnldEB/rjjjjvooIP22Wef3XffPbUkLy9v+PDhq1evfvPNN0eNGnXDDTdU26Rly5bDhg2ruavy8vKSkpLvveIMVlpamu4SqG5ho0YViURWMlkve1tgrseMVFJSkpWV0dOFQp1Ufpokk8ld/IMVyBCVd6fSlIhUncZKZ3SA79ChQ4cOHWouP/HEE9988805c+bUfKp169aXXXZZzeUrV64sLi6u/xLjsWHDhtQDv8jNKLOaNevx7bf1sqtpe+7ZtGnTetkV26+4uLi8vDyEsH79+nTXAvVp48aNqQfJZHIX/2AFMkTDhg2zs7NDCJoSkdp5AvyWtGzZMoSwatWqZDLpbvB1NXDgwMsvvzzdVfC/7rknXH11vexp2OjRww48sF52xfYbNmzYrFmz0l0FAAA7lcwd2Ll+/fqXXnpp/PjxyRoDjAsLC0MI++yzj/RO9C66KOy5Zz3s54QTgvQOAAA7tcwN8Lm5uaNGjXrkkUc+/PDDak+9/vrrIYSuXbumoy6oV/n5YXP3TaibrKxw++31UQ0AAJC5MjfAJxKJk08+OYRw7733fvLJJ6mFGzZseOqpp1599dX8/PxBgwaltUCoJ5deGo48crv2cP31Lr8DAMBOL6N/A3/22WeXlJSMGTPmpptuys/Pz83NXbFiRTKZzM/Pv+qqqwoKCtJdINSHBg3CCy+EQw8NX3+9LZufdFK45Zb6rgkAAMg4GR3gs7Ozzz///P3333/cuHFfffXV2rVrO3fu3KVLl4EDBzZr1izd1UH9adEiTJ4cTj89zJhRtw0HDgx//GNw+3cAANgFZHSAT+ndu3fv3r3TXQV8z9q3D2+/HS65JDzzTKjNneEbNw433xyuuy6YyhEAAHYNmfsbeNjlNGkSnnoqvP12OOqora3WoEE477zw5Zfh+uuldwAA2HVEcAUedi19+oSpU8P8+eHFF8Obb4bFi8PChSE3N7RqFTp0CCeeGAYMCCaAAACAXY8ADxmpXbtw+eXh8svTXQcAAJApDKEHAACACAjwAAAAEAEBHgAAACIgwAMAAEAETGIHAADEavHixUVFRXl5eY0bN87KcnmSnZwADwAARKa8vHzMmDEvvvjiihUrUkuaNm160kknnXvuubm5uemtDb4/AjwAABCTjRs33nTTTTNmzKi6cO3atc8999w777zzH//xH82bN09XbfC9MsgEAACIyYMPPlgtvVdauHDh7373u2QyuYNLgh1DgAcAAKKxbNmySZMmbWWFTz/99OOPP95h9cCOJMADAADReP/99ysqKra+znvvvbdjioEdzG/gAYDays7Obtq0aQihcePG6a4F2EUtX778O9dZtmzZDqgEdjwBHgCorY4dO7722mshhI0bN65bty7d5QC7ouzs7HpZB2JkCD0AABCN1q1bf+c6bdq02QGVwI4nwAMAANE45JBDGjRosPV1+vbtu2OKgR1MgAcAAKJRUFBwzjnnbGWFo48+ukuXLjusHtiRBHgAACAmgwcPPvHEEzf71EEHHXTllVfu4HpghzGJHQAAEJOsrKwrr7zy8MMPHzt27KxZs0pLS7Ozs7t27XrSSScde+yxWVkuUrLTEuABAID4HHrooYceemhBQcH69eubNGmyatWqdFcE3zsBHgAAiFUikWjatGm6q4AdxPASAAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAMGjAvwAAIABJREFUAERAgAcAAIAICPAAAAAQgZx0F8CO9sYbbyxevDjdVcBObuHChekuAQCAnY0Av6tIJBKpB/Pnz58/f356i4FdR+VbDwAAtpMh9LuKfffdNz8/P91VwK6la9euubm56a4CAICdhCvwu4oWLVr88Y9/XLp0aboLoW7Gjx8/ceLEEMKIESO6deuW7nKog0Qi0a5du3RXAQDAzkOA34Xk5+e7CB+dH/zgB6kHbdq06dy5c3qLAQAA0sgQegAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAI56S5gB2nUqFG6S4BtkUgkUg9ycnIaN26c3mIAsrL+56v/7OxsTQnIBJUnS5oSu4JdJcDn5eVVvrchItnZ2akHDRs2bNKkSXqLAaiUk5OjKQEZRVNiV7CrBPhVq1Ylk8l0VwF1VlZWlnqwfv36wsLC9BYDkJOTU1BQEELYuHHjunXr0l0OQGjevHnqgoczJSK1++67135lv4EHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABFIJJPJdNewI6xcuXIXeaXsZPLy8nJzc0MIa9euLS0tTXc5wK4uJyenoKAghLBx48Z169aluxyA0Lx58+zs7BBCYWFhumuBbbH77rvXfmVX4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACAjwAAAAEAEBHgAAACIgwAMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAjnpLmAHycrKqqioSHcVUGcbN24sLS0NIZSXlycSiXSXA+zqKioq1qxZk3qgKQGZoKioKPVAU2JXkEgmk+muAdii//qv//rLX/4SQrjnnnuOPPLIdJcD7Oo+//zzIUOGhBB+/OMf//a3v013OQDhrLPOmjdvXghh+vTp6a4FvneG0AMAAEAEBHgAAACIgAAPAAAAERDgAQAAIAICPAAAAERAgAcAAIAIuI0cZLQFCxYsXbo0hNClS5eCgoJ0lwPs6tavXz9z5swQQosWLTp16pTucgDCjBkzNmzYEEI45JBD0l0LfO8EeAAAAIiAIfQAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA+ZIplMvvbaa2+++Wa6CwGobuzYsaeddtpTTz1V73ueOHHiaaed9vjjj9f7noEMVL/NZNv29v01NNgBctJdAPA/ksnkvffem5eXd+SRR6a7FgAAIOMI8ADAd+jWrduwYcN++MMfprsQIG7120y2bW8aGlET4AFgF1VcXJyXl1ebNbt06dKlS5fvu57tUfvXAqTRdzaTOr2Xt7630tLSBg0aJBKJutYAmUyAh+21Zs2aMWPGfPTRR0uWLMnNzW3duvWpp57ap0+fah8Ya9asGTVq1BdffLFgwYKCgoJu3br95Cc/adeuXerZO++88+233w4hFBcXn3baaY0bNx41alTqqXnz5r3wwgtz5sxZvnz5Pvvss++++w4cOLB58+bbUMOHH344YcKERYsWrVixolmzZm3bth0wYMAhhxzyPf51gO3zwAMPvPLKKyeddNKIESOqLt+0adOQIUNKSkruueeefffdN3xXkwkhTJo06Q9/+MMll1xyzDHHPPzww9OmTTvllFOGDh0aatFDXnrppccee2zgwIGDBw+u3OEXX3wxfvz4L7/8ct26dfvuu++PfvSj0047LSvr/0yvU5sOVtN3brWV1wKkRS2bVbVmsvX38qeffjphwoRZs2bl5eV17979Zz/72bhx455//vnf/OY3Bx54YKjRmqZOnXrPPfdcdNFFXbp0eeCBB+bNm5ednd2qVavevXsPHDiw8nuBbW5ozqPIBAI8bJeVK1deddVVq1evbtiw4R577FFUVDRr1qxZs2YNHTr0rLPOqlzts88+u/POO1evXp2dnb3HHnsUFham5qu78sorjzjiiBBCz549c3NzJ0+enJOT079//wYNGqQ2nDJlykMPPVRaWpqdnb377rvPnj37yy+/fPvtt6+77rr999+/TjU8/PDDEyZMCCE0a9Zszz33XLVq1Ycffvjhhx9ecsklJ5988o77kwF10bdv31deeeW99977l3/5l6pfyX300UclJSVt2rRJpffvbDKVysrKfvOb33z++edNmjRp1qxZqHUPqWbixImPPvpoWVlZ48aNmzZt+vHHH3/00UcffvjhddddV3mWXJsOVlPtt6r5WoB0qWWz2qzNvpcnT578wAMPlJeX5+XlFRUVvfrqq9OnT2/fvv13VrJgwYInnnhi48aN7du3TyQS8+bNGzt27OzZs2+77bZqgbxSbRqa8ygyhAAP2+WJJ55YvXp1v379Lr300t122y2E8Nprr917771PPfXUaaed1rBhwxBCaWnpXXfdtXr16jPPPHPQoEENGzYsKysbPXr0008/fe+993bq1Kl169YnnXTSiSeeOHny5EaNGl166aWpnS9fvjz10TVo0KAzzzyzYcOGxcXFDz744FtvvXXvvfc+/PDDOTk5taxh9uzZEyZMaNiw4Q033JD60rq8vPzll19+9NFHR48e7YMHMlaPHj2aNm26atWq2bNnVx3zmRqzc8wxx4TaNZnKDV966aUGDRr8/ve/r9xbbXpINQsWLHjooYeys7OvuOKKo48+Oisra8mSJb/73e8+/vjj55577oILLgi17mDV1Gmrmq8FSJfaNKstqfleTrWCrKysq666ql+/folEYsaMGXfccceHH374nZW88sorbdu2vfHGG/faa68QwsyZM2+66aZZs2b985//7N69e831a9PQnEeROdxGDrbLF198EUL46U9/mjrrDSH079+/X79+3bp1KywsTC158cUXV65cefTRRw8bNix1KpyTkzNw4MDjjz9+06ZNY8aM2dLOn3nmmbKysuOOOy51Rh5CyMvLu+aaazp06LB8+fJXX3219jXMnTu3cePGxx57bOpTJ4SQnZ19yimnNGvWrLCwsKSkpL7/MED9yM7OPuyww0II7733XuXCsrKy9957L5FIHHXUUaGOTWb58uVXX3111dPr2vSQap588slkMjlw4MD+/funrmjttddel112WQjhnXfeSa1Tyw5WTZ22qvlagHSpTbPakprv5eeff768vPzMM8884ogjUtfze/bsOXz48NpUkkgkrr766lR6DyHsv//+qcIWLly42fVr09CcR5E5BHjYLqmBVa+//np5eXnlwmuvvfa2226rvOQ1ffr0EMKAAQOqbdu/f/8QwsyZM7e08xkzZoQQTj/99KoLE4nEqaeeGkL49NNPa1/DCSecMGrUqGo/S1u9evX69etDCMlksvYvGdjB+vbtG0KYNm1a5ZKPP/54/fr13bp1a9myZahjk+nUqVO1gay16SFVJZPJ6dOnJxKJakfs3LnzxRdffPrpp6daSi07WDV12qrmawHS6Dub1ZbUfC+///77IYTjjz++6sIjjjiicePG31lGx44dO3bsWHVJ6uhVW1ylWjY051FkDkPoYbv85Cc/ufPOO1966aW///3vBx54YPfu3Xv06FHtU2rx4sUhhFdfffX111+vujz1fe2yZcs2u+dNmzYVFhZmZ2fvvffe1Z5KzUq1dOnS2teQkkwmFyxYsHDhwqVLly5atOjjjz/etGnTNr5yYEfp2bNnfn7+woULFy9enErUqYtCRx99dGqFOjWZVq1aVdt/7XtIyooVK8rKylq0aJGfn191eSKROOWUU1KPa9/BqqrrVjVfC5BG39mstqTae7m0tLRyVo6qy1NLtnQhvVLNbx639NP3ULuGVsl5FJlAgIft0rdv39tvv/3ZZ5+dOXPmlClTpkyZEkLo1KnTsGHDDjjggBBCWVnZmjVrQgiTJ0/e7B7KysrKy8uzs7OrLV+9enUymWzatGnNT53UVMyVQ1u/s4aUv/3tb88///y3336b+meTJk26d+9eUlKS+vIYyFipgamTJk167733fvKTn5SXl7/33nsNGjRIXeyqa5OpOdlbLXtIpRUrVoT/bURbUvsOtj1bmbgOMsrWm9VWVHsvr1ixItUKaq5ZUFDwnQE+Nze39jXXpqGlOI8iQwjwsL26d+9+6623FhUVzZgxY9asWdOnT//6669//etf33rrrb169crJycnPzy8qKho9evRmZ2zakubNmycSibVr11ZUVFQ7l02drBcUFNSyhhDCCy+88Oc//3m33XY766yzDjjggPbt26c+Fy+88EIfPJD5+vbtW3lOPGPGjHXr1h1++OFNmjQJIdS1ydS8JXKoRQ+pKnWqvW7duq0cpU4dbJu32uxrAdJoK81qK6q9l1Pv9LVr19Zcc7MLt0dtGlpwHkUm8Rt42HZlZWVLly5dvnx5CKFJkyaHH374RRdd9PDDD6du2lQ52dJee+2VTCYXLVpUbfPi4uKZM2fOmzdvsztv0KBBixYtysvLv/nmm2pPzZ8/P/zvCLFa1jBu3LgQwvXXXz906NCePXtWfqtdUVGx3X8G4HvXq1ev/Pz8f/7zn2vWrKk5JHXbmkxKLXtIVa1atcrKyiosLNywYUO1p+67775bb7113bp1texg1WzbVkDm2HqzqqW8vLymTZuWlpZWG3RTXl6ealb1qDYNLTiPIpMI8LDtiouLL7744hEjRpSWllYuTCQSBx98cAihrKwstaRnz54hhLFjx1bb/Omnn77hhhvefffdLe0/teHf/va3astfeumlEELqfsi1rCF18araDDFLly5duXJlHV4wkCbZ2dmHHnpoMpmcNm3au+++m5+fn3qPp2xzkwm17iFV5eTk7LfffuXl5RMnTqy6fP78+VOmTPnqq69SPyWtTQeradu2AjLE1ptV7fXo0SOEMGnSpKoL33rrrXqf772WDc15FJlDgIdt16xZs1atWm3atOmhhx6qHEC1ZMmSF154IYRQea/RM888Mz8/f8qUKY8++mhRUVEIoaKiYvz48ePGjWvUqFFqmuhKGzZs2LhxY+rxoEGDcnJyJk2a9Ne//jV1Gr1+/fq7777766+/3nPPPX/84x/Xvoa2bduG/3sx7ZNPPrnppptS86amqgIyWb9+/UIITz/99Nq1a/v161d1tHydmkw1tewh1QwdOjSE8OSTT7711lupNrJixYr//M//DFWuttWmg9W0bVsBmWMrzar2hg4dmpOTM3r06MobuX322WePPfZY6sc19fvzmdo0NOdRZA6/gYft8otf/OLmm2+eMmXK1KlTW7ZsmRrclUwme/TocfLJJ6fWycvLu/LKK+++++5x48aNHz++devWa9asKSoqysrKuuKKKyqnes7KymrSpElRUdEVV1zRqlWrm2++uWXLliNGjHjkkUeeeOKJZ599do899li6dGlFRUVBQcGVV17ZoEGD2tcwaNCg22677c9//vOkSZNatGixZMmSFStWpMaAzZ49+9e//vW55567DYPcgB2mV69eTZo0Wb16dQjhmGOOqfpULZvMltSmh1Sz3377DR48+Omnn77rrrseeOCB5s2bL126tLy8vGPHjoMHD06tU8sOVs22bQVkjq00q9rba6+9LrzwwkcfffSOO+5o2rRpdnb26tWrDzzwwE2bNn366aeNGjWqx4Jr09CcR5E5BHjYLgcccMA999zz/PPPz5kzp7CwsEmTJt26dTv22GOPOeaYqhPLH3zwwffdd9+oUaO++uqrRYsWtWjR4qCDDjrnnHNSX+hWGjFixMiRI6ve8+n444/fd999x4wZM2fOnOXLl3fs2LFLly7nnntu1ZmcalPDoYceesstt/z1r3+dN2/e+vXrO3XqdO655x577LGzZs3605/+tGDBAmPAIMOlpneePHlyq1atfvjDH1Z7tpZNZrNq2ceqGThw4H777TdhwoSvv/569erVHTt27NOnzxlnnFH1alttOlhN27YVkCG23qxqb8CAAW3atBkzZswXX3yRk5Nz5plnDh48+Jprrgkh7LbbbvVXbwi1aGjOo8gcidTADwAAgEywZs2asrKyZs2aVf1OMJlM/vznP1+7du2oUaMaN26cxvIgjfwGHgAAyCAjR448//zzp06dWnXhBx98sHbt2i5dukjv7MoEeAAAIIMceeSRiUTiL3/5ywcffLBhw4bUTenuu+++EMIZZ5yR7uognQyhBwAAMssLL7zwxBNPlJeXVy5p1KjR+eefP2DAgDRWBWknwAMAABln6dKl77zzzpIlS3Jzc9u1a9ejR48999wz3UVBmgnwAAAAEAG/gQcAAIAICPAAAAAQAQEeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABIAJLly791a9+deqpp3br1i03N3fPPffs1avXeeedN3HixLKysnRX9x1WrlyZSCQSicR///d/p7sWAIhYTroLAAC2pqys7Fe/+tX999+/fv36yoUbNmxYsWLFjBkzRo4cefDBBz/77LOdOnVKY5EAwA4gwANARrvuuuvuueeeEEKjRo0GDRp0wAEHtGnTZvny5XPnzn3uuecWLlw4ffr03r17f/LJJ23btk13sQDA9yiRTCbTXQMAsHnjxo079dRTQwg9e/acOHHiXnvtVfXZ0tLS22+//Te/+U0I4ZhjjnnttdfSUuR3SiaTy5cvDyE0bdo0Nzc33eUAQKwEeADIXCeffPKECRNCCPPmzWvXrt1m1zn77LOff/75EML06dMPOuigHVofALADmcQOADLXjBkzQghdu3bdUnoPIfzsZz9LPXjnnXe2squioqLy8vL6LQ8A2JEEeADIXKkZ5ouLi7eyTt++fa+//vrrr7++V69elQsfeOCBRCLRo0ePEMLIkSO7dOmSn5+fk5Ozxx579O/f/89//nNFRcVm91ZcXHzXXXf16dOnRYsW+fn5vXr1GjFixBdffLGlo8+YMePiiy/u1KlTam78o4466v777y8tLa22z63MQl+nI65Zs+bWW289+uij995777y8vO7du5955plvv/32Vv4+ALDzSAIAmeqII45IfV7ffffdddrw/vvvDyHsv//+N99882ZPAI466qg1a9ZU2+qjjz7ae++9a66cSCR+97vf1TzK7bffnp2dXXP9rl27zps3r3K1oqKi1PLHH398e47497//vXnz5pt9OVdddVWd/j4AECO/gQeAzDVy5Mjzzjsv9bh///4XXXTRKaec0qRJk+/c8IEHHrj00ktzc3M3bNiQTCYPPvjg008/vX379h988MFzzz23ZMmSEMIZZ5wxZsyYyk1WrFjRtWvX1atXhxAGDhzYv3//goKC6dOnP/roo2vWrAkh3H777ddff33N2lq1ajV06NDevXuvWbNm9OjRL7/8cgiha9euM2fOzMnJCSEUFxenan788ceHDx++bUdcunRpr169li9fnpeXN3z48D59+uy2226fffbZ/fffv2jRohDCSy+9dMopp2z73xoAMl+6v0EAALaooqJi8ODBVT+4GzRo0K9fv5tvvvmNN97YuHHjljZMXYFPGT58+KZNmyqfWrRoUeVcd++9917l8ssuuyyEkJOTM3bs2Kq7mjt3bteuXUMIubm5ldfVS0pKUlfO99tvv/nz51dd/5e//GVq5yNHjkwt2dIV+DodsXL4/aRJk6qu/PXXXzds2DCEcP7553/XnxMA4uY38ACQuRKJxJNPPjly5MhDDz00tWTTpk1///vf//3f//2oo45q3rz5SSed9Nxzz23atGlLe9hnn30eeuih1JXwlNatWz/zzDOpoe+pW9CFEObNm/fII4+EEP7t3/7t9NNPr7qH9u3bP/jggyGEkpKSxx57LLXwwQcf/Oabb0IIf/jDH/bZZ5+q699yyy2pge5bv61dXY/48ccfhxAaNmx47LHHVl25Y8eO11577XnnndexY8etHA4AdgICPABkuqFDh06bNm3OnDmPP/74oEGDWrZsmVq+fv36iRMnnnvuuZ07d/7oo482u+0VV1zRoEGDags7d+589tlnhxCmTp2aTCZDCBMmTEjNPHfFFVfU3En//v07d+4cQqicLm7SpEkhhO7du1eL0yGEnJychx566I477jjuuOO28qLqesRWrVqFEEpLSx9//PFqK996661/+tOfbrzxxq0cDgB2AgI8AMShQ4cOw4cPf/rpp5cuXTpr1qz77rvvyCOPzMrKCiHMnz+/b9++M2fOrLlV7969N7u3Pn36hBBKSkqWLl0aQpg9e3YIoU2bNpudUi6E0K1btxBC5SFS6//oRz/a7MoDBw687rrrhgwZspWXU9cjnn322Xl5eSGEiy++uHfv3rfddtvbb7+9cePGrRwCAHYyAjwAxKdbt26XX375G2+88emnnx5++OEhhJKSkiuvvLLmmu3bt9/sHioHnH/99dchhK+++iqEsGjRosQWvPjiiyGEVatWhRDKysrmz58fQmjbtu02v4Q6HTGE0Llz57Fjx3bq1CmEMH369BtvvLFfv37NmjU7/vjjH3744bVr125zJQAQCwEeADLU9OnTn3rqqaeeemor63Tr1u3ll19u165dCOG1117bsGFDtRUSicRmN6wcV79+/foQwrJly2pTUkVFRVlZWWlpaeoG9Y0aNarNVptVpyOmHh933HGzZs0aPXr0eeedlxpRv3HjxsmTJ48YMWK//fZ7/fXXt7kYAIiCAA8AGWrixIlDhgwZMmRI6q5vW9K0adOTTjophFBRUTF37txqz86bN2+zW6UugIcQunTpEkLo0KFDCKFPnz7fOf9tTk7Obrvt1rp16xBC6jr8tqnTESu3atSo0U9/+tM//elPS5Ys+fLLLx977LHUa1+8ePE555yzcuXKba4HADKfAA8AGSoVcUMI77zzztbXXLx4cepBixYtqj31wQcfbHaT999/P4TQsGHD1Bzyqdu2zZkzJzWnXU3l5eXl5eUVFRWpf6Zi/2Z/dR9CuO2223r37r31u7LX9Yjz58+fP39+5Yj6EELnzp0vvPDCCRMm/OEPfwghFBYWvvnmm1s5IgDEToAHgAx19NFHp8ao//KXv6w5Nr7SkiVLpk6dGkLo3r37nnvuWe3Ze++9t3IIeqU5c+Y888wzIYRDDz00NQ1e6s7wy5Yt+9vf/lbzEIWFhc2bN8/Jyfn1r3+dWpKaA+8f//hHzS8XKioqHnvssenTp++2225beXV1PWLfvn3bt28/bNiwmitXTnf/7bffbuWIABA7AR4AMlSbNm0uvPDCEMLs2bMPOuig6dOn11znm2++Ofnkk1NTuFVm3armzp172WWXlZeXVy5ZtmzZ4MGDU7eOv+WWW1ILTzvttNR89RdccMEbb7xRdQ+lpaUXXHDBunXrEonE+eefn1p4zTXXFBQUhBD+9V//tdoI/9tuuy01tP6EE07Yyqur6xEPPPDAEMLkyZNrXvYfOXJk6sFhhx22lSMCQOwSWxq3BgCk3bp160444YRp06aFEHJyck444YRDDjlk9913LysrW7JkycyZMydOnJgK59dcc81dd91VueEDDzxw6aWXhhByc3NLSkoOO+ywM844o3379h988MHTTz+9aNGiEMKAAQPGjx9fucm7777bt2/fZDLZoEGDQYMG9enTp23btrNnz37kkUc+//zzEMKvfvWr3/72t5Xr33PPPVdffXUIYa+99ho+fPhBBx1UVFQ0ZsyYF154IYTQt2/fN954Izs7O4RQXFzcpEmTEMLjjz8+fPjwbTviuHHjTj311BBCo0aNUneS22OPPRYtWjR69OiXX345hHD88ce/8sorW5q0DwB2Bt85cwwAkEbffvvtBRdcsJVcmpWVddnb0LUVAAAB0ElEQVRll5WVlVXd6v777089+/LLL6culVczZMiQ4uLiaseaPHlymzZttnSImrXdf//9m52I/oADDpg7d27lakVFRanljz/++PYc8brrrtvS3+Gwww779ttvt/mPDABRcAUeACLw6aefPv/885MmTVqwYEFhYWF+fn67du3atWt3wAEH/OxnP0vdHb2qyivwRUVFa9asueOOO8aPH79o0aK8vLwePXpceOGFQ4YM2eyBVq9efccdd7z88svz589PJpOdO3fu2bPnNddc0717982u/8knn/z+979/8803ly1bttdee/3whz889dRTL7nkktS195QtXYHfhiN+9NFHd99992effTZ//vzS0tIOHTrsu+++F1544YABA2r9twSAWAnwALATqhrg8/Ly0l0OAFAPTGIHAAAAERDgAQAAIAICPAAAAERAgAcAAIAI5KS7AACg/u29997HHXdcCKHqbPAAQNTMQg8AAAARMIQeAAAAIiDAAwAAQAQEeAAAAIiAAA8AAAAREOABAAAgAgI8AAAARECABwAAgAgI8AAAABABAR4AAAAiIMADAABABAR4AAAAiIAADwAAABEQ4AEAACACAjwAAABEQIAHAACACPx/3iGIhL0ReB8AAAAASUVORK5CYII=)
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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kAzrV///7Y2FiJgL///ttFL00BDwAAAMCZzp4965QYwD2dO3dOrZemgAcAAADgTNknritKDOCeVNx7KeABAAAAOFOpUqUcxpQuXVqBTABXkLOHuwiz0AMAAMC9pKSknDx58tGjR+Hh4XXr1tXpOGT1MK1bt9ZoNBKT2AmC0LZtW8XyAWRKT08/efJkUlJSaGho3bp1/f398wxr06aNdDtNmzZ1QXaCQAEPAAAA9xEXF/fWW2/9+OOPJpPJ/khISMhLL700ceLE/I6k4YZKly7dp0+fDRs25BdQokSJ559/XsmUAGlJSUlz58797rvvstZ1NxgMAwcOnD59utFozBFcqVKl7t27//zzz/m1ptVqXZQnQ+gBAADgFi5evNiuXbuNGzdmVe+CICQlJS1atKhnz54pKSkq5oaCmjt3bs2aNfPc5O/vv2rVqqCgIIVTAvITGxvbsWPHL774Iqt6FwQhLS3ts88+69Sp0927d3M/ZeHChdWrV8+ztWLFir355psuSpUCHgAAAOozmUxDhw69f/9+nluPHDkyffp0hVNCUYSGhv7yyy9Dhw7V6/XZH2/atOnWrVtbtmypVmJAbmPGjLl27Vqemy5fvjxixIjcj4eHh//2228DBw708/PL/ni7du3++uuvJk2auCJPgSH0AAAAcAfR0dGXLl2SCFi/fv1//vOfcuXKKZYSiigoKGjhwoXTp08/dOjQnTt3ihUrVr9+/WrVqqmdF/A//vrrrwMHDkgE7Nix49ChQ5GRkTkeDwkJWbJkyezZsw8dOnT37t3AwMB27dpVr17darUmJye7KFsKeAAAAKhv586d0gFWq3XXrl0DBw5UJh84S/Hixbt06aJ2FkC+duzY4TBm69atuQt4u7CwsKeeesr+7/DwcGdmlheG0AMAAEB9t2/fdhhz8+ZNBTIB4FPkdD7Xr19XIBM5KOABAACgvhx3SueJiegBOJ2cjsV9Oh8KeAAAAKgvv/mcs3vssccUyASAT5HT+dSqVUuBTOSggAcAAID6evbsKR0QGhoaFRWlSC4AfMjTTz+dYyb5HPz9/R12UIqhgAcAAID6GjZs2KdPH4mAmTNnGo1GxfIB4CMqVqw4evRoiYDXX3/dfda/oIAHAACAW1i8eHHXrl1zP67RaKZOnfriiy8qnxIAXzBz5sxBgwbluemll16aMWOGwvlIYBk5AAAAuIWAgICvvvrq119//frrr48ePZqUlFSqVKlWrVqNGjWqXr16amcHwGtptdrFixf36tXriy++OHTo0P3790uUKNGkSZMRI0a0aNFCo3Gjy94U8AAAAHAXoig+/fTTTz/9tNqJAPA5bdq0adOmjdpZOOBG5xIAAAAAAEB+KOABAAAAAPAAFPAAAAAAAHgA7oEHAACAEyQlJSUkJBgMhtKlS6udy/8wm82xsbFms7lcuXJ6vV7tdFzFarXGxsZmZmaWLFmyWLFiaqcDeJgHDx4kJiYajcZSpUrZH4mNjU1PTw8LC8uxgGVmZuatW7d0Ol2ZMmV0OqULagp4AAAAFMnmzZtXrFhx4sQJm80mCELp0qUHDBgwfvz4wMBAdROLiYl5//33o6OjU1JSBEHQ6/Vt27Z94403GjZsqG5izhUfH79o0aKNGzcmJCQIgqDVahs3bvzaa6916NBB7dQAd2ez2TZs2LBy5crTp0/be7AyZcpUrlz56tWrcXFxgiCIoli/fv1JkyZ17tz56NGjH3zwwa5duzIzMwVBCAwMfPrppydPnlypUiXFEhbtWSK7+/fvq52CW9Pr9cHBwQkJCVarVe1cfJHBYLCfVk9JSUlPT1c7HV+k0+lCQ0OTkpJMJpPaufgiexckCEJqampqaqra6fgiURTDw8PpgtRi74IEQcjIyEhOTlY7HcFqtU6YMGHdunW5N1WtWvWHH34oV66c8lnZ7dmzZ+jQobnfJZ1O99577w0bNqzQLYeFhaWnp7tJF3T+/Pm+ffvaK40cxo0bN2fOHOVTcil7FyQIgtlsfvDgQVFaQHYSFZC923nw4IHZbJZuJCgoyN/fXxAEmcEajSYpKUk6LOvzMplMDoM1Gk1YWFhycnJGRoZ0pNFoNBqNZrO5f//+mzZtkg62a9iw4YkTJ3L/XYGBgV988UVUVJQgCOHh4aIoWq3W5OTkkJAQOc0WFPfAAwAAoJCWLFmSZ/UuCMKVK1eGDBlisVgUTskuNjb2xRdfzPMch9lsnjp16v79+5XPyunS0tJeeOGFPKt3QRCWLVv27bffKpwS4EHmzJkjs3oXBOHIkSN5npVISUkZOnTorVu3nJpavijgAQAAUBiPHj368MMPJQJOnjwZHR2tWD7ZffTRR/Zh83myWq3z5s1TMh8XWbt27Y0bNyQC5s2bx5BJIE8JCQmLFi1ySlMOO0MnooAHAABAYezZs8fhMPLffvtNmWRy+P3336UDDh8+HB8fr0wyruPwz4yLizt27JgyyQCeZdu2bU68F8zhl9FZKOABAABQGDExMU6JcTqTyXT79m3pGKvVev36dWXycR23/QgA93flyhUnthYXF+fwxnun8MJZ6P/888+tW7deu3bN39+/SpUq/fv3r1GjhtpJAQAAeBtRFJ0S43SqvCigFsqfwvHQjsKrCniLxbJgwYKDBw8KghAUFJSWlnb06NFjx46NHz+eVTQAAACcq3Llyg5jqlSp4vpEctLpdOXKlZO+OVyj0Si58pOLVKlSxeE4AlU+AiiD8qcoqlWr5sTWypYta5+B39W8qoBft27dwYMHS5YsOXXqVPvnER0dvWrVqpUrV9arVy8iIkLtBAEAcCw5OXnr1q2nT59OT08vW7Zsu3bt6tSpo3ZSQB5at24dGBgoMVecIAhdu3ZVLJ/sunXr9sknn0gENGvWLCwsTLF8XKRr1667d++WCChXrly9evUUywcK8+Xy5+rVq9u2bYuJidFqtY899liXLl1KlixZoBY6d+5sMBjS0tKcko9ifZ333AOfkZHxyy+/aLXad999NzIyUhRFURS7d+/esmXLjIyMAwcOqJ0gAACOffXVV/Xr13/55ZeXL1++evXqd955p3379s8//3xsbKzaqQE5GY3GN954QyKgUaNG3bp1Uyyf7MaPHx8aGprfVq1WO3PmTCXzcZFBgwZVrVpVImDmzJkajfcc8CM7ny1/UlJSXn311WbNms2cOdN+tmLixIlPPvnkvHnzHC4+n11oaOjUqVOdklJISMhrr73mlKYc8p7v865du1JSUho3bly6dOnsj48cOXL+/PkNGzZUKzEAAGRavHjxpEmTHj58mOPxnTt3du/e/d69e6pkBUjo1q1bQEBAflt79OihVvVYsmTJr7/+unjx4rk36fX6JUuWNG7cWPmsnM7f3//bb7+tUKFC7k2iKE6ZMqVPnz7KZwVl+Gb5k56e3q9fv3Xr1uVYHzEjI2PRokWvvvpqgVrr3bu3Xq+XGdyyZcs8g0NDQ9euXVuqVKkCvXSheU8B//fffwuC0KxZsxyPh4WF1axZs1y5cmokBQCAXOfOnZs/f35+W2NiYmbPnq1kPoAckydPlliHad68eQ5ng3edpk2b7tq1a+jQoVlD5Y1GY/fu3bdt29a/f3+1snK6atWq/fnnnxMmTChbtqz9Eb1e365du82bN0+ePFnd3OBSvln+rFix4vDhw/lt3bBhw+bNm+W3NmbMmMzMTOkYnU7XokWLzZs3b9myZfv27T169ChWrJh9U1hY2Isvvrh79+7mzZvLf9Ei8p574G/evCkIQokSJa5du7Z3796LFy9qtdqqVat27tw5x0kpAADc0Jo1aywWi0TAli1b5s6d6wV37cJr/Pvvv3v27JEISEtLW7du3cSJExVLKYeyZcsuXLhw/vz59+/ft1gsERERfn5+aiXjOiEhITNnzpw5c2Z8fHxaWlrJkiXlX1SE5/LB8sdms33xxRfSMcuXL+/YsaOc1o4fP75//37pmNdff33ixIlhYWEBAQEJCQm1atVavXq1yWS6f/++VquNiIhQfpCR9xTw9gGHFy5cWL9+fdYSfEePHo2Ojn755ZfbtWuX+ykfffTRjh07cjzYvHlzzlZKs6+4EBoaarPZ1M7FF2WteGE0Gg0Gg7rJ+Cb7RxAUFMRXQBVZXwGDwaDMdK+KkbikYGc2my9cuKDWHcU50AWpJesroNfr8xwfrqTTp087jDly5IjqeQqCEB4e7sTWNBqNe3ZB7vBWK0ar1frU35tbIcofQRAWLFiQu2pt166dxOBze7cTHBzs8Mgnq5qVHyz/Q9TpdImJiXFxcdJh+/fvNxqNRqPR4as7rN4FQbhy5UqZMmU0Go0oitlTzW/CPPt7pdFoHCZQaN5TwNv32jVr1tSuXXvw4MFVqlRJSEj4+eeff/3116VLl1avXr18+fI5npKYmHjr1q0cDyYkJGi1WoWS9mRMiKI6PgJ18f6rThRFL+uu4+Pj5cS4yV/NV0B17vAVSEhIcBhjv06lQDIKc4f338cV+iPwmvPvhSh/BEGIj4/PXQElJiY6fDML1O3LD5b/IYqimJiY6DAsPT09NTU1KCjIYeT9+/flxGRlWKD9zXW/kt7z62s/21GpUqV33323Vq1aBoOhXLlyY8aMadu2rdls/vbbb9VOEAAAKXKuQjB+Hm5FYpr3LOy0gIv4YPkj54dSr9cHBgbKac1DezDvuQIfEBCQkpLSrVu3HKdGnnrqqd27d//777+5nzJnzpw5c+bkflzOyRhfptfrg4ODExIScsz9CGUYDAb7zBkpKSkS8wbBdXQ6XWhoaFJSkslkUjsXX2TvggRBSE1NTU1NVTsdZ6pbt+6pU6ckAjQaTbVq1VT/kRJFMTw8nC5ILfYuSBCEjIyM5ORkdZN5/PHHHcbUqVNH9Z3W6cLCwuxX+dROxBfZuyBBEMxm84MHD4rSgqcrRPkjCEJ+s6VKfE/t3c6DBw8cLtIWFBRkv7VEZrBGo0lKSpIOy/q8TCZTSEhIWFiY9Nifxo0bp6SkZN1TkB+j0di0aVPpGOH/78GMRqP9HniH8eHh4aIoWq3WlJSUkJAQh/GF4D1X4O33IeSesMH++L1797xmtAwAwCsNHDgw6/bmPHXq1EmxVWp82b///vvGG280aNCgRIkS5cqV69Sp08qVK73vbEVcXNycOXOaNm1aqlSpMmXKtGrVav78+XKGp2ZXu3btBg0aSATo9Xpvmu8dcCs+WP5otdoBAwZIx4wcOTL7f9PT01euXNmpU6dy5cqVKFGiQYMGEydOtJ/dKFasmPQlfX9/fzdciNF7CvjIyEhBEHLPamBfNbds2bLSR0UAAKircePGI0aMyG9rRETEe++9p2Q+vmn9+vVRUVFr1qyxT++cmZl5/PjxWbNmdezY8caNG2pn5zR79uxp06bNihUrrly5YrVa7fMjvv/++23atDl+/HiBmvrggw+yVlTKbcqUKVWrVi1yvgDy4Jvlz8SJEyXG/nTs2HHw4MFZ/71582bnzp1nzZp1/Phx+3JxN2/eXLt2bVRU1OjRoxs1aiR91nL27NkVKlRwYvJO4T0FfNeuXQVB2Lp1a45x3X/88YcgCNWrV1cnLQAAZHv33XcnTpyYe5mr2rVrb9mypWLFiqpk5Tv27t07YcKEPAdeXrhwYcCAAQ6XC/YIV65cGTJkSJ6HrXFxcf3797cf/ctUp06dTZs2Va5cOcfjAQEB77777oQJE4qSKgAJvln+BAcHb9q0qW3btjkeF0VxwIABX375ZdbscZmZmQMGDDh37lzuRjIyMr7++muJLt1oNC5YsGDUqFFOzNxZvOce+GrVqtWsWfPcuXMLFy58+eWXg4ODTSbTxo0bd+zY4e/v73CsBQAAqtNoNNOmTRs8ePDmzZtPnz6dmppavnz5qKioTp06Meu7At566y2LxZLf1gsXLqxZs0ZilISn+O9///vo0aP8tsbHxy9evLhAwz0aNmx44MCB3377bc+ePXfu3AkMDGzQoEHv3r0jIiKckS+AvPls+VOqVKmNGzf+9ddfW7duvXLlivovIdsAACAASURBVFarrVGjRvfu3WvWrJn9t/Kbb745f/584V5i5syZw4YNc1K+TiZ6060RN2/e/M9//pOcnCyKYkREREJCgsVi8ff3HzduXO6TNBK8b6oV52ISO3UxiZ3qmMROXV48iZ2n8NZJ7GJiYho1aiQd07x5859++kmZfPJTxEnsMjMzIyMj09LSJGJKlSolZ4F3X8YkdipiErvsnFX+CB4yiZ3DYI1GExYWlpycnJGR0bt3771790rH56d9+/br16/P+m8hJrFLTk520SR23nMFXhCE8uXLL126dP369f/8809SUlK5cuUiIyP79++fe2oHAACA7PKbsbmgMW7u1q1b0tW7IAh37txJTk6Ws4oyAHVR/kgoSo/tzr29VxXwgiCEhYW9/PLLamcBAAA8jJwxNV4w7kbmn+AFfyngIyh/8lOUWUvcuQ/khjoAAAChfPnyTolxc2XKlMmxZHRuDpdWAgD3V5Qe2517e2+7Ag8AAFzn7t27Bw4cSElJ0ev1tWvXrl27ttoZ/R+TyXT48OHz589brdaKFSu2bNlSYm2zPNWqVatMmTKxsbESMR07dixamuoLCgpq0qTJwYMHJWI6dOhQiNWn7t69u3///rt37wYGBtavX9999g0APiIuLu7AgQOpqal6vb5OnTodO3Y8ceJE4Zrq1KmTc3NzIgp4AADg2IMHD2bOnLlp06bs8xLVrVt3wYIFDRs2VDExQRC+//77d955J3vtHRQUNG7cuPHjx+t0cg91NBrNG2+8MWnSpPwCQkJCRo8eXdRc3cCkSZP69OmT3zTGOp1u4sSJBWowz32jXr16CxYsePLJJ4uUKwDIkJCQMG3atC1btmSfY9tgMBS6wV9++aVjx4516tRxRnZOxhB6AADgQHx8fLdu3davX59jVuGTJ0/26NFj586daiUmCMLChQvHjh2b48p5cnLyvHnzRo4cKbEsXG5DhgwZPHhwnpsMBsPnn3/uHeuitWnTZubMmXleY9dqtYsWLSrQxfP4+PiuXbvm3jdOnDjRvXt3dfcNAL7gzp07nTt3/uGHH3KskCU9YWfVqlUltp44caJr16779u1zTopORQEPAAAcmD59+qVLl/LclJmZ+fLLLxduMaeiO3z48MKFC/PbGh0d/dVXX8lvTRTFRYsWLVu2LPuBnVar7dq1644dO9q0aVOkXN3J+PHj169fX79+/axHRFFs3rz5zz//XNC1o6dNm5bfdM3q7hsAfMTkyZNjYmLkxxcrVmzZsmUnT55ctWqVxM1WGRkZY8aMSUlJcUaOzsQQegAAICU2Nnbz5s0SAQkJCevWrRszZoxiKWVZsWJFfkPBswKGDx9eoDaff/75559/PiYm5saNG3q9vkaNGsHBwUVL0x21a9euXbt2sbGxV69e1Wg0kZGRhRhfcPv27S1btkgEJCQkrF+/3jtuPQDghq5evfrbb78V6CmpqaktWrQQRTEqKurRo0cSkXfu3Nm0adOLL75YtBydjCvwAABAyr59+6SLZEEQ9u7dq0wyBX3dmJiY69evF6LlSpUqtWrVqkmTJl5ZvWcpU6ZMixYtmjVrVri7A+TsG3v27ClUagDgWCF+fWw2m31svJx7fNywB6OABwAAUu7eveswJi4uToFMcsjIyEhKSnIYdufOHQWS8U1y9g3efwCuI6cXys3eL8n55XLDHowCHgAASJGzHltgYKACmeSg1+v1er3DMFVy8xFuu28A8BEFXTHUzt4vyemd3LAHo4AHAABS5MxJ/sQTTyiQSQ6iKNasWVM6xmg0VqlSRZl8fJDb7hsAfEStWrUK8Sx731W3bl2HkW64khwFPAAAkNKwYcNq1apJBIii2LdvX8Xyya5fv37SAT169AgICFAmmTz9+++/s2bN6ty5c6NGjTp27Dht2rRz586pmI9zNWrUSHopJhX3DQC+oEWLFhUqVCjQU/z8/F5//fVevXpdvHixYsWKEpFarfa5554rWoLORwEPAACkaDSa+fPn63T5rlwzbNiw7AuSKWno0KGPPfZYfluDg4OnT5+uZD45fPTRR61bt165cuWxY8diYmJOnDjx2WefRUVFzZ8/X8WsnMjhvjF8+PB69eopmRIAn+Ln5/ff//5Xq9XKf4rJZLp8+fK2bdteeeUVs9ms0eRbEY8ZM6ZGjRrOSNOZKOABAIADbdu2XbVqVZ7zsQ8fPnzu3LnKp2SXnp4usfxvcnLyjRs3lMwnu88+++ydd94xm805Hrdare+///6SJUtUycrpoqKi8tw3RFF86aWXVNw3APiIzp07r1ixonA3w9++fTsoKMhoNOZ4XBTFl19+efbs2c5I0MlEh4t/+KD79++rnYJb0+v1wcHBCQkJVqtV7Vx8kcFgsPdQKSkp6enpaqfji3Q6XWhoaFJSkslkUjsXX2TvggRBSE1NTU1NVTsd35KQkLBmzZq9e/feu3evWLFi9erVe+GFF+TcQ+g6gwYN2rp1q0RAxYoVjxw5olg+WRISEho2bJiSkpJfgL+//+HDh8uUKVPQlu1dkCAIGRkZycnJRcrSeeLj49euXbt37964uLigoKD69eurvm+4VFhYWHp6Ol2QKkRRDA8PFwTBbDY/ePCgKC0gO4kKyN7tPHjwIPcZyRyCgoL8/f0FQZAZrNFoHC4mkvV5mUwmieB79+7Ze6ErV67cvn1bus0c+vbtGxkZuXfv3rt37wYHBzdo0GDQoEHZ7643Go0BAQEJCQkOmwoPDxdF0Wq1Jicnh4SEFCgNmSjg80ABL40CXl0U8KqjgFcXBbzq7MdSbtIFVaxYMS0tTTrmwoULYWFhyuST5bvvvhs/frx0zHvvvTdy5MiCtuyeBbyvoYBXEQW8i3h6AW+n0Wg6dux47Ngx6bAcgoODz507J7GsiVsV8AyhBwAAHslqtTqs3gVB2L9/vwLJ5HD27FmHMWfOnFEgEwDwKRL3VeXn4cOHt27dckUyrkABDwAAPJLEAPXsEhMTXZ1JbnKuzT569EiBTADAp2RmZhbiWR7UIVPAAwAAjxQcHCyKosMwVeYQLlWqlMOYQtwADwCQlud8qw6VLl3a6Zm4SL7LfgAA4N1sNtv58+dv3rwZEBBQs2bNiIgItTP6f+wr3CQnJ9eoUaNbt24Sy3TJsWfPnn/++Uej0bRu3bphw4bOStIdlClTRnqyIj8/vyZNmiiWT5a2bdsuXLjQYYwyyQCAF7h79+6hQ4fS09PLly9fo0YNURR37tx57NgxrVYrimJGRkZQUFCXLl1at269fv36ArVcq1YttzoGkEYBDwDwOTabbc2aNUuWLLl586b9EVEU27Zt++abb9auXVvd3LZt2zZhwoTskwlpNJpu3bqtWrWqEGX822+//emnn2ZkZGQ9YjQa//Of/4wdO9Y56apt6tSp0nPF9e7dW7FksmvSpEnjxo0PHz6cX8ATTzwRFRWlYEYA4KlOnjw5efLk7du3Z82/HhgYmJaWZrFYckTOnj07PDxco9EUaLJth3OOuhWG0AMAfIvVah03btykSZOyqndBEGw2265duzp37rxt2zYVc/v4448HDhyYYypgq9UaHR3doEGDgs763rNnz6VLl2av3gVBSE1NnTNnTiEmP3dPAwYMkDjnEhwc/NFHHymZTxZRFFeuXJnfmMywsLBPP/1Uq9UqnBUAeJw//vijadOm27Zty756WkpKSu7q3S4+Pr5A1fuLL76o1qnewqGABwD4ls8//3zDhg15bsrMzBw1alRcXJzCKdldu3Ztzpw5+W2Ni4sbPHiw/NY++OCDAwcO5Ld1y5Yt+b0JnuXChQsXLlzIb+vDhw+jo6OVzCe7ihUr/vHHH927d9do/t/hliiKTz311I4dO6pXr65WYgDgKe7evTtixAgXrVpasmTJZcuWffTRR3KmU3EfDKEHAPgQq9W6ZMkSiYBHjx598sknEoW060yaNCn75YXcdu/enZKSEhgYKKe1ZcuWSQe88847/fr1K0B+bmnZsmXSSw1/8MEHPXr0UCyfHEqVKvX555/fuXPn0KFDiYmJISEhjRs3Llu2rFr5AIBnWbVqlcwFR+TTaDRvv/12o0aNoqKi/P39k5OTndu+q3EFHgDgQ86cOXPnzh3pmB07diiTTA5HjhyRDrDZbN98842cpm7duuXwiCcuLq5Agwzdk8MP6+zZs7Gxscokk59SpUp17959yJAhPXv2pHoHAPlc8YtstVrDw8Nbt27t7+/v9MYVQAEPAPAht27dckqMK8gZInjp0iU5TZ0+fVpO2OXLl+WEua3MzMwc8wXkKftkBwAADyK9zkihqfVD7xQU8AAAHyLndLtap+Tl3IMXEBAgp6lixYrJCSvcYrnuQ6vVypkHTuabBgBwNy76RfbQa+92FPAAAB8SGRnpMOaxxx5TIJPcihcv7jCmefPmcpqqX7++w9MBWq22VKlSsjJzV1qttmrVqtIxer2+cuXKiqQDAHAyF833+fjjj7uiWWUwiR0AwIdUqFChUaNG//zzj0RMz549Fcsnu6effvqLL76QCNDr9U8//bScpgIDAytWrBgTEyMRU6dOnYLlJwiZmZmbN2/ev39/fHy80Wh84okn+vbtq+5N3T179ly4cKFEQIcOHYKCggrUpsVi+f3333fu3Hnz5k1/f//atWv36tVLrdM6AODLevbsuXv3bue2GRwc3KxZM+e2qSRResJb3yTnhjpfptfrg4ODExISvGD2I09kMBjsg2NTUlJctKgGpOl0utDQ0KSkJJPJpHYuvsjeBQmCkJqampqaWogWDh069Oyzz+b38dWuXXv79u1+fn5FyrJQzGZz9erVJSafmzVr1vjx42W2dvDgwZ49e+b3K6/RaA4ePOjw8nV2f//99+jRo3PcN6jX6ydPnjxhwgS11uBJSUlp06bNjRs38txqNBq3b99eoNr74sWLI0eOPHv2bPYHNRrNsGHD3n77bb1eX6R0ncHeBQmCkJGR4XGTJ3uNsLCw9PT0wnVBKCJRFMPDwwVBMJvNDx48KEoLyE6iArJ3Ow8ePJBe9UMQhKCgIPvodJnBGo0mKSlJIsZsNnfu3PnUqVPSTRVUzZo1v/766yeffFIQhOTk5IyMDOl4o9EYEBCQkJDgsOXw8HBRFK1Wa3JyckhIiHPS/V8MoQcA+JYmTZqsXLnSaDTm3lSnTp3vvvtOlepdEASdTrdt27b8bl8fNGiQ/OpdEIQ6deqULFkyv63VqlWrUKGC/NaOHTvWt2/f3LP+ZGZmzp07d8GCBfKbcq7AwMANGzbkeSaiePHia9asKVD1fuPGjWeffTZH9S4IgtVqXb16dYHefwBA0el0uu+++85eaTvRuXPnnnrqqWvXrjm3WWVQwAMAfE6PHj327ds3cuTIqlWr6vX6wMDApk2bLly48Pfffy9TpoyKiVWvXv38+fMDBgwICQmxX9PW6XQ1a9bctGnT4sWLC9TUhx9+KLFg3qVLl7788kv5rU2aNCktLS2/rUuWLLl48WKB0nOiyMjIP//886233nryySeNRqO/v//jjz8+YcKE/fv3t23btkBNvfnmm/fu3ctv66ZNm9RaYhAAfFbp0qUPHjy4cuXKVq1aBQUF6fX6qlWrPvfcc0Wch/XevXtvvPGGs5JUEkPo88AQemkMoVcXQ+hVxxB6dRV9CL0vsFqtdevWlV7xvlatWjJvLDx16lT79u2lY8aPHz9r1qwCpOh+EhMTa9euLf29fuaZZ6TnKVAAQ+jdAUPoVcQQehdxzyH0QrbPy2QyZQXfuXOnbt26RSxGtFptXFycv78/Q+gBAICaYmNjpat3QRDOnTuXmZkpp7Xjx487jDl27JiszNzY6dOnHZ6Vk/NWAABc7cSJE0W/lGixWDzxx4sCHgAAb/Pw4UOHMTabzeF1Dzs5YYW7DuZWfOTPBAAvIPP3y6HExESntKMkCngAALyNnNGhWq1WzsrzgiBEREQ4jClRooScptyZnD/BC/5MAPACcn6Y5JCY7dVtUcADAOAc8fHxV69edYeJVEqWLFmtWjXpmMaNG+t0OjmtyVkvt3nz5rIyc2N169Y1GAzSMYVeOth99g0A8HQmk6lUqVJFXzLGYDA0btzYKSkpiQIeAIAisVgsq1evbtGiRY0aNZo0aVKzZs0mTZp8/PHH6k5zOGLEiCIGZKlcuXKHDh0kAooVKzZgwAC5mbkrg8EwcOBAiQCNRvPSSy8VqE2LxfLZZ5+5274BAB7qypUrL7/8cvXq1du2bVv0jrR06dIXLlxwSmJKooAHAKDw0tLS+vXrN3Xq1EuXLmU9ePXq1dmzZ/fs2VPFScKHDh0qMXV8v379evbsKb+1hQsXli5dOs9Noii+//77pUqVKnCK7mfatGm1atXKb+vkyZPr1asnv7W0tLS+fftOmzbN3fYNAPBEv/32W/v27Tdu3Pjo0SOZT7EvyJqfq1evNmvW7Ouvv3ZGdsqhgAcAoPCmTJmyZ8+ePDcdPnx4/PjxCueTRafTrVmzZtSoUXq9PvvjBoNh8uTJH374YYFaq1Chwq+//pp7WfVy5cqtXbu2T58+RU3XPQQHB2/ZsqV3794azf8cIBUvXvz999+fNGlSgVqbMmXK3r1789yk7r4BAB7n6tWrAwYMkF+6C4JQoUKF9evXL1q0SGI5N5PJ9Oqrr/7zzz/OyFEhrAOfB25Rk8Y68OpiHXjVsQ68utxqHfgrV640b95cujPcsWNH3bp1FUspt7i4uB07dly+fFmr1UZGRnbq1CksLKzQrZ0+fXrv3r0PHz708/OrU6dO27Ztc5wg8A5Xr17duXPnjRs3AgICatWq1aFDB3vHK9/ly5dbtGjhin2DdeDdAevAq4h14F3EzdeBHzly5GeffSYRVqFChbZt25rN5lKlShUrVqxevXpt2rSxT/Uybty49evXSzy3Xbt2GzZskAhwq3XgZc1eAwAActu6davDU5m//fabugV86dKlpW/tLpAnnniiTp064eHh3n0OsUqVKgW93T0Hj9g3AMBT/Pjjj9IBsbGx77zzTnBwcFhYWHJyckZGRtam7du3Sz937969KSkpgYGBTkjU9RhCDwBAIcXExDglBt6HfQMAnCUlJeXevXvSMWaz+ebNm3k+1+GV8/ye654o4AEAKCTp2XHkx8D7sG8AgLMUpbf0vp6WAh4AgEKqXLmyw5gqVaq4PhG4HfYNAHCWYsWKOVzrxM/Pr0KFCnk+NyIionDPdU8U8AAAFFKXLl1yTFeegyiKXbt2VSyfPB08eHDYsGHt2rVr3779mDFjTp48qW4+PsIj9g0A8BTPPvusdIC/v3+vXr0mT55869atHJu6desm/dw2bdoUdKZSFVHAAwBQSJUrVx4yZIhEwHPPPVe7dm3F8snh/v37LVu27NGjR3R09OnTp0+dOrVp06YOHTp06dKlQCvxoBCqVKkyePBgiQB19w0A8CwzZswICgqSCEhJSTl27Njnn39eoUKF4cOHZ9/0+uuvS0xQ5+fnN336dKcl6noU8AAAFN7cuXM7deqU56bWrVsvWrRI4XyyPHr0qFmzZhcvXsy96ejRow5Xv0PRvffeex07dsxzk7r7BgB4nAoVKnz//ff2dWSl2Wy2jRs39u7dO+uR8uXLf/XVV3k+NyAg4JNPPvGsBUEo4AEAKDy9Xv/NN9989NFHderUsc+UI4pizZo1Fy5c+P333xsMBrUSGzNmjMTiurGxsVOnTlUyHx+k1+u//fbbDz/80N32DQDwRO3bt9+1a9egQYOKFy/uMHjv3r0//fRT1n/btGmT47mBgYH9+/c/cuRInz59XJWxa4g2m03tHNzO/fv31U7Bren1+uDg4ISEBK7eqMJgMNjv0vHuRZjdmU6nCw0NTUpKMplMaufii+xdkCAIqampqampaqfzP1JTU+/duxceHu4Oa8mWKVPGbDZLBAQGBl69erUQLYui6PXrwDudE/cNexckCEJGRkZycrIzskOBhYWFpaenu1sX5CPsXZAgCGaz+cGDB0VpAdlJVED2bufBgwfSPyuCIAQFBfn7+wuCIDNYo9FInGu2y/q8TCaTPdhqtR47duypp56SfuLjjz++b9++HA9ardZ79+5ZrdZKlSrZDydyLBqfJ6PRGBAQ4HA5OkEQwsPDRVG0Wq3JyckhISEO4wtB54pGAQDwQUajsVKlSmpnIQiCcPr0aYdHTikpKampqUajUZmUfJz77BsA4Ok0Gs3u3bsdhl27di3P59ontNfpPLUQZgg9AADeJiYmRk7Y9evXXZ0JAABOFxsb6zDGW0dKUsADAOBtypYtKyesfPnyrs4EAACnK1GihMMYz73GLo0CHgAAb1OvXj2tVisdYzAY3OFefQAACqpHjx4OY8qVK6dAJsqjgAcAwNtoNJqmTZtKxzic/ie3o0ePjho1qkaNGqIolixZsnv37uvWrbNYLIVN02kePny4aNGiNm3alClTplSpUo0bN54xY8atW7fUzgsA4BI1atSw38ouoVSpUj169KhQoUKJEiVq1qw5cuTII0eOKJOeS1HAAwDghVavXi2xUFloaOhHH31UoAYXLVrUtWvXzZs322cqTktL++uvv1599dVevXo9fPiwqOkWwblz56KioubNm3fu3Dmz2Wy1Wq9du/bpp5+2bt1627ZtKiYGAHCd1atXazRSxexff/118OBB+4Ip9+/f37JlS7du3RYuXKhUgq5CAQ8AgBeKiIj4888/87xLsFKlSvv27QsICJDf2jfffDNv3rw8Vw89ePDgiBEjCp9o0SQlJfXr1+/GjRu5NyUnJw8fPvzs2bPKZwUAcLWmTZt+8803Bfots1qtCxYsWLNmjeuyUgAFPAAA3qlatWpnz55dvHhx48aNS5cuXbZs2ebNm69evfqff/5xOPIwu8zMzHfeeUci4M8//9y5c2eR8y2M5cuXx8XF5bc1IyPj3XffVTIfAIBiOnbseObMGfvK8/LNnTvX4cLv7sw7p+YDAAB2gwYNGjRoUFFa2L9/f3x8vHTMjz/+2L59+6K8SuH8/PPP0gG7du16+PBhcHCwMvkAAJS0b9++glbjCQkJe/fulTMNnnviCjwAAJBy+fJlhzH//vuvApnkYLFYrl69Kh1jMpmuXbumSDoAAKXJ+YXK7dKlS07PRDEU8AAAQIrJZHJKjNNZLJY8b8vPITMzU4FkAADKK9yvj0f/LlDAAwAAKeXLl3dKjNPp9fo8Z+nLoUKFCgokAwBQXuEWe69YsaLTM1EM98ADAHLat2/f0qVLY2Njg4KCunXr9sorrxSltfPnzx89ejQ5OTkiIqJFixZlypQpdFMmk+nQoUPXrl2zWCxly5Zt1KhRsWLFipKbe7JarcePHz9z5kxaWlrZsmVbtGgRFhamYj6tW7fW6/XS1ys6deqkWD7ZdezY8dtvv5UIqFOnToFm7HOFmJiYv//+OzExMSQkpEmTJlWrVlU3HwBwW3/++efy5cvv3r2r1+sjIyMbNGiQmpoaHBzs7+8fERHRoEGDrC49NTV1//79t2/f1mg0ckZjZdFqtTdu3Ni2bVvnzp2NRqNr/g4XooAHAPw/p06d6tGjR0pKStYjhw4devvttydMmDB9+vSCtnbmzJlJkyb9888/WY9oNJqePXu+9957ERERBW3t+++/f/fdd2/fvp31SFBQ0Lhx48aPH6/Tec/P2e7du6dNm5b99jy9Xj9kyJBZs2apdZwRGho6cuTI5cuX5xdQtWrV5557TsmUskyYMGHjxo0SJxcmT56sZD453Lx5c/LkyTt27LDZbFkPRkVFLViwoEqVKiomBgDu5siRI717905NTc165MSJE5s2bcoeo9Vqn3vuubfeeuvrr79eunTpw4cPC/FCFovFvrRK8eLFp02bNmrUqCJmrjCG0AMA/s/hw4c7dOiQvXq3s1qtixcvHjduXIFaO3DgwFNPPZW9erc3tXnz5s6dO0ss/ZWn999/f+zYsdmrd0EQkpOT582bN3LkSIvFUqDW3Nb333/fr1+/HJPrZGZmfvbZZ7169Xr06JFaiY0ePTq/0weiKI4dO1av1yuckl3VqlWXL1/u5+eX59Y33nija9euCqeU5d9//+3YseMff/yRvXoXBGHXrl2dOnVigXoAyLJ79+6uXbtmr97zZLFYNmzY0Lhx47lz5xaues8uMTFxypQpo0aNKtAFfNVRwAMA/k+fPn1yVBrZrV+//tSpUzKbSk1NHTNmTHp6ep5bb9y4MXHiRPmJHT58eMGCBfltjY6O/vLLL+W35rZu3rw5ceLE/A4jjh49Om/ePIVTyvLmm2/md1xls9nee++9Bw8eKJxSlmefffbXX39t06aNRvP/jmpq1669du3aqVOnqpWVzWYbO3ZsfsvvJSUljR492mw2K5wVALingQMHShyB5JD7SkNRbNiwYcOGDU5s0NUo4AEAgiAIO3bscHjmW/7N8Js3b46NjZUI2L59u/xFXFasWCH9u75ixQqZTbmzL774Ir9THnZffvmlKhfhY2NjN2/eLBGQkJCwbt06xfLJrX79+ps2bTp37lx0dPSWLVuOHz++a9eup556SsWUDh48eOzYMYmA8+fP79y5U7F8AMBtbdiwoaBruReIw6lMJe4Rc0MU8AAAQZD36yV/tdW9e/c6jNmzZ4/M1vbt2ycdcP369ZiYGJmtuS2Hb1pGRsahQ4eUSSa7ffv2ObwwIucTd7WwsLCmTZu2bNmycJMSO5dzvwIA4MU+//xzl7Z/69Yt6YDz58/fu3fPpTk4EQU8AEAQBOHOnTsOY+SP+L17965TXlEQhMzMTDnDs2W25s6c+KY5l5zECjqpgddz208TANyNq4tnObe4e1CHTAEPABAEQZCzHpsoik5sLTAwUE5Tfn5+ciZIk9maO3Pim+ZcbpuYO+NNAwCZ3GEtNw/qkCngAQCCIAitWrVyGBMaGiqztdq1azuM2jAZgAAAIABJREFUeeKJJ+Q0JYpirVq1pGMMBoMXrK3txDfNudw2MXfGmwYAMjVq1Mil7YeFhUkHhIaGusO9VzJRwAOAx0tPT1+zZs2AAQOaNWvWokWLIUOGbNiwwWQyFaiRqVOnOrzAPmLECJmtPffcc1qtViKgbNmyck4Z2PXr1086oGfPngEBATJbc1sO/8wmTZpUrlxZkVz+R8OGDatVqyYRIIpi3759FcsnN7PZvHnz5mHDhrVs2bJZs2b9+vVbvXq1w0kZXapLly4hISESAQaDoXv37orlAwBu6/XXX3dd46IoOrwBsHfv3vktR+qGKOABwLOdP38+KirqjTfe+OOPPy5fvnzp0qXffvvtlVde6dKly40bN+S3o9frBw4cKBFQvHjxSZMmyWytevXqElPWazSa+fPny185/MUXX5S4nhkWFjZ9+nSZTbmzjh07Skycrtfr//vf/yqZTxb756XT6fILGDZsWP369ZVMKbu4uLju3buPGjUqOjr64sWLly9f/vPPP6dOndqqVauTJ0+qlVVoaOibb74pETBjxoySJUsqlQ4AuKk///yzU6dOrmvfZrNJrxhfvnz5KVOmuC4Bp6OABwAPdu/evT59+uQ5OfypU6f69OlToLVSFy9e3LVr1zw3FS9e/OjRowXKbcaMGa+88kruq/rFihVbvnx5gZb4stlsEgMKzGaz16ynnZmZmd8mm80msdXV2rZtu2rVquDg4Nybhg8fPnfuXOVTssvIyOjXr98///yTe9ONGzf69u1boNNYzjVo0KD33nsv94kqnU43a9as0aNHq5IVALiPw4cPDx48OCEhQa0Eateu/eOPP4aHh6uVQCFopU8P+yZ1B925P61W6+/vn5aW5nBVIbhC1oRemZmZXlO0eBaNRhMQEJCRkSFnUlNXe+uttySWWEtMTPTz85M/Ul0QhF69enXo0OHAgQPJyck2m02j0RQvXvz111//9ttv5V8wtxNFMSoq6plnnvHz8xNFMTAwsEaNGgMHDly2bFnjxo0L1NSqVas2btyY39aMjIz79+8/88wzBWrTDf3++++LFi3Kb6vVaj179uzgwYOVTCm7xx57bPDgwSEhIaIoGo3GypUrd+3a9f333x80aJBGo9r1gE8//fT777/Pb2taWlp8fLyK+0bDhg379etnMBgEQTAajZGRkb179166dGmXLl0K3aa9CxIEwWKxqHhOx8cZDAaz2VzQO5XgFPYuSBAEq9Wanp5elBaQnUQFZO920tPTHR75+Pv724dryQx+4YUXnL4KbFhYWFpamkSAn5/f448/3rJly+nTpy9btiwkJMRisUi36efnp9PppJu1MxqNoijaz7m76OY+kRost/v376udglvT6/XBwcEJCQnuUL34IIPBYJ/cOCUlpXC/WyginU4XGhqalJSk+qGb2WyuVatWYmKiREylSpXyvDjpWTp06CA9FjogIODChQuefkD20ksv/fTTT9Ixf/31l/Tt6AoQRTE8PNxNuqD27dufOnVKIiAgIODixYv2Eto72LsgQRAyMjKSk5PVTsdHhYWFpaenc8lHFfYuSBAEs9ksZ5FRiRaQnUQFZO92Hjx44PDSUVBQkL+/vyAIcoLv379fs2bNQqQqLSIiwmE1t2XLlk6dOtkPG5KTkzMyMqTjjUZjQECAnJEC4eHhoihardbk5GTpmVAKLd/72XyZN/3Mu4J9YqqAgADO/qgia44N+1VNdZPxTfaLjVnnmFV0/fp16epdEISYmBir1SpnRSu3ZbPZzp8/Lx2Tnp5++/btOnXqKJOSizj8MwVBuHz5sptMXe4OXZD8fcNN3jSnyBrvoNVqOWJRiyiKfn5+vP/q0mg0fAROJPFmZh35OJzpLWv+WjnBZ8+eLWCOssTHxzuMuXTpUrdu3ez/1uv1DseR2X/y5O9v9i5CZnBBUcDnwaOPdBXj6Ve6vIC/v7/9HCdU4Q5znss8iWaz2Ty6W8vIyJAzTthisXj0nykIgpyxeSaTyU3+THfogtLT0+UMhPGCfSNPOp1O9dOIvszPz8+Dpq32ShqNpnBfbS5B5cnhm1mg0yVygl00jEvO55uZmZn1/ZX/cyZ/fxNF0XU/kfT7eWAIvTSG0KuLIfSqc58h9PbzwdI/VPYb1z29WwsLC3M4bs1oNHr6n1myZEmHM64FBgaq/me61RD64sWLOxyHYjAYVH/TnIgh9O6AIfQqYgi9iyg/hD4iIqIQeTqk0+kcvnRwcHBqaqpLh9CnpKS4aAg9s9ADgGoSEhL27du3ffv2M2fOFOKMWPHixR0OGm/ZsqX0euweoXXr1tIBVapUqVChQkGbtdls586d2759+969e92hwHP4ZxoMhiZNmiiTjKdw+KZVrVq1EPuGc2VkZBw+fHj79u2HDh1yh7MeAOAOmjRp4orhUQ7vmRJFUavV5rmCj0eggAcAFVy8ePGFF16oWbNmr169XnjhhaioqLp163766acFLeNfffXVIgZ4hFdeeUX6/rSC/pk2m+2rr7568skn27Rp88ILL/Tu3btWrVp9+/Y9c+ZM0TItkuHDh0vfnTRixAhu+Mwhz6UKs1P3K5CSkjJ9+vTHHnusW7duL7zwwtNPPx0ZGTl58uTCXTYEAG8SHR3t9HHmoih+8MEHpUuXloix2Wxjx46tW7du7dq1f/jhB+cmoAAKeABQ2r59+zp16rR9+/bs5fqdO3dmzJgxfPjwAq0O+Oyzz7744ov5bX3jjTccXp/0CA0aNJg1a1Z+W/v06TNw4ED5rVmt1nHjxk2aNOnmzZtZD9pstl27dnXu3Hnbtm1FyrUIypQp07179/y26vX68ePHK5mPR3jyySdnz56d39aC7hvOdf/+/c6dO69atSr7QOuMjIwvv/yyQ4cOt2/fVisxAFDdW2+9Jb0CvEajKej6tYIg1K9fv3379p9//rmcuYrOnj373HPPzZ07t6Cvoi4KeABQVGJi4vDhw/O7c/KXX35ZunRpgRpcuHDh/PnzS5Qokf3B8uXLf/zxx1OnTi18om5m3LhxX3zxReXKlbM/GBYW9tZbby1fvrxA65B//vnnGzZsyHNTZmbmqFGj4uLiipJqoV27di2/xARByMzMHDlypJL5eAr7vlGpUqXsD4aFhb399tvLly9Xcar8V1555dKlS3luun79+qhRo5hJC4Bvio6OXrZsmURAZGTkjz/+uH379oYNGxao5WPHjm3ZsqVVq1Zbt25t1qyZnKfMnz9fxXP3hcA68Hlwhzsh3RmT2KmLSexUV8RJ7JYsWSJ9rjc4OPjcuXMFPeucmZl55MiRq1eviqIYGRnZoEEDr5ye2mKxnD17NiYmxmKxlCtXrk6dOgUdfWe1WuvWrXvnzh2JmHHjxs2ZM6domRZGnz59du/eLREgiuKVK1cCAwMVSym/NNxnErssFovlxIkTFy9etFgslSpVaty4sbqT5J84caJjx47SMVu2bGnZsmVBW2YSO3fAJHYqYhI7F1FyErv27dufOnVKop0+ffp8/PHHgiDMnTt3yZIlDlL/X5UrVz558qR9XrorV64cO3bs448/PnHihMRTGjVq9Ntvv0kEsA48APiuP/74Qzrg4cOHhw4datWqVYGa1ev1zZs3b968eRFS8wBarbZhw4bt2rUTBCE1NbUQR89nzpyRrt4FQdixY4cqBfyRI0ekA2w22zfffDN69Ghl8vEsWq32ySeffPLJJ9VO5P/s3LlTTkwhCngA8Gh3796Vrt6FbF3ojh07Ctp+TExM1r+rVq1atWrVSZMmST/lyJEjiYmJxYsXL+hrqYIh9ACgKDk3vt66dUuBTHyTnPdWrfdfzgXt/IZkw93I2Yuyz8IAAD5CzoFQQkKC/Rx9IaYLsdls2UcTJCUlpaSkOHyKB81LQgEPAIqSM6xX3aG/3s2d3385d2vLmZUH7kDOXTCFmJ8JADydnB9ZjUbz/7F3nwFRXFHj8O/sLsvSkd4FERDUKEqLGmMXFBRBMbErRH1iLAnGBklMFCV2DAY19hINsXeMImJv2FAQAaWJWChSd9nyfpjn3Yc/sLOzbWbL+X1KZs/ePcA4O2fmzrl6enokg9tquaQLyRE06NQLCngAAKCUh4eH1BhPT08KMtFNnTt3lhpD1++fzOQ9rX9KQmuQ2Yu8vLwoyAQAANSKi4uL1MuXbm5ueAFP5qypFTab3bKA53A4zs7OxG8xMDCQGqM+aHgGvqysrKCgQGrzvC+//JKafAAAgErh4eHEjVK8vLx8fHwoy0fVKioqUlNTHz58WFtba2tr+/nnn0dERMi9mPmjR4/Onj2bn58vEAhcXFwGDRo0cOBAmdqMOzs7+/n53b9/nyAmPDxc1sQ+ffp05MiRu3fvfvjwoUOHDgEBAWPHjpX1abrQ0NBdu3YRBLDZ7JEjR8qaG5CVQCC4cOFCenp6aWkpm83u2rXrmDFjZC22Q0JC4uPj8S5K7WKxWASrBgIAtAxUQGJGRkbDhg07c+YMQUxwcPCOHTvu3r1bUlIi6/iBgYGttvTv3//gwYMEbwkJCdGgO/CUdqG/devWlClT8vPzyQTT2B4futATgy709IIu9LRTsAu9UCgMDQ29d+9eu68ymcxDhw7hTdq0wLZt23777Tcej9dyo42NzZYtWwYMGCDTUPX19bGxsUePHm213d/ff/v27U5OTuSHunfv3ujRoyX9+bp163bx4kX8wj9Jp0+f/v7772tqalpuNDY2TkxMHD9+PPlx+Hy+h4cHwaN6P/30kzosBa+eXeiVJS8vLyYmJicnp+VGDMOmT5++YsUKmSa9r127ds2aNZJenTNnzvLly+XIELrQqwPoQk8jjetCrwUVkNK70Ofn5w8ZMqS+vr7dVy0sLLhcrqRXibFYrNevX5uamuLXT3k83s8//7x7926CssXU1DQ9Pb3VWqStqFUXeuqm0BcWFg4YMIDkvgsAANqKwWAcOHDA39+/7Uv6+vqbNm3Smuo9OTk5Pj6+VfWOEHr37t3EiRNv3rxJfiihUDh16tS21TtC6N69e2PGjCHznSrm7++/bds2/EJYK5999tmhQ4dkqt7PnDkTExPTqnpHCNXV1c2dO/eff/4hPxSLxbp48aKkVeImT56sDtW7dispKQkPD29VvSOERCLRrl275s6dK9NoCxcujImJafelSZMm/fTTT3JmCQDQHFABtatz58779++3sLBo+5KNjU1VVZV81buent7BgwcdHR3FW+bPn79z506C6t3GxiY1NZW4elc31N2BnzZt2t69exFCERERU6ZMcXFxYTCILh/06NGDmsTagjvwxOAOPL3gDjztFLwDj+Pz+f/++29qaurTp08bGxsdHBwGDRo0e/ZsNzc3JaZKo5KSkqCgoLbVu5i7u/uNGzeYTCaZ0Q4fPkxcO8XExKxevVrWDLdt23bp0qWSkhJ9ff2uXbuOHTv266+/lukWa0NDg7+//7t37yQFmJub3717V6a59E1NTYsXLz579uynT59EIpGenp6Hh0dCQoKsKwuqjhbfgY+Ojj516hRBwKFDh6Su7t7KrVu3du7ceefOnQ8fPlhYWAQEBEyfPr1///5yJwl34NUB3IGnkWbdgdeOCkjpd+BxTU1NW7ZsOXHixOvXr5lMZpcuXYYNG5aSkiLfn9XNze3cuXM2NjYWFha1tbVcLvfKlStRUVEEb+nSpcu1a9f09fUJHnfCqdUdeOoKeG9v79zc3DFjxhw7doyaT5QbFPDEoICnFxTwtFNKAa/1Nm3alJCQQBxz4sQJkotgh4aG3rlzhyDA1NQ0JyeH+p7ep06dio6OJo7ZuHHjpEmTqMmHGtpawFdVVfn4+BCfcYaGhu7evZuylNoFBbw6gAKeRppVwGtHBaSiAt7ExITBYLScwib1ej0Ba2vrp0+f6unpiQv4mJiYkydPEryFyWS+fftW4wp46qbQv379GiH0zTffUPaJAAAA6PLo0SOlxJCM/PTpU0FBAcnRlEi5PyagV3Z2ttTTTfhrAgBkAhWQTBQ5xr5//76srEym0QQCQVZWltyfSBfqCngTExOEkJWVFWWfCAAAgC5tnwlvi+SdEy6XK/XSOELo06dPZEZTLiX+mIB2ZHYhMn9xAAAQgwpIJgoeY1u9ncxRXRO/o6kr4P38/BBCDx8+pOwTAQAA0IXM7ERra2syQ+nr60vq69YSLadHSvwxAe3I7EJwFg4AkAlUQDJR8NGGVodoMqPZ2Ngo8om0oK6Ax59n2Lx5M8ECOQAAALRDUFCQ1JjPP/+c5GhSI21tbeXr//fhw4fMzMwHDx5InTstX2IkY9oSiURlZWWvXr2SrxOvbuLz+SUlJa9evSLonkigR48eBgYGxDHy/TWVSyQSlZSU5OfnwwkVAOoPKiCZkDl5kMTV1dXe3r7lFqlHbA6HY2trK98JAI2oK+BDQkIWL1787NmzUaNGPX/+nLLPBQAAQL3IyEji1uuBgYHdu3cnOZqktbhaBhD39W1ry5YtHh4e3t7ekZGRwcHBDg4OX3zxRXZ2tkyDfPHFF15eXgQBzs7Ow4cPl2nMysrKuLi4Ll269OzZMyAgwN3dPSws7NKlSzINomuKiormzp3r4eHRq1evgIAANze3CRMmPHjwQKZBOBzOxIkTCQIYDMaMGTMUy1Qh+L7h4eHh4uLi4eFha2sL+wYAag4qIJkMGzZM7hXdOnToUFRUJP7f+vp6qc3am5qafHx8XFxcvvvuu5bvVXOq6kLfbvNhkUi0d+/e/Px8BoPRr18/T09PZ2dnSWsIxcXFqSIxMqALPTHoQk8v6EJPO+hCT9K5c+dmzJghEAjavmRpaXn27Fl3d3fyoy1atEhS9+8+ffr8+++/MrWgHzNmzPXr19tuZzAYycnJ48aNIz/Uo0ePwsPD271Prq+vf+TIEZnuJ+Tm5o4bN+7t27dtX5ozZ87y5cvJD6U66taFPjMzc9q0aW37sbNYrFWrVk2fPp38UJ8+fQoLC5N0kr148eKFCxfKn6hiNGLf0B3QhZ5G6tyFXlsrIMq60COE7ty5M3bsWPm+X4yNjffu3RsREZGbmxsWFpafny/Te3fv3j1gwIB2X1WrLvSqKuAxDFNwBMrWt2sLCnhiUMDTCwp42kEBT15GRkZsbGxxcXHLjUFBQUlJSZ06dZJpKKFQmJycvGHDhpalMovFmjRp0q+//mpoaEh+qPj4+G3btkl6lcFgZGVlOTo6kh8wOzt73rx5T58+bbmxS5cumzZt6t27N/lxmpqa+vTpU1JSIilg06ZNxLeIqaFWBXx5eXmfPn0kzU1lMBjHjh0juVohrqqqasmSJSdOnGj5HdehQ4e4uLipU6cqmq68NGXf0B1QwNNInQt4ba2AqCzgEUJZWVnz58/Pzc0ll/j/w8jI6NmzZ2PGjJGj74CRkdGNGzfaPQHQiQIe77ioCBqXNoUCnhgU8PSCAp52UMDLhM/nZ2ZmZmVl1dXVWVlZ9e3b19fXV+7RqqurMzIyXr9+zePxOnbs2LdvXycnJ1kHcXBwIP7b9e/f/+jRozKNKRKJ7t69e+vWrerqajMzs4CAgM8//1zWWf1//fXXsmXLCAJsbW0fP34s6b4NZdSqgF+6dOmOHTsIAgIDA8+cOSPrsK9evUpPTy8pKeFwOD4+PoMHD8YPvHTRlH1Dd0ABTyN1LuC1tQKiuIBHCIlEops3b967d2/fvn0E1y7bNXz48LS0NJneIjZ9+vQ1a9a03a4TBbxGgwKeGBTw9IICnnZQwNMLPwQhhBoaGuQ4e05LS5s0aRJxjKGhIS3PwkVGRmZmZhLHnD9/Hu9pTCO1KuB9fX1LS0sJAhgMxvPnz1V0sk4ZTdk3dAcU8DRS5wJeo6lVAS/m5uYma/8/Q0NDuf9t2tvbP3nypN0x1aeAp66JHQAAAEC7x48fS41pbGykIJO2yFw10KAuOxRobm5+8+YNcYxQKGz1EIcmgn0DAKCb5CjFFbmy9vbtWy6XK/fbqcGi7JOSkpIQQvPnzycOKy8vT01NtbKygke5AAAAKJ2s09qBOlP8cVMAAFApqICA0lF3HrNgwYIFCxZIDausrFywYMGSJUsoSAkAAICu6dmzp9QYmVriKRGZpezlW+5eW7FYLKntBhkMhtyLEqkP2DcA0FBQASlIjm9kRVqWODg44I8AqDPq7sCT9OLFC4TQ+/fv6U4EAACAFhoyZAibzebxeAQxgYGBlOXTUkhISEZGBkGAg4MDmQsQKnXv3r1r167V1NRwOJxu3boNHTqUw+HINxSPx/vvv/8ePXpUU1NjY2PTt2/foKAgWW+qjxgxgmBNAYRQUFCQhYWFfBmqD43YNwAAcoMKSJI+ffpcvHhRprdYWlq2u7YrGSEhIfK9kUoqLOAfPHgQHBzcaqO1tTXBWwQCAd6Lwt7eXnWJAQAA0GXffvvtpk2bJL3KZDL/+OMPKvMRmzRp0rZt2woLCyUFxMfH0/gIwKtXr+bMmXPv3r2WG62srBITE0ePHi3raGlpaQsXLmy1qnmPHj2Sk5O7dOlCfpx58+b9888/khpZMZnM+Ph4WXNTQ2q+bwAAxKACUq6kpKTu3btL7YfXktx9T8zMzMhMl6CdCo/1fD7/Qwv4xg+Eqqqq8K74M2fOVF1iAAAAdNm3335LML8uODjYxsaGynzE2Gz2oUOHnJ2d276EYdiPP/44btw46rPCvXr1asSIEa2qd4TQhw8fvvnmmwMHDsg02vHjx6dMmdKqekcIPX78OCwsTKa1f21sbA4cONChQ4e2L7HZ7E2bNvn7+8uUm3pS530DANASVEDKZWVlNWLECCUO2LdvXzab3Xa7ubn5/v37bW1tlfhZKqLCZeRKS0tbzmpbuXIlQkjqhXAWi9WrV6+wsDAVZUUGLCNHDJaRoxcsI0c7WEaOXgouI4cQWrRo0e7duyW9imHYuXPnaFyOq6amJjk5OTU1Fe+vzmaz+/btO2/evH79+tGVEkJo7NixV69elfSqgYHB7du3HRwcyAxVWVkZEBBAsG5Q7969z58/L9Nc+jdv3mzcuPHUqVP4Gj+GhoaDBw+OjY3t2rUr+UHUX6t9Q19fv0+fPrTvG7oJlpGjkZovI6eVFRCNy8g9fPhw+PDhSqlYORzOn3/+GRYW9vz58/Xr16enp+ML1FlaWoaGhv7www8E32JqtYwcdevA49/EGrHsPBTwxKCApxcU8LSDAp5eChbwjY2Nnp6exP92oqKitmzZIn+KSvLx48fGxkYbG5t27xVQqaCgICgoiDhmyZIlsbGxZEbbvn17XFwcccx///0nxxPdQqHww4cPAoHAyspKT09P1rdrChaL1dzc3NjYaG5uTtzNAagOFPA0UvMCvu1nIc2vgGgs4OfPn//3338TBOjp6ZE/H9u/f7/4AQc9Pb26ujomk2lgYCB1BLUq4KlrYjd79mzKPgsAAABo1+PHj6Ve+bp9+zY1yRCj7PxSqrt370qNuXPnDsnRyETeuXNHjgKewWDQ9fgDxfDnablcLhTwAKg5qIAUJPUrQ6a7KXfu3GlZwOPrmNTW1sqdHi2oK+BTUlIo+ywAAACgXR8/flRKjE4h8wshP3mNzB0MmAoHANAOUAEpiMxXBnna8eVCXQFfUVFBJozNZhsaGqr/+nsAAAA0kbm5udSYdjui6TIykwDJ/9LgTwAA0B1QASnIzMysqqpKWaNpx5cLdQW8nZ0d+WADAwN3d/devXpFRkaGhYXJuiosAAAA0K7u3btLXQe+V69elOWjEXr37i01hvwvzdfX98yZM4p/IgAAqD+ogBTUq1ev169fEwQwmUyBQEByNO34clHTJUMbGxuzs7P37ds3evTogICAV69e0Z0RAPLg8Xg7d+4MDg52dHS0trb+7LPP5s6dm5OTQ3deOqSgoCA2NtbX19fa2trR0XHo0KEpKSnq0PxPuftGRUXF8uXLg4KCbG1t7e3t+/Xrl5iYqNxZZ+qgrKwsMjLS1tYWwzAMw8zNzQcOHHj//n2ZBjE1NR01ahRxzOTJk2XNLT09feLEiZ07d7a2tu7UqdP48eMvXLgg6yCq8Pbt219++SUwMFC8b/z++++y3s3w8fEhrs/19PS++uorkqONHTvWwMCAIKBLly7asfYbAADIRBMroLKysri4OH9/fxsbGwcHBz8/vxUrVrTbXLCpqWnr1q1Dhw7Fz3x8fX2nTp06Y8YM/L22trYODg742drw4cN37NjB4/F4PJ7UB9QdHR3x1rZS2draDh06VJ4fUs1Q14X+xYsXr169GjNmTFNTE4ZhgwcP7tq1q5OTE4vFKikpycnJSUtLEwqFgYGBEyZMeP/+fUVFxblz58rKyhBCnp6eT548oWxWiXY8HaE60IWepIqKiq+//vrp06ettuvp6SUkJEyfPl2+YaELPXmpqak//PADl8tttd3Ly0vSispkKN6FXrn7xrVr16Kjo9uWZHZ2dvv375ejE5h6OnfuXHR0dNuWthiGxcbGLl68mPxQb9++HT58OL4QV1sTJkxISkoiP5pAIFi4cGG7C6FHREQkJyfT2A49MzMzJiZGKftGdnZ2WFgYvuJOW/Hx8fPnzyc/2s6dO5csWdLuSxwO5/jx4zQu46f+8EMQQojL5Wpc7yWtAV3oaaRZXei1owKS1IX+0qVLs2bN+vTpU6t4FxeXv//+28vLS7yltLR0woQJMt2o8PLyKi8vbzu4fJhM5r59+4YNGybeYmhoaGhoiBCqra1te67Yilp1oaeugK+rq+vTp8/Tp0+HDh26ZcsWDw+PVgGFhYXffvttWlra3LlzN2/ejBASCAT79++Pjo4WCoUpKSmUdXGEAp4YFPBkCASC4cOHP378uN1XMQzbv3//8OHD5RgZCniSrl+/PnbsWEmzqjw9Pa9cuSLf6lwKFvDK3TcKCwsHDRpUX1/f7qsWFhbXr1/HG1ZrtJKSEn9/f4I5cjt37pRyVfQYAAAgAElEQVR6X72l169fz5o1Kysrq+VGFos1a9as+Ph4FkuG58sSEhI2bdok6dXo6OjExETyoykR8b5haWl57do1mfaNrKys2bNnt7ojxOFw4uPjZ82aJWt6+/bt+/nnn1ul5+zs/Oeff0pdsk7HQQGvDqCAp5FmFfDaUQG1W8Dn5OQMGzZM0rmora3t9evX8YMVj8cbPHhwbm6u0nMmycrKauPGjeL+8zgo4KVbvHjxmjVrunfvfuvWLbz8aKuhoeHzzz9/8uTJwYMHJ0yYgG9cunRpYmLi8OHDKZuOCAU8MSjgyfjnn3++++47goBOnTrdvn1bjqeboIAnaejQoY8ePSIIWL16dUxMjBwjK1jAK3ffmDVr1rFjxwgCYmJiVq9eLVuK6ic0NJR4IRkrKytZH0AQiUQZGRmXL18uLi42MDDw9vYeM2ZMx44dZRqkvLzcz8+P4Il6JpN548YNd3d3mYZVipkzZx4/fpwg4Jtvvlm1apVMYzY3N1+4cCEzM7OqqsrAwKB79+4RERFWVlbyZVhZWXn8+PGsrKza2lpra+t+/fqNHDmS9kXv1R8U8OoACngaaVYBrx0VULsF/OTJk4lzmz9/fnx8PEJo9+7dixYtUmKqJPn4+PTs2TMoKGj06NF4rd6S5hbw1D0Dj59iTpgwQdK+ixAyNDScOHEiQgi//oQLDQ1FCEm6WwWAejp9+jRxQGFh4bNnz6hJRgcVFxcTV+8IoZMnT1KTTCtK3Dd4PJ7U7/VTp06RzUyNPXz4kDjgw4cPJSUlMo2JYdjAgQNXrly5b9++bdu2LViwQNbqHSF0/vx54n54AoFAasM2VVDRvqGnpxcWFrZu3boTJ0789ddfM2fOlLt6RwhZWFhER0dv2bJl375969evHzNmDFTvAAAto60VUF1dXXp6OnGM+ERL6pmPitjZ2SUlJX399ddtq3eNRl0Bj59aeXp6Eod16dIFIdTy5BWfaqLE9QMAoEB+fr7UmJcvX1KQiW4i8/snE6MKStw33rx5I/X+z7t375T1/Bhd+Hw+cZGMu337NgXJtFJQUCA1hpY9raysrLGxkTimoqIC7t8CAIBKaWsFVFxcLPWruaioCJ+rqM5nXJqIugIen+4l9Z4YHsDhcMRb8LkK9vb2qswOACUjU2+QiQHyITO5Xe4WdApS4r5B8keg6ydVFqkT23BS61VVUNs9TUf2DQAAUHPaWgGR+foQiUT4lHu6zni19TuOugL+iy++QAjt2bNHUuNfhNDbt2937dqFEOrbt69449GjRxFCnTt3Vn2OACiNk5OT1BgXFxcKMtFNZH7/ZGJUQYn7hr29PZPJJI4xMjKysLAglZm6MjIyYjCkf1vR0m/f0dFRaozc6x0oguS+0aFDB2ryAQAA3aStFZCjo6PUZj2Wlpb4oqHqfMaliagr4GNjYxkMRklJyZAhQ86cOdOq/5lIJDp37tyQIUOKioowDMP7HLx582bNmjW//fYbQmjSpEmUpQqA4oYMGUIcYG5u3rt3b2qS0UE+Pj4ODg7EMfKtBVpUVHT48OENGzYcOnSIzPTptpS4bxgbGwcGBhLHDBo0SI5eierGzc2NOIDD4Xz22WfUJNMSmb1I6l+8LaFQ+ODBg717927btu306dNkuua0YmJiEhAQQBwzePBg2veNnJycv//+OyUl5ejRowRnt2TweLwbN27s3Lnzr7/+SktLk9R+HwAAqKStFZCVlVWPHj2IY8RfkXJ8DyqFqanphg0bkpKSUlJSjh07VlFRQUsaSkddF3qE0Nq1a8UdCJ2dnb29vfHrImVlZTk5OcXFxfhLa9as+fHHHxFC3bt3z87ORgj17NnzwYMHZO7AKAV0oScGXejJ+PTpU1BQ0Pv37yUFLF++fM6cOXKMDF3oSdq3b19sbKykV83MzG7fvi1T/62SkpJFixZdvny55WGzf//+a9eu7dSpE/lxlLtvXLt2LTIyUtKRnMViXbp0qWvXruTTU0+ZmZmRkZEEAQsWLIiLi6Msn5amTp167tw5Sa/2798fv4tCXkZGxtKlS1s+ucdms6dMmfLTTz/J1IYnMzNz7NixBPvG5cuXfXx8ZMoNhzdwVvAQlJ2dvXDhwgcPHoi3MBiMUaNGrV69Wo7GeKmpqStXriwvLxdvMTExmTNnzvz582VaFFAjQBd6dQBd6GmkWV3okVZUQO12ob948SLee69d+vr6GRkZ+AyCysrKwMBA+f5YSsRkMiMiIlauXInPTNTcLvTM5cuXq2LcdvXt29fX1zc7OxtvqlRQUPDw4cOHDx8WFBTU1NQghMzMzHbt2iVe7TAlJeXdu3ehoaGnTp3CJ2BQAw7HxJhMpr6+fmNjI5VXfzSOvr5+QEDAqVOn2n3sZ+zYsb/88ot897709PTwRs08Hq/lYRS08tlnn717967d9q0GBgZ79+719vYmP1p+fn5ISEjb5vBFRUWpqalDhgyxsbEhOZRy942OHTsaGBhkZma2fYnJZG7cuHHQoEEkh1JnHTt2rKuru3//fruvBgUFpaSkUJyS2IABA9LT09u9IuPh4XHw4EGCzsNtpaamzpgx4+PHjy03CgSCrKyszMzMiIgI8n3aO3bsyOFw2t03WCzWxo0bBw4cSD6xljAMMzQ0VOQQdPPmzfDw8FYLB4hEotzc3FOnTo0aNcrExIT8aGvWrImLi6urq2u5kcfjXb9+/cWLF2FhYZSd/lKDwWDgD8oKBALopUIXAwMDPp+vrU/Yqjn8EIQQEgqF8l1GFI9ADS2ogPDDTlNTU8u7d+7u7hiG3bhxo228np5eSkrK559/jv+vgYFBr169Tp8+LdM/GQ6HIxAIyMdLJRKJnj9/fu7cuTFjxhgaGurp6enp6SGEeDye1A/S09NjsVhkuu0YGhpiGCYSiXg8XsumBkpEaQGPEOrSpcv//M//dO3a1dTU1NTUlM/n6+npde/efeDAgdOnT9+7d6+/v7842NHRMSEhYc6cOSr64SWBAp4YFPAkOTo6hoeHV1RUFBQUiI93HTt2XL58+dKlS+U+oYQCniQMw4YNG+bm5vbixQvxFVMmkxkcHLxz585evXqRH0okEk2YMKGwsLDdV7lc7q1bt6ZMmUL+b6rcfSMgIMDPzy8/P//t27f4FgzD+vTps3Xr1uHDh8s0lDobOHCgm5vbzZs3W56ucTicuXPn0li9I4QMDAy++uorvPgU52ZiYhITE7N161aZHjIvLS2NioqSdH5TXl7e0NAwePBg8gMGBga2u2+kpKQosm8oWMA3NDSMHj1a0q2YT58+vXz5cuzYsSRHu3v37nfffSfp1by8PCsrK5n+vas/KODVARTwNNK4Ah5pfgXUbgGPEOrbt2/Pnj1fvnz57t07ceSgQYMOHTrUt2/flsEuLi5hYWHZ2dllZWVSM2GxWCNHjty7d+/kyZMzMzNbtuJnMBiGhoaK/NOrqqoqLi4ePXq05hbwlE6h1xQwhZ4YTKGXVX19/fPnz7lcrqOjo9RHeaWCKfRyKCoqKi0tZbPZXbp0kenOHu7WrVujRo0ijtm/f39wcLCsIyt333j79u2rV68YDIa7u7siq3OruZKSklu3bvH5/B49eqjV0wECgeDFixfv37+3sLDw9vaWY+b2ihUrWi4C3Ja+vv6LFy9kuqWPU+6+oeAU+oMHDy5YsIA45saNG1JXXcJNnz79zJkzBAEuLi4tJ+prAZhCrw5gCj2NNG4KvaaQdQp9S2/evHn9+jWTyfT19cWbELUb/NVXX12+fJkgB2dn523btnl7exsbG4s31tTUXL9+/f37915eXoGBgUFBQa9evZLhB2sDw7AHDx54eXlp6BR6bXswDAA1ZGRk1PLCKqBex44dO3bsKPfbr127RiZGjgJeufuGnZ2dnZ2dskZTW+7u7r6+vgihhoYGtTp7ZjKZ8j1SLiZ1T+NyuXfv3pVj6rta7Rsk/0GRLOCljlZcXFxcXAyrfgAAgOo4ODjgdTvBbRKRSHT9+nXicUpKSjp27NiyekcImZubT506FSHU3Nz87NkzBat3cSZeXl4KjkMXGgr4wsLC/Px8qXf+tWnmJwBAo4knhhHQmtamgEY6sqcp8cfkcrn4E6RSR4MCHgBAL6iAampqpN7oRghVVFQQ9BUi8w1ChkZ/mVJawN+8eXPSpEkkr5rA3H4AgJogM2O51dViAOSgI3uaEn9MNpvNZrOlPgeuBb80AIDmggoIJ344nDiM+IitrOO5Rn8vUNeX9dWrV4MGDVJ8zgMAAFCMzIPW3bp1oyAToN10ZE8j82N2796dzFAYhkldTsLQ0FDxBhMAACAfqIDE2Gy21GejzMzM8DX2JHF1dVVK7a3RX6bU3YH/7bff8FkTERER33zzTceOHbVsWRcAgLYaPny4mZkZwUxdAwODsLAwKlMC6iY/P3/v3r137typrKw0Nzf39/efMmWKTEsVIoSioqKOHz9OEBAQEODq6irTmE1NTf/888+FCxfwJnadO3cOCwsLDw/HW+/SIjIyctOmTQQtfx0cHPr27UtytKioqHZXixQbNWoUxZ2cAQBADCqglsaNG7dy5UqCgIiICOKvJwzDevTo0e7adeS5urpqdHcq6gr4O3fuIITCw8OPHj1K2YcCAIDizMzMfv31V4K+2cuWLbO1taUyJaBW/vjjj1WrVonb7RYVFT1+/HjXrl0//PDD4sWLyY8zZMiQ0NBQST3VDQwMEhMTZUosNzd32rRpBQUF4i0vX748f/781q1b9+zZ4+zsLNNoyuLh4TFnzhxJ/fYZDMbvv/9Ofrn7adOmpaamSqrhbWxsli1bJmeiAACgMKiAWpo1a9bRo0dzcnLafdXBwWHRokUEby8pKYmIiCC+aCsVi8Vas2YNk8lUZBB6UXQFSCQS4ScQ33zzDTWfCAAASjRx4sTVq1e3LSpYLFZ8fPzs2bNpyQqogx07dvz2229tF8sRCoXr1q3btGmTTKOlpKSMGTOm7XZra+uDBw+SnFiOe/fu3dixY1tW72JPnjwZO3ZsfX29TLkpUVxc3Jw5czAMa7XdyMhoy5YtMi3owGazDx8+3O4d+86dOx85csTe3l6hXAEAQF5QAbXC4XBSU1MDAgLavtSlS5ejR48SLHRaX18fEhKiYPVuamq6fft2ORZzUSsU3YGvr6/He8xo8dLEAADtFhMTM3z48H379t25c6e6utrMzMzPz2/KlCnweK0uq6qqWrVqFUHAunXrxo8fT76G5HA427dvnzFjRmpqanZ2dkNDg6Oj48CBAydOnEiwNk+71q5dS9Blt7CwcMuWLcT3OlSHwWAsX758/PjxBw4cyMrK+vTpk7W19RdffDF58mSC5sOSWFlZHT9+PC0t7dSpUzk5OQKBwNXVNTg4eOzYseTv5AMAgNJBBdSWnZ3d6dOnz507d+bMmZcvXwqFQvyIPWbMGOIj9saNG/Py8mT6LGtrayaTiWEYh8NxcnLq37//5MmTLS0tFfsJ6EdRAc9ms42Njevq6h4+fNjuRRcAAFB/zs7OcXFxLBbL3Ny8pqamubmZ7owAzdLS0mprawkCuFzumTNnZL33EhQUFBQUpEhifD7/xIkTxDH//vsvXQU8ztvbOyEhQSlDYRgWHBws0617AABQNaiA2sVgMEJDQ0NDQ01MTBgMBpnVQBFCBw8elPWDAgMDd+/eLXuC6o6iKfRsNnv8+PEIoaSkpLq6Omo+FAAAAFCp58+fS4159uwZBZm0Ul5eXl1dTRzz+vXrxsZGavIBAAAdBBWQsvB4vBcvXsj6Llq+fylAXRfEjRs39uzZMycnZ9SoUZJaFwAAAAAapKGhQWoMLY+ak/xQGh+DBwAAXQAVkFLU19dLXUC+LTLf0ZqIui70mZmZS5cuXbp06ZUrV7p3796nTx9PT087O7u2PWxwK1asoCw3AAAAQA5kVh+gpYmajY0NhmHEpztsNtvCwoKylAAAQAdBBaQU5ubmhoaGshbkdnZ2KsqHXtQV8KGhoeL/FggE165du3btGkE87L4AAK1XWVn5/PnzxsZGBwcHb29vBdeGzczMvH//PoPB6Nevn5+fn7KSVFxdXd2TJ0/q6+stLS27d+9O4wrkSvfll1+uWbNGagw1ybRkYWHRrVu3p0+fEsT069dPl5cjBgAACkAFJFV+fn5RURGGYcXFxe/evTMxMRk2bJi7u3tTU9OTJ09qamo6dOgwYMCAQYMGSVpmVRJavn8pQF0Bb2xsTNlnAQCAmsvLy1u+fPnly5eFQiG+xdbWdt68eTExMXLUVCtWrNi2bRuXyxVvMTQ0XLRo0Zw5c5SWsVwqKip+/fXXEydOiBv+mZmZRUdH//DDD/r6+vTmphT+/v4BAQF3796VFNCtW7cBAwZQmNH/mTt37syZM4kDKEsGAAB0E1RABP79998VK1a07S3/888/czgcoVCI9/BHCBkaGsraptTQ0DA6Olo5iaoZ6gp44j69AACgO65fvz5x4sRWM8EqKiri4uJu3ry5Y8cOFkuGg3N4ePiNGzdabWxoaFi+fPnDhw937NihhIzlkpeXFx4e/v79+5Yba2pqNmzYkJGRcfToUS04rcEwLCUlZeTIkW/fvm37qoWFxfbt25lMJvWJIYTGjBlz/fr1ffv2tfvqwoUL+/XrR3FKAACga6ACkuTXX39NTk6W9GpTU1PL/21oaDh27JilpeXHjx/JDM5kMv/44w8HBwdFs1RLMHcOAAAoVVVVNWPGDEnPcZ09e/aPP/4gP9qGDRvaVu9iJ0+ePHz4sMwpKgOfz58+fXqr6l0sKytr6dKlFKekIi4uLpcuXRo1alTLqRP4qmaXL1/28PCgMbd169YlJiZaW1u33Ojk5JSSkrJ48WK6sgIAAKDjzpw5Q1C9S/Lx40cfHx9nZ+eWGw0MDFotIN+zZ8+zZ8+OGjVK0SzVlZQONxTg8/ky3WuiwIcPH+hOQa2x2WxTU9PKykrx1F9AJQMDAyMjI4RQXV1dq8uTgBoKrgO/adMm4rWvTU1Nc3JyWn0bSdKpUyfiq/u2trbZ2dmypagMJ06cIF78nMFgPHjwwMnJSdaR8UMQQqihoUGtGsxWVFTcvXu3qqrKzMzM399ffS7883i8+/fvv379GsOwzp07+/r6Kvi1i2GYpaUlHILogh+CEEJcLhdu7tHFwsKiqalJrQ5BugM/BCGE+Hy+1PUyiUegkWZVQPhhp7q6ms/nEw9iYmKCPyJHHDxo0CDiLi0Ezp8/LxKJCgoKhEKhq6urn58fj8e7e/duWVkZm83u0aNH37596+rqWj5X2C5DQ0NDQ0OEUG1tLZlgDodTWVkpNT1LS0sMw4RCYW1trZmZGfmfizwa9puioqK//vrrxo0b2dnZeBEoEomEQuHPP/88ffp0d3d36lMCAADKXLp0iTjg06dPd+/eJTO9uby8XOrpe0VFBS1nCZcvXyYOEAqFGRkZkyZNoiYfCtja2oaFhdGdRTvYbHafPn369OlDdyIAAKC7oAISe/fundzVO0IoIyNj4cKF/v7+4i1sNnvQoEH4fzMYDEkd/rUG1VPoV69e7e3tnZCQkJGR8eHDB/EtXJFIlJCQ4OHhER8fT3FKAABApTdv3kiNKSsrIzMUye+/goICMmHKVV5eLjWmtLSUgkwAAAAAekEF1BKZEyECcPJAaQG/atWqZcuWNTY2IoQ8PDxaPZlgYmKC78Tz58+nMisAAKASme7rJDu0k2wCh084pxiZRwC0oxE9AAAAQAAqoFYU/PaHkwfqCvjc3Fz82pKXl1d6enpeXt7JkyfFrzKZzMLCQnzyYXJy8vPnzylLDAAAqESmq5mnpyeZoXr06CF1nhiTybS3tyeVmVIp8ccEAAAANBRUQG25uLiQbPTTLjh5oK6A37hxo0gkMjMzu3DhwsCBA9sGWFlZHTlypEuXLkKhcP369ZQlBgAAVAoPDycO8PLy8vHxITOUkZGRi4sLcUy3bt3IZvb/43K5//zzz9y5c8eNGzd9+vRNmzaRnNLf0ujRo4kDzM3N2/0uAAAAALQGVEBtGRkZDRs2TL73stnsESNGKDcfjUNdAX/z5k2E0KxZs1xdXSXFsNnsmTNnIoSePHlCWWIAAECl8PDwlp1XWmEwGCtWrCA/2pYtWwhuwjMYjO3bt8uU3u3btwMDA7/77rvDhw9nZGScOXMmISHB398fPwUhP06vXr3GjRtHEBAfH493fwUAAAC0FVRA7YqLi5PvHGDevHm0zCtUK9QV8K9evUII9e7dmzgMnxSRl5dHRU4AAEA5BoPRqVMnSa8aGBi0WuCUWNeuXW1sbCS96ubmJtM6bVlZWVFRUW3vtzc3N69ater3338nPxRCaOPGjSNHjmy7ncFgLFmyZOrUqTKNBgAAAGgcqIDaZWlpKUeDnm+//fbHH39URT6ahboCHn/UoaamhjisuLgYIaT13f8BADrrzp07//zzj6RX6+vrly1bRn60zZs3V1RUSHq1oKBg9+7dJIcSiUQLFy7Eu+y0Kykp6cWLF+Rz09fX37Nnz969e4cOHWppaclisRwdHcePH//ff//FxsaSHwcAAADQUFABtWv9+vVv374lH89gMA4dOrRp0yYGg+o11NQQdb8CvKFReno6cdjt27cRQgSTTAAAQKMdPHiQOCAjI4PkM+dCofDQoUMKfpxYdnY28bp0fD4/NTWV5GhiI0aM+Pvvv3Nzc8vLyx89epScnPzZZ5/JOggAAACgiaACakuO0wmhUKg70xOkoq6Aj4yMRAgdPnz41KlTkmKuXr2Kn4yGhIRQlhgAAFDp0aNHxAEikejx48dkhnr79q3UC9g5OTlcLpfMaA8fPlRKDAAAAABwUAG19fr166qqKlnfde/ePVUko4moK+DnzJmDP4oZGRn5448/trq/JBKJTp48GRER0dzc7OTktGjRIsU/8fXr15GRkT/99JPiQwEAgLJ8+vRJaozUuXaqCCOTWHV1NZmhAAAAAIAor4A0ovwheVrSihw1v7airoA3MjI6depUhw4d+Hz+unXrnJycxKsf9enTx97ePjw8vLKyEsOwPXv2dOjQQcGP4/F469evb25uVjhxAABQJktLS6kxVlZWZIYiE8ZkMkkeUcmMZm1tTWYoAAAAACBqKyBNKX/kO5ewtbVVeiYaitI2AL6+vrm5uXPnzsXbOZSUlODbb926hTdhCggIuHnz5uDBgxX/rL179xYVFSk+DgAAtJKbm3vx4sXnz5/L9/bPP/+cOEBPT49gnbmWrK2tO3fuTBzj5+enp6dHZrSgoCCpMVKTpwCfz3/9+nVeXl5TU5Pio9XX1xcUFJSWlgoEAsVHAwAAAFqhrALSlPLH2dnZ0dFR1nd5e3t//PixtLS0oKCgvr5eFYlpChbFn2djY7N58+bvv//+/PnzL1++zM/Pr6iocHNz8/Ly6t2796hRo5TSfTErK+vMmTNmZmbyzdAAAIC2eDze7Nmz09LSeDwevoXFYg0ePHj79u0yrWU6derUXbt2EVwgj4yMNDc3JzlaTEzMkiVLCAK++eYbkkO5uroOGTLk0qVLkgKMjY2//vprkqOpQlFR0dq1a8+ePVtXV4cQYrPZ/fv3j42N9fPzk2O0q1evbtq06fbt23w+HyFkbm4eHh6+cOFCuMYPAABAuSiogDSo/MnIyJCjAk9ISEhISMD/m8ViBQYGLliwYMCAAUpOThNgIpGI7hyU7NOnT3PnzkUIffXVVykpKT169FixYoVMI3z48EE1qWkJNpttampaWVkpFArpzkUXGRgYGBkZIYTq6uqUcgcSkFFZWRkYGNjuE+BGRkY3btyQ6Vrytm3b4uPj232pc+fOZ8+etbCwIDkUn8+fPHmypKo7KioqOTmZ/GlBcXFxv379JK0kt2rVKvKXA5QuMzNz2rRptbW1rbYzmcyEhITo6GiZRlu7du3atWvbfgNaWloePny4Z8+eCuWq7TAMs7S0hEMQXVgsFn6Nj8vltv0XAahhYWHR1NTU0NBAdyK6CD8EIYT4fL58nVnEI2gNxcsfRFgB4Yed6upq/JI3ARMTE319fYSQpOB169b9/vvvsubWLgzDfvjhh1a3MRgMhoWFRW1trdQOvoaGhvgNGJLBHA6nsrJSalaWlpYYhgmFwtraWjMzM6nxclC7lfQyMzOnT58+ffp0uUdITk6uqqqaO3euin5lAAAdFBwcLOksob6+Pjg4WKbRZs2atWXLllbPnGMYFhoaevr0afLVO0KIxWLt2bNn9uzZ+MQ8MQMDg0WLFiUlJcl0Uf/o0aME68AfOnSIrnnm5eXlU6dObbdWEQgEy5Ytu379OvnRTpw4sWbNmnavX3/8+HHixIlk+vkBAAAAyqJgBaQp5c/NmzeVVb0jhEQi0fr1648ePaqsATUF1VPopXr58uWePXsQQrt375bj7Wlpabdv3w4JCfHz87t586aSkwMA6KQrV668evWKIODt27f//vvvuHHjyI8ZFRU1atSo9PT0p0+fcrlcBweHL7/8El8tVlb6+vorVqz47rvvLl++XFhYyGAw3N3dhw4dKtOFAIRQfX19UlISQcDTp09Pnz4dHh4uR5IK2rx5Mz5tvl1CoXDVqlXnzp0jOdrq1asJXn337t2OHTt++OEH2VIEAAAA5KVIBaRB5Y8qvltXrVoVERGhlKewNYXaFfCKePPmzc6dOx0dHWfMmEEm/saNG/n5+a02uri4BAQEqCA77cFisRBCHA5H+56/0AjihmR6eno6dbSi0d69e6XGHDx4cMqUKTINa2BgEBkZia8QqzhXV1dZp5G3cvnyZanPpF28eJGWx+AvXrxIHHD//v26ujoyjW1zc3MLCwuJY9LS0uLi4mTIT8fgRx42mw2HIFowGP87fZLJZBoYGNCbjM7CMExPTw9+//RiMBjwJ5C1/EEIZWRktO115+7u7uvrK+kt+GFHX19faltcJhoXF4sAACAASURBVJOJ/0e7wcS3Q+RTXFxcWFjYrVs3/H/F31DiQ6Uk4vRIBmMYRn5/ww8RJINlpT0FvEAgwBdO+P777/FHL6S6dOnS6dOnW20cNGjQwIEDVZCgtpGpaxdQBX19fZK7OlBQcXGx1JiysjK8N4HmKi8vlxpTXFxM/Y/J5/NLS0uJY0QiUUVFhaurq9TR3r59KzXm9evXmv7XpACbzW714AagGIvFwi+pA1ro6emp7gQdkMFgMOQ7VmvNLSg5yh+E0Pnz5y9fvtxq48iRI/v160f8Rpkul7QNrqioUFH/rPLy8sDAwJZbZDpJJh9Mfn/DMEx1Z+lq9wy83A4dOvTy5cuoqChPT0+6cwEAaBUytxm14Fakpv+YJHPT9B8TAAAAwGlW+aO671Zd+9bWkgu3BQUFR44c8fT0jIqKIv+u0NDQ7t27t9ro6OhI8KQlQAixWCwOh1NfX6811y81i/iuF5fLJViKDCiRi4vLkydPiGOcnJw0/dBBppG+q6srLT+ms7Mz8dq2DAbD1taWTG729vZSY9zc3DT9r6lSGIYZGRnBIYguDAYDnwTH5/NhIQC6GBkZNTc3i1cVBRQzNjZGCAmFQrkXAsBH0GjylT8IoYiIiFb3qxFCLi4uBF98+GGnoaFB6i10DoeDzwxqG2xoaMhgMFRxE97BwUGcPP4N1dTUJLVhvviMmmSwnp4emdXvjIyMMAwTiURcLldFE5a1pIB/8+aNUCjMy8sbM2ZMq5ceP348atQohNCGDRs6d+7c8qXevXv37t277WiwjBwxNpvN4XC4XC4sI0cLDMPww01zc7P6nLrxeLxLly49fPiwpqbGxsamb9++QUFBWnNBNDo6+syZM8QxU6ZMkfXPUVtbm5aWlp2d3dTUZG9vP2jQoLaXFKkUGBhoYmJCvCrV8OHDadnrQkJCtm7dShAQGBiIf2FLHcrZ2dnDw+Ply5cEMcHBwerzj0sN4adHanUI0iksFgs/KRQIBPAnoIuhoSFcQKELhmHiAl6+P4F4BI0mX/mDEGpbveOIl5EzNDTk8XhSC109PT28gOfxeFwuNyMj4969ex8/frSysgoICOjcuXNeXp7UH00mnTp1cnNzE+8J+IMVzc3NUleGYzAY4jNqMsEsFovM/oZPsxeJRKq7xq0lBbyBgUHbmypNTU1VVVVsNhtf6RGeUwJARS5evBgbG9vq0eIePXokJyd36dKFrqyUqF+/fl5eXi9evJAU4OzsLGtv9r17965YsaKmpka8ZeXKlQMHDkxKSiJzi1gVDAwMYmNjly9fLinAz89vxIgRFGb0f+bNm3f48GFJK/kxmcz4+Hjyo/30008EHQcdHR1jYmJkThEAAACgkJqXP7du3ZozZ06rrnVOTk5K/6CffvpJ6WOqOS0p4P38/Pz8/FptvHnzZmJiore394oVK2jJCgBdcOLEiVmzZrWdjvH48WN8VXNvb29aElOuCxcu+Pv7t3tx2szMTGqP9FY2bdqUkJDQdvuVK1dCQ0PPnz9vY2MjZ6KKCQkJSUxMlHSBOSwsTGqbVhWxtrY+cODA5MmTq6qqWr3EZrPXrVsn0+ohISEhv/zyy4oVK9rut3Z2docOHYIOdgAAANScOpc/ly9fDg8Pb/uMSWlpKYvFEggESnkOl8FgxMXFhYaGKj6UZtGeJnYAAOpVVlYuXLhQ0sMUNTU1CxYs0I5eCcbGxs+ePZswYULLrqr6+voRERHPnz+3srIiP1ROTk5iYqKkV4uLi3/++WeFclXAokWLCKaHJSYmvnnzhsp8WgoMDLx69eq0adPwuwoIISMjo7CwMPlWtvvuu+/OnDkzdOhQcZNYW1vbb7/99urVq9pxyQkAAACgRWNj44wZMyR1iODz+XZ2dhYWFop8hL6+/uDBg0+fPj1v3jxFxtFQqroD33JeqEzk7kUBAKDe0aNHif+xZ2VlPXr0iGBlUQ3CYDCSkpKSkpKqq6vLysrs7OzElaRM9u3bJxAICAJOnjy5atUqBb/b5FBQUHD16lWCgMbGxkOHDsXGxlKWUiv29vZr167dtGlTY2OjQCAwNjZW5AEzf3//v//+m8fjvX//ns1mk1lDHgAAACAAFRBC6MyZM8Tr75aXl3fo0EHWYZctW7Z48eI3b95wuVxra2tdXsdUVQW8ubm5ikYGAKiPO3fukInRjgJezMrKqnPnzjU1NfJVj1J/aXw+//79+8OGDZMrO/ndvXtXagyZv7iqYRhmZ2eHEGpoaFC8QwybzSbTfh8AAACQCioghNCNGzekxrR9IE6q58+fGxgYyDTnUVtpyTPw7erTp8+pU6fozgIAbVZZWSk15uPHjxRkokHU9pdG5kNhkQ4AAABAbalD+aOiU4X379+rYlhNpKoC/quvvlLRyAAA9WFmZiY1Bq5Gt2JmZlZWVkYcQ8svjcxfU445bwAAAICOgAoIqexUgfpHC9WWqgr4Q4cOqWhkAID66NWrl9QF0nv37k1NMpqiV69ez58/JwhgMBi0PHRA5i/Vq1cvCjIBAAAANBFUQAghMuvCGBsb19XVyTSspOXrdRB0oQcAyG/s2LEtu7K35eXl5e/vT1k+qpaenj5x4kRXV1cMw5ydncePH3/+/HlZB5k0aRKGYQQBQ4YMwZ/xppiPjw9xfa6npwf3FgAAAABAYPTo0cR9Ya2trb28vGQak8PhTJo0SbG8tAcU8AAA+dnb2y9fvlzSqxwOZ+PGjUwmk8KMVEUgEHz//ffjx4+/ePEi3mO2trY2PT19ypQpM2fOlKmVWu/evWfOnCnpVSsrq9WrVyshY7msX7/e2NhY0quLFy92d3enMh8AAAAAaBZTU9OUlBQGo/0yk8FgCASCBw8eyDTm77//3rFjR2Vkpw2ggAcAKGTGjBkbNmwwMjJqtd3Z2Tk1NVVrbr8nJiYeOHCg3ZeOHz8eHx8v02i//fbbwoUL9fT0Wm3v2rXriRMnXFxc5MxSYd26dTt69Kibm1ur7RwOZ+XKlfPnz6clKwAAAABokMjIyN27d7d9at3CwsLY2JhMN18xQ0PDdevW6eZ675JgIpGI7hz+D5fLXbBgAf7fKSkpdKUBbZaJsdlsU1PTyspKoVBIdy66yMDAAK+W6+rqmpqa6E7nf1VVVR07diwrK6u2ttba2rpv376hoaFas0RneXm5n58fj8eTFMBkMq9fv965c2eZhi0rKzt+/Hh2dnZDQ4Ojo+PAgQOHDBki6Yo1lZqbmy9cuJCZmVlRUWFsbNyzZ8+IiAj1WbgFPwQhhBoaGrRp4VwNgmGYpaWlWh2CdAqLxcL7XHK53NraWrrT0VEWFhZNTU1wCKIFfghCCPH5/OrqakVGUBPqXwHhh53q6mo+n088iImJib6+PkKourq6pqbm+PHjd+/era6u7tChQ1BQ0NOnT//66y+Ct/fv33/y5MnXrl17//69iYmJr69vRESEpaUl/vdqbm7GZ0ESYDAYFhYWtbW1XC6XONLQ0NDQ0BAhRDKYw+GQufRgaWmJYZhQKKytrSXTHlgO6lXA19fXi2dv0pgYFPDEoICnl3oW8Npt165dixcvJo6Ji4sTf/sClYICnnZQwNMLCnh1AAU8jbSvgFf/Cki+Ar5tsK+vb2lpKcHb9fX1X7582aq/kvjvBQU8jv5bPQAAoOYKCgqUEgMAAAAAoJuampqIq3eEEJfLLSkpoSYfzaWqZeTkw2az161bR3cWAADw/yDTo45ggj0AAAAAgCQ6UgGR7PgrU2Ng3aReBbyenl5sbCzdWQAAwP/D0dFRaoyzszMFmQAAAABAy+hIBWRiYmJmZkY8B57BYJA56dJxMIUeAACkGDp0qNSYIUOGUJAJAAAAAICGGjx4MHFA79698R4fgAAU8AAAIIWPj8+IESMIAvr37x8UFERZPgAAAAAAGmfBggVt19AVwzDsxx9/pDIfDaWqKfTr169XcARdmEkCANAU8+fPv3jxYrvNVxkMxvfff099SgAAAABQK1ABEfP29v7yyy8vXbrU7qs+Pj5ffvklxSlpIlUV8AsXLlRwBO3efQEAGkQkEi1dulTS0ilCoXDJkiUZGRkslnp1FQEAAAAAlaACIpaZmSmpekcIPXv27PDhwxMmTKAyJU0EU+gBAECK27dvZ2VlEQS8ePGC4AsJAAAAAAD8+eefCgYApLo78JJuVQEAgMa5du0amZjg4GAKkgEAAACAeoIKiIBIJLp+/TpxzIsXL969e2djY0NNShpKVQU8k8lU0cgAAECxd+/eSY2pqKigIBMAAAAAqC2ogAjU1NRwuVypYRUVFVDAE1O7KfS1tbVjxoxZsGAB3YkAAMD/MjIykhpjbGxMQSYAAAAA0D66UAEZGhpiGCY1DE6opFK7Av7GjRsnTpz466+/6E4EAAD+V9euXaXGdOvWjYJMAAAAAKB9dKECYrPZnp6exDFmZmZOTk7U5KO5KO2ZLBAINm/enJGRUVhYKCngxYsXCCF9fX0qEwMAAALDhw83MzOrqamRFGBgYBAWFibTmCKR6MqVK//+++/Tp0+5XK6Dg8OAAQOmTp1qYWGhcL4AAAAAUBdQAYmNGzdu5cqVBAE9e/Ykc5dex1FXwAuFwrCwsPPnz5MJHj9+vKrzAQAAkszMzH799VeCiW3Lli2ztbUlP2B9ff3//M//tDwevn79+ubNmykpKVu2bBk6dKhC6QIAAABAPUAF1NKsWbOOHj2ak5MjKeDq1asjR47cs2ePvb09lYlpFuoK+JMnT+L7rqur64ABA96/f3/27FmE0IwZM9hsNp/Pv3///qNHj4yNjXfv3h0ZGUlZYgAAINXEiRMbGxt/+eUXHo/XcjuLxVqyZMns2bNlGi0mJqbdZeeqqqqmTZt24sQJf39/hdIFAAAAgBqACqglDoeTmpoaHR199+5dSTFZWVlRUVH//fcfh8OhMjcNQl0Bv3PnToSQp6fnvXv3TE1NEUKRkZHHjh0bP378sGHDEEIikWju3Llbtmy5f//+2LFjKUsMAADIiImJGT58+L59++7cuVNdXW1mZubn5zdlyhQ3NzeZxklLSyNYNJ7H48XFxV28eFHhfAEAAABAM6iAWrGzszt9+nRERMSNGzckxeTm5m7fvn3evHlUJqZBqGtil5+fjxCKiYnB912E0PDhwxFC4j8ehmHr1q3r1KnTunXrsrOzKUsMAABIcnZ2jouLO3fu3PPnzy9cuPDLL7/IWr0jhP7991/igIcPH+IHTAAAAABoNKiA2uLxeA8fPiSOOXLkCDXJaCLqCvjS0lKEkIeHh3iLt7c3QigvL0+8hcPhzJ8/H+/0QFliAABAJYJHv2SKAQAAAICagwqoraKiooaGBuKYvLw8gUBATT4ah7oCvu1Cyvidq5cvX7bc2L17d4QQwfxSAADQaFK/tBBC9fX1FGQCAAAAAJWCCqgtMidCAoGgqamJgmQ0EXUFfJcuXRBCBQUF4i0ODg4cDufp06ctm0LhSyiVl5dTlhgAAFDJzs5OKTEAAAAAUHNQAbVFZuEeU1PTttc+AI7qAn779u21tbX/+9kMhpeXF4/H+++//8Rhz549QwjZ2NhQlhgAmqWwsPDChQtpaWklJSV05wLk8cUXXxAHcDicgIAAOUZ+9epVenr6lStX8Al7AAAAAKCXTlVAQqHwyZMnZ8+evXLlysePHyWFOTg4tHymoF39+/dXdnbag7oCfty4cQihvLy8gICAP/74A9/Yr18/hNDSpUvfvXuHEKqoqFi1ahVCyMvLi7LEANAU586d++KLLz777LOQkJDg4GAfH5+hQ4dmZmbSnReQzYwZM4gvKsfExBgaGso0Jr5vBAQEjB8/PioqytfXF/YNAAAAgHY6UgGJRKIdO3b07NkzICAgNDR00KBBnp6eX3/99YsXL9qN/+6774gHrKiokPReQF0BP2TIkK+//hohlJubu2bNGnzj//zP/zCZzKdPn7q6unbr1s3V1RW//iT1jwqArlm7du3UqVNzc3Nbbnz06NG4cePwFUqAprCzs0tOTmYyme2+GhQUtHjxYpkGhH0DAAAAUE+6UAEJBILo6OilS5e2fARAKBReunRJ0u2Er7/+OioqimDMe/fuwa0ISagr4BFCe/fuTUxM7NixI4Zh+JauXbsmJCQghBobG589e4b3KoiOjh41ahSViQGg5tLT08UH/VaEQuGyZcukrsYB1EpoaOjJkyfxjjVihoaGc+fOPXLkCIfDIT8U7BsAAACAOtP6CmjLli2nT59u96XGxsbo6OjKyspW2zEM++OPP9asWUMwJ1HSewEmEomo/1Qul6uvry/+38uXL+/du7e0tLRz584jR44cPXo09Sm19OHDB3oTUHNsNtvU1LSyslIoFNKdi64IDQ29c+cOQcCIESP27t1LWT46jsVimZub19TUNDc3KzhUTk7O06dPm5qanJycAgICjI2NZR1BB/cN/BCEEGpoaCDTyRYoHYZhlpaWdXV10CKYFvghCCHE5XLFT9UCillYWDQ1NcEhiBb4IQghxOfzq6urFRmBYppbAeGHnerqaj6f3+ql5ubmrl27VlVVEYy8aNGiH3/8se12Dofj7OxM/EdctGjRokWL8L9Xc3NzTU0N0c+AEIPBsLCwqK2t5XK5xJGGhob4E4skgzkcDpmrCZaWlhiGCYXC2tpaMzMzqfFyYKliUKla7rsIocGDBw8ePJiWTABQf7W1tffu3SOOuXLlilAoZDAonVMDFOft7Y2vBysf2DcAAAAATaGVFdDDhw+Jq3eEUHp6ersF/L1796RegklPT1+0aJH8+Wkj6k7pkpKSkpKSpIaVl5cnJSUdPHiQgpQA0Ajl5eVSJzs0NjbCFCMdBPsGAAAAoM60vgIqKyuTGiNpcRwyCyrBwjptUXcHfsGCBQih+fPnE4dVVlYuWLDAyclp4sSJlOQFgLprdb1WwTCgTWDfAAAAANSZ1ldAbDZbaoyk8xAy5ydwDtOW2k2qxBcMeP/+Pd2JAKAu7O3tiVcdw2NMTEyoyQeoD9g3AAAAAC2guRWQ1BXdEUKenp7tbiezbJ6k9+oyFd6Bf/DgQXBwcKuN1tbWBG8RCAT4gxD29vaqSwwAzcJms0eOHJmamkoQEx4eTlk+QH3AvgEAAACoFV2rgDw9PX18fJ4/f04QI+lUxNvbu1u3btnZ2XK8V5epsIDn8/ltmxmSbPA+c+ZMFWQEgKZasmRJWlqapMabtra2+AQtoINg3wAAAADUhw5WQCtXrhw3bpxAIGj3VT8/v8jISEnvXbdu3ciRI+V7r85SYQHv6OgYHx8v/t+VK1cihFpuaT8hFqtXr15hYWGqSwwAjePs7Pz3339Pmzat7dwqZ2fnAwcOWFhY0JIYoB3sGwAAAID60MEK6Isvvvjjjz9++OGHtmuL9u7d+8CBA0wmU9J7Bw0atHnz5tjYWDneq7OoWwcewzCEEC3LzssK1oEnBuvA06WysvKvv/66cOFCYWEhhmFeXl4jRoyIjo6WY/FwoAglrgOvLPi+ce7cuVevXmEY5unpGRoaqq37BqwDTztYB55esA68OoB14GmkWevAa0cFRLAOvFhRUdHWrVuvXLlSWlpqYGDQrVu3cePGRUVFsVgSbxibmJgwGIyamprXr19v3bo1PT29rKwMf29UVJT4veK/F6wDj6OuC/3s2bMp+ywAtJKFhcXixYuXL1+O9y2Ds2cghu8bixcvpjsRAAAAAPwf3amAOnbsuHr1ahMTE7xvPHG134qrq2tiYqIqs9Mq1BXwKSkp7W7n8/kEF2YAAAAAAAAAQBNBBQSUjoZl5IqKiuLj4wcOHGhtbc1kMvX09BBCQqEwPj6+oKCA+nwAAAAAAAAAQHWgAgLKQnUBv3r1am9v74SEhIyMjA8fPogfohaJRAkJCR4eHlJ7PAAAAAAAAACApoAKCCgRpQX8qlWrli1b1tjYiBDy8PAYNWpUy1dNTEzwnXj+/PlUZgWAqgmFwtLS0oKCgrq6OsVH43K5L1++LCwsVJ8OagAAAAAAoF26UAE1NTUVFhaWlJRUV1fn5eWVlJRAr2vVoa6Az83Nxa8teXl5paen5+XlnTx5Uvwqk8ksLCzE105ITk5+/vw5ZYkBoDqVlZVxcXHe3t6+vr5BQUGdO3ceOXLkf//9J99oT548mTJliqOjo6enp7u7u5OT08yZM/Pz85WbMwAAAAAAUAqtr4AePHgwYcIEd3f3wMDAXr162dnZeXl5ubi4eHh4LFu27OPHj3QnqIWoK+A3btwoEonMzMwuXLgwcODAtgFWVlZHjhzp0qWLUChcv349ZYkBoCK5ublffvnl9u3bxWtOCASCu3fvTpgw4ZdffpF1tMOHD4eEhJw/f17ceb6hoeH48eODBg26cOGCMvMGAAAAAADKoN0V0J49e0JDQ//77z8ej9fqJXyB2y+//DInJ4eW3LQYdQX8zZs3EUKzZs1ydXWVFMNms2fOnIkQevLkCWWJAaAKTU1NEyZMePv2bbuv/vnnn/v37yc/2sOHD7///vu2B0eEUGNj4zfffFNYWChnogAAAAAAQDW0uAK6efPm4sWLideKq6iomDBhQkNDA2VZ6QLqCvhXr14hhHr37k0c5unpiRDKy8ujIicAVObAgQMlJSUEAYmJiQKBgORov//+O8HxsampacOGDbLlBwAAAAAAVEyLK6DExEQyD7qXlpbu27ePgnx0B3UFPJvNRgjV1NQQhxUXFyOEMAyjIicAVEbqtPZ3795lZWWRGaqxsfHatWtSP04kEpFNDgAAAAAAqJ62VkBVVVV37twhGXz+/HmVJqNrqCvgPTw8EELp6enEYbdv30YIEUwyAUAjFBUVKSUGIfTmzZt2J8+3VFNTU1VVRSozAAAAAABACW2tgEpLS8n3mSd5xgtIoq6Aj4yMRAgdPnz41KlTkmKuXr166NAhhFBISAhliQFAF5LXWZUbBgAAAAAAqKGtFZBMp51wjqpc1BXwc+bMcXJyQghFRkb++OOPZWVlLV8ViUQnT56MiIhobm52cnJatGgRZYkBoApubm5KiUEIOTg44POvCFhYWHTo0IFUZgAAAAAAgBLaWgE5OTkxmUySwSTPeAFJ1BXwRkZGp06d6tChA5/PX7dunZOTk4uLC/5Snz597O3tw8PDKysrMQzbs2cPlCJA00m9hurg4NCzZ08yQ3E4nHbXHWkpODiYbGYAAAAAAIAS2loBmZub9+nTh2TwiBEjVJqMrqGugEcI+fr65ubmzp07F7+dKO7RfevWrYqKCoRQQEDAzZs3Bw8eTGVWAKjCxIkT3d3dCQLi4uIYDLL/AJcsWUJwE97IyGjhwoWy5QcAAAAAAFRPWyugZcuWsVgsqWFubm6TJ0+mIB/dIf2Xrlw2NjabN2/+/vvvz58///Lly/z8/IqKCjc3Ny8vr969e48aNQqekQDagc1m//3332PHjm27mByGYbGxsVFRUeRH69at259//jlnzhwul9vqJRMTk127djk7OyuaMQAAAAAAUAGtrID8/Pw2btwYGxtL0GvZycnp0KFD+vr6VCam9agu4HFubm7ffvstLR8NAGU6dep05cqV5OTk1NTUN2/eIITYbHbfvn3nzZvXr18/WUcbPXq0t7f3hg0b0tLS6urqEEIdOnQICQlZuHAhVO8AAAAAAGpO+yqgr7766rPPPlu/fv3ly5fr6+sRQhiG4Qsb29vbR0VFzZ0718zMjO40tQ1FBbxIJKqvrzc2Nqbm4wBQE2ZmZnFxcXFxcR8/fmxsbLSxsZHajo6Ap6fn1q1b9fT06uvrMQwzMjKSurwcAAAAAACghS5UQD4+Pjt37mxubv7w4QOTyXRwcPj06ZOBgYGenh6fz6c7O+2k2mfg6+rqFi1a5O/vb2JiYmJi4uzsHBIScuzYMZV+KABqyNLS0snJSZHqXYzFYjk4ONjb25N/hB4AAAAAAFBDBysgPT09e3t7GxsbAwMDFxcXa2trujPSZiq8A3/nzp2oqKji4mLxltLS0tLS0gsXLsyZMyc5OVl1Hw0AAAD8f+zdd2BT5frA8fckaboILWnpYFegjAJlVIUCMhwgKCCCgAIyXDi4XAHhJyg4EAVBnDiQ6aAoIEuGAoqAcgURhaugUBDKaEtp6aDN/P1xvL29Hclpm+Q0yffzF5zz5M2T5uSc9znjfQEA8DAqILibu67gmUym0aNHF2+7jRs3bt++fVBQkPzft99+e82aNW56awAAAADwMCogeIC7Cvg333zzxIkTQoikpKTff//99OnThw8fzsnJefrpp+VRFidNmsTjuwAAAAB8AxUQPMBdBfzu3buFELVq1dq4cWOLFi3khXq9fs6cOSNGjBBCXLhwQd6+AQAAAMDbUQHBA9xVwP/xxx9CiKFDh8bGxpZa9cQTT8j/OHbsmJveHQAAAAA8iQoIHuCuAv7UqVNCiOIzTyW1bNlS/kd2drab3h0AAAAAPIkKCB7grgJenvcvPDy87KpyFwIAAACA96ICggcwjzQAAAAAAF6AAh4AAAAAAC9AAQ8AAAAAgBeggAcAAAAAwAvo3Nr63r17dboK38Lx2vHjx7snKQB/S09P37t376VLl2rXrt2uXbu2bduqnREAAIB3owJKS0vbunXrhQsXwsLCOnTo0KpVK7Uz8imS3W53S7uSVM0W3JSYEpmZmWq9tVfQ6/W1a9fOysqy2Wxq5+KPgoODQ0NDhRB5eXmFhYVVayQ7O3vmzJlr166Vh0uVtW3bdt68eUlJSa5J1HfpdLrw8PCcnByz2ax2Lv5I3gUJIQoKCgoKCtROxx9JkhQREVGdXRCqQ94FCSGKiopyc3PVTsdPGY3GwsJCdkGqkHdBQgiLxVK1KdmKW3A5X62A5N1OdnZ2yX5juYqKiqZMmbJmzZqSZULHjh3nz5/frl27UsEGg0Gj0eTk5Dhus/j7MpvNToM1Go3RaMzNzS0qlWW3ogAAIABJREFUKnIcGRISEhISIoRQGBwUFJSVleU4TAgREREhSZLNZsvNzQ0LC3MaXwXcQg/4ncuXL/fr1y8lJaXUXvjXX38dMGDA119/rVZiAAAA8FIXL17s3r376tWrS13k++mnn/r167d37161EvMx7rqFfvXq1W5qGUA1Pf3003/88Ue5q8xm86OPPnrgwIE6dep4OCsAAACv5ucV0NSpU1NTU8tdVVRU9PDDDx84cKBWrVoezsr3uKuAHzZsmJtaBlAdFy5cWL9+vYOAK1eurF69esKECR5LCQAAwAf4cwV06tSpbdu2OQhIT09fu3bt/fff77GUfBW30AP+Zd++fU4fr9qzZ49nkgEAAIAPUHKHPD1Ml3DvKPReKjIyUu0UvIDRaFQ7BX9Xq1atKtyGlJeX5zTm8uXL/AqcctPAJFCuePgZqKJquyC4UGBgYGBgoNpZ+C92QarT6XRV666oOFBcTeb0jykPn1kRJWNqZmVllX0X5V9iQECAwmCDwWAwGBQ2qzxYeaoajcZ9h0gK+HIoqXD8mU6nCwoKys/PZ/enCr1er9frhRBFRUVVGAVdfq1jISEh/Aoc0Gg0ISEh165ds1qtaufij+RdkBDCZDKZTCa10/FTtWrVqtouCNUn74KEEBaLhYkA1BIaGmo2m9kFqUUujWw2W5UnAuD8Y1kO+n5arTY4OLigoMDBFFRV6GEGBQVJknTt2jXHr5IkSZ6AyWq1KgwuLCx0OmB+cY9aYXBAQEB+fr7jMCFEaGioJEl2u72oqMhN5/go4MvB4dAxvV4fFBRUVFTENHKqkCRJ3t2YzeYqbKvx8fFOY1q3bs2vwAGdThcSEmIymaheVCHvggTVi3okSapVq1bVdkGoPnkXJISwWq18BWoJCQlhF6QWeRckhLDZbFX7CopbQEkO/pg6nS44ONhkMjkodFu0aOH0LUr1MAMCAjQajdMvsbiAV/KNazQa+fya05nhNBpNcY9aSbBOp1Oyvcmp2u129/USeQYe8C8dO3Zs1qyZgwBJku655x6P5QMAAABv16VLl4YNGzoI0Gq1d999t8fy8WEU8IB/0Wg08+bNCwgIqChg7Nix7du392RKAAAA8GoBAQGvvPKKVqutKGDChAktW7b0ZEq+igIe8Dvdu3dfsmRJ2THYJEkaN27cnDlzVMkKAAAA3uvWW29dtmxZ2QHhJEl69NFHn3nmGVWy8j08Aw/4o379+nXu3Pmjjz7as2fPxYsXDQZD+/btR4wY0a5dO7VTAwAAgFe65557+vTp88EHH+zYsePSpUu1a9fu0KHDyJEjW7VqpXZqvoMCHvBTRqNx4sSJEydOVDsRAAAA+IioqKgZM2Y89thjTod2R9VwCz0AAAAAAF6AAh4AAAAAAC9AAQ8AAAAAgBeggAcAAAAAwAtQwAMAAAAA4AUo4AEAAAAA8AIU8AAAAAAAeAEKeAAAAAAAvAAFPAAAAAAAXoACHgAAAAAAL0ABDwAAAACAF6CABwAAAADAC1DAAwAAAADgBSjgAQAAAADwAhTwAAAAAAB4AQp4AAAAAAC8AAU8AAAAAABegAIeAAAAAAAvQAEPAAAAAIAXoIAHAAAAAMALUMADAAAAAOAFKOABAAAAAPACFPAAAAAAAHgBCngAAAAAALwABTwAAAAAAF6AAh4AAAAAAC9AAQ8AAAAAgBeggAcAAAAAwAtQwAMAAAAA4AUo4AEAAAAA8AIU8AAAAAAAeAEKeAAAAAAAvAAFPAAAAAAAXoACHgAAAAAAL0ABDwAAAACAF6CABwAAAADAC1DAAwAAAADgBSjgAQAAAADwAhTwAAAAAAB4AQp4AAAAAAC8AAU8AAAAAABegAIeAAAAAAAvQAEPAAAAAIAXoIAHAAAAAMALUMADAAAAAOAFKOABAAAAAPACFPAAAAAAAHgBCngAAAAAALwABTwAAAAAAF6AAh4AAAAAAC9AAQ8AAAAAgBeggAcAAAAAwAtQwAMAAAAA4AUo4AEAAAAA8AIU8AAAAAAAeAEKeAAAAAAAvAAFPAAAAAAAXoACHgAAAAAAL0ABDwAAAACAF6CABwAAAADAC1DAAwAAAADgBSjgAQAAAADwAhTwAAAAAAB4AQp4AAAAAAC8AAU8AAAAAABegAIeAAAAAAAvQAEPAAAAAIAXoIAHAAAAAMALUMADAAAAAOAFKOABAAAAAPACOrUTcLHTp09/8cUXv/76a3Z2dkRERKNGje6+++5WrVqpnRcAAAAAuBjlj7/xqQJ+7969CxYssFqtQoioqKisrKyLFy/++OOPw4YNu/fee9XODgAAAABchvLHD/lOAZ+Tk7No0SKr1dq9e/fx48cbjUar1bpp06Zly5alpKS0adOmXbt2aucIAAAAAC5A+eOffOcZ+K+++spkMrVq1erJJ580Go1CCK1WO2jQoIEDB9rt9s2bN6udIAAAAAC4BuWPf/KdAv7PP/8UQvTs2VOr1ZZcnpycXLwWAAAAAHwA5Y9/8p0C3mKxREZGNmjQoNTygIAAIYT8ZAgAAAAA+ADKH//kO8/Az5w5s9zlBw4cEEI0bdrUs+kAAAAAgLtQ/vgnyW63q52DGx05cuT55583m81z5sxp27ZtqbXPPffcpk2bSi3s3bv3vHnzPJUgAAAAAM+x2+2SJKmdhbs4Ln+EENOmTdu5c2ephf3793/uuec8kqC/sFqtpR5tcBXfuQJfSlFRUUpKyrp162w223333Vfu5gsAAAAAPoDyx0/4ZgG/b9++Dz/8MDMzMygoaPz48X369Ck3rE6dOvXr1y+1UJ6Awf05ejFJkjQajc1m8+3bN2os+e8vhOArUAs/AXUV/wTsdrvNZlM7HT+l1Wr5CaiFn0BNoNVq+furSL6wWZ2vwE2XRlWksPwRQkRERJStgOrUqeOgAlLe89FoNPLdDQqD5UjHYaIy37j7UpUkSUmRWLxp2Ww2N21mvnYL/dWrVxcvXrxv3z4hRLdu3caMGRMVFVXZRjIzM92Qmu/Q6/W1a9fOysry7eNWZmZmTk5O7dq169atq3Yu/yM4ODg0NFQIkZeXV1hYWM3WsrOzL1++HBwcXK9ePVdk5xd0Ol14eHhOTo7ZbFY7F38k74KEEAUFBQUFBWqn448kSYqIiHDJLghVIO+ChBBFRUW5ublqp+OnjEZjYWEhuyBVyLsgIYTFYsnOzq5OC77BJeWPcFgBybud7Oxsi8VScrnZbD5//rzVam3QoIFerxdCGAyGwMBAIURqamp6enpoaGhMTExFzRoMBo1Gk5OT4zix4u/LbDY7DdZoNEajMTc3t6ioyHFkSEhISEiIEEJhcFBQUFZWluMwIURERIQkSTabLTc3NywszGl8FfjUFfj09PRp06Zdvny5UaNGjz/+eMuWLdXOCN7HarUuW7Zs6dKlf/zxh7ykcePGY8eOfeihh+QhPX3G+vXr33nnnSNHjshn8aKjo0eMGDFx4kSDwaB2agAAAHBOrfLn5MmT8+fP37p1q3waS6/X9+7de8qUKV27dl25cuVrr71W3MOsV6/evffe+8QTT8jVMqrPd67AFxQUTJ48OS0t7ZZbbpkwYUJ1ai2uwDvmw1fgr127NnLkyD179pRdlZSUlJKSIl/3U1f1r8DbbLZ//OMfq1evLruqSZMm69evLzsfCUriCry6uAKvOq7Aq4sr8DUBV+BVxBX4Yi4sf0RlrsB//fXX48ePL7v9BwQEJCYmHjx4sGwL8fHx69ati46OLrmQK/BV4zvzwH/99ddpaWlJSUkTJ070sSul8Jhp06aVW70LIQ4ePDhx4kQP5+Mmb7zxRrnVuxDi9OnTo0aNYhgIAACAGk6V8ufMmTPjxo0r9+yV2Wwut3oXQpw4cWLs2LE+c+VYXb5TwO/YsUMIMWjQIFsF1E4QNd2pU6dSUlIcBGzZsuXnn3/2WD5uUlBQsGjRIgcBR48e3bhxo8fyAQAAQBWoUv689tpr165dq8ILf/zxRzlhVJOPPANvtVrPnTsnhJg5c2a5AbGxse+9955nk4KX2bFjh9M93datW9u3b++ZfNxkz549+fn5jmO2bt161113eSYfAAAAVJZa5c+2bduq/NqtW7c6GB4fCvnIFfiMjAyusaOazpw545KYGu6vv/5yGuMDHxMAAMCHqVL+5OfnX758ucovp4fpEj5yBT4mJoabfuEB8nSRXk3JR/CBjwkAAODDVCl/qtlFpIfpEj5yBR6ovri4OJfE1HBNmjRxGuMDHxMAAACuFRISUrdu3Sq/nB6mS1DAA3/r06ePVqt1HNOvXz/PJOM+3bp1czoZng98TAAAALhc//79q/xaepguQQEP/K1x48ajR492EDB48OA2bdp4LB83CQ4OnjJlioOATp06VWfXDAAAAF81adKkWrVqVeGF3bp16927t8vz8UMU8MB/vfjiixWNjdmtW7fXXnvNw/m4ySOPPDJ+/PhyV7Vs2XLFihUaDXsGAAAAlFa/fv2VK1eWeztnYGDgTTfdVO6r2rZt++GHH/IMvEvQTQf+S6/Xr1q16s0330xMTJSLWEmSWrduPX/+/M8//zwkJETtBF1DkqSXX375448/Tk5O1un+HsmySZMmM2bM+Oqrr6Kjo9VNDwAAADVW9+7dv/3221GjRhmNRnlJrVq1Bg8evHPnzh07dqxdu7Zr167Fz6U2bdp09uzZ27ZtKw5GNUl2u13tHGqczMxMtVOo0fR6fe3atbOysnx76r6CgoLMzMyIiIjQ0FC1c/kfwcHBckp5eXmFhYXVbK2wsDAjI8NgMISHh7siO7+g0+nCw8NzcnLMZrPaufgjeRckhCgoKCgoKFA7HX8kSVJERIRLdkGoAnkXJIQoKirKzc1VOx0/ZTQaCwsL2QWpQt4FCSEsFkt2dnZ1WkBJDiogebeTnZ1tsVhKLrfZbJmZmTabLTIyUr4mZDAYAgMDhRAXL168cOFCWFiYg6GXDAaDRqPJyclxnFjx92U2m50GazQao9GYm5tbVFTkODIkJES+OKcwOCgoKCsry3GYECIiIkKSJJvNlpubGxYW5jS+CnxkGjnA5UJCQho1aqR2Fm4XFBTUsGFDtbMAAACAl9FoNFFRUeWuoofpPtxCDwAAAACAF6CABwAAAADAC1DAA/7OTwbC8O0hG4r5ybcJAABqOAd9kop6ZXRjlKCAB/zUoUOHHnzwwZYtW0ZFRTVo0OCOO+745JNPrFar2nm52K5du5KTk2NiYqKjo+vWrduoUaORI0cqGYPEu1y8eHHWrFk33nhjdHR0TExM165d586d63sfEwAA1HB79+4dOnRo06ZNo6KiGjVqNHDgwDVr1thstuzs7FGjRjVq1Khu3bpyd6Vdu3bbtm0TQvz2229PPPFE27Zto6Ki6tevf9ttt33wwQdOB5bzW4xCXw5GoXfMT0ahr7FcMgr9woULX3nllbLfYOfOnT/66CM3jZnpeU8++eSqVavKLtfr9evWrbvxxhur1mxNG4V+z549DzzwwJUrV0otj46OXrVqVYcOHVTJyn0YhV51jEKvLkahrwkYhV5FjELvJlUYhb6s+fPnz58/v2yB2aFDh3//+9/l1uQ33HDDzz//bDKZSi1PSEj49NNPY2NjGYW+FK7AA37nk08+mTt3brnnX3744YcHHnjA8ym5w+LFi8ut3oUQJpNp8ODBeXl5Hk7JHU6dOjV69Oiy1bsQ4tKlS8OHD09PT/d8VgAAwN8sWbJk3rx55V4ePnz4cEVF8r/+9a+y1bsQ4tixY/fee6/TUwZ+iAIe8C8mk+mFF15wEPDNN9/s3LnTY/m4z9y5cx2sNZlMEydO9Fgy7vPyyy/n5+dXtDYrK+u1117zZD4AAMAPFRQUvPzyy65t8+jRo2vWrHFtmz6AAh7wL/v373f6kMiGDRs8k4z7fP/999euXXMc880333gkFzcymUzbt293HLNx40bPJAMAAPzWN9984/T+9irwgU6py1HAA/7lzz//dElMDff99987jXFw4dpbnD9/3ukTmOnp6VevXvVMPgAAwD+5qffoA51Sl6OAB/yLkkeJasjYbNWhZORSHxjCU+E35QNfKAAAqMnc9LA6fZiyKOAB/9KgQQOXxNRwCQkJTmMCAwM9kIlbxcbGarVaxzGhoaFGo9Ez+QAAAP9Uv359dzTrA51Sl9OpnQDgGtnZ2fv27UtLS9Pr9QkJCR07dnRa2Diwf//+zz//PCMjIzIycsCAAb169XJhqtWRlpY2d+7c48ePazSaxMTEqVOn1q1bt1ItdO/eXa/XlzvaZ7Fbb721emmq74477tBqtY6ntW/btq3H8nGTWrVqde7ced++fQ5ievfuLUmSx1ICAAA+zGq1/vTTT8eOHbt69erx48dzc3N1Ol3r1q3vuOMOnU7n8uvwPtApdTkKeHi9oqKiuXPnfvjhhyVnJG7cuPGLL77Yt2/fyrZ28ODBUaNGlRzm7aOPPgoPD3///ffVLeNNJlPPnj3/+OOP4iU//fTTsmXLOnXqtG3bNuXthIWFPfTQQ2+99VZFAXFxcUOGDKlWrjWARqMZPHjwZ599VlGAJEm+MTz75MmT9+/fX9HjADqdbvLkyR5OCQAA+KSvvvpqxowZqamppZZv2rTplVdecfnbRUREjB071uXNejtuoYd3KyoqGjZs2Ntvv12yehdCnDlzZvTo0UuXLq1Ua7t37+7fv3/ZQdqzs7OHDRv2xRdfVDfdqrJarfHx8SWr92KHDh1q3bp1pVp76KGHQkNDK1o7YcIEvV5f6RRrnrfeeis+Pr6itbNmzWrRooUn83GT7t27P/vss+VeY9dqtQsXLlTyNAEAAIBjy5cvv++++8pW79VkMBjKXV6rVq2VK1eGh4e79u18AAU8vNuiRYsqun/YbrfPnDnzxIkTCpuy2Wxjx4612WwVtfbYY485HfHbTYYMGeJgyPSMjIzHH39ceWuzZ8920NrcuXOvXLlSufxqJI1Gs2/fvjFjxpQ6HxEdHf3pp58+9thjaiXmco8//nhKSkqHDh2Kl0iSlJycvGnTphEjRqiYGAAA8A1//PHHtGnTqjMAcHh4eFRUVMkler3+gQceOHny5KJFi5o0aVK8XKfT3Xnnnbt3777hhhuq/HY+TPKBcZhdzuks2X5Or9fXrl07KyurolrXY8xmc6tWrRzPOTlmzJj58+crae3DDz+cPn2645hJkybNmDGjEim6SFRUlOOfakBAwPnz55U0deHChcTERMetPf/88xMmTKhcijXb/v37f/311+Dg4FtvvTU2Nraarel0uvDw8JycnJo2MurFixdTU1M1Gk3Tpk0jIyPVTsdd5F2QEKKgoECtc2p+TpKkiIiIvLy8Urc+wTPkXZAQoqioKDc3V+10/JTRaCwsLGQXpAp5FySEsFgs2dnZ1WkBJTmogHQ63bPPPvvmm29W8y1effXV22677auvvsrPz09MTOzTp49GoynuyaempqalpQUGBrZq1apWrVrFryr+vsxms9Op5jUajdFozM3NdTohUUhISEhIiBBCYXBQUFBWVpbTzxgRESFJks1my83NDQsLcxpfBTwDDy/2yy+/OP0Zf/fddwpb27Rpk9OYr7/+2vMF/OHDh52eaDObzdeuXQsODnba2r59+5y2tmfPHh8r4JOTk5OTk9XOwu1iYmJiYmLUzgIAAPiaXbt2Vb+RPXv23H///aNHjy53bVxcXFxcXPXfxedxCz28WHp6utOYixcvKmxNyZ0XSk68udyhQ4dcGHbp0iWXxAAAAMBPKO9RO0AP0yUo4OHFSt5dU50YmXwXjWNKLnG7XL169ZSEKTxn6do/GgAAAHyeSzqH9DBdggIeXqxVq1ZOJ3tv06aNwtYSExOdxlR2vHeXUDJ9nSRJ9evXV9KakjHJlf/RAAAA4POU9JOdatu2bfUbAQU81GG1WtevXz927Njk5OQbb7zxnnvuWbJkiYOh0csVGRnptLgdNmyYwtYmTpxY7lxcJT355JMKW5PZbLaFCxd26tSpfv36sbGxTZs2HTJkyMmTJyvVSHBwsNOhVho3bqywtY4dOzZr1sxBgCRJ99xzj9Lk/uPTTz9NTk5u2LBhbGxsXFxc3759Dxw4UNlGZC7ZNoqdOXNmxIgRzZs3j42NrV+/fvv27V966SXVx190ucLCwhUrVgwfPrxz585dunQZNWpUSkpKTRtjDwAAeCmXDAj/3nvv1a9fPyYmJjY2tlmzZgMHDpQnpcvKylq0aNGgQYOSkpK6d+/+yCOP7Ny5k6HWK8Io9OVgFHrHqj8K/aVLl8aOHfvjjz+WWt6wYcOlS5e2b99eeVN//PFH3759r169Wu7aXr16paSkOC3Li02cOPHTTz+taO3tt9++cuVK5bmlp6f37t277NM+kiRNmTLlqaeeUt7UoUOH+vbtW9FaSZIOHz6s8Aq8EOK77767++67K/rt33fffYsWLVKem8lkuvXWW//973+XXTV06NB33nlHeVPC4baxbNmyyp79Xbx48ezZs8tuqEajcceOHcrPepRS00ah//3338eMGVP2xFCbNm1WrFjRqFEjVbJyH0ahVx2j0KuLUehrAkahVxGj0LtJRRWQ2Wx+6qmnPvroI3e8qUajGTFixNatW8uOM9WnT5933323Vq1ajEJfClfg4Wkmk2no0KFlKzQhxNmzZ++5556zZ88qb6158+YpKSnl1q79+vVbunSp8updCPHGG28MHDiw3FW9e/euVPUuhOjRo0e5Y3XY7fb58+dXqrWGDRs62AVER0dXagfxySefODhzt2HDBuVNCSH69OlTbvUuhPjss88qNWi/a7eNTZs2Pfvss+WeZsrKyurdu7fFYlHeWo2Vnp5e0W0dR48eHTJkSF5enuezAgAAvsF91bsQwmazffzxx+UWxtu3bx83bhwXm8uigIenLV269Lfffqto7ZUrV1588cVKNZiUlLR///5XXnnltttua9WqVfv27e+99961a9euWLGiCkNlLFmyZOvWrTfeeGPt2rX1er3BYOjYseP69etTUlIq1c7cuXMd38rxzDPPKG/t1VdfdXDG8eLFi2+//bbCpkwm09q1ax0E5OXlPf/88wpb27p169GjRx0ELFmypKL7I8pyvG1kZWXNmTNHYVNCiMmTJztYe/Xq1enTpytvrcZ69dVXHYzpmpqaqnzbAAAAKOnnn3/++OOP1Xr33bt3b9myRa13r7Eo4OFpn332meOALVu2VPaetJCQkHHjxn388cd79uz56quvXn/99ZtuuqnKGSYlJW3evPnkyZNpaWmnTp3avn17t27dKtuI04K/oKBA4YyaFotl/fr1jmOc/lWLvfTSS07PZSrfUzstDm022+LFixW25sJt4+jRo1euXHEcs2nTJoWJ1Viu3TYAAABK+vzzz9W9Bu74spN/ooCHR9nt9t9//91xTFFR0alTpzyTj/tkZGQ4jfn222+VNHXhwgWnj3idOXNGYWW7f/9+pzFOny8qJg894pjCCeqVbBuFhYVK3lEIsXv3bqcxVXtwrkZx7bYBAABQkoNbIz3j2LFj6iZQA1HAw6PMZrPJZHIaVuUhx2sOq9XqNEbhveUK/xoKw5TUcspPtbrw23TttqHkb+sDT1W5dtsAAAAoSfVrAKonUANRwMOj9Hq90Wh0GhYbG+uBZNwqKCjIaUxcXJySpqKjo50OxafwDyuEiImJcRqj0+mUNCWEUDJ4Xr169ZQ05dpt47rrrnMaExAQoKSpmsy12wYAAEBJSvqNbuUDRYHLUcD7PovFcvjw4e3bt+/bt0/5rdHu06NHD8cBTZo0UX3iq6tXry5fvnzu3LnLli1TMmNEWW3atHEac++99yppqk6dOu3atXMc061bN61Wq6S1SZMmOY1xPFF8Sd27d3cao/BjCgXbRlxcXMOGDZU0dddddzmtbJs3b64wsZKKiooOHDiwadOmH3744dq1a1VowYVcu20AAADIzGbzoUOHIiMj1U3DaefQD1HA+zKz2bxgwYKEhITbbrtt5MiRgwYNatGixbhx4yo1F5fLPfbYYxqNow3viSee8FgyZV26dKlXr15NmzadOnXqwoULn3rqqRYtWnTt2vX06dOVauell15yXEB27NhR+T7R6d9E+R+tW7duTgfnf//99xW2NmvWLMeX62NiYnr16qWwNRduG0FBQU4HMqzsfAe5ublPP/10fHx83759BwwY0Ldv3+bNm0+ZMsXpaHlu5cJtAwAAwGQyzZ07t1WrVn379l2+fLmKmcjDVKuYQM1EAe+zCgsLhw4d+vLLL5e8gGy1Wjdt2tS7d+9ffvlFrcQSExM7dOhQ0drw8PCRI0d6Mp+Sjh8/3rFjx7Lzop04caJLly4KB2OTtWvXrmvXrhWtlSSpUvPADxw40MEtTC1atKjUOPmrV692sLZHjx4tWrRQ2FR4ePhTTz1V0VpJklasWKE8scTExFmzZlW0dsiQIZXaNlauXBkREVHR2lGjRlXqj5aZmdmnT58PPvig5LNYRUVFK1asuPnmm9PS0pQ35VoDBw4cM2ZMRWunTJlShTkUAACAf8rPzx84cODChQtVv29Xq9W++eabCp/E9CsU8D7r+eef37dvX7mrsrOzx4wZU1hY6OGUZDt27HBQCWdnZ8+cOdOT+ZQ0aNCgisZRs1gsQ4YMsdlsCps6ffp0RX9/IYTdbn/00UeVJ7ZgwYKLFy9WtPb48eOOa/JSHM9/vm/fPuXDs1ssls8//7yitXa7fenSpcoTE0I8+uijy5cvLzU6gNFofP75599++22nd8WXFBIS8tNPPyUnJ5d6VWBg4OzZsxcuXFipxB5//PE//vij3FVnz5596KGHVBwSb968efPmzYuKiiq5sGHDhu++++60adPUygoAAHidGTNmHDx4UO0sRNu2bTds2DBgwAC1E6mJJB8Yh9nlMjMz1U6huq5cuZKQkGA2mx2GGvUxAAAgAElEQVTELFiwYPTo0VVoXK/X165dOysrS3k1W9INN9zgeCawwMDAc+fOVaHlalq3bt3DDz/sOOa5555TWHgPGTLE8SxxkiSdOnXK6d3ssri4uLy8PAcB0dHRZW8cKNfp06evv/56xzFDhw595513lLS2YcOGBx54wEGARqM5ePCgwgfXi1mt1l9++eX48eM2m61x48ZJSUmBgYGVaqGkzMzMTz755MSJE3q9vmfPnnfccYfjG/XL+uWXX26++WbHMevXr1f3WrfJZDp06NDp06clSWratGmHDh2UD0boXeRdkBCioKCAwWlVIUlSREREXl6eWieC/ZxOpwsPDxdCFBUV5ebmqp2OnzIajYWFheyCVCHvgoQQFoulajPCFreAkjIzMy9cuNC+ffuq9fBdolGjRtOmTWvbtm2rVq2KFxZ/X2az2el9ARqNxmg05ubmFhUVOY4MCQkJCQkRQigMDgoKUjIwVkREhCRJNpstNzdXyWDPVeCb3Tt89913jqt3IcSuXbuqVsBX05kzZxwHFBUVHTp0qFOnTp7Jp5iSi9hffPGFwgL+p59+chxgt9tXrVo1YcIEp02lpaU5rt6FEJcuXbJYLEoKNiWXxL/77junMbKdO3c6DrDZbLt3767slqbVajt06ODgUYtKiYyMnDhxYnVa2LVrl9OYnTt3qlvA6/X6Ll26dOnSRcUcAACA9/r2229VrN6FEGfPnr3llluYPccxbqH3TUqeyFXlKndBQYGS/cKvv/7qgWRKuXDhgtOY9PR0ha0pGZ+8oluySzl27JiSsJMnTyoJc3z7g0z5U0/nz593GqPi8+GuouQj+MDHBAAA/kz1zozdblfSt/RzFPC+Sa/XO42pzj3JVaYkMSFEaGiouzMpS0luCvMXQii5STs4OFhJUwpvs5dvKnZKyfeufNYxJa2psqW5lp98TAAA4M9qQmemJuRQw1HA+6b4+HiXxLicTqdT8rNMTk72QDKlKBl6/brrrlPYWp06dZzGKPyYiYmJTgdv02q1sbGxSlrr2LGj0xgHI96XomQqdVW2NNfyk48JAAD8mZIOj1sFBwc3atRI3RxqPgp439S5c+fo6GjHMYMGDapss5cuXXrzzTdHjRp16623Tpgw4aOPPqrC8C033HCD44CoqKj69etXqk2r1bp58+Ynn3zynnvuGTly5EsvvfTbb79VNrHHH3/caYzyoePvvPNOxwF6vb5///5KmgoNDXW6L2vTpo3CxMaMGeP07oB7771XYWsDBw50fHIhPDxc+Tzw7lB22/j9998r28jtt9/u+MSTTqdz+o0DAADUZD169FD3+XOnPS4ICnhfFRAQ8PzzzzsIuP3223v06FGpNt97772OHTs+//zzGzdu/Prrr9esWfPPf/4zKSlp9+7dlWrn3XffdTzWWmXn9zpx4kSvXr3Gjh27atWq3bt3b9++/bXXXuvRo8eUKVMqmhOuXK1bt77pppscBLRv395xQEkvvPCC41vfKzW/l+MZ1DQazfvvv6+wqZCQkHHjxjkIiI6OfuKJJxS21qFDh3vuucdBwMyZM1V5IEJW7rZx0003TZ06tVLbRlRU1D//+U8HAQ8//HCTJk2qmy4AAIB6goKCnn32WbXe3WAwPP3002q9uxehgPdZjqdDyMjIqFRrb7311syZM8vWPBkZGSNHjty7d6/ypqKiolavXl3uw+SSJD377LN9+vRR3tq5c+cGDRpU9nq73W5fsWLFY489prwpIcRnn33Wtm3bclc1bdp0y5YtypvS6XRff/11RTX8qFGjKjUuekJCQqlZvkuKi4tr0KCB8tbmzp3br1+/cldFREQoGXG9pAULFtxxxx1ll2u12unTp99///2Vas2Fzp49W9G2sXz5ciU3XJQUHx/v4ByKkucvAAAAajglwzC7SVhYmJJHUKGdPXu22jnUOL4xq2f//v0tFktFa8+fP9+2bVuFD7qcPXt27NixVqu13LVWq/XHH38cO3as8rm1mzRpMnbs2FOnTl24cEGe7i4wMLBTp06rV69WeFd5sSeffNLBhG2///57+/btmzZtqrA1SZLuv//+unXr/vbbb/n5+Xa7XaPRREdHT5ky5f3331c+tJvMaDQ+8sgjGRkZf/31l3w+JSAgoGXLlu+///6DDz5Yqabmz5/vYMK2K1euGI3GpKQk5Q3eddddbdq0OXr06NWrV202mzzB5pgxYz777DOFY+YV0+l0gwYNateuXUFBQU5Ojtlsjo2N7d+//6JFi+66665KNeVaTz755OHDhyta+/vvv3fo0EHhtlFQUDBs2LD8/PyKAvbv3z9q1CiFoxKimrRarXx/ndlsdjpfJtxBkqSQkBCTyeTgKAP30Wg0QUFBQgir1Vqpm4ngQsHBwRaLhV2QKuRdkBDCZrMVFhZWpwWUVFBQYLFYBg4cWFGfv8qcjuUkkzulPXv2LPvy4m/c6YTtkiQFBwebTCannyIgICAgIEAIoTBYp9MpObsREhIiSZLdbjeZTPK+2uUku93ujna9WmZmptopVNe6desefvhhxzEdO3bcvn27ktYWLVo0Z84cxzHr16/3/CTY2dnZrVu3dnz47Nev34oVKzyWkjvYbLbExMSLFy86iGnVqtWePXs8llLNp2Tb6N+///Lly5W0tmHDhgceeMBxzMKFC0eNGqU8Q1SZXq+X51woKCjwjfOtXkc+5ZeXl1e1rjOqSafThYeHCyGKiopyc3PVTsdPGY3GwsJCdkGqkHdBQgiLxZKdnV2dFlBSZmbmsmXLnnrqKZe33KBBA4XTV0dGRh49erTUNbPi78tsNjud6lij0RiNxtzcXKelfkhIiHxeQGFwUFBQVlaW048QEREhSZLNZsvNzQ0LC3MaXwXcQu+bHFytLaZw2nAhxJEjR5zG/Pzzzwpbc6Fjx445PfmtSmKudfHiRcfVuxDit99+c7rr8StHjx514bZRY38CAAAArvLNN9+4o9lLly4pjMzMzFRY6vszCnjfpOR8pPJ6z+m5LoUxLnf16lWnMaok5loKP4IPfFIXcu22oSSyahcBAAAAagg3dSYrdU8+HVqnKOB9k4MBz4opf/hHyV1GkZGRCltzISVvqkpirlW3bl2nMVqtlmE/SnLttqHkJ6DkRwcAAFBjKelzVoHj+adK8YGuu7tRwPumoUOHOo1p166dwta6dOniNCY5OVlhay7Url07p1OUKUm+houMjGzWrJnjmKSkJHkcDsjatWvn9BSV8m1DSaQPbGmlZGdnnzx58vz582onAgAAPMFNww/HxcUpjGzcuHG9evWuXLly8uRJpw+Q+i0KeN+UnJzs+PSVJEnPPPOMwtYGDx5sNBodBNx4440Vzb7mVoGBgSNHjnQQoNFoxo8f77F83MfpCGqVHdbe5wUFBblw2+jevbvjieIaNmxYqekPa7h169bdcsst8fHxnTt3TkxMbNOmzZw5c/Ly8tTOCwAAuFG/fv1cPu6aTqf7v//7P4VzOSUlJfXq1atFixadO3du27ZtYmLiK6+8wmiRpVDA+6xVq1Y5+KmMGTNG+RX48PDwRYsWVdRaRETE66+/XpUUXWHatGlt2rSpaO2UKVPat2/vyXzc5P77709ISKhobdeuXQcMGODJfLzC9OnTHfzRpk6dmpiYqLApnU731ltvVXS7R2Bg4DvvvCNPbObtbDbb448//vDDDx85cqR4jpJLly4tWrSod+/ejCsDAIBvW7p0qfKZoYs5KDoefvjh/v37T5s2zWkjUVFRa9euPXr0aHEP5Pz586+++uott9xy4cKFyqbkwyjgfVZSUtLmzZvLPhet1WqffPLJefPmVaq122+/PSUlpXHjxqWWd+7c+csvv1Q+0brLGQyG9evXDxkypNS+pk6dOq+++urUqVPVSsy1fv311+PHj1e09tChQ6mpqZ7MxysYDIYvvvji7rvvLrttLFiwYMqUKZVqrX379lu2bCl7p0nLli03bNjQuXPn6qZbM7z++uspKSnlrkpNTR09erTL54YFAAA1x0033bR27Vp5utZylarVNRpNp06dHHQPNmzYUFBQ8M9//nPhwoUV3dKr1+s7dOiQnp5e7toTJ07cfffdzH1ejHngy+ED88CXtHHjxs8///zSpUvBwcHdunWbMGGC0+fGK2KxWL777rsjR46YzebQ0NDk5OSac3379OnTu3fvPnv2rF6vT0hI6N27d5U/Zg00fPhwx1MDDhs27K233vJYPt7FhduG3W7/8ccf//Wvf127di0wMLBTp05dunSpwonqmik/Pz8hISE/P99BzAcffDBo0CCPpVQu5oFXHfPAq4t54GsC5oFXEfPAu0mpCuizzz7bsGFDRkaGxWKJiIjo0KGDwWC4/vrr27Rps3v37mPHjhUVFTVo0KBHjx6DBw92PGLOCy+88MgjjwghCgoKdu3adezYsZycnKtXr4aHh4eFhdWrVy8pKenmm292PEPWxo0b+/btyzzwggK+XD5WwLuc3HvOysqy2Wxq5+IXrl271qxZM5PJ5CAmLCzsjz/+kCTJY1n5M7n3nJOT43Sqee+ydevW0aNHO44ZPHjwe++955l8KkIBrzoKeHVRwNcEFPAqooB3EwcVkLzbyc7OtlgspVb9/PPPt956q+OWk5OTN2zYUHa5wWDQaDQ5OTnr1q17+OGHHTcyfvz4xYsXU8ALbqEHar7z5887rt6FEDk5OVeuXPFMPvBVf/31l9OYM2fOeCATAADgFVzSeVDSyKlTp5Tm5Oso4IGaTuF1dS6/o5qUbEJsZgAAoJjHOg/0QIpRwAM1Xb169fR6veMYo9FYdsBCoFKaNGniNEb5VK4AAMDnuaTzoKR30axZM4Up+Tyd2gmgHH/99df27dtTU1MlSWrWrFnfvn1jY2PVTgqqCQoK6t2797Zt2xzE3H777R7LB76qe/fuBoPB8SO1/fr181g+AADAw3799dddu3ZduHAhMDCwTZs2ffr0cTAivRCiTZs2DRs2PHv2rIMYp52Hnj17BgcHX7t2zUGM6mPo1hwU8DXLtWvXZs6c+fHHH5ecjGHmzJkPPPDAjBkznF6Gha+aPn36rl27KnoSPjQ0dPLkyR5OCb4nODh4ypQps2bNqiggKSmJAh4AAJ908eLFf/zjH7t27Sq50GAwzJgxw8EIc5IkPfPMMw899FBFAdddd92oUaMcv3VYWNg//vGPl19+uaKAXr169e3bt+wQev5JO3v2bLVzqHHUGlPUZDLde++9mzZtKjU1gNVq/fHHH0+cODFgwICa8PiHVqsNDAy8du0aUxh4TFRUVPPmzXfs2FF2z2UwGJYtW5aYmKhKYv5Jo9EEBQUVFRX53kQMSUlJly9fPnz4cNlVrVq1+vTTT2vVquX5rEqRd0FCCLPZ7GMTAXgLSZJCQkJMJhN9KVXIuyAhhNVqdTrEKdwkODjYYrGwC1KFvAsSQthstqrNhVHcAoqlp6f37t27bAfAZDJ9/fXXkiTdcssthYWF5fZ8WrVqpdVq9+3bV3ZVw4YNU1JS6tatW+6bBgYGSpIkjwDfuXPntLS0o0ePlg1r27bt5s2bQ0NDbTab0+HiJUkKDg42mUwOpqaXBQQEBAQEyJ9RSbBOp3N8j4AsJCREkiS73W4ymeR9tcvxDHwNsnTp0u+++66itZs3b/7ss888mQ9qlAEDBuzcuXPIkCEGg0FeUqdOnZEjR3777bc9e/ZUNTX4DkmSXnnllY8++ig5OVmn+/sWrSZNmsyYMWPHjh1RUVHqpgcAANxh27Ztp0+frmjtvHnzfv75Zwcvnzx58oYNG3r37i2fYRdC1KtXb9KkSbt3727atKmSBDQazRtvvLFs2bIbbrhBq9XKC5s2bTp79uzt27dHRkYq/SR+gFvoa5Bly5Y5DRg2bJhnkkENFB8fv3jx4oCAgPz8fI1GI18BUzsp+KA+ffr06dOnsLAwIyPDYDDIM04DAAD/ZLPZ3n33XQe3uAshunTp0qVLF71en5OTExwcrNPpqnCX1h133HHHHXfIPZCwsDD58fuacANyjUIBX1NkZGQ4nd7w8OHDJpOJJ+H9nE6nq1evnhAiLy9P7Vzgy4KCgho2bKh2FgAAQH179+5VEhYYGCh3HrKzs6v8XvRAHOMW+pri8uXLTmNsNltWVpYHkgEAAAAAWUZGhtop4G8U8DWFkptUJUlirm8AAAAAnmQ0GtVOAX+jgK8poqOjGzRo4DgmISGheGQIX8Jo9gAAAECN1blzZ/kf9NtVRwFfU0iSdN999zmOcTqJohe5evXqwoULb7rpptjY2Ojo6KSkpP/7v/87e/as2nkBAAAA+C9JkurVq9evX78GDRpERUW1bNnygQceOHjwoNp5+SkK+BrkscceczCbd7du3UaPHu3JfNznt99+69mz59y5c3/77TeLxWK328+cObNkyZKbbrpp27ZtamcHAAAA+JEePXo4mCw2Njb2pZde+v777+Vp2C9fvrxhw4b+/fvPmzfPgznibxTwNUhwcPCaNWv69u1barkkSUOGDFm1alXxtMxeLScnZ9iwYeVebM/Ly3vggQeOHj3q+awAAAAA/9S4ceMNGza0a9eu1PKAgIC4uLjz58+XfYnNZps/f/7KlSs9kiD+yxcKQl9iNBpXrVp16NChbdu2/fnnn1qttnnz5nfccUdCQoLaqbnM4sWLL1y4UNHaoqKiF154ISUlxZMpAQAAAP6sWbNmX3311e7du3ft2pWWlhYcHJyQkBAbG/vII484eNWcOXOGDRvmk6N01VgU8DVRp06dOnXqpHYW7rJx40bHAXv27MnOzlYyLD8AAAAAl9BoNDfffPPNN99cvGTy5MmOX5KVlbVnz55bb73Vzanhvyjgy1GrVi21U6jRtFqtECI0NLQKo1DabLbU1FTHMRaLJT093emY/H6r+EmKwMBA33iqwutIkiSECA4O5nyzKuRdkBBCr9drNDwIphp2QWqRd0FCCJ1OR49FLZIksQtSnUaj4SfgQuX+MU+fPu30hWfPni1+bfFxISQkxGazOX6hTqeTJMnpl1i809NqtQqDg4KCAgICnL67/A+FwUpSLZmG+3qJHHrL4fQr9HPyD6Nq/Taz2Wy1Wp2G2Ww2voWKlNyL0XVQRfFPgJlUVFHyJ1D8b3geuyC1FG/2Go2GY6VaJEliF6Q6SZL4CbhQuX9Ms9ns9IVWq7X4tcXHBSXdJDlY+Zeo/BtXcoQqDlAYrPDd5d2CvItQkmoVUMCX48qVK2qnUKPp9fratWvn5OQ4Pa9WrpiYGAfPwMvCwsL4FioSHBwcGhoqhCgoKCgsLFQ7HX+k0+nCw8Nzc3OVHNXgcvIuSAhx7dq1goICtdPxR5IkRUREsAtSi7wLEkKYTKbc3Fy10/FTRqOxsLCQXZAq5F2QEMJqtWZnZ1enBZRUbt87JibG6QsjIyOLX2swGOQrz1evXrVYLI5faDAYNBpNTk6O47Di78tisTgN1mg0RqMxPz9fHjDfgZCQkJCQECGEwuCgoCAl5UlERIQkSTabraCgICwszGl8FXDuHJ5W8rmacrVp0yY2NtYzyQAAAAAo1y233OI4ICAgoEePHp5JBjIKeHjaxIkT9Xq9g4CpU6d6LBkAAAAA5Ro0aFCzZs0cBIwfP95oNHosHwgKeHheXFzc4sWLK6rhJ0+e3K9fPw+nBAAAAKAUvV6/YsWKqKioctf26tXrmWee8XBKoICHCgYMGLB169aePXuWHDEiISFh1apV06dPVzExAAAAAMXi4+O/++67cePGlRxWPTo6+rnnnvv0008d31cLd2AQO6ijXbt2n332WVZW1p9//mmxWBo3bly/fn21kwIAAADwP6Kioj788MM5c+b8+uuvubm5sbGxzZo1YxYGtVDAQ01Go/GGG25QOwsAAAAAjgQFBXXo0EHtLMAt9AAAAAAAeAMKeAAAAAAAvAAFPAAAAAAAXoACHgAAAAAAL0ABDwAAAACAF6CABwAAAADAC1DAAwAAAADgBSjgAQAAAADwAhTwAAAAAAB4AQp4AAAAAAC8AAU8AAAAAABegAIeAAAAAAAvQAEPAAAAAIAXoIAHAAAAAMALUMADAAAAAOAFKOABAAAAAPACFPAAAAAAAHgByW63q50DgEr44Ycfdu3aJYTo379/YmKi2ukAnnb8+PG1a9cKIZKTk3v27Kl2OoCnpaenL1myRAjRsmXLwYMHq50O4Glms3n+/PlCiJiYmHHjxqmdDv7Hhg0bjh07JoQYN25cTEyMS9q8du3aa6+9JoRo0KDB6NGjXdKmEGLPnj179+4VQgwaNKh169auanbhwoWFhYUhISGTJk1yVZul6NzULgA3OXHixLp164QQCQkJFPDwQ2lpafJPIDw8nAIefignJ0f+Cdx6660U8PBDVqtV/gm0bNmSAr6mOXjw4NatW4UQd911l6sKeJPJJH/jiYmJLizgf//9d7nZpKQkFxbwmzdvvnr1qtFodF8Bzy30AAAAAAB4AQp4AAAAAAC8AAU8AAAAAABegAIeAAAAAAAvQAEPAAAAAIAXYBR6wMvUq1fvhhtuEELUrVtX7VwAFRiNRvkn0KBBA7VzAVQQEhIi/wSaNWumdi6ACjQajfwTaNSokdq5oLTrrrtO/nZCQ0Nd1aZOp5PbbNq0qavaFELUr19fbjYiIsKFzXbq1Ck/P99gMLiwzVKYBx4AAAAAAC/ALfQAAAAAAHgBCngAAAAAALwABTwAAAAAAF6AAh4AAAAAAC9AAQ8AAAAAgBdgGjnAO6SkpHz88cflrlq8eHH9+vU9nA+glt27d2/fvv306dOBgYFxcXHDhw9v2bKl2kkBbjdy5MirV686CFi4cCETy8HnpaWlpaSknDx5Mj09PSYmpkWLFsOHD4+MjFQ7L3/n1m6qC4/7bt2RemzjpIAHvMPFixfVTgFQmdVqnTdv3vfffy+EMBgM165d++mnnw4fPjxx4sSbb75Z7ewAlel0dOrg4/bv3z9//nyr1arT6cLDw8+dO3fmzJlvv/129uzZCQkJamfn19zUTfX8cb/KO1JPbpzs6wHvIO8ZFyxY0LBhw1KrAgMD1cgI8LTVq1d///33UVFR06dPb9q0qRBi8+bNH3zwwbvvvpuYmMgVGPi2JUuWlLv83//+9+zZs6+//vomTZp4NiPAo65cufLGG29YrdYRI0YMGTIkICCgsLBw6dKl27ZtW7BgweLFi+kOqchN3VSXH/fdtCP18MbJM/CAd5D3jA0bNgwqQ5IktbMD3K6oqGjLli1arfbFF19s1qyZJEmSJN15551du3YtKirav3+/2gkC7lV25x8UFKTVapcsWVKrVq3HHntM7QQB9zpy5EhBQUHLli1HjBgREBAghAgKCnrkkUeioqIyMzP//PNPtRP0a+7oprrjuO+mHamHN04KeMALmEymrKys8PDwoKAgtXMB1PHNN9/k5eVdf/31MTExJZc/+OCDr7zySqdOndRKDFDRmjVrzp079+CDDxqNRrVzAdwrLS1NCFHqAq9Go2nQoIEQ4ty5c+qkBbd1Uz123K/+jtTDGye30ANe4NKlS3a7vdT+C/ArBw4cEEJ07ty51HKj0UjpAv905syZzz//vGPHjr169VI7F8DtoqOjhRAnTpyw2+3FF3VNJlNqaqoQgj6SitzUTfXMcd8lO1IPb5wU8IAXkG9MCg8PX7t27TfffHPp0qXIyMi4uLi77777uuuuUzs7wBPkE9h169Y9ffr0d999d+LECa1We911191222302+Cf3n//fZvNdv/996udCOAJ3bt337RpU2pq6muvvTZs2LC6deumpaWtWLHiypUriYmJ7dq1UztB/+Wmbqpnjvsu2ZF6eOOU7Ha7a1sE4HKbNm364IMP5H/rdLratWtnZWUJIbRa7dixYwcMGKBqdoAnDB8+vKCgYPTo0SkpKUVFRcXLg4KCJkyYwBVI+Juff/752Wef7d69+9SpU9XOBfCQvLy8V1999aeffiq5sFevXo8++igj2KnITd1UDxz3Xbgj9eTGyRV4wAvIpzZr1ao1ceLEpKQknU6Xn5+/evXqDRs2LF26tHXr1sz9C58nH7xXrlyZkJAwatSouLi4rKysTZs2ffnll2+++Wbz5s3lJ80AP7Fy5UqNRjNixAi1EwE85/vvv//tt9+EEHXq1ImMjLx48WJubu5PP/105MiRG264Qe3s/JebuqkeOO67cEfqyY1TO3v2bNe2CMDljEZj586dhw8fHh8fr9FohBB6vb5jx45paWmnT5/Oycnp3r272jkC7rVmzRqbzda4ceN58+ZFR0cHBATUrl07KSnp/PnzqampOTk5Xbt2VTtHwEN++OGHDRs2JCcn9+vXT+1cAA/59ttvFy1aFBwcPH369Mcee6xPnz533313TEzM/v379+zZk5CQID+HDM9zUzfV3cd9F+5IPbxxMgo94AXi4uI6duxYdrrLPn36CCFOnTqlRlKAR8lj2/br10+r1ZZc3rdvXyEEEwjBr3z55ZdCiJtvvlntRADPWbVqlRDioYceSkpKKl7Yq1evESNGWK3Wjz/+WL3U/J2buqnuPu67cEfq4Y2TAh7wYvL5vKysLAazgM+LiooS5Q3lKi/PyMjgVwA/kZ6efuTIkTp16nTs2FHtXAAPycnJSU9PF0Jcf/31pVbJ9yf/+eefHAVqmmp2U9163HfhjtTzGycFPFDTFRQUbNq0acuWLWV//JmZmUKIRo0aFU9ZAfgq+Qk6+UG7kjIyMoQQ9erV41cAP7Fz50673d6jRw/5VlXAHwQHB8sbvNVqLbXKYrEIIUJCQjgKqMJ93VS3HvdduCP1/MbJrh+o6YKDg9esWfPee++VGtlSCLF7924hRIsWLdTIC/Co22+/XQixfft2m81WcvnXX38thGjevLk6aQEet3fvXiHEjTfeqHYigOfo9fqGDRsKIUOQknsAABKPSURBVPbt21dq1f79+8V/ij14nvu6qW497rtwR+r5jZMCHqjpJEnq37+/EGLRokVHjhyRFxYWFn788cc7duwwGAyMQgx/0LRp01atWp06dWr+/PlXr14VQpjN5k8//XTnzp2BgYH8CuAnLl++fPbsWa1Wy0kr+Jthw4YJIZYuXbpr1y65orNYLBs3bvz88881Gs2QIUPUTtBPua+b6r7jvst3pB7eOJkHHvACVqt15cqV69evF0IYDIbg4GD5yR+DwfDkk0926tRJ7QQBTzh37ty0adNyc3MlSYqMjMzKyrJarYGBgY8//niPHj3Uzg7whF27di1atCg+Pv7VV19VOxfA05YvX75+/Xq73a7X6+vUqZOZmWm1WrVa7ZgxYwYOHKh2dv7Lfd1UNx333bEj9eTGSQEPeI0ff/xx8+bNf/75p9lsbtSoUXx8/LBhw8LCwtTOC/CcrKyslJSUgwcP5uTkxMTENGvWbPjw4WVHuAF81WuvvbZ79+5BgwaNGzdO7VwAFRw/fvyLL744c+ZMRkZGTExMXFzc0KFD5RuYoS43dVPdcdx3047UYxsnBTwAAAAAAF6AZ+ABAAAAAPACFPAAAAAAAHgBCngAAAAAALwABTwAAAAAAF6AAh4AAAAAAC9AAQ8AAAAAgBeggAcAAAAAwAtQwAMAAAAA4AUo4AEAAAAA8AIU8AAAAAAAeAEKeAAAAAAAvAAFPACgtIsXL86YMePOO+9s3bp1cHBwVFRUYmLimDFjtm3bZrFY1M7OCavVKkmSJEkLFixwGjxixAg5OCcnxwO5eYzBYJAkac6cOWonAgBwO47a3q5SR22du7MBAHgRi8UyY8aMt956q6CgoHhhYWFhRkbGL7/8smLFiqSkpNWrVzdt2lTFJFHs3LlzaWlpOp2uU6dOaucCAPA0jtrexSVHbQp4AMB/TZs2beHChUKIwMDAESNGtG/fvn79+unp6ampqSkpKWfPnj148OD1119/5MiRhg0bqp0sxHvvvffiiy9GRkZmZGSonQsAwNM4ansXlxy1KeABAH/bvHmz3A9o167dtm3bYmNjS66dM2fO3LlzZ8+efeXKlfvvv3/Xrl0qpQkAADhq+ymegQcA/G3x4sXyPzZu3FiqHyCE0Ov1s2bNGjJkiBBi9+7dhw4d8nR+AADgPzhq+ycKeADA33755RchRIsWLRo3blxRzL333iv/Y//+/a5637y8PKvV6qrWajKz2VxQUGC329VOBADg9Thqu1vNPGpTwAMA/iaPVZufn+8gpmvXrtOnT58+fXpiYmKpVfn5+fPnz+/SpUtERITBYEhMTJwwYcLx48dLhb399tuSJLVt21YIsWLFivj4eIPBoNPp6tat27t37+XLl9tstnLfeteuXY888kjPnj1jYmIMBkPr1q3vvPPODRs2VBTvPgo/qfjPuLJbtmzJy8t78MEHIyIiQkNDg4KCEhISxo8ff/r06XLbP3DgwLBhw+rVqxccHBwfHz99+vS8vLzjx4/LQ+9eunRJCDFhwgRJkl588UUhRGZmprzq9ddfL9vatm3b+vXrFx0dHRwcnJCQMHbs2NTUVFf+OQAAauCorZCvHbXtAADY7Xa7vXv37vKhYcGCBZV97eHDhxs0aFD2OCRJ0ksvvVQy8q233hJCtGnTZtasWeUeCHv06JGTk1PyJSaTacSIERUdmG+//XaLxVIcXDxlzquvvuo07eHDh8vB2dnZLv+kdru9Vq1aQoiUlJT27duXfUlgYOD+/ftLvWT+/PkaTenT623btt26dav874sXL9rt9kceeaRsg4sWLSr5vi+88ML06dPLfd/vv/9e4ecFANRMHLVd+0ntXnLUpoAHAPxt+fLlxUeL3r17f/rpp7m5uUpemJ6eXqdOHfmFw4YNe++991JSUqZOnRoWFiYvnDt3bnGw3BUIDg6WJEkIkZSU9MILL6xatWrSpEnFj/ANGjSoZPsvv/yyvDw+Pn7+/Pnr169ft27dyy+/HB8fLy9fuHBhcbBbuwKV+qT2/xySr7vuOiFEq1at3nnnnR9++GHLli0DBw6U4+Pi4krGf/HFF/LyBg0azJw58/PPP58zZ06bNm2EEEFBQSW7ArKZM2cKISIjI0vlKb9vs2bNhBAJCQmLFy8+cODAl19+OWjQILmR5s2bK/m8AIAai6O2az+p3UuO2hTwAIC/2Wy2++67T5QQEBDQrVu3WbNmffvtt0VFRRW98IknnhBC6HS6L774ouTy1NTUFi1ayAf+06dPywvlroBs/PjxZrO5OD4tLa14ZtQDBw4UL5ef7mvZsuXVq1dLtp+Tk9OkSRMhxIABA4oXurUrUKlPav/PIVkI0bNnz1LJDx48WF518uRJeYnNZpOP+q1atTp37lxxZG5u7i233FL8R1PeFRBC9OrVq1R/rvh9S74FAMDrcNR2yieP2hTwAID/sWLFihtvvFGUERIS0rdv39WrV5tMppLxqamper1eCDF58uSyre3cuVN++YwZM+QlxV2BRo0alWrKbrefOHFCq9UKIW6//XZ5SWFhYcOGDRs0aPDGG2+UbX/MmDFCiDZt2hQvcV9XoLKf1P6fQ7JWqz127Fip+OKb67Zv3y4vWbNmjbxk06ZNpYJPnDghX/qoVFdAo9EcPXq01KriywXffvut048MAKjhOGpXxFeP2gxiBwD4H6NHj/7hhx9OnTq1ZMmSESNGREdHy8sLCgq2bds2fPjw5s2bHz58uDj+yy+/NJlMQohJkyaVba13797NmzcXQuzbt6/UqkmTJgUEBJRa2Lx586FDhwohvvn/9u4ttoqq/QPwwhAKIqdKjEmtAqYYC+1FQbBUgQiSWJCgNUZDTWrrgRhqYkIwkoZEovEQLiieMKgXpeDhhnhAihKCUYkamlAooLSAnCyIIYgWqlD2dzF/+/XbbWkpf6lTn+dqZ2btNbP2zbt/e8+8s3lzIpEIIaSkpBw8ePDQoUPR7+hJjh8/3u2VXqxur3TSpEmZmZlJG1uaBif+am+7YcOGEEJ6enp+fn7S4IyMjGnTpl3sCd92221jxoxJ2nj99dcnHReA+FK1O9Jbq7YAD0A7Ro4cWVJSsmbNmqNHj+7cubO8vHzy5MlRm5YDBw7k5eXV1tZGI+vq6kIIaWlp7TaJCSFEVbBlfItbbrml3fG5ubkhhDNnzhw9erTt3kQiceTIka+++mrlypX33XffunXrurnCi9ftlbbc9dda25439fX1IYSbb7657a4QQtui3qkuHheAuFO12+qtVbvvxc4LwL9NZmZmZmbmk08+uWvXrkcffXTLli1nzpx56qmnPv/88/BXATty5EjL1WLtOnHiRNKW6Ea4tqLmMSGEvXv3tjTI2blz54oVK7788ss9e/acOXPm0hbUTd1e6bXXXtv1+Tv6ntHR9gtIT0+/2LcAEHeqdqS3Vm0BHoAQQti6dWv0TNSkjjitZWZmrl+/Pjs7+8CBA5s2bWpqaurfv3/0gNNOnT9//ty5c337/rfudFRQW67QO336dPTi5ZdfXrRoUXNzcwihX79+OTk5GRkZN910U15e3vvvv//OO+90bYmX6v99pUmirzgdDW49YRdF9yUC0Puo2p3qrVXbdXQAhBBCVVVVYWFhYWFhQ0PDBYYNHjz4rrvuCiGcP39+//79IYSRI0eGEHJzczvrJpNIKmY//vhju4eIftIOf11LtmnTpqeffrq5uXns2LEff/zxqVOnqqur33vvvWeffXbGjBlRf5rLo9sr7aLo+TGHDx9ud++hQ4cu5eQB6E1U7U711qotwAMQwl91LoSwZcuWC4/86aefohdXX311CCF6EMu+ffsSHTRFa25ubm5uPn/+fNL26urqdsd/9913IYR+/fpFjVui59wOGDBg48aNs2bNSklJaT24pXvtZdDtlXZR1E1n9+7d7c6/e/fu7k0LQO+janeqt1ZtAR6AEEKYOnVqVGWfeeaZpqamjoY1NDRs3rw5hDBmzJhrrrkmhBA9A/bYsWMfffRR2/G//PLLsGHD+vbtu3jx4qRdy5Yta1vI9+3b9+6774YQJk6cGDVuiX7bHjVqVEtn3RaJRGLr1q0XtcxL0e2VdtH48eNDCAcPHqyqqkratX///s8++6x70wLQ+6janeqtVVuAByCEENLS0h555JEQQl1d3bhx49otsYcPH545c+apU6dCCC0Fb/bs2VFn2uLi4i+++KL1+D///LO4uPi3337r06fPww8/nDTb/v37S0tLo3vkIseOHZs7d+7Zs2dDCEuWLIk2Rpeo7d279+eff2799qamptLS0m3btoUQWk/SrrNnzzY2NjY2Nv7xxx+dfRId6vZKu6ioqGjIkCEhhIULF7a+c+/06dNPPPHEBdbY6fIB6GVU7U711qqtiR0A/+eFF16orq7+5ptvdu3alZubO2PGjAkTJgwfPvzcuXMNDQ21tbVVVVVR1VmwYMH9998fvatPnz7l5eV5eXknTpy48847H3zwwdzc3PT09Lq6ujfffPP7778PISxatOjGG29MOtyAAQNWrFixbdu2OXPmjBgxorq6es2aNUeOHAkh5OfnT506NRqWn5+/cuXKpqamO+64o6ysLDMz88SJE9u3by8vL9+3b9/AgQMbGxt/+OGHDRs2TJo0adCgQe0ubfny5QsWLAghzJs374033mg7oKKi4sorr+zok8nIyJg8eXK3V9pFQ4cOff311+fOnVtbW3vrrbeWlJRkZ2fv2bOnsrKypqZm4sSJ3377bQih9Q2E0W17J0+eXLt27ejRo1NTU1s6AAPQu6naHX0yvbxqd3pPPwD/HidPniwuLr5A/9UrrriitLT03LlzSW/cuHFjWlpaR+Nbj3z11VejXevXrx86dGjbtxQWFjY2NrZ+S0lJSbszL1y48IMPPmjZMmfOnEQi0XKB39KlS1tmWLp0abRx3rx5rWd+4IEHulIri4qKurHSRCJx1VVXhRDKysraftTRV4cQQlVVVevtFRUV/fv3T5p8/vz55eXl0eumpqaWwUmXBS5btqz1cZ977rm2x43+/QghbN68ue1eAGJE1W5X767aLqEH4L+GDBny9ttv19TULF68ODc3Ny0tLSUlZfjw4ePGjbv33nuXLFmyZ8+e5cuXt33SybRp03bs2LFw4cKsrKzBgwcPGjQoJyenqKho+/bty5cvb/dYt99++86dO0tLS0eNGpWSkpKamjplypRVq1atWrUq6Wf1t956a+3atdOnT09PT09JSRkxYkRJScm2bdteeumlgoKCxx9/fOjQoQMGDIja5/zdurHSi/LQQw99/fXXs2fPTk1NHThw4IQJEyorK1955ZXjx4+HEPr379+6IdDdd9/9/PPP33DDDSkpKWlpacOHD7/0EwAgLlTtTvW+qt0n0UFTPgD4O7z22mvz588PIfz+++8DBw7s6dOJjccee2zlypVjx47dsWNHT58LAP8Wqnb3/H1V2z/wAPCP8OGHH2ZlZWVlZbU88qdFc3Pzp59+GkLIycnpiVMDAP5HT1VtAR4A/hGysrJqa2tra2tXr16dtKuysjJqFFRQUNATpwYA/I+eqtq60APAP8KoUaNmzpy5bt26srKys2fPFhQUpKam1tfXf/LJJy+++GIIYfz48bNmzerp0wQAeqxquwcegMvK3XQX8Ouvv06ZMqWmpqbtrtGjR1dVVY0cOfLynxUA/1qq9gX0SNX2DzwAl9V11103ffr0EELbprgMGTKkurq6oqJi9erV9fX1DQ0Nw4YNy87Ovueee4qLi1t3sgWAy0DVvoAeqdr+gQcAAIAY0MQOAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAG/gPyN9nazMNLJQAAAABJRU5ErkJggg==)
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,iVBORw0KGgoAAAANSUhEUgAABUAAAAQVCAIAAAD8UPecAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdeXwV5b0/8CfJSUIggYBWNhHRorijgNVqi+JuK1oXlIpABWm9tnWprftSvLyktxfrdhUqLlA3vILaKlCwUCn6owItqKDYslhlR9aQffn9ce7NKzcJMUAyycD7/Q+H58zM88yZmW/O58ycOSkVFRUBAAAAaN5Sm3oAAAAAwFcT4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGEk09gOZl+fLlZWVlTT0KoOEdccQR9Z/4008/bbyRAE1IKQDCbpYCaFacgQcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEODZ91VUVPzxj3/805/+1NQDAZqFV1555cwzz3zmmWcafMl/+MMfzjzzzP/6r/9q8CUDSQ17/O7Z0hqvhgB8pURTDwAaXXl5+ejRo7Ozs88666ymHgsAAMAeEuAB2L8cf/zxI0aMOOaYY5p6IMBua9jjd8+WpoYATUiAB2BfkJeXl52dXZ8pe/To0aNHj8Yez96o/7rA/uYrj9/dOnzqXlpRUVFGRkZKSsrujgGg8QjwNF9bt26dNGnS/Pnz16xZk5WV1aVLl+9973vf/va3q/0p3bJlywsvvLB06dKVK1e2a9fu2GOPveqqq7p165Z89r777pszZ04IIS8v78wzz8zKypo6dWryqRUrVrz88sv//Oc/161b17Vr1yOPPHLw4MHt2rXbgzHMnz//9ddf//zzz9evX9+2bduuXbtefPHF3/zmNxvx1YEYGjNmzJtvvtm/f/+bb765antJSckll1ySn58/duzYI488MnzVcR1CmDp16q9//esbb7zxnHPOeeSRR+bOnfu9733vuuuuC/U4bCdPnvz4449fc8011157beUCly5d+tprr3388cfbt2/v0aNH7969L7vssrS0tKrjrE/RqOkr56pjXWD/Uc/6UO34rfvwWbx48ZQpUz766KNWrVodf/zxP/jBD6ZMmfLiiy/+x3/8R58+fUKNavD222+PGjXqxz/+8VFHHTVmzJgVK1akpaV17Njxm9/85jXXXFP5ucAe1xDvFoC9J8DTTG3atOmHP/zh5s2bMzIyDjrooJ07dy5evHjx4sXXXXfd97///crJPvzww/vvv3/z5s1paWnt27ffsGHDjBkzZs2adccdd/Tr1y+E0KtXr1atWk2bNi2RSJx33nnp6enJGadPn/6b3/ymuLg4LS3toIMOWrZs2SeffDJnzpx77723Z8+euzWGhx9++I033gghtG3btkOHDl9++eX777///vvv33jjjZdcckl0Lxk0e3379n3zzTfffffdm266qeqnYPPnz8/Pz+/SpUsyvX/lcV2ptLT0tttuW7JkSXZ2dtu2bUO9D9tq/vCHPzz66KOlpaVZWVlt2rRZuHDh/Pnz58+ff99991W+Za9P0aip/nPVXBfYr9SzPtSq1sNn2rRpY8aMKSsry87OLi8vf+utt+bNm3f44Yd/5UhWrVo1fvz44uLiww47LCUlZcWKFa+88sonn3zy0EMPVQvklepTQ7xbABqEAE8z9dRTT23evPmMM8649dZbW7VqFUKYMWPGgw8++Mwzz1x22WWZmZkhhKKiopEjR27evHngwIFDhgzJzMwsLS196aWXnn322dGjRx955JGdO3fu37//d77znWnTprVo0eLWW29NLnzdunXJP+pDhw4dOHBgRkZGXl7eQw89NHv27NGjRz///POJRKKeY/jkk0/eeOONzMzMkSNHnnzyySGEsrKyN95447HHHnvxxRf9SYaqTjzxxDZt2nz55ZfLli2regHqO++8E0I499xzQ/2O68oZX3311YyMjCeeeOKoo45KttTnsK1m5cqVDz/8cGpq6u2333722WenpaWtXr36nnvuWbBgwe9+97vrr78+1LtoVLNbc9VcF9iv1Kc+7ErNw2f9+vVjxoxJTU298847zzjjjNTU1L///e/33nvv+++//5UjefPNN7t27Tpq1KhktVm0aNGtt976wQcfLFmy5Pjjj685fX1qiHcLQEPxM3I0Ux9//HEIYeDAgcm34CGEc88994wzzjj22GM3bdqUbPnv//7vTZs2nXPOOSNGjEi+L08kEtdcc82FF15YUlIyadKkXS18woQJpaWlF1xwwZAhQzIyMkII2dnZ99xzz+GHH75+/fq33nqr/mNYvnx5VlbWeeedl/x7HEJIS0u79NJLc3NzN27cmJ+f39AvDMRYWlra6aefHkJ49913KxtLS0vffffdlJSU5O9E7NZxvX79+rvuuqtq4q3PYVvNM888U15ePnjw4PPOOy95eq1z584///nPQwjJL+CEeheNanZrrprrAvuV+tSHXal5+LzwwgtlZWUDBw7s169fampqCOHEE0+84YYb6jOSlJSUu+66q/Kzwp49eyYH9tlnn9U6fX1qiHcLQEMR4GmmkpeczZgxo6ysrLLxvvvue/jhhyv/pv71r38NIVx88cXV5j3vvPNCCH//+993tfDkU5dffnnVxpSUlMsuuyyE8Le//a3+Y/jOd74zderUal/Y27x5886dO0MIFRUV9V9l2B/07ds3hDB37tzKloULF+7cufO4447r2LFj2M3j+ogjjqh2VW19DtuqysvL582bl5qaWq3HHj16/OQnP7n88suTR3E9i0Y1uzVXzXWB/c1X1oddqXn4vPfeeyGECy+8sGpjv379WrRo8ZXD6N69e/fu3au2JHuvWlUq1bOGeLcANBSX0NNMXXnllffff//kyZNnz5598sknH3/88T179qz293v16tUhhLfeemvGjBlV2wsKCkII69atq3XJJSUlGzduTEtLO+SQQ6o9lbxFVuWM9RlDUkVFxapVqz777LM1a9Z8/vnnCxYsKCkp2cM1h33aSSed1Lp161WrVq1evTqZqJPXx55zzjnJCXbruO7QoUO15df/sE3auHFjaWnpgQce2Lp166rtKSkpl156afJx/YtGVbs7V811gf3NV9aHXal2+BQVFW3evDkzM7N9+/ZV2zMyMjp06LBq1aq6l1bzw77kOfxa1aeGVPJuAdh7AjzNVN++fR9++OGJEycuXrx4+vTp06dPDyEcccQR1113Xe/evUMIpaWlW7ZsCSFMmzat1iWUlpaWlZXVvN/M5s2by8vL27VrV/OpAw44IISwYcOGeo4h6dVXX33ppZc2b96c/G92dvYJJ5xQUFCQ/FgdqCp5lezUqVPnzp175ZVXlpWVzZ07Nz09/Ywzzgi7f1zXvNlbPQ/bSskUnTz2d6X+RWNv5nLjOqi7PtSh2uGzcePGioqKNm3a1Jyy1sZqWrZsWf8x16eGJHm3ADQIAZ7m64QTThgzZkxeXt7ChQs//PDDefPmffrppz//+c/HjBlz0kknJRKJ1q1b79ixY8aMGbXePmpX2rVrl5qaum3btprxPpkcqr4PqHsMIYSXX3553LhxrVq1uvrqq3v16nXYYYcl3xwMHDjQn2So1RlnnDF16tR33333yiuv/Nvf/rZjx46+ffsmL33f3eO61tNiX3nYVpU83rdv315HL7tVNPZ4rjpO8cH+o476UIdqh09ubm4IYdu2bTWnrPtg3wP1qSHBuwWg4Xi7QHNUWlq6Zs2a9evXhxCys7P79u374x//eOLEiWeeeWYIofLOT507d66oqPj888+rzZ6Xl7do0aIVK1bUuvD09PQDDzywrKzsX//6V7WnkpfVHXzwwfUfw5QpU0II999///Dhw5N30E221/pNOSCEcNJJJ+Xk5CxZsmTLli3JOzydffbZlc/u2XGdVM/DtqpOnTqlpaVt2LAheYl+Vb/61a/uvPPOHTt21LNoVLNnc8F+ru76UE/Z2dlt2rQpKirauHFj1faysrJkfWhA9akhwbsFoOEI8DRHeXl5V1999TXXXFNcXFzZmJqaesopp4QQKr8wljyZ9sorr1Sb/bnnnrv55pv/8pe/7Gr5yZ9fnjx5crX2ZMsJJ5xQ/zFs3bo1hFD1B29CCGvWrNnV/a6B5FWy5eXlc+fO/ctf/pKTk5M8rJL2+LgO9T5sq0okEsccc0xZWdmbb75ZtX3lypXTp09ftmxZTk5OqF/RqGnP5oL9Wd31of6Sx9fUqVOrNs6ePbvB7/dezxri3QLQUAR4mqPc3NxOnTqVlJT85je/qby0bPXq1S+//HIIofJXWK+66qqcnJzp06c/9thjeXl5IYSysrLXXnttypQpLVq0qPabsQUFBYWFhcnHQ4cOTSQSU6dOff7550tLS0MIO3fuHDVq1Kefftq+ffv+/fvXfwxdu3YNIVT9s71w4cJbb701eUfZ5OfuQDXJb7Q+99xz27ZtO/PMM6teLb9bx3U19Txsq7nuuutCCE8//fSsWbOSR+769esffPDBUOXWWfUpGjXt2Vywn6ujPtTfiBEjEonEiy++mLwNXgjhww8/fOyxx2rek2Lv1aeGeLcANBTfgaeZuvnmm3/xi19Mnz595syZHTp0KC8vX7duXUVFxQknnPC9730vOU12dvadd945atSoKVOmvP766506ddq6dWteXl5aWtodd9xRed/ptLS07OzsvLy8ESNGdOrUafTo0R07drz55psfeeSRp59+euLEiQcddNC6devKysratWt3xx13pKen138MQ4cOvfvuu8eNG/fWW2997WtfS16+m7w67pNPPrn11luHDBnylbfPhf1Nr169srOzkzdzqpbJ63lc70p9Dttqjj322Guvvfa555574IEHHnroobZt265du7asrKx79+7XXnttcpp6Fo1q9mwu2M/VUR/qr3Pnzj/+8Y8fe+yx+++/v02bNmlpaZs3bz755JOLi4sXLVpUnx+Tq7/61BDvFoCGIsDTTPXu3Xvs2LEvvPDC8uXLN27cmJOTc9xxx51//vnnnntu1Y/PTznllPHjx//ud7/79NNPP//88wMOOOCUU04ZNGhQ8qPuSrfccsu4cePWrl1b+VOrF1544ZFHHvnyyy8vX7583bp1X//613v06DF48OB27drt1hhOO+20X//6188///zKlSvz8/O7d+8+ePDg884778MPPxw7duzKlStdHQc1paWlfetb35o2bVqnTp2OOeaYas/W87iuVT1LRzXXXHPNscce+8Ybb3z66adbtmzp3r37t771rQEDBlQ99VefolHTns0F+7O660P9XXzxxV26dJk0adLSpUsTicTAgQOvvfba66+/PoTQqlWrhhtvCPWoId4tAA0lpTLPEEJYvny5u4nAPumII46o/8Sffvpp440EaEJKwX5i69atpaWlubm5VT+GKy8vv/TSS7dt2zZ16tSsrKwmHB5NbrdKATQrvgMPAMA+5be//e0VV1wxc+bMqo3z58/ftm3bUUcdJb0D8SXAAwCwT+nXr19KSsr48eP/+te/FhQUbNmy5Z133vnVr34VQhgwYEBTjw5gz/kOPAAA+5TevXuPGDFi/Pjxt99+e2VjixYtbrrppuRd7gFiSoAHAGBfc9VVV33729+eM2fO6tWrW7Zs2a1btxNPPLF9+/ZNPS6AvSLAAwCwD+rUqdNVV13V1KMAaEi+Aw8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMRAoqkH0Lzk5uZWVFRE01dqamq7du22b99eXFwcQXcZGRmtW7cOIRQUFOzcuTOCHlNSUg444IC8vLzCwsIIukskErm5uSGEoqKiHTt2RNBjCOGAAw7Iz88vKCiIoK+0tLS2bduGEIqLi7dv3x5BjyGEdu3aFRUVRbnDhBBKS0u3bt0aQY91aNeuXWR9JXfdbdu2lZSURNBdZmZmTk5OCCE/Pz8/Pz+CHtW6hqXWRSnKUpCent6mTZutW7eWlpZG0F2LFi2ys7NDCDt37oxyy6p1DSW5wwS1DvY/zsADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAOJph4A/8fHH388ceLExlhyWlpaRkZGCOGb3/zm2Wef3RhdAAAA0HgE+OZl1apV48ePb9QuysvLBXgAAIDYcQk9AAAAxIAz8M3U5T26Dz3+6AZc4MJ1G+6b8/8acIEAAABESYBvprq2yTn70EMacIHlFRUNuDQAAAAi5hJ6AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGIg0dQDAGBf8PHHH7/wwgs121NSUlq0aFFcXFxWVraXXZx++unnn3/+Xi4EACC+BHgAGsDy5cvHjRvXqF2kpqYK8ADA/swl9AAAABADzsAD0KD6HhDO/VpDLnBZXpj4RUMuEAAgngR4ABpUxxahT25DLrC8IRcGABBfLqEHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGEg09QCal4yMjMj6SklJCSGkp6cnHySlp6dH0G9mZmZj91IpkUhE011aWlryQWpq6j65gqmpqZUPIlvBlJSUtLS0aLqrPBAi3kVrFeUAkls2PT29chM3qsoi0+BbNoLyVZ8xJxKJ+k/cgNS6htIktW5XohxAcsump6dXbuJGVXmkRLxl94Fatyu1vq9rPGod7LcE+P8jOzs7mrJbKSsrq47/Noa0tLScnJzG7qVSixYtWrRoEVl3IYT09PQIgkSlzMzMiP+uJBKJKLdgRkZGlB9shch30VpFP4CWLVtG3GOD77oRlK+MjIz6b5qId121rsFFXOtqFf0AWrVqFXGPEW/ZfaDW1S2CSliNWgf7GwH+/9iyZUtFRUU0faWmprZt23bHjh3FxcWVjTt27GjsfsvKyr788svG7iWEkJKS0q5du7y8vKKiogi6SyQSbdq0CSEUFRXl5eVF0GMIoV27dgUFBQUFBRH0lZaWlpubG0IoLi6OYD9Jatu2bVFRUX5+fgR9JXeYEEJpaem2bdsafPkHHHBA/SeO5hhJSm7Z7du3l5SURNBdZmZmdnZ2CCE/P79hd90IdsvCwsKv3DTp6emtW7dOTrxz587GHlJQ6xpaY9e6ZlsKkrvu1q1by8rKIuiuRYsWyQ8Ldu7cWVhYGEGP+0yt25Va39c1nqaqdZHtMI1d63arFECzIsD/HxUVFZEF+GRH1XqMoPco17Gyx4h7iXIFI3s9m2oFo++uSXps8gHsAztScytfal2D97tvr2CtIn6Fo+w0+te51rc9jd1dzceN3WP0KxhxrduHtyDEhZvYAQAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwkmnoARGT1jrzkg3ffffe+++5rjC769Onz3e9+tzGWDAAAgAC/v1i/Mz/5YNGiRYsWLWqMLoYOHSrAAwAANBKX0AMAAEAMOAO/3/nu17tde8KxDbjAjzZuunfO/2vABQIAAFCTAL/fObRN6wsPP7QBF9gq3V4EAADQ6FxCDwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMJJp6ALth1qxZY8eOffTRRzt06FDtqUmTJr3wwgu1zvXkk0927ty58UcHAAAAjShOZ+BnzpxZWFhY61Pr1q2LeDAAAAAQpXicgc/Pz3/55ZeXLFmyqwmSAX7MmDFdunSp9lRmZmbjDg4AAAAaX3MP8G+//faMGTNWrlxZVFRUx2TJAN+lS5cWLVpENTQAAACITnO/hH7VqlVr1qzJzMxs3bp1SkpKrdMUFxdv3rw5NzdXegcAAGBf1dzPwA8fPnz48OHJx4MGDdq+fXvNadavX19RUVHzznYAAACwz2juAb4+ktfP5+bmTp48+c9//vP69esPPPDAbt26XXbZZYcddlhTjw4AAAAawL4T4OfNmzdv3rxEItG6desvvvjiiy++eO+9937wgx/079+/5ixr1qyZPHlyzfarr766ZcuWjT7iEEIIyW8EZGZmpqenVzbG+lsAiUSiVatW1RozMjLS0tIi6D01NbWOYTSSlJSUjIyMyq4bu6/kg7S0tChXMD09PZruKlcwNTU1shXclSgHkNx/WrRokZGREUF3lcdjg2/ZCMpXfcbceCtYN7WuAftKPoiy1u1K9KUgKyurvLw8gu4Sif95Bxjxlm2etW7p0qWTJk3a+04TiURZWVlFRUXNp04//fRzzjln77uoVLnV1DrY3+w7AT47O/unP/1p7969E4nEzp07X3755TfeeOOZZ545+uijv/71r1ebZf369RMmTKi5qMGDB2dlZUUx6P9V7Sb50fxVaySJRKLmqxf9GqWlpUW5EdPT06t+BBOBiFcwkUhUvs+LRmpqasSHYU3RDyD638to8F03goO91iJTx8RR7rpqXYOLeAVrpRQ0uOa5gitWrPj1r3/d2COp9ZTS3lPrYH+zLwT4s88+u1evXocccsiBBx6YbGnVqtWwYcO2bNkyZ86cV1555c4772zaEQIAAMBe2hcCfLdu3bp161az/bzzzpszZ86KFStqnWX06NE128vKynbs2NHwQ6xNSkpKdnZ2QUFBaWlpZWNBQUE0vTeGkpKSaq9eTk5OYWFhSUlJBL2npaUlv/5QUlJSWFgYQY8hhOzs7OLi4uLi4gj6qrywvLS0NLL9JDs7u6SkpO4fcWwoySMihFBWVpafn9/gy8/Jyan/xJHVgfC/WzY/P7+srCyC7tLT05PXuhcVFTXsrhvBbllcXPyVm6byLH1xcXE0u25Q6xpUY9e6ZlsKklt2586d0VxC33ilYFeac62r3NMO7XX5Yd8Y2IDD2LRy/gfTRof6la/dotbtpd0qBdCs7AsBflfat28fQti8eXNFRUW1n6DLzc09++yza87y5ZdfRlYEk9/tKSkpqfp3JZqa2EjKysqqvnrJ17y0tDSalzSRSCQLfXl5eWQbMTs7O7IVrPw6aJQr2KpVq2qbtfFUBviKiorG6HG3/lRH9gqH//0maklJSWSHf/JNbYNv2QjGX58xV1RUJN/URrnrBrWu4TR2rWu2pSB5mXdJSUnVj/UbT+X7ooi3bPOsdZWveZuOPbqedGkDjiEl9X/eaTd4RSovL1fr9oYAT3zFPsDn5+f/6U9/Sk1NvfDCC6ul9E2bNoUQDjnkkF39gDwAAADERewDfFZW1iuvvLJt27YOHTr06tWr6lOzZ88OIRx55JFNNDQAAABoMFH8cEijSklJ+c53vhNCePjhhxcvXpxsLCwsfOGFF2bMmJGTkzNwYEN+lwkAAACaROzPwIcQrrjiioKCgtdee+2ee+7JycnJysrauHFjRUVFTk7OLbfckpub29QDBAAAgL21LwT4tLS0H/zgB8cee+ybb775z3/+c/v27d27dz/iiCOuvPLKNm3aNPXoAAAAoAHEKcA///zzdTzbp0+fPn36RDYYAAAAiFLsvwMPAAAA+1G/SPgAACAASURBVAMBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiIFEUw+geUlPT6+oqIimr9TU1BBCIpGo2mMiEeMtkpqamp6eXvnflJSUEEJaWlrVxsaTlpZW6zAi6Dea7pI7TIh8BSPrLrnDJB9EuYK1ingXChEe+413pESwCvUZ8z5fCvb5FWyqWlerKAeQPIISiURlMWxU0e9IzbnWVU7ceBqv5EZ2bEbcXVPVOmj+YhwXG0NOTk40fzgrtWzZso7/xktGRkabNm2qNWZlZWVlZUU5jPT09JrDaDwtWrRo0aJFZN2FEBKJRJQrmJmZmZmZGVl3IYS0tLQoV7BW0Q+gVatWEffY4LtuBOUrMzOz/psm4l1XrWtwEde6WkU/gOzs7Ih7jHjXbZ61rrmVr92SkZGRkZHRGEuu1T5f66D5E+D/j61bt0bWV2pqaps2bfLy8kpKSiob8/LyIhtAgysqKtqyZUvlf1NSUnJzc/Pz84uKiiLoPZFI5OTkhBCKi4t37twZQY8hhNzc3MLCwsLCwgj6Su4wIYSSkpLI9pM2bdoUFxcXFBRE0FdyhwkhlJaW7tixo8GX37Zt2/pPXHVPbmxpaWmtW7fesWNHaWlpBN1lZGQk30AXFBQ07K4bwW5ZWFj4lZsmPT09GYGKiory8/Mbe0hBrWtojV3rmm0pSG7Z7du3l5WVRdBdZmZmMrVGtus251oXwaFUn/K1W6KvdSGEtm3bRrzDhEardbtVCqBZEeD/j/Ly8sguoU92VF5eXvVPdXl5eTS9N4aKioqq65K8lqHaCjaeyksnqg2jsUW2gpUiXsHIuqt68UvEL2lNUQ4g4iOlssg0+JaNoHzVZ8yVV11GXHzUugYX8QrWKsoBJL87sA+Ugq/stxmuYDMpX7ul8ssmah3sb9zEDgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGIg0dQDAIA6bS5O/rtw4cIxY8bUPW1aWlpmZmYIoaSkpKSkpJ49nHjiif369dubMQIARECAB6B52/g/Af79999///33G6OHYcOGCfAAQPPnEnoAAACIAWfgAYiJk3NDvwMbcoGrCsLLqxtygQAAjUmAByAmumQ1cID/2zYBHgCIEZfQAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAAE1p3bp1d91110UXXXT00UdnZWUddNBBJ5xwwtChQ6dPn15aWtrUo/sKX375ZUpKSkpKytNPP93UY9n3JZp6AAAAAPup0tLSu+666/HHH8/Pz69sLCws3Lhx4wcffDBhwoTevXu//PLLhx9+eBMOkuZDgAcAAGgat91220MPPRRCyMzMHDhwYM+ePTt37rxhw4aVK1dOmjTp888/X7BgQZ8+fRYvXtylS5emHixNT4AHAABoAm+++WYyvR9//PHTp0/v2LFj1WdHjRr14IMP3n///Vu2bBkyZMisWbOaaJhfoV27duvWrQshtG7duqnHsu/zHXgAAIAm8OSTTyYf/P73v6+W3kMIGRkZ99133+WXXx5CmD179sKFC6MeX/2kpKS0b9++ffv2WVlZTT2WfZ8ADwAA0AQ++OCDEMKRRx7ZtWvXXU3z/e9/P/ngvffeq2NReXl5ZWVlDTs8miEBHgAAoAkk7zC/c+fOOqY57bTTbr/99ttvv/2EE06obPyv//qvlJSU4447LoQwYcKEI444IicnJ5FIfO1rX+vXr99zzz1XXl5e69J27tz561//+tRTTz3ggANycnJOOOGE66+/ftmyZbvq/YMPPhgxYsThhx+evDd+3759H3/88eLi4mrLrOMu9LvV47Zt2x544IEzzjjj4IMPbtWq1THHHHPZZZe9++67dbw++xvfgQcAAGgC3bt3X7du3RdffPHQQw/dcssttU5z0EEHPfjgg7tawv333//LX/6y8r+bNm2aPXv27Nmzn3vuud///vfVvpS+aNGiiy666Isvvqhs+eCDDz744INx48aNGjXqjjvuqLbw0aNH33333ZUn9pP3xp8zZ87jjz/+xz/+sY6rBvasx3ffffeiiy7asmVLZcvSpUuXLl06ZcqUW265ZcyYMV/Z3f5AgAcAAGgCw4YN+8tf/hJC+NnPfvbWW29dd9113/3ud7Ozs+s5+/Lly0eOHBlC6N2798UXX3zooYcuXLhw0qRJa9eufeedd4YMGfLaa69VTrxx48Z+/fol4/GVV17Zr1+/3NzcBQsW/Pa3v922bdudd96ZkpJy++23V04/YcKEZMDu0KHD4MGD+/Tps23btsmTJ0+bNm3ZsmXnnXfeRx99lEjUFSd3q8d169ZdeumlW7ZsadWq1bBhw0499dSWLVsuXbr08ccfX7169UMPPXTmmWd+97vf3a2Xd58kwAMAADSBwYMHz5w584UXXgghzJo1a9asWenp6d/4xjfOOuusfv36nXLKKRkZGXXMXlBQEEIYNmzY2LFjk1l60KBBP//5z/v3779w4cLXX3/9/fffP/nkk5MTP/DAA1u2bEkkEq+++urFF1+cbBwwYMC//du/nX/++cuWLRs5cuTAgQOT59ULCwvvvvvuEMJRRx01ffr0Qw45JDn9sGHD7rzzzgcffHDZsmUvvvji4MGD6xjebvU4derUDRs2hBBef/31s88+Ozlx//79BwwYcNRRRxUXF0+ZMkWAD74DDwAA0CRSUlKef/75CRMmfOMb30i2lJSUzJ0795e//GXfvn3btm17wQUXTJo0qaSkZFdLOOSQQ5588smqZ8I7der00ksvpaWlhRDuv//+ZOOqVavGjRsXQrjxxhsrs3TSoYce+sQTT4QQCgoKnnrqqWTjE088kbzu/bHHHqtM70kjR45s27ZtCKHun7Xb3R4XLVoUQsjIyDjrrLOqTnzYYYf94he/GDp06GGHHVZHd/sPAR4AAKDJDB48eN68eStWrBg/fvzAgQPbt2+fbM/Pz58+ffpVV13VvXv3v//977XOe9NNN6Wnp1dr7N69+xVXXBFC+POf/1xRURFCmDp1avLOczfddFPNhfTr16979+4hhMrbxc2cOTOEcMwxx1SL0yGERCLx5JNPjh49uvI8ea12t8cOHTqEEIqLi8ePH19t4gceeODZZ59NXhGAAA8AANDEunXrNmzYsBdffHHdunVLlix55JFHvv3tb6empoYQPvvss9NOO+2jjz6qOVefPn1qXdqpp54aQigoKFi3bl0I4R//+EcIoXPnzgcffHCt0x999NEhhMouktOfeOKJtU585ZVX3nbbbYMGDapjdXa3xyuuuKJVq1YhhBEjRvTp02fUqFHvvvtuUVFRHV3snwR4AACAZuToo4/+6U9/+s4773z44Yff/OY3QwgFBQU333xzzSkPPfTQWpdQecH58uXLQwj//Oc/QwirV69O2YU33ngjhLB58+YQQmlp6WeffRZC6NKlyx6vwm71GELo3r3766+/fvjhh4cQFixYcPfdd59++ult2rQ555xzxo4du3379j0eyT5GgAcAAIjaggULXnjhheQd7Hbl6KOPnjZtWvI2b7NmzSosLKw2QUpKSq0zVl5Xn5+fH0JYv359fYZUXl5eWlpaXFyc/IH6zMzM+sxVq93qMfn47LPPXrJkyeTJk4cOHZq8or6oqOjtt9++/vrrjzrqqNmzZ+/xYPYlAjwAAEDUpk+fPmjQoEGDBq1du7aOyVq3bn3BBReEEMrLy1euXFnt2VWrVtU6V/IEeAjhiCOOCCF069YthHDqqadWfJVEItGyZctOnTqFEJLn4ffMbvVYOVdmZuall1767LPPrl279tNPP33qqaeS675mzZoBAwZ8+eWXezyefYYADwAAELVkxA0hvPfee3VPuWbNmuSDAw44oNpTCxcurHWW999/P4SQkZGRvIf8kUceGUJYsWJF8p52NZWVlZWVlZWXlyf/m4z9tX7rPoQwatSoPn361P2jbrvb42efffbZZ59VXlEfQujevfvw4cOnTp362GOPhRA2bdo0Z86cOnrcTwjwAAAAUTvjjDOS16jfcccdNa+Nr7R27do///nPIYRjjjnmoIMOqvbsww8/XHkJeqUVK1a89NJLIYRvfOMbydvg9erVK4Swfv363//+9zW72LRpU9u2bROJxL333ptsSd4Db/78+TU/XCgvL3/qqacWLFjQsmXLOtZud3s87bTTDj300CFDhtScuPJ291u3bq2jx/2EAA8AABC1zp07Dx8+PITwj3/8o1evXgsWLKg5zRdffPGd73wneQu3yqxb1cqVK3/yk5+UlZVVtqxfv/7qq69O/nT8yJEjk439+/dP3q/+2muvfeedd6ouobi4+Nprr92xY0dKSsoPfvCDZOOtt96am5sbQrjhhhuqXeE/atSo5KX15557bh1rt7s9nnTSSSGEt99+u+Zp/wkTJiQfnHLKKXX0uJ9IfPUkAAAANLQHH3xw4cKF8+bNW7p06amnnnruueeefPLJBx54YGlp6dq1az/66KPp06cnw/mtt946YMCAmkvIysoaO3bsokWLLrnkkkMPPXThwoUvvvji6tWrQwgXXnjhGWeckZwsJSXlkUceOe200zZv3nzOOecMHDjw1FNP7dKlyz/+8Y9x48Z98sknIYQ777wzeRP4EEK7du3uueeen/3sZ4sWLerVq9ewYcN69eqVl5f32muvTZkyJYRw2mmnVWbvWu1ujyNGjPjDH/5QWFjYu3fv5C/Jfe1rX1u9evXkyZOnTZsWQjjnnHN69OjRMK97nAnwAAAATSAnJ2f69Om33HLLs88+W1paOnXq1KlTp1abJjU19YYbbhg9enStS5gyZcrAgQPnzZs3b968qu2DBg0aN25c1ZZTTz115syZQ4YMWb169cSJEydOnFiti3//93+vOv0tt9ySmZn5s5/9bO3atdWe6tmz5/PPP5+Wllb32u1Wj9/97ndvu+22//iP/ygqKkp+6b2qU0455b//+793dcv9/YoADwAA0DTatGnz9NNP33TTTa+++urMmTP/9a9/bdq0KScnp2vXrl27du3Zs+f3v//9ytPUNX3rW99asmTJ6NGj33rrrdWrV7dq1eq4444bPnz4oEGDak581llnffjhh6NHj542bdpnn31WUVHRvXv3448//tZbbz3mmGNqTn/DDTecfvrp//mf/zlnzpz169d37NixR48eF1100Q9/+MOvTO970OPo0aOvvPLKMWPGLF269LPPPisuLu7WrdvXv/714cOHX3jhhfXpbn8gwAMAADSl44477rjjjvvlL3+5B/N26tTp0UcfffTRR+szcdu2bX/1q1/96le/qufCTzjhhN/97nd1T9OqVatd3Wp+d3s88cQTn3/++XqObf/kJnYAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMuIkdAABAnBx88MFnn312CKGed4NnnyHAAwAAxMnFF1988cUXN/UoaAIuoQcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiIFEUw8AAABg//LXv/51wYIFTT2K0KVLl/79+zf1KNgNAjwAAECk/vSnP911111NPYpwwQUXCPDx4hJ6AAAAiAFn4AEAAJrGpUd+vXfH9hF3+mVBwZi//i3iTmkQAjwAAEDTOPvQQ6494ZiIO/3H5q0CfEy5hB4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAb29nfgH3nkkRDCjTfeWPdka9eufeWVVw488MCrr756L3sEAACA/dDeBvibbrop1CPAb968+aabbjr44IMFeAAAANgDEV1Cv2zZshDCxo0bo+kOAAAA9jG7fQZ+4cKF559/frXGr33ta3XMUlZWtnXr1hBCx44dd7c7AAAA9j0VFRUTJ07MyMgYOHBgU48lNnY7wJeWlm7atKlaY82WWo0YMWJ3uwMAAGDfU15ePnTo0NzcXAG+/nY7wHfu3Pnuu++u/O+///u/hxCqttTeTSJx0kknXXTRRbvbXVWzZs0aO3bso48+2qFDh5rPFhYWPv/88/Pmzdu+ffvhhx/es2fPyy+/PC0tbW96BAAAgGZitwP8wQcf/MADD1T+Nxngq7Y0npkzZxYWFtb61KZNmx544IGVK1eGENq0abNkyZIlS5YsXrz4jjvuyMnJiWBsAAAA0Kj29iZ2P/rRj370ox81yFDqkJ+f/8wzzyxZsmRXE/zmN79ZuXLlMccc88wzz/zud78bO3Zsly5dPvroo6effrqxxwYAALD/2Lhx4y9+8YuePXvm5OR07Nixb9++kydPrqioqDbZhg0bbrzxxlNOOSU7O/vwww8fMmTIhx9+WPnsFVdckUgkQghbt25NSUmpetr1gw8+uOaaa4499ticnJxvfOMbN9xww7p16/ZsDH/84x8vvvjiHj16ZGVlde3a9YILLvjDH/7QkK9F5Pb2Z+SefPLJBhnHrrz99tszZsxYuXJlUVHRrqb55JNPPvzww+zs7DvvvDO54Tt16nTvvff+6Ec/mj179tVXX133PfYAAACoj9WrV/fp02ft2rUtWrQ45JBDtm7dOmfOnDlz5jz44IO333575WRz584dMGDA2rVrE4lE165dP//884kTJ7788ssTJky46qqrQghnnXVW69atn3nmmYyMjMGDB2dmZiZnfO65566//vrCwsL09PSDDz54/vz577///quvvvrKK6/07dt3t8Zwww03PPHEEyGEgw466NBDD12zZs306dOnT5/++OOP33DDDdG9ZA2qwX5GbsWKFTNmzPjjV9ndxa5atWrNmjWZmZmtW7dOSUmpdZr33nsvhNC7d++qH9u0b9/+qKOOqqiomDdv3h6vFAAAAJXuvPPOtWvXDhgwYP369cuWLVu/fv2ECRNCCPfee29BQUFymoKCgquuumrt2rW33Xbb9u3b//nPf+7YsWPkyJElJSVDhw79xz/+EUL40Y9+9Nvf/jaE0LJly6eeeurxxx8PIaxateqHP/xhUVHR/fffv3379hUrVmzevPnKK6/csGHDkCFDiouL6z+G+fPnP/HEE1lZWdOmTVu/fv3HH3/85ZdfPvrooyGE0aNHR/2qNZy9PQMfQnjvvfcGDRqU/P75V6p5VUPdhg8fPnz48OTjQYMGbd++veY0y5cvDyGcdNJJ1dpPOumkjz76KPksAAAAe+mvf/1rCOEXv/hF69atky2DBw9+6623NmzY8MUXX3Tv3j2E8Jvf/Gb16tWDBg2qjMoZGRn33HPPv/71r/Hjx//nf/7nuHHjal34L3/5y+Li4mHDht13333Jltzc3JdeeumTTz5ZvHjx+PHj/+3f/q2eY1i8eHF2dvY111xT+SPoiUTiJz/5yQMPPPDFF1/s2LEjpvdK29sz8CtXruzXr18903sjWbNmTQjhwAMPrNaebFm9enUTjAkAAGCfk5ubG0KYOHFiSUlJZeOkSZNmz56dTM4hhKlTp4YQkmG7qiFDhoQQ/vznP+9q4bNmzQoh3HzzzVUbU1JSfvrTn4YQZs+eXf8xDB8+fMeOHclL6CutW7cueUq4vLy83mvcvOztGfiRI0cmv51+6aWXXnfddV27dk1NbbDL8utp586dIYSan6BkZ2eHEPLz82vOsmHDhmnTptVs79+/f0ZGRiOMsRbJbwRkZmZW/a27yHpvDIlEIisrq/K/yRXMyMjY1XcfGlbljpeWllZ1GI0tPT09mo6aZAVTUlKqbdZG7Sv5IDU1NcotWKsoB5DcspmZmcn7uDS2yl4afMtWfnUtjvbmsFLrGlblyxjxCtYqygEk3wxkZmZG81JX9hLxX7HmWesa791Xwba1yQeLFi1q2PtGpaamJtexZ8+ep59+egMueVf2k1pHffzsZz8bMGDAo48++sorr5x//vnf+ta3zjzzzG7dulWdJnmR/FNPPTVx4sSq7Xl5eSGEVatW1brkoqKiL774IpFI9OjRo9pTxx13XAhhxYoV9R9DUkVFxZIlS5YuXbpixYply5bNnDmzjnurxcLe1tDk1QuXXHLJ5MmTG2I8eyL5uUvNY7tly5YhhFq30OrVqx977LGa7ZdcckmrVq0aYYy7lJmZWfVdb4sWLaLsvWElEomar15GRkbEn0okEolo3hwkRb+CaWlpUe6l6enpkb29S0pNTY34MKwp+gFEf+w3+K4b6wCfnp6+lxtdrWtwEde6WkU/gOiDSsRbtnnWusYrXzs3f558MHfu3Llz5zZGFz/96U/PO++8xlhyrfb5Wkd9XHHFFe+8887IkSPfeeed55577rnnngshnHTSSaNHjz7nnHNCCMXFxRs2bAghPPvss7Uuobi4uLS0tOaWXbduXXl5+UEHHVT1BGdSx44dQwiff/55PceQ9PDDD48ePXr9+vXJ/7Zt2/bb3/52Xl7etm3b9vJFaEJ7dba8oqIi+Q3z6667roHGsyeS594rb1fw/9m788CqqkNfwOtkDmMIKAoKghFqxSqIaHFCEOssrQO2DujDV58Dor5erIpDL30F29qK42sRS6m2ivgE29frgFqlD7GgooAIgoKgIGOYM+f9sXtzUxIhkJOT7PB9/3BYZ+211s7ZWTm/s9fep0p07j2m1zYAAAA0QaeeeuqMGTPWrl07derUkSNHFhQUvPfee2eeeeZrr70WQsjKymrfvn0ikSguLq78GrV+LnPQQQelpaWtX7++vLx8l6eiTwQOOuigOo4hhPDzn//81ltv3blz5x133PHaa6+tW7du48aN06ZNa9euXUP9XFKiXh9obd++PboTYM3rz1MpPz+/sLAwWo9RXVRS6yvUpUuXO++8s2Z5eXl5zXYaSCKRaNmyZVFRUVlZWVVhUVFRanpvCKWlpdV/etEOFhcXV780peGkpaVFay7KyspS9mNs2bJlSUlJ897BsrKy1Cw0ig6YEEJ5eXnNz+PqL7qmpo5SNg+E/3xld+7cWfNvVUPIyMiIzoCVlJRU3co1KZrT9LVXzHXJVbWD+9tUEK0T3rFjR2ouy8zMzIxOO6f40G2ac10KfpUOOfrsw/peksQGN32xYOErvwohVFRUpOZAbWZz3V5NBVRXUlKycuXK6Jvh2rVrd9FFF1100UW/+tWvfvCDHzz77LNPPPHEoEGDQggFBQXvvPPOkiVLevXqVX3zwsLCDz74oF27dt/61rdqNp6dnd25c+eVK1d+/PHHRx11VPWnFixYEDVb9zFEC66nTp1a/Zx8CKF6+IqjegX4rKysVq1abdu27f333+/Xr1+yxrS3onsYbNy4cZfyTZs2hRDat29fc5P27dt/73vfq1m+YcOGlL0fitYJ7/J3Jbnvp1OsvLy8+k8vmuhLS0tT8yPNyMioes+X4nybmu7S09OjHayoqEjZDrZo0SJlO1gV4CsrKxv9T3Uqs2h06KYsHWVnZ0dvapP+yjan6WuvmOuSq2qua6AdbLJTQWZmZm5ubrSsNDU9RgE+xa9s05zrUjCkdp17HXHSNUls8IuFL1cF+FT+mW42c50Av882b95cUFCQnZ1dWFhYdVFMWlraueee++yzz1ad9Rk4cOA777zzwAMP7LKK/t57733ooYfuu+++WgN8COH000+fPHnygw8+OGHChOrl48ePDyEMGDCg7mNYt25dCKFv377V21m2bFnc73FeryX0WVlZQ4cODSGMHz8+lZ9S76JLly4hhHnz5u1S/sEHH4QQar2ZAQAAAHvlgAMOOPzww4uLi6+//vqqb/heunTpL37xixDCqaeeGpWMGjUqPz9/0qRJN998c3RWtby8/JFHHnn44YdbtGhx1VVXVW9z27ZtVfcdv++++7KysiZOnPizn/0sOjewZcuWOsV+UgAAIABJREFUyy+//L333uvatet1111X9zEceeSRIYTqHwTMmDFj8ODB0feaR6OKo/reMf7Xv/71scceu2jRogsuuGDRokVJGdPeik7+z507t/pC3y1btsyfPz8rK+u0005rlFEBAAA0M48//ngikZg0aVKHDh169OjRvXv3Hj16zJ8/f8CAATfeeGNUJy8vb/LkyXl5eQ8//HCHDh169ux5wAEHjBgxIi0t7fe//33VGdb09PR27dqVlZX16dPnnHPOCSF069btsccey87Ovuuuu9q0adOjR4/8/Pw//vGPHTt2nDx5ctUtJ+syhvvuuy+EcPvtt/fs2XPQoEFdu3YdPHhwt27djj/++BDCmWee+dRTT6X2J5cc9b2p41tvvXXHHXfccccdb7zxxtFHH92/f/8ePXocdNBBX/cNE2PGjKlnjzX16tWrZ8+eixcvfuihh2677bb09PTi4uJx48aVlpaeccYZjX4PWwAAgOZh8ODBc+fOHTt27Lx581auXJmfn3/yySdfffXVV155ZfWvLjr33HPnzZv305/+9N133128eHHnzp3PPvvs0aNHRyfGqzz++OO33377Z599Fp0YDyEMHz68b9++v/jFL+bNm7dixYrevXv369fvnnvu6dix416N4cILL3zllVd+9rOfzZ8/f8uWLX369Lnnnnuuvvrqt956a9SoUQsWLIjpWvr6Bvjzzjuv6nF5efnMmTNnzpy5m/oNEeBDCLfddtuoUaNmzpz57rvvdunS5dNPPy0pKenUqdM11yTzciMAAID9XJ8+fZ577rk9Vuvatesul7LXNHTo0Oii7OqOOeaYPZ4er8sYBg8evMsd7EIIp59++pw5c3a/YVNW3wDfRO4AcfDBB48fP/6Pf/zju+++u3Tp0vz8/P79+1922WXR3S8AAAAg7uob4Ldu3ZqUcdTF7j+Gyc/Pv+mmm1I2GAAAAEil+t7EDgAAAEgBAR4AAABioL5L6FesWLFX9bt27VrPHgEAAGA/VN8Af9hhh+1V/aqvBwAAAADqzhJ6AAAAiIH6noGfNm3a1z21cePGxYsXT5ky5bPPPktLS7v//vt9KzsAAADsm/oG+AsvvHD3FX7yk5+MHj36l7/85b/927917NjxyiuvrGePAAAAsB+qb4Dfo+zs7J///Ofz589/+eWXR4wYcdlll2VmZjZ0pwAAAE3f1pKSdTt2prjTTUVFKe6RZGnwAB9CSCQSw4YNe/nllzdv3rxo0aJvfetbKegUAACgibv9jb/f/sbfG3sUxEaKbmL3zW9+M3rQvn371PQIAAAAzUkqzsCHEJYvXx5CaNmyZefOnVPTIwAAQNPUqVOn/v37N/Yo/us8K3GRigBfVlb2wAMPhBB69OiRgu4AAACasj59+tx8882NPYrQsWPHxh4Ce6e+Af7555/fzbOVlZWrVq36wx/+8N5774UQBg0aVM/uAAAA4u4vf/nLXXfd1dijCGefffaAAQMaexTshfoG+IsvvriONQ844IA77rijnt0BAADA/ikVS+hbtWp12mmnPf744/n5+SnoDgAAIB765oVuLVLd6bay8B9rU90pyVDfAL9mzZo91jnggAPS0lJ0u3sAAIDYODk/nHNgqjtdVSTAx1R9A7zbHgAAAEAKODEOAAAAMZC0a+DLy8v/9Kc//b//9/+WLVu2bNmyoqKiI444okePHieeeOJVV12VkZGiL5wHAACAZik5uXratGl33nnnokWLqhd++eWXb7755oQJE+6///6f//znF154YVL6AgAAgP1QEgL8gw8+eOutt0aPW7VqdcQRRxx22GEZGRmfffbZkiVLtmzZsmTJkiFDhrzwwgtDhgypf3cAAACwH6pvgP/444//7d/+LYSQn59/1113/fCHP2zVqlXVszt37vztb387ZsyYDRs2XHvttf369evUqVM9ewQAAID9UH1vYvfwww+XlZVlZWW9+OKLt912W/X0HkLIzc0dOXLkn//856ysrA0bNowbN66e3QEAAMD+qb4B/rXXXgsh/Lf/9t9OOumkr6vz7W9/+9prrw0hvPrqq/XsDgAAAPZP9Q3wq1atCiF8+9vf3n21/v37V1UGAAAA9lZ9A3xlZWXdq9WxMgAAALCL+gb4zp07hxDefvvt3VeLKhx66KH17A4AAID92QMPPJBIJO6+++6kt/yb3/wmkUhUfclaE1TfAD948OAQwu9+97vdZPh33nln4sSJIYQzzjijnt0BAADA/qm+Af7HP/5xu3btiouLL7jggkceeaSoqKj6s0VFRY8++uj5559fXFycmZk5YsSIenYHAADA/uyUU04ZN27cmWee2dgDaQT1/R74Qw899Mknn/zud7+7fv36ESNG3H333d/4xjcOO+ywEMKKFSsWLVpUWFgY1fzFL37Ro0ePenYHAABA81NYWJiXl1eXmv369evXr19Dj6c+6r4ve6u+Z+BDCEOGDJk2bVrPnj1DCIWFhbNnz37mmWeeeeaZt99+O0rvPXv2fOGFF0aOHFn/vgAAAGgUP/zhDxOJxA033LBLeXFxcZs2bRKJxNy5c6OStWvXjhw58sQTT2zVqtXhhx8+bNiw+fPnV99k4sSJiUTi0Ucf3bx585VXXtm6dev7778/emrdunWjRo069thjW7duffDBB5922mnPP/989Ruijx8/vuY18LNnz77iiit69OjRvn3773znOw888EB5efku4/zwww+vvPLKXr16tW7d+oQTTrjxxhvXrFmzx73e41a72Zekq+8Z+MiFF1543nnn/eEPf5g1a9bSpUuXLl0aQigoKCgoKPj2t7995ZVXZmQkpyMAAAAaxSWXXDJhwoTp06c/+uijiUSiqvzll1/eunVrz549+/btG0L4+9//fumll65evTojI6Nr164rV66cPHnyM8888/vf//6yyy6r3mBJSck555wza9asdu3aHXjggSGEL7744vjjj1+9enVOTk6XLl0KCwvfeuutt956a+zYsT/+8Y+/bmC/+c1vbr755pKSklatWnXo0GHGjBmvvPLKyy+/PGXKlKoz4ZMmTbr++uuLiooyMzMPOeSQOXPm/OMf/5g6deqUKVNOO+20r2u57lvV3JeGkLRcnZ6efvXVV1999dXJarApW7p06UsvvVTPRhKJRIsWLYqKiqp/MrR48eJ6NgsAANAQTj/99A4dOnz55Zdz5sypvoh96tSpIYQrr7wyhLBz587LLrts9erVt99++7333pubm1tSUnL//fffe++9V1999XHHHXfEEUdUbTh+/PicnJzZs2efcMIJUcmdd965evXqSy+9dMKECW3atAkhTJ48ediwYffcc8/IkSNzc3NrjmrhwoU33HBDRkbGpEmTrrjiivT09KVLl37ve9979dVXf/rTn/7yl78MISxfvvy6664rLS297777br/99pycnMLCwv/xP/7Hs88+O2zYsCVLlmRlZdVsea+2qrkvDcGJ8X2xYMGCn/zkJ409CgAAgNTJyMgYMmTIE088MX369KoAX1JS8uKLLyYSiR/84AchhF//+tdffPHFFVdcMW7cuKhCVlbW3Xff/fnnnz/xxBO//OUvf/Ob31Q1uGLFijlz5kTn7SPvvPNOCGHUqFFReg8hXHXVVf/3//7ftWvXrlq1qnr4rzJ69OiKioq777572LBhUUlBQcGECRNOPPHE559/PgrwP/nJT0pKSoYPH37vvfdGdfLy8v70pz99/PHHH3zwwRNPPFHzuoC93armvjSEJFwDH0IoKyubPHny1Vdf/dRTT1UvP++88y699NKJEyfWvPwAAACAeLnkkktCCNOmTasqmTFjxubNm08++eRu3bqFEP7617+GEGrm4Shd/+1vf6te2KdPn10Sb7TiffLkyaWlpVWFzz777BtvvFFreq+oqPjrX/+alpZ2/fXXVy/v16/fQw89dMstt0QXz7/++ushhF2+4D2RSNx8880hhDfeeKPWnd2rrWruS0NIwhn45cuXn3XWWdHa7yOPPLL6U1999dXcuXOfe+65SZMmPfXUU127dq1/d03KuQXdzi/onsQGp32y7KVly5PYIAAAQLIMHDiwffv2H3300SeffBIl6urr50MIn3zySQhhwoQJkydPrr7htm3bQgjLly+vXti9+65h6n/+z/956aWXPvTQQ1OmTDnrrLNOOeWU008/PfpooFYrV64sKSnp3Llz+/btq5cnEomqbzEvLi5etWpVRkbGN77xjV02P/roo0MIn376ac2W93armvvSEOob4IuLi6vSe7t27aIvkKsyZMiQdevWrVix4u9///t3v/vduXPnpqUl55x/E3HsgQdc/a1vJrHBZYWbBXgAAKBpilbRT5w4cfr06T/60Y/KysqmT5+enZ198cUXhxBKSkrWrl0bQvjd735X6+YlJSVlZWVV9zivebO3Sy655M033/z3f//3N998c9KkSZMmTQoh9OnTZ9y4cYMHD67Z4IoVK0IIBx988G7GvGbNmoqKigMPPDA9PX2Xp6INV65cWf+tGu7GddXVN07/9re/jdL7nXfeuXbt2qFDh1Z/9q677lq2bFl0ufj777//29/+tp7dAQAA0IiiVfTTp08PIbz++usbN24877zz2rVrF0LIyspq3759IpEoLi6u/BrVv6Gs1vO7p5566owZM9auXTt16tSRI0cWFBS89957Z5555muvvVazchSbN2zYsJsBH3TQQWlpaevXr695ZXf0ccNBBx1U/61Sc666vn1MmTIlhHDOOef8r//1v2r9rrj09PR77rnnu9/9bgjhz3/+cz27AwAAoBENGjQoPz9/1qxZUcYOIVxxxRVVzxYUFFRWVi5ZsmSXrQoLC998880PP/xwNy2XlJQsW7YsOqnerl27iy666MEHH1y8eHF0nviJJ56ouUn37t3T09NXrVoVLdGv7pprrjn//PM3btyYnZ3duXPnsrKyjz/+eJc6CxYsiMZcs+V926qh1TfAL1q0KIRw0UUX7b7akCFDqioDAAAQU9Eq+oqKimnTpr3wwgv5+fnnnHNO1bMDBw4MITzwwAO7bHXvvfcOGDDghRde2E3LmzdvLigo6NmzZ1FRUVVhWlraueeeG0IoLi6uuUlWVlb//v1LS0t3We69YMGCSZMmvfvuu/n5+SGE008/PYTw4IMP7rL5+PHjQwgDBgyodTz7tlWDqm+Ajz7naNu27e6rtW7dOoSwevXqenYHAABA44pW0d93333r168fOnRo9a9DHzVqVH5+/qRJk26++eZNmzaFEMrLyx955JGHH364RYsWV1111W6aPeCAAw4//PDi4uLrr79+y5YtUeHSpUt/8YtfhBBOPfXUWrcaO3ZsCGH06NHPPPNMdM/5zz//POro8ssvj+rcd999WVlZEydO/NnPflZSUhJC2LJly+WXX/7ee+917dr1uuuuq7XlfduqQdU3wEeX78+dO3f31aIKHTt2rGd3AAAANK5Bgwa1a9cuOkFbff18CCEvL2/y5Ml5eXkPP/xwhw4devbsecABB4wYMSItLe33v//9bu4nH3n88ccTicSkSZM6dOjQo0eP7t279+jRY/78+QMGDLjxxhtr3eSkk04aM2ZMcXHx97///by8vJ49ex5++OHvv/9+7969x4wZE9Xp1q3bY489lp2dfdddd7Vp06ZHjx75+fl//OMfO3bsOHny5Ozs7Fpb3retGlR9A/ygQYNCCJMmTar1xn2RL7/8MroJ4WmnnVbP7gAAAGhcmZmZ0VXS3bt379+//y7PnnvuufPmzbv22muPOeaYVatWdejQ4Qc/+MH8+fOjO9Xv3uDBg+fOnXvxxRd37dp15cqVxcXFJ5988sSJE1955ZXMzMyv22r06NGvvvrqRRdd1L59+zVr1vTu3Xvs2LGzZ8/OycmpqjN8+PDZs2dffvnlBQUFq1ev7t279w033PDBBx983Yn9+mzVcOr7NXIjRoyYNGnSmjVrvvOd7zz88MNRnq9u1qxZN9544+rVq3Nycm677bZ6dgcAAECje/LJJ5988smve7Zr164TJkzYzebDhw8fPnx4rU/16dPnueee2822I0eOHDly5C6FAwcOjC6/341jjjnmqaee2k2F6667rubC+D1utZt9Sbr6BvhjjjlmzJgxd95556JFi84444yjjjqqd+/ehx56aHZ29ooVKxYsWDBnzpyo5q9+9atjjjmm3gMGAACA/VF9A3wI4Y477ujUqdPo0aNXrVq1cOHChQsX7lKhXbt2d9999/XXX1//vgAAAGD/lIQAH0IYNmzY0KFDH3vssVdfffWTTz5ZsWJFWVlZ586djzjiiP79+//oRz9q165dUjoCAACA/VNyAnwIIbrEPbrKvaysrKSkpEWLFslqHAAAAPZzSQvw/9JoRkZGRoO0DAAAAPun+n6NHAAAAJACAjwAAADEgAAPAAAAMSDAAwAAQAy41RwAAEDjqWzsARAfAjwAAEAjefDT8OCnjT0IYsMSegAAAIgBZ+ABAABSKj8/v0ePHo09inDIIYc09hDYOwI8AABASg0cOLCgoKCxRxHatWvX2ENg7wjwAAAAKTV16tS77rqrsUcRzj777L/+9a+NPQr2gmvgAQAAIAacgQcAAGgcBxac1LZjqi+GLy3asvzd51PcKUkhwAMAADSOI/oP63Hqf09xp1u+WiLAx5Ql9AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAABA0jzwwAOJROLuu+9uxNaSO4amQ4AHAACAGMho7AEAAADQfJxyyinjxo3r379/I7aW3DE0HQI8APurzaXRvwsWLHj88cf3uZmWLVsWFxeXlZXVfOrII48cMGDAPrcMAHHUr1+/fv367aZCYWFhXl5eUlrbuXNnTk5OIpHY2zHElAAPwP5qXUn07zvvvPPOO+80RA+XX365AA9As/HDH/5wwoQJ119//WOPPVa9vLi4+IADDti6deucOXP69u07fvz4W265ZfTo0WPGjAkhTJw48dprr33kkUeuuOKKm266adq0aTfddNPYsWOjbf/2t789+uijM2fOzMvLO+WUU37yk588/PDD48aNe+mll77zne+EEHZp7emnn77iiisefPDBE0444brrrvvwww8zMjK6d+9+/vnnjx49uupzgV22isyePfuRRx75xz/+sWHDhr59+5555pm33HJLenp69X15+eWXH3vsscWLF69YseLAAw/85je/ecMNN5x//vkN+XPdC66BBwAAYM8uueSSEML06dMrKyurl7/88stbt27t2bNn3759v27bkpKSc84556mnnsrMzDzwwAOjwt/97ndnnnnm1KlTi4uLN27c+MQTTxx//PHz5s3b40gWLlx4xhlnLFiw4Fvf+tZRRx31ySefPPDAAxdccEF5efnXbfKb3/zmtNNOe/rpp1evXt2mTZsZM2b86Ec/OvvsswsLC6vq3HjjjWedddaLL764adOmww47rLCw8KWXXrrgggseffTRPQ4pNZyBB2C/d0ybcHqHZDb4RVF47stkNggATcDpp5/eoUOHL7/8cs6cOdUXqE+dOjWEcOWVV+5m2/Hjx+fk5MyePfuEE06ISlasWHHdddelpaX96U9/uvTSS9PS0l5//fWLL774pZde2uNIJkyYcOSRR7744osFBQUhhDfffHPw4MEzZ86cNWvWKaecUrP+woULb7jhhoyMjEmTJl1xxRXp6elLly793ve+9+qrr/70pz/95S9/GUKYM2fOY489lpub+3/+z/8566yzQghlZWWPP/74zTffPG7cuBtvvHEvflINRoAHYL/XJTecc2AyG1ywVYAHoPnJyMgYMmTIE088MX369KoAX1JS8uKLLyYSiR/84Ae72XbFihXRAvuqkrFjx5aWlt5zzz2XXXZZVDJw4MBf/epX11xzzR5Hkkgknn766Si9hxBOO+20IUOGPPfccx999FGtAX706NEVFRV33333sGHDopKCgoIJEyaceOKJzz//fBTgP/jgg1atWl155ZVReo/2d8SIEWPGjFm1atXWrVtbt269x4E1NEvoAQAAqJNoFf20adOqSmbMmLF58+aTTz65W7duu9mwT58+uyyw//Of/xxCGD58ePXCyy67rGXLlnscRu/evXv37l29JOq91nvKVlRU/PWvf01LS7v++uurl/fr1++hhx665ZZboisCrr322q1bt+5yef+aNWu2bNkSNbLHUaWAM/AAAADUycCBA9u3b//RRx998sknRxxxRKjb+vkQQvfu3av/d+fOnatXr87Nze3SpUv18pycnK5du3700Ue7by3qurq0tK89Ob1y5cqSkpLOnTu3b9++enkikRgxYsQulSsrKxcuXPjRRx99+umnixcvfvXVV4uLi3c/mFRyBh4AAIA6iVbRhxCmT58eQigrK5s+fXp2dvbFF1+8+w2rblwXWblyZWVlZYcOtdyDZpeatdqr1ewrVqwIIRx88MF7rPnggw8efPDBRx999NChQ++4447p06f37du3bdu2de+roQnwAAAA1FXVvehDCK+//vrGjRvPO++8du3a7X6rXc6QRyl9/fr1NWtu2LAhaWOt1tcem/35z39+66237ty584477njttdfWrVu3cePGadOm7XHXUskSegAAAOpq0KBB+fn5s2bNWrt2bbR+/oorrtjbRvLy8jp06LB+/fpVq1YdcsghVeWlpaXLly9P4mhDCN27d09PT1+1atW2bdtatWpV/alrrrlm/fr1v//97/Pz8x9++OEQwtSpUwcPHly9Tq3X1TcWZ+ABAACoq2gVfUVFxbRp01544YX8/PxzzjlnH9oZMGBACGHixInVC6dMmbJ169akjLNKVlZW//79S0tLf/vb31YvX7BgwaRJk9599938/PwQwrp160IIu9xpb9myZV988UVyx1MfAjwAAAB7IVpFf999961fv37o0KFZWVn70MjYsWOzsrLGjRv3/PPPRyV///vfR44cmZ6eHkJIJBJJHPDYsWNDCKNHj37mmWeie85//vnnV111VQjh8ssvj+oceeSRIYQJEyZUbTVjxozBgwdH9Tdt2pTE8ewzAR4AAIC9MGjQoHbt2q1evTrs0/r5SEFBwa9//evS0tKLL774gAMO6NSp0ymnnHL88cefeuqpIYQWLVokccAnnXTSmDFjiouLv//97+fl5fXs2fPwww9///33e/fuPWbMmKjOfffdF0K4/fbbe/bsOWjQoK5duw4ePLhbt27HH398COHMM8986qmnkjikfSPAAwAAsBcyMzOje9F37969f//++9zODTfc8PLLL5911lllZWWJROL222+fPn16dK67TZs2SRtuCCGE0aNHv/rqqxdddFH79u3XrFnTu3fvsWPHzp49OycnJ6pw4YUXvvLKKwMGDNiwYcNHH33Uq1evJ5544pVXXrn//vv79u27cuXKprCW3k3sAAAA2DtPPvnkk08+WetTI0eOHDlyZNV/hw8fPnz48JrV1q1bV1JScsoppwwaNKiqsKKiYtWqVaHa98bv0trll19etei9urFjx0br5GvdKjJw4MCBAwfuZqcGDx68yx3sQginn376nDlzdrNVKjkDDwAAQKr9+Mc/PuSQQ3ZZl/7SSy+tX7/+hBNO2OV28UQEeAAAAFLtsssuSyQSd95553/8x39s27Zt7dq1zz///DXXXBNCuO222xp7dE2UJfQAAACk2uDBg8eNGzd69Ojq30LXokWLRx999NJLL23EgTVlAjwAAACNYNSoURdffPHUqVOXLl3apk2bXr16nX766V27dm3scTVdAjwAAACNo3v37qNGjWrsUcSGa+ABAAAgBgR4AAAAiAFL6P9Fenp6XaqlpfngoxaJRCIjI6P6f0MIaWlp1QsbTtVrt8swGlrKdrDqqEvxDqasu+iAiaRyB2uVygFEh256enplZWXKugsNcOjWcf7c3zTcz9lclwKNMhWksruQ8j/TTXOui/X7uuY6FTTWXAdNn9+Hf9G2bdvqKeLrtGzZMgWDiZ3s7Oy8vLxdClu0aNGiRYtUDiMrKysrKytl3eXm5ubm5qasuxBCZmZmzZ9zw8nJycnJyUlZdyGEjIyMVO5grVI/gNR/02nSX1kTY62ysrIa6HAy16VA6gfQunXrFPeY4le2ac51sZ6+0tPTU3mgNvv3ddD0CfD/YvPmzXWptn379oYeSRwVFxcXFhZW/TeRSLRt23bHjh0lJSUp6D09PT1631NSUrJjx44U9BhCaNu2bVFRUXFxcQr6SktLa9OmTQihtLQ0ZUdgmzZtSkpKioqKUtBXdMCEEMrKyrZt25b09vfq/U31I7mhRYfutm3bysrKUtBdVlZW9N6rqKgoua+sibFWJSUlyT2czHX11GSngoyMjFatWm3durW8vDwF3WVnZ0e5fefOnal5ZZvyXBfr6au8vDxlB2peXl6zeV/X6J8Pwj4T4P9FeXl5XVZ2VVRUpGAwsVNZWVn9r3K0lqGioiI1f6q/bhgNLWU7WLWWLMU7mLLuqi9+SfExU1PqB1BeXp7iAynph25qUkfsNNwUYa5LgVQOIJoDUzYVVK1JTtkrG72/appzXazf16X4z3Szf1/XKN559ta5z/84xZ1WVsb4sN/PCfAAAACNo6x4e1lxjJeBkGICPAAAQErl5ua2b9++sUcRoquWiBEBHgAAIKVuvfXWW2+9tbFHQfzE+GszAAAAYP8hwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMZDT2AAAAYA8++eSTN954o46VMzIysrOzQwglJSWlpaW7r7xgwYL6Dg5u2f1vAAAgAElEQVQgVQR4AACauvfff/+uu+5q7FEANDJL6AEAACAGnIEHACA2uhx7QedeZyWxweXvPr960WtJbBCg4QjwAADERodu/b4x4PokNrjlq08EeCAuLKEHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYyGnsAANDsbCmL/l28ePETTzyRxIbT09Nzc3NDCIcffvjxxx+fxJaBGCnaui56MH/+/OROMlWOPPLIk046qSFaBupDgAeAZNtQEv07d+7cuXPnNkQP3//+9wV42G9t3/h59GDmzJkzZ85siC6uuuoqAR6aIEvoAQAAIAacgQeABvPN1uH09slscG1JeO7LZDYIxNlBPU877LiLk9jglrVLP5oxPokNAsklwANAg+mSGy48KJkNLt4mwANV2h3yrSMH3pTEBtcsflOAh6bMEnoAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGMhp7AMnx7LPPPv3007U+9fjjj3fu3DnF4wEAAIDkaiZn4NesWdPYQwAAAIAG1EzOwEcB/oEHHjj00EN3eSo7O7sxRgQAAADJ1KwC/KGHHpqTk9PYYwEAAIDkaw5L6EtKSjZu3JiXlye9AwAA0Fw1hwD/1VdfVVZWHnTQQY09EAAAAGgozWEJfbR+Pi8v7/nnn//b3/721VdfdejQoVu3bhdddFH37t1r3WTDhg1vvvlmzfIBAwbU5Zr5zMzMeo65Odmwsyh6sGTJkqeeeqqqPJFIZGVllZWVlZeX17OLHj16nHrqqbuvk5b2z0+j0tPTU7kWIyMjIzXdVe1gWlpaynYwkUikbAcTiUTVg0ZfTZPKAUSvbFZWVnp6egq6y8jIqHqQ3N3MyspKYmvsUSqngtAYc12KJ/NapXIA0QyQlZVV9UvaoKreyST9lV28ePHMmTNrlkfvCkpLSysqKvat5blz59ZvaNRJ8fYN0YNPPvlkP3xfB01f8wnws2fPnj17dkZGRps2bVatWrVq1apZs2Zdc801F1xwQc1NPv/885/97Gc1ywcNGtSqVas99mgeqe6LrduiB7NmzZo1a1ZDdHH11Vefc845dayckZFRlxcxWbKzs1N8o8QU72BmZmaKP7FKT09P5Q7WKvUDyM3NTXGPWVlZyY3cJsYUSyQSzXuu2z+nghYtWqS4x6S/su+///6tt96axAZJse0bV0UP3n777bfffrshuhg2bFiTfV8HTV/zCfCtWrW6+eab+/btm5GRsX379meeeWb69OlPPvnkN7/5zYKCgsYeIwAAANRLcwjwZ5xxxnHHHdelS5cOHTpEJS1bthw+fPimTZveeuutKVOm3Hnnnbts0rlz5xEjRtRsqqKiYvv27Xvssbi4uP7Dbn5O7Hzwxd84IokNrti85eG580IIZWVle3xd0tLSonOYZWVlKXuBWrRoUVpaWlpamoK+qnawvLy8qKgoBT2GEFq0aFFWVlZSUpKCvhKJRHTqqaKiYufOnUlvv2XLlnWvXJd5IFmiV7aoqKj+ixLrIiMjIzrbVlJSktxD18SYYpWVlSk7UFM511VNBQ001zXZqSBaJ7xz5859XmG+VzIzM6M1OA03FXQ59sKDv3F6Elv+bO6UtUsbZKEftTrw8P7djr80iQ1u27Bi4au/Dk3jfd1eTQXQpDSHAN+tW7du3brVLP/Od77z1ltvffrppzWfOvDAA4cNG1azfMOGDXVJDqnJM7HT64D2Nx13TBIbfOfLNVUBfo+vS0ZGRlW+bYj4V6voTW1quktPT0/9Dubm5tblh58UTSrAp+wnHP7z0C0uLk5NOqpaLpv0V1aAT7EG+k2pVYrnuqoAv19NBZmZmTk5OcXFxWVlZSnorrKyMgrwSX9lq6ayjkec/M0zRiax5cLViwT4VGrXuVdyX8F1n86OAnxdfrsb+n2dAE98NYe70H+djh07hhA2btxYWVnZ2GMBAACAeon9GfgdO3a89tpraWlp55xzTtVdrCPr168PIXTp0mWXcgAAAIid2Af43NzcKVOmbN68+aCDDjruuOOqP/XGG2+EEHr27NlIQwMAAICkif0S+kQice6554YQHnzwwQ8++CAqLCoqevrpp1955ZXWrVt///vfb9QBAgAAQBLE/gx8COGSSy7ZuXPnCy+8cPfdd7du3To3N3fdunWVlZWtW7e+7bbb8vLyGnuAAAAAUF/NIcCnp6dfc801vXr1+stf/rJ06dItW7YcccQRPXr0GDp0aNu2bRt7dAAAAJAEzSHAR44//vjjjz++sUcBAAAADSL218ADAADA/kCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBjIaOwBALCrTz/99O23326IlgsLCz/77LMQQufOnQ888MAktvzhhx8msTUAAGoS4AGanHfeeeeWW25p7FEAANC0WEIPAAAAMeAMPEAT1i8vHNMmmQ3O2hQWbg0hhOPahj5tk9nyO4Xhwy3JbBAAgH8lwAM0YUe3CZd0SmaDXxX/M8Af1TrJLReWCfAAAA3KEnoAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIgYzGHkDTkp6eXpdqaWk++EiptLS0jIw9HKtVr10ikdhj5SSqy9iS1VH0IMU7mLLuEolE1eNU7mCtUjmA6NBNT0+vrKysKjTJsEfmuhRolKkgld2FBnhlTV/sUV1+uxvrfR00fX4f/kXbtm2rp4iv07JlyxQMhipZWVl5eXl1r5yVldWg46kuNzc3Nzc3Zd2FEDIzM+v+06i/nJycnJyclHUXQsjIyEjlDtYq9QNo1apV9f+2aNEixQMgdtLS0lJ5oDb7ua5WqR9A69atU9xj0l9Z0xd71JTf10HTJ8D/i61bt1Y/CfZ1duzYkYLBUKWkpGTz5s27r5Oenh5FoNLS0pS9QG3atCkuLi4uLk5BX2lpadEbu7Kysu3bt6egxxBC69atS0tLi4qKUtBXIpFo06ZNCKG8vHzbtm1Jb79t27Z1r7zH4y2JokN3+/btZWVlVYU7d+5M2QCIqYqKipQdqM1prmuyU0FGRkbLli23bdtWXl6egu6ysrKi3L5z586SkpIktmz6Yo+awvu6vZoKoEkR4P9FaWlpXQJ8av64UqWioqK0tHT3dapeuLpUTqLy8vLUdFe1lizFO5iy7qoWv1RWVqZyB2uVygFEh25ZWVn1Tk0y7FGKf1Oa/VxXq9QPoKysrPpneQ2n4X7Opi/2qC7TV2O9r4Omz3VKAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADGQ09gAAAKjFkiVL5s2b1xAtZ2Zm5uTkhBCOPvroQw45pCG6gF2U7NwcPVi+fPmUKVN2Xzk9Pb1FixYhhLKysp07d9axiy5dupx44on1GSQ0fQI8AEBTNGPGjHvvvbdBu3jggQeuuuqqBu0CIjs2rYoezJ49e/bs2Q3RxZAhQwR4mj1L6AEAACAGnIEHAGjSuvQe0uGwvklscN2y2Ss//EsSG4S6a9+ld9fjLkpigzs3r1n0+iNJbBCaMgEeAKBJO/Toc3qc+t+T2OCi1x8R4Gks7Q45+phz70pigxtXzhPg2X9YQg8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMRARmMPIGmKioqeeuqp2bNnb9my5fDDDz/22GMvvvji9PT0xh4XAAAAJEEzCfDr168fM2bMZ599FkJo27btwoULFy5c+MEHH9xxxx2tW7du7NEBAABAfTWTJfS//vWvP/vss6OOOurJJ5/8wx/+8L//9/8+9NBDFyxYMHHixMYeGgAAACRBcwjwH3/88fz581u1anXnnXd26NAhhNCpU6d77rknPT39jTfeWLduXWMPEAAAAOqrOQT4WbNmhRD69u1bfbV8x44djzzyyMrKytmzZzfe0AAAACA5mkOAX7ZsWQihT58+u5RHJdGzAAAAEGvN4SZ2X375ZQghWjxfXVTyxRdf1NyksLBw7ty5Ncv79OmTlZW1xx4zMv75c1u4fsMzHy3Z2wHvxscbNv7ng03JbXn+2g3RgyUbC5Pb8vtf/fMihWWbNie35WWFhdGDlStXvvjii7uvnJaWFr125eXlpaWldWk/KyurpKSkPiPMzs4uKysrLy+vWV5cXFyflmtKJBLZ2dnZ2dk7duyo4w7ulVrHnJ2dXV5eXlZWlvSWa5WTkxNCqKioqOPr0q9fv65du9ZnbF8nOzu77pWnTp1aWVm5z31Fr2xJSUlFRUVV4fvvv//PR8u2h9fX73PjtVhV9M8Hn+1Icssrd/7zwefJbnn5jv/qIrktL/vPlr8oSnLLS7b988HqZLe85p+/TStWrNjjxLgPvm4qqHWu2yt1nHKj34iwN5P5SSed1KlTp/qM7evUfSooKyt74YUX6tNX9FesuLi4+nyycOHC6MG6z/6Rkd2yPu3vYv3yf74LmjdvXl5eXhJbnjdvXvRgw+fvf/rOH5PY8pa1S6MHm1Z9mNyWN6/5OHpQ+OXC5LZc+OXC/3ywKLktb1z5QfRgy5olyW15w4p3/9ny2qXJbXntp+9ED7au+yy5LW/bsCJ6kJ6evld/wSGWKuPvkksuOf/885cvX75L+Zw5c84///wbbrih5ibvvffecbUpLCysS4/PPPNMY79uJEGvXr0aqOVjjz22gVo+7rjjGqjlE044oYFa/va3v91ALU+aNCkJM0i9+bpKmpNjjjmmgVquuVAuWV588cXGngYqN2/e3EB7B9Td0KFDG3sygAbXHJbQR5/Q5+bm7lLeokWLEELST4QCAABA6jWHJfStW7cuLCzcuXPnLuU7duyInq25SefOnUeMGFGzvKKiYvv27XvssaCg4K677tqnwf6XRCKRmZlZVlZWfd3sxo0bo/VyXbp0Se7a4M2bN0ctd+7cOektf/jhhyGETp06HX744VXl0Q6Wl5fXc9XlvHnzWrRo0aNHj91Xi7oLIVRUVNRxyXfLli3r8nLvRmZmZkVFRc0dbN269bnnnluflmuKdrB169bnnXdePde016pNmzZnnHHGLoVft4N7pW3btgMHDtxjtapXsLKyso7rZr/xjW/U/RVs2XIvVp/u1YFx5513Vv8t3lu1TgVfffXVkiVLTjrppLS0JH/Mun79+iVLloQQunTpcsghhySx5Q0bNnz00UehxvRV6w7ulU2bNi1YsCCEcMghh3Tr1m33ldPS0qKrnOoy+VRNX507d+7evfu+Da/WuW7Lli0ffPBBCOHggw8uKCjYt5Z30917772Xk5OT3JYj0SSzS2FSpoLWrVufffbZe6y2D5N5165dG30qKC8vr+cbg+jQLS0tray2hP6LL75Yvnz5SSedVJ+Wa5Wenp6env7mm2927969Y8eOSWx5zZo1n3zyycknn5xIJKqX138qWLt27eLFi0MI3bp12+P0tVdTwfr16xctWhRC6Nq1a5cuXfZteLt/X3fooYcedthh+9Zyrare13Xq1CnpLUcT4y7TV/3f123dujW6wqJjx44N8b4uhHDUUUfV8dd2r6YCaFKaQ4DPz88vLCzctm3bLuVRSbt27WpucuCBBw4bNqxm+YYNG2p+EFBT165db7nlln0a7H9JS0vLz8/fsmVLPS/DrqOsrKw2bdqEEHbu3FnP1FpHiUSiffv227ZtKyoq2nPtesvIyIiu4isuLt66dWsKegwhtG/ffseOHXU5ZuovPT09OphLSkq2bNmSgh5DCPn5+cXFxak8YEIIZWVlhf95+4M9qvsPf6/+VO/Va3rzzTfXvXJN0aG7efPmhri1QU3Z2dnRx5o7duyIPuVsaOa65DLX1aopTAX1fGOQmZnZtm3bwsLChviItqacnJxWrVqFELZv357KV9ZclyzRARPMdTXU8XgW4Imv5rCEPvr13rhx4y7lmzZtCiFEkQAAAABirTkE+GixU9VdT6tEyxf3uN4SAAAAmr7mEOD79esXQpg7d271+9Vt2bJl/vz5WVlZp512WuMNDQAAAJKjOQT4Xr169ezZc9OmTQ899FB0X43i4uJx48aVlpaeeuqpLnEBAACgGWgON7ELIdx2222jRo2aOXPmu+++26VLl08//bSkpKRTp07XXHNNYw8NAAAAkqA5nIEPIRx88MHjx48/88wzc3Nzly5dmpeXN2TIkF/96le1foccAAAAxE4zOQMfQsjPz7/pppsaexQAAADQIJrJGXgAAABo3gR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiIGMxh5A05KWllZRUZGavhKJRGVlZSKRSCQSKeiurKxs8+bNIYSKiorU9BjtYPQgBd1VVFSkeAdDCI2yg9Fhk4Ieo75S2V20gyFVP9LdSPEAUnkglZaWpvhAMtcll7nu/7d352FRXecDx98BZImigLhURAUFFcQFcEEkrjUV49JoK0RjXKpRI9amLjT6qDFajVtxRau1rlF8bN0VU+PSKGofUTEudQOMEBEMisjOML8/rpnyG1ARBi8zfj9/zXPuufe+Z4B3eOfee86bZMapID8/37z/Usw+12m1WvP+Cep0ujef6wCT8PxPEWYvJiZm0qRJIvLhhx9+9tlnaodjfNevXx8+fLiIBAcHz507V+1wjC8pKWngwIEi0qVLl4iICLXDMb7MzMzu3buLiI+Pz9///ne1wzFb0dHRM2fOFJFPPvlkzJgxaodjfGfPng0LCxOR0NDQP/7xj2qHY3xmn+uSk5MHDBggIoGBgcuXL1c7HLO1a9euRYsWicjUqVOHDBmidjjGd/To0RkzZojI2LFjx44dq3Y4xnfu3LmJEyeKSEhIyJQpU9QOx/jMPtcB5cYt9AAAAAAAmAAKeAAAAAAATAAFPAAAAAAAJoACHgAAAAAAE0ABDwAAAACACaCABwAAAADABLCM3NsiIyPj5s2bIlK/fv1GjRqpHY7xZWVlXbt2TUScnZ3d3d3VDsf48vLy4uLiRMTBwcHT01PtcIxPq9XGxsaKSI0aNby8vNQOx2z99NNPd+/eFZGGDRs2aNBA7XCMT5/r6tWr17hxY7XDMT5yHYwiNTU1MTFRRBo3blyvXj21wzE+fa5zcXFxcXFROxzje3tyXe3atZs2bap2OEAVQgEPAAAAAIAJ4BZ6AAAAAABMAAU8AAAAAAAmgAIeAAAAAAATQAEPAAAAAIAJsFI7AFS6qKio7du3l7opMjLSbKZmPXHixNGjRxMTE21sbNzc3EJCQlq0aKF2UEYwbNiwp0+fvqTDsmXLmjVr9sbiqSTJyclRUVF3795NTU2tX79+8+bNQ0JCnJ2d1Y7LrJAKTBqpAMZCKjBppAIAFPDmLyUlRe0QKpdWq120aNHZs2dFxN7ePicn5+LFi5cuXZo0aVLPnj3Vjq7SWVmZ/F9xTEzM4sWLtVqtlZWVg4NDUlLSvXv3Tp06NWfOHG9vb7WjMx+kAvNGKkAZkQrMG6kAMHsm/0eOV1I+qpcuXerq6mqwycbGRo2IjGznzp1nz56tW7dueHi4slLowYMH169fv3bt2jZt2pj697UbNmwotf369etz5sxp3759kyZN3mxERvb48eMVK1ZotdrQ0NDBgwdXq1YtNzd348aN0dHRS5cujYyMNI/f0qqAVKB2gBVCKjCP39KqgFSgdoAVQiowj99SoCJ4Bt78KR/Vrq6utiVoNBq1o6uovLy8Q4cOWVpazps3r1mzZhqNRqPR9OvXLzAwMC8vLyYmRu0AK6rkT83W1tbS0nLDhg01atT49NNP1Q6wouLi4rKzs1u0aBEaGlqtWjURsbW1HTduXN26dR89enTnzh21AzQfpAKTRipQO0DzQSowaaQCtQME1EcBb+by8/PT09MdHBxsbW3VjqVSnDx58tmzZ+3bt69fv37x9jFjxnz11Vd+fn5qBVapdu3alZSUNGbMGCcnJ7Vjqajk5GQRMbgQZGFh0bBhQxFJSkpSJyyzQypQK7BKRSrA6yIVqBVYpSIVAG8VbqE3cw8fPtTpdAYfY+bk/PnzItKpUyeDdicnJzP4GCvVvXv3du/e7evr2717d7VjMYJ69eqJyK1bt3Q6nf7iT35+fkJCgoiY8a/uG0YqMD+kApQDqcD8kAqAtw0FvJlT7pRzcHD4xz/+cfLkyYcPHzo7O7u5uQ0aNMjd3V3t6IxA+S62Tp06iYmJ33333a1btywtLd3d3Xv37m2uWf6vf/1rUVHRxx9/rHYgxhEUFHTgwIGEhIS//OUvQ4YMqVOnTnJy8ubNmx8/ftymTZvWrVurHaCZIBWYH1IByoFUYH5IBcDbRqPT6dSOAZXowIED69evV15bWVnVrFkzPT1dRCwtLUeOHNm/f39VozOCkJCQ7Ozs4cOHR0VF5eXl6dttbW3Hjx9vHt9GF3f58uVZs2YFBQVNnTpV7ViM5tmzZ0uWLLl48WLxxu7du0+YMIG5aoyFVKBibJWBVIDyIRWoGFtlIBUAbyGuwJs55bv2GjVqTJo0yd/f38rKKisra+fOnfv27du4caOXl5epLxaqfDxv2bLF29v7o48+cnNzS09PP3DgwOHDh1euXOnh4aE8NGU2tmzZYmFhERoaqnYgxnT27NkbN26IiKOjo7Ozc0pKSmZm5sWLF+Pi4jp06KB2dGaCVEAqqPpIBW8AqYBUUPWRCoCXs5wzZ47aMaASOTk5derUKSQkxNPT08LCQkSsra19fX2Tk5MTExMzMjKCgoLUjrFCdu8EaVMAABJ8SURBVO3aVVRU1Lhx40WLFtWrV69atWo1a9b09/f/8ccfExISMjIyAgMD1Y7RaM6dO7dv377OnTsHBwerHYvRnDp1KiIiws7OLjw8/NNPP33vvfcGDRpUv379mJiYf//7397e3srjcKggUgGpoIojFbwZpAJSQRVHKgBeiVnozZybm5uvr2/JVU/fe+89EYmPj1cjKGNS5tENDg62tLQs3v6rX/1KRMxsuZHDhw+LSM+ePdUOxJi2bt0qImPHjvX399c3du/ePTQ0VKvVbt++Xb3QzAqpQJ2wKgepAOVGKlAnrMpBKgDeThTwbynl+8v09HRTnwShbt26UtqspEp7WlqaqQ9QLzU1NS4uztHR0dfXV+1YjCYjIyM1NVVE2rdvb7BJuU3uzp07ZvMTrJpIBSaHVIDKQCowOaQC4K1FAW/OsrOzDxw4cOjQoZLJ7tGjRyLSqFEj/RIdJkp5Wk95qK+4tLQ0EWnQoIGpD1Dv22+/1el0Xbt2VW56NA92dnbKcLRarcGmwsJCEXnnnXfM5ieoIlIBqaCKIxW8GaQCUkEVRyoAysJ8/uZRkp2d3a5du9atW2cwk6eInDhxQkSaN2+uRlzG1KdPHxE5evRoUVFR8fZjx46JiIeHhzphVYLTp0+LSMeOHdUOxJisra1dXV1F5MyZMwabYmJi5Od/xVBBpAJSQRVHKngzSAWkgiqOVACUBQW8OdNoNH379hWRiIiIuLg4pTE3N3f79u3ffPONvb29GUxb2rRp05YtW8bHxy9evPjp06ciUlBQsGPHjm+//dbGxsYMBqj46aef7t+/b2lpaU7/fCiGDBkiIhs3bjx+/Ljy/1ZhYeH+/ft3795tYWExePBgtQM0B6QCMxigglSAiiAVmMEAFaQC4G3GOvBmTqvVbtmyZc+ePSJib29vZ2enPABmb2//2Wef+fn5qR2gESQlJU2fPj0zM1Oj0Tg7O6enp2u1Whsbm4kTJ3bt2lXt6Izj+PHjERERnp6eS5YsUTsW49u0adOePXt0Op21tbWjo+OjR4+0Wq2lpeWIESMGDBigdnRmglSgdnTGQSpABZEK1I7OOEgFwNuMZeTMnIWFRbt27Zo1a5aZmZmenp6Tk+Pu7h4QEDB9+nQ3Nze1ozOOmjVrdu/ePS8v78mTJxkZGQ0aNPDz85s2bVqrVq3UDs1o9u7dm5iYGBQU1K5dO7VjMb62bdv6+vpmZ2cXFhamp6c3aNCgXbt2U6ZMYblXIyIVmAdSASqIVGAeSAXA24wr8AAAAAAAmACegQcAAAAAwARQwAMAAAAAYAIo4AEAAAAAMAEU8AAAAAAAmAAKeAAAAAAATAAFPAAAAAAAJoACHgAAAAAAE0ABDwAAAACACaCABwAAAADABFDAAwAAAABgAijgAQAAAAAwARTwAABDKSkpM2bM6Nevn5eXl52dXd26ddu0aTNixIjo6OjCwkK1o3sFrVar0Wg0Gs3SpUtf2Tk0NFTpnJGR8QZie2Ps7e01Gs38+fPVDgQAABiTldoBAACqkMLCwhkzZqxatSo7O1vfmJubm5aWduXKlc2bN/v7++/cubNp06YqBgm9pKSk5ORkKysrPz8/tWMBAACVjgIeAPA/06dPX7ZsmYjY2NiEhoa2bdvWxcUlNTU1ISEhKirq/v37Fy5caN++fVxcnKurq9rBQtatWzdv3jxnZ+e0tDS1YwEAAJWOAh4A8NzBgweV6r1169bR0dG/+MUvim+dP3/+ggUL5syZ8/jx448//vj48eMqhQkAAPCW4hl4AMBzkZGRyov9+/cbVO8iYm1tPXv27MGDB4vIiRMnYmNj33R8AAAAbzcKeADAc1euXBGR5s2bN27c+EV9PvzwQ+VFTEyMsc777NkzrVZrrKNVZQUFBdnZ2TqdTu1AAACASaKABwA8p8wwn5WV9ZI+gYGB4eHh4eHhbdq0MdiUlZW1ePHigICA2rVr29vbt2nTZvz48Tdv3jTotnr1ao1G4+PjIyKbN2/29PS0t7e3srKqU6dOjx49Nm3aVFRUVOqpjx8/Pm7cuG7dutWvX9/e3t7Ly6tfv3779u17Uf/KU8aRys+zwR86dOjZs2djxoypXbt29erVbW1tvb29R48enZiYWOrxz58/P2TIkAYNGtjZ2Xl6eoaHhz979uzmzZvKhPkPHz4UkfHjx2s0mnnz5onIo0ePlE3Lly8vebTo6Ojg4OB69erZ2dl5e3uPHDkyISHBmG8HAAB4Y3QAAOh0Op0uKChI+WhYunTp6+576dKlhg0blvyU0Wg0f/7zn4v3XLVqlYi0atVq9uzZpX4wde3aNSMjo/gu+fn5oaGhL/og69OnT2Fhob6zfqG7JUuWvDLskJAQpfOTJ0+MPlKdTlejRg0RiYqKatu2bcldbGxsYmJiDHZZvHixhYXh1+s+Pj5HjhxRXqekpOh0unHjxpU8YERERPHzfvnll+Hh4aWe9+zZs2UcLwAAqDoo4AEAz23atElf4/Xo0WPHjh2ZmZll2TE1NdXR0VHZcciQIevWrYuKipo6dWqtWrWUxgULFug7KwW8nZ2dRqMREX9//y+//HLr1q2TJ0/WP3g/cODA4sdfuHCh0u7p6bl48eI9e/b885//XLhwoaenp9K+bNkyfedKLeBfa6S6nwtpd3d3EWnZsuWaNWvOnTt36NChAQMGKP3d3NyK99+7d6/S3rBhw5kzZ+7evXv+/PmtWrUSEVtb2+IFvGLmzJki4uzsbBCnct5mzZqJiLe3d2Rk5Pnz5w8fPjxw4EDlIB4eHmUZLwAAqFIo4AEAzxUVFQ0dOrT4pdpq1ap16dJl9uzZp06dysvLe9GOYWFhImJlZbV3797i7QkJCc2bN1fK9cTERKVRKeAVo0ePLigo0PdPTk7Wr2d+/vx5fbvyTH6LFi2ePn1a/PgZGRlNmjQRkf79++sbK7WAf62R6n4upEWkW7duBsF/8MEHyqa7d+8qLUVFRUqt3rJly6SkJH3PzMzMXr166d+0shfwItK9e3eDb2H05y1+CgAAYBJ4Bh4A8JxGo9m2bdvmzZs7duyotBQUFJw+ffqLL77o2rWro6Njnz59oqKiCgoKiu+VmJi4bt06Efn973+vv7CsaNKkyZo1a0QkJydn/fr1Bqdr1KhRZGSkldX/FjRt0KDBjh07LC0tRWTOnDlKY15eXlFRUcOGDSdMmGBvb1/8CDVr1uzWrZuIxMfHV3z4r1TukVpaWq5evdog+DFjxigv7ty5o7zYvXv31atXRWTRokUuLi76njVq1FizZo1yw8JrsbCwWLlypb6YVwwfPlx5cffu3dc9IAAAUBcFPADg/xk+fPi5c+fi4+M3bNgQGhpar149pT07Ozs6OjokJMTDw+PSpUv6/ocPH87PzxeRyZMnlzxajx49PDw8ROTMmTMGmyZPnlytWjWDRg8Pj9/85jcicvLkSZ1OJyI2NjY//PDD/fv3lavfBtLS0so90tdV7pF27tzZy8vLoFE/1b/u50npjx49KiKurq7BwcEGnT08PHr27Pm6AXfp0sXb29ugsVGjRgbnBQAApoICHgBQCjc3t9GjR3/99dcpKSnXrl1bvnz5u+++q0yudu/evcDAQOVasYjcvn1bRFxcXEqd2k1ElNpV31+vffv2pfYPCAgQkZycnJSUlJJbdTpdcnLy6dOn169fP3jw4EOHDpVzhK+v3CPVP6tfXMmZ6pRL8S1btiy5SURKluKvVMbzAgAAU2H16i4AgLebl5eXl5fXpEmTrl+/PmbMmJiYmJycnD/84Q//+te/5OeyMzk5+eX3eKenpxu0KI+vl6RM+SYid+/e1U9rd+3atbVr13733Xe3bt3Kycmp2IDKqdwjrV+/ftmP/6JvB17U/hKurq6vuwsAAKjKKOABACIiFy5cUFYyN5jHrjgvL68jR460bt363r17x48fz83NtbW1VZYlf6WioqLCwsLiT7y/qAzW31efnZ2tvFi0aNHnn3+u1WpFxNra2tfX18PDo3nz5oGBgVFRURs3bizbECvK6CM1oHwx8aLOxQ9YRspsAgAAwGxwHx0AQEQkOjp62LBhw4YNe/DgwUu61axZs0+fPiJSVFSUkJAgIm5ubiISEBDwynlTDUrQxMTEUk+hn9RNuQP8+PHj06dP12q1rVq1OnDgwNOnT2NjY3fu3PnFF1/07t3b2traCIMvm3KPtIyUVd+SkpJK3Xr//v2KBA8AAMwABTwAQOTn6lREYmJiXt7zxx9/VF7Url1bRJTl0+Lj4180KZpWq9VqtUVFRQbtsbGxpfb/z3/+IyLW1tbKdGvK6vR2dnbHjh17//33bWxsinfWLxr3BpR7pGWkzIF348aNUo9/48aN8h0WAACYDQp4AICISLdu3ZTa+E9/+lNubu6Luj148ODkyZMi4u3tXbduXRFRVm5/+PDh/v37S/Z/9OiRo6OjlZXVrFmzDDZFRESULL/j4+N37NghIh07dlSmW1OuSLu7u+vnw9fT6XQXLlx4rWFWRLlHWkb+/v4i8sMPP0RHRxtsSkhI+Oabb8p3WAAAYDYo4AEAIiIuLi6/+93vROT27dt+fn6lFsZJSUl9+/Z9+vSpiOjL1P79+yvzyY8aNerUqVPF++fn548aNSozM1Oj0YwcOdLgaAkJCWFhYcqT7YqHDx8OHTpUWWd+7ty5SqNyY/ndu3dTU1OL756bmxsWFnb58mURKX6QUhUUFGRlZWVlZeXl5b3qnXihco+0jEaMGFGrVi0RmTZtWvHn7bOzsydMmPCSMb5y+AAAwDwwiR0A4LkFCxbExsaeO3fu+vXrAQEBvXv37tChg7Ozc2Fh4YMHD65evRodHa3UilOmTPntb3+r7KXRaJYvXx4YGJienv7LX/4yNDQ0ICDA1dX19u3b69at++9//ysin3/+edOmTQ1OZ2dnt3bt2suXLw8cOLBJkyaxsbFff/11cnKyiAQHB3fr1k3pFhwcvH79+tzc3B49esycOdPLyys9Pf3KlSvLly+Pj4+vXr16VlbWzZs3jx492rlzZ3t7+1KHtmLFiilTpojIuHHjIiMjS3bYsmXLO++886J3xsPD49133y33SMvIwcFhzZo1Q4cOvXr1aqdOnUaPHt26detbt25t27YtLi6uY8eO58+fF5Hij/0rD9s/efJkz549np6eTk5O+nn7AQCAGXrlTDwAgLfHkydPRo0a9ZJZ0y0sLMLCwgoLCw12PHbsmIuLy4v6F++5atUqZdORI0ccHBxK7jJs2LCsrKziu4wePbrUI0+bNm3Xrl36loEDB+p0Ov1t+UuWLNEfYcmSJUrjuHHjih85JCSkLJ+VI0aMKMdIdTpdjRo1RGTmzJkl32ql4BeR6Ojo4u1btmyxtbU1OPjEiROXL1+uvM7NzdV3NriZPyIiovh5582bV/K8yj0LInLy5MmSWwEAQFXGLfQAgP+pVavW3/72t7i4uFmzZgUEBLi4uNjY2Dg7O/v5+X3wwQdz5869devWihUrSq5P1rNnz++//37atGk+Pj41a9a0t7f39fUdMWLElStXVqxYUeq5goKCrl27FhYW5u7ubmNj4+Tk1LVr161bt27dutXgYviGDRv27NnTq1cvV1dXGxubJk2ajB49+vLly1999dWgQYM++eQTBwcHOzs7ZdK7ylaOkb6Wjz766MyZM/3793dycqpevXqHDh22bdu2cuXKtLQ0EbG1tS0+jV+/fv3mz5/fuHFjGxsbFxcXZ2fnigcAAACqLI3uBVPpAgBQGVavXj1x4kQRefbsWfXq1dUOx2SMHTt2/fr1rVq1+v7779WOBQAAqIMr8AAAVAn79u3z8fHx8fHRL9Snp9VqDx8+LCK+vr5qhAYAAKoECngAAKoEHx+fq1evXr16dfv27Qabtm3bpkzvN2jQIDVCAwAAVQKz0AMAUCW4u7v37dv30KFDM2fOLCgoGDRokJOT0507dw4ePLhw4UIR8ff3f//999UOEwAAqIZn4AEAbxTPwL9ERkZG165d4+LiSm7y9PSMjo52c3N781EBAIAqgivwAIA3qmHDhr169RKRklPZo1atWrGxsVu2bNm+ffudO3cePHjg6OjYunXrX//616NGjSo+/zwAAHgLcQUeAAAAAAATwCR2AAAAAACYAAp4AAAAAABMAAU8AAAAAAAmgAIeAAAAAAATQAEPAAAAAIAJoIAHAAAAAMAEUMADAAAAAGACKOABAAAAADABFPAAAAAAAJgACngAAAAAAEwABTwAAAAAACaAAh4AAAAAABNAAQ8AAAAAgAmggAcAAAAAwARQwAMAAAAAYAL+D8PmsqIPF08KAAAAAElFTkSuQmCC)
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,iVBORw0KGgoAAAANSUhEUgAABUAAAAQVCAIAAAD8UPecAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdeUBU5f7H8e+ZGRh2RRERZBFRxH0vLVNzzX3JXVPT3Mo1LdPSbNNKy5afLZYtV7tWXrvtmVqZS5pLlqaQRC6YKYoIssPM749jI7esFGbmmeX9+usZlHM+GBqfeZajWa1WAQAAAAAArs2gOgAAAAAAAPhnFHgAAAAAANwABR4AAAAAADdAgQcAAAAAwA1Q4AEAAAAAcAMUeAAAAAAA3AAFHgAAAAAAN0CBBwAAAADADVDgAQAAAABwAxR4AAAAAADcAAUeAAAAAAA3QIEHAAAAAMANUOABAAAAAHADFHgAAAAAANyASXUAN3Du3Dmr1ao6hevy8/MLCgo6e/as6iDeyGQyVa5cWUQKCwtzcnJUx/FGgYGBvr6+58+fVx3EG5nN5uDgYBHJy8vLy8tTHccbhYSEiEh2drbqIN4oICAgICBARHJycgoLC1XH8UahoaFFRUW5ubmqg3ij4OBgs9ksIllZWSUlJeW4QlhYmL1DAU7CDDwAAAAAAG6AAg8AAAAAgBugwAMAAAAA4AYo8AAAAAAAuAEKPAAAAAAAboACDwAAAACAG6DAAwAAAADgBijwAAAAAAC4AQo8AAAAAABugAIPAAAAAIAboMADAAAAAOAGKPAAAAAAALgBCjwAAAAAAG6AAg8AAAAAgBugwAMAAAAA4AYo8AAAAAAAuAEKPAAAAAAAbsCkOsA1+OKLL1588cVnn302IiLian7/22+/vWbNmiv+0gsvvBAVFWXXdAAAAAAAOJA7zcBv3LixoKDg6n//b7/95rgwAAAAAAA4k3vMwOfl5a1du/bHH3+8ps/SC/yyZcuio6P/8Etms9lu4QAAAAAAcDxXL/CbNm36/PPPf/nll8LCwmv9XL3AR0dH+/n5OSAaAAAAAADO4+pL6I8ePfrrr7+azeaQkBBN067+E4uKijIzMytXrkx7BwAAAAB4AFefgR8/fvz48eP18ciRI7Ozs6/yE0+fPm21Wq/yuDsAAAAAAFycqxf4ctPXz1euXPk///nPV199dfr06bCwsFq1ag0cODA+Pv6Kn1JUVJSRkfHnj/v5+RmNRsfGdWcGg0FE+CNSQv/DFxFN0/hPoIS+Mog/fCX4/leO73+FbMsSDQYD/wlU4R8fVfj+hzfz8AK/c+fOnTt3mkymkJCQ9PT09PT0HTt2jB07tk+fPn/+lB9//PGOO+7488c3b95cqVIlhyd2c6GhoaojeDVfX19fX1/VKbwX3/9q+fv7+/v7q07hvfj+VyswMDAwMFB1Ci9lNBrZqqlWSEiI6giAs3l4gQ8KCpo2bVrLli1NJlNubu7atWvff//9VatW1a9fPyEhQXVGAAAAAACulscW+M6dO7do0SImJiYsLEz/SGBg4Lhx486fP//111+/88478+bN+8OnBAcHt27d+s+XslqtxcXFDk/stvTFS/wRKaFpmslkEhGLxVJaWqo6jjcyGo2appWUlKgO4o1sKydLS0stFovqON7I9uevOog34vtfOZPJZLVa+f5Xwmg06ruoSkpKrFZrOa7g4+Nj71CAk3hsga9Vq1atWrX+/PFu3bp9/fXXaWlpf/6lhISEFStW/Pnj586du3Dhgv0jego/P7+goCD+iJQwmUyVK1cWkeLi4pycHNVxvFFgYKCvry/f/0qYzebg4GARKSwszMvLUx3HG+mLV6/+fFnYUUBAQEBAgIjk5eWV41G7qLjQ0NCioqLc3FzVQbxRcHCw2WwWkYsXL5bvPXTbDB/gdlz9MXJ2V716dRHJzMws39t1AAAAAAAo4Zkz8Hl5eZs3bzYYDD169PjD0+PPnj0rIjExMdf0VHkAAAAAANTyzALv7+//zjvvXLhwISIiokWLFmV/6csvvxSRxMRERdEAAAAAACgPD1lC//HHH3/44Yepqan6S03TevbsKSLLly///vvv9Q8WFBSsWbPm888/Dw4OHjZsmLKsAAAAAABcOw+ZgX/ttdeKiopGjx5tezjcoEGD8vPz33vvvQceeCA4ONjf3z8jI8NqtQYHB8+aNUs/9wsAAAAAAHfhIQX+z4xG49ixYxs2bPjRRx+lpqZmZ2fXqVOnbt26Q4YMqVSpkup0AAAAAABcG3cq8KtXr/6rX1q3bt0VP96qVatWrVo5LBEAAAAAAE7iIXvgAQAAAADwbBR4AAAAAADcAAUeAAAAAAA3QIEHAAAAAMANUOABAAAAAHAD7nQKPYCrYbFYNm3a9NFHH+3evTssLCwpKWns2LFJSUmqcwEAAACoEAo84FEyMzOnTJmyefNm/WVqaurOnTv/9a9/TZo06b777vP19VUbDwAAAEC5UeABz3HixIm+ffueOHHiDx8vKSl5/vnnT5w4sXLlSk3TlGQDAAAAUEHsgQc8RFFR0e2336639yB//2emTDy6+rWDK1dM6d3TaDCIyPvvv//UU0+pjgkAAACgnCjwgIdYuHDh/v37RSQiNPSrpUvGdO0cGhQUXa3a4nFj/m/qFP33PP74419//bXSmAAAAADKiQIPeIKtW7e+8sorImI0GF6dPaNOVGTZXx3Wsf20fn1ExGq1zps3r6SkRE1KAAAAABVAgQfcntVqve+++/Tx3KGDbmxQ/8+/Z8Go4Yk1o0QkJSXltddec2o+AAAAAPZAgQfc3ttvv71nzx4Ria0ePr1/3yv+Hh+jcfG4Mfr4iSeeyMrKclY6AAAAAPZBgQfcW0lJyfz58/XxgpHDzD4+f/U7OzVr2r1lCxHJysp6/fXXnRMPAAAAgL1Q4AH3tm7durS0NBFpllB74I03/P1vnjdssD5YuXJlYWGhw8MBAAAAsB8KPODeli9frg9mDez3j894b1I7vn3jRiJy5syZd9991+HhAAAAANgPBR5wYzt37ty1a5eIxEVU73ld66v5lOn9++iDFStWWK1WB4YDAAAAYFcUeMCNrVixQh/c1beP0XBVf51vbtqkQVysiBw5ckQv/wAAAADcAgUecFcZGRmfffaZiFQKDBzdrfNVfpamaWO7XvrNa9ascVQ4AAAAAPZGgQfc1bvvvltcXCwigzvcFOzvf/WfeOtNN/r5+ojIBx98cPHiRUflAwAAAGBXFHjAXb399tv6YEy3Ltf0iaFBQT1atxKRvLy8Dz74wP7JAAAAADgABR5wS/v37z906JCI1IuJbl0v8Vo/fVTnm/XB2rVr7ZwMAAAAgGNQ4AG3ZJt+H931ane/l9WhSeMaVUJFZNeuXadPn7ZnMgAAAACOQYEH3I/FYvnwww9FxKBpwzvdXI4rGDStd5vr9Et9/PHHds4HAAAAwAEo8ID7sU2bt21QP7JqlfJdpG/bNvpAfy8AAAAAgIujwAPux3byXN+215f7Im3rJ0WEhorIN998c/bsWfskAwAAAOAwFHjAzVit1k8++UREDJrWp035C7xB03pc10pESktL9QsCAAAAcGUUeMDN7Nmz59dffxWR1vUSy71+Xte3zXX6YMOGDXZIBgAAAMCRKPCAm7GV7Yqsn9e1bVA/yN9fRLZv315UVFTRZAAAAAAciQIPuJlNmzbpg1tatazgpXxNpnYNG4hIbm7u7t27K5oMAAAAgCNR4AF3cvr06UOHDolI7cgatSKqV/yCNzdtog++/PLLil8NAAAAgONQ4AF3snnzZqvVKiJdmjezywU7NaPAAwAAAO6BAg+4k82bN+uDzs2b2uWCtSNrxFWvLiIHDhw4c+aMXa4JAAAAwBEo8IDbKCkp+frrr0XEz9fnxgb17XXZm5s1ERGr1apfHAAAAIBrosADbuO7777LysoSkRsaNPA3m+112Y5NGuuDbdu22euaAAAAAOyOAg+4DdsMecemje142Rsb1jdomohs377djpcFAAAAYF8UeMBtbN26VR+0b9TQjpetEhycFBsjIkePHk1PT7fjlQEAAADYEQUecA+FhYV79uwRkdCgoIa14ux7cf1p8CKyY8cO+14ZAAAAgL1Q4AH3sHPnzsLCQhFp16ihvuLdjm74/Ug8CjwAAADgsijwgHuwnTDXvrE918/r2jVqwDZ4AAAAwMVR4AH3YCvw7ey6AV4XGhRUPzZW2AYPAAAAuDAKPOAGLl68uH//fhGpUSU0sWaUI25xY8NLq+h37drliOsDAAAAqCAKPOAGdu/eXVJSIiI3/n7anN1dn5SoD7799lsH3QIAAABARVDgATfwzTff6IO29ZMcdIvrky5dmRl4AAAAwDVR4AE3sHPnTn3QxmEFvkaV0Ohq1UTk8OHD2dnZDroLAAAAgHKjwAOurqioaN++fSISGhSUGF3TcTfSV9FbLJa9e/c67i4AAAAAyocCD7i67777Tn8CfNsGSXZ/AnxZ1yfV0wdsgwcAAABcEAUecHW2DfCOWz+v4xw7AAAAwJVR4AFXZ9sA77gT7HRJMTHBAf4isnfv3tLSUofeCwAAAMC1osADLs22Iz3Az9w4vpZD72U0GFrWrSMiubm5KSkpDr0XAAAAgGtFgQdc2k8//ZSVlSUiLerU8TEaHX07vcCLiH5sHgAAAADXQYEHXNqePXv0QevEuk64na3AcxA9AAAA4Goo8IBL2717tz5oXY8CDwAAAHg1Cjzg0vQZeE3TWtV1RoEPCwmJCa8mIikpKTk5OU64IwAAAICrRIEHXNeFCxdSU1NFpHaNiKohwc65qT4Jb7FYfvjhB+fcEQAAAMDVoMADrmvv3r0Wi0VEWtdLdNpNOccOAAAAcE0UeMB1Xd4A75QT7HQt6iToAwo8AAAA4FIo8IDrsp0kZ5sVd4ImteP159V99913TrspAAAAgH9EgQdclNVq/f7770XE32xOiol22n39fX0To6NF5OTJkxkZGU67LwAAAIC/R4EHXNTRo0czMzNFpGl8LZPR6MxbN0uI1wcHDhxw5n0BAAAA/A0KPOCibFvQm/++Kd1pmta+VOD1JQAAAAAAXAEFHnBRti3ozevUdvKtKfAAAACAC6LAAy7qcoFPcPYMfMO4OP0cOwo8AAAA4Doo8IArKi0tPXjwoIiEBgXViqju5Lv7+frUja4pIunp6efOnXPy3QEAAABcEQUecEWHDx/Oy8sTkeZ1EjRNc36AZr+vov/hhx+cf3cAAAAAf0aBB1zR/v379YHtQHgnYxs8AAAA4Goo8IArss17O38DvK4JBR4AAABwMRR4wBXZanOzBGcfQa9rFBdrNBhERN+KDwAAAEA5CjzgckpKSg4dOiQi1SpViqxaRUkGf7O5dmQNETl27Fh2draSDAAAAADKosADLiclJaWgoEDKbERXolGtOBGxWq36uwkAAAAA1KLAAy7HtgG+qaIT7HSN4uL0AavoAQAAAFdAgQdcjq3AN4lXWeAb1orVBxR4AAAAwBVQ4AGXYzvBrmntWgpj6EvoReTHH39UGAMAAACAjgIPuJbS0lK9MFcJDo6uVk1hkojQ0PDKlUTk0KFDxcXFCpMAAAAAEAo84GpSU1Pz8vJEpInS6Xddo1q1RKSoqCg1NVV1FgAAAMDbUeAB13J5A3wtVyjwcfqAbfAAAACAchR4wLXYqnKj+DilQUREGv1+jh1PkgMAAACUo8ADruXAgQP6oLELzMA3iL1U4DnHDgAAAFCOAg+4Fr0qB/iZa0fWUJ1F6kRF+vn6CDPwAAAAgAugwAMuJD09PTMzU0QaxsYaDer/epqMxro1a4rI6dOnz549qzoOAAAA4NXUNwQANrb187bT45RrFMc2eAAAAMAlUOABF2I7wa5xvPoN8Lr6sRR4AAAAwCVQ4AEXcvkI+lpxKnOU0TAuRh9Q4AEAAAC1KPCAC9GX0BsNhvox0aqzXNKwVpw+4CB6AAAAQC0KPOAqsrOz09PTRSQhsoa/2aw6ziVhISHVQyuLSEpKSklJieo4AAAAgPeiwAOu4tChQ1arVUQaucAT4MvSnwZfWFj4888/q84CAAAAeC8KPOAqymyAj1Wb5A8axF7aBn/48GG1SQAAAABvRoEHXIVtk3nDuDilQf4oiQIPAAAAuAAKPOAqLhd4ZuABAAAA/AkFHnAJpaWlycnJIhIWEhIRGqo6zv9IjK5pNBiEAg8AAAAoRYEHXMIvv/ySn58vZR7b5jr8fX3jIqqLyPHjx3Nzc1XHAQAAALwUBR5wCWU2wMeoTXJF9WNjRMRisaSkpKjOAgAAAHgpCjzgEmxH0LvaCXY6tsEDAAAAylHgAZdw6NAhfeBqz5DT1Y+hwAMAAACKUeABl6AXeB+jsU5UlOosV1CfGXgAAABANQo8oN6FCxdOnjwpInWiosw+PqrjXEF8jQh/X1+hwAMAAADqUOAB9ZKTk61Wq4gkxUarznJlRoOhbnRNEcnIyDh37pzqOAAAAIA3osAD6l0+gj7WFTfA6+rHXHpzgUl4AAAAQAkKPKCerRLXd8lnyOnq/V7gk5OT1SYBAAAAvBMFHlDPdgS97WltLigp+lKB51HwAAAAgBIUeEAxq9WqV+LgAP+aYWGq4/yl+rEsoQcAAABUosADiqWnp1+4cEFEGsTGapqmOs5fqhkWFhIQIBR4AAAAQBEKPKDY5Q3wLrx+XkQ0TUuMriki2dnZp06dUh0HAAAA8DoUeEAxt9gAr6vPOXYAAACAOhR4QDFbGU6KcdGHwNskxVx6i4FV9AAAAIDzUeABxWxluIELPwRelxRTUx8wAw8AAAA4HwUeUKm4uDg1NVVEIqtWqRwUqDrOP7DNwFPgAQAAAOejwAMqpaWlFRUViUi9aFdfPy8i1UMrVwkOFpGffvrJarWqjgMAAAB4Fwo8oJJtKtv1T7DT1YuuKSK5ubnp6emqswAAAADehQIPqGQr8PVc/gQ7nf4kORH56aef1CYBAAAAvA0FHlDJVuDru0mBrxfNOXYAAACAGhR4QCX9CHqDprnFHngp86y7lJQUtUkAAAAAb0OBB5QpLCw8evSoiMRWDw/wM6uOc1VsbzSwhB4AAABwMgo8oExKSkppaamI1HeTE+xEpHpo5dCgIBFJTk7mIHoAAADAmSjwgDL6+nkpsy7dLdgOoj958qTqLAAAAIAXocADythWobtZgWcbPAAAAKACBR5Q5vIMvJucYKezHURPgQcAAACciQIPKKMXYJPRmBAVqTrLNbCtF+BJcgAAAIAzUeABNfLz89PT00WkVkR1s4+P6jjXIPH3GfgjR46oTQIAAAB4FQo8oEZKSorFYpEyW8rdRURoqH4QfUpKCgfRAwAAAE5DgQfUsK0/d68N8Dp9Ej4nJ+fUqVOqswAAAADeggIPqGE7Ac69jqDXJXKOHQAAAOB0FHhADdsMfL2YmmqTlAMH0QMAAADOR4EH1LAdQV+7Rg3VWa6ZrcDbHmUPAAAAwNEo8IACubm5+hH0tWtEuNcR9DpbgedJcgAAAIDTUOABBX766Sf9/PZENzzBTkQiq1YNCQgQZuABAAAAJ6LAAwqUOcHO/TbA6/RJ+AsXLnAQPQAAAOAcFHhAAVuBr+eeM/DCNngAAADA6SjwgAK2Am97HpvbsS3+5yB6AAAAwDko8IACtiPoEyLd7wh6HTPwAAAAgJNR4AFny8/P14+gj3fPI+h1PAoeAAAAcDIKPOBsKSkpFotF3Hn9vIhEhVUN8vcXniQHAAAAOAsFHnC2y0fQu+0JdiKiaVpizSgRycrKysjIUB0HAAAA8HwUeMDZbJvGE6Oj1CapINsqeibhAQAAACegwAPOVuYZcm68hF44iB4AAABwLpPqAG4gKChIdQSXZjQaRSQ4OFh1ELdx5MgRETEaDPVr1TL7+trlmgaDwWw22+VSV69RfC19cPToUa/9BjCZTAaDwWu/fLUMhkvvQfv6+ur/EMHJTCaT8O+/IrbveT8/P187/a8E18RgMPj6+tr+IYIz6f/4iEhAQIDValUbBnAyCvw/MxgMmqapTuG69P918dPzVcrPzz969KiI1KoREVDhym37ztQ0zfnfpfVjY/TB4cOHvfYbQP9j99ovXy3b9zw/QKvC979Ctm97fkpRSNM0vv+VsH3/G41GCjy8DQX+n2VnZ/NPw9/w8/MLCgrKyspSHcQ9HDhw4NIR9DWjCgoKKng1g8Hg5+cnIqWlpYWFhXbIdy3CK4UE+JnzCgp//PFHr/0GCAwM9PX19dovXy2z2azP/RYUFOTl5amO441CQkJEJDs7W3UQbxQQEBAQECAieXl5zv/3HyISGhpaVFSUm5urOog3Cg4O1hce5uTklJSUlOMKYWFh9g4FOAmzFoBTldkA78ZH0OsMmlY3KkpEzp07d+7cOdVxAAAAAA9HgQecynYEfd2a7n0EvS4phnPsAAAAACehwANOpZ9gJ+5/BL0usealr4ICDwAAADgaBR5wKr3o2hafu7vE39+GsK0sAAAAAOAgFHjAeYqLi/Uj6GtWCwvwc/ZT3xzBtoQ+OTlZbRIAAADA41HgAef5+eefi4uLxSNOsNPFVg/3N5uFJfQAAACA41HgAeexrTP3jA3wImLQtDpRkSKSkZGRmZmpOg4AAADgySjwgPPYpqk94wh6XVI0B9EDAAAAzkCBB5zHNgOf6Ckz8FJmNQEFHgAAAHAoCjzgPJcLvAfNwNfjUfAAAACAU1DgAScpLS1NTU0VkYjQ0EqBgarj2A0z8AAAAIBzUOABJzl27FhRUZGI1I32nOl3EYmLqO7v6ysUeAAAAMDBKPCAk5RZP+85G+BFP4i+ZpSInDlzhoPoAQAAAMehwANOYpug9phnyNnYviLbmxQAAAAA7I4CDzjJkSNH9IEnnWCnsz1JLjk5WW0SAAAAwINR4AEnsc1O1/WsJfRS5ql4bIMHAAAAHIcCDziD1WrVj6CvFBhYPbSy6jh2lsST5AAAAADHo8ADznDq1KmcnBzxxA3woh9EbzYLS+gBAAAARzKpDgB4hTLr5z1tA7yIGDStbs2o739Oy8jIyMzMrFKliupE+EtHjx5NT0/Xnxfg7+8fGxsbHx9vMvH/AgAAADfAD22AM1w+wc4TZ+BFJCm65vc/p4lIcnJy27ZtVcfB/8jPz//0008//PDD7du3nz9//g+/6ufn165du549e/bt2zcoKEhJQgAAAFwNltADznB5Bj7KA2fgRaQeB9G7pNOnTz/00ENNmjSZOHHiRx999Of2LiIFBQUbN26cMWNG48aN582bd+bMGefnBAAAwNVgBh5wBluB98g98CJSL4ZHwbuWvLy85cuXv/TSS3l5ebYP+pvNTeJr1YuuGV65ssVquZhfkHwifd+R1Oy8PBHJyclZuXLlW2+9NW3atKlTp/r4+KiLDwAAgCugwAPOoNdaf1/f6PBqqrM4hO0gembgXcGWLVtmzZp1/Phx/aVB07q3ajGsY4cuLZr5+/r+4TcXlZRsPXDwjY2bP961u6S0NDc3d/HixZ9++ukLL7yQkJDg9OwAAAD4SxR4wOEyMzPPnj0rIglRkQZNUx3HIWLCw/3N5vzCwsOHD6vO4tUKCwsfeuihlStXWq1WETFo2uD27eYOHVwrovpffYqvydSpWdNOzZoeP5Px0Oq31m3dbrVa9+/f36VLl+eee65Xr15OjA8AAIC/wx54wOEun2BX0zPXz4uIQdP03QGZmZkZGRmq43ipY8eOde/e/eWXX9bbe6NacV8tXfLSjKl/097Ligmv9sqs6e8tvD+yahURuXjx4u233/7444/rVwMAAIByFHjA4WzbwhOjPfMEO13931fRMwmvxBdffNG5c+eDBw+KiNFguHfIrV8uXdKkdvy1Xqdj08Y7nlnWpXkzEbFarUuXLp01a1ZJSYn9EwMAAOAaUeABh7tc4D13Bl5EkmJj9AHb4J3vzTffHDFiRFZWlohEVq368aOL5g0b4mM0lu9qoUFB7zxw36xb++svV69ePWnSJDo8AACAcuyBBxzOtoS+bk1PnoFPimYGXgGr1fr4448vW7ZMf3ljwwavz5lZrVKlCl7WoGkLRw6Pqlr1npWrSi2W999/X9O0F1980VjeNwUAAABQcRR4wOH0GXiT0Vg7sobqLA5UP5aD6J2ttLR09uzZq1ev1l8Ov7nDs3dOKvfE+5+Nv6VbSEDApGeeL7VY/vvf/wYGBj799NOahx7ECAAA4PpYQg84Vl5e3smTJ0Ukrnq4r8mT3zKLrFq1UmCgiKSkpHDsmRMUFRWNGzfO1t7nDB64YuoUO7Z33eD27V6YdqfRYBCRNWvWPPbYY/a9PgAAAK4eBR5wrNTUVIvFIiKJ0Z68AV6nn2OXk5OTnp6uOouHy83NHTp06McffywiBk1bNnH8/cOHOmhufEiHm56cME4fL1++/M0333TEXQAAAPCPPHk+EHAFthPsPHsDvC4pNuabw8kikpycHP37lnjY3cWLF4cMGfLtt9+KiK/JtHLmtH43tHHoHcd175qRdWHx2ndEZO7cubGxse3bt3foHb3TDz/8sGHDhkOHDqWnp+fl5YmIwWAIDg6uVq1aQkJC7969mzZtqjojAABQiQIPOJY3PATepuw5dl26dFEbxlPl5OQMGTJk9+7dIuJvNr9135ybmzZxwn3nDh109PTpf3+5pbi4ePz48Rs3boyLi3PCfT3er7/++vTTT3/xxRcnT54sLS39m9/57LPPmkym+Pj43r1733XXXUFBQU4LCQAAXARL6AHHKvMMOc+fga8fx5PkHCs7O3vw4MF6ew/wM69bMM857V33zJSJbesniUhWVtbo0aP1KWKUj8VieeGFF5o2bdqkSZPXX3/9+PHjf9/edSUlJT/99NOyZcvi4+M7dOiwbds2J0QFAACugxl4wLH0GXhN07xhCb2+B15EDh06pDaJR8rKyhoyZMi+fftEJNDPb92CeXqddhqzj8+b997d/u57T549d+jQoRkzZrz88svODOAZCgoK5s2b98477xQWFv7PL2jiUy0gpFZYlVrVq8aG+wX7G02mkuKS/AsXL/x2/lzab1mpGSUZeWIVEbFarSUksAoAACAASURBVD/++GP//v3j4uKeeeaZtm3bKvlaAACAk1HgAQcqKSn55ZdfRKRGlSpB/v6q4zhcleDgGlVCT2WeP3LkSHFxsY+Pj+pEniMzM3PgwIEHDx4UkSB//3UL5rVJquf8GNUqVVp97+xb5i8oKCp+7733rrvuunHjxjk/hpuyWCwLFixYtWpVcXHx5Y+atEoNIup3b9H0luuDqgT//RUyfz27+/2tqZsP5B05pzf5o0eP9u3bt2nTpq+//npUlOe/SwgAgJdjCT3gQEePHi0qKhKRxGhv+cG6fmysiBQVFf3888+qs3iOjIyMfv366e09JCBg/cL5Stq7rnmdhMfH366PFyxYsH//flVJ3Mv7779fp06dl156ydbejZXMSbe1mbL54Qn/mnvjiC7/2N5FpEpkWLfJ/e9ct2Dkf2ZH3FxHTJeeO7B///7mzZsvWbLEgV8AAABwARR4wIEuH0HvNTNjDWIvbYNnFb29nD59ul+/focPHxaR0KCgDx5acF29RLWRxnTtPLTDTSJSVFQ0fvz47OxstXlc3Llz57p161b2D8pUxe/6OT1mblnSa/bQwNB/7u1/ViMhetTyu8b8d27YDXGiiYhYLJZly5a1adMmKyvLjuEBAIBLocADDnT5CHoveAi8rv7vBV4vnKigEydO9OrVS38nqGpI8IcPL2yWUFt1KBGRpydNqBddU0SOHTt29913q47jut54441GjRrpJxeIiOZnbDKhw/TNi9uN6qYZKvq/4GoxEWNfmNl35QTfqEsn0qempjZq1GjLli0VvDIAAHBNFHjAgco8Q87rZuAp8BWXkpLSq1evo0ePiki1SpU+fPjBRrXi1EayCfAzvzZnpr+vr4j897//Xb16tepELqewsLBPnz6zZ8+2rZkPbxM36dMHu97V32C05/9867ZuMPWjh+JvbSYGTUQKCgoGDRq0fPlyO94CAAC4CAo84EC2JfR1vGYJfd2aNU1Go7CEvsK+/fbb3r17//rrryISFVb108cesr054iLqx8QsGT9WH8+fPz8tLU1tHpdy4MCBBg0afPPNN/pLY4hv96UjR780M6hqiCNuZzAaBy4Y0/3pUYZgHxGxWq2PPvroxIkTHXEvAACgEAUecBSr1arPwFcOCqweWll1HCfx8/VJiKwhIunp6WyNLrcNGzYMHDjw/PnzIpIQWWPD4ofrREWqDnUFY7p27t3mOhHJy8ubNGnS/xyu7sVeffXVzp07X7hwQX8Z3jp28scPNuraytH3bdSxxdh355qjL22qX79+fd++fR19UwAA4EwUeMBRTp06dfHiRRFJrOktG+B1+jZ4q9WanJysOotbeuutt8aMGVNQUCAiLeokbFjySHS1aqpD/aVnp0yMrFpFRL777rulS5eqjqOYxWKZMGHC3LlzLRaLiIhRaz292+hXZvlXCnROgCqRYZPXLwxteWnJz44dOzp16uScWwMAACegwAOOcvkIeq/ZAK+rH8NB9OVUWlq6aNGi6dOnl5SUiEiX5s0+evjBsBCHLLq2lyrBwS9Mu9OgaSLyzDPP7N69W3UiZS5evNi+ffv33ntPf2mqZB7y2l3tx/Vwcgwfs8/4V+dEdbv0oMEffviBDg8AgMegwAOOkpqaqg+8rcA3rBWrDyjw1+Ts2bNDhw59/vnn9ZfDOrb/9/x7A/zMalNdjQ5NGk/u3VNESktLJ0+erC888TYnT55s2bKlbdVJSJ1qEz9YENM0QU0aTRv+5OS4/k30Vz/88EOvXr3UJAEAAHZFgQccxTYD721L6BvGXSrwBw8eVJvEjWzbtq1Dhw5fffWViGiaNn/4kBem3eljNKrOdbUWjByun7F37Nix+fPnq47jbN9//32bNm3OnTunv4ztVP+Ot+8LCA1Sm2rQottrDWiqj3ft2jVs2DC1eQAAQMVR4AFH8dol9DXDwioHBYrI4cOHrVar6jiurqSkZPHixQMHDjx9+rSIhAQE/Ove2fcMvlXTNNXRroGfr8/LM6eafXxE5K233vr0009VJ3KejRs3du/ePT8/X3/ZbGz7wU9PNJhc4s2XWx8cG92zgT7etGnTzJkz1eYBAAAVRIEHHEU/gt7P1ycm3HVPIHMETdMaxsaKyMWLF48dO6Y6jktLTk6+5ZZbnnrqKf3Ms+Z1ErY+/UTv61urzlUeDePi5g0foo9nzZp19uxZtXmcY82aNSNGjNDPLBCD1mHegM4zB6gO9T+GLp4Q3r62Pl69ejXPhwcAwK1R4AGHyMrKOnPmjIgkREYZDV73F60Bq+j/SUFBwWOPPdapU6f9+/eLiKZpU/v23rD44bjq1VVHK79p/frc0KC+iJw9e9YbJnufeeaZGTNm6MtMNJOh15OjWw1trzrUFYxafldIkwh9/Nhjj33++edq8wAAgHLzul4BOIc+/S4idWu64uO7Ha1hrTh9wDl2f2axWN599902bdo8/fTTRUVFIhIVVvW9hfc/MvY2X5NJdboKMWjaC9PuDPL3F5HPPvvsrbfeUp3IgR5++OFHHnlEHxvMpkEvTk7q0kxtpL9iMBrGrrzbHBsiIlardcyYMUePHlUdCgAAlAcFHnAIW4H3thPsdI1+n4H/8ccf1SZxKVar9dNPP+3YseOUKVPS09NFxKBpY7t12fnsUx2bNladzj5iq4cvGTdGH8+fP98j91BYrdZ77rnn2Wef1V8aA3yGvzYttnVdtan+nq+f76iVMwyVfEWkuLi4e/ful5b9AwAAt0KBBxzi8hH00d51gp2uXky0vnGAJfS6oqKiNWvWtGvX7rbbbrOtSmhZt87Gxx9dPnlCSECA2nj2NarzzT2vayUiFy9enDJlSmlpqepE9mSxWKZNm/baa6/pL01BviNfn1mjYazaVFcjNKJq36dvFx+DiJw7d65///6qEwEAgGtGgQcc4vIS+ihvLPD+vr4JkTVE5MSJEzk5OarjqJSRkbFs2bKmTZvOmDEjJSVF/2CdqMjX58zc9PijLevWURvPQZ69c1J45Uoi8u2339pmqj1AaWnphAkT1q5dq7/0CTKPeG1GeD23+Tue0DKp9Yxu+njnzp1PPPGE2jwAAOBaUeABh9Bn4I0GQ+1Ib9wDL79vg7dard65it5isXz55ZcTJ05s2rTpkiVLMjIy9I8nxUS/OP2uXc893f+Gtu71oLhrEhYS8txdk/Uv8Mknn9y3b5/qRHZQXFw8duzY999/X3/pE2Qe/tr08ES3ae+69qO61+h8abX/0qVL9+zZozYPAAC4JhR4wP4KCwtPnDghIjHh1fx8fVTHUaNRXJw+OHDggNIgznbmzJmnnnqqZcuWgwcPXr9+vX5MnYi0b9zo3Qfu++aZZcM6tveGBxN0b9ni9m5dRKS4uHjy5Mm5ubmqE1VIUVHR6NGjbc+39wkyD181ze3au27YE5PMMZcOtBs0aFBeXp7qRAAA4Gp5/g+RgPP9/PPP+r5f7zzBTtc4Pk4feE+B37t37+TJk5s1a7Z48WL9HRwR8TebR3ftvGP50g8eWtC1RXMPnnX/s0fH3pZYM0pE0tLS5s6dqzpO+RUWFo4aNWrjxo36S1OA79CX7wqv565/u40m49D/m6L5G0Xk4sWLgwcPVp0IAABcLQo8YH9efoKdrnF8LX3g8QXeYrF8/PHH3bt37969+7p162xT7q0S6z5756Qjr618dsrEBnFucMiZ3fmbza/ePcPs4yMia9eu/c9//qM6UXnk5+ePGDHiiy++0F8azT6DX5wS0TBGbaoKCo+tcdO8fqKJiOzateuNN95QnQgAAFwVCjxgf7YCX8crT7DTVatUKbJqFRH56aefbJ3W82zatKlFixZjxozZu3ev/pEAP/PYbl12LF+66fFHR3fpFBzgrzahWo1qxS26baQ+njNnTlpamto81yo3N3fo0KFbtmzRXxp8jAOfuyOqaS21qeyidd+bqndI0Mdz5849c+aM2jwAAOBqUOAB+7v8EPhod11kaxeNa9USkaKiouTkZNVZ7C8tLW3o0KF9+vSxLTGICa/2yNjbDr/y0vLJE7xzyv2KJvW6pXvLFiKSk5Mzfvx4N3o3Jzs7e9CgQTt27NBfakZDnyfHxl6fqDaVHQ1ZMsEU5iciJSUlAwYMUB0HAAD8Mwo8YH+2GXjvfIacTSMP3QZfXFy8bNmydu3abd68Wf9IQmSNl2dM/e6F56b27V05KFBtPFejadqKaXdGVq0qIgcOHHjggQdUJ7oqmZmZAwYM2L1796XXmtzy0PA6NzdSGsrOzP7mHo+NEoMmIikpKcuXL1edCAAA/AMKPGBnpaWlP//8s4hUD63s5V1On4EXzyrwaWlp3bt3X7JkiT6TXCUk+Jk7J+187ukhHW4yGY2q07moqiHBr949Xf/zWbVqletvhj9z5ky/fv2+//5720c63TuwQe9WCiM5SOL1DWN7N9THS5YsOXnypNo8AADg71HgATs7ceJEYWGhiNT14iPodU1+P8fuhx9+UJvEXj755JMuXbroX46maaO7dDrw8guT+/Tyobr/k7b1k+4fPlQfz5o16/Dhw2rz/I309PQ+ffqUTdh2cvfmw29SGMmhBiwY4xMRKCKlpaW33nqr6jgAAODvUOABO7NtgK8bFak2iXIx4dX0NQiHDh2yWCyq41TUc889N2bMmOzsbBGJCqv63sL7n71zUpWQYNW53MaMAX17tG4pInl5eaNHjz5//rzqRFeQlpbWp08ffRGNrvmwdjdMvkVhJEcz+Zh6PjpSjJqIpKamPvvss6oTAQCAv0SBB+yszDPkvH0GXtM0/WFyubm5qampquOUn9Vqve+++x566CGr1SoiNzdtsvWpJzs2baw6l5vRNO3F6XfF14gQkV9++WXChAklJSWqQ/2PgwcP9urV68SJE7aP1Ove/OZ7ByqM5Bx1WtWP631pe//ixYuzsrLU5gEAAH+FAg/YGSfYldWsdrw+KLud2L1YLJZZs2a98sor+stJvXqsWzCvKhPv5VIpMPDf8+7VH6331VdfzZ8/X3Wiy3bs2NG3b9+MjAzbR+La1uvx6EjNoClM5TT9HxhtCvcXkZKSkhEjRqiOAwAArowCD9hZmWfIUeClWUJtfbB//361ScrHarXOnj179erVIqJp2iNjb3t8/FijgX85y69edM2VM6cZNE1EVq1atWLFCtWJREQ++uijwYMH6/sjdBENY/o+dbvRx1tONzD5mLrcP1g0EZFvv/12w4YNqhMBAIAr4MdQwM70Ah/k71+jShXVWdRrWtu9C/ySJUv+9a9/iYimacsmjp/at7fqRJ7gllYtHxozSh8vWrRo/fr1avO8+OKL48aN08+e1FWJC791xSTfALPCVM7XsEPzajfE6eMpU6Z4wLkVAAB4Hgo8YE9nzpzRt4/WrRmlaV6x8vbvxVUPDw0KEpGDBw+WlpaqjnNt3njjjaeeekofP3nH7eO6d1Wbx5NM7dt7/C3dRMRisUydOvWLL75QEqOkpOTee+994IEHypbVoPBKg16c7F/ZG58BOfDh27UAk4hkZ2ffe++9quMAAIA/osAD9nT5BLuarJ8XEdE0rUnteBHJy8uz/eG4hW3btt133336+J7Bt97Ro7vaPJ7niTtu793mOhEpKioaM2bMtm3bnBzgwoULw4cPX7VqVdkP+oUEDHpxckikly6fCa5aqcntlx6Y9+abb5Y9zw8AALgCCjxgT2UKvLcfQW/TLMH9zrE7fvz4uHHjiouLRWRYx/bzhg1WncgDGQ2GV2dNv6lxQxHJz88fPnz49u3bnXb3lJSUrl27fvnllyJiWypjMvsMeO6OsIQaTovhgrrc0cccGyIiFovltttuUx0HAAD8Dwo8YE+XHwLPDPzvmv9+jp27FPiioqJx48ZlZmaKSOvEus9MmchuCAcx+/isnXdv2/pJIpKfnz906FDnnJ22fv36bt26paWliYiPyWQVERGD0dBn6ZioZvFOCODSNK3nohFi0ETk4MGDn3zyiepAAADgMgo8YE9ljqBnBv4StzvHbuHChXrUGlVCV8+dY/bxUZ3IkwX6+a1bMK9NUj0RKSgoGDNmzFtvveW42+Xn5999990TJ07Mzc0VkdCgoGL9WfSa1u3BobXbN3Tcrd1I7eb1qt906Y2MadOmqQ0DAADKosAD9qQvofc1meKqh6vO4ipiwquFhYSIyIEDB4qKilTH+Qeff/65/sh3k9H4yt0zqodWVp3I8wX6+a1feH+nZk1FpKSkZPr06QsXLizRe7Vd7du3r1OnTm+++ab+skFszPmLF/Vxh1l9G/a9zu53dF8DFo3RT7O7cOHCgw8+qDoOAAC4hAIP2E1OTs6pU6dEpHZkDZPRWx4ffTVa1q0jIoWFhT/++KPqLH/n/Pnzs2bN0sfzhg2+sUF9tXm8R4Cfee38e4e0v3R82ooVK/r165eenm6v6+fm5i5cuLBHjx76Ghkfo3HQTTcePn7phLbWYzu1Gt3RXvfyDEGhIY1uu0Efv/TSSxd/f6cDAACoRYEH7MZ2gh0b4P9AL/AisnfvXrVJ/t68efNOnz4tItfVS5wxoJ/qON7F12R6acZdD4wYZtA0Edm1a1eHDh1Wr15ttVorclmLxbJu3bo2bdqsWLFCf5BhnajIR8be9v6OnRarVUQaDbi+/YzedvkSPEyXif18IgJFpKSkZPz48arjAAAAEQo8YEeXN8BzBP3/apXoBgV+06ZN69atExF/s3nFtDuNBv55dDZN02YPGvD2/XP1PRcXLlyYOXNm79699+3bV46rWa3WDRs2dOrUafLkyfrSGKPBMK1fnycnjHvwzTVFJSUiUrdzk24LhgiHFF6JwWjoMLuvPv7iiy9SUlLU5gEAAEKBB+zo8jPkopmB/x/N6yTo06p79uxRneXK8vLy7rnnHn18//ChCZFe/SAxtbq2aL79maXdWjbXX+7atat79+6jRo365ptvrvIKWVlZr7/+evv27UeOHHnw4EH9g9fVS/zyycUDbmw76vGl+UVFIhLXtl6vJbdpvFPz15p2vS64QbiIWK1WJuEBAHAF/OAC2A0z8H8lJCBAP5b/2LFj586dUx3nCh5//PETJ06ISNPa8ZN791Adx9tFhIa+c/99q+6eEVm1iohYrdbPPvusT58+LVq0WLhw4caNG/WH/JVVVFS0f//+l19+efDgwQ0aNJgzZ87hw4f1X4qvEbHq7hkbFj/s42MasOjRnLx8EYlqFt/v6XFGX5OTvzS30+P+Yfoj5ZKTkzdt2qQ6DgAA3o6fXQC70WfgDZqWEBWpOovLaVm3zuHjJ6xW6969e7t27ao6zv84fPjwyy+/LCImo/HZKRNZPO8iBra7oUfrls+9/+H/ffBR1sVcETl+/PiKFStWrFghIlWqVAkPDw8MDBSR33777dSpUxaL5Q9XSKwZNa1/3yEdbvIxGlN/PdVv4cOZOTkiEl6v5sDnJ/j4+zr9a3I/MQ3iw9vVOrMlTUSmT5/u4udQAgDg8fg5FbCPwsLCY8eOiUhMeLi/L8Xgj1q58Dl29913n/7Qsgk9ujepHa86Di7zN5vvGXzroVdeXDphXLOE2mV/KTMzMzk5ee/evXv37j158mTZ9l45KHBkp44fPbxw53NPj+zU0cdoPHr6dO8HFp0+nyUiVeOrD3ppsjnY39lfjNvqM3+k+BpE5MyZM6+++qrqOAAAeDVm4AH7SEtL08+4ZgP8FdkOone1bfDvvffe9u3bRaR6aOX7hg1WHQdXEOjnd0eP7nf06H7s9JmvfjjwzaHDh4+fSP311MX8fP03+JpM0eHV6kRGtqxb54aG9Vsn1i37HMcTGRm97l/067lzIlI5OmzwyjsDQoPUfCXuKTSianyfJmnrvhORhx9+eOzYsQZWqQAAoAgFHrCPyyfYsQH+SpJiY0ICArLz8vbs2VNSUmIyucQ/PgUFBQ899JA+XnTbyJCAALV58Pdiq4eP7tJpdJdOl15rWmFpqZ+Pr8mgFRcXX/FTTmRk9Lz/wRMZGSISUiN0yMo7g6pVclpgj9FrzrDnNxy05BTn5uYuWrRo0aJFqhMBAOCleBMdsA8eAv/3DJp2Xb1EEcnLyztw4IDqOJe88MIL6enpItIqse7QDjepjoNrYzIaQ4OC/M1/uWNFb+/HTp8RkeCIykNenRoSWcWJAT2H2d/caOQN+viVV14pKChQmwcAAK9FgQfsw/aQZP24dfzZ9Un19MGuXbvUJtFlZGQ899xzIqJp2iNjRmk8DNyzlG3vQeGVhrwytXLNqqpDubHOE/qawvxFpKioaPbs2arjAADgpSjwgH3YniFXN4oZ+Cu7vr5rFfgnnngiJydHRAbc2Nb25gI8w7HTZ26Zt9DW3oeumhoaE6Y6lHszGA2tJnTWx+vWrcvOzlabBwAA70SBB+ygtLT0559/FpGI0NDKQYGq47ioFnUSfE0mcY0Cn5aWtmbNGhEx+/g8OGqE6jiwp5/ST3aft0Df9x4cUXnoqmmhMdVUh/IENw7t7BsVJCKlpaV33XWX6jgAAHgjCjxgB8ePHy8sLBSRuhxB/9f8fX2b1o4XkYyMjLS0NLVhFi9erB97Nq5715hw2p3nOPDL0R7zF+pnzofUCB26ahpz73Z049Se+mDDhg1nzpxRGwYAAC9EgQfsgCPor1Ib11hF/8MPP7z//vsiEhzgf/egAQqTwL6+OZzc8/4HMy5cEJHQmLBhr01j37t9tejR1j++sohYLJY777xTdRwAALwOBR6wgzIFnhn4v3N9UpI+2LFjh8IYixcvtlqtIjK1b5+wkBCFSWBHn+/d1//BRy7k5opIWO2IYa9N58x5R2g/vY8+2LJly4kTJ9SGAQDA21DgATtgBv4q3dAgyWgwiMi2bdtUZdi9e/emTZtEpEpw8JTePVXFgH2t/err4Y89kV9YKCI1GsUOe316YDXemnGIRh1bBCaGiYjVar399ttVxwEAwLtQ4AE7uPwQePbA/61KgYGNasWJSHp6+tGjR5VkWLx4sT6YPqBvcIC/kgywryfeXjfpmeeLS0tFJK5N4uCVd/pVClAdypN1uru/Pti6davy8ywAAPAqFHigoqxWq/4MuUqBgRGhoarjuLqbGjXUB0om4Xfs2LF161YRqR5aeWKP7s4PAPsqKS2dtPy5B99cre+JqNe9+YDnJ/oGmFXn8nCJ1zcMbhAuIlardezYsarjAADgRSjwQEWdOnVKf5x4vWjWz/+zdo0a6AMlBf7xxx/XBzMH9Pc3U/PcW3ZuXu/5C1/95DP9ZcvbOvZacpvRx6g2lZfofPcA0UREdu3apT9EEwAAOAEFHqiolJQUfcAJdlejbf0kk9EoItu3b3fyrbdu3aofnhdZtcrYbl2cfHfYV9qp3zrOmbtp33ciohkNneYO7Di7n2bQVOfyFgktk0IaR4iI1WrlOHoAAJyGAg9UlL5+XkTqMgN/FYL8/Zsl1BaR3377zfZH5xxlp9/9fH2ceWvY15YfDnS6Z17y8RMi4htgHvR/k5oPv0l1KK/TeealSfh9+/Y5+e8yAABeiwIPVBTPkLtWtlX0W7ZscdpNv/76a/3h81FhVUd37eS0+8K+rFbrs//9oP+Dj2Tm5IhIpaiq4969L6F9Q9W5vFHt5omVm9QQEavVOnXqVNVxAADwChR4oKJsS+jrRUerTeIuOjVrqg+++OILp930iSee0AezBvY3+zD97pZy8vJve+KpB17/V6nFIiI1m8ffsX5+eCJvnCnTbc5g2yQ8x9EDAOAEFHigovQZeH+zuWa1MNVZ3MN19RL157dt3769qKjICXcsO/0+qvPNTrgj7O7g0aMdZt/7wTc79ZdNB98w/LXpgVWD1abycnVaJlX6fSf8tGnTVMcBAMDzUeCBCjl37lxmZqaI1K0ZZdA4QOuq+BiN+sPk8vLyvvnmGyfc8cknn9QHMwf0Y/rdHa367PNO98xL/fWUiJjMPrc8PLzL/YONPibVuSDdZg/SJ+G//fbbY8eOqY4DAICHo8ADFWLbAF+vJifYXQPbKvovv/zS0ffaunXrzp07RSSyatXburD73c1k5uSMXPLkzBdXFhQVi0hoTLURq2c27Hud6ly4pG7rBsH1Lz0Tnkl4AAAcjQIPVMjlAs8R9NeiU7Mm+sAJ2+Bth8/ffSu7393Mxn3ftZ1+94c7v9Vf1uve/La357Dp3dV0nN5XH3zzzTenTp1SGwYAAM9GgQcq5PJD4Cnw1yKuevXakTVEJDk5OT093XE32rJlC7vf3VFOXv60FS8NenjxqczzIuIbYO7+0PDeT4z2DTSrjoY/Sry+YWBimIhYrdYZM2aojgMAgCejwAMVcvkZchT4a3RLqxYiYrVaP/nkE8fdpcz0+wCm393F5u/2Xz991hufb7JarSIS2TjutnfmNOrHsnnXddOdPfXBV199pR8LAgAAHIECD1SIXuDNPj61IqqrzuJmel1/qY999NFHDrrFl19+uXv3bhGpWS1sZKeODroL7OhsdvakZ54fsOjR9IyzImL0Mbab1mv4m9NDY6qpjoa/07BDc//4yiJisVhmzZqlOg4AAB6LAg+U34ULF/QNnwlRkUYDf5uuzXX1EquHVhaRb7/99uzZs464he3Z77OZfnd5Fqv1jY2bW06Z/u8vt+gfqZ5Uc9Ta2deP76Lxl8sd3DDpFn3w2Wef5ebmqg0DAICn4qcioPwur5+vyala18ygaT2vay0ipaWln376qd2vv3Hjxj179ohIdLVqI5h+d23f/5zWde790/7vxfMXL4qIyexz04zeI9+6u1qdSNXRcLWadb/eHB0sIqWlpffcc4/qOAAAeCYKPFB+ZY6gj1abxE31vr61PrD7Knqr1bp48WJ9PGfwQF8TDwx3UWezs6eveKnD7Lm7Uy79barVtt7Y9XOvu72zwcj/odxMq9svPabxvffeKyoqUhsGAACPxI9HQPnxPkrnagAAIABJREFUDLkKateoYWhQkIh8/fXXGRkZdrzyBx98cODAARGJrxEx/OYOdrwy7KWwuPjZ/37QfPK01z/fZLFaRSS4euU+y8be+uLkytFhqtOhPNoM7OhTPUBEiouLFy5cqDoOAAAeiAIPlB/PkKsgH6Ox/41tRaSkpOQ///mPvS5bUlJiO3x+3rAhPkajva4Mu7Bareu37Wh918wHXv/XhdxcETH6mq4b13ncB/MTuzRVnQ4V0nTkTfpg9erVFotFbRgAADwPBR4oP30G3sdojK8RoTqLuxrWsb0+ePvtt+11zbfeeuvIkSMi0iA2ZmC7G+x1WdjFth8Pdbpn3tilTx89fVr/SJ1Ojceuv++m6b19/H3VZkPF3TSym7GyWUQKCgqeeuop1XEAAPA0FHignHJzc9PT00UkvkYEW6zLrXVi3YTIGiJy8ODBQ4cOVfyCeXl5tsPnF44aYdC0il8TdnHgl6ODHl7cc/7CvUdS9Y9ENIgZumpqv6fHhcawZt5DGIyGpEGXzrZ44YUX1IYBAMDzUOCBcjpy5IjVahWRRE6wq5ihHS5Nwv/73/+u+NVWrFhx+vRpEWnXqGG3ls0rfkFUXNqp38Yte+amWfd8vnef/pGQyCo9F48a9das6JYJarPB7jrd0UcLNIlIdnb2m2++qToOAAAehQIPlJNtAzwn2FXQ0I43GQ0GEVm7dm1+fn5FLnXq1KnnnntORDRNe3j0SPvkQwX8ei5z+oqXWt81Y93WbfpJdf6VAzvO6T/u/Xn1e7YU1kd4Il8/3/ieTfSxbTkMAACwCwo8UE4cQW8v0dWq6VPlWVlZ7777bkUutWjRory8PBEZ0r5ds4Ta9smHcsnMyVnwxr+aT576+uebiktLRcQ3wNx2UvcJnyxoOaqDyeyjOiAcqOtd/TWzQUROnz79+eefq44DAIDnoMAD5cQMvB1N7HmLPnjllVfKfZFdu3atX79eRAL9/BaOGmGfZLh2eQWFS99d32TiXc+890F+UZGIGH1NLUa0v+OTB26YcotvkJ/qgHC4oMrBkR0T9fEDDzygNgwAAJ6EAg+Uk17gjQZD7chI1VncXvvGjRJrRonI4cOHt23bVo4rFBcXz5kzRz+V4O5b+0dWrWLniLgKJaWlr3++qdnkqQ+v+Xd2Xp6IaAZDo37Xjf/w/pvvHRBQJVh1QDhPt+kDxKiJSFpa2vfff686DgAAHoICD5RHfn7+8ePHRaRWRHU/XxYDV5SmaRN+n4RfunRpOa7w/PPPHz58WERqR9a4q29ve4bD1fl8774bZsyevuKl386fFxHRtDqdGo9dP7f7Q8NDaoSqTgdnqxoVHnZ9rD6eM2eO2jAAAHgMCjxQHqmpqRaLRUTqcQS9nYzo1LFGlVAR2b59+5YtW67pc48cObJs2TIR0TTtmckTzD68peJUh4+f6P/gI4MeXpx8Il3/SHTLhJGrZ/Z7elzV+Opqs0GhTnf1FU1EZP/+/SdOnFAdBwAAT0CBB8rDtgE+kQ3wduLv6zt70EB9vHjx4qv/xKKiookTJxYWForIyE4d2zVq6JB8uJILubn3rFx148w5X+y/tEa6au2IAc9NGLpqao1GsWqzQbmYBvEhDauLiNVqnT17tuo4AAB4Ago8UB6cYOcI/8/efQdEXf9/AH/d4I69wcGWJcsJbsU9MrVyp6mp2bestPx+NUdlkkmae5S5TU1LzZyk5kZFUJkCooiCoixRWXfc+P3xoZMfIDLvfeP5+Ovth8/d58lFB6/7vN+v94R+fZzt7Yjo+vXrNW9Hv3Dhwri4OCJqbmMTMum9RswH/9++cxeCPpm58dgJmVxORMZWpv0WjJq0f457sB/raKApun80mBucO3euoKCAbRgAAAAdgAIeoC6wh1xjEAmFC94dw40XLFiQk5Pz2ofs37+fa1wv4PM3ffGZlalp40YEIiJKe/LkrYUh01atffI0n4j4QkHgez2nHl3QZlRXvgC/VuAl326tDV0tiEihUMyfP591HAAAAK2Hv7QA6oK7A8/n8TwdHVhn0SmjgrsHtwogory8vC+//LL6k8PDw2fMmMF1np89akQ3P191RNRvSqVy+8nTXWb892x0LHfEsb37xD9m9/rf22IzI7bZQDMFTujFDfbv3y+Xy9mGAQAA0HYo4AFqTSKRpKWlEZFLE3sjkYh1HJ3C4/HWTP/Q2FBMRH/99df333//qjMvX748YcIEqVRKREM7d5o9eoT6Uuqr9OzswQsWztiwsbCkhIiMLE0GfTdu7NZPbd2bso4Gmqvz8J4CG0MikkqlK1euZB0HAABAu6GAB6i1lJQU7j6SjzNa0Dc81yZNlkyexI1Xrly5dOnSynftDh48OGrUqOfPnxNRB2+vXz7/lM/jqTmnvjlwMbzLjP+GJ9zi/tlyYLvJf83zH9qB8MpD9Xg8v5EdueHPP//MNgsAAIC2QwEPUGtJSUncAC3oG8mk/n3n/HtHfdmyZW+99daFCxe4Mj4mJub9999XtZ3v2NL7j6/mYR5EoyqWSj9b//Pk5aueFxURkbG12Vurpg5ZOtHYCh0HoEZ6vT+YZywkomfPntW8PyUAAABUJmQdAED7qFrQ+2AT+EYzb+zoEql09Z+Hiejq1avDhw83Njbm8/nlG1kP7hi05YsZRmIxu5i6LzXz8Xs/LI9PS+P+2aK778BF75rYmDENBVpGZCR2GeCX9mcMES1ZsmTkyJGsEwEAAGgr3IEHqLWXBTym0DemRRPf2zt/jp2FBffPoqIiVfVuamS0/MOpu7/8H6r3RnUmOqbX/77kqne+UNBz1lvD101D9Q510P+Tt8mAT0Tp6elRUVGs4wAAAGgr3IEHqDVuCr2Az0cL+sY2KCjw5k9rD1wKP3Ap/MGT7PzCAremTd/q0mlMr+CmVlas0+m4X46Fzd26ndvj3ayJ5dAf32/e2pV1KNBWFnZW9p1dsy6kEtHcuXNPnTrFOhEAAIBWQgEPUDsSieTBgweEFvTqYmZsNKl/30n9+7IOokcUSuVX23eu++so90+nQI+hy9/Hineop76fvrXn4gpSUkxMzKNHj5o3b846EQAAgPbBFHqA2rl9+zZa0IMOk8pkU5avUlXvrd7pPOqXj1G9Q/05eLuY+doTkVKpnDNnDus4AAAAWgkFPEDtoAU96LCiEsno70IPXrpMRMTjdf/szQELx/CFAta5QEd0+WAANzh9+nRJSQnbMAAAANoIBTxA7dy+fZsboAU96JjCkpIRId+fiY4hIr6A/8Z34zpN7cc6FOiUVr0DRQ6mRCSTyUJCQljHAQAA0D4o4AFqR3UHHlPoQZcUlpQM/3ZxeMItIhKKDd5aNdVvSBDrUKCDWo/pxg12797NNgkAAIA2QgEPUDuJiYlEJODzPRzQgQl0RIm0dMz3P1xJTCIiA0PR8PXT3IP9WIcC3dRjfH++uQERFRYWbt++nXUcAAAALYMCHqAWiouL09PTicitaRO0oAfdUCqXT1q24kJsPBEZGImGr//QuYMX61Cgs/gCgfvgNtx4xYoVbMMAAABoHW0q4M+cOTNq1KjHjx/X/CElJSWbN2+eOnXqqFGj5s6du2/fPq5/OEDdJCcnKxQKwvx50BVKpfLTdT+diIwiIoFI+NbKKU5BHqxDgY7r+5+hJOITUWZmZkREBOs4AAAA2kSbCvhTp07VqmltTk7OnDlzDh8+nJWVJRaLExISdu/e/dVXX7148aLxQoJuK7cA3pltEoAGsfDXPb+dPU9EPD5/yA8TXbu0ZJ0IdJ+plXmTri248fz589mGAQAA0C7aUcAXFRVt3bo1ISGhVo9auXLlvXv3/Pz8tm7d+uuvv/78889OTk7x8fFbtmxppJyg85KTk7kB7sCDDth5+syqg4e4cb8FIz37tGKbB/RHn4+HEY+IKDY2NjMzk3UcAAAAraHpBfzp06dnz549ceLEQ4cO1eqBSUlJcXFxpqam8+bNs7W1JaLmzZt//fXXAoHg7Nmz2dnZjZMXdJzqDnxLZ2wCD9rtUnzCrJ83ceOuHw1qPaIL2zygVxy8nU197YhIqVTOnTuXdRwAAACtoekFfFpa2qNHj8Risbm5OY/Hq/kDL1++TESBgYFmZmaqg02aNPHx8VEqlVevXm34rKAHuALeQCDwaI4W9KDFMrJzJi5dIZXJiMh3cGCX/wxgnQj0Tuf3+3GDv//+WyqVsg0DAACgLTS9gJ86dequf5UvxV/r7t27RNSuXbsKx7kj3FcBaqWgoODhw4dE5N68mUgoZB0HoI5KpKXjf/gx5/lzImreynXAwjFUm49HARpEm/4dDZqaEJFMJlu6dCnrOAAAANpB0wv4Onv06BERcZPny+OOcGUYQK0kJSUplUpCBzvQcrM3b7155y4RmdiaD1sxWSg2YJ0I9JTf8I7cABvCAwAA1JDO3kUsLCwkoso37U1NTYmoqKio8kMePXp04MCBysfHjRtnbGzcCBl1hEAgICITExPWQRrdvXv3uIGfq4tIMzaBV60r4fP5GhJJ3/D5fB6Pp0Uv/t6z53ecPE1EfKFg+KoPrB3tWCeqO9XPv0AgqNUaK2gofD6fiOr889/vg2Ex2y8oC2XPnj07ceLEiBEjGjSdjhP+OxFMLBYLMSmMBT6fb2BgoA9//2gg1c+8kZERt78vgP7Q2Xf80tJSIjIyMqpwnCvFJRJJ5Yc8efJkx44dlY9PmDCh8vNABfrwEt2+fZsbBLRw07S/lng8nqZF0iva8uLfzsj4dN1P3Ljv/95x66Qjm8bx+XyukgQm6vzzLzQVug0ISD14k4hCQkLee++9Bs2lL7ToA0TdIxQKteX9X1eJxWLWEQDUTWf/4uHuvRcXF1c4zt17r9VyegBOfHw8N/B3c2GbBKAOpDLZe0uWFRQXE5F3n9adJvdjnQiA3pg5kgQ8IkpJSantZrEAAAB6SGc/NbS2ts7Pzy8oKKhwnDtiZWVV+SEeHh4bNmyofFwulz979qwxQuoGkUhkZGSkDy9RXFwcEYkNDBysraucxKF+qsnbCoWCm3UCaiYUCvl8vlb00P56x683Uu4QkVkTy0Eh47Qic/W4+atEJJPJ5HI56zj6iHv96/PmY2pjbt3eMe9aOhF9/PHHhw8fbrBwuk4sFhsaGhJRUVER3v+ZMDMzKy0tLSkpYR1EHxkbG3PvPwUFBXV7/7ewsGjoUABqorMFvKWlJRHl5eVVOP706VMisrGxqfwQMzOzDh06VD6em5uLX43V4NbA6/xLlJeX9+TJEyLycnTgEWlItaCaNqxUKjUkkr7hfv41/8W/mpi06sAhIuLxeW8sHm9gKtb8zK+lWveOn39WuMnD9Xzxu38w6K9rvxDRpUuX8vPzsaK4hrjqhYjkcrnO/wrWTEqlEp+es6Ja9y6TyWQyGdswAGqms1PonZ2diSg6OrrC8ZiYGCJyc3NjkAm0GbcDPBH5ogU9aJtiqXT62g0KpZKIgib0du7gyToRwEteHf0MXSyISKFQLFq0iHUcAAAAjaazBTx3Lz0qKqr8VOfnz5/HxcWJRKLg4GB20UAr3bp1ixv4ujixTQJQWyG7frvzKJOIbNybdvvkDdZxACpqPaYbN9i7dy/bJAAAABpORwr4Y8eOHTly5M6dO6oj/v7+3t7eT58+XbNmDTe7TyKRhIaGlpaW9ujRAzP0oLaSk5O5ATaBB+1yPeXOz0ePExFfwB8U8q5ApLMrp0B7dRvTh28uIqKioqI9e/awjgMAAKC5dKSA37Zt26ZNm7jp8SpffPGFhYXFxYsXx40bN3v27HHjxsXHxzdv3vz9999nlRO0V2JiIjfwccYdeNAapXL5Z+s3yhUKIgqa2LuZPzZQAE3EFwjcBgZw4+XLl7MNAwAAoMl0pICvUrNmzVavXt2/f38jI6M7d+5YWlq+9dZbK1aswB5yUAfcHXhTIyMnO1vWWQBqav1fR+LT0ojIytm2y0cDWccBeKW+/xlKQh4RPXjwQLVnJwAAAFSgTXMpd+3a9aov7d+/v8rj1tbWn3zySaMlAn2RmZmZn59PRD7OTqrG1wAaLj07O3TffiIiHq/fV6OFYgPWiQBeydzW0raDc87l+0Q0b9487CcHAABQJV2+Aw/QUMq1oMf8edAac7dsL5ZIiMh3cHuXjl6s4wC8Ro9pZR0WIyIiCgoK2IYBAADQTCjgAV5P1YIeHexAW5y6cfPI1WtEJDY16vnFMNZxAF7PvV1LQzdLIlIoFAsXLmQdBwAAQBOhgAd4vZd34LGHHGiDUrl83tYd3Ljr9EEmtuZs8wDUUJt/95N71co4AAAAPYcCHuD1VC3ofV1wBx60wLawU7czHhKRrUeztmO6s44DUFNdR5XtJ1dYWLh7927WcQAAADQOCniA15DL5VwLentLCzsLC9ZxAF4jv6Bwyd7fuXHP/77FF+B9HrQGX8BX7Se3cuVKtmEAAAA0EP6wA3iNe/fulZSUEBbAg5ZYvv9g3osXRNSiu69bl5as4wDUTt8Py/aTu3//vmr2EwAAAHBQwAO8BhbAgxbJyM755fgJIuLx+ehdB9rI3M7SJrDszXb+/PlswwAAAGgaFPAAr6G6BYQ78KD5Fv+2r0RaSkQBb3W0cW/KOg5AXXSfOogbXL58uaioiG0YAAAAjYICHuA1VHvI+aGDHWi2Ww8e7D17nogMDEVdPx7EOg5AHXl28BU7mxORXC5fsmQJ6zgAAAAaBAU8wGtwd+B5PF5LJ0fWWQCq8/2efQqlkojajw82tUfDRdBirUZ24QZ79uxhmwQAAECjoIAHqI5EIklLSyMiF3t7UyMj1nEAXunmnbtHIyKJSGxmFDSpN+s4APXS7d1+PFMhET1//vzw4cOs4wAAAGgKFPAA1UlKSpLL5UTk54r586DRQnbvVSqVRNRhUm9Dc2PWcQDqRWggdOnry41DQ0PZhgEAANAcKOABqqNaAO+LBfCgwSKTb/9zM5qIjK1M240LZh0HoAH0/nAo8XlElJKScv/+fdZxAAAANAIKeIDqoIMdaIVlfxzgBkHv9xYZi9mGAWgQNg52Fq3KdlL46quv2IYBAADQECjgAaqj2kPO18WFbRKAV4m7l3by+k0iMrI0aTOyG+s4AA2m44Q+3ODUqVMymYxtGAAAAE2AAh6gOlwBbygycG+GLbVBQ/3w+37lv83nRSa4/Q66o3XfIKG9MRHJZLJ169axjgMAAMAeCniAV8rNzc3KyiIiL0dHoUDAOg5AFW5nPDx29RoRic2M2r3bg3UcgAbWclh7brBp0ya2SQAAADQBCniAV4qPj+cG/q6YPw8aavWff3F7v7cd011sip0OQdf0mjyYJxYQUVZW1pUrV1jHAQAAYAwFPMArlVsAjw52oIke5eb+fv4iEQnFBu3GdmcdB6DhGZoY2Xdx48YhISFswwAAADCHAh7glV4W8M5ObJMAVGntoSNSmYyIWr3TycTWnHUcgEbRc9pg4hERXb9+vaCggHUcAAAAllDAA7wSWtCDJntWWLjz9Bki4gv4gRN7s44D0Fic/VoYtbAiIoVC8e2337KOAwAAwBIKeICqKRSKpKQkIrIxN2tmbcU6DkBFW8NOFRQXE5FXvzYWza1ZxwFoRK1HduEG+/fvZ5sEAACALRTwAFVLTU0tLi4mIn9XV9ZZACoqlct/OR7GjQPf68k0C0Cj6zq6D9/MgIgKCgoOHDjAOg4AAAAzKOABqqaaP++HDnageQ5cDH+Um0tEToEezQKwxAN0HF8gcO7jw41XrFjBNgwAAABDKOABqpaQkMAN/LCHHGiejcdOcIPACb3YJgFQj17ThhCfR0QpKSkPHz5kHQcAAIANFPAAVVMV8AEo4EHDXEu+fSPlDhFZNLd27+HLOg6AOtg62pv72xORUqn85ptvWMcBAABgAwU8QNW4Al4oEHg7YQ850Cwbj5bdfm83LpjHx9s46Iug8WW7LZw4cUKhULANAwAAwAT+8gOowvPnzzMyMojI06G5ociAdRyAlx4/fXr4ylUiMjASBbzVkXUcAPVpN7CTwMaQiKRS6datW1nHAQAAYAAFPEAVkpKSlEolEfmigx1omJ2n/pHKZETkNyRIbGbEOg6AWnkMas0NNmzYwDYJAAAAEyjgAaoQHx/PDfxdsAAeNIhMLt/292lu3GZUN7ZhANSv15TBZMAnovT09OTkZNZxAAAA1A0FPEAVbt26xQ383VDAgwY5EXmd2z3OsZ27nVdz1nEA1M3MxsK6nQM3Ris7AADQQyjgAaqgKuD9cAceNMnWsJPcoM2ormyTALDSZWI/bnD+/HmZTMY2DAAAgJqhgAeoSKFQcAW8lampg60N6zgAZe49fnI2JpaIjK3NvPq2Zh0HgA2fbq0NmpkQkUwmW716Nes4AAAAaoUCHqCitLS0wsJCIvJ3c2UcBaCc7SdPc70VA97uKBAJWccBYKbl0EBugF70AACgb1DAA1Sk6mDXys2VZQ6Ackrl8r1nzxMR8XgBb3dmHQeApZ6TBvHEfCLKysqKiopiHQcAAEB9UMADVPSyBb0rFsCDpjh6NeLx06dE5NrJy8rZlnUcAJYMTYxsO5S9P4eEhLANAwAAoE4o4AEqKtfBDpvAg6bYfvIfbtBqRBe2SQA0Qbf3B3CDiIiIkpIStmEAAADUBgU8QEUJCQlEZCAQtHR2Yp0FgIgoPTv7QmwcEZnYmHn2CmAdB4A9j0AfsZMZEcnl8uXLl7OOAwAAoCYo4AH+n2fPnj18+JCIvBwdxAYGrOMAEBHt/uecQqkkIt83A/lCAes4ABrBZ1gQN9i1axfbJAAAAGqDAh7g/4mPj+caffu7urLOAkBEpFQq9547z439hnRgGwZAcwS/N5BnKCCinJyciIgI1nEAAADUAQU8wP/zcgE8OtiBZrgUn3Dv8RMiaurvbOfVnHUcAE0hMhLbd3bjxmhlBwAAegIFPMD/ExcXxw0C3FDAg0bYc7bs9rv/sI5skwBomu6TB3KDyMhItLIDAAB9gAIe4P9R7SEX4ObKMgcAEREVlUj+unyViAQioc+gdqzjAGgWt9aehi4WRKRQKJYuXco6DgAAQKNDAQ/wklQqTU5OJqLmNtZ2Fhas4wDQ4asRhSUlROTR09/Q3Jh1HACNo2plt2fPHrZJAAAA1AAFPMBLt2/flkqlhNvvoDF+O6tqXxfENgmAZuoxfgDXyi43N/fatWus4wAAADQuFPAAL6nmz6ODHWiCR7m53PbvxtZmbl19WMcB0EQiQ1GTLi24MVrZAQCAzkMBD/BSQkICN2jl5soyBwAREf1+4RK3/XvLQe2w/TvAq3R7fwA3QCs7AADQeSjgAV5StaBv5ebGNgkAEf1+7gI38Mf8eYBXc2vtKXYyJyK5XL5ixQrWcQAAABoRCniAMkqlkrsDb2Jo6NasKes4oO/i09IS7j8gImu3Jk18nVjHAdBoPkMDucGuXbvYJgEAAGhUKOABymRkZOTn5xNRgJsrn8djHQf03e/nL3IDvzcD2SYB0Hw9JgzkiQVElJ2dHRUVxToOAABAY0EBD1BG1cHOHx3sgDWFUvnHhUtERDyezxvtWccB0HRiI7Fdx7K37sWLF7MNAwAA0HhQwAOUKbcA3pVlDgCi8PiER7l5ROTYxs3CwYZ1HAAt0GViP25w9epVmUzGNgwAAEAjQQEPUCY2NpYbtHZvwTYJwIFLl7mBz2DcfgeoEc8gX5GDKRHJZLK1a9eyjgMAANAoUMADlOGm0AsFgpZOaBgGLMnk8iNXIoiIL+B79W3NOg6A1vAa3I4bbNu2jW0SAACARoICHoCIKC8v7+HDh0Tk7ehgKDJgHQf02tmY2Jznz4nIuaOXsbUZ6zgAWiN4wkAy4BNRZmbmrVu3WMcBAABoeCjgAYjKdbALcHNlmQOA6M9/58+37N+WbRIA7WJsbmIT6MiN0coOAAB0Egp4AKLyHexauLFNAnpOKpMdjYgkIoGBwLNvK9ZxALRMx3G9ucG5c+eYBgEAAGgUKOABiNDBDjTG2ejYZ4WFROTapaWhuTHrOABaxq9HW6GdERFJpVKshAcALfL48eP58+cPGTLE19fXyMjI3t6+devWkyZNCgsL0/ydNXJzc3k8Ho/H27JlC+ssug8FPADRv3fgeTyevws2gQeW/gwvmz/vjfnzAHXSYkAAN/j555/ZJgEAqAmZTDZnzhx3d/fvv//+6NGjiYmJJSUl2dnZsbGxO3bsGDRoUOfOne/evcs6JmgKIesAAOwVFxenpqYSkbO9naWpCes4oL+kMtnxa1FEJBAJPXr5s44DoJWCJw26/VskyZWpqamZmZnNmjVjnQgAoDpz5sxZsWIFEYnF4rFjx7Zp08bBwSErK+vevXv79u1LT0+PiooKCgqKiYlxwk5JgAIegIgSEhLkcjlhATywdiY6pmz+fOeWYlMj1nEAtJKlvbW5f5PnMY+J6Ntvv8V9eADQZEePHuWq91atWoWFhVX4zHHx4sVLlixZuHDh06dPJ06ceObMGUYxX8Pa2vrx48dEZG5uzjqL7sMUegCKiYnhBm2xAB6YOhR+hRt492/DNgmAVms7shs3CAsLY5sEAKB6P/30Ezc4fPhw5RlDIpHom2++GTFiBBGdPXv2+vXr6s5XMzwer0mTJk2aNDEywu2HRocCHuBlC/rWLVDAAzOYPw/QUILe7MY3FxFRYWHhkSNHWMcBAHglro+yt7e3y6vbML377rvc4PLly9U8VUFBATelFHQbCniAly3oMYUeGDoXE4v58wANgsfnOfX05sYrV65kGwYAoBpch/nCwsJqzunateuXX3755Zdftm7dWnVw/fr1PB4vICCAiHbs2OHl5WVmZiYUCu3s7Hr37r19+3aFQlHlsxUWFi5btqxz5842NjZmZmatW7f+6KOPkpOTX3X12NjYadOmubu7c73xg4OD161bJ5VKKzxnNV3oa3XFZ8+ehYQ26zq/AAAgAElEQVSE9OzZ09HR0cTExM/Pb/jw4eHh4dW8PvqGp1QqWWfQdLm5uXiVqmFoaGhqapqTk8M6SB1JpVI3NzepVNrcxjpxy0bWcWqHz+cbGhoSkVwul0gkrOPoI5FIJBAIiouL6/9Un677aefpM0Q0KORd/2Ed6/+EOk8oFIpEIiIqLS0tLS1lHUcficViItLMN5/Muxm73llGSuLxePfu3TMx0bUGpcbGxsbGxkT04sULzfxPoPOsrKykUmn1dRc0EjMzM+79Jz8/v25brNna2jZ0qDrq0aPHxYsXiWj58uVffPFFzR+4fv36Tz75xN/ff/jw4d9++23lE4KDgw8fPlxhUXp0dPSQIUMyMjIqnMzj8RYvXjx37twKx0NDQxcsWFD5xr63t/fff/+tmjVQWFhoampKRJs3b54yZUqdrxgeHj5kyJCnT59W/na++OKL5cuXVz6uh3AHHvRdUlIS9yFiKzfcfgdmZHL5sWuRRMQXCjx6BrCOA6D1mrk7GrlbEZFSqVy6dCnrOAAAVVOVu7NmzerTp8/evXsLCgpq/vC7d+8uWrSIiAIDA0NCQn799deZM2dya+nPnz8/ceLE8idnZ2f37t2bq6VHjx69cePGffv2/e9//7OwsFAqlfPmzQsNDS1//o4dO+bOnSuXy5s2bTp79uw//vhj8+bNgwYNIqLk5OQBAwa89tOTWl3x8ePH77zzztOnT01MTD777LPffvvtr7/+WrJkiYODAxGtWLHi6NGjNX9ldBgKeNB3qg52bTywAB6YuRSfkPv8BRG5dPA0tDBmHQdAF/gNCeIGv//+O9skAACvMmHChHHjxnHjM2fOjB071traunv37gsXLrxw4UKFmeqVFRcXK5XKKVOmXLlyZcGCBePHj1+5cmVUVFT79u2J6NChQ9euXVOdHBIS8vTpU6FQeOjQob17906bNm3UqFFLly6Njo729vYmokWLFt2/f587uaSkZMGCBUTk4+MTERHxww8/jBgxYsqUKcePH+dumycnJ+/Zs6f6eLW64vHjx7OysrjYq1evHjNmzNChQ7/88ssLFy5wE+4OHjxY25dXJ6GAB32HDnagCQ5fieAGnn1bV38mANRQ1zF9eYYCIsrJyblx4wbrOAAAVeDxeLt27dqxY0fHjmWr50pLSy9duvTtt98GBwdbWVkNGjRo37591awUc3Z2/umnn4TCl7uDN2/e/LfffhMIBES0cOFC7mBaWtrGjRuJaMaMGcOGDSv/DK6urhs2bCCi4uLiTZs2cQc3bNjA3Tlfu3ats7Nz+fMXLVpkZWVFRNVva1fbK0ZHRxORSCTq06dP+ZNbtGgxe/bsSZMmtcDf6kSEAh5A1cGujTum0AMbSqXy+LVIIuLx+Z69MX8eoGGIjMR2HcvWZy5ZsoRtGACAakyYMOHq1aupqambN28eO3ZskyZNuONFRUVhYWFjxozx9PS8efNmlY+dOXOmgYFBhYOenp4jR44konPnznHNvI4fP87dz585c2blJ+ndu7enpycRqdrFnTp1ioj8/PwqlNNEJBQKf/rpp9DQ0L59+1bzTdX2ik2bNiUiqVS6efPmCieHhIRs27aNmxEAKOBBr8lksoSEBCKyNTdvbmPDOg7oqespdzLznhKRQxs3Y2sz1nEAdEfn8WV/XIaHh7+qITMAgIZwc3ObMmXKnj17Hj9+nJCQsHr16h49evD5fCK6f/9+165d4+PjKz8qKCioymfr3LkzERUXFz9+/JiIUlJSiMjBwcHR0bHK8319fYlIdQnu/LZt21Z58ujRo+fMmTN+/Phqvp3aXnHkyJFcw9Fp06YFBQUtXrw4PDwcTTorQwEPeu327dslJSVE1Nodc3KAmaMRZevTcPsdoGF5dfQzaGJMRKWlpdu2bWMdBwCgpnx9fT/77LPz58/HxcV16dKFiIqLiz///PPKZ7q6ulb5DKoJ53fv3iWiO3fuENHDhw95r/DXX38RUV5eHhHJZDJuabqTk1Odv4VaXZGIPD09Dx065O7uTkRRUVELFizo1q2bhYVFv379fv755+fPn9c5iY5BAQ96jVtsQ0Rt0cEO2Dl6tayA9+jdim0SAN3Ton/Z/1a//PIL2yQAABVERUXt3r179+7d1Zzj6+t74sQJbsO2M2fOcHeeyuPxeFU+UDWvvqioiIiePHlSk0gKhUImk0mlUq7DPLddX93U6orcuG/fvgkJCQcOHJg0aRI3o14ikZw+ffqjjz7y8fE5e/ZsncPoEhTwoNdetqB3d2ebBPRWcsbDlIePiMje28HSEes4ABpYj4kDSMAjotTU1Br+NQkAoB5hYWHjx48fP358ZmZmNaeZm5tzm7cpFIp79+5V+GpaWlqVj+JugBORl5cXEbm5uRFR586dla8jFAqNjY2bN29ORKoW8XVQqyuqHiUWi995551t27ZlZmbevn1706ZN3Pf+6NGjUaNG5ebm1jmPzkABD3oNHeyAueMRkdzAoxfmzwM0PEt7a3Nfe278/fffsw0DAFAeV+IS0eXLl6s/89GjR9zAplLPpuvXr1f5EG4DOZFIxPWQ57ZtS01N5XraVSaXy+VyuapdCFf2V7nqnogWL14cFBT05ptvVpO5tle8f//+/fv3VTPqicjT03Pq1KnHjx9fu3YtEeXk5Fy4cKGaK+oJFPCgv2QyGfeuZGNu5mRnxzoO6Cmu/zyhgAdoNK2Hd+UGR44cYZsEAKC8nj17cnPU586dW3luvEpmZua5c+eIyM/Pz97evsJXV61apZqCrpKamvrbb78RUceOHbk2eNzO8E+ePDl8+HDlS+Tk5FhZWQmFwq+//po7wvXAi4yMrPzhgkKh2LRpU1RUlLGxcTXfXW2v2LVrV1dX14kTJ1Y+WdXuPj8/v5or6gkU8KC/VB3s2npg/jywkf3sWdTtFCIytbdo0tKBdRwA3dRhWHeeqQERvXjxAndvAEBzODg4TJ06lYhSUlLat28fFRVV+ZyMjIzBgwdzLdxUtW559+7d+/TTT+VyuerIkydPxo0bx20dv2jRIu7g0KFDuX71kydPPn/+fPlnkEqlkydPfvHiBY/He//997mD//3vfy0tLYlo+vTpFWb4L168mJta379//2q+u9pesV27dkR0+vTpyrf9d+zYwQ06depUzRX1hPD1pwDoKFUHuzZoQQ+MHL8WpVAqicizdyt6RRMaAKgnvoDfrEuLRyeTiWjZsmU9evRgnQgAoMySJUuuX79+9erVW7dude7cuX///h06dLC1tZXJZJmZmfHx8WFhYVxx/t///nfUqFGVn8HIyOjnn3+Ojo5+6623XF1dr1+/vmfPnocPHxLRG2+80bNnT+40Ho+3evXqrl275uXl9evXb+zYsZ07d3ZyckpJSdm4cWNSUhIRzZs3z/3ftlDW1tZfffXVrFmzoqOj27dvP2XKlPbt2xcUFPz5558HDx4koq5du6pq7yrV9orTpk07cuRISUlJYGAgt5OcnZ3dw4cPDxw4cOLECSLq169fy5YtG+Z112Yo4EF/oYMdMHfiWtln7R49/dkmAdBtXSf0/+NkMhFFRkZKpVKRSMQ6EQAAEZGZmVlYWNgXX3yxbds2mUx2/Pjx48ePVziHz+dPnz49NDS0ymc4ePDg2LFjr169evXq1fLHx48fv3HjxvJHOnfufOrUqYkTJz58+HDnzp07d+6scInvvvuu/PlffPGFWCyeNWtWZmZmhS+1adNm165dAoGg+u+uVld8880358yZs3TpUolEwi16L69Tp05//PHHq1ru6xVMoQf9hQ52wFaxRHIuNo6IRCZip0AP1nEAdJlrKw+RgykRyeXyCn/RAgCwZWFhsWXLlpiYmK+//rpz584ODg5isdjW1rZ9+/bvvPPOokWLbt++vWbNmldVy927d09ISPj0009btGghFoutra2Dg4N//fXXX3/9tfIa9T59+sTFxc2ePTsgIMDc3NzMzKxdu3aTJk2KjY1ds2ZN5SefPn16RETE+PHjnZ2dxWKxq6vrwIED169fHxUV9ar95+tzxdDQ0OvXr48bN65t27bW1tampqYBAQFvv/32sWPHrly5YmFhUZMr6jzeq7oCgkpubi5epWoYGhqamprm5OSwDlI7paWlbm5uEonE1tz87s4trOPUEZ/PNzQ0JCK5XC6RSFjH0UcikUggEBQXF9fhscevRY39/gci8u7fZuiP1U1CgyoJhULuPmppaSm30g/UjOu9pC1vPsdX/5Gw5RIROTs7v6ppsxYxNjbm/jR/8eKFtvwn0DFWVlZSqbSwsJB1EH1kZmbGvf/k5+dX7t9WE7a2tg0dSt3Wr1//ySefEFFBQYGJiQnrOKA+uAMPeioxMZH7i6edJ+58AhsnVP3ne6L/PECj6zFhAAl5RPTgwYP09HTWcQAAAOoCBTzoKVUHu7Ye6GAHDCiVylM3bhIRj8936+bDOg6A7jO1Mjf3a8KNf/jhB7ZhAAAA6gYFPOipcgU8OtgBAzfu3M3Me0pEDm3cjCwx8w1AHdq804UbVO4RBQAAoBVQwIOeQgt6YCsssmwJrnuwH9skAPojaOjLDeErbEoMAACgFVDAgz6SSCSJiYlE1Mzaqpm1Fes4oI9ORJZtIOfeAwU8gJrwBfzmXcs+tF22bBnbMAAA9eHo6Ni3b9++ffu+di830DEo4EEfxcfHcz2r23t6ss4C+uhRbm582n0isnSytXFvyjoOgB7pPL4vN7h+/bpcLmcbBgCgzoYNG3bq1KlTp05xGxKB/kABD/ro5s2b3KCNOzrYAQMnr9/kNqfE7XcANXNr7WnQzISIZDLZli3auocoAADoLRTwoI9UC+DRwQ6YOHn9Bjdo0d2XbRIAPdSib9nGjSjgAQBA66CAB33E3YHn8Xgo4EH9JKWl52LiiMjASOQU6ME6DoDe6TFxAAl4RHTv3r28vDzWcQAAAGoBBTzonYKCgpSUFCJysbe3MTdjHQf0TnjCrcKSEiJy6eglEAlZxwHQO5b21qbetkSkVCpDQ0NZxwEAAKgFFPCgd6KjoxUKBRG198LNT2Dg5fx5LIAHYMR/aAdu8Ndff7FNAgAAUCso4EHvqDrYtfNAAQ8MnLpe9hPYohsWwAOw0XlEL56hgIjy8vKio6NZxwEAAKgpFPCgd14W8J5YAA/qdu/xkzuPMonIzqu5WVNL1nEA9JRQZGAb5MyNf/jhB7ZhAAAAag4FPOgd7maLgM9v0wJ7yIG6nb5R9vmRW1cftkkA9FzQ6GBucPHiRbZJAAAAag4FPOiXnJyc9PR0Imrp5GhsKGYdB/TOqRuYPw+gEfx6tBVYGxKRRCI5ePAg6zgAAAA1ggIe9Eu5+fNYAA/qJiktvRifQEQiU0OHtm6s4wDoO+dgb26wfv16tkkAAABqCAU86BdVAd8eBTyoXXjCraISCRG5dvLmCwWs4wDou24TBxCPiCg+Pr6kpIR1HAAAgNfDFsSgX6KiorhBoJcn2ySgh1T957EAHkATNG3hYOhiUZL2TKFQrF+/ftasWawTAYAeyc7OLioqYp2CRCJRs2bNWKeAWkABD3pEqVTGxMQQkZFY7OPsxDoO6J3TN8t2q0IBD6AhvAa2if35PBHt2rULBTwAqNOmTZvmz5/POgUNGjTo+PHjrFNALdR3Cr2fn9/333+flpbWEGEAGldaWlpeXh4RtWnhJhRgAjOo1YOs7NsZD4nIxr0pNpAD0BBd3+1HQh4RZWRkPHnyhHUcAACA16jvHfhbt27Nnz9/wYIFXbp0GTdu3KhRo2xsbBokGUCDU82fD/L2YpsE9FC5/vO4/Q6gKUwtzcx97Z/HPiGi0NDQlStXsk4EAHqnRbOm9pbq/mS/RCqNvpuq5otCg6hvAd++ffvr168rlcrw8PDw8PAZM2YMHDhw3LhxQ4cONTIyapCIAA3lxo0b3AAd7ED9/vl3/rxrFxTwABokYGjH8NjDRHTs2DEU8ACgfl+MeOf9Af3UfNGUh4/afDhdzReFBlHfKfRRUVEpKSkhISF+fn5EVFpaeuTIkTFjxjRp0mTixIknT56Uy+UNkROgAbws4L1QwINalcrlF+LiicjAUOTYrgXrOADwUoe3g3lGAiJ6+vSpaqcSAAAAzdQA28h5eHgsWLAgPj4+Li5u/vz57u7uRPTixYudO3cOGDDAwcHh888/V01dBmBFKpXGx8cTkb2lhZOdHes4oF8iEpNeFBUTkVOQh1BswDoOALwkNBDaBblw42XLlrENAwAAUL2G3Afe39//u+++u3PnTmRk5KxZsxwdHYnoyZMnq1atCgoK8vb2XrRo0Z07dxrwigA1Fx8fL5VKiai9JzaQA3X7JzqGG6D/PIAGChzZgxtcvHiRbRIAAIDqNWQBrxIYGPjjjz8+ePDg4sWLH3/8sbGxMRHdvn37m2++8fT07NSp07p163Jzcxvj0gCvEhkZyQ2CvFHAg7qduflvAY8OdgCaxy+4rcBKTEQlJSXHjh1jHQcAAOCVGqWAJyKlUhkZGXns2LHTp08XFRWV/1JERMSnn37q4uIyd+5crJAHtbl+/To3CPJCC3pQq9znL2JT7xGRRXNrK2cs3wDQRA7dyj7bXbduHdskAAAA1ahvF/oK5HL5hQsX/vzzzz///DMjI0N1XCwW9+3bd/jw4fn5+du3b4+NjS0sLAwNDc3Jydm0aVPDZgCoEteIgc/jtfVwZ50F9MuZ6BiFUklErpg/D6Cpuk0YsOdIPBHdvHlTJpMJhQ38BxIAAECDaJg78CUlJUePHp08eXKTJk169+69du1arno3MjJ6++23d+/enZWVdfTo0ffff//zzz+PiYkJDw9v1aoVEW3ZsuX27dsNkgGgGtnZ2enp6UTk4+xkZowNDkGtzv67AN61szfbJADwKg7eziIHUyKSy+VbtmxhHQcAAKBq9f2Aee/evX/++efx48cLCgpUB01NTQcPHjxixIhBgwaZmJhUflSXLl127tzZpk0bpVIZFRXlhSnN0MhU+yAEemEBPKiVUqk8GxNLRDw+36Uj3usANJd734DEHVeIaPv27R9++CHrOAAAAFWobwE/duxY1djS0nLIkCEjRozo37+/oaFh9Q9s0aJsJ2QnJ6d6ZgB4rZcL4L1RQYFaJaanP8rNI6JmAc5iM8z+ANBcXcf1S/z1KimUd+/eLSgoMDU1ZZ0IAACgogZY4mVrazts2LARI0b06dPHwKCm+xsrFAquT0xQUFD9MwBUT3UHHgU8qNnZ6Fhu4Nq5JdskAFA9q6Y2Jp7Whcm5SqVyxYoVX3/9NetEAAAAFdW3gP/nn3+Cg4MFAkFtH2hhYTF9+vR6Xh2gJuRyeXR0NBGZGxt7OTqwjgP6RVXAu2ABPIDG8x7Y7kbyKSLav38/CngAgMamVCp37twpEonKT+uG6tW3iV3v3r3rUL0DqFNiYmJhYSERBXl78Xk81nFAj0hlsvBbt4hIZCJuHuDCOg4AvEbX0b3JgE9EmZmZXOtTAABoPAqFYtKkSR9//DHrINqkvgX86tWrV69e/drTMjMzV69evXv37npeDqAOrl27xg06YP48qNe1pOSiEgkROQV68oX4rBNA0xmaGlsGNOXGy5YtYxsGAACgsvoW8DNnzpw5c+ZrT8vLy5s5c+aXX35Zz8sB1EFkZCQ36NgSc5hBrc68XACPnz0A7RAwtBM3OHHiBNskAAAAlTXMPvCvlZycTETZ2dnquRxAeVwBz+fx2nt5sM4C+oXbQI5QwANojw7DuvGMhUSUn58fExPDOg4AgCbKzs6ePXt2mzZtzMzMmjVrFhwcfODAAaVSWeG0rKysGTNmdOrUydTU1N3dfeLEiXFxcaqvjhw5Uigse7/l8XhmZmaqL8XGxr733nv+/v5mZmYdO3acPn3648eP65bh77//HjZsWMuWLY2MjFxcXAYNGnTkyJGGfC3UrtZN7K5fvz5w4MAKB+3s7Kp5iFwuz8/PJ6JmzZrV9nIA9ZSTk3P//n0i8nF2Mjc2Zh0H9MjTgoKYu6lEZNbE0tqtCes4AFAjfIHALtA560IqEf3444+//vor60QAAJrl4cOHQUFBmZmZhoaGzs7O+fn5Fy5cuHDhwpIlS8pPuL506dKoUaMyMzOFQqGLi0t6evrOnTv37t27Y8eOMWPGEFGfPn3Mzc23bt0qEokmTJggFou5B27fvv2jjz4qKSkxMDBwdHSMjIy8du3a/v37f//99+Dg4FplmD59+oYNG4jI3t7e1dX10aNHYWFhYWFh69at095+6rW+Ay+TyXLK4Q7mVOvp06fcZyHTpk1r4PgAr6NaAI8N5EDNLsbFyxUKwu13AG3Tbng3bnD+/Hm2SQAANNC8efMyMzNHjRr15MmT5OTkJ0+e7Nixg4i+/vrr4uJi7pzi4uIxY8ZkZmbOmTPn+fPnd+7cefHixaJFi0pLSydNmpSSkkJE//nPf3755RciMjY23rRpE7fFeFpa2ocffiiRSBYuXPj8+fPU1NS8vLzRo0dnZWVNnDhRKpXWPENkZOSGDRuMjIxOnDjx5MmTxMTE3NzcNWvWEFFoaKi6X7WGU+s78A4ODgsWLFD987vvviOi8keqvoxQ2K5duyFDhtT2cgD1pNoBvgMWwIN6nY0pmyTm3BEfHgFok4Be7U9a7FU8kxYXF58+fbpv376sEwEAaJCIiAgimj17trm5OXdkwoQJx44dy8rKysjI8PT0JKKVK1c+fPhw/PjxqlJZJBJ99dVXDx482Lx5848//rhx48Yqn/zbb7+VSqVTpkz55ptvuCOWlpa//fZbUlJSTEzM5s2buZb1NckQExNjamr63nvvqeaPC4XCTz/9NCQkJCMj48WLF+Un7WuRWhfwjo6OISEhqn9yBXz5IwAaBS3ogZVz3AJ4Hs8FBTyAtmnexT3jRCIRrVmzBgU8AEB5lpaWRLRz585WrVoZGBhwB/ft21f+nOPHjxNR5f3hJk6cuHnz5nPnzr3qyc+cOUNEn3/+efmDPB7vs88+mzJlytmzZ7nnrEmGqVOnTp06tcLzP378+Pnz50SkUChq9N1qnloX8BX85z//aZAcAI1BKpVGR0cTkY25mUdztGAA9UnPzk7NfExEdp7NTGzNWccBgNrpOLY3V8BHRkYqFAo+X01NfwEANN+sWbNGjRq1Zs2a33//feDAgd27d+/Vq5ebm1v5c7hJ8ps2bdq5c2f54wUFBUSUlpZW5TNLJJKMjAyhUNiyZcsKXwoICCCi1NTUmmfgKJXKhISEW7dupaamJicnnzp1SiKR1O0b1xD1LeB/+umnBskB0BhiYmK4/0U7tvTm8Xis44AeUW0g59IJazcAtE+LNl5CeyNZVrFMJvv999+5fksAAEBEI0eOPH/+/KJFi86fP799+/bt27cTUbt27UJDQ/v160dEUqk0KyuLiLZt21blM0ilUplMxrWgL+/x48cKhcLe3l4gEFT4EtcNPT09vYYZOKtWrQoNDX3y5An3Tysrqx49ehQUFDx79qyeLwJD+EQZdJlq/jx2gAc1Ox9btgAe8+cBtJRzj7L7P5s2bWKbBABA0/To0eP06dNZWVn79++fMWOGh4fHjRs3+vfv/88//xCRSCSysbHh8XgSiUT5CpWrdyJq2rQpn8/PycmRy+UVvsR9ItC0adMaZiCipUuXfv7558XFxXPnzv3nn3+ys7Pz8vIOHTpkZWXVWK+LWtTuDvyWLVu4wbvvvmtkZFT+SA1NmTKlVucD1MfLAt6n4jwcgMajVCovxMYTkcBA4NjenXUcAKiLLuP6ph64SUqKj4+v8k4RAIAekkql6enp3M5wVlZWw4cPHz58+IoVK9599919+/Zt3ry5T58+ROTh4REREXH79m1/f//yD8/Pz4+JibGysmrVqlXlJxeLxQ4ODunp6UlJSX5+fuW/FB8fzz1tzTOsXbuWiPbv31/+njwRyWSyBn5R1Kt2v41UbQDefPNNroCv3BigeijgQW2USiVXwIsNDNq6o4gC9bl1/0H2s2dE1KyVq8hYzDoOANRFM3dHsaO5JP25QqH45ZdfKrdiAgDQQ8+ePfPw8BCLxfn5+YaGhtxBPp8/ePDgffv2qZaX9+7dOyIiYvny5RVm0X/zzTdr1qxZuHBhlQU8EfXq1Wvnzp2rVq2qMPtp9erVRNSzZ8+aZ8jOziaiwMDA8s9z9+7dhw8f1uslYA1T6EFnpaam5uTkEFEb9xaGIgPWcUCPnMP8eQCd0KJP2f2fX3/9lW0SAAANYWdn5+7uLpFIPvroI66dOxHduXNn2bJlRNSjRw/uyOzZs62trbdv3/7ZZ589ffqUiORy+bp169auXWtsbDxhwoTyz1lQUFBUVMSNFy5cKBKJtmzZ8v3333O7vj9//nzcuHE3btxwcXH58MMPa57Bx8eH/v8yqNOnT/fr10+pVBIRl0ob1a6Az/mXvb09d6SglhrhWwCoWmRkJDfo5IMF8KBWWAAPoBu6je9PfB4R3b17F3/DAABwfvrpJx6Pt337dltbWy8vrxYtWnh5ecXFxfXs2XP69OncOZaWljt37rS0tFy7dq2tra23t7ednd2nn37K5/N37NihahcvEAisrKxkMlm7du3eeOMNInJzc9uwYYNYLJ4/f765ubmXl5e1tfWePXuaNGmyc+dOsVhc8wwLFy4kojlz5nh7e/fp08fFxaVfv35ubm5BQUFE1L9//127dqn3lWsYtSvgbf6lauhtUkuN8C0AVE21AD7IGwU8qE+pXB6ekEhEImNxswAX1nEAoO4s7a2N3a2ISKlUrlmzhnUcAACN0K9fv6ioqBEjRri4uKSnp0skkm7dum3ZsuXkyZOqLdmJaPDgwdHR0VOnTm3dunVGRoatre27774bFxc3YsSI8s/2008/ubi43Lt37+7du9yRKVOmXL16ddy4cR4eHpmZmW3btv34449jYmJUt9ZrmGHYsGEnT0IwjMAAACAASURBVJ7s2bNnbm7urVu3/P39N2/efPLkyR9++CEwMDA9PV1L59KjIwvorIiICCLi8Xi4Aw/qdCPlTkFxMRE5tnfnCytuggIA2sVrQJvolDNE9Mcff8ybN491HAAAjdCuXbs//vjjtae5uLi8diOP0aNHjx49usLB1q1bv/b2eE0y9OvXr0IHOyLq1auXaqKuNmrENfC5ubl//vnntm3bEhMTuZUGAGqTl5eXkpJCRB7Nm9lZWLCOA3rkXAzmzwPojq5j+pKQR0QZGRncJkYAAAAMNUwBf+TIkcmTJ3/33XeqI2fPnm3ZsuU777wzefJkX1/fgQMHPnv2rEGuBVATV69e5T426owN5EC9Lvy7AN4ZBTyA9jM2NzHzKev7s2rVKrZhAAAAGqCA/+KLL4YOHbpt2zbVuoXnz5+PHz+eawDOOXny5KBBg+p/LYAawg7wwESxRBJ5O4WIjCxN7Dybs44DAA3Ad1B7bvDXX3+xTQIAAFDfAv7ixYsrV64kIpFI5OjoyB3cvXv3o0ePiGjdunWJiYlz5swhoitXroSFhdXzcgA1pCrgcQce1CkiKVlSWkpEToEePD6PdRwAaAAdh/ckEZ+IsrKy7t+/zzoOAADotfoW8Fz17ujomJSUFBISwh08ePAgEQ0ePHj69OktW7YMDQ0dOHAgEW3evLmelwOoieLi4piYGCKyt7Rwb96MdRzQI+fj4rkB5s8D6AyxkdiqVdmvkuXLl7MNAwAAeq6+XegTExOJ6JNPPlHt5ieRSC5evEhEb7/9tuq04cOHh4WF3blzp56XY0K1Zx5UiXt9NOpVunnzplQqJaLOvj4aFazBlf/udPs71XCqF/9CbFkB79LRC/9F1AmvNkP68OL7v9nxYtRBIgoLC9O075fH42laJP2BF585/CcAPVTfAv7BgwdE5OPjozoSGRkpkUiIKDg4WHWQm12fmppaz8sxYWVlhbeG17KxsWEd4aXY2Fhu0KNVgJGREdsw6iEQCPTkO9VM3Iv/org4+m4qEZnaWzj6ujLOpE8MDAzKbzwLaqYPbz49Rve79MNfymL506dPMzMz/f39WSd6ydTU1NTUlHUKPSUQCAwNDVmn0GsW2GkI9E99C3hLS8uioqKSkhLVkXPnzhFR06ZNPTw8VAe5nVdEIlE9L8dEQUEB6wgazcDAwNDQ8MWLF6yDvHT27Flu0MmnJXcrXlfxeDyublEoFDKZjHUcfSQQCPh8fmlpKRGduX5TJpcTkUsHL93+wdMQfD5fKBQSkVwul8vlrOPoI+7115M3H9t2TtnhaUT09ddf79ixg3UcEolEYrGYiEpKSri3IFAzExMTmUzG3bUCNTM0NOT+/ikqKqrb+7+ZmVlDhwJQk/oW8O7u7o8ePbpy5cqoUaO4I4cOHSKiCj3nIyMjicjFxaWel2NCKpViH/tqcNMTNOcXmEwm4zrYmRkb+Tg56vZflnw+n/sFplQqdfs71Vh8Pp/+LWDOxcRwB50CPfCfQw246pHwARY7AoGA9KaAbzWs8z/haUR06tQpTfiVx734RFRaWqoJefSQsbGxXC7Hi8+E6qagVCqt21sQCnjQXvVtYte3b18i2rRp0+nTp5VK5S+//HL9+nUiGjp0qOqc+Pj4TZs2EZGvr289LwfwWnFxcdykiY4tvQX8BtgoEaCGLsQlcAPnjp5skwBAg2vTrwPPVEhEBQUF3J86AAAA6lffO/AzZsxYuXJlfn5+v379RCIRN2vU3d2duwOfl5c3ceLE06dPSyQSHo83a9asBogMUK0rV65wg674wAjU6GlBQfy9NCIyb2Zl4aBBLSEAoEHwBfwmHdwen0khohUrVuzevZt1IgDQESv2H/z11D9qvmgJlt5orfoW8BYWFkeOHBk+fHhWVhZXvZuYmPz888/cuqwXL14cPXqUO3POnDlt2rSp5+UAXuvq1avcoLOfT/VnAjSgi3EJCqWSiFw6ebPOAgCNot3bXY+fSSGiS5cusc4CALojNfNxauZj1ilAa9S3gCeibt26xcTEHD9+PDo6umnTpiNHjvT0fDl91MHBoV27dtOmTXvzzTfrfy2A6imVyoiICCIyFBm0dXdnHQf0yMX4f3eAD8L8eQDd5BfcNszyN0W+pKio6Pz58+V32wEAAFCPBijgiahp06aTJ0+ufNzFxSUjI6NBLgFQE0lJSXl5eUQU6OlpKMK2UqA+F/9dAO8U5FH9mQCgvZp1avEwLJGI1q5diwIeAOrjgw8+GD9+POsU2rpNmD5rmAIeQENcvnyZG2D+PKhTVv6zpPQMIrJysTdrYsk6DgA0lqARPbgCXrVcCwCgbjZv3jxv3jzWKeiNN944duwY6xRQCw1WwKempt65c+e1260NGDCgoa4IUFl4eDg36O7vxzYJ6JVL8Qncu59zB8yfB9Blnh18BdaG8rwSiURy/PjxN954g3UiANBWGrJNtYbEgJprgAL+8uXL48ePv3fvXk1Oxo8INB6lUsndEhEJhUFeXqzjgB65EFe2AN4FBTyArnPo4vHgaDwRbdiwAQU8ANSfiY2Z2MxIzRdVyOT5Gblqvig0iPoW8Pfu3evdu7dEImmQNAD1cfv27ezsbCJq5+lhbChmHQf0yEWugOfxHAOxAB5Ax3UY3ZMr4LEbPAA0iB6fDWkzsquaL5qXlrXxjW/VfFFoEPUt4BctWsRV7++8884HH3zg4uLC5/MbIhhArakWwHf1ww7woD6ZeXl3HmUSkW2LJiY2ZqzjAEDjcmvtKbQ3kmUVy2SyAwcODB8+nHUiAADQI/Ut4Lktu956660DBw40RB6AulMV8N38UcCD+pyPieUGTthADkA/OHXzvncwmoh++eUXFPAAAKBO9bpbrlQq7969S0QffPBBA+UBqLsrV64QkYFA0LGlN+ssoEfOxcRxA3SwA9ATHUf34gaxsbEKhYJtGAAA0Cv1KuALCwulUikR2draNlAegDpKSUl58uQJEbX1cDcxNGQdB/TIuehYIiIezwkL4AH0g5OPq0EzEyKSyWR79uxhHQcAAPRIvQp4kUhkampKRDdv3mygPAB1dOnSJW7QPcCfbRLQKxnZOamZmURk59nMyNKEdRwAUBOXHi25wdatW9kmAQAAvVLfAn706NFEtHr16oKCggaKBFAXqgK+RwB2gAf1uRD37/x5LIAH0Cedx/QhHhFRQkKCTCZjHQcAAPRFfTvGr1y5sk2bNomJiUOHDk1MTGyQTAC1pVQquQ52IqEQC+BBnS7GJXADzJ8H0CtN3R1EDmZEpFAoduzYwToOAADoi/p2ob9w4cLcuXPnzp179uzZgICALl26eHl5NW3alMfjVXl+SEhIPa8IUFlycnJOTg4Rtff0MBJjB3hQH24HeB6f59jenXUWAFAr154+t3ddI6KdO3dOmTKFdRwAANAL9S3g33zzTdVYLpdfvHjx4sWL1ZyPAh4aAxbAAxOPcnPvPuIWwDfHAnjQQNKCkvyHuUV5BZIXxUQkFAstHGwsnWyFYgPW0XRBlzF9bu++RkpKSkoqKSkxRP9UAABofPUt4LkmdgBshYeHc4Pu/lgAD+qjmj/viPnzoDEkBcV3zsanXU5Kj7rz4kl+5RN4fL61m33zVq6unb1dO7c0tDBWf0jdYOfc1NDZouT+M4VCsXXr1o8//ph1IgAA0H31XQP/opYaJDRAeQqFgivgDUUGQS29WMcBPRKecIsbOGH+PGiAjJupR2bvWN9zwfH5u24di6qyeicipUKRe/dx3J9Xj8zesaHPV0dm78i4cVfNUXWGWy9fbrB79262SQAA9Mry5ct5PN5XX33V4M+8ceNGHo/3+eefN/gzN5T63oEHYC4+Pv7p06dEFOTtbSQSsY4DeuRifAIRdoAH9tIj71xcd+zhzdTyB/l8gaObTxNHdyvbZmJDYyIqlUqyHt3LuJeY9eged45cKksKu5EUdqNZgEvnaf3dg7EKqXa6jOmbuOMKKSklJaW4uNjIyIh1IgAA0HGNVcDLZDKhEJ8OgDqo2i5gAzlQp0e5eamZj4nI3gsL4IGZguxnZ0IPJp+KVh0xNDIN7P5mx97Dfdv2MDSueplbwbO8WzfP37h84trZQ5KSQiLKjLt/8NNNzQJces9+p3lrV/WE1wHWzW2N3CyLU/OVSuXGjRtnzpzJOhEAgF7o3r17aGholy5dWAdhoL5T6FXu37+/YMGCXr162dnZCQQCAwMDIlIoFAsWLLh7F3PzoBGV2wEe945AfS7Fly2Ad+2InQuBjYQjkVuHLVFV7zb2jhNmLFv7Z8pHX21p1/WNV1XvRGRqYd2h59v/mffL+kN3J8z80a6ZK3c8M+7+nomrTi/+Q1ooUUN+3eDeJ4Ab7N27l20SAABtl59f9eKvyjp06DBnzpzu3bs3ap76qPn3UlsNU8AvWbLEx8dn8eLF586dy8nJUSgU3HGlUrl48WJPT88FCxY0yIUAKpDJZFevXiUiE0PD9l6erOOAHlEV8C4d0XkB1E1aKDn8v+3H5++SFBQTkaGx6f+xd58BUV3rGoDfPQND7yBiAUUEuyLNYC9YsMQodo0aW6Ix0cSjidHERI8laixRc0w0otFojEbRqKAIYkFsWCiCIhZApA2dYQoz98cm6FWDAsOsgfmeX+tuZs9+4XgJ36xvrTXh41XrD9wZEDDb2MT87d/HyMRswMiP1u+/PWvxdruGTgBUStXNPy4GBqxJvUEfvr8V37F9IeAAJCcnFxcXs45DCCG1a+bMmRzHvbptp1QqNTc35zju+vXr/JXMzMxPP/20S5cupqamLVq0mDx5ckxMzIu37Ny5k+O4rVu35ufnT5o0yczMbM2aNfyXsrKyFi5c2KlTJzMzMwcHh549ex4+fFilUlXcu2nTplfXwEdFRU2cONHV1dXGxmbAgAHr168vKyt7KeedO3cmTZrUrl07MzMzHx+fOXPmPHv27I3f9RvvquR7UTs1FPArV65cvHixRCIB0LJly2HDhr34VTMzM76M//TTT2v+LEJeEh0dXVRUBKBr2zb6QiHrOESHVCyAd/KiAp5oVE5yxm/j1yeG3OT/z07vDFi7N9p/zCf6+gbVe0OhUK/HoInf770x/P2FevoiAPlpOQembbn00ynVP5/Ik39jYWdl3MIKgEql2rp1K+s4hBBSu0aNGgUgKCjoxXIaQEhISGFhoZubm6enJ4CLFy926tRp8+bNN27caNiwYWpq6p49ezw9PV9tVpLJZP7+/nv37tXX12/QoAGAtLS0jh07rl27NjExsVGjRkql8vz58wEBAZWXxNu3b+/Zs+e+ffvS09PNzc1DQ0MXLFgwaNCgF2fCAwMDfXx89u7de+/ePTs7u2vXrm3btq1jx44RERGVvPPb3/Xq91IbalrAJyQk8LPrbm5uYWFh9+7dCwoKqviqUChMTk4eOnQogC1btsTHx9fwcYS85IUT4GkBPNGcZ7m55QvgWzYytqLTNInmpFxP2jdpg/hhBgCRgdEHCzYvWHPY2q5xzd9ZZGA0asY3y3+54OjSHoBKqYz8KfjgzJ8keTSr/AYu/3TRHzx4kG0SQgipbb1797a1tX369Om1a9devH7o0CEAkyZNAiCRSMaOHZuenr5o0aKCgoKkpKTCwsLvvvtOLpdPmTLl/v37L964adOmnJycqKgosVjM7/2+ePHi9PT00aNHZ2RkJCYmZmRk7N69G8DXX3/Nzxm/Ki4ujm8KCAwMzMvLe/jwYWJiYvv27c+cObNixQr+NY8ePZo1a5ZUKl22bFlBQUFycrJYLB4zZkxmZubkyZNlMtlr37lKd736vdSGmhbwGzZsUKlUFhYWwcHBvXv3fvUFtra2hw4datWqlVKpXL9+fQ0fR8hLzp8/zw96dWjPNgnRKefvxPIDRy9auEE0535YzKGP/ictlABo0Kj5sp/C+r47jeM4NT7CsUW75T+f9x/zCf+2T67e2zt+ffaDN7cX6jLfMX0h5AA8efKEbwojhJD6Sk9Pb/jw4QBenLWVyWTHjh3jOG78+PEANmzYkJaWNnHixNWrV/PHc4hEoqVLl06bNk0qla5bt+7FN3z8+PHevXt9fHwqrly5cgXAwoULzc3LF4W9//77o0eP7tq1a2pq6mtTLVmyRKlULl26dPLkyUKhEICLi8svv/wC4PDhw/xrvv32W5lM9sEHH3zzzTeGhoYALC0t9+/f37Fjx8ePH+/YseO171ylu179XmpDTQv4yMhIALNmzWrWrNm/vUYkEs2cORPAnTt3avg4Ql4kkUj4D/9szM3aNW/GOA3RJbQAnmheQnD0sc9/VUjlAFq281n+83mnlh1q40F6+qIJH6/6bNVBfjl9XmrO7+9vTLmeVBvPqh/MbCxMXGwAqFSqTZs2sY5DCCG1i++iP3r0aMWV0NDQ/Pz8bt26NW/eHMDJkycBvLpOfvLkyQDOnTv34sXOnTvzXfcVLC0tAezZs0cul1dc/OOPP8LDw1u2fM3EiVKpPHnypEAg+Oijj1687u3tvXnz5nnz5vHd/mFhYQBemhjnOO6TTz4BEB4e/tpvtkp3vfq91IaanvT28OFDAB4eHpW/zNXVFcC9e/dq+DhCXnT58mW+caVH+/YCtc5BEVK5i3HxAMBxjp40A0804e7JGycW7+VXpLu/M/CT734TGRrX6hM7d/X/dnvE+i9GPUtNkhZK/vzwp8GrJrn5darVh9ZdLf063EoMA/DXX3999dVXrOMQQkgt6tOnj42NTXx8/P379/mK+sX+eQB8k/wvv/yyZ8+eF2/ke5QePXr04kVnZ+eX3v/zzz8fPXr05s2bDx48OHDgwO7du/fu3Zv/aOC1UlJSZDJZ48aNbWxsXrzOcdzcuXP5sVQqTU1N1dPTa9Wq1Uu3t2/fHkBycvKr71zVu179XmpDTWfgRSIRgPz8/Mpf9uTJEwDqbfMj5Hn/fEfqnyea8yw398HTdAC2zvbG1rQAntS6+2fvnPyqvHr37jl83n/313b1zmvk5Prt/8Jd23UBUCZTHP/P7pgjURp4bl30zug+fBd9SkpK7R0dRAgh2uClLnqFQhEUFGRgYBAQEABAJpNlZmYC2LVr1//+v7179/IvUCgUFe/26mZvo0aNioiI6Nu3b3Z2dmBg4LRp05ydnT08PM6cOfPaPI8fPwbg4OBQSeZnz54plUpbW1vhK5te8zempKTU/K7a27juRTUt4PkPXfjWgkrwB31V0mZPSDVQAU+YuBBT3j/flBbAk9r35Oq94wsDlWVKAD69R3z87W5+o3jNMLWw/nLj3527DQagUiqDlx24eeCCxp5eh5hampm62YK66AkhuqFiL3oAYWFhYrF4yJAhVlZWAEQikY2NDcdxUqlU9S/09J63gQsErylIe/ToERoampmZeejQoU8//dTFxSU6Orp///5nz5599cV82ZyTk1NJ4IYNGwoEguzs7FcPluM/bmjYsGHN73rt96J2NX3GyJEjARw4cODYsWP/9pqIiIj9+/cDGDRoUA0fR0gFsVgcFxcHwMm+QTN7e9ZxiA6pWADf1KMF2ySk3stJzjg6/9cyeRkAd99Bc77+VSis6dq3qhIZGM1b8Xu3/mMBQKUKXXX45h8XNZyhTnD9Z33BkSNH2CYhhJDa1rdvX2tr68jISL7GBjBx4sSKr7q4uKhUqldXT+fl5UVERFS+LZpMJnvw4AE/qW5lZTVy5MiNGzcmJiaOGTMGwGu3mnN2dhYKhampqa9uIzp16tShQ4eKxWIDA4PGjRsrFIqEhISXXhMbG8tnfvWdq3dXbatpAT9nzpwmTZoAGDly5H/+85+0tLQXv6pSqYKCgkaMGCGXy5s0abJw4cIaPo6QChcuXFAqlQB6dayVbZwI+TeX/lkA38STwW9tojskecWH52zn95x3bf/Op8v3CvX0mSQRCvU+/OqX3kOnAoBKFbryUMzRK0ySaLN3AnpBjwOQlpYmFotZxyGEkFrEd9ErlcqjR48eOXLE2tra39+/4qt9+vQB8OoBZN98802vXr0q/5QzPz/fxcXFzc2ttLS04qJAIBg8eDAAqVT66i0ikcjX11cul//8888vXo+NjQ0MDLxx44a1tTUA/sS0jRs3vnQ73zbVq1ev1+ap3l21qqYFvImJybFjx6ysrBQKxbp165o0aeLo6Mh/ydfX18HBYfjw4WKxmOO4wMBAvq2CELWo2PWRDpAjmpSRm3c/7SkAm+YNTGzMWMch9ZZSURb0+a/5aTkA7Ju0+GzVH/oiQ4Z5OIFg2oLNvYdMAQCVKmTZgcQztxjm0ULGFqZmbnb8+NU/9QghpJ7hu+iXLVuWnZ09ZswYfmc03sKFC62trQMDAz/55JPc3FwAZWVlW7Zs+fHHH42Njd9///1K3tbOzq5FixZSqfSjjz4qKCjgLyYlJa1duxZAjx49XnvXqlWrACxZsuTAgQP8nvNPnjzhHzRhwgT+NcuWLROJRDt37ly5ciW/DXZBQcGECROio6OdnJxmzZr12neu3l21Sg1t+u7u7gkJCXPnzuX/Z6tYyn/58uWMjAwA3t7ekZGRffv2rfmzCKnAL4AXcFyPDu1YZyE6pHz6HWhK0++kNoWvPZJyLQmAsanFf9YcNrOweeMttY0TCKb950e+l16lVJ74Ys/Dyy+3FOo4t4Hu/ODF05UIIaRe6tu3r5WVVXp6Ov5//zwAS0vLPXv2WFpa/vjjj7a2tm5ubnZ2dnPnzhUIBLt3765kP3neTz/9xM/+2traurq6Ojs7u7q6xsTE9OrVa86cOa+9pWvXrsuXL5dKpePGjbO0tHRzc2vRosXNmzfd3d2XL1/Ov6Z58+bbtm0zMDD46quvzM3NXV1dra2tf//9d3t7+z179hgYGLz2nat3V61Szzr7Bg0abN68OSEhYevWrfPmzRsyZIiXl9fo0aOXLl169OjRqKioLl26qOVBhPCSkpL4j4o6tnC2NTdnHYfokOcL4KmAJ7Um/u/r0fsvABAIhB9/E+jgqC3bJXICwczF2/k97crkZX/O+V963BPWobTIOyN7QV8AID09nZ/DIISQ+kpfX5/fi97Z2dnX1/elrw4ePPjWrVvTp0/v2LFjamqqra3t+PHjY2Ji+J3qK+fn53f9+vWAgAAnJ6eUlBSpVNqtW7edO3eePn1aX/9fl5ItWbLkzJkzI0eOtLGxefbsmbu7+6pVq6KiogwNn/evTZs2LSoqasKECS4uLunp6e7u7rNnz759+/a/TezX5K7aw/E9BqQSOTk59FOqhKGhoampaXZ2tiYfumPHji+//BLAZwHvfTNxvCYfrVUEAgH/W6msrOy1i4KI2vnMnZ+Qkgrgo7PfmdpZiEQioVAokUhY59JFenp6fOeXXC6Xy+Ws46hN1v2n+yZskJfKAIyZ9d2wiZ+zTvQymVSy5vPhCbcvAjC1NZ+wd755I2vWobTF9okrC+5kAJg+fTrf0llLjI2NjY2NARQWFtLvfyasrKxkMllxcTHrILrIzMyMn/nMy8t78UCyt2dra6vuUFW2cuXKr776CsCgb8d3GtVVw08XP8rc7v8tgEGDBp08eVLDTyc1oYmd7glRu4iICH7Qh3awIxqUXVCQmJoGwMrRztTOgnUcUg/JS2XH/xPIV++e3YcOnfAZ60SvITIw+nz1QccW7QAUZRccnrNdWkSfYZVrPdCDHxw/fpxtEkIIIfVS1U6jWbp0aQ2fV7EIgZBqk8vlly5dAmBsaODdyo11HKJDIuPi+X4c6p8nteTcuqM5yRkA7Ju0mPXVzxzHsU70esamFgvXHvl6Vi9xVlr2g2fHPt81ctuHAiHNCsBnZK8rG4IhV2ZkZKSnpzs4OLBORAghpF6pWgG/YsWKGj6PCnhSczdu3CgsLATQtU0bg39fCUOI2l2MpR3sSC1KOhd76+AlAEI9/Y+/3mVsotUbfFjZNVq88fjSGT0lJYWPLieGrz3S94uRrEOxZ2BkYNHOPv9mOoAffviB3zaZEEIIUZeqfVhu+y9ePDaAx6/LqtC6deuxY8eOHTu2pnkJAcLCwvhBX/dObJMQXXPxny3om3i0YJuE1D8luUWnvz3AjwM+WOLc2oNtnrfRrGWHT5f/xgkEAKJ/P3/7UCTrRFqhzSBPfnDixAm2SQghhNQ/VSvgs15n+/btAoEAQJs2bX755ZfExESJRFJcXJyZmXn69Gn+9Ljk5OSRI0fu37+/Vr4JomMqToDv696RbRKiU3KLiu4+fgLAorGNuYMV6zikvjmz/GBxTiEAtw6+2rn0/bU8uw8ZO+s7fnx21aG0m8ls82gD7+E9OAMBgKysrMePH7OOQwghpF6p6XK1xMTECRMmlJaWzp07NzY2dvr06a6urvy22HZ2dn5+fqGhoatWrZJKpe+//358fLw6MhOdJhaL79y5A6CJna1rk8as4xAdcjk+QUkL4EntuHvqxr3Q2wAMjUw//Opnfk67rhgyfr6v32gAZfKyoM93FWXls07EmMhQZNGufOn7xo0b2YYhhBBSz9T0T4R169aVlpZ269Zt48aN/7bXzhdffNGvXz+JREIrwUjNnTt3TqlUgvrnicZdiis/AZ7654l6lYgLz646zI/Hz1nZoFFztnmqYcaibc1cOwEozi449vmuMnkZ60SMtfUv76IPDg5mm4QQQkg9U9MC/syZMwCGDBkiqHS6wN/fH0BoaGgNH0dIRf98P+qfJ5pVsYOdoxfNwBN1Cl11WJJXDKCtR68+wz5gHac6RAZG8/+738zCBkDarYfha4+wTsSY97vdOQMhgOzs7EePHrGOQwghpP6oaQH/7NkzAG88JaVBgwYAMjMza/g4ouNUKhVfwOsJhT07tGcdh+iQwhJJzMNHAMzsLS0a27COQ+qPBxGxiSE3ARgamc5YtFVrz417I9uGjh8v2y0QCAHcPHAhITiadSKW9ET6lh3K/zT64Ycf2IYhhBBSosIS7gAAIABJREFUn9S0gDc3Nwdw9erVyl925coVANbW1jV8HNFxcXFxGRkZADxdW1qYmLCOQ3TI5bt3y5RK0AJ4olZyiSz0n+b50bOW2Tk0Yxqnptp59h41/Wt+HPLtgdzHOv2pfUUXfUhICNskhBBC6pOqnQP/Kg8Pj+Dg4N9//33evHkuLq//u/bBgwf79u3jX1zDxxEdd/bsWX7QjxbAE826FHeXH1ABT9Qo8qfggqdiAM6tPfzem8k6jhoMnfj5vZjLNy8Hy4qlxxYETtg7X89An3UoNryGdru05riqtEwsFicnJzs7O7NORAjRUjd+j0g6F6Phh8pKZBp+IlGXmhbws2fPDg4Ozs3NHTp0aGBgoI+Pz0svuHr16pQpU8RiMYAPPqiTS/uI9qgo4P083NkmIbrmEp0AT9Qt+8Gz63vPARAIhNMWbOabz+s6juM+/OqXxdN8czJSMhPTwtce9VsyinUoNvRE+lYdG4mvpABYv3791q1bWScihGipzMS0zMQ01ilInVHTAn7o0KHz58/fsGFDQkJCly5d+vXr16VLF2dnZ47jHjx4EBUVVbFx3bBhw0aMGFHjwER3FRYWXr9+HYCtuXkH57q3SzOpu0pKpbeSHgAwsTW3btaAdRxSL6hUoSv/VCrKAPiNmMVv4V4/mFpYf7wscMXcgWUK+a2DFx19Wrr51Z/vrkraDfY6fyUF/+z4SwghhNRcTQt4AN9//31BQcGuXbuUSmVoaOirW80LhcIpU6Zs2bKl5s8iuiwiIkIulwPw83AX1Nl9nkhddCUhUV5WBpp+J+pzNzg65VoSAAvrBgHTlrCOo2au7bqMmv71gf8tBRCy7EDDto4WjXRxExzPId0urAxSlZbl5uYmJia6ubmxTkQI0SKTJk0aNGgQ6xQwoV2l6ho1FPB6eno7duyYP3/+N998c+nSJX5fegAcxzk4OPTq1evrr7+m/2iRmnu+AL6zjk7mEFYuxJafAE8HyBG1kEtk59YH8eNxH64wNrVgm6c2DBk3Lz464s7VUGmh5MQXe8bu+kQgrOm+uXWOUE9o07lJduRjAOvXr//5559ZJyKEaJFDhw6tXLmSdQr069dv//79rFOQKlBDAc9r27btoUOHABQWFiYlJRkYGDg7OxsaGqrr/YmOU6lUfAEvFAj6dKIT4IlGVSyAb+pBBTxRg6gdZ4oy8wG4tuvSbeB41nFqBScQfPjVL4undskTZ6Tdehj5U3C3j/1Zh2Kg/RCf8MjHAMLCwlhnIYRoF4lEkp2dzToF8vPzWUcgVaO2Ar6CmZmZuzttMEbULD4+Pj09HYBHSxdrMzPWcYgOkchkN5MeADC2MrVxtmcdh9R5+Wk51/eEA+AEgvfnrau7B7+/kYV1gw+/+mXNf4arlMqoHWead23V2F3ndmLvPKjLuRV/qUoU+fn5sbGx7dq1Y52IEKJ1DAyN9fQNNPxQlUpZUkSle52k/gKekNpQsQMQ7T9PNOx64j2pXA5+AXz9rbWIxkT8cEwhlQPo6T+puVs9/4XW3rvvoFEfn/xjs0qpPLF475Q/F4pMdas1TyAU2nZuknXxEYAffvjh119/ZZ2IEKJ1Js9b1/fdaRp+aPqT+/PG0EeKdZLOLUgjdVTF5oj9PTqzTUJ0zcWK/nk6AZ7UWNrN5MTQ2wCMTMxGz1jGOo4mjJ61zNGlPYD8tJzQVYdYx2Gg47B3+MG5c+eYBiGEEFIfUAFP6oC8vLwbN24AsLey7EgHyBHNuhhLJ8ATNVGpwtcdhUoFYNiEBRbWOnEkob6+wZylv+qLDAHEHb+WePoW60Sa1tHPmzPRA1BYWMj/t4wQQgipNirgSR0QHh6uUCgA+HV2r8frRYkWksrlN+7dB2BoYWzXshHrOKRuSwi5lR7zGICNfdOBo+ewjqM5TZzbjJ31LT8+vfwPfgM/3SEQCuw8Hfnxpk2b2IYhhBBS11EBT+qAis17/TrX8/WiRNtEJz2QyGQAmrg7cwL68IhUn1JRdnHL3/x4zMxvRQZGbPNo2IBRc9p59gZQml8S/PXvfBuC7nAf7ssPzp8/zzYJIYSQuo4KeKLtlEolv4OdvlDYx50OkCMaFRlX0T9PC+BJjdz6MzL3STaAZq6dfP1Gs46jaRzHzVq83cTMEsDDyISbBy+xTqRRHfp4Csz0ARQXF1+9epV1HEIIIXUYFfBE2924cSMnJwfAO21bmxsbs45DdEvFAvimnrQAnlSfrFh6eXsIPx730QrdXApkbdd4yvwN/DjihyD+4wxdwXENvJrxw40bNzKNQgghpG6jAp5ou4oD5AZ4eLBNQnSNoqzsauI9ACITgwatmrCOQ+qw63vCS8SFANp79eE7yXWTr9/oLn1GApBLZKeW7lMplawTaU7n97ryg4sXL7JNQgghpE6jAp5ou9OnT/ODgV5UwBONuvUguUgiAdDYvYVASL8tSTWV5BZd2xMGgOO4MbO+Yx2HsamfbbS0tgeQdjP52p5w1nE0p21Pd4GFCIBEIomIiGAdhxBCSF1Ff5ISrfb06dP4+HgALRo5uDRyYB2H6JbI+Lv8oElnZ7ZJSJ12ZccZWbEUgHev95q76fpOnKYW1tMWbuHHl7aeyknOYJtHkxr6lB+DumXLFrZJCCGE1F1UwBOtdvr0aZVKBWCAR2fWWYjOufR8ATztYEeqqfBZ3q2DlwAIhXqjpn/NOo5W6NzVv8egiQAUUvmpJfuUZbrSSO8xsjs/iIqKYpuEEEJI3UUFPNFqISHl2z4N8KQCnmiUUqW6fDcBgL6hqGFbR9ZxSF11+ecQhVQOoMegiQ6OLVnH0RaTPvne2q4xgPTYx1d3nWUdR0NavdNeaG0AoLS0tGJ1GCGE1Evr16/nOG7p0qUM3029GbQHFfBEe5WUlFy4cAGAubGxb9s2rOMQ3RL78FF+cTGARh2bCfWFrOOQOikvNSfm6BUA+voG7035gnUcLWJsajHji238bvyR/wvOTkpnnUhDHLqUn2exbds2tkkIIYTUUVTAE+0VHh4ulUoB9OvcSaSnxzoO0S0Xn58ATwfIkWqK/OmUUlEGoM+wD2zsm7KOo106ePfrNXgygDKZ4tTS33Wkkd5nbPkZBNeuXWObhBBCalX37t1Xr17dv39/hu+m3gzag4oior0q+ucHeXmyTUJ0EC2AJzWU+zgz/sQNACJD42GTFrCOo40mfLz6ztXQnMzUZ3FPru4622W6H+tEtc65k6vQxrAsp1Qmk504cWLw4MGsExFCSK3w9vb29vau5AV5eXmWlpZqeTeJRGJoaMh3dVUpQx1FM/BESymVytDQUAB6QqGfh67v20w0TKVSXb57F4BQpOfQ3ol1HFInRW4P4c8593tvhqVNQ9ZxtJGRidn0RVsrGulzHjxjnUgTmnQt3wqBuugJIXXRzJkzOY6bPXv2S9elUqm5uTnHcdevXwewadOmF9ef79y5k+O4rVu35ufnT5o0yczMbM2aNRX3njt3btSoUQ0bNmzVqtWMGTOePn365ZdfchxXMZn30rvt27eP47hNmzZFRUV17NjR2NhYJBK5ubktWLAgLy+v4m1fuosXFRU1ceJEV1dXGxubAQMGrF+/vqys7KXvJSQk5N13323VqpWRkZGTk9OgQYOOHz+uhp+dmlABT7RUdHR0VlYWgC6t3KxMTVnHIbrlbkpKTkEhAIf2TnoG+qzjkLpH/Cjz7sloAAaGJkPGzWcdR3t18O7Xw38S+Eb6r3/nP/Ko37xH9+IH0dHRTIMQQkh1jBo1CkBQUBB/UFSFkJCQwsJCNzc3T89/7ZyVyWT+/v579+7V19dv0KABf3HXrl39+/c/dOiQVCoVi8U7duzw8vK6devWG5PExcX169cvNja2Q4cObdu2vX///vr164cNG/ZqQV5h+/btPXv23LdvX3p6urm5eWho6IIFCwYNGvRi2T9nzpyBAwceO3YsNze3WbNmeXl5wcHBw4YN27p16xsjaQYV8ERLBQcH8wN/Hy+2SYgOet4/70H986Q6LldMv4+YaW5lxzqOVpv48Woru0YA0mMeX/8tgnWcWtesg4u+vTEAhUJx4MAB1nEIIaRqevfubWtr+/Tp05f28jh06BCASZMmVXLvpk2bcnJyoqKixGLx/PnzATx+/HjWrFkCgWD//v05OTmZmZlnz56VSCQVhUAlfvnlF0dHx8TExNu3b9+6dSs8PFxfX//ChQuRkZGvfX1cXBzfOBAYGJiXl/fw4cPExMT27dufOXNmxYoV/GuuXbu2bds2IyOjU6dOZWRk3L17NycnZ/PmzQBWr179Vj+g2kcFPNFSp06d4gcDPT3YJiE6qGIHu6aetIMdqbLcx5l3T0UDMDQyHTxuHus42s7Y1GLags38+OKWE7lPstjm0YCm3d34wc6dO9kmIYSQqtLT0xs+fDiAoKCgiosymezYsWMcx40fP76Sex8/frx3714fH5+KK6tWrZLL5YsWLRo7dqxAIADQp0+fH3744W2ScBy3b98+F5fyuZaePXvyweLj41/7+iVLliiVyqVLl06ePFkoFAJwcXH55ZdfABw+fJh/ze3bt01NTadMmTJw4MCK73fu3Ll2dnapqamFhYVvE6y2UQFPtNHDhw/v3bsHoLVj0xaNHFjHIbpFpVJFxsUDEOgJG3VszjoOqXsu/3yan37vN3y6uaUt6zh1gLvvoK79xwBQSOXB3+zH/2/LrH/eGdeXH8TExCgUCrZhCCGkqvgu+qNHj1ZcCQ0Nzc/P79atW/Pmlf3h1Llz55ca7Pm15dOmTXvx4tixY01MTN4Yw93d3d39/+2TxT/9tb9XlUrlyZMnBQLBRx999OJ1b2/vzZs3z5s3j18RMH369MLCwpf2KHn27FlBQQH/Jm9MpQFUwBNtVDH9Psib9p8nmnYv7WlmXj4Ah3aO+kYi1nFIHZP7JPvuyRsADAxNaPr97b3/yTp+rUHqjQe3/rzEOk7tatSyqaixKYCysrK9e/eyjkMIIVXTp08fGxub+Pj4+/fv81fepn8egLOz84v/p0QiSU9PNzIycnR0fPG6oaGhk9ObtxBu2bLlS1f4OfzXSklJkclkDg4ONjY2L17nOG7u3Lmffvrpi5vYq1Sq2NjYgwcPrl69eurUqZ6envzJ1lqCCniijZ4vgKcD5IjGXYqN4wd0gByphis7TvNHmvcdPo1Wv789UwvrKfPLeyYjNhwrSM9lm6e2NevVhh8EBgYyDUIIIVX2Uhe9QqEICgoyMDAICAio/MaKjet4KSkpKpXK1vY1rWovvfK1zMzM3j7z48ePATg4vLmxd+PGjQ4ODu3btx8zZsyXX34ZFBTk6elpYWHx9s+qbVTAE60jFouvXr0KoKGVlYfryx+tEVLbKhbAN6ECnlRR/lNx3N/XAYgMjGj6vap8eo/w6vkuAFmx9PR3f7COU7t8x/UFBwB3796VyWSs4xBCSNVU7EUPICwsTCwWDxkyxMrKqvK7Xpoh56v07OzsV1+Zk5OjtqwvPOuNb/v999/Pnz9fIpF8+eWXZ8+ezcrKEovFR48efeO3pklUwBOtExwczB//4O/jJXihm4UQzShfAC8UNKYF8KSKrv4aqlSUAeg9ZIqltT3rOHXPlM82mJpbAXh46W7c8WtvfH3dZefY0NDJAoBSqeS3UCKEkDqkb9++1tbWkZGRmZmZfP/8xIkTq/omlpaWtra2EokkNTX1xetyufzRo0fqispzdnYWCoWpqalFRUUvfWnq1KlDhw4Vi8UAfvzxRwCHDh1auXJlnz59KroDtGq/EirgidY5efIkPxhCB8gRjXvwND1dnAvAvnVTkYkB6zikLinKzI85egWAvr7BkAl09nt1WFrbT/i4/Jye8LVHinO0Yr/fWuLcpx0/2LdvH9skhBBSVXwXvVKpPHr06JEjR6ytrf39/avxPr169cIrR3IcPHhQ7fu9i0QiX19fuVz+888/v3g9NjY2MDDwxo0b1tbWALKysgC8tNPegwcP0tLS1JunJqiAJ9qlpKQkIiICgJmxUbd2bVnHITrnhQPkqH+eVM213WFlMgWAHv4Tre0as45TV3UfOKG9Vx8Akrzis6sPs45Ti3zH9oWAA5CUlFRSUsI6DiGEVA3fRb9s2bLs7OwxY8aIRNXZ93fVqlUikWj16tUVB7ldvHjx008/5Y9549Tairtq1SoAS5YsOXDgAL/n/JMnT95//30AEyZM4F/TunVrAC82RoWGhvr5+fGvz83Viv1ZqIAn2iUsLKy0tBRAf4/OBvr6rOMQnXMplk6AJ9UhySu+fSgSgFCoN3TCZ6zj1GEcx01buMXA0ARAYsjNpPAY1olqi1VDGyNnSwAqlWrLli2s4xBCSNX07dvXysoqPT0d1eqf57m4uGzYsEEulwcEBNjZ2TVq1Kh79+5eXl49evQAYGxsrMbAXbt2Xb58uVQqHTdunKWlpZubW4sWLW7evOnu7r58+XL+NcuWLQOwaNEiNze3vn37Ojk5+fn5NW/e3MvLC0D//v214egQKuCJdnmhf96bbRKimy7FxwPgBILG7s5vfDEhFa7/dk4ukQF4p98oO4dmrOPUbXYNnUbP/IYfn1nxp7RIwjZP7XH168gPDh48yDYJIYRUlb6+Pr8XvbOzs6+vb7XfZ/bs2SEhIQMHDlQoFBzHLVq0KCgoiJ/rNjc3V1tcAMCSJUvOnDkzcuRIGxubZ8+eubu7r1q1KioqytDQkH/Bu+++e/r06V69euXk5MTHx7dr127Hjh2nT59es2aNp6dnSkqKNvTSc3w/AKlETk4O/ZQqYWhoaGpq+toNJKtKJpO1adMmPz/fQF//we6dZsZGNX/P+k0gEPC/ccrKyrTqgMo66lFGRsdZHwOwb9P0/QML3uYWkUgkFAolknpbYGgzPT09vmFPLpfL5XKGSaRFku0DvpUWSjiBYM2e642d3BiG0SQDAwMAtfHLR6VULpvdNynuKoCOo7r2Xzpa7Y/QBkV5hT/1XooyFcdxiYmJVdrl2NjYmJ+bKiwspN//TFhZWclksuLiYtZBdJGZmRn/+ycvL696u4u99ugyDVu5cuVXX30FYOYX2/q+O03DT09/cn/emHYABg0aVDF/pnlZWVkymczOzu7FDnylUmlvb5+dnV1YWGhqasoqm9aiGXiiRS5evJifnw+gV8f2VL0TzbsYSwvgSXXc+uOStFACwLP7UN2p3msVJxDM/OInfX0DALcPRaZcT2KdqFaYWpqZutkCUKlUGzZsYB2HEEI07YsvvmjSpMlLfenBwcHZ2dk+Pj5Uvb8WFfBEi5w4cYIfDOniwzYJ0U2XaAc7UnUKqfzG3nP8eNjEt2rcIG+jcbNWwyYtAACVKuTbPxRSlk0Wtaf1IA9+cOTIEbZJCCFE88aOHctx3OLFi0+dOlVUVJSZmXn48OGpU6cC+Owz2lDm9aiAJ9pCqVSeOnUKgFAg8Pf2fOPrCVG7i7FxADgB16QzLYAnbyvmSBR/2ll7rz7OrTqzjlOvDJu4oEnz1gByH2de3h7COk6t6BLQC/oCAM+ePdOGpZWEEKJJfn5+q1evFovF/v7+ZmZm9vb2AQEBRUVFW7duHT26fi6eqjkq4Im2uHLlCn/0om/bNrbq3rKCkDdKzcp+kpkFwK5lI0Nzde56SuoxZZnyWmAYPx428T9sw9Q/evqiGYu2cQIBgKuBYZmJ9bC+NTQxsmhnz4/XrVvHNgwhhGjewoULExIS1qxZM2PGjM8//3zXrl3x8fGzZ89mnUt7UQFPtMXz/nkfL7ZJiG66EBvHD5p6tWSbhNQhCaei85+KAbi09W7TuQfrOPWQS1vv/iM+BKBUlAV/s1+lVLJOpH7thpSfusJwHylCCGHI2dl54cKFP//887p166ZMmeLk5MQ6kVajAp5oBZVKxf/hwnHcsHdoATxhgBbAkypTqa78GsoPh038nG2Wemz0zG9sGzoCyIhPuf5bBOs46uc9vAdnJAQgFosTExNZxyGEEKLVqIAnWuHmzZspKSkAvFxbNrKxYR2H6KILMbQAnlTNg/Nx2UnpAJo0b92562DWceotQyPTDz7fxI8vbT2Zl5rDNo/a6enr2bg34cdr165lG4YQQoiWowKeaIWK/vmhNP1OWEjLznmUkQHArmUjI0sT1nFI3XBlZ/n0+5Dxn3EcxzZM/daxS39fv9EA5KWyM8v/YB1H/ToM68IPzp49yzYJIYQQLUcFPNEKx44d4wfUP0+YeL4AnvrnydtJvZmcdushANuGjr79RrGOU/9N+mStqYU1gEeXE+OOX2MdR808Br0jMNMHUFRUdPnyZdZxCCGEaC8q4Al7sbGxjx49AtCxhXMze3vWcYguukQFPKmiq/+sfvcfM1eop882jC4wt7SdOGc1Pw5fe6REXMg2j5pxXAOvZvxww4YNTKMQQgjRanqsAxDyfPr9XZp+J4xc5Hew47gmHi1YZyF1QPaDZw/OxwMwtbDuNWQy6zi6ovugCZfOHIi5FibJKw77/siQ1e+zTqROngHd/w67D4Bm4AnRNREn996Pvarhh0pKCjT8RKIuVMAT9v7++29+MLQLFfCEgac5OcnpzwDYtXSgBfDkbVzbdRYqFYD+780yMKR/M5rzwYLNiyZ7y0pL7p680XaIZ/NubVgnUpvW3TqesjYoE0tLS0tPnjzp7+/POhEhREMS70Qm3olknYLUGdRCTxiLj4+/f/8+gLbNnFybNGYdh+gifv950Anw5O0UZuTdPXUDgMjQ2G/kh6zj6JYGjZqPmraUH59e8aesRMo2j3o17lr+K2jr1q1skxBCCNFaNANPGAsKCuIH7/m+wzYJ0VnPT4Cn/nnyFq7/dq5MXgagp/8kc0tb1nF0zoBRsyNDDz5MvFnwVHxxy8k+C99jnUht3hnf98nxWADR0dFKpVIgoFkWQuqzgIAALy8v1ilgZWXFOgKpGirgCWPHjx/nB+/6dmGbhOis8zGxAMBxtIMdeaPSgpI7hyMBCIV6g8d+wjqOLhIK9aYv2vr1jB5lZYro38+38fdo2M6RdSj1cGzrrO9gIk8vVigUe/fuff/9erXInxDyEldXV1dXV9YpSN1DH+4Slp73zzs5Uv88YeJpTs7DZxkAGrjSCfDkzW4dvCQrlgLw7vWenUMz1nF0VLOWHQeNmQtApVSGfHtAqShjnUhtmvduyw927tzJNgkhhBDtRAU8Yeno0aP84L2uvmyTEJ11PoYOkCNvSyGVR++L4MdDxs9jG0bHjZy62L6xM4DMxLSrgWGs46hNt0l+4AAgISGhpKSEdRxCCCFahwp4wtLzBfDdqIAnbNAJ8OTtxR2/VpxTCKCdZ+9mrp1Yx9FpIkPjDxZs5jgOwOXtIblPslgnUg+bxg2MnK0AKJXKLVu2sI5DCCFE61ABT5i5c+dOcnIygA7OzV0aObCOQ3TUhdg4AJyAToAnb6BSqq7tDufHQ8Z/xjYMAdDOs3e3geMBKKTy09/9wR/sVw+09OvADw4cOMA2CSGEEC1EBTxh5siRI/xgJE2/E0bSsssXwNu1pAXw5A2SwmNyH2cCcGrZob1XH9ZxCABMnLPa3MoOwJOr92OOXmEdRz26jveDHgcgJSUlIyODdRxCCCHahQp4woZKpTp27BgAjuOGd6UD5AgbEXdi+AGdAE/e6GrgWX4wZNx8tklIBVML60mffM+Pz/0QxC9wqOtMLc3MWzfgx2vXrmUbhhBCiLahAp6wER0d/eTJEwCdXVo0s7dnHYfoqIv/LIB39KIF8KQyqTeTn95+BMC2oaNPnxGs45DnfPuN7tilP4DS/JKwNX+xjqMebYd684OKk1YJIYQQHhXwhI2K/vkR3bqyTUJ0GS2AJ2/p2q7y6fdBoz8WCvXYhiEv+eDzTYZGpgASgqOTz8exjqMGXUb05AyFAMRicWxsLOs4hBBCtAgV8IQBpVLJ7z8v4LgR3ah/nrDxJDPrSWYWADvXxobmxqzjEO2Vk5yRFBEHwNTcqteQyazjkJfZNnQMmL6EH5/575+yYinbPDWnJ9K38WjKj7///nu2YQghhGgVKuAJA5GRkc+ePQPg26Z1Ixsb1nGIjjofUz6v5ehNC+BJZa7tDuN3OO83fAY/00u0zYCA2c6tPQAUpOde3HKCdRw18Ajoxg/OnTvHNAghhBDtQgU8YeDo0aP8YER36p8nzFyoKOBpATz5d0VZ+fEnrgPQFxn2H/kR6zjk9QQC4YyFW4V6+gCi919Ij33MOlFNdejjKbAQAZBIJKdOnWIdhxBCiLagAp5omlwu53fl0RMK3/XtwjoO0V0X4+IBcAJBk860AJ78q+h958tkCgA9Bk2wsG7AOg75V44u7QeP/QSASqkMWXZAqShjnahmOK5xt/LmoB9//JFtFkIIIdqDCniiaefOnROLxQB6dmhva27OOg7RUQ+epqdmZQOwb9PEwMyIdRyipWRFpbf+vASAEwgGjZnLOg55g/emfGnfpAWArHtPrwaGsY5TU74T+/GD6OhohULBNgwhhBAtQQU80bS//io/5ieA+ucJOxeeHyBHC+DJv7p9+LK0UALAs/tQh6b0T0XbiQyMpi3YzHEcgMvbQ3KfZLFOVCOObZ1FjU0BlJWV/fLLL6zjEEII0QpUwBONqljLZyjSH9LFm3UcortoBzvyRkpF2Y295/jxkHHzmGYhb6utR6/uAycAUEjlId8e4HcfrLta9GvPD3bv3s02CSGEEC1BBTzRqFOnThUXFwMY6OVpbkwHdxE2VCrVxdg4AAKhoHEnZ9ZxiJa6eyq6MCMPgFsHX5e29IFjnTFhzipzKzsAKdeSYo5eYR2nRrpN6g8hByA5OZlffUYIIUTHUQFPNKqif35kN+qfJ8zcS3uakZsHoGE7R5GJAes4RCupVNf+WURN0+91i6mF9aRPys9OP/dDUHFOIds8NWHZwNrU1RaASqVat24d6ziEEELYowJeQW5IAAAgAElEQVSeaI5YLA4LCwNgYWLS36Mz6zhEd52/E8MPaAE8+TfJF+Kz7j8F0MjJ1d13EOs4pGp8+43u3NUfQGl+Sfj3R1jHqZG2Q734QcUn4IQQQnQZFfBEc44ePSqXywEM9+1iKNJnHYforghaAE/epGIP8yHjP+ME9N/KumfK/B8MjUwB3D1140FELOs41dcloDdnKASQk5MTG1uHvxFCCCFqQX+UEM05dOgQPxjdszvbJESXKVWqyLh4AEKRXmN3WgBPXiM99nHK9SQAVrYOvn6jWcch1WFj3zRg+hJ+HLrqsKxEyjZPtYkMRTYeTfnx6tWr2YYhhBDCHBXwRENSUlKuX78OoJGNtW/bNqzjEN0Vk/wwp6AQQONOzfUMqBOEvMbVX8/yg4Gj5ujr0y4JddWAgNnOrToDKHgqvrjlJOs41ec5ugc/OHfuHNMghBBC2KMCnmjIn3/+qVKpAIzu0V3AcazjEN31vH+eFsCT18l9knU/LAaAkYlZn3ensY5Dqk8gEE5fuFUo1AMQ/fv5Z7FPWCeqpva9PYRWBgCkUumRI3V7ST8hhJAaogKeaMiff/7JD8b07sE2CdFx/AFyAJrSAnjyOtd2h6uUSgB9h00zNjFnHYfUiFPLDoPGzAWgUipDvj2gVJSxTlRNTXu14gebN29mm4QQQghbVMATTYiOjk5KSgLQvnmzNo6OrOMQ3aUoK7sUdxeAyNigUXsn1nGI1inOKYw7dhWAnr5o4OiPWcchajBy6mL7xs4AMhPTru0OZx2nmrq/PwAcAMTHx5eUlLCOQwghhBkq4IkmVEy/j+3Vk20SouOikx4USSQAGrs7C/SErOMQrRO9L0IhlQPoNmCcla0D6zhEDUSGxh8s2MxxHIDI/wXnPslmnag6GrZobNTcEoBSqdywYQPrOIQQQpihAp7UOoVCERQUBEAoEAT06Mo6DtFpEbfLT4B36uLGNgnRQrJi6c0/LgLgBAL/sZ+yjkPUpp1n724DxwNQSOUh3+6HSsU6UXW4+XfmBwcOHGCbhBBCCENUwJNad+bMmaysLAC9OnZoaGXFOg7RaRU72Dn50AJ48rLbhyKlhRIAHt2GNHaij3jqlYlzVptb2gJIuZYUe+wq6zjV0X1Cf4gEAJ49e3b//n3WcQghhLBBBTypdQcPHuQHY3vR9nWEJYlMdjUhEYCRpYmda2PWcYh2KZOXXf+tfIH00PHz2YYhamdqYT1x7vf8+Nz6oBJxIds81WBoYmTtXv6L67///S/bMIQQQlihAp7Urtzc3NOnTwMwMTQc7OPFOg7RaVHxCVK5HICjd0tOQGcZkv8n/u9rRZn5AFp17ObS1pt1HKJ+XfuP6eDdD4Akrzjs+zp5GJvHPwfCh4aGsk1CCCGEFSrgSe3666+/ZDIZgBHdfE0MDVnHITrt3J1/FsD7uLJNQrSNSqm6GhjGj4dO+IxtGFJ7PliwycDQBMDdkzceXrrLOk6VdfLzrjgQ/vDhw6zjEEIIYYAKeFK7nvfP96b95wlj5/9ZAO9IBTz5/5LCY8QPMwA4tmjXsUt/1nFIbbFzaBYwbQk/PrP8oFwiY5unGioOhF+7di3bJIQQQpigAp7Uonv37kVHRwNwbGDXtU1r1nGITssrKr79IBmAuYOVlaMd6zhEu1z5tbwhecj4z/jzxkh9NXD0nOZu7gDyn4ovbj3JOk6V9ZgykD8QPjY2tqioiHUcQgghmkYFPKlFFUfdjO/Ti/4mJmydj4ktUypB/fPkFU+u3k+PeQzAzqFZl74jWcchtUsgEE5ftFUo1ANwY2/Es7gnrBNVjX3zRkYtrACoVKqvv/6adRxCCCGaRgU8qS0KheLPP/8EwHHc2F7UP08YO3f7Dj+g/nnykorp98HjPuXrOlK/NWvZceDoOQBUSmXItweUZUrWiaqm7dDyHWH37t3LNgkhhBDNowKe1Jbw8PBnz54B6Nq2TfOG9qzjEF0Xwe9gx3FO3lTAk+cy4lMeRSYAsLBu0NN/Eus4REMCPlhi59AMQGZC2vU94azjVE3XcX6coRBAVlZWVFQU6ziEEEI0igp4Ulsq+ucn9OnFMgchwNMccdLTdAC2LRqa2JmzjkO0SNSOM/xg4KiPRQZGbMMQjREZGk9bsJkfR/4UnJeawzZPlYgMRXY+Tvx4yZIlbMMQQgjRMCrgSa0Qi8XBwcEATAwN3/XtwjoO0XXh//TP0wJ48iLxw4z7YXcAGJuY93tvBus4RKPae/ftNmAcAHmp7MzyP1jHqZp3JvbjB+fPn1cq69gSAEIIITVRBxb7lZaW7t27NyoqqqCgoEWLFp06dQoICBAKhW+88Y8//ti3b99rv/TTTz81btxY3UnJc4cPH6bj34n2qFgA79TFjW0SolWu/HpWpVQB6DdiprEJtWbonIlz19yOOl2Yn/PocmLc8WsVa8u1n6tPW30HE3l6sVwu37p168yZM1knIoQQoiHaPgOfnZ29aNGiY8eOZWZmGhgYxMXF7du3b+nSpYWFhW+8l1+ATZj4/fff+cHEvr3ZJiFEpVLxBbxAT9jUowXrOERbFKTnxp+4DkBkYDRo1Mes4xAGzCxsJs5dw4/D1x4pya1Lp7K5De7MD7Zv3842CSGEEE3S9hn4DRs2PHz4sG3btp9//rmtre3Tp0//+9//xsbG7ty5c968eZXfyxfw69evb9q06UtfMjAwqK3EBLh9+3ZsbCwAl0YOPq1owpMwFvf4cWZePoBG7Z1EptQPQspd2x2mVJQB6DVksrmVHes4hI1uA8ZdCN4Xez1cklccvvbI4JV1ZiPDvtOGxO6+BLnyyZMnDx48aNGCPp0khBCdoNUz8AkJCTExMaamposXL7a1tQXQqFGjr7/+WigUhoeHZ2VlVX47X8A3bdrU8BV0Jnmt2r9/Pz+Y1K8P/agJc2G3qH+evKw4p/DO4csAhHr6Q8a94eNgUr99sGAzv39h/N/X+SMJ6gQTSzNr9/LFgCtWrGAbhhBCiMZodQEfGRkJwNPT08zMrOKivb1969atVSpV5UenyGQysVhsaWlpSAuwNau0tPTw4cMA9ITCMXT8O9EC527H8AOnd6iAJ+Vu7D2nkMoBdOs/1sb+5S4tolPsGzuPmLqYH59ZcVBeKmOb5+29M6l8K7szZ86wTUIIIURjtLqAf/DgAYDOnTu/dJ2/wn/132RkZKhUqoYNG9ZePPJaf//9d15eHgC/zu4O1las4xBdVyqTR8bfBSAyNXRo58g6DtEKpQUlN/+4CEAgEA6d+DnrOIQ9/7GfOLXsACAvNefStlOs47wtz0G+QhtDAFKpdM+ePazjEEII0QStLuCfPn0KgG+efxF/JS0trZJ7+f55S0vLw4cPz507d/To0bNnz167dm1ycnKt5SUAULHz/6R+fdgmIQTAlYQEiVQKwMm7pUDvzadXEF1wY1+ErKgUgHev4Q5NW7KOQ9gTCvWmL9wqEAgB3PjtXGZCKutEb8tlQAd+sHXrVrZJCCGEaIZWb2JXXFwM4MX+eZ6pqSmAkpKSSu7lC/ioqKioqCg9PT1zc/PU1NTU1NTIyMipU6cOGzbs1Vtu3rw5Y8ZrzgE+e/ashYVFtb8LHcF/qvLw4cNLly4BsLeyHN69q76eVv8Dq0+EQqGxsTHrFNroQlw8P2jZs0Pt/Yjoh8+Wvr6+vr7+W75YWiSJ/v08AI7jxsxYSv/b1Vz9+Bm269xtyLhPju3boCxTnv7u4IzDizmhVk9y8Pp/9F7iH9dQpkpOTi4pKXF0pD4jjTIyMjIyMmKdQqdZWlqyjkCIpmn1f5zkcjmAV38z8n8rSKXSSu7lC3h+A7yDBw8GBgbu37//3XffLSsr+/XXX5OSkmottU7bsWOHSqUCMMmvH1XvRBuE3rjJD1p0bcM2CdESV38LL80vAeDVc1gz146s4xAtMn72CvvGzgDSYx9H7T7LOs5bsXawtWhfvlpw0aJFbMMQQgjRAK0usczMzPLy8iQSyUvX+bn3V2fmX9SvXz8PDw9HR8eKDnwTE5Np06bl5uaeP3/+4MGDixcvfukWAwODxo0bv/pWSqWyrKys+t9GfcdxnEAgKCsrUygUu3bt4q9MHeDHV/KktlXs808/8Fdl5uXdfpAMwLKJrZWTXW38iPifP/3wWanqz18ukUbtCuXHAR8spv/haqie/fsXGRjNWPTjik8GAwjfENTKr5Nlk5cX8WkV/ufvM6HP6Vv7ABw9epT+XNEkoVCoUqmUSiXrILpIIBDw//6VSmX1fgUJhbSqjtRVWl3AW1tb5+XlFRUVvXSdv2JlVdkGac2bN2/evPmr1wcMGHD+/PnXroRv06ZNUFDQq9dzcnJyc3OrkFvHGBoampqa5ubmnjx5Mj09HUDXtm2a2Fi/+skLUTuBQMCfs1BWVlZ5T4puCr5yTalSAWjm61ZL/yBFIpFQKKR/7Uzo6emJRCIACoWC79h6o2u7w0vEhQA6+vg1bt6O/oerIQMDA7ypIa5uae3ey7ff6MjQg3KJ9PhXewL+9xHrRP+qYuWIx2Dfs6sOl4lLS0tLt23bNm7cONbRdIWVlZVMJuPXexINMzMz43//FBQUKBSKarzDq3tsEVJXaHULPb+sRSwWv3SdL6dtbGyq8Z729vb8e9abGQPt8dtvv/GDKf37sU1CCC/s1m1+QCfAEwAKqfza7jB+PHzKF2zDEK016ZPvTc2tADyMTIg/cZ11nLfSrF9bfrBp0ya2SQghhNQ2rS7g+b1Ybt269dL127dvA3jtBDuvpKTk+PHjJ06ceLVKz87O5t+5ovGYqEVaWlp4eDgAK1PToV18WMchBCqVKvzWbQACocDJx5V1HMLenUORxdkFANp69HJt14V1HKKlzK3sJny8mh+Hf39EklcH5ld7T/OHkAPw4MGDlJQU1nEIIYTUIq0u4L29vQFcv379xfa8goKCmJgYkUjUs2fPf7vRyMjo4MGD27dvj46OfulLfJHp5kbTcWq2b98+funduN49DUVvux00IbXnbkpKujgXQMN2jgZmtEuwrlNI5Vd+Ld+W7D2afieV6j5wQluPXgBKcovOrTvKOs6bWb2wld0333zDNgwhhJBapdUFfLt27dzc3HJzczdv3swXh1KpdPXq1XK5vEePHiYmJhWvPHHixPHjxyv2luc4bvDgwQA2btzIT9cDKC0t3bdv3+nTp83MzGiFmHqVlZXt37+fH7/v15dtGEJ4Z2+W//9+M99WbJMQbXDnr6iirHwArTt1b92pO+s4RKtxHDdtwWaRgRGA2OPXHkclsk70Zl4TevODkJAQ2laNEELqMa3exA7AZ599tnDhwgsXLty4ccPR0TE5OVkmkzVq1Gjq1KkvvmzXrl0ymWzy5MkuLi78lVGjRkkkkiNHjixdutTMzMzIyCgrK0ulUpmZmX322Wd0aKR6nTx5MjU1FYBvm9atHZuyjkMIAIRGl6++ae7bmm0SwpxCKr+y8ww/HjH15SNICHmVfZMWI6YuPvC/pVCpTi8/OOXwIn1DEetQlXEf4HNuzV+K7FKZTLZjx46ZM2eyTkQIIaRWaPUMPAAHB4dNmzb179/fyMgoKSnJ0tJy+PDhP/zwQ+VnyAEQCoVTp05dunSpu7s7gIKCgpYtWw4ZMmTbtm0eHh4aya5Dfv75Z35A29cRLSGRSqPu3gVgaG7s0N6RdRzCWMyRqKLMfACtOnZr07kH6zikbvAf+4mjS3sAeSnZkduCWcd5Mxf/Tvxg27ZtbJMQQgipPdo+Aw/A2tr6448/rvw1hw4deu11Ly8vLy+vWghFnktJSTl16hQAK1PTd33fYR2HEAC4EBtXKpMDcOriygm0/ZNKUqsUUnnUjn+m3z+g6XfytoRCvRkLt37zYW+lsuz6b+Gt/Ts3aNWEdajK9J42OGH/VciVaWlp8fHxbdq0YZ2IEEKI+tHftaSm9uzZQ9vXEW1TsQCe+ufJnUOR/PR7607d23b+191PCXmVc2uP/gEfAVCWKYOXHVCWafXaclMrc1uv8lVsS5cuZRuGEEJILaECntSIQqHYs2cPP6bt64j2OHuzfAE87WCn4xRSedSvofx45AdfsQ1D6qJR05faNnQEkBGfcmNvBOs4b9B9+iB+cPHixZKSErZhCCGE1AYq4EmNhISEPH36FEC3tm1o+zqiJZ5kZt1PewrAtkVDs4a0Y6VOu/XHxeKsAgBtOvdo7U6bz5MqMzQy/eDzTfz40taT+Wk5bPNUzsWztUFTMwBKpXLdunWs4xBCCFE/KuBJjVRMv08d6Mc2CSEVQqNv8oPm3ah/XqfJSqQVZ78HTKOOYlJNHbv09/UbDUBeKju9/CDrOG/QdkQXfvDbb7+xTUIIIaQ2UAFPqu/Ro0fnzp0DYGdhMbSLD+s4hJQ787yApz2cdFr07+dLxIUAOnj3c+vgyzoOqcPe/3SduaUtgEeRCXHHr7GOU5nuE/pzxnoA8vLyTp8+zToOIYQQNaMCnlTf7t27lUolgCkD/Qz0afs6ohVkCkXEnVgA+kaiJu7OrOMQZqRFkmu7w/hxwHSafic1YmZhM37OKn4cvvZISW4R2zyVEBmKmvR25ccrVqxgG4YQQojaUQFPqkkmkx04cAAAx3HTBg1gHYeQcpfj7xaXlgJw6uImFNWBkzJJLbn+27nS/BIAnbv6t2jtyToOqfO6Dxzf3qsPAElecdiav1jHqUzfD9+FgAOQkJCQlpbGOg4hhBB1ogKeVFNQUFB2djYAPw/3Fo0asY5DSLkzN/7pn+9KC+B1lySv+Ppv5wBwHEer34m6TFu4xdDIFMDdkzceRMSyjvOv7JwamrdrAEClUi1ZsoR1HEIIIepEBTyppl27dvGD6TT9TrRJ6D8HyNEOdrrs6q6zsqJSAD69Rzi17MA6Dqkn7Bo6VRxGGLrqsKxEyjZPJXwm9+MHISEhCoWCbRhCCCFqRAU8qY64uLhr164BaGJnO9CLelOJtniSmXX3SQoAG2d7i0bWrOMQNoqy8qN/Pw9AIBCO/ICmH4k6DRg1u7mbO4CCp+KLP55gHedfdfLz1rc3BiCXy3/44QfWcQghhKgNFfCkOn799Vd+8MEAP6GA/hURbRFy/QY/cO5O+8/rrsj/hSikcgBdB4xt5OTKOg6pV4RCvRmLtgmFegCi919Ij3nMOtG/av2eFz/YsWMH2ySEEELUiEovUmUFBQWHDh0CINLTm9SvL+s4hDx3+p8F8FTA66zcJ1kxR6IA6OsbVHQ7E6JGTi07+I/9BIBKqQxZdqBMXsY60ev1njqYP08uNzf3xAntbRYghBBSJVTAkyo7ePBgSUkJgKHv+DSwtGAdh5ByEpnsQkwsAJGpYWP3FqzjEDYubjmhVJQB6Dt8ul1DJ9ZxSP00Yurihk1cAGTdf3pl5xnWcV5PZGRQcZ7cypUr2YYhhBCiLlTAk6pRqVSBgYH8eNrA/kyzEPL/XIiJlchkAJp1cRPqC1nHIQw8i3uSEHILgKGx6buT/sM6Dqm3RAZG0xdu4TgOQNSOMznJGawTvV7fj96FkANw79695ORk1nEIIYSoARXwpGouXryYmJgIoLVj065tqUuZaJHn/fPd6F+mjjq/8ThUKgCDx35qbmXHOg6pz1q7d+89dCqAMpkiZNl+lVLFOtFr2Dk2tOxUfs7rokWL2IYh/8fefQc0df1tAH8yCRvEgQsVBw7cFcE6UXHvvSdua20dVWvdWmet22rd1oFbUdwDV1Xco1onKg4EBZmB5L5/XH5afWldwAnJ8/nrG1pyn9qU5uGenENElCZY4OnTvNm+rneDemKTEL0nZQc7hYIfgLdM90/+9eDPWwAcs2SXP6JMlK7a9Z3onDUngMcX711YHyw6Tuqq9a4vD8eOHYuNjRUbhoiIvhwLPH2CJ0+eBAUFAbC3sW5drYroOERvXQ8NDX0eDsC1eF7bbA6i41BGk4zS0dk75LlZlx901nZi85AlsLFz7Do45YS24Dm7osMixeZJVRFvT6t8DgCMRuOYMWNExyEioi/FAk+fYNWqVcnJyQDa1ahmq9OJjkP01t6z5+WhYNUSYpOQEDd2hzz/6zGAHHkK+jbuLjoOWYqvqjb2qt4MgD4ucd/4DaLjpK5ch2rysGGDiSYkIqKPxwJPHyspKWnt2rXy3L0Ot68j0xL0vxPgC1Zjgbc4yYlJwfNSTslq02usSq0Rm4csSpfBM+0cnAHcO/nX1R1nRMdJReU2NVVZdAASEhLmz58vOg4REX0RFnj6WIGBgU+ePAFQtZRnMbe8ouMQvfUyJubszVsAbLM55CiWR3Qcymjn1hyRVy8XKl5Bvh1KlGGcsuToOGCqPB+evjU24rXYPKlQKDyalJPHuXPnis1CRERfiAWePtab7ev869URm4ToPfvOnTcYjQAKVikBhUJ0HMpQcS9jTiwOkud2/SYq+AKgDFelXodSXrUAJETFHZyySXScVNTs1VihUwGIiIjYs2eP6DhERPT5WODpo9y4cePUqVMAcrm41PeqIDoO0Tv2nOX6ect1dM7OxNfxAL6q2rho6cqi45CF6jF0rs7GDsDNfRf/PnRFdJz36Wyt89T0kGduZUdElKmxwNNHWbp0qTx0r1NbrVKJDUP0T0kGw6GLlwCorTT5fDxEx6EM9eLO03PrjgJQqTXt+k4QHYcsV1ZXtza9xsnz/kkbE6LjxOb5/+oMagm1AsC9e/dCQkJExyEios/EAk8fFhUVtWnTJgBatbpz7Zqi4xC9I/jK1ajYWAD5fTw0Oq3oOJSh9v0cYEw2AKjdrJdrnkKi45BFq92sl0epSgBiw6MPT9sqOs77nF1dsnq5yfPIkSPFhiEios/GAk8ftmHDhri4OACNfbxzODuJjkP0jj1nz8lDwWqeYpNQBrt34sbfhy8DsHPI0qzrCNFxyNIplEr/4Qu0VtYAru44c+/EDdGJ3ldzYFMoAODChQsPHz4UHYeIiD4HCzx9gCRJb7evq8/t68jk7DkTAkChVPAEeItiNBgPTtsiz616/iif40UkVk63wi26j5LnvePW62MSxOZ5j1sJd/sS2QFIkjR48GDRcYiI6HOwwNMHHD169M6dOwBKFsjvXayo6DhE77h6//7D8HAArsXdbLM5iI5DGedSwInwv8MA5M7n4de8t+g4RCnqt/3GvVh5AK+fvjryyw7Rcd5XtV9DeQgODn716pXYMERE9BlY4OkD/nH7va7YJET/367TZ+WhUA2un7cgCVFxJxakHIXV7buZKrVGbB6iN5RKVe8fFqk1WgCXNp188Oct0YneUbxyaWt3JwBGo3HIkCGi4xAR0Sdjgaf/8ujRo3379gFwsrNtXZXnM5HJ2fXnGXkoVKOk2CSUkU4s3BP/KhZA2Up1y1duIDoO0TvyuBdv2nk4AEjS3rHr9XGJohO9o2KP2vIQGBgob3BDRESZCAs8/ZeVK1caDAYAHXxrWFtZiY5D9I7Q5+FX7t0H4OyWNWuhnKLjUAZ5cfvJxQ3HAag12u7fzRIdhygVjTt+n69wKQBRjyOOzd4pOs47KjSqrMlpCyA5OfnHH38UHYeIiD4NCzz9K71ev2bNGgAKhaJHXT/RcYjet/P0n/JQ2Le02CSUkQ7+vNloMAKo06JPngLFRMchSoVKrek9YrH84Y4LG44/PHtbdKJ3lO9SXR42bNiQnJwsNAsREX0aFnj6Vzt27Hjx4gUA3zKlC+bi7U0yObv/TPkAfEF+AN5i3Nx3MfTM3wAcs2Rv2YM3D8l05StcqknHIQAgSUFj/jCphfRV2tVWuegA6PX6iRMnio5DRESfgAWe/tWb7et61uPpcWRyIqJfn7rxFwBbF/vcpQuIjkMZISlef3jGVnlu03u8jZ2j2DxE/61J52FuhUoCePUo4phJ7UivUJRq/7U8Llu2zGg0io1DREQfjwWeUnflypWzZ88CyJstW52vyomOQ/S+wDNnDUYjgILVPRVKheg4lBFO/bb39dNXAAp7Vqxar6PoOEQfoNZoe4/830L6jSdMakd63+4NlE5WAOLj46dOnSo6DhERfSwWeErdm9vvPer6qZR8nZDJ2XHytDwUqV1GbBLKGJH3n59bdRiAUqnqOniWQsHf2lAmkL9w6SadhgLyQvp1+pgE0YlSKFWqEm285XnRokWSJInNQ0REH4nFjFIRFRW1efNmAFYaTcdaNUTHIXrf67j4Y1euArCyt3arUFh0HMoIByYFGJIMAGo26ZG/CH9rQ5lG087D8hcuDSA6LPLwzG2i47xVy7+R0kELIC4ubtYsHuhARJQ5sMBTKjZs2BAfHw+gsU/FbI78lCmZnKBzIYlJSQAKViuh0qhEx6F091fQeXn5sYNztlb+Y0THIfoEKrWm96jf1BotgMtbTt87fl10ohRqraZYKy95njt3rtgwRET0kVjg6X2SJC1fvlye/evXFRuGKFXbT/1v/Xwt3ok1f4kx8Yenp9y3bN93kq29k9g8RJ/KraBn824jAUCSgsauT4iOE50ohV/fpvJN+NjY2JkzZ4qOQ0REH8YCT+8LDg6+ffs2AM/8+SsW9RAdh+h9cQmJB85fBKCx1uavxJeo+Ts+NzAmPAqAR6lKleu2Fx2H6HM0bD+4UPEKAGKeRx2csll0nBS8CU9ElOmwwNP7VqxYIQ896/kJDUKUun0h5+MTEwG4Vy6u0WlFx6H09fRa6IUNJwCo1Jpu38/m3nWUSalU6j6jlmitrAFcDzx3c/9F0YlS+PVtqrTXAIiNjZ02bZroOERE9AEs8PSOp0+fBgUFAbC3sW5drYroOESp2Pa//ec9/Lh+3sxJRuO+8RskoxFAvdYD8rqXEJ2I6PPldCvcts94ed4/YWPsi2ixeWRqraZYm4ryPG/ePJ4JT0Rk4ljg6R1r1qxJSkoC0LZ6NVudTnQcovfFJybuDQkBoNFp3auyzpm5kDVHn914BCCrq1vzbiNExyH6Us+wov0AACAASURBVH4t+pYoVw1A/KvYoDHrYBqHt/n1SfkkfHx8/JQpU0THISKi/8ICT28ZDIY1a9bIc/e6tcWGIUrV/vMX4hISARSoXExjzfXz5iw6LPL4/N3y3O272VY6W7F5iL6cQqHoPXKxja0DgLvB1y8GnBSdCADUWo1nex95XrRoUXJystg8RET0H1jg6a39+/c/fvwYQKXixYq7uYmOQ5SKrSdOyQPXz5u9/ZMCkuL1ALxrtizjU0d0HKK04ZIjb5fBKYeuH5m57eWD52LzyGr6N1Y5WQFISEj46aefRMchIqJ/xQJPb73Zvq57XW5fR6YoPjEx6BzXz1uEG7tD7gZfB2Br79TpG26sRWalcp12FWs0B5AUr981YrUx2SA6EdQadekuKRvfrFixIiEhQWweIiL6NyzwlCI0NPTw4cMAXBzsG/tUFB2HKBVB50Lk9fPuVYprbaxEx6H0Ev8q9tC0rfLcvt9kpyw5xOYhSnPdh8xxzpYLwNOroScX7xUdBwBqdG2gzmYNICkpaejQoaLjEBFR6ljgKcXq1avlvWc71qxhpdGIjkOUis3HUz4v6lG3rNgklK4OT98aF/kaQPFyVas16Cw6DlHas3Nw7jPyN/lYxNNL9j++cFd0IihVygr+teQ5ICAgOtokNsknIqL3sMATAOj1+rVr1wJQKBTd6nD9PJmimPj4AyEXAGhtrApy/bz5uht8/drOswC0VtY9h87jwe9krjy/qlGnVX8AktEYOGJ1Yky86ESo3LaWNrcdAIPB0LdvX9FxiIgoFSzwBABBQUHh4eEAqpcuWcCVq1XJFAX+eTZerwdQsLqn2oqLRMyTPiZh34QN8tyyx+gceQqKzUOUrtr2HudW0BNAVFjk/okBouMAQLXBjeVh//79Dx8+FBuGiIj+PxZ4AoDVq1fLQ9fatcQmIfo3m4JPyEPRuuXEJqH0c2TW9tdPXwFwL1a+XpsBouMQpS+NVtf/p+UarQ7Ajd0h8toTscr4VbT1cAEgSZK/v7/oOERE9D4WeML9+/ePHTsGILuTY/2KFUTHIUrFi+jowxcvAdA52hT4upjoOJQuHpy+eWnzKQBqjbbXDwuVSpXoRETpLo978fb9JsnzgckBL0NfiM0DoPawllAAQEhISEhIiOg4RET0DhZ4wpo1a+Tt69r71tCq1aLjEKVi6/GTSQYDAA+/sioNe50Z0scm7h27HpIEoGnn4Xnduc0BWYrazXuX+7o+AH1s4q7hKw1Jgk+VK1yhuHP53PLMT8ITEZkaFnhLl5SUtG7dOgAKhaKrH9fPk4kKOHZcHorV4/p583Rk1vaosEgA+QuXbtzxe9FxiDKOQqHoNWJRyqly10KP/bpTdCI0HNUBKgWAe/fu7dixQ3QcIiJ6iwXe0u3bt+/58+cAqpQswe3ryDQ9ePb8zM1bAOxdnfKU465mZuj+qZuXNp0EoNZoe4/6TaXmJoVkWewdXfqPXiZ/bOTc6iN3g6+LzeNaMHfuWh7yPGTIELFhiIjon1jgLd2aNWvkgdvXkcnaeDRYkiQAxeqVVyh5qJi5SYyJ3zt2nbx4vlmXH+RNuYksTbGyVZp0HgoAkrR71JqY51Fi8zQe2UFhrQLw8uXLmTNnig1DRERvsMBbtMePHx8+fBhAFnv7ht5eouMQpW7D0WPyULzhV2KTUHo4PG1r9JOXAAp4lG3ExfNkwZp3G1m0dGUA8a9idw5faTQYBYaxc3Yo2jrljcEvv/ySkJAgMAwREb3BAm/R1q1bZzAYALStXtVKwzWrZIrO3fr778dhALIXzZ2tcC7RcSiN3Tl69cq2PwFotLo+o5aoVNxHkyyXUqkaMGa5vaMLgEchd47PCxSbp+43LVVZdAASExMHDOCxjkREJoEF3nIZjUZ5+zoAnWr7ig1D9G/e3n5vwDMOzU3cy5i9Y9fLc8ueo/MU4AGBZOmcs+XqM2qJQqEA8Oeyg3ePXRMYRq1Re/evI887duy4f/++wDBERCRjgbdcx48fDw0NBfBVkcLF3dxExyFKRZLBsDn4BACFUlm8fnnRcSiN7Z+wMTbiNYAiJX3qtxkoOg6RSSjjUyflsySSFDhqjXw6gyiVWvlaF3IGIElSt27dBCYhIiIZC7zlWrt2rTx0qsXb72Si9p4LiYh+DSC/dxHbbA6i41BaurrjzK0DlwDorO36jPpN3n+biAC07DG6WJkqABKi4nZ8v9ygTxYYpt6P7aBUALh69erevXsFJiEiIrDAW6xXr14FBgYCsLayalH5a9FxiFL3x6Ej8lCiCTdZNCtRYZEHf94szx0GTMmR211sHiKTolKpB4xb6eTiCuDptdA3/7EIUbCcR45qKed3DhzIlTJERIKxwFuoLVu2JCYmAmhaydvexlp0HKJUhEdF7Tt3HoCVvXVh31Ki41CakYzG3SPX6GMSAJT1qVujEdflEr3PKUuOgeNWyts6Xtp0Ut7rUZSmozu9OVJu3LhxApMQERELvIVavz5l4yiunyeTtfFocJLBAKBo3XJqK56SYD7OrDj06PwdAA5OWf1/WCjv10VE7ylaunLbvhPk+cCkgGc3HolK4pDVqXgHH3letGjRq1evRCUhIiIWeEt048aNCxcuAHDP6VqpOLd9JhO19uBhefDk+nkz8vyvRyfm75bnnsPnO2bJLjYPkSmr13qgt28LAMmJSdsG/x73MkZUkrr9W2hcbQEkJyd36tRJVAwiImKBt0RvTo9rX6M6732RaTp36+9rD0IBuLjnyFUqv+g4lDaSE5N2jVhtSDIA8G3cvXzlhqITEZk0hULh/8MC+YTF6LDIHUOWG5MNQpIoVcpaI1tCAQCnT58+duyYkBhERMQCb3GSkpICAgIAKBWK9r7VBach+hcr9x2Qh5LNfMQmoTR0ePq2iDtPAbjmKdRhwBTRcYgyAZ213eDJ623tnQA8PHv70LStopJ4Vi+XxSuvPPv7+4uKQURk4VjgLc7BgwdfvHgBoHrpUrmzuoiOQ5SKmPj4zcdPAlBpVCUaVxAdh9LGnaNXLwacAKBSa/r99LvO2k50IqLMwTVPof4/LZePWrywPvjSppOikjQf31WhUwGIjIz88ccfRcUgIrJkLPAWZ8OGDfLA2+9ksjYFn4hNSABQyLeUjTNrnjmIDY8O+mkdJAlAi+6jChb7SnQiosyktLdfm94p278fnLLpUcgdITGcc2Yt0amSPC9ZsuTJkydCYhARWTIWeMsSGRm5b98+APY21g0r8sYmmagV/1s/X7oF18+bBUnaPXqtvP9W0dKVG3X4TnQgosynYfvBX/u1AWBIMmwb/Purhy+ExKg3oIU2jz0Ao9HYtm1bIRmIiCwZC7xl2bJli16vB9Csko+1lZXoOESpuHjn7oXbdwA45c3q5lVEdBxKA2dXHbl/8i8AtvZO/X76XV4JTESfyn/4gkLFKwCIfxUb0G9h4ut4ASEUivrj2kOpAHD9+vW1a9cKyEBEZMFY4C3Lm/Xz7Xyri8xB9O+WBe2Th9KtKimUPCUh03t241HwnJ3y3GPoXJfsecTmIcq8NFrd4Mnrs2TLDSD89pONAxcJ2ZS+cIXiuWt7yPMPP/wQFxeX8RmIiCwWC7wFuXXr1sWLFwHkz5HDp1hR0XGIUhEdFxcQfByASqv2bFJRdBz6Uknx+p3DVsrnxlVv2KVijeaiExFlbk4urt9PDZD3gLx7/HrgT2JugDcf21XpqAWQkJDQpUsXIRmIiCwTC7wFkU+PA9C6WhUe/06macORY3EJiQCK1CrN7evMwMEpm14+eA4gp1vhzoOmi45DZA7yFy49YOwK+aMo5zcGn1wclPEZdLbWVYY2lucjR44cOnQo4zMQEVkmFnhLIUnS5s2b5blN9apiwxClSpKkJbtT3omWafW12DD05W7sCbmy7U8AGo3VgLErrXS2ohMRmYmylep1HTxTno/O2XVt59mMz+DVuIpzhZRPxPj7+ycnJ2d8BiIiC8QCbylOnz798OFDAOULFyqUK6foOESpOHbl6s1HjwFkK5IrT/mCouPQF3n1KGL/hJRVP237jM9fuLTYPERmpm6rfk06fg8AkhQ0Zp28T2QGa/VzT4WNGkB0dHSvXr0yPgARkQVigbcUmzZtkgfefieTtThwjzyUa8dXaeZmTDbsGrYyMSYeQFmfunVa9RediMgMdRk07evarQEYkw3bv1/27PrDDA7gmM3Za6CfPO/cufPEiRMZHICIyAKxwFsEvV6/Y8cOABqVqkUVrkwmU/QwPDzobAgAnYNNsfrlRcehLxI8J/DJ1QcAnFxce41czE03iNKDQqkcNH5VifLVAOhjEzf1WyxvOZGRqnaoY++ZXZ67dOnChfREROmNBd4iHDx48NWrVwB8y5bO6uAgOg5RKhbv2mMwGgF4Nq2osdaKjkOf797Jv86uOgRAoVT2G/27g1NW0YmIzJZGazXk5wC3QiUBxEW+Dui98PWzVxmcodV0f4VOBSAqKsrf3z+Dr05EZGlY4C3Cm/XzrapWEZuEKFUx8fEr9x8EoFAqy7blqzQTi30RvWfUGskoAWjc4fsS5auLTkRk5mzsHIfP3J4jtzuAqLDIjb0WxEW+zsgALrmzl+9XS5537dp19OjRjLw6EZGlYYE3f69fv963bx8AW52ugVcF0XGIUrH6wOHouDgAhX1LOuVxER2HPpNklHaPWhMb8RpAEU/vFj1+FJ2IyCI4ZckxfOZ256w5AUTeexbQZ2FCdFxGBqjRtb5DqRzy3KVLl4SEhIy8OhGRRWGBN3+BgYHy/0obVKxgo7MSHYfofQajceGuQHku36m60Cz0Rf5cduD+qZsAbOwc+49ZrlKpRScishQ5crv/MGunvaMLgOd/Pd7UZ5E+JkNbdOsZveUd6WNjYzt27JiRlyYisigs8OZvy5Yt8tC6Glcmkynacer0g2fPAeT0zJenrLvoOPSZwi7dPzF/tzz7D5+f1dVNbB4iS5OnQLHhM7fb2DoAeHL1web+i/VxiRl2dWdXl0rfN5Dno0ePbt68OcMuTURkUVjgzdyLFy+Cg4MBuDjYVy9dSnQcolT8unWHPFToUkNsEvpsia/jdw1faTQYAdRs0sOrejPRiYgsUQGPskNnbNVZ2wF4dOHu5n4Z2uErtfJ18U75zd0333wTGRmZYZcmIrIcLPBmbvv27fKZLk0q+WhUKtFxiN4XfOXqhdt3ADjlzVqkdmnRcegzBY1ZFxUWCSCve4mOA6eKjkNkuYp4eg+ZukmrswHw6Pydzf0W62MzrsO3ndFH5WQFQK/XN2rUKMOuS0RkOVjgzdzWrVvloSWPfyeTNHvrdnn4qnMNhZI/kTKlixuP3zpwCYCVznbg+NVaK2vRiYgsWrGyVf7Z4QP6LEiMic+YS9s42NaZ0A5KBYBbt26NHz8+Y65LRGQ5+HbZnD169OjMmTMAcrm4+BQvJjoO0fsu37138MIlADbOdp5NvETHoc8Rfivs8PRt8tzl2xm583mIzUNEAEqUqzZ06mYrnS2AsEv3N/ScH/8qNoMuXa1s/iYpH9mbN29eSEhIxlyXiMhCsMCbs23btkmSBKB5ZR+lQiE6DtH7ZmzaIr9Ey3esptFpRcehT5aUoN85bEVyYhIAn5qtqjXoLDoREaUoXq7q8BlbdTZ2AJ5df7i++9zYF9EZc+kWP3XV5XcEIElSq1at9Hp9xlyXiMgSsMCbs23bUm6LNa/M9fNkcm4+erzz1J8ArOysy7blEQmZ0sGfN0fcfQYgR273HkPnio5DRO/wKP31iF922do7AXhx+8kfXX6NehyRAddVqpSt5/RR6FQAXr9+3aJFiwy4KBGRhWCBN1v37t27dOkSgPw5cpQrVFB0HKL3zdq0xShJAMq2rWxlz09NZz439oRc2XIagFqjHTBmhbWtvehERPS+QsUrjPp1j4NzNgCvHr74o/Ov4bfCMuC6OfLnqjS0oTyfPn16/vz5GXBRIiJLwAJvtt7cfm9W2UfB9fNkYv5+HBZw7DgAjU5bvlN10XHok716+GLfhI3y3Kb3OPdi5cXmIaJ/k69wqZ/m73fJkRdATHjUum5zHp67nQHXrdTKN2fNIvI8fvz4y5cvZ8BFiYjMHgu82Xqz/3wLrp8n0/Pz+gCD0QigTNvKNs52ouPQpzEkGXYOX6mPSQBQ1qduvdYDRSciov+SM2/hMQsO5M5fFEDi6/iAPgv/CjqfAddtO7WXNpcdAKPR2LRp04SEhAy4KBGReWOBN0+3bt26ceMGgMK5c5UskF9wGqJ33Qh9uOX4CQBaGyuvbjVFx6FPFjx319OroQCcs+bsNXIx1/gQmT6X7Hl+mn+giKc3AIM+eefwVX8uO5DeF1VrNa3n933zYfgGDRqk9xWJiMweC7x52rFjhzw0+7qS2CRE/9/kdRtTPv3ergpvv2c6907cOLvyMACFUtl39O8OTllFJyKij2Ln4Dxi9q6vqjYGAEk6Nnvn3nHrjQZjul40Z8E8lX9oAgUAXL58edSoUel6OSIis8cCb57eFPimX/uITUL0nvN/3955OmXz+QpdfEXHoU8T+yJ6z49rIUkAmnQcUqJcNdGJiOgTaK2sv52wtk7LfvLDy5tPbeq7KCE6Ll0v6t28mlsDT3lesmTJ7t270/VyRETmjQXeDL1ZP18kT+4S+dxExyF6x/i16+Sz3yt0qWHtZCs6Dn0CySjtHrUmNuI1gCKe3s27804aUeajUCo7D5reedB0pVIF4MHpm2vaz4q48zRdL9pqQg+bwlkASJLUs2fPBw8epOvliIjMGAu8GXp7+70Sb7+TaTl6+crhi5cB2GSx5+bzmc7ZVYfun7oJwMbOsf+Y5SqVWnQiIvpMdVr2GzJ1k3z648vQ8DWdfrlz9Gr6XU6pUnZaPEjpZAUgKSnJz89Pr9en3+WIiMwYC7wZ4vp5Mk1GSRq9co08+/jX1tpYic1Dn+Tp1dDgOYHy3HPYvKyuXN1DlLmV9vYbt+hIjtzuAPQxCVsHLT25KEj+gEx6cMjq1GRWN2iUACIjI7mhHRHR52GBNzd37tzh+nkyTRuPBl+6cxeAU96spVtXFh2HPoE+LnHXDyuNyQYANRp2rVijuehERJQGcucvOv63YyXKVwcgGaUTC/Zs+WZJ+n0kvtBXxSp+V1fe0O7ixYuDBw9OpwsREZkxFnhzs3PnTnloUslbbBKif4rX6yesXSfPVQc1UmlUYvPQJzk4edPL0BcAcufz6Dxouug4RJRm7Bych8/c3qDdIPk8yDtHr61qM+PZ9YfpdLmqHerka1xSntesWfP777+n04WIiMwVC7y52bVrlzw08WGBJxMye8u2R+EvAOQqnd+jdmnRcegT3NgTcnXHGQAajdWAsSu1OhvRiYgoLalU6vb9Jg8Ys0JnbQcg6nHE2s6zz68LTqfLtR7fw6FkDnkeMWLEsWPH0ulCRERmiQXerISGhl66dAlAAdccJQvkF5yG6H8ehof/umU7ACgUvsObQ6EQnYg+VtTjiP0TAuS5bd8JboVKis1DROnEu2bL8UuO5c5fFIBBn3xwyqbt3y1Ll+X0CkWX3wZrctoCkCSpbdu2d+/eTfurEBGZKRZ4s/J2/Txvv5MpGblsVbxeD8CzsVdOz3yi49DHMhqMgSNWJ8bEAyjt7ffm7GgiMku583lMWHKscp128sNbBy6tbD390YW0b9c6W+uOv3+rtNcASEpKqlmzZnR0dJpfhYjILLHAm5U36+cb8wPwZDIOnL+449RpAFo7XdVvG4mOQ5/g1G97H1+8B8AxS/beIxYruHSCyNxZ6Wz7/ri014hFVjpbANFhkeu7zT0+f7fRYEzbC2XNk73p3J7QKgHExMRUrlw5OTk5bS9BRGSWWODNx5MnT0JCQgDkzupSrlBB0XGIACBerx/y21J5rtyvnq2Lvdg89PEeX7x3+rd9ABQKRe8Rix2zZBediIgySLX6nSYsDZY/MiMZjacW713b6ZfI+8/T9ioFyxWtPqYFlAoAT548qVWrVto+PxGRWWKBNx+7d++WJAlAI++KvFFGJmLmpi33nj4DkL1o7rLtqoqOQx9LH5MQOGK1fM/Nr0Xf0t5+ohMRUYbKnc9j/G9H67YeIL+jeHo1dFXr6efXBaftQfEVGlUu299Xnq9du9aiRYs0fHIiIrPEAm8+AgMD5aGRT0WxSYhk1x6EynvXKZSK2j+2Vqr4AyfTODBlU9TjCAB53Uu06ztBdBwiEkCjseo0cOrwmTucs+UCkJSgPzhl08ZeC6LDItPwKrX8GxdsXU6ejx075u/vn4ZPTkRkfvh+2kxERkaeOnUKQDZHR59iRUXHIYLBaPxm/iJ9cjKAMq2+zlUqv+hE9LFu7r1wbedZABqtbsCYFRqtTnQiIhKmZAXfn1ecqVSrtfzwwZ+3lrf4+eLG42l4K775j11y1iwiz9u2bRs6dGhaPTMRkflhgTcTe/fulXd/qe/1lUrJf60k3oKdgedu/Q3A3tWp6iDuXZdpvH72at+EjfLcts/4PO7FxeYhIuHsHJz7j1k+cNwqe0cXAPrYxP0TA9b3mPcy9EVaXaLjrH7OXnnkecWKFePHj0+rZyYiMjNsemaC6+fJpPz18NHEtevk2e/H1lo73sLNHCSjtHvUWvnk55JeNXluHBG94e3bYuqqcxWqNZEfPjx3e0WLn8+sOJg2G9QrFN0Xf2dfMof8aO7cudOmTUuDpyUiMjss8OYgNjb2yJEjAOxtrKuW9BQdhyxdksHQe/bcBH0SAM/GXu5VS4hORB8rZM2R0DO3ANg5ZuG5cUT0Hscs2b+d+MfAcascnLMBSE5MOjprx+p2M55eC/3yJ1eqVD2XD7Up4iI/nD59+uzZs7/8aYmIzAwLvDk4dOhQYmIigDrly1tpNKLjkKWbvG7DxTt3ATjkdPb9obnoOPSxwv8OOzZnlzz3GDrXOWtOsXmIyDR5+7aYvvp8Zb+28sPnfz1e0+GXg1O36GMSvvCZ1VpNz9XDrd2d5IeTJk2aMWPGFz4nEZGZYYE3B2/Wzzf0riA2CVHwlauzN28DoFAq6k1ob2VnLToRfRSDPjlwxGqDPhlA1Xodvao1FZ2IiEyXnWOWvqN/Hz5ze7ac+QFIRuP5tUd/bzL5r6DzX/jMVtZWPdf+oMvvKD+cOnXq5MmTv/A5iYjMCQt8pqfX6/fv3w9Ap9XULldWdByyaC+io3vNnmuUJAAVuvi6eRURnYg+1vF5u8NvhQHIljN/50G85UVEH1bKq9a0VWcbdfhOpdYAiAmP2jls5Ub/+ZH3nn3J0+psrf3XjXhzH/6XX34ZNWpUGsQlIjILLPCZ3okTJ6KjowFUL1XKzpp3O0kYoyT1+mVuWEQkAFdPtyoDG4hORB/r0fk7Z1cdAqBQKvv+uMTa1l50IiLKHLQ6m7Z9Jkz6/YRHqUryVx78eWtFy6lHZ+3QxyZ+9tPqbK391420KZxFfvjbb7/1798/DeISEWV+LPCZ3u7du+WhgbeX2CRk4WYGbDl44SIAKzvrRlO7KNUq0Ynoo+hjE3ePWisZJQAN2g568y6ciOgj5XUvMXrevl4jFjk4ZQVgSDKcWXHw98aTru8699nHxVtZW/mvHWFXIpv8cOPGjW3btk2zxEREmRYLfOYmSVJQUBAApUJRr0J50XHIcu0LOT953QYAUCjqjm/nlDer6ET0sQ7P2Br1OAJAXvcSLXuOFh2HiDIlhUJRrX6nGX9cqt2sl1KpAhATHhU4cvXazrM/e496rU7be80Ip/K55YcHDx6sXr26Xq9Ps9BERJkQC3zmdv78+adPnwLwKuqRzdFRdByyULfDnvScNUf+6Hv5DtWK1CotOhF9rLvB1y9vOQ1ArdH2G/27RmMlOhERZWK29k5dv/tl4tLjHqW/lr8Sdun+mg6z9oz+IyY86jOeUKlS+S8bmr1aQfnhtWvXypUr9+LFizRLTESU2bDAZ27y7XcADSpy/3kS42VMTJuJU6JiYwG4eRWu/n0T0YnoYyVExQWNXScvcG3RbZRboZKiExGROchXuNTouXv7j1meJVtuAJJRurr9z6UNJ55cGJQU/+n3zxWKLnO/Kdi6nPzo2bNn5cuXv3r1atpmJiLKLFjgM7e3H4D3YoEnAfTJyR2nTL8d9gSAY64sjWd0U6r4UyXT2D8pIDY8GkBhz4oNOwwWHYeIzIdCoahUq/WMPy406/qDVmcDIClef2LhnqUNJ17ZelredOOTNP+xS/lva0OlABAXF1erVq3NmzenfW4iIpPHt9qZ2N27d2/dugWgmFvegrlyio5DFkeSpH5z5h+/dh2AlZ118/m9rZ1sRYeij3Vz30X5xGatzqb3yMXyZ1aJiNKQlc62ZY/RM9Ze+NqvjUKhABATHhU0Zt3K1tPunbjxqc/m271h7WntFToVAIPB0KdPnxEjRqR9aCIi08YCn4m9WT9fn7ffSYSfVq4JOHYcgFKlbDyja9aCrqIT0ceKi3x9YFKAPLftMz5n3sJi8xCRGXPJnqff6GXjFx99c8hF+K2wTX0Xbeg5/+nVT9vfrkxtr3arv1W56OSHS5curVGjRmxsbBonJiIyYSzwmdiePXvkob7XV2KTkAWavWXbnG07AECh8BvTNn+loqIT0SfYPzEg7mUMgBLlqvk17yM6DhGZP/di5X+av//biX+8+Y1h6JlbqzvM2vH98sh7zz7+eXJ7uPXa+qOtR8pZJ1evXi1RosSZM2fSPjERkUligc+sIiMjz549C8DV2blc4UKi45Bl+S0waMyqtfJcZUD9kk0ris1Dn+TG7pBbBy4B0NnY+Y9YKK9rJSLKABWqNZm66my372c7ZckBAJJ0c//F5c1/DhqzLjos8iOfxM7Jvt/GH/M3LQUFAMTGxjZs2HDs2LHpFZqIyJSwwGdW+/btMxgMAOpUKK/k+2/KQEv37B22dJk8f9W5hre/n9g89ElizWO7zAAAIABJREFUX0Qf/Dll56cO/adkc80nNg8RWRqVWlOrqf+sDVda9hhtbWsPwGgwXtl6emnjSQcmb4p5/nGnzSkUrcb3qDahpcJaBUCSpPnz51eqVOnZs0+4mU9ElBmxwGdWe/fulQfuP08ZadGu3UN++12SJABlWn9dg4fGZTb7JmyMfxULoGQF3xqNuomOQ0QWykpn26zrD7M3XK/f9hutlTUAgz75wvrgJQ0mHJy65SMPjfdqXKVLwDBdASf54d9//12mTJkFCxakY24iItEU8htx+g8RERGm9qeUmJjo4eERGxtro7O6t2q5TqsRGEatVmu12ri4OIEZLJZSqdTpdAAMBkNiYmJ6X27mpi3j16yT51ItfPxGt1EoLX31h1arValU8fHxooN8lOu7zgWOXA3A2tZ+6sqzLjnyik70ReQfPgCSkpKSkpJEx7FEVlZWADLghw/9fxqNRqPRANDr9cnJyaLjfJGX4WHbVk07ErgyOSnllHi1laZUCx+vbjXtczh98NuNBuOWiSvvbb2E/51OV6hQofXr1+fLl74rjJydnfV6PbfQE8Le3l7++fPq1avPe/1nzZo1rUMRZRDegc+UgoOD5f9h1CxTWmx7JwshSdLoFavftPcyrb+u8xPbeyYT+yL64NS3i+cze3snIrPhnC1Xt+9nz/zjUo2GXVVqDYDkxKTzfxxbUn/83nHrXz188d/frlQpW47p1mSxvzqbtfyV27dve3l5DR061Gg0pnt6IqKMxQKfKb1ZP1+P6+cp/emTk/1/mZOy5zxQoatv7VGtwJ0XMpv9kwISouIAlKzgW71hV9FxiIjekdXVrefw+TP/uFitQWe5xhuSDJc3n1raaNLOYSue3Xj0399epGKJgXsm5GtcEioFAKPRuGLFioIFC65fvz4j0hMRZRQuof8wU1tCL0lS6dKlnzx5olIqb61YktXBQWweLqEXKAOW0EdEv+748/ST128AgEJRZUB97lr3T5llCf1fQRd2DlsBQGdjN3Xl2ayubqITpQEuoReOS+gFMqcl9P9f+NMHu9b+cjRwVVLS21eXm1eRCp2ru1cp/t+/Qb5z/mbgT2sSQ6PffCVPnjy//vpr1apV0zYkl9ALxCX0ZMl4Bz7zuXTp0pMnTwBU8CgivL2TebseGuo7dITc3pVqVb3x7djeM6O4lzEHp2yS5/b9JptHeyciM5bNNV+372fPDrjesN23Ohs7+YuhZ25tHvDb700mX9hwXB/3r782KljO45ud48v091XYqeWvPHr0qEWLFt7e3idPnsyI9ERE6YkFPvMJCgqSh3peX4lNQuZtx6k/aw0bdf/ZMwBW9tYtF/T2bMLz3jOlg1M2x72MAVCiXDXfxt1FxyEi+ihOLq7t+k2as+lmm17jUs6NByLvPz8wKWBRrTGHpm6JuPsvh8YpFLV7N+kXNN6tkSc0Ke9179y506RJk3LlygUEBGRMfiKi9MAl9B9makvoa9SocfXqVQBn5s32yJNbdBwuoRcpnZbQJxsM41b/MXf7TvmVnyV/9ma/9sxSIEdaPb85Mf0l9LcPX9k6aCkAK53tzyv/zJ6rgOhEaYZL6IXjEnqBzHsJ/f+XlJR46kDAno3zQm9f+efX85QrWLK5t4dfGY1Om+o3Rjx+vuvn9c+P34Xh7Xs5Ozu7Zs2ajR071uELVjJyCb1AXEJPlowF/sNMqsA/evSobNmyANxzul5YOFd0HIAFXqj0KPCPwl/0nPXrqRt/yQ8LVC7eaGpnK3vrNHly82PiBT7xdfyyplPkE5U7fTOtbqv+ohOlJRZ44VjgBbK0Av/GjQvB+zYvCjm+y2B4+0+ttdN5+JUp0bBCnnIFUz0h5dm9sKBZm56fuIvkt+/oFApF4cKFu3Tp0r17d7Va/alJWOAFYoEnS8YC/2EmVeCXLVs2fPhwAP0bN5zcvYvoOAALvFBpXuC3nzz9zYJFr2JiASiUCm9/v6/71lUo+Vmbf2XiBT5o7LorW04DKOxZccz8A2b2r5IFXjgWeIEstsDLIsMfH9654siulZHhj//5dfscTh5+ZTz8yuYqle//73X36nnkwUU77u+9anz9zk8MpVJZqFChhg0b9ujRI3v27B+ZgQVeIBZ4smQs8B9mUgW+TZs2hw4dArBrwpgqJT1FxwFY4IVKwwL/Oi5++NJlaw8dkR/aONvVn9yxwNfFvjykeTPlAv/gz1sbey2AJGk0VpOWn8qdz0N0ojTGAi8cC7xAFl7gZUaj4dKf+48Grrpwck9ykv6ff8kuu2PhGiXdq5Zw8yqsttK8810Gw8mAw5e3nIq9FQHj+2/w7O3tPTw8Kleu3KhRo1KlSv3H1VngBWKBJ0vGAv9hpvOjOTY21s3NLTEx0cnO7sHalRq1SnQiAFAqlSqViu+ehVAoFPKqP6PRaDAYPvt5jly63Gf23NDn4fLDAj5FG03tYpfNMW1SmjWVSqVQKEzw3XNSvH5Jk4mvHr4A0Kb32BbdRopOlPbkHz4ADAaD0WgUHccSyT9/TPD1bwn4+v+n11ERJw8EHA9ad+vq6ffe2ap1mrzlCxXwKZqvYhHXYnkVqrcLkcIfPgtes/f+0RsJoVFI7e2wUql0cnLKlSuXu7t7kSJFiv+PUqkEYG1tbTAY9Hp9Kt+ZmufPn8fHxz958iQpKen58+f/fOMUHx9vbW0NIEuWLNbW1m5ubtmyZbOxsfn0PwlLYWVlJf/8iY+P/7zXv62tbVqHIsogLPAfZjAYlKax7nTLli0tW7YE0LZGtdUjhomOQ+YgOi5uxNLlSwL3yD8KVFp1ze+beXernepnCCkT2Ttp4+nl+wHkL1J6xuqzKrXmg99CRJTZhT8NPXVw86mDm29eOSX9v16ntdXlKVMgd2n3XCXz5Szu5pjbRf56RFj4qYBDt49di775XEr48G/DFQqFSqVSq9VKpdLKykrx7lr9pKQkg8EgSVJycrIkSfL8ef84arXaysrKyckpb968Xl5efn5+tWrVklceWbg3f+af/Wer+H+fsCDKLFjgP8x0ltAPHDhw/fr1AH7/flDLKpVFx0nBJfQCfeES+j1nz323aGlYRIT8MHvRPPUndchWOFcapzRrprmE/unV0DUdf5GMRpVKPW7xkQIeZUUnShdcQi8cl9ALxCX0/+1V5LOLJ4Mund53NeRwXExUqn+Plb111oKuWfJnd3LL5pTHxd7V2cHV6enDp7dPX3ty5UH0vRdJL+L/uXe9idBqtblz5/b19e3fv3/evHlFxxGDS+jJkrHAf5iJFHiDwVCiRImIiAi1SnVn5e9Odqay8ocFXqDPLvBPX74cvnT5thOn5Icqjapiz9o+/n5K0/hcRiZiggXemGxY1XZG+K0wAA3bfduu3yTRidILC7xwLPACscB/JKPRcOf6uWvnj/51Mfjva2cS4mI++C1aO521o62VvU6j0yYlJevjE5OTk5Pj9cn6ZKM+WUo2SgYJkpTqqvsMptFoSpQoMXz48Fq1aonOkqFY4MmSffKZGSTK+fPnIyIiAPgUL2Y67Z0yHYPR+PuefRPWrov+3+9ccnrmqzOuLW+8m40zKw7J7T1HnoItuo8SHYeISCSlUlXYs2Jhz4roPMxoNDy6d+PujZB7Ny88uH350b3r8bGv//+36GMS9DEJaRVApdY4OGdzdMrmmCW7vVNWe8esdo5Z7BycbWwdrW3ttTobG1sHpVJlbWsv//1xsdGS0ZgQHxMfE/0q8vnjh3efPr7/4mnoq/BHsdHhkvGdFf5JSUkXL15s166dSqUqU6bMzJkzS5QokVbJicg0scBnGnv37pWHehXKi01CmVfI37e/W7Tk4p278kOtjVXlgQ3KtatiZqeLWbKXD56fWrwXgEKh6DF0rlbHPZCIiFIolSq3gp5uBT2rN0w5iDfi2cOnj+8+D7v34smDF88eRjx/9PrVi5ioyNjXr5KSPry0RGdtZ21rb+vgbGvvbO+Qxd7RRW7pDk7ZnFxcHZyzOWbJbu/oklb5DclJj+//dfbkgashxx7fuRwb9fTtXzIYQkJCqlevbm9v/+23337zzTdpdVEiMjVcQv9hJrKEvkqVKn/99ReA8wvmFMyVU3Sct7iEXqCPX0If+fr12NV/rN5/0Pi/F3OhGiVrjWhp7+qUEUHNl2ktoZek9T3mPTx3G0C1+p16jVgkOlD64hJ64biEXiAuoU9v+sR4fUJ8XGwqn5/XWdupNVqXbK6ftAt9mosMDwvauuJc8K7wh9eMhndeA2q1uk2bNrNmzTKRbZjTHJfQkyVjgf8wUyjwoaGh5cuXB1AkT+6z82aLDfMeFniBPqbAGyVp9f6DY1f/Efk6ZaGgY64sNUe0KFjNM+OCmi+TKvBXtpwOGrsOgGOW7NNWn7dzcBadKH2xwAvHAi8QC7xwn3qMXPpJiIvZ+sf8k/s2RD65+c+vq1Sq9u3bz5o1S1Sw9MMCT5bMPH8tZ36ePHkiD/W9KohNQpnL+b9v1xw28psFi+X2rtKqfXrV6bZtBNu7+YmNeH1k1nZ57vTNNLNv70REJNPZ2LXrOXzuxvPjfjtRqKyfUp1yzpzBYFi9enWuXLmWLFkiNiERpSHegf8wU7gDL0nSjBkzwi9dGNOpvbOdndgw7+EdeIH+4w78y5iYcav/WLnvwJs18wUqFa05sqWzWzYBQc2X6dyB3zlsxV9BFwCU9ak7ZNpm0XEyAu/AC8c78ALxDrxwpnMH/j3RryJ+m/nDlZPbkvVv35u5uLjs2LGjSJEiAoOlId6BJ0vGAv9hplDgZdoTR0RHSAULvECpFnhJktYcPDxm1ZqI6JQ18w45nWsMbVakVmlhQc2XiRT4u8eubR7wGwCdtd201edccljEycAs8MKxwAvEAi+cyRZ4WczrqHmTB107vd2Y/Dahn5/f2rVrBaZKKyzwZMm4Cz2RWbn2IPS7RUtO3/hLfqjSqit0ruHdy0+j04oNRulHH5e4f/ImeW7Vc7SFtHciIvoPdvaOP0xZ8eTx/dlj/R/dPAVJArBv3768efNu2bKlQgV+JJMos+Jn4InMRHxi4phVa6t9N+xNe89fqWi3zcOrfNOQ7d28nZi/OzosEoB70XJ+LfuKjkNERKYiZ+78U5fs7z16jY1TygFGCQkJ9evXHzx4sNhgRPTZWOCJzMHB8xe9v/l+9pZtSQYDALtsjo2nd221qK9zvuyio1H6enb9YcjaYwBUKnWPYfOUSpXoREREZFqq1m66cOuNMtU7KJQpa2/XrFnj6ekZHR0tNhgRfQYWeKLMLfL16+7TZzUY9dP9Z88AKJTKch2q9dg+0qNOWdHRKN1JRuPe8RskoxFA3db98xfmNgdERJQKtVozdMJv3/68zcYx5Vb8s2fPihQpsn//frHBiOhTscATZWK7Tp8p7d939f6D8sPsRXN3XDO45vDmWjud2GCUMULWHnt2/SGAbK75WnQfJToOERGZtK98aswNuOReurb80GAwtG/f/qeffhKbiog+CQs8Uab0Kia21y9z202e+jTyJQC1TlNtcONO64a4erqJjkYZJPrJyxPzd8tzt+9nW+lsxeYhIiLTp7O2nTBvW+Mek1Raa/krCxcubNCggdhURPTxWOCJMp9DFy/5DPpuw9Fj8kO3rwr12v6jV7eaShX/i7YgB6ds0sclAvD2bVHa2090HCIiyjTadP12xOygN8vpz5w5U6JECZ7HSZQp8O0+UWaSoE8atmRZ83GTwiIiAaitNHVGten6x7As+XOIjkYZ6taBS7ePXAVgY+vQ6ZtpouMQEVEmU6zkVzPXns2WL2XzlOfPn7u7uz9//lxsKiL6IBZ4okzjr4ePfIf+sDhwjyRJAHJ65uu2+QfvbrUUSoXoaJSh9DEJB3/eLM9t+ox3cnEVm4eIiDIjB0fnX1afKFKhkfwwISGhVKlSV69eFZuKiP4bCzxR5rDqwKHqQ3649iAUgFKl/Lpvvfarv82Sn6fEWaLg+btjnkcBKFTCq2bjHqLjEBFRZqVQKMbMWl+lyTcKpQqAwWDw9fU9fvy46FxE9K9Y4IlMXWxCQq9f5g6ctzA+MRGAY26XdisGVepbl594t0xPr4VeWBcMQKXW9Bg6V6Hky4CIiL5InyFTmveaplRrAUiS1Lx58z179ogORUSp4zs/IpP29+Mw36Ej3uxX51G7TJeAoblK5xcaioSRjMZ9EzbKB7/XbzPQraCn6ERERGQOmnfo03XoErXWBoAkSV26dNm6davoUESUCrXoAET0rwL/PNv717mv4+IBqLTqGkOalm1bRXQoEun8uuCUg99z5m/edYToOEREZD5q1m9p5+C4cGzHpMQYSZJ69eplMBhatmwpOhcRvYN34IlMkSRJ0zZu6vjzdLm9O+TK0n7lILZ3C/f62avj8wLluevgWVqdjdg8RERkZipWrj1o8iaNtYP8sG/fvps2bRIbiYjewwJPZHLiExO7zZg96Y8NRkkCkN/Ho/P6Ia4l3ETnIsEOTd2ij00EULFG8zI+dUTHISIiM1TWq8p3P2/RWjvKD/v27RsYGCg2EhH9Ews8kWl5Evmy7siftp44KT+s0KVGy4V9rJ1sxaYi4e4cvXrrwCUA1rb2PPidiIjST6lyPt9Nfdvhu3XrduTIEaGJiOgtFngiE3Lt/oOaw0ZcvHMXgEqrrj+pY/Xvm3KbcUqK1x+YknLwe2v/sc5Zc4rNQ0RE5q1kWe9vJwdodPYAJElq3br1pUuXRIciIoAFnsh0HLl0uc7I0Y9fRACwdbFv+/vAEo0qiA5FJuHkwqDosEgA7sXK12rmLzoOERGZv9Jffd1/3Dq1lS0ASZL8/PwePHggOhQRscATmYaNR4NbTZgib1nnUtC1w5rBPCuOZOG3ws6tPgxAqVT1GDJHqVSJTkRERBahQqUa3YYtUWl0AIxGo4+PT1RUlOhQRJaOBZ5IvAU7A3vNnqtPTgaQ96tCHVZ965jbRXQoMgmSUdo3YYPRYATg17Jv/iJlRCciIiILUt2vSet+M5VKNYCkpKTSpUsbDAbRoYgsGgs8kWDj1vwx4vcVkiQB8PAr02pRXyt7a9GhyFRc3nwy7NJ9AM7ZcrXqMVp0HCIisjgNW3at0/FHhUIJIDY2tkwZ/iqZSCQWeCJhjJL0/eKlszZtlR+WbVul0bSuKq1abCoyHbERr4/9ukueOw+arrOxE5uHiIgsU0f/od71+8jz06dPa9asKTYPkSVjgScSw2A09p+7YOmevfLDSn3r1hrZUqFUiE1FJuXIjG0J0XEAyvrU9arWVHQcIiKyXAN+mO7h1USeL1++3KtXL7F5iCwWCzyRAMkGg/8vc/44dAQAFArfYc2+7ltPcCYyMQ9O37weeA6Alc62y3ezRMchIiJL99PMP3IW9pbnrVu3zpkzR2weIsvEAk+U0ZIMhh6zft0cfAKAQqmoM6ZN+Y7VRYci05KcmLR/YoA8N+8+MptrPrF5iIiIAEycv9MxRyF5njBhwpEjR4TGIbJELPBEGSrJYOg+Y/a2E6cAKJTKehM6lGruIzoUmZzTS/e/DA0H4FbQs17rAaLjEBERAYDO2mbMvECdfTb5YZs2bcLCwsRGIrI0LPBEGSfZYOg569cdp04DUCiVDSZ3LNGoguhQZHIi7z07s/wgAIVS2X3IHJWK+xoSEZGpyOGa59tJ69VaGwBGo9Hb25sHyxFlJBZ4ogxilKQ+v857c++94c+ditUvLzoUmR5J2jdxo0GfDMC3cffCnhVFByIiInpHybLerfvPVChVAOLj4ytW5P+qiDIOCzxRRpAk6dsFiwOOHcf/7r0XrVtOdCgyRVe2n3l49jYAxyzZ2/YeLzoOERFRKho07+zToK88P3jwoGvXrkLjEFkQFniijDBi2YqV++VF0Yp6E9rz3julKu5lzNFZ2+W544CpNnaOYvMQERH9m/7DpuYvVUueAwMDly5dKjYPkYVggSdKd5PXbVi4czcAKBS1Rrbi597p3xyZsS3+VSyAkl41K9VuLToOERHRfxk7O8DJtYg8jxw58urVq2LzEFkCFnii9LVgZ+DUDZvkudrgRmVafy02D5ms0DO3ru06B0BrZd3tu9mi4xAREX2ARqP9cfZ2K9ssACRJqlOnjl6vFx2KyMyxwBOlo3WHj45ctlKevf39vLrWFJuHTFZyYtK+CQGQJADNuvyQI7e76EREREQfljO3W88RS5RqLQC9Xl+hApcZEqUvFnii9LIv5PyAeQslSQJQtk3lKgMbiE5Epuv00v0vHzwHkMe9eIN2g0THISIi+liVqtX1bTVEnsPCwrihHVG6YoEnShfnbv3dZfqsZIMBQNG65WqOaCk6EZmuiLvPziw7AEChVPYYMkel1ohORERE9Am69RtVsGxdeQ4MDFy1apXYPERmjAWeKO3dCXvSeuKUuIREAPl9POpP6qhQKkSHIlMlSfvGbzAkGQD4Nu5epKSP6EBERESfbPTMdY6uheV5yJAhDx48EJuHyFyxwBOlsfCoqBbjJ0VEvwaQo1ieJrN6qDQq0aHIdF3afOrR+TsAnFxcefA7ERFlUhqNduTMLVobJwCSJFWtWlV0IiLzxAJPlJbiEhJbT/z53tNnABxzu7SY31trayU6FJmu2BfRR3/ZIc+dB03nwe9ERJR55XFz7/jtHIVSDSAuLs7X11d0IiIzxAJPlGYMRmP3mbPP/30bgLWTbcuFfWyzOogORSbt4NQtia/jAZT1qVuxRnPRcYiIiL5IzXotvOr0kOcrV65MnDhRbB4i88MCT5Rmhi9dvufsOQBqK02zX3tmyZ9ddCIyaXeOXru59wIAnbVdt+958DsREZmDb0bOci3oJc+//vprSEiI2DxEZoYFnihtLNy5e8nuIAAKpaL+5I65y/Icb/ov+tjE/ZM2ynOrnqNdcuQVm4eIiCitjPl1q42jqzw3atRIr9eLzUNkTljgidJA0LmQUctXynO1bxt71C4jNg+ZvuC5u14/fQXAvVh5v5Z9RcchIiJKMw6OTn1HL1eprQAkJSVVqlRJdCIi88ECT/Slrt6/32PmrwajEUDplpUqdOWWLfQBYZfuX1gfDECl1vgPX6BU8pwCIiIyK+UqVq3R8jt5fvDgwZAhQ8TmITIbLPBEX+TZy1dtJk2NiY8HkN/Ho9aoVqITkakzJBn2jl0nGSUADdoNcivoKToRERFR2uvW/0c3zxryvHLlyqNHj4rNQ2QeWOCJPl+8Xt9+yrRH4S8AuLjnaDyjm1LF/6boA/5cuv/FnacAcuYt3KzLD6LjEBERpZcxszbaZUnZ5KVt27bx8fFi8xCZAZYNos8kSVL/uQvO3fobgLWTbfN5va3srUWHIlP34s7T07/vB6BQKHoMnau14muGiIjMls7aZtCENWqtDYDk5GRvb2/RiYgyPRZ4os80PWDz5uATAFQaVdPZPZzyuIhORKZOMkp7x6wz6JMB1GjUrVjZKqITERERpa/ipb7yazdCnsPCwoYOHSo2D1FmxwJP9Dl2nPpz8rqUM8D8fmqTp1xBsXkoUzi/7ljY5fsAnLPlatdvkug4REREGaFDz+/cy9SR5x07dogNQ5TZscATfbJr9x/0+XWeJEkAvupcw7NJRdGJKBN49SgieM4uee723S82tg5i8xAREWWYH2f8kbOwt1Kp5B14oi+kFh2AKJN5ER3ddvLU2IQEAAUqF6/+XWPRiSgzkKS9Y9clxesBeNdsWb5yQ9GBiIiIMo6VlW7GsoN+ReNEByHK9HgHnugTJBkMnafODH0eDsDFPUejaZ0VSv5HRB92adPJ0DN/A7B3dOny7UzRcYiIiIgoU2L3IPoEw5YsO3HtOgCdg02zOf5WdtxC/P/au+/AKMr8j+Pf3Wyy6b2RRgIkQEIzNOkIioqCCKggigrCcSoeehYOPcWCIEUBUVSUn1KkHIpIt1BOpCgtEHoaKaT3Xnb398fc5WLoJZlM8n79tfvszOxnlhD47Mw8g6srSM3d9eF/LvkbO2Wus6ununkAAACgURR44Fp9ue3Hpdt+FBGdXj9k9hNuQV5qJ4I2/PjW6oqiMhHp3Pv+nnc+rHYcAAAAaBUFHrgmv504+eqSpcrj/n9/ILhnG3XzQCuOr98fv/e0iDg4uY57aYHacQAAAKBhFHjg6pIzs8a+P6/SZBKRiCFduzzeX+1E0IbCtLydc75XHj/+/BxXD1918wAAAEDTKPDAVZRWVDw6a05WQYGINGvXfNAbj6idCBphsWyfvqq8qFREInsN7nPPo2oHAgAAgLZR4IGrmLxocVRsnIg4eDkPmz/eYLRWOxG0IerbfdUnz49/+SO14wAAAEDzKPDAlSxY/8O//r1HRKxsDMM+GO/o7aJ2ImhDfkr2rnn/OXl+7JR5nDwPAACAm0eBBy7rlyNH31q+Unl817SH/DoGqxoHmmExW7b+85uK4nIR6dJ3aO9Bo9ROBAAAgMaAAg9cWlxq2rh5801ms4jcNqpP++G3q50ImnFoxa6kgzEi4uzqOf6lhWrHAQAAQCNBgQcuobisbMzMOXlFxSIS0LnlgFceVDsRNCM7Nu3XjzYrj8e//JGzm5e6eQAAANBoUOCB2iwWy18WLDqZmCgizs3cHpj3lN5gpXYoaIOp0rR52vKq8koR6XPPo136DlU7EQAAABoPCjxQ25x/fbtx3wERMRith3043t7dSe1E0Iy9i7emn0oWEQ+fwLFT5qkdBwAAAI0KBR74k61/HJy5aq3yeNAbj/iEB6qbBxqSciTuwNJfRESn10+a9rm9g7PaiQAAANCoUOCB/zmTnDLhw4Vmi0VEujzeP2JIV7UTQTPKi0o3T1thMZtF5N6HnguP7Kt2IgAAADQ2FHjgP/KLix997/3CklIRaX57634vPqB2ImjJz++ty0/JFpHAFhEPT3xT7TgAAABohCjwgIiIyWweP29BzIVUEXEN8Bg650m9FX/Buzo3AAAgAElEQVQ7cK1Obj54ctNBEbG2sX3uza+sbWzVTgQAAIBGiIoCiIi8vWLVT4ePiIiNvXHYgqdtXezVTgTNyE3K/GnGv5THo595N6BFuLp5AAAA0FhR4AH517/3LFi/QUREp7v33TFeoX5qJ4JmmKtM61/8sqKoTERu63HPoOGT1E4EAACARosCj6buSEzs5EWLLRaLiPT8y91hd3ZUOxG0ZNeCH5KPxomIq4fvxGmf6XQ6tRMBAACg0aLAo0lLz817dOac0ooKEQkd0L7npHvUTgQtSdh3Zv+XP4ly37jXlji7eqqdCAAAAI0ZBR5NV3ll5WOz5lzIzhYRz1bNBs94XKfn8CmuVXFmwZZpyy1mi4gMefSF9l0HqJ0IAAAAjRwFHk3XC4s///3MWRGxc3V4cOEEGwej2omgGRazeePUr4uzC0UkrP3tI8f/U+1EAAAAaPwo8GiiPtqwceWOXSKiN1gNnfuUa4CH2omgJXs+3pr0R4yIODq7vzRztZXBWu1EAAAAaPwo8GiKfjx0+M2vVyiPB7w6PKhbqLp5oC1xv548oFz6rtM99+ZST98gtRMBAACgSaDAo8k5mZg4bt58k9ksIp0e7n3bI73VTgQtyb+Qs/m/l77fN3pK5973qZ0IAAAATQUFHk1LVkHBqBnvF5aUikjz7mEDpw5XOxG0pKq8csOLS8vyS0Skbac+D0+crnYiAAAANCEUeDQh5ZWVY2bOOZ+eISJuzb2HzntKb7BSOxS05JeZ36afTBIRVw/f56Z/ZWVlUDsRAAAAmhAKPJoKi8UyedGn+0+dFhFbF/sRiybYOturHQpaEvWv3459t09ErAzWz7+93NXDV+1EAAAAaFoo8GgqZq/9ds3uf4uI3mD1wLxxbs291U4ELUk5EvfLrG+Vx48+M6N1h57q5gEAAEATRIFHk/Cvf++ZuXqt8viu1x9i2nlcl8L0vA1//z9TpUlEeg8adc9Dz6qdCAAAAE0RBR6N328nTj770ScWi0VEuj05sMPwHmongpZUllWsf35JcVaBiASHdRr/yiK1EwEAAKCJosCjkTuXcmHMzDnllZUiEnZnx75ThqidCJpisWz95zfpp5JFxMXd+8WZa2yMdmpnAgAAQBNFgUdjlpGXP+LtGblFRSLSrH3z+2Y+rtPr1A4FLflt8bYz24+IiLW1ccqMVR7eAWonAgAAQNNFgUejVVxW9tA77yk3jXMN9Bz+0QSD0VrtUNCSU1sO7f1su/J4/CuLwtrdrm4eAAAANHEUeDROlSbTE7M/OBobJyJ2rg4jP/mLvbuT2qGgJcmHY7e+8Y1YLCIy9LG/97nnUbUTAQAAoKmjwKMRslgsUz757KfDR0TEYLQe/tFEbhqH65KTkLH+b1+YKqpEpGu/Bx6eMF3tRAAAAAAFHo3RWyu+WfHLThHR6fVD5jzp1zFY7UTQkuLMgnWTFpfll4hIq/Cuz/zzS52eX5UAAABQH/8rRWOzaMOmD7/9Xnl812sjW/Vvp24eaEt5Uem6Zz7Nv5AjIj7+Lf4+619MOw8AAIAGggKPRmXljl2vf7VMedzrmXs7PtRL3TzQlqryyvXPf5FxJkVEnN28Xp37vbObl9qhAAAAgP+gwKPx2Lj/98mLFlssFhGJHN2n56R71E4ELTGbzBtf+TrpYIyI2No5vjz7O5+AlmqHAgAAAP6HAo9GYufRY+PnzTeZzSLSdnDnAa+OUDsRtMRitmz958qYncdFxGBt88J7q1u0iVQ7FAAAAPAnFHg0BvtOnX501uzyykoRadkvYvC7Y3R6ndqhoB0Wy0/vrj256aCI6PVWz/zzy3Zd7lA7EwAAAFAbBR6ad/DsuYfeea+krFxEgrqFDZ37lN5gpXYoaIfF8vPMb6PW7RURnU739Ksfd79juNqZAAAAgEugwEPbjsTEDn9rRmFJqYj4dQh+cOHTBqO12qGgHRbLL7O+PbL6VxHR6XRj/za33+DH1c4EAAAAXJpB7QDAjTsaGzds+jv5xcUi4hMeOHLxJBt7o9qhoB0Wy08z1h1du0d59thzswaNmKRuIgAAAOAKKPDQqqOxcQ+8+XZeUbGIeLfxf/izZ4xO3K8b18piNv/49tpj3+1Tno55buY9Dz+nbiQAAADgyijw0KRD52IenP6ucuzdu7X/w58/a+tir3YoaIa5yrTltZWnth4SEZ1O99jk9+956Fm1QwEAAABXQYGH9uw9eerhd2cq1717t/F/+PNn7Vwd1A4Fzagsrdjw4tL4306JiE6vf+qFDwcOe1rtUAAAAMDVUeChMTuPHhs9c3ZpebmI+LQN4Ng7rktJbtF3z36eGn1eRKysDBP/8Wnvu0erHQoAAAC4JhR4aMmGvfsnfLhQud+7X4fgkYsncd07rl1uYua3z3yam5glIjZGu8nTv47sfZ/aoQAAAIBrRYGHZnz1488vfrrEZDaLSFC30AcXTmDOeVy75CNx3//ti9K8YhFxdHZ7ceba1h16qh0KAAAAuA4UeGjD+2vWvbdqjfK41R3th8x+gvu949pFbzjw4ztrTRVVIuLl2/yVud/7NQ9TOxQAAABwfSjwaOiqTKaXPv/y/7b/pDxt90D3u6eP0lvp1U0FrTBXmXbOWX941a/K01bhXV+cudbF3VvdVAAAAMANoMCjQSsqLX1q7vwfDx1WnnZ7amC/KUNEp1M3FbSiKCP/h5e/SjkSpzztMfChif9YbGNk3gQAAABoEgUeDVdyZtbDM2adSDgvIjq9fsDLwyLH9FM7FDQjYe/pzdNWlOQUioheb/XwxOn3P/qCjm9/AAAAoFkUeDRQv585+9isOem5eSJibWtz36yxoQPaqx0K2mCuMv32ydYDS3+2mC0i4uzq+eybX7XrcofauQAAAICbQoFHQ7Ryx64XFn+u3C7O0cvlwYVP+0YEqR0K2pAdl7552vL0k0nK09B23Se/tczDO0DdVAAAAMDNo8CjYamoqpq29OslW7YpT33aBgz/aKKjt4u6qaAJFrP5j693/vbJ1qryShHR6XT3jZ7y8IQ3rQzcsAAAAACNAQUeDUhyZtaTcz/848xZ5Wmbe2675+1HrW1t1E0FTcg8e2H79NWp0eeVp67uPhOmLu7U4251UwEAAAC3EAUeDcWPhw7/Zf6inMJCEdHp9X2n3N/tiQFMOI+rKi8q/e2TbUdW/dtsMisjfe997PHnZ9s7cuIGAAAAGhUKPNRXUVX19vJvFv2wyWKxiIi9u9P9749t3j1M7Vxo6Cxm8/H1B/Ys2lycXaiMePgEjn9pYcfbB6kbDAAAAKgLFHio7GxyyvgPFhyLi1eeBnRuOWT2E45e2jt2ajaZi7MKClJzS3KKijLzS3OLSvOKy/JLSvNLKovLKssrywtLLWZLeWFp7TV1YutkJzqd0cnO2mht42hrdLKzc7G3dXWwc3V08HBy8HJ28HB28nExGLmW+39id0f/e8GmrJhU5amVleGuEZMeevqftnaO6gYDAAAA6ggFHqqxWCxf//TLP5Z+VVJWLiKi00U+2veOvz+gN1ipHe0qTBVVOQkZOeczcs9n5iVm5iVn56dkF2XkV5/Cfb3K8kuuZTF7N0enZm4ufu4u/u4uAZ5ugZ4eIb7GkGY6fdO60CD+t1N7P912ISqheiQ8su/Yv80NbBGhXigAAACgzlHgoY7YC6nPLVq89+Qp5amTr+t97z0e2KWVuqkuzWLJTcrOOJ2ccSYlOzY1KyY1LznHYr6Rrm5r52hl+M9fOhtbe1NVpamqUkRMVVVlpUVXXb0kt6gkt6j6BmkKKxuDR7CPR4iPa7CXZ0tfjxa+7iE+VtYN/UuQG2CuMp356ejv/7cj43Ry9aB/89ajJr0T2fs+FYMBAAAA9YMCj/pWZTIt+mHTrFVrSysqlJG2gzvfOW2krbO9usFqykvKSo0+nxadmH4qOf10ckVR2ZWXtzJYe3gHeHgHePgEuLh7u3k2c3LxdHL1dHJ2d3B2s3NwtrW1t7G9yg5WlJeWlRaXFheUFOUX5mcX5ecU5GUW5mXlZF7Iz83ITk/KSk8qK6nd800VVRlnUzLOplSP6K30bsHenq2aeYf5eYX5eYb6ufi539jn0EAUZxUcX7//yJo9RRn51YOevkEPPjG1z71jrKz4PQYAAIAmgf/4ol4dOH3mxU+/iE5IUJ46eDjd+dpDYXd2VDWUiEhlaUXq8fMXouIvHEu4EJVQmld8uSV1er13s2C/5q39moc1Cwz1DWjl7Rfs7uWv0+tvMoON0c7GaOfs6nmFZYoKcrPSEzMvJKSnxKUlx2akxKUmncvJvFBzGbPJnB2blh2bdmb7EWXE6GTn3drfK8zPO8zfq7WfZ6tmmric3lRRFffryROb/ojdfcJcZaoe9w1odf+YF/rc/ajBmlsMAgAAoAmhwKOepOXmvrX8m1U7dytTzYtI+P1dBrwy3M7VQa1IJTmFyYfjkg/HpRyJyzidfLkr2O0dnJuHdmwe2iGoVfuglu38g9vYGO3qOWo1R2c3R2e34ND/fOWh1+ttbW1LiguS40/Hnz2WHH8yJf5UcvypzLTzNdcqLyxNOhiTdDDmP2tZ6d2CvZUy7xXq5xXq5+TrWt97cnmVZRUJe8+c+yUqZmd0edGf5vxr07H3PQ8906XPkJv/ugQAAADQHAo86lxpRcXiHzbP+3Z9Uel/yphroOddrz8c3KN1/YcpzixIOhST+EdM8qGY7Lj0Sy5jbWMbEtapZXjXFm0jW7SJ9PFvqWvYt6O3d3Bu2bZzQIt21SOlxYVJcdFJcScTY44nxkYnxh6vee599SH6U1sPKSO2zvaeoc08WzbzCmvmHuzj0dLXwcOpPnfBbDJnnEpOPHju/P6zyYdiq8ora75q7+jS486H7nzg6aBW7eszFQAAANCgUOBRh0xm8+pd/57xzeqUrGxlxGC07j7uzm7jBtbnKdzF2YVJf5xL/CMm6WBMTvylS7ubl1/rDj3D2nVvFdEtOLSjlUEDZ5hfgZ2DU1j7HmHteyhPLRZLxoX4xJjjSp8/H3M8MzWh5vJlBSXJh2KTD8VWj9g627sHe7sHe7sGeboGeLoEeLj4e9zCVm+qqMqOT8+OTcs4nZJ2MjEtOrGipLzWMtbWxvbdBva86+HOve9X8awHAAAAoIGgwKNOmC2W9Xv2vr/mX2eS/ze5Wuu7b+v/wlDneplQrTSvOOlgTNIf587/fi47Nu2Sy/g1D2vdoVebjr1ad+zp5du8HlKpRafT+fi38PFv0bXfA8pISXFBYsyx8zHHk2JPJMVGJ8efqjUNfllByYVjCReOJdQcNBitnXzdHDydHL1cHDyc7Nwc7FwdbZ3tjU621rY21nY2Or3extFWWbiiqNRitlSWVlSWVZTmFZfmFZdkFxam5xWm5+enZBek5l5uJn97R5f2XQd27n3/bT3vsXd0ufUfBwAAAKBNFHjcYlUm03d79s5b993ppP/d68uvY3D/vw/z7xRSp29dUVSWdCg28Y9zib+fzTx7wWK2XLyMf3Cb8Nv6tunUu02n3q7uPnWapyGzd3Bu07F3m469lacWiyUr7XxS3MmUhNMpCadSzp+5cP7MxTPeV5VX5p7PyD2fURd5Qtt1b9OpT/htfVq07azXN8Lb4AEAAAA3iQKPW6aotHTFLzsXb9ySkP6/09S9Qv16PTs49I52UjeXkVeUlKcciUv6Iybx93Ppp5IuORFds6DQ8Mh+4bf1bdupj4u7d13E0DqdTufVLNirWXBkr8HVg7lZqWnJMRkp8RkX4jNSE7JSEzPTzufnZJjNpits6lpYGay9fJs3CwoNCGkb2KJdcFhHv6Aw5qUDAAAArowCj1sgJuXCR999v+KXnQUlJdWDnq2a9fzL3WF3ddLpb3F1ryguTzkal3woNvGPc2nRiZcs7V6+zcM79wuP7BcR2c/Ns9mtDdBEuHk2c/Ns1rZTn5qDJlNVQU5GbnZafm5GUV52UWFOcWFeaUlRRVlJaXHhxd3ewcnVxmjn4Ozm6OTm4u7t6uHr4R3g5tlM67MMAAAAAPWPAo8bV15ZueX3P5b9vGPn0WPVN4cTkWbtmnd/+q5be9S9NK845Uhc0qHYlMNxlzvS7ublF3Fb3/DIfuGRfb2aBd+qt0ZNVlYGNy8/Ny8/tYMAAAAATQ4FHtfNYrH8fubs2t2/fvvrb7lF/7tMWqfXhw5o3/mxfgGRLW/JG+UmZqYcjU85EpdyND47Ll0sl7im3dXDN/y2vm1v69P2tj7NAkNvyfsCAAAAQANEgce1slgsB8+e27j/wHd79iVlZtZ8ycHTuf2w7h1H9rzJGeYrispSTySmHku4cCwh9dj5ktzak6gp3Lz82nbs3aZT7/Db+jYLorQDAAAAaBIo8LiKkrLyXceObz94aNsfh9Jyc2u+pLfSh/Ru2/HBHuF3dy6vrLiBjVeWVmScSUk/kZh2Mik1OjH3fMYlp44XkWZBoWHte7Tt2Lt1x57efnU7mz0AAAAANEAaKPBlZWUrVqzYv39/QUFBy5YtO3XqNHLkSCura7rL1M2s25RVmkyHz8XsiT6xM+r4gVOnK6qq/vSyTtesXVDbwZ3b3BPp4OFkMBisrA1ybQW+KCM/MyY180xKxumUjDPJOQmZl7sZuLWNbUjr21pFdG3doWdYu9ud3bxufr8AAAAAQLsaeoHPysp655134uPjRcTFxeXEiRMnTpyIior6xz/+4eTkVHfrNkHZBYWHY2L+OHN236nTB8+eKykrr7WATq/36xgcOqBD2J0dXPw9rmWbxZkF2fFp2fEZWedSs+PSMs9dKMsvucLyPgEtW7bt3Cq8a8vwrsGhHQ3WNje+PwAAAADQuDT0Av/hhx/Gx8dHRET8/e9/9/T0vHDhwowZM6Kjo7/88sspU6bU3bqNnsViScrMOpmYGB1/PiouPiou7nx6xiWXtHN1aH576xZ9wkN6t7V3c7zcBouzC/OTs/OSs3ITM3PPZ+YmZuYmZJYXlV45hrdfSEjr24LDOoW0vq1Fm0gHJ9eb2isAAAAAaLwadIE/ffr08ePHHR0dp02bphwz9/Pze+ONNyZNmrRz584xY8Z4eV32tOqbWbfxyS0qik9NS0jPiL2Qei7lwtmUlHMpF4pKL9uujU52/re1COrSKrBrK5+2gdU3cq8qryxMzy/OzC9IzS1Iyy1Kz8tPzS24kJOfkl1ZevVT6I22Dv4hbZq3bB/Yql1Qy3bNQzvaOzjfsp0EAAAAgEatQRf4vXv3ikiXLl1qnvHu4+PTtm3b6Ojo/fv3DxkypC7W1aKKqqqs/ILMvLz0vLyMvPyUrOzUnJwL2dlJGVlJWZmFJVc5Eq7T6z1CvD1D/TxCfJz93Y2OtmV5JcU5hSc3HTy4fFdRRn5JTmFRZkF54VW2U5ODk2uzwNBmzcP8m7cJCGnrH9zGq1mw7tbdGR4AAAAAmpQGXeBjY2NFJDIystZ4ZGRkdHS08mpdrNswHT16NHrbjwUlJfklJflFxQUlJXlFxblFRTmFhZn5+Vet6LVYWRus7Y0GG4NOrzObzFVlFVmxaVmxaTeWzdXD19M3yNsv2NsvxMe/hW9AS9/AUGdXzxvbGgAAAADgYg26wF+4cEFEPD1r90BlJCUl5daum52dvXv37ovH+/fvbzQaryN3HTh9+vSgQYMslkvfYu0GmCqrTPlVV1+uBhc3L2c3bw+fAFcPX0+fQA9vf3fvAK9mzX39Q+zsHSsqbuQ2crhJ1Wc06HQ6g6FB/3VurPR6vYjw4atC+fCVB/wRqEL5FcSHrwp+/hsCPvzrZWtre0u2U31LKRsbG/4I0NQ06J/44uJiEbl4xnhHR0cRKSm50nzmN7BuYmLie++9d/H4wIEDlbVUdPz48VvY3muxtrF1cHJ1dHZzdHZ3dvVwcvFwcvFwcfd2dvNydvV0cfd29/Rzcfe+8pzwNjbMGK8mvV7PH4GK+PDVZWVlxf1BVcTPv7poLyrS6XT8/F8XR8db/HHZ29vf2g0CDV+D/qVfWVkpInZ2drXGlb+r5eW173N2q9ZtgIYOHerr65uW9qdT3K2trR0cHHQ6naOjo7W1ta2trZ2dncFgcHJysra2dnR0tLOzs7W1dXFxsbW1dXBwcHFxsbe3Vx64uLg4Ozu7uLi4urreqm9DAQAAAAB1p0EXeCcnp7y8vNKLJktXjp9f+V7uN7BuUFDQtGnTLh43mUxFRUXXlfyWMxqNp06dUmIYDIZbeEZAVVXVTe6dtbW10WhU/SNqmvR6vfKdVFVVVVlZmdpxmiKj0WhlZXXlE4JQRwwGg/L9Y0VFBVfxqEL5/PnlowobGxvl2G9ZWVlV1fVdE4dbwt7e3mQyae6YUONga2urnHtSUlJiNptvYAuqn10L3LAGXeDd3d3z8vIubobKiJub261d18PDY/jw4RePZ2dnN5D/nVQfKm8geaoZjcaGFqmJMBgMSoE3mUz8EajCyspKr9fz4avCaDQqvxX5Akst1QVS7SBNUfWVU5WVlXRIVdjZ2fHLRy3W1tZKga+oqLixL7Ao8NAuvdoBrsTV1VVEcnJyao3n5uaKiIeHRx2tCwAAAABAQ9OgC3xQUJCIHD16tNZ4VFSUiISEhNTRugAAAAAANDQNusB369ZNRA4ePFjz3LCCgoLjx4/b2Nj069evjtYFAAAAAKChadAFvl27dq1bt87NzV24cKHJZBKR8vLyWbNmVVZW9u3b18HBoXrJzZs3b9y4MSYm5gbWBQAAAACg4WvQk9iJyIsvvvjKK6/8+uuvhw4dCgoKiouLq6io8PPze+qpp2ou9n//938VFRVPPPFEq1atrnddAAAAAAAavgZ9BF5EmjVrtmDBgkGDBtnZ2cXExLi6ug4bNuyDDz648j3kbn5dAAAAAAAalIZ+BF5E3N3dn3vuuSsvs27duhteFwAAAACAhq+hH4EHAAAAAABCgQcAAAAAQBMo8AAAAAAAaAAFHgAAAAAADaDAAwAAAACgARR4AAAAAAA0gAIPAAAAAIAGUOABAAAAANAACjwAAAAAABpAgQcAAAAAQAMo8AAAAAAAaAAFHgAAAAAADaDAAwAAAACgARR4AAAAAAA0gAIPAAAAAIAGUOABAAAAANAACjwAAAAAABpAgQcAAAAAQAMo8AAAAAAAaAAFHgAAAAAADaDAAwAAAACgARR4AAAAAAA0gAIPAAAAAIAGUOABAAAAANAACjwAAAAAABpAgQcAAAAAQAMo8AAAAAAAaAAFHgAAAAAADaDAAwAAAACgARR4AAAAAAA0gAIPAAAAAIAGUOABAAAAANAAg9oBNECv15vNZrVTNGgWi0Wn06mdoimyWCz5+fkiYjab+SNQCz//aqmsrFR+/vkjUBcfvioqKioqKytFxGQy8UegCovFIvz8q6SkpKSsrEz4/Y8mSaf89gGgRSdPnhw7dqyIDB48+O2331Y7DlCvtm/f/tprr4nIxIkTJ06cqHYcoF59/vnnn3/+uYjMmDHj7rvvVjsOUK/eeOONLVu2iMiyZcvCw8PVjgPUK06hBwAAAABAAyjwAAAAAABoAAUeAAAAAAANoMADAAAAAKABFHgAAAAAADSAAg8AAAAAgAZwGzlAw4qLi0+cOCEiHh4eLVu2VDsOUK+ys7NjY2NFxN/f39/fX+04QL1KSUlJSUkRkZYtW3p4eKgdB6hXsbGx2dnZIhIREeHg4KB2HKBeUeABAAAAANAATqEHAAAAAEADKPAAAAAAAGgABR4AAAAAAA2gwAMAAAAAoAEGtQMAuBFr1qxZuXLlJV9avHgxM3KjKdi5c+f27dsTEhKMRmNISMioUaPatGmjdiigDj322GMFBQVXWOCDDz5o1apVveUB6l9KSsqaNWtiY2MzMjJ8fX1bt249atQoT09PtXMB9YcCD2hSWlqa2hEA1ZhMptmzZ+/bt09EnJycSktLDx8+fOTIkeeff37gwIFqpwNUYzDw/zo0Znv37p0zZ47JZDIYDK6ursnJyefPn9+9e/f06dMjIiLUTgfUE37RA5qkFPh58+YFBgbWesloNKqRCKg/q1ev3rdvn7e399SpU1u2bCkimzZtWrJkyaefftqxY0cOxaCx+uKLLy45fvLkyenTp3ft2jU4OLh+EwH1Jzc3d+HChSaTafTo0SNHjrS2ti4rK1u6dOm2bdvmzZu3ePFi/v+DJoJr4AFNUgp8YGCg7UV0Op3a6YA6VF5evnnzZisrq3fffbdVq1Y6nU6n0w0ZMqRXr17l5eV79+5VOyBQVy7+hW9ra2tlZfXFF184Ojo+++yzagcE6lBUVFRJSUmbNm1Gjx5tbW0tIra2tpMmTfL29s7KyoqJiVE7IFBPKPCA9lRUVOTk5Li6utra2qqdBahvu3btKioq6tq1q6+vb83xCRMmvP/++507d1YrGKCKtWvXJicnT5gwwd3dXe0sQB1KSUkRkVonHur1+oCAABFJTk5WJxZQ7ziFHtCe9PR0i8VSq70ATcSBAwdE5Pbbb6817u7uToFBU3P+/Pl169ZFRkbecccdamcB6paPj4+InD171mKxVJ9sWFFRER8fLyL8pwhNBwUe0B7l/HlXV9dvv/12165d6enpnp6eISEhI0aMaNGihdrpgLqlHGbx8vJKSEj49ddfz549a2Vl1aJFi0GDBvEfODQ1n3/+udlsfuKJJ9QOAtS5Pn36bNy4MT4+/sMPP3zkkUe8vLxSUlK+/vrr3Nzcjh07dujQQe2AQD3RWSwWtTMAuD4bN25csmSJ8thgMDg7O+fk5IiIlZXVU089NXToUFXTAXVr1KhRJSUlY8eOXbNmTXl5efW4ra3tX//6V45Douk4evToG2+80adPn5dfflntLEB9KCoqmjt37uHDh2sO3nHHHc888wwz2KHp4Ag8oD3KEXhHR8fnn3++S5cuBoOhuLh49erVGzZsWLp0aXh4OPcBRiOmlPZlywZDVQYAABKaSURBVJZFREQ8/vjjISEhOTk5Gzdu3LJly0cffRQaGqpcDwk0esuWLdPr9aNHj1Y7CFBP9u3bd+rUKRFxc3Pz9PRMS0srLCw8fPhwVFRUt27d1E4H1BOr6dOnq50BwPVxd3e//fbbR40aFRYWptfrRcTGxiYyMjIlJSUhISE/P79Pnz5qZwTqytq1a81mc/PmzWfPnu3j42Ntbe3s7NylS5cLFy7Ex8fn5+f36tVL7YxAndu/f/+GDRt69uw5ePBgtbMA9WH37t3z58+3s7ObOnXqs88+e/fdd48YMcLX13fv3r3//ve/IyIilIvkgUaPWegB7QkJCYmMjLz4Ztd33323iMTFxakRCqgnys0XBg8ebGVlVXP8nnvuERHuJIQmYsuWLSIycOBAtYMA9WT58uUiMnHixC5dulQP3nHHHaNHjzaZTCtXrlQvGlCvKPBA46F895yTk8PcFmjEvL295VITDivjmZmZ/Pyj0cvIyIiKinJzc4uMjFQ7C1Af8vPzMzIyRKRr1661XlJOno+JieGXP5oICjygMSUlJRs3bty8efPF/1BlZWWJSFBQUPXtVYDGR5niQZkJoqbMzEwR8fPz4+cfjd4vv/xisVj69eunXEUFNHp2dnbKT7vJZKr1UlVVlYjY29vzyx9NBL/3AY2xs7Nbu3btZ599VmsWVhHZuXOniLRu3VqNXEA9uffee0Vk+/btZrO55vjPP/8sIqGhoerEAurRnj17RKR79+5qBwHqiY2NTWBgoIj89ttvtV7au3ev/Pe7XaApoMADGqPT6e677z4RmT9/flRUlDJYVla2cuXKH3/80cnJiRmJ0bi1bNmybdu2cXFxc+bMKSgoEJHKyspVq1b98ssvRqORn380etnZ2UlJSVZWVnxdhSblkUceEZGlS5fu2LFD+QK3qqrqhx9+WLdunV6vHzlypNoBgXrCfeAB7TGZTMuWLVu/fr2IODk52dnZKdf9Ojk5vfjii507d1Y7IFC3kpOTX3311cLCQp1O5+npmZOTYzKZjEbjc889169fP7XTAXVrx44d8+fPDwsLmzt3rtpZgHr11VdfrV+/3mKx2NjYuLm5ZWVlmUwmKyurJ5988oEHHlA7HVBPKPCAVv3xxx+bNm2KiYmprKwMCgoKCwt75JFHXFxc1M4F1IecnJw1a9YcPHgwPz/f19e3VatWo0aNunhmO6Dx+fDDD3fu3Dls2LBx48apnQWob2fOnPn+++/Pnz+fmZnp6+sbEhLy0EMPKWfXA00EBR4AAAAAAA3gGngAAAAAADSAAg8AAAAAgAZQ4AEAAAAA0AAKPAAAAAAAGkCBBwAAAABAAyjwAAAAAABoAAUeAAAAAAANoMADAAAAAKABFHgAAAAAADSAAg8AAAAAgAZQ4AEAAAAA0AAKPADgstLS0l577bUhQ4aEh4fb2dl5e3t37NjxySef3LZtW1VVldrprsJkMul0Op1ON2/evKsuPHr0aGXh/Pz8eshWb5ycnHQ63YwZM9QOAgAAbgGD2gEAAA1RVVXVa6+9tmjRopKSkurBsrKyzMzMY8eOff311126dFm9enXLli1VDIlqycnJKSkpBoOhc+fOamcBAAB1hQIPALiEV1999YMPPhARo9E4evToTp06+fv7Z2RkxMfHr1mzJikp6eDBg127do2KigoMDFQ7LOSzzz579913PT09MzMz1c4CAADqCgUeAFDbpk2blPbeoUOHbdu2NWvWrOarM2bMmDlz5vTp03Nzc5944okdO3aoFBMAAKBp4Rp4AEBtixcvVh788MMPtdq7iNjY2Lz55psjR44UkZ07dx46dKi+8wEAADRJFHgAQG3Hjh0TkdatWzdv3vxyyzz66KPKg717996q9y0qKjKZTLdqaw1ZZWVlSUmJxWJROwgAANASCjwAoDZlhvni4uIrLNOrV6+pU6dOnTq1Y8eOtV4qLi6eM2dOjx49PDw8nJycOnbs+Ne//vXMmTO1Fvv44491Ol379u1F5Ouvvw4LC3NycjIYDF5eXgMGDPjqq6/MZvMl33rHjh2TJk3q37+/r6+vk5NTeHj4kCFDNmzYcLnl68417qn8dzb4zZs3FxUVTZgwwcPDw8HBwdbWNiIiYvz48QkJCZfc/oEDBx555BE/Pz87O7uwsLCpU6cWFRWdOXNGmTA/PT1dRP7617/qdLp3331XRLKyspSXFixYcPHWtm3bNnjwYB8fHzs7u4iIiKeeeio+Pv5WfhwAAKCuWQAA+LM+ffoo/0bMmzfvetc9cuRIQEDAxf/c6HS69957r+aSixYtEpF27dq9+eabl/wXql+/fvn5+TVXqaioGD169OX+Rbv33nurqqqqF66+0d3cuXOvGnvUqFHKwnl5ebd8Ty0Wi6Ojo4isWbOmU6dOF69iNBr37t1ba5U5c+bo9bW/Z2/fvv3WrVuVx2lpaRaLZdKkSRdvcP78+TXf95133pk6deol33ffvn3XuL8AAEB1FHgAQG1fffVVdccbMGDAqlWrCgsLr2XFjIwMNzc3ZcVHHnnks88+W7Nmzcsvv+zi4qIMzpw5s3phpcDb2dnpdDoR6dKlyzvvvLN8+fIpU6ZUX3g/bNiwmtufNWuWMh4WFjZnzpz169d/9913s2bNCgsLU8Y/+OCD6oXrtMBf155a/lukW7RoISJt27b95JNP9u/fv3nz5gceeEBZPiQkpOby33//vTIeEBDw+uuvr1u3bsaMGe3atRMRW1vbmgVe8frrr4uIp6dnrZzK+7Zq1UpEIiIiFi9efODAgS1btgwbNkzZSGho6LXsLwAAaAgo8ACA2sxm85gxY2oeqrW2tu7du/ebb765e/fu8vLyy604efJkETEYDN9//33N8fj4+NatWyt1PSEhQRlUCrxi/PjxlZWV1cunpKRU38/8wIED1ePKNflt2rQpKCiouf38/Pzg4GARGTp0aPVgnRb469pTy3+LtIj079+/Vvjhw4crL8XGxiojZrNZ6ept27ZNTk6uXrKwsPDOO++s/tCuvcCLyB133FHrW5jq9635FgAAoCHjGngAQG06nW7FihVff/119+7dlZHKyso9e/a89dZb/fr1c3Nzu/fee9esWVNZWVlzrYSEhM8++0xE/va3v1UfWFYEBwd/8sknIlJaWrpkyZJabxcUFLR48WKD4X93NvXz81u1apWVlZWITJ8+XRksLy83m80BAQHPPPOMk5NTzS04Ozv3799fROLi4m5+96/qhvfUysrq448/rhV+woQJyoOYmBjlwbp166Kjo0Vk9uzZ/v7+1Us6Ojp+8sknygkL10Wv13/00UfVZV4xduxY5UFsbOz1bhAAAKiCAg8AuLSxY8fu378/Li7uiy++GD16tI+PjzJeUlKybdu2UaNGhYaGHjlypHr5LVu2VFRUiMiUKVMu3tqAAQNCQ0NF5Lfffqv10pQpU6ytrWsNhoaGPvTQQyKya9cui8UiIkajMTExMSkpSTn6XUtmZuYN7+n1uuE97dmzZ3h4eK3B6qn+Lf+dlH779u0iEhgYOHjw4FoLh4aGDhw48HoD9+7dOyIiotZgUFBQrfcFAAANHAUeAHAlISEh48eP/+abb9LS0k6cOLFgwYK+ffsqk6udP3++V69eyrFiETl37pyI+Pv7X3JqNxFRumv18tW6du16yeV79OghIqWlpWlpaRe/arFYUlJS9uzZs2TJkpEjR27evPkG9/D63fCeVl+rX9PFM9Uph+Lbtm178UsicnEVv6prfF8AANDAGa6+CAAAIiISHh4eHh7+/PPPnzx5csKECXv37i0tLX3hhRd++ukn+W/tTElJufI53jk5ObVGlMvXL6ZM+SYisbGx1dPanThx4tNPP/3111/Pnj1bWlp6czt0g254T319fa99+5f7duBy41cQGBh4vasAAIAGiAIPAPiTgwcPKncyrzWPXU3h4eFbt27t0KHD+fPnd+zYUVZWZmtrq9yW/KrMZnNVVVXNK94vV4Orz6svKSlRHsyePXvatGkmk0lEbGxsIiMjQ0NDW7du3atXrzVr1ixduvTadvFm3fI9rUX5YuJyC9fc4DVSZhMAAABax+lzAIA/2bZt22OPPfbYY4+lpqZeYTFnZ+d7771XRMxmc3x8vIiEhISISI8ePa46gWqtCpqQkHDJt6ie1E05A3zHjh2vvvqqyWRq167dxo0bCwoKDh06tHr16rfeemvQoEE2Nja3YOevzQ3v6TVS7vqWnJx8yVeTkpJuJjwAANAuCjwA4E+Udioie/fuvfKSFy5cUB54eHiIiHL7tLi4uMtNimYymUwmk9lsrjV+6NChSy7/+++/i4iNjY0y3Zpyd3o7O7uff/75/vvvNxqNNReuvmlcPbjhPb1Gyhx4p06duuT2T506dWObBQAAWkeBBwD8Sf/+/ZVu/I9//KOsrOxyi6Wmpu7atUtEIiIivL29RUS5c3t6evoPP/xw8fJZWVlubm4Gg+GNN96o9dL8+fMvrt9xcXGrVq0Ske7duyvTrSlHpFu0aFE9H341i8Vy8ODB69rNm3HDe3qNunTpIiKJiYnbtm2r9VJ8fPyPP/54Y5sFAABaR4EHAPyJv7//008/LSLnzp3r3LnzJYtxcnLyfffdV1BQICLVNXXo0KHKfPLjxo3bvXt3zeUrKirGjRtXWFio0+meeuqpWluLj4+fPHmycmW7Ij09fcyYMcp95t9++21lUDmxPDY2NiMjo+bqZWVlkydPPnr0qIjU3MglVVZWFhcXFxcXl5eXX+2TuKwb3tNr9OSTT7q4uIjIK6+8UvN6+5KSkmeeeeYK+3jV3QcAAJrGJHYAgNpmzpx56NCh/fv3nzx5skePHoMGDerWrZunp2dVVVVqamp0dPS2bduUrvjSSy89/PDDylo6nW7BggW9evXKycm56667Ro8e3aNHj8DAwHPnzn322WenT58WkWnTprVs2bLW29nZ2X366adHjx4dNmxYcHDwoUOHvvnmm5SUFBEZPHhw//79lcUGDx68ZMmSsrKyAQMGvP766+Hh4Tk5OceOHVuwYEFcXJyDg0NxcfGZM2e2b9/es2dPJyenS+7awoULX3rpJRGZNGnS4sWLL15g2bJl9vb2l/tkQkND+/bte8N7eo1cXV0/+eSTMWPGREdH33777ePHj+/QocPZs2dXrFgRFRXVvXv3AwcOiEjNy/6Vi+3z8vLWr18fFhbm7u5ePW8/AABoPK46AQ8AoAnKy8sbN27cFWZN1+v1kydPrqqqqrXizz//7O/vf7nlay65aNEi5aWtW7e6urpevMpjjz1WXFxcc5Xx48dfcsuvvPLK2rVrq0eGDRtmsViqT8ufO3du9Rbmzp2rDE6aNKnmlkeNGnUt/2g++eSTN7CnFovF0dFRRF5//fWLP2ql8IvItm3bao4vW7bM1ta21safe+65BQsWKI/LysqqF651Mv/8+fNrvu+777578fsq5yyIyK5duy5+FQAANECcQg8AuAQXF5cvv/wyKirqjTfe6NGjh7+/v9Fo9PT07Ny58/Dhw99+++2zZ88uXLjw4vuTDRw48Pjx46+88kr79u2dnZ2dnJwiIyOffPLJY8eOLVy48JLv1adPnxMnTkyePLlFixZGo9Hd3b1fv37Lly9fvnx5rYPhX3zxxfr16++8887AwECj0RgcHDx+/PijR4++//77I0aM+Mtf/uLq6mpnZ6dMelfXbmBPr8vjjz/+22+/DR061N3d3cHBoVu3bitWrPjoo48yMzNFxNbWtuY0fkOGDJkxY0bz5s2NRqO/v7+np+fNBwAAAA2NznKZGXQBAKhTH3/88XPPPSciRUVFDg4OasfRjIkTJy5ZsqRdu3bHjx9XOwsAAKhXHIEHAKBh2bBhQ/v27du3b199o75qJpNpy5YtIhIZGalGNAAAoCYKPAAADUv79u2jo6Ojo6NXrlxZ66UVK1Yo0/uNGDFCjWgAAEBNzEIPAEDD0qJFi/vuu2/z5s2vv/56ZWXliBEj3N3dY2JiNm3aNGvWLBHp0qXL/fffr3ZMAABQ37gGHgCgDq6Bv4L8/Px+/fpFRUVd/FJYWNi2bdtCQkLqPxUAAFAXR+ABAOoICAi48847ReTiqezh4uJy6NChZcuWrVy5MiYmJjU11c3NrUOHDg8++OC4ceNqzj8PAACaDo7AAwAAAACgAUxiBwAAAACABlDgAQAAAADQAAo8AAAAAAAaQIEHAAAAAEADKPAAAAAAAGgABR4AAAAAAA2gwAMAAAAAoAEUeAAAAAAANIACDwAAAACABlDgAQAAAADQAAo8AAAAAAAaQIEHAAAAAEADKPAAAAAAAGgABR4AAAAAAA2gwAMAAAAAoAH/DzsXSUDX9R2pAAAAAElFTkSuQmCC)
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")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAQVCAIAAAD8UPecAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdZ2AU1f7w8bM9nXQCSSB0YkAQkKqAiFzBhg1FUZEmKtgVVLwWUFHvtaEPKNwLqBcRCwoKoqCooIChSu8lkARMSC/b5nkxf+fu3d1stmU3m/1+Xm1mzsz85szZyfz2zJxRSZIkAAAAAABA46YOdgAAAAAAAKB+JPAAAAAAAIQAEngAAAAAAEIACTwAAAAAACGABB4AAAAAgBBAAg8AAAAAQAgggQcAAAAAIASQwAMAAAAAEAJI4AEAAAAACAEk8AAAAAAAhAASeAAAAAAAQgAJPAAAAAAAIYAEHgAAAACAEEACDwAAAABACAj3BN5kMn3++ef33Xdfz549W7ZsGRERERMTk5mZOWTIkOnTp+/fv7/hNn377berVCqVSpWYmLh161YXJbdt23bNNde0atUqOjr68ssvV6ZPnTpVXsMnn3zScHE2nAULFrz11ltnz55toPXv3LlT9ZeioqIG2kojcf3118t7um7dumDH8l/PP/+8HNW7777byNc8ceLE4H6bnnvuOTkAvV7/xRdfBCWGugSrck6fPj1u3LiOHTtGRkZmZWWVlJQEcuvhIOjNXhHE9t94KgEAAHdogx1A0EiSNG/evFmzZp05c8Z2em1tbWVlZV5e3o8//vjaa6+NGjVqxowZOTk5/t36ypUrlyxZIoRISkpau3Zt9+7d6yr5008/DRkyxGq1yn+ePHnSv5EEy8mTJydOnCiEuOSSS1JTU4MdTlNWWloqhFCpVHFxccGOBc798ccfL730khBCr9cvW7bsuuuuC3ZEwVdQUNCtWzflp7cTJ05YLJbghuQOvm5ecLP9U7cAAIiwTeDLyspuvPHGtWvX2k5UqVQJCQmVlZW1tbXyFKvVunTp0k8++eTtt9+eMmWKv7ZeUlJyzz33CCFSUlLWrVvXtWtXF4UffPBBOXvPyMgYOnRoZmamv8IIrg8//DDYIYQFi8USHx8vhEhLS8vPzw92OHDCYrGMGzfOZDIZDIbPP//8qquuCnZEjcJzzz0nZ+8xMTFXX311QkKCwWAIdlD14OvmBTfbP3ULAIAsHBP4ioqKESNGbNy4Uf6zefPm995777XXXtulSxedTidJ0pkzZ/bs2TN37twVK1ZYrVZJkh588MHU1NRRo0b5JYCHHnooPz+/efPm69atc923X1NT88cffwgh4uLidu7cmZiYaDs3Jyfn6quvFkK0bNnSL4EFzIEDB1555ZVgR9Gk9OrVy2w2CyGSk5ODHQs8889//jM3NzciImL58uVXXnllsMNpLH7//Xf5w+rVqy+55JLgBoOGQ/sHAMAjYZfAS5I0cuRIJXu///77X3755djYWKWASqVKT09PT08fNmzYnj17RowYcfLkSavVescdd6Snpw8YMMDHAFavXr148eIWLVr88MMPnTt3dl24sLBQ7n5v166dXfYuhJg8efLkyZN9jCfALBbLF1988dRTT5WXlwc7libl6aefDnYI8MbBgwefffbZyMjIr7766oorrgh2OI2I8nBT7969gxsJGg7tHwAAT4VdAr948WJllK/Zs2dPmzbNReGcnJwff/xx0KBBeXl5RqNx2rRpGzZs8DGAbt267d+/PyUlxTEhd0Gj0fi43eDas2fPsmXL9uzZ8+uvv3L3I6BISkrasWNHXFxcixYtgh1LIxXqZz+4QPsHAMBT4ZXAl5eXP/nkk/LnUaNGuc7eZW3btn3++efHjx8vhNi4ceOuXbsuvPBCdzZUWVmZlpbmOCvkbnf3i/Xr17/wwgvBjiJoSktL9Xp9ZGRksANBo5OUlJSUlOT14tXV1VarNSoqSqVS+TGqEOXixOsjvsKued0OfWz/AACEofB6jdx//vOfgoICIURERMQ777zj5lK33XZbamqqVqvVarXff/+97SzlRW4nTpwQQhQWFk6ePLlVq1ZxcXGOb4bbs2fP448/3qdPn7S0NIPB0KJFi4svvvjmm2+Wn7S3KyyvOSsrS/4zNzdX3lCHDh0ct17Xy2/y8vKef/75iy++OCUlJSIiok2bNiNHjvzoo4/kh6XrUlRU9Oqrrw4aNCg9Pd1gMKSmpvbq1eupp546ePCgW/XlTGxsbNb/cr9X7ciRI8rb4JTfXwLDi6p4/PHH5VD37NkjhPjoo4+6d+8eHx8fFRUVFRXVrVu32267LTc31/V2Dx069Mgjj3Tu3Dk6Ojo1NXXgwIHvv/++yWQSQvTr10+lUqWkpNgtMnr0aLvXyD3zzDMqlUqr/b8f6QoKCuQCCQkJylLDhw+XJ7p4kWFkZKRKpbJ9zMTO+vXrx40b1759+6ioqOTk5F69es2aNcsvbwf0Zc1Wq3XZsmW33HJLu3btoqKi0tLSBgwY8PDDDx89etT3wOxUVVW98cYb1113XZcuXaKjozMyMgYOHDh58mTXXxlPIzx9+rR8sOTXN2zbtu1vf/tbfHx8TEyMTqfLyMgYNmzY/PnzjUaj62g9OhG5yY8njcWLF8u7KZ+rhRBardbuZZDun3i9aAbefYXd+bp5HZKbGuLIOvJXO3S/HtyvW9HomzcAAH4ghRNlgJxJkyb5ZYXK0PTHjx8/cuSI7RDxX3/9tVKspqZmwoQJLromOnTocPz4cadrttO+fXvHMkuXLnWM7e23346Ojna6kq5du+7cudPpHi1atEge6deRVqt97LHHLBaLX6ouIyNDXm1ubq7rkocPH1ZimD59uvub2LFjh7Lgn3/+6WmE3lXFY489JpfZvXv3I4884nRxlUr1wAMP1LXdOXPmREREOC510UUXHT16tG/fvkKI5ORku6VuvfVWudjatWvlKTNmzHC69fj4eGUp5Rvh4ijIwcTExDjOKi8vv/nmm51uJTk5+ZtvvnnuuefkP9955x3Xte3fNe/Zs6dHjx5OF1er1RMmTKitrbVbZMKECXIBp98mF5YsWdK8eXOn29JoNHUdaC8izMvLkwtMmDBhyZIlOp3O6eKdOnXavn270416cSJyp3L8e9JYtGhRXeEp32I3T7xeVLLk7VfYna+b1yHVq4GOrFO+t0NP68HNug2J5g0AgO/CKIEvLy9X3kK0atUqv6xTuY78448/2rdvL/9Hb9u27ZAhQ7Zu3aoUU5IrIUREREROTs7gwYO7detm+zLbnJyc8vJyZZFffvll3rx5L774ojy3VatW8+bNmzdv3pIlSxy37njZoaQ3sszMzP79+9u+bj0pKWnv3r12S7355pu2S8XGxvbr188uObnlllv8UnWNPIH3uiqUq/8nnnhCOeL9+vW76667Bg4cqHQiCSEWLlzouPicOXNsN9GhQ4du3bopdytkZmbKN2W4k8Bv2bJl3rx57777rjw9Li5ObkL//ve/laV8SeCNRmP//v1to01ISJBv91B2/G9/+5v82aME3sc1b9u2zXaAiejo6D59+nTs2FGt/u8NR5dddpnt103yNoFft26dckw1Gk2nTp0GDx7ctWtX2xeezZkzxy8RKonTxRdfbPsTT7t27dq2bWtXXbt27XKM1osTUb2V4/eTxoEDB+SGqkT17rvvylOqq6vlMu6ceL2rZMnbr7A7XzevQ6pXQxzZuvjeDj2tB3fqtoEqIZD/EwEAcFMYJfDKS4nUanVpaalf1qlcRw4dOlQIMWLECMcf+H/66SflP/20adPOnz+vzKqpqVmwYIFer5fnrlixwm7Z48ePy7N69erlYut2lx1r165VeiGuueaavLw8ZdbKlSuV3qphw4bZLpWbm6tcm3bo0GHz5s1Kx8LRo0dtxwd+7733PK8qe+4n8Pn5+Tf95aOPPnJ/E14n8L5UhXL1Lx+C66+/3rax7d69u1OnTnKBLl26OO6p8pDtqFGjzp49K08vLy+3+0XGnQRepjwukZaW5rinviTwtr81DBkyZO/evfI7Fy0Wy8cffxwVFWUbsEcJvC9rrqioUB4zadWq1apVq+RlJUkqKyt7/PHHlSTh4Ycftl3QuwReGdLiuuuuO3HihDK9sLBQeetkRERETU2N7xEqiZPiiSeeKCwsVLb47LPPKl/8bt26mUwm28V9ORHVVTkNetJQHmU3m812s+o98XpdyZJvX2EXXzdfQnKtIY6sCz62Q6/rwfWpLOSaNwAAXgujBH7FihXy/1rH5Mdrtje633777U7LPPPMM3KBm2++2WmB6dOnywWefvppu1neJfBdunSRp48dO9bx7r7c3FzlUsa2e2TYsGHKtmyvfmRms3nMmDFygebNmxuNRqf74j73E3iveZ3A+1IVytW/qKNnZsuWLfJcjUZTWVlpO+vBBx+UZ40ZM0a5qFW8/fbbypqDnsCXlZUp/eF333233TW6JEmbN2+2fWze/QTexzUrN620bt3a8dhJkvTBBx8o9b97925luheZjHJvSGpqquOdzzU1NcnJyY7V63WEdonT3LlzHZf9/PPPldxp8eLFtrN8ORHVVTkNetJwJ4EXdZx4va5kybevsIuvmy8hudYQR9YFH9uh1/Xg+lQWcs0bAACvhdEgdsqQSK7HvB09enSbuuXk5DhdSq/Xz5o1y+kso9HYvXv37t27jxs3zmmBXr16yR8KCwvd3Zm6/fzzz7t37xZCGAyG2bNn296UKOvZs6eStil3JRw9elQZn++VV15xfORPo9G89tprci5XWFio/BrS9PirKvR6/ezZsx2nX3zxxfIdmBaLxfaNevn5+e+99568/lmzZjk+yXnvvffaPusbXHPmzDl37pwQIiEh4c0337S9r1jWu3fvyZMnB3jNVqtVuc92wYIFTp9cveOOO+SuM4vF8tlnn3kRoeKPP/6QP3To0EH5UUxhMBheeeWVGTNmzJgxQ3lO2F8R9uzZ02kl3HDDDSNHjpQ/v//++7az/H4iagwnDacnXn9VsqdfYRcatGUG+F+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/UUtKy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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)
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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,iVBORw0KGgoAAAANSUhEUgAABUAAAAQVCAIAAAD8UPecAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdeWxk6V3/++/ZT20u71vbvUx3T8/S0zOEJFxEoiSgq4uEBBIkJCOQSHQTRAhCGnGliH+iCBSCICFcECD4cQcmUYSCggKJFOUiAgmXhAyESXrLTGfc4+52L24vZZdrr1N1zv3j2Mc1tseuOrW73q+/aqpOVT+u6fZzPs/zfZ5H8TxPAAAAAABAb1O73QAAAAAAAHA0AjwAAAAAAH2AAA8AAAAAQB8gwAMAAAAA0AcI8AAAAAAA9AECPAAAAAAAfYAADwAAAABAHyDAAwAAAADQBwjwAAAAAAD0AQI8AAAAAAB9gAAPAAAAAEAfIMADAAAAANAHCPAAAAAAAPQBAjwAAAAAAH2AAA8AAAAAQB8gwAMAAAAA0AcI8AAAAAAA9AECPAAAAAAAfYAADwAAAABAHyDAAwAAAADQBwjwAAAAAAD0AQI8AAAAAAB9gAAPAAAAAEAfIMADAAAAANAHCPAAAAAAAPQBAjwAAAAAAH2AAA8AAAAAQB8gwAMAAAAA0Af0bjegF21ubna7CeFFo1FN00Qkm816ntft5vQl0zQtyxKRYrHoOE63m9OXVFWNxWIiUqlUCoVCt5sT3vDwcLebAOAw6XS6fzs7wzBs2xaRUqlULpe73Zy+pChKPB4XkWq1ms/nu92cfnU87h5N04xGo91uBdB2BPgDVCqVbjchPEVR/F/B1WrVdd1uN6cvGYbhf4ee5/X1X4Yu0jQt+HvIdwigfSqVSv/mjeBXJd1NaMFtj+u6fIehHY+7R/9HAI49SugBAAAAAOgDBHgAAAAAAPoAAR4AAAAAgD5AgAcAAAAAoA8Q4AEAAAAA6AMEeAAAAAAA+gABHgAAAACAPkCABwAAAACgD+jdbkCL3bt37wtf+MLNmzdXVlamp6cvXLjwvve9b3x8vNvtAgAAAACgKccqwH/729/+wz/8w2q1quv68PDw3bt3b9++/c1vfvPjH//4k08+2e3WAQAAAAAQ3vEpod/Y2PiTP/mTarX67LPPfuELX3j++ef/7u/+7qd/+qdLpdKnP/3pUqnU7QYCAAAAABDe8Qnwly9fzufzjz322LPPPmsYhojYtv1rv/Zrk5OTa2trCwsL3W4gAAAAAADhHZ8Af+/ePRGZn5+vfVJV1bm5ORG5e/dud5oFAAAAAEArHJ818FNTUyLywx/+0PM8RVH8J8vl8uLioohMT093s3EAAOD12HcWAIBGHZ8Z+Le//e1nzpy5ffv2Zz7zmXv37vnR/fd+7/c2NjaefvrpS5cudbuBAABg27e//e3f+I3f+MY3vvHgwYNEInH37t1//ud//vCHP3z9+vVuNw0AgN6leJ7X7Ta0TDab/dSnPvXSSy/VPvmud73r13/91y3L2n/9Zz/72e985zt7nnzmmWc+8IEPtLGVbabrul+A4DhOt9vSr1RV1TRNRKrVquu63W5OX1IURdd1EXFdt1qtdrs54fkbagBorY2NjQ9/+MP5fP7ZZ59997vfbRhGsVh8/vnnv/a1r42Pj//FX/zFgb32gdbX1/v3TsayrEQiISK5XK5QKHS7OX1JUZSxsTERcRwnnU53uzn9KplM+v1dKpXq3zuf4B8UcLwdnxJ6EfnP//zPl19+WURGRkbGx8eXl5czmcxLL710+fLlt771rfuvX1xc/K//+q89T8bj8eNxy348foru0jTNT/IITVVVVT0+lT4AWqJ231n/GX/f2ZdeemllZWVhYYHDXwEAONDxubH+5je/+ad/+qe6rn/sYx974YUXPv3pT3/+859/7rnnCoXCJz/5yatXr3a7gQAAQIR9ZwEACOv4zMB/7nOfE5Ff/dVfffOb3xw8+a53vSuVSr3wwguf//znf//3f3/PW37zN3/zgx/84J4nI5HIxsZGu1vbPolEwi9d3tzc7N+qwu6ybTsSiYhIPp8vlUrdbk5f0jRtaGhIRBzHyWaz3W5OeCMjI91uAnAMse8sAADhHJMAn06nV1ZWROQtb3nLnpfe+ta3vvDCCwsLC7V3Cb6RkZED787X1tba19R2C0K767r9u4qpu4Lvrd/Xb/cCz/P4DgHs8fa3v/0rX/nK4uLiZz7zmfe+970TExP37t174YUXDtl3Np/P3759e//zk5OT/rB1PwpWaWma1r8/RXcFt3bB3isIIfgaNU3r34Vv/dtyoCHH5DddJBJRVfXAuFWpVEQkGo3uSe8AAKArLMv6xCc+8alPfeob3/jGN77xjeB5f9/ZA/vrGzdufOhDH9r//Ne//vVkMtm+pnaGbdu2bXe7Ff1N1/Xh4eFut6Lv9fW/JvZvxoA4JiNVpmn6S+m+9a1v7Xnp29/+toicO3euC80CAAAHqd139vz58/7e0f6+s91uGgAAveuYzMCLyHvf+94/+IM/eP75503TfOc736mqaqVS+epXv/rFL35RVdV3v/vd3W4gAAAQ2dl3NpFIfOxjHwt2rvm3f/u3P/uzP/vkJz/5O7/zO0899dSet4yPj//8z//8/o9yXbdYLLa9xe2haZp/ZEylUvELBtEoRVH8Qwdd1y2Xy91uTr8yTdOvPy+VSn29gxJnMGEQHKtz4P/2b//2S1/6kud5pmmOjIysra1Vq1VN097//vf/3M/9XP2f09dr4I/HSZ7dFYlEYrGYiGSz2f69L+wuTdP8DSbK5fLW1la3mxPe+Ph4t5sAHEMf/OAHV1ZWfuu3fusd73hH7fP/8A//8MILLzzxxBP79519I5wDP+A4B74ljsfdI+fAY0Acnxl4EXn/+9//4z/+4//4j/94+/bt1dXVubm5M2fOvOc979lzUA0AAOiWcPvOAgAAOWYBXkQuXLjw0Y9+tNutAAAAB2PfWQAAQjsmm9gBAIC+wL6zAACERoAHAAAd9d73vldEnn/++X/913/1F9xWKpUvf/nL7DsLAMDhjlsJPQAA6HFve9vbFhYWvvSlL/3xH//xn//5n9fuO/uBD3zgiSee6HYDAQDoUQR4AADQaew7CwBACAR4AADQBew7CwBAo1gDDwAAAABAHyDAAwAAAADQByihBwAAAHCEcrmczWZFxLKsaDSqKEq3WwQMIgI8AAAAgDeUzWZv3bqVTqeDZ0zTnJubm5mZ6WKrgMFEgAcAAABwsFQqdePGjStXrpimGY1GVVUtlUr5fL5cLm9tbT366KNMxQOdRIAHAAAAcIByufzDH/7w6tWrMzMzo6OjQVYvFos3btwQkUQiMTs729U2AoOFTewAAAAAHOD+/fuXL18eHx8fGxurnWm3bfvUqVPXr1+/d++e53ldbCEwaJiBB9ACL7744osvvhj8p6IolmWJiOu65XI5eD4Wi73nPe8ZGhrqQhMBAECDNjY2RGR0dHT/S7Ztx2Kxcrmcy+Xi8XjHmwYMKAI8gGZlMpnf/d3frVQq9VxcLBY/8pGPtLtJAACgeeVyWVVVwzAOfNU0Tf+azjYKGGiU0ANo1vLycp3pXUTu3r3b1sYAAIBWUVXV87w3KpL3n2cTO6CTmIEH0KxUKuU/eOSpdz32Yz8nIoqi+KP1nuc5jiMinlv92t/8X57nBRcDAIAeF41GPc8rFArRaHT/q/l83r+m4+0CBhcBHkCzgkw+Pvf4iXNvljdYA29GEqX8FgEeAIAuchznxRdf3NraCp6JRCKapolILpcLJtt1XX/zm988NjZ28eLF11577cyZM3tm2tfX10ul0tDQkN/jA+gMAjyAZgWZPDo0dshl0cRYKb+VzWYdx3mj1XQAAKCt/tf/+l9f/vKX67lyamrq+eeff/jwYT6fX1xcnJqaikajiqKUy+VUKrW+vn7p0qXTp0+3ub0AXocAD6BZ6+vr/oNo4ogAv/Fw0a+in5qa6kjTAADA6/jnt9fj4cOH6XT68ccfF5FsNnvt2jVFUVRVrVarIvLMM8+cP38+kUi0sa0A9iHAA2jW5uam/+DwAB/ZeXV9fZ0ADwBAV/h1c5pu/uj//n/6z2ia5pfHVysVv4D+5uV/Wb//qn/x6OjopUuXVlZWhoeH8/l8tVq1bXtkZGRmZsbfhR5AJxHgATSrpoR+/JDLggJ7lsEDANAVruv6R7tHE2NPv+OX/CdN01RVVURKpZK/Bj6fWfcD/Pr6+rlz5xRFmZqaYvAd6AUcIwegWdtj+Zph2vFDLoslxmuvBwAAHba1teWf/HrEmPtOlx2skgPQIwjwAJrieZ4/lh9JjB5+EmwkMeo/8K8HAAAdVu++sxTNAb2KAA+gKZlMxj/p/fAF8CISiRPgAQDopt0Anzh8Bp4AD/QoAjyApgRp3N7J528kGM4nwAMA0BU1Af6Ig2P2XA+gRxDgATQlSOOxQ4vxhBl4AAC6LQjkwbq2AwUr5AnwQK8hwANoSpDGI0fNwFuRhKabQoAHAKBL6pyBD7psAjzQawjwAJoSHAIfiY8cebF/zebmpn9KDQAA6KRgV/nDd6GXnSn6dDpNlw30FAI8gKYE0+lHbmInOwHecZxsNtveZgEAgH3q77Wj8VERcRwnk8m0vVkA6kaAB9CU3RL6Q1fT7VyzfbuQTqfb2CYAAHAQvyReUTU7ljz8Sk6SA3oTAR5AU4ISejs2fOTFwTUsgwcAoPP8XjsSG1aUI1KAzdazQE8iwANoSjCXXk+Aj+7M0jMDDwBAhxUKhWKxKPVtWxNLcPgr0IsI8ACa4o/la7pp2vEjL47Etu8YuBsAAKDDdvedrWPbGnsn5AfvAtALCPAAmuL363YsqSjKkRcHs/TMwAMA0GE1O9jVsW0NJfRATyLAAwivWCyWy2URsaNH7IXjs+PbAX5ra6uNzQIAAPs0tG1NEPKZgQd6CgEeQHi7C+DrWE0nInaUGXgAALpjt4Q+fvQMPPvOAr2JAA8gvN0AX98MfCROgAcAoDtqAvzRw+7sOwv0JgI8gPCCSvh6bgWkJudTQg8AQIc1FOANK6bpplBCD/QYAjyA8IJReSs6VM/1mmHphi0EeAAAOq6hk19FxI4lhRl4oMcQ4AGEl81m/Qd1BvjgSgI8AAAdFnS+dQf4YREpl8uFQqGNzQLQCAI8gPB2S+ijdd0KiIgdHRKRcrnsb18PAAA6I5hLj9QX4COx7Up7ht2B3kGABxBeJpPxH5jRRJ1vsVgGDwBAN/gB3jAjmmHVc71fQi9U0QO9hAAPILzdEvpI/SX021E/CP8AAKAD/KHz+le9BZX2jLkDvYMADyC8IIRbkbpn4HeifhD+AQBAuxUKBcdxpGZe/UhB1GcGHugdBHgA4eVyOf9B/cP5ZiTuPyDAAwDQMbtj7tGGAzxdNtA7CPAAwvN7dEVRTDtW51ssmxJ6AAA6LSiDb6CEfifq02UDvYMADyA8v0fXzaii1PvLJIj6wew9AABot2AW3a5/25qd9XGsgQd6BwEeQHj+3UD90+8iYtrbJfQEeAAAOiYI8Gb929bszMBTQg/0DgI8gJAcx/G3wwkyeT2CtJ/P59vSLAAA8HrlcnllZcV1XWmkhN5i2xqg9+jdbgCAflUoFPwHph2t/13MwAMA0DHr6+tLS0u5XO7ll1/O5XKKomS3Np1SwbAiR77X3Nm2hgAP9A4CPICQgil0w2qghN7YSfvMwAMA0FaLi4v379+/du2aZVn3798vlUqu695bfGXyhy/NnrkYjR+xHb1TLhUKhWq1euvWrRdffHFoaGhqamp0dLQzjQdwIAI8gJCCBG5ajczA76T9YAIfAAC03MrKyv3791955ZXTp0/H4/Hr169bliUiQ6NTt1/9nqKqpy+8WdONA9/red7Duz/cSj3M5Ytu1VlbW7t8+bLneRcvXpycnDx37pyiKJ39aQBsI8ADCClI4EYjm9jpO2mfAA8AQPvcuXPn2rVrjzzySDQaFZFiseg/PzIx5ylateJsrN0bnz594HvXHry2lXr44PbLsUSyUsppmvbEE09kMpkbN26IiGEYp08f/EYA7cYmdgBC2g3w5tHr6ALmzsUEeAAA2iSfz5dKpWg06qd3eX2vnRieWLp5JbeVOvC9Trm4sXb/3uK1iRNn7UhcRPw9a4eGhs6cOfPyyy/71fgd+TkA7EWABxBSMJbfUIDXDMs/NJ4ADwBAm/h9tG3bwTNB5NZMWzcsz63ktlJO6YC+OJteF8+LJ8d13dRNW0Q8z/M/0DTN0dFRz/PW19c78WMA2IcSegAhBQlcbyTAi4hhRcvFbJD/AQBAa/lr1D3PC54JAnwht5Vavbe2fEc3LN0wNd2cmJ4fnzmtqpp/QbmUX7p5ZWLmtIjohh28PRKJiEg0Gr127dr09HQHfxoAuwjwAEIKErg/PF8/3bAI8AAAtI8ftmuL3Uqlkud55bKTTa8vL93IZzcTybGVewvlYl5RvNxW6uT5Z/wrPc8VEVFUeX2A9x/4QwP+kfIAOo8ADyCkoC/XDauhN/oz9iyfAwCgTWzbjsVixWIxnU4nk0kRKZVKjuOIom6u3zft6PTJx4bHZxPJ8UqlvHLvZrmQ1U1rcu6CiBimLSJOuWhH4pph+h8Y9Nr+g9rifACdxBp4ACGVy2X/QTA8Xyc/8Luu62+KAwAAWqtcLg8PD58+fXpxcXFtbc113WKxWKlUHMdRRKlWHMOw4kNjIqLr5sTsI4Zp57ZShVxaRGKJkfmzl3Lpdc/zjNfPwPur3y9evDg8PNzFnw4YZMzAAwhpdwa+8RL64BMM4+ATaAEAQAhbW1u3bt3KZDIi4jiOYRjf/e53R0ZG0ul0uVxWNSs5Pqsb5vjM6eAsd0VREsMTd179fmJk2o4O2dGhWGLEcUpry7cUbTssOI5TqVTu3r1bLpdHR0cTiUTXfkJgsBHgAYQUzMBrutnQG7WdAM8MPAAALbSysrKwsHD16lXTNKPRqKIoqqpalhWLxUTE87yhkbHk6HQiOa6or6vDDcrm/f+cPvmY45TLxdzN73+9VCopirK0tOR53pNPPhmNRs+dO9f5Hw2AjwAPIKTQAT6YgQ8+AQAANCmfzy8sLFy7du3EiRMjIyP+kydOnJifn19YWDAMw3Xd+NDI0Mjk/vd64omI7MzJa7px8vwz68u3p+bOri1dFpHR0dGnn356enp6bm5O07QO/UgA9iHAAwgp/Ay8vl02zz52AAC0yt27d69evTo9PR2kd188Hp+YmCgWi6ZpiigHvrdczIuIWXMurKpqE7OPzD/y5K0r/6/neSdOnHjrW98aVN0D6BY2sQMQUs0mdo3tQh8E/kql0uI2AQAwqDY3NxVFGR0d3f+SaZq6rruuW3Eqlcre8je3Wslsrp48/0x8eHzPS5phq6rqT7mT3oFeQIAHEFK1WvUfqFpjtTyKursjTovbBADAQPLPdjEMQ1UPuL2vVCqapum6PjQ6sXrvZjGfEc/zXyoVsg/vLpw482RydNqyY3veqLHqDegxlNADCCmI30FJfJ30nRl4AjwAAC2hKIqiKN5OLN/DcRzP80zTjMaTM6ceX7p5RdM0TTOqVadarZ557EfjybHp+UfL+/pljS4b6DEEeAAhBQXwqtZYgFd3Aj8l9AAAtISiKLZtO45TLpdNc+/eNI7juK6rKMr41PzM6Sci8eFifstzXVGUSHRoYubk8NjMgR+rG9sfxbY1QI8gwAMIaXcGvtEAv1NCHxThAwCAJo2Pj1+8ePHOnTsnT57c89L6+rrneZqm6YadSI4nkuOe53luVVE1RVH2B/5AMEbPmDvQI1gDDyCkIH4ramPHyag7x89QjwcAQKvMzs5alrW1tXXnzp1icftE93K5fP/+/ZWVlVgsZllWsOpNURRV04/cly4Yo6fLBnoEM/AAQqoJ8I0NBQab3jEDDwBAq+i6/uSTTyqKUiwWr1275m8dX61WL168mE6nv/vd76qq2mjRHAfHAL2GAA8gpNC70Ks7M/au67a4TQAADLBIJPLMM88sLy8nEol8Pu95nm3bo6OjxWJx+yi4RrtsnRl4oLcQ4AGEtBvgGyyhF2V7xp4ADwBAa2maduLEiRMnTtQ++eqrr/oPQo+5MwMP9AjWwAMIKYjfjQb44HpK6AEA6ICaMXeK5oD+RoAHENJuX6409ptEYQYeAIAOCgK81ugM/M71zMADPYIADyAkP34rinLkHrZ7MJwPAEAnBfG70X1nFYrmgB5DgAcQ0k78biy9i4jsBH7P81rZIAAAcJCgw2305FeFMXegxxDgAYS0fTfQ4PS7UEIPAEBnBR2u0uCqN7atAXoNAR5ASP7dgNrgrYCIKMzAAwDQQaEPjmHMHeg1BHgAzWl8Bj4ouifAAwDQATX7zjbWawdr5gnwQI8gwANoTogAv4MADwBAB+yugW+8bg5AT+HfMAAAAHCcBQFebXQXela9AT2GAA+g87gbAACgCxrtd1kDD/QaAjwAAABwnDFiDhwbBHgAITV/N6A0sX4eAAA0SpEGe15K6IEeQ4AHENJ2/A7To3MTAABA54TehR5AryHAA+i0IPI3upUOAAAAMMi4ewbQaQz+AwDQL1zXdRwnn88/ePAgk8l0uznAoNO73QAA/aqJEnoAANA5u5vONNJrV5zSvcVruVxORO7evfvaa6+JSCwWO3v2bCKRaEMzARyNAA8gJP9uwGt8QXuwEQ6b2AEA0JucUuHOwuWb179dLBY1TYtGo6urq1tbW4VCoVAoPP7448PDw91uIzCICPAAQtoO8I0fDBtkfgI8AAAdEGw6U/+w+/LdV2/d+G4sMWLbtohYljUxMTExMbG2tnblyhVd19/0pjdpmtauFgN4A6yBBxBS6PgdZH42sQMAoJPq7LlLhWwhu2mY9sj47J6XxsfHk8lkuVxeW1trefMAHIm7ZwAhbc/Aew3PwDPtDgBAV9R5nHs+m166eSUaHw6urh21HxkZuXbtWjqdbkMDARyBAA8gpN16vAb3sXN3Mj8l9AAAdFKdXXa1UhYRXTfkoG1rDMMQEcdx2tBAAEcgwAMIqaYvbyzAB5P2lNADANABNR1uXV22quki4rrV4JnaAF+tVkWEBfBAV3D3DCCkcGfS1F7PDDwAAB3QaJdtReLzZy8V8wef+p7JZC5evBiLxVrVPAD1I8ADCCm4G3AbXAbvUUIPAEAHBTPwdXbZ0XjSMO1CPpPPbu55qVgsrq+vq6o6OTnZ4lYCqAPHyAEIKfQMPOfAAwDQSY122YqiTp445zilxR98p1wu67ouIsVicWtra21t7Yknnpibm7Msq30NBvBGCPAAQqrZxK7BjegJ8AAAdFCIMffY0OjMqcedYu76/2fm8/nNzc2FhQUReeqpp+bn5+fn59vUVACHI8ADCCm4G2h0F/og8LP/DQAAHRBu1VsiOT5//hnLsnRdn56eftvb3pZIJKampph7B7qIAA8gJEroAQDoC6GL5jRVM01TRCYnJ5988snWtwxAg9jEDkBINTPwjd0N7J4+1+j29QAAoAmNDpxz8ivQa/inCCCk0CX0wbmy3A0AANABu7vQuyG3rQHQI7h7BhBS6PjtidfkJwAAgPrVrFlrcNWbsOoN6C3cPQNoWoPD89wCAADQSbtFc26DM+psWwP0GAI8gJCa2IWeuwEAADpndxO7RmfgWQMP9Bh2oT9AJBLpdhPCC3692rbNDmHhGIYRPCBhHiI4BE7TVF0/+JeJoij7Xwq+U9u2+/qfGwAAfWE3wDe4Bp4xd6DXEOAPEI1Gu92E8IJfr+Si5pmm6R+dggMFyVzXtMYC/M7fUtu2+/qfGwAA/aXhFM5sENBjCPAHWF9f73YTwksmk/4E8sbGRsMbjUJERCKRSCwWE5FcLlcsFrvdnN5VqVT8B8ViUTFe90UpimJZloi4rlsul/e+sbr9xkwm0+P/3MbHx7vdBAAAmrW76i3sJnaU0AM9ggAPIKTQdwMU4QFoFcMw+ne9WFCgpGlasHoLDQl6IlVV+Q4PEfxlUw6N4oqi7CmVD/6j9/+WMsSAAUGAB9Bpwc02C+oANCmRSByD3yS2bdu23e1W9DdN05LJZLdb0buCBWuKqhyyPHD/S7UbA/X4N+w4TrebAHQCAR4AAPSrdDrd7SaEZ5qmH6uKxSIrtsJRFMVPlZVKJZvNdrs5vatQKPgP3Gp1/9I2Xdf96ev9LwXPOI6zubnZ5mY2xTCMHq8RAFqCAA8gpNDHyAFAq1Sr1f79FRSc5VGtVoNdRdCQ2p6I7/AQ1WrVf+B53iF7JHmet+cflOtWg8c9/g0H/6CA4421IgAAAMBA6N8BLwA+AjyAkDgbFgCAvkDRHHBsEOABdFqQ97mNAACgpzFYD/QYAjyAkHZn4DkYDgAAAGg/AjyAkLya4+Aae2Pr2wIAAAAcfwR4ACGFDvCsxAMAoD/QZQM9hgAPIKTQfXlQcs/dAAAAHRB631nG3IFeQ4AHEFLQl6tKY79JFHX7+kOOogUAAK3HXnRAnyPAA2ha2DXwDOcDANABTew7yww80FsI8ABCqlar/oNG6/GCGXtm4AEA6AC2rQGODQI8gJBqFtQ1+Juk0esBAEArNL4GfrvLJsADPYLbaAAhBfPnwZr2Oqmq5j8I5vABAED71JS8NVhCzww80GMI8ABC2g3wDc/AczcAAEDnhB5zV1j1BvQYAjyAkIK+PJhRr5Om6f6DSqXS4jYBAIB9Qq964+AYoNcQ4AGEtNuXh10Dz90AAAAdEKxZU8POwFM0B/QIvdsNANCv/LsBRVFD74hDgAcAoANCzMCXS/lsen1z9W6xWFQUpVQqta11ABpAgAcQkl8A32j9vNSU0LOJHQAAHVAzA390r+157sq9m+nUsnjea9e/k06nRWRlZeXll18+e/asaZrtbSuAQxHgAYTkz58rjQd4Vdt+C2vgAQDogN2StzpK6B/cfjmbXr9/63p8aHx89rRt267rplKpf//3fy8Wi0899ZSukyCArmENPICQtmfgtYZ78SDzU0IPAEAHBDPwR5bQb22sZNPry3duTM1fGBqdikSHVFXVdX1oaCgej0fWQykAACAASURBVOfz+Xv37rW/vQDeEAEeQEjba+Ab3A5HRFSVXegBAOic3RL6o4bd06nlpZtXRiZO+Ovdanehn5ubu379+sOHD9nQDugiAjyAkPy7gWZm4AnwAAB0QBDgNfWIXruY39I0zYrE/f9UFS34BF3Xo9Go4zjFYrF9TQVwOAI8gJB2NrFrOMBruuE/YBM7AAA6IBgxP3znGteteq77up799efA+6vfHcdpUzsBHIkADyCk0DPwlNADANBJwaYzwT6yB1JVTVHVatWRfcfO+Z/gR3fDMNrYVgCHIsADCMPzPD9+a3rDx8kEdw/MwAMA0AHBnPmRw+6R2JDrusVC1v9PRVH8ZfDVarVcLhcKBdM0bdtua2sBHIIADyCMYPJc0xoehld33kINHgAAHVBzDvwRAT45Njt/9tLG6t1KpVz7lkqlcvfu3SeffHJ6elpRlLa2FsAhOMURQBhBgD+8GO9AwRp4SugBAOiAml77iJv/RHI8NzIpIvcWr8WGxiw76onnOE4mk8nn84lEYnZ2tu3NBfDGCPAAwqgpxgs/A18ul1vZJgAAcJCaAH90rz01f0E3LEVVPdddunmlXCwbhmHb9jvf+c6zZ89qjQ/cA2ghAjyAMIIAH2INfFB1zww8AAAdUP8MvIgoijI+c2Z4fDabXh8en731vS8Xc5uRSOTChQttbiaAoxHgAYSxuwZeb3wGXmcXegAAOmd32L3us2N0wxoenxWRWGLYdfLezr70ALqLTewAhNFMCX0waU8JPQAAHdB83VylUiHDA72AAA8gjCB7h5iBD+4e2IUeAIAO2C2hD1M3Z0jN8bEAuosADyCMZsbyOUYOAIBOqhl2DzEDz8I3oIcQ4AGE0cytgG5Y/gMCPAAAHVCzBr4FC9+q1WqxWCTPA13BJnYAwmhuBn77Nw9r4AEA6IBmSuhrA/zy8vLy8nIul/OfiUajMzMzU1NTiqK0qqkADkeABxBGM2vgmYEHAKCTgl5bD1FCv/OW69evG4Zx7do10zR1Xa9UKuVy+eLFi2tra48//jjnwwOdQYAHEMburcBOGq+foqiqprvVSqlUanW7AADAXn6vraiaojYcs/2R+mKxmEqltra2zp49G4lE/JcKhcLCwsK5c+du3rz56KOPtrbNAA7EGngAYTRTQi8imm4JJfQAAHSE32uHmH4XEU03Xdd1HOfGjRuPPPJIkN5FJBKJnDlz5saNG6urq/l8vmXNBfDGCPAAwggmz/0o3ijdMIUADwBAR/gdbogF8CKi6qa/hD6RSOyvk9c0bXR09Nq1a+vr6823E8CRCPAAwqiZgQ9zN6AZltSMAgAAgPbZnoFvfNWbiBiG7bpuPp9X1YODgz8nXywWm2khgDoR4AGEsTsDH+puwD/GplKpeJ7XymYBAIB9/F47XNFcMFLPuXFALyDAAwgjqH43DDvE2/1JAM/z2IgeAIC2qlQqrutK6G1rDMufew9Oj9vDn3u37TD3AwAaRYAHEEbNDHyYuwHdtPd8DgAAaIeag2NCddmGpet6NBrd2NioVqt7Xq1Wq+vr6xcvXhwdHW22oQDqQIAHEEazJfQ7VXwEeAAA2qomwIeZJNd0S1VVwzCmp6cXFxdr17oXi8Vbt25duHBhfHw8Fou1prkADsU58ADCCIJ3uLuBYB8dNqIHAKCtmh1zN0wRsSzLMIxz585du3bNf+w4TqlUunjxYjKZPHfuXCtbDOCNEeABhFEznB/uGDlm4AEA6ISaMfeQJfQioijKxMSEfw58oVDwX4pEItPT0zMzM4qitKq1AA5HgAcQRs058CF3xNnzOQAAoB2CMfewu9Bvv8txnJmZmZmZGcdxqtWqpmmGEeYoWQDNIMADCGN3ON8MV0LPJnYAAHTCboAPVzRn7h1zNwyD6A50C5vYAQij2TXw++4GAABAOwTbzoXdtmb7XWxbA/QCAjyAMGoCfLg18MzAAwDQCUHwNsymuuza/ecBdAsBHkAYTZbQswYeAIDOaLpojjF3oIcQ4AGE4ffimm4qSphfIwYz8AAAdESzAX5nt1q6bKAXEOABhOH34uHq56VmBp56PAAA2mp3DXy4Enpm4IFeQoAHEIZ/NxCufl5EDDPiP+BuAACAtmp2Bp6iOaCXEOABNMzzPH9HnHC3AsIaeAAAOqXpXegpmgN6CAEeQMPK5bLrutJECb1hsqUtAACdEIyVa6FK6NWd/W4Ycwd6AQEeQMOa3IJeRPSdEnoCPAAAbdVkCb2iKH53T4AHegEBHkDDCoWC/yDI4Y1iQR0AAJ3RZAm97BTc0WUDvYAAD6BhQRduhN/EjhJ6AAA6IehqQ/fafvKnywZ6AQEeQMNqDqQJOwPPLvQAAHREKxa+2SLiOE6lUmlZswCEQoAH0LAmV9NJzT0Ew/kAALRVK4bd6bWBXkGAB9CwVhTjcSYNAACd0HyvbVA3B/QMAjyAhgW3Alroc+B1U1E1IcADANBmraib4+wYoFcQ4AE0bHcs34qG/hB/OJ9bAQAA2qpQKFSr1aorm+vLmfRateI0+glB3Rwz8EDX6d1uAID+s3uM3E6PHoJhRcrFLAEeAID22dzcXFlZyefzhhVdvX9TRBRVTY5Oj8+cUVWtzg8JZuCDGwAA3UKAB9CwmmPkQm6HIzuFfKVSyfM8RVFa0zIAALBjdXX11VdfXV9f9zxPM6IP793Mba3lM5uTJ87dv/WDc0/9RHxorJ7PMSihB3oGAR5Aw3Zn4JsJ8KYtIq7rlkol2w65Kg8AAByoVCotLCxcvXpV0zRVVT1RysXc5tp913Vf+d6/xpPj5WL+xCMXZ04+JmK+7o2FbLGQdatV3TAj8aSum8Hud8zAA11HgAfQsJo18OEDfLB+vlgsEuABAGit5eXlK1euJJNJVVWLxaJSUdJr95Oj07phVafmV+/evP3q97Y2V9xq9ZHH3+y/pZjfWl56tVTI7n6KogyNTKo6a+CBXkGAB9CwFm5iJ9TjAQDQBpubmyISjUYdxykWi8NjY8nxWf8lVdPjw+NDyQkRpZBLb6WWRyZOZNPrdxYu33n1+6Zp27EhVVUrTrmQS4v35GZqxV/vxgw80HUEeAANq9nELvzMucGOOAAAtE25XBaRSqVSrVYVRbFjidpXNc0QVY0nx5ZuXhkaHhsambx/++Wlhe+PjM/Gk+PBZcmxmdUHiyv3F/31bnTZQNdxjByAhgX9dzMl9BwqCwBA+2iaJiKZTMafPNd0o/ZVz3NFxLbjqqoWC9l0atmtVuJDY7XpXURUVRufOmWYEcdxPM+jhB7oOgI8gIbV7EIfvoQ+CPD5fL4FbQIAADVisZiIbGxsiIiiKJpWu1OdVy4VRMSwbFXVXNfNbqXuvPr9WGJ0/+coqhqND4tIpVJhzB3oOgI8gIbV7EIfvoTetCihBwCgXSYnJy9evOifIed5nqrtzsDns+lqpWzZUU03q9WKpunViiMiumEe+FGmHc/n857nMeYOdB1r4AE0LIjcZjOb2NXsQt+CNgEAgBojIyNjY2Ozs7P+MnhPxHPdSqVcyG2VCpmpufMj4yfymQ3P82KJkWrVERHXrWqqtv+jVE2PRqOKotBlA13HDDyAhvkD8JphKQd183XSOVQWAIB2evTRR23bjsViiqKk1h6s3FvYXLs3NDI5PX9hfPq067mb6/fnz14amZizI3ERKdYeIFejUnFERFVVZuCBrmMGHkDD/AF40wy/g52ImFbMf0CABwCgHVRVHR0dHRoaUlX15PmnNSsWS4z4p8Rl0mvF3Nbc2Utj06ciMf+CZ26/etmKxHX9dYX0ua1UtVpRVVXTNDaxA7qOAA+gYf4AvN5E/Xzt2xnOBwCgTQqFgqZpyWTy9IUfHZk577nu0s0r5XJx/uwlTTcnZs4MjU6JSCQ2NDw+6zjOvcXrQyOTdmxIVbWKU85tree2UifP/8jt7/2T0GUDPYAAD6Ax5XK5Wq1KzRR6OJwDDwBAuwWd7MTsIycf+7F8Lj0+c0ZRFNOOReNJRdldTjs1d75cLnuet3Tziqzd95+cP3tpbPr01Ilz/qF0dNlA1xHgATQmGH1v5hB4ETFtSugBAGiv2n1nNd1IvP6Y91qKokzNnR8amRoeny3ms261optmND6SHJ3WdEM37IpTZAYe6DoCPIDGBLcCRnMl9MEMfC6Xa7ZNAADgIDXD7nX12nY0YUcT+583rEjFKTLmDnQdu9ADaEzLAvzODDxn0gAA0CYt67WtmP9pnue1oFkAwiLAA2hMMGFu2vFmPodd6AEAaLdGZ+DfiL9uznVdNqIHuosAD6AxuwG+2VuB6J4PBAAArXV4gHdKhVxmI5/drDjlwz8nGHZnGTzQXayBB9CYYMK8yWPkVE3XDKvqlAjwAAC0iZ+3/W3na5/PpNfWH9wql/IiohuGqijR+PDQ2KwdHTrwcwy2ngV6AwEeQGOCoXeruRJ6ETGtaMEpMZYPAECb+HlbN+zaE+PWHiymVpaWbl4xTduwIpquOcV8xSnPnLk4Nffo0Mjk/s8xqZsDegMBHkBjatbAN3UOvIiYdryQ3SgWi67rqioregAAaDG/1zZquuxMei21snT/1vWJ2UfsSFz8GXiRbCZ1d+Gy53l2NL5/lZyxU0JPgAe6iztmAI0JJsyb3MROdoYAXNdlI3oAAFou6GGDFewiknp4Z+nmldHJk35636Yo8aGx5NjM0sLl1MrS/o8KRu2pmwO6iwAPoDGt2s9WaoYAstlskx8FAAD2yOVy/qlvQfyuVMqlQtYwrAMPe48PjSmKktva2P8SAR7oEQR4AI0JwnbzM/AGdwMAALTN7ph7EODLRRExTPvA6xVV1XSjWil7nrvnpSDAU0IPdBcBHkBjWrsG3n/ADDwAAC23v8v2t7Lbn893eZ4oioiy5+mgyybAA91FgAfQmN27gcgB1XcNsSLcDQAA0C41AX67wzWsiKKq5VJePG//9ZVKuVJxTDOiKHsDvMEMPNAbCPAAGrNbQh9pfhM7AjwAAO0SdK/B6e6qqsUSI9VqdWtzdf/16bUH82cvxYfH979k2Yk9nwmgKwjwABrjB3jdsDXNaPKjrJ05fEroAQBouSBsGzW70I9Nnz51/kfSqeXNtfvViuM/6ZSLqw8W87lNw7RHJ+b2f1Qwak+XDXQX58ADaIzfc1sH7V7bqKAIn+F8AABaLuherZqiOcuOzZx+QhTl9g9fyqTXNE1XNVVc9+T5ZyZmz8+eeULVDggIVmR7Dp99Z4HuIsADaEClUimVStKKLehFxNr5kEwm0/ynAQCAWrsz8K/vtWOJkdMXfjQ5Op3bSjlO0dB1O5pIDE9Eh8b9Xe72C7bBYwYe6C4CPIAGBCfKWk3vYCci1s6SPO4GAABoua2tLf9BsAY+oBvWxOwjE7OPiIhpmqqqikipVPIO2txORAwrqmq6W60w5g50F2vgATQg6LaDUrpmsAYeAID22d131m7FsLsdF1a9Ad3GDDyABuwG+H1j+SEEowAM5wMA2sR13c3NzVwu57quaZrDw8ORSKTbjeqQA9fAh2ZGEoXc9jfpz9gD6DwCPIAGtPAMORExd3bCI8ADANphdXX11q1b5XL52rVrInLx4kURGRsbO3v2rGE0e5ZK72tH3ZzrurlcLpFowZQ+gBAI8AAakE6n/QeR2HDzn6ZphmFFnVKeAA8AaLn79+8vLi5ev349kUjMzs6qqvrw4cPNzU3HcfL5/FNPPXXsM3ywBt5sxdkxVjTpP8hmswR4oFsI8AAaULOargUz8CJiRYecUj64wwAAoCUKhcKtW7d+8IMfnDp1Kh7f7bMmJiaWlpb++7//e2ho6Ny5c11sYQf4vbZhRTWtBUMVVk3d3MzMTPMfCCAElq8AaEAwA2+3YgZedurxHMcpFost+UAAAERkeXn56tWrExMTteldRFRVnZub0zRtZWWlUql0q3md4Y+Pt+TgGBGxd2bgGXYHuuj4zMD/8i//8uG/Tf7oj/7o2I+zAu0WzMC3ZBM7qbkbSKfTtm235DMBAPBHnIeHDxhu1jQtkUh4nre1tTU6OtrxpnVIqVRyHEda12WbEXauAbpvgGbgdf34jFYA3VJzomyyJR9oxbY/h7sBAEALOY6jKMob3f75q9+P9wz8btFci7rsCF020AOOT6b967/+6wOf/8EPfvDxj3/8LW95y+nTpzvbIuAY2g3wsRbdDUS350aC+wwAxx5Fc+gAXdc9z3NdV9O0/a9Wq1U57rM7QcxuVZdt1RTNteQDAYRwfH5tHVh86zjOX//1X8fj8Y985COdbxJw/GxubvoPWjWcH9xVsKAOQOB4xyp0hr/0fWtra2RkZM9Lnuf54XbP8vhjpmYGvjXb1gRdPzPwQBcd8w7y7//+7+/evfvcc88d4wVOQCf5MdswI5phteQDgxJ6hvOBwUHRHDpgcnLy4sWLr7zySiwWM02z9qWHDx86jjMyMrLn+WOm5UVzzMADveA4B/jbt29/8YtffNOb3vSud72r220BjgN/vx9p3Rb0UjMtwN0AMDgomkMHJJPJqakpEXn55ZfHx8fj8biqqqVSKZVKZbPZH/mRHzlz5ky329herV/1FqfLBrrvOAf4v/qrv3Jd91d+5Ve63RDgmMjlcv5+tq26FRDuBgDsoGgOLXf27FlN0xRFuXr16sOHD/0nL168GIlELly4EIlEutu8dqtZ9dbiEnq6bKCLjm2A//73v3/16tW3v/3thwyvfuUrX7l69eqeJy9cuPAzP/MzbW5dGwU7tcRiMc/zutuYvlAsFj/3uc8FnZyIKIqiqqqIuK5b+x1OTEz80i/9kr9v7WDa2NjwH0QTo3V+D4qiHH5lPDnhP8jlcsd7LSKAQ1A0h3ZQFOXMmTPT09Pz8/PZbNZ1XcuyhoeHx8bGFEXpduvaLri3sVo07K4ZlmFFnVKeAA900bEN8J/97GdVVX322WcPueall176yle+sufJn/zJn/yFX/iFdjatQyyrNUuUj70vfvGLL7zwQp0Xz87O/uzP/mxb29PL8vm8/yCaGDtwU9/9FEU5/MpEctx/wDnwwCCjaA7tE4lE5ufnu92KLghidqSVC9+SfoD3PG8QBkGAHnQ8A/x3vvOdhYWFn/iJn5ibm+t2W9Drbt++Xf/Fd+7caV9Lel8qlfIfROJ7d/QNzY4PK6rquW7w4QAGTT1Fc4uLi3/5l3+5//mPfvSj0Wi0na1ro2B807IsNt6v09e+9rVvfetbtc/4RXOe59UWzem6/r73ve/ChQudbl8vyWaz/oPE8MTh1XBBFDcM4/D6zWhiNLPxwD+EL5FItKilABpwPHuLr371qyLyUz/1U4df9qEPfegXf/EX9zyZSCRqq6n7Tjwe928C/MHRbjenD9y/f99/cOo33mqM2CKiqKquaSJSqVY91xWR4v3M3f/neyJy9+7dvv7r0aR79+75D6xoslwuH3JlUDnvum6lUjn8Y+1ospDdSKVSPfjdDg+3bNYCwBupp2huc3PzX/7lX/Y//9u//dvHoOJM13UCfD1SqdQnPvEJ13XrufjBgwd/8zd/0+4m9TK/V1VUNZYcV9W66ub80ZBDRIfG/Ae5XG5iYqLJFraWv00PcOwdw95iZWXl8uXLIyMjb3rTmw6/cnZ2dnZ2dv/za2tr7WlaJwShvVqt1tnDDbiVlRX/QfTCqGrrUnMj5TiOP8asxrfHrVdXV4+Mo8dYMElux4YP/9tVW1Z35N9DOzZcyG5ks9lCoTDIWwwAg4miOdTv3r179d/bLC0ttbUxvc/fucaKJOpM7/UISvBSqRTHPQJdcQwD/Ne//nXP897xjnccOYgIiMj6+rqIaBHdT+8H0pO2oiqe6/X14E7zdvezbd1qOhGJxEc3Hi6KyMbGxuTkZAs/GUDvq7No7sknn/ynf/qn/c9XKpVgf82+Y5pmLBYTkUKhUCwWu92cPrC4uOg/GH3n6fH/46zUFHx5nus42yPst//vF0vL2XQ6vbKyMrDjwuVyOZPJiEgkPloqlQ6/2DAM/7a5XC4fXr9pRbb3w7tz506vncNnGMbA/u/GQDmGAf4//uM/ROTHfuzHut0Q9IGge9NHDts+TdEULWFW0iU/7Q+s4MePJFp5yFMwnL+5uUmABwZK/UVzpmmeOHFi//Pr6+t+qVQ/CiaTXdft35+ik4KiOWsmboxvHwJn2bb4X+bO2i5jLFJaznqet7y8fGCt5SBIpVJ+FI/ER+pfU7lnK4H97J3DX1OpVK/9pWUdCgbEcZujXl9fX1pa0jTt/Pnz3W4L+sDa2prfURkjRxwG6y+PLxaLfuAfTDXHyI238GOD4QD2sQMGDUVzaEhQB3f4sHvw6iDXzQVdtt26fWdFJBrfXgNPlw10y3HrLy9fviwiZ8+eNU2z221BH6jzVkBE9J2EP8iT8Nvb4Siq3aITZX3RxPbdQP/WwQIIh6I5NGR1ddV/cPiwuzka2XP9ANodc9+J3C1h1xTNtfBjAdTveAb4J554otsNQX8IAvzRM/DDDOdvD7fb8WFFaeWvjkh8ewaeAA8MFIrm0KiaXvvQGXi67JoutbWr3qI7n0aAB7rluK0Vee6555577rlutwJ9Y/dWYPiIGXhj4Ifzgz2WovFW3gpIzZk0BHhgoFA0h0b5vba/Mc0hlwVVdYNcNFez6q2l29YkKKEHuuy4BXigIbsl9KNHldAP/HB+0FVHh1p87isl9MBgomgODXFd1++J9GFbPK+4nncKZc/1KomolYxqNUfJmCODPuYurwvwrSyhN+24ppvVSpkAD3QLAR4Drf4SehbU1QT4Vt4KSM2WeNwNAAOFojk0JJ1OO44jIp6trF6961bc1I1lETEMY+yxGXPIjswmNVOTmhn4ge2ypaZLrb+EvlpxMpurpWJORAwzEkuMaPreU9kURYkmxjIbDzY3Nz3PUxSlhW0GUA8CPAba7nY4o0cE+GCKfmDr8XYDfEvH8kXEig5pmlGtOgP73QIAjuR32eVy2RVr/QcPzCE7PpNUVFX1lM2bK5VyZfTJmdEL06qhaVFDtTS3VB3YojmpuV2pp27O87z15dvrD++USsU7C5dFZP7sJUVVRybmxqZO7Unp0aGxzMaDSqWytbWVTLZyU1sA9SDAY6D5dwOqrWuRI/4t6ElbFBFvcIfz2xfgFUWJJEazmw/9Q2sZzgcA7Le6uuq6bqlUcgr67PwpPbK9DN40TXs0lrm3sXJ5yYhZyTPjImKMRkoPsv6kvWHsnUYeBH6vrWmGHT06Yy/feSWzubp084ppJ0Yn5kRkY/VuPrvpuW65mJs59URt11y7DJ4AD3TecduFHqif4zjpdFqO2szWpxqqnrBkgOvx2rcGXkSiQ+Mi4jhOJpNp+YcDAI6BtbU1x3Hy+Xx0OhGkd5+iKPGZYVVXi6mcW3Flp4re87zBrO3yPG/n4JiRI4fFM5ur6Y2V+7d+MD1/YXRyLjY0GhsaHZmYm5p/9MGdV7Lp9a2Nh7XXBwvfBvO7BbqOAI/B5c/3Ss0GdYfzLysUCrlcrr0t60k1xXgtnoEXkdgQy+ABAIdZXV2tVqsiYk8m9r+qqIoRszzPc3IlqdnaZjCH3bPZrL9fQNC9HmJz7f6dhe+PTs4bplX7vK6bY5Mnl25e2Vi9V/s8XTbQXQR4DK6VlRX/gXnUAnifMTrQm+IEKwlj7ZiBZzgfAHCo1dVVf5mVmTy411Z1TUTcSlVqtrYJ+vqBUjPmfkSA9zy3kN/SddOOHjAsYtpRw7DKxVy14gRPBp9Jlw10BWvgMbh2z5Cro4Reaobz19bWTp8+3aZW9Sy/n1YUtbUnyvq4GwAAHM4fPfc8T40dfPvqVV0RUTVVahbHDeY+dkFnWjvm7pSL6dRyIbfluVVF1SKxoeTotKIo4nn7d5sP+C9Vq05wTYwuG+gqAjwGVzAqf+QZcjuXDfQMvF8pF4mPKKrW8g+PJbfvMAbzTgsAcKS1tTVN0xRNrVar++9fPc8r50oxRTFiltTMwA9mtxJE68jOqrfNtfurD1678+r3ay87ef6Z0cl5EXGrlTf6KNetioiq7X7lwZj7YH63QNcR4DG4gu4tOCLucPpOzh/AIedcLlcoFKSOYrxwuBsAABzCdd319XXDMBKTycJaVo+amllzE+tJ/uGW61TNZEQ1NBn4NfB7ZuDT6w9W7i3cfe3q0MhkND6s6Ua14hSy6aWFy57rlgo5xyk55dKeNfAiUq04TqmgG5au7+4aSNEc0F0EeAyuoFM365uBNwd4Qd3uAvjkZDs+P5iB524AALBfKpWqVquapkWnYsPnJjdefWgPR42YJariFavFjZyTL09cPDF0cnuR14BvWxP81LHkhFutrD5YvHvzysTsI1Yk7j+vmpoxatvRxN3Xrg6Pz544czG1fGty9mzth3iel1q9O3f20tDoVO3zViRhWFGnlGfMHegKAjwGV6Nr4IPLBjBk1uxg15YZ+GCRHncDAID9gkQ6dHIsPjOsKIrneakbyyJiGMbYYzN6xIjODwfT8qqtaxG9WqgMZoCvmYEfz6bX3WolNjQapPeAaUdjQ6OxxKhbcUqF3PLSDyPxEdOOikipmM9srjrlomnH/DL7WtHEWLqUT6fTlUpF10kTQEfxTw6Dy+/UVVvXom+4d0stfdgWRcQbxOH83VuBZOu3oBcRw4oaVswp5QjwAID9gm7IGLHjJ4YjE/HiRj4yFveqbiQRtZJRM2GVHaf2LfqIXS1kM5lMuVw2TfOgTz22auvmNtcfLN28Mj516sAr7Uj87mtXn/7ffnp0ci63lXrtle963vZL82cvReLDM6ceU/ftfRNLTqTXllzXTaVSk5NtKc0D8EYI8BhQjuOk02kRMeo7BF5EVEPVE1ZlqzSAAT64FYi24Qw5X3x4cuPh4tbWluM4hlHXkAoAYEAEPa+/O51m6rGpIf8Z27ZFxHXdPW8xR6Ol+1nP81ZXV0+cONHBhXb24AAAIABJREFUxnaf32sbVsywom61KiKKevDR0X44VxRl7pFL+exmLDlRKuZExLSisaGxWGLkwHcFNwPr6+sEeKDDOAceAyqVSnmeJ3XXz/v0YVtECoVCPp9vV8t6UnDnFB9uVz/tV9F7nsckPABgj90AX/ewuz6oZ8c4jrO1tSU7XbZmmCJSqZQPvLhScYJrovHhyRPn5h65NPfIpckT594ovYtIYnh7VfygfbdALyDAY0AFKdFoJMAP7ElyNdvhtCvARzlJDgDwBna3rRmta99ZGeCj4NfW1vwpCn9kPBofnj97KZ/ZOPDifCY1f/ZSND7c0B/B2TFAFxHgMaB2x/Lr24J+++JBPVc2WHzYpmPkRCS+MzQwaIMjAIAjBd1unQfHSE3UH7Que3fVW3JCRCKxpBWJl4r5jbV7EixwFxHP21x/UCzkTDsWS4w29EcE5Xh02UDnsQYeA2rParo66cntI1IHbSN6/27AiiQMs4GvqyExZuABAG9ge99ZQ9US9W6SYg7qUfDBYbd+obuiKNMnL1Sc0q0b/1PMZ6KxpH8OfD6XrjjlU4++aebUY4qiNPRHRIcI8EDXEOAxoHaL8epeTSci5ljUfzBQR8EXCoVMJiMiseGpIy8OLSjOJ8ADAGr5u52LiJ60pe6oqQ9qCf3+VW+WHTt57hk7Es9lNkRk6eaV+bOXkmMz0cTw1InzhrU90lGtOOvLt7Nb6065KKKYdjSRHE+OTSvK3ord2DBdNtA1BHgMqHBr4IO0P1Az8MF3FW/bAnihHg8A8AZSqVS1WpUGi+aMQZ2B9wc75PWr3gwrcuKRp8qlfDGXGZ85o+umHUuYVjS4IJ/dvH/rB4V87s7CZVVVPc/zPG/+7KXN9QcnTj8RhHyfHU1qhlV1SgR4oPMI8BhQuwG+sbuBQdzErgM72EnNmTQD9d0CAI5U02U3MOau2poW0auFyqCFzKBIML6vbs60orWhPVAu5u/evHrrxv9Y0eTMyQu6YYnnlUuF1fuvFQtZz3NPPfqm2tPgFUWJJyfTa0upVKpSqeg6gQLoHDaxw4Dyp9AVXdWiDfQ6gz4D37Yz5MRfYG9FhQAPAHi9cKveZGcfu0wmUy4ffIjasRTi5NfVB4u3bvzP0OjU6OScblgiIopi2tGJmTOR2JBTKmyu3tvzFn9M33XdgbojAnoBAR6DqFqt+gVmxmik/tV0IqJamhYzZMACfGdm4GVnrmBra8txnLb+QQCAPhJu31nZ2cfO87yBGhr2Z+CtSNywYvVc77rV3Na6qunJ0em9rynK8NjM0s0rW5t7v8A4y+CBLiHAYxBtbGy4risi+rDV6Hv94f+tra3BGc7vWID3P9/zvIHaIxAAcLhg0NxodAZ+ZODq5orF4va+s8l69511SgXX8yw7euBe9Lph6bpRLuW92iPoam4J6LKBDiPAYxDt3go0cgj89luGB25X20NW07VW8PkDNVUCADhc0CnoDfbaA7hzTYgxd89zRWT/VvO7FEU8T+TgAD843y3QIwjwGES72+E0OJYvAzmc739diqIER7W3CXcDAID9aobdG5yBH7wx95oF8PWOufuL3h2neOCrnutWK46mG3sSfvD5g/PdAj2CAI9BFNwKNLodjtRM2g9OgPdn4O3YsKabbf2DOEkOALCf3ykomqIlGuuGBrDL3p2Br3sHO92wLDvqlIrFQnb/q9lMyvO8WGJkz/NBgKeEHugwTn3AIAo9li+DV0KfyWSKxaK0v35emIEHAOzjeZ6/76yetBW1gX1npWanmwEM8IlGeu2xqVNOqXBv8Xpy/MTrDofPbKTXH8yfe3pkcn7PW4IxdwI80GEEeAyi0AfSyODdDdSM5bc9wDOcDwDYIziaJMyY+84M/ICMuUtNB3p4r+2Ui+VSQUQM0zKt6NDIZKmQEZHXXvmuf1a857mlYt4pF+fPPT01d96y925ob1gxKxIvFbKMuQMdRoDHIPLH8iXUGnhjwI6C393Bru79bEOLJycVRfE8b3DutAAAh2tm1ZsWMxRD9ZwBOqv8yDXw+ezm2oPFYj4TPGNa0ZmT56fmztvRhKdoTqkQvGRHE+Mzj0Tjyczm6lZquVjIVqsVXTej8eTw+InY8HSpsJDJZAqFQiTS8K7AAMIhwGMQbQd4RbShkMfIyeAF+PpX04WmGZYdGy5kN5iBBwD4dvedbXwGXkSMkUh5JZdKpVzXVdXjv/eT34EqihobOmDf2fT6g4f3FpYWLhuGZUViIlIu5svlous65VJ+YuaMFR0uFbJOuaQoimlFDCviutV7r13NZTaWbl5RFEVVNbda8UTmzz2tGtHgDz116lQnf0xgkBHgMYj87K3HTdVouC/X4qaiKV51UGaJgx+zA2vg/T+lkN0oFAqZTCaRSHTgTwQA9LJmZuBFxBi2y/8/e3ceX1lZH47/85x9vfvNnpnMZDIL4wz71tGKLFYtS8WXKMgPrIO01ZeVghUXbBXKC7TVVwUUqFpFKVYLiIosX3yB4FLUmToMwzBbZkkm683d97P+/jjJyZ0kk2Vy781dPu+/LveenPMkZPJ5Ps/yecazlmXF4/FgMFjWptUc27adGXjJE6TomZ38Qi49NnToeP/uYOsqSfGVvn/88OsUIaLkYQWFFxVeVNxPRwf2Z9Px0cED4fY1gqgAIbZlZdOxocOv20Drus6ybCQSwQQeoapp/JFIhGYoFouZTAZOtStAKMJ4eACIxWK2bS94fb2r2iHwM56Ce+oQQghBaQLvPZWo3VSVa5LJpKZpcJJD4GPjg4OHXvOFOkqzdwAQJDXYunrg4K7o2LEZX5LLJDPJiZGBfS0dawVJBUIAgFCU4g2F2tdkM+lisQhYuQah6sIEHjWdkq7AktfPT36hTwAAXdedgYDGtlIJPPYGEEIIwfLK1kDJYL17nwY2f8jOpeMURclqYPZHouxhWC6fTZmGXvp+JhkZ7N/t8bXMns/nBVn1t9m2bRgGjrkjVE2YwKOms8zFeNCUvQGa4URljpBfdrIXE3iEEELTpvfAn+oSeudFM8zAT58h52+b8ZFlGpZl0gxHyNxH8bGcAACGXix9UyvmAMDZLT+b6m/N5XKWZWHIRqiaMIFHTWd6LP+UFuMBADs1dd/wCbxpmvF4HAAkT+hkIb+83FJ5TVJiACGE0PzcUHvKe+CdF82QwE/XnZ21hJ5QFADYtnWyr3V2BZIT6/zZlg0AcJIOgDQ1mY8JPELVhEXsUNOZ7gqc8hJ6b7PMwE9MTJimCXON5VcILqFHCCFUykm8KYGhBPpk1xRT+WwklU/lbMumOZr3SmJIIRQBANrbRHvg51lCTwjFcoKpa6ah0ww741PbtrVijqJoZx7exXI8ABhakWG42Y+jaFZWFEIIhmyEqgkTeNR0ypHAN0tvYMHjZMtO9U2OFIyNjVXniQghhGqWaZrJZBJOHrJt04odGC0kchNvDhuG4bwZ2NCWHU1614Y5hWebZswdSqO2v332p6ov3NW7NTY2EGhdNeOjZGzUMk3FFyKEKi3QK6mB7t6tkZEjgjTzXBjLNPLZpCD7aFuLRqNNckofQrUAE3jUdJa/hJ6ZOj3eWV7ewNyuwJz1bCtBUPw0w5mGhkvoEUIIJRIJy7Lg5CE70R+xC2aif1zp8AFLEYqYRT0znNDSBduyAhvamabZ9QYLFbHzh7tS8fFsJmHZljfQ5m56Tyci+Vxy7cZzQ209Mw7XUX2h2JhUyKXjkeO+YIe7wN7Qi9GxgY6ezaOHutKRI4ZhxGKxUChU0e8OIeTABB41nUQi4byglz0D3/C9gXl201UIIUT2hlPRoWg0apomTZ90wSRCCKGG5650mzNkF2LZYiqfG0p6e0JAEV3XAYAROUXk8hOZiTeGWZn397VSAmMVjIYP2TAVtVle4sWZE+YAQDNs59q3EIrSi/nB/t3OhLllWd29W9vF9d29WzhedI6FcxFCtfdsMk396P6duUxCEFWKpg1dK+YzXb1bRcXX2tmXjhwBgEgkggk8QtWBCTxqOm5vYBlF7Ca/sHlm4Ku2hN55Vio6ZFnWxMREa2v1nosQQqjWzL9oLh/LxvaPBte2EvqEhd8AIAaVYiqvpQqWbrJevlgwkslkY48LF4tFZ7vBPCGbF+TV689KRkcEyaMVsgDA8qLiDba09zjb3U/2JbLqTycnbGuyBh7NsP5Qp7+le+zQq847Y2NjmzZtKvO3hBCaCybwqOk4M/CUwBD2FDdr0SoHBMBu/ATenYGvWhE7KOl5RCIRTOARQqiZuXF2zj3wRk4jhLDSXJknAVbibNs28jrt4WEsa1lWIpEIBoMVbfAKikQizijG/GPuFEX7w13+cFfpm7PL2pViWL5t1cYWyyzmM5ZlMQzLCbJzNk1pyF7uN4AQWhysNoGai2maqVQKllHBDgAIQ9EyB00wA1/9JfSAhegRQghNmU7gPXNEbduygACc5JBTpwq9bVluxG/sqO0Wf5Urs2iOomhR9sqqnxcV92RZGRN4hKoOE3jUXBYsh7NIjIcDgEwm4+y4a1ROPOYlD8tLVXuojAk8QgghAFhoBp5iaNuybXPus80t3QQAiqWbpPTsSu16c17g2TEIVQ0m8Ki5TFew88xxouniMZ7G3wafzWaz2SxUtytQ+jgsRI8QQk1u/hl4ziMCQCGRm/2RpZt6TqMYipV4TOArBxfNIVR9mMCj5uIm8Ix66kvoYWoGvvSGjaekK1C9DfAAoEwt18fhfIQQanLzF7GTWtTgxvb8RFpLF0rftwwzM5zw97VKLR4gwPqa4ij4+c+QqxC34j0m8AhVDRaxQ81lOoGfayx/8dwZ+AZO4FekKwAAylTBPNxQhxBCTW4yyBKg1TnWzTECq64KsCwb3TfCCCzwFCHELBpapuDva+U9otzmBQB6asi+gUM2lNadrfKwu7+tmE87q/ZkWa7moxFqTpjAo+Yy/2K8xXN7Eg3cG1iRCnYAwLCCIHsL2SQO5yOEUJNzovbk4S9zkcKqpMqMwOp5za1Ko9J+sUVV2n1OHTt30VxjL6F3lq0Ripa94fLe2bLMXDqhFbI22CwrSKqPYac7UYqvLTp8EAAikQgm8AhVASbwqLk4R6QCADPXWP7isZ7GH853t6BXeQbeeWIhm8zlcplMRlGUKj8dIYRQLdA0LZ/PAwDrma/urOCTBK9YTBeyyQxYNs0znCoQenqXKONt/EVzlmVFo1EAkD0hQpXzrPvExHB07Jhp6IP9uwGgu3crEOINtIU71lIUDSdug+/p6SnjoxFCc8IEHjWX6SJ2y9sD3wwz8O4W9BVJ4CeGDgBAJBLBBB4hhJqTO2E+5/r5ExDCKrzEzT1NTyuNH7JjsZizAKG8IXti5EhsfPB4/25R8flDHYSiExPDuUwcbFsr5Lp6txBCYSF6hKoMi9ih5lKSwC+zCv1k/u9O6Tee6T3w/qrupoOSsnm4ih4hhJpWucrWUCxFiwxgyF6ifDYZGx8cOrKnpXNdsHWV4g3Jqt8X6mjt3jA+dMj5FEqGDLByDULVgQk8ai7TS+hxD/xCnEhM06ykBqr8aHfXPSbwCCHUtEp2vS0rZMNU0E+lUpY196Hx9a4SZ8glJoYH+3f7Qp2cIJW+T9NMoHXV8cOvJyaGbdt2hwwwZCNUHZjAo+bi9AYIQ9HCsnaIMVPr8Rp1ON/dTSd5QoRU+w8FHgWPEEKoXIvm3DtYlpVKpZbbrJpUibqzuUySECIpvtkfMQzHC7Jp6Fohi0fBI1RluAceNRcn32YUDshJCtouDiUwhKFsw2rUBH5iYsI0TViJ9fNwYkWc6j8dIYRQLXD3wLPeE2bgLd3MRdJaumDpJqEpxa9KYZUW2Xlu5Ra+SSaTPt8cGWm9c2fg1fJFbdPUaZohJ+kv0QwLAKZpiIqfZjjT0HAJPULVgQk8aiKaphUKBSipZ7MctMoZ8UKjJvBuGK7yGXKTD8WKOAgh1PTc2fLSqF2IZlMDUcu0YvtHnXdiLBvc2C6GVbFNPdlpc+7RM40ataf3wJdvCT1F0ZZlgm3POedhWaZzDSGU7A2nokPRaNQwDIbB5AKhysJ/Y6iJTJfDWfZiPOcmRrzgHHIjiuLyb1hT3K5AGcfyF09SAzicjxBCTW52Al9M5pNHJ2L7R3mf5O0JUSxtWxYUrfihMdu2dV33rJq7aAujNnjp2ZIE/oSobVlmNh0v5jO2ZdIMJ6t+Xlzs2S6CpFiWVShkhVlfYltWMZ8hFOVsj1d8banokLP5rrW12ifXINRsMIFHTSSdTjsvyjMDP3WTVCrVwAn8iszAE0JJnlA6NhyLxUzTpOlyHmmLEEKoLkzvgXcCrg2pgWh034jS4ePUyaPdCUVzksgpQvzQmNoTlEIKI80R4mmFnXHPBuNEbV5UWX664FwqPh4Z7i89wn1i5Iis+lu71zPswnUBPf627t6to4MHWjrWUnRJymDb8Ykhy7JUX3j2UfCYwCNUaZjAoybijruXJYFnShL4xgtXldhNtySKrzUdGzZNMxqNtrSswCACQgihlVVShZ4DAC1TMIsGK3Nu9u6iWFoMKtF9I1KrR507gZ8O2ZVs8srI5/OZTAZOXD8fjwxFhvudI9wDLd0UodKJ8UwqZuiaVsx3rzt9wRze429Jx8fautePHHtT9YV5USGE6MVCOhkpFnJrNp4bal/jXKliIXqEqggTeNREyjwDLzdyb2Bl98DDiefKYgKPEEJNyAmvhCbOKe5GTgMAVpo77XTed66ZjW7os2PcejHu+nm9mJ8YPXL88OuhjrWlC+AVbzg+Pnj4zT/wotLRc9qCd27vOW1s8AAAOHP4ju7erbyotK/eyDDc1HOx9CxC1YMJPGoi02P55V5Cv/y71ZpKlMNZktLewObNm1ekDQghhFaQE14pmXWKqNmWHds/Krd65ryY0M41cx/zzjR0yJ4ec58KncnY6MDBXd5A24zt64QQf0t3sZDNpKKGXnQm4bViLjlxvJBPW6ZpWbYge7yBNucjiqLbV2/yhzv94c5iIWvbwHK87AkqnmBpdXq5ZMy9Ct8vQk0OE3jUROasZ3vK3Ep47sR+I3Fi8IzddNWkYCF6hBBqYrqu53I5KMm9KZYObGjLReaOuaZmAgDFzt2zdeN+Q4bskhn4ydCZz6YAQFK8sy8mhAiyB2w7n0urXj42NjAxdmz46B4KCAAYptG1dmtsfLClc503MDmfL0geQZp73GTGc3EGHqEqwAQeNRE3gaekMvzm0xI747YNI5fLzd5NV2XuoycmJlaqDQghhFaKm2kzyuSaec4jAICWLohBhVAzDzYrJnKBDW2MyGqZIgAwPEOx0wVQ3Zs0XsiGknlvN3Sahg4ANM3OeT3jHOGua7GxgYnRo0NH9vhDHbLqpxmmkMsmoiOZRMS2LEIoj39RW9gUbwshxLZtnIFHqAowgUdNxElKoSSQL0cDL6GfLkHvW5kKdlCy9x57Awgh1IRmL5qjOUbwy5Y+mh1J8H5ZS+b1vGabFsdzZtEopguSYYBtw/BknXlO4ZUOv5P2UwJNGMo2rMYL2TBX3VmnaLxpGQw1x5JD0zAAwLat6PjA0JE9LR29ouKhCDEN3QZQvEFBVI7376YZVvEGnTrz86NZXpB9+UwcF80hVAWYwKMmMt0bkOcek14St4idOy7QMGaP5VcfLqFHCKFmNl13tiRke1YHjbw2+MqB2P4xLZknDAEbbMPSspq3O1DI5Iy8RossAJgFw9SMQKaodgecbfO0zBrJYkMm8G6gdPeiC5ICAIVsSvGGZl5t2/lcygcdulawLUvxBFlOSMXHc6moVsxrWsG2CS9IpmUaupZNx9XZd5iL4mvNZ+KFQiGVSnk88623RwgtEybwqIm4mXZ5EnilYZfQuzPw6sol8Cwv8ZKnmEvhDDxCCDWhOcfcKYYS/LJnVSD25oi6OsBIHCGEsiAzmsyMJn3rW1iZl6aq3GnpQvzgGACwEsepAq1wRrKYz+d1XWfZMnQDaocTKGmaldSA84430Na97vThI3t4UWG5E07dS8ZGDV0TFZ9lGoP9u0NtPePD/blMfKj/ddu2bADLskzT8AU74uOD/nDXYhN4f1vk+D4AGB8fxwQeoYrCBB41kcnhfAKUUM498DgDXyGKr7WYS2Wz2Ww2K8vyCrYEIYRQlU2PuZfUnbUMKzee0tKF9vPXWpZt6yahiZnWsmOpQF9rPpHjFIH3SzTHAIBzXHxs/yinCoENbYzMFafu7Pf7q/8dVYhpmtFoFABkXwshlPMmLyqBcBfY9tCRPYonKEgqRdGGrmVSE4V8dvX6s1q71k2MHAGAZGw0ER0ZHzpoaAWG5QmhCEXZunn80GuEIgMH/6+ls3cxzSitY7du3brKfK8IIQBM4FFTcRJ4WmJnF785BZTAAAGwG7Ck7ewDaVaE4muLDh902oMJPEIINRV3Bp6RpxP4YjJnmRbvERlp+s1MLA+EcF7RtMzUQFQIymJw8uw0ThUoltYzRduyKXl63VwjJfATExOmacKsMfdQ+xpCUUAI2LZ7int371aOl9pXb+R4iWY4Q9fS8fGxoUMEbNUX5njRuZVt2xRFR4aPjB4/mE1FZU9wwWbIXjxJDqEqwQQeNQvbtp3h/LIcAg8AhCK0xJpZvfES+BU/BN5RWseup6dnBVuCEEKoytwZ+NKDY4yCHts/qrRPn45mm7Zt2TRDEUJongXIm5pReh+ao23bNjWjUdfNzbNoLti62htoS8XHVV/YskyG5SXV7x7hLim+UNvq3zz7IiEk2LaaK1lpTwAoig53rB3Yv2Po6FvXb/3zBZvh1s/Dk+QQqjRM4FGzyGazlmUBACWVbecbLXNmVs9kMrZtO+GwMTjRl6IZaRGD7pWDdewQQqhplRSxKxl2t2wAgJKA67y0J//DuebEG01+BWEa9Cj4+cfcGZYPtHTP+YWKN2iahl7Ms5zIsiWn89h2Pps0TcMT6EjFhtPxRSXkeBQ8QlWDCTxqFtls1nlRuhhvmWiJAQDLsvL5vCRJ5brtyrIsa3I3nSfs7qZbEXgUPEIINa3pBL5k2J3iGAA4YY6dIhRDWbppW5ZlWABAsdORy7Zts2hQNEWxNCUyM+7cGEpOfl3aojlCKH+4U/WGM+loKj7O8SJF0bqu6cW8ZZmBlm7ZE0gnRg1DW8zd3KfjEnqEKm0le+cIVZMbsEsX4y2TOy3QSL2BWCxmGAas9Pp5wOF8hBBqYnMWseM9YmBDm5bM25btvukUqysm8nq6oHYHWHl6MrkQzVqmxXtFQpFGPfx1OXVnFU9ozabzVG+LJ9Aiyp5cJiHKHk+gtaVznT/cZVsmADAMv+B9AECQvAwrAIZshCoPZ+BRs5juCpRxCf3Urdzp/QZQMpbfsrItUXA4HyGEmtV01BanO6uMyAo+KaabmeG43OajGAoApJDqWR0a3z1gWZbS6WclHgAswyzEsoV4LnRah9LpBwBGbsw98MspW+MPd9AcR9HEF+ywLVPxhmwLGI6jGc62zEwy6g20eQJti7kVIUTxtSYix+LxeOMd1IdQTcEEHjULN8cuZwIvNmBvwM2WVd+iYnblSJ4gRTOWaeBwPkIINRtnaRthqBknv3p6QkbRMPJa/OAYK/EUS9GEtjRD8Mtyl8/I64kjEQCwdBMAQps7fWvDNM9ASQWcRlo0B8tL4AXJE2pdHRnqj44eC7f3iJJkmIZtg67l04kJXlLbV20MtHQt8m5OAm/bdiQS6ejoWGpjEEKLhAk8ahYl9WzLlsC7q/EbqTdQOzPwhFCyJ5yOj0SjUcuyKAq3/CCEULNwht1Lp98dFEMFN7VnhuIUTVmmBQAcx3m6A12ePtO2tXTeLBq2bTMCy/skudVDsbTzhQ25aA6morYo+5wV7EvVt/XPc5nE8f7XRgb2i7KXULRp6IahibLPtsxwx1p/qHORt1JKCtFjAo9Q5WACj5rF9B74Wb2BU9aQvYHpQ+C9K5zAA4Dia03HRwzDiMVioVBopZuDEEKoGizLcgLrnGPuhCJqd0Dp9Os5zdJNSZFYibMJaJoGMFWSftbJMA15jFw6nc7n87D0CnYuSfFuPuedHl/40Ou/0XXNti1CURwv92w42xto61z7FopebK+p9PDXU2sMQmgxMIFHzaKie+AbqTewnHI4ZVe6DR4TeIQQahL5fN45+XWekE0owik8AHCCAAC2NXV83EkOdaUwZJ+EJ9B62jmXtK/ekElGc9k0IRQnSKovHAh3LT57Bzz8FaFqwQQeNYtcLue8cDeuLx8lNuAMvBt3Vf8K74GHEwvRb9q0aWUbgxBCqDqWM+Zu5HUjp1mWRXMMp/CEpmbcqpFCdskG+GWFbF6QO1ZvAoB8LmsDUBR9CjfB0rMIVQcm8KhZ4Az8IjlxlxMUlpdXui3T+/Cxjh1CCDWPUytbo2eLqYGYni267xCKSGFV6fQTihCaUDxtFc1GCtllL1tD0Yxt2wtfNxdM4BGqDkzgUbOoRALvbqdvmOH8YrHoFAuohQ3wgBvqEEKoKU0fHLPosjXFRC62bzS6b4TmGVbmCUUszdQyBduytUwxsKGNUISWWKtoNkzIhlo6OAYAZG+YEMq2LRxzR6iiMIFHzaKkN1DGY+QaLYEv2U1XEwm8O5w/MTGxsi1BCCFUNdMz8IsL2ZZhxg9HovtG5FYP75Pc90VDTQ/E1FWB9PG4Z1WAEhmIQz6fN02Tpk9llXitqamyNTTDCYovn47hmDtCFYXHMqFm4ebY7tlvy0c13Ia6ksV4K98VgJIZeBzORwih5rHUGfjceNo2LcEvlWbvAEAxlNLpSxwaz0fStmk13jb42jn51eGMIxSLxVQqtdJtQahhYQKPmoVTxI5iKcKU7dfencxvmA11NTWWDwC8qDpb8XE4HyGEmsd0Ar+4XW/FdD66b4T3SrM/IjTFKrxt21q6QDVo1KYZTlT8K90WgBNLz65sSxBqYJix1i56AAAgAElEQVTAo2bh9AZI+Q6BBwCKpwlNoIHG8qcT+NrYAw9Ti/lTqdTkAb8IIYQa3fSiucUtoTc1AwAodu5V8TTHAICpmQ02A2+aZjQahanN5yvdHABM4BGqipr4145QpVmWlc/noawb4B2UwEDJGXX1zk3ga6SIHUz1Bmzbxkl4hBBqEkutO0tRFADY1tzl023TAgBCkwarXBONRi3LgppZNAcAshcr1yBUcZjAo6aQy+WcILf4eraL5PQtcrncKR+7UlPciFsjRewAQPaEnReYwCOEUJMoWUK/qKjNiBwAGLninJ/qOQ0AWJFrsCX0bsiutTF3wJCNUCVhFXrUFNwZ8kUuxls85yQ50zSLxaIgCOW9efU5EZcQUju9AbcwDw7nI4RQk1jqwTFiSAlubJ/YP8zKPKEpADALeiGRM/KaliwUEllOESzDchbNQaOsm6vZRXOAS+gRqiRM4FFTcEN1hWbgASCTyTRMAi/IPprhVrotk9x+CSbwCCHUJEqG3RcVtXmPKPhl79pw8nBEDClGXisk8skjE2ZBNwq6FFbTQ/HYgVEtM3nbxlhC7ybJas0soVfw7BiEKg8TeNQUlnqi7OK5w/nZbDYUCpX35lWWzWadSgG1M5YP2BtACKHms9QidgDgWxs2DB0ARnccLSZy+YkMq/CBjW0UQ0stHgA7cTjCalSxWOR5vjES+OkZ+JrZ9SYofprhTEPDMXeEKgcTeNQUlnqi7OI1UknbGlyMB7iEHiGEms/kwTEUofi5C8vPRijiXRvm/XJ+PB3Na61nrmJEjpE53itRDAUAjMhF/veYpmksyzZAyIaa3ANPCJE8oXRsOBaLWZblFBdECJUXJvCoKUwvoV9cPdvFc7fnNcCGuukKdjXTFYCSInaYwCOEUJNwEmyKpwlFlvSFtmmJLWoAbKnFM+MjiqWFoJwHMAwDE/jKUbwt6diwaZqxWKzeVyYiVJtwYAw1hVNYjLdIVAOdSeN2BSRveGVbUorlJV5UABN4hBBqGpMJ/NLH3I2CHts/6hSln431Cs6pNA0QsmFqZxnLS7yornRbprnr5rAQPUIVggk8agqVW0JP8Q2YwNfUDDwASJ4WAEilUsXi3EcEIYQQahi6ruu6DosuQV/KOQqekLnn7WmBAQDbthtg0Zyu66lUCkrWqdUItz3RaHRlW4JQo8IEHjWFCh4jJzVOAu/GWslTW2veZC/2BhBCqFmULJpb8pg7zdEAYGrGST63AYCiqAYI2c4mcygJkTVCwRl4hCoME3jUFKpwjFwDDOeXFLGrrd4AJvAIIdQ8nOzaNE0TrEI0q2eLYC/2a3mPGNjQVkzmbXvW19hQzBZkRaZpugES+NqsOwtTi+YAQzZCFYNF7FBTqM4xcuW9c/XV7gw81rFDCKGmMTAwkM1mLcuiClLiSAQAaJ5RO/xCUF7waxmJ432SqRmZoYTS7iX05EyVbdm5sZRRMBiRYygGQ3bluGPuOAOPUIVgAo+aQgWPkWugKvROb4AXVZYTV7otJ3B7J5jAI4RQYzt69Oj+/fszmQxN07xu5CNpo6DrOc0sGnJBUzv9C97BuzpoFnSjoMcPjrEyTzG0ZZpGVrNMK7ylK7orbSaKjZTA46I5hJoNJvCoKZTsgS97At8gM/C6rqfTaai9sXwAkKeaFIvFVrYlCCGEKicWiw0NDR04cEAQBIqixKAshlUAMPJa4tA4AHCKwHsXGGKmWDq4qT09lCAUcWraAQAhRAjKalcgpRw2E0WnTh7LlnlRXjWV1J2trQReVPyEom3LxDF3hCoEE3jUFKZn4Mt9Drx7yE29J/CxWMzZMSipwZVuy0zS1BJ6TOARQqiBDQ0N7dmzx+PxUBQFAISjnfcZkZPbvLH9o5y6cAIPAISmPKsCapdfz2mWblIMxcq8c6S8O46fyWT8/oXn82tWyRL62krgCaEkNZBNRjBkI1QhWMQONYXJE2VZijBl/p13l9C72+zrlBtoa3AGXvJMjingejyEEGpUpmmm0+nSWXFamH7NKjzFUHqm6E6qL4hQhFN4wS9xquBk71AStet92L1m98DDVJM0TXNW9iGEygtn4FFTmEzgy13BDgAongaKgGXXe1fATeDl2usKuOvxcDgfIYQalWEYtm1zHJfP55133Bl4B80ytm1bhklzp959bZizY5wEnlC0qJRzHYFezMcnhnKZpGnoFEULsuoNtImyd0k3kT2hyFQjVVUtY/MQQoAJPGoGlmU5vYGyV7Bz0CJjZvXG6AoAgKgGVrYlsxFCibIvl47iDDxCCDUqQggAWJZVKBScdyj+hATe2edFqGWtpCtdQr+c+6w4Z0RbUgOElG1pYTwyNHR037GDfyp9s7t3qzfQ1tLVl88mk9GRQi5tmgbNsKLs8QU7BGmO/Lx041tPT0+5mocQcmACjxpfLpezLAsqUMHOQUusmdWz2axt207/ox65k9uiUnN74AFAVAO5dLRYLOZyOUmSVro5CCGEyoxlWY7jCoXCdN3ZkgTeMiyzaNAsTS1vKxzVEKVnM5lMsVgEAFEp25h7KjY2dvzgYP9r3kCbpPoYhrMsM59NDR/da9t2dGyAYbnB/t0AQFGU063qXnd6sHVVsHX1jFu5rcJhd4QqARN41PjcIE2Vu4Ld5G1FFqYmDUSxtg5gW7ySPfC1mMBLaigKBwEgHo9jAo8QQo2HEBIKhWzbdrO+0gQ+F0n517cKQWWZT6EbovRs2cvW2JY1Ptw/cOi1UPsaXpCdNymKllU/L8oHXntZVgO2bQdbV1EUk0lHC7l0LpPY9Zufdq7ZvGr92d29W0vvJk0t5YvH42VpHkKoFBaxQ42v5BD4iiTwjdEbSCQSzgupfMP5ZYS9AYQQanhdXV1nnXVWKpUqFouWZVE8CzYYOS19PKalCjTPyG1L24w9mxuy63oJvRsKyxWys5m4oWuS7BXEmUMktm0DRR3c8xvJ49e0QmT0yMDBP40P9eczSUPXXv/984d2/2bw0C7LMt0vcY+zwZCNUCXgDDxqfNMJvFyZBL5kQ10oVHMV4BbJjbI1uAceANwiPe5AA0IIoQbDsuxb3vIWVVXj8Xgul0sOTABNACCwoY0ROV9veJnr56FREng3FJYrZBfz2YGDu/wtXbM/ymeSqegoLyiZxARFMxOjR1V/Cy8ohBAAm+PFibFjvnAXw/LtqzdNtWoygcfSswhVAibwcxAEYaWbcOqoqeIuPM875V6QpmnOC0biaJqe/2Io+RlSi6uUQ8uc80LX9fr95UmlUgBAM5wgeZa/k7/0Dov5mS/IXdifTqfr94eMEEJofqIosiwrCALLs+EzuwGAEVjeJ4lBxT0Kbjkaowr99Ax8mRJ42zIBgJqqh2fbdjGfyedSpq4lYyOFfIZmmExyoljI+cOdDMtPfR2RFF8yNjp8ZI+s+vzhTkHylLYKx9wRqgRM4OegKMvdYVULZFle6SbUCl3XnRecKpQeMLsgmqYXk3xyKu8+qH5/eZzegKj4OY4r420pilrkOMj8VO9kSdtcLle/P2SEUNnV9R8EN8TwPM8w2CWblM/nWZaVPErHWWsW/1WEkMWEeE6dHAIuFAr1e8KZe9Ke4g0vqWNzMiwnrOo7IxEdEVW/rhWio8e0Yn586BAAZFOx6NhRUVR5XpZVPy+cUIaGZhiaYVR/aPjoG+GOHtUbBADVFyaE2LadSqXq94eMUM3CaDGHuq6Z6fF4nD/l8XjcqRGKxsbGnBcWC+7hNPNgGMbpSOm6bprmgtfb3GSCOjo6Wqe/PPl83lmnIMjexfyIFkRRlDMQYFmWuwJiOWh+so8+MjJSzR9yMFiLJf0QQi5CSP0e/+G2nBBSlrHOBmBZlrPxjZLYJf2fXeRvAjO1aC6bzdbvz7x0Br4sv/+yJwAA2VRMUnyRof7hgTdZTvQE2hiGY3lxYmzANM3Y+ADNMh7SWvqFpqEDAUn2ZtIxvZh3GsOwPCcoxXw6Ho9X84eM/V7UJDCBn0NjrDy3bbsxvpHlS6fTzgt3rXt5uVvrM5lMnf7MpzfAl6kcTtl/DoI8WbgomUzW6Q8ZIVQJ6XS6fv8m8DzvzE8WCgV3TrXJZTIZ9+TXRY7/OvuqFjlebE1NV8fj8WQyeeoNXVHj4+POC5qTyzJKznG86gubhn74zT/GJ4ZEyav6wkAIgG0ahuoNmaZZyKUKuUw+k+SEqWUvtp1Nx4OtaxhONA1T1zS3MYLsK+bTqVSqmjk8z/M8zy98HUJ1rl6HHhFavJIq9BUZsaJKithV4v5V4GyABwBBWm6B3woRJJ/zon77WwghhBbkhmymQmPuEgvkhAfVIzcUClMVXpevrXt97+YLeEFJxyO2ZWXT8XQiEh0bMLRCS2evJHtUbyg+fjyfnZwUsS0zGRs1TUOUPc47JXvjJ4fdLctyJ1EQQuWCM/Co8bl5NV2Zc+AboKTtdAIv12oCP9Uwt6kIIYQajxtJSWXG3IEiFEdbRbOuE0snFBJCOUXjyoJm2Lbu9UNH32zpXKf6W9z3RUlVvKGJkSMHdv86nZxITAzTLGcZulbMh9rXsCwfCHVOjB3r7t0qe6Y3nQny9NkxXm+Ndi0QqlOYwKPG5wZpqkLHyEmTswQNkMBzYtm6AuVFMxzLS3oxV9ddrrIYHR29//77d+/e3d/ff+TIEVVV29vbzzzzzA9+8IOXXnppjdfBikajzlGL3/72t7dv377SzUEI1Rz3jzxTmZANALTMWcV8XUcTJ2rzkkpIOdfS2rbtD3eZpimrPtMwKJrmeIlmWABo7zlN1wuEokzTECUPzbCEENkTUL2heHSkWMgJkupspHe4w+51/XNePgzZqBJq+vcGobKYXo8nVWg9Xt0voXdbXsax/LLjRVUv5pp5Bt4wjM9//vMPPPBA6elHhUIhEons3r37kUceOeecc/77v/+7t7d3BRuJEELLMb3rrTJL6AGAllk9ltd1XdO08h68Uh1unT93c1m5MCwHALZlzu4M0DSzet1Z6cSEJ9Bq6BrD8oKsGro2dvygZVlrN53XvnpTaTk9fuoOTZvAY8hGlYMJPGp80zPwUkV+4WmFm/GguuO2nK/tBD6TGKvfLtfy3X777V/72tcAgOf5a6+99owzzujs7BwfHz9y5MiPfvSjwcHBHTt2nHvuua+99lp3d/dKNxYhhE6FO0pLVWgJfcnGt3Q6XY9Hjbh1/nipzCe08YJM0UyxkDVNg6Zn/vzz+bQ/3NnZs5nlJdOYLFZHUbQn0BpsXe1M1Lvckjr12zVaJgzZqHIwgUeNz5lepniaMBWp2kiJjbMHvqYT+JLh/Hrsci3T008/7XQFtm7d+txzz7W3t5d+evfdd99zzz1f/OIX4/H4jTfe+OKLL65QMxcQCARGR0cBwOOp3d80hNAKciMpo1RuBn5641s9RhP3R8SXe9cboShvoK1zzVsiw/3Bth6Kot2PtGI+GR3u7j29e93pguTRijnT0CmK5kV5zmX8vDg5uNCcCTyGbFRRK5DADw0N9ff3L3joy9vf/vbqtAc1PCd4UJWpYAcAFEtRfH1XxHGXLHK8vLItmQcnTLatTrtcy/Tggw86L372s5/N6AoAAMdx//zP/7xnz57HH3/8pZde2rlz59lnn131Ni6MENLa2rrwdaiWYNRG1VSyaK5iUXtqOV6dRm03gedEZf4rXbpWMA2NEIoTJEIo09Cz6bhWzIFts7woq353XVuwbXU2HS/ks6MD+2VPgOUE27aL+Uwuk+hauyXQ0i3KXgDghQV6C+7gQp3+kJcJQzaqqKom8P/7v/97ww03HDp0aDEX1++xrqim6LpeLBahkmP5AEBJbIMk8IvuDVQfJ0wO55duJ2seu3fvBoANGzasXr36ZNdcd911jz/+OAD87ne/m6c3kMlkRFGkafpkFyDkwKiNqq+kiF2lorbbH6jTdXPuj8gNi3PSi/lUYjwyciQRGbYsgxcVWfUzNGtYBrGBUNRg/24A6O7dCoSEWrvbuvsoiqYourt3Ky9IqUQEbNu9JtS+Jti62h/uXGQj3TH3uj6u75RhyEYVVb1z4A8fPnzRRRctsh+AULm4Z6XSFatnC1P9jGKxqOt65Z5SOdMJvFDLCfxk2+q0y7VMhmHAQj2hbdu2feYzn/nMZz5z+umnu29+4xvfIIRs2bIFAB555JH169erqsowTDgcvvjii7/3ve85eylny2az//qv/3rhhRcGg0FVVU8//fS/+7u/279//8mevnv37ptvvrm3t1cUxZaWlre//e0PPPCApmkz7kkIIYR85zvfWeYTk8nkXXfdddFFF3V1dcmyvHnz5ve9732//e1v5/n5oCXBqI1WxPQe+MpVoZ+a26/TqqjuKPY80+CxsYEj+/7466e/ves3P93125++8YfnBw7835v/99Ku//35rt/8dPerT48PHQq0dAdbuhPRkeEjexLRkeP9rxfzmYnRoyPH3tSKBUGQBVF9y7nvPP3Cv2xbtXHtpvMWn71DSchuzgQeQ/YMGLLLq3oz8Hfeeafza3H11VffcMMNq1atoqjqDR+gplVyCHwFZ+Dd0YFUKlWPq7tLEvhaXkIvOS/y+fzKtmRF9PX1jY6OHj9+/Gtf+9qtt9465zUtLS333HPPye7wxS9+8Utf+pL7nxMTEy+99NJLL730ve9972c/+9mMHW67du264oorjh8/7r6ze/fu3bt3P/zww3ffffdnP/vZGTe/995777jjDtM0nf90Cu2+8sorDzzwwPPPPz/PFMSpPfG3v/3tFVdcEY/H3Xf27t27d+/eJ5988tZbb/3qV7+64OPQgjBqoxUxHbUrlsC7QwN1um7OTeDZk4Ts6Nix6OixA7t/TTEc2PaqvjMpminkUulEhGH5bComKl7TMETFSxFKAlB94dHBA5LsGT1+YGJ0wF1M0927VdcLbas2yqp/qY1s8hl4DNmlF2PILrvqJfC///3vAeC9733vE088UbWHIuSG54rOwLsVceq0vlqhUAAAQiia4Ve6LSfFcE2dwG/fvv3Xv/41ANx2222/+MUvPvrRj15++eWKstgVE/39/XfeeScAnHPOOVdddVVPT8/OnTt/9KMfjYyMvPzyyzfeeONPfvIT9+JIJHLxxRc7sfYDH/jAxRdf7PP5duzY8R//8R/JZPJzn/scIeQzn/mMe/0jjzziROu2trYbbrjh3HPPTSaTTzzxxLPPPrt///6/+Iu/2LNnz/yn3S7piaOjo1dffXU8Hpdlefv27RdeeKEkSXv37n3ggQeGhoa+9rWvveMd77j88suX9ONFs2HURivCnRWffwm9lirkxlNapmgZpiAJnCwIIYWSF9WtZZTJSFf3CTwvzf5UL+ajYwPHD+/hBTk6NhBoXUUzHACwnJDPpoYOv97Rs1mUPYah5VJxxRsEAJpmWIY79PrvaJZd1XeWIKqEpk1di40PZtNxyzI712yRFO+SGukOLjTnrjcM2RiyK6p6CfzRo0cB4KMf/WjVnogQlC6hr+QeeFqp7+F8J4FnOLH0ENdaw/Ki86I5ewM33HDDCy+88F//9V8A8OKLL7744ossy55//vmXXHLJxRdffMEFF8x/tJ4z6rF9+/aHHnrICczXX3/9P/7jP1555ZU7d+586qmn/vCHP5x33nnOxXfddVc8HmcY5vHHH7/qqqucN6+55pqPfexj73rXu/bv33/nnXdee+21ziB9oVC44447AGDTpk3PPffcqlWrnOu3b9/+uc997p577tm/f/9jjz12ww03zNO8JT3xmWeeGR8fB4Cnnnrq0ksvdS6+8sorr7nmmk2bNmma9uSTT2JvYPkwaqMVMVl3lqMJe5IVHzakBqK5SDq2f5RQhKKpDKFsGwIb2hiV864Jw0JxrGGW0M9ZdzaVGB889JogKYWcxQuSk707KIpmWJ6iaZblI8P9oqQ4CbyuFXLZRDo1sbrvLEnxOV/CMBwvKpwgDRzcxbLC6g1nL6mHwHKTIdvpYDQbDNkYsiuqesvhVFUFgFAoVLUnIgRVn4F3xwvqixMqWE5Y6YbMx+0NOFUJmw0h5NFHH33kkUfOP/985x1d13/zm9986Utfevvb3+73+9/97nf/6Ec/mqcKw6pVqx588MHSYfWOjo4f/vCHTmmcL37xi86bR48effjhhwHgk5/8pBuYHT09Pd/85jcBIJ/Pf+tb33Le/OY3v+ksorv//vvdroDjzjvv9Pv9ADD/GTlLfeKuXbsAgOO4Sy65pPTitWvXfvrTn/7whz+8du3aeR6HFgmjNloRTlI9T8jODCdykXSif1zp8PnWtXjXhgPr29VOf6J/PB/LpgaiCz7CHXOv0wTeTYmZqbBYqpjPAADL8QDAlGTvtm3ZtsVyQmJi2Ck5aUzFi1w6PjZ0SFYDDMNaU8uqHYonyAuSVswVckv7WTGc4CT8zbloDkM2huyKql4Cf8455wDAn/70p6o9ESEorWdb0Rn4Ot9QN1mof66uQO1o8uF8xw033PDqq68ePnz429/+9rXXXuue75LL5Z577rkPfvCDfX19J/sze8stt7DszD5xX1/f+9//fgD41a9+5XTpnnnmGWfn8y233DL7JhdffHFfXx8AuLVnXnjhBQDYvHnzjNgMAAzDPPjgg/fee6876D6npT6xra0NADRN+/a3vz3j4rvuuuu73/2uM72AlgmjNqq+YrHo/DU42aI5SzezY8n4wTG1O8CpkykiEOBUwbM6mDg0np/IGIUFqsmW7norZ+urxR3FnnPY3dnYTCgGAEpPhiCEgqnFCZZtOm85/6lreQBgGBYACDWz2rkgeQCgmF/aVnZCKIYVAEM2hmwM2RVQvQT+E5/4BADcd999zVlBGq2Ukhn4ii6hn7x5PQ7n67ruFDVl2NrdAA8ANDv5Q27OGfhSa9as2b59+2OPPTY6OvrGG298/etf//M//3OnwNixY8e2bdu2Z8+e2V917rnnznm3Cy+8EADy+fzo6CgAHDx4EAA6Ozu7urrmvP60004DAPcRzvVnnnnmnBd/4AMfuP3226+//vp5vp2lPvH973+/LMsAcPPNN5977rl33333b3/7W/ytKDuM2qj6pjfAnySBLyRytmXzXonmZm4CpRia90vRfSPF+ALbrBi1jkM2nDADP0cCP5mHAwCAoZ2QPDMsb5i64gs50+xu0DdNy7IsU9commHZmT95iqYH+3dbprHUdjr3xz/OGLIxZJdd9RL4d7/73bfffvsbb7xx5ZVX7t27t2rPRU2uZA98xY+Rg/oczndPDaFnhe2a4hbYm3HMSZM77bTT/v7v//7ll19+/fXX/+zP/gwA8vn8P/zDP8y+sqenZ847uKvX+vv7AcA5NmxoaIicxE9/+lMAiMViAGAYxrFjxwCgu7v7lL+FJT0RAPr6+p566qne3l4A2LFjxx133PHWt77V6/VedtllDz30UJ32yGsQRm1Ufe6/35PNwJtFI7Z/lBHnDuisyAHAgjPwhKEonoa6TeDd5MeZ4p5BUnzdvVt1rUgzrKblteL0CnZRVkTJk08ntGIu3NErypN16SiazmcSgdbVsuqHWRvdTV3r7t16Cj0EiuEAQ/aJMGRjyC6LShWxu/vuu2e/qSjKunXrXnrppS1btrz1rW9dv359d3e3s5djts9//vMVahtqKtO9garMwNfjHnh3CxZTwyXoAcCtxDPPnrFGtWPHDuds1Q996EMnu+a000579tlnt27deuzYsRdffLFQKAjCCX27k9UfchfpOYWRxsbGFtMky7IMw9A0zTntludP/ZdnSU90NgReeumlb7zxxi9+8Yuf//znzz333OjoaLFY/OUvf/nLX/7yrrvuevTRR9/xjneccnuaE0ZtVAsWrDtrWzac/K8ZUAQAwLbn/rQErXBWMV+nyYMbBGlmjoEM1ReeGD2WyyR4UQl39E6MHJE9AVHy2AC6VgTbLuTTtm37Ql0My+laQSvm04mI7AnoesEbbDPNE44Zt207l0l4g+2SvLQq9DA1A6/rum3btVwit+wwZAOG7AqrVAI//34Gy7JeeeWVV155ZZ5rsCuAysLtDbhL5irBXexXjzPwbleAoqt3LMUpaOYE/rnnnvvCF74AABdffHF7e/vJLvN4PO9+97sfeughy7KOHDmyadOm0k+PHj3a2dk5+6uc0XQAWL9+PQCsWbPmj3/844UXXvi73/1uwYYxDNPR0TE8POwM6p+aJT3RxfP81VdfffXVVwPAwYMHX3755SeffPLZZ58dHh6+5ppr9u3bV48HOq4gjNqoFiw4A0/zDAAYRZ1V5shAzKIBANSs1fVz3Efm9Ghe1/V8Pi+KNV3/ZbaSdXNz/BAommlbtcE09cFDr+l6QfL4o2PHwLZ1rWiaui/U2blms21ZhXxmfGjyj3/P+rNS8dFcOp7LJHhx+oBx27Zj44OGoSveoHsQzOI5zXMSudnbuRsYhuzZMGSXV6X664s/6hChinJ6A4QilZ2Br+cNdeZUyVmKrun4Sk3N+zVhAr9mzRrnxe9+97v3ve9981w5PDzsvJgdC3fu3Llt27bZX/KHP/wBADiOcwrSbtiwAQAOHz58sjmTyQpJhDhb+NavXz88PDznFj4AuPvuu5966qnW1tann376ZG1e6hOdnoeqqoFAwLmgr6+vr6/vpptueuCBBz7xiU9MTEy88sor733ve0/2RDQbRm1UCxbcA897xMCGtuThiOCXCXXCnwvbtouJXGBDG+9dONUs3QZfdwn8dNSm5u7Gy6q/u3crx0taIXtk3x9UX4s/1GlZpih72ro3+MNdgqxmk9FiIQsALCco3hBDU8PH3hw48Cea5QVJJRRt6loukzAMfe2m81o617k3z2USuUzC1DVCUYKoKt7gyUb/6an3my2Bx5ANGLIrrFJ74NPLVqGGoWbj9AYokVnwYNjlcO+fSCQq+JjKcNZTQc3PwLvNc0ruNZWLLlR76ZIAACAASURBVLrIWfD22c9+dp6KviMjI7/61a8AYPPmzS0tLTM+/fd//3f3/7Xr8OHDP/zhDwHg/PPPd2Lt2WefDQBjY2M/+9nPZj9iYmLC7/czDPNP//RPzjtOQZ0//vGPswfjLcv61re+tWPHDkmS5vnulvrEbdu29fT03HjjjbMvdmvn1uO/xJWFURvVggWX0DMiK/hlUzczQ3HLmD7wzDatzHDCKOicKnDqwkeiugl8Pf6tmF43N9cSeocoe3s2nN297vTzLr727Vd89Ky3/dW2d9944Tv/v7Wnne8Pd4qSJ9S+pnPNWzrXvKWlc52k+BRvaNW609dt+bOWznWJ6Gg8MuQNtrev3rTprHd0953hLIbXirmBg3863r/7td89veeP/+/13z83Orj/8Jt/SMZG52yDW9B+duhpbBiyMWRXWvWK2CFUfaZpOvWTGbWyu7sJRZxH1PUMPKFq+g8CIZPNa8IEvrOz86abbgKAgwcPnn322Tt27Jh9zfHjx//yL//S+Q10A2epI0eOfOITnzBLzvgdGxv70Ic+5PQF77zzTufNK6+80il++5GPfOTll18uvYOmaR/5yEfS6TQh5K//+q+dNz/1qU/5fD4A+PjHPz4yMlJ6/d133+0Mvb/zne+c57tb6hPPOussAPjlL385ew7hkUcecV5ccMEF8zwRIVSbpmfgpxJso6AXotlcJF2I5yzdBABvT7D1zFVqdyB5ZCJ9PJYdTaYGY/FDY2qnv+X0bt/a8GIeRE+twK/HyjUlM/BzF6RwibLXH+4Mtq72BtsFUZ1/I7qk+NZsPLd73elnve29Z2y7orWrb83Gczt6NjuHyWvF3OCh1w6+/tux4wf94c5wx9pQ6+rY+ODAgf8bGzwQjwzNvqE77G6eeLZ8w8OQjSG70qo34fb1r38dAD75yU/Of9nIyMiPf/zjUCg0T+EHhBYpnU4752SebCy/jGiFM1LFbDar63p9LRWzp+r9UKSmE3iqZDHeyrZkRdxzzz07d+589dVX9+7de+GFF77zne8877zzQqGQYRgjIyN79ux57rnnnEj/qU996pprrpl9B1EUH3rooV27dv3VX/1VT0/Pzp07H3vssaGhIQB4z3vec9FFFzmXEUK+/vWvb9u2LRaLXXbZZddee+2FF17Y3d198ODBhx9+eN++fQDwuc99zqkoCwCBQOALX/jCbbfdtmvXrrPPPnv79u1nn312JpP5yU9+8uSTTwLAtm3b3EA+p6U+8eabb/75z39eKBTOOecc51iacDg8NDT0xBNPPPvsswBw2WWXbdy4sTw/9yaGURtVnzsRRyuckddTx6JaZnoCkxAiBGS1OxDY2J4ZSVAMZRkWAHAcR9GUEJT5sEzoRQUyd4CgHhN4dxSbKvewOyFElL3Owe8zjA8dOrp/p+IN+oMdbqV6UfHKqn/oyB5CUYonMGOffDMPu2PIxpBdUdVL4G+55RZYRFcgFovdcsstXV1d2BVAyzfdFahkBbvJRygsANi2nUql6qsUhxtZa3wGvsmpqvrcc8/deuut3/3udw3DeOaZZ5555pkZ11AU9fGPf/zee++d8w5PPvnktdde++qrr7766qul719//fUPP/xw6TsXXnjhCy+8cOONNw4NDX3/+9///ve/P+MR//Iv/1J6/a233srz/G233TYyMjLjozPOOOPRRx89Wd3yU3vi5Zdffvvtt3/lK18pFov333//jFtdcMEF//M//9NUFY8rBKM2qj43nbaIHds3MrF3mOYYVuEpmrJ0U0sXLNNqOb07sKFN7fSrHX4jr1mGJcoiI3I22Is/sYyaOlm2HhN4e7rMfpX+0OnFfC6dYFiuNHt38KKiesMDB3f5w12htp7Sj9wFAk2YwGPIdt/BkF0JNbfl1Tl3IRKJrHRDUCOoTgn6yUeUnCRXXwm8a+GDd1YUmeqp2Is4Iqgheb3e73znO7fccsvjjz/+wgsvDAwMTExMqKq6evXq1atXn3HGGdddd5075j3b2972tjfeeOPee+/9xS9+MTQ0JMvyli1bbrrppuuvv372xZdccsnrr79+7733Pvvss8eOHbNtu6+vb+vWrZ/61Kc2b948+/qPf/zjb33rW//t3/7tlVdeGRsba29v37hx4xVXXPE3f/M3C3YFTuGJ99577wc+8IGvfvWre/fuPXbsmKZpa9asWbdu3U033fSe97xnMY9D5YJRG5WRE7VtsDOR5MTeYTGkiAHFzVLFsJodSY6/NsgIrG9dCxBgJA4AWIGHqRPmFsndWFffCXy10p58NgUAkuyd84mi4k3Gx5xrkAtDtgtDdtlVMIHfuXPnu971rhlvhsPz7U0yTdOZMp3n0AWEFq8kga/4Ced0PfcG6oI9NcLQ5CO1W7Zs2bJly5e+9KVT+NqOjo777rvvvvvuW8zFfr//y1/+8pe//OVF3vz000//wQ9+MP81sizPM/6ypCeeeeaZjz766CLbhhYDozZacc6vk80Qy7Q4VRCDJxyOQCgid3jNI3ohkTMKOiOc+m61ul5CX32maQz27/aFOub81DmO3jSa7oCYxcCQ7cCQXV4VTOANw5iYmJjx5ux35nTzzTdXoEWo6ZTupqv0sxhPvSbw0/lws85sI4QAozZaaZZlTR5nwJPY/lG1yz/7GkII5xEBQEsXlpfAT4bseix/Xf2oTdNMd+/WZHRkzk8t04CpNB4hVAUVTOA7OzvvuOMO9z+d7RCl78zdIIY566yzrrjiiso1DDWP6Rl4T8Vn4Ov3TBq3K2DbNb1LzbYma7Eucn0XQmhJMGqjlZVKpZzN0kSkAYDm5u6jUhwd2z+qtPuW8yx3WL/uQjaU1K6rWtQWZBUA8tmUN9A2exV9LpMEAFFSZ7zvNq/sxfYQanIVTOC7urruuusu9z+drkDpOwhVWjX3wNN1m8C7+bCbIdcm2y2219xL6BGqEIzaaGVNL5qTefvke9pt0wYAQi8rENASQxjKNqy6WzQHJyTwVZqB53hJVHy6XkzERn3BE/bLFAvZdGJ8Vd8Z3kDbjK+ycNgdocqoXhG7v/3bv63asxByxONx50UVqtDXb0UcN7LWeJ1Yy5o8PY5haq76JkKNB6M2qjI3ged9YgFAzxZpfo6/9kauGNjQxojLC+uE0CpnxAtuP6GOTEdts3qHqrZ2rdMK2aP7d2qFrOwJMixnmUYhl86mYl29W0NtPTPOkIOSWQGcgUeovKrXD37wwQer9iyEHG5vAJfQz8PNh01jsQfwrAjTwAT+VHR1dV166aWAcyBoiTBqoypzh7/FNlVeo8QPjnGqQLEn/OHSM0UtU6Q5hlOFZT6OUXkjXtA0LZfLSZK0zLtVkxsE50ngc5lkKj5azGcty2RYXlZ8nmAbw5z6qAfHS129WxmWL+Yzg/27nTe7e7cGW1eHO9Z6g3OUsXTL2mHUXjwM2WgxqvcvamxsbDGXcRwnSRLPVzzdQs3AyaUJRapQhd4dI6i7BJ7jJiO6VdslZC1zsnksi5VyluCqq6666qqrVroVqP5g1EZV5k6G80GZbVFt204cGhdDCqvwxDkHPpkvxHPBje2eVQFCLXcvFevhCwAAkEgk6jaBnyNq27Y1NnggFR9302wA6O7dGoscb+veoHhP/ZhbXpBX9Z2ZyyT84S5DL1IULUiq6gtT9NzZhJvAY9RePAzZaDGql8C3tc3cGzMPURR7e3vPOuus973vfVdccQVueUWnxhnOp2UWKv8bREksUAQsu+7W47mR1TCKK9uS+bkLBLArgFAVYNRGVTa9B17l1K6As787tn8USoaSQqd1qKsCvK8M+TZdcpJcR8fcB6TVJnfYfc51c6MD+9OJyMixNwMt3YKkUhRtaIX4xFA2GbUss2vtVknxLvJBlmkU8lnLNBiW5UWVEEIIkVW/rM5xQMBsTvMoisIZeITKq0b/ReXz+T179uzZs+f73//+Oeec8+Mf/3jNmjUr3ShUZ3Rdz2QyUJUN8DA5z88ZyWL9zsCbek0voTd0Z7IEcK4PoVqDURstnzv8zXoEIOBZFRCDihRW9ZxmmxbF0JwqiGGV5sqztJjxToaSWCxWlhtWjRu1DX3msHsuk3Sy95auPnpqYpzlRT/fyXHi4KHXOF7q2XC2e302Hc+morpW4DhOEBXV30Io1rlzZPhwOjnhnlRH0Ywv1BFsXUXIYje0m0axtLUIoXKpXgK/b9++I0eOvPe97y0UCoSQSy65ZPPmzV1dXQzDDA4Ovvnmm88//7xlWeeff/51110XiUTGxsaeeeaZoaGhHTt2vOtd79q9ezf22tGSlGyAX+5OuUViPLyRLBYKhUKhIAhVeujysSxL07RpmrqWX+m2zMfQJnsq+KcAoSrAqI2qbHoG3jOZ8rEyx8qnvuR7fvV7FLz7L8vQCjM+SsfHBvt3B1u66VnL2mVPIJOKaoVsMZ/hRUXXCiPH9hVyKWelPc3QFJBVfWeIasAbaBs68sbR/TtpmuZFlaIo09AL+YxlGrl0oqt3C0UtagzFaR4m8AiVXfUS+M7Ozve///2FQuGyyy77xje+0dfXN+OCw4cPf+xjH3v++efPO++8++67DwBM0/zBD36wffv2AwcOfPe738WKuGhJ3LF8xlOl4FG6DX5Jq09XnCAI2WzWqO0E3h1fqKPBEYTqF0ZtVGXTUbvyZWsAgJ4K2XW38c0NgrOH3YuFLADws45kn/xCSQWAYj7LsPzxw68f3vt7jhcDLd0cJ9Aso+WzQ0feCHf2Hdu/M52YULxBX7CDTBWQNwxtfOhQS+e6yFB/a/f6xbTTWSAgijOr0yOElql65zrcddddr7/++pYtW37yk5/M7gcAwNq1a5988smtW7fef//9jz32GADQNP3hD3/405/+NAA89dRTVWsqagwlCXyV8j13rX7drcdzegOzx/JriqHlnBf1VW0IoTqFURtVmRO1KZaipWpML7Heep2BdxP42VHbMk0AoE6yyt05zs2yzOjYscN7fy/J3tbOdbLqZ3mR4yWPv6V91YZjB3amk1EbiD/cRUqOf2MYLtS+ZvjoG8n42Oyl+7OZpu7sgccEHqGyq14C/+STTwLAddddJ8vyya6RJOlDH/oQADhj+Y7LL78cAF577bXKtxE1lJIl9FWagWd9woxH1wsnJTb0gm3X7lHwWmEygcfeAEJVgFEbVZNt207opFUeqlIEsX5n4N1RbL2YnfERw3Ew1954h6FrAEAzbCo+TlGUP9xZ+qO2bMs0DZrlDr72SmmRf9u2da2gF/Ng25LiB9vOpRfu5BjF/IzWIoTKpXpL6AcHBwFg/foFVt1s3LgRAN544w33HWfgv+7+vKIV5/7O0JU/BN7hrvqru19XJ77atq0Vsrw499K7Fef2VDCBR6gKMGqjaspkMrquw0rsequ731U3JdYKMxN4SfZ1926NTwz5+c4ZH1mmkcsk/C3dNM1apsEJsnv8m1bMxccnioUs2HYiMpTNxBOR421dfYSQZGw0n03ZTik7ApZhRMcGgm2rF2ykhiEboYqpXgLv8/nGxsZ27dp19dVXz3PZrl274MQ9rs5q5Pb29kq3EDUYdx07W60E3q27U3e9AUVRnBdaIVOzCbzbU5lnPhAhVC4YtVE1Te9681Zq15uR17VU3tRNQggjcZwqOIe/1t2uNzcIaoXMjI+8wfZY5HgmGWVZXvGG3PdN04iOHu1c8xZvoM2ZdaenCtFl07FY5Hh09AhNMQwnpBMThVxqbPCg5AmADcnoMCEUy/JAiGlouWySF+REdCTYukAOr+UzM1qLECqX6i2hf9vb3gYA3/ve94aHh092zejo6H/+538CwLZt29w3n3jiCQBYt25d5duIGsr0EnpvlRJ4dqrbUXcJfElvYOZwfu0o5lPOC4/Hs7ItQagZYNRG1VRStqb8IdvSzcSh8Yk3hlKDscGX9w/8al+if3xiz5DNE6jDkK2qk+PsxfzMBJ5m2PZVG7vXnR6fGB4dPJCMjqQT47HxwdGBfS2d6wRJDXesZVgWAExTBwCtmItFjkeGDqvelnB7jz/Y7g93CILK8vzA/p3H9u/kRSXUutob6vAG2wOtq0VRJYTKJifSyYn5G+kOLrgzBAihcqleAn/bbbdRFDU4OHjppZc+/fTTlnXCVlvbtp955plLL7302LFjhBCnBM7w8PBXvvKVO++8EwCuv/76qjUVNYbpJfRVqWcLJWv1624P/HRvIJdc2ZbMo5hLOy+wN4BQFWDURtW0/ATeMkwjr5uaAfaJ7+tmbP/o8O8PJw9H8tGM0uGT27yZ4UR077BGDE3TisViLpdbZvuryQ2ChblCtuwJrFp3et+WbW3d673BdtXXEmjp7urd6g93dvVupSia5USa4Yr5rGFoqdhoZKhf8QZFxQNAAIAQSvYGTUMv5jPFQgbAhqlSdrpWsGzbF+oYHz4SHT02fyMLuckxd7eDgRAql+otob/gggvuvffeT3/602+++eYVV1zR3d29adOmrq4uABgaGnrzzTcHBgacK7/8/7N35vFRlefif84++z7JZCcLCSibSNWLG0rd11tErBu2aq1atb21WFu8WrUWq1ZFC7XCT+TjdWndsFWrUhWtVquiLEIIBMhGksns+9l/f5xwMiQhZJszc5L3+4ef8eSc931myOR5n/3BB+fPnw8AZ5111vbt2wFgzpw5V111lWaiIiYGymkAw7FcuPMHRb8Fdap+VTVuAaKeVFAEHoHQAKS1EVqSlUI/YpWdDiWSnVE2kVGq6HGSMLrN5hIHTuIAEG8P+7e00RaDudSOHezZxtiNfIoLf9SCsyJJkuFwWEe91lSVzaXjg95gMNkqpx7DZpJsKiHLEkkxRrNNrXjHMMzhKRGFWV3tTVwmheOE0dSrVQWeS6dixRUNmWS0c/8OymhmUylwgixJmVQ8GQ95S2tcRRWJSA+XSfJsmmIOW9+uxgOQzx2BGHe0M+AB4Be/+EV9ff3y5cu3b9/e1tamNMjJxm63r1q16vLLL8++eP755z/33HM4rl2yAGJioJwGCDOFEVr0s1X3kkU5GAxqs+N4YbfblReFHYGPAQBFUZOtI04wGMxk8j/hj6KooqKifEuB0BSktRGaMeoa+Nj+oBBjg42dOIVLGIAkCywvS7J3ZrmzvhgniUwoiRO4uaTPelegTLTRZQkf6KRpOhQKlZX17/pWsKhe7ExyqHQ/xmBmDIPXn7uKKlLxiKe4att/3hHYFJtJ4jwusJlMKu7xTTFZXZ0tO80OTzIajIQOYJiS0yAXldba3T6z1amk7vM8O4QBn0n2HifUA8YkIRaLxeODO1Y0xmq1ooDHREVTAx4ALrroogsvvPDll19+55139uzZs2fPnnQ6XVdXV19ff+yxx/7gBz/I/p7ff//9M2fOrKmp0VhIxASA47hkMgm5qaY7HBiOkVaGj2R0l0Kv/olPJwpX8nQiDJMy/P7666+vXr0631LA/Pnzs0eFISYJSGsjtEHtJDcirZ3sjqUC8WRr2FbhIk20EoGXBCnVE+vZ1o7hmKXMKcsyZWGy56KpGNwmABBFUV95cxaLhSAIURTTQxrwQ4BheFnNjM59O7y+KZFARyzcjRO4p3gKYzCTtMFgMFkd3mQsxDBmk9XhLq4kKcZgslps7l6LXWlKD0NFR9LJ3o90smntVCp10UUX5VsKAIBXX311sn34kwetDXgAwDBs8eLFixcvPuKdBfIFQOgR7WfIqdvxkQzLsslkUkedVx0Oh/JCMZILEJ5LC3wGJp8vH4HIO0hrIzRgFCn0siQnOyPhpm7P1BKCIXtHnQHgJG7xOeJiWMjw6Z44AOAkMegKSoscWZb1ZcBjGGaz2cLh8NAR+KHBcaK05uhYrCeTTviqpqfiQYHLMAazwGWC/vZo4EAmFTOYbEVltaVTju73LMemAYBmhsqVUGVTDxgIBGK8yIMBj0BoQJ8vX6sW9P22C4fDejTgM4kCnaaTOehZcDqd+ZUkj5Q57E7NqzQ5UWzq9mu8KQKBmGyopWfD19p8gpUEibIwBDPgNIuB0WUO7epyH1UKAPKhLRhVcCOlvNCXAQ8ADocjHA7zbIrn0hQ9yrIyDMPtTh9BUmF/WzIRokhG4DkJZFEQkvFIMh5OxiM1047r91QyHuZ51mCykdRQ/1LpeO9xYtJqbRNN13jc2u+7LxBMcpz2+yK0JA8G/N69e/fs2aM6Sg/HWWedpY08iAlJ3xD4nE2UHZTsPnZKtyddoOrXVKEa8KmDR4HJ7Mu/4rh5F8yeofGmbeHI5Wue1XhTREGBtDZCAxQTGjeQOH0wWi5DJpzMhFMiy8sykAxpcJoNLrOauC1yAgAMYr0DAABhoAAAwzFZBD7BgneQjG8ZlwGAIAjdjYJ3uVz79u0DgEwiTLlG3xfGVVxhNNt37PyPu7jCVVSOYbggCpIoSpIUDnQIbDrY0+osKidICgBkSUrEgtFQV0XdbE9J9dArpya9AV/ldq6+4lLt9/3JCy9vae/Qfl+ElmhqwH/66adXXnml8hfniBzxrIBADEFOJ8oOgRo60NdpwG634zguSZLqMi800gc9Cy6XK7+SIBCTB6S1EdogiqLS94t09OpQkRMizT18kg3t6lJvczX4yK6os67ocEb7QAiKoEy0yIupQNzkPWSemcSLbJo1mUwURelLZUOWKkzFg1ZX6ajX4dmM3eUrLq/n+VRP536SpERR5HkWAI6atzDkbzNZnK17vjGYrBiGCzwry3Ll1DnFZVNNliOUsykJfRaLhabpUYuHQCAGRTsDft++faeffjrLsprtiJjM5KsGnnIY+gmgCwiCcDgcoVAoFS/Q/vnJWI/yAhnwCIQ2IK2N0IxwOCxJEgBQNgMAyJIcbur2b2kjjZS13EkaKAAQMny8LcSnOFmS3NNLcRJXzHgxww+6ppDmAIBgKEuZg09ygW87RJZn7CaCIWVJ5pMsG065jyrlPurWYwTe7e7NzU7GAmNZJ5WIBLr2V06dLUtiJhWXREEQBRwnjWabzVnscJV0tu6qapirzJnDCdJiczmLKg7X3F5FFDhl8qsqJwKBGEe0M+Dvvfde5Rzwve997/rrr6+qqkIzZhC5oy+F3pG3FHot9x07brc7FArxbIrLJGhDwU1tTR08o6DTAAKhDUhrIzSjX9JcsjMqZHjawlhKnWreO2VmKBOT6IqIrJDsjFgrXLTFQFAEn+SENEcaDw3zypAJJl0NPoPDRBooV30xTuJChs+O57unlZh8NqPdLGUE3RnwfRH4g97t0SEKHAAwRqvJYsMxTBIFjudxvLeKgWZMZpurtGq62zcFZFmdJH9EUvGgkpKDfO4IRC7QzoD//PPPAeDiiy9+5ZVXNNsUMWkZRT/bcUGnKfQA4Ha7d+/eDQDJaE8BGvDJaO8ZxePx5FcSBGKSgLQ2QjP6+s46DACQDiXCTd32ak//qnUMzEW2cFM3QRHWchdgYClzirwYawmbi220pddfL/FisjvGpznKzBhcZgAgTbTn6LJMJGXyWEVewDCMNNFGt4VgSNLGcBkhFouJokgQgzerL0BUX3ZqbBF4xVaXJbH3fwmSkGS1HEaSJQDAcEI16YcJUtkIRE7RyICXZbm5uRkArr/+em12RExyRjdRduzoNwKvatlkrMdZfITmNNqTjPY2QkcReARCA5DWRmhJ9uAYWZREVsApAqcGMRoxAicMpMiLIi8SNGH0WASWp2k62NgJOMgYyJIscoKrwUcaKEdtUZ8LAAOD02Rw9h/kQdoYzp+UJCkajeooXKyq7Hikeyzr0AZzRe2saLDTbOvfak6WpGioy+Ut57kMx6ZoZgQzUFIHDXikshGIXKCRAZ9MJjmOA+SKQ2iFchrAKZwwadqpkTzY9F53EXj1u5kY22kgRyQifgDAcRydBhAIDUBaG6El2UlzkigDAEYMaBl/EAzHoHcyHAEA1jIn5nUY7KZMNMWxnCSIpIEyFdvMPrty59CobfNCoZCODPiioiLlRXJsKtvq8Aa7WxKxoNXpNRh6TXRZlmOhrpC/LRzoAFkyWh3xsN9gshWV1RhMtuEsqx4kVDkRCMQ4olE9G03TFosFAL7++mttdkRMZmRZjkajoHSww46sv8cRnCFwAwk6NOC9Xq/yYoyngVwgy7ISgXe5XCSZh+GXCMRkA2lthJZkJ80RFIFhmMSLcJixBhIvAQCRFZ9nbEZbldvgMgEGOIlLopTsikb39vDJI0/D1mnenMPhoCgKxuxzp2iDu6iyrHqGv2NPLOwXeFYU+K7Wxs7Wxn27vmSMFpygY8Gurram3dv+1bpnSzI2rLMNMuARiJyinQG/ZMkSAHj88ccTiYQ2myImLfF4nOd50Dx/XkHZVCmo0373UVNcXKy8iIe7hr5TezKJsNJoR/UyIBCInIK0NkJLDmlbgwFlYSRB4pODTEDgU5zICZSZwYi+EywbSwe+7Wj/ZE94d3esLRRvC4Wbug98vjfU2JkOHOG3V82b05cBj2GYohBTsaAkCmNZylVc6fZVVdTMjAQOHNi/s2nrx52tjd3tu+uO/q8p9XN9FVMdnlJfRb3TU9q+Z0tna6MgHNktohrwSGsjELlAu46yjz766Jw5c3bu3HnhhRfu3LlTs30Rk5B8DYHP3lQpqNN+91GjGvAFmEIfj/T6FFQhEQhErkFaG6EZWTXwBgAw++yuBl+yKyocOiJOZIVkV9TV4DMX9yVyi5wQ3t3d822H0W1x1BbZKt3WCpe91msutoWaumItQS4x1ChE/baeVRSiLEtqj5hR4y6uqp72nTknXjB11kkubzltMM864dyy6hlmW1/NmsXusdg9LU2bo8HOIy4YD/fegyLwCEQu0C4Z9aOPPrrzzjvvvPPODz74YObMmfPnz6+vr/f5fNhhMpzvu+8+zWRDTDCy2+Fov7taUBcOh3VUUOd2uymK4nle1buFQzzUK5LP58uvJAjEAYW9ggAAIABJREFU5AFpbYRmKFobIzDCTAEAYzcqJnq4qZsy04SBAgAxI/BJ1llfbPJald7yCsnOqGK9Gz0WJfkOADAMYxwmwLBgYydlYVwNh9UdlG4716gKMRY6YHWVjnE12mAqKqtNxkKJWJikGKe3fOA9ZpsrHg2k4hF3cdXQqykHCbvdbjQaxygYAoEYiHYG/Pnnn6++FkXx448//vjjj4e4Hx0FEKMmX0PgFXRaUIfjuMfj6ezsTEb8kigMf9yrBqg+BRSBn7TIsrx+/Xqapr///e/nW5bJAtLaCM1Q1CVpY9S2c9YKF2GgCIoQ+b5iNJwkLKUOU5E1+1k2mgYAY5ZJr8LYjelggk+wsihlp9xnozr6g8HgeLwV7cgqfBs3tzvPswBAUoMHPyiKAQCBHyqjAQDSyQjPpgCgpKRkvARD6AuksnONdmd0pR0OAqEBkUhEeZHHFHrQoTu/pKSks7NTlqVEpMvmHsT7ni/ioQPKCxSBn7RIknTNNdc4HA50GtAMpLUR2pBIJJSRB/1UtslrNbotfJIV0jwAkAaKsjD9GssrQ+MIisAIXJ1eng3JkLIsi6xAmuhBd1cNeH353CHLPFZV5NhR5r0r499VJFlKRAPpRJTNJAOd+4xmm9nmcnrLKXrwGIkqD/K5T1qQys412hnw8Xhcs70QkxxVDRP5MOAnRj5eYRrwyJ2PQGgG0toIbTikg92hYDhGWw20NYfJdKSVAQxA1p8B36eygx3jtSZjNAMAm4qDu1fb8jwb6Nwn8FzPgWaRZ5PxiL99dzoZq5p6THFlg9U+yJhJVR6kshGIHFFAWbIIxHgxxGlAA1SvgZoIoBdUXRsLdsDU/MpyCMppgCRJ1M8WgUAgJhj9OtiNCAzHCJoUeVEWJRg49V0GgRUwDCOYwx93MSCtjBBjdWfAH6KyxwnGYGaMZo7LJGJBi80tyVLgwL7O1p20wez0lMXCfl/VUe6iCp5nW3d/LYNM1c4aOBlelae0dKyV+QgEYlC060J/OARhTNMvEIiB9NXA2/JRA6/bfDxV18bH7zQwdkSRVxrje71egiCOeD+ioOjp6Vm2bNmcOXOsVmtJScmpp576yiuvDMx09fv9t9122wknnGCxWGpra5cuXbpt2zb1p4sXLyZJEgAikQiGYVZrXwXs1q1br7rqqhkzZlit1uOPP/7mm2/u6uo/B3GYMrzzzjsXXXTRtGnTjEZjVVXVOeec87e//W08P4uJAtLaiPFljFVvjMMEAOngIOPi2GhK4kXaajhcAXzvvnYGADKZTDqdHoUA+cJmsyl/DKOB9nFctqisrqJudqSnIxzoiPR0CAJLMUaDwRwL+13FlUazzWR12l0+h6e0dfc3PZ37B64QC/bKgyLwugOpbL2QBwO+paVl+fLlp512mnIcpygKACRJWr58eXNzs/byICYe+Y3A67oGXnkRCxWQAZ8IdcqyBABlZWX5lgUxMjo6OmbPnv3QQw/t2rWrtLRUkqSPPvrokksuefDBB7Nv+9e//jVnzpyVK1d+9dVXPp+vvb19/fr18+bNe/HFF5UbFi5c+MMf/hAAaJq+7rrrli5dqlxft27d8ccf/9xzzzU1NXm93i+++GLVqlWzZ8/etGnTSGW4+eabzz777DfeeCMcDk+ZMiUSifzjH/+48MIL//jHP+b2M9IDSGsjcsoYB8eYfXbvjLJ0KJnyx2Sp95Qvy3ImnEr1xN3TSixljqFX0O8kOUVr82wynRi3gIHRbC+tOqqyfq7TU9a+d9vurf/KpOKxSK/17i6qVG6z2NwkSaWT0YFj4VUDHkXg9QVS2TpCawP+d7/73fTp03/7299++OGHgUBAknr7ZMiy/Nvf/nbq1KnLly/XWCTExEMx4AkjiVF5cFGRNgawPjF0RGlpqTIganzd+WMkGmhTXqCjgO741a9+1dnZeemll3Z3d+/atau7u/vZZ58FgP/93/9VI13pdPqyyy7r7Oy84447YrHYnj174vH4vffey/P8Nddcs3v3bgD48Y9//Oc//xkATCbT008//eSTTwLA/v37b7jhBpZl77nnnlgstnfv3lAotGTJEr/fv3TpUqUn1jBlUI4RRqPx7bff7u7u3rlzZzAYXLlyJQCsWLFC60+twEBaG5Frsnzuo0maI2jCWVes2PCRZn+sNRhvDUX2+FP+mKvBZ5vipsxH8Auo++pOa6t+7XHMogcAi909Zdo8t6+qtGq6t6S6ombWlPpjvSXVHt8UDD94rMIw2mAGWebZ/mkLsUA7ABiNRh1N0kUAUtm6QlPz5oEHHvjVr36l/ANMnTr1wgsvzP6p1WpVDgS33XabllIhJhiiKCq9l/LSwQ56J9nSoMMaeIPB4Ha7ASAW7JAPbUKbR9RzCYrA647PP/8cAJYtW2az9RZJXn311ZdeeumJJ57Y3t7rJHr00Uc7OjquvPLKFStWKBODaZq+6667rr32WpZlH3744cMt/pvf/IbjuB/+8Id33323wWAAAIfD8cILL8yePbulpWXNmjXDl2HLli0Wi+Waa645++yzlSskSd5yyy1er7e9vX0y93JDWhuhAX0GvG3wRvFHhLEZvUeXV5xc755eYqt0Wytd7mklpSfUuqeVGN1HHqag0+GvkKUWo4HW8V2ZJGl3cZWntMbtm+KrbHAVVxpM1n73KB7/frnNbDqeTkYgKySA0AtIZesI7Qz4xsZGxU/f0NDw/vvvNzU1bdiwQf0pQRB79+694IILAODJJ5/csWOHZoIhJhiRSESJEeVlhpyCko+XSCR4ns+XDKNDiXKLAqeUnRcCagQeGfC6w+FwAMD69euzvwgvvfTSBx98MHVqb5vEt956CwBuuummfs8qSXcffvjh4RZ///33AeBnP/tZ9kUMw2699VYA+OCDD4Yvw3XXXRePx1etWpW9VFdXVywWAwA15jzZQFoboQ19KfRj0NoEQ9qneIpmV3pnVXhnVRTNqXTUeg83Oq4f+jXgy8t758WoinJ8oWiDJAqSOHjbC57LwMHh8CqqJKpsCL2AVLaO0K4L/aOPPirLst1u/8c//jFlypSBN3g8npdffnn27NmNjY2PPPLI2rVrNZMNMZHoa4eTjwJ4BcrGsB1xAAiFQvqag1peXr5161YAiAbarM6CaD8T6ekNLCADXnf8/Oc/v/TSS1euXPmXv/zl7LPPPvnkk0877bTq6urse5SMu6effnr9+vXZ1xOJBADs379/0JVZlm1vbydJctq0af1+NHPmTADYu3fv8GVQkGX522+/3bFjx969e3ft2vXee++xLDu6Nz4xQFoboQ1ZEfgxa20MCHrEvU4p3dbA90Xge8Y5Aq9gtjplgHg0YHf5+v2ITSc4Nk0zJooxZl+PIZ+7bkEqW0doZ8B/+umnAHDDDTcMeg5QoGn6Rz/60f/8z/8oJgQCMQr6jgLWvBnw2ZPk9GXAZ58Gyqcel19hFJTMQIqi9PVJIgBg8eLFmzZtuvfeezdt2rRu3bp169YBwNy5c1esWHHGGWcAAMdxfr8fAJ555plBV+A4ThAEpZ9tNl1dXZIkFRUVDRxMoHR1amtrG6YMCo899tiKFSu6u3sTT5xO5ymnnJJIJKLR6Bg/BP2CtDZCGxStjTMEbsjPbGNCzxF4DMNkWY7kxoB3esurph7TuvtrHCesdg8cTInPpOIhf2tF7Sy3r6rfI2F/i/ICGfC6A6lsHaHd38p9+/YBwLHHHjv0bfX19QDQ1NSkhUyIiYiqgClHHmbIKZBWup8weqEvH68nJ/l4I4VnU6lYAABKS0txPP9jLxEj5ZRTTtm4cWM4HH7//fc//vjjN998c/PmzWeeeebGjRsXLlxI07Tb7Q6FQplMhqZHUP7q8/lwHA8EAqIo9jsQKMcLn68vXjS0DADw+9///o477rDZbHfeeed3v/vdWbNmeTweAKiurp48p4GBIK2N0ABJkpTE13GseuNimUwoyac5WZIJhmRsRqPHgg2cEn8QNV9Pd51rjEaj2+0OBAJK5xoMG2ctSdEGX+U0GeTW3d/EIz2MwYxhGMdleC5TUTvL6S23Orz9Hon09BrwFRUV4ysMQgOQytYL2h2IlX/pI36yra2tcLAxBgIxClQFTFhG2Q5n7KgtbXV3GlANeFUH55dIT6vSIAcdBXQHx3HNzc0tLS0A4HQ6Fy1a9Nhjj+3atWvJkiUAoHasqaurk2V5oPkXiUQ2bdp0uLguwzBlZWWCIDQ2Nvb70fbt25Vlhy/DE088AQAvv/zyAw88cPrppytHAZj0A8+R1kZoQCwWE0URxqnvrCzJkT3+UFNX+ye7uze3+L9p7fx8b6w1GNjewSUOm16r5uvpzucOB7W2KHDx0IFcrG+xuyvr5kybc2pp9dFuX5WruNJXUV979H+VTDnKW1oz8H7F+49hGKqB1xdIZesL7Qx4pfeA0sNgCD777DMAGCJhD4EYmjFOlB0X1Ai87gx4n8+nDHkuEANeretDRwHdEY1G6+rqGhoaMpmMehHH8fPOOw8A1Fq1008/HQAeeeSRfo/ffffdCxYseO211w63/mmnnQYAjz32WL/rjz/+OAAsWLBg+DL09PQAwLx587LXaW5u7ugYz8lMugNpbYQGqFqSGg8DPtLsz0RS0X0Bc4ndUet1Ti22VboSByI929oju7uF9OBtZQkTiZE46FBlQ5Z3O+LPldZmjJaympl1R/9XRd3s8trZ1dOPm9JwrNXuGXinLInKEHi3220ymXIkDyIXIJWtL7Qz4BctWgQAL7744htvvHG4ezZt2vTCCy8AwDnnnKOZYIgJhhovymsX+t4IvO464hAEoTSiT8UCPJvKtzh9fgRkwOsOr9dbW1vLsuyNN96opMgCwJ49ex566CEAOOWUU5Qry5Ytc7lc69atu/XWW5XwlyiKTz755BNPPGEyma6++ursNROJRCrV+2t5zz330DS9du3aBx54QBkhG4vFrrjiis2bN1dVVd1www3Dl2H69OkA8PTTT6sbbdy48YwzzlCyP/QYlBsXkNZGaID6/Rp7BD4TTrLRdHR/wFblZmxGnCQwHCONtKXUYfRYAjsOxNsPo5ExTHG76/HLrhrw4ZwZ8Ao4QRrNdpPFTtGHrU+MhQ6IAgcoaU6HIJWtL7Qz4G+++WblCL5o0aJf/OIX/dwksixv2LDhe9/7Hs/z5eXly5Yt00wwxASjrwt9/prYqcNs9ViNo+jd3DXFGRGomk7XrF69GsOwdevWeTye+vr6mpqa+vr6bdu2LViw4Oabb1bucTgc69evdzgcTzzxhMfjaWho8Hq9t9xyC47jzz77rNp7liAIp9MpCMLcuXPPPfdcAKiurl61ahXDML/+9a9tNlt9fb3L5Xr++eeLi4vXr1/PMMzwZbjnnnsA4I477mhoaFi4cGFVVdUZZ5xRXV39ne98BwDOPPPM5557TttPriBAWhuhAX1ta8acNJcKJEK7ukxe68Byd6PLQlAEF8tIvDjos4rbned5pZm2juiLwBdA3hxS2boGqWwdoZ0Bbzab33jjDeWf8+GHHy4vL6+srFR+NH/+/JKSkosvvjgUCin/bE6nUzPBEBOMLHd+/mrg9V9QBwDRQjgN+NFpQMecccYZX3755SWXXFJVVdXW1say7EknnbR27dp3331XqdRQOO+887755pvrrrtu9uzZ7e3tHo/n8ssv37Zt2yWXXJK92urVq6uqqvbt29fc3Kxcufbaaz/77LMrrriirq6us7PzmGOOuemmm7Zs2aL66Ycpw0UXXfTuu+8uWLAgGAzu2LFjxowZa9aseffddx988MF58+a1tbVNqsQ8FaS1ERqgurnH3rZGSHEYhg0++x0D0kTLssynuEGfJax6dburyhGpbMQYQSpbR2g6seOYY45pbGy8//77n3rqKY7j1JkB//73v5UXxx133OOPP37CCSdoKRVigtE7kMZA4iMfBjteEDYGMABZf0cB0KSgbpjIkhgLtAOAx+NB1XQ6Ze7cuX/961+PeFtVVVV2OtygLFmyROlkk83s2bOP6GsfjgxnnHFG9ogahdNOO+2LL74Y+sGJDdLaiFzTN/nVPtbBMbIkAXbYfooYjgOALMmD/pTKGv6qr/lnHo/HbDYnk8mIf3++ZYFw9z7lhersQ+gLpLL1gtYjN4uKilauXPmzn/3s7bff3r179549e7q7u6urqxsaGo499tgLL7wQdbJFjAVJkuLxOOS1AB4AMAIjTJSY5PUYgVf1bjjfp4FY6IAo8oB8+QhE/kBaG5FT+gz4MSfN4RQhS7IkSDg5SHqpkjyPU4N79gndtp4FgMrKyp07d7LpRDIWMNv6essJAhcLdqWTUVEUcIIwmGx2l2+ICvaxo6bQIwMegcgpWhvwCtXV1TfddFNetkZMbOLxeO9AGmve8ucVCCstJnlFnn5DLwuc8vJyDMNkWc57BF6NJyADHoHIL0hrI3JEX9XbmNvW0FYjSHImlDB5rXCoX0kSRD7F4iRODZpgn+X016PbvaKiYufOnQAQ8e9XDfhoqMvfsUeWpLbmvsleFXWzvSXVTm9OmsKqxwar1YpqahCInJIfA34IPvroo2eeeQYAlP8iECMiq4Ndng140spwXUlZlmOxmL40mdFo9Hq9fr8/GmwXRZ4gqCM/kxvUnrrIl49AFCxIayPGgtpreixaWxLERGck5Y9iJN6zrcPktRjdFoPLTBppAJAEKdERcU4tNnltA/vbKajuA51G4JUXEf/+srp5ABAL+7vbmtqbt1oc3uLyqSRJiQKfSkbbm7dKopBJJ+yuEopmxjcan4r1KMNrkMpGIHJNwRnwu3fvXrduHaCjAGJUFMIMuV4BDp4GotGovgx4AKisrPT7/UoJurO4Ol9ioGo6BKLwQVobMRYUrY2ROGEc5YlUyPDR/X7/1jYZZIHlSZoM7ujESdxa5Ta6LZSJ5uIZ59Ri2mowl9gPt4haA6/HzjVVVVXKCyUALkliz4Hm9uatnpJqg8mq/AgnSBOGpeLhbz79W3FZna9yGkGQNGNyFVfanEXjIgZS2QiEZhScAY9AjIU+Az5/M+QU1Bz+cDg8ZcqUvMoyYiorK7/88ksAiPhb8mjAR1E1HQKBQExolJR1wkrDqJopyJIc3t0d2dlN2wwmr02URT7JWsqcbDSZCae5aLrkuBpLqcNUZLOUOg4XfodDVfbo3kge6etc070PAJKxkCjwJotDtd4BIJOKB7taujt2s+lEJHBAEkWaMXJchmNT6WS0uHzq2MVQy+5UhwICgcgRyIBHTCj6qunGPJBmjKjZgGp+oI7I6mO3rxoW5EUGdRC9zWZzOBx5kQGBQCAQuSOdTnMcB2PIn0/3xEVWoC2MtdQpy7LIi5SZsVczQsbGRtLxjjBhIL2zKgZta5eNfsfIAYDX6zUYDJlMRmkcw6YTbc1b3UV9vWNEUQh2t3Z37DZbXXaXLxrqMttcrqIKNp04sH8HABhMVq9vrI5yNQKP2tYgELlGuznwCIQGjEs13bhA2nRcUKe6z/PYiD4Z9aNqOgQCgZjAjD1pLhNJhXZ1GT3WQ65iQBppc4ndXGwjaFJkhSOuQ1oZwA4RSUfgOK7YzOlkJJ2MSJIIB8fmKSQiPd3tTUaz3WR1YjgBysg9AMZo8fimtDdvDXaNQ89a9cCAIvAIRK5BBjxiQtHXxC7fNfBqCoAeDfjy8t4WtXlsRI+q6RAIBGJik9WCfpQ+d5ETMAwjmcGbrRIGCmSZjaT4JCcJ0hDrKMNfQZ8qGw7tY0eSNAAIAq/+NJNOAIDRYgcASRQAACd7M3Bpg4kxmgWeZdOJMcqgxP9NJpPb7R7jUggEYmhQCj1iQqH6zgsnhV6P7nxlBkw4HI72tMqyhGF58PRFe1qVFygZD4FAICYkQ0fgZUlO9cTZcFLI8CADYaAYu9FUZDtiPryCyAmp7hgbTnEJlrYaMAyjzIyl1EHbBm+9TlhoMcknEglJknBcZ/Gt7DL46pnVFbWzutt3W21upbOAwHMYhiszZTKpuLe01mCwqM+StAEAeC5jNNtGLUAqHmTTcQCoqqrCRtXOAIFADB9kwCMmFIVjwKsC6NGAB4DKyspwOCwKXDx0wObOyczYoUEReAQCgZjYqFVvA1W2kOYjzX4hw4d2dWE4hmGYJEquBl+6J26vLaItvQY/QZOyLAssTxoOCcLzCTbRGQk1dhpcFpzCuVhGZHmRF10Jn7XcafYN0o6etNJcd1KSpFgsprvGK32Fb937jzrBbjDZODYdDnQ4PWWAYRiGybIMICdjYY5NkRRtyLbVZRkAxuipRwXwCISWIAMeMaEY4jSgMWo8QY9N7ACgqqpqy5YtABD278+PAe9HBnx//u8/X7717Q6NN2X5I5ePIhAIxCjIisAforIlQQrv7u7Z1k5bDPYpHoIhAYBPcbH9ATaekUTRc3S5ctHgMLkafGl/wlreN65V4sVEZyTS3IPTpK3KZZ/iVerbuXgmvLsbAEgjzdiN/YQhsoa/6s6AVxWlMr3FV1nPc+n9u77KpBMms51nM5lUrOfAPgC5uHyqu/iQIDmbSQEAbTCNRQDVgEcF8CotwfCNz/9F+3339QS13xShMciAR0wolNMAzhA4lef8N8JCAwYg69WAV53oEX9L1fSTtBdAKb83Go0ej0f73QuTjki0I6LLhA4EAoEYSFbf2UNS6JPdUZETGJtRmdzOJ9l0ICFkeAAQ0tz+93ZwMdb3nWrKTBu91qQ/xiUyic6Iydvbyi4TTIabumVZdjX4TF4rHLRVaasBAEK7umgLM9CA13Xhm8/noyiK53nFkKYZU+XUYwxGSzIeBoDu9j0VdXOigQNFZXXOonKK7isiSMbDPJcxmKzZF0cBmiE3kBTHbe/ozLcUiIlJrgz4Uf/5S6VS4ysJYvIgy3I8HocCGAIPSkccIyWmeJ12xMky4Pdrv3s6HlKq6SorK1E1HQKhAUhrI7RH1Y/9kuYyoWS4qdte4wGAdDCRDiTibSGcInCKAJAzwWTnf/ZRFsZRW2Rwmpx1xTRJ+be1s9G0TAKGY9F9AS6WLjqm0ui20LZDDHXaaiBokkuwEi/iFJH9I9Ki4+GvSiP6vXv3KrXojNFK0Yaympkcm0onY25fVef+nQLPYgShJMwDgCQKiWgwFu6uqJvtKakZowDqUQGl0CMQGpArA1532UeICUAikRAEAcbQz3Z8ISy0mOLj8bgeO+JkFdTt0373MDoKZHHxxRefc845+ZYCSBJlbE1kkNZGaM+gk19lSRZZAacInCSU2HuiI2z0WEjjwXskIAxU4NsDGI5RpjLSSHlnlhvdlmRPjE2zIMtCiico0lrhosyDePOV3HuRE/oZ8BOgc83evXsBIOJvKa6aoVykGRPNmADA5iy22D0cm2pr3koQBIbhosDLAJVT5xSX15ssgzQFGBGKAc8wjNfrHeNSesdkMr3xxhv5lgIAwGKxHPkmhD5BBzLExKFwCuAVSAvN+ZOSJCUSCZtt9M1d84LT6bRarfF4PNLTJsuyxmFw5MvPZsOGDatWrcq3FDB//vyVK1fmWwoEAjFxGFxrKyFiDABAib0bPVbSmNWjDgPaamBsxuDOTqPLYpvixknCVum2lDvTibQsSgBYdF/PoNY7AIB8cJVDIfQcgYdD8+ZUA16Fog2V9cdEg50Gk5XNJGVJomiDyep0ecsppn81wUjJJKPpZESRQXfhinEnnU5feOGF+ZYCAOC1117T3eETMUxyZcBfdtllOVoZgTgcfb78wjDg1dNAPB7X49/QioqKHTt28GwyFQuY7Zr61CMHZ8ihDnYAIB/MeEQgcgfS2gjt6Y11Y4Ab+46jGIHjBC7xosiLQobHKeIQ6x1Amehu9Fi5RIaNpgD6po4TNAFAkEZKEiRJEHHykBg7AIAMQobDMIw09D8Ak1lN7MbrDWqJmjd3uMI3HCec3nKntxwAxtcvj5rOZlM4KrtwJEGMO7ky4F944YUcrYxAHI4+X76ZGvpObSAsvWLEYrGysrL8CjMKysvLd+zYAQCRnhbNDfjedjgoAp8NaWOyj7kaIcpcABU5T3yQ1kZoj6K1SQuN4YcYk7TNKEsyG0oCQD8jXMzwEi9SRgqncJwkRF6Upf5WCuM0ybKcDiQGjovLRFKSINE2A0b0DxRPmAh8eBida8Y3q07tYIcM+GwwCqdcY81uGAV8KCPzovb7IrQEpdAjJg6FlkKv94I69TQQ7Wkpq5un5dZKAIGiqJKSEi33LXB8/z3ddarWDX657mTjnRs13hSBQEx4BEFIJpMwmMo2++zuaSWB7R0iL6gp7wAgskI6mLRWuAxuCwCALGMYNtAWNRfbvTPKerZ3AIDRY1FcALIkZ8LJTDDpnl5iLXPCAFSfu05VdmlpKUEQoiiq5rRmRA/63MvL8zB0tmAxltvr7jpF+32bV/wr2YQmyU1wkAGPmDgoLeihMLrQAwBh7kuhz68koyOroK5Vy315NpWKBeDgcUTLrREIBAKhDYlEQknxHWjAU2baWuGSJanl/Z1sOIXhOIZhIieInGCtcBndFsrMSIIo8iLBkAOK2QEncUddMQD0bO9go2mCJgFA4kVZlj1HldqmeEjTIF5+0qJvlU1RlM/n6+joSES6BT5DUmMaCzci1Ko3lDSHQGgDMuARE4dCi8CTEyUCrya0a0M00Kac6tBRAIFAICYqqmYcVGWbiqykgcqEU92bW3CSoG0GACBo0ui10hYGANI9CVeDj3GaBl2cMtPuo8sMHgsbTikD5AmKYOwmc4ld6UI/EJwhMBKXBUmnKhsAKioqOjo6ZFmKBtrdJXWa7avE/AmCKC0t1WxTBGIyU1gGPMuyP/3pT5XXq1evzq8wCN2hKt2CaWLXm4+nU3e+z+ejKIrneY0NeDX9DyXjIRAFDtLaiFFzxL6ztM1QftJUxm4MfNtBGimT16pMkpN4MRWIc7GMrcptGVD+8HaDAAAgAElEQVTlroKTuLXMaS1zKkXy/crsBwHDCBMlxFidqmwAqKio+OyzzwAg6m/RzIAX+Ewi0g0AJSUlFFUQHYgQiAlPYRnwgiD86U9/Ul6jowBipKhKt0Ca2JGW3kx+nXbEUbzpLS0tqViAZ1MUM3igY9yJBnqT8ZABj0AUOEhrI0bNcPrOkibaNa2EoMnAjgPxtjBO4jKAxIuuBh8xhXTWFg3sRTeQI5vuByEslBBjU6kUz/N6tEX7+thp6HaPBtpkWQKkshEIDSksAx6BGAvqaQAvDANePZTo2p3f0tIiy3I00O4pq9dmU7WaDp0GEAgEYqKSSCSUF2q/mEFh7Eb30aUGt4WNpkRWwDCMMFAGp8lcbBuO9T4iSAvDQgIA4vG4y+Ua38U1IKv1rHada6I9bf12RyAQuaawDHiaph9++OF8S4HQK31N7AojhV71I+g0Ag8A6vS7aKBVMwNePQ0gAx6BKHCQ1kaMmiOm0KsQNGmrdAG4ehvSj3ECmgwiJ8iyTNBkv+B8tttdjwZ8tsrWbFPUwQ6B0J7CMuApivr5z3+ebykQekUx4HGawMhx9sqPDlLnQ2Uhy4TWzJ0vy3I00AYADofDYrFosykCgRgdSGsjRs1wUuj7MzbTXWSFxIEIG0lJogQAGI7RNqOlxE6Ze+vd9D4K3maz2Wy2WCwW7WmTZXl8h70fDjRDDoHQnsIy4BGIsaBo3AIpgAcAjMRxhpBYUU0U1B19BnygTZsdU7Eegc8AOgogEAjEhEbjwTFsNB3d2xPYcQDDMZKhAAcxI0ii5J5WYq10mbxWyDo/6NSAB4Dy8vIdO3bwXDoVC5jtXg12VI8HavwfgUDkGmTAIyYILMtyHAcFM0NOgTBREivq9yiQlY+nkQGPjgIIBAIxGRhmDXw/JEECWcZJYkTReJETFevd6LYYXObezHkZ2Ggq1NQFAKSBoq0G9fyga7f7jh07ACAaaNPKgG8HAKvVarcfdiIAAoEYX3JlwD/yyCNjXAFl5SFGRFYL+kIy4C00H85wHMeyLMMw+RZnxNhsNqvVGo/HFQ2tAbGDGyEDHoHQEqS1ERqTFYE/ct6cyInJzggbSYm8CAA4iTN2k9lnJ429z8qilArEE4GYxAuAYZSJNrjMam58sisa2HHA6DIbPVmVWRgwDhPgWLCxk7IwrgYfYdJ9BD7b7V5aOzfX26UTYS6TAKSyEQhtyZUBf/vtt49xBXQUQIyILF9+oaTQQ5Y3IR6P69GAB4CysrLGxkYuk0gnwkaLM9fbRQ623iktLc31XojJwCOPPHL77bcvX778vvvuG9+Vn3rqqR//+Mc//elPH3300fFdOS8grY3QmD63u+kIWpuLZyLNPYFvOzAMIxgSAEROkCXZPb3EXuUxuM1cgo00d/MZvnt7X7KYq8Fn9FhslW4Mx9hICsMwg8s8cHHGZswEEnyClQRJjcDrd3aMWn0WC2rhdlf74yADHjEuIJU9TCZgCv0HH3zwzjvv7N+/n2GY6urqyy67bNq0afkWCpFz+vrZFlQE/qA3IZFIeDye/AozOkpLSxsbGwEgFmzXwICPBTqUF6gGHoGYDCCVPWnp7TtrIIfuOytyYqTZH/j2gMFpNrrNyug4WZLZSCrU2AUyyABsd7xnewdlYawVLoImZUkSUlxkbw8AyKJsr/aInIBTxOHGzhEMJcuyyAqkWfcGvOr7jvRoUfimugmQzx2B0JJcGfCCIORo5SEQRfH3v//9v//9bwCwWq3pdHrz5s1ff/31rbfeunDhQu3lQWhJoQ2BV5gAo+BVrRwNtBdXzcz1dkoNPIZhJSUlud4LMRk4+eSTV6xYMX/+/HwLUuhor7WRyp7k9PadPVL4PdkVVax3U5FVvYjhmFLKHmzszISTXChtdFuMHgvP8wAAgBM0SVkM0X0BADC4zQAAsjz0Rhg2EYa/lpSUYBgmy7JGEXhkwCPGFaSyh0muDHiCIHK08hC8+OKL//73v4uKin75y1/W1tYCwN///venn376T3/60+zZs3Ua/0QMk2Qyqbw44mlASyZAQV2WAZ9zd74sS/FwJwC43W6dVhwgtCESiTgcjuHcedxxxx133HG5lmcsDP+95BTttTZS2ZMZlmUVY/uIVW9K9rvRPVj2u92U8sdT/jjF0CaPVYZDTHScxI0eS2hXl8FpJhhSEiRJkPCB0X4ZBJZXkvNlk6Rc028TO4PB4HK5gsFgPHRAliUMy+1UXdS2BjEckMoedwpiXHY28Xj8v//7v3/605+O9EGWZd98802CIO6///66ujoMwzAMu+CCC0488USWZT/99NNcSIsoHPpS6AuqC73+W9qqkfBYqCPXeyUjflHgsjdF6Jcf/ehHGIbddNNN/a6zLGuz2TAM+/LLL5Urfr//tttuO+GEEywWS21t7dKlS7dt25b9yNq1azEM++Mf/xiNRq+66iqr1frggw8qP+rp6Vm2bNmcOXOsVmtJScmpp576yiuvyFmhtscffxzDsLvuuit7wc8+++zKK6+sr693u91nnXXWI488IopiPzm3bt161VVXzZgxw2q1Hn/88TfffHNXV9cR3/URnxriveiU0WltpLInOcPsOytL8lDZ7xhgOMiyTDLkoE3plSZ2QpozOEyyLGdCgyhiNpqSeJG2GjACJ/VfAw8H3e6iwCWjPbneS43AI62td5DK1pfKLjgD/pNPPnn99deffvrpkT744YcfJhKJ73znOz6fL/v69ddf/+CDDx577LHjJyOiEFEt5MJKodd/BF51q8eDOTfgVR8BOgpMABYvXgwAGzZskA/NXH3nnXfi8XhDQ8O8efMA4F//+tecOXNWrlz51Vdf+Xy+9vb29evXz5s378UXX+y3IMdx55577nPPPUdRVFFREQB0dHTMnj37oYce2rVrV2lpqSRJH3300SWXXDK0fn3qqadOPfXU//u//+vs7LTZbBs3brz99tvPOeecSCSi3rNu3brjjz/+ueeea2pq8nq9X3zxxapVq2bPnr1p06YhVh7+UwPfi34ZndZGKnuSk2XAj0llyxIAQO9YuAFgOIbhmCxKZp/dVV8caw0Fd3QmDkQyoaTICrIsZ0LJVE/cPa3EUuYAAIzClYJ8/frcIdvtroHWDnbAwYE1ud4LkVOQytaXytbUgBdF8dFHH73oootmHoajjjrqvPPOA4BRZM9+/vnnAHDCCSf0u+5yuaZPn45yeyY8w+9nqyXq0UTN8NcdNpvNbDaDhkcBQNV0E4LTTjvN4/EcOHDgiy++yL7+8ssvA8BVV10FAOl0+rLLLuvs7LzjjjtisdiePXvi8fi9997L8/w111yze/fu7Acff/zxYDD42WefhUKhn/3sZwDwq1/9qrOz89JLL+3u7t61a1d3d/ezzz4LAP/7v/+bTqcHlerbb79VIgzr1q2LRCL79u3btWvXzJkz33vvvfvvv1+5Z//+/TfccAPLsvfcc08sFtu7d28oFFqyZInf71+6dCnHcYOuPKKnBr6XwiR3Whup7EmOaiEP3XcWwzGCIiRelKXBK9glQcQw7HDV7ZIgypKMkXiyKyqwgsFh8n/T2r5pV2B7R+d/9nZ+vjfZHXM1+OxTPOrAOSUIPwEi8JDlE08lIv6OPe17t7bv3erv2JNKRA7/9AhIJ8I8mwLkc58QIJWtL5WtXRd6SZIuuOCCt99+ezg3L1myZKTrt7e3A4DX692/f//HH3/c1NREEERNTc2ZZ57Zz8GPmJCMlzt/fCFMEyEfz+fzNTc3s+k4m44zxhx62eOhA8oLdBqYAJAkefHFF69Zs2bDhg1qSRvHcW+88QaGYZdffjkAPProox0dHVdeeeWKFSuUG2iavuuuu1pbW9esWfPwww8/9dRT6oItLS1ffPGFEgRQUIzAZcuW2Ww25crVV1/95ptv+v3+9vb2qVOnDpRq+fLlkiTdddddS5cuVa7U1dU9/fTTJ5xwwiuvvPLwww8DwG9+8xuO46699tq7775bucfhcLzwwguNjY1btmxZs2bNwCTDkT418L0UIDnV2qNQ2RzH9fQMkhJsMBjy0nZnXMBxXH2h33cxCrKT5jBs8Pi5gsFpBgA2nDpkhDsAALDRNEZgtNkgpDhJkDAC67cUF8tgGMZF0mJGSHZEaKuhbH4dn8wIaZ5LsKYSq8lrdU8rUa13RR6IZNLptCRJFFVAx4nhk5U3d0AU+a6WxlQi0ta8Rb2hona2yeIoKq+jaOPAD3/of45slJ41AFBaWlogv73DFx7RD6Sy9aWytTPgN2zYoJwDpkyZsmDBgp6enjfffBMAfvjDH9I0LQjCl19++c0331gslmeeeWbRokUjXV9JUd61a9dLL73EsqxycfPmzX//+99vvPHG0047beAjGzdu3LlzZ7+LtbW1g96sF9S/oSaTST5Sz9WJhOq9Y2xGkhzTL7Z6oiIIYozKgLEZVPGUOLYeqaioaG5uBoBUtNtsHdYkOfVzwzBs+P8ciXBv6VFNTY1+Py6EyuLFi9esWfP666//9re/Va5s3LgxGo2efPLJ1dXVAPDWW28BwEDlunTp0jVr1nz44YfZF+fOndtPfSqNZNavXz9r1iz1qP3SSy8dTh5Jkt566y0cx2+88cbs68cdd9zKlSslSZJlGcOw999/HwD6edkxDLv11luvvfbaDz74YNDTwIieGvheCpCcau1RqOxvv/32+uuvH3j9n//8p91uH+m7KzSMRqPRaMy3FNqhnk8MdtPQ6RuuqiIxzvV820FSpNFl6c2Wl4GNprhgsmTWFNrCsPFMrDVoLXNmm9xcIiNEM84qL8GQ8daQe6oPJ3sPSLIoSaKY6IxavHbISIyrTwDKwrAQBwCSJJ3OnE9OzQUNDQ3Ki3j4gL+1sXn7JxRjKC6toQ1mAIiFunZv/SgVj5TVzPBV1Jssdoen1OYsVrU2TQ+3kVAm5ldeVFdXF8hndXAMAWI0IJWtI5WtnQG/du1aAKivr//iiy8U18uiRYteffXVJUuWnHnmmQAgy/Itt9zyxz/+8csvv7zkkktGur5yAli/fv3RRx991VVXVVdXh0Khv/3tb2+99dYTTzwxderUgWOlP/nkk7/97W/9Lp5++unnnnvu6N5jQWEwGPItgqao7nzaZiTGZsCr4DiuGvOjg7b3HsgSiYR+D2eVlZXKi2S0u2TKjBE9OyIDPh7ujcDX1NTo9+NCqJx++ulut3vHjh27d+9WnOvZyXgAoGTcPf300+vXr89+UPk679+/P/tiTU1Nv/V//vOfX3rppStXrvzLX/5y9tlnn3zyyaeddppyzhiUtrY2juPKysrcbnf2dQzDbrnlFuU1y7Lt7e0kSQ6cRj5z5kwA2Lt378CVR/rUwPdSgORUa49CZSMmEtFoVHlxxKo3giEdtUUA0PNtRyaUJA0UYJjI8pIgeaaX2qvcRrcl2Nhpq3SHdnczNgPBULIk88kMn+Tc00okXgw3+22VbtV6BwCMwAkCt5Q4go2dBE1aSvt6Sqsp/dFo1OVyjfPb1gT1u9PTsbsmkzSYrN7SGgzDQJZDPR3JeDgZDyVj4a7WXbFQt9Fsq5w6JxbqLquZgeMji6JHD1a9oW/rxACp7MM9VYAqWzsDfs+ePQBw3XXXqYkTZ5111quvvvrJJ58oRwEMwx5++OG333774YcfvvLKK2fMGLGdAABVVVX333+/EoUuKyv78Y9/nEwmN23a9Pzzzy9btmyc3xKikFDiORiJEwbtfquPiHoU0HUKvZqPl+syeOU0YLFYJkA8DQEHU/LWrl27YcOG22+/XRCEDRs2MAyjGHscx/n9fgB45plnBn2c4zhBEFQH0MDOMYsXL960adO99967adOmdevWrVu3DgDmzp27YsWKM844Y+CCLS0tcKQCja6uLkmSioqKBmaEKg+2tQ0yT3GkTxVIF5yhyanWHoXKtlqtg44XkmVZv2E3NXNeFEVJkvItjnaoBjxupo74xmmbwTW9hLYZMpFUbzE8BozNaC11UhZGBnBPK4m2BjEMkyQp2NgJAO5pJQRN2irc4b3dGIGRRmpgTiJOEYSBFFieT3ME0/t3Rp0dEw6HdWqXGo1Gi8WSSCSC3W0tu78pqZouA8iyHA11xaI9ga79NleJq7gy2N1qtrvdxVUHWhp9lQ2dLY1l1UcDwPB/D6MHZ8gVFxcXyHdwUn2Jxh2ksg/3VAGqbO1MHaXgLbvCYfr06QDQ1NSkXjEYDLfddtttt922cuXKP//5zyNa32AwJBKJc889t98/xtlnn71p0yblINKPxYsXn3jiif0uFhUV6drWMplMyieQSCQmVQq9YsATJmrsWmQ8T1QEYAQui1IkEtHv75WaGhf2tw3z41UD75IkDZz2MSgcm8wkowDg8/kK57NCnXXHyOLFi9XTwPvvvx8KhRYtWqT8RtE07Xa7Q6FQJpMZTtLmoOkwp5xyysaNG8Ph8Pvvv//xxx+/+eabmzdvPvPMMzdu3Lhw4cJ+Nys6OBgMDrGLz+fDcTwQCIii2E+bKGeXQSu0R/rUGFN7tCGnWnsUKruurm7VqlUDrweDQdUa1B0Mwyh/ZDKZzOHaOE1I1HYGMg2H6zJ1CDiYKhzGMrvICSADwZAYjsnQ+6zBYHBUe80l9mQwbiiyYDhGGmnaapAlied4UZYOp7kkWeZ5PpPKUNjBP0FM73ezq6tLzT7THcpRNpOKi6IAgAk8L4lCuOdAz4G9Tm85QVIAgGEkm0ljGO4qrmrbsxXqZrmKKoxmG8/zwzw9Rg4a8FartUC+gwzDjKINNkIFqWy9qGztDHiz2dyvEbeSNdGvaaGSurBx48aRrl9UVJRIJAb+Oyn//D09PUqlRPaPjjrqqKOOOmrgUoFAYKS7Fw5qOx+O4yaPJ1KSpFQqBQCEiRqmuTgE6u/J8I3PISDMlBBjE4mEWuepO9TkpXi4c5gfSHbm/DAfifT0+juLi4sL57NCBvwYWbhwocvl+vTTT/1+v5KMd+WVV6o/raur+/zzz5uamvoFbyORyJYtW5xO56xZsw63MsdxbW1tJElWVVU5nc5FixYtWrToD3/4w+WXX/7SSy+tWbNm4GmgpqaGIIj29vZEImGxHNIQ6wc/+EEgEHj22WddLldZWVlbW1tjY+PRRx+dfc/27dsVmQcKwzDMKJ4qcHKqtUehshETCbXqbeg58P3AcIw0HDblnqBJg9t86P04hmGyeNizkCSKAIBTfadztQ9u4fiRR0FpaaniBeMzvV/hdCouyzJjtCjWOwAQOA4AkiSSFGN1eFv3fOMprjSabcPfRWlbQ5Kkx+MZ5zeAyBNIZetFZWvnUVDKDJRWWAqlpaUGg2Hbtm3Zzlel4qizs3Ok6yufdVdXV7/ripe3tLQUHQUmMIlEQvFWFFQLegXcRAJAMpnUrz+lqKhI8T7GQyP+Yg4ftYNdAaYqIUaNkpInSdLrr7/+2muvuVyu7CYjp59+OgA88sgj/Z66++67FyxY8Nprrw2xcjQaraura2hoyGQy6kUcx5WpZoP6gGianj9/Ps/z/WLF27dvX7du3VdffaUoIKWD2mOPPdbv8ccffxwAFixYMKg8o3uqkMmp1kYqe5Kj0eRXDCgzLQmSkB4kyC/xopgRCJokqL5oliqPrkfBFxUVKd+gZKw3IiXwbM+BZoru644kigIA4CQFAEp/O44dQQ6ILImJqB8AvF5vAcYnEaMDqWy9qGytDfg///nP6l9tHMcbGho4jnvvvffU27799lsY1Qn+nHPOAYB33nmnn5mkhAUGHU6AmDBk+fILzoAnTTQASJKk31HwFEUpfyXjka7c1WWoA2nQ3McJxuLFiwHgnnvuCQQCS5YsyU69W7ZsmcvlWrdu3a233hoOhwFAFMUnn3zyiSeeMJlMV1999RDLer3e2tpalmVvvPFGpYIGAPbs2fPQQw8BwCmnnDLoU7/73e8AYPny5S+++KLyy9za2qpsdMUVVyj33HPPPTRNr1279oEHHlAs1VgsdsUVV2zevLmqquqGG24YdOXRPVXI5FRrI5U9yRldBH4UGL1WV4Mv2RWThEN+02RJTnZFnfXFRo8FspxFxIToXFNcXIxhGEEQ6USYVYLwcm/vAAWeS4uiQDNGHMOzLo9AvyeiflkSAansCQdS2bpQ2doZ8MovRFNT03HHHffEE08oF0866SQAuPPOO5WSg+7u7gceeACyZmAMn9ra2unTp+/du/ehhx5SfjN4nn/hhRf++c9/Mgzz/e9/fxzfC6LQ6DsK5NSXPyqUCDzo350PACLPZhLhHG2hRuCLi4tztAUiLyxcuNDpdCoR2uxkPABwOBzr1693OBxPPPGEx+NpaGjwer233HILjuPPPvvsEM1pFVavXo1h2Lp16zweT319fU1NTX19/bZt2xYsWHDzzTcP+siJJ5543333sSz7/e9/3+FwNDQ01NbWfv3118ccc8x9992n3FNdXb1q1SqGYX7961/bbLb6+nqXy/X8888XFxevX7/+cAWWo3uqkMmp1kYqe5LTax7jGM7k9iBqdFkYh8le7Ym1BNLBBJ/ihBSXCSVj+wN8iqPMjNl3SM/UiZFCr6hRiqLMZkuou1XgWYKivaW1Is8BgChw8bDfW1prsXuV+3kuAwDZ8fkjgpLmJipIZetCZWtnwH/3u99VVHJjY+Pvf/975eKNN95IEMS2bdumTJkyY8aMKVOmKL78n/zkJ6PY4pZbbrFarZ988slVV1117bXXXnrppS+88AJN0z/5yU+QSTCx6QsQFZ4BT1omgjvf6+1V8/FI/5TX8UKNwKPTwASDoqiLL74YAGpqaubPn9/vp+edd94333xz3XXXzZ49u7293ePxXH755du2bRvOWLIzzjhDGWBWVVXV1tbGsuxJJ520du3ad999N3scdD+WL1/+3nvvLVq0yO12d3V1HXPMMb/73e8+++yz7NGb11577WeffXbFFVfU1dV1dnYec8wxN91005YtWw4XJRjLUwVLrrU2UtmTGcWjTZopyHWtBAaOGq/Ja3XWFacDiXhbKNYWSvXE7TXe0hNqnVOLewfLH2RipNCrBrzAp0uqpne3784kY2wqHg12xUPd4Z4OV3GV2eowWx0AIMtyPBqorJtjsbmPtHAfqspG39YJBlLZulDZmJaNynme/8Mf/rB69WpJklpbW5WLDz744C9/+cvs26699to1a9aMbotQKPTSSy99+eWX0WjU5/PV1dVddtllI03v0XUTO7vdrnwNQqGQfouuR8qmTZuUNJuiC+u9F9SPcTWSJJUGbDzPj72JXefz20Mf7AeABx54YO7cuWNcLV8888wzL730EgCc/v3f1M7u32hkIBiGKf5LSZKG1WEY4LUnfhjoaAKAv/71r4XTOq4QevOsXbt29erVAFC+dI7r1CqNd+e6k413bgSA+fPnr1y5UuPdEfkl11p7XFR2MBjU78gVtQt9MpmcPF3oJUk6//zzJUmii81T7z9t7AsqR/mh1Y2Q4dlISkjzAEAwJGM3UYNl77PdyT3LPwCA448//je/+c3YZcsLyWRy0aJFAOAunXrqknvC/nZJEnd89c9MKkZSjMPlc3jLrI4iDMM4NtXTsTeTThw97/T6WScBAMuyw/lCfbXx/23e+P8A4Pbbb//ud7+b63c0TNQvVB7p6uo6//zzAcBU7ay7Kw+mYPOKfyWbggDw6quv6neSAmJoNJ2YTVHUHXfccccdd2T3KrjjjjvmzZv37LPPtre319XVnXfeeRdddNGot3C5XDfeeON4CIvQE6qnHDcWXARezcfTtTtfjcAnIt052iIe7gIAk8mUd+2LQCAUcq21kcqenKhdXbWseiMNFHlotvzgtx1MmlPLdPWI2WxWpkgkIt3u4iqHuzQZD7uKK7padwk8F+jcl0nFk7FQNNSVSkS9pTUmq4PNJJt3fO71TWHMjuFskTx4GEAReARCezQ14FX6lRYsXLhw4PAABGL4aNTPdlSoHXF0bcCrae3JqD8X6wt8hk3FAOXPIxAFCdLaiHFEbelK5qCDnSzJYoaXBAmnCNJAwQgz9AkTBRiADPrtO6tQVFS0b98+NhXj2RTFmGzOIgBwF0+JBDpszuJI8ECkpyOViFCUQRJFxmYOdLXwmZ08m7Y4ij0lRyhmhixvPtLaCIT25MeABwBZlru6upqbm1OpVH19fWVlJZpCgRg1qqItwC70hLH3W6brGnhVQ8fDOamBR+1wEIgCB2ltxHihBrfxcVXZkijFWkOZYEI6OPgdJwlzsc1UbOtX6D4UGBAGUkwLulbZcNCAB4BEpNtZ3GuQYxjm9JabLA42HQ8IbO2M+TZH78A5kqK4TLJ97/biCp4xWa32I5SPKQY8juNu9wgq5xEIxLiQB+37n//859xzzzWbzaWlpSeffPJZZ51VXV1tNBpPOeWUTZs2aS8PYgKgngYK0YCfYBH43DSxQ758BKJgQVobMb7kYnCMyAqB7R3tHzcFGzvj7eFkZzTeFgruOBDvCIebumRpBF0SFK2ta5UNWcp0YOFbuKf9QEuj21dtdxZjWU0EDUaLx1fV1rwl1N069OKyLCvLulwupWcQAoHQEk0N+FgsdvHFFx9//PFvv/12v2YtHMd9/PHHCxYsOO+881KplJZSISYAfRF4U24nyo6CiTFGzmQyWSwWAEjkJoVeXbYQmsYhEAgFpLURuWD8DXhZDu/p9m9to60GR433/7N35tGRlXXe/929bu179q23dNOhoYcGBhhUQBQ4zLggituogyODDOJ4HBHFOc4oA3pERUWPAzo4ivh60KHxHaVBwRFfRJGl905vSWetVGqve+vu975/3OSmulJJKumqSt3bz+ev6qp7n3qSrtTv+f5WX3fI0xHw9YQDA9HCWFrmpMJYuvbFTKutKIooivXZ3npgGdPFAp4vZjEM8/rCi+9yuX0U5ZIETlWX6z4r8jlNlaGsPw4CgW+noyIAACAASURBVGgmzXObmU1Hn3/+eQAgCOLGG2+85JJLNmzYQFHU8ePH//SnP/34xz9WVfWXv/zlP/zDP/zXf/1X0zaGcABlY+RazhNsReDtno8XjUY5jpNKBVURSWoV02Jrgc/NCXh0GkAgWgRktRENYkHA1ylpTswLMi+RLOXuCJQXveMU4esO504kAcDbGSTomk4IZFneXPmoKnuxVOcaXdc0VSFJGluiBIakGQBQZYkkl4yIWGsik41ArAvNi8A/8sgj5jlg165dR44ceeyxxz72sY9df/31b37zm2+77bYf/OAHw8PDF198MQD88Ic//NGPftS0jSEcwEIEvgW70M9HGOzeEcdy5/P52bovbkXgUQo9AtEiIKuNaBBlPvflTLYma6qoGNrKA3GlfCl9ZNoV8ixuWYfhGONnAUDK1TqlD3fEKHhLWlcIeAzDAcMMY8nfqvnSUvLehEM+dwRiXWmegP/hD38IAB0dHU8++eSmTZsWX7Bhw4Ynnniis7MTAL7//e83bWMIB2CeBnAKxxlivfdSidXEztZHAVi2oO7M4VEKPQLRYiCrjWgQljUkqwl4Q9OLk9nZveOz+8ZTByZnXh1LH54W08t5wDVJBQCCqR5gJxgyM5zQFLXG7Vl5AbbOmysT8Kf53DEMo2lWVZWqSfKGYchiCcNxil4u9YDPz1S8CwKBaCbNE/D79+8HgJtuuqmjo2Opa9rb29/znvdYFyMQNWKeBlpwCDwA4C4SIzCw+VEATovA178M3jxhYBiGBDwC0SIgq41oEGUp9JVJ2pqspg9P89P51MGpwql0cSKTH0nNvHIqNzKbH0nBEq3o5prML/Gq+TRW80A5whER+HA4bM6JWNy5xheK9WzckUtNgVH5K8tnErqueXxhHF8uHMKhFHoEYl1pUsGwpmnpdBoALrjgguWvNC+w9Zcmosnoum62UGrBIfAmhIdWC5LdP9WWnS4VUnVf3HQKBAIBimrR/0QE4qwCWW1E47A+LZVtawzIHU8m947TXldgQxQn5zSkWpLzJ2cBgHRRno7A4gUJhgIAVZAJb5WybbUkhwfbSVetxsUKBtj6U01RVCAQyGazpUVVb6FYdyEzI/CF2cRoINxOMywAKLLE52e5fLpvywWxlebAW2sinzsCsS40ScBbLWpHR0eXv9K8oLu7u8E7QjgHnucNw4CWnCFngrtJKEilUknXdftOTrZmvVrFb/VCFjlFKgE6CqxE+rmRwt6GjPFbBl3SmvyOiFYAWW1E41gqAi9meaUkUyzt7QyWx8tJN+3tDmWPzeAEXnWoOxv2RLZ2ZI7NeFgSI04zspqkykXR1xWiA2yN2yM9ThDwABCLxbLZrCILklBkWJ/1PI4TXRuGMAyXpdL4iX3msQTDsf7NO+NdG6Odmyhmhd+VlZaPhsAvgzTDjX7jj81/X3Gy0Pw3RTSZJgl4n8+3adOm48eP7969+84771xqaKSmabt37waA6667rjkbQzgAKzW9ZQU86aZl4HVd53ne5/OtfENLspBCX6hzEzse+fJrQxjLC2P59d4F4qwAWW1E41gQ8OxpnyspL2SGE77u0OJsd4Imaa9L13S5IDBBd8WrlIdxR72GYaSOTrvb/BRLAwaGYShFsZQshja3eToCOFmr99xqYueAwrejR48CAJ9Plgt4AKAZd++Wnfl0gvUEZKlk6Lrb6/eHYqFol6rpxqLU+grMFHqCIMLhKrPoECZaSSm81myfO+IsoXnBwM9+9rMA8NJLL916662Koiy+QFXVj370oy+++GIwGPz0pz/dtI0h7E79J8rWG2c0ol+qpe2ZY3kEkIBHIFoHZLURDaJQKAAARuK46zQBr0kKLNOLzkUBgCpV70UX6I8xQXdgIFocz+ROJPMjqdzxJDedD26Ke9r8nvYqifdLUT5Grva7WpDlZ8fgOBGKdfVsOm/j9ks2nXtZ/+AF0fZ+glz5HGUYhllJZ5XZIxCIJtO8odkf/OAHR0dH/+3f/u3hhx9++umnP/7xj1944YX9/f0Yho2MjLz88stf//rXR0dHWZZ97LHH/H5/hdQhCMK+0zgRDWWhmq4lm9gBAOaIRvQsy7rd7lKpVPcaeBSBX55rr7320ksvXe9dAPoGPttAVhvRIJZuW7NcLzqz49pSnegwHAtvbiN9NONnFV7SNR0ncdrrcrf5ad/qPofOGCMHZfnt9c2bE0t5TZUBmewlYFnWHOGx7gQCq/BbIexF8wT8ueeeCwAul0sQhLGxsU984hNVLxME4dprr138/Bvf+MZnnnmmsVtE2BPr1Iizzfs8rwrSETNpACAajY6NjYl8TlNlgqzSK2htWB4BVE1XlWefffaRRx5Z713AhRdeeO+99673LhDNA1ltRCMwq8lgcQe7+di7Jqk4VaUFumrG55ftRecKe1xhDwCAsbTWXwnC7QSfO6wUgV8zlslG+fNVkSTp9ttvX+9dAAA88sgjSMM7leYJngMHDjTtvRBnFZYqJqu1n20FrD49Vl8omxKJRMbGxgzDKBXTvtCSk6VWC4rAL48kSblcbr13Ye8CEMQaQFYb0Qh4ntd1HQBId6XJZoLu8GB74VSa9NAYdpr+1iRV4SScxGsNp69VvUNZaoADfO7mg/rmzVlldMhkV0XX9VYw2QBg/qEhHEnzBPy3vvWtM7kddbhFLEXZQJoWTaG3UgOcdBqoo4BHEfgaISkXQTXbS2XouizaOwyFWBvIaiMageXIXpxC7wq6aS+jigo3mfW0Baw4vMJJ/Ew+tLnN0xFc3IK+7hBuCjAAw/ZeS8uk1lvAI597TWAYTrPe5r+vLPKGjsbHOJzmCfjbbrutae+FOKuwTGzrN7Gzu4AvK6ir62mggNz5NXHZWz6+7eK3NPlN86nxx770zia/KaIVQFYb0QgsO7g4hR4wCG6M65qhCnJmOEHQJE7gmqLqqh4ebHfH/Z42fzO2iGM4Q+qiavcU+gWTXdfWs8jnXiOx7q1v/9j3mv++u7996/TIa81/X0QzWf+aYVVVl5pPg0DUwsIYuVatgXdGF3ooK3ird0FdGgBcLpfbXTkcCIFAtBrIaiPOhLLJr1XyiXCKiGzrKM0USBeligoAYBhGeRlPe4CpeZD7mUO4KV1U7e5zZ1nW4/HwPF/fCLy1GvK5IxDrxTqMfzh16tTdd999xRVXxGIxgiAoigIAXdfvvvvuEydONH8/CLtTFoFv1Rp4x7W0FYp1Ow0YuiZwWUC+fASiVUFWG1FHlkmhN8FwzNMRiA51te3sje3oju/sDQ+2N1O9AwDhoQBAUZSqAxRthKmxrb7xdcHqaY+sNgKxXjRbwN97773btm275557fvvb36ZSKau/gmEY99xzz+bNm+++++4mbwlhd1p/DjzulAh8I1ralooZw9ABHQUQiJYEWW1EfVlIoXetkMeBEThBk00oel8M7ojhrzCfN2e2nq3XmmbSHCCrjUCsH00V8P/+7//+mc98RhAEANi8efPf/M3flL/q8/nMA8Edd9zRzF0h7E7rj5FzXg18HY8Cli8/FovVa00EAlEXkNVG1J3Wb1sDZen9drfajWhEXyrMAoDH43G5apsIgEAg6k3zBPyRI0dMP/3g4OCzzz579OjR3bt3W68SBHHy5Mm//uu/BoBvfetbhw4datrGEHbHdJBjONa6An5+Y3YfIxcMBnEch7o2sbN8+WiiLALRUiCrjWgErZ80B84qfDMMQ9f1QjZRlwU1VRZLeUAF8AjEutI8Af+1r33NMIxAIPDUU09dccUViy+IRqOPP/741q1bdV2///77m7YxhN0xHeS4a30S7WphbiaN/Y8CJEkGAgFogC8fkIBHIFoMZLURjcAeEXh2bm/2dbvruj4+Pp7NZjmO43n+5ME/jB75cy41ZRjGmSxbKqbNFZDJRiDWkeYJ+BdeeAEAbrnllv7+/qWuoWn6Ix/5CADs27evaRtD2B3TvrZs+B1gbiYN2F/Aw3wWvSKVFKk+xxormI9OAwhES4GsNqIRLFS9tbKAd9u7Bl5RlH379o2Njc3MzIiiKEnSzPixE4deTE4enxo5YPadWRuoAB6BaAWaJ+BHRkYA4IILLlj+si1btgDA0aNHm7EnhP2RZdlsEmv5y1sT079g9yZ2UF4GX6cgvFBEpwEEohVBVhvRCCxJ3Ai3u6GfUXjZAmft3Xr26NGjf/zjH0dGRs455xyXy8UwDONi2rs3J8aP8sVscnLtwyPQEHgEohVoXtCSpmme5/P5/PKXjY2NAQCGtWguNKLVaP0OdiYES6pZkCRJURRzCJNNWRgFX0gFYr1nviCPJsoiEC0JstqIRmAJeLJ+bncxw/OzBSkvyLKMEzjlZdwxHxN0r3lBW3ehz+fzuVyOYZj+/n7r71fi8xTDxjo3TI0eBAwLx3soei0t6NAMOQSiFWheBH7z5s0A8Oyzzy5/2YsvvggAyyTsIRDl2KIdDpRtz74FdSZ1j8CXUAo9AtGSIKuNaARlKfT1cLsbkD85mzk+M/XHk+mj0/mRVGY4Mf2nkezxZH4kBWuNx9u6Bj6bzR44cCASiWAY5vP5zNazQikPAARBenxhMAy+kFnb4jxqW4NAtADNE/A33HADAPzkJz958sknl7rmf//3fx977DEAuPbaa5u2MYStWWiH0+op9A5paWvZ7HoJeD6fBACfz0fTdF0WRNiL+++/H8Owz33uc+u4Wn334BiQ1UY0AlMSYySOkXU4ghbGM0KGz55I+nvC4U3tgYFocGPc1xXKn5wV0lxxMru2Za3ZMXZMoRdFEQDMGW8EQbjdbgCQ+LlQPMWw4yf2KbK4tsUFVAN/doNMdovQPAF/2223dXd3A8ANN9zwz//8z5OTk+WvGoaxe/fut7/97YqidHd3f+pTn2raxhC2xi4p9LjLIZPkykbB10HAa6osixygowAC0Xogq41oBKYRrEvSnCapwmwxdzwZ6ItQHsac9gIYUF7G1xPOHU+WZgqarK5hZdzOEfgKzNkxqiKqyhpFezk8qoFHIFqA5gl4j8fz5JNPhkIhVVW/8pWvdHd39/bOFdBeeumlHR0db33rWzOZDIZhjzzySCgUatrGELZGEATzQaun0NvZnV+OZbPrMgoeDaRBXH755ffdd9+b3vSmdVytvntwDMhqI+qOYRhzAr4ePncxyxuGwYTcOElUvIRTBBNgDcOQsmtR4LY22SzLQtnpyO/3mw9EPg8AsiT0bNxBM+zaFjeT73AcR1b77ASZ7BahqUHLnTt3Hjly5Itf/OJ3v/tdWZbHx8fN5//whz+YDy666KIHHnjgL//yL5u5K4StsbzjVoi7NUE18FVB/WwRF1100UUXXbTMBblcLhgM1mU1QRBcLtfidmsr7uGsBVltRH0RBEHXdSgLcZ8JmqhmhhO+7urOI9JNZ4YT7pgPAFRBkfIlTVQBgGApV9BNMMudGaycPjua7HA4PDQ0NDw8HAwGCYIwI/AAIJbyLm+IL6SD0U6Pf43y26yB9/v9JNnShy5Eg0Amu0VoXgTeJB6Pf+Mb3zhy5MiDDz748Y9//Prrr7/wwgvf+c53fu5zn3viiSdefPFFdA5ArIqFFPrWFvCOSaEPBAKm2a5PBB5V0zmXj3zkIxiGffSjH614XpIkv9+PYdif//xnAHjggQfKi9m+973vYRj24IMP5vP597///T6f70tf+pJ1729/+9sbb7yxvb1969atf//3fz81NXXXXXdhGLZnzx7zgorVHn30UQzDHnjggRdffPG8885zu900TQ8ODn7yk5/M5XLWshV3mbz44ovve9/7tmzZEolE3vzmN99///2aplX8LHv27HnLW96ydetWlmX7+vquvfbaX/ziF3X43bUSyGoj6kiZz70yZr4GDLNJ3bITEAxNz4+kUgcnixPZif93bOL/HSuOZ1IHJgun0svMnLNMth0j8D6fLxKJDA4Ojo6OCoLg8/nM5wuZxOzUya6BoVC0i6SYNaysSCVFKgEy2U4EmWx7sT6aZ2BgYPFHBIFYA3aJwDtGwOM4HgwGU6lUaX5++5nAF5LmA5SM5zxuvPHGhx56aPfu3Q8++GC5B33Pnj3FYnFwcHDXrl1L3SvL8nXXXffCCy+EQqF4PG4++Z//+Z+33HKLoijBYDCTyTz88MO//OUvd+zYseJODh48+NnPflYQhB07dmAYtm/fvvvvv/9Pf/rTc889RxDVVcR3v/vdj33sY7Ise73eaDT661//+umnn96zZ89Pf/pTK7Zw2223ffvb3waAeDze398/NTX11FNPPfXUU9/61rduu+222n9RtgBZbURdqK/JJigSADSpepW7JqkABjeVI1xU7uQsE2DNWL2Q4qRcyTAMTdFCG+NQTf7jNAE4BrphU5O9efNmVVU3btx44MABjuPMtnazUycuHnqdLxiLdgysbVmUNOdgkMm2F82OwC9GFMXDhw8nk8n13gjClizUwLd2EzvCKQIe5i23pkiSUDzDpXg0Q865XHHFFdFodGpq6qWXXip//vHHHweA97///cvc+8ADD6TT6RdffDGTyfzTP/0TAJw6deqWW27Bcfyxxx5Lp9PJZPI3v/mNIAhPPfXUijt56KGHent7h4eH9+7d+9prrz333HMURT3//PMvvPBC1esPHjxoitVHHnkkl8uNjIwMDw+fe+65zzzzzBe/+EXzmpdeeunb3/42y7K/+tWvZmZmDh8+nE6nv/GNbwDAfffdV9MvyLYgq918DMNIp9PHjx8/ePDgoUOHRkdHbTrQZMFku+qQQs8E2fBgu6nGK14ydEPKldwxP2BYYSwd6I+yES/lYSgPw0a9/v5ofjQl5UpCeslfo3mosDZsLwiC2L59+8aNGy+++OJt27a5XC6XyxWOxDv6tnX0bVuck1wj1gy5aDRav80iWgJksu1FMwT8yy+//M1vfvN3v/tdxfMHDhy4+uqrPR7POeec09bWNjQ09NOf/rQJ+0E4iQV3/rL1bOuOVVBn09NAOWVl8LNnuBQaSONgSJJ861vfCgC7d++2npRl+cknn8Qw7D3vec8y9546depHP/rRxRdfbD1z7733Kopy55133nTTTeZY4yuvvPKrX/1qLTvBMOzRRx/dtGmT+c/Xv/715sYOHTpU9fq7775b1/XPfe5zH/jAB0x//6ZNmx566CEA+NnPfmZes3fvXq/X+8EPfvCaa66xft7bb789FotNTEwUi2fq21pfkNVuELlcbs+ePb8s4xe/+MXPf/7zn//8508++WT58+Yp07xLEIS9e/ceOXLkN7/5ze9///vnn39+z549e/fuPXr06OIc0RZnwWTXw+dOeRgmwGqyWpzI6OrCr0JXNG4yqymarumFU2lPewDDT5OsOIl72gOZ4URpdsk/VfNQYV+fO4Zh7e3t559//utf/3qv1+vz+RiG8gVja1hK19Rcampq9NDokZcEQZBl2WqMh3AMyGTbi8ZqnvHx8Q984APPPfccAHz6059+3eteZ730yiuv/NVf/VW5mDl48OC73vWul1566b777lsqRwJRwcTExMjISPkzbrfb/O1xHFfuk/b5fOedd96a3a4tS31PA43D8i84QMBbrne+kAq1bTiTpZA739nceOONDz/88BNPPHHPPfeYz/z617/O5/OXX375wMByOZx/8Rd/UZGtZxaq3XzzzeVP3nTTTf/4j/+4YpHqzp07d+7cWf6M+e6qWiXzVtf1X/7ylziO33rrreXPX3TRRd/4xjd0XTcMA8OwD3/4wx/+8Icr7k0kEoVCwVxk+S21LMhqN5TPf/7zR44cqfHieDz+gx/8QFGUAwcOvPLKK263u7e3l2EYwzB4nh8eHgYATdO2bdvWyC3XGevzg9H1+cAEBmKarOEaZIanCRelgW6ouioooS1tBE2qoqKWZIKucjwgXRROEQovGbpRIe9NzCp9RVFUVbV1w7ZYLGae/dbWepYvZBLjw5qqjJ/YN3XiZfMrLpfLjY+P9/T01HmviHUFmWwb0cCvpOPHj1900UXZbHbxS7Isv+1tbzO/x/v7+6+55pqpqannnnuuWCx+5StfkWX5gQceaNzGHMPk5OStt96qKEqN199yyy1ve9vbGrql5mNWdgHA8h1l1x0rhd4BAt5Kd+fzZxqBN5vY4TiOZlA5kiuvvDISiRw6dOjYsWObN2+G2pLxAGDDhtMcQ4IgTE9PsyxrjTEzcblcfX19S3nlLcy3LscMCFRlfHxcluWurq6KrBAMw26//faKiw3DMFOaT548OTw8/Mwzz0iStPxmWhlktRuKpmnHjh2r/fpkMpnJZDKZzCuvvBIMBru6uiwXvMvlCgaD5p9VKpWykQN0wWTXqW0NTuKRbR1KWsBJQlNU80SEk4Q75mOC7vThKYxY8o8dJ3EA0FWdqOZNKHe7W33g7Ijf76coSlGUNZjsEpebHD04fnyvxxeKd27ITh1yuVyapqXT6bGxMQBAGt5JIJNtIxqleVRVffe7322eA2688cZ3v/vdl112mfXqz3/+c/Mv/7LLLvvVr35lfjNOTU1df/31r7766oMPPnjHHXdUfBoQizl06FDt6h0A9u7d6zwBv+DOZ1o6/mNtzwECvo6T5MwIvNXZHuEwzJS8733ve7t37/7kJz+pquru3bsZhnnHO96x/I1WFxyT8fFxwzCqqpR4PL7iaWBVh+9Tp04BQEdHx4pXfv3rX7/vvvusPOdQKPS6172O47h8Pl/727UOyGo3mtnZWTPjfSASfvvOuU5OOI6byQuapuv6XBL404eH909OA8D09HSxWCQIorOzsyKBjiCIjo6OAwcOBINBOwp4vH4mG8Mxf0/Y3x2SS5JYEnGSIF0UYKArGgAY2pKxNUPVYV7GL8ZyMUiSZGsBn8/nGYbJ5/OiNDY9dsQXiHn84VryMQ3DmJk4Nn58bzjWbY6dU0QOx3Ecx7du3Xro0CEMw2KxmMvlavwPgWgGyGTbiEYdmp955hlz3sC//uu//su//EvFq4888ggA4Dj+0EMPWf9PnZ2dTz75ZH9/v6Zpjz76aMV4AMRirE/hX23a0BOa67JIEIT5vaypmjlhxTDg/7z8qmEYiURivbbaOBZOA63dhd5q2GNt2L7US8BbA2lQBzsHc+ONN1qngWeffTaTydxwww0rJlxUuNvNw0EqVeXzlk7XYRrC4vdacdkvf/nLd955p9/vv+uuu974xjfu2LHDPKwMDAzY9DSArHajmZ6eNh9s7+z46x1D5mOCICiKAgBVVa0E0RRfMgX86OhoKBTyeDxVA1Dm8/aac7Zqn7sBUkGQi6KuaBiBUx7aFfJUzXgHDCNZujyUjlMEwZCapOqKhlOVb6eKiqZolIepvlpZkr99rbaiKMeOHctmszzPm1W+e3//5Ibtf+ly+zr6tlH0CsJb4AuKJLhYrzU0XizNfbnF43GO4/bv39/T04OC8E4CmWy70CjN85Of/AQAent777rrroqXZFk2W+NcfvnlFbVb3d3d11xzzf/8z//s3bu3QRtzEtZp4F0X7Dy3a875RNO0+YckSZJVA7/n0OFsSXC2gCdaPAJPz3272fcoYGEJ+DMcBc/n57pYx2JraauDsAVXXXVVOBx+4YUXksmkmYz3vve9b7WLmDHGVCo1MTHR3d1tPa8oyujoaB13CwAbNmwgCGJiYoLjOK/XW/7Shz70oVQq9YMf/CAcDn/zm98EgMcff/zqq68uv6ZqkZ4tQFa70Vh9+9v9K8SXOuYvSCQSoVBoqfRRDMMIgrDXR85KWMWr1aVXoPByfmRWFZXM8NzpJTzYXhzP+nvCroinlrdzx3yhLW2FsbSvO1wu1HVV5xP58GC7O7bk/4WVI2BTq63r+uHDh//whz8wDNPR0WGqFI/Pn5w8LoklTVV6N+8kyOVmAUhCcfzEvmBkIbYpcDkAIEmSZVkMw5LJpE2nISCWAplsu9CoLvSvvvoqANx0002ma7mcP/zhD6YL9u1vf/viG7dv3w7zGRGI5bEEeXtghdNAe8APAKIo5nK5hm+ruZiWFSNxWMKJ3iLg8758+9bbWNSrCz2aIXc2YKbk6br+xBNP/Pd//3c4HL7uuuvWsM4b3vAGAPje975X/uRPf/rTujePpWn60ksvVRTlP/7jP8qfP3DgwCOPPPLyyy+bH9fZ2VkAqGjbc+LEicnJyfrup2kgq91oLJ+7aZGXwbrADGEtdcQ0DENV1cX/X61M7T53hZezRxPJvePF8YynI+DrCXs7g/x0Pn1oKjcyK6Rq0o3uuJ/2ulRByY+mxAyvlGSFl4Q0VxhNBfqjTIBlI96l7sVsbrUTiUSxWGRZduPGjW1tbRiGYRgGhhbv3Oj2BBRZzCTHll/BrOnA8bnfg2EYklAAgEAgYDqPwM76B1EVZLLtQqMEvGmoqjYtfPbZZ80HFV4QE7OMAR0FasF059MkEfGs4IrumB/4YWXdOwbTstaxmq5BYDQBGIBtffnleL1es+btDJvYWRn4NirgRKyBG2+8EQA+//nPp1Kpd73rXTRNr2GRe++9l6bp++67z5oK8/vf//6OO+4wD5H1na9x7733AsDdd9/9k5/8xMxjGhsb+9u//VsAeO9732teYwaizUE1Jr/+9a+vvvpq8/qqfeBaHGS1G415goQyi7wUVog+l8tRFMXzvCzLiy/L5XKGYdhroJdlAVfsQl84lUodmmKjXl9PmPGzlJumfS5PR8DbFcwemymOZ8wS9+XBcCy0Od51ycbghlhptlgczxQnsmzEG9rc5o75ghvjsPQ3B27zFPpkMnngwIGuri4cxwOBgPmkwOUAw0KxromT+wvZZPmsosUQBNWzcYemzvVakkp5Q9cBwFzN7MFkL/8RohaQybYFjRLwZlJN1czY3/zmNwDQ3t5edfaJ2cvKjhP5moyqqmbJR8zrxVf6S2ibPw1YKXyOYU7A12kgTePAcAwj50ob1nsv3Ohs0wAAIABJREFUdcAMwgtcVtfW7n239D8aAu9srrrqqlAoZOrDNSTjmWzatOlrX/uaoijveMc7YrFYZ2fn5ZdffuGFF5pzztxudx03fNlll33hC1+QJOnd7353MBgcHBzcuHHjq6++unPnzi984QvmNZ///OcB4M477xwcHLzqqqv6+vquvvrqgYGBCy+8EADe9KY3/ehHP6rjlpoAstqNxnKgx1dKoY/Om/VkMtne3r59+/bx8fGKke+lUimRSAwNDdXSval1sDrvYtRy50+Fl5SSTLqoxRFyysMwAbeu6UKmpuJ/jMADG2LR7V19V27rumxT12WbfN2hyPZOf19kqer3+R3OnSuqek9aHMMwSqUSRVGmt93y8kilPADgBMm43JqqqPJyvgnWGwCAEpcDwwAAkZ8rFTYFfDabHRoaslwDCMeATLYtaJSA7+vrA4CpqamK5zmO+9Of/gQAV155ZdUbTRc1qoldkXQ6bc4tbK/B+x73zZlApwp4bFF/mhbE9DI4Q8CbMXPD0EvFtfcjQRH4swSKot761rcCwIYNGy699NI1r/PRj350z54911xzjaqqGIbdeeedu3fvNh3ndQ9C3n333c8888wNN9wQiUQSicTOnTvvvffeF1980eq3/Ja3vOXpp59+wxvekE6nDx06NDQ09PDDDz/99NNf+tKXdu3aNT4+brvEPGS1G435iyJxPOJZ4fBqXTM7O9vV1eX3+zdu3Hj06NHp6elsNpvJZMbHx0dGRrZt29bT02OvCLwlhpevgVc4KTOcoH3Vu6zRPiYznFC4VRhTkqU8HYFAfzTQH/W0B0jXynFjK8nfjgJe0zTDMKzuCcHgXJ9jgZ+LNGK4OftgORc84/K4fUFFkTKzE4ZhCPxcDWYgEMhkMmZ6CPrDdx7IZNuCRjWx27hx4/Dw8GuvvVbx/C9+8QvT/3rVVVdVvfGll14CNFiyBiwpHvMtWcFlYYl8K4XPGSiKYnox8GV9+S0CThMar9jxKLAYS3Lz+VlvsG1ti/CFuc8wisA7nu9///vf//73q750xx133HHHHdY/b7755ptvvnnxZbOzs7IsX3755eW2Q9f1iYkJKBtCW7Hae9/7XiuDrpx7773XTLqrepfJlVdeuZRkNbn66qsXp5RfccUVphWzHchqNxRd182kuahv5aQ5AIj7/bMcryhKsVg855xzRkdHMQwzDOPAgQMAMDQ0RFFUb29ve3t7w7deVywX9vIReF3VwexuUw2cJABAV1dOoT8TrHe3o9UmSRLHcVVVDcPAMMzSSyI3J8I1RQYAklohO7qte4sklEaH/yyJfDZ5yqx4lyRpamrq3HPP3bRpExoB60iQyW59GiV7zjvvPAD48Y9/XNH53Co/qPpbfumll55++mkAeNOb3tSgjTkGazxDvAYBb4n8qkMd7EuNyXgtgnkasPZsa+oySQ6l0CNq59Of/nR3d3dFkttTTz2VSqUuvvjiit6ziDWArHZDyeVypviJeWtqn25dlkqlCILYuHHjrl27Nm3adO2111533XXbtm274IILbKfeodxqLyHOTczZ7Oac9rkbeYlP5ItjmcJYujiRUUoyTjQ28846V9hRwANAIBDQNM2sbfH7/WY0XijlAUCRBFkWKYYlKWb5RSja1bv5/K3nv76jdysGhizLsixv2rTpwgsvHBoaQg1oEUuBTHajaZTsuf3221mWFUXxmmuusXrb3H///c899xwAXHLJJf39/RW3CILwgQ98QNM0HMdvuOGGBm3MMVhSvJbTgCXynReBNx/YIoXe3KSqqmbWgK2xIvBcfu1FGaaAd7lc1lhpBGIpbrrpJgzDPvOZz/zqV7/iOC6ZTP7sZz/70Ic+BACf+MQn1nt3TgBZ7YZSZrJrOrmWC3jzAU3TbW1tvb29PT094XCYaLB8bRCW1V4+b47yMuHBdrkoAoCh6cWJbHEimzowmTmayB6dmd07Qblpbjqnig10iGMkUbFne9HR0TE0NDQ1NSWKIkEQHo8HAEQuq6pyemasZ+OOULSrlnUo2tW14dy+wQtIAoLBYCgUuuiii3bu3Gmv2g1Ek0Emu9E0KvWlo6Pj9ttv//KXv7x3796BgYEtW7bwPG8mTgDArbfeWn7x9PT0Cy+8cNdddx07dgwA/u7v/m5oaKhBG3MMC6eBGsSP3+ViSFKa73vnGGr05bcIGDmXNqmq6tq6erYOloAvrVXA65oqcFlA4XdEbVx99dX33Xff3XffXT7Sxu12P/jgg+985zvXcWOOAVnthmIZ3xoFfHTe7X52Wm3Kw1AeRhUVYZZTBCl7dAanCFfES9CkLim6oolpDnSDCbCRbR14Yzz4+PwObTopLRQKmQ0ODx486Pf7WZbNZrOyLE+e2Nc3uMsbiAQiq2h/yLg8uioyDAMAvb299e0ijnAeyGQ3mgbWrtxzzz2qqn71q181DGN4eNh6/r3vfe/73/9+65+PPvpoeZPDSy655Ctf+UrjduUYLAEfrS0fL+r1TOby2WxW13Wrr4ndsZmAJxby8Rwj4Pm1joIvFVKGoQPqfYWomU996lPveMc7Hn/88ePHj/v9/qGhoSuuuMJsvYaoC8hqNw5Lh0dqTaF3poC3xLBlEJci0BfRRGXqTyc1QTF0nfZ7NUmRMrwqKr7ecKA3ogjy7P4Jxs/6+xviBcZsLuABYMOGDS6XiyRJs4uYLMtutzsS7w639Uba+lYrwvlcEgBIkkSZ84haQCa7oTRQwJMkef/9919xxRXf+c539u3bp6rq5s2bb775ZnM032IYhvnwhz983333odKIWrCGFkZXGgI/d5nXO5nLa5qWy+Uc8+W7cBSwg4C3ogT2PQ1YWKp7zaPgrdx7JOARtbNhw4ZPfepT670Lx4KsduPIZDLmgxp97pF5y27d6AysYXgYsYJ6JN10aEt7cTKX2j8hF0UxzRsGuOM+kqUNTReyPBv1yUVRzPK+3oYcaawd2tpkd3Z2trW15fP5Xbt25XI5HMcj8Y5oe/9q1zEM3Wx5Ew6HHRMEQjQaZLIbR8O7R15//fXXX3/9MhcMDg5+4QtfGBgYeMMb3tDVVVNBDgLmvfIUQQTY6nNWKrDm1mQyGccI+IWjwLLTXFsF3AmnAZNAIEBRlKIoa66BRx3sEIjWBFntRmDp8PBKM+RMLJPtsAh8mYBfWQRSHtrT7s8cxv094eJUnmIpgiYJFykXRCHFaZIKBuiarkkq1HOq9DzzJtvas00hCCIcDm/evPl3v/sdAAjFtbiEBC6raQognzsC0Rqs//iHXbt27dq1a713YT/M00DIzdaYBBUuE/AN3FZzqd2X3wpYm7T7aQAAcBwPh8MzMzNmJjyGrdofb+XeoyHwCIS9QFZ7DVhJc2F3TVrTMtnWjc5goYdrDUbb0A0hxQGOKaIa3tK2oPkDoJbk4kSG8jC6oulaY/rCzgt4wzAasn5zicfj5oNibmYNt1s+d2SyEYhWAKXB2BKO48zy7xqPAuVXOuk0sKCEbRWBd8ZpwLTiuqaW1uTON6vpALnzEQjEWYBleUNutpbr3TTNkCQA5HK5Bm6r6Vjmr8a8Obko8Ik8G/FUROxJN017XbmTqcKptJQryUUR6m1YreiIA3zucFrh21ry5rh52W85AhAIxDqCBLwtWTgK1JaMBwAhJwp4y5dvixR6zCn5eCbWaaC0pjJ4Pj9TsQ4CgUA4FdPy0iThc9VU9Qbz9j2XyznD52ti/Sy1/EhKSSZoCicJXa6oOzPkfEnMluR8qTRT4BP51OGp5P4JMVuq515tcKxYBQutZ9ck4JHJRiBaCiTgbYnlkg/VHoH3OjCFfkHA22KiyfwenXEaq5c7H50GEAiE4zGtdoitYrI1vXoGuBmrV1WV47iG7q2ZLETgazDauqK5wm5fd0jMCtqChjeEWU7ICsWxNEGTum4Iaa4wlp55bSx7fKaULNZtr84y2ZFIhCAIKDO+qwKZbASipVj/GnjEGrAEfI3tcAAgyM6l7eXz+YbsaT2wdLsTrKvdsKw4l197QR3DMD6fr57bcjTDf/7lzKkDTX5TWeKb/I4IhMPged6segt5FvLnCyVhMpMpCCLgGAYYS5ERn7cjGLTsWnne3Nn5PYnhGMnSTIBlgm5uIku4KIIhFU4UsyVhtujvi8q86OsMshEvTdNyUcwMJ/yqSvtdpIta7723HGYru9nZWT4/axjGqmfIoRr41VPMTv/2p/c0/31zs2PNf1NEk0EC3pZYafCWLF8R6yjgsII6O4E5sAYeyqrZa0fTFIHLAvLlr5LE6L7E6L713gUCgVgdltm1TPbYbGosld576hRJEAxN67ohK/L2nu5kvrC9p5siCHC8291YOQhPsjQAEAzFhjwEiWuqXhxPCykewAgMREkXjREY4Zo7x9I+FxvzpY9Ms1Gvv68ew02cYKhPIxqNzs7OaqosclnWt7ppRCgCvwYELnvkpf+73rtAOBMk4G2JZc5rT6G3jgJIwK8bC6mDdkj4X4mFCPzq8/HM3vWAjgIIBOIswDLZpiFO5HKnUqmD4xPdkXDE58NwXFbVkigdn06UZBnHsB19vVDW7s6RAr4WK0jQBONnNVnVNC2wIaaUZCbAFieyQqpIsjSfLLBhj1wUhRRHxoM4ibsCbGEK5KJYn73OC3hnmGwAiMfjhw8fBgAun1ybgKdpOhAINGRzCARiNSABb0sWTgO19bMFAJokPAzNS7KTjgI2C2U76zRQlkK/6gg8l01ULIJYhiuvvPKcc85Z713A2ZnEi0CcOQsReI/bMIxTydT+U+Mb2uOKoh2bTiiaDgC6rhm6URSEVKGYLnIRnzfoxNazCxF43ail+6yvO6TwUurQlC5rTMhNumlVVOS8WBhN035WSHG6qgOGaZzs7QhSXgYncF2pT5tY64Bhlo47AKuBPJ+biXVvrf1GTVPM6fGxWMwZB5iGwrLsN7/5zfXeBQCy2o4GCXhbYp0GAmyt/WwBIMiyvCQXCgVd13HcCf0LF8yqbgcl7ywBHwgEaJqWZXkNTeysW9BAmloYGBgYGBhY710gEIg1suBzd7nypZKsqT7WleX4DMeNzMyyDE2RhKrpJVESZClT5MJeb8TnDc7bdye53S2rbehGLYaQdNPBTXEMxzRFywwn+Ok8N5UTZouBjTEmyLqjPl3VpVxJEAqGbvi6QoZuVAycs1BFRUhzKi8buo6TBO1zsVHvUhcDAGhzNtvW5yVRFKempnK5nCzL+XxeEASSJLlcYlWLlPKzZtIcMtm1EAgELrnkkvXeBcLhIAFvS8pS6GuNwANA0O2ezOV1Xec4zu/3N2ZrTWXBrNohFG/Mtxp2hjsfw7BYLDY5OVkqpHVNxYlVfJmgajoEAnH2sCDgPW5BVgBAVBRZEMZmU53hkJdlAUDXNUXVZguFY9OJA2Nj5/b1WBl2hUJhvXZedxYEvFar1aZ9ruhQVynF4QROELiY4X39YX93mGApAMApggm6wa0XxtK6phmGQbrpxYtwkzk+kU8fmbaeCQ+2c9P5wECUCVQ/Rxm67SPwyWTyxIkT+/btAwCCIFKpVKFQcLvdY8de3faXbyfIWlv9IZONQLQaNnYrns2YpwEMwwI1N7EDAMud75h8vDUcBdYR6zRga3d+OaYz3jB0vrC6UfBFdBpAIBBnDeVN7AwwDMPIFIsjM8n2UJClF9QmjmNRv4+lKVnTErm81bnGMSYbAEhy3tWrVR+eVxWMwD1tfibk1jQ9OtRFe1yarJRfQHkYnML5mYK/L8KGPRW3Fyez3HQue2yGjXoD/dHgxpi/N8wn8qmDk7njSblQvWbeUO3tc89ms8ePH9+/f388Ht+6deu2bdt27tzJMIwoiqeO7Z06dbj2pSwBjyLwCESLgCLwtsQ8DXgZhlyNFHSeO99mAn7+NEBRDplwU97HzhfqqP1GHgl4BAJx1lA+OIYhqZIkl2SFpWmarDyDyarqdbGjydkMx3WE59qMOan1rGX+dEVfrSxWBQUAvD0hDMfyoylN1Wmvi6AIwzAUWZSLYmhzO8mQrtMFvCoqpUQhdzzp6wkTzNwvHCcJkqVJN50+Mk0wZHR71+KuepbJpukqIf3WZ2RkZP/+/T09PVbbuWAwSBAEQRCKxAtcrphP+QI1zYRDAh6BaDWQgLcfmqZxHAdlEfUacd5MGsusGmp9mtY0Fs32+XgVlHfEWdWN5mkAwzB0GkAgEI5noerNwwY9blXTeVH0uKpY8BxfGuxsL4qiJCsB1oVhmGEYjjHZUCbgLXlcO4amAwDJUL7ukFkVXxzPmC+RJOlpD9JextdTOUBOTPPpI9PumM9S7xaMn5XzgioqMifSvsr/DmuH5CI/S+vD87wgCCzLljeNd7vdDMNIkgSaNH5inzcQXa2ARz53BKJFsN+3EsLsQgeraUFvYl3vmHy8haOAsuqjQPOxWuPa1J2/GGsUfHFNAt7v9zMMU/9tIRAIRCthhdBDbjeB453h0EBb/ODYeMDNsvTcd6BuGLP5giDLFEl5XYBhQBGEl6GLouQYkw0A1nf+Gqw2QZMAoCsa4aICA1GpINBel6ZoOA6Ml9VExdcdJl2Vx1qlJAEA5alua8zn1ZK8WMBbJttVzdXS4giCAAAeT2U1QTAYnJmZURVR1xRZLNW4mjU4pq2trY6bRCAQa8YhtbhnFeVHgVXdaF3vGHd+eTLe+u6kFqzzimNS6K34+apGwUtCUZFKgJLxEAjE2UEmkwEAD0PTBAEAm9rjAbc77PNNZrIT6Uwil5vOZk8lZ4uiONjZEQ/4MQxz0TQAhD0eAOA4TlGU5d/CLlj+a11edd4c7XeFB9ulXAkAAMOYgNvbFQz0R3y9EU/Mr8kaYFAlkK4ZALDUyDqMwDPDCb1aQb4xv0M7OprNMM/ikTehUMh8IAlFs7F8LVhJcygCj0C0CCgCbz8sZ/yqWtBDmYB3jDv/TI4CzccU8BRFOayJHawyhd4aYIMEPAKBcDyqqhaLRQAIz5tgH8sOdnaMp9Nxv58iyfmiKsPncrUFA2OzqR19vVGfDwBCLHsKwMyitzKebI0VzdYldbX3slEfnyiIuRJOk67QQgBDV/XCdCa8pZ2N+RaPhcMpAgB0RTMfVKArWniwvfpLko0FvHk6kiSp4vlgMAgAuq7LQpGka8osMAyjmEsAQCgUckz4AYGwO0jA248yAb/aCLzTUugZhjFLBA07CHjTy2DHo8BSxONx8/dfzK5iqCyqpkMgEGcPuVzOMAwACHvmTDaGYf3x2F9tHTwwNhEL+ENeL0HgFI6XJGk8leYlycO44gE/AES8c7dkMhkk4HESDwxEDV1PH56WciXKw2AEpsmqwklt23tor8vfE1LUymVpnys82M4n8ovHyxmGIRdFNupdHLcHAE1UK/ZsI/x+P0EQxWJRluXyqj0zAq+qqj8Y8fhCtSwl8jlNkQDlzyMQrQQS8PbDSqGPLKpuWh7L/e+YlrY4jlMUJcvyGo4CzcfcpB2PAktB03QgEMjlcquKwPOony0CgThrMPPnASDqXTDZMb9fVBQMsP1j47lSiSZJRVVFWd7R1+tmmO093Wbyc9TjrVjE7rjnzyG6uBa3OxNgw4MdlJuRuYXZbziBezsCvq6wAVXm0bARDzeVk/IC6aKY4ELYwzAMPpHXZJUJuklXlcCyMX+uYFczr7dFwHG8q6tL07Rjx4719vZakYNQKKQoiqqqIp8LRmqaHYNa0CMQLQgS8PbDMuSWb75GAqyLIghF09LpdAP2tT6wLCvLsg1S6I25CLyTBDwAxOPxXC6nyIJUKjBufy23WKcB5M5HIBCOxzK4lho36YlEgm53PBgoipKqa5qmMSTZFgh0hkP4fOlyeN7KO8ZqW2JYF9ZY1U956PDWdlVU1JJs6AZOEbTPxbpZADD0KgIeI/DAQNTQ9PSRabPvHYZjuqJJRVFXtNiObn9vZeN6E02YE/DuVWY7tgjd3d0cx23evPngwYMej4emaV3X8/m8oigej4emCJyoSQJYHeyQgEcgWgck4O2HZcjDq4zAYxgWdrtnisVMJmMYxuLuJnaEZdl8Pq8JKhgGtPBPpImqGRuw6VFgKWKx2NGjRwGgmE2sVsCjFHoEAuF4UqmU+SDirTTZPpYNer0URamapuu6rlV6omPeOc0/Ozvb6H02B+/8T2QlqNeOoelirqTwMpi63e+qmvq+GCbAhgbbCRelCjIAZIYT4cF2NuZzBd3+vkjVAngA0OcF/OJe7rYAw7CtW7dOTU3RNC3Lsvmkz+fbs2cPwzByqdZmxsX5tjXIZCMQrQMS8PbDEvARz6qlYMTrmSkWFUUpFot+f01yq8WZs6y6oUsavmh+TOtgRRtsehRYCiuKzuVmol1barmliNz5CATirMES8LFFAt6CJAi1Wk9wS8Bbi9gdywLqpdVF4IUUV5zI6KqeGZ6zIOHBdsrDBAaiVRPgK6C9THR7p8JLCif5ukJm3H7xZPhytPkd+ny+VW21dcAwrKurq7Ozk+d5WZYxDHO73d/5zncURSlmp2tchEdJcwhE69G6ggexFKYhJ3BstTXwUFaDl0qlnCHgF9z5gtrKAt7uyXhLUTZJrtbTgJmPZ9bPN2pbCAQC0RpYwfO4z7v8lYuJ+RwbgVf5VQh4fqZQHM9kj87Qfpe3M4gRuC6rhVNpVVQ0SY1s64DaStMoD7PUQPjFqLwMAAzD2L31OoZh1q8dACKRSCKR4POzhq5hePXsg3KKaAg8AtF6OGSc1dmDYRimgA+73fjqM8bjzj0NWNlurYnGLySwre9O6stqR8FrqixwWZjvYN/AnSEQCEQLMDMzH8BcvdM85vUSOFa+iN2xIgeWTVwRTVK5yWz22IyvJ+RpD9A+F+WmmaDb3xtxhdypg5OFsYY0CNB5BRxnsmFehxuGzuWTtVzPzcfqkYBHIFqH1o1YIqqSy+UURQGA+Jri55Y7P5ms6Yu79VmIwNd8GlgXdN72yXhVsQR8jZPk+HzSTBRFRwEEAnE2YGpvmiDWUPVG4FjM600UiqlUStd1HLd90GVBwHPVTbaY4YUUp5QkQ5trUKerevrwNBv1kuzpc+AwcMf8Ci9LeUEVlVoS6WtHlzWz76wzchXLKXe7+0IrN6LncgkA8Pl8duzGj0A4FSTgbYYlvNtWn4wHAO3zpsgxAn7F00CL4IBquqpYR4EaJ8mhDnYIBOLsQVEUc3BMe8C/tpyjjkAgUSiqqjo7O+sAv6dVOaUWK022oRu5E0kpL2SGExiOYThmaIZhGLSHkYtiYCBaZTkMKC8DAAov1VfAa/Pbc16pl/UpqsVqyyInCRwgk41AtBi29+aebSQSc3HOjsBavMJt8+rRWsfuWAJ+8WmgpVAdehrw+/2mV56rLQLPoWo6BAJx1jA1NaXrOgB0rslkA0Bn0G8tVbdtrR8URZl97LRFJjt/clbKC/nRlK8nHNrUFtwYD26Ke9r8uZFZKVdSl0iywwk8M5zQ1TqPklULkvnAYSYbANra2gzDUFU1MT7M5dOqutzZCY19RSBaEyTgbcb09Fwx0toEfFdwzhQ5RsAHg0HzgVqU1ncny+Pg04AZhBf4nCILK16MWtAjEIizB8tkd82bqtXSPX+jMwQ8zFttjZOhbGy7XBTFXCk/kvL3Rig3DRgAAIZjTNDt7QgIs0U+kQejyph3XdPDg+04uXIztlVhmexQKFTfldcXRVEEQeA4ThCE6VOHpkYPnjz0x6nRQ6pS/QSFhsAjEK0JEvA2wzLhlhRfFT4X42UYKDtV2B1LDy9257cUDs7HW8iir6EjjnUNOg0gEAjHMz4+bj7oDq3xm9+6cWJioj57Wm/C4TAAGLqhFBZEo5jhM8MJV8SD4ZWFBkzAjTOkzElKaZGVN0DhJACovbd8jSh5sXy3zkCW5b179w4PDwuCIMtyNjmRnZ2YGjl4+JVnTx19VRZLi2+xhsC3t7c3d7MIBGI5kIC3GWUCfq3u/FAQADiOy+fzddvW+mF5x9VCS0fgHXkaMFlVI3oUgUcgEGcPloDvXes3f8+8jbOWsjuWEVRzovWkKioAQFW0qQMAADrABvqickGQC2LFS6XZoiarjJ+tbwE8AGh5qWK3DuDo0aMvv/xyR0eHx+OhadrQpFCsu6Nvm9cfHh3+89SpQ8aiHAceta1BIFoS1MTOZpg+eBdJxryrHgJv0hMKHknMAMD4+LgDosELAj7f0gLeqfl4UGbXaymDN/vZ4jgeiUQauy0EAoFYbyzV3Rde4zd/dyhI4riq644R8NaX/2lWu0p2/BwETbIRj5jluakchmOUl8FwTFM0McMLaS7QF9U1vTCeZvys2dAOAMRsSUhzKi8ZhoGTBO1zudv8qxL5ak6q2K3dMcM2DMP09/f7fL58Pi9wWcMwMAwLxboVWRQFni9kvIHTfl7kc0cgWhMk4O1EsVjM5XIA0B0KrnmGdm94wZ0/NDRUt82tE6FQCMdxXdfVfKVvvqUwQw0+n4+mq0QYbI3V22bFCLxh6Hx+FgAikQhJoi8fBALhZAzDGB0dBQCfyxVdq8+dxPHuUHA0nUkmkzzPmx3gbE00OtdPXskstE0haAIANFnFqSrV7KSbbt/Vj5ME5WUywwkAkIsiE2DdUR8/kxfSXIaiIls7SJZiOwPcVHahlT2G6ZoOAJFtHb7usDte6xQYOTOXT+6YyHM2mz1w4EB7ezuGYcFgMJ/P65oiCxzj9gGAxx8ZO/5aJN5TIeBREzsEojVBZ2g7MTY2Zj7oj6w9p8uKA1ir2RqCIEKhUDqdVrKtK+ANRTfHyDnGl19O7aPgS8WMpsrgoCMRAoFALEUymRQEAQA2RM/om39DNDKazhiGMTY2tm3btjrtbt2wvv/LrTYdYMOD7cWJ7OJqdl3V5YIY2twWOadT5kRTtIsZnpvOMwGWjXoxHCMAz59KKSWZGKZdYTc3lfN1h0g3jWGYoemmnjd0A6cKFGxXAAAgAElEQVQIV8hdyyatvVnuBrujKAoAmCGEYDB46tQpAChxGVPAUxQDAItb2RWz0wDAMIwDEjYRCCeBauDtxMjIiPlg4AxOA9a9ZmTAAZj2VZc1jVfWey/VkTOCmR/omKNAObWPgueRLx+BQJw1HD9+3Hxw5gLefHDixIkz3VMLsCDg0wtd01whD+miFF4qzRSMsu70uqJxk9ngpjgb85Es5Y753O1+nCSkvBDa0uaO+wmaVEqyXJQwHJN5KfHyaPLVMX9vhPIwZqIiRuCusMfbGcwMJ4rjmWVy9ctR0gIA+P1+hqlze7z1AsdxADCr3K3CfoHLmA90QwcAHD8t/UFTZZHLAsqfRyBaDxSBtxOmxxQABs4gAt8VDDAkKamq5Q6wO9FodHh4GACUjEB46tzJpi5YiYKOjDxHIhGCIDRNWzGF3roAnQYQCITjOXnypPlgU+yMXLfW7c4Q8FY/czm9kEKP4VhwY1xX9dTBSbkokm4aJ3BNVlVBCW1po30uX/dc8qCQ4tJHpt0xH8lQQooTM3xhLG3WZEn5EpfI4QSm8BLtc5W/KeVhKA+tyarMiRUvLUbjFV1UwVm+ZrfbPTQ0NDk5GQgErPm7QnFOwEsC17vpfIY9rUCDy82Ygh+ZbASi1UAReDux4M4/g9MAjmFmBn4ul8tkMvXZ2bpimZbygrqWQp3fmCOtII7jZmYBX5g1DH2ZKy0B78hMBAQCgSjn2LFj5oPNbWfkurVut84AtiYQCJiJ3Gr6NJNNslTknM6uSzeFtrR5O4PuNr+vJxw5p9PXFQpvabfGy5lz42ifq5QqCmmuOJGhA6ynLeDtCNI+l65oQorPn5jVJLXifUmWhvl298tjpQY4yWSHQiGCIHK5XKlUsprpmhF4VZG4fArHMF/wtA8q8rkjEC0LisDbBl3XrXY4bT7vmSy1MRYdnkkCwMmTJx0wIsXykSvpFhXwiqMFPADEYrGZmRldU0uFtCew5FEVtcNBIBBnD0ePHgUAmiTOJGkOACIeT9TrSXH86OiooigU1YqJZrWDYVh7e/vY2JiSFw1Fx6iFSBJBE4GBqL8vopRkQ9MJiiBZGk7v2Gs2pdNVXcqWuMmcO+7HKYKgSAAgGIr0MJokF8YzrrDb1xupeF8AAH3lHHp5dk7Ad3Z2nuEP2zpQFNXX16dp2qFDhzAMM/vPl7gMV0gXMomugaFwWy9Fn5abwCMBj0C0KigCbxsmJibMdjib49E1t6A32RKfk1hWfMDWWGpQnuXXdydLIafmTgNOFa41NqJH7nwEAnGWkEwmzakxG6JRiqjSWX1VbG1vAwBFUZwRhJ/LojcWpHI5GI7RXoYJsKS7Ur0DAE7gACBmuMJYmg64yrvWYwQOuuHtDBE0qQiKJp8WhDf/idMrB64sk21l+zuDjo6O3t7e7du3i6IoCEKpVJqdGsnOTnb2bw/FuqPt/RXXc2gIPALRqiABbxsssb2l7UzFz+D8CmZ8wO4sFNSlqhwFWgHrjOKw04CFZd2X72NnDoEHdBpAIBBO58iRI+aDbe118Fdunbfa1rK2xopsy8lVu90pHwMAQoYHANJ12lhWwkXSXkYVZNrvAgCtLFteV3WFkzAMY/wrFMCX76qjo2O122txenp6zj///Ouuuy4ej3s8HobChy58U+/mnbHODYsvLiKfOwLRqiABbxvMPm0AsK39TKO4G+NzAQFrTVuzIOCr+fJbAWW2BAAURTmgYKEqliCvJQLv8XgcMMoYgUAgluHw4cPmg2318Nue0zG3iDMEfFdXl/lAmuFWe6876ots65ByJV3RrMJ4AAADdFkzAAwDVEEBwzC0uWx5q5W9O+7DiJXPvfIMX7FPJ+F2uzds2LBhwwav10sREI53u9y+qleiFHoEomVBNfC2wTLbW8/YnU8TxMZY5Egimclkksmk3b+aWZYNBoO5XE5O8mAYcGb1BXVHlzUlLwJAZ2enOcfFeSyMgl9awCuyIJUKgMLvCATiLODQoUPmg23t8bFUOsNxsqLgGO52MXG/P+LzrqoUblt7G4Fjmm4cPHiwMfttKmcSgScY0tsVCvRHJ39/TEgVaZ8LwzBDVBVOUmU1fm43EFjmcILDACcJTdF0RVV42Wxl7+0K1fIWpoCnKMrB1ioej5ujiLjcTKhtoOo1ps8dx/FI5IzmICIQiLqDBLw9kGXZHEgT9XrafNV9patiW3vbkUQSAI4cOWJ3AQ8AXV1duVzOUHQ1J5GhlRPkmomc5M3Bs85LxrNYSKHPJ5e6BvnyEQjEWYIkSebINz/DTKZSiqbtOzVmvbqjrzfgdm/r7qq9Np6lqU2x2PBMMpVKzczM2L2dSnd3t/lATqylc42nzR/a3JY9liQYSkhxAECSpL83QjCkK+41dEPKCUzQ7e+P4iQOADiJu+N+T3vgtIj9Euiiavrcu7q6nOpzh9OtdlUBbxgGl08CQCgUsnvfRATCeSABbw+Gh4dVVYWyPLozZHtnx3+/th8ADh069LrXva4ua64jXV1dZlxCTHDeVhPw8wcU68jiPMqOAktG4Pn8bMXFCAQC4UgOHz6sqqqu621u9uWTIxGfd0tnh4uiDMMoiuKx6YQgy4Zh7OjrrX3Nc7s6zPExBw4csLuAj8ViDMNIkiRNF9e2QmhLW6+oJF8bC21qI10U42YoD0O4KFmWS4k8E3S3XzjgafMbukHQBOVmFjfDWwppmjN97g422VA2zJVbwu0ulQqaIgEy2QhES+JY56LDsLLmhjrrE8UdmncEWGl+tqanp8d8ICdWXVDXaKwUQUdW05l4PB632w3L1sCjfrYIBOIs4cCBAwAgSRKhax3BYFc47KIoAMAwzM+yG9vb3DRdEIRkvlD7mju6OssXtzU4jptWWy3KGr/yYPbFEDQZ6I/Gz+9VJUXXdIwkNEUTUsXc0ZnCaJpiKTHD504kSzN5pSSvamVp/hTR27sK94rtKGs9W13AWybbkvoIBKJ1QALeHlgGe0dXfQR8e8Af93kB4MSJE+Z0Oltjecql1hPwVoTB8jI4EjMx3vLZL8bKrkcCHoFAOJt9+/YZhqGqal84FA34K17FMawjFNp3aixZWIWAP7erwyyb37dvXz33uk5Y8licXMUvoRw26g1ujMfO7fZ2BflEnpvKYQQGGGbousLLxbF09uhM4uVThVPp9JFpXdVrXFacLFbs0JFYtWxLFb6VCshkIxCtCxLwNkDXdbOfrYuiNtevfth052ua5oAgvKWNpemWE/Di1NyWnC3gTSe9VTW3GA4JeAQCcRagKMrhw4d1XffQdF80XDV32+1iMMBKYnV3Z1VCbnd/OAQAk5OTqVSqTptdNyx5LE2t3Wq7Qu7oUFdoc1v/Vee0/0UfAKarWuScrtBge2BDLLgp7u+LFMcyM6+cyh1PglHTmvK8z72vr2/NG2t9FmbHLGGy0Qw5BKKVQQLeBhw/fpzneQAY6mwnamjBUiPndc9ldO/fv79ea64XHR0dZpOVVkuhN3RDnuEAIBAIBAKB9d5OA1mxjx2HTgMIBMLpKIry29/+tlgslkqluMddFCRNrxL7xQBwHNON2jTlPOf3zFntvXv31mGv60p/f7/5QJpaYxm8CYZjTID1dQYNTednCv6+iCvktprVkS7K2xMiXZTMiWK2poZ54kQRAAiCcHYNfCQSMRM6lkqht55HPncEogVBAt4GWAL7/O56FlGf1z1XUOeAfDyCIMwKcyUrrq2grkEoGUGXNHB6Mh6UlclZzeoqKBVSAIBhGBpIg0AgHEkymXz55Zeff/75fD7P87wmyxPp9PDkVL5UqrhS1TRN12lqdY2Ed/bMSUonCXhxYo0p9OXIvKxKKuVhKA9T8RKGYWzUmxlOiNnK/4XFaIKqZAUA6O7udnbrdYqizKACX1jOZAMAMtkIRAuCBLwNsAT2eXUV8D2hYNjjBoCjR486oAx+wZ2/1q62jUCar6YbGKg+Z9UxrJiPx+WSAOD3+519KkIgEGcnMzMzx44d27dv3759+1wul9vtHurpms5mD01Mjs2mC6XTjGy6yAFAyONZ1Vuc39OFYxg4QsC3tbWZrU+lySLUkIlg6IZcFIU0J2Z4Vax006uiDACkq7pxIVkaABbftRhpsmBm2lsnCgdjWm1FKklClVOTZcpREzsEogVBAr7V0TTNjMC7KGprez1zjzEMM0P6qqpaXe7ty4KAn2whAW/FFpxdTQdlTvpStQi8IvGKxAM6CiAQCCeiKMro6OjBgwc7OjoymQyO4wGWPb+vZ+eGAQAYnpqazGSshPksxyfzhfP7+zrDoVW9i9/l2hSLAsDMzMz09HTdf4pmgmGYabW1kiKnlw0hGMBP52f3jWeGE/mRVO7kbOrAZPrwtMxJ5dcA/H/27vO9kew8EP1bEUAhZ4AEc+wcJo+kq7CyvLbsddR617vX9vruvXs/+v+5fiQ9Vhh7xrPSKIzHmpFGI03QpO5pdmQzAozIGYXK90OBRQyb7AZBgCiA7++DnhoQrDqE2DznPec97wHi8VsMW5gmqG80uuyBn3OH5l67dEhJBT2ZjiRJn893qs1CCLUAA3izW1paqtVqAHB5OMpQVGdvfn0U8/G66+yswD8+hR4PgUcIDbBsNivLstfrTSaTiqIAwGw4GHS53Bw3OxSt8PWNTHZlN7mdyz/c3tnIZi+Pjeonwx/3QdfHGsVQP/vssw7/DKduampKvxA2j5521yC/kipv5bP3dipbBT5drqXKxfVM8kY8v7hbzzW2tVMsBQCKqACApmr1XLWcyBVWUoWVVDmRqyZLmqpRlidvWDACeKNtA+wxlWs0TdNT630+H9XpkSdC6OSOt/8KnT6jkzaC7Q4yNtQNwFDAiJBNFcDrjTGWGgbYfgBfOiSFvoq76RBCg6tSqdy5c2dsbOzTTz/VX5kJBQmCGA340yX2XGxop1B0Wq0RrwcAHFbrVDjs4mxtPOj6SOyfP74BADdv3vyDP/iDDv4Ip2+/194oOq+GD31PdbcoFGrFtYx7IkAyRiTpFIp8bnEXCGAcFoqlWaeNpEixXCc5upYsKZJS3sg1VuQ1jeZYR8RNtVBxwAjgJycnT/rjmd5jVuBFvqyfCItJcwiZEwbwZmesjV/tQkHUYY877HQmy+WVlZVyuex0Ojv+iFMTCoUcDkelUqlvlDRVIzpXrr9tqqjo59Ibm/0GmN1ut9lsPM8/fgUeRwMIocEjyzIAUBS1tLSkvzIXDgEAQRAht8vK0ARBjgQCU5GQ3WrlWLbtB10ejrI0JcrKrVu3VFUlyT7Oo5yentYv+ETx8HdoUE2W8ktJ93hz9A4AYHHbVEnJ3t/hgk7niI8gCUfUI9Wl+G8eSNU667RxYRfF0qBpfKZS3SmqouydDTskz4H7fO5piqbPuXs8nrMw19w07X4wgDcq252FzwGhfoQBvKlJkqTvTndYLLPhruQeXxuNvXH3vqqqCwsLX/jCF7rxiNNBEMTExMTt27dVQRHTNUv4eMWBuqG+2SiHYwxTBpvf79/c3KxXi6oiU/TnUkNrOBpACHWHGYJYq9VKEESpVEomkwAQdDq8TZO2sqLZWDbq84QeOUyUaNq3TTxhDzcAgI1lz0Uitza3isViIpHo60zv6elpmqZlWa4nSof+7FJN0BSV4SwUe8hg1erl6rmqWK7rvwCOqDu7tKuKssLL4NDkqiiW64ogg6qFr46QLJ25u00QBGO3yLyoaUBbaIuH44JOgmr8/gi7ZU1WAWBmZuYs5I0bR7pWS+kDv4fGmnwgEOivj6KVf0QIDQAM4E3t3r17oihCU+3Zjrs+Envj7n0AuHXrVl8H8AAwPT2tF/yrbxTNEMALZ6kcDgAEAoHNzU1NU2vlrNMbaf4SptAjhLrE4/H0fNQ+Ojr64osv/vSnP9U0DQDmo2GG3Z/ErIjCUzNTIY/XYjl4yJmBpmmabmlI9tzk+K3NLQB48ODB008/feK299Lk5OTDhw+lHE8KGuOyHviqVpMZhrFwlsPPLmEYhmUoIFk9o4EgrC6bI+i2TIdVpVGvjiCAddm4oFNT1a0PVgqLKbkugaYRJElZaP98VMrx3ukw67QCQHmrsaP+0qVLXu/x6gv2o/3KQZVc828my7IS38iJiMVi/fVRSJKJDhJGqHswgD+EeY65Mk6Af2ps5LiLDARBtDKmeWqvIs7CwoJ5fvD2zM7O6hfCRpl8tv01GeNzIwjiJGs79Y1GYZ65ubl+/2xbYVTE4ctZt3/IeJ0kSWM6PxKJnIWPAiF0asrlstZCgfGuYhhGkqQ7d+7IskzT9EwwKEuy/qXdQqFUrbEkxTG0PiPfjCRJPW5XFEWvfvdEV2ONv64ffPDBH//xH3fuh+gBPYAHgPJSxnHp4Dk7kizLsixLsr5D4SANZElWVEUURZZlVVlRJJnxWJ3jAVWSFUklSKBYmiBJRVULy8nM4k5pK+edjjAcCwTIkpS6swEEIYqS/1yUtjKV5ax+47GxsWLxiKz+AWK1NmZMKsW0KIo0TesDHlEUi9nGGQdOp7O/PgqapnGMgc4CDOAP4X4kya1XjBPgn5+aYI+5a67F9w/7fWN+Xzybi8fjkiT19Rbla9eu6RfCRum4H9ehWlwPOYqxAv/UU0+Z55eqe6LRqH4h8kWjByVJkmVZvtwYGE1MTLhcrt60DyE0iCRJ6nkADwCTk5PlclkURVVVPRZLvloRZblYrdVE8frExGw0omnao+005os1TVNVtZUHzYaCNpbhRWlhYaFer/dXhvMBxv6y6lqeu3Bw+EFaaFVVxapgU1R4ZD1CqomqqurvAQBN1TQNNNBUVQWKpCgSADQATVUrO8ViPCsUa7SNESu8VBc1WZEFyRnzqYKcvr3BOCyeqWBtPa/feWJi4iws5LIsa7Va6/V6tZhu/t3TNK2612W7XK7++ijMsKEGoVOAAfwh8vl8r5sAAMDz/L179wDAZ+eiDocgCE/8FgBgGMaYQ21xTHM1NhzP5jRNe+edd772ta+dpM295fF4LBaLIAjV1XyLH9ehKIrSQ3dZlltcEnmUJqv8RhEAvF4vTdMm+aXqKqNQXzG7oy+JAICqqpIkVYopAGAYRlGU/voo+it7ECHUK/V6ned5h8MRdTkL1UqhWgGAy2OjDqt1bijKHZ08f1w0SV4eGvpwPc7z/MOHD8+dO9epO58+I2+OXy88+lWKpVinVRHler5q9X1uW5ymany67JuLGK+TNEUQhCoqoEFztK+pWnE1nVvcZZ02LuC0BRx6dXpVVqrJkj3slMqCUKypgizsVbAzNocPPJ/Pt729zZdzmva5ySOjbA0eAo+QOWEAf4i2Y7bOWlhY0NPGrsaGAeC4KwyHTvYf6vpo7LVbtwHg5s2bX/7yl4/fUhOZnJy8f/++UhXFdI0JtHNIT7PWP8NH8ZslVVIAYGZmxiS/Ud1m9PTVUqb5c1NVha/k9TeckY8CIXTWLCwsUBRlt9v/j3Pzf3z9iqqqFEW6bVx7x8U93rXR4Q/X4/pD+zqAn5iY0Hcf8GuHBPAA4Iz5pKqQvb+jSorFw1EWWtM0uSbymYpcl1iH1eZz6O8kSIJ1WVVFFcs869r/zIUirwgSQRG0laEsNOylPJA0xQUclc0CbWNVWa2u5lRJhaY5hbPA6/Vub29rmspX8hZL1Hi9VmqswGPZGoTMCVNNzMvIn782MtzVB12NDetZfMYT+9fMzIx+ceh0/mni440GnJ3RgBHA1/ay73T1WklVZMChAEJocBk1a16YmhgN+MdDwRG/vxvRO+xN60P/99oMw+hFXuWSIOX4Q95gZz1TocCFYS7sKq5ncou7+YfJ8mbeNeaPPjPhmQ41L7Y7oh7fXKSaLEnV/RQ8qSqUN/OaqnIhZ3NgDwAERdIcqxGaXBP5eGOn99npsqEpxYwv55pf14+RYxjG4XD0oFkIoSfBFXjzagrgO38CfDO3zTrh961mstvb25lMpq+3wRtdb2294Ho6+vg3d1V9vTEaMOYUBp4RwPOfD+D5vQp2mI6OEBpUegBPEsTl4aEnvvmEZkIhG8PwknTv3j1FUfp6G/z8/Lxex45fKzC+Q+Y7LG5b4OIwny6zDosiKgRJ0FbG6ndYPdyBjfGs0+qMeQEgt7hLWxnaxgBAeSMn10Srh2NdVspycNBL0pTMi6qsCHsl6Ofn57vwU5rUodPumqbVKwUA8Hq9PT/fASF0KAzgTYrn+aWlJQDw2+0xr6fbj7sSG17NZAHgzp07X/nKV7r9uO4xAvh6vNcr8HspAHNzc71tyakx4nOj5rwOz5BDCA22TCazs7MDABMBv9Pase3uR6FI4tJw9KP1BM/zq6urfT1NbHSR/HrB9dTh0+4kTdqjbnv0ybVg7RE3bWVoKyPXG6XXZF6qpcsEQRCHTXMooqyIMm1l+HgKAAiCOFMr8IcG8GK9rCgS4Jw7QiaGKfQm9eDBA3238JVY1+fym59iJAH2qVgsppdS49eLmtqzusSqqNS3ygAQDoc9nq7Pv5iEzWaz2WwAUKt8LhlP3wAPAGfno0AInSl6xVkAuDR8Splfl/bW+e/evXs6T+yS/QB+tTPT7hYPF7g4HLgw7J0OeadDgfNDnqmga8QnFmsy/7lj/BRRrqZKzhEfF3SJySoADA0NnalzUg5Noa/tXWMAj5BpYQBvUkaXfDqjgcuDMhQgSVKfPlfrsrhb7VUz6okiqBqcpfx5nR6i1yuF5pK2/F48j/VsEUIDyQjgLw6dUgB/cShy4NF9anh42Ol0gp621rlpd9rGWDycxcPZhzyBC8METdijHj5TqSVLQqEmFGt8ulzZyFucVi7oZGVKn/E/U/nz0BzAV/ZPh+ExgEfI9DCAN6mmAP40VuB9dm7I4waARCJRLpdP4YndY3TAtbWeHVdmrCScnfx5nd7fa5parxaNF43cPFyBRwgNpPv37+sXRlzdbeciYYokoP8DeIIg9I5SFZX6Zqnj97e4bRa3jWRoAHAM+7iwy+LhWIeVtNAMx0SemYg+N1lbbYSsZ63LNjplvilvzrh2u5+8ZwEh1BMYwJuRqqoPHjwAAI5lJwOntG340lBUf/Ti4uLpPLFL9s+VXe1ZAF/be/RZm84/dENdfW9qH1fgEUKDR5Kk1dVVAPDZuchpJWBbGWYqEACATCaTyWSe+H4z2592X+lKr+2ZDEafmfCfixIkaIqqiLIiyIyVGfnqudCVEYvbdma77KYAvmkFHrtshEwPi9iZUTwe53keAM5Hw+RplQC9MBT593sPAOD+/ftPP/306Ty0G4wO+KhzZU+B/miKos5UORxoGg3Uq/sfvjEawOl8hNDgWV1dlSQJAM5Fwqf53HPR8MNUGgAePnzY18fHGEfZ86sF+Grn709QpHcmXC/ULB5OrgqaqpEMxbps9rCLstCgaXqXzbLs5ORk5x9vYoen0Fca3Td22QiZFgbwZqQvv8PpjgbORyMHnt6nfD5fKBRKpVL1rbIqKKTltM/XkQp1/TzbsbExi6Xr5YhN5fB8vL1gHlPoEUKDx0hb07tsVdPKPM+LIgGE3WqxWyxdOotrPhx+De4AwMOHD1988cVuPOJ0zM3NkSSpqmqte3lzBFi9nNXLPfoVMVlTqhIAzMzM0PTZGhUzDMNxXK1Wq1f3P/n6XveNXTZCpnW2/lT1C/1MVDjdAH7C77fSdF2Wl5aWNE3r68M/5+fnU6kUqBq/XrDPnfbRZUbqvrGqcHYY9XuNKXzYC+ZtNttZm85ACJ0Fy8vL+sV0MLCZzW1ms5KiGF+1Mex4KBhwOTv+3NlwUL/QD53tXw6HY2RkJB6Pi6mqXBJo16n2FLWVRrx6/vz503yuSXg8nlqtVq8WNVUFkgSAeq1RwgZX4BEyLdwDb0ZGZzwXCZ3aQymSmAoFAKBUKqVSqVN7bjc05eP1YBu8kbp/1nbTQVM+npFCr2maXtAO5/IRQgPJCOApTV1LpW6srq+n0slCcTdfWNlNfri8fH9razObe/xN2jDm97EUBQArKysdv/kp2++1O7T3TVO1eq5a3sqXErnqblGqike90yg6ewbn3GEvStc0Vag3Chjjya8ImR+uwJuOJEnxeBwAAg67324/zUfPhUN3t3cBYHl5ORw+1b18nWUUku1iPt7RjDI8Z3A0YEzYG4XrBL6sqQo0Lc4jhNDAkGV5Y2MDAJwsUxfFB1vbM0MRK8MYbyjz9TuJTQDw2DmH1drBR9MkORn0P9hNFQqFfD7f14d+nT9//o033gCA2kreeeWkww8+Wylv5FVZyS3u6q/45iIWl8017qfYg+Pe6tlegTd6bb6S5xxe2Nv1RpKkfrwfQsiEcAXedOLxuF4OZyYUPOVHz+490VhP6FMzMzMMw0DTzPqp0RStHi8CgNPpHB4ePuWn99x+AL+Xg1fHuXyE0ODa3NzUu2y/1boQT4wFA83ROwA4bdYhn2chntjIZI+4R/sm/I09YnoZ/P7VVIj+pKkKtWSpuJbJ3tuu7BTsUbdjyMMFncW1zM7Ha7kHu4qoNL9Z4WVxpwIA0Wj0bHZSxty6cfirUCsCgN1up6jTLiGEEGoRBvCms7a2pl9MBU+7qKzxRKMNfYphmKmpKQCQS4KYqZ3mo+sbJVVUAGB+fr6v6wi0p3kuX78wInlcgUcIDZ719XUAUFU16HDYWNbGso++x2u3EwA7+XyhWq0JgqZpnXr65F6vrSfu9a+RkRF9vbe+XtSU9j8fRZDLW/n8UtIR8zqiHovLxjqtVp/dNe63uGzp25vljc9NEPCreU3V4Kwuv0PztHu1CACaqgq1MmCXjZC5YQBvOkbwPH3qAfyYz0eRBPR/AA9N6eu15VPNoj/j5XCcTqc+bSHUSvorxqQ+lsNBCA0ePXLWNC3qdrI0DQCqpsmKYkTpsqJu5/Ib2dz9re2FeOLT1bWPllYSmWxHwvgJv6+5Gf2LIAh9EV4VlfpGse371DLl7F3A3/kAACAASURBVP0dq8/OcJ+bSSEIgou4SIaq56vNi/DGlrczWLNGZ+TJ67PtAl/WNBWwy0bI3HAPvOkY3bDRMZ8alqZGvN71bC6VStVqNY475MCVfnHu3Lkf/ehHAMCv5j3Pn14q+xkfDVAUZbfbK5WKsfBunCGHu+kQQoMnkUgAAEEQIZcrXypKssyLkgYaAYSNZZw2W75SebC9kyqUaIryOOyyrFTrwiVFzlcqF0dHTpilPOZv7HvX9+H3tfPnz3/88ccAwK8WbONtZrNLZQEALC7bo18iCIJ1WABAqgoU2xjeGJVuL1y40N4T+91+Cn2lAE1Jcw6Ho2dtQgg9CQbwpqMH8AxFxXpRkGbM513P5jRNSyQSfR2CNm2oO9UVeH4tDwAkSRqF9M4ap9NZqVTqtZJ+GGF97zw5nM5HCA2ezc1NACBJUhSERDqjqCpDURRJKqoqK4qFZnaKhYjHHXA5J0LBUb8fAERZXt7ZnY5GVpOp+diJ5pcDdjvHsjVRHIAAvnkbvO9r4+3dRJUVACCow9NLSZoCAFVqrMBrqqYH8DabbXy8zSf2OyNQr/MlaEqawxR6hMwMU+jNhef5bDYLAMMet57NfsrGA42KOP0+GgiFQoFAAADqm41N6adALglShgeA0dHRvs5fOAm919dURaxXYG9MADidjxAaOKqqbm9vAwBHklaaThaKHMuOBgPDft9oMOCx2zdyOVXVCjV+Ohr22BudAkvT4+HQvY3NZKEoSPJJGkAQxKjPAwDlcrlUKp38J+qh+fl5kiThZNVnSZoEAE1RD/2qKqvGewBA3KkovAwAc3Nz+qPPICNQ1ze+GdvfMGkOITM7o3+wTGtjY0PfFzfq6815MCPeRt7a1tZWTxrQQY01cFWrr7e/oe5YastnegO8bn9DXbUITaMBXIFHCA2YdDotSZKqqk6Wydeqz89O85KULBQFSQJNqwhCslB4uLW9spOMpzPFai1fqeob32mS9DocGmj5auWEbYjt1U7XcwH6l7EMLmZqUqHe3k1ozgIAYkU45GsaSFUBABi7RX/BOGi2r/MNT8josvXOul7DOXeE+gAG8Oaiz+WDCQL4fl+Bh6Yo+tROg6/trRuc5dHA/oa6xmgAN9QhhAaT3mXLsixLYsTjmY5G5oeHwh73Zi5/cy1+J7Gxky8wNG1hmGKtdmdjcyObXUumVE0DACvDLMQTdVE6YRuGPI250Z2dnRPequeM6rNtL8JzAYd/PlrPVhThYGpDLVNWRNnislGWxu5Rfm+H3Vmecze6ZoEvAYDAl/X/xBV4hMwMA3hzMWbQY57eLFcaAbwxldC/Tj+Ar681xhzGKOQMMkYDIl82/hdwNIAQGjh6zKyqqsdq08+Qm41Gh7zeEZ8v4HKyFDXk84yHQw6rZcjrHfJ5N7O5Sr2uHwivh/HkiffKDWgA32avTXMsF3F5pkOlRJZPl+WaKNclsVwvb+TquWrgwrBzdL88sF4ixyiAfzY1BfAVaEqas9vtPWsTQuhJsIiduRgd8FCPAniOZb0cl6/VdnZ29CJkPWlGR0xPTzMMI0kSfyp17DRF49cLAOB0OmOx2Ck80Zz2K+LUSgDAVxor8BjAI4QGzO7urn7hslr03pIkCY/dbmULsqJcGh1d2t2lSVIC0ECzMsyQz5vIZEYDgZog1ETh8tgox1p4UdzK5jLFYk0QSIKwW60hlyvkdrXY/w67BzCANw5kbYNz2EuSJEESmqrlFhv/B/nmIrSN9UwEaCujv6JUJSFZAYChoaGzXLDNZrNRFKUoit5l4wo8Qn0BA3hz2Q/ge7dheMjjztdq9Xq9UCh4e1EJv1MYhpmcnFxcXJRLgpipsYHuVpUTthrV8ubm5vp64uOEmqbzywAg1CsAwDCMxWLpZbMQQqjT9ACeJEmXzcaLosNqBYAKX1c1zWmzOW3WIZ93PZ1mSIqhaAAgCcLD2VeTKafNWq0LE8GQIEmfLK/cXF1XVQUANE1TNe3y2OhuoXB+JMa0cMhc1O1qbkxf02PpUqnErxc1RSOoNntSe9Rt9Tvq+arNZ1dVjWIoi9tmcXPQdL/aWh40gLO95U1nt9tLpZLeZdf3Anjc9YaQmWEKvbnoHbCFpv32ntUwHxqg0YDRMRvJ7d1zxk+AN+yn0NcrsJdCf2Zr8iOEBpjeS9I0/eLcdLZcUVQVAERZWk2mrAxjYRgby9oYlqX3T5Wx0DQviGvJ1MXREbedW02mPltbD3vd50diF0ZiF0ZHJsOh5Z3ddx8s3tvY1IvaPp7fzrEUBQDJZLKLP+qpMLLZNVmtb5yo+izFUvawyz0Z9E6HXGN+i+dz0Ts0bbM/41027GXLi/Wqpml6xw3YayNkbhjAm4goivl8HgCiLefOdUPE1cibGoAAfj8fr/vb4I1HnOUN8NC0cU4/Cl4UqoBz+QihQaTHzHaLZdTvF2V5LZUWJEnTF3YJEGVZUZSJUHAiHM6UK+up9EYmm8hk8tXqRDg84vfzonhrPT4aDEQ8HpqiAIAAcFitk5Ewx7Ilns+Uy09sA0EQYZcTAHK5nCSdtCRezxnhNN/laXesWWPQe21NVSSRF3kM4BHqA5hCbyLJZFKfbjdC6J4wtt8PwHT+/lDgBOfKtkgfbRAEMTs72+1nmZnR64t8RRKqmqoClsNBCA2cer1eLBYBIOp2zUSjgiyXef52fEOQJBvLJtIZK8tOhkN2i8VrdxSqVV4UFU3lBdHFcVfGRkNu10Y2a7Ownkf+PJIEEfZ4FuIJv9MZbGF7dtTt2sgXVFVNpVLDw8Nd+WlPS+P8V4Daat731fFuPUbTamt5ALBYLBMTE916Sp8wem2pXhX2VuCx10bIzDCANxEjYI64e1lPJewcnBX4SCTi8XgKhQKfKGqyStDdSjlRqpKYqgJALBY746VfjF5fqFfEevXAiwghNBj2u2yXi6bIK2OjW7m8lWHKfP3B1rYoSVPRSMjl8rucBIDPaQcAVdNWd5PPzU6PBgI1QQQAh/Xw4iB2qwUAeOGw88wfEd4L8pPJ5AAE8CRJqqra1RV4IVVTqhIAzMzMUC0UGhhsn+u1+QoAEARhs9l62iiE0ONgCr2J7I8GehoBGuv/A7ACD3vT+Zqs1jefnIvYNiyHYzCGAiK/H8BjMh5CaMAYXaReRo4giJjf98z01Bfm5744P/cfr19lKMphsxrb4WRFSaQzNVF02Wxeh11t7G8/fLscQRAEEGoLe+BhsHpth8Ohz0GIqaoeY3cDv9bY8mYs+J9l+3lz9aok1ADAarWSJAYICJkX/vs0EaPrDfc0hT7kcpIEAQMxFIDPbajr4jb4+nqj3M4Zz5+H5qGAUBVwNx1CaEAZSWoHkuYsDH1xbCTgdM5EI0vbu8s7u/F0ZjWZerC1PR4KPjc9PT88rL8NAIQjdq3re+lZuqU0SaMQ/WD02o2gWgP9ZNZuMLpsDOChOYVeqOkBPHbZCJkcptCbyIHp/F6hSTLgsKfKlXQ6rapqv8/CGhE1v1aAr3brKUayH44GmufysZ4tQmhQGQF89JE5d5IgLo2ObOXyFpoWZFl/kSapiMc9EgjQFAkATpuNJqkyXxckWQ/mm2XL5ctjo97Wyn9G91LoB+AoeACYnZ196623AIBfLzguBLvxCOyym1mtVv1CrFckkQcAzJ9HyOQwgDeRVCqlX/R2BR4AIi5XqlyRJCmXywUCgd425oRmZ2cJgtA0rXtz+QBQW88DAMMwWA7HYrFQFKUoipGMBzgaQAgNnKNW4HV6Rn3M7+NFUVYUiqJsDNN8vgxJEMN+nwra8m5qPBRkqMZcuQaQLpay5cp4MBj1elppySAdBQ8Hpt27QFM0PlEEALfbHQ6Hu/GI/mLMsFeLGb2UMs65I2RyGMCbiD53bmUYb6//dEZczoUtAIBkMtnvAbzT6YxGo9vb28JuRalJFMd0/BFSlldKIgBMTU0xTOfv33c4jiuXy5JQEzGARwgNqO3tbf1ieO/olkPZWPaoL434fbwo0jS9sB63sSxDkoqqVup1SVGuTYyfiw0zrdVX83A2jmVromg0qa9NTU3RNC3Lcj1+oqPgjyJslTVZBYCZmZlu3L/vGCvwtXJWv8AuGyGT6+/s6EGyfyBNr5ffoekkucGYzm900hrUN0rduD8fL3zuQWeePhowdtMBjgYQQoNF0zR9zt1n52ztztsSBHEuNjwZDj89PTUZDg35vCMB/7nY8JfPn7s6PuY+zlS+PolQLpfLLRwdb3IMw4yPjwOAVKjLxZbq8B+L0WVjzRqd0UHXyjn9wgjpEULmhAG8Wezu7uqZS1H34+byT4eRjzcwG+r0iy5N5xu3xdGATh8NyJIg7hWxwwAeITRI0um0IAgAEPO0lOV+FIIgRgL+52dnrk1MnI/FLo2OPDczfXF0hLMcfrzcUUb2ku03NzdP0h6TMGbDjWC7g+oJ7LI/xwjXeQzgEeoTGMCbxdbWln4R8/Y+gB/am0QYsAC+1p1t8PxeAI8r8Lr9fLxKYzSAG+oQQoPEiJNHfCcK4HUEQThtVr/T4bHbW6w8f8CIz3ugYX3N6Ey7Me1udNnT09Mdv3k/2g/gq43DeizHnD9CCJ0yDODNomk3XQdGAydkTCIY0wp9bWpqSq+lLyS6sgKvjwYsFsvIyEg37t93mjbUNQJ4HA0ghAZJIpHQL0b3IufeGvU2mrGxsdHblnSEEVrzne61NUXTN9N5PJ5+L/HTKUYHzVcaATyuwCNkchjAm4XR6cZaqzrbVV6Os1tYGJS5fI7jhoaGAEBIVRVe7uzNpSyvVBoV7KjWCg4NvP3RAObjIYQG0fr6un4x7vP1tCENY/5GAG80rK9NTEzo/Wk90eHKNcJOo4IdLr8bjC67Xi0eeAUhZE4YwJuFEcCbZTrf5wWASqWSy+V63ZYOmJqaAgDQQOh0HTtjhx6OBgzGjne+2vhwcDSAEBoka2tr+sVU0BSruGM+L02S0NSwvsYwjJ7RJuV4pSp18M5GLVvssg3GDLvANyogYpeNkMlhAG8WegDPsWzAbordwmN7qwrxeLy3LemI7uXj1TcbHd7k5GRn79y/9lfgMYBHCA0cRVH0ONltswYc9l43BwCAoSh92j2dTpdKXTlv5ZQ1pt073WsbATx22QZ276RDvZQyYJeNkOlhAG8K6XS6UqkAwETARxBEr5sDADAZ8OsXg5GPZwwF6psdHtkY9WyNRyCj7xcwHw8hNHA2NjZEUQSAmVCw123ZN7vXmKWlpd62pCOMLlXY6uTBeBjAP8oI4A3YZSNkchjAm8LKyop+YYTNPWe0ZDDy8fYD+I6vwG+UAICmaf3cWgRNowFVVfQL3AOPEBoYi4uL+sV8JNzB29YlaSuXf7i9s7i1HU+nSzX+WN8+FwkdaF5fm5iY0C/qGx1dgd8sAYDFYtEr4yA4LFxnGKYnLUEItaid00pQxxkB/Gwo1NuWGKb39vUNxly+2+32+/3ZbFbcrWiKRlCdSXNQapKU5wEgFothh2d4dDTw6AQ/Qgj1qXv37ukX56OdCeA1TVtLpuKptAbaQrxR3/7y2KjHbp+NRi1MS0O1c5HIgeb1tf0AfrNjK/BySdCLzo6Pj+tn0yA4rIPGLhshk8O/X6bw8OFD/cI8+XgezhZ2OgEgkUgIgtDr5nSAPhpQJVXcrXTqnvXNEmj7N0c6DOARQgPszp07AEAQxIVotCM3fLi9s5HN3tnY2M0XJkKhqXB42Odd3N75zb37t+MJSVFauclMKGhlGAC4f/++qqodaVgPeTwer9cLAMJOGVStI/c08ucxY67Zo8sP2GUjZHIYwPeepmkPHjwAAJaipoJmSaEHgPlICAAURTHmF/qaEWML2x2bzjf25mEA3+zAaICiKDxgDyE0GLLZ7NbWFgCM+bxuWwc2B+Uqld1C4f7m1kw0EvF6nDar3WrxO52z0Yibs324vBxPpVu5D0USF4ciAFCtVpeXl0/esJ7TO1ZNUoVUtSM3NLpsDOCb0TR9IB8BMwoRMjkM4Htve3u7WCwCwEw4yJgpzrkw1FhbGIx8PKPD7mAdO+NWGMA3O9D341w+Qmhg3Lx5U7+4NjLckRvu5PK31uJDPi9Lfy5VniCImN9PkWSqVFJaW1G/Gms06bPPPutI23prbGxMvxC2O5M3Z0zfYwB/AP353z0M4BEyOQzge+/27dv6xaVhc5VUubQXwBst7Gv7G+o6V9IWRwOHOhCx41AAITQwbty4oV88PTbakRuWeJ4gwGWzPfoliiQdVouiqrXWNrI9Pd5o0qefftqRtvVWUwDfmV67vncf485Ih702Qv0FA/jeu3Xrln5hzJ2bxGw4ZGMZALh7964sy71uzkmNjIzoSWIdPJNGXxbgOC4QCHTqngPgQN+PQwGE0GBQVfWTTz4BAIairo/GOnJPWVEokjzqBFmaogCgxW3ws6GgntV/9+7darUzaec9NDramI+odySA1zRhpwIATqfT5/N14IYD5MAK/IH/RAiZDQbwPaZpmp6PR5PklZi5VuApkrgyPAQAPM/ru/T7GsMw+rExUo5XhZYGQ48n5etKTQKAsbGxo8ZeZ9OBiB2HAgihwXD37t1SqQQAl4ejtg5NTTIUraiqph1ep01WFABocXsdSRDPT4wDgCzL+kRDXzMCeHGnAyn0UkFQ6zIAjIyMnPxuAwZT6BHqLxjA99jKykqhUACAC0MdGw10kJEiOABDAdgbDWiqJnSiEL0xpDAGGUh3YCiAe+ARQoPh3Xff1S++OD3VqXu6OJumQbFWe/RLsqqWeYEiSbu11Wp5X5hqbBYzmtq/HA5HoxB9sqKduBC90WVjAP+oA4VmcdodIZPDAL7Hfve73+kXz42bMQh8fqKxT+zDDz/sbUs6woi0hZ0O5OPV926CAfwBj1ah71VLEEKoU1RV1aNikiC+ON2xwqVRr/fKxNh2Li9IUvPrmqZtZrIXR2Nht5tsOcnr2Ykx/TC5jz76qF6vd6qRvaIH25qkyrmT/ixCEgP4I2GvjVB/wQC+x95//3394oUpM5Yxj3k9Ma8HANbW1nZ3d3vdnJMyum2hE/l4xnnyOBo4AJPxEEKDZ2FhIZvNAsDFoWjQ4ejUbb0O+5DXe34ktrST3M7lSzW+zNfTpdLD7Z0Sz3MsOxYMtn43K02/ODkOAIIgGAOM/hWLNQoNGOF324zMO+OeyIAr8Aj1Fwzge2lnZ2d1dRUAhj3uCb9JS6p8cWpSv/jtb3/b25acnBFpi8kOVPcRdqsHbot0WA4HITR4fvnLX+oXv3durrN3no5GxoLBy2MjQz7vejq9lkrt5Atzw0NfuXD+0tgoTR1vqPb1c7MHGty/YrGYqqqSJBUXU3y2ItelJ3/PEYx+HwP4Rx0I4HEFHiGTw4F1L73zzjv6xZdnp3vbksf4yuz0P39yAwB+85vffOtb3+p1c05keLhR578jAbyYrAAAwzDhcPjkdxskGMAjhAYMz/P6LDZLUV+Z7dgGeB1BEGPBQNDpyJTLUY9H1TQry/ocdkfLW9+bPTs+5uFshRp/8+bNVCoVCoU629pTw/O8IAh6Of3N9x9So3YAsLhsrjE/ZTl2t6Kv4VMUFYlEOt7Ufnegm8YAHiGTwxX4Xnr77bf1i6/NzfS2JY8xHwkNedwAsLS0tLGx0evmnIjdbtcr4oipKhxR8rdFqqBIhToADA0N6afTIcOBvh8/H4RQv3v77bf1LeVfnJ50thVXPxFL00Ne73Q0MjsUHQ3424veAYAmyW+cmwMAVVX//d//vaNtPD3VanVhYSEej9frdUmSaIXi0+XiWmbn47Xs/R2ZP95SvCarUpYHgFAohHPKj8IUeoT6Cw6se+bhw4fxeBwAxv2+6aCpTxE30gXfeuut3rbk5PRFeFVUpIJwkvuIqSpo+zdEzXAogBAaMD/96U/1iz+6dKG3LWnFNy+e1y/eeOMNWZZ725g2aJr28OHDzz77bGJiguM4hmGgrtiCTvd4wOrlMne3imtpOM4kvJTl9ffrp8miAw4chYvT7giZHP4T7RljXvw/np/vbUue6PfPzel/3N98801F6cAJ6j1kdN7iySriiKnqgRsiA67AI4QGye3bt9fW1gBg1Oe9NtIHk7Zjft/V2DAAZLPZ9957r9fNObZ8Pl+r1ex2eywWc7vdACCXRAAAAriQi7YxUk0Uy8eoSy+mG6f0YZd9KOy1Eeov+E+0N3ie1/PnaZL8/Qvnet2cJxjyuK8MDwFALpczzr3rU/sBfOqQQ3dbZ4wGotHoSds0cA70/bibDiHU13784x/rF3965RLR8olu7RFlOVepZErlUo1XT7DV68+vXdYvfvSjH3WoaaenVCrduXPH4/EAgM/nAwBNUZVSI2/O4rLlFnePGcA35txxA/yhDvTaGMAjZHL4T7Q3fvWrX9VqNQB4cWrCy9l63Zwn++PLF/WLn//8571tyQkZ8baYOWEAjyvwR8IAHiE0MLa2tj744AMAcFgsf9DNCfeaKN7d2Pxwafnuxub9ra1b8fiHD5fj6XR7YfwXpycjLhcAPHjw4O7du51ubHeJoggALMvCXgAPxiI8AMlQAKBKx8gHNHp8DOAPhQE8Qv0F/4n2gKZpP/nJT/TrP7lysbeNadGXpif1iYabN28mEoleN6d9+wF8+kSF6CVcgT/agb6/2wtWCCHUPa+++qqqqgDwR5cu2FimS08p8fxna+u/vnvv/ubWRja7ky/E0+nP1tcTmezteEJR1ePekCSIv7x+Rb9++eWXO93e7tKnffWP3QjgpQKvX2iqBgAEdYyeRco0vhcD+ENhAI9Qf8F/oj1w8+ZNo3zd9ZH+OI+UpSl9EV7TNCOZsB8Znbd0whX4TA0AKIoKBoMdaNZgwRNlEUKDIZvNvvnmmwDA0tS3nrrSpacoqnp/Y+vm2nrI7Z6PDY/4/VGvZywYnBseWt5Nlnh+PZVu47bfvHjeabUAwEcffaTv4e8Xdrv94sWL5XIZAPSzY6BpBV6qCr65CM2xrd9QyjUC+P49VK+rDsyz47Q7QiaHAXwP/Ou//qt+8RfXLvfRX8k/uXKRoSgAeOuttwqFQq+b0yaXy8VxHACIe/Px7dAao4FAIIDR6aNwKIAQGgyvvPKKJEkA8Pvnz/nt9jbuICuq9qQc+N1CQZAlj52LeNzNfy4ZihoPBe9ubO7kC9LxK8jaWOYvrl0BAE3TfvjDHx7323vI5/NRFKWXstN3wgOAXKoDgFwTxVKdpEmrh2v9hvqcO8dxTqezGw3ud9hNI9RfMIA/bSsrKzdu3AAAL8d9w/T155v57favn5sFAFEU+3oRPhwOA4BSEdV6m4frSHleUzTjVugATMZDCA2AXC73+uuvAwBFEn/9zPXjfW+lcjux8d6DxQ8ePnzvwcOba+s7+cJRkXyhUl1Yj/sPiy1pkvTYOQ20QrWdbV9/ce0Kx7IA8N577+mpf32BZdmxsbELFy6sra0piqKqqqZpYp7n0+XyVt47G3bGfATVas+iiopSEQGX34+Gx8gh1F/wn+hpe+mll/SLv7h22dJv52P/1VPXSIIAgJ/97Gd6Eb5+ZETdUu4YNWybSVn+wK1QM1yBRwgNgH/+53/Wq6l94/x81O1q8bs0TVve2b27sfmbe/dvJzaWdnbvbW6+v/hweXd3IZ6QlUN2swuSDABHDQksNLMQT+jvOS6n1aKXo1dV9Xvf+14bd+iVaDQ6Pj5+6dIlnudFUeR5vrJb4HNV31zENeq3BRyt30re6+txy9tRsNdGqL9gAH+qEonE+++/DwAcy/7p1Uu9bs6xjft9X5iaBIBKpWLU4es7xhy8sSnuuMRsY/ICRwOHwrl8hFC/S6fT//Zv/wYANEn+zXPPtP6NG9ncTqFwf3NrPBg8PxKbiUbOxYanI+Hlnd0Szy9ubz/6LSRJAMBR1eZVTbs8Nqq/pw1/9dQ1YxF+ZWWlvZv0xPDw8PXr17/5zW/GYjGn08nRttGvzAUuxrjQ8dLgpXyjr8cu+ygYwCPUX3Bgfapeeuklvarqn1+77LBYet2cdvz3557S/7L/7//9v3n+BNvIeycQCOgXYq7NJAJj6R7z8Q6FETtCqN/94Ac/0He//8HF860vv8uKupnN3klsTIZDLs5mhEGcxTIRDi1ubecqleIj+WuchQWAal049J5VQQAAe7tjBqfV8p+fugoAmqZ997vfbe8mvWKxWEZHRycnJzmOs7FWq8tOsceuOyPlcQUeITRQcJx9euLx+DvvvAMANpb51vWrvW5Om+bCoecmxgCgVCq99tprvW5OO4yoW243hV4u4GjgGHAuHyHUXzY2NhrF5ynq/3zu6da/MV+tKKrqsdstzMED5yiSDLpdC/FEtlw58KWQ23N5fCxVLMqPHBdX4vkyz1to2mWzHf/naPjPT111Wa0A8PHHH9+5c6ft+/TK/lHwhXZ6beO7/H5/x9o0WLCbRqi/YAB/er7//e/ry+9/dvWy22btdXPa93cvPKv/rX/11VerbZXV6S1jBV5qaygATbn3xq1QMxwKIIT62ne/+11FUQDgT69eCjmPsd2aF8SFeEJfUX8UZ7EAQE04uNLusXMBl2tueGhlN1mq8VW+vpnNPdjc/t3i8geLS2G3K+YPnOTvKseyf/3sU/r1t7/97bbv0ytGV9teAG+k0GMAjxAaDBjAn5Ll5eV3330XADiW/S9PX+t1c05kPhx6YWIcAMrl8quvvtrj1hyfsWze9h54Ix8PA/hWYDyPEOoji4uLerUau4X9b88eY/n9JOaGoj6HYzYa+Xh55c3bd3726Y1f3bl7Y22tLoo0Ra+nU6li6ST3//Nrl/WZiHv37n3wwQcdavUpMQJvuXj4LoPHk/a+C7tshNBgwAD+lHz3u9/Vz48xMtn62v/1hef0cvQ/+tGP+u5MeJ/Pp4eU7Q0FAEAq8ABgs9nsbR0LjBBCyLT+8R//Ue+v/+vT14+b+dEzGgAAIABJREFULmdhmMtjo3VROvSr+uvWR7LrAYAiyQsjMSvDTEfDFoa+Mj721Yvn/+TZp7926YIoy5+txR9u7+QqB3PvW8dS1P944Tn9+jvf+Y5y/FPle8hIoW8vb85YtzfugxBCfQ0D+NNw+/btTz75BADcNqteS6bfTQUDX52bBgCe542D8foFwzAulwvaTcYDVVMrEuBQACGEBs6HH354+/ZtAAg47H95/cpxv93rsBNA5KtV+ZEIWQPIlEqXx0Z9R+Tkl3lekOWaIH798qUXZmfOxYaHfV6nzRb1ekYC/lvx+Mpu8qiT5Fvx+xfmJ/w+AEgkEr/4xS/avs/p298DX2w/gGcYxuE4xm6IM+XA79VJfs0QQqcAA/jTYGw5+2/PPq2f5jIA/v7F52mSBIDXX389mUz2ujnHo48GlJqkisdehZCLgqZqgMl4LcOhAEKoL6iq+p3vfEe//tvnnzl0qfzxWJqOej0XRmKryRQvisbrkqLEU+maKDptNt8RYWSqWFqIJ0JuN0MdLLTusXMOq7UuSWW+zdItAEASxP/60ov69fe///16vf1bnbL9Ffg28uY0TS6LAOD1enE/F0JoMGAA33Xvv//+/fv3ASDkdPTj2e9HGfa4//DieQCQJOmf/umfet2c42mazj/2aMAYQHi93k62aYBgxI4Q6kdvvfXW+vo6AIz5fX948UJ7N5kIh7x2++xQdGlnd2lnN57OrOwmF7e2x0PB56anzw0PH/WN+nFxziOS9p1WKwBUhBNF3c9Pjl+JDQNANpv98Y9/fJJbnSajt1VKx+6ylZqsySoAeDyeDjdrgKiPHH+AEDIzDOC7S1VV49jVv3/xOfaRafW+9rcvNBYo3n777dXV1V435xhOEsAbKXwYwCOE0MAQRdGYjP5fX3qBIttcrSUJ4sJIbCoSfm56eiYaGQsGpiLhaxPjI37/tclxC0Mf9Y2KqurffuhXZVX5cGm5WKspJ4u1/t8vvagvRL/yyiul0okK450ap9NJURQAyMcP4I1vwV1vj4Ep9Aj1Fwzgu+sXv/hFIpEAgHG/7xvn53vdnA7z2xtbBFVV7a+TaYyZeLl07NUMI+bH0QBCCA2M1157LZPJAMCl4eiLkxMnuRVBEENe79PTk89OT1+bGH9qavK5menxUJAiHzfo0o+OF2S5+UUNIFMq39/cerC5bWPZ5e3k7x4uLW5tC5J8xG2e4Fw0/OWZKQCoVqs//OEP27vJKSNJslG5piw+8c0HKHvf4na7O9ysAXIgYscFeYRMDgP4LhJF8fvf/75+/f988YWjptX7mlGk95NPPllYWOh1c1plLJ7LpWOPBuRyI4DHfLyj4Fw+Qqi/lMvll19+Wb82Noq3gRfF7Xx+LZmKp9PpUokiSYfVyrFsK7uvPXbu8thoc6l5TdPiqfR2Pv9gazuezmSK5Uy5fDux8dbtOzfX1qr1Ng9S+Z9faJSw+fnPf94vJWz0Dlety5p0vNjS6LIxae4xsJtGqL9gAN9Fn5vOnzrRdL5p2S3sf3/uGf3629/+dr/0AUbsrZTbz8fD0cBR+uXXACGEdK+++mq5XAaAFycnLg5F27iDrKiLW9ufrqyt7CZfv/nZTz65sRBPfLD4cCuXb/EOIZebpeh8pZreO/I9WSiWeD6ezjA07XHYZ6KR6Wj4XGw44HR+urp2b3NTbeuPbczrMUrYGMsMJteUN3e8Xtt4P67APwZOuyPUXzCA75ZKpdKR6Xzz+5PLFyMuJwA8ePDgvffe63VzWrI/FDhBPh6uwB8Fk/EQQn2kUCjoFd1Igvi/v/RCG3eQFXUhnnjr9p17m5vLu0lV1Wp14bf3H7z28Sc///TGu/cXZeXJfwZpipwbjl4dH9spFBa3d7Zy+eWd3Ztr67KijAb852PDQz6f3sghn9fN2eqSlCwU22gtAPzN889YaRoAfvnLX+ob/UxOT6EHALlyvF5bxhT6FmCvjVB/wQC+W/71X/+1MZ0/1eZ0fr9gaervXnxOv/7e977XF3/3257LBxwNtADn8hFCfeRf/uVf9DPVvn5uVj8p/bg2MpmqUHdYrQ6rtSYI6+l0rlKRZAWA+M3d+7fi8XfvP2g+Ve4oHrv96vj4F+fn5oaiTqvVZediPt9MNOJ3OKbCEYraz8MPOF0L8US+Wm2jtQAQcNj/9OplAFBVtS8W4Y0OVz5m3pxSwS77ybDXRqi/YADfFYVC4bXXXgMAkiD+5xee73Vzuu4b5+bG/T4AiMfjb7/9dq+b82RtDwWgKeseV+CPgkMBhFC/yOVyP//5zwGAIom/ff7ZNu6gatpuoXgnsclZ2Hy1Gk9nIh73aDAw5PNOhIPnR2KfrKz++s69e5tbrfwxtFstV8bHnpqaHA0Ehn2+iXBofnh42O9rjt4BwMIyAFAXpTYarPvrZ69zLAsA7777rn54npkZvbZSOd6PrFQbAbyxho8edWDpBXtthEwOA/iuePnll3meB4Cvzc1MBvy9bk7XkQTx93uL8D/4wQ8URelte57I5XLpJYWUYybjwV7+ns1mYxim8y0bCAeGAn2RlIEQOpteeeUVURQB4Bvn5oc97SzSVut1WVXsFjZXrqwmU1Gvh7NYjK+6OJvf4SAIqAlCqtjqsW0cywZcTr/T4bBaSYIoVGo7ucJWNpcsFBq16zQNAE5SG9dltf75tcYi/EsvvdT+jU6F0+nUL4yAvEXS3pw7BvCPcSBiN/8oDqEzDgP4zsvlcj/72c8AgCKJv3uhnen8fvSl6cm5cAgAtre3f/nLX/a6OU/AMAzHcXD83XSgaXrMj0OB1uFcPkLInIrF4uuvvw4AFEn8zfPPtHcTSVEAQFYVWVXtFgtLf+6kd4IgKJJ0craFeCLbVGH+iTgLCwA7+cL9za1ENvPh8vLHK6sfPFxeSSaXdnbzlRoA6Evobfurp67ZGAYAfvvb325ubp7kVt22vwJfbWkFXizV88up1M1EPp4ul8u1Wq1er2NndJQDETt+UAiZHAbwnbc/nX9+PuY9K1nWBEH8j73Zipdeesn807f6dL5SkeA4HZVSVzRFA9xN91gHltzN/8uAEDqbfvzjHwuCAAD/YW426m5zWpYmKQDgRQkADkTvOkVVOdaialq6VMpXqjVBODRAypYrdzc2f/dw6b0Hix8tLe/kC7uF4loqdXdjM10qhdzuqMcTcDq2srk7iY0bq6tzQ0PBdtusc1otf3r1EgCoqvrKK6+c5Fbdtr8C38K0e3kzn3u4u/PhavbBTi1b5nm+Vqttbm7evXtXluUut7QvYRE7hPoLBvAdVigU9qfzn2tzOr9PPT85Ph8OAcDOzo75d8I3ltBVTeGP0Z2re3P/xmACPepA39/KAcgIIXTKBEHQd78TBPHXzz7V9n3sVgtJEEeF5bW6IKlqvlpZT6WXd3bvbGx8urr28fLKVi5vvF/VtHubW/c2N399997NtfU7iY1PVtb+/bNb66lUha8TBFhohrOwNgvr4ji/yymI0koyVeZ5n8PRdrN137p+laUoAPjVr36Vy+VOeLfuab0KfTVZqu4WC8spR9TtnQ6zJGOz2Xw+38rKSrFYXFpa6n5j+w/ugUeov2AA32HGdP7X5+fans7vX3/zQmPO4uWXXzb5DK4xGlBqx6iII1dwN92T4Qo8Qsj83nzzzVKpBADPT4yNt1V8XkeRZMDpJAgiUyqLn1/gVVR1u1BgKGp1N50sFHOV6mY2t7Kb/GRlbTWZvL+1rUdKS9s7mVJpcWt7PBi8MBI7PxK7MBqzW9jP1uMeOxf1ejPl8noqnchk1lPp7Vz+/GhsfijqddhrLVS2fzyfnfvG+XkAkCRJ3/1nTsakufrYLltTtepOIb+UdI74WJcNNE2VFABwOBzj4+NLS0u5XK5YbPPsvQGGvTZC/QUD+E7ieV6fzicJ4q+fud7r5vTACxPj+hk8iUTio48+6nVzHmc/gD/ONnhj9x0G8I+BRewQQianadpPf/pT/fpb16+e8G4T4dCX5udqghBPZ3KViijLgiQVq7VEOsOQZK5csVnY52en54aiMb9vKhKeGYosbu9ky+VEJlvm+d1C4f7m1lQk7OJsesoSSRAMzfgdzrokcRb22vjY3FB0NBCYDIcujY7E/L5zIzGKJMs1/qQfBMBfXr+iP/T111+XpPbL2ndVi0XshCKvyirrsFIWGgCUugwaAIDNZqMoKhAI3LlzJ5vNdr+9feZAxI4BPEImhwF8J7355pv62e8vTI6PnWA6v38RBPFf9xIRX3311d425vEce5mHLVbEOfBmTKF/DAzgEUImd+fOnXg8DgATft/10dgJ78bS9OXxsa9fufzszNTi1s7ybnIrl89WKj6Hw8IwNpZlaMrGsh47p7/fyjAToeCdxMZmNpsqlm6txYMuF01RiqIVqrVUsZQqlgrVGkWRLhtHU5Tbbp+JRi/ERi6OjkxFwj6Hg6GohXhC6kSgNe73PTUaA4BCofD++++f/IbdoEfgAKDUHrfrTRGk3OIubWucEaPVG5+PXrZW/1/9kCDUDFPoEeovh1RbQe1RVVU/+x0A/svTZ3H5Xfe1uZn/77fvpyvV27dvr66uTk5O9rpFhzOW0B+fj3eAMfePAfxjYACPEDK5N954Q7/4T1cuduSGNpb9vcsXA05HwOm8k9hgaMpptebL1ZVk8pmZKafVNh4KNhcEYWnaabMpqpoqFAGAs7CpQjFdKiuauppM6TdMFoqaG7ZXcqUa7+JsAMCQlNvOBV0uWVEuj40yFNWRxv+nyxc/iW8AwBtvvPHlL3+5I/fsLIIg7HZ7qVR6wjFynw88FaHRv+uhu/75Y3T6KCxih1B/wQC+Y27cuLG1tQUAs6HgpeFor5vTMzRJ/smVS//43u8A4Cc/+ck//MM/9LpFhzNW4I91kpyxYd5x4tJBAwwDeISQmfE8/+677wKAhaZ/79xcp25LEMT1yYnxUPBcbLhU4zXQFre2BUWO+bwht4ckD5bztDIMAPCSpIG2mc1X6/xaMu2wWQJOJwCkisXdfL5YrZX4GkWRAadT0zRJUTSA6UhEUZSI1+PkbB1p+YtTE17Olq/xt27dSqVSoVCoI7ftLIfDUSqVlJoEmgZH1EalWNo3F6mlSvp/qnsr8FarFQDq9ToAWCyWU2lvP8EUeoT6C6bQd4xefB4A/uza5d62pOe+eek8S1MA8Otf/7pWq/W6OYczInD1OFXoMYW+FRjAI4TM7P3339fLzX5hasLR6XDO53BcHht9cX72mempS2Ojo8FA0O1+NHqHvWVPK8OU+Xq2VEpksiMBX9DlcnE2F2cb8npDbvdaKuXmuKDLNez3xQL+0WDQbbPdWFuLpzM2hj3hOfAGmiT1iQxVVd95552O3LPjGr22BqpwZHjJuqwEQYiluiorAPvvtNlsmqZlMpmLFy/6fGdxh+PjYa+NUH/BAL4zCoWCXrPNYbF8dW6m183pMS/HfXFqEgDq9fpvfvObXjfncPsr8I/Px/s8XIFvBdazRQiZmdExdXD5/QCSIKwM47LZAKAqCIe+R3896vVE3O47GxtBt4tuSokv1+u8KAaczkypnCmXa4IgSFJNEARZBg2AACvLdLDB/2F+Vr8wf6/9mMo1JENxIadnOlTezCuCrNYbE/QWi2Vzc7NWq9ntdgzgH4Ur8Aj1FwzgO+Ptt9+WZRkAvjY3Y6VxYwL84cXz+sWbb77Z25YcZX8ocKw98HtvttvtnW/ToMChAELItHiev3HjBgDYLezTYyNdfVbA5bw8NposFNVH9l0Xa7WqINhYNub3qaCpqlap8ftv07Qyz6uqen5kOOLxOKzWnXxhK5dPl0pDPu+zM1Mxv69Sr3ewqXPh0JDHDQDLy8upVKqDd+4Uo9tV+Mf12o5hr8Vtc48HiuuZ8nZeFEVBEDKZTLFYfOqpp86dO0cckX5/lmERO4T6C4aanfHrX/9av/j98/M9bYhZXB+NBR2OdKVy7949c26o20+hP04Ar2IA3wIcCiCETOuzzz7TD0t7bnysU0XgjhJwOl02Gy+Kq7vJqNfLWS0EgKyquXIlVSxeGRubCodlVR0PBScjoVKN10N6iiTropQslvwul8/hcNntXo4b9vsokqBJymGzOm22pe0dSVFkRaWpjq3EfGFy/JUbtzRN++ijj/7oj/6oU7ftlKaj4B+38Y0gCe90uJYqURY6kxRElgWACxcufOUrXxkdHaVxieUwmDeHUH/BP2QdkEwmHz58CAARt+t8NNzr5pgCSRBfnZt++dPPNE177733/uzP/qzXLTpIr0kLx90Dz2MK/ZMd6PtxNx1CyDz05XcAeH5yvNvPIgji/EgMAEo8vxBPkARJkYSsqBpoV8fHpiJhn9MBJGlhmJjfb4syxWpNX4SXZEVWFUGSh3zerVzexdlGA36KJJvvDAAadHJ69PnJiVdu3AKAmzdvmjCAb3EFHgCAAC7s4sIu8ZOMxBUIgnj66adNeyaOGRzotfWUUoSQaWEA3wEffvihvsb45ekpTM0yfHlm6uVPPwOA999/34QBfHsp9PrEP03TeklbdCicy0cImdbCwgIAEATx9Gh38+d1DEVdHhtNFUtujqvWBUVVLQzttduH/D69BB1DUVaGkRRl3B0Y9vl4QVRUlSRIhqYT6bSsqqIsW2i6OXpXNU2QJJqkOptBcGk4aqFpQZZv376taZrZxjNGAN/6tLsmqvrp8Tjn/nhYxA6h/oIBfAfo5esA4MWp8Z42xFzORSP6sTT379+vVqtmyzm32WwkSaqqerw98LwETav36FAYwCOEzKlcLicSCQAY9rh99lP6S04QRNjjDnvcR70h4vFcHhtd3tkdDwbs1kZVfKfVIilKPJ2ejkS8n48/M6Wyqmk+R4d7VZai5iOhW5vbpVIpkUiMjY119v4nZPS8rZeeNdbqzTYCMZsD3TRufEPI5LCI3UlJknT79m0AsFvYi0NDvW6OiZAE8czYKADIsnzr1q1eN+cggiD0Hv0YAbym6RP/eIbc42EKPULInJaXl/Xg5EI00uu27IsF/HaLpczzy7vJQrUqyrIoyxaGsTJMMl8UJdnvanQ6mqali6VkoXh1fGwkGOh4Sy4MRfWLpaWljt/8hPZX4OutrsAb/TtOuz/egW4aU+gRMjlcgT+ppaUl/TjZK8PD1GEHvZ5l18dGfnF/EQBu37794osv9ro5B3EcVy6XlZaT8VRB0VQNcCjwJFiFHiFkTisrK/rFTCjY25Y0o0jy4ugoAVCs1RbiCeP152an54eHC7Xqw61tK8tqmsaLoqKqV8fH5oeHO3UIfLPZvY9lZWXl61//esfvfxL7e+BbnnbX59wJgsBe+/EOROw47Y6QyWEAf1J3797VLy7HcPn9oKt7n8mDBw9625JDNUYDqqYKCml58k5CPAS+RQey73AogBAyCT1/HgAmAv7etkTVNFGWKVWlaZogCAtDXx4bzVeqUY+nJooAwLGs3+mkKTKezhSqNb1eHUkQPodjLBjgLJZutGrc3zgjfWNjoxv3P4k29sDrKfRWq5Xq8nED/Q43viHUXzCAPykjzQzrzz8q4nJ5OS5fqy0vL8uybLbjW/br2PFSKwG8MWjA3XSPhyn0CCFz2tnZ0S9i3iN3pHdbtS4kMplcpaJqGkmSFpb1Ox3DXh9LkV6H3fvIzvaLoyOKqgqSBABWliW7WVtuyO0mCULVNOODMo/Wq9ArosKny2KlXkoVQNE4jqvVargI/xhYxA6h/mKugKofra6uAgBJEKbKxzOPmVDgo/WEJElbW1tmq4izP51fk8Dz5KryxqABxwGPhyn0CCFzSqVSAECTZLBHiVSpYmlpZ+ez9ThFklaGIUlSVBRV1a6Mj06Hw37n4a2iSLJLS+4HsDTlt3PpSjWVSv3/7N3pbxtZej/6p6pY3HdKokhJpCRb8ibLdtvd7d6m271OkvklFwiCILg/JAgCXCA3QF4EeRVg8h/kIm8yARIgATJIkG2yTJKZTM/S8+tOT/f05m63LNmSLIkURUrivlaRtd0XJZXV1kbZElmSvp9X1UUW65B2+9RzznOeY7ZC9G3OwAu5WiWZz89kSNWqpQoR8Tz/+eefDw4OxmKxTjT0uFFV9ZG8OayBBzA5BPBPRJZlfZS6z+tx8Hy3m2NGI6HQR0tJIlpeXjZtAN/mMnilgRn4tiAZDwDMqVQqEVHA6TjSeezd1ERxNp25k0hGAv4ej4dhGJZlWZbLViq3F5dkWb42OnIUK9sPJORyZWt1SZLq9bqp1osZQ+d7rIEX8/XyUq44t+YIuixWvuxwEJHP55uentbHI4aGOrF34PGyvY/GDDyAySGAfyLr6+v6P3xDfn+322JSg4GNXyadTne3JdsZTwNtlrRVsSFNe5BCDwD7+od/+Ie//du/3fGlP//zPx8YGDj0O0qSpBed9Toch/7hO2rJsiQrHMfaeZ6IEtncF4nEQDAQ2rKVCcsyYb9PVZXPlxI9Hs+5gS7X0/E5N36cWq1mqgDe5XIxDKNtbgeznaaq1VShOLvmHvDzLptcbuoZBH6/f2RkZHp6mmXZvr4+W0dyGY6R7X00em0Ak0MA/0Sy2ax+EPZiX7Gd9W0mBOZyue62ZLv2F9TpjDgfKfR7QwAPAPtaXV3t8B0FQdAPOpAxt1oqrRSKjWZT/08rZ+n1eQvVmoVlgzttRNrj9WYKpUKt3vXEdePHMX4uk2BZ1m63C4KwW5fdLAuKpPBuG++yEZHa3OiyHQ6H3W4PhUKqqmaz2cHBwc41+jjY3kcjbw7A5BDAP5FisagfhLZVnQFdz+Yvk8/nu9uS7drJx9tKQRG79iCFHgD2pQfwf/Inf7I9q/mI5khbrZZ+YLUcYU1yTdNmVtL5avVOImnned5iUVRVaLbODUSW1rIWltsxOmcZxsZbZFUpNRpNSVJUzWrhfE6ntePFX40fR5La3a2tY9xutyAIu3XZUqNVuL/q6t8oT2iMudvtdv3aqampnp6ezjT1GEEKPcCxc6IC+M7n41WrVf3Aa0dG1s6MTMV6vd7dlmx30D1psI1cmxDAA8C+9AB+aGhIj69OjEQ2l69W76+kz/aHjcpzkqIsrWWnV1YCLtdYtH/HOXax1ZpLr8qqamFZ/QxDTJ/POxoOWzi2c1/AxFwuVzab1SRVk1XG8uhvoqkaETHsxm+rtTa6HofDQUT6TnIITbfDDDzAsXOiAvgu5uN1veqMaTnNmoxHWwP4NtfAI4W+PUihB4C9tVqtQqHg9/s7Gb0bW5nKylH9oyQpykqhMJVMjUf7jclzTdMqDYFlmVK9nqtUA273QDAQdLu2hvHlemNxLUsMMQy5HQ6OZVqyXK43NBqsCsLkcJzv1E7m0uaPY7adX2kzFCciRZAtnkefuzieIyJV2uiAlM0uW0/o0PMveNQb3gZr4AGOHdP96/wkOp+PZ+y00bGe9djhTZyMd9AZeBXbyLUHM/AAsLe1tTVN0/r7+zt5U+NJQDyy/qhYq6uaFnA/TH1vSnJiPSvK0sLautBqLayut2T5xQvn8pVqvK/XYbMSkayod5aSqULhpYvnzkYe/ib9fv/ierYqCG67vWPF7YTNH8eExd6M9DdVlMljlQWpWWrIoiTarJyNZ3gueK6/vJizB1zEkNrc6Hr0QaJisTgxMeFHyeFttm8ahwAewOROYADfyXw8Y+dMhky0V6q5bO4t+sguo2bwcA18e0XssI1cmx7p+/EoAACP0Ptrv9//ne9856c//ena2lpPT8/IyMiv/uqvjo6OHtFNHQ6HxWKRZbkiNo/oFqIk3UkkB4JB/T9lRV1cW7uXzjit1mgwEPZ5SSOGYWbTGY5lVU09NzjAqtr9lXSuWrk4NHAu+pUonWPZeG/P/ZV0tlIdCcudWQ9f2/xxTLhYzOh85WpTqDeEXK1wf5U259WD5/pbFUFpSvXVsrPfuzWFfm1trVqt2u324OYfDRgwAw9w7JycAL4r+Xjc5sS7rGKOcWeKat5kvIdV6NstYodt5NqyY0UclsUaTgDYoAfwH3744YcffmixWLxebyqVSqVSP/vZz377t3/7l3/5l7dfsry8/O1vf3v7+d/93d91tL0tnN/vz+VyJaFxRKnUVp7nWI7jOAtnIaL1cnE2s+Z1Olw2e01oCq0mMRT0eDSNqoKYzBWqzabH4VzJFziWuxIfdtp2eIAJejwcx9VbLVdHdr8rCQIRsSwbiUTM9u92IBDQDyoPcpZeRzVR8PT7LQ4ry7KyKJUW1lv1ljPoblaEWrIo5GuyLGuaVi6X3W73zZs3JycnPTttAXDKGeWcDBaLxYTDNwBgMF1M9di6nY/XVg72KSTKG0Gv1XxlAg6eQo8Z+LZsD+AVRTHbgyAAdJEewLvd7t///d+/ceOGxWKp1+t///d//+///u9/9Vd/dfHixbNnzz5ySS6X+5d/+ZftH/V7v/d77Q/c9/X15XI5UZLrkuQ9guF+l8N+7czIci7HcqymaWVBUDWtJSuNZmWlUGhKUlUQHVbbcF+fpMiNZnPEFb4yHB8IBhbXsyGfl92pWJ3dZv0yuXw2GuGOfrGepmnZao2IQqGQCReL6QnwkiS1SoLQaARH+5jNX4x3Wu0+RyVVcPcHPJEAa+Gk2XKr1XI6nZcuXbpx48b4+LgJv5EZbJ9fYRjmmJaWNOFqTYCjcHIC+K7k4xkjlLXmUeXjHXf15sa2PSYczTWa1G4KvSAREc/zJhyMMJXt2XcmXEABAF30+uuvX79+PRaLGdt6uVyu3/md3ykWi+++++4//uM//tEf/dFR3Le/v396epqI0sWyN3L4IUrA5eJYdq1UUVVSNGU5l8sUC6qmOW32gMtdqFZHw30+p6vcaDAMeRyOsUj/jbOjnz5YmMusNppNj8O+vUC9oqpXRuJcR8ZAc7V6U5aJKBKJdOB2B6X32pIkFebXoq+NM18d72A41h3xF+fXwleSF7v3AAAgAElEQVRjofOR0k8SgUCAYZibN29OTEx0qcnHALpsgGPnpAXwB8rHe//99+fn5x85GYvFnnnmmTZvajx5lMWmSVLEjb6/A0P17ahsBvChUKj9LMfOcDgcHMcpiqIK8tY/PmOumGXZrc9S+gy82+022xcxm+1/96xWK340ADCMjIyMjIxsP//WW2+9++67CwsL2186e/bst771re3nFUUpl8tt3jccDusHC9nsaCjQdnvbpaiqIDZZou9+/LHH7kgXColsbijUwxCbLVdakmTjeadVJtLy1XpdbE4lkhaOyxSLqVxebLYCblfI4+nzedmtBeqr9R6X28axxj72R2dxPasf9Pf3t/+rdozeuSiKwskKWRij+tpmD65pLJGFEWuCJEmsyuij7Q6Hw4TfxTxKpdIjZ+r1+jH9xSwWCzYagNPAFDHnoXiMfLwf/ehH//Ef//HIyVdfffXWrVtt3nRwcFA/yNfrJgngDSZpT77R0A/6+/tNmHnudrvL5bLSkHf8ubYGopqq6dvIeTweE34RU9meLW+32/GjAcC+9AC7UChomvbIXLTH49lxeD2fz7efNzswMKAfLGRz6vijTwVPSNO0L5PLRFqhVr0wMJAuFIWWpCjKWrm0lG15HY6Qx82yTFUUZEWtieL9lUxLklmO5TnObbfNZtJeh+NspL8iNEZ6+ziOIaJCrVYVBTtvcdlsHSgt9iC7EcAPDg6aMBvZ4XDok8OarO00b0yqqhLLqKoqS7JS3xjvsFqtJvwu5rH9x1EU5Zj+YlisB6eEKWK8Q9GVfDwjxyxdOpZDlR2wWq7oBx0uT9AmPYBXBYk0jbYlLm6lirKmamTKtQBmg5K2ALCHRqPx4x//mGXZX/zFX3wkSs/lckQUi8W2Z5IfCmNJ3Xw2d+gfvloqlxuNuczq8+fPCc1m2OerN5s1QbBZeVlR/C5nf8Dv2cxFqolCvlYt1Kp+l3O4r89tt/d4PQtra/fTmTPhvlQu1xfwFWq1QrV+JR7furfckTJ+lh3zI7rO7XbrfzFUcdfwUpUVImItnF6eluM45H/tbXsHjc1fAUzu5ATwj5GP941vfOPy5cuPnBwYGKjVam3eVC/UWavVlotFk4xWWiwWvXvTi692uzm0lNt4GgiFQu3/sB2jTwtrqtasiax9438HjuP0QVxFUYyOrVXeSCVwOp0m/CKm0txWEqJarR7TcXGM1wAcOofD8Y//+I/lcrm/v//69etbX3rnnXeI6Ny5c0d066GhIZ7nJUm6v7p+6B+eKZbuJJJjkX4Ly3ocjuFeS6FWqwlCKl/oD/hlVWm0WnoAXxWEcr3R63FbOLZYqw/1qAOhoKoqRDSfWft4fiHs9w3VQtfPjMR7esejEV+nqq8ZP8vY2Fhn7nggepfNcZwsSrIoWeyPJksrTVlpyhY7z1pYPYBH8te+sAYe4Ng5OQH8bvbIx7t+/fojjw66XO4AA/ODg4P37t2ric3VcrnXBM/6HMfpX1NRFDP8E7yYK+gH4XBYFMXuNmY7oyatVGta+I2/HgzD6NGmqqrGOLRU2whKHQ6HCb+IqWxfqNloNIwtG44XBPAAh45hmF/6pV/6u7/7uz/90z/9wz/8wytXrhCRKIrf+c533n77bY/H8xu/8RtHdGue58+ePTszM1NsNNKlctTvO6xPVjWt3hStFotjs8opx3Euu43jOK/T0ZLklqJUBcFmsciKWqrXVU3zOJxeh5NhmLrYdNmsA8Fg0O3u8XhS+YLP5Rzp6xvu6+33+/lOVbQRJGkxnyeicDis13s3G/0fZJ7nbW5HPVP2DAVZy8OhYU1R66vl4Ll+Z6+HNE0P4PFv+L6MAJ6zWBW5RZiBBzC9ExLAdzEfb3h4+N69e0S0kM2bIYA3FVXT9KcBj8djLG0wla1bwVsCe1UkNirVYx+afe24jVxXWgIA5vRrv/ZrgiD867/+6ze/+U2Px+NwOLLZrKZpHo/nD/7gD440erx48eLMzAwR3VlJH2IALysKEVm2pBpZONbO81YLZ+etXqejVK87rTaX3c5znJW3rBZKdivvttsZYuTNfyEdVqsjaHXZbYlsbqSvdygUOqzmtWMqnVFUjYguXrzYyfu2zwjgNY31jfSU5tdtPofFaaWWKguSWKp74yGb1+Hs86pNmbSHl8AejACe5Sx6AG+G6R8A2MMJCeC7mI935swZ/eD+2vqzI/EjussxlSwUhZZEW34ls3kYwO+3k5yxCbzH4znaNp0gDMNqmkpYAw8AX8Vx3G//9m9PTEz853/+5/z8fKVSGRsbGx8f//Vf/3Wf79CC6h1dvnz5O9/5DhHdXl75+qULh/WxFo4jIumrg5W9Xu9gKJStLPndLlVV/S5Xv89nt/LWCreczQ0Het0OOxGx7FcmGPTo6UjmHPZ0e3lFP9i+utAkjC7bwVudfV6GYTRNK9xf5Xk+dD7i6HXzXrsnFiSGlPpGn44Afl8PZ+A5i/TVMwBgTickgO9iPt74+Lh+ML26dkS3OL5mMhu/ifErmc3DreAb8t7v1JPxCE8DbTDm2zGcDwB7ePrpp59++ukO3/Ty5cssy6qq+mlyefvausfGMozH4ZAUpd5sujZXDAXcrh63J+ByreTysqIE3C4iKtXrhWo94HbbLbyqakRkZN3rGs3mZDzmsFm33+VIfZpY1g/0hygT4nnebreLoigLsjcWdPV7m8WGs9djs9k4O2/12VVmo69Bl/0YGHZjsQa6bACTOyEBPHUvH290dNRmszWbzbvpjKpp7NEk6h9Td1bS+sGFC4c2y3G4tqTQ77O/rvE0gIo4+zL6fg4BPACYjMvlOn/+/PT0dK5WX8jlz/Qe2vKuiN8/GY/dT2dGw33GwvXzg9FGq/nx/MLZaEQQmz6X00fOPq+vKoqpfN6mqU671cbzxrhnU5IKtfpgKBjsbORZbAhz61kiCofDxmZ7JuR2u0VRVPUK81aLM+wlIrvdTkSqqhoVWDAD3z6jg2Y3A3jMwAOY3LGsC70jPR/vm9/85rVr14hIz8f7xje+8a1vfWvHSnWHhef58+fPE1FVbC7k8kd3o+Po89QKETEMc+nSpW63ZWdGPryRIb8b42kAAfy+jL6fwdMAAJjPjRs39IMPFpYO8WP7fN6Qx3MuGplNZ1aLpUpDqAhCo9XSSHvzymWbhXtmfKzP64339o5F++1W3m612q1Wn9OpB1AaUaneWFhbn4gNDoVCVktHp1h+vrikahoRdT4n4kD0gFxtKpq8V7diDMpj1du+HnbZzEZQgDF3AJM7OTPwuq7k401OTn7xxRdE9Gly+ezhjeUfd6vlSqZcIaKRkRGv19vt5uzs4Qx8vd018Kb9LubxsCIOAngAMJ9nn332b/7mb4jo/YXF//3sjcP6WIZhzg9El9azDDEaaXcSSSKajMf6fb5Gq3U5HptaXhZaGxuaXB8d6ff7A25XMldYL1UYhpotSdXUyXgs4vfHOv4s8f6DJf3g2Wef7fCtD+ThsHtD5ry7rjJQN5fFYQZ+Xw9n4DnLI2cAwJxOWgDfFU899dS3v/1tIvpkafnXr1/rdnPM4uPN1XR6ToQ5GY8CRob8bozhfMzA72v70wACeAAwj9HR0b6+vvX19Xur69la7RB3kGEZZjTcFw0GCrVaNBAgIrvVGnS7HFZrpSFEg4GaKKqqauX5gMv1/LlzVVEc7a9WBKElSYxGXqdjIBjwd7yXESXp46UEETkcjqtXr3b47gdiBORyvbVHAC/XW4+8H3azpQo9xtwBjgcE8IdgfHzc4/FUq9UvUiuiJNl5vtstMoUPF5f0gyNdwvCEtozl7xfAb07RIx9vX0YAj3w8ADAhhmGef/75f/u3f9M07d25B7967ZBrttl5Xo/et/I6HV6n45GTPV5PJBQkopYkqd3bbvPnS0lRlono6aef5s39DNNmr228iqS5fW3poJltZwDAjE7OGvgu4jjuqaeeIqKWonycSHa7OabQlOVPkykicjgcpt2QhrZMp8v7BfBGCj2G8/f1MIDfHM4HADCVl156ST/46ex8d1ui624F3Hfuz+kHL774Yheb0Q4jgDfm2Hck1zADf2DGqjcAMDkE8Ifj5s2b+sH784vdbYlJfJpYFiWJiK5fv27m4fyHY/n7rYFX6kihbxdm4AHA5C5cuNDT00NEU+nVtWq1283pJkGSPlxYIiK73W7yBfC0deHbnr22sQYeSXP7epgwj32UAI4JBPCHw8g6e39hUcbaIaJ35x7oB88991x3W7K3h/vA7zmWT5uL5O12u5nHI0wCe9IAgMmxLPu1r32NiDRN+8m9uW43p5venXug58/fvHnTtrmDvWltCeD36rWNVxHAtw9j7gDHBQL4w+F2u69cuUJEVbH5WTLV7eZ0maQo7y8sERHP8yYfzud5Xt8/dt8Uej0fD6vp2rFlGzn8CwMAJnXr1i394AfT97rbku764cx9/cD4QcyszRl4GQH8wTEM1sADHA94vD40+lg+Eb0ze6rH8ono08RyVRSJ6OrVq+Zffqb37nun0GuyqkkqYTVde5BCDwDmNzY2Fo/HiWgpX5hbz3a7Od2Rq9X1WQefz2fmirOGNgN4/VVjjB728LCDRgAPcEwggD80zz33nJ5c/d7cQkvuWi1ZM/jxZjmcl19+ubstacdGAN9SNHnXNG+5ujGWjxn4A8FwPgCY2auvvqofnNpJ+B/du69qGhG9/PLLFssx2JnI6IWV2t4p9BKhyz4ghrAGHuB4QAB/aDwejz56XWs2jR3UTiFRkv7nwQIRWa3W559/vtvN2d/DTWV3fxowdolHBbt2YAYeAI6F1157jWVZIvrhzH2pe7u4ddH3726MXLzxxhvdbUmbtu4Dv9t7VElVRZmQP39AGrXVU4uiWCwWi8WiKIpH3SQA2NExGG09Rm7duvXhhx8S0Q9nZr82dqbbzemO9+YXhJZERM8++6zT6ex2c/ZnjNCrdYn8O+faoRzOgSAfDwCOhZ6enmvXrn366adlQfxgYem0ddx305lEvkBEw8PDY2Nj3W5OW4wuW1wsLf1/H+rH7Ea9FU1VNSLSlI18OnTZB1LObZRw2q3LLhQKiUSi0WgYZ1wuVywWCwaDnWgfAGxCAH+YnnvuOafT2Wg0fr60VBWbHrvZq7keBaMczmuvvdbdlrSpnQV1xgp55OMBAJwkb7755qeffkpE3787Y7YAXtO0XLVaqNZESWJZ1mWz9Xo9HofjsD7fmH5/6623Duszj5rD4eB5XpIkRZDrM7m934wuux3GYjepuRGZszsVoE2lUolEYmpqym63OxwOImo0Gs1ms16vx+PxwcHBjjUYABDAHyar1friiy++/fbbLVn58b3Z/+vq5W63qNOytdoniWUi8nq9N27c6HZz2mIE8Hvk4xmxPYbzDwQL6gDA5J5//nmPx1OtVj9aSuRq9R63WdZJNZrNmZV0o9m8k0gaJyfjsV6vdyzSzz3xHh+iJP3k/hwR8Txv1AIwD03TcrlcLpcTBIGI7HZ7MBjs7e3lOO7WrVtvv/32vp/AcZxRXRj2MD4+Hg6H19bW9P/kef7mzZuPvKdcLicSienp6VgstnVYpFKpTE9PE5HH4/H5fB1rM8AphwD+kL3xxht6v/Lf0/dOYQD/o5lZvRzOK6+8cizK4dCWmLw+kyNFIyKWYzmOIyJFVvQd0eqzef09GM4/kKZQ7XYTAAD2wvP8rVu3vvvd7yqq9t93Z/73s10YetY0rVxvVBoNjTQ7z/ucTklRvkwsf7Kw4Lbbh3t77VZe07Sa2Ly3kiYiWVEmYkNPeNOfzs43Wi0ieuaZZ8wWerVarXv37lWr1ampKePkxMTEysrK+fPn/+AP/uA3f/M3ZVnWzzMM4/f7iUiW5Wr1Yafjcrkw5t4Oj8fzV3/1V6Io6o9tqqo6tmV5pFKpqampoaGhR56CvF5vNBqdmpoKBAJm+1sEcIIdjxDrGJmYmNAHMu+tri3lC8Oh07Uu6Pt3Z/SDN998s7staZ/R5RTeWSq8s7T3mxHAH0ilkO52EwAA9vH1r3/9u9/9LhF97+7M//3MdSOj+OgoqprKFdKloqSokqq0JMVp440pdQvLiZJ0N5Xq8bgHtqwutvG8z+WcTWfGo5FspdL7ZP3Rf345rR/8wi/8wpN8zqFTFGVqaurjjz92OBzDw8MOh4NlWUEQEolEtVpVVfXKlSs9PT3G+xmGCYVCRCRJUrlc7l7DjzGO46LRqL6VUqFQ0KcuDKqqlstli8Wy4yOQz+fLZDKlUklV1R1z7wHg0CGAP2QMw7z55pvf/va3ieh7U9P/78svdrtFnXM3vZosFIloZGTk7Nmz3W5Ou9pfuMUwTDQaPdLGnAy9vb1b/5PjOFS4AQDTGh0dHR8fn52dTZfKt5dXnood7WrepWzuZ/fuF+v1/5m5L7Ykl8NGRCG3+/zAQJ/PK0qtYq3BsUy+Ut0+zW5h2WgwcCeR9LtcTxLAJ/KFqXSGiPr6+p566qkn+TqHLpPJCILgdrvj8bgxmOJ0OuPxeDqd/uyzz/x+/3EpuXcySJKkaZrVat1xbIthGJvNpmmaJEk222ms/QTQeQjgD9/rr7/+t3/7t6qq/nBm9v956XnLqRmP/N7djeH8YzT9TkQXL1784z/+41QqZZzhed5qtRJRq9WSpIeV7UZHR+PxeBeaeNz81m/91sDAgN7TK4oyPDy8dbYEAMBsvv71r8/OzhLRf03dPdIAfjadeXfm3k/uTLkd9mgwUKo31ksVhiXSaCVf8DkdsZ4er6P+/r1Zq8VSqtVC25LAXXY7yzD1J9vB63tTG+lyb7zxhtlmTbPZ7NTU1NjY2PZwsb+/v1Qq5fP5M2fOmK3ZJ5j+B7HHbjL6Sx1IXQEAHQL4wxcOh69evfrZZ58VG40PFhZfOmuuqrZHRJSkn9zbKIdzXOrPGx7Zr97hcOj7vddqNWxz+hjsdvuv/MqvBAIBImq1WpVKpdstAgDYyyuvvPIXf/EXoii+N7dwdJvIlOr124tLP/3ybqynZ7AnuF6uZAql4XCvjbeslspL2azDZvW7XBzLhf2+u8nUUE9oewDPEHEsKyvqjrdoh6QoP5i5R0Qsy5ptwF3TNEEQeJ7fcS6XZVmn06koSrPZ3L5OG44Iz/M8z4uiqCiKXiFoK0VRRFHU39OV5gGcQhi/PBJGj/hfm4PcJ9479+cFaWP7dywUBwCAY8TpdL700ktE1FKUt2fuHdFdUoXixw8WfG5XNBRgGEZstRiGcVitHMv2ej1iqzWTWslXqzzHWS0WjmVastzaLNVmUDVNVlSr5dE4qn3vP1gsNQQiunbtWjgcfqKvdNhUVdU0bY/Zdf0lRVE62KjTTq8yoGmaUal+q7W1NU3TQqEQZuABOgYB/JF44YUX9NqnHy8lcrV6t5vTCf81tZE///Wvf727LQEAADgoo5bb945s5H29VCaNgi4nx7KkaYqmcexG1GNhWafdrmpauSHYeIuFZWVFlRVFUhRFVbfmLpfqdY00n9P52M343pRJy9cREcdxHMfpi653fEOz2SQifZkbdMzQ0NC1a9cKhUIqldL/CIhIFMXl5eVCoXDt2rWhoSfdFgEA2ocU+iNhhm1pOilZKOrlcHp7e81WDgcAAGBfFy9ejMViyWTyQTZ3b239fLjvyT+zKcmFWk1stYjIbrPWRNGyuU2pvmJY3RKm8iyrqmpLkhiGCXncQbd7enlFUVUbzzPEOGzWoNtl5flMsTQZj0WDgcdr0lq1+klimYh8Pt+zzz775N/x0Pl8PlVVS6WSvg5rq0ajoSfPI4DvMKvVevHiRYZhWq3W1NTUxla7ijIxMXHmzJkLFy7gTwSgkxDAH5XOb0vTRd+7a95yOAAAAO146623/vIv/5KI/uvLu08YwKuatri2nimWNNLuJJJENBmPLayvl+r1XsvGKjOrxaKqWktW9Hx4RdNUTeMtFiJqykquWm3J8mcLS16HnWVZWVH6fD5V1V6/MhHv6fE87grw70/N6KMGr732mjkXLQ8MDExMTExPT/M873a7jfP6fO/ExET7e8fAIXK73deuXctkMm63WxAEInI4HMFgMBKJ6BvIA0DH4H+5ozI6Ojo2NjY3N5culb9YSV8dHOh2i46KrKo/uDtDRAzDvPXWW91uDgAAwON47bXX/vqv/1qW5Z/cn/u9V16yP25Yomna3eVUqV6fXk4F3O5YTw8RpQvFXLlSFcRGq9Xr9XIs67bbo8FAoVbv8XpUTasJos1i8buc6+XKfGa1JcmXYoM+l4tIW1hbZxhGUpSR3l6GYWK9j7mvh6pp/z29scLftP211+uNxWJENDU15XK5nE4nwzCCINRqtUuXLvX19fX1HUJyBDwGi8UyNDSEbHmArkMAf4TefPPNubk5Ivrel9MnOID/+WKi2BCI6OrVq2YrhwMAANAmv9//7LPPvv/++/Vm6925B29eOPd4n5Mulkr1+lxmdTwasWxW7fa7nBzL5qrVZDa/tL4+Gg77nI56q9VSpPVKpSm1qqIwMXbWyvF3lpJzmcxz58cvDQ0yRFVB7Pf5iGGsFm61WGYZptxoPN4a+NvLK6vlChFduHDBzLuiDg0NORwOm81mLLcmIp7nBwcHo9FoFxsGAGAGyHY+Qrdu3dIXBb0796DebHW7OUflv748ltu/AwAAPMLoyL7/BKXsVovFO4nkUE/I8tU9t/p83suxmEbaXHrt/komX625bbaQxyM0m0vr2V6fVyVaymX7/N5LscFz0QjPcRaOC7hdfX5fn8/rd7n6/N47iWSuUn28hn1/s3zdG2+88djfrjN6enquX78+OTk5NjZ29uzZiYmJGzduIHoHACDMwB8pt9v9wgsvvPPOO6Is/+T+3P+avNTtFh2+Qr3x86Ul2vyy3W4OAADA47tx40YgECgWi5+nVlYrlf6D74rakuVGq2Xnefu2FeYMw1waGlqvlFWV6q3mzEqaIYblmJvnxq6PjpyN9Md6ekr1+icPHlwcHHTsVBXMabMRkdB6nCmBerP13vwCEdlstldeeeUxPqHDGIbxeDz6nj4AAGBAAH+03nzzzXfeeYeIvn935kQG8G/P3FdUjYheeeUV1CAFAIBjjeO4119//Z/+6Z80TfvB3Xu/9dwzB/0EWVGIiN9l/TzHMcO9vdFgoNfry1Yrsqy6nfZoMDjS22thGSJKZnP302mW3bnwrX525w3W9vPO7FxTlonohRdecD7BLnQAANBdSKE/WleuXNGXhU9nVhP5Qrebc/j+e7P+PPLnAQDgBHj99df1gx/M3N9tN/I9cOzGDlu7vUFWVafNdnUk/taVyV9+5vpb165ejsfs1o3pehvPT8ZjYkva8VpRkoho+9x+O36wWb7O/PnzAACwBwTwR4tl2ddee00/Nkq/nhj31taX8gUiisfj4+Pj3W4OAADAkzJ6tHSpPJVePejlNt5is1iEltSS5e2vCq1WS5ZdNju7y+ayAbeLIaZYr8vbhgAUVUsXihcGBoJbNldrk/Fdent7r1y5ctDLAQDAPBDAH7k33nhD3wT+RzP31YOP5ZvZD+5iOB8AAE4aY+T97Zn7j3F52O+7HB9K5QuPTOArqrqSL0zGY/0B327XWi2WSMB/aWhwYW1dn28noqogzKYzP/ly6n46k8hmZzOZhbV1afdJ/u3e3swmePXVV1kWz34AAMcY/hE/cpFI5NKlS0SUrdU/TS53uzmHRlKUH9+bJSKWZV999dVuNwcAAOBwvPzyyxaLhYh+Ojvfkg8QJ+sGQyGXzV4TxdnMar5aE1otodXKVapzmdVGq+VzOiN+/x6Xj4T7Ai7XeDQym87MZ1Y/nV98/97sj7+825Qkr8Mhq+rthaXv3/789sJio+1qdj+6N6sfoL8GADjuUMSuE15//fWpqSki+uH0/afjsW4353B8tJSsiCIRPfXUU8FgsNvNAQAAOBx+v/+pp5766KOPqqL40VLixbOjB7qcY9mJ2KDVwhXr9TuJpHF+Mh7r9XrP9vczu+TP61iGuTQ0mC6W7Dy/Uig2Wi1Jlq+Pjgz1hPp8Xo5lZUXJFEsfP1hgGfapMyO7ZeMb7q2upYolIjpz5oyZt38HAIB2IIDvhJdeeunP/uzPJEl678GCKEmPV37GbIxyOEaqIQAAwMlw69atjz76iIh+dG/2oAE8EVktlonYUKUhDAaDgiQRkdNq7fF63Hb7ju9XNW2tVC7W66IkMUQum63X571xZlRs3V9YW3/xwnm/22WE6RaOG+oJKaoqSK3VUikaCOzdGEy/AwCcJAjgO8Hlct28efO9994TWtJ78wtvXDjX7RY9qVqz+eHiEhE5HI7nn3++280BAAA4TM8995zdbhdF8YOFJUGSHI818u51OrxOx75vq4ni1FKiKgiPTNfbLLyiqT1eT8Dt2n5Vn897J5H0u1x7B/Cqpr1zf56IWJZ9+eWXD/4lAADAXLAGvkOMYe8fzcx2tyWH4t25B/qywBdeeMFms3W7OQAAAIfJbrffvHmTiJqy/D/zC0d3I1GS7iwlPpydW1zPjvT1XRgcOD8QHQwF76+k10rlRDa3W9aew2olouYuG84Zvkit5Ot1Irp06VJPT8+htx8AADoMM/AdcuPGDY/HU61WP0kmy4Loc+ycRHdc/PjenH5w69at7rYEAADgKLzyyis//elPieid+/PtpM61ZDlTLBZq9ZYksyzjstv7vN6Qx733ivfFtbVP5hdCXk+/72Fp+qDb7XM6v1hMWiysLCuRwF5F7/amT7/rX+exPwQAAMwDM/AdwvP8iy++SESKqv2fufluN+eJFOqN28spIvL7/VevXu12cwAAAA7f9evXnU4nEX2STNab+9R7z1drnz5YTObyP7s/++nC4kfzD96ZujuzsjK1nJIVdberZEXJVaoWjt2eBs+x7FBvcGFtfa1c3vFavQS93bpXbr+iau/OP6qbk0QAACAASURBVCAijuNeeOGFvb8CAAAcCwjgO8cY/P7J5vT1MfXT2Xl9Q/uvfe1rHMd1uzkAAACHj+f55557johasvL+g8U93llpCPdWVm4vLqULxfMD0cvxocuxoeG+3tl05t3pmelUarcLG62Wqmkuu33HWfqQx2PluFK9UW82H3lJI1ovVybjsZDHs0fDvkitlBoCEU1OTvr33LsOAACOCwTwnXP58uVAIEBEd1bS+oK0Y+qd2Y0BiJdeeqm7LQEAADg6euocEb235zL4B2trny8losFANBiwWixExDCM1+E4G+l3WK3lRiNbqex4oaKoRMSxOz+MsQwT8nqG+3oT69lSvaFtnpcUJZnNVQXBabWG/b4dr9Xp0+9bvwgAABx3COA7h2VZPeJVNe3duSOsiHOksrXa3fQqEfX09Fy6dKnbzQEAADgqN27ccDgcRPTxUkKU5R3fI7RaNVG083zI437kJZZh+v3+O4lktlLd8VrewhFRa5dPVjXNabUNhgIXhwaTudzMcurB6tpsOnMvlY739jxz9szFocE9NoFXNU0vv8eyLPaLAQA4MRDAd5QxZf1/Zo/rMvj35hb0/PkXXniB3WXSAAAA4ATgef7pp58mIlGWP1lK7vieRrNFRLtt8O6224ioIT6aA69z2Ww8x9XFZnOnGL5Yq2uknYtGL8eGvnbxwqWhoTP94fFo5MaZkVhP6NrIiF6Ifjf3V9dztToRXbhwIbDfXvEAAHBcoAp9R126dCkQCBSLxTsr6VJD8LexPazZvDu3kY+H/HkAADjxnn/++XfffZeI/md+4cWzo9vfoKgqEe02E84wDEOM/p4dXx0IhSRFmVlOxXpC/JayMnWxmSmWrsTjA6Gg2273u1yqprVkmWNZvr3qM//zYMH4Cu28HwAAjgXMoHaUkcamatreFXHMqdQQ7qykiSgQCFy8eLHbzQEAADhaN27csFgsRPSzhSU9Ae0RNt5CRE155/3YW7KskWbld50vGeoJ+Z2u8Wjk/komlS/kq9VspbK0nl1YW5+IDcb7eoy5fZZh7DzfZvRORMZjhl6KDwAATgYE8J1mDIS/t1la5hj5YHHj8eW5555D/jwAAJx4brf78uXLRFQRxal0ZvsbPA6HheWqgrjjUvZ8tUZEQbdrt89nGebycGwgGJyMDw2GgiuFYqZYGu7rvXFm5Fw0OhQKPV6z06XyUr5ARPF4PBqNPt6HAACACSGFvtOuXLnidrtrtdpnyylBkhz8Xju4mo1Rhhf5eAAAcEo8++yzt2/fJqIPFpYmBx4NhlmGGQgGZFWZTWeG+3r1KvS6fLWaq1SvjQxH9lyCzjLMmf5wNOAv1evDfb0swzqtVp/LuUeBun19sLhkNP6xPwQAAEwIk6idZrFY9Io4LVn5eJeKOOYkyvKniWUicjqdV65c6XZzAAAAOuGZZ57RDz5cWNrxDYM9oYDLNR6NzKYzS+vZ1WIpXSjeT2dWCsXJeOz8QHRrVL8bnuN6vd6hUGggGAi4XXr03mg2k7n8bDozm84kc/nGtg3hd/PhQkI/0B85AADgxMAMfBfcvHnznXfeIaKfPVj82tiZbjenXZ8llvUyudevX+ePVeIAAADAY4tGo4ODg6lUajFfWK/W+nbaLu7S0OByvmBhOVlVjPNeh+NMf3i3AvV7kxX1werqeqVyJ/FwrH8yHgv7fGf6w7ttHa8TJemLlRUi8ng8KFgDAHDCIIDvguvXr1ssFlmWP1xKqJr2JDlynfTB4sZwPvLxAADgVHn66adTqRQRfbSU+MblS9vfwDBMrCc0GApWBaEpyRzLOm3Wvbd524OqaXeXlyuCMJNaifj9DpuViBrN1kxqhYhESbocG2J2f3j4fHmlJStEdO3aNa7toncAAHAsIIW+C9xutz4iXmoI91fXu92ctmia9uHCIhGxLGskEwIAAJwGN27c0A/2XvvGMozP6ezzeUMe92NH70SULhQrgjC/ujYejfT6vG673W239/m8Y9HIXGa13GhkSqU9Lv9oc9LeaDYAAJwYCOC7w4iBf76U6G5L2rSQy2drdSI6d+6c1+vtdnMAAAA65/Lly/rasc+WUztuJne41kqlO4nkUCj4SKq8hWUHQ8E7iWSmuFcA/0liWT946qmnjrCVAADQDQjgu8MYFP9w8XgE8B9vDuejHA4AAJw2Vqt1YmKCiKpic3btaFPnJEVptFp2nrftVG7GYbXaLJZGs6mo6o6Xr1dryUKRiOLxeE9Pz5E2FQAAOg8BfHcMDw/39vYS0ezaekUUu92c/X20mTR4/fr17rYEAACg84zZ7E+TqSO9kawoRGTZfe26/pKkKDu++llyY/r92rVrR9A6AADoMgTwXaM/CqiaZqS6mZYoSVPpDBF5vd6xsbFuNwcAAKDTrl69qh98dsQB/N7xOW1G+PwuEb7RPKPBAABwkiCA7xpjKvvTpNkD+C9Sab2e7dWrV9k9t64BAAA4kc6cOePxeIhoKp3R+8TdKKpaqtfXSuVcpSpK0kFvxHOc02ptStKO1wqtVlOWXTb7bjvJ3V5eISKWZS9fvnzQWwMAgPlhG7mu0YNhVVWPOhnvyRnD+SiHAwAApxPLshMTEx988EFTlu+trU0ORLe/R9W0ZDaXLha3LlD3OZ1nwmGX3db+vfoDgcl4bC6zOhLus2wJ1GVFWc7lJ+OxSMC/44WpYilbqxHR2NiYy+Vq/44AAHBcIIDvGq/XOzIy8uDBg9VyJVOuRHzmLe3+2fJGAI8FdQAAcGpNTk5+8MEHRPT58sr2AF5R1ankckUQppLLHofDZrGomlYVhKYsVwXh0tCgv+2IOhrw56vVsUj/TGol6HY7bTYiqjebhWr14tBgwOXq9/t2vPCLVNpo6mN+SQAAMDcE8N107dq1Bw8eENHt5VTEd7HbzdlZRRQfZHNEFA6Hw+Fwt5sDAADQHUZU/EVqhejRPVkS2Zy+efu5gaixQF2jQK5c+XwpwbHs9TOjuy1cfwTDMJeGBh+srjHEaKTdSSSJaDIei/j9/X7fSLiPYZgdL/witaIfIH8eAOCkQgDfTZOTk//8z/9MRLeXV35xwqQB/BepFX3P2ytXrnS7LQAAAF0zMjLicrnq9fr06pqiahz7MIqWFTVTLN5dTp2LRrYWkGeIen3eliJLirJaKg2FQm3ei2PZ8WhksCdUqNb6/X4iclitIY/bYbXucdWdlQwRsSx78aJJHyoAAOAJoSBZN01MTOg14T5fNu8yeCMfDwE8AACcZizLXrhwgYiEljSXzW59qSI0VE3zOh07bv8WdLvvJJKleuOgd3RarYOh4FikfyzSPxgK7h29Z2u11UqFiIaHh91u90HvBQAAxwIC+G5yOp1nz54lomytrne6JmQE8BMTE91tCQAAQHcZXeGXK+mt55uSTEQ2C7/jVTaeJ6LWwSvSH8jUSkY/uHTp0pHeCAAAuggBfJcZjwKfp9J7v7Mr6s0WFsADAADojNT0u+nVredZhiEifcXZdqqqEtFR78N6N7PRJOTPAwCcYAjgu2y3sXyTmEpn9McRTL8DAACMj49zHEdEd9OZref1XeJqorjjVTWxSUQu2wF2knsMxgw8AngAgBMMAXyXXbx4Ua8lO/XVsXyT+DKNfDwAAIANdrt9eHiYiLK1erZWN8677Xan1dpoNkv1+iOXyKq6VipNxmO93iPcL7alKA9yeSIKBoPImAMAOMEQwHeZ3++PRqNElCwUK7uM3HeRkSKI4XwAAAAi0uvYEdFM5isj72f6w1fi8eVcIVMstWSZiFRNKzcaDzKr5waiIY8n4G53H/jHMLeWlRSFiM6fP390dwEAgK5DAN99emysadq0ySbhFVW7t7ZGRG63OxaLdbs5AAAA3WdEyNOra1vP+12ucwORqyPxbKVybyX9ZWJ5KrmcyOb06P1cNHKkrZpeXX2keQAAcCJhH/juu3Dhwg9/+EMiuptZvTk63O3mPLSYzwstiYjOnTt31KV3AAAAjoVz587pB/cya4+81Ov1eh3OaCBQrNdbksyxrNthD/t8Rzr3rru/uv5I8wAA4ERCAN99RjLedMZcM/BGezCcDwAAoBscHHS5XPV6/f7auqppev15g423DPf1DlOvoqqVhtCUJVlVGq2Wc88t3J/czOoaEbEsOzY2dqQ3AgCA7kIA333xeNzhcAiCcH8tu/1RoItmNpMDjSEGAACAU45hmLGxsc8//1yQpGShOBwKPvIGVdOS2Vy6WFRU1TjpcTjOhPs8DsdRNKkqiulyhYgGBwedTudR3AIAAEwCedHdx7Ls2bNniajWbKaKpW4356GZzBoRMQwzPj7e7bYAAACYhTHLPbuefeQlVdO+TCSX8/kvlhLJXG6tVE4XirPpzPv37n+xlMxXa0fRntn1nKZpWxsGAAAnFQJ4UzBy1O+trXe3JYZGq5UsFImov7/fe5Q73wAAABwvDwP4bb12Yj1bEYT5zOq5gWispyfs90WDgfFoZCAYuJNIzqYzeoH6w2U0AwE8AMCJhwDeFIwp7nurj1bE6Za59ZyqabSlbQAAAEBfCeC/MgOvqGq6WJxKpob7enmO2/pSyOMJedyfLS6uHkGqnZEIgAAeAODEQwBvCkaQfN80M/D6BnKEpwEAAICv6u/vd7vdRDSXzeqD3bpKQ1A1zeu0W74avetCHjcRFev1Q2+PPgPPsuzo6OihfzgAAJgKAnhTCIfDepr6g815764z8vEwAw8AALAVwzBnzpwhIqElrZTKxnk9Pd5q4Xe8ysrzxnsOUaPV0ivYRaNRx9EUyQMAAPNAAG8W+kS3KMv6yvOu09MCjQJ7AAAAYDDmuue21LFjWYaI1C3F57fSz7PsIT96za1n9Qp2+pgCAACcbAjgzcKIk7eXtO08QdqYUohEItiQBgAA4BFGrz2fzRknXXY7EdWbzR0vqYkiEblstsNtyYNsXj9AAA8AcBpgH3izMPrdubXsmxfOdbcx85uZ/HgaAAAA2M7oHx9sCeCdVqvbbhdarXy1pq94NyiquloqT8ZjfT4vETUlebVUrAiixjAswzh4vsfj9j3WiLmRAoAuGwDgNEAAbxYPA3gTzMAbbUD+PAAAwHaDg4M8z0uSNL+e23r+TDjcaDa/WEo2JSnocdt4XlXVqiCulUrnBqJBtzvodq+XK/Orq7cXl1iGVTStJcuqqkzGY7FQaHwgyjLMgVqykMMMPADAKYIA3iwikYjD4RAEYT6b0zSNOWD/fbiMAB71bAEAALazWCzxeHx+fj5fr5cagt+5UT3O63ScHxhgGVZWlTuJpPH+yXgs5PGci0YKtdpsOnMnkXRZbU1FZhmOY9maIPz4ztSZ/nC+Vnvh/AGy8BRVW8zliSgQCPj9/sP9jgAAYEII4M2CZdmRkZHp6elas7lWqfb7vF1sjJEQiBl4AACAHY2MjMzPzxPRg1zuemzIOB/yuK+fGVktlrwOR0uWWYZx2e1hny/gdmma9mB17YtEwsZbkvn84tq6leedVpuV54hh3pu+JymKy2a7OjLcZhuWi8WWohAG3AEATg0E8CZy9uzZ6elpInqQy3cxgFdUbSlfIAznAwAA7M6ImRdyha0BPBFZLZZYb0+st+eRS6qCKEhSpdHIV2tfJpIeh9OuKvWmGPH7iSgaDH5wf67H44kEAmG/r502GPnzCOABAE4JVKE3kZGREf1gvqvL4JMYzgcAANjP8PCwfrCQy+35xofqzeZqsbRern6ZXA77/YOhYCQQ6PV6y/XGSqHQlCWnzfZlYjmVz7f5gUYAbzQGAABONszAm4gRwD/ItdtzHwUjfx4BPAAAwG6MXnsh226vXRPFn8/Np/J5v9MZ8no4hmUZxmqxWFxOi4VbLZZ4i8Vi4RqtlihJdp7f9wONLttoDAAAnGyYgTeR4eFhlmVpy4B6VxhPAxjOBwAA2I3f79cXmi3m8vreq/uqNATSNCtnsfKWR6rNO6xWjmNlReFYlohaktzOB+oV7DiOGxoa2vfNAABwAiCANxG73R6JRIgoXSqLktStZixiQR0AAEAb9JHulqKkS+V23s+yDDGMSpqq7BDwq4oaDQYY0ohID+P3JkjSWrVGRAMDA3wb0/UAAHACIIA3Fz0FTtW0pXyxW21YzBWIyGKxDA4OdqsNAAAA5vcwi7691DmWYTx2O8swJaHRkhTjvEZUE0RRltcKJZbhWIaxW/cPyBeyeU3TCBlzAACnCQJ4czH64MW2C9gcrlqzuVatEtHg4CCG8wEAAPYQj8f1gzYDeKvFEvJ4LgwNnh+ILq6vF+v1qiCU641suVIRhF6vZ7i/j2Up6Ha3MwNvPCoggAcAOD1QxM5cHpa0zbZb0vZw6RvI0ZaHEgAAANiR0VcavefefC7n1ZH40nrOwjAZR1FVVauFt/IWj8POaJSv1YRW6/XJy8N9ve18mnHTWCz2eO0HAIBjBwG8uWzZk6Y7M/DGfVHPFgAAYG/xeJxhGE3T2gzg+7y+ZDZXERqj/X0hr7fSaCxmc2pLYhmm0mgE3K5nzp55amTYYbW282n6kjfCDDwAwGmCAN5cotEoz/OSJHVrDfwidpQFAABoj9Pp7O3tXV9fTxVLkqLwHLf3+y0cey4aVVT186WEg+cDHpfTbq8KQrnRcNmsz58fv3XpktPWVvROmzPwPM9Ho9En/SYAAHBMIIA3F5Zlh4aGFhYW8vV6VWx67LYON8AYzkcKPQAAwL5isdj6+rqsqiul8nAouO/7A27XZDzmsNrqTZFl2bvLKy9PXFQVNeByjob7rJZ2H8yqYjNfrxPR0NAQ28aCeQAAOBkQwJvO8PDwwsICES3kclcGBzp896VCgYhsNls4HO7wrQEAAI6deDz+ySefENFSvtBOAE9EHofjqdHhmig2Wq2xgajNwrtsVstXt4XfF2rWAACcTgjgTccoRZMoFDscwBcbjVJDIKJ4PI7hfAAAgH0dtI6dwW23+1wufcMXWZZlWT7Q5UubJegRwAMAnCoI0kzn4U5yHa9jlyhsLLxHPVsAAIB2GD3mQQP4J2R02UNDQ528LwAAdBcCeNMxemKjb+4YY8gAATwAAEA7YrEYwzBElOhwAL9Z7BYz8AAApwoCeNOJRCJWq5U6PpZPmIEHAAA4IKfTGQqFiChVKiuq1rH76in0PM9HIpGO3RQAALoOAbzpsCw7ODhIRIV6oyo2O3lrYzgfATwAAECb9E5TUpRMudyZOzZarVy9QUTRaJTbb+86AAA4SRDAm9GWLPoOL6jb2FG2v7+/k/cFAAA4vp5w7ZusKEKrpahq+5ckC0VN0wgL4AEATh9UoTejh4Xo88WJaIdS46pis1BvEHaUBQAAOIiHAXy+8MKZkTav0jRtpVDIVWv1ZlNRFEVRXDb7QDAQ9vv2vRYV7AAATi0E8Ga0ZSe5zs3AG/fC0wAAAED7jH4z2fYMvKyod5eXa83m3eUVK29hGabZarVkeTIey1WrFwYH2D23hTcCeFSwAwA4bRDAm9HWGfiO3RQL4AEAAB7Dwxn4Yru99lwmUxGEB2vr4wMRh9Wqz8DXm8376cy5aGRxbf1Mf3iPy5OYgQcAOK2QKW1GRk2aTu4kl0QJegAAgIMLBoNut5vanoGviWKuWr23kh4N9zmsVuO8y2Y7E+6bXk5liiVRkvb4BP1GDMMMDAw8WdsBAOCYQQBvRkYZufVqVZTlztzUmDfAcD4AAMCB6F1nvdnK1+v7vjlfrd5JJHs8Hm5bxRkLxwXdbo20Qq222+WyqqZLZSLq6+uz2+1P1nAAADhmkEJvUkNDQysrK6qmpYqls709HbijPpzPsiyG8wEA4LhwuVzdbgIR0cjIyMzMDBGtlKv9fv/eb5ZUjWM5j9PJsRs7wLEMy3Abi949Tufd5ZV4Xx/P8ztens4XZFUlong8rs/8n2bMZrEAjuPwazw2YzNCl8ulb3AAAKaFAN6khoaGPvzwQyJKFoodCOBbirJarhBROBze7YkBAADAbDiOY/as99YZIyMbxeeTxeKN4X1WojE6Ysho+Jb/YDZf3+17LRdL+sHw8LDFgge5DQzD4Nd4bFvHQbrbkiehHmQvRoDjC//SmdRjlLR9EiulsoodZQEA4LipVCpmmDAMhUL6weJ6rtVq7f1mC0OyIleFut1q0WNOVVUVRdFfrQiNi4NRlmi3z1lYz+oHfX19pVLpcL7AscUwjP7jy7JcLpe73Zzjyufz6fM3lUrl+IbBNpvNuqWoBMBJhTXwJtXhAN64y+DgYAduBwAAcJIYvfZyG4Xog273ZDyWq1SVbZGSrCiFapUhJujedWlAAl02AMAphhn4HZghBWt4eFg/WC6W2G1FbtqxR/bddqnNfLx4PG6Gr99dxg/Osix+jcdj5OAhpxEAToNIJGKxWGRZbmfY3eNwhDyepiwvrq0Ph8N268bKNaHVWs7lLw4N9vt9jt0nEo0UeiTNAQCcQniw3oF/v/IznWlDIBAoFoupYonn+cdY4HegJKJUaSPr7MKFC2b4+ibhdDqdTme3W3G88TyPv1EAcOJZLJb+/v5UKrVerYmybN9v4HI8EmnJcr3ZvLu8YrfyLMOIzWZTlifjsYDLNdrGJvBOpzMYDB7mdwAAgOMAAfwOTLKibGBgoFgsCpK0Uij2edotrGqxWPQJ5H3X4G21mMvpB4FAwCRfv4tsNpvD4SCiRqNxoJ8RDBzHeTweIpIkqd7GpkqmhdEHAGjT0NBQKpVqc/sYC8deicdWyxWP0ym0WoqiKIritNmigUC/37fHqH2xIVRFkYgGBwfNUL0PAAA6DAH8DuRObb2+t4GBgampKSJK5As9rgPPA2ua1n5dn2ShREQej8fj8Zjk63eRUYdfVVX8Go/H+LunaRp+QwA4DYwV6W1uH8MwzGAoONIflhRFbDZJ0/g2CoAnCwX9APnzAACnE4rYmdfWR4EjvVG+Xm+0WoRyOAAAAI/rsavP8hznsFrbid63fjgCeACA0wkBvHkdqKTtkzDK4SCABwAAeDydGXbHrjEAAKccUujNq2Mz8MuFjQB+YGDgSG8EAABwUsViMf3g0HvtqiBkK9WaKGqa9sVSUpIknucxAw8AcDohgDevSCTC87wkSUcdwCMfDwAA4Am53W59+5jlYknVNPYwKsypmjaXzqxXKncSSf3MF0tLMsPKsuzz+Z788wEA4NhBCr15cRwXiUSIKFuri5J0dDdKFpGPBwAA8KT0SfimLK+WK4fygfdW0uuVykxqZSAYOBeNjIb7JI2azSbHcbOzs6IoHspdAADgGEEAb2p6RK1pmrFM/Sgk8kUi4jguGo0e3V0AAABONiOLPnEYqXP5ai1frd5PZ8aikZDHY+P5YkNkWNZms0Wj0du3by8uLj75XQAA4HhBAG9qRk77oTwK7Kgpy+vVKhH19/cb26cBAADAQW3ptQtP/mlr5fKdRDIS8FvYjae1tWpVPxgeHuZ5vlgsSkeZoAcAACaEAN7UjJz2o5uB15fqERbAAwAAPJl4PK4fLOUOIYCviyJDjMduN86sVjYy8/v7+10ul6Zp9Xr9yW8EAADHCIrYmZoRwCfyh/AosCNUsAMAADgUDwP4w5iBlxWVYRhmSzG81fLGDHw4HNbPK4ry5DcCAIBjBDPwpvZwNR0CeAAAAHPz+/1er5eIlvJFPbuNiDRNqzSE1VIpUyyV6nXj/L6sFk7VVFlVjTOZcoWIWJbt6+vTk+ex9g0A4LTBDLypuVyuUCiUz+dXymVF1Tj2EPakeYSxuh4l6AEAAJ7Q8PDwnTt3REnKlCsDft96ubK0vt6UZeMNPMcNhkIDwQCzbZ85SVEyxVKhVmu2JIahfLVWFcRird7r9RBRU5KLjQYRBYNBTdNqtRrHcW63u5PfDgAAug4BvNnFYrF8Pt+SlUy5PBjwH/rnG3P7xmw/AAAAPB49gCeixVxellrJXP5OIum22102G8MwQqtZaYiSotRF8dzAV3Z+KTcaM6kVSVHuJJIMMRppkiR7HY5PHyw+O34m4HKtVav67H04HF5eXr548WIkEmFZpFICAJwuCODNLhaL3b59m4iW8oVDD+AVVUuVSkTU09ODUXwAAIAnNDw8rB/cXUlrUs/d5dSZcNhltxlvECXp3kqaiPwuVzQU1E/Wm827y6nbi0tBt3s8GrHzvEZUF8V7qYwotT68P3d+IDqfy8uyrKoqwzCjo6MejwepcwAApxACeLN7WBEnX3jx7OjhfvhKqdSSla13AQAAgMc2MjKiH3y5vCILjVhPaGv0TkR2no/1hO4kkk6bzQjgF9fWby8uhX2+sP//b+/Oo6Oq8gSO/2rNWgkxkAUICQkJkJAQF1QEFFAcRKBVuhsRBrShtZnRPm7T0O16pGnw2DB4WkYE5rQMLSKyKbsJitogtBEwEJQ1CZg9kH2rdf54Ul1dWagklRTPfD9/Fe/de999lzr5vd+r++4LVbZoRIL9/W8eNNCQp/XT600BAWeKSsxmc2Bg4E033RQVFRUXF6fT6brz1AAA1wNmXl3vXBN4rzeex/x5AAC8Jy4uTpnWfr6sTKfVhgYFNS8T6OfnbzDUNzU1WawiYrHZKmrrDDpdxNXs3UkjktQ32my19jaZgkNMYWFh/v7+EydOTEhIIHsHgJ6JBP5650ytc7sggc8tv6x84Bd4AAA6LyAgICoqyuFwlNfUikNaW3vWz6AXEbPVKiINZrNDHIF+fi0WDjAadTqdVqsprq03Go0hISG8NQYAejIS+OudyWQKDw8XkUsVFa7vkvGKvKtL0JPAAwDgFfHx8RqNxu5wlNbUtlbGZneIiE6rFRGbzS4i2tZfNKPVaC7X1tU2NYnIwIEDWbgOAHoyYoAKKCvimK22HyoqvdvyudIyEdFoNM5FdwAAQGcMGjRIRLRabWFVVZPF0ryAzW6vbzLrtTp/o0Gu/hqvTKdvsbDVZi+prXVtHADQY5HAq0B8/I9rQbIaVwAAIABJREFU150vu+zFZhut1oLKKhGJjIwMCAjwYssAAPRYSo5tMBi0ekPBlQpHswJFFZV2h713iEmr0cjVR+IbmswNZnPz1q7U1DrEUV5X79o4AKDHIoFXAefP4+fLy73YbF75FeWNss4lcwEAQCcpObbRaCyuqaltbDxfVFzd0GCz2+0OR11jU25p2ZXa2lvi42P79HZWiekdnhobk19W7pbDV9bVlVRVDY+NvdzQ6No4AKDH4jVyKvDPX+BLvZnAny/7sbWEhAQvNgsAQE/Wq1evPn36lJWVVVqstw4a1GgxZ+dfdO5Nix0QaDQO7d/PqP/nNVh0WNiV6hoROZF/KcjfL8BodDgctY2NjRbL8NjYxOio858fFBGDwcBbYwCghyOBV4GYmBiDwWCxWM6VeTOBP1dWpnzgF3gAALwoMTGxrKzM7nAEBgbEBffubTLVm83icPgbjeGm4IjQUGXyvKvB/fqaAgOMOr3Z9s+H4YP8/BOiIhpttor6ehFJSEjQ67lyA4AejTCgAnq9PjY29ty5c5fr6q7U1d8QFOiVZs9e/T2f+XgAAHhRUlLSoUOHROR0SVlK3+g+ISGe1OobFhbdq1dtY2OD2aLTagP8jIFGo4gcP3ve2WzX9RkAoAo8A68OzlnuZ6/+bN5JdodDeaLeZDJFRER4pU0AACAigwcPVj58X1LSrooajcYUEBARGhJuClaydxH5rrjErVkAQI9FAq8Ozh/Jz5Z4J4G/dKWiwWwRkYSEBE2ziXwAAKDDEhMTlbe15xQWd76174pI4AEAPyKBVwdnAv99SalXGjx99UZAYmKiVxoEAACK4ODg/v37i0hhVXVlfUNnmrLa7aeLS0TEZDL169fPO/0DAKgWCbw6ONetOV3cvsl4rTl99UYAD8ADAOB1Q4YMERGHw3GqqFM/wp8vK2+0WkVk8ODBzJgDAJDAq4PRaFTeHFNWW3e5rq7zDTqfymM+HgAAXjd06FDlw6nO3Xk/dXX+vLNBAEBPRgKvGsq9fHH58bzDrHb7udJyEQkJCYmMjOxszwAAwL9KTk5WPpwsKOpMOycLC5UPJPAAACGBVxHnT+XOm/EddqH8chPz8QAA6DIxMTEmk0lEvi8usdhsHW7nZEGxiGi1WhJ4AICQwKuISwLf2SVtT11dFJf58wAAdAVnyt1otSqz3jqgtKa2pKZGRAYOHBgQEODN/gEA1IkEXjUGDBgQGBgoIt8Vldgdjs405bwF4JyWDwAAvMs5iz776jT49jpxdfp9SkqKd/oEAFA5EnjV0Gq1Sr7dYLHkll/uTFM5RcWuDQIAAK9LTU1VPpzo6GPw2QUFyodhw4Z5p08AAJUjgVcT5/NvJws7Pou+or6+sKpaRGJiYoKDg73TMwAA8K+SkpIMBoOInCgodHRo6lz2Dz/+dE8CDwBQkMCriTOBzyns+JK2p4pKlMsI59Q+AADgdQaDQZnpVtXQmHelor3Vqxt/rNWvX78bbrjB+/0DAKgQCbyaDBkyRKvVisiJTiTwJwp+vJ1PAg8AQJdy/nL+7aWC9tbN/uHH3+15AB4A4EQCrybBwcGxsbEiUlRVXV5b17FGTlydfs8FAQAAXcr5GHx2QbvXsfv2hwK3RgAA0Pu6A2if1NTU3NxcETlRUDhucGJ7qzdarWdKSkUkLCysb9++3u8fAAC4Kjk5Wa/XW63Wr/MvLcs84LZXo9FotFqzxdJkNtvtdr1O52c0ajUaZe/hC3nKh7S0tG7sMgDgukYCrzIpKSkff/yxiGR3KIH/vrjEYrMJP78DAND1/P39ExMTv/vuu5rGxh3ZJ932Wq3WpqYmu93u3KLRaIxGo9FodG6JjIyMjIzspu4CAK57TKFXGWfi3bF30jifwWM+HgAA3eDuu+9ucbvFYmloaKitrW1qarJYLBaLxWw219fXNzU1NTQ0OIuNHz++u3oKAFABfoFXmd69e0dGRpaUlFwov1zb1BTs59eu6s5n8HghDQAA3WDy5MkpKSmVlZWuGxsbG8+cOZOXlxcbGxscHGw2m81ms4hYLJbi4uKYmJjo6OiIiIjg4OBBgwb5qOMAgOsRCbz6pKWlZWRk2B2OEwVFI+PjPK9otdtzikpEJCgoaODAgV3VPwAA4KJ5zD137lx2dvaIESMGDBggIo2NjU1NTcquhISEc+fO3XDDDenp6Zqrz8MDAKAggVef1NTUjIwMEVl78PC+U9+77dVqtUq8t9lsbrsazJZGi0VEkpOTldfRAQCA7ldZWanRaMLCwprv8vPzCwwMVKbTBwUFdX/fAADXMxJ49XHOfj9fVn6+rLwDLfAAPAAAPmSxWLRarU6na3Gvsoid2WwmgQcAuOFnWPXp27fvjTfe2OHqJpPprrvu8mJ/AABAu+h0OofD0dpeZV361tJ7AEBPxi/wqrR48eKysrIWY7/JZNLr9SJSWVnZYoHQ0NCAgIAu7yIAAGhFYGCg3W6vq6sLDAx02+VwOOrq6jQaDcEaANAcCbwqabXa1t4KGxoaajAYRCQgIMD11bIAAOA60adPn2HDhuXn54eHh7utSlNaWmq1WsPCwpRoDgCAKxJ4AACAbhUREVFaWtrQ0HDmzJmoqCi9Xu9wOBoaGsrLy6urq9PT0+Pi4nzdRwDA9YgEHgAAoFtpNJohQ4b4+fmZzebjx4+bzWaLxSIiw4YNMxqNQ4YMYf48AKBFJPAAAADdzWAwpKamNjU1RURElJeXNzY2+vv79+rVKzIykuXrAACtIYEHAADwjd69e/fu3buurq6hocHXfQEAqACvkQMAAAAAQAVI4AEAAAAAUAESeAAAAAAAVIAEHgAAAAAAFSCBBwAAAABABUjgAQAAAABQARJ4AAAAAABUgAQeAAAAAAAVIIEHAAAAAEAFSOABAAAAAFABEngAAAAAAFSABB4AAAAAABUggQcAAAAAQAVI4AEAAAAAUAESeAAAAAAAVIAEHgAAAAAAFSCBBwAAAABABUjgAQAAAABQARJ4AAAAAABUgAQeAAAAAAAVIIEHAAAAAEAFSOABAAAAAFABEngAAAAAAFSABB4AAAAAABUggQcAAAAAQAVI4AEAAAAAUAESeAAAAAAAVIAEHgAAAAAAFSCBBwAAAABABUjgAQAAAABQARJ4AAAAAABUgAQeAAAAAAAVIIEHAAAAAEAFSOABAAAAAFABjcPh8HUf4E3vvPNObm6uiLz00ktBQUG+7o4qffHFF7t37xaRadOmjRgxwtfdUaXS0tLly5eLSHJy8uzZs33dHQC4Hh09enTTpk0iMnHixLFjx/q6O6pUX1//2muviUhsbOz8+fN93R21WrVqVV5enoi8/PLLgYGBvu4OgLbofd0BeFlWVtaxY8dEZMGCBSTwHZOXl5eZmSkiI0eO9HVf1Kq+vl4ZQ6vV6uu+AMB1qrCwUPlTOXjwYBL4jrFarcoYpqWlkcB3WFZW1vHjx0Vk4cKFJPDAdY4p9AAAAAAAqAAJPAAAAAAAKkACDwAAAACACpDAAwAAAACgAiTwAAAAAACoAKvQ/9SMGTNm4MCBIuLn5+frvqhVUlLSQw89JCJxcXG+7otamUwmZQyTkpJ83RcAuE4NGDBA+VM5ePBgX/dFrQwGgzKG/fv393VfVOzOO++Mj48XEaPR6Ou+ALgG3gMPAAAAAIAKMIUeAAAAAAAVIIEHAAAAAEAFSOABAAAAAFABEngAAAAAAFSABF7FHA7Hp59++sUXX/i6Iz8R27dvnzp16nvvvef1lvfu3Tt16tS1a9d6vWWv8O6Jd6y1rht8ALhOELW9qMeGbCFqAz0er5FTMYfDsWLFiqCgoDvvvNPXfQEAAG0hagMAOo8EHvhRcnLynDlzhgwZ4uuOdDfvnnjHWuuxgw8A6ICeHDWI2kAPRwKPn7i6urqgoCBPSiYlJSUlJXV1fzrD83Npl2ueeLuO23ZrZrPZYDBoNJr29gEA8JNHyPYEURvo4UjgfaCqqmrbtm3Hjh0rKioKCAjo27fvlClTRo4c6fb3saqqatOmTadPn7548WKvXr2Sk5MffPDB2NhYZe/rr79+8OBBEamrq5s6daq/v/+mTZuUXXl5eVu3br1w4UJpaemAAQMGDRo0ffr0sLCwDvTh6NGju3fvLigoKCsrCw0NjYmJmTRp0q233urdAVm5cuW+ffvuu++++fPnu263WCyzZs1qaGhYvnz5oEGDrjkmIpKRkfGXv/zliSeeGDdu3KpVqw4fPjx58uTZs2d7cso7duxYs2bN9OnTZ86c6Wzw9OnTu3btOnPmTE1NzaBBg2688capU6dqtf+yeIQnA97cNWu1cS7eHVi3E2/7uCdOnNi9e3dOTk5QUFBKSsojjzyyc+fOzZs3v/rqqzfddFPzYTxw4MDy5ct//etfJyUlrVy5Mi8vT6fTRUVFjRgxYvr06c4rjA4Pfvd8RQH0ZERtV4TsLgrZno8tURvo4Ujgu9vly5efffbZiooKo9HYp0+f2tranJycnJyc2bNn//znP3cWO3Xq1Ouvv15RUaHT6fr06VNeXq6sfPPMM8+MGTNGRNLS0gICAjIzM/V6/fjx4w0Gg1Jx//79b7/9ttls1ul0vXv3Pnv27JkzZw4ePLhgwYJhw4a1qw+rVq3avXu3iISGhkZERFy5cuXo0aNHjx594okn7r//fi+OyahRo/bt23fkyJHf/OY3rtcix44da2ho6Nevn3IpcM0xcbJara+++ur3338fHBwcGhrq+Sm72bt37+rVq61Wq7+/f0hIyPHjx48dO3b06NEFCxY4Y5gnA96c57Wan4vXB7ZFLR43MzNz5cqVNpstKCiotrb2k08+ycrKiouLu2ZPLl68uH79+qampri4OI1Gk5eXt3379rNnzy5evNgttDt5Mvjd9hUF0GMRtd0QsrsoZHs+ti0iagM9Bwl8d1u/fn1FRcXo0aOffPLJwMBAEfn0009XrFjx3nvvTZ061Wg0iojZbH7jjTcqKiqmTZs2Y8YMo9FotVq3bNmyYcOGFStWJCQk9O3b97777vu3f/u3zMxMPz+/J598Umm8tLRU+Us9Y8aMadOmGY3Gurq6//mf//nyyy9XrFixatUqvV7vYR/Onj27e/duo9H4hz/8QblHa7PZ9uzZs3r16i1btnj372xqampISMiVK1fOnj3rOiNL+bFi3LhxHo6Js+KOHTsMBsOf//xnZ2uenLKbixcvvv322zqd7umnnx47dqxWqy0qKvrTn/50/PjxDz744Fe/+pXnA+6mXbWan4t3B7Y1zY+rdFur1T777LOjR4/WaDTZ2dlLly49evToNXuyb9++mJiYF198MTo6WkROnjz50ksv5eTkfPfddykpKc3LezL43fkVBdBjEbXdELK7KGR7OLatIWoDPQevketup0+fFpGHHnpIiUkiMn78+NGjRycnJ5eXlytbPvroo8uXL48dO3bOnDlKoNLr9dOnT58wYYLFYtm2bVtrjb///vtWq/Wee+5R4qWIBAUFPf/88wMHDiwtLf3kk08870Nubq6/v//dd9+t/JEVEZ1ON3ny5NDQ0PLy8oaGBi+OiU6nu/3220XkyJEjzo1Wq/XIkSMajeauu+5q75iUlpY+99xzrsHPk1N287e//c3hcEyfPn38+PHK/ebo6OinnnpKRA4dOqSU8XDA3bSrVvNz8ZwnA9ua5sfdvHmzzWabNm3amDFjlF8G0tLS5s6d60lPNBrNc889p1wHiMiwYcOUjl26dKnF8p4Mfnd+RQH0WERtN4TsLgrZQtQG4BkS+O6mzCP67LPPbDabc+Pvfve7xYsXO29IZ2VlicikSZPc6o4fP15ETp482Vrj2dnZIvKzn/3MdaNGo5kyZYqInDhxwvM+3HvvvZs2bXJ7CquioqK+vl5EHA6H56fsiVGjRonI4cOHnVuOHz9eX1+fnJwcGRkp7RyThIQEt2lmnpyyK4fDkZWVpdFo3I6YmJj4+OOP/+xnP1NGwMMBd9OuWs3PpV2uObCtaX7cf/zjHyIyYcIE141jxozx9/e/Zjfi4+Pj4+NdtyhHd/3vcPJw8Lv5KwqgZyJqN0fI7qKQLURtAB5gCn13e/DBB19//fUdO3b8/e9/v+mmm1JSUlJTU93+KBcWForIJ5988tlnn7luV25PlpSUtNiyxWIpLy/X6XT9+/d326WsGVNcXOx5HxQOh+PixYuXLl0qLi4uKCg4fvy4xWLp4Jm3KS0tzWQyXbp0qbCwUAnPyi3bsWPHKgXaNSZRUVFu7Xt+yoqysjKr1RoeHm4ymVy3azSayZMnK589H3BX7a3V/Fza5ZoD2xq345rNZufjiK7blS2t3ZJ3an7J1dpDdOLZ4Dt121cUQM9E1G6OkN1arU6GbCFqA/AACXx3GzVq1JIlSzZu3Hjy5Mn9+/fv379fRBISEubMmZOeni4iVqu1qqpKRDIzM1tswWq12mw2nU7ntr2iosLhcISEhDT/I6sslOqceHbNPig+/vjjzZs3V1ZWKv8MDg5OSUlpaGhQ7pV6lzJtLCMj48iRIw8++KDNZjty5IjBYFBuRbd3TJqvHOPhKTuVlZXJ1XFrjecD3plaHVgFx1XbA9sGt+OWlZUp3W5eslevXte8FAgICPC8z54MvqI7v6IAeiaidnOE7NZqdTJkC1EbgAdI4H0gJSVl0aJFtbW12dnZOTk5WVlZ58+ff/nllxctWjR8+HC9Xm8ymWpra7ds2dLieiqtCQsL02g01dXVdrvdLdIoobRXr14e9kFEtm7d+u677wYGBv785z9PT0+Pi4tTwsC8efO66O/sqFGjnBErOzu7pqbmjjvuCA4OFpH2jknzF5aKB6fsSgmENTU1bRylXQPe4Votnku7tDGwbXA7rtKr6urq5iVb3NgZngy++OIrCqBnImo3R8juopAtRG0A18Iz8N3KarUWFxeXlpaKSHBw8B133PHrX/961apVyitVnEuhREdHOxyOgoICt+p1dXUnT57My8trsXGDwRAeHm6z2X744Qe3Xfn5+XJ1QpSHfdi5c6eILFy4cPbs2Wlpac6buHa7vdPD0LLhw4ebTKbvvvuuqqqq+YSxjo2JwsNTdhUVFaXVasvLyxsbG912vfnmm4sWLaqpqfFwwN10rFZntD2wHgoKCgoJCTGbzW6/NthsNmVgvciTwRdffEUB9DRE7dYQsrsoZAtRG8C1kMB3q7q6uscff3z+/Plms9m5UaPR3HLLLSJitVqVLWlpaSKyfft2t+obNmz4wx/+8NVXX7XWvlLx448/dtu+Y8cOEVHeVuphH5Rby24LohQXF1++fLkdJ9weOp3utttuczgchw8f/uqrr0wmk9IlRYfHRDw+ZVd6vX7o0KE2m23v3r2u2/Pz8/fv33/u3DnlQS9PBry5jtXqsLYH1nOpqakikpGR4brxyy+/9PrKsR4Ofvd/RQH0NETt1hCyuyhkC1EbwLWQwHer0NDQqKgoi8Xy9ttvO+cLFRUVbd26VUScr9acNm2ayWTav3//6tWra2trRcRut+/atWvnzp1+fn7KIq5OjY2NTU1NyucZM2bo9fqMjIwPP/xQCXL19fXLli07f/58RETExIkTPe9DTEyM/Out7m+//fall15SlglVeuV1o0ePFpENGzZUV1ePHj3adepdu8bEjYen7Gb27Nki8re//e3LL79UzrqsrOy///u/xeVeuCcD3lzHanVGGwPrudmzZ+v1+i1btjhfCXPq1Kk1a9Yoswq9Mm/Q9VhyrcH3yVcUQI9C1G4DIbuLQrYQtQG0iWfgu9t//Md/vPLKK/v37z9w4EBkZKQyl8nhcKSmpt5///1KmaCgoGeeeWbZsmU7d+7ctWtX3759q6qqamtrtVrt008/7VyIVavVBgcH19bWPv3001FRUa+88kpkZOT8+fPfeeed9evXb9y4sU+fPsXFxXa7vVevXs8884zBYPC8DzNmzFi8ePG7776bkZERHh5eVFRUVlamTHk6e/bsyy+//PDDD3dgTlfbhg8fHhwcXFFRISLjxo1z3eXhmLTGk1N2M3To0JkzZ27YsOGNN95YuXJlWFhYcXGxzWaLj4+fOXOmUsbDAXfTsVqd0cbAei46OnrevHmrV69eunRpSEiITqerqKi46aabLBbLiRMn/Pz8vNhhTwbfJ19RAD0NUbs1hOwuCtlC1AbQJhL47paenr58+fLNmzdfuHChvLw8ODg4OTn57rvvHjdunOsStbfccsubb765adOmc+fOFRQUhIeH33zzzb/85S+V+5dO8+fPX7dunesbWSZMmDBo0KBt27ZduHChtLQ0Pj4+KSnp4Ycfdl1nxZM+3Hbbba+99tqHH36Yl5dXX1+fkJDw8MMP33333Tk5OX/9618vXrzYFVOelMVXMzMzo6KihgwZ4rbXwzFpkYfD7mb69OlDhw7dvXv3+fPnKyoq4uPjR44c+cADD7jeC/dkwJvrWK0Oa3tgPTdp0qR+/fpt27bt9OnTer1+2rRpM2fOfP7550UkMDDQe/0V8WDwffIVBdDTELVbQ8juopAtRG0AbdIoE1cAoG1VVVVWqzU0NNT1YsjhcPz7v/97dXX1pk2b/P39fdg9AADgRNQGfqp4Bh6AR9atW/fYY48dOHDAdeM333xTXV2dlJTEdQAAANcPojbwU0UCD8Ajd955p0aj+b//+79vvvmmsbFReb3Nm2++KSIPPPCAr3sHAAD+iagN/FQxhR6Ap7Zu3bp+/Xqbzebc4ufn99hjj02aNMmHvQIAAM0RtYGfJBJ4AO1QXFx86NChoqKigICA2NjY1NTUiIgIX3cKAAC0gKgN/PSQwAMAAAAAoAI8Aw8AAAAAgAqQwAMAAAAAoAIk8AAAAAAAqAAJPAAAAAAAKkACDwAAAACACpDAAwAAAACgAiTwAAAAAACoAAk8rhfFxcUvvPDClClTkpOTAwICIiIihg8f/uijj+7du9dqtfq6d9dw+fJljUaj0Wj+93//19d9AQCgyxG1AcAn9L7uACBWq/WFF15466236uvrnRsbGxvLysqys7PXrVt3yy23bNy4MSEhwYedBAAAQtQGAJ8igYfvLViwYPny5SLi5+c3Y8aM9PT0fv36lZaW5ubmfvDBB5cuXcrKyhoxYsS3334bExPj684CANCjEbUBwIc0DofD131Aj7Zz584pU6aISFpa2t69e6Ojo133ms3mJUuWvPrqqyIybty4Tz/91CedvCaHw1FaWioiISEhAQEBvu4OAABdgqgNAL5FAg8fu//++3fv3i0ieXl5sbGxLZb5xS9+sXnzZhHJysq6+eabu7V/AADgKqI2APgWi9jBx7Kzs0Vk8ODBrV0HiMgjjzyifDh06FAbTdXW1tpsNu92DwAAOBG1AcC3SODhY8patXV1dW2UGTVq1MKFCxcuXDh8+HDnxpUrV2o0mtTUVBFZt25dUlKSyWTS6/V9+vQZP378u+++a7fbW2ytrq7ujTfeGDlyZHh4uMlkGj58+Pz580+fPt3a0bOzsx9//PGEhARlld277rrrrbfeMpvNbm22sZ5tu45YVVW1aNGisWPH9u/fPygoKCUlZdq0aQcPHmxjfAAA6B5EbTdEbQDdzQH41JgxY5Sv4rJly9pV8a233hKRYcOGvfLKKy1+t++6666qqiq3WseOHevfv3/zwhqN5k9/+lPzoyxZskSn0zUvP3jw4Ly8PGex2tpaZfvatWs7c8S///3vYWFhLZ7Os88+267xAQDA64jarojaALofCTx87N1333VGu/Hjx7///vs1NTWeVFQuBQICAjQajYjccsstixYtWr9+/dNPP+1cU+eBBx5wrVJaWuoMtNOnT3/nnXc++OCD//qv/woNDVU2LlmypMW+RUVF/e53v/vwww/Xrl173333Oa8GLBaLUrK1S4F2HbGoqCgiIkJEgoKCfvvb377//vsfffTRkiVL+vXrpxTesWNHB0cZAABvIGo7CxO1AfgECTx8zG63z5w50/WmtcFgGD169CuvvPL55583NTW1VlG5FFDMnTvXGZUdDkdBQYFz1ZwjR444tz/11FMiotfrt2/f7tpUbm7u4MGDlQsL5x36hoYG5R780KFD8/PzXcv//ve/Vxpft26dsqW1S4F2HdE5kS8jI8O18Pnz541Go4g89thj1xpOAAC6EFGbqA3At0jgcV1Yt27dbbfdJs0EBgZOnDhx48aNZrPZrYrzUmDAgAHN9545c0aZRHffffcpW3Jzc5WA+txzzzXvwP79+5XWXnjhBWXLsmXLlC2ZmZluhS0Wi3KHfs6cOcqWFi8F2ntE5brBaDTa7Xa3wi+++OKjjz66aNGilocPAIBuRNR2ELUB+AgJPK4jFy5cWLt27YwZMyIjI92uCWJjY48ePepa2HkpsHz58hZbe/jhh5Wb5UpkXblypVL+0qVLLZZPTEwUkbFjxyr/nDhxooikpKS0WHjjxo1Lly5dv3698s8WLwXae8TFixcr5VevXt3aEAEAcJ0gahO1AXQ/VqHHdWTgwIFz587dsGFDcXFxTk7Om2++eeedd2q1WhHJz88fNWrUyZMnm9caMWJEi62NHDlSRBoaGoqLi0Xk7NmzItKvX78WF6cRkeTkZBFxHkIpf+ONN7ZYePr06QsWLJg1a1Ybp9PeI/7iF78ICgoSkccff3zEiBGLFy8+ePBgU1NTG4cAAMBXiNpEbQDdjwQe16nk5OTf/va3n3/++YkTJ+644w4RaWhoeOaZZ5qXjIuLa7GF+Ph45cP58+dF5Ny5cyJSUFCgacVHH30kIleuXBERq9Wan58vIjExMR0+hXYdUUQSExO3b9+ekJAgIllZWS+++OLo0aNDQ0MnTJiwatWq6urqDvcEAIAuRdQmagPoHiTw8KWsrKz33nvvvffea6NMcnLynj17YmNjReTTTz9tbGx0K6CsZ9ucwWBQPtTX14tISUmJJ12VdN6fAAAF/klEQVSy2+1Wq9VsNiuvuvXz8/OkVovadUTl8z333JOTk7Nly5ZHH300KipKRJqamjIzM+fPnz906NDPPvusw50BAKCTiNpC1AbgayTw8KW9e/fOmjVr1qxZRUVFbRQLCQlRXgNjt9tzc3Pd9ubl5bVYS7mVLiJJSUkiMnDgQBEZOXLkNR8s0ev1gYGBffv2FRHljn7HtOuIzlp+fn4PPfTQX//616KiojNnzqxZs0Y598LCwl/+8peXL1/ucH8AAOgMojZRG4DPkcDDl5RgKSKHDh1qu2RhYaHyITw83G3XN99802KVf/zjHyJiNBoHDBggIsoLYC5cuOBwOFosb7PZbDab3W5X/qlcQLT4/J6ILF68eMSIEZMnT26jz+09Yn5+fn5+vnNunogkJibOmzdv9+7df/nLX0SkvLz8iy++aOOIAAB0HaI2URuAz5HAw5fGjh2rzHb7/e9/33yWnVNRUdGBAwdEJCUlJSIiwm3vihUrnJPZnC5cuPD++++LyG233aYsqKO8Y7akpOTjjz9ufojy8vKwsDC9Xv/yyy8rW5TVdL7++uvmlyl2u33NmjVZWVmBgYFtnF17jzhq1Ki4uLg5c+Y0L3zPPfcoHyorK9s4IgAAXYeoTdQG4HvXnCYEdKn//M//VL6KycnJX3/9dfMCly5dci4q+8EHHzi3O19IIyK/+c1vrFarc1dxcfHtt9+u7Prss8+UjXa7XVn59oYbbjhw4IDrIZqamqZMmSIiGo3m3LlzysbLly/36tVLRNLT0wsLC13Lv/baa0rja9asUba0+EKa9h5R2eLv73/ixAm3QVi4cKHS/qlTp645pAAAdBGiNlEbgG9pHK1MEwK6R01Nzb333nv48GER0ev1995776233tq7d2+r1VpUVHTy5Mm9e/fabDYRef7559944w1nxZUrVz755JMiEhAQ0NDQcPvttz/wwANxcXHffPPNhg0bCgoKRGTSpEm7du1yVvnqq69GjRrlcDgMBsOMGTNGjhwZExNz9uzZd9555/vvvxeRF1544Y9//KOz/PLly5977jkRiY6Onjt37s0331xbW7tt27atW7eKyKhRoz7//HOdTicidXV1wcHBIrJ27dq5c+d27Ig7d+5Urgb8/PyUd9L06dOnoKBgy5Yte/bsEZEJEybs27evteV/AADoakRtojYAH/Pp7QPA4XA4Kisrf/WrX7UR4bRa7VNPPeV6t97hci9/z549yk13N7Nmzaqrq3M7VmZmZr9+/Vo7RPO+vfXWWy0uaZuenp6bm+ss1uK9/A4cccGCBa2Nw+23315ZWdnhQQYAwCuI2k5EbQDdj1/gcb04ceLE5s2bMzIyLl68WF5ebjKZYmNjY2Nj09PTH3nkEeU9q66c9/Jra2urqqqWLl26a9eugoKCoKCg1NTUefPmzZo1q8UDVVRULF26dM+ePfn5+Q6HIzExMS0t7fnnn09JSWmx/LfffvvnP//5iy++KCkpiY6OHjJkyJQpU5544gnlLr6itXv5HTjisWPHli1bdurUqfz8fLPZPHDgwEGDBs2bN2/SpEkejyUAAF2LqK0gagPoZiTwUCvXS4GgoCBfdwcAALSKqA0AXsEq9AAAAAAAqAAJPAAAAAAAKkACDwAAAACACpDAAwAAAACgAnpfdwDooP79+99zzz0i4rquLAAAuA4RtQHAK1iFHgAAAAAAFWAKPQAAAAAAKkACDwAAAACACpDAAwAAAACgAiTwAAAAAACoAAk8AAAAAAAqQAIPAAAAAIAKkMADAAAAAKACJPAAAAAAAKgACTwAAAAAACpAAg8AAAAAgAqQwAMAAAAAoAIk8AAAAAAAqAAJPAAAAAAAKkACDwAAAACACpDAAwAAAACgAiTwAAAAAACoAAk8AAAAAAAqQAIPAAAAAIAKkMADAAAAAKACJPAAAAAAAKgACTwAAAAAACpAAg8AAAAAgAqQwAMAAAAAoAIk8AAAAAAAqAAJPAAAAAAAKkACDwAAAACACpDAAwAAAACgAiTwAAAAAACoAAk8AAAAAAAq8P9efUKMgV6z5gAAAABJRU5ErkJggg==)
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,iVBORw0KGgoAAAANSUhEUgAABUAAAAQVCAIAAAD8UPecAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdeXxU9b34/09WEiAhYlT2TWRT68Kiba1FQawbt0qpS++1dWlvq8X1WotXu6HWtlqX0mprRa3i9hAtqLUF3CtGRRABK8imAoJsQsi+zPeP6c2PH8GYMEkmJ/N8/jV8zjk5b3zgJK+cMzNpsVgsAAAAAG1berIHAAAAAD6fgAcAAIAIEPAAAAAQAQIeAAAAIkDAAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiIDPZAzTNmjVrrrzyymHDhk2ZMuVzd3700UenT5++x0133nlnz549m3s6AAAAaClRugJfWVl5yy23VFVVNXL/DRs2tOg8AAAA0GqidAX+/vvv/+CDDxq/fzzgb7nllt69e++2qUOHDo3/Olu2bInFYo3fH5IoOzs7Pz8/hFBWVlZSUpLscYDUkpmZWVBQEEKoqKgoLi5O9jhAaklPT+/atWsIoaqqavv27ckeBxqrsLCw8TtHJuAXLFjw9NNPd+nSpfH/N8YDvnfv3jk5OS05GgAAALS4aNxCv2PHjttvv72goOCcc85p5CGVlZVbt24tKChQ7wAAALQD0Qj4qVOnbtu2bdKkSV26dGnkIRs3bozFYt26dWvRwQAAAKB1ROAW+n/84x9FRUUnnXTSiBEj5s2b18ij4vfPFxQUzJgx48UXX9y4cWNhYWH//v0nTJgwYMCAlpwXAAAAml9bD/j169ffc889PXv2PP/885t0YDzgi4qKioqKMjMz8/Pz165du3bt2nnz5p133nnjx4+vf8jq1av/+Mc/1l+/+uqrO3bsuHfzQytLT//3bTXZ2dl1jwFaR1paWvxBVlZWXl5ecocBUk3dU1BGRoanINqrNh3wNTU18c+Nu/zyy5v0vvHh/wK+c+fOl1xyyYgRIzIzM0tKSh555JGZM2dOmzZt2LBhAwcO3O2QTz/9dO7cufW/1OTJk5t6dki6jIyMjIyMZE8BpKj09HTfOoFk8RREO9amA/7hhx9+//33zz777EGDBjX12LFjxw4fPrxPnz51b8rfqVOnCy64YNu2bS+//PJjjz12zTXXNPe8AAAA0FLabsCvXLny8ccfHzRo0De/+c29OLx///79+/evv37iiSe+/PLLq1atqr9p8ODBDzzwQP316urqTz/9dC9mgNaXlZXVqVOnEEJFRUVZWVmyxwFSS91tq5WVlaWlpckeB0gt6enp+fn5IYTq6uqdO3cmexxorIKCgsbv3HYDfv369bW1tcuXLz/99NN327Ro0aL4i9h/+9vf1r8TvmEHHHBACGHr1q2xWKzudTJxHTt2HDp0aP1DtmzZUl1d3bTpIUnqXvdeW1vr3y2QLLFYzFMQ0MrqfgryFEQ71nYDPjc3t3v37rstlpeXb9u2LTs7e9999w0hZGVl7fHY0tLS5557Lj09/eSTT96t0jdv3hxC6NOnz27rAAAA0Ja13YAfMWLEiBEjdlucN2/eTTfdNHTo0ClTpjRwbG5u7mOPPbZ9+/Zu3boNHz58100vvPBCCGHw4MHNPjAAAAC0nHbyKVPPPPPMU089tWLFivgf09LSTjnllBDCbbfdtmjRovhieXn59OnTZ8+enZeXd/bZZydtVgAAAGi6tnsFvknuvffeysrKb3/723UviZ84cWJZWdmTTz553XXX5eXl5ebmbtq0KRaL5eXlXXHFFU16nwAAAABIunYS8PVlZGScd955hxxyyNNPP71ixYodO3YcdNBBgwYNOvPMM7t06ZLs6QAAAKBp0mKxWLJnaOu2bNnivxJRkZ2dHf8AlbKyspKSkmSPA6SWzMzM+D1uFRUVxcXFyR4HSC3p6eldu3YNIVRVVW3fvj3Z40BjFRYWNn7ndvIaeAAAAGjfBDwAAABEgIAHAACACBDwAAAAEAECHgAAACJAwAMAAEAECHgAAACIAAEPAAAAESDgAQAAIAIEPAAAAESAgAcAAIAIEPAAAAAQAQIeAAAAIkDAAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABmckeAAAAICFlZWVFRUUfffRReXn5PvvsM2TIkEMPPTTZQ0HzE/AAAECEPffcc3fddVdxcfGui4MHD77qqqt69eqVrKmgJbiFHgAAiKpZs2b95je/2a3eQwjLli278sor161bl5SpoIUIeAAAIJI2btx49913f9bW7du3T506tTXngZYm4AEAgEiaM2dOVVVVAzssXLjQRXjaEwEPAABE0rvvvvu5+yxdurQVJoHWIeABAIBI2rFjx+fus3379laYBFqHgAcAACIpLy/vc/fJz89vhUmgdQh4AAAgkgYPHvy5+wwZMqQVJoHWIeABAIBIGjduXFZWVgM7HHzwwX379m21eaClCXgAACCSevToce65537W1s6dO19yySWtOQ+0NAEPAABE1cSJEy+66KKcnJzd1vv27fvrX//a5XfambRYLJbsGdq6LVu2+K9EVGRnZ8ffqaWsrKykpCTZ4wCpJTMzs6CgIIRQUVFRXFyc7HGAFLJjx46XX375ww8/LC0tLSwsHDJkyKhRo9LTXa0kAgoLCxu/c2bLzQEAANAK8vPzx48f37Vr1xBCVVWVj46jvfJLKQAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACBDwAAABEgIAHAACACBDwAAAAEAECHgAAACJAwAMAAEAECHgAAACIAAEPAAAAESDgAQAAIAIEPAAAAESAgAcAAIAIEPAAAAAQAQIeAAAAIkDAAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACBDwAAABEgIAHAACACBDwAAAAEAECHgAAACJAwAMAAEAECHgAAACIAAEPAAAAESDgAQAAIAIEPAAAAESAgAcAAIAIyEz2ABGQm5ublpaW7CmgUTIyMuIPsrKyOnXqlNxhgFSTnv7vCwOZmZmegoBWVvcTe0ZGhqcg2qu0WCyW7BnaupqamrqfSKDtq/vu5f9uoPV5CgKSyFMQUdSkq8WuwH++Tz/91FMAUZGdnZ2fnx9CKCsrKykpSfY4QGrJzMwsKCgIIVRUVBQXFyd7HCC1pKend+3aNYRQVVW1ffv2ZI8DjVVYWNj4nV1YBgAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACBDwAAABEgIAHAACACBDwAAAAEAECHgAAACJAwAMAAEAECHgAAACIAAEPAAAAESDgAQAAIAIEPAAAAESAgAcAACLv008/Pf74448//virrroq2bNAS8lM9gAAAACJisViO3bsCCGUlpYmexZoKa7AAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACBDwAAABEgIAHAACACBDwAAAAEAECHgAAACJAwAMAAEAECHgAAACIAAEPAAAAESDgAQAAIAIEPAAAAESAgAcAAIAIEPAAAAAQAQIeAAAAIkDAAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACBDwAAABEgIAHAACACBDwAAAAEAECHgAAACJAwAMAAEAECHgAAACIAAEPAAAAESDgAQAAIAIEPAAAAESAgAcAAIAIEPAAAAAQAQIeAAAAIkDAAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACBDwAAABEQGayB2iaNWvWXHnllcOGDZsyZUpj9i8vL3/wwQeLiop27Nhx4IEHHn744d/4xjcyMjJaek4AAABoXlEK+MrKyltuuaWqqqqR+2/evHnKlCmrV68OIXTp0mXp0qVLly5dtGjR5MmT8/LyWnJSAAAAaGZRuoX+/vvv/+CDDxq//6233rp69eqDDz542rRpDzzwwF133dW7d+8lS5bcc889LTckAAAAtITIBPyCBQuefvrpLl26NHL/9957b/HixZ07d77mmmsKCwtDCD169PjJT36SkZHxwgsvbNq0qSWHBQAAgGYWjYDfsWPH7bffXlBQcM455zTykHnz5oUQRowYsevd8gcccMDQoUNjsVhRUVGLDAoAAAAtIxoBP3Xq1G3btk2aNKnxV+BXrlwZQjjyyCN3W4+vxLcCAABAVEQg4P/xj38UFRWddNJJI0aMaPxR69evDyHEb57fVXxl3bp1zTghAAAAtLS2/i7069evv+eee3r27Hn++ec36cCSkpIQQv13m+/cuXMIobS0tP4hy5Ytu/766+uv/+53v4sfBW1fWlpa/EGHDh2ysrKSOwyQauqegrKzswsKCpI7DJBqampq4g/S0tI8BdFetemAr6mpiX9u3OWXX96hQ4cmHRv/tLnc3Nzd1jt27BhCqKioqH9IaWnpv/71r/rraWlpmZlt+j8U1Jeenp6eHoFbbIB2ybdOoPXt+rTjKYj2qk3/fP/www+///773/zmNwcNGtTUY+PX3svKynZbj1979znwAAAAREvb/dXUypUrH3/88UGDBn3zm9/ci8O7du366aef7ty5c7f1+Mo+++xT/5AvfOELzz//fP31qqqqLVu27MUM0Pqys7Prfnu1x5eKALSczMzM+NvNVlRU1P8WDNCitm/fHn8Qi8X89E6E7Lvvvo3fue0G/Pr162tra5cvX3766afvtmnRokXjx48PIfz2t78dOHDgHg+Pv+5l69atu61v27YtfMZ/o4yMjPz8/PrrW7ZsicViTf8bQBLs+m/Vv1uglXkKApLIUxCpoO0GfG5ubvfu3XdbLC8v37ZtW3Z2drzAG3iPrj59+ixYsODtt9/+yle+suv6okWLQgj9+/dvgZEBAACgpbTdgB8xYkT9z42bN2/eTTfdNHTo0ClTpjR8+KhRo/7617/Onz+/oqKi7g3wduzYsXjx4uzs7K9+9astMjQAAAC0jDb9JnaN98wzzzz11FMrVqyoWznkkEMGDx68bdu2O+64I/6REhUVFTfddFNVVdWxxx7bqVOn5A0LAAAATdZ2r8A3yb333ltZWfntb39715fEX3HFFT/60Y9eeeWVt956q0+fPqtWraqsrOzRo8d5552XxFEBAABgL7STK/B71L1799tvv33cuHG5ubkrVqwoKCj4+te//tvf/tZnyAEAABA5EbsC/6UvfWnWrFn11x9//PE97t+1a9cf/vCHLTwUAAAAtLj2fAUeAAAA2g0BDwAAABEg4AEAACACBDwAAABEgIAHAACACBDwAAAAEAECHgAAACJAwAMAAEAECHgAAACIAAEPAAAAESDgAQAAIAIEPAAAAESAgAcAAIAIEPAAAAAQAQIeAAAAIkDAAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACBDwAAABEgIAHAACACBDwAAAAEAECHgAAACJAwAMAAEAECHgAAACIAAEPAAAAESDgAQAAIAIEPAAAAESAgAcAAIAIEPAAAAAQAQIeAAAAIkDAAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACBDwAAABEgIAHAACACBDwAAAAEAECHgAAACJAwAMAAEAEZCZ7AAAg8srKyu64447XX3+9rKwsFotlZGT07Nnz+9///pFHHpns0QCg/XAFHgBIyOrVq88+++wXXnihtLQ0FouFEGpqaj788MNrrrnmtttuS/Z0ANB+CHgAYO9VVlZefvnl5eXle9z697///bHHHmvlkQCgvRLwAMDe+8Mf/vBZ9R73wAMPtNowANC+CXgAYO/Nmzev4R2qqqpee+211hkGANo3AQ8A7L2SkpLP3Wfp0qWtMAkAtHsCHgBoWZWVlckeAQDaAwEPAOy97Ozsz92nb9++rTAJALR7Ah4A2HuDBg1qeIe0tLQxY8a0zjAA0L4JeABg71166aVpaWkN7DBq1KicnJxWmwcA2jEBDwDsvR49elx44YWftXX//fe/7rrrWnMeAGjHBDwAkJAJEyb8/Oc/32effXZdzMjIOO644+67777MzMxkDQYA7YzvqQBAoo466qiHH35406ZNixYtKikp6dev36GHHpqe7joBADQnAQ8ANI/u3bsPHTo0hFBRUVFcXJzscQCgvfGrcQAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiIDMZA8QAZ07d072CNBY6en//q1cdnZ23WOA1pGWlhZ/kJWVlZeXl9xhgFRTXV1d99hTEO2VgP98aWlpdT+RQBtX9281LS1NwAOtbNdvl56CgGTxUxDtmID/fMXFxbFYLNlTQKNkZ2fn5+eHECoqKkpKSpI9DpBaMjMzCwoKQghVVVXFxcXJHgdILXU/+cRise3btyd3GGi8wsLCxu/sV1MAAAAQAQIeAAAAIkDAAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACBDwAAABEgIAHAACACBDwAAAAEAECHgAAACJAwAMAAEAECHgAAACIAAEPAAAAESDgAQAAIAIEPAAAAERAZrIHAACAtqiqqurpp5/etm1bsgehUSoqKuIP1q1bN23atOQOQ+N94QtfGDFiRLKniIy0WCyW7Bnaui1btvivRFRkZ2fn5+eHEMrKykpKSpI9DpBaMjMzCwoKQggVFRXFxcXJHgcS9fTTT0+dOjXZU0A7l5GRMX369Pi3j9RUWFjY+J3dQg8AAHvg2ju0gpqamu3btyd7ishwCz0AADTkggsuGD58eLKngPbmT3/609tvv53sKSJGwAMAQEMGDhw4atSoZE8B7c3jjz+e7BGixy30AAAAEAECHgAAACJAwAMAAEAECHgAAACIAAEPAAAAESDgAQAAIAIEPAAAAESAgAcAAIAIEPAAAAAQAQIeAAAAIkDAAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACBDwAAABEQGayBwAA2oni4uL58+eHEPbdd9/evXsnexwAaG8EPADQPDZs2PDjH/84hDBu3Lgrrrgi2eMAQHvjFnoAAACIAAEPAAAAESDgAQAAIAIEPAAAAESAgAcAAIAIEPAAAAAQAQIeAAAAIkDAAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACBDwAAABEgIAHAACACBDwAAAAEAECHgAAACJAwAMAAEAECHgAAACIAAEPAAAAEZCZ7AE+34IFC5566qm1a9du3769W7dugwcPPuuss/bdd9/PPfDRRx+dPn36HjfdeeedPXv2bO5JAQAAoKW09YC/7777nnjiiRBCZmZmYWHhRx99tGbNmhdffHHKlClDhgxp+NgNGza0yowAAADQ4tp0wC9fvvzJJ5/MyMj44Q9/eOyxx2ZlZZWUlPz+97//5z//eeutt/7hD3/IyMho4PB4wN9yyy29e/febVOHDh1acG4AAABobm36NfBz5syJxWJnnXXWmDFjsrKyQgidOnW65JJLOnbs+PHHH69du7bhw+MB37t375x60tLSWuMvAAAAAM2kTQf8hx9+GEI47LDDdl3Mycnp1atXCKHhgK+srNy6dWtBQUFOTk6LDgkAAACtoE3fQj9hwoSKioo+ffrsuhiLxT7++OMQQkFBQQPHbty4MRaLdevWrWVHBAAAgFbRpgN+1KhRu62Ul5dPmzatuLi4b9++w4YNa+DY+P3zBQUFM2bMePHFFzdu3FhYWNi/f/8JEyYMGDCgBYcGAACAFtCmA35Xv/rVr1avXr1x48aampojjjhi0qRJDb+OPR7wRUVFRUVFmZmZ+fn5a9euXbt27bx5884777zx48fXP+Sdd9657LLL6q/PmDGj4av90Abl5uZ6/QjQyjZt2hR/kJ6e3pgPfIU2rmPHjskeAVJCQUGB7xqNFJmA37lz586dO2tqakII27ZtW7duXWFhYQP7xwO+c+fOl1xyyYgRIzIzM0tKSh555JGZM2dOmzZt2LBhAwcO3O2QmpqaHTt21P9S6enp3vSOKPLvFmhluz7teAoCoJHS0tJ812ikyAT8lClTQghlZWXPPvvs/fff/7Of/ezGG28cOnToZ+0/duzY4cOH9+nTp67zO3XqdMEFF2zbtu3ll19+7LHHrrnmmt0O6dChQ8+ePet/qdra2vgvDqDtS0tLS09PDyHEYrHa2tpkjwOkll2fdnzrpB2IxWLJHgFSQk1NTSp/12j4w9F3E5mAj8vNzT3jjDM2bdr0zDPPzJo1q4GA79+/f//+/euvn3jiiS+//PKqVavqbxo2bNjMmTPrr2/ZsmXbtm2JjA2tJjs7Oz8/P4RQXl5eUlKS7HGA1FL3tFNbW+tbJ+1AWVlZskeAlLBjx45U/q7R8K3lu2m7HyNXXFw8b968hQsX1t/0hS98IYSwfv36vfiyBxxwQAhh69atfqUKAABAhLTdK/BlZWU33XRTTk7Oo48+utsrIioqKkII8cuMe1RaWvrcc8+lp6effPLJux27efPmEEKfPn28ygIAAIAIabsBv99+++Xn5+/YsWPRokWHH374rpvefPPNEMIe75CPy83Nfeyxx7Zv396tW7fhw4fvuumFF14IIQwePLhlpgYAAIAW0XZvoU9LSzvxxBNDCFOnTl26dGl8sbKy8qGHHnrllVdycnJOPvnkup2feeaZp556asWKFXXHnnLKKSGE2267bdGiRfHF8vLy6dOnz549Oy8v7+yzz27VvwwAAAAkpu1egQ8hnHXWWe++++7SpUsnT57csWPHvLy8TZs21dbWdujQYdKkSd26davb8957762srPz2t79d9+FwEydOLCsre/LJJ6+77rq8vLzc3NxNmzbFYrG8vLwrrrjC57oDAAAQLW064LOysq6//vq//e1vL7300vr167dv3z5gwIADDzzwzDPP/Nx36svIyDjvvPMOOeSQp59+esWKFTt27DjooIMGDRp05plndunSpXXmBwAAgObSpgM+hJCRkXHaaaeddtppDe/2+OOP73F95MiRI0eObIG5AAAAoFW13dfAAwAAAHUEPAAAAESAgAcAAIAIEPAAAAAQAQIeAAAAIkDAAwAAQAQIeAAAAIgAAQ8AAAARIOABAAAgAgQ8AAAARICABwAAgAgQ8AAAABABAh4AAAAiQMADAABABAh4AAAAiAABDwAAABEg4AEAACACBDwAAABEgIAHAACACBDwAAAAEAECHgAAACIgs7m+0Lp161auXBmLxRre7atf/WpznREAAABSRzME/GuvvXbuueeuWLGiMTt/buEDAAAA9SUa8KtWrRo9enRlZWWzTAMAAG3Nk08++eabbyZ7Cmhvli1bluwRoifRgP/FL34Rr/czzjjj3HPP7dOnT3q619UDANB+vPHGG2+88UaypwBIOOBff/31EMLpp58+Y8aM5pgHAAAA2INEA37NmjUhhO9+97vNMAuQsMWLF991110hhLFjx55yyinJHgcAAGg2iQZ8Xl5eeXl5YWFhs0wDJKikpORf//pXCOGwww5L9iwAAEBzSvT16iNGjAghLFy4sDmGAQAAAPYs0SvwkyZNevbZZ++4445zzjmnc+fOzTITAAC0HT/5yU9Gjx6d7CmgvfnpT3/6yiuvJHuKiEk04E866aSrr776V7/61fjx46dOnTps2LBmGQsAANqI3Nzc/Pz8ZE8B7U1WVlayR4iepgX8DTfcUH+xc+fOAwcOfOGFFw499NBjjjlm0KBBvXv3zsjI2ONX+N///d+9GRMAAABSW9MC/tprr21ga21t7csvv/zyyy83sI+ABwAAgL3QtID3KncAAABIiqYFfHFxcQvNAQAAADQg0Y+RAwAAAFpBou9Cf/vtt4cQLr300oZ3+/jjjx977LHCwsJvfetbCZ4RAAAAUlCiAX/ZZZeFRgT81q1bL7vssl69egl4AAAA2AutdAv9smXLQgibNm1qndMBAABAO9PkK/BvvfXW1772td0W99tvvwYOqamp+fTTT0MI3bt3b+rpAAAAgLAXAV9dXb158+bdFuuv7NH3vve9pp4OAAAACHsR8D179rz22mvr/nj99deHEHZd2fNpMjOPPPLI0047ramnAwAAAMJeBHyvXr2mTJlS98d4wO+6AgAAADS7RN+F/vvf/36zzAEAAAA0INGAv/POO5tlDgAAAKABTQv46667LsHzudkeAAAA9kLTAj7+ivdECHgAAADYC00L+MLCwj2u79ixo7KycteVjh07lpaW1v1x6NChhx122F7MBwAAAIQQ0pu096Y9+eMf/5ienh5CGDZs2N13371s2bKysrKSkpJPPvlk9uzZY8aMCSGsWrVqwoQJDz/8cIv8JQAAAKC9a1rA17ds2YvgCRcAACAASURBVLJvfetb5eXlkyZNWrJkyYUXXjho0KCcnJwQwn777XfCCSfMnTv3l7/8ZUVFxbnnnvvuu+82x8wAAACQchIN+Jtvvrm8vPyYY4657bbb0tLS9rjPj3/847Fjx5aVlf3mN79J8HQAAACQmhIN+Dlz5oQQTj311Phd9J/l5JNPDiHMnTs3wdMBAABAako04Dds2BBC6N69e8O77b///iGETz75JMHTAQAAQGpKNODz8/NDCG+88UbDu73++ushhK5duyZ4OgAAAEhNiQb88OHDQwgPPfTQihUrPmuflStXTp8+vW5nAAAAoKkSDfiLLroohLBt27bTTjstfpl9N2+88cZpp522devWEML555+f4OkAAAAgNWUmePxpp512+eWX33rrre+9997RRx89duzYo48+esCAAWlpaStXriwqKqp747rx48efccYZCQ8MAAAAqSjRgA8h/PrXv96xY8e9995bW1s7d+7c+m81n5GR8Z3vfGfq1KmJnwsAAABSU6K30IcQMjMz//znP7/zzjsTJkzo1q1b3XpaWlqPHj3OOeecpUuX/vnPf87JyUn8XAAAAJCamuEKfNzBBx/8+OOPhxCKi4tXrFjRoUOHAQMGiHYAAABoFs0W8HXy8vKOOOKIZv+yAAAAkMqa4RZ6AAAAoKU17Qr8PffcE39wzjnn5Obm7rrSSBdccEGT9gcAAABCUwP+wgsvjD849dRT4wFft9JIAh4AAAD2glvoAQAAIAKadgV+8+bN8Qddu3aNP9i5c2czTwQAAADU07SA33fffXdb6dSpU/MNAwAAAOxZ026hX7t2bQvNAQAAADSgaVfge/fufeCBB371//Tt27eFxgIAAAB21bSADyGsXLly5cqV06ZNCyH07du3LuYPPPDAFhgPAAAACKGpAV9YWFj3PnYhhA8++OAvf/nLX/7ylxBCz549R48eHY/5QYMGNfOYAAAAkNqaFvCbNm1asWLFa6+9VlRUVFRU9M4771RXV8c3rVu3bvr06dOnTw8hdOvWre7K/LBhw5p/agAAAEgxTb6FfuDAgQMHDvyv//qvEEJpaen8+fOLioriSb9hw4b4Phs2bHj00UcfffTREMJ+++137LHHxmP+0EMPTUtLa96/AAAAAKSCJgf8rjp27Hjssccee+yx8T9+8MEHdRfnFy5cWFlZGULYtGnTjBkzZsyYEULo2rXrli1bEh8aAAAAUk1CAb+bvn379u3b96yzzgohVFRULFiw4LXXXnvwwQcXLlwY32Hr1q3NeDoAAABIHc0Z8HW2bdv2/PPPz549e/bs2WvWrGmJUwAAAEBKabaAr6qqKioqmjNnzuzZs998883a2tpdtx500EHjxo074YQTmut0AAAAkFISDfhly5bFo/3FF18sLi7edVNBQcGYMWPGjRs3bty4fv36JXgiAAAASGV7E/Bbtmx57rnn4nfIf/TRR/+/L5eZedRRR8WjfeTIkRkZGc00JwAAAKS0pgX8NddcM2fOnAULFux2h/zAgQNPOOGEcePGHX/88fn5+c06YfLl5+f79DuiIicnJ/4gIyOjoKAgucMAqaZTp07xB+np6Z6CaAfqvqsCLSo/P993jUZqWsD/8pe/rHvcpUuXujvk+/fv39yDtSE1NTXJHgEaq+6Xa7FYrLq6OrnDAKmm7jumpyDah90uWQEtpLq6OpW/a2RmNqHK9/418IcffvjIkSOHDx/et2/fvf4ikVBSUhKLxZI9BTRKZWVl/EFtbe3OnTuTOwyQasrLy+MPYrGYpyDagbrvqkCLKi0tTeXvGk262Se9SV/6jDPOqLu34aWXXpo8efLIkSMLCwsnTJhw5513vv/++036agAAAEAjNe0K/IwZM2pra9966625c+fOnTv31Vdfraio2LZt2xNPPPHEE0+EEHr37j127NixY8cef/zx3bp1a5mZAQAAIOU0+Rb69PT0kSNHjhw5cvLkyWVlZf/85z/jMb9w4cJYLPbRRx/de++99957bwjhkEMOicf8sccem5eX1wLDAwAAQKpI6HPgc3NzTzjhhBNOOCGEsGXLlueffz4e86tWrQohLFmyZMmSJbfddlv8s+XiMX/MMcc0z+AAAACQShIK+F3tu+++EydOnDhxYghh9erV8ZJ//vnnN2/eXF1d/eqrr7766qs///nPvRscAAAA7IVmC/hd9e/f/8ILLzzmmGPGjh175513Lly4sCXOAgAAAKmjOQO+uLj49ddff+3/fPrpp7vt0KFDh2Y8HQAAAKSORAN+xYoV8+bNe+211+bNm7dkyZLa2trddsjJyTn66KNHjx49evToo48+OsHTAQAAQGpqcsCXlpbOnz+/Lto3b95cf5+cnJwvfvGLo0eP/upXv3r00Ue78A4AAAAJalrAjxgxYtGiRdXV1fU35ebm1l1pP+qoo0Q7AAAANKOmBfxbb7216x9zc3PjV9rj0Z6dnd2sswEAAAD/1uRb6HNzc7/0pS/Fo33UqFGiHQAAAFpB0wL+lVdeEe0AAADQ+poW8Mccc0wLzQEAAAA0oDk/Bx4AANqfhx566Lnnnkv2FNDeLFmyJNkjRE9rBHxFRcVll10Wf3znnXe2whkBACBBaWlp8QeLFy9evHhxcoeBdqzu/zU+V2sEfHV19V133RV/LOABAIiEQw89NCMjo6amJtmDQHvWrVu37t27J3uKyHALPQAA7MFhhx12//33b9u2LdmD0Cg7d+6cPHlyCGHIkCEXX3xxssehsfr06ZOVlZXsKSKjNQI+Ozv75ptvboUTAQBAMyosLCwsLEz2FDTK9u3b4w86dux40EEHJXcYaCGtEfBZWVlXXnllK5wIAAAA2qv0ZA8AAAAAfD4BDwAAABHQtFvob7nllgTP5156AAAA2AtNC/j/+Z//SfB8Ah6Axtu6des999yzdevWZA9Co5SVlcUfzJ8/P/5e0LR92dnZo0ePPu6445I9CACfz8fIAdB2zZgx47nnnkv2FDTZ1q1b/dolQhYsWHDMMcf4GCeAtq9pAV9dXd1CcwBAfaWlpckeAdq/qqqqiooKAQ/Q9jUt4DMyMlpoDgBowI033njwwQcnewpob6666qrly5cnewoAGquVbqEvLi4+99xz+/bte9ttt7XOGQFoT/bbb7+ePXsmewpobzp06JDsEQBoglb6GLlXX331r3/969133906pwMAAIB2phmuwNfU1Nxxxx0vvvjiqlWrPmuHZcuWBb/lBQAAgL2VaMDX1taedtppzz77bGN2PvPMMxM8HQAAAKSmRAN+5syZ8Xrv16/f6NGjN23a9Mwzz4QQzj///Ozs7Orq6vnz57/99tudO3e+9957J0yY0AwjAwAAQOpJNODvueeeEMKgQYPefPPN/Pz8EMKECROeeOKJM888c9y4cSGEWCw2adKk3//+9/Pnz//GN76R+MQAAACQghJ9E7sVK1aEEC688MJ4vYcQTjzxxBDCq6++Gv9jWlrazTffPGDAgJtvvnnJkiUJng4AAABSU6IBv3bt2hDCQQcdVLcydOjQEMKunymak5Nz6aWXxt/rLsHTAQAAQGpKNOA7deq020r//v1DCO+///6ui4ceemgIYe7cuQmeDgAAAFJTogE/ZMiQEMLKlSvrVnr06JGTk7N48eLKysq6xa5du4YQPv744wRPBwAAAKmpeQL+T3/6U3Fx8b+/Ynr64MGDKysr58yZU7fb0qVLQwj7779/gqcDAACA1JRowE+cODGEsHz58lGjRv3ud7+LLx5zzDEhhMmTJ3/yySchhI0bN954440hhMGDByd4OgAAAEhNiQb82LFjzz777BDCe++99+tf/zq++IMf/CAjI2Px4sX9+vU75JBD+vXrF78C/8Mf/jDB0wEAAEBqSjTgQwj333//TTfd1Ldv37S0tPjKwQcffMMNN4QQysrKli5dWl5eHkK44IILxo8fn/jpAAAAIAVlJv4lsrKyrr766quvvrqioqJu8eqrrx4xYsT999+/du3agQMHnnLKKf/xH/+R+LkAAAAgNTVDwNfp0KHDrn8cM2bMmDFjmvHrAwAAQMpqzoAPIcRisQ0bNqxcubK0tHTQoEF9+vRJT2+Gu/QBAAAgxTVbXb/xxhsnn3xyp06devTo8ZWvfOXEE0/s379/bm7uscce+9JLLzXXWQAAACA1NUPA79ix4+tf//pRRx317LPPlpWV7bqpsrLylVdeGT169CmnnFJaWpr4uQAAACA1JXoLfW1t7amnnvrKK6+EEDIyMiZOnPjFL35xwIABWVlZK1aseOONNx566KHq6uq//e1v3//+9//yl780x8wAAACQchIN+Pvuuy9e7yNGjHj44YcHDhxYt+nEE0+8+OKLf/rTn55zzjmvv/76Aw88MG7cuP/8z/9M8IwAAACQghK9hf6BBx4IIXTv3n3WrFm71nudAQMG/PWvf+3Ro0cIYdq0aQmeDgAAAFJTogG/ePHiEMJZZ53VvXv3z9qnW7du55xzTt3OAAAAQFMlFPA1NTVbtmwJIQwfPrzhPeM77Ny5M5HTAQAAQMpKKODr3lh+zZo1De8Z36FXr16JnA4AAABSVkIBn5eXF3/d+8yZM6urqz9rt5qampkzZ4YQTj755EROBwAAACkr0dfA/+///m8I4c033/zBD35QVVVVf4fq6uqLLrqoqKiooKDgxz/+cYKnAwAAgNSU6MfIfec731mzZs0vfvGLP//5z7Nnz77ssstGjhzZr1+/tLS01atXv/XWW7fddtuaNWtyc3Mffvjh/Pz8kpKSXQ/PyMjIyclJcAYAAABo9xIN+EMPPTSEkJOTU1ZW9uGHH15xxRV73K2srOykk06qvz527Ng5c+YkOAMAAAC0e4kG/JIlS5plDgAAAKABiQb81KlTEznc+9IDAABAYyQa8BdffHGzzAEAAAA0INF3of8sDXyqHAAAANBUzRbwH3zwwbXXXnvcccftt99+GRkZWVlZIYTa2tprr7125cqVzXUWAAAASE3NE/C//OUvhw4desMNN7z44oubN2+ura2Nr8disRtuuOGggw669tprm+VEAAAAkJqaIeBvvPHGa665pqysLIRw0EEHjR8/fteteXl58Yy/9NJLEz8XAAAApKZEA/69996LX10fPHjw888/v3z58pkzZ9ZtzcjIWLVq1WmnnRZCmDp16rvvvpvg6QAAACA1JRrwt956aywW69Kly9///vfjjjuu/g6FhYWPP/74kCFDamtrb7nllgRPBwAAAKkp0YCfN29eCOG///u/+/Xr91n7ZGdnf+973wshvPPOOwmeDgAAAFJTogG/evXqEMLw4cMb3m3QoEEhhOXLlyd4OgAAAEhNiQZ8dnZ2CGH79u0N7/bhhx+GENLS0hI8HQAAAKSmRAP+oIMOCiE8//zzDe9WVFQUQmjgNnsAAACgAYkG/IQJE0IIjzzyyKxZsz5rn5deeunhhx8OIZx00kkJng4AAABSU6IBf/HFF/fq1SuEMGHChKuuumrdunW7bo3FYjNnzjzjjDOqqqp69er1ox/9KMHTAQAAQGpKNOA7deo0a9asffbZp7q6+uabb+7Vq1efPn3im770pS91797961//+tatW9PS0u6777599tkn4YEBAAAgFSUa8CGEI4444r333ps0aVL8De0++uij+Pprr722cePGEMKoUaPmzZs3ZsyYxM8FAAAAqSmzWb7K/vvvf8cdd1x++eXPPvvs+++/v2LFio0bN/bv33/w4MHDhw8fP368958HAACARDRPwMf179//oosuasYvCAAAAMQ1wy30e1ReXv6vf/3rk08+aaGvDwAAACll7wP+rbfe+t3vfvfyyy/vtr5kyZITTjihU6dOw4YNO+CAAw455JDHHnsssSEBAAAg1e1NwH/00UfHH3/8iBEjLrnkkmeffXbXTQsWLBg1atTcuXNra2vjK0uXLj3zzDOvuuqqmpqaZpgXAAAAUlKTXwO/YsWKUaNGbdu2rf6mysrK008/vaysLITQr1+/r33ta+vXr3/hhReKi4tvvvnmysrK22+/vRlGBgAAgNTTtICvrq4+++yz4/U+ceLEs88++8tf/nLd1ieeeOLDDz8MIXz5y19+9tln8/LyQgjr168/9dRTFy5c+Pvf//7SSy8dMGBAU0dcsGDBU089tXbt2u3bt3fr1m3w4MFnnXXWvvvu25hjy8vLH3zwwaKioh07dhx44IGHH374N77xjYyMjKbOAAAAAMnVtICfM2fO/PnzQwg///nPf/KTn+y29b777gshpKen33333fF6DyH06NFj1qxZ/fr1q6mpmT59+nXXXdekM953331PPPFECCEzM7OwsPCjjz5as2bNiy++OGXKlCFDhjR87ObNm6dMmbJ69eoQQpcuXZYuXbp06dJFixZNnjy5bjwAAACIhKa9Bv6RRx4JIfTp02fy5Mm7baqsrIy/od1XvvKVoUOH7rqpV69eX/va10IIixYtatLpli9f/uSTT2ZkZFx66aWPPvron/70pwcffPCYY46pqKi49dZbP/dF9bfeeuvq1asPPvjgadOmPfDAA3fddVfv3r2XLFlyzz33NGkMAAAASLqmBfzChQtDCGeddVZWVtZum1577bX4q9/POOOM+gcefPDBIYQPPvigSaebM2dOLBY766yzxowZEz9jp06dLrnkko4dO3788cdr165t4Nj33ntv8eLFnTt3vuaaawoLC0MIPXr0+MlPfpKRkfHCCy9s2rSpSZMAAABAcjUt4D/++OMQQv/+/etvev755+MPTjjhhPpbu3fvHpoe8PFX1B922GG7Lubk5PTq1SuE0HDAz5s3L4QwYsSIXe+WP+CAA4YOHRqLxYqKipo0CQAAACRX014Dv3PnzhDCfvvtV3/Tc889F0Lo1q3bbvfP//s0mZkhhOLi4iadbsKECRUVFX369Nl1MRaLxX+PUFBQ0MCxK1euDCEceeSRu60feeSRS5YsiW8FICpmzJjxz3/+M9lTQHuzYcOGZI8AQBM0LeD79u27bNmy9evX77a+c+fON954I4Rw/PHH7/HA+C3reyz/BowaNWq3lfLy8mnTphUXF/ft23fYsGENHBsfMn7z/K7iK+vWrat/SGVl5R5vrc/JyUnxN64vLi6O/+6Gtu/TTz+NP9i5c+cnn3yS3GFopNzc3IZ/I5nK0tLS4g/+/ve/J3cSaN8yMjJS/Kcd2oH09P/v5mL/nmmvmhbwBx544LJly95+++3d1p966qmqqqoQwpgxY/Z44JtvvhlC6N27914NGUIIv/rVr1avXr1x48aampojjjhi0qRJdT/V7VFJSUkIof67zXfu3DmEUFpaWv+QpUuXfve7362//txzz3Xp0mWvJ4+6WbNmXX/99bW1tckehKZ5+umnn3766WRPQWOdeuqpP/vZz5I9RVvUoUOHZI8AKaGgoMBn9BB1dT+vpqWl7bPPPskdBlpI014DH385+kMPPbTbDVd33313/MEer8C/+eabs2fPDiGMGzfu/7F35/FRlXff+K9JQkiAsKugQmUXAbWK9VZccKm4i2KLFuteW3qrj9VWb7219n6oS2u1aGtRW6s+VluoAorgAu5goeKCSK3KJooiW0jYk0zm98d5fvPKk4QwCSGTA+/3X8M11znzncOcK9dnzjINLDOEDRs2bNiwIbrzfHFxca2H0KuKvlAoLCys1t6qVasQwtatWxtcye7mtddek95hZ0vfRgQAALalfkfgr7rqqrFjx27evPnkk09+5plnvvGNb4QQ7r777ldffTWEcMQRR+y3337VFtm8efNFF12UTCZzcnJGjBjR4ELHjBkTre35559/7LHHfvGLX9x+++21Xm8fKSoqWrduXXRj/KqiY++1fsdcVFRU86T9EEIqlYq+Dtg9pX+u76CDDnIoDBrd+++/X1ZWVllZuTuPM3XwBSI0jfLycqMQcVf1M+zzTIzU/Im3OtQvwHft2vWqq6769a9/PW/evB49evTt23fjxo3pu8GPHj26auevvvrqrbfeuvHGGz/99NMQwqWXXjpw4MB6vVxNhYWF55xzzqpVq6ZOnfrss8/WEeA7duy4bt26mlduRy21nlTTu3fvP/zhDzXb16xZU1JSsmOFx1h6+Puf//mf6P7/QCM6/fTTV6xYkUqldudxpg5lZWXZLgF2C6Wlpb4vI+6iS2hDCP6qEi81b9xWh/oF+BDCbbfdVlFRcc8996RSqY8//jjdPmrUqO9///vpfz7xxBMXXHBB+p9HHHHEb37zm3q90Pr16+fPn19YWPjNb36z2lMHHnjg1KlTa95Lr6rojlBr166t1l5cXBxC6NSpU72KASC77rjjjrrvXQo0wPXXX191OgdAM1fvAJ+Xl3f33Xcfd9xx48aN++CDDyoqKvr06XPZZZddeOGFtfZv2bLl5Zdffuedd0Z3j8vc5s2b77zzzoKCgvHjx1e7X110BXvbtm3rWLx79+7vvvvu+++/f/TRR1dtnzdvXtjGT9kD0Gx17tx5n332yXYVsKvJz8/PdgkA1EO9A3zk9NNPP/300+vo0K9fvzFjxvTo0WPo0KENm3Ltsccebdu2LS0tnTdv3sEHH1z1qeie9nWH8G9961uTJ0+eO3fu1q1b01dul5aWzp8/Pz8//9hjj21ASQAAAJAt9bsLfeYGDx588803jxo1qsEHTBKJxLBhw0IIv//97xcsWBA1lpWVPfnkk2+++WZBQcGpp56a7jx16tQpU6YsXLgw3TJw4MB+/foVFxffd9990W3Ytm7deuedd5aXlx9zzDGtW7du+HsDAACAJtfAI/BN47zzzvvXv/61YMGCG2+8sVWrVkVFRatWraqsrGzZsuVVV13VpUuXdM9HHnmkrKzsoosu6t27d7rx2muvvf76699888133nmne/fuixcvLisr23vvvS+55JJsvBsAAABouGYd4Fu0aPHLX/5y2rRpr7/++pdffllSUtKzZ89evXqNHDkykzv1de3a9d57733yySffeeedhQsXduzY8cgjjzzvvPOin4IHAACAGGnWAT6EkJube8YZZ5xxxhl1d3vqqadqbe/YseOVV165E+oCAACAJrWzroEHAAAAGpEADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADGQl+0CAAAAdlS7du1eeeWVEEIqlSovL892ObBTCPAAAEDs5eTktG3bNoRQXl5eUlKS7XJgp3AKPQAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADORluwBiY/jw4dkuAQAAYPclwAMQA48//vjzzz+f7SpgV7N8+fJslwBAPQjwAMTAG2+8ke0SYFeWSCSyXQIA2+caeACar/333z/bJcCur3v37q1atcp2FQBsnyPwADRfw4YN69Wr1/r167NdCBlZsWLFvffeG0IYPHjwiBEjsl0OmerXr58j8ACxIMCTqSFDhhQWFma7CtjVzJw5c8uWLdmuolnr3bt3tksgU0uWLIkedOzY8Zvf/GZ2iwGAXY8AT6Z+9rOf7bvvvtmuAnY1p59++ooVK7JdBQAAMeAaeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIiBvGwXEAMdO3ZMJBLZriJr8vPzs10C7PoSiUTnzp2zXQXsqNWrV0cPcnJyfKSBbGnRooUhiF2VAL99mzZtynYJ2ZRMJrNdAuwWNm7cmO0SYEdt3bo1epBKpXykgSaWSCRatWoVQkgmk1u2bMl2OZCp1q1bZ95ZgN++LVu2pFKpbFeRNQI8NIFUKrV58+ZsVwE7qqysLHrgIw00vZycnCjAV1ZWGoKIkXoFeNfAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAYre5wQAAIABJREFUAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMZCX7QKIjUWLFq1fvz7bVcCupry8PNslAAAQDwI8mbruuuuyXQIAAMDuyyn0bEdRUVG2S4Bdnx0NAIDtisER+KVLl06ePHn+/Pnr1q3r1KlT9+7dR4wY0b9//+0uOH78+CeeeKLWp8aNG7fPPvs0dqW7posvvrhly5ZOno+LdevWzZ8/P4TQrVu3/fbbL9vlkJGCgoJhw4ZluwoAAJq75h7gZ86ceffddyeTyRDCnnvuuXbt2hUrVrz99tsjR4783ve+V/eyK1asaJIad3F77LHH1Vdfne0qyNS7774bBfghQ4ZcfPHF2S4HAABoNM06wJeUlIwdOzaZTB599NGXXXZZx44dk8nklClTHnnkkfHjxw8cOPDAAw+sY/EowN99993dunWr9lTLli13Yt0AAADQ2Jr1NfDTp08vKyvr37//tdde27FjxxBCbm7u8OHDzzrrrFQq9dxzz9W9eBTgu3XrVlBDIpFoijcAAAAAjaRZB/iFCxeGEIYOHZqbm1u1/cgjj0w/uy1lZWVr165t3759QUHBTi0SAAAAmkCzDvAVFRWdO3fed999q7W3aNEihBBdGL8tX3/9dSqV6tKly06sDwAAAJpKs74G/uabb661fc6cOSGEXr161bFsdP58+/btn3766ddee+3rr7/u3Llzjx49RowY0bNnz1oXWb9+/UcffVSzvXfv3nl5zXpDQVpOzv/9Vi6RSERfdQE0mapnzBmCgCaWvkjWLIhdWPxy6bx5855++ukQwtlnn11HtyjAz549e/bs2Xl5eW3btv3iiy+++OKLt95665JLLjnzzDNrLrJw4cIf//jHNdtffvnldu3aNVL5sHOlrxnJzc31uQWaWKtWraIHOTk5hiAgW/Ly8gxB7KriFOC3bt06fvz4iRMnVlZWjho1atCgQXV0jgJ8mzZtrr766sGDB+fl5W3cuPFvf/vbM8888+c///mAAw7o3bt3UxUOALuFnj17PvPMMyGEwsLCbNcCALug2AT4WbNmPfzww6tXry4oKLjsssuGDRtWd/8TTzzx0EMP7d69e+fOnaOW1q1bX3bZZcXFxW+88caECRNuuummaot07tz5nHPOqbmqysrKLVu2NMq7gJ2toqIieuBzCzS9nJycffbZJ4SQTCYNQUATSyQS0W9FV1ZWlpWVZbscyFS9brsegwBfWlo6bty4WbNmhRCOOuqoiy++eM8999zuUj169OjRo0fN9mHDhr3xxhuLFy+u+VS3bt1qpvoQwpo1azZs2FD/wiEL0n+uKisrfW6BJpaXl5efnx9CqKioMAQBTSwnJycK8Mlk0hBEjOxSAX7lypU33HDDmjVrunfvfuWVV+6///47uMK99torhLB27dpUKuXX4AEAAIiLZh3gN23adOutt65Zs+bEE08cPXp05jeT3LRp08svv5yTk3PqqadWS+mrV68OIXTv3l16BwAAIEaadYCfMWPG8uXLBw8efPXVV9drwcLCwgkTJpSUlHTp0uXQQw+t+tSrr74aQujXr19jFgoAAAA7WU62C6jLSy+9FEIYPnx45Take06dOnXKlCkLFy6M/plIJE477bQQwtixY+fNmxc1btmy5YknnnjppZeKiorOP//8Jn83AAAA0HDN9wh8Mpn84osvQgg333xzrR26du364IMPRo8feeSRsrKyiy66KP3jcN/5znc2b948adKkW265paioqLCwcNWqValUqqio6Nprr23fvn3TvAsAAABoFM03wK9atarqMfb6ys3NveSSSwYOHPjcc88tXLiwtLS0T58+ffv2HTlyZLt27RqxTgAAAGgCzTfAd+nS5dlnn82w81NPPVVr+2GHHXbYYYc1XlEAAACQHc36GngAAAAgIsADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAN52S4AAABgRy1cuPDLL7/ctGlThw4devfu3aFDh2xXBI1PgAcAAGLso48++t3vfrd48eJ0S25u7vHHH3/FFVcUFRVlsTBodE6hBwAA4uqf//znz372s6rpPYSQTCanT59+3XXXlZaWZqsw2BkEeAAAIJbWr19/1113VVRU1PrssmXLxo0b18QlwU4lwAMAALE0ffr09evX19HhtddeW7NmTZPVAzubAA8AAMTS+++/X3eHVCo1b968pikGmoAADwAAxFJxcfF2+6xdu7YJKoGmIcADAACxVFBQsN0+rVq1aoJKoGkI8AAAQCz17NmzUfpAXAjwAABALJ1wwgmJRKKODt26devbt2+T1QM7mwAPAADEUt++fU877bRtPZuXl3fllVfm5Ig87Drysl0AAABAA40ePTqRSEyZMqVae1FR0bXXXnvQQQdlpSrYSQR4AAAgrnJzc//zP/9z2LBhL7300pIlSzZu3Ni5c+eBAweefPLJbdu2zXZ10MgEeAAAIN569+7dt2/fjh07hhDKy8tLSkqyXRHsFC4IAQAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBjIy3YBMZCT42sOYqPqxzU3NzeLlQC7ofQQlEgkDEFAEzMEsTsQ4Levffv2iUQi21VARgoKCqIHeXl5HTp0yG4xwG4rPz8/Pz8/21UAuymzIHZhAvz2rV+/PpVKZbsKyMiWLVuiB8lksqSkJLvFALub3NzcNm3ahBDKy8s3bdqU7XKA3UsikWjbtm0IoaKiYuPGjdkuBzLVrl27zDsL8NtXXl4uwBMXlZWV0YNUKlVeXp7dYoDdTfrPZWVlpSEIaGLpU+jNgtiFubobAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYiAv2wUAALuCVatWzZo1a9myZeXl5Z07dx44cOAhhxySSCSyXRcA7DoEeABgh1RWVj7xxBPjx4+vqKio2t63b98bbrhhn332yVZhALCLcQo9ALBDHnjggSeeeKJaeg8hfPLJJz/72c9WrlyZlaoAYNcjwAMADffRRx9NmTJlW8+uXbv2wQcfbMp6AGAXJsADAA03bdq0VCpVR4d//OMfJSUlTVYPAOzCBHgAoOE+/vjjujtUVlZ+8sknTVMMAOzaBHgAoOHWr1+/3T6lpaVNUAkA7PIEeACg4dq2bbvdPu3atWuCSgBglyfAAwANN2DAgLo75OXl9evXr2mKAYBdmwAPADTcaaedlpNT13Ri6NChRUVFTVYPAOzCBHgAoOF69ep1/vnnb+vZrl27Xn755U1ZDwDswgR4AGCHfP/73x89enRhYWG19kMPPfSuu+5q3759VqoCgF1PXrYLAABi76yzzjr++OPffvvtzz//vKysrFOnToMGDerTp0+26wKAXYoADwA0gqKiopNOOik63r5169ZMfl4OAKgXp9ADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxkJftArZv6dKlkydPnj9//rp16zp16tS9e/cRI0b0798/k2W3bNnyl7/8Zfbs2aWlpb169Tr44IPPPffc3NzcnV0zAAAANK7mHuBnzpx59913J5PJEMKee+65du3aFStWvP322yNHjvze975X97KrV68eM2bMkiVLQgjt2rVbsGDBggUL5s2bd+ONNxYVFTVF9QAAANBImvUp9CUlJWPHjk0mk0cfffSjjz76pz/9afz48ZdeemkIYfz48R988EHdi//2t79dsmTJgAED/vznPz/++OMPPPBAt27dPvzww4cffrhJygcAAIBG06wD/PTp08vKyvr373/ttdd27NgxhJCbmzt8+PCzzjorlUo999xzdSz773//e/78+W3atLnppps6d+4cQth7771//vOf5+bmvvrqq6tWrWqi9wAAAACNoVkH+IULF4YQhg4dWu2q9SOPPDL97La89dZbIYTBgwdXPVt+r7326t+/fyqVmj179k6pGAAAAHaOZh3gKyoqOnfuvO+++1Zrb9GiRQghujB+WxYtWhRCOOSQQ6q1Ry3RswAAABAXzfomdjfffHOt7XPmzAkh9OrVq45lv/zyyxBCdPJ8VVHL8uXLay6yZs2a119/vWb70KFDW7ZsmVnJkGV5ef93p87JySkoKMhuMcDuJifn/x4YyM3NNQQBTSyRSEQPzILYhTXrAF+refPmPf300yGEs88+u45uGzduDCHUvNt8mzZtQgibNm2quciyZctuv/32mu0nnHBCtBQ0f/n5+dGDnJwcn1sgW/Ly8gxBQLbk5uYagthVxSnAb926dfz48RMnTqysrBw1atSgQYPq6FxeXh5CKCwsrNbeqlWraFU7r07IoqOOOmru3LnZrgIAAGh8sQnws2bNevjhh1evXl1QUHDZZZcNGzas7v5FRUXr1q3bvHlztfbo2HutvwPfvXv3m266qWZ7MpncsGFDQwuHJpWXlxedM1ZeXu6LKqCJ5eTkRF+UV1RUbNmyJdvlALuXRCLRunXrEEIymayZAqDZqtcJIzEI8KWlpePGjZs1a1YI4aijjrr44ov33HPP7S7VsWPHdevW1QzeUUuHDh1qLtKpU6dzzjmnZvuaNWvMQoiL/Pz8KMCbPQNNLy8vLwrwyWTSEAQ0sZycnCjAV1ZWGoKIkV0qwK9cufKGG25Ys2ZN9+7dr7zyyv333z/DBdu3bx9CWLt2bbX24uLiEEKnTp0at04AAADYqZr1z8ht2rTp1ltvXbNmzYknnvjb3/428/QeQujevXsI4f3336/WPm/evBBCjx49GrFOAAAA2NmadYCfMWPG8uXLBw8efPXVV0e//Z65b33rWyGEuXPnVr0MuLS0dP78+fn5+ccee2wj1woAAAA7U7MO8C+99FIIYfjw4ZXbkO45derUKVOmLFy4MN0ycODAfv36FRcX33fffclkMoSwdevWO++8s7y8/JhjjokujwEAAIC4SKRSqWzXULtkMjlixIiqKb2arl27Pvjgg9Hjc889t6ys7KKLLhoxYkS6w1dffXX99deXlJS0atWqe/fuixcvLisr23vvve+6665a70K/LWvWrGm2Wwmqyc/Pb9u2bQhh8+bNGzduzHY5wO4lLy8vugfN1q1b169fn+1ygN1LTk5Ox44dQwjl5eUlJSXZLgcy1blz58w7N98j8KtWraojvWeia9eu995770knnVRYWLhw4cL27dsPHz78nnvuqVd6BwAAgOag+R6Bbz4cgSdGHIEHssgReCCLHIEnpnaRI/AAAABAmgAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADAjwAAADEgAAPAAAAMSDAAwAAQAwI8AAAABADiVQqle0amrvi4uLKyspsVwEZSSQSubm5IYRUKpVMJrNdDrB7SQ9BlZWV/nQCTS8vLy+YBRE3nTp1yryzAA+7lJkzZ15zzTUhhAsuuCB6ANBk/v3vf19wwQUhhJNPPvmXv/xltssBdi9r1qwZNmxYCOHQQw998MEHs10O7BROoQcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBvyMHOxS1q1b98knn4QQunTp0r1792yXA+xeNm3a9OGHH4YQOnXq1KtXr2yXA+xeysvL33vvvRBCUVFR//79s10O7BQCPAAAAMSAU+gBAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOBhVzB58uQzzzzziSeeaPQ1v/DCC2eeeeaf/vSnRl8zkF2NO240bG07b+wCdnmpVOqVV1554403sl0INKm8bBcAAABQP6lUauzYsa1btz7mmGOyXQs0HQEedgUHHHDARRddtP/++2e7ECA2GnfcaNjajF0AUC8CPDRfGzdubN26dSY9+/bt27dv351dz47I/L0ATWO740a9dtu611ZWVtaiRYtEIlHfGgCAqgR42CH333//iy++eMopp4wePbpqe3l5+QUXXLB58+Z77rmnd+/eIYSSkpIJEyZ8/PHHy5Yta9++/QEHHHD22Wd/4xvfSC8yffr03/3udz/84Q+PO+64Bx54YPbs2aeffvqFF14YLTtp0qT33nvvq6++Kiws3Hvvvc8444wjjjgiPRueMmXKH//4x5EjR44aNSq9wo8//njq1KmffPLJ+vXre/fu/c1vfvPMM8/Myfl/7nyxdOnSiRMnLl68eOXKld27d+/du/fIkSM7dOhQ97ve7lJ1vBdgZ8twXKo2btS9286fP3/atGkLFixo3br1gAEDvve97z333HNPPfXUL37xi0MOOSTUGIVee+21e+655wc/+EHfvn3vv//+pUuX5ubmdunS5bDDDhs5cmT6e4EGj13vvvvutGnTli9fvmrVqnbt2nXr1u3UU0/91re+tTO3K9A4tjurSXerY+L0q1/9atasWSGEjRs3nnnmmQUFBRMmTIieymRuk2ENhhqaIQEedsiQIUNefPHFOXPm/OhHP6o66L/33nubN2/eZ599ovT+r3/961e/+lVxcXFubu4ee+yxevXq6LYrP/nJT44++uiqK6yoqPjFL37x73//u02bNu3atQshrFmz5tprry0uLs7Pz99jjz02bNiwYMGCBQsWXHjhheeee+62CnvhhRceeuihioqKgoKCtm3bvv/++++999677757ww03pKfOL7/88rhx48rKynJzczt37vzpp59+8skns2bNuuGGGwYOHLitNWe+VM33AjSBDMelWtW6286YMeP+++9PJpOtW7fesGHDSy+9NHfu3P3222+7lSxbtuzxxx/funXrfvvtl0gkli5dOnny5E8//fS2226rFsjTMhm7HnjggWnTpoUQ2rVrt+eee65du/bdd9999913f/jDH5522mkZbycgCzKc1Wx34nTggQcWFhbOmDEjLy/v+OOPb9GiRbRgJrOUDGsw1NA8CfCwQwYNGtS2bdu1a9d++umnVU8Ejb4VPu6440IIZWVld911V3Fx8YgRI84///z8/PyKioqnn376ySefHDt2bK9evfbee+/0glOmTGnRosVvfvOb9Noef/zx4uLio4466sorr2zVqlUI4ZVXXhk7duwTTzxx5pln5ufn16xq2bJl48aNy83Nveaaa4YOHZqTk/PVV1/dfvvt77///vjx4y+99NIQwsqVK6MZ+fnnnz9ixIj8/PyNGzf+4Q9/ePPNN8eOHfvAAw/k5dUyPtRrqZrvBWgCmYxL21Jzt432+pycnGuvvfaoo45KJBIffPDBnXfe+e677263khdffLFbt24333xz165dQwgffvjhLbfcsmDBgo8++mjAgAE1+2cydn366afTpk3Lz8+/6aabooP/yWTy+eeff+ihh55++mmzamjmMpnVZDJxOuWUU4YNGzZjxoyWLVteeeWV0coznKVkUoOhhmbLz8jBDsnNzf2P//iPEMKcOXPSjRUVFXPmzEkkEscee2wI4ZlnnlmzZs3QoUMvuuii6K9CXl7eyJEjv/3tb5eXl0+aNKnqCleuXHnddddVnXN//PHHIYRzzjkn+hsTQjj++OOPOuqoAw44YPXq1bVW9Ze//CWVSo0cOfL444+PDnN17dr1qquuCiG89dZbUZ+//vWvFRUVJ554YvSnMYTQunXrn/70pz169Fi5cuVLL71U65rrtVTN9wI0gUzGpW2puds+9dRTyWRyxIgRRx99dHQ8/8ADD7zssssyqSSRSFx33XVReg8hDBw4MCrs888/r7V/JmPXkiVLCgoKTjjhhGhKHb3f008/vV27dqtXr968eXMmhQHZksmspl4Tp6oynKVkUoOhhmZLgIcdNWTIkBDC7Nmz0y3vv//+pk2bDjjggL322iuEMHfu3BDCqaeeWm3B448/PoTw4YcfVm3s1atXtbNbo7NGX3311WQymW68/vrrb7vttqqH7tNSqdTcuXMTiUS1V+zTp88VV1xx1llnpVKpEMIHH3wQQjjrrLOq9kkkEmeccUYIYf78+bW+2XotVfO9AE1ju+PSttTcbf/5z3+GEL797W9XbTz66KMLCgq2W0bPnj179uxZtSV69aqjWVqGY9dJJ500YcKEapf3FxcXb9q0KVrJdqsCsiiTWU29Jk5VZThLyaQGQw3NllPoYUcdeOCBRUVFn3/++ZdffhmN+9GRoqFDh0YdvvzyyxDCSy+99Oqrr1ZdMPr69uuvv67a2KVLl2rrP/vss3/1q19NmTJl5syZhxxyyIABAwYNGlTHFHzVqlUVFRWdOnUqKiqq2p5IJE4//fTocXl5+erVq3Nzc/fdd99qi0e3h1mxYkXNNdd3qZrvBWga2x2XtqXabltWVpa+TLRqe9SyrQPpaTW/ZNzWpe8hs7ErLZVKLVu27PPPP1+xYsXy5cvff//98vLyuosBmoNMZjX1mjilZT5LyXxmZaihGRLgYUdFZ6tOnz59zpw5Z599djKZnDNnTosWLaIjYBUVFSUlJSGEGTNm1Lp4RUVFMpnMzc2N/lnzZm9Dhgy54447/va3v3344Ycvv/zyyy+/HELo1avXRRdddPDBB9dc4apVq0IIdd9Jvri4OJVKtW3btuZkOlqw1pPz67uUG9dBttQ9LtWh2m67atWqaK+v2bN9+/bbDfCFhYWZ15zJ2BV59tlnn3rqqXXr1kX/bNOmzYABAzZv3hwdGQOas+3Oauo7cUrLfJaS4czKUEPzJMBDIxgyZEh6ovzBBx+sX7/+yCOPbNOmTQghLy+vqKhow4YNTz/9dK23haum5u8khxAGDBgwZsyYDRs2fPDBBwsWLJg7d+6iRYt+/vOfjxkz5qCDDqrWOZp/r1+/vo5X6dChQyKRKC0traysrPZ3Lvqr2b59+x1fqtb3AjSNOsalOlTbbaOdurS0tGbPWht3RCZjVwhh4sSJjz76aKtWrc4999yDDz54v/32i75fuPzyy82qIRbqntXUd+KUVq9ZynZnVoYami3XwEMjOOigg4qKij766KOSkpKa56l27do1lUotX7682lIbN2788MMPly5dWseaKyoqVqxYsXLlyhBCmzZtjjzyyB/84AcPPPBA9Bsqtd5qrkuXLjk5OatXr96yZUu1p+69994xY8asX7++RYsWnTp1SiaTX3zxRbU+n332WajtxNcQQsOWArKi7nEpQ61bt27btm1ZWVm182uSyWQ0LjWiTMauEMJzzz0XQviv//qvCy+88MADD0yfHVBZWdm49QCNLsNZTcMmThnOUjKswVBDsyXAQyPIzc09/PDDU6nU7Nmz//GPfxQVFQ0ePDj97IEHHhhCmDx5crWlnnzyyZtuuukf//hHHWveuHHjFVdcMXr06LKysnRjIpGI1l9RUVFzkby8vP79+yeTyRdeeKFq+2efffbyyy8vXLgwur40qurZZ5+ttviUKVNCCNv6HfiGLQU0vbrHpcwNGjQohDB9+vSqjW+++Waj34Q5w7ErOpJW7U57K1asWLNmTePWAzS6DGc1DZ44ZTJLybAGQw3NlgAPjeOoo44KITz55JOlpaVHHXVU1ZO+RowYUVRU9PLLLz/00EMbNmwIIVRWVk6dOvW5555r2bJldEvVbWnXrl2XLl3Ky8vHjRuXPmXrq6++mjhxYgih1h9SDiFceOGFIYS//OUvb775ZnSj1FWrVv32t78NVQ7BnX/++Xl5edOnT//73/8e/bnatGnT3XffvWjRoj333PPkk0+udc0NWwrIijrGpcxdeOGFeXl5Tz/9dPqH3P71r3/98Y9/jM5QbdwrZTIZu7p16xb+3/OP5s2bd8vmpZs1AAAaBUlEQVQtt0T9ozEWaJ4ynNXUa+K0ZcuWrVu3Ro8zmaVkWIOhhmbLNfDQOA466KA2bdoUFxeHEI477riqT7Vu3fonP/nJ3Xff/dxzz02dOnXvvfcuKSnZsGFDTk7ONddcU/dPOoUQfvzjH996660vv/zya6+9ttdee0VnrqZSqUGDBp122mm1LtK/f/9Ro0Y9+eSTd9111/3339+hQ4cVK1Ykk8mePXuOGjUq6rPXXnuNHj36wQcffPzxx//2t7/tscceK1asqKysbN++/U9+8pMWLVrUuuaGLQVkRR3jUua6du16+eWXP/TQQ3feeWfbtm1zc3OLi4sPOeSQ8vLy+fPnt2zZshELzmTsOv/882+77bZHH310+vTpnTp1+uqrr1atWhWd4Prpp5/+/Oc/P++88xpwsQDQNDKZ1WQ4ccrJyWnTps2GDRuuueaaLl263HrrrRnOUjKpwVBDsyXAQ+OI7vk8Y8aMLl267L///tWeHTx48L333jthwoSFCxcuX768U6dOhx566He/+93o+926HXzwwffcc89TTz21ePHi1atXt2nT5oADDjjhhBOOO+64mrdgTRs5cmT//v2nTZu2aNGi4uLinj17HnHEEcOHD696CO7b3/527969J02atHjx4pUrV/bs2bNv377nnXderXew28GlgKZX97iUuVNPPXWfffaZNGnSxx9/nJeXN2LEiFGjRv30pz8NIbRq1arx6g0hg7Hr8MMP/9//+3///e9/X7p06aZNm3r16nXeeeedcMIJCxYseOSRR5YtW+YEV2jOMpzVZDhxGj169GOPPVb1h+UymaVkUoOhhmYrEZ0HAgBQU0lJSUVFRbt27ap+/ZdKpb7//e+XlpZOmDChoKAgi+UBwG7FNfAAwDY99thjl1xyyWuvvVa18Z133iktLe3bt6/0DgBNSYAHALbpmGOOSSQS/+f//J933nlny5Yt0Y/S3XvvvSGE4cOHZ7s6ANi9OIUeAKjLxIkTH3/88WQymW5p2bLlJZdccuqpp2axKgDYDQnwAMB2rFix4q233vrqq68KCwu/8Y1vDBo0aM8998x2UQCw2xHgAQAAIAZcAw8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwANnx8MMPJ7ahY8eOAwcO/F//63+9/fbb2S4TdhFFRUWJROK2227LdiE70R577JFIJG655ZaGLZ5MJqMh6O67727cwmo1bdq06OUOP/zwkpKSJnjFtCZ+pwCNSIAHaHaKi4sXLFhw3333fetb37r44os3btyY7YoAGtOGDRtGjx4dQhg8ePCLL77Yrl27bFcEEA952S4AYHd3xRVXHHLIIel/lpeXr1ixYubMmTNnzkwmk4899tjixYuff/751q1bZ7FIgEb03//938uWLTvkkENeeuml9u3bZ7scgNgQ4AGy7KSTThoxYkTN9nnz5l144YUffPDBm2+++dOf/nTcuHFNXxtAo5szZ87vf//7gw8+ePr06R06dMh2OQBx4hR6gGbqoIMOeuWVV3r37h1CePDBB999991sVwTQCNatW3fffffNmDGjY8eO2a4FIGYEeIDmq1OnTvfee28IIZVKNc0R+PXr12/ZsqUJXqia8vLyTZs2pVKpnfcSyWRy5cqVO2/9dcjWVt2pmmB7NsGnYqfK4keumRs2bNh//ud/durUKfNFNmzYkEwmd15JAHEhwAM0a6eeemqvXr1CCOPHj685f924ceNdd911xBFHdOrUqaio6KCDDho9evTHH3+c+fqjW3NPnTp1/vz5Q4YMadeuXWFhYVFR0WGHHfboo49GfUpLS2+88cZ+/fq1atWqa9euxx133LRp02pdW+b1pF93w4YNP/jBDzp16tS6deuCgoIBAwZcdtllS5curXX9X3zxxVVXXdW/f/82bdoUFRX179//qquu+uSTT2r2bNGiRSKRePHFF0MITz/99MEHH1xQUDBp0qRMtskrr7zyox/9aOjQoV26dCkqKjrggAPOOOOMZ555prKyMpPFQ2Nv1UzqeeWVV6K7ao8fP77WlQwePDiRSBxwwAFVG5vb9mzYp+KDDz644oorevXqVVhYuOeeex577LG///3vy8rK6ijphRdeOPXUU/faa6/CwsIBAwZccsklS5Ysqdrh66+/jrbn008/XXPxZ555Jnr2s88+q9cm2vGPVuS555477bTTunTpUlBQ0KNHjx/+8Ie1/q+l7fhAsS0lJSVjxowZOnTovvvu27p16wEDBowYMWLWrFk7WMn999+fSCQGDRoUQnjsscf69u1bVFSUl5e3xx57HH/88Y8++ui2tlijbOHM9wuALEgBkA1/+tOfonH4qaeeqrvnNddcE/X84IMPqra/9957++67b82BPZFI3H777RmW0aZNmxDCbbfdFj2o5qabblqyZMl+++1X86nf/e531VZVr3qilxs/fvzBBx9cc5GWLVu+9dZb1RaZPHlyrSfctmjRYuzYsdU65+XlhRBeeOGF3//+9+meDzzwQN1bo6ys7Pzzz6/5EpFTTjmloqKiKbdq5vVUVFR07tw5hPDd7363Zj2ffvpptMhtt93WnLdnAz4Vd9xxR25ubs3O/fr1W7p0ac2Vjxkz5r/+679qXfk//vGPdOcVK1ZE7bXunpMnT46erfoSdW+ixvpolZeXX3fddTXXUFhYOHHixOgzcPPNN1ddJPMds6KiInrqN7/5TSbFzJw5c1tXsF977bU1+2deSbQNBw4ceOutt9a6/mOPPbakpKTqIvXawnW803rtFwBNT4AHyI7MA3z6mO1jjz2Wbly5cmV66jxy5MgHH3xw/PjxP/vZz9K/xnTHHXdkUkaUaqIIdP755z/33HNvvfXWLbfc0qJFi2hi3bVr1xDC5Zdf/uKLL77xxhtXX311IpEIIRQVFa1fv77B9USv27NnzxBC//79//CHP8yePXvq1KlnnXVW1L9Hjx5V+z/zzDNRe35+/hVXXPHII488+uijV1xxRX5+ftQ+adKkqv2jNHXrrbfm5ubuvffet99++4QJE7788su6t8add94Zra1v37533XXXpEmTJk6ceOedd/bt2zdqv+eee5pyq9arnssuuyyE0KZNm82bN1erZ8yYMdHrLlmypDlvz/p+KtK7RpcuXa6//vq///3vf/rTn0455ZSosV+/fuXl5dVWHt1UYsCAAePGjZszZ860adOGDx8e9e/Tp0+6c4MD/LY2UWN9tC6//PKof4cOHX784x8/9thjt99++5AhQ0IIhYWF0X9f1QBfrx2zXgH+q6++2nPPPUMIrVu3vvrqq//6178+88wzd9xxxz777BOtZMqUKVX716uSKMAXFhZG+8XgwYPHjBnz+OOPX3PNNdG+E0IYPnx41fXXawtv653Wd78AaHoCPEB2ZB7gX3311ZpzzauuuiqEkJeXN3ny5KqdlyxZ0q9fv2juW+0IZK3Sh4h/+ctfVm2PIl/kvvvuq/rUj3/846j9n//8Z4PrSb/u0KFDS0tLqy5yzjnnRE8tWrQoaqmoqNh///1DCJ07d652DHbmzJnR4bIDDjig6hG2KE3l5eWdcMIJ69at2+52iHzjG98IIey///7VSiopKYkOmJ955pmZrKextmq96nn++edrDU6pVGrAgAEhhCFDhkT/bLbbs16fis2bN0eHc/v37//ZZ59V7XzjjTdGnat+55Ve+XHHHVf1W5KqK//iiy+ilgYH+G1tokb5aH344Yc5OTkhhH79+n366afp9mQyGe2AkaoBvl47Zr0C/MMPPxx1nj59etX2RYsWRXH3kksuqdper0qqnsVw2WWXVf0iZvny5Yceemj01Jw5c9Lt9drCtb7TBuwXAE1PgAfIjswD/Ny5c6vNy5csWRJNka+77rqa/V9++eWo/3//939vt4wo1fTt27farPSjjz6KVnLwwQdXVlZWfeqNN96InpowYUKD60kfo16wYEG1/ukg+uKLL0Yt6QOtNc/bT6VSd999d/Ts448/nm6M0lROTs6HH3643Y0Q2bJlS7du3fbdd99q0Tpy8cUXhxAGDhyYyaoaZavWt56ysrLo97SrBaf58+dHa/7DH/4QtTTb7VmvT0W6zhkzZlTrXF5eHh3sveiii6qtvNa3kA7kr7/+etTS4ABf6/ob66N17rnnRq87e/bsak9VVlamb3DQ4IGiXgE+CuT5+fnVPsmpVOrmm2+++OKLx4wZk26pbyXpAN+9e/eysrJq/T/55JPo9JZTTjklaqnvFq71nTZgvwBoem5iB9DcRSeRVn0wbdq06B5d6cvjqzr++OP79OkTQqjjVlLVHHvssdUuJE6fB3vCCSekXzeSvoo1fV+oBtdz5JFHVrutWgghOpIWQkj9/7cfjxZs3759dJZ4NVdccUWUzWquf8iQIdHB50y0bNly2bJln3/+edWDmWmrVq3KcD1pO7hV61tPixYtzjjjjBDCs88+W/V+h3/729+iZ7/73e9GLc18e2b4qZg+fXoIYcCAASeccEK1znl5eePGjbvzzjtPPPHEak8dddRRNd9C9+7dq628wWrdRI310Zo5c2YI4cQTTzz88MOrPZVIJH7yk59Ua2z0gaKqLl26hBDKysrS30WmjRkz5pFHHrn55pt3vJJrrrkmuvCkqj59+nznO98JIbz22mvRf1mjbOEG7xcATUmAB2juSktLowfR8dUQQnRPsn322afWO0KFEKL88+GHH2b4EnvttVe1luhM3VAlONV8Kq3B9aQvT617/QsXLgwh7L///oWFhTX7t2nTJpr9L1q0qNpT0dXUDZNKpZYvXz5z5sw//vGP55577tSpU+u7hh3cqg2oJzpCu2bNmvTx/PD/B/iTTz45/atdzXx7ZvipiD513/zmN2tdyciRI2+44YYLLrigYStvsEw2UcM+WuvXr4/OC/iP//iPWjscc8wx1VoafaCo6jvf+U7r1q1DCFdcccVhhx122223zZo1a+vWrbV2bnAlhx12WK39jzjiiBDC5s2b0+dKVNWwLdzg/QKgKeVluwAAtuPzzz+PHuyxxx7Rg2iiuXz58mpHcatZu3btjr96JtmmwfVEB/EyXH+tt22P7Lfffu+9917NiXW3bt0yWX9VCxYseOCBB958881PPvlk8+bN9V08Q5knxnrVc9JJJ7Vp02bDhg2TJk067rjjQghz586NNsuoUaPS3Zr59szkU1FRURH9hFt9S2rAW2is9e/gRyv6Xwvb/o4gfR5BtUV20kDRp0+fyZMn/+hHP1q0aNHcuXOjK31atmx59NFHjxgx4nvf+17btm13vJJtfUrTG2HRokXp29o1yhZuwH4B0JQEeIDm7v33348epA82fv3115ksWFlZWVFREV2au1M1uJ66Z/PV1NE5WueWLVuqtRcUFGS+/hDCr3/965tuuik6/zw/P/+QQw7p06dPv379hgwZMn78+D//+c/1WtuOq289BQUFp5122vjx4ydNmnTvvfcmEono8HtRUdGZZ55ZrXOz3Z6ZfCrKysqiy5hbtmxZr5Jq/c25RrStTbTjH630O93W9ikoKGjVqtWmTZvSLTt7oDjxxBMXLFgwderUKVOmvPDCCytWrNi6deuMGTNmzJgxZsyYv/zlL9G3SDtSybbebPq8+vT7baydtwH7BUBTEuABmrspU6aEENq2bdu/f/+opUePHm+//fYRRxzx1ltvZbW0/2tn19O7d+/PP/986dKl2+qwZMmSEEJ0gmuDvfLKKzfccEMIYeDAgXfccce3v/3tquFw0qRJO7LyJqvn3HPPHT9+/BdffPH2228fdthh48ePDyGcffbZVc8K3gW2Z6tWrfbee+8vv/wyOg7fxOp7yLpRNkXPnj0TiUQqldrWEeBVq1ZVTe+hSQaKli1bnnPOOdFt/D/99NPXX3994sSJzz///Jdffvnd73733//+d3ThRoMrWbp0afrOEVWlz0eIrololC3cNPsFwA5yDTxAs/biiy9Gl4+OHDkyffAw+tWlxYsXb+ueW8lkMplMpm+HtrPt7Hqi3+7+6KOPaj32tXnz5k8++SRs4/LmzEX3oC4sLJwxY8bpp59e7dBu+rbVTaZh9ZxyyilRVp80adKsWbO++OKL8P+ePx92le0Zlbet67dvu+22ww477PTTT9/BV6n1I/3xxx/XayWNsikKCgqic8XnzJlTa4f0qTppO3XH/Oyzzz777LOq32X06dPn8ssvnzZt2u9+97sQwurVq9P3YmhwJe+8806t/f/5z3+GEPLz86MLBxplCzfNfgGwgwR4gOaruLj46quvDiEkEokf/ehH6fboZ5C//vrrZ599tuZSq1ev7tChQ15e3s9//vOmqXNn1xPdsGrdunXpn56u6qGHHoru81fz1tz1EmXdnj171rz5XKrKj/k1mYbV07p165NPPjmEMHHixL/+9a8hhL322qvafdp3je0ZvYu333675kHdysrKP/7xj3Pnzm3VqtUOvkr0LqoqKyubMGFCA1ay45vi2GOPDSFMnz49iq/V/PrXv67WslN3zCFDhuy3334XXXRRzafSN/9ft27dDlYyduzYmvF78eLF0Wf78MMPj24n0ShbuGn2C4AdJMADNFP/+te/TjzxxOiYz+jRow855JD0U2eeeWZ0c+ZLL7309ddfr7pUWVnZpZdeun79+kQicckllzRNqTu7nu9///vREbz/+Z//qRZdZs+ePWbMmBBC3759a80SmYuOvy1atGjlypVV27ds2XLVVVdFhzer/jzbztbgeqJ70f9/7d1fSFNvGMDx1xVNWbpY2E1biYGLgVgt7I/IwjTCbiYSNBw1XBSlg0gxiEUQBiaBGBOKFjSUiKK8ENNiUBdhJA7GKmYJLkKJkqRg0sKL/S4ODJlTbJuus9/3czXOOZ49e9w79uz99+nTJ6lb0mKxxE38zo58tra2SvsyNDU1ff36deGp69evS0Prjxw5ktzNCwsLpT3D+vr6FhaQ0WjU6XRKQ6lXLl2puHr1qvSvtNlsk5OTC091dnZ6vd6461e1YUqfSF6vd/EgCI/HIz2ILZifdCShUMjhcCxMzrdv3xoaGubn54UQ165dkw6mJcNr0y4AIEXMgQeADPN6vbF+KiHE/Pz89+/fX79+/fLlS6lyqKysjOtby8nJ6e7urqiomJ2drampsVgsBw4c0Ol0ExMTd+7cGR8fF0Jcvnx5x44da/MSVjue9evXd3R01NXVzczMmEym06dPS31lIyMjbrdb2rmqs7MzxeX6amtr7969G4lEqqqqnE6nwWCYnZ0NBALd3d2Tk5MqlWpubu7jx4/Pnz8/ePBgfn5+Ks+1qvFIQ4j//PkjzYiOGz8vsiWfGo3mypUrLS0tfr/faDTa7Xaj0SitwP/06VMhREVFRdK/GSkUCpPJNDg46PP5qqqqWltbt2/fHgwGPR7P8PCwQqH4q2Hn6UqFXq+32Wz37t0LBoPl5eVWq7W8vHxmZubZs2cvXrxQKpXFxcXBYDB2/ao2zDNnzgwMDEQikb1790o7yRUWFk5PTz958mRoaEgIUVNTs3PnzhQjycvLu337tt/vN5vNRUVFPp/vwYMH09PTUlYPHTqUxgyvTbsAgFRFAQCZ4Ha7V/IpferUqXA4nPAOXq834fJOCoXC4XCsMAypm9HpdMYdD4fD0t1cLlfcqdgiTw8fPkw6nqWeNxqNSt/mhRDDw8MLj3d1dSX86qzRaPr7++NuIl3Z3t6+wjxI7HZ7wvjb2toWjpo2m83L3yddWU06nmPHjkmnSkpKlgryH8xnEu8Kl8uVcCH6Xbt2hUKhhVdKN0/4EmKzx1+9ehU7+OXLl9jGjXFiP6h9/vx5hSlK11vr9+/fCSf25+bmPnr06MSJE4sTuPKGGRtrcPPmzeXDkFy6dGmpNdv379//8+fPuOtXHonL5ZJODQ0NSeMs4lit1rm5uaQzvMwr/at2AQBrjyH0APDPUavVBoPB4XCMjo7ev39fpVIlvOzw4cPv3r1ra2srLS0tKCjIz8/fs2ePzWYLBAK3bt1a45jXIJ4LFy68f//+/PnzJSUlKpVKpVLp9frm5uZAIGA2m1O/vxDC7Xb39/dXV1frdDqlUllUVGS32/1+/40bN+rr68+ePbtp06a8vLzFG26vkqTjqa+vlx4s7n6PyY58NjU1vX371mq1btu2TXqKo0eP9vT0jI2NLbOh90rodLrx8fGWlpaysrJYG1Sr1R6Pp7Gx8W/vlq5U5ObmDgwMPH78uLa2dsuWLRs2bNi6devJkyfHxsaOHz+e8E9Wr2F2dHT4fL6Ghobdu3drNJqNGzeWlpbW1dUNDg6+efNGrVanHkllZeWHDx8cDkdxcbFSqdRoNCaTqbe3t7e3N26Bg3RleA3aBQCkIie6xHKgAABAprq6ui5evCiEmJiYkKYHI0VTU1M/fvwwGAyxHcixenp6epqbm4UQ4XB4qV8wAeD/iWk8AABkG2n5un379lG9p4tWq9VqtZmOAgDwf8cQegAAssrIyEggEBBCWK3WTMcCAADSiR54AACywa9fvxQKRSgUOnfunBBCpVJZLJZMBwUAANKJHngAALJBX19fQUFBWVmZ1P3ucDg2b96c6aAAAEA60QMPAEBWycnJaWxsbG9vz3QgQJK0Wm11dbUQYt26dZmOBQD+LaxCDwBANohEIqOjo1NTU0ajUa/XZzocAACQfhTwAAAAAADIAHPgAQAAAACQAQp4AAAAAABkgAIeAAAAAAAZoIAHAAAAAEAGKOABAAAAAJABCngAAAAAAGSAAh4AAAAAABmggAcAAAAAQAYo4AEAAAAAkAEKeAAAAAAAZIACHgAAAAAAGaCABwAAAABABijgAQAAAACQAQp4AAAAAABk4D/cbiLuhe2GvgAAAABJRU5ErkJggg==)
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())
![](data:image/png;base64,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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,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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')
![](data:image/png;base64,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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,iVBORw0KGgoAAAANSUhEUgAABUAAAAQVCAIAAAD8UPecAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdd2AUdf7/8fds3+xuOoQEgnSIgKB0KYoUAUHv63H2O+TOioAeIMUTVAQFRUBETn8nlhMVznIqotJBijQRpAiIFOkQ0nazfXd+fywiB5gEUnYneT7+mh3ms/uesMnsaz9lFFVVBQAAAAAAxDZdtAsAAAAAAADFI8ADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGmCIdgGVx+nTp1VVjXYV5UtRlJSUFKfT6fP5ol0LYk58fLzJZBKR3NzcUCgU7XIQc1JSUjwej9vtjnYhiDk2m81qtYpIQUGB3++PdjmIOYmJiaFQyOl0RrsQxByLxWK320WksLDQ4/FEuxzEHIfDodfr8/Lyol1IMVJTU0t+MD3wAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwzRLqB4Xq93zpw569atKygoqF+/fsuWLfv376/X68uw7ZEjR+bNm/fzzz+fPHmyRo0ajRs3vuOOO1JTU8vhbAAAAAAAuByxHuCzs7OfffbZ/fv3i0hCQsKOHTt27NixdevWMWPGOByOMmm7du3aF198MRQKGQyGxMTEw4cPHzx4cOXKlU8//XTTpk3L9ewAAAAAACihWB9CP23atP379zdt2vTNN9989913X3vttczMzO3bt8+ePbtM2ubm5s6YMSMUCt15553z5s178803P/jgg169evl8vpdeesnn85XnyQEAAAAAUFIxHeB37dq1bds2u93+xBNPRAa0Z2RkjBs3Tq/XL1++/NSpU6Vvu3XrVrfb3aRJkzvvvNNoNIqIxWJ56KGHqlevnp2dvXfv3vI/SwAAAAAAihfTAX7t2rUi0rp163NHvKelpWVlZamqum7dutK3PXLkiIhkZmae21an09WqVUtEDh8+XGYnAwAAAABAKcR0gP/5559F5Jprrjlvf2RP5F9L2TYtLU1E9uzZo6rq2WP8fn9k5nyNGjVKdwYAAAAAAJSNmF7E7ujRoyJy4WrwkT2RzvNStu3cufP8+fP3798/bdq022+/vVq1akeOHHnnnXdyc3NbtGhx1VVXXfjMTqfzxx9/vHB/gwYNDIaY/nmWnqIoIqLX6yPTDYBz6XRnvhA0GAxnt4Fz8dcDF3X2LwbvEFyUoig6nY73Bi509t5SvENwUTqdTlGUSvbeiOnAWVhYKCIXrjZvt9tFxO12l76t2WyeOHHilClTVqxYsWLFirOHde3addCgQZG8ep69e/cOGjTowv1Lly5NSEgo5pQqhbi4uGiXgJhW7B0iUGWZzWaz2RztKhC7bDZbtEtAjNLr9VXkUxYuj9VqtVqt0a4CMaqS/fWI6V6yQCAgIhf+NkYCZNFLxJe87bfffhvpUU9KSmrYsGEke2zevHnr1q2lPwUAAAAAAMpETPfAOxyOvLw8j8dz3v5I/3nRvXwlbLty5cpXXnnF4XCMGzeudevWkZ3Lly9/9dVXn3/++fHjxzdv3vy8Z0hLSxswYMCFrxgKhS58ucrHarX6/f5QKBTtQhBzTCZTZCSb1+s9d1EJIMJqtQYCgWAwGO1CEHOMRmNkDhrXF1yU2WxWVdXv90e7EMQcg8EQGR3N9QUXZTKZFEWJ/VuDX9L4kZgO8MnJyXl5eS6X67z9kT1JSUmlb/vuu++KyAMPPHA2vYtI165dc3Jy3nnnnffee2/SpEnnPUNGRsaQIUMufMXTp09Hxu1XYoqiWK1Wn88X+78GqHh6vT4S4D0eDx/BcSGLxRIIBIqe/YSqyWazRQK81+slpOFCRqMxFApV+k9ZuAwWiyUS4P1+f1XoSMOl0ul0er0+9v96XFKAj+kh9ImJiSKSk5Nz3v7c3FwRSUlJKWXb/Pz8kydPikibNm3OO6xt27YisnfvXjoSAQAAAACxIKYDfO3atUVky5Yt5+2PzE6vW7duKdtardbIyrcX9hZGBuHExcVddB07AAAAAAAqWEwH+Eg3+KZNm84dsF1QULBt2zaTyXTdddeVsq3JZMrMzBSRNWvWnNd87dq1ItKgQYMyOxkAAAAAAEohpgN8s2bNGjdunJubO2PGjEgnuc/nmzRpUiAQ6NKly7k3m1mwYMH8+fP37t17qW1vv/12EXnzzTeXLVsWDodFJBgMfv755x999JFOp+vfv39Fni8AAAAAAL9HifE53seOHRs5cmR+fn5cXFzt2rX37dvn9/szMjJefPHFc1eh79+/v9/vHzBgwB//+MdLbfv222//97//VVXVZDIlJSVlZ2eHQiG9Xn/vvffecsstJS/19OnTMf7DLD1FUVJSUpxOJ4vY4ULx8fEmk0lEcnNzWcQOF0pJSfF4PCxihwvZbLbI+j0FBQUsYocLJSYmhkIhp9MZ7UIQcywWi91uF5HCwkIWscOFHA6HXq/Py8uLdiHFSE1NLfnBMb0KvYikp6e//PLL77///nfffbd3797k5ORrr732jjvuiNzOvUza3nvvvR06dPj0008PHjx46tSpWrVq1a1b909/+lNkdD0AAAAAALEg1nvgNYQeeFRx9MCjaPTA4/fQA4+i0QOP30MPPIpWKXvgY3oOPAAAAAAAiCDAAwAAAACgAQR4AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpAgAcAAAAAQAMI8AAAAAAAaIAh2gUAAAARkaFDh1bky82YMaMiXw4AAJQePfAAAAAAAGgAAR4AAAAAAA0gwAMAAAAAoAEEeAAAAAAANIAADwAAAACABhDgAQAAAADQAAI8AAAAAAAaQIAHAAAAAEADCPAAAAAAAGgAAR4AAAAAAA0gwAMAAAAAoAEEeAAAAAAANIAADwAAAACABhDgAQAAAADQAAI8AAAAAAAaQIAHAAAAAEADCPAAAAAAAGgAAR4AAAAAAA0gwAMAAAAAoAEEeAAAAAAANIAADwAAAACABhDgAQAAAADQAAI8AAAAAAAaQIAHAAAAAEADCPAAAAAAAGgAAR4AAAAAAA0gwAMAAAAAoAEEeAAAAAAANIAADwAAAACABhDgAQAAAADQAAI8AAAAAAAaQIAHAAAAAEADCPAAAAAAAGgAAR4AAAAAAA0wRLsAAAAAxK6hQ4dW2GvNmDGjwl4LALSIHngAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABogCHaBVQeOl3l/zZEURQR0el0er0+2rUg5kTeHlI1fhdweRRF4a9H7Iid/4uzfzS4vuD33gD89cBFnf3rwTsEFxX5dFrJ3hsE+DKTmJh4NsBUbjabzWazRbsKxK6EhIRol4AYZbVarVZrtKvAGUlJSdEu4Xx2uz3aJSDKinhbmkymiqwE2hIXFxcXFxftKhCjYvB6VxoE+DLjcrmiXUK5UxTFbrd7vd5AIBDtWhBzrFarwWAQkcLCwnA4HO1yEHPsdrvf7/f7/dEuBGc4nc5ol3CG2WyOZDOPxxMMBqNdDqLpom/LuLi4cDjs9Xorvh7EOKPRaLFYRMTn83F9wYUsFotOp3O73dEupBgOh6PkBxPgy4zf71dVNdpVlK9IgA8EAj6fL9q1IOaYzebIht/vD4VC0S0GMchut4dCIf56xI7Y+b+IfPcnIoFAgI/gVdxF35ZWqzUcDsfOOxax4+zo12AwyDsEFzKZTIqixP5745ICPFNVAQAAAADQAAI8AAAAAAAaQIAHAAAAAEADCPAAAAAAAGgAAR4AAAAAAA0gwAMAAAAAoAEEeAAAAAAANIAADwAAAACABhDgAQAAAADQAAI8AAAAAAAaQIAHAAAAAEADCPAAAAAAAGgAAR4AAAAAAA0gwAMAAAAAoAEEeAAAAAAANIAADwAAAACABhDgAQAAAADQAAI8AAAAAAAaQIAHAAAAAEADCPAAAAAAAGgAAR4AAAAAAA0gwAMAAAAAoAEEeAAAAAAANIAADwAAAACABhDgAQAAAADQAAI8AAAAAAAaQIAHAAAAAEADCPAAAAAAAGgAAR4AAAAAAA0gwAMAAAAAoAEEeAAAAAAANIAADwAAAACABhDgAQAAAADQAAI8AAAAAAAaYIh2AQAAoIrx+/X79yteb+SRzmoVi0USE3Uulz4QiOxUdbpweroY+KACAMBvuC4CAIDy5Pfr9+0z7Nmj37VLv3u3/uBB/a5dis934YH28x4bjaGMjFDjxsEWLUJNmgQbNQo1bCh6fYUUDQBALCLAAwCAsqQUFJgWLzZs3arfvVv/00/6w4dFVS/niQIB/cGD+oMHTYsWRXaoZnOoUaNQ48bBJk1CzZoFOnVSzeayLB0AgNhGgAcAAGVAyckxf/21af580zffiN//+8cpoVq1Qg0bqvYzPe4Gg0Gv14tIIBAIh8ORnbqCAv3u3bpjx/6nqc9n2LbNsG1bJLWrDof/xht9/foFunUjyQMAqgICPAAAuHy6kydNX35p/uIL45o1Egye/88GQ+iKK0JNmoQaNgw2ahRq1CjUsKEaF3fuITabzWq1ioinoMD/v8lfyc837N6t37VLv2tXZEN38uRv/+p0mj/6yPzRR6rd7r/xRt/NN5PkAQCVGwEeAABcMt2RI+YFC0zz5xs3bJBfu80j1MRE/403+rt3DzZpEqpXT0ymy34VNSEh0LZtoG3bs3uU3FzDrl36H380LV9uXL48MpdecbnMH39s/vhj1W739+x5JslbLJf9ugAAxCYCPAAAuATGNWvipk41rlp13sz2cEqKv08ff79+/k6dxGgsp1dXk5ICHToEOnTw/vWvitNpWrjQ/PnnxmXLfkvyn3xi/uQT1Wbz9evnGTo01LBhOVUCAEDFI8ADAIASMS1fbn3pJeP69efuDNeo4b/pJl/fvoEOHSp4iXjV4fD17+/r319xOk2LFpk//9y4dOmZJF9YaJk71/Kf//j+8Af33/8eatKkIgsDAKCcEOABAECRVNW0cGHc1KmG778/uy+clua79VZ/376B1q1Fp4tidRJJ8n/8o++Pf1RcrjN98pEkHw6bP/nE/Omnvr59PSNGBLOyolsnAAClRIAHAAC/Ixw2LV4cN2WKYcuW3/bVquV5+GHvX/4Sg5PMVbs9kuR1OTmWN96wvv66UlAg4bD588/N8+f7e/RwP/54sGXLaJcJAMBlivJX5gAAIBaFw+bPP0/q3Dn+nnvOpvdQZmbhxIm569Z5HnggBtP7ucLJye6RI3M2bnQ//riakCAioqqmRYsSe/RI6N//3KEEAABoCAEeAAD8D9MXXyS1b+/429/0e/ZE9oQaNnTOnJm7YYPngQc0dJ829WyMHz5cjY+P7DSuXJl4443xd91l2L49uuUBAHCpCPAAAOAM3YkT8QMHxg8cqN+/P7InmJXl/Ne/clev9t1+uxg0OfNOTUpyjx6ds3mze+RINTFRRERVTYsXJ/boYZs4MbLoHQAAmkCABwAAIqpqmTMnqWNH0xdfRHYEW7QoeOedvJUrfX/4Q9SXqSs9NSHB/fjjOZs3u8eMUZOTRUSCQev06Ylduxo3bIh2dQAAlIjmr8cAAKCU9AcOJPzxj/a//13JzxcR1eFwTZ6ct2iRv08fUZRoV1eWVIfDPWxYznffeR54IPKthP6nnxL69bONGaMUFka7OgAAiqHJsXAAAKCUhg4dKiJ6Ve2xZ89tP/xgDAYj+7dkZLzZpk32li3y2GNl+HIzZswow2crVuTsitawW7cHNmyomZ8v4bD1jTdcH3wwu23bH2rUuIyXq+CzAwBUWQR4AACqqNp5efdv2FD/9OnIQ5fJNLdFi2UNGkS3qgrzU2rq6F69+uza9adt2wzhcLXCwtHLl6+vXXt269Yu7SzUBwCoUgjwAABUOcZQ6OadO2/ZudMQDkf2rK9d+63WrQuqWHAN6XTzr7xya0bGA+vX18vJEZF2v/zS5OTJt1u3Xp+ZGe3qAAA4HwEeAICqpU5u7pC1a9MLCiIPs2222W3abE1Pj25VUfRLYuJTPXv2/fHHW7dvN4ZCCV7vo6tXr6td+63WrZ1V7BsNAECMI8ADAFCFdDxw4P4NG0yhkIioirKwYcP/tGjh1eb94cpQSFE+u/LKjbVqPbBhQ6NTp0Sk/S+/NDh9emrnzgeSkqJdHQAAZ7AKPQAAVYJeVf+8efMj334bSe9H4+Of7t79361akd7POhof/0y3bu/8+jNJLSx8avHijgcPRrsuAADO4JoNAEDlF+/zDV2z5soTJyIPN9WqNat9e6/RGN2qYpCqKAsbNdqanj581aqa+fnmUOiRtWuvyMmZ27JluHLdUQ8AoEX0wAMAUMldkZv77MKFkfSuisy/8sppnTqR3otw3OEY27Pnhl/Xseu7a9c/li2L93qjWxUAAAR4AAAqs44HDz69eHG1wkIR8RiN0zp3/qBFC5XO5OJ4DYaXO3U6+7PKOnly4sKFdXNyol0XAKBKI8ADAFA56VX1zq1bH1m71hwKicix+PhxPXtuqlUr2nVpRmS0wotdurhNJhFJcbvHLV3a7pdfol0XAKDqIsADAFAJOXy+0cuX99u5M/Jwc82aY3v2PBIfH92qtGhLRsbZH505GBy6Zs2dW7fqVDXadQEAqiICPAAAlU2d3NyJCxc2PWfS+0udO7uZ9H65jjkcY38dvKCI9Nu58/GVK21+f7TrAgBUOQR4AAAqlauPHn168eLUwkIRKTSZXrj+eia9l57XaJzWqdNnTZtGet5bHDs2ftGiNJcrymUBAKoYAjwAAJVH+19+GbZqVeRO74cSE5+88cat6enRLqqSUBVl3lVXzejUKXKX+HSnc9ySJTULCqJdFwCgCiHAAwBQSVy/b9/gtWv14bCI/FCjxlM9epyw26NdVGWzPjPzqR49sm02EUnyeMYuWVInNzfaRQEAqgoCPAAAlUHPn366f8OGyOJqm2vWfKlLl0hHMcrcocTEZ7p3P+ZwiEi8z/fk0qXGjRujXRQAoEogwAMAoHn9du68d9MmRVVFZM0VV0zr1Cmg10e7qMrsdFzc+O7dDyYmikhcIBDfv79xxYpoFwUAqPwI8AAAaJgicteWLXdu3Rp5uKRBg1kdOoR0XN/LXb7FMqFbt72pqSKiuN3xd99t+vLLaBcFAKjkuMADAKBVisifv/uu748/Rh7Oz8p6q00bFpyvMIUm03Ndu+5ISxMRxe+Pv+8+82efRbsoAEBlRoAHAECTdKr64Lp1vfbsiTycf+WVH7RsqUa3pqrHazBMue46f9euIiKBgOPBBy3vvx/togAAlRYBHgAA7TGEw4+uWdNl/34RUUXmXHPNBy1aRLuoKsqn1xfMmePr21dEJBSyP/aY9fXXo10UAKByIsADAKAx5lBoxMqVbQ4dEpGwovyrXbsvGzeOdlFVm8nkfOMN3x13iIioqu3JJ+NefDHaNQEAKiFuMAMAgJaYQqFRy5c3OXVKRII63avXXrs+M7PMX8Xnc+TmXpGXV7uwMLWwsLrfHxcMWgMBq4jo9QG93m+x5MfF5dhspxyOo4mJh+3244pStcfv6/XOl19WjUbLu++KSNwLL0gw6B4zJtplAQAqFQI8AACaoQ+HH129OpLefXr9y507b0lPL6sn9/vjjh1rcfx481OnGjudl/a0RqM7JWVfWtr29PQfkpIOilTJMK/TuV56SbXZrK+9JiJxU6eqNptn6NBolwUAqDwI8AAAaIMi8uD69VcfPSoiAb1+ynXXRdY/L6VQyHT4cJv9+zsfP95UVS/z7vGBQNzx482OH2+2desdcXGna9XaVLv2umrV9lS5JK8ohc8+q8bFxU2dKiK2CRPU1FTvXXdFuywAQCVBgAcAQBvu/v77TgcOiEhYUWZ16FD69O5ypf30U499+67z+23/+y9qQsLR5OR9SUkHHI7jNtsps9lpNLr1+oCIqKoSCMR5vfEeT4rTWaOgICM394rc3LqBgCXS2O1O2bPnxj17brTZTtWrt6JBg+UWS14pS9UW95gxisdj/ec/RVXtw4ap8fFnlrgDAKB0CPAAAGjA/23f3mfXLhFRRWa3aVPKee+5uVfs3HnzoUPtVPW35WzNZmfNmt9nZGyuXn2n2ez6vbaKoppMhSZTYXz8sbS07ZGdqqrk5tY9duyqo0evOX26vqoqIlJYWG3btj/t2PF/tWt/u3On4corg6WpWVsKn3lGyc21zJ0roZD9oYfCH34Y6NAh2kUBADSPAA8AQKzrvnfvn7Zti2zPbdlyef36l/1ULle1H3644+DB9iJKZI+ihDMyvq9Xb0VGxhadLnR5T6soanLyvuTkfU2bfurxJB061O7AgWtPn24gIuGw4cCBztdfL127+keM8LRpE7js4rVEUVxTp+qys01Llig+X/zdd+d/+mnwqquiXRYAQNsI8AAAxLQ2hw/fu2lTZPvrRo3mZ2Vd3vMEg+YdO/6wa1efcNgY2WM0eho0WNqw4WKb7VTZ1CoiIlZrbqNGXzdq9HV+fuaePT0PHOgUDJpVVZYtMy1bZrr++sDYsYVXXVUFeuONRudbb8X3729cv15xOuNvuy1/wYJQKb58AQCA+8ADABC7mp44MXjNGp2qisiqOnXebdXq8p7n8OFWCxZM2bnzlkh6Nxq9zZt/dPPNQ1q2fL9s0/u5EhIOtWkz++abhzRv/mFKSjiyc8UKY48eiQ8/7Dh6tPJ/CFEtloL33w82bSoiutOn42+/XXfiRLSLAgBoWOW/dgIAoFH1T58e/s03xnBYRL6rWfP/tW9/GUu6e70Jq1c/umrVcLc7RUQURW3QYGnfvn9v1uwTk8ld1iVfhNnsatbsv5s35z7zTGFqalhEwmH56CNz+/ZJU6bEeb1KBdQQRWp8fMHcuaHMTBHRHzwY/6c/KXlVa0k/AEAZIsADABCL0p3Ox7/5xhIMisjO6tVndOwYUi456x471vKrryYdOtQu8jAlZW/Pnk+2aTPbYskv43KLExenDhrk2bQpd8QId1ycKiIejzJ5clynTolff32Z967TinCNGgUffxyuVk1EDD/+mHDXXYrHE+2iAACaRIAHACDmJLvdY5Yti/d6ReSXxMSpnTsH9JeWcsNh/fff37NixeNeb4KIGI3eVq3e6dHjqeTk/eVSccnYbOqoUe7163Nvu80X+Tri4EH9rbeabr9dKvfQ8lDdugXvv6/a7SJi2LjRcf/9EqwCqwAAAMoaAR4AgNgS7/P9Y/nyVLdbRI45HM917eo2mS7pGdzulKVLx+7a1Sey1Hxq6p7evUc1arRQUS5jDH7Zq1Ej/OqrzgUL8ps1OxNi//MfadpUPvzQGN3CylWwZcuCt98Wk0lETAsX2ocPFzUm/jsAABpCgAcAIIYYw+Fh33yTXlAgIjlW66SuXQsslkt6hpMnsxYunJid3UhEFEVt1uyT7t2fLb+V6i5bmzaBxYvzJkwotNlERE6flvvusw4cGJ+dXWk/nASuu845a5bodCJief/9uOeei3ZFAACNqbTXSAAAtGjgxo2NsrNFxGUyTera9VQk3ZbYTz/1WL78Ca83XkQsloLrr3++efOPFOUy7+5e3gwGefBBz8aN3h49zuz54gtTly6JCxde2ogDDfHdcotr0qTIdtzLL5s/+SS69QAAtIUADwBArOi9e/f1+/aJSEhRZnTqdDghoeRtVVX5/vt7Nm0aGA7rRSQl5edevZ6oUWN7edVadurUURculNdeE7tdFZFTp3T33BM/bJjd46mcC9R7Bw50DxsmIqKq9kcfNWzdGu2KAACaQYAHACAmNDt+/K7vv49sv3vNNdvT0kreNhw2rlnz6K5dfSIP69X7plu38VZrTtlXWT4URR58UNauLWzfPhDZ8+67lu7dE3fsMES3sHLiHj3ad8stIqJ4vfH33KM7fjzaFQEAtIEADwBA9Ol/+WXI2rV6VRWRb+rVW9SoUcnbBgLWFStGHTrUVkRE1Kuumteu3Wt6faB8Ki1HV1wR/uyz/LFjC41GEZE9e/Q33pjw9tuXtgSANiiK6+WXg1lZIqI7fjz+r39V/P5o1wQA0AACPAAAUaa4XPF33+3w+URkT2rq7DZtSt7W54tfuvTJEyeuFBGdLtihw6ymTT8rr0LLn04nQ4d6FizIq1s3JCI+n/L44/b77nM4nZVtOL1qsznfey+ckiIiho0b7cOHR7siAIAGEOABAHTrXE0AACAASURBVIiqcNjx4IP6XbtEJDsubmrnzgFdSa/OHk/SkiVjc3PriojB4OvSZUqdOmvKsdSKcvXVwWXL8v74R1/k4WefmSvlcPpQZqbz1xvLmefOtb7xRrQrAgDEOgI8AADRZJswwbRokYj49frpnTuX/KZxbnfqkiVPFRTUFBGTyXXDDRPT038ox0Irlt2uvvaac/p0l8Wiisi+ffpevRLmzq1sw+kD7du7nnkmsm178knTsmXRrQcAEOMI8AAARI35ww+tr7wiIqIor7dvvy85uYQN3e6UpUufdLmqi4jFktet27MpKXvLr85ouftu78KF+fXrh0TE61WGDLEPG2b3+yvVcHrvffd5//IXEZFQyPHQQ/r9+6NdEQAgdhHgAQCIDsMPP5yd+eweMeLb2rVL2NDtTj6b3q3WnO7dn01MPFReVUbblVcGlyzJ69fvzHD6d9+19O2bcPhwpfoA45o0KXDttSKi5ObG33OPUlAQ7YoAADGqUl3/AADQCt3Jk/F//rPi8YiIv08f94gRJWzo9cYvX/6Ey5UmIlZrbrduExyOY+VYaAyw29XZs53PPntmdfrvvzd07564apUx2nWVHaPR+cYb4Zo1RUS/Z49j8GAJh6NdEwAgFhHgAQCoaIrPFz9ggO7oUREJNW7snDlTSrZwnd9vW758TEFBhohYrXnduk1wOKrELcQVRR56yPPJJ/nVq4dF5PRp3W23JcyaZY12XWUmXK1awZw5qtUqIqavvop74YVoVwQAiEUEeAAAKppt1CjDpk0ioiYnF8yZozocJWkVCplXrnw8L+8KETGbXV27Pl/p+97P0759YOnSvDZtgiISDMpTT9kefNDh8VSSKfHBZs1cs2aJoohI3NSp5k8/jXZFAICYQ4AHAKBCWd580/LeeyIiRmPBm2+G6tQpSatwWL9q1aPZ2Y1ExGj0XH/98wkJlXbeexFq1Ah/+mnegAHeyMNPPjH37p3wyy/66FZVVnx9+3qGDhURUVX7o48adu6MdkUAgNhCgAcAoOIYtm2zjRsX2XZNnBjo2LFk7ZT16x84dqyliOj1gS5dpiQnV921yk0mmTLFNW2ay2RSRWTHDkOPHokrV1aSKfGFTzzh79lTRBS32/HXvyqFhdGuCAAQQwjwAABUEMXlctx3n+LziYjvttu8AweWsOHWrbcfONBZRBQl1LHjjOrVfyzHKjXinnu8n3+en54eFpGcHOX22yvLlHidzvnaa6F69URE//PP9scfj3ZBAIAYYoh2AcXzer1z5sxZt25dQUFB/fr1W7Zs2b9/f72+RIPlSt52+fLlCxcuPHDggNlsrlu37h133NGkSZOyPhUAQJVmHzlSv2+fiITq1XNNnlzCVj/91GPnzpsj223azK5Z87vyqk9rWrUKLlmSN3CgY8MGYygkTz1l27rVMH26y2pVo11aqagOh/PttxN69lS8XvOHHwY6d/beeWe0iwIAxIRY74HPzs4eNWrU559/fvLkSbPZvGPHjvfee2/s2LFOp7Os2oZCoeeff37atGk7d+7U6/Uej2fz5s2jRo1aunRpuZ0WAKDKsbz7rvnDD0VENZudb7yh2u0laXX0aMvvvhsQ2W7e/OP69VeUX4VaVL16+L//zb/33t+mxPfpUxmmxAezsgqfeiqybRs9Wr97d3TrAQDEiFgP8NOmTdu/f3/Tpk3ffPPNd99997XXXsvMzNy+ffvs2bPLqu3cuXO//fbb6tWrT506dc6cOfPmzbv//vtVVX3ttdeys7PL7cwAAFWIftcu2z/+EdkunDgx2Lx5SVrl5V2xdu1QVdWJSL16K5o1+7gcS9Qsk0lefPG3KfHbtxt69Eg8frxZtOsqLe999/n79hURxe2Ov+8+xeOJdkUAgOiL6QC/a9eubdu22e32J554IjU1VUQyMjLGjRun1+uXL19+6tSp0rf1+XwLFizQ6/UTJkxo0KCBoiiKovTr169jx44+n2/t2rUVcJoAgMrt3ADmu/lm74ABJWnl9SauXDk8ELCISFrajjZtiv/muiq75x7vZ5/l16hxZkr8ihWjf/yxr4i27zDnnD49VLu2/O8XQACAqiymA3wkP7du3dpxzg1y09LSsrKyVFVdt25d6duuWLHC5XK1adOmRo0a5za///77J0+e3KpVqzI8HQBA1WQfNSoyBDpUp45r2rSSNAmFjKtWDXO7U0UkPv5Ip07TdbpQ+Vapfa1bB5csyWvbNiAiqqrbsuWu1auHRr4B0Sg1IcH5xhtiMklkCsZHH0W7IgBAlMV0gP/5559F5Jprrjlvf2RP5F9L2Xb9+vUi0r59+/MOS05OzsrKqlmz5mUXDwCAiJj/+1/z3LkioppMzjfeUOPjS9Jqw4YHsrMbiIjZ7LruuikmE/cSK5G0tPCnn+b/7W9npsQfOtRu0aJnCwoyoltVaQSvvrpw9OjItn3ECP3evdGtBwAQXTG9Cv3Ro0dFJDIA/lyRPUeOHCl928OHD4tItWrVDhw4sGrVqj179uj1+nr16vXs2fO8Pvmz8vLyNm3adOH+a665xmQyleC0NM9giOm3DaJFpzvzhaDJZAqHw9EtBrFJr9ebzeZoV1GhdD//HDdsWGTbP3Givm3bkqyutnNnvwMHOoqIThfs1Gma3X6iPGusIEX815+9O4zRaFSU0g56N5tl2rTA9u1vb9r0t1DIWFBQc9GiCe3avZ6Zub6Uz1zki5bjGzs8fHhw0ybDl18qhYUJ999fuGyZWDQ8rKBoF/1JKoqi0+mq2l8PlMTZD6UGg4F3CC6k0+kURalk742YTmKFhYUicu4Y+Ai73S4ibre79G0LCgpEZPfu3fPmzfP5fJGdmzdv/uKLLx5++OGuXbte+Mz79+8f/et34edaunTphS9XKVmtleJGuyg3Npst2iUgRpnN5kp2ES2G1ysDB4rLJSLSt695+HBzCdLp0aMtf/jh9sh269ZvVZpbvpfkElmG15d69b5JSjq0atVjhYXVAgHL6tVDGzf+qmXLD8ppJkK5fwB4+225+mo5ckS3fbtj4kSZPr18Xy56fu8nqdfrjUZjBRcDDaly1xdcikqW0WJ6CH0gEJCLXc7j4uJE5GzeLk3byMa///3vBg0aTJo0ad68ef/85z/79Onj9XpfeeWVSP88AACXY+hQ2bJFRCQzU95+W0qQ3p3O9LVrB0eWnW/UaGH9+svLu8ZKLClpf69e/0hP3yIiIsru3X2WLh3rdqdEuazLU62avP++RIYqzJgh//1vtAsCAERHTPfAOxyOvLw8zwX3TYn0nxf9VUoJ20aG6l1xxRUTJkyIDOGrWbPmQw89VFhYuHLlyvfff3/kyJHnPUNaWtqAiy0gHAqFLny5ysdqtfr9/lCItZRwPpPJFPkl8nq9qqpGuxzEHKvVGggEgsFgtAupIPqPPzb9618iIgaD7513wnFxUtw1Ihi0rFr190AgTkTS0nZcc82cCqizwhRxiTQajZFxsGV+fTGZXNdd9+KOHbdu336rqirZ2Y2+/vq59u1fy8j4vgxfRYo8uzLTpo1h9GjjxImiqurAgb6sLPWKK8r9RSvcRX+SZrNZVVW/31/x9SDGGQyGyNCMKnV9QcmZTCZFUYru940FlzQALaYDfHJycl5enisy+PAckT1JSUmlb2uxWFwuV58+fc5OwIvo1avXypUr915sqZiMjIwhQ4ZcuP/06dORcfuVmKIoVqvV5/PF/q8BKp5er4/8Hnk8Hr7iwYUsFksgECh69lOlod+/P3HQoMh24dixnubNpbgLhKrK+vUP5ufXEhGbLbtjxxmKUql+j4q4RNpstkiA93q9ZR7SFEVt1uzj1NTd33472OuN9/kcK1eOaNLkyxYt5ul0ZfZxv4I+AAwdmrB6tXHlSiU/33D33XlffCGVblT5RX+SRqMxFApV+k9ZuAwWiyUS4P1+f1XoSMOl0ul0er0+9v96XFKAj+kh9ImJiSKSk5Nz3v7c3FwRSUkpahRcCdtWr15dRC5cry6y/9SpU3QkAgAujd/vuO8+xekUEX+PHp6HHy5Jo9des/7ySzsR0esDnTpNM5ud5VtkFVOjxvZevcb8uqCAsmvXTYsXP+10pkW5rEul0zlffTWcmioihs2bbZMmRbsgAEBFi+kAX7t2bRHZEplAeI6tW7eKSN26dUvftkGDBiJy/Pjx8w47deqUiGRkZJR+OVwAQJUS9+KLhh9+EJFwRoZr5sySTH3/9lvj+PFnVn9s3frN5OT95VtilWS15t5ww8RmzT5RFFVEcnLqLVz4/L59XaJd16UJp6W5Zs0SnU5ErDNnGletinZFAIAKFdMBvm3btiKyadOmcwdsFxQUbNu2zWQyXXfddaVv27t3bxFZuHDheXe9WrJkiYg0bNiwzE4GAFAFGDZtips5U0REp3POmhVOTi62ycmTuvvvd0Qmb9avv6xevZXlXGPVpSjh5s0/6tp1otWaKyKBgGX9+odWr37U57NHu7RL4O/a1ROZyhcOOx59NDLWAwBQRcR0gG/WrFnjxo1zc3NnzJgRmVLr8/kmTZoUCAS6dOly7q2qFixYMH/+/HOnrJewbf369bOysvbt2/fiiy9GbikXCAQ++OCDpUuXms3mO++8s0JPGACgZYrH4xg8WIJBEfE8+GCgY8dimwSD8sADjhMndCKSnLyvVat3yr3KKi8tbWfv3qNr1vwu8vDQoXZfffXC0aNXR7eqS1I4enTw6qtFRHfokO0f/4h2OQCAihPTi9iJyLBhw0aOHLlq1arvvvuudu3a+/bt8/v9GRkZAwcOPPewt956y+/3DxgwIDIk/pLaDhkyZNSoUWvWrFm7dm1qampOTk4oFDKbzYMHD05L09rsOABA9NjGj9f//LOIhBo1cj/xREmaTJpkW7PGKCJJSWqnTtP1+kD5lggRETGbnV26vLR3b7fvv78nGDR7PIkrVz5er943V1/9b5NJC+ssGgzOmTMTb7hB8fksH3zg79nT37dvtGsCAFSEmO6BF5H09PSXX365Z8+eVqt17969iYmJf/jDH6ZOnVr0PeQuqW2tWrVeeeWV3r17p6am5ufn16xZ84YbbnjllVeKHqIPAMC5jN98Y5k9W+RMuFItlmKbLF5smjHDKiI6ncya5bTZssu7SJyrQYOlvXqNSU3dE3m4b1+XL7988fDhVtGtqoRCjRq5R4+ObNtHjNBl8+YBgCoh1nvgRSQ5OXnw4MFFH/PRRx9ddtvIYQ+XbJVgAAAupBQUOB59VFRVRNzDhkWGNxftyBHd4MGOyK1Ohg51d+/u//zz8i4T53M4jnfvPv7HH2/avr1/KGT0eJJWrRqembm+Vat/R+bJxzLPoEGmRYuM336rO33aPnx4wTvMvwCAyi/We+ABAIh99iee0B0+LCLBq65yP/ZYscdHpr7n5Cgi0qFDYPRoLQzbrqQUJXzllfN79XoiNfXMSjqHDrVbsGDK7t29VVUf3dqKodO5Zs5U7XYRMX35pfmTT6JdEACg3BHgAQAoFdNXX5nnzRMR1WRyzpwpRmOxTSZPtm3YYBSRlJTw66879bGdE6uC+Pgj3bs/1arVO0ajV0QCAevmzX/++uvnTpy4MtqlFSVUu3bhuHGRbfvIkbojR6JbDwCgvBHgAQC4fLqcHPvw4ZFt99ixoaysYpusWGE8Z+q7Kz09XGwTVABFURs1Wtinz4jMzA2RPXl5mcuWPbl69WNOZ+wuauu9915/t24iouTnOx57LDKPAwBQWWlgDjwAADHLNmKE7tQpEQm0a+e5//5ijz91SvfII45wWERk8GDPDTf4y7vCGDF06NBol1AicXE5nTpNP3bsqs2bBxQUpIvIoUNtjxy5pkGDJU2bfmax5Ee7wAsoimvatKQuXZS8POOKFZY5c7x//nO0awIAlBd64AEAuEzmuXPN8+eLiBoX55o5U4obCh8OyyOPOE6e1IlImzbB0aMLK6JKXLr09B969x7VsuX7RqNbRMJhw549vebPn7516x0+X/H3walg4fR018SJkW3bk0/q9++Pbj0AgPJDgAcA4HLojh2zjx0b2S587rlQnTrFNnn1Vevy5UYRSUhQX3/dWYLJ8oganS6YlfVFv37DGjZcpNOFRCQYNO/cefPnn7+8ZctdXm9itAv8H77bbvP16yciitttHzxYQqFoVwQAKBcEeAAALp2q2h97TMnLExF/167eu+4qtsXmzYbnn7dFtqdOdWVmErE0wGwuaN367ZtuGlGnzmpFUUUkGLT8+GPfzz9/eePG+/LzM6Nd4G8Kp0wJV6smIsYNG6z/+le0ywEAlAsCPAAAl8w6e7Zp2TIRUZOTXTNniqIUfbzLpTz0kCMQEBH5y1+8N9/sq4AiUVbs9hMdOszq02dknTprFCUsIqGQce/eG778cvKyZf84dKhd5H82usLJya6XXopsxz37rP7HH6NbDwCgPBDgAQC4NPoDB+ImTIhsu154IVy9erFNxoyx79+vF5HGjUMTJjD1XZPi44906PDqTTcNr19/mU53JrKfONF09epHW7ZMHj/etmdPlO8H6O/d23fbbSKi+P2OwYMlFr5XAACUKQI8AACXIhy2DxqkFBaKiO/WW3233FJsi08/Nc+daxYRk0l9/XWn1cqNvjTM4TjRtu0bt9zyaLNmH1sseZGdJ0/qXnnF2rFj0vXXJ06fbt27N2pJ3vXcc+GMDBEx/PBD3IwZ0SoDAFBOCPAAAFwCy1tvGTduFJFwjRquSZOKPf7wYd2IEfbI9rhx7qZNg+VbHyqExZLXvPnHt9wypGPHl9PStut+/Ty1Y4dh4kRbhw5JnToljR9vW7vWWMG94GpCgnP69MicjripUxlIDwCVDAEeAICS0h09avv1fl2uSZPUpKSijw+FZNAgR36+IiJdu/ofeMBT7iWiAul0odq1199ww3ObNuWOGuWuX/+3hQl379a/8or1llsSGjZMueOO+OnTrevWGb3eYtZKKBOBrl29AwaIiPj9juHDJRyugBcFAFQMQ7QLAABAM+yjRytOp4j4+/b133RTsce/8krct98aRSQlJfzKK67ilrqDVmVmhkaMcI8Y4d62zfDFF6YvvzTv2nVmFH1hobJ0qWnpUpOIGI1y5ZXBFi2CzZoFr7wy1KhRMCmpXOZTFI4bZ1q0SHf0qGHjRstbb3n/9rfyeBUAQMUjwAMAUCLmzz4zffWViKgOh+u554o9fssWwwsvxEW2p093paXREVr5NW8ebN48OGaM+8AB/eLFpmXLjN9+aywsPPPNTSAgW7catm797dNXamq4fv1QvXqhK64IZ2aGatYMp6eHMzLCFkupgr3qcLimTIm/6y4RsU2Y4O/VK1yzZmmeEAAQIwjwAAAUTykosD35ZGS78Omnw+npRR/vdisPP3zmvnEDBnh79fKXd4WIKXXqhO6/33P//Z5gULZsMWzYYNywwbh5s+HYsf+ZvZidrcvO1q1fbzyveXy8mpYWTk0Np6aGq1dXk5LCKSlqUlI4OVlNSQknJ4eTk9W4uKJCvr9HD3/fvqYvvlBcLvuIEQUffFD2JwkAqHAEeAAAimcbO1Z3/LiIBDp08P75z8UeP26cLbIUeYMGofHjuW9c1WUwSOvWwdatg4MGeUTk2DHd9u2GHTv0u3YZ9uzR792r93guMrOioEApKND/9FNRq9lbLGpKilqtWrh69XD16uEaNc703mdmhjIzw3Fxqmvy5KTVq5W8PNOSJeb58339+pXXSQIAKgoBHgCAYhjXrrV88IGIqCaTa8oUKW4u++LFpn//2yIiRqP885/OontKUaWkp4fT0/09evy258gR3cGD+l9+0R86pDtyRHfihO7IEd3Jk7rTp4tZadjrVY4cUY4cufhh1auHGzRIeCDr2QHfDhGRuFGj/Z07q4mJZXcqAIAoIMADAFAUxe+3jxghqioinuHDQ40aFX386dO6Rx+1q6qIyMiR7pYtuW8cilKzZrhmzfC1155/u7lAQLKzdTk5ulOnlJwcXU6OLidHyc3V5eQokZ25ubrsbMXvv/jXSSdP6k6e1H0rj9ST/3SWVfpTJxdfM/mTXjPbtg1ce22gUaPQRVsBAGIcAR4AgKLEvfCC/qefRCSUleUePLjY4//+d/upUzoRads2MGSIu9zrQyVlNEa664tZ+9DpVI4f12Vn6w4f1h0/rjt6VHfokP7gQf3+/TqfT1FFuU/e2CotLOK93Tn7Xx/e+fiHN4hIWlq4a1d/t26Bbt38DgcjRABAMwjwAAD8LsPOndZZs0REdDrXSy+JyVT08e+9Z/nqK5OI2O3qP//p0hc1hRkoAw6H6nCEGjY8v0c9HJYjR/R79uh37qz52UeP377zWUXUf8rDLWSrVywnTujmzrXMnWsxmdTrrgvcequvTx8/cz0AIPYVM70KAICqKxy2jxghgYCIeP72t0CbNkUffvCg/sknbZHtiRMLa9dmlDKiRqeTzMxQt27+IUM83RY/FGrSREQayZ7P2j7dpk3w7FdLfr+yeLHp4YcdTZsm//3v9u++o2sHAGIaAR4AgIuzvv66YeNGEQnXquV+4omiDw6F5JFH7C6XIiJ9+vjvustbESUCJWEyOadPF51ORHpufmnRC6t37z795pvOP/3Jl5h4ptfd5VLmzLH06pXYs2fihx+aA+dPyQcAxAQCPAAAF6E7dChu8uTItuv551W7vejjX33VGrmbd7Vq4alTXeVeH3Apgq1aee+9V0QkGLQPH55gD/br55s1y7ljx+l//7ugb1/f2dkh339vGDTI0a5d0jvvWPz+6FUMALgYAjwAABdhHz1aKSwUEd///Z+/V6+iD96xwzB5clxke9o0V0pKMQuPARWv8MknwxkZImLYvNny1luRnSaT9O7tf+st5w8/5DzzTGGdOmfmfRw6pB8xwt6hQ9J//mNW1WLumwgAqDAEeAAAzmf+8EPTokUioiYlFU6cWPTBfr8yaJA9cjevu+/23ngjvZaIRarD4ZoyJbJtmzhRd+TIuf+akhIeNMizfn3uu+8WtGp15t6Hv/yif+QRx8KFz508eWVFlwsAuBgCPAAA/0PJybGNGxfZLhw/PlytWtHHT54ct3OnQURq1w5NmFBY7vUBl8vfo4evb18RUVwu+4gRFx6g00mvXv6vv86bN6/g6qvPxPjc3CuWLn1yzZqhXm9ihZYLALgAAR4AgP9he/ppXXa2iAS6dPHefnvRB2/YYHz1VauI6HTy6qsuu50bcSGmFU6apCYkiIhpyRLzZ5/93mE33OBfuDDvrbecdeueGVT/yy/tFyx4cf/+LhVUKADgYgjwAAD8xrhxo2XuXBFRzWbXlCmiFDX7t7BQeeQReygkIjJokKd9e1buRqwLp6UV/jrAxDZ2rOL63QUXFUX69vWtXp179dXvG41eEfH7bevWPfTNN8O93oQKKhcA8L8I8AAA/CoUso0cKaoqIp5HHw3VrVv04U8/bTtwQC8iWVmhMWPcFVEhUGreP/850K6diOiOHYv7dVb87zGZpEmTL/r0GZmeviWy58iRVl9+Ofno0ZblXigA4AIEeAAAzrC+9ZZh+3YRCdWp4xk6tOiDly0zvfOORURMJnn1VafJxOB5aISiuF58UQwGEbG+/rrhxx+LbREXl3399S+0a/f/jEaPiPh88StXPv799/eEw/pyrxYAcA4CPAAAIiK67Oy4SZMi24UTJ6pmcxEH5+Upjz1mV1URkREj3M2bByugQqCshLKyPAMHiogEg2dHnRSrXr0VvXuPqlZtt4iIKLt29Vm+/AmfL74cCwUA/C8CPAAAIiK2Z55R8vNFxN+7t79nz6IPHj3afuyYTkRatQoOGcLgeWiPe8yYcFqaiBjXrTN/+mkJW9ls2d26TWjW7BNFCYvIyZNZX389IS+vdjkWCgA4BwEeAAAxbthgnjdPRFSLpXDChKIPnj/f/PHHZhGxWtWZM50GQ0VUCJQt1eEoHDs2sm178kmloKCEDRUl1Lz5R9dd96LJVCgibnfqkiVPHzvGlHgAqAgEeABAlRcK2UaNOrN23WOPhWoX1Z148qRuxAhbZHvsWHeDBqGKqBAoB77bbgtce62I6E6ejJs69ZLapqdv7dnzyfj4IyISCFhWrhz+8883lEuVAIBzEOABAFWddfbs39auGzy46IOHD7fn5OhEpHPnwN/+5qmI+oByoiiuSZPEaJQSr2Z3LofjRI8eT6WlbRcRVdVv2HDf9u23lkudAIBfEeABAFWa7tSpuBdeiGwXPvdc0WvXzZ1r+fprk4g4HOrLLzt1XEWhcaGsLM+994pc2mp2Z5lM7uuvn1y37qrIw23b+m/e/BcRpazLBACcwUcPAECVZnvqqTNr1910k79HjyKOPHxY949/nBk8P2FCYWZmuCLqA8rZ5a1md5ZOF2rf/rWsrPmRh7t399q0aSAZHgDKCQEeAFB1GdevN3/0kUTWrhs/vogjVVUee8xRUKCISM+e/rvu8lZQiUA5u+zV7M59jpYtP2jZ8v3Ig59+6r5x41/J8ABQHgjwAICqKhj8be26YcOKXrvuzTctK1caRSQ5WZ061VVBFQIVojSr2Z2VlfXFNdf8W0QVkb17u23efE9ZlggAEBERbn0DAJXK0KFDK/LlZsyYUZEvV7Zn12fXrnt27BCREw7HyL17Axc8+dmz279fP378mcHzkye70tIYPI9oKo9f88zExOd0On04bJo16+l9+w4lJl7GkzRu/LWiqN99N0BEdu/ubTD4rrrqP2VdKQBUafTAAwCqokSv99bt2yPb71xzTUCv/70jQyEZPNjudisicsstvj/8wVdBJQIV6FBCwuKGDUVEr6oDN2267OHvjRotbNnyg8j2jh1/2L27TxkVCAD4/+zdd2BUVfo+8OdOn0kPCUlIIz0hhRKK67oWbCBFmiiIou6uuroi6LrWXf2uZVlXZVF2dV2xunbK/QAAIABJREFUAxYEQRREARGkSE9vJCQQ0nubfn9/XBL5iUCSuclMJs/nr8Ode955ERjnzXvuOQALeCIiGpxuPXzYYLEA2B8efnTYsAvc+frr+h9/VAMYOtT+4ott/ZQfUb/7NDW1Ua8HkFhT86vS0l7HSUr6IiVlnTQ+fPjWkpLfyJMfERGxgCciokEosabm0tJSACalcvXo0Re4My9PuXSpQRq//HKrvz8Xz5Pb6lCr14wcKY0XdP6Eq3dSU9fGx28FAAg//nh3ZWWKHAkSERELeCIiGmSUdvtdBw5IK4TXp6TUeHic706LBX/8o5fJJAC45RbjpEnm/sqRyDl2R0XlBQYC8DUaZ3Y+Y9I7Y8a8Fxm5B4Ddrty9e3FTU5g8KRIRDW4s4ImIaHC5tqgorKkJQIW391eJiRe481//Mhw7pgIQGmp//nkunif3JwLvjh1rEwQAkwoKpH8pvSMI4iWX/Hfo0DwAFoth584/G43esiVKRDRYsYAnIqJBxNNkmpWZKY3fS0+3Ks77/8GGhqhlywwABAHLl7d4e4v9lCKRU5X5+n4THw9AabffdviwI6EUCstvfvOKt3cFgLa2gN27F9vtPP+IiMghLOCJiGgQmZOV5Wk2AzgSGpoRHHy+2+x29d6990qPAN95p/GKK3r/MDDRgLM2NbVZqwWQWlk5przckVAaTevll/9To2kDUFOTePDgHbJkSEQ0aLGAJyKiwSK0ufnqoiIANoXiwwvuXZeZOaepKRzA8OG2p5/m4nkaXNrV6rVpadL4tsOH1XaH9m708qr89a9fFQQbgOPHJxYVTZQhRSKiwYoFPBERDRa3HT6stNsBfB0fX+Hldb7bamvjcnOnAFAosGJFq8HAxfM06GyPiSnz9QUQ1Np6bWGhg9GCgzNHjz5zOPyhQwvr6mIdzY+IaLBiAU9ERIPC6PLytIoKAK0azefJyee7zWbT7tt3rygqANx7b8eECVw8T4ORXRDeHzNGGs/KyvIymRwMmJDwVWTkDwDsdvXu3YtNJm5oR0TUGyzgiYjI/Snt9gVHj0rjT0aObNVoznfn0aM3t7SEAPDxKX/iifZ+yo/I9eQEBR0KCwNgMJvndG796Ijx49/y9S0D0N7uv3fvH0RRcDwmEdFgwwKeiIjc3/WFhSHNzQDKfXx2xMSc77bq6hGFhdcDEATbJZe8rtVy8TwNah+OHm1RKABcXVQU3tjoYDSVynTZZcvU6g4AFRUjc3Ony5AiEdEgwwKeiIjcnKfZPCMrSxp/MGaMdMb1uSwW3b5990hdweTkjf7+xf2XIpFLqvL0/Do+HoBCFG937Eg5iZdX1fjxb0rjjIw5NTXxjsckIhpUWMATEZGbm5uRIR0ddygs7AJHxx05sqCtLRCAn19pcvK6/suPyIWtS0lp1OkAJFdVOXiknCQiYn9c3FYAoqjct+9+i8XgeEwiosGDBTwREbmz0Kamq4qKAFgVitWjRp3vtsrK1OPHrwKgUFgvueR1hcLWfykSuTCjWr0uNVUaO36knGTMmFW+vqUAWlsDeTI8EVGPsIAnIiJ3dtvhw0pRBLDl/EfHmc0e+/bdAwgAUlM/k/bZIiKJvEfKAVAoLJde+h+l0gLgxInLSksvdTwmEdEgwQKeiIjcVnp5eVplJYBmrfbzlJTz3Xbo0MKODn8AQ4YUJSVt6r/8iAYC2Y+UA+Djc3LUqNXS+ODBO6V/gEREdFEs4ImIyD2p7Pb5R45I40/S0trV6l+87dSp9BMnLgOgVFomTHhTELh4nujnZD9SDkB8/NaQkKP4/5fAEBHRhbGAJyIi93R9QUFISwuAUz4+O89zdJzJ5HXgwO+l8ciRH/v4nOq//IgGFHmPlAMAiOPHv6XRtAGorEwtKpooR0wiIjfHAp6IiNyQt8k0MztbGl/g6LiDB+8yGr0BBAbmxcdv7r/8iAYa2Y+UA2Aw1KenvyuNjx6d394eIEtYIiI3xgKeiIjc0E0ZGQazGcCBsLDM8xwdV1r6q7KyCQBUKuMll7whCGK/pkg00Mh+pByA4cN/CA8/AMBi0e/f/zuR/wqJiC6IBTwREbmbsKamK48fB2BVKNac5+i4jg7fQ4fulMajR6/29Kzuv/yIBiajWv2Z3EfKARg79m2tthVAZWXa6tU6WWISEbkrFvBERORubj906MzRcQkJlec5Ou7Agd+bTJ4AgoMzYmO39Wt+RAPWDrmPlAOg0zWlp78njZ95xqOmht9OiYjOix+RRETkVkZVVKRUVQFo0unWJyf/4j3FxVeWl48GoFa3T5jwP4DLdom6xS4IH551pJynHEfKAYiM/GHYsCMAGhuFJ5/0kCUmEZFbYgFPRETuQyGK8zqPjvssNbXjl46Oa28POHx4gTQeM+YDg6Gu//IjGviyzjpSrmurSMeNHfuOSmUCsH69dts2jVxhiYjcDAt4IiJyH1cUF4c3NQGo8Pbe8ctHxwn7999tsRgAhIYeiY7e2b8JErmD1aNG2RQKANcWFga1tMgS08OjNjX1U2n86KMeRiOPhSci+gUs4ImIyE1obLZZWVnSeNWoUb94dFxh4TWVlSkAtNrWceP+16/5EbmLCi+v7TExAFR2+9yMDLnCJiRsSUuzAigtVb7yil6usERE7oQFPBERuYkpublD2tsB5A0dejg09NwbWluDjh6dL43T09/V6xv7NT8iN9L1iMolZWVxtbWyxBQE+z//2apQAMC//60vLFTKEpaIyJ2wgCciInfgbTJNzcsDIAJrRo489wZRFPbtu8dq1QIID98fGbmnv1MkciPNWu2mxEQAAjDv2DG5wo4ZY1240AjAbBYefdRTrrBERG6DBTwREbmDOZmZeosFwL7IyMKAgHNvKCiYXFOTCECnax437p3+zo/I7XyZlFRnMABIrK4eU14uV9gnnmgLCLAD2LVL/fnnWrnCEhG5BxbwREQ04IU0N191/DgAq0LxSVrauTc0N4ccOzZXGo8bt1Krbe7X/IjckVmpXJeSIo1vPXpUKcpzHKOvr/jXv7ZL46ef9mhr4252REQ/YQFPREQD3rxjx5R2O4CtcXFVnj9fdiuKiv37/2CzaQAMH/5DWNgBJ6RI5I52Rkef9PEBENLcfMXx43KFveUW47hxVgCnTyteecUgV1giIjfAAp6IiAa2uNra9FOnALRrNJ8nJ597Q27ulNraWAB6fUN6+nv9nR+R+7ILwkejRknjuZmZOotFlrCCgKVLW5VKAHjjDV1JCZvwRERnsIAnIqIBTABuPXJE+nb/+YgRrdqfPzHb1BSWmTlHGo8f/5ZG09q/CRK5uSPDhmUFBQHwNhqn5OfLFTYtzbpgwZnd7B57jN9XiYjO4AciERENYBPKyuJrawHUGwxb4+N/9qooKvftu9duVwOIjt45bNgRJ6RI5O5WjR4tCgKAKbm5vkajXGEff7zd21sEsG6dsGsXv7ISEQGAytkJEBER9ZLSbp+bkSGN14wcaVb+/NTonJzp9fXRAAyGujFjPujv/IgGh1I/vz0REb8uLdVZrbMyM98eN67XoRYtWnT2L2Niph45Mh/A3Lmnrr/+KUGQZ5+8Lq+++qq8AYmI+hp/nElERAPVtYWFwS0tAEp9ffdERv7s1cbGiKysmQAAccKEN9Xq9n5PkGiw+GTkSItCAWDi8eOhTU1yhY2P3+LpWQWgoSHqxInL5ApLRDRwsYAnIqIByWCxzMzOlsZdK3i72O3S4nkVgNjY7cHBmU5IkWjQqPHw+CY+HoBCFG/uXBfjOIXCOmrUGmmckTFXOkuCiGgwYwFPREQD0o05OV4mE4Cjw4ZlBQf/7NXs7BkNDcMBeHjUjBq1qv/TIxps1icnt2o0AMaeOjWiqkqusOHhBwIDCwC0tw/Jy5ssV1giogGKBTwREQ08/h0d1+XnA7ALwprOU6y6NDQMz8mZAQAQJ0z4r1ot265aRHQ+bRrNxhEjpPG8Y8fkO/lNHDXqQ0AEkJs73Wj0li0wEdEAxAKeiIgGnpuPHdPabAC+j44+6eNz9kt2u2rfvj/Y7UoAcXHfBAXlOCdFosFnS0JCtacngJi6uvFlZXKFDQgoiojYD8Bi0Wdnz5IrLBHRQMQCnoiIBpjIxsbLTpwAYFYqP0tJ+dmrWVmzGhvDAXh6Vnc9PUtE/cCqUKxNTZXG848dU9vtckVOS/tYobABKCqa2NISJFdYIqIBhwU8ERENMPOOHBFEEcBXiYl1BsPZLzU0DM/NnQZAEMQJE/6rUpmckyLRYPVDZGSJnx+AwNbWq4uK5Arr5VUVG7sNgN2uysi4Wa6wREQDDgt4IiIaSEZUVaVVVgJo1mo3JiWd/ZLdrt67t2vx/NahQ3OdkyLRICYKwprRo6XxzKwsncUiV+Tk5HXSfhZlZRPq66PlCktENLCwgCciogFDAG45dkwab0hONqrVZ7+alTWzqUlaPF81cuRHTsiPiICsoKCMkBAAXibTlLw8ucLqdM2JiZsAAEJGxly5whIRDSws4ImIaMAYe/JkbF0dgFoPj2/j4s5+iYvniVzHmlGjREEAMCUvz8co2zEQiYlf6XTNACoq0qqrR8gVlohoAGEBT0REA4TNNjczUxquTU21KH76X9j/v3j+66FDZWv6EVEvlPr67gsPB6CzWqfnyHYShEplTEraKI3ZhCeiwYkFPBERDQy6jz8ObWoCUOHt/cPw4We/lJU1Q1o87+VVNWrUx05Jj4jO9mlamk2hAHBtYeHQ1la5wsbFfWMw1AOoqYmvqBglV1giooGCBTwREQ0Agslk+Oc/pfGakSNtgtD1UkPD8Nzc6QAEQRw//r9KJRfPEzlfpZfXzuhoACq7fVZ2tlxhlUpLcvI6aZyRMQcQLnw/EZGbYQFPREQDgO7ttxWnTgE4PmTIobCwrut2u2rfvns6F89/w8XzRK7js5QUk1IJ4LKSkrCmJrnCRkfv9PSsBlBfH33q1Bi5whIRDQgs4ImIyNUJbW36V1+Vxh+NHCme9VJOzo2NjZEAPD1ruPM8kUtp0Ou3xscDUIjiTRkZcoVVKGxdTfjMTDbhiWhwYQFPRESuTr9ihaK2FsCxkJDsoKCu642NEdnZNwIAxPHj31SpZNvsmohksWHEiFaNBsC4U6fiamvlChsVtdvLqwJAY2PkyZPj5QpLROT6WMATEZFLU9TV6d94AwAE4ZORI7uui6Jy37577HYVgNjYbUFBsj1kS0RyaddovkxMlMbzjh2TK6wg2FNTzzThs7JmiSKb8EQ0WLCAJyIil6Z/+WWhtRWAacaMEj+/rus5OVMbGqIAeHjUjhq12mn5EdEFbU5MrNfrASRWV6dVVsoVNiJir7f3aQCNjeFswhPR4MECnoiIXJfi5Ende+8BgErV/sgjXdebm0OzsmYBAMTx499Sq7l4nshFmZXKjcnJ0njekSOCKF74/m4SBHtKynppzCY8EQ0eLOCJiMh1ebz4omA2AzAuWGCLi5MuiqJi//577HY1gOjoncHBsm2ORUR9YVtMTJWnJ4DIxsYJJ0/KFTYiYq+3dzmApiY24YlosGABT0RELkqZl6f99FMAok7XvmRJ1/WCgutra2MB6PUNo0d/6LT8iKh7bArF2tRUaTw3I0Npt8sS9uwmfHb2DG5HT0SDAQt4IiJyUR4vvACbDYDxnnvsw4ZJF1tbh2ZkzJXG48a9rdG0Oy0/Iuq2PZGRpX5+AIJbWq4oKZErbETEvq7t6MvLeSY8Ebk/lbMTcB8Khfv/NEQQBAAKhUKpVDo7F3I50l8PDI5/C9SlR58GgiB0/37V4cOaLVsAiD4+pkWLOicKBw781mrVAoiM/CE09FBPE+4RftZRN/GvykWJgvBJauoj338PYHZm5g/Dh5vk+I8mCPYRIzbs338vgMzMWaGhh4EePGPPP7iBrusrR4/+/0KDh/Tt1M3+brCAl42vr29XAePePDw8PDw8nJ0FuS4fHx9np0D9x++sbeEvSq/X6/X67t79/PMQRQDCY4/5RkdL144fv7KyMhWAVtuSnv5Bz3LtuR797mgw41+V7jgSGpozdOiI6mq/jo5rCwo2JSXJEjYq6ofs7NmtrYENDVEVFakhIT3YFIN/cG7DYDAYDAZnZ0Euys3+pbOAl01LS4so08aqLksQBG9v7/b2dovF4uxcyOV4eHioVCoALS0tdpmebyTX19TU1M07vb29TSaTyWTqzs2qb77x2LEDgBgc3HLHHWJTE4DKSsXRo7dKN6Snv6fVNvcq5R7o/u+OBjn+VemmT9PSnv72WwA35uTsiIlp02gcjykItqSkDQcO/A5ATs6MHhXw/IMb6DQajfRz4Y6ODrPZ7Ox0yOUYDAaFQtHa2ursRC6iR90vFvCysVgsg6GAB2Cz2VjA07m6inar1Wqz2ZybDPWbHn0a2O32bt0vih7PPisN2x56yKxSwWIB8PDD3mazBsCwYUcjI/f0Jt0e4mcddRP/qnRTfmDgkWHDRp8+7WE2T8nL+yQtTZaw0dE7s7NntLcHVFcn1tQkBAbmd3Mi/+AGuq6l0d39/wsNMna7XRAEN/u7wUdViYjItWg3bFBlZACwDR9uXLBAurhxo/bLLzUA1OqOceNWOjM/InLAJyNHioIAYHJ+vq/RKEtMhcKWmLhFGufk3ChLTCIi18QCnoiIXInNZnjxRWnY/thjUKsBNDYKjz9+ZuuNkSPXGAx1TkuPiBxT6uu7JyICgNZqvTE7W66wMTHbtNoWAKdPj2xoGC5XWCIiV8MCnoiIXIj200+VhYUArElJppkzpYvPPONRXa0AEBiYFxu7zZn5EZHD1qal2RQKABOLigLa5TkJUqUyxcdLTXghJ2eaLDGJiFwQC3giInIZFovhpZekYftjj0GhALB7t3r1ah0AjUYcP/4tQXDz3UaI3F6Vp+fO6GgAart9RlaWXGHj47eq1UYAJ09OaGkJkissEZFLYQFPRESuQvfhh8rSUgDWkSPNkycDMBqFhx/2lHYIffjhDm/v087NkIhk8VlKilmpBHBlcXFIszwnSmg0bTEx3wIQRUVe3lRZYhIRuRoW8ERE5BIEk8nwr39J4/Ynn4QgAHj5ZUNxsRJAUpLtgQfkWWpLRE7XoNdvj40FoBDFGfI9CZ+YuEWhsAAoKbm8o8NXrrBERK6DBTwREbkE3TvvKE6fBmAZP9581VUAcnNV//63HoBCgZdfblGrnZwhEcno8+Rko0oF4LLS0ojGRlli6vX1UVG7Adhs6oKCybLEJCJyKSzgiYjI+YT2dv2rr0rj9ieeAGC346GHPKWjW++80zhunNWJ6RGR7Jq12m/i4wEIojhTvifhk5I2STtlFBZebbHo5QpLROQiVM5OgIiIBrBFixbJEufG7Oyba2oAZAYH//3jj/Hxx4WF1x48eCcAg6G+qemRRYs6ZHkjInIdG5OSri4qMpjN40+ejK6rKx4yxPGYXl4VYWEHT54cZ7EYjh+/OjFxk+MxiYhcBzvwRETkZAaLZUpenjT+NDUVQEeHb0bGzdKV9PR31WpW70RuqE2j2Sw14YHZ8j0Jn5S0QRrk5U2y29msIiK3wgKeiIicbEpenqfZDOBQaGhRQACAQ4fuMJsNAMLCDoSFHXRyfkTUZ75MSmrWagGMLi+Pq62VJeaQIcWBgXkAOjr8S0svlSUmEZGLYAFPRETO5GkyTcrPByACa1NTAZSXjzl5cjwAtbojPf09J+dHRH3JqFJ9lZgojW/KyJArbFLSmZXzeXlTAEGusERETscCnoiInGl6bq7eYgGwPyKi1M/PatUdPHiH9FJa2icGQ70zkyOivvd1fHyjTgcgpapqRFWVLDFDQ4/4+JQDaGwMr6xMlSUmEZErYAFPRERO49vRcW1BAQC7IHyWmgogM3N2e3sAAH//43Fx3zg5PyLqeyaVauOIEdJ4rmxNeDEh4StplJt7g0wxiYicjwU8ERE5zYycHK3NBmD38OHl3t6NjZH5+ZMACIJt/PiVgmB3doJE1B+2xcXVGQwA4mtrR1VUyBJz+PDdOl0TgMrK1MbGcFliEhE5HQt4IiJyjoD29quKigDYFIr1KSmiKBw4cJcoKgHEx3/t53fCyfkRUX+xKBSfJydL45syMmR5Zl2ptHSu4hHy86fIEZKIyPlYwBMRkXPMyspS2+0AdkRHV3l6FhdfVVsbB8BgqE9NXevs7IioX30XHV3l6Qkgqr5+7MmTssSMi/tWqTQDOHHiV0ajrywxiYiciwU8ERE5QVBLy2+KiwFYlMoNyckmk9fRo7dIL40Z875abXRqdkTU32wKxbqUFGl8U2amIIqOx9Rqm6OidgGw29WFhdc6HpCIyOlYwBMRkRPMycpSiiKAb2Nj6wyGo0fnmc2eAEJCjoaH/+js7IjICX4YPrzc2xtAWFPTpWVlssRMSNgCiAAKC6+22TSyxCQiciIW8ERE1N/CmpouLS1F5+7TNTXxxcVXAFAoLOnpHzg7OyJyjq7TKADMzsxUytGE9/YuDwk5BsBk8j5x4jLHAxIRORcLeCIi6m9d62O3xMc3aj0OHrwLEAAkJ2/w8pJnA2oiGoj2R0SU+vkBCO58ysZxiYmbpUF+/mTpo4aIaOBiAU9ERP1qeEODtENVu1r9ZVJSQcF1jY0RALy8KpOSvnB2dkTkTCLwaWcTflZ2tsouw1mSwcFZPj4nATQ1hVZUpDoekIjIiVjAExFRv5qdmSm1wDYnJtbYhmZmzpGup6e/p1RanJgYEbmCw6GhRUOGAAhoa7vy+HE5QooJCVukUX7+ZDkCEhE5DQt4IiLqP9H19WPKywG0aTSbExKOHr3VYtEDCA8/ID2nSkT0aVqaNJiRk6OWowkfFbVbp2sGUFGR1twc6nhAIiJnYQFPRET9Z05n+/3LxMQTDaknTlwKQKUyjRnDveuI6IzM4OC8oUMB+Le3X1VU5HhAhcISE7MdACAUFFzveEAiImdhAU9ERP0kur5+5OnTAFq12i1xSYcO3dG5d93nBkOtk5MjIlfyWeeZ8DNycjQ2m+MB4+K+UShsAEpKfmM2ezgekIjIKVjAExFRP5mbkSG13zclJmacmNy1d11i4lfOTYyIXE12UFDO0KEAfDs6JsrRhNfrGyIi9gGwWrXFxVc6HpCIyClYwBMRUX+Iq61Nq6gA0KLVfhGRnpl5k3Q9Pf19hYJ71xHRz3U9CT89J0crRxM+Pv5raVBYeJ0o8jswEQ1I/PAiIqL+cFNmpjT4Iilpf84Cs9kAIDT0UEjIUafmRUQuKj8wMDsoCICv0Xh1YaHjAYcMKRoypAhAa2tgefloxwMSEfU/FvBERNTn4mtqUiorAbRotZ8GXCutX1UqLdy7joguoKsJf2NOjs5qdTxgVxOeW9kR0QDFAp6IiPrc3M72+4YRybuP/l4UBQCJiZs8PaudmhcRubSCgIDM4GAAXibTNXI04SMi9ut0jQCqqpKbmsIcD0hE1M9YwBMRUd9KqKkZUVUFoFGnW6m+vbY2DoDBUDdixEZnp0ZErm5taqo0mJabq7M4ul+GQmGNjd0GABAKC69zMBoRUf9jAU9ERH1rbkaGNFifMHJ/5kJpPHr0apXK5LykiGhgKAwIOBYSAsDLZLpOjiZ8bOw2hcIKoKTksuZmwfGARET9iQU8ERH1oZTKyqTqagCNev0K8yMdHb4AAgMLpPOciIgu6pO0NBEAMDUvz/EmvF7fGB7+IwCrVffRRzqHsyMi6lcs4ImIqA/NysqSBh/HXnI0fzoAQbCnp78DiE7Ni4gGjBJ//6PDhgHwNJkmFRQ4HjA+fqs0WLlSJ/KjiIgGFBbwRETUV9IqKhJragDUGQwv1j9nt6sBxMR85+dX6uzUiGggWXtWE95gNjsYLSCgwM+vBEBxsXLHDo3D2RER9R8W8ERE1FfmdLbfPwi/prj8UgAaTXta2idOTYqIBp4SP7/DoaEADGazTE34b6TBypVcRU9EAwkLeCIi6hOjTp+Ora0FUGvw+HvVK9LFlJR1Wm2zU/MiogHps9RUqQl/Q16eh8NN+MjIPVptK4Bvv9WUliodzo6IqJ+wgCcioj4xu7P9/ubQ2dWNMQC8vCri4rY6NSkiGqhO+PkdDAsDYLBYJuXnOxhNqTRHRX0HwG7Hu++yCU9EAwYLeCIikt+Y8vKYujoANQbPf1S+JF0cPXqVdHoTEVEvrE1LEwUBwA35+Z4ON+Hj4r5VKABg9Wqd0cjz5IhoYGABT0REMhOAmZ3t91d972w2BgIICsoKDT3s1LyIaGA76ePzY1gYAL3FMjkvz8Fonp7VV19tBlBfL6xfr5UhPyKivscCnoiIZDb21KmY+noAlR4+/6z6BwBBsI8Zs8rZeRHRgPdZaqrUhJ+cn+9tMjkY7a67jNLgnXe4ip6IBgYW8EREJCfhrLPf/6l7wGTTA4iO3unry6PjiMhRp3x89oWHA9BZrTc43ISfONEcGWkDcOSI6uhRlQz5ERH1MRbwREQkp7GnTkU2NAA4ZRiyvO5pACqVMS3tU2fnRURuYl1qql0QAFxXUODlWBNeocDChWzCE9FAwp81EhGRbM5uv/9d+WcbVABGjNio0zU6Na9eWrRokbNTIKKfK/f23hsR8evSUp3VOjUvb83IkY5Eu/VW0z/+YTCZhHXrtM880+bnJ8qVJxFRX2AHnoiIZPNT+10X8GbLQwAMhvrExM3OzouI3MrnKSliZxPe22h0JJS/v336dDMAo1H45BM24YnI1bGAJyIieQjAjdnZ0vhZ/NUKFYC0tE+USkc3miIiOpvUhAegtVpvcPhM+DvvPPMjgPfe04lswBORa2MBT0RE8kg/dSq6vh7ASW3Q28Y/APDzOzF8+C5n50VEbmh9ZxP++oICB7ejHzfOkpxsBVBYqNy9Wy1PfkREfYMFPBERyUAAZnS235+x/U1qv48atUYQ2M8iIvmVe3vv62zCO34mfNdWdu+9x1X0ROTSWMBHg+t8AAAgAElEQVQTEZEMfmq/a4Lft94FICTkWHBwprPzIiK3tU6+JvxNN5k8PUUAX32lra7m12Micl38hCIiIhl0td+ftj5nhUoQ7KNGrXZuSkTk3sq9vbvOhJ/s2JPwnp7inDkmABYLVq9mE56IXBcLeCIiclRX+71MPewD+0IAUVG7fH1POjsvInJzPzXh8/MdbMLfcceZVfTvv6+122XIjYioL7CAJyIiR/309Lv1OStUSqUlNXWtc1MiosGg3Menqwk/ybEmfHKyddw4K4CTJ5Xbt2vkyY+ISG4s4ImIyCHp5eUx9fUASlVhH4i3AUhI2GIw1Dk7LyIaFLqa8JMcbsIvXNghDd59l6voichFsYAnIiKHzMjKkgbPWJ+1QqXRtCYlbXBuSkQ0eJT7+OyXqQl/441mPz8RwLffasrL+SWZiFwRP5uIiKj3utrvJ5QRH2IBgOTkDRpNu7PzIqJB5LOzmvBeDjThdTpx7lwjAJsNH3zAJjwRuSIW8ERE1Htd7fe/2Z6xQmUw1MXFbXVuSkQ02JT7+PwoUxN+4UKjIADA6tU6q1WW7IiI5MQCnoiIemlMZ/u9RBH5AW4DkJq6Vqm0ODsvIhp0fmrCFxR4ms29jhMXZ/vVrywAKioU33zDreyIyOWwgCciol6a2dl+f9b+tBUqH59TUVG7nJsSEQ1Op3x8fgwLA6C3WBw8E/7227vOk+MqeiJyOSzgiYioN7ra72VC+CrcCiAt7RNB4OnJROQcn6Wmdj0J70gTfto0s7+/HcD27ZqTJ/lVmYhcCz+ViIioN7ra7/8nPmOGZsiQ42Fhh5ybEhENZnI14TUa8eabTQDsdqxaxSY8EbkWFvBERNRjo89qv0ubz48cuQYQnZ0XEQ1qcjXhb7/9zFZ2q1ZxKzsici0s4ImIqMdmZWdLg7+JT5uhCQ7OCArKcW5KRESnfHwOdDbhHdmOPjbWdumlFgCVldzKjohcCwt4IiLqmdGnT8fU1QE4IQx/H7cDYlrap85OiogIANalpEhrgSbl53s40IRfsODMVnY8EJ6IXAoLeCIi6pmup9+fE5+yQB0efnDIkOPOTYmISFLm63sgPByAwbEn4adPNw8ZYgewbRu3siMiF8LPIyIi6oG0iorYs9rvgmBPTWX7nYhcyE9N+IICQ2+b8BqNeNNNZ7ayW7OGTXgichUs4ImIqAdmdj79/rz4pAXqyMg9Pj6nnJsSEdHZynx9D4aFATCYzZMKCnod57bbzqyiX7VKZ7PJkxsRkYNYwBMRUXelVlYm1NQAKEP4+7hdobClpHzm7KSIiH6uqwl/Q15er5vw8fG2Sy6xADh9WrFtG7eyIyKXwAKeiIi6q6v9/gKeNEMTHb3Ty6vKuSkREZ2r1M/vcGgoAIPFcl1hYa/jcCs7InI1LOCJiKhbkquqEqurAZxE+Lu4Q6GwJCd/7uykiIh+2brU1K4mvM5i6V2QG280+/iIAL79VlNRwa/NROR8jn4SJScnv/DCCydOnJAjGSIicl2zOjefX4rHTNDGxm43GGqdmxIR0fmU+PkdHTYMgKfZ3OsmvE53Zis7q5Vb2RGRS3C0gM/JyXnyySejo6Mvu+yy119/va6uTpa0iIjIpcTX1CRVVwOoQMg7uFOpNCUnb3B2UkREF7K2swk/1YEm/Flb2WntdpkyIyLqLUcL+PT0dACiKP7www/33XdfSEjI9OnTP/74446ODjnSIyIil3BTZqY0+Dse74A+Lu4bna7RuSkREV1Yib9/RkgIAE+T6Zqiot4FGTHCmp5uBVBWpvz+e7Wc+RER9ZyjBfzBgwcLCwufffbZ5ORkABaL5YsvvrjllluCgoIWLly4detWG4/dICIa4OJra5OrqgBUIvgt/E6lMo4YscnZSRERXdxnKSnSYFpurs5q7V2Qrq3sPvyQq+iJyMlk2I0jNjb2qaeeysrKyszMfPLJJ2NiYgC0tLS8//77119/fWho6JIlSw4ePOj4GxERkVPM7my//wOPdkAfH/+1Vtvs3JSIiLqjKCAgMzgYgJfJNLG3TfgZM0weHiKAzZs19fXcyo6InEnOz6CUlJTnnnuuqKjowIEDDz/8cFhYGICqqqp//etf48aNS0hI+Nvf/lbU249OIiJyitja2tTKSgBVCHoTd6vVHUlJXzo7KSKi7vosNVUaTMvN1fZqZainpzhzpgmA2Sx8/LFWzuSIiHqoT36IOHbs2JdeeqmsrGzXrl333XefwWAAUFBQ8PTTT8fFxV1yySUrVqzgdndERAPC7M7N5/+JR9phiI/fotG0OjclIqLuKwgIyA4KAuBjNF7V207Srbd2bWXHVfRE5Ex9tQpIFMUDBw58+eWX3377bXt7+9kv7d+//4EHHoiMjHz88cf5hDwRkSuLqq9Pq6gAUIuA/+Ietbo9MfErZydFRNQzn3Y24afn5Gh69eVz7FhrUpINQH6+8sABbmVHRE4jcwFvs9l27NixaNGiiIiICRMmLF26tKCgAIBWq50yZcrbb7/9yiuvpKWlAWhra1u6dOm9994rbwJERCSjOZmZAgDgn3ikFZ4JCV9rNG1OzomIqIcKAgNzhw4F4Gs0Xnn8eO+CnLWVHVfRE5HTyFPAG43GTZs23XXXXUFBQRMnTnzttddOnToFQK/Xz5w5c9WqVdXV1Zs2bbrzzjuXLFly7NixH374QSrjV65cKVX4RETkaqIaGkadPg2gDkNexx/U6vaEBLbfiWhAWte5Hf2MnBx1r5rwc+YYNRoRwIYN2tZWQc7kiIi6TeXg/I8++mj9+vVfffVVa+tPj0R6enpOmTJlzpw5kydP9vDwOHfWpZde+v77748aNUoUxYMHD8bHxzuYBhERyW5WZ/v9ZTzcAq+UhHVsvxP9okWLFjk7BbqI7KCgvMDAxJoa346OK4qLv42L62kEf39xyhTz+vXatjZh/XrtbbcZ+yJPIqILc7QDP2/evE8++USq3n19fW+77bYNGzbU1NR89NFHc+bM+cXqXRIdHS0NwsPDHcyBiIhkF9nQMKa8HEA9/Ffgj2p1R0LCFmcnRUTUe+s7m/A35uSo7PZeROBWdkTkdI524AEEBATceOONc+bMufrqq9Xq7u7qYbfbV6xYAWDcuHGO50BERPKanZUltd+XYUkLvFIS1nPzeSIa0DKDg/MDAxNqaoa0t19eXLw9NranES6/3BIZaSstVR46pMrNVSUlWfsiTyKiC3C0A79t27bKysq33npr0qRJ3a/eAfj4+Nx///3333+/TscfYRIRuZawpqb08nIATfDpbL9vdnZSRESO+jw5WRrMyM7uRRNeEHDrrSZpzK3siMgpHC3gJ06cqFQqZUmFiIhcxJzMTEEUASzDkkb4xsd/zfY7EbmBYyEhx4cMARDQ3n5ZSUkvItxyi1H65rt2rc5k4lZ2RNTfHC3gly9fvnz58oveVlFRsXz58lWrVjn4dkRE1NfCm5rGnToFoAk+y/GgSmXi0+9E5DbO3o4e1h6vgQ8JsU+caAZQXy9s3qyROTkiootxtIBfvHjx4sWLL3pbfX394sWLH3vsMQffjoiI+trMrCyp/f4qFjXCNy5uq1bb7OykiIjkcWTYsGJ/fwBDW1t1a9f2IkLXVnYffsjnQImov8lzDvxF5efnA6ipqemftyMiot4JbW6ecPIkgBZ4/QuLVSpTYuKXzk6KiEhOXdvR65ctQ8/PhL/uOnNgoB3Arl3qsjI+SUpE/arHu9AfOnRo0qRJP7sYGBh4gSk2m62xsRFASEhIT9+OiIj604zO9vsK/LEe/omxX+l0bL8TkVs5FBpa7O8fXV+vLC7WrltnuummHk1Xq3HzzaYVK/R2O1av1j72WHsf5UlEdK4ed+CtVmvtWaSLtRfU0NAgiiKAu+++W+b0iYhIPkEtLZeUlQFog8e/sFiptLD9TkRuacOIEdLA8NJLvWjC33qrURAAYM0aXc9nExH1Xo878KGhoU899VTXL5977jkAZ1/55bdRqcaMGTNt2rSevh0REfWbWdnZSlEE8B/cV42hcdFb9foGZydFRCS/g+HhZb6+EY2NyuJi7caNppkzezQ9NtY2bpzlxx/Vp08rdu7USNvaERH1A0Hqjfd+viAAcDCIe6irq3P7/w6CIAwZMqSlpcVkMjk7F3I53t7eGo0GQENDg439COdZtGhR7yYGtba+tGmTUhSN0EWjuEoROG3aEoOhTt70iIhcxCVlZYt++AGALSGh4fvvoejZutQ1a3SLFnkCmDbN9PbbLX2SIl2MTqfz9PQE0NbW1tHR4ex0yOV4eXkplUrpaW5XFhAQ0P2bHd3E7t5777333nsdDEJERE53Y2f7/XX8oQIhUVG7WL0TkRvbHx5uS0oCoMzP137Z48eFpk83eXqKAL7+WltX10/bQhMROfpx8/rrr7/++uuypEJERM4S0N5+2YkTAIzQvYyHBcGWlLTR2UkREfUhURDaH3xQGhtefBF2e4+me3iIM2aYAJjN+PRTrfz5ERH9Ev68kIiIMCM7W2W3A3gTd5cjNDJyn5dXlbOTIiLqW6YZM2yxsQCUeXmaLVt6On3+/DMHwq9ezQPhiaif9GwTu5UrV0qD+fPn6/X6s690029/+9se3U9ERH1tSHv75cXFAEzQ/hOPCII4YsTnzk6KiKjvKZXtixd7/fGPAAwvvWSePBnS5vLdM26cNSHBlp+vzM1VHjqkSk+39lmiRERn9KyA/93vficNpk6dKhXwXVe6iQU8EZGrmZ6TI7XfV+K3pxAWHnbAx6fc2UkREfUH05w5hmXLlMePqzIzNVu3mq+/vkfT5883Pv20B4DVq3Xp6a19kyMR0U+4hJ6IaFDz7ei4orgYgAXqf+IRACNGbHB2UkRE/UWp7Og8vMPw4ovo4YlCc+ea1GoAWL9e29HRg+49EVHv9KyAr+00dOhQ6UprD/XBb4GIiHpvek6OxmYD8A7uPIHhISHH/P2LnZ0UEVH/Md50ky0iAoAqI0OzfXuP5gYE2K+/3gygpUXYuFHTJ/kREZ2lZ0vohwwZ8rMrHh4e8iXzy4xG44cffrhv377m5uaYmJhRo0bNmTNHqVT20dwTJ048/PDDI0aMePbZZ2X6HRARuShfo3Hi8eMALFAvxWMAkpP59DsRDTJqdceDD3o+/DCkJ+GvvrpHs+fPN27apAGwerXu5ptNfZIhEVEnV19CX1tb++ijj27cuLG6ulqr1WZnZ69ateovf/lLS0tLX8w1m80vv/yyxWKR9TdBROSipubmSu33D3BbCaKGDs0LDMx3dlJERP3NOG+eLTwcgOrgQfV33/Vo7sSJ5pAQO4C9e9UlJd3qMBER9VofFvB1dXXr169/5513cnNzxR4+UNRl2bJlJSUlycnJb7/99gcffPDGG2+Eh4dnZWV1Z/f7Xsx97733SktLe5cqEdHA4mUyTSwqAmCD8h94FHz6nYgGLbW6449/lIaGF1/s0VSlElLjXRSxZg0PhCeiviVPAf/FF1/cddddzz33XNeVHTt2JCYmzpo166677hoxYsSkSZOampp6GjYvLy8zM9PT0/OJJ54ICAgAMGzYsL/+9a9KpXLHjh01NTXyzj18+PCmTZt8fHx6micR0UA0NTdXZ7UCWIVbCxDv61saEpLh7KSIiJzDtGCBfdgwAOoDB9S7d/do7rx5Run4uY8+0tlsfZEdEdEZMhTwDz300PTp0995553jx49LV5qbmxcsWFBbW9t1z9atWydPntzTyHv27AEwduxYLy+vrotBQUFJSUmiKO7bt0/Guc3NzcuXL/f19Z0/f35P8yQiGnA8TaZrO9vvL+AJnHn6vZerpYiIBjpRo/mpCf/yyz2aGx1tmzDBAqCiQvHdd9zKjoj6kKMF/K5du5YtWwZAo9GEhYVJF1etWnX69GkAK1asyM3NffTRRwHs3bt3y5YtPQou/URgzJgxP7suXen6eYEsc1esWNHQ0PDAAw+wA09Eg8GU/HydxQLgY9ycjwQvr4rw8APOToqIyJmMt99uDw4GoN69W713b4/m3nqrURp8+CFX0RNRH+rZLvTnkqr3sLCw77//PioqSrq4bt06AFOmTLn//vsBLF269NixY1u2bHnrrbcmTZrU/eDSTwGkBfBnk66Ul5fLNffrr7/et2/f5MmTx44dK7XuL6CxsfHgwYPnXh8zZoxGMyh+5qpSOfrXhtySQnHmB4IajcZutzs3Gbowg9l8bWEhADsUf8fjAJKSvhAE/qkR0eCi1Wp/9mvLokXaJ54A4LFsWceVV3Y/1E03CY8/Lra2Clu3altaLAEBXNDUH7q+lKpUqp//aRIBCoVCEAQ3+7vhaCWWm5sL4I9//GNX9W4ymXbt2gVg5syZXbfNnj17y5YtRUVFPQre1tYG4Ow18BJPT08A7e3tssw9ffr0ypUrQ0ND77rrru5kVVJS8thjj517fdu2bee+nVvS6/XOToFcWj+cLkkOuiE/32A2A1iLOVlI0evro6J69sAnEZEb+IVvbkuW4LXXUFGh2rHD69gxXHZZt0Phllvw1lswm7Fhg+fixTKnShem1WrdrEgjGblZjeboEvqysjIASUlJXVcOHDhgMpkAXHHFFV0XpdX1xcXFPQouHed2brloMBgASO/i4FybzSadG7dkyRL+syeiwcBgNk8qKAAgQngeTwJITPxKobA6Oy8iIheg02HJkjPj55/v0dQ77zwz6MZZSUREveRoB97X17e9vd1oNHZd+e677wAEBwfHxsZ2XayurgbQ0xXmXl5ejY2NHR0dP7su9c8v/KOUbs5ds2ZNYWHhvHnz4uPju5lVaGjoAw88cO51u90utf3dmCAIBoPBZDJZrfyuTz+n0+mUSiWA9vb2Xp8cSf1gUkGB1H7/HDMykKbRtMbEbHd2UkRETvCL39yEhQv1//iHUFeHLVs6du60jx3bzWgjRyIhQZ+fr8jKwvffd6Sn87mkPqdWq6X6wmw2S907orNptVqFQnFuSehqerR81dECPiYm5vTp03v37p07d6505fPPPwfwsz3nDxw4ACAyMrJHwf39/RsbG1tbW392Xbri5+fn4Nzjx4+vXbs2Pj6+K/nuGDp06MKFC8+9XldX5/p/ORwkFfBms/nCyx9ocFKr1VIBbzKZbDxFx1XpLZZJ+fkARAjP4i8A4uO/UauNF5tHROSGfvmbm0Ih3nuvx/PPA1C+8ELbqlXdDzhvHp55xgPAO+8II0a4+ddCVyCKolTAWywWt/8eTr0g7ZLg+n83elTAO7qE/pprrgHwv//979tvvxVF8c033zx06BCA6dOnd92TlZX1v//9D8CIESN6FNzX1xdAfX39z643NDQAGDJkiINzT58+bbfbCwoKZs6cOb3T0qVLARw7dkz6ZU+f2ycicmXXFxR4ms0ANglTj2C0UmmKj+/Z+SBERG7P+Pvf2/39AWi2blUdPdr9iXPnmtRqAFi/Xms0Cn2UHhENZo4W8A8++KCvr29bW9u1116r0+nuueceADExMVIHvr6+ftq0aePGjTOZTIIgPPzwwz0KHhERAeDoOZ+bx44dA9C1bV6v5+r1+pBzSM15jUYj/VItfQwTEQ18WqtVar8DeFb8C4CYmB1abYtTkyIicjmih4fx7rulseFf/+r+xMBA+zXXmAE0NQmbNg2Kw4mIqJ85uoTex8fniy++mD17dnV1tdlsBuDh4fHGG29IG8K1tLRs2rRJuvPRRx8dNWpUj4KPHz/+888/P3jwoMlk6tphrrm5OTMzU6PRnL1JXu/mjh07duw5zzXt2bNn6dKlSUlJzz77bI+yJSJycdcVFHibTAA2C5MOiOMUClti4lfOToqIyBV13H23/o03hMZGzVdfqbKzrcnJ3Zw4f75x82YNgNWrdXPm8JFDIpKZox14AJdddtmxY8dWrlz5wAMPPP/880eOHJHW1UtCQ0OnTZv2xRdf/P3vf+9p5JSUlISEhIaGhldffVV6pNZkMi1dutRisVx++eVnPyrw5ZdffvHFF2cvd+/+XCKiwUBrs03pbL8/Lz4FICJij4dHrVOTIiJyUaKXV8fvfw8Aoqh/+eXuT7zmGvPQoXYAu3ery8qUfZQeEQ1ajnbgJcHBwb94iHpkZOSpU6ccifzQQw/9+c9/3rVr16FDhyIiIoqLi81m87Bhw+7sOqkDAPDOO++YzeaFCxeevfV9N+cSEQ0G1xQWehuNAL5RXP2D/deAOGLEJmcnRUTkujruvVf/5ptCU5N206aO3FzrWacmX4BKhZtvNr32ml4UsWaN9tFH2/s6TyIaVGTowPepkJCQ5cuXX3fddXq9vqioyNfXd8aMGa+88sqFz5BzfC4RkTtR22w35OVJ42ftTwMYNuyoj89JpyZFROTSRG/vDqlBJYr6Zcu6P3HevDNHe3z0kc7Os+SISFaCXMc1FxcXFxUVXTTa9ddfL8vbuaC6ujq3P/taEIQhQ4a0tLTwGDk6l7e3t3SUS0NDA4+Rc6JFixade3Fyfv5thw8D+E55+VW2nQCuueb/AgPz+zs5IiJX8uqrr174BqG+3j89XWhthULR8N13tu414QHccIPPgQNqAJ980nTVVWfOJ//Fz+e+c9HfnRvQ6XSenp4A2traXP+oMOp/Xl5eSqWysbHR2YlcREBAQPdvlmEJ/Z49exYsWFBSUtKdm92+xCUicjVqu31Kbq40fsb2NwABAYWs3omILkr09zf+9rf65cthtxtee63lP//p5sRbbzVJBfzq1bquAp6IyHGOLqEvKSmZOHFiN6t3IiLqf1cVFfl3dADYrxq7E1cASEr6wtlJERENDO333Sd6eADQrlunPGu/5Au78UaTwSAC2LxZ09DAA+GJSDaOduD/9re/SaupZ82a9fvf/z4yMlKhcPXn6omIBg+l3T618+n3J6z/AODtXREaesipSRERDRiiv7/xjjv0//43bDbD8uUtr73WnVmenuL06aaPPtKZTMJnn2l/9ztjX+dJRIOEowX8/v37AcyYMeOzzz6TIx8iIpLTVcXFAW1tAA6qR223TASQmPiFIPBpJiKi7uq4/37d228LHR3aTz9tX7LEFh3dnVnz55s++kgHYM0aHQt4IpKLQ91yURSPHz8O4PfSOZlERORKlHb7tJwcafyk5R8AdLqm4cN/cGpSREQDjD0w0Hj77QBgs+m7vTPcr35liYuzAcjIUGVlyXNyMxGRQwV8W1ub2WxGD/fNIyKi/nFFSUlgWxuAI5rkrbgOQELCV0olt1MiIuqZjkWLRJ0OgO6TT5RlZd2cNXfumcb7qlXavsqMiAYZhwp4jUYjndxw5MgRmfIhIiJ5KERxaufm83+x/AOAWt0RF7fNqUkREQ1I9qFDjQsWAIDF0v0m/C23mJRKAFi3Tmc2cys7IpKBowX8zTffDGD58uWtra0ypURERDL4TUlJcEsLgGxt3FfiDQBiY7ep1e3OzouIaEDqWLxY1GoB6FavVp482Z0pwcH2q64yA6ivFzZv1vRtfkQ0ODi6Y/yyZctGjRqVm5s7ffr03M5WDxEROZdCFKf/9PT7UhGCQmGNj9/i3KyIiAYue1CQaf58ALBY9CtWdHPWrbeapAFX0RORLBzdUeP7779//PHHH3/88R07dqSmpl566aXx8fHBwcGC8MvLhJ599lkH35GIiC7q16WlIS0tAPJ0wzcaZwKIjNxjMNQ7Oy8iogGs/cEHdatWwWzWfvhh+4MP2ocNu+iU664zDRniUVen+P57zdSpQwyGun7Ik4jcmKMF/NSpU7vGNptt165du3btusD9LOCJiPqaQhRnZGdL46dtz4sQADEp6UvnZkVENNDZQ0ONN9+s++ADwWzWr1jR9sILF52i0eCmm0xvvKG32VBScnly8vp+yJOI3JijS+g9e0iWpImI6AIuKSsLaW4GUKgP/9QyD8CwYUd9fLr1xCYREV1Ax+LFUKsB6N5/X1FV1Z0p8+ef2Yu+uPhKgFvZEZFDHC3gW3pIlqSJiOh8hLPa78/hryIEAElJm5yaFBGRm7BFRBhvugmAYDJ180n4pCTb6NFWAK2tgdXVSX2bHxG5O0cLeCIicikTTp4Ma2oCUGII/rDjLgD+/sVDh3KTUSIieXQsXgyVCoDuvfcUNTXdmTJvXlcT/oo+zIyIBoG+KuCtVmsfRSYiovOy22dmZUnDF5SP2aEAwKffiYhkZIuKMs2ZA0Do6ND/+9/dmTJrlkmnEwGUlY23WAx9mx8RuTXZCvjS0tKnnnrqqquuCgwMVCqVarUagN1uf+qpp44fPy7XuxAR0QVov/wyvKkJQJlH4NstDwDw9KwJD//R2XkREbmV9oceOtOEf+cdRW3tRe/38RGnTjUDsNm0paW/6vP8iMh9yVPA//3vf09KSnr++ee/++672tpau90uXRdF8fnnn4+Li3vqqadkeSMiIjovUdS//LI0fFG7WGq/JyR8JQg2p6ZFRORubFFRppkzAQjt7fr//Kc7U7iKnohkIUMB/8ILLzzxxBMdHR0A4uLipk+ffvarXl5eUhn/4IMPOv5eRER0Ppovv1RlZwM47eH334Y/A9BoWqOjdzo7LyIiN9T+pz+dacKvXKmou/jp7r/5jcXTswpAXV1sY2NEn+dHRG7K0QI+Ly9P6q4nJCRs3769oKBgw4YNXa8qlcri4uJp06YBWLFiRU5OjoNvR0REv0wUDcuXS8OXPf9gFVUA4uK+VamMTk2LiMg92aKjTTfeCKkJ/8YbF71fEBAVtUsaFxdf3rfJEZH7crSAX7ZsmSiKPj4+W7Zsueqqq869ISAgYO3atYmJiXa7/eXOtZ1ERCQvzZYtqqNHAVR4+Py79ikACoUlPn6rs/MiInJb7Q89BIUCgO5//+tOEz46+ntBEAGcOHGZ3a7q8/yIyB05WsDv2bMHwD333DN8+PDz3aPRaO6++24AGRkZDr4dERH9IsOyZdLgNZYBAOoAACAASURBVN+FJpsewPDhP+h0jU5NiojIndni48804dvadP/970XvNxhqg4IyAZhM3uXlY/o8PyJyR44W8CUlJQDS09MvfFt8fDyAgoICB9+OiIjOpfn6a9WRIwCskcNfrf0/AICYmMjT44iI+lb7n/4kNeH1b70lNDRc9P6YmDP7knArOyLqHUcLeI1GA6CpqenCt5WVlQEQBMHBtyMionMZOh9Q+nrcY20mXwChoUd9fMqdmhQRkfuzxcebpk4FILS06LvRhA8LO6DVtgCoqBjZ3j6kz/MjIrfjaAEfFxcHYPv27Re+bd++fQAusMyeiIh6R/PNN1L73RYZ+eCBO6SLbL8TEfWP9kceOdOEf/NNofEiDy4pFNbIyD0ARFFRUnJZf+RHRO7F0QJ+9uzZAD766KONGzee756dO3euWbMGwOTJkx18OyIi+hnDSy9Jg70T/3y8VAvA37946FCe+kFE1B9siYmmG26A1IR/882L3h8T8500KCm5EuDqVCLqGUcL+Pvvvz8sLAzA7NmzH3nkkfLy/2/FpiiKGzZsmDVrlsViCQsL+/Of/+zg2xER0dk027erDh8GYA8P/3PGHdJFtt+JiPpT+6OPnmnC//e/F23C+/qW+vuXAGhpCaquTuyP/IjIjThawHt4eGzcuNHPz89qtb700kthYWERERHSS5deemlISMiMGTPq6+sFQXj33Xf9/PwcTpiIiH6if+UVaZA985G9hwwAPDxqIiJ+dGpSRESDiy0x0Tx5MgChuVn/1lsXvT86+jtpcPz4lX2ZFxG5IUcLeACjR4/Oy8t74IEHpA3tTp48KV3fu3dvVVUVgPHjx+/Zs+fqq692/L2IiKiLescO9f79AOxhYU8V3CldTEjYLAg2p+ZFRDTotP/pTxAEAPrXXxcutrvz8OE/KJUmACdPTjCbDf2RHxG5C5UsUYYOHfrqq68uWbJk8+bNhYWFRUVFVVVVUVFRCQkJ6enp06dP5/7zRESyM3S238sWPLTpRU8APj5iV2OHiIj6jTUlxTxpkmbzZqG5Wb9yZftDD13gZrW6PTz84IkTv7bZNGVll8bGfttveRLRQCdPAS+Jioq67777ZAxI9P/Yu8/AKKq9DeDPbN9NIQkhISGhpJEOhGK5KKgUxQ6KBbFguYj0qygqdixgQQQFLipWVMCOrwgKiihITUJIIYUOISE923fm/TAQc1MQCNnZZJ/fp+OZs+QJkmT/+c+cQ0TN0f76q3bzZgBily4vHhknigBw113WkhKrwsmIiLyS+ZFHdD/+CEkyLlpkeeABydf3NIujojbs2/cvAAUFg1jAE9GZOw+30BMRkfvVnf1eev/Uj1f4A9DpcN99FkVDERF5L2dKin3YMABCebnhn56EDw3d4+t7HEBZWXRFRVd35COiduHsOvCzZs1q4cd7/vnnW/gnEBGR9vfftX/+CUAMDX2rZpzFIgC48UZbWJiodDQiIu9lnjFD99NPkCTTO+9Y77vvtE14KSrq14yMmwEUFg5OS/vQbSGJqE07uwL+hRdeaOHHYwFPRNRyprlz5UHVpOmL5gUAEARMmMD2OxGRkpypqfYhQ3Rr1wplZYb33rNMnnyaxT16/JqZOUqSVPv2Dezde7lK5XBbTiJqu86ugA8ODm5yvqqqym63158xmUxms7nuPxMSEnr16nUO+YiIqAHtH39o//gDgNi588f6caWlKgCDBjkSE51KRyMi8nbmhx/WrV0LwLhwofXeeyUfn+ZWmkxlnTtnHD3a22bzPXSoX9euf7oxJhG1VWf3DHxJUxYvXqxSqQAkJib+97//zc3NtVgstbW1x48f/+mnn+TT4woLC0eNGrV8+fJW+SSIiLyJac4ceWCeNHnB0kB5/NBD5uZfQUREbuJMS7NfcQUAVVmZ4b33Tr84OnqDPCgoGNTawYiofWjpLvS5ubljxoyxWq2TJk1688036x8X16lTp6FDhw4dOvTll1+eOXPmnXfemZiYmJiY2MKPSETkzbSbNmk3bQIghob+0GVcbq4aQEKCa9Ag3ntJRHR2Jp/2FvdzFqNSPQcAcL3yyozsbKum2ffbXbrsMBiqrFb/4uKU2tpgH5/S1shDRO1JS3ehf/XVV61W68CBA+fNm9fcYe+PPfbYkCFDLBbL3FMPbRIR0bmpe/rdMnnygneD5PGECZZmvgETEZG75QcHZ4SFAfC32Ybu3XualSqVs3v3jQAkSSgsZBOeiP5ZSwv4tWvXArjmmmvku+ibM2LECADr1vGUSyKic6f9/fe69vvWPuM2btQCCA0VR47k2e9ERB5kZXKyPLg2O9vgON0dUlFRG+RBUdEgSeLvYonoH7S0gD927BiAsLCw0y8LCQkBcPz48RZ+OCIib/Z3+33KlIXvnXz6/b77LDqdcpmIiKiR/ODg9LAwAL7/1ITv0OFwcHAegNra4GPHUtyUj4jarJYW8P7+/gD++uuv0y/bsmULgKCgoBZ+OCIir6X9/feTm8+HhhYNueubb/QAjEbpzjvZfici8jir6prwOTmnb8LXbWVXWDi4lUMRUZvX0gK+b9++AD799NP8/Pzm1hQUFHzyySd1i4mI6BzUb7+/syxQfjc4Zow1KEhSMhYRETXlzJvwXbv+qdVaABw61M9m83dTPiJqm1pawE+YMAFAeXn5tddeK7fZG/jrr7+uvfbasrIyAOPGjWvhhyMi8k712+8lN9z58ccGAGo1/v1vtt+JiDzUitRU+Tesp2/CazS2rl03AxBFzb59A92VjojapJYeI3fttddOmzbtjTfeyMnJufDCC4cMGXLhhRdGRUUJglBQULB58+a6jeuuu+66kSNHtjgwEZE3qt9+/2hlQFWVAOCqq2zdu7sUzUVERM0qDArKCAvrdfSor802bO/eb5s/TTk6en1BwWUACgoG9+z5gxszElEb09ICHsCcOXOqqqref/99URTXrVvXeKt5tVp99913L1iwoOUfi4jIC2k3bqxrv9fcNnbJJUZ5fsIEi6K5iIjoH3yRmpp69KgAXJOT81NsrFWrbXJZx475HTocrKyMrKyMKC2NDQ4+3S33ROTNWnoLPQCNRrN06dKMjIxRo0Z17ty5bl4QhPDw8Ntvvz0rK2vp0qUGg6HlH4uIyAuZXn1VHlimTv16TYdDh1QABgxw9O/vVDQXERH9g6KgoLon4Yed9kn4elvZXeaGYETURp2HDrwsKSlp5cqVAKqrq/Pz8/V6fVRUFIt2IqIWqt9+t95xx5Lr2X4nImpLVqSm9jqDJnz37ht37bpVFLX791/Up89H8rZ2REQNnIcOfAN+fn59+vRJTExk9U5E1HL12++/b/fbsUMDoHt315VX2hXNRUREZ6R+E3548014vb4mMnIbAKdTf+DARe7LR0Rtyvkv4ImI6Hxp0H5/++2T7ffx4y1qtaLJiIjojNVtR3/1abejj4paLw/kDe2IiBpjAU9E5Lnqt9/3HvJZt04HIDBQuu02m6K5iIjoLBQFBaWHh+OfmvCdO2f5+hYDOHEiury8m/vyEVHbwQKeiMhDaX/7rX77feFCoygCwD33WEwmSeFwRER0NlakpJxBE16KivpNHhUWDnZLLiJqY1jAExF5qLr2u3nq1JIa08qVegA6nTRunFXRXEREdNb+pwmfl9fcsqio9YLgArBv3yUul959+YiojWABT0TkibS//ab9808AYmio7Y47li41WK0CgJtvtoWGikqnIyKis/Z3Ez43t7kmvNFYER6eDsBuNx082M+N6YiobWABT0Tkieq33y0wvv++AYAgYPx4HixERNQmFQUF7TqDJnx09C/yoKDgCjclI6K2gwU8EZHHadB+/+wzfVmZCsDll9vj411KpyMionO0sl4T3thMEz48PN1oLAdw/HjPqqowN6YjojaABTwRkccxzZ0rD8xTp7p0hiVLTp4e99BDbL8TEbVhRUFBu7p0wWmb8ILgior6VR7yPDkiaoAFPBGRZ9H++qt282YAYliYbezYNWt0e/eqAaSkOC+5pNnTg4mIqE1YlZwsN+FH5OQ014SPilovCBKAoqJLRVHjxnRE5OlYwBMReRbTK6/IA/OUKZJev3Dhyfb7gw+y/U5E1OYV1jXh7fYrm2nC+/qWhIZmArDZ/A8d6uvWfETk2VjAExF5EN0vv2i3bgUgduliGzt2+3bNli1aAOHh4g032JROR0RE58HKek14k93e5Jro6PXyoKDgcnflIqI2gAU8EZEHMc2ZIw/M06ZJOt3bb59svz/wgEWrVS4WERGdP0VBQTsiIgD42O1X5eY2uSYiYrvBUAWguDi5pibErfmIyIOxgCci8hS6NWs027cDECMjrbfdduCAevVqPQBfX2nsWKvS6YiI6Lz5IiVFEgQAI3JzfZtqwqtUzh49fgUgSUJhIbeyI6KTWMATEXkGSTK99po8NP/nP9Dp3nnH4HIBwJ13Wv39JSWzERHReXUwIGBrRAQAo8MxIienyTXR0b8AEoCCgkGiqHZrPiLyVCzgiYg8gu6HHzQ7dwJwde9uHT26vFz49FMDAK0W99/P7euIiNqblaea8Ffm5vpbm7jNys+vODR0DwCrNeDw4TR35yMij8QCnojIA0jS32e/P/wwtNoPPjCazQKA666zRUSIioYjIqLz71CHDpsjIwEYnM6rm3kSPibmF3lQUHCF+5IRkQdjAU9EpDz9d99psrIAuKKibKNG2e3C0qUG+dKECWy/ExG1TytTU12CAGBYXl6HpprwERFb9foqAMeOpdTUdHJ3PiLyPCzgiYiUJorGuqffZ8yARrNihb64WAXg0ksdqalORcMREVFrOern92e3bgD0Tuc12dmNF6hUzh49fsPJrex4nhwRsYAnIlKa/quvNHv2AHD17Gm78UZJwqJFJ0+Pe/BBtt+JiNqzVcnJJ5vwe/cGWZr4nh8Ts55b2RFRHRbwRESKcrn+3nz+kUegUv38sy4nRw0gPt51xRVNnC1ERETtRrGf36YePQBoXa5r9uxpvMDP72i9rez6ujsfEXkYFvBERErSr1yp3rsXgCs+3nbttQAWLDjZfp8wwSIISmYjIiI3WJWc7FSpAFyRnx9kNjdeULeVXX4+76In8nYs4ImIlONymebNk4e1jz4KlSo9XbNpkxZAaKg4apRN0XBEROQOJT4+G+UmvChe31QTPiJiq8FQBaC4OKWmJsTd+YjIk7CAJyJSjOHzz9X5+QCcKSn2q68GsHDhyfb7ffdZdDpJyXBEROQuX51qwl9eUNCppqbBVZXK2aPHrwAkSeB5ckRejgU8EZFCHA7j66/LQ/OMGRCEgwdV332nB+DjI919dxPnCRERUbtUajJtiIoCoBbF65vajj46+hd5K7vCwkGiqHF3PiLyGCzgiYiUYVi+XL1/PwBnr1724cMBLFpkdDoBYOxYa0AA2+9ERF7kq+Rku1oNYFBhYUijJryfX3HnzlkArFb/Q4f6KZCPiDwDC3giIiU4HMY335SH5pkzIQgVFcInnxgAaDR44AGeHkdE5F3Kjcb10dEA1KJ4Y1ZW4wUxMT/Lg/x83kVP5L1YwBMRKcDw0UfqAwcAOPv0sV9+OYBlywy1tQKA666zRUaKCucjIiK3+yYx0aZWA7ikqCisqqrB1S5dthkMFQCKixOrq8MUyEdEHoAFPBGRuwl2u+lU+7328cchCHa7sHTpye3rHnqI7XciIm9UYTT+HBMDQCVJNzRqwqtUrujoDQAAgU14Iq/FAp6IyN0MH3ygOnIEgGPAAMfgwQC++EJfXKwCcOmljtRUp7LxiIhIKd8mJVk1GgD/2r+/S6MmfHT0L4IgAigsvNTl0imQj4iUxgKeiMitBKv1f55+ByQJ77xzsv0+cSLb70RE3qtKr18XGwtAJUkjd+9ucNXHpzQsLB2A3e574MAFCuQjIqWxgCcicivDu++qiosBOAYOdAwcCODHH3V5eWoACQnOwYPtCucjIiJFfZeQIDfhLzxwILKyssHVmJh18iA/f4i7kxGRB2ABT0TkPkJNjXH+fHlsfvxxebBw4d/td0FQJhgREXmIar3+x549AQiSdFNGRoOr4eHpPj6lAEpLY8vLuymQj4gUxQKeiMh9jIsWqcrKANiHDnX07w9g61bNli1aAF26iDfeaFM4HxEReYDv4+NrdDoA/Q4dij5xov4lQRCjo+vOkxuqQDgiUhQLeCIiNxEqK42LFwOAIJgfeUSeXLjQJA8eeMCi1SoVjYiIPIhZp/shPh6AANyUmdnganT0BpXKCWDfvosdDpMC+YhIOSzgiYjcxLRggVBRAcB2zTXOPn0AFBSo/+//dAD8/KQ77rAqnI+IiDzG//XsWWUwAOh19GjC8eP1LxkMlZGRWwE4nYaiokuUyUdECmEBT0TkDqoTJwxLlwKASmV5+GF5cuFCoygCwL33Wv39JeXSERGRZ7FpNN8mJMjj0Y2ehI+JWSsP9u4dAnD3FCIvwgKeiMgdjG+8IdTUALDddJMzMRFASYnqiy/0AHQ66b77eHocERH9j7WxsWUmE4CeJSUpx47VvxQSktOhwyEAVVVdjh9PUCYfESmBBTwRUatTHTtm+OADANBozNOmyZNLlhhsNgHAzTfbQkNFBeMREZEHcqjVXycmyuNb0tMb9NljY+s34YnIW7CAJyJqdaZXXxWsVgDW2293xcQAMJuFDz80AhAEPPgg2+9ERNSE9dHRx319AUSVlaUdPlz/UvfuG7VaC4CDB/tbLEHK5CMit2MBT0TUutQHDxqWLwcg6XTm6dPlyQ8+MJSVCQCuusres6dLyXxEROSpXCrVl0lJ8nh0erog/b1bilZr7d79dwCSpC4oGKxIPCJyPxbwRESty/TKK7DbAVjvvlvs0gWAw4ElS4zy1YkT2X4nIqJm/d6jx2F/fwCRlZUXHjxY/1Js7E+ABCA/f4goqpXJR0TuxQKeiKgVqQsK9KtWAZBMJsuUKfLkV1/pDx1SARgwwNG/v0PJfERE5NlEQfgyJUUe35yRoa7XhO/Q4XBISA4AiyXg8OF+yuQjIvdiAU9E1IpML74IpxOA9f77xZAQAJKEBQtOtt8nTWL7nYiI/sHmrl33BwYC6Fxd/a+iovqX6rayy8sbqkAyInI7FvBERK1Fk52t//57AJK/v3nCBHly3TpddrYGQGysa9gwu5L5iIioLZCAlaea8Dft3q0R/z64JDJyq9FYBuD48cSKikhl8hGRG7GAJyJqLaYXXoAoArCMHy8FndwieP78k+33yZPNKn4PJiKiM7C9S5f84GAAwbW1gwsK6uYFwRUTs14e5+ezCU/U/vHNIxFRq9Ds3KlbuxaAFBRkGT9enty6VbN5sxZAeLg4cqRNyXxERNSmfHGqCT8yK0vv+vv4kujon1UqF4CiooEOh0mZcETkLizgiYhahc8LL0CSAJgnTpT8/OTJt946+dZq/HiLTqdYNiIianN2d+68JzQUQIDFMmTv3rp5o7EiIuIvAE6noajoUsXyEZFbsIAnIjr/tJs3a3/7DYAYEmK97z55Mi9PvWaNDkBAgDR2rFXJfERE1AbVNeGv27PH4Pj7EJO4uJ/kQV7eUEBQIBkRuQsLeCKi88/04ovywDJtmmQ8+dD7W2+Z5I2Hxo2z+PpKzb2WiIioSXmdOu0KCwPgZ7NdlZdXN9+pU25QUBGA6uqwo0dTFctHRK2PBTwR0XmmW7dO++efAMSICOudd8qTR46ovvxSD0Cvl+69l+13IiI6FytSU+VfAF+dk+Nj//sok3rnyQ1TIhcRuQkLeCKi80oUTbNny0Pz9OnSqSfd33nHKL/RGjPGFhIiNvdqIiKi0ygKCtoaGQnAZLdfk51dN9+t2x96fQ2Ao0d7V1eHKpaPiFqZRukA7YfKC86DEgQBgEqlUqvVSmchjyP/84B3fC2chu6bbzS7dwMQo6MdY8bIXyxlZcJHHxkAaDSYONHGryAiIjpnK1NS+h86JEjSlXl5a+LiKoxGAGq1PTp6/Z4910qSsHfv0LS0j73hZ03dWw5BELzh86WzJb87bWf/NljAnzcBAQF1BUz75uPj4+Pjo3QK8lwdOnRQOoJyHA68/LI8VM2eHRgSIo/nz0dtLQCMHo0+fbz474eIiFrsUIcOm7p1G7hvn97pvDEr6/1+/eT5mJi12dlXS5KqsHBwaurKwMBAZXO6k8lkMpl4hB41rZ19LbCAP2+qq6slqZ3vSiUIgr+/v9lsdtTb+JRI5uPjo9FoAFRXV4uil94irnvvPWN+PgBXUlLNsGGorARgsQhvveUnbws8fnxNZaXrH/4UIiKi01qRmnrBgQNaUby8oOCHnj2L/fwA+PiURkRsO3hwgMNhKiq6tLKyUumYrU6n0xmNRgAWi8Veb0cAIpnJZFKpVDU1NUoH+Qdn1f1iAX/eOBwObyjgAbhcLhbw1Fhd0e50Ol0ub6xRBavV79VX5XHtU085XC64XADee8944oQAYMgQe0KClV89RETUQiU+PutjYobl5alF8abMzIUXXyzPx8WtOXhwAIC8vGF2u6Pd3xtad2u0KIp8d0qNiaIoCEI7+7fh1Y+qEhGdR4YlS1RHjgBwXHih/fLL5UmHA2+/ffIYucmTLYqFIyKi9uXL5GSrVgvg4gMHupeXy5MhIdkBAfsBVFWFb9igUzIfEbUOFvBEROeBUFlpWrBAHpufeqpufuVKw+HDKgADBjguuqhd/QKYiIgUVKXX/xgXB0CQpJszMurme/ZcIw8WLzYok4yIWhMLeCKi88C0YIFQXg7AfuWVjv795UlRxFtvnWy/T53K9jsREZ1P3yck1Oj1APocOZJ4/Lg82a3bH3p9NYBfftHt3duuNt8mIrCAJyJqOVVxsWHJEgBQqcyPPVY3/8MPevnNU2Kic8gQbq5DRETnk1mr/TYhQR6PPtWEV6vtMTG/AJAkLF1qVCwcEbUObmJHRF5n8uTJ5/cPvGfbtqFmM4CN3bq9s3hx3fyaNS8AfgCmTLG0+52EiIjI/dbExQ3Py+toNseVlPQ5fHhnly4AYmPXZmdfI4rqzz7Tz5xZGxDQzndZJvIq7MATEbVIp9raywoKALhUqlXJyXXzx46llJVFAeje3XX99TbF8hERUfvlUKu/SkqSx7dmZAiSBMBoLIuM3AzAbBY+/phPwhO1KyzgiYhaZHRGhkYUAayLiTnu61s3n5V1vTyYNMmi5kOIRETUOjZERx/29wcQWVFx8f798mTPnj/Kg3ffNTqdimUjovOOBTwR0bmre7dk02i+OdUDAVBaGnP8eCIAo7H81lvZficiotYiCsKqlBR5XPc75Y4dC/r3dwA4dEj1/fd6JfMR0XnFAp6I6NzV3a/4Q8+eFYa/b1Pcs+cGeRAf/4NOx4cPiYioFW3p2rWgY0cAnWprLy8okCcffNAqDxYt4lZ2RO0HC3gionMk7xgEoFan+yE+vm6+oqLr4cN9AOh0NdHRPyuWj4iIvIMErDjVhB+5e7fB4QAwYoQtMtIFYPt2zdatWiXzEdH5wwKeiOgc1Z3Z801iYq1OVze/Z8/1gAAgLm6NVmtVJhwREXmTjLCwrNBQAP5W6/C8PABqNR544OTPoLff5lZ2RO0EC3gionPR+8iRxOPHAZQbjWvj4urmq6s7HzhwAQCNxtqz5xrF8hERkZdZ3quX/MjWtdnZvjYbgDFjrH5+EoD/+z/9gQPcT5WoPWABT0R01oR67fdVycm2ervMZ2dfJ0kqADEx63S6GmXyERGR9yns2HF7RAQAk8NxbXY2AD8/aexYKwCXC4sWsQlP1B6wgCciOmsX7d/fvbwcwDE/v1+jourmzeaORUUDAajVjvj4HxTLR0REXml5r14uQQBwZV6e6sgRAPffb9FoAODTTw0VFYKy8Yio5VjAExGdHbUo3pSZKY9XpKS4VH9/I83OvkYUNQCiojYYjRXK5CMiIm911N9/U48eALQul+n11wFERIjXXWcDUFsrfPghm/BEbR4LeCKis3NZQUHn6moA+wIDN3ftWjdvtXYoKLgMgErlSkj4TrF8RETkxVYmJztUKgCGTz5RFxYCePBBi3xp6VKj3a5kNiJqORbwRERnweB0jtq9Wx5/3quXJPx9O2JOzgiXSwege/fffXxKlclHRETerdTH5+fYWABwOk2zZwPo3dt58cUOAEePqr78Uq9sPCJqIRbwRERn4ers7A5WK4DdoaHpYWF18zabb37+UACCICYmfqtYPiIi8npfJyVZtFoA+u++02zfDmDChJNN+LffNkqSktmIqIVYwBMRnSl/q/Xq3FwAErC8d+/6l/LyrnI4DAC6dt3i53dUmXxERERAlV7/fUICAEiSzzPPABg61B4b6wKQna3ZsEGnaDoiahEW8EREZ+qmzEyDwwHgj27dioKC6uYdDmNe3jAAgJSY+LVC6YiIiE5aHR8vhocD0G7erPvpJ5Xq7yfhFy40KhqNiFqEBTwR0RkJq66+rLAQgFOlWpmaWv9SXt5wu90HQETE9oCAg8rkIyIiOsWuVpsfflge+zzzDJzO0aNtnTqJAH79VZuZqVE0HRGdOxbwRERn5Nb0dLUoAlgbG1vs61s373Tqc3OvksdJSV8pE46IiOh/WW+/3RUfD0C9d6/h88/1eun++63ypbfeYhOeqK1iAU9E9M9iTpzod/AgAKtW+01iYv1L+flDbTY/AGFhu4KCipTJR0RE1IBaXfvEE/LQ9PLLgsVyzz0WX18JwLff6vfvVysajojOEQt4IqJ/duuuXfJ5cd8kJlYZDHXzLpc2J6eu/c6n34mIyIPYr7zSMXAgANWxY8bFiwMCpLFjrQBcLj4JT9RWsYAnIvoHfQ8dSjx+HEC50fhjz571LxUUXGGxBALo3Hl3p055yuQjIiJqRu2sWRAEAMY331SVlo4fb9HpAGD5cn1pKQsBoraHX7dERKejkqRbMjLk8YrUUE29BgAAIABJREFUVJv673sORVGbnX2NPObT70RE5IGcaWm2q68GINTUGN94IzxcHDXKCsBqFRYvNvzTq4nI47CAJyI6ncGFhRGVlQCO+Ptv7NGj/qWCgkFmcxCAkJCckJBsZfIRERGdlvnJJ6HVAjAuW6YuKpo0yaJSAcD77xurqwWFwxHRWWIBT0TULJ3LNXL3bnn8Se/eLuHvNzqiqM7OvlYeJyV9qUA4IiKiM+CKjraOHQsAdrvppZdiY10jRtgBVFYKy5axCU/UxrCAJyJq1oicnCCzGUBOp047u3Spf6mwcHBtbScAwcH5nTvvViYfERHRGTDPmCH5+QHQf/21Ztu2yZPN8vw77xitVjbhidoSFvBERE3zs9muyT55Y/xnvXvXvySK6j17rpPHycmr3J2MiIjobIgdO1oefBAAJMnn+ef79HEOGuQAUFKi+vRTvcLhiOhssIAnImrayN27TQ4HgC1du+YFB9e/tG/fJXL7vWPHgrCwdGXyERERnTHLhAliaCgA7R9/6H7+ua4Jv2CB0eFQNBkRnQ0W8ERETehUU3N5fj4Al0r1eWpq/UuSpM7KukEeJyfz6XciImoDJB8f88MPy2PTs89e+i9r375OAAcPqletYhOeqM1gAU9E1IRb09O1ogjg5+joY35+9S8VFQ2sqQkBEBhYFB6+S5l8REREZ8k6dqwrLg6AJjvbsGLFlCknm/Dz55tEUdFkRHTGWMATETUUVVZ24YEDAKwazdfJyfUv1W+/p6SsBCQF8hEREZ0Dtbp25kx5aHrxxasGVSYkOAHs3atevZpNeKK2gQU8EVFDt+3aJe/JuzohocLwP0fsFBX9q6YmFEBQUFGXLmy/ExFRW2K/+mpH//4AVEePGt9dOnWqRZ5//XWjxN9IE7UFLOCJiP5H2uHDScXFACoMhtXx8fUvSZJ6z54b5XFy8pdsvxMRURsjCOZnnpGHpjffvPHSo9HRLgC7d2vWrNEpGYyIzgwLeCKiv6lF8fZdJ/vqq1JSrBpN/atFRQOrq0MBBAbu69JlhwL5iIiIWsYxYIB9xAgAQmWl72tzp049+ST83LkmNuGJPB8LeCKivw3Jzw+vqgJw2N9/Q3R0/UuSpN6zp+7p91VsvxMRURtV++yz0OkAGJctuzU1o3t3F4CMDM3PP7MJT+TpWMATEZ1ksttH7t4tjz9KS3MJQv2rRUX/OtV+L2L7nYiI2i5X9+6WO+8EAKfT/6UXpkw5+ST8q6+alIxFRGeABTwR0Uk3ZGX52WwA0sPCMsLC6l8SRXVW1smn31NS+PQ7ERG1beZHH5UCAwHofvzxzvA1kZEuANu3a375hU14Io+m+eclREStbPLkyUpHQKeamuF5eQBEQfi0d+8GV4uKLq23+Tzb70RE1LZJAQHmqVN9nn4agP9zT0+bMnT6w/4A5s41XX65Xel0RNQsduCJiADg9vR0rSgCWB8dfTAgoP4lUeTZ70RE1N5Y7rvPFRUFQJOVdY/6w8hIEcC2bWzCE3k0FvBERIgpLR1w4AAAq0azKiWlwdXCwkG1tZ0AdOyYHx6+U4F8RERE551OZ37ySXno/8rsRyaUyuO5c/kkPJHnYgFPRN5OAO7YtUvesO6bxMQKg6H+VVHU1mu/r3J7OiIiotZiu/Zax4UXAlAdO3Z3yavyk/DbtnE7eiLPxQKeiLzdRfv3x5WUACgzmX6Mj29wtaDgMrM5GEBwcF5YWLoC+YiIiFpN7YsvQqUC4Pv2W0/ds1eefOklnglP5KFYwBORV9OI4s0ZGfJ4ea9eNrW6/lWXS5uVdZ08Tk1d6e5wRERErcyZkmIbORKAYLXenvtct24uAOnpmrVr2YQn8kQs4InIq43IyQmtqQGwLzDwj27dGlzNzx9isQQBCAnZExq6W4F8RERErax21izJaARgWvH5yzf/IU++/DKb8ESeiAU8EXkvf5vtuj175PGHfftKglD/qtOp37OH7XciImrnxPBwy7//DQCiOPKPmT16uABkZmq+/16vcDIiaoQFPBF5r5syM00OB4C/IiNzOnVqcDUvb7jV2gFA586ZnTrlKJCPiIjILSxTp4qhoQB0f2x6+8qTv7OePdvkdCoai4gaYQFPRF4qvKrqsvx8AE6V6rNevRpcdToNOTkj5HFKygp3hyMiInIjycfHPGOGPB669sleiRYABQXqVavYhCfyLCzgichL3bFzp1qSAPwUF3fMz6/B1ZycETabP4Dw8J3BwfkK5CMiInIj65gxzoQEAOr8/CVpC+TJOXNMdruisYjof7GAJyJvlFRc3PvIEQC1Ot3XiYkNrtrtvqfa7xKfficiIq+gVtfOni0P+3//4uDU4wAOHFB/+KFR0VhE9D9YwBOR1xEk6fadO+XxquTkGn3D+wOzs69xOEwAIiO3BgYWuTsfERGREhyXXGK/4goAQkXFku7Py5Ovv26srRVO+zoich8W8ETkdQYVFvYoLwdwzM9vXWxsg6tWa4e8vOEABEFMSWH7nYiIvEjtM89AowEQ8+OSW/vnAigpUS1axCY8kadgAU9E3sXocIzOyJDHy3v3dqoafhvcs+d6p1MPoFu3Pzp0OOTufERERMpxxcdb77gDgGC3v2mYIZ+vunChsayMVQORR+CXIhF5lxuzsgKsVgBZoaFbIyIaXDWbg/fuvQKASuVKSVmlQD4iIiJFmR99VPL3BxCy8duZF60FUF0tvPYam/BEHoEFPBF5kc7V1Vfm5gIQBeGjtLTGC3bvHimKWgBRUb/6+ha7Ox8REZHSxOBg87Rp8viJ49P0GheAZcsMBw6oFc1FRAALeCLyKmN37NCIIoCfY2IOBAQ0uFpVFVZYeAkAtdqRlPSlAvmIiIg8gOWBB1zR0QBM+VlL+i0EYLcLL71kUjoXEbGAJyKvkXzsWJ9TR8etTElpvCAz8yZJUgOIiVlrMpW5Ox8REZGH0Olqn3tOHo7JfibCWArgyy/16ekaRWMREQt4IvIOakm6c8cOebwiJaW60dFx5eXdDh68EIBWa01K+tbd+YiIiDyJfdgw+Ug5dWX58vinAIginnnGR+lcRN6OBTwReYXhubkRlZUADnfo8HNMTOMFGRm3SJIAoGfPH/T6KnfnIyIi8jC1L70EnQ7AwIwllwamA/j9d+2aNTqlcxF5NRbwRNT++VutI7Oy5PFHffq4Gh0dV1ISf+RIbwB6fXV8/Gp35yMiIvI8rh49LOPGAYDL9VHHKfLkc8/5OJ1KpiLycizgiaj9G52RYbLbAWyLiMgIC2u8ID39VnmQmPitVmtxazgiIiJPZZ4xQwwJAdA1/9eJXVYByMtTf/CBQelcRN6LBTwRtXPdy8sHFxYCcKpUn/bu3XjB4cN9SkriAJhMZbGxP7k7HxERkaeS/PzMM2fK45ccDxtgBTBnjqmyUlA0F5H3YgFPRO3cnTt2qCQJwOr4+GN+fg2uSpKQkXGy/Z6cvFKtdrg7HxERkQez3n67s08fAL7H9y2ImgugrEz12ms8Uo5IGSzgiag9u2j//vjjxwFUGgzfJiY2XrB//8CKikgA/v5HoqI2ujsfERGRh1OpamfPhiAAuOfIS1GaAwDefddYWKhWOhmRN2IBT0Ttls7lui09XR5/2qePRattsEAUtRkZN8nj1NTPBcHl1nxERERtgaN/f9uNNwJQWS2fdH8MgN2Op57ikXJECmABT0Tt1rV79gTX1gLIDw7+vXv3xgv27h1SW9sJQMeO+ZGR29wcj4iIqK2ofeYZyWQCcGHBZ1f5/gZgzRrd+vUNfzNORK2NBTwRtU8dzeZrcnIASMCHaWlSowUOhykr6wZ53KvX50DjJURERAQAYliYZfJkAJCk9/ynqCACmDXL18GtY4jciwU8EbVPY3bu1DudADZGReV37Nh4QXb2NTabH4CwsPTQ0Cx35yMiImpTLBMnurp2BdD5yK7HOr8HIDdX/e67RqVzEXkXFvBE1A7FlZRccOAAAKtW+3lqauMFFktAbu5VAARB6tXrM3fnIyIiamskvd78zDPy+CnL4x1QCWDOHNPx4ywoiNyHX29E1N4IknTXjh3yAbVfJSaWG5toDuzePcrp1APo1m1TYOB+9wYkIiJqk2zXXusYPBiAvrLk/ehnAVRXC889x93siNyHBTwRtTdXFBT0KCsDUOzr+2N8fOMFVVVhBQWDAahUjtTUFW6OR0RE1HbVPvss1GoANxxYmGrIBfDFF/q//uJudkRuwgKeiNoVP5tt9Kmj4z7u08ehauK7XEbGrZKkBhAbu9bHp8St+YiIiNoyZ2Ki9a67AAgO+4rwSQAkCQ8/7ON0Kp2MyDuwgCeiduW29HRfux3ArvDw7RERjReUlsYePNgPgFZrTkr62t35iIiI2rjaRx+VgoIAxBWufTB0JYDsbM2SJdzNjsgdWMATUfsRdeLEoMJCAA6V6qO0tCbX7No1BhAAJCZ+p9fXuDUfERFR2ycFBdU+/rg8ftU51Qe1AObMMR0+zMqCqNVplA5ARHR+CJJ0z/btgiQB+DYx8aifX+M1hw71LymJA2AylfXs+X/ujkhERNQuWMeONXz2mWbbNtOJw8tin7t57yu1tcITT/guW1blngCT5UPp3WX+/Pnu/HBEp8HfkxFROzE0Pz/6xAkApSbT94mJjReIonrXrlvlcUrKF2q13a35iIiI2g2Vqubll+Xd7Ebtm9fXJxvA6tW6H3/UKZ2MqJ1jAU9E7YG/1XpzRoY8Xtavn02tbrymoOCK6uowAAEB+3v02OjWfERERO2Ls1cv69ixAASHfWXYQ/LkzJm+tbWCormI2jkW8ETUHtyenu5jtwNIDwvb0aVL4wUOhykzc6Q87t17uSBIbs1HRETU7tQ+8YTYsSOA7vnrZ/T4DMChQ6qXXjIpnYuoPWMBT0RtXlxp6SWFhQDsavX7/fo1uWbPnutsNn8AYWEZYWEZbs1HRETUHkkBAeannpLHz1dNDdJUAVi61LhzJ7fZImotLOCJqG1TSdI927bJt+t9m5h43Ne38RqzOSg3dzgAQRB79/7EvQGJiIjaLetttzn79wegO1H8ReozAFwuTJni63AoHIyovWIBT0Rt27C9e7uVlwMo9vX9LiGhyTXp6be5XHoAUVG/BQQcdGs+IiKidkwQal57DRoNgCsy3hoeng4gO1uzcCFvpCdqFSzgiagN62C13pSZKY8/7NvX0dTedSdORO/bdzEAjcaWkrLCrfmIiIjaO2dCgvXuuwHA6fy4w4MqQQIwd64xN7eJH8pE1EIs4ImoDbt9506T3Q5gW0TEzvDwJtfs3DkGEAAkJHxnNJa7NR8REZEXqH38cTE0FEBw9p/zL/oQgN0uTJjgxxvpic47FvBE1Fb1LCkZuG8fALta/VGfPk2uOXhwQElJPACjsSw+frU74xEREXkJyc+vdtYseTx+74yencsBZGRoFi0yKpqLqB1iAU9EbZJaku4+tXfd10lJJU3tXSeK2l27bpPHqalfaDQ2NwYkIiLyIrbRox3/+hcAdcnxb9JOFvOvvGLKyeGN9ETnEwt4ImqThufldauoAFDs57c6Pr7JNXl5w2tqQgEEBhb16LHRrfmIiIi8iiDUvPwytFoAPX9a/OiVfwGw2YRJk/ycTqWzEbUjLOCJqO3pYLWOPLV33QdpaU3uXWez+Wdl3SCP09I+FgTJffmIiIi8jys+3nLvvQDgdD5TOiWiiwvArl2aN9/kjvRE5w0LeCJqe+7YudPkcADYGhm5q5m96zIzR9ntJgAREVtDQrLdmo+IiMgrmWfMkHezM2zbvOqGpYIAAK+9ZkpP1yicjKi9YAFPRG1McnHxxfv2AbBpNB+lpTW5prIyMj//cgAqlbN370/dGY+IiMhrSX5+tc8+K4/7fTHrwduOAXA48NBDfjaboGg0onaCBTwRtSVal2vc1q3yW4CvkpJKTU3flbdjx1hJUgOIi1vj51fsxoBERERezTZqlGPgQACqkpJXVDN79HAByM1VP/88b6QnOg9YwBNRW3JDVlbn6moABwMCmtu77vDhvseOJQMwGKqSk79yaz4iIiKvV/PKK9DpAPh++uGnE3+Wd6pZssS4fr1O4WREbR8LeCJqM8Kqqq7JzgYgCcK7/fu7VE18BxNFzc6dY+RxSsoXWq3ZrRGJiIi8nisuzjxpEgCIYv//Tpk+sQKAJGHiRN/SUlYfRC3CLyEiahsE4N5t27SiCGBdTExecHCTy3Jzr6qu7gwgMHB/dPQGdyYkIiIimWX6dFdcHAB1Ts4s46v9+jkBHD+umjTJV+KxMEQtwAKeiNqGy/LzE4uLAVQYDJ+npja5xmoNqHd03EeCILovHxEREZ0i6XQ1c+dCEAD4vj532cydfn4SgHXrdIsXG5VOR9SGsYAnojagg9V6W3q6PP6gb1+zrumH6NLTb3E4jAAiI7eEhOxxXz4iIiL6X46LL7becgsAwW6Pe33anFeq5fnnn/fZtYunyhGdIxbwRNQG3Lljh4/dDmBXWNiWrl2bXHPiRFRR0aUA1Gp7nz48Oo6IiEhhtc89JwYHA9Bu2jRG+vjWW60A7HY88IBfdTVPlSM6FyzgicjTpR49etH+/QBsavX7/fo1s0rYseNuSRIAJCR87+NT4saARERE1AQpMLDuWHjfWbPmzjgQG+sCUFSknj7dV9FoRG1VG7h9xWq1fvzxx5s3b66qqoqOju7du/dNN92kls+jOE+v3bdv39dff52ZmVlRUdGxY8euXbuOGjUqISGhFT4bIjo7Opfrnm3b5PHK1NQS36Z/3hcVXVJaGgPAZCpNTPzOffmIiIioebbRow0rVmg3bBDKyoLnPL106TvDh3ewWoWvv9ZffLHjnnusSgckamM8vQNfWlr66KOPfvvtt8ePH9fr9VlZWZ988smsWbOqq6vP12t///33adOm/fLLLyUlJYGBgWVlZX/99ddjjz326ae8BZdIeaMyM0NragAcCAj4MS6uyTUOh3HXrlvlcZ8+n6rVNvflIyIiotOqmTNHMhgAGD7/vFfpLy++WCvPz5rlk5HRBrqJRB7F0wv4N954o6ioKCkp6b333vvoo48WLVoUGRm5e/fud99997y8trKyct68eS6X65JLLlm2bNnSpUs///zzcePGAfj8888zMjJa8XMjon8SWVExIjcXgCQIS5s5+B3A7t2jrNYAACEh2V27bnZrRCIiIjotV48elunTAUCSfB955M7RlaNG2QDYbMLdd/uVl/NheKKz4NEFfE5OTmZmpq+v7+OPPx4cHAwgPDz8qaeeUqvV69evLyk53TOuZ/jatWvX2u32hISE6dOnBwUFAVCr1TfccMP1118vSdL333/f+p8lETVNkKR7t25ViyKANXFx+c0c/F5ZGZGXNxyAILj69l3mzoRERER0JsyTJjmTkgCoCwuN8+a99lpNz54uAAcPqseP9xN56ivRGfPoAv6PP/4A0K9fPz8/v7rJ0NDQhIQESZI2bz5dn+0MX5ufnw9g8ODBDR6Mv/jii+uuEpEihubnx5WWAqgwGlempDS3bPv2u0RRDSAubm1AwEH35SMiIqIzpNHUvPYaVCoApvnz/Q/lLFtW5esrAfjlF93LL5uUzkfUZnh0AV9QUAAgLS2twbw8I19t4WudTmdwcHBERESDZVqtFoDL5Trn8ETUEgFW6+hTz7C816+fWattctn+/RcVFycBMBgqU1JWui8fERERnQ1n377WsWMBwG73ffjhmGjnW2/VCAIAzJtnWr1ap2w8orbCo/eNOHLkCIDgRvfNyjOHDx9u+WuffPLJJl++ZcsWANHR0Y0vnThx4tdff208P3jwYL1ef5pI7YAgCAC0Wq08IKqv7jYWvV4vtvhmuLu3bTPZ7QC2RkRsa/QrNpnDYdi5c4w87tVruVZrbuEHbSUGg0HpCERE5HU88KeP66WXpLVrhSNHtJs3+33xxU133ZWZaX/9dZ0kYeJEv6QkS3y8h95M74F/mXQm1Gq1SqVqZ//7PLqAr62tBVD/HniZr68vALP5dG/WW/La9PT0VatWAbjxxhsbXz1w4MCLL77YeP6KK67wbeaAq3amnX0N0HlnMrX0RrjeR48OOHgQgFWr/aBv3+aW7d490mIJAtCpU15U1MYWftDW4yXfGYiIyKN44k8fX1+88QZuuQWA/okn9DfeOGdOeFYW1qxBTY1w222mLVsQFKR0yKZ44l8mnbF29r/Po2+hdzgcAIxGY4N5uTyw2U53UtS5vdZms3344YdPP/20w+EYM2ZMSvOP3RJRKzE6HPf+9Zc8/iI1tayZXwdUVkbk5V0FQBDEvn3fByT3RSQiIqJzM3o0rr4aACor8Z//qNVYvhwxMQCQn49bb4XTqWw+Ik/n0R14Pz+/iooKi8XSYF7unzfurrfwtZs2bXr33XdLS0sNBsO99947fPjwJv/kLl26TJo0qfG8KIpy278dEwTBZDLZbDYnv7lSIwaDQb6L3mw2S9K5l9O379rV0WwGUNCx40+xsc2sErZtu1veuy42dm1g4P5z/nBu0O6/MxARkQfy2J8+wty5pg0bUFuLzz6zjhypGzHis89Ul11mqK4W1q7F5MmOuXPtSmdsyGP/Mun09Hq9SqVqXBJ6Gh8fnzNf7NEFfFBQUEVFRU1NTYN5eSYwMPB8vbaqquqdd97ZtGkTgIEDB959990hISHN/ckhISF33XVX4/kTJ054/j+OFpILeLvdfvrbH8g7abVauYC32WznvAFkYnHx5fn5AJwq1ZILLhCb2W1h375/HT+eCMBgqEhNXXGukd2k3X9nICIiD+S5P306dZIee8xn1iwAusmTy9PSunXr8M47jjvv9BdFvPOOtnt327hxVqVT/g/P/cuk09JoNGgL//vOqoD36FvoAwICAJSVlTWYLy8vB9CxY8fz8trjx49PmTJl06ZNXbt2nTNnzowZM05TvRNR69G7XPf/9Zdcsn+VlHSwQ4cmlzkcpp07b5fHffp86rF71xEREVGTLA884LjgAgCqY8d8nnoKwPDh9iefPNnlfuIJ3/Xrmz59hog8ugPftWvXHTt27Nq165JLLqk/n56eDqBHjx4tf63ZbH766adPnDgxZMiQBx98UNvMUVVE5Aa37NoVWlMD4EBAwLeJic0tS0+/xWoNABASsqd7903uy0dERNR2TJ482Z0fbv78+WexWqWqmTcvYPBgwWYzfPqp/frr7ZdfPmmSZe9e9fLlBqcT997rv3p1ZUICn9kkasijO/ADBgwAsG3btvo3bFdVVWVmZup0ukGDBrX8tevWrTt8+HC/fv0mT57M6p1IQbGlpcP27gXgEoTFF1zgUjX93enEiej8/CEAVCpXv37LuHcdERFRW+SKiTE/8og89p06VaisBPDqqzUXX+wAUF0t3Hab/7FjHl2qECnCo78qkpOTe/bsWV5ePn/+fPmRWpvN9vLLLzscjksvvbT+owKrV6/+7rvv8vPzz/a1P/30E4AbbrhBbIZbP2Eib6UVxQf++kslSQC+S0wsauYMGUlSb916ryQJAOLjV3focMitKYmIiOj8sTz0kLNPHwCqo0d9Zs8GoNPhgw+qYmNdAA4fVt1+u39NTdO74RB5LY++hR7A9OnTZ8yYsXHjxu3bt3ft2rWwsNBut4eHh99zzz31l73//vt2u/2uu+6KkY+hOLPXulyuQ4cOAXjyySeb/OhhYWGLFy9utU+OiE66KSOjS2UlgCP+/l8lJTW3LC9veHl5dwC+viXJyV+5LR4RERGdfxpN9YIFAZddJtjthmXLbCNGOAYPDgiQli+vuvLKDqWlqsxMzbhx/p98UsnbZInqeHQHHkBYWNibb745bNgwo9GYn58fEBBwww03vP7666c/Q+4MX1tSUsIeO5HiNJmZI3JzAUiCsGTAAIda3eQys7ljRsZN8rhv3/fVah6FQERE1La54uIsU6cCgCT5Tp8u1NYC6NbN9cknVSaTBGD9eu306X4tOJ2WqL3x9A48gKCgoIkTJ55+zcqVK8/htZ07d/72229bFI6IWshu933oIbUoAvihZ8+8Tp2aW7ht291OpwFA166bw8N3uS8hERERtRrztGm6H3/UZGSoDx40vfRS7QsvAEhLc/73v9V33unvcuGzz/TBweLTT/MkdiLA8zvwRNS+md54Q5OdDaDE13dlSkpzyw4e7H/4cF8AWq05Le1D9+UjIiKiVqXR1Lz5JrRaAMb//le7ebM8PWyYfe7cGkEAgAULjAsXGhXMSOQ5WMATkWI0e/aY5s8HIAnCogsusGmavifI4TBt3363PO7V6zOjscJtCYmIiKi1OZOTzQ89BACi6Dt1qmC1yvNjx1pnzjTL42ef9fnkE4NSCYk8Bwt4IlKI0+k7ZQrsdgBrY2KyQ0KaW5iefqvFEgggOHhvTMzP7ktIREREbmF55BFXfDwAdUGBae7cuvlp08z33WcBIEn4z398v/tOr1hEIs/AAp6IlGFasECzaxcAMTLys169mltWUhKXn38FAJXKOWDAUkHgPjZERETtjaTTVc+bB7UagHHhQs3OnXWXZs+uHT3aBsDlwvjxfuvW6RRLSeQBWMATkQLU+fnGV1+VxzWvvWZt5nwYUdRu3Xq/fPB7QsJ3HTocdF9EIiIiciNn376Wf/8bAFwuv4kTBdvJ42ZUKrz5ZvVVV9kB2O245x6/TZt4rBx5LxbwROR28hNuNhsA65gx9ssua25hVtb1lZVdAPj7H0lK+tp9CYmIiMjtzDNnuqKiAKjz8ozz5tXNazRYurR68GAHAKtVGDPGv7Q0TrGURIpiAU9E7mZcvFi7ZQsAsXPn2mefbW5ZRUXknj3XARAEacCApWq1w30RiYiIyO0kg6Fm3jyoVABMb76p2b277pJOJ334YdVFFzkA1NYKGzY8euJEtGJBiZTDAp6I3Eqdk2OaPVse18ydK3Xo0OQySVJt2fJhrj6zAAAgAElEQVSAKGoAxMSs69Qpx30RiYiISCGOiy6y3nMPADgcvhMnypvdyoxG6ZNPqtLSnAAcDuOGDY+VlfVQKieRUljAE5EbORx+Dz0k3zxvu+UW+5VXNrcwJ2dEWVk0AJPpRK9en7kvIRERESmqdtYsV2QkAE1Wls8rr9S/5Ocnff55ZUqKE4Dd7rN+/eOs4cnbsIAnIvcxzZ2rycgAIIaH17zwQnPLqqvDMjNvkscDBryr1VrclI+IiIiUJvn41CxadHJH+gULtH/8Uf9qQIC0cmVlQMB+nKrhT5yIUiYokRJYwBORm2jS000LFgCAINTMmycFBDS5TJKELVsecLl0AHr0+C0sbJc7QxIREZHiHAMGWMaPBwBR9J00SaipqX81KEi6/PLZgYH1a/gYRXISuR8LeCJyB8Fi8fv3v+FwALA88MBpdp7Py7uypKQnAKOxIi3tI/dFJCIiIo9hfvxxZ2IiAPWBAz5PPdXgql5fc9llswMD9wFwOEzr188sKeG+9OQVWMATkTv4PPOMuqAAgCs21vzkk80tq64OTU8fLY/79XtXp6t1Uz4iIiLyJJJOV7NwIXQ6AIaPPtL99FODBXp9zeWXvxgUVIRTe9oVFycqEJTIvVjAE1Gr0/76q+H99wFAo6lesEAyGJpcJknCli3/drn0ALp33xQRsd2dIYmIiMijOJOTzY88Io99p0xRlZY2WKDT1Vx22eyOHfMBOJ2GX3+dcfRob3enJHIvFvBE1LqEykq/KVMgSQDM06c709KaW5mXd1VJSTwAg6EiLe0D90UkIiIij2SePNlx0UUAVKWlvv/5T+MFOp35ssteko+bdbl0v/02/eDBC9ydksiNWMATUevynTFDdfgwAGdqqnnq1OaWVVWF190837//u3p9TXMriYiIyFuoVDVvvSX5+gLQ/fCD/osvGi/Rai2DB7/SufNuAKKo2bRpUmHhYDfHJHIbFvBE1Ip0q1frv/wSgKTXVy9cCK22yWWSpN68+cFTO89v5M3zREREJHN161b79NPy2HfmTNWhQ43XaDS2QYPmyu8fJEm1Zcv9ubkj3JqSyF1YwBNRa1EVF/tNny6PzU8/7YqPb25lVtb1J05EAzCZynjzPBEREdVnvesu+9ChAISqKr/JkyGKjdeoVI6BA+d17/47AEDYseOOjIyb3RuTyB1YwBNR65Ak32nThLIyAI5LLrHcd19zC3ft0mRl3Si/5oILluh0ZndFJCIiorZAEGreeEMKCgKg3bjRuHRpM6tcF174Tmzsyf3qs7Ju3LZtnCQJ7stJ1PpYwBNRqzB88IFu7VoAkr9/9fz5EJr+8WmxCBMm+ImiGkBc3NrOnTPcmpKIiIjaAjE0tPr11+Wx6dlnIysrm1wmCFK/fsuSkr6S/3Pv3iF//DFJFJt+go+oLWIBT0Tnn/rAAZ9nn5XHNS+9JEZENLfy2Wd99u5VA/D3P9q793I35SMiIqK2xn711babbgIg2O3j//xT3dSN9LLU1BVpaR/h/9m784Aoyj4O4L/ZexfY5RRUQBHEBBQvvEAORUUrzaO000wt7bDD1NQOzTSvDq1eK81Ky7Q8UssLEfAE8QAFEURBEAFBYA8W9pp5/1izS01h2WXh+/lrZnjmmR/Xsl/mmechjogKC/smJc00GKTWKxSgMSHAA4ClmUyO06YxGg0R6R96SPfYY3dqmJAgWrdOQkQ8nqlv3y/4fJ31igQAAAB7o/nwQ7ZNGyLyq6oalZV1l5adOu3p1281j2ciorKykISEd+rqnK1UJUBjQoAHAAuTfPyx8MQJImI9PDQrVtypWUUFb/p0R44jIgoO3ubmdtlqFQIAAIA94pyd1StXmp/LG5mVFXDjxl0at29/JDJyuUBQR0RVVe3j4xeo1V5WKhSg0SDAA4BFHT0qXb6ciIhhNJ9+yrq53bYVx9Grrzpev84jorAwQ3DwDmvWCAAAAHbKEB1dO2kSEfE57uVjx6QGw10at259duDARWKxiog0Go/4+Pk3bgRYqVCAxoEADwCWU11NTz5JRiMR1U2apB8y5E4N162T7N8vIiInJ271ag3D3PExNgAAAIC/0r77brFCQUStNJrn0tLu3tjN7dLgwfMdHa8TkU4nT0iYV1zcwxpVAjQOBHgAsJwXX6QrV4jI1LlzzXvv3alVdrZg/nwH8/bSpZp27UxWKg8AAADsHyeVrgwP1/P5RBR+5Upkfv7d2zs5lQ4ePN/FJZ+ITCbx4cNv5OUNskahAI0AAR4ALIP3zTf0009ExInF6q++4iSS2zarrWWmTHGqq2OIaOxY3aOPYuI6AAAAuD9XFYqN3bqZtyeePNlapbp7e4mketCgha1bnyUijuOlpU06e3YcEZaIB/uDAA8AFsC/fFkwa5Z5u3bJEmPnzndqOXeuQ04On4jatzctW6axUn0AAADQvOwPDDzl7U1EYqPx5WPHBHdeVc5MKKyLjFzeocMh825W1sjjx6exrKDRCwWwKAR4AGgoRq93mjyZNBoiotGjdRMm3Knl9u3iH36QEJFQSF99pXZy4qxWJAAAADQzX/bpUyGTEZFfVdX4jIz/bM/jmfr0+SokZJt5t6AgIilptl4va9wqASwKAR4AGko2f77g3DkiIm9vWrPmTs0uX+a/8YajeXvevJoePYzWKQ8AAACapRqR6H/9+rEMQ0TDLlzoUVx8DydxXbps6d37a4YxLxEffODAfK3WvZErBbAYDBqB5mP69OnWvNyqVausebkmS5SQIF27loiIx6P168nVlaqq/t1Mp2MmTXLSaBgiio3Vv/hirZXrBAAAgObnQqtWO4KDR2VmMkTPp6a+NWxYtVT6n2f5+yfJZFVHj75qMEiUSu/9+xdERS13cSm4U3u8yYSmA3fgAaD+eOXljq+8QhxHRKZ58ygm5k4t581zyMwUEFGbNuwXX2gYzBoDAAAAlrAtJCTXw4OI5Drdy8eOMdw9PaDXunXGoEHvS6VVRFRb63LgwLvXrnVr3EIBLAEBHgDqi2Wdpk3jlZcTkaFPH9OcOXdq+Msv4u+/lxCRQEBff612dcWq7wAAAGAZJob5rH9/jUhEREHXrz904cI9nujiUjBkyHsKRRERGY2SQ4dmYHk5aPoQ4AGgnqSrVgmTk4mIUyjUq1cTn3/bZhcu8N98889H3/v0MVivRAAAAGgBbshka3v3Nm8/lpERUFFxjyfKZBWDBy/w9MwkIo7jp6VNysh4HMvLQVOGAA8A9SFIT3dYvty8rVmxgvXxuW0ztZqZOFGu1TJENGyY/qWX8Og7AAAAWN4JH5+D/v5ExOe4l48flxru9YaBUKiNjl7m53dzebnz5x8+evRlk0nYWIUCNAwCPADcN6amxmnqVNLriahuwgTdI4/cthnH0SuvOOXl3Vz1fdUqNR59BwAAgEbyfc+eRc7ORNRKo5ly4sS9n8jjGfv2/apLl61EHBEVFvZLTJyr0zk2VqEADYAADwD3zXHGDP6lS0Rk6tSpZuHCOzVbuVL2++8iIpJKue+/Vzs7Y9V3AAAAaCwGPv+Lfv0MfD4R9S0sHJCffz9ncyEhW/v2/YrHMxJReXmn+PgFGo1n41QKUH8I8ABwfyTffy/eupWIOLFYvWYNd4fFWg4cEH34ocy8/fHHmqAgrPoOAAAAjavQ2fnHbjcnk5948mQbleq+TvfzOxQdvVQk0hKRWt06Pn7BjRsBlq8SoAEQ4AHgPggyMhzmzTNv13zwgbFz59s2u3yZP3WqE8sSET3/fO3YsTqrVQgAAAAtWXxg4Km2bYlIYjS+duSI2Hh/txA8PbNiY+fLZBVEVFcnT0iYd/Vqr0YpFKBeEOAB4F4x1dVOkyYxOh0R6UaNqnv22ds2U6uZZ56RK5UMEUVEGBYsqLFmkQAAANCScURf9u1b7uhIRN5K5fP38zC8mUJxdciQ91xcCojIZBIfOfJabm6cxesEqB8EeAC4Nxzn9Oqr/CtXiMgUEKD5+OPbtmJZev55h5wcPhH5+LBr16oFAquWCQAAAC1cjUj0cUSEns8non5XrsRevHi/PUilVbGx77dunU5EHMc7deqZM2ee4jhMxgu2hwAPAPdEunKlaPduIuIcHFTffcc53n5q1rlzad8+IRHJZNz69So3N9aqVQIAAAAQXXFx+aF7d/P2hNOnO97zyvC3CAR1UVEfBQQcNO9euDD82LHpWF4ObA4BHgD+m/DYMYelS83bmmXLTJ063bbZt9+SuRXD0GefaUJCMHEdAAAA2MaBjh0P+/kREZ9lXzl61El33zPyMIwpLGxt166b/1herk9i4ly9HsvLgS0hwAPAf+CVlzu98AIZjURUN3my7rHHbtvs0CHe1Kk3t2fM0I4YgYnrAAAAwJbW9ep1VaEgInetdlpKCsPVZ0Xb4OAd/fqt/svycvNrajwsXCjAPUOAB4C7Mpmcpk3jlZYSkbFHj5oFC27b6uJF/rhxAr2eiGjUKP2sWVpr1ggAAADwbzqB4JMBA2qFQiLqdu3ayPPn69dP+/ZHoqOXCoVaIlKp2uzfv6Cqys+ShQLcMwR4ALgbh8WLhcnJRMQ5O6vXrOFEon+3KS/njR8vr6wkIurXj/73Py2DSV4AAACgCShxclrTu7d5+9Fz57qWltavH0/PrNjYBVJpJRHV1TknJLxTWtrFYlUC3DMEeAC4I9H+/dLPPiMi4vHUX35p8vX9dxutlnnqKXlhIZ+I/P1pxw4Si+szPg0AAACgMaT4+u4LDCQihuNePH7ctba2fv04OxcNGfKeQlFERAaDJDl5ZkFBuCULBbgHCPAAcHu8oiKnV14hjiMi7euv6wcN+ncbo5GmTHE6fVpARG5utHs3eeChMAAAAGhifujePdfDg4jkdXWvHTkiYOu5So5MdiM2dkGrVtlExLKC48dfvHDhIUsWCvBfEOAB4DYYvV4+cSJTWUlEhogI7cyZt202c6bj/v0iIpJIuC1bDIGBVi0SAAAA4F6YeLzP+vdXicVEFFBRMT4jo95diUTamJglvr6pRETEnDnzxOnTWCIerAcBHgBuw2HOHEFGBhGxrVqpv/yS+Px/t1m0SPbDDxIi4vPpyy/V/ftj5DwAAAA0UTdkss/Dw1mGIaJhFy70KSqqd1c8nqF//1WBgfvMuzk5w48ff4llBZYpFOCuEOAB4J/EmzdL1q8nIhIK1evWsZ6e/26zerX0009l5u1FizQPPqi3ZoUAAAAA9yvT03N7cDARMUTPp6Z6qdX17ophuJ49vw8N3WReIv7Klf7JyW8ajRKL1QpwBwjwAPA3gjNnHGfMMG/XvP22oU+ff7f54QfJe+85mLdnzdJOmlRnvfoAAAAA6mtbSMhZLy8ikhoMrx85IjEaG9JbUNDOPn2+ZhgTEZWWdk1ImKfTOVmmUIA7QIAHgD/xrl+XT5jA6HREpHvoodpp0/7dZts28ZtvOnIcEdHkybUzZ2LJdwAAALAPHMN80b//DZmMiHyqq6elpDTw4fUOHZIHDPiYz9cRUWWl/4ED72m17paoFOD2EOAB4A8Gg9OkSbySEiIyBQZqVq2if63nvnu36OWXnUwmIqJx43SLFtVYv0wAAACAelOLxR9FRur4fCIKKyoanZnZwA7btj0TE/OhSFRDRCpVm/j4+SpVWwsUCnA7CPAAcJPj7NnClBQi4lxcVD/+yDn9cwxYfLxoyhS5wUBE9NBDupUr1Ty8hAAAAIC9KXBx+bJfP/Psu6PPnetbWNjADj08cmNj35dKq4hIq3U9cOC9Gzf8G1wmwG3g3TcAEBFJ166VbNhARMTnq7/80tS+/T8aJCSIJk500uuJiAYP1n/1lfp2M9MDAAAA2IFUH5/fOnemPya086mubmCHCkXR4MHznZxKiUinc0xMnFdWFmyBQgH+DgEeAEiYmurw3nvm7ZqFC/UDB/6jwf79omeecdLpGCKKiTF8+61aJLJ2kQAAAAAWtCk09EybNkQkMRrfPHRIrtM1sEMHh/LY2AUuLgVEZDBIkpNnFRf3bHidAH+FAA/Q0vGKipwmTCC9noh0jz1WO2XKPxr8/rto4kS5Xs8QUVSUYf16lViMJd8BAADAvnEM83n//sUKBRF51NS8fPQon2voOxyJRDlo0AceHheIyGQSHj78WkFBhAVqBfgDAjxAi8bU1cknTuTduEFExl69NJ988o8GW7aIJ0+Wm0fOx8Tof/hBJZEgvQMAAEBzUCsUfhwRoRWJiCikrOzJM2ca3qdQqI2JWdq6dToRcRw/JWXaxYuDG94tgBkCPEALxnGOr7wiyMggIrZVK9W6ddzfR8Z//73kpZeczCukDh6s37BBjfQOAAAAzUmJXL6qf3+WYYgoLidn4KVLDe+Tz9dFRn7s65tCRBzHnDw58fz5EQ3vFoAQ4AFaMtknn4h//ZWIOLFYtX4927r1Xz/66afSmTMdWZaIaMQI3fffY+Q8AAAANENnW7f+uWtX8/bEkycfKC9veJ88nrF//8/9/RPNuxkZ48+eHdfwbgEQ4AFaKNHBg7Jly8zbNUuXGnv+OckKy9LbbzssWuRgfhDsiSfqvv5aLRTapEwAAACARrcrKOhYu3ZExGfZ6UeOuGq1De+TYdjevdd26rTbvJuVNfL06WeImIb3DC0ZAjxAS8TPy3OaMoVMJiKqfeGFuiefvPUhvZ55/nmnr76Smndfeqn20081WDEOAAAAmjGO6Os+fS65uhKRc13dm4cOiU0mi3Tco8cPISFbzTs5OXEnTkziOGR4qD8EeIAWh6mulj/1FKNSEZEhMrJm/vxbH6qsZMaMke/YISYihqF3362ZP7+GwV8ZAAAAaO70fP7KAQNUEgkRta+qeu7ECUv13KXL1m7dNhJxRHTp0sCUlGkchxQG9YQfHYAWRq+XT5zIv3SJiEzt2qnWrCGBwPyRS5f4cXHOKSlCIhKJ6Isv1K+8UmvLUgEAAACsqEIm+yQiwsjjEdGAgoKHs7Mt1XPnzr/16vWdOcMXFEQcO/YKy2J8I9QHAjxAS8JxTjNmCI8cISLO0VG9YQPn6mr+SHKyMC7OOT+fT0QKBbdxo/LRR3W2LBUAAADA6nI8PL77Y2Kg8RkZfQoLLdVzx47xffqsYRiWiAoL+xw9+hrLYoYhuG8CWxcAAPdk+vTpDe9kdGbm2HPniMjEMCt69cpYvdp8PDd36OnTT5mfyHJ0LA8PXxYVNbvhlwMzi3zvAAAAwDoOBgR4q1RxOTkMx01LSamSyXLd3S3Sc4cOSXy+4fjxqRzHv3q156FDrw8Y8Amfb7BI59BC4A48QEvRr7BwzLlz5u0NPXtmtG5NRCaTMCVl6qlTEziOT0QeHjlDhrytUBTbslAAAAAAm9rQvXuatzcRiUymNw8d8lKrLdVzu3ZHw8M/5/FMRFRS0u3QoTdNJpGlOoeWAAEeoEV4oLx86vHj5tnofuvceX/HjkSk0bSKj5+fnx9pbuPvnzRw4CKx2GJ/ogAAAADsEccwX/Tvn+fuTkSOOt3spCS5zmKPFvr4pEZEfMLjGYiotLRLcvJMo1Fsqc6h2UOAB2j+PDWa1w4fFrIsEZ3w8fkpNJSIrl4N27dvcVWVHxHxeKZevb7r3ftrHs9o41oBAAAAmgA9n78iMrLM0ZGIPDWa1/94K2URbduevjV4vqwsODl5FjI83CMEeIBm7q//Nr7s6rq6Xz8jKzp16tnDh1/T62VEJJVWDRz4QceO+21dKQAAAEATohKLV0RF1YhERNSpvHzaH4MZLaJNm/TIyI/4fD0RXb/eOTl5ttEosVz30GwhwAM0Z8K/PLhV7ui4PCrqusZ3//73c3OHEDFE5OWVGRc3x8Mjx9aVAgAAADQ5xXL5xwMGGHg8IupbWPjo2bMW7NzL62xk5Ao+X0dE168/kJQ022BAhof/gAAP0GwxRM+npgZWVBCRVihcERl5smjEvn2LqqvbERHDmLp2/SU6+kOJRGXrSgEAAACaqOxWrb7q25cjIqJHsrJi8/Is2LmXV2ZU1M0MX17eKTn5LWR4uDsEeIBma3x6eviVK0Rk4vGWhD24/vTSkyefNc906uBQMWjQwuDg7QzD2bpMAAAAgCbtWLt220NCzNsTTp3qWlpqwc49PbOio5cLBOYMH5iU9JZGY8Gh+tDcIMADNE/Rly49nJ1NRBzRwnbPLUn7qbT05h+edu2OxcW95eGRa9MCAQAAAOzG1i5dDvv5ERGfZV87cqRddbUFO2/V6nxU1DJzhq+oCBw3To4MD3eCAA/QDHUtKZmUlmbeXuHw8oL8NebhWGKxpn//z/r3/1wk0tq0QAAAAAB7whF93bt3pqcnEUkMhplJSa5aS76batUqOypqqTnDnzghHDdOXlODDA+3gQAP0Nz4VVa+dvQon+OI6Afmydk1q8zHfXzShg+f2a7dcZtWBwAAAGCXTDzeyoiIYrmciFxra2ccOiQxGCzYf6tWF27dhz9xQjh+PDI83AYCPECz0lqlmp2UZP5zkkTRk7h1HDESSXVExMqIiE8kEqWtCwQAAACwVzUi0bKoKKVEQkR+VVUzLLo4PN28D79cJuOIKCVF+Pjjcq0WGR7+BgEeoPlw1WpnHzxsXvL9LHUdRdsNjDAg4OCDD8708Um1dXUAAAAAdq/c0fGjyEidQEBEwWVlLx89yuMsOSVwq1bnf/xRJZVyRHT8uPDJJ+W1tcjw8CcEeIBmQqiSvLYnvVWtioguU4c42su4VMXGLggLWysS1di6OgAAAIBmIs/N7aM/FocPu3r1hdRUyybsiAjDDz+oJBKOiI4cET79tLyuDhkebkKAB7B7BoP0YsZDL+y+EKC/QkTXqdVI0S/eYbuHDn3H3R1TzQMAAABYWKaX1+fh4SzDENGA/PynT52ybP+RkYb161ViMUdEycnCCROc9HpkeCBCgAewa0ajODv74b27Viw8v6E/d5yIlKSY2n5ep4f/FxCQwDCWfCgLAAAAAG5J8/b+rlcv83Zcbq55+V4LiokxfP+9WiTiiOjgQdGzzzrp9Za9AtglBHgAu2Q0SrKzH9q1a+XZ9HFrddPiaC8R1THiJeGDJf1SsEocAAAAQGM7EBDwS5cu5u3x6ekDL12ybP+DBum//VYtEhERxceLpkyRW3Tae7BLCPAAdkavd8zMHLVz56r09Cfq6uQf0xvjaDMRsQyzOqL3FV+hrQsEAAAAaCm2h4TsfuABImKInktL61NYaNn+hwzRr1mjEgqJiHbvFr3wgpPRaNkrgJ1BgAewGzU17qdPP7Vjx6pz5x7V6RyJaCG98yqtJCKOaE3v3mne3rauEQAAAKBl+bF796QOHYiIx3EvHT/etaTEsv0PH67/8ku1QEBEtGuX+OWXnUwmy14B7InA1gUAwH87eVJw9OgrRUW9OY7/xzFujmLu28ol5p0fu3dP7tDBVuUBAAAAtFgc0drevR0MhrCiIgHLvn748IcDB+a6u1vwEiNG6IxGevFFJ5OJtm4VC4W0cqWah1uxLRK+7QBNl17PbNkiHjrUedgw58LCfub0zjCmdu2OLQ19ZJFqqbnZ9uBg89gtAAAAALA+lmG+6NfvQqtWRCQ2mWYcOtRWpbLsJUaP1n366c3QvmmTeOZMR4suPw92A3fgAZqiwkL+hg2SH38Ul5f/+V82obCuQ4fETp32Rigz3jh8mOE4IkoICPila1fbVQoAAAAApOfzV0RGvpOQ0K6qykmneysxccHgwRUymQUvMX68zmBgZsxw5Dhav14iEnEfflhjwf7BLiDAAzQhRiPt2ydav16SlCRi/7IGnK+vyc3tJ3//JKFQ27W09LUjR/gsS0Spvr7f/rF+CQAAAADYkFYoXBIdPf/AAU+12k2rnZOYuHDQoGqJxIKXePrpOr2e5sxx5Dhau1YqFtP8+cjwLQuG0AM0CZcv8z/4wKFbN9dnn5UfPHgzvTMMxcQYNmxQpaVVPfDAbqFQG1JW9sahQ0KTiYjOeXl90a8fyzA2Lh0AAAAAiIhIKZEsjo6ukkqJqLVKNS8hQVFXZ9lLTJpUt2DBzdD+xRfSDz+05E1+aPoQ4AFsSaNhNm6UPPywom9fl5UrpWVlN38l3dzYl1+uTU2t+vlnZVyc3vy8U1BZ2YzkZJHJRETnPT0/jow0YvYSAAAAgKak3NHxw5gYlURCRG1VqnkHD8otneGnTaudN09r3v74Y9knnyDDtyAYQg9gAyxLx44JN2+W7Nwp0mr/vIXOMBQRYXj66boHH9SLRH+bmSSwvPzNQ4fEJhMR5Xp4rIiM1PH5/+wXAAAAAGztqkLx/qBBbyckONfVeSuV7yYkfGDpsfSvvaatraWPP5YR0eLFMrGYe/HFWgv2D00WAjyAVV26xN+8WfzLL5KrV/9287xNG3bcuLonntC1b3+blT2FaWlvJSdLjEYiuujuviQqqk6AX14AAACAJuqaXL4kJmbewYNOOl0bleqtxMRFAweqxWILXmLOHK1Ox3zxhZSI5s93EIu5SZMsfKsfmiBkAABrqK5mfv1V/PPPkrS0v/3SicXcsGH6xx/XRUfr7zQcXnDypHzcOMZgIKI8d/cl0dF1QqEVagYAAACAeit0dl48cOC8gwcddTrf6uq5Bw8uGjhQY9EMP39+jU5Ha9dKOY7mzHGUSOjJJ5HhmzkEeIBGZDRSYqJo0ybx3r0ivf5vs82FhRkfe6xu1CidQnG3RTwFZ88qHn+cUauJKN/FZWlUVC3SOwAAAIA9uOLsvCgmZt7Bg456fbvq6nmJiYsGDtSIRBa8xOLFNXo9s369hOPojTcchULuscd0FuwfmhoEeIBGkZ3N37RJsmWL+Pr1v91Y9/ZmH3us7tFHdQEBtxkq/w+CzEzF2LFMdTURXXFx+XDgwBqLvuIDAAAAQKO64uKyeODAueYMX1U19+DBxRbN8AxDy5drdDpm82Yxy9L06U5iMY0ciQzfbCHAA1hSVRWzdfa7PJYAACAASURBVKt40yZJRsbffrkcHLiHH9Y/9lhdeLjhHmeOF2RlKcaMYaqqiMgYHLyoUyfL/r8WAAAAAKygwMXlw4ED5x486KDXt6+qmnPw4GKL3pXh8WjlSrVOR7/+KjaZaNo0J6GQGz5cb6n+oUnBGlQAFsCylJwsfP55p5AQ1zlzHG+ldx6PBgwwfP65+vz5ys8+Uw8YcM/p/fx5+ejRTGUlERmDglTbtln2iSkAAAAAsJq/PgjpV1U1OzlZajBYsH8+n/73P/WDD+qJyGCgKVPkCQm48dM84Q68xfBbwJpeDMMQEZ/PF2AKdCLzF6GsjPfjj6ING0QFBX+L5n5+7OOP68eP1/v4sEREdB8/HvysLMcxY8zp3dS5c82OHTx3dwtWfi/q8S02/3gQEZ/Pv7UNAAAALQHeHP6nPHf3pVFRbyUnSwyGgIqK2cnJS6Kibjszcf2+mAIBrVunffppZv9+oV5PEyY4bd5cExVlbHDhdoxhGIZhmtkPZ7P6ZGxLoVC0kNAik8lkMpmtq7A5Ji3NefVq2rWLjH95YXRwoEcfpeeeo4gIHsNIiO5/wc8TJ2jECKqsJCIKCuInJipatbJY1ffM2dm53ufK5XILVgIAAABNX0PeObQcuR4ey6KiZiUlSYzGwPLyOUlJy6Ki/j2WviFfzB07aMQIio8nnY554gnHPXsoMrJhRdu/ZvbDiQBvMWq1muPuNp14M8AwjFwu12q1BouO+bEver0sPz/64sXYn3762/EePUwTJuhHjzY4OXFEpFLVp3PBkSOy8eMZjYaI2E6dNNu3c2IxKZUWqPs+Ke//og4ODuZ/cKrVapZlG6EoAAAAaKLq8c6hZbrg4bE8KmpWcrLYaOxYUfF2QsKHMTEqyd9u+TTwi7l+PTN2rOzoUYFWSw8+yG3fXhMW9t9zJzdLMpmMx+NpNBpbF/IfFArFvTdGgLcYg8HQEgI8EZlMppYZ4JVK79zcoQUFEUbjn4+jy+Xc2LG6p5+uCwm5eSO+3l8b0YEDsokTmbo6IjJ27ar6+WfW1bX+3TVMPb7Ft0K70Wg0mVro3wkAAICWqWW+Oayf7FatlkZFzTx0SGowtKuufi8hYXFMzI2/jG9t4BdTIKAffzQ8+qg8LU2o0TBjxjhs3ars1q0ljqVnWZZhmGb2w4kAD/CfmJKS0AsX4kpLuxD9+ZRE167GiRPrRo/WyWQW+MeNaM8ep8mTGb2eiIzduys3b+ZcXBreLQAAAIAVTJ8+3dYl2JMLrVp9MGjQ7MREuU7XWqV6Lz5+8cCBpU5OlurfwYHbtEk1ZowiPV2gUjGPPabYtk15624T2DXMQg9wRywruHw5cvfuJUlJs0pLu5rTO49nbNfu6ODB7yUkVD/1VJ1F0rv4l1/kzz1nTu+G8HDltm1I7wAAAADNWL6Ly8LY2EqplIjctdr3DhxoV11twf7lcu7nn2+G9qoqZswYeXZ2859yuyVAgAe4DaNRcuHC8F27Pk1NnapU+pgPSiTKkJCtI0dO79//C3f3i5a6lmTdOqeXXzZPhacfMkS1eTPn6GipzgEAAACgaSqWyxcMHlzm5EREirq6txMSOlZUWLB/Fxdu61ZV584mIqqs5I0Zo8jNRYa3ewjwAH+j1ztkZo7euXPVmTNPabWu5oMKxdU+fb4eOXJ6ly5bJRJL/nNUumqV4+zZxLJEpBs9WvXddxzWewcAAABoGcodHBbExhY5OxORg14/NzExpLTUgv27urJbtyoDA01EVF7OGz1acekSMrx9Q4AHuEmvdzh3buzOnSvPnRur0928B96q1YWoqOXDh8/u0CGJx7PwBBiypUsdFi40b9dNmKBevZputxYoAAAAADRX1RLJwkGD8tzciEhsNM5MThb9/rsF+/fwYLdtU3boYCKisjLeqFGKggJkeDuGAA9ABoMsM3PMzp0rMzNHGwzmKUC5tm3PDB783qBB77dpc4bI0usLcJzDvHmyFSvMe7WTJ2uWLycefh8BAAAAWhyNSLQkJibHw4OIhCwrnzxZvHmzBfv39GS3b1e2b28iopIS3qhRisJCZHh7hVnooUUzmcS5uUPOn39Yr795y51hOG/vtJCQ7c7OVxrrqgaD06uvin/5xbynfest7YwZjXUtAAAAAGjytELhkpiY1w8f7lpSQkaj06uvMnp93dNPW6r/Nm3Y7duVI0Yoior4V6/yHnlEsWNHtY8Pa6n+wWoQ4KGF4jj+5cuR586Nra29Nd875+NzMiRki7NzUeNdl9Fo5M89J0xMJCJimJoPPqh9/vnGuxwAAAAA2AUdn/9RZOTLx46FFRWRyeQ4Ywbvxg3ta69Zqn9vb3bHDtWIEYqrV3lFReYMr/T2Roa3Mwjw0BJdu9Y9Pf0JpbLtrSNt2pzp2vUXF5eCRr0ur7RU/vjjgsxMIiI+X/Pxx3VPPNGoVwQAAAAAe2Hg8VaGh3/DceLNm4njZIsW8QoLNcuWkcAyqc3Hx7R9u3LkSMW1a7zCQr45w7dtiwxvTxDgoWWprm53+vSTZWUht460anUhNHSTu3tuY1+af+GC4vHHeVevEhEnk6nXrNEPGdLYFwUAAAAAO8IyjHrVKtbVVbp6NRFJNmzgXbum/uYbzsHBIv23b2/69VflyJGKkhLelSs3M3ybNsjwdgOTZkFLodPJT5yYvHfvolvpXaEojoxcMWjQ+1ZI78IjR5wfeuhmend1VW3ZgvQOAAAAALfBMDXvv6/5+GPzjXdRQoJi2DDetWuW6t7Pz/Trr0ovL5aICgr4jzyiuHYNqdBu4FsFzR/H8XNzh/7220eXLg3kOB4RSSTKsLBvhg17q23b01YoQLxrl3z8eEapJCJT+/bVe/YYwsKscF0AAAAAsFN1Tz+tWreOk0qJSJCd7RwXJ8jKslTnHTqYtm+/meHz85Hh7Qm+T9DMlZcH7t37walTE/R6ByLi8w1BQTsfeuiNgIAEhjFZoQDp1187TZ7M6HREZOzVS7l3r6lDBytcFwAAAADsmn7YMOWvv7Lu7kTEKylRjBwpPHrUUp0HBJi2b1d6eiLD2xl8k6DZ0umcUlNfOHDgverqduYj3t6nhg+fGRq6SSistUYFJpPj7NkO8+YRyxKR/sEHldu3s25u1rg0AAAAANg/Y48eyn37TAEBRMQolYrHHru1FHHD/SPDjxypKC5GPGzq8B2CZom5fDnq998/unw5ioghIiensujoZQMGfOToeN1KFWi18gkTJOvWmXdrp0xRrVvHSSTWuToAAAAANA8mX9/q3bsNffsSEen1Ti+9JFu2zFKdd+z4t+fhR4xQFBUhITZp+PZAc6NWex08OC819QWdzpGI+HxDly5bhg2b1bp1utVqYCor5WPHivbtIyJimJp33qlZvJh4+HUDAAAAgPvGubiotm7VjRpFRMRxsuXLHV99lQwGi3QeEPBnhi8s5I8c6VxYyLdIz9AYkCig+eA4/vnzD+/Zs6SsLMh8pHXrs8OHzwoJ2cbnW+YF7l4Izp93jo0VpqUREScWq9etq50+3WpXBwAAAIDmhxOJ1F9+WTt1qnlXsnGj/JlnGLXaIp37+5tuLSZXVMQbMUKRn48M30QhwEMzkZ0t2L///YyMx00mERFJJKp+/b6Ijl7i6FhmzTLEu3Yphg3jFxWRebm4bdt0Dz1kzQIAAAAAoHni8WoWLrw1rlN04IBzXBz/0iWL9N2hg2nHDqW3N0tExcW8ESMUFy8iwzdFCPBg94xG+ugjWWysc2Wln/mIn9/h4cPfbN/eYrN03hOWlS1Z4jRpEqPVEpGpY8fqvXsNvXtbtQYAAAAAaNZqp0xRffcdJ5MRET8313noUFFCgkV6bt/etHOn0tfXRESlpbyRIxXZ2cjwTQ4CPNi3Cxf4cXHOS5bI9HoiIpmsIjp6ad++q8VijTXLYGpq5M89J/voI+I4ItIPGlS9Z4/Jz8+aNQAAAABAS6AfNky5Z4/J15eIGKVS/vjjsmXLzO9CG8jHx7Rzp9LPz0RE5eW8Rx5RnDsnaHi3YEEI8GCvWJa++EIaG+uckSEgIoahgICE4cNnt26dYeVK+AUFzsOGiX7/3bxbO2WKauNGTqGwchkAAAAA0EIYg4Kq4+MNkZFEN6e1c3r+eabWAislt23L7typ7NjRRESVlbzRoxWnTiHDNyEI8GCXCgv5I0cq5s930OkYIvL2Zn/+WRkW9o2VFnj/C+Hx44q4OH52NpmnrPv8c0w4DwAAAACNjXN1VW7efGuyZPGvv96aiamBvLzYHTuUnTsbiai6mhk7VnHsmLDh3YJFIGaA/dm0SRwd7ZyScvN15PHH65KTq6KjrTfP/C2S9esVY8bwbtwgIrZ1a+WuXbpx46xfBgAAAAC0RAJBzTvvqFev5iQSIhJkZSliY4VHjjS8Yw8P9tdflaGhRiLSaJjx4+UHD4oa3i00HAI82JPqambyZKdXXnFSqxkicndn169XrVqlkcst8MzPfRGyrOOrrzrOmGFegdPQu3f1gQPG7t2tXAYAAAAAtHC6sWOV27axnp5ExKusVDz6qHTVqoZ36+rKbdumDAszEFFtLfP00/LffhM3vFtoIAR4sBvHjwujo1127Lj5wjFkiP7Qoephw/TWr8S1tvadhATJxo3m3bpnnlFu3862amX9SgAAAAAAjGFh1fHxxh49iIiMRoeFCx1nzCB9Q98ny+Xcli2qyEgDEen1NGWK06ZNyPA2hgAPdsBopKVLZaNGKYqLeUQklXIrVmh+/FHl4cFav5iupaWL9+wJqKggIhIKNcuWaT76iEQYUwQAAAAANsO2bq3cufPW45yS9eudH3mEd/VqA7uVybiNG1VxcXoiMhpp+nSntWulDa0VGgABHpq64mLeI48oVqyQmUxERF26GBMSqidMqLN+JTyOe+zs2dlJSXKdjohYNzflli11EydavxIAAAAAgH+4OaHywoUkEBCRIC3NZdAg0f79DexWLObWrVONGaMjIo6jOXMcli+XWaBcqBcEeGjS9uwRxcS4pKYKiYhh6IUXavfuvbmshZW51NbOO3jwkawshuOIKNfDozohwdC/v/UrAQAAAAC4k9qpU5WbN7MeHkTEVFbKn3rKYf5887RN9SYU0v/+p3722Zu30JYtk82Z48jaYCwsIMBDU6XXM3PnOkyYIK+qYojIzY3duFH1wQc1IpG156sjoqCyskX79nW+fp2IOKK9gYELBw5k27a1fiUAAAAAAHdniIysPnTIEBNDRMRx0i++cH7wQX5hYUP65PFo+XLNa69pzbtr10qmTnVq8FP2cN8Q4KEpKizkP/igYs0aKccREUVEGJKSqmNjbfAKweO4MefOzU1MdK6tJSKNWLwiKmp9z54mrPQOAAAAAE0V6+6u3LSp5p13iM8nIsGZM84xMeJduxrY7bx52vffr2EYIqLt28VPPaWoqWEaXi3cO4QQaHJ27xYNHOicni4gIj6fZs3Sbtmi9PKywRgdeV3d7KSkMZmZPI4jokuurvOGDDnTpo31KwEAAAAAuD88Xu306cotW8wrzDEqldOkSQ5z5zZwdvpp02pXrVILBEREiYnCUaMUN24gVFoPvtbQhBgM9O67Ds8+K1cqGSLy9GS3blXOnKnl821QTFBZ2ZK9e7uUltIfw+YXDB5c7uhog1IAAAAAAOrFEBFRnZT053D6NWsaPpx+/Hjd99+rpFKOiM6cETz0kKKoyBbv11skBHhoKq5d440cqVi9+uaw+agoQ1JSdXh4g+bbqB8+x409d27erWHzItFHkZHre/Y0Ytg8AAAAANgb1t1d+dNP2pkzbw6nT093jo0V7dvXkD6HDNFv2aJyduaIKC+PHxenOHdOYJly4a4QSKBJSEoSDhzonJYmJCIej2bO1P78s9Ld3QbD5r3U6vcOHBidmWmebT7P3X3usGGnMV8dAAAAANgvPl87a5by55/ZVq2IiKmqkj/9tOPs2Uxtbb277N3bsGtXddu2LBFdv84bMUKRmCiyWMFwBwjwYGMcRx99JBs//ubDM25u7ObNylmztNa/280QxV68+OHevQEVFUTEEf3+wAMLBg2qkGGhSwAAAACwe4bIyOrERMOAAUREHCdZt845Olpw8mS9O3zgAdPu3dWdOxuJSKNhnnxSvnGjxFLVwm0xHGeDRbmapRs3bjT7LybDMG5ubmq1WqfT3Uv76dOn372BXu9w/PiL1651N+96eOSGh6+SSisbWuj9c6mtfT41NbSkxLxbLZV+3adPeuvW1q+kiVi1atX9niKXy0UiERFVVVWZTKb7Ovc/f1QAAAAAwCJ4HDcyK2t0VhafZYnIxDC7goK2hoTUe5UlvV525MgbZWVB5t2QkG1dumwlahLJaP369dXV1bau4j+4u7vfe2M8qAA2U1XV/siR1zUaD/Nup057unXbyOPdX/CziD5FRZPS0hz/+K9Eqo/PurAwtVhs/UoAAAAAABoVyzDbQ0JOeXu/ePy4b3U1n+MeycrqWVz8v759r7i41KNDkUgbHb0kNfWFgoJwIsrMHK3RePTps4bHM1q6dkCABxu5fDny5MnnTCYREQkEdX36rPH1PW79MmQGwxPp6QPz8sy7WqFwY7duBwMCrF8JAAAAAIDVFDo7vzNkyNjMzIeysxmO86mufj8+fktIyO+dO7PMfS/tzuMZ+/X7n0xWcf78SCIqKBig1boNGPCpSKRphNpbNAR4sDaWFZ469XReXqx5Vy6/NmDAJ3J5sfUrCSkreyElxU2rNe9menp+1bfvDTzxDgAAAAAtgIHP/yk09FSbNtNSUjw1GqHJ9HhGRs/i4tV9+5Y5Od1/f1xo6GZHx/K0tIkcx79+PWj//gVRUcudnEotX3oLhknswKq0WtcDB965ld59fVOHDHnb+und/PI0JzHRnN7NL14fxsQgvQMAAABAi5Lr4TE3Lu7WENTAiorF+/bdGqB6v/z9D0ZHLxcKtUSkVrfev//9W8/Gg0UgwIP1XL8etG/f4hs3AoiIYUzdu/8YHr5KKKyzchkPXL++ZO/eh8+fNy8Ud9nVdW5c3K6gIO7+BwsBAAAAANi7WqFwbVjYJxERKrGYiKQGw+S0tBmHDrnWa5E5L6+zgwfPd3QsJyK93jEpaU5e3kALV9yCYQg9WAdz4cLw9PTxHMcnIolEFR6+qlWr81YuQqbXP5GeHnPpkjmpmxhmZ3DwtuDgek+5CQAAAADQPKT5+OR6eEw5caJHcTER9SwuDrp+fVNo6IGAgPu90aVQXB08+J3Dh9+oqAhkWX5a2mSl0rtHjx8ZxgbzVTczCPDQ6IxGSWrq84WFfc277u554eGfymTWXiuuT2HhhNOnnf/4P+JVheLrPn3y3NysXAYAAAAAQNOklEhWREZGX7r09JkzUoNBajBMPHkyvKDgm969ixSK++pKIlENGrToxInJ+fkDiCg3N06lahMe/plIVNM4tbcUCPDQuNRqr8OHX1cqfcy7AQEHevbcwOMZrFmDc23ts6dO9S4qMu+aeLzdDzywpUsXA268AwAAAAD8XZK/f3qbNhNOnepTVETmp+L37o0PCNgcGqoT3Ed+5PEMffuulsuLz54dx3FMaWnX/fs/GDBghUJhg+mrmw0EeGhExcU9UlJe1OtlRMTnG3r1+rZDhyRrFsAQxeTlPZmeLjXc/JdBrofHmrCw4vv8DyIAAAAAQMtRLZWujIjoUVw88eRJN62Wz7Jxubndr137Jiws08vrvroKCtqpUBQfP/6SwSBRqz3j4xf27bva2zutkSpv9hDgoVGwLK1YITt0aAYRQ0QyWcWAAZ+6ul62Zg0+SuWUEycCKirMu1qhcEuXLvsCAzFZHQAAAADAfzrdtu2FVq3Gnj075OJFHsd5ajRzExNTfX3X9eqlFovvvZ+2bU8NHvzO4cNvqtWeBoPk8OHXgoN3dOnyC8NwjVd8c4UAD5anVjMvvOAUHy8y73p6ZoWHfyYWq6xWgNBkGpWV9XB2Np9lzUdSfXy+79mzWiq1Wg0AAAAAAPZOKxSu79kzpV27ySdOeCuVRNSnsLDz9esbevQ42q7dvfejUBQPGfL2sWOvlJR0JWKysh6prPTr3/8LkUjTaLU3T3gGGCzv3Xcd/kjvXOfOv8XELLFmeu9dVLRi9+5HsrLM6b1SJvsoMnJlRATSOwAAAABAPeS6u8+Ni/ula1cDn09E8rq6l44dm5OY2FZ1H2/yRaKaqKhlQUE7iTgiKikJ3bdvUVWVX2MV3UzhDjxYnqMjR0QODly3bqt8fVOtdl2f6upnTp8OLisz73IME9+x46auXeuEQqvVAAAAAADQ/Bh5vO3BwSm+vpNOnAi6fp2IupSWLtmzJ75jx6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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)))
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a8ydRQvdcIDX8LWmKkpKTQP1NTU11dXekbcmUrerqgeft5qk+fPoSQq1evKtckJSWVlZV17NiRhqpVeejj40Pbj9RFq9SGDx9e7VpJ+26kp6fXWmTpXOY3KWhCrwtra+vBgwcPHjxYoVBkZ2ffvXs3KSnp9u3bGRkZP/30U0ZGhvLNzKtXrwghMTExcXFxqilUVFQQQt68eaO6str1mBDi5uZmb29fUlLy9u1bFxcXupKe9NmzZzk5OS9evLh9+7ZEImHok2oVf80rgerLBLFYLBQKrays3NzcVPextLRs3rx5dnZ2vcG0bNlSTfqNXuPIdZ06deJwOKWlpc+fP2/durWyEynd2q1bN9o4mY4Upb4TKf2Ybdq0qdkC0NfXNyEhod5gmniOqkZ1Rm5CCIvFatGihb+/f0REhLILnFZZqyaUXbWm35SZUa5D2dVEaH6ppeq9hmqSgfPz86VSqbOzc7VW+iwWa8yYMXWFquG/xoQJE1asWHHs2LHLly+HhIR06tQpMDCQVupAQ+qvEUTj3yI4OPjcuXMpKSnDhw/Pzc0tKCgYMGBAp06dWCwWrbcrFIp79+6xWKyuXbtqFWGXLl3s7e2zs7NfvXpFo6Xt5wcNGqS6m4blIX1bXi8NU1PzP/LmzZua362eZX4TgQq8XlgslpeXl5eX15gxY8rKyrZt23bq1KnIyMh+/fp16NBBKpUWFhYSQs6cOVPr4VKpVCaTKQfAEAgENfdxcXEpKSnJy8ujVanIyMhDhw4JhUK61dbWtnPnzhUVFfShV8PSNv5mzZqpSS0/P1+hUPD5/Jqbal1Zk52dnSa7NXpmnetsbGx8fHzS09NTU1M9PT2TkpLYbLZyoGY7OztfX98HDx7cu3fPz88vKyuL1H0TTONxdnauuYm+jKoXcpSqajNy16Rt1qoGZRfUZEa5DmVXU6P+UqvcTf011NHRUZMMTOskTk5Omoen+b9Gnz59NmzYsG/fvpSUlLNnz549e5YQ4uPjM2PGDOUTKFBP/TVC89+CNoynU07SNvMdO3a0tbX18vJ6+vSpUCgsKSkpLi728fGpa+i4utBW9LGxsVevXp0wYYJMJrt69aqFhUXfvn2V+2heHmpyds1TqzVjOzs7l5SUFBUVVavA61nmNx2owGtnw4YNeXl5M2fOpIPrqLKxsfn6668zMzMzMjLu3r3boUMHLpdrb29fWloaFxen+pKhLsp/A1U0H9P/pcOHD2/dutXGxmbSpEldu3Z955136O1jeHg4EzfB2savnoODAyGkuLi45qaSkhI9E2/cGlmu69KlC70Jbt++fWFhYfv27VVrQe++++6DBw9oS1SZTObh4aFsBVANXV9rFz4m/h1AnwIBZRfoxqRyHcquxk2rS61yk/prqIYZmF5ttSpPtPrX6Ny587p160QiUVJSUmpqakJCQmZm5oIFC9atW6d8CAU60/y3cHBw8Pb2zszMfPXqlbICTwjp3Lnz06dP09LSioqKiPbt56m+ffvGxsZeu3ZtwoQJd+7cKS0t7dOnj3L+Aq3Kw3pb9GiVmpr/kZqv+hv28t2Ioc2Vdt68eXPjxg3aOq5W9FZP2anDw8NDoVC8ePGi2m4ikSg5Ofnp06eqK6v9SQh5+/atchIFQsjx48cJIStWrPj000/pmJN0N+a6vWkVv3q2trZ8Pl8sFufn56uul8lkaoaHAdLoch19K5WWllatEylFu4AmJibSTqRq7i3ooEHPnj2rqqqqtkmrnAma07lAQNkFOjOdXIeyq3HT9lJL1XsN1SQDu7u7czicvLw82khY1S+//LJkyZLS0tKa8WiSslQqzcnJoSWVra1tnz595syZs2/fvn79+hFCYmJi6vqwoBXNiyna6iElJSU1NdXGxoY+LaLTVaSmpipHsNMhhi5dutjZ2d2/f7+wsJAOfDhw4EDl1oYtD7VK7cmTJ9XWFBQUFBYWWllZ1dqApQEv340YKvDaof9U+/fvr7Uwzc3NpUNTdO7cma6hl/C//vqr2p579uz5+uuv4+PjVVfGxMRUK7sPHTpECOnYsSNtK0KfzFWbJCYnJ4e5cUS1ir9e9GuJjY1VXXn58mUmxqBuTBpZrgsICOByuTk5ObR3U7WOXj4+Pnw+Pysr6++//yZ1T8JECHF2dm7durVIJFKdeIkQIhQKL126pFtsoJ7OBQLKLtCZ6eQ6lF2Nm7aXWqrea6gmGZjL5fr7+8tksujoaNV9srKyzp49+/Dhw1o7TWiSskgkmjRpUkREhOrTIjab3b17d0IIc6OQNDWaF1P0wd/Vq1efPXvm7+9P33XTySnv3buXkpJibW1NX8tri7ail8vlV69ejY+Pt7Ozo78y1bDloVapRUdHi8Vi1TUHDx4khHTv3r3WkfYb9vLdWKECr50RI0Z4eHjk5uZOnTqVzixCnzaVlZVduXLlm2++qaio6Nu3r7J8DwsLs7OzO3v27KZNm0QiESFEJpOdOHHi+PHjPB6PjjypVFJSsnDhwry8PEJIZWXl/v376SOuTz75hO7QunVrQohq+Z6UlDR//nw63mOtlxzqxIkTx44de/jwobafV6v46zVz5kwul3vw4EE6tAYhJDU1ddOmTbV2ZamoqKisrNQ24EapkeU6Kysreq3Kzs7m8XjKSZUpNptNL290bDA1N8EsFmvq1KmEkC1btkRHR0ulUkLI8+fP58+fX+tNCXKU/rTKWqpfOMou0Jnp5DqUXY2btpdaqt5rqIYZeMaMGYSQnTt3Xrp0iWbR3Nzcf//736TGOGRKmqTs4ODg7u4ukUjWr1+vbNv86tWrw4cPE0LoHOagP82LqYCAAB6Pl5CQIJfLlWWIQCBo1arVo0ePCgoKgoKCdO7gTXu879mzp7i4uF+/fqpN0HUuD2ulVWpCofDbb7+ldfvKysq9e/dGRUWx2ewpU6bUmnjDXr4bK/Qu0I6lpeW6desWL16clZVFC1YOh8PlcpXPloKCghYtWqTc39bWdsmSJatWrTp+/HhUVJS7u3tRUZFIJOJwOIsXL642Cmjv3r3/+eefCRMmuLi4CIVCmUzGYrGmTJmi/A+fOnXq0qVLt27dGhMT4+LiQptF0bYrGRkZ8+fPnzJlSq0F/ZYtW6qqqmbOnFlzWogJEybU+gAsLCwsLCxMq/jr5eHhMWfOnE2bNq1YsYLP53M4HKFQGBISUlVVlZycrJxkgsPh2NraikSimTNnuru7r169WquzND6NL9cFBQXRQVyCgoJq9nEKCQm5cOECIaRNmza1Nq9S6tOnz/Dhw0+fPr1u3bpNmzbZ2toKhUI2mz1jxoytW7cqd0OOaigaZq2aXzjKLtCZSeU6lF2NmLaXWqrea6iGGTggIGD69Ol79uxZuXLlb7/95ujo+Pr1a5lM5u3tPX369FoD1jDlr7/+euHChWfPnj1//nzz5s3lcvmbN28UCkXnzp1Hjx7d4F9j06T5FYfL5Xbu3JnOlKb6ACUwMJA2GtdwLslade3alRYmhJBqFV2dy8NaaZVaQEBAcnLyRx99pPwf4XA4X3zxhZeXV62JN+zlu7FCBV5rbm5u27dvP3/+fHx8/KNHj4qLi62srFq3bt2yZcsRI0ZUezRLCOnevfuOHTv279+fmZn54sULJyen7t27T548mT6+UvXRRx8NGzYsJiYmPT2dz+f7+fkNHz783XffVe7w3nvv/frrrwcOHMjKyiovL/f29v7444+HDBmSmpq6ZcuWrKwsHVrC1DVoivKKpXn8mhg5cmSrVq2OHDny4MEDLpcbHh4+ffr0zz77jBCiOpPqvHnztm7d+vr1ayYmiDZHjSzXBQUF7d69m9Rog0rRYVoVCoWaV1gUi8WaN29ep06dLl68mJmZKRaLg4KCPv744xYtWqjeBBPkqIajYdaq9oWj7AJ9mE6uQ9nVuGl7qSUaXEOJxhk4IiIiICDg5MmTmZmZhYWF3t7evXr1Gj9+vJqhvDRJOTg4eMuWLX/++eeTJ0/y8/Pt7Ow6duw4dOjQwYMHYyjvBqT5Fadbt243b97kcDiqjwg7depE+9ToNoIdxeFwevXqdebMGXd3d39/f9VNDVseapXahg0bYmJirl69+ujRI2dnZz8/v9GjR6tv/dGwl+9GidW4LwmZmZnGDkEj8+fPT0pK2rRpU7UmeY1MUVGRVCp1cHBQvRrJ5fIxY8YUFxfHxsZaW1sbMTwlHx8fzXc2lzxWUxPJdaZJqzz2+PFjuVzOXDBQL3Mpu1Q5ODhoOCcZIeTZs2fV+igC1MvGxqbmHM51ef36tbbNdE0crqEGYGFhUdd72poKCgpqHfAcQD2tbslMBPrAg+Fs27bto48+On/+vOrKxMTE4uJiPz8/E7wDBgAgKLsAAADAZKACD4bTv39/Fou1Y8eOmzdvVlRUFBYWXrly5ZdffiGEjB8/3tjRAQDUDmUXAAAAmAj0gQfDCQ4Onjlz5o4dO7799lvlSh6PN3fuXDpyJgCACULZBQAAhrR9+3Y63Vq9xo0b9/nnnzMdD5gUVOBNwnvvvefp6al+0NrGISwsjA7Z+urVq2bNmnl5eQUFBbm5uRk7rqao6eQ6AP2h7AIAVbiGAqPGjh3bv39/TfZ0cHBgOhgwNRjEDqC6JjKIHRgRBrEDpmEQO2BaEx/EDgwAg9iBAWAQOwAAAAAAAABgBCrwAAAAAAAAAGYAFXgAAAAAAAAAM4AKPAAAAAAAAIAZQAUeAAAAAAAAwAwwO41cZWXlgQMHEhISSkpK2rZtGxgYOG7cOA6Ho2062dnZ33zzTYcOHVauXMlEnAAAAAAAAAAmjsEKfEFBwcqVK7OysgghfD7//v379+/fT0lJWbx4sZ2dnebpVFVVrVu3TiKRMBYpAAAAAAAAgKljsAn9+vXrs7Ky/P39d+3atX///i1btrRq1SotLW3nzp1apbN3795nz54xFCQAAAAAAACAWWDqDXxGRkZqaqqtre2SJUvo+3Z3d/dly5bNnj378uXLkyZNcnFx0SSdO3fuREdH8/n84uJiHcIQCATaHsLn8+VyeWlpqQ6nU7KxsbG2tiaElJSUVFVV6ZOUQCCorKwsLy/XJxF7e3tLS0tCSGFhoUwm0zkdFovl5OQkEokqKyv1icfBwYHL5RJCCgoK9EmHy+U6ODgUFxfr2UDDycmJxWLJ5XKhUKjVgXK5XIc8BlBRUUGLCE04OjoqFApG44HGh8fjab4zn8+XSqXMBQONEr2v0JCtra2FhQVzwVANePdlGJaWlvb29oSQ8vJyPe/0DIPNZtPbHolEotuduVa06nXbrFkz5iLRmYWFBZ/PJ4RUVlaKRCJjh2MEBs4zOsjMzDR2CIQQ4uPjo/nOTFXgr1+/TggJDg5WbS3v5ubm5+eXlpaWkJAwfPjwehMpKSn5/fffHRwcwsLC/vvf/zIUKoCeeDwefR4BoAkdLuGWlpZa3StDE6dDTcDCwsLKyoqJYKBR0vY5voWFhQEulMpnBDwezwDPC/SnrKBaWlqyWCzjBqMJZZAcDsfGxsa4wVRjgiERQtjs/zV25nK5JhieAZhynqG0fXtnCpgqTJ88eUII6dKlS7X1Xbp0SUtLo1vrtXnz5sLCwmXLlpnFY1RosnDjC1rRoQJvYWGh1QtVaOIqKiq0PYTD4SCPgea0vTHjcrmGfNJtdk88Dfz96I/NZmvejkxncrlc853ZbLYp34yZ3U/c4AyTZ5oIpvrA5+TkEEKcnZ2rradrXr16VW8K586dS0hIGDZsWHBwMBMRAgAAAAAAAJgRph4FlZWVEUJqjjZva2tLNGjdl5OTs3PnTg8Pj+nTp2tyuq1btx45cqTayo4dO27YsEHTiP8Pbemh57NbZXMRrcbbryspa2trPR9ZKeNxcHDQMx5CiI2NjZ5tYJTxODk56R8P7T+mDxoPm81ukHgAAABAVVVVlQ4NQ7RlZWVF798qKirMYlgHLpdLb/CqqqrEYrGxw6kfi8Wid/IymcwAnfaVp9OETCbTc4QmJnA4HNo5XyKRmGB4BmDgPGMAVVVVp06dun37dleqxZUAACAASURBVIsWLb766ivl+srKyocPH4rFYl9fX/3rJuoxVYGng4rVrHbSTKy+kJLJZHTeuK+//lrDxjBisbikpKTayvLycp07FDVUT6QGSUc1EalUevPmzatXr969ezc7Ozs/P5+u5/P5LVu29PHxCQgI6Nq1a4cOHWod+aPB4zGFpEwtHgAAAFAlk8kMUEFVNlGWSCRm0ftSoVDQW2WpVGoWFXhlj265XG6AgLUaxM4wIWlLORaDYf4FTJCB8wzTcnNzv/nmG9qWvEePHsr1aWlpK1asePv2Lf2zf//+CxYsYK5jGlMVeDs7u6KioppPW+mjF/XvpQ8dOvTo0aPw8HDNh+Ozt7f38PCottLFxUWHEddpPtOq102tidCqoFwu13P4aA6Ho1AopFLppUuXDh06dOrUqcLCwlr3vHv3rnLZ1ta2S5cu7777bnBwcOfOndu1a0cLQX2GoFfGo/+HUn4/esbDYrHYbHaDfMl0gcaj1QUDAAAAoCmorKzcu3cvIcTFxSUkJMTY4YAZqKiooHnG1dW1W7duxg5HLzKZbPHixa9evXJzc5s8ebK/vz9dX1FRsXz5cqFQyOVyXVxc3rx5c+nSpfz8/I0bNzIUCVMVeIFAUFRUVHOsJrrG0dGxrgOfPHkSGRnp4+Mzfvx4zU83derUqVOn1lyvwyxlDTuNnEgk0vMZsEgk2r59+759+16+fFlzq4WFhY2NTXl5ebWziESif/75559//qF/Wltbt2vXrnXr1s7Ozk5OTo6Ojg4ODo6OjgKBwMPDw83NTfl4TD06jVx5eXlDTSNX18MIDdFp5EpLSxtqGjkaT82xGwAAAACauIqKik2bNhFCunTpggo8aKK8vJzmmeDgYHOvwJ8/fz4rK0sgEGzfvl31bXR8fLxQKOTz+f/5z3/c3d1zcnIWLlyYmpp6/fr1nj17MhEJUxV42te65rj8tIKkpqdxTk6OXC7PzMwcPXp0tU0pKSkjRowghPz222/t2rVr4IgZI5fLb9y4cfny5czMzPLycktLyxYtWvj4+HTq1KlTp051dSYXCoVxcXGRkZHx8fGqzQEsLS3fe++9vn37du3a1dvbWzkJuUgkevHiRWZmZlpaWnJy8p07d1T7FFRUVKSmpqamptZ6LisrKz8/v+Dg4IEDB/bu3dssZl4BAAAAAAAwjPj4eELIrFmzqrUlv3btGiFk/Pjx7u7uhBB3d/c5c+YsXrw4NjbWzCrwnp6ed+7cSU5O7tWrl+r6lJQUQoiXl1ddB1pbW7do0aLaysrKysLCQktLS1rzN6MaZlxc3HfffZeZmVnrVg6H4+3t7efn5+Xl5eTkZGVlJRQKX7x4kZKScv/+/WrNy7t16xYeHj5ixAg+n18zKVtbWz8/Pz8/v5EjRxJC5HL548eP7969m5KSkp6enpmZmZeXV1eQYrE4OTk5OTl5x44dzs7OU6dOnTVrVoMMdwcAAAAAAGDuHj16RAjp3Lmz6kqFQkGrt3369FGuDAkJ4XK5dFI2JjBVgQ8JCYmKirp9+7ZYLFYORFdSUpKammppaan6CasJDg6uOW/c9evXV69e7efnt3LlSoYCbnAymWzevHnqOz/IZLKMjIyMjAw1+7i5uY0fP37ChAnt27fX/OxsNtvHx8fHx2fChAmEEHt7e4lE8uzZs8ePH+fm5hYVFRUVFQmFwrdv3758+fLx48fKwfAKCgrWrl27a9eupUuXTp48GYO6AQAAAABAE1dcXMzhcKr1tM3Ozi4uLnZzc1Mdjo3ObPX69WuGImGqAh8QENC+ffuHDx9u3Lhx3rx5HA5HLBavXr1aIpEMHDhQtd14TEyMXC738/Mzo1bx9ZLJZBMnTvzrr7/on35+flOnTu3evbuNjY1EInnx4sWDBw9oQ/fnz5/XmkLLli379u374Ycfjho1qkHmXbCxsenQoUOLFi1qHTcuJyfn77//Pn78+D///KNQKIRC4bx5886dO/fHH3/U+sIfAAAAAACgieDxeGKxuNpY13QQ8aCgoGo7i0QiDSdT0wFTFXhCyLx58xYuXBgfH5+UlOTp6fn06dOqqip3d/dp06ap7rZ79+6qqqopU6Y0pgr8ggULaO2dzWZ/++23X375peqP3a5du379+tHl4uLizMzMFy9e0OH9LCwsmjdv7uvrq+xHYGFhof/Q8fVyd3efOHHixIkT09PTf/jhh4sXLxJCzp07N2zYsCNHjrRq1YrpAAAAAAAAAExT8+bNMzMzy8rKVF9FJyUlkRoV+Ly8vLKysrZt2zIUCYMV+BYtWvz+++8HDx5MSkp6/PixQCDo2bNnWFgYnQq+ETt69OiWLVsIIWw2e8uWLTVH41PF5/O7detmOqMy+vn5HT58+K+//lq4cGFZWdmjR49GjBhx8uRJT09PY4cGAAAAAABgBC1btszMzLx9+7ayM3hZWRmtwFfrGH/06FFCyLvvvstQJAxW4AkhAoFgzpw56veJjIysN52ePXueOnWqgYJi1qtXr7799lu6/O9//3vChAl6TiNnFOPHjw8ICAgPD8/JyXn58uXYsWNjY2NdXFyMHRcAAAAAAIChjRgx4tKlS9u3b/fz83N1dSWEbNu2TSwW+/r6urm5EULoTGoXLlw4duyYlZXVBx98wFAkzFbgm6Bvv/2Wzt8WGhq6YMECPeeTN6IOHTqcPn165MiRL1++zM7OjoiIOHnyJI/HM3ZcAAAAAAAABtW5c+egoKC7d+9OnTo1MDCwsLCQjkQ+btw4uoNIJPrss88IIRwO56uvvlId1q5hsRlKt2m6fPny2bNnCSF8Pn/79u3mPoS7p6dnZGQknWo+KSlp0aJFxo4IAAAAAADACH7++ec+ffpUVFTcuHGD1t7Hjh07YMAA5Q42NjadO3f+/fffhw0bxlwYeAPfYORy+YoVK+jysmXLas5mb47atm27Z8+esWPHSiSSP//88/333589e7axgwIAAAAAADAoHo+3YsWK5OTklJQUDocTFBTk7++v3Gpvbx8dHW2AMPAGvsGcOnXqwYMHhJB27drNmDHD2OE0mB49eixfvpwuL1q06NmzZ8aNBwAAAAAAwCgCAwOnTJkyefJk1dq7IaEC3zAUCsVvv/1GlxctWsTlNqqmDTNnzhw0aBAhpKSkZObMmQqFwtgRAQAAAAAAGI1UKjXKeRtVPdOIzp8/n56eTghp3779iBEjjB1OA2OxWBs2bOjVq5dQKIyLizt48ODYsWONHRQAAACYB0tLS0tLS6bPonx9Ym1tbWVlxfTp9Mdm/+9FmpWVFYfDMW4wmlCtrtjZ2Rkxkpo4HI6phURUfmILCwsTDM8AVGfjMs1vQCgUarV/WVnZ4cOH7969+/Lly+LiYoFA0LJly3fffXfs2LEGK3YaeQXewcFB20NoAartgdu2baMLCxcuFAgEyn9XGxsbPee9Z7PZPB5Pz8ue8qpgb2+v2/tzBweHdevWTZs2jRCybNmyMWPGODo66h+PDj+QKjpMoK2trZ6NAmg6bDZbz3gAAACgVspbI+YoBw9msVgGOJ3+lEGaS8BKhglYq7s7FotlgqNHm12ebHCN7BtISEj4+eef6Sxj9KMJhUKhUHjv3r2oqKhly5YFBAQYIIxGXoGXyWTaHkLzllYHpqamXrlyhRDSokWLjz76SCaTKTOrXC6Xy+XaxqCKw+EoFAodPogqNptNQ5LJZDrXdcPDw/ft23f58uW8vLwffvhh3bp1OsejrMDr+blYLBaHw9H/S6bP7JXfcyPrAQEAAGBcVVVVYrGY6bPY2NhYW1sTQsrLy1Xf+5ksS0tLe3t7QkhlZWV5ebmxw6lfWVkZXVAoFMXFxUyfjsPhaP4GSyqVmuB3aGFhwefzCSFVVVUikcjY4RiB8lMbJs8wKjc3d9WqVSKRaOjQoePHj2/ZsuXgwYOHDRsWGhoaFRV14cKFFStW7NixwwCvAxt5RUWHadj5fL5cLtfqwD/++IMuTJkyRSwWi8Vi5SWkoqJCz0uIQCAQi8V6Fkn29va0BCwrK9Onzvzzzz/37t1bIpFs27Zt4sSJPj4+uqXj4OBAK8k6/ECquFyupaVleXm5RCLRJx1LS0sWi6VQKGg8ZtHuDgAAAAAADGP//v0ikWjMmDFffPGFcqWFhYW/v7+/v7+Li8uhQ4cOHDgwZ84cpiMx+5YMRldWVhYZGUkIsbCwiIiIMHY4zPL29v78888JIRKJ5KeffjJ2OAAAAAAAAIzLzMxks9m0Q3FNU6ZM4XA4dEoypqECr6+oqCjaOGTYsGGurq7GDodx33//PW0ZcubMmcTERGOHAwAAAAAAwKwXL164u7vb2trWutXKysrNzS0rK8sAkaACr6+DBw/ShcmTJxs3EsMQCATffPMNXcZLeAAAAAAAaPScnJyKiorq6owslUrz8vL0GeRbc6jA6yUrK4u+hfbw8OjTp4+xwzGQWbNmNW/enBBy/fr1+Ph4Y4cDAAAAAADAIF9fX5FIdOrUqVq3Hjp0SCqVduzY0QCRoAKvl6NHj9JB3T/66KNGMDWChqytrefOnUuX16xZY9xgAAAAAAAAGBUREcHhcDZv3rx582bl6PoVFRX3799ft27d7t27uVxuWFiYASJpKnVOhtDh6wghH330kXEjMbCIiAh3d3dCSEJCwvXr140dDgAAAAAAAFNat279/fffW1hYHDt27PHjx3Tl+fPn58yZEx0dzeFwFi9e7OXlZYBImJ1GrrKy8sCBAwkJCSUlJW3btg0MDBw3bpxyDnD17ty5c/r06ZcvXxYXFzdv3rx9+/ZhYWFOTk6MBqyVu3fv0oEKOnXqpPOEambK0tJyzpw5S5YsIYSsX7++Z8+exo4IAAAAAACAKX369PH29o6Li7O3t6drOBxO8+bNg4KCwsLCPDw8DBMGgxX4goKClStX0ioun8+/f//+/fv3U1JSFi9ebGdnp/7YPXv2HD9+nBDC5XKdnZ1fvHiRnZ39999/r1y50tfXl7mYtXLixAm6MGbMGONGYhQRERHr16/Pz8//+++/U1JSOnfubOyIAAAAAAAAmOLu7j516lS6fOHCBQ3fTDcsBpvQr1+/Pisry9/ff9euXfv379+yZUurVq3S0tJ27typ/sDMzMwTJ05wOJyvvvrqyJEj27ZtO3DgwPvvvy8Wi9evX1/X0H8GplAo6BgGLBZr5MiRxg7HCHg83syZM+ny5s2bjRsMAAAAAACAwRil9k6YewOfkZGRmppqa2u7ZMkS+r7d3d192bJls2fPvnz58qRJk1xcXOo69vz58wqFIiwsbMCAAXSNjY3Nl19+eefOndevX798+bJ169YMha2527dvv3r1ihASHBzcsmVLY4djHNOmTdu4cWNpaenp06efP3/u6elp7IgAAAAAAAD0deLEiWvXrml71Nq1a5kIRhVTFXg6sFlwcLBqa3k3Nzc/P7+0tLSEhIThw4fXdezz588JIdWaZPN4vJYtW2ZmZppIBf706dN0YcSIEcaNxIj4fP7kyZP/+9//ymSyLVu2/Pzzz8aOCAAAAAAAQF8vXrxISkoydhS1YKoC/+TJE0JIly5dqq3v0qVLWloa3VqXsWPHisXiaq9zFQrF69evCSEODg4NHazWFApFTEwMIYTFYoWGhho7HGOaMWPG9u3bpVLpoUOHvv32W+WIDgAAAAAAAGZq3Lhx/fv3V10TGRl55coVOzu70NDQtm3bOjo6CoXCx48fx8bGikSiHj16zJ8/3wCBMVWBz8nJIYQ4OztXW0/X0MbndQkJCam2prKycteuXaWlpa1bt+7QoUODRqqL1NRU2kwgMDCwVatWxg7HmFq1ahUaGnry5EmRSHTw4MHZs2cbOyIAAAAAAAC9uLu702mzqYSEhCtXrgQEBKxZs8ba2lq5ftCgQR9//PH8+fNv3Lhx+PDhf/3rX0wHxlQFvqysjBBSc7R5W1tbQkh5ebmG6fzyyy9ZWVm5ubkymSwoKOiLL75gsVg1d9u4ceO+ffuqrQwKCtq+fbvWoRNCCLGyslKz9fLly3Rh/PjxNR9SqGqQN9LNmjVr1qyZ/ukQQhwdHfVPxNbWlv6O1KJFi06ePEkI2bVr15IlS9hsLUZGVP/taYjP5+ufCCGEzWY3SDwAAACgis1mW1hYGOAsdIHD4RjgdPrjcv93H24uAasO2WXIH1QTLBbLBL9D5U9smH8BE6T8BohB8gyjaPvr77//XrX2TtnY2Hz//feTJk2KjY2dNWsW04PbMVWBl0gkhJCaH49WRMVisYbpiEQikUhER54vLCx89eqVKVSxaH2VENI0x5+vpkePHiEhIbdu3crKyoqJiVEzugEAAAA0QVZWVjY2NgY7nSHP1SCsrKzUvzoyEVKplC6wWKyGen2ihlwu13xnLpdbs95hOiwtLS0tLY0dhRFUVVXRBcPkGR3k5uZquGdGRoaLi4urq2utW93d3QUCgVAobLjQ6sRUBd7Ozq6oqKiioqLaevruvd554JVWrlxJCKmoqDhz5szevXtXrFjx888/+/n5VdvNxcWl5srWrVsrCxrN0Ucmaiare/r0aWpqKiGkffv23t7etZ6CzWbTp4YymUyhUGgbgyoulyuXy7UqwmricDi05QJD8fzrX/+6desWIWTjxo3Dhg3TPB4dfiBVLBaLw+E0yIeiCzQe1YeFAAAAAEy4ffv277//TggZPnz4+PHjjR0OAKgjl8uLi4vFYnGtj9sqKiqKi4tdXFwMMLccUxUVgUBQVFQkEomqradrtG3IbW1tPWbMmPz8/JiYmFOnTtWsq4eHh4eHh9c8sKCgQKsTEUL4fL5cLi8tLa1rh6NHj9KFIUOGFBUV1bqPjY0NfQpYVlamfPKkG4FAUFlZqXmng1rZ29vTx34lJSVqnk3Ui8ViOTk5lZeXV1ZWqq4fNGiQs7NzQUHBxYsXk5KS2rZtqz4dBwcHWkmu6wvUEJfLdXBwEIlEtMWHzpycnFgsllwup/GYQisPY5HJZMnJyenp6S9evCgtLZXL5c7Ozk5OTq1bt37vvffM4v0AmDjkMWAa8pgJkkqlej6y1wSXy6V3F1VVVXq++TCMwsLC9PR0Qsi7775b7c7KNCnvaRUKhWEC5vF4Gu4pl8tN8Dtks9n0Dlwmk+l5s2qmDJ9nmOPn53ft2rWjR49Onjy55tbDhw/LZDLDDNbGVAWejhVfsxVBYWEhIcTJyamuA0tLS1NTU62trYOCgqpt6tSpU0xMDB0ez4jOnj1LF4YOHWrcSEyHpaVlRETE+vXrFQrF7t27f/rpJ2NHBLrIyMg4duzY27dvVVfm5OTk5OSkpqb+/fffQ4cO7dmzp7HCg0YAeQyYhjxmmiQSiebdJ3VmY2NDK/CVlZV6vj4xDOV3IpPJar70YsLp06ezsrJ0Plz5rT5//lyfyYNZLNbAgQNrvpCrhsPhaF6Bl8lker7uYoKFhQWtwEskEsP8xKZG9Ucx92/gww8/vH79+q5du4qLi8PDwwUCAV2fm5t7+PDhqKgoNpttmOnJmKrAe3p63rlzJzk5uVevXqrrU1JSCCFeXl51HVhRUbF69Woej3fkyJFq49XRYs64E5UVFRUlJCQQQpydnbt27WrESEzNxx9/vHHjRplMduTIke+++86UuyFBrW7evHn06FH6ykIgEPj5+Tk6OlZVVeXn5z979kwoFIpEosjISDab3b17d2MHC2YJeQyYhjwGoEZ6evoff/zRIEkVFBTExsbqk0JiYmLN8acBTFn37t0//vjjvXv3RkZGRkZGCgQCR0fHt2/fKhsUf/LJJ926dTNAJExV4ENCQqKiom7fvq3aT6CkpCQ1NdXS0rJPnz51Heji4mJvb19SUpKSkhIYGKi6KTExkait/BvAxYsXaRuwQYMGaTU2ZqPXsmXLwYMHnzlzpqioKCoqqtYeDWCysrKy6F0vj8cbPXp0tdJHLpffvHkzOjq6oqLi2LFj7u7unp6exgoVzBTyGDANeQxAveLiYmOH8P8xqWAANDR16tSuXbvu2rUrNTVVKBTSxuZcLrdr165Tp0719fU1TBhMVeADAgLat2//8OHDjRs3zps3j8PhiMXi1atXSySSgQMHqo4OGhMTI5fL/fz82rVrRwhhsVhDhgw5evTo5s2bv/76a39/f0JIVVVVZGRkfHw8j8f74IMPGIpZE3FxcXRhyJAhRgzDNE2dOvXMmTOEkL1796ICb0akUun+/fvlcjmXy505c2abNm2q7cBms3v06MHn83fu3CmTyS5cuDB9+nRjRArmCnkMmIY8BqC50NDQsLAwY5197ty51Tq5AJiRjh07rl+/XiaTvXnzpqioyMXFxdnZ2cCvdRkcbXvevHkLFy6Mj49PSkry9PR8+vRpVVWVu7v7tGnTVHfbvXt3VVXVlClTaAWeEBIWFvbgwYP79+8vXry4WbNmdnZ2+fn5crncysrqiy++aN68OXMxqyeVSi9dukQIsbS07Nu3r7HCMFl9+/b19PR8/vx5UlJSWlpaQECAsSMCjSQmJtLGPz179qx516vUoUOHd95558mTJxkZGXWNwKkbhUIhEonqmpxC/VYwC8hjwDTkMQDNOTk51dv/nDnmPhk4ACGEw+F4eHh4eHgY5ewMVuBbtGjx+++/Hzx4MCkp6fHjxwKBoGfPnmFhYXQqeDUsLCx++umn2NjYK1eu5OTkFBcXv/POO23btp0wYYJxhwe/desWvT947733zG6KUQNgs9kRERGrVq0ihOzbt2/NmjXGjgg08s8//xBCuFxu//791e/ZpUsX+tT8yZMn1YbZLCkpuXjxYmZmJh2oks/ne3t7v//++zWfuM2fP18ul3/66acdOnRIS0s7d+7cmzdvhg8f3rt373q3btq0iY6+Q3dosK8AGIY8BkxDHgMAAKZdv359z5492dnZAoFg1KhRypYssbGxbdu2bd++vWHCYHa+a4FAMGfOHPX7REZG1lzJ4XCGDx8+fPhwZuLS0YULF+jC4MGDjRuJyZo4ceKaNWskEklkZOSKFSvqfVgDRldcXJybm0sICQwMrHeEyB49evTo0aPm+gcPHhw6dKisrEy5Jj8/Pz8/PyEhYdiwYQMGDKg1tRs3bkRGRioUCh22ghlBHgOmIY8BAADTkpKSvvvuO7qcm5u7detWLpc7btw4QsjmzZsrKipGjRr11VdfGSASZivwjYyyAzwq8HVxdXUdMmRIdHR0aWlpVFTUxIkTjR0R1OPJkyd0QefOKQ8ePNixYwchhM1mBwcHt2nThs1mP3v2LDExUSqVxsTEODg41Jyy4cWLF+fPn7e1te3Vq5ezs3O1wSnVbwXzgjwGTEMeAwDQ2cOHD/Py8hhKXDl1XGFhYXx8PENnYbFY/v7+jo6ODKVP7d+/nxAyc+bM4cOHp6en//DDD4cOHRo7diyLxRo0aNC5c+eioqJ69uxpgIHoUYHX1IsXLx4+fEgI8fHxwdC1akRERERHRxNCDhw4gAq86VNOfaGczVIrcrn89OnThBBra+vp06e3bduWrg8JCQkJCdm5c6dIJDpz5kxgYCCHw1E98MKFC15eXtOnT691xsG6ts6cOZO+y6KzqoJZQB4DpiGPAQDoJi0tbcGCBQZoKPTkyRPazZYhbm5ue/bsqTYHecPKysry8PCgA3V369Zt5MiRBw8ezM7O9vLy+vrrr997771FixZFRUUZoAKPidA0pXz9PmjQIONGYuL69u3bqlUrQkhiYmJ6erqxw4F6KJ+M6nbje+fOHdpyddCgQcq7Xqp169ZDhw4lhAiFwps3b1Y7UC6Xjx49uta7XjVbrayseDwej8fDJI5mBHkMmIY8BgCgm+zs7MbRzSc3N7eyspLRU3C5XFdXV+WfwcHBhJBnz57RP0NCQhwdHV+8eMFoDP+LxADnaBzOnz9PF1CBV4/NZk+aNGn16tWEkAMHDjD6sA30J5fL6YJut5J0KCYrK6uePXvW3BoSEnLmzJmysrKsrKxqO3h6erq7u9eVrPqtYF6Qx4BpyGMAAHrq3bt3586djR2FLo4cOcJcFwBV3t7e2dnZyj9px6jXr18r19jZ2b1588YAkaACr5GKiopr164RQuzt7UNCQowdjqkLDw//9ddfZTJZZGTk8uXL0UrQlNna2tKFgoKCli1bant4QUEBIcTFxaXWX5nL5bq5uT19+rTmjK9OTk5qklW/FcwL8hgwDXkMAEBP3bp1o43Dzc7FixcNU4Hv3bv3zZs3k5KS6JAoDg4Otra2ylfuMpns7du3TPfDp9B8SyPx8fG0VUafPn0wfWW93N3d6UQ+QqEwJibG2OGAOsp5iWvem9YqLS3t3r17ys4R9MZXzX0qbdFKd1OlvoAzTPEHhoE8BkxDHgMAAKYNGTIkMDBw3bp1OTk5dE3nzp1v374tFAoJISdPniwrKzPMQGmN/A28DpdP2gCv2oFXr16lCyNHjtQkTWUrPltbWz07lrDZbGtraysrKz0ToQv1zq+jiWbNmtXV5U9p1qxZtNPB4cOHp0+fXlc8et7f0JEq7Ozs9PySaTpsNrsJ3m+98847dEG1CVBdSktLd+3aRQjx8vLy8/MjhNT7zdPfWiqVVlvP5aorfNRvBfOCPAZMQx4D0MqdO3c2bdpkrLOXlpYa69QA+khNTa2srHz9+nVERISzszObzS4tLS0rKwsLC7OxsaHDqY4aNcoAkTTyq0tVVZW2h1hZWSkUimoHxsbGEkJYLNaAAQM0SdPCwoJeuaVSqUwm0zYGVTweTyaTSSQSfRKxtLSkY+dKJBI967rW1taafKhBgwa5urrm5eX9/fffDx8+rDZ9jpWVFa0z6/ADqWKz2VZWVhKJRNkBUjf0eYTyd6/38URj4uLi4ujoWFhYmJKSEhoaqv4RhnKuJg8PD+XhRUVF9NFjregmZ2fnhgsZzAzyGDANeQxAK2lpaWlpacaOAsDMbNmyhU5JJpfLWWQH/gAAIABJREFUVRvtSySSoqIiZ2fniRMn1jqWSoNr5BX4srIybQ/hcrlyuVz1wIyMDDrAYOfOnW1tbTVJ08bGhlbgKysr9ayjWllZVVVVlZeX65MIh8OhFfiKigp9HiiwWCxra+uqqipNhnkcP3785s2b5XL5zp07Fy9erLrJwsKCvtDQ4QdSxeVyraysKisr9XzAwePxWCyWQqGg8TSpCjwhpGfPnjExMTKZLC4ubsKECWr2vHXrFl0ICAigC87Ozo8ePcrLy6uqqqrZfVQmk9HBPFQH7YQmCHkMmIY8ZuI4HA6Px2P6LMpWD5aWlmYxyL+yVyabzTbA92NSYxKxWKx6P7JWU4IZ5jvUlnLuScP8C+igMXUNphN8MJc+nUbu119/rdmimcViNWvWjLlTV9PIK/AN4sKFC3Rh4MCBxo3EvEycOHHz5s2EkMOHDy9cuLDa9LlgOt5///3Lly+Xl5cnJiZ27tzZ19e31t3S0tIyMjIIIU5OTu3ataMr27Rpc+PGDbFYfOPGjT59+lQ7JDExkU7v1Lp1ayY/AZg65DFgGvKYibO0tDRknwLTrCnVpKw7cTgc5ViMzDG1r6Xej6xV+0qTrSFTFhYWpllV1rOXrkmxsbFhtBY9depUZ2fnFi1aMHcKDaECXz9U4HXj7e397rvv3rx5Mycn5/Lly/j2TJaVlVV4ePiuXbvkcvmuXbtCQ0N79epV7d3F7du3jx07Rpc//PBD5dauXbvSwT/Pnz/v6emp2lfi+fPnZ86cIYQ4Ojr26NGjQUJV9gHhcrlm8XYFKOQxYBrymImrrKwUi8VMn0U5Rk9paame7R8No6Kigi5IpVINh2DUh0l1PlcoFPV+ZA6H4+DgoGGCEomkpKRE77gamIWFBX1bW1lZqWezU4aYZlS6EQqFyv8pJpjOKP2owNejpKSENrdzcnIKCgoydjhmZvLkyTdv3iSE/Pnnn6jAmzJ/f//Q0NDo6GipVHry5MlLly75+/s7OztzOJzCwsIHDx4oh1+uNk0om80ePnz4zp07y8vL//Of/4SEhLRp04bFYj179uzmzZt0zKfQ0NCGevGyZcsWOmPzp59+2qFDhwZJEwwDeQyYhjxmyhQKhZ5D8Jjy6XSmDNIwAZvad1JvPNoGbGofkPz/QzLB8IipRqUbpv+PTp8+re0hw4cPZyISVODrceXKFdq/esCAAU3nSXlDGTFixJIlS0pLS8+dO1dQUIARgExZ//79BQLB8ePHRSJRaWlpQkJCtR24XO6wYcP69etXbb2/v//o0aNPnTolk8lu3Lhx48YN5SYejzd+/PjAwEDGowdzgDwGTEMeA9BEaGhoWFiYsc4+d+5cAzQ3AGhwv/32m7aHoAJvHHFxcXRh0KBBxo3EHDVr1mzMmDF79+6VSCRHjhz5/PPPjR0RqBMYGNihQ4fExMSMjIycnJyysjK5XN6sWTM3Nzdvb+/u3bvX1V2tV69evr6+8fHxmZmZdBYNPp/v7e09YMCAJjgzH6iBPAZMQx4DqJeTkxOdQ9EoTLMrODx//lw5xqd5MVgvgHHjxhnmRPViNaaGEzUp28tpjs/ny+Vy2k1ILpcHBATk5+dzudz09HTN++HY2NjQXlglJSV69sISCASVlZV6jkJvb29Phx4tLCzUcxR6JycnkUikySj0VHJyMn324e3tff36dbrSwcGBtkXU4QdSxeVyHRwciouL9RyF3snJicViyeVybecKoofY2dk1piFAgGkFBQXKIkITb9++VXbsBNBEYWGhhYWF5mNiFRUVcblcA4yhBY0G7WxccyjmupSWlhqgD3wD3n0ZRkJCwooVKwghERERkyZNMtjpPv744y+//JLp09Xlww8/fPPmjZWV1cmTJ9XvyeFwNH98Vl5erufdMhMsLCz4fD4hpLKykg6HaWqio6PpmNONwIkTJ3S4WVIzh6gh+fj4aL4zs2/gKysrDxw4kJCQUFJS0rZt28DAwHHjxmk4Gnl2dnZUVFRqampRUZGTk5Onp+fYsWMN/LwwJSUlPz+fENKtWzfNa++gKjAw0N/f//79+48ePUpISOjevbuxIwIAAADQV35+/rp16+gsg7pRPtQ4ceLE+fPndU6Hz+fPmjWr6QypANDEMViBLygoWLlyJR2phc/n379///79+ykpKYsXL7azs1N/7NWrV9etW0ffFbu6ugqFwjdv3iQmJk6YMGHixInMxVyNsjBF+3l9TJ48mc4Df+DAAVTgAQAAoBE4d+5ccnJygyQlEon0eT375s2bI0eO/PDDDw0SDACYOAYr8OvXr8/KyvL39//mm2+cnZ1zcnJWrVqVlpa2c+fOuXPnqjmwuLh4w4YNMpmsV69en3zyiUAgkMlkp0+f3r1795EjRwICAjp16sRc2KqUFfjBgwcb5oyN0rhx43744YfKyspTp06tWrWKNiUCAAAAMF96dt9rWFp1GRCJRK9evWIuGPX06csJYERDhgwhhMyePXv06NHGjYSpCnxGRkZqaqqtre2SJUvo+3Z3d/dly5bNnj378uXLkyZNcnFxqevY8+fPV1VV+fn5zZs3j7a353A4o0aNEgqFUVFR0dHRhqnA5+bmpqSkEEI8PT3bt29vgDM2Vg4ODsOHDz969GhFRcXRo0c//fRTY0cEAAAA0DDWrl3bt29fo5w6Ly/vgw8+0Pao48ePHz9+nIl4ABox+phMLpcbOxDGKvB0uLLg4GDV1vJubm5+fn5paWkJCQlqRtV//PgxIaRv377Vesv37NkzKiqKbjWA8+fP0xH+8PpdfxEREUePHiWE7N+/HxV4AAAAAAMzqcFQTSoYIIQMGjSoW7duxo5CF7t37379+rUBTjRz5kxCSEBAgAHOpR5TFfgnT54QQrp06VJtfZcuXdLS0ujWukilUmdn55YtW1ZbT6edMFjDG+UEcqjA66979+7e3t6PHj168ODB7du3Bw4caOyIAAAAAJqQjh07TpgwITMzU+cUpFJpamoqIcTOzq5du3Y6p8PhcD788EOdDwcmdOrUacyYMcaOQhdRUVGGqcCHh4cb4CyaYKoCn5OTQ2qbjouuUd/xZunSpbWuv3nzJiGkbdu2NTeVlJTQid9UWVpa0rnKtMJisVgslkQiuXLlCiHExsamV69eGo6cr5oIXWCz2doeW2tqeiaijKdB0tHtQ02dOvW7774jhOzfv185KKCe8bDZbJ3jqVVDpQMAAABgUths9rRp0/RJobi4eMKECYQQb2/vn3/+uYHiAgDtMFWBLysrI4TUHG2eTjOrwzyNKSkpx44dI4TUOmzAnj179u3bV21lUFDQ9u3btT0RdffuXRrk4MGDmzdvrlsi5P8+r56sra0bqqGR5lO2qtGsWbNmzZppe9Ts2bNXrlxZWVl54sSJkpISOrGn5tN7qlHvpAYaYrPZDRIPAAAAAAAAE5iqwNOROWtWO2nFTznvpSbEYvGRI0eOHz8ul8snTZrUsWPHBoyzLqdOnaILI0aMMMDpmgKBQPDRRx/t37+/oqJi79696mciAAAAAAAAMBG5ubnaHuLm5sZEJExV4O3s7IqKiioqKqqtp6+1NX9leu3atZ07dxYUFPB4vE8++YQO319Ty5YtQ0JCqq1s166dDjN8cLlcuVx++vRpQgiHwxk8eLAOiXA4HNq6WyaT6TlWIY1Hz0SU8UilUjoyn84sLCx0/lAzZszYv38/IWTLli1fffUV7aqgTzAsFovL5TbIhyKEKBQKqVSq/BMAAAAAAIAQEhYWpu0hly9fZiISpirwAoGgqKhIJBJVW0/XaNJQuaSk5L///e+1a9cIIe+///7UqVNdXV3r2nnMmDG1jrtQUFCgXdyE8Pn8xMRE2oe/a9eulpaWxcXF2iZiY2NDWx+UlZVpNTNnTQKBQCwW69DpQJW9vb2lpSUhpLS0VJ9RAFkslpOTU0VFRWVlpQ6H+/n5+fv7379//+HDhxcvXhw4cKAO360qLpfr4OBQVlam54MAJycnFoulUChoPDXHbgAAAAAAADA6pirwDg4OhBChUFhtfWFhISHEyclJ/eF5eXmLFi16+/atp6fnnDlzfH19GYqzVtHR0XRh6NChhjxvUzB9+vRvvvmGEPLHH39gLHoAAICmgMfjNcioQOoph+xtqMFx1DOpidAsLCzqvbtuQPSNDtNn0aq9p4G/AW3xeDwrKytjR1ELGxsbY4fQYAQCgQ6jdNWsrqphb29/5MgRbU/R4JiqwHt6et65cyc5OblXr16q61NSUgghXl5eao4tLy9fvnz527dvBw4c+Nlnnxm+PTNtP09QgWfAuHHjfvzxx+Li4tOnTz9//lyHfzMAAAAwL3SKH0OezmDnMh0G+NSqpzDw6ZjY3wBevnx54sQJQkjHjh379u1r7HBqYYJfms4MUM6wWCwej8foKTTBVAU+JCQkKirq9u3bYrFY+cCppKQkNTXV0tKyT58+ao69cOHCq1evgoODv/zyS4bCU+Pp06dpaWmEkHbt2nl7exs+gMatWbNm4eHhW7Zskclkf/zxx4IFC4wdEQAAADBLLpfr04NPQ2w2m96+y+VyPQfH0YTyFFu3bv3rr7+YPl2tlP00FQqFAb5h1VMY4HQKhYIO4aQhA4SkrdevX+/du5cQMm7cuGovNU2EnsNsmRSZTGaCeYAJTFXgAwIC2rdv//Dhw40bN86bN4/D4YjF4tWrV0skkoEDB6q21oiJiZHL5X5+fu3ataNr4uLiCCGjRo2qK0tp9c+sLeX488OGDWPuLE3ZJ598sm3bNrlcvmPHjjlz5phUCzQAAABocGKxWKsZiHSjHIFIJBLpOQKRJpTjAT169Ijpc9VLKpXSbqqMKi0tpQsKhcIAp+NwOJrP7yuRSPQcMYoJypBkMpkBvjEdKCPMzMy8cOGCcYPRTUlJCV0oKioyQDljCpiqwBNC5s2bt3Dhwvj4+KSkJE9Pz6dPn1ZVVbm7u0+bNk11t927d1dVVU2ZMoVW4GUy2cuXLwkhS5curTXZFi1abN26lbmwT548SRdQgWdImzZtPvjgg+joaKHw/7F3nwFRXN3DwO/MVnYpSxNExV4QG4hii11U7CUGNdZoNMYWY2LJIzEajUnsmsSe2CIoRixosBI1ggZFFA1iwQRp0vvubJn3w33+8+y7C8u22QLn92mdvTNzmB1358zce25hZGTkzJkzrR0RAAAAAAAA9df58+eZQcTAxrH4KLthw4Y7duwICQlxcHB48eKFRCIZO3bs1q1bdVcWycvLs2Jfjry8vPj4eISQt7d3165drRVGnccMjti7d29d6roDAAAAAACAvagzUy85OTnZZplANrD4BB4h5ObmtnDhQt1toqKi1P/p7e3NdGK3vIsXL+J8MjQ0lNWO+vXcgAEDOnfunJyc/OLFiytXrgwdOtTaEQEAAAAAAFC/BAcHf/rppxkZGSxtXyqV4szO29u7b9++LO2FJMk+ffrUn9yN3QTe7sTExOAXoaGh1o2kzlu2bNmMGTMQQrt27YIEHgAAAAB2SiQScbnWuaKmaZoZlw6AEQiCGDJkCHvbLyoqwgl848aNZ8+ezd6O6hVI4P+nqKjo9u3bCCF3d/fevXtbO5w6Liws7D//+U9GRsbdu3fv3bvXvXt3a0cEWJGXl1dcXOzr66tnvyZD2wNgutTU1H379g0cOHDkyJEsNQB2hI1vITjHLCMjI6O4uBgh1LBhQ0uWyF23bp21Zgh7+/YtPHMCwDJmzpxpI1enkMD/z++//y6XyxFCo0aNstad1PqDz+d/8skny5YtQwjt2LHj+PHj1o4IIJVKdffu3cTExNzcXKVS6e7u3qlTp379+pnybRUREZGenr5s2bLGjRubq71UKo2Li0tPT8/NzZXL5d7e3o0aNRo4cKBEIjE6TqAPc50hen6CR48eTUpK0meDc+bMad++PfPPsrKy+Pj4p0+fFhYWUhTl7u7eoEGDbt26qbdRh+PX8VeY3gDoycLnWLXY+BaCc8wyzp07FxERgRDauHFjYGCgtcMBANQpuO+wOoVCYZWcEdLU/2Hqz48bN866kdQTc+fO/frrrwsLC69cuZKSktKhQwdrR1SvVVRU7N+//99//2WWZGVlZWVlJSQkfPjhh97e3kZss6Cg4PXr1+Ztn5KScvLkyfLycmZJenp6enr6vXv3QkND2RteBcx1hrD9CT558uTXX3+tqqpilmRnZ2dnZycnJ/v7+4eFhTHzmKakpLx+/TowMJDP5yOEBAJBaWlpUlISRVG4P6HpDYBBbOEcM++3EJxjAABQx1RUVERERCQlJb1586akpMTNza1x48bBwcETJkyw2D1WSOD/q6io6ObNmwghNze3gQMHMnN7AvY4Ojp++OGHmzZtoml6y5YtP//8s7Ujqr9omj5w4AC+bvbz8+vSpQuHw0lLS/vrr7+Ki4v37NmzYsUKQ7sjKhSK48eP0zRtxva5ubnHjh2jKIokyaCgoObNm3O53Ddv3sTHx1MUFR0d7eHhUdNTVmAKc50hBn2Cfn5+umctef369b///isQCBo2bIiX/PPPP4cPH1YoFAihjh07+vv78/n8nJychISE0tLSJ0+enDx5kpnK9K+//nr8+PH169fxPMNxcXFnz56laVokEg0aNIgkSdMbGH3A6yGrnGMazP4tBOcYAADUJQkJCRs3bsSFJwiCQAgVFhYWFhY+evQoOjo6PDzcMs8jIYH/r0uXLjH953k8HiTwljFnzpyffvqppKQkJiYGHsJb0d27d//55x+EUP/+/UePHo0XBgYGtmrV6tdffy0tLY2NjR07dqw+myotLc3JyXn58mVCQoI+lXUMav/bb79RFEUQxLx581q3bo0Xdu3atXfv3lu3bpVKpSdPnly7dq0+cQKDmOsMMegTDAoKCgoKqmlTZWVl3333HUJo1KhROLdBCF28eBFn76GhoYMHD2Ya9+/f/+eff37+/Pnjx4//+uuvbt26IYSmTp364sWL1NTU+/fvI4RKSkoCAgLatWvXtm1bnBeZ3gDozyrnGMbetxCcYwAAUGfk5uZu2LChvLx82LBhkyZNaty4cUhIyPDhw0eMGBEdHX316tW1a9ceOHDAAiM663gC7+7urmdLpv58WFiYQCDAfdWMhm/JIIR0Pz7Sc1MikcjEWixMPGY5pcRiMdMH1cR4WrRosXTp0q+++go/hDduBkFnZ2dTgmHiIUlS/xOmjrl16xZCyNXVdcSIEerLg4KC7t+//+zZs4SEhNDQUH3+XxiaP+vfXqVS4ev7Dh06MNfNmIeHR58+fa5evVpaWlpQUFBvP0f2mOUMMe8nGBUVVVFR0aZNm169euElb9++ff78OUIoMDBQPXtHCAmFwqlTp27cuJGiqPj4eJzA8/n89u3bi8Xi+Ph4Pp9PUVSTJk3UbxmY3gDoz4rnGHvfQnCOAQBAnXH06NHy8vLx48cvWrSIWcjj8fz9/f39/T09PU+cOHHs2LFa51A3XR1P4CsrK/VplpeXd/36dYSQu7t7//79FQqFTCYzZb98Pp/H4yGEZDKZUqk0ZVMikUihUFAUZcpGBAIBLrEglUrxRPdGE4vFFEXhZ1xGc3BwwI8OKisr582bt3PnzqKiogsXLly/fr1Hjx76b4ckSQcHB9MPMr4fQdM0PmFMvD1hd96+fZudnY0QCgoK4nA4Gu/26NHj2bNnFEX9/fffnTt3rnVrDRo0YF5XVVXV+jhL//YFBQX4P4KXl5f2u8z42KysLEjgzctcZ4gZP8GkpKTHjx8LhcKwsDBmITN0uWvXrtqrODs7N2nS5OXLl5mZmczC8vLyw4cPEwSxaNGi48ePnz9/vlGjRq1atTJjA6AP655jrH4LwTlWH1y/fh3f2bE89VoMAABWpaWlkSTJDMTTMGPGjJMnTz59+tQCkdTxBF69jpEOJ0+exBnpyJEjORyOUqnUc8WakCSJE3iKokzMvR0cHORyuYnx4GAQQlKp1JRclyAIsVgsl8tNHGIgEAhwAl9VVcXj8RYtWrRu3TqE0OrVqy9cuMA8n68Vl8vFCTwe/mA0kUhEEARN0/g417cEnikZVe0VYcuWLZlm+iTwK1euZF7fvXs3MjLSXO1FIhF+UVhYqP1uUVERfmHJqYPqCXOdIeb6BKuqqqKjoxFCY8aMUe9VVFpail+o52PqcJcomqZpmsbfM0+ePCkpKRk5cmSjRo0mT568Y8eOO3fuqP+ZpjcA+rDuOcbqtxCcY/XBxYsXrR0CAIB1GRkZPj4+jo6O1b4rEAi8vLzS09MtEEkdT+D19Ntvv+EXUH/eKubOnXvgwIGsrKx79+5duHBh1KhR1o6ofsEPvpDa4yN1jo6OYrG4oqIiJyfHsnFpEovFLVq0ePXq1aNHj7Kzs5m6ZQihioqK27dvI4ScnJyaN29uvRjrJnOdIeb6BC9cuFBWVta4cePu3burL+/cuTOe94sZEq+Opmn87N3T05O5SxgcHNygQYNmzZohhJo0afLxxx/j1wzTGwB92No5ZsbtwzlWhzVq1MjaIfyPnnO1msjV1TUxMREhJJfLS0pKLLBHAGyHu7t7cXGxUqnU7imGEFIoFG/fvvX09LRAJJDAo4yMjHv37iGEGjVq1LNnT2uHUx8JhcJVq1bh8SRr164NCQmBqW4tCT+35HA4Nd1TdHFxqaiosIWf6smTJ+/atau0tHTXrl0DBgxo1qwZl8vNzMy8fv16SUkJj8ebPn16td+qwBRmPENM/wTfvn179+5dhNCIESM0eut4enrq+OF88OBBXl4eQqhTp07qy9VzrWrzOtMbgFrZ1Dlm9u3DOVZXDRkyxNnZudruGHp69erVhQsXEELBwcHBwcFGb0coFL7zzjtGrw4A0Ee7du2uXbt27ty5ap/4njhxQqFQdOzY0QKRQAKPoqKi8Jwx48aNg5qu1jJp0qRDhw4lJSX9+++/O3fu/Oyzz6wdUT2CR3nw+fyaBi/g+ykmFoYwC3d392XLlh0+fDg9Pf3SpUvqb3l6es6ePbvaganARGY8Q0z/BC9evKhSqVq1atW2bVt9/wCEUlNTT548iRASi8WmTzUPzM6mzjHrbr+uIghC//Fx9rI7giBMfPCTkJCAE/i2bdtqlG+0TepH1TJHmNX2FmDhI2aD6tIRmDZtWlxc3O7duzMzM2fOnInvOFdVVT158uT333+PiYnhcrnqpXnYAwk8OnXqFH4xceJE60ZSn5EkuWHDhhEjRtA0vWPHjvHjxzODHgHb8KWzjkdS+C0TqzmYBU3TDx48UC9CxigoKLh79+7w4cOZig/AXMx4hpj4Cf7777+PHj1CCIWGhuoTOUKosrLy0qVLd+7coWlaIBDMnTsXqiTYINs5x6y+/bpKKBTW1L3CjHC9XoSQg4ODXVQzZb6OuFyuXQTM4PF4FgjYoLrLPB6PqVJhO5iQOByOfX3E5sJ8iARB2OYRKCgo0LNl06ZN16xZ880335w+fbpPnz5dunRBCF25cuXKlSsIIS6Xu2rVKst0kqrvCfyDBw/wtEPt27f39/e3djj1Wrdu3aZMmXL8+HGZTPbpp5+eOXPG3m/U2Y7KykrtOn8ikQhfZeIrHh3VDXGJR+bCyIpOnz59584dhFDr1q0HDRrUsGFDLpebk5Nz+/btpKSkuLi4rKysOXPm2EKodYkZzxATP0H8qKpdu3b6jAFWqVR37tz5/fff8ewSDRo0mDJliq+vb60rAsuznXPM6tuvqyiKMrEcrz6YU4iiqFrnQLEFzD0ppVJpFwETBIFvxCiVSj1nejLL7vShVCpNLLHMBqbfkEqlsouP2OwqKirwC5qm68AR6NevX+vWrS9fvsxMYs3hcLy9vQMCAsLCwixWF6O+/8AwxWbfe+8960YCEELh4eGxsbH5+fl//vnnwYMH58yZY+2I6ojTp08nJSVpLJw+fTq+d4j7pup4tIXfsnphgpSUFHzdHBwcrP4ftnnz5s2bN2/cuPH58+fT0tLi4uI05gAHJjLXGWLiJ5iZmfnixQuEkD6TTb5+/frUqVO4NBqXy+3Xr9/QoUMhp7JZNnKO1Qq+hYymVCotMA4Lj4hECJk+H7BlMJPyqlQquwiYGWpqmYANKldhdEj5+fnMFBJmx8xvWlRUlJKSwtJeRCKRj4+PbT73Un+AZBcnea18fHxmzpyJX1+9etUqpZfYvZqRSqXHjh1LSEgoLS1t2bJlly5dJk6caOjfef369T179uzcubPa4rSmkMlkuP48l8uF/vO2wM3N7dtvv/3ggw8QQuvWrevbt2+bNm2sHVTdhyfiUiqV5eXl1d7qxvWlmHuN1oKvmzkcTrW1Q/r375+QkJCXl/fnn3/CpbN5mesMMfETjI+PRwiJxWLdvaVomo6Njb1y5QqeKy4wMDA0NLTauvTAdtjIOVYr+BYCoI65d+/e2rVrDeqrb5wbN27cuHGDve2HhIQsW7aMve2DalmrcDKLCXx+fv769evxbHguLi5Pnjx58uRJcnLyqlWr8GS8erpy5QpLXWIuXbpUXFyMEBowYEBN8wYDCxs9evS4cePOnDlTVVU1Z86c2NhYGLBqumnTpk2bNq2md5mTPy8vT/vSuaqqqry8HNUwvZMl5ebm4jD4fL72uwRBNG3aNC8vr6SkRCaTWb2/QF1irjPElE+QoqgHDx4ghAIDA3X/Xl64cAFfJDVo0CAsLAwm3LILtnCO6QO+hQCoYx4+fGiB7N0C8E8kYNXVq1f1aWaBG7gsJvDbtm1LT0/39/f/9NNPPTw8srKyNmzYkJKScvDgwaVLl+qzhcrKyoiIiCdPnrAU4a+//opfTJkyhaVdACN8//33iYmJGRkZf//99/Lly3/44QdrR1THMRnOq1evtGtvvHr1SqOZteD+zzpu5+EBlgRBQE9p8zLXGWLKJ5icnIxX7Natm45d3Lx5E2fvnTp1ev/99+FMsBe2cI7pA76FAKjKOoj0AAAgAElEQVRjmGEXAQEBtllirVZxcXEKhYL5QwB7NmzYoE8zO07gU1NTHz9+7OjouHr1avy83cfHJzw8fP78+Tdu3Jg6daruae6vXr16+fLl9PR09gZLZGRk/PHHHwghd3f3kJAQlvYCjODi4rJv374xY8ZQFHXy5Ml27drhKeIBSxo0aODp6ZmXl5eYmDhw4ECNMVT3799HCHE4nHbt2lkpwP9q3LhxXl5eQUHB27dvtbvMSKVSPNKsYcOGMBW8eZnrDDHlE8R7cXV1bdy4cU3bpygqNjYWIdS6desZM2bY5mhAUC1bOMf0Ad9CANRVs2bN6tWrl7WjMEa/fv2YYgqAVdXO9VhZWfnmzRtcE33kyJGWedzF1rTneJxYUFCQem95Ly8vPz8/mqYTEhJ0r/769eusrCyBQODs7MzSRdixY8dwn5mwsLBq+8IBKwoKCmLucn399denT5+2bjx1Hp4ZOzc3988//1Rf/uLFi+TkZIRQcHCwUChkliuVSoqiKIqy5G/GO++8g8vnHD16FPenZVAUFRERgSud9uvXz2Ih1R9mOUOM/gTlcjl+BtuiRQsdQT548AA//xw9ejRk73bHuueYnuBbCAAA6q3l1QkPD9+3b9/evXt9fX2vXr3avn17C0TC1hP4ly9fIoQCAwM1lgcGBqakpOB3dZgzZw5Tgfz999/H1WvMSKFQ4P7zBEFMnTrVvBsHZjFz5sy0tLT9+/erVKpFixYJBIKRI0daO6g6q0ePHnfv3n3z5s2ZM2eKioo6d+5MkuSzZ89wJTBnZ+ehQ4eqt79169a5c+fwipMmTbJMkM2aNRsyZEhsbGxmZubGjRt79uzZsGFDkiTfvn177949XM+iS5cuurtYA+OY5Qwx+hN89eoVTtJ0T6/67NkzhBBJkklJSQ8fPqypmVAoHDRokDFHAbDJuueYnuBbCAAAgLY2bdps3Lhx+vTpW7ZsOXDgANu7YyuBz8rKQgh5eHhoLMdLMjMzzbu7t2/fFhQUaCwUiUQuLi7Vtr948WJOTg5CqHfv3n5+fupvEQRh+ug1ZpoNDodj+kA4kiRN3AjzMIrL5ZryYAqva954dDTbtGlTXl5edHS0XC6fO3furl27wsLC1BvgPoocDsdcI3/q7ahFDocze/bsffv25eTkaBRKdXZ2njNnjkGFJ9kzZMgQhNC1a9ekUqlGNVeCIHr06DF69GgrhVbHmesMMe4TxJk5qi2Bx78CKpXq+vXrOppJJBJI4G2Qdc8x/cG3EAAAAG2NGjVq1qzZy5cvLVDElK10Bfci0/65xdVlKysrzbu7iIiII0eOaCwMCAjYv39/te0PHz6MXyxcuBDPXqPBXJ3qxWKx6RsRCoXq/QZNYZY0TCQSiUQi07eD/m/qIB0iIyPffffdc+fOKRSKBQsWZGdnr127VuMeRLVzDhmBJMla46nDJBLJsmXLbt++nZSUlJ+fr1QqXV1dO3Xq1LdvX7OcxmZBkuTQoUO7det28+bN7OzsnJwchULh7e3t7e3dq1evRo0aWTvAuswsZ4hxn2BaWhpCyMHBQXcRcu3buMC+WPEc0x98C7EnISHhhx9+MGXiIaZw0vr16025I+/h4fHll19afe4VAIB9IQiCw+FYYGg2Wwm8XC5HCGlPAIYTP/ZK0+njyZMn+K55w4YNq53KFdgOPp8fFRU1ffr0iIgImqbXrVt37969X375xcvLy9qh1UFcLrd///79+/evtaWezYKDg4ODg/UPQM/2bm5uY8eO1X+zwFzMdYYY+gkuX75cn2Z6locFtsxa5xgDvoWsKDo6Oi8vzyybwuUwjFZWVhYXF6fR6Q8AAHRITk5OT0/38fGxQBUethJ4Jyen4uJi7S9Q/Ozd7N1xW7VqpV2yv3nz5tXeKdixYwfucf3BBx/QNK3Rhsfjof+7AWE0LpeLe3fL5XITp5fk8/kqlcrEUmE8Hg/36qcoypTe5gRB8Pl8hUKhVCpNiYfP5+OTW89bOYcOHWrSpMn333+PEPr999/9/f03b94cFhbG4XB4PJ7pBxl3dKFpmqIo5p8AAAAAsBjmUsfJycladSjlcjm+doWy3gAADT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)
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JSUgYOHMi6iLu6uq5bt27QoEH1bC8SiXr06NGjRw/2o1KpvHv37oMHDx4/fiyXy58+fWptbS0SiVq1auXj4+Pn52em//r9/Py++uqrBQsWbNu2bfXq1aWlpZWVlUuWLDl79uyGDRvEYjHXAQIAAAAAAHAGCTwHcnNzhw0bxrL3wMDAPXv2eHl56XUES0vLoKCgoKAgwwTIMRsbm9mzZ0dFRS1ZsmTfvn1EdO7cuSFDhuzevVuvp1MAAAAAAADNCVrQGVt5efmkSZOKioqIqHPnznFxcfpm7y2EWCz++eeft2zZwlpi5+bmjho16s8//+Q6LgAAAAAAAG4ggTe2hQsX3r59m4jatm177NgxNAuv3+jRo0+dOuXr60tEEolk/PjxumP+AQAAAAAAtBxI4I3q0KFDe/fuJSIrK6tDhw55eHhwHZEZ6Nix44kTJ9gEdQqFIjIyMi0tjeugAAAAAAAAjA0JvPGUlJR8/vnnbHnFihVhYWHcxmNGXFxcDh061L17dyKSy+WRkZF5eXlcBwUAAAAAAGBUSOCNZ+nSpWyigr59+3700Udch2NmHBwcYmJiAgMDiaioqGjSpEllZWVcBwUAAAAAAGA8SOCN5Nq1a6zxvEgkWrVqFY/H4zoi8+Ps7Lx3715PT08iyszM/PDDDzUaDddBAQAAAAAAGAkSeGPQaDRLlixh2eYnn3zSrl07riMyVx4eHtHR0dbW1kT0+++/r1mzhuuIAAAAAAAAjAQJvDEcOXKEzX/Wtm3b2bNncx2OeevSpcvq1avZ8vfff49B6QEAAAAAoIVAAm9wKpVq+fLlbHnx4sVWVlbcxtMMjBs3bsaMGURUU1Mza9YsdIYHAAAAAICWAAm8wR04cODu3btEFBQUNG7cOK7DaSa++eaboKAgIsrLy/viiy+4DgcAAAAAAMDgkMAbllqt1rb3/uyzz/h8XPCmYWVltWHDBktLSyLas2fPiRMnuI4IAAAAAADAsJBPGtaJEyfu3LlDRIGBgSNGjOA6nGYlMDBw4V5OXFIAACAASURBVMKFbHnOnDloSA8AAAAAAM0bEnjDWr9+PVuYN28epo5rcrNnzw4NDSWivLy8r7/+mutwAAAAAAAADEjIdQCNZG9v37QHtLCwaPLDXrlyJSkpiYh8fHwmT54sFP7vamszeaFQ2OQf5JnYGW1sbNRqtRFOp/2ktra2hp6qfePGjb17966pqdmwYcPUqVNDQkIMejoi0vaDsLCwMM6vj53RCBeTEQgEbMHOzs44ZwQAAAAAgIYw1wTeEJ3JeTxe0x5W+/r9o48+Yr21tScy0Bmfh53RaKfT4vP5hs4AQ0JCPv7445UrV6pUqk8++eT8+fOGbunA1a/PCBdT93RsQbtsnEc/AAAAAABQD3NN4GUyWdMe0N7ens/nN+FhHz16dOTIEXbkcePG6R5ZIBA4OzsTUXV1tVwub6oz1kMoFDo5OZWXl1dXVxvhdA4ODuyBRVlZmUqlMvTpPvroo5iYmPz8/CtXrmzevHnixIkGPR27mESkVCoVCoVBz8VYWlo6ODgY52ISkaOjI2uQUlZWps3bRSIRZkAEAAAAAOAW+sAbyvbt21m2/PbbbxunoXWLZWtru3z5cra8bNmyp0+fchsPAAAAAACAISCBN4iamppdu3YREY/He/fdd7kOp/mbOHFi7969iaigoODnn3/mOhwAAAAAAICmhwTeIE6ePFlYWEhEr776qp+fH9fhNH88Hu+HH35gHbZ//vnn4uJiriMCAAAAAABoYkjgDSI6OpotTJ06ldtIWo7w8PCxY8cSUXl5+Q8//MB1OAAAAAAAAE0MCXzTKygoOHfuHBGJxeI33niD63BakMWLF7PB86Kjo3NycrgOBwAAAAAAoCkhgW96+/btY6OFjx8/Xnf2ODA0Hx+fd955h4iqq6t//PFHrsMBAAAAAABoSkjgm15MTAxbiIqK4jaSFmj+/Pk2NjZEFBsbm5WVxXU4AAAAAAAATQYJfBNLSkq6d+8eEQUHB3fp0oXrcFocNze39957j4hUKhVewgMAAAAAQFNRKpWxsbGff/75mjVrdMsrKytTU1OvXbsml8sNHYPQ0CdoaWJjY9nC22+/zW0kLdacOXO2bdumUCgOHz786aef+vv7cx0RAAAAAACYt8LCwk8//TQ/P5+IevXqpS1PT09funRpSUkJ+3HAgAH/+Mc/RCKRgcLAG/imVF1dHRcXR0QCgWDcuHFch9NCicXi999/n4jUavWqVau4DgcAAAAAAMybSqVatGhRfn6+u7v7p59++re//Y2VV1RUfP311yUlJUKh0MPDg8fjnT179rPPPjNcJEjgm9L58+fZo5c+ffq4u7tzHU7L9cEHH7Ce8HFxcffv3+c6HAAAAAAAMGOnT5/Ozs4Wi8WbNm164403fH19WfmlS5ckEomjo+Nvv/22e/fu6OhoLy+vtLS0y5cvGygSJPBN6eDBg2xh/Pjx3EbSwonF4unTpxORSqVau3Yt1+EAAAAAAIAZu3TpEhHNmjXL3t5et/yPP/4gookTJ3p6ehKRp6fnnDlziOj48eMGigQJfJOpqKg4ceIEEYlEohEjRnAdTkv34YcfWllZEdH+/fsLCgq4DgcAAAAAAMzVnTt3iKhbt266hRqNJjU1lYj69u2rLYyIiBAKhYZLQJDAN5mEhITy8nIiGjRoUK0HM2B87u7ukyZNIiKlUrlhwwauwwEAAAAAAHMlk8kEAoGrq6tuYU5Ojkwmc3d39/Ly0hby+XwXF5dHjx4ZKBIk8E2GDV9HRGPHjuU2EmBmz54tFAqJaOfOnaWlpVyHAwAAAAAAZkkkEgmFQoFAoFuYkpJCRKGhobU2VigUrC2wITRyGrnKysro6OjExES5XN6hQ4eQkJAJEybU+jzP8+effx49evThw4cymax169b+/v6RkZEuLi6Ni8REPH369PTp00RkY2MzePBgrsMBIiIfH59Ro0YdOnRIoVBs37593rx5XEcEAAAAAADmp3Xr1llZWeXl5ba2ttrC5ORkqpPAFxUVlZeXd+jQwUCRNOYN/JMnTxYuXHjkyJGioiIrK6tbt27t2rVryZIlZWVlL9x3+/btS5cuTU5OLikpcXJyysvLO3ny5N///vfMzMxGRGI6EhISKioqiGjw4MHW1tZchwP/w8aQIKLNmzcrlUpugwEAAAAAAHPUpk0bIkpKStKWlJeXswS+Vsf4/fv3E9Err7xioEgak8CvWrUqOzs7ODh469atO3fu3LBhQ9u2bdPT07ds2VL/jllZWYcOHRIIBB9//PHevXt//fXX6Ojo1157raqqatWqVSqVqlEfwSQcOXKELbz55pvcRgK6unbt+vrrrxNRYWHhgQMHuA4HAAAAAADMz+jRo4lo06ZNRUVFrOTXX3+tqqoKCAhg04er1erMzMz169fHxsZaWVkZblBzvRP4zMzMtLQ0Ozu7xYsXs078np6eX331lUAgOHfuXHFxcT37nj59WqPRREZGDhw40MLCgohsbW3nzp1rY2Pz6NGjhw8fNvpjcKuysjIhIYGIrK2tBw0axHU48P+ZPXs2W/jll180Gg23wQAAAAAAgNnp1q1baGhofn7+9OnTFy9e/MEHH7A3uBMmTGAbKBSKDz744MCBA+x1te6wdk1L7wSeTUkfHh6uO9C6u7t7YGCgRqNJTEysZ98HDx5QnTYGIpGINUgw3wT+7NmzbPz5gQMHov28qRkwYIC/vz8R3b59+/z581yHAwAAAAAA5uff//533759Kyoqrly5wjqAjx8/fuDAgdoNbG1tu3XrtmbNmuHDhxsuDL0Hsbt37x4Rde/evVZ59+7d09PT2drnGT9+fFVVlbe3t26hRqNhg+w7OTnpG4yJiI+PZwsjR47kNhKoi8fjzZo1a/78+UT066+/9u/fn+uIAAAAAADAzIhEoqVLl964cSM1NVUgEISGhgYHB2vXOjg4HDt2zAhh6J3Asynpa82Apy3Jz8+vZ9+IiIhaJZWVlVu3bi0rK/Px8QkKCtI3GFNQXV196tQpIrK0tBwyZAjX4cAzvPXWW//6178kEsmZM2fu3r3bsWNHriMCAAAAAADzExISEhISwmEAeifwrK24bvt5xs7OjoiePn3awON8//332dnZhYWFKpUqNDT0o48+4vF4dTfbvn37oUOHahUGBwd/++23+kZePz6fT0TOzs767piQkMDmGB8wYICPj49e+1pYWDTijI3Arq29vb1xOoGzi0lEDg4ORjgdNeDXN2vWrO+++06j0URHR69Zs+ZlzqX9Q7WysmJDORgaO6Ojo6ORf32Ojo7aQrMeYxIAAAAAoGnV1NQIhY2clP1l6H3K6upqIqrb09vGxoaIqqqqGngchUKhUChYViCVSvPz8+u+1SciuVxe961+q1atGjjnvL4acVjt+PPjxo3Td3cej2egD/JM2sTMaIz56eo/3YcffvjDDz/U1NTs2LFj2bJluqlpo7WoX59arTby2QEAAAAATEp5eXlMTExKSsrDhw9lMplYLG7Tps0rr7wyfvx4Kysr48Sgd0rA3r2zOc91sXfvdd/MP8+3334bHR29d+/e6dOn5+bmLl269Pbt2/oGwzmNRnP48GEi4vP5bGoBME1t2rQZN24cEZWVlf32229chwMAAAAAAOYkMTExKioqOjr61q1bcrmciCQSyc2bNzdt2jR16tT09HTjhKH3G3ixWFxaWqpQKGqVsxJ9G4RbW1uPGzeuuLg4Pj7+yJEjgYGBtTaYO3fu3Llz6+745MkTvU70Qvb29nw+XyaT6bVXSkoKayAQFhYmEAgaGJVAIGAXSqlUst+9oQmFQicnJ5lMxhpQGJqDg4OlpSURSaVS4zS9Zs3L67+Y06ZN27dvHxGtXbs2KirqmV02GoJdTCKqrKysWxEMwdLS0sHBwZgXk3UNkEgk2hfvIpHIOP0FAAAAAABMTWFh4bJlyxQKxbBhwyZOnNimTZshQ4YMHz585MiRcXFxCQkJS5cu3bx5sxHGZdf7DTyLSSKR1CqXSqVE5OLi8rwdy8rKLl++nJKSUndV165d6f+GxzMvv//+O1sYMWIEt5HAC0VERHTp0oWI7t27h/nkAAAAAACggXbu3KlQKMaNG7dw4UJfX1/2ZsvCwiI4OPiLL76IiooqKSmJjo42QiR6J/BsErgbN27UKk9NTSUiX1/f5+1YUVGxfPlyNpBYrVWs57zRBjxrQidOnGALw4YN4zYSaIgZM2awhS1btnAbCQAAAAAAmIusrCw+n//uu+8+c+20adMEAkFGRoYRItE7gWdTwSUlJemOVyeXy9PS0iwtLfv27fu8Hd3c3BwcHCorK1mqr+v69etUb/JvmnJzc1m//U6dOmFmMrMwfvx41oQkISEhLy+P63AAAAAAAMAM5OXleXp6spnX6rKysnJ3d8/OzjZCJHon8J07d/b395dKpWvXrmU9cquqqpYvX15dXd2nTx9bW1vtlvHx8UePHr179y77kcfjDR06lIjWr19/69YtVqhUKnfv3n3p0iWRSGR2rdBPnjzJFvD63VxYW1tHRUURkUql2rFjB9fhAAAAAACAGXBxcSktLX3eiFQ1NTVFRUXGmSC8MTPXzZ8//7PPPrt06VJycrK3t/f9+/eVSqWnp2etFgXbtm1TKpXTpk3Tvp2OjIzMyMi4devWokWLbGxs7O3ti4uL1Wq1lZXVRx991Lp16yb4QEak7QCPBN6MTJ8+fcOGDWxC+H/84x9ssD0AAAAAAIDnCQgIOHPmzJEjR8aOHVt37Z49e2pqath4W4bWmJmlPTw81qxZM2TIEGtr67t37zo5OY0ZM+ann3564RxyFhYW//rXv/72t7/5+fmxId/bt28/dOjQX3755fXXX29U/JyRy+WJiYlEJBaLw8LCuA4HGqp9+/aso8eTJ0/i4+O5DgcAAAAAAEzd1KlTBQLB+vXr169fr52IqqKi4tatWytXrty2bZtQKIyMjDRCJI15A09EYrF4zpw59W8TGxtbt1AgEIwaNWrUqFGNO6/pOHv2LJuSbfDgwQKBgOtwQA/Tpk1jo9Bv3779mY/QAAAAAAAAtHx8fJYsWfLdd98dOHDgtddeCwkJIaLTp0+fPn2aiIRC4aJFi4wzplsjE3jQdoBnHfvBjAwbNszDw+PRo0eXL1/+66+//P39uY4IAAAAAABMWt++fTt16nTq1Cnt7GkCgaB169ahoaGRkZFeXl7GCQMJfGOoVKozZ84QkaWlZb9+/bgOB/QjFAonT578448/EtGOHTuWLVvGdUQAAAAAAGDqPD09p0+fzpYTEhI4aYjdmD7wcP36dalUSkS9e/d+Yc9/MEFTpkxh9W3fvn2VlZVchwMAAAAAAOaEq27UeAPfGKyrAxENGTKE20igcby8vAYNGnTy5MnS0tK4uDjjDDgBAAAAAABm4dChQ3/88Ye+e7FGvgaFBL4xtAn84MGDuY0EGm3atGlsIIOdO3cigQcAAAAAAK28vLzk5GSuo3gGJPB6y8vLu337NhH5+fm1a9eO63CgkQYMGNCmTZuHDx9eu3YtMzMzICCA64gAAAAAAMAkTJgwYcCAAbolsbGxFy5csLe3HzlyZIcOHZydnSUSyd27d48fP65QKHr16rVgwQIjBIY+8Ho7deoUW8Drd7MmEAgmTZrElnfu3MltMAAAAAAAYDo8PT0761AoFBcuXOjcufPevXtnzZo1aNCgsLCwwYMHf/DBBzExMQEBAVeuXImJiTFCYEjg9Yb2883GpEmT2OAT+/fvr6qq4jocAAAAAAAwRfHx8US0ZMkSa2vrWqtsbW2XLFlCRMePH1epVIaOBAm8fioqKv773/8SkaOjY0REBNfhwEvx8vJiDWOkUumxY8e4DgcAAAAAAExRZmamm5tbq1atnrnW09NTLBaXl5cbIRIk8Pq5ePEie1Xbv39/CwsLrsOBl/XOO++whR07dnAbCQAAAAAAmCa1Wi2RSJ7XaLeiokImk7m5uRlhbjkMYqcfbfv5QYMGcRsJNIlBgwa1bt368ePHV65cuX//fvv27bmOCEA/KpXqxo0bt2/fzsvLKysrU6vVrq6uLi4uPj4+r776qpWVFdcBArRcqJ4Apgw1FPQSGBj4xx9/7N+/f8qUKXXXxsTEqFSqoKAgI0SCBF4/CQkJRMTn8wcOHMh1LNAEhEJhZGTk6tWrNRpNdHT0V199xXVEAHrIzMw8cOBASUmJbmFBQUFBQUFaWtr58+eHDRvWu3dvrsIDaMlQPQFMGWoo6OuNN964fPny1q1bZTJZVFSUWCxm5YWFhTExMXFxcXw+f+TIkUaIBAm8HjIyMvLz84koNDTU1dWV63CgaUyZMmXNmjUajSYmJmbRokXoGQHm4urVq/v371er1UQkFosDAwOdnZ2VSmVxcXFubq5EIlEoFLGxsXw+v2fPnlwHC9CyoHoCmDLUUGiEnj17vvPOO7/99ltsbGxsbKxYLHZ2di4pKSktLWUbvPfeez169DBCJEjg9YAJ5JolHx+f119//eLFi8XFxSdPnnzjjTe4jgjgxbKzs9mXD5FINHbs2Fo3DLVaffXq1WPHjlVUVBw4cMDT09Pb25urUAFaGlRPAFOGGgqNNn369LCwsK1bt6alpUkkEolEQkRCoTAsLGz69OkBAQHGCQMJvB5Y+3lCB/hmZ+rUqRcvXiSiXbt2IYEH01dTU7Nz5061Wi0UCmfOnNmuXbtaG/D5/F69ejk6Om7ZskWlUiUkJMyYMYOLSAFaHFRPAFOGGgovqUuXLqtWrVKpVI8fPy4tLXVzc3N1deXzjTowvLkm8HZ2dk17QKFQyOPx6jmsVCpNSkoiInd39969e/N4vEafS7uvUChs8g/yTOyvytra2jgDcmhHX7SxsdFoNMY5o0ajafTFfOuttz7//POSkpJz587JZDIvL696NtZWUQsLC2P++ox5MdmCra2tcc4I+rp+/Tprr9W7d++6Xz60goKC2rdvf+/evczMzKqqqias/hqNRqFQ2NvbN2ItQPOG6glgylBDoUkIBAIvL6/6UwbDMdcEXihs4shZjlTPYc+cOaNSqYho+PDhL9lNWpvA83i8Jv8g9ZxRIBAY5/mQ9ixCodA4GSCPx3uZiykUCidPnrx27VqVShUdHf3FF1/Ufy7tgjF/fca8mGxBdxoM1k8MTARrMCIUCgcMGFD/lt27d2cj9Ny7d6/WyKhyufzMmTNZWVlSqZSIHB0dO3Xq9Nprr7Vu3brWQRYsWKBWq99///2goKD09PSTJ08+fvx41KhRffr0eeHadevWZWdnExHboMkuAYCpQvUEMGWoofAyLl++vH379pycHLFYPGbMmMjISFZ+/PjxDh06+Pv7GycMc03gtaMFNBV7e3s+ny+TyZ63wZEjR9hCnz59XvLsAoHA2dmZiKqrq+Vy+cscqoGEQqGTk5NCoaiurjbC6RwcHCwtLYlILpezpx6G5ujoqNFoXuZiTpgwYe3atUS0ZcuWDz74oJ4nHexiEpFSqVQoFI0+Y8NZWlo6ODgY82KyR1RyuVybt4tEIvY7Bc7JZLLCwkIiCgkJcXBwqH/jXr169erVq255RkbGnj17ysvLtSXFxcXFxcWJiYnDhw9/3iwbV65ciY2Nfd6DpPrXArQEqJ4Apgw1FF5GcnKy9iVfYWHhxo0bhULhhAkTiGj9+vUVFRVjxoz5+OOPjRCJuSbwRqZWq8+ePUtEFhYW/fr14zocaHqBgYHh4eFJSUl5eXkXL17EbxlM1r1799hC3Sf9DZSRkbF582Yi4vP54eHh7dq14/P5ubm5169fr6mpiY+Pd3JyCgsLq7VXXl7e6dOn7ezsXn/9dVdXV19f34avBWghUD0BTBlqKLyMnTt3EtHMmTNHjRp1+/btf/7zn3v27Bk/fjyPxxs8ePDJkyfj4uJ69+5thIHokcA3yJ9//sla0bzyyivol9JcTZ48mQ1zsGvXLiTwYLK0LYC0E5DqRa1WHz16lIisra1nzJjRoUMHVh4REREREbFlyxaFQnHixImQkBDdPhRElJCQ4OvrO2PGDGtr67qHfd7amTNnslcKaMEBLQGqJ4ApQw2Fl5Gdne3l5RUVFUVEPXr0ePPNN3fv3p2Tk+Pr6/vJJ5+8+uqrCxcujIuLM0ICb9QR88zX6dOn2QImkGvGxo4da2trS0THjx9n00IAmCBtx43Gff/4888/WQPCwYMHa798MD4+PsOGDSMiiURy9erVWjuq1eqxY8c+88tHPWutrKxEIpFIJDLyAK0AnED1BDBlqKHwMoRCYatWrbQ/hoeHE1Fubi77MSIiwtnZOS8vzwiR4A+iQbQJPCaQa8ZsbW3HjBlDREqlcv/+/VyHA/Bs2oEJGndHZyPiWFlZ9e7du+7aiIgI9hiLbabL29vb09PzeYetfy1AC4HqCWDKUEPhZXTq1KmgoED7I+vs8OjRI22Jvb09e8RjaEjgX+zx48fp6elE5OPj4+fnx3U4YECTJ09mC9HR0dxGAvA82skLnzx50ojd2V5ubm7PbJInFArd3d2JiHUa0uXi4lLPYetfC9BCoHoCmDLUUHgZffr0KSwsTE5OZj86OTnZ2dlpX7mrVKqSkhI2TrmhIYF/sYSEBNYFBe3nm70ePXoEBAQQUWZmJusPD2BqtMNw1P2K8Ezp6ek3b968ffs2+5F9/6jn6wJrWFj3y0399yTj3LEATByqJ4ApQw2FlzF06NCQkJCVK1dq38N369YtKSmJdbw9fPhweXm5t7e3ESLBIHYvdubMGbaA9vMtweTJk5csWUJEu3btYp1bAExK+/bt2YJuq63nKSsr27p1KxH5+voGBgYS0QtnqWENC2tqamqVC4X13S/qXwvQQqB6Apgy1FB4GWlpaZWVlY8ePZo6daqrqyufzy8rKysvL4+MjLS1tWVDJLLeuIaGN/AvoFQqz58/T0Q2NjavvfYa1+GAwU2cOJG1jDp06JDuJJ8AJsLNzY09rU9NTZVKpfVvrJ0yx8vLS7s7EdUzTCNb5erq2iTRArQoqJ4Apgw1FF7Ghg0bMjMziUitVhcVFT1+/JhlCtXV1aWlpa6urnPnzn3m+AhNDgn8C1y5coUNWdmnTx8rKyuuwwGDE4vFw4cPJ6Ly8vJDhw5xHQ7AM7Dbg0qlOnXqVP1bXrt2jS107tyZLbAvFkVFRUqlsu72KpXq8ePHRKQ7zioANByqJ4ApQw2FRmPTyO3evftYHfHx8fv37x87dqxxIkEC/wIJCQlsAe3nWw4MZQcm7rXXXrOxsSGi69evs4fBz5Sens7Wuri4dOzYkRW2a9eOiKqqqq5cuVJ3l+vXr7NHlj4+PgYIHKD5Q/UEMGWoodBo06dPnzZtmoeHh20d7I/KaJDAvwCbQI7H42EEu5ajb9++bAiK5ORk7cglAKbDysoqKiqKx+Op1eqtW7deuHBBOzWOVlJS0q5du9jyG2+8oZ0yJywsjL0cOH36dK2pbh48eHDixAkicnZ27tWrV5OEWl1drVQqlUpl3QgBmiVUTwBThhoKjRYVFWUi+SBGTajP/fv3WQeY4OBgzNDYcvD5/MmTJ3/33XdEtHPnzn//+99cRwRQW3Bw8MiRI48dO1ZTU3P48OGzZ88GBwe7uroKBAKpVJqRkaEdBbdPnz7dunXT7sjn80eNGrVly5anT5/+5z//iYiIaNeuHY/Hy83NvXr1Kht6Z+TIkU01ps6GDRvYt5z3338/KCioSY4JYOJQPQFMGWooNM7Ro0f13WXUqFGGiAQJfH203WPQfr6liYyMXLFihUqlio2N/frrrzH8AZigAQMGiMXigwcPKhSKsrKyxMTEWhsIhcLhw4f379+/VnlwcPDYsWOPHDmiUqmuXLmi2xRQJBJNnDgxJCTE4NEDNGuongCmDDUUGuGnn37Sdxck8Bxg7eeJaMiQIdxGAkbm6ek5cODAU6dOSaXSo0ePTpgwgeuIAJ4hJCQkKCiIdeQrKCgoLy9Xq9U2Njbu7u6dOnXq2bOnnZ3dM3d8/fXXAwICLl26lJWVxSY+cXR07NSp08CBAzEhLUCTQPUEMGWooaAv00kHeC+c0tA0aRu3NBV7e3s+ny+TybQlcrk8ICCgurpaLBZnZGQIBIKmOpdAIGA1XKlUyuXypjpsPYRCoZOTk0wmq66uNsLpHBwc2ExsUqlUpVIZ4YyOjo4ajaZpL+bJkyenTJlCRL169Tpy5Ii2nF1MIqqsrGSjlRiapaWlg4ODMS+mhYUFEUkkEm23K5FI9Lw7WV0ymYzP59vb2xsqRAD4P1VVVWVlZWKxWNtLs37svtPw7QHgZUgkEisrK1tb2wZuL5VKLSwsGn7DBYBGY9/k65kX0Jj8/PwavnEj38BXVlZGR0cnJibK5fIOHTqEhIRMmDChgSluTk5OXFxcWlpaaWmpi4uLt7f3+PHjAwMDGxeJ4Zw/f56lu4MGDWrC7B3MxcCBA1u3bv348ePExMS7d+9qxyAFAAAAAADgRGMewD958mThwoVHjhwpKiqysrK6devWrl27lixZUlZW9sJ9//vf/37yySdnz54tLi52dnaWSCTXrl37/PPPd+/e3YhIDErbAR7t51smoVA4adIkItJoNJhPDgAAAAAAONeYBH7VqlXZ2dnBwcFbt27duXPnhg0b2rZtm56evmXLlvp3lMlkq1evVqlUr7/++vbt2zdv3rx3794ZM2YQ0d69e2/evNmYT2AYKpWKzQBvYWFRdwQLaCGmTJnCWpnGxMQolUquwwEAAAAAAA4MHTp06NChhw4d4joQ/RP4zMzMtLQ0Ozu7xYsXu7q6EpGnp+dXX30lEAjOnTtXXFxcz76nT59WKpWBgYHz588Xi8VEJBAIxowZ8+abb2o0mmPHjjX6YzS5P//8s6SkhIh69uzp4ODAdTjAjbZt2/br14+ISkpKTOrvEwAAAAAAjEapVCqVSu34UBzSO4G/fPkyEYWHrvPe9wAAIABJREFUh+uOUOXu7h4YGKjRaOpOw6Dr7t27RNSvX79aXcp79+6tXWsiTp48yRbQfr6Fe+edd9jCjh07uI0EAAAAAAA4MXPmzJkzZ3bu3JnrQPQfxO7evXtE1L1791rl3bt3T09PZ2ufp6amxtXVtU2bNrXK2ZDXxhlhu4GQwAMzdOhQNpTd5cuX79y506lTJ64jAgAAAAAAo4qKiuI6hP/R+w18QUEBEbHG87pYSX5+fj37fvnll1u3bu3SpUut8qtXrxJRhw4d9A3GQHJzczMzM4moU6dO7du35zoc4JJQKJw8eTIRaTQavIQHAAAAAAAO6f0Gvry8nIjqzvDMpqx8+vSpvgdMTU09cOAAEY0dO7bu2j179hw/frxWob+//+eff67vierHWvWz+b137tzJCkePHs1KmhaPx2MLFhYWhjj+885oZ2en0WiMcDptFwkHBwdjntFAF/PDDz9kgy/u27dvxYoVNjY2rNzS0tKYvz4jX0x2Rm2hKXT4AQAAAABo4fRO4NnU6NbW1rXKWVZTVVXV8ENVVVXt3bv34MGDarV68uTJdd/ME1FxcfHt27drFYpEIqGwkTPY148dVvvI4M033zTQiRgej2fQ49di/NnsjXxGA13M9u3bjxgx4ujRoxKJ5MCBA9OnT2flfD6fjVFvHMb/9eleT1bxAQAAAABaoMLCQn13cXd3N0Qkeic89vb2paWlFRUVtcrZu/e6b+af548//tiyZcuTJ09EItF77703dOhQfSMxEJlMdvHiRSJydXVlo+sB/P3vfz969CgRbdiwQZvAAwAAAABASxAZGanvLufOnTNEJHon8GKxuLS0VKFQ1CpnJc7Ozi88glwu/+WXX/744w8ieu2116ZPn96qVavnbTx37ty5c+fWLX/y5Il+cb+Ivb09n8+XyWRxcXFsxu+BAwdKpdKmPQsjEAjYhVIqlXK53BCnqEUoFDo5OclkMuO8R3VwcLC0tCQiqVRqnLEJHR0dNRqN4S5meHi4t7f3gwcPrl69euHChb59+xJRZWVl3YpgCJaWlg4ODsa8mGxcSYlEom05LxKJWCEAAAAAAHBF7wSedfqVSCS1ylmu6+LiUv/uRUVFCxcuLCkp8fb2njNnTkBAgL4BGNqJEyfYwrBhw7iNBEwHn8+fNm3at99+S0RbtmxhCTwAAAAAALQQDg4Oe/fu5ToK/Ueh9/b2JqIbN27UKk9NTSUiX1/fevZ9+vTp119/XVJSMmjQoFWrVplg9l5dXX3mzBkisrKy6t+/P9fhgAmZPHkya1YQGxtb9wEWAAAAAAA0YzweT6QPA4WhdwIfERFBRElJSbrj1cnl8rS0NEtLy/rfTCYkJOTn54eHh8+dO9c0m+NevnxZJpMR0euvv25ra8t1OGBCXFxcxowZQ0QVFRVbt27lOhwAAAAAAGhx9E7gO3fu7O/vL5VK165dy3rkVlVVLV++vLq6uk+fPrpJb3x8/NGjR+/evastOXXqFBGNGTNG/RxN8Yleirb9/PDhw7mNBEzQjBkz2MIvv/xiCn+uAAAAAADQojRm2q358+d/9tlnly5dSk5O9vb2vn//vlKp9PT0fPfdd3U327Ztm1KpnDZtWseOHYlIpVI9fPiQiL788stnHtbDw2Pjxo2NiKepaDSa33//nYj4fL7pjIoPpiMsLCw0NDQlJeX+/fvHjx8fNGgQ1xEBAAAAAEAL0phZrD08PNasWTNkyBBra+u7d+86OTmNGTPmp59+qn8OueLiYhN/aZmSkpKfn09E3bt3N9CsfWDu3n//fbawdu1abiMBAAAAAICWpjFv4IlILBbPmTOn/m1iY2N1f2zduvWRI0cadzrj0IY3YsQIbiMBkzVmzJh//vOfRUVFCQkJGRkZbExHAAAAAAAAI2jMG/jmKi4uji0ggYfnsbS0ZF1FNBrNf/7zH67DAQAAAACAFgQJ/P/cuXMnIyODiPz9/Tt06MB1OGC6ZsyYweaT27NnD+aTAwAAAABo9qZPnx4ZGcl1FERI4LUOHz7MFvD6HerXqlUrVnufPn26Y8cOrsMBaGLFxcV37tzRnSi0abcHAG5lZmbOnz//2LFjhtsAoCUwxO0P1dOUTZs2rVYCX1NTw0kkjewD3/wggYeGmzdvHkvdN2/e/OGHH7IX8gDGp1arr169mpSUVFhYqFKpXFxcunbt2rdvXysrq0YfMyYmJjs7e/78+W3atGmq7SsrK8+fP5+dnV1YWFhdXd26dWsvL68BAwY4OTk1Ok4AQ2uq+tXAv/+dO3empKQ05IDvv/9+UFCQ9seysrIrV65kZGRIJBKlUuni4tKqVasePXrobqOLxV/Pp3j5DQAMzcjV85kMcftD9TR95eXlMTExKSkpDx8+lMlkYrG4TZs2r7zyyvjx44122ZHAExEVFBQkJSURUdu2bbt168Z1OGDqQkNDBwwYcPbs2cLCwoMHD5pIcxpoacrLyzdt2vTgwQNtSUFBQUFBQWJi4syZM1u3bt2IY5aUlOTk5DTt9unp6fv27VMoFNqS7Ozs7Ozsa9eujRgxok+fPo2IE8DQmqp+Gfrv/9atW7t3766oqNCWPHr06NGjR6mpqcHBwZGRkba2ttpIcnJyunfvzh46W1lZyeXylJQUpVI5ePDgJtkAwDhMoXo27e0P1dNcJCYm/vvf/y4rKyMiHo9HRBKJRCKR3Lx5My4u7quvvurcubMRwkACT0R0/PhxjUZDRCNHjmS/DID6ffrpp2fPniWin3/++e2338afDRiZRqPZvHkz+/oSGBgYEhIiEAiysrKuX79eWlq6YcOGhQsXWltb63XMmpqaXbt2sX+GTbV9YWFhdHS0Uqnk8/nh4eG+vr5CofDhw4dXrlxRKpVxcXGurq7Pe08IwJWmql96/f0HBgbWPx1vTk7OgwcPrKysPDw8WElubu5vv/3G2nB26dIlODjY0tLy8ePHiYmJcrn81q1b+/btYwOvEtH169fT0tLOnj3r7OxMROfPnz98+LBGo7GxsRk4cCCfz3/5DRp9wQEajpPqWUuT3/5QPc1CYWHhsmXLFArFsGHDJk6c2KZNmyFDhgwfPnzkyJFxcXEJCQlLly7dvHmzEVoXIoEnIjp69ChbeOONN7iNBMzF8OHDAwMDb9++nZmZmZCQgKebYGRXr17Nzc0lon79+o0ePZoVdu/evWPHjrt375bL5SdPnhwzZkxDDiWXyx8/fnzv3r3ExET2ULkJtz948KBSqeTxeLNmzerUqRMrDAsLe/XVV3/66afKysp9+/YtXbq0IXECGE1T1S+9/v7Dw8PDw8Ofd6iysrIVK1YQ0ahRo9gXdCI6fvw4y95H/D/27jwwprONG/81e5JJJiOWSEhQSohdQkXVXrsibcQaUtqqqhct5SmqHlq1lWqr1iotIdZYa4mKJZZYgyBEEUTWyZ5Zf3/czzu/ebPOTM6cyfL9/HWcuc99X5mZY+aaexswoHfv3sbC3bt337Jly8OHD2/fvn3lyhV/f38iGj16dHx8fFxcXExMDBGpVKp27dr5+Pg0a9aMfbkvfwEAHtjl9mRs9/GH27NS2LZtW3Z29vDhw6dOnWo8KZFIfH19fX19a9euvWPHju3bt5e51Xr54RWl5OTkS5cuEZGHhwf7kAMok0Ag+D//5/+w4zVr1tg3GKiGoqKiiKhGjRoDBw40Pe/n59esWTMiio6OVqvV5lT1zTffrFu37sSJE+Zk7xaV1+v17GtWy5YtjV9fmFq1ar399ttElJmZmZqaak67ALzh5P7i9v0fHh6ek5PTtGnTgIAAdub169cPHz4kovbt25tm70Tk4OAwevRoNpL24sWL7KRUKm3RokWHDh3UarVUKjUYDF5eXn5+fsZu//IXAOCBHW9P23384fasFB48eCAUCo3DmgoJCQkRiURsUzNbQwJPhw8f1ul0RPTee+/hNyowX3BwsKenJxFFR0dfuXLF3uFANfL69euXL18SkZ+fn0gkKvToW2+9RURqtfrevXvm1FbHhDmf9OaXT01NZd+i3N3diz5qnKb44sULc+IE4AdX9xeH7//r16/fvn3bwcHBdMkV4/zbDh06FL1EoVB4eXkRUWJiovFkdnb21q1bBQLB1KlT69atGxERER8fb3pV+QsA2JR9b0+bfvzh9qz4nj175unp6ezsXOyjMpnM3d09ISGBh0iQr9LBgwfZwbBhw+wbCVQuUql08uTJ7PjHH3+0bzBQrRhX7mnSpEnRRxs3blyoWOm+MmHONhzml3dycmIHaWlpRR9NT09nB5bO1QewKa7uL67e/3l5efv37yei9957z3RqZWZmJjuoU6dOsReyBMNgMBhn6t65c0elUvXv379evXojR44kogsXLpheUv4CADZl39vTph9/uD0rvpo1a2ZkZLB+36K0Wu3r16+NU5xsqrrPgU9NTWVv7lq1anXt2jUnJ8feEUFlMnbs2FWrVqWlpZ04cSI2NpaflScBWP8DmfyKb8rZ2Vkul+fk5Lx69YrfuAqTy+VvvPHG48ePb9269fLlS+PKW0SUk5Nz7tw5InJxcWnUqJH9YgQojKv7i6v3/6FDh7KysurXr9+xY0fT823atGGbVxX7fdFgMLC+99q1axuXWe3UqVOdOnUaNmxIRF5eXlOmTGHHRuUvAGBTFe325LB+3J4Vn4+Pz6lTpw4ePFhsp++OHTu0Wm2rVq14iKS698Abx88PHTpULK7uP2eApeRy+aRJk4jIYDCsXLnS3uFAdcF63kQiUUnjuFxdXYlIpVLxGlZxRo4cqVAotFrtTz/9dOLEiYcPHyYkJJw7d27FihUqlUoikYwbN67oMEgAO+Lw/ir/+//169dsmZ6iu+TUrl3bx8fHx8en2Nl/165dS05OJqLWrVubnm/UqJGxHtNjDgsA2E6Fuj05rx+3ZwU3duxYkUi0du3atWvXGncHzMvLu3PnzooVK7Zs2SIWi/nZW7q6p6wHDhxgB++//759I4FKatKkSb/++mtmZubhw4fv3bvXvHlze0cEVR+bWSeVSkv6bJbJZERUUFDAa1jFqVmz5owZM7Zu3ZqQkHD06FHTh2rXrh0aGlrs/EAAO+Lw/ir/+//IkSN6vb5JkyZsdS4zxcXF7dq1i4jkcnn5t5oHqDgq1O1p3/qBfw0aNJg3b9533323Z8+et99+u23btkR04sSJEydOEJFYLJ4zZw4/gwqrdQ98SkrK+fPn6f+On7d3OFApubq6Tpw4kYj0ev2KFSvsHQ5UC+wbTCk9A+whM1ehtymDwXDt2jXTZbSMUlNTL126pNFo+I8KoBQc3l/lfP8/ffr01q1bRGTO4hRMbm7unj17NmzYoNFoZDLZpEmTsMYEVCUV5/a0e/1gF926ddu8eXNISIhCoWBnRCJRvXr1Bg0a9Pvvv/fs2ZOfMKp1D3xERAQbPz9o0CCM4QSrffLJJxs2bMjKyoqIiLh7926LFi3sHRFUerm5uUU/2p2cnCQSCRGx+T4lLaNCRGxr6IowLWjPnj1snZE333yzV69eHh4eYrH41atX586du379+pkzZ168eDFx4sSKECoAw+H9Vc73/6FDh4jIx8fHnImser3+woULx44dy83NJaI6deqMGjXK29u7zAsBKpGKc3vavX6wF09Pz/Hjx7PjkydP2iWFrKxvmpKmvlgkIiKCHYwcOVIsFgsEAk6qLZNx2I9YLOanRTZBztHRkY0ssjXjW9nJycm4+K2tWzQYDHw+mUQkkUhYi87OzlOmTPn+++/1ev3y5cvZwEXOW+TzyWQHcrmcnxahqD179ly/fr3QyXHjxrHxWuxGLqWHgT3Ez/1eitjYWPb1pVOnTiNGjDCeb9SoUaNGjerXrx8REfHgwYMzZ84U2sUawI64ur/K+f5PTExkW0CxnbFK9+TJk927d7P1vcRicbdu3fr27YvEAKqeCnJ7lgkff9WEvTqAK+t/7qwbqjwSExPZ+HlPT88ePXqwHKn81VpEIBDw0yL7yUAsFvOTjxlTXN6+PQgEAp6fTCISCoXGFr/44ovffvstPT390KFDN27c8Pf357xFPp9MdmDaYim/dgP/2FZSOp0uOzu72N+t2DI/xvFd9sK+vohEomLXa+3evXt0dHRycvL58+fxDQYqDq7ur3K+/y9evEhEcrnc19e3lFYMBsPx48dPnDhhMBgEAkH79u0HDBjAzz5GAPyrILdnmfDxVyWdPHnSnGI8vKaVNYE37qBotT/++EOv1xPRoEGDVCqVi4uLUCjkZ9FmkUjEPlw1Go1xH1ebEovFSqUyKyuLn/k2CoVCKpUSUWZmJj+Jn6urq8Fg4PPJJKKCggLjEpRE9Omnny5evNhgMMyaNWvv3r0ctiiVShUKBZ9PJvthQqVSsXuEiBwcHNhrCvwYO3bs2LFjS3rUuO1zcnJy0W8weXl57J1Z7C47fEpKSmJhFPvmEQgEDRo0SE5OVqlUBQUFdh8vAMBwdX+V5/2vVquvXbtGRO3bty+9h+fQoUORkZEs7ODgYOwaBVVbRbg9zYGPvypp8eLF5hRDAm9DxhSr2N/GACz10Ucfbdiw4fXr11FRUadPn+ZtHQuohozf0R8/flx0vdPHjx8XKmYvbBBHfn5+SQXy8vKISCAQYKwvVBxc3V/lef/fvHmTXVj6eK6zZ8+y7L1169ZjxozBfQRVXkW4Pc2Bj78qaeDAgUVP5ubmPn/+/OHDh0Q0aNAgfr56VdM3zePHj9n8Um9v7w4dOtg7HKgKnJycvvjii1mzZhHRwoULu3XrhpURwUbq1KlTu3bt5OTkq1ev9uzZs9BuOjExMUQkEol8fHzsFOD/1K9fPzk5OTU19fXr18ZuE6P8/PwnT54QkYeHB24WqDi4ur/K8/5nrdSoUaN+/fol1a9Wq48fP05Eb775ZkhICDZ8huqgItye5sDHX5X0xRdflPTQgwcPFi9efPLkyZUrV/IQSTXdRs7Y/T58+HB85gFXxowZ07hxYyK6e/fujh077B0OVGVsb+ekpCS2lodRfHz8zZs3iahTp04ODg7G8zqdTq1Wq9VqtkIvP7p27cpWxNi2bZvpfBMiUqvVO3fuzMnJIaJu3brxFhKAOTi5v6x+/2s0GtaR+MYbb5QS5LVr11gn3pAhQ/BNBqoP+96eZsLHX3XTtGnTJUuWqNVqfraUrqY98OHh4ewgMDDQvpFAVSKRSBYsWDBu3DgiWrJkyXvvvefi4mLvoKBqeuutty5duvT8+fN9+/alp6e3adNGKBTev3+frWWlUCj69u1rWj4qKurgwYPswqCgIH6CbNiwYZ8+fY4fP56YmLhkyZLOnTt7eHgIhcLXr19fvnw5IyODiNq2bcvtoo8A5cfJ/WX1+//x48cs0yg6QtjU/fv3iUgoFF6/fv3GjRslFXNwcOjVq5c1zwJAhWTf29NM+PirhurVq9ewYcNHjx7xsK5BdUzgr1+//ujRIyJq2bKl3YeYQhXTv3//rl27RkVFJScnL1++fOHChfaOCKomkUgUGhq6fv36V69eRUZGsnmwjEKhmDhxYgX58ahPnz5EdOrUqfz8fNMgiUggELz11ltDhgyxU2gAJeLq/rLu/c8ycyorgU9NTSUivV5/+vTpUooplUok8FCV2Pf2NB8+/qohgUAgEol4WPW5Oibwu3fvZgfvv/++fSOBKmnx4sU9evTQ6XQbNmwYNWpUs2bN7B0RVE1KpXLGjBnnzp27fv16SkqKTqerUaNG69at33nnHblcbu/o/kcoFPbt29ff3//s2bMvX7589eqVVqutW7du3bp1AwIC6tWrZ+8AAYrHyf1l3fv/wYMHROTo6Fj6StosgQeohux4e5oPH3/Vzc2bNxMSEjw9PXmY0yTgZ2NwzqWkpFh3oVarbd26dXJyslAovHHjhoeHBztvl23k1Go1nzufqVQqnreRS09Pr8LbyOXn5xea12Q0Z86cjRs3ElGXLl327dtXzjuZbSPH55PJtpFLS0sz3Uau2A1Xi6VSqYRCYQXpAQao2goKCrKystzc3Nh8yzKxzx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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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ioKO+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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3z16EGOPutrke/2Wyv62zqzfx1Hh4e5g9k+hcxdGeN0XU14+npKXcJiqRSqei6GtDpdDqdTu4qrJrRaDRnEKzCwkI+geaQBisyR/lH38vLy8urrNvNGX+roKBAQUfN/K77K8wZ0OHhw4eV9Vt2dnaVm+fm5la2uTk/a/n5+dU6apY5xIWFhVW2SU9Pr6NizDlqOTk51dq7Wq1W0E+H9XB2dpbGckZ12d4JCQH+fzx8+NAyo9C7ubnl5uZabNBX26DT6aTxcum66tLpdI6OjoyGVV316tVTqVRGo9GcE0eU5u7uXlxcXOW3RpDGTjfdxsnJyZzAac80Go2rq2tOTo6Zo9DXq1evyjYuLi6Vdbunp2eVv061Wq31HzUXFxdHR0chhPld91e4urpW2cbNza2yfjPn2r2Jo+bh4VHlo9rmHzVnZ2e1Wp2Tk2NO479IOvMxTZrbqC72bk63u7q6mrl3Dw8PIYTBYOCEpLo8PDwKCgrMuZqDR5ycnKRLHoroOumnw0wE+P9RXFxsgQAvPYVVUlLCNHLV4uTkJP1Dr9fTddUidR2dVjNGo5GuqwGDwUC/Valbt26HDx820cDd3d3f35+eNEdxcbGZKbRbt24nTpww3ebJJ5+srNu7det28+ZNE9s6OTl16NDB+o/ao2fCS0pKLHBZvGfPnpcvX66yjYlu//77701v3qVLFxOb//e//zWxrVqt7ty5s5lHTavVOjg4WOYQBwQEODk5mR61ITAwsI6K6dOnz6lTp0y3qe7e+ataM5z9VtejZ29t74SEQewAAJDHq6++arrByJEjH127RG0JDw+XvnmuTO/evdu0aVPZ2iqP2rBhw3jUq7zJkyebnq7cwcFhypQpla0NCwszfRNs586dn3zyycrWvvLKK6afkRw8eHCDBg1MNJCLm5vbsGHDTLep8jNZY2+//bbph4dVKtV7771XR3sHUCECPAAA8hg4cODw4cMrW9u2bdvp06dbsh470bp16xkzZlS2tn79+qZn7+vbt+/YsWMrW+vr62vNE5LJyNvbe+rUqSYaTJs2zdvbu7K1zZs3NzH5n5ub29KlS01E9G7duk2YMKGytU2bNp03b56J2uQ1e/ZsX1/fytaOGzeub9++dbRrV1fX2bNnm2gwYcKEFi1a1NHeAVRIPXfuXLlrsCL5+fkW2IuDg4Ozs3NhYaHpGU1QhpOTk/SdSWFhoQWe1rMlTk5OGo3GMh9vW+Li4iI9A0/XVZezszM3+5np2WefzcvLu3jxYpm/CAMGDNi0aZOJPINH1Gq1TqcrKCgw/yG4Hj16eHl5nTp1qsynNCAg4D//+U/79u1Nbx4SElJSUpKQkFDmqPXu3XvLli1NmjSpVv1y0Wq10perBQUFljkhCQ4OdnBwOHXqVJkj5eDgMH369Hfffdf05l26dPHx8YmNjS1zP7m/v//mzZs7d+5sevN+/fo5OjqeOXOmzClEYGDg1q1bq5VCnZycHBwcLDbMh6ur6+DBgy9fvnzr1q0yZURERMydO9f0rQ1/UVBQkJub24kTJ8oftYkTJ1YrR7i4uAghjEYjI6RUl4uLS3FxMSNAVYtGo5GGkCguLrb+ExLpp8NMKmYyKy0tLc0yg9hJw41Y/4fJqri6ukpjUWRnZzMxcrW4urpqtVrrnFObtfcAABtJSURBVOHWmjVo0EClUhkMBrquury8vAoLC3Nzc+UuRDH++OOPmJiY69evl5SUtGjRol+/fkFBQXIXpRiOjo7ScIDVvbabnp7+7bffXrp0KTc3t2nTpk899dTTTz9tfha6ffv2/v37ExMTi4qKWrRoERISYv1Tx5Xm7u4und1mZmZaMhhkZ2fPnz//1KlTWVlZHh4evXr1+te//mXOyIKSrKysffv2XbhwITs7u0mTJsHBwc8++6z5M+Glpqbu27fv8uXLhYWFPj4+AwYM6NOnT3VnIHJzc9NoNOaMbF+74uLifvzxx5s3bzo5OXXs2PGFF15o3ry5ZXadm5u7YMGC2NjYjIwMd3f37t27f/DBB9W9wii11+v15kzlgNK8vb1zc3P5OqFatFqtNMVGXl5eXl6e3OVUoVo/TQT4/0GAt2YE+BojwNcMAb7GCPA14OTkJGWY/Px8uq5aahzg7ZxcAd4GyBXglY4AX2ME+Bqw4QDPM/AAAAAAACgAAR4AAAAAAAUgwAMAAAAAoAAEeAAAAAAAFIAADwAAAACAAhDgAQAAAABQAAI8AAAAAAAKQIAHAAAAAEABCPAAAAAAACgAAR4AAAAAAAUgwAMAAAAAoAAEeAAAAAAAFIAADwAAAACAAmjkLgAAAAAwy40bN6Kioi5evJidnd24cePg4ODw8HBPT0+560Id+vnnn3fu3Hn58uX8/PymTZv2798/LCzM1dVV7roAeRDgAQAAYO2MRuMnn3yyfPlyg8HwaOH3338fGRm5YsWKgQMHylgb6khxcfHMmTPXr19femFMTMynn376xRdfBAcHy1UYICNuoQcAAIC1W7BgwdKlS0und0lmZubrr79+7NgxOYpC3Xr33XfLpHdJamrqqFGjLl26ZPmSANkR4AEAAGDVfvvtt1WrVlW2tqSkZNq0aXq93pIloa6dPn1627Ztla3Nz8+fPn26JesBrAQBHgAAAFbt66+/LikpMdEgOTk5Pj7eYvXAArZv3266QUJCwrVr1yxTDGA9CPAAAACwaleuXKmVNlAQDjpQIQI8AAAArNrDhw+rbJOdnW2BSmAxHHSgQgR4AAAAWLWGDRtW2aZx48YWqAQWw0EHKkSABwAAgFUzZ8IwJhWzMX369DHdQKPR9OzZ0zLFANaDAA8AAACrFhYW1qBBAxMNQkND/f39LVYPLODVV191dnY20SAsLMzLy8ti9QBWggAPAAAAq+bh4bF69WpHR8cK1/r4+ERGRlq4JNS1Zs2aRUZGqlSqCte2a9fuww8/tHBJgDUgwAMAAMDahYSE7N27t3379qUXqlSqgQMHfv/9982aNZOrMNSdsLCwqKioli1bll6oVqtHjBgRHR1dv359meoC5KSRuwAAAACgat27d//pp5/OnTt34cKFnJycRo0aBQcHt2rVSu66UIdCQkLi4+NPnz59+fLlvLy8Zs2a9enTx8fHR+66ANkQ4AEAAKAMKpUqKCgoKChI7kJgOWq1unfv3r1795a7EMAqcAs9AAAAAAAKQIAHAAAAAEABCPAAAAAAACgAAR4AAAAAAAUgwAMAAAAAoAAEeAAAAAAAFIAADwAAAACAAhDgAQAAAABQAAI8AAAAAAAKQIAHAAAAAEABCPAAAAAAACgAAR4AAAAAAAUgwAMAAAAAoAAEeAAAAAAAFIAADwAAAACAAhDgAQAAAABQAAI8AAAAAAAKQIAHAAAAAEABCPAAAAAAACgAAR4AAAAAAAUgwAMAAAAAoAAEeAAAAAAAFIAADwAAAACAAhDgAQAAAABQAAI8AAAAAAAKQIAHAAAAAEABCPAAAAAAACgAAR4AAAAAAAUgwAMAAAAAoAAEeAAAAAAAFIAADwAAAACAAhDgAQAAAABQAAI8AAAAAAAKQIAHAAAAAEABCPAAAAAAACgAAR4AAAAAAAUgwAMAAAAAoAAEeAAAAAAAFIAADwAAAACAAmjkLgAAAECRiouLt2zZkp2dPWzYMF9fX7nLAQDYPgI8AABA9URFRU2ePFmv10v/nT9/vhAiODh47969stYFALBxBHgAAIBqePPNN/fs2VN+eWxs7GOPPZaSkmL5kgAAdoJn4AEAAMwVFxdXYXqX5OXl9ejRw5L1AADsCgEeAADAXOHh4aYbJCUlWaYSAIAdIsADAACYKz8/v8o277//vgUqAQDYIQI8AABAbYqLi5O7BACAbSLAAwAAAACgAAR4AACA2tS7d2+5SwAA2CYCPAAAgLmcnZ2rbPPJJ59YoBIAgB0iwAMAAJhr+/btphu0bt3aMpUAAOwQAR4AAMBcvXv3Hjp0aGVrXVxc4uPjLVkPAMCuEOABAACqYe3atStWrFCr1WWWBwcHp6SkyFISAMBOaOQuAAAAQGFGjRo1atSo4uLijRs3ZmZmDh8+3M/PT+6iAAC2jwAPAABQE46Ojm+88YbcVQAA7Ai30AMAAAAAoAAEeAAAAAAAFIAADwAAAACAAhDgAQAAAABQAAI8AAAAAAAKQIAHAAAAAEABCPAAAAAAACgAAR4AAAAAAAUgwAMAAAAAoAAEeAAAAAAAFIAADwAAAACAAhDgAQAAAABQAAI8AAAAAAAKQIAHAAAAAEABCPAAAAAAACgAAR4AAAAAAAUgwAMAAAAAoAAEeAAAAAAAFIAADwAAAACAAhDgAQAAAABQAAI8AAAAAAAKQIAHAAAAAEABCPAAAAAAACgAAR4AAAAAAAUgwAMAAAAAoAAEeAAAAAAAFIAADwAAAACAAhDgAQAAAABQAAI8AAAAAAAKQIAHAAAAAEABCPAAAAAAACgAAR4AAAAAAAUgwAMAAAAAoAAEeAAAAAAAFEAjdwHWxcHBwWAw1PVeVCqV0WiU/lHX+7IlBQUFRUVFQgi9Xk/XVYvRaDQajXRadWVlZUk/rXRddfGRq4GSkpKsrCwhBF1XA1Kn0W/VkpeXV1BQIIQwGAx0XXXxc1oD0q84wQlw9UnxhH6rluLiYukjZ3u/4v5vkgSsX2RkZFRUlBBi5cqVvXr1krsc2L6QkJCsrKz69esfOnRI7lpg++Li4iIiIoQQL7/88pQpU+QuB7Zv1qxZ3333nRBiy5YtAQEBcpcDG2cwGLp37y6E8PPz27lzp9zlwPbFxMTMmTNHCPHPf/7z9ddfl7uc2sQt9AAAAAAAKAABHgAAAAAABSDAAwAAAACgAAR4AAAAAAAUgAAPAAAAAIACEOABAAAAAFAAppGDYqSkpKSmpgoh2rVr5+HhIXc5sH3nz58vKSnRaDRdu3aVuxbYvqysrF9//VUI0aRJE19fX7nLge27ceNGWlqaEKJjx46urq5ylwMbZzQaz549K4TQ6XRPPPGE3OXA9j148CApKUkI4ePj06xZM7nLqU0EeAAAAAAAFIBb6AEAAAAAUAACPAAAAAAACkCABwAAAABAAQjwAAAAAAAogEbuAoCqJScn792798qVK5mZmQ0aNPD19R0+fHhAQIDcdcFmnT9/fv/+/bdu3crKymrSpEm7du3Cw8MbNGggd12wC8nJyVOnTu3QocO8efPkrgU2aMeOHVu3bq1w1eeff968eXML1wM7cfTo0R9++CE5OVmr1bZq1So8PLx9+/ZyFwUbNGbMmOzsbBMNlixZ4u/vb7F66gIBHtbu5MmTkZGRer1eCNGoUaP09PR79+6dPXt25MiRL7/8stzVwQZt3Lhx9+7dQgiNRuPt7X3z5s3k5ORjx47NmzePsw3UtaKiosjIyOLiYrkLgc26d++e3CXAvuj1+sWLF586dUoI4e7unp+ff/78+QsXLkRERISEhMhdHeyORqP4/Kv4NwDblpWVtWzZMr1e37dv3/Hjx3t5een1+v3792/YsGHHjh2PP/44U4midl27dm3Pnj1qtXrixIlPPfWUo6Njbm7u6tWrT548uXTp0s8++0ytVstdI2zZpk2bUlJS5K4CtkwK8JGRkS1atCizSqvVylERbNz27dtPnTrVqFGjGTNmtG7dWggRHR395ZdfrlmzpnPnzt7e3nIXCJvy1VdfVbj86tWrc+fODQoKatmypWUrqn08Aw+rdujQoaKiooCAgClTpnh5eQkh1Gr1Sy+99OKLLxqNxujoaLkLhK05dOiQ0WgMDw8PCQlxdHQUQri6ukZERLi4uNy9e/fWrVtyFwhbdv78+ejoaA8PD7kLgS2TAnyLFi105ahUKrmrg60pLCyMiYlRq9Uff/yxv7+/SqVSqVQvvPBCcHBwYWFhXFyc3AXC1pT/zabT6dRq9VdffeXm5vb222/LXWAtIMDDql2/fl0I0b9//zJfe/bu3fvRWqAW/fHHH0KIzp07l16o0+l8fHyEEAR41J3s7Ozly5d7enrycBDqTlFRUXp6uqenp06nk7sW2IVjx47l5OQEBQU1adKk9PI33nhj0aJF3bp1k6sw2JWdO3feunXrjTfekL4OVDpuoYdVKykp8fb2lrJTadJXo9KD8UAtGj58eGFhoa+vb+mFRqPx7t27QghPT0+Z6oLtW7VqVUZGxuzZs4uKiuSuBTYrNTXVaDSWiVJA3Tl9+rQQomfPnmWWe3l52UaUgvVLSUn55ptvunbtOmDAALlrqR0EeFi1mTNnVrhc+nsgPUkF1KLu3buXWVJQULB+/fqHDx8+9thjHTp0kKUq2LwffvghPj5+4MCBgYGB3FOKuiPdP+/p6blr165jx46lpqZ6e3u3atVq+PDhfn5+clcHGyTdudawYcPk5OQTJ05cu3ZNrVb7+fk9++yzXEiCZaxdu9ZgMIwdO1buQmoNAR7Kc+nSpV27dgkhhg4dKnctsGWLFi36/fffU1NT9Xp9ly5dJk2axAOiqAt37txZt25d8+bNX3/9dblrgY2TAnx8fHx8fLxGo6lXr96tW7du3boVFxf32muvDRkyRO4CYWukCb1+/fXXHTt2FBYWSgul8T4mTJhgM9+IwmpdvHjxypUrffv2bdWqldy11BoCPJSksLBwx44du3fvNhgMo0eP7tSpk9wVwZbl5OTk5ORIT2pkZGTcvn2bwXJR6/R6vTRv3OTJkxkDHHVNCvBubm4RERGBgYEajSY3N3f79u3ffvvt+vXrO3TooPTpkWFtpNC+efPmjh07vvLKK61atUpPT9+/f/+BAwdWrlzZpk2b8o9JArVo8+bNDg4Oo0aNkruQ2kSAh2LExsauW7fuwYMHOp1u/Pjxzz33nNwVwcbNmzdPCJGfn//dd99t2rRp7ty5CxYsCAgIkLsu2JSoqKjffvtt1KhRbdu2lbsW2L7Q0NBu3br5+vo+uhzp6uo6fvz4jIyMn376aefOnR988IG8FcLGSHeuPfbYYx9//LE0IHHz5s3/8Y9/5ObmHj9+fNu2be+9957cNcJmxcfHX79+PTg42MauEzEKPRQgOzt70aJFixYtevDgQZ8+fVatWkV6h8U4OzsPGzZs0KBBer1+3759cpcDm3Ljxo1vvvmmbdu2I0aMkLsW2IVWrVp17dq1/M1E0l/VpKQkOYqCLZPmOxg0aFCZ6YT+9re/CaYTQh07cOCAECIkJETuQmoZ38DD2v3555/Tp09PS0vz9fWdOHFi+/bt5a4INuvhw4dXrlxxdnbu0qVLmVVPPPFETEzMnTt3ZCkMturOnTsGg+HatWvlR/S4dOmS9EDykiVLuKsZda1x48ZCiPT0dKPRyGAfqEWNGjXKyckpP15do0aNhBD379/nI4c68ueff166dKl+/fpdu3aVu5ZaRoCHVcvLy5szZ05aWlpoaOiECROk2eOAOpKfn79w4UKdTrdjx44y5xPSU3z16tWTqTTYJmdn56ZNm5ZZWFBQkJGR4eTk1KBBA/H/Zs0E/rq8vLwjR444ODgMGjSozK+4Bw8eCCF8fX2JUqhd/v7+SUlJ0uALpd2/f18I0axZMz5yqCNHjhwxGo39+vVzcLC1W84J8LBqhw8fvn37dmBgYEREhNy1wPY1bNiwXr162dnZly5devLJJ0uvOnv2rBDCloYwhTUIDAwMDAwsszAuLm7hwoUBAQHSKAxAbXF2dt65c2dWVlaTJk26detWetXRo0eFEO3atZOpNNisgQMHHjx48IcffnjuuedK56jDhw8LIdq0aSNfabBxJ0+eFEL06NFD7kJqn61dkICNOXjwoBDipZdeMlRC7gJhU1QqlfQg6KpVqxITE6WFRUVF27ZtO3HihE6nGzRokKwFAkDNqVSqwYMHCyGWLVt26dIlaWFBQcHWrVsPHjzo7u5uYwM1wxq0bt06ICAgKSnp3//+tzSlXHFxcVRU1JEjR7RaLR851JG0tLSbN2+q1WqbvEjEN/CwXnq9/tatW0KImTNnVtigadOmX3zxhWWLgo0LDw+/evVqYmLi+++/7+Li4u7ufv/+fYPBoNVqJ02aVP4pPgBQkLCwsPz8/D179syaNcvd3d3Z2Vl6CNnd3X3KlCmenp5yFwgbNGnSpOnTp8fGxsbFxXl7e6enp+v1eq1WO3HiRGnwBaDWSdcoW7du7eTkJHcttY8AD+slBSe5q4B9cXR0/Pjjjw8cOHD8+PE7d+5kZWX5+fm1bt165MiRTAIPQOnUavVrr732+OOPR0dHX79+PTs7u02bNm3bth05cqSHh4fc1cE2+fj4rFy5cseOHefOncvKymrevLm/v394eDjXxFF3pADfoUMHuQupEyqj0Sh3DQAAAAAAoAo8Aw8AAAAAgAIQ4AEAAAAAUAACPAAAAAAACkCABwAAAABAAQjwAAAAAAAoAAEeAAAAAAAFIMADAAAAAKAABHgAAAAAABSAAA8AAAAAgAIQ4AEAAAAAUAACPAAAAAAACkCABwAA/1/Dhg1VKtWsWbOk/6alpalUKpVKtW7dOssUoNfrpT1GRkZaZo8AACgFAR4AAAAAAAUgwAMAAAAAoAAauQsAAADWy8vL6969e0KIevXqyV0LAAD2jgAPAAAqpVKpGjduLHcVAABACG6hBwAAFpaTk6PX6+WuAgAA5SHAAwBgj6KjowcPHtykSROdTteqVau33nrr2rVr5Zvl5uZWNgp9VlbWvHnz+vfv7+Pj4+rq2rFjx+HDh8fGxpZptnr1apVK1alTJyHEpk2b2rZt6+7urtFoGjZs+PTTT2/cuNFgMNTRewQAwMZwCz0AAPalpKRkxowZpSdpS05OXrt27ZYtW7Zu3Wrmi8TGxr7wwgsZGRmPlly9evXq1au7d++eMmVKhTPAzZ0798MPP3z03wcPHhw9evTo0aMbN27ct28fz9gDAFAlAjwAAPZlwoQJX331lRCifv36o0aN6tGjx+3bt2NiYmJjY0ePHm3Oze337t0bNmxYRkaGq6vr+PHje/Xq5eLicvXq1VWrVt2+fXvJkiUDBgx4/vnnS29y48aNjz76SAgRGBj44osvtmzZMiEhYceOHXfv3j1+/PjYsWP37NlTR+8XAACbQYAHAMCOJCYmrl+/XgjRrl276Ohof39/afn06dPfeeedlStXmvMiBw4c+PPPP4UQe/fuDQ0NlRYOGTJkxIgRAQEBRUVFu3fvLhPg8/PzhRDjx49fs2aNRqMRQowZM2batGlDhgxJSEjYu3fvmTNnunfvXntvFAAAG8Qz8AAA2JG5c+dKz5xv2rTpUXoXQjg4OCxfvrxDhw7mvMjFixeFEE5OTiEhIaWX+/n5vffee+PGjfPz8yu/la+v7+effy6ld0mzZs2ioqLUarVUWE3eDwAA9oQADwCAHTl58qQQIjQ0tEePHmVWqVSqyZMnm/MiTZo0EUIUFRVJt+KXNm/evA0bNsycObP8Vu+8846jo2OZhW3atAkLCxNCHDt2zGg0mvcmAACwUwR4AADsxcOHD+/duyeE6NmzZ4UNnnrqKXNeJywszNXVVQjx5ptvBgUFzZ8/PzY2trCw0PRWQUFBFS7v1auXECI/P1+qDQAAVIYADwCAvbh+/br0jwpvcRdC+Pr6mvM6bdq02bt3b+vWrYUQ586dmzlzZp8+fTw8PJ555pk1a9ZkZ2dXuFXLli0rXP6omBs3bpizdwAA7BYBHgAAe6HVaqV/qFSqChvodDoXFxdzXio0NDQxMXHXrl3jxo2T7qgvLCw8fPjwhAkTAgICjh49Wn6Tynb66L76vLw8c3YNAIDdIsADAGAv/Pz8pBRd2Xfd9+/fNz9Fa7XaYcOGbdiw4e7du9euXfvyyy8HDhwohLhz586IESPS0tLKtE9OTq7wdR7dF9C2bVszdw0AgH0iwAMAYC90Ol3Tpk2FEKdPn66wgTS8fJVSUlJSUlLS09MfLWnTps3f//73AwcOSBPRPXjw4KeffiqzVUJCQoWvdubMGSGEk5OTmTfwAwBgtwjwAADYkX79+gkhDh06JMXmMhYvXmzOiwQHB7ds2XLs2LHlVz2aFj4zM7PMqmXLlpWUlJRZmJSUFBUVJYTo0aOHgwOnJQAAmMJfSgAA7MicOXOkedfHjRuXlJRUetXixYsPHz5szot07dpVCHH48OGff/65zKpNmzZJ/yg/0P3vv/8+adIkvV7/aElqauro0aOLi4uFEB999FH13gkAAPZHI3cBAADActq1azdu3Lh169b98ssv3bt3HzNmTPfu3e/fv3/gwIGDBw9qtVo/P79ffvnF9Iu8+eab+/fvLygoCAwMlGaSa9iw4e3bt3ft2vXdd98JIZ555pn27duX2crZ2XnNmjUXL1586aWXWrZsmZCQsG3bttu3bwshBg0a1L9//7p5xwAA2A4CPAAA9mXVqlWpqanR0dFpaWnLly9/tFyn023evHn37t1VBvjnn39++vTpixcvLiwslB56L61nz55ff/11+THnd+/ePWrUqPj4+Pj4+NLLx4wZ88UXX/yFNwQAgL3gFnoAAOyLTqfbv3//119/PWjQoEaNGjk5OTVv3vzVV189d+5cWFiYmS+ycOHChISE0aNHd+nSxcvLy83NrVOnTkOHDo2JiTl16pSHh0f5Tfr27ZuYmDhp0iQ/Pz+tVuvl5dWvX78tW7Zs2bLFzLnrAACwcyqj0Sh3DQAAwGatXr164sSJQoicnBxXV1e5ywEAQMH4Bh4AAAAAAAUgwAMAAAAAoAAEeAAAAAAAFIAADwAAAACAAjCNHAAAqEM+Pj6hoaFCCLVaLXctAAAoG6PQAwAAAACgANxCDwAAAACAAhDgAQAAAABQAAI8AAAAAAAKQIAHAAAAAEABCPAAAAAAACgAAR4AAAAAAAUgwAMAAAAAoAAEeAAAAAAAFIAADwAAAACAAhDgAQAAAABQAAI8AAAAAAAKQIAHAAAAAEABCPAAAAAAACgAAR4AAAAAAAUgwAMAAAAAoAD/Bxhc3KiRk1LQAAAAAElFTkSuQmCC)
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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qZkpIyePDgIUOGjBw5cuTIkQ6HI5h1AihL2tlu6tSp0tOamhopzxcUFJw8efLChQuej1GcTufx48ePHz8uPU1ISJBG5keMGDFkyBCs+xCKkN4BAAAgtGAEvkPhOO7s2bNSYj969GhlZWWzzSwWy5AhQ6TQPnjw4NjYWOm40WjU6/X4aF9ZGIFXCZPJxLJsUVHRyZMnT/ykpR0TdTrdkCFDxowZM3r06KysLIPBEORqO6p2HYFHepcPI/BqgBF4lcAIvOIwAg9hLgRG4K9fv7558+a8vLyqqiqLxZKcnJyTk5ORkaF0XWrhcrlOnDhx6NChI0eOHD9+vL6+/u42Go1m4MCBw4YNy8rKGjJkCKb+AsgUGRk5YcKECRMmSE+vX78uJfmTJ0/m5eV51sNzOp2HDx8+fPgwIUSr1Q4ePHj06NGjR48ePnw4lrVXJ6R3AAAACEVqH4H//vvv33nnHWmJtYSEhKqqKpfLRVHUgw8+uGjRIvn9dLwR+MLCwtzc3P379x88eLChoeHuBnq9fsiQIaNGjRo5cuSwYcMiIiJ89okReDXACLxKSCPwLU1jIYS4XK4zZ86cOHFCulGl2TcOy7KDBg0aPXr0mDFjRo4ciZF5f7XTCDzSu78wAq8GGIFXCYzAKw4j8BDmVB3gq6urly9f7nK5xo0bt3z58tjYWJ7nv/rqq48//pgQsmLFisb7RXnXMQK8zWb77rvv9u/ff+DAgVu3bt3dIDIycvjw4SNHjhw9evSgQYP8XTEbAV4NEOBVwmeAb0xacuLgwYMHDx48fPhwszPtdTrdqFGjJk6cOGnSpPT09EDX2zG1R4BHem8FBHg1QIBXCQR4xSHAQ5hT9RT63bt3u1yujIyM5557TvobjmGY2bNn22y2zZs3b9u2TX6AD11ut/uHH37Izc3Nzc09c+bM3fu9mUymMWPGjBs3btSoUZmZmdILBQDBRFFURkZGRkbGo48+KorixYsXD/2kvLxcauN0OqU38quvvpqYmDhp0qRJkyaNHz8+KipK2eLDCtI7AAAAhDRVB/jLly8TQrKzs5uE0tGjR2/evFk621FVV1fv2bPn66+/zs3NrampaXKWYZiBAwdmZ2dnZ2dnZWVJA7YAoAYURaWnp6enpz/yyCOEkEuXLh06dOjbb7/97rvvPAMFxcXFn3322WeffabRaLKysqQw379/f5qmFa29g0N6BwAAgFCn6gDPcVxcXFxSUlKT41JevXssugMoLi7euXPnjh07Dh065Ha7m5xNTEzMzs6eOHHiuHHjPEvHA4CapaWlpaWl/frXv+Z5/uTJk3v37t23b9+ZM2ek+yM4jjty5MiRI0feeOONhISEqVOn3n///ePHj/f3/hfwCekdAAAAOgBVB/hXXnml2eNHjx4lhPTq1Su45bSjgoKCHTt2fP3112fPnm1yr75erx8zZszkyZOzs7NTU1OVqhAA2ohhmGHDhg0bNuzFF1+0Wq25ubn79u3bv3+/Z459WVnZqlWrVq1aFRkZOXny5BkzZkyePNlkMilbdseA9A4AAAAdg6oXsWvWmTNn/vKXv7jd7tdff71///5Nzp49e/bZZ5+9+6s2bNhgNpuDUqBcoigeOXJk48aNmzZtunr1apOzFotlxowZM2fOnDZtWjC3oaKo0Psn0cFQFCU9wA9CcUF4O4iieOrUqZ07d37zzTeHDh1qMrFIr9ffc889s2fPnjlzZngutxOQt4Mois8888w//vEP6ekbb7zx4osvBqC4cCL9IPA/JWXht4NK4O2gBm1/O3h6AAg5oZTWnE7nmjVrNm7cKAjC4sWLH3zwwbvbnDp16rHHHrv7+N69e6Ojo9u/Rlny8/NXr169evXq69evNznVo0ePWbNmzZo1a9y4cViODiCsWK3Wbdu2bdq0adeuXXa7vfEphmHGjx8/Z86cnJycrl27KlVhKBJF8emnn/ak9zfffBPpHQAAAEJXyAT4gwcPrly5sqKiQq/XL1++fNq0ac02U/MI/M2bN7/44osvvvjizJkzTU4NGTJk5syZs2bNGjhwoCK1eWAEXnEYY1EPpd4O9fX1O3bs2Lx58/bt25ts3EXTdHZ29uLFi3NycsJh+fo2vh0w9h4oGHJUA/x2UAm8HdQAI/AQzkIgrdXU1HzwwQcHDx4khIwdO/bXv/51QkKCv50ouA98ZWXl1q1bN2zYcPTo0Sbbeg8dOnTWrFkzZszo1q2bIrU1gX3g1QD7wKuEX/vAtxOXy/X9999v3759x44dnlvlJXq9fvr06fPnz584cWIH3oeiLfvA4773AMI+8GqAfeBVAvvAKw77wEOYU3uALysr+9Of/mS1WpOTk3/3u9+lp6e3rp/gB3iXy7Vr1661a9fu3bvX5XI1PpWampqTkzN37twePXoEsySfEODVAAFeJdQQ4D0EQTh27NiWLVu2bNnSJMnHxsbOnTs3JycnKytLqfLaT6sDPNJ7YCHAqwECvEogwCsOAR7CnKoDfENDwx/+8Ifi4uJ77rnnySefbMsoUzAD/PXr1z/77LMvvviiyd/ZXbp0mT179rx58wYMGBCcSvyFAK8GCPAqoaoA78Fx3IEDB9avX799+/Ym98n37NlzwYIFCxYsUMmMnoBoXYBHeg84BHg1QIBXCQR4xSHAQ5hT9TZye/bsKS4uzsrKevrpp5WuxTe32/3NN9/85z//+fbbbxvnrujo6BkzZuTk5IwZM4amaQUrBIBQp9FoJk+ePHny5Pr6+u3bt69fv/7bb7+V1q6/evXqW2+99de//jU7O3vZsmVTpkwJz4Uwkd4BAACgA1N1gN+1axchZPbs2S2NQ6okD9+8efPTTz9dvXp1WVmZ5yBFUePHj3/44YfvvfdenU6nYHkA0PFERERI4+2lpaUbN25ct25dXl4eIUQQhH379u3bty8xMXHJkiWLFy/u1KmT0sUGD9I7AAAAdGzqnULP83xOTo6XKcRdunT53//9X5m9tccUekEQ9u7d+9FHH+Xm5jauMy4ubuHChb/61a/Udou7T5hCrwaYQq8S6pxC78WFCxdWr169Zs2axm9hlmWnT5++bNmysWPHhuKKu35NoUd6bz+YQq8GmEKvEphCrzhMoYcwp94R+PLyctWmF4fD8eWXX37wwQdXr171HKQoauzYsUuWLLnvvvu0Wq2C5YFPFM+JLhel1Ykdfo6xIBCng9KwYsddqBwk6enpf/nLX1555ZWtW7d+/PHHx44dI4S43e6vvvrqq6++6t2799KlSxctWtRRN59DegcAAIBwoN4R+MAK1Ai8zWb7+OOPP/roo8bDQbGxsdKQe69evdr+LRTU8UfgRZHNP8Oe+oEpu0MEgdC00CXROSiLy+hHVDM4GagReKb4pvboQebGNYpzE0KEmFguc4Ara6TI4tMlWUJuBL6JgoKCjz/+eP369Y2HiSIiIhYtWvTkk0+GykJ3Mkfgkd7bG0bg1QAj8CqBEXjFYQQewhwCvFxFRUUffPDB6tWrGxoaPAcHDBjw+OOPz5kzp2MMuXfsAE9xnH7zGs21K3ef4lLT7Q/kEHWMxgckwOsOf6c9mEvu+jcvxMTaF/xKiIpua5VhINQDvKS+vn79+vWffPLJuXPnPAc1Gs3s2bP/67/+q2/fvgrWJoecAI/0HgQI8GqAAK8SCPCKQ4CHMKeKReBU7uzZs48//viIESM++ugjKb1TFDVx4sQNGzbs3bv3wQcf7BjpvcPT797ebHonhGgKL+j37wpyPe1Hcz5P+/3+u9M7IYSutBk2rCY8H/yqQBERERFLly7dv3//119/PWfOHOmzIY7j1q9fn52dvXDhwsOHDytdY5sgvQMAAEBYQYD35sSJEwsXLpw8efKmTZs4jiOEsCw7f/78/fv3r127dvz48UoXCHLRFWWa/LNeGrBnTtDVrfwQV11EUf/dPi/n6YpyNv9M0MoBlRg2bNiHH3547Nixxx9/3Gg0EkJEUdyzZ8/MmTPvu+++HTt2qHbNES+Q3gEAACDcIMA3r6Cg4Fe/+tX06dP37NkjHYmIiHjiiSeOHTv2z3/+MzMzU9nywF/s5UvNjkj/TBA0hReCVU47Yu6UUDVeprmKhBDNpYKg1QOqkpSU9Prrr586deqFF16IjY2VDh4/fnzJkiXjx4/ftGlTCMV4pHcAAAAIQwjwTRUVFT311FPZ2dk7d+6UjsTGxr788sunT59esWJFUlKSsuVB61CVVp9t6KrQvttZ4usqKEIIHeL3dUMbxcbGPv/886dOnXrjjTc8q9ldvHjx8ccfnzBhwo4dO5QtTw6kdwAAAAhPCPA/Kysre/HFF0eNGrV27VppGMpsNr/yyisnT578/e9/bzablS4QWo+Ss4Jh6Iw9eiGKMq5CThvo6IxG42OPPXb06NH3338/IyNDOnjhwgVpL8wjR44oW54XSO8AAAAQthDgCSGkpqbm9ddfHzZs2MqVK10uFyHEaDQ+++yzP/zwwzPPPBMREaF0gdBWfLTvddeFDvEZjRgd47uN2XcbCBMsyy5YsCA3N3flypV9+vSRDh4/fvyBBx5YvHhxQYHq7rZAegcAAIBwFu4Bnuf5Tz/9dMSIEX//+9+lFea1Wu3y5cuPHz/+5z//OVpG6oOQwPdK89GCorievtqEAr5Lomj08ZET5/PVgDBD0/TMmTMPHDjw3nvvJSYmSgd37dqVnZ39u9/97ubNm8qW54H0DgAAAGEurAP8iRMnpkyZ8oc//EHaYZim6QULFhw+fPitt95KSEhQujoIJL5zV653Hy8N3Bn9hLj4oNXTjmjaOdrb/ghitNk9cEjQyoEQwjDMwoULjx49+tprr0lL3AmCsGbNmpEjR65YsaKurk7Z8pDeAQAAAMI0wFdVVT3//PP33XdfXl6edCQ7Ozs3N/f9999PTk5WtjZoJ457Z/GduzZ7ik/s5px6f5DraT/uQVnuwcOaPSUaIxrmPCRq2CCXBCFEp9M99dRTx44de/bZZw0GAyHE5XK99957I0eOXLdunVJVIb0DAAAAkDAM8KIorlmzZtSoUZ988om0Ul1ycvKqVavWrVvnWcYJOiRRr7cvWuYcN0mMjPIcFKKindlTGh5aKrJaBWsLMIpy3HOvY9Z8vnNXQlHSMVGndw8eVr/sCSEes0vAt+jo6D//+c/Hjh1bsmQJwzCEkNLS0t/+9rc5OTlXr14NcjFI7wAAAAASSvS+OXZHYbVaRVG8ePHiCy+8cOjQIemgVqt96qmnnnvuOb1er2x5KmE0GvV6vc1mU7qQdkfVVNP2BsFoEiMjla6lqejoaJZlCSE2my0Am3LbG5i6WlHDCtFmQofdB3ZtYTKZWJatxJZ7hOTn57/88sue/3PqdLpnn3326aef1mrb/WOvmJgYmqaffvrpf/zjH9IRpHdFREVFURRVXV2tdCFhzWKxUBQlCEI4/JpWM7PZzPN8bW2t0oWEL4qiLBYLIYTjuKqqqtZ1EhcXF9CiAIInXP6g5zjuvffemzRpkudv0FGjRu3bt+/ll19Geg9DYlQ036mLCtN74BmMfHwnISYW6R1aLTMzc8uWLStXrpT+3HE6nW+//fbYsWNzc3OD8N1///vfe9L7ihUrkN4BAAAgnIXL3/SzZs1asWKFtEVcfHz8Bx98sGXLFs+eSQAA4N3MmTMPHjy4aNEiiqIIIdeuXVuwYMHTTz/drqOydXV17733nvR4xYoVTzzxRPt9LwAAAAD1C5cAf+nSJUIIRVFLliw5fPjwvHnzqJ/uDQYAADliY2Pfffddz6efoih+8cUX48aN27t3bzt9R5PJlJOTo9fr33zzTaR3AAAAgHAJ8ISQbt26rVu37p133sHu7gAArea5/0in0xFCbt++vXDhwhdffNHpdLbHt1u3bp3dbn/00Ufbo3MAAACA0BIuAX7u3Lm5ubkTJkxQuhAAgJCn1Wp///vf79u3b8iQIYQQURRXrlw5bdq0wsJCpUsDAAAA6MjCJcC//fbbUVFRvtsBAIA8aWlp27dvf+mllzQaDSEkPz//nnvuWb16tdJ1AQAAAHRY4RLgAQAg4DQazXPPPbdly5Zu3boRQhoaGp555pnf/OY32GAJAAAAoD0gwAMAQJsMHz583759M2bMkJ5u3Lhx8uTJBQUFylYFAAAA0PEgwAMAQFuZzeaPP/74r3/9q7Sy3bVr16ZPn75161al6wIAAADoUBDgAQAgMJYtW7Z79+5evXoRQhoaGh599NG33npLFEWl6wIAAADoIBDgAQAgYDIyMnbt2jVlyhRCiCiK77zzzlNPPeVyuZSuCwAAAKAjQIAHAIBAioqKWrVq1bPPPis9Xbdu3UMPPVRTU6NsVQAAAAAdAAI8AAAEGE3Tf/7zn999912WZQkh33333YwZM0pKSpSuCwAAACC0IcADAEC7WLRo0eeff24ymQghBQUF06dPx9L0AAAAAG2BAA8AAO1l4sSJW7du7dy5MyHk9u3bs2bNOnPmjNJFAQAAAIQqBHgAAGhH/fv337FjR58+fQghlZWVOTk5J0+eVLooAAAAgJCkUboAAGgXtK1C+8NR5tplur5O1GiE+E7ufgPdfQcQhlG6tACjqyv1O7fRJTcpjiOEiIyG79rVMXWmGBurdGmBJgia83na/DN06R3K7RJNkVz3nq6hI4T4BKUr8yEpKWnLli05OTn5+fnV1dXz589fs2ZNVlaW0nUBAAAAhBgqTHbotVqtYXKlbWE0GvV6vc1mU7qQsBYdHS2t+2Wz2QRBaF0n7NlTuj1fUzzf5LjQNbFh7kLRYGxrlarBFuTpt28h4l0vFEU5ptzvHjik1T2bTCaWZSsrK9tUX+BQDrth0xrmVlHTEwzjzJ7qGjJMiaL8Y7PZ5s+ff/bsWUJITEzM1q1b09PTvX9JTEwMwzCEkIqKimCUCC2IioqiKKq6ulrpQsKaxWKhKEoQBPyaVpbZbOZ5vra2VulCwhdFURaLhRDCcVxVVVXrOomLiwtoUQDBgyn0AB2N5mqhfte2u9M7IYQuKTZuWkM6yodZdHmpfvsmIgrNXI8o6nZvo0tuBb+qdiGKhi3rm0nvhBCe1+3byV4KgcXhYmNjN2zYMGjQIEJIZWXlggULbt68qXRRAAAAAKEEAR6go9Ht3+UlotPFN9kL54JZT/sxbN9MREIIoZo7S4nE8PXm4FbUXjRXLjFF11o8LYq6/btIa+drBJPZbF6zZk1qaioh5Pbt2/Pnz7darUoXBQAAABAyEOABOhSmvJS2+UhEmgvng1NM+xIEuqLMexO6spK4XMEpp11pLvr4kVE11cKYnpkAACAASURBVMzt4uAU00axsbFr167t2rUrIeTKlSsPPfRQXV2d0kUBAAAAhAYEeIAOhbb6vlWYtnWE24np6moZ9wKIPkN+SPD5oQyR96NXiaSkpLVr18bGxhJCTp8+/eijj7Z6uQcAAACAsIIAD9ChiBzns02zt8eHHk7W0Drtcrd3IcEg48dKeBltVKNPnz6rV682Go2EkL17977xxhtKVwQAAAAQAhDgAToUMSraZxshMioIlbQ3IcbSws3vv2yW0CkIxbQ3Mcr3j0zOj15Vhg4d+o9//IOiKELIe++9t2XLFqUrAgAAAFA7BHiADkVI7Cbq9N7bcD17B6eY9qXRiEYf++GJOoPgq01I4Hukem8gajR8t5Sg1BJIDzzwwDPPPEMIEUXx6aefPn++Q6zOAAAAANBuEOABOhSRYdzDR3trYDC6B2YFrZ525Rg32XsD55hxwamkvbn7DxK9zptwZY0Utdqg1RNAL7300pQpUwghDQ0Njz76qN1uV7oiAAAAAPVCgAfoaJzDR7vTMpo9JbJa+5wHRb2PIfpQwQ0YxKX1bfFsz97uoSODWU/7EVnWPntBS3MruJ69XaMnBLmkQKFp+l//+lfPnj0JIYWFha+++qrSFQEAAACoFwI8QIdD046Z85yT7xUjIxsf5FLTG5Y+zid2U66ywLPPmueYMEVk2cYHRQ3rGpttz1mkVFXtge/cteHXv3H36Uvon/+/LUaYnBOn2uc8RBhGwdraKCoq6l//+hfLsoSQTz75ZPfu3UpXBAAAAKBSlOh7H6aOwGq1hsmVtoXRaNTr9TabTelCwlp0dLSUZGw2W1v31hJFuqKcrqsRWVaISxD1hsCUqEr0nRLNjWtEFLnkFKFrUts7NJlMLMtWVla2vavAopwOuryUcrtFUxQfF08o3yv5hYS//e1vb775JiEkLi7uu+++i4uLI4TExMQwDEMIqagImU3yOqSoqCiKoqqrq5UuJKxZLBaKogRBwK9pZZnNZp7na2trlS4kfFEUZbFYCCEcx1VVVbWuE+m3DEAowgg8QMdFUUJ8AtejN5/UvWOnd0KI0Lmra8QY18ixAUnvaibq9HxSd65Hbz4+ocOkd0LIM888M3z4cEJIRUXFH/7wB6XLAQAAAFAjjdIFAPhGV5Qzd4opp1M0RnDduoumSN9f0zJN0VWm4DxtbxAiIriM/nxScqDqbDum6Bo5ddxVU0N0BrZ3b+eQEW3qzt7A3rxB1daIWq0Q34nv1KUj5T3oYBiG+eCDD7Kzs2tra7/++uvdu3dLi9sBAAAAgAcCPKgaU16m372dLr758yGKcvfp67znXtHg9/ZgTNF1w9b1lL3Bc0R7+oQYYWqYvUDxYVum7LZx9afE7fRMmtfeuMLu2+UePd7p//pklNut+3av5swJiuc9B4W4eMfk6XxyjwCVDBBgycnJL7300ssvv0wIefnll8ePH690RQAAAADqgin0oF7MrSLDqo9+kd4JIaLIXsg3fvpvqs6/28/YixcMaz5rnN4lVH1dxOcfa25caWO1bUGX3DR++m/idjY5Tomi9uAB/c6tfvVGuVyGL//DnjzWOL0TQuiKcuPaVWzBubaWC9Buli1blpmZSQi5fv36+++/r3Q5AAAAAOqCAA8qRXFuw7aNFMc1e5auqdZ/s82P7jhO9/VGirS0kKGo37SWtHHFuDYwrl3VYmmEsHmnGWuZ/N603+1j7pQ0f04UdTu/ompr/CwQIEg0Gs3bb79NURQh5O9///uNGzeUrggAAABARRDgQaU0Bfnec6bmaiFtlbswte7YwZY+C5BQbjd76pgf9QUOU3iBcru9t9Fv2ySzN8rlYs+c9NaAc2tP/yC3OICgGzFixPz58wkhdrv9pZdeUrocAAAAABVBgAeVYoqu+W5z46rc3i5f8tlGc+mizN4CS3viqM828j+qYEpuUjznfctEjYzXFkBBr776amRkJCFk/fr1eXl5SpcDAAAAoBYI8KBSdH2dt9MiIYRQ3ts0Qtntbf2O7YaR8X1F2dP7qbo6Qoj3tealNgCqlZCQ8NhjjxFCBEFYsWKF0uUAAAAAqAUCPKiUyGq9nZYSqtZrm8ZY3xsuiCwrt7eAEmR8X0r+W1XGayLKf90AFPLEE09Ig/AbNmzAIDwAAACABAEeVIqP7+SzjZDQOZC9deois7fA4pN7+mwjGvRye5NxpXy83NcNQCkxMTEYhAcAAABoAgEeVIrr24/Q3v59ipGR8rc0d40c66sJ5Rrls027cI6b6GvOO3EPGS6zNyEm1uee9lzmAJm9ASjoiSeeiIqKIoRs2LDh5s2bPtsDAAAAdHgI8KBSQmyca9ioFk9TlGPyvSLDyO0tvhPXu4+XBu7M/kJ0jF8VBgzDuPsN9HJeNBido8bJ788xebqoafGWAXdaBtejlx/lASgkJiZm+fLlhBBBED7//HOlywEAAABQHgI8qJdz3CTXsFGEajo6LbKs/d5ZXGq6X73Z5zzIpzQfXLnUdMd9s1tZZSA47p3J905rdhhe1BvqHn/ar974zl3tcx4SjRF3n3Jn9HPeP6d1RQIE3/Lly6U94b/44gue55UuBwAAAEBhlCh633Cqg7BarWFypW1hNBr1er3NZlO6kF9gyss0eac0t4uJwy5GmPjkFNfAoWKEqXW9aYquar/dz9gqCMcRhuHjE5wTpvCJ3QJbc+swt4oMO7ZSNVVEFCiKErR6d9ZIv8beG6OcDvbsKc2Nq1RNtahhhU6d3ZkD+aTkwNbcgZlMJpZlKysrlS4krMXExEyYMOHgwYOEkNWrV0+ZMkXpisJUVFQURVHV1dVKFxLWLBYLRVGCIKjt13S4MZvNPM/X1tYqXUj4oijKYrEQQjiOq6qqal0ncXFxAS0KIHgQ4OFn6gzw4SY6OpplWUKIzWYTZO8eBwGHAK8GMTExn3/++dKlSwkh06dP/+yzz5SuKEwhwKsBArxKIMArDgEewhym0AMAgHrNnz/fbDYTQvbs2XPnzh2lywEAAABQku/NsQH8xVy/qs0/S5eWEI4jpkh3cop7UJZoilS6rsDT3LiiPbCPtlVQPC/StBhldo0c4870tiKdF1RNtfb0CaG4yNVQT1itLj7B1X8Qn9S9db0xxUWG7Zuo2loiCkSkRFbDp6Xbp80kslf+a4yurtTt2cEU36LcLkJRgjGCT890jJ/sfaeAllBuN5t3WnPlElVpJTQtxMa50zK4jH6trM3l0u7ZoblWSDmchIiiXs917+G6535BL3fvvRDCXL+izc8LhzeXh8FgWLx48fvvv89x3MaNG3/7298qXREAAACAYjCFHn7W9in0FMfpvt7MXjzf5Lio1TqnPeBOz2xbgepi2LRGc/ni3cf5Tl0aHl7ub7LVnDuj3/01xbmbHOf6DbRPneFvsjVsXcdcLGhmUTyGaVj+W97P9fbZU0f1e3eRu99BOn39w48Isf5NQmPK7ug3r6Wrm8554zt1sc+aL0ab/epNU3RVv/5Liufu+jaMfeZ8rneaX701prYp9N7eXNNnuvv0VaSq9hYTE8MwzJEjR0aNGkUIGTNmzObNm5UuKhxhCr0aYAq9SmAKveIwhR7CHKbQQyB5AkaTqEe5XPrtm5jrVxSpqj3ov97cbHonhDClt42r/+NXb5rLFw07t96d3okU7Hdt96s3Xe4eTbPpnRDC88aV//Sztgv6Pd8QUWz6QyWEOB3GTz8i3F3huWVUTbVh7aq70zuRXrf1n1PuZl6EltDV1YZ1q5tJ74QQnjdsXkNby+X3pnLNpncivbm2bWSuXw1+SUEzfPjw+Ph4QsjRo0db/bcaAAAAQAeAAA8BwxRd9wSMJulRJIQIgn7vzmZGcUMQXVOjyc/z0oC5fVNTJDtQCYJ+3zdeXhk2/wxdUiy/PPb4YW+ned6wdZ383vQ7f/r4oLmPBCi3S79rm/zedAdzKXtDS2dpm1X7wxE/atu2nrS0zp9IiCgavtoovzc1Y4quNZvefyQI+r07Osabq1k0TU+ePJkQwnHc/v37lS4HAAAAQDEI8BAw7Pk8Qu4afCeE/BT9aJuVuVMSzJLaifb4IarZ62zc5sghmb0xxTep5kakfyaKbIG3zwt+8X3PnvBZG3OlUGZvlM1G2eu9t2EvX5LbG89rLhV4b6M5L/dKCSHMndstfzNCCKErSv2aIKBarK+XhbZZmdKWX43QN23aNOnB7t27la0EAAAAQEEI8BAwjLWMkObHaT3oio4wpZkq870UNlVZIbM3uqLMZxtGRhuJRkY4p2RnWo2Mux5El0Nmb1R1FeVyeW9DV1oJz8vpja6ubnH4/efiZL286ifnjdMxrrQlEyZMYBiGEHL06FGlawEAAABQDAI8BI6Mu5cpt4/8FhLk3KdNcbJSKJH5msi+M1x0BvIVpp1On20o2RO3m73JvylRlHsbvKPFqfiN0Xa7rN7UTdY/OZcfyweEnMjIyLS0NELIzZs31bOyIAAAAECQIcBDwMjZy0roEPtdyblS0Rghszc5r4kYKfd1E80yVnGXvUK+rBXm5fcWYfLZRmS1orzt34QYi6xm8Z3kNFO58HlzedG/f39CiCiKeXl+3GcBAAAA0JEgwEPAcMk9fLSgab5bSjBKaWdc3wE+2/A9esnsjU/uQSivNx7IeW1/4h41wWcbQfbHAe7UNJ+1yQzShBAxwsTHJXhvw6f0lNkb0WpFg8FXG51g8v2pgfpx3VN8tGAYvlv3YJSiHCnAE0IQ4AEAACBsIcBDwLgHDCYGo9cGQ3wnrlDgTu8rer1SwjCO0b6DtEQ0RXKZ3j4REE2RXL+BMnvjo6N9RFaKOKbPlNkboWmuZ6r3Js6JU+X2RohrxGhvpynKOWyUH735auwaMkx+b2rm7j8kTN5cXgwY8OPbBAEeAAAAwhYCPASMqDc0zJgjMkyzZ/kuic7se4JcUvtpmL+4panjIkXsM3KIViu/N8fEaXwLM71FDWufOU9k/entV497GTbn0jJ42eP5hBD7zHle5m+7+w3iZM81IIRwGf3dAwa3dNY5bpKQ2E1+b64RY7mW2/OdujjHTZLfm5qJBkPD/S2+uYSuic4Jk4NcUvD179+foihCyNmzZ5WuBQAAAEAZCPAQSHxKL/vDy/lfZipRw7qyRtofWupXClU5oVOXumW/FaNjmxwXI0z2hcu4tHS/ehP1evviZe4hw5skND45peFXTV9Pn3iTqf6pP949T16kKMeI8faZ8/3qjWg0dY/9F5/SS/zlBgOiRuMcP8lxr+zBfAlFOabOcNxzb5M1AgRzjGPWfNeIMf71Roh90TLXoKFNP0yhaHe/QQ1LHvO3NzXje/SyL36k2TdXw4Md6s3VksjIyB49ehBCrly5Ul/vY3dDAAAAgA6JEkXZS0iHMqvVGiZX2hZGo1Gv19tstrZ3RVfamNLbxO0STVF81yRRp2t7n+pE2yrYgnNUVRWJiHClZwqdu7alN8rhiKyyMQ31lF5fbYrio6Lb0htTXcke+o6urCCsluuT4RowtC290Q4Hc+40U1EmMoyQ3MudmiZ/+bpm8Dxzu5iqqiQUJVri+ITObeqN4zTnzzG3bxFChM5d3ZkDiEbT+t4IIYSYTCaWZVW44Pkv3lyJ3UR/5nqEnJiYGGn3uIqKCkLIsmXLtm3bRgjZt2+f55Z4CIKoqCiKoqqrq5UuJKxZLBaKogRBCMivaWg1s9nM83xtba3ShYQviqIsFgshhOO4qqqq1nUSFydjmV4AVWrr37gAzRJiYoWYpqPTHZIQG+cckx2o3kS9nuqTwbAsIUS02Xzvc+4VHx3D+ztC3jJBrxeyRgZspzKG4ZOSSVJyYHrTaLgBg7gBgwLTm7qFz5vrbl27/vgB2Z07dxDgAQAAIAwhwIcwuspGV5QTQRDNMXxcQpsGMAONLi9lCy9QTicXaxEy+gtqGiSka6s15/PohgY+MpJP79/GVcrphgbm/FmmtkYwGLmMTCE6pk29uRzC0Xy+0kqMRqpbCpGzi5sXLpfmQr7GWi6yrLtXutClS5t6EwSm7A5dUy0yjBCXIETL2K8uZNFVNnLrhkjTjIbl4zv5XIofgiMh4cddDEpLS5WtBAAAAEARCPAhiSm6rsvdzZTe9hwRI6Oco8a7BwxWPGlorhTqd2yh7A3SU5YQsutrrls3e85iwrKKlkZoW4Vx/ZdU9Y+TD1lCyP7dQqzFPneREON38KZragwbVtMV5YT8eHeG7rt9QlS0ffYCoZPfUZl2OfTrPmdKigkhHCGEECMhojHC/kAOn5zib2+E44wbv6SLrlI/3TiiPfydqDM4p9/vTuvrd2+iyJ46rjvyPVVf5zkmdE10ZE/19/589WOKrun272bK7hBCeOmnEBXtHDXOPWCI0qUB6dTpx7UeEeABAAAgPKlozBZkYvNOG9d+1ji9E0Ko2hr9rm36XduIorf6syePGzZ+4UnvPxE1N4si//k32uFQpixCCCHMraKI//uXJ7170DZrxP+9T//y9fSJtpZH/Pv/oyvKPOn9x+M11RGffaS5dsW/3urqIj74Hym9N0Y11BvXfqrN93PNbbfb9K+/Mzd+Tu8/9ua067ds0B753r/eRFG/fbN+787G6Z0QQpcUG7/8D1twzr/e1I09e8q4dpWU3n8iUjXV+m+26b9R+M0FpFGALysrU7YSAAAAAEUgwIcY2lrhJaWzZ0+x+WeCXJIHXVOj37ezxdMup37Np0Es55cEwbhhNRFbuKVcEIxrVvnVn/HLT4nAN39OFPWb1xCOk9+bYc2nxNXC3eUi0e3c6tdnH4b1n9/1GcrP3Wm/20/5swASe+o4W9DCttuCoNuxha5u5foxakNXlOl3bydNl7v8cUoLe/akxt9PUiDQDD/tde92B2w1BgAAAIAQggAfYrTHDnlf2Ex72M/x1cDR7dtJRJG0PEjJlN2hFVrEmD15lLhcXhpQTrvm7CmZvWkuX6AavO1iRXGc7vC3MnujreW0rcJbC0HQevlkpElvDofmVpG32oho2LNNZm9EFHXHDnnrjee1xw/L7U3ddMcPS2+ulu5C0fk7eQEAAAAAIKAQ4EOM5oaPudl0lY2uUmbjK+bWTUJaTj+EEELYMz8Ep5im3/dCgc82Wtmzwdk839McNJcvyexNe/q4zzZM0XWZvTEyPoZg7si9X4CuKKdqa3z05uf9Aqrl80LoSmuHmW4QojzTIyilF/sAAAAAUAQCfEgRBKquzst56W9bn4mrvbicPpvQCu2qTTV4e91+bFMn93WT8wp7H6L/Rcsq37MSaKddZm90pdV3I9nTj+l63/vcKvbvLbAEQc6PrINcbMhCgAcAAIAwhwAfUmhapBkv53/8k1aj0OYCMvaxE5VaiJ7x9rpJRI3vNj+11BBCvNws8HMbOTS+XxORklsbJWvHPrnhR2Q0xMeFEsU3FwgMihLlbMSo1JsLCCEI8AAAABD2EOBDjBAX76MFwwgxlqDUcpeICJ9NuMSkIBRyN0HGhupCXCe5vcV3IsRHChbNsTJ747ok+mwjRkbJ7S0x2WcbwWiU2ZtgifMZlQRL2zarVwmK8n0hDCPEyP2xAgAAAAAEHAJ8iOHSM300SOkl6vXBKaYJV/9BPlrQNNd/cFBqaco5bJTPNq7ho2X25h4+xucYtmv4SLm9DRpKfA0nugYPk9kbl5buc4IAn9FPZm+iMcLrLvQiIcQtuzeV49J9XAjXo7eoU+bNBRKMwAMAAECYQ4APMe4hw70MJous1jnhnmDW05hr5DjR6G0Q3jVijJxp9u1BSErmErt5acD36PXjuLqc3qKjudQMb70ldOZ6pMotTqt1Dx3h7dtFRbsHDZXbGyHOcRMJaXGCgKgzOMZP9qO37Ckt3w5A8Qmd3AOGyO9NzdxDhwuxLc5eEbVKvrlA4nT+uNCGBvcyAAAAQFhCgA8xokbTMG8RH5/QzCmD0T73IWXnMzcs+41oaDbDU+5+g5xjJwa7oEbsDy3lE5p53QghfNfEhrkL/ett1nw+uXuzp4RYS8PiR/zqzTFxqruFuRWCKdK+7Dd+9ebOGuVuYcRe1Bkalj7u18cofEJnx+wHRb2hmVOdu9pzFslZXyAkiBrWPv9hPq65N5cxwj73IS/xHoLjzp070oNOneR+3AYAAADQkTCvvfaa0jUEg90udxHvEKDXc/0HC5FRlJuj3G5Kw/Jx8dzAIY775vi+Q94rlmU1Gk1bXiuR1bqyRlIcT1dXUrxbFCmi0QiWeMcDc91Z3gaZg4Gi3IOyxIgI2lpOuV2iSCiaFqPNrknTHZPv9TmJ/W7ufoNEi4WuKKVcTqk3ITLSOWaC4/65rZhowPXpK3RNYspKKZeTCCKhadEU4R42yj73IWklOf9665nKde/BVJRRDjsRRIqiRGME139ww4O/Eg3NRHHvhJhYd/9BIsNQbjctCKJOJyR2c40a55w0jSh0v0Y7EXV6boD05nLTHEexLG+R3lyzBUub3lzQOgaDgaZpQkhDQwMhZM+ePd9//z0hZP78+f36dZB7N0KCTqejKMozAwIUYTQaKYoSRbFD/UkTgvR6vSiKLpdL6ULCF0VRRqORECIIgsPhaF0nRtnrAQGoDeW5pbBjs1qtYXKlbWE0GvV6vc1mU7qQsBYdHc2yLCHEZrMJgqB0OeHLZDKxLFup0MaHIImJiWEYhhBSUVFBCHnhhRc+/vhjQsi6deuys7OVrS2sREVFURRVXe17z0toPxaLhaIoQRDwa1pZZrOZ5/naWt/brEI7oSjKYrEQQjiOq6qqal0ncXEdYgleCEuYQg8AAKGhpKREetClSxdlKwEAAABQBNYBClXsiSPaM6fo2hpCREFv5HulOsZPJrL2AG8Gc7tYcz6PsVXwgqA3GPkevbm+/Voxc7s90FU2Td5pTeltYreLpki+W3d35sBWzANXP8rpYPPPCiW3XHW1lF6vtSS4MgfgvmvfRFFz7bLmUgFtsxJCxJhYd2o61yutFbdFSJii6+zF81SllRdFvSmS75XmTstQav1FaOz8+fOEEI1Gk5KSonQtAAAAAArAFPrQQ9dWGz9bSdXXNTkuMhrHrPlcL9mLnxNCCKE4Tr9ruyb/TJPjQrTZMXMe37lrm2ptI1HUHf5Oe/hb8suZ5KJe75j2AJfmbR34kKO5eln/9SaqyZ2NFOUaPsY5bmKrs2iHR9XXGbauZ24VNTkudE1qeCBHjIr2rzeHQ//1Zs2VS017i0+wz5znZQMIaCeNp9Bbrdb09HRCSGZmZm5ursKVhRlMoVcDTKFXCUyhVxym0EOYw5hSqOG4iP/7193pnRBC8Zxh05d06W2/+tNv33R3eieE0NVVhnWraFtFK+sMBO2hb7UHc8ld94FTDofhqw2aa5cVqao9MDevGzavaZreCSGiqD36ve7AHiWKCgEU5zauW3V3eieE0CW3jGtXUX6tuSUIho1f3J3eCRHp8jLjms+afd9B0Jw+fVp6MHDgQGUrAQAAAFAKAnyI0e/eTlwtZxJRNG5dL783zZVLmksFLZ2lHA7dvm/8Ki+A6KpK3dHvWzwtCLpd2wnPB7GidiOK+t1fe7kW7YmjTEVZMCsKFdrjR+jyFl8ZutKqPXpQfm/sudNM8c3mzlCEEKquVvftPr9LhMBBgAcAAABAgA8xbMt5W0JVVdKOBpm9ac41M/b+iwbXryo16siez/Oez+maaubm9WCV047o28W01etMB0HQ5J8NVjmhxOc/YDb/DJF97wzr8+1wMZ/iOJm9QcCdPfvjuwABHgAAAMIWAnyokbHvKHP1iszOGJ/z7UWRKbsjs7fAomV8X6ZUmdoCS84r7PsnFX4ol4uu8nEjKFVXSzXUy+yQ9vXPiXK7pXXyQBFnzpwhhLAsm5mZqXQtAAAAAMpAgA8pMkf/ZCcWSsbHAf7dRRw4cr4v5eVugtAh6xVW6KegavJeE8rpkNUbz1Oc28v5H8fxZfYGgVZWVlZcXEwI6dOnj16vV7ocAAAAAGUgwIcUjYbIWIxcjJG78ZgYYfLZRoiIkNlbYMn5vnLqVz85V9ExrjTAjEY5i/OLRnkvHcN435tQ+k74QShl374fFyAYNmyYspUAAAAAKAgBPsQIEZE+WlAU16OXzN74bt29NxA1rNAlUWZvgcV3S/HdJtl3G/Xz+VMgHeVKA0tkGL5rkvc2fEInUfZorc9/cmJkpBATK7M3CKwdO3ZID6ZNm6ZsJQAAAAAKQoAPMa5R47w34FN6EVruj9U1eBhhGC8N3IOGihpWbnEBxaVneh/t5Lv34OMSglZP+xGizVxqupcGosHgyhwQtHpCiDtrpPcGrqE+Gvyy8QjvQ/quIT4aQDtxOBwHDhwghERERIwdO1bpcgAAAAAUgwAfYtyDsrjEbi2dFQ3Ghlnz5fcmWOKc2VNbOst37uoam+1XeQEk6nT2+2a19PmCaIq0T3sgyCW1H8c99wpR0c2fo2nH9JnEYAxuRaHBnZbh7j+46dGfVp13Z/Tn/Pngg09Kdo0Y09JZLqWXa+gIv0uEQNi3b199fT0hJDs7W6fTKV0OAAAAgGIQ4EOPfdEyd+YA0vRueIrv3LXh8d8R1r8Bc9eQYY6Z88TIqF8cZRj3wCH2B5eIrLat5bYBn9Kr/qGldw+zcz1T6x9eLkabFamqPYimyIaHl3Np6U0GeAVLXMODv+J691GqMPVzTJvhnHCPqGs0T54iolbrGjvRcd8sfwfMneMmOabOEH/5cYnIaFzDRzvmPuR9ugq0n9WrV0sPpk+frmwlAAAAAMqiRNmbJIc0q9Xawa6UdjjYk0fp2yUUxwnxCa5BQ4XYuNZ3x/PMzeuG6iqNKNRptHxKT9Hk62b7oBFF+nax5nYx5XIKxgg+OUWQvUpfyKGrKk3lpUxDHdHpa6PMXJdEzNmWg3I6maJrtLWCIoSPtfDJPeTf+t5MbxzHFF0z1FbTgthgMHLde3pf3w7axZoeFAAAIABJREFUT0xMTFVVVVJSksPh0Ov1eXl5ZnPH+eQuhERFRVEUVV1drXQhYc1isVAUJQiCzeZjB01oV2azmef52tpapQsJXxRFWSwWQgjHcVVVVa3rJC6uDX82AyhKo3QB0EqCXu8cPSFg3TEMn9JLMBppvZ5T218GFCV0TXL5Wq6sYxDMMVT3FIZlCSGCzUYEQemKQoOo03Gp6SQ1QL1pNFzPVNFkolnWXVkZmE6htT755BOHw0EImTNnDtI7AAAAhDkEeACVsVYIDjul0xGNFsPv0O4EgbGWE5dLNBrVObdl5cqV0oOlS5cqWwkAAACA4hDgAdRBFLWnjmt/OCJUV0nD7kaW5foOcI6bKGIFO2gHlN2uO3RAc+405XJJR8TISNfQka6hI+TvZNHeDhw4UFBQQAjJzMwcOnSo0uUAAAAAKAwBHkAFeN6wea3mamHjY5TbzZ45oblyqeGhJeocGoXQRVdXGdd8SlX/4tZBqrZWl7tbc/WyPWehqFHFb4cPP/xQeoDhdwAAAACCVegB1ED3/f4m6d2Dqqs1bFpDeD7IJUFHJor6zWubpHcPpuiaLnd3kCtqVlFR0caNGwkhERER8+bNU7ocAAAAAOUhwAMojHLY2RNHvTSgrRWai/lBqwc6PE3hRabsjpcG7JkTVJ3yCyy/8847brebEPLII49ERqpmXwwAAAAA5SDAAyhMc+Ma5WuAXXOl+fF5gFZoabrHzwRBc/1KUGpp0bVr19auXUsI0ev1L774orLFAAAAAKgEAjyAwqga31srMzLaAMhE19b4bNPSBPugeeeddziOI4Q88cQTXbt2VbYYAAAAAJVAgAdQmowVv0XVrAoOHYAoY3tCimaCUElLLly4sH79ekKI0Wj805/+pGAlAAAAAKqCVACgMDkrzAuxWIUeAkbOPycF/8mJovinP/2J53lCyFNPPdW5c2elKgEAAABQGwR4AIXx3VNEg8F7Gy6tb3CKgXDApWV4byBqtVxKz+AUc7d169YdOnSIEBIfH4/hdwAAAIDGEOABFCYyGufYiV4acCm9uB69glYPdHh8UjKXmu6lgWv0BFGnD1o9jVVXV7/22mvS47/85S9ms1mRMgAAAADUCQEeQHnuQVnOkWNJc3cm84ndHA/kBL8k6Ngc983mk3s0e8qVNdKVNTLI9Xi89dZb5eXlhJAxY8bk5OBfPgAAAMAvaJQuAAAIIcQ1bhLfM1X7w2HNjWvE6SQ0LXTu4uo/2N1vkJxV7gD8Imq1DQseZvPPsmdOMHdKiCCI/397dx4XVdn/f/yaGVbZEZdCFFQQAVEBRSRlsZuS1CwsQXO/7VbT7u6+LX6rb9m+aN1uZd5auWSKqeWOlkiaLC64hAuIgAq5IYosss3M74/za758wV2Zc4Z5Pf/wMVznmnM+B4SZ95zrXJellba9Z01IH217T7mqysjI+O6774QQlpaWn376qeoOJtsDAAAwKwR4QCm07h7X3T2cnJws9TphaVVy5YpOp5O7KDRfKlVtQPfagO5CCFVNjd7KSt5yrl27NnnyZGnuusmTJ3fp0kXeegAAABSIAA8oj5W13BXAvMie3oUQr7766tmzZ4UQ/v7+zF0HAABwQwR449FcvKDJOa6+clno9ToXV623r7btw3IXBQDyW7169bp164QQNjY2X3/9tZUCPlAAAABQIAK8Maiqq623b7I8cfT/tKb/XuftW/XY4NsuIQYAzVheXt706dOlx++++66v761myAcAADBnTI7V9LRa23UrG6Z3IYQQFidP2K5ZoaqrM35RAKAEZWVlo0aNKisrE0LExMSMGzdO7ooAAACUiwDf5KwOZ2oKz9xsq+b8n1b7041ZDwAohE6nmzRpUk5OjhDCw8Nj3rx5zDwPAABwCwT4Jmdx5MBtOhy+TQcAaJY++uij7du3CyFatGixfPlyV1dXuSsCAABQNAJ801LV1WkuXbx1H/W1UlVFuXHqAQCFWLFixdy5c4UQKpVq/vz5/v7+clcEAACgdAT4JlZ1/U56qaqqmroQAFCOTZs2/dd//ZderxdCvPzyy4MHD5a7IgAAABNAgG9iti3EHdzSqW9hZ4RaAEAJUlJS/vGPf2i1WiHEs88+y6rvAAAAd4gA37T0Gs1tF3vXubqxkhwAM7F///6xY8fW1NQIIR5//PE5c+YwcR0AAMAdIsA3uZoeIbfuUNuzl3EqAQB5ZWVljRgxoqKiQggRHh6+aNEiCwsLuYsCAAAwGQT4JlfnH1jn7XuzrVqvTjU9go1ZDwDIIjMz86mnnrpy5YoQonv37suXL7exsZG7KAAAAFNCgG96KlXV4LiakD5Co/k/7Wp1bc9e14cOF2p+CgCauYyMjGHDhl29elUI0bVr18TERAcHB7mLAgAAMDGMXTQGvUZTHRVTE9LH4lSO+nKxEHq9i1ttJ2+9k7PcpQFAk9u+ffvEiRMrKyuFEIGBgT/++CNLvgMAANwDArzx6B0ca293PzwANDPffvvtG2+8Ic05HxwcnJiY6OTkJHdRAAAAJokAj6aiqqxQ1dbq7ez1TFIFmCWdTvfee+99+eWX0peRkZHfffedvb29vFUBAACYLpIVHjBVdbXl3j1WR4+oyq4JIYRarX3IvSY0vK6Tj9ylATCeqqqqKVOmbNy4UfpyxIgRs2bNsrS0lLcqAAAAk0aAx4OkvlZqm7hcfbXkf5t0Ok3RWdt1q2qDeldFPyZY8BkwAxcuXBg3bty+ffuEECqVavr06S+//LLcRQEAAJg8AjweHJ3OZu3K/5Pe67HM3KtzdqkJDjVyUQCMbN++fePGjbtw4YIQwsrKavbs2c8884zcRQEAADQHLGCGB8bieJam+OItOlil7lJptUarB4CR6fX6RYsWDR06VErvrq6ua9asIb0DAAA8KFyBxwNjkZt96w6qquvqMwVar07GqQeAMV2+fPnFF1/cvn279GVgYOCSJUs8PDzkrQoAAKA5MZcAv2vXrkGDBsldhdJpNBq1Wn3PKzzppFnrbsmupkrFClK3ZPHXpP0ODg7yVmLmNBqNSqViwbM7tGPHjvHjx587d076cvTo0fPmzbO1tb3P3arV/3+YGD8IefHroAQqlUr6lx+EvO7zzRIeII1Gww8CZshchtD//e9/HzNmTEnJjW/PBgDcm9ra2jfeeOOJJ56Q0rujo+PSpUsXL158/+kdAAAADZjLFXi9Xr9y5cqdO3d+/vnnMTExcpejUC1atLCxsSktLb23p9s4OFqeK7p1nworG+297t9MODk5SUttlZWV6XQ6ucsxX/b29paWlvf862AmTp48OWXKlEOHDklfBgcHL1y4sEOHDg/q++bi4qLRaIQQ/CDk5ejoqFKp+CnIq2XLliqVSq/X84OQl7Ozs1arLSsrk7sQ86VSqVq2bCmE0Gq19/zr4Obm9kCLAozHXK7AS4no/PnzI0eOHDdunGGcJx6gus5dhBBC6G/WQW9jq2vvaaxyADQhrVb75ZdfRkVFSeldrVa/9NJLGzdu7NChg9ylAQAANFvmEuA3bNgQEhIiPd60aVN4ePiiRYu0zIj+QNV1DdC6tRbipiu914RH6DUaY5YEoCkcOXIkNjZ2xowZ1dXVQoiHHnpo7dq1b775pvRRKQAAAJqIuQT4zp07b9q06aOPPpImBisrK3vjjTcef/zxI0eOyF1aM6JWV8Ul6JxdbrixNqh3Tc9eRq4IwIMl/fGMiYnJzMyUWoYPH75r165HHnlE3sIAAADMgbkEeCGERqOZOHHinj17DNPRHzp0KCYm5s0337x27fbTp+NO6BydKkc/X93nEb1hBnW1Wuvucf3p+KoBjwvVTS/OA1C+n3/+uW/fvobhSx4eHj/88MP8+fOdnZ3lLg0AAMAsqPT6m96x3Jxcvny5/pn+8ssvr7/++tmzZ6Uv3dzc3nzzzREjRhiWLDJP0iR2D2quflVFuaquTm9np7dgVO1dMExiV1JSwiR2MpImsbty5YrchShCXl7e66+/npKSIn1paWk5adKkV155pUWLFk16XMMkdsXFxU16INwak9gpgTSJnU6nY0kdeTGJnewMk9jV1dVdvXr13nbCJHYwXWaaV//2t7/t2bNn6tSpUlIqLi7+17/+FRkZuX37drlLaz70dvY6J2fSO2DSysrK3n///X79+hnSe58+fZKTk99+++2mTu8AAABowEwDvBDC1tb2nXfe2bFjR//+/aWW48ePjxw5cvDgwfv27ZO3NgCQXU1NzTfffBMaGjp37tyamhohRMuWLefNm7dhwwZfX1+5qwMAADBH5hvgJV27dl27du3SpUu9vb2llvT09NjY2NGjR2dnZ8tbGwDIQqfTrV69OiwsbPr06ZcuXRJCaDSaMWPGpKWlxcfHq5jMAgAAQCbmHuAlsbGxu3bt+uKLLx566CGpZevWrREREf/85z8LCwvlrQ0AjCkpKSkyMvKFF144c+aM1BIREZGcnDxr1iwXlxuvMQEAAADjIMD/fxYWFqNGjdq7d+///M//SDMqa7XaH374ITQ09NVXXzVMdwcAzdWePXtiY2NHjRp1/PhxqaVnz54//vjjmjVr/Pz85K0NAAAAggDfgI2NzYsvvrh3796pU6fa2NgIIWpqapYsWdK7d+8pU6YY3tQCQHOSlpYWFxc3dOhQwwwgPj4+33333bZt2yIjI2UtDQAAAP+LAH8DLi4u77zzTkZGxtixY62srIQQdXV1P/74Y0RExIgRI9LT0+UuEAAeAJ1Ol5SUNGjQoCFDhuzatUtqbNeu3dy5c3ft2jVo0CBudwcAAFAUAvxNPfzwwzNnzty7d+/zzz8vrZak1+t/+eWXwYMHx8bGbtu2rf7C8gBgQmpqalasWNGvX79Ro0ZlZGRIja1atfrwww8zMjISEhKk1dcBAACgKCozSaGXL1++nzMtKSlZvHjxN998U1JSYmj09fWdPHlyXFyctbX1g6hRfi1atLCxsal/jjA+JycnS0tLIURJSYlOp5O7HPNlb29vaWl55coVuQt5wEpLS5csWbJo0aILFy4YGt3d3SdPnjxmzBjp1iHlcHFxkT5KKC4ulrsWs+bo6KhSqUpLS+UuxKy1bNlSpVLpdDpepuXl7Oys1WrLysrkLsR8qVSqli1bCiHq6uquXr16bztxc3N7oEUBxkOAvwuVlZXff//9ggUL6k9N7+bmNnLkyNGjR7dv3/4+9y87ArwSEOAVovkF+MLCwv/85z/Lly8vLy83NHbt2nXq1KlPPfWU9L9OaQjwCkGAVwICvEIQ4GVHgIeZI8Dftdra2nXr1s2fP//EiROGRrVaHR0dPW7cuAEDBpju0FMCvBIQ4BWi2QR4vV6/a9euJUuWJCUl1dXVGdr79es3derUqKgoJd/oToBXCAK8EhDgFYIALzsCPMychdwFmB5LS8vhw4c/++yzycnJCxcuTElJ0ev1Op3u119//fXXXz08PEaPHj1y5MhWrVrJXSkAs3b58uUffvhh+fLl+fn5hkaNRjNo0KBp06Z1795dxtoAAABwD7gCf7/y8/OXLl26cuXK+p+IW1lZxcbGjhkzJjw8XMlXtxrgCrwScAVeIUz3Crxer9+zZ8/SpUu3bNlSU1NjaHd0dExISJg4cWKHDh1kLO+ucAVeIbgCrwRcgVcIrsDLjivwMHME+Aejurp6/fr1S5YsMayiLPH09Bw+fPiwYcM8PT2b7ugPCgFeCQjwCmGKAb6kpGTVqlXLli07depU/fbAwMAxY8bExcXZ2dnJVdu9IcArBAFeCQjwCkGAlx0BHmaOAP+AHT169LvvvluzZk1FRYWhUaVShYSEDBs2bOjQoa6urkYo494Q4JWAAK8QJhTga2pqkpOTV69evW3btvqX3O3s7J566qkxY8b06NFDxvLuBwFeIQjwSkCAVwgCvOwI8DBzBPgmUVZWtmbNmpUrVx48eLB+u5WVVXR09DPPPPPYY48pcPE5ArwSEOAVQvkBXqfTZWRkrF27dsOGDQ3qDAgIGD169LBhwxwcHOQq74EgwCsEAV4JCPAKQYCXHQEeZo4A37ROnDixZs2aNWvWFBUV1W93dHQcNGjQM888ExYWppxZ6wnwSkCAVwglB/ijR4+uXbt23bp1Df6w2NvbDxkyZPTo0cHBwXLV9mAR4BWCAK8EBHiFIMDLjgAPM0eANwadTpeWlvbjjz9u3Ljx2rVr9Te1bt06Njb2iSeeCA8Pl30dZgK8EhDgFUKBAf7MmTPr1q1bu3Zt/TUshRCWlpYRERHDhg2LjY21tbWVq7ymQIBXCAK8EhDgFYIALzsCPMwcAd6oqqurt23b9uOPPyYnJ9e/VVUI4ezsHBMTExsbGx0dLddbcAK8EhDgFUI5AT47O3vr1q2bN28+dOhQ/XaVStWrV6+4uDiFT65xPwjwCkGAVwICvEIQ4GVHgIeZI8DLo6SkZP369T///HNGRoZWq62/ydbWdsCAAbGxsTExMU5OTsasigCvBAR4hZA3wOt0uv3792/dunXLli15eXkNtnbt2vXpp5+Oi4vz8PCQpTyjIcArBAFeCQjwCkGAlx0BHmaOAC+z4uJi6dra7t27G1yTt7S0fOSRRx577LGYmBjjvE0nwCsBAV4hZAnw1dXVv/3229atW5OSkhpH1vbt2z/55JPDhg3z8/MzZlUyIsArBAFeCQjwCkGAlx0BHmaOAK8UZWVlv/zyy+bNm3fs2FF/CTpJ586do6OjBwwY0LdvXxsbmyaqgQCvBAR4hTBmgL906dKOHTu2bduWnJxcWVnZYKu/v//AgQMHDhwYGBhohGIUhQCvEAR4JSDAKwQBXnYEeJg5ArziVFdX79y5c/Pmzdu3b2/8Im1jYxMWFhYdHR0dHe3j4/NgD02AVwICvEI0dYCvqalJT09PSUnZuXPn0aNHG/yB0mg0ffr0kXJ7+/btm6gG5SPAKwQBXgkI8ApBgJcdAR5mjgCvXHV1denp6b/88ktycnKDSaclHh4eUVFRUVFR/fv3d3R0vP8jEuCVgACvEE0U4E+cOJGSkpKSkpKamnr9+vUGW21tbaOjox9//PGYmJjmOi/dXSHAKwQBXgkI8ApBgJcdAR5mjgBvGoqKinbu3Lljx47du3c3fgul0WgCAwP79u3bt2/fPn363HOYJ8ArAQFeIR5ggC8uLt69e/fOnTtTUlLOnTvXuIOnp2dUVNSAAQMiIiKa7h4ZU0SAVwgCvBIQ4BWCAC87AjzMHAHexNTV1R04cGDHjh07d+48cuRI44Cn0WgCAgL69u0bHh4eGhrq7Ox85zsnwCsBAV4h7jPAnzt3LjU1NSMjIy0tLTs7u/HfH0dHx379+kVERERFRXl6et5vuc0UAV4hCPBKQIBXCAK87AjwMHMEeBN2+fJl6Zre7t27//zzz8Yd1Gq1v7+/IczfdkQuAV4JCPAKcQ8B/tSpU1JiT01NPXPmTOMOGo2mZ8+ekZGRUVFRQUFBFhYWD67e5okArxAEeCUgwCsEAV52BHiYOQJ8M1FQUJCampqamrpnz57CwsLGHVQqlbe3d1BQUHBwcEhIiK+vb+PwQIBXAgK8QtxJgNdqtSdOnEhLS0tPT09PT79w4cINu3Xq1Ck8PDwyMrJfv353NSgGBHiFIMArAQFeIQjwsiPAw8xx/aeZ8PT09PT0HDFihBDizJkzUpKvfxlQr9fn5OTk5OSsWrVKCNGiRYvu3buHhIQEBwcHBwe3bdtWzuoB01FUVHTw4MHMzMzMzMzDhw+Xl5c37qNWq319ffv27RsWFtanT5/WrVsbv04AAAA0PwT4Zqh9+/bt27ePj48XQhQWFkpJPiMj49SpU4Y+lZWVaWlpaWlp0pfu7u5BQUFS3vD09LSzs5OndEB5rl69evAvmZmZFy9evGE3S0vLHj16hIaGhoWFhYaGOjk5GblOAAAANHsMoTcjJSUlmZmZBw4cOHDgQGZm5s0GQ6rVai8vr4CAgG7dunXr1i0gIIDrh8bEEHrZXbt27ejRo9nZ2QcPHszIyMjLy7vZXw9HR8egoKBevXr16dMnJCSkRYsWRi612WMIvUIwhF4JGEKvEAyhlx1D6GHmCPBmSq/X5+bmSkl+3759J06cqKuru1nnNm3aSHle+tfT01OtVhuzWrNCgDcynU53+vTprKyso0ePHjt2LCsr6+zZszfrbGVlFRAQEBQU1KNHj6CgoM6dO6tUKmNWa24I8ApBgFcCArxCEOBlR4CHmSPAQwghrl+/fujQoaysLOkSfUFBwS2+Xfb29n5+fl27dvX19fXx8enSpUubNm2MWW3zRoBvauXl5cePHz969GhWVtaxY8eOHTtWUVFxs85qtbpz5849/xIQEGBlZWXMas0cAV4hCPBKQIBXCAK87AjwMHPcAw8hhLC1tQ0LCxswYIA0C31ZWdmxY8f++OOPP/74Iysr68SJEzU1NYbO5eXle/fu3bt3r6HF2dnZ29u7S5cuPj4+vr6+3t7e7dq1k+M8gIaKi4uzs7Nzc3NPnjyZk5OTm5tbWFh4i8+nLCwsOnXq5O/vHxwc3Lt3706dOjk4OBizYAAAAOBmCPC4AQcHh9DQ0NDQUOnL2tranJwcKcxLGlyHuXr16r59+/bt22dosbe3lyK9t7d3x44dO3bs6OnpyR3CaFJ1dXVnzpzJyck5efJkbm6uFNdv+9m8s7NzQECAn5+fv7+/v7+/r6+vtbW1uKd14AEAAIAmZS5D6K9cucJo5NuytbW1tra+k8FIUkzKzs7Oyck5ceJEQUGBVqu97bPatGnj9RdPT8+OHTu2a9eu8XL0Zk6j0Ui3Vd9iVgIIIS5evFhQUHD69Gnp3/z8/Ly8vNra2ts+sVWrVv5/8fPzu9loETs7OwsLC8YMy4tfB4Wwt7dXqVSMGZaX4eWSXwd5OTo6arXaW9x7BSOQfh30ev2dvP+8IWkQPmCKzCXAA6bi+eefz8zMFEJs377d1dVV7nIAOT399NNnzpxRq9X179kBzFP//v0rKytbt269ZcsWuWsB5FRZWdm/f38hhJ+f37Jly+QuBzA25hIHAAAAAMAEEOABAAAAADABBHgAAAAAAEwAAR4AAAAAABNAgAcAAAAAwAQQ4AEAAAAAMAEsIwcoy7Fjx8rLy4UQPXv2tLS0lLscQE5HjhypqqoSQvTu3VvuWgCZ7d+/X6fTWVpa9uzZU+5aADnpdLr9+/cLIezs7Pz9/eUuBzA2AjwAAAAAACaAIfQAAAAAAJgAAjwAAAAAACaAAA8AAAAAgAkgwAMAAAAAYAIs5C4AgBBCJCYmrlix4oabFixY4O7ubuR6ANnt3Llz27ZtBQUF1tbWXl5e8fHxvr6+chcFGNVzzz137dq1W3T44osvOnfubLR6ANkVFRUlJiaeOnXq4sWLbdu27dKlS3x8vJubm9x1AcZDgAcU4fz583KXACiFVqv97LPP0tLShBAODg7Xr1/PzMw8ePDgiy++OGDAALmrAxTEwoI3cjAjqampM2fO1Gq1FhYWzs7OhYWFp0+f/u2332bMmMF6cjAf/N0HFEEK8J9//rmHh0eDTdbW1nJUBMhm1apVaWlprVu3nj59eqdOnYQQmzZtWrRo0ddff929e3eutMB8LF68+Ibtx44dmzFjRq9evTw9PY1bESCbK1euzJ07V6vVJiQkDBs2zNLSsqqq6ttvv01KSvr8888XLFjA+yWYCe6BBxRBCvAeHh42jahUKrmrA4ynurp68+bNGo3mgw8+6Ny5s0qlUqlUgwcPDg8Pr66uTk1NlbtAwHgavyLY2NhoNJrFixfb29u/8MILchcIGM/hw4crKyt9fX0TEhIsLS2FEDY2NpMmTWrdunVxcXFubq7cBQJGQoAH5FdTU1NSUuLs7GxjYyN3LYDMUlJSysvLe/Xq1bZt2/rtEydO/PTTT4ODg+UqDFCI1atXFxYWTpw40dXVVe5aAOMpKioSQjQYqKhWq9u1ayeEKCwslKcswOgYQg/I78KFC3q9vkFcAcxTRkaGEKJPnz4N2l1dXYkrwOnTp9esWRMUFBQVFSV3LYBRtWnTRgiRk5Oj1+sNgxNramry8/OFELyJgvkgwAPyk8bPOzs7r127NiUl5cKFC25ubl5eXnFxcR07dpS7OsCopKsorVq1Kigo2L17d05Ojkaj6dixY0xMDO/PgP/85z86nW7MmDFyFwIYW79+/TZu3Jifn//vf/97+PDhrVq1KioqWrp06ZUrV7p37x4YGCh3gYCRqPR6vdw1AOZu48aNixYtkh5bWFg4OjqWlJQIITQazbhx44YMGSJrdYBRxcfHV1ZWjh49OjExsbq62tBuY2MzefJkrjrCnB06dOjtt9/u16/fq6++KnctgAzKy8tnzZqVmZlZvzEqKmrKlCnMYAfzwRV4QH7SFXh7e/sXX3wxJCTEwsKioqJi1apV69ev//bbb/38/FjmF+ZDCu3Lli3z9/cfNWqUl5dXSUnJxo0bt2zZMm/ePG9vb+l2R8AMLVu2TK1WJyQkyF0III+0tLTjx48LIVxcXNzc3M6fP19WVpaZmXn48OHevXvLXR1gJJoZM2bIXQNg7lxdXfv06RMfH+/j46NWq4UQVlZWQUFBRUVFBQUFpaWl/fr1k7tGwEhWr16t0+k6dOjw2WeftWnTxtLS0tHRMSQk5M8//8zPzy8tLQ0PD5e7RkAG6enp69ev79u3b2xsrNy1ADL47bffZs+ebWtrO3369BdeeOGxxx6Li4tr27Ztamrqrl27/P39pZvkgWaPWegB+Xl5eQUFBTVe3fqxxx4TQuTl5clRFCAPaS2G2NhYjUZTv/3xxx8XQrBQEMzWli1bhBADBgyQuxBAHsuXLxdCPP/88yEhIYbGqKiohIQErVa7YsUK+UoDjIoADyiX9FlySUkJc1XAfLRu3VrcaD5hqf3SpUv8OsAMXbx48fDhwy4uLkFBQXJWlMnYAAARIElEQVTXAsigtLT04sWLQohevXo12CQNns/NzeXVAWaCAA/IrLKycuPGjZs3b278wlNcXCyEaN++vWG5FKDZk2Z8kCaGqO/SpUtCiIcffphfB5ihHTt26PX6iIgI6TYrwNzY2tpK//m1Wm2DTXV1dUKIFi1a8OoAM8HLACAzW1vb1atXL1y4sMGsqkKInTt3CiG6dOkiR12APAYOHCiE2LZtm06nq9/+66+/CiG8vb3lKQuQ1e+//y6ECA0NlbsQQB5WVlYeHh5CiD179jTYlJqaKv768BcwBwR4QGYqleqJJ54QQsyePfvw4cNSY1VV1YoVK7Zv3+7g4MCEwzArnTp16tq1a15e3syZM69duyaEqK2tXbly5Y4dO6ytrfl1gBm6fPny2bNnNRoNH2DBnA0fPlwI8e233yYnJ0uf8NbV1W3YsGHNmjVqtXrYsGFyFwgYCevAA/LTarXLli376aefhBAODg62trbSjb4ODg4vv/xycHCw3AUCRlVYWPj666+XlZWpVCo3N7eSkhKtVmttbT116tSIiAi5qwOMLTk5efbs2T4+PrNmzZK7FkBOS5Ys+emnn/R6vZWVlYuLS3FxsVar1Wg0Y8eOffLJJ+WuDjASAjygFPv27du0aVNubm5tbW379u19fHyGDx/u5OQkd12ADEpKShITE/fv319aWtq2bdvOnTvHx8c3ntkOMAf//ve/d+7cOXTo0PHjx8tdCyCz7Ozsn3/++fTp05cuXWrbtq2Xl9czzzwjja4HzAQBHgAAAAAAE8A98AAAAAAAmAACPAAAAAAAJoAADwAAAACACSDAAwAAAABgAgjwAAAAAACYAAI8AAAAAAAmgAAPAAAAAIAJIMADAAAAAGACCPAAAAAAAJgAAjwAAAAAACaAAA8AAAAAgAkgwAOAWTt//vybb745ePBgPz8/W1vb1q1bd+/efezYsUlJSXV1dXJXdxtarValUqlUqs8///y2nRMSEqTOpaWlRqjNaBwcHFQq1Ycffih3IQAAoMlZyF0AAEAedXV1b7755vz58ysrKw2NVVVVly5dOnLkyNKlS0NCQlatWtWpUycZi4RBYWFhUVGRhYVFcHCw3LUAAAB5EOABwEy9/vrrX3zxhRDC2to6ISGhR48e7u7uFy9ezM/PT0xMPHv27P79+3v16nX48GEPDw+5i4VYuHDhBx984ObmdunSJblrAQAA8iDAA4A52rRpk5TeAwMDk5KSHnroofpbP/zww48//njGjBlXrlwZM2ZMcnKyTGUCAADgf3EPPACYowULFkgPNmzY0CC9CyGsrKzeeeedYcOGCSF27tx54MABY9cHAACARgjwAGCOjhw5IoTo0qVLhw4dbtZnxIgR0oPU1NQHddzy8nKtVvug9qZktbW1lZWVer1e7kIAAEDzQYAHAHMkzTBfUVFxiz7h4eHTp0+fPn169+7dG2yqqKiYOXNmWFhYy5YtHRwcunfvPnny5Ozs7AbdvvzyS5VK1a1bNyHE0qVLfXx8HBwcLCwsWrVqFR0dvWTJEp1Od8NDJycnT5o0KTIysm3btg4ODn5+foMHD16/fv3N+jedOzxT8dds8Js3by4vL584cWLLli3t7OxsbGz8/f0nTJhQUFBww/1nZGQMHz784YcftrW19fHxmT59enl5eXZ2tjRh/oULF4QQkydPVqlUH3zwgRCiuLhY2jRnzpzGe0tKSoqNjW3Tpo2tra2/v/+4cePy8/Mf5LcDAADISw8AMD/9+vWTXgU+//zzu33uwYMH27Vr1/gFRaVSffTRR/V7zp8/XwgREBDwzjvv3PA1KCIiorS0tP5TampqEhISbvaaNXDgwLq6OkNnw0J3s2bNum3Z8fHxUuerV68+8DPV6/X29vZCiMTExB49ejR+irW1dWpqaoOnzJw5U61u+El6t27dtm7dKj0+f/68Xq+fNGlS4x3Onj27/nHff//96dOn3/C4aWlpd3i+AABA4QjwAGCOlixZYsh40dHRK1euLCsru5MnXrx40cXFRXri8OHDFy5cmJiY+Oqrrzo5OUmNH3/8saGzFOBtbW1VKpUQIiQk5P3331++fPlLL71kuPF+6NCh9ff/ySefSO0+Pj4zZ8786aef1q1b98knn/j4+EjtX3zxhaFzkwb4uzpT/V9BumPHjkKIrl27fvXVV+np6Zs3b37yySel/l5eXvX7//zzz1J7u3bt3nrrrTVr1nz44YcBAQFCCBsbm/oBXvLWW28JIdzc3BrUKR23c+fOQgh/f/8FCxZkZGRs2bJl6NCh0k68vb3v5HwBAIDyEeABwBzpdLqRI0fWv1RraWn5yCOPvPPOO7/99lt1dfXNnjht2jQhhIWFxc8//1y/PT8/v0uXLlJcLygokBqlAC+ZMGFCbW2toX9RUZFhPfOMjAxDu3RPvq+v77Vr1+rvv7S01NPTUwgxZMgQQ2OTBvi7OlP9X0FaCBEZGdmg+KefflradOrUKalFp9NJWb1r166FhYWGnmVlZY8++qjhm3bnAV4IERUV1eBTGMNx6x8CAACYLu6BBwBzpFKpvv/++6VLl4aGhkottbW1v//++7vvvhsREeHi4jJw4MDExMTa2tr6zyooKFi4cKEQ4p///KfhwrLE09Pzq6++EkJcv3590aJFDQ7Xvn37BQsWWFj879qlDz/88MqVKzUajRBixowZUmN1dbVOp2vXrt2UKVMcHBzq78HR0TEyMlIIkZeXd/+nf1v3fKYajebLL79sUPzEiROlB7m5udKDNWvWZGVlCSE+++wzd3d3Q097e/uvvvpKGrBwV9Rq9bx58wxhXjJ69GjpwalTp+52hwAAQIEI8ABgvkaPHp2enp6Xl7d48eKEhIQ2bdpI7ZWVlUlJSfHx8d7e3gcPHjT037JlS01NjRDipZdeary36Ohob29vIcSePXsabHrppZcsLS0bNHp7ez/zzDNCiJSUFL1eL4SwtrY+c+bM2bNnpavfDVy6dOmez/Ru3fOZ9u3b18/Pr0GjYap//V+T0m/btk0I4eHhERsb26Czt7f3gAED7rbgRx55xN/fv0Fj+/btGxwXAACYNAI8AJg7Ly+vCRMm/PDDD+fPnz969OicOXP69+8vTa52+vTp8PBw6VqxEOLkyZNCCHd39xtO7SaEkLKrob9Br169btg/LCxMCHH9+vXz58833qrX64uKin7//fdFixYNGzZs8+bN93iGd++ez9Rwr359jWeqky7Fd+3atfEmIUTjKH5bd3hcAABg0ixu3wUAYDb8/Pz8/PxefPHFY8eOTZw4MTU19fr16//6179++eUX8VfsLCoquvUY75KSkgYt0u3rjUlTvgkhTp06ZZjW7ujRo19//fXu3btzcnKuX79+fyd0j+75TNu2bXvn+7/ZpwM3a78FDw+Pu30KAAAwOQR4ADA7+/fvl1YybzCPXX1+fn5bt24NDAw8ffp0cnJyVVWVjY2NtCz5bel0urq6uvp3vN8sBhvG1VdWVkoPPvvsszfeeEOr1QohrKysgoKCvL29u3TpEh4enpiY+O23397ZKd6vB36mDUgfTNysc/0d3iFpNgEAANC8MbgOAMxOUlLSc88999xzz507d+4W3RwdHQcOHCiE0Ol0+fn5QggvLy8hRFhY2G2nSG0QQQsKCm54CMOkbtII8OTk5Ndff12r1QYEBGzcuPHatWsHDhxYtWrVu+++GxMTY2Vl9QBO/s7c85neIWnVt8LCwhtuPXv27P0UDwAAmisCPACYHSmdCiFSU1Nv3fPPP/+UHrRs2VIIIS2flpeXd7NJ0bRarVar1el0DdoPHDhww/579+4VQlhZWUnTrUmr09va2v7666+DBg2ytrau39mwaJwR3POZ3iFpDrzjx4/fcP/Hjx+/t90CAIDmjQAPAGYnMjJSysb//d//XVVVdbNu586dS0lJEUL4+/u3bt1aCCGt3H7hwoUNGzY07l9cXOzi4mJhYfH222832DR79uzG8TsvL2/lypVCiNDQUGm6NemKdMeOHQ3z4Rvo9fr9+/ff1Wnej3s+0zsUEhIihDhz5kxSUlKDTfn5+du3b7+33QIAgOaNAA8AZsfd3f3vf/+7EOLkyZPBwcE3DMaFhYVPPPHEtWvXhBCGmDpkyBBpPvnx48f/9ttv9fvX1NSMHz++rKxMpVKNGzeuwd7y8/OnTZsm3dkuuXDhwsiRI6V15t977z2pURpYfurUqYsXL9Z/elVV1bRp0w4dOiSEqL+TG6qtra2oqKioqKiurr7dd+Km7vlM79DYsWOdnJyEEK+99lr9++0rKyunTJlyi3O87ekDAIBmjEnsAMAcffzxxwcOHEhPTz927FhYWFhMTEzv3r3d3Nzq6urOnTuXlZWVlJQkZcVXXnnl2WeflZ6lUqnmzJkTHh5eUlLyt7/9LSEhISwszMPD4+TJkwsXLjxx4oQQ4o033ujUqVODw9na2n799deHDh0aOnSop6fngQMHfvjhh6KiIiFEbGxsZGSk1C02NnbRokVVVVXR0dFvvfWWn59fSUnJkSNH5syZk5eXZ2dnV1FRkZ2dvW3btr59+zo4ONzw1ObOnfvKK68IISZNmrRgwYLGHZYtW9aiRYubfWe8vb379+9/z2d6h5ydnb/66quRI0dmZWX16dNnwoQJgYGBOTk533///eHDh0NDQzMyMoQQ9W/7l262v3r16k8//eTj4+Pq6mqYtx8AAJiL207PAwBolq5evTp+/PhbzJquVqunTZtWV1fX4Im//vqru7v7zfrX7zl//nxp09atW52dnRs/5bnnnquoqKj/lAkTJtxwz6+99trq1asNLUOHDtXr9YZh+bNmzTLsYdasWVLjpEmT6u85Pj7+Tl4Wx44dew9nqtfr7e3thRBvvfVW42+1FPiFEElJSfXbly1bZmNj02DnU6dOnTNnjvS4qqrK0LnBYP7Zs2fXP+4HH3zQ+LjSmAUhREpKSuOtAADA5DCEHgDMlJOT0zfffHP48OG33347LCzM3d3d2trazc0tODj46aeffu+993JycubOndt4fbIBAwb88ccfr732Wrdu3RwdHR0cHIKCgsaOHXvkyJG5c+fe8Fj9+vU7evTotGnTOnbsaG1t7erqGhERsXz58uXLlze4GL548eKffvrp0Ucf9fDwsLa29vT0nDBhwqFDhz799NO4uLh//OMfzs7Otra20qR3Te0ezvSujBo1as+ePUOGDHF1dbWzs+vdu/f3338/b968S5cuCSFsbGzqT+M3ePDgDz/8sEOHDtbW1u7u7m5ubvdfAAAAMC0q/U3m1wUA4D59+eWXU6dOFUKUl5fb2dnJXY7JeP755xctWhQQEPDHH3/IXQsAAFAQrsADAGBs69ev79atW7du3QwL9RlotdotW7YIIYKCguQoDQAAKBcBHgAAY+vWrVtWVlZWVtaKFSsabPr++++l6f3i4uLkKA0AACgXs9ADAGBsHTt2fOKJJzZv3vzWW2/V1tbGxcW5urrm5uZu2rTpk08+EUKEhIQMGjRI7jIBAICycA88AKCpcA/8LZSWlkZERBw+fLjxJh8fn6SkJC8vL+NXBQAAlIwr8ACAptKuXbtHH31UCNF4Kns4OTkdOHBg2bJlK1asyM3NPXfunIuLS2Bg4FNPPTV+/Pj6888DAABIuAIPAAAAAIAJYBI7AAAAAABMAAEeAAAAAAATQIAHAAAAAMAEEOABAAAAADABBHgAAAAAAEwAAR4AAAAAABNAgAcAAAAAwAQQ4AEAAAAAMAEEeAAAAAAATAABHgAAAAAAE0CABwAAAADABBDgAQAAAAAwAQR4AAAAAABMAAEeAAAAAAATQIAHAAAAAMAE/D/lqocaB16qhQAAAABJRU5ErkJggg==)
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-22-23-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
---

```{r, include = FALSE}
library(tidyverse)
```

```{r chunk-setup, include = FALSE}
knitr::opts_chunk$set(echo = TRUE, eval = TRUE, message = FALSE, warning = FALSE,
                      #results = "hold",
                      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")

#- para mejorar los gráficos, bueno en realidad para que se vean igual en distintos SO
#- https://www.jumpingrivers.com/blog/r-knitr-markdown-png-pdf-graphics/
knitr::opts_chunk$set(dev = "png", dev.args = list(type = "cairo-png"))
```

```{r options-setup, include = FALSE}
options(scipen = 999) #- para quitar la notación científica
options("yaml.eval.expr" = TRUE) #- https://github.com/viking/r-yaml/issues/47  (lo puse x el pb con el warning) En realidad creo que mejor sería ponerlo en RProfile
```


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


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

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

<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/

```

