Yapay öğrenme’nin belki de ilk dersi Doğrusal Bağlanım (Lineer Regression)’dır. Andrew Ng’nin Coursera’daki dersinden esinlenerek basit bir çalışma yapacağız. Öncelikle timsahların ağırlığı ile burun uzunluğu arasındaki ilişkiyi tutan bir veriyi inceleyeceğiz. Ağırlık ve uzunluk arasındaki ilişkiyi, doğrusal bir denklem ile açıklayacağız. Bu işe doğrusal bağlanım ya da ingilizce adıyla lineer regression diyoruz. Çalışmamız iki aşamadan oluşuyor.
- İlk aşamada R’ın hazır lineer regression fonksiyonları kullanacağız.
- ikinci aşama ise, daha ileri bir seviyede, lineer regression’ın arka planında çalışan gradient descent (dereceli iniş) optimizasyon yöntemi ile veriyi açıkladığına inandığımız doğrusal denklemin parametrelerini kendimiz bulacağız.
Verimizi Oluşturalım
Aşağıdaki veriyi r-bloggers’dan aldım.
uzunluk = c(3.87, 3.61, 4.33, 3.43, 3.81, 3.83, 3.46, 3.76,3.50, 3.58, 4.19, 3.78, 3.71, 3.73, 3.78)
agirlik = c(4.87, 3.93, 6.46, 3.33, 4.38, 4.70, 3.50, 4.50,3.58, 3.64, 5.90, 4.43, 4.38, 4.42, 4.25)
timsah = data.frame(uzunluk,agirlik)
Veriyi Çizdirelim
plot(agirlik ~ uzunluk, data = timsah,
xlab = "Burun Uzunluğu",
ylab = "Ağırlık",
main = "Central Florida'daki Timsahlar"
)
grid(5, 5, lwd = 2)
![](data:image/png;base64,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Veriyi çizdiğimizde, burun uzunluğu ve ağırlık arasında doğrusal bir ilişkiyi saptıyabiliyoruz değil mi? Görünüşe göre, burun uzunluğu arttıkça, ağırlık da artıyor.
R Hazır İşlevleri ile Doğrusal Bağlanım
R ile bağlanım oldukça kolay. Bunun içinde aşağıdaki gibi lm()
fonksiyonu kulanılır. summary()
ile model parametrelerini elde edebiliriz.
Kolay.Baglanim = lm(agirlik ~ uzunluk, data = timsah)
summary(Kolay.Baglanim)
Call:
lm(formula = agirlik ~ uzunluk, data = timsah)
Residuals:
Min 1Q Median 3Q Max
-0.24348 -0.03186 0.03740 0.07727 0.12669
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) -8.4761 0.5007 -16.93 3.08e-10 ***
uzunluk 3.4311 0.1330 25.80 1.49e-12 ***
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Residual standard error: 0.1229 on 13 degrees of freedom
Multiple R-squared: 0.9808, Adjusted R-squared: 0.9794
F-statistic: 665.8 on 1 and 13 DF, p-value: 1.495e-12
Burada lm(agirlik ~ uzunluk, data = timsah)
komutunu kullanıyoruz. ~
işareti bağımlı ve bağımsız değişkenleri birbirinden ayırmak için kullanılır. Yukarıda pekçok bilgi var ama şu aşamada biz aşağıdaki bilgilerle ilgileniyoruz.
theta0 = Kolay.Baglanim$coefficients['(Intercept)']
theta1 = Kolay.Baglanim$coefficients['uzunluk']
print(c(theta0, theta1))
(Intercept) uzunluk
-8.476067 3.431098
Paramtrelerimiz şu şekilde,
- \(\theta_0 = -8.476067\)
- \(\theta_1 = 3.431098\)
Peşinde olduğumuz matematiksel denklem ise, \[y = \theta_0 + \theta_1 x \]
Değerleri yerine yazarsak
\[ agirlik = -8.4761 + 3.4311 * uzunluk\]
Bu doğrusal ilişkiyi verimizle birlikte çizdirelim.
plot(agirlik ~ uzunluk, data = timsah,
xlab = "Burun Uzunluğu",
ylab = "Ağırlık",
main = "Central Florida'daki Timsahlar"
)
x = seq(2,6,0.5)
lines(x, (theta0 + theta1 * x), col = "red")
grid(5, 5, lwd = 2)
![](data:image/png;base64,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Ufak Bir Tahmin Yapalım mı?
Artık elimizde, veriyi açıklayan doğrusal denklemin parametreleri olduğuna göre, tahminde bulunabiliriz. Uzunluk 4’e eşitse Ağırlık ne olacaktır?
x.nokta = 4
tahmin = as.numeric(theta0 + theta1 * x.nokta)
print(tahmin)
[1] 5.248326
plot(agirlik ~ uzunluk, data = timsah,
xlab = "Burun Uzunluğu",
ylab = "Ağırlık",
main = "Central Florida'daki Timsahlar"
)
x = seq(2,6,0.5)
lines(x, (theta0 + theta1 * x), col = "red")
# Tahminimizi büyük bir pembe nokta olarak çizelim
points(x.nokta, tahmin, col= 'pink', lwd= 23)
# Noktadan x ve y eksenlerine dik pembe çizgiler indirelim
segments(x.nokta, 0, x.nokta, tahmin, col= 'pink', lty = "dashed")
segments(0, tahmin, x.nokta, tahmin, col= 'pink', lty = "dashed")
grid(5, 5, lwd = 2)
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)
İleri Seviye - Doğrusal Bağlanım
Bu işi R’ın hazır doğrusal bağlanım fonksiyonunu kullanmadan yapabilir miyiz?
Model
Verimizde \(x\) bağımsız değişken olmak üzere, \(x^{(1)}\) birinci \(x\) gözlemimiz, \(x^{(2)}\) ikinci \(x\) gözlemimiz, .. \(x^{(i)}\) de \(i\)’inci gözlemimiz olsun. Aşağıdaki gibi bir modelimiz olduğunu düşünelim.
\[ h_\theta (x^{(i)})= \theta_0 + \theta_1 x^{(i)} \] Biz en iyi \((\theta_0, \theta_1 )\) değerlerini arıyoruz. Diğer bir ifadeyle, hatayı minimize eden \((\theta_0, \theta_1 )\) değerlerini arıyoruz.
Hata Fonksiyonu
Modelimizin ürettiği \(i\)’inci tahmin \(h_\theta(x^{(i)})\) ile gerçek çıktı değeri \(y^{(i)}\) arasındaki farkın mümkün olduğunca az olmasını istiyoruz. Bunun için \(h_\theta(x^{(i)}) - y^{(i)}\) farklarının karesini minimize eden \((\theta_0, \theta_1 )\) değerlerini arayacağız. Dolayısıyla hata fonksiyonumuz şu şekildedir.
\[
J(\theta_0, \theta_1 ) = \frac{1}{2m}
\sum^m_i \left(h_\theta(x^{(i)}) - y^{(i)} \right)^2
\] Burdaki 2, türev alındığında sadeleşecek, m ise ortalama hatayı bulmak amacıyla kullanılmıştır. Şimdi, R ile hipotez’imizin hatasını döndüren bir fonksiyon yazalım.
hipotez <- function(theta0 = -8.4761, theta1, veri = timsah){
x = veri[,1] # Bağımsız değişken
y = veri[,2] # Bağımlı değişken
m = length(x)
h = theta0 + x * theta1
hata = (1 / (2*m)) * sum((h - y)^2) # hatanın hesaplanması
return(hata)
}
Varsayılan argüman olarak veri = timsah
dediğimiz için, farklı bir veri kullanmak istemediğimiz sürece timsah verisini tekrar yazmamıza gerek yok. Burada anlatımı basitleştirmek için, \(\theta_0 = −8.4761\) kabul ederek yolumuza devam ediyoruz. Aşağıdaki örnekte \(\theta_1 = 3\) için hata değerini görüyoruz.
hata = hipotez(theta1 = 3)
hata
[1] 1.324207
Şimdi Farklı \(\theta_1\) değerleri için hata fonksiyonunu çizdirelim.
theta.degerleri = seq(0,7,0.05)
hatalar = theta.degerleri * 0
for (i in 1:length(theta.degerleri)){
hatalar[i] = hipotez(theta1 = theta.degerleri[i])
}
plot(theta.degerleri, hatalar, type = "l", ylab = expression(J(theta[0], theta[1])), xlab=expression(theta[1]), lwd = 3)
grid(5, 5, lwd = 2)
![](data:image/png;base64,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)
Aa, hata fonksiyonumuz bir parabol çıktı. :) Aslında bu oldukça beklenen bir durum, çünkü hata fonksiyonuz \(J(\theta_0, \theta_1 )\) gerçekten de ikinci dereceden bir parabol denklemidir. Bu tür bir quadratik denklemin minimum ya da maksimum noktası olacaktır. Biz bu noktayı arıyoruz. Sizce hata fonksiyonumuz, hangi \(\theta_1\) değeri için minimum oluyor? Daha önce bulduğumuz \(\theta_1 = 3.4311\) değeri olabilir mi?
plot(theta.degerleri, hatalar, type = "l", ylab = expression(J(theta[0], theta[1])), xlab=expression(theta[1]), lwd = 3)
# theta1= 3.4311'den bir dikme çekelim
segments(theta1, 0, theta1, 100, col= 'pink', lty = "dashed", lwd = 3)
grid(5, 5, lwd = 2)
![](data:image/png;base64,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Optimizasyon ile Öğrenmek Arasındaki İnce Çizgi
Optimizasyon ile öğrenmek arasında ince bir çizgi var. Çünkü, en iyi paramatre değerlerini öğrenmek ile optimizasyon aynı şeydir. \(J(\theta_0, \theta_1 )\) hata fonksiyonunu en küçük değerini arıyoruz. Bunu nasıl bulabiliriz? Basitlik açısından, \(\theta_0 = −8.4761\) kabul ederek boyut sayısını 3’ten 2’ye indirelim. Farklı \(\theta_1\) değerleri için \(J(\theta_0, \theta_1 )\)’in nerede en küçük değere ulaşacağını bulmaya çalışacağız. Bunun için \(J(\theta_0, \theta_1 )\) türevini alıp sıfıra eşitlemek asıl yapılması gereken şeydir. Bilgisayar biz programlamadığımız sürece, kendiliğinden türev alıp minimum noktayı bulamaz. Bilgisayara bu işi nasıl yaptıracağımızı görelim.
Gradient Descent -Dereceli İniş- Yöntemi
En iyi \(\theta_1\) değerini bulmak için rastgele bir değerden başlayıp, türevin tersi yönde adım adım ilerlersek, hedefimize ulaşabiliriz.
\[\theta_1^{(t+1)} = \theta_1^{(t)} - \alpha \frac{\partial}{\partial \theta_1} J(\theta_0, \theta_1 )\]
Yukarıdaki fonksiyon aracılığı ile, \(\theta_1\)’in değerini nasıl güncelleyeceğimizi tanımladık. Bu yöntemin adı, dereceli iniş - gradient descent - yöntemidir. Negatif \(\frac{\partial}{\partial \theta_1} J(\theta_0, \theta_1 )\) diyerek, türevin tersi yönünde (yani akıntı ile birlikte) \(\alpha\) adım (kulaç) büyüklüğü ile ilerliyoruz (yüzüyoruz). Burada dikkat edilmesi gereken nokta, algoritmamızın \(J(\theta_0, \theta_1 )\) amaç-hata fonksiyonun türevlenebilir olmasıdır. Ya amaç fonksiyonumuz türevlenebilir olmasaydı ne yapardık?
- Heuristic-Sezgisel Yöntemlere (örneğin, Genetik Algoritmalara) başvurmamız gerekirdi. Bu konuyu başka bir yazıya bırakalım.
- Arşimet banyonda çıkıp, Heuristic kelimesinin fiil hali olan eureka (keşfettim) diye bağırmıştır.
- Sezgisel algoritmalar, en iyi çözümü bulmayı garanti edemez.
- Sonsuz bir uzayda, en iyi çözümü değil, yeterince iyi bir çözümü arıyor oluruz. Bu bakış açısı çok daha gerçekçidir. (En iyi eşi ya da en iyi işi bulamazsınız, yeterince iyi olanla idare etmelisiniz :) yanılıyor muyum? İsterseniz arayın.. Hayatınızın sonuna kadar arayıp gene de hiç bir şey bulamayabilirsiniz!!)
Neyse bu konuyu kapatıp, biz işimize dönelim. :)
Kısmi Türevler
Hata fonksiyonun türevini bulalım.
\[
\begin{split}
\frac{\partial}{\partial \theta_j} J(\theta_0, \theta_1 )
& =
\frac{\partial}{\partial \theta_j}
\left( \frac{1}{2m}\sum^m_i \left(h_\theta(x^{(i)}) - y \right)^2 \right)
\\
& =
\frac{1}{2m}
\sum^m_i
\frac{\partial}{\partial \theta_j}
\left(h_\theta(x^{(i)}) - y \right)^2
\\
& =
\frac{1}{2m}
\sum^m_i
\frac{\partial}{\partial \theta_j}
\left(\theta_0 + \theta_1 x^{(i)} - y \right)^2
\end{split}
\]
Ufak bir hatırlatma yapalım. Bileşike fonksiyonun türevini nasıl buluyorduk? \[
(f o g)'(x) = f' \left(g(x) \right) * g'(x)
\]
Buna göre, \(\theta_0\)’a göre kısmi türev
\[
\frac{\partial}{\partial \theta_0} J(\theta_0, \theta_1 )
=
\frac{1}{2m}
\sum^m_i 2 \left(\theta_0 + \theta_1 x^{(i)} - y \right)
=
\frac{1}{m}
\sum^m_i \left(h_\theta(x^{(i)}) - y \right)
\]
Sadece \(\theta_1\)’a göre kısmi türev \[
\frac{\partial}{\partial \theta_1} J(\theta_0, \theta_1 )
=
\frac{1}{2m}
\sum^m_i 2 \left(\theta_0 + \theta_1 x^{(i)} - y \right)x^{(i)}
=
\frac{1}{m}
\sum^m_i \left(h_\theta(x^{(i)}) - y \right)x^{(i)}
\]
Bu kısmi türevlere bakıp, hangi \(\theta_0\) ve \(\theta_1\) değerleri için türevin sıfır yaptığını söyleminiz mümkün mü? Değilse, dereceli iniş yöntemine başvuracağız. Bu arada 2’lerin sadeleştiğini fark ettiniz değil mi?
Dereceli İniş Yöntemi ile Doğrusal Bağlanım
Dereceli iniş yöntemi, rastgele bir başlangıç noktasından, türevin tersi yönde \(\alpha\) adım büyüklüğü ile ilerlemek anlamına geliyor.
İniş algoritması
\[\theta_i^{(t+1)} = \theta_i^{(t)} - \alpha
\frac{\partial}{\partial \theta_i} J(\theta_0, \theta_1 )
\]
Şimdi mucizevi bir şekilde doğru \(\theta_0 = −8.4761\) ile başlayıp, en uygun \(\theta_1\)’in ne olduğunu bulalım. (Eğitim içeriğini kolaylaştırmak için bunu yaptık. Böylece değişken sayısını azaltarak \(J(\theta_0, \theta_1 )\)’yi iki boyutlu uzayda göreselleştirebiliyoruz.) Adım büyüklüğümüz \(\alpha = 0.043\) olsun. (Neden mi, benim ayak numaram 43 de ondan :) Tabiki bu kadar keyfi, davranmamak gerek. Çok küçük \(\alpha\) değerleri minimum noktayı bulmayı geciktirir. Çok büyük \(\alpha\) değerleri ise, sizi tam minimumu bulacakken size öyle büyük bir adım attırır ki, diğer tarafa savurabilir. Aşırı uçlarda olmayan bir adım büyüklüğü ile yola devam etmek gerekiyor. Acaba \(\theta_1\)’in nerden başlatsak? Sıfırdan başlayalım mı?
Yukarıdaki iniş algoritmasında, \(\theta_1\) için az önce bulduğumuz kısmi türevi yazalım,
\[\theta_1^{(t+1)} = \theta_1^{(t)} - \alpha
\frac{1}{m}
\sum^m_i \left(h_\theta(x^{(i)}) - y^{(i)} \right) \cdot x^{(i)}\]
Dikkat ederseniz, her adımda, \(1\)’den \(m\)’e kadar eğitim setindeki tüm verilere baktığımız için bu kısmen maliyeti yüksek bir hesaplama işidir.
Hesaplama
# Dereceli İniş Algoritması ile theta1'i güncelleyelim
dereceli.inis <- function(theta0 = -8.4761, theta1, alpha = 0.043, veri = timsah){
x = veri[,1] # Bağımsız değişken
y = veri[,2] # Bağımlı değişken
h = theta0 + x * theta1
yeni.theta = theta1 - (alpha/length(x)) * (sum((h - y)*x)) # Dereceli İniş Denklemi
return(yeni.theta)
}
Şimdi \(\theta_1^{(1)}= 0\) ile başlayalım. Ve \(\theta_1^{(2)}\), \(\theta_1^{(3)}\), \(\theta_1^{(4)}\) ve .. \(\theta_1^{(7)}\) değerlerine bakalım.
theta1.1 = 0
theta1.2 = dereceli.inis(theta1 = theta1.1)
theta1.3 = dereceli.inis(theta1 = theta1.2)
theta1.4 = dereceli.inis(theta1 = theta1.3)
theta1.5 = dereceli.inis(theta1 = theta1.4)
theta1.6 = dereceli.inis(theta1 = theta1.5)
theta1.7 = dereceli.inis(theta1 = theta1.6)
th <- c(theta1.1, theta1.2, theta1.3, theta1.4, theta1.5, theta1.6, theta1.7)
print(th)
[1] 0.000000 2.092017 2.908488 3.227140 3.351503 3.400039 3.418982
Şimdi bu \(\theta_1\) değerleri için hataları hesaplayalım.
th.hata <- th * 0
for(i in 1:length(th)){
th.hata[i] <- hipotez(theta1 = th[i])
}
th.hata
[1] 83.470908738 12.719662204 1.942983799 0.301503216 0.051476407
[6] 0.013392859 0.007592055
Nispeten büyük bir hata ile başladık ama çok hızlı bir biçimde, hata azalarak sıfıra kadar indi. Şimdi olan biteni görselleştirelim.
# İkili Çizim
par(mfrow=c(1, 2))
# Soldaki Çizim
plot(agirlik ~ uzunluk, data = timsah,
xlab = "Burun Uzunluğu",
ylab = "Ağırlık",
ylim = c(-10,10),
main = "Central Florida'daki Timsahlar"
)
grid(5, 5, lwd = 2)
x = seq(2,6,0.5)
renkler <- c("red", "orange","gold","green", "blue", "magenta","purple")
for(i in 1:length(th)){
h = -8.4761 + x * th[i]
lines(x, h, col = renkler[i],lwd=2)
}
# Sağdaki Çizim
plot(theta.degerleri, hatalar, type = "l", ylab = expression(J(theta[0], theta[1])), xlab=expression(theta[1]), main = "Hata Değeri")
points(th, th.hata, col = renkler, lwd= 5)
grid(5, 5, lwd = 2)
![](data:image/png;base64,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)
Yorum
Yukarıdaki görseller ne olup bittiğini anlamak adına çok faydalı. Solda veriyi açıklayan denklemleri ve sağda ise o denklemlerin hatalarını görüyoruz. \(\theta_1^{(1)} = 0\) başlangıç durumu soldaki görselde kırmızı renkli doğruya karşılık geliyor. Bu sağdaki görselde de, hata fonksiyonu üzerinde, kırmızı nokta ile gösterilmiş. Dikkat ederseniz hata oldukça fazla. Sonraki adımda ise, dereceli iniş yöntemi ile elde ettiğimiz yeni \(\theta_1^{(2)} = 2.092017\) değeri turuncu renkle gösterilmiş. Algoritmayı tekrarlı bir biçimde çalıştırarak her adımda, daha az hata yapan bir \(\theta_1^{(t)}\) elde ediyoruz, ta ki hata sıfır olana kadar. Bu sağdaki resimde, hata fonksiyonunu gösteren parabolün minimum noktasına gelmek anlamına geliyor. Biz yedinci tekrarda, \(\theta_1^{(7)} = 3.418982\) bulduk. Ve orada bıraktık. Böylece, sağdaki parabolde, mor renkli noktaya vardık. Nerdeyse minimumdayız.
\(\theta_0\) Nerede?
\(\theta_0 = -8.476067\) görmek isteseniz, soldaki resimde x ve y eksenleri ile biraz oynamamız gerekir.
# İkili Çizim
par(mfrow=c(1, 2))
# Soldaki Çizim
plot(agirlik ~ uzunluk, data = timsah,
xlab = "Burun Uzunluğu",
ylab = "Ağırlık",
xlim = c(-1,5),
ylim = c(-10,10),
main = "Central Florida'daki Timsahlar",
lwd = 6
)
grid(5, 5, lwd = 2)
x = seq(-1,6,0.5)
renkler <- c("red", "orange","gold","green", "blue", "magenta","purple")
for(i in 1:length(th)){
h = -8.4761 + x * th[i]
lines(x, h, col = renkler[i],lwd=2)
}
# Sağdaki Çizim
plot(theta.degerleri, hatalar, type = "l", ylab = expression(J(theta[0], theta[1])), xlab=expression(theta[1]), main = "Hata Değeri")
points(th, th.hata, col = renkler, lwd= 5)
grid(5, 5, lwd = 2)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABXgAAANhCAYAAABdAtNeAAAEDWlDQ1BJQ0MgUHJvZmlsZQAAOI2NVV1oHFUUPrtzZyMkzlNsNIV0qD8NJQ2TVjShtLp/3d02bpZJNtoi6GT27s6Yyc44M7v9oU9FUHwx6psUxL+3gCAo9Q/bPrQvlQol2tQgKD60+INQ6Ium65k7M5lpurHeZe58853vnnvuuWfvBei5qliWkRQBFpquLRcy4nOHj4g9K5CEh6AXBqFXUR0rXalMAjZPC3e1W99Dwntf2dXd/p+tt0YdFSBxH2Kz5qgLiI8B8KdVy3YBevqRHz/qWh72Yui3MUDEL3q44WPXw3M+fo1pZuQs4tOIBVVTaoiXEI/MxfhGDPsxsNZfoE1q66ro5aJim3XdoLFw72H+n23BaIXzbcOnz5mfPoTvYVz7KzUl5+FRxEuqkp9G/Ajia219thzg25abkRE/BpDc3pqvphHvRFys2weqvp+krbWKIX7nhDbzLOItiM8358pTwdirqpPFnMF2xLc1WvLyOwTAibpbmvHHcvttU57y5+XqNZrLe3lE/Pq8eUj2fXKfOe3pfOjzhJYtB/yll5SDFcSDiH+hRkH25+L+sdxKEAMZahrlSX8ukqMOWy/jXW2m6M9LDBc31B9LFuv6gVKg/0Szi3KAr1kGq1GMjU/aLbnq6/lRxc4XfJ98hTargX++DbMJBSiYMIe9Ck1YAxFkKEAG3xbYaKmDDgYyFK0UGYpfoWYXG+fAPPI6tJnNwb7ClP7IyF+D+bjOtCpkhz6CFrIa/I6sFtNl8auFXGMTP34sNwI/JhkgEtmDz14ySfaRcTIBInmKPE32kxyyE2Tv+thKbEVePDfW/byMM1Kmm0XdObS7oGD/MypMXFPXrCwOtoYjyyn7BV29/MZfsVzpLDdRtuIZnbpXzvlf+ev8MvYr/Gqk4H/kV/G3csdazLuyTMPsbFhzd1UabQbjFvDRmcWJxR3zcfHkVw9GfpbJmeev9F08WW8uDkaslwX6avlWGU6NRKz0g/SHtCy9J30o/ca9zX3Kfc19zn3BXQKRO8ud477hLnAfc1/G9mrzGlrfexZ5GLdn6ZZrrEohI2wVHhZywjbhUWEy8icMCGNCUdiBlq3r+xafL549HQ5jH+an+1y+LlYBifuxAvRN/lVVVOlwlCkdVm9NOL5BE4wkQ2SMlDZU97hX86EilU/lUmkQUztTE6mx1EEPh7OmdqBtAvv8HdWpbrJS6tJj3n0CWdM6busNzRV3S9KTYhqvNiqWmuroiKgYhshMjmhTh9ptWhsF7970j/SbMrsPE1suR5z7DMC+P/Hs+y7ijrQAlhyAgccjbhjPygfeBTjzhNqy28EdkUh8C+DU9+z2v/oyeH791OncxHOs5y2AtTc7nb/f73TWPkD/qwBnjX8BoJ98VVBg/m8AAEAASURBVHgB7J0HnBRF1sDfLrCkFUEyElRMKCqICdHDM3LG8zBnPM/smf0Q704984mYzsAh5gRmMWcxIQoYUE9EsiCiCOzCAsvufPXa69nunp7Zmd3unvQvf+t0VVd49a+mu/p11XslMROEAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAnlHoDTvJEZgCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQsAig4OVCgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCCQpwRQ8ObpwCE2BCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEUvFwDEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAATylAAK3jwdOMSGAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIICCl2sAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgECeEkDBm6cDh9gQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABFDwcg1AAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEMhTAih483TgEBsCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAApergEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAnlKAAVvng4cYkMAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQQMHLNQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAIE8JoODN04FDbAhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACKHi5BiAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEI5CkBFLx5OnCIDQEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAABS/XAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIACBPCWAgjdPBw6xIQABCEAAAhCAAAQgAAEIQAACEIAABCAAAQig4OUagAAEIAABCEAAAhCAAAQgAAEIQAACEIAABCCQpwRQ8ObpwCE2BCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEUvFwDEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAATylAAK3jwdOMSGAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIICCl2sAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQgECeEkDBm6cDh9gQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABFDwcg1AAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACEMhTAih483TgEBsCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQFMQFAeBlStXyptvvikvv/yyfPnll/LTTz/JL7/8IhtuuKFstdVW0qdPH+t39913ly5duhQHlDzt5bx58+TBBx9MkP7SSy+VJk2aJKSnk7BkyRIZPXp0OlnrzbPlllvKYYcd5soXhsyuBiKIhN2HuXPnykMPPZTQkxEjRkhpaXjf4mbNmiWPPvpoQrt77bWXDBw4MCE9k4Rs9cmW8ZNPPpFXX33Vjlq/HTp0kNNPP92VlmkkyGshyH97zn7oPX3o0KFWUpDyOtvg+DcCc+bMkYcffjgBx9/+9reEtEwTGLtMiZEfAhCAQHYJLF68WMaMGZMgxCGHHCLbbLNNQrpfwgMPPCDz5893nerWrZucfPLJrjQidQQWLFgg999/f11CiqOysjJp3bq19derVy9rXHR+mEvh2muvFf3TMHnyZOs93SufzvN0nlteXi4//PBDg98DvfVGFWeOExVp2ikqAjFCQRMwit3YVVddFWvTpk3MXNj1/q233nqxm2++ObZu3bqC5mJ3rqqqyuLzzjvv2Ek5//vuu+/6juOaNWsaLPv06dN960znmvHmMZONBDnCkDmhkZATwu6DXoNelhqvrq4OtWdmYujb7g033NDodrPVJ1vwW2+9NaFvRvFpn27wb5DXgvngliCj33WQaZr5yBLvX5DyxivlIE7gjTfe8B3D2traeJ6GHjB2DSVHOQhAAALZIfDZZ5/5PhPMR/y0Bdptt90S6thpp53SLh90xnx4X/rwww8TmGUyd+rfv3/MKNZjjXmfCpK7WZgV78+JJ56YULW+u5WUlFh59t1334Tz+ZDAHCcfRgkZ841AeMvCzB2VkF0C06ZNky222EL+/ve/y4oVK9ISpqKiQs4//3zZYYcd5OOPP06rTL5mevrpp62Vy8pn1apV+doN5IYABCAAAQhAAAIQgAAEIBA4gWJ5X9L3ZqNIFaPolZkzZwbOMdMKd911V9loo42sYrrDT3fZXn/99fLYY4/JSSedJL///e/FKJ6s88cee2ym1ZMfAhAoUAKYaCjQgVVTDEcccYRUVlY2qIfm67MMGjRIzMok2WOPPRpUR64WMl885dxzz5W33norV0VELghAAAIQgAAEIAABCEAAAlkhUKzvS19//bWY1dIyYcIE6104K/BNoy1atLDMPw0ePFhqamrk/ffft/688vzpT3+SE044wZtMHAIQKFICrOAtwIHXB5PaQE2l3FW7Q1tvvbVlsycZAn2YHH300fLjjz8my5KX6f369UO5m5cjh9AQgAAEIAABCEAAAhCAQNgEivl96ddff5XDDz9c1J5yNoMutlIfOuovxxvUjrD6X/Hz3+HNSxwCECgeAqzgLbCxNjaSrJW7fiYH9EFw5ZVXihr5V9MNtuMmVQhfccUV8sQTTyTQUOXuRRdd5OtAJiFzniSo4pqQHoGrr75a9MtwJsHYcc4ke97k3XzzzeWee+5JkLdp0/y+jW6wwQYJfdKE9ddf3zedRJEgr4XNNttM9B6cLBh76LLtttsmnD7llFPkggsuSEi3E4zddfswUHnjlXIAAQhAAAIQgEDBEiiU96VbbrlFjI1aa5x0TrV27VoxdnZl0aJFojtW77jjDlGFrjfoeTWFoLtisxl0Ba/KOWXKFPnmm28sWfU9Xk1JqOO9fA5BzqfzmQOyQyBIAvmtmQiSRIHUdffdd8tXX32V0Bu14TN+/HjZcccdE87pV0E99+9//1vOOeechPNPPvmk6MMx17yLJghKQuAEdOJgnFIFXm8+VtilSxf585//nI+ip5S5b9++okpqnfQ6g67wJ/gTCPJaaN68ecp/Y95xsSXS+3G6/zaDlNdun18IQAACEIAABCCQ6wS6d++edL5kHENbC5n0Pfef//ynGOeoru688sor8tFHH8nAgQNd6VFHmjVrJrvssov1F3XbYbbH/DRMutRdrARQ8BbQyOuXVuM1PqFHxsOmPPvss7LddtslnHMmnH322dYXwrFjxzqTra+cxquoXHjhha70ZBH9Mqp2m+bPn289UDfddNP4auFkZTJN1xVvc+fOtR7E22+/vXTt2jXTKgLLr9wnTZpkObLTL6qbbLJJyrrVkd3ChQutv59++knUXIauouzYsaPoaj6CPwFdTT5v3jxZsGCBdOrUSbbZZpvAV5lmOpb+kiZPXbp0qUydOlV0Nb06MmzVqlXyzBmcacw1pTa+VFH45ZdfulpMV8EbVp9UmMb0y9UZIoETUAckupJE778bbrhhyvpVSa3OS/TfrubVj4rl5eUpy/idXLZsmXUP0Hu//lvt3Lmz6MuB3v/1Om5oiOo60xVDugJH29N//+3bt2+oyGmXC7tvYd8z0+4oGSEAAQhAIE4g7Ht/vKF6DnJFjlRi6o61yy+/3FrRO3r06ISsN954o6ijuXRDGO/BusJY5w+6U1cXbeniDH2/DyqEIbMtG/MEmwS/EIiIgPG+SCgQAsYYvLrSTPj74x//mHYPjeI0Xt5sm4iZFYux+++/P2YUaynrMC/wsWuvvTZm7DXFzFfGeB0qj1FgxsxXR+u85ksVjOOzmFHeuf7OO+88q4iWHTlyZKx3796u+rUN85IfO/XUU2NmIuFb/b333huv04+RebjHz2sfnOG2226Ln7NlM1v1Y+Yrb8zYPoppWWed5itvzCjLnFXEVPannnoqZjyeuvI6y+mxWTEb+8tf/hIzCgxXeWfk3Xff9a3DKA+c2TI6Ngp53zqVWxChoTIb21cxM7GKbbnllr7y9ezZM3bggQfGJk6cmJaYjRlL8wU/4TrQ68FMilK2bSZjMb2GzYTM1QezajY2YMCAmPGGa5V/5513XOfta6O6utq3/iCvKeM12NW2UZj5tmknhtUnrT/IfpkPXq5+KVOjzLa74fo1Nsx8x1evvVmzZrnyNvRacFWSZkTH374WnL/Dhw9Ps4ZYLBN5zzrrrAQOn376qdXWf//735ix7x4zilWXTBtvvHHs5JNPjpmPMC6ZnnnmmZjZFhkzylxXfo3r/dp8HHDl94v88ssv1n22Xbt2rjqcLMwHk5hxKhozTkGt+7JfPd60IK8zbdcpj32szwgNem3pc8Gs1nblU27GzEYs1b27IffOIPvWmHumlzlxCEAAAsVAwGynd93r7WeCPgvSDbvttltCHcbxV8riQdz7G/O+ZAsXhBx2XZn8fvjhhwnMlL3ZiZpWNT///HPMLLhJqEPn68avTco6tM9BvAc7G9G5wSWXXBIzC4cSZNK022+/PT7n0Xd2+x3V/nXW5XcclMyNmSdkMj/16wNpEIBAIgFJTCIlXwmYFbYJDwB9sJkVgxl16dVXX014UU9VgSoj/SYi9oTG+av5UikvzVaYhD6oktmseI3pxMZZl9+xPuB0YuUNxvxEvWXt+sxWHlfx66+/PqGsPlSNbeKEdK3DfFGNzZ49O17H6tWrY3vvvbdvXrtN768qQMyq63gdzoOGvPA7y/sd56KC13wtT1CeeznZcWNPOnbuuefGVq5c6de9eFpjxrIh3I25lJj5yl7v2Kvsr7/+um8+PwVv0NeUVxGq12uyEFaftL2w+6XXi5+C1ziwSPgwpXn136FZnZ+AoiHXQkIlaSYEoeDNRN7jjjsu4TpUBvpcaNu2bcI5+9+g/uqHAbOy11LSq8LXec7v2OxYSPnxUF+GjU3veutx1j1s2LCYWS2Skm7Q11kyBa++nJmdMfXKr882s+PFV+ZMxk4rCLpvjbln+naIRAhAAAIFTiAbCt6g7v2NeV/SYQ1KjoZcIo1V8GqbV111le8zW+eJyUKQ78F2GzNmzIiZHVK+sjjnPPoRXd99/D6C23X5/QYpc2PmCZnOcfz6QhoEIOAmgILXzSOvYzvvvHPCg0BXl4YZPv7443pf+p0PIj1WJYGuVvQLfgpeXYFstosn9M1brx0323/jXzTtNhozYfF7cOmqUVXk2m06f43HU7tZS9Fw0EEH+eZzlvE71pXP3333Xbwu+yCMh2GuKXgvu+yyBjEz5kBiZtu4jSrhtzFjmSn3L774ItayZcu0+2G2rvvm9Sp4VXkV9DWlK6WNE4n4n3cFug0yrD5p/WH0y6u41n9nXgWv9tW7Cl/z6WpLVdz5hUyvBb860k3LBQWvcTISa9Kkie/16b136ar0Y489Nq28WvaAAw7wRTF58uSEFa/etpLFdRdEshDGdZZMwbv77runzUGf334hk2stjL415p7p1x/SIAABCBQ6gagVvEHe+xvzvhSkHA25RoJQ8OpOUr+5hSp+/ULQ78Hahu6W8u588pPJTtt///1jxrFugtx+8mpa0DI3Zp6QyRwnWX9IhwAE3ASwwWvujoUSzIQioStqWD6soIbozzjjDFG7iN6gNhHVRqraXDQPKpfRes1vtgGLURalZZtX7Qc7g9qqVfugavfWfCl2nrKO1T6vMVchBx98cMK5oBJeeOGFpFUZ5Ub83IsvvmjJEk9wHKgdSrNFV4xyzbJ9bLbKOM6KmC+ylvO7ESNGuNKjjHzyySdiVtCl1aSZjMiQIUPSypsqk9nWLddcc03SLOpowCi9fM+rXdATTjjBcohgFFK+ebyJ6Y6lt1x98YsvvtiyleWXT20tqw2tzz//XNQOs4YffvjBL2tCWhjXlNnOldbYhdUn7WQY/UqA50lQ5n/4wx9k+fLlrjN67Tz++OOy1157udKLNWLM9MS7rrZu1dGH/lvT+7s3qI04/bODOpHbddddLZvpxtSFnRz/1XHXZ5cxjRNP0wOzktiy/+5MVPvm5uOaZXfXbJcUY5pFjCLY8ojtzDdmzBjLYag+g7whyuvsvffeizevtofVRrvKq7J7g3nhsp5pyrahIaq+hXXPbGi/KQcBCEAgHwiY3X/y3HPPpSWqvjulG6K699cnT67IUZ+cqc4n81ejcx5vCOs9WOfafvMEtblrdqqKMU9nzZuWLFliifTSSy95RUsaD0tmb4PME7xEiEMgQgJufS+xfCWgtoHMZZPwZxRuoXVJ7dB629RVb/r11xn0i2qvXr0S8j766KPObNax3wpeuw3dqvLBBx/Et9+uWrUqpttx7fPOX91m7Ay6FcU8AK0/Zz77+Morr4yf16+3zuD3ZdIup6uRjULR6rOaktDtxGrDyQ5GQZQgn1E8J5jA0O25ul3Zrtf+3Weffeyq4r9hfO1MtoLXliOdX109myykK7Pa8PSzf6Xt65gahbNlr1IZm0myr10qzfuvf/3LV5TGjGW6fdCGX3vttYSxVLnU5qbXZMojjzyScqWvdwVvGNeULyxPYph90qbC6FeqFbxGqRvbdtttE8ZJV+ar3fFUIZNrIVU96ZzLhRW89r//O+64w2WH7rrrrkvgZ+fV36uvvjq2YsWKeDeNExPf/MZ7dTyPHqhJHmc9eqw7M9RenDfovdPPdITej/1CGNdZshW8Knf//v1jen+1g9rsTrZD4fTTT7ezxX8zudbC6Ftj7pnxTnAAAQhAoIgIJFvB632uZRpPZoM3yHt/Y96XgpSjIZdLECt4dRWy37gccsghCSKF8R6cbAWxmiBUE2nOoO8PutvTT15N8wthyNyYeUImcxy//pAGAQgkEvD/15+Yj5QcJ6AvuX43+FRbVRvTJXVmpkbcvW2qotQv6EPXa9LArGZKeGFPpuDVLdReR0fajip5VbHolUMd2iQL3rwaV+VvspDswWVWEifYjzSrk+PV6CTh7rvvjplVzjE126DbZ/TPeEKN53EeaF6vbF6Hb5o/jIdhrih4k9m+uummm5yo4sfK26wOTOCmphH8zFs0dCwz5e4nU6tWrSzFVVx4x8ETTzyR0Af7WnAqeMO6phyiJD0Mq0/aYFj9SqbgVSVbMrvYWqa+EMa/wWRt5oqC98wzz0wQUcfN7+OdXruHHnpoQn7ti58yVh2NOcPzzz+f8O9BzR0kC/qxUE09mN0OsXHjxsW+/fbb+IdAZ5mwrrNkCl79WOW0x27Los7X9Bll/xu3f/fcc087S/w33WstrL415p4Z7wQHEIAABIqIQJQK3rDu/Tpc9rPJ+ZvsfSlMOdK9dIJQ8GpbOl939lmPf/e737nECOs92M+njZprMLv9XO3bEbNSNkFWW3Y7j/0blsyNmSekO8ex+8AvBCBQPwFMNJi7YCEEc9P27YbxLu6b3tjEadOmxbeW23UZpZoYx2N21PVrXmbFKFTEOJKKp5uXcHn77bet9HhikgPdsq/mDLxB2zQvxdZ2Yec5s2rMGQ3l2Cg8pEePHq66jSI6HjeOv+S0006Lx/XAeIQXo+BwpdkR3X7sDd6t497zhRQ3tysx3nsTurTDDjvI+eefn5CuCcrbrCoUs7pbP1bF81RVVYlRmsqll14aT0t1UN9Ypirrd87PXIpxtiRqusQv/OlPf7K2b+u/iVQhm9dUWH3S/kbZL71OTjnlFDFKuQTU5gOV/PWvf01IL/YEfY6MHDkyAYOOm3EiaJlf8J688847vUliPFFb/1bNChXXOe/9Ws0ZeIOaOxg8eLCceOKJljmRbt26xbMcffTRon/1hSivM5XlH//4h2WKxSuXbrM0L3GWKRnnOX0+NDRE3beg75kN7TflIAABCBQzgajv/clY54ocyeTLJF3nPGYBkauI12RCWO/BWq836PuDmif0C+bjtmU2S80W1hfCkjlZu8wTkpEhHQLhEkDBGy7fyGpPZic1XbuemQpqVkcmFFEFpfnqmZBuJ5jt0C4Fr6abrUD26ZS/qewSqi1Tb/CzzevN09i4KuUyDe3bt3cVMVuRRW0vGgdXYlatuc5pRO3wFkswW4/ErHZL6K7aIFaFSLKgtjuNgwHLhqszj3Ge5YymPG7IWCar0JiZSJgYat6hQ4cmK2IpOI844ggxK5iT5kl2IoprKuo+aV/D6pcq0f1s2/Xu3dtSyCXjXMzpavNcP6b5BedHLfu83pO7dOliR12/fvm9L1JqA09tentfqNTmrv5p2HLLLcWsqBFjxkaMF2kxuyNc7aQbCes60/ZViZss+L2sBf3cCrNvQd4zkzEiHQIQgEAhEVD7/qnms86+mhWxroULznP1HYd576+vbef5XJHDKVM6x37vXt737DDeg9Uni1/b9fmU0feHdBS8YciciifzhFR0OAeB8Aig4A2PbaQ1ex+iduNhKXhnzJhhNxH/VWPvRx55ZDzuPfArk658fkpcu351+uMNakQ+zKATNFUwZBqM/VXRlWjvv/++9TD2c1LkrDPdiaCzTJDH6gzP2NRKq0pVyDQm+Cl3tT5dIVhf0Dzq3MEZ0lXwNnQsnW05j/0cSel5s5XdmS3huKEOEaO4pqLuk8IJq1/Old7OQfj+++/FbO9PeQ9z5i+m42Qrz5WBOlHzBnUAkix4X5I0n3dM9CX45JNPlttuuy1ZNZaSXhX1//nPf0QdL6qyVz+iGNu7ksnOlbCuMxXcu8PD2Rm/55YxYeHM0ujjsPoW9D2z0R2lAghAAAJ5QEAdlqoD0XSCMUtkvSukk9ebJ6x7v7ed+uK5Ikd9cjrPr1mzxteRc7t27ZzZxO+dtrHvwToP9Qup5lSav77zdp1hyGzX7f1lnuAlQhwC0RFAwRsd61Bb0tVVfiue0lWgOoXTl0x9YU4V/L4CGvtAMn78+FTFEs6lK1+y1WNaod+LckJDASfogz4TJcKoUaMsUwLJFGXJxNMtT9kMAwYMEGNLMxIR/FZzq6InlXLfFszPvIWu1EznWs50LO02k/36jbFuTTc2q5MVsdL9tqWnKhDlNRVVn7S/UfbLy/eSSy4RXSmR6n7jLVMMcePEI2k3/Z4VqT726L/pdMLNN98susPhySefrDe7/jt/8803rb8bb7xRjJNFOeyww1KWi+I6S7Wq2O/54VV0p+xAipNh9y3oe2aKrnAKAhCAAATSJBD2vT9NMbI6j0tXxmT5dN7hF7wLqcJ4D/ZT8KqiNNVHdpU11cdkZ1/CkNlZv/OYeYKTBscQiJZAdrVH0fa14FvbeeedE/qo2z2S2edNyPy/BLV5uscee4hxNiTz5s3zzRaUbdggFLzpKgx8O9LAxFQv7s4qjdd3y2bkhRdeKH5KMs2ryj8dO7/Vz9nom1P+KI/9lGo6sdG/+oJfHr80v3rSHUu/sn5pfmOm14Fx7OWXPZ6m10E6IRvXVNh90n5no19e3nq/U+UgwU0g049ofv+W3TXWH9OPW8ZDtKhdZH1RSDfoToDDDz9cnnrqKd8iUV5nfqubbaHSvT/Z+dP5japvQd8z0+kbeSAAAQhAwJ9AVPd+/9brUnNFjjqJMj/SVcd+QX19OEMY78F+c2398GscSjubTjhOV5Z08yU04ElI592deYIHGlEIREggPY1ChALRVMMJ6BZVXcXkDGrD6e6775aLL77YmZz0+IsvvhD902A8W8p5550nuorz3HPPleOPPz5ezm9V5eabby5/+MMf4nnSOahv27rWoQ+8MF6G05EvWZ5UK9qcZdT+0IQJE5xJ1rHajT3ooIPk97//vaXcVdvF6nhIt4g7Q7ZX8DplCfvY6TTJbksni6p081uha+fRXz/l+RZbbFHvSnQtm+5Yat50gtpy9Qs///yzpFqlm+xjireubFxTYfdJ+xh1v/r372/ZblYHjs6gCl41D5Duighn2UI9zvT+m2n+ZNx0las6Khs+fLgYT9Hy7LPPyquvvprg4NOvvDrSU/MyXqeWUV9nfrKFlRZV34K+Z4bFg3ohAAEIFAOBqO799bHMFTnqkzPVedvOvzePmsxwhjDeg/3q1Dbnz58vG2ywgbN51/GcOXNc8WQRv/rDendnnpBsFEiHQPgEUPCGzziyFg488EC5/PLLE9rTra7qGT7VaiK70OjRo+3D+O+UKVMS7BFtvPHG8fP2gW5fueWWW+xoXv1mujU2ndWWH374YYJyVxUf9957r5x00kkJfPwc7BSTgjeZ8lPtbNan4PVzmqVO/dIJ6YxlOvXYeTbddFP70PWrW6+S9VEzpjNBy9Y1FWaftO9R92urrbaS1157TdQe7KOPPupy7qcOv/7v//7PSlfZCNknoIpefXHUP71Xf/7555ZtQrVn/vbbb4vavfMGXfGizy6nDfGorzOvTGHGo+xb0PfMMLlQNwQgAIFCJhDlvV85JntfilqOMMa0qqpKHnrooYSqde6uzmadIYz3YD8FrLapcx51PpssTJ48OdkpV3oYMrsacESYJzhgcAiBiAlgoiFi4GE2p9tH1LSCNyxatEiuu+46b3JC/KWXXpK77rorIV2/Gh599NGudD+F21dffZVyG7p6+NSVlskmB64GQoz4KU11pXMmwW8bjbf866+/7k2SXXfd1Ve5qxn9lBRBrYRLECQHE1Tp5udZXm1qpgqq3PVbJb3NNtukKhY/l85YxjOncaD/XryrBrVYKvvUakNUFY31hWxdU2H2SfscZb/0Q9Qbb7whHTp0sD56XX/99QnYH3vsMfnggw8S0kmIlsAvv/xiKf/vu+8+y6matq73RN0BcfbZZ1s7Hn788cek/7a8jhajvM6iJRXtv6Gg75lRs6I9CEAAAoVCIMznWibvS2HKEdVYXXTRRfLrr78mNKe7Wb0swngPVlu7fqYNRo4cmfTdWd+rH3jggQSZ/RLCkNmvHU1jnpCMDOkQCJ8ACt7wGUfawogRI3zbUzuGxxxzjKxcudL3/NNPP22ZYPBTvup2Za9NxX322UfUrIAzrFixwjKs70yzj1V5OXjwYNGt3uqAR+38nnjiifLxxx/bWSL79XMKpF9tMwnpKF5V8eANXo72eVUwjxkzxo7Gf+uz2xrPWAAH+rVXr1FveOedd+TBBx/0Jltx9XarEy+vgl45Dx061LeMNzGdsfSWqS8+cODAhCwPP/yw9RU+4YRJuOeee9JawZvNayqsPimPKPulzu6cDiuOOOII8eubmqWpra31Gy7SQiSg/5b3228/SwGvSvhBgwZZJjP+8pe/+LaqL11qc9fPxIs3LcrrzFfYEBOj7FsY98wQ0VA1BCAAgYIlEOa9P5P3pTDlCHvwdDeQmsy78847E5paf/315bTTTktID+M9WJ+tal7KG/Rjte7Q9b6j6wKu4447LmGXrbe8HQ9DZrtu7y/zBC8R4hCIjgAK3uhYR9KS3rzPPPNM37Z0VdqWW25pKXLVgZo6oVH7k3vuuaelDFu6dGlCOf2SqCulvEFfvE899VRvslx11VWWYxznCVWe6gPLVlbqFmjdOqvt+20XcZYN49hPyfrMM8+ImkjQh+XLL78cSLN+dkvVttNnn32WUP/f//533xWDfmYbEgoXUIJ+TPD76qsfA9RRndqh0qArXvXjgCrm1CanN+gHjWRmBbx5w4hfffXVCXaj1bnB3nvvLXoN2IpDVWapCZVzzjknLTGyeU2F1SfteDb7pe3fdNNN+uMKeo+6//77XWlEwieg//71OaWrd53h/fffT/qhR+3z+nm+1h0TzpDt68wpS9DHhdy3oFlRHwQgAIFCIRDmvT+T96Uw5WjsWN1+++3WoiJ9l9C/E044QfTj/v777y9qg1Z92OhiEr+gq2fVnJc3hPUerItW/BTr+n697777yh133GG9P+uCLvUl8dFHH3lFSxoPS+akDXICAhDICgFs8GYFe7iNjho1Sj799FPxs8mzYMEC0ZWE+ldfULuHurI3mSM03cqiXzttxa3Wp8pb/ZqoD9OddtrJeulWhamme4MqjnU1XdRBV3V5PZI+/vjjVl+1L+oxPtMVvX598Hpc1Txav5rRUHZqI1YVlmrvKdlKZlW6axkdi2IIykQnMX4r0fW61j8141BRUWEp5P2Y6OrwCy64wO9UZGk69vrvwGvLSx2t6Ur2du3aWUos/SpfWVmZtlzZvKbC6pN2Ppv90vb1Q8GRRx6Z4ORQr0NdHeo3uddyhHAI6AuOPlvUyaIz6IuZmjrZbbfdrGeH7gzRZ506X/MGfWHr3r27Kznb15lLmIAjhdy3gFFRHQQgAIGCIRDmvT+T96Uw5WjsYKnT8IYE3Tnkt6LWriuM92B18Kt+Wvx2dap5Mf3zBlUI68KXdEIYMqfTLnkgAIEICZjl/oQCJGDMJcSGDBkSM5dSg/7M1orYI488Ui8Z8wBqUP3GG2nMKOkS6n/llVcS6jMruhLyOROMY7iEMmZlsDOL6/iSSy5JyO/lZBQH8TLGRmdC/gEDBsTPJzswqzNjRpmXUNbbljNuFLkJ+adNm+ZqwkxUEvJoHcZcgStfJpHp06f71mkcwmVSTdK8mchsVrfGjDMlX3mcrPyOzceImLEFnVSOho6lVphJHzT/vHnzYsZ2bdr9MF/mY8aRQ0J+M2nT6qwQ1jVl11/fbxh90jbD6pfZqZDAs0+fPr7dNHbMYsYRZUJ+vV94Q6bXgrd8JnEdf79rffjw4WlXk4m85sNEQntmtUvStsxOjoT8hx12WNL8w4YNS8hvbLwn5H/yySdjxmxLQl4/Ft4081IaM7sxEuoM6zozL1y+cuq9LFlI97mV7tiF1bfG3DOT9Z10CEAAAoVMwOzU830mmI/+aXfbfMhMqMMsnEkoH9a9XxvK5H0pTDkSOp0kwTh6S2DmnR+kGzc7CtN6rwr6PVi7ZhZFxXbeeee0+qLvGbfddptv3iSYYkHL3Jh5QrpznGR9IR0CEEgkgIkGc6cvxKArztTx1D/+8Y8EW7n19XeLLbaQJ554wtceqresftk0L6oZtaF2jnRVr9rizUbQVWD1rYjVlc6NDWobUm3H+jkO89atK83U1ICuIvSGcePGeZMKOq52m4xyxzJdoKup0w1//vOf5YsvvhB11pYLQb/CT5061bI3XZ88uqpbTZb4bctyls32NRVGn7R/2e6XyqDmYv7617/qoSvccsstMnPmTFcakfAJqA1tvfe1bt06o8aMAl+ee+456dKlS0K5XLjOEoQKKKGQ+xYQIqqBAAQgUHAEwrz3Z/K+FKYcUQ7a1ltvbc09xo4dW++7osoVxnuwmsYwC57EfCxP2XU1Z/X222+Lznu8IdV7bhgye9snDgEIZI8ACt7ssQ+9ZXVapbZIv/vuO8sR1UYbbZSyTX1A6JZyswIybQdVWqHa4v36668tu0a69TxZUJMNqrjT7SWZvrQnq7Mh6aoAVJtFm222WUJxVbCpmQDbRmpChgwTevbsaXl/P/300xM8sGpVauPYrGgT3aqvtpXMytWEFh599NEEw/oJmQosQZW8uk1buZgVBGJWtvr2UD8SqJ3Nl156yXJU5ud91rdgRIlq3kRth6qNXfOVPaFVVZiqAvHNN99M+4NHtq+pMPqkYLLdL5Xhsssus5x76bEd1ESK2n8mRE9A74f6se2GG25IMLfglUa9Q6vNZL1nqJmWZCEXrrNksjU2vZD71lg2lIcABCBQqATCuvdn+r4UlhxhjJu+I+s7q8qsiyx0nqdzcbOj0bLPm0mbYbwHt23b1lps9frrr1sLrtSviCp+ddGQmqm66667rEUk+s5q1u8liFvfIqowZE4QggQIQCArBEp0UW9WWqbRrBD473//ayl8Fy9eLCtXrhRV+uqLsf4FoXRVm4lqE1Ffyn/66SerTl0Zp+3oQzSXgl7633//vXz++ediTFrIdtttJ/rl1mzTDkXMX3/91VL2fvvtt5adX2PmwXIEhqfR+nGrwl0/PBgTAZbdYp3g6HipU4d84qcfW9Tesv47UccOu+yyi6/iv34iv+XIhWsq6D5pz3KhX+mOAfmiIaD3gB9++MH696+2y9WetdoH1GeL/qX6uJhMwkK+zgq5b8nGk3QIQAACxU4gjHt/Q96XwpAjH8Y2G+/BumP34IMPduHRd+65c+e60pJFsiFzMllIhwAEGk8ABW/jGVIDBCAAAQhAAAIQgAAEIAABCEAAAhBoEIFrr71Wli9fbjk41x1z9l8qZ7/qkE1X5DqDrvJ97733nEkcQwACRUKgaZH0k25CAAIQgAAEIAABCEAAAhCAAAQgAIGcI6C7PNV/izdcccUVcvnll3uTZfXq1ZYvHO8J3SVKgAAEipMANniLc9zpNQQgAAEIQAACEIAABCAAAQhAAAI5QEBNt/mFW2+91XJQXlVVZZ2urKy0fHyoI7YpU6YkFDn00EMT0kiAAASKgwAmGopjnOklBCAAAQhAAAIQgAAEIAABCEAAAjlIYPbs2Zazb1XgJgtlZWWiDoCThSOPPFIef/zxZKdJhwAECpwACt4CH2C6BwEIQAACEIAABCAAAQhAAAIQgEBuE3jmmWdk6NChos7tMg3l5eXyzTffSPfu3TMtSn4IQKBACGCioUAGkm5AAAIQgAAEIAABCEAAAhCAAAQgkJ8E1LzCQw89JJtttllGHfjTn/4k06ZNQ7mbETUyQ6DwCLCCt/DGlB5BAAIQgAAEIAABCEAAAhCAAAQgkIcEamtr5bnnnpPHHntMFixYIAsXLpQff/xR1qxZY/WmefPm0rt3b9lpp53klFNOkUGDBuVhLxEZAhAImgAK3qCJUh8EIAABCEAAAhCAAAQgAAEIQAACEAiQwPLly6Vly5aitngJEIAABLwEUPB6iRCHAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIJAnBLDBmycDhZgQgAAEIAABCEAAAhCAAAQgAAEIQAACEIAABLwEUPB6iRCHAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIJAnBFDw5slAISYEIAABCEAAAhCAAAQgAAEIQAACEIAABCAAAS8BFLxeIsQhAAEIQAACEIAABCAAAQhAAAIQgAAEIAABCOQJARS8eTJQiAkBCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAwEsABa+XCHEIQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAnlCAAVvngwUYkIAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQ8BJAweslQhwCEIAABCAAAQhAAAIQgAAEIAABCEAAAhCAQJ4QQMGbJwOFmBCAAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEvARQ8HqJEIcABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgkCcEUPDmyUAhJgQgAAEIQAACEIAABCAAAQhAAAIQgAAEIAABLwEUvF4ixCEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAEI5AkBFLx5MlCICQEIQAACEIAABCAAAQhAAAIQgAAEIAABCEDASwAFr5cIcQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACeUIABW+eDBRiQgACEIAABCAAAQhAAAIQgAAEIAABCEAAAhDwEmjqTSAOgTAJzJgxQ2688Uaprq4OsxnqhgAEIAABCBQMgfXXX1/++c9/iv4SIACB3CfAfDf3xwgJIQABCEAgtwgw3238eKDgbTxDasiAwJgxY+See+7JoARZIQABCEAAAhAYOHCgHHXUUYCAAATygADz3TwYJESEAAQgAIGcI8B8t3FDgoK3cfwonSGBdevWWSWOPvpo2W+//TIsTXYIQAACEIBAcREYPXq0fPTRR2I/P4ur9/QWAvlJwP73ynw3P8cPqSEAAQhAIFoCzHeD4Y2CNxiO1JIhgZ122klOPPHEDEuRHQIQgAAEIFBcBN544w1LwVtcvaa3ECgMAsx3C2Mc6QUEIAABCIRLgPluMHxxshYMR2qBAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIBA5ARS8kSOnQQhAAAIQgAAEIAABCEAAAhCAAAQgAAEIQAACwRBAwRsMR2qBAAQgAAEIQAACEIAABCAAAQhAAAIQgAAEIBA5AWzwRo7c3eDChQtl6dKlsmrVKuuvRYsWsv7660ubNm2kffv2onECBCAAAQhAAAIQgAAEIAABCEAAAhCAAAQgAAE/Aih4/aiEmFZRUSEPPvigPPLIIzJ9+nTReLLQtGlT2WabbWTnnXeWAw88UPbff38pKSlJlp10CCQQWLZsmehHhLKyMunZs6f1m5CJhMAIVFdXy9y5c2Xt2rXStWtXadeuXWB1U5E/gUWLFlkfycrLy6VHjx5SWsrGFH9SwaSuXLlS5s+fbz2LlHerVq2CqZhaIAABCEAAAg0kwHy3geAaWIz5bgPBNaIY891GwGtAUea7DYBGkZwgwJtwRMOwePFiOeuss2TDDTeUs88+2/KInUq5q2KtW7dOpk2bJnfffbel4N12223lxRdfjEhimsl3AjU1NTJz5kyprKy0FGDz5s3L9y7lvPyq+NIV+cpc2eu/YUJ4BPQeqsx1Eqb32CVLloTXGDVbBPS6XrFihSxfvlxmzZoFFQhAAAIQgEBWCTDfjR4/891omTPfjZa3tsZ8N3rmtBgMAVbwBsMxZS2//vqr7LPPPvLll1/G8+lKXF3hp6sqO3bsKC1btpTmzZtbCqHVq1dbL9D68NTVgGvWrLHK6Yrfgw8+WG666SY577zz4nVxAAE/Anrd1NbWxk9VVVXFjzkIh4CTcSwWE/23rCtLCeEQcPLWFrzxcFot3lr1fmI/j+BdvNcBPYcABCCQSwSY70Y/Gs75FvPd8Pk7eWtr3nj4EhRXC8x3i2u8C623KHhDHlFdWXbAAQfElbs77rijXHDBBbLXXntZit36mtctMJMnT7bMOtx3332i8fPPP18233xzy2RDfeU5DwEIQKBQCehLBQECEIAABCAAAQhAAAKFSoD5bqGOLP2CQPAEMNEQPFNXjePHj7fMMWjiUUcdJZMmTbJ+ddVuOqFZs2YyaNAgGT16tDz77LOicQ3Dhw93rc5Mpy7yQAACEIAABCAAAQhAAAIQgAAEIAABCEAAAoVFAAVvyOP54YcfWi2o/Vx1rtYYB0DqZG3kyJFWfWruYfbs2SFLT/UQgAAEIAABCEAAAhCAAAQgAAEIQAACEIBALhNAwRvy6HzwwQdWCwcddFB89W1jmhw6dGi8+IwZM+LHHEDAS6BpU7cFFm/cm5944wl4GXvjjW+BGpwEvHybNGniPM1xwATUdrzzI6WXf8DNUR0EIAABCECgXgLeZ5E3Xm8FZMiYgJexN55xhRRIScDLl/luSlyNPsl8t9EIqSCLBFDwhgx/wYIFVgs9evQIpKX27dvHFcUYWA8EacFWUlZWJp07d7b6p0qZbt26FWxfc6Vj6jjRnnSpGZYWLVrkimgFKUe7du3iTuz0eu/UqVNB9jNXOqUT3u7du1viOI9zRT7kgAAEIACB4iPAfDf6MWe+Gy1z5rvR8nbOcZ3H0UpBaxBoGAH3Er+G1UGpFAR69+4tn332mWWH97TTTkuRM71TavJBHa1p6N+/f3qFyFW0BHr16mUpdlXp6Fx5V7RAQu54mzZtrH+XNTU18Q8xITdZ1NXrNd2nTx/rnqj2yXUSRgiXQJcuXaRDhw5WI94VJeG2TO0QgAAEIAABfwLMd/25hJXKfDcssv71Mt/15xJmKvPdMOlSd5gEWMEbJl1T94ABA6wWxo0bJ++++26jWlu2bJlceOGFVh0bbLCBbLzxxo2qj8LFQUAVXyh3oxtrZW07Q4yu1eJtSZW6unoH5W5014AqdlHuRsebliAAAQhAoH4CzHfrZxRkDua7QdKsvy7mu/UzCjoH892giVJfFARQ8IZM+dJLL7WUPatXr5ZDDjlERo8eLWvXrs24VV0FvO+++1qrgbXw6aefnnEdFIAABCAAAQhAAAIQgAAEIAABCEAAAhCAAAQKiwAmGkIeTzXRcO2118rFF18sy5cvtxSzejx48GDp16+ftQpX7aS2bNnSste5bt06UWXwihUrZP78+TJz5kyZOHGiTJ8+PS6pKnqvuuqqeJwDCEAAAhCAAAQgAAEIQAACEIAABCAAAQhAoDgJoOCNYNwvuugiUedoZ511lqhjtIqKCnnhhResv0ybHzJkiDzyyCNsuc8UHPkhAAEIQAACEIAABCAAAQhAAAIQgAAEIFCABDDRENGgDhs2TObOnSsjRowQNdqdSWjevLll3mHChAny8ssvi9rfJUAAAhCAAAQgAAEIQAACEIAABCAAAQhAAAIQYAVvhNdAx44d5ZprrrH+5syZI5MmTZLvvvvOMseg5ht0Za86CCgvLxf1TqrmHbbaaivZbrvtrLQIRXU1NWbMGLnjjjskFou50hsS0X5rcJqcsBL4HwQgAAEIQAACEIAABCAAAQhAAAIQgEDeEBg7dqyMHz9exo0bJ23bts0buQtRUBS8WRrVjTbaSPQvH8K7774rn3/+eaCifvnll4HWR2UQgAAEIAABCEAAAhCAAAQgAAEIQAAC0RG46aab5JtvvhFdzKd+pgjZI4CCN3vs86ble++9V4YPHy61tbWNlvmII46Qb7/9Vrp169bouqigfgLLli2ThQsXSllZmfTs2dP6rb8UORpKoLq62jLFsnbtWunatau0a9euoVVRLk0CixYtkqVLl1q7HHr06IF98jS5NTTbypUrLQegJSUlorxbtWrV0KooBwEIQAACEAiEAPPdQDCmXQnz3bRRBZaR+W5gKNOqiPluWpisTMpK9Tu6E71Pnz7pFyRnKARQ8IaCtbAqVeVg3759A+kUyoBAMKZVSU1NjcycOdOlmN90003TKkumhhGYP3++pWzU0sq+f//+0rQpt9mG0ay/lJq1UeYadHLRokUL6dy5c/0FydFgAnpdr1mzxiqvL3hBPRsaLBAFIQABCECgqAkw341++JnvRsuc+W60vLU15rvpM586daqlb9CVu+o7ipBdAjhZyy5/WodAaARUCeNcdV1VVRVaW1T8GwEnY7VZvXr1atCESMDJW5vxxkNsuiir1vuJrdyFd1FeAnQaAhCAQM4RYL4b/ZA451vMd8Pn7+StrXnj4UtQXC0w381svKdMmWIV2GGHHTIrSO5QCKDgDQUrlUIAAhCAQNgEgnD8GLaM1A8BCEAAAhCAAAQgAIGGEmC+21BylIuCwKeffmo1M2DAgCiao416CKDgrQcQpyEAAQhAAAIQgAAEIAABCEAAAhCAAAQgAIE6AqzgrWORC0cYhwx5FDp27ChhfXX7+eefQ5ae6iEAAQhAAAIQgAAEIAABCEAAAhCAAAQgUEegsrJSZsyYYTlyxy9HHZdsHqHgDZm+end32kENuTmqh0CcgNe5lzcez8hBYAS8jL3xwBqiIouAl2+TJk0gEyKBkpISKS0tjT/TvPxDbJqqIQABCEAAAr4EvM8ib9y3EImNIuBl7I03qnIKJxDw8mW+m4Ao0ATmu+njtB2sbbvttpaSN/2S5AyLAAresMj+r9733ntPhg0bZn3ZsJvq0qWLcGO2afAbFoGysjLp3LmzLF682FLKdOvWLaymqPd/BLp27Sr6JVM9Ouvq/RYtWsAmRALt2rWT8vJyi7le7506dQqxNarWCW/37t1l3rx5Yh9DBQIQgAAEIJBNAsx3o6fPfDda5sx3o+Vtz3GZ79bPHfu79TOKOgcK3pCJ77rrrjJp0iQZMmSITJ482Wrt5JNPlmuuuSbklqkeAiK9evUSVezqBwVdeUcIl0CbNm2kf//+loK3WbNm4TZG7dY13adPH6murhblrRMyQrgE9ANlhw4drEa8K0rCbZnaIQABCEAAAv4EmO/6cwkrlfluWGT969V3OOa7/mzCSmW+mx5Z7O+mxynKXGh8IqCtX91ef/1168aszV1//fXy1ltvRdAyTUBALMUXyt3orgRljXI3Ot6q1NXVOyh3o2Ouil2Uu9HxpiUIQAACEKifgM69mO/WzymoHMx3gyKZXj3Md9PjFGQu5rv102QFb/2Mos6Bgjci4vqlc+zYsdbEQ23yHn/88bJixYqIWqcZCEAAAhCAAATylUALWS9fRUduCEAAAhCAAAQgAIECI6C6rO+++06aN28uOFjLncFFwRvhWAwcOFDOOeccq8WFCxfKv//97whbpykIQAACEIAABPKNQGl1mWwiu+ab2MgLAQhAAAIQgAAEIFCgBNTBWiwWE3Wwxu7V3BlkFLwRj4Xa3t14442tVkeNGmU5B4pYBJqDAAQgAAEIQCBPCPSYdJQ0ZwVvnowWYkIAAhCAAAQgAIHCJ4D93dwcY5ysRTwurVu3lscee0wmTJhgtTx79mzZZpttIpaC5iAAAQhAAAIQyHUCU2+vknZzt5cO5j8CBCAAAQhAAAIQgAAEcoEA9ndzYRQSZUDBm8gk9JSdd95Z9I8AAQhAAAIQgAAE/Agsmlwt7160yjq1ifT2y0IaBCAAAQhAAAIQgAAEIidgK3h32GGHyNumweQEMNGQnA1nIAABCEAAAhCAQOQEqpbWyoTDK6V27W9NN5UmkctAgxCAAAQgAAEIQAACEPASWLZsmXz//ffSsmVL2Xrrrb2niWeRACt4swifpiEQNgG9+apDv7KyMunZs6f1G3abxVx/dXW1zJ07V9auXStdu3aVdu3aFTOOSPq+aNEiWbp0qZSXl0uPHj2ktJTvlmGCX7lypcyfP19KSkos3q1atQqzuaKsWx1WvHRcpVTMqy3K/tNpCEAAApkSYL6bKbHG5We+2zh+DSnNfLch1BpehvluanZqf1fnq/369ZOmTVEppqYV7VlGI1retAaByAjU1NTIzJkzpba2Tkmw6aabRtZ+MTakii9VNmpQ9v379+ehF+KFUFFRYSkbtQmdiLVo0UI6d+4cYotUrdf1mjVrLBD6gte3b1+gBEzg42uqZM7L1a5aq+RHE+/oSiMCAQhAAAIizHejvwqY70bLnPlutLy1Nea7qZl/8sknVgbMM6TmlI2zLHXKBnXahEAEBFQJ41TuVlVVRdBqcTfhZKxfNVevXl3cQELuvZO3NuWNh9x80VWv9xNbuQvvcIZ/3lvV8uEV7nt1V2kqVfJDOA1SKwQgAIE8J8B8N/oBdM63mO+Gz9/JW1vzxsOXoLhaYL5b/3hjf7d+RtnKgYI3W+RpFwIQgAAEGkVAXyoIECgUApULa+WFoyskVlPXo5ZSIvtLuVSb/wgQgAAEIAABCBQfAea7xTfmud5jW8G744475rqoRScfCt6iG3I6DAEIQAACEIBALhGoXReTF46qkKqf3B8thhjlbrlxsDZJFuSSuMgCAQhAAAIQgAAEIFCEBH7++WfL54z6P9liiy2KkEBudxkFb26PD9JBAAIQgAAEIFDgBN67dJX88N46Vy93kZZiXGPKsxu/b9S7PVzniEAAAhCAAAQgAAEIQCBqArb93e233x7n1lHDT6M9FLxpQCILBPKRgNejpTeej33KdZm9jL3xXJc/3+Tz8m3SpEm+dSGv5C0pKXFN5Lz886ozOSTszOfWyqcj3fa6e0oz2ckoeGt2ETnlp82MtPjEzaEhQxQIQCCHCHifRd54DolaMKJ4GXvjBdPRHOmIly/z3XAHhvluar62eQYcrKXmlK2zKHizRZ52IRAygbKyMuncubPVSmlpqXTr1i3kFqm+a9euYk+6OnbsKC1atABKiATatWsnuj1Ig17vnTp1CrE1qtYJb/fu3S0QzmPINJzAslk18spJla4KyqVU1DRDSccS+Yu5vJev/O0+7spEBAIQgAAELALMd6O/EJjvRsuc+W60vJ1zXOdxtFLkbmu2ghf7u7k5RiwJyc1xQSoIBEKgV69elmJXlY6q5CWES6BNmzbSv39/qampkWbNmoXbGLU0jlmwAABAAElEQVRb13SfPn2kurra4q2TMEK4BLp06SIdOnSwGvGuKAm35cKrfd2amEw4rELWLKuzu6t3aXWq1rJJqTx6oMhD9xVev+kRBCAAgaAJMN8Nmmjq+pjvpuYT9Fl9h2O+GzTV1PUx303Ox1bwsoI3OaNsnkHBm036tA2BCAigaIwAsqMJnYShTHcACflQlbq6eocQHQEUu8GwfuuclfLTtBpXZbtLK+lqzDN8f4LIsAdcp4hAAAIQgEAKAsx3U8AJ4RTz3RCgpqiS+W4KOCGdYr6bCHbhwoWif23btpXevXsnZiAl6wRY0pf1IUAACEAAAhCAAASKicDXD62RL8escXV5U+NQrZ+xu1u1p8ig50Rqa52n3TZ6nWc4hgAEIAABCEAAAhCAQNgE7NW7AwYMEHZOhk27YfWj4G0YN0pBAAIQgAAEIACBjAn8PH2dvH662+5uW2N3dx9jmiG2kcjBv4j8srSu2pIS1fS+X5fAEQQgAAEIQAACEIAABCImYCt4sb8bMfgMmsNEQwawyAoBCEAAAhCAAAQaSmBtZUyeN3Z3162qq6GJOTxA1pOy5iVybT+Rd56tO6dH/fqNl2nTFrsTiUEAAgVJILZsmcRef1NiH08WmT1HZKW5WbQ0Dlt79ZSSHcyKqf32MQ4YOxZk3+kUBCAAAQjkNgFbwYv93dwdJxS8uTs2SAYBCEAAAhCAQAEReO2USvn1W5ftBdlTWksHaSofHily+YPuzh56qEjr1i8aBa87nRgEIFBYBGIzZ0rtVddJbNwTImvW+nbOcsfYtImUHHKQlP59hJRst61vPhIhAAEIQAACYRD45JNPrGpZwRsG3WDqxERDMBypBQIQgAAEIAABCCQlMO3fVfLtOLfiZmtpLltJC1l6gMh+491FN99c5P773WnEIACBwiNQO/Jmqem7vcQefCSpcjfe63U1EnvqWakZsIvUXPo3ibmNdcezcQABCEAAAhAIksDs2bPl559/lk6dOknPnj2DrJq6AiSAgjdAmFQFAQhAAAIQgAAEvAQWTa6Wdy502GUwGTpIE9nDrN6t6SOy+xciqx1+1Fq3Fnn6aZE2bbw1EYcABAqFQGztWqk5fpjUXnxp/Ypdb6draiV2/UipPehQiVVUeM8ShwAEIAABCARKgNW7geIMrTJMNISGloohkH0Cy4wtt4ULF0pZWZn1pU1/CeERqK6ulrlz58pa89LWtWtXadeuXXiNUbNFYNGiRbJ06VIpLy+XHj16SGkp3y3DvDRWrlwp8+fPtzznKu9WrVqF2VxB1F21tFYmHF4ptY7Fu2VSYtndbbpeiZzaXmTGN+6u3nOPyNZbu9OIQQAChUWg9rSzJPbwY43qVOylV6X2qOOkdMIzUlLEzz/mu426jDIuzHw3Y2SNLsB8t9EIM6qA+W4iLhS8iUxyMYU34VwcFWSCQAAEampqZKax6VZZWWkpwObNmxdArVSRioAqvlTZqMyV/bp161Jl51wjCVSYVUvKXCdhixcvliVLljSyRorXR0Cv6xUrVsjy5ctl1qxZ9WUv+vOxWExeOq5SKua57e7uY1butjUreJ/YT+S+992Yzj1X5Kij3GnEIACBwiJQe+u/JXb/Q4F0ylLyjvh7IHXlYyXMd6MfNea70TJnvhstb22N+W4icxS8iUxyMQUFby6OCjJBIAACa9askVqHbbaqqqoAaqWKVAScjFWxs9q55zpVQc41iICTt1bgjTeoUgolJaD3E72v2AHeNonkvx9fWyVzXq52ZehvbO5uamzvzvmjyLFPuU7JbruJjBzpTiMGAQgUFoGY+eBee+nfAu1U7MZREvvs80DrzJfKmO9GP1LO5z/z3fD5O3lra954+BIUVwvMdxPHW5lMnTrVOrHDDjskZiAlZwig4M2ZoUAQCEAAAhDIhIC+VBAgkKsE5r5ZLR/8w/1hras0ld2klaw2c+Nd3hZxXsJduoiMN47WmmI8K1eHFLkgEAiB2htuMhoah9HtIGqtjUntP68JoibqgAAEcowA890cG5AiFOe///2v6EryXr16WU7WihBB3nQZBW/eDBWCQgACEIAABCCQDwQqF9bKi8cYx0cOywwtjd3d/aVcSjqWyB+Nv7Vfltf1RJW6qtw1prsJEIBAAROImZ09sYcfDaWHsedfkJgxV0SAAAQgAAEIBEkA8wxB0gy3LhS84fKldghAAAIQgAAEiohA7bqYvHBkhVT95F5hPsQod8ubNJGR/UTe/NoN5F//Etl9d3caMQhAoPAIxCa+J7LCfPwJI9TUSuzV18OomTohAAEIQKCICaDgzZ/BR8GbP2OFpBDIiEBTzz5fbzyjysicFgEvY288rUrIlDYBL98mRnlGCI9ASUmJlDq8tHv5h9dyftU88f9WyQ/vux0sDpSW0lPKZPIBIiM8+pcjjhA5//zUfSzrW5I6A2chAIH8IPDpbzYM0xG25IxTpfSZ8VJysblBNE3v+Rb7ZEo6VRdUHu+zyBsvqM7mSGe8jL3xHBGzYMTw8mW+G+7QMt9N5IuCN5FJrqag4M3VkUEuCDSSQFlZmXTu3NmqRZUy3bp1a2SNFK+PQFezv9qedHXs2FFatGhRXxHON4JAu3btpLy83KpBr/dOnTo1ojaK1kdAJ7zdu3e3sjmP6ytXTOe/e3atTBnltq3ZS5rJjkbBu2yQyO9fdtPYaiuRsWPdad7Y0v4LpWxbFLxeLsQhkI8EYnPnpSV2yQnHyoprrpQbvvlKFp93jpRceF5a5WTu3PTyFVAu5rvRDybz3WiZM9+Nlrdzjus8jlaK3GmturpaPv/8c1EWAwYMyB3BkMSXAK48fLGQCIHCIKCG0FWxq0pH58q7wuhd7vWiTZs20r9/f6mpqZFmzZrlnoAFJpFe03369BGdeChvnXgQwiXQxXgC69Chg9WId0VJuC3nfu3Lvq+RV06qdAm6npTKfsY0Q23PEhk8W2Rtdd3p9dYTefppMR8p6tK8RzPlG5l5xiSRv3jPEIcABPKSwCpjgDuNUDJooLHLPV5GjBghixYtklv22U9iYpyz1RdWuR071pe9UM4z3412JJnvRsub+W60vLU15rt1zL/44gtZs2aNbLnllqL/9gm5TQAFb26PD9JBoNEEUDQ2GmFGFegkDGV6RsgalVmVurp6hxAdARS7iazXrY7J84dVyNrldXZ3dYuUOlVrWVYqZ5nNFF9/4i53330iW2zhTnPGVsgyOU0Ok5qWbnMPzjwcQwACeUagdeu0BI698ZZsfsZvX3Y+/vhjiZWk+crWulVa9RdiJua70Y4q891oeTPfjZa3tsZ89zfmmGeI/tprTItpzhYa0wRlIQABCEAAAhCAQOESePPslbLksxpXB3eXVtLFmGd49vci/3nVdUouvlhk6FB3mjNWK7Vynhwvc2WmM5ljCEAgzwmUbNTLrMStP8SeeFoGmt1Aw0qayKBPP5fayWZ7bP3FRDbeKJ1c5IEABCAAAQikRQAFb1qYciYTCt6cGQoEgQAEIAABCEAg3wh89cBqmT52jUvszYxDtX7G7u78PUQO9yh39zBp113nyp4Q+ZdcJhPltYR0EiAAgTwnsPOOaXeg6dPPyX/EvKqloxH+X60lO6Vff9qCkBECEIAABIqWAAre/Bp6nKzl13ghLQQgAAEIQAACOUJgyZfr5I0zV7qkaWvs7u5tTDOs3VxkoMeh/YYbiowbJ8YuuquIK/K8PC73yChXWs2SDDQ8rpJEIACBXCJQMmhXkQ3ahSNSmbFFP2TfcOqmVghAAAIQKDoCK1eulK+//tryddKvX7+i638+dpgVvPk4asgMAQhAAAIQgEBWCaytiMkEY3d3ncNnkk6qDpD1pNl6JfJHo5NdXFEnovpdfOIJkU6d6tK8R9NlmlxqLO86Q9nSlrJ64loxFhsIEMhbAgsXLpSlS5fKKuNkTP9atGgh66+/vuWwpX379lY8bzuXgeAlxmZ8yUnHS2zUbRmUSi9rydBDpWSDDdLLTC4IQAACEIBAPQSmTp1qOQ/fbrvtiuY5XQ+SnD+NgjfnhwgBIQABCEAAAhDINQKv/rlSfp1R6xJrT2ktHcyW6tu2E3npfdcpuflms6J3oDvNGftFfpIzjFO1NbI6nlwmzWWLWwbJN6tfiqdxAIF8IFBRUSEPPvigPPLIIzJ9+nTReLKgjmy22WYb2XnnneXAAw+U/fffX9ShUKGG0osvkJox94pUVAbXxWZNpfQflwVXHzVBAAIQgEDRE5g8ebLFYKeddip6FvkCABMN+TJSyAkBCEAAAhCAQE4QmHJrlcx4wqyqdYS+RhnbR1rItD1ELvQod084QeSssxyZPYfVUi1nyVGySBa4zlwtd0r5bFbkuaAQyWkCixcvNtf6WbKhsUdy9tlny0cffZRSuaudWbdunUybNk3uvvtuS8G77bbbyosvvpjT/WyMcCVdukjpLSMbU0VC2dIr/i4lW26RkE4CBCAAAQhAoKEEUPA2lFz2yrGCN3vsaRkCoRNYtmyZ6LbIMrMlsGfPntZv6I0WcQPV1dUyd+5cWbt2rXTt2lXatQvJzl4RM/Z2fdGiRda23/LycunRo4eUlvLd0ssoyLja4po/f761uk55t2rVKsjq86KuRR9Xy8SLHXYZjNQdpYkMNqt3K7YR+Z1HuWt0VUZxlbpr/5Tz5VP5wJVpmPxV/iTHyTPi8dLmykUEArlD4Ndff5V99tlHvvzyy7hQuhJXn4c6B+nYsaO0bNlSmjdvbil1V69eLStWrLDuKfrsXLPmN2eFuuL34IMPlptuuknOO++8eF2FdFB68kkS+/wLid12Z6O7VXLkYVI64v8aXU8+V8B8N9rRY74bLW9tjflutMyZ7/7GGwVvtNddEK2h4A2CInVAIAcJ1NTUyMyZM6W2tm4L8aabbpqDkhaOSKr4UhuDGpR9//79RbeeEsIhoFt+lbkGnYipTcfOnTuH0xi1WgT0uraVMPqC17dv36IiU/VLrUw4vFJqq+u6bSxqyv7G7m5p+xLZc7HI6nV159q2FXn6aTFKrbo075G6VHtMxriSd5U9Zbhc70ojAoFcJqD34AMOOCCu3N1xxx3lggsukL322stS7NYnu95P9EVSzTrcd999ovHzzz9fNt98c8tkQ33l8/F86agbRWdojVHylhxzpJSOHZ2P3Q9MZua7gaFMuyLmu2mjCiQj891AMGZUSbHPdxXWkiVLZM6cOaKLaPr06ZMRPzJnjwBLnbLHnpYhECoBVcI4lbtVVVWhtkflIk7GsVhMdHUSITwCTt7aijceXsvFWbPeT2zlbjHy1n/TLx1XKRXz6z6aKYd9pVzaljaRi7uJfPZT3bWhJkQfekikd++6NO+Rrtq9Qs51JfeQjeU2ecSsCW7iSicCgVwmMH78eMscg8p41FFHyaRJk6xfXbWbTmhmvBAOGjRIRo8eLc8++6zlsVvLDR8+3DWXSaeufMlT0sT8K791lFHQmiX+65VnJnbzMin917XS5JEHpMR83CzmwHw3+tF3zreY74bP38lbW/PGw5eguFoo9vmuPdr26t0BAwawQ9KGkge/KHjzYJAQEQIQgAAEEgnoSwUBAlERmHRVlcx5xbF01zS8vbG521vK5GXjPO22ul3plkh/+5sYe6LJpVN7u2p3d535zw6tjJmH0fKUtBXs7tpM+M0PAh9++KElqNrP1VW4jTGXo07WRo78zUatmnuYPXt2fkBooJRqrqHJt19KyXlni7RdP3UtrVtJyV9OlibffC7qrI0AAQgUPgHmu4U/xrnYw08++cQSCwdruTg6yWVCwZucDWcgAAEIQAACEICAzH2zWj680r0Lops0lUHSShZtL3Kw23yu7LuvyBVXJAe3RlbLGXKY/CKOJb8m+40yVjaXrZMX5AwEcpTABx/89o/goIMOiq++bYyoQ4cOjRefMWNG/LhQD0qMneImN4+UJj/Ok9LXX5TSa66UklOGSclRh0vJsBPk+uZN5CDjjPGXL6ZIk//cKSUbb1yoKOgXBCAAAQjkAAF7BS8K3hwYjAxEwDhkBrDICgEIQAACEIBAcRGo+KFGXjymQixjmf/rektjd/cPxu5uzYYlMvBbN49evUQefVTMCkZ3ujN2qZwm02WaM0nOlstkPznUlUYEAvlCYMGCBZao6nwxiNC+fXtLUay2eItpO3KJcUBXsvdeIvrnCG/NmSlvv/22TP5quhy0CcpdBxoOIQABCEAgBAKs4A0BagRVpnj9iKB1moAABEIj4HXu5Y2H1nARV+xl7I0XMZpQuu7l28TYMySER6DEGJV1brv28g+v5ezVXLsuJi8cWSlVP7nNgQwxyt3WZaVyXDORH1bWyWd0M/LkkyJGN5U0jJFR8rw87jq/t1mbd6783ZVGBAL5RKD3/4xNf/TRR4GIrSYfVLmrQR2WFnuwV1DZL9zFzsPZf++zyBt35uU4GAJext54MK1Qi03Ay5f5rk0mnN9inO96Sc6aNUt+/vlny3l1z549vaeJ5zABFLw5PDiIBoHGECgrK7NuylqHKmW6dTMegAihEuiqWyz/p2RUxzItitzxSaiwTeXt2rWzPLtqO3q9d+rUKewmi7p+nfB2797dYuA8LmQoE/9vlSz8oM5GrvZ1oLSUntJMxvQVeXqOu/f//rfIDju405yx9+R1Y4bhMmeSbCp9ZKTcZ9YEG69sBAjkKQF1wqJh3Lhx8u677zaqF8uWLZMLL7zQqmODDTaQjTFHILaC194y2yjABVaY+W70A8p8N1rmzHej5e2c4zqPo5Uiu63Zz5odd9wxu4LQesYEMNGQMTIKQCB/CPQye4VVsatKR+fKu/zpQX5J2qZNG2ulUU1NTSA2CPOr99FLq9d0nz59rFVe6oFdJ2GEcAl06dJFOnToYDXiXVESbsvR1/7dM2tkyqjVroZ7GcXujkbB+7XRZZ01xXVKTjlFrD93al1sjsw0q3SPM5YeauOJbYw7tbvlSSk3K4IJEMhnApdeeqnlXG316tVyyCGHyA033CDDhg2zPr5l0q/PPvtMTj31VNFfDaeffnomxQs2784772z1TV+61eESzzv3UDPfdfMIO8Z8N2zC7vqZ77p5RBErpvmuH097t4j9cdEvD2m5SQAFb26OC1JBIDACqvgiREdAJ2Eo06PjrS+5unqHEB2BQlfsKsll39fIK8McthdM2npSamzklsuqjUtkkNt8rmxvHK3dfnvyMaiUCjndOFVbIcvimcydQm6Vh2Ujs4aXAIF8J6AmGq699lq5+OKLZfny5ZZiVo8HDx4s/fr1s1bhdu7cWVq2bGntblm3bp2oMnjFihUyf/58mTlzpkycOFGmT58eR7Gv8VZ41VVXxePFfLDhhhtaH+wXLlxosdpss82KGYdv35nv+mIJLZH5bmhofStmvuuLJdTEYpjvJgNor+BFwZuMUO6mo+DN3bFBMghAAAIQgAAEIiawbnVMnj+sQtYur7O7q/as9jfK3eblpTJ4uUhl3SJcMTvI5amnxCit/AWNSUwukmFm/e43rgwXyzWyu+zjSiMCgXwmcNFFFxn70+3lrLPOshyjVVRUyAsvvGD9ZdqvIUOGyCOPPMIHUwc4fdF+9tln5eOPPxYUvA4wHEIAAhCAQGAE9APs1KlTrfow0RAY1sgqwgZvZKhpCAIQgAAEIACBXCfw5tkrZclnNS4xd5dW0sWYZ7jcmDKftLTulFmwb5RQIhttVJfmPbpVrpI3ZIIr+WA5Sv4iF7jSiECgEAioWYa5c+fKiBEjRLe4ZhKaGy+Fat5hwoQJ8vLLL5uPJ+brCSFOwGmmIZ7IAQQgAAEIQCBAArqTZtWqVbLpppvyHA6Qa1RVsYI3KtK0AwEIQAACEIBAThP46oHVMn3sGpeMm0mZ9DN2d9/pJ3L9b2ZB4+evvFLELDRMGl6TZ+XfZqWuM/SV/nKdjHYmcQyBgiKgTkavueYa62/OnDkyadIk+e677yxzDGq+QVf26nb68vJyUVueat5hq622ku222y7uODMbQD744APLSVxtrWOJfgMFefPNN62SS5YsaWANicXsrbK6gpcAAQhAAAIQCIOA/YyxPyqG0QZ1hkcABW94bKkZAhCAAAQgAIE8IbDky3Xyxpluu7ttjZ3cvY1phiXG3OUQj3L3gANELrsseedmyFfGNMPJrgztpZPcZZyqNZck9hxcuYlAIP8JbGSWt+tfPoTrr7++QeYkUvXt1VdftRTdqfKke063yqrd088//1zWrl2L/fl0wZEPAhCAAATSJmDb30XBmzaynMqIgjenhgNhIAABCEAAAhCImsDaiphMMHZ3162qa1knSAeoa7UNSmS3+SJOow2bbCLy0ENiPNnX5XceLZOlllO1VVKnMG4qTeUOeVy6SndnVo4hAIEcIXDrrbfKH/7wB4nF6uxvN1Q0VRYvWLDAcozW0Dq85dZbbz3Zcsst5euvv5bPPvtM7BW93nzEIQABCEAAAg0lYK/g5RnTUILZLYeCN7v8aR0CEIAABCAAgSwTePXPlfLrDPe27D2ltbQvbSrDzGLbWQ67uy1b/uZUrV07f6FrjCr4r3KszJNZrgxXyK2ygwxypRGBQLETWLx4saWw1F9VXm699daW+YZscNnEfLk588wzA2l67NixloK3SZMmgdRnV6IrqlTBqyusePm2qfALAQhAAAJBEFATSt988421Q6RfP2ObjJB3BFDw5t2QITAE0iewbNkyWbhwoXWT7tmzJ9v50kfXoJzV1dWWcxndOtm1a1dpl0wD1KDaKeRHYNGiRbJ06VLLbmOPHj3wuO4HKcC0lStXyvz5883K1RJR3q1atQqw9uxUNeXWKpnxxFpX432NEYU+xozCI5sbJ2r/dZ2Su+4SSTXnvV6Gy4fylqvQ0cal2lFyiiuNCAQKlYDasJ0xY4ZMmTLFMiWgL4n9+/d3dVdXt6ojtkcffVRqaurWx5eVlcnRRx8tt912m2Wf11WIiKXUve+++ywFLzjqCDDfrWMRxRHz3Sgou9tgvuvmEXasEOe76TD79NNPRZ/h+txWx6eE/COAgjf/xgyJIZAWAX1hmjlzpnWTtguoN0xCeARU8aXKRg3KXl9omzblNhsWcf3KrMw16ESsRYsW0rlz57Cao15DQK/rNWt+c0KmL3h9+/bNay4LJ1XLxIsddhlMbzpKExlsVu9+v4XISR7l7hlniJx4YvIuPyOPyH1ymyuDrtr9h9zsSiMCgUIloKYDjjnmGGsFkLOP++yzj+XATD98/vDDDzJ48GCZNcu9yl3z6wfSBx54QN555x158sknZYcddnBWU/TH9qpdewtt0QMxAJjvRn8VMN+Nljnz3Wh5a2uFNt9Nl6D9bLGfNemWI1/uECjNHVGQBAIQCJKAKmGcnqCrqqqCrJ66fAg4GasNv9WrV/vkIikoAk7eWqc3HlQ71PMbAb2f2MpdTcl33lW/1MoLR1RKbXXdCJdJiWV3t7pziew6oy5dj3baSeSWW9xpztgX8qlcJkYD7Ahqb1ft7jYz/xEgUOgEnn/+eVETArq90xtef/11y76t3kdOOumkuHK3W7ducsQRR8jw4cPl8MMPj3+kmzt3rhx11FF5f5/xcmhsfNttt5WWxk7Md999J7pqlSDWc4n5brRXgvP5z3w3fPZO3tqaNx6+BMXVQqHNdzMZPRysZUIrN/Oi4M3NcUEqCEAAAhCoh0AQjnDqaYLTBUpAr52XjquUivluu7v7Srm0KWsifzSLlJc6/Cx17ChmNaEYMzf+QJbIj0a1e7isld9WN2uu5sbEw13ypLSXTv6FSIVAARHQFWZnmCXuugJXgyp6L730UrnkkktElZIadGXQeeedJ2+88YYV1/xqymHcuHFy3XXXyfjx4624KoA1fP/993L11Vdbx/zvNwK6K0h3B+k9zH4Rhw0EIFDYBJjvFvb45lLvWMGbS6PRMFlQ8DaMG6UgAAEIQAACEMhTApOuqpI5rziW7pp+bG8Usr2lTP7VVeQtx8I49ZH02GNibA77d3atUeueJUfKYlnoynCdjJa+4rY76spABAIFRODGG2+0bP5rl1RZ+9FHH8m1114rN9xwg2WL13Zedvvtt1u9PuSQQ+TOO++U1q1buyi0adNG7r33XsuEg55QW7woN1yILOW5pqDgdXMhBgEIQAACDSegtvHVd4+aUtpss80aXhEls0oABW9W8dM4BCAAAQhAAAJREpj7xlr58Eq3yZpu0tRYym0lH5v57N/muqW55hqRvfZypzljV8hfZapMciYZl2oXysHGrRoBAsVCwF71s/fee1vmFtQRox101enNN98svXv3tpNk1KhR8WPvgZZV5bCGysrKuK11b75ijdu2EW3mxcqBfkMAAhCAQHAE7I+G+oxxPsODa4GaoiCAgjcKyrQBgSwQ8Dr38sazIFLBN+ll7I0XPICIO+jl20SXWhJCI6CTvdLSummDl39oDQdYccUPNfLiMZUiDssMLY3d3T/IerJ8wxLZ5zt3Y3/8o5gt5u40Z+whY4RhvHGr5gy7yz5ysbCt3MmE48In8PXXX1udPPDAA307W2bsm+yxxx7Wufbt28smm2zim89OVA/e9v3Grts+V+y/u+yyi4UABe9vV4L3WeSNF/v1Ekb/vYy98TDaLOY6vXyZ74Z7NRTCfLchhOxniv0RsSF1UCb7BOre1LIvCxJAAAIBEtCXqc6dO1s16kuSOjIhhEuga9euYk+6OhqjnS1atAi3wSKvXbcQlZeXWxT0eu/UCVunYV4SOuHt3r271YTzOMw2g6y7dl1MXjiyUqqWOIzrmgaGGOVuy1alsucS47jE0aDuTnvgATGrGByJjsOPZaJR417oSBHpJZvKrfKwlJr/CBAoJgLLly+3urv++usn7bZ9v9Z7dzrBfp7qKl5CHYGNNtrIet4tWbIk7qyu7mzxHTHfjX7Mme9Gy5z5brS8nXNc53G0UkTfmq3gVRv6hPwl0DR/RUdyCECgPgK9evWyFLv6kmSvhKmvDOcbTkBtB6rzk5qaGmnWrFnDK6JkWgT0mu7Tp49UV1dbvHUSRgiXQJcuXaRDhw5WI94VJeG23PjaJ/7fKln4wTpXRQOlpfSUZnK2+U4w/ae6U2oW9OmnRcw/ad/wg8yVc+RoqTH/2aG1cdA22jhVayNt7SR+IVA0BLbYYgv59NNPLXu7tpM0b+enTp1qJc2aNUtWrVolrVq18maJxz/44APr3q4Jep8nuAnoC/iECRMsx3X1rYZ2lyzMGPPdaMeV+W60vJnvRstbW8vn+W5DaOm765QpU6yirOBtCMHcKcMSk9wZCySBQCgEVNGIcjcUtL6VKmuUu75oQklUpa6u3kG5Gwpe30pVsZtvyt3vnlkjU0atdvWnl1Hs7mgUvM9tJDLaodzVTP/5j0jfvq7s8UiVrJLT5TBZKj/H0/TgJrnfrN9FEeWCQqRoCNhK2DFjxsg333yT0O/nnntO3nvvPSu9trZWNF+qMH78eOu03mtw9pJIyl5hZa+4SsxRfCnMd6Mdc+a70fJmvhstb20tH+e7DaX01VdfWTbv9YOh7kIl5C8BFLz5O3ZIDgEIQAACEIBAPQSWfV8jrwxb6cq1njGhsJ9ZcbugR4kcOcd1Sv76V5FjjnGnOWPDjQu1b+QLZ5KcL5fL3nKQK40IBIqJwDnnnGN9TF6zZo3suuuuctddd1mKXlVA/u1vf5PDDz/cwjFgwADrd8SIETJx4kRfRJr/nnvusc4NGTLE+ojnm7GIE7HDW8SDT9chAAEIBEzA/lhofzwMuHqqi5AAJhoihE1TEIAABCAAAQhER2Dd6pg8f1iFrF1eZ3dXv2zvb5S7TdYvld3ni8PIgsigQSIjRyaX7275l7xozDA4w35yqJwplzqTOIZA0RHYcccd5dRTT5W7775bli1bJmeeeWYCgw022EBefvll2WabbWTx4sWyxx57yMknnyx77bWXZU5KPXi/9tpr8sYbb1hl1YTD7bffnlAPCSLKW1dQTps2TdauXYsSnIsCAhCAAAQaTGDSpElWWfvjYYMromDWCaDgzfoQIAAEIAABCEAAAmEQePPslbLkszo7udrG7tJKOpc2k6Em+QdHo+qTUneFJzOf/Y68bMww/MNRQmRz2VpulLFSYv4jQKDYCdx6663S2hiwHjVqlMRidR9VlMt6661n2YzVrZ8333yzHHvssVaesWPHiv55gyovR5qvLepQjJBIQG2gbrnllvL111/LZ599JthMTGRECgQgAAEIpEeAFbzpccqHXCh482GUkBECEIAABCAAgYwIfPXAapk+do2rzGZSJv2M3d07jTJ3wqK6U8bMp4wbJ2YVYV2a82i2zJDz5ASJmf/ssL60M07VnjLqYuORjQABCFirSFUpO3ToUHnllVfEdqqmzkd1Ra86rdFw9NFHy8qVK+Wiiy6S5cuXJ5BTpe4DDzwgv/vd7xLOkVBHQLfSqoJXX8xR8NZx4QgCEIAABNInsGLFCsukkvo00ec1Ib8JoODN7/FDeghAAAIQgAAEPASWfLlO3jjDbXe3rbG7u7cxzfBFd5FzF7gL3HCDyODB7jQ7ViEr5DTjVK3S/Nqh1NR1uzwqPWRjO4lfCEDgfwQGDhwo+pcqnHLKKXLYYYfJww8/bL1Y/vLLL7L11ltLv3795Pe//72Ul5enKs45Q0C30t53332WgldtIBMgAAEIQAACmRL45JNPRJ2fqnJXlbyE/CaAgje/xw/pIQABCEAAAhBwEFhbEZMJxu7uuqq6RJ3sHCDryZr2JbKXR7mrvp8uuKAur/OoVmrlAjlRZsm3zmQZYWzx7ip7utKIQAACmRFo27atnH322ZkVInecgO0Mx7adGD/BAQQgAAEIQCBNAvYzBPu7aQLL8WwoeHN8gBAPAo0hoI5OFi5caH2N69mzJ1/lGgMzjbLV1dUyd+5cy+FJ165dpV27dmmUIktjCCxatEiWLl1qrfbq0aOH5XSmMfVRNjUB3VY9f/58KSkpEeWtTpByLbz650r5dUatS6w9jRmFDZo1ld+ZRbjLHGf69BG5915HgufwZrlC3paXXKmHynFykrBazgWFCAQgEDmBvn37WjaPv//+e9EV0O3bt49chlxpkPlutCPBfDda3toa891omefDfDcoItjfDYpkbtSjzqQJEIBAARKoqamRmTNnSmVlpaUAmzdvXgH2Mre6pIovVTYqc2W/bt263BKwwKSpqKiwlI06CVOP7EuWLCmwHuZed/S6Vltdajdz1qxZOSfg1NuqZMYTa11ybS3NpY+0kL+bHd8fV9ed0h3gTz8t5uNAXZrz6CVjX/cuMbYbHGFb2UGuljsdKRxCAAIQyA6BJk2ayIABA6zG7Rf07EiS3VaZ70bPn/lutMyZ70bLW1vL9flukETs5wcreIOkmr26WMGbPfa0DIFQCaxZs8ayp2M3UlXl2K9sJ/IbKAEnY/Ugvnr1auwIBkrYXZmTt57xxt25iTWWgNrn0vuKHcLk/dVXX1me4fUlctWqVdZKYd2FoPY5t9pqK1sE1+/Cj6rl3YtWudI6ShPZw6zefdP4dvrXj65TxnalGC/07jQ79o18IZfIn+2o9dtRuhiF7xNGXdzclU4EAhCAQLYI6Av5xIkTLTu8+++/f7bEyGq7zHejx+98/jPfDZ+/k7e25o2HL0FxtRDlfDfbZGfPni0//fSTdOzYUTbeGL8S2R6PINpHwRsEReqAAAQgAIHICehLBaFwCKg5mdtuu81yuvTDDz8k7Vj37t3l+OOPF3UqpKZQNKz6uVYmHFEptY4VumVSYtnd/aVDiRzqUe5eeKEYB0/+TSyVn+V041RttdR9FGsmzeQOGSedpZt/oZBTzUI9AgQgAIEEAtjhTUBCAgQKjgDz3YIb0pzpkL16136W5IxgCNJgAphoaDA6CkIAAhCAAAQg0FgCasrkiiuukE022URuuOEGSaXc1bYWLFgg1113nZX/n//8p1SvrZaXjqmUygVuu7v7Srn8P3vnAV9Flf3x30snhEAogdBCpCgKKIqgKKBid9U/dkVQ14a9YV1777oKCva1/C2IbV11/6uABTuCgCAsAgHpHRJIf/9zJsx7cx8JpLyZ1343n8fce+fW7wwzd86cOadpRjIOWyvaLo5BDhkCPPigI8MRrUAFrsRZWIZCRy5wN8ZgXxxg5HmVSE6qwqB9uVzzijf7IYFYImB/UqsP6RQCxdKR41hJgARIIPIE6GAt8scg3CPgE0O4ibI9EiABEiABEiCBOhFQx0BHHnkk7rrrLsP8Q10qqwmUO+64A1fs8SIK/+NQ3ZXK+4nN3a5Iw4WyypnvaKy9KOC+/TaQUsv3S/dhNL7Hl44awEhcilPFrVokggpszj96Gtq38UWie/ZJAiQQ5QTay0VNHV6qXfS5c+dG+Wg5PBIgARIggWgiQA3eaDoa4RkLBbzh4chWSCDqCKSESDBC01E34DgYUCjj0HQcTDGqphDKVx3OMLhHwOfzISkpuGwI5V/fntXml34SNnny5PpWDZTvjiHouujkQFoj7ZGCgcjE6+JQ/nWHSd7UVGDCBKBtW6N4IDEBr+A1sbLrDAMwGLfgEWeWt/GVt+LgvZZ62yd7IwESiCkCthavrYkVU4MPw2BD70Wh6TB0wSZCCIQyDk2HFGeykQRC+XK920igu6ge7vXuLrqL2O6ysjJMnz7dWtv3798/YuNgx+ElEHxSC2+7bI0ESCDCBNLS0kSQUS3JUKGMankwuEtA7YHaiy41Vp+RkeFuhwneek5OTsCJnZ7vubm5CU7E3enrglft32pwxhvSqy4qhw0bhj/++KMh1a062eL0bDjGI0n+7JApdnePRTMsEI3XC9bZudXbxx4DBg408+zUdPwA0QW2k9a2A/LxNN4UcXEt6r5G6fAn/GvGAGueDH/DbJEESCCuCBx44IHWfBJVwMv1rvenM9e73jLnetdb3s41rjPu7Sjc702Fu+qksmfPnsjOzna/Q/bgCYHIPLV4MjV2QgIkkJ+fbwl2Vejo1LwjGXcI6M2xb9++qKysRKqqCzK4SkDPaV2UlJeXW7x1EcbgLoF27dqhdevWViehGiX16fn666/Ht99+W58qRtkkEbqOxEtiZbd6LLpTj/7RItxNykrCEWuASkeNs86COGVzZDiiq7BcjDCchjL5s0MGmmAc3kVLR/v2Pi+2/o2iarziRi+6Yh8kQAIxTiDRNXj18HG96+1JzPWut7y53vWWt/YWrvWu9yOve4/2S0H7HlL3miwZzQQo4I3mo8OxkUAYCFDQGAaI9WhCF2EUptcDWCOLqlBXtXcYvCPQGMGujnL27NkYM0a0UxsR/oI70QXm52QHilC2vWjzHrfVLyLboLC/Vy/g+edr7qwUpZZwdw1WGgUewgvoiT5GnlcJ/xYxWbH0QqO78gojyQQJkAAJBAjoi2W9D/72228oKioKfNkSKJAgEa53vT3QXO96y5vrXW95a2+NXe96P+L69UgBb/14xUrp4HeNsTJijpMESIAESIAESCBmCTz00EOoqqpq8Ph74zixjDvKqN8FqegnAt47UYwvqoLC3ebNgffeAzIzjeKBxG24DL/ip0BaI5fgRunhFCPPq4R/269A4RmAP+g0rqLSh6+mOfWRvRoN+yEBEogFAmoOap999rGuqz/++GMsDJljJAESIAESiDCB7777zhqBbeYnwsNh92EiQAFvmECyGRIgARIgARIggZ0T2Lx5M959992dF9rJ3lYowOkwtX/FKAOOEmMNn2I9HkTQhpha7PjHP4Du3Wtu8BWxsPueuFVzhkNwDK4RMXEkgr9sMbBoGFBVZHT/3Cf9sCrEnrBRgAkSIIGEJ2B/YmtrZCU8EAIgARIgARKolcDKlStRWFho2d5Vc3cM8UOAAt74OZacCQmQAAmQAAlENYEpU6agpKSkQWNMQQbOwcvyb7NAfV3EqFO1ldgi+1oF8jVy003AiScaWYHEd5iMB0RT1xkK0ANP4FXDaZtzv5txf8VaYOEJQMUqs5u8B/H9753MPKZIgARIIIQABbwhQJgkARIgARKolYD9MrB///40LVgrpdjcQRu8sXncYnrUI0eOxPDhwzFjxgxrHmrDqWXLlgHv7LVNTj/pXbJkCVQDzPl5L+uTH88f/v/p2LFjbZcOK5/Xj+i4fmZlZYnJBLGZsD2UlZXh888/xwsvvGBn1bhVR5G39/wXMmeLQV1HGIymaCmquoP8zbHRkV9QsBD33LNbIMd5/FekLMWNPc5FZUrQ7EGWaP6OF6dqzRwawIHKEnHWD/f9p1VOBtqXXACU/eHsEmh9FXxt1DPcCDOfKRIggZgg4OV61yngdfN6xfUW11tcb3G9ubMLMK8/0bHe3pW8xDbPYN877GMa6eNnj4PbhhOggLfh7FizgQRycnLQokUL6IO9HZYvX245hdD82sLatWuxevXqGnezPvmp4IjnD///1HiBkExeP6Lj+qn/T/XnDBdeeKHleM3WJnDu69Spk/VCsPTrzsicurdzl+jbpmFv0ee9KrUKvwRvJ1JmKfr3fwLJyU8HytvHvyRpGx7sNhpFKZsD+3x+H+4tfha7Ze0eyAuN2PVD8zXduPtPJTLXXgUkTzObbnE6kHefmccUCZBATBHwcr1bUFCA3Nxca508d+5cFBcX18iqcderxl7vWJ/8+bzC5xU+r0XD86q95g61v+veerdu1/8ab1zMrBcBmmioFy4WdpNARcXO3YSXlwedztQ0DtYnv5rOCzuP5w///9jnQk1bXj8ie/2obbH7wAMP4Noz70HHn042DluOGFIYKnZ3P2hagWfKnEsZlfSegvLy5UZ5/f/vl79xu92HpZkLjX2n/XkRDig5xMgLTbh1/ShIfQQtkkOcImUNBTqNh3rMZiABEog/Am7db2xNLP3abWfBrf7tPt26Xtrtc/yRvV+TP/nb/xdr2vL/f/Q/b+n/4Z9//tk6fAMGDDAOY6SPnzEYJhpEwPlU1KAGWIkEwkFA32bqZ187C6qZoJ6CawqsXzO/jRs3Ys6cOViwYIGl3Up+7p4/elNU1sp8w4YNxqnK89e9/79qpqWoqMgw3WLAlwT5u8e/sddfNdczefLk0ENmpT9461949/h18JclB/brp0fHiTGF5U0rMbI49EOkK2Xvj0hPTw+U14ge/487/y9+bPmlkX/AusMwfMuoiNx/OqY8h9bJ/zbGgyZ9gfz/FeFuqpnPFAmQQFwQaOz1cmf1bQHvpEmTEm69zPVu8L+HF+sdrneDvENjbvLnerfm513nMXCT/86uv/YYYqH/mTNnYuvWreKEuDtatTL9V0R6/DZHbhtOwOeX0PDqrEkC9SOw7777Yv78+TjllFMwfvx4q7JqKaWlpdWpIT1ddVHhPG1Zv2Z+lZWVmD59ekDopQL0rl27kp+L58/ChQstUwB6Mut52bdvX6SkBAVQPH/D+/9Xhbp//BG0W5qfn4+2bdvWei0h/8bz//XXXwPmdfSF0R577FGv6/fNN9+M1157LXCMSktLsW7dukA6NDJSnKr1wfFG9pGiudtRcgYgHf819vxDUudaOddeey0ee+yxwN4v8DEu9osWsEMpdo+q3nij4nM0T6vdtEmgAYmE8/xJ2vAcUlaLFzhnSCsAuk2CLyXXmYsRI0bg9ddft7idffbZxj4mSIAEopNAJNa7+qLssMMOQ79+/fDjjz8mzHqP690d/w+E835lt+583uJ616ZS8zbc/LnerX6u8lJe0Nj1bjTLK5555hlcdtllUDvx//iHrp3NEO7zV1t3Xj/M3oIprneDLBoTC0oeGtMK65JAPQioXbBNmzbtoGFVlybqcnHYWTuJVF8FJ05nQNu2bavTxZX8aiewq/NHGdtBb44lJSWGvdFd1bfr1rZlffNlhl5HnMHJ35lvx8nP5GdzqetWz2mn7XS9xtR1sa0aZSrYff/9963rf136HIxROwh3e4tQt6f8TkdliHB3hjR5SaDZ3r17B+ILMBfX4hxDuJuDVhifNLHOwl1tLFznj3/jRGD1zYHxWZHkNkDBRzsId81CTJEACcQSAa/Xu+oNXR1SqmBC1x9NmjRpMK5wXe8aOoD69M/17o6U68Nvx9q7vt8511tc7+5IMNz8ud7dkfHOchrLvzHrXR1XY/t3u75tf9f+6iOUpdv9h/bHdHgJ0ERDeHmyNRIgARIgAY8I6AKMIboJTJ06Ffvvvz+GDh2KV155pc7C3Xz0EzMMdxiTa4NkDEZTPIlivCfxYFBzKGqjN/iCRbXYNGzGRlwsNnmLUWSl9Z9k+RuDt9AB+YE8ryL+oi/FB9wF0p3j3E1qKsLd9+FL382rYbAfEiCBOCTQtGlT9OnTx9Lcte0rxuE0OSUSSDgCXO8m3CF3dcLfffed1X5tAl5XO2fjrhOggNd1xOyABEiABEiABBKPwH333YdBgwYFHDnUlUAmWmIEXhIxbNAObZrYVlC7uz9iC24WIW8wqKB0hPyCjtMOOuggdO7cGVXyd7XsK8SCYHGJ3YrHxLzDYCPPi4R/20xg8eki21VHcHaQD6nU5m6m2N5lIAESIIFGErA9otsP8I1sjtVJgARIgATiiMDatWstfzH2C8E4mhqnsp0ABbw8FUiABEiABEiABMJGQO0hnnXWWbj11lsNe+l16cAngtzhGI8WaG8UP0rs7pbK35nIhum/+h4p9y+jrNrf1fAw/oav8H/GvlPFRu8IhykHY6eLCX9ZIbBoGFC1xeyl03j4mh1u5jFFAiRAAg0kYGtkUcDbQICsRgIkQAJxTMA2z6Bf16lJH4b4I0AbvPF3TDkjErAIOJ17aUZompjCTyCUcWg6/D0mdouhfLlQcfd8UJtc6sHZtu0dyt/uffTo0XjzzTftZL22R+B67I5DjTr7IQNdkIKjkYblxp7PJHWXkTNw4EAMGzYM/8TbeAGPG/v2xQFS+mkjz4uEv2KdCHdPBCpWmt3l3QdfzhlmHlMkQAIk0AgCiajBG3ovCk03Aier1kIglHFoupZqzG4ggVC+XO82EGQdq9V1vVvH5qKqmP3yz75XRNXgOJiwEKAGb1gwshESiD4C6vyobdu21sBUKNO+vakRF30jjv0R5eXlBd6GtmnTBhkZGbE/qSieQU5OTsCJnZ7vubm5UTza2B+aLng7duxoTcQZd87s9ddfx5NPPunMqnO8O4bgcIw2yrcXwe5AZIo13gpMNvYsltRw+VUFclu2bGl5A/7NNwM34aJAvkbaikbwWBH6psmfl8FftVWEuycBpf81u219OXxtrjbzmCIBEiCBRhLo1q0bdP2xatUqLFq0qJGtxUZ1rne9P05c73rLnOtdb3k717jOuLejcKe3b7/91mqYAl53+EZDq9TgjYajwDGQgEsE8vPzLcGuvulVIS+DuwSys7PRt29f6CfqqalB+6Hu9pq4res53bNnT8uhjPLWRRiDuwTatWuH1q1bW52EapSsX78eV111VYMG0Bx5lmmGJASvU5liruFYsbv7GbbiQcPubon0oU7V1gf60rG88847yOmWjf/BUWLMQctUhzSk41lMQBu0s7M82fr9YkyiUOwDb/vZ7K/FqUDeg2YeUyRAAiQQJgJqpuGf//wnVFOroKAgTK1GdzNc73p7fLje9ZY317ve8tbedrbe9X404elRn09/+uknqzHbnE94WmYr0UQg+CQVTaPiWEiABMJGQAVfFO6GDecuG1LWFO7uElPYCqhQV7V3KNwNG9JdNqTC1FDhrlZ66qmnoELe+oYk0dIdgRfFym614Fjrq6j+aBHursE2nGMId3XvZfL7RSNW0AfNDz/8EIOHDpY9Z2AF/rR3Wdt78Qz6oJ+R50niTxnnls/MrrIOBTo+x/PVpMIUCZBAGAnYmln2p7hhbDqqm+J619vDw/Wut7y53vWWt/ZW23rX+5GEp8eZM2eiuLgY9pce4WmVrUQbAWrwRtsR4XhIgARIgARIIMYIqF3e559/vkGj/gvuRBf0N+oeiCbIFTHvEBHubjT2aB8vBXJ69eplae6qJvdtuBw/Y2pgn0bOw5U4CWcbeV4k/CtuBza8bnaVsTeQ/yZ8Sd6aiTAHwRQJkEC8E0hUAW+8H1fOjwRIgAQaQ8B+6af+KhjilwA1eOP32HJmJEACJEACJOAJgR9//BHLly+vd1+9cRwGY5RRrwtSRd+2Ca4Rcw3TjD1q6uAKK6dLly4YO3Yspk+fbpnpeEtcqr0JU8A8EIeJLV7vTSH4144D1jxmjBxpXYCC9+FLbmbmM0UCJEACYSZge0f/9ddfsW3btjC3zuZIgARIgARikYAt4LVfAsbiHDjmXROggHfXjFiCBEiABEiABEhgJwSmTjU1Z3dSNLCrFQpwOsYE0hppJkLdo8RYwxtiRfd5hz1eYJ3sPRmHHHIgvvzySyxcuBCXXnqp9fncNHwrOsCm7d9O0vZT0kqy/HkZ/BvfB5aPNrtMFtMTBR/Bl1rt9NLcyRQJkAAJhJdA06ZN0adPH1RUVATsLYa3B7ZGAiRAAiQQawToYC3WjljDxksBb8O4sRYJkAAJkAAJkMB2AvPnz68Xi/SkphjV5G1kiEjXDrogUadqC8RB2qWyJxiqJHqW/JZANXcHDx4csGGr9nYvFTFxhfzZIVPMOozHRLRASzvLk62/6Gtg6V+lL3+wP5mnpbmb3jWYxxgJkAAJuEzA1tD6/vvvXe6JzZMACZAACUQ7gdWrV1vKEVlZWVDzZgzxS4AC3vg9tpwZCZAACZAACXhCYMOGDfXq5979/oOcbbsZdQaLYLYpqnAaMsW1mjOIPVv8n5Xh7KdUBMGX4FTR7V3tLIxHxGFbD+xl5Lmd8G+bBSw+TWS7ZY6uxM1B/hvwZe7ryGOUBEiABNwnYAt47U9y3e+RPZAACZAACUQrAfte0L9/fyQne/t1W7QyiddxydMHAwmQAAmQAAmQAAk0nIB6d65r2F+0cX0/9TCK90Aa9hat3dMl97/Gnn9K6v5AjnrttsMtYrt3Nn6xk9b2CtwqJh6GGXluJ/xlS4BF/wNUbTa76vQsfM2OMPOYIgESIAEPCNgCXvuTXA+6ZBckQAIkQAJRSsAW8NLBWpQeoDAOiwLeMMJkUyQQbQQ2btxoOT5KS0tD586doVsG9wiUl5ejsLAQZWVlyMvLQ05OjnudsWWLwIoVK7B+/XroJ0edOnWCUwBIROEnUFxcjKVLl1omEpR3Zmam1Unr1mJntg4hD3viJDxklMwRW7tDxe7uk2Jm4T04lyV/SLmR8guaPGjVqpVV93k8jg/FrZozHI7jcaUIeL0M/gqxDbzoRKBipdlt3n3w5ahZCQYSIAES8J5A165dkZubC/0s948//oCm4zlwvevt0eV611ve2hvXu94yr2296+0owtebLeC1X/6Fr2W2FG0Egqow0TYyjocESKBRBCorK7FgwQIUFRVZArAlS0TLjMFVAir4UmGjMlf26uCEwT0CW7ZssYSNughbtWoV1qxZ415nbNkioOf15s2bsWnTJsuWl41ljz32sKO1btNFiDsSLyMVTQJlVJx7nNjd/Vmcqt1sCHe3yp6T5LcxUFYj2s/X+I+YYfibkd8NPfGotO2TP6+Cv0rGuPgUoHS+2WXry+Brc7WZxxQJkAAJeEzA1tSKdy1ernc9PrGkO653vWXO9a63vLW32ta73o+k8T3aDjf1a7sDDjig8Q2yhagmQAFvVB8eDo4EGk6gtLQUVVXqnKg6bNtmWrW087kNHwEnY7/fj5KSkvA1zpZ2IODkrTtD0ztUYEajCOj1RK8rdnDyHjRokJ1d6/Z0PI02MLXIDhOhbxUqcaaYZzBfh1ws7czcoa3uhxfgKpwtdYLXtmxxpzYO70pLQYdtO1QMc4bfXwkUinbxcnnVYgAAQABJREFU1h/NlpufDOSZGspmAaZIgARIwBsCiSLg5XrXm/PJ2Yvz/s/1rpOMO3Enb+0hNO1Or4nb6s7Wu7FIZfr06dY506NHD7Rs2TIWp8Ax14MABbz1gMWiJEACJEAC0UNAHyoYooPAPvvss9NPgAeLvdw+YkLBGXojHbuLPu9w2S537sBYSb1u5Giic8+OeKbP3djs0OpNEvMOT+I1dEG3Hcq7mvHnFcCWT80umg4BOr1gma8wdzBFAiRAAt4TSBQBr/dk2SMJeEuA611vecdbb/ZXHAcddFC8TY3zqYEABbw1QGEWCZAACZAACZBA/QhceumlNVbIRz8xw3CHsa8NkjEYTXGn5E429nwvqWuNHCshlhe6fdASC3xzjX03iAO2wTjSyHM74V95F7DhH2Y3GX2ALm/Bl0Q75yYYpkiABCJFYL/99rN8L8yePRv6iTcDCZAACZBA4hGwBbz2S7/EI5BYM6aAN7GON2dLAiRAAiRAAq4QuPjii9GxY0ej7Uy0xAi8JOLc1EB+mtjJVbu7/0E5HhAN3GBYLVGxaYuyYNb2WOdHm6Owx+9G/gk4AxfgGiPP7YR/3fPA6ofNblLzgYL34UvONvOZIgESIIEIEsjIyEDfvn0tc10//PBDBEfCrkmABEiABCJFwHawRgFvpI6At/06n6y87Zm9kQAJuEogJUXdFwVDaDq4h7FwEQhlHJoOVz9sp5pAKN/k5GSicZGAOmdISgouG0L5N23aFM8991ygjDo8G47xYiG3vTGqo8Ra7gaxuHsOnNquYtNWBLbAMqOsJpoOS0LqNaYN8V7oK7q743Yo62aGf9OHMrwQgXJyK2C3j+BLbedm12ybBEiABBpEwH6gtzW4GtRIlFcKvReFpqN8+DE5vFDGoemYnFQUDzqUL9e77h6sXa133e09vK2rQ0T95eTkWI6Kw9s6W4tGAsEntWgcHcdEAiTQYAJpaWlo27atVV+FMu3bm0KWBjfMirUSyMvLg73oatOmDVR7hsE9ArpYycrKsjrQ8z03N9e9ztiyZVvW1tDVxa8dd6I55phj8MADD1hZR+B6sbF7qHM39hNnah1En/cMsbu7wdhzs6RMYw26O62X9PNWE4isOBBaiqu2ZzBBWpJ8j4K/6BtgyXnSmz/Yoy9TNHffgy/dY/u/wREwRgIkQAI7JZAIAl6ud3d6Criyk+tdV7DW2ijXu7WicWWHc43rjLvSmcuN2i/3DjzwQPqIcJl1tDRvqvhFy6g4DhIggbAQyM/PtwS7KnR0at6FpXE2sgOB7Oxs63PIyspKpKYGP0nfoSAzwkJAz+mePXuivLzc4q2LMAZ3CbRr1w6tW7e2OgnVKLF7vuGGG7BlWjNkv6PmFoKhPVIwEJm4XKS104LZEntPfo8YOZpIEke/u09pha1pmwP7UqSNZ/C26AR3CuS5HfGX/AYsPk1ku6WOrkRbPP91+DL7OfIYJQESIIHoImALeL///nvLVEO8rgW53vX2vON611veXO96y1t7q8t61/tR1b9HW8Br3wvq3wJrxBoBavDG2hHjeEmgngRU0BivC/p6ovCkuLKmcNcT1FYnKtRV7R0Kd71jroLd2oS7Oootf1Yib9LpYl03uMTIFKHusWJ3901UQazYOsI8iZ/rSFdH05uk4dCZfbC1VVC4q3vuwJPiss07L8D+sj+BhScCVZvMMXZ8Br7so8w8pkiABEggygjo11sq/Ny0aRPmzJkTZaML73C43g0vz121xvXurgiFdz/Xu+HlWZfWdrXerUsbkS5DAW+kj4D3/Qefvrzvmz2SAAmQAAmQAAnEEYHKcj8+Pr0I29YGTRmoXvXRItxdJHZ3LxHzDMFQJNGT5Bf07q4PMCeccAIuXzYCizuYTtXOxIXQn1fBX7EeWHQCULHC7LLd3fC1PNvMY4oESIAEopSArbllP+hH6TA5LBIgARIggTAS2Lp1K2bMmGGZD+zfv38YW2ZT0UyAAt5oPjocGwmQAAmQAAnEEIGvbtiK5d9WGCM+UGzltkpOweniVM10lXaBlJtj2arWheett96KuXPn4twPT8MHOa8ZbajW7u14wshzM+GvkpEuFhMTpaph7AitRsGXe50jg1ESIAESiG4CFPBG9/Hh6EiABEjADQI//fQTKioqsPfee0MdITMkBgHa4E2M48xZkgAJkAAJkICrBOZPLMUvT5YYfXRBqphUaIIzK32Y79hz8cVbcdNND6JJk79DHRLaZmRm4mf8TfR8nSEPHTEWb0lL3ti19vsrxaHaSGDrD85hAM2HAe13tBVsFmKKBEiABKKLgDrX0UAN3ug6LhwNCZAACbhJwL7m2y/53OyLbUcPAQp4o+dYcCQkQAIkQAIkEBUE1FHg8uXLsWXLFsvGsTqbyMrKqnVsGxZU4t9/LTb2NxMbvEchC0+L/d2Jjj2DBgFjxmSKHd8ujlxgDVaKaPdUlCHozCwdGXgW76IVco2yriaWXQVs/sTsoulgoNOLYuuZHz6ZYJgiARKIdgK29tZ///tfrFmzxnqpFu1j5vhIgARIgAQaR4AC3sbxi9XafFKJ1SPHcZMACZAACZBAGAksWbIE9957L/RNv37K1blzZ+y1117o3r07mjVrhoKCApx//vn4/PPP4fcHbeyWb/Pjo5O3oGxzME8XF+pUbWZyEm50jDEvD3jnHYhw15Ep0TL5u0yMOKzCcmPHAxiPXuhr5LmZ8K+8F1j/stlFRm+gy9vwJaWb+UyRAAmQQAwQUEdBAwYMsEZqP/DHwLA5RBIgARIggQYS0HX6d999Z9WmBm8DIcZoNQp4Y/TAcdgkQAIkQAIkEA4CK1euxHnnnYeuXbvitttusxaEpaVBLVq7j8WLF+Oll17CEUccYdnz+uyzz6xdX1xWjLUzxayBIwxGU6SL3d1TJdu2yKtCXRXuijLwDuFOXIlf8L2RfyGuwwk4w8hzM+Ff9yKw+gGzi9TOQMH78CVnm/lMkQAJkEAMETjooIOs0U6dOjWGRs2hkgAJkAAJNITAvHnzsG7dOrRv3x75+fkNaYJ1YpRAiA5NjM4ijoZdXFyM3377DbNmzbL+U6rm1B577IEePXpYHhDjaKqcigcENm7caH1mnZaWZmnj6ZbBPQLl5eUoLCxEWVkZ8kRVMScnx73O2LJFYMWKFVi/fr1lPqBTp04BW67EUzcCqo172mmnYcOGDXWqsPvuu+OKK66AmnC47LLLcGr+LWgz+X+Muj3EmVpvMa1wtAh3nfq4jz4KHHywUdRKvCZGGN6BqTU7CEfgeog2rUfBv+mfwLKrzd6SW4pw90P4UkXtmIEESIAEYpiArcEVrwJerne9PTm53vWWt/bG9a63zFUms3TpUjHN5YM+X2RmZno7gEb2Zl/r7Zd7jWyO1WOIAAW8Lh+sSZMmYebMmVYvF110Ua0XBxUI3X///dZPb5qhQR+qH3roIZx44omhu5gmgRoJqABmwYIFqKqqCuzv1q1bIM5I+AnoQkCFjRqUfd++feVTdF5mw0+6ukW1D6vMNehCLCMjA23btq3eyX93SWDcuHGWsFY97NY13HfffdZCV8tnbemM1bfub1TNEbu7Q8Xu7l2SO9mx5wxRxL1KTNuGhh/wlYhxrzOy89ENf8fr0pI3Hxn5i78Vp2rnyBiC10r4mohw9z34MnoYY2OCBEiABGKRgDpaU2eW06ZNg36hkZ4ePyZnuN71/ozketdb5lzvestbe9PnOPtrNpXN9OrVy/tBNKJHCngbAS/Gq3rz9BTjkBoz/AkTJuCaa66xfps3b66xKdX422+//XDXXXehJuGuVlI1+//5n//Bcccdh/o8jNfYITMTgoDelJzC3W3btiXEvCM5SSdjtX1UUlISyeHEfd9O3jrZ0HTcA2jEBD/44ANceuml9bqfJCcnB4S7FUU+bH12AFJFU9cO+irjOLG7O0m0He63M2UrZnzxwguOjO3RZSjEFTgTlfJnh6YiHB4vTtWy0cLOcnXrL5kDLD4V8DtNUiQD+a/Bl2kKr10dCBsnARIgARcJNG/e3LKprmtDFfLGU+B61/uj6Vxvcb3rPn8nb+0tNO3+CBKrB31+toW7scqbAt7EOmeds6WA10kjAnG9KZ577rmYPXt2oHfV+tO822+/Heeccw723z/4kPnJJ5/g2muvDZRlhARIgAQSlYBePxnqT2DOnDkYMWKE4SitLq3oZ2p2mH93LkqXpdlJa6uau9vE7u5Ix2HJFtO1770HcdpmFMU2bMUonIL1WGvseAyviP5uTyPPrYS/bBmwSL6KqdxodtFxDHzZx5h5TJEACZBAjBOwP9W1H/xjfDocPgkkDAGudxPmUIdlomvXrsX8+fMth8n77LNPWNpkI7FDgALeCB+rMWPGYMqUKdYo2onnmffkSfiXX37Byy+/bGn0vvLKK/jxxx+hph569qx+6H366afxj3/8I8IjZ/ckQAIkQAKxSODiiy9GUVFRg4f+5xvNse7LLKN+H6SjQPR5TxFlXKc1X7mFiQ15o6iVuAkXYi6qzRfZe6/BHTgcx9tJV7f+ChmlCnfLl5v9tL0DvpYjzTymSIAESCAOCFDAGwcHkVMgARIggV0QsF/i9e/fn6YCd8EqHndTwBvho/raa69ZI1DNqHfEvfiwYcNqHNGhhx5qCYJVCKzh8ccfr7EcM0mABEiABEigNgKfffYZvvnmm9p27zJ/88x0LBrbyiiXi2QMQlNcIzZznR/+3nAD5J5mFLUS4/Aw/iVmGJzhKAzDpbjZmeVa3F8lplPULEPpXLOPVhfB11YGzUACJEACcUjAFvB+++23cTg7TokESIAESEAJ2AJe+5pPKolFgN5/Ini81SnArFmzrBGoF/NBgwbtdDS5ubl48skncYZ4q9FPbNX+TpMm4gjG5aAaxRMnTqz357w1DWv58mptqdpsDddUh3kNIxDq3Cs03bBWWWtnBEIZh6Z3Vpf76k8glK/aiGXYOQHV3m1oSK9ojjk3ixO7yqCphnT4LLu7b8v2eUfDhx0GcRrqyNgenYJP8RhuN3b0wF54BC9KC8F2jQJhTPj9omKsDtW2fme2mi3avO0fM/OYIgESIIE4IlBQUIC8vDysWLHC+ny3R02fV8TgfEPXAqHpGJxS1A85lHFoOuonEGMDDOXL9a67B1AV79Qppe3LJpS/u703vnUKeBvPMJZboIA3gkdv8eLFASdMqkJfl6CavBrU0dqMGTOgXnHdDmoL+F//+ldYu7EFvWFtlI0ZBNLS0tC2bVusWrXKukm1b9/e2M9E+Anog5N++q4vb9q0aYOMjKADqvD3xhZzcnKQlZVlMdfzXV+CMdRO4H6RuC5ZsqT2AjvZo8LX4XgO5WtTjVJHit1dbfESR26LFkV4660shMrbF2E+rsZI+OXPDi3QUpyqTUSmaAB7EpZdDWz+2Oyq6cFA55fh8/GjJhMMUyRAAvFGYODAgZbShgoA4kXAy/Wu92cp17veMud611veKuDt2LGjtWa2496OoOG92Y40VUDthZyo4SNlTbcIUMDrFtk6tKvCN71oqOH0ugombKFRSUkJCgsLPfmP+/DDD1vaxfZbrDpMrdYiaj9YNQc6dOhQaxnuCB+B/Px8qGBX3/TqhZ7BXQLZ4lFKnSSqgDc11RSEudtzYrau57TaJtcvApS3Xk8ZaiagZhn+9re/1byzDrlH4kb0wBCjZD80QRsxz3CA/LYF9pShf/9H5AXHXYEcjWzBZlwsTtWKZGuHJDHp8BTeQCcU2Fmubv2r7gPWv2T2kbEX0OUd+JLSzXymSIAESCAOCegnu/pVnpppOO+88+Jmhlzvensoud71ljfXu97y1t7ULGbr1q2tjmNJg/fnn3+GCnl79+6N5s2bew+OPUacAAW8ETwEqnnWuXNnS1D73Xff4eyzz97laJxav127dt1l+XAU2HPPPaG/cIQJEyZYAt5YulCGY96RbIOCRm/p6yKMwnTvmKtQV7V3GGonUFZWBjUD1NDQA4diKK41qndACg4UAe9Zotk739hzDdau/V5yggLeKlRJ7XOwEPOMkreILd6BOMzIcyvhXyeC3VUhNiNSOwIFH8KXzAWwW9zZLgmQQHQRsG0y2p/wRtfoGjcarncbx6++tbnerS+xxpXnerdx/BpSOxblFfa13b7WN2TerBPbBKjS5+Hx+/XXXwMmGexuL7zwQis6adKkOtm4feyxoI3A3Xff3W6GWxIgARIgARLYgYCaZNhjjz2sF2s77KxDRnO0F9MM40TXNrhcyBSh7jFohqdlO9Fo41VJPYP169cbuU/gTkzGJ0beMJyNc3GFkedWwr9JTAwtu8psPjlHhLsfwZeaZ+YzRQIkQAJxTEC/MlL/Hb///jvWrVsXxzPl1EiABEgg8QhQwJt4xzx0xsEnttA9TIedwNFHH41mzZphn332wfnnn49nn30WBxxwAPQzF11ojR49utY+1YzD448/btXRQmqLV+sxkAAJkAAJkEBNBPTLkF69emHRokU17d5lXpJo6Y7ES2Idt1WgrE9iKtz9VYS7NwVyNfKr/EZZOXq/ssMnIgJ+Fg/ZSWvbB/1wrwiCvQj+YtEmXjJSuqoKducT29hdJsKXwZekQSiMkQAJJAIB1XIdMGCApVRiCwISYd6cIwmQAAkkAgE1v6OBGryJcLRrniNNNNTMJWy5oTYh1TmaavLq76WXTFuAKsDde++9MXKkPoxWB327PmbMGHz44YeYPn26lan2VJ988km7CLckQAIkQAIkYBCYPHkyDj/88IAHYGNnHRPH427kizDWGQaKO7R0sbl7pgh4KwI7NkrsJPlVW+Jt2bKltWcuZuIGnB8opZE2aCcC3wnShvs2b/0lvwOLTwH8JY4xyHvt/NfgazrAkccoCZAACSQOgYMPPhhTpkyB2mY/4YQTEmfinCkJkAAJxDGBefPmiZm0tVAniAUF3vi3iGOcMTs1CnhdPnQqnL3yyist4eyMGTNg/1avXl1jz+osyBn+/PNP3HnnnYEsFRjfe++96NOnTyCPERIgARIgARKwCYwdOxaXX365nWzQtg+OxyBcZNQtQCr6imD2WDHXsDywR7V11X78wkCOmg9aj7Wiz3sKShzu11Kl/li8jbZi9sHt4C+XES4SwUXlBrOrjmJYIvtYM48pEiABEkggAirg1UAN3gQ66JwqCZBA3BPQl3Ya7Gt83E+YE6yRAAW8NWIJX6YaoFf7h/o788wzAw0vX748IOxVoa9q5/7xxx87vG3Jzc0N1GnVqhVeffVVHHssH04DUBghARIgARIIENAXgLfddlsg3ZBIa+yG0/CUUbWZCHWPRJa4TkvCJGPP3ZISG7eOMHDQgbhS3K8tQ6EjF6IPPAb74gAjz42Ev1I0iheeCJQvM5tveyt8Lc8185giARIggQQjcOCBB1rOYNXbeklJCTIyxGwNAwmQAAmQQEwToIA3pg9f2AZPAW/YUNavofbt20N/TmHtli1bdvAG36ZNG9xwww044ogjrLcxXITVjzNLkwAJkECiEFAnnI0V7qYgA+fgFfm3WQBbssSOk/RkEe4+EMjVyL/lpwLeYNCXmktHzsL3+DKYKbGRuBSnils1t4O/SswxLD4NKJ1jdtXyAvja3mzmMUUCJEACCUhAfXj07t3bMhf3008/YdCgQQlIgVMmARIggfgiQAFvfB3Phs6GAt6GknOhnjpgCw0pKSl46CHTQU1oGaZJoDYCGzduhGqLp6WloXPnzju8QKitHvMbRkBNrBQWFqKsrMyyf5STk9OwhlirzgRWrFiB9evXIysrC506dbK0kupcOY4KTpo0Cddff32jZ3QyHkEe9jTaGSxu1kpEuHuOIzcnZ7M4+rxZzvcqRy4w8Im98V7Wq0beAAzGLdKu28Hvl7EsOQ8onmp2lX080OEJM48pEiABEkhgAvoJr/oDUYFAPAh4ud719mTmetdb3tob17veMi8uLsbSpUuh5jH1+SIzM9PbAdSzt1WrVmHBggXW85D6dGJIXALibYSBBEggHglUVlZaF/qioiJLALZkyZJ4nGZUzUkXAipsVOZ6k1WnigzuEdCvHpS5LsJ0YbNmzRr3Ooviljdv3owzzjjD8oremGH2F1u6+4v7NGfYHWnQ3+ki4LWt2aalVeGJJ5bgnnuucRZFkwOTsOby+UZeB3HT9jTeRIr8uR6WyXg2f2R203Qg0PkVWaBzuWOCYYoESCCRCdg2GuPBDi/Xu96fyVzvesuc611veWtv+hyn6+tNmzZh4cKgnwnvR1K3Hm3tXTXBk5ys394xJCoBPvEk6pHnvOOeQGlpKaqqgtp127ZVe7iP+4lHcIJOxn6/37JtF8HhxH3XTt462dB03APYPsFHHnmk0cLtPOyFYXjQQJaDZAwVu7vXinB3mmPP6NGL0bPnVuy2226B3GTxm1bwWTYqkoKOQjPQBOPwLlqidaCcWxH/qvuB9S+YzaeLJnKXCfAl0b6kCYYpEiCBRCdw0EEHWQi+/fbbRr8cjDRLrne9PwLO9RbXu+7zd/LW3kLT7o8gsXrQ52e9rtghFnjbAl775Z09dm4TjwAFvIl3zDljEiABEogLAvpQkehBF6BjxoxpFAa1t3sOXkaqWN61g+rb/kWEu+/Ah+fsTNmeeOJq+a115Eg0XeSo/8pCafZWI/8hvICe6GPkuZHwr3sZWHWf2XRqB2C3D+FLbmHmM0UCJEACJGB9cqymuzZs2IDffvuNREiABKKYANe7UXxwomRoFPBGyYGIgmFQwBsFB4FDIAESIAESIIGGEPj000+htgcbE07HGNGxDWrjaluqubtCNHgvMRqehtGjC40cTbQZJ5+C7VNm5F+CG8Ux2ylGnhsJ/+ZPgGVXmk0ni+3rgo/gSxW1YgYSIAESIIEaCdiaXrZgoMZCzCQBEiABEohqAmqqbsaMGVDfTQMGDIjqsXJw7hOggNd9xuyBBEiABEiABFwh8MUXXzSq3SG4FL1FFOsMfUQlt4Po854m2rtBwy7rxKbXaeKo0dSabn5VErLPNW19HYJjcA3udDbpStxf/ANQOELaDpqigU+0kLu8K5s9XOmTjZIACZBAvBCwBbzxYIc3Xo4J50ECJEAC9SXw/fffW35f+vbti6ZNm9a3OsvHGQEKeOPsgHI6JGAT0Ld4zhCadu5jPDwEQhmHpsPTC1uxCYTyTUSnAjNnzrRx1HvbBf1xLG436uWK1u4gNMWFYnd3fmCPClCHo7JyoeXQzs7+KeUbtHrUFO4WoAeewKtS293lhb9kHrD4ZMBfYg9HttJn51fha3qAI49REiABEiCBmgjYdnhjXYM3dC0Qmq5p7sxrHIFQxqHpxrXO2qEEQvkm4no3lImbaZ/Ph6Sk4Do2lL+bfTekbfsabr+0a0gbrBM/BIJnbvzMiTMhARIQAmlpaWjbtq3FQm9S7dvzc2W3T4y8vLyA59I2bdogIyNo09TtvhOx/ZycHGRlZVlT1/M9Nzc34TAsW7asQXNuilYYgRdFnBt8EZQuGrvHiT3esbKdaLSqQuB/WznPPvusCHorsSJ5KZ7teQ98Kb5AySxkY7w4VWsmWzeDv3wFsOgEoHKD2U2Hv8PX3NRGNgswRQIkQAIkYBPo1asXWrRogcWLF+PPP/+0s2Nuy/Wu94eM611vmXO96y1vFfB27NjR6tQZ93YUde+NAt66s0qEksEnu0SYLedIAglGID8/3xLs6pte55vIBMPg2XSzs7Ohn8eoACw1NdWzfhO1Iz2ne/bsifLycou3LsISLTTE/q5PBLjDxXVac+QZuI4Uu7u/icj3JiP3Y0ndH8iZMGECPvvqU+R8XoZUhxxX23xSNHd3w+6Bsm5E/JWbRLh7IlAeIoxoeyt8rf7qRpdskwRIgATikoDeQwcOHIhPPvkEX3/9Nc4888yYnSfXu94eOq53veXN9a63vLW3du3aoXXr1lbH0azBq8+caqJBg/1VhpXgPwlLgBq8CXvoOfFEIaCCRgp3vTvayprCXe94q1BXtXcSTbi7cOFCHH744Vi3bl29YR8pDtB6YIhRrx+aiOZtKs6Q3IrAnj8kpjZuHXZ3RYaeObYEqb0ChazIdbgbanvXzeCvKhWzDKcBJSEe31v+Fb62N7vZNdsmARIggbgkMGjQIGtetgZYLE+S611vjx7Xu97yTtT1rreUzd5UsBvNwl0drTpXKyoqQvfu3QNf7pqzYCrRCFCDN9GOOOdLAiRAAiQQ0wQmTZqEU089FevXr6/3PHrgUAzFtUa9DmKmYQAyxDyDD8sDe9S9mti4xcZAjkZybk1C1snmu+Hu8/fGqB43GOXCnfD7xQ7wUtHQLf7GbDr7L0CHJ808pkiABEiABOpEwBbwqgYvAwmQAAmQQGwRsK/dtL8bW8fNzdGaT2lu9sS2SYAESIAESIAEGkVg4sSJOOqooxok3G2O9mKaYZzhAC1ThLrHiO7uPZI7yRjZKEn9auRkHu9Dzl2mU7XSGVUYvTZowsGoEM7E8uuATR+YLWYeKE7V/iHa2+aYzEJMkQAJkAAJ1EagX79+lr+A2bNnY8OGELvmtVViPgmQAAmQQFQQsAW89su6qBgUBxFRAhTwRhQ/OycBEiABEiCBuhGYPn06Ro4ciYqKoBGFutWEiG9TMBIvQZ2r2UEtFqtw92vZa4pon5E9r9rFrG1qT6Dt6ymGKYzKtX5sG9kUg/c3zT0YFcOQ8K96CFj3nNlS+h5AlwnwJdGRoQmGKRIgARKoO4H09HTsv//+8Pv9mDp1at0rsiQJkAAJkEDECdjmdSjgjfihiJoBUMAbNYeCAyEBEiABEiCBmgls3boVJ510EnTbkHC82MjNRz+j6kBkotIS/Dqzf5DENc4MJLUQZxMfii3v7KATO3+FHytPqcCZQ0a4anPav14EzavuNsaD1PZAwUfwpeSY+UyRAAmQAAnUm4AtGLAFBfVugBVIgARIgAQ8JzBv3jysXr3acgjXrVs3z/tnh9FJgDZ4o/O4cFQkQAIkQAIkECDw0EMPYfHixYF0fSJ9cDwG4SKjSoE4VOuNdHG15kPwo9w1UuYU+ZUFy8pr4LZvpiCte1C4qzvXXlWJiqnJuO4VMZ3gUvBv/hT483Kz9WSRNhd8CF9aBzOfKRIgARIggQYRsAW89qe+DWqElUiABEiABDwlYF+z7Wu4p52zs6glQA3eqD00HBgJkAAJkAAJiF+x4mI89dRTDULRGl1xGsy6zcQkw5HIEldrSZgWaLVSYmfI789AjkZaPpiMzKPNpcLmFyux+RmxvTt6NLp06WKUD1fCv/UnoHCENKfj2h586dVmGTL2tHO4JQESIAESaCSBgQMHIikpCT///DNKSkoa2RqrkwAJkAAJeEGAAl4vKMdeH9Tgjb1jxhGTQJ0JbNy4EcuXL0daWho6d+5sbetcmQXrTaC8vByFhYUoKytDXl4ecnL4CXm9IdazwooVKyyHY1lZWejUqZP1kFrPJqK++AcffAD9v1zfkIIMnIOX5d9mgarqjuw4Sb8nwl3Tqu0tssd0s5Z1ZhJyrg9xYDY9HbeW3YO0Z9MxfPjwQLvhjPhL5gOLTgL82xzNipBZHao1HejIY5QESIAESKCxBLKzs9GnTx/MmDEDP/zwA4YMcdeuemPHW1N9rndrouJeHte77rGtreVEWO/WNvdI5KtyxdKlSy3fE/p8kZmZGYlh7LRPCnh3iidhd5pqOQmLgRMngfgjUFlZiQULFqCoqMgSgC1ZsiT+JhllM9KFwPr16y3myr4hzrCibEpRPZwtW7ZYiy9dhK1atQpr1qiJgfgLEydObNCkTsYjyIOp7TpY3KytFbu7o4wW35fUw0ZO2r4+tHnRFO5WLPPj1mVP4ID9DsS+++5rvcwwKoUh4S9fIcLdE0Vxd73ZWocn4Wt+vJnHFAmQAAmQQFgI2J/4xqIdXq53w3IK1KsRrnfrhavRhRNlvdtoUGFsQJ/jNm/ejE2bNmHhwoVhbDk8TS1btgyLFi1C8+bNrRd04WmVrcQDAQp44+Eocg4kUAOB0tJSVFVVBfZs2+bUhgtkMxJGAk7G6pGanzqGEW4NTTl56+7QdA1VYipLF5RnnXUW3n9fBbD1C/1xNvbHmUal3ZGGArG7e5rkBq8Goi2Lc41yyblA3gcpSGoStLtbVeLH6pOrsGdu70DZcPP2V24W4e4woDzkZVTuLfC1Oj/QLyMkQAIkQALhJWALeG2NsPC27m5rXO+6y7em1p33f653ayIU3jwnb205NB3e3tiaPj/rdcUO0cjbvlbbJnbssXJLAjTRwHOABEiABEggJgnoQ0W8hueffx6XX365Ze6jvnNsj14YhgeNajlIxlCxuztCnKqpSLc6FMtGTCFABKt2SBWnau+mIKVTULiru9ZcXInyae69E/ZXyUJ68elAySx7JNXblufB1+5vZh5TJEACJEACYSVw8MEHW+19++23UI3Y5GTzC46wdsbGSIAE6kUgnte79QLBwgECtoDXfjkX2MFIwhNw72kt4dESAAmQAAmQAAnUj4DatTvssMNw0UUXNUi4q/Z2R4rd3VSxvGsHfZP7FxHuPivCXdPYwwWy5ze7mLVt/VQymgwylwYbn6hE0atVSElx552w3y9fGiyVsRR/ZYwF2ccCHf5u5jFFAiRAAiQQdgLqN6Bbt27QT8HVFi8DCZAACZBA9BKggDd6j02kR2Y+xUV6NOyfBEiABEiABBKUwLx589ChQwdMnjy5wQROxxi0FkMMzqCau/PE7u6Nzkw8Kam3jJzsi5LQfJSptbX18yqsu74SGRkZeOWVV4zyYUssvx7Y9J7ZXOYAcar2qji3MMdjFmKKBEiABEggXAQGDx5sNfXVVyEv28LVAdshARIgARJoNAF1Kjl79mykp6dj//33b3R7bCC+CFDAG1/Hk7MhgQCBUG270HSgICNhIxDKODQdto7YkEUglG8sf1L673//G3379m2Uo7ghuBS9cZxxdvQWm7utxPauWuOtCOz5RmI3BFIayTjIh9ZjTGFq+UI/Vp1egQ7tOkAf+E877TQkJQWXDaH8jQbrmPCvfhRYN84snb470OVd+JKamPlMkQAJxCyB5cuXWw+kP/74I6ZMmYLvv/8ec+fOhTqKob366DissSrgDb0Xhaajg258jSKUcWg6vmYb+dmE8o3l9W7kae56BD6fL+zr3V33WvcS6gxTzXb079/fEvLWvSZLJgIBd763TARynCMJRDmBtLQ0tG3bFqtWrbJuUu3bt4/yEcf+8PQTx6KiIst+XZs2bSytx9ifVfTOICcnB1lZWRZzPd9zc8U7WAyGL774Ascdd5x13jR0+F3QH8fidqN6rtjdHYRMMc/gw7LAnpUSUzdr5YGc5I5id3diCnypQbu7VUV+bDw9BVefewVuv/12y0uvVujYsSOWLFkimrU+Kx5opAER//rXgZV3mDVT8oCCD+FLaWnmM0UCJBBTBPRT/1dffRVvvPGGJdjVdG1BhRe9e/fGgAED8Je//AXHHnusdY2prTzz3SFgC3ht4YFe52MhcL3r/VHietdb5vGy3vWWWsN7s9e44VrvNnwkNdekeYaauTC3mgAFvDwTSCCOCeTn50MFu/qm16l5F8dTjujUsrOzLS1MdVCSmireqhhcJaDndM+ePaF2a5V3rDyMOqEsWLAAp556aqOEu01FR3cEXhRxbvCWni5C3ePEHu+9SMKkQIeqwyuOzLAikOMTU715H4hTtbaOB3nxXXfiN3/Fbf++Hy1bmoLWdu3aoXXr1lb9UI2SQKN1iPg3/xv481KzZFJzYDcR7qZ1MvOZIgESiBkC+lL57rvvxmuvvWbZc63LwCsqKjB9+nTrN27cOPTq1QsPPvig9eKrLvVZJjwECgoKLDNBqlWt2tV77rlneBr2oBWudz2A7OiC610HDA+i8bDe9QBTWLsI13o3rIPa3phtRmfIkCFuNM82Y5xA8GkwxifC4ZMACdRMgILGmrm4lauLMArT3aK7Y7sq1FXtnVgM+nnViBEjsGHDhgYP3yeC3OF4Ds0hmq+OcKTY3f1WRL73O/KqzTKYthXbvJCM9P2CZhe0+OW+v+Hqo01tYGczjRHsajv+rT8DhWdLrDLYrC8d6PIOfBl7BfMYIwESiCkCei074ogjMGvWrMC49Rqt2n6dO3eGftnSpEkT65NSFeqqaYbNmzdj6dKlKCwsRGlpqVVPbQuecMIJeOyxx3D11VcH2mLEfQKqxfvmm29aZnliScCrZLjedf/8cPbA9a6ThvvxWF7vuk/HnR4au951Y1Rbt27FtGnTLOWtgQMHutEF24xxAhTwxvgB5PBJgARIgARik8CECRMsO5SNGf2R4jqtB8w3+P2QIaLdNIw0Gn5HUk8YOc1HJ6HZcNPu7uE4HlfhNqNcOBP+0gXAopNUyutoVrSHO78MX9bBjjxGSYAEYolAcXGxpXFrC3fV8cu1116LoUOHWoLdXc1Fv8RQ+7xq1uHll1+2vsy45ppr0KNHD8tkw67qc394CDgFvKNGjQpPo2yFBEiABEggLAS+++476/6o91g1U8dAAqEETLWd0L1MkwAJkAAJkAAJuELg4YcfblS7PXAohuJao40OYqZhPzTBGZIb1AueK6nzjXJNjvSh1YOmcLcbeuJRiKBV/twI/nKx/7vwBFHcXWc23/5x+JqfaOYxRQIkEFME3nnnHeiDp4YzzjjDenmlW9XarUtQ7cuDDjoI48ePxwcffBDQxrzppptQVVVVlyZYJgwEbDu8to3HMDTJJkiABEiABMJE4Msvv7Rasq/VYWqWzcQRAQp44+hgciokQAIkQAKxQUBt7+onVg0NzdFeTDOMFwu7wdt4pghmjxG7u6MlT4wgbA/q2Eg0ZlFkZyClmzhVe0ucqiUHBbnZaIFxeFcMOzQLlAtnxF8p41g0THy7FZrN5t4IX+uLzDymSIAEYo7At99+a425T58+lhZuY0wVqZO1Rx991GpPNYIXLVoUczxidcBq117trP/555/kHqsHkeMmARKIWwK2/V0KeOP2EDd6YsEnw0Y3xQZIgARIgARIgATqQkA/PW5oSBIt3ZF4CU0RdICmoloV7n4owt3xRsPnSer3QI5P5Ld5H6YiOSco3E3yJ+HveB1dIJJfF4K/qkxs7opOcclMs/WckfC1q93Wr1mYKRIggWgmMHXqVGt4xx9/fED7tjHjPfnkkwPV58+fH4gz4i4BtfN58MHV5nJsQYK7PbJ1EiABEiCBuhAoKyvDDz/8YDmVtq/TdanHMolFgALexDrenC0JkAAJkECECah38k8++aTBozgedyMf/Yz6ByITm5CKS4zcRyQ1MZgjMt22r6Ugbc+gcFd3XrHtNgzCEcFyYYypIzksvVAUiKeYrTY7Bug4xsxjigRIIGYJqManhk6dOoVlDq1atQoIirdt2xaWNtlI3QjYmmEU8NaNF0uRAAmQgBcE1E69Oift1asXWrYMKnl40Tf7iB0CFPDGzrHiSEmABEiABOKAwN13391gm5J740QRxpomDQpEsLs70nGasAm6LpsiqZsNWjl3JqPpieZtv+r9DFyReYtRLqyJFTcCm941m8zcH8h/VTQQTBvAZiGmSIAEYolA165dreHadngbO3Y1+aCO1zT07du3sc2xfj0I2AJe2uGtBzQWJQESIAGXCdgv3exrtMvdsfkYJWA+6cXoJDhsEiCBmgls3LgRc+bMgdr71M86GNwloA+jylqZb9gQdHHlbq+J3fqKFSvw22+/obCwsMFCUy8Jrl27FhMnOrRq69F5GzGhcKoYU3CGZmKS4UixnHuxbIMfMS+TIqfLrzJQtOkwH3JuM2/5pdOqMOT/xC5uPUJxcTF+//13zJs3D1u3BsXJNTXhX/04sHasuSu9B9BlInxJmWY+UyRAAjFNYL/99rPG//bbb8N2AtPQCena5brrrrOqq5ZSQUFBQ5tivQYQ2GeffdCsWTP897//hd5jYyFwvevtUeJ611ve2lusrXe9JxTeHuuz3g1vz7W3RgFv7Wy4J0jAfNoL5jNGAiQQ4wQqKystYWNRURHWr1+PJUuWxPiMon/4S5cutVgrcxX0VlRURP+gY3iEW7ZsgTLXRdiqVauwZs2aqJ/NP//5z4BWWn0Gm4omYnf3ZWSIMNcOqv96nNjdfU6Eu0EdWdV4O1V+q+1iSOvlQ+6r4lRNbCvaoWKVHyuGVeCc08+1s+q01fN68+bN2LRpExYuXFhrHf+G/wVW3mbuT2kHFHwIX0orM58pEiCBmCdw8803WyYV9PPRE088EePHj2/Qi+UZM2bgyCOPhG41jBo1KubZxNoEkpOTA3Z4Gyus92LuXO96Qdnsg+tdk4fbqVhc77rNxO3267redXscdvt6nbOdmVKD16bCbU0EUmrKZB4JkEDsEygtLTU0GmnDzv1j6mSstkf1QTcrKyiQc38EidWDk7fOPDQdjTS++eabBg3rZDyKPPQ06g4RN2sLxeGaGEFwhGsl/l0gnSQmutp9mIKkrKBw11/ux6pTKtC3bT8ccsghgbK7ilRVVUGvK3aojbd/y3/E7q5pDRhJ2SLc/QC+tM52dW5JgATiiICaaLj//vtx/fXXWy+AVDCr8SFDhkA1QlULt23btmjSpAkyMjKsF6B6j9QXRios0odp1U6aPXt2gIoKeu+5555AmhHvCKgA4dNPP7W0sc84Q5xkRnHgetf7g+O8/3O96z5/J2/tLTTt/ggSq4e6rne9pDJ9+nSooL979+5o104UJhhIoBYCFPDWAobZJEACJEAC0U3AcuAV3UPcYXRq2qC+4QDR3e1nmVwI1twDaWgn+rxizRZBPfE3JOVwXCYqvm3fTkHqbkHhrraw9opKlE4FnvjqCU2GNfi3/gIUDpc2g6MSqa6YZXgbvia9w9oXGyMBEoguAqNHj4Y6R7vsssssAYQ+jH788cfWr74jPfroo/HGG28gKYkfG9aXXTjKq2Beg/1JcDjaZBskQAINIxCL692GzZS1aiNgX4upvVsbIebbBLhqsklwSwIkQAIkQAIuE1BzKfUJ7dFb3Krdb1RpiWQcItq7Z0uuWtutDrNkc5GdsLatHklG5uHmbX7TuEpsHl+F22+/PfAJrlGpEQl/6R/AIrHpW1XsaEWEy51egi9rsCOPURIggXglcN5551k20W+55ZZ6axmlp6db5h3UlI1qj9JLeOTOkn79+iEzM9PyKRAL5o8iR4o9kwAJkID7BGxzOfbLN/d7ZA+xSoAavLF65DhuEiABEiCBuCaQIfZ1R+IlpIqmrh1SJaJ2d+8Xu7uT7ExskthJ8gs6PcsamYQW16iV3mDY9nUV1l5ZiVNOOQV33HFHcEcYYv7yVSLcPUH8uq01W2v/KHwt6ufIzWyAKRIggVgj0KZNG9x3333Wb/Hixfj+++8th122/W7V7E1NTbVMGGVnZ0PNO+y5557Ye++9I2rWaNy4cRg7dqxh3qqh7P/4Q154SdA5x2LQ4zNw4EB8/vnnlhbvySefHIvT4JhJgARIIOYJqMmIr7/+2poHBbwxfzhdnwAFvK4jZgckEBkCKSnmf+/QdGRGFd+9hjIOTcf37L2fXShfdQwT7aE+GmlniLmF1igwpjRUnKz9KBq8QZ1ev+wfKb8FgXLp+/vQZrzJomJptd3dUeePwtNPP204XAtU3EVEnbTp59K60NRg8/dXbgEWi4C5bLGVH/gn93r4WtNBUoAHIySQgAS6dOkC/cVCUAc2ThvA4RizOl2N1aCCBBXwquZYNAt47XuRzTk0bedzGz4CoYxD0+HriS0pgVC+sbDejeUjV9t6N1JzmjlzJjZs2GDdSzt37hypYbDfGCFgSoBiZNAcJgmQwK4JpKWlWQ5NVq1aZQll2rdvv+tKLNEoAnl5edCHOfV0qhpM6kiGwT0COTk5lraXMtfzPTc3173OwtTy7rvvjqlTxQDuLsIhuBy9RFfXGfYWTd4MpFvi3GD+AxL9KJBMFr8L7d4Xp2oZYhphe6ja5seW4el49t6xuPDCC+3sem91wduxY0csWbLEEhBr3O8vF5u7Z4rHj2qP94FGc86Gr92dgSQjJEACJBBKQO+VqumqDtb0eq6O2CLpPObFF1/EzTffLNc1fXHWuKAC0d9//x2xvPayNcXsT4MbR8S92lzvuse2tpa53q2NjDv5sbjedYeEN63WtN71pueae7GvwfY1ueZSzCWBagIU8PJMIIE4JpCfn289XOibXjoqcf9A66emffv2tQS8+nkjg7sE9Jzu2bMnysvLrc99dUEW7WHQoEF46aWXdjrMLhiAY3CrUaataO0OQCYOk9wNgT3/kdhtgZT4XUO7iSlI6WBy6P/+0fj7hOetFz7Bwg2LqfCldevWVmVLg2TpX4GiyWZjzY4COo4185giARJIGAKTJk3CBx98gK1bt+KFF17YYd6zZs3C1Vdfbb3sKi0tNfb3798fF1xwAc4//3zP1y1639Z7SjhCkyZNwtFMRNvQY6EvqvV4qfaYCpmiNXC96+2R4XrXW96xuN71llD4e3Oud0M1qMPf285btAW8hxxyyM4Lci8JCAHT+wqRkAAJxB0BfWChcNe7w6qsKdz1jrcKdVV7JxaEu0rlL3/5y07PjywxyjACL4g4N/j+NR0+HCt2d0fL9ucA2qUSO0t+1eYSNLvN2GRkDDRv63+tvApvnfVRWIS72ocGXehai90VNwMb36nOtP9t0g/If12OR3D89i5uSYAE4ptASUkJLrroIgwdOtQyBfPzz8Erlj3z2267Dfvuuy9UCBwq3NUyP/74o9WGair9+eefdjVuI0BAnd4NGDDA0mi27T9GYBh17pLr3TqjCktBrnfDgrHOjcTaerfOE4vigoH1bgTHqF+UfPXVV9YIqMEbwQMRQ12bT4IxNHAOlQRIgARIgARijYBqv6qTs5qCTwS4wzEezZFn7D5K7O5+LCLf5wK5qvGmDm+CDs2yL0tC9gWm3d1BOAI3JT8YqBXOiH/1E9L902aTad2AgonwJWWa+UyRAAkkBIHhw4fj+eefD8w11MGYavPee++9qKiosMro9fDwww/HqFGjcPrpp1uCX/uF9DfffIPjjjsOxcXFgfYY8Z6ALVCwNci8HwF7JAESIIHEJfDbb79h3bp16NSpk2XGKHFJcOZ1JUABb11JsRwJkAAJkAAJhIHA7bffXqMW71G4Gd0xxOhhfzTBVrG9cImRe6WkfgrkZAzxofWTpnA3H93wd7wun+mE/zbv3/AWsNI0IYEUMf6720fwpVSbbwgMjhESIIGEIPDFF1/gvffes+aqdmdfe+0169N+e/JqZ1fNMmhQ8y633norCgsL8Z///AfPPvss3nrrLUybNs36HXzwwVY5dSxzxx13WHH+ExkCFPBGhjt7JQESIAElYL9cs6/FpEICuyIQ/ie/XfXI/SRAAiRAAiSQwAT22GMPS7jhRLAHhsrfNc4sdBQzDb1EwHua5G4N7HlFYkFd3pR8sbs7IUUEq0G7u01F43c83kU2WgRqhSvi3/IFsPRis7mkZqK5+z58aTIYBhIggYQk8Mwzz1jzzszMhAp7zz77bDRt2jTAYsKECQFtXDXTcM8990DLhoZ99tnHEvrqVoM6PlNbvgyRIXDggQdaLyRnzJiBUI3syIyIvZIACZBA4hCggDdxjnW4ZkoBb7hIsh0SIAESIAESqCMBFXCcdNJJVukW6IAz8awYaAgKaTMlfrTY3b1YtvMDbU6XWFCX1yeykXYfpCC5TbCeFn0Mr4j+bngcBQW6loh/q/RfeKbEqj+vtvb5xJlgl7fha9LHWZRxEiCBBCPw+++/WzNWB2n6Eis0qHauBjXLoNq7Owvq2Oupp56yimzcuBGqycsQGQLqLE6drVVWViIW7PBGhhJ7JQESIAF3CFDA6w7XeG6VAt54PrqcGwmQAAmQQFQSUGcZr776Ko46/BhxqvYSmqJlYJwqrlWnai+KeYV3A7kbJKZ2d0sCObkvJSN9H/M2fg3uwOE4PlAmXBF/6UJg0TDx6ea0hykj7fQifFmmWYlw9cl2SIAEYoeAmlvQ0Ldv3xoHvWjRIit/v/32s0w01FjIkalCRdthqd22YzejHhKwPbdPmTLFw17ZFQmQAAkkNoG5c+di9erVULNH3bt3T2wYnH2dCZhPhnWuxoIkQAIkQAIkQAKNIaCfL4/u8TbysZ/RzEHIxBKk4sZArl9iw+VXLSDR7BY3JSHrdNPu7lEYhkvFjm+4g79itXR9AlC5xmy6/cPwtVChMwMJkECiE+jWTZwsSpg1a1aNKPr161djfm2Za9euRXl5ubU7Nze3tmLM94AABbweQGYXJEACJBBCwNbeHTx4cMgeJkmgdgIU8NbOhntIIOYJ6KeNc+bMgTo3KSsri/n5RPsE9GFUWSvzDRtU45LBbQIrVqyAephVDa+qqiq3uwtr+/PeKcWvz5j/LwtEsNsJGWKywWkI4S5JfRroO/NYH1reZwp3e2AvPCI6v04zD4EKjYj4K4tEuCumJMqCwmVtbl3yediWeW4jWmZVEiCBeCJgC3Dff//9GqdlP6D+8ssv1uf+NRZyZH788cdWSr922HfffR17GPWawMCBAy1t6unTp0etHV6ud709K7je9Za39hbL613vaTW+x+LiYqjpoXnz5kXMDrz91YT9kq3xs2ILiUCAAt5EOMqcY0ISUHtpKmwsKirC+vXrsWTJkoTk4OWkly5darFW5sq+osJhq9TLgSRIX1u2bIEy10XYqlWrsGZNiIZpFHNYP68S/z5fhKeOkC0mGY4QB2kjRUy7LJCvgt27rVRKSgr2OakXOk/Mgi9JDTlUhxZi3mE8Joreb9Chkb2vMVu/X7TnCs8CtontXUdYW3kUFhaPxMKFYraBgQRIgASEgJpU0KCmGB555BEr7vxn6NChaN68uXWdfvDBB527dojreuWJJ56w8lUzWOsxRI6AOsOLZju8XO96f25wvest81he73pLKny96XOcOpbctGlTxNa7tgbvoYceGr6JsaW4J0ABb9wfYk4wUQmUlpYaGo3btm1LVBSezdvJ2O/3o6QkaC/Vs0EkUEdO3jrt0HS0oijf6sdHp2xBuUO+q/q4x4nd3QdFyPvF9oHn51fhhx+64ddfZ1iLy9VbV6LNRB/KM0oDU0uS8k/hDdH6LQjkhSOi5y+WXgwU2aOpbnVjZX8sKr/eSsQK73DwYBskQAI7J3DOOedg//33twrdcMMNuPzyy7Fu3bpApXbt2kG1ctVp11133YXHH3+8Rk3eH374wRImqtaUhhtvDBqrCTTGiOcEbA0yW+Dg+QB20iHXuzuB49Iu5/2f612XIDuadfLW7NC0oyijYSCgXwTqdcUOkeCt2sMrV65EXl4eevToYQ+FWxLYJQEKeHeJiAVIgARIgASikYAlhIzGge1iTJ9fUox1syuNUkNE+/YXpOD+7bniRB7vv58kgo7u6NOnD/IL8nFD6gVYiGqhh135FjyMgTjMToZvu+IWYOPbRnv+Jvvij/I7Jc80D2EUYoIESCAhCaSnp2PixIlo3bq1Nf+xY8eia9euGDFiBF5++WXo5/2dO3e24nrtvu6667DXXnvh/PPPx7333ouzzz7bKn/AAQdYX2RoIyo01v0MkSdgC3jtT4YjPyKOgAQSh0CsrncT5wiFf6b2tda+9oa/B7YYrwRS4nVinBcJkAAJkAAJRBuBmc+VYM6rQa0AHd8eSEO22N0d6hjsM8+oN/pgxuO4A5PxSTBDYidhBM7FFUZeOBL+NU8Da58ym0rrCuS/i6oNhWY+UyRAAiSwnUCnTp0sLV0V6v73v/+1Pm19/fXXob+agmrp2pq6ofvVZu8zeiFkiAoCth1etaGsny1nZ2dHxbg4CObtb5cAAEAASURBVBIgARKIRwKTJ0+2pkUBbzweXXfnRA1ed/mydRIgARIgARKwCKyaXoFJVxYbNFqKNuzBYnf3DMndsH3PRRcB550XLPaJ2NcdJ5q6ztAH/XAPxjqzwhL3b3hHPHncZLaV0hbY7SMgpY2ZzxQJkAAJhBAYMGAAZs2ahcceewx77713yN5dJ3v27Ilnn30Wqr2ktl8ZooOA0w7vN998Ex2D4ihIgARIIE4J2OZwKOCN0wPs4rSowesiXDZNApEkoA6ZnCE07dzHeHgIhDIOTYenF7ZiEwjlm5ycbO+Kum3ppir8U+zuVjqUd1NllGp390Zxqvbz9hGrCcunHMqzczETN+B8Yz5t0A7PYgLS5S+cwb9lEvCnSJedISkLKHgfvrQugHxWnZSUFLDtHcrfWY1xEiCBxCWg5hquvfZa6zd//nxMmzYNs2fPtmyJq/anOiItKytD06ZN0axZM3Ts2BG9e/eGCocbIhROXNLeznzIkCGYOnWqJXw/9thjve18J72F3otC0zupyl0NJBDKODTdwGZZrRYCoXyjeb1byxRiKtvn80V0vTt37lzLVFH79u1pfzemzpzoGKwpAYqOMXEUJEACYSCQlpaGtm3bWjcIFcroTYLBXQJqCF8fXNWjc5s2bZChhlQZXCOQk5ODrKwsi7me77m5ua711diGPzu3CJsWVhnNDBXN3c9Eg3f89lw1Xfnuu4DIRqywHmsxCqegBEEHialIFb3dt9EW4f3/7N82Ayg8U4S45cEx+kQEnf8WfE2qtfB0wauCGPVwb8eDhRkjARIggR0JqHMYOojZkUss5qgm2f33328JeKNp/Fzven80uN71lnksrXe9JeNOb/YaN1Lr3SnyBYsGveYykEB9CVDAW19iLE8CMUQgPz/fEuzqm14V8jK4S0Bt0vUVw6kq4E1NVf1MBjcJ6Dmtn/OWl5dbvHVBFo3hp0e2YcEHDsGpDHJvsblbIRq4l2wfsP73fPNNiBOi6owK2XslzsIymDZv78YY7IsDwjpNf+kiYNEwoKrIbLfT8/A1O9TIa9euXcCJUqhGiVGQCRIgARIggbgicNBBB1n32mi0w8v1rrenGte73vKOlfWut1Tc7S2S613a33X32MZ765T4xPsR5vwSnoAKGinc9e40UNYU7nrHW4W6qr0TrcLdP78px9c3bzWAtBWt3b7IxOmSa++55x7g8MODxe7DaHyPL4MZEhuJS3EqzjXyGpvwV6wR4e6JQMVqs6m8h+BrcaqZtz2lgl0Kd2tE40pmWlIFDu7K5ZorcNkoCZBAnQk47fB+/fXXda7nVUGud70iXd0P17ve8o729a63NLzpLVLrXdrf9eb4xmsvfGKI1yPLeZEACZAACUSUwNbVVfj4tC3wVwaHkS72do8Vu7ujZDtve/YJJwA33xwsMwGv4DWxsusMAzAYt+ARZ1aj4/6qYhHungSU/WG21eYa+NpcbuYxFREC/k0LcUevyeicE53a6RGBwk5JgAQiRuDQQ6u/6rA1zCI2EHZMAiRAAnFIYM6cOVi9erX1BW737t3jcIacktsEKOB1mzDbJwESIAESSDgC/io/Pj5zC4pX+I25HyV2d/8hGrxiatcK3boBr74K0UCuTk/HD7gDV2zfW73pgHw8jTcherNGfmMSfn8FsHg4sO0Xs5kWZwDtRJ2YIeIE/IX/B/+Eg9Exc3PEx8IBkAAJkIASoICX5wEJkAAJuEfAtr9rX2vd64ktxysBCnjj9chyXiRAAiRAAhEjMPX2bVg6SYSojrA/mmAV0nDD9rzMTOC994DmzaszVmG5GGE4DWXyZ4cMqTNOxMEtIR7YwhT8fhE6LxXrv0X/MVvMEhsRncZFrbkLc7DxnfJPexT+j8UucunG+J4oZ0cCJBBTBAYOHCiOQNMxY8YMbNiwIabGzsGSAAmQQLQTmDRpkjXEQw45JNqHyvFFKQEKeKP0wHBYJEACJEACsUlg0adl+OG+bcbgO4r2bTcR1op+rLhPqw7PPQf07l0dL0WpJdxdg5Xb91ZvHsIL6Ik+Rl6jEytvAzb+r9lMk75A/hsi3KVzQBOMtyl/eTGqPhsO//e3S8em9re3I2FvJEACJLAjgYyMDBxwwAGoqqrCV199tWMB5pAACZAACTSIgCpg2PZ3qcHbIISsJAQo4OVpQAIkQAIkQAJhIrB5SSU+ObvIaC1T7O0eJXZ3R8p22fY9l4uJ2+FiIcEOt+Ey/Iqf7KS1vQQ34jicYuQ1NuFfMxZY84TZTNpuQMF78CVnmflMeUpA7e363x0C/PG+0a9Y+8AvS6uMPCZIgARIIFIEbMED7fBG6giwXxIggXgkMGvWLKxduxadO3dG165d43GKnJMHBCjg9QAyuyABEiABEoh/ApVlfvzztCKUrA9qXqppXXWq9qi8T/1iO4IDDwQefzzI4xWxsPueuFVzhkNwDK7Bnc6sRsf9G8Xy7wrbQMT25lJyRbj7EXy6ZYgYAdveLtbPMceQ3hKPzB2E31cFzymzAFMkQAIk4C0BW8Brf0rsbe/sjQRIgATik4B9TbWvsfE5S87KbQLh89ji9kjZPgmQQL0JbNy4EcuXL0daWpr1NlC3DO4RKC8vR2FhIcrKypCXl4ecnBz3OmPLFoEVK1Zg/fr1yMrKQqdOnZCUFLn3llOu24qVP9gGGKoP0EHIxGyk4r7tx6ttW2DCBCB1uyWE7zAZD4imrjMUoAeeEFdsSWH8yMZfNEXs7l7g7Ea+4RGN3S6iuZteYObvJFVcXIylS5dadnqVd6YaEmZoFAHL3u73d0gbIULc1n3gO+ZtzPny1ka1z8okQAIkEE4CaqKhSZMmmD17tqVt1rp1+GzEN3ScXO82lFzD6nG92zBujakVTevdxswjVupGYr1rfxVBAW+snCXROc7IPQlHJw+OigTihkBlZSUWLFiAoqIiSwC2ZMmSuJlbtE5EBV8qbFTmyr6iwhT2Reu4Y3VcW7ZssYSNughbtWoV1qxZE7GpzHunFDPGlBj9F4hgtzUyxDRDdUhOBt56C+jQoTq9FItwBc5CpfzZIQvZGC9O1Zphu+c1e0cjtv5tvwKLxfqvv9zRirzfzf9f+DLF9m49gp7XmzdvxqZNm7Bw4cJ61GTRUAI7tbfb/VT4TpoEX3Z+aDWmSYAESCCiBFRZQJ2tqb3IKVOmRHQs2jnXu94fAq53vWUeTetdb2ceud68Xu867ZofdthhkZs4e455AtTgjflDGHsT0Lf+zZo1s7QcdfQ+n0+02eru2EffGlte4LdPnfVr5ldaWmo5wbDPkG3bqp0+kZ9754/NWJnrOVpSUmJpltrHQLfkHz7+uuB1Bid/Z74z7gb/LQuT8O/zTbu72aJ9eyiycKTY3V2/fQAPPggcdFC5XPv82IpiXJRyEjYm2XvlWih/T+JV7IbdnUM24vUdv7+sEFg0DKgKslI90cq8Z+BPHwSfXE/rev3VxadeV+ywdetW63yua32tV9/x233Z27ipv3kRkv/vLPg2zLWn9v/snQmcjdUbx393BsNg7PteCCGUyhaypaIkskbJlrIkbaiUJSKphCQKWSNLEtmXhP4oe7axjxhjNrO///OcmXfmPXe2u89dnuNz3fece855z/neO/ee93mf83uSn01+MDWaAFP9YWo555gAE/A4At683iUPsy1btoA8zp5/PmOteFd9X/N6N+M/DWfyN663eL3rfP7ust71lfVeTqx3//e//4F2IpD2Lu2Qc+bfb8afWLU0p8+vjoZz1hBgA681tLiuQwgMGDAAPXr0wOHDh1P7I4Pvfffdl+X2avqiOXnyJIyLCr0Dbp89P1qAkXg780s2dOufHXp21OfH2Kf5MX9+nff3a846o7yz+CfGmPB3v4qIj0z7ORWOuiI4WkG8J4y8B1MG06lTEtq1O4ZDh+6KjfgaZlQdi3+LqnqrI/ERSHs3o2TL+LWEm8C5jkBCiNLlpfjBCDlfTZQlfwdb8/lXOhKZQ4cOOezvJyt5DVvmbxyrO7UPuvMn7jn7MUyJ6k0BCL1dU7uFMFVoaRw6HzMBJuChBLx5vat7mOlbio1vUU5/3/J613nrLX29YHy/zY9z+v335vObs84o783z1z9/rlgvmrN19npX/y5t3769T1+vm3PnvPUEWKLBembcwgkE6M4kbW3PKtH264yMk9SG22fPj+QCmF964y5/fjz/7yer7w39NWd9f5yZXAKRZ9KMu3S+5sgvAqrlwuyUk9eoAXzySUjq39/qst9jf9Ed+tDkc+vYjhiEt5QyY8ba8WtJUcJz9zkg7oyxG1xP6IqQxK5KGX9/Zv/9aS1/BbDI6O1LX1uMaqffQS4z425C4Vowdd3Dxl1zcJxnAl5GwFu+bxs2bCh3KJ04cUJKJBnfJv37zlimH7ti/rze5eslb73e0f+OsnrO6b8/Pr9tf396gLUnn3wy9XrB/H12xfdnTr9/5nPmvPUE2MBrPTNu4SQCuXKpRhLz0/iTgGUWidtnzY+kLLJKzC9rfvz5c++/v6w+2/SaM96/a6uDcGNDQeXUNZAH/kJ3d1BKqYj9hlWrgEKFkn9u/yq8ByvLzVPaVIqqig/vzlDKzDPWjF/ThPZzcG/g7l9KN7cSW+FSgj4y5SXw37+T//61WNxz5gOUvzxXCHGowdRuFW2F6HbrWG9X/Uhyjgl4LQFv+L6lOTRt2lS+R7phQn/DrPm90tsYn+1tz+td916vecPn3/h5NT+29/ObXXvz85nns2vP/J283rPBXkE3pXbv3i3fyqpVq5q/pUre298/ZbKcsYlA1p9wm7rkRkwgawIUnIeC9BQrVkxWpG0WRYsWReHChbNsWKJECZDmI7Wn7Vd64vYZ8zP/AQgICJCMmZ/zPj8U6MuYjO8Bf34d//dLGlkUXEVPWS1qHc0/4mRunPtMjRxeVJh2HxG6u3TJG50yqO++A2rWFBK4SSVwIv4fzCzzEYntpqaCCYXwyZ15KF22bGpZRgdWjf/yEOGW/ZvSjZa/JSJMU5EnPNqu70+6s29M9L3C399Z/35pd86hxE7hNX37uBGdMPP64XrlIUiq+xpKFC+jvMYZJsAEPJ+At693SaZh48aNIANv9+7dU98wq36vUlulHVjb3rjWol54vev49RZxNV5v8XqXiGScrP38mveSUfucXO/q4zO+/3pZRs8ZjZ/qeVp7V653Dxw4IAN01xQXDKTBGxwc7LP2jow+U1xmHQGTMJSlWcqsa8u1mYDVBBo0aCA1G5999lmsXr3a6vbcwDoC9ANBizD6Ua1WrZrwIixkXQdc2yoCdOPi33//lUZHWuBUqVLFqvZc2ToCtOAlXe7IyEhQVG9aGNGFnbNTTFgSFjW4gzvnk1JPRWEiu6EwXhNG3hUppW+8AUyblpwJRxg6oQmCkSaZ4C/q/oCNwij8WGo/9h5o194XegApJ9U7y1cPuOc3mPyFO7Gd6fr167h48aIMjlm5cmXQ55xT5gS04E3QNvcFYsPUSlbo7fbu3RuLFi3CwoUL0atXL7UfzjmFAG2DvHz5snxcuXIFN2/elJ/18uXLgx7lypVLF0DTKQPhTj2WgC+sdyko0IMPPoh77rkHZ8+ezdH3ite7rsXP613X8s6p9a5rZ+leZ3PlenfChAkYM2YMXn31VcycOdO9QLhwNLzedQxs9uB1DEfuhQm4JYFKlSqhrPAMJM9GMvJyci6BoKAg1K9fXxp4rYk069xReW/v9Jkmoy4FlCDe2W3LdBSJjX0jFeMu9dtKeO4uNhh3HxM228mTk8+YhCQMR2/FuEuvjME0xxp3b85Kb9zNI24yVF7lEOMujbl06dIoXjzZc9nca4pe55RGQPvfNGh/CIO7mSQDiteFqf0ylmRIQ5XjR3STaM2aNViyZAl27doldxllNyi6YdqyZUvpudihQwfky5cvuyb8OhPwKgL16tVDkSJFcO7cOVy4cAF00y+nEq93XUue17uu5Z1T613XztK9zubK9a4uc6MHr3QvEjwaTyPAFh9Pe8d4vEzASgJk+GLjrpXQ7KhOrNm4awdAK5uSUZe8d11l3D3w6V2cXROvjLIuAnBbPN5KKS0jdtsvWwaha5tcMAWjsROblDZd0FeYfAcrZfZktDAh9Ht1lNqFv/CurbIGptyl1HI7c2TYZeNu5hC1+CgkbewljLtjRSWzTVLVusLUeRsbdzPH57JXSPOOdhK98MILKFmypPSO/uWXXywy7tIgafv9zz//nNqePE82bNgg5FiSXDYHPhETyEkCtN5p0aKFHIJuoMjJ8fB617X0eb3rWt6uXu+6dnbueTZXrHdjYmKwd+9eeR2jf5+6Jw0elacQYAOvp7xTPE4mwASYABPIUQKXd8dj17u6um7yUEohF2ohv5BnABLEQ9xPwQqh0SAcXWVah2X4Fp8lZ1L+ry/8dsfhS6XMnowWuRO41E90YTAm+uUXxl3huRtwrz1dc1srCZDerrayOXBWGNyNyeQHU+NJ8Gu7AKZc7OlpRJMTx3/++afcWv7cc89h+fLlmUastnRs5AFMMhpPPfUUmjRpgn/++cfSplyPCXg0Ad3jzB0MvB4NkgfPBJiATxIg4y4ZeWlHhB6fyCdB8KQdRoAlGhyGkjtiAkyACTABbyUQfSMJ67tGQEuL6SZ8dk14QkgzdBPPV1ImPnUqhIEnOXMUh/AOBihISqEsvsZy5BH/HJG0u8KQdOEFYduNM3Qnftor/QhTYANDGR86m4DU293UB4i7o57KCr1dtSHnHE2AtHVHjx4tNe50T1vy+iNpncaNG+Ohhx6SF1gkv2B8BAYGIioqSnrtkueu/iBtXgqOQhdoR44cAXkF79u3TxqPR40ahbFjxyJv3ryOngb3xwTchkCrVq3kWNjA6zZvCQ+ECTABDyKwZcsWOVr9u9SDhs5DdVMCbOB10zeGh8UEmAATYALuQUBL0rC+ewSirhk8ZMXQ2gnj7gyhu5u8NIPQ4gSGDk0e8y3cEAIMzyMWMamTyCNMwrNECLYSSHHvTX3FtgMt7iJw/lkgKVztoMJsmAq2Vss451QCrLfrVLwO6XzTpk3o16+fDJxGerkDBw4EefCSUdcS/dyCBQuCHhRkzZhImoESGYD3798vPYK/++47TJw4UXjzr8D333+PRo0aGZvwMRPwGgKkg09aldeuXcOJEyekLr7XTI4nwgSYABNwMgH95pi+G8LJp+PufYAASzT4wJvMU2QCTIAJMAHbCex5/y4ubSUBhrTUEPlwWnjhjk8pql0bmDs3OROPeAwRfr3XcDmtgTgaL3x36+IhpczWjJZwSxh3OwpdiOtqF6XHw1REWJo5uYRAst5uz0z0drvA9NxW1tt1yTuR/UkoENp///2H119/HWfPnsX06dPRrFkzi4y72fcO5M+fXwZdmzVrFk6fPo1XXnkF58+fR9u2bUGSEJyYgLcS0A0TuqHCW+fJ82ICTIAJOJJAeHg4Dh48KGO30HqEExNwBAE28DqCIvfBBJgAE2ACXkng3IY4/DnhrjK38kJ3t5ww8L6YUhoUBPz0Exl4kgs+wggcxB6lzUsYiufQSymzNaMlCR3gC52B2H/VLooPgankCLWMc04jkKa3u1o9h9TbnSj0dr8XAe4C1dc4l2MEHnzwQZw5cwZffPEFylAkRCemSpUqiRs+c6VHY5UqVdC+fXv8/fffTjwjd80Eco4AG3hzjj2fmQkwAc8lsHPnTint9PDDD6NAgQKeOxEeuVsRYAOvW70dPBgmwASYABNwFwLhwYn4tVekMpxAobfbCgXRXTyHildMJogt2ED16snVloqQakuQ4sqb0rIxHhdavJ8o/dia0TThSRwstoRHH1C7KPQ8UGayWsY5pxGQersrmgKhx9VzkN5uh3Uw1R+ulnMuxwmQzp25vIKzB1W1alXs2rVLBk8hT95//zW7KePsAXD/TMAFBHTtyO3bt0PXtnbBafkUTIAJMAGPJsD6ux799rnt4NnA67ZvDQ+MCdhPICwsDMePH5deS3FxxiBM9vfNPaQnEB8fL1kT89u3b6evwCUOJ0C6f8eOHUNwcLBDLywT4zSs7RKBmNtpurvClosnhXF3LPygm1fffht4VsjgUiKv3Q8xLDmT8n8FVMEXWCyUev2Vcpszl18DIjaqzQu0ACrMFcZmGqFzE+mMnjx5EqdOnUJ0tPAk9sGk/TUV2vpOwoM6TJ198bowdd0DU4WWajnn3IKAJTq7zhgoBWvbuHEjyMvx888/d8YpuE8mkKMEKleuDPJUDw0NxeHDh3NkLLzedS12Xu+6ljedzVnrXdfPxDPO6Ir1ri5ro++C8AwyPEp3J8AGXnd/h3h8TMBGAomJidLYGBkZKRfdFy9etLEnbmYpgUuXLknWxJy2AlNEdU7OIxAREQFiTouwkJAQqa/pqLNtGyH6PJCodNcEgdiJ3JidUkrBw8eniPCS3i7p7iaIf3oKRH7MwU8ojKJ6kV3P2rUPgNsL1T7yPgBUWgqTXx613Ek5+lyTZtidO3dw7tw5J53FPbtN1dvd974YYJrhX462Guvtuue75h6jypMnDxYvXizlIdxjRDwKJuBYArqBQvdIc2zvWffG692s+TjjVV7vOoNq5n06c72b+Vl9+xVnr3cpJsA///yDwMBADsTq2x81h8+eDbwOR8odMgH3IBAbG6t4NN69q+qIuscovWsURsaapiEmJsa7JuhmszHypqGZ520d7smlsTjydazS/B5h2M0n/g1KKS1fHliyBPAXjrmxiMFgPI9buKG0+RTzUB33K2W2ZrSbc4D/pqrN81QGqqyCyb+gWu6kHG29pe8VPTmKt96fOz+z3q47vzueMTbysPenLwxOTMALCbRu3VrO6vfff3f57Hi963LkynqL17vO52++3jLPO38EvnUGV6x3yXuX/naaNm0KugnMiQk4ioBDDLzkpWaP5tK+ffvw448/OmpO3A8TYAJMgAn4AAFaGDk63TqZiE2vqLq7QUKSoQkKoKs4GYkS0Dps5UqgRInks7+LgTiKQ8pQXsNotIPYxu+ApN35Gbg6Uu3Jv7gw7q4RQbxKq+WcczgB1tt1OFLukAkwAS8jQB68dBNj9+7dYEkwL3tzeTo5TsAZ690cn5SPD4DlGXz8A+DE6TvEwHvr1i0MGDBA3oWwZqx0x/VtIWBIdy448IQ15LguE2ACTIAJOJpAfJSGdZ0jEB+V1jP52z0ldHdfE0beUynFM2YAjzySnJmLz7AWS9MaiKPW6CCUeMcqZbZmtMhdwMWXRHODMdsUmOy5G1DV1m65nYUEWG/XQlBcjQkwAZ8mULJkSdSpU0dqs+/du9enWfDkmQATYALZEdB3O+hBKrOrz68zAUsJOMTASyebN28ehgwZYul5sX//ftSvXx9TpkwBaSdxYgJMgAkwASaQkwQ2D4rErePq71ELoaO7DLmwImVgffoAg1J0GnZhMz4VnrrGVBU1MRXzYRL/7E3a3aPABeE3rBkDJAqTc+XFMAU+aG/33D4LAqy3mwUcfokJMAEmkAEB3VCREzq8GQyHi5gAE2ACbkng/PnzMo5FkSJF0KBBA7ccIw/Kcwk4zMBLCGbNmoU33ngjSxrktfvuu++icePGOHHihKxLW3oqVaqUZTt+kQkwAesI5MqVS2lgnlde5IxDCJgzNs875CTcSSoBc7726FsemR2DE4uMhlSgBgIQibx4K+WM9erR71xy5gLOCC/dXkgS//QUJMKpzcZKIeZgvyauFncJOP8MkBSud5/8XGEWTAXbqmUuytFvtZ9f2rLBnL+LhuH002SttzsJfm2/F9IYwouaExNgAkyACaQSyCkdXvPfIvN86gD5wGEEzBmb5x12Iu5IEjDna896l5FmT8DZ613de5ekbYzr6uxHxjWYQPYEVAtQ9vUzrFGwYEFUrlwZFy5cwPTp0xEQEIBJkyalq3vw4EH07dsXx44dS32tWrVq+Pbbb/HYY4+llvEBE2AC9hMgwfZSpUohJCRE/niULVvW/k65hywJlClTBpGRkXJXQgkh0Jo3b94s6/OL9hGgO98FChSQzOnzTltEbUkh/0vAtmEGXQbRSTH44wHhvfuoOE4QD3EqrFoF5MsHYfSNEMHWnkc4wlJP5yckHGZgESrDftkELSFUGHc7ihNfT+1fHpQeD1ORnmqZC3O04C0vostdvHhRai3Ssbclqbe7ua+InJf23so5BhSFqd1CmCq09LYp83wsIEABM3/+WWhh25G6detmR2tuygTcnwBdy+XOnRt0vRceHo6goCCXDJrXuy7BrJyE17sKDqdnHLXedfpAveQEzl7v6rsc9JtiXoKNp+EmBBxi4A0MDMSOHTvQsmVL6W7+ySefSCPvhx9+KKdJYvvjxo3D5MmTU+UY6E7UyJEjQXXYCOImnwYehtcRIM94MuzSnV6+Q+j8t5cuZkh6hmRn6CKHk3MJ0Ge6Zs2aiI+Pl7xpQWZtiglLwlqhu5tocN6ld6698MLtKWQWrohj6nbRIiF7W4WUcDW8iZeE/27yDhT9fKMwAc3QRs/a/Kwl3RWyDJ2FgfG02kfxV2EqOUIty4Fc6dKlUby4CPAmkrlHSQ4Mx6GnlHq7+z4QfRr0jukMxevC1H4ZTEG808ihwD2os7CwMHTv3t2uEbOB1y583NgDCNAN10eEQD0FWtu+fTs6dhQ3Kl2UeL3rItApp+H1rmt5O2K969oRe/7ZnLXepYB5uoFXl7XxfFo8A3ci4BADL02oYsWKqUbeM2fOSIMuGW7btGkjvXaPHhVagimpntjnSpq9rDmiE+FnJuA8AmxodB7bjHqmRRgb0zMi45wyMuqS944tiRZZG/tEIvxCmswC9dNaiCx8KTx4t6R0+oGw+T35ZHJmBj7G71iX8kryU0d0Q39kLU+kNMgko2lC/ze4NxC9X61RSBh8y0xRy3Iw53WGXRFVT9syADi7Oj3Val1gailkMViSIT0bHyqhC72vv/4aw4YNkzeU7rvvPjRq1MiHCPBUmYBlBMhgQQZeMmC40sBLo+P1rmXvkaNq8XrXUSQt68ee9a5lZ+Ba5gScsd49cuQIbt68KW1ntJOdExNwNAGHGXhpYLRdk+7Ykp7I6dOnpdbumDFjUr12yeD7gbhSfvPNN73O88fRbwz3xwSYABNgAs4lcGBKDM6ujVdO8oDQ3D0vtHcnpJQ+8QQwdmxyZhN+xleprySX1UZ9TMIcpQ+bM1eGAhG/qs3zNwcqfCslEdQXOOcIAlJvd4MIZBd6XO3O5AdTowkw1R+mlnPOZwkMHjwYtWrVwtNPP40rV65g9OjRqFq1qs/y4IkzgYwI0JZj2rWpa0xmVIfLmAATYAK+SkD/bmR5Bl/9BDh/3mnRUhx0rnLlykkjb40aNWSPtFWZUrNmzUB3LN555x027koi/B8TYAJMgAnkFIHLO+Oxe3S0cvpSyIXKCMSLKaWVKwOLF0N4ZAOncUxIM7ys1C+GkpglgqoFCKOwvUm7/pEwMi5Qu8lbB6i8FCY/2zyU1c44Z05A6u2uaJreuEt6ux3WsXHXHBjn0bx5cyk3RlrrvXr1Au0C4MQEmEAaAZJoIKmG48eP49q1a2kv8BETYAJMgAmk3vxiAy9/GJxFwOEGXhooCa+TJy95OuipS5cuqF69up7lZybABJgAE2ACOUIgKiQJ61+IACki6Cmv0NttI6QZeojnUFFI8fF++gkoWhQilFooBqIzopEWiC2XMAbPxFKUgf2BxrRb3wI3JutDSX7OXVGI/q6Gyd81QWrUk3t/Turtru+UPpga6e123cPB1Lz/I2DzDMmTl5wW/vzzT6xbp8q12NwpN2QCXkKAZBL0wNm6zqSXTI2nwQSYABOwiwDFpdq1a5fclcf6u3ah5MZZEHCKgZfOV6pUKWzbtg21a9eWpyfdMtLd5cQEmAATYAJMIKcIJCVq+KV7BKKuq5537YRx90Ohu3sgZWAzZ0LoxAOJ4t9QEW7tkhBuMKYPMQMPoYmxyKZj7c5a4Mpwta1/MeCetUL3tYxazjm7CWhCbzdpY09o+94XfamfAVTrClPnbRxMzW7K3t0B6SDSenb48OH477//vHuyPDsmYAMBir9CafPmzTa05iZMgAkwAe8k8McffyA6Ohp16tRByZIlvXOSPKscJ2CVBu/8+fMxYoR1UbzpTgUl2sbWv39/jBw5MsNJk3QDPTgxASbABJgAE3AWgT1j7+LStgSl+4eRD38gD2anlA4cCLycosYwCW9jL7Yq9buLkGrd8IpSZktGi9wDXOwrmhoMjaZ8wnN3FUwB1WzpkttkQYD1drOAwy9ZRYACo0yfPt2qNlyZCfgKAX3rsa416Svz5nkyASbABLIioH8nsvduVpT4NXsJWGXgJWPtnTt3bD4nGXkzax8bG2tzv9yQCTABJsAEmEB2BM5tiMP+SXeVahWE1EKQMPAOSil96CFgxozkzGosxgJ8qdQnr933Yb9hR4sRQb0udBG2XeNvnz9QaRFMgWIQnBxKQOrtbu6bXpKB9HbbLWRJBofS5s6YABPwZQK0e5Pk+q5evSq1eI2Sfb7MhefOBJiAbxPQdzXoN8F8mwbP3lkErDLwFixYEJUp6owTUuHChZ3QK3fJBHybQFhYmFxg58mTBxUrVgQ9c3Iegfj4eAQHB4NuhtHFTZEiRZx3Mu5ZEqAgLqGhoTKoS4UKFURAtIyVh8KDE/Frz0iFWn6ht9sMBdFSPFO4tWJCGYF0dwMCgL9xEKMxWKlPeruku5tb/LMnaXGXgfPPAElmN0zLzxTyAE/Y07XT20ZFReHSpUtSP4x4BwYGOv2c9p5A++tTIcnwoejG4ClNnZLebvtlLMlALDhlSIACBYeEhODWrVugdSptqQygLwhOTIAJZEmADBgLFy6UMg2uMPDyejfLt8PhL/J61+FIs+3Q0vVuth1xBYsIOHq9S99RBw8elNfiFLCVExNwFgGrDLw9evQAPTgxASbg/gTowvTMmTNISkpKHWzVqlVTj/nA8QTI8EXGRkrEvn79+siVy6qvWccPyot7jIiIkMZGmiItxPKKyGik/26eEuM0rH0+AjFhaQY+k6jUXhh3h8EPp8Qx2YWXLIG4EQL8h+vCtNsFcUjzrg1AXszCShSDfZpZWsLtZONu/FV1mKXHwVS0t1rmhjn6XOs7bugCT9fZd8OhgvR2tS0DgLOr0w+P9HYfnwVTLiGJwYkJpBA4efIkvvnmG2zfvl3eHCWNXeNvKFUjQy99z9Dvaffu3dGpUyePuNHBbzITcCUB0uHVDbwUh8WZide7zqSbcd+83s2Yi7NKLV3vOuv8vtivo9e7W7duBX1XNW3aFPnz5/dFpDxnFxFgy4OLQPNpmICrCZARxnhheveuujXd1ePxhfMZGZMkTUxMjPQs9YW558Qcjbzp/OZ5fUzbRkQh5GCinpXPTRCIVcITd0VK6ccfAxQXJk78G4IXEALVADsJc1Ab9ZU+rM1oSeJv8MLzQibgpNq02ECYSr6plrlhjr5PdOMuDS8z3u4wdNbbdYd3wXPGsHPnTowZM0ZGt85u1OSFQ49Tp07hl19+Ae1u69y5MyZPnsxBU7KDx6/7DAF9C/KOHTtANwNz57Zv50tW4Hi9mxUd57xm/P3n9a5zGBt7NfKmcvO8sS4f20/AGetdXZ6hbdu29g+Qe2ACWRDIeC9rFg34JSbABJgAE2AC7kCALiqySyeXxuLI12meuFT/HmHYjRe6u2+lNO7QAXj33eTMhxiK/2FfyivJTyI8KDqKsGr2JE0TBuaLfYBotW8U6gSUnWpP19zWjIDU213RFAgVOsfGRHq7HdbBVN+53mTGU/Kx+xPYtWsX2rdvn864SzsCSpQoIT1t/P395c06kmcwl4Ehz6oFCxaAtlyS5ignJsAEIGWq7r//fkRGRmLfPrPfPQbEBJiAVQQsWe9a1SFXdjkB3cBLuxs4MQFnEmADrzPpct9MgAkwASaQYwRunUzEpn6q7m6QkGR4EAXQXYwqQTzuvRf44QcITVlgoRBhWI75yniboQ1GYbxSZlPmynAg/Be1af5mQIV54tz8U6yCsT0n9XbXC6N5bJjaCentdt3DwdRUKj6f++eff/D0009LyYU333xT6oWSziF5R9Hjxo0bmDlzptxSSYZc2pVBWyzp+OLFi9izZw/mz5+Pvn37Sv11MvKSXi8nJsAEaFdMsiFDN2wwEybABJiALxI4f/48zp49K2OzPPjgg76IgOfsQgJ8VelC2HwqJsAEmAATcA2B+CgN6zpHIJ6ip6Ukf/H8pNDd7SeMvJfFMcUHW7WKNDWBP7FTmHFH6lXlcyVUxQwsErXt+6nUrk8Q3qTfKX0jb22gsgjw5ccBm1QwtuVIbzdpY08RTO0D0YGZZzfp7XbexsHUbEPr1a0WLVqEFi1a4O+//8ann34K2lZeunRpqeed1cQLFCgACjLYuHFjadwlIy8FTyEP3w0bNmTVlF9jAj5DgA28PvNW80SZABPIgoB+k6tVq1bpdgFl0YxfYgI2EXCIBi8FoahTp45NA9AbkecEPTgxASbgGALmwb3M8445C/diJGDO2DxvrMvH9hMw50vbqPW0eVAkbh1XdXdbID9mIxd+T6k0Zw5Qty5wBcF4Xfj0Jop/esovvHzniKBqQRDWXzuSdksYdm9MVHvIXQGo8jNM/oXUcjfPmYSbM21P17W9zfnn1PCz1NttPBGmekNzamh8XjcnQFvH165d6xCt9Fq1auHzzz/Hjz/+iN69e7v5zHl4TMD5BMijnbR3Dxw4gDt37qBQIef85pn/FpnnnT9T3zuDOWPzvO8Rce6Mzfka17vOPbNv9u7o9a5u4NVvevkmVZ61qwg4xMBLF3shISF2jZkioHNiAkzAcQTy5Mkjt53S3yYZZcqWLeu4zrmnDAmUKVNG6s3RFl7SbiQNR07OI1CkSBFpmCGNP/q8lyxZUp7syOwYnFgUp5y4BgKEITcvhC+tTK+9BvTqJQJVIBqD8DxCcVOpPw0LhP9uTaXM2ox2Z72wHpvpvfoXFcbdtTDlLmNtdzlenxa85cuXl1vT9eOcHpTU293cN70kA+nttlvIkgw5/Qa58flJ05CCPznS6PTYY4/hrbfecuNZ89CYgOsIUKT4Ro0agYIYbtu2Dc8++6xTTs7rXadgzbJTXu9micfhL2a23nX4ibhDSUBf45IUk35sKxqyk23dulU2ZwOvrRS5nTUEHGLgJeMRbWmzJ9F2N05MgAk4lkClSpWkYZfu9JoHhnHsmbg3IhAUFIT69etLjUZnRoxm2skE6DNds2bN1AjdtAgL+V8Ctg1VbxgWgz+qCe/dRqIZbd5/9FFg2rTkPt5Bf5zA38mZlP9H4AO0hoi8ZkfSov5IDqqGpLReTPmELMNPMOWtnlbmYUf0W1+8eHE5anOPEldPRftrasaSDKS3217IXwRVcvWQ+HweRIC+LyhFR0cLuRah1+KAdObMGVSpUsUBPXEXTMA7CJBBgwy8v/32m9MMvESK17uu/bzwete1vDNa77p2BL53Nketd//66y+EhoaKmB/38vrA9z5GOTJjhxh4yVONglJwYgJMwP0IsKHRte8JLcLYmO465mSkIe8dSjFhSVj7XAQS49POn1scthG6u51gEl66EF6+wMqVEG0g5Bqm4Bchw2BM7UTNV/GuscjqYy3mBHDheWFNjjG0FfIRlX6AKf/DhjLPPMxxw67Q29W2DADOrk4PsFoXmFrOEh7SjjHYpT8Bl3gTgYYNG2L8+PGYMGGC9NKxZ24JCQnixtE0qctrTz/clgl4E4F27dph7NixMoChs+fF611nE1b75/WuysPZOeN619nn4v6TCThivcvyDPxpcjUB+yLHuHq0fD4mwASYABNgAhkQoO3WG/tEIjzY4DEr6rUWWrrjhQfvAXFMEr1LlwLlygHb8Sum4X2lp+q4H59injAFJ3v2KS9amNHirgDnnwESw9QW5b8UHqVPqmWcs5qA1Ntd2Ty9cdfkB5PQ2/Vr+z0bd62m6rsNnnvuOUyZMgVPPPGE1OINCzP7u7UAze3bt7Fx40aQ3ugPP/wA3oJpATSu4jMEKGJ80aJFZQR5iiLPiQkwASbgSwQ2bdokp8trA19613N2rg7x4M3ZKfDZmQATYAJMwNcJHJgSg7NrDa67AsgDQnP3f0J7d3YKnEmTgJYthf0VpzEcLwq5BhJsSE6FUVQEVfsJgULKwdakkVGXjLvxwshrTKXeh6loH2MJH9tAgPV2bYDGTbIkQEbZ+fPno2/fvqCLMPJIo6DBtDWTNA/pERwcjAsXLmD06NGgeBGk+U2PiIgInDt3DqdOnQLdYKK2CxcuFIEbReRGTkyACUgC9HfRunVrLF++XP6NDR48mMkwASbABHyCAK0V9u7dKxxM/PH444/7xJx5kjlPgA28Of8e8AiYABNgAkzADgKXd8Zj93vRSg+lkAvFhblWmFtlEo56GDUKiEA4BoqgasLXN7W+ENXAF1iMCrBdO1NLEnIMF7qIYF9CnsGYivWHqdTbxhI+toEA6+3aAI2bWESgd+/eoCAow4cPB3nwHjlyRD7MG0+cONG8KDVPGr5fffUVevTokVrGB0yACSQTaNu2LRt4+cPABJiAzxHYvn27jBNCwSYLFy7sc/PnCecMAZZoyBnufFYmwASYABNwAIGokCSs7xoBzaDMkFdILLQQ0gzdxDOZfe+7D1iwACLcWRLeQB8InzvlzO8JLd7GsP3OukYnv9gXiNqr9IsgYV4u+5laxjmrCGhCbzdpY08RTI3kNNI8rmUnpLf73FYOpmYVUa6cEYE+ffrg6tWr0pv3UYrCaGFq0qQJ5s6dK+NQvPTSSxa24mpMwLcIkIGXEkWSJ61qTkyACTABXyBAwSUpkRY5JybgKgJWefAuWbJECuU7Y3BDhw4FPTgxASbABJgAE7CEQFKihl+6RSAqRDX8tRPG3TeE7i6ZcfMLxYVVq4CCBYGp+ADbsEHpuhN6oS9eV8qszlwZDoSvU5vlbwJUnC8CN/F9VBWM5Tmpt7uhKxB6XG1EeruNRFCs+sPUcs4xATsI5MuXT0o1kFxDSEgILl++LI2+FESYHnnz5kWpUqVSH+WEmDflOTEBJpA1gQoVKqBGjRo4efIk/vzzT9CNEU5MgAkwAW8noOvv6je5vH2+PD/3IGCVgTc8PFyK5Dtj6BSkghMTYAJMgAkwAUsJ7Bl7F5e2q95ADyMf1iMPVqR0Mm8eUKsWhFn3J6HFO0Xpui4eEgHYvlbKrM1oIWLbdqg4iTEFiBNWXg6TX4CxlI+tIMB6u1bA4qoOJ6AbcilAFCcmwATsJ0AGDjLwksGDDbz28+QemAATcG8CpN1/+vRpKc3w8MMPu/dgeXReRcAqA2+uXLlQoEABpwDIkyePU/rlTpmALxMgPUHadkp/XxUrVpTPvszD2XOPj4+XAXni4uJQpkwZGaDH2ef01f7P/RKH/ZPuKtOvIHR3IQy8QmpXphEjgBdeAE7gb7yFfimlyU8lUBqzhBk4QPyzNWm35gMhE9TmucsD96yByd87tbYoyNSlS5eEZ7IJ5JVF2qOOTqy362ii3B8TYAJMIGcJkIH3iy++kAbecePGOXwwvN51ONIsO+T1bpZ4nPIi7SQJDQ2Vthhaf1EAQ07OI2Dvelf33m3VqpUMsua8kXLPTEAlYJWBt1+/fqAHJybABNyfQGJiIs6cOSODx+ijrVq1qn7Iz04gQIYvWnxRIvb169cH3Rjj5FgC4cGJ+LVXpNJpfqG3+zAKopl4Jp/eZs2AKcJhNxQ3MUgEVYtBmjE4N3JjJpahFMoqfViT0cI3AFfMZIX8iwBVhHE3t+39WjOGnKhLn+vY2Fh5arrAq127tsOGQXq72pYBwNnV6fus1hWmx2fBlCtf+te4hAkwASbABNyaQIsWLaSTwYEDB2QwQ0cGHOL1ruvfel7vupZ5RESEvLlOZyXDoy4Z5NpR+NbZ7F3v6gZelmfwrc+NO8zWYbd+6MeVExNgAu5DgIwwFBlcT3fvphm49DJ+diwBI2NN0xATE+PYE3BvSIzTsPb5CMSEpenumgSXJ4Rxtz/8cFkcly4NEbFbHORKwFD0wBUEK+Q+wldoAMsDKSmNRUaL+hMI7i2O0v6+YMorZBlWiqca5tW9Jk/fJ7pxlyZl/LzbO0mpt7uyeXrjLuntNp4Ev7YL2LhrL2RuzwSYABPIIQL5hSB+48aNQdeLW7ZscegoeL3rUJwWdWb8/ef1rkXI7Kpk5E0dmeft6pwbpyNg73rX+D3HAdbS4eUCJxNwiIGXvthJp6xDhw5YuXIlKM+JCTABJsAEmICjCWwbEYWQg+oNxSYIxDzhlfu7OBk5TK8QArxk5J2AN7EPO5QhvIhX0QV9lTJrMlrMSeBCZ2HljTE0Ez+lFX+AKb/tRmNDZz53KPV2VzRNH0wtoChMHdZxMDWf+0TwhJkAE/BGArqhQ48s741z5DkxAWcQYNuKM6g6r8/9+/fLnQrVq1dHpUqVnHci7pkJZEDAIQbeXbt24ciRI1i/fj3eeecdqc2Xwbm4iAkwASbABJiAzQROLo3Fka+T5QH0Tu4Rht1bQndXV8KdOhVoKmyFK7AAC4XKrjE9gsfwHj41Fll1rMVfBc4/AySaBQUt9wVMhZ6yqi+unExA6u2u7wTEhqlIiteFqesemCq0VMs5xwSYABNgAh5JgA28Hvm28aCZABOwkoB+E0v/zrOyOVdnAnYRcIiB99ixY6mDeOopvshNhcEHTIAJMAEm4BACt04mYlM/VXe3kJBkqIUCILEE2jfy9NNRGDYMOIQ/8QFeV85bDpXwJZaIMGy2aSJricIAef5ZIJ5EIAyp1BiYir1kKOBDSwiQ3m7Sxp7Q9r0vqpvt+iG93c7bYApirwdLWHIdJsAEmIAnEKhXrx5KlSqFixcv4sSJE54wZB4jE2ACTMBqAqy/azUybuBAAg4x8NaqVSt1SHfu3Ek95gMmwARyjoB5cC/zfM6NzHvPbM7YPO+9M3fuzOKjhO5upwjER6edx18cthG6u72FkZfC2lWpchdTp95GCK4KEYauiBP/9JRXePjOxkoURXG9yKpnLUl4DV/oCsSk3cyUHRTtB1Opd63qy5Mrm0wmJWqzrZ9v1tv15E8Bj50JMAEmYBsB+g3RAw5t3LjRtk4yaGX+W2Sez6AJF9lJwJyxed7O7rm5GQFzvv7+tArm5CwC9qx3b9++DZJoyJMnD1q25F1oznqPuN/MCTjEwNtU7IetUqWKPMuaNWvkndnMT8mvMAEm4AoC9MNCnhKU/Pz8ULZsWVec1qfPUaZMGeiLrhIlSsgotz4NxEGT3zwwEqHCg9eYWiA/Jgtv3AOiMDAwEZ99dgFlKwdJ4+5/uG6sKup9i5qoq5RZmtE0EUjtovDQjdqjNgnqAJT7XC3z8hwteMuXLy9naTy2Ztqst2sNLa7LBJgAE/AuAk888YSckL6F2RGz4/WuIyha1wevd63jZW/tIkWKoECBArIb+ryXLFnS3i65fRYEjGtc43EWTVJf2rx5swwmSfYxCi7JiQm4moBte1XNRkkGja1bt6Jr1644cOAA6tSpg3HjxuHRRx9FtWrVUKxYMbMWnNUJXL16FaGhoYiOjpaPvHnzolChQggKCpLcKM+JCdhKgITdybBLf6Nk5OXkXAL0d1u/fn35w547d27nnsxHej8yOwYnFqd549K0ayAAR5E3VWH3u++S8MwzNfC2qT+OSJNvGpzBeBtP4fm0AmuPrr4BhK9RWwU2EkHVFgi9ed/7myototcVL57sCW3uUaJCSp/T/vpUSDJ8KF4wk2Qgvd32y1iSIT0yLmECTIAJeBWBNm3ayFgtO3bsQExMjMNuhPN617UfE17vupY3XcPVrFkT8fHxoOsLMjpyci4BW9e7+u4E/WaWc0fJvTOB9AQcYuANDw/H+PHjcf/99+PUqVOg/IgRI1LPRgZL/a5TaqHZwRtvvAF6eHuKiIjADz/8gMWLF+Po0aOgfGaJLp7JWP7II48Ibcmn8eSTT/IXemawuDxTAmxozBSNU16gRRgb0x2DNuSvBGwbGqV0Vgz+KCu8d4VggkxvvQW88EJuEVLtS6wSYdWMqQXaYwQ+NBZZdayFTAJuzVXbBNQEKq+Ayc93b75ZbdiNi4S2dSBwdrXKknKkt/v4LJhy5Uv/GpcwAQ8jQDft//vvP9x3330OM1x5GAIeLhPIkgDtbnrwwQdx8OBBkJHXkUGIeL2bJXqHv8jrXYcjzbJDMuqS9y4n1xGwdr1LI9N3J7CB13XvE59JJeAQA+/du3cxb948tWdDjnR5s9PmzcrQaejKYw9DQkLw0UcfYeHChVkadY0TTEhIwKFDh+Rj9uzZqF27Nj755BNwIDsjJT5mAkzAGwnEhCVh7XMRSIxPmx35RLcQurvtYUK0OCZpq4kTgT+wDZOEp64xVUF1TMcPQqHXNi9bLXQBEDLe2CWQuxxQZY0wRhZRyzmXKQGpt7tBmONDj6t1hPezqdEEmOqLqHicmICHE6CgUT169MDevXuhaRoCAgLw2muvYezYsXJXlodPj4fPBBxKgIy6ZOAlTzdHGngdOkjujAkwASZgJYF//vkHdKOXds+Skx4nJpATBBxi4KU7SvqWTVsnERgYaGtTt29HYtu0JYn+6PVEzEi/qGLFiqC72fny5ZMXBGTUpS1L5AV96dIlBAcHIzZWBPgRiTx+O3bsiGnTpmH48OF6V/zMBJgAE/AqAmQg+bV3JMIvCv1bQ2qNAsKM64+ToqycsLUuXQpc9T+P19EDieKfngogCHNEULWC4tmWpIVvAC6/rjb1L5xs3M0jTszJIgJSb3dTHyDOLPhqQFGY2i2EqYKw0HNiAl5A4JtvvsGePck63e+8847YVfACPv/8czz++OPYsmULChcW3x+cmAATkATIqDthwoRUTzfGwgSYABPwBgK6PAPfuPKGd9Nz5+AQAy8JfdOWNE7pCURFRUmPW92427BhQylF0apVK2nYTd9CLSGtHYrESLIO8+fPl9o7JH9RvXp1Kdmg1uYcE2ACTMDzCeyfHINz6w2uu2JKDwjN3c1Ce3e5OKYdaitXAgVKRqEvOiMMoamTNgnv3s+F5+49uC+1zJoDLWo/EPyiaGIwLpuEHEPllTDlFfIMnCwiwHq7FmHiSl5CYPv27akzIWNuvXr1sGDBAmnk7dKlCyjoCicmwASSCTRq1EjGGjlx4oQMzE3OLpyYABNgAp5OQDfwsjyDp7+Tnj1+2/auevacXTr65cuX448//pDn7NatG/bt2wd6Jq9dSxLpSTVp0gRz5szBzz//LIXVqR15iCQlGQwQlnTGdZgAE2ACbk7g0o547BlNAgxpqRRyCdNuIEalFE2fDjzyqCby/XAax9IqiqOR+EjIOLRXyizNaDGngAudRQywu4Ym4mey4vcw5ReB1ThlS0ATertJG3uKYGofiLpmwdRIb7fzNg6mli1FruBpBIwXc82aNUsdPu22om2aS5YsSS3jAybg6wRI15IcXSjpepW+zoTnzwSYgGcTIKe+3bt3y8DmtHObExPIKQIO8eDNqcF7wnlJj41S3bp1pReuPcGXKMja1KlTMWzYMCn3cP78edx7771Ox0BfWEeOHJG6cvaeLDIy0t4uuD0TYAJeSiDqehLWd4mAZrh3lVd45DYS0gwtxDP59PbqBbz6KvAVJuI3qEG7nsLzGIS3bKKjxV8Dzj8DJKZ5A8uOys2AqdDTNvXpa420sLPQfn0hY73dxhNhqjfU15DwfH2EwJgxY+TNeAoq3KBBA2XWFDuBjVgKEs4wAdBNkdWrV+PXX39F//79mQgTYAJMwKMJbNu2DXFxcaAdCkWKcKwOj34zPXytp6a3AABAAElEQVTwbOB18huoa7J16NAh1fvWnlN27txZGnipj9OnT7vEwPvyyy+DPJEdmS5fvuzI7rgvJsAEPJxAUqKG9S9EIPo/1euzrTDuDhK6u/SNIe6Tid0MwO9YJ2QYPlJmXBN18QnmKmWWZrREoRF7/lkg/pLapNRomIq9rJZxLkMCrLebIRYu9CECLSnqYwaJop7TGpATE2ACaQTat0/eaUMa1SRHRzsWOTEBJsAEPJWALs/A+rue+g56z7gdYuAl/V17IwW++eaboIe3Jd2QWaFCBYdMrVixYnIRRIuhu3eN24gd0n2GndCFybVr1xwiCXHo0CFER0dzwJEMSTu+MCwsTEbzpAtM0jijZ07OI0B/lxQYke7gUhBFvoNrOevdQpbh8s4EpcEjyCfUdPMIgy7EdwawapUIqhZ4Qsgw9FXqBSUUxtjrMxBQVmjlCkUFa5KWJIJYXhBepzFH1WZFX4ap1HtqGedAOzooACgFCqXfNQqQynq7/MFgAkyACTABawjQ78f999+PY8eOgXY7Nm/e3Jrm6eryejcdEqcW8HrXqXgz7JyuxUNDQ1GgQAG5/rJnV3CGJ+BChUBG612lgllGN/AaJZvMqnCWCbiEgEMMvKQFGxISYteA6Y/IGxNJKBw+fFjq8A4cONDuKdIiiH5UKdWvX9/u/izpoJfYE00PRyTaukhGXvpx4uRcAomJiThz5oximK9atapzT+rjvZPhixZflIg9/Y2S1hynrAmcXR+HAyKwmjFVQG7cEQbeCaJQ2BKFxA1Q4t4wdBIyDFFIk3rx0/wx9F/hzRuRC//l/g+lSpUydpPlsUZaEJeEh27ULrVe0FNAuc/VMs5JAvS5jo0VRnGREmLCUfOa4HRWlcqQL5Le7uOzYMqVT2b5PybgbQTCw8Nx/PhxeQNcX8MGBQXJG3sky0VyDZyYABPInAB58ZKBl2Qa7DHw8no3c8bOeoXXu84im3G/ERER8uY6vUq/N3nz5rVqvZtxr1yaFQHjepdsL7Vr1860Ou2qPnv2LMgRr2HDhpnW4xeYgCsIOMTyQHeQSpcubdd4vdXg9+CDD0oD77Jly/DSSy/ZtYChu9MjR46UnIsWLYoqVarYxZwbezcBMsIYA/G5yuPbu6lmPTsjY03TEBMTwzczskaGOxcS8WvPNIMtVc8v3HDrCGmGpkJ3lwQbRgtH2qc6JOEV9EYwzig9vhg8FLUikm92GfkrlTLLXBW7Ru78rL4a+GhyUDWTv1rOOfl9oht3A2KuoPLRMcDd8yoZkx9MrLerMuGc1xCg7/Xff/8dM2fOxPr160GGpYwSebg/8MADmDZtGh5//PGMqnAZE/B5AmTgpdgiZOAlrWpbE693bSVnezvjeovXu7ZztLSlkTe1Mc9b2g/Xs4wAXT/r611qkR1v+g6jRPIM7FktUfB/OUjAIQbeEiVKSA+GHJyH25763XfflcHVyNDzzDPPYPLkydLQa+1WefICHjBggDQW02QHDRrktnPmgTEBJsAELCGQEKthXecIxIan6e4KZ120Ecbd7sLIS77QbdsCHwkH3SkYjZ3YpHTbIbob2t54TimzNKOFTAFuCUFfYwqoAVReCZMfe50asZgfB935E/ec/Ri5ElXDPAKKwtRuIUwVMtYiNe+H80zA0wgMHToUX331lRx2wYIF5Y12uuFOD39/f7mDg3ZxkHcbrdtatWqFV155RRqx2KPX095tHq+zCTRt2lTeBP/7779x5coVlCtXztmn5P6ZgEcSICM6J/cloBt4dW1x9x0pj8wXCDjEwOsLoGydI0k0TJw4EaNGjcKdO3ekYZaOaStSvXr15MUBbSnOly+f3G6RkJAgvf5o6x9dIND2gJ07d+Lo0aOpQ2grLB4ff/xxap4PmAATYAKeSGDb8CiE/E/1gGuKQEwV8gwHxISEbDR+/BFY77cU3+IzZYoN8ChGRozHVVxTyi3JaKELgZBxatXcZYEqa4SkAEe+VcGoudJXF6HclXkpvtWG14rXhan9MpiCKhkK+ZAJeA+B6dOnS+Mu6YaOGzcOTz31lFy3ZTRD8v6hiNqTJk3Ct99+K9d1CxeK7x1OTIAJpBIgZxfycF+7di1Iv7Jfv36pr/EBE2ACTMATCJB3744dO6TnLgdY84R3zPvHyAZeF7zHFDyONFmGDBkiXfxJR4e29tHD2kTC3YsXL2b3f2vBcX0mwATcisCJH2Px9+xkLVd9YPeKgGqnhe7ubFEQEAD89BNwrdghvAtVv7wUymImliFJmBmtTVr4RuDyELWZn9DKJONunvJqOedSCWjxQif/9/4of8VM0oJqsN5uKic+8F4CS5YskZqHW7ZsyVb7kLZokvcueSg2a9ZMrttmzJghPX29lxDPjAlYT4A83sjASx5wbOC1nh+3YAJMIGcJ0M1c2qn98MMPg3a1c2ICOU3AL6cH4CvnJ/3d4OBgvPfee1brFQcISwfJO6xbt04ugGgrICcmkB0B8+Be5vns2vPr1hMwZ2yet75H72xx60QCNvVTt/cXEpIMFYX6rm7K/fJLYXN96AYGi6BqsYhJBZEHAZiFFSiB0ukC2NEW6aySFi38goMpYKTBa9gkLMmVV8CUt1ZWTX36Ne3OOWgrmwPnVOOuJt4z0tv1a7uAg6n59CfE+ydPHjoUIJZuslsTyJHWb927dwdtr/3333+9HxTPkAlYSUDf0kza1rSL0ZZkvtYyz9vSJ7fJmoA5Y/N81q35VWsJmPPNbr1rbf9cXyVAOvpGLV1z/sbaGzZskFn9u8z4Gh8zgZwgwB68LqROd3UmTJggHxcuXMC+ffvkgp/kGEi+gTx7c+fOLfWoKBIzyTvUqlVLBurw1iB0LsTvc6eirW90IRoSEiJ/pMqWFVvQOTmVQJkyZRAZGSkD79DfO0W55aQSiI/SsPbZSCSk2WxBZtmWKIinhcEwWhy//DLQt3+8CKnWDddwWelgPL5GXTwky4oUKSK/L4k5fd5Lliyp1DVmtFhhXDnfGdDuGoqFB3BFYZws0MRQxodGAlrwJmib+wKxYcZiJOQKQlSTWShSu5NSzhkm4I0E9Is7Wq9Zm27duiWb0E4uTkyACagEKlWqhJo1a+LEiRP4448/pMe7WiP7HK93s2fk6Bq83nU00az7s2a9m3VP/KolBMjAW758eVy8eBH6cWbtWH83MzJcnlMEHGLgJePkwIG635V1UyGDJgWeoEfx4sXlD3uDBg2UuybW9egZtStXrgx6cGICziRAC2cy7NKdXuOdSGee05f7phsz9evXlwZe+m7jlJ7Apv6RCD1t8KAVVVoKz933kAsnxbH4+hcR6kVgNYzAQexROngJQ/EcyAM3OdFnmi4M4+Pj5c0xWoRllLT4a8L7tKNw3E02tKTWKfc5TIVEOacMCWh/TYW27wPxmhrcQytWB37tfkSRIvdm2I4LmYC3EaDvc4qbQBdye/bsQZMmlt0UOn36NObOnYvChQvLm/bexoXnwwQcQYA838jAS39fJGliS+L1ri3UbG/D613b2dnS0tL1ri19c5uMCZQuXVrapuhV/SaveU36jT937pys17BhQ/OXOc8EcoSAQwy8pDuybNkyh02AvA6/FPtzu3Tp4rA+uSMm4KsE2NDo2neeFmFsTM+Y+eGvY3BySZzyYk0hubANebFclJL6DOnu/pz3WyzBXKVeYzyOd/CJUkYZMuqS905mSUsUHnfnhZdp/EW1Ssl3YSr2ilrGOUmA9Ha1LQOAs6vTExF6u36Pz2JJhvRkuMTLCYwfPx5PP/201Nbt0KEDevXqJW8wkWcueVfR9z7txAoNDZWSXMuXLwfp9lKejLyZ3YDycmw8PSaQLYEnn3wSn332GX755RcZmDrbBplU4PVuJmCcVMzrXSeBzaTb7Na7mTTjYjsIZGbY1bvUvXcpuBpf++lU+DmnCVhl4D169CiuXr2Kxx57TNl6TF845J1AUYMz2r6mL2pJg8ySRFvKu3btKn/sR4wYYUkTrsMEmAATYAJuTOD6wQRsHx6ljLCYEGcoKLx33xKlwjYiAhEBtyrvxYcYptSrgCr4AotF7aw1dpVGIqMlCWPyhReAmH/Ul4r2han0GLWMc5KA1Nvd0BUIPa4SMQm93UYTYKqvvjdqJc4xAe8lQBdw+/fvl4GgVq5cCXroSTd0mGuI0tp44sSJeOUVvpmks+JnJmBOgLx2SYru77//xuXLl+XWaPM6nGcCTIAJuBsB1t91t3eEx0MErAqy9tdff4EWuKQLS8d6It3D27dvK9FPW7ZsiTVr1sgtN1FRUYiOjga5sf/222/o3LlzqicDBazYu3cvKALhYnF1b9z29vbbb8ugFvp5+JkJMAEmwAQ8j0DM7SSs6xSBxPi0sZOARWNh3u0BE6j4A6EE8MATl/EqXkCC+KenQGEAnoOfUBjCvdeKJG8oXhJGlaidaquC7YFyX6hlnJMEpN7uiqbpjbsBRWHqsI6Nu/w58XkCJMFDRl7aZUbevKRDSV6D5OBAxl0Kglu7dm20bdsW06dPx6VLl/Duu+/6PDcGwASyIkC7cFq3bi2r6B5xWdXn15gAE2ACOU2AbFs7duyQnrtkH+PEBNyFgFUG3gceeABVq1bF+fPn5cKWAtvoaf78+XIxS14MtC1t69at6NixI2rUqIF8+fJJj99q1arJRS95PezatUuWbdy4ERRwrEWLFujRowd27tyJGTNmgCIPk67iV199pZ+Cn5kAE2ACTMDDCJChdUOvSIRfTlJG3hoFMER45F4WpWJ3Jt4aG4PBeB63cEOp9ynmoTruV8osylwdBdwReg/GFPgwUGmhuMFonSewsQtvPZZ6u+uFlIVZMDUUrwtT1z0wVWjprVPneTEBqwjQls3XXnsN69atk7va4uLipBMDyZVRQLV//vlHOjMMHz5ceiVa1TlXZgI+SuCpp56SMyeZBk5MgAkwAXcnsGXLFsTGxuLhhx9O1ep19zHz+HyDgFUGXgowcfz4cTRv3hzXr1/H999/LyklJiZi2LDkbZvvv/++Rdq55KlL3g2U+vfvL/9A6JgMxEOHDpVllF+xYoX0jKBjTkyACTABJuBZBPZ/chfnNxhcd8Xw6wnN3aVCe/d3cVylCrBoETDaNAhHcUiZ3OsYg3YQRkcrk3ZjqtB6mKW2CqgOVP4JJr98armP50hvN2ljTxFM7X1BwkxGSejtmjpvgymoko9T4un7KgFa35I0GRltyRuXLuYySuTIQI4JnJgAE7CNAAVao0RGE7ppwokJMAEm4M4E9JtR+s0pdx4rj823CFhl4CU0tBWNPHMpkbGXEmnzUmAJSgMHDpTPlvzXs2dPadAlCYdDh9QLe5JxoET93rihenRZ0jfXYQJMgAkwgZwlcGlHPPaMuasMojRyIQaBGC9KhU0Eq1YBK4t8hjVYotRrjQ4YKgy81ibtthDyvS70HowpV2lhSV4rAoNZJ/Ng7MIbj6Xe7srm6YOpkd5u40nwa7uAg6l54xvPc8qUwMmTJ/HGG2+gQYMGoAjatHW8XLlyqFu3LipWrCh3nlFANdqdRhINJC1G2zQ5ZU+ADOV0vUASF9u3b8e+ffukjNuVK1dA3s+cfJsA/Z3RTlHaHUrbnjkxASbABNyZgK6/S0EiOTEBdyKQy5bBFC9eXDbTPRlosUapRIkSckEsMxb8V7BgQSmkf/HiRRw4cACPPvpoaqsKFSqkHtOikBbanJgAE2ACTMAzCERdT8L65yNEoLO08eYVerv1hDTDY+KZfEVnCSfbiHqb8SlGp1USR1VRE1MxX9QyKeXZZbSITcClwWo1vyBh3F0DU5603xS1gm/mpN7upj5A3B0VAOntthMyFizJoHLhnFcTIHmwMWPGSPmw7CYaFhYGepw6dQrkwUNrWXJKmDx5MigmBadkAuSg8cMPP0gjuNERJCM+JHtRp04dPPLII9JwThfMeoDmjOpzmXcSIE+4I0eOgAwnbdq08c5J8qyYABPweAIUEJJ29ZAOP2nzc2IC7kTAag9eGrzukk6aupTIw4HSzZs3ZbA1mbHgP/LcpTv3lCgwhTGRzq+e8ufPrx/yMxNgAlYQoItQ8rQ/c+YMb3mzgputVUk3nFgTcwo86aspKVHD+i4RiL5JZty01EoYd18WuruhomjQIKB5nzMYhl5IEv/0FCTCqc3GSlGzoF6U5fO1a9dw7NgxXDu7HtqFnqJuYlp9k/htqrwcpny108r4CKl6u+bGXQv0dul3m7wcybjFnov8YfIGAhQTgraH07Mx5c2bVzou0BrU399f6umSDANJiRkTGTIXLFgg5cvIIcHXU0hICIYMGSI9n0mr+I8//kjd5ZcZGwpQRzv5Zs+eLQ285DGtX2tk1obLvY+A7gmne8ZZM0Ne71pDy/66vN61n6G1Pejr3eDgYJavtBaeDfWzWu/q31F8M9IGsNzE6QSs8uClOxWktbt69WoZOI0kFijde++98pmC6SxZsgSvvvqqzGf3308//QTSN6P00EMPKdU3bRKeWCLRHfxKlSopr3GGCTCB7AnQ3xYZGym6t54oSCIn5xGg78jQUDJfQrKnu7rkmeRraffoaFzenaBM+xHkwxfIA9rvIeIRYMKMCPQUQdXCEZZazw9+mIFFqCx8eC1JZFgh5gGmyyiW8Jr4vTBulRbevxWFF3CBZpZ05RN1tLhIaFuFjNLZ1ennS3q7j8/KVpKBvlP03Tt0gVe7NhvP08PkEk8hQNq6JLVQqlQp6YVLkbDpM124cGEpx0DzoHgTFEiYZAX0RNvI6SYeff+cPn1abilftmyZNPKS9ECxYsX0qj71TEzI85K46onW8eTlRBIXtNNP1ysmoy5JM4SHh0uOZLTQv1vI45fk4KZNmwYKVsfJNwjQTk5y+KG/KfqtsXTNyutd138+eL3rWub6epfOSoZHugFJv1ucnEcgq/WufgOS9Xedx597tp2AVZaHrVu3php3586dK+UV6NT0g1y5cmVcuHBBapfRnfemTZtmOarDhw/LO/xUiRbS1atXT61PX1z6H06VKlVSF9mpFfiACTCBbAnQhZLRuHv3rqqFmm0HXMFqAkbGdMOLLl4LFChgdT+e3ODs+jgcmKzqKVZAbpwXBl6hyCAizYrgmSs1vJfnJfyLE8pU38JENIPl2zKJdy7hD3xf7lHIbTKTGig7DaZCzyr9+3JGCzsL7dcXgNDjKgbS2200Aab6w9TyDHL0faIbYOhl4+c9g+pcxATcnsAiEeGxRYsWUkbAmu9qqksPkhNr3Lgx+vbti1GjRqFr165ye3nv3r3dfu6OHiCt3eliVzfuNmzYUF4TtGrVShp2szsf3TAiyTeSdSCDOuVHjBghrw90z87s+uDXPZsAecrTTRZyFiIPOQq6bUni9a4llBxbx/j776vrXccSzbo3I2+qaZ7PujW/ai2BrNa7dCOTdqbQDvbWrVtb2zXXZwJOJ6DuM8vmdGTEnTBhgtRH0r13qQl5qL333nuyNf3IPvbYY+jevTt2796N69evg7746Q+Ftq7t2bMHffr0kR675AFBac6cOalaW7TN7Z577kkN4Pb666/LOvwfE2ACTIAJuDeBOxcS8WuP5O91faT5hVfuvUJwYbDQ0xXXbli6VARWq/Axfsc6vYp87ohueAUjlLJsM4kRqJ7nbQT4XVerlnwLpuKWB/xUG3tfTurtrhA3Xc2Nu6S322GdRcZd76PCM2ICkIG+yKBojXE3M261atXC559/jm3btmVWxavLly9fLi96aZLdunWTbOmZvHYtSRTEuUmTJvKa4Oeff5ZBnandO++8o9ystqQvruO5BHRjvu7o47kz4ZEzAccRIFsKJ/cgsHHjRrkDvVmzZlKD3z1GxaNgAmkErPLgbd68udx+ltY87ah///5SB3HGjBnSoLtUXMXTgxJtI6DtM3Q33jyNHj1aejzo5RSk4saNGzJLBmXqlxMTYAJMgAm4N4GEWA3rOkUgNiJtESpEEtBSGHefFUbeKHE8abxQyG31M77CBGUytVFf+O7OVsqyy2hJcSh0ZxDy+J1RqxbpDVPpD9QyH85pf30Kbd+HgkDa+yJxkN5u+2UwBVXyYTo8dV8mQBfMtC4tVKiQwzCQg8Nbb73lsP48qaO9e/fK4dIuPjKam2sVWzMXMvJNnTpVysKRRzDF5dDl4Kzph+t6HgHSwyZPXpJEIUcgR9x88TwKPGImwATclYCuv8vyDO76DvG4rPLgzQ7X9OnTMW/evHRRhGmbsrlxl7x0Sdfs448/Tu2WjMDnzp2TeTIm01YtDrCWiocPmAATYAJuS2DbsCiEHDYEOBMjbYpAvC/kGU6K42eeATq9fQxvijBrxlQUJfA1ViCvkHCwNElPhssDkCcu2aCgt4vO9RhQ/is969PPpLebtLGnMO6SsdvMuEt6u523sXHXpz8hPHnShqXkyGCBpNlH0mK+mGiHHqUOHTqket/aw6Fz586pzUmTlZNvECD9apL+i4uLw+bNm31j0jxLJsAEPIIA7UgnD15KbOD1iLfMJwfpUAMvLZZffvllKYxP+kkk00B38kuWLCmFwGnr1UsvvYRvv/1WRuF+8cUXU6UZiD79mFPgNdLypTu3lm7r8sl3jifNBLIhYB7cyzyfTXN+2QYC5ozN8zZ06RFNTvwYi7/nxCpjvVcEVPtDGG2Xi9Jq1YAvfgjFIFNnREtf3uSquYSC7tdYhrKooLTNNnPtHSBshVItMqkmbheYIX5TrNqYovThLRmpt/tTi/TB1Ehvt/Ek+LVdkG0wtYxY0G+80SvPVz7fGbHgMu8gQDqx48ePlzvP7J0RBQ2joGCkyeuL6fLly3LapEvsiESGPpJtoMR6k44g6jl9UOBDSuvXr7do0Oa/ReZ5izrhSlYRMGdsnreqM66cLQFzvuTlzsl5BDJb71IQ1Zs3b8oAkMb4Uc4bCffMBKwn4FADr376ggULSv2tH3/8Uer1hoSESC1e0uT97rvv0K9fv9RFm96GnimyLv2oV6rEW0aNXPiYCdhCgMTf9QirZJQpW7asLd1wGysIUKRwfdFFN6hInsbb060TCdjUT9XdLSQkGYogP0aJyQcGiqBqqxIxJqgnLolQa8b0AT7HQ2hiLMr2WLsxHbipeuneTaqAC5iGEqX4t8OZeru04C1fvrx8j4zH2b5pXIEJuCmB5557DlOmTMETTzyBtWvXIiwszOqRUsAV8uihnWckTdCmTRur+/CGBrqEAgWfcUQiyQd991/9+vUd0SX34SEEdAMvbYW2RHuU17uuf2N9cb3resppZyxSpEiqXAl93sl5jpPzCBjXuMbjdeuS44fo31HOGwH3zARsJ+AWrk60PY4CsFWtWtX2mXBLJsAE0hGgmyVk2CWjo9HzLl1FLnAIgaCgINCFKMnN6J5HDunYTTuJj9KwtmMkEmLSBkg+BU1REG2EkZdU1xfMFV44td/BXmxNqySOuqO/fCiF2WS020uA62PUWrlKIVel9agdeK+yI0St5Bs5V+jtli5dGsWLF5dAzT1KfIMyz9KbCJBRdv78+ejbty82bdokfyfr1KkD+pzTBTU9goOD5c4yihkRFRUldUFJGzQiIkLKip06dUoaoeg3duHChXLnmjcxsnQuDz74IA4fPoxly5bJ3XrE1tZEhvaRI0fK5kWLFvVZ2Qtb+Xl6u9q1a0tnH/rbO3jwIMjTPrvE693sCDn2dV9b7zqWnvW90e9LzZo15U0vur4goyMn5xLIaL2r7yogKSJOTMBdCeSogff48eOYPXu29HgYPnw4PvzwQ3flxONiAh5LwBcMje705tAizFeM6ZteiUToGVV3t4Xw3B0qpBcuizfl9dfFzoweizEfXyhvEXntvg/hiWtF0iJ+By4NUlv4BQFV1iBPPt++OUh6u9rWgeklGYgW6e0+PssmSQYVdlqODbtpLPjI8wn07t0bpKtH61AyLB45ckQ+zGc2ceJE86LUfKDYqvDVV1+hR48eqWW+dvDuu+/K9TzF3XhGiK5T0GSSZSNvM2sSGYkHDBggjcXUbtAgs+99azrjuh5LgDzkZs6cKWUaLDHw0kR5vevat9uX1ruuJZvx2cioa+33acY9camlBIzrXbrhdPToUdDNjWbNmlnaBddjAi4n4HIDL+nsrlq1CrNmzcLOnTtdPmE+IRNgAkyACdhP4PDXMTi5NE7pqCYCsEqES6OwKCRD2WfaX+iNwUqdMiiPmVgqQq8laysqL2aS0aIPAcFkOElIq2ESRoPKy2DKVyetzAePpN7ury8AocfV2Uu93Ykw1RuqlnOOCTCBdAT69OmDrl27Su/TOXPmgHT2LEkUW4K8f6ktXfT5ciKJBjKCjxo1Cnfu3JGGWTomT9569epJL1ySjSI5NpIvIs1iMgaHh4fj0qVLMn4HXRfQBbSe2rZtqwRj1sv52fsJGA2848aN8/4J8wyZABNwawK6PEO7du34ZpJbv1M8OJcZeClw2jfffIN58+bhxo0bTJ4JMAEmwAQ8lMD1gwnYPixKGX1x+CNJeO+OF6XiGh6zV9zAoNzPIw5pwdcChPF3FlaiGCzXDtNizwHnOwFJxvOJrWkV5sFU4DFlDL6W0YJ/g7apr4hQekedekBRmNothKlCS7Wcc0yACWRKgAyPZKylB8WOoKBhJB927do1+SCjJBko9Ue5cuVSde4z7dTHXnjzzTdBwdGGDBkiA6ORjAVtadW3tVqDg3SRFy9e7DM7Yqxh4wt1W7QQ+4Hy58ehQ4fk3yHHkfCFd53nyATcl4D+O8byDO77HvHIkgk41cBLW95IIJ+8dSkABeXN0/3334+XX34ZL774ovlLnGcCTIAJMAE3IxBzOwnrno1AosGZlnxxGwjd3RYwwV/8qixaFo+Py3ZBCK4qo5+EOagNy4PlaAniZuD5jkDif0o/KPspTIWfU8t8LJe13u5ymIIq+hgRni4TcBwB3YhLurKcrCNAsgzkffn555/LwMrXr1+3uIOAgAAZ8O6VV16RfVjckCt6HQG6odKqVSsZ/PCXX35B//79vW6OPCEmwAQ8gwDp72/fvl3ecGzfvr1nDJpH6bMEnGLgJc8H8tQlj13SKzFPBQsWRLdu3dCvXz888sgj5i9zngkwASbABNyQAEWz3tAzEuFX1Jt1LVEArwgP3lAx5qmfAFubv47/Qd3i3B8j0RHdLJ6VlhiZ7Lkbd15tU2IkTMVV2Qe1gnfntPgoaL+LC91zP6efqBP0dtOfhEuYABNgAlkTKFGiBCZMmCAftIOPJC/+/fdfKcdA8g3k2Ut6qQUKFJDSFiTvUKtWLTzwwAOpkeKzPoPzXr1582aGDinWnjE+nsKMcrKHAN0oWLt2rfQAZwOvPSS5LRNgAvYQ2Lx5M2JjY4X8XOPUQMP29MdtmYAzCTjUwEt3Nshbd/Xq1TLKo/nA77vvPlAQhi5duoACUnBiAkyACTABzyGw/5O7OP+retFaT8guzBbau/vFNMRXO0qOnCVkGOYrk2qGNhglxRuU4kwzmibOEdwduHtYrVOkJ0xlPlLLfCin3TkHbUNX1tv1ofecp8oEPJ1A5cqVQQ9PSIMHD5bBnx05VnJ64WQbATLwUmCp33//XUp+kIwKJybABJiAqwno+rssz+Bq8nw+WwjYbeCliMM//PCDXBCdOHEi3RgqVKggNXfprgfpaVEgC05MgAkwASbgWQQubY/HntF3lUGXRi5cQyC+FqU1awKDv9uNQcJT15gqoSpmYBH8xD9LEnkJ49IAIHKrWr1gW6A8nck3kxa8CdrmvkBsmAqA9HafWART+RZqOeeYABNwKwKk5UtenRUrsnyKW70xhsGQIZrkOTKSlDNUs+gwNDQUiYmJHPXeIloZVypTpgweeughHDhwAFu2bGHZjowxcSkTYAJOJCB3LwrJUUp004kTE3B3AjYbeA8ePCi9dZcuXYro6GhlnqSb1KlTJ5AOF+knUSAKazS4lM44wwSYgM0E6AYMBYnJkyePvKikZ07OI0AX7yRLExcXB7owKVKkiPNO5sKeo64nYf3zESDbq57yCr3d6kKaoaV4FrtsMWvVFYwq8AISxT895RevzxFB1YJQWC/K/vnae0DYcrVePqGDWUkYMU3pf7LIaEIX0rTVl24o+vlZZkhWT+Deucz1dh+Aqf0yl+rtkg4ZRbwnryrizbtx3Puzw6NzDwLHjx8H6fa1bdsWc+fOdY9BuckoyAi6a9cuOZpKlSqhSpUqOTayt99+G/RwRGrQoIEMEOYt6wBHMLGlj44dO0oDL0k1ZGVc4fWuLXRtb+Ot613biTi/pS+sd51P0fIz6OtdkhWitS7dAKxdu7blHXBNJpBDBKy6EiZD7nfffYeGDRvKBx0bjbuPPvqo9OQlY+6PP/6INm3aeOXFdg69V3xaJmAVAbpoOnPmDCIjI6UB7OLFi1a158rWEyDDFxkbiTmxT0gwRCKzvju3aJGUqEnjbvQtg3VXjKyFMN6+KHR3o8Tx7PmxmFrjWaHBe1MZ8zQsEP67wrXXwqT99zlw8wu1dp6qQJVVMPnlV8tFjnQciTktwmgb7H//mQVjS9fCswpIbzdpY09o+z4QA1f5g/R2O291qXGX6NHnOjw8HLTgPXfunGcB5dH6NIG//vorR+ZP8mVNmjSRhssvvjD7fsuREbnXSen3smXLlvJB8Ts4MQEjAX1LNEWwlzt8jC+mHPN6NwMoTi7yxvWuk5HZ1b23r3ftguOkxvp6lxwaPvzwQ+jfRU46HXfLBBxGwCoD78KFC2VgNPLe1RPdzRgzZgxOnjyJP/74AwMHDkShQoX0l5Vn+gPhxASYgGsIkCyKcZvh3bvq9nrXjMK3zmJkTBciMTExHg9g93vRuLxHNVQ/gnz4GHlwUsxupFBk2P/8yziBv5W5jsAHaI0OSllWGe32MuDaaLVKrlLAPWthylVcLU/JGXlTkXk+w0YeUij1dlc2B86uVkds8oOp8ST4tV0guLhWj5C+T+h7RU/exFufEz97L4HmzZvjyy+/VD7DzpwtOUBMnjwZ7dq1Q7Vq1UAafqwh6kzi3Lc3EqDAeyRrQt6LxutP41x5vWuk4Zpj4++/t6x3XUPOtrMYeVMP5nnbeuVWmREwX+/ec889oN0EnJiAJxBIv9/VwlHTNpmxY8dKT1423FoIjasxASbABDyIwNn1cTgwRTVSV0RuHBQGXmGOhbCXoMonn2K6kGEwpnbohFfxrrEoy2MtYkuy7q6xll9B0flqmPJUMpYqx5l58yiVPDAj9XY39QHi7qijJ73ddgthqtBSLeccE2AC2RIoWbIkhg4diilTpuC9996TDgvOkC2iG3sUcJiMu7SzgLZ0bty4EQULiu80L0627lohzzQ93bp1SzqM6Hn9uUaNGvohP/sgAfKcmzlzprxJQrtIOTEBXyPgretdT3of6SYxJybgCQRsNvDSVpnDhw/LwGkUPI3kGIKCgjxhzjxGJsAEmAATyIbAnQuJ+LV7pFIrvwiUVkJIM/QUurtlywJDl23B27nGKnWq4358inmihmU7NrToQ0BwD9GHwUvYlBuovBSmfA8offtCRvtrasaSDMXrpujtZm7w9gU+PEcmYCuBP//8EyNGjMDixYvx6quvYtKkSdIjh+QTGjduDNJ/tTWdP38ee/bskY81a9ZIb0NyfhgwYIA09BYubIUOua2DyOF2zZo1szvexuzZs6XUm/lU2LhhTsS38uQ5RwZe0uH96KOPfGvyPFsmwARynADF98idW1ybcGICHkDAKgMvGXFJgmHJkiVSg+/y5cv49ttv5YMCqz3zzDPo27evNPb6+/t7wPR5iEyACTABJmBOICFWw9pnIhAbqaW+RObapsK4214YeYUTL2asuIiPSnUTyrBpdQqjqAiq9hMCkV4vN7Ujw4EWex648ByQpBqSUeFbmAq0MNT0/kMtLhLa1oHpJRlo6qS3+/gsl0syeD91nqEvEShRogQWLVqEF198EYMHD5Ya0mQ0ogclCghM3oHFixeXUmMkN0aGWXrOnz+/1FYn7Wnjg3S/yXBsHki4Zs2amDNnDsjoyYkJMAH7CLRo0UJ6wB85cgQUT4IkGzgxASbABFxFwBsDOLuKHZ/H9QSsMvCS/gjdXf/ss8/w008/yYBrO3bskKL3tCVt2bJl8lFWuHb17t0bffr0AS1y9cR34HUS/MwEnE8gVy71z9s87/wR+N4ZzBmb5z2FyLahUbjxd6Iy3CbCbPuGsOxeFqVTpt3FN42fRiTCU+v4CcPvF1iMCqiSWpbVgZZwAzgv9Kzo2ZjKTIGp8PPGkkyPzfl66o1FLewstF9fAEKPq3Mlvd1GE2CqP0wtz6EceSTSIlfX9jbnn0PD4tMyAasItG3bFkePHsW4ceNAQc90LcMrV66AHvakAgUKYNSoUXjnnXfgDPkHe8bm7LYk2zZSiLLr2vMkSfHkk08iOxm3uLg4rFq1Sg6vVq1aqFu3rrOHyv17GAH6WyIt65UrV0qZhiFDhigzMP8tMs8rlTnjEALmjM3zDjkJd5JKwJyvp653Uyfk5gf0u0UP3XZlzt/Nh8/D83ECqgXIQhiBgYHSgEtG3LNnz2L+/Pn4/vvvQR69lK5evSq3pJH+2COPPCK9fS3smqsxASbgIAK0IC5VqpTUACSjDN144eRcAmXKlJFeXhTRmbzFaGeDp6UTP8bi72/SAmnR+O8VAdV+Ebq7m8Vx9x4aTr/eA+dwSpnae5iCxnhcKcssoyUKj93zwnM37pxapcRImEqoF25qBTVXpEgRkEGForDT5500Nj0teZLeLi12y5cvLz2o9GNP483jZQJEgIKdffLJJzJIMG37pp1pv/32G+Lj460GFBAQgPbt26N79+6g+BS0RvbFRLIXLYSnZc+ePaWEG2nrhoWFSWeQrNYf5BGtG3g7deqE8ePH+yI+nnM2BEiHlwy89PdqbuDl9W428Jzwsjesd52AxWldesN612lwnNAxrXFphw5xp1SlimXOK04YCnfJBKwmYJOB13iWe++9Vy7GSBOJFsffffed/PGlO/KUaOuann7//Xe5iH722Wc5krAOhZ+ZgBMJkKYgXVjRnV7eXuJE0Cldkw55/fr1QQZeT9RqunU8AZteVuUSCgnP3FxCcoEuuUWsINSZO14o7G5QYHZCL/TF60pZZhlNEwaU4J4iBLDQ3jWmwkKHt/Q4Y0m2x/SZpl0iZJQh3rQg86TkiXq7pUuXllvYiTN7NHjSp43HmhEBukHUo0cP+QgNDZWGxt27d0uHBXJaII9euoGkJ/JKpZscJOdAzxR0hYySJOPACSAPXFr3jxkzBtOmTZPXBXXq1JFB57p27cqImIDNBJ566im5lt2+fbt0HDKP+8LrXZvR2tTQ09e7Nk06Bxt5+no3B9HZfGqSdKKYUxMmTECjRo1s7ocbMgFXE7DbwKsPmL54yIOBHjdv3pQ6Z2Ts/eeff/QqOHbsmFxE0wK5c+fO0guY7vaz4SkVER8wAYcT8ERDo8MhuLBD+j77P3vnAR9Vlbbx56YnhNASkmAg8FEUCxJFUVREERuKolJUxC62tXd3XSyrWNa+oq4FRUGqUgSxYFsRu6uADYEQBGmBkJCe3O+8N3snc4aUyWTKnZnn8AtzTz/nf+/MvPPec58Tjp9pVbuV7u6IElS7Ld4VJfWD0RbDlJM3Tfkvrpm7BA+m6Kur+mGAcv4+4xVh61GngsuBkvf18qnDgK5KY9YHB63UkdU74RTCXW+Xjt1wuto4Vm8JdOzYEZdccon1515HVpiKXStPCIj9ytA0Afk8fuihhyx5BtE7LigowJgxY6zFH6J3TGd40/yY2zCBTp064cgjj4RIAy5evNi6pjxL0t71JBLYeLjau4GlErjWw9HeDRyNwLZcXV1tfc7Ikyhyc4mBBMKJQEwgBisbVFx33XX44Ycf8NVXX+Hyyy/XDDp5s0yZMgVDhw61di0WrTLZgZiBBEiABEggNASWXFiCwt913d2j1Mrdy9X63UK1MPa+V9bhid5KJ9YtZCALkzELieqfV2HTncDON/SiyQcB3V9Xzl2/3W/U23dYzNLbnTNkz83URG930AOIOX4KN1Nz2DnjcKKbgDgk5Wk1Ondbdh3IAg75HSDSFRJef/11yGrepUuXtqwhliaB/xGQzbwlzJs3738pfCEBEiAB/xOQG0kiMbTffvtB9qBiIIFwIhAQB687gAEDBliPZm3atMla1XvMMcdoq7TkETjR6hUNXwYSIAESIIHgE/ju6TL8MqtOVsfuva9y2r6EJHypEq69rRSzTjse5Sizs9V2a/Fq3e5MZMI7bWdz69PAtidc9a2DhJ5Aj7kwYtro6REas/R2Zx2552ZqiR1hnLrAMZupRSh+TosESCDIBNq3b49p06ZZ9r84ymU173HHHYcbbrjBtRlbkIfE7sKYgO3gXbRokU962WE8dQ6dBEggiATeeustqzeRFWUggXAjEHAHrw1ENrSQjRfkzr1szCa77Xbt2tXO5isJkAAJkEAICPz5VTU+uq5U6zkdsShUq3dFeOHY42qx+d4z8AfytTL34GnkYaCW1ljE3DkL2HSrnh3XWTl356nVqhl6eoTGzG8ehrlwpNpYrkifYXo/GKM/g9H1GD2dMRIgARKIEAJi/8tq3sGDB1u7kj/22GOQBSDfffddhMyQ0wgGAVlJJ6vARTZFtHgZSIAESCAQBOynBOybSoHog22SQKAIhOSZWNmJUDZlmzhxIt577z1rY7Zw3G0+UCeF7ZIACZBAMAiUFdZi/mnFqHVTZkiAgb2V7u5x6lXuwR08/W+YG/uhNpzxuBKj1LZq3gSzWNUtuFQvGpOqnLtvwkjsoadHYCzc9XYj8JRwSiRgyYfZP+B8wSE6s7K7tuiCDhw40JJw8KWdaKrTrVs3fPjhh5Y+71133WXtyyHsbrzxxmjCwLm2koA4XGR/F3n/Dhum9PsZSIAESMCPBL799lvraRPZTFVuRDKQQLgRCImD14Yk4uwnnHCC9Wen8ZUESIAESCDwBGTDs8VjS1C8qVbr7Ei1cvcctYK3Su1bdsXshXgx/REtfyAG4w48rKU1FjHLvgfyxwJmVX0RIx7InQ4juX99WoQeWXq7i5VuceEqfYait3v4PyjJoFNhjASCRkB+wMnO2P4K++yzD5544gkcf/zx/moyItsRu1/23RBOsqr3559/xqRJkyJyrpxUYAiIg/e+++6zNu17+mkl/cRAAiRAAn4kYMszyGeNL5s/+3EobIoEfCIQNIkGn0bHSiRAAiRAAgEh8MU/yrD2PTfHq+olT2nuPqi0d39Wxzc9uRZTD63bHMcewF7IxVOYrrZda/7eoFm5Dlh7BlBbYleve815HkbbY/W0CIyZ+UtgUm83As8sp0QCexIQR6UsWOB+EnuyaSjloIMOgjjZr7rqqoaymUYCjRI4+OCDISvrRM9ZriEGEiABEvAnAfvpHsoz+JMq2womgeZ/pQdzNOyLBEjArwRkB9CNGzdCHieVxyPllSFwBKqqqpCfn4/KykpkZ2dbj/AGrjffW17/YRWW3VW/YZq0lK2ctj8gBTPU8ZgLSrF0whBUqn92SEIynsVsdES6ndToq1m9FVgzAqjerJfJngSjw2g9rZUx2cCzsLAQqamplq67rBALdbD0dpdPVMMw9aGI3u5JM2Ck5erpYRTbvXu39cNaVjWIjn5KSkoYjZ5DJYE6AuJg/Otf/+ozjpqaGsh7QTYKlr0l5LtWwhVXXIGhQ4ciJyfH57ajpaLszSErMIcPH249bi/zPvTQQ6Nl+pynjwTku2fEiBHWBt7iiJH3sgTauz4C9bFauNi7Pk7PkdWcaO86ElQrBrV27VpLL142BRUJIbl5S3u3FUBZNSQE6OANCXZ2SgKBJyA/QFevXo3a2vpH8Hv16hX4jqO4B1lRIs5GCcI+Ly8PcXHO+pgtUZIMb59ZrDa6qT9RSUpvNxupSlXXwIF5tSibPBxb8Wd9AXX0IF5AX/TT0hqKmLW761buVv6uZ2dcByPjL3paK2PFxcWWs1GaEWeLaLlnZma2slXfq1t6ux9cppzbb+3ZSO/RMI6drDaVS94zL4xS5LquqKiwRiw/8Pbff/8wGj2HSgJ1BA455BDInz/C+vXrMXLkSGs1YVlZGaZMmdIq57E/xhRObZx00kmQPwYS8JaArKybPHky5FHqu+++G7R3vSXnv3LhYO/6b7ahb8lp9m7oiQRmBLY8g3wnrVu3jvZuYDCz1QATCP1SpwBPkM2TQLQSECeMu3NXfngyBJaAO2PRuC0vLw9shy1svbbGxMKRxSjd4ebdVW0coZy75yvd3dQOwCFzbsfKpGVay1fgVgzHWVpaQxHTrAbWnQuUeTw22V7p8Gbd11CVVqW585aGPOOtaryFlS293TlH7+ncFb3dIyYh5vgpYe/clc8T27kbat4tPD0sTgIBIyBPx7zwwguu9j/66CPXMQ9IgAT8T+DYY4+FrLD74YcfsGbNGut7ifau/zk31aK7veVEe7epsYdjnjtvGb9nPBzn5MQx2/IMp59+Ou1dJ54gjskrAnTweoWJhUiABEgg/Al8emsp/vhCOWHdwkAlvXALErDBAM5/bT4+7PG4Wy4wBCfhekzU0hqNFFwBlLynZ6cOBbo+G5CNCuRHhRNCvd7uT/pwEjvCGLEQRv9r9HTGSIAEIopA//790alTJ2tOf/zxR0TNjZMhAacRiI+Pt6Q9ZFxvvvmm04bH8ZCA3wk4xd71+8Qc1OC2bdvwn//8x5IzPPHEEx00Mg6FBFpGgA7elvFiaRIgARIISwKr51fi63/qK4q7IR7vKgevuGQvvGst3j55jDa3HuiDx/AqYtS/5oK56W9KBG+aXiw5D8idppy78Xp6BMUsvd2FajO5yiJ9VqK3O3oZjJwhejpjJEACEUdANPpiY2OteYkeOAMJkEBgCYgsigQ6eAPLma2TQLQQWLBggSX3Ik8ItG3bNlqmzXlGIAFniUNGIGBOiQRIgARCTaBobQ3eObtEG0aqctomKWmG+5Tu7tEnluL7u45Arfpnh1Sk4XnMQVv12lwwtz0DbH1UL5bQA+gxF0ZsZDo7okFvVz+hjJEACTRG4KuvvsKWLVus7L59+zZWjOkkQAJ+IiAr7ER3//PPP8f27dv91CqbIQESiFYCc+fOtaZu3zyKVg6cd/gTaH5ZVvjPkTMggagk4Lm5l2c8KqEEeNKejD3jAe6+wearK0zMP6UYFaX1cgbywX+wcu5eqJy8XbvXIu71k1EUU/8DyVBO38fVyl1ZwdtcMHfOATbeoheLzVDO3flKc7aznu7nmCdfewWdn7vZo7lo0NvdY9IqQVYpxsTUmw2e/BuqwzQSiHQCixcvxtixSmf8f8Ffm7fZ7fGVBEhgTwKyUn7YsGHWXhPvvadLQ/G7aU9e/k7xZOwZ93d/0d6eJ99g2bvRwr2kpATvv/++ZePKJo60d6PlzEfmPOt/qUXm/DgrEohaAgkJCcjMzLTmL06ZLl26RC2LYE08Ozvb9ZhuRkaGtbokWH031s/SK3djy6oaLftwpOAqJc9QkmRi4Jw7sK7j51r+jbgHor3bXDBLPgYKLlbF6p3HiGmjnLtvwkj8v+aqtzq/Q4cOsB+Hluu9c+fAOpRlwNGstysGb05OjnXe3I9bfSLZAAmEGQFZNTho0CDrM+fkk0+2NnqSKRxwwAGYMGFCmM2GwyWB8CRgr7SbNWsW7d0gn0In2rtBRhDU7kJh7wZ1giHubNGiRdbG2PK9Lr+d3W1c9+MQD5Pdk4BXBCjR4BUmFvIngd69e2PfffeFiJlLEOejaN3IpgnNhcrKSshdNvfdclm/cX65ubmWY1fu9Aon8gvs9ZOWloa8vDxLw6mh6znY/Fe9VoEfX6rQ3la91IZqU5Xu7pcq9azH5uLbgx7T8ofjLFyutl1rKLiPP7ZqFdK2jUaMWeVWVH2l5E6HkaK0dxsI7vXt7Na+f8UQ6969O5KTky2DzG63odfW9l/15STEfHWvWt/s5tBWHZmd+iHm5Jkw0ro11K0rrbX9O6G+ONKFtwQxegsLC/n5HaTvLws6/3MEAfncEieve5D3xauvvmpt0OKezuPoJUB7N7D2+qmnnmrdVF+6dCnEASYLGWjv1r3fAm0vOM3e9fyUCfT8PfvzjAei/2Dau4EYf2vt/UDWt7W8zzhD7amhgsyf9m5gP7893zOM+48AHbz+Y8mWvCQgq13k8Yc1a9a4asijJ/vvv3+TP4xKS0uxatUqzblrN8D6jfOzHY3kF5zrRwwQ+fMMwea/bWU13rtY191tryQZdqENnlGDO3L0D/huwjnaMPuiHybh31qaHXEff4LxJ/omXIUYo759cXkaXZ+D0XaoXUV7da+vZaiI09+/ordb/e5FiM1f6Dl0bO84FBt63oH9krKU67zxEM7zl1lx/MH5/Gj8CmKOkwj07NnTusGRlZWFbt26YdSoUbj66quRmJjopGFyLCEmQHu3XtffPhX+/L5PT0/HUUcdhY8++ghvv/02zj77bKsbfl8F5/vKKfaufW3Zrzz/wTn/Nm/P13DjL85cWcEr4fTTT6e9G2J/i+f1xHjLCezphWh5G6xBAq0mUF1djaIij13oPVqVlWLuK3fds1mf/Hj91L9/KkvqdHerK+vfJbK/e1+1ZdoVysnbc99CFL48THlk6/Pb1XbAs5it1vam1Ce6HdnvvzgUYe/4m5FgFLrlKgdg2ztgdKjXodQyVcSu75kucSe/f82iNTDnDNnDuWsqjgVdr8Tann9DlRnLzy9+fjd0abvSWnv9uxrigSMIiGOpvLwcGzduxPLly3HjjTfSueuIM+P8QTj5+86m19rPq2DWt2Ua7BV4Modg9m8zc39l//y9xt+re97ckfeIEz//RHt3165d6N+/P3r06MHPjxD7W9w/S3nsGwE6eH3jxloBIJCS0rBjye6qTRul7dlEYH3ya+LyQDRdP++eX4Id63TjapBauXsJ4hDbrgod3jwNFSk7XbhilIPy0YpXsRdyXWmeB8IvBuXonXA7kmI2aNl/Vo+C0fk6Lc0zEo78zfx3Yc48Qv1aXKVNpyquHX7d+xFszhrtSufnDz9/XBdDAwetvf4baJJJISYgj28ykIAvBPh94b/vC1lxJ0E2O5SbLhJa+3nL+vy9ZV1IjfzH96//3r8NIQ72+8++OWTLMwS7f08G0d6/Jw/GW07AMFVoeTXWIAHfCBx00EGQzadkx+nBgwdbjYiOY8eOHdG+fftmGxXdXrnL5n7Zsj758fqpf/98+1QZPrymVHsv7YdETEEqZhomBs+7FRtOfULLv7V0Ei5NuV5L84yYZjUqfz0dCRUfalklcSehJvvfaK/075oL4fT+Nb95BObyv6sp6V+RFWn7YEveE6hOrtu0kJ8//PwJ9OfPeeedh9deew1Tp07FuHHjmnubMZ8ESMABBGjvBs9eP+SQQ/D1119j3rx5GDFihHX2w8neaOhy5fiDd/2Q/54EouX6k5XWsmHgli1b8OOPP1pykUIjWua/55mvSwnV/GnvNnZGWpZOB2/LeLF0KwmIwfvdd99ZGjf2HbNWNsnqJEAC/yPw51fVmH54EWpr6pGkIxY70A7XKz2G4/+xBL/fUffjxy4xChfgATxnRxt9NQsuB3ZM1fNTjwF6vKm0KJvfIFGv6NyY6O2aH1wGrHlrz0H2GQPjmGdgxCXvmccUEggQARq8AQLLZkkggARo7wYQrkfTkyZNwu23347x48fjlVde8chllARIgAQaJvDxxx9jyJAhkA0xf/3114YLMTVoBGjv+gc1JRr8w5GtkAAJkEBICZQV1mL+qcWaczdBOXVzlO7uLer1kFP/wOrbdeduHgbibjzV7LjNTWolq6dzN7k/iBBPYQAAQABJREFUkDs9spy7O3+39Hb3cO4aMTAGPYCYYS/Tudvs1cICJEACJEACJBA8AmeeeabV2fz581FVVRW8jtkTCZBAWBOYM2eONX5bniGsJ8PBk8D/CNDBy0uBBEiABMKcgEiWLB5VguLNuu7uYUp390K1gjerVwV2TT1MOWPrJ5qJLngGM5Gg/jUVzG3PAlsf0YskdAe6z4UR21ZPD+OYpbc768g99HaR2BHGqQtg5F0bxrPj0EmABEiABEggMgnI6rsDDjgAO3fuxNKlSyNzkpwVCZCAXwnIbyf7aWL7JpFfO2BjJBAiAnEh6pfdkgAJBIGAGLuyy7dsBtOtWzfrNQjdRm0XsnIkPz8flZWVlqZTBy90af0B64t7y7B2qb5qpT+ScKfS3t2WYmKfOSOxq90WV1cJKn0yZiEDWa60hg7MnW8CG2/Ss2LTlSzDfBjxmXp6iGKbNm2ydrxNTU1F165dERPT8vuWjentIr0fjJNmwEjLDdHsnNft7t27UVBQoG4WGBbv5jYbcd4MOCISIAESIIFII3D55ZcjPj4eO3bssGwwboIY2DMcKns3sLNyduv+sHedPcPgju6LL77Ahg0brN/HouPtGWjvehJhPFwI0MEbLmeK4ySBFhKoqanB6tWrIQLydujVq5d9yNcAEBDHV2FhodWysM/Ly0NcXGA/Ztd/WIVlE8u02WQjDh8jBe+p1IHPPYBt/T7Q8u9Ta3f7YYCW5hkxSz4FCi5SyW6bjBlq51zR3E3s6Vk8JPHi4mLL2SidiyGWlJSEzEzvHc+W3u7SCcDvypHtGXqPhnHsZEoyeHCR67qiosJKlR94+++/v0cJRkmABEiABEggeATE3h0woN6mkRvtsqqXIXAEQmHvBm42zm+5tfau82cY/BHa8gyNrd6lvRv8c8Ie/UOg5Uud/NMvWyEBEggwAXHCuDt3y8p0J2CAu4/K5t0Zy6M/5eXlAeVQsqkWb48shurKFZKV3m6q+nefeh1w1cfYNu5uV54cXIhrcAbGaWmeEbNsBbButPLtVrplKUd192kwUg5ySwvtoTtvGYlnvKnRmbberqdz19bbPX4KnbseAOXzxHbutpS3R1OMkgAJkAAJkIBfCLh/L0mD27dv90u7bKRxAu72VjDs3cZHEh057rxlxp7x6KDg31k25eClvetf1mwtuAQCu7QsuHNhbyRAAiQQNQRqq00sPK0YpUVu3l01+4OUc/cUpbvb6/DNKHzsZOXmrQ+DcCxuw6T6hAaOzMr1wNrTgNpdem5XtZq17TA9LcQx+VHhS7D0dt89H6gs0quL3u4JU2F0PUZPZ4wESIAESIAESCAsCBQVeXy3h8WoOUgSaJyAr/Zu4y1Gd863336LtWvXWnJ6gwYNim4YnH3EEaCDN+JOKSdEAiQQDQQ+vbkUf3xVrU31ECTjOrVpWm3nStTMOkLp5Nbnd0UPPInXles3VqvjHjGr1aoXce5W/+meDGTdC6PDOXpamMbMbx6GuXyiGr2Hc5h6u2F6RjlsEiABEiABEqgnsGvXLvVkk2lpxden8ogESIAE6gjYq3fPOOMMfk7woog4ApRoiLhTygmRAAlEOoHV8yvx9eO6/EM3xGOGcvB+FWsic8a5MPYqcGFIQRs8hzloj46uNM8Ds7ZUyTKcBVT8qmelXwmj8w16WhjGRG+3dvE5yrn7dzV6D+eu6O2e+SE3UwvD88ohkwAJkAAJkIA7AdGH//zzz92TeEwCJEACLgK2g7cx/V1XQR6QQBgSoIM3DE8ah0wC3hDw3NzLM+5NGyzTMgKejD3jLWut4dJFa2vwztgSLTMVMahQ0gzPKEGGfR54GlVD5mv5D+NF9MF+Wpp7xDTVSt/88UDpl+7JQLszgeyH9DQHxTz5xsY2vDq5Tm/3aGDNW/roqber82gmZhgGYmLqzQZP/s1UZzYJkAAJkAAJ+J2A53eRrOCdNWuW3/thg/UEPJl7xutL8sgfBDz5Nmbv+qOvSG9jxYoV+OWXX5CRkYHBgwc3OF3auw1iYWKYEKj/pRYmA+YwSYAEvCOQkJCAzMxMq7A4Zbp06eJdRZbymUB2djZso0sMh6SkJJ/baqhidYWJ+ScXo6KsfgWqfIjvp5y7lysnb68zv0LFzTdpVa/GnTgBI7W0PSIb/gIUL9aT2yiHaNcXHP3oUocOHZCammqNW673zp0763NQMTN/CcxZRwKFP+l5orc7YiGMvGv1dMYaJSAGb05OjpXvftxoBWaQAAmQAAmQQIAJuNu7Is3w0ksvQVboUbc0cOADbe8GbuTh2bI39m54ziz4o7Zv/px++umu32yeo3C3cd2PPcsxTgJOJEANXieeFY6JBPxEIDc313LsitPRfeWdn5pnMx4E0tLSkJeXh5qaGsTHx3vktj66dMJubPm5RmvoUKTgUiXPkLp3IWpePlG5eevDcTgV1+Jv9QkNHJl/TgR2vKrnJPUDur8BIyZBT3dYTK7pvn37Qh7HFN5ihLmHpvV2ZypJhm7uxXnsBYGsrCykp6dbJT1XlHhRnUVIgARIgARIwO8E3O3dzZs3o6CgAF988QUOO+wwv/fFBoFA27tkrBNozt7VSzPWFAHbwTtq1KimioH2bpN4mOlgAu6+AAcPk0MjARLwlYA4vujc9ZVey+sJ60A4d1dOrcCPr1RoA+qlNlR7SunurkutRuLcoYhpWy/d0At98QheVqINutPTvQFz2/PAlofdk4CE7kCPN2HEpunpDo2JU1dW77g7d73T26Vz19dTKo5dOnd9pcd6JEACJEACgSBg27tnnXWW1bztyAlEX2wT1m+LQNi7ZNswgYbs3YZLMrUxAitXrsRPP/1kLVQ45phjGivmSqe960LBgzAiQAdvGJ0sDpUESCA6CWxbWY33L6533gqF9mqt7jq1edoMdZz54hWI33eVC06ayn0Ws5VwQ1tXmueBWTQP2OixeVpsJ+XcnQcjPsuzeNjEm9TbPWISYo6fAiMuOWzmw4GSAAmQAAmQAAl4T8B28M6ePdv7SixJAiQQ8QTsmz4jR47kQoWIP9vRO0E6eKP33HPmJEACYUCgsqROd7e6qn6wspVYN+W8vVk5eXOvn4rY0fUSCzEq7Qm8hu7oVV/B48gs+Q+w/gKVWq/lCyNFOXfnwkhsvJ5HM46LNqu32/8ax42ZAyIBEiABEiABEvAfAZFlEL349evX48svPTaP9V83bIkESCDMCNgO3ubkGcJsWhwuCWgE6ODVcDBCAiRAAs4i8O64EuxYX6sN6lC1cvdixKHTUasQ+9AELe8W3I+jMExLc4+Y5SuBdaOVb7fSLVm5jHNfUz7eAW5p4XVo6e0uPAOoLNIHnn4gjNHLYOQM0dMZIwESIAESIAESiDgC8ii7vYrXduhE3CQ5IRIggRYREHmGVatWoVOnTvBGnqFFjbMwCTiIAB28DjoZHAoJkAAJuBP49oky/DLP3REL7ItE3I0kFGUXI3HmiUpuoH7TtREYi0twvXsT2rFZWQCsOQ2o9XCC5jyjNhw7QSsbLpHm9XaXcjO1cDmZHCcJkAAJkAAJ+IGA7eClTIMfYLIJEogAAvbNHsozRMDJ5BSaJEAHb5N4mEkCJEACoSGw6csqfHxDqdZ5OmKxXK3efT+uFqkzRyAua7Mrf3/kqbW7z7ringdmdSGwVjl3qzfpWVn3wug4Tk8Lkxj1dsPkRHGYJEACJEACJBBEAoMGDcJee+2FdevWUaYhiNzZFQk4lYDt4KU8g1PPEMflLwJ08PqLJNshARIgAT8RKCusxYJTSlDrpsyQAENtndYWyh2LzEfuRPKRy1y9dUJnPINZal1vw5uHmbVlSpZB7Spd8YurjnXQ6QoYnT02WtNLODbWqN5uUicYIxbCoN6uY88dB0YCJEACJEACgSQgMg22I2fGDNmOloEESCBaCYg0gy3PcOyxx0YrBs47SgjQwRslJ5rTjE4CO3futL7QVq9ejcpK/VH/6CQS2FlXVVVBWIsRsWPHDp86M00Ti88oQfFWN++uainP0t2NRcbYt5Fy7aOutuOUFu+/8Aa6oKsrzf3ANJWEw/rxQOkX7slAO6VX2+UhPS1MYo3r7faDMeoz6u0G8Dzu3r0bP//8M3755ReUluorzAPYLZsmARIgARIggUYJNGTvjhkzxiovK/fEtmLwHwF/2Lv+G010tLRp0yaIjmx+fr5aAKL/RogOAr7P0r7J0xJ5Btq7vvNmzdASoIM3tPzZOwkEjEBNTY3lbCwpKUFhYaG1m3DAOmPDFoGCggKLtTAXR291dXWLyXxxdxnWflyl1TtQrc29SWnvVu+XjzYv6HIKf8fjGIAjtPJa5I9rgV2LtCS0GQx0fRGGEV5fAU3p7W7vOBRbj5pBvV39TPs9Jtf1rl27UFRUhDVr1vi9fTZIAiRAAiRAAi0h0Ji9e9hhhyE3Nxdimy1bVv/UU0vaZtmGCfjD3m24ZaY2RKC4uNi6jsXpuHnzZmzdurWhYkxrhIDt4LVv+jRSTEumvavhYCSMCITXr/swAsuhkkCoCVRUVGh3eMvK1GP6DAEl4M5YVouUl5e3qL/1H1Zh2T36ecpWK3TfQgq+TytH2tzhiGlTv2rybFwK+WssmH/eCxS+rGcnHQB0V47QmAQ93eGxxvR2TcSgoOuVWNvzbyir5AqdQJ5GWTEinyt2cL/e7TS+kgAJkAAJkEAwCTRl744ePdoaysyZM4M5pIjvy/373xd7N+IB+XmC7rylac+4n7uLqOb++9//Wk+dde7cGcccc4xXc6O96xUmFnIoATp4HXpiOCwSIIHoIlCyqRZvn16sHiOsn3ey0tutQaqSYFD6u1PGI6HPb65MWbV7Fx5zxT0PzO0vAlsm6cnx3YAeb8KITdPTHR5rTG+3NqEDft37EWzOqvsB5/BpcHgkQAIkQAIkQAJBJGA7eEWmgY+1BxE8u/IrAUqM+I7zjTfesCqfddZZiI2N9b0h1iSBMCFAB2+YnCgOkwRIIHIJ1FabWDi8GKW73Ly7arr7KufuFYhFp1sfQ+rIeS4A2cixdHfjEe9Kcz8wixYAf1znngTEdlTO3Xkw4rP1dIfHzK8fgrlQ6QVXFukjTT8QO4bOR3HaQXo6YyRAAiRAAiRAAiSgCAwYMAA9e/aE6Jd++umnZEICJBBlBOzV+y2RZ4gyRJxuhBGggzfCTiinQwIkEH4EPr2xFH98p+v1HoRkXIkExB27DO3+cYdrUolKj3cyZqMTOrvS3A/M3Upnbv35KsltAwYjWTl358JI6uNe1NHHLr3dLyaqceqOb/QZA+PMpahtk+PoOXBwJEACJEACJEACoSVgr+K1dThDOxr2TgIkECwCX331lbVfRJcuXXDkkUcGq1v2QwIhJUAHb0jxs3MSCByBuLg4rXHPuJbJiF8IeDL2jDfUyep5lfj6SV2rt5tamfu8cvCuy9mCDm+MUpIK9c7aB/Ac9kdeQ03BLF8FrBul/KH1Oqlq6S6QOxVGyiEN1nFiYmN6u0o4GMYRkxAz7GUYccnw5MtHrwJ7Ng3DQExMvdngyT+wvbN1EiABEiABEtiTgOd3kWfcXrk3Z84cyIZsDK0n4MnYM976HtiCOwFPvrR33ek0fmzf1Bk1apRmvzZeoy6H9m5zhJjvZAL1v9ScPEqOjQRIoMUEEhISkJmZadUTp4zcvWQILIHs7GyXvlNGRgaSkpKa7HDnmhq8M7ZEK5OqNg3bpKQZZibUoOPsMxCbsc2VfwluwAiMdcXdD8zKP4C1pwE1O92TgZynYaSdpKc5OGbmvwtzlrrLXviTPsqkTjBGLITR/xpXeocOHZCammrF5XqXDRQYAkdADN6cnLpV0+7HgeuRLZMACZAACZBA0wSas3cPPPBA7L333tiyZQuWLl3adGPM9YpAS+1drxploUYJ0N5tFE2jGaJbbMszjB3b8G+nxiq727jux42VZzoJOImAvsTPSSPjWEiABFpNIDc313Lsyp1e95V3rW6YDTRIIC0tDXl5edYKkfj4hvVx7YrVFSYWnFiMivJ6+QG549ZdOXdPVU7ejo9fi6SBX9nFcRSG4Rb8wxV3PzCrdyjn7gigaqN7MpA1EUbH8Xqag2PmN4/AXP53NcJ6JtZwld6ucdIM5ajupo1erum+ffuiqqoKwluMMIbAEsjKykJ6errVieeKksD2zNZJgARIgARIoGECzdm7Z599NiZOnIjp06dj2LBhDTfCVK8JtMTe9bpRFmyUAO3dRtE0mrFs2TIUFBRAPhsGDhzYaLnGMmjvNkaG6U4nwBW8Tj9DHB8JtJKAOL7o3G0lxBZUF9bNOXeluaWX7MaW3/RHBfOQgkuVPEPy+NfR7ornXb3moheewGvK7bvnR7ZZq+QdRJah4mdXeeug02UwOt+spzk05tLbXX6XGqGHc/d/eruezl17KuLUldU7dO7aRAL/Ko5dOncDz5k9kAAJkAAJeE+gKXtXHLwS5s6di4oKdxkr79tnSZ2At/auXosxXwnQ3m0ZObmZI0EkWnz9jUB7t2XMWdoZBPb0FjhjXBwFCZAACUQsgRUvl+PH1/QfGL3UhmoPKN3dbQeuRKdnr3TNvY1a0fuc2lQtDe1dafaBaSoHsWyoVvq5nVT32u50oMs/9TSHxur0docAa97SRyh6u4MecOnt6pmMkQAJkAAJkAAJkIB3BPr06YODDjoIRUVFWLx4sXeVWIoESCAsCYjW9qxZs6yx2zd3wnIiHDQJ+ECADl4foLEKCZAACfhKYNuKanxw2W6tenu1MvdbtMHS9sXImHMWYpLVqtz/hX9iilq/29eO6q9/XAfsWqintVH6tV1fUnernf/xbuYv+Z/ertoczj0kdoRx6gIYede6p/KYBEiABEiABEiABHwiYDt63njjDZ/qsxIJkEB4EPjggw8sze199tkH/fv3D49Bc5Qk4CcCzvcA+GmibIYESIAEQk2gstjEvBOKUV1dP5JYddgJbXEvDKRPHY/4nmtcmdfj7zhOKfI2FMzNSo+38CU9K2k/JeI7E0ZMop7uwJj5zcMwF54BVBbpo0vvB2P0Mhhdj9HTGSMBEiABEiABEiABHwnYj2ovWLAAu3frN9p9bJLVSIAEHEhg2rRp1qjOOeccB46OQyKBwBKggzewfNk6CZAACbgILBlbgp0ba11xOchTK3cvQRza/+1+tDllkSvvBIzElbjdFXc/MLcrx+7m+92TgPgcoMc8GLHt9HSHxer1dhvYTK33aBhnfrjHZmoOmwKHQwIkQAIkQAIkEGYEunbtiiOOOAKlpaWYN29emI2ewyUBEvCGQHl5Od58802r6NixY72pwjIkEFEE6OCNqNPJyZAACTiVwDf/LMOviyq14fVFIm5FEspOeBcdJt7ryuuD/fAwXlRreg1Xmn1gFr0N/OEhXRDbQTl358OIz7aLOfK1Tm/36Mb1do+fAiMu2ZFj56BIgARIgARIgATCm4At02BvwBTes+HoSYAEPAm8/fbb2LVrFwYMGIDevXt7ZjNOAhFPgA7eiD/FnCAJkECoCWz6ogqf3FKqDSMdsVisVu9+2309Ok8br2QVTCu/PTqqTdXmIEXleQZz93K1qdp4ley2CthIUrIMc2Ak7e1Z3FHxer3dn/Rxid7uiIXU29WpMEYCJEACJEACJOBnAqNGjUJcXByWLFmCwsJCP7fO5kiABEJNwL55Q3mGUJ8J9h8qAnTwhoo8+yWBIBDYuXMnVq1ahdWrV6OyUl89GoTuo66Lqqoqi7Uw37FjhzX/su21WHByCWrdfLIJ1trctngmqRKZc0YhtmNd2Ri12dqTeB1d0WMPdmb5z8C6swCzfgM2qPLInQqjzcA9yjspoVm93ZwhPg9306ZNWLlyJfLz8xVjN8g+t8iKTREQ3cKff/4Zv/zyi/WYa1NlmUcCJEACJEACwSDgrb2bkZGB4447DmKvzZo1KxhDi8g+GrJ3I3KiDpoU7d3mT4as3JUVvDExMRDN7dYE2rutoce6oSRAB28o6bNvEggggZqaGsvZWFJSYq1SWL9+fQB7Y9NCoKCgwGItzMWpLgbwotNKUFyoOx73Vatzr1QreDv96y9IPOh7F7w78BAG4VhX3D4wqzYCa0cANXWOYDsdOU8pvdqTXVGnHQRab7e4uNhiLkbY5s2bsXXrVqchiLjxyHUtBnRRURHWrFkTcfPjhEiABEiABMKLQEvt3XPPPdea4Ouvvx5eE3XQaD3t3Wr33YMdNM5IGQrtXe/OpGjvigbv4MGD0aVLF+8qNVKK9m4jYJjseAJ08Dr+FHGAJOAbgYqKCm1FY1lZmW8NsZbXBNwZm6aJZXfsxrrPqrT6ByjNXeXWRexlLyDtoldceSMxDheoHM9g1uxUmrWnAVV/6FmZf4PR8QI9zUGxJvV2j5iEGD/o7brzlql7xh2EIyKGIiuk5XPFDuRtk+ArCZAACZBAqAi01N49/fTTkZKSgv/85z/g4gffzpr797/Yu+JUYwgcAXfe0otnPHA9h1fL9k0b+yaOr6OnvesrOdZzAgE6eJ1wFjgGEiCBiCOw48tkfP1IjTavbMThZaWuu2bAN0h/8npXXj8MwH14xhW3D8xaZTCvGwVUrLKT6l47XgIj8zY9zUGxRvV2kzrV6e32v8Yvo5UfFQwkQAIkQAIkQAIk4C2B1NRUnHbaaRAbYtq0ad5WYzkSCBkB2rvNoxcJi6VLlyIxMRFnnaUk7RhIIEoJ0MEbpSee0yYBEggcgYqtsfjtlmytg2Slu7sVqZjVaQcyZ4+FkViniZyBLEzGLLWmN1Erb5pK1mH9hcDuZVo60pRUw16P6WkOijWut3sgjFGfwcgZ4qDRcigkQAIkQAIkQALRRsBe4Wev+Iu2+XO+JBBpBGRzNZFrGT58ONq3bx9p0+N8SMBrAnTweo2KBUmABEigeQJmNfDbtV1QUWZohXugLW42DHSedh7ic9dbefGIx78wA5loQCfqD7XCd9d8rQ20GQR0exmG4byP7ub1dpcqveBu+nwYIwESIAESIAESIIEgEzjhhBOQnp6OFStW4Icffghy7+yOBEjA3wTsmzX2zRt/t8/2SCBcCDjPSxAu5DhOEnA4gbi4OG2EnnEtkxG/EBDG+f/MwI7fE7T2DkQyJihnbtv7JiLl+PddeffgaRyEw1xx+8Dc/ABQ+IIdrXtN3BfoPgtGTJKe7oBYMPR2G5qm5zUdGxvbUDGm+YmAoW5QyM7EdvDkb6fzlQRIgARIgASCRcDzu8gz3tA4pMzo0aOtLNsx1FA5pjVMwJOxZ7zhWkz1lYAnX9q7OsmffvoJ3377rbVyV1bwtjbQ3m0tQdYPJYH6X2qhHAX7JgES8DuBhIQEZGZmWu2KU6a1u4n6fYAR2GDFV5komJumzSxXOXYfVg7e7ae8jfa3P+jKG48rMUptq+YZzMIpwOb79OT4vYD/mwcj1nmPHAVLb1cHUhfr0KEDREtPglzvnTt3rsvg/wEhIAZvTk6O1bb7cUA6Y6MkQAIkQAIk4AUBX+1de6Wf6PBS49QL0G5FsrOzYTsZMzIykJTkvMUHbsMN+0Pau02fQvsmzahRoywN3qZLN5/rbuO6HzdfkyVIIPQE9CV+oR8PR0ACJOBHArm5uZZjV4ww95V3fuyCTf2PwM41Nfj4YqWb6xZSEYMVSnd3ac81yJl6oZJWqMsciMG4Q7l9PYO5axGw4S96cmwHoMd8GPENyDjoJYMes/R2l09U/Xpsdpau9HZPmhFwSQa5pvv27YuqqirEx8crvrosRtCBREGHWVlZ1mOtMlXPFSVRMH1OkQRIgARIwIEEfLF3Dz/8cPTo0QNr167FRx99hGOOOcaBM3PmkNLS0pCXl2dpnor9xRBYArR3G+crN2dsB69906bx0t7n0N71nhVLOosAV/A663xwNCTgdwJieNG563esWoPV5SbmH1eMysp6R6d8uGYo5+69SRXImjsase2LrDp7IRdPYTri1D/3YO7+Asg/TyW5OYkNtSJCZBmS9nEvGvLjJvV2+4yBcWbw9HbFqSurd+jcDd5lIY5dOneDx5s9kQAJkAAJNE+gpfau2A3jxo2zGp46dWrzHbCERkB+W9C5qyEJaIT2bsN4P/vsM6xbtw7dunXD4MGDGy7kYyrtXR/BsVpICdDBG1L87JwESCASCHxw/m5sXVujTeUApOAyJc+Q/vyVSOy3wspLUlINz2I2OiJdK2uW/wKsO0sthC13S1cfz91ehdHmcLe00B82q7c7TG0CF5cc+oFyBCRAAiRAAiRAAiTQBIHzzpMb68Ds2bNRVlbWRElmkQAJOJGAfXPmnHPO4WIPJ54gjinoBOjgDTpydkgCJBBJBFa8UI4VMyu0KfVEAv6qnLlVV01G2/OmufIexAvoi36uuByYVZuAtSOAmkItHXs9AaNd6zcK0BttXSyUerutGzlrkwAJkAAJkAAJkIBOoHfv3jjssMNQXFyMt956S89kjARIwNEEKioqMHPmTGuM9s0aRw+YgyOBIBCggzcIkNkFCZBAZBLYtqIaH1y+W5tce6W7+4GSZvj+sC+Q/ujNrrwrcCuGQ63SdQtmjZJtWHsaULXBLVUdZt4Bo9NFelqIY+bXD8FceAZQWSc14RqO6O2O+gxGzhBXEg9IgARIgARIgARIIBwI2I4heyVgOIyZYyQBEgDmz5+PnTt34uCDD8a+++5LJCRAAooAHby8DEiABEjABwKVxXW6u9VuygyiqhuPtngmYxuyZp0NI6HKankITsL1mKj1YtaqVb/rRgPlK7V0dLwIRuadeloIYy693S8mqlHUawxbQwqy3m4IMbBrEiABEiABEiCBCCQwduxYS8v/3XffxebNmyNwhpwSCUQmgVdffdWa2Pjx4yNzgpwVCfhAgA5eH6CxCgmQAAksObMEOza7bYimkOyDNrgyxkDWjHMRl/OHBakH+uAxvKruptV/3JqmqldwEbD7PzrItFOAvR7X00IYo95uCOGzaxIgARIgARIggYAT6NixI04++WTU1NRg2rR6Wa2Ad8wOSIAEfCawdetWvPPOO9amv2effbbP7bAiCUQagXqPQ6TNjPMhARIggQAR+ObBMvz6XqXW+t5IVKt0k5A4SanvHvOxlZeKNDynNlVrq161sPFGoMhD6y1FbabW7RW1QUCsVjRUEerthoo8+yUBEiABEiABEggmAVumwV4RGMy+2RcJkEDLCUyfPh3V1dU46aSTkJGR0fIGWIMEIpSAPFHMQAIkEKEERJdo48aN1qNn3bp1s14jdKpBm9amL6rwye2lWn/piMU0tXp3/ci3kHXzo1aeYRp43HgV/4e9tbLm5knA9ue1NCTuA3SfBSMmSU8PUczS2/3ibtW7hySD6O2eNANGWrcQjWzPbjdt2oTCwkKkpqaia9euiInhfcs9KfkvZffu3SgoKLB2KhbeKSkp/mucLZEACZAACZCADwRaa++ecsopkJW833//PX788UcccMABPowieqpUVVUhPz8flZWVyM7ORocOHaJn8iGaKe1dHbx9MyZQ8gy0d3XejIUPAf4SDp9zxZGSQIsIyKNmq1evRklJieUAW79+fYvqs/CeBMq212LBiSWodfN7JsBAkVqjO7vPb+g85RJXpTEbLsOR1cNccTkwC18BNt+rpSG+C9BjPoy40BvH4aa3K7tei7NRjDDRzZPHtRgCS0A+U3bt2oWioiKsWbMmsJ2xdRIgARIgARJohoA/7N2EhASIFq+EV15RthpDkwTE9pKb6/IbQ+wCWUnJEDgCtHd1tqtWrcI333yD9u3b49RTT9Uz/RSjvesnkGwm6ATo4A06cnZIAsEhUFFRgdraeo3YsrKy4HQcob2YpolFJ5egeGc9U5lqD6Ti5pRyZM0djZi0Ymv2h20/FiM2jUN5ebmLhrlrMbDhL664dRDbXjUwT23GtpeeHoJYOOrtel7TnvEQYIzoLuXzRD5X7EDeNgm+kgAJkAAJhIqAv+zd888/35rCa6+9RodlMyfT/ftf7GN3e7eZqsz2gYA7b6nuGfehybCuYt+EGTNmDBITE/0+F9q7fkfKBoNIgA7eIMJmVyRAAuFLYPmtZVj3ZZU2gX2V5u5VSED7FycgYb+frLzc3b0wYe3tWjmz9Csg/zyVVlOfbiiDRGQZkvatTwvRUbjq7cqPCgYSIAESIAESIAESaC2BQw89FH379rWeCJLNmxhIwCkEaO/WnwlZsT916lQrwb4pU5/LIxIgATp4eQ2QAAmQQDME8t+twrKH9RXQ2YjDk0hB0XVPou3YWVYLbavb44bfHkBibb2Wrln+K7D2DKXP4F5fffTKhmptBjXTc+CzzW8egblQja+ySO9M9HZHfQYjZ4iezhgJkAAJkAAJkAAJRCCBCy64wJrVlClTInB2nBIJhD+BJUuWQPSI9957bxx+uNqgmoEESEAjQAevhoMREiABEtAJlGysxdsj66QX7Jxkpbv7q9Ld/ejIZej08G1WcqzaaO22goeRUZllF4NRvVk5d0eohbuFrjTrYK/HYbQLjGaU3lHjMZfe7vK7VCGPlbB9xsA4c6mjNlNrfCbMIQESIAESIAESIIHWExg3bhxiY2OxYMECS2O29S2yBRIgAX8SsG++2Ddj/Nk22yKBSCBAB28knEXOgQQaIBAXF6elesa1TEYaJFBbbWLBccUoK9UdoJ2Vc/cfmVuQOfMctTlanezCX/FP9K8c6GonBruRtPlsoKrAlWYdZN4Bo9PFelqQY+Got9sQIs9rWn6UMQSOgGEYiImpNxs8+QeuZ7ZMAiRAAiRAAg0T8Pwu8ow3XKvh1C5duuD4449HZWUlpk+f3nAhpsKTsWeciPxLwJNvtNq7srHf/PnzLVv0vPNE+i4wgfZuYLiy1eAQqP+lFpz+2AsJkECQCMiOwJmZmVZv4pQRo5WhZQQ+ubwUG3/SdwbeF8m4ItZA51nnIC77T6vBUbgA5+EKZGdnWys/DFRi3zb3IKZipd5hxwthZN6ppwU51qjebmJHGCMWwuh/TZBH5Ht3HTp0QGpqqtWAXO+dO3f2vTHWbJaAGLw5OTlWOffjZiuyAAmQAAmQAAkEiIC/7V1b19NeKRigYYd1s7a9K5PIyMhAUlK9NFlYT8yhg6e9W3di5KaLbKooN2H22itwG1S727juxw69PDgsEtAI6Ev8tCxGSIAEwp1Abm6u5diVO73uK+/CfV7BGP9vMyvxzYvlWlddEY97lIPXfORmJB/1mZWXh4G4G09Zx2lpacjrfyDM9ecjpvhLrS7STgb2ekJPC3LM/OZhmMsnql71FckQvd2TZoSdJINc07IhSlVVFeLj4yFGGENgCWRlZSE9Pd3qxHNFSWB7ZuskQAIkQAIk0DABf9q7p512Gtq3b4+vv/4aK1euxH777ddwp1Gcatm7eXmQDa/E/mIILAHau3V87ZsuwZBnoL0b2GuarQeOAFfwBo4tWyYBRxAQw4vO3Zadip2/1+CdcSVapVTE4DOk4sfRc9D+ujqHbia64BnMRIL6Zwfjz1uVc/ctO1r3mqKkG7q9qhyQoZEQqNfb/bsaj4dzt/fosNbbFaeurN6hc1e/5AIZE8cunbuBJMy2SYAESIAEWkrAX/aurEY9+2wlsaXCSy+91NJhRE15+W1B527wTne027srVqywbrrIaubTTz89KOBp7wYFMzvxMwE6eP0MlM2RAAmEN4HqchPzjy1GZVW9I1Q+KJOUc3fyvj+j84uXWRNMQCImYxYyUL+pmrnlYWD7szqAxL2B7rNhxCTr6UGKNam3O+gBxBw/RekIh2ZsQULAbkiABEiABEiABEjAawIXXXSRVXbq1KnWU0JeV2RBEiCBgBB4+eWXrXbHjh2LxMTEgPTBRkkgEghQosFhZ3H37t3W40A//vgjtm/fjt69e2OfffZBnz59LG1Phw2XwyGBiCPwwTm7sXV93cZp9uT6IAVjU8uRNXcMYlJ3W8n3qbW7/TDALgKz8DXgz4muuHUQlw30mK8cqB319CDFLL3ddy8AKov0HpM6wThhKoycIXo6YyRAAiRAAiRAAiQQ5QQGDBiAfv364YcffsCCBQtwxhlnRDkRTp8EQkdApNjkZosE++ZL6EbDnknA2QTo4A3w+Vm6dKllHEg3l112GVJSUhrsUXZrvf/++60/+RDzDHvvvTcefPBBiC4UAwmQQGAIrHi2HCverNAa76HkF25RurttpoxFwt6/WnkX4hqcgXGucuauJcCGK11x6yCmHfB/82Ak1G1KpWcGPhZperuBJ8YeSIAESIAESIAESKCOgDiSrrvuOrz44ot08PKiIIEQEpg/fz62bt1q3XSRmy8MJEACjROgREPjbPySM2vWLFx//fXW365duxpsMz8/HwcffDDuvvvuRh8D+uWXXyy9meHDh6O6urrBdphIAiTgO4FtK6rxwdV1q3PtVtor3d25Spph4y2PIPXMN63kQTgWt2GSXQRm6ddAvjh73Vb9GurRoe4zYSQFf2OOSNbbdUHnAQmQAAmQAAmQAAkEkMC4ceMsjf8lS5Zg48aNAeyJTZMACTRFQG6ySLj44oubKsY8EiABRYAO3hBfBqZpQnaCFOFwO+SpXUkl7a677sL555+PQw45xM7CokWLcMMNN7jiPCABEmg9gcriOt3dajcfrTzeUIK2mDPkE3S8/29WJ13RA0/idcSqfxLMitXAWvXYnllqxev+M9SGai/DSD3SLS04h03q7R4xiXq7wTkN7IUESIAESIAESCDMCXTq1Ml6crKmpgavvPJKmM+GwyeB8CSwYcMGvPvuu5bu7rnnnhuek+CoSSCIBOjgDSLshrp6+umn8dFHH1lZWVlZmDt3Lr799luIkLis6J0yZQq+/PJLiNRD3759rXJPPfUUDY2GYDKNBHwksOS0EuzYWqvV7o42uK3LZmTOOBdGbK1S4W2D5zAH7dHRKmdW/QmsGaEW7m7X6mGvx2C0C76UiqW3O0s5lQt/0scjersjFsLof42ezhgJkAAJkAAJkAAJkECjBGy9z5deeqnRMswgARIIHAHxhchNltNPPx1y04WBBEigaQJ08DbNJ+C5tmC4YRiYOXMmRo4c2WCfxxxzjOUIFiewhEcffbTBckwkAXcCO3fuxKpVq7B69WqIzjPDngS+ua8Mv36os+mFRFwTF4tOs89GXOetVqWH8SL6oE5ywaxRcitr1Xu1Kl9rsDb9Zvy+4xiL+Y4dO7S8QEYsvd2FaiWx52Zq6QfCGPVZRG+mtmnTJmtjSpG6qa3VnfSBZB6tbctGoD///DNENqi01H3lerQS4bxJgARIgARCTSBQ9u7xxx+PnJwcy47++OOPQz1Nx/Qv+8XIbwv5jRFMe9cxAEIwkGi0d+VJZ1n0JiHY8gy0d0NwkbNLvxCgg9cvGH1rRO5G/fjjj1bl0aNH46ijjmqyoc6dO+Pxxx+3ysgXallZWZPlmRndBOT6EuOrpKQEhYWFWL9+fXQDaWD2G5dV4ZO7dCdVupJfeE6t1i19/CYkHf6FVetq3IkTUHfzxaxVzuB1Y4HyH/QWO5yP/PLxFmthLuwDrZfdpN5unzEwzlwKI62bPs4IihUXF6OgoABihG3evNnagCGCpufIqch1LXryRUVFWLNmjSPHyEGRAAmQAAlED4FA2rsxMTG48MILLZj//ve/owdqMzMV20t+WwTL3m1mOBGfHa327ocffmjZmrm5uRg6dGhQzzPt3aDiZmd+JEAHrx9htrSpdevWoby83Kp26KGHelVdVvJKEMfR999/71UdFopOAhUVFdqKRt4Q0K+Dsu21WHhiCWrN+vQEGFindHc/HTcd7a561so4DqfiWtRp8MqdZBRcAuz2WMXR9iQg5yntpouUtd/f9T3476hZvd1hSgc4Ltl/HTqwJc9r2jPuwCGH9ZBkhbR8rtiBvG0SfCUBEiABEggVgUDbu7JyUBy9c+bM4WrV/51k9+//QNu7obqunNSvO28Zl2fcSWP151heeOEFqzm5ySLvwWAF2rvBIs1+AkEgeO+UQIw+zNvMzMyESDNIkNW53oSMjAwkJSVZReWRZAYSIIGWExBj9O1hJSgu1h/pz0IqHjhgFTKeu9JqtBf64hEoR6n6Z4VNtwBFc/QOU9TNmdxX1Xu5buM1PTMwMert1nG1HO6BQcxWSYAESIAESIAESACyelCkGuSmvS2tRywkEEwC0Wjvbt++3dqbyH0VfTCZsy8SCFcCdPCG8MylpqaiW7e6x6c///xzr0bivuq3Z8+eXtVhIRIgAZ3A8hvKkP9dlZbYG0m4um05MueOQUxKGdLUdmrPYrZy+ba1yplblO71tme0OkjsA3SfDSMmRU8PYCya9XYDiJVNkwAJkAAJkAAJkECDBC699FIrnTINDeJhIgn4ncCrr75qPTV24oknuvwlfu+EDZJABBKggzeIJ/W///3vHo9s2wbD0qVL4c3duX/+85+uEe+9996uYx6QAAl4RyB/cRWWPa7rV2chDpOQjJjXLkR8r98Ro/49gdfQHb2sRs0d04A/62QaXL3EqQ0Pe8xTMgjB2dE12vV2Xdx5QAIkQAIkQAIkQAJBJHDqqadCnrxcsWIFli9fHsSe2RUJRCcB+2bKZZddFp0AOGsS8JEAHbw+gvOlmtyBatu2Lfr372/tBDl58mQcdthhSEtLs3Ylv+mmmxptVpy/jz76KKSOBNHilXoMJNAYgbi4OC3LM65lRkmkZGMt3j6jWJttspJf+Eqt0v3pzgfRZsRCK+9m/ANHYZh1bBa/p3R3r9DqIEa998S5m6BvYObJ2DOuN+J9jHq7DbPy5BsbGzyZjIZHFNmpIinkroHmyT+yZ8/ZkQAJkAAJOJGA53eRZ9wfY46Pj8cFF1xgNWU7nvzRbri24cnYMx6u83LquD35Rrq9++mnn+Knn35Cly5dMHz48KCfFtq7QUfODv1IQPcA+bFhNlVHwNbYtXnI5miyklf+XnrpJTvZehUH7oEHHojx48e70kV/5umnn8a8efPw3XffWenyof7444+7ygT64L777oOsHPZmhXFzY5FdQCXIzqsMgSWQkJBgrTbYvHmz5ZSRL8loDrXVJhYMKUZZuduuagpIinLuPj9sKbLvudvCMwJjcSlusI7N0m+B/HPVcbUVt/4zEpQsw0wYyfvXp/3vKDs729pRWHZ0dtfL3qNgCxIsvd13LwAqi/RaSZ1gnDAVRs4QPT2KYh06dIBI3cguznK9e6tlHkWI/DpV+T7LycnB+vXrLf14OWYgARIgAW8IbNy40bL9SktLIX+yn0S7du2sxQqdOnVy7S/hTVssQwLuBIJl715yySV46KGHMGPGDDz22GNRvdAmEPau+znlsU4g2uzd559/3gJw0UUXwdO5rZMJTIz2bmC4stXgEKCDN8CcxTl7zTXXWM7Z77//Hvbfli1bGuy5qkrXBd2wYQMmTpzoKisfOOJw7devnyst0AfiINy5c6dfuxFHN0PgCcjGEOLYlZsC7ivvAt+z83r4+MJSbPxNv+56KVmGC3L+ROa08UpH18T+yMMDeM4avFnxO7B2JFC7220yarO1ri/BSD3KLa3+UFbV5+XlQRy8stqjtcH8+iGYX4jjWXdKI/1AGCfNgJGmryBubX/hVl+u6b59+0I+N4W35w21cJtPOIw3KysL6enp1lBDYXSHAyOOkQRIAGoT02KIhuLrr79uPdZu3+BviI18lhxwwAEYOHAgTjnlFJx88sn8PG8IFNMaJRAMe7dXr14YMmQIPvzwQ+u6vuIKj6e7Gh1d5GX4296NPEL+nVE02bs7duzA7Nmzrd+tF198sX9BtqA12rstgMWijiJAB2+AT4d8IO+zzz7W39lnn+3qTVYy2M5eeZXVub///jt69OjhKiMH7ivSZIWDGMti+AYzPPXUU7j//vtRW1vb6m4HDx6MH374QZtXqxtlA00S8IejsckOwiDz19cq8O1r5dpIcxCPO+Ji0UZtqhabvh2d0BmT1aZqiWqzNbNqs3LujgBqtml10OURGO2V07eJIO95+WtNEL1d8wOlObXmrT2b6TMGxjHPKO3f5D3zojBFnLqyeocheATo2A0ea/ZEAuFGQBYF3HPPPZg6darl5PVm/HLTX+xg+Xv22Wex//77Y9KkSSF5NNeb8bKMMwkEw96dMGGC5eCV6zSaHbxyBfjD3nXmleTMUUWLvSvfHeXl5TjhhBPQvXv3kJ4M2rshxc/OfSRAB6+P4FpbTVZVyp+7s1ZWN3g6KuQx71tuuQXDhg3DkUceGbJH2EQ72B8h0jWD/MGIbfiXwI7VNVhyofsqXChRhhgsRCq2/utqpB3yjdpiLQ7/whvIRg7MGiUjsu4MJYmwTh9I55thpF+upwUgZuntLh6tdEx+0ls3YmAMuh9G/2v0dMZIgARIgARIwAEEZOWV2Ks//vijazTilJDHubt162ZJFyUnJyMxMRHi1JUf8bt27UJBQQHy8/OtHdOlomxkNWLECEse7LrrrnO1xQMSCDWBkSNHWotUZLHK559/jsMPPzzUQ2L/JBBRBJ57ru5JSm6uFlGnlZMJIgE6eIMIu7muGnKiyp2jBx98sLmqzCcBEmiAQLXS250/uBiVSn/XDrK2tkw5d+ddOBWdL3vRSp6IJzAARyidaSWRkq9W2pd9bxeve+1wHoysiXpaAGLU2w0AVDZJAiRAAiQQcAK7d++2Vtzazt1DDjkEN9xwA4YOHWo5dpsbgEjtfPnll9aTai+//LIlvXP99dejT58+2mKI5tphPgkEkoAsxBFdUFlhLqt46eANJG22HW0EPvnkE6xatcpaBCc3+RhIgARaTqB1zxG3vD/WIAESIIGgEXj/zN3YtqlG6y8XbXDngauQ/sxfrPSz1ZZqY3FJ3SaCBUoWoeRDrTzangDkPK2nBSBm6e0ulJXDHpupid7uqM+iejO1AOBmkyRAAiRAAn4kMHPmTGtFozQ5duxYLF++3HqVJ9G8CfJ4/RFHHAFZvfXWW2+5dOxvu+02v0iEeTMGliEBbwjIykKRJ5BrnptGe0OMZUjAOwKTJ0+2CsqGhpRH8I4ZS5GAJwE6eD2JOCAuO7SKcSx/W7dudcCIOAQSCD8CK54ox8pFFdrAc5GAG9Mq0OnN0YhJqrBW7d6Fx+rKbLod2DlTK4/kAUDua2qzl8A97CB6u7WLz1GbqU1UfdevNLYGInq7Zy6N+s3U9JPCGAmQAAmQgNMILFu2zBqSbAIs+0W0Rote5MseeeQRqz1ZEbx27VqnTZfjiWICsl/K8ccfb0mMvPLKK1FMglMnAf8RkA3o586da20Mfumll/qvYbZEAlFGgA5eB57wTz/9FDNmzLD+5JE3BhIggZYR2PJ9Nd6/QX/vtFe6uy8jBeVvnIf4HussvV3R3Y1X/8ytjwPbntI7SegF9JgDIyZFT/djzNLbnXP0npupid7uEZMQM+xlbqbmR95sigRIgARIIDAEPvvsM6vhU0891bX6tjU9nXnmma7qv/76q+uYByTgBAKXX163J4OtF+qEMXEMJBDOBF588UVUVlbilFNOQU5OTjhPhWMngZASoIM3pPjZOQmQgL8JVBabWHBsMWpq61uW9bcb1NZqn0+8H21OWoJEJGEyZqMTOsPc8Qaw6c76wnIUlwX833zlXE3X0/0Ys/R2Zx2552ZqSZ1gjFjIzdT8yJpNkQAJkAAJBJbAhg0brA66du3ql446derkchSXlZX5pU02QgL+ImA7oX755Rd8+KGHtJe/OmE7JBAlBGpra/H8889bs73iiiuiZNacJgkEhgAdvIHhylZJwBEEdu7caYnVr1692ror6ohBBXgQ75xQgp073Ly7qr9Mtanawye+jw533Wf1/gCew/7Ig1n8AVAwQR9RTFu1cvdNGAm5eroXMdkkRljLBgGym3hjwfzmYZjU220MT4vSN23ahJUrV1o7sIuByBBYAvJUyc8//wz5UVtaWhrYztg6CZBA2BDo2bOnNdbPP//cL2MWyQf5TpWQl5fnlzbZSOQSCLa9GxsbC/sx8meeeSZywTYyM2/t3UaqM9kHApFs777zzjtYt24d5HtE5E+cEGjvOuEscAy+EKCD1xdqrEMCYUCgpqbGcjaWlJRYm0CsX78+DEbduiF+/dcy/PZ5pdZID7Ve9/pufyJj2vlKSxdqS7UbMUJtq2aWfgfkn63KVteXN+KB7jNgJPerT2vBUUFBgcVamIujt7rarW3Vjktvd/nfJaa3TL1dnYcXseLiYghzMcI2b95MzXIvmLW2iFzXu3btQlFREdasWdPa5lifBEggQggcfPDB1kxEYuzjjz9u1azEWXfjjTdabXTs2BGiecpAAo0RCJW9Kw5e2RxQNgX8448/GhteRKY3Z+9G5KRDOKlIt3ftzdUmTJigfqupH2sOCLR3HXASOASfCNDB6xM2ViIB5xOoqKjQdp6O9Ecc//i4Cp/+Q19RmI5Y/DM+DnFvjUJsh504CsNwM+6DWaEcU2tHArXuOr3KoOj6IozUo30+ue6MTdO0NuCwG6Perk3Cf6/uvKVVz7j/emJLQkBWSMvnih3I2ybBVxIggdtvv91ydpWXl+O0006DaJOKnmJLw/fff2+t4JJXCbbWaUvbYfnoIRAqezc7OxtnnHGGdTM/2rR43b//Pe3d6LnygjdTd97Sq2c8eCPxf0+yieaiRYuQlJSECy+80P8d+NAi7V0foLGKYwiINCUDCZAACYQ1gdJttVg4vATuD+gnwMD3Snf3t+cnIC3vv8hFLzyB12BUb1PO3RFAzVZ9zl0egtG+flMXPbN1MUtv990LgMoivSHR2z1hKoycIXo6Y14RkB8VDCRAAiRAAqEnII/W3n///bj55putFf7imJXjo48+Gv3797dW4WZmZiI5Odn6IS9PuIgzWJ4IkNWAslrqk08+wYoVK1yTkUd17733XlecByTgNAJXXXWVtSn2v//9b/ztb39z6UY7bZwcT3gTiGR7V1bvikN1zJgxSE8P3N4n4X0FcPQk4D0BOni9Z8WSJEACDiRg1ppYNKQEJbvd3btAG6W7+9KEl5BxwVTr+Dm1qVrbGvWRt/YU5Whdq88k40YY6VfqaX6KWXq7yyeq1jyckekHwjhJyUGkdfNTT2yGBEiABEiABEJH4KabboJsjiZOL1lhJo8VL1y40Ppr6ahOPPFEvP7664iJ4cOGLWXH8sEjcNRRR+GAAw7Ajz/+iDlz5mDs2LHB65w9kUCYE5DviRdffNGaxdVXXx3ms+HwScAZBGg1OeM8aKMQYzYuTj1Wrv6cokOjDZAREnAQgc+vKkP+yrqNWOxh9UASbjloBdKfuMFK+iemoKfZS2nunqOea1Lau+6h/Tkwsu9xT/HLcUxNKRI+vAgm9Xb9wpONkAAJkAAJOJ+APGKbn5+PO+64A1lZWS0acGJioiXvsGDBAixevBiiv8tAAk4nIDc0JPzrX/9y+lA5PhJwFIHp06dbe5cMHDgQAwYMcNTYOBgSCFcCXMHrwDM3b948B46KQwo3AnKDwD14xt3zwvV43bxKfP5smTb8TMTh7+0qkKp0d43ESlyPv2OoqVbtFlwMlHyglUXqMKW7O1lPa0XMZpxYvgG9fvsr4srX6a0ZMTAG3Q+j/zV6OmM+EbB525VlV2uGwBGQG45yA1IepZPgyT9wPbNlEiCBcCKQkZGBf/zjH9af7Iy+fPly/Pbbb64NGmVlr2xOlZqairS0NGvn9H333RcHHniglRaqucpmnSIT4Y/HoXfs2GFNwx9thYpHuPTr+V3kGQ/0PMaNG4dbb70V//nPf/DDDz+gXz/fNuoN9Dj92b4nY8+4P/tiW3vaW5Fi7z799NPW6XXa6l3au3zXhTMB3QMUzjPh2EmABDQCCQkJEJuSBssAAEAASURBVL07+cEiTpkuXbpo+eEeKf6jBotGl2jTSFa6u+8pQYbts09FStcNOAEjcSVuBzbdCeycoZVF8kFA99fVKnn/fQzKhhsxBe8jd/XdiKvRxwbq7er8/RDr0KGD5QwoKSmBXO+dO3f2Q6tsojECYvDm5ORg/fr11tMlcsxAAiRAAk0R6N69O+QvHILoBr/11lt+HaroCzMElkCo7d02bdrg/PPPx5NPPomnnnoKoscb6UHsXbG9ampqIDd0ZIMshsARiER7d9myZfjuu++s62fUqFGBg+dDy7R3fYDGKo4h4D/PhmOmxIGQAAnYBHJzcy3HrtzpjSQdu9pqEwuOKEFZZb2uraEmXa02VVt4/93ocNxS9MF+eBhK12nrk8C2J2wkda8JPYEec2HEtNHTWxlr+9tzSP1lomqlflxWk9TbbSXZhqvLNd23b19UVVVZq8HEIGMILAF55NreBIMrdgLLmq2TAAkEl8Bll11mOarspxRa0/u7776LnTt3Ws6L1rTDut4RCLW9KysQxbkrutEPPvhgxMuLyMr7vLw8y8Erq/EZAksgEu1de/XupZdeCpHncVqgveu0M8LxeEuADl5vSbEcCYQpgUg0vD4+pxSb8qu1M9IVybj01HfQ6baH0A4d8BzmIHnH22r17h1aOcRlAv83H0Zchp7eiphZWQLzg8uANQ2s/OkzBsYxz6j+klvRA6s2RkCcurJ6hyF4BOjYDR5r9kQC4U6goqLCpx/v27dvtzZqk/kH62mBk046CfLnj3DQQQdZq9OSk/nd7w+e3rQRSnu3d+/e1rWzaNEiawWvSDZEehCnYyQtHnH6+Yoke3fjxo2YPXu2JfUlT044NdDedeqZ4biaIsBN1pqiwzwSIAHHEfj1xQp8O6tcG1cXxOO2blvQYepFiFU6t09hGnKK1wIblNPVPcS0VSt334SR0N09tVXH5s7fYc45ek/nrujtHjEJMcNepnO3VYRZmQRIgARIIJwIyA93cZSKTJQ4OOVJi/Hjx+Ozzz7zehoXXHABunbtav15XYkFSSCEBK65pm5/BdlsTaQLGEiABBomMHnyZOvpu5EjR/IzvmFETCUBnwnQweszOlYkARIINoHCX2rwzoTdWrepiMG0hHhULjwDse124Q48hMPL1M7b+WcrpYSq+rKGeoSs+xswkg+sT2vlkZm/BOasI4HCn/SWRG93xEJupqZTYYwESIAESCCCCezevdvSIhU9xXfeeQdbtmyxNiz7+eefMXXqVAwePBg33HCDa2VuBKPg1KKQwPHHH4999tkHorv85ptvRiEBTpkEmidQXl6O5557zip47bXXNl+BJUiABFpEgA7eFuFiYRIggVARqC5XurtHFaOqpl7fVj7ANiMVX750ORIPWKm2VBuH8ytOAdaOBGo9Njnr+m8YqUP8Nnzzm4dhKqcyKov0NkVvd9RnMHL815feAWMkQAIkQAIk4DwCd9xxB1599VXXwGTzqR49elibMkqiaNs+9thj6N+/P9auVU/ZMJBABBGQR+j/8pe/WDOSDdcYSIAE9iQwbdo0bN26FQcffDCOOOKIPQswhQRIoFUE6OBtFT5WJgESCBaB90/djW1b9UfeMtEGj179PNqe+wb6YQDurb5bOXdHqN3WtujDyn4QRnv/7NAqeru1i8+Bufzvqo96Z7PVoejtnrkURlo3vX/GSIAESIAESCCCCXz//feQR9MliDTDvHnzsGvXLqxZswY7duzAQw8pffx27az8X3/9FUOGDKGT16LB/yKJgEiRyHX+6aefWhrMkTQ3zoUE/EHAvvlx3XXX+aM5tkECJOBBgA5eDyCMkgAJOI/AiofKsfL9Cm1gOUjALYf8iE6P3oIMZOGZ2leQuHasWlG7RiuHjBtgZFytp/kYo96uj+BYjQRIgARIIKIJiKai6I7KpjRLlizBiBEjXBswicPr5ptvxk8//YQDD6yTSVq/fj2GDh2KzZs3RzQXTi66CKSmpuKiiy6yJv3EE09E1+Q5WxJohsBHH32E//73v8jKysLo0aObKc1sEiABXwjQwesLNdYhARIIGoEtX1Xj/dt03d32Snf3X+0rEffWKCTEG/iX+Toy190IlH2nj6u90uHNukdP8zFGvV0fwbEaCZAACZBAxBMQ562Ec845x+XE9Zx0dnY2PvnkExx99NFWlsg0DB8+HKLdy0ACkUJANluLjY3F9OnTsWnTpkiZFudBAq0mYN/0uOKKK5CQkNDq9tgACZDAngTo4N2TCVNIIGII7Ny5E6tWrcLq1atRWVkZdvOq2FWL+UOL4Sa7izg1i1VGG/z+1hjEddmEu82nkFcwBSh5X59f6nFA18ku7T89s2Ux8+uHvNLbraqqslgLc3kklSHwBOTH08qVK5Gfn2/pOwa+x+juQRwxsmHSL7/8gtLS0uiGwdmTAAm4CMhnggTRVWwqpKWlYfHixTj88MOtYt988421kktW/zKQgK8EnGTvdu/eHSNHjrTsblu2xNd5ObUe7d3gn5lwt3d///13zJ8/H4mJibj88suDD7CFPdLebSEwFncMATp4HXMqOBAS8C8B+bEkjt2SkhIUFhZCHocMt7Bk6G4UFddqw26rNlV75eG/IfnoTzEeV2LUn6uBndO1MkjOA3JfV87deD29hTGX3u4XE1XN5vV2ZedkYS3MhX11dXULe2TxlhAoLi62dqsWI0we85VNGxgCS0Cua9HVLCoqsrQ1A9sbWycBEggXAvZN5JSUlGaHnJycbP3Q79Wrl1V20aJFrs2pmq3MAiTgQcCJ9u71119vjfLZZ59FWVmZx4jDP0p7N7jnMBLs3ccff9xaiHHuueeic+fOwQXoQ2+0d32AxiqOIEAHryNOAwdBAv4nUFFRoa1oDDcD8+uby/Db1/qq465IxB2nvYP2Nz6OgRiM27f2ALY+rsNL+D+gx5swYlP19BbGfNHbdWdsmibKy8tb2CuLt4SAO2+p5xlvSVss2zyB2tpayOeKHcjbJsFXEiCB3r17WxDkCRZvQnp6Ot555x1kZGRYxUXD99FHH/WmKsuQgEbAifbuoEGDMHDgQGzfvh2vvvqqNt5IiLh//9PeDfwZdectvXnGAz+C1vUgTzW+/PLLViM33HBD6xoLQm3au0GAzC4CRoAO3oChZcMkQAK+EvjjvSp8+oj++HcnxOKB7luQMvUi7IVcPFl0DuI23a53EafuCPeYDyOu7gejnul9jHq73rMKZUn5UcFAAiRAAiQQegK2g/f111+3nmTxZkQ9e/a0VvLKil4JN910U0Q6w7xhwTKRR8B2ZD322GOgvRJ55zeYMwr360dWssvTdieeeCL222+/YKJjXyQQdQTo4I26U84Jk4CzCZRuq8WCESVwF2ZIgIFPlBj/9kUjkdK2BpNLb0XH9XWPv7lmE6NW7HafCyNRrer1MYgB5a3ero9dsBoJkAAJkAAJRBwB2VxNwpYtW6yN1kQ2x5tw2GGHQZzCMTExlhPswgsvxN133609geRNOyxDAk4jcOaZZ6Jbt26WZr3IkDCQQDQSEL3mp59+2pq6fdMjGjlwziQQLAJ08AaLNPshARJoloBZa2LRoBLsLnd370I5e1Ox6LVLkND3ZzxY+Vf0XXOnksStcmtPbb2WOx1GitLe9TGI3q75zrkwvdTb9bEbViMBEiABEiCBiCMwfPhwHHec2txUhSVLlqBv374QZ639w76pCcuGVM8884y1Kao8Gjtx4kRLvqGpOswjAacTiI2NxTXXXGMN85FHHnH6cDk+EggIgenTp2Pjxo044IADMGzYsID0wUZJgATqCdDBW8+CRyQQUQTi4pTT0y14xt2yHHP4+SVlyP/N3XELJceQhH9c8xxSR83B5TUTcPLqZ5THt1gfc9fnYbQ9Vk9rQcwXvd2Gmvdk7BlvqA7TfCfgyVd+TDEEjoBhGNYqO7sHT/52Ol9JgASik8Bzzz1n/YiX2Yvm4pQpUyCP5noTJkyYgJdeegn254o4ehlIwBsC9jVjl/WM2+mheL3sssvQrl07fPTRR/j6669DMYSA9OnJ2DMekE6juFFPvuFk79ra6jfeeGPYnEHau2FzqjjQBgjQwdsAFCaRQCQQSFCSBpmZmdZU5NHHLl26OHpa62ZW4vOX9Z2GOyMOfz9kJdr+81YMqR2K63/7CKj2eOwz+wEYHcb4PDd/6u1mZ/8/e+cBH1XRtfHnpncIJEAwNAUUBQE7gsJrAUEFBMWCvaLYQbC+IkoRbIii6KuIikqxI9hA0U9BFLEhvYQgSAuppOd+cy7sZu9mk2zPlmf4LXvn3pkzZ/5zs3v23JkzGbAYXbJxTFxcnNt6sWL9BFJTU5GUdGgzPbnfg2FX3vp7FbglxODNzMw0FLQ9DlyNqRkJkIA/CRx55JFYuXIlRo4cicTERKNpV2yPa6+9FqtXr8YZZ5zhT7XZVpATCGR7Nzk5GfLwQtKUKVOCnHS1+rR3q1n44yhY7V1ZzfH7779D7pfLL7/cH6i80oatjWt77BXhFEICPiZgnuLn48YongRIwL8E2rRpYzh2xekoTt5ATfnbK/HZ8EKTevEq7u4HjStQ+ulQdIhsh2e25CKibLOpDNLugpZ+aPmb+UL9OWPDglVTVUiGx1Rhu8260rpC6z8XWkrr+gXZlEhJSUH37t1RWVmJ6Ohomys89AUBuadlGbDE9xLeYoQx+ZZAixYtkJaWZjRiP6PEty1TOgmQQDAQkAebEpbhueeeM2Ys5ufnu6R2586d8d133xmbrb300kv4+++/XarPwuFJIJDt3bvuusv4e/jggw+wZcsWyIOQYE+0d/07gsFq71oeatx9992QBzHBlGjvBtNoUVdbAoHr8bHVksckQAJuExDHVyA7d6sqdHx6WiFK1LsliZsuR0vAyoVD0bhZCV7+pyWSi363XD703ljN2s2YYD7nZM6X8XaFNZ27Tg6EF4qJU1eMRjp3vQDTSRHi2KVz10lYLEYCYUpAPiNkA7W+ffu6ReDqq6/G8uXLkZeX51Z9Vgo/AoFq78os9uHDhxsP/y3L1UNhdGjv+ncUg83eXbVqFZYuXQp5GDBixAj/wvJSa7R3vQSSYvxKgA5ev+JmYyRAAvYElg09iH93VZhOpyMe0555CAk9V+DZfSfjyJwfTdeRdBbQaqZbTj1vxds1K8QcCZAACZAACZAACZAACdQkMHr0aMNmlTjT+/btq1mAZ0ggxAg8+eSTRo/EuStOXiYSIAH/EKCD1z+c2QoJkIADAhtmlOLXT0pMV1ogGo8M/hKN7n4B9+afiT67lpmuI74b0OZdZSi7HgLBm/F2zUoxRwIkQAIkQAIkQAIkQAI1CRx77LE4//zzUVxcbIQwqVmCZ0ggdAhs3rwZEpJEVthJiBImEiAB/xGgg9d/rNkSCZCADYGcNZX4/I4imzNAEiLweuv9iHj7Ogwo7Y4R234wXUdMO6Ddh9AiD22sZb5Yd07/ZQr0hUOAMrvlnhJv95IfoGX2qVsAr5IACZAACZAACZAACZCAGwTGjBlj1Jo+fTqKisz2rxviWIUEApbA/fffb4QkufLKKwN+k++AhUjFSMBNAnTwugmO1UiABNwnUFGi45NeBSivqo67Kx9GG6NjsPHrC3BcbDomb/jT3EBkunLufgItqpn5fD05ibdbtfgKtZnaOFWyuj2jWsdLoQ1d6vJmavU0ycskQAIkQAIkQAIkQAIkYCVwxhlnoGfPnsjJycHMmTOt53lAAqFEYPfu3ViwYIHRpfvuuy+Uusa+kEBQEIgKCi2pZEgR6N27N8477zxs3brV6JcE6U9NTXUqPs+BAweMDTd0vdpRx/rBx2/1JUnYnytbqVWnZCRgzryr0ar9Xry0vhTx1UMMRCQaM3dzD6Yib9c2ODv+RrzdxcPUjm1rqxtSR7qaKXyg02gUtLsGEf/s4f3Hvz9+/jgRH42fvw37/WP6EGOGBEgg4AnQ3s1z2l6zH8xQ/b7573//i379+kE2W7v99tuNJez2fZd8qPafv/dC//fus88+i169euGCCy5AbGwsf+8f/gOnv8J5f4Wjz0Sec56Aphwltm4U52uyJAm4QeCEE07AmWeeiSuuuKJG7c6dOyMhIaHGecuJ3NxcbNiwwZKt8c76wcEv539NsObVVNP4tUAMxt7zGhKffhCztybg1MJim+vqOVS795FXeZJL469v+xz6V9fVCMlQHtUIW456FAUpJ9i0AfD+CY77xzRoNhmOH8cvVL8/rrrqKrz99tt46623IMsdmUiABAKfAO1d2uu13aXjxo3D4sWL8eqrr+LGG2+sUYy/d/h7L1h/78q9O3ToUEyaNKnGfW05QXud9npt9jrtXctfiWfvDNHgGT/W9iKB+uJRFRYW1tka69eM5yVftH///Tc2bdpkzHyuC6A/+B38PQ7r7Jy7jdRs2udPWovYqQ/g4X+T7Zy7SuNWL0NLPgeujL++air0z4bWcO4eTGiPtcfOrOHcFS7e6H95ebnBWpjL7Avb5Ir+tvUsx6xf99//9u3bUVVVZcFV45386ubnjfu/BnSbE+TvGX8blDwkARIIcgL8vK1pr9oOqTvfF4Fm79r2x/545MiRxqkpU6Y4tFvc6b9tG/6oT3vXlrj52Nf8A9nelfjSRx11lBmIXY6ff97//LNF7Ov7z9fjZ9sXHrtHgA5e97ixlpcJREZG1rtEWpb1aJp5Wb9FDdavya+ystJwNsoHvcT7kp17G5JfYmRjrL/jCFRaBk29S4yYn1KqsGfRRRiWn4wr99o5QTImQEu93KjhzPhb4+2ueFTVMS9OqDhyKNYdOwNlsS0Mebb/eev+yc7ONlgLc3GqV1RUWJtxRn9rYQcHrF/737/gys/Px969ex2QO3SK/Grn5637v1b46gL5e8a/Lra8RgIkEDwE+Hlb0161Hz1Xvy8Czd6tT/+zzjrLcIJt3LgR8+fPt+9+UHxf0t6tMWzWE/WNf0o9IbHqqi+NBKq9K46/adOm4bvvvjOFZrGCUQf8/PP+558tXzmu6/4JBv72/WHedQIM0eA6M9bwgIAsWSstLcWwYcNw6623GpLE6dioUaNa41DZNldSUoKCggLTFwfrO+Z38OBB/PXXX1Z88fHx6NChQ4Px+7BzAbasKbPqIwfRWgKmrDgHPbqsw9ubihGj2zjw026H1vJJU/m6xj/6YDZ0B/F2oUVAO30itG53oq76MTExprYcZeqrv2bNGtNM4GOPPRZJSUlWUfXVtxas5YD1zX//8lmwf/9+K61mzZqhbdu21rz9AfmZ+QkfVz4/7T9TpH67du34+e3j7y8uWZM7jYkEgosA7V3Pvm9c+b62/25qaHtX7tT69H/llVdwyy234Pjjj8dvv/1WYwJGffXr+2vwdX3au3WPgLf5B4O9K7F37733Xpx++ulYsmRJg/3edObvr+7RA+w/U6Q87V3H/gZHLN29/2nvOqLp+jmZQMdEAn4lIMvXxZgRZ4yrKS4uDvJyN7F+w/D75Y7iGs7d5ojF2GkPoO0Jf+HFDeVm527jS4CMyTWGubbx07O+gP7ltTVCMiCuKbR+b0HL7GPIqq1+jYZqOcH6DXP/WIbDnr+EkLd18FrK1fZuX7+2crWdZ33zZ684h9PT02vDVeM8+Xn291MDKE+QAAkENAHau+bvDFcGK9S/L6699lo8/vjj+OOPP/Dxxx9j8ODBJjyh3n9TZx1k2H+zvRDo9q5M3nrqqaeMkXzwwQeN3+oyhu6mQBh/W91p79rSqP/Y0/GrvwWWqIsAQzTURYfXSIAEPCbwz2fl+O6FgyY5TRCJyYO/QqPbX8GMreVIr7CZuZvUB8h8pcZsBpMAm4wRb3fhkJrO3bSu0C75werctanCQxIgARIgARIgARIgARJoEAKyamzs2LFG20888USD6MBGScBbBF577TXs3LkT3bp1w/nnn+8tsZRDAiTgBgE6eN2AxiokQALOETi4uwqfXFRoioYbAw2LW+Xi4DvX4olsHccX2zh347oCbd5TURXqD5dQV7xddLwU2tCl0FJaO6coS5EACZAACZAACZAACZCAnwjceOONyMjIwKpVq7Bo0SI/tcpmSMC7BMrKyjB58qFVl4888oh3hVMaCZCAywTo4HUZGSuQQHAQiIoyR2Cxz/u6F3qVjk9OLsTB8ipTU/nR0fjp2/NwQ2EpLsq1+QiKbqMCHH0ALTLZVN5RRs/dDP393sCWj8yXJd5uz8mIOHcWtKh48zU/5OwZ2+f9oEJYNWHPVzYPYPIdAVmiFhFR/Tdrz993LVMyCZAACZAACTgmYP9dZJ93XKvhz8oy5vvuu89QZPz48Q2vkAsa2DO2z7sgikWdIGDPN5Ds3VmzZkE23evSpQsuuugiJ3oT+EVo7wb+GFHD2glU/1KrvQyvkAAJBCEBWf7VvHlzQ3NxyrRs2dKvvfi/y4rxT3a5qc00xOHF969G7/RtGLvL5uMnMg048hNo0S1M5R1ljHi783sBOWvNlyXe7sCFxmZq5gv+y8lMDIvRJbFJPYk/5T+tg7cl2SnWsomd3O/uxPUO3t77X3MxeDMzM42GbY/9rwlbJAESIAESIIFDBBra3vVkHGSjNbFdfvrpJ3z11VfQK8uh71oO/Y8ZqPrxQVR9NwpVKx6F/vds6PZ2rycNe1iX9q6HAF2sHqj2bnl5OSZNmmT0Rmbvim0YCsnWxrU9DoW+sQ+hT8A8xS/0+8sekkBYEWjTpo3h2BWno+3MO19D2Dq7DCvnF5uaSUMUJtzzCo7utxjTNkaoKLyHjQAt4dDM3dj2pvL2GdlgAKumQv/pMXVJHdsmibfbf26Dh2RISUlB9+7dUVlZiWg1U5nJtwTknu7UqRPEwBTeoWJY+paaZ9JbtGiBtDT1QEYl+xklnklmbRIgARIgARJwj0BD2bvuaVtdKyEhAaNGjcK0iWOx/5MboWdVAqU51QUOH1msXr1Re2idbwSOu1FNilD2cwMl2rv+BR+o9u7s2bORlZWF4447DhdffLF/ofi4Ndq7PgZM8T4jQAevz9BSMAkEBgF/OxrzN1Xis+sLTZ2PV87cd7tvROyTD+DlLRFoXGl5wquW1LedAy3hRFN5+4zE29WX3FwzJIMUlHi7/5nRICEZ7PWUvBhh/nSmO9IhnM6JU1dm7zD5jwAdu/5jzZZIgARIgAScI+Bve9c5reovdWefSNwWHY+EmL3KuVtP+bxN0H+4H/j9BeBstSFxZp96KvjuMu1d37F1JDnQ7N2KigpMnDjRUPXhhx8OyUkWtHcd3Yk8F+gEbNZIB7qq1I8ESCDQCVSW6/jo1EKUqvi7liSu3KxkHeu/ugBT/9HQsdTi3FUXWr0ELbmvpajD90CNt+tQWZ4kARIgARIgARIgARIggXoI6JWlqPr6BsT8/Ihy7tZT2P5y4Q7on1yoQjm8ZH+FeRLwCwGJvbt161ZjJd2wYcP80iYbIQESqJ8AZ/DWz4glSIAEnCSwpN9B7M2pMJVO1uLw7LdnYVRFLvrl22yC1WI8tNThprL2GSPe7pfXAmV55ksSb7ffWw06c8GsEHMkQAIkQAIkQAIkQAIkUD8BCTumf3md45Vp9Vc/VEKvhP79KKipk9C6jHC2FsuRgMcEysrK8MQTTxhyxo0bx5WLHhOlABLwHgHO4PUeS0oigbAmsP7pUvz5TYmJQTqiMXH6/Rhw1O+4c7fNx03TW6E1U0ZpLckwfH+ZAn3hkJrOXYm3e8kPdO7Wwo6nSYAESIAESIAESIAEApjAz2pp+5aPvKKg/v190Hd86xVZFEICzhB49dVXsX37dnTp0gWXXHKJM1VYhgRIwE8EbDwufmqRzZAACYQcgZzVlfhidJGpX0mIwCsXfoujb3gFT2VHqCi8h0MzNBoKtJxqKmubMeLtfj5cbaY2Tp2uDvVglJF4u0OXNvhmarb68pgESIAESIAESIAESIAEnCGg7/sD+i+TnCnqXBmZybv0FugV5s2NnavMUiTgGoGSkhJr7N3x49VqTDWDnIkESCBwCNDBGzhjQU1IICgJlBfr+LBXAcptnLHywfJby3wUvjscL2+LRFLV4S//xDNV3N3/1WoMMN5uUN4CVJoESIAESIAESIAESMAJAvpPj6v5C1VOlHShSEE2sOY1FyqwKAm4R+Cll17Czp07ceKJJ2Lw4MHuCWEtEiABnxGgg9dnaCmYBMKDwKLTipB7sNLU2YioGHz+wzl4fncF2pQddu7GdQHazoUW4XgnCSPe7vxeQM5akyxIvN2BC6F1u9N8njkSIAESIAESIAESIAESCBICutocDdsW+URb/a//+UQuhZKAhUBRUREmT55sZGX2LhMJkEDgEeAma4E3JtSIBLxGIDc313jKGhMTg9atW0PevZlWjy7Bpj9KTSLTEINHP7wSD8fswBn7Dj9Dim4DtPsQWmSKqaxkJN4uVk1VIRkek5z5usTb7a+cwimtzecDNFdeXo6srCzI5gMZGRlITU0NUE1DR61du3YhJycHSUlJaNWqFTd68PHQinGfnZ1tzMIX3gkJCT5ukeJJgARIgARIoG4CvrZ3627dhatbxblrZ+u6UL3OorkboB/YoDYw7lhnMW9cpL3rDYquyQgEe/e5557Dnj170KNHDwwYMMC1DgRZadq7QTZgVNdKgDN4rSh4QAKhRaCyshKbNm1CYWGh4QCTYPjeTLuXVmDZ0+a4uymIxPQ73sCQnl/gBotzN7IpcOTH0KIzajR/KN7uFSETb1ccX+JsFObCvqKiokafecJ7BAoKCgxnoxhhu3fvxt69e70nnJIcEpD7Oj8/H3l5ediyZYvDMjxJAiRAAiRAAv4i4Gt715v90HevdFrce79U4OfIC4DmpzhdBy7Id15ozZK0d2sy8eWZQLB35ffN1KmH9lCZOFFtEhjiifZuiA9wCHePDt4QHlx2LbwJlJaWoqqqOsZXcbH3Nl8oOVCFj84rgG1gBlkO8E2XrWg5aTQm7Dj80aKp2X3tPoAW26HGYFTH2/3YfE1TG7L1nIyIc2dBi4o3XwvwnC1jmZksGxEw+Y6ALW9pxT7vu5bDU7J8nsjniiWRt4UE30mABEiABBqKgC/tXa/3Kc+5B6Pr4gdg+BvluHjCcpSdr2b9Ounk1Z2U72m/bL//ae96SrP++ra8pbR9vn4JnpeYNGmS8XC/X79+6NOnj+cCA1gC7d0AHhyqVi8BOnjrRcQCJEAC9gQ+7laEwvJq57FcL1K+3HVL++Hl7ZGI0yXubiTQ5m1oCSfZV4e+7XPojLdbgwtPuEbACO/hWhWWJgESIAESIAESIIGGIVBuXvlWmxLH9B+N7t27Y8eOHZjx0svQ2vavraj5vJPyzZWYC3QCDW3v/vPPP3jhhReM8Fzi6GUiARIIXAJ08Abu2FAzEghIAv93ZTF2bC8z6dZExd199f/6YWZuITLKD2+qlvmiip3bz1RODBT9lynQPxsKlOWZrkHi7V7yA7TMPubzzJEACZAACZAACZAACZBAsBOIinOqB9q+3zFhwgSjrCyHL9v5i1P1EBnrXDmWIgEXCIwbN85YlThs2DDjwYMLVVmUBEjAzwTo4PUzcDZHAsFMYMe8cqycc9DUhcZqpu5Tz/4XE9LX4KSDh527LcZDa3KVqVyoxds1dY4ZEiABEiABEiABEiABEqiLQFJmXVet1/Tlj+C8I7bhjotPwAO98xGd/Zn1Wl0HmpPy65LBayRgS2DdunWYNWsWoqKi8Pjjj9te4jEJkEAAEpCwmUwkQAIhSEC+iG2Tfd72mjPHRdlV+OTyQtPev7HQ8FHf5Rhy1Uu4/B8VkkFS0xHQmo06dHz4fyPe7uJhQM5a03lIvN3TJ0Lrdqf5fJDm7Bnb54O0WwGrtj3fyMjD92DAahzcimmahoiICGtsb3v+wd07ak8CJEACJBCMBOy/i+zzgdQnLb079M0f1q9SubK3vx+F5/pIUbM9X2flZt3rvOyti/aM7fPeaodyDhGw5+tPe3fs2LGQjQxHjBiBDh1q7qkSimNEezcURzV8+sQZvOEz1uxpmBGIiYlB8+bNjV6LU6Zly5ZuE9CrdHzQvRDFNpu2ibCd6UWIe/cSPPLP4Y+SRhcBLQ/tsGpprO54u5+FjHNX+puRkQGL0ZWeno64OOeW4llY8d01AqmpqUhKSjIqyf3erFkz1wSwtEsExODNzDw0+8j22CUhLEwCJEACJEACXiTgTXvXi2o5FtXGHLrMcSE3z8anA+knuFnZtWq0d13j5WnphrJ3v/vuO3zyySeGrS1hGsIl2dq4tsfh0n/2M7gJuPBIMLg7Su1JIBwJtGnTxnDsitNRnLzupq/6FWPP/nJT9eTIaLz305lYvKsK0WomLxLPAFq9pgLwV7ej//Ik9J/Gq3q6qa4Rb7f/XBWjt7X5fJDnUlJSjNhU8qQ7Ojo6yHsT+OrLPd2pUyeUl5cbvMUIY/ItgRYtWiAtLc1oxH5GiW9bpnQSIAESIAEScEzAW/auY+neO6uldYEuTti9v3pPqEXSMcPVwjj/rGSivWuB7p/3hrB3Zd+U0aNHGx0cM2aMddKQf3rc8K3Q3m34MaAG7hGo9sS4V5+1SIAEApyAOBo9ce5umF6GP78uNvWyiVou9vyCqzGrYjeaViqnWlxnoK1y2EYc2txB4u1WLb5COXcfU/XsnLsdL4U2dGnIOXctgIQ1nbsWGr5/F6euzN6hc9f3rC0tiGOXzl0LDb6TAAmQAAkEAgFP7V1/9UE7+QHvNxWdCK2rf8Od0d71/jDWJdHf9u7cuXPx888/GxOFRo0yh96rS89QukZ7N5RGM3z6Qgdv+Iw1e0oCLhPIX1uJL+4qNNWLV7N137r5PUw44QscV6ycu9GtgHYfQYtsZJQz4u2+3xvY8pGpnioAredkRJw7C1pUvPkacyRAAiRAAiRAAiRAAiQQ4gS0ducDR6mQZl5MWo8noCW28KJEigpnAmVlZXjwwQcNBOPHj0dCQkI442DfSSCoCDBEQ1ANF5UlAf8RqCzXseCkQpSpJTqWJAvg/+64E/0evwsD/1XLwCKbKOfuJ9CiM4wietYX0L+8FijLs1Q59B7XFFq/t6FlKscvEwmQAAmQAAmQAAmQAAmEKQHtrJnQczcC+//ynECna6B1ucVzOZRAAocJTJs2DVu3bkXnzp1x3XXXkQsJkEAQEeAM3iAaLKpKAv4ksPDkgzhwsMLUZFSshgPf9MHof9VHh6Zm4bZ9H1pcR6OMvmoq9IVDajp307pCu+QHOndNJJkhARIgARIgARIgARIIRwJaTBK0Cz4AmqoQZ56kDpdA6z3NEwmsSwImAnv27METTzxhnHvmmWc8CvNnEswMCZCAXwjQwesXzGyEBIKLwOoHSrHp9xKT0qkq7u78Zf0wI+cgItQx2rylloOdAmu83RWPqvLVs32NyiEeb9cEiBkSIAESIAESIAESIAEScIKAlpSp9qT4xq1wDRWVQEnX+xHRd7aKgBbjRGssQgLOEXjooYeQn5+PCy+8EOeee65zlViKBEggYAjQwRswQ0FFSCAwCOz7oRLfTzbH3U1ULt3Zkybi9cZrkFKlAjVkTlebpPVXy8s2Q3cYbzeC8XYDYzipBQmQAAmQAAmQAAmQQAAS0NTmaBHnzYF2/vtAsxPr11CLwHc7mqD7pBI88qFdOLT6a7MECdRJYPXq1Xj99deNzaKffvrpOsvyIgmQQGASYAzewBwXakUCDUKgrFDHB/8pQLlN6/IUaPmZv+KRy55H+3yVa/4otCbXoO54u2p2b2YfGyk8JAESIAESIAESIAESIAESsCegte0Peen71wBZX0Lf+ytQuAOoKAVUOAc0OhJa81NUaLQBaLzxX6ybciI2Tp+Om266Ccccc4y9OOZJwC0Cd999N6qqqnDPPfegQ4cObslgJRIggYYlQAdvw/Jn6yTgUwK5ubnYuXMnYmJi0Lp1a+O9rgY/7FyEgnK17ssmlaaW4YQ5g3B2jnLuNr1JzTC4D/ovU6D/9JgqZReSQeLt9p+rZve2tpEQPofl5eXIysqC7D6bkZGB1NTU8Ol8A/V0165dyMnJQVJSElq1asVYYT4eh6KiImRnZ0PTNIM3d1b2MXCKJwESIAESqJeAq/ZuvQIbqIDW9Dhlax8H2dS4ttStWwvDsTtz5kzcdddd+OKLL2or6rPztHd9hrZWwb62d+fNm4fvvvsO6enpeOSRR2rVI1wu0N4Nl5EOvX4yREPojSl7RAIGgcrKSmzatAmFhYWGA2z79u11kvn+6hLsyFIzBWxSo4gobPixB+7IqQJSBgFp46F/Plw5d8epUnbOXcbbNRxf4mwU5sK+osK8SZ0NWh56gUBBQYHBXIyw3bt3Y+/evV6QShF1EZD7WmKz5eXlYcuWLXUV5TUSIAESIAES8DkBV+1dnyvkhwYmTJiAJk2a4Msvv8SHH37ohxbNTciDXtq7Zia+zPna3hU7etSoUUYX5N5q1KiRL7sTFLJp7wbFMFFJBwTo4HUAhadIIBQIlJaWGstsLH0pLi62HNZ4z/6wAqveKjKdT1Zxdz+YfTOml+9Rm6n1UsvDHoH+wX+ALR+ZykHFA9N6TkbEubOgRcWbr4VZzpaxrusoKTFvVBdmOHzeXVve0ph93ucKhFkDsmxPPlcsibwtJPhOAiRAAiTQUARcsXcbSkdvt9u0aVM88cQThth7773X7/aP7fc/7V1vj25Neba85ap9vmYN187IvbRjxw6cfPLJuOGGG1yrHIKlae+G4KCGUZfo4A2jwWZXScARgZI9VVh4cQFsAzNI7JZvrvgEL5/4KRJiOwORI6AvOAvIWWsWEdcU2sCF0LrdaT7PHAn4gYD8qGAiARIgARIgARIggXAjcPPNN6Nbt27Ytm0bnnzyyXDrflj115f27vr16/HMM88YIc5efPFFhjoLqzuLnQ1FAnTwhuKosk8k4AKBeZ0KcFDNzLNN+1rvx+2Pj0Ar9Q/5faF/dhVQZrdbr8TbveQHbqZmC47HJEACJEACJEACJEACJOBjApGRkZiuNlqTJA7ezZs3+7hFig9FAnfeeaexd4jM3JUZvEwkQALBTYAO3uAeP2pPAh4RWHzuQezNMceJTYyOwBFLeuD0g02g7+ig4u0+o9qwmynJeLsecWdlEiABEiABEiABEiABEvCEQK9evXD11VcbIcFGjhzpiSjWDUMCCxYsMOI4SzznSZMmhSEBdpkEQo8AHbyhN6bsEQkYBKKiJNBCdbLPr51ejrVfm+PypiASf3xyIW4p1qFvSgE2LK0WIEeMt2vmYZezZ2yftyvOrIcE7PnKbBYm3xHQNM20dM+ev+9apmQSIAESIAEScEzA/rvIPu+4Vuicfeqpp4wN17744gvMmzfPLx2zZ2yf94sSYdSIPV9v2LuyYe5dd91lUJw4cSIkrjPTIQK0d3knBDMBOniDefSoOwnUQSAmJgbNmzc3SkRERKBly5bW0vkbq7D0zgLTvNwYaPh+7HQ8c8Rv0Nepj4Z/sqzljQPG2zXzcJDLyMiAxehKT09HXFycg1I85S0CqampSEpKMsTJ/d6sWTNviaYcBwTE4M3MzDSu2B47KMpTJEACJEACJOAXAnXZu35RoIEbEXtz8uTJhhZ33303xHHn60R719eEzfJ9Ye8+9NBD2LlzJ3r06AGJ58xUTcDWxrU9ri7BIxIIXALmKX6Bqyc1IwEScINAmzZtDMeuOB3FyStJr9Ixv1seSkzuXWD7Cesw5epJiPlbA/YcNLcm8Xb7z4WW0tp8njkTgZSUFHTv3h2VlZWIjo42XWPG+wTknu7UqRPKy8sN3mKEMfmWQIsWLZCWlmY0Yj+jxLctUzoJkAAJkAAJOCbgyN51XDI0z954441444038OOPP+Lhhx/G888/79OO0t71Kd4awr1t7/7888+YMWMGxI6bOXMmaD/XQA7auzWZ8ExwEOAM3uAYJ2pJAm4TEEejxbkrQhZ0L0DuQfOmajGJFRj2Tl8026QK7Ga8Xbdhq4rCms5dTwi6VleMUpm9Q+PUNW6elJYfBHTuekKQdUmABEiABLxNwN7e9bb8QJYnNtDLL79sfDe/+OKLWLlypc/Vpb3rc8SmBrxl78okFJmxW6U22B41ahS6dOliaoeZagK0d6tZ8Ch4CNDBGzxjRU1JwGMCy+8vxvY/yk1yGmmRiP/yDJy4TTl9s20uMd6uDQwekgAJkAAJkAAJkAAJkEBgEhBHnTjsxHF3ww03GKubAlNTatWQBJ599ln89ttvaNeuHf773/82pCpsmwRIwAcE6OD1AVSKJIFAJLD7h0r88qR5U7U4FXd387OjcX3JDkBm71oS4+1aSPCdBEiABEiABEiABEiABAKewLhx49ChQwf89ddf1ri8Aa80FfQbgU2bNlmdui+99BISEhL81jYbIgES8A8BOnj9w5mtkECDEqgo0fFxn3yU2cTdlWilWQO+xWMnzAHW2agn8XYv+QFaZh+bkzwkARIgARIgARIgARIgARIIVAKyue+rr75qhK164oknsHbt2kBVlXr5mYCu65BYzcXFxbjmmmvQr18/P2vA5kiABPxBgA5ef1BmGyTQwATmdDyAggpz3F29WT7GjBuOqDXK1WsJu9vxUmhDl3IztQYeLzZPAiRAAiRAAiRAAiRAAq4S6N27N2666SaUlZUZoRokZAMTCUiM5mXLlhmbh0mYBiYSIIHQJEAHb2iOK3tFAlYCC6/Mxb5siwf30OnkyAj0/uRENPlNOXcr1TnG27Xy4gEJkAAJkAAJkAAJkAAJBCuBKVOm4IgjjsDy5ctBZ16wjqL39N6+fTvGjh1rCJRN+FJTU70nnJJIgAQCigAdvAE1HFSGBLxLYO2CYmyZIx7c6pSACMS+fhlO+LsEKmYDYMTb/QxatzurC/GIBEiABEiABEiABEiABEgg6Ag0atQIr7zyiqH3ww8/jHXrbGOxBV13qLAHBCQ0g2y6V1BQgIsvvhhDhgzxQBqrkgAJBDoBOngDfYSoHwm4SaBkr45lw4pRblNf/uAPXPcmrtK+Bw6qjDXebm+bUjx0l0B5eTlkA4O///4bBw4ccFcM67lAYNeuXVizZg2ysrKMnaNdqMqibhAoKioyfiiuX78eBw/KhwgTCZAACZAACTQsgdzcXMP2EhtMQhMwAQMGDDAceyUlJUbM1cpK84QPTxjR3vWEnnt13bV3Z8yYga+//hrp6emQ2btMzhGgvescJ5YKPAJ08AbemFAjEvAKgbc67kORemprmyo6ZmPMufcD+epsx8sYb9cWjheOs7OzkZOTg8LCQsPRW1FR4QWpFFEbAZmNIMzFCNu9ezf27t1bW1Ge9xIB+fGcn5+PvLw8bNmyxUtSKYYESIAESIAE3CMgjkv5bhLbS2wwWY7OdIjAM888g9atW2PlypV48sknvYaF9q7XUDolyF17d+PGjRgzZozRxsyZM9GsWTOn2mMhGJ8ptHd5JwQjATp4g3HUqDMJ1ENgdp/tyM81/3knxVbhpsmnI+JAFLSekxFx7uvQouLrkcTLrhCQnWktSZZEyawJJt8RsOUtrdjnfddyeEqWjVpKS0utnSdvKwoekAAJkAAJNBAB+V6y3UiM303VA5GSkoLXXnsNmqbhsccew++//1590YMjW8a0dz0A6WRVW95SxT7vSIw8+LjmmmuM1VZXXXUVLrroIkfFeM4BAdq7DqDwVNAQMHuAgkZtKkoCJFAbga+f3o4DyxJNlxNV3N3uM85GSk5TaAMXMt6uiQ4zwUpAflQwkQAJkAAJkAAJkAAJOCZwzjnn4LbbbjNCV1xxxRVOOQcdS+LZhiLgjr0rM7Zlk73MzEw8//zzDaU62yUBEvAzgSg/t8fmSMBjArrEkNq0GWp6pMeyQk3Ajm0l2Di6PSpR7fiSP/LEu55AFxUfFt3+B+xPhb7/j1DrekD0J1bdl1U2s3i1yiroCQkBoVsoKhG5fz/id+6ydi16Xw70PIk/wuQLArqawRu/YZNVtMwI0mNirXke+IZAqwO5aOQb0ZRKAiRAAiQQBgSmTp2KpUuXGnGK77vvPrzwwgth0Ovw7aKE5Hj00UeNmduvv/46GjduHL4w2HMSCDMCdPCG2YAHe3d1FXOz8oyzgN//DPaueF1/XflZFmG72jut2rkrjWin/IorcmdAv0NHVfkgr7dLgdUE2lYfWo+8t6WFVSQPDhMQc9XeZCVv394enezEk7cdEB9kxyuZ29QqDCYSIAESIAEScIdAfHw83nnnHZx66qnGRluyAZu8mEKPgMTrlZnasg/IqFGjcO6554ZeJ9kjEiCBWgnwF0OtaHghEAnoCz6gc9fRwKQBr7ZcjsLSSNPVhJRi3Nb4QuizldNXTeBlIgESIAESIAESIAESIIFQIRAVZZ6vZJ8PlX562o9u3bphwoQJhpjrr7/e2JzWXZn2jO3z7splPccE7PlGRpp/79nWuv3227F582Z0794dEydOtL3EYycJyAq1iIhqN5k9fyfFsBgJNAiB6ju3QZpnoyTgIoEjWrpYIQyKHwu8fdYElGxtbepskvpyuqj9ycCXptPMkAAJkAAJkAAJkAAJkEBIEIiJiUHz5s2NvohTpmVL/laobWBlRufZZ59tOHevvPJK0+Z0tdVxdD4jIwMWJ2N6ejri4uIcFeM5LxFITU1FUlKSIU3u92bNmjmU/O677+LNN99EggoPJ8dSlsl1AuLgldjFkmyPXZfEGiTgfwLmR57+b58tkoBLBCL6qmUmUyehSmbyhn0MXjUrt9s+LD+mA4oeuE4FZqgOzRADDcee+TDScjOhH3+EymnqG8ol1CzsLgE1DDIWYhAw+YGA8FabrRm8idwPwFUTls3teI/7hff2LLVxZu4+v7TFRkiABEggGAm0adPGcOyK09F25l0w9sWXOout9Pbbb6Nr1674+uuvjRmeDz/8sMtNpqSkGDNEK9W+KNHR0S7XZwXXCMg93alTJ5Sr/VSEt6PfGBs2bMAtt9xiCH7uuedw9NFHu9YIS5sItGjRAmlpaomsSpzBa0LDTIAToIM3wAeI6tUkEDH6HsgrnJNeVgh9yU3Yt28T1l43FyU2zl3h0mTYvzhj7oxwRsS+kwAJkEBIEHj0qqvwufpBPjwkesNOkAAJkIBvCNDR6BxXcVyJk/e8887DuHHjcMYZZ6B3797OVbYpJU5HOtNtgPj4UJy6tc3ILVYbPF9yySWQ+LuXX345brrpJh9rEx7i6dgNj3EOtV4yREOojSj7E/IE9NzN0N/vjaq9H+G90atQUFk9c1c6n5xZguFzVdwGJhIgARIgARIgARIgARIgARKwISAbbz344IOQGbiyIdeePXtsrvIw2Ajccccd+OOPP4xZu6+88kqwqU99SYAEvEiADl4vwqQoEvA1AT3rC+jzewHFa/H0e7NRvqexqcnkKA3Xb2LsMRMUZkiABEiABEiABEiABEiABKwEZPbumWeeiZ07d+LSSy81nL3WizwIGgKzZ8/Ga6+9hvj4eMyfP98aqzdoOkBFSYAEvEqADl6v4qQwEvANAYkxqv8yBfrCISr+ZR5e3zcMiYvPMTUWp4Ls9vs2AVGxDERqAsMMCZAACZAACZAACZAACZCAlYDEK547dy5kw7Rvv/0WY8eOtV7jQXAQ+PXXXzFixAhD2RdffBFdunQJDsWpJQmQgM8I0MHrM7QUTALeIWDE2/38Cug/jQMidSxv2xxV9z+LUpu4u+LSPXqshjY9uYutd6hTCgmQAAmQAAmQAAmQAAmELgGJx7tgwQJj466nn34a8+bNC93OhljP9u3bh4suukjtOV5ibK523XXXhVgP2R0SIAF3CNDB6w411iEBPxGwxNvFlo+hJuhi3/E6fhu6HAV6lUmDZl2Bcyanms4xQwIkQAIkQAIkQAIkQAIkQAK1ETj99NPx7LPPGpevv/56/Pnnn7UV5fkAIVBRUYFhw4Zh+/bt6NGjB55//vkA0YxqkAAJNDQBOngbegTYPgnUQkDf9vmheLs5a40S5cfomHHXlygpjDbVaBSvYfjqJqZzzJAACZAACZAACZAACZAACZBAfQRGjhyJq6++GkVFRRg4cCD27t1bXxVeb0ACo0ePxjfffGOE13j//fcRExPTgNqwaRIggUAiEBVIylAXEiABFWJXxdvFqqkqJMNjCoc6lnQkMP7L+9D8l2NRfuiM8X+8mtY77M/G0DQJ0lAz5ebmGpsnyBd/69ataQDUROTVM+Xl5cjKykJZWZlhdKWmcla1VwE7ELZr1y7k5OQYm0q0atUKERF8bukAk9dOyY+/7Oxs4zNHeCckJHhNNgWRAAmQAAmQgDsEaO+6Q81cZ+bMmdiwYQNWrFiBIUOGYMmSJbX+bqC9a2bnj5zF3t26dSteeOEFY2wkvIbEUGbyPgHau95nSon+IcBfwv7hzFZIwCkCpni7FuduJjBTPx5tnrzH5NyVP95eLyYi5SjHf8aVlZXYtGkTCgsLDQeYLONh8i0BcXyJs1GYC3tZQsXkOwIFBQWGs1GMsN27d3PGie9QWyXLfZ2fn4+8vDxs2bLFep4HJEACJEACJNAQBGjveod6XFwcPvroI8jD2//7v/8z4rrWJpn2bm1kfHPe1t5t1qyZ4YB/9dVXIeE1mHxDgPaub7hSqu8JOPYM+b5dtkACJGBHQM/dBP393jDi7VquNQNWtI+BNvgzFMAcd/eovtE4/rZYS8ka76Wlpaiqqq5TXFxcowxPeJeALWOZiS0bHzD5joAtb2nFPu+7lsNTsnyeyOeKJZG3hQTfSYAESIAEGooA7V3vkW/evDk++eQTJCYm4o033sDEiRMdCrf9/qe96xCRV0/a8hbBQ4cONUJqeLURCrMSoL1rRcGDICRAB28QDhpVDj0Ch+LtngEcjrdr9FCt7v/3OGDJBctRZBuXQV1s2jQSA79ICT0Q7BEJuEDACGfiQnkWJQESIAESIAESIAESqJ1At27d8Pbbbxshrx566CG89dZbtRfmFb8QkFVTtumUU06xzfKYBEiABKwE6OC1ouABCfifgDio9F+mQP9sKFBm8+WdBJQep2H8pOeRvE1N47VJiSrG6OXrG9mc4SEJkAAJkAAJkAAJkAAJkAAJeE5g8ODBmDZtmiHohhtuwNdff+25UEpwi4CExZo+fbqpbm17r5gKMUMCJBCWBOjgDcthZ6cDgYDDeLuiWJx6dY3D6D/OQ7e3h6LSRlnZFXHAB8mIbep4UzWbojwkARIgARIgARIgARIgARIgAZcJ3H777RgzZgxkQzXZdG316tUuy2AFzwjIps3ibN+xY4dnglibBEggbAjQwRs2Q82OBhIBh/F2RcGYCGgnNcH0iAR0v/Y1FNnF3e1+bSJaDxI3b/0pKspczj5fvwSWcJWAPWP7vKvyWL5uAvZ8IyMj667Aqx4RkBkjEWoFgSXZ87ec5zsJkAAJkAAJ+IuA/XeRfd5feoRiO5MnT8YVV1wB2eSrX79+WLdundFNe8b2+VBk4e8+yeaBV155Jb755hvY86W969vRoL3rW76U7lsC1b/UfNsOpZMACRwm4DDerlxLaALt9HZYlpiDsj4rkFdlO3cXOKJdNM6cJdN7nUsxMTGQzRIkiVOmZcuWzlVkKbcJZGRkwGJ0paenQ3YkZvIdgdTUVCQlqXgmKsn9LjsLM/mOgBi8mZmZRgO2x75rkZJJgARIgARIoG4CtHfr5uPJVfmul83WBgwYgL179+Lcc8/Ftm3bQHvXE6r115UQfhIaY/78+WjUqBEkFjLt3fq5eauErY1re+wt+ZRDAr4kYJ7i58uWKJsEwpyAsSHUKhVv96fxioRuppHWBVr3JGRVLce7t3yAow/Em0qkREfg4jXJ5jpO5Nq0aWM4dsXpaDtzukCUAABAAElEQVTzzomqLOIGgZSUFHTv3h3y1D06OtoNCaziCgG5pzt16mQsHxTeYoQx+ZZAixYtkJaWZjRiP6PEty1TOgmQAAmQAAk4JkB71zEXb5wV+2rBggXo378/li1bhnPOOQfff/99nfaurlcBxb8DJX8C5bvUzx61W3Sk2hw6tr2a0HIKtKhDdoQ39AtFGbfddhtmz55tOHUXL16Mrl27Qn5HSrgM2rv+GXHau/7hzFa8T4AOXu8zpUQSqEHAiLe75CZgy8c1rqHjpdA6lKOw8APcu/hmnLP0FBTbuHeV2wpDvk9BVLx7zis6Gmsi9+UZcTrSme5LwmbZ4tSV2TtM/iNAx67/WLMlEiABEiAB5wjQ3nWOkzul4uPj8emnn+Lss8/Gzz//jD59+hihA+xXB+rizN2rNgTLfReo2FNrU3riGUDaCCBlEB/O21G655578PLLL8PCvEePHkYJ2rt2oPyQpb3rB8hswusEGKLB60gpkATMBIx4uwvOrOnc1SKh9ZwM7bh06Pkf4Lai9jh/zDiTc1cknfFwEpqeytiiZqrMkQAJkAAJkAAJkAAJkAAJ+INAcnIyPv/8c2Pm7oYNGwwn7z///GNtWt/7HLCuC7BvWp3OXaNC0fdA1nBgUx/oJRusMsL5QGbo3nHHHXjuueeMiQsffPCBwTicmbDvJEACrhPgDF7XmXm1xs6dO5GTk4ODBw8aL4nZKbF2ZKl306ZNGcPTq7T9L8yIt/vVdUBZnrnxuKbQ+r2tAof+Cvz7Ip5KicEpp32DXJjj7nY4MR7dH+fsRDM85kiABEiABEiABEiABEiABPxJoEmTJliyZIkRi3fVqlXo3bs3vlm6GJm6Cj+X94HrqhT/opy8vaG3eRNa8rmu1w+RGuLcHTFiBF555RXExsZCnLvnnXdeiPSO3SABEvAnATp4/UlbtSW7kL755puYM2cO/vrrLyNfmwqyLKBLly449dRTccEFFxgB7hljsjZagXW+7ni73aD1fw+o/AHIfhhfplRh14BvkVls7kOTxChc8FO8+SRzJEACJEACJEACJEACJEACJNAABGSD26+//tpw8v766y/YsvRkZJ6gYuy6m6ryga1DoLf7SDl5z3ZXStDWq6ioMDZUE/+AhGX4+OOPDbZB2yEqTgIk0KAEGKLBT/h3796NkSNH4ogjjsDtt9+O5cuX1+ncFbXkA3/16tVGHB5x8B5//PH47LPP/KQxm3GXgBFv9/Mr1GZqjykRdpupdbwM2tAlgKaWI2WPwIZYHdOenoyj1rY2NRen4ope8lsyIiLdi7trEsYMCZAACZAACZAACZAACZAACXiBQOPGjQ0n7ztPt8GZnjh3rbqoTdm2Xw29dJP1TDgcyArewYMHG5O/kpKSsGjRIjp3w2Hg2UcS8CEBzuD1IVyL6AMHDhgf1n/+qXYSPZxkJm5GRgZat26N9PR044mdLMkQp25JSQny8/ORnZ2NrKwslJaWGrVkxu/AgQPx9NNP4+6777aI4nsAETDi7S4aBhxYZ9ZK4u2ePgFatzuhH1RhGbKuQG5kOW7edCaueuEa5NmEZhCXbt8ZyUhqz+cvZojMkQAJkAAJkAAJkAAJkAAJNDSBlMjfMeysvd5TozIX2HErcNRX3pMZwJL2799vrNBdsWIF0tLSjElcp5xySgBrTNVIgASCgQAdvD4epaKiIpx//vmwOHdPPvlk3HvvvcYupOLYrS+Vl5dj5cqVxpO9WbNmQfKyu2bHjh2NkA311ed1/xGoL96ulqliTJVuNpYhVVYV4paUVAwf9J7JuSvaHn9eAjqMiPaf4myJBEiABEiABEiABEiABEiABJwl8O+jzpZ0vlzRj2rj6c+hpYR2/NlNmzYZzt3169ejbdu2+OKLL4zf9s6DYkkSIAEScEyADl7HXLx2dt68eUY4BhF42WWXGbF3IyKcn5kZHR2Nnj17Gq9BgwYZyzjEyXv//fcbwdddkeW1TlGQiYAz8Xa1lNbQy3cr5+4gFXt3LyY1A47p9iMKKs2bqjVPi8bZi+JM8j3J5ObmQjbyi4mJMWaLyzuT7wjI36bMui8rKzNm6EucMibfEti1a5exUaUsbWvVqhX4mehb3vLQUlaXyCoU4Z2QkODbBimdBEiABEiABOohQHu3HkBevlxWsBrbc/uhTL8KLaLeQ2qk2lfEW2n/K0AIO3iXLl2Kiy++GLLCt1u3bkZYBlnVW1+ivVsfIe9ep73rXZ6U5j8Cznsa/adTSLX0448/Gv2R+LkSPN0T58OAAQPw1FNPGfJkRvDWrVtDilUwdsaZeLuGc7eyENg2BCjbig8bV2H1zXOQtjvJ1OUE5fgf+leS4TgxXXAzU6mcx/KEuLCw0HCAbd++3U1JrOYsAXF85eTkGMyFvYRcYfIdAdm0UpiLESZxzvfu9eJSQd+pHdSS5b6WEEJ5eXnYsmVLUPeFypMACZAACQQ/Adq7/h/D7O3bkFN1Fgr1zthc/l9U6MneU6JgCfSqIu/JCyBJL730Evr162c4dyX27v/93/8ZE0LqU5H2bn2EvH+d9q73mVKifwhwBq+POf/ww6EnmhdeeCFkNq6naejQobjrrrsMMRs2bMBRRx3lqUjWd5OAnrsZ+mIVbzdnrVmCxNvtORFa1zuM87qudpbNuhwo/g1/xOuYsOhqjPj0P8i3ibsrT1oGvp+M+Obee+YisZurqtSmBYdTcXGx5ZDvPiJgy1hmdks8bZlZyuQbAra8pQX7vG9aDV+p8nliiQlP3uF7H7DnJEACJBBIBGjv+n80Sg5tD2M0rCMGpXoGorSCGoooU1iFouuDxs26AbkfAuVZNcrUPKEmRxxcBSSdab20EX9jFZYjC5tRoCTGqH/NkIFO6IqT0QsJSLSWDcQD2UxtxIgReOuttwz1HnjgAUyYoPZmUauhnEn29q193hkZLOM8Adq7zrNiycAjQAevj8dkx44dRguylNUbqWnTpoajWJaC88PdG0Tdk+FMvF2RbIRvyL4ZKFyKvVE6big5CiNvm4oDUE5fm3TqdYk4YjD/HG2Q8JAE6iVg/H3VW4oFSIAESIAESIAESIAEvEagysbDq4TqcOyovP+5Mkx/bymef34wbrx+ObDhZOXk/ad+Ncq2oBSnYi5ew9t4GVuwvtY6cYhHfwzBLbgP6Xmd1INoIFlNKI6Pr7WKXy+sW7fOCMmwZs0aJCYm4tVXX8Xll1/ukg60d13CxcIkENYEvDddMKwx1t55ywzb5cvVl5oXkoR8EOeupO7du3tBIkW4QkC+YPVfnoT+2VAVbiHPXDWtG7RhP0I2U7OmXQ+qJ9bzUKbpuCU9BpecvhQHZEavTWrdLganv+69uLs2onlIAiRAAiRAAiRAAiRAAiRAAl4kYN5DpDbBkU0vM1az3XzzzRh6yXUoibb5jVRbJXV+tfYXBqA7xuOeOp27FdmZ2DXxTrxw5vU4OjkTgxsDrzevwIKEYsyJKMCsyDy8FpOLt5vmYeGJBfjl0WLkbnZO9zrUc/rSzJkzcdJJJ0Gcu8ceeyx+/vlnl527TjfGgiRAAiSgCNDB6+Pb4MQTTzRamDt3LpYtW+ZRa7KBwKhRowwZTZo0Qbt27TySx8quEag73u6l0IYugZZcPVNb3zsN2Pe80ci4llVI7v8lYgvNf3LJMZEY9BuX8Ls2EixNAiRAAiRAAiRAAiRAAiTQMATMv2dq02Hio9fgnXfeQaNGjfDhhx/i95VzaytqPS97lVzZ+CUjHIP1pN1B5d407LlJlTlyPQ48NB7Dv++F7wtjcaMK3xCtXntwEP/qZSpOcAVyyyuxO6cC638tw7LxB/Fa+1zM75GPncvNE27smvAoKxuiyd45EpZB9om4+uqrsXLlSnTq1MkjuaxMAiRAAvURcO7TuT4pvF4rAYmxI7F3JRbnoEGDIE/yysrKai1f24XffvsNffv2hbxLki8MJv8RMOLtvq+eOm/52NyoFqHi7U5GxLmzoEVVrwXSDygDRmbvqvR20yosnfoYeq7qYBN1F5CADEOXJiMmxfGyJqOyB/9FRZlDPtjnPRDNqrUQsGdsn6+lGk+7ScCeb2RkpJuSWM0ZAhIrznajUHv+zshgGRIgARIgARLwJgH77yL7vDfboqxDBCIjzM7RKLWziMO0YyQuG5CEtavnYf7zbXFq57pnzy5sVIUxravUysfaNykuWXEKso9fhYL/XY/mFVFYqgJEXKQi8y5Xr39Rez1b/bavKMe7p+fjm3uLUFWpAgV7KclKz9dffx2dO3fG4sWLIaEV582bh9mzZxvhGdxtxv6epr3rLknn6tHedY4TSwUmAbMHKDB1DGqtJETDxIkTcd999xm7jotjVo579+6Nbt26GbNwmzdvruIExSMuLg4VFRWGM1h2KZfd4WUHx++++w5//fWXlYM4eh9//HFrnge+JeBsvF2LFrra/RUSd1elnxJ1PLahJx5+8lbst4u7+58Hk9C0p+8cUjExMZB7a/fu3YZTpmXLlhYV+e4jAhkZGSgsLITs6Jyenm78TfuoKYpVBFJTU41N7IS53O/NmjUjFx8SEIM3MzMT27dvNzYGkWMmEiABEiABEmhIArR3/U+/ZaMsFO3PVBNXkpAe+SniInY5VqJ8h9po+jK0UFeH1hOdYY3aiPr+VtWbQzsSWPTxhfj30jlAaSy6qALzUYWflXN5t2kKjaOajs/9+mwJ9v9ZiYEfqAk3yZ5NuPn777+NCVjff/+90ZjM4P3f//4H+W3gaaK96ylB1+rT3nWNF0sHFgE6eP0wHqNHjzae4I0cOdLYGK2goAALFy40Xq42f95552HOnDmmWVSuymB55wgYAe1XTYX+02Oqgt3T3bSu0PrPhZbS2iRMP7haGTJXqHMV+Cdax61xTXFXv/drOHePPiEWx0+INdX1RaZNmzYQx6486bWdeeeLtigTSElJMWJji4NXZu4z+ZaA3NOy3E3ikgtvMciYfEugRYsWSEtLMxqxn1Hi25YpnQRIgARIgAQcE6C965iLr84mq99B3QqHGA7eaO2Ax81Uqt9ZYzMrUVrH2uLS347H7iveNJy74jD+SNWRWbvuOnctSmd9XY7Phhdg8EfJ0CJctyP37duH8ePH4+WXXzbsUbGTnn32WVx22WWWJjx+p73rMUKXBdDedRkZKwQIATp4/TQQ1113HS644AI899xzxtKNf//91+mWY2NjIY7dG2+80ZDhdEUWdJuAEW93yU01QzKIxI4q3u5/ZphCMshpvXQrsG0IUFWIYtlUTU1u63ncN+rL3rxcKDUxEv2XJ0oVvyQ6Gv2C2dqIGGF0pltx+PxAnLoye4fJfwTo2PUfa7ZEAqFCYOfOncjJycHBgweNl6xak7ic8mBUljFLnokEPCFAe9cTei7WTT4PEVGNEVG518WKjosvaqxjfXWkuxqFqooS8O9F86EfTDA2EJqvSmxAkdMhGWoItDux5dNy/DiuGD3HJ9hdqT0rq8emT5+OyZMnQ1beymSaW2+9FZMmTTI+22qv6d4V2rvucfOkFu1dT+ixbkMRoIPXj+RlyfaECROM17Zt27BixQps3LjR+FLIy8uDzOwV4yQpKckweCW8g+y42bVrV+OcH1UN66b03E3QF18K5Kw1c9AioZ0+AVq3O83nVU6v2ANsHagm7qp3lWSJUdENb+C47CYqzH/17N8Y5YwauiIZkTGuPyE2BPM/EiABEiABEiABEghwAmLTvvnmm8aqMwkzJvnakvyI7tKlC0499VRjIoMsbeaKjNpo8TwJNDwBLSIGerN7rPuNeKrRu03qDs2QO/VeVGxrazSjpt+glQp7twClnjZrqr9yUjE6DY9Fk6PrDp8nm56LY3fatGnYv3+/IUM+s6ZMmYLjjjvOJJMZEiABEvA3ATp4/U38cHtt27aFvJgCi4Cr8XZFe72yUDl31czdsi1GZ15Or8KiD6/Ew/P7q9AM5tm7/acloVHnug2HwCJCbUiABEiABEiABEjAOQIS91+WK7/11lt1OnVtpcn+E6tXrzZessxZNiiSWXHnn3++bTEekwAJBBKBtNuAA+8BJX94pFVupI5fEmsXUVUSi7znbzcKSASHseq1EsW1V3DzSpX6yfaTcvL2fyPJoYQ1a9bgpZdeMh5cWR5Y9erVC4899hjOOussh3V4kgRIgAT8TYAOXn8TZ3sBScCdeLvSEV1Xu8hmDQeKVexdlb5NrsLkAx3x8A3PKeeu+cly177xaH8Hl5IboPgfCZAACZAACZBASBE4cOAAzj33XPz555/WfslMXNlkqHXr1sbmo7KpsIQes99UOCsrC6Wlh+wmmfE7cOBAPP3007j77rutsnhAAiQQOAQ0LRp623nAxjMAD0I1/Kk2V9PrWNh4cFF/VB1INTp+jvq/kYr8u91u42pvUdkwrxRnv5CImKRDCskM3ffffx9vv/02LJunSVuy4flDDz2EM88801tNUw4JkAAJeIUAHbxewUghwUyg7ni7l6l4uy/WiLcr/TWcwtkjgMKvje5vjdFxZ5N4DG/zFfJ1s3O3eVoUzlpUR3CpYAZI3UmABEiABEiABMKaQFFRkTHj1uLcPfnkk3Hvvffi7LPPNhy79cGRzTJXrlxpzI6bNWuWsVnRPffcg44dO0KWPzORAAkEHgEtphX0dh+oPUiGWsPUuarl9nrmvhQv+Y9VZD91lOUj5640UqEmBi9/ayv+qPgMn332GZYsWWI8jJJrEi/8qquuMuLsMhSDEGEiARIIRAJ08AbiqFAnvxEw4u0uGqaWGK0zt1lHvF1rwV0PAblqaZJKBRE6RrStROv/fIqWeVFq7m513N04tSPr4FXJiIis4/G0VSgPSIAESIAESIAESCC4CMybNw/Lly83lJbd4+fMmePShqOyB0XPnj2N16BBgzB48GDDyXv//fcbGw1z89Lguh+obfgQ0BJOgN7+e+V5vcy6otH53kfhYOOzVfHPaq1S9ld1XNtuqtQeu/B3tVWsVBdWIQEnIQo9lVN4hQrrUP3rrLZawITbXsJXeMooIJ9L/fv3x6WXXoqhQ4dyT5zasfEKCZBAgBCggzdABiKQ1fjyyy+NGRXGjFUPFZXN5SQVF3s/dpIh2IX/3Im3axGv750O7JtmZKuUuXBv6ypkT3gEY1Z0Ro6N4SEu3YHvJCOptUSNYiIBEiABEiABEiCB0CPw448/Gp06/vjjDZvRE4eszNh96qmncNdddxnhHrZu3QrZeNjXSZZgv/vuu4dWaHnY2Pbt2w0JlrATHopjdRIIaAJaTKZy8i4D9v8P2Kuco+U769FX/UJKuQBo8Sji4r5RZWt38FbuSbfKylRHf6LuDdkshZeduBaLVvWCCiKBxYhGF1XvD7vweZaytu8Z8e0xfMhwIwzDBRdcgCZNmthe5jEJkAAJBDQBOngDengCQ7kZM2bg448/9qoysgNpQyV34+1a9NVz56tdY++3ZPFs8yp88cuZePyJu2vE3e1xZQJaXRptLevvA+G8c+dOxMTEGPHv5J3JdwRkianEESwrKzNiDqamHooZ5rsWKXnXrl3IyckxZlW0atXKpRljpOc6AVmGnZ2dbexwL7wTEhJcF8IaJEACIUfghx9+MPp04YUXQma9eZpktpw4eCVt2LDBLw7eqVOn4tNPP/VUdVP9ffv2mfLM+IYA7V3fcK1NqiN7V1OrH5F2C/SmN6rwdcppW7Dk0AZs5btUXLsyILIREKMe1CT2UM7dgdBijjDEt8Sm2po5dL5SyT2cYtV7pVPzcNVM3yP+lSm8Rvpb/f8fNZMXTjh4Lx16BQa8dcuhigH0P+1d/w4G7V3/8mZr3iNAB6/3WDqUlJ6e7pWZAI6E+8tolB1DZbldVZVzT0wd6Wo598Ybb+Crr74ylrlYzvnz3d14uxYd9QJlsGTfZMliUaMqvFDZArcNmF/DuduqbTROezPOWtbfB5WVldi0aZNp3Nq3b+9vNcKqPXF8ibNRkrDv3r07oqL4Meurm0B2MRbmksQQi4uLQ/PmzX3VHOUqAnJfW2akyQ882e2eiQRIgAR27NhhQJAHP95ITZs2NRzF8jnjr1Vfzz//PGTGnjfsXZkJ/N1332HIkCHewEEZdRCgvVsHHB9dqsveNRy9yecA8nIidcYJdZaKaKrs6o2HiuSrt2g4F/Ku/Rf/wS+qvDyGHqCcwn9COZmdSDEpzsl3QpTXitDe9RpKpwXR3nUaFQsGGAF6Hnw8IOLs8Yah6GM16xQvux+Lg9cb6eeffzYcvN6Y3eGqPh7F21WN6cW/HYovpZcbTa+N0zGmRQR6dPoSiaUVppD/STERuPCXJGOWm6t6equ8OGFs7z1//UDylv7BKMeWscwULykpYbwuHw6kLW9pxj7vw6bDUrR8nlicu+QdlrcAO00CtRKQEAq//fabEYf3lls8n/0mIR/EuStJHpb6I7Vt2xY333yzV5pav3694eCVB49MviVAe9e3fB1Jt7W3PLV3W+AIHI3OWI+/HDWFmGPWo3TFqca1Ler/xpAZvYc+GxxWOHzyJLXfdXfk4xg1c3e1Kr/TJoReXfUaH1U9Y7iucv68Zstb2rXP+1OXcGiL9m44jHLo9pEOXh+PrcTzuu6664zlZZamWrRogcjIwPvysOgXiu+exNsVHnrZNmCrmoVRVWjgyYnUcavaVC36utdwztZmyFULhixJou0OWpiM+KaMu2thwncS8AUBb8QF94VelEkCJEAC4UbgxBNPNBy8c+fONeze3r17u41AltuPGjXKqC/xL9u1a+e2LFYkARIIfALDcD0ex70OFY3r/R0K3rjauLZc/X+NEWrBYdEaJyOVY3ejE85g24oZpwWee4T2ru0I8ZgESKAuAvRA1UXHC9dOP/10rFixAqeccopV2vXXXw9ZyubpyyqQB7USkC9E/ZcnoX82FCjLM5dL6wbtkh+gZdb9I0Sv2AtsGQhU7DbqV6hlPne2qcKWd4dj1DuDTc5dKdBnVCJanBt4xoG588yRAAmQAAmQAAmQgHcIPPDAA0ZIBVm5MmjQIMycOdOIR++qdJkF3LdvX8NZLHVHjBjhqgiWJwESCDIClyoHb3O0dKh14iAVFztWTcdVSXaEaYMYYw6vccLL/yVmaMg4lb/hvIyV4kiABPxIgJ9gfoAtGy1J3NnTTjsNa9euxeTJk3H22WfjrLPO8kPr4duEp/F2hZxeVXRo5m7ZZivICS2r8N22Thhz/QvYg2LreTno0DUG3Z/icjwTFGZIgARIgARIgARCmoCEaJg4cSLuu+8+5OXlGY5ZOZaZvN26dTNm4UqM9Pj4eCNeekVFhRHGKD8/34ilLvEOJWbtX39VL9MWR+/jjz8e0tzYORIgASAO8RiP6bgFakKOXYpMzUXKNW8h/5UbsU5d+1HF4D0GsVjjxIZpdqLqzR5/cxwiIgMvBm+9irMACZAACRwmQAevn26FlJQUvPbaa+jVq5cRF/Wqq64ynL1ynsn7BDyNtysa6XoFsG24CnT0q1XB+alVmB2djPN7L0Zlldm52ygxEv1/SLKWbegD+8297PMNrV8otm/P2D4fin1uyD7Z82XoG9+OhqZpiIiIsMb2tufv29YpnQRIINAJjB49GrI52siRI40YkbIx0MKFC42Xq7qfd955mDNnjvGZ42pdlg8vAvbfRfb58KLhn97aM7bPu6PF2bgA9+BRPIvHalRPHfc4Ct4bBj0/BY+oq58ph7CKzOtkVN0a4hyeiE/TcMLdgTlJx54v7V2HQ+i1k7R3vYaSghqAAEM0+BF6jx49cMcddxgt7ty5Ey+88IIfWw+fpox4u/PPAA7Ic16bFNcU2sCF0LrdaXOyjsPsW4HCr6wFVifoePQIHRkXLsAJObE2UXeBKPWw96JvkxGdGDhPfWNiYiCzZSSJU6ZlS8dLn6wd5IHHBGRDQovRlZ6ebsxS8lgoBdRKQFZHJCUdeqgi93uzZs1qLcsLnhMQgzczM9MQZHvsuWRKIAESCBUCsu9EVlYWHnzwQcieE66k2NhYI7zDp59+isWLF0Pi7zKRQH0EaO/WR8j7131l747Eg7jRQSzeqIx/0Xz2DYCmY4XqzssqSMOZSPRqx/q+loS4xoHpGqG969WhrleYrY1re1xvRRYggQAgwBm8fh6ECRMm4JNPPsHWrVvxzDPP4M4777Q6KPysSsg1ZwSgXzUF+k/jVd90c/8k3u6AudCSW5nP15LTd6nnw7nvWK/ujtIxsm0EDj72IB78vrsKzWDevbXvpCQ0PSnwNs5r06aN4dgVp6M4eZl8S0Bm5Mtu35WVagO+6GjfNkbpxj3dqVMnY6d14S1GGJNvCYjDJi0tzWjEfkaJb1umdBIggWAhIA84xd6V17Zt24y9KDZu3AgJxyDhG2Rmr3xmywM6+d6U8A7HHnssunbtSps4WAY5wPSkvevfAfGlvXs/JqEjjsM43ImDUKHyDqfEwZ+gycRHkPPAE3hYnTtOBXY4Xs3h/cMLoRp6TohH+4ExlqYC7l1+w9He9e+w0N71L2+25j0CdPB6j6VTkhITE/Huu+9CZidIEkdvly5dnKrLQrUT8Ea8XYt0fd8MYO8zlixK1dPike2ikLXsdIwff2+NuLtd/hOLTmNjreUD7YCORv+OiBhhdKb7j7k4dWX2DpP/CNCx6z/WbIkEgp1A27ZtIS8mEvA1Adq7viZslu9Le3cIrkQP9MGLmIgPMUe5cEuMxlPvn4rIZnuw99YXcGlZDGaqWbwnqJi8vx6+btbQiZyaF3DG5AScMibeicINW4T2rv/50971P3O26DkBOng9Z+iyhFNPPRXyYvIOgTrj7facCK3robAYzrSm574P7BxjKvrfzBis2tcUV18wD/l2m6qlNYnE2Z97d4mQqXFmSIAESIAESIAESIAESIAESCCMCGQgE09gBsZiMpbhC+XE/RHbsBmF169Hfpd7sPrW0bh2VTvcoZy81yAKy9Vs31L7FZx18EpM19D3jSQcOYCTBOrAxEskQAJBRoAO3iAbMKprJmDE2/3qOqAsz3xB4u32extaZm/z+TpyeuEyIFvFd7IxDt5Ij8L7iRXoeOpnaFNSoZYKVaeYCA2DlycjMkY9/mUiARIgARIgARIgARIgARIgARLwGoFkpKjt1y4xXlahJ6ujX4BFi4BZs4DLv4jFdQXR6K5m8mYpN28hqqxF7Q8aNY9A13vj0PW2OMQk8TecPR/mSYAEgpsAHbzBPX5hq7034+0KRL34D2DbpeqgOrbuj+pLf1KLMuCaV3DVxgwVmqHCxHvAK0lo1DHw4u6alGSGBEiABEiABEiABEiABEiABEKMwIABgLzU1hfYsiUCO7Yn4Li/4xH7eyX0fypQWliFiggd0S00ND49Ahl9o9C0E90fIXYbsDskQAI2BPgJZwODh8FBwJvxdqXHelmWCoZ8EVBVYAWQHa3jrrZxyJ81BFPfGloj7u4pl8TjqBu4pMcKjAckQAIkQAIkQAIkQAIkQAIk4GcCai9pdOhw6IWzZVauuDjo5vDzMLA5EiCBACDAT74AGAR7FaZMmYJff/3VOD19+nTIbsRMhwjoZQXQPzgH2P+nGYkWCc3FeLsiQK/Ypx75DgQq/rXKO6g2VRvRIR27/2iGO2+aVsO52zIzCj3fDfxg/NYO8YAESIAESIAESIAESIAESIAESIAESIAESCBkCUSEbM+CuGPff/895s6da7yKioqCuCc+UH3LxzWduxJvd+BClzZTE830KhVRd+tQFb93k1VRXcXfHdO+HdYWlODUcz9Fo6pDu7ZaCsRHa7jwp2RERDJmk4UJ30mABEiABEiABEiABEiABEiABEiABEiABBqOAGfwNhx7tuwOgXi72cxp3aANmAstuZVL0nRdxdPNuhIoVhH6bdKM1sfh87g/kHDel7hgXzz228TdFZfuhfOTkdQyeJ6L5ObmYufOnYiJiUHr1q2Nd5vu8tDLBMrLy5GVlYWysjJkZGQgNTXVyy1QnD2BXbt2IScnB0lJSWjVqhUiIoLn79O+L8GQl4eO2dnZ0DTN4J2QkBAMalNHEiABEiCBECZAe9e/g0t717+8pTXau/5lTnvXv7zZmvcI0MHrPZaU5AcCWpt+wGmPQd/yCdCyF7RT/wstyo1wCTtGAgVfmDRe0uw4PNfodxT991E8/t1J2KV2YrVNvUYkoNWgaNtTAX1cqXYc2LRpE6qqqneSbd++fUDrHOzKieNLnI2ShH337t0RFcWPWV+Na0FBgeFsFPliiMXFxaF58+a+ao5yFQG5r0tLSw0W8gOvc+fO5EICJEACJEACDUaA9q7/0dPe9S9z2rv+5S2t0d71P3O26B0C9Dx4hyOl+JGAduJ9kJe7Sd/1KHDgbVP1TSlHY1TzzTj4RV889MS9yrlrDo3R7thonDwjzlQn0DPihLF17hYXFwe6ykGvny1jXddRUlJizCwN+o4FaAdseYuK9vkAVTto1ZLPE4tzl7yDdhipOAmQAAmEFAHau/4fTlt7i/au7/nb8pbW7PO+1yC8WqC9G17jHWq95VrWUBtR9qdOAvq+l4G9T5nK5Me1wog2RcjNaorzh8xRUXjNzt3k+AgM+CHJWJJsqsgMCZBAgxKQHxVMJEACJEACJEACJEACJBCqBGjvhurIsl8k4H0CdPB6nyklBigBPfdDYOdok3ZVkU1xd/sjsLV0F5qd9zF6FFeh3KaE/IEM/DwZcY35p2KDhYckQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIBQoAhGgJkIMJNjUmTJmHmzJludTs/P98INB8ZGen0hkpnnAAsnB6J2BjZKu1QKjyo4/R1u1F83G6U3PQ67l2fiZ0os1w23pdHPIf7z51iOhfIGXnCW1FRYXDp0KEDZs+ebVX3r7/+wkknnWTNh+OBsBFG0dG+iaX8yiuvoFOnTla0PXv2xLp166z5QD6Q5UgSx05iBssGWsGQBg0ahNGjqx/aCP+nn37a66rb/l3J5064Jrk3vvnmG2v3ZTPB2NhY4zNHTjLetBWN9UD+puT+adu2rdubXMpGmUwkQALBScDf9m5wUqrW2vJ964qNf+SRRwa1vWvps2wSGyw2hjfsXYnjH0x9rr5L3T+S3yGSXLWX/GXvut+z2mu62+faJfr+Sm32rrMti+0nv6t89XvTWT38WY72rj9p192Wpr5UuMa1bkZ+vyof4osWLTLalQDfbdq08bsOvmpw2rRpuPvuu30l3qHcGOXLa52hIdJmEq7c9f8U6yhrAuiVjdDm4GloVn4EdDV9t+qAiDmIbPysYvFudigzGE6KkZiZmWlVVeLB7t6925rngfcJNGvWDPHx1Zv+7dixw3Caer8lShQCCQkJSE9Pt8KQXbTz8vKseR54n0CrVq2sD9bEmJN7nMn3BOShy7Jly3DGGWf4vjG2QAIk4DGBhrB3PVY6SAXQ3vX/wNHe9S9z2rv+5S2t0d71P3Npkfau59zp4PWcISW4SGDz5s2Qp7buplmzZmHKlCkYPHgwbrrpJnfFhGS9rKws3HbbbcaX0ssvq3jDTCYC11xzDfbt24c33njD5Bg0FQrTzPTp0/H555/j9ttvR//+/cOUguNu//jjj5gwYQJOO+00PPLII44LhelZmcV70UUXGbMUPvroozClUHu3x44dC1k9IaspTjnllNoL1nMlKSnJ9MCunuK8TAIkEAAEaO+6Pgjffvstpk6dit69e2PMmDGuCwjCGn/88QceeOABdO7cGU8++WQQ9sB1leXh8C233IKWLVvi1VdfdV1AENaQjdEuvvhixMXF4f333w/CHrin8tChQ41NpxcsWGCaBOOetOCoJf4JWX0lq5VtJ1sFh/buaUl71z1uvqjFEA2+oEqZdRI46qij6rxe30V5aixJ5AwYMKC+4mF1fc2aNUZ/k5OTycbByFtm15511lmGE9xBkbA99fHHHxt979KlC+8du7tAnJiSWrRoQTZ2bGRlgCSZQcXPYzs4KiuOCkmtW7fGMcccYxzzPxIggfAgQHvX9XG2rMIRx1+4fKfI7ExJaWlpYdPnDRs2GH2Wh5fhMs6FhYVGn2X5f7j0WTpsCUfRt29fyO/TcEhyX0vq06cPOnbsGA5dpr0bQKNss2g9gLSiKiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAvUSoIO3XkQsQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkQAKBSYAO3sAcF2pFAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAvUSoIO3XkQsQAIkQAIkQAL/396dwF01rQ8cf9KkedJNc4nSoLqaVZISkYu65uFqIEMRIfJ3C2UoimuIiLpcQqJEUajQKA1UhgbVbZQoNOL897O6e7fPec/0vu95z3v23r/1+bydffZee++1vvuc0zrPWXstBBBAAAEEEEAAAQQQQAABBBDITAECvJl5XSgVAggggAACCCCAAAIIIIAAAggggAACCCCQUIAAb0IiMiCAAAIIIIAAAggggAACCCCAAAIIIIAAApkpQIA3M68LpUIAAQQQQAABBBBAAAEEEEAAAQQQQAABBBIKEOBNSEQGBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgMwUI8GbmdaFUCCCAAAIIIIAAAggggAACCCCAAAIIIIBAQgECvAmJyIAAAggggAACCCCAAAIIIIAAAggggAACCGSmAAHezLwulAoBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEgoQIA3IREZEEAAAQQQQAABBBBAAAEEEEAAAQQQQACBzBQgwJuZ14VSIYAAAggggAACCCCAAAIIIIAAAggggAACCQUI8CYkIgMCCCCAAAIIIIAAAggggAACCCCAAAIIIJCZAgR4M/O6UCoEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCChAAHehERkQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEMlOgUGYWi1IhEFugdOnSZmOZMmViZwroFrUpUKCAYBP9BaA+BQsWlBIlSkTPEOC1vK9iX3xsYtsULlxYihUrJqVKlYqdKcBb7NeO/RhgCqqOAALZFLA/N4LUpgtine3ra9c9my8TT2bXNoN+XwlSnYsUKSJFixYN3Hc0fX0fOnTI1N2TL9YcFFrrrK/vkiVL5mBvb+5iv5ftR2/Wwh+lLhCykj+qQi2CIqD/ScyYMUM6deokxYsXD0q1k67nJ598IjVq1JCaNWsmvU9QMq5Zs0Z27twprVu3DkqVk67nL7/8InPmzJGuXbuaIHjSOwYko37mtGjRQipUqBCQGidfzaVLl4p+cWnYsGHyOwUk59atW2XlypXSuXPngNSYaiKAQKoEgtje1a+l06dPlzZt2ki5cuVSRZnxx5k1a5b5P7Ry5coZX9ZUFfCzzz6TKlWqSO3atVN1yIw/zpIlS8yP4g0aNMj4sqaqgKtXr5a9e/dKs2bNUnXIjD/O+vXrZcuWLdK2bduML2uqCkh7N1WSuT8OAd7cG3IEBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgXwQYgzdf2DkpAggggAACCCCAAAIIIIAAAggggAACCCCQewECvLk35AgIIIAAAggggAACCCCAAAIIIIAAAggggEC+CBDgzRd2TooAAggggAACCCCAAAIIIIAAAggggAACCORegABv7g05AgIIIIAAAggggAACCCCAAAIIIIAAAgggkC8CBHjzhZ2TIoAAAggggAACCCCAAAIIIIAAAggggAACuRcgwJt7Q46AAAIIIIAAAggggAACCCCAAAIIIIAAAgjkiwAB3nxh56QIIIAAAggggAACCCCAAAIIIIAAAggggEDuBQjw5t6QIyCAAAIIIIAAAggggAACCCCAAAIIIIAAAvkiQIA3X9g5KQIIIIAAAggggAACCCCAAAIIIIAAAgggkHsBAry5N+QICCCAAAIIIIAAAggggAACCCCAAAIIIIBAvggQ4M0Xdk6KAAIIIIAAAggggAACCCCAAAIIIIAAAgjkXoAAb+4NOQICCCCAAAIIIIAAAggggAACCCCAAAIIIJAvAgR484WdkyKAAAIIIIAAAggggAACCCCAAAIIIIAAArkXIMCbe0OOgAACCCCAAAIIIIAAAggggAACCCCAAAII5IsAAd58YeekCCCAAAIIIIAAAggggAACCCCAAAIIIIBA7gUI8ObekCMggAACCCCAAAIIIIAAAggggAACCCCAAAL5IkCAN1/YOSkCCCCAAAIIIIAAAggggAACCCCAAAIIIJB7AQK8uTfkCAgggAACCCCAAAIIIIAAAggggAACCCCAQL4IEODNF3ZOigACCCCAAAIIIIAAAggggAACCCCAAAII5F6AAG/uDTkCAggggAACCCCAAAIIIIAAAggggAACCCCQLwIEePOFnZMigAACCCCAAAIIIIAAAggggAACCCCAAAK5FyDAm3tDjoAAAggggAACCCCAAAIIIIAAAggggAACCOSLAAHefGHnpAgggAACCCCAAAIIIIAAAggggAACCCCAQO4FCPDm3pAjIIAAAggggAACCCCAAAIIIIAAAggggAAC+SJAgDdf2DkpAggggAACCCCAAAIIIIAAAggggAACCCCQe4FCuT8ER0AgcwS6du0qM2bMkCeeeEL69euXOQXLw5L88ccfMn78eHn11Vflu+++kz179kjLli2lbdu2cvbZZ0vz5s3z8OzeO/S8efOkffv2Uq5cOdm5c6f3KpDCEv/4448yatQoWbJkiXntbN26VWrXri316tUzRjfeeKMUKVIkhWf0zqF27NghDz/8sCxatEi+/vprOXDggNSoUUPOOussueaaa4yRd2qTnpI+/fTTct9995mTffrpp3L88cen58QZcpY///zT/L+jj8mkiy66SE4//fRkspIHAQQCIkCb7vCF9nt7PojtL9pVRz7E/NpeCnI7SL8n6PfxxYsXy+effy5r1qyRmjVryoknnig33HCDdOrU6cgLwKNL7777rrz11ls5Kn3fvn2lRYsWOdqXnbIpECIh4BOBp556KmS9/M2fFeD1Sa3iV+O///1vqFGjRk697frbj4UKFQq99NJL8Q8SoK27du0K1a1b13hVqFAhQDXPWtXHH388VLZs2ZivHX0NWYHe0Mcff5x1Z5+vGTt2bKh06dIxbUqUKBGyfkjyuUL2qrdy5crQ0Ucf7ZitXr06ewfwQW6ts/3Zm8zj6NGjfVBrqoAAAqkSoE13WNLv7fkgtr9oVx35lPBzeymo7aCNGzeGrOBl3DZg9+7dQ/v27TvyQvDg0rBhw+LWMV7bd+LEiR6ssTeLTA9e65VI8r7AK6+8Iv379/d+RbJRA+2pqz10v/rqK7NX06ZN5dxzz5WqVavK3LlzzS9s1n8kctVVV8nu3btFe2MGOanXmWeeKd9++22QGUzd//Of/8jNN9/sOGhPGe3VXKVKFfOL8+TJk2XVqlXyzTffmNeY/hLdoEEDJ7+fF/TXaf2V2fov3VTz4osvlg4dOkjRokXNr/Ljxo2T3377zbzX9Jf6yy67zM8cSdXt4MGDcvnll8v+/fuTyu/XTEuXLvVr1agXAgjksQBtusPAfm/PB7H9RbvqyIeH39tLQWwHLVy4ULp16+bcFap3Ql5wwQVy0kkniXo8//zzsnfvXtHvVjfddJNYP3YceUEEaKl8+fIBqm0+V9WbcWlKjcBhAesDM3T77beHChYsGPaLUhB68A4cONCps3Wrb8i6NSTsZfHJJ5+EypQpY/JoT97NmzeHbQ/SE2tYhlD9+vUdL+tjNxTUHrzr1q0LlSpVylgULlw4ZN1qk+WlYDVAQ9YPJo6X9eNBSNf5PVm3TDrvmaOOOir0zjvvZKnyF198ESpevLjzvtqwYUOWPEFboZ/B+p5y/wWxB+8dd9zhGGgPb2vIk7h/1g8FQXupUF8EEIghEPQ2XRDa80Fsf9GuCn/D+729FLR2kNWxIXTCCSc4bb8RI0aEX3DrmbaHrQ40Tp4PP/wwSx6vrPj1119D27ZtS+rv0ksvdepsDW3nlSr6opzaS4mEgCcF5syZE/ah6g4u+D3Aqw2mkiVLmg9Oa1zQLMFd+4JqgMp2GTJkiL06MI/6H5HVUzWkwTrbwX4MaoD3gQcecCwGDx4c87Xw+++/h91utGDBgph5/bLhueeec2z0dRMr3X///U4+a8zZWNkCsV6H8LDfX/YPB/oeC2KAt0uXLuZ1oT+oef02vEC8eKkkAhkiEPQ2XVDa80Fsf9GuOvIhE4T2UtDaQY8++qjzfcC6U/bIxY5Y0uES7e+f2oHG70mHY7Dr26ZNm5hxCr875Ff9jrLwSQh4SsB6s5jhBk477TQzMZQWXgcwD9IQDW+88YZYwUtz3a677rqYE2HpLSM6YZYmvSXk0KFDZjkI/+gtM3p7jDXWmeig/1YQSqyAphx77LFBqH7MOlpfpJxt1157rbMcuWD1ipcePXo4q62eq86yXxfefPNNp2pXXnmlsxy5oMNZ2EmHsghq+vnnn80QMPr+0uFPdMgYOxUoUMBeDMzjsmXLTF0bNmwo1njEgak3FUUAgdwJBLVNF7T2fBDbX7SrDn82BKW9FLR20IQJE8wFtu6YlXvvvTfmfwQ6ZIMO3dCkSRMzXEPMjD7YoMP79enTx3GZNGlSzDiFD6qbkVUgwJuRl4VCxRPQYILOPqoNQ029e/eWJUuWmA9Nez+/Bxfmz59vV1WsX0ud5WgLnTt3Nqut24XF+vU4WhZfrps2bZqsX7/e1E3Hlp01a5YMHz5crN51Zp3fXyOxLqoGuFu3bm0C/1bv71jZzPrKlSs7263JX5xlvy5MmTJFli9fLjpG3sknnxyzmjpWop3cRva6oDxef/31smnTJtFxtV544QUJ6ntKr/eWLVtEZwjX1KxZM/PIPwgggEAyAkFt0wWtPR/E9hftqsOfAEFoLwWtHaRzuqxYscJcYJ0Dx7ozNObHvTU5s1hDtIgGwHVMXj8n7Txkd0Kz7low87v4ub6ZWLfDkY5MLBllQiCBgAY2//nPf0rbtm0T5PTfZut2eVMp7ZXauHHjuBXUXwvtpBOyJQoI23n98Kj/2d56663Sr18/KV26tB+qlOs66MRgySYNdtop0evMzuflxyJFipj3U6K6zpw506nmOeec4ywHaUGD4NYtWKbKY8aMCXwDzu61oiDNmzd3XgrayN2+fbvUqlVLtFc8CQEEEIgUCHqbLijt+SC2v2hXiek0EIT2UtDaQdq5zE6nn366vRjoR/1uoBO9a2rVqpXoXcak9AsQ4E2/OWfMpYAGNbUxrB8cQU1r1qwxVa9atapYE2XFZXD30vz666/j5vXTRmviORk0aJBYYxX7qVppq8svv/xiGqX2CVu2bGkvBvpx3Lhx8uSTTxoDff+deuqpgfOwJpYzw+RoxS+//HLR91rQk/uLTd26dc3dAtpLQ630bhMdskGHjNGhP/QHpyD3dg76a4X6IxApENQ2He35yFfC4edBa3/5uV0VpPZS0NpBX375pfMGtiajNsvWBGRiTaJmgpyff/65GZZB7+q68MIL5fjjj3fy+3FBP7esSQRN1bRDwzPPPGOGR/RjXTO9TgR4M/0KUb4sAvrFOMjBXWvmdfnjjz+MS6VKlbL4RK6oWLGis2rXrl3Ost8XNJhCyrmANZGY6XmoR9DxVXXsqCAmbax9+umnol/AX3/9dVm6dKlhaNGihbz99tsJf2Dxm5neUnvVVVfJ7t27pXr16k6w22/1zG593F9sunfvLu5hPPRY1kzLsnjxYvM3efJk0Z5cNWvWzO5pyI8AAj4TCHKbLujt+VgvZb+3v4LSrgpaeylo7SAdcsFOeseoflfQuW+0fWwnnb9Ex6HWIQIfe+wxZ2xae7ufHkeNGiU6HKQm7fhhB739VEev1IUAr1euFOVE4H8C7v84ihUrltDFnWfv3r0J85MBAQ0+jRw50kDo0BbWLMiBRZk6dar07ds3rP4a2NRx5YI4/q6+LvT2K/1irq+TsmXLhtkE9Ykd+Nf6a3BXJ/7UW/as2YPN2LyLFi0yPxBob97Zs2ebLwF6e5/evkpCAIHgCtCmC+61j1bzILS/gtKuClp7KWjtIO2xaicdR71nz56yb98+0Y5V9jwe2s7buXOn6A9511xzjbmrS3/A8VvS+IJ9d6N+P7j77rv9VkVP1YdJ1jx1uSgsAiLu/1CSmam9aNGiDhsBXoeChRgC77zzjmmE2JtHjx5temraz4P2+P3334u+h6pVq+bcVq8Ti9WpU0fuuusuZ7LHILhoT4R77rnHVPXmm282Acwg1DtRHfUzee3atU42Hfd71apV8tRTT8kVV1xhxgHX8fd0BnWdZEeTjoeuk0+QEEAg2AK06YJ9/d21D0r7KwjtqqC1l4LYDnJ/dmtb7/fff5dhw4aZXqwzZswQ/dPe6kOHDnXmYHjooYfEPbSD+/3v5WWdaFkD2ZouuOACadiwoZer4/myE+D1/CWkAkETcI+5q/+ZJEruPMkEhBMdj+3+FdCeIz169DCNFK2lBvN69erl3wonUbM77rjD/PKuQV3tmanjqmqvVf2VXhtq+ot8EJLWV8fbPXTokDRo0EAefPDBIFQ7qTpqL9xZs2aZ18aECRPk0UcfdX4McB+gffv28vTTTzurNMBrzzTsrGQBAQQCJUCbLlCXO2Zlg9T+8nu7KojtpSC2gw4ePOi8n/W7tn4n0J6r7gl1dXnIkCGmQ4hm1nwDBgxw9vPDgg5FosMz2Ineu7ZE/j0yREP+2XPm/wmcd955zpiy0VB0EiNtDJAOC7gnDdNxHRMld54yZcokys72gArce++95ldmu/raINFfnYOe3EMQ6Huvd+/eZgxwnTRBG3c6OYgO4aBj8vo56cQJOkmjBiNefvllM2mYn+ubnbppD+9kZ1DWng1//etfzVjOGizXnr5MYJgdbfIi4C8B2nT+up45qU3Q2l9+b1cFsb0UxHaQ+7O7Xr16one2xUp6x59OOqa9XD/77DMT93AHgmPt54X1Ovbw+vXrTVGbNGniDE/hhbL7tYwEeP16ZT1Ur/fee8/pMRit2KVKlYq2OrDr3B6RE/lEQ3Hn0fFUSQi4BfTX5GuvvVZefPFFs1obHHpreeS4s+59gr7cqFEjc9u9/lqvSYO8fg7wTp8+3bwmtK4DBw40E+79/PPP+jQsuXsz6OeOnUcbwYUK0dywsbQBbI9Vp7fqEeC1ZXhEIHgCtOmCd83tGtP+siVE/NKuor105JrGW/JDO8j92d22bduwnruRdS9evLiZdEzv9jpw4IAZ1qtu3bqR2Tz5fNKkSU65L7vsMmeZhfwTYIiG/LPnzAjkSEAnTatSpYrZV28bT5TceezxHxPtw/ZgCGgQ7uyzz3aCuyVKlJC3336b4G4Sl79Dhw5Oru+++85Z9uOCTohiJw1qlytXLurf5MmT7WwmaGnn094KpCMCNWrUcJ7YY5Y5K1hAAIFACdCmC9TldipL+8uhcBb80K6iveRczrgLfmgH6dwcdqpdu7a9GPPx+OOPd7atWbPGWfbygk4cbLf9dXK1Sy65xMvV8U3Z6VLjm0vp3Yok+pDToBMpXEDHwNyyZYsZE/SHH34wM3aG5zjyzB188nMvwyM1ZikZAQ0sde7cWZYvX26yV65cWXSCDx16IIhJx5DSiT/WrVsnutylS5e4DJUqVXK26+y4pOAKaC8s/RzWv6pVq0qFChXiYmzYsMHZ7pceHE6FWEAAgWwL0KbLNpmndwhK+4t2ladfptkqfBDbQSeddJJjpEOYJUo//fSTk0U7QPghLV68WDZv3myqcsopp4g7cO+H+nm1DgR4vXrlfFTumjVr+qg26alKq1atzKQ+era5c+eaibFiDg16FgAAJadJREFUnfmTTz5xNul+JAT01nkNYNrBXb01TodKqV69emBx9JYp/ZKtj9rw2rFjR9xhBVauXOlYNW3a1Fn240LXrl3lmGOOSVg1/RVfx5TVdN111zn7+P0zXieUGDFihKm3jlut41fHS7aR5jnxxBPjZWUbAggEQIA2XQAu8v+qGKT2VxDbVUFtLwWxHeT+Tj1//vyEH2LuDlfJ9PhNeMAMyOC+Q8/tkQFFC3YRrK7VJAR8IWDNbh+y3s3m78knn/RFnWJVwhq/0amrNUldrGwhq6dYyJoUyeRt3rx5zHxB2mDdUmM8rIBVkKodVlfrFhrn9WP16g79+OOPYduD+sTq0ey4TJs2LS6D1Yh38o4dOzZu3qBsdL+urN4MQal2aObMmc5rwQr2h6xeSzHr/tFHHzl5rUk5Qlavl5h52YAAAsEQoE0Xfp393J53/z8ZhPYX7arw17b9zP068EN7KajtoPr16zttugULFtiXN8ujfsYfddRRJq8170KW7V5dcdFFFzn1f+GFF7xaDd+VmzF4gx3fp/YeFdAeg/at9Drek85qH5n27dsnffr0EZ2pXdOgQYMis/A8gAIffvihTJw40dRch2XQ10/58uUDKJG1yj169HBW9uvXzwyB4qxwLehMuDqRhia9HenCCy90bWUxaALt2rVzhmVYtmyZjB49OiqB9gq/8cYbnW0PP/xw3Ek5nIwsIICArwVo0/n68jqVC2L7i3aVc/l9vRDUdtBNN93kXFerw5W4h+CyN+zfv1/69+9vhn/Tdfrd3C/JCmo7VdG7QUmZIcAQDZlxHSgFAtkWsHopi453Y/3sJP/4xz/Mfyo6e6UO+r5w4ULR22V0+AZNrVu3lu7du2f7HOzgL4GDBw+GBZh0BthkGxpnnnmmaaD4SyS8Nn379pUpU6bIjBkzzHi8bdq0kVGjRkn79u2lSJEisnr1avN8/PjxZkfr13j597//LWXLlg0/EM8CJXD00Ueb10G3bt3M5/Htt99uxnIeOHCg1KpVy4zN+/HHH8uAAQNk27ZtxkYnN9QvAyQEEEBABWjT+ft1ENT2F+0qf7+u7doFtR2kr+9XX33VfN/evn276HelW265RbQ9qEObLVq0SDQIrD/+a9JAeO/evW02Tz/u3btXNm7caOqgE6zpMHekDBHwXZ9kKhRYAT/f0hXror722mshaxI65/YI62PFGZJBl/XPmrUzZE3+E+sQgVsf5CEarMBl2GvFfo0k82g1SALxWtH3SuPGjcOc9LYqK8Abtq506dIhbkcKf0n47ZbD8Nolfvbggw+GChYsGPY6sb70hD3X95rVkyNk3VmR+IDkQACBQAnQpjt8uf3Yng9y+4t2VdaPMb+2l4LYDrImWg5ZHa2ytPXsIRLt71j63WLTpk1ZXwweXbN27Vqnzscdd5xHa+HPYjNEg/WuIyHgVQFr7BvR2yOs8XWdW33tIRm0x6H2GNPtyUyQ5FUDyp28gHtisOT3ClZOfa8sWbLE3GZfpkwZU3mdCVp732iyGmxmUkOdKKtnz55mHf8goAJ33nmnfPHFF9KxY0cHRG/N01SoUCGxGvcyYcIE+de//hV3Aj9nZxYQQCBQArTp/Hu5g9z+ol3l39d1ZM2C2A4qXry46J191g9TcsIJJ4j2ZtVkfx/Xu/z0jq558+aZu2wjzbz6fOvWrU7RGZ7BociIhQIat86IklAIBBDIlYDeKqG3gOjtEtYvaWJN4CN2gCpXB2ZnBAIqoIHddevWmaEZdEzrhg0bSt26dU2QN6AkVDtJgT179sg333wjVg8HqVmzpugYm8WKFUtyb7IhgEDQBWjTBf0V4M/6067y53WNVqugtoN2795tfuzXeRe0/ac/7msQmIRAugQI8KZLmvMggAACCCCAAAIIIIAAAggggAACCCCAAAIpFmCIhhSDcjgEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCBdAgR40yXNeRBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgRQLEOBNMSiHQwABBBBAAAEEEEAAAQQQQAABBBBAAAEE0iVAgDdd0pwHAQQQQAABBBBAAAEEEEAAAQQQQAABBBBIsQAB3hSDcjgEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCBdAgR40yXNeRBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgRQLEOBNMSiHQwABBBBAAAEEEEAAAQQQQAABBBBAAAEE0iVAgDdd0pwHAQQQQAABBBBAAAEEEEAAAQQQQAABBBBIsQAB3hSDcjgEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCBdAgR40yXNeRBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgRQLEOBNMSiHQwABBBBAAAEEEEAAAQQQQAABBBBAAAEE0iVAgDdd0pwHAQQQQAABBBBAAAEEEEAAAQQQQAABBBBIsQAB3hSDcjgEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCBdAgR40yXNeRBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgRQLEOBNMSiHQwABBBBAAAEEEEAAAQQQQAABBBBAAAEE0iVAgDdd0pwHAQQQQAABBBBAAAEEEEAAAQQQQAABBBBIsQAB3hSDcjgEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCBdAgR40yXNeRBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgRQLEOBNMSiHQwABBBBAAAEEEEAAAQQQQAABBBBAAAEE0iVAgDdd0pwHAQQQQAABBBBAAAEEEEAAAQQQQAABBBBIsQAB3hSDcjgEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCBdAgR40yXNeRBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgRQLEOBNMSiHQwABBBBAAAEEEEAAAQQQQAABBBBAAAEE0iVAgDdd0pwHAQQQQAABBBBAAAEEEEAAAQQQQAABBBBIsQAB3hSDcjgEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCBdAgR40yXNeRBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgRQLEOBNMSiHQwABBBBAAAEEEEAAAQQQQAABBBBAAAEE0iVAgDdd0pwHAQQQQAABBBBAAAEEEEAAAQQQQAABBBBIsQAB3hSDcjgEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCBdAgR40yXNeRBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgRQLEOBNMSiHQwABBBBAAAEEEEAAAQQQQAABBBBAAAEE0iVAgDdd0pwHAQQQQAABBBBAAAEEEEAAAQQQQAABBBBIsQAB3hSDcjgEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCBdAgR40yXNeRBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgRQLEOBNMSiHQwABBBBAAAEEEEAAAQQQQAABBBBAAAEE0iVAgDdd0pwHAQQQQAABBBBAAAEEEEAAAQQQQAABBBBIsQAB3hSDcjgEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCBdAgR40yXNeRBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgRQLEOBNMSiHQwABBBBAAAEEEEAAAQQQQAABBBBAAAEE0iVAgDdd0pwHAQQQQAABBBBAAAEEEEAAAQQQQAABBBBIsQAB3hSDcjgEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCBdAgR40yXNeRBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgRQLEOBNMSiHQwABBBBAAAEEEEAAAQQQQAABBBBAAAEE0iVAgDdd0pwHAQQQQAABBBBAAAEEEEAAAQQQQAABBBBIsQAB3hSDcjgEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCBdAgR40yXNeRBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgRQLEOBNMSiHQwABBBBAAAEEEEAAAQQQQAABBBBAAAEE0iVQKF0n4jwIIIAAAggggAACCCCAAAIIIIBAXgj8+eefsmLFCpk7d66UKFFC2rVrJ/Xq1cuLU3FMBBBAIOME6MGbcZeEAiGAAAIIIIAAAggggAACCCCAQLICr7zyilSoUEGGDx9uHn///Xfp27evVKlSRebPn5/sYciHAAIIeFagQMhKni09BUcAAQQQQAABBBBAAAEEEEAAgcAKTJgwQXr16iW9e/eWsWPHOg4HDx6UTp06ybJly2Tq1KnSsWNHZxsLCCCAgN8ECPD67YpSHwQQQAABBBBAAAEEEEAAAQQCIDB79mw5/fTTpVy5crJ582Y5+uijw2q9fPlyadq0qRQrVkw2bNggFStWDNvOEwQQQMAvAgzR4JcrST0QQAABBBBAAAEEEEAAAQQQCJDAE088IXpT8mmnnZYluKsMTZo0kcqVK8u+fftk/PjxAZKhqgggEDQBArxBu+LUF4E8ElizZo0ce+yxcf+qVq0qJ510kmmADRo0SBYsWJBHpQnWYatVq+a47927N1uVd1+zAwcOZGtfr2UeM2aM4/Tmm2/mafF37NghtWvXlhYtWkik67p166ROnTrSunXrPC0DB0cAAQQQQAABBPwssG3bNjP0gtYx3vALHTp0MAzPPfecCQb72YS6IYBAcAUKBbfq1BwBBFIp8Mcff8j27dsTHnLLli0mz5w5c2TkyJEybNgwGTx4cML9yBBbQN11IglN2R1WPZlrFvvM3tqiwW+7vvv378/Twv/lL38xtwJ+/vnnMnToULnnnnukePHi8sMPP8jAgQNFg7w6szMJAQQQQAABBBBAIGcC2iPXbgM3atQo5kEqVapktn333XeycOFCfmSPKcUGBBDwsgABXi9fPcqOQIYKFClSRBo3bhxWuj///NPcGvXLL7+Y8bE0EKl/d999t6xdu1aeffZZKVSIj6QwNJ54WuDxxx+Xs846Sx566CF57LHHpFatWvLNN9+Y172OE3ffffd5un4UHgEEEEAAAQQQyE+BFStWOKfXtlWsVLZsWWeTfu/gLiqHgwUEEPCRAEM0+OhiUhUEMkWgSpUqsnjx4rC/JUuWyKpVq2TTpk2yZ88eue2225zivvDCC4yJ5Wiw4BeBM844Q959910zLIn2GP7666/lqKOOEl2vPdhr1qzpl6pSDwQQQAABBBBAIO0C9p2BemJ3EDeyIO7g79atWyM38xwBBBDwhQABXl9cRiqBgLcESpYsaYZnuPfee52Caw9eEgJ+E9AevNq75NdffzU91XWYiA8++MAEff1WV+qDAAIIIIAAAgikU8Ad4HUHcSPL4L5LkABvpA7PEUDALwLcD+2XK0k9EPCgQPfu3WXIkCGm5Nq7V4dsKFCggAdrQpERiC9QokQJOe644+JnYisCCCCAAAIIIIBA0gLuYG3k8HDug+gQcXZy72Ov4xEBBBDwgwABXj9cReqAgEcFateubQK6GtjVSamiBXcHDBggenu7bo83Zuny5ctlzJgxRqJbt26if3aaPXu2TJw40TzV8VB3795txkXV2+c18NalSxcz8VWNGjUkFefTE911113y008/SatWraRnz56yc+dOU4Z58+bJ/PnzzXjDJ598spxyyily/fXXi45bnGlp1KhR8u2332arWNWrVzfjKts7pcLzs88+k5deeskc8v7775eKFSvKrFmzZObMmcZShz448cQTRT2vuOIKad68uX36pB/1eJMmTTL5e/XqJS1btoy57/Dhw81QI5rhmWeeiZlPf7TQsXd1orWNGzeKvt7btGkj+sPGaaedJh999JG8/vrrZn/tzW5PAKIrUuEWs2BsQAABBBBAAAEEPC6g83v89ttvTi3GjRsnBQsWdJ67F9544w15+umnzSqdGDpR0uPqXVfa5iQhgAACnhGwAiskBBBAINcCVpAtZH3wmT9rMqmkjjd16lRnnxtuuCHqPtZwDibP8ccfH3W7vfLtt992jjV06FB7tXl88sknnW1WIDhkjX3qPLfLbDUKTd5UnE8PVK1aNXMOK+AYWr9+feiEE07Ick773C1atDB5TAFy8I9125lzbGsogGwdwS6DPlqB9LB9rSCkc1x3vnjLTZs2DTtGKjyff/55pxzW7MehYcOGOc8jy1K4cOHQ6NGjw8pgP3nkkUec/V5++WV7tXmMty0so/VE62ifN3Kb/Xzw4MEh6wcLJ5+dXx+tcXhD1g8Nppz2en3/uFMq3NzHYxkBBBBAAAEEEPCbwDHHHOO0taygbMzqjRgxwsnXv3//mPl0g9VBI1S3bt1QvXr14uZjIwIIIJBpAvTgtb5dkxBAIP0COtma9qa103nnnWcv5umjTu62YcMGcw79lV9/xS9evLhceOGFeXJeKyApbdu2FR0jzAryyqmnnioVKlSQTz/9VBYtWiS///67mYzu0ksvNb1R86QQOTxou3btYk5YoXZHH3206Snx6quvyqFDh8xZtK55me644w556623xArkyplnnimNGjUyvWm1N6zecqfluOWWW6R+/fpme16WJdaxBw0aJNYXCbNZJ1XT17b21Nae6Dq5mvYWvvPOO6Vy5cqxDsF6BBBAAAEEEEAAgQQCeveT3iWnSec70DZ9tGS3U3Wb+46pyLzaK1jb5HoHmxXgjdzMcwQQQCCjBQjwZvTloXAIeFNg3759MmPGjCyFP3jwoOgYWF999ZW5TWrPnj0mz80332yGSciyQx6s0Nv669SpI48//rh07txZdGiH77//XkqVKpUHZxNZuHChOe4DDzwgt99+uxmawT7R+++/b4aS0CDvggULZMmSJdKsWTN7c74/6nAIidK1117rBHdPP/10sXrPJtolV9s1uKtB3ddee00aNGjgHEsb7jqhmQZ6NVm9tvMlwLts2TKxegObMuhszq+88op07drVPNd//u///k/Gjx9vhuVwjwFn/frr5GEBAQQQQAABBBBAILGABmtXrlxpMmqAV4d0i5Z0uAU7xQrwrlu3Tq655hqnLWnn5xEBBBDwigABXq9cKcqJgIcEtm/fHhbUilV0ndH22WefFR3zNF1Je1ROmDDB9KrVc+pYq/HGW01Fuc4991wzJm/ksbQHqo61agcENSieSQHeyPJGPn/wwQflueeeM6t1DNw333zT9KyNzJfK53r9XnzxxbDgrh5fe/TqGLrHHnus6A8JGjzXoGm0cZ1TWZ7IY+lYutr7Q5MG9d3BXTvv1VdfLdawHXHHlLbz8ogAAggggAACCCAQXcAdrHVPpBaZW+fFsJO2Fd1J24va8ePuu+824+7qXA46fwIJAQQQ8JrAUV4rMOVFAAH/CGjPVe0lak+Olo6aaQA1r4cRiKyHDisQK+kwCHaybzGzn2fyow7LoA1hTdb4Z6IT1mmP1bxOHTt2jDmJWrly5ZzAr/botXuI53WZ7ONrz3UNLGvSCfv69Oljb8ryOHDgQClfvnyW9axAAAEEEEAAAQQQSE7A3THCHcSN3NtuYxctWjTL9wBtL+rwXvoD/ciRI50JcCOPwXMEEEAg0wXowZvpV4jyIeBBAQ1c3XfffVlKrkE3vX1Kx9/VsUi/+eYbMzyCNcGarFixwgzbkNc9Lq3J2rKUK69XxDunO8inPU+9kObOnSs9e/Y0PWS1oTxlyhQ57rjj0lL0eJZagPz0nD9/vmiQV1ObNm3i9mYuXbq0WJPrOQFhsxP/IIAAAggggAACCCQtcPnll4vOfaBzauhQZ6eddlrUfdeuXWvWd+vWTbRDgDvpvBK33nqrGUpNe/fac3W487CMAAIIeEGAAK8XrhJlRMBjAhq8uvHGG+OWWnvvDh06VPQ2f/3F/JlnnjGNsosvvjjufrndqBOdpTNpANR9+1jkuYsUKeKssm/td1YkuaANU/XUZD8ms2tkQFmPkyh9/fXXcv7558uBAwdMVh0uQScQS1eqWbNm3FOlwjPuCeJs3Lx5s7O1Vq1aznKshWTyxNqX9QgggAACCCCAQNAFNCCrczDonWT6Q3u0pO3d1atXm01XXXVVliwlS5aURx99NMt6ViCAAAJeE2CIBq9dMcqLgE8EdPzdYcOGiU6wZicdszSvU7Vq1fL6FGHH18nb8rpXsrsnQrzxx8IKZj3RsZLtpLMO6zWJl3bs2CFnn3222LfA6XizOtNwOpP+eJCp6ccff3SKVrFiRWc51kLlypVjbWI9AggggAACCCCAQBIC/fr1M21tvcMs2vBcGvzVSdYaNmwYdW6EJE5BFgQQQMATAgR4PXGZKCQC/hX429/+5lROZ8GN7FVqb9QJEOKlZHuu6iRdyaRUnS+Zc+U2jzvAG61hG+v4W7ZscTa5j+GsdC1ow1gni9PJwTRdccUV8s9//tOVI/6ilzxzWtYqVao4CFu3bnWWYy24A+yx8uS0LLGOx3oEEEAAAQQQQMBPAtqDd/z48bJr1y657rrrwqqmnRN0KLi6devKrFmz4g6fFbYjTxBAAAEPCiQX6fBgxSgyAgh4Q6BJkyZOQXX8rN27dzvP3Qs6fm+8FGu/ePvE25bu88UrS6Jt7t6iOoRCsskdhIw3jIQOHXHZZZfJokWLzKHbt28v48aNS/Y0Jp+XPHNaVvfwHzrOdKK0cePGRFkkp2VJeGAyIIAAAggggAACPhHQoRcmTpwoy5cvl6ZNm8rgwYPNfBEtW7aUxo0by0cffSQ6nAMJAQQQ8LMAAV4/X13qhoAHBHRCBDvVqFFD3MFKXV+4cGGz2Z68ys4b+Wj3LNX1iXo9Ru7rfp7u87nPndPltm3bOrtqAzbZ9NZbbzlZ3cdwVv5vYcCAAWYiNX2qk5zpfu6xbiPzu597xdMup5Y93mtNt8XqeasBXruHuAbD4/Uq1zGMv/jiCzdV2LJdnnhl0R1S9boPOzlPEEAAAQQQQAABjwn8/e9/F70b8OOPP5Z27dqZAK9O6Pz+++9L1apVPVYbiosAAghkX4AAb/bN2AMBBFIkoIHYsWPHOkeLNlmXPebqzp07xT3GqbOTtaCBtGnTprlX5Xg53efLcUFdO3bu3Nl5ppPVvfPOO87zWAsaGHzllVeczR07dnSW3QujR4+WJ554wqwqX768mcSiQoUK7ixxl73iaZdTK6NfBmIlHcct1jAiOknHJZdcYnb9/vvv5aWXXop1GHn22WfF3YM6MqNdnnS97iPPz3MEEEAAAQQQQMCLAjrsmM4Zceqpp4pOdkxCAAEEgiJAgDcoV5p6IpBhAhs2bJBrrrlG3njjDadkdnDMWWEt6G1WmjQYPHDgQLMc+U+fPn1k2bJlkatz9Dzd58tRISN20gas3n6mSYe5UMd58+ZF5DrydMGCBXLBBRc4PUwbNWpkxtc9kuPw0uTJk+W2224zT4oVKyZTp041Y5hF5ov33Cuedjm1Lhp8jTbUhd7217t373jVlaFDhzqT1d15552iE35EJu1JMmTIkMjVYc/t8qTrdR92cp4ggAACCCCAAAIIIIAAAgh4SiD+lOmeqgqFRQCBTBHQW9i7desWtTg6pqhuX7FiRdhQCrfccoucd955Wfbp27evMzzAhAkTRAON559/vgk0zp49WzQIqb13dYIr96RhWQ6U5Ip0ny/JYsXNVqhQIdMTWntA63i5OiGaDrmgQ17oLWpt2rQxgd9169aZwOXMmTMdex1q4emnn3aCkvaJNJipE6np8TRdeeWVsnnzZjOJhQ4boIHkWOmcc86R2rVrm81e8dSAqo7TpkMr6PAJ3bt3l+uvv97Mtqyvqw8++ECef/55MztzvNeaDtOgP0Q8/PDDohN7dOrUSS666CJp3bq1MdPA+6RJk4y/Xjd7GIcCBQqEcXrFLazQPEEAAQQQQAABBBBAAAEEEMgXAQK8+cLOSRHwt4AGAPVW9mSS3jrVs2dPGTFiRNTsOjPuueee6ww7oEMQ6J876cy406dPlzp16pjVkcEyd95Ey+k+X6LyJLu9VatWxkAnQ7OHstBJvHQYBvdQDO7jHXPMMWY8XQ0CRybtEe0e/1WH0nAPpxGZ3/28evXqToDXS54PPPCACezu2bNHVq9eLTfddJO7Wmb5wQcflF9//VWGDx+eZZu94qGHHjJjvd16660mgBt5DQoWLCia58MPP5QZM2aY3UqUKGHvbh695BZWcJ4ggAACCCCAAAIIIIAAAgikXYAhGtJOzgkRCK6ATkClM9iefPLJJmirt6nrUA1jxozJ0oPUVtJg7ZQpU2TkyJGiAUl30nFKtdfvp59+KjVr1nRvyvFyus+X44JG2bFLly5mqIq77rorrocGYO+991758ssvTQ/fKIdK2SoveWpvW534TIe80CCsnbQO9evXl3HjxokOu6DPE6X+/fvLnDlzRIO8erwyZcpIw4YNpVevXmbyDx36Qnuz20m3u5OX3NzlZhkBBBBAAAEEEEAAAQQQQCD9AgWs8f1C6T8tZ0QAAQRyJqABYe1dqgFdHXdWg8Z5mdJ9vlTVRT/a165dayby2rZtmxkeQGcQ1j+1cwcwU3XOZI7jFU/tvbx06VLZtWuXGeIiOxPLJeOgeVq0aCGff/65uRYa7I0XOPaKW7J1Jx8CCCCAAAIIIIAAAggggEDqBAjwps6SIyGAAAIIBFxAh17QnuU6cZ323I2VdBgIHSN59+7dpnfwqlWrYmVlPQIIIIAAAggggAACCCCAAAJxBRiDNy4PGxFAAAEEEEhe4JNPPpH33nvP7LB48WJp3rx51J11iAYN7mo644wzouZhJQIIIIAAAggggAACCCCAAALJCOTtvc3JlIA8CCCAAAII+ESgWbNmTk0GDhxoxjl2VlgLOnTGSy+9JM8995xZXbhwYbn66qvdWVhGAAEEEEAAAQQQQAABBBBAIFsCDNGQLS4yI4AAAgggEFvgt99+M2P26gR2dqpcubIZrmH//v0m4Ltu3Tp7kzzyyCOigWASAggggAACCCCAAAIIIIAAAjkVIMCbUzn2QwABBBBAIIqATojWr18/mTZtWpSth1dVqlRJnnrqKenRo0fMPGxAAAEEEEAAAQQQQAABBBBAIBkBArzJKJEHAQQQQACBbAqsWLFCpk+fLhrw3bRpk5QqVUqqVq0qHTp0kLPOOksKFWIY/GySkh0BBBBAAAEEEEAAAQQQQCCKAAHeKCisQgABBBBAAAEEEEAAAQQQQAABBBBAAAEEvCDAJGteuEqUEQEEEEAAAQQQQAABBBBAAAEEEEAAAQQQiCJAgDcKCqsQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEvCBDg9cJVoowIIIAAAggggAACCCCAAAIIIIAAAggggEAUAQK8UVBYhQACCCCAAAIIIIAAAggggAACCCCAAAIIeEGAAK8XrhJlRAABBBBAAAEEEEAAAQQQQAABBBBAAAEEoggQ4I2CwioEEEAAAQQQQAABBBBAAAEEEEAAAQQQQMALAgR4vXCVKCMCCCCAAAIIIIAAAggggAACCCCAAAIIIBBFgABvFBRWIYAAAggggAACCCCAAAIIIIAAAggggAACXhAgwOuFq0QZEUAAAQQQQAABBBBAAAEEEEAAAQQQQACBKAIEeKOgsAoBBBBAAAEEEEAAAQQQQAABBBBAAAEEEPCCAAFeL1wlyogAAggggAACCCCAAAIIIIAAAggggAACCEQRIMAbBYVVCCCAAAIIIIAAAggggAACCCCAAAIIIICAFwQI8HrhKlFGBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgigAB3igorEIAAQQQQAABBBBAAAEEEEAAAQQQQAABBLwgQIDXC1eJMiKAAAIIIIAAAggggAACCCCAAAIIIIAAAlEECPBGQWEVAggggAACCCCAAAIIIIAAAggggAACCCDgBQECvF64SpQRAQQQQAABBBBAAAEEEEAAAQQQQAABBBCIIkCANwoKqxBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAS8IEOD1wlWijAgggAACCCCAAAIIIIAAAggggAACCCCAQBQBArxRUFiFAAIIIIAAAggggAACCCCAAAIIIIAAAgh4QYAArxeuEmVEAAEEEEAAAQQQQAABBBBAAAEEEEAAAQSiCBDgjYLCKgQQQAABBBBAAAEEEEAAAQQQQAABBBBAwAsCBHi9cJUoIwIIIIAAAggggAACCCCAAAIIIIAAAgggEEWAAG8UFFYhgAACCCCAAAIIIIAAAggggAACCCCAAAJeECDA64WrRBkRQAABBBBAAAEEEEAAAQQQQAABBBBAAIEoAgR4o6CwCgEEEEAAAQQQQAABBBBAAAEEEEAAAQQQ8IIAAV4vXCXKiAACCCCAAAIIIIAAAggggAACCCCAAAIIRBEgwBsFhVUIIIAAAggggAACCCCAAAIIIIAAAggggIAXBAjweuEqUUYEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCCKAAHeKCisQgABBBBAAAEEEEAAAQQQQAABBBBAAAEEvCBAgNcLV4kyIoAAAggggAACCCCAAAIIIIAAAggggAACUQQI8EZBYRUCCCCAAAIIIIAAAggggAACCCCAAAIIIOAFAQK8XrhKlBEBBBBAAAEEEEAAAQQQQAABBBBAAAEEEIgiQIA3CgqrEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABLwgQ4PXCVaKMCCCAAAIIIIAAAggggAACCCCAAAIIIIBAFAECvFFQWIUAAggggAACCCCAAAIIIIAAAggggAACCHhBgACvF64SZUQAAQQQQAABBBBAAAEEEEAAAQQQQAABBKIIEOCNgsIqBBBAAAEEEEAAAQQQQAABBBBAAAEEEEDACwIEeL1wlSgjAggggAACCCCAAAIIIIAAAggggAACCCAQRYAAbxQUViGAAAIIIIAAAggggAACCCCAAAIIIIAAAl4QIMDrhatEGRFAAAEEEEAAAQQQQAABBBBAAAEEEEAAgSgC/w//MwsFSXJVAQAAAABJRU5ErkJggg==)
Gördüğünüz gibi bütün doğrular y eksenini, \(\theta_0 = -8.476067\)’de kesiyor. Olması gereken de bu. Çünkü, farklı \(\theta_1^{(t)}\) değeleri için çizdireceğiniz doğrularda, \(\theta_1^{(t)}= 0\) olduğunda aşağıdaki denklem \(\theta_0 = -8.476067\)’e eşit olur.
\[ h_\theta (x^{(i)})= \theta_0 + \theta_1^{(t)}x^{(i)} \]
Yeni bir veri seti
İsteseniz siz de, R’daki hazır veri kümelerinden biri olan women verisini kullanarak, doğrusal regresyon analizine devam edin.
dogrusal <-lm(weight ~ height, data=women)
summary(dogrusal)
Call:
lm(formula = weight ~ height, data = women)
Residuals:
Min 1Q Median 3Q Max
-1.7333 -1.1333 -0.3833 0.7417 3.1167
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) -87.51667 5.93694 -14.74 1.71e-09 ***
height 3.45000 0.09114 37.85 1.09e-14 ***
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Residual standard error: 1.525 on 13 degrees of freedom
Multiple R-squared: 0.991, Adjusted R-squared: 0.9903
F-statistic: 1433 on 1 and 13 DF, p-value: 1.091e-14
Son Söz
Veri bilimi ile çalışmanın en güzel taraflarından biri, hiç şüphesiz öğrenmiş olduğunuz bir yapay öğrenme yönteminin biribirinden çok farklı alanlarda, birbirinde çok farklı veri setleri üzerinde çalışabilmesidir. Az önce timsahlar hakkında çalıştık, şimdi ise kadınlar hakkında neden çalışma yapmalıyım :) Çok farklılar gerçekten çok :) Kavga çıkmadan, son sözü söyleyelim. Kadınlar timsah mimsah değildir, kadınlar çiçektir.
Bu çalışmaya atıfta bulunmak isterseniz,
yazabilirsiniz. Teşekkürler
---
title: "Doğrusal Bağlanım"
author: Dr. Uzay Çetin
output: html_notebook
---

Yapay öğrenme'nin belki de ilk dersi Doğrusal Bağlanım (Lineer Regression)'dır. Andrew Ng'nin Coursera'daki [dersinden](https://www.coursera.org/learn/machine-learning/) esinlenerek basit bir çalışma yapacağız. Öncelikle timsahların ağırlığı ile burun uzunluğu arasındaki ilişkiyi tutan bir veriyi inceleyeceğiz. Ağırlık ve uzunluk arasındaki ilişkiyi, doğrusal bir denklem ile açıklayacağız. Bu işe doğrusal bağlanım ya da ingilizce adıyla lineer regression diyoruz. Çalışmamız iki aşamadan oluşuyor.

  * İlk aşamada R'ın hazır lineer regression fonksiyonları kullanacağız.
  * ikinci aşama ise, daha ileri bir seviyede, lineer regression'ın arka planında çalışan *gradient descent* (dereceli iniş) optimizasyon yöntemi ile veriyi açıkladığına inandığımız doğrusal denklemin parametrelerini kendimiz bulacağız.

### Verimizi Oluşturalım
Aşağıdaki veriyi [r-bloggers](https://www.r-bloggers.com/simple-linear-regression-2/)'dan aldım.

```{r}
uzunluk = c(3.87, 3.61, 4.33, 3.43, 3.81, 3.83, 3.46, 3.76,3.50, 3.58, 4.19, 3.78, 3.71, 3.73, 3.78)
agirlik = c(4.87, 3.93, 6.46, 3.33, 4.38, 4.70, 3.50, 4.50,3.58, 3.64, 5.90, 4.43, 4.38, 4.42, 4.25)

timsah = data.frame(uzunluk,agirlik)
```

### Veriyi Çizdirelim

```{r}
plot(agirlik ~ uzunluk, data = timsah,
  xlab = "Burun Uzunluğu",
  ylab = "Ağırlık",
  main = "Central Florida'daki Timsahlar"
)
grid(5, 5, lwd = 2)
```

Veriyi çizdiğimizde, burun uzunluğu ve ağırlık arasında doğrusal bir ilişkiyi saptıyabiliyoruz değil mi? Görünüşe göre, burun uzunluğu arttıkça, ağırlık da artıyor.


### R Hazır İşlevleri ile Doğrusal Bağlanım
R ile bağlanım oldukça kolay. Bunun içinde aşağıdaki gibi `lm()` fonksiyonu kulanılır. `summary()` ile model parametrelerini elde edebiliriz.
```{r}
Kolay.Baglanim = lm(agirlik ~ uzunluk, data = timsah)
summary(Kolay.Baglanim)
```

Burada `lm(agirlik ~ uzunluk, data = timsah)` komutunu kullanıyoruz. `~` işareti bağımlı ve bağımsız değişkenleri birbirinden ayırmak için kullanılır. Yukarıda pekçok bilgi var ama şu aşamada biz aşağıdaki bilgilerle ilgileniyoruz.

```{r}
theta0 = Kolay.Baglanim$coefficients['(Intercept)']
theta1 = Kolay.Baglanim$coefficients['uzunluk']
print(c(theta0, theta1))
```



Paramtrelerimiz şu şekilde,

  *  $\theta_0 = -8.476067$
  *  $\theta_1 = 3.431098$
  
Peşinde olduğumuz matematiksel denklem ise,
$$y = \theta_0 + \theta_1  x $$

Değerleri yerine yazarsak

$$ agirlik =  -8.4761 + 3.4311 * uzunluk$$

Bu doğrusal ilişkiyi verimizle birlikte çizdirelim.

```{r}
plot(agirlik ~ uzunluk, data = timsah,
  xlab = "Burun Uzunluğu",
  ylab = "Ağırlık",
  main = "Central Florida'daki Timsahlar"
)
x = seq(2,6,0.5)
lines(x, (theta0 + theta1 * x), col = "red")
grid(5, 5, lwd = 2)
```

### Ufak Bir Tahmin Yapalım mı?
Artık elimizde, veriyi açıklayan doğrusal denklemin parametreleri olduğuna göre, tahminde bulunabiliriz. Uzunluk 4'e eşitse Ağırlık ne olacaktır?

```{r}
x.nokta = 4
tahmin = as.numeric(theta0 + theta1 * x.nokta)
print(tahmin)
```



```{r}
plot(agirlik ~ uzunluk, data = timsah,
  xlab = "Burun Uzunluğu",
  ylab = "Ağırlık",
  main = "Central Florida'daki Timsahlar"
)
x = seq(2,6,0.5)
lines(x, (theta0 + theta1 * x), col = "red")
# Tahminimizi büyük bir pembe nokta olarak çizelim
points(x.nokta, tahmin, col= 'pink', lwd= 23)
# Noktadan x ve y eksenlerine dik pembe çizgiler indirelim
segments(x.nokta, 0, x.nokta, tahmin, col= 'pink', lty = "dashed")
segments(0, tahmin, x.nokta, tahmin, col= 'pink', lty = "dashed")
grid(5, 5, lwd = 2)
```


## İleri Seviye - Doğrusal Bağlanım 
Bu işi R'ın hazır doğrusal bağlanım fonksiyonunu kullanmadan yapabilir miyiz?


### Model 
Verimizde $x$ bağımsız değişken olmak üzere, $x^{(1)}$ birinci $x$ gözlemimiz,
$x^{(2)}$ ikinci $x$ gözlemimiz, .. $x^{(i)}$ de $i$'inci gözlemimiz olsun.
Aşağıdaki gibi bir modelimiz olduğunu düşünelim.

$$ h_\theta (x^{(i)})= \theta_0 + \theta_1 x^{(i)} $$
Biz en iyi $(\theta_0, \theta_1 )$ değerlerini arıyoruz. Diğer bir ifadeyle, hatayı minimize eden $(\theta_0, \theta_1 )$ değerlerini arıyoruz. 

### Hata Fonksiyonu
Modelimizin ürettiği $i$'inci tahmin $h_\theta(x^{(i)})$ ile gerçek çıktı değeri $y^{(i)}$ arasındaki farkın mümkün olduğunca az olmasını istiyoruz. Bunun için $h_\theta(x^{(i)}) - y^{(i)}$ farklarının karesini minimize eden $(\theta_0, \theta_1 )$ değerlerini arayacağız. Dolayısıyla hata fonksiyonumuz şu şekildedir.


$$
J(\theta_0, \theta_1 ) = \frac{1}{2m}
\sum^m_i \left(h_\theta(x^{(i)}) - y^{(i)} \right)^2
$$
Burdaki 2, türev alındığında sadeleşecek, m ise ortalama hatayı bulmak amacıyla kullanılmıştır. Şimdi, R ile hipotez'imizin hatasını döndüren bir fonksiyon yazalım.


```{r}
hipotez <- function(theta0 = -8.4761, theta1, veri = timsah){
  x = veri[,1] # Bağımsız değişken
  y = veri[,2] # Bağımlı değişken
  m = length(x)
  h = theta0  + x * theta1
  hata = (1 / (2*m)) * sum((h - y)^2) # hatanın hesaplanması 
  return(hata)
}
```

Varsayılan argüman olarak `veri = timsah` dediğimiz için, farklı bir veri kullanmak istemediğimiz sürece timsah verisini tekrar yazmamıza gerek yok. Burada anlatımı basitleştirmek için, $\theta_0 = −8.4761$ kabul ederek yolumuza devam ediyoruz. Aşağıdaki örnekte $\theta_1 = 3$ için hata değerini görüyoruz.

```{r}
hata = hipotez(theta1 = 3)
hata
```

Şimdi Farklı $\theta_1$ değerleri için hata fonksiyonunu çizdirelim.

```{r}
theta.degerleri = seq(0,7,0.05)
hatalar = theta.degerleri * 0
for (i in 1:length(theta.degerleri)){
  hatalar[i] = hipotez(theta1 = theta.degerleri[i])
}
plot(theta.degerleri, hatalar, type = "l", ylab = expression(J(theta[0], theta[1])), xlab=expression(theta[1]), lwd = 3)
grid(5, 5, lwd = 2)
```
Aa, hata fonksiyonumuz bir parabol çıktı. :) Aslında bu oldukça beklenen bir durum, çünkü hata fonksiyonuz $J(\theta_0, \theta_1 )$ gerçekten de ikinci dereceden bir parabol denklemidir. Bu tür bir quadratik denklemin minimum ya da maksimum noktası olacaktır. Biz bu noktayı arıyoruz. Sizce hata fonksiyonumuz, hangi $\theta_1$ değeri için minimum oluyor? Daha önce bulduğumuz $\theta_1 = 3.4311$ değeri olabilir mi?


```{r}
plot(theta.degerleri, hatalar, type = "l", ylab = expression(J(theta[0], theta[1])),    xlab=expression(theta[1]), lwd = 3)
# theta1= 3.4311'den bir dikme çekelim
segments(theta1, 0, theta1, 100, col= 'pink', lty = "dashed", lwd = 3)
grid(5, 5, lwd = 2)
```


## Optimizasyon ile Öğrenmek Arasındaki İnce Çizgi
Optimizasyon ile öğrenmek arasında ince bir çizgi var. Çünkü,
en iyi paramatre değerlerini öğrenmek ile optimizasyon aynı şeydir. $J(\theta_0, \theta_1 )$ hata fonksiyonunu en küçük değerini arıyoruz. Bunu nasıl bulabiliriz? Basitlik açısından, $\theta_0 = −8.4761$ kabul ederek boyut sayısını 3'ten 2'ye indirelim. Farklı $\theta_1$ değerleri için $J(\theta_0, \theta_1 )$'in nerede en küçük değere ulaşacağını bulmaya çalışacağız. Bunun için $J(\theta_0, \theta_1 )$ türevini alıp sıfıra eşitlemek asıl yapılması gereken şeydir. Bilgisayar biz programlamadığımız sürece, kendiliğinden türev alıp minimum noktayı bulamaz. Bilgisayara bu işi nasıl yaptıracağımızı görelim.



### Gradient Descent -Dereceli İniş- Yöntemi
En iyi $\theta_1$ değerini bulmak için rastgele bir değerden başlayıp, türevin tersi yönde adım adım ilerlersek, hedefimize ulaşabiliriz. 

$$\theta_1^{(t+1)} = \theta_1^{(t)} - \alpha \frac{\partial}{\partial \theta_1} J(\theta_0, \theta_1 )$$

Yukarıdaki fonksiyon aracılığı ile, $\theta_1$'in değerini nasıl güncelleyeceğimizi tanımladık. Bu yöntemin adı, dereceli iniş - **gradient descent** - yöntemidir. 
Negatif $\frac{\partial}{\partial \theta_1} J(\theta_0, \theta_1 )$ diyerek,
türevin tersi yönünde (yani akıntı ile birlikte)
$\alpha$ adım (kulaç) büyüklüğü ile ilerliyoruz (yüzüyoruz). Burada dikkat edilmesi gereken nokta, algoritmamızın $J(\theta_0, \theta_1 )$ amaç-hata fonksiyonun türevlenebilir olmasıdır. Ya amaç fonksiyonumuz türevlenebilir olmasaydı ne yapardık? 

  * Heuristic-Sezgisel Yöntemlere (örneğin, Genetik Algoritmalara) başvurmamız gerekirdi. Bu konuyu başka bir yazıya bırakalım.
    * Arşimet banyonda çıkıp, Heuristic kelimesinin fiil hali olan *eureka* (keşfettim) diye bağırmıştır.
    * Sezgisel algoritmalar, en iyi çözümü bulmayı garanti edemez.
    * Sonsuz bir uzayda, en iyi çözümü değil, yeterince iyi bir çözümü arıyor oluruz. Bu bakış açısı çok daha gerçekçidir. (En iyi eşi ya da en iyi işi bulamazsınız, yeterince iyi olanla idare etmelisiniz :) yanılıyor muyum? İsterseniz arayın.. Hayatınızın sonuna kadar arayıp gene de hiç bir şey bulamayabilirsiniz!!)

Neyse bu konuyu kapatıp, biz işimize dönelim. :)

### Kısmi Türevler

Hata fonksiyonun türevini bulalım. 

$$ 
\begin{split}
\frac{\partial}{\partial \theta_j} J(\theta_0, \theta_1 ) 
& = 
\frac{\partial}{\partial \theta_j} 
\left( \frac{1}{2m}\sum^m_i \left(h_\theta(x^{(i)}) - y \right)^2 \right)
\\
& = 
\frac{1}{2m}
\sum^m_i 
\frac{\partial}{\partial \theta_j} 
\left(h_\theta(x^{(i)})  - y \right)^2
\\
& = 
\frac{1}{2m}
\sum^m_i 
\frac{\partial}{\partial \theta_j} 
\left(\theta_0 + \theta_1 x^{(i)}  - y \right)^2
\end{split}
$$


Ufak bir hatırlatma yapalım. Bileşike fonksiyonun türevini nasıl buluyorduk? 
$$
 (f o g)'(x)  = f' \left(g(x) \right) * g'(x)
$$

Buna göre, $\theta_0$'a göre kısmi türev

$$
\frac{\partial}{\partial \theta_0} J(\theta_0, \theta_1 )  
= 
\frac{1}{2m}
\sum^m_i 2 \left(\theta_0 + \theta_1 x^{(i)}  - y \right)
= 
\frac{1}{m}
\sum^m_i \left(h_\theta(x^{(i)}) - y \right)
$$

Sadece $\theta_1$'a göre kısmi türev
$$
\frac{\partial}{\partial \theta_1} J(\theta_0, \theta_1 )  
= 
\frac{1}{2m}
\sum^m_i 2 \left(\theta_0 + \theta_1 x^{(i)}  - y \right)x^{(i)}
= 
\frac{1}{m}
\sum^m_i \left(h_\theta(x^{(i)}) - y \right)x^{(i)}
$$

Bu kısmi türevlere bakıp, hangi $\theta_0$ ve $\theta_1$ değerleri için türevin sıfır yaptığını söyleminiz mümkün mü? Değilse, dereceli iniş yöntemine başvuracağız. Bu arada 2'lerin sadeleştiğini fark ettiniz değil mi?

## Dereceli İniş Yöntemi ile Doğrusal Bağlanım
Dereceli iniş yöntemi, rastgele bir başlangıç noktasından, türevin tersi yönde $\alpha$ adım büyüklüğü ile ilerlemek anlamına geliyor.

`İniş algoritması`
$$\theta_i^{(t+1)} = \theta_i^{(t)} - \alpha 
\frac{\partial}{\partial \theta_i} J(\theta_0, \theta_1 )
$$
 
Şimdi mucizevi bir şekilde doğru  $\theta_0 = −8.4761$ ile başlayıp, en uygun  $\theta_1$'in ne olduğunu bulalım. (Eğitim içeriğini kolaylaştırmak için bunu yaptık. Böylece değişken sayısını azaltarak $J(\theta_0, \theta_1 )$'yi iki boyutlu uzayda göreselleştirebiliyoruz.) Adım büyüklüğümüz $\alpha = 0.043$ olsun. (Neden mi, benim ayak numaram 43 de ondan :) Tabiki bu kadar keyfi, davranmamak gerek. Çok küçük $\alpha$ değerleri minimum noktayı bulmayı geciktirir. Çok büyük $\alpha$ değerleri ise, sizi tam minimumu bulacakken size öyle büyük bir adım attırır ki, diğer tarafa savurabilir. Aşırı uçlarda olmayan bir adım büyüklüğü ile yola devam etmek gerekiyor.
Acaba 
$\theta_1$'in nerden başlatsak? Sıfırdan başlayalım mı?



Yukarıdaki iniş algoritmasında, $\theta_1$ için az önce bulduğumuz kısmi türevi yazalım, 



$$\theta_1^{(t+1)} = \theta_1^{(t)} - \alpha  
\frac{1}{m} 
\sum^m_i \left(h_\theta(x^{(i)}) - y^{(i)} \right) \cdot x^{(i)}$$

Dikkat ederseniz,
her adımda, $1$'den $m$'e kadar eğitim setindeki tüm verilere baktığımız için bu kısmen maliyeti yüksek bir hesaplama işidir.

## Hesaplama

```{r}
# Dereceli İniş Algoritması ile theta1'i güncelleyelim 
dereceli.inis <- function(theta0 = -8.4761, theta1, alpha = 0.043, veri = timsah){
  x = veri[,1] # Bağımsız değişken
  y = veri[,2] # Bağımlı değişken
  h = theta0  + x * theta1
  yeni.theta = theta1 - (alpha/length(x)) * (sum((h - y)*x)) # Dereceli İniş Denklemi
  return(yeni.theta)
}
```

Şimdi $\theta_1^{(1)}= 0$ ile başlayalım. Ve $\theta_1^{(2)}$, $\theta_1^{(3)}$, $\theta_1^{(4)}$ ve .. $\theta_1^{(7)}$ değerlerine bakalım.

```{r}
theta1.1 = 0
theta1.2 = dereceli.inis(theta1 = theta1.1)
theta1.3 = dereceli.inis(theta1 = theta1.2)
theta1.4 = dereceli.inis(theta1 = theta1.3)
theta1.5 = dereceli.inis(theta1 = theta1.4)
theta1.6 = dereceli.inis(theta1 = theta1.5)
theta1.7 = dereceli.inis(theta1 = theta1.6)

th <- c(theta1.1, theta1.2, theta1.3, theta1.4, theta1.5, theta1.6, theta1.7)
print(th)
```

Şimdi bu $\theta_1$ değerleri için hataları hesaplayalım.

```{r}
th.hata <- th * 0
for(i in 1:length(th)){
  th.hata[i] <- hipotez(theta1 = th[i])
}
th.hata
```

Nispeten büyük bir hata ile başladık ama çok hızlı bir biçimde, hata azalarak sıfıra kadar indi. Şimdi olan biteni görselleştirelim.





```{r}
# İkili Çizim
par(mfrow=c(1, 2))
# Soldaki Çizim
plot(agirlik ~ uzunluk, data = timsah,
  xlab = "Burun Uzunluğu",
  ylab = "Ağırlık",
  ylim = c(-10,10),
  main = "Central Florida'daki Timsahlar"
)
grid(5, 5, lwd = 2)

x = seq(2,6,0.5)
renkler <- c("red", "orange","gold","green", "blue", "magenta","purple")
for(i in 1:length(th)){
  h = -8.4761  + x * th[i]
  lines(x, h, col = renkler[i],lwd=2)
}

# Sağdaki Çizim
plot(theta.degerleri, hatalar, type = "l", ylab = expression(J(theta[0], theta[1])),    xlab=expression(theta[1]), main = "Hata Değeri")
points(th, th.hata, col = renkler, lwd= 5)
grid(5, 5, lwd = 2)

```
### Yorum
Yukarıdaki görseller ne olup bittiğini anlamak adına çok faydalı. Solda veriyi açıklayan denklemleri ve sağda ise o denklemlerin hatalarını görüyoruz. $\theta_1^{(1)} = 0$ başlangıç durumu soldaki görselde kırmızı renkli doğruya karşılık geliyor. Bu sağdaki görselde de, hata fonksiyonu üzerinde, kırmızı nokta ile gösterilmiş. Dikkat ederseniz hata oldukça fazla. Sonraki adımda ise, dereceli iniş yöntemi ile elde ettiğimiz yeni $\theta_1^{(2)} = 2.092017$ değeri turuncu renkle gösterilmiş. Algoritmayı tekrarlı bir biçimde çalıştırarak her adımda, daha az hata yapan bir $\theta_1^{(t)}$ elde ediyoruz, ta ki hata sıfır olana kadar. Bu sağdaki resimde, hata fonksiyonunu gösteren parabolün minimum noktasına gelmek anlamına geliyor. Biz yedinci 
tekrarda, $\theta_1^{(7)} = 3.418982$ bulduk. Ve orada bıraktık. Böylece, sağdaki parabolde, mor renkli noktaya vardık. Nerdeyse minimumdayız. 



### $\theta_0$ Nerede?
$\theta_0 = -8.476067$ görmek isteseniz, soldaki resimde x ve y eksenleri ile biraz oynamamız gerekir.

```{r}
# İkili Çizim
par(mfrow=c(1, 2))
# Soldaki Çizim
plot(agirlik ~ uzunluk, data = timsah,
  xlab = "Burun Uzunluğu",
  ylab = "Ağırlık",
  xlim = c(-1,5),
  ylim = c(-10,10),
  main = "Central Florida'daki Timsahlar",
  lwd = 6
)
grid(5, 5, lwd = 2)

x = seq(-1,6,0.5)
renkler <- c("red", "orange","gold","green", "blue", "magenta","purple")
for(i in 1:length(th)){
  h = -8.4761  + x * th[i]
  lines(x, h, col = renkler[i],lwd=2)
}

# Sağdaki Çizim
plot(theta.degerleri, hatalar, type = "l", ylab = expression(J(theta[0], theta[1])),    xlab=expression(theta[1]), main = "Hata Değeri")
points(th, th.hata, col = renkler, lwd= 5)
grid(5, 5, lwd = 2)
```
Gördüğünüz gibi bütün doğrular y eksenini, $\theta_0 = -8.476067$'de kesiyor. Olması gereken de bu. Çünkü, farklı $\theta_1^{(t)}$ değeleri için çizdireceğiniz doğrularda, $\theta_1^{(t)}= 0$ olduğunda aşağıdaki denklem $\theta_0 = -8.476067$'e eşit olur.


$$ h_\theta (x^{(i)})= \theta_0 + \theta_1^{(t)}x^{(i)} $$


## Yeni bir veri seti
İsteseniz siz de, R'daki hazır veri kümelerinden biri olan **women** verisini kullanarak, doğrusal regresyon analizine devam edin. 

```{r}
dogrusal <-lm(weight ~ height, data=women)
summary(dogrusal)
```
### Son Söz
 
Veri bilimi ile çalışmanın en güzel taraflarından biri, hiç şüphesiz öğrenmiş olduğunuz bir yapay öğrenme yönteminin biribirinden çok farklı alanlarda, birbirinde çok farklı veri setleri üzerinde çalışabilmesidir. Az önce timsahlar hakkında çalıştık, şimdi ise kadınlar hakkında neden çalışma yapmalıyım :) Çok farklılar gerçekten çok :) Kavga çıkmadan, son sözü söyleyelim. Kadınlar timsah mimsah değildir, kadınlar çiçektir.


<hr>
Bu çalışmaya atıfta bulunmak isterseniz,

  * Uzay Çetin, R ile Doğrusal Bağlanım, https://uzay00.github.io/kahve/notebooks/DogrusalBaglanim.nb.html, 2017
  
yazabilirsiniz. Teşekkürler