# Transformações da variável independente

Neste notebook avaliaremos algumas transformações na variável independente. São elas:

1. Deslocamento no tempo
2. Reflexão no tempo
3. Mudança de escala no tempo

Vamos analisar então uma por uma com alguns exemplos.

```python
# importar as bibliotecas necessárias
import numpy as np
import matplotlib.pyplot as plt
```

## 1. Deslocamento no tempo

Seja um sinal $x(t)$. O deslocamento no tempo é expresso por $x(t \pm t_0)$, sendo $t_0$ o deslocamento no tempo.

Para um $t_0$ positivo, $x(t-t_0)$ representa uma versão ***atrasada*** (ou deslocada para a ***direita***) de $x(t)$

Para um $t_0$ positivo, $x(t+t_0)$ representa uma versão ***adiantada*** (ou deslocada para a ***esquerda***) de $x(t)$

A mesma lógica se aplica a um sinal discreto $x[n]$. Para um $n_0$ inteiro e positivo, $x[n-n_0]$ representa uma versão ***atrasada*** (ou deslocada para a ***direita***) de $x[n]$. Para um $n_0$ inteiro e positivo, $x[n+n_0]$ representa uma versão ***adiantada*** (ou deslocada para a ***esquerda***) de $x[n]$.

Vamos trabalhar inicialmente em um sinal $x(t)$: a função sigmoide. Ela é muito conhecida em aprendizado de máquina e é definida por:

\begin{equation}
x(t) = \frac{1}{1+\mathrm{e}^{-t}}
\end{equation}

```python
# Sinal
t = np.linspace(-20, 20, 1000) # vetor temporal
xt = 1/(1+np.exp(-t))

# Sinal deslocado
t_0 = -5 # deslocamento temporal
xt_des = 1/(1+np.exp(-(t-t_0)))

# Figura
plt.figure()
plt.title('Sinais original e deslocado')
plt.plot(t, xt, '-b', linewidth = 2, label = 'Original')
plt.plot(t, xt_des, '-r', linewidth = 2, label = 'Deslocado')
plt.legend(loc = 'best')
plt.grid(linestyle = '--', which='both')
plt.xlabel('Tempo [s]')
plt.ylabel('Amplitude [-]')
plt.tight_layout()
plt.show()

```

### O que se passa com uma função cossenoidal?

Se $x(t) = \mathrm{cos}(2  \pi f t) = \mathrm{cos}(\omega t)$,

O que $x(t-t_0)$ se torna?

Notamos que:

\begin{equation}
x(t-t_0) = \mathrm{cos}(\omega (t-t_0)) = \mathrm{cos}(\omega t- \omega t_0))
\end{equation}
em que $\phi = \omega t_0$ é chamado de fase do sinal. Vamos olhar 3 aspectos dessa questão:

1. Um deslocamento temporal é um deslocamento de fase. É uma questão semântica e frequentemente falamos de fase quando estamos trabalhando no domínio da frequência. A fase está relacionada com o "valor de início do meu cosseno".

2. O que acontece quando deslocamos o cosseno de $\phi = \pi/2$?

3. O que acontece quando damos um mesmo deslocamento temporal em duas frequências diferentes.

```python

```

```python
# Sinal
t = np.linspace(-1, 1, 1000) # vetor temporal
freq = 1
w = 2*np.pi*freq
xt = np.cos(w*t)

# Sinal deslocado
t_0 = 0.25 # deslocamento temporal
phi = w*t_0 #np.pi/2
xt_des = np.cos(w*t - phi)

# Figura
plt.figure()
plt.title('Sinais original e deslocado')
plt.plot(t, xt, '-b', linewidth = 2, label = 'Original')
plt.plot(t, xt_des, '-r', linewidth = 2, label = 'Deslocado')
plt.legend(loc = 'best')
plt.grid(linestyle = '--', which='both')
plt.xlabel('Tempo [s]')
plt.ylabel('Amplitude [-]')
plt.tight_layout()
plt.show()
```

## 2. Reflexão no tempo

Seja um sinal $x(t)$. A reflexão no tempo é expressa por $x(-t)$. Isto é um espelhamento do sinal em torno do eixo $y$, ou seja, o sinal seria reproduzido ao contrário.

```python
# Sinal
t = np.linspace(-20, 20, 1000) # vetor temporal
xt = 1/(1+np.exp(-t))

# Sinal refletido
xt_ref = np.flip(xt) # o método flip é usado para refletir o sinal

# Figura
plt.figure()
plt.title('Sinais original e refletido')
plt.plot(t, xt, '-b', linewidth = 2, label = 'Original')
plt.plot(t, xt_ref, '-r', linewidth = 2, label = 'Refletido')
plt.legend(loc = 'best')
plt.grid(linestyle = '--', which='both')
plt.xlabel('Tempo [s]')
plt.ylabel('Amplitude [-]')
plt.tight_layout()
plt.show()
```

## 3. Mudança de escala no tempo

Seja um sinal $x(t)$. A mudança de escala no tempo é expressa por $x(a  t)$, sendo $a>0$ um número positivo.

Se $0 < a < 1$, então $x(at)$ é uma versão ***alongada*** de $x(t)$ e, portanto, reproduzida com ***menor*** velocidade.

Se $a > 1$, então $x(at)$ é uma versão ***encurtada*** de $x(t)$ e, portanto, reproduzida com ***maior*** velocidade.

```python
# Sinal
t = np.linspace(-10, 10, 1000) # vetor temporal
xt = 1/(1+np.exp(-t))

# Sinal em outra escala
a = 0.5
xt_esc = 1/(1+np.exp(-a*t))

# Figura
plt.figure()
plt.title('Sinais original e refletido, with a = '+ str(a))
plt.plot(t, xt, '-b', linewidth = 2, label = 'Original')
plt.plot(t, xt_esc, '-r', linewidth = 2, label = 'Mud. de escala')
plt.legend(loc = 'best')
plt.grid(linestyle = '--', which='both')
plt.xlabel('Tempo [s]')
plt.ylabel('Amplitude [-]')
plt.tight_layout()
plt.show()
```

### O que se passa com uma função cossenoidal?

Se $x(t) = \mathrm{cos}(2  \pi f t) = \mathrm{cos}(\omega t)$,

$x(at)$ se torna um sinal com frequência diferente.

```python
# Sinal
t = np.linspace(0, 2, 1000) # vetor temporal
freq = 1
w = 2*np.pi*freq
xt = np.cos(w*t)

# Sinal com escala diferente
a = 0.5
xt_esc = np.cos(w*(a*t))

# Figura
plt.figure()
plt.title('Sinais original e com escala diferente')
plt.plot(t, xt, '-b', linewidth = 2, label = 'Original')
plt.plot(t, xt_esc, '-r', linewidth = 2, label = 'Mud. de escala')
plt.legend(loc = 'best')
plt.grid(linestyle = '--', which='both')
plt.xlabel('Tempo [s]')
plt.ylabel('Amplitude [-]')
plt.tight_layout()
plt.show()
```

```python
import sounddevice as sd
fs = 44100
t = np.linspace(0, 1, fs) # vetor temporal
freq = 1000
a = 0.5
w = 2*np.pi*freq
xt = np.sin(w*a*t)

sd.play(xt, fs)
```

```python
import IPython.display as ipd
ipd.Audio(xt, rate=fs) # load a NumPy array
```

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0yyu7mGwaLJBdKk2nPjZ+x09ZD+rAe/ELwZmCJHK74z8jvYQ2VLkVJSWZ5fb2W7an1vrnNJd0p6q3xqfoV/+3/Kf/R+eH1ae5t4QHVNccZssmcXYv1bbFVsTgVHQz8uN9IuOSZuHX0UcgtXAjv5JvAm50bektUVzdvE7bxWtSCuVKf8oB+bxZX1kLWMC4n7hYqDu4GPgAmAKYDwgFuCaYQYh2SKSY7BkseXVZ1io+ip3rA7uPW/AchX0OvYseGf6qjzwvzeBfQO9xfaIJMpFjJYOk5C7kkuUQRYaV5SZLlpl27mcp92vnk/fB9+Wn/xf+F/K3/QfdJ7M3n2dSFyt22+aD5jPF3CVtdPhEjTQM44fzDxJy8fRRY+DSUECfvx8ezoBeBH17/OdsZ4vs+2ha+kqDSiPpzKlt6RgY25iYqG+YMKgr6AF4AWgLuABoL0g4SGsYl3jdORvpYxnCailah1r762Zr5jxqvONNfx39jo3PH0+hAEKQ0wFhsf3SdsMLs4wUBzSMZPs1YuXTFjsmisbRdy7nUsec17zX0pf+B/8X9cfyJ+RHzEead273KibsVpX2R3XhRYPlH/SWBCazoqMqcp7yAMGAkP8wXX/L3zs+rF4f/Ya9AUyAfATLjvsPipcaNindOXzJJSjmyKH4dvhF+C8oArgAmAjYC3gYWD9YUDiayM65C5lRKb7qBFpxCuRbXbvMjEAs1/1TLeEucR8Cb5QgJdC2kUWh0lJr8uGzcxP/RGW05cVe9bCmKmZ7tsQ3E4dZR4VHt0ffF+yX/7f4d/bX6wfFB6UXe3c4hvx2p7ZaxfYVmhUnZL6UMEPNEzWyutItEZ1BDBB6X+ifV87IfjuNoZ0rbJmcHNuVyyUKuzpIue45jAkyqPJou6h+qEu4ItgUWAAoBmgG+BHYNthVyI54sIkLqU+Jm7n/qlr6zPs1O7MMNcy8zTddxN5UfuWfd0AJAJoBKXG2skDy15NZ09cUXsTAJUq1reYJRmxGtpcHt09nfVehV9s36rf/9/q3+yfhV91Xr1d3p0Z3DDa5Jm3WCpWgBU6kxwRZs9dzUNLWkklRueEo4JcgBW90XuS+Vz3MnTWcsuw1G7zrOtrPmluZ/3mbmUB5Dmi1uIbIUdg2+BZoACgEWALoG7guuEu4cniyuPwZPkmI2etKRSq16yz7mbwbjJG9K62orjfuyM9af+wwfWENMZryJdK9QzBzzrQ3hLo1JiWa5ffWXIaolvuHNSd1B6sHxufod/+3/Jf/F+dH1Ue5N4N3VCcbpspGcIYu1bW1VZTvJGLz8ZN7wuIyZYHWYUWwtAAiT5D/AP5zDefNUAzcbE2bxDtQ6uRKfsoBGbuJXpkKuMAon0hYWDt4GNgAmAK4DygF+Cb4Qgh22KU47NktWXZJ1zo/qp8bBOuAnAFsht0AHZyOG26r/z2fz2BQwPDhjxIKkpLDJtOmJCAUpAURVYeF5hZMdpo27wcqh2xXlFfCN+XX/xf+B/KX/Mfcx7K3ntdRZyq22xaC9jLF2xVsVPcUi/QLk4aTDbJxkfLhYnDQ4E8fra8dXo7t8x16nOYcZkvry2c6+TqCSiL5y8ltKRdo2wiYOG9IMGgruAFoAXgL6ACoL6g4uGuomCjd+Ry5ZAnDaipqiHr9G2er54xsHOStcH4O7o9PEL+ygEQA1HFjIf8yeBMNA41UCGSNlPxFY+XT9jwGi4bSJy93U0edN70X0sf+F/8X9afx5+Pny9eZ525XKWbrhpUWRnXgNYLFHsSUxCVjoUMpEp2CD1F/IO3AW//KbznOqv4ejYVdD/x/O/ObjcsOepYaNTncaXwJJIjmOKF4dphFqC74ApgAmAkIC7gYuD/IUMibaM9pDGlSCb/qBWpyKuWLXvvN3EGM2V1UneKOcp8D35WgJ0C4AUcR07JtQuMDdFPwdHbU5uVf9bGWKzZ8dsTnFBdZx4Wnt5ffR+yn/7f4V/an6qfEl6SXetc3xvumptZZ1fUFmPUmNL1kPwO7wzRSuWIroZvRCpB43+cvVl7HHjotoD0qDJhMG5uUqyP6uipHye1Zizkx+PHIuyh+SEtoIqgUOAAoBogHOBIoN0hWSI8IsTkMeUB5rKnwumwazis2e7RMNxy+LTjNxk5V7ucPeMAKgJtxKuG4EkJS2ONbI9hUX+TBNUu1ruYKJm0Wt0cIV0/nfcehp9tn6tf/5/qn+vfhB9znrtd3B0XHC2a4RmzWCZWu5T10xcRYc9YjX3LFIkfhuGEncJWwA/9y7uNOVd3LTTRMsZwz27u7ObrOilqp/pmayU+4/ci1OIZoUXg2yBZIACgEeAMYHAgvGEw4cwizaPzpPymJyexaRkq3Gy4rmvwc3JMdLQ2qDjleyj9b7+2gftEOoZxSJzK+kzGzz/Q4tLtVJzWb1fi2XVapRvwnNad1d6tXxxfol//H/If+5+b31Ne4x4LXU3ca1sl2f5Yd1bSVVHTt9GGj8EN6cuDCZBHU8UQwspAgz5+O/45hneZtXrzLHExbwwtfytM6fdoAKbq5XekKGM+ojthX+Ds4GLgAiALID1gGSCdYQoh3eKXo7ZkuKXc52DowuqA7FhuB3AK8iC0BfZ3uHN6tfz8PwNBiMPJRgIIb8pQTKCOnZCFEpSUSZYiF5vZNRpr276crB2zHlKfCZ+X3/yf99/Jn/IfcZ7JHnkdQtyn22jaCBjHF2gVrJPXkirQKQ4VDDFJwIfFxYPDfcD2vrD8b7o2N8b15TOTMZQvqm2Ya+CqBSiIZyvlsaRbI2niXuG7oMBgrmAFYAYgMCADoIAhJKGw4mMjeuR2JZOnEait6iZr+S2jr6NxtbOYNce4AXpC/Ii+z8EVw1eFkgfCiiXMOU46UCZSOtP1VZOXU5jzWjEbSxyAHY7edl71X0uf+J/8H9Yfxp+OXy2eZV22nKKbqtpQmRXXvJXGlHZSThCQTr/MXspwiDeF9sOxQWo/I/zheqY4dLYP9Dqx96/JrjKsNWpUaNEnbiXtJI9jlqKEIdjhFaC7YAogAqAkoC/gZCDA4YVicCMApHTlS+bDaFnpzSua7UDvfHELc2r1V/eP+dA8FX5cQKLC5cUhx1SJuouRjdZPxtHgE5/VQ9cKGLBZ9NsWHFKdaR4YXt9ffd+zH/7f4N/Zn6lfEJ6QHejc3FvrWpfZY1fP1l+UlFLwkPbO6czLyuAIqMZphCSB3b+W/VO7Frji9rt0YvJcMGmuTeyLauSpG2ex5inkxSPE4uqh96EsYIngUKAA4BqgHaBJ4N6hW2I+osekNSUFZranxym0qz1s3q7WcOGy/jTotx75XXuh/ejAL8JzhLFG5gkOy2jNcY9mUURTSVUzFr9YLBm3Wt/cI50Bnjjeh99uX6vf/5/qH+sfgt9yHrld2d0UXCqa3ZmvmCIWt1TxExIRXI9TDXhLDwkZxtvEl8JQwAo9xfuHeVG3J7TL8sFwyq7qLOKrNilm5/bmaCU8I/Si0uIX4USg2iBYoACgEiANIHFgviEy4c6i0GP2pMAmaue1aR1q4Oy9rnDweLJR9Ln2rfjrOy69db+8gcEEQEa3CKJK/4zMDwTRJ5Lx1KEWc1fmWXiaqBvzHNjd156u3x1fot//H/Gf+t+an1He4R4JHUscaFsiWfqYc1bOFU0TstGBj/vNpEu9iUqHTgULAsRAvX44e/h5gPeUNXVzJ3EsbwdteqtIqfNoPSanpXSkJeM8YjmhXqDr4GJgAiALYD4gGiCfIQvh4CKaY7mkvCXgZ2ToxyqFbF1uDHAQMiY0C3Z9eHk6u7zCP0kBjoPPBgeIdYpVzKWOopCJ0pkUTdYmF5+ZOFpu24Fc7l203lQfCp+YX/zf95/I3/DfcB7HHnbdQFyk22WaBJjDF2OVqBPSkiXQI84PjCvJ+seABb4DN8Dw/qs8afowd8F137OOMY8vpa2T69xqAWiEpyilrqRYo2eiXSG6IP9gbaAFIAYgMOAEoIGhJqGy4mXjfeR5ZZdnFWiyKirr/e2or6ixuzOdtc14BzpIvI6+1YEbw11Fl8fICisMPo4/UCsSP1P5lZeXV1j2mjQbTdyCXZDed572X0xf+N/739VfxZ+M3yveYx20HJ/bp5pNGRHXuFXCFHGSSRCLDrpMWUpqyDHF8QOrQWR/HfzbuqB4bzYKtDVx8q/Eri4sMSpQaM2nauXqJIyjlGKCIddhFKC6oAngAqAlIDDgZaDCoYdicuMDZHglT2bHaF4p0aufrUWvQbFQs3B1XbeVudX8Gz5iAKjC64Unh1oJgAvWzduPy5Hkk6QVR9cN2LPZ+BsY3FUdax4Z3uCffp+zX/6f4F/Yn6gfDt6OHeZc2VvoGpRZX5fL1lsUj5LrkPHO5EzGStpIowZjhB7B1/+RPU27EPjddrY0XbJXMGSuSWyHKuCpF6euZibkwmPCYuih9eErIIkgUCAA4BsgHqBLIOBhXWIBIwqkOGUI5rpnyym5KwItI67bcObyw3UuNyR5Y3unve6ANYJ5RLcG64kUS24Nds9rEUkTTdU3FoMYb5m6muKcJh0DnjpeiR9vX6wf/5/pn+ofgZ9wXrdd110RnCda2hmr2B4WstTskw1RV49NzXLLCUkURtYEkgJLAAQ9wDuBuUw3IjTGsvwwha7lbN4rMeli5/NmZOU5Y/Ii0KIWIUNg2WBYIACgEqAN4HJgv6E04dEi0yP55MOmbqe5aSHq5ayCbrYwffJXNL92s7jw+zS9e3+CQgcERga8iKfKxQ0RDwnRLFL2FKUWdxfp2Xvaqtv1nNrd2V6wHx5fo1//H/Ff+h+Zn1Be3x4GnUhcZVse2fbYbxbJlUiTrhG8j7aNnsu4CUTHSEUFQv6Ad74yu/L5uzdOtXAzIjEnbwKtditEae+oOaakZXHkI2M6YjfhXWDrIGHgAeALoD7gG2CgoQ3h4mKdI7ykv6XkJ2joy6qKLGIuEXAVciu0ETZDOL76gX0H/08BlEPUxg1IewpbDKrOp5COkp2UUhYp16MZO5pxm4Pc8J223lVfC5+ZH/zf91/IX+/fbp7FXnSdfZxhm2IaANj/Fx9Vo5PN0iDQHo4KTCYJ9Ue6RXhDMgDq/qU8ZDoq9/v1mnOI8YovoO2Pa9gqPWhBJyUlq6RV42ViW2G4oP5gbSAE4AZgMWAF4ILhKGG1ImhjQOS85ZrnGWi2ai+rwu3tr63xgLPjNdL4DPpOfJR+24Ehg2MFnYfNijCMA85EUHASA9Q91ZuXWtj6GjcbUFyEnZKeeR73n0zf+R/739TfxJ+LXyoeYR2xnJzbpFpJWQ4XtBX9lCzSRBCGDrUMU8plSCwF6wOlgV5/GDzV+pr4abYFNDAx7a//7elsLOpMaMnnZ2Xm5IojkiKAIdXhE2C54AmgAuAloDHgZuDEYYmidWMGZHtlUybLaGJp1iukbUqvRvFWM3X1Yzebedu8IP5oAK6C8UUtR1+JhUvcDeCP0JHpU6iVTBcRmLcZ+xsbnFddbN4bXuGff1+zn/6f39/X36afDR6L3ePc1pvk2pCZW5fHllaUitLmkOyO3wzAytTInUZdxBkB0f+LPUf7CzjX9rC0WHJR8F/uRKyCqtxpE+eq5iOk/6OAIuah9GEp4IhgT+AA4BtgH2BMoOIhX2IDow1kO6UMZr5nz2m9qwbtKK7gsOxyyPUz9yo5aTutvfSAO0J/BLyG8QkZi3ONe89wEU2TUhU7VobYcxm9muVcKJ0F3jweil9wH6yf/5/pX+lfgF9unrVd1N0O3CQa1pmoGBnWrlTn0whRUk9IjW1LA8kOhtBEjEJFQD59ujt7+QZ3HLTBMvcwgK7g7NmrLelfJ+/mYaU2o++izqIUoUIg2GBX4ACgEuAOoHOggWF24dNi1eP85Mbmcme9qSYq6iyHbrswQzKctIT2+Xj2uzp9QT/IAgzES8aCSO1Kyk0WTw7RMRL6lKlWexftmX7arZv4HN0d2x6xXx8fo9//H/Df+V+YX06e3R4EXUWcYhsbWfMYaxbFVUPTqRG3T7FNmUuyiX9HAoU/grjAcb4su+05tbdJNWqzHPEibz3tMatAKeuoNeahJW7kIOM4IjYhW+DqIGFgAeAL4D+gHGCiIQ/h5KKfo7+kguYn52zoz+qOrGcuFrAa8jE0FrZIuIS6xz0Nv1TBmgPahhLIQIqgjLAOrJCTUqIUVlYt16aZPtp0m4Zc8t24nlbfDJ+Zn/0f9x/Hn+7fbR7DXnJdexxem17aPRi7FxsVnxPJEhuQGU4EzCCJ74e0hXKDLEDlPp98XnolN/Z1lPODsYUvnC2K69PqOWh9ZuHlqKRTY2MiWaG3YP1gbGAE4AagMiAG4IRhKiG3YmsjQ+SAJd6nHWi6qjQrx63yr7MxhfPotdi4ErpUPJo+4UEnQ2jFowfTCjYMCQ5JkHTSCJQCFd+XXpj9WjobUxyG3ZSeep74n02f+V/7n9Rfw5+KHygeXt2u3JnboNpF2QoXr9X5FCgSfxBAzq+MTkpfiCZF5UOfwVi/EnzQOpU4ZDY/s+rx6K/7LeTsKKpIaMYnZCXj5Idjj6K+YZRhEmC5IAlgAyAmIDLgaGDGYYvid+MJZH7lVqbPKGap2qupLU+vTDFbc3t1aPehOeF8Jv5twLRC9wUyx2UJisvhTeWP1VHt06zVUBcVWLqZ/hseXFmdbt4c3uLfQB/0H/5f31/W36VfC16J3eFc05vhmo0ZV5fDVlIUhhLhkOdO2cz7So8Il8ZYBBMBzD+FfUI7BbjSNqs0UzJM8FruQCy+aphpECenpiCk/OO94qSh8uEo4IegT6AA4BvgIGBN4OPhYaIGIxBkPqUP5oIoE6mCK0ttLa7l8PGyznU5dy/5bvuzffpAAUKExMJHNskfC3jNQM+00VJTVpU/VoqYdlmA2ygcKt0H3j2ei59w360f/5/o3+ifvx8tHrMd0l0L3CEa0xmkGBXWqhTjEwNRTU9DTWgLPkjIxsqEhoJ/v/i9tHt2OQD3FzT78rHwu+6cLNVrKalbZ+xmXqUzo+1izKIS4UDg16BXYACgE2APoHTgguF44dXi2KPAJQpmdmeBqWqq7uyMboBwiHKiNIq2/vj8ewA9hz/OAhKEUYaHyPLKz40bTxORNZL/FK2WftfxGUIa8Jv6nN8d3N6ynyAfpF//X/Cf+J+XH00e2x4CHULcXxsYGe9YZxbBFX9TZFGyT6wNlAusyXmHPMT5grLAa/4m++d5r/dDtWVzF/EdrzktLWt8KaeoMmad5WwkHmM2IjRhWqDpIGDgAeAMYABgXaCjoRGh5yKiY4KkxmYrp3Do1CqTLGvuG7AgMjZ0HDZOeIp6zT0Tv1qBn8PgBhiIRgqlzLVOsZCYEqaUWpYx16pZAhq3m4jc9N26XlgfDZ+aH/1f9t/G3+2fa57BnnAdeFxbm1uaOVi3FxbVmlPEUhaQFA4/S9sJ6ceuxWyDJkDffpm8WLoft/D1j7O+cUAvly2Ga8+qNWh55t6lpeRQ42DiV6G14Pxga+AEoAbgMqAH4IXhLCG5om2jRuSDpeJnIWi+6jirzG33r7gxi3PuNd44GHpaPKA+5wEtA26FqMfYijtMDk5OkHmSDRQGVeOXYljA2n0bVZyJHZZefB75n05f+Z/7X9Ofwp+InyZeXJ2sXJbbnZpCGQYXq5X0lCNSehB7jmpMSMpZyCCF34OZwVL/DLzKeo94XnY6c+Xx46/2LeBsJCpEKMJnYKXg5ISjjWK8YZLhESC4oAkgAyAm4DPgaaDIIY3iemMMJEIlmibTKGqp3yut7VSvUTFg80D1rnem+ec8LL5zgLoC/MU4h2rJkEvmjeqP2hHyk7FVVBcZGL4ZwRthHFwdcN4eXuQfQN/0X/5f3t/V36QfCZ6Hnd7c0NveWomZU9f/Fg2UgVLc0OJO1Ez1yomIkgZSRA1Bxn+/vTx6//iMtqW0TfJH8FYue2x6KpRpDGekJh1k+iO7YqKh8SEnoIbgTyABIBxgISBPIOWhY6IIoxMkAeVTZoXoF6mGa1AtMm7q8Pby0/U/NzW5dLu5PcAARwKKhMgHPEkki34NRg+50VbTWtUDls6YedmD2yrcLV0J3j9ejN9xn61f/5/oX+efvd8rXrEd0B0JHB3az5mgWBGWpZTekz6RCA99zSKLOIjDBsTEgIJ5//L9rrtwuTs20bT2sqzwtu6XbNDrJWlXZ+jmW2Uw4+riyqIRIX+glqBW4ACgE6AQYHYghKF64dgi22PDJQ3meieF6W7q86yRLoVwjfKntJA2xLkCO0X9jP/TwhhEVwaNiPhK1Q0gjxiROlLDlPGWQtg0mUVa81v9HOEd3l6z3yDfpN//X/Bf95+WH0ue2R4/nQAcW9sUmeuYYxb8lTqTX1GtT6bNjounSXPHNwTzwq0AZj4hO+G5qnd+NSAzErEYrzRtKOt36aPoLuaapWkkG+Mz4jLhWWDoYGBgAaAMoAEgXqClIROh6WKlI4XkyaYvZ3Uo2KqX7HCuILAlcjv0IbZUOJA60v0Zf2BBpcPlxh4IS4qrDLpOtpCc0qsUXtY1163ZBVq6W4tc9x28HlmfDp+an/1f9p/GH+yfah7/ni3ddZxYm1gaNZizFxKVldP/UdGQDs46C9WJ5EepBWbDIIDZfpP8UzoZ9+t1ijO5MXsvUm2B68tqMWh2JttlouROI17iVeG0YPtgayAEYAcgM2AI4IdhLeG74nBjSeSG5eYnJWiDKn0r0S38771xkLPz9eP4Hjpf/KX+7QEyw3RFrkfeCgDMU05TkH5SEZQKleeXZdjEGkAbmFyLXZgefZ76n07f+d/7H9MfwZ+HHySeWl2p3JPbmlp+WMIXp1XwFB6SdRB2TmTMQ0pUSBrF2cOUAUz/BrzEuon4WPY08+Cx3m/xbdvsH+pAKP6nHWXd5IIjiyK6oZFhECC34AjgA2AnYDSgayDJ4ZAifOMPJEVlnebXKG7p46uyrVmvVnFmM0Z1tDesue08Mn55gIADAoV+R3BJlcvrze/P3xH3E7WVWBcc2IFaBFtjnF5dct4gHuUfQZ/0n/5f3l/VH6KfB96FndxczdvbGoXZT9f61gkUvJKX0N0OzwzwSoPIjEZMhAeBwH+5/Ta6+jiHNqB0SLJCsFEudux1qpApCKegphpk92O5IqDh76EmYIYgTuABIBzgIiBQYOchZeILIxXkBSVW5onoG+mK61TtN27wMPxy2XUEt3t5enu/PcYATMKQRM3HAclqC0NNiw++0VuTX1UHltJYfVmHGy2cL50L3gDezh9yX63f/5/n3+bfvJ8pnq8dzZ0GXBqazBmcmA2WoRTZ0zmRAw94jR0LMwj9Rr8EesIz/+z9qPtq+TW2zDTxcqewse6S7MxrIWlTp+VmWCUuI+hiyKIPoX5gleBWYACgFCARIHdghiF84dqi3iPGZRFmfeeJ6XNq+CyWLoqwkzKtNJX2ynkIO0v9kr/Zgh4EXMaTCP3K2k0lzx2RPxLH1PXWRpg4GUia9hv/nONd4B61XyHfpV//X+/f9t+U30ne1x49XT1cGNsRGefYXtb4VTYTWpGoD6GNiQuhyW4HMUTuAqdAYD4be9v5pLd4tRqzDXETry+tJGtzqZ/oK2aXZWZkGWMx4jEhV+DnYF+gAaAM4AHgX+CmoRWh66Kn44jkzSYzJ3ko3OqcbHWuJbAqsgF0Z3ZZ+JX62L0fP2ZBq4PrhiPIUQqwjL+Ou1Chkq+UYxY5l7GZCJq9W44c+V293lrfD5+bX/2f9l/Fn+ufaJ79nitdcxxVm1SaMdivFw4VkVP6kcyQCY40i9AJ3oejRWEDGsDTvo48TXoUN+X1hPOz8XYvTa29K4cqLWhyZtgln+RLo1yiVCGzIPpgaqAEIAdgNCAJ4IjhL+G+InLjTKSKJemnKWiHakGsFe3B78Kx1jP5dem4I/plvKu+8sE4w3oFtAfjigYMWI5YkEMSVhQPFeuXaZjHWkMbmtyNnZoefx77n0+f+h/7H9JfwJ+F3yKeWB2nHJEblxp62P4XYxXrVBmScBBxDl+MfYoOiBUF1AOOQUc/APz++kQ4U3Yvc9tx2W/srdcsG6p8KLsnGeXa5L9jSOK4oY/hDyC3IAigA2An4DWgbGDLoZJif6MSJEiloWba6HMp6Cu3bV6vW7Frs0v1ubeyefL8OD5/QIXDCEVDx7XJmwvxDfTP49H7k7nVXBcgmITaB1tmXGCddJ4hnuZfQh/03/4f3d/UH6FfBh6DXdncytvX2oJZTBf21gSUt9KS0NfOyYzqyr5IRoZGxAGB+r9z/TD69HiBdpr0Q3J9sAxucixxaowpBOedJhdk9KO2op7h7iElYIVgTmABIB1gIyBRoOjhZ+INoxjkCGVapo2oICmPa1mtPG71MMGzHvUKd0E5gDvE/gvAUoKWRNNHB4lvi0iNkE+DkaBTY5ULltYYQNnKGzBcMh0N3gJezx9zX64f/5/nX+Xfu18oHq0dyx0DnBeayJmYmAlWnNTVEzSRPc8zTReLLUj3hrlEdQIuP+c9oztlOTA2xrTr8qKwrS6OLMgrHSlP5+HmVSUrY+XixmIN4X0glSBWIACgFKAR4High+F+4d0i4OPJZRTmQafN6Xfq/Oya7o+wmHKytJt20DkN+1G9mL/fQiPEYoaYiMNLH40qzyJRA9MMVPoWSlg7mUva+RvCHSVd4d62nyKfpd//X++f9h+Tn0he1R463TqcFdsNmeQYWtbz1TFTVZGjD5xNg4ucCWiHK4ToAqFAWn4Vu9Y5nzdzNRVzCHEOrystH+tvaZwoJ6aUJWNkFuMvoi9hVqDmYF8gAWANYAKgYSCoYReh7iKqo4vk0KY2530o4SqhLHpuKvAv8ga0bPZfeJu63n0lP2wBsUPxRilIVoq1zITOwFDmUrQUZxY9l7UZC9qAW9Cc+12/nlxfEJ+b3/2f9h/E3+pfZx773ikdcFxSm1FaLlirFwnVjJP10ceQBE4vC8pJ2MedhVtDFMDN/oh8R7oOt+B1v3Nu8XEvSO24q4LqKahu5tSlnORJI1piUmGxoPlgaiAEIAegNKALIIphMaGAYrWjT6SNpe1nLWiL6kZsGu3G78fx27P+9e84KbprfLG++IE+g3/FucfpSguMXc5dkEgSWpQTVe+XbVjKmkYbnZyP3ZveQF8831Af+l/639Hf/59EXyDeVd2knI4bk5p3GPoXXtXm1BTSaxBrzloMeAoJCA9FzgOIQUF/Ozy5On54DfYqM9Yx1G/n7dKsF2p4KLdnFqXX5LyjRqK24Y5hDeC2YAhgA6AoYDagbeDNYZRiQiNVJEvlpSbe6Hdp7Ku8LWOvYPFw81F1v3e4Ofi8Pj5FAMuDDgVJh7tJoIv2TfnP6JHAU/4VYFckGIgaCltpHGLddp4jHudfQt/1H/4f3V/TH5/fBF6BHddcyBvUmr7ZCBfylgAUsxKN0NLOxEzlSriIQMZAxDvBtP9uPSs67vi79lV0fjI4sAeubaxs6ogpASeZ5hQk8eO0Ypzh7GEkIISgTiABIB3gI+BTIOqhaeIQIxukC6VeJpGoJCmT615tAW86cMbzJHUP90a5hfvKvhGAWIKcBNkHDQl0y03NlU+IkaTTaBUP1tnYRFnNWzMcNF0P3gQe0F90H66f/5/nH+Ufuh8mXqrdyJ0AnBRaxRmU2AUWmFTQUy/ROM8uDRILJ8jyBrOEbwIof+F9nXtfeSp2wXTmsp1wqC6JbMOrGSlL595mUeUoY+OixGIMIXvglCBVoACgFOAS4HngiWFA4h9i4+PMpRhmRafSKXwqwWzf7pSwnbK39KD21fkTu1d9nn/lQimEaEaeSMjLJM0wDydRCJMQ1P4WTlg/GU7a+9vEnSdd45633yOfpl//n+8f9V+SX0be0x44nTfcEpsKGeBYVtbvlSzTUNGeD5bNvktWiWLHJcTiQpuAVL4P+9B5mXdttRAzAzEJryZtG2traZgoJCaRJWCkFGMtoi2hVWDlYF6gAWANoANgYiCp4Rmh8GKtY47k0+Y6p0EpJaqlrH9uL/A1Mgw0cnZlOKF65H0q/3HBtwP3Bi8IXAq7TInOxVDrEriUa1YBl/iZDxqDG9Mc/Z2BXp2fEZ+cX/3f9Z/EH+lfZZ753ibdbZxPm03aKpinFwWViBPw0cJQPw3py8TJ00eXxVWDDwDH/oJ8QfoI99q1ujNpsWwvRC20K76p5ahrJtFlmeRGY1giUGGwYPhgaWAD4AfgNWAMIIvhM6GC4rgjUuSQ5fEnMWiQKkrsH63L780x4PPEdjT4L3pxPLd+/oEEQ4WF/0fuyhDMYw5ikEzSX1QXlfNXcNjOGkkboBySHZ3eQd8931Df+l/6n9Ef/p9C3x8eU52h3IsbkFpzmPZXWpXiVBASZhBmzlSMcooDSAmFyEOCgXt+9Xyzenj4CHYks9Dxz2/i7c4sEyp0KLOnEyXU5LojRGK04YzhDOC14AggA+ApIDegb2DPIZaiRKNX5E8lqKbi6Hup8SuA7aivZfF2c1b1hPf9+f58A/6LANFDE8VPR4EJ5gv7jf7P7ZHE08KVpFcn2IuaDVtr3GVdeJ4knuifQ5/1n/3f3J/SH56fAp6/HZTcxRvRWrsZBBfuVjuUblKI0M2O/wyfyrMIewY7A/YBrv9ofSV66Ti2dk/0eLIzcAKuaOxoqoQpPWdWZhEk7yOx4prh6uEi4IPgTeABYB5gJOBUYOxhbCISox6kDuVhppVoKGmYa2MtBi8/sMxzKfUVt0x5i/vQvheAXkKhxN7HEol6S1NNmk+NUamTbFUT1t2YR9nQWzXcNt0R3gWe0Z90367f/5/mn+QfuJ8knqjdxh0929EawZmRGAEWk9TL0yrRM48ojQyLIkjsRq2EaUIif9t9l7tZuST2+/Shcphwo26E7P8q1OlIJ9rmTuUlo+EiwmIKoXqgk2BVIACgFWAToHsgiyFDIiHi5qPPpRvmSWfWKUCrBizkrpnwovK9dKa223kZe109pD/rAi9EbgajyM5LKk01DyxRDRMVVMJWkhgCmZIa/pvG3Smd5R65HyRfpp//n+7f9J+RX0Ue0R42HTUcD5sG2dyYUpbrFSgTS9GYz5GNuMtRCV0HIATcgpXATv4KO8q5k/doNQqzPfDE7yGtFutnKZRoIKaN5V2kEeMrYivhU+DkoF4gAWAN4AQgY2CrYRth8qKv45Ik12Y+Z0UpKeqqbEQudPA6chG0d/Zq+Kc66j0wv3fBvMP8xjSIYYqAjM8OylDv0r0Ub5YFV/xZElqGG9Wc/52DHp8fEl+c3/3f9V/DX+gfZB733iSdaxxMm0qaJtijFwFVg5PsEf1P+c3kS/9JjYeSBU+DCUDCPry8PDnDd9U1tLNkcWcvf21vq7pp4ahnps4llyRD41YiTqGu4PdgaOADoAggNiANII0hNWGFIrrjVeSUZfSnNWiUak9sJG3Q79Jx5nPJ9jq4NTp3PL0+xEFKA4tFxQg0ShZMaE5nkFGSY9Qb1fdXdJjRWkvbotyUXZ+eQ18+31Ff+p/6X9Cf/Z9BXx0eUZ2fXIgbjRpv2PJXVlXd1AtSYRBhjk9MbQo9h8PFwoO8wTW+77ytunM4ArYfc8uxym/eLclsDupwKK/nD+XR5LdjQiKzIYthC+C1IAfgA+ApoDigcKDRIZjiRyNa5FJlrGbm6H/p9auFra2vazF7s1x1irfDugQ8Sb6QwNdDGYVVB4aJ60vAzgQQMlHJU8bVqFcrmI7aEFtuXGedel4mHumfRF/13/3f3B/RH51fAN683ZJcwlvOGreZAFfqFjcUaZKD0MhO+YyaSq1IdUY1Q/ABqT9ivR+643iw9kq0c3IucD3uJGxkar/o+adS5g4k7GOvopjh6WEh4IMgTWABYB7gJeBVoO4hbiIVIyFkEeVlJploLKmcq2etCy8EsRGzL3UbN1I5kbvWfh1AZAKnhOSHGEl/y1iNn4+SUa4TcNUX1uFYS1nTmzicOR0T3gde0t91n69f/1/mH+Nft18jHqbdw907G84a/hlNGDzWT5THEyXRLo8jTQcLHIjmhqfEY4Icv9W9kftUOR929nScMpMwnm6ALPrq0OlEZ9dmS6Ui496iwGII4XlgkqBU4ACgFeAUYHxgjKFFIiRi6WPS5R9mTSfaaUTrCuzprp7wqHKC9Ow24TkfO2M9qj/wwjVEc8apiNPLL406TzFREdMZlMZWlhgGGZVawZwJXSud5t66XyVfpx//n+5f89+QH0Oezx4z3TJcDFsDWdjYTpbm1SOTRxGTz4xNs0tLSVdHGkTWwo/ASP4EO8U5jjditQVzOPD/7tztEmti6ZBoHSaKpVrkD2MpYiohUqDjoF2gASAOYATgZGCs4R1h9SKyo5Uk2uYCJ4lpLmqu7EjuejA/shc0fbZweKz67/02v32BgoQChnpIZwqGDNROz1D0koGUs9YJV//ZFZqI29gcwd3E3qBfE1+dX/4f9R/Cn+cfYp72HiJdaFxJW0caIxifFzzVftOnUfhP9I3ey/nJh8eMRUnDA0D8fnb8Nnn9t4+1r3NfMWIveq1rK7Yp3ahj5srllCRBY1PiTOGtYPZgaGADoAhgNqAOYI6hN2GHYr2jWOSXpfhnOWiYqlPsKS3V79ex67PPdgA4evp8/IM/CgFPw5EFyog5yhuMbY5skFZSaFQgFftXeFjUmk7bpVyWnaFeRN8/31If+t/6H8/f/F9AHxteT12c3IUbiZpsGO5XUhXZVAaSXBBcTknMZ4o4B/4FvMN2wS/+6byn+m14PTXZ88ZxxW/ZbcTsCmpsKKxnDKXO5LTjf+JxIYnhCqC0oAegBCAqIDmgciDS4ZsiSeNd5FWlr+bqqEQqOiuKbbKvcHFBM6H1kHfJegn8T76WgN0DH0Vah4wJ8MvGDgkQNxHOE8sVrFcvWJJaE5txHGndfF4nnuqfRR/2H/2f25/QX5vfPx563Y/c/1uK2rQZPFel1jKUZNK+0IMO9EyUyqfIb4Yvg+pBo39cvRn63birNkU0bjIpcDjuH6xf6rvo9edPpgrk6aOtYpbh5+EgoIJgTSABoB9gJqBXIO/hcGIXoyRkFSVo5p0oMKmhK2xtEC8J8RbzNPUg91f5l3vcPiMAacKtROpHHclFS53NpI+XEbLTdRUcFuUYTpnWmztcO50V3gje0992X6+f/1/ln+Jfth8hXqSdwV04G8ra+plJWDjWSxTCUyERKU8eDQGLFwjgxqIEXYIW/8/9jDtOeRm28PSW8o4wmW67bLZqzOlAp9PmSGUgI9xi/mHHYXggkaBUYACgFiAVYH2gjmFHIiai7CPWJSLmUOfeaUlrD2zurqQwrbKIdPG25vkk+2j9r//2wjsEeUavCNlLNM0/TzYRFpMeFMqWmdgJ2ZiaxFwL3S2d6J67nyYfp5//n+4f8x+O30HezR4xXS+cCVs/2ZTYSlbiVR7TQhGOj4cNrctFyVHHFITQwooAQz4+e795SLdddQAzM7D67tgtDite6YyoGWaHZVfkDOMnIihhUWDi4F1gASAOoAWgZaCuoR9h92K1Y5gk3mYF541pMqqzrE3ufzAE8lx0Qza2OLK69b08f0NByIQIRn/IbIqLTNlO1FD5UoYUuBYNF8NZWNqL29qcxB3GnqGfFF+d3/4f9N/CH+XfYR70Hh/dZZxGW0PaH1ibFziVelOiUfNP703Zi/QJgkeGhUQDPYC2fnE8MLn4N4o1qfNaMV0vde1mq7Hp2ehgZselkSR+oxGiSyGsIPVgZ6ADYAigN2APYJAhOSGJooAjm+Sa5fwnPWic6lisLi3a79zx8TPVNgX4QLqCvMj/EAFVw5bF0Eg/SiEMcs5xkFsSbNQkVf9Xe9jYGlHbp9yY3aNeRh8A35Kf+x/5389f+19+ntmeTR2aHIIbhlpomOpXTZXU1AHSVxBXDkSMYgoyR/hFtwNxASn+4/yiOmf4N7XUc8ExwG/UrcBsBipoKKinCSXL5LIjfaJvYYhhCaCz4AdgBGAq4Dqgc2DUoZ0iTGNg5Fkls6buqEhqPquPLbevdbFGc6d1lffO+g/8VX6cgOLDJQVgR5GJ9kvLTg4QPBHSk8+VsFczGJXaFptz3Gwdfl4pHuvfRZ/2X/2f2x/PX5qfPV54nY0c/FuHmrBZOJeh1i5UYBK6EL4OrsyPSqIIacYpw+SBnX9W/RQ62Diltn+0KPIkMDQuGyxbqrfo8idMJgfk5yOq4pUh5iEfoIGgTOABoB/gJ6BYYPGhcmIaIyckGGVsZqEoNOmlq3EtFS8PMRxzOnUmd125nTvh/ikAb8KzBO/HI0lKy6MNqY+cEbdTeZUgFukYUhnZ2z4cPd0X3gpe1R93H7Af/1/lH+GftN8fnqKd/tz1W8ea9xlFWDSWRpT9ktwRJA8YjTwK0UjbBpxEV8IQ/8o9hntIuRQ263SRcojwlK627LIqyKl8p5BmRWUdY9ni/GHFoXbgkOBT4ACgFqAWIH7gkCFJIiki7uPZJSZmVOfiqU3rFCzzbqkwsvKN9Pd27Lkqu269tb/8ggDEvwa0yN6LOg0Ej3sRGxMilM7WnZgNWZuaxxwOXS+d6h683ycfqB//n+2f8h+Nn0Beyx4u3SzcBhs8WZEYRlbeFRoTfVFJj4HNqEtASUwHDsTLAoRAfX34u7m5QzdX9Tqy7rD17tNtCataqYioFeaEJVUkCmMlIiahUCDh4FzgASAO4AZgZuCwISFh+aK4I5tk4aYJp5FpNuq4LFKuRDBKMmH0SLa7+Lh6+70CP4lBzkQOBkWIsgqQjN6O2VD+EopUvBYRF8cZXBqOm90cxh3IXqMfFV+eX/5f9J/BX+TfX57yHh2dYtxDW0BaG5iW1zRVdZOdke5P6g3UC+6JvIdAxX5C98Cwvmt8Kvnyd4S1pLNU8VgvcS1iK62p1ehc5sRljmR8Iw9iSWGqoPRgZyADYAjgOCAQYJGhOyGL4oLjnuSeZf/nAWjhKl0sMu3f7+Ix9rPatgu4RnqIfM6/FcFbg5yF1ggEymZMd852kF/ScVQolcNXv5jbWlTbqpybHaUeR58B35Nf+1/5386f+l99HteeSt2XnL8bQxpk2OZXSVXQVD0SEhBRzn8MHIosx/KFsQNrQSQ+3jycemI4MjXPM/vxuy+PrfvrwepkKKTnBeXI5K+je2JtYYbhCKCzIAcgBGArYDugdODWYZ9iTuNjpFxltybyqEyqAyvT7byvevFL86z1m7fUuhW8Wz6iQOiDKsVmB5cJ+4vQjhMQANIXE9PVtFc22JkaGZt2nG5dQB5qnuzfRl/2n/1f2p/OX5kfO552XYqc+ZuEWqzZNJedlinUW1K1ELjOqYyJypyIZEYkA96Bl79RPQ560nigNno0I7IfMC8uFmxXKrPo7mdIpgTk5GOoopMh5KEeYIDgTKABoCBgKKBZoPNhdKIcoyokG6Vv5qUoOSmqK3XtGi8UMSGzP/UsN2N5ovvn/i7AdYK4xPWHKQlQC6hNrs+g0bwTfdUkFuzYVZnc2wDcQF1Z3gwe1l9337Bf/1/kn+Cfs58d3qCd/Fzym8Ra85lBmDBWQhT5EtcRHw8TTTaKy8jVRpaEUgILP8Q9gHtC+Q525fSMMoPwj66yLK2qxKl454zmQiUao9di+mHEIXXgkCBToACgFyAW4EAg0aFLIiui8aPcZSnmWKfmqVIrGOz4bq5wuDKTdPz28nkwe3S9u7/CQkaEhMb6SOQLP40Jj0ARX9Mm1NLWoZgQ2Z7ayhwQ3THd696+HyffqJ//n+1f8V+MX37eiR4snSocAxs42Y1YQlbZlRWTeFFEj7yNYwt6iQZHCMTFQr5AN33y+7P5fXcSdTVy6XDw7s7tBStWaYToEmaA5VIkB+MjIiUhTqDg4FxgASAPYAcgZ+CxoSNh/CK6455k5SYNZ5VpO2q87FeuSXBPcmd0TnaBuP46wX1IP48B1AQTxksIt4qWDOPO3lDC0s7UgFZVF8qZX1qRm9+cyF3KHqRfFh+fH/5f9B/An+OfXh7wXhtdYBxAW3zZ19iS1y/VcROY0ekP5M3Oi+kJtsd7BThC8cCq/mV8JTns9781XzNPsVMvbG1dq6lp0ehZJsEli2R5ow1iR6GpYPNgZqADIAkgOKARoJMhPSGOIoVjoeShpcOnRWjlqmGsN63lL+dx+/PgNhE4TDqOfNS/G4FhQ6JF24gKSmvMfQ57kGSSddQs1cdXgxkemlfbrRydXabeSR8C35Pf+1/5n84f+V97ntXeSJ2U3Lwbf5ohGOJXRRXLlDgSDRBMjnnMFwonB+zFq0NlQR5+2HyWuly4LLXJs/axti+K7fdr/aogKKEnAqXF5KzjeSJroYVhB6CyoAbgBKAsIDygdmDYIaGiUaNmpF+luub2qFDqB6vYrYGvv/FRM7J1oTfaeht8YT6oAO5DMIVrh5zJwQwVzhgQBZIb09gVuFc6mJyaHJt5HHCdQh5sHu4fRx/23/0f2d/NX5ffOd50XYgc9puBGqlZMJeZViVUVpKwELOOpEyESpbIXoYeA9jBkf9LfQi6zLiadnT0HnIaMCpuEexS6q/o6qdFZgHk4aOmYpEh4yEdYIAgTCAB4CDgKWBbIPUhdqIfIyzkHuVzZqjoPWmuq3qtHy8ZcSbzBXVxt2k5qLvtvjSAe0K+hPtHLolVi62Ns8+l0YCTglVoVvCYWRngGwOcQp1bng2e1594n7Df/1/kX9/fsl8cXp5d+dzvm8Ea8Bl9l+xWfdS0UtIRGc8ODTFKxgjPxpDETEIFf/59ers9eMj24LSG8r7wSu6tbKlqwGl1J4lmfyTX49Ui+GHCYXSgj2BTIACgF2AX4EFg02FNIi4i9KPfpS1mXGfq6VarHaz9brNwvbKY9MK3N/k2O3p9gQAIAkxEiob/yOmLBM1Oz0TRZJMrVNcWpVgUWaIazNwTHTPd7Z6/XyjfqN//n+zf8J+LH30ehx4qHSdcP9r1WYmYfhaVFRDTc5F/T3cNXYt1CQCHAwT/gniAMb3tO645d/cM9TAy5DDsLsotAKtSaYDoDua9pQ9kBWMg4iNhTWDgIFvgAOAPoAfgaSCzISVh/mK9o6Fk6KYRJ5mpP6qBbJxuTnBUsmz0U/aHOMP7Bz1N/5TB2cQZRlDIvQqbTOjO4xDHktNUhJZY184ZYpqUm+Icyl3L3qXfFx+fn/5f89//36KfXF7uXhjdXZx9WzmZ1BiO1yuVbJOT0eQP343JS+OJsUd1RTKC7AClPl+8H3nnN7m1WfNKcU4vZ61ZK6UpzihVpv3lSGR3IwsiRaGn4PJgZiAC4AlgOWASoJShPuGQYogjpOSlJccnSWjp6mZsPG3qL+yxwXQlthb4UfqUPNp/IYFnA6gF4UgPynFMQk6AkKlSelQxFctXhtkh2lrbr9yfXaieSl8D35Rf+5/5X81f+F96HtPeRl2SXLkbfFodmN5XQNXHFDNSCBBHTnRMEUohR+cFpYNfgRh+0nyQ+lb4JzXEc/FxsS+GLfKr+WocaJ2nPyWC5KpjduJpoYPhBqCx4AagBOAsoD2gd6DaIaPiVCNppGLlvmb6qFUqDCvdbYavhTGWs7g1pvfgOiE8Zv6uAPRDNkVxR6JJxkwbDh0QCpIgU9xVvFc+GJ/aH5t73HMdQ95tnu8fR9/3H/0f2V/MX5ZfOB5yHYWc85u92mWZLJeVFiDUUdKrEK6Onsy+ylEIWMYYQ9MBi/9FfQL6xziU9m90GTIVMCWuDWxOqquo5udB5j6knuOkIo8h4aEcIL9gC+AB4CFgKmBcYPbheOIhoy/kIiV3JqzoAWnzK39tI+8ecSxzCvV3d275rnvzfjqAQULERQDHdAlbC7LNuQ+qkYVThpVsVvRYXJnjGwZcRR1dng8e2J95n7Ef/x/j397fsN8anpxd91zs2/4arFl51+gWeVSvks1RFM8IzSvKwIjKBosERkI/f7i9dPs3uMN22zSBsrmwRe6o7KTq/GkxZ4Xme+TVI9Ki9mHA4XNgjmBS4ACgF+AYoEKg1SFPYjBi92PipTDmYGfu6VsrIizCLviwgvLeNMg3Pbk7+0A9xwAOAlIEkEbFiS8LCg1Tz0nRaVMv1NsWqRgX2aUaz5wVnTXd7x6An2mfqV//n+yf79+J33uehR4n3SScPNrx2YXYehaQ1QxTbpF6T3HNWAtviTsG/US5gnLAK/3ne6h5cjcHdSqy3zDnLsVtPGsOKb0ny2a6pQykAuMe4iGhTCDfIFtgAOAP4AigamC04SdhwOLAY+Sk7CYU552pBCrGLKFuU3BZ8nI0WXaM+Mm7DP1Tv5rB34QfBlZIgorgjO4O6BDMUtfUiNZc19HZZdqXW+SczJ3NnqcfGB+gH/6f85//H6FfWt7sXhadWtx6GzYZ0FiK1ydVZ9OPEd8P2k3Dy93Jq4dvhSzC5kCfPln8Gbnhd7Q1VHNFcUkvYu1Uq6EpyihR5vqlRaR0owjiQ+GmoPGgZWAC4AmgOiAToJYhAOHSoorjp+SoZcrnTWjuKmrsAW4vL/HxxrQrNhx4V7qZ/OA/J0Fsw63F5sgVinaMR46FkK5SftQ1Vc8XilklGl2bslyhnaqeS98E35Uf+9/5H8zf9x943tIeRB2PnLYbeRoZ2NpXfJWClC6SAtBCTm8MC8obx+FFn8NZwRK+zLyLOlE4IXX+86wxrC+Bbe4r9SoYaJnnO+W/5GejdKJn4YKhBWCxYAZgBSAtID6geSDb4aYiVqNspGYlgic+aFlqEKviLYuvinGb8721rHfl+ib8bL6zwPoDPAV3B6fJy8wgTiJQD1Ik0+CVgFdB2ONaIpt+XHVdRd5vHvAfSF/3X/zf2N/LX5UfNh5v3YMc8Nu6mmIZKNeQ1hxUTRKmEKlOmYy5SkuIUwYSg81Bhj9/vP06gXiPdmn0E/IP8CCuCKxKKqeo4yd+ZfuknCOhoo1h4CEa4L6gC6ACICHgK2BdoPiheuIkIzKkJWV6prCoBan3q0QtaO8jsTGzEHV893R5tHv5fgBAhwLKBQaHeclgi7gNvg+vkYnTixVwVvgYX9nmGwkcR11fnhDe2d96X7Ff/x/jX94fr58Y3ppd9NzqG/raqNl2F+PWdNSq0shRD48DTSZK+siERoVEQII5v7L9bzsx+P22lbS8cnSwQS6kLKBq+Cktp4JmeOTSY9Bi9CH/ITIgjaBSYACgGGAZoEPg1qFRYjLi+iPl5TRmZCfzKV9rJuzHLv2wiDLjtM23A3lB+4X9zMATwlfElcbLCTSLD01ZD07RbdM0FN9WrRgbWaha0lwYHTfd8N6B32pfqd//n+wf7x+I33negx4lXSHcOZruWYHYddaMVQeTaZF1D2yNUotpyTVG94SzwmzAJf3hu6L5bLcB9SVy2fDiLsCtN+sJ6blnx+a3ZQmkAGMc4h/hSuDeYFrgAOAQYAlga6C2YSlhwyLDI+ek72YYp6GpCGrKrKYuWLBfMne0XzaSuM97Ev1Zv6CB5UQkxlwIiArmDPNO7RDQ0txUjRZgl9VZaRqaW+cczp3PXqhfGR+gn/6f81/+X6BfWV7qXhRdWBx3GzLZzJiG1yLVY1OKEdnP1Q3+S5hJpcdpxScC4ECZflQ8E/nb9661TzNAMURvXi1QK5zpxihOZvclQqRx4wbiQiGlIPCgZOACoAngOuAU4JehAqHU4o1jquSr5c6nUWjyam9sBi40L/cxzDQw9iI4XXqfvOY/LQFyw7OF7IgbCnwMTM6KkLMSQ1R5ldMXjhkommCbtNyj3axeTV8F35Wf/B/438wf9h93XtAeQd2NHLMbdZoWGNZXeFW+E+nSPdA9DimMBkoWB9uFmgNTwQz+xvyFuku4G/X5s6cxpy+8ramr8OoUaJYnOGW85GUjcmJl4YEhBGCwoAYgBSAt4D/geqDdoahiWWNvpGmlhecCaJ2qFSvm7ZCvj7Ghc4M18jfruiz8cr65gP/DAcW8h61J0UwlTidQFBIpk+UVhFdFmOaaJZtBHLedR95wnvFfSR/3n/zf2F/KX5OfNF5tnYBc7du3Wl5ZJNeMlhfUSFKhEKQOlAyzykXITUYMw8dBgH95/Pd6u7hJ9mS0DrIK8BvuBCxF6qOo32d7JfikmaOfYoth3qEZ4L3gC2ACICKgLGBfIPphfSImozWkKKV+JrSoCen8K0jtbe8o8TczFfVCt7o5ujv/PgYAjMLPxQxHf0lly71Ngw/0UY6Tj1V0lvvYY1npWwvcSd1hnhJe2x97H7Hf/x/i390frl8XHpgd8lznG/eapVlyF9/WcFSmEsNRCo8+DODK9Ui+hn9EOsHz/6z9aXssOPg2kDS3Mm9wfC5frJwq9Ckp578mNaTPY83i8iH9oTDgjOBSIACgGOAaYEUg2GFTYjVi/OPpJTfmZ+f3aWPrK6zMLsLwzXLpNNN3CTlHu4v90oAZgl2Em4bQyToLFM1eD1ORcpM4lONWsNge2ata1RwanTnd8p6DH2tfqh//n+uf7h+Hn3hegR4i3R8cNprrGb4YMdaIFQLTZNFwD2dNTQtkSS+G8cSuAmcAID3b+505Zvc8dOAy1PDdbvvs82sF6bVnxCa0JQbkPeLaoh4hSaDdYFpgAOAQoAogbKC4ISthxaLF4+rk8uYcp6XpDOrPbKsuXbBksn00ZLaYeNU7GL1ff6ZB6wQqhmGIjYrrTPhO8hDVkuDUkRZkl9jZbFqdG+mc0N3RHqnfGd+hH/7f8t/9n58fV97oXhHdVVx0Gy9ZyNiClx6VXpOFUdTPz834y5LJoAdkBSEC2oCTvk58DjnWN6k1SfN68T9vGW1Lq5ipwmhK5vPlf6QvYwSiQGGj4O+gZGACoApgO2AV4JkhBKHXYpAjreSvJdJnVaj26nQsCu45L/xx0bQ2dif4YzqlvOv/MwF4g7lF8gggikFMkc6PkLfSR9R91dcXkZkr2mObt1ymHa4eTp8G35Zf/B/4n8tf9R913s5ef51KXLAbcloSmNJXdBW5U+TSONA3ziQMAMoQR9XFlANOAQb+wTy/+gX4FnX0M6Hxoi+3raUr7KoQaJKnNSW55GJjcCJkIb+gw2CwIAXgBWAuYADgvCDfoaqiW+NyZGzliWcGaKHqGavr7ZWvlPGms4i19/fxejK8eH6/gMWDR4WCR/LJ1owqjixQGNIuE+lViFdJWOnaKJtD3LndSZ5yHvJfSd/33/yf15/JX5IfMp5rnb3cqtu0GlrZINeIVhNUQ5KcEJ7OjsyuSkBIR4YHA8GBun80PPG6tjhENl80CXIF8BcuP2wBqp+o26d3pfWkluOdIolh3SEYoL0gCuACICMgLSBgYPwhfyIpIzhkK+VB5vhoDinAa42tcu8t8TxzG3VIN7/5v/vE/kwAkoLVhRIHRMmrS4LNyA/5EZMTk5V4lv+YZtnsWw6cTB1jnhPe3B9737If/t/iX9wfrR8VXpYd79zkW/RaodluV9uWa9ShUv5QxU84zNtK78i4xnmENMHt/6c9Y7smePK2irSxsmpwdy5a7Jeq8Ckl57umMqTMo8ui8CH8IS+gjCBRoACgGWAbYEZg2iFVYjfi/+PsJTtma+f7aWhrMCzQ7sfw0vLutNj3DvlNe5G92IAfgmNEoUbWST+LGg1jT1iRd1M9FOeWtJgiWa6a2Bwc3Twd9B6EX2wfqp//n+tf7V+GX3aevx3gnRwcM1rnmbpYLZaDlT5TH9Fqz2INR4teiSnG7ASoQmFAGn3V+5d5YXc29Nqyz7DYbvds7usBqbGnwKaw5QQkO2LYohyhSGDcoFngAKARIArgbeC5oS0hx+LIo+3k9mYgZ6npESrT7K/uYrBp8kK0qjad+Ns7Hn1lP6wB8QQwRmdIkwrwzP2O9xDaUuVUlVZoV9xZb5qgG+wc0t3S3qsfGt+hn/7f8p/8353fVl7mng+dUpxw2yvZxRi+ltpVWhOAkc/Pyo3zi41JmodeRRtC1MCNvki8CLnQt6O1RHN18TpvFK1HK5Rp/mgHJvClfOQs4wJifqFiYO6gY+ACYAqgPCAXIJqhBqHZopLjsOSypdYnWaj7KnisD+4+b8GyFvQ79i24aPqrfPG/OMF+Q78F98gmCkaMlw6UkLySTFRCFhsXlVkvGmabuhyoXa/eUB8H35bf/F/4X8rf9B90XsxefV1H3K0bbxoO2M5Xb9W00+ASM9Ayjh7MO0nKx9AFjkNIQQE++3x6OgB4EPXus5yxnS+y7aCr6GoMaI7nMeW25F/jbeJiYb4gwmCvYAWgBaAvIAHgvWDhYayiXqN1ZHAljScKaKYqHmvwrZqvmfGsM441/Xf3Ojh8fj6FQQuDTUWHx/iJ3AwvzjFQHdIyk+2VjFdM2O1aK5tGXLwdS55znvNfSl/4H/xf1x/IX5DfMN5pXbtcqBuw2lcZHReEFg7UftJXEJnOiUyoynqIAcYBQ/vBdL8uPOv6sHh+thm0BDIA8BIuOuw9aluo1+d0ZfKklCOa4oeh26EXoLygCqACYCOgLiBh4P3hQWJroztkLyVFZvxoEmnE65Jtd+8zMQGzYPVN94W5xbwK/lHAmILbRReHSkmwy4gNzU/+EZfTmBV8lsNYqhnvWxFcTl1lnhVe3V98n7Jf/t/h39tfq58TnpPd7VzhW/EanllqV9dWZ5Sc0vmQwA8zTNXK6gizBnPELwHoP6F9Xfsg+Oz2hXSscmVwcm5WLJNq6+kiJ7gmL2TJ48ki7iH6YS6gi2BRYACgGaAcIEeg26FXojpiwqQvZT7mb6f/qWyrNOzV7s0w2DL0NN63FHlTO5d93kAlQmkEpwbbyQTLX01oT11Re9MBVSuWuFgl2bHa2twfXT4d9d6Fn2zfqx//n+rf7J+FH3TevR3eHRlcMBrkGbaYKZa/VPmTGxFlz1yNQktZCSQG5kSiQltAFL3QO5G5W7cxdNVyyrDTbvKs6qs9aW2n/SZt5QEkOSLWohrhRyDboFlgAKARYAugbyC7IS8hymLLY/Ek+eYkJ63pFarYrLTuZ/BvMkf0r/ajuOD7JD1rP7IB9sQ2BmzImIr2DMLPO9DfEunUmZZsV+AZctqi2+6c1R3UnqxfG9+iH/7f8l/8H5zfVJ7kng1dT9xt2yiZwVi6ltXVVVO7kYrPxU3uC4eJlMdYhRWCzsCH/kK8AvnK9541fzMwsTVvD+1Cq5Ap+mgDpu1leeQqYwBifOFhIO2gY2ACYArgPOAYIJxhCGHb4pWjtCS15dnnXaj/an0sFK4DcAbyHHQBdnM4brqxPPe/PoFEA8SGPYgrikwMnE6ZkIFSkRRGVh7XmNkyWmlbvJyqXbHeUZ8I35df/J/4H8of8t9y3sqeet1FHKoba5oLGMpXa1WwU9tSLtAtThlMNcnFB8pFiINCQTt+tXx0ejq3y3Xpc5dxmC+uLZwr5CoIaItnLqWz5F0ja6JgYbygwWCu4AWgBeAvoALgvuDjIa7iYSN4ZHOlkKcOaKpqIuv1bZ+vnzGxc5O1wzg8+j48RD7LARFDUwWNh/4J4Yw1DjZQIpI3E/HVkFdQmPCaLptJHL5dTV51HvSfSx/4X/xf1p/HX49fLx5nHbjcpRutWlOZGRe/1coUehJSEJSOhAyjSnUIPAX7Q7XBbv8ofOY6qrh5NhR0PvH7r81uNmw46leo1Cdw5e9kkWOYYoWh2eEWoLvgCmACYCQgLyBjIP+hQ6JuIz4kMmVI5sBoVmnJa5ctfO84cQczZnVTd4t5y3wQvleAnkLhBR1HUAm2S41N0k/C0dxTnFVAlwcYrZnymxQcUN1nnhce3p99X7Lf/t/hX9pfql8R3pHd6tzem+3amplml9NWYxSYEvSQ+w7uDNBK5Iithm4EKUHif5t9WDsbOOd2v/RnMmAwbW5RrI7q5+keZ7SmLGTHI8bi7GH44S1giqBQ4ADgGiAdIEjg3WFZojyixWQypQJms2fDqbErOaza7tIw3XL5tOQ3GjlY+5195AArAm8ErMbhiQpLZI1tj2JRQJNF1S/WvFgpWbTa3Zwh3QAeN16G323fq1//n+pf65+D33Neux3bnRacLRrgmbKYJVa61PTTFhFgz1dNfMsTiR6G4IScglWADr3Ke4v5Vjcr9NAyxXDObu3s5is5aWnn+aZqpT5j9qLUYhkhRaDa4FkgAKAR4AxgcGC84TEhzKLOI/Qk/WYn57IpGerdLLmubPB0ck10tXapeOa7Kj1w/7fB/IQ7xnKIngr7TMfPANEj0u4UnZZwF+OZdhqlm/Ec1x3WXq2fHJ+in/8f8d/7X5ufUx7ingrdTVxq2yUZ/Zh2ltGVUNO20YWPwA3oi4IJjwdSxQ/CyQCCPnz7/TmFd5i1ebMrcTBvCy1+a0vp9qg/5qolduQn4z4iOyFfoOygYuACIAsgPaAZYJ3hCmHeIpgjtyS5Zd2nYajDqoHsWW4IcAwyIfQHNnj4dHq2/P1/BIGJw8pGAwhxClFMoY6ekIYSlZRKliLXnJk1mmxbvxysnbOeUt8J35ff/J/338lf8d9xXsieeJ1CXKcbaFoHWMZXZxWr09aSKdAoDhQMMAn/h4SFgsN8gPV+r7xuujT3xfXj85Ixky+pbZdr36oEaIenKyWxJFqjaWJeobtgwGCuIAVgBiAwYAPggGElIbEiY6N7ZHbllGcSaK6qJ2v6LaSvpHG285k1yLgCukP8if7RARcDWMWTR8OKJsw6TjtQJ1I70/YVlFdUWPQaMZtLnICdj152nvWfS9/4n/wf1d/GX44fLV5k3bYcohuqGk/ZFRe7lcWUdVJNEI9Ovoxdym9INkX1g7ABaP8ivOB6pThztg70ObH2r8iuMaw0qlOo0GdtpexkjuOWIoOh2GEVYLsgCiACoCSgMCBkYMFhhaJwowEkdaVMpsQoWqnN65vtQe99sQxza/VZN5E50TwWfl2ApALmxSMHVYm7i5KN10/H0eEToNVE1wrYsRn1mxbcUx1pXhie359+H7Mf/p/g39lfqR8QXo+d6Fzbm+qalxlil88WXpSTUu+Q9c7ojMrK3sinxmhEI4Hcf5W9UnsVeOH2unRh8lswaK5M7Iqq4+kap7EmKSTEY8Ri6mH3ISwgiaBQoADgGqAd4Eog3yFboj8iyGQ15QXmt2fH6bWrPmzfrtdw4rL/NOn3H/leu6M96gAwwnTEskbnCQ/Lag1yj2dRRVNKVTPWgBhs2bga4FwkHQIeOR6IH26fq9//n+of6t+Cn3GeuN3ZXRPcKdrdGa7YIVa2VPBTERFbj1INd0sNyRjG2sSWwk/ACP3Eu4Y5ULcmdMrywHDJruks4as1KWYn9iZnZTuj9CLSYhehRGDZ4FigAKASIA1gcaC+YTMhzyLQ4/dkwKZrp7YpHmrh7L6ucjB5slL0uvavOOx7L/12v72BwkRBhrgIo4rAzQ0PBdEokvKUodZ0F+cZeRqom/Oc2R3X3q8fHZ+jH/8f8Z/6n5pfUZ7gngidSpxnmyGZ+dhyVs0VTFOx0YCP+s2jS7yJSYdNBQnCw0C8Pjc793m/t1M1dHMmMStvBm1560fp8qg8ZqbldCQlYzwiOWFeYOvgYiACIAtgPmAaYJ9hDGHgoprjuiS85eEnZajIKoZsXm4NcBFyJzQMtn64ejq8vMM/SkGPw9AGCMh2ilbMpo6jkIrSmhRO1ibXoBk42m9bgdzu3bVeVF8K35if/N/3n8jf8N9v3sbedl1/3GQbZNoD2MJXYtWnE9HSJNAizg6MKon5x77FfQM2wO++qfxo+i93wHXes4zxji+krZLr22oAaIPnJ+WuJFgjZyJc4bng/yBtoAUgBmAw4ATggeEm4bNiZmN+ZHolmCcWaLLqK+v+7amvqbG8M561zngIekn8j77WwRzDXoWYx8kKLEw/jgBQbBIAVDpVmFdYGPdaNJtOXILdkR54HvafTF/43/vf1V/FX4yfK15i3bOcnxum2kxZERe3VcEUcJJIEIoOuUxYSmnIMIXvw6pBYz8c/Nq6n3huNgl0NHHxr8OuLSwwak9ozOdqJelkjCOT4oHh1uEUYLpgCeAC4CUgMSBl4MMhh+JzYwQkeOVQJsgoXunSa6BtRq9CsVHzcXVet5b51zwcfmNAqcLshSjHWwmBC9fN3I/MkeWTpRVI1w6YtFn4mxlcVZ1rXhoe4N9+n7Nf/p/gX9ifp98Ono2d5dzY2+eak5lel8rWWhSOkuqQ8I7jTMVK2UiiBmKEHYHWv4/9TLsPuNw2tPRcslXwY65IbIYq36kW562mJiTBo8Ii6GH1oSrgiOBQIADgGyAe4Etg4OFd4gGjCyQ45QmmuyfMKborAy0krtyw6DLEtS93Jblke6j978A2wnqEuAbsiRVLb013z2wRSdNOlTgWg9hwGbsa4xwmnQQeOp6JX29frF//n+mf6h+BX3Aett3W3REcJtrZmasYHRayFOuTDFFWj0zNccsISRMG1QSQwknAAz3++0C5Svcg9MVy+zCEruSs3SsxKWIn8qZkZTjj8aLQYhXhQyDZIFggAKASoA4gcqCAIXVh0WLTo/pkxCZvZ7ppIqrmbINutzB+8lh0gLb0uPI7Nb18v4OCCARHBr3IqQrGDRIPCtEtEvcUphZ31+qZfFqrW/Yc213ZnrBfHl+jn/8f8V/535lfUB7engZdR9xkmx4Z9hhuVsjVR5OtEbuPtY2dy7bJQ8dHRQQC/UB2fjF78bm6N021bzMhMSZvAa11a0Op7qg45qOlcSQi4zniN6FdIOrgYaAB4AugPyAboKDhDiHi4p2jvSSAJiTnaajMaorsYy4ScBayLLQSNkQ4v/qCvQk/UAGVg9XGDkh8ClwMq86okI+SnpRS1irXo9k8WnJbhFzxHbceVZ8L35kf/R/3X8gf759uXsTedB19HGEbYZoAGP5XHpWik8zSH9AdjgkMJQn0B7kFdwMwwOn+pDxjOim3+vWZM4fxiS+f7Y5r1yo8qEBnJKWrJFVjZOJa4bhg/iBs4ATgBqAxoAXgg2Eo4bWiaONBZL1lm6caaLcqMGvDre6vrvGBs+R11DgOOk+8lb7cgSKDZEWeh86KMYwEzkWQcRIE1D7VnFdbmPqaN5tQ3IUdkx55XvefTR/5H/vf1N/EX4sfKZ5gnbEcnFujmkiZDRezFfyUK9JDEITOs8xSimQIKsXqA6RBXX8W/NT6mbhodgQ0LzHsr/7t6KwsKktoySdm5eZkiWORor/hlWETILmgCaAC4CXgMiBnIMThiiJ14wbkfCVT5swoYynW66UtS69H8VczdvVkd5y53PwiPmkAr8LyRS5HYMmGi90N4Y/RUeoTqVVM1xJYt9n7mxwcV91tXhue4d9/X7Pf/p/f39efpl8M3otd41zV2+RakBla18aWVZSJ0uWQ647eDP/Kk4icRlzEF8HQ/4o9RvsKONa2r3RXclDwXu5DrIHq26kTJ6pmIyT+47+ipmH0ISngiCBP4ADgG6AfoEzg4mFf4gQjDeQ8JQ0mvyfQKb5rB60pruGw7XLKNTT3K3lqO6699YA8gkBE/cbySRrLdI18z3ERTpNTFTwWh5hzmb5a5dwo3QYePF6Kn3AfrJ//n+kf6R+AH25etN3UXQ4cI5rWGadYGRatlObTB1FRT0eNbEsCyQ1Gz0SLAkQAPT25O3r5BXcbtMAy9jC/rp/s2Oss6V5n7yZhJTXj7yLOYhQhQeDYYFegAKAS4A7gc+CBoXdh0+LWY/2kx6ZzJ75pJyrrLIhuvDBEMp30hjb6ePf7O31Cf8lCDcRMxoNI7orLTRdPD5Ex0vuUqhZ71+4Zf5quW/ic3V3bXrGfH1+kH/8f8N/5H5gfTl7cngPdRRxhmxrZ8lhqVsRVQxOoEbZPsE2YS7FJfgcBhT5Ct4Bwviu76/m0d0g1abMb8SFvPO0w639pqug1JqClbmQgYzfiNeFboOngYSAB4AwgP+AcoKJhECHlIqBjgCTDpiinbajQqo+sZ+4XsBvyMjQXtkn4hbrIfQ7/VgGbQ9uGFAhBiqGMsQ6tkJRSoxRXFi6Xp1k/mnUbhtzzHbjeVx8M35mf/R/3H8df7p9s3sMecd16XF4bXho8WLpXGlWeE8gSGpAYTgPMH4nuh7NFcUMrAOP+nnxdeiQ39TWT84KxhC+bLYnr0uo4qHym4WWoJFLjYuJZIbcg/SBsYATgBqAyIAcghKEqobfia6NEZIDl32ceaLtqNOvIrfOvtDGG8+n12bgT+lV8m37igSiDagWkR9QKNwwKDkqQddIJVAMV4FdfWP4aOptTnIddlN563vjfTd/5X/uf1B/DX4nfJ95eXa5cmVugWkUZCVeu1fgUJxJ+EH/OboxNCl5IJQXkQ56BV38RPM86lDhi9j6z6fHnr/ot4+wnqkdoxWdjZeNkhuOPYr3hk+ESILkgCWADICZgMuBooMahjCJ4Ywnkf2VXZs/oZ2nba6ntUK9NMVyzfHVp96J54rwn/m8AtYL4BTQHZkmLy+JN5o/WUe7TrdVQ1xYYu1n+2x7cWh1vXh0e4x9AH/Qf/l/fX9afpR8LHold4NzTG+EajFlW18KWURSFEuCQ5k7YjPpKjgiWhlbEEgHK/4Q9QTsEeNE2qjRSMkvwWe5/LH2ql6kPZ6bmH+T8Y71ipGHyYSigh2BPYADgHCAgoE4g5CFh4gajEOQ/ZRCmgugUaYLrTG0urubw8rLPtTq3MTlv+7S9+4ACQoYEw4c3ySBLec1Bz7XRUxNXVQAWy1h3GYFbKJwrXQgePd6L33EfrR//n+if6F++3yyest3R3QtcIFrSmaNYFNapFOJTAlFMT0INZss9CMeGyUSFQn5/932ze3U5P7bWNPrysPC67pss1Gso6Vqn66Zd5TMj7OLMIhKhQKDXYFdgAKATYA+gdSCDYXlh1mLZI8ClCyZ3J4Jpa2rv7I0ugXCJsqM0i7bAOT27AX2IP88CE4RShokI88rQjRyPFJE2ksAU7lZ/l/HZQtrxG/sc353dHrLfIF+kX/9f8J/4X5bfTN7angGdQlxeWxdZ7phmVsAVflNjUbFPqw2Sy6vJeEc7hPiCscBqviX75jmu90K1ZHMWsRyvOG0sa3sppugxpp1la2Qd4zWiNCFaYOjgYKABoAxgAGBd4KPhEiHnYqLjg2TG5ixncejVKpQsbO4csCEyN7Qddk+4i3rOPRS/W8GhA+FGGYhHCqbMtk6ykJkSp5RbVjKXqxkC2rgbiVz1XbqeWF8N35pf/V/238bf7V9rXsEeb5133FsbWto4mLZXFdWZk8NSFZATDj5L2gnox62Fa4MlQN4+mHxXuh5377WOc71xfy9WbYVrzqo0qHkm3eWlJFAjYKJXYbWg/CBroASgBuAy4AgghiEsYboibiNHZIQl4yciKL/qOavNbfivuXGMc+9133gZuls8oT7oQS5Db8Wpx9nKPEwPTk+QepIN1AdV5FdjGMFafZtWHImdlp58XvnfTl/5n/tf05/CX4hfJh5cHavclluc2kFZBVeqlfOUIlJ5EHqOaQxHiljIH0XeQ5jBUb8LfMl6jnhddjkz5LHir/Ut32wjakNowadgJeBkhCOM4rwhkmERILhgCSADICbgM+Bp4MhhjmJ64wzkQqWa5tPoa6nf666tVa9ScWHzQfWvt6g56HwtvnTAu0L9xTnHa8mRS+eN64/bEfNTshVU1xnYvpnB22GcXF1xHh7e5B9A3/Rf/l/en9Xfo98JXocd3lzQG93aiNlTF/5WDJSAUtvQ4Q7TTPTKiEiQxlEEDAHFP759O3r+uIu2pLRM8kawVS56bHkqk2kLp6NmHOT5o7riomHw4SdghqBPIAEgHKAhYE9g5eFkIgkjE6QCpVQmhugYqYdrUS0zbuvw+DLVNQA3drl1+7p9wUBIQovEyQc9SSWLfw1HD7rRV9Nb1QRWz1h6mYSbK1wt3QoeP56NH3HfrV//n+hf51+9nysesN3PnQicHVrPGZ+YENak1N2TPZEHD3zNIUs3iMIGw4S/gji/8b2tu295OjbQtPWyq/C17pasz+skqVan6CZa5TBj6mLKIhDhf2CWoFbgAKAT4BCgdmCE4Xth2KLb48PlDqZ654apb+r0bJIuhnCO8qi0kXbF+QN7Rz2OP9UCGYRYRo6I+UrWDSGPGZE7UsRU8pZDmDVZRhrz2/2c4Z3e3rQfIR+k3/9f8B/3n5XfS17Y3j8dP5wbWxPZ6thiFvvVOdNeUaxPpc2Ni6YJcsc1xPKCq8Bk/iA74HmpN301HvMRsRevM60n63cpoyguJpolaKQbYzNiMmFZIOggYCABoAygASBe4KVhFCHp4qWjhmTKZjAndejZapjsca4hsCZyPPQi9lU4kTrT/Rq/YYGmw+cGH0hMiqxMu063kJ3SrBRfljaXrpkGGrsbi9z3nbxeWd8O35rf/V/2n8Yf7F9p3v8eLV11HFgbV1o02LJXEZWU0/5R0JANzjjL1EnjB6fFZcMfQNh+krxR+hi36jWJM7gxei9RrYDrymowqHVm2qWiJE2jXmJVobQg+yBrIARgByAzoAkgh6EuYbxicONKZIel5qcmKIQqfivSLf3vvrGR8/T15TgfemD8pz7uATQDdYWvh99KAcxUjlSQf1ISlAuV6FdmmMTaQJuY3IvdmJ593vrfTx/53/sf0t/BX4bfJB5Z3alck1uZmn3YwVemVe8UHZJ0EHVOY8xCClMIGYXYg5LBS/8FvMO6iLhX9jPz33Hdb/Bt2uwfKn9oveccpd1kgWOKorohkOEP4LegCOADYCdgNOBrYMohkKJ9Yw+kReWeptfob+nka7OtWq9XcWdzR3W1N6257jwzvnqAgQMDhX9HcUmWy+zN8M/gEfgTtlVY1x2YghoE22RcXt1zHiBe5V9Bn/Sf/h/eH9Tfol8HnoUd29zNW9qahVlPF/oWCFS7kpbQ3A7ODO9KgsiLBktEBkH/f3i9Nbr5OIX2nzRHskGwUG517HTqj2kH55/mGeT247iioGHvYSYgheBO4AEgHSAiYFCg56FmIgujFqQF5VemiqgcqYvrVe04bvEw/XLatQX3fHl7u4A+BwBOApGEzscDCWsLRE2MD7+RXJNgFQhW0xh+GYebLlwwHQweAR7OH3Kfrd//n+ff5p+8Xylerp3NHQXcGhrLmZvYDJagVNjTOJECD3eNG8sxyPxGvcR5gjL/6/2n+2m5NLbLNPAyprCxLpHsy6sgqVLn5KZXpS2j5+LIIg8hfiCVoFZgAKAUIBFgd6CGoX1h2yLeo8blEiZ+p4qpdCr5LJcui7CUMq40lvbLuQk7TP2T/9rCH0ReBpQI/srbTSbPHpEAEwjU9pZHWDjZSRr228AdI53gnrWfIh+lX/9f79/235SfSZ7W3jzdPNwYWxBZ5xheFvdVNRNZkacPoE2IC6CJbQcwBOzCpgBfPho72vmjt3e1GbMMcRKvLu0ja3LpnygqppblZaQY4zFiMKFXoOcgX6ABoAzgAeBgIKchFeHsIqhjiWTN5jPneejdqp1sdq4m8CuyAnRodlr4lvrZ/SB/Z0Gsg+zGJMhSCrGMgI78UKKSsJRj1jpXslkJWr3bjpz5nb5eWx8P35tf/Z/2H8Vf619oXv1eKx1yXFUbVBoxGK5XDVWQU/mRy5AIjjOLzsndh6IFX8MZgNJ+jPxMOhM35LWDs7LxdS9MrbxrhiosqHHm12WfZEsjXCJTobLg+iBqoAQgB2A0IAogiSEwIb6ic2NNZIrl6mcqKIhqQqwW7cLvw7HXM/p16rglOmb8rP70ATnDe0W1R+TKB0xZjlmQRBJXFA/V7FdqWMgaQ5ubXI4dml5/XvvfT5/6H/rf0l/AX4WfIl5XnaackFuWWnoY/VdiFeqUGNJvEHAOXkx8ig2IFAXSw40BRf8//L36QzhSdi5z2jHYb+ut1mwa6ntoumcZZdpkvuNIYrhhj2EO4LcgCKADYCggNeBs4MvhkqJAI1KkSSWiJtvodCno67htX69csWyzTPW697N58/w5fkCAxsMJRUUHtwmcS/IN9c/k0fyTutVdFyFYhZoH22bcYR11HiHe5l9CX/Tf/h/dn9PfoR8F3oLd2VzKW9dagZlLV/XWA9S20pHQ1s7IjOnKvQhFRkWEAIH5f3L9L/rzeIB2mbRCMnywC25xLHBqi2kEJ5ymFqT0I7YinmHtoSUghSBOYAEgHaAjIFIg6WFoYg4jGWQI5Vsmjmgg6ZBrWq09bvZwwrMgNQt3QjmBe8Y+DQBTwpdE1IcIiXCLSc2RT4SRoRNklQyW1thBmcrbMRwynQ4eAt7PX3Nfrl//n+df5d+7HyeerJ3KnQLcFtrH2ZfYCJab1NQTM5E8zzJNFossSPaGuARzwiz/5f2h+2Q5LvbFtOryobCsLo0sxyscaU8n4SZUZSqj5WLGIg2hfOCU4FXgAKAUoBIgeOCIIX9h3aLho8olFaZCZ87peKr97JvukLCZcrO0nHbROQ77Uv2Zv+CCJQRjxpnIxEsgjSvPI1EEkw1U+tZLGDxZTFr5m8KdJd3iHrbfIt+l3/9f71/2H5NfSB7U3jpdOhwVGw0Z41haFvMVMFNUkaIPmw2Ci5sJZ0cqROcCoEBZfhR71Tmd93I1FHMHcQ2vKi0e626pm2gm5pOlYuQWYy8iLuFWYOYgXyABYA1gAqBhYKihF+HuYqsjjKTRJjenfejiKqHse24r8DDyB/Rt9mC4nPrfvSY/bUGyg/KGKohXircMhc7BUOdStNRoFj5XtdkMmoDb0Rz73YAenJ8Qn5vf/Z/138Sf6h9m3vteKJ1v3FHbUJotmKpXCRWL0/TRxpADTi4LyUnXx5xFWgMTwMy+hzxGeg133zW+c23xcC9H7bfrgioo6G4m1CWcZEhjWeJR4bFg+SBp4AQgB6A04AtgiqEyIYDitiNQZI4l7icuKIyqRywbrcfvyPHcs//18Hgq+my8sr75wT+DQQX6x+pKDIxezl6QSNJblBQV8FduGMtaRpueHJBdnF5A3zzfUF/6X/rf0Z//X0QfIJ5VnaQcjVuTGnZY+Vdd1eYUE9JqEGrOWQx3CgfIDkXNA4dBQD85/Lg6fXgMtikz1PHTb+bt0awWandotqcV5ddkvCNGIrZhjeENoLZgCCADoCigNuBuIM3hlOJCo1WkTKWl5t+oeGnta70tZK9h8XHzUnWAd/k5+fw/PkZAzMMPRUrHvImhi/dN+s/pkcET/xVhFyTYiNoK22mcY113HiNe559DH/Vf/d/dH9Lfn58EHoDd1tzHm9QavhkHV/GWP1RyEozQ0Y7DTORKt4h/hj/D+oGzv2z9KjrtuLr2VHR88jewBq5srGwqh2kAZ5kmE6TxY7PinGHsISPghGBOIAFgHeAkIFNg6uFqYhCjHCQMJV7mkmglKZSrXy0CbztwyDMldRE3R/mHO8v+EsBZgp0E2kcOCXYLTw2WT4lRpdNo1RCW2phFGc3bM9w03RAeBF7Qn3Qfrp//n+bf5N+53yYeqp3IHQAcE5rEWZQYBFaXlM+TLtE3zyzNEQsmyPDGskRuAic/4D2cO155KXbANOWynHCnLohswusYaUsn3aZRZSfj4yLEIgvhe6CUIFWgAKAVIBLgeiCJ4UFiH+LkY80lGSZGZ9LpfSrCbODulfCesrk0ojbW+RS7WL2fv+ZCKsRpRp9IycsmDTEPKFEJUxHU/xZPGD/ZT5r8W8UdJ93j3rgfI9+mX/+f7x/1X5IfRl7S3jgdN1wSGwmZ35hV1u6VK9NP0Z0Plc29C1WJYYckhOFCmkBTfg67z3mYd2y1DvMCMQivJW0aq2ppl2gjZpBlX+QT4y0iLSFVIOVgXqABYA2gA2BiYKohGeHw4q3jj6TUpjtnQekmaqasQC5w8DYyDTRztmZ4orrlfSw/cwG4Q/hGMAhdCrxMiw7GUOwSuVRsVgJX+VkP2oOb05z93YHend8Rn5xf/d/1n8Pf6R9lXvmeJl1tHE7bTVop2KZXBJWHE+/RwVA+DeiLw8nSB5aFVEMNwMb+gXxAugf32bW482ixay9DLbNrvenk6Gqm0OWZZEXjV+JQIa/g+CBpYAPgB+A1YAxgjCEz4YMiuONTZJGl8ecyKJDqS+wgrczvzjHh88W2NfgwunJ8uL7/gQWDhsXAiC/KEgxkDmOQTdJgFBhV9FdxmM6aSZugnJKdnh5CHz4fUN/6n/qf0R/+X0KfHp5TXaFciluPmnLY9VdZleGUDxJlEGWOU4xxigIICIXHQ4FBen70PLJ6d7gHNiOzz/HOb+HtzSwSKnNosucSpdRkuaND4rShjGEMoLWgB+AD4CkgN+BvoM+hlyJFI1ikT+WpZuOofGnx64Htqa9nMXdzV/WGN/75/7wFPowA0oMVBVBHggnnC/yN/8/ukcXTw1WlFyiYjFoOG2xcZZ143iTe6J9D3/Wf/d/cn9Hfnl8CXr6dlFzEm9DaupkDV+2WOtRtkofQzI79zJ7Ksch6BjoD9MGt/2c9JDrn+LU2TvR3sjJwAa5n7Geqgyk8p1WmEKTuo7GimmHqoSLgg6BN4AFgHmAlIFSg7KFsYhMjHyQPZWJmligpKZkrY+0HLwCxDXMq9Ra3TbmM+9G+GIBfgqLE4AcTyXuLVE2bT45RqlNtVRSW3lhImdEbNpw3XRIeBh7R33Ufrx//n+Zf5B+4XyReqF3F3T1b0JrA2ZAYAFaTFMrTKdEyjyeNC4shCOsGrIRoAiF/2n2We1i5I7b6tKByl3CiboPs/mrUKUdn2iZOJSUj4KLB4gphemCTIFUgAKAVYBPge2CLYUNiImLnI9BlHKZKJ9cpQWsHLOWumvCkMr60p7bcuRp7Xn2lf+xCMIRvBqUIz0srTTYPLVEOExYUwxaS2ANZktr/W8ddKd3lnrlfJJ+m3/+f7p/0X5EfRN7Q3jWdNJwO2wYZ29hR1upVJxNK0ZfPkI23i0/JXAcexNtClIBNvgj7ybmSt2c1CbM88MPvIK0WK2Zpk6gf5o0lXSQRYysiK6FToORgXiABYA3gBCBjoKuhG+HzIrCjkqTYJj8nRikq6qssRS518DtyErR5Nmv4qHrrPTH/eMG+A/4GNchiioGM0A7LUPDSvdRwVgYX/RkTGoab1hzAHcOen18Sn5zf/d/1X8Nf599j3veeJB1qXEvbSdomGKJXAFWCk+sR/E/4zeNL/gmMh5DFToMIAMD+u7w6+cI31DWzs2NxZi9+bW7ruang6GbmzaWWZENjVaJOYa6g9yBo4AOgCCA2IA1gjaE14YViu2NWZJTl9Wc2KJUqUGwlbdHv03Hnc8s2O7g2eng8vn7FgUtDjIXGCDVKF0xpTmiQUpJklByV+Fd1WNIaTJujXJTdn95Dnz8fUZ/6n/pf0F/9X0EfHN5RHZ7ch5uMWm8Y8ZdVVdzUClJgEGCOTkxsCjyHwsXBQ7uBNH7ufKy6cjgBth4zyrHJb90tyKwN6m9orycPJdEktuNBorKhiyELoLUgB6AD4CngOOBw4NFhmWJHo1tkUyWtJueoQKo2a4atrq9sMXyzXXWL98S6BXxK/pIA2EMaxVYHh4nsi8HOBRAzUcpTx5WpFyxYj5oRG28caB163iZe6d9EX/Xf/Z/cH9EfnN8AnrxdkdzBm82attk/l6lWNlRo0oLQx074jJlKrEh0RjQD7wGn/2F9HnrieK+2SXRyci1wPO4jbGNqvyj451JmDWTr468imKHpISGgguBNYAFgHuAl4FXg7mFuohWjIeQSpWXmmigtaZ2raK0MLwWxErMwdRx3U3mSu9e+HoBlQqiE5YcZSUDLmY2gj5NRrxNxlRjW4hhL2dQbOVw5nRQeB57TH3Xfr1//X+Yf4x+3HyKepl3DXTpbzVr9WUxYPBZOlMYTJNEtTyJNBgsbiOVGpsRiQht/1L2Qu1L5Hjb1dJsykjCdbr8suerQKUOn1qZK5SJj3iL/4ciheSCSYFSgAKAV4BSgfKCNIUViJOLp49NlICZN59spResL7Oqun/CpcoP07XbieSA7ZD2rP/ICNkR0xqqI1MswjTtPMlES0xqUx1aW2AbZldrCHAndLB3nHrqfJZ+nX/+f7l/zn4/fQ17O3jNdMdwL2wKZ2BhN1uXVIpNGEZLPi02yS0pJVkcZBNWCjsBH/gM7w/mNN2G1BHM38P7u2+0Rq2Ipj6gcZonlWiQO4yjiKeFSYONgXaABIA5gBOBkoK1hHeH1orNjlaTbpgLniikvKq/sSe57MACyWDR+tnG4rjrxPTe/fsGDxAOGe0hoCocM1U7QUPWSglS0lgoXwJlWWomb2JzCXcVeoJ8Tn52f/h/1H8Kf5t9iXvWeId1n3EjbRpoiWJ4XPBV+E6ZR90/zjd3L+ImGx4sFSIMCQPs+dbw1Ofy3jrWuM14xYS95rWprtWnc6GNmyiWTpEDjU2JMoa0g9iBoIAOgCGA24A6gjyE3oYeiviNZZJhl+Sc6KJlqVOwqLdbv2LHs89C2AXh8On48hD8LQVEDkkXLyDrKHMxujm2QV1JpFCDV/Bd5GNVaT5ul3Jcdod5FHwAfkh/63/ofz9/8X3/e2t5O3ZxchJuJGmtY7ZdRFdhUBZJbEFtOSMxmijbH/QW7g3XBLr7ovKb6bHg8NdjzxXHEb9htxCwJqmtoq6cL5c4ktGN/YnDhiaEKoLRgB6AEICpgOeByYNMhm2JKY15kVmWwpuuoROo664tts69xcUIzozWRd8p6CzxQvpfA3gMghVvHjQnxy8cOChA4Ec7TzBWtFzAYkxoUG3Gcal183ife6t9FH/Yf/Z/bn9Afm58+3npdj1z+24pas1k7l6UWMdRkEr3Qgg7zTJPKpohuhi5D6QGiP1u9GLrcuKo2Q/RtMihwN+4e7F8quyj1J07mCmTpI6zilqHnYSBggiBNIAGgH2Am4Fdg8CFwohgjJOQV5WlmnigxqaIrbW0RLwrxGDM19SH3WTmYe91+JEBrAq5E60ceyUZLns2lj5gRs5N2FRzW5dhPWddbPBw8HRYeCR7UH3afr5//X+Wf4l+13yEepF3A3Tebyhr52UiYN9ZKFMFTIBEoTxzNAIsVyN/GoQRcghW/zr2K+005GLbv9JWyjTCYbrqstarL6X/nkyZH5R+j2+L94cchd+CRoFRgAKAWYBVgfeCOoUdiJyLso9alI6ZRp99pSmsQbO+upTCusol08vbn+SY7aj2xP/fCPAR6hrBI2ks1zQBPdxEXUx8Uy1aamApZmRrE3AxdLh3o3rvfJl+nn/+f7d/y346fQZ7M3jDdLxwImz8ZlBhJluGVHdNBEY2Phg2sy0TJUIcTRM/CiMBB/j17vjlHt1w1PvLysPnu1y0NK13pi+gY5oalV2QMYybiKCFRIOKgXSABIA6gBaBl4K7hH+H34rXjmOTe5ganjikzarRsTu5AMEXyXbREdrd4s/r2/T2/RIHJhAlGQQitioxM2o7VUPpShtS41g4XxBlZmoxb2xzEXcceoh8Un54f/h/038Hf5Z9g3vOeH11lHEXbQxoemJoXN5V5U6FR8k/uTdhL8wmBB4VFQsM8QLV+b/wvefb3iTWo81jxXC907WXrsSnZKF+mxuWQpH4jESJKoavg9SBnoANgCKA3YA+gkKE5oYoigKOcZJul/Oc+KJ3qWWwu7dvv3fHyM9Y2BvhB+oP8yj8RAVbDmAXRSACKYgxzznKQXBJt1CUVwBe8mNiaUluonJldo55GnwEfkt/7H/nfzx/7H35e2R5MnZmcgZuF2mfY6ZdM1dPUANJWEFYOQ0xgyjFH90W1w2/BKP7ivKE6Zrg2tdNzwDH/b5Ot/2vFamdop+cIpcsksaN9Im7hiCEJYLOgB2AEYCrgOuBz4NThnaJM42FkWaW0Zu9oSSo/a5AtuK92sUdzqLWXN9A6EPxWvp2A5AMmRWFHksn3S8xODxA9EdOT0FWxFzPYlloXG3RcbJ1+nile7B9F3/Zf/V/a388fml89HngdjJz724car5k3l6DWLVRfUrkQvQ6tzI5KoQhoxiiD40Gcf1W9EvrW+KS2frQn8iMwMy4aLFqqtyjxZ0tmB2TmY6qilKHl4R9ggWBM4AGgICAn4Fig8eFy4hqjJ6QZJW0moeg1qaarci0WLxAxHXM7dSe3Xvmee+M+KgBwwrQE8QckiUvLpA2qz50RuFN6VSDW6dhS2dpbPtw+XRgeCt7VX3dfsB//X+Uf4V+0nx9eoh3+XPTbxtr2WUSYM9ZF1PzS2xEjDxeNOwrQSNoGmwRWwg//yP2FO0e5EvbqdJByh/CTrrXssSrH6Xvnj6ZEpRzj2WL74cVhdqCQ4FPgAKAWoBZgfyCQYUmiKaLvY9nlJyZVp+NpTqsVLPRuqjCz8o70+HbtuSv7b/22//3CAcSARvXI38s7TQWPfBEcEyNUz5aeWA3ZnFrH3A7dMB3qnr0fJx+oH/+f7Z/yH41fQB7K3i6dLFwFmzuZkFhFlt0VGVN8UUiPgM2nS38JCscNhMoCgwB8Pfe7uHlB91a1ObLtsPTu0q0Iq1nph+gVJoOlVKQJ4ySiJmFP4OGgXKABIA8gBmBnILBhIeH6Irijm+TiZgpnkik36rksU65FMEsyYvRJ9rz4ubr8vQN/ikHPRA8GRoizCpHM347aUP8Si1S9FhHXx9lc2o9b3ZzGncjeo18VX56f/l/0X8Ef5J9fHvHeHR1iXELbf5na2JYXM1V005yR7Q/pDdML7Ym7R3+FPQL2gK9+ajwpufF3g7Wjc1PxVy9wLWFrrOnVKFwmw6WNpHujDyJI4apg9CBnIAMgCOA4IBCgkiE7YYxig2OfZJ8lwKdCKOIqXiwz7eDv4zH3s9u2DLhHuom8z/8XAVyDncXXCAYKZ4x5DneQYNJyVClVxBeAWRvaVVurHJudpV5H3wIfk1/7X/mfzp/6H3ze115KXZccvptCWmQY5ZdIlc9UPBIREFDOfgwbSiuH8YWwA2oBIv7c/Jt6YTgw9c4z+vG6L47t+uvBKmNopCcFJchkryN64m0hhqEIYLMgByAEoCugO+B1INbhn+JPY2RkXOW35vNoTWoEK9Ttva978UzzrjWct9X6FvxcfqOA6cMsBWcHmEn8i9GOFBAB0hgT1JW1FzeYmdoaG3ccbt1Anmre7R9Gn/af/V/aX84fmN87HnYdihz424ParBkz15yWKNRakrQQt86ojIjKm0hjBiLD3YGWf0/9DTrROJ72eTQish4wLm4VrFZqsujtp0gmBCTj46gikqHkYR4ggKBMYAGgIKAooFng86F04h0jKqQcZXCmpeg56asrdu0bLxUxIrMA9W03ZHmkO+j+MAB2wroE9scqCVFLqU2vz6HRvRN+1SUW7ZhWWd2bAZxA3VoeDF7Wn3gfsF//X+Sf4J+zXx2eoB373PHbw9ry2UDYL5ZBVPgS1hEeDxJNNYrKiNRGlURQwgn/wz2/ewH5DXbk9IsygvCOrrEsrOrDqXgnjCZBpRoj1yL54cOhdaCP4FOgAKAXIBcgQGDSIUuiLCLyY9zlKqZZZ+epUysZ7Plur3C5cpR0/jbzeTG7db28v8OCR4SGBvtI5UsAjUqPQRFg0yfU05aiWBFZn1rKnBFdMh3sHr5fKB+on/+f7R/xX4wffl6I3iwdKZwCWzgZjJhBVtiVFJN3UUOPu01hy3mJBUcHxMQCvUA2ffG7srl8dxE1NHLocPAuze0EK1WphCgRpoBlUaQHYyKiJKFOYODgXCAA4A9gByBoILHhI6H8ortjnyTl5g4nlmk8Kr2sWK5KcFByaHRPdoK4/3rCfUk/kEHVBBTGTEi4ipcM5M7fUMOSz9SBVlXXy1lgGpIb4BzIncqepJ8WX58f/l/0H8Bf419dnu/eGt1fnH+bPFnXGJIXLxVwE5fR6A/jzc2L58m1x3nFN0LwwKm+ZHwkOeu3vjVeM06xUi9rbVzrqKnRKFhmwGWK5HkjDOJHIakg82BmYAMgCSA44BHgk6E9YY6ihiOiZKJlxGdGKOZqYqw4reYv6HH9M+E2EnhNeo981b8cwWKDo0XcyAuKbMx+DnyQZZJ21C2VyBeD2R9aWFutnJ2dp15JXwMfk9/7n/lfzd/5H3te1V5IHZRcu5t/GiBY4ZdEVcrUNxIMEEuOeIwVyiXH68WqQ2RBHT7XPJW6W3grdciz9bG1L4nt9mv86h9ooGcB5cVkrGN4omshhSEHYLJgBuAEoCwgPOB2oNihoiJSI2ckYGW7pvdoUaoIq9mtgq+A8ZIzs7Wid9u6HLxiPqlA74MxxWzHncnCDBbOGRAGkhyT2NW5FztYnRodG3mccR1CXmxe7l9HX/bf/R/Z380fl585XnPdh5z2G4CaqJkv15hWJFRV0q8Qso6jDINKlchdRh0D18GQv0o9B3rLuJl2c7QdchkwKW4Q7FIqrujp50SmASThI6XikOHi4R0gv+AMIAHgISApoFtg9WF3Ih+jLWQfpXQmqag+Ka9re60gLxpxKDMGdXL3ajmp++7+NcB8gr/E/EcviVbLro20z6aRgZODFWkW8VhZ2eCbBFxDHVweDd7X33jfsN//X+Qf35+yHxvenh35XO8bwJrvWXzX61Z81LNS0REYzw0NMArFCM6Gj4RLAgQ//T15uzw4x/bfdIXyvbBJ7qysqGr/qTRniKZ+ZNcj1KL34cIhdGCPIFMgAKAXoBfgQaDToU2iLmL1I+AlLiZdJ+upV2sebP5utHC+spn0w7c5OTd7e32CQAlCTYSLhsEJKssFzU/PRdFlkyxU19amGBTZoprNXBOdNF3t3r+fKN+pH/+f7N/wX4rffN6G3imdJtw/WvTZiNh9VpRVD9NykX5Pdg1cS3PJP4bCBP5Cd0Awfev7rTl2twu1LvLjMOsuyS0/6xFpgCgOJr0lDuQE4yCiIuFNIN/gW6AA4A+gB+BpYLOhJaH+4r4joiTpZhHnmmkAqsJsnW5PcFWybfRU9oh4xTsIfU8/lgHbBBqGUci+CpxM6g7kEMhS1FSFVlmXztljWpUb4pzK3cxeph8XX5+f/p/z3/+fol9cHu3eGJ1dHHybONnTWI4XKtVrk5LR4w/ejcgL4kmwB3QFMULqwKP+XrweeeX3uLVY80lxTS9mrVhrpGnNKFTm/SVH5HajCqJFYaeg8mBl4ALgCWA5oBLglSE/YZDiiKOlZKXlx+dKaOqqZyw9besv7bHCdCb2F/hTOpU8278igWhDqQXiSBEKckxDToGQqlJ7VDHVzBeHmSKaW1uwXJ/dqR5K3wQflJ/7n/lfzV/4H3ne055F3ZHcuJt7mhzY3ZdAFcZUMlIHEEZOc0wQSiBH5gWkQ15BF37RfI/6Vbgl9cMz8HGwL4Ut8ev4ahtonOc+ZYJkqeN2Ymlhg6EGYLHgBqAE4CygPeB4INphpGJUo2okY6W/JvtoVeoNK95th6+GMZezuTWn9+F6InxoPq8A9UM3hXJHo0nHjBwOHhALUiFT3VW9Fz7YoJogG3xcc11EXm3e719H3/df/R/ZX8wflh83nnGdhRzzG70aZNkr15RWH9RREqoQrU6dzL3KUAhXhhdD0cGK/0R9AbrF+JP2bnQYMhQwJK4MbE2qqujmJ0EmPiSeY6OijuHhYRvgvyAL4AHgIaAqoFyg9yF5IiIjMGQi5XfmragCafPrQG1k7x+xLXML9Xh3b/mvu/S+O4BCQsWFAgd1SVwLtA26D6uRhlOHlW0W9RhdGeObBtxFnV4eD57Y33mfsR//H+Of3p+wnxoem9323Oxb/VqrmXkX51Z4VK6SzFETzweNKor/SIjGicRFQj5/t31z+zZ4wjbZ9ICyuLBE7qfso+r7qTCnhSZ7ZNRj0iL14cChcyCOYFKgAKAX4BjgQuDVYU+iMOL34+NlMaZhJ+/pW+sjLMMu+bCD8t90yTc++T07QX3IAA8CU0SRRsaJMAsLDVTPStFqEzCU3Bap2BhZpdrQHBYdNl3vnoDfad+pX/+f7F/vn4mfex6EniddJBw8GvFZhRh5Vo/VC1NtkXlPcM1XC25JOcb8RLiCcYAqveY7p3lxNwY1KbLeMOYuxG07aw1pvGfKprnlC+QCYx5iIWFL4N8gWyAA4BAgCKBqoLUhJ6HBYsDj5STsphWnnmkE6sbsom5UcFsyc3Rato44yvsOPVT/m8HgxCBGV4iDiuHM7w7pEM0S2NSJll2X0plmmpfb5RzM3c4ep18YX6Af/p/zn/7foR9anuweFh1aXHmbNVnPmIoXJlVnE44R3g/ZTcLL3MmqR25FK4LlAJ4+WLwYueB3szVTc0RxSC9h7VProCnJaFEm+eVE5HQjCKJDoaZg8WBlYALgCeA6IBPglqEBIdMii2OoZKkly6dOaO8qa+wCbjAv8vHH9Cx2HbhY+ps84X8ogW4DrsXoCBaKd4xIjoaQrxJ/1DYV0BeLGSXaXluy3KIdqt5MHwUflR/73/kfzJ/233he0Z5DnY8ctZt4WhkY2Zd71YGULZIB0EEObcwKyhqH4EWeg1iBEX7LvIo6UDggdf3zqzGrL4Bt7Wv0KhdomSc7Jb9kZyN0ImdhgiEFILEgBmAFIC1gPuB5YNxhpqJXI20kZuWC5z9oWioRq+MtjK+LcZzzvrWtt+c6KDxt/rUA+0M9RXgHqMnMzCFOI1AQUiXT4ZWBF0KY49ojW38cdd1GXm9e8F9In/ef/N/Yn8sflJ813m9dgpzwG7naYVkoF5AWG1RMUqUQqE6YTLhKSkhRxhFDzAGE/358+/qAOI52aPQS8g7wH64H7ElqpujiZ33l+ySbo6EijOHf4RrgvqALoAIgIiAroF3g+OF7YiSjMyQmJXtmsWgGqfhrRS1p7ySxMvMRdX43dbm1e/p+AYCIAstFB8d6yWGLuU2/D7BRitOL1XFW+NhgmebbCZxH3WAeER7aH3pfsZ//H+Mf3d+vXxiemd30XOlb+hqoGXUX4xZz1KnSx1EOjwJNJQr5yIMGhAR/Qfh/sb1uOzC4/LaUtLtyc7BALqMsn6r3aSzngeZ4JNGjz+Lz4f7hMeCNoFJgAKAYYBmgRCDXIVHiM2L6o+ZlNSZk5/PpYGsn7Mgu/rCJMuT0zvcEuUL7hz3OABUCWQSXBsxJNYsQjVoPT5Fu0zUU4Bat2BvZqNrS3BidOF3xHoIfap+p3/+f7B/u34ifeZ6CniTdIRw5Gu3ZgRh1FouVBpNokXQPa41Ri2jJNAb2hLKCa8Ak/eB7oblrdwC1JHLY8OEu/6z26wkpuGfHJralCSQ/4txiH6FKoN4gWuAA4BBgCaBr4LahKaHDosOj6GTwJhmnoqkJasuspy5ZsGByeLRgNpO40LsT/Vq/ocHmhCYGXQiJCucM9E7uENHS3VSN1mFX1hlp2prb55zPHc+eqJ8ZH6Cf/p/zH/4foB9ZHuoeE91XnHabMhnL2IXXIhViU4kR2M/UDf1Ll0mkx2iFJcLfQJg+UvwS+dq3rbVOM38xA29dLU9rm+nFaE2m9qVCJHFjBmJB4aTg8GBk4AKgCiA64BUgmCEDIdVijiOrpKylz2dSaPNqcGwHLjUv+DHNNDH2I3heuqD85z8uQXPDtIXtiBwKfQxNzouQs9JEVHpV09eO2SkaYVu1XKRdrJ5NnwYfld/8H/jfzB/133bez95BXYycspt1GhVY1Zd3Vb0T6NI80DvOKIwFShUH2oWYw1LBC77FvIR6Snga9fhzpfGmL7utqKvv6hOolWc35bxkZKNx4mWhgOEEILCgBiAFYC3gP+B64N4hqKJZ43AkaiWGpwMonmoWK+ftka+QsaJzhDXzd+z6LfxzvrrAwQNDBb3HronSTCaOKFAVEipT5dWFF0ZY51omW0GcuB1IHnDe8Z9JX/ff/J/YH8ofk180Hm1dv9ytW7aaXZkkF4vWFtRHkqAQow6TDLLKRMhMBguDxkG/Pzi89jq6uEi2Y3QNsgnwGu4DLEUqoujep3pl9+SZI57iiuHeIRmgveALIAIgIqAsYF9g+qF9oicjNiQpZX7mtWgKqfzrSa1u7ynxODMW9UO3u3m7O8B+R0COAtEFDUdASacLvo2ED/VRj1OQVXVW/JhkGenbDFxKXWIeEp7bX3sfsd//H+Kf3N+uHxbel93x3Oab9tqkmXFX3tZvlKUSwlEJTz0M34r0SL2GfkQ5gfK/q/1oeys49zaPNLXybnB7Ll6smyrzaSknvmY1JM7jzWLx4f1hMKCMoFHgAKAY4BqgRWDYoVPiNeL9o+mlOKZop/gpZOssbM0uw/DOsup01HcKOUi7jP3TwBrCXsScxtHJOwsVzV8PVJFzkzmU5FaxmB9ZrBrV3BrdOl3y3oNfa1+qX/+f65/uH4dfd96AniJdHlw12upZvVgxFocVAhNj0W8PZk1MC2MJLkbwhKzCZcAfPdq7m/ll9zt03vLT8Nxu+yzyawTptKfDprOlBmQ9YtpiHeFJYN1gWmAA4BDgCmBs4LhhK6HGIsZj62Tzph1npqkNqtAsrC5esGWyfjRltpl41nsZvWC/p4HsRCvGYsiOiuxM+Y7zENaS4ZSSFmVX2Zls2p2b6hzRHdFeqh8aH6Ef/t/y3/1fnt9XnugeEZ1U3HNbLpnIGIHXHZVd04RR08/OzffLkYmfB2LFIALZQJJ+TTwNOdU3qDVIs3nxPm8YbUrrl+nBaEom82V/JC7jBCJAIaOg72BkYAKgCmA7oBYgmaEFIdfikKOupK/l0ydWaPeqdOwL7jov/XHStDd2KPhkeqa87T80AXmDukXzSCGKQkyTDpCQuNJI1H6V19eSWSxaZBu4HKadrp5PHwcfll/8H/ify1/033Wezd5/HUncr5txmhHY0ZdzFbiT5BI30DbOIww/ic9H1MWTA0zBBf7//H66BPgVdfMzoPGhL7btpCvrqg+okec0pblkYeNvomPhv2DDIK/gBeAFYC6gAOC8YN/hquJcY3MkbaWKJwcooqoaq+ytlq+V8aezibX49/K6M7x5voCBBsNIxYNH9AnXzCvOLVAZ0i8T6hWJF0oY6popW0Rcul1KHnJe8p9J3/gf/J/Xn8lfkd8yXmsdvVyqW7NaWhkgF4eWElRC0psQnc6NjK0KfwgGRgXDwEG5fzL88Hq0+EM2XjQIcgTwFi4+rACqnuja53cl9OSWY5yiiSHcoRigvSAK4AJgIyAtYGCg/GF/oimjOSQspUJm+WgO6cFrjm1z7y8xPXMcdUl3gTnBPAY+TQCTwtbFEwdGCayLg83JT/oRlBOUlXlWwFinWezbDxxMnWQeFB7cX3vfsh/+3+If3B+s3xUelZ3vXOOb89qhGW1X2tZrFKCS/VDETzeM2gruiLfGeIQzwez/pf1ieyV48XaJtLCyaXB2blnslurvKSUnuuYx5MwjyyLv4fuhL2CL4FGgAKAZYBtgRqDaYVXiOGLAZCzlPCZsp/wpaSsxLNHuyTDT8u/02jcP+U57kv3ZgCCCZISihtdJAItbDWRPWZF4Ez3U6Fa1WCLZr1rYnB1dPF30noSfbF+qn/+f6x/tH4Yfdl6+neAdG5wymubZuZgs1oLVPVMe0WnPYM1Gi12JKMbqxKcCYAAZPdT7ljlgNzX02bLOsNdu9mzuKwDpsOf/5nBlA2Q64tgiHCFIINxgWeAAoBEgCyBuILnhLaHIYskj7qT3JiEnqqkSKtTssO5jsGryQ7Srdp843DsfvWZ/rUHyBDGGaEiUCvHM/o74ENtS5hSWFmkX3RlwGqCb7JzTXdMeq18bH6Gf/t/yn/zfnZ9V3uYeDx1SHHBbKxnEWL3W2VVZE7+Rjs/JjfJLjAmZR10FGkLTgIy+R3wHec93orVDc3SxOW8TrUZrk6n9qAZm8CV8JCxjAiJ+YWIg7mBjoAJgCqA8YBdgmyEG4doik2OxpLNl1udaaPvqeawQ7j9vwrIYND02LrhqOqx88v86AX+DgAY5CCcKR8yYDpWQvZJNVELWG9eWGS/aZxu6nKidsF5QXwgflt/8X/hfyp/z33QezB583UccrJtuWg4YzZdu1bQT3xIy0DGOHYw6CcmHzwWNQ0cBP/66PHj6PzfP9e2zm7GcL7Htn6vnaguojicxJbZkX2NtYmHhveDCIK9gBaAFoC8gAiC94OGhrSJfI3YkcOWN5wsopuofK/Gtm6+bMa0zjzX+t/h6Obx/foaBDINOhYkH+YndDDEOMlAekjOT7lWNF02Y7hosW0bcvJ1L3nPe859Kn/hf/F/XH8hfkJ8wnmjdutynW7AaVlkcF4NWDdR90lYQmI6ITKeKeYgAhgAD+oFzfy086rqvOH22GLQDMj/v0S457DxqWujXJ3Ol8eSTo5pihyHbIRdgvGAKoAJgI6AuYGIg/iFB4mwjO+Qv5UYm/SgTKcXrky147zQxAvNh9U73hvnG/Av+UwCZgtyFGMdLibHLiQ3OT/8RmJOY1X1WxBiq2fAbEdxO3WXeFd7dn3yfsp/+3+Gf2x+rXxNek53s3ODb8JqdmWmX1pZmlJvS+JD/DvJM1IrpCLIGcsQtweb/oD1cux+46/aENKtyZHBxblVskmrrKSFnt2Yu5MljyKLt4fohLmCLIFEgAKAZ4BxgR+DcIVfiOqLDJDAlP6ZwZ8Bpras17NbuzjDZMvU037cVuVQ7mL3fgCaCakSoBt0JBgtgTWlPXlF80wJVLFa5GCZZslrbXB/dPl32HoXfbR+rH/+f6t/sX4TfdJ68nd2dGNwvmuNZtdgo1r5U+JMaEWTPW41BC1gJIwblBKFCWkATfc87kHlatzB01HLJsNJu8azpqzypbOf8Zm0lAKQ4otYiGqFGoNugWWAAoBGgC+BvYLuhL6HK4svj8aT6piTnrukWatlste5o8HAySTSw9qT44fslfWw/swH3xDcGbgiZivcMw8880OAS6pSaVm0X4JlzWqNb7xzVXdTerJ8b36If/t/yH/wfnJ9UXuQeDN1PXG1bJ9nAmLnW1RVUk7qRic/ETe0LhomTh1dFFELNwIa+QbwBucn3nTV98y+xNG8O7UHrj2n5qALm7OV5ZCnjP+I8oWDg7aBjIAJgCuA9IBhgnKEI4dxiliO0pLal2qdeaMBqviwVrgRwB/IddAK2dHhv+rJ8+L8/wUVDxcY+iCyKTQydTpqQglKR1EcWH9eZmTMaahu9HKrdsh5R3wkfl5/8n/gfyh/yn3Keyh56nUScqZtq2gpYyZdqla9T2lIt0CxOGEw0icQHyUWHQ0FBOj60fHM6OXfKdehzlnGXL60tmyvjKgeoiqct5bNkXKNrImAhvGDBIK6gBaAF4C/gAyC/IOOhr2Jho3kkdCWRZw8oq2ojq/ZtoK+gMbKzlPXEOD46P3xFPsxBEkNURY7H/wnijDYON1AjkjgT8tWRF1FY8VovW0mcvt1N3nVe9N9LX/if/B/WX8dfjx8unmaduFykW6zaUtkYV78VyVR5ElEQk46CzKIKc8g7BfpDtMFtvyc85PqpuHg2EzQ98fqvzG41bDgqVqjTZ3Al7uSQ45fihSHZoRZgu6AKYAKgJCAvYGNg/+FD4m6jPuQzJUmmwShXacprl+197zlxCDNndVS3jLnMvBH+WMCfQuJFHodRCbdLjk3TT8PR3VOdVUGXB9iuWfMbFJxRXWfeF17e331fst/+3+Ef2h+qHxGekV3qXN3b7VqZ2WWX0lZiFJcS85D6Du0MzwrjSKxGbMQoAeE/mn1W+xn45na+tGYyXzBsrlCsjirnKR2ns+YrpMajxmLr4fhhLSCKYFDgAOAaYB0gSSDdoVoiPSLGJDMlAya0J8Spsis6rNvu03Decvq05XcbeVo7nn3lQCxCcAStxuKJC4tlzW6PY1FBk0aVMJa9GCnZtZreHCJdAF433ocfbd+rn/+f6l/rn4Ofcx66ndsdFhwsWt/ZsdgklrnU9BMVEV+PVk17ixJJHUbfRJtCVEANvcl7ivlVNyr0zzLEcM2u7OzlKzipaSf45mnlPeP2ItQiGOFFYNqgWOAAoBHgDKBwoL0hMaHNIs6j9OT95iinsuka6t4suq5t8HVyTrS2dqp457srPXI/uQH9hDzGc4ifCvxMyM8B0STS7xSelnDX5Fl2mqZb8ZzXndaerd8c36Kf/x/x3/tfm19S3uIeCp1MnGobJFn82HWW0JVP07XRhI//DaeLgQmOB1GFDoLHwID+e/v7+YQ3l7V4sypxL28KLX1rSyn16D9mqaV2ZCdjPaI64V9g7KBioAIgCyA9oBmgniEK4d6imKO3pLol3idiaMSqgqxabglwDTIi9Ag2efh1urg8/r8FgYsDy4YESHIKUoyijp+QhxKWVEtWI5edWTZabRu/nK0ds95THwofmB/8n/ffyV/xn3EeyF54XUHcpptnmgaYxZdmVarT1ZIo0CcOEswvCf5Hg4WBg3tA9H6uvG16M/fEteLzkTGSL6htlqve6gOohucqpbBkWiNo4l5huyDAIK4gBWAGIDBgBCCAoSVhsaJkY3wkd6WVJxMor6ooa/stpa+lcbfzmnXJ+AP6RTyLPtIBGENaBZRHxIonzDtOPFAoUjyT9xWVF1UY9JoyW0wcgR2Pnnbe9d9L3/jf/B/V38ZfjZ8s3mSdtZyhm6maTxkUV7rVxNR0UkwQjk69jFyKbkg1RfSDrsFn/yF83zqj+HJ2DfQ4sfWvx64w7DPqUqjPp2zl6+SOY5Wig2HYIRUguuAKIAKgJOAwYGTgwaGGInEjAaR2ZU1mxShbqc7rnK1C736xDbNs9Vo3knnSfBe+XoClQugFJAdWibzLk43YT8jR4dOhlUWXC5ixmfYbF1xTnWneGN7f334fsx/+n+Cf2V+o3w/ej13n3Nsb6hqWWWHXzlZdlJJS7pD0zueMyYrdyKaGZwQiQdt/lL1ROxR44La5dGDyWjBnrkwsiari6RnnsGYopMPjw+Lp4fbhK+CJoFBgAOAaoB4gSmDfYVwiP6LI5DZlBqa4J8iptms/bOCu2HDj8sA1KvchOV/7pD3rADICdcSzhuhJEQtrDXOPaFFGE0sVNJaA2G1ZuJrg3CSdAp45Xohfbt+r3/+f6d/qn4JfcV64ndjdE1wpWtxZrhgglrWU71MQEVqPUQ12CwzJF4bZhJWCToAHvcN7hTlPdyV0ybL/cIiu6Gzg6zRpZWf1ZmblOyPzotHiFyFEINngWGAAoBJgDWBx4L6hM6HPotFj9+TBZmxntukfKuLsv65zMHqyU/S8NrA47XsxPXf/vsHDhEKGuUikisHNDg8G0SlS85SilnTX59l52qkb9BzZndher18dn6Mf/x/xn/qfmh9RXuBeCB1KHGcbINn5GHGWzFVLU7DRv4+5zaILu0lIR0vFCMLCALs+Njv2Ob63UjVzcyUxKm8FbXjrRunx6DumpmVzpCTjO6I5IV4g66BiIAIgC2A+YBqgn6EMoeDim2O6pL1l4edmaMjqh2xfbg5wEnIodA22f7h7er38xH9LgZDD0UYJyHeKV8ynzqSQi9Ka1E+WJ5eg2Tmab9uCXO9dtZ5UnwsfmJ/83/efyJ/wn2+exl513X9cY5tkWgMYwZdiFaZT0NIj0CHODYwpifiHvcV7wzWA7n6ovGe6Ljf/NZ2zi/GNL6Otkivaqj+oQycnJa1kV2NmolxhuaD/IG1gBSAGYDEgBSCCISdhs+Jm437keuWY5xcos+os6//tqq+qsb1zn/XPuAm6SvyQ/tgBHgNfxZoHykotTACOQVBtEgEUO1WZF1jY+Bo1W07cg12Rnnhe9t9Mn/kf+9/VX8VfjF8rHmJdsxyem6YaS5kQV7aVwFRvkkcQiQ64DFcKaIgvhe6DqQFh/xu82XqeOGz2CHQzcfCvwq4sLC9qTqjMJ2ll6OSLo5NigWHWoRQgumAJ4ALgJWAxIGYgw2GIYnPjBKR5pVDmyOhf6dNroW1Hr0OxUvNydV/3l/nYPB1+ZICrAu3FKcdcSYIL2M3dj82R5pOl1UmXD1i1GflbGhxV3WveGl7hH37fs5/+n+Af2F+nnw4ejR3lXNhb5tqS2V3XyhZZVI2S6ZDvjuJMxArYCKDGYUQcgdV/jr1Lew642zaz9FuyVPBi7kdshWre6RYnrSYlpMEjwaLn4fVhKqCI4FAgAOAbIB7gS+DhIV4iAiMLpDmlCia758zpuusD7SWu3bDpMsW1MHcm+WW7qj3xADfCe4S5Ru3JFktwTXjPbRFK00+VONaEmHDZu9rjnCcdBJ47Homfb5+sX/+f6Z/p34Efb562ndZdEFwmGtjZqlgcVrEU6pMLUVWPS81wywcJEcbTxI/CSMAB/f27f3kJ9x/0xHL6MIOu46zcazApYWfx5mOlOCPxIs/iFaFC4NjgWCAAoBKgDiBy4IBhdaHR4tQj+yTE5nAnuykjqudshG64MEAymXSBtvX48zs2/X2/hIIJREhGvsiqCscNE08L0S4S+BSm1niX61l9Gqwb9pzb3doesJ8en6Of/x/xH/mfmR9Pnt5eBd1HXGQbHZn1WG2Wx9VGk6wRuo+0jZyLtclCh0YFAsL8QHU+MDvwebj3TLVt8yAxJW8A7XRrQqnt6DgmoyVwpCJjOWI3YVzg6qBhoAHgC+A/IBvgoSEOoeNiniO95IDmJadqaM1qi+xkLhOwF7It9BN2RXiBOsO9Cj9RQZaD1wYPiH0KXUyszqmQkJKfVFPWK5ekmTzactuE3PFdt15V3wwfmR/9H/dfyB/vX24exJ5znXycYJtg2j9YvZcdlaHTy9IekByOCAwkCfMHuAV2Ay/A6L6i/GH6KLf5tZgzhrGIL57tjavWajuof6bj5apkVONkolqhuCD+IGzgBOAGoDGgBiCDoSkhtiJpY0HkviWcZxsouCoxa8St76+v8YKz5XXVOA96ULyWvt3BI8NlRZ/Hz8oyzAXORpBx0gXUP5WdF1xY+1o4W1GchZ2TXnne999NH/kf+5/Un8Rfit8pXmAdsJybm6LaR9kMV7JV+9Qq0kIQg86yzFGKYwgpxejDo0FcPxX807qYuGd2AvQuMeuv/e3nrCsqSqjIZ2Yl5eSI45Eiv2GVIRLguaAJoALgJeAyIGegxSGKYnZjB6R85VRmzOhj6dfrpi1Mr0jxWDN39WV3nbnd/CN+akCwwvOFL4dhyYeL3g3ij9JR6xOqVU2XExi4mfxbHJxYXW3eHB7iH3+fs9/+n9+f11+mHwxeix3i3NVb45qPWVoXxdZU1IjS5JDqjtzM/oqSiJsGW4QWgc+/iP1Fuwj41baudFZyT/Bd7kLsgOra6RJnqaYiZP5jvyKl4fOhKaCIIE+gAOAboB/gTSDi4WBiBKMOpDzlDea/59Epv2sIrSqu4rDucss1NjcseWt7r/32wD3CQUT/BvNJG8t1jX3PchFPk1PVPNaIWHRZvtrmnCldBp48norfcF+s3/+f6R/pH7/fLh60XdPdDZwi2tVZplgYVqyU5hMGUVBPRk1rSwGJDEbOBInCQsA8Pbf7ebkENxp0/zK08L7unuzX6ywpXafuZmBlNWPuos3iE+FBoNggV6AAoBMgDyB0IIHhd6HUYtbj/iTIZnQnvykn6uwsiW69MEVynvSHNvu4+Ps8vUO/yoIPBE4GhIjvisxNGE8QkTLS/FSrFnyX7tlAWu7b+Rzd3dvesd8fn6Qf/1/w3/jfl99OHtxeA11EnGDbGhnxmGmWw5VCE6cRtU+vTZdLsEl9BwBFPQK2QG9+Knvq+bN3RzVosxrxIG88LS/rfqmqKDSmn+Vt5B/jN2I1oVtg6aBhIAHgDCA/4BzgoqEQoeWioOOA5MRmKWduqNGqkGxo7hiwHPIzNBj2SziG+sm9ED9XAZxD3MYVCEKKooyyDq6QlVKj1FgWL1eoGQAatduHXPOduV5XXw0fmd/9H/cfx1/uX2yewp5xXXncXZtdmjuYuZcZVZ0TxxIZkBdOAoweSe1HskVwAynA4v6dPFw6Ivf0NZLzgbGDL5otiOvSKjfoe+bgpaekUmNiYljhtqD9IGwgBKAG4DJgByCFISrhuGJsI0TkgaXgJx8ovGo168lt9K+1MYgz6vXa+BU6VrycvuOBKYNrBaVH1Uo4DAsOS5B20gpUA9XhF2AY/po7W1Qch92VXnse+R9N3/lf+5/UH8MfiZ8nXl3drdyYm5+aRFkIV64V91QmEn0Qfo5tTEwKXUgkBeMDnUFWfxA8zfqS+GH2PbPo8eav+S3jLCbqRqjEp2Kl4qSGY47ivaGToRHguOAJIAMgJmAzIGjgxuGMonjjCmRAJZgm0OhoKdxrqu1Rr04xXbN9tWs3o3nj/Ck+cAC2gvlFNQdnSY0L403nj9dR79OulVGXFti72f9bH1xanW+eHZ7jX0Bf9B/+X98f1p+k3wqeiN3gXNJb4FqLmVYXwZZQVIQS39DlTteM+QqMyJVGVcQQwcn/gz1/+sM4z/ao9FDySvBZLn4sfKqWqQ6npiYfZPujvOKj4fIhKGCHYE9gAOAcICCgTmDkYWJiByMRZD/lEWaDqBUpg+tNbS+u5/Dz8tC1O7cyOXE7tb38gAOCh0TEhzkJIUt6zUMPttFUE1hVARbMGHfZghspXCvdCJ4+XowfcR+tH/+f6J/oH76fLF6yXdGdCtwf2tHZopgUFqhU4VMBUUtPQQ1lyzwIxobIRIQCfX/2fbI7c/k+ttT0+fKv8LnumizTqyfpWefq5l1lMqPsYsviEiFAYNcgVyAAoBNgD+B1YIOheaHW4tmjwWUL5nfng2lsavCsji6CcIqypHSM9sE5PvsCfYl/0EIUxFPGigj1CtHNHY8VkTeSwNTvFkBYMllDWvGb+5zf3d1esx8gX6Sf/1/wn/gflp9MntpeAR1B3F3bFpnt2GVW/1U9U2JRsE+pzZHLqol3RzqE90KwgGm+JLvlOa23QbVjcxWxG683bStremmmKDDmnKVq5B1jNSIz4Vog6OBgoAGgDGAAoF4gpCESYefio6OD5MemLSdyqNXqlSxt7h2wIjI4tB52ULiMus99Ff9cwaJD4oYayEhKqAy3TrOQmhKoVFxWM1er2QNauJuJ3PXdux5Ynw4fml/9X/afxp/tX2sewN5vHXdcWltaGjfYtZcVFZiTwlIUkBIOPUvYyeeHrIVqQyQA3P6XfFZ6HTfutY1zvHF+L1VthGvN6jPoeGbdZaSkT6NgIlbhtWD74GugBKAHIDMgCGCGYSzhuqJuo0fkhOXj5yMogKp6a85t+a+6cY1z8HXgeBr6XHyifumBL4NwxasH2so9jBBOUJB7kg7UCBXlF2PYwhp+W1bcih2XHnye+h9On/mf+1/TX8IfiB8lnludq1yV25xaQJkEl6nV8pQhUngQeY5oDEaKV4geRd1Dl4FQfwo8yDqNOFw2ODPjseGv9G3ebCKqQqjA519l36SDo4yiu6GSIRDguCAI4AMgJyA0IGpgyOGO4ntjDWRDZZum1KhsaeDrr61Wr1NxYvNDNbC3qTnpvC7+dgC8gv8FOsdsyZJL6I3sj9wR9FOy1VXXGpi/WcJbYhxc3XGeHx7kX0Ef9F/+X96f1Z+jXwjeht3d3M+b3RqIGVJX/ZYL1L9SmtDgDtJM84qHSI/GUAQLAcP/vX06Ov24inajtEuyRbBULnmseGqSqQrnoqYcJPjjumKh4fChJyCGoE8gASAcoCGgT6DmIWRiCaMUJAMlVOaHqBlpiCtSLTRu7PD5MtY1AXd3+Xb7u73CgElCjQTKRz6JJstADYgPu9FY01yVBRbQGHtZhRssHC5dCp4/3o1fch+tn/+f6B/nX71fKp6wXc8dCBwcms5ZntgQFqPU3JM8kQYPe80gSzZIwMbChL5CN3/wfax7bnk5Ns909HKqsLTulazPKyPpVefnZlolL+Pp4smiEKF/IJZgVqAAoBPgEKB2oIUhe6HZItyjxGUPZnunh2lwqvVsky6HcI/yqfSSdsb5BLtIfY8/1gIahFlGj8j6itcNIo8akTxSxVTzVkRYNhlGmvSb/hziHd8etF8hX6Uf/1/wH/dflZ9K3thePp0/HBqbExnqGGFW+tU4011Rq0+kjYxLpQlxhzTE8YKqwGO+Hvvfeag3fDUd8xCxFq8yrSbrdimiaC1mmWVn5BrjMyIyIVig5+BgIAGgDKABYF8gpeEUYepipiOG5MsmMOd2qNpqmaxyriKwJ3I+NCP2VniSetU9G79iwagD6EYgSE3KrUy8jriQntKs1GBWN1evWQaau5uMXPfdvN5aHw8fmt/9X/Zfxd/sH2me/t4s3XScV1tW2jQYsZcQ1ZQT/ZHPkAzON8vTSeIHpsVkgx5A1z6RvFC6F7fpNYgztzF5L1Ctv+uJqi/odKbaJaGkTSNd4lUhs+D64GrgBGAHIDOgCWCH4S6hvOJxY0rkiCXnZycohOp/K9Mt/u+/sZLz9fXmOCB6YjyoPu9BNUN2hbCH4EoCzFWOVZBAUlNUDFXpF2dYxVpBW5lcjF2Y3n4e+x9PH/nf+x/S38Efhp8j3lmdqNyS25kafRjAl6WV7hQcknMQdE5ijEEKUggYhdeDkcFKvwR8wnqHuFa2MrPecdxv723Z7B4qfqi9Jxvl3KSA44piueGQoQ+gt6AIoANgJ6A1IGugyqGQ4n3jEGRGpZ9m2KhwqeVrtG1br1hxaHNItbZ3rvnvfDS+e8CCQwTFQIeyiZfL7c3xz+DR+NO3VVnXHliC2gWbZNxfXXOeIJ7ln0Hf9N/+H94f1J+iHwcehJ3bXMyb2dqEmU5X+VYHVLrSldDbDszM7gqBiIoGSgQFAf4/d300evf4hPaeNEZyQLBPbnTsc+qOqQcnn2YZJPYjuCKf4e7hJiCFoE6gASAdICKgUODn4WaiDCMXJAZlWGaLaB2pjKtW7Tlu8jD+ctu1Bvd9uXy7gX4IQE8CksTQBwQJbEtFjY0PgJGdU2EVCVbT2H7ZiFsu3DCdDJ4Bns5fct+t3/+f59/mX7wfKR6uXcydBRwZWsrZmtgL1p9U19M3kQDPdo0ayzDI+wa8xHiCMb/qvaa7aLkzdso07zKlsLAukOzKqx+pUifj5lblLOPnYseiDuF94JWgVmAAoBRgEWB34IbhfaHbot9jx6US5n9ni6l1Kvosl+6MsJUyrzSX9sy5CntOPZU/3AIgRF8GlUjACxxNJ88fkQDTCdT3lkgYOZlJ2vdbwJ0kHeDetd8iH6Wf/1/v3/aflF9JXtZePF08XBebD9nmWF1W9pU0E1iRpg+fTYbLn4lrxy8E64KkwF3+GTvZuaJ3drUYswtxEa8t7SKrcemeaCnmliVlJBhjMOIwYVdg5uBfoAGgDSACIGBgp2EWYeyiqOOKJM6mNKd6qN6qnmx3bifwLLIDdGm2XDiYOtr9Ib9oga3D7cYmCFNKsoyBjv1Qo5KxVGSWOxey2QnavpuPHPodvp5bXw/fm1/9n/YfxV/rH2ge/N4qnXHcVFtTWjCYrZcMVY9T+JHKkAeOMkvNydxHoQVewxhA0X6LvEr6EffjtYKzsfF0L0vtu2uFaivocSbWpZ6kSqNbolNhsqD54GpgBCAHYDRgCmCJYTChvyJ0I03ki6XrJysoiSpDrBftw+/E8dhz+7Xr+CY6Z/yuPvUBOwN8RbZH5coITFrOWpBFElfUEJXtF2sYyJpEG5vcjp2a3n+e/B9P3/of+t/SH8AfhR8h3lddphyP25WaeVj8l2FV6ZQX0m4Qbw5dTHuKDEgSxdGDi8FE/z68vLpB+FE2LXPZMddv6q3VbBnqeqi5pxil2aS+Y0fit+GPIQ6gtuAIYAOgKCA2IG0gzGGTIkCjUyRJ5aLm3Kh06enruS1gr12xbbNONbv3tLn1PDq+QYDIAwqFRke4CZ1L8w32z+XR/ZO7lV3XIhiGGgibZ5xhnXVeIh7mn0Kf9R/+H92f05+g3wVegp3Y3Mnb1pqA2UpX9RYC1LYSkNDVzseM6Iq8CERGREQ/Qbh/cb0uuvI4vzZYtEEye7AKbnBsb6qKqQNnm+YWJPOjtaKeIe1hJOCE4E5gASAdoCNgUmDpoWiiDqMZ5AmlW+aPaCGpkStbbT5u93DD8yE1DLdDeYK7xz4OAFUCmITVxwnJcYtKzZJPhZGiE2VVDVbXmEJZy1sxnDMdDp4DHs+fc5+uX/+f51/ln7rfJ16sHcodAlwWWsdZlxgHlpsU01MykTvPMQ0VSysI9Ua2xHKCK//k/aD7Yvkt9sS06fKgsKsujCzGaxupTmfgZlPlKiPlIsWiDSF8oJSgVeAAoBSgEmB5IIhhf+Hd4uIjyqUWZkMnz6l5qv6snO6RsJpytLSdttJ5EDtT/Zr/4cImBGTGmsjFiyHNLM8kUQWTDhT7lkwYPRlNGvobwx0mHeKetx8jH6Xf/1/vX/Xfkx9H3tReOd05nBSbDFnimFkW8hUvk1ORoQ+aDYGLmclmRylE5cKfAFg+E3vT+Zz3cTUTMwYxDK8pLR4rbemaqCZmkuViZBXjLuIuoVYg5iBfIAFgDWAC4GFgqOEYYe7iq6ONJNHmOGd+qOLqoux8bizwMfII9G82Ybid+uD9J39uQbOD84YriFjKuAyGzsJQ6FK11GjWPxe2mQ0agVvRnPxdgF6c3xDfnB/9n/XfxJ/p32ae+x4oXW9cUVtQGizYqZcIFYrT89HFkAJOLQvICdaHm0VZAxKAy36F/EU6DHfeNb1zbLFvL0cttuuBKifobWbTZZvkR+NZolGhsSD44GngBCAHoDTgC2CK4TJhgWK2o1DkjuXu5y8ojWpILBytyO/KMd2zwTYxeCv6bfyz/vsBAMOCBfwH60oNjGAOX5BJ0lyUFNXxF27YzBpHG56ckN2cnkEfPR9QX/pf+p/Rn/8fQ98gHlUdo5yM25JadZj4l10V5RQTEmkQac5XzHXKBsgNBcvDhgF+/vj8tvp8OAu2J/PT8dJv5e3Q7BWqdqi15xVl1qS7o0WitiGNoQ2gtiAIIAOgKKA3IG5gziGVYkMjViRNJaam4Gh5Ke5rve1lr2LxczNTtYG3+nn6/AB+h4DNwxBFS8e9iaLL+E37z+qRwhP/1WHXJZiJmgubahxj3XdeI57n30Mf9V/9390f0p+fXwOegF3WXMbb01q9WQaX8NY+VHFSi9DQjsJM4wq2SH6GPoP5gbJ/a/0o+uy4ubZTNHvyNnAFrmusayqGaT+nWGYS5PDjs2KcIevhI6CEIE4gAWAeICRgU6DrYWriESMc5AzlX6aTKCXplatgLQNvPHDJMya1EjdJOYh7zT4UAFrCnkTbRw9JdwtQDZdPilGm02nVEVbbWEWZzps0XDVdEJ4EntDfdF+un/+f5t/kn7mfJZ6qHcedP5vTGsPZk1gDlpaUzpMt0TaPK80PyyWI78axBGzCJf/e/Zs7XTkoNv80pLKbcKYuh6zB6xdpSmfc5lClJ2PiosOiC6F7YJPgVWAAoBUgEyB6YIohQeIgYuTjzeUZ5kcn0+l96sNs4e6W8J/yujSjNtg5FftZvaC/54IsBGqGoIjLCycNMg8pUQpTEpT/1k/YAJmQGv0bxZ0oXeQeuF8j36Zf/5/vH/Ufkd9GHtJeN5023BFbCNne2FUW7dUq007Rm8+UzbwLVElghyOE4AKZQFJ+DXvOOZc3a7UN8wExB68kbRmraamWqCKmj6VfZBNjLKIs4VTg5SBeoAFgDaADoGKgqmEaYfFirmOQJNVmPCdC6Sdqp6xBLnHwNzIOdHS2Z3ijuua9LT90QblD+UYxSF5KvUyMDsdQ7RK6VG0WAxf6GRBahFvUHP5dgh6eHxHfnJ/93/Wfw9/o32Ue+R4l3WycTltMmikYpVcD1YZT7xHAUD0N54vCidEHlYVTAwzAxb6APH+5xrfYtbfzZ7FqL0Jtsmu86eQoaebQJZjkRWNXYk+hr6D34GkgA+AH4DWgDKCMYTRhg6K5Y1PkkiXypzMokepMrCGtze/PMeMzxrY3ODG6c7y5vsDBRoOHxcGIMQoTDGUOZJBOkmEUGVX1F3JYz1pKG6Eckx2enkJfPh9RH/qf+p/Q3/4fQl8eXlLdoNyJ248achj0l1jV4JQOUmQQZI5SjHBKAQgHRcYDgEF5PvL8sTp2uAY2IrPOsc1v4S3MLBFqcqiyJxHl06S5I0NitCGMIQxgtaAH4APgKWA4IG/gz+GXokWjWSRQZaom5Gh9afLrgq2qr2gxeHNZNYc3wDoAvEY+jUDTwxYFUYeDCegL/Y3A0C9RxpPEVaXXKViM2g6bbNxmHXleJR7o30Pf9Z/939yf0d+eHwHevh2T3MQb0Bq52QKX7JY51GyShtDLjvzMnYqwyHjGOMPzgay/Zf0jOub4tDZN9HayMXAArmcsZuqCaTvnVSYP5O4jsSKaIephIqCDYE2gAWAeoCUgVODtIWziE6MfpBAlYyaXKCopmitk7QgvAbEOcyw1F/dOuY470v4ZwGCCpAThBxTJfItVTZyPj1GrU24VFZbfGEkZ0Zs3HDfdEp4GXtIfdR+vH/+f5l/j37gfJB6oHcVdPNvP2sBZj1g/VlIUydMo0TGPJo0KSyAI6garRGcCID/ZPZV7V3kitvm0n3KWcKFuguz9atNpRqfZZk2lJKPgIsGiCeF6IJMgVSAAoBWgE+B7oIuhQ+Ii4uej0OUdZkrn1+lCawgs5q6b8KUyv7So9t25G7tfvaa/7UIxxHBGpgjQSyxNNw8uUQ8TFxTEFpOYBBmTWv/bx90qXeXeuZ8k36bf/5/un/RfkN9EntBeNR00HA5bBVnbGFEW6VUmU0nRls+PjbaLTslaxx3E2kKTQEx+B7vIeZG3ZjUIszvwwu8frRUrZWmS6B8mjGVcpBDjKqIrIVNg5CBeIAFgDiAEYGPgrCEcIfOisSOTZNjmP+dG6SuqrCxGLnbwPHITtHo2bTipeux9Mz96Ab8D/wY2yGPKgszRDsxQ8dK+1HFWBtf92ROahxvWnMCdw96fnxLfnR/93/Vfwx/nn2Oe9x4jnWncS1tJGiVYoVc/lUGT6hH7T/fN4gv9CYtHj8VNQwbA//56fDn5wTfTNbKzYnFlL31tbeu4qeAoZibM5ZXkQuNVIk3hrmD24GigA6AIIDZgDaCN4TYhheK741bklaX2JzcolipRLCZt0u/UcehzzDY8+Dd6eXy/vsaBTIONhcdINooYjGpOaZBTkmWUHZX5F3YY0ppNG6PclV2gXkPfP19Rn/rf+l/QX/0fQN8cXlCdnlyG24uabljwl1SV3BQJUl8QX05NDGrKO0fBhcBDukEzfu08q3pw+AC2HTPJcchv3C3HrA0qbqiuZw6l0KS2Y0EismGKoQtgtOAHoAQgKeA5IHEg0aGZokgjXCRT5a3m6GhBqjdrh22vr20xffNetYz3xfoGvEw+kwDZgxvFV0eIye2Lws4GEDRRy1PIlanXLRiQWhGbb5xoXXseJp7qH0Sf9d/9n9vf0N+cnwAevB2RXMEbzNq2GT7XqFY1VGfSgdDGTveMmAqrCHMGMwPtwab/YD0deuE4rrZIdHFyLHA77iJsYqq+aPgnUaYM5OtjrqKYIeihIWCC4E1gAWAfICYgViDu4W8iFiMipBNlZqaa6C4pnqtprQ0vBrET8zG1HXdUeZP72L4fgGaCqcTmxxqJQguajaGPlBGwE3KVGZbi2EyZ1Ns53DodFJ4H3tNfdd+vX/9f5d/i37bfIl6l3cLdOdvMmvyZS5g7Vk3UxRMj0SxPIU0EyxpI5EalhGECGn/TfY+7UfkdNvQ0mfKRMJxuviy5Ks8pQufV5kplIePd4v+hyGF44JIgVKAAoBXgFOB84I1hReIlYupj1CUg5k6n2+lGqwys666hMKpyhTTuduN5IXtlfax/80I3hHYGq8jVyzGNPE8zERPTG1TIFpeYB5mWmsKcCl0sXeeeut8ln6df/5/uX/Ofj59C3s5eMt0xXAsbAdnXGEzW5RUhk0URkc+KTbELSQlVBxfE1EKNgEa+AfvCuYv3YLUDMzbw/e7bLRCrYWmO6BumiWVZpA5jKGIpYVIg42BdoAEgDmAFIGTgraEeIfXis+OWZNwmA6eK6S/qsOxK7nwwAbJZNH/2cvivOvI9OP9/wYUEBMZ8iGlKiAzWTtFQ9pKDVLWWCtfBWVbaihvZHMKdxZ6g3xPfnZ/+H/Ufwl/mn2Ie9V4hXWccSFtF2iGYnVc7FX0TpVH2T/KN3Mv3iYWHigVHgwEA+f50vDQ5+3eNda0zXTFgL3itaWu0adwoYqbJpZLkQGNS4kwhrOD2IGggA6AIYDbgDqCPYTghiCK+o1nkmOX55zsommpV7Cst1+/Zse3z0bYCeH06fzyFfwyBUkOTRczIPAodzG+ObpBYUmoUIdX9F3mY1hpQG6Zcl52iHkVfAF+SX/rf+h/Pn/wff17ank5dm5yD24haatjsl1BV15QEkloQWk5HzGVKNcf7xbqDdIEtfud8pbprODr117PEccNv123DLAjqaqiq5wslzaSzo37icGGJYQpgtCAHYAQgKmA6IHKg06Gb4krjXuRXJbFm7GhF6jvrjG20r3JxQzOkNZK3y7oMfFH+mQDfQyGFXMeOSfMLyA4LEDkRz9PM1a3XMNiTmhSbchxq3X0eKB7rH0Vf9h/9n9tfz9+bXz5eed2O3P4biZqymTrXpFYw1GMSvNCBDvIMkoqliG1GLUPoAaD/Wn0Xutt4qPZC9GwyJ3A3Lh3sXiq6aPRnTiYJpOijrGKWIechICCCIE0gAaAfoCcgV6DwoXEiGKMlZBZlaiae6DJpoutubRIvC/EZMzc1IzdaOZm73n4lgGxCr4TshyAJR4ufzaaPmRG0k3bVHZbmmFAZ19s8nDydFp4JntRfdp+v3/9f5V/iH7WfIJ6j3cBdNxvJmvkZR9g3FklUwJMfESdPG80/itTI3oafxFtCFH/NvYm7TDkXdu60lLKMMJeuuay0qsspfyeSZkclHyPbYv2hxqF3oJFgVCAAoBZgFaB+II8hR+Inou1j12UkZlJn4ClLKxFs8K6mMK+yirTz9uk5JztrPbI/+QI9RHuGsUjbSzcNAY94ERhTH9TMVptYCxmZ2sWcDN0uXekevB8mn6ff/5/t3/Kfjl9BXsxeMF0unAgbPlmTWEjW4JUdE0ARjI+EzauLQ4lPhxIEzoKHwED+PDu9OUZ3WzU98vGw+O7WbQxrXSmLKBgmhiVW5AvjJmInoVDg4mBdIAEgDqAF4GYgryEgIfhitqOZZN+mB2eO6TRqtWxP7kEwRvJetEV2uHi0+vg9Pr9FwcrECoZCCK7KjUzbjtZQ+xKH1LmWDtfE2VoajRvbnMTdx16iXxSfnh/+H/SfwZ/lX2Be814fHWScRRtCWh3YmVc21XhToJHxT+1N10vxyYAHhEVBwztAtD5u/C559feH9afzV/FbL3PtZOuwKdgoXubGZZAkfaMQ4kphq6D1IGegA2AIoDegD+CQ4TnhimKBI5zknGX9pz8onqpabC/t3O/e8fNz13YIOEL6hPzLPxJBWAOZBdKIAYpjTHTOc5BdEm6UJhXA171Y2VpTG6kcmZ2j3kbfAV+S3/sf+d/PH/sffh7Y3kwdmRyA24UaZxjo10wV0tQ/0hUQVQ5CTF/KMAf2BbSDbsEnvuG8n/pluDV10nP/Mb5vkq3+q8RqZqinJwflyqSxI3yibqGH4Qlgs6AHIARgKyA7IHQg1WGeIk1jYeRaZbUm8ChKKgBr0S25r3exSLOptZg30XoSPFe+nsDlAydFYoeTyfhLzU4QED3R1FPRFbHXNJiXGhfbdNxtHX8eKZ7sX0Yf9l/9X9rfzt+Z3zyed52MHPtbhlqvGTbXoBYsVF5SuBC7zqzMjQqfyGeGJ4PiAZs/VL0R+tX4o3Z9dCbyIjAyLhksWeq2KPCnSuYGpOXjqiKUIeWhHyCBYEygAaAgICfgWODyIXNiGyMoZBmlbaaiqDapp2tzLRcvETEeczy1KLdf+Z975H4rQHICtUTyByWJTMulDavPndG5U3tVIdbqmFOZ2xs/XD7dGJ4LHtWfd5+wH/9f5R/hH7RfHt6h3f3c9FvGWvWZQ9gy1kTU+9LaESIPFo06Cs8I2MaaBFWCDr/HvYP7RnkR9uk0j3KG8JKutOywasbpeyeO5kQlHCPY4vuhxSF2oJCgU+AAoBbgFmB/YJChSeIqIvAj2mUn5lZn5ClPqxYs9W6rcLUykDT5tu75LPtxPbg//sIDBIFG9wjgyzxNBo99ER0TJFTQVp8YDpmc2shcD10wnerevV8nX6hf/5/tn/HfjR9/nopeLh0r3ATbOxmPmESW3FUYU3tRR4+/jWZLfgkJxwxEyMKBwHr99nu3eUD3VbU4suxw8+7RrQfrWOmHKBSmguVT5AljJGImIU+g4aBcoAEgDyAGoGdgsKEiIfqiuWOcpOMmCyeTKTiquexUrkYwTDJkNEr2vji6uv39BL+LgdCEEEZHyLRKkszgjttQ/9KMVL3WEpfIWV1aj9veHMcdyR6jnxWfnp/+X/RfwR/kX17e8V4cnWHcQht/GdoYlVcylXPTm5HsD+gN0cvsSbpHfoU7wvVArn5o/Ci58DeCdaJzUvFWL28tYGur6dRoW2bDJY0keyMOokihqiD0IGbgAyAI4DhgEOCSYTvhjOKD46Akn6XBZ0Mo4upe7DTt4i/kMfiz3PYN+Ei6ivzRPxgBXcOexdhIBwpojHoOeJBh0nMUKlXE14EZHJpWG6ucm92l3kgfAl+Tn/tf+Z/OX/nffJ7W3kndlly920HaY1jk10fVzlQ7EhAQT859DBpKKofwRa7DaMEh/tv8mjpf+C/1zPP58bkvje3568AqYqijZwSlx6SuY3pibKGGYQggsuAG4ASgK6A8IHVg1yGgYk/jZORdpbim9ChOagTr1e2+r3zxTfOvNZ331zoX/F2+pIDrAy0FaEeZSf3L0o4VEALSGRPVlbXXOFiaWhrbd5xvXUDeax7tX0af9t/9X9pfzd+YnzredZ2JnPhbgxqrWTMXm9Yn1FmSsxC2zqdMh4qaSGHGIYPcQZV/Tv0MOtA4nfZ4NCGyHTAtbhSsVWqyKOznR2YDpOMjp6KSYeQhHeCAoExgAaAgoCjgWiDz4XViHaMrJBzlcWamqDrpq+t37RwvFjEj8wI1bndluaU76j4xAHfCuwT3xytJUkuqjbDPotG903+VJdbuWFbZ3hsCHEFdWp4MntbfeF+wn/9f5J/gX7MfHV6fnftc8VvDGvIZQBgu1kBU9xLVER0PEU00ismI0waURE/CCP/B/b47ALkMduP0ijKB8I2usGyr6sLpd2eLZkDlGWPWovlhw2F1YI/gU2AAoBcgF2BAoNJhS+IsovLj3aUrZlon6GlT6xqs+m6wcLpylXT/NvS5Mrt2/b3/xMJIxIcG/IjmSwGNS89B0WHTKNTUlqMYEhmgGsscEd0yneyevp8oX6if/5/tH/Efi99+HoheK50pHAHbN5mL2ECW19UTk3ZRQo+6TWDLeEkEBwaEwwK8ADU98LuxuXs3EDUzMudw7y7M7QNrVOmDaBDmv6URJAbjIiIkYU4g4KBcIADgD2AHYGhgsmEkIf0iu+OfpOZmDueXKT0qvqxZrktwUbJpdFC2g/jAewO9Sn+RQdZEFgZNSLnKmAzlzuAQxJLQ1IIWVpfMGWCaktvgnMkdyt6k3xafnx/+X/QfwF/jH11e714aXV8cfxs7mdZYkVcuFW9TltHnD+LNzIvmybSHeMU2Au+AqH5jPCL56ne89V0zTbFRL2ptW+un6dBoV6b/pUokeKMMYkbhqKDzIGZgAyAJYDjgEeCT4T3hjyKGo6MkoyXE50co52pjrDmt5y/pcf4z4nYTeE56kLzW/x4BY4Okhd3IDIpuDH9OfZBmkneULpXI14SZH9pZG64cnh2nnkmfA1+UH/uf+V/N3/jfex7VHkedk9y6235aH9jg10NVydQ2UgsQSo53jBTKJMfqhakDYwEb/tX8lHpaeCp1x7P0sbQviS31a/vqHqif5wElxKSr43giauGE4QcgsmAG4ASgLGA9IHbg2OGiolKjZ+Rg5bxm+ChSqglr2q2Dr4Ixk3O0taN33PodvGN+qoDwwzLFbcefCcMMF84aEAeSHZPZ1boXO9id2h3behxxnULebJ7uX0df9x/9H9nfzN+XHzkec12HHPVbv9pn2S8Xl5YjVFTSrhCxjqIMggqUiFwGG8PWgY9/SP0Gesp4mHZytBxyGDAobhAsUSquKOknQ+YApOCjpWKQYeKhHOC/4AwgAeAhICngW6D1oXeiICMuJCAldOaqaD7psGt8rSDvG3EpMwe1c/dreas77/43AH3CgMU9hzDJV8uvzbXPp5GCk4QVadbyGFpZ4RsE3EOdXJ4OXtgfeR+w3/9f5B/fX7HfG56dnfjc7pv/2q6ZfBfqlnwUslLQERfPC80vCsPIzYaOhEnCAv/8PXh7OvjGtt50hPK8sEjuq6ynqv7pM6eIJn3k1qPUIvdhweF0II7gUyAAoBegGCBB4NQhTiIu4vWj4OUu5l3n7KlYax9s/y61sL+ymvTE9zo5OLt8vYOACoJOhIzGwgkrywbNUM9G0WZTLRTYlqbYFZmjWs3cFB00ne4ev98pH6kf/5/sn/Bfip98noZeKR0mHD6a9BmIGHyWk1UPE3GRfU91DVtLcsk+RsDE/QJ2QC996vur+XW3CrUt8uIw6i7ILT7rEKm/Z81mvGUOZARjICIioUzg36BboADgD+AIIGmgs+EmIf9ivqOipOnmEqebKQFqwyyeblBwVvJu9FY2iXjGOwl9UD+XQdwEG8ZTCL9KnYzrDuUQyVLVFIZWWlfPmWPalZvjHMtdzJ6mXxefn5/+n/Pf/5+iH1ve7Z4YHVxcfBs4GdKYjVcp1WqTkdHiD92NxwvhSa8HcwUwQunAor5dfB055Pe3dVezSHFML2WtV2ujqcxoVCb8ZUdkdiMKIkUhp2DyIGXgAuAJoDmgEyCVYT+hkWKJI6YkpmXIp0so66poLD5t7C/uscO0J/YZOFQ6lnzcvyPBaUOqReOIEgpzTEROgpCrUnwUMtXM14hZI1pb27DcoF2pXksfBF+Un/uf+R/NH/ffeZ7THkVdkRy323saHBjc138VhVQxUgYQRU5yDA9KHwfkxaNDXUEWPtA8jrpUuCT1wjPvca8vhC3w6/eqGqicJz3lgaSpI3XiaOGDYQYgsaAGoATgLOA+IHhg2uGkolUjauRkZb/m/ChW6g3r322Ir4cxmLO6Nak34nojvGk+sED2gziFc4ekiciMHQ4fUAxSIhPeFb4XP5ihGiDbfNxz3UTebh7vn0gf91/9H9kfzB+V3zdecR2EnPKbvJpkGSsXk1Ye1FASqRCsTpzMvIpOyFaGFgPQwYm/Qz0AusT4krZtNBcyEzAjrgtsTOqqKOVnQKY9ZJ3joyKOYeEhG6C/IAvgAeAhoCrgXOD3YXmiIqMw5CNleGauaAMp9OtBLWXvILEucw01ebdxObD79f48wEOCxoUDR3ZJXUu1DbsPrJGHE4hVbhb12F3Z5FsHnEYdXl4P3tkfed+xH/8f45/en7BfGd6bnfZc65v8mqsZeFfmVneUrZLLURKPBo0piv5Ih8aIhEQCPT+2PXK7NXjBNtj0v3J3sEPupuyjKvqpL+eEpnqk0+PRovVhwCFy4I4gUqAAoBggGSBDINWhUCIxYvhj4+UyZmHn8Klc6yQsxC76sITy4HTKdz/5PntCfclAEEJURJKGx8kxSwxNVg9L0WsTMZTc1qqYGRmmWtDcFp02ne/egR9p36mf/5/sX+9fiZ963oReJt0jXDua8JmEWHhWjxUKU2yReE9vzVXLbUk4hvsEt0JwQCl95TumOW/3BTUost0w5S7DbTprDGm7p8nmuWULZAHjHiIg4Uug3uBbIADgECAI4GrgtWEoIcHiwWPl5O1mFmefaQXqx+yjLlVwXDJ0dFu2jzjMOw99Vj+dAeHEIUZYiITK4szwDuoQzhLZlIqWXlfTGWcamJvlnM1dzl6nnxhfoB/+n/Nf/t+g31pe654VnVnceNs02c7YiRcllWYTjRHdD9hNwYvbialHbUUqguPAnP5XvBd53zex9VJzQzFHL2DtUuufacioUKb5JURkc6MIIkMhpeDxIGVgAuAJ4DpgFCCW4QGh06KL46kkqeXMZ08o7+psrAMuMS/z8cj0LXYe+Fn6nDzivymBb0OwBekIF4p4zEmOh5CwEkDUdxXQ14vZJppe27Ncop2rXkxfBV+VX/vf+N/Mn/bfeB7RXkMdjpy1G3eaGFjY13rVgNQskgDQQA5szAmKGYffBZ2DV0EQfsp8iPpO+B91/POqMaovv22sa/NqFqiYZzplvqRmo3OiZyGB4QUgsSAGYAUgLWA/IHmg3KGm4lejbeRnpYOnACibKhJr5C2Nr4xxnjO/ta736DopfG8+tgD8Qz5FeUeqCc4MIk4kUBFSJtPiVYIXQ1jkmiPbf5x2HUaeb57wn0jf95/839ifyx+UXzWebx2CHO+buVpgmScXjxYaVEtSpBCnTpdMtwpJSFDGEEPKwYP/fXz6+r84TTZn9BHyDfAe7gbsSKqmKOGnfSX6ZJsjoOKMod9hGqC+YAtgAiAiICugXiD5IXviJSMz5CalfCayKAdp+WtF7WrvJbEz8xK1fzd2+ba7+74CgIlCzEUIx3vJYou6TYAP8VGL04zVchb5mGFZ51sKXEhdYF4RXtpfep+xn/8f4x/dn68fGB6ZXfPc6Nv5mqdZdFfiVnMUqRLGUQ2PAU0kCviIggaCxH5B93+wfWz7L7j7dpN0ujJysH8uYmyeqvapLCeBJnek0SPPYvNh/qExoI1gUmAAoBigGeBEYNdhUiIz4vtj5yU15mWn9OlhKyjsyS7/8Ipy5fTP9wW5RDuIfc8AFgJaBJhGzUk2yxGNWw9QkW/TNdTg1q6YHJmpmtOcGR043fGegl9q36nf/5/r3+6fiF95HoJeJF0gnDha7RmAWHRWipUFk2fRcw9qjVBLZ4kzBvVEsYJqgCO93zugeWp3P7Tjctfw4C7+7PYrCGm3p8ZmtiUIpD9i2+IfIUpg3eBaoADgEKAJoGwgtyEqIcQixCPo5PDmGmejaQoqzKyoLlqwYXJ59GF2lPjR+xU9W/+iwefEJwZeSIpK6Az1Tu8Q0tLeFI6WYhfW2Wpam1voHM+d0B6o3xlfoN/+n/Mf/h+f31je6Z4TXVccddsxWcsYhRchFWFTiFHXz9MN/EuWCaOHZ4Ukgt4Alz5R/BG52besdUzzfjECb1wtTmubKcSoTOb15UFkcOMF4kFhpKDwIGSgAqAKIDsgFWCYYQNh1eKOo6wkrSXQJ1Mo9CpxbAguNi/5Mc50MzYkeF+6ojzofy+BdQO1xe7IHQp+DE7OjJC00kVUe1XUl4+ZKdph27XcpN2tHk3fBl+V3/wf+J/L3/Wfdp7PXkDdi9yyG3RaFJjU13aVvBPn0jvQOs4nTAQKE8fZRZeDUYEKfsS8gzpJeBm193Ok8aUvuq2n6+8qEqiU5zclu6Rj43FiZWGAYQPgsGAGIAVgLiAAILsg3mGpIlpjcKRq5YcnBCifahcr6O2Sr5Gxo3OFdfR37fovPHT+vADCA0QFvsevidNMJ44pUBYSK1Pm1YYXRxjn2ibbQhy4nUiecR7xn0lf99/8n9gfyh+THzOebN2/XKybthpc2SNXitYV1EaSnxCiDpIMsYpDiEsGCoPFAb3/N7z1Orl4R7ZidAyyCPAZ7gIsRCqiKN3neaX3ZJhjnmKKod3hGWC9oAsgAiAioCygX6D64X3iJ6M2pCnlf6a2KAup/etKrW/vKvE5Mxg1RPe8ubx7wX5IgI8C0gUOh0GJqAu/jYUP9lGQU5EVdhb9WGSZ6psM3EqdYl4S3tufe1+x3/8f4p/c363fFl6XXfFc5hv2WqPZcJfeFm6UpFLBUQhPO8zeivMIvEZ9BDhB8X+qvWc7Kfj19o30tPJtcHouXayaavJpKCe9pjRkzmPM4vFh/OEwYIygUeAAoBjgGqBFoNkhVCI2Yv4j6mU5Zmln+Ollqy1sze7E8M+y63TVtwt5SfuOPdUAHAJgBJ3G0sk8SxbNYE9VkXRTOlTlFrJYIBms2tZcG1063fMeg59rn6pf/5/rn+3fhx93noBeIh0d3DVa6Zm8mDAWhlUBE2LRbg9lDUrLYgktRu+Eq4JkwB392Xua+WS3OjTd8tLw2276LPGrBCmz58LmsuUF5Dzi2eIdoUkg3SBaIADgEOAKYG0guKEsIcaixuPsJPRmHienaQ6q0Sys7l+wZrJ/dGb2mrjXuxr9Yb+oge2ELMZjyI/K7Yz6jvQQ15LilJLWZhfaWW2anlvqnNGd0d6qXxpfoV/+3/Lf/V+en1ce554RHVRcctst2cdYgRcc1VzTg1HSz83N9suQiZ3HYcUewthAkT5MPAv50/em9UezePE9bxdtSeuW6cCoSWbypX6kLmMD4n+hY2DvIGQgAqAKYDvgFmCZ4QVh2CKRI68ksKXT51co+Kp17AzuOy/+cdO0OLYqOGV6p/zuPzVBesO7hfRIIspDjJQOkZC5kknUf5XYl5MZLRpk27icpt2u3k9fB1+WX/xf+J/LH/SfdR7Nnn6dSVyvG3EaERjQ13JVt5PjEjbQNY4iDD6JzgfThZHDS8EEvv78fXoDuBQ18fOfsaAvte2ja+rqDqiRJzPluKRhY28iY2G/IMLgr+AF4AWgLqABILyg4GGrYlzjc6RuJYrnB+ijqhur7a2Xr5bxqPOK9fo387o0/Hq+gcEIA0nFhIf1CdjMLM4uUBrSL9PrFYoXStjrWinbRNy63Upecp7y30of+B/8n9dfyR+RnzHeap283KnbsppZWR9XhpYRVEHSmhCczoyMrAp+CAVGBIP/QXg/MbzverO4QjZc9AdyA/AVLj2sP+pd6NondmX0ZJXjnCKIodxhGGC84ArgAmAjYC2gYOD8oUAiaiM5pC0lQyb6KA/pwmuPbXTvMDE+sx21SneCOcI8B35OQJUC18UUR0cJrYuEzcpP+xGVE5VVehbBGKgZ7ZsPnE0dZF4UntyffB+yX/7f4h/b36yfFJ6VHe7c4xvzGqBZbJfZ1moUn5L8UMNPNozZCu2ItoZ3RDKB67+k/WF7JDjwdoi0r7JocHVuWSyV6u5pJGe6JjFky6PKou9h+2EvIIvgUaAAoBlgG6BG4NqhVmI44sDkLWU85m1n/SlqKzIs0u7KMNTy8PTbNxE5T7uT/drAIcJlxKOG2IkBi1wNZU9akXkTPtTpFrYYI5mv2tkcHd083fTehN9sX6rf/5/rH+0fhd913r5d350bHDIa5hm42CwWgdU8Ux3RaM9fzUWLXIknhunEpcJewBg907uVOV83NLTYss2w1m71bO0rP+lwJ/9mb6UC5Dpi1+Ib4Ufg3CBZ4ACgESALIG5guiEuIcjiyaPvJPemIeerqRLq1eyx7mTwa/JEtKx2oDjdeyC9Z7+ugfNEMoZpiJVK8sz/jvkQ3FLnFJcWahfd2XDaoRvtHNPd056rnxsfod/+3/Jf/J+dX1We5d4OnVGcb5sqmcOYvRbYlVhTvpGNz8iN8UuLCZhHXAUZAtJAi35GPAY5znehdUJzc7E4bxKtRWuSqfzoBabvZXukK+MBon3hYeDuYGOgAmAKoDxgF6CbYQdh2qKT47Iks+XXp1so/Op6bBGuAHADshk0PjYv+Gs6rbz0PzsBQIPBRjoIKEpIzJkOlpC+Uk5UQ9Ycl5bZMFpnm7scqR2wnlCfCF+XH/xf+F/Kn/Ofc97LnnxdRpyr222aDVjM124VsxPeUjHQME4cjDkJyIfNxYwDRcE+/rj8d7o+N8617LOasZsvsS2eq+aqCuiNZzClteRe42ziYaG9oMHgryAFoAWgL2ACIL4g4iGtol+jdqRxpY6nC+in6iAr8m2cr5wxrjOQdf+3+Xo6vEC+x4ENw0+Fikf6id5MMg4zUB+SNFPvVY4XTljumizbR1y9HUxedB7z30rf+F/8X9bfyB+QXzAeaF26XKbbr1pVmRtXglYM1H0SVRCXjodMpop4SD+F/sO5QXJ/K/zpuq44fHYXtAIyPu/QbjksO6pZ6NZncuXxZJMjmeKGodrhFyC8YAqgAmAj4C6gYmD+YUJibKM8pDBlRub96BPpxuuULXnvNTED82M1UDeH+cf8DT5UAJrC3YUZx0yJswuKDc9PwBHZk5nVflbE2KuZ8JsSXE9dZl4WHt3ffN+yn/7f4Z/a36sfEx6THexc4Fvv2pzZaNfV1mWUmtL3kP4O8UzTiufIsMZxhCzB5f+e/Vu7HrjqtoM0qnJjMHBuVGyRquppIKe2pi4kyOPIIu1h+eEuIIrgUSAAoBngHGBIINxhWGI7IsPkMKUAZrEnwSmuazbs1+7PMNoy9nTg9xb5VXuZ/eCAJ4JrhKlG3gkHC2GNak9fUX3TAxUtVrnYJxmzGtvcIF0+3fZehh9tX6sf/5/qn+wfhJ90Xrwd3R0YXC7a4pm1GCfWvVT30xkRY89ajUALVskhxuQEoAJZABI9zfuPeVl3LzTTcshw0W7wrOirO+lsJ/vmbKUAJDgi1aIaIUZg22BZYACgEaAMIG+gu+EwIctizGPyZPsmJaevqRdq2my27mnwcTJKNLI2pfjjOya9bX+0QfkEOEZvCJrK+AzEzz3Q4RLrlJsWbdfhWXQapBvvnNXd1V6s3xwfol/+3/If+9+cX1Qe494MXU7cbJsnGf/YeNbUFVOTuZGIj8NN68uFSZKHVgUTQsyAhb5AfAC5yLeb9XzzLrEzbw4tQOuOqfjoAibsJXikKWM/YjwhYKDtYGMgAmAK4D0gGKCc4Qkh3OKWo7Vkt2XbZ18owSq/LBauBXAI8h60A7Z1eHD6s3z5/wEBhkPHBj/ILcpOTJ5Om5CDEpLUR9Ygl5pZM5pqm72cq12yXlIfCV+Xn/yf+B/J3/Kfcl7J3nodRByo22paCZjI12nVrpPZUizQK04XDDOJwsfIBYZDQAE4/rM8cfo4d8k15zOVcZYvrG2aK+JqBuiJ5y0lsuRcI2qiX6G8IMDgrqAFYAXgL+ADYL9g4+Gv4mIjeaR05ZInD+isKiSr922hr6Fxs7OV9cV4PzoAvIZ+zYETg1VFj8fASiOMN044UCSSORPzlZIXUhjyGi/bShy/XU4edZ7030tf+J/8H9Zfxx+O3y5eZl233KPbrBpSGRdXvhXIVHhSUBCSToHMoQpyyDnF+QOzgWx/Jjzj+qh4dvYSNDzx+a/LbjRsNypV6NKnb6XuZJBjl6KE4dlhFiC7oApgAqAkYC+gY6DAIYRibyM/ZDOlSmbB6Fgpy2uY7X7vOnEJM2i1VbeNuc28Ev5aAKCC40Ufh1JJuEuPTdRPxNHeU54VQlcImK8Z85sVHFHdaF4Xnt7ffZ+y3/7f4R/aH6nfEV6RHenc3VvsmplZZNfRlmFUlhLykPjO68zOCuJIqwZrxCbB3/+ZPVX7GPjlNr20ZTJeMGuuT+yNKuYpHOezJiskxiPF4uth+CEs4IogUOAA4BpgHWBJYN4hWmI9osakM+UD5rUnxWmy6zus3O7UcN+y+/Tmdxx5WzufveaALUJxRK8G48kMi2bNb49kUUJTR5UxVr3YKpm2Gt6cIp0A3jgeh19uH6uf/5/qX+tfg19ynrod2t0VnCva3xmxGCPWuRTzExQRXo9VTXqLEUkcBt5EmkJTQAx9yDuJuVP3KbTN8sNwzK7sLORrN6loZ/hmaWU9Y/Wi06IYoUUg2mBY4ACgEeAM4HDgvWEyIc2izyP1ZP6mKWezqRuq3yy7rm7wdnJPtLe2q7jo+yx9cz+6Af7EPgZ0yKAK/YzJzwLRJZLv1J9WcdflGXdaptvyHNfd1t6uHx0fop//H/Hf+x+bH1Ke4d4KHUwcaZsjmfwYdNbP1U8TtNGDj/4Npou/yUzHUEUNQsbAv746u/r5gzeWdXezKXEubwltfGtKafToPqao5XXkJuM9YjphXyDsYGKgAiALYD3gGeCeYQsh3yKZY7hkuqXe52MoxWqDrFtuCnAOMiP0CTZ7OHb6uXz/vwbBjEPMxgVIc0pTjKOOoJCH0pdUTBYkV54ZNxptm4Ac7Z20XlNfCl+YH/zf95/JH/FfcN7H3nfdQVyl22baBdjE12VVqdPUkifQJg4RzC3J/QeCRYBDekDzPq18bDoyt8O14fOQMZEvp22Vq94qAuiGJynlr+RZo2iiXeG6oP/gbeAFYAYgMKAEYIDhJeGyImTjfKR4JZXnE+iwaikr/C2mr6axuPObdcr4BPpGfIw+00EZQ1sFlYfFyikMPI49UClSPZP31ZYXVdj1WjLbTNyBnZAedx72H0wf+N/8H9Wfxh+NXyyeZB21HKDbqNpOWROXuhXD1HOSSxCNTryMW4ptCDQF80OtwWa/IHzeOqK4cXYMtDex9K/Gri/sMupR6M8nbCXrJI3jlSKC4dfhFOC64AogAqAk4DBgZSDB4YaicaMCZHblTebF6Fxpz6udrUPvf7EOs241W3eTedO8GP5fwKZC6UUlR1fJvcuUjdlPyZHi06KVRlcMWLJZ9tsX3FQdal4ZHuAffl+zX/6f4J/ZH6ifD56O3edc2pvpWpWZYRfNVlzUkVLtkPPO5ozIityIpUZmBCEB2j+TfVA7Ezjftrg0X/JZMGauSyyI6uIpGSev5ifkw2PDYulh9qEroIlgUGAA4BrgHiBKoN+hXKIAIwlkNyUHZrjnyam3awAtIa7ZcOTywXUsNyI5YPulfexAM0J3BLSG6UkSC2wNdI9pEUcTTBU1loGYbhm5WuGcJR0C3jmeiJ9u36wf/5/p3+qfgh9xHrgd2F0SnCia25mtWB+WtJTuUw8RWY9QDXULC4kWhthElEJNQAa9wnuD+U53JHTIsv4wh67nbN/rM6lkZ/SmZiU6Y/Mi0aIW4UPg2aBYYACgEmANoHIgvyE0IdAi0eP4pMImbSe36SAq46yArrQwe/JVNL02sXjuuzI9eT+AAgSEQ8a6SKWKws0PDwfRKlL0VKOWdZfomXpaqZv0nNod2J6vnx3fox//H/Ff+l+aH1De394HnUlcZlsgWfhYcNbLVUpTr9G+j7iNoQu6SUcHSoUHgsDAuf40+/U5vXdQ9XIzJDEpbwStd+tGKfEoOualpXLkJGM7IjihXeDrYGIgAiALoD6gGuCf4Q0h4WKb47tkviXip2doyeqILGAuD3ATcil0DvZA+Ly6vzzFv0yBkgPShgsIeMpYzKjOpZCMkpvUUFYoV6GZOlpwm4Lc7522HlTfC1+Y3/zf91/In/Bfb17GHnWdftxi22OaAljA12EVpVPP0iLQIM4MTChJ94e8hXqDNEDtfqe8ZrotN/41nHOK8Ywvoq2RK9nqPuhCZyalrORW42ZiXCG5YP7gbWAFIAZgMSAFYIJhJ6G0Ymdjf6R7ZZmnF+i0qi2rwO3rr6uxvnOg9dC4CrpMPJI+2QEfQ2DFmwfLSi5MAY5CUG4SAhQ8FZoXWZj4mjXbT1yD3ZHeeJ73H0yf+R/739UfxR+MHyqeYd2ynJ4bpZpK2Q+XtdX/VC6SRhCIDrcMVgpniC5F7YOnwWD/GnzYep04a/YHdDJx76/B7itsLqpN6MtnaOXoJIsjkuKBIdZhE+C6IAmgAuAlYDFgZmDD4YiidGMFJHolUabJqGCp1CuibUivRPFT83O1YPeZOdl8Hr5lgKxC7wUrB11Jg0vZzd6PzpHnU6bVSlcQGLXZ+dsanFZdbB4a3uFffx+zn/6f4B/YH6cfDd6M3eTc15vmGpIZXRfJFlhUjJLokO6O4UzDCtcIn8ZgBBtB1H+NvUp7DXjaNrK0WnJT8GHuRmyEat4pFWesZiTkwKPBIudh9OEqYIigUCAA4BtgHyBMIOFhXqICowxkOiUK5rynzam76wTtJq7esOoyxvUxtyf5ZrurPfIAOQJ8xLpG7skXi3FNec9uEUvTUFU5loVYcZm8WuRcJ50E3jteid9vn6xf/5/pX+mfgN9vXrYd1d0P3CVa2BmpmBuWsFTpkwpRVE9KjW+LBgkQxtKEjoJHgAC9/Lt+OQi3HvTDcvkwgq7irNtrL2lgp/EmYuU3o/Ciz2IVIUKg2OBX4ACgEuAOYHMggKF2IdJi1OP7pMWmcOe76SRq6GyFbrkwQTKatIL29zj0ezf9fv+FwgpESYaACOsKyA0UTwzRLxL41KeWeVfsGX2arJv3HNwd2l6w3x7fo5//H/Ef+Z+Y309e3d4FXUacY1sc2fSYbNbHFUXTqxG5j7NNm4u0iUGHRMUBwvsAdD4vO+95t/dLdWzzHzEkbz/tM6tB6e0oN2aiZXAkIeM5IjbhXGDqYGGgAeAL4D9gHCChYQ8h4+Keo75kgaYmZ2toziqM7GUuFLAYsi70FHZGeIJ6xP0Lf1KBl8PYBhCIfkpeTK3OqpCRkqBUVJYsV6VZPZpzW4Vc8d233lZfDF+ZX/0f9x/H3+8fbd7EHnNdfBxf22AaPpi81xzVoNPLEh2QG44HDCLJ8ce2xXTDLoDnfqH8YPond/i1lzOFsYcvne2Mq9WqOuh+5uNlqeRUY2QiWiG34P3gbKAE4AagMeAGYIPhKaG2omojQqS+5Z0nG+i46jJrxa3wr7Dxg/PmddZ4EHpR/Jf+3wElA2aFoMfQyjPMBs5HkHLSBpQAVd4XXRj8GjjbUhyGHZPeeh74H01f+V/7n9SfxB+KnyjeX52wHJsbolpHGQuXsZX61CnSQRCCzrHMUIphyCiF58OiAVr/FLzSupd4ZjYB9C0x6q/87easKmpJ6MenZWXlJIhjkKK/IZThEuC5YAlgAuAl4DJgZ+DFoYriduMIJH1lVSbNqGTp2KunLU2vSfFZc3k1Zree+d88JH5rgLIC9MUwh2LJiIvfDeOP01HsE6sVTlcT2LlZ/NsdXFjdbh4cXuJff9+z3/6f35/XX6XfDB6KneJc1Nvi2o6ZWVfFFlPUh9LjkOmO28z9ipFImgZaRBWBzn+HvUS7B/jUdq10VTJO8FzuQeyAKtnpEaeo5iHk/eO+oqWh82EpYIfgT6AA4BvgH+BNYOMhYKIFIw8kPWUOZoCoEemAK0mtK67jsO+yzHU3Ny25bLuxPfgAPsJChMAHNIkdC3aNfs9zEVBTVNU91okYdRm/muccKd0G3jzeix9wn6zf/5/o3+jfv58tnrQd010NHCJa1JmlmBdWq9TlEwVRT09FTWoLAIkLBszEiMJBwDr9tvt4uQM3GXT+MrPwve6d7NcrK2lc5+2mX+U04+5izWIToUFg1+BXoACgEyAPIHRggmF4IdTi16P+5MkmdOeAKWjq7SyKbr5wRnKf9Ih2/Lj6Oz39RL/LghBETwaFiPCKzY0ZTxGRM9L9VKvWfVfvmUDa71v5nN5d3B6yHx+fpB//X/Df+N+Xn03e294C3UPcYFsZWfDYaJbClUETplG0T64NlguvCXvHPwT8ArVAbj4pe+m5sjdF9WezGfEfrzstLyt9qaloM+afJW0kH2M24jUhWyDpoGDgAeAMIAAgXSCjIRDh5iKhY4FkxOYqJ29o0mqRbGnuGbAd8jR0GfZMOIg6yr0RP1hBnYPdxhZIQ8qjjLMOr5CWUqTUWNYwV6jZANq2W4fc9B25nlefDV+Z3/0f9t/HH+4fbF7CXnDdeVxc21zaOti41xiVnFPGEhiQFk4BjB1J7AexBW8DKMDhvpv8Wzoh9/M1kbOAcYIvmS2IK9FqNuh7Jt/lpuRR42HiWGG2YPzgbCAEoAbgMmAHYIVhK2G44myjRaSCJeDnH+i9Kjbrym31r7YxiTPsNdv4FjpXvJ2+5MEqw2xFpofWSjlMDA5MkHeSC1QE1eHXYNj/WjvbVJyIXZWee575H04f+Z/7X9Pfwx+JHyceXV2tXJgbntpDmQeXrVX2VCUSfBB9jmxMSwpcCCLF4cOcQVU/DvzM+pG4YLY8c+fx5a/4LeIsJepF6MPnYiXiJIXjjmK9IZNhEaC44AkgAyAmoDNgaSDHYY0ieWMLJEClmObRqGkp3Sur7VKvTzFes361bDekueT8Kj5xQLfC+oU2R2iJjgvkTeiP2FHwk6+VUpcXmLyZwBtf3FsdcB4d3uOfQF/0H/5f3x/WX6SfCl6IXd/c0dvfmosZVVfA1k9Ug1Le0ORO1oz4CovIlEZUhA+ByL+B/X66wjjO9qf0T/JJ8FgufSx76pXpDeelZh6k+yO8YqOh8eEoIIcgT2ABIBwgIOBOoOThYuIHoxHkAKVSJoRoFimEq05tMK7o8PTy0bU89zN5cnu2/f3ABMKIRMXHOgkiS3wNRA+30VUTWRUB1s0YeJmCmyncLF0I3j6ejF9xX61f/5/on+ffvl8sHrHd0R0KXB8a0Rmh2BNWp1TgUwCRSg9ADWSLOsjFRscEgwJ8P/U9sPty+T120/T4sq7wuO6ZbNKrJylY5+omXKUyI+viy2IR4UAg1yBXIACgE6AQIHWgg+F6Iddi2mPB5QymeKeEKW0q8ayPLoNwi7KldI32wnk/+wO9ir/RghYEVMaLSPYK0s0ejxaROJLB1PAWQRgzGUQa8lv8HOBd3d6zXyCfpJ//X/Bf+B+WX0we2d4AnUFcXRsV2e0YZJb+VTyTYVGvT6jNkMupiXYHOUT2Aq9AaH4je+P5rLdAdWIzFLEarzZtKqt5qaVoMCab5WpkHOM04jNhWeDooGBgAaAMYADgXmCkoRLh6GKkI4SkyGYt53No1uqWLG7uHrAjMjm0H3ZR+I360H0XP14Bo0PjhhvISUqpDLhOtJCbEqlUXRY0F6xZBBq5W4pc9h27XlkfDh+aX/1f9p/Gn+0fat7AXm6ddtxZ21laNxi01xQVl5PBUhOQEQ48C9fJ5oerRWlDIsDb/pY8VXocN+21jHO7cX0vVG2Dq80qMyh3ptylo+RPI1+iVqG1IPvga2AEYAcgMyAIoIbhLSG7Im9jSKSFpeSnI+iBantrzy36r7txjrPxteG4G/pdvKO+6oEwg3IFrAfbyj6MEU5RkHySD9QJFeXXZJjC2n7bV1yKnZdefN76X06f+Z/7X9Nfwh+H3yVeW12q3JUbm5p/2MOXqRXx1CBSdxB4TmcMRUpWiB0F3AOWQU9/CTzHOow4WzY3M+Kx4G/zbd2sIapB6MAnXqXfJIMjjCK7YZHhEKC4IAjgAyAnIDRgaqDJIY8ie+MN5EPlnGbVaG1p4auwrVevVHFkM0Q1sfeqeeq8MD53AL2CwEV8B24Jk4vpje3P3RH1U7PVVpcbWIAaAxtinF1dch4fXuSfQR/0n/5f3p/VX6MfCJ6GXd1czxvcmodZUZf8lgrUvpKZ0N8O0QzyioYIjoZOxAnBwv+8PTj6/HiJdqJ0SrJEsFMueKx3apHpCieiJhuk+GO54qGh8CEm4IZgTuABIBygIeBP4OahZOIKIxTkA+VVpohoGimJK1MtNW7uMPoy1zUCd3k5eDu8vcOASoKOBMuHP4kny0FNiQ+80VnTXZUF1tDYfBmF2yycLt0K3gAezZ9yH62f/5/oH+cfvR8qXq/dzp0HXBvazZmeGA8WoxTbkzuRBQ96zR9LNUj/hoFEvQI2f+99qzttOTf2znTzcqmws+6UrM4rIylVJ+amWWUvI+liyWIQIX7gliBWoACgE+AQ4HbghaF8Idmi3SPFJRAmfGeIKXGq9myULohwkPKq9JO2yDkFu0l9kH/XQhvEWoaQyPuK2A0jjxuRPRLGFPQWRRg2mUda9Rv+nOJd31603yFfpR//X/Af91+VX0qe194+HT6cGhsSmelYYJb6FTfTXJGqT6ONi0ukCXCHM4TwQqmAYr4du945pvd69RzzD7EVrzGtJit1aaGoLKaYpWdkGmMyojGhWGDnoF/gAaAM4AGgX2CmIRTh6qKm44eky+Yxp3do2yqarHOuI7Aocj80JTZXeJO61n0c/2PBqQPpRiGITsquTL2OuZCf0q3UYVY4F7AZB1q8G4zc+F29HlpfDx+bH/1f9l/F3+vfaV7+XixddBxW21YaM1iw1w/VkxP8kc6QC842y9IJ4MelhWNDHQDV/pB8T7oWd+f1hvO2MXgvT62/K4jqLyhz5tlloSRMo11iVOGzoPrgauAEYAdgM+AJoIghLyG9YnHjS6SI5egnJ+iF6n/r1C3/74Cx0/P3Ned4IbpjfKl+8IE2Q3fFscfhigQMVo5WkEFSVFQNVenXaBjGGkHbmdyM3Zlefl77X09f+d/7H9KfwR+GXyNeWR2oHJIbmFp8WP/XZNXtVBuSchBzTmGMf8oQyBdF1kOQgUl/AzzBeoZ4VbYxs91x22/ubdksHWp96LxnG2XcJIBjieK5YZBhD2C3YAigA2AnoDVga+DK4ZFifmMQ5EdloCbZaHFp5iu1bVyvWbFpc0m1t3ewOfB8Nf59AIODBgVBh7OJmQvuzfLP4dH507gVWpcfGINaBhtlXF+dc94g3uXfQd/03/4f3h/UX6HfBt6EHdrczBvZWoPZTZf4VgZUudKU0NoOy8ztCoCIiMZJBAQB/P92fTM69riDtpz0RXJ/sA5uc+xzKo3pBmeephik9aO3op+h7qEl4IWgTqABIB0gIqBRIOhhZyIMoxekByVZJowoHmmNq1etOm7zMP9y3LUIN365ffuCvgmAUEKTxNEHBUltS0aNjg+BkZ5TYdUKFtSYf5mI2y9cMR0NHgHezp9y364f/5/nn+Zfu98onq3dzB0EnBjayhmaGAsWnpTXEzaRP881TRnLL4j6BruEd0Iwf+l9pXtneTJ2yPTuMqSwry6P7MnrHulRZ+MmVmUsY+bix2IOoX2glWBWIACgFGARoHgghyF+Idwi3+PIJRNmQCfMaXXq+uyY7o2wljKwdJk2zfkLe099lj/dAiGEYEaWSMELHY0ozyCRAdMKlPhWSNg6WUpa99vBHSSd4R62HyJfpZ//X++f9p+UH0ke1d473TvcFxsPGeWYXFb1lTNTV5GlD55NhcueSWrHLcTqgqPAXL4X+9h5oXd1dRezCnEQryztIatxKZ2oKSaVpWSkF+Mwoi/hVyDm4F9gAaANIAIgYKCnoRbh7SKpY4qkzyY1Z3to32qfLHhuKPAtsgS0arZdOJl63D0iv2nBrwPvBicIVEqzzIKO/lCkUrJUZZY8F7OZCpq/G4+c+p2+3lvfEB+bn/2f9h/FH+rfZ978niodcVxT21KaL9islwuVjpP3kcmQBo4xS8yJ2wefxV2DF0DQPoq8SfoQ9+J1gbOw8XMvSu26q4SqKyhwZtYlniRKI1tiUuGyIPngamAEIAegNGAKoImhMOG/onSjTqSMJevnK+iKKkRsGO3E78Xx2XP8tez4J3ppPK8+9kE8Q32Ft4fnCglMW85bkEYSWNQRle3Xa9jJWkTbnJyPHZsef978X0/f+h/639If/99E3yGeVt2lnI8blRp4mPvXYJXo1BbSbRBuDlxMekoLSBGF0IOKwUO/PXy7ukC4UDYsM9gx1m/prdRsGSp56LjnF+XZJL3jR6K3oY7hDmC24AhgA6AoYDZgbWDMoZOiQSNT5Eqlo6bdaHWp6qu6LWGvXrFu8081vTe1+fZ8O75CwMlDC8VHR7kJnkv0DffP5tH+U7yVXpcimIbaCRtoHGIddd4iXubfQp/1H/4f3V/Tn6CfBR6CHdhcyVvWGoBZSZf0VgHUtRKP0NTOxoznirrIQwZDRD4Btz9wfS168Ti+Nle0QDJ6sAlub2xuqompAqebJhVk8uO1Yp2h7SEkoITgTmABIB2gI6BSoOnhaSIPIxqkCiVcppAoIqmSK1xtP274cMTzIjUNt0R5g7vIfg9AVgKZhNbHCslyy0vNk0+GkaMTZlUOFthYQtnMGzIcM50PHgNez99z365f/5/nH+Vfup8nHqvdyZ0B3BWaxpmWWAbWmhTSUzHROs8wDRRLKgj0RrXEcYIqv+O9n7thuSy2w3To8p9wqi6LbMVrGulNp9+mUyUpo+SixSIM4XxglKBV4ACgFOASYHlgiOFAIh5i4qPLZRbmQ+fQaXpq/6yd7pKwm7K19J6203kRO1U9nD/iwidEZgacCMaLIs0uDyVRBpMPFPyWTNg92U2a+tvDnSad4t63XyMfph//X+9f9Z+S30de0945XTkcE9sLmeHYWFbxVS6TUtGgD5kNgEuYyWUHKATkwp3AVv4SO9K5m7dv9RIzBTELrygtHSts6ZmoJaaSZWGkFWMuYi5hVeDl4F7gAWANYALgYaCpIRih72KsI42k0qY5J3+o4+qj7H1uLfAy8gn0cDZi+J864f0ov2+BtMP0xizIWcq5DIfOw1DpErbUadY/17dZDdqCG9Ic/J2Anp0fER+cH/3f9d/EX+mfZl76nifdbtxQ209aLBiolwdVidPy0cSQAU4ry8cJ1YeaBVfDEUDKfoT8RDoLN9z1vDNrsW4vRi22K4BqJyhsptLlmyRHY1kiUSGw4PjgaaAD4AfgNSALoIshMuGB4rcjUaSPpe+nL+iOakksHa3J78sx3rPCNjK4LTpu/LU+/AECA4NF/Qfsig7MYQ5gkErSXVQV1fHXb5jMmkfbnxyRXZ0eQV89X1Cf+l/6n9Ff/t9Dnx/eVJ2jHIxbkZp02PfXXBXkFBISaBBozlbMdMoFiAvFysOEwX3+97y1+ns4CnYm89Lx0W/k7c/sFOp16LUnFKXWJLsjRWK1oY1hDWC2IAggA6Ao4DdgbqDOYZXiQ6NW5E3lp2bhaHnp7yu+7WavY/F0M1S1grf7ufw8Ab6IgM8DEYVNB77Jo8v5TfzP65HDE8DVopcmWIpaDBtqnGRdd94j3ugfQ1/1X/3f3N/Sn58fA16/3ZXcxlvS2ryZBdfwFj2UcFKK0M+OwQziCrVIfUY9g/hBsX9qvSe663i4tlI0evI1cASuauxqaoWpPudXphJk8GOy4puh66EjYIQgTeABYB4gJGBT4OuhayIRox1kDWVgJpPoJqmWa2EtBG89cMozJ7UTd0o5iXvOPhUAXAKfRNyHEEl4S1ENmE+LUaeTapUSVtwYRlnPGzTcNd0RHgUe0R90n67f/5/m3+SfuR8lXqmdxx0/G9JawxmSmALWlZTNkyzRNY8qzQ7LJIjuhrAEa4Ik/939mftcOSc2/fSjsppwpS6GrMDrFqlJp9wmUCUm4+IiwyILYXsgk6BVYACgFSATYHqgimFCIiDi5WPOZRpmR+fUqX7qxGzi7pfwoPK7dKR22TkXO1r9of/owi0Ea8ahiMwLKA0zDypRC1MTlMCWkJgBWZDa/ZvF3Sid5J64nyQfpp//n+7f9N+Rn0Xe0h43HTZcENsIGd4YVFbs1SoTTdGaz5PNustTSV9HIkTewpgAUT4Me805ljdqdQzzADEGryNtGKto6ZXoIeaPJV7kEuMsYiyhVKDk4F5gAWAN4AOgYuCq4Rqh8eKu45Dk1iY850OpKCqobEIucvA4Mg90dfZouKT6570uf3VBuoP6hjJIX0q+jI0OyFDt0rtUbdYD1/rZERqE29Sc/t2CXp5fEh+cn/3f9Z/Dn+ifZJ74niVdbBxNm0vaKFiklwLVhVPuEf9P/A3mi8GJz8eURVIDC4DEfr78PnnFt9d1tvNmcWkvQW2xa7wp4yhpJs9lmCRE41biT2GvYPfgaSAD4AggNeAM4IyhNKGEIrnjVKSS5fNnM+iSqk2sIm3O79Bx5DPHtjh4Mvp0vLr+wgFHw4kFwsgyChQMZk5lkE+SYdQaFfXXcxjQGkrboZyTnZ7eQt8+X1Ef+p/6n9Df/d9CHx3eUl2gXIlbjlpxWPPXV9XflA1SYxBjjlGMb0o/x8YFxMO/ATf+8fywOnV4BPYhc82xzG/gLctsEGpx6LFnESXTJLhjQuKz4YvhDCC1YAfgA+ApYDhgcCDQYZfiRiNZpFElqublKH4p8+uDrauvaTF5s1o1iHfBOgH8R36OgNTDF0VSh4RJ6Uv+jcHQMFHHk8UVppcqGI2aD1ttXGadeZ4lnukfRB/1n/3f3F/Rn53fAZ693ZNcw1vPmrkZAdfr1jkUa5KF0MpO+8yciq+Id4Y3g/KBq39k/SH65biy9ky0dbIwcD+uJixl6oGpOydUZg9k7aOwopmh6eEiYINgTaABYB6gJWBVIO1hbWIUIyAkEKVj5pfoKuma62XtCS8CsQ9zLTUY90/5jzvUPhsAYcKlBOJHFgl9i1ZNnY+QUaxTbxUWVt/YSdnSWzecOF0THgae0l91X68f/5/mX+Oft98jnqedxN08G89a/5lOmD6WUVTI0yfRMI8ljQlLHsjoxqpEZcIe/9f9lDtWeSG2+LSeMpVwoG6B7Pyq0qlF59imTOUkI9+iwSIJoXngkuBU4ACgFaAUIHvgjCFEIiNi6CPRpR3mS6fYqUMrCOznrpzwpjKAtOn23vkc+2C9p7/ugjLEcUanSNGLLU04Ty9REBMX1MTWlFgE2ZQawFwIXSrd5h653yTfpt//n+6f9B+Qn0Qe0B40nTOcDZsEmdpYUBbolSVTSRGVz46NtYtNiVnHHITZApJAS34Gu8d5kHdk9QdzOvDB7x7tFGtkqZHoHmaL5VvkEGMqIirhUyDkIF3gAWAOIARgZCCsYRyh9CKxo5Pk2WYAp4epLKqtLEcueDA9chT0e3ZuOKq67b00P3tBgEQARngIZMqDzNJOzVDykr/UchYH1/5ZFFqH29ccwR3EHp/fEx+dH/4f9V/DH+efYx723iMdaVxKm0iaJJiglz6VQNPpEfpP9s3hC/wJigeOhUwDBcD+vnk8OLn/95H1sXNhcWQvfK1s67fp32hlZswllWRCY1SiTaGuIPbgaKADoAhgNmAN4I4hNqGGYrxjV6SWZfbnN+iW6lIsJ23T79Wx6bPNdj34OLp6vIC/B8FNg47FyEg3ihmMa05qkFRSZpQeVfnXdtjTWk3bpFyVnaCeRB8/X1Hf+t/6X9Af/N9AnxweUB2d3IZbixptmO/XU5XbFAiSXhBeTkwMaco6R8BF/wN5QTI+7Dyqem/4P3XcM8hxx2/bbcbsDCpt6K2nDeXQJLXjQKKx4YphCyC04AegBCAp4DlgcaDSIZoiSONcpFRlrqbpKEJqOGuIbbCvbnF+81+1jjfG+ge8TT6UQNqDHQVYR4nJ7ovDzgcQNVHME8lVqpct2JEaEltwHGjde54nHupfRN/13/2f29/Qn5xfP957nZDcwJvMWrVZPdenljSUZtKA0MVO9kyXCqoIcgYxw+yBpb9fPRw64Ditdkd0cHIrcDruIaxhqr2o92dQ5gwk6uOuYpfh6GEhIIKgTWABYB8gJmBWYO8hb2IWoyMkE+VnZpuoLymfa2qtDi8H8RTzMrUet1W5lTvZ/iDAZ4KrBOfHG4lDC5uNoo+VEbDTc1UaVuOYTVnVWzpcOp0U3gge0592H6+f/1/l3+Lftp8iHqWdwl05W8wa/BlK2DpWTNTEUyLRK08gDQPLGUjjBqREYAIZP9I9jntQuRv28zSY8pAwm269bLgqzmlCJ9UmSaUhI91i/yHH4XigkiBUoACgFiAU4H0gjaFGYiWi6yPU5SFmT2fc6UerDazsrqIwq3KGNO925Lkiu2a9rb/0QjiEdwasyNcLMs09TzQRFJMcVMjWmFgIWZcaw1wK3Szd5967HyXfp1//n+4f81+PX0Kezh4yXTDcCpsBGdZYTBbkFSCTRBGQz4kNsAtICVQHFsTTQoxARX4A+8G5ivdfdQIzNbD87totD+tgaY4oGuaIpVkkDeMoIikhUeDjIF1gASAOYAUgZSCt4R6h9mK0Y5bk3OYEZ4upMOqxrEvufTAC8lp0QPaz+LB68306P0EBxgQGBn2IakqJDNdO0lD3UoQUtlYLl8IZV5qKm9mcwx3F3qEfE9+dn/4f9N/CX+ZfYZ703iDdZpxHm0UaINiclzpVfBOkUfVP8Y3bi/ZJhIeIxUZDP8C4/nN8Mvn6d4x1rDNcMV8vd+1oa7Op22hh5sjlkmR/4xKiS+GsoPXgZ+ADYAigNyAO4I+hOGGIor8jWqSZpfqnO+ibKlasLC3Y79rx7vPS9gO4fnpAfMa/DYFTQ5SFzgg9Ch7McI5vkFlSaxQilf3XeljWmlCbptyX3aKeRZ8AX5Jf+x/6H8+f+99/HtpeTd2bHINbh9pqGOvXT1XWlAOSWRBZDkaMZEo0h/qFuUNzQSx+5jykumo4OfXWs8Mxwm/WbcIsB+pp6KonCqXNJLMjfmJwIYjhCiC0IAdgBCAqoDpgcuDT4ZxiS2NfpFelsibtKEaqPOuNLbWvc3FEM6U1k7fMug18Uz6aAOCDIsVeB49J9AvJDgwQOhHQ083VrtcxmJRaFVty3GtdfZ4onutfRV/2X/2f21/Pn5sfPh55XY5c/ZuJGrHZOhejVjAUYhK70IAO8QyRiqRIbEYsA+bBn/9ZPRZ62nin9kH0azImcDYuHOxdarlo86dNZgkk6COr4pXh5uEf4IHgTOABoB+gJyBX4PDhcaIZIyXkFyVq5p+oMymj629tEy8M8RozODUkN1t5mvvfviaAbUKwxO2HIQlIi6ENp4+aEbWTd9UelueYUNnYmz0cPR0W3gne1J9236/f/1/lX+HftV8gXqNd/9z2m8ja+FlG2DZWSFT/kt4RJk8azT5K04jdRp6EWkITf8x9iLtK+RZ27bSTsoswlq64rLPqyml+Z5HmRqUeY9ri/SHGYXdgkSBUIACgFmAV4H5gj2FIYigi7ePX5STmUyfg6UwrEmzxbqcwsPKLtPU26nkoe2x9s3/6Qj5EfMayiNyLOA0Cj3kRGVMg1M0WnBgL2ZpaxhwNXS7d6Z68Xyafp9//n+3f8p+OH0EezB4v3S3cB1s92ZKYSBbf1RwTfxFLj4PNqotCiU5HEQTNQoaAf736+7v5RXdZ9Tzy8LD37tVtC2tcaYooF2aFZVYkC2Ml4idhUKDiIFzgASAO4AXgZmCvYSCh+OK3I5ok4GYIJ4/pNSq2bFCuQjBIMl+0Rna5uLY6+T0//0bBy8QLxkNIr8qOjNyO11D8EoiUupYPl8WZWtqNm9wcxV3HnqKfFN+eX/4f9J/Bn+VfYB7y3h6dZBxEm0HaHRiYlzYVd5OfkfBP7E3WS/DJvsdDBUCDOgCy/m28LTn0t4b1prNW8Vovcy1j669p12heJsWlj2R9IxBiSiGrIPTgZ2ADYAjgN+AQIJEhOmGK4oHjnaSc5f5nP+ifqltsMO3d79/x9HPYdgk4RDqGPMx/E4FZQ5pF08gCimRMdc50kF4Sb5Qm1cHXvhjaGlObqZyaHaReRx8Bn5Mf+x/5387f+t99ntheS52YnIBbhFpmWOfXSxXSFD7SFBBUDkFMXsovB/UFs4NtgSZ+4Hye+mR4NHXRM/3xvW+Rrf2rw6pl6KZnByXKJLCjfCJuIYdhCSCzYAcgBGArIDtgdGDVoZ6iTeNipFsltebxKErqAWvR7bqveLFJs6q1mXfSehN8WP6gAOZDKIVjx5UJ+YvOThEQPtHVU9IVstc1WJfaGFt1XG2df14qHuyfRh/2n/1f2t/On5mfPF53XYuc+puFmq5ZNhefFiuUXVK3ELrOq8yMCp7IZoYmQ+EBmf9TfRC61Liidnx0JfIhMDEuGGxY6rVo7+dKJgYk5WOpopPh5WEe4IEgTKABoCAgKCBZIPKhc6IboyjkGmVuZqNoN2moa3PtGC8SMR+zPbUp92E5oLvlfiyAc0K2hPNHJslOC6ZNrM+e0boTfBUilutYVBnbmz/cP10Y3gte1d93n7Bf/1/k3+EftB8enqFd/Vzzm8Wa9NlDGDIWQ9T60tkRIQ8VjTjKzgjXxpjEVEINf8a9gvtFORC26DSOcoXwka6z7K9qxil6Z45mQ2Ubo9hi+yHEoXZgkGBToACgFuAWoH+gkSFKYiqi8KPbJShmVyflKVBrFuz2bqxwtjKRNPq27/kuO3I9uT/AAkREgob4COILPU0Hj34RHhMlFNFWn9gPWZ2ayNwP3TDd6x69nyefqF//n+1f8d+M339eid4tnSscBFs6WY7YQ9bbVRdTelFGj76NZQt8yQiHC0THgoDAef31O7Y5f7cUdTdy63Dy7tCtButYKYZoE+aCJVNkCOMj4iWhT2DhYFxgASAPIAagZ6CxISKh+yK5450k46YL55PpOaq67FWuRzBNcmU0TDa/eLv6/v0Fv4zB0cQRRkjItUqTzOHO3FDA0s0UvtYTV8kZXhqQW96cx13JXqPfFd+e3/5f9F/A3+QfXp7xHhwdYVxBm35Z2ViUlzGVctOakesP5w3Qy+tJuQd9RTrC9ECtPmf8J3nvN4F1oXNRsVUvbm1fa6sp06hapsJljKR6ow4iSCGp4PPgZuADIAkgOGARIJKhPGGNIoRjoKSgZcInQ+jj6l/sNa3jL+Ux+fPd9g74SfqL/NI/GUFfA6AF2UgICmmMew55kGLSdBQrFcWXgdkdWlabrBycXaYeSJ8Cn5Of+1/5n85f+Z98XtaeSV2V3L1bQRpimOPXRtXNlDoSDxBOznvMGQopR+9FrcNnwSC+2ryZOl74LvXL8/jxuC+M7fkr/2oh6KKnA+XHJK3jeeJsYYYhB+Cy4AbgBKAr4DxgdeDXoaDiUGNlZF5luWb06E8qBevW7b+vffFO87B1nvfYOhk8Xr6lwOwDLkVpR5qJ/svTjhYQA9IZ09ZVttc5GJsaG1t4HG/dQV5rnu2fRt/23/1f2h/N35hfOp51HYkc99uCWqqZMhebFicUWJKyELXOpkyGipkIYMYgg9sBlD9NvQr6zvictnb0ILIcMCxuE6xUqrFo7CdGpgLk4qOnYpHh4+EdoIBgTGAB4CCgKSBaYPRhdeIeIyukHaVyJqdoO6ms63itHS8XcSTzAzVvd2b5pnvrfjJAeQK8RPkHLElTS6uNsc+j0b7TQJVmlu8YV5ne2wKcQd1a3g0e1x94X7Cf/1/kX+Afst8c3p9d+tzw28Ka8Vl/V+3Wf5S2EtQRHA8QDTNKyEjSBpMEToIHv8C9vTs/uMs24rSJMoDwjK6vbKsqwil2p4rmQGUY49Yi+SHDIXUgj6BTYACgF2AXYEDg0qFMYi0i82PeJSvmWufpKVTrG6z7brFwu3KWtMB3Nbkz+3g9vz/FwkoEiEb9iOdLAo1Mz0LRYpMplNVWo9gS2aCay5wSHTMd7N6+3yhfqN//n+0f8N+Ln33eh94rHShcARs22YsYf9aW1RLTdVFBT7lNX4t3SQLHBYTBwrrAM/3ve7B5ejcO9TIy5nDuLsvtAmtT6YKoECa/JRCkBmMh4iPhTeDgYFvgAOAPYAegaKCyoSSh/aK8o6Ak5yYPp5fpPeq/rFpuTHBSsmq0UbaE+MG7BP1Lv5KB14QXBk6IusqZTObO4RDFktGUgtZXV8zZYVqTW+EcyZ3LHqUfFt+fX/5f9B/AH+LfXR7vHhndXpx+WzrZ1ZiQVy1VblOV0eYP4c3LS+XJs4d3hTTC7kCnfmI8Ibnpd7v1W/NMsVAvaa1a66bpz6hW5v8lSaR4IwviRmGoYPLgZmADIAlgOSASIJQhPiGPoocjo6SjpcWnR+joKmRsOq3oL+px/zPjdhS4T7qR/Ng/HwFkw6XF3wgNym8MQE6+kGeSeJQvVcmXhVkgmlmbrpyenageSd8Dn5Qf+5/5X82f+J963tSeRx2TXLpbfZofGOAXQpXI1DVSChBJjnaME4ojh+mFp8NhwRr+1PyTelk4KTXGc/Oxsy+ILfSr+yod6J8nAKXEJKtjd6JqYYShBuCyIAagBOAsYD1gdyDZYaLiUyNoZGGlvSb46FNqCmvbrYSvgzGUc7X1pLfd+h78ZL6rgPHDNAVvB6AJxEwYzhsQCJIek9qVutc8mJ6aHlt63HIdQx5tHu6fR5/3H/0f2Z/M35bfOJ5y3Yac9Nu/GmcZLleW1iKUU9KtELCOoQyBCpNIWwYaw9VBjn9H/QU6yXiXNnG0G3IXMCduDyxQaq1o6GdDZj/koCOk4o/h4iEcoL+gDCAB4CEgKiBb4PYhd+Igoy6kIOV1pqsoP+mxa31tIe8ccSozCLV1N2x5rDvxPjgAfsKCBT6HMclYy7DNts+okYNThNVq1vLYWxnh2wVcRB1c3g6e2F95H7Df/x/j399fsZ8bHp0d+FzuG/9ardl7V+nWexSxUs9RFs8KzS3KwsjMRo1ESMIB//r9d3s5+MW23TSDsruwR+6qrKaq/eky54dmfSTWI9Oi9yHBYXPgjuBS4ACgF6AYYEIg1GFOYi9i9iPhZS9mXqftaVlrIGzALvawgLLcNMX3O3k5u339hIALgk/EjcbDSSzLCA1Rz0fRZ1MuFNmWp5gWWaPazpwUnTUd7p6AH2lfqR//n+yf8B+KX3wehd4o3SWcPhrzWYdYe5aSlQ4TcJF8T3QNWktxyT1G/8S8AnUALj3pu6r5dHcJtSzy4TDpLsctPisP6b6nzKa75Q2kA+MfoiJhTKDfoFugAOAP4AhgaeC0ISZh/+K/Y6Nk6qYTZ5wpAmrELJ9uUXBX8nA0VzaKuMd7Cr1Rf5hB3UQcxlQIgErejOwO5hDKUtYUhxZbF9BZZJqWG+Ocy53M3qafF5+f3/6f85//X6HfW57tHhedW9x7WzeZ0diMVykVadOREeEP3I3GC+AJrcdxxS8C6IChvlw8G/njt7Z1VrNHcUsvZO1Wa6Kpy6hTZvvlRqR1owniRKGnIPHgZaAC4AmgOeATYJWhACHR4omjpqSnJclnS+jsamksP23tL++xxLQpNho4VXqXvN3/JQFqg6uF5IgTSnRMRU6DkKxSfRQzlc2XiRkj2lybsVyg3aneS18En5Tf+9/5H80f9595XtLeRN2QnLdbelobWNwXflWEVDCSBRBETnEMDgoeB+PFogNcART+zzyNulN4I7XBM+5xri+DLe/r9uoZ6JtnPSWBJKijdWJooYMhBeCxoAZgBOAs4D5geKDbIaUiVaNrZGTlgKc86FeqDuvgbYmviHGZ87t1qjfjuiS8an6xgPfDOcV0h6WJyYweDiBQDVIjE98VvtcAWOHaIVt9XHRdRR5unu/fSB/3X/zf2R/L35WfNt5w3YQc8du72mNZKleSlh4UTxKoEKtOm4y7ik3IVUYUw8+BiH9B/T96g7iRtmw0FjIR8CKuCqxL6qlo5Kd/5fzknWOioo4h4KEbYL7gC6AB4CHgKuBdIPfheiIjIzGkJCV5Jq8oBCn160ItZu8hsS+zDjV6t3I5sfv2/j4ARILHxQRHd4leS7YNvA+tkYgTiVVu1vaYXpnk2wgcRp1e3hAe2V9537Ff/x/jX95fsB8Znpsd9dzrG/waqll3l+WWdpSs0spREY8FjShK/QiGhoeEQsI7/7U9cXs0OP/2l/S+cnawQu6mLKIq+ekvJ4PmeiTTY9Fi9SH/4TKgjiBSoACgGCAZIENg1iFQojHi+SPkpTLmYqfxaV2rJSzFLvuwhjLhtMt3ATl/e0O9yoARglWEk4bIyTJLDU1XD0zRbBMyVN2Wq1gZ2aca0VwXHTcd8B6BX2ofqZ//n+xf71+JX3qeg94mXSLcOtrv2YOYd5aOFQlTa5F3T27NVMtsCTeG+cS2Am9AKH3j+6U5bvcENSey3DDkLsKtOasLqbrnySa4pQrkAWMdoiChS2DeoFsgAOAQIAkgayC14ShhwmLCI+Zk7iYXJ6ApBqrI7KQuVrBdMnV0XPaQeM07EH1XP55B4wQihlnIhcrjzPEO6xDPEtqUi1ZfF9PZZ9qZG+Yczd3OnqffGJ+gX/6f81/+n6CfWh7rHhVdWRx4WzQZzhiIVySVZROMEdwP103Ai9qJqAdsBSlC4sCbvlZ8FnneN7D1UXNCMUYvYC1R655px6hP5vilQ+RzIweiQuGloPDgZSACoAngOqAUYJchAeHUIoxjqaSqZc0nT+jwqm2sBC4yL/TxyfQuth/4WzqdfOO/KsFwQ7FF6kgYynnMSo6IkLESQZR31dGXjJknGl9bs9yjHaueTN8Fn5Vf+9/438xf9p933tDeQp2OHLRbdxoXmNgXehW/0+uSP9A/DivMCIoYR94FnENWQQ8+yTyH+k34HjX7s6kxqS++batr8qoV6JenOeW+JGYjcyJmoYGhBOCw4AZgBSAtoD9geiDc4adiWGNuZGglhGcA6JvqE2vlLY6vjXGfM4D17/fpeip8cD63QP2DP4V6R6sJzwwjTiVQEhInk+NVgtdEGOVaJFtAHLadRx5wHvDfSN/3n/zf2J/K35QfNR5unYGc7xu4ml/ZJleOVhmUSlKjEKYOlky2CkgIT4YPA8nBgr98PPm6vfhMNma0EPIM8B3uBexHqqUo4Od8ZfnkmqOgYowh3yEaYL4gC2ACICJgK+BeoPmhfCIlozRkJ2V85rMoCCn6K0bta+8m8TTzE7VAd7f5t7v8/gPAioLNhQoHfQljy7tNgQ/yUYyTjZVy1vpYYdnoGwrcSN1g3hGe2p96n7Gf/x/i391frt8X3pkd81zoW/japtlzl+FWchSoEsVRDI8ADSLK94iAxoHEfQH2P699a7suePp2knS5MnGwfi5hbJ3q9ekrZ4BmduTQo87i8yH+YTFgjSBSIACgGKAaIESg16FSojRi++PnpTZmZmf1qWIrKazKLsDwy3Lm9NE3BvlFO4l90EAXQltEmUbOiTfLEo1cD1GRcNM21OHWr1gdWaoa1BwZnTkd8d6Cn2rfqh//n+vf7p+IH3jegd4j3SAcN9rsWb+YM1aJ1QTTZtFyD2lNT0tmiTHG9ASwQmlAIr3eO595aTc+tOIy1vDfLv3s9SsHabbnxaa1ZQgkPuLboh7hSiDd4FqgAOAQoAngbGC3YSphxKLE4+mk8aYbJ6QpCyrNbKkuW7Bicnr0YnaV+NL7Fn1dP6QB6MQoRl9Ii0rpTPZO8BDT0t8Uj5ZjF9dZaxqb2+icz93QXqkfGZ+g3/6f8x/935+fWF7pXhLdVpx1WzCZyliEVyBVYJOHUdbP0g37C5UJoodmRSOC3MCV/lC8ELnYd6t1S/N9MQFvW21Nq5ppw+hMJvVlQORwYwViQSGkYO/gZKACoAogOyAVoJihA+HWYo8jrKSt5dDnU+j1KnIsCS43L/oxz3Q0NiW4YPqjPOm/MIF2Q7bF78geSn8MT86NkLXSRhR8FdWXkFkqmmJbtlylHa1eTh8Gn5Yf/B/4n8uf9Z92Xs8eQF2LXLFbc5oT2NQXddW7U+bSOtA5ziZMAwoSx9hFloNQQQl+w3yCOkg4GLX2c6PxpC+5rabr7ioR6JQnNqW7JGNjcOJk4YAhA+CwYAYgBWAuIABgu2De4amiWuNxZGulh+cE6KAqF+vp7ZOvkrGks4Z19bfvOjB8dj69AMNDRUWAB/DJ1IwojipQFxIsU+eVhtdH2OiaJ1tCnLjdSN5xnvHfSZ/33/yf19/J35LfM15sXb7crBu1WlxZIpeKFhUURZKeEKEOkMywikKIScYJQ8PBvP82fPP6uHhGdmF0C7IH8BjuAWxDaqEo3Sd5Jfbkl+Od4ooh3aEZIL2gCyACICLgLOBf4PthfmIoIzdkKqVAZvboDGn+q0utcO8r8TozGTVF9725vbvCvkmAkELTRQ/HQompC4CNxg/3UZFTkdV21v4YZVnrGw2cSx1i3hNe2997X7Hf/x/in9yfrZ8WHpbd8NzlW/Waoxlv191WbdSjUsBRB086zN2K8gi7BnwEN0Hwf6l9Zfso+PT2jPSz8mxweS5crJlq8aknZ7zmM+TN48xi8SH8oTAgjGBR4ACgGSAa4EXg2WFUojbi/qPq5Tomaif56WarLmzO7sXw0LLsdNa3DHlK+4991gAdAmEEnwbUCT1LF81hT1aRdVM7VOXWsxgg2a1a1twb3Tsd856D32vfql//n+tf7Z+G33dev93hnR1cNJro2bvYL1aFVQATYdFtD2QNSctgySwG7kSqgmOAHL3Ye5m5Y7c5NNzy0bDabvks8KsDabMnwiayJQUkPGLZYh0hSODc4FogAOAQ4AqgbWC44SxhxyLHo+yk9OYe56hpD2rSLK3uYLBnskB0p/abuNi7HD1i/6nB7oQuBmUIkMrujPuO9RDYkuOUk5Zm19sZblqe2+sc0h3SHqqfGl+hX/7f8t/9H55fVt7nXhCdU9xyGy1ZxpiAVxvVW9OCUdHPzM31i49JnMdghR2C1wCQPkr8CvnS96X1RrN38TxvFq1JK5Yp/+gIpvIlfeQt4wNif2Fi4O8gZCACYApgO+AWoJohBeHYopHjr+SxZdSnV+j5anbsDe48L/9x1PQ5tis4Zrqo/O9/NoF8A7yF9YgjykSMlQ6SkLqSSpRAVhlXk9kt2mVbuRynXa8eT58Hn5af/F/4X8sf9F903s0efh1I3K5bcFoQWNAXcVW20+ISNdA0jiDMPYnNB9KFkINKgQN+/bx8egK4EzXw856xny+07aJr6eoN6JBnMyW4JGDjbqJjIb7gwqCvoAXgBaAu4AFgvODgoaviXWN0ZG7li6cI6KRqHGvurZivl/Gp84v1+zf0+jY8e/6DAQkDSwWFh/ZJ2cwtzi9QG9Iw0+vVitdLmOvaKltFXLsdSt5zHvMfSh/4H/yf11/I35FfMZ5qHbxcqRuyGliZHpeF1hCUQNKZEJvOi4yrCnzIBAYDg/4Bdv8wvO46srhA9lv0BnIC8BQuPKw+6l0o2Wd1pfOklSOboohh3CEYILzgCuACYCNgLeBhIP0hQKJqozokLeVD5vroEKnDK5Btde8xMT+zHrVLt4N5w3wIfk+AlgLZBRVHSEmui4XNy0/8EZXTllV7FsHYqNnuGxBcTZ1k3hTe3N98H7Jf/t/iH9ufrF8UXpTd7lzim/Jan5lr19kWaVSekvtQwk81jNgK7Ei1hnYEMUHqf6O9YDsjOO82h3SusmdwdG5YLJUq7akjp7lmMKTLI8oi7yH7IS7gi6BRYACgGaAb4Ecg2yFWojliwaQuJT2mbif96WrrMyzT7ssw1fLx9Nx3EjlQ+5U93AAjAmbEpMbZiQLLXU1mT1uRehM/lOoWttgkWbCa2ZweXT0d9R6FH2yfqt//n+sf7N+Fn3Wevd3fHRqcMVrlWbgYK1aBFTtTHNFnz17NREtbSSaG6ISkwl3AFv3Su5P5XfcztNeyzLDVbvRs7Gs/KW8n/qZvJQJkOiLXYhuhR6DcIFmgAKARYAtgbqC6oS5hyWLKY+/k+GYip6xpE+rWrLLuZfBs8kX0rbaheN57If1ov6+B9EQzxmqIlkrzzMCPOhDdEufUl9Zq196ZcVqhm+2c1B3T3qvfG1+h3/7f8l/8X51fVV7lXg5dURxvGynZwti8FteVV1O9kYzPx43wS4nJlwdaxRfC0UCKPkU8BTnNN6B1QTNysTdvEe1Eq5Hp/CgFJu7leyQrYwEifaFhoO4gY6ACYAqgPKAXoJuhB6Ha4pRjsuS0pdhnW+j9qntsEq4BcASyGjQ/NjD4bHqu/PU/PEFBw8JGO0gpSknMmk6XkL9STxRElh1Xl5kxGmhbu5ypnbEeUN8In5cf/F/4H8pf819zXstee91GHKtbbRoMmMwXbRWyE91SMNAvThuMN8nHR8zFisNEwT2+t/x2ujz3zbXrs5lxmi+wLZ3r5aoJ6IynL+W1JF5jbKJhIb1gwaCvIAWgBeAvYAJgvmDiYa4iYCN3JHIlj2cM6KiqIOvzbZ2vnTGvc5F1wPg6ujv8Qb7IwQ8DUMWLR/vJ30wzDjRQIJI1U/AVjtdPGO9aLVtIHL1dTJ50XvQfSt/4X/xf1t/H34/fL95oHbncpluu2lUZGpeBlgwUfBJUEJaOhgylindIPkX9w7hBcT8qvOh6rPh7dhZ0ATI9789uOCw6qlko1adyZfCkkqOZYoZh2qEW4LwgCqACYCPgLqBioP7hQqJtIz0kMSVHpv6oFOnHq5Uteu82cQTzZDVRN4k5yTwOflVAm8LexRsHTcm0C4sN0E/A0dqTmpV/FsWYrFnxWxLcT91mnhZe3h9837Kf/t/hn9rfqt8SnpKd69zfm+8anBloF9TWZNSZ0vaQ/Q7wDNKK5sivxnBEK4Hkv539WnsdeOm2gfSpcmIwb25TbJCq6Wkf57YmLaTIY8ei7SH5YS3giuBRIACgGeAcoEhg3KFY4juixGQxZQEmsefCKa9rN6zY7tAw23L3dOH3F/lWu5r94cAowmyEqkbfSQhLYo1rj2BRftMEFS4Wupgn2bOa3Fwg3T9d9t6GX21fq1//n+qf7B+EX3Qeu93cnRfcLlrh2bRYJxa8lPbTGBFiz1mNfssVySDG4sSewlfAET3Mu445WHcuNNIyx3DQbu/s5+s7KWtn+yZr5T+j96LVYhnhRiDbIFkgAKARoAwgb+C8ITBhy+LNI/Lk++YmZ7BpGCrbbLeuavByckt0szanOOQ7J71uv7WB+kQ5hnBIm8r5TMXPPtDh0uxUnBZul+IZdJqkm/Ac1l3Vnq0fHF+iX/8f8h/7n5wfU97jXgvdTlxsGyZZ/xh4FtNVUpO4kYePwg3qy4RJkUdVBRICy0CEfn97/3mHt5r1e/MtcTJvDS1AK42p+CgBZuuleCQo4z8iO+FgYO0gYuACIAsgPWAY4J0hCaHdYpcjteS4JdwnX+jCKr/sF64GcAnyH7QE9na4cjq0vPs/AgGHg8gGAMhuyk9Mn06ckIQSk5RI1iFXmxk0Wmsbvhyr3bLeUl8Jn5ff/J/338nf8l9x3sleeZ1DnKhbaZoI2MgXaNWtk9hSK9AqDhYMMknBx8cFhQN+wPf+sjxw+jc3yDXmM5RxlS+rbZlr4WoGKIknLKWyJFujamJfYbvgwKCuYAVgBeAwIANgv+DkYbBiYqN6JHWlkucQqKzqJav4LaKvonG0s5b1xngAekG8h77OgRTDVoWRB8FKJIw4TjlQJVI50/RVktdS2PKaMJtKnL/dTp513vUfS5/4n/wf1h/G346fLd5l3bcco1urmlFZFpe9VceUd1JPEJFOgMyfynGIOIX3w7JBa38k/OK6p3h19hE0O/H4r8puM6w2alUo0edu5e2kj+OXIoRh2SEV4LtgCiACoCRgL6Bj4MChhOJvoz/kNGVLJsKoWSnMK5ntf+87cQpzabVW9475zvwUPlsAocLkhSDHU0m5i5BN1U/F0d8TnxVDFwlYr5n0WxWcUh1onhfe3x99n7Lf/t/hH9nfqZ8Q3pCd6Vzc2+wamJlkF9DWYFSVEvGQ987qzM0K4QiqBmqEJcHe/5g9VLsXuOQ2vLRj8l0waq5O7Ixq5WkcJ7KmKmTFo8Vi6yH34SygiiBQoADgGmAdoEmg3mFa4j4ixyQ0ZQSmtefGKbPrPGzd7tVw4LL89Oe3Hblce6D954AugnJEsAbkyQ2LZ81wj2VRQ1NIVTJWvpgrWbba31wjHQFeOF6Hn25fq5//n+of6x+DH3Jeud3aXRTcKxreWbBYIxa4FPITExFdj1RNeYsQCRsG3QSZAlIACz3G+4i5UvcotMzywnDLruss42s26Wen96ZopTyj9SLTIhghRODaYFjgAKASIAzgcSC94TJhziLP4/Yk/2YqJ7SpHKrf7Lyub/B3slC0uLas+On7Lb10f7tBwAR/BnXIoUr+jMsPA9EmkvDUoBZyl+WZd9qnW/Kc2F3XXq6fHR+i3/8f8d/635rfUh7hXgmdS5xo2yMZ+1h0Fs7VThOz0YKP/M2lS77JS8dPRQxCxYC+vjl7+bmB95V1drMocS1vCG17q0lp9Cg95qhldWQmYzziOiFe4OwgYmACIAtgPiAZ4J6hC6HfopnjuOS7Zd+nZCjGaoSsXG4LcA8yJTQKdnx4d/q6fMD/SAGNQ83GBoh0SlSMpI6hkIjSmBRNFiVXntk3mm4bgJzt3bSeU98Kn5hf/N/3n8kf8R9wXseed11A3KVbZloFGMQXZJWpE9OSJtAkzhDMLMn8B4FFv0M5APH+rDxrOjG3wrXgs48xkC+mrZTr3SoCKIVnKSWvJFkjaCJdobpg/6Bt4AUgBiAwoASggSEmIbKiZWN9JHjllqcUqLEqKiv9Laevp7G6M5y1zDgGOkd8jX7UgRqDXEWWh8bKKgw9jj5QKlI+k/jVltdWmPYaM5tNXIIdkF53XvZfTB/43/wf1Z/F340fLB5jnbScoFuoGk3ZEte5FcMUcpJKEIxOu0xaSmwIMsXyA6yBZX8fPNz6obhwNgu0NrHzr8WuLuwyKlEozmdrpeqkjSOU4oKh16EUoLqgCeACoCTgMKBlYMJhhuJyIwLkd6VOpsaoXSnQq56tRO9AsU+zbzVcd5S51LwZ/mEAp4LqRSZHWMm+y5WN2o/KkePTo1VHFw0Ysxn3WxhcVJ1qnhme4F9+X7Nf/p/gn9jfqF8PHo5d5tzZ2+jalNlgV8yWW9SQkuyQ8s7ljMeK24ikRmTEIAHY/5I9TvsSON52tzReslgwZa5KLIfq4WkYZ68mJ2TC48Li6SH2YStgiWBQYADgGuAeYErg4CFc4gCjCiQ3pQgmuafKabhrAS0irtpw5fLCdS03I3liO6a97YA0QngEtcbqSRMLbQ11j2oRSBNM1TZWglhu2bna4hwlnQNeOh6I328frB//n+nf6l+B33Cet53X3RIcKBra2ayYHtaz1O1TDlFYj07NdAsKiRVG10STQkxABX3BO4L5TTcjNMey/TCGruZs3ysyqWOn9CZlpTnj8qLRIhahQ6DZYFhgAKASYA3gciC/YTRh0KLSo/kkwuZt57ipIOrkrIFutTB88lY0vnayeO/7M316P4ECBcRExruIpsrDzRAPCNErUvVUpFZ2V+lZexqqW/Uc2l3ZHq/fHh+jX/8f8V/6H5nfUJ7fXgcdSNxl2x+Z95hwFsqVSVOvEb2Pt42fy7kJRgdJhQZC/8B4vjO78/m8d0/1cTMjMShvA613K0Vp8Gg6ZqUlcmQj4zqiOGFdoOsgYeAB4AugPqAbIKAhDWHh4pyju+S+5eNnaCjKqoksYS4QcBRyKnQP9kH4vbqAPQa/TcGTA9OGDAh5yloMqc6mkI2SnJRRVikXolk62nEbg1zwHbZeVR8Ln5jf/N/3X8hf8B9u3sWedR1+HGJbYtoBmMAXYFWkU87SIdAfjgtMJ0n2R7uFeYMzQOw+pnxleiv3/PWbc4nxiy+hrZAr2Oo+KEHnJeWsZFZjZeJbobkg/qBtIAUgBmAxYAWggqEoIbTiZ+NAJLwlmmcYqLWqLqvB7eyvrPG/c6I10fgL+k18kz7aQSBDYgWcR8xKL4wCzkNQbxIDFD0VmtdaGPlaNltP3IRdkl543vdfTN/5H/vf1R/E34vfKl5hXbIcnVuk2koZDte01f5ULdJFEIcOtgxUymZILQXsQ6bBX78ZfNc6m/hqtgY0MXHur8DuKmwtqk0oyqdoJeekiqOSYoCh1iEToLogCaAC4CWgMaBmoMQhiSJ04wXkeuVSZspoYWnVK6NtSa9F8VUzdLViN5p52nwf/mbArULwBSwHXomES9rN34/PkehTp5VLFxDYtpn6WxscVt1snhse4Z9/H7Of/p/f39ffpt8NXoxd5FzXG+WakVlcV8hWV1SL0ueQ7Y7gDMIK1ciehl8EGgHTP4x9STsMeNj2sbRZclLwYO5FrIOq3SkUp6umJGTAI8Ci5yH0oSogiKBP4ADgG2AfYExg4eFfIgMjDOQ65QumvWfOqbyrBe0nrt+w6zLH9TK3KTln+6x980A6Qn4Eu4bwCRiLck16z28RTJNRVTpWhhhyWb0a5NwoHQVeO56KH2/frJ//n+lf6Z+An28etZ3VXQ9cJNrXWajYGtavVOjTCVFTT0mNbosFCQ+G0YSNQkZAP727e305B7cdtMJy+DCBruGs2qsuqV/n8KZiZTcj8CLPIhThQmDYoFfgAKAS4A6gc2CA4XZh0uLVY/xkxmZxp7ypJWrpbIZuujBCMpu0g/b4OPW7OT1AP8cCC4RKhoEI7ErJTRVPDdEwEvnUqJZ6V+zZflqtG/ec3J3anrEfHx+j3/8f8R/5X5ifTx7dngTdRhxi2xwZ89hr1sYVRNOqEbhPsk2ai7OJQEdDxQCC+cBy/i377jm2t0p1a/Md8SNvPu0yq0Ep7Gg2pqHlb2QhYziiNqFcIOpgYWAB4AvgP2AcIKHhD2HkIp8jvySCJicnbCjO6o2sZi4VsBmyL/QVdke4g3rGPQy/U4GZA9lGEch/Sl9Mrw6rkJJSoRRVli0Xphk+GnQbhdzyXbgeVp8MX5lf/R/3H8ef7x9tXsPect17nF9bX5o92LwXHBWf08oSHJAaTgXMIcnwx7XFc4MtQOZ+oLxfuiZ393WV84Sxhi+c7Yur1Ko6KH4m4qWpZFPjY6JZ4beg/aBsoATgBqAx4AaghCEp4bciaqNDJL9lneccqLnqMyvGrfGvsfGE8+e113gRulM8mT7gASYDZ8WiB9IKNMwIDkiQc9IHlAFV3tdd2PyaOVtSnIadlB56XvhfTZ/5X/uf1F/D34pfKJ5fXa9cmluhmkZZCtewlfnUKRJAEIHOsIxPSmCIJ4Xmg6DBWf8TvNF6lnhlNgD0LDHpr/vt5ewpakkoxudkpeSkh+OQIr6hlKESoLlgCWAC4CYgMqBoIMXhi2J3YwikfiVV5s5oZanZq6gtTq9K8VpzejVnt6A54HwlvmyAswL1xTHHZAmJy+AN5I/UUe0TrBVPVxSYudn9mx3cWR1unhye4p9/37Pf/l/fX9cfpZ8L3ood4dzUG+JajdlYl8QWUtSHEuKQ6E7azPyKkEiYxllEFEHNf4a9Q3sGuNN2rDRUMk3wW+5A7L8qmSkQ56gmIST9Y74ipSHzISkgh6BPoADgG+AgIE2g42FhIgWjD6Q+JQ8mgWgSqYErSq0sruTw8LLNdTh3Lrltu7I9+QAAAoPEwUc1iR4Ld81/z3PRUVNVlT6Widh12YAbJ5wqXQdePV6LX3CfrN//n+jf6J+/Xy1es53S3QycIZrT2aTYFpaq1OQTBFFOT0RNaQs/SMoGy8SHgkCAOb21u3d5AfcYNPzysvC87p0s1isqaVwn7SZfJTRj7eLNIhMhQSDXoFdgAKATIA9gdKCCoXhh1WLYI/9kyeZ1p4Dpaart7Ituv3BHcqE0iXb9+Pt7Pv1F/8zCEURQRobI8crOjRpPEpE00v4UrJZ+F/BZQZrv2/oc3p3cXrJfH9+kX/9f8J/4n5dfTV7bngJdQ1xfmxiZ8Bhn1sHVQBOlUbNPrQ2VC64Jeoc+BPrCtABtPig76HmxN0T1ZnMY8R6vOi0uK3zpqKgzJp6lbKQe4zZiNOFa4OlgYOAB4AwgACBdYKNhEWHmoqHjgiTFpirncCjTapJsau4asB7yNXQbNk14iTrL/RJ/WUGew98GF0hEyqTMtA6wkJcSpZRZljEXqZkBWrbbiFz0XbneV98NX5of/R/238cf7d9r3sHecJ143FxbXBo6GLfXF5WbU8USF5AVTgCMHAnrB7AFbcMngOB+mvxZ+iC38fWQs79xQS+YLYcr0Go2KHpm32WmZFFjYWJYIbYg/KBr4ASgBuAyoAeghaEroblibSNGJILl4acgqL4qN6vLbfavtzGKM+013TgXelj8nv7mASwDbYWnh9eKOkwNDk2QeJIMFAWV4tdhmMAafFtVHIjdlh573vlfTh/5n/tf09/C34jfJp5dHazcl5ueWkLZBtesVfVUJBJ7EHyOa0xJylsIIcXgw5sBU/8NvMu6kLhftjtz5vHkr/ct4SwlKkUowydhZeGkhSON4rzhkyERYLigCSADICagM6BpYMehjWJ54wukQWWZptJoaeneK6ztU69QMV+zf7Vtd6W55jwrfnKAuQL7hTeHaYmPC+VN6Y/ZEfGTsFVTVxhYvVnAm2CcW51wXh4e499An/Rf/l/e39YfpF8KHogd31zRW98aillUl8AWTpSCUt3Q407VjPcKioiTBlOEDoHHf4C9fbrA+M22pvRO8kjwVy58bHrqlSkNJ6TmHiT6o7vioyHxoSfghuBPYAEgHGAhIE7g5SFjIggjEqQBZVKmhSgW6YWrTy0xbunw9fLS9T33NHlze7g9/wAFwomExsc7SSOLfQ1FD7jRVhNaFQKWzdh5WYNbKlws3QlePt6Mn3GfrV//n+hf59++HyuesZ3QnQmcHprQWaEYElamlN9TP5EJD38NI4s5yMRGxgSBwnr/8/2v+3G5PHbS9PeyrfC37phs0esmaVgn6aZcJTFj62LK4hGhf+CW4FbgAKAToBAgdeCEIXph16La48KlDSZ5Z4TpbiryrJAuhHCMsqa0jzbDuQE7RP2Lv9KCFwRWBoxI90rTzR+PF5E5UsKU8NZB2DPZRJry2/yc4N3eHrOfIN+k3/9f8F/335ZfS97ZngAdQJxcmxVZ7Fhj1v2VO5NgUa5Pp82Pi6hJdQc4RPUCrkBnPiJ74vmrd391ITMTsRmvNW0pq3ippKgvpptlaaQcYzRiMyFZoOhgYGABoAygAOBeoKThE2Ho4qSjhSTJJi6ndCjXqpbsb64fsCQyOvQgtlL4jvrRvRg/X0Gkg+TGHQhKSqoMuU61kJvSqhRd1jTXrRkE2rnbitz2nbveWV8OX5qf/V/2n8Zf7N9qXsAebh12HFlbWNo2WLPXE1WW08BSEpAQDjsL1onlR6pFaAMhwNq+lTxUOhr37HWLM7oxfC9TbYKrzCoyKHbm2+WjZE6jXyJWIbTg+6BrYARgByAzYAighyEtobuib+NJJIYl5WckqIJqfGvQLfvvvHGPs/K14rgdOl68pL7rwTHDc0WtR90KP4wSTlKQfVIQlAnV5tdlWMNaf1tX3Isdl959XvpfTt/53/tf0x/B34efJN5a3apclJubGn8YwteoFfDUH1J2EHdOZcxESlVIHAXbA5VBTj8H/MX6ivhaNjXz4bHfb/Jt3Kwg6kEo/2ceJd6kgqOLorrhkaEQYLfgCOADYCcgNKBq4Mlhj6J8Yw6kRKWdJtZobiniq7GtWK9VcWUzRTWy96t56/wxPnhAvsLBRX0HbwmUi+rN7s/eEfYTtJVXVxwYgJoDm2McXd1yXh+e5N9BX/Sf/l/eX9Ufot8IXoXd3NzOW9vahplQl/vWChS9kpjQ3g7QDPGKhQiNRk2ECIHBv7r9N/r7eIg2oXRJskOwUi53rHaqkSkJZ6FmGuT347mioSHv4SaghiBO4AEgHOAh4FAg5uFlYgqjFWQEZVZmiSgbKYorU+02bu8w+zLYdQO3ejl5O739xMBLgo9EzIcAyWkLQk2KD73RWpNeVQbW0Zh8mYZbLRwvHQteAJ7N33JfrZ//n+gf5t+83yoer53OHQbcG1rM2Z1YDlaiFNrTOpEED3mNHgs0CP6GgAS8AjU/7j2qO2v5NvbNdPJyqLCy7pOszWsiKVRn5iZY5S6j6OLI4g/hfqCWIFagAKAUIBDgdyCF4Xyh2iLdo8WlEKZ9J4kpcmr3LJUuiXCSMqv0lLbJOQb7Sr2Rv9iCHMRbxpII/MrZTSTPHJE+EscU9RZF2DdZR9r1m/8c4t3f3rUfIZ+lH/9f8B/3H5UfSl7Xnj3dPdwZWxHZ6JhflvkVNtNbkakPoo2KC6LJb0cyhO8CqEBhfhy73Tml93n1G/MOcRSvMK0lK3RpoKgr5pglZuQZ4zIiMWFYIOegX+ABoAzgAaBfoKZhFSHrIqdjiCTMZjJneGjcKpusdK4ksClyADRmNli4lLrXfR4/ZQGqQ+qGIohPyq+Mvo66kKCSrpRiFjjXsNkIGrzbjVz43b2eWp8PX5sf/Z/2X8Wf659o3v4eK91znFYbVVoymK/XDxWSE/uRzZAKzjWL0Qnfx6SFYkMbwNT+jzxOehV35vWF87Uxdy9Orb4rh+ouaHMm2KWgZEwjXSJUYbNg+qBq4ARgB2Az4AngiKEvYb3icmNMJIml6OcoqIaqQOwVLcDvwbHVM/g16Hgi+mR8qr7xgTeDeQWyx+KKBQxXjleQQlJVVA4V6tdo2MbaQluaXI1dmZ5+nvufT1/6H/sf0p/A34YfIx5YnaeckZuXmnuY/tdj1exUGpJxEHIOYIx+yg/IFkXVA49BSH8CPMA6hXhUdjCz3HHab+2t2Cwcqn0ou6capdtkv+NJYrkhkCEPYLdgCKADYCfgNaBsIMthkeJ+4xFkR+WgptoocmnnK7ZtXa9asWpzSrW4t7E58bw3Pn4AhIMHBULHtMmaC/AN88/i0frTuRVbVx/YhBoGm2XcYB10XiEe5h9CH/Tf/h/d39RfoZ8GnoPd2lzLm9iagxlM1/eWBZS40pPQ2M7KzOwKv0hHxkfEAsH7/3U9Mjr1uIK2m/REcn6wDW5zLHIqjOkFp53mF+T1I7cinyHuYSWghWBOoAEgHWAi4FFg6KFnYg0jGCQHpVnmjOgfKY5rWK07bvQwwLMd9Qk3f/l/O4O+CoBRgpUE0kcGSW5LR42PT4KRn1Ni1QrW1VhAGcmbL9wxnQ1eAh7O33Mfrh//n+ef5h+7nyherV3LnQQcGBrJWZlYChadlNYTNZE+zzRNGIsuiPjGukR2Ai9/6H2ke2Z5MTbH9O0yo7CuLo8syOseKVCn4qZVpSvj5mLG4g4hfWCVIFYgAKAUYBHgeGCHYX6h3KLgY8jlFCZA580pdur77JnujrCXcrF0mjbO+Qy7UH2Xf95CIsRhRpeIwgsejSnPIZEC0wuU+RZJmDrZSxr4m8GdJN3hnrZfIp+ln/9f75/2X5PfSJ7VnjtdOxwWWw5Z5NhblvTVMlNWkaQPnU2Ey51JaYcshOlCooBbvha713mgN3R1FnMJcQ+vK+0gq3BpnOgoZpTlY+QXYzAiL6FW4OagX2ABYA0gAmBg4KfhFyHtoqoji2TP5jYnfGjgaqAseW4p8C6yBbRrtl54mnrdfSP/asGwA/BGKEhVSrTMg87/UKVSsxRmVjzXtFkLWr+bkBz63b9eXB8QX5uf/Z/2H8Tf6p9nXvweKZ1w3FMbUhovGKvXCtWNk/aRyJAFjjBLy4naB57FXEMWAM7+iXxIug+34XWAc6/xci9J7bmrg6oqaG+m1WWdpEmjWuJSobHg+aBqIAQgB6A0oArgieExYYAitSNPJIzl7KcsqIrqRWwZ7cXvxvHac/217jgoump8sH73gT1DfsW4h+gKCoxczlyQRxJZ1BJV7pdsmMoaRVudHI9dm55AHzyfUB/6H/rf0d//30SfIV5WXaUcjpuUWnfY+xdflefUFdJsEG0OWwx5SgoIEIXPQ4mBQn88fLp6f7gO9isz1zHVb+it06wYKnkouCcXZdhkvWNHIrchjqEOILagCGADoChgNqBtoM0hlCJBo1RkSyWkZt4odqnrq7stYq9fsW/zUHW+N7b593w8/kQAykMMxUiHukmfi/VN+M/n0f9TvVVfVyNYh5oJ22icYl12HiLe5x9C3/Uf/h/dX9NfoF8E3oGd19zIm9Vav5kI1/NWARS0Eo7Q087FTOaKuchCBkIEPQG1/299LHrv+L02VnR/MjmwCG5ubG3qiOkB55pmFOTyY7TinSHs4SRghKBOIAEgHeAj4FLg6mFpog+jGyQK5V1mkOgjaZLrXW0AbzlwxfMjdQ73RbmE+8m+EIBXQprE2AcMCXPLTM2UT4eRo9NnFQ7W2RhDmcybMpw0HQ9eA97QH3Pfrl//n+cf5R+6Xyaeq13JHQFcFRrF2ZWYBhaZVNFTMNE5zy8NEwsoyPMGtIRwQil/4n2eu2C5K7bCdOeynnCpLopsxKsZ6Uzn3yZSpSkj5CLE4gyhfCCUYFWgAKAU4BKgeaCJIUCiHuLjI8vlF6ZEp9Fpe2rArN7uk7Ccsrb0n/bUuRJ7Vj2dP+QCKIRnBp0Ix4sjzS8PJlEHkw/U/VZNmD5ZTlr7W8QdJx3jHrefI1+mH/+f71/1n5KfRx7TnjkdOFwTWwrZ4RhXlvBVLZNR0Z8PmA2/S1eJY8cmxOOCnMBV/hD70bmat271ETMEMQqvJ20ca2wpmOgk5pGlYSQU4y3iLeFVoOWgXuABYA2gAyBh4KmhGSHv4qyjjmTTZjnnQGkkqqTsfm4u8DQyCzRxdmP4oDrjPSm/cMG1w/YGLchayroMiM7EUOoSt5RqlgCX+BkOmoKb0pz9HYEenV8RX5wf/d/138Rf6Z9l3vpeJ11uHFAbTporWKfXBlWJE/HRw1AATirLxgnUR5kFVoMQQMk+g7xC+go32/W7M2qxbS9FLbUrv2nmaGvm0iWapEbjWKJQ4bCg+KBpoAPgB+A1IAvgi2EzIYJit6NSJJAl8GcwqI8qSewercrvzDHf88N2M7guenA8tj79QQMDhIX+R+2KD8xiDmGQS9JeVBaV8pdwGM1aSFufnJGdnV5Bnz2fUJ/6X/qf0V/+n0MfH15UHaKci5uRGnRY9xdbVeNUERJnEGfOVcxzygSICsXJg4PBfL72fLS6efgJdiXz0fHQb+PtzuwT6nUotGcT5dVkuqNE4rVhjSENILXgCCAD4CjgN2Bu4M7hliJEI1dkTmWn5uIoeunwK7/tZ69k8XUzVfWD9/y5/TwCvonA0EMShU4Hv8mky/qN/c/skcPTwZWjVycYitoM22tcZN14HiRe6F9Dn/Vf/d/c39Jfnt8DHr+dlVzF29Iau9kFF+8WPJRvUonQzo7ADOEKtAh8RjxD9wGwP2l9JrrqOLd2UTR58jRwA65p7GlqhOk+J1cmEaTvo7Jim2HrISMgg+BN4AFgHmAkoFQg7CFrohIjHeQOJWDmlKgnqZdrYi0Fbz5wyzMo9RR3S3mKu89+FkBdAqCE3YcRiXlLUg2ZT4xRqJNrlRMW3NhHGc/bNVw2XRFeBV7RX3Sfrt//n+af5F+43yUeqV3GnT5b0drCWZHYAdaU1MyTK9E0jynNDcsjSO1GrsRqgiO/3L2Yu1r5Jfb89KJymXCkLoWswCsV6Ujn26ZPZSZj4aLC4grheuCToFVgAGAVYBNgeuCK4UKiIWLl488lGyZIp9Vpf6rFLOPumPCh8rx0pXbaeRg7XD2jP+nCLkRsxqLIzQspDTQPK1EMUxRUwZaRWAIZkZr+G8ZdKR3k3rjfJF+mn/+f7t/035FfRZ7RnjadNZwQGwdZ3VhTVuwVKRNM0ZnPko25y1IJXkchBN3ClsBP/gs7y/mU92l1C/M/MMXvIq0X62fplSghZo5lXiQSYyviLCFUIOTgXmABYA3gA+BjIKshGyHyIq9jkWTWpj2nRGkpKqlsQy5z8DlyEHR29mm4pfro/S+/doG7w/uGM4hgSr+Mjg7JUO7SvBRu1gSX+5kR2oVb1Rz/XYLent8SX5zf/d/1X8Of6F9kXvheJR1rnE0bS1onmKPXAhWEU+0R/k/7DeVLwEnOx5NFUMMKQMN+vfw9OcR31nW1s2VxaC9AbbCruyniaGhmzuWXpERjVmJPIa8g96BpIAPgCCA14AzgjOE1IYSiumNVJJOl8+c0qJNqTqwjbc/v0XHlM8j2OXg0OnX8vD7DAUkDigXDyDMKFUxnTmaQUJJi1BrV9pdz2NCaS1uiXJPdnx5DHz6fUV/6n/pf0J/9n0HfHZ5R3Z/ciJuNmnCY8xdXFd7UDFJiEGKOUExuSj7HxQXDw73BNv7wvK76dHgD9iBzzLHLb98tymwPqnEosKcQpdJkt+NCorNhi6EMILVgB+AD4CmgOGBwYNChmGJGo1pkUeWrpuXofyn0q4StrK9qMXqzW3WJt8J6AzxIvo+A1gMYRVPHhUnqS//NwtAxUciTxhWnlyrYjloP223cZx16HiXe6V9EH/Xf/d/cX9FfnZ8BXr1dktzC287auFkBF+sWOBRqkoTQyU76zJuKroh2hjaD8UGqf2O9IPrkuLH2S7R0si9wPu4lLGUqgOk6Z1OmDqTs47AimWHpoSIggyBNoAFgHuAloFVg7aFt4hSjIOQRZWRmmKgrqZvrZu0KLwOxELMudRo3UTmQe9U+HABjAqZE40cXCX7LV42ej5FRrRNv1RcW4JhKmdLbOBw43RNeBt7Sn3Vfrx//n+Yf45+3nyNepx3EXTubzpr+2U3YPdZQVMgTJtEvjyRNCEsdyOfGqQRkgh3/1v2S+1U5IHb3dJ0ylDCfboEs+6rRqUUn2CZMJSNj3yLA4glheaCSoFTgAKAVoBRgfCCMYUSiI+Lo49IlHqZMZ9mpRCsJ7OiunfCnMoH06zbgOR37Yf2o/+/CNARyhqhI0osujTlPMFEQ0xjUxZaVGAWZlJrBHAjdKx3mnrofJR+nH/+f7p/z35BfQ97PnjQdMtwNGwQZ2ZhPVueVJFNIEZTPjU20S0yJWIcbRNfCkQBKPgV7xjmPd2P1BnM58MDvHe0Ta2PpkSgdposlW2QP4yniKmFS4OPgXeABIA4gBKBkYKyhHSH0orIjlKTaJgFniGktaq3sR+55MD6yFfR8dm94q7ruvTV/fEGBhAFGeQhlyoTM007OUPOSgJSzFgiX/xkVGohb15zBXcSeoB8TH51f/h/1H8Lf519i3vZeIp1o3EobR9oj2J/XPdV/06gR+U/1zeAL+smJB42FSwMEgP1+eDw3ef73kPWwc2BxYy97rWwrtuneqGSmy6WUpEHjVGJNIa2g9qBoYAOgCGA2oA4gjmE24YbivONYJJbl96c4qJfqUywoLdTv1rHqs852Pzg5+nu8gf8JAU7Dj8XJiDjKGoxsjmuQVVJnVB8V+pd3mNQaTluk3JYdoR5Enz+fUd/63/of0B/8n0BfG55PnZ1chZuKWmzY7xdS1dpUB5JdEF1OSwxoijkH/0W+A3gBMP7q/Kk6brg+ddrzx3HGb9ptxewLam0orOcNJc9ktWNAYrGhiiEK4LSgB6AEICogOWBx4NJhmqJJY10kVSWvJunoQ2o5K4ltsa9vcX/zYPWPN8g6CPxOfpWA28MeBVmHiwnvy8UOCBA2Uc0TylWrly6YkZoS23CcaV18Hide6p9E3/Yf/Z/bn9BfnB8/XnsdkFz/24uatNk9F6bWM5Rl0r/QhE71TJYKqMhwxjDD64Gkf139Gzre+Kx2RjRvcipwOe4grGDqvKj2p1AmC6TqY63il2HoISDggmBNIAFgH2AmoFbg72Fv4hcjI6QUpWgmnGgv6aBra60PLwjxFfMz9R+3VvmWO9r+IgBowqwE6QccyURLnM2jj5YRsdN0VRtW5FhOGdYbOtw7HRVeCJ7T33Zfr5//X+Xf4p+2XyGepR3B3Tjby1r7WUoYOZZL1MNTIdEqTx8NAssYCOIGo0Rewhf/0T2NO095Gvbx9JfyjzCabrxst2rNqUFn1KZJJSCj3OL+oceheGCR4FRgAKAWIBUgfWCOIUaiJiLro9VlIiZQJ92pSGsOrO2uozCssod08LbluSO7Z72uv/WCOcR4Rq4I2AszzT5PNREVkx1UydaZGAkZl9rD3AtdLR3oHrtfJh+nn/+f7h/zH48fQl7NnjHdMBwJ2wCZ1ZhLVuNVH9NDEY/PiA2vC0bJUscVhNICi0BEfj+7gHmJt151ATM0sPvu2S0O61+pjWgaJoflWKQNYyeiKOFRoOLgXWABIA6gBWBlYK4hHuH24rTjl6TdpgUnjKkxqrKsTO5+MAPyW3RCNrU4sXr0vTs/QkHHRAcGfshrSopM2E7TUPhShRS3FgxXwtlYWotb2hzDncZeoV8UH53f/h/038If5h9hXvSeIF1mHEcbRFogGJvXOVV7U6NR9E/wjdqL9UmDR4fFRUM+wLe+cjwx+fk3i3WrM1sxXi927WersunaqGEmyGWR5H9jEiJLYaxg9aBn4ANgCKA3IA8gj+E44Ykiv6NbJJpl+2c8qJwqV6wtLdnv2/HwM9P2BLh/ukG8x78OwVSDlYXPCD5KIAxxjnCQWhJr1CNV/pd7GNdaUVunXJhdot5F3wCfkp/7H/ofz1/7n37e2d5NXZqcgtuHGmlY6xdOldWUAtJYEFgORYxjCjOH+YW4A3JBKz7lPKN6aPg49dWzwjHBb9VtwWwHKmkoqWcJ5cxksqN+Im+hiKEJ4LPgB2AEYCqgOmBzINRhnOJL42AkWGWy5u3oR6o9q44ttq90sUVzpnWU9836DrxUPptA4YMjxV8HkIn1C8oODRA7EdGTzpWvlzJYlRoV23Nca5193ije659Fn/Zf/Z/bH89fmt89nnkdjdz9G4hasRk5V6KWLxRhErsQvw6wDJCKo0hrBirD5YGev1g9FXrZOKa2QLRqMiUwNS4b7FxquKjy50zmCKTno6tilWHmoR/ggaBM4AGgH+AnYFgg8SFyIhmjJqQX5WumoGg0KaTrcC0ULw3xGzM5dSV3XHmb++D+J8BugrHE7sciSUmLog2oj5sRtpN4lR9W6FhRWdkbPZw9nRdeCh7U33cfr9//X+Vf4d+1Hx/eox3/XPXbyFr32UYYNVZHlP6S3RElTxnNPUrSiNxGnYRZAhI/yz2He0n5FTbstJKyijCVrressurJaX2nkSZF5R3j2mL8ocYhdyCRIFQgAKAWoBXgfqCPoUiiKKLuY9ilJaZUJ+HpTOsTLPJuqDCx8oy09jbreSl7bb20v/tCP4R+BrOI3Ys5DQOPehEaUyGUzdac2AyZmxrGnA3dL13p3ryfJt+n3/+f7d/yX43fQJ7Lni9dLVwG2z0ZkdhHFt7VGxN+UUqPgs2pi0FJTQcPxMxChUB+ffn7urlEN1j1O/LvsPbu1G0Ka1tpiWgWpoTlVaQK4yWiJyFQYOIgXOABIA7gBiBmoK/hIOH5YrejmqThJgjnkKk2KrcsUa5DMEkyYPRHtrq4t3r6fQE/iAHNBAzGREiwyo+M3Y7YUP0SiZS7VhBXxllbmo4b3JzFncgeot8VH55f/l/0n8Ff5R9f3vKeHh1jXEPbQRocWJfXNRV2k56R70/rTdUL78m9x0IFf0L4wLH+bHwsOfO3hfWls1XxWS9yLWMrrqnWqF1mxOWO5HyjD+JJoarg9KBnYANgCOA34BAgkWE6oYtigmOeJJ2l/ycAqOBqXCwx7d7v4TH1c9l2CnhFeod8zb8UgVpDm0XUyAPKZUx2znWQXtJwVCeVwpe+2NqaVFuqHJqdpJ5HXwGfkx/7H/nfzt/6n31e2B5LHZgcv9tD2mWY5xdKVdEUPdITEFLOQExdii3H88WyQ2xBJX7ffJ26Y3gzNdAz/PG8b5Ct/KvC6mUopacGpclksCN74m3hhyEI4LNgByAEYCtgO2B0oNYhnyJOY2MkW6W2ZvHoS+oCK9Ltu695sUqzq/Wad9O6FHxaPqEA54MphWTHlgn6i89OEhA/0dZT0tWzlzYYmFoY23Xcbh1/3ipe7J9GX/af/V/an86fmV873nbdixz6G4UarZk1V55WKpRcUrYQuc6qjIsKnYhlRiUD38GY/1I9D7rTuKE2e3QksiAwMC4XbFgqtKjvJ0lmBWTk46kik2HlIR6ggOBMoAGgIGAoYFlg8uF0IhwjKWQbJW8mpCg4aakrdO0ZLxMxILM+9Sr3Yjmhu+a+LYB0QreE9EcnyU8Lp02tz5/RuxN9FSNW7BhU2dxbAFx/3RleC57WH3ffsF//X+Tf4N+z3x5eoN383PMbxRr0GUJYMVZDFPnS2BEgDxRNN8rMyNaGl8RTQgx/xX2Bu0Q5D7bnNI0yhPCQrrMsrqrFaXmnjaZC5Rsj1+L6ocRhdiCQYFOgAKAW4Bbgf+CRYUriKyLxI9ulKSZX5+XpUWsX7PdurXC3MpI0+/bxOS97c326f8FCRUSDhvkI4ws+TQiPfxEe0yYU0hag2BAZnhrJXBBdMV3rnr3fJ5+oX/+f7V/xn4yffx6Jni0dKpwDmzmZjhhDFtqVFlN5UUWPvY1kC3vJB4cKBMaCv4A4vfQ7tTl+txN1NnLqcPHuz60GK1dphagTJoGlUuQIYyNiJWFO4OEgXGABIA8gBuBn4LFhIuH7orpjneTkZgynlKk6arvsVq5IcE5yZjRNNoB4/TrAPUb/jcHSxBKGSgi2SpTM4s7dUMHSzhS/lhQXydle2pEb3xzH3cnepB8WH57f/l/0X8Cf499eXvCeG91g3EDbfZnYmJOXMNVyE5mR6g/mDc/L6gm4B3xFOYLzAKv+Zrwmee33gHWgc1CxVC9tbV6rqmnSqFnmwaWL5HojDaJH4amg86BmoAMgCSA4oBFgkuE8oY2ihOOhJKElwudEqOSqYOw2reQv5nH68982EDhLOo08038agWADoQXaiAlKasx8DnqQY9J1FCvVxpeCWR3aVxusnJzdpp5I3wKfk9/7X/mfzh/5n3ve1h5I3ZVcvNtAWmHY4xdGFcyUORIOEE2OeswYCigH7gWsg2aBH37ZfJf6Xbgttcrz97G3L4vt+Cv+aiEooecDJcZkrWN5omvhhaEH4LKgBuAEoCvgPKB2INfhoSJRI2YkXuW6JvXoUCoGq9etgK++8VAzsXWgN9l6Gjxf/qcA7UMvRWqHm4n/y9SOFxAEkhrT11W3lznYm9ocG3iccF1Bnmve7d9G3/bf/V/aH82fmB86HnSdiJz3G4HaqdkxV5oWJhRXkrEQtI6lTIWKmAhfhh9D2gGS/0x9CbrN+Ju2dfQfchswK24S7FPqsKjrZ0XmAmTiI6bikaHjYR1ggGBMYAHgIOApYFqg9KF2Yh6jLGQeJXKmqCg8aa2rea0eLxhxJfMEdXC3Z/mnu+x+M4B6Qr1E+gctSVSLrI2yz6TRv9NBVWdW79hYWd9bAxxCXVteDV7XX3ifsJ//X+Rf39+ynxyent36XPBbwdrwmX6X7RZ+lLUS0xEazw8NMkrHSNDGkcRNQgZ//717+z54yjbhtIfyv/BL7q5sqirBKXXniiZ/pNhj1aL4ocLhdOCPYFNgAKAXYBegQSDTIUziLaLz497lLKZbp+opVascrPxusnC8cpe0wXc2+TU7eT2AAA=" 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Aula 2 - Transformacoes na var independente/Transf Var Independente.ipynb