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mlx-examples/gan/playground.ipynb
2024-07-30 19:50:02 +03:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Import Library"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import mnist"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import mlx.core as mx\n",
"import mlx.nn as nn\n",
"import mlx.optimizers as optim\n",
"\n",
"from tqdm import tqdm\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# mx.set_default_device(mx.gpu)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# GAN Architecture"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Generator 👨🏻‍🎨"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def GenBlock(in_dim:int,out_dim:int):\n",
" \n",
" return nn.Sequential(\n",
" nn.Linear(in_dim,out_dim),\n",
" nn.BatchNorm(out_dim, 0.8),\n",
" nn.LeakyReLU(0.2)\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"class Generator(nn.Module):\n",
"\n",
" def __init__(self, z_dim:int = 32, im_dim:int = 784, hidden_dim: int = 256):\n",
" super(Generator, self).__init__()\n",
"\n",
" self.gen = nn.Sequential(\n",
" GenBlock(z_dim, hidden_dim),\n",
" GenBlock(hidden_dim, hidden_dim * 2),\n",
" GenBlock(hidden_dim * 2, hidden_dim * 4),\n",
"\n",
" nn.Linear(hidden_dim * 4,im_dim),\n",
" )\n",
" \n",
" def __call__(self, noise):\n",
" x = self.gen(noise)\n",
" return mx.tanh(x)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Generator(\n",
" (gen): Sequential(\n",
" (layers.0): Sequential(\n",
" (layers.0): Linear(input_dims=100, output_dims=256, bias=True)\n",
" (layers.1): BatchNorm(256, eps=0.8, momentum=0.1, affine=True, track_running_stats=True)\n",
" (layers.2): LeakyReLU()\n",
" )\n",
" (layers.1): Sequential(\n",
" (layers.0): Linear(input_dims=256, output_dims=512, bias=True)\n",
" (layers.1): BatchNorm(512, eps=0.8, momentum=0.1, affine=True, track_running_stats=True)\n",
" (layers.2): LeakyReLU()\n",
" )\n",
" (layers.2): Sequential(\n",
" (layers.0): Linear(input_dims=512, output_dims=1024, bias=True)\n",
" (layers.1): BatchNorm(1024, eps=0.8, momentum=0.1, affine=True, track_running_stats=True)\n",
" (layers.2): LeakyReLU()\n",
" )\n",
" (layers.3): Linear(input_dims=1024, output_dims=784, bias=True)\n",
" )\n",
")"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gen = Generator(100)\n",
"gen"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# make 2D noise with shape n_samples x z_dim\n",
"def get_noise(n_samples:list[int], z_dim:int)->list[int]:\n",
" return mx.random.normal(shape=(n_samples, z_dim))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"img = get_noise(28,28)\n",
"plt.imshow(img, cmap='gray')\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Discriminator 🕵🏻‍♂️"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def DisBlock(in_dim:int,out_dim:int):\n",
" return nn.Sequential(\n",
" nn.Linear(in_dim,out_dim),\n",
" nn.LeakyReLU(negative_slope=0.2),\n",
" nn.Dropout(0.3),\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"class Discriminator(nn.Module):\n",
"\n",
" def __init__(self,im_dim:int = 784, hidden_dim:int = 256):\n",
" super(Discriminator, self).__init__()\n",
"\n",
" self.disc = nn.Sequential(\n",
" DisBlock(im_dim, hidden_dim * 4),\n",
" DisBlock(hidden_dim * 4, hidden_dim * 2),\n",
" DisBlock(hidden_dim * 2, hidden_dim),\n",
" \n",
" nn.Linear(hidden_dim,1),\n",
" nn.Sigmoid()\n",
" )\n",
" \n",
" \n",
" def __call__(self, noise):\n",
" return self.disc(noise)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Discriminator(\n",
" (disc): Sequential(\n",
" (layers.0): Sequential(\n",
" (layers.0): Linear(input_dims=784, output_dims=1024, bias=True)\n",
" (layers.1): LeakyReLU()\n",
" (layers.2): Dropout(p=0.30000000000000004)\n",
" )\n",
" (layers.1): Sequential(\n",
" (layers.0): Linear(input_dims=1024, output_dims=512, bias=True)\n",
" (layers.1): LeakyReLU()\n",
" (layers.2): Dropout(p=0.30000000000000004)\n",
" )\n",
" (layers.2): Sequential(\n",
" (layers.0): Linear(input_dims=512, output_dims=256, bias=True)\n",
" (layers.1): LeakyReLU()\n",
" (layers.2): Dropout(p=0.30000000000000004)\n",
" )\n",
" (layers.3): Linear(input_dims=256, output_dims=1, bias=True)\n",
" (layers.4): Sigmoid()\n",
" )\n",
")"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"disc = Discriminator()\n",
"disc"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Model Training 🏋🏻‍♂️"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Losses"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Discriminator Loss"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"def disc_loss(gen, disc, real, num_images, z_dim):\n",
" \n",
" noise = mx.array(get_noise(num_images, z_dim))\n",
" fake_images = gen(noise)\n",
" \n",
" fake_disc = disc(fake_images)\n",
" \n",
" fake_labels = mx.zeros((fake_images.shape[0],1))\n",
" \n",
" fake_loss = mx.mean(nn.losses.binary_cross_entropy(fake_disc,fake_labels,with_logits=True))\n",
" \n",
" real_disc = mx.array(disc(real))\n",
" real_labels = mx.ones((real.shape[0],1))\n",
" \n",
" real_loss = mx.mean(nn.losses.binary_cross_entropy(real_disc,real_labels,with_logits=True))\n",
" \n",
" disc_loss = (fake_loss + real_loss) / 2.0\n",
"\n",
" return disc_loss"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Generator Loss"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"def gen_loss(gen, disc, num_images, z_dim):\n",
"\n",
" noise = mx.array(get_noise(num_images, z_dim))\n",
" \n",
" fake_images = gen(noise)\n",
" fake_disc = mx.array(disc(fake_images))\n",
"\n",
" fake_labels = mx.ones((fake_images.shape[0],1))\n",
" \n",
" gen_loss = nn.losses.binary_cross_entropy(fake_disc,fake_labels,with_logits=True)\n",
" \n",
" return mx.mean(gen_loss)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"# Get only the training images\n",
"train_images,train_labels,*_ = map(np.array, mnist.mnist())"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"# Normalize the images to fall between -1,1\n",
"train_images = train_images * 2.0 - 1.0"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x117457fd0>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(train_images[0].reshape(28,28),cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"def batch_iterate(batch_size: int, ipt: list[int])-> list[int]:\n",
" perm = np.random.permutation(len(ipt))\n",
" for s in range(0, len(ipt), batch_size):\n",
" ids = perm[s : s + batch_size]\n",
" yield ipt[ids]"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"def show_images(imgs:list[int],num_imgs:int = 25):\n",
" if (imgs.shape[0] > 0): \n",
" fig,axes = plt.subplots(5, 5, figsize=(5, 5))\n",
" \n",
" for i, ax in enumerate(axes.flat):\n",
" img = mx.array(imgs[i]).reshape(28,28)\n",
" ax.imshow(img,cmap='gray')\n",
" ax.axis('off')\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### show first batch of images"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x500 with 25 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"X = batch_iterate(25, train_images)\n",
"for x in X: \n",
" show_images(x)\n",
" break"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Training Cycle"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"lr = 2e-6\n",
"z_dim = 128\n",
"\n",
"gen = Generator(z_dim)\n",
"mx.eval(gen.parameters())\n",
"gen_opt = optim.Adam(learning_rate=lr, betas=[0.5, 0.999]) #,betas=[0.5, 0.9]\n",
"\n",
"disc = Discriminator()\n",
"mx.eval(disc.parameters())\n",
"disc_opt = optim.Adam(learning_rate=lr, betas=[0.5, 0.999])"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
" 0%| | 0/200 [00:00<?, ?it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch: 0, iteration: 468, Discriminator Loss:array(0.657422, dtype=float32), Generator Loss: array(0.469956, dtype=float32)\n"
]
},
{
"data": {
"image/png": 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faDAYqF6vazweKxwOKxAIyOPxaDQaWZTSbre1tbWlRCKhVCplePra2poymYxqtZpKpZJGo5EpS4wRn4/RkGSKIxKJKBKJ2F1B+QDh1Wo1jUYjpdNpk4NFV7lclt/vV6FQsHtIxARcl0gk7JkbjYZFteQOfvrTn8rr9WppaUnhcFinp6c6Pj6Wz+cz55KcRDwe1/Lysrrdrr766ivVajVtbGxoY2NDfr9fa2trJut+v9/gm+FwqN3dXUmyaJF/J6dVKpXU6/UsF4uybrVa+s1vfiNJ+uijj8xZJcpFHhZZa2trmk6nOjk50fHxsUUE6MN+v69CoWB552q1qk6nY44DEKPX69WHH35oeZvXr18rEAhYHgz0xzUOnD1RNEZ2NBrp9evXOjo6MoQhFAqpWCwqHA4bvIrDLF0gGRipTqcjv9+v9fV1k4HhcGjOvXThHCSTSTWbTR0dHV17/65tXFDIeFR4PSz+jY0gfOV/3WQRG8VnucqTkBNlhEeK8ucz+U4+F68LpUC+h+9wvTX3+zGWbqhNyO7xeEy4wcwXxWu/TSm4Sf3pdGoRBx4KXoMbDUqycBh4i3/nM1HunI97Dvw7EIMbyrtYKp+Hp0u47u455wTUyF4TxrO3vMOikKJ04XXjTQ+Hw7kokjN19xMnB9nhfPFew+Gw2u22OSyuTHEG/GHP3IgyGAzK7/drMBio1WqZ14f8ul6mmxNAgbJXnCfn1O/3zdvl2V3n6G2MC3tFThTFw10JBoOSLkkn7r3kD3soXSh+oj5gVTB8SXPnjpcMCsH+STJYGKfz6h27qkuQxat6JRgM2rNj3Ny7Qs5jUeOCrkLe3M9BJiTNyRrP70Lvrs5iT9077H4PesglA/AzOKXcYXQgepCf4d8xbJLm/p37yp0l98PPsu98znduXNwLwBeAhYK14jkiLFfhHl7a7/drNpspFAopHA6r2Wwaxgh+mE6njfmQSCTMUCAoOzs7phyTyaSKxaK2trY0GAwsscrmwZSYTqfm4boLZYXnGAwGVavV7KCSyaTlRhYVzA8++MCULQQIGGFcRrBmGB2TycSet91uq1wum4ICbgFy2d3d1Ww2s4gImAsCBB4WCuHw8FCj0UhnZ2eSLoWVPZYuEnnsyfHxsUajkTKZjHK5nHq9nlqtll0MPG0iv7t375oAwyZ8m8gFCNHj8cx9nt/vN3gApSnJvms0GqnZbCoSieiDDz4w5+b8/NwunCQjIBC5hEIhRaNRDQYDpVIpeb1eZTIZI6DUajUNh0N9/vnnajabCofDFl2QJD89PZ0jTvj9fi0tLSmVSmk2m6nZbJqhh/VzdnamZDKplZUVk4dgMKhKpaKzs7OFnRtJBpkcHx/r9PRUvV5vjpVWKBT08uVL/fVf/7WCwaCWl5ct94gsQpwhIdzpdFSv15VKpYyosL+/r3K5rKWlJd25c0fT6VS5XM7yBs1mcy6vhOFwc2G3b99WPB5Xp9NRt9udi9wfP36sx48fS5I2NzctwscRIGLNZDIm/+Px2KDLRQ30zs6OpIu7AsFEkhFlstmsqtWqnj9/bpFHIBCYY7VhcM/Pz43UARPLdfp418FgoEAgYLk7ot1Op6OTkxMjQUGUyufzkqRqtWpQZa/Xs/wJ9zQUCs1B4kB0lUpF9Xpd+Xze8uyff/65jo+PTad85zkXl5GDxwiG70JNMIyw7izX+qK8wFuh4WJ4gKyu4o1cLFf54oUmEglTekQvWHq8S6i0rofuevokB/HoJJm3I13i5YuspaUle3eoiRhhN0IJhUKWV3EjChK/0+nUiAW8H/8GJor3i/GB7ROLxRSNRi1XRfjLPlw9K94ZWiJQGbRm6MlcCISXJKzf77fQ3Q3xF1lEYW7kRH4EmQH2BHIieYoni7NCLsNdyBgKwX1eciE4T8h8u902SGJ9fV3vvvuuJJnSRPH6fD6TU87YZVVx1q1WS41Gw/JBsVhMS0tLisVixth5Gxlkz1qtltF/O52OKa1cLqfnz5/r8PDQIC2MMSQNjIsbWeEg8Z6dTsdIDegFcmD8PFAhkR3MtV6vZ6woFKWLkEAqarfbWlpa0urqqkVGLJwkiD0YbwzOoozPer1uzk00GjWPHtgol8upWq2qWq2ag0xOpNvtWrSC/A0GAztnolYX+oS0REQcCoXMSZSkVqtl9GLOl1KGs7Mzy2PzuZFIxBxmPoOcOY4nzpibQ+z1ejo7O1OhUFAqlfrujQsHxuVzoYZGo6F+v28P7fP5tLKyYkIJ1gt8QiQC3uvz+VQsFs3zbrfb9ll+v9/CNZSFC7HwPF6vVycnJ3Zpiayy2awpktls9jvsE/cQCRtdJS1d5plQ/Iusdrs9B9FwkfCceScuxdbWliXheH+UOIobmAFBli6hilgsZkYIxZlIJIzGSIQEtppIJBSJREzIJ5OJMYHOzs5UqVSMekkEmEwmjWkyGo2MJunxeCyyJOfCuSy6oAw3Gg21221TZMiFJIs+SZKHQiFzHiSZ4SHiYf8w5sgtzDgSn+T3gsGgyTr3IZfLKRgMKpVKmaOAUxCNRu3CwlyEPTmdTo2uj3OWy+WUzWbNAcFRQhFFo9GF5U+6yI3C9ILcgMPSaDQsLwRbiPdnAUm6jgj3Huyfe3737l1ls1kzQih6DFS73bZoE4eVM/N4POp0OuZVwzLEYYVSy52BXk7uiFwrEQ8QWr1et/zsIqtYLEqSKXkMotfrNWetUqmo1+vZnSX65B4CnbkLfYVhcWt5MOqpVErpdHrOUYawsLW1ZfoMqJdzIlJ2HQL+cBZ+v1+1Ws10INTmarVq30/ZyJswZq9tXMCc4anj3XKRMDxsYDKZlNfr1e7uriX+YcisrKwoGo2qXC6bRfz+97+vaDSqJ0+eGGWZz0JY3JciAiGB2263dXR0ZN44Ucrq6qol4gnPYb6Q5AMHdqOEarWqUChkRYNvQsH7ttVoNOZyTFBXp9OpvRvGJRqNqlQqKRgMmgHHoBNue71eg8A4fKIsaiby+bx9JglAwnmiS7doFYWL8BYKBb3zzjuKx+NWI4DxLRQKWl1dNUJGv983pd7r9fT8+XPzgiiwOzk5WRjW+f73v6/JZKJXr17p6OjIzoa9xUi2Wi3zJKEAA43iFUPPdBOXMM+Wl5eVTCYt6ohEInrw4IEymYz29vaMGYVTUCqVVCqV5vJ14OsUDVIA6TKvXEgIJ2N9fV2lUknValUvXryw88azjcfjC8ufJGUyGU0mEx0eHtq58N21Ws28XpQhNHJynzD0XAMqXUR2/X7fKL8fffSRtre3zQEAGp1Op0Y7BhLGwPJv6+vrarVa+vnPf65yuax79+5pc3PTyglgQoXDYSthoBC12+0awYLnly7ZmHjyi66VlRVJl5Ril857dnZmZRroG94fWSQv4yITo9HInAjuKsQFnMJIJGIFtsfHx6rX64pGo9rY2LBoLBaL6fHjx/rpT39qNVsYoAcPHhgBiPsAuYFzKZfLpns4f2D4SCSi5eVlZTIZq5W6zrq2cSHJAzaNoeCB3IUVhd2AAsUi899XoReXt+3SaqF0ukk0N9mENwIWL8m4+dRxUFeAtXa9SUJ2QnSo1igDcjskORdZ7BtGivck8ecm6GBlsV/u77jECQTWfXZCduAwfs6NHNk/hJzPJlQGZwcHx3CAbV+FV2KxmBmnq4WpLkljUThCkjkcyBIeqZuzAE51oRz33YiqeTY8Wi6QC7GhQIC3gFeB1fgsoIarhcOTycRknXyFm290IxY3IoHOS7EtjJ63IZOweB832U30jpLjud2IEDKMJKMp867Ah+Q2kBFyIHynm+THO08mkxb1AKkC10WjUWUyGaOZS7I7zDO5Rh5as8/n+51CVjcRzf4vstgrN995lR6Mp+8iL0Rc3wbHuyQn7gvfg6Hh+4iEYrGY5UnYe1fOw+Gw3UlJVljJcxGl8D3ocpxT8o7Iuqtrr9LD/7Z1beNSqVTsAVFWHB4XAQ8NPHo6nZq3CKYbDAat+pmLOZ1OdXx8bC+2tbU1x6woFotKp9PG5wZaImlKncfm5qZFOx6PR69fv9bLly8VCoWstiGXyxmt7vDw0GiMJE3x6ChGIsFPkdmiF/zOnTuazWZWgBiPx43mS3cCPOlms6mnT59Kkm7fvq2VlZXfiV5ms5lKpZLy+bxqtZq++OILDQYDffzxx9re3tbx8bGePn0qn89nLU4w6ihPIBL2GYWQzWaNkvzLX/5SHo/HCusQtEqloi+//FKhUEibm5tWM1KpVOYS5RR9EbIvun+//vWv5zyrXq9ndVYYCY/HYxRMlDfOiYtVY4yIHmm5QVLehUEnk4mePHmi2WxmNF3yeV6vV7dv31ahUFCj0TCSAMoYI5bNZi2JD9Wz1WpZ8np7e1uxWEzHx8d6/vy5tVKaTqc6Pz+fIzO8TfSMgioWiwqFQgbleL1etVotU4RArJIMHhwMBkomk9bh4ejoSJ1OR9ls1tpBQUOnIwILeXWLrKPRqO7evWv1IDhUL168kMfj0dbWliEgoBSwOs/Pz9Vuty1q9vv9eu+99xQKhfTixQvt7OyoVCppY2NDXq/XqOSRSOSNcgZXV61Wk8fjUT6fN2gdg8c70FUA43YVBkN3EbnkcrnfIYkAyefzeWvFBMyWzWbN4FLUOJvN7ByTyaQCgYDu3bunWCymzz77TP/rf/0vra+v6+/9vb+nQCCgw8ND7e/vm+NPtxSMD05RNBrVZDJRtVrVdDpVs9n8nVzl37aubVyouCXEdKmbeKUubdP1CvkZ2CIudx3Pm02PRqPWIgFvFPYOv4sXhxeOBQYiI+no8/nmIiL3+0j+4nnRS4vnZuPJw5CfWFQ50pMJbxsjSCIUpc0l7HQ6c+053IQllwPIkPCcUDeZTKper895iVBgXVopxuIq2cKF3ahTgh3kRlnNZtNqOoheXUadG21xhosmpFutlqTL4jz2EuNCjQoeI/LEQjlJl1RR/mC0UAZutIVDMBqNDKrgOTBcwElg1kASrneK5wzbEeeJfYE8gLxejXDcSGLRhZLHkWC/kHPgGfeO8celeLvP4hIVgCndDgTsN/vG7+GounRsHDvOmNwPZwdMTKTA+UMA4HuRUc4RfcT5LWpciCxc+b5KD3bp6m5+w9WNLq2afXA/i/OQNKfz3J938zKgLJLsTClqly6i/nw+b7ImyXSre+ddJwzdisyg994k6ru2cSHPMh6PTXFRjINShmnFpXPrVYAdXEUfjUatseXW1tZcEz16laHEZrOLArpKpaJoNKrl5WX5fBcV9WDsQBenp6dmJPBeSPw9f/7csGOEEA8XzxRvCDgjGo0an3/RVavVNJ1OVa1WDTMFG76KYwKhUYi4t7c3B+2kUilLKO7t7Wk6nerevXuSLi4pfYB+/OMfS5qv+if6Qbiy2ax5nHhU7F8oFFI2m5UkU5hUq1Pc12639fTpU6OYYoxSqdQcdx9a6KKQBMaLRK90CU9QWJnJZH6njqHb7arVatl+QwogEoRBh5Ph0o17vZ6RHYbDoZLJpOLx+Bz09fr1a7148cLaxUBi6HQ6Wl1dVbFYNJzfTbgS0UAN9novag3u3btn3ivQpOuQvU3ksre3J0l2TpIsKdxut1Wr1Sxx7LIkJRmceHBwoMlkYhGv2yz0/fffn3MCXSPkttIhR4vC4meLxaKRHfhZ6lagwUqaM+bs5e7urkKhkEqlkm7duqVut6udnR2LEokqkPtF1tramiQZiUWSOTPIAwXhKHn2kFyl63RfNZr83OrqqpVpcM+Pjo6MzIO8Ysxgo3m9Xr3zzjuazWZqt9tqNBpKJBL65JNPlM/nbc/dNkw4PxRwQvJwuwlAUigUCsZ6vc66tnFhk2DkSLI6ByqmeVgiAdd7gU6HoodaF4/HlUqlVCwWDT4BT+XzqFmp1WqqVCqSLvMrMGCA6KgK73Q6yuVyWlpasihlMBjo4OBA5XJ5zuMgKstkMkqn08YqgQBAjuZtmCatVsvYcLVazVgZ4XBY2WzWvgPqLAYAISGkh0EWi8VsP+LxuDY2NkzBV6tVra2t6d1339VsdtHrqtvtWsjrRkIQLzqdjjGI4M/TxM5VdvV63RoGujkBzoqIEueCi0TLjkUXWD+KEQaNx+NRr9ezfnd4WizYNURfXDyek4gaTzCRSCiTyVgEQnSBsYWBRr5ib29PJycn2trasgtcrVZVq9UMzgV+43moeaD2oFKpaDKZ6Pbt21pbW7OaFu4Uz4aML7pI0MK4S6VSBnPhuME8BO+H4IKM1Go1O1NJJrPJZNLgPVrpuLk28iEw1aRLkpBbVEhnBfqAkb9zkQeq3XEY0RmBQEDf//739d577+nFixd6/PixWq2WKcNoNDpXSPimq1AoaDab6eTkRM1mc464hEPY7XaNCAK8SPQlaS5v60YO7jPl83mDRXm3crms4XBozp5b1F6r1Yyavbm5qeFwqOfPnxuycO/ePYuOgD1xMvkcngFWZ7vdtto2coO0OvrO2WJYfKwpLBcShC7tEwZDIBBQs9k0SiHsJfBuku4IN0JH2Itn6goVich6vW6WlgvQbrc1m110RiWfcHBw8DshuLtczJdNcxks/PfbJlRJygLhwAKBhcMhurREEm0Ya/ZUuswbICD8nguxHB8fWzRH1IlBQMGSECTpCR2XinM8RwSMENrNexGWA0uEQqG5PIgkO7tFvcbT01ODBtgb5CMWi1mLC+kScnFJDEAnkqyID8XEnnEB2Sc3EYvnzhnRD8rnu+hMDU0ZHB1DdnBwYAZ4PB5bBH81N0M0HQgEzFmDIYZxexumkyRzCsmhQNcnp4YD4LLAfD6fvTPRGWjFeDy234GOC7XZzTlBOJFkuUvuM4wq9IJbRsC5QuGGJITcc/ZEhLPZTIeHh4pEIqrX61pZWbF9BQWBnrzIQhcg24FAwCIy7jVODAn3q/k/cm/oP1hsOJuSLDUAnAjBgUgQ2cXZBcocDAbWQBh9zT11E/hE5NJ8E1x3hcNh06PsN2zD66IP1zYu4L70HyKZ5vVedLuFLomSWVtbk9/v19OnT9VqtbS0tKTbt29Lkp4+fapqtWrY73Q61atXryTJcFb46niWhG6EiYeHh8bMYGOh4L777rtKJpP6kz/5E/32t79VKpXSnTt3fsdjwYgRyWCxOTy8PDdnsOgijCZv4/V6rQ08nW+JHgKBgM23QUnmcjmtra3J6/Wq3W4bJICHTRU63nK9XtfXX39tsFskEjEIYzgcWgEkvYjgxgeDQT148EDhcFiHh4dWOwSZASgJGInfm0wmVsjqRjPg3MyjWdRrfPLkibzeiyp5QvhEImHRJbUUGAOSnq4ByuVykmSU6lqtpl6vZ4VsiUTCjPHVPIMkK66t1+tWhb29va3V1VXrahsIBLS1taVQKKSdnR399re/ncPJaZJKhwa8016vp8PDQ6OL0lVhY2ND2WxWR0dHqlQqb+XgEPXTwTifz1ttSTabtXqR8/NzO+dQKGQIRbFY1KNHj+TxeKzhp3TZvWN3d9cUKAXQ5BpwTuh6TsROfiAUChn92y1XqNVqdgcxXHwWyr3Vaml3d9fu7unpqfL5vEXuX3zxhSldKOdvu38w+ijiPDs7U7vdNjmDHBIMXnRxb7VaSqfTWl5e1mx2UfuHki+Xy5ZUB40BBsZ5pKreNWQ4qch+u93WwcGB/X8MNtEIiXn0qQu1QzzAcCSTSd26dctkX7occfCdGxdeAqsPLc5N2rr/y+V0/2At8bqlyx43LAQSyp1bMOkmyNgIlBvJUjfEdCEPLiVJcJfRxILWTHKTn3drRRb1evAagKN4Nvd5ESR3HxEkqpqhKvJ5LgvKpWm7StxNUIPbg23jCbn7z88hgO4zumQA6UKxADeAA7uUcZcQwfMvsogcXbLF1QQ1hoH/duWGfBLyw4UiR3D1793EK46GS35wyRhXZQIYi3MnonKjX9exotbApUm77+3S1BfNWUmaKyYmsQ0kLMkMAc/sJp6Baq/mUlwiCu9GxI08u/Jw9UwhsLiRonTZ1t6VPbemjgiapp/uHgL78vnIytsSIngXYHvOyY0Q+P/SZZ7S3QMXEnN1mUslxpF1dQC1Z1f1HzkTd4/4GVIPVynFfIekuXvEZyJrRD/uOVyFnf+2dW3jQshGSOf3+7WxsWEKvtPp2EV1E394yNVq1foBkSDiYobDYS0tLVkimEQ/FFxyBnh4Pp/PWsY/f/5cJycn2tjY0KNHjxQIBHR2dqbT01Ol02n9wR/8wVwCf319XaFQSOVy2Yr63FoRWnAcHBxIkm7duqVcLmdRzaKXm0JSckXAhFRws2/NZtOSu36/X2dnZzo/P1e5XNbp6al5lIFAwIpEXewWyMvn81nXYmjYbi0Ll3p3d9c8YpQMnROCwaBKpZJBTigBLm6/31coFNKjR48UDAZtCiACKcnme9TrdevNtMjKZDKSZAzAVqtlnR9ItB8fH2tnZ0eFQkF3796dY+1UKhV99tlnRvNNJpOKxWLmuQNZZjIZ636LUT8+PjaiChR8tzUGniekBenSqJLcRlkQoWYyGd29e1ej0Whu+iTdwIGwqtWq7Z/L0lxkMfZha2tLGxsbRt0FmvJ6vTo7O9Px8bENTINifnR0ZF2HPR6PyuWyRSBE18h2oVBQLpdTvV7XycmJUbBxqKgAZ6/IwyCDbg0csg38Kl3cISjhRFzFYtGgQyC/Z8+eaTKZWJsZyEWLLqJ3claxWEzdbteYbiTWSewzKI/OGMD/0qWz6RaJYzSSyaTy+bzlWYHsaT+Dg0keF72LHiFSpuVRKpWy6I50QyAQULVate7OjNvgbjUaDR0dHcnv9xtk6nZKvs66tnFxvS+X/sdGEabiOcAqYhPpZ0UC1i2AchOWJKsZAwtbASuNtwittdPp6Pz8XEtLS5Y0BFpg2BBDdIBumF1AewPXi6NqmGeFIQJuuqhxQTmR3PP5LodGQb12Q1AMgct2QcmD6UM3dJUOnif9qVwKOBgwnuVoNNLp6emcx8l54umB9XJmXHCME/m1eDyuSqWibrdrUY+bvwCSW3QBSeJV4WhgbGGiAQ9e9fL6/b4l9kloflvkGAqFzHAQbZFD4juIqieTifb39+05cAj4LPaUs3RlP5vNKp1O2/uQw0DG8DaBgIBT3yZyoZaFpD0EDSJZv99vbDyMOGdPA0T+DpKC69niEcPsAj6CFYURB63gfdAfbv7FjQbd6E26pD8TeU6nl10MmA/l9i5z7+3boA9uqyDyUMgFf4dOg1E5mUwMmgXS4514HrdQGgg+EokokUgom81aoTJ7zx+cXfbNdaaAu5LJpDnuEHaQU3I97n4QpaJ3YKfSJ+7/SuRCSO2GZHhjwAYoJSILMPLJ5KKSFxwxm80a+wtK69XQmSI5LrmrmN1QcmNjwxg+RCdsWqVSscPkANlYCsJ6vZ5OTk7m+kW5kJ8rCC619k0XHUZd3P7Fixfy+/3WvgRFxsH7/X4tLy/b7BWexc21UATIiGIgRwzDdDo1anE2m1Umk1Gn09Hh4aHBH4VCQZ1Oxyi6GGL2GEXg9V4OasK4ezwe7e/vW0KXJCRKFWNGBLPociFV6LlEWsxiCQaDevTokc3vwEukEpyisKOjI7169cr2ln8jh0QFM1EE+DhFvFSXE2HC4KlUKgoEAtZehkQouUoUNbNSGC1Lm5Vms2kGmnYczJ6HvfU2xuXTTz+1nAhEGPqo0QomHA7bWHEUIoPoGNkMdEcEViqV5iAnDCYRLs4AhoXOFJwpORd+DiM8GAxULpdVLpctBxAIBMxAo4wxzuwrekCSOWNEjW+DPqAPUP7Iks/nM8IORoEEPfsH5Z2+aNT0SDLCE/tMuyRmJ5ELA7UBZgayhqYejUaVzWZNV5AHxFFGxskPuU0xkVVJ1nECFIWIhUGB/9eMi3SJy2FcsGYIKL2xSCpdxf/5+xcvXujs7GyOgYCRcUcUI3BuV1r+bnNzU9vb22q326YU2SgS0ul0Wnfu3LHNdROrtVpNr169UrVaNc8eI+TmjzA6i66HDx9qMpno5cuXRhd+9uyZfT7vjYdOrc2DBw+0sbFhh9vvX8wCZ5ATvcXY76OjoznyRb/f19HRkWq1mlZXVzWbXYwq/ulPf6rhcKgf//jHunPnjiQZ2+fg4MCYgJAmUqmUETVg/eHR7u3tzeH5nLO7z/1+/63qhIiA8XJd9gwKeWVlRffv3zc2E99HJ+eVlRW1Wi19+eWXev36tT766CNLonL2w+HQ2o4zdpbLdXJyopOTExuURjduouNyuWwXnU7KeLLADlCMG42GpMt8EHALXSJQWsB2wElvs374wx8aRE33ZQpS6dS9tLRkPbQw5AzAKhaL1ggW+JXk+2g0MgicPNVVCHUymVixqpvv5HMhOYxGI6O+A3GHQhdt+KPRqF69emUdQyiYBW5sNBqq1Wry+/0W0TK24uDgwAz6ogsnV7owooeHh/Yc6DYUPMw6dE42m9XGxobV5VCJTz88aliozSJyxihLsujERVyIGHFgOAtkmbKMBw8eSJKePXum3d1d67bC73AmoVDIuq24qAUO1nduXAj33TwJm83Guj2FCBndTsludSi0zFKpZLUuwGLw2PFAwCNJarvJdbfAjCQrB0/1NPkC8MTBYGCG0MV6UTKj0WhuXoPbKWDRxSVzvfnBYGDhq5vIw6Cyj3geRBFuFEjk4ja/oz2PS5xASODEu2fJf/PdeJJ4oCg3N9/RaDRsZgR4O4oFz5N3uFq7tMhyk84YebdWB6+Q9vQUgHGGXLxgMGhQA0QEoi2S2Dwr/+Yyc4AycW5SqZQpadhmOFzRaNQmVuKlUksznU6Npciz8azUe3A2bxPxuQtFzPO5uR231gf4w0UU/H6/5R2paykWi/J6L7qRu3CMW1fGZ5GbQEaAXTyei3Yq7DWGluXmq/D2qXUi6cx74HxdJcW4cDsRxyKLUglJ9i7D4dDuDrqOBVkGJEW6HJXswlncaT6DdwCZkGS5FJws5AzD5hZiop+BcTGIbhoCCjooBz/nEk6QZxL5bxo9v1GFviQr/CN68Xg8Rg1dX1/XrVu3VC6X9dOf/lT1et0OFGEEBphMJsrn83r48KGFdByS3+/X7u6unj59anmPaDSqo6MjHR4eKhaLWQ8pkohcULcNB89Ngo1+Yu7/ZzMjkYgymYxRXfE88aLIAy2K15JviEajKhaLlpfCO6WLcbFY1Gg0siKy4+NjvXjxwggOJOjxlpkXns/nzYumEA3vhSR0vV43iMxtvkeuIZfLWeU4yWoqf1HoUFV3d3f11VdfKRwO6/79+0okEqZQGGSEgXcN56LLdWbcmoloNKrt7e25MceNRsNa/WMkcFBisZi+973v6dGjR3YGXGyozAyogomI5wZlGeIHc9ozmYzlGdz8CR16q9Wqnj59qtFopFwup1KppCdPnujXv/61wuGwHj58aLkz6cJYbm5uSrqIYE9PT+fyR4sujAt3lyFWgUBADx8+VD6ft6Jdl50GxOmSFG7fvq379+/r9evX+su//Eul02m9//775nnjHLpGAIOLM0RDRXQEDqmrJLnXXq9X33zzjaQLWj+0ZQpD+UPnY3JA4fBFx3DgeejKi6wXL15Y6QXRCdHb0tKS9aVzGX+z2Uy7u7s6Pj42cgyyRt5oMrnoBEKHCRwj4FHgaAwPLXKg21OMTm2fz+czdAHHjmieiCocvuwqLckcXs48Ho8booGzT/R1bXm77g/iCRAlXKXeuZ4/Xq+bpHZZGm7BHqErDBEUHjCbdEnndHF7PGYuC8/gRjok+9yCQxJvhNHkJvDa+B03CQdu/jbQmFv8h5LlQlylIEqXg9gwlhg76bKvFYKMl8OzE+G4dGsEh1oB9lq6TD7znbz31YVjwP5xvsCInAX/xncjA4Txiyw3crlKxSRyuPozvLPbM44EZSwWM+PrJv9RDHjSnD+UT7//suuAq6SAAT0ej+X5QqGQNdnkecHrSYq70R5KlJ+RZHmfq/TyRRby5soxCV2gPIoNXaiW/z8YDKwBJG2RIFGQo2TPQRnc1vLIFvkooj8SyG53Cs7chYEo/MX4uy2Z+H434ewmv938xNWCwesujKtLJ2a5UZ8boeMMQQCgmNJlb/K7bgrBJTBJlxClW4bgyqr7h3cGUYJJhryhq9Efbg6b7yZKZ00ml10Srruu/5O6ZIrx31wuwsVer2f9i1ZXV7W8vKyzszPV63Wj20mycO/4+NiYHIRnzA2YTCZaWlrScDi08a6E8DC9gLtIMqEAqOJHmRHhuFXnzKXBcwLagRnEZVheXraxom+TDAQC4GBd+jDVyPV6XWdnZ5arwDNZXl62lhgk+cF2gciAdPb3940RQpUvlxyFj2OAgms0GnMMMqAP12jzWdVqVZ1OR/F4XA8fPrSQ3FXGLoOIiMLts7TIouIdxUXY7vf7dXp6aoxCFHipVJIkK6Dz+y9GDMfjca2trSkej+v8/NzgXHp+kV9xYTHeq1qt2jAy5u20Wi09f/58zpkiuh8MBjo/P5d0MewMBT0ajRSLxYwWj6Kmr914fNFLCgfLhULfJnohz0P0MJ1OtbGxYZ9ZLpftjvAeHo/HqLd0IibpTNNUOhejIJlS2mg0dHZ2Znk77uba2prRhzkv8lyM/93a2lI0GrVoG1SDc3DLISim9Pl8ev78uXZ3d+eM/eHhoU5PT+e6Sy+ymDSKgSJicGuWqtWqyuWyddoOhUJaW1tTLBZTNpvVysqKfL7LrgeFQkHFYnGOqUeyHmdzMBjo1atX6vf7yuVyhjCwt/v7+5IuBw6iywKBgIrFoqEhfFa5XLZyEBxqyiJobYOekmT5Mp7puvt3beOCosHSoWS5VHC44e1/8MEHikajlrQiUpEuZ0cQquGdo8iISFKplFGNXbxzPB4bTY5kFNYaJhODooh+3AIghAFiAcYFZe9+ZiaTsQrpcrm8cDIQj4VDd70yor16vW4jZsHy6UrAsC2fz2eKLZlMGoWUAjyomPRrw3C7+QPOE2UHa4QQnb+D3si+omT7/b5VILOvV4uxwJLBut8WFkOx4Dm6uSsGT+G5MX4hHA7riy++MHiWeh6GmuHNkdsiInPzeiyS3u64V2pAgFdJ3vK+7HsikbAGqnt7e6rVagqHw8rlcgYJk6+MRqNqtVrGgHM93Lc1Ltwxanxch+L8/NwgMhQOUzGBOunhhkMBjAWshax0u11Vq1Ujrng8HsshMXpDmh/ixc8eHR0pHo/r9u3bxrZiVDTMNhw92tWTu+WeSJddsD0ej1GTiU4X3UPq+mCmRaNR66SBTsRpTqfTNsYB2BToC4IDBb9LS0uaTC6bgeL4ocxpJktXk0KhoPF4bJE37MZEIjE3NJBOH8xnki4MK5ClJDtriDeMYXBrgohCyaddd71xnQv4sxtaUUlPohePiwNOJBKmVPHCeHC3/oNEZqFQsCmLwEgu08TN9wBfuYYBD7fdbhulk9Aa2i+KxOv1WpdhYI/pdGojTVE2JIAXXclkUtKlkUNhk6TDaFFw5RZGYZigfJIwB46S5vtlAd0QLbGHeOSuV1QsFlUoFOaooRgtNxrkQnKm7C9n5/F45vJYwFQunk7kucgCCwZr9vv91n4I58bl5zOtMhAIaHV11f7AoIOOye/hvLiNK11oz+PxWOO+RCJhURMMM7fWAHosrU4SiYRdTpfS7+a8MCTJZNKooTAyyZkRSSy6uGtEGLw7EZ/LwCNXQVQxmUyUTCa1trZmkXUoFJqrfaFIdjab2Qx22p2A++MNA9FSOEwN161btyzKYe9RltwhDAX1JdCMgeVLpZLViLiyz51fFH1wFTS6gvvowt5ErsgCBbJELxSZ12o1nZ+fG3nI7dXIDBto9+vr6zZaHDgxn8/bGY5GF2PGmZnFGTcaDT1+/NjuLdAwUTJ6w2XssjByIA+cxXXXG3VFhuFCS2kqeEulklKplI6Pj419heBQEY0wkiySLpvY4cXF43Gtrq5qa2tLBwcHlsgEHiqVSlpaWrLiL9cLx7tjA4EkCJHZHPIBzWbTKrw5EBR6KpXS9va2ptOpvv76a52dnSmVSpmwLrIKhYJ5/f1+3zxR95mCwaDy+byi0ai9MwY7kUhYgo1K7kwmYyN5Dw8PzRMCpuL98JwQHpL3kUhEd+7cUbFYVLlc1v7+vjwej9XMwIV3F54ttFG/32+z0svlsg4PD5VMJq2/FnBJu93W4eHhwpEfODMNMMfj3+0ThYdNG3aUzcOHD7W2tqZ33nlHHo9Hp6en1p0BJhO96j7++GMbjU2dDKyb1dVVLS0tmSEBqp1MJlbUKslyPPv7+9aOf3l52RQ2cCwKgKge7x9CiQsnuTmyRRcGFIUIWcDr9WpjY8M6jFOjwRiM/f19jUYjbWxs6Mc//rGdJ5HZeHwxtO9nP/uZut2uPvzwQ+tssbGxoeFwqKdPn6rRaNjd5w4Ph0NL/G9tbenRo0cWLYE6QPkulUpzjEnODsiHaP7+/fsWMeCpE52Rd1hkuS2X0BfkonHOfD6fdYzA+a7X69rb27PR4KPRSH/9139tNGZ3+Xw+bW5uKpvNGkw/Ho8Vj8dNbzWbTcXjcW1ubpqj2e/3lc1mbcgauZEnT57o+fPnFj1jeBjwVi6XFY1GbZQ0CBUOOlCmC31fd71R5EKySLrsxAnEg/AD0bjJNCwwwoIxcBNsXDSohjAbpHmaJKE8dE4uCl45Fhqv3u2h4yYnsd4uvRQBIlKRZJ4Ph7Ko5+g+J9RE9satUCZaQFh5HsJjSXbxqHqntYWkOW/q25L2/AwRBZ/nFqVxhldrlEiYYtTdQkbOAsF295mfc2GzN10MonKZOMiVm8h3owd3H4H6PB6PwSo8N+01OFuiYmBTquNd+SYKR1lC0XThQfYZuNE9T0lzQ+3cPeYZ+P9uQvptFmiBG+2xqOdBTtyIGc+Y7hW8i5u452c5ZzeB7ypf10N2CQzA1JyzW5ANZOiSfq7+L5ERkTSRjxtV8GfR5XrvLg1YuuwLSGTI37vfBwMTONBNoLtJdQg66AjyO+hcN2oiUsLRR/5cHczzXS0FoGyBOjTIGNwd9pQI3a27uc66tnGhsrTdbqvf7yuVSmltbc0sOOFWIpEwfDEUCpkwtlot7e3tzV0UEoFuwdPXX3+tL7/8cu7wKCQjhE4mk3rw4IF9TyQS0evXr/Xb3/5WPp/P2qMg8ORt8Cym06m2tra0trZmGzmdTo0yCJU2EAhobW3NsNa3EUy+5/DwULu7u5aQd40xcCF0RaIBOhlAG2TVajXrTbS9vW15G3IoLj0RPBd2FUWA5XJZOzs79t2uMHLxOTMig7OzM6XTaW1vb9uZDIdD5fN5ZbNZg5n6/b5WVlaUz+eNNrwoDfQHP/iBJpOJnj59qr29PauS51mB4jCORIX7+/vWG6tarZoBB/fu9/tKJBLa3t626O7g4EDpdFq3bt0y2Aj4oNVqGbWe6m+f72JA28uXL+c6FGxtbenOnTvqdrsmf41GY45CDRziMrJarZadNSQEF5pYdN27d0+z2cwS7h6Px+aGnJycaHd3V/F43Pp2/eY3v7GyADpBV6tVhUIhLS0tKRKJGJIRCFx0g2Z/d3d3NRxetIofDAba3d21nEEul5PX6zX5pIJ+ZWVFy8vLtk/j8XiOEEJZgXRh/JaWlrS+vq7BYKCdnR1Vq1Xl83nr1ba3t2fQDpHa29xjRpXXajW1Wi0rgZBkOSagfZy9yWRifQQHg4E+//xzc3ro+wUExt2D7u8WzmJgEonEXC7G7/fr7t27evjwoZrNpvUfXFlZMXQJWrvL4BuNLnqMffzxx+r3+9bGCMe/3+8buWJtbU3Ly8tWWPmdGxfCUDx4t0BRuqSvufASkQZWkLoOfs8tsMSrgl0Wi8WsESC5FiAPEu2JRMLqO2A8EWlQd0DREvM3+JlEImHGhdD6+PjYvDEq32/dumV1I2/TGwuvlmSnS8F28VmeD+jMnfEiac4zA3sldKX/ELRkJvZR7czF9PkuRtKGQiEdHh6qWq3OJXldL49oBgPI/pBghVwBfZseRgihm1x0o4M3XdQG7e7uWriOfPFubiTtjpWmgSDzc5A72oGQx0kkEsaKAtoYjUZznqhbdElBJKwmd64N9V+MP3Db62MIUa7u2UC6wKi5RYVvW+uCg0gi2C0apjkm+0T7HK/XaxAYjRk5T9iDp6en5mySFGYkBzlLaMO8lwtVgxyQ6+M90TecqctUAvaksn8ymVjkRVQJ847fv9pH600XE1td1hl6kdwHz8vfS5e90EgrsNhHFymQLqetknt1kQg+y72n5LfI5RBVAh8mEgkjUZEyGA6HisfjyufzNnOrUqmYPON8EbngJPxNZQrftq5tXGBKAenw8CTr8BCYUUKij9kRGAu3dgR2TDgctqIfLDxFUvwcrRHIFbiVr+fn52o0GkZXPTs7U6VSUblcNsUHHk7+AQFk04GeaOiH4mLGxtvw4yXp8ePHpiyYVQFbyJ3NjhKnVsLllwPzFQoFo1aPRhcNOrm4CBD/6+ZZMPrFYlH5fF6hUMgm3MEaki4N4eHhoc7OzszzIh8DXERug0sCRuz1XkwtdGFAlMGieDeFfSgrZMfn81nLEKI18oBer9faqWSzWSu8pYgM5ccldo17t9vVwcGBhsOLrsjNZlPvv/++3nvvPdsjSVZQCX0WRUN+De+Z6IOIjmmVwWDQvHM8UcbJ8j0QZBiYtuhyIQ2ozfQK63Q6xi4i54aiX1lZMfgPo7C6umrRG+2BNjc3zfFBwULwWF5eNhqtdEGHZj6RuyfMjiHXx11Op9O6ffu25QKJoIiGcZaGw6Fev35tMDNGi72nk/AiiztVr9eNech4daIE2GzcKZfp50J7breSFy9eKJvN6v3337duAs1m0xhhbtkHRdLSZcReLpdtaiQ9HXF0gM0hw5A/JGcIvR6HLJ1OW0SVTCZNDoB638Q4L2RcgFd4QWoDGLgkXXKjMS7JZFKZTMYSXEBU/A5hHMp1Z2dHv/nNbwzGQQFwKChWWpBgwKgHIW/itugPh8N68OCBisWizs/PzcqTEKMClToRFAs0P7clx5suGBvLy8tmXIjMMHbg0kQ4rpcMWyYSiejWrVtKpVKWc4ECiRLi92FTEVEgOPl83owLY4xdPJW8xtHRkZ48eWKGGdrk2tqatesm6ez1XhSjwjhya49cD3JRWMxVOm5thcfjmZMnYJ2trS0FAgHt7+/r/PxcuVzOkumwxtxCWowLBobhXfRm63Q6SiQS+vDDDw1ygZ1Gzmtra2sOJtzd3dXBwYF1lJBk+Qmgj0Qioffee8+ieb/fb73wPB6PDg4OrOOA28F6keUWjOIMoBBhWzEa3IVpqIOQZNHE6uqqGUyiPhLGLsOu2WxabZabAI9Go9aI8tWrV9Yw9OzsTD6fz6ClSqWip0+fan19Xbdv35bP55uLqoiMcdRevXqlg4MDU/ZQqjE+ICmLLIxLq9Uysgd3mIi4Xq/PjdXmTN2+hm4aYGdnR69evdJ0OrV7icNZqVQMTuWZqZWhfGMwuBjdDlRNfRe6AVSGKItzQdeUy+U5XQxbl4iae+3u2XVJTdc2Lm4CFCiMQiZJllRjY2FWQXej0yceE+EXxoJmc7RzwdN1CQNuAowEGobhagU8xV8UW0ajUTM8WPuzszN7Zg7LDa3xDOC0vw2s4/YUAr/HqPB9eFrg0ey72w2VP2DbbgQpac4AS5e0SS4h+QC3f5HL+gG6wfOjb5dLNHB7OmG8SKBCK4XSTXRAT7NFvUaakgLJ4egA1Uma62bwt5EHoGFzOYEYOFsX9iUHAmRIzQTvT41BPB632SJ0j202m3Mji71er32fpLkkP52yy+WyRWbQ+12m3NtELi7SAP4OtIpCQwG53jJnTM8w9lm6HJns919098aBcBUZjCbg2mAwqE6no1qtpkAgYHeOnK1bOsB/Y7RxIFZXV+cgNJwCnptz4P4Gg8Hf6QDwpov8MTqHLgEuc4xkO8zAcDis09NTK1gkooPoQRlAOp1WuVy2/QXaB9XgXYC1YGlSUD4aXYxxIDIEygQmd2FpiEkuXEsN0Wh00SyU/YQ5xvsSBV1nXdu4MI+dGSKSLJFHS+lKpaJKpaLl5WX93u/9ng26oQvr3t6eEomE/vAP/1AbGxumALrdrp48eaLxeGxjervdrvXT4aJJl2whFCBDi/AUfD6f9f159eqVnj59akVCgUDAqmcp2nIVM4JHn7FAIGBN8Yh8FqUi3717V7PZRTXt0dGRha8ujry0tKRSqaRkMqnt7W2FwxejhhE66lYQYPIdXH4iNBpXcsHxfGDdeDweSxijHN26DjzvUCikW7dumZChVIAygIMY60qhKTjvZDKxZDDzQBZdT548MciBfNPJyYl5YZJscBdnCc4OTMU5421TqSxdwpGFQkHJZNJotJPJxEYS+P1+ffXVV5Jk+ZwnT57o8PBQDx8+1ObmppFBTk5OrCs3CoHoBgVAxF2r1dTv9/XixQu9evVKkUhEz549UygUMhjX6/UaVLbowlmCZj0ej63+jDoaZIY7Jl02BnVzaRgD0AF6reEgYox9Pp+dVbfbNbjFNUqcDf31ptPLlvRE9qPRSC9fvlQoFNL6+rru3btnFf0QfzAuMEdBI6DzvmlC+upiBMj5+bmNDAaGpSYI57lQKOjjjz9WPB7XX/zFX+jw8NB0FP0FY7GYVlZWNJ1eFIp+/vnnGo1Gev/997W5uWkOe7/fNwNF1La0tKQHDx5YxJTL5ZTNZlUqlYx0gJNDhxTgYGTq6dOnevbsmYLBoHWc/uKLL/Ts2TP7OSBOl5123fVGXZFdWiSXC0GTLtvDAOW4D4X1I5fhFvUBrblsBrx5MEL3+/jDZXEbE17dADxwLC54KLUlsKKkS0/S/U6Xkvs2yUCGGUHtJEpwE+e8jyTLKeC9XKUuugl+zsRNDsKuYd/5bkgN5Fcw1kQjrjLGE3NpkjwzkY5LA6awMhaLWf4L7+lNOfJX11WqKdGX62HxTu7+utR0ztI9T/aRn2XvXNmFsk0yHArnt1Fs3b1hb8k9QtF2z8zrne8P5+anKIxzIbu3WTyfq4zJ6RF9Ii/8vCtb7Al7dRVN4D65TUZdWrq7J0RBLluSKMX9TM6D6GcymZiS5Hm5N+794RzcMgVkYtHIxXVQOA/3/rrvwR67dH0XeUA/Io9uftqlIIPi8LmuvPH50LhBLfh5vvfqHrn7zPtwvpw/9UHcWfd+XFcOr21c/vE//seaTqc6OjrS+fn5nELC+51OLwbjBAIBvXz50iIEIgrwO3Il5EVICuN9szl4PzBPjo+PdXx8rEwmo0ePHpkCRuGQ5MYTjMVievjwoR0smyRdYJfMN+FADw8PVa/XDRf3er0qlUr2c29TYc4MC3I3+XxepVJpLsnX6/W0u7urWq1m3l+v15u7yLPZzEgKJJHxFgl18WygeLo5gL29PeXzeX300UcWiQHX0M0A4wCMQJjv8Xhsr4AkgdGAcOj7xN/hqbKni66NjQ1JMkNxfn6uJ0+eaDq97PIKy8/n89kUQGjGtONwp3HG43HDqFG22WxW8Xhcg8FAT548mXsGmGTIDvDj+vq6RW703FpeXjYWH/Rt6bLBIp4hUTXRHj3lyFGQK6Ca+21gMYzv9va2Hj58qH6/r2azKUnmgb98+dLybJ988omRDfC6SfYD+RwfH+vg4GCO/UVUSzuSSCRiXYPpQOHWtqGoaUsC/AMTKhAI2B4CjwFzEZ1gyMbjscGiKETkYjweWz3SIouoAFINY7Ip3qRjAc/6i1/8wvTd9va2QYY40Di9OLtU789mM1WrVYOdib74XfroPX36VMFgUOfn51Y/Q8lBtVo1pikjDTgnCidbrZYKhYI8nosWOfV6XZFIRPfu3TPjL8k6UrypDF7buHz00UdmTPgCsG4owjSD9Pl8Oj09NSotypOIBdzSHZXKz2Cd2VDqAEajkfb29vTkyROtr6/rzp07JvTgiPw8XVNDoZCWl5ftUKArwt5hBAAzXs7Ozkyh8vvb29vK5XLGPlvU63HzHtBQubgoOwz3cDg07J09wVuYTqcGLxUKBUsAkhchoUjHAyIKj8ejVqtlTBoiE9frp1+bW5BFsg/jghcIbMLnY2zAeiXNdRzAuCx6sbPZrCWCMSQYMUgkUGpp+w7cQ+1DJpOxqAQFzxgFPEhadzD/Xbqg8FKV7tYfkB/I5XJqtVoql8vmKOHh+/1+o3pC60TeY7GYNRjFAyXXk/7/RjHzWSiMt4n+ULYM/yqXy5YHwznrdDp68eKFGU+UO8YA40zzz2DwclYNuTAmdoJSeL1eo/G6pI+rXnCn0zGomugU9pTH49He3p7NJCKqwuPmXKGpEykhn5BV3obxCfkBKj/sKpwvHBQq6akfg515tfgUo0kuh5oWdBjv6EY6k8nEiDrHx8cKBoN2D8jbkQvkXOLxuHVjQAdCrwe+xmH1+/0qlUpqt9vmECHrNDC9bn+xaxuXL774wgzK2tqaCQLKBhocmCkbycGTwIam6jIgJNlGQImkBQYekc/ns2aDyWTSJjEioNCIe72edT4mRxAIBCyhDvzm9XrNayNUJL/CpeLiE34itIssIAM3bEdBw4SiMCwQCBjmnM/n7dmJ5FwuOhMFr3YPqFQq+vzzzw36AHrkUgBjMNOBSA3IjMvvtn53mYEYaxT6bHbRmwomC0laWDtMxFt0/3Z2diyqikQiarfbWlpa0mw2M6op9G68Mhc+oGM3rS8geGBYkDUYaeQEMDoof6JjcGm+A+OJkR2NRsb2IQLGmAMTcgbM7CAKo3st/8ZlXl9fX2jvWNyxr7/+eo4aL13MKqHQcHNzU5lMxvJBwFnkE4gM4vG4RRowD6WL3AS9w8jLwixzCRgst4AU4+vWciGPmUxG0WjUZJA6IqKZdrttrWKY3USk4TpGizo4yDksQz7LNZSTyUSlUslkAio+MCfwqNvvDMJBsViUz+czAkyv1/ud3l+wJCmi5BlIVaB7kWF0g8sCxRji5LNHOD8UUXJO9BCczWbWePM669rG5c/+7M/k8/n07rvv6v79+9YBmeKrwWCg9fV1ra2t2UUeDAZGA5QucVBmkicSCasGptCPtbKyYooWRtrGxoa14aeVOTAGNNlOp6Pd3V1j2bRaLaXTaRWLRQUCAWutDp0QeIQNrdVq1rMLL/bbCqPedOGJEEW4iUd6sq2urmp9fd2iQ5QN3hE5DhRoo9HQ6emp0W8RkNnsosr8V7/6lV1KjE8+n1cymTQDcHJyolevXhk7xa1fwWNpt9s6OTmxnJd0STXn7IggMCSMcAZKIZm66P59+eWXkmT1TpFIRNvb23NFXXz/cDi0hDXy12w2rfX+rVu35qJGIj/YjURgbmdoIgrygr/85S/NoOJ44DkTCR8eHmpvb0+lUknf//73FQwGtb+/b9RpIFkiklgsZhXqMNl2dnbUbDb1zjvv6Hvf+57dhUUW0MlvfvMbPX36VKVSSR9++KG83otuze12W+vr63r06JExuuiEjILEuLRaLSvcw/Csr6/L57sYX44MdTodRaNR3b9/3watEUWQw8AYE4kAJ/r9ftMtGOjJZGKw9/Lysra2ttRsNvWzn/1M9Xpd9+/f161btwzlcGEz6PmLLmpkiER9Pp99Hs7y6uqqjV1/8uSJer2eOaiMCSZ6Ig8LDXlra0vh8EUn79PTU52fn2tnZ8feHedte3vbKuiRGxAhHNZGo6FOp2OQsXTp4OK81+t1NRoN228iTb/fb8bTTTMEgxfjP77znAub53poQFcoXRLGWEBCUxhGKAIXn3WVlBvyEzpK82QCN3fiUmPdhBiRDIfIc2O9UZB8Hh4VtTh0puVnXFjqbZOqHN7Vz3dJCOSm+D4wWjrAuk0DUTY0S7yaDHSTo/w33RL4ThSsC1/iSbuJe5fZA6TEz16Fa4A18OAk/Q5f/k0WsBxRLJ4aXpdL4+bd2RsUWr/ft9yQJIO1uODklNxea25BIN4pzCM8dvYFeMMla0iXtWDAjPwbsuieP/vjvofb6eJt6lz4HBS4e6/4/253DZAGlCpRmUvO4Q7C1CMyc5PNsLVc+rN0WYjqkkj4bxSi+87cQ5egcfX+8IxuFwfpssPv24x94Jn548q8681zvsjO1Xd0f8a9azglPLvL0AJFAVno9/vWIod77Y6MuFqc7cret8kd7+OSdthv9DNncN31xi33T05O1G63zdpRDIR3cX5+bkVQ0+nUCnxcHJlkIDNKrrIYAoGAer2ezs7OrGaGokZqUvgduNcUYfEZmUxG3W53LpnNIaHYgb7Al/1+v9FJiRzcPy4z7k0XzBaMBlGRJCv2AoONxWL64IMPFAqF1Gg09Pr1a3U6HcP0X716Ja/Xq+3tbd25c0ej0Ug7OzuWHyEnsL6+btRTBBJIgXGoyWRSjx49mms+yB7RJYHOCdKlESsUCnr06JH6/b52dnYsIkSwmV8CXBEKhYxcscj6+OOPJel3vDOfz2cdfXnHYDCoO3fuyOu9mO9OpwZwZWoTGNQERg0BgHoPSBXZbFbpdNqSwu12Wzs7O+aprq2t6eDgQC9evNBsNrP+TxTLjUYjffPNN6YMpcv8kM/ns8jUHTtMbgJoKBaLWf3Boov8Y6/XswiQCOH27dsGdeHZ3r5922QBrL7RaKjX61l/MOTm4OBAv/jFL8ww0EV8bW3NEtS0yMHIoyzZFyjNRM/A6SS+XcVLfqLVatl5hsNhnZ+f21kWCgW7sxAtVlZWFt4/15CxJ9RaEQlPp1Pr5k7hLHlSFLRrzDG+/X5ff/7nf26w2srKitUAQWEnP7K3t6dqtaqvvvpKo9FIt2/fVqFQsE7v6LRoNGr05dHosl9bqVQy5wmHj3PEaI9GI3OogNnI63znsBgbS9RC3y6UEUJPsRBYPQaBJB3eJ5MAXQYRHqkkE2YO5yrFk4W1xciQpMITp9YBb5Xwj8MlaUojSY/HY8l710t528X+uILFO+NdcaiSrF6F5Cghvfv+dDVAyCFVILCpVMqUMWcxm82M8opio20/e+l6yoT1NNcjwozFYsrlcmq329bixGXZATNB/eZ53AjtTRZ4PrkQPDE8xFAoZBECyhnPzy0SZT+63a514cWRwbPD0UGJuJGLdNndliichDM9p9y+cZxts9mUx3M5PgIvXbps4c5e8Rnk11CQV8cfvOlC+VHHw/fidBEVSJcdc91Z78C40uWochROu93W/v6+xuOxNjY2DFZmNg6MJv643+N23UB+iPRctILz4+/IWbGPEIjo8eWOtCD/C8nlbZYbrSMrbpRE5AZL1i0+JBpAtjAwvV5Pp6enGg6H1uLK7d9IFwTgrlarpVqtpuFwaM1NyQWBLECiALVxKdlEL66z40bUGHUXvhwMBm9UCH1t48KgIjBXSUaJQ3lhDPB6PR6PFQYigMBkfBZzU1BabADFU8AYYOEIH9W5hHk0YXO53VjhbrdrOQOWyzI5PDw0NhAWGsvuNmuDjbbIclv4YxDovExBFR0FhsOhfvWrX8nn85kydRlYFHQmk0kz9tQTEK3hMbsMNWaRMC2PCIY9BS4hf4PigKY9Ho/N+ywUCkbxLJfLqtfr5rFOJhNjmhDduuyqRRZTCU9PT3V8fGwKEVyec+MiEd1tbGzoww8/tIh6MrkcwEVHWs4VrxuP8fDwcG78sHSRVKfn0ng8tq7CFM3xrD6fT8Vi0aI/Iks8bMZLo1yRP+BK2Irkh+ha/DawGONwIZBgfKXLYWx0PadwF4OEY0BEkU6njUXZ7/eNzMPdxGkDEmXQmgvxurkn2HNEG26imeQ3d4McCqzU4XBoLCkgd5wjDBB991w4+E0XI9xhsOEYkuSv1WrWZghlTPqAKMyNvDh3iDNMmITZiR50z8mtYVtfX9dkMrHmvW7XZEnmGEYiEetQjXF3S0FcliR7BXzpOqc4mddd1zYu4K9w1RuNhiWU8GxcFgxU1/fee0/b29s6OjqyMA7WRTwetxGfWHe6F2NcpMtWBhggagJQlHjG7vRI6jN8vosKYSpc3aZyV5UpFp3DxxOS9NbGxYWcwuGwXeBwOKw7d+5oZWVFo9HIeknt7+8bjIYxxztaWlpSKpWy9iQkQ/1+vxliEqrQsYElU6mUCVan07FOtygH9jYcDpuHNBgMdHJyYtXBGHn2v1Kp/A5TB8IFFckYmEUvNiwtPOR0Oq319XX5/X5rakl00ul0TBFsbW3p3Xff1f7+vjUDJHqg6Az5JZoA/65UKlaP0u/3tbS0pJWVFRt+x/7OZjPr+SRdRqk4KQy+I3pHYdN3C0WDccHQxWIxvf/++9rY2FC9Xjfm1qILavVV/B+jMZlcNmX0+XyqVCpm4Hg3jF4qlTJ2Zr1eVyKR0N27dxUOh81AQaGGhAKKgDEgUSzJyCvb29sG89IVgUaO9XrdGFCwpaiTc7tNEwkRhVJLQr+tRR2cg4MDeTwebWxsKJ1OW/Q+Ho/19OlT1et1GzsxGo10enqq0WhkECfnim5ze43RLgbj0m63rVbsapEpkQz1d5lMxpw3HGHYYhCCIFa4iBDlIDA6qcnBwBAVgt7E43Ebo3yd9cY5FyIPLDIKfDabWShKCObxeMxYkPugCBAPyLXowAAIFBvN5QevdRPI4MZYXUkW8nGIhPe8B6Es4aw7/5vcCAseOh7UostNphPal0olKwaD1o2H7g5NwrvjsKEz8g4uHs274jm6CU2gL7cGhJoizgpIjdoU4AcMCp4WnHtCcCCps7MzyzvA+a/VatY4c9GL/fr1a4OjOEtmkqBEYrGY0ZKBVarVqr7++mvLE/JMXHqgPTxgvEDyAewjTgoUePI3wBvkCyCTsKbT6ZwHiAHEqeFs6F9HVMv9IP/nKtW3Xcg390yal3No07SGcSnBvBMEmmAwaHLMu9JKBlTBjYr5vfF4bEaVHFcgELCcKvfE7aiBLKNoMczkW8kH8G+cIfeWO7PoAr0ZjUbGYmM/XVSH78ORwvChpHk2SXP7wrsiwxBpMP7AhcDCoDfceZxP4G0cLRwlIG90tov8uP/rQmHoZJzON0Ef3ihyQckQzjP7mctDwsyth3jy5IkODg6ssZ/P57P+Pu5MC140nU7PXVa/36+lpSWFw2HVajVVq1VJMs9oc3PTOvu67bRRerlcTrPZTPl83qr2XcjHhVfw7BnW1Ov1dHR0pHa7rXw+b/NfFlko6U6no36/r7W1NX388cdGAwWCKRaLBjtI0tOnT23MbL/fN8+XTs2JRMI8eq/3YkDV0tLSHNtOksEQwHwoAGZ8HBwc6JtvvlEgELBGjC7Dj6KsYrFoHhLOAr3leI9SqaSPPvrIaKkYTqCERdYf//EfS5J1ju10OtrZ2dF4PLak84MHD/TgwQOrF+r1enr58qU+++wzra6u6t1335UkHR0dqdvtam1tTffv39fe3p7+9//+32o2m/rDP/xDPXz40GAOSZa/abVaVuTaaDQkXcBk9KzDs6UnHnAINUucoSTrkYVjMZlMtLGxoZWVlTkm0MnJiUGYyMTbLBTcdDq1ItfxeKz9/X2dnp5a9b4LL1NvgVKDDjwajbS6uqp33nnH7spkMrHR2eyXJKPjQuLx+/1aWVkxYlA4HFaj0bB3hTxBxwfpIg/pUpchX9RqNX3xxReqVqsqlUrK5/OWEyY/QnU+hmmRtby8rOl0qkqloqOjI4Om/f6LJpJLS0tWGuHmj3FIpMtpqZLMGIESHB0dqdfr6f79+4rH41Z7h0OO8aEBKCUGRB0Yapz5fr+vL7/8Ut98841FTHRiAPrFqf+2XnzActvb21peXjZ5uO66tnEhhOaLr1J03WSVm6R2WT2uJceLc72o6XRq3iUegsvQwuK7yVy+i+dymV38Dglfj8djiTISsm7BltufzBUOPgsvbJF1df9cIgQeOc8BLs9eXqU5ug35rtJTiR6JHN09weCg+Fw6L/+N18ye4bWT04Gs4Xo3UJ7xliTNUcGBLTDmiyyMJ5dBuowCXYNFotjtB+aSADDyLh3dVTYuNZconM/nPDgzSCZuITGkF/ec+V6iYqA3FB/f70aE/CzUUv7tbanwvLP7x5Ux7phL44chyP1ECREdcrddyqpLmJEuqa4oV37n6l0jwrtKk6U2jM+hzQvQppuXANVwmU/ucy66h663j7Fw7yGydZU+jfzz7u47IEfuHcaAE2m4DgHnx510//B+PKe77+yH+/dXoxWXnoy8uoQnILPvPKFPt1na5bu8aS4uMAURA1ie27ETYQXvZ5Sm20eMqMXlzYfDYa2urur9999Xq9Uyr5WkMvAObVxQZCjx1dVVw8h9Pp+q1aoxpqA6Hx8f69mzZ4ZpMk6ZS463usgioe8yxejIC27s0mxhHkkyYgOQHq3Z7927Z1XbyWRSXq/Xkskk8sfjsSVdYStFIhHDwMnPZLNZ8/qJAqPRqI1i5jIAYTQaDdXrdcvDQSXlGahtwouTpMPDw4UvNhASXtx4PDZPnkvV7/e1u7s7ZyC2t7e1ubkpr9drz5tMJq3z9m9+8xsNh0N9+OGHVi/1y1/+cm42BpMOKRKu1Wp6/PixMfjIDVAAW6vVbJKgdGHwb9++reHwojtwo9EwKBO2mc/nM0ovtRouBRTywdsYF4wdcFQoFLLkPvLj91/0bQuHw3b2EGKy2ay2trYkXchurVYzfB9IzOPx2KjwRCKh1dVVDYdDo6svLS3p7t27qlQq+uKLL4wWDZREs1WUHhT4crmsr776yog9g8HAzjYSiejTTz+1XA8IBb31gJxgXy26h3SYwMFxnQ3OC+cCQ0dUwn9z74hKcLyHw6HW19cNNt3b21Mmk9HW1pZms5kRFnCO0ROuwaYgF9oxTLJ8Pq92u23ziRi1Xa/X1Ww2DRp1nRv6pfGejUbDCEfXJZW80TwXLoLLKnDxOh58Op1aRTzJLKrxyaPg+TArg/CSkJhLK10OKAI2qFQqOjw8NIXHJUWJtdttm3WOYiakRhHx2TAlmO9Bshjck387Ojqy6XOLLC4eDBGek3+7GmHgGUmy5DMV4mdnZ9bRAKKFJIP4XM+Gzx6NRvbdvBdYL3UUxWJR/X7fGjACnxExQByQNMdSA++FDcT38r7AkEzVW2SBUVPA5xI+3EiX+T3Q0aF10ivJ4/FYM8XhcKiDgwNFIhGtrq7K6/Xq5cuX1jtvbW1N0mVBbzwe1/b2tk5PT7W7u6vZbGbwQyaT0dLSkjUWJD+FM5PP5+3sUI7Q9snxkOhGUbuMI+myMHXRxd4T3eK4EX0CI0EqQHnSFimdTts4i5OTEyMkuHkEv99vEBptl0gcV6tVbW5u6s6dO2a0YIzBaMSAus9K3RtJfarHmekSDoe1sbGh4XBo/fl4RyJqDOvVNklvstgrdJhLk4YQAUsN5exGVJw1bEB0JnNq6F3GqPdkMqlsNitJBnEnk0kbFEgtniSLJslt1+t1jcdjraysWB852l3Rion8DdGlG23inGIIeU5yqtdZC8FiCDu9lRiVSb4EBhHJIy4zHGzYDX6/X6enpzYvIhwOm2eN8Euywq5er6enT5+aMcHzchPuKFMUIlENngX1IMxzQQEgdLRZQCmQyPT5fFpeXl5YOW5vb5uywJN6/PixpEsIyQ2D3RHPbuGX3+9XsVi0LgKnp6cW+dHehjMCOiRic1vpEEmdn5+rXq/PXUaUNpTlVqtlUztR5EAks9lFqxm+E4iAAsFsNqtwOGzjhhfdP0a7oiyIimezmXlpUKHxwIBqiISr1ar9rnRRe9JoNIw8wiVjYicjbCGojMdj7e7uGvPGPRM8b4/HY4YNuKbZbGp3d3euC3EsFrMiXmaBwOKDgitdRq3hcPh34JM3XdR6Ad8gNyhKPG9gMiJ7YLp2u62vv/5aXq/XcmhEkj6fb64yPxaLqdVq6ZtvvjH4BwIJhZgQR5AjaPp8N2iEC9FyN8nZIuPIO+83nU7nRm1Pp5cTURddPCeRlkv2cFESClO5a263AyJ65KPb7VrhI7VHfr/f5klRpAlFfjAYWG4Lg0Mu1SVcEMXB1iTigykLwoGOrtfrFkBASsEJdhnA6Kdr7dd1NxahdutQYBS1Wq05qqVbwwEkNRwOrZCsVCopFAqpUqno4ODALnIikTCabb1etwvGZT0/P9fr16+thXcwGDQvHq+HTXBZQURDg8FA+/v7VsGL5w2fnzng1B5wcUajkdGmF/V63n33XU2nl3Ppj46O9Pnnn0uSHj58qEKhYDUCtNIYDofa3t5WqVSyfXYv6Wg00v7+viKRiNbW1gxWg9KKF7++vj4Hl1HPQP3KycmJlpeXjYpMMhFoslqt6tmzZ0Y/9nguqo/X19fV7Xb1/PlztdttLS8vWyKd8yMZOBqNbJzrIotBWUR3UJGn06levHihWq2mRCJhxZYoNCKAer2uo6MjS2pKFzDd7u6u4vG4+v2+1QIVCgWDconeRqOROTc+n8/qd7igXMRAIGCt08Gym82mfvGLX6jdbqtYLFpBXLFYVDgcVj6ft2gPKBgPkj5y5KzexrhgXDGWtL9HoaDgIXFgCDG89Xpdr1+/ViAQ0N27d5VOp60fHwozEAiYYqxWq3ry5Im8Xq8V+gHTYqDdHIXLEiUJzgAzDJEkU4jJZNLQExLd5FYwYtJl8TCjQRZd6CNypdTU8B2SrBhbumStuiUM7XbbYPdIJKLT01M9efLEYF8oxcDP3CO6U+/t7Wl3d1d+v9+iILdJLLAikBd5KSI+8rWQgSQZWkFjW9AmHHxYqpSdXHe9ERUZxQpkQ9IZb4dDJolF2Oh2AAUDhS5I1OKGwnwmHhYJUKA4kv88j5s0w1N1e+GQBAdiIAlMEox/R7DJeeD1k+xyw+A3XW5ykr0BqnPpxFQYo0SAHN0/vNfVZKgko2MicLybmzwFUnI9PiAKN4FLJEVk5RIA2H8ElX93iz7xIHmHt1muLLj0bKJBYBMUz9VeZK4Xxt6Se2L8gTvml1wi3qYbESOreMe1Ws3yW9KlUsGB4eK7dTjI2mAwMNwdRpMbeXE2kt4K0pEue6mRQ3OTyW60yzsSyQQCAWMVokSBvIFcXeoyd4rfdfeMlvlQuZF9KPY4UG5nBwwvig3WF86f61AiI+49QeahSy8aPbNcMggGB0QCkslkMrF3wVmFLOPuN46KS2N2EQY36iIvd5WMgmHlPCGUSLJ/Q/eRLyJS5Q8y56YCeFfuMLJz3XXtnwSCAM/DcyNpC5WNbsRYd+CLbrdr0Q2VoxS4SfMXkgPi+yge4/CotsVTSiQSGgwGBiswC6VUKlkXZYooqQWhSeVodDEzmhwMFe67u7uSLorwGAsqLd640uXtNxoNJRIJ/eQnP9F0ejGArVqtWlTAn2AwaFEMOSoXGoEK6V7o8/NzNRoN+zePx6PT09M5dlIymdTm5qZdbDwXiuz42ZWVFRWLRUUiEfN8CLfZ+2g0qk8//VTSBW369evX9nx47fROWpSGzGdBAyVpWSgUNJ1ObYgcZ5bJZPThhx8qnU7bzJvZbKZvvvnGPNtAIKAHDx7oBz/4gVVH+3w+HRwcqFarWSEre9rv9y2hTzuhbrerx48f68WLF8pkMiqVSuaVuvms2Wymd955R91uV0+fPtXBwYHdkel0arVgpVLJ6O4ojcPDQzWbTW1sbOjOnTtvtYcfffSRYfpQiTEWNH3FkKFI/H6/7t27p7W1NT19+lQvXryQdDlsj6LLaDRqA87wdsPhsDY3N80ADYdD7e/vWxE1Z8oMolqtZgPBgHfPz88twqFImuerVCrWs41aGyBvHCkgIAzz2+SsMF6cayqVUiqV0nQ61dnZmarVqlXJt1otffXVVxoOh/rggw909+5dq++ZTCbWWTmVStngPrrAYwBxcik1cCv2ycFKF9A2ox0w4uhjcjPksOkSgdNUr9eNPu/3+w3BoHvHVeea77zOeuMiSrxrLDFJcv4dL4YNcq07Hgp4P0ksNtv1TF2cDwaIW4iG9+9ixEQnQGBXaas8G1AH7VPwyFDSnU7HmFzUdbwNHCHNjxOmSpzZN1Ty4pG7NFHgGLwdl1pIVIg3wV652Kl02WwSbBjP1Y1E2GPpEnaQZFg3DBWS6S59lkQw+Ta+g33Fq3qby43CBeKkowPPxDsSVbvtcmhtwZ7wBxKD21eOJClJbOAVHBsidBQmzQKn06lVXXMf3D2l9oXI3W0iWi6XNRqNlM/nLaJ0ZR9o1m26usjirhGhupRZ5JJ7y16DvVNLwaIIl3wncGooFJpre0LpAHfahWtRVDg4rmNJjhSn0u3K4UbDzDPiTrhoA+eNLKOYF3UQMS6ug0cZhAvNUSgK2cPNHbF4T+B4alRwSohY+EzyinS6kGSywP5dRRTcyBc95xI1iM5dg4XjDRPSRZNAeq67rm1csNAkhngwkm/fVivg8Vw28xuNRlbQyEjQ0ehiuiTQ1Ww2s86/bk8hlAkJWLdoCBgJoQVemkwm1h/J4/Foe3tb0mWdCUqTXFCj0bCGfoThkubmdb9NSE07l8lkYl1wKUwkmfbo0SP9/u//vnq9nnVCPjs7U7fbVTKZNGosQovSH4/HNqCJi+heQowWBpkoEi/71q1bpiQx/t1uVwcHB3OMEnIMGMCjoyN5PB6LVqjwJ19A4SFQkMu/f9OVyWQ0mUx0dHRkMgH7i5kxkiwyA2rFaRkMBlpdXbWk5HA41PHxsarVqs3JIIGKgwFmj4MEjRhjRMsOKMh7e3sGd7r1Hfx8MBjU+++/r9u3b1sx8nQ6tRwQniZJXlhJMLTehsotyYwgzQ9hZ0oyZcLETqIHoKezszONx2OLrGq1ml69ejWXSD47O5uDwXDSgIgoGK1Wq8rlclaAivyTDKcC3s09FgoFvfvuuwqFQpY7Aa508ykej8fKICCVAInRvmjRO0y7FZ4XJQ/FH5gLyjtF0qlUyuYLEVm4xA0XMoX2ixOHQ5HNZjWbzXR6eqrXr18bnAvUx3PgPHMOZ2dnFlmSp85ms4pGo9rf3zddDpzdbDbNaYDNSt6PEpLvPKHPYBvCdRJ5MCRcj9Q1LggAShUYjS6rR0dH5gXNZjMdHR1ZAzgStgjS+fm5TU1059rDwnF7LyFwDP96+PDhnFcF5ZdwsdFoyOu9HKyFF+BO0OP9F1lATvTfwqgQadDG/JNPPjF4gMt1fHxskIx0Cd0hLOPx5UAfMFuel/fEIJAXwXtMp9OWyMfD4blQLMBfLoOkXq9btTr7DjPFFe5Op2P1AVfzQ2+yUqmUETAwLpVKxRQH7wAzBxYPSUyq9l3PE7gAWJdz5vdOT0/l8/ks8Q7jjbHJwWBQmUxGy8vLBivCXuO52OOlpSWFQiE9ePBAfr9fz549069+9StJMpnDqWk2m9rb2zNKP47d6enpQnvHoi6FWjKiUaDqTqejbDarXC43F1m5RsIdDU5LHeA9zoPcFV10R6OR9cqqVquq1Wpz+VZkBqgH+BojSwnAhx9+aA4nd4bcW6PRMJo99U/kGikroD5sURSiWCzO5V5dhiBjwSWZkX706JGi0ahOTk5Ur9clXRb54gDj4Lq1MpVKxYaxcceJ2l6/fq1nz55pZWVFd+/etWhKmi+OJUoGOlxZWdHt27eVSqW0srJiQxoPDw8N7cEJYEw4U4HREfQVvO7+Xdu4ACVEIhFr2kfVqZuTYAMpniPUxesH+pJkXgUREQoI1hcKmUgml8spFosZw4UcBrABHgDYIgw0WG3T6dQUJBGP63UgpC4MB7QGJLKocSF5T9ISAxwIBAznDIfDVoCGQqc/GJEI+0axE/UmtHSAhcLnA0UC+7lJdjwWt6DvqpPght4upOQung8WlEupJjHLxV90ofRRQERFbp0I4T21GuTlUHREIsCDKB5otkSDKPp8Pj8HIbD/g8FAx8fH8vv9cy3OiTDc2i8XmiBihhWVy+UMzsFz5XfZY2A1clxvkzNAxlHAOFswmlDC7n4D/yG30JmJ6Pk5SRY5UISHXPHeQEh47HQjB91AKbpkIKC4cDhs0Q+ySG0Oud2/6X4SWUl6q+azRD3kTlyIX5I1hoS6jbNDJHa1u4ULk7sdD4CsMRwYeElW2B2Pxy3vR6kBUD/QJ/3q1tfXrTaGwmkcvWKxaM08XR1BFImBcpvhfueRCy9LSEW0AC0RCqikOaXn9gYiJASXZx46SafJ5GLAT6FQ0PHxsX7729/K77/oH5ZMJrW+vm6t3jEC5+fnOjs7UyqVsuQ9ITJJUEgIHo9H6+vrNoqXv1tZWTFvhwJCBAjlyKClRS83VOHf/OY3ev78udLptFZWVhSLxfTgwQPr0/brX//aKMmBQMCSr25hInkEoCi/32/V1MVi0bqgUikObAisJckiGjxSN7JwGW3g2UQf1NOYAP1/lEjpgi7MECngM+C9aDSqUqm08P4h9Mlk0vrEnZ6eWo8uIlki3YODAw0GAzO2nU7H+tLxDoVCQaVSSb1eTycnJxqPxyoUClaotrW1ZRED8ixdwJK//e1v7f1JiCYSCauyd2d4QM2GZAE0sb29rV6vp+PjY4MfifJxzOjDRxHy2xgX8lHJZFKFQsFgEEkWibnEFRK/5LOazab11MIhQhlyFyHMkGsh90Lkxijqfr+vzz77zJh0rtHlvH0+nwqFghn7o6Mjk1Gfz2fGEKdVmm+v5OYcMQKpVGrh/Xv+/Lk9G87NycmJfD6f7t69q2w2a06r21C31Wppf39fiUTCSg5Q1DAd3f1jFg4O5Gg0MlhtfX1dn376qSqVir788kv1ej0r5SiVStre3lar1dL/+T//R2dnZ8rlcrp9+7YhJfRrJFJ/99131el09OzZM9MRGEYQlidPnujs7EyFQuH/zphjlzFAxIE3hYXmZ9wku5tY5t+vJp76/b6FZeQ88LBdy+73+42hVq/XbeO5kO5yIwMETrr0EPGqSFpSO8J3up4qz/I2vbHcZB4Xgb0j/+POq+HSEI3gJbqLZ5UuaaruXvMenJfb64l3Bfrgd4H+cCbwXl0yAefzbQlTN/rh39xk5qKRn5tEZV1936v/zh64ilu6bKJI4SjP7nrpbiTuygTfQxTAXrmUfM7VlV/2m8+gMNJl8eF8ue/ifv7bLvcZgVOR7at3F7lx7xgQNx41d5zndvurkT/gufk93pecDvfapepyTq6ecfOy7p5cjcTZf3cP3f99G2IOz+6SBngG/o69dZ/BRQBc9OFqkhzIns91ZRsZdu8f++2mAoicru4Vd9IlCZDSgLo/nU7n9BTfjwF0Szyus65tXOCTAze4D0ZkwkPAxiKsxYC41DZJNoNlMplof39f7XbbWh7EYjFtbm5aQRWJ12KxaIbB5ZUztEqSYe6SLGmK8Ts6OtLBwYGq1ap5HZlMxjzDZDKp09NTffHFF/J6vVpdXbVeWXTJXWQBi8RiMZVKJRsBS1U9lF0wZYZzMSeES0PvtE6nYx0J3F5kJJzdwUiFQkErKyumwPr9viqVirFMrrazoHiQSwJ5A1iRZ6FYDO99MplYoR5/8vm8zanAS15kwTYi14N8kBDGI+OykuA/OzuzZDQ1UpATlpaWrOdXNptVt9vVkydP9OzZMy0tLRlRhVY7kszTLpVK8ng8NqgM3Bqowe/3a39/X4eHh5IuoUy34zGRZD6fN9IEipm9evTokQqFwhxNeNHFeaGoKbobDofa29tTq9XS3bt3tbGxYUoLmnqlUrEcCnkRVxkih0SUvV7PPPXZbGY905LJpOLxuEXWk8nEyhrOzs5sDo90meelTQ45W9cxcgcQTqdTPXjwQLdu3bKuEihj6SLnRGufRdadO3c0m80s95ZKpWzY4enpqV69eqX19XXdunVLPp/P2h2lUim9++67VkLh8XhsDDF3nrEKRPluM93JZKLT01Mj8iDPs9nMIH6gt+fPn1vKIhaLqV6v6+TkZK5XHLC/e1+KxeJcnRryDCxLt2VSFddZ1zYufAmQEYljn89nngb5D/7N/eN6FxgYcjOBQGBuGBBKzK0AZkqki1USseA1YdgI53lulxpLvUa1WrUGffl83qbg0YIcRZvL5ZTL5XR0dGQMnkUWeSfqcoBePB7PHCOMxCAKCMPA++INuV4LF43zIeylxQZJYTxoLuzVgkcwbyZdYiCuFlwR3RBN4UmR5HUjGkJ8t3BukeXi0p1OR5FIRJlMRj7fRRNSFBA5maWlJfn9Fy3eYT25ni0GhsFOYNFffvmlTk5ONJ1OLYlKotX1MjEMsOFgf9GnLB6PG9wFi4hCSRiMeLdXRxHgwUPzXllZMSbkoopRuuzPxl5CPUVWyuWyNYIksuN5qcWh1sKlLnMniXLcwWbQ+I+Pj9XtdlUsFg1qo94F1IEGmV6v18ZskNx3i3nJTfBs1GRIlw6rz+ezc3TLEd5GBsmpQVHnrCeTiQ4PD1WtVrW6uqpMJqPpdGp7QNuaZrNpxgV4EJkin8T7uOUG7A0UcurMkBuMCUQfYHIq/M/Pz+fqsIA5WdFoVIVCQdFo1JwINyVAIDGdTuca6v5d69rGhdYteDuEV1zYYPBiboU7hQ5FSl6F4ioa+xFh1Go1LS0tWXK11WpZTobPwOK+fv16bnbE+vq6Hjx4YONkPR6PbTpCDJechD0WH8oons/+/r5OTk7U7XbN48Ig4fUuynY6OjqSJBNKWE8+3+WIUZ53PB5b0SqeI5cQ2AFFwb5StOoafD4LrwhPZTa76O9GkaV0wXCp1+tm8KPRqBmEQCCg+/fvz7H/gErAyTHeGCKEkihTupzhvsh69uyZQTcrKyvKZrNmXCTZRD0YPNSrjEYj65/F/uAVVioVffXVV5Iu28Wsr69bsppGqzD3+H4gHS4+EBqJcfpA0VmZOgbkB1iXPCMLRU3ELF1Eoi9evDDG5NsYF8Ycux4zzK7NzU2brnh2dmbK2+PxWD7S7c/m3jecCabKknegs/hkMrE7TMJeujDQOJnkrXBq3GJM10tHD/A9GHccnlqtpr29PWOnobD5Tuj8iywIIRgVWtxI0sbGhtbW1myUuJsXBtaGrOT1es1pbjabFhkzxRIWHwxZyErpdFqBQMCiaKBJnEHYjzByac46m83MiXcdHNZkMtHBwYH8fr/pcHQfeVye2e0e8netaxsXKsgZedpsNnV8fDyHM1LUxIXHYuOB8CKnp6cmmCxax/t8PusTBYMKyII+Vp1OR8fHxwoGg/re976nTz75RK9evdKvf/1rzWYzO4R6va5Go2G9eTwej9FFGbYDDEGFcLPZVDqd1q1bt+T1eq0pJxHBoovq8aWlJUueopypsid6CwQCNo+8XC7r/PzclCM4KnUcTOi72rCR2iBJZowSiYQZbC4BhX+Hh4fqdDrWzTWRSKhSqejs7MxGHYRCIUvuAanhUXJ5wuGw0ZklzV0EN4/xpuvLL7+U13sxvXNra8sIHERI0LDD4bCazaaeP3+ufr9vvZqIyqDKEtUcHBxYFBMOh3Xv3j2trKxYOxmUKFEzCo/xEj6fz4wruRaMHC3feS7XuFSrVX355ZdzVGeiUZQ9MO7Ozs7C++auFy9eyOPxaHl52TxVGmPeuXPHqPmHh4dGKvF4PNZrjQjb4/EY45F8aywW08bGhsGIROLQqIlUcKpcJxB6OzU2sAyJNIjYYJyh/JAzcpM+n8+gcZeJBcGH8oZF86aUXuTzedOBKOWPP/5YpVJpzpi5ZCbOnTY6RBmvXr3Sy5cvlc1m9fHHHxuUBSSFM0xNG5AW0CbnUygUJMmeh2FpyB9RvYvyuEQIaOrkfSORiNLptMLhi1EndB14k87mb5zQlzR3OO4XudDD1X+7+llu4slNaKJApfkeYy4040JsJO3dpCe/4z6DmyBzk6Xu97mJWvc9ryb2F1kIwtVk3dVnc/+O74e5dfV3/qZ19d84F/fZ+XzgGvfz3d93yQdXq5vd83XP6up7u2ew6HJzdVfl5aqcXD0399/cn3fpwsg3BtrtsfVtz805uu/u/nG/92/6/asklKtJdZdgcpUmvugeXo28eV6XcMG+uQlrSb+zH65OuPrvf9ueXP1591kgE7i/92165+qesVzY/SqBiM9YdB/RNzwnewVxCbjQfa5vk3/eiWcFBvs2eXGf231n/vfbZPvbzuLq73/b3rh6wtUVfP6bEks8s7eJs2/WzbpZN+tm3axvWW/nCt2sm3WzbtbNulnfsm6My826WTfrZt2s73zdGJebdbNu1s26Wd/5ujEuN+tm3aybdbO+83VjXG7WzbpZN+tmfefrxrjcrJt1s27WzfrO141xuVk362bdrJv1na8b43KzbtbNulk36ztfN8blZt2sm3WzbtZ3vm6My826WTfrZt2s73zdGJebdbNu1s26Wd/5ujEuN+tm3aybdbO+83VjXG7WzbpZN+tmfefr2i33/+E//IeSNDf0iAFVLNpO0+Z5Mpno2bNnOjw81N27d/X//D//jzwej168eKF6va5ms6lGo6FoNKqNjQ2badLr9RSNRudmO0wmE5VKJS0vL+vs7EyfffaZ+v2+1tfXlc1mbb5Hv9/X06dPVa/X9ezZM7169UpbW1v6B//gHygWi+nk5ESNRkPNZlOVSsVmQfj9ft27d09bW1s6OzvT48ePFY1G9S/+xb/Qhx9+qN/+9rf6y7/8S02nU/2X//Jf3nij7969K+liWFEul1MoFFIqlZLf71c+n1ckEtH5+bkNaqK9d6FQUCqVUqPRsFk0zA85PT21Eaarq6sKBoM2ZY7547PZzCbL0b691Wppd3dXs9lMH330kTY2NtRut1WtVm3mBPNm+D1moOfzecXjcWvP3el09OrVK/V6Pd2+fVvr6+s2CMnr9WplZUWpVEqDwUD9fl+z2Uz/4T/8hzfev3/7b/+tvF6vEomEotGoXrx4oT/90z/VaDTSxsaGUqmUotGoDQZjvnulUlGr1VIul7MZPc1mU4PBwPY7nU7rgw8+UDgc1suXL3V6eqpYLGb7kEgkFAgEdHR0pKOjI52fn+urr76S1+vVv/pX/0q///u/r52dHX355ZeaTCY224Y5Gp1OR6enp5rNZlpdXVU6nVar1VKz2bSW6wxmYrLmixcvFI1G9S//5b/Uhx9+qC+++EJ/9Vd/pfF4rP/xP/7HG++fJP23//bfNB6P9dlnn+nrr7+2aZ7hcFjb29tKpVJ6+vSpHj9+rFAoZAOx9vf3dXZ2Zq3bg8Gg1tfXlUgkdHJyoqOjI/n9fiUSCQWDQZvG2G63VS6XbVTGbDZTuVxWuVxWKBSyscW8PysYDGp5eVnhcFjHx8c6OzuTdDnygom1kUhE0WjU/t7n8+n999/XvXv31G63dXR0JK/Xqzt37qhQKOj8/NymU/7n//yf33j//sk/+Sf2HMy0OTk5USgU0o9+9CNtbGxod3dXL1++tDkq0sWQsW63q36/r2azOXfWP/jBD/SjH/1IjUZDjx8/VqvVsvlB3OFgMKhSqaRYLGYjiLnLDLNrNpv69NNP9Y/+0T9Sv9/Xn/3Zn9kYdwYvLi0tmfwzXfTs7MxGBkhSJpOxwWLBYFDxeFw//vGPtbm5qdevX+vp06eaTCb69//+3/+d+3Vt48JwKoZ/MSAKI8KUx3K5bAOUmE7H8CkOtlwuq91uq1gs6r333rPJfszW8Pv9mkwmNnAKA8ZGMxCLcZ6MGmWw197enqrVqqLRqD7++GMVi0VTFOFwWIPBwGZl9Ho9nZ+fazwea2lpyYaCMbf+6dOnOj8/txnWi85zQenlcjmVSiX1+32Vy2W7XOFwWI1Gw6bdSbKJckzlYwY6yisSidgsd5Qpz8egJZ/PZ+/OMKp0Oq1cLidJKhQKNlyIccUYr3q9rna7bYIsXUx4ZG+ZSIozweVpt9tmCJlIOBwONRgMFp6kuLm5abLAgKSPPvrIRumGQiEbEOX3+xWLxUwR5nI5m7bHmNjJZKLl5WV98sknarVaevr0qYbDoVZWVvTRRx/Zu7hzZNhHBj5hdHd2djQYDLS2tmZTTZkLxIz4fD4vSTZ87OjoSK9fv7YJiz6fT7lcTqlUSolEQu+++658Pp9ev36ts7MzM2yLyp8k7ezs2HNns1mbndLr9fT111/bEDPGOrfbbRsyhWIKBAJ21kxBXV5etvceDod2b2ezmRKJhH3WeDzW5uamHj58aCONJ5OJisWiYrGYjep15zcxgI6xvsg4dyOTyWg4HOrk5ETD4VDHx8cKhUIaDAY20G13d9ecjGazubAMMsUS48IIchQzjmE+n7dhhD6fT3t7ezo7O1MikdDq6qo5fLPZTLlcTtFo1H4vGo0qnU7bML5Op2N74E5aZUrlcDi0QXfD4VDffPONTdUtl8vKZDI2TjkYDMrjuZgO2+121Wq1VKlUFIvF9PDhQyUSCZsyOxqNbGz9z3/+c3311Vdqt9tvtH/XNi7MpY/FYqaIotGoJJln0mg0bFQuFzubzSoUCtl4Y6b49Xo9PXjwQB988IEajYa+/vprDQYDG0XLtDQMGgPBsOb8NxFLrVZTrVZTtVrV0dGRarWa7t+/rzt37tiFZRxwIBCYG03LxEHmWHPRZ7OZdnd39fz587m51ossDEIqlVI2m1W1WtXBwYEpxHA4rG63azOqGc7DaFGv16tkMjk3HC2bzSoQCGgwGNio1OFwaDPYmVLJuFm8Hq/Xa2OVMbLBYNC8QM662WzaWFOMS6fTsTHJjGOVNCe0zWbTRviOx2NFIhET2EWVY7FYlCT1ej0NBgNls1ndu3dv7kwYGct+8+4ej0dnZ2c6PDy0/ZGkd999V7/3e79nUVC1WtWtW7d0//59cybYH0mKx+NKp9NmLInsjo6OlEgktLS0pNFoZE4UxiWRSGh7e1sej0dff/21KpWKTk5O9OzZM3k8HhuDTJQUjUaVy+U0nU71+vVr1Wo1tdttm8C46Do+PpZ0MYAqnU7PjSQ+PT39nfno7vz6SCRiI6IZnd3pdMxR6XQ6ajQaGg6HNqY8EomYceGzlpeXtbm5qfPzcxvhm06ntbS0NDcnnuckAmQirSQzVJxHp9PRYDBQq9WyqIg7IMkcDs5sURnEIcO4+P1++66zszPVajUFAgFls1lFo1Gtrq7K5/OZbonFYqZXuK+pVEqRSMTuFP+Ns35ycmL3lWgCdOjk5MQc02AwaPLS6XR0cnKiZrNpk0bRm5Ls3DEwRIrFYlGnp6cql8umU5jkyfsGAoFr79e1jQsz271er3ll7XbbvhSlR8TCHHWm/Emae1EUmzuX2ePxKBaL2djadrstSbaheOO9Xs9eEmHGsHW7XcXjcUlSPp9XoVBQMBi0ZwbmwSByuRnrmUgkTAlPJhM7yGAwOBcZvOnCMHg8HlNwfKY7Klian0jIO7LH7pS4aDRqn9Htdi1cdg0ws68Zz8uZ8HdXJ98RdSLIgUBg7tm4yJPJxJRDv9+3C4x3uby8bBAecN1V5fUmC6MBvNDr9SyqIpINBAJKJBKSZN4z+zAYDGx2PMYFhcPoWuBRZJLF32M8e73e3NhkIgD2gYmWiUTCnJpKpTI3uzyXy+nRo0f2mfzdxsaGfS/jbePxuN2Vt1mMy8bBcqcREhEybZD3BTIhwuYO4Si402RjsZh51ozRJaLmc3q9nt1T9AFeOPcRKBxZzufzplM4b5Qt+wRExHdyRziHSCRiI5MXnUSJYTg9PVW1WlUoFLLzZXw2d8bv96vT6di/MTI4EAjY3eediPbPz8/V7/fNWPR6PTUaDYPOJdnIdSJ2oh7Ogvu9vr6u8XhsY81BjDhbDPV0OlUikdBsNrNR9OFwWNPpVOFw2GSQz3gT5+baxgWFLckuSa/XMw86EokoEokol8tZSNXv9y0Cicfj9m+VSsUuMHgkglUoFJTJZNRoNHR6ejp3EP1+X8fHx+r1enYAnU5Hx8fHOj8/N9gjn8+rVCrp9u3bunfvnuGL4P5cDg5ibW1NHo9HGxsbKhQKqtfrqlQq5hW4kdKia2Vl5WLD/X61Wi0TDkmmzPFaUCRcSiIQ19gAIcbjcY3HY5XLZfX7fYMtwf4lWY7JNarMtgd247sikYiWl5cVj8fVaDQUi8WUSqW0tbUlr9erg4MD1et1nZ2dGazjenGZTEaZTEYrKyv2LuDk0t88+vrvWsfHx+bxEb0wz513iEajymazajQaevLkieHyoVBIoVDIlBTPEAqFzIG5ffu2+v2+QqHQnEwy9jgcDqvZbBr+T74RZQKMi1ILBAJaXV3VrVu3dHx8rM8++8wgH7/fr+3tbX3ve99To9HQX/3VX6nVaml7e1s/+MEPVK1W9ezZM43HYyWTSZs1PxwO3ypyef78uTwej9bW1lQoFObG2mJY3KieWe3kWty8Hbk9InoUIMqyXq8bYsG98Xq9ajQa6vf7c9FTuVzW/v6+oRDSxUz3Xq+n7e1tbW1tqdPp6PDwUIPBwKBJDOR4PDaH0DVoRP/FYlH5fF5HR0fmkCyy7ty5o9FopOfPn+vXv/61wVzhcFiFQkHpdNocu9FopHK5bEp6a2vLnhXnZjweW9RYq9X07Nkz9ft9LS8vK5PJqFar6eDgwHKqXq9X5XJZBwcHSiaTunfvngKBgEXZnEU0GtWnn36qRCKh8/NzlctldTod7e/vWw4KHbm5uWn3tFqtyufzKZlMmkwD5UciEYvAvnNYDGWEgsNTcK0Zh4kCG4/Hc1GK6124kQsekTtb2v1cXhKhcL1+PgPY5ttmPIONu+/gKhkMB5+HsOKN492/zQxzvouL7EYmLJ4DuMXdP37XFVAu1GAwsKjEjdK41HyGm6BHwLmQLs4NHIkB47/Ze9dzlWSQjjvDHjIBStr1chdZeO3Aa3wWz8bzuO9B/ox3cGfRoyyJxPx+v81Ab7fbc6QI9/z4b/aG90L2r8oIcjccDtXv9+1n4vG4IpGIhsOhotGoRqORRQ3sXyAQsGcGM38b44KxdGewI0t+v988VLxUl1ji9/s1nU4tn8R7cQbumeM8uTAM+zIej38nSrp676/KGP/mPit/MIjBYHAuGpBk7+JGNlfnw7/J6vV6Go1GlqPEeAIJuwgDDjjfCWzFvkuyZ+X+Xo1AQHLIufI7/Df7yr64+4DT48qkm69y95D7A4rikrL4w15zxtdZ1zYur169Mi+RUAwBQlH6fD5LHAPTgBeSyAQ+IESuVCqmKAg5T09PLeJxhQFhCQaDKhaL8ng8qtVqOj8/l9frValU0mAw0OHhofr9viV6gdNgaaRSKUmyw+92u5pOp9rb21O321W73dbx8bEmk4lSqZSCweB1t+lvXPv7+xbip9NpM2DSJQsmFospkUioWq3q+fPnarfb+uCDD7S8vGzJTgQBj69Wq6nf76ter1vEKF1EQzw7CcajoyMdHx9b/gY2VbvdVjqdVrFY1HA41Oeff67hcKhUKqV4PK5ms6kvv/xSo9HIvCRC61AopGKxaJFrp9OxaGcymej4+FjlclnValXn5+cL71+tVrP/diNIGGuuoQP6QDa56GdnZ5ZPi0aj2t/ftwgVhVir1SxPksvlTNESdYDxHx0dmZKNxWIqFAoGaXU6HcvFPH/+3Iy6z+fTycmJWq2W1tfXDX5YXV1VsVjUeDzWN998I6/Xq0wmo/F4rP39fXU6HQUCAZVKpbcyLnjWRMqQFiQZGwnixWg0smg3l8upWCzq4OBAT58+taiaz4xEIgaJTqdTVatV9ft9IwNIMpIAyh5j7PF4LI/l8Xh+JyI6OTkxg4ZxLhQKxljE0bx9+7YxrI6OjpTJZIwdeHx8rJcvX2owGBhct8j6n//zf8rn8+nBgwf64Q9/qN3dXf385z+fyzWnUillMhmNRiOdn59rMBio0+mo1+spnU6rVCr9DgKCHBUKBXOS2+22CoWC3n33XXOsp9OpisWiUqmUut2uyRaow9ramh48eCDpAhYGtkYHkzPiPGDMYgAlmW4E5QExwlEgz36ddW3jAk0VK8YLXY0y+BksOX+HAkTB40l2u925w8aTdCEV/hf4JhAIKBaLGW2z0+koHo8rkUiY5w/NuV6vmzcuyeiSMHTwaIDoUCSwtmBqvI3HI8mYW6lUyiIWmEh4WhAO2G8SapFIZC7yQxhgPbHXeHt4NPl8XuFw2KCVarU6lySFtVKv1y3BPxgMdHx8rHa7rc3NTSMCgAefn5+r3W4b/EXyGe97MBgY9oxX1mw21Wq13iikvrqIXMCzpcsokPcHLnS9aenCY+v3+6pUKsYkgzQC+4VzaLfb6vV6hqGTl3GZSzClhsOhnRcKDy8c5hJORSQSkcfjUbvdVqVSUSqVMmWZSqXMCJbLZTNW5BRGo9EcO3PRFYlEzOiSC8UBjMfjymazBn24kQWOyunpqVqt1ly+jvscCoVMTokcpUtHAGeUfAhnAztRkiliZJjz4Bn5nVAoZHkolCfQfKPRULvdViKRsDzn7u6uTk9PzQtfdD179kzBYFDf+9739PHHH0uSfvrTn9qe8Z7Q+KH8VioV+2/0D8bVNQ7A4ujAWCymu3fvajab6ejoyBy3eDxujmW3251L9kMqOT8/V7PZtPuCPLPIlQITcmdwEtE3kmyf0f3X3cNrG5dCoXDxC36/BoOBRSmwilyvGo/cxauxnJPJxLxEScZWSKfTZqFd1pjP5zNlQPgYjUa1srJiod/S0pKxnTqdjqrVqmKxmIrFonK5nDGzxuOxtra2lM1mFQwGlUwm7eK6kEEqldLq6qo8Ho8lr1FgixoYjAIMDS4FlzgUChktVLrI0WQyGbsgk8nEvGp+j72dzWZKJpOaTqfGfIMhB7uH2qH19XUFAgHz/MgrxWIxUwi5XE7JZFKbm5va3NxUo9EwYSThTag+Go10cHAwR9RoNpsql8vmvXPxMpnMQnsnyfJT0iUshXF1DQqhO5cNBQlhw4V/YOdFIhFT5i5Mdnx8rFgspjt37iiZTKrVaqndbpsSGAwGCoVCBgVTO8SFDYfDRrs9PT3VeDzW+vq6VldXFYvFzBkg8kL51et1cwTIT5ILeRvlSI5KkskZLDxqpnAYkQ0X0kbZYVxhOSIbIA71et1gWVhm3G+WCyPiGPGOJLLH47Hy+bzy+bzlTd33oBaJu9Xr9azcAFqtJIuqgBYXXT/60Y/sM16+fKnj42PTCS6pCb1VKpXmoNh8Pm+UbpS/C+fhmHS7XUN+cJJwBpH1eDyu7e1t01/kvIDaqJehbqVer2t3d9d0YC6Xs+iFSBlWIHAfzgP63A0YrrOubVwIyUl2hsNh8ziq1ap5JXh6kuZohHD9J5OJ9vb2zJI3m00lk0mlUikFAgFLsOJhkcxKJBI6PT3V2dmZYrGY1tbWzNsCsvD5fLap9Xrd6HWtVks7Ozvq9/vKZrO2kdQrUK8BEymTyeiDDz6Q3+/Xzs6OQU+wehZZHBa8dZ6XPcJL5TvW19c1nU6NKw+V22WA4MFRwCZJJycnqtfrSqfTVqTmwjckQmOxmCk0jCweabFYtKTz7du3dX5+bonYdDptipW6hqOjI41GI8Xj8bl6BRS/dMGWW1paWlg5uuE6Dgz0VpeOjJdG5OTmgLj0wELD4VDValW5XE65XE7xeNxwdRySTCajP/iDP9CtW7d0cnJi9RTJZNIUGnmaly9fzsGd77zzjh4+fKijoyNLRt++fVv5fF6tVkvVatXqQsC8Xcxdkj0zcPTb5P2ATMmp5fN53b59W+PxWL/61a90dHQ0hwC4ZAUIKO+8846Gw6HOzs7U7XYVi8UsAtzd3Z2LanAMMd549OyPJDPGOC5+v1/dblfHx8fq9/taWlrS3bt3rYYNduhwOFQ4HFY+n7ccI4SWeDyuYDBoCAjRqquzFll/9Ed/ZHD0kydPtL+/b8YFo0L+0e/3G7uMe1YoFLS8vGwOWaVSsYjPZaS2221zcogWXFLHYDBQIpHQ/fv3zfhA/QYRajabqtVqVlxcLpf18uVLg7sTiYQ6nY5qtdqcjv0244Ij8aZ1Qtc2LsBXHKSbkHa5z24ijlAYxeXmPWKxmAlbMBhUs9k0fA9MFqsejUYVjUaVTCatKI+w3g3zUdTAQSjQcDistbU1E0hCPC4qyTbCcVhJHo/HIgEoqIvCOnhusM/wsoENXJr0aDSyyM6FvFzo0aUa879AGECIKF2iDH7OTdri4bu0ZP693W5rZ2dH3W7XFDaRnEvlJiKVLkkH/K9LocYJWGRxLsidi9m7nSIwglx6lDIFaXwW+0D1faPR0GAwMC+QqBAj5Saw3ZxBLBabI6gQ2RItAXuQmCXScUkdRI18B9/PWaB0UTZvuyKRyBzbEvKKyxYDAoT5RDTinit7Q04EaNWNFt3kMtE55AXYjLDHXIgsl8tZzgbDC6yHp9/r9XRwcGDyBeTG/UZmXF30Jp731cUe8PycC8+GYZFkP0cEx35z73HC+AwXsovH4wqHw4pEIqYHoNvDisSx4fPZO5zH9fV1xeNxc8rIvcJAJKJ00xqQMehg4RI/uOv/V+pcdnd37SHxaqRLHjmKGC+My42nXq/XdXh4qGAwqJWVFeVyORPmSqWi3/72t2q328bCiEQiSiaTisViyufzSqVSBle5+QI21y2q/OSTTyxZXa1WtbS0pH/2z/6ZJpOJXr9+rUqlYgVe7gKHHw6H+vWvf63RaGTKijqNRY3L+++/b1g8rDVJpmTwwDHGkAyazaYVYrHf0WjUFISbgyDqWF5eNmiBZGcymVSv1zMPETgNIUfoubyS9PjxY33zzTfK5/N67733lEqldHx8bLRHPKj3339fiURCL1680N7enjkQ0mUtTrPZ1MHBwUJ7J10YDdeRoOBQuoiKgsGgTk9P9cUXX9h++v1+PXjwQHfv3tXp6amePHlinh/Pvry8rHa7rd/+9rcajUZ67733rJ0MzgCtRIB/uZCQA+LxuMGdeKyBQEDn5+dGDNna2pJ06YhhnP1+v9bX1xUMBlWtVu3MiB4wRiRo3ybvxx1ZW1vT2tqayuWynj17ZsaF6LJUKpnSky7IFLu7u1YRj2EGAj07O1MwGNTa2pop+On0ogsAigxnEqUYi8V0+/Zteb1ea6MSjUaNIp1KpSxKgQhSLBbnPOnd3V39xV/8heLxuD755BOT8XK5bNGpJMvHUbW/6Pr5z38ur/eipVGhUFAymbQIli4DOE/D4dCiWkgIiUTCjOj29rZFuRhXDF86nTaHmi4JmUzG9GIkElGz2TSSAo7m0tKSHj58qNlsZvDly5cvtbu7q1wup5/85CfyeDxWrOnuBdD/zs6ODg8PFY/Htby8PMcmw7Bd10G8tnHBgrpVmihal+4JVdRNBqE0weoJE8H4uLTg2XhFbssDjBqXTbr0kll4TSQ+SSDTm2cymejo6GjO80ZhuVaZJPRwOLSQ/W3bl1AnRGEV8AeeFXvMc/E9CCCeA+/pUjFdyiDenksTZy9dyObbPsttqyPJEvh40XwXi5AdD4nkNj+LbEBjfds6DfYJWXPzVRhEIl+XvQgkgqfmyjJRDSwlDCO/R1TrVvbzjkRNFA5DNkERQMggOiGn6NLSeX5XxilGdhW8x+N5q5yfdElFdfM3QMFEr0QaLs6PswM8x325SjXGe3cjDd6JPy61FaiHz3Gd1kQiYYxR8qFu+xccNRhROGwuZdm9M0QyLgLwpguiA7kNzg5njTvG94OEuPReolxkBhicOw8jF2afK+foSzpEEDmiB/h3ZGg0GlldFqkJNw/Gs2MsMNw4SehTl+p8tZ/k37aubVw++OADSfMKELiGsJdoAqvNSxUKBUuGDgYDffHFF+YBrK2tqd/va2VlRcViUVtbWyoWiwaHAaG5UBChL1DLaDQyL4JeT8B4tF2h+aXf71cymVSj0dDOzo4VOLlYLMJCcrXf7yuZTFoh0yILWt/S0pISiYQqlYpevXplCgMjQI4KAXYbVgLhoCxR6ihb18DDHOFyoyDq9bphtyg7ICDYTtKFoN26dcvyOXw3UacLMVBMSRKaz8ODJVqiEekia21tzcJ2kp3kDmArpVIpffDBB8aAm81mqtfr+uabbzSdTlUoFIyWGQgEVK/XrWr5+9//vvx+vzVddOXNdXgymYwGg4G9q3RZhwXswTNGIhHdvn3bnBU38UthK7Lh8/kshwXEJMn68EmLF6CyKJJ7/vy5qtWqRWGhUEjZbNai2J2dHYMMXbowZA4XYl1aWtL29rZ9Bz+LTmB/Wq2W/X+wfd6pVCqZYUMpn52dzeUAecbpdKrDw0PV63XFYjHLPwJ7hsNh6w4BalIqlRQOh60F0KJrfX1d0sXdODg40Gw2071798z5GI/HRsbAgHD3gDtJ8EO2gRQjyZT/1taWlpaW5gg7OJjAmNPpVBsbG5pOp+YA9/t97e3tSbps3TMeX7TcYa+lyzxePp/X/fv3zckZDodKp9O6deuWRbGz2cxaEMEKve66tnHZ3t42mAs2Q6VSmWM8wSxwOdIkzrHitHrg5d1WLX6/X3fu3NHa2toc1RGrjldFDofCNCAO8g0nJyeqVqvKZrPK5XKWywEqiUajOjk50e7urqLRqIrF4lx7G7wAvKDBYGB5m6sc9esuivJSqZQJKRW5RBkuuy6fzxvsQKPIq2ynqwYBL5P3hK7tJuba7bZFEvw9n4V3jQOxsrIyl9zFm+VnhsOhOp2Onj59aq2AJJkBlGRMM7zeRVehULBLTFRJFIZSymQyyufzhsXzvs1mU+l0WsvLy6akQqGQnjx5op2dHaVSKd27d89ootA22VscALxTEq5g+1xa2IZ4o8lkUvl83i4/tHIiRJcMwMJ7JVI6ODjQ+fm59aR7m5wLZ0Q9D4Y5HA4rnU4rmUzq6OhIp6enpghxeFzqr3SpoNLptLa3tzUYDKwDciqVsnwnsg0Rg07GREWSjGCDU0pZQKfTUT6fN8OHssNJJY8BiYi2UJB8KpWKPWOxWNRoNNLh4eHCRhoZrFarqlarSqVS5vQcHBxYGxdgQnJWRExuLz6gwsFgoHa7bU5MKBTS8vKysWGh+B8cHJhh6XQ6ikajRpAhOplMJjo9PTXWKeeHUcYZJBpKp9NaX183ZwwmLt3F3Qaa1WrVWJLfeeTiCglRSTqdliSjdEKZDAQCRqEdjUaWr1lZWdFkMlE+n9dgMND6+rrlXtwEdaPRUCKRMAXrJpHBhwkvE4mEKVGKlrgMeK5sKEJFm5L19XX7vn6/b4c7m83MqyiVSkqlUioUCqZ8F1kY26OjI8OFETSggFgspmQyOcd/J0mfTqetA6urzMB0MY54ScFg0Fpnsz80pJMuC1LZc0nWMwvjRfGjW/NBJARbDO+XhZPB+2LM+bdF1/7+vkWsbsUyewSbBUgG40qy2ee7aGuB900ty/LyshKJhOHcQDnRaNQw8lqtNtcNgTzAeDw2OAsF4hIMqJdycXUgRqIgtzUR8jeZXDSBJScGZo/TtegCmoERBqTH3cMAIgMUx6LoiRCBwDCm5XLZzuEqVEvCGyfRhYza7bbpCBLKLsnBletut6u9vT1ja1HCsLW1NUcxvgojufD4YDCw4uFFFtEquTES8rPZTOfn51YDBKRKc1dqb/h7v9+vSqWiSqUy18OQPCqfSRNY7hftinBeyLcA6bvQYzKZtHfHGLtdvmezi4L1/f19MzTJZNKcdaBav99vOTjq2q4tb9f9QbDsdruter1uHvhoNNLXX39tVfJY5NXVVfn9fn399df65ptvdOfOHf3oRz8yrNfNuQSDQUugHh8f6+joSNvb29ZVlARypVKxSwfOm81mFY/HdX5+bi3FOSQSqi5slEwmFY/Htba2pmw2q1arpW+++UbtdlsrKysWooOJFgoFiyjehiMPhe/s7MwuMJg6h5jNZq0aH0PAoa6srOidd96Rx+PR6empMa/w4GDQAclgnKlp8fl8Ojg4MO8VRZpIJBQOh1WtVnV4eCi//6LKOBwOq9fraW9vz84HpyEcDqvVapnSRaki6C4RgZ938weLrF//+tdzydTpdKpUKqXxeKxKpWKQH41Lb926NdedIRAIWE3Hq1ev1Gg0lEql9M477ygSiWhpackKTpFhIDAuXLvdNqr7y5cvNZlMzNMjknON+vPnz/X69es55pVLdNjY2FC1WtX+/r6azaYVYo7HY+uGi/G7ffu2Hj58+FYGmuiTsQ+JREKlUknT6VQ7Ozt2z3DaHjx4oEQioV/96lc6PDy06AkIMhAIqNVq6fXr12aMiCQkzbHiMFy0tCGX4rI2XSYeDET+rV6v22gDFHI6ndZHH31kJRJuMTJ5K6r8iRoLhcLCDiJ1TBiXaDRqyp/iYrpsEBVEo1Ht7e1pNBpZV+TxeGzdsVOplDW1JOIDNanVatrb27M+dYlEwkhTw+HQIm1QAXQK0U8oFNLjx491dHSkRqOhg4MDS1uMx2MdHx9rZ2dHmUxGf/RHf6RisahKpaJ6vW6Ubq/Xq/v372tzc3OO0Xad9UaRi0tFdhNWLkWW5dapQMN0H8xNauKtuPAOITXfCTTheiZ8n9tXyn0OPBqXnsjf42HhMeA9uFRaYCC8TRLBiyyiPTc5Bv7OfnKxUNBXk7/kSdwqfbwQN2kKpAjEB0UWj5SwFzzXvfj8PCE02LlrCKlSx2OCSsv38MxX6cMYn0UW+DmKRdKc3OHtuWww6Xd7e+ERUu3sOg5XKdksN2JzKciTycQcA97XPTuXPMAzI4cY+OFwqEgkMtdig7Pm+1xs/m3yLlCFOWegGzxjIFX+P+/NvnBnrho4l1By9f8DrxG5uFRi7hk5BPfOu7Ru7rNLooA84dKQr+oK/iAD/PzboA88B84C8s5+YlBdyj/PyJ+r1Par5Bz3Hrtn5aINvC9oDg09XcLTVWPgPiswXCwWM2ad1+s1w0+uiPsB1d5luv5d69rGBc8bJdzpdPTs2TNJFxDL8vKytUHAg45EInr33Xf16aefGiYLxjwcDpXP563jJnkCj8djNMSnT59KupzfAFQB1EJyr1qtKh6Pa2NjQ5PJxFqVFAoFFYtF1et1vXr1yg4yEonYlDy/369PP/1UwWBQJycnNnOGZDFwGAppUbYOHUkLhYJFFHhWzNLAg3aNGIyZw8NDm+6IgnELxghj4/G4CZp0ETqfnJxYDceHH36oZDJpSdif/exnev78uZaXl3Xnzh2rqu92uwqFQnrvvfdM4XLOyWRybsodHs7Ozo6Ojo5MgIl0aRdDNLjIgors4r4YZyiaJFQ7nY5evHhhsgM0xgKapA6GfUOmKKQEfqA4FKO8srKid999d+7y93o9q+MCfiD/4FLLO52OwRAbGxvKZrOWF0LhwKzk/QKBgBViStLf//t/f6E9hJBC7osyAnB1hsM1m02DlclZrK2tmTKSZG2V6OSAInPPBgYidTKDwcCiysFgoEqlol6vp9evX+v8/FzJZFKFQkGTycSgQgYNhsNh3b9/357b6/Va3tTr9Vp9x6tXr7S/v69wOGzEDDf/gIO2yCJPtbm5qWKxaNTm6XRq30VkgfGDfk1vRcg5kixShhqMgaHDQCgUsvQCnYrd2hnyOc+fP9fR0ZF1lQZ6I19DS32KxkulkpLJpKFQwMiNRkOvX7/WixcvlE6njZRCKQjDDK/r4FzbuJADIHpAYICmIpGIeZV4D0A9a2trOjs709OnT9Xr9UxwsJ54k27SeDK5bGHuMr1oxojnSO8eDgL4DKYYFcQulEZegFEAbDZDdoBAwC6DwcvZCm9DYwQ7R5AYokVbGCAmDBheMLUvFHZeFUSMJp4N0ASeHFAZleipVMoKqmjCyCwbqutpHUGVMfvPZLt+v29wG61TXIIHioboFuhs0UXFMEYPj4ro2I0gMDKz2cza8weDQUt8wgBE6bhMPRL1EDmIUvx+v71LKBSyXCEML0kGOfB35O44B9fzo1mjz3dRK+P3+w3uYL/dSICeZG+zksmkJBmzE8PFvaYehPd3lSBODN463jLV3uTZMC44JK53T8QOSYQzajabNgaahp3kcMkLubU/GPRarWZNVCEF9Ho9nZ2dWdfpq5GTu69vulx5WF5eti4j0+nUWGuu7HF2LjHInWlEFEeuzUVW2GtXJwLXu6O8x+OxMUqB/nDqJFmejyh1NpuZg0ve1B1l0mg0LJ+YzWYtR060+SbR8xsPC2u323ZBqP4EWkHx8SB45eCr2WzWQuBut6tSqWQeNAoIuIaNJanJZSAJyFS+SCSijY0NRaNRE3iiDLxEEmrSZb0OFpl+Umwa70QXXi4cArzocqvvucBU2MKekWR9uoCvUHx4s8FgULdu3bKuw3iPCCiYfSAQMCiOljf1el1fffWVEomEGbtkMqn33ntP6XRatVrNktR4jG71OJAc+0whJcWRGByaVHLmGEAmIS6y6G3HBQFyQ+HjMOTzeQ2HQ9VqNaOo+/1+LS0t6f79+2YkW62W1SVAxw0ELmZjHB0dWREvVOxAIGDv3Ol09Pr1a0myIkr6qfHv5NVQjrRPgvHD3BhGzbp5IQZGeb1eM2ww+t5mARXimLRaLT158sTk/v79+6pUKjo/PzdGJaiB21yT4uJut2t5L6JKFCRNPdPptLG/INg8efLEnKtQKKTbt29bnRTnQAQPs405ReiayWRis3283os5J9RhbG1tGcTk5m1cUs8iiw7Ffr/flDF6CAiJPBk5Tr6bLthEx3S6jkQiVk6AswxDkL3ESJOgJ7Lc2NiQx+PR/fv3rcB1dXXV9gGnnbZRUKNxznAE+/2+Xrx4Yc7L9va2RXnNZtNGJmPcrrveaFgYm0Liki/Cy5BkODaK6Pj4WIeHh8rn87p165YdBBDLnTt3jDrK55LUotaETaZnGB4gsBWtqmGyYVxarZZdZii4LhWQxDBwBpfM9XQwBqFQyDoRLLJIlF41Lnj+0WhUjUZDu7u7isViunXr1lwrc94hFovp0aNHWl5eVrlc1vn5udUNkExGCXS7XVNYoVBIx8fH+uKLLxSLxezCFotFra6uWsNPir6CwaAZGNdbcTFePHWKBUn44wFJ0vLysrLZrCqVitEkF1nFYtGMipvLwUsjwV8oFIxlg1JMJBLa2NjQO++8Y4by/Px8jhoK64s94qIGg0GLlpDFcrlsHRw+/vhjbW1tWaU6BpfngQEIjR2F3e12zfPGuKyvr9vYCLoPuHmhtzUurgOIcdnZ2VEwGNT9+/eVy+WM1AG5BrZQNpu1XoD9ft8MY6FQMHYi1dvIOJAaaAKG4uTkRLlcTu+//749y8rKytx0UeT46OjI4HT62sHKwsBJlwWpjEpgnAdMQZdssijj7v3339d0OtX+/r7103OjNY/HY+MJIMMMh0NtbW2ZIUAvElFFo1FlMhmrBQIuZP9w1PnD3kJ6iEQimk6nWlpaMrr9eDy2cg+YjZByuNtXjcuTJ090fHysu3fv6t69e+p2uyqXy3aXpIv+kjBsr7OubVzchpJuRbJ02auIUFi6TOay2CigAsJuwjI8UDwDPBPpcuwv/HKX8kiYibLm4ICc8LiBIIDDGo2GdVlF8IAH3GgBvJ4GcIsaF2jbHo/HoBrosFyQcDis9fV1C3d5NzdB6OL7KHRor26CEMNIkRVty6kedxOPQEvJZNK8J4wIn0G0ipGEoeVWCLtJSLxMN4lPQnORRWTHe7rQi0uPdSEAfsY1tnjDLnwjXXaSwEADzQL/AuES7fC7JECB2YBj2Q/OGQ+b/8aouFEKSVQUIJEOfe2ujqd408WeAJW67d7ZSxc+kS5rp4h6wP6BIIGrcILcnCAGir0nSQ9M5LbS4fzo4EGdD0afiMbr9VoVOQ4t5+vKl0vGYfHui95h9or7Il2yaF0YkAJRaN5E0olEQktLS1YMyTNxDiTiUfq8F8xa7haQ98HBgRUDQ8rh3Vwdwd+B2pyenhq7l4gJJwCUAaRkOp3OMQCv6vW/bV3buBweHpq1XF5etgSg13tRC+I2W+t2u9YhFYvLHAJJ1vJ+OBxqd3fXrDab6lJjKdTD+6Eyd2VlxXjfeEvU2RQKBcsDER66Qn18fKy9vT09efLEIigwU1qEgEnu7+/bCFpoyYssev7U63UdHx/b83JZYrGYvve97+nHP/6xqtWqfvrTn1reg8sL5nx8fKxqtWozK/DwpMvqZ+oxyF2hOD766CMzHC4DiNzYcHgxh4SxskdHR6ZAkAOSmNC+V1dX7TvpvszMb/BylM6ixoVCMHq8ASkEg0Er9nQZSQxs4l1pOY7C5qJxaSBrZLNZ3b592yIcPLh+/2L8LF1tYRhSs1Qul1WpVBQMBvXo0SMlk0m7xMCTkixKOTk5sajhzp07isVilmDF0x6PL4aF4Ry8Tfsh6bI3FwPc3HwVDhujCVAu7NdwOLRq/F6vZ/cim83q1q1bcyxFdMGTJ0/0p3/6p7av3EWMLsoRtlIul9Pq6qoVO1J8Op1OrXHtZDKx8b9u5wIcNIo0gbFdmaOodtE9dL9jaWnJiiYl2ZnRqR0HqN/v6/DwUK9evdJ7772n3//93zeHBqipXq/PFR4TTYPGULOFoQ2Hw6rX6/rjP/5jDYdDKzL1+XxWHsIZk8vm/UejkZ48eaKzszNtbGxYh4FHjx5ZTgjKfa1W02w209LSkjl3GPTrrDcac8ymYBgIOd2L7lJsSTq54SAeH1EMEIJ0SZ1DEVFjALSFB4eHR5iI9WcUAJ+PsWCRPESxdzodq/h3vWFJZmSgt7p03kUWFcsofJe6i2fIxcQDvkrtxZtBSPCQYSPhNaP4riZmKRTkffkOvD6SrygKosHpdGoQEh43EQLePv+OnLg95Fwv+G0WGDrfwXnBFmNfpMtO0G4Sl39zoxb3XflvYEgS9dCYiSpcSjxyh+eI3KGw+VwcLaJBFB29uphj4tKAkT0ILSidRRd7RnTKXcGzxQN3k7euwUY2XDLF1agV75oSAOpP3Po23g0CEBGJdNnY0/0etxyASMo9a87SjZDdu/xtdNxFlkvDRcexL648urVMQHFEbm5n56s0Zd77KoX4amTEPa3VahYRSzJEBNl1uylczZfBzkOfkusmEne/n3siXdLtr7PeKOfChzPh8fDwUIHA5fjVvb09HR4eGq7rhtmNRsO6ilL5S6IS2MoNrSnUCgYv27zT8ZeNwrjhIVChTUWuW+V+VXHm83m988478vkuWrIQvoJnwj7a2tpSqVRSNBq1av9FFlBDPp+fa5lNNDUej/XixQtLjmazWWNrwM5hSBLFUxgIkoBQqDOZjCX+8EDduiTCci4/zwcLBeFhfAH7TTRUr9dVKpW0trZmkyhDoZApTlcp4X2SGF40cqHbMlP9KPTkQsD0Ozg4UDgctmFrRHIwntiDVqulfD5vnV+Pj48NsgRKxVMGIqUAF4MCvIV8UZjK5cTLg0l1FTYkSQ0MxJ6zb8C60+lUKysr2traWti5kS4qzFHOfD8wF22ZIMmQXHcVcaPR0C9+8Qsj2dy5c0f9fl+fffaZtSzCcEynU5XLZSsrIN9WLBbnii1hjU0mF5X3btGpGw1Mp1OdnZ1Z7hHFSfRVKpUMyWi3279TqwU13nU233RBXOF+TCYTcxox/C6ETASXTqct50vzSxwSlDr1ZcCFEG6AwnEEmdPS6XSMrkxeBHnEuEFYgmbMTCuXWbu/v2/sx0gkolKppHw+b6QB0gwYF5ft9netN2aLYYUZduT3+w2PPT8/15dffmkT6wjlCOOePn1qwkIzSi4brBiXZoq3w8ulUimztky9QwCJRPDKgBVYrhcDb5zPx8BR4c2BuKwLPn9RrwehZowAUcFoNLJhZMfHxzbo6/3331csFlO1Wp0zmuyHJDMuVPTDJpNk2D6/R36GaMPta0UNDL2a/l/2/qS58SxL84MfTARAEDMBgjOdPoYPMUdWVsnK3upWWctMu15oI30QLbXRJ9B30F5mUi9aapOqW6XMyozMGH0eSOcMECNBghOmd0H9Dg+YUSo6GL3za0YLD3cSBO7/3jM8z3POKRQK5lxpBsqFhltAQos0kgvsyXZgLAzth+C1VxeGjw7aQClkmOfnF4O/NjY2bH56NpvVzMyMDU1D8YVwgUrq8/OLQWxE6GDccBQIVyBDCURwMN1u17oo4PR9bY1Xt3HeeH3eP5kze0gEikPO5/N6+PDh2LCsJCPL4Q2QwXJ/fG8pPq8v/mu1Wtre3lY4fDFILp1Oq91u682bN1ZLgYEncOKOMTobZ+ZRBQQ4lDDEYjHdunXL6qeA2g8ODozfYj9xLrOzs5qamrKRGjwfSSPn8yaFvPV6/S9k1p57QW7ueV9kyuwzECmBGPtMhsOzPzk5MRSCZ47tJQviDpTLZWthheiHMRvUZwWDQRtm52vsqtWqpqambEwEewUUT9ZOkPOfBRZjU3z0RedOiErvsT/77DPl83lVKhW1Wi1NTU1Z+xIUOL4OZX9//y9St3q9bhAIm0zki0enYSXRD8R0KpUa6cuDsePB+eaaXglEMV0ul5N0YdTAnHGi4ywPyZDmku77WgCgLRwqRojUFE4qEokYn4LaTZI5aOmy/TjFVx6a4PU49OwbUQyZiO9wHQ6HNTc3Z9Lpra0tO4zMnqDYFiUefNlNR/SiFOKLuRaRSMSyIooWybLPzs60u7urcrmsZDKpmZkZBQIBzc/Pa2ZmZgQiZK9wut6AgOGTRYbDYSsEpKYlGo1agAR8w3OD0OVngX0xKkjlucQoe0AJUD7Ce467qHMho5UuO2/gWFGETU5OWgsR4FUgWL4fiBfDDewNLAWEw9nxUBdQpHQ5sTaVSo3MC+l0OuZMuK/dbtecjm/E6p8XgRH7S40OweK4y98r6VIiLF1mR5KM+yVQ9rwPcC3DA8PhsPUd4y6SNXoRA2eK7Ljb7VoxOsgLrfoJcEgAvDKVAJL3y+vjnHBI/g7gMIPB4AcpFj+oQp+oi427ffu2PVhkdNIF+fpf/9f/tRYXF/W//W//m3Z3dzUzM6Pf/OY3GgwGevv2rVqtlhX0NRoNra2tWSR4cnKiVqulSqWiQOByuA0fVLpUviwuLiqXy6lcLlu6T7NJ1DykyBgPpkvSgpxeUHTVTafTVu0PxwCRPO5ibzwXBdENzEV9iL8MfG6PIWMQIO6ImiSNFGUROQEFccg5NF6BRnU0TT3h1chaMJJIk9fX1/Xzzz9ramrKDnW9Xtf+/r6y2azu3LmjQCCgjY0NtVotxWIx61A9zpqbmzOnLMmyWOlytPPExIRBrh4u3N/f1/Lysr766iul02k9ePBAmUzG5saDTyMaYX47hp6pfnQBiMfj+uqrrxQKhSxKhwz1xXoEKpVKxYZyQb5SW0NgRbZzcnJiEn0+G00Onz9/fiMHPTc3Z1kIAQOiEoIbgq9SqaTHjx8rn89bkJFOp43bIqMmuo5EIiPcJLYCyAcjRtYmXWbeoVDIZPF37tzR2dmZXr9+rVarpXa7bU4MZ5TL5awPFnVZOC/qiryyyg8gvMmYY1RgnBfPT/k9pDsJ/RJBFxA2QSUwahiREl0GyHr5LNKlSouhiaA3oA7n5+dW60JQd3h4qM3NTW1vbyuZTGp+fn5kMqvP/OkcMDs7a/y4VzAy4O1Dmvde27n8EmFGZMaBJHPAMFH/QtTvJXceB/W/w39hCP2BJfrBMPP/RCqe+MOY8l59VCldjg6VZO8L8gvcVpKR054c/9CFgIEomUvmU17pktDz0Yonm6VLhRNRoq/U5+dxKkBGQDK8jm+j4qFBn9XwvrxD4gz4A+YhHPaSy8Sl+NCo5+oCy+dCsAc+2+VcSBqJzIm8+PL9x4iG+TcMBvtEVnl+fm7Zohd3cIbIquGmfL0QBpj9ANbwke5VMpj9A6IgW7yJcwHm4uxxvjyU6fcKzodgzMukuSfcOV83wbqaTXAHr5L3fO/VrOLqHfaGXJKdeyrjyTo9WuHFM2dnNxsTjT3ABqDiCgQCIzPvpUuejT3ASaAM853euauME8eJ+uJlfzexdZ526PV6I2IefjdObmpqypSlOA8CUQ+TIy7iDJDRklDwDK6zru1cgCWITogIer2e1tbWbObE7du3NTk5qf/4H/+jotGonj9/rt3dXTUaDat8Xl5eVqFQMHis1+tZIRGEH0VewDInJyfWMiMYDI6MW0VpxfQ2sgSK1eh/NBxe1Mq0Wi3D2z3xT++kRqOhP/3pTxoMBlpdXdXt27cN6xzXuRA1bm5uan9/X5lMRrlcTsFg0DgXbzj57+Hhofb390cUeVS9S5cXCKkuFfXtdtuyOYxCqVTS7OysRZQ+swPP7fV6VhPELBnvVFutlkX2dL4G0oHgPDs7s8pvsia6DI97uXEufL5YLGYRpG9UibPxaibfnqjVaunnn39WMBg02IWfCwQupgxS8AicSGaEk6R9OcV/FEtCXkM8A69yIY+OjvT8+XNtb29btkdQ4/mowWCgV69eKRQK2ftBdn4T4wgxTqeJ8/OLMcKSRhwqd4iz+vPPP+v9+/fK5/NaWVlRLBazwl8MpC/487UfQK4MyeOOYhx9VjMcDi2ThLfAEcbjceVyOQ2HQ21tbanRaCgajY70EwQq8vNxOMfYiQ/hDK4uBD0EcFNTU1a1//LlS2t/xBlhiF40GtWDBw90fn6uf//v/73JpEFfJNk9l2T3vNPpmGSctlEEBIlEwuwkzh0unLtwdnam1dVVg+D4Pa9evdLe3p7u3LmjW7dujShymb9EoIRdpaTAv+d/aV3buRB5k/Z7SSGaaLzjxMSE4cMUiuGZaR+eSqVGsgGiFghFP9fgKoEHWeZhIiIfMh3fIwnlD5EWn8cXi3GYESjQJHBlZWWkcGxc58JFHA6H1tOMy+yr730GIcmISd/t9Grlrv9c0qViBSGAj7iIQGiI59u40Mbf81OQoizPwfiKbJ7jxMRlHza/p/75jLPYD4wV6bqPTD02TBBE9AZngkH1P+MjQlqfY9DoVcVnxBHTEogiM/aXIIFMB/J0enraxCGHh4cjvdCQcWPYj46ODLItFouanp62qaM3cS6cX6Jdfy683J0zBeS3s7Ojt2/f6vT0VMVi0WCsTCZjqAXogSRzlp78hjPlDMBlsUcEk54/8xByJBKxqn1JRvzTWRpYElsBREW2GA5fNNuFExxnXZUi097GZ1U+c0FAUSwWlU6ntb+/r93dXfsebCVF5ci2c7mcZTDUdHk5MkgD/ApoES2PpMsZUYVCQSsrK5bZ8T69ItKrwXxZAzJx+EQPaV7rvF33G4lw/IPhz3R+RQEG5hcIBKy9CA+EqCeZTFokgTMJBoN2sUndkO/62gGkpqFQyMbAUoTl60Yg66XLQT+SbMIgEMGtW7cM66zVapKku3fv2kNst9s3jnrW1tYkybI0SDmvDPLcSrvdtugF5QgGisOGA6WQ0cMMg8FAb968USgU0pMnT5TNZkcw6Lm5OYXDYVUqFeviy8/v7+8rEAhYloeKhEh6amrKBBcTExNaWlqyoVI4NCYXspLJ5I3IaI/PAwOg8JqYmFA+nzcYiv/HsEOO0qOOlJ8BSfwdr+8bUA6HF2N4i8WiQYSeNAaWkS7rkLis6+vr+uGHH5RMJrW4uKh4PK58Pm9iFhaQydXaBOni3CIvv0l1uXTB30gyEQh9uAaDgRXH5nI5LS8vS5LVoBUKBYXDYWUyGZN1+6JoHAFQNWeNvmkeIkwmkxa1F4tFI5Pb7bYODg60v78/AhchEoHDCoVCZlSRoA8GA3uWoBU+M8Lo05VjXOfC6xQKBTtfP//8szlizgXKOe4AM28k2cA/5MjJZNKGKHLGOK80kI3FYlpaWhoZaDcYDEywhOAIJ4uNjMfj2tnZMTXfwsKC+v2+VldXzYmhAgMN8fAwDod+e//ZMhciWC6OV0BQvY3RprYiFAppYWFBCwsL9mBICTH6Xh2DZyR6p79OPp83Z0TEArxDVTOa/V6vZ/O3pcv6EpwLpBqvFY/HdevWLSWTSYPw4vG47ty5o2AwaBJINn3c9f79e0kX0QrEHcbk9PR0pJWFJHMu6OEx7ODmOJejoyNFo1Frhc8zaTQaRvJ99tlnWl1d1f7+vvb395VOp80Z0eCTbKjb7dpET8b54vxx4ERQzWZTsVhMy8vLymQy2tvbU7VatQwBWIyM6Som/yELowt3g+HyhoUABEcci8WUy+WUyWSMEPZQUCaT0fLystWVUGPg64KAXhKJhOr1usEUkNjsC0GB/6zr6+v66aefdOvWLetiwLAosiwK2Kj34BxAtGKcfZ3MuAs5N12yZ2dndevWLfV6PW1ubqper2tubk53797V8fGx3r59q5OTkxGokOwD58Kz5u/D4bDJv9+/f6+1tTUNh0MzXplMRplMRolEwgZ3NZtNM/z7+/vmwKWLoJaOEAhfUqmUcrmcqtWqtra2DPrkeRweHlqrFfax379o448Uf5xFFkU2AGTY7/cNJkSa76XI3333ndbX1zUzM2NB6/7+vgUZs7OzdjcIegeDgZUeTE5OanFx0Zw8UPTm5qZN6Gw0Gvb54/G4Ncp8/fq1fvjhB4NWkXnT2RzJeC6XUyqVsrELZJbUwjQajRHu8Drr2s6F6ApZIMZFuoxwiDhI2fiwpGREwdKFkQWSgWQNhUKmpolGoyqVSpIuK0w9XNNqtSx19ESpNxDSpbHm5zkgvG8yE/4NXJsqeSTWfL5xox5fJ8RrA9f4mgdPgBIFdbtde5/+e/m+Xq+n9fV1y2Cy2aw1TIzFYiYvhauQLjX7viqcaIX99qnywcHBCBlLLRHa/VAoZFkWxZaSrNDLR0LjLN+LSdJfVLPDjxDlg/GfnV3MEfIXl2yG9072SASOiotghEwYebGHP/izFwp4SS7vqdVqKRqNGvQD7Mb+erLcCwm8sIJ5IuMuOvLS8JFOzhhzoFLqolBZkdmRnXiprCeU2+22gsGgyVkjkYimp6c1GAxGziywGcXONKTtdrtmZxDf+Gd8eHho++I5N0n2PkAZ4FoQWgBZjnt/JRkUCifkYUVEGgRlk5OTxkmixCTT83efO8i98883EomMjPygryKwL7aMffKOnn2TZGe4Wq0qGo3aPvhAi++TLkU8EPysWOxyRs511rWdix+HWi6XFY1G1Wq1/mIzkCz+5je/sf5KzWZT6+vr+vbbbxWJRPRf/pf/pfXA4fIhhXvy5ImWl5eVTqf19ddfq9frWY8cUr9Wq6UXL16MYPk4HAriIFRRUXHAiNCpYD89PdXa2poN3lpdXVW9XjfpqC8i42CMs6j7oJNxNps1+ICITLp4wPF43IZrUTVLm/dIJKI7d+6MdDKo1+v6wx/+oMFgoP/uv/vvdOfOHc3MzJiIgQLLTCajfD6vTqejH3/80XgBDBgXn8p0iGs6zHq4wrekZyQv0lH6eAWDQX3zzTcqFAojuP44i3b9PEeeBQFMIpHQzs6ONjY2dP/+fX3xxReam5vTv//3/14//PCD9cxiRANjB8rlsjmBQCBgEmcwfEnWQwqMnUvHeQqHw2q329rd3bU9gvs7OztTs9nUq1evFIlEtLm5qWazqbm5Oc3Pz6vXuxjORmZC8IXhgpdoNpt68+bNjfaQjrk7Ozva39+3rBXYEzjs3bt3mpqa0vLysiYmJuzOZ7NZ61JABoKBazabevnypbrdrgUd0WhUjx8/NkeCjBt11+bmpk5PT/XmzRtVKhXlcjkbbY7hnZ6eNunzy5cv1ev1TERBfVAymbTnRt+9VqtlQQV7hgBo3HV0dGTcEE4MLo9xC6enpzZOBIeysrKi6elps3WSbIYP0PTExITBfjjhRCJhQp29vb2RDhiMaqcGS7rkQ8m6CRomJyd1fHysH374wWoD4/G4Dg8Ptbu7q1AoZLYIJ+WTBenCts/MzOjBgwfXDhI/qEKfyEqSpepEjUS7fCgibEkW+R0eHlo7FySDEEe+AvTk5MTUMRBdnszyqjWiUCAPT+R77+0dhH+dq8Quh9q33pB0Y+MoXUa5wAv8nSdDJY38myfgPMnpvz8YvJy2h/RbkskMeVbAeld5Hk8S8hkhQSHOidbgiXDs4OKSLLpHtXOV7PfP40PX1UiMfcK5wNlx+fg+H4ER0fJZJY2cQ/YVPF/SyPu+ej78/nv8H+7Bq/JoK8M547X9mSK78zJlzgzP7Nc4g2QiCDbgQrhH3Gvek//yhZFeBMDifXY6HWu5Q9bj99N3e/BlCuwdCyflpd7+frOHvD8+G8+ez8tr3yR7ZnmZP87FF2fjBDhTFBmjeuX8eZEO+8hn8PcPtIbXR3ZPZkvAjO27ui9ke0idfRG2l5/z2XjfPFfOsS++vM66tnMhvUVx4FOwYrGoyclJVatVG5HLZEOMXTQa1Z07d4zQp60IHAq4+OHhof785z/r/v37Wl1dNYw4FArZ93sDPTMzo1QqZeOOefA+Xe71ejbVEoz77OzMItmVlRVNTU2p2WxaN1YOta+xuQkksbm5qVAopKWlJX3++ecWxXgHBucUDAZVqVRGDOfU1JTu3LmjiYkJa3WB7HJ6elr/5t/8Gw0GFy06/t2/+3eGUSNqILNgKNXi4qIkmYyYbq7eCODEaXMPP8Z+UCFcqVR0fn6upaUlzc7OWrRzdnZmQ4h8FDTOWllZkXTZrwm+KRKJ6N69e0aw0vX2f/lf/hcLUP7mb/5GjUZDW1tbptQDDiAwopAWGSjyTAhcYAyviMIYsI/v379XOBzW7du3lUgk9PjxY01PT6vT6ZjMlLPWaDT09OlTTUxM2AhhqtH5HRR1wgExPG7c9erVKwsGyOqBubzQAYjrxx9/VCQSUS6X07179+x8DodDyxAwmKFQSJ999pmGw6F2dnb0u9/9Tvl83vhWOC16ALIGg4FB0ajhUGuenJyYgGA4HGpxcdEcL5kmqtKDgwOL3AkCgDAJiGh3NO4qlUrmxOjiPjMzo+PjY21tbalcLlsBLIqvfr9vKjWyBmzQxMSETXuFsxoOh9bVxAcfvtaH81GtVhUOhzU9PW1Fpbu7uwYRkw1jBwiout2u8U/37t3TycmJ3r9/b3Ate0dmysye4XCojY2Na+/XBw8Lo401w3rgSdLptFqtlsnhNjc3rT8Nad7MzIxisZgRS94z8vo//vijNjY2rNI6GAxabYMv/pJkRF4+n7eHTWRE9OIrTPv9vkVoVOtOTU1penpayWRSzWZTzWbTmld6FdBNyGhJ1oft8ePHunfvnnUl8DwOBwxcHFgAPJkDSaU0GcLU1JTNR//uu++0tram6elpLS0tjZDA1OpkMhktLi5ahE4zu3Q6bVEQcBoKK/YdZ0s0RWpNZTkTLclgqtWq8T03EURMT08rEAgY8djpdFStVhWJRDQ3N6disaharaZsNqvz83N9//33CofD+vu//3vduXNHa2trevv2rfr9vp1RzgBwF06YDMJDVX6Wjw82OBunp6eq1Wr2GmDu+Xxee3t7NoZ2enpac3NzOj4+1s7OjpLJpB48eKB8Pj+iaCTLgdCmBusmZ3Bvb88CBq+s82gEz/b09NSmITIAiyh3OBxaw1N4Js5UKBTS2tqaddzgDuMgyZj8nrJnHunY39839Ro4PxARNRnSZV8uXwQojWb9ROMESOMunF8gEDCVK61XgOUXFxc1Pz9v00vJatgL30MxEokonU7b5MpQKGSCJAI6uh7zeh71gINaWlqy7heNRmOkHIN99balXq9bUFoqlaz2q16vmy0nm/VCHEaVXBeBuLZzQQUEzomKC0UVF3F1ddVGcMbjcdOe87BDoZAajcYIJEMqiQyvVCqp1+vpp59+soyFh0Tmws/u7Oyo2Wyq0WiYOgPPDWFFJtPrXczHgHwl6nrz5o011/TGHv4D2OMmB5OOtmDNx8fHJm9mOuHS0pJmZmZMZkvVLYaOrJHDvL6+rjdv3iiRSNiY12azOQLT4Ny54LwO8kUCAgwiEFyvdzHNDjluLpczvP7g4MAcND3JUJqVy2WdnZ1paWlpBMYh0hx3AcN5CJaWRDs7O9b8kFoIAotqtao//vGPNguI84YqEefabDZH8G6GUVGchtO9WiUPvu2VdJDTGJNsNqvl5WWL/ihMRTWJ8/VtZGq1mmW1BBc36XAgyQQynggnGEORlcvlNDc3ZxkpDoemsKAVEPZwDEhn2T+6VhNQENxRr+N/N9ANwgjpUrruu2Mg4vC9/mjWCowEd+FhMRRO2KFxFxwzwghg2MFgYJk/k0/pgOHhdoQdBNqTk5NWcDscDo0uYOaPb0E0MzNjWQ/QKZk1dm44HFphrj9PvoaKc3y1iBqbyn3w5zqXy1nvQDjK66xrO5fNzU3Tc5+enlrKOxgMtLa2pmazqdnZWX3++efmXCKRiNbW1tTpdMx4DYcXg62AbeiFg+FOpVLK5/M6OjrS//V//V8jvZ2ADTznsL+/b0Qhbfvpiuq7eeJsXr58aSNuqcupVCoWHVDsKMn+jk6vV3mcD1lPnjyxqOHZs2f2sJF8VioV++yk2Rg1j6GSTSUSCf3444/6T//pP1kXVKrEaQbKQWZfaPSHAQyHw6pWq6pWq2Y0ICeBL46OjkyF1u12tba2pp2dHRWLRWWzWasexnG9f/9esVjMhqOVy2XrtHATGa2PbicnJ9VoNMwB9/t9G7SEJJWU/tmzZ/rHf/xHuzz0OAPiwikSiVOJ3Gw2DR6luI2M0eP4cDnRaNSMMiOdb9++ba3ggdq2tra0s7OjXq9noyroHcZ7bLVa2tzcVK932eafLOsmxnF1dVXSJf+IsSDr6nQ6KhQK+uSTT2xKJE6h2Wya4YEkxqgTxKBmZIQ4PACy2l6vp9nZWRWLRetOTdDhyw8Gg4su0EDnBJV+hAQBI7A6XRlQNAHnSrLn9ku1eh+yfK9DDDKGmPHohULB7oXnf7woA9uVz+ctoCVT7PV6JuQh0wPeBfmJxWI6Pj7W3t6eBcm0e5mZmRmBU+FaOevSZXkGqA6S+HD4opM8RcZMyn306JEmJibUaDS0vr5+bXj72s4FA8ebpNaFBfzi4QIuIT+LYcZDUyVMZMLr8Prg9P734JWvFjSSbvseU1wiHpLfRJQY0mVTOC9I8EQq7w1RwziLPSBF9hgr0T9Zmj8MwE9eDICUmajWSxivVtOSIgN1EBnX63U7XJ6kJloiW2TxGvASZC0UyEFk876vEuFXRQsfutgDojVwfumy5YtvosjeErh4no7PCcEPVCSN9tCjFouImc/uuxSQxRPgSJfDxbj0GEzOuW9i6KEmv1f8v6/A5jmNu/zZvcqt8bupCmdvfHbn77GPrHH8lAIQBHni1zeX9AKLq50xfPd1HL+3A56kZu+IuPleL8vFAUiX/ebG3UP2n73zNse/j06nY5l9MBi0Jrl0L/dCIr8XOEyEFQRD3g7wzHge0mUNGFkj+4cNiMViI33BUJp628D3832MSR4OLyaRAsNDPVxrv667sRCYSN8gtYbDoenaw+Gw4dlU0QKZcTAg1Ui5qGZlgzD8bCYfmgM1MTFhg2/6/b5u376tQqGgdrtthYpE8EB4XIZut6vp6Wnl83ktLS3p/v376na72t7eNgwfoosHQAEl8zrGPZgU/O3v76tarVoFcTgc1pMnT+zyIeHN5/OSLlLx/f19g1ckWeYXiUT09ddfG2dFwV+hUJB0aSwqlYqOj4/VaDTUbDbV7/dNyn379m1r6fFLijOgGOohCoWCOeaZmRkzoJHI5Xjpdrutra0tizgl2Z6Ou3i2BDHIJ3EY8FPz8/N2+XwLFvgpX4/BfzFGwWDQsolIJKKFhQWDH4EtwcHJmBuNhhKJhJLJpKanp3V4eKjnz59bURtnHvEGGRHjwn0W5A0VcND09LQymYw9z5ssRAVAgkCzRMtkbL///e+tOzbCkWq1as+93+/r559/VqfT0Z07d3T37l2DnOFGySQlGWRI0FipVCxSB4pLJBLa29vTs2fPFI/H9eWXXyqbzVp3XwwaxYkEYjgOOooTGB0fH9uYg1qtZlAe5PY4a3Z2VtKlgu709FS7u7vmULhr3W5X6XTaRBBPnz7Vjz/+qHQ6rbm5OQtC2HsCWj+WneLV5eVlk3r7Oid4GwItMjjQGEQSiKpCoZDx3AwArNfrlv3Ar3CHy+Wy9Tzc2trS/v6+jbW+7rq2cyFyRkkAByJdqpyIZIiQuVi+VgQsj0skjWKvOBGMAsbER1fgrrw2l5iMIJPJWPEg0xt5gMjwcrmcZmdnregpGLzsgyZdFpxxWIfD4Ug/sw9dFFl5w40UkfoBZldDpoVCIcPvMX6SRgY7+UFYOBmKtfheD99wEFGvLC0tjUT5RIhEM5KsQFW6HJgFrszz51ykUqmR+Rue//BFmB+6UPkQGdPpgAyX90bVOMGKT/f5eV+n4iNJitMIfCDQqfchogdeJOru9XpWUAh3yF77AXZeLi/pL84TWRPZKE4GLvEmUm5Jdheky5HRHpEge4C7ovaBwmQy5OHwsvBxeXlZiUTCxCLUueEcudcMzOJsEJSQzWFQ6/W68Wb+93k0gffKucYxe97Cy+fZN2q4xnUuvv29l/j7uhJ4FfgjijmpBfO1THx23h8ZCu87FApZo17UcDwzuFgKyeGwCRx8kSY21Gc1vCZZPDaETifwmWQuwGv/Wea50HOLN+bx16WlJTMqx8fHOjo60uvXr+3ikAUAK4FPzszMqFQqWUTHIZdkB5qHgAFDYfGb3/zGDl29Xlc4HNa9e/dGNPlETK1Wy95vp9Ox1gk4LN9imkMCvIYBhz8Y92C+fPnSMhIwTJzA8fGx9vf3LbqSZBwAZB6qNg6Mh3mkSwdNk8G5uTndu3dPExMT1grFG9Hl5WUjJN++fatSqaTV1VXT7tOZABn3+/fv1ev1rHtCu902CTIkPtXwRMK+czNZzLgGEufi62YoPiXrazQaZrw8j0SGSvCBWnFqakrJZFL9ft9en9eEO5iYmNBnn32ms7Mz69hdq9UsE52cnDRHGw6HlUwm9dVXX+n4+NjIXUYwkwHs7u6qWq1qe3vbng+YPJNBgcwoYv01GlfSTJYxwwRZ4Oynp6cm7QWakS44C7InouDPP/98hJgOBi9Gh5N9tdvtEYgWo8kZ9/JkCOlsNqu/+Zu/UTQaNe6MjKfT6dh5w2Ej8Q2HL/qehcMXzSkPDg4sqIGHCYVCxmOMG+BgbD0Ex+9B0Qp8CUpB/zZaMxFcpNNp5XI51et1ywpXV1cVCoX0888/a29vz34GuTrBJuIlHGWz2TTIDfsAT1ev1w09ovBzb2/PhoMhjtjf3zc7XKlUrLgWJ4mwgIDyOuvazqXRaEi6nI/BZZ2cnNTc3Jyi0ah51uPjY21vb2s4HGp+fl7T09O2GdKlMS8WiyoWi6ZqwFvzeyATIauYMJlOp7W6uqpgMKiff/5ZOzs7mp2d1e3btyXJvDzy0kQiYQ+g2WxaJT9N4dCk42Dw0sh+0+n0yIzxcdbbt28VDl9Mcrx//77BYmdnZ3r27Jnq9bplMMAtQAaQuoVCYaSin0zDF0W+e/dO6+vrGgwGevLkiUnFqQ05Pj426bIkvXjxQnt7e9aLictDKxegMhRZVB37YjawdtRYyWRSpVJppBqa/R93/1Ct8TkxTr5tTrPZ1Pb2tsl8+/2+Pv/8c2vUR3RLpjM7O2skvO8oK10WjkUiEetjB7E6MTGhFy9ejAhJ/BTBTz/9dIS7QakGNEk9DBAwCsv9/X3V63WDnyD3z87ONDs7O1KHNM7a29sz457L5Ua6I+MUEEyQxQ0GAxNvHB4eqlqtKhQK6eHDh3ZeyHJphIiIA4OOsUVBh4HyLVy63a5yuZw++eQTgypRKWYyGdVqNYOcqK9hkB+viXMh2MSxURvlpeQ3WfA5PqPCgRH4DQYDg9gXFxf1+eefa2trSz/88IPBUMVi0VrkZ7NZ3b17V7FYTK9evVK9XlehUDAV3NzcnBKJhDY3N63+xzcOhYuEo/EZCDVhW1tbarfb+vOf/6ytrS0LsLzK8+DgwIJYMmjfXeFDYMUPqnORLgdD+apNpJxgfGCb0sUlRQ6H80D5gmdEmUBEisKJLqFkS8BkqFf4kHA09Xrd0msOQCQSsVGxkMCTk5NG7HrnBbeC86TICSeFQR9nAXN1Oh0bD8zhIZ1Fzug7DWA4z87OVKlUTPXla3Ug6/l7ui6jaEE8wOvDr0iyWSf5fN4IUDDtVqtls89RodEVmQwVOM6/B5y0dAn1BIOXA8rGWZ6AxlD5TtI8VyBa6pVOT09tDoc3zDgn2g7hcNLp9MieArsA+/FnWt/gQOFhMGo4D/aaiYpewEHQVSwWrSURZ92PFUCdxd+Nu5BKk5lyJvr9i55zXj5N7Y//fB7mQ0XIZ/RwNwV4uVxOxWLRoEXuJNAiUDHPg7312TitXBBOkFUC0dAypdVqqdPpmBwX4+jJd87quNkfZ4Fz7mvhCLZw2DjnXu+ifRUEOaPECcKj0aiKxaK1FTo7O7OpkQSFnKHBYGDdo7vdrtkxMmY+L3JmsjhsCXcPjo/Amn87Pz83GM5TGkCMPlO7zrq2c4EoPTw8NDUE7cohnZeXl3Xnzh0b7BMKhfTixQuTVZ6dnSkej+vx48dWHU/aRT+wxcVFc07z8/Mj6gwGVZ2dXYxBlS6cHoVAT58+1XB42eYBzPfg4EB7e3vqdrvW0PHo6EgHBwc6OTnR9va2zs/P9fDhQ925c8c2lkp2hkDdpOU+fb4qlYrW1tY0MzOjhw8fmsPMZDIGZTFX5eTkxP691WrZjJl8Pq94PK67d+9al13SXyAM5MFcMg5eIpEwB0d2s7CwYNBEKHTR9TUYDOrp06f69ttvrecaPc9It5lNAXdAlS+4PZcZY3mTOg2P4WOckAgj0SRaozEjJO+bN280OTlpHAIQ697enl69emXZNxL65eVl7ezs6Pnz52Z4EZPA5y0tLY0IVYDKkGZTLJxIJFStVrW5uWm1JIxa/uabb/4iwKJwlWyazrQIUW4Ciz18+NAw9EajYTUtkqxYD7gmm83q8ePHisVi+vOf/6y3b98arBeNRrW9va2TkxM7bzzzXq9nd5uxxf1+X5ubmzYQq1KpjNSt+AJC4Dp41JcvX+rHH380FGFqasruIdn/8fGx1tfXdXp6qrt37+ru3bv2mbn/nU7HuoaMu4c4VgKFyclJE94AOeXzebuTOAHELYVCQXfv3jXIsVqtjhSfnpyc6Pj4WAsLC7avcKrI7jc3N7WxsWHnAmdGO32Ql+fPn5sM2ivmsKdIqunSzLODWwSRwAkS8H5IcH1t5wKBRrQG1s0HIlvwpDzRCCSUNDp61L9R70Q8XgoJ5osw0cMPh0Mj2XAI/KyXTfrfBaGG8yHC5j0gA+Uz+FT3Jhcb44gRR3dPlON/D8oOSSPSYCIM1HZXnR1ksI/u+Mz8m5e54oiJ1L3Agj2Eg/KOwj9jMhLeM/yHdCm/9qT+uMufD86c/6+PgCF9IaPJQlkesvJCE09w+z1iD4hE2Tf/dwRPXEa/Z4hG4BC5P8im+Uy+ApsMhjPP/bvJQiKOU7wqEvBn3HN6RLWcJ7I6gkz2BxjFd0zmHHpVHMt/pl8SfvAsvFyZwkpIaEkmkfVkP++T1/V36yb3mPd11ch6mJgvrwKEw+TueJEOAgZ/1/zAROmyWBfb5M+wPx/sF8o5r5bkPXN3uSMgGz544/f438eeXndd27mgDCPtJ9X1ageGbfX7ff344492qCDmgLmYw7CysqLV1VUTBXC5d3d3RzaBSuZg8GLkJoqn8/NzNRoNVSoVTU5O6tatW+r3+8apUBSZSCTs+6n94KL7CK3RaGhjY8Miokgkou3tbUUiEVNyjXvBge6AOlqtll6+fKlYLKZSqaSpqSlVq1VJF44IOTEjZhOJhBYXFzUYDKzCv1gsmgJofn7eCD0uAP2JwIVXV1d169Yta60BXLO2tmbG20tKw+GwPvnkE0vtJY0YPhy+H/BG91c4Er7PO69xFoHM+fm5iR0gNCuVyghExznCoQAv0qoDQ7OysmKTDOv1uprNpv70pz/p2bNnFpUSqdLeg9fnXBPFShctaoj+ms2miRj29/e1s7NjA7qAFZ8/f27diJGREvVjSAgIKFC9yaJQk/M1HA61trZmQRaOmqFdfF6kw5FIxLg6umIQ6RYKBf3t3/6tJicntbW1pVqtprOzM5viWavVdHh4qEQioQcPHpjj7Pf72tjYMO6Eynz61uVyOT169Mi+HxUZ007r9bpSqZT++q//2n5ue3v7L4JSxBUeKvvQRX9Fnr1HR8g6+KyJREJzc3OW6TLwD86Kn8/n8+ZcoAba7fZI6xwfWN++fVurq6vGJSE0QrQEwlIul03hR3bM556amrIsuFKpKJ/P66uvvlI6ndZPP/1k9pyAy48xwKZfZ13buXhpp2/J4AvAiMpPTk60trams7Mzzc3NGU4P/LK1taVKpWI4Yzgctr5BvAavSyQkXWrcfeQI/IHCxGvOwbYlWbUv75WNjsViun//vjKZjP74xz/q/fv3pvnn/UgXIgGaX46zuEgYWkhw4BMUWMPh0IZ5UeG8t7en+fl53blzR91uV69fv7b+QEQnVKTz4DudjlVVe6kujQS9+ufs7MzeB86Zw1QqlWyQE2kxSi2gT18wRl0EvbRYV7PED11eFg3vx2WCtJQuI274AB/ggF8T4WWzWc3Pz1t7dmojut2ulpeXDTKiMhyD5rM36l5wDogDgDQhRCGhC4WCiV/K5bLS6bQpgdhHHJh02TGAtvM3IaMJqDDifuAaxo7om+4MPlLHQff7fZXLZeu8EQ6Hlc/ndfv2bWUyGXtdXocaI9rjwzEhDEFkwzPiOSO3n52dHckuuf9whAzAisViNvAPZ4TNQPl3Ezk8ASJcHHeNrIIC6cHgogfjysqKqT/JUI+OjkacBRkfWTh7TWaDU+B9I2qC7wFeg+ukwJcxEXxmpPUELHR76HQ6SqVSmp2dValUUrlcNvgduFbSCJd63TP4QRX6pJ1cDl8ROxwOlUgkNDs7q4ODg5EiOmSebJafHUHkxEqlUn8x9hWljYep+D505h43xJiAG/p28/Q84isUCplKB2VMMBgcqfeQZJDguJkL7xPcnn0EXvQZQb/ftxnq5+eXA4ogn4mGKEjDYQUCAWvESPSJgwD6YqwxqTeGlt/r03q4Lx+Z8Z6Bdvr9vs0Z4SyQ3UoyqSPw27iQBBHc3NzcX0iQIeE9JELkT58p2vp4eJDxutTNTE1NWS0LWQmBAAQ40A8tdcC8+b1k2qlUyhwuzk6SCUT852JUN5wkHBrZJw4KYcK4C8NNTQoE/HA4tLMXjUZNfIJB9NXg3tiRSSBB/+677zQ1NaW1tTWT4XLuMKJkiRRxcm4QFNDDsFwu6+TkZET1tLu7O1LrIV3wj8PhZUspVKjcXc4Nv8c7hQ9dZKicJ28ffMbJc0RwgkEnqwBKph8b6AiBBc4APhooHKRGko3ORsiSzWYNqgyFQtbLjkBscnJSMzMz6vf7I+2GsJNv375VtVq16bLemTO/5kNt37WdC/ggRkm6JLj4SiaTWlpaUq1W0/Pnz41IQov99u1bJRIJffPNNyoWi9rY2NDPP/8s6ZILIYvgw/0SJJNKpbSysmIkGA7FXz42jToBDAtdlAuFgubm5tRut/Xzzz+r3W4rl8tpcXHR1G9g6JLMaI67GDzFyAEiKvYT3DQcvmjTzbhXFGCnp6cG2c3OzlolLmIJ1F/FYlHpdNpazCN1LZVKRqzS7A/uimfLfuPU2Su6Hx8cHGhmZsYcSyx2MVL2p59+UrPZtPc/NzenL7/8UpFIxNRBONVxF0EFsl2aOwaDQZNro3Q6PT01OIbOBUTlOJJYLKb3799rfX1duVxOX375pRKJhKmOMPrARKi2kPICr2JEPP5dKpUsMACSg5cqlUqamZkxQzAYDKxbMY4SsQSRuSQr3LzJovM4A/w8PENkPDk5qenpaUmXfBSRtHTJy/j2SnTB+Id/+AdTM1Inhpyb/l5kf6jvJFkG3+12tbOzo9PTUxMM3L17V/Pz8+p0Otrc3LQ5MShK5+fnTV7barW0tLRkgwjZX69+At4fZ1EcSVkFr0fWCbRFPRUOHCk09xTZNrzr27dvlUwmdfv27ZHADcUZ6lhoh2q1agPTksmkBTrA9sDkkUhE+/v7qtVqymQy1knh9evXZg/JABkkhgIVYQBwcLlctkz8uuuDnAtRCtJYDC+Xl4ib6m+iXF8YCa7P4WN+OBeWCA/ji1QYD87rkDUhj+SCeDUEX3z/cDi0AisON59Hkh1IohsMmicdx138DjBljwnzmfx78fxOJpOxdBflFYcbkpDI08u2E4mEdSqAG/AXDRIRiAnncnR0pH6/b9X+QHUebiJl5j2wZ1wImhl6wvsmUSPLG3HOCmeEf+d3eqLfE9j+fWMI+Vn4Ipwnn8mLCTgnZMucv6vEO3VFyEavqhily8FTwH2oBK8KC6TLzGPc5UlZmm3CS2FIyJwkjZDAXhLvX4/7QeZMVsPPeBGJF9zwHDmP2BbOJPAL8BiCBy/SIHjhXHmCmmzBCzX4npvUCkmXkB2B2FW74GFTL2TgC7idbNi/ruclvRz4qr3gGSIr54uABEiYv49EItaNGwjZL94XHSb8vmNv/D24zrq2c+ENgT8DCSC9jEQiarVa+j/+j//D8E6GLBHlUOcCQZROp/XVV18pmUzaICyGfiUSCRWLRXW7F514ieC5fLR+fvPmjba3t0eUIrlczmAT6gfgDDY2NtTr9fTJJ5/om2++Mf5hMLjoQUQUMTc3Z8VfbLYvsvvQ5Qm5hYUFnZycWC1GuVxWu92WJBNKNBoNDYdDffHFF3r48KF2dnb0008/KRAIqFgsamFhwTTv/tIAiyUSCeuQurm5qdevX1tURbHaxMSE9vf31Ww2VavVtL29LekS5ydb6ff7+qu/+isr7kQqjSzdk5yk+s+ePRtx0Dd1Lj6CR2zg0/y9vT2DarwyiDPB/5Pm+9oTukifn59rd3dXW1tbmpmZ0e3bt41X4TU8Ydrv942ohsfAWE9MTKhcLmtvb0/BYFArKyvmkHm2nCuURNR0YEhQWg0GA2UymZG2PuMssmIcGb9jMBiY4ABD5DOSQqFg44apJeN+4Qyo20IiSzaSSCQMffAzTeBXKG/gPvg2Q0TjZDOzs7PG51arVfu5fr9vMmMawBJccT6Q6RcKhbHPIFE73QwwwPybDxoJlOEKfdunXq9noqX79+8bv+qFSpIs0AGGA3YDKq9Wq2q1WjYziUDRByb+TD1//lyDwUXnABwi9wP0pFarGQLEnbl165YePnxo9uC6QfYHcS6SjLQiNfVEJB+U9uNIU9Gs83Dw+ujpM5mMwS1gzUTo0qUH53J46TMqLq+q8BEehg2PDeyxsLBghwGck6idlJTfx3u4ScRDZItSgwwJAhCynCgcbBWFHGQu+0ifJt4n+L6XrqKq2djYsEI02kQQJdO9l4JJoEPqRuAZ0um0hsOhNTsk4iYa9RcLrgBYBMd3EykyP8vvJbjhgtMe318WnhdBDVEy549ggcCHTIbPyPlBJcNzgqD2xDfZMK+FIrHVatnMeXgeX9DmYeVOp2NdIxi0d/WZ3zTqli6jVJ4b8CtyaSJWMijpwtjDofJZvayds0czRbgtqvBxQnCFnBeMIOeeYIn6Dp4tmQiZAE6eDJLAhqyJv2O/fHnBTbJnzh/31suzcWo+mIF0Z598kMTn5n16KTOvfX5+blzYVak1iAOcCGfYi618AEgGh90g8OPPQMeIDoDn/Pn9z0Loz83NaTAYGFbLn71hgywH5gLHR9EEuUfmkkqldHh4qFqtpn/6p38y4pcPTaRJlamvcGYyYTQatepyHpi/IIPBRbfRpaUlSbLK1Vgspq2tLTMwk5OTNqzLF3XRnsGn8uMsyOzd3V0j68PhsDlrLgmfe2Zmxpzb7u6uKeICgYDW1tbUaDRGLjG4K+qlRCJhUSOGmSwSiTVRdi6XMxWUdEmGM8rWyx79/qHE43dzsbg0w+HQsjOmfo67Hj16ZPwEkm3gO6ApAhWKIaPRqBlMnmm/39f79++tDc79+/cVDodtDHUsFtODBw8UCoUsSucslctlVSoVq6rH4OPkiGiBb2q1mnXkpUeWr1DnmXuRAK09UOJxhr2hHHchUPB1I9KlCIEggvOCag3HwB2HlKcdULFYVDgctgCGbC6ZTFpXAGCsdrutWq2meDxu3E69XreIuVwuS7oQ9rAnkPpzc3OKRC7a8KTT6RHBAyKZo6MjNZtNy1wIUuF01tfXx94/In5EH95ZEXDhNBOJhI3eJqPAVqHI7Ha7xhWenZ3p1atX1n8Nx+0DbcRH+/v71jGDABLou1armUADR4zT9w6bcwXf6m0bjpwSA+40hbHXXdd2LoVCwSAi5L5UdPtWEky7IzIiXeMiQhRRPd3pdLS7u6v//X//33V4eKhHjx7ZFENPgoP3np6emjHDUCJ/5AGTSnY6HR0fH2tubs5qWZBgSpdjX3kAXDB6QPEefA3FuAsJNSksl4WIDTUcnwtor9/vq1qt2nsYDofa3t7W3t6eVfESfXDQOp3OiARRujwwHJT9/X0Fg0EjBkmLPZ6MxJdMQJKpmvL5vP0dbVekyyIzSfYazGz3xPeHLsjIdrttMOjExIQ5U4QjqVRKuVxOd+/e1eTkpN69e2fNFsHrd3Z2VKvV9Omnn2p1dVVHR0d69+6dut2uwRRkcmSuOKWnT58a3EvDyomJCYMoMThk4c1mU5lMxghtRgdTr4OyDhgF2Ij2Mqx/Div/kAXMBazoeQHUl7T/kC6nf+JcAoGA1eg0Gg01Gg2rJQNGHQ4v5qxTfY7CkFYyVPn7mhOk7h6a5Y7TTXl2dtYGEMIFErHTxiQajar1/05WpUM1jUEnJydtiNu4cm5QFbIL7I90icZ4Po07ScZL1xHszfHxsTmXTqdjox2A+Ag8gcWAwqghmpmZMbEPqAw9HWlBRDEmpSDcmcHgonNBrVb7xTsZDocN5iWDpivLddcHFVH6iFT6ywFhRAu93mXrA2AEUmzwXs9jEJmB0XKwuNhAK6S+SCAhjpE0UqeBJJmfDQaDli0RyXu1DhAIzofD4Odr3DRzAV/2TopMi6wGJ+G19N5ww3Xk83mTCUPac7iR17J3VIcjr+XS8dnJLo6OjqxOiL/3ToX9ZEgYVdIYJo+dQ7bDFXip9biLiX2DwcD2kk7aXCAk2vBBZLOcM+ScPkLn+1DuHR4emqLu5OTEDGo4HLYCQow/zt83XvU8XSqVsgJZshoyAM47US/nks9AloqU+yq5P85i33gfRN3hcNgajXrSFk4FtRLFxSgCM5mMTfX0UDW8J5JW9p7M2iMSiCiAjKktAprm3KCW5M98FqJzYGQgNWwRwS9yamYijbM82Y4giE7V2B7sGiMhaJV0cHBg9UqSDGKs1WoKh8PWF427DlTKuQCi8i2MGPjHswWJQNGGFJw7SybkBVi8H1pxxWIxQ6Koc8LugIZc1w5e27nw4XEM0iXp5mGX6elpq5LFgEEOIqXEKRGx93o9a4NeLBY1Ozurw8NDi9y8Qkm6bMcPGd5qtVQsFrW8vGzt1tvttvL5vHX4REtOlAgp6yu+SfG5KMwxwAGOG/FIMtEAhiQQCJiqjhboYK6MBKCnVDKZVKvVUr1eVzQa1VdffaXFxUVr80It0Pn5uba3t0cMATAkpGsymVS3ezlAjPdDV2kIv9PTU4saO52O9vb2NBhcjJ8lqqJ4cH5+XrFYTG/evFG1WrUOzqFQyMYr0B59XAMJnNHtXgxiajabNljt0aNHNlaXaHhvb0+SrFXO4eGhzdTIZrMGa5XLZTOGw+FQ79+/1/7+vsF+k5OTWlhYUCqVMp7OF25CLBOMYEyRHdN5Ymdnx7hD73x7vZ4V5+ZyOZMxAyXt7e0ZzOOVReOeQWm01Yp0cY+fPHliRXSII6jifv78uTY2NpTNZrWwsKBYLKYvvvjC1JYEMIxlWF5eHkEfPG/ihQqbm5uSLkdqlEol62xOUAes2Wq1tL6+rmAwqNXVVeXzeTPsrVZLv//979VqtfT5558brAkkBee4sLBgIo1xFhA6do++YL44E95jampKKysrCofDev36tba3t9Xv961v3+HhoRXtPn36VLFYzIJGUBocEFkt92piYkL1el0//vijzs/PdffuXRWLRSPiJyYmrPIf58J5ki5gcC/Rly45TezqycmJDULjzubzeZVKpV/fuVBHAXHFQSfSuWp4r+J4LC6YVxBJsoyHTfDGHFwQR+blpESlvuiRL0hGTx5elVn6n/evBwTnX/cmFeZAGl4Y4OXSkHZ0PyBzI3JEkcWeegmod7ZISqVREvzq77sqyfWvz/5RS+BlnfBoXpHiyXxPqhMdSZey1HGdCyoizo4nIv2+8N6J9sGXfdTpDSufwz8nJN9eOurloET/BEdkzl40wP6RVV6VF5Pp8/+cLQ+jIPfv9y/nhNxk+edFlMt7lTSSKfA5fcbEWfT3kf0FnfCEtN9Xj3jwHBGxIB/2Rt9LwDmTBKeoqnwhLffAS5297NcXUo+LQPD+/Pu6urdekk6w6EVBcDXsETJ+7gr2z9/7qzaAQBtkyENyXizhkSWeAT/n98rvHfwO3zscDk3N6AtDr7OufVrfvHmjYDCoYrE4MuoWGePR0ZEpXYbDoaanp5XNZg1ygQw6OzvTmzdv7HuBFz7//HNJUqVS0bfffmsHg1SNAjN6i0EUA5OcnJxofX3dNgV4jeg7m81qMBhoY2PD2vXj0cGK9/f39fz5c5XLZeuyCmmGMRl3vXjxwg4GzpmiNiKz+fl5LS8vW90EWd379+91enpq44jL5bKl2ah4Go3GiJNFVCFdErO+BQ1qKmANon36QZ2dnVkk2el0bOjVmzdvrCiL6mj6JU1OTuqTTz6RdGmIjo6ObNjV0tLS2BcbopcLMzk5qS+++GIEO0aKKukvgoJo9GJo03B4UetUrVZVKBSMYKXtC7p+Dw/A8YDxo+ZDXdbr9TQ/P28dZnEMHpqhMO3o6Mg4ICC8qxn5wcGBtre3LQJGqAABPu7a2tqSJBuAR+RMn7OtrS2Dnc/Pz/Xy5Usz4gySQ9ZK3yr2mPvf7Xb15s0bG3ZFwTBOE/m3J5OJsmu1mn7++ecRaMs7bLLs9+/fq1qtKp/PW0+9YrFoVfOoHoHreGb1el1ra2tjw7P0+wNmY9y6JAsEKBNoNBp69uyZSb7v3LmjYDCoSqVirxcMBm3EM9X3ZHknJyfKZDI2Cpv6QXg5bGowGLRCST/sDfQFZRsOJxgM/kWnB/rfdbtdzc7O6tatW8anHx0d6eeff1alUlG/3zdu9jrrgyZRhsNh6xNG75xu96JRG/OWwVYxXtRWQLphMCHzqRZHpbW9va2dnR1La4HPILoZbkOEDjfA3/HQMLyklMAzZ2dnNpCJSW9cbshGlCvdbnckm4AjGWdBoEPWBYNBKxL1VeHZbFaxWEwHBwfW6K7Vahm5CX/Ubrft89HPCsPIvvFfohOyPulSsw8ciQyWSwN8A3be7/eNPKxUKgqFQjaLG9VTPp+39uvo4eEuwKDHhSQQd0CiQvL2ej27XGQ10mVGwueNxWI2q4eJlWRkZKkYCPBtMgXUipVKxfo4sUfSRSTMKALOvC8yJsrnfRGpwh1yWYnmj46ODIakGpw7dxPez1eYk1GR5VYqFR0cHKhYLKpUKlmXg9PTUy0tLSmfz4+0AUEi6yXvEMvwKRh9RCR8dl9JTmDD2aLpJOokYB2/P6jSIpGICY1w4pKsNIEsm0gdyf24Z9B3L+ZskzEAPRNcHx8f6927d+p0Orp7964KhYIFxdIl1I8y8ODgwIJ0AnIEN9IlckS2QgHlcDg0TpXnQSbH58ZBc+dRuxFEQREQwGazWeMj+ZzNZlPZbNaER9dZ13Yu4HOpVMokdjSn48DSZJEBOEhTyU44TKgcpIveYvAA9Bsiakwmk7Z5SO0wlHhwVCdErx6eICIF4+aAXB2zihFm01Fi8P04NWY3jLOQWCeTSTOyOMOZmRnL0DAqvmUJaTZGHuNIVB4KhSyqQkDBAhaA9/BQGMRssVjU3t6eSXbv3r1rl/7NmzcGUdB6htfd2toyGSv8xf7+vv1uD8FwAcc1jhgMIn7ORTB4MbKZpqi+qI33yX4S2TIP5/z8XO/evTP4jw7JGEl4Rng3LmsikdDCwoIplxATQOr6yn6ic9SCvBdUk71ez/Dv4+NjU9fxGejqfXp6qnfv3o21dyyK+iYnJ02oQVsgFr8zGAxqYWHBsiwyDowcn5tFv0DgGz6nL/INBAIjTR9x4EiWqZEjiE0mkzo4OFClUtFwODRBhV87OzsWSPDeke0C/dFsk8x23DOIUV1cXDQ0A6EJQqDJyUnjl1ZXV01Vhuq00WjYeaCPG/N/Dg8PzT7BZ8I9T01NmX2kDIGAm0mpZI84EmwOwZjnFanTwSF7eJZziUyeuVEEAL86LMZDz2azKpVKOjo6srGj0oUunb43KJgowvOHcGLiYuxnoVDQ2tqaXr58qXg8rkajYVF3IpFQOp22CnOmSIL/MTkxHo/r1q1bKhQK1mPL1wQwlhUVGgfZDwvjPQUCAdVqNZMJr6ysjMhrb9p4kYudTqetVX6tVlMkEtHy8rLy+bwqlYo2Nzetu0EkEjGnw+8nckPJFgxedCLmgJXL5ZEpnZIsMqfugv5msVhMKysrNnYZZ3H79m1NTU1pc3NTP//8s1KplJaXlxWNRi2KffPmjb7//ns7fMAazWbTGumRWVEpTdQ2zsK5+JnsyFDv3bunXC6njY0NvX371p4p2DYGnyaWQCzv3r3TmzdvlM/n9c0332hyctKMhR8EBvzKpcvn8/r666+VyWQ0Pz+vbDZrwQ08DM4FSI7fTZbdaDRGRgdIF6PEfR0GziuTyWhnZ0dra2s3UoyRMQMZE8RxpkARkBfDqZTLZevqDDKBUopsYnJyUqVSyVRGBGlIXTH4XqmGEaSIulwu21kvlUrKZDImr83lcnrw4IGi0ahxLvV6Xevr65bBQHpjiPkM2BUyoXEzFyDt1dVVLSwsqFar6dWrV4Zw8PlAHT755BOroWLMBQ09S6WSoTlzc3MGhdFolwyWOjP64VWrVe3s7Fi3aGr48vm8tre3LeCCj+Irk8loZWVFksxuA8viYDzfTGYaj8f16NEjSRelGxsbG9cWNl3buVwln6W/JEN5g56Mv/r9/J3/QF7Ch0Hl536JNPOkHQSaJ+09wevf39XXvPpv/j36TZcuK+xvAkv4ffSfyb82e3d1vz1Bx/KQnpeQXl1XiWk+9y8Rf1eJcp4Ny++LF0/w5clz/7z9/4+zPMR1dZHZ+Wd79Tn90n5KGvl8v/RsPJnNfzl3RIdE4P7nf+lZ+POHk/Pvy/++q5/DP7+brKvv4eo5v/p9fp+uyqH9Xvnv/6U7dlUccPUz+vfl/ytdnjP/+v7fOG9+L/3reJHCTSv0pcvz5u3OL91PYCovLmAvr37uX/r6587EP3cnr+791fMMXDbO570qkrjOCgxvEgp9XB/Xx/VxfVwf1y+smzcq+rg+ro/r4/q4Pq4r66Nz+bg+ro/r4/q4fvX10bl8XB/Xx/VxfVy/+vroXD6uj+vj+rg+rl99fXQuH9fH9XF9XB/Xr74+OpeP6+P6uD6uj+tXXx+dy8f1cX1cH9fH9auvj87l4/q4Pq6P6+P61ddH5/JxfVwf18f1cf3q66Nz+bg+ro/r4/q4fvX10bl8XB/Xx/VxfVy/+vroXD6uj+vj+rg+rl99Xbsr8uPHjyXJ5oEsLi7qyy+/tGFVvV5P09PTNpuE9s3fffed3r17Z23vY7GYSqWSJicn9d133+nbb79VJpPRZ599pkQiMTINkOFYdOFMJpM2LIxZLLSnlmQjPA8ODqytN+NDmZ2SSCRG5hz0+30dHx9bN1861U5MTCidTuvf/tt/q4cPH+rf/bt/p//5f/6fdXZ2pp9//vmDN/rv/u7vbEYGLfcbjYYGg4G9HwYBtdttvXr1Sqenp3r06JGWl5etM2w8HteTJ0+Uz+f16tUrvXjxQvF4XIuLizYjh1kntVpNkqzleC6XUzab1fb2tv7P//P/1NHRkRYXF5XL5azDbyKR0MrKiiYnJ20IlyQbe8uzTiaTymazOjk50dbWlk5OTlQqlTQ9PW3DwiYmJvTgwQMVCgW1Wi3V63UNh0P99//9f//B+/ff/rf/raTLYWEzMzN6+PChAoGA3r17p0ajoWQyqXQ6bTNszs/P9d133+nNmzeampqyNufT09OKx+NqNptqNBo244QZNbVaTVNTUzYojSmHdJQ+Pz/X4eHhX8y+oFvu1NSUDYKKxWL2fiTZ7JZOp2PD8qrVqrrdrvL5vLLZrFKplObn5xUIBLS/v2/zQfj6n/6n/+mD90+S/sf/8X+UJBtDQEdePw66Uqlod3dX8XhcCwsLisViKpfLarVaKpVKNp++3W7blEpm1TPNk7HZtVpNW1tbmpqa0r/6V/9K8/PzOjo6ss++u7srSfr000+1sLCgzc1NPXv2bGTGUjKZVCKR0NnZmVqt1siERWb00LY/HA6rXq/bcLfj42Mlk0n9N//Nf6PHjx/r1atX+uGHH9Tv920vPmTdv39fkuy5Tk9P2/TRcrms4+NjZTIZ5XI5SbK7whTJqakpTU9P2xyWcDhs7e2ZXNnpdKy9/tzcnD755BMNh0MbJMYoE+zEycmJnj17pp2dHS0vL+vx48dKJpNaWlpSIpGwM3NwcKCNjY2Rsci042cQXq/X0zfffKMnT57o5OTE7ms+n9fk5KQ2Nja0tramfr+v//V//V//xf26tnNhiqFvz321fTt/J43O677agpu2zUyg+6U22L/UrPmX2nb73y1dzpZnSBOzP662B7/6en5g0tXfyef0owI+dF1tE+7f99XRAldHG/g24tKlg5cux/7SevyX2rf7z+Lbd/tW5P61fdt83sMvtZ738739qIWr3+Pb8Y/bhNs/Q/9eGVNw9T350QUYfYKNf64l+S8tPh9D266e56tt3X/pHPvPfPWs/dLv9yO++R7fWv6my98P/v+Xlj+fLN6X/1xX28NfHQPh/53f57/Pj2rw58e/5tU9/Oe+fulzMnPmpvvnW+tfPTu/NB7k6tiRX/r3Xxo3wM94O+Vtj7dHfhqoP3//X/tydfl/51n49+4/y4fc32s7l9XVVUmXc02CwYvZzZFIRMViUalUSufn59rY2LBIMBAI2FAbJvv5+eErKyv65JNPdHZ2pmazaaNhmevCg2TwU7fbVb1etxGekmwgEBt+dHSker2uVqullZUVTU9P25hOJsXFYjGdnZ1Z9nN0dKR+v28GKBKJ2PCfWq2m9fV1HR8fK5fLjUx5/JBFRkdEx7ROIkcmHh4fH0uSjfDN5/M2bAvj/PTpU0lSPp/XV199paOjI62tranb7apYLCqTyajT6di87mKxqHg8rtPTUx0eHkqSFhYW1O12NTc3p3Q6rU6nY6Na3759q3A4rHw+r6WlJRu7y9As9pqRta9evbKfJVPs9XoaDoeqVqs6OTlRtVq1KZvjLCYalkolpVIpdbtdvXjxwp45GS/v8eTkxDKse/fuaXp6WktLS5Jkg6+ki0yCiZ5MT0yn0woEAjo+Ptbx8bHq9boCgYAePHig+/fv2xS/8/NzGwIWi8WUSqXU7/dVr9ctC5VGxxyzT4zf9pM6OR/Hx8fa2dmxf0ulUiqXy9rc3LzRsDCezeHhoY2wxUGTbQUCAbsHExMTNpOdQViVSsWQieFwqEQioenpaR0eHtqo3Hg8bqhDIBCwqYsM+yPrYxpmvV5Xp9PR3t6ednZ2FA6HNT8/b5NXGZnNHjKxk8icGVD8+9TUlA4PD3V8fKzz83P97ne/syFy2K9x1meffSbpMgBLJpP2u8k2BoOBTYrE0PsJmIPBQGdnZ2q32zYGenl5WbFYTO/fv9dwOLTRzqFQSCcnJwoEAkqn00okEmq32zaxM5/PKxQKKZvN2rnn/bXbbRsDL10MDGT4IZkl/97r9cxxNhoNu//RaFTBYNAGmIHw/OrDwhgxykFpNBp6//69QqGQSqWSksmkqtWqyuWyIpGI8vm8TYErFotqNpuWZkkXUM2XX36p3/72tyqXy/qHf/gHdTqdkcgTzxyNRhUIBOxSsILBoNLp9IiBIH2uVqtaWlpSOp1WJBKx12b63tnZmU2063Q6dtgDgYAikYhFAq1WS6FQSGdnZ2Y8xln5fF6DwUCtVkvtdlu5XM7gKJwqY3ElqVAoqNfrKZ1OKx6Pq9frGQzz7t07tVot/d3f/Z0ePHig7e1t/eEPf1Cr1VIsFlMymbS0NhgMKpVK2e/hAhaLRftvOp3W/v6+GcV6vS5JNg00FAppY2NjZDpjr9fT8fGxWq2WNjY21Gq1lMlklM/n7blx0Y6Ojsw4jutcjo6OzChMTU2p3W5ra2tL/X7fYEWef7/ftxHFqVRKxWJRMzMzunfvns7Pz/XDDz/YOFj2ljPA9EemdzLxsNvtanV1VaVSSQcHBzauFsgxlUrZnHTGAROEEbAMBgMdHh6q0+kY/MU59lnt8fGxDg8PFQqFND8/r0QiYSPEyVjHWfyO09NTC9LOz8/NmSQSCUkyyDgajVpgFwwGbS98BB8Oh5XJZCziPT8/t0mWftxuJBIZOTeSbEJtq9XS+fm59vf3tb+/b5Aco5/Zy6vTHnEs7AnvOR6Pm2M5Pj7Wjz/+qGg0qsXFRd2+fXts53Lnzh17PicnJ3bucM69Xk/tdtvOFtM3gfYI7s7Pzw2642ziqJkQyZTI09NTm84bDoft9dPptDKZjCYnJ3X79m1Fo1GVy2W9e/dOw+FQx8fHOjs7k3SZxfjPTXDgnRJwJ45zfn7e3kO/39fJyckHoQ/Xdi5TU1OSLg9oOBw2Y8wsabKS4XCow8NDBQIXc+p5yP6D4QmbzaZOTk4M02YMKsbCp3/SBeYO7orDwRmxAUShRH7gixgiZmtjPPg9fH8ikVA+n7dIhMwmGo2ObRzb7bYk2cMk0vITOf1DjsfjdpC73a7i8bjS6bTC4bCKxaISiYQdxl6v9xfQD6OaQ6GQZS5ccqIRYE4PT0gX2SDvAWM7Pz9vhvP09NT2G+cPDj0xMTECq4GLY4THdc6FQsEMGntZKBQkXUISOODhcGjZAOOgw+Gw4cpHR0c6PT21S8y+eQeOk8bhcCabzaY6nY5h1zxTeECfCcRiMTOI3Asc/fn5ud6/f2+/bzgc2kx1b4DB1TudzkgGNM5qNptmGJLJ5F9MeyRwy2Qy9lnJUsiypEu4yWd8GC+yI6Jjvr/X69lYbpyKh21AFebn520UNLzd1NSUhsOL0dSDwUCFQsFGLPOanLFEIqF4PK5AIKBWq2XcTDgcVqfT0evXr8fev6uTdMlWA4GAZSKMV5ZkWY3n3EBa+H74O599M0IaTgZUhecwMzNj9qHb7VqQ3Ov1zCkRVDN6PJFI2BjqWCxmmR3PnGAAuxKLxQwSGxdWvPZJLRQKBt2cnZ0pGo0qm81a2npwcGARWq/X0/7+vnnow8NDS7OBGyRpf3/fUsHp6WllMhmLdAOBgHne8/NzyygSiYQ6nY49DIwFh7Tdbo84qKmpKQWDF3O9B4OBbZx0cXGJeoiyJicnlc/ndfv2bYXDYbVaLdVqNXW7XYs0x1l7e3v2e7ikHHp/sEj/s9msBoOBtre3Va/Xtbi4qOXlZYXDYYMgp6enzZniFKPRqCKRiObn53Xnzh0FAgFLb7mMJycnFoUwHliSOQsI72w2a5lqJpPR6emp3r59q/39fXsdIjMfoUHoD4dDI8aPjo4Uj8fHdi4PHz7UYDBQs9lUuVxWoVDQ3bt3zfAPh0M1Gg0TIHD5qtWq2u22nYvhcKj9/X2LPHF6BBIEPH7meKvV0tnZmSYmJrS5uamzszPLdBCKtNtt1et1xeNxEzFMTk4adAOcGIvF1O129fz5c/3xj39UKBTS3NycRfuzs7N2P87OzrS7u2uz1f+/RllfZ21ublomOzMzo1gspkwmo/Pzc718+VL1el2FQkGLi4s6OjrS27dvTaiRzWbNyGDUMPg4dDL+wWCgTqdjvxe7QQAHvHx4eDiC8XPvgNfr9bqWl5c1Nzenw8NDgwWBOd+9e6effvpJgUBAuVxOmUxGqVRKyWRSmUzG9hDb8O7dOz179mzsANEHfxMTExbdS7LAhIDMc2tApNiW8/Nz1Wo1g6/29vbUaDR0fHxsaMX8/Lw6nY5BbAh/0um05ubm1O12dXp6akE6QUM6nVY0GtXc3JwmJiZUq9X0/v17ra6u6uHDh0okEtra2lKz2dT79++1s7OjiYkJLSwsKB6PjwSC/F5+j9/L66xrOxcMPRkBUY/nAiRZBEhWQGQhXZKXRF9Ee564Oz8/18nJiUWppMM+KvcREp7VR0dkO0SA3W7XHjjLk1Sk/pFIxIwtESjv20d546yrBDC8ACoxFEdkVfAWXGgUPnx2HDWR48TEhEWLYPpEMb9EMnOhea4+6uFn+v3+SGotySL2wWBguGwymbQ/++/lYOIAf43985EuztCLBjxs50Ud0qihubon/xyBimIpHo9LkqnDeJYexuV3ssikvSrrqpCCfeN5kWGzlzjPiYkJy+7HXRiMqxkIZ4j3jpPwRPMvEcVE3nCp/oxIl7PmrxLfLO6r5+j4fT6r572x734GPdkcwSs/g2ovGo1asMkal7fymQv2BMOO6suLFq6eSS9a8HPveU0fgPvP7fePAD4QCNje8V+CJGyIfw9eNMHvw47wjLBL5JLgxwABAABJREFUICGIuLDJ2KHrrms7l2+//VahUEgLCwuamZnR+fm5RS1+M/Ck9XpdZ2dnlsKCkwaDQWWzWYvgXr58OSIFffHihfb29pRMJlUoFJRKpXTnzh1NT0+r3W4bsTs3NzdyoY+OjtRqtcxgx2IxbW1tqdPpaHp6Wvfv39fExITa7bYajYZOT08tRUSiyiU/PT3Vzz//rEgkouXlZc3MzKhWqxkEN85aWFiQJDsIx8fH+uMf/2hkHQRdsVhUu93W06dPDRIhPd7d3TVYyxupbrerXC6nyclJy+qKxaKRzUdHRwYp4PiBDDY2NnR2dqZSqaSHDx8aCd/pdLS5ualGo2EX4/T0VC9fvtT+/r4WFxd17949SRe8DQbqKrn+008/WWYFdzbO2trasj9Ho1EdHh7qu+++M4eMoefzNRoN9ft9LS8v6969ezo9PTUBBxcQeDAYDOrk5MTOL8+p3W5rcnJSi4uLSiQS2t7eNqId6IXPjcHxpPm7d+9UrVZNBg0kG4lEVCqV9K//9b8eIdPn5+eVyWQM2un3+1pYWNBgMNDBwcEIrDXOevLkiYbDoSqVimq12ggkBxyD4ZqcnNS9e/eMx4KzxDgSxO3u7urg4MCMULfbVavV0uHhoXK5nMFcQJBEwIeHh9rd3TXYkmDr6OhIExMTKhaLCofDOj4+1ps3b0yAMxwO9fLlS71//16SjJPKZrOanJzU4eGhKpWKEomEHjx4oH6/rzdv3qhWq2lubu5G6MPR0ZGkC9gwmUyqXq/ru+++M8cFPOf5F6CsaDRqwbQk46Wnp6dVKBQUjUZ169YtO4flctlsLIhKIpEwukC6gDb7/b5arZaazaZKpZJKpZL6/b62t7dtP8kU//SnP1mwgpNZXl425+gTgrm5OS0tLWk4HOr58+fa2Nj44Mz52s5lb29PoVDIiHqPceOF8ZDe001MTCibzardbuvo6MhwvcnJSdXrddXrdct2UFLt7OwY50FkXCgUzIlIsnoGCDIP2RHNtNttMx4Q+QcHBxZJQ1wC52C0cY44l0QiYTDPuJFjKpWy98j+7OzsjESHkUjE4AcUMUQ0GCyvZDs7OzNMlqwDWDGRSJjjR+3hZZkc3FqtZmQ8TgICG2IaY3J6emqkK7APNQbATY1Gw55lr9dTpVLR4eGhCoWCEYTjLIIK0naeEeoaIjouz8HBgXq9nu7evatSqaRWq2Vnx/MWXtHlVYhkbajHstmsarWazs/P7fdw2XzW5xVB1WpV6+vrymQydv6SyaSCwaCmpqZM/EAEC09D9gyPgeKKOzbuKhaLpmYDams0GpJkAZ8/i4hQKpWKCSQ8LML9Ozw8tDs2HA7V6XRMXMLe+iyGaPvo6MjOF6/X7/c1OTmpmZkZg8CbzaadW0nmEPP5vEql0ggcjKAnGo1avcnGxoZBtNlsduz9Oz8/N9uCKOjdu3c6PT1VOp02no/av06nY9kzz47/h6OMx+MWSPAax8fHxt+RkeCgeQ0yXr7n5OTERAE4b/YNDmhvb29EsMTdBeImAOt0OspkMpY9c9ei0ag90+usazuX6elpUw5sbGzo8PBQtVrNcGRSUy4ufyddHIbJyUk9ePBA0mURF8YaGEOSEXjJZHIEw6doy5PugUBAyWTSJKHxeNyw9OPjY1PkTE1NmXoCaCSRSGhxcdEuw/HxsWZmZiwDQAjw/v17bW5uKhaLKZfLjW0cwdHhVHCa/B2RGQIHBBQsolkuKY5kf39/BALgoIbDYZXLZUt9Uav0ej2lUiktLy8rGAwaOR2JRNRoNEYktBRsdTodVatVnZ+fK5vNGgz29u1bI/wJECYnJy3ajUQiWlxcNINx9TN9yLqauhMlegkvkmBJRozjEFEPcd6kyxoh1FM4lomJCWUyGd26dcs4IwIish64PIhOD5ednZ0pEAiYLJzvx1HAU7ZaLUUiEc3NzWlyctIgkE6no/X1dQvc4B+RT4+76vW6+v2+9vb2jH/BSfqgsN1uj0A0KJU4n8PhcOR+s3C2n3zyiYk3OEsoFclguV/ArpIsOOV1+/2+7X2n01G5XLazBASEc280GnZGsFVra2vm6JE1+9/3oYvAlSA2EAiYDBh4CagsEoloYWHBgp6JiQm745LsLIC2HB8fq1Kp2F0Mh8NWNM4du1qjxZ4j8CEDAm4EOZqenrZyAopccdYEp5Ks0DqXy2lqasrsO1yg55Gus67tXEqlkgaDgdrtthGiBwcHki6icnT7qA4wckTrpVJJn3zyiQaDgd68eWMRrjTKf6DASKfT9iFPTk7UbDbNucTjcc3OzlraTJSQyWR0fHxsf7+wsKCFhQWT5bKhqHZwOq9fv9bJyYmKxaKmp6eNvO90Ovr222+1s7Ojzz//XH/91389tlqHQwU8gCIEY0e0AVyRSqUM55c0UhcBR1Wv17W5ual8Pq9PP/3UPhNV1ejVV1ZW7HcdHx8rnU7rm2++MZ1+MBjUq1ev9Pvf/36k4wGkPhXEZ2dnWl5eVi6XU7lc1vPnz8048txwLrzP+fl5O/C87jjLY/eo3BKJhEFZOFT2iFqY09NT7e7umvH00TfQ2OnpqdbW1nR2dqa5uTnlcjlNT0/r3r17mpyctOpvxCCxWMwuvcfzeR9AkAsLC5qdnTWBA7xCv9+3/eN5eRl6u93Wy5cvLeuWLnmQm6xqtaper6etrS2tr68rnU5reXl5xBFwf3zQkEgkrPanXC5rOByaDJY1HA5NlffZZ59peXlZa2tr+uMf/2hOC4OZTqftrHpjRcZDENHtdg0ar9VqBrkWi0Ulk0kzkr1eT7VazeBySh9evnxpzsjLk8eFFuGCEcQEg0EVCgWDmbBhp6enmpiY0MrKykiVvK8t4rlSkwcMixouk8kom81aEOihLEmW2QaDQc3OzlqwRUYFzFUqlfT5559rd3dXtVrNqAyfAZM9k8mAspTLZQsYFxcXR9Rl11nXtpQYQdJCnx7htYkEebO8cYh6JKSk0HyxhsOhpYbZbNZwVGS0eFrStUAgYI6Fg01GQLQANhyLxQwmQmTAw0qn0yMFUBw+CHRw6HGVTixku5OTkxoOhyMKNv9+PY7PIfRVwfw5lUppdnbWsGxJI9kjUAFZD6oPL5DA4A2HQ8uMUPwQqdO2otvtampqaiT69M7WE7P+PHB+blKjAV+HUfdEtCfVeUaQu75dBhAChoD96Ha7VquRTqdNin12dmYciq8FgVxHhYjKx8PFHiJDtUj9DQKTqakpi8LJIqvVqo6Ojgz+lGSO8CaclXQJB6ZSKeXzect2OU8YHPaH+45T5S5xn73oRrok8HnevA5nlsgeKTsROv+OyoxsiX9nDzOZjHq9nsFgOHIyVrIYaol45px3f1bGWd5usAcUhPKeuD/xeNyCGy+Vx7l5VRm8KaUOnPFer6dWq2XKNCTaXmTjX5MSBJwEAdX29raazaahPr4UA46ae8178kIJz8t9iHO+tnNBWkgE7eWbPEj4AUm2UaTc9NcJh8MqlUpmFHEaRPYPHz609A4snQjKQ3GQTZVKReVy2eALLiEXuVKpWB+gYDBoJDmZQjgc1oMHDxQOh7W1taU//vGPmpycVKlUknRR3zM7O6toNKp2uz02LAZkALdBOhwIBHT79m1lMhnV63WrxeASXFWQSLL9n5+fVyqVMmLx5OREy8vLmp6e1nA4NKHC7OysHR4gn4mJCeNJKOhaXFwccQI4f4wRxYZnZ2fKZrNGxHJYPf9DpOtrmrxk8kPXq1evFAwGdffuXWWzWXU6HSOScWLdblfHx8d2yYLBoPL5vFKplNrttpGkQFjNZtP4pq+//to6IRCMlMtlw8alC2hyYWHBquYHg4E2Nja0sbExIn/FISFwoF/bcDjU+vq6arWaMpmMHj58aIFUNBrV5uam8QWFQkGBQMD6aCUSCatNGXfxnh88ePAXghhUlTxHiPl+v698Pq9kMmm1UcPh0DhUXyuUTCZNEFOv183w+uJGxCTI27EnGDYyp6WlJeNlm82mQqGQ9ZLj3B0dHVnRJRxNvV7X9va2QVA4HhwbDmacRWEr8Gqr1bIuEV999ZVlVOl02gpOe72eZae++Dafz1sgQ7YPFww/2Ol0tLW1pWQyqX/zb/6N5ufn1Wg0DMXh3lYqFbXbbSvyTaVSevTokU5PT/X06VP9P//P/6N4PG6ScoKKra0tVSoVs3Hck6OjI6VSKc3NzRnPfXp6qna7rVqt9us7F7w2ihi8Kd6TCIXD76MZPDNKkEKhYKk30RlOKZPJaGZmZgQP9gopPphPnY+Pj40nweNCcnk8kdeCUKQWZnJy0tpTQBz76JODiQMdZ+FcgDf4vJC1PFgf/V9d/B2fcXJyUtls1mAYn/J60pAvOCkiYOC44+Nju4REKMPh0DIfjLfPFJDOXr2oXpIOJ+HlpuMuCnT9a3uCVNKI4SBahYT0ESSQApGdJHNCSEpR5XgIgYgUgwhHwtknoPLOBYPNnvP97KuP3jG8GCj2nN/tM8FxFp+fQIMAC3ELEat0WejsC+iIjv85Sb+H7ry0mHICrxZjL64SzARTnF0yGjJwskUvvGDPieypQeL5eAHCTdAHLzzgv2QRoBJkypIskCEDgM/k/KICy2QyFpSRmcANc1+BfBE5eTm9rz/ijEBVIJLK5XIj94G7zSIo517xd1fFFr7s5F9a13YuRNnSpSbbk/Ec0KtGFA+9t7dn8kHgBx5EKpXS4uKiFfPk83k7+Hho1BS//e1vrYAT7Pf09FSLi4v65JNPdH5+rnfv3unw8NBSVUmmvIpEIiaNpnvAwcGBRaepVEqpVMpS8EajYR1JMdrjLJRBRBq1Wk3b29umwCMSky4dsyR7j96wkdFVKhVVKhWFQiH99re/NaeD8eTAEh0Br2BY+CJw4CKjPAFWAg8GFiEKTSaTdvgQV9C1gUxif39frVbrxpH3w4cPFQwGtbi4qOnpactOuYwYE/Bu3hPRuScvp6amLBu7c+eO8vm8Hjx4YJAs0u9Op2OZNp+LM0TV+BdffKFbt26ZcTs8PNT333+vRqOhTCZjTgJ+khZJ9N9CBYhzATaq1WpmUBBV7O/v30iKXKvVFAxeFMmm02kTjwwGAwsUMUBE0b1eT/Pz85qdnTWYR7rs4kA7kmQyqZWVFVM/YZg4g48ePVIul9Pbt29NedZsNs1OcC4RzQB5UTQsyTInCg4l6datWwoEAlblTrsU7gtBE10R6EQ+zsL4Eqjmcjl98cUXZoeAusnUq9WqBX78W6fTUSQS0dHR0YgAh89LUBuNRjUzM6OZmRnba4LzUqlk8Hav1zMVYLFYVKlUMqVnr9fT8vKyORLu38HBgSFAt27dsmLxdrttZwB+nfdFW5pCoXDt/fvgIkqiC7A5vjxH4HmBdDqtYrGoRqNhJD6XcHZ21hqyzc3NKR6PWwqOVp70/PT0VPfv39fdu3clXWL4KMuKxaJu3bpl9Rm+nuHk5ET7+/uSLlRvREBcICSDSF3RlEPEUl0Pzj7OSqfTpkyjuWa1WlUwGDTZ8+np6cgeQsC3221zfj76arVaajQaKpVK+vLLLw0io54DFQv8yNXsxBdoeiUTmYYfeeB7b3mYg4MWDAat3xFS6vPzc7VaLe3t7Wlubs6gyXHW4uKitbJJp9MGT9D0lAiW7JLzSPDjlUvJZFLRaFSJRMLkqSsrK5qamrI6E4QrQJmom+DhOAso1lBzVatVk/iSmUQiETOo1CSgWOQZQ4iTIaMko0ai2WyaMGHc1W63FQpd9CsrlUoWQHhEgsiWmjCM1vz8vBkaujFEo1FtbGzo5OREiURCMzMz5nRZnLmVlRXlcjnrSQjcEgqFLFDEaXPOySAZs+GDzcPDQ+Mc6UuG4/OFxhhqMlHfleNDF07F27Y7d+7YPkqyzOzk5MR6pmHckfsSBGG0PV8ILwwdkM/n7dmcnJyYggzlGmpdFKHpdNpUhTw7nA/3heA2mUxatX+9XjfVLTYCLpGsiCDguuvazoXImw9CdMch6XQ6IxXHuVzOYAIUUDRLvHXrlqkSyGC8AIBLWygUzKnRbZWHcHh4aAVKqCW2t7cNny6VSqbq6PV6lkpySEOhkKanpw0C4/uIrDHgs7Ozki4Lp8aNvFutlv1+UnqgPGSuODiIYySo6OjJ7nwERRbjGyUSsfFawCtIHrn8XGj/uTCUQGYHBwcWUfM9ZC+5XM5aWfCZfCU0GSr7x+UcZ9Fbi4jv8PDQLq+f7wEEwYVEjgxRisIHVQ1NBlHykD160p49oXYAZx0Khaw63UN0t2/fVi6XM2cEdCvJJO3xeNzgVs4exgeHhHPCEWKEx11Ag6iAer2eZmZmzLggNkAiTOBI81Zfa+Fl3fAlnA8CFmBnnhvBi3dAGGsgI19uALwojVbVY4yB0OApDg8P7b3QZ8wLS5LJpBYWFsbeQ8QGSLo9we0pARb3lGwUrsXDZNVq1Xqo0VkZOJE+fex7PB43R0p5hiSbN0QgSoA1NTVl55Mi9n6/r2w2a04rFouZHfcOi+ePU0Ek9SGKxWs7l1u3bkm6xG3p8EkKj8FGd728vKxkMqm3b99qa2tLgUBA9+7dUzwe1+PHj5XP50c8NdEAsBoZDwoleBU86t7envr9iwrmTCajWq2mH374YUQC+ObNG1WrVctI+Fki+tXVVZ2fn6tcLpuzki5llaFQSI8ePdL9+/dvzBns7OxIuqytkGTChXw+b7hrp9Ox4V8UhZ2cnGh2dlaff/65QqGQ1W3gRCYmJqz/FQV/NF7E+RMN0/GYvc5ms3/R1Rau6vDw0L6fxYGjjTjdiZvNpvWXw4ASJVM8eRO+oFqtjqiRWq2Wtre3RySgGBuP3xOtBQIBG/61urqqVCqlly9fWhEcPb329vbUarV09+5d/fVf/7WCwaCazaad862tLetfFYlEjHDGCUQiEf32t7+VJD19+lQvX760kQ+hUMhkuCyIZ+4T5xzFEH/GmN4kc0FG2mq1JEkrKyv6m7/5Gw0GA/3jP/6jGo2GfQ6vqtve3tb29rZyuZyWlpZMDAKMihoRQ4p4wxdOAo/2ej0LVH0LI+rQIPTJjHDO0l+26CG6p3tFpVKxoJU7QFCJwGVubm7s/aPgtNPpWIANl4aj5Xlhc7Abh4eHmpqasmayGPOtrS2Vy2UVi0X93d/9nX1uH5iEw2Gl02ml02mtra1pbW3NRFDAhtPT09rd3bXyg4WFBeMQj46ObFhYKBTS3/7t35rt8x2eO52OwYv9ft/OydTU1MjXdde1nQsHx2PbVH5jdIEiMFJ8gQ8SiQHLeLyeVJbf4YklohsPHeDhwWqJ0L3k76rIAIPKgfdkJL/Hk2REOGRVN4ka/c/yeYhgrkY8/v+JLkjxpUui0H9+/xmvRlEYdn4e3sA7Om+4ifYk/YUx4z17+BO83s+joYiS3/NLr/Uhi6gKngg4wEupfQU775PIjX30ZwAHxDPwZ5w9vvo7vdxe0og0lOidswzE5Kv5KYbDiWNkyWCuPkdfH8T3jbsw0nwG7pMna4lM2SMyWC+CYXEnceheWEEWx7560h7ZMBALwQwc39X76SXNwWDQCiIJHjDq1IZxjr1dQv7LGRhnEXz6ei3k+ywCAO4Ye8I+/9J94n3xeX1W5/cZR8UzQEULbE0Gjw3mGcRiMasz8rbAB/O/JCMn8OezeLj5OuvazoX2J5VKRY1GY+Ty8WC5mEjgIPw6nc5IBf2zZ8+MEGOEJpEg0A0fFoKZ1w0ELuo7/uqv/soi9qOjI6XTaT169EgnJydaW1szmI72BkipkX2Wy2XryEyEyCJaJf2HlPRFjR+6mJWBsSUzop6C4T5AWM1m0w7e4uKijR3udi+GeR0cHGh+fl5LS0uKx+MGOwEFMUoWWS79jiDmGFRWq9XUbrct+sHokUliXIhi5ufnlU6nDUqJRqP6+7//e4XDYf2H//Af9Pvf/940/hgS3hevOc4ql8t2CaSLi/XZZ58pEAgYPOYjZuSWGxsb1oKFPl1wStlsVvfv37cutNFo1LKcs7Mz/fDDDyMXkazY801AhzS37Pf7VisVj8dtDC4Glkx7Y2NDL168UDQatUF8m5ub2tnZGVHyVCoVVavVkULGcRecy61btzQ3N6fhcKiffvrJoGKel4dJh8OhIRSQwX5PstmswYxAWT5DxWEsLi4qlUrZaGmcy2AwsNky2APgIs4wakYCgfv37ysSiVgmGQqF9Pd///eamJjQ3t6eFQtubGyMcJRkLt4ZfMi6qkyMx+PWfRh1FnOrQF/YM+Te6+vrikQimp2dVSKR0OPHj40TQQTAmpycNJUXEmGyz2KxqK+++kqRSETfffedfv/73xtiEAgELMvKZDKanZ1Vs9m0OrrDw0O9fv3aAghfoMn98DU6BG4HBwfa2dn5z0PoI9Xd3983zBZJLFEkD4FNAsP1RDLVyuCgYOWkZlxwHuTVdjHpdFqlUslwc1QUqVTKyL5qtWptuL3wIBqNGvaOSiebzY5E/zgy5Mx48Js4F4yFl56iPiMq5KERxRJdE22BydPEkLbppP/+dYk8IpGIOVS+D/weJ0rk7SNKlDqeqMSo8KzJSBcWFpRMJvWHP/zBSFWgA84DWeu4xhHOBR6N4Vy8J8hHajMgH4GzyEB47/1+39RJtBoiyKDuYH9/38h7yGaK2XyWfXZ2png8bmeMs+PJan4fjQqbzaYkGTEMxHY1C0Bs8mtIkTlj8XhcuVxOrVZLu7u7I93LuYc+0/XG52qXBYbZwS94p8QdJrtF7IGjoliXiDoej2t6etp63pEVQuyT1VCrAYwzNTWlpaUlZTIZCwwGg8u+g9wrAuCbypF9pgxfCgxHfQvBCHtKMeLh4aHBfSj37t279xddGQja2VeyRzK1WCym5eVlTUxM6Ntvv9Xe3p6KxaLy+bzZaTocAEPmcjkrGubukgXyubztwEaTSRFk/urOBTiLaYwcGiJjun5y+DhYvuAS6SUqCeYhYNhxHCgjwGjZ2Hg8bvjz27dvDQ6bmZnR4eGhFQRS1EmNQjQa1fz8vL2nweCyXw5OizTSE7Ck/Dgkmg6Os3AuPt1HYszFq1arpjLyUm84junpaXvo7XbbHKzPDiheg/sgwsNxDwYD67cVDAaNfyJaRK5JxEjBKQbV15pEo1Gdn5/r+++/t0t9//59u3yBQGCkoSBdbcdZOBImjx4fH+uHH34YOX/My0BdBR79ySefKJfLmeKsXC7bTBjUZ8ibh8OLLhFM2ZQ0EpHTEYI+VyihMCCcIQItOEPEGNIFdl+v11Wr1cxoIvnGgeIQKbS7iVNhIXzpdrva3d3V4eGhKTi5Gx7rR6ZMxXc6nbbx22/evDGxBwQyAQgOI5FIWHdjzjbV82Tr1EyFw2E1m00jpCuVio6Pj1Wr1dRoNJTNZnXnzh1DSVKplHK5nJ2LnZ0d4yJpDUNAQ1YVDAbN8I+zgJwI+rBZp6enNvgNuHYwGJhYJJPJaH5+3kQhkux7+Dsk3aenpxYE+u+HfgD6arVaev78uaLRqFKplD7//HO7u/A97AMzga7CW3RNOT091fb2to0xhnrg8/K+EK786nUuRBnUAtBm5WqE4xvDYfiJ3ojqIIlTqZSpN+AQIK6q1ap1ofVjiJElvn79WqFQSE+ePDFlWLlcNudCxNPv963iHuMLacoDr9VqI9JA2joQPSBZvQksgWHxDgNjkkwmzUFSLEiGw75NTEwYGRkOXzQRpH2Ib+nQaDS0u7trnaS9Agf89OzszKTZwWDQnAQqFLrm+mIuz7V4VSD91xht8PDhQ6vJ4KKh6/+Q6t6rCyNC48xarWZn4Msvv7TuuChsgAWQq7LHwF3ValXffPONHj16ZF0TfKFpvV434hWHysU7PDy0EcsrKyuan5+3qBRc3RecZrNZ3bp1S7FYTJubm+ZYqGXhTPO72u223r9/r0AgoAcPHiiVSo0N5fjF+Tk6OrJxFKgYCQK9bLtarWowuOiRlsvlNDc3pydPnhi8gwDBKzqxBXwuArjNzc2RTr8HBwdaW1tTv9/X3bt3NTMzo0ajYc0VibC3t7e1u7ur5eVlPXjwQIlEwgj7drutmZkZnZycWFV+LpdTOp22gEi6VHritMddOFGvbuXzMHq8VCppfn7eVJSDwUU3kbt371qVO84BJSjOhS7u9LKjiSg1cP5MtVotPX36VLFYzODxtbU1ff/994pEIioUClbSgb31KjyUkZVKRQcHB3r+/LnB4yhVCTgQo0j6IPt3bedCKumjONIpX0FP5MK/AYv5hXIrEAhYcSLabAgy+AdPajKfwL8uMj46kTIOGBgDNQdQG/10mOtCJuAlyT5t5ueoZxj3kgMXsS9AHeCpfGbUGD59B/dm7AEKEhw7EABkmzeyXlZ4VTQhXcJ0BAbsK99PEapXKwHPQZbDJ0iXA6A8lALRfpNhV9PT05Iux1zze3yWhNKJ5+lhR+mSpJ6amrJKaYppq9WqvTbnC3jFS7+JKD1pTeCF0QFeRJmIY6XwleJFHO9VAUUkErGaIHpsoTi6CecCcoBs1wcd0WjUINNkMmmwia+EJ5I+OzszPgCeFMfIsyaiB0Yh0POkNvYimUwqn88bnMheEsAi0cUOoAAku+Tccv6A+a6KCeABxw1w2CsvBvH2DudDeQBqTe4v98LXsvjXpJYNJMffcQRR3g5zXriLvosKkBdSY+4MdoWAnlYyNMv0YgJ+BygQr/urE/pEJ2DUh4eHKpfLI9kMbwrYBoOC84ETIIIKBAJ6+/atbVAgELDuxl6Zc3x8bNkLkA+b/erVK717987mbhDNs9HAAJDhzHPZ3t7WmzdvNDExocXFReuaClSBUaXgLRwOm4EbZ13loKampmwG/Js3b3R+fq6ZmRktLS1Z1OPbZLRaLb1+/VrRaNT6a3HAT09PrXA0k8loeXnZKszPz89NSgs23uv1rJ4Dhc3x8bFVkbO3ZEVefcZBprfX1RQczgvMF+NPBjGucfz00081GFwMUSKz4jJ71RpiA0h+FGy+WvvWrVuan59XPB63Lgfv37+32qdUKqVGo2EydiTMPnvFAcE5ks33ej3rl7e1taVWq2X1B4PBQLu7u2q321ZpDSxKxE9N0927d0eUhNy3m6jFCoWCer2LMRIbGxvGFUxMTCifzysej6tYLGp2dtYacqL+425IF8ECg6kokiXAg7MhCAIaIotgeYO5urqqx48fKxAI6Pnz5woEAtZ7kNZI8XjcYF2KTzc3N/Xzzz/bM6Jg2sNJBJwM2gINGGcBPSOuoI4GZ4dDnpmZsboqeFuGIiJqocWNb+1CQSgOBDgevtdzIjiRQCCgWq1mxbsgLdlsVul0egRhKJfLxrsNhxd9BV++fKl0Oq2/+7u/0/T0tF68eKH19XWzp+zzwcGB1cf86s5FupTQYvQ9AQ2X4Hv6cAnx1BQH+cFHvn9RIHAx2ApH5eXHZ2dnFo3zXohyvDzUE38YNp9mA5eRwfCeiMr5PTgXPL6XvI6zeN+k0TgsSeYIstmsfRYvFyUqolLfV/V6hR6V9ggP4I3AS6ULh+7beOA8fM8nHzlRCOt5IpRZQHgEED5j4TPyO4H6xs38UGLx3JGisoc8Ry4c2YNvDcP+eMIcOJYsB3z+5ORkpEMv59U7WumyU4T/vJ5fY89osgn8gYLPE/W8Lmo3Wpbw2p6cvsnyEnyEDx725L1z35C2AlHjUK9Kfvkvr4FhxSDjLL0t8Gfd7ys8LVA4fBYIBl0PUAfy7H07oH9OdjvuHebz+vod/7p8dr6PmUL+XvB54YB8cOTrfvhe/z3smf9/r34k2PH8qH+vXnKO7SXwSqfTKhQK2traGnkNPhPvkfd/rf267sbSaRfiPBwOK5/PjxyO/f19bW5uKpVK6dNPP9XU1JQRfqSwkUhEKysr1hoaY0EkjYyWA3B8fKxyuWwE9meffaZms6mnT5+q1+vps88+08LCgtrttiqVyojygfd1cnJiaSkXNJfL6eHDh1ZUF41Gtbe3p0ajYQQ70Zd0CQuMaxypVOdBYQQDgYBmZmZMIfb9998rmUzqzp07isViNinSc1xkcURk0mWvp+npaeXzeYsimeSHM5Eu61wGg4FFp3TiJR2Gb4rH42q1WlpbWzMHhrHzwQLREQ6NlimoeG46pndra0uDwWVfKaTIOEAPl8ZiMc3MzCgQCFghLV0iMC6+RmhiYsJw7oODA5NcPn36VMFg0LpPo/TySri1tTWtr69LumyNT9QNdMT7wulxRmu1mhKJxMikSlSV1WrVjLiPYG+Sufzwww+SLgz3o0eP7ExJsnMAsTs1NWVcCPAnGbV0GSwRXMRisRGugJICWr0zWZY76aHLP/zhD3r69Kn13aIOSJKdS/bw5OREz58/V6/XM15sampKCwsLmpqa0vPnz/Xu3TvrfIGDpu2L54Q/dNFfztcCcQcoGqZ7OnJ/CiAZw769vS3pspYMmNBDhQS2QOUUiXY6HRvmBfdHcI3x5zUbjYY9B9AGMizGvCMrJ7AG+p6cnNTJyYnevHmjYDCoubk53b17d+R9Xmdd27nQpLBWq2lvb0/ZbFbT09MKh8NmcDqdjo3uZWjP5uamyuWyjo+Ptb+/b5fvKhZKlESBJh8E43hwcKBoNKqVlRXTjp+entogm/X1dVOXYcB9mxokxVwKIA7SUd4Lsmbv8aXLCHXcyNEfTF+sFAwGzdGura1pY2NDMzMz+s1vfmPtVYjOMGgcFoqjYrGYyY3BqIn0finS4CDyWkQ8EMc4PZoQNptNVSoVG1MtyfBXWqGAF0Ok0sTy3r17mpubs9qccWWgkKM4VgxKOBy2LIosD2VTNBrV+/fv7SIi88TAYdCJjOmnxQjqN2/eWNSeSqXMwHIJh8OhVfRLMv4gm82aw4WsJ8OE1/EFpzh0MmakpODwnse5yQL6Y4gZxhC4GaHC+/fvtbCwoM8++0zFYtEmJPruDSiL8vm8CoWCOVNgWvacaaiei/Dk8GBwMTyw0+mYA8emwHf5Vj0ebuQ++Z6EvV5P5XLZ+tz5nnBkr+M6aIKuq/VaweBlcSznMRQKWWsrHB37x1kgyCEY9lmMzwpPT09VLpdNvs4ARVr68ztQ5ELWg9KA1JBBISCgfogFmkJ7pXK5rHA4rIcPH+rWrVtqtVr/eVru43ETiYQePHigXu9y+hsRApcAxQtRjHQhvUOxNRgMDMODrEP7DWbqiTu86cHBgV69emVddmOxmM08gJwPBoPWVqVWqxnXgpzZd3vFqDIitdfr6datW8pms1pYWJAkw56pgB33gvMQUX1AngLT+E4DfB+XENgJaIh2IRhHnC2H8vDw0EQLCCOQcAM7gp2i9gFmiEajmp2dtaLSQCBgXashqAkkGIuME8MQcNDD4bD29vZMPAGEMO5CLUZ/JrIxDB5EbrfbNT5Numh6CRRIdufrUsjwPDFdLBb15ZdfKhi8qEWIxS5m1GDAkFVTdJhIJKyfHtJuPwsdrNtHt/v7++ascCzcn6vyZyLgmywK7Pr9vprNpjksnGUsFtPc3JzJ3oFXKQtg9LOXp0qXdTDIXXHY0mXXDuqI2B8P6UgayVSi0agVBXueAeEJRbogER42B7HA4VBozbO9SY0LylZsB0YbpwAa4Y04xcYIIbLZrCTZcwap8Z+dRUBL5uenosLZIIenRouZOhR1wvlh89hHeuchdSeIHw6HliWz+v2LyamTk5MW3F9nXdu5PHv2TOFwWH/7t3+rzz//XG/fvtV/+A//Qb1eT7dv3zZikCgcggkFCLLE4XBoVfUefkIJsb6+bikdXVk5kPv7+/rHf/xHTUxcDFgKh8P24Igq6d+TTqf1u9/9ztr849SazaYVX9Xr9RG10erqqr766iuTSJ+dnWl9fd0qsDHg4ywgjWazqVqtpnw+bzg0ToJoV5J1KaXWIRaLWfRMjQISS/4O+SiKJiKofD6vXC5nI1Wnp6e1uLioWCxmAgcGATEkqFgsWp8hnBYdiI+Pj/Xu3Tvt7e3p+PhYn3zyicFoHh4YDAZ6/fq1Op2OqZBuIqklRacIcX193ZRCOAWcM9jxp59+qk8//dQgiYmJCT158kT5fN5qC8iqe72ejWpeXV3V119/PaI245xyWaULmWs8HtfS0pIePnyowWCgvb09HR0dWfdrnCoGKBKJaGtrS2tra9bMldb6CFIQe3CPGL18E+c8Pz+vwWBgA7WI7HlegcDFWGqyYHqgEcXOzs7qX/2rf2WV8EdHR9rY2ND79+/V6XS0u7ur4XCoL7/80jqeT09PW8YAGQ8h76XuwKl8fmq4gFqly3IIzhHRN1wQjjMSiSiVSmllZUXBYFCtVss6jNwEVmRM+8bGhsrlsqldPVLiVaf1et0CrHq9biiLh2ZPT0/VaDQUi8Usa+NME5CEw2EtLy/bGYSLoe0StWR+YCLOmboYnDCqL+B0YDigc+xFoVDQ7du31ev1tLm5qfX1dX322Wf68ssv/0Kc8c+tazsXT1x5Ao4N8i3Zr8JJcBX8nSfAiEp88ZaX5hElEx0jr0MJ4Tv9+qgIY0NkD0zEzAIO2XA4NBzWp8z8l8jUR1vjLHB26XLY1VUJKp+PVJ7Kb7JC3re/rLwnIhMiGCIov89e2cTyckNfkAkOSzrN+/UXCUPA55MuDz/PlXPjCctxlo+m/JgAMk4PKfgCMKJLL2pgr/1Z9nJSngN7R7aL8fdEKfg7mSfvRRq9Mxhvgi3pUpV3dHQ00inBwyYYGYKFcfdP0shZ8BJ8FnvI33nhCD/He/RiHp4zBou7huHyWSX/ztmVZBE3DTB9fzEv1eWscj59psweecGQL+r0Cr+bLP+5e72eBXD0NPMiJpwDRp2/8wEWXC62AJqAZ8AeeY6GvSWT9XeMe+FFAgR6PBegNgJ3UAAvxALKI7P3jvNXh8XobBsIXPStOTs7UyaT0fHxsXZ2dvT+/XszOHSNjcfjqtVqqlQqFgXxPWwWUcWrV690enpqFdNInjudjv785z+r1Wrp3r17+qu/+iuLqvr9vr777jtVKhUVCgWrwEaal0wm9Zvf/MY+g2+hAOdDNA7uvL29bfUEoVDIZKu+rmKcRVEfQ7ao+Pek3cTExbA05NOdTmdEXkuWAYSDY8UBBAIXRXf379+3IWenp6eqVqsGaywuLkqSVUrTzymfz1ufpHg8bu1P1tfX7bDBeXQ6HRUKBc3Pz9vnI6WmIBNZM5ASKf+4xvGzzz5Tv9/X2tqa3r59q0QiYdG9l1pTQ0WbjN3dXe3s7Bi0Mzk5aVJRhAk8616vZwOestmsZcOvXr1Su93WV199pS+++MJgPyJ+ihB9nQZGDtihWCxqMBjoxYsX1ivsyZMnkqTvvvtOkgx2AxP3asqDgwPLwsddvkDy5ORk5B5iBJvNpvUZY1Q0GV273db//X//3yMBJORwKpXSN998o1gspnq9rv39fSUSCeXzeZPDt9ttRSIREwJR9xQOX4w1zuVyxsdKl8pKSQbZkaUi9WVcMyMYJicn9eDBA3W7XX3//fcaDi/HSpDpjHuH9/b2NBwOLUs6OjrS3t6eIpGI7t69a2Okcdp0isehgZggQiBg5Yvzy9nkmXl+mow4l8vp8ePHJvqh71ilUhmBBOk8wXk6PDzUu3fvtLOzY/vd7Xa1t7dnRZ4UaC8sLNh45KWlJYVCIT179kyS9G//7b/9F/fr2s7Ft6CAcKewqVqtqt1um0OgPxIXlpbOPtqkRTdFZru7u3ZIp6enrZUHOGav17OBRNQc0HMICS29g2hjwvAnoi8MkNe6B4NBw88x6OFw2OaGcAhuqnbiPaLw8vU/8BjBYNCiBW/4EDuQzfgsz4sUgsGLVhNzc3NGLFIgSJuXXC5nihF+BuPvCVcyUhR+YOjIxmm9AaZMdsrP4sBp18EFGXehkOl2u6ZYWlhYUCgUssyWSBbcvdfrmbHknMFZkQVclVtSI8EZoA1/o9EYaUIJNMBnwoh4STIZC9g2kSEc1/T0tDVa5f3QYBRHRYZKHcVNYB3em1dUXpW1+vvqPyfZAcaUe+4LTRcWFpRIJKwmxqvDyLywAR7ChBMk6OLsedKb7ADbAn8zOTlpzwwecnJy0hpIDgYDFYtFQzD88/nQBTfiDf/R0ZFxQ17cxP3kz2TRSLN9USTf62XyHvlhj8jCer2Lno5MqeSMcF75Oc4fzzwajVrJAVA/Ds7bimazaf3b+LlcLmftgn71zIUWAFS99/t9m+oI0T0/P69bt25pOBya9DMcDlv7CDILDjbqhkAgoE8//VT9fl/379/X3NycSYvPzs60vLxso2bBiml4mclkVCgUjLDmIIKN+0il2+0anttut1Wv15VMJu19ge/6vj9kBF43P84CUiKd5kB46MRHavwd0QRYKN2RUUzhAJn/Eg6HTU1DRlYsFq1z7VXVDIaE9wVEwWU8PDw0IhFnIcmqzvk7JJ8QnJ57CQQChkGPe7FfvHihwWBg0/gIbLrdixHMyDKBTjyBDrRJJ9rp6WmbA4KzJhhCDMIeBQIB3blzRycnJ9axF5IfJwopS2TrzwgcGu+P5oxeLba0tKThcGiNVuFcer2enj59qkqlotnZWZVKpRtxLkSvKBQDgYBxQsfHxyMwmHeiQLVktb5fV6FQsJodAjgMbbfbNWM0MzOjfD5vvIJXP3JvCVQQnpCxMYacxpSSTEG2t7dnBhhBDAETRc/Ly8s2Hwru5SYLiIhanImJCft8ZGhAoNgi9o1zViwWzXj3+30TLFE24dEIHDHBIa2dgA+B1ghOI5GIZfONRkOtVssEJtxx9oYpuwS8tM6hizjnlxIAClmvs67tXJhGx8WORCI2bY9K7fn5ed2/f1+tVkt/+tOfdHR0pIWFBZVKJU1PT9vAsVqtZhLaqakp0/oHg0HdvXtXpVJJL1680NOnTzUcDrW4uGhjh3d2dtTr9bS6uqqJiQkjDSEJuTwQftTPEJ3F43GrgWj9v7O/P//8c6XTab1588YG6vDQMT5gl+PCOr4jsFduSJeOx+PBRJREGZlMRtls1vYKRxmNRpXNZvXgwQPFYjHt7e0ZtEfzRh9REhHi3IikiBDJUpj9To81Mg+cTqPR0OvXrxWPx+13A9mhnPKcUqfTUaVSuZFzkWRnEAkt54/gh+wVQ8nFTqVSFqDk83nLEIi8ufQEN/v7+3r37p3C4bBWV1cVCARs34nkyHrpT/fixQsFAgHrU0bkKMkmXcZiF3PIiRAjkYiJKyBmGQzHed/b21OpVNJvf/vba5Opv7S4p0jFJVnfKc8l+BoxDJZ0KT8HeZiYmDAVmOfoOEdkjpFIxKYlelTDtwzCUfv29HTWqNVqFhTyu+Lx+EhLJJqXcseAhCDD8/m8lSSMu7wMH26zUChoYmJCxWJRmUzG+hr6jIWg0NdWzczMWDZLNkUA4tvZeCfP3YSw92o/1HYEf61Wy0QslUrFfhYEiFq4crlsClEcIM8VO1kul40K8fVy/9K69klFltjr9Uxm7C+4pBEPitqKC4jyAyPKhlAwCYxyeHhoPZA41KioPBFZrVYViUTU7/cNYsNQeMMNsY3HhezyRVxcfC9XJGrg4Xri8iaLtN3Lh1GDUeNDhEJKixNoNBoaDC7b7fgLdXBwMNJEkOfhlSk+1fb8AJAO0IVvPTMzM2OwHEab5+2ba3o5KwQhMASR6E0iRpwUtUlAB5wjLjTGExjPS8g5G5w5P6IYWXoodFFNHgxetB1CnUSUigMgkAHqiMfjNpcFSMlDmcwH4jXYc94vd+n09FThcFjv3r0zo0vdEpHwuMs7Jp477/XqIoqlN5WXG+OcvHNgP7wQxt8juJ6rYh/+6wv0eB5khR4i9gQ9zjsSuRwrwTM9OTmx4AoZ/E2hRS908I0xsVuc836/b1kdIiOcL1myL6LmM8MTkhWRsRB8SpfzcYLBoDlK35kaJ8ZrokT1r4MNYp95P9xfzid3g64SwNK/OixWLBYNm6NoTLpUi/Bv9Xpd6XRa//pf/2tFIhH97ne/07Nnz3R6ejpijCRZyovqgs3GSEJue+KRQ/Ljjz9KkrXepjcWD5DDOjExoaOjI62tranb7RrsgPE7Pz/X+vq6Yez0rCJin5mZsQLSm1T3SheHc3p6WrOzsyqXyzY07dGjR8Yh1et1FQoF3bt3T6lUSpubm9rf37d6nng8ri+++EKFQsEI/bOzM7169cocDwcMJ+AvKFkZkNns7KxJl5GIE52HQiF9/fXXRlxiSImSkJ17SC2TyYw0xENWjhR53EVN0O3bt7WwsKBms6mNjQ2DxRqNhmUTyWRSy8vLVkTJeAFkq1xw75TgpMLhix5ytHAPBAIqFApWk0UzQgwunM7CwoL+f/+//5+63a7W1tZGOt1WKhX90z/9k/r9vr755hstLS1pf39fR0dHNj+GZ723t6d3797pT3/6k0KhkGZmZrS6uqpYLGby13EXASLKLdAHjI5XzyUSCd2+fVuxWEw7Ozv2HClmnp2d1dTUlOH8nA3ORTabteBRkhn9UCg0ojC86kh8MMUXwaiv3oe7yeVympyc1O3btxWPx/X69Wtr7//u3TtJF8YXYcFNnAsO4uDgwKTF09PT6na7JnzBABcKBf1X/9V/pXw+b5wdthIDD6TluS7k2pQmMLiNeih6fkmyGr56va6DgwNr4QIM7fkZ9pXC13g8rqOjI+PFaDeEFJ9uDIwTYMDbB+3Xdb/RR8AYLS+5JIo8PT0dkRR6+RxROQfYf2AyDWouILI59PwOsFzSMyIoHizRk1cBETl5WedVeSX/Jl1mYHwmabRL8TiLzrqopvgcLC9J5vu9+ICIG1FAJpORdDn+16tovAwRyOuqVJgL5klEf8jJHGOxmGU5V6NJno2HUiKRiEWORIo09PNn5kOXN36+Iy3/xuJzkd57lZrPvnwm6r+IIMnQPN7NHnl5Ka9JtoRjJlsig0GqD3cnXRLsnnMAtiQYA3Yhw77JguPwe0REyx2CI4BLAAqjpx2fnz3xsmKfuXj5OZ/zahZytaSB98afPR/JF6S5J735Xi/f5byCSPgxHNflDH5p/7hf3DXs19WIPhwOW0AFZOv5OO6az8iunmfsHX/2ogvOC1/8nReocEc97H11T3neLD4DWSrtY8ioPwSW/SDOBXklxVfIi4+Ojqyifm1tzdQ8jIJlmBJvGs6Gw8tl7fcv5jyUy2WlUikVi0WFQiGLiDw0EYvFTCEWj8ctC+LviKiHw6EKhYIePnyok5MTw7r5fVwsrw3HWEiyfkb+8I6zkETzIMFpg8GgRcWpVMqK8mhVAk/ku65SrIjD4SDz+oFAQKVSSYuLi+r1LnowNRoN422CwaBJOBcWFkwMgASb58ukQuqYfBGld8beMGAE3759q16vp0KhoFKpNAKHjLsGg4sCtr29PcPdQ6GQte8Bhx8MBtre3raaqNXVVR0cHGh3d1eBQMCcJh1k/WdYX1/Xu3fv1Ol0rLcaI7prtZoZCqAJRCm9Xk/Pnj2zbIYAxv8ezhywHFMtkYoj60VJxhlGxbOzs6PhcKj/4X/4H8bav1wuJ+kiC0QyTqHy1fqnfr+v/f19kw6vrKyoUqlIuji7dEWm6C+RSKhUKhlE22w2lUwmtbCwoH7/YjItJHWn01E6ndatW7cUDof1/v1763RN0EgEDq/oFZYMFHz37p3W19cVCoWseFiS2SWCIkoO/L0eZ33yyScjQZU3zB4pQRn76tUr7ezsWGbhgzGcHP3qQqGLTtPD4dBGW6MEA66KRCLa2dnR8+fPjYNCKi7JVKBAWSgkKYSGB+McEyxKMntDUsDsm7OzM+vbB1953Xt87Z3GwJLy0jJ+MLio+IWwrdVq1kaElL9QKBj0IF32UvJ1CXjk/f197e7uqtvtKpvNjsgx/SAb6cKbs+m8R+S4XvZK9Hl6emrv1UcZnlyULocCSZfS2w/12lfX6uqqBoOLIT80PqSXF0aM/3rlFeQohwhxAQaCA87oZmAExgCj0jo5OVEmkzHhAxJtGuHxnlB/TUxMWDt6L3tGq8/ykRWR6+npxaTLfr+vmZkZI9nHjRhZg8HAUvV8Pq/V1VVFIhEb0cAzlmTtTebn522CJ86Q580cEQxFr9fTTz/9pI2NDU1NTRkRSxRPY0fa59BCg3qs7e1tC5T4rAQvKIzIlCH3h8OhZepAkr4WzO/n69evb5Q9wyVNT08rk8kYpOf5F89/wK0uLi5qeXlZgUBAu7u7tueZTMZqYqLRqO0lUBl91vr9vrWLgYMCIqZNEz3duGvIZAlifCaFqGh9fV21Ws1eHzEEdgkoDNtyE7WnJBt8Vq/XTXnnZd2IiVBflstlg+VpJEumx/yVqakpC4Kok9nf37fX5+wQzNBENpPJjCh3pcumv+wHHCotn3BWiH24U9KlvBr1aKfTsWFxXo2H8Oo669rWkpQK3JV5HsPh0A5OIpHQo0ePRiAZLhRGGiMJ9MDF8t93dUMPDw/V7/ctYqRvD1Ab0cPS0pJtBpvqmz76Vvu+/kLSCMwRCoUMdvIDx25yMJH8SZcjgtH0U3/BEKZwOGxtSbi0XLrz83M9ffrUZo1IMskyn4PomAMqySTj9IjDEGAw2+22cS+vXr2yZ5XJZIyPIZJEYowjpI+RryVJpVL2nIn2OQ/jLGS7vAey5H7/ou/R0dGRSa4lWSqPsYP3IepG2bO5uTmi/iI6I9OiLkaSRW8ETqFQSI1GwwoGmRFPISZnBu6EWiCEAhghIB6afeKwPcmbSCR0586dG4kiENQg4QWiGg6H9v8+m5Muztba2tpIq5xYLGZFe2RoGFqgGVoLMQIbSIs7dHx8rM3NTcs62u22Dg4O1Gq1zAhjOEEqsAdE1CcnJ5qfn9dwOLRAC6IarpZ75QUt4653795ZgMjvIBuoVqs6Ojqyomt4Epwb5Q0EOL5usNFoGJWArQLuJyiH8xgMBiZZ53uq1apxW6g5/RgMSSa7B4nBzsJlAtsz2tx39yDY9BMqr7M+yLkAeRBhkHbihf+L/+K/0N/+7d9a51Jv8OjuywWWZJ1Y4SJQcVFoiHaeBnDg2lTjelnczMyMHj16pLOzM718+VLtdlu7u7uqVCpKJBI2oIzIG6kdh8W3aAiHwwZZAZl5Dz7Oevv2ramvcrmcwYsY3/39/ZHoBQjiwYMHmpub0/n5ufUK+od/+AdJ0v379y1VRxjBwydSJ5rLZDKWiUxPT+uLL75QNBrV9va2tra2DHI8OTnRH/7wB1UqFX311Vd68uSJpdYIBobDobLZrO0RZ4POrcBhCDUODw/tmY57wYHsGAhXr9f1/PnzkVoVujRQmIhiCKlqsVhUKpXS6uqq8vm8fvjhBz179kypVEqffPKJSZa5lBhOGh/2ehfD2Og+PRwODaa7f/++7ty5o/Pzc3N2Xu2zvLxsd4bmpWQunCsgXqAjnHO/f9HpGUn0uAtVZK1WM3k7Adnbt29Vq9U0NzdnfazA8avV6ogc1mcKqAB9doAhev/+vX744QdNTEzo66+/tvMiXUDplBpQ19FqtVSpVAyaxth6e9Dv9/X8+XNtb28rlUrpzp07I5J3jGMoFLLx6r4g8yaLTgo8A4wzXTD29vZ069Yt3bt3T6enp3rz5o1OT09NZAOHEQxeNNclSNrd3VU6nVY2mzUYNZvNjnDVtVrNBEmMgMjn85Jk9UTBYHBE1ILICi784OBAZ2dn1tCW+i9GVEQiETsH2JJwOGzSfRKG664PIvSl0dbzfPmIlH8jKoMA5mJBZJPye/ySSBF+ASgOEs0TdRwiDhYOzMv5PJHN+wGOQ6LniTEUZB5L9TUhYJvjLMhjb1zYV0/SkTYTgZCF+c/l+Qucou+uy2v8f31BVnu4CBKQ+iMvU2UP2BvIciS9vH+gDJ7vVdHHuNmfL1zzPZzgzTwpDXnMnvlnBywF/s+/kWl42a0/0/wZw+e7Hftzi0OPxWIWUBG5wmn4Tro+miUbhExlz/kMN4UVOWsYLH8GfUsbzgZn0Pdlw1hTv8L7lC5hachtICzfZYPXkC5JamyEdDnt0QuHJI20+4ebIXv0Yh7sBtklz1wabSczzvLinqvkuR/dwJ3ErnHGOCPcT16LM+C5ay96YF84M2QzZNSgLfz56l3n/XoRD4IMMsKr4o6r6kHoCS9C+pfWtZ2Ldxa+tQekJoeCwjo6uG5sbIx0OSYFA0+k0Anyv1qtant72w4zWCE8xMHBgWq1mjY2Ngx7TyaTqtVqBp1gINGYJxIJi5oODw81NTWlYrFo6WupVDI8v9lsjsgDee83LcDCOO3u7ur9+/cjii8gQhRyvkPq/v6+nj9/bsOOotGolpaWrC8Z8mt+npY3tNCWLnuq+fS8UqmY/BoH1m63JUlfffWVJFlkjXoJHgx+KBqNGrxxdHRk3ZYbjYY1COX3AbeMG3nTx4xL4LkQ6jEymYzJs4+OjtTpdKxGiudHlB6Px01OGgwGValUjPcA4kX8QMsMCn6bzaZevXpllcx0/n379q3xEblcTq9fv9bGxoZSqZSR181mc+Qckd0NBgNrBHpycqL19XWdnp5asRxO8SaL+jGgaRzoxMSEbt++beOxT05OlEql9ODBA8Xjcb169Uqbm5uqVqt68+aNtRGh9xQSZwoyMYIzMzO6deuWBoOBjb/mHIIKeOVVLBazbgUYaNAR4DAPQZHleSiSLhuzs7NaWVlRJBKx6nI/92eclc/nLZNrNBrWC25iYkKPHj3SvXv3lE6ntba2ZnYRuBghDBkfNWoEzkdHR/r5558lyWp36KGI6Ee6EFYhSd/e3rb75IfdSZdOhs9LYOahrnw+r5mZGXM00kX2PDMzM2KnERgQUF53fbAUWdLI4YBM5pdi7GZmZuzvMJ7wBhxsvCbOhQ1BOgicAg7NoYOo4hIQEXBZeE2Kg3hQYLJcYjBcHBsHkEMN5u2nud1kkaa2222l02lrweEjGw4B8AzDqDBIVKjTI4z36clEeCmvbycKJOqHq/IFsDwfiFaPGRPx8h441MCih4eHpp8Hv/VS8JtyLhgwXoPnilEm0yLT5CxJGnmvRIjIUv1+SJcTGeEHvIxTumz77hs2xmIXg9IQsjCoDI4SzJpn4xVHPpDhe3gt/7Ng5TdZRLde+suzoQYJXkWSdSrmPaG2pEU7KjnOGYIdf6dpNsmee/gMw8qCh+z3++aIeGZE4GSZnEePZPi5S9QtIfv3kudxnQvqPewCGVowGDQngBAC3mRiYsICM6/Ouiq5Zo+AnnECIDOef+Yc0O7fn0Evs/eIiHRpwxFusD8eTfDKNAQAw+FwJEC97vqgzEWSfQjeLM4FVcT+/r7i8bjOz8/te5eWlmx0aiQS0e3bt62VBnAEB4hZKoVCQSsrK5YFsbkQkjMzM0Z4Q3ItLi6OFFvm83ktLS2ZwoP5LJVKRXt7e9bqhegV4hd8Eo9PUz3kkeMssGmyIH/ByuWy4d3BYNDa1qAO8REmuCfvG4krmQKV/PyOcDhs8mY+G0q1QCBgERVRlncIOG1kkmdnZ6pWq7ZvpNEUF7K/OC5UJ0TcN5Vzw80h1eaSgMefnZ1pe3tbwWBQS0tLxp0hSkC2TSsSMruJiQnLUnZ2dkxpdPv27RHyHsfV6/Usyqd6PpPJjHBQFAHTOZyJmBgaLjYczenpqQU9NA7MZDJWrPihrTd+ae3s7EiSNWrFqUQiEZvsCgTbarX09OlTe4+lUmlkINqXX36pmZmZkVb6wGgooFBMEaxJF3LoVCplxtSrreLxuHK5nDnfs7Mza2bZbre1sbEhSYZWBINB60XGfUBUIMmmj+7s7KjVallUPu4ZpDee769FcLK/v2/3CKSF+8fwNZ5/OHzZkolAejgcmoRakjnrWq1mNpCZUmQ2ODQya+4k588HrNIlLEjASGsd5N3hcNjQGzg2VjqdtjKR6zrnsZwLKg7wQ+oGaPM+MTFhLTHu3Lmj+fl5G8sbjUaNUN3f31elUhnhcdLptBWPkXbTpI02B1TAEqH0+32bO+8lxaVSSScnJ9rb29O3336rRqOhzc1N7e7ujhCUDNhhIcMLBALW7JAMatwFJOMJaCLXSqWira0tSTLoaG9vz7JDHrLPxEhb/b7Aa/kIEeOfSqXsd3PgJY1APvl8fkSgwUEMhUK2369evTIHcnx8rOnpaf393/+9CoXCyN6yn16CLo0WPI6zqFomOoSfmpqaUrlcthG3n376qTKZjFZWVlQqlVSpVPTq1SuT4lLlfHx8bIKPUChkIwWy2axWVlZGDGq1WtX+/r6Gw4t+d3AnkmxaZ7/ft/blc3Nzymazevv2rb777jtT3AUCl92xT05OtLGxYcEXBppheLOzs0qlUmo0Gh80YvaX1v7+viSZceTuUmuDHJjz9OLFC4XDYa2srFjjzLt37yoWi+n+/fvKZrMWqJFNorRMJBKq1+uqVCoWREoX8M3y8rJ1nOAu8ByRlaMSW1hY0Pz8vHZ3d81RZbPZEaUe+0mGR0aEZL5cLqter1tftw8hpf2iK7ovwoY/qVarqtVqNik1FLro1h6NRjU9PW2CInhV4GUCHAIn6dIpUodEBlkoFFQul01IwKjq7e1tKyUgu8IeoPryHCXZHsKoiYkJzc/PW/t+Pid8JkKYWq1mwdd11gcXbmB08JxIBsPhsHK5nO7cuWMyQCCwSqVi7VnQtZNaYhwbjYYZIVIy+gVBivGBeUDwKZBO1CB4L4wyRrpwjBQBXYWSeLhAaEQkQD1kB+MuzwfxecDa0+m0er2eZRO8h2AwaIdEGiXigF04QDwXaoG40L763hPskIZEN8AWXlzh4TAcF/tIFglkyf/zZww/ESyf6Sb7R1aFnv+qcGN6etoCBS82YAIncALTHXu9nkmygXOJAIFnpctK6f39fe3v79s+XO0UQFsk8HZUPu12+y8gtlAoZJJfD1fg9OAkgRkJzG7iXDC2QB1ATBgRfhcqTV8X5AldBAFIfKPRqLrdrhUx41wwYjT2BIqE12If4B84K55073Q6VvfBuSJ7J9u+Sv7758LZQ+jC8xxnMZPHOwQQCRwkIgYMOkIGyHd/v0AxOD/cSV/gjdKMM+/rdk5OTozjSyaT1lEZAQqfHx6SAksCG943e8P99V8INJjFs7y8/OtnLpKs4Ov09FSlUkl37tyx9g6DwUCzs7MW/eJ5X758qefPnxsuCjmZz+dVLBY1MzOjarWq9+/f6/j42Nrz00UZ0hojy2VgQ/j+jY0N/cf/+B8Vj8f16aefKp1O6+eff9azZ8+sc3Amk9Hjx481GAysToeUHXltOp22B+PVGu/fv9ebN2/GVps0m017PZxurVazyPDOnTsjxCbVz9vb22q1WqbgIkpPpVImEfZ8UKlU0q1bt8yZc4F9RIcz8c8JmXIsFtO9e/eshxbwxd7enkWf+XzeHA+4MrAdzobiWC8pvQnnQtRNHQQGHkj17OxMT5480VdffaWjoyO9evVKR0dH2tnZ0c7OjjqdjkX+9Bp7+PChHj9+rEajoe+++06Hh4cjFdbVanUksGGPvIgA+TCjnyORiEqlkqamprSzs6NyuWwXc2pqyvY7Ho+rWCxaoSKBzPLy8ggvQYRLMHYTxRgEME4E1RfcJ5AOECe9q9hvHHUsFhuBAJPJpFqtljY2NtTv97WysqJisah8Pq+FhQUdHh7qu+++M7iZO4Rjunfvnubm5tRsNlUul83ISjL4GsONEg/uCwNNY0WiepRv0gV5TSGmly1/6Priiy9MELK1taVQKGSV7gQrjL/o9/tWZ4YYx0PO2JdUKjUyDJBgD/n5/Py8tVTa3983LooK+ng8rkePHmlhYUEvX77U7373OxP+xGIx6/zQarW0vr4uSXr8+LHBbNg7HC+DAiH8+/2+3rx5o3q9rqWlJX399dfX3r9rOxcyBj64L8DC05JRSJeS5asdaweDgfEJVNKTTgMDefUZxhCiCuNMFMf3SbIUkDYpEHy8T8h+LzHloZPFUFzko3NJI1HnOMsbBdJWIg8utu/a6iMce1j/78Xwsldf/OlTX17DGyUM/NX02JONRCpEYrwmGRJcCsTm1ecnyZ4j0ThO8yYyUH7WE5ZX032yTx/d8b5RHZGFEbWRrbIH9CLjeXuxCBmkFygQFftiQr58ZuA5Kp4FRgZDQKToJc6cG/b9JsufET6br+3iPfK7yIAlGfzMIpP1z93fU+4O3AP77bNnL3W9ysdxZnxDTC/f9pm4l1iTtXgDSLZPFjGug0Z05G2OL73AZnhbyHtlr7yt8gjQ1eeEPfIoCq+JuIX9Bum52ovRPxe+OLO+y71HAHj23GvvCGnDc11o+9rOBQ6CN99ut/X06VOrDWCjSJFJwRjm5Ueevn79Wm/fvtXU1JQePXqkmZkZff311+p2u8rlchah006DzKVQKJj6hK6r9FwKBAJ69OiR1SAcHBxYG5RwODzSWoKHDESGsfz+++/1/PlzTU9P68GDB9blNxaLKZfLfVBKeHVhZJvNpuGcyHnn5uZs1gKGEKMnyQoH6UyNDDaZTI5kGMPhUH/+85/1/fff23Ckfr9vhPHt27e1urpqjoR0t1arKRqN6vbt2yaLBMPl9b1UMRQKWSTLc02n00ZqguVz0YLBoMrlsjY3N290sQkOkHdCXkoX3NGrV69MSg6EgCyaLAMRA9J4DD0FbER0kLBwYufn51pYWNDDhw9HYDnfwbZQKJjoAY4tn89bzQvtPoBw4Nnu3bsn6WKY19u3b9VqtbS1taVwOKyvv/5a8/Pzxr/cRBCBnJVsHQ7OwzoM5kokEiblff36tba2tpRMJq1PIKKTdDptQ7wo/CMrp9gUQU2lUtHc3JweP35sUFm329Xr16/16tUr63JA8EX7+nA4bNmJd3AYaC+V53lQbyLJsunz83PrlDzOgh9C6o4DBm5HCvzHP/7RpNyTk5NqNBqq1+s29vrs7EwvXrxQs9nUkydPTJFXLBYlybpQQ9j7cox0Oq379++r2Wzq5cuX1j0DLnBhYcH2ztekJJNJffLJJ5qYmNDdu3c1Ozurvb09y4RwMnDQnAVJunXrlk1hrVar196vazsXMEMKECkGxLD5YkMutXSRSpZKJWt+d3R0pO+++05bW1s2SnhiYsL07RhcalognqjAZsAO72Fra0t7e3sqFApaXl5Wt9u11ya948CzgUTUtC8B5+50Onr58qUWFhY0OzsrSdYkj/ba4zoXIlXGEtCrCihCuowwcJBEW1z2ZDJpEFa9Xtf8/Lyp5TAQe3t7arfbmp+ftxSXQ1QqlUZ4D2CFw8NDM6y93kV/t7OzM+O8gCD7/f6IhJsmi6i1QqGQZQ1E/0BMp6enKpfLYzsXoiiifDI4IsNu93KwFAWA0kVrDZp2EiEinfZZIopBemahxCNbIVC6deuW9REj8wFKi8fjarfb1qKcOggPDRLI0NyRxpqxWEwvXryw+fNv3rxRJBLRysqKMpmMSddvIojgLvjRA2TuFEMSNASDF9XeiURCb9++1cHBgam52FeKmJmd4/sE0sGb/0eCPzExodnZWatH6XQ61tlhfn7eJpiSdRLM8pre1pA1em7QCwtwRPw/BPa4d9iLXBC6kF0wDffg4EAbGxsqFov69NNPlUwmrZ9hIHDR4qfb7apcLmt3d9dUmF79VS6XLWAnu4NzSyQSSiQS2tnZsV5zJycnpgBk5AVoBueFABlIM5/PG8/og1MyMLixUChkHT5qtdp/HrWYl6UBP3kMlO8B3ycCiUQihjnyARhbPDExoR9//NG01aSRELG0ZcG5cPGlS2gJzw4XgdKFBm4eSgAKIIvBu7948cIgqXv37lm0CWGH0+QSjbPoBoC0lNQ0EokYrs5+cmGB6dg7pJA4WXp6cUCQDE9PT5tcs9/vq1QqmcihXq+boe92u4rH4zbOlANJRoDhlGTZI2n6xMTFpD8MKhcOoQEGinqkdDqtx48fjw2NwSmB2XvoiD2DxwN6JdIkU0MGev/+fQsYaNFRr9fV7/dNiMLF9FwVwhPUiXBXjUbDVGwYCrKfVCplP0f3YO+MBoOBnj9/btFjLpezjBWJMxAdHSvGXdPT0yPoA/VBwB58fni0ra0tk8MHgxdNUTc3Ny2SzuVyOj8/1+bmpiQZrAK/1W63R6TuxWJRZ2dnWltbG4Gx6LGHGAWVFVmVdDngzvMx9N1DKAD0SaEi2S4BJZnmuAskpdfrWdCAsotnKcnuJZmxH9+B0yiVShZYEkQTkOE4gfGoceLPFIPimEKhkAX/2WzWnM35+bk1mqS9jh+iJl10n0a5x2wobB8SfHjdg4ODkX6F/9K6tnPhwHOpvf7fk7h03cW4M6u+Xq9rc3NTU1NT+u1vf6tSqaTXr1/rP/2n/6SpqSmtrKzYhMZAIGDt3vGgvV5vpO02wgBfGJnJZExwQKTFASP6ofgNErjVaum7777TwcGBHj58aD23mHZIREDh4riXG8fEw/aKMKILDzEQjVE0BSwQiUS0tLRkih4cApeHUche9QNUKcmGVO3s7Kjf79sIWD9szQcNZDpASWSWaO8lmfoP+TnQmheA5HI5g3/GWRSYUR3t1Wn0altYWNDdu3fV6XT06tWrkZZAZNqpVEpffvmlZmdntb6+rh9++GHEUfH+MQJE3qHQRcNJ6rjIYnd3d7W7u6upqSmL6oHuyJaazaYqlYo6nY45cmqNGo2G/umf/knNZlOff/65Hjx4YD3SAoGAwYu9Xu/G81zm5+cVDAaVz+eVyWRGah7IMEulkmZnZ3V0dKSXL19ahifJsq3JyUl9+eWXKhQK2tjY0Pr6uuLxuGZnZw0a4vmzh3T8Pj4+1k8//TQythhxBPPhcQxAiZxxoE64qcnJSc3NzVkQcXR0ZON94SFwnNKFzB9odJz15s0bSReBYjab1eHhofUAJNrnDkajUTUaDeuLiPOmv+Ly8rJWVlYkXdwfAnQ6kaDy5GelUd43FApZD7hGo2G94orFohW7npycqFAoqFgsqlwuW62VD/xnZ2cNYiMg4OwuLy8rGAxap3v6BP7qmQvOhcgU4+VJNu9hifgDgYCpNagm580RvXloAYkdhx6yCZwfKAFijHqLdrttbSHa7bY9RMgwnMsvvQ/+3eO8RA50CPUXfZzFISe7uyoPRvUEVEPE/Eu9fLhsvC7kHwuIDCIU6MdzLbwPfpe/xBgExBi+TgW4AtGFFxf4vlyeiPatWsbdP3gKIl1eG4KSbAvZJZMgIavJZlDq+XNF3Q9wGpCKl5myH+wZRatEe55I5VwhnsDAkIV6kQEKPH7eC0gkGXwFcXvTxfvze0CEDCzmK92BPslsycyky67NQD5831XBj1cj0aes3+9blsYzo+7MV/R70p4sHYiZv+cZ8r58VTqQkv+3cRewGzVmQKXwtjw7nCrwFJk+QQIydD6rF5gQePJaBwcHxmFeFZ54CTyZMYERdotnwVn2AimeJ3bClxRIlwgV9gOE6Vd3LmwisyD4Zd1uV5ubm2q1WiNyYTT/T5480Z07d6y6MxgM2gyIyclJPXnyxFqeg4siyeMDkzbX63Xt7e0pn8/r8ePHCofDKpfL2tjY0NbWlp49e6azszMrSvMt2Hl4yPl8G5j5+XnLer799lvlcjndvXtXwWBQW1tbarVahot7ePBDlofnSI+BOYjc6vW6zbKBMKbCHMNHVnd0dGSSZA4vr4uyh4NMJMUch4mJCc3MzFi6zO9E8QR8SSpdr9fNeOB8SemZF0OGgjFkLsQnn3yiQqFgRmDcBQS6sLBg0k3epyQLBF6/fq1Wq6UffvjB2vATZb59+1bJZFK3b982NVuhULDuukg3cU6MJ8Aw8MyQZxItswdcbp+R8rwItnB4BER0zQVLJ1PC2NPJltqEmywMDbVfsVjMulwja6fLBp1++/2+7t69q4WFBZ2cnBhExs/UajXt7u5qdnbWpPw7Ozt2zkAA2JO9vT2tra1penra6lvevXtnvd288abYkNG7xWLRslDONk4MY08QBXQUDoe1urpqXMeHwDpXF86MguNwOKwHDx5YkAGET2CLI56fnzd0gH3B5vgxA9zZfD6vRCKhWq2m7777TsFgULOzs4rH4+ZIstms7ty5o0AgoH/6p3/Su3fvlEwmR7q5SxdIBXNZvHqPkRz1et1gOAp3eQ7VatWUuel02rjp664PqtAnFWWucyh0MSXSS2sZeMSclmAwaMQo0TLfy4WCmCOC4jV99CHJCDmUHxhAIh/mtsMPYOwkjRQD0ndIkn0moBzSQowZcywgE8c9mD6qwYCcn59bxkJmxv55DNVLN6VLCTXQoDewZDRkYeD/HCokkeC7KMOIZqRLuS/Oip8hI+HfSeGJdnlfZ2dnJkgIBoPGN91Eisyiipss2b8fjDcX9uTkxIZ64XyAt4jkEEvQYshXk/vI2auPzs7ObLQA2R7CCKA1X3jI+5QuYWX2jCzZZ1/sPdEvgcZNnLN02Y2YaFmSOSzvrD1PJclUX9xd6TJr8aUGZA8+y/PZBT8PZE1kjKPlfIbDYXseOFwyF2wEZ5E/k8H6AmDelyT73Z7H+dCF0cVeMaLBy8+9/BcniISY906mFYvFrDjYZ7wE3sPh0FqxAHFztiVZxkinAmBDYK1IJGI202fl7JtXTPozSPBAkAo8flUu/i+tazsXsofNzU09ffrUhm0Nhxf9g8CD8XS5XM42kA+AxI3K+WKxqGKxqG73YjQsaWYikVCr1bK2EjRx9NzD2tqaSQHv379vcjxSS0hlCuHANP2kRzIpOttChmHwMSYofOhNNc66CsHBEfV6F2OIaQhIsSR90ijS88WeRGt0msUYBQIBi8SbzaaNVsWIhsNhy1iAHZvNplUcX3Xm7XbbDBs8C4Q08mNUWvv7+1paWtLS0pKq1arK5bKOj4+1t7c3YizHXQzKOjk5MezYd3QAaoR4pq0Jz3tmZmZkLO/79++tLU6n09Hbt2/t33D29KHCMDSbTVWr1RHBiK89Yv8weOVy2TiafD5vXAKydN8ShUp1IljeB5DL5OSkFbyNuzwCwLMlwCGoyWQyKpVKljXxuRCA4CgJfqampvTNN98oGo1qd3fXJpAiFsAOEMwh3cWRhkIh3bp1S3Nzc9rb29Pbt29tD70yEudCxgR0t7e3p1gsprm5Oes+XSqVdHBwYAQ8gQHoybjLczgEMkjf4XJDoZDu3r2r09NT7e3tqdvtmrQYJ8v3E4gRwADfkf3QRR7uF8dECxs+C46YIlSCYqiG27dv25nFaUgy/u38/Fz1el3d7kVbLewgNhkJ9Yeq7a5tKemAure3p5cvX1qDSS4d8xXowTU7O2vcCFg3EefW1papiZDvvXz5Ut1uV5999pnVsDDzHCknmcjR0ZG2trYUi8W0uLioXC6nra0ta/nNAYC4h5SGpA6FQtYLKB6Pa2ZmRlNTU5qZmZEkO5gQmVz409PTsTkDb7jhb+hsvLm5qb29PevhQz0BEb9Pu8F9uWS+U3MkErHBPkBnGHWgsGKxaGkx8GWj0RhREVFoymGNx+OmbgHCo/aGC1Yul3X79m0tLS2ZYaAOiexq3KxPkjUgffXqlXZ3dy26Rt5JVMvF56Ly33Q6rfn5eQ0GA+3u7ppUfmpqyvqJSZdT93y0znuntxiOnu8HkuE5E61WKhW9fv1apVJJi4uLpkQjigYqInjykTeYOFBGLBaztiLjLqTI3W7XsnHURpxPSPJ+v293/vj42LobENxwHgkoOp2ONjY21O12VSwWTYbN8Cq4QT8KQ7oItughGAwGtb6+bhmfJMtAE4mESqXSSIYPfJnNZq0HYDabVSQSsSCAQAHIivM4zkJFxRkDNj4/P7fhhYuLi1pZWTEO+OTkxM5MKpWy8R6Hh4eGjnBukfyjzqLIGoSm2+2aApE6ocFgoOnpaS0sLOjFixemPAQ5uH37thYXF3V4eKitra2Rwl5scqfT0c7OjlEJwF/UNsKvQ1n86s4F4wMsEYvFjKxaXFw0Mh6yl0vKOj8/HxlNzIahl4fDQcaIhBESjOjZ972RLpQSyJY9qShdzkUg8iNiR2iAUeI9efL/qhT5+PhYW1tbY0eO9F1CqYOT5f2QGUB8cwhwDsAuwBFeFOFJzV6vZ52UaQKImq/f79vlQmEDvMXPD4eX7bUjkYsGoujrfTcBn/2kUikr0APeICvj9960wpz3RPbDgYeT8+RoKBSyC+Ix5kqlYhkoihyk7XwWJK/AoNIllEkLHww++4iB5k5gCCKRi3lFNKj8/7P3Js2RZ1eW3/HZ4bM7HHDMQAQQczCZZGY1q9Ts6iqzarPeaDbTt9BOpoW2veid9Bmktcxkpm6TtbrU1a0uGqtIFjOZGcyYIzADPsDnedYC+l08B7NUCEdqh2cWRmYE4MP7v3fvueeee6/H47HaEYwJqJXlVneDMgFubh+qeRZgIxgMKpPJmCMcj8cW4ZErYM+ggjlbnEkQtVvZf71ZKdSfpJkE8+LiokKhkEVQjNhmABl77Ua6OBuicJfKoY8Zz8LNS+JcEJasrKzMHUG7VLFLGUuXfcfczxIIBHT//n3LaVYqlZmOG7wWdSXYPv6ds+T1es0+STL75jb85Nxz3gCT2EnX3rliJewato9kPT0PqQtD9YYE+6brk+a5kNDn0JNU/uM//mPdu3dPx8fH+vjxo9E55EYoqnz//r0mk8tGjcFg0Ib4SFfKn1KpZI0GaQedy+WM34zH4zPG8cOHD2o0GlbnAsJDFk1jS5RNjKAlqYYxQWbLgyZcRNlSKpX03XffzY16jo6O5Pf7tbKyoq2tLX348EG/+c1vNBgMtLi4aHOxoRFQ1XD5SZ5ivMbjy0aN2Wx2RtOPHDMSiWhra2umvQbJVJfqmU6nRnVRmEqft7W1Ne3u7kq6UpwxO4LLMB6Ptba2Zu9/enqq4XBoPbI4/FBUt3HOvJbXeznGlSJSPj8FiKhxAAf9ft+k8JKMLohEIrp//75Go5E1Tq1UKmq1WtbvjghiOp3ac3KpsIuLC7VaLS0uLmp9fV2DwWBGNPLo0SOjH1utllZWVmYEDv1+X/l83lSWLs8NxedKa29Di0EzZzIZra+v6+LiwirWScYjqul2u0aF0SafhL8kA2ZEhi4AAZlD1Q6HQx0eHtpAuQcPHqjRaOjt27fmmAGG5BrevHmjWq1m9wIjST6BYmoADNEY1HmlUrEOCABMntG8C8fPveR5RSIRffbZZ9rY2FA+n9fp6ami0ag+++wz+f1+/ft//+/1zTffmPMmJ8TdW15etsLc4XBooxokWaE6o4lxjLy3JLuH4XBYjx8/nslDhkIhyzXS4YH9Pj8/18nJiRVHM7KgVCopGo1qc3NTw+FQX3/9tc7Pz7W3t6dnz57dOPf3Sb3FSFjh4dgoN2HnyujwzqBvPC0emYIhV4bJ5XITbyBWjCKCANQ7nU7HElXu+7mJaxA0RpXPinMBvfE6vCeHwK0JmGdRlMd7u0af787fS5qRIoNM+CyuxJMknIuIuASu5Nl9LcABCJwo0P0s7DV0E8+bHI6ryOH3+Hs3+ex+Xlek8amLaBfUDCrjO0pXg45cOSdI2E3UE+2xZ0SDIG0oF9A2zuU6koSacyXcnHH2wI3o3UjETXC7lJr7/929cmtx5l18Z2g/t9MygI3OBpJmvh93AofB3XLl0XwnDC9Ro1tvxHOSZHfX7cpL6xb2AFBCVMT+cOb4PT4jVBj3n3vint9599ClXfkc3FvYGtgVHC7RPiUXvDdnhTvMWXBre9zv6ibTeQ78YY/dO8/+udGSa2NwcMiQSRe4/+7ed9ce3nT/buxczs7O7P9TPMmbf/fdd4aI+QOlAEUwmUwM2ZFszuVyNjqUBCY1Kj6fzxQPcJqgo3w+r1/+8pdqt9vWmmAymZh3Pzs7U6/X05MnT7S2tmaIiMPntkCBNx0OL/uVZbNZFQoFQ+/NZtNCbVrCzLNo7Y7QIJFI6E//9E+tWp6KWkJuOG0Sr7FYzCqsQbm0mAeZTyYTKxSTLsPZ4XBo3C9ovdPpWCsWermBiJDnZjIZRSIRoznhzqnS7fcvh2/RrZVeZzQMrVQqhsx4hreZpOjKgkm0kzdx93h3d1fD4WU3g8FgoFwup3g8bnssXSbQGcD1/v17tVot7e/vG71KjpB9BDEiCqnVanrx4oV6vZ5JxVutliWjySVCbcFtS9KHDx/05s2bmbY7W1tbM/PeoaSgS5H+0+tp3rW3tyfpasAVXcnb7bZ++9vfKp/P6yc/+Yl2dnbMIENn4yDG48s5K0iP2R8iCCitWq1mfdrYc6LJer1ufwaDgTKZjJUiAGj29vbU7Xa1s7Ojra0t9fv9GRXodUeLI6bQGmERToUkOkrUeRbKOj4nDhYKCxtFD0Lmz0QiET1+/HhGEIEQhxERlAW0Wi0dHh5aF3Bs7OLioiTZuAHyXi6QhtVA+s3ni8fj5vB5TjAPxWJRgcBlK31aTFHAiiJyZWXFhri9evXqxvt1Y+dCwtOVpeHRCoWC8ezQZng5eFB655DkZWCRO3iMKMKt4XBRCR691Wrp48ePVnGdzWZnakfI1/C+dBOYTqczle2unBkHAvUAjUFOhGr/eTlvV2lCi4WdnR11u10z2C76pf8T/0YhFU6dQxsOhw1JD4dDq85nL7rdrgqFgtV80PYdPp3XAJEhHefigq74/FCZzWbTFCaE7vwezhEhBvTPbZwLhjWXy5m0nRwCZwdakboTnC2DzohUoUzH47Hx/qenp2q1WtaJAArMTUZTjNntdnVycmJtbaAxkckjeiD6QAY6Ho91dnZmxvfi4sK6MriUiRsxuPQlkde8iw4CnGnaqjebTf3H//gfdXR0pAcPHsx0dHAjeyIyV+0IpezuT7/fV7PZtD0mInHzmy7tS7cCFsYUimhnZ8cakGJAUbnxbPi8blt9bAtnvde7nK8z73KjPCgnZP7sE2CAfDJFqNlsdmYeC3tKTsh97qhAofg5PzhvFr/PM+E7us6P6Nnj8dh7E9Fxh4ha3B6GzWZzptVRIBBQPp9XoVC4cc7qxs6FZCJjR11ZXblcNs2+O+8iEAgYqnEX8w5IUkpXLTNcxMaFw6CT7O/1eqZoefz4se7du6darWZN1eicPB6P9eHDByWTSe3s7Mxsdr1e1/HxsTk4UCn1Odvb23ZxBoOByXDnDakxHEi2XaMVCoW0srJijo0cy3A4VC6X0+7u7kyCFySNoXc7CxQKBVUqFYvyyMNQvBUMBi1KA73S6RhVDfkHDik5HQ4lBzibzdrz7ff79lmgGFnD4dDee97FWaCH12QyMaCA8UChBYiYTqfWkRZFI5cOuux6VOLOt2DPicahYqfTqeVS1tfXlU6nbUyw28SQglaoj+n0smstTQNB8xQTQnNIsveNx+OGwt09nWd999138nguuxcDMgB/KLZoHwLdSUcE1JoY+Ha7rUAgYLVhtH8iOiYngyGGmQBpu/lbip2hJZHUQ2d+/PjRcgbkBNxRGshsye0RIVAjsra2ZgIPVzL+qQvK3I1Irzs4QJ4LKojwXeEEABehEKINl+6FisfmcAdwRqjuGCgG4PP5ZgunUXzCnkgy2jKVSlk0NJlMVKvVbDAbog++E+2MfnC1GMgeWSf9ddBe12o1k2oiQXSbGsJLh0Ih7ezsKB6Pq1qtWtKe8Jmw9TqfK8mkt6PRSPfu3VMgENDnn3+uBw8e6MOHD3aY6CaQz+f1+9//Xmtra1paWjIDGQ6HVa/X9erVKwWDQT169Mga0aFHf/DggcbjsdFiJLzmjVz4PegADlcgENDa2ppyudxMbop9e/bsmZ49e2Yjml1elupt94Az8Q+nJMna6hP1hMOX414RS7D31C+ArHH4LtUAco/FYkomkzNFfozJDYfDVu3LpaNz8rzOmWiZ98VBQEeAZo+Pj01OGwgE9N1339mwKRAeThME6UaBq6urNi+ciBzemf5KsVhMn3/++UzHaBRKjFAgIgBMcCHT6bRRQwyLI3LBAPEsOMuxWEzpdFrLy8u3yrn85je/kd/v1/PnzxWNRu1Zezwe3b9/X0+fPlUgELDWL9SWJBIJpVIp1Wo1S9TT/oa+gfQHDAaDRrNCRbtSepA/wMbn82ltbU0rKyuqVqvq9y/HcC8vL8vv9+v4+Fj7+/vK5XL64osvjImgTgRHR+dvov1KpWK1cHQBnrdGjQUAw/GT75Gu8lOAGWpv/H6/nQNXTQZFDwuD6tFVwyJndnPPKL2oi8F5ZjIZo6f9fr+Nhj85OdGLFy9sTPXCwoIBV4pVAbqj0WX/una7rWw2aw1eidKXl5e1trZ2Yxt44912ERzGjMSemyRj4/6+13Af0vWL4iatWHwRN5nN37uhHz/nJsn5PX73+nL/HgPi/vf15PttDyd7cF3o4H5/9+ekWX7X/Xv3ddzf+77v+31JdYysm7TjM7jJQvc9XdGAu0fuc3MTnd/3fG+zrr+f+x3c98cwQye5kfP1s+l+N1fI8H3n013uc3F/7vqdcPeW7+AmTt2Len1/+Tv3HN5mD13HxftwflwRxPXP4+65+xn5c/3OX7/H7pl1f+76Gbz+fm6NkXtm/77P476HKxxyk/lEBPMsztM/9Azc+/d9++B+R2yAe7bd/3/9Hrv/+333wP179/y74gDW991Rnid75v4Oz+SmZ9AznTdGvFt3627drbt1t/6eNX9F1t26W3frbt2tu/X3rDvncrfu1t26W3frB193zuVu3a27dbfu1g++7pzL3bpbd+tu3a0ffN05l7t1t+7W3bpbP/i6cy53627drbt1t37wdedc7tbdult362794OvOudytu3W37tbd+sHXnXO5W3frbt2tu/WDrzvncrfu1t26W3frB193zuVu3a27dbfu1g++7pzL3bpbd+tu3a0ffN24ze8//+f/XB6Px+ZyMPuZmdahUEjv3r3Ty5cvbeCU3+9XPB631tCSbEqa1+u1lvuNRkPv37/XYDDQ1taWstnszOAb2ke7kxrdTp/T6VQrKyva3d1VIBCwttTlclmVSmVmfkelUrFBZXwefp4BTfF4XGtra4pEItre3lYqldIvf/lL/dt/+281Go304sWLT97oXC6nYDCo//q//q/153/+56pWq9rf37e5M5PJROVyWaVSSeFwWCsrKwoEArq4uFC9XrdW/AxSYkgYA4MajYYkaWNjQ5lMRrVaTefn55pOpzY5lGmCw+FQzWbTBgG5kzndLsKPHz/W3t6e8vm8fv3rX6vZbNqk0MePH+uLL75Qr9fTmzdvrKU4bch9Pp9isZj+5E/+RJubm/q//q//S//r//q/2oz5T13/7X/738rj8SiZTCoej+vVq1f6P/6P/0PD4VAPHjxQJpNRpVLRxcWFMpmM/viP/1jxeNyGgcViMS0tLWkymSifz6vdbtv42U6no7OzMw2HQ62srCiVSqnZbOri4kKTycS6BUejUZuR47ZaH41GNvQtEAhoeXlZ4XDYBmKFw2EtLi5qMpno7du3KpVKevLkif7oj/5IjUZDv/jFL3RxcWHt+9PptLa3t5VMJvXHf/zH2tzc1MuXL/XVV19pNBrpf/qf/qdP3j9J+ou/+AubERONRu2O+f1+ra2tKRaLqVqtqlwuKxgMKpvN2n3n/tAq/uzsTK1Wy0ZRsIeTyUSff/65dnZ2bMYS7ejZS4bZ0dr/xYsXOj4+1tramvb29hSJRJTJZGzwViKRUKPR0OHhobWK54wxEIzBcYlEQrFYzM54IBDQw4cPlc1mdXh4qLdv32o6nep/+9/+t0/ev3/xL/6FJpOJDg8PdX5+bmeKz8nQPWYyMSabceDu6ON0Oq1gMKhvv/1WX3/9tTY3N/Wf/qf/qdLptA4ODlQqlVSpVHR8fGxt9ZlWKl0OfOPO7+zs2KRKj8ejTqdjwxRzuZzN6GFy6/LysuLxuE5PT/X+/XuFw2Ht7u4qEonYPCi6wEciETuDpVLJnvF/99/9d//gft3YuTBzPRwO27AbDHen05Hf77eRmMwa8Hg8NpEtEokolUrZrAKv16vV1VVtbm7q7OxMx8fHGg6HymQy2traUrVa1cnJiYLBoJaWlmyUMbMhisWixuOxEomEIpGIYrGYjeV9//69Op2OFhYWzAgzTIiZFO48duZpMMdkYWFBzWbTBiSlUimVSiU70POsBw8e2HdnuBrzajD4GGSGEU0mEy0uLiqbzZrxYmBbKBSyfzs7O9Nf/uVfqtVqaXFxUcFgUCsrK9rY2NBwOFShUFC327XDMhwOzWDu7e1peXnZZsczUhqH9fLlS02nU+3s7GgwGOjjx4+SLge3ffjwQd1u10YFLy4uKp1O20C2Xq+nw8NDm7Px8OHDuQc1MQnVHVb22Wef2aCvQCCg9fV17ezsyOv1qtFo2CweZlxwGb1eryKRiFZXV7W+vq5ms2mfd21tTalUyuaFTCYTm8QXiURsBCxzTTCC5XJZ/X7fDB5TC3HuzAtKJBLq9/sqFAr6N//m39jZxOC4I43b7bb+43/8j4pGozYy+jZrc3NT0tV4gUgkomw2a2ewVCqpVqvZPJJAIGBTDCXZCGK3xT7zXgBp7qAuJp0yFIshgAw9Y4zuxsaGstmsDU5jtMV4PNbFxYXNNGFf3WFaOHdAGgCx3W6rXC5b2/nT01N5vV7bg3kW01CxOUzVHI/HNm69WCzaSHh3fAGTItvttrxer2q1mnw+n+LxuP78z/9cXq9XHz58kCSbfRWNRm0oHWPC3blSOFTa9mMjut2uTVbl39xxIgDESqVidx5Q604I5mzXajWbm3RxcfHDDwvjQBG9MNDK47mcCc+lYjRsIBAwRIFRJKpgtkI2m7WhQEQPyWRSKysrNnOByXm5XE7S5RwNLt5wOLQZ5i4iOj091cXFhba3txWPx23eNEYBw8CI1VgsJp/Pp2azqUKhoFAoZOM/JdmgpHkHhUmXF5tZIUQi7ryK4XBokxYZ/IXxArlxUZj4t76+bgN9Go2GisWiIdFUKqWNjQ2bpgni8/v9Go/Htud7e3u6f/++arWaOSGfz2fz5M/Pz5VKpfTgwQNJUqVSMaN9enqqdrut4+NjOwPuKOZ+v698Pm/fd2dnZ+7963a7Nv+CQVYPHjywwVWDwUDZbFYrKytqt9va399Xp9OZ+SytVsvOHgOVdnd3Va/X1Wq11Ov1bF44kTVzzsPhsI34xhFLskFaGEL3nHNnGLMtXc5h73Q6Oj091f7+vj1HhqDlcjl1Oh2VSiWNRiMdHx9rNBppZ2fHnvW8izvEWO+FhQX77MfHx2o2m6rVajaELhqN/sH3wEkyM4eJp0QlDGBrNBo2mI8x5gy7CofD5gTG47FWVlZsLLQ772U8HhtIwBEGAgGbbcP3cJ0Lzoax05yXUCikzc3NTxp2dX21Wi2zR4lEQrVaTUdHRxqPxwoGgxYNnJ2dmfP2+/02dK/b7arVahlomU6nevr0qZ49e6Zyuaxf/epXarfbymQyisViisfjxuIcHByo0+nYUDv2X7qaYcOk3larpWKxqFarZfvFNFnXKWFH+/2+qtWqPStANyO8W62W2c16vf7DOxfG4kYiEaM/GFvLJD6Q3Xg8Vr1et5nNwWBQ4XDYjDgbTNja7/e1uLhooTeoJ5VKaWFhwWg0DAQz21mEoUy747BnMhktLi7amGKiL8YrE3ExNCeXyymdTtt4VRwWP3P98H/K4jCAQJi+ycUDWbjzrHnPZrNpzhEk4vP5dHFxYRROJBJRMpm0vZ9OpwoGgzYFlElzjKuG6qhUKvJ4PDM0BcgGioYITpKy2azC4bDRRuwttFEoFJoZpIXjHI1GGgwGc+0dZ0yape3YD3dgGkZueXnZLoo7+c/v95uzYKw0r8vPuoZPupoy6A5eYh69z+czqtadNtput+2ZMIVzMplYNA2lLMnoMPbMNeo4co/Ho2KxeCuAQ/TnzmTHGDNm2Z2y6IJB9qLT6WgymVg0CgXl/uGODIdDcyo8I84BE2x9Pp+Nj8ZOSLI9jUajSqfT9vy439gcaXbQG84Lw8xoYc5kp9OZew85v7VazSbmZjIZ+Xw+VavVGWrU5/OZcyHC8Xg8SqVSMwO5uKOM7ebZhEIhox+xEVD37Bf3gH3nvwOBgLLZrBKJhNLptKLR6MxANsYaDwYD+/yJRGImKg2FQvZ6/F6v11O5XL6xDbyxc9ne3pZ0NZUM1IJhl6R4PG4e/d27d2o2m4rH44rH40qlUjbKt1KpqFarqd/v2yG9d++eHbrDw0NFIhGb681lK5fLOj8/n8k/8JmYvz2ZTIxn3N7e1ubmph3M0WikxcVFQ2elUmlm854/f66trS1VKhW9f/9+Jidx2ymURCYg/MXFRUOSw+HQLgaGBqR7fn6uUqlkEQhOlHxLv99XvV7X0tKS8egnJydaWFjQxcWFPR8ucaPRUCQS0crKivx+v/b39/Xq1Svb536/r7OzM7Xbbe3s7Ghzc1ODwcDG4T58+FCZTEZff/21Dg4ODASQC2JWOc8FY8zzmXdh/NyL5M55B5gMh0OFw2E9f/58ZmRvqVTSwcGBXbylpSUlk8mZiaXsJzPkR6OR0XD8f6it+/fvKxAIqFQqqdFoaDgcWuRMtPHs2TOtra3Z/PLxeKxUKqVer6f19XWlUimjFQEczKBfWVmRJEOgFxcXevv27dzgRpJRu8vLywZEXCMOLQV/D0LFgRORMM633+/bSGtGQHPPJBk9Jskcwmg0MioG+hd6JpvNGuBqNBrq9/v67LPP9PjxYxWLRX399dfq9/vmQFgej8doyFgsZrQVNCLgcDQaWTQ6z+r1ejbamSj3+fPnmk6nevnypYrFotFWLotD3hQ2AdCFc2k2mxqNRspmswbG/X6/8vm83r9/L0kGiBjj3O/3NRwOJckAK/seCoW0u7traQyYJhwrNi0cDhvTQJTiOineAyBSr9f14cOHmcmu/1/rky2mO2qUg87/YvBAem6ymgX6c5HOaDQy9IER9fl8ymQyM0YDJzadTu0zuLynOwrYHet5fewxr8McdX6HReQAquP1iNjmWewDCI7LivEiMuBz8t/8G0jafbAYWPI1fr/fUBA/x9+7z8t9FiR1MdKgQw7u9bGmfAf2iD0nz0Z+gN930f5tUDd7w3dxqUNJdj7c0bsumvX5fLYnODouq0upQLm58+zds8H7gbrdf/++8dru+G93VC/PheiUPXLRIq/D7952zPH1McI4a/dzgpyv36tAIGCAzh3PS6R3fYwu3+X6HvI9x+PxzH6xR24OxX2mvB6vyd/znjwLaFDOpzuWeDKZGEswz+LMEQVAuXGX2Yfro8Pd/XdHM7t2gPsC9X39+wWDQWNw3FHa7t7w/f++sdXXP4tLlWHb3PHV7nLf5wePXA4PD+X1erW1taXl5WVTO41GI6PKqtWq/H6/IT+SlaANVEKtVsuQGqqaUqlkipNqtaq9vT1tbm6a52fBERNul0olnZ6eanV1Vbu7u8a3VyoViwB6vZ6FrR8+fNDFxYUlWaGqer2eXr9+rXfv3ikSiWhpaUnj8Vj7+/uqVquKRCKWN5lnkcBbXV1VJpNRu93WL37xC/X7fZXLZXW7XcXjcSWTSaMMoebc3IzP51M2m7XkZr/f12AwsH8/OzszdRRqn1QqZYlZvnOz2TTnTOgOlekaYXJNCwsLmk6nevXqlRnmL7/8Ur1eTycnJxoMBtrZ2dHe3p56vZ6hq9PTUzUaDcXjcS0vL8/tYDBG2WxWyWTSotFer6f379+rXC6byAFlEXx+Op02SnU4HOqv//qv5fV69eTJEz1//lytVsuowFKpZPs5Ho9tn6PRqBk1eGjQMBeVCBueXJKpwKBRQI+VSkVnZ2fqdDo6Pj5Wr9ezvYE2Ho/Hev/+vSqVilZWVvTs2bNb5VxWV1clye5op9OxpPpgMNB4PFYul9Pa2pra7bby+bz6/b6Wl5eVSCQsunXBEFEMyXsMD0YX0QqOrNFoqF6vKxQKKZlMKhAImNJKkvL5vNGBo9FIHz58ULvdVqvVshxKs9mUpBlnjSISUQHPZDqdGgInpzSvc4EKJSWQz+f1v//v/7sl9BHTBINBo/dZRMmwCW5U6AIi97N5vV49e/ZMfr9fyWTSqCqiEBeUAMgXFxc1Go1Ur9fVaDTs87gLBwtFzF7xPLE72AzOvdfrtYj3JuvGzoUE3XQ61cLCgqrVqur1unlrVx3jRhk82E6nY7QIf0dUwGY1m01Vq1WVSiWtrKyYl4YGItTliw6HQ11cXKhWq2lxcVGxWEzT6VStVsskqJ1Ox5Qj7XZbhUJBFxcXxknygAmZu92ulpeXtbq6aonyQqGgtbU1ra+vz325USyB8Gu1mo6Pj9XpdGwfe72eIZlCoaDhcKh0Oq14PG5ohIvEPnDYOKSNRsNyISQTkRqTZ5Gu+GNQkBtxYiD4b7/fbwe7VCqpUCjo/v372t3dnaE+ksmkKc9whCDgeDyuWCw2t3MBEUYiEaOYAC9Ef/1+374bhjESiSiRSNh36Xa7KpfLGgwGSiaT2tzcNA4bR99sNs2huPlFl44lf+ciVaLahYUFBYNBeb1eoyswGtyLXq+ni4sLoypxfnyfer1u+31xcaHFxUUTv8y7SMZjQAaDgeUp+ZyLi4uWnyQvKcmoYcBOKBQymhZH4kZzfGf3vvCcENSk02k7o0SLOFai+nq9PgMk2Dv2l/ck10d+iPyVm0sbDAaWd5pnLSwsyOPxmDK1UCjo3bt3Go/HymazRh9x7gEU0GRQ2u5yozvuBixHKpXS0tKSiY78fr9FOR6PR/V6fSYyZi+JxrmHnFFXTj4ajQzcE01dd7rYK4AHudofPKH/8OFDSZdG8uXLlxoMBkokEjPhOgn90WhktBIfHMTjOgTkhdKl9npxcVFra2vG43Mg8KLII1Gt8FASiYSi0ahqtZra7bYWFhaUTqeNW5dk/5bJZJRKpewAuJ+f0H80Guns7MwcwcrKimKxmBmUedbGxoblht6/f69arWb6dxKfoDg4cFQo0FXIOblkXCwQYa/X07179/Ts2TOL7ohcOHTUXWCoXGoJlCddXuDV1VXt7Oyo3++bHBFVjMfjsfckUkVaiSEfDAYKh8OWh0FNNc/CcGD8kQYPh0M7h7FYzPZmdXXVLlWlUtFkMtHa2prG47HW1tYs4j46OrLvR76G+pdkMqlwOKxsNqtIJKJisWiG/tGjRwqFQjo4ODDlItFKMpk05WM0GjV5t0tdLC8va21tzXKOjUbDlGfw4XyeUCikZrOpV69e3Ypa5PMB7qAH+f8oQJH5b2xsaDqdKp1OKxaLGVAbDoeWfOZ1oRSly/tIPpYzinFEBeX3+03CjOGLRqOGvC8uLgxcId+GtonFYgqHwyaCIJoZj8dmC9x7IsmcIoBgnoWEmnsUDAb1xRdfaDK5lKsjRQfA4TjIPbrOEFvGniLpRrjRarXMluIEFhYW1G63LXeG8o0cTaPRMNk2YqZQKGSOmLODetSlftmTQCCgZDI5o2KtVqsWcX+K4vPGzuX58+caj8f66quv9Pr1a6VSKW1vb1udy3A4NOpjNBrZAyb6wGt3Oh3l83mjrWKxmILBoFZXVxUKhZTL5ZRMJlWpVEzmF4vFbJP4XwxcJBIx1HVxcaFer2chci6X0/r6uqHrdrute/fuaWlpSbVaTcVi0cJD0DlG+ejoSF6vV6lUSqlUyg7VvOvevXsaj8c6PT21RDifu9frWaSxuLho6EeSOR8UY27NAIYQKeFgMNCXX36p58+fK5/P6927dyadJMFfr9cVDoe1urpqCNU9+N1u1xzZ5uamHj9+rIuLC6NPwuHwTC0G9AogIJFIqNPpGF0XjUYVDAYtKT0vJQFiKhaLZogRJaTTaQvXufQkTkulkkqlkhYWFrS1tTWjxDs+PtbHjx/NEUqyZHcsFrPLCb2Yz+eVz+cVi8W0vb2tWCymYrGo8/NzDQYDe4bsNwWfpVJJHz9+VL/ft3/DcV9cXOjk5ESj0UjJZNKeP2ohnjER/bz7J11FExhH2AJXylur1ex+7ezszCjqOKuj0ciEOo1Gw6TgIGmkxUR/oVDICqHT6bQymcwMHYRyiSgTR0KNGSIIHEk0Gp2pw+l2u0Yx+v1+E7YgF+cMugqzeVYkErGEPvfoH//jf6zxeGx0NAl0ogPuF88UYUM6nbbnyndfXV01MNRut+178HuxWEzHx8fK5/PKZDJ68OCBotGolSa8fv1ab9++ld/v1+7uriXuKfPgGZ6dnRnAaDQaMwrMtbU1ZTIZo7YHg4EKhYKq1aq2t7f14MGDG7M3N3Yu7XbbvBzGm0JAJHd+v9+QDXLhWCymhYUFox5cbtZVfIAqpKtEM8lVcgY4Fg6jdJWYIjm1sLBgFId0SeehxIjFYoa4QOmuHh30CRpwqQ5Jt0KNrn6cRDhyTCTIHBKQDo4OhAF3SgiLoeHyIrt0l5sMxOHH43G7bDgv9pZiPd4DZQ8Xmd/t9/sqlUoajy+LveLxuCaTiensuUwYLc7HvIsCNvJGnB3AAYtohQiUfQSpcV6JDpCpcraRzLuvDyWJAwbhE/mC0qWrokKMcrvd1mAwsOfqSrQBCel02n631+vZZ6MY1d3H2xhHaJrvU/twnjj7Ho9n5tlz57gDrliH/Y/H45JkyjO+I/vPPUXFRUKbiB6HIclyDCideM7sNzQlkR/qVQCGm8iHMsUm3EaKzOu6nQuIvLif7A3n5fr7uZJpHB45FwAz0SL31P136En3nEgyVSKiDD6PK6pwBSPsPTlVKHeYEu4OTjUej5sA4Cbrxrf99evXki6dwO7urprNpk5OThQOh/Xzn/9cm5ub+vjxo968eWMJ9MlkoufPnyudTmswGBg9sbm5aYeIA83BI2QrlUo6Pz9XMBjU5uam0um0bWa321WxWNRoNDLnhdR5OBwaiqG1BJ9RklXHDwYDlctlQ7RuZbArBb24uLAEtoviPnWRhIT6oEKWpCeILxaLWQU36JJojISim9MiiUeOCC4cwQOUBNXfJKldqqparWpxcVFLS0vW5YDXePPmjbxerzlmHNrXX3+tv/mbv1EikdA/+2f/TLlcTt1uV3/zN39j7TD4eVe9Mu/6/e9/L7/frx/96Efa29vTYDBQq9WyHCAIjSLH09NTiwjH46tiXiIvRBsUjJ6enmo6nVq060qn3QsNvfjdd9+ZGimXy1k+JhwOa2trS5FIRG/fvtX79+9Npu0qeDqdjt6+fSuv16unT5/K6/Xq/PzcilahbhOJhKmccA7zrvPzc6N6eRY4OvfzLy8v27MfDAZm6DCqkqyFDvJlZK+BQECbm5taXl7W+fm53rx5Y8BPugRCq6urJraZTqcqlUp2P/gZzs75+bkKhYLlE9iThYUFnZ6e6sOHD6YsRQxDtTnCj5OTE9Xr9RnKap5VKpXM+C8tLRn4xA4BUogGcD5Eaai7PB7PjB3AyQLWV1dXtba2Zrk+ap5QdQLmqGEBIGazWf3Jn/yJOYXJZGJiCJ4vdBe0q3TplHZ2dgxUSrK6t/F4rK2tLS0sLFjdzE1t4I2dCxXSJLNAA2jMUSFRV0DiDAPnFmLRrgXVCdSZWxdBUsqlrEAsJJ2JBKgNIHHbbDYtmUprDaicVqtliS4egltfAnKjzoTPDSKe17m4B4OaDYwTyVIiBze5Dt3iJiz5XKAe+kD5/X4rrnLpPlAWv8/fuYl7XocICWEBeRuS8e73b7Va5vATiYTa7baq1aoSiYSpUEBlGOh5F5QHl9td7vdyZcfIst095QzyfWnjgZHAgXDZXWPuJp9dkQnPk2cajUbNmELTuclefp+zSZsNRBwg1OsRkyudn2dxX91ErqSZ1+Q5ATCIpPjsLhqG9sSxwwAQgRNBSld5Gfc+8xyJkLiTfEb2gCiA30VkQdKczwbiJvfB94PmhbKa9w67TAefz30+2AoiWld27EYJbqTjngnOGlX4brSCU8A+uZETQJK8NHQXe4o6zJXD837Yv4WFBQOWrjQfsRapiU+J+j65Qh/nQlKPJDj5FA6kS0tdXFxoNBoZR76xsaFEIqFKpaJyuaxAIDBTvY/6JJPJWBNJIglJZtAkaXFx0ThYnB5IwO2PQ7IRx0S+h4dBa4ZGozGDbqi6xZHNezDfvn0rj+eyCwD1O6urqzMqjXq9brkeDk48Hrf+TKenp4pEIvriiy+Uy+WM74av9fv9Ojk5UbVaVSwW0+eff27Gi8Q0CVNkuRgInqWLdqBKQLuSrNEoUl6EB9VqdaZup1QqmTTabbsy76Igrdvt6ujoSNIVZQWg4WJj0HASbnSMg0OZh9MlRwTgmUwm5hCgddbX1y3acY2zu7xe70zxGf3diJYzmYzRk1B1L1++tN9PpVLGlY/HY1UqFZ2enlpUdpuFsaNzAOgUehZDVSgU7KxKV7U20LSj0WVFP3mv7e1tu3OSLOcWDAb1R3/0R+awsBO9Xs86FbCHqD8BfhhGOkAg0nHVjuTDeB7BYFCVSsUKPDlzXq/X7pGLzj91QcWj6HPztLRH4TnhfLE1OF2iZsBiIpGwKIUedqlUStFoVOVyWcfHxzMCgFgspuXlZWUyGXsdt10POauLiwtrNOsKYHh9xAEIq4rFogqFgsrlsv0dgQHiI1eefJN1Y+dCAh0aisaQrtzU5Ta54Eht3STW2tqayYC73a55XK/Xa6qu6fSyEjqZTCqTyVjtADkbmmCSSwE5usonEBdyOpARScSFhQUzqBiWdrutWCxm3xs6ArQ/78Gkuymvk0qlrPUC+5XP5/XhwwctLCxoe3vbpI8ej8cSuul0WhsbG3ry5IkODw+1v79vyWe/36+zszP1ej0lk0ndv39/pugwl8tpZ2fH6okIp13lDTkeOgmA0JCauw0Bt7a2LGQHfZIwRh1VqVSsruE2+wefT64nGAxaWwucAZEqF5VLzlmgGlm6KlIlWsXQ42SIbKCNkOnSigSQ4kpD3XwEtEg2m53pycQlJxfo1tasrq5qeXl55lwCzlBb3SbnIl1FbCSWUSqCTMfjscrlsqLRqHXmxrh8n8GEkgWUcBa63a5WVlb04MEDTadT5fN5E/64smycPTkABAOAH4ANAgloTJL+1I9gP+gfCP1LxEfl/G2af7r1X659QSnXbrfNQbjnkrOBQyYfgg3KZDImRGBP4/G4Rbder9cajOKQyTtyPgGJOE+3/IOeZNhZGgHXajV5PB51u10VCgV1Oh0dHR2pUCgoFosZoKen2qcCxBs7FyIRNyJh4yi0G4/HdvngJGOx2ExCF0oAQ0X7CTwjahIMG44EyoiLDU1HWE4YT78jn89nygqXa4Vn5PK4CX0Osdv9F5UK/YrmXXDuOAxqNEA/UDREhqALUKDLi5IjIH+E5p3EH5JwjC/7Uq/Xlc/nZ+obOPRQXuFwWNvb2+p2u7q4uDCFF5x1NBrV6urqDPUJdUeeBuqCHl9cntvQYu5nxaAAbGjH4dJHXHIi6YWFBeVyuZnIAlkoZ2E4HCqZTNrFd425KxDgMmNgyB1cp//clj0YNZ67+/6uGADHAuAg2r+tU+E7YPQAD6urqzO1TQgIMDo4W+gT7gCGk/vMcuk8vivnPhgMWnGf2wHClcGSY3K7DiNz5+eIRtlrilMRArE4D+wd4pl5F5EjAAqHSERHISOAjGgfm8V5ADQAlvl8UGCwL16v12wU9oDnQ/E5wBkHR0EruUUW4h3ui9unkT1zqXb+uPsHo3LT9UlqsclkYjI83mgymVgX4kAgoI2NDYXDYTMoxWJRtVrNJJVEJ/yhipSH8fTpU21sbFgOxVWQ8aBc2gV+EoRHgtvn8+ndu3d68eLFTFgJjZbJZMwzYzBAC/V6Xe/evbNkLR1rl5eX577k9+7dMy4ZhFWtVm3P4vG4FcpFo1Gtra0pHA4brZTJZExeW6lUVCqVzHDiACmSSiaTM5JP8kz5fF61Ws32ExSL0ov93NnZkd/v13/4D/9Bb9++NaqCmh+6NKN/Pzk5MVUUkSVIeHNz05LBtzGQfMdYLKa1tTVL6Pd6PR0dHalUKll1OUnpcDisYrFoTuPx48eaTCY6ODgw+pN8gauUI78H7w0IcpV7gBtarZPjAY16vV4TS3DuoPDa7bYZTJeChfohCpCkR48e6enTp7q4uND5+fmtci44YBLOoVDIaqLOz8+ttoJuDFTE4zjj8bidY2SqRDZ+v9+YDP4MBgNdXFxYiUE4HLa83Hg8nplVgvHkzgNE3YQ++Rg3BwqwhApDfgzK5nWIWG9aXf59C4AAbSzJwDMF4C4lCzAolUpGM5MrgbbHLvK9KISm9uXRo0cze4tD4uco8RgOr8aJQAOyp5RrVCoViyyhe13lIJGYGwi4kQpg/6brkyIXwmKkq4SdkgzZ8MEI2fDucMwkkpDF8QWIGlx066JGF93wB8RQq9VmkBS/y+XlkLkJcf7drSIGhVKvQPjv8rzz5g1AMSABDhMPEQNHFMNeuqgGhOkKGthLVzhBUpvFHrNfLroGebl7zgWAF4eicSuJ+R4cfD4jxtdF+e7nnHex75wlomYUcgAXt5jRTYQCSqSrKMRNGoOMiVgQMXDmydvwWVy6kX9zJcl8Pp4j+8Uzcv+4clJoITf5TnL8tg4aoyxd0YHsk5uUZrHP7mfl569HXZJmogmctiu9dqu8eU6uUo19d4UjPA/EAe7z4rW5owAgcmmurXHP7ryL33U/E2ebxb64xtk9E3xf8jduUt/97uR0YGHc588fnBS/zzNg8VxpiePaYleezGtJMvvj2mHe+3o0/w+tGzuXk5MTe1Gkpjs7O8aB8uAxwBhowkVaL7iHmM1Lp9N6/vy5FhYW1Gg09O7dO1PduOhjcXHR2rygNnv9+rXy+bzlE/g80+lU2WxWX375pW2MdHV54ZrdaGJ5eVnLy8tqNptWDOoqThjmM88ij4Phx9C7CiPySxh0V9FRKBR0eHiocDisBw8eWG2Ei4YI2/m+UGZu0rrT6djP+nyXM2ygjciDwavncjl9+eWX6nQ6NpURSgW0FAwG9dOf/lQ+n09ff/21Xr16ZV2IeX1UPG7F9Kcucn500yb6DIVC+vLLL61A9fDwUN1uV6urq8bd07+LmTiuM6WGhJYkbtHf7u6uhsPLWRqtVstUYD6fz/Z/MpmoWq0qmUxaXpBIzufzaXt72/hv8oh+v18XFxc2DXNvb88ind/97ndGMfp8Pm1tbSmZTFpNzG0iFyKM7e1tbW1tqV6v6/T01PKQrjMgEqPqHcRK23/XCWOYQMH8/MLCgkXFRNqBwOVkSAqbeW9oXTpvMJtoPL7qJE2bocXFRZt+iVNBZk+OgYJPoky6SwBC5lmAzFQqNeMw6PaQTqeVTqdtfIgLXtknhA/09mM0wPXi5E6nY4MTJ5OJFYhTtExONRAI2ORKAOh0OjU6Fqm+x3M17oA8IapBkvw89+uAAak/oqmbrhs7F8JAaCh05BhKuERUJfCHGHI4RxdZU5AXjUatxqJer6tarVpBGcjU7/dbaww8K0Objo6OZqS6RFkLCwtGfWFUKpWKHT4UJSAw1BcgUB4EB5WhV/MsDL+bOHcL17ioKDpcBMNhQb+PE8UQEKG5CMdFem4RnFuNz3fE6bNAmJFIRMvLy6rVahZSg7pAPxjihYUFoxJHo5EZV5RI5GjmNY5cbOgpj8djDTxR3yEGCQQCVjCJBJa+XXwvivOkq7Y3oFA30ToajVQul03qyb5DkdACh0StdClScekJjAIXlY4FgAB6bBWLRUvuQ12Q4yDquE30B2ggdwK9g7LNjeTciI9oA4rQ5/MZWOI+Y2Slq0JUV5VGD7VsNms1a+TqyIHx2fisLhDi56Srzs3kvtzzgRFElQaIA9jwWedZbsTA2XIbdIZCoZlcJ/voRqwYbrc783XBglt+gLNlMir21OPxWC4a2o37Tv6FaBDnRoTMOeDZwdigRovFYmbzAB0uo3LTdWPngpEgVzGZTHR8fGwOhQfNpkhXDxLJL4VRNGqMRqMmzUVKSH7DpQAIezudjs7Pz23zSB6vrKyYJI9EJKE2RhSDSgNG/pvknHRFe3U6HZXL5ZlqYD77vAcTqob3ZmoctFKlUpnpYkAHafc73rt3T9Klo3/79q02Nja0t7dnNIQkaxPj9Xqt6JKD5vNdjnQeDAY6PT01Ggg59tnZmQKBgE2wY+7OZHLZl4vvDwXHJTo5OdF0OtXFxcVMcSeLAw91eZv9YzWbTZ2dnVlFPN8BwAKIQFHIHpH0nU4ve2Ztbm5aqyF3IJuLlMmhMAOIPQPwLC0taTgc6vXr1+r1eqaMwhECHpCF0+sNkEE05vP5rBgVZ8/Mo+vGaZ7FCPLBYKCTkxN7X5f+ot0+z4nnTEEizpoWIvfv37debUj2MaquU+Ie9Xo9y4MRzVGJPhqN9OrVKwNEzIZCVAJF5CaxMbb5fN4k0tBuOE5XPXgbxaLbFYRnw1RHHDYGnNwGFB05wEQiYUxEp9OxfmAoY6k1I+9Giyq3Rgjw9O7dO/l8Pmsh43akcCX4UJTYY3dwIuwIOWzUu9xZcjvNZtMYlh+cFgOVZLNZ7e3t6fz8XN98841J4FDmgDZAtTiVVCplh/DDhw+q1+uKxWLWSwxER4NIIh2Xd2bcpis39Pv9Vp3ujjWFbiIMZmM5xLzmaDSypoVEPITsHs+l1p+Z1ddbq3zK4mC6NS2FQkGSTEzgJpH5LhyOlZUVPX36VN1uV3/1V3+lk5MTra2tWUNRHBPSX+gb3pvOxPF43Gon+v2+NjY2lMlkZgwnVFa9Xle9XlcymbRoqVgsqtlsmrHu9Xo6PDw0h4zz5LvyHTDY8zqX6607iI5IllN7hUIGx721tWV9rUCBDF/LZDLWHw9DQQRD92SSmPQIOzo6MvQaCoWUTqe1vLysw8NDvXz50mpHaPhXq9UUj8dN6JLNZrW2tmaS/mq1qtPTUxszSzNLDAVGA5HEbZwLLfeHw6GOj4/V7XYtouJ7Q4UByIjSEC1Ai56enpqIIpPJ2Bkj6gWxIzJxnQtnm7MCNX50dKSXL1+a0CCVStlIjVgsptXVVctLAGS5r0dHR2q321pfX7cOAzANRNYY2HkXEQM5OLo4QE1DBfL56Gy9sbFhn4EGl9B+NAodDofm/GEIANOuSAKGo9fr6c2bN2bTyBG7zgXwiBrUFfzAJhEh0tXEpTk5ewQD7kTam6wbOxdknEjZ3DoI8gILCwszldwgIjwvYRZGmgcBEoR2APmAMDFkSJZxdFw0HgiHlfCS1vu8/mQysaZwLJCW3+83BZsb9bCZPPB5F5/ZLfRDRonSivntXHZCepwtlyWRSGh1dVWBQMAKGtlrjCE0oZuI5jm4yMZNkLvJW9AXFebkAFA7EWZ7PB4DF41GY2akrGtcXBQ7zyJ/RH8jDCFoGrm2KxcHELhiAveSsfeTyUQrKytWaMdrNxoNk3BC8YXDYeO2+Vz0PVtaWlK/31coFJqh2RCqTKdTcyQ4IRyJdNXWB9WZS025CqnbLl4Lhab7fSjSQwHFWXV7iUkyNaekGVWZdJXXlK7YC+hIN/fmAg/UU1Cckiyag/nAafEZ+NxuZwX2h6pzHKW7l7fZN+nqLnPfeG0aUFLagEOWNDO6ANsCBQ+wdmXJGHhUiW7uF3uAk8NuunuDgMh1pjwjd94Wr+OmHyiMd5/9YDCYEWndZN3YufzJn/yJyQf/7u/+zpLxGPxer6fd3V09fvxYrVbLhkqBFjqdjgqFggKBgHK5nPF8GJ3FxUWTjrKJzWbTHFY6nTZZrqQZA4jOvVarKZFI6Cc/+YkWFxf1V3/1V/r666+taBEqj5wOskvkq/l8Xt9++611BQgEAioUCuY8b3MwcZRw/+7hOzk5MRHB559/bpLV4XCo/f19nZ+fq16v682bNwqFQnr48KF1TH316tXMpUwkEhahYDg4MKAhLrfH4zHDjDMjUqKHVrVaNXWgx+NRPp+3aIbhSEQ1REpcdChQWoi4uvtPXWdnZyYz39nZUbPZVKFQsHxKr9fT06dP9fnnn5sRojC1UqnYWfF6vTP9ug4ODhQKhfRP/sk/kdfrValUUr1et1HY0pXCz+e7bJXfbrd1fn5uMuxut6tcLmd9nUCB5XJ5Zqxur9fTv/k3/0ZHR0fWC4+z4fdfjpElV0PeDeCBkb5NzsU1ji7NjSiBSPbLL79UrVbT3/3d35l4o9Fo2Ot4PB5tbGxYJPTy5Uu7Y+whRdanp6fWT4whebwWZ4bzl06ntbS0ZHkuev/dv39/Jp/LHpDHGY/H1oGa6A4pMNEfzp7PP8/iDlcqFTWbTRtb7PF4VCqV1G63lUqllM1m5fF47P2Pjo50dHRkoyGkK1HU0tKS1tbW5PP5DCiS3Icy44669sdViAK4OCt+v9+idRyJq8o7Pz83ZgYweX3WEswRkepweDna4lOi50+q0He9MAkg6aqgioQQSSA3qQUiI0rAu4Mm+PJ4SZASF4LXITpBQeZGAm5rCrhB8i+gZqg1N2oiAsPg4PWl2bGst5HT8j3cqIhw1U1M8ncIE9ziT74rtSmMERiPx6amInmPMYU3la56SBEN8vduNCNpRiDAs3OLaN3nI13Jw0n4ufvJcyMJO+/iewBGXLk13xcKlqhpNBpZ6yG+o5tgxdmCjv1+/0ytwnVjTj6HZwWwIpdC4R8NTqEqOZskZs/PzzUej02pg0qLc0AC1UWsrgR13sX34Tu5iWbqHkDSnD1Xsej+rlsgSPTH3mKY3JKD61E/Z4Oo270T7l2HToP5cH/ffaYgfWyCJJPTYphv65zdyAlKzpXmXpckA+58Pt9M5IfdcfuDwVZIV9EG9mg4HJoil7wLn4Nn4zrd7zsj/BxnEXEVQIbo2n1W1/fLFWPdZH3SJEpyAzs7O/aBXIPf7/d1fn4uSdrZ2dF4PLZpkC7dxQhfNorCKkna399XsVg0jnw4HOr09FSVSsUSZKHQ5Thb6bJnVz6ft81mtgkHlTkqbvhMG4ZcLmeiglAopEePHs3wxdAwLo0y7+Kg45RBJ1wMZJpfffWVEomE7t+/r0QiMZNcg1I4OjpSpVKxzzgej62wlRAbZI9ggUQeLTAePHhg+aZms2l0l8fjMeXKysrKjFGAYnCFEC6lQpQg6Q8uHF2X5zWOKysrdqjL5bK9ZjAY1P37902o8M033ygajWpjY0N+/9UAJcY+cOm5KCTVUaBxXjl/k8lVNTVzQVCSwZ0fHh6q1WoZHchZdNEfAgNawtBjKhgMGo0LVeZSPNwxVEi3cS60+6CXnEujEFV2Oh198803mk4vB06hZPN6vTaTx+v12uRF90zwx63yh8Z5+fKlgR+3AwR072g0sgiJFijXiwv5HNfb7SCl9fv9yufzVjYBcEPQ4tbqzLM2Nzftc5AfxhEgbmk0Gvr222+VSCSs9146nVav19Pi4qK2trYkybpKSLKCVCh58q841MFgYD+fyWRMxQio39/fN/VYLpeze9DpdLS6uqpcLmf7Sx7FXS5wqVQqVuSK80MZubS0ZD3+brJu7FzgDN0kuauKwCtWq1Wjmvx+v46Ojqw6FecCJ8tDajQaOjo6MsVStVo1aTIhMs6JP1wO6DYQFzQJiGB5eXlGUw+qJkmJEiYcDmt9fd14+FKpJEkmqZR0a9QjXRUp0eJFkn1uaDBqLFAUSbLEJbRDs9lUPB439QkyWzfSILfkXnw066h/aP2PEYQH5lKAdODVeT3pat42qKparc7w9JLsomDwb4p6ri8q3CVZ5Elb/4cPH2p1dVXfffedXr9+rUQiYbUDyIKJIKBzOXt+v9/oFfaZi+V2O4bfJv/Ha7gthtwhYaBAV8ZOlwEciwt0AoGAiRCIAt0I0q1jmneRt6LRK5+NvyNRfHBwoEgkoo2NDYvUYBS4i9RFSLLEsZuvg4ZlD/L5vIbDoanLGo2GSbw5PwgmEC8wEwaAAxNynaJ2yxqOj49VKpWMHfF4PDOMBq8zz1peXjYAOxqNZoq+cYT1el1nZ2daXl7WkydP7Oy7XTOk2YJsqEcoMDolsJ+kCOh7SP4PwIkcfnd31yjEg4MDFYtF+f1+5XI5c7IAwuvL/SzYU9oscQYZoveD02LQSkhd2TTpqpMrSHgymZjElsQfF5K8AKEudAdJWiS0KC/IJ8Dh46Q4mMlk0nIQzDdYXV1VNBqdac6IwiebzZrUGaNK0RfyUWSPcLcYoU/pq3N9URfgUkq0YuHBMh2z2WxqdXXVpisuLy+bph7BAs+DZJyrosKJo6zBUFGjNJlMVCgUjKoEgbr0Ft+VUB2FCfJV1DhIMJF7XufGcZqtVkv5fH7ui51Op2foVSJln8+nw8NDVatVXVxczLRV93q9VmzpNjuF7nGdIPSG22cO48leg8SJAv1+v42LpnCO3EMoFLIO0lBEIHecFog9l8uZ86ArAvkL3u+2ghLpihalmJaIw6WhiI55b4/HYzmt6XRqzSzp7gzPz+fjvLFXROTLy8uSLiN37hjAiGfG88Vgg9qvy9BdqpBnST4E20OE6VKgfJd5z6Cbu5Bk53oymZjISZKBbwQ4sDSIlCTNJPSJ8hKJhNkqCpQx7JubmxqNRjZ1lXtPZEhEguBpZWXFIlScCmcJcIFqFBDLEMhwOGwg2I32CAx+8MgFA8RAo3g8bh+Ekbn7+/s6OjrSaDSy+gOoH4ZdhcNhk/dWq1WVy+WZA7mxsWEPBOXN5uamyUjH48v27m/fvtVwONTOzo5+9KMfWbdgiobG47HevXtnDx80ReHd8fGx3r59a5FYNBq1XlmBQMDoAFRXyKnnXdlsdsY593o96y6MMTo/P9e3336rdDotn8+nbDarzc1No/bgb0HNhULB2rFzyThEREcYSqK1WCymarWqjx8/mmN1hRlcymg0asoSmj6ORiMdHx+bKKFerysSiejx48dGVbpOAMkrMmfEGPOs1dVVTadTFQoFu8QAh6+//tokloxpgPIiYU17ePjvyWRi6kByDjgJnCSOxy1sZY9QpYH2AUKRSMT60b17987qBziDINxWq6VSqaRUKqUHDx7YnvM8KP4lUex+nnkXeQ63qy9zmPiMyGNdST89ANPptB48eGC/R8kBHZ4xjOS+SARTpwWAg36lVx/gjTlARN5QlNBHOGj61nk8HstRoqoCVCEEIoKE3oR+n2dhS3AQyHipG2s0GlpaWjIHnM/nzX4A1mAYOJ+ug+Fskkt1/x0akkWCvdfrWbt/wJ/f79fDhw/tWfNv5AqxwxcXF/ruu++MxeEOcH9wzm7uDFByk3Vj5/L/lVB0cxr8N5eQZC4bAsrgjxvyuvkOV3ZJOxdCbukKaRIdUSDHz3HwqDZ1KS1QtcvJklBzkSwGgZwHFMI8i8/mRl9u9MFnImciXal63GQde4UTBdm4TtVFySB8ijHdiYAgdf5uMpnYhXT3m31yBReINpBr8zPSFQ3Hd0SejHGbZ7k9o9zvy7Nxo2A+p/sZoEdc2TaUGVEdrWBcaTaGDsDEBQTVgZQ5l0RDoH6XWgMccNbd35M006HBzWXw3W8bubj9oojsXPGDe95wFlAwbl2ES01hhNwkND/rJqD5N2lWfQewdD8b74MN4N9cG8T+uIIXEtButwrpihlwP8s8y02gu+UQ3BNen9wQv+Pur3sGsY3cRV7Hjcw4I646jHvOH8oPyA1LV22m2GciG5wEAhN+jmiWfXT3m9/F3vzgkYskk8nF43GbPTAej3VycmIHAkSHbJZiMbg8n89nnVI5tG5Fv5tw8vl8Njq30+loc3PTopN79+4Z0iT0e/36tUKhkLa3txWJRLS1tWWc+sXFhbrdrvb39636nvG0VPdyKXgASE9jsZgVWs67GONKiLqwsGDtzr/77juVy2WlUin96Z/+qfGd1I4giHCVRZJm2sjzdyA95NudTkdfffWVyuWyHjx4YMjzxz/+sV1ADjFGGENMBIfqirkPhUJBS0tLevbsmcl54c1Ho5ESiYQ2NzdtdsTa2poV2M4r5yYCwbi5iUYXkFDUxhlDvdVoNLS/vz+jZDw7O9Pp6akWFhZslGu3251J3JMH7HQ62tvb0/b2tr23K2tutVp2Rvb3981gPHz4UKPRyJ47Sf5oNGo1EQCbZDKpSCRid0WSdcmmE/Zt5PBw6BhAKOvpdGryYf4gbuj1ekaLFYtFVSoV64cGDU1Uy/TDQqGger2uTCaj9fV1eTweSxInEgnbM+4TAJHV6XSs1xttdXDIyKZRrGYyGXU6HX38+NFa5iwuLhoFhdGGIr1t3gpqiLwIdWlET1DPLqVFhM3eolodDofa2Niw/mEAT+46dVvT6eW45+FwqFwup5WVFStkHQwGlmO87tg8Ho/W1taUyWRsLH273dbBwYG1c/rxj3+s8fiylxtiLKIVzkaxWLTnySiVm6xPci58cTg6PgQJKbcCtlarmTeneprGgbyGq8By0R3KDlBToVAwoQBcL3kbPHar1bIqZ2i6aDSq5eVlG2RF1ESxH90AyuWyTaqE70RZRH7DPRjzLNdpgUDou4RiZnFxUevr6zM8J32ZUBCxP0RVJC1BN0RhGGCS8cViUblczqTWNH0EgbpjolGmgAxJYrqTRklMI+2mBQVR2NLSklFyaOiJeOZZRADQmOQ3OJPsF2gbftyVrNOfCW65UqnYIC7Uh7wmORWoDyg9uGichysjZS9p509+DGqIfZNkVIkr6SUfw3tKMgECQonbOBfeCzQMoOB1r4MrjDMIGeCHUILeYTSWRLjT6XRUrVZnyhXI5VAQCRBhL1wJPc8UigtHDmInl0FkCIXe7XZnhsQhQQZAcWbmXS49RJsrABlgG6fCuePscT541ijEAE2ujPh6JAQT1Ol0bCIwkTeghDo+9oUViURsBAkOHptAPhKKHraJ92RBrSE++cFpMbwa9IobmqKookEfziMQCNgHJ8wNhUJaXl42VE3/JzhlV7UEutve3lYul9Pm5qYlBik24+CQA2i32zbNEVkdHCeyT5JhJK4Z/YuD45DwAGu1moLB4CfJ8K4vRodyqZAfY+zS6bQJI9zDB9ql4IpkGwcQ7pw8TTgctvYt1WpVk8nEugavr69rY2PDIpHpdGrFluVy2RR7SG8bjYYZDOkyslxbW7MDyEjm58+fS5IVDcZiMev+S1dizsq8tBjnj4aUkgwQ8BzdRPz1xK3f79fTp09nktjpdForKys2/4VcAvUqRK87OzuWzHbbj/AZoBuWlpZmjDT7EY/HTcZ6cXFh9AMUCdEEuY1Go2EFnKenp6rX6yqXyyoUCrdyLlA0bvTQ7XYNVXN3FxcX7f4R+aPIolkiKjJEMbAaoVBIOzs79hqIUBKJhNLptO7du2dFsB8/fjQwQvIegwll4wJXpNgkzHu9nt6/f6/JZKLl5WVls1lzhNgnSZbPwAHNC3CIfFEfup0rcI5MzSWa5bu1Wq2ZAkuKlGld5EYc6XTa7CUqRgqjiXTD4bCN0Ib6dkVWAIaPHz/q3bt3M8o9ZiK5VO3W1tZM7YybqwIc4qBuum7sXAjT0ebjELxeryX3y+WybQYe3JXEgkiWl5e1urpqVbj8G86Fxovo/Dc3N01bn81mbfDVeDy2HAWJSEnWrqNUKuni4kKpVEr37983JQ/LVae4HGY0GlU2m9VoNNLvfvc7VSoVraysfFJIeH25Q7rIHbjtcHAuiUTCogN6P9FingaNGDg3ksTwYWDpWLCwsKCf/vSnNiQtGo2qWCzqt7/9rXq9njY3NxUMBlUul/Xhwwe74CCcXq9nHbD9fr9VWp+dnenjx49G5S0uLurw8FAnJyczzrlWq6nb7Vrn13kXSjO+P9Jsj8djyWWQr1vYB4e8vr6uJ0+eWD4DWpScC9E4NG69XlexWFQgcDnMDerGVf1ABXW7XSWTSS0tLWk8vupddnFxocPDQ21vb+uLL76Q3+/XwcGBSbY5p/yp1+s6Pj426bJ0aSRCoZB1pr6tc+G+rq6uqtFo6Pz83Kqw+R4o34gYMJyJREK7u7vy+XyWyAY8xmIxbW9v21mZTC7byheLRfl8Puundu/ePT19+tToVe6g22eL7xgIXPa3g4Jyo7toNKrDw0MDkj/+8Y+VSCSMunNBDGCM7znvOjg4mPlv7rArmlleXtbOzo5R8PSro3qfKALnkk6nLYHOfsNulEolHRwcyOv12vhrcsuhUMiAYrlctj2CyqKt0MePH01aTsuoaDSqeDxuQptgMGjNfwH3bv9GggcYipuewRs7Fzd8B7WhJuC/kSLSoA8U7Y5B5SFAZXC4SNojc4S2kmR0ivveyWTSEAhqEhROJElJdMH5SrKpgi7F4EZAkkxSjTYeKu42yBuJsFsgx0RAF/Vh4JgDUqvV1Gq1DGly8Ng7KBnao4BqpKtKfOp8MC4oqzD2yBeJCKAraL/tih5cuSm5CS4P++UWuLGvFJ3Nu388Y84J4oTr9BJRABeV/ZMui9Xc4jcuE3s4HA5N0AC14Z5v+HQ3qUt+Yji8mgnDPkPbTiYTez6gWYAOVCedD4iCyA0AGIimbrN4FtQ2uYPjMHDUMjCuwk32kosj8sNRsxc0+iRPgtOUZFFaq9UyhoHzS7v465JtKCVJM6BAukLmgFhXYer24+Juu90G5o1crqtFoWrdc4ACEarZ7/fb3cOGofjkrrJ/nFOcCN/XNeaAGr6b+304l66dcJ8P95rXJBckXaUloGRp3IpdIKXgUvb/0LqxcyHUq1QqqlQqSqVSJpfM5/MmL4Si+eyzz5RIJHRwcKB8Pm9GhY3j4oIyj46ONJlM9MUXX2h3d9cOhFtbQRgei8UMQVEV7vV6zZMjvUskEopGo2o0Gnr16pWpfjiIoML19XVD+91uV61WS+/fv7fX3NzctM2fd0EdQA+0223t7+9LuiwQzGazdimTyaT29vYUDof18eNHGzNAqIwT4GCVy2V9/fXXmkwm+ulPf2qt+TksdEBeW1uznM7e3p4ZPQYNJZNJo4JGo5G1hy8Wi/rqq6/U6/WsUJD+ax6Px8b58nx5b5wAdRskd+dZJCDPz89VKpW0tramn/zkJ/ZZmBrJ5/7iiy8UiUT0+9//XgcHBxqNRiY952ySSyLKmE6n9v1wNEhDp9OpIU9XkeaemYuLC6OdMNRc4r/+67+2PAZ7vb29bTkK8jrdbld+v9+S70RUyWRSm5ubc58/6aqtSKFQ0NnZmRWiAuRQD1Iz9uMf/9iQMkAIpAt4pG9Xr9fTt99+K0n6/PPPlUwmLScxHo+tVxsgAMM2mUyswzIt6aGvEbaQAy2VSnY+UWClUikTAoGsEXMwMhnghmR6XidNB3IX1CJ6oFs7IIUuG37/5WC44+NjcwyhUMik2bAT9Xpd79+/12g00uPHj7W+vm4/jxORZCOQqS9zlbVE866ABJvBWXftI105yKFNp1MrD6nVatrf358RVVCHddN1Y+fiylNdmZ0kM3wkoUBDoD+SmPw+vwtKgRKDE4Z/BPW4iT4OBojFlS+7P+/K7EBcbCCeHU8sXaE6Pg8CAA4nB2de1MN3AmW7nWPdz873I99E9ABV5koSXTGEW8gGqiF5yUFyJbVuYeD1RLEb+cFXuyjI/cxENaBNzokrueY1P0XGeH25SWdXMs7z4pm6hWI09KNglwjaPccu1+0mVTnLnEk36epGuZwxQBJRAK9N3tGdLcLvo35yhR68hytT5vMGAoG5nTPLdYy8HpElUSCfG+EC54Uojt+BTmb/OBvueeI9SK5De7viDrh/zosbcbAHvK/7Pry+m4Dmvd1Iwb2z895fSTOMAMv9XJy/brdrETwUMYyNm9dFjMDnJv/lgmD3c7upA2l23DRnisjX/bfrLBF3hddwRQpuNwZEMYhboON/8IQ+F4HEWbvd1tu3b+3LoFTCCH/99deKxWLmydFWd7td6z+F4iKZTOrevXvG0X/11VfWJ4cD5g4xQj0RCARs0FCtVlM+n7dD4KICCrRCoZDRN9dfC4dCZJDNZu27I8UklJ9n/fSnP5UkM3aEvYS43W5X+XxetVrNwu9YLGYjT4ncEC9AT2DM/pP/5D8xR3p2dqZ4PK6lpSVzDKioSAiiHCFnUS6XdXp6asgbSpPpjqh8/H6/UUBnZ2d/cHldCuy68fyU6t7ri7HCRK1UGZO0JIpot9va3t7Wo0ePjG7CyLjUCWo4coi8Fo7f4/EomUxK0owz2N/fVyQS0crKihYWFixxfXBwoPPzc4VCISsSpgKfPXbVa61Wywpg6ZHmtn3BCCHsuG2NhiQbk5HJZIxWdqkSSTYxlFyBz3c5ZmFlZWWmwBKpLIg4nU5re3vb2IaTkxOj1kajy/Yv5A/pZAwq39nZ0ebmptUdTadT65Xn0kCUOWB8ASxujs3r9c4oqqii53vdRnEHPcp5YAw4udlCoTDTgurNmzcKBoMmRuIMklPDwdPRnHvt8XisFx2LglaiDYROCwsLlnOBvgwEApZL/b56H2hPnjndz137h8QcKT82mCLgm6xPOq0Yp3A4rNPTU9NeY7gxwOPx2HoEEU7xxcmvgJzdorTxeGwa+cFgYI4DjyldRTwgH+oRms3mHzRvxLB4vV7bIEJxNogDSFhJzoZ8D+/FwZ93QYG4HCmtM0ig0eCw3W4b983PuwWnbgTCpXvw4IGCwaA1/iSCxMC70k2eBYYFw1qtVs0RB4NBVatVmy4IN4xRIJR3uV32i9DZ1d1fjxQ/daGC4SLy3QaDgYrFok3Lq9frZpygtfhc1/lnHCG5EV6Tz0l9BaqparVqVfUkR12lD0PaeF1XUcll5mcvLi50cnJiVBARIs9Nuuo4DJ9/26iFsx+NRrWysmK8ugsO3LwFzTjj8bi1TGJ/XYUUTnpvb0/BYFDv3r3TxcWFye1ddSIUlxvZQrGVSqUZWoe7h/wZp8EiMiAyhz1x5/1IMrDgUkTzLPf3oLifPHmiyWSiYrFo78d7UkLw2WefaW9vT5VKRYeHhwaEJpOJ1QpJl/Q40QKRrhsVSZoBmdT48TwY7uf3+5VOp5VIJOzv3JwW+TzuZ7vdVj6fV7PZnBljD3XMmaXU5Ad3LoeHh6ZaSKfTmkwmJutFeunywuPxeCZRR+TiKm3cBZIngYz3duWlrtYdY0tBFfUb/Byor1AomHMJBoMz3ZUJvTFA/He73TZU7s5Fuc1CwQLqwRAS6Y3HYytSgkNuNBr2ud2Oudvb20qn06pWqzZ58vj42NR5oG8QPRe10Wjo5OTE8mKSbL7NZDKZeXaoTaBIeC7MlgE5UaMDIuVC8awwPkS28xpILpobmrvCAemya+2Pf/xjZTIZm0OD1F26EgUAIpD8BoNBpdNpQ48uJcrnRmziPpte73KqIqCJiajsnZugZTQ4fdD8fr+NqMZAIubAAILOodigiG673BoKIg2EBqFQyM4798RV/7mOD8AAWCHXMZ1ODZyRFHZpWRSa7rN0v797v11VKsAS54eD49nwbHm+7u+44GJe9sEFJOFwWPV6Xb/85S81GAxMBZjJZKwXIGcQIHZ98Jcky2HTFdm1i3xe7hBAB7Uc9pVoB1rT6/VaXoUibJ67a39dehhxCcPvEB64d5jzctN1Y+fy+9//fuYSSJdJ/l6vZ8OudnZ29LOf/UytVkvffPONms2mcbjuw+WQcbBQ/mCEiILOzs7MMUD/0IafSWqvXr3S8fGxcrnczNCqyWSii4sLvXnzRouLi3ry5Ikk6cOHD1ZljKKI5CJtLFqtll6+fKnhcKj19XWjiUCy8yxEDaFQyGpQisWi7cVkMtHW1pY+++wz9ft9HR8fW4+wRCKhZrOpSqWiRCKhhw8fam9vT1999ZWOj4/VbrdVq9VMCplMJnVxcaGDgwNNp1ND3hcXF2q321pdXdXDhw/l9/v19u1bffz4USsrK3ry5In6/b7evn1rTSmp0t/d3dV0ejl+uVAoKJlM6v79++p2uzo4ODBVIFEpSMeNXJrN5tzOBbSG0k6abQfi8Xj09OlT/fmf/7k6nY7evHmjTqejTCZjho6omouF/DqVSs0gcwYpeTwe6xLcarX04MED7e3tGeL3er3WaNTr9Wp3d9fqW2j4Cb32ox/9SOPxWO/fv9f+/r7u37+vL774QsPhZf81CthSqZQhcUkz+Y9Pudjft9h7Nx8EiqX328rKitHefA9oZjffdp1iJDEPXUZh5enpqTmv621dEomEfD6f5Rqoroeqxl64SiYcFRX62A2AJfkcN3fL/XKf/TyL12Ug3+npqf7P//P/tJoXv9+vbDarra0tGyNCg1dEM64ydTKZKJ/P6+zszJwDTsQF05xFGBVyIHSodgEIz5PUQ7lctro37oEbxfD7q6urGo/Hevv2rYrF4kzfOTcvR0R+k/VJajG+AMVrVODChcJ/Slc0hhv+sln9ft9CbjepyqHFo5KQdkNDLq1bDMXPgWaIkNwEOA+WqlQXOaGDx2lyCKE0QEjuELFPXeyL60xowEcHgesPzaXkyGeRHMaYI/F0Dyb/jUST94OK7Pf7yufz8vv9VhTL/vJzPD836uC5EDbDv9J+nSJA0BWo2H0G8y63OIzLAv3GGcOASJp5VogdoJzcZn78HefKpa4wACB5fo59c6lUBA1uktqlcklou10m3M/Oswaxu+IB7sm8wIblOkw4f97TFQxcZxZc6pa/565xXrxer7UpAiBy59hH18CTv3Hfz000Y/TI2RIB8P9dipPoyhUcuCIgzgZn9zaRi3Q1foR761LU0hV1jz0kzwIo9vmu+om5d4LIlN9xWz25URe/5wIQ9uq6kIGzD5DASYxGIwMB2MrhcDjTAcN1akSBLvX3D60bO5f/5r/5b8yzHR8fK5vN6sGDB0aVQTl8+PBB4XBYT58+ld/v18nJic2p4Mvl83kzbhh5unJKMo6aTsJEKVTLBwIB6/6ZTqeVzWZVq9X0/v17ewDT6dRaFkiyKvsnT57o888/V6PRsPG3tIyHYuKBga4oQATdzrtA/u12W9lsVl9++aUmk4nevHljxaQk2glxqcymqK9er+tv//Zv9fHjR+XzeWtfgrSRKCWdTlsFMcVc9IUrl8v6n//n/1mj0Ujb29va2trSYDDQx48f5ff7tba2plAopGq1arTP7373O00mlx0W7t27Z9SAx+OxyvRsNmtdBNLptMbj8QwNdBvk/eTJE43HY3377bd6//69stmsHj58aNTVaDRSsVjUy5cvFY/HrWDy9evXOjo6knQ1E4YZLLFYzCrnEYOk02mTa0PBQnMwgI0+WDgToil+x60Jm0wuiwlfvHghn89no8AbjYYuLi7MOHk8HhWLReXzeSuq5VITQX4Kavy+hbE7ODjQu3fvZubScM7Je0LJueNzMY5EA8FgUMvLy1pfX1er1dL+/r76/b5Ryclk0oZXQZ0SZUOjUTHuClzC4bCJNs7OziwPSfsel1oiAc3ANf4OsIhCrd/vWy+yefeQpDrj1iksBaDibIvFoqbTS+k6TqFYLKrValm0ce/ePROM0PmD58OoBmba+Hw+c+6SjG2BcuTvuJNujhaJdDwe1/r6up2ler2ura0tPX782DodNBoNG+8OzS1phtE5PT29sXO+sXNhnsDR0ZHa7bbS6bTRVSA6CogIHSORiKFZkp8owkCArtwRA8QlpSgSh0GiD/7drTZttVqGJFy0gpOAl4zH4xa5cFEwyChhpFk5Lp8R5zjPctEpUQB5Dx4eDpRF0R11EERkFxcXM0oi0KOrDrkuG3RzFjiSwWBgs2+gLqAL4/G4+v2+VelSHc7Pw9uzf9Kl8eZZI7N0+7TdRu0EHUqBKyIEIivpMqeCI6Oq2Ov1Wh6ISAc5LN+T/nIkWKFYcB5uOxgAyfXeZewzSM/v9xsFw2f2+y9nm9P9gdoH9/PTN4uz4VJZP0TkgvCACBNKicQyrU3g3CXNRAnkJxHHSFczWoiqPZ5LSSz5QpyBm6fpdDoqFosWPUWj0RnairMqaSZip06EyISoi2jAFRm4EnMiUoQb8ywEEQw6g6bHYF8vGMV2wDogCiLyJbcHc+IyP5wLNwIDrLgqOO6/dDUNk8/gFk6SeuAzsRc0/qT2kLoxcs8AXT4bDvYm68a3/d/9u39n0QAIkN5SfGFaSEynU0NGwWDQxiITRaytrRnNIMnmFaCiYdQpzdiQGZJ/cEN4WshMp1Ntb29bCOpKjeH7iVbw3PweDwTjNRgMtLGxIUkmxWw2mzo9Pb3pdv3BgqLjkLdaLX333XcajUba399XpVKxdhm0agiFQtaPqNvtWluOe/fuKZFIaGlpyQwnhpBnQKQYj8f1j/7RP5J0KUHkMjx69MjayoCIkPe6w4LcSzMeX7akoJWNJMuFoVbxeDwzKiQ6aDNLY16lzt/+7d9aFAsC4/yBoIlo3c7J5NegX8LhsO7fv2/tWpaXl9Vut3V4eGgI9/j4eEYRBvhwowf2u1gsmvyTCAYj5+YKyDl8++23Go0up3YWCgUFAgFr8gmIQWHpUhLfJ4KZ9wziFF3DVSwWjTFAJQRQ41xQRuDz+f5gGJV02cGZIWdEDhg/2AEKmyVZfgknhPITO9Hr9az3n8/nU6PRMKOM4eU8Qz3WajWdn5/b3sM+kB9mJPo8CxpvfX1djx49mgEg2BwatRI18HfUrMEocIcR5XCPJM0o7XZ3d80ZuDnqZrNpdHmtVrP3R7ZO1MNzGg6HOj8/V7/fN3tzcnKily9fSpJFOohy6K4O+GB2DMKOm6wbO5e//uu/lsfj0ebmpnK5nGnZpdnGcFxQCsqeP3+ujY0Ncy4uAiMqCYVCWlpakiST4/r9fpvEmM/nzbm4OuvxeGwab3r6oAICbY3HY6OUQLZEAqh6qF/BENJ7iQQhs70rlcrcB9MdeIT8D5XI+fm5DY+i7sGt8uYS4kjo03RdGuyqbJhPEolE9ODBAyWTSXs2GGE627o1MGjZMZA4F55VpVIxBEcegypp8hZcYkna2dlRMpnU4eGhTb+cZ/32t7+Vx+PRysqKVldXzdlDMaRSKaNfQJZc0Gg0aojZ5/Npb29PW1tbSqVSymQyptJpNpv68OGDSqWSPB6P9RTL5XLWzgSDCcIvl8sqFotGOYbDl+OyidLJV3FZX758qbOzsxnEjlIHQICTcdG3i0LnXZxBaVYmjgy93+9rY2PD6hsAiktLS0qlUsY4BINBbWxsKJ1Om4GbTqfWvYA8CfSZdDUu3J0fRFdw7AdOgO+MMWM0MP0EqZchsU0RpasQJdoJhUL60Y9+ZP3w6Gc2zwL0Pnr0SI8fP/6Dc0DxZDQaNSkynR7ozcfz3djYsJozHLY7CRKnuLOzY3cSG8szQHYMzUi0gTOIRCK6d++e7t27p6OjI/3f//f/bSIWBAY4952dHYtAyYnBLgFSEWj94M6FEBoKQboqyqFzrovMuSzMUiHaYBPdzr4cGNRUKHyITihM4lAQEsJrLi0tKRgMmmGFjoEnZiIePDEhNHSHW3mP44JGo4CS3NK8ITXo3w0xyassLS1Zq3CMFJTAdaqPfkauNBDHRG2QWxjo8/lUKBSMnwVRIX92Dw5JXjr3kvT+vj8k/aEg2EfoO1f+C4pdXl6e+2K7lCQOcn193Z7leDyeqYSGIkDiySWBruLyUzBYq9WMssAhQdGCCpHUo5IaDofWPgWxCU4XFEjEwnMEiVMT5hZtgvJ5L0mmwKNg87Y5F+lKJECrIelqkB/7x89ChfDcmeFO4TF7DUgbj8fW5BOQwnu6tRpQakQzGFpGdWBocRqSLJ/Ac3BFOW6/QLdWiH/nNcjDzLOwHQBgnhV3U5IVhbt2jfwMezGdTk3mDTU2HA4N1AQCl81Sydlgx6QrkIHN4udxWuw59pc8CfN6iN6ZQ+MKeNwI3wUfnGUXnNxk3di5QGUVCgXt7+8rkUgYdZTP500aCPqHuy6Xyzo5ObEHEAwGtb29bW2/mRvNyF/aeieTSVPpLC4uamFhwbx2v9+3avK/+Iu/0NOnT3VycmL9w3Ambr6Cyt9UKmW5IvcQTqdTnZ6eGrIBzZJMfPDggX70ox/NXWvAISf8hzeVZF2fE4mE9aMCQZycnFhdCT206NEFhdVsNvX73/9ejUZDX375pY3ZTafT6vV6+s1vfqNKpWI0F4eKyGhtbU0fP360795oNGYQCtJPOqaORiPrnTQej3VxcWE1H+Vy2cCFx+OxXk/ZbFaff/753HkDuhZAKa2urtrrHR0dqdFoKB6PW3X8ysqKPB6PfvOb3+jg4ECLi4u6f/++FhYW1Ol0bAxEr3c5BOvt27dqt9taX1/XysqKORioV+pW3F5QkvT48WMtLy9rf39f33zzjYEaj8ej/f19vX//3hybz+ezmT1EV6BtOiXj+Gh+WCgU1Gq19OjRIz158uRWeavrasfFxUVtb29LknWvIJdKCQB51nw+r1wup93dXUlSsVhUt9vV3t6eVdeTh2JUNE6M50a+lfoPqMuNjQ2trKzo4OBA33zzjXw+n0WN0tUwOGwCjoT8IGIOCjDJ1ZJjIPImKpgX4DDLBAob0ZF0pRBLJpPa2dlRoVAwGnE0GlmOi24MADtGErRaLb169UqTyUT/6B/9Iz148EA+n88cCflVaFKACOB7PB4b0HZtG9QXAHQ8HiuXy5mj5OcA8kSFwWDQRssfHh5akSjP4ibrkyKXyWRiCJnDwsaCGogweKgkKd0vQmEbRt59ONelyTMf1tkIF4lwiNzfwYC6xULS1ewPNyHNZ3D7/1xvi+EaiHmXW7gp6Q/QFaIBDAyUF3+gpkC9Xq/XLiA/w74QKdIvyC2kcvMCRB2u1NGNlECKrgz170sug+hdzb5bDHibOiG+p0u5sG8uzUp0Rj6BvZGu+lAhRYablq56UnEe+APNc72fmct/c55cupZnyFnn3LrUSCAQsGfGpb1ujF1JMp9p3uVGvO75l67OBWeMvSA5T+Tv5ic5o0TQnCf3/2PY3UQ9f4eN4OfdCIPWM+z3dcku++1K0F0JN47LzRfeVorsJsuhgEne872IVlxJNOotwAznEwcLNS1d0eYwFNw7og5sBOef/Xbzdbw2bII7I4dIxe1I4eawyb9yThBjuLb5puvGP4kUlIMWCAQsnCda4cvgYQOBgCqVij58+KDNzU19+eWX8vv9JnHNZDJaW1uTJEM9TAccDoem5Dk7O1O9Xtfu7q7u379vnXEJT9+8eaPRaKSNjQ0NBgP7Ny4RKiB3IQWl8AmnQy8k9OGxWMzkkhTXzbOQ9VHrQCIOKavP57M8AQv0mE6nTTY6Ho/19ddfq9fr6dmzZzaoa29vT73e5SCti4sL6+8FfRSJRLS+vq61tbUZNdP79+/19u1bjcdjS8xT3MZ8FmbDSJdJW7jZ3/3udzNyTBwTyizXULqAYJ718OFDyw3Q2v7169d24SORiM7OzvS73/1O6XRaX3zxhVW7Ly4uWudpSXr9+rW63a7+8T/+x3r+/LkCgcuuByidmINDd2Q6+tIGJZlM2mCqYrGojx8/qtfrWYsXomR3cqlr9NwksN9/OSMnGAzaLBK3LoPheIFAQMfHx7eixU5OTuTxXI6+RXZ8enpqCiiEB6enpwqHw1pcXDTnubS0pFAoZHSQa6ywBwycQtkFPTYYDCwCW1lZ0bNnz0zajU05Ozuz50w0yQhqqENk+pJmIhZJBl6q1aoNrMvlcpYjq1arikajevz48dx7iCCCbgPRaNSKTCkFODw81FdffWWdj2mzAyg6PDy05+nz+fTFF1/oZz/7mTqdjjY2NuwOHx4eztTxAPg2NzetkwZ7v7+/r4uLC6XTaWUyGSs/oMMHHbYR1PB3TKhF+h2JRFStVnV+fq5gMGizjugc8qnTeG/sXJiTzbREvLF0hfjb7bZ5Zrwi4djq6qpdFBo0TiYTa6CHRLZQKNjlxtvX63VVKhU9fPhQKysrZgg9Ho/NG4/H40qn0zOFSqB21+OCADjA8JMYw3g8PsOf06eIZNm8i4QbCA1qBYMMSnaLvUiWI52ORqM2O7tYLCqVShlNsbS0ZOiS5pwgNxQ8Gxsb2tvbM+fS7XatJT2jfpGMkzwsFAozcmKotPPzc2slgyF2Iz4ULuTAbsN18/2uF+IVCgWjmhjwRUcGgAbiBpRNnLFisajPPvvMQn/2GLUdnD45B2gNzglRx/7+vg4ODixXhlMhRyFdFdC6kSt75eYcQMTsN5J+it5o/T/vqlar8vl85iiQSH9fPon+fAAf7hs9sXjOPBOKqT0ejwqFgtrt9kyOq9FoqFarGQUG94/hJ1mczWatZqZSqRhwJdrEOFIQfH3YG5EDdzoQCFiOMZlManl5ee7oGXkwkmKeHz0QU6mUPn78qL/5m7/RysqK7t+/r8XFRVNOXneQXq9XP/vZz3Tv3j2jx9rtts7Pz1WtVmek39JVNJFOp+0ccS7cjgUAolKppPX1dWUyGQP8kszmQYFTvwY7hXCBmiMGGbq9+26yPmkSJYbCTfZ5vV6bveBOSyQ0jEaj2tzcVCwWM95/dXVVuVxOHo9Hr169MpqG14RDJIKh5oWkV7vdtjG65GuoQkX1g4HAkHMxV1ZWrGCTvAIGGWqAJJpLT91WCrqysmI0Fg4G2SyU1tLSknK5nFExJP5AgajnksmkUQnw9iAbV0jx4sULSbIQHmTKHpGgo2XM0tKSXR46ViN35lkTltN1mVAa2oG8EU0Gm82mWq2WSXVvE/nBm5OncykaSabUSqVSlqCEtwZBk1SnBuu7776zv4cC4JIfHBzYs0cwQnNKd2pgp9MxhQ6GtNfrWcv/TqejUqlklAeV7Ht7exb9QGOQr0I9STsTOPDbLCJSzj1UBwgY5ZZrvF2K1N0f8jKDwUDHx8eWJEaSTt6TeyhdUpuDwcDqtEDl0EecEfImRMHSVcTn1hYhxPB6vaZY9Hg8JsN16SMijsPDw7nPIBRqMHg5byYej9sER84MrX4YxudSw9TYTSaTmSa+X3/99YxQAbEPjlu6inwZdR2JRCwSh8oCnAIg+JzsK7NxKpWK5REpon379q1FN+QaJdl55px/Smf4T2pcyQYgs4Q7ZFQni2iDCOPBgwcKhUIqFouKRqN69uyZMpmMTk9P9etf/9qMAkaXQ0g1KOiOXkWj0ciKvk5PTy05i3NB983labfbevXqlclLNzc3tbS0pI2NDTUaDf3+97+3metcNhJmaOvb7fYnee3ra2dn53LD/1+qzuv12kHhvRYXF/XFF19oMBgon8+r1Wrp48ePOj09nTnImUzGqBT6EhGlkPgvl8t6/fq1/H6/tra2FI/HLf/VaDT04cMHC8G3trZsnnyv19Pbt2/VarWsOSVSR5wXyh6MC8lGj8djofny8rLG48vu2BTWfl8e7abLFXzg8KSr/MZgMFAkEtH9+/eNvnI7FgMycBTs0d/+7d/af5OA9vv9Fi2jYAyFQhoMLofVJZNJra6uGrhpNpvKZDJaXFy0OplOp2N1NCcnJyYY4P48ePBAP/7xj1WpVPSv//W/VqFQ0NramnK5nFKplHZ2djSZTPTq1Su1Wi3F4/FboW7pqkMBCWUMNWCm0+lYtwfpqvaBn8W50OgzEomo0+no3bt3CofDVhfk5uhgDjiX9CIkQuY1yRuAqBFw8P4AG+wBzuXw8NC+D4IFDD/GHedGg9d5I2iode5wKpXS1taWJFkXDUQSMA04l+FwqMXFRT1+/NjufrvdVqPR0F/91V+ZCIXvQhQmXUWHk8nERjtnMhk9e/bMzqX7c36/XxsbGwZQAAfcm1evXqlQKCiXyxkd/NVXX6nZbGp1ddXGdRNFMzwMEPaDOxeMrmscuIwugnSNpYsy3PoT+tgg04MGikQi9m9QU+7DdOkqjBUHH3psPB4b2mMhU+VzQLe5vbmgQECq7jhdEBPfb55FlIDkmISum6jkQaJ043egHd0ICsPmJg0Jm0FSLl+Lg2ROBP9GErTValkjTRdtYmxdg+Qm1b8vqUpSnc+eSCQk6Va0IlJkpJI4OqJLlz5wi8mgR8hx8XPIlxuNxh9UfLvyUgAV5w0Kxt0fciggPPeZsJcgfYoEccxuSw/QIVXdLO7YbZyzdDWWHIrYVVFh3KXZehhpNmpwxR8uRelGIJwZF3W7zwRbQkIaJ8Qdc58n+865dp8L3wU74HY74J5z59k3VyTxqeu6uMetr6EWzlXZEW1TgwZzwGfiTrM/sBXcH34eO+SKb+hy4NKSo9FohoJz7zgOmoiI93DzZm5vO7euyk3sf8q6sXOBT3ZzKhh9NoJqUzaYxC5Ry4cPH0xT3Wg0dHp6qqOjI92/f18PHjxQJpOxIrNOp6NqtSqv12ucJl+Ow8YhG4/HOjg4sKK6TCZjB5F1794921hGI1OtS24DCqder+vo6Eg+n08//elPtbq6aiH4vAfz3bt38vv9evLkiTY2NkywgGrL673ssPv+/fuZvc1kMnrw4MFMvQ7IhlwCjhn+N5lMWjXxZDKxehUOHpFgMBi0YkoEDl6v1wZgsc+E1NBp5I/YT1aj0TAOlyhrc3NTq6urOjw8NOHAPIthSxcXFxYBU8xbKBRUKpXMsNHfiqTu5uamXr9+rb/927/VZDLR48ePlc1m1el0dHR0ZPtAvQDGAxXPycmJUZPhcFjD4XCmen91dVWDwUBfffWVfL7LzrWZTEaNRsMiS/rwuS163r9/b5QabTiq1aqNssD4QDXfJt8iyahoVyXE/c3lcha97O/vW4RMVBeJRAyckNeQZEaMqNIFiOQ+OTc4WercJBk9TLkANXTk7FxZO0CGMxsIBKz/4GQymXGKyM1xnIBEKLJ5FnkRRB2SbAbN69evVS6Xtba2Zvk2JNfhcFjBYFAnJyeWp4RNgLqVrkQ/gAjEIogwyIWiJDs7O5Pf77eo+eTkRK9fv5Z0Gb2RxyaHBkWGXcB5kSPkuQKSEJyQa8S5/eCRy/d5LZdGcqOB6yEvnpoGeM1m05LTIBYMJIfR5cFBVKDq6/JlSRa5kDR3URPKKTfhx5RFj8czw9eCeJCQkqjk/eaNXOhYAJXIa19Xi7nzZ2iLE4/HbQIde02O6fskmBgvlzelewLUBzQQwKBer+vk5MTyEa5U1dXBX8+78Z4u8oYWwTBgxNyI6FMXF4rIiYQzz8wVRXB+QK6ouKrVqj1HkDWRMDkVFg7fTeCC8tyR09A1nU7HWgsBhsjRRCIRpVKpGckyncG5wNSZkPuj6arbofY6c/Cp63pDTenKkBG98d34OekKqbv0ixuxuFGEK+F2Ea9LkUlXHb9d4U2z2VSpVJLX67U6Oc4gwIE9YO/JH10HLUQCbs0H9mpe5+JSgyS8qXtqtVpqNBrWCYM7BbuAag2hA7VoLk1J5IKSDOOPTeTcsg/YWv6+3+9bGx8ibFc2TeNdN4qDCXH/3o1qWG70/IM7Fzwi0lgOyWQyMekvPbFAC6i5qLr96U9/Ko/HY1K5UCiknZ0dhUIh/fKXv1QoFLLhNoHA5ahOkGm3251RJRE9wcEz+nM8HtulhX7CgLoqrFKpZDNW3GQ+6D+Xy8nnu2wceXR0ZMZ53sWDpU7IrWJnUFMqldLPfvYza4nPgXKpHJdz5pD1+31rmYOKqt/vG2/N+zQaDeXzeSsQJClIpfv5+blRYOFw2MQEOC/ek8vNoUTx1+l0LIxnjgTnZDQa2cCsedabN2/svPGcGejGJEfk5ACCYDBorTmm06k2NjbU7/d1cHBgEfNPfvITQ3Gck2azaR2Q+TtUR1Q64yxOTk5UKpVssiRAKBKJ2N8zgwMA5RaySrI2JhgCWhDxWuQXQPXzLvhyjPl1kQX5U2hMHA/FioALwArtg1KplEKh0MxIbmhv+s0tLCwoFosZGo/FYtra2jJmI5VKWYTT7/d1dnam0WhkRa0op9zIG1oTMObK+HmmUMicQxcUferiPgECAU8oErPZrImR/H6/FTtzZ4jGJOn8/FzFYlHr6+va2NiYmey6tLSkRCKhdrttPdmWlpYsogUQuYWrFxcXOj8/N7EItoocqzuzKBqNWv4Oam19fd1yXfF43AYLArYBU59SUnBj5/Lhwwd5vV49ePDAJMWEorVaTZVKxdq3S1eJODolr66u6smTJxqNRnrx4oVKpZLu37+v9fV19ft9ff311xqNRpaIXVxc1Orqqtrttj5+/KhisWhhrevRf/rTn2ptbU2VSsWq+DFwSCPZIBCa3385aOfi4kLSVVSRTCaVSCS0sLCg5eVlQwdwpreR0jKO1NWW0z+MiOL+/ft68uSJSTP5HiAItzCNPxgLt10Nl29pacm4/dHossKc5nW5XE5er1fr6+taXl62qnwuTDAYVK/XsyZ6budWF23ijH0+nzWJ5Hvy+XBMJBjnWQcHB5Jkfa5AaZJMh49TlK6qumlmCFWHgKNarVrLcQQUyNN55lCL1P8QHQ8GA6MOaa1TKpWsPgBKrVKpWG0BrTxQ+bnRA9Qo7WBQo7lFlnQRvg01RuRBdImhBQySpKa+jM/O93GjLrpyuF10mbzJeWNgFjLdaDSqjx8/6v3799ZPjVbwiURC/X7farkKhYKN3WXkAXlQwAT/jXPBGUtXY4YlmcEnAp930T2jVCrp5OREsVjMKuK5Mzgb6oS4R9dzpQBy9gVRBaATWpdzkE6nlU6nTTxD7pp8KYCOSBh7QE9E6aptEo1DKcYOBALK5XLWuiYWi6lQKCifz8+0fHLzdTdZn9T+Bdnp8fHxTCKT3AHN2QifeKAYIrd6mgPLxZWuEu/IED9+/GgbDk3Dw8Ezn56eajAYWNsRHIlLh7mJeLTg3W7XpIXQYjwo6YqGIc9BS5t5aQkeCoV90lXiNJVK2R/2xt3L6zPHibJAg9IVbemGtyDd6xJFfmc4vJyCWCwWdX5+bs+BqCMYDGp3d1e93tXsCBC4iwSh9ZCiQ+EgroCeuo3SiTYlXGKoFpA1ESkOjYpw5lnAl5NLYG/L5bLlXuiDBhUFtQutAlKkWwDy7EAgoEwmY2cIOszn8ymbzdpZwlG4sm6/3295C6ID2oK4HYARntzGuaDyc+kuohMiPq/XO/O+rhDHTSYjaWZv3HvndnMgKoM5oLca/dhokQKNBCrHYHOnB4OB5Tz5nDS1ZE+op8IJQtm5QhPOxTwLegnHQdNRIgDuh9uXzs0Lu6UNnGMKQYkkyRnSdoqFI8BBSTK6DBqOPeZ9oXtxvG7rfwCzC1Ink4m1OAJAYWvpb8cso5usGzuXP/qjP9JoNNJvfvMbvXz5ciYMfPTokVFloINEIqHpdGpjeKnulGTec3FxUZubm6pUKtrf39dkcjmdcXl5WQcHB/rtb39rqM9tBQ93SYU+1MzS0tJMESEtp1utlh2MbDZrenwSjmtrawoGg/r48aOOj48Vj8e1tramyeSytxMFnLu7u3MbSOgHnFu5XNbBwYH8fr+ePn2qpaUlc6DUBlEZTxTgNt30er3KZDJGabm9gQaDgYkDQMs+32WH4CdPnpjB7HQ6+uabb2wAFtTE27dvNRwO9Rd/8Rf6+c9/rqOjI/3lX/6lut2ucrmcMpnMTCeGWCwmr/eqsScGo9/v6/z83CKA2+QL/sk/+SeaTC4r9BuNhkmKPR6PIVnXmGDM6eRLh4NYLKbd3V3bl7dv36parerFixfq9/v67LPPtL29bVXMroPiGZCMplA1FouZ9LNer+s//If/oEKhoN3dXW1tbc2o/0CP1Otg7IjsfD6fJaOhn1D63MY5S7IaC1fyC4VD0taV3AMQiOqgx3Co7AVAEoOFgwBxS1fGMRKJ6NGjRzP5CnKfvCd31+3D1+l0dHx8bAYRqi2dTluvwV6vZwIXVy2F0b0ttd1uty1Hm81mTegynV52Nqa2CfoMx8K5pIjS4/FYp+1er6cXL15Y923qhM7Pz2fqV9xzTKEkuVdmZklXY7EBWAgoJFl3Beqw3IgUB14ul9Vut5VKpfTw4UMNh0P99V//tQ4ODkwcc9N7fGPngvwSrwn/TphPQtDNBYCWr0scXWQEWibhR6RCol+SHWJ+1kUjoBAOHa/pFmW5iVo+FwYIQcL3SRRBAJ+ikPj7lot6XGrLVe1wMLjwIENX8usm7t3/Za/YR1eGCIqTNBPdIcCgyNEVaPAZ3Jnd/BuvjWGkep8ogn3l84Aob0NJcGFcxQrvCSpkP7hYfEciX/bCVV5h4MgTuPklHBbPCVDk9XpnekGxb9wFImwUOvQlcz8/v0tODVURVdIu0saJASDmXdc/sxsJu+fLpZCIrNwErxs9u9GiS/W5ggHek+cIVUQhoSs+4X/d6MTNVbhRAH9/PTcJkHGT+D9EQp/fc6Mqnqt7N/nORHLufed7IdZgD1wbQ7TAc2A/R6PRjOPATnLWsbVuxIRdIXd4XUp+/bO799u1ra7c/KYg58bOBVSChC4ajc5w+tVqVTs7O9rb21OtVtNvf/tb1et1hcNhPXv2TL1eT/v7+1ZE1Wq1lM1m9fjxY1MqgdKJan7+85/P8Pb1et0UGDzkXC5nlceE6LT0WFxctPwQHOXBwYHNdUBunM/nrVBubW3NDDDoFkS3v78/9+X++uuv5fP5tL6+bvu2sbFhvGir1dLm5qZWVlbUbDZ1cnKiwWCgZDI5I1N1HzyFqm60BkJOJBI2PI1ZHf1+34pC3c60y8vLdln8fr/1e6PtBp+bTr7Hx8eSrhpF0pZjb2/Pii4J86mMZxzuvOibIl4KuqBPJ5OJTk5O1Ov17HkTuQ0GA8sJsA+u1HowGBjlQ6SKUCCTyZijBDWGw2GlUinV63Ub6Uu+BIn0dDrV6uqqVlZW9PTpUz148MAoHXIVUK+gWajdP/qjP9KjR4/sfNJhAuUPOcR513fffSePx2OAgU4LkqwfGEaOuxAIBEy6z8/jiCTZKGMoQwAkBo6Ij6alfH4kyB6Px0ZsQNmMx2Nz7Ovr69re3lYsFrNcmMfjMTsAZUheA4OKvJtzjHrvemfoT1kALMBuo9HQu3fvjJ6VrjqM8Gyn06m1HqL4VtIMGGOOPW34ETW5KjnuJmCpXq9bTzveNxqNmjQbJS7iHZw4QI//X6/XzUkjhKFv26tXr8zW5nI5y3e6won/z/266cYSopH05otMJhMbfUzjRwzfxcWF1tfXlc1mVSgUdHh4aElRqlNRndB7iIR0JBLR1taWNVDj4IHkQAM0EYR7JAE5nU6tDsTtMIrc7+LiwpoxktDf3NzU4uKiPSxQK32YoODmWfl83g49FA2UASE1ze+4JLRnIAFHWMsCEaOI6vf7prZhgBYHDXoFxMjQLzdpCLIjSoQThnrieyB3hGpA2baxsWEtaoh0ObiJREJra2tzOxccqTuil/xVo9FQvV436TbJXxwCCXQ3wnJrACTNyM0bjYbJOInMXBUXnQ46nY5RrKh9gsGgtf1fXV3V2tqadQ+ALnQL1XgWRFf01uJzutLX27TPkWQyd/I6bhTnFu0SkdDiHgoaOs3j8cy03OF8uhGCi4QlzYxEl2RlBvxbKpWyLhCuBDaRSBhdiyqNz0p+ws3nuhESdBBn4LbUIp8fYz8YDEzggQqQcdw4F0lWz+IWgkLbQbFSF8OZxAm4zAVAHtESogCoQOhNFLOARxwrQJ3XcyXcLksUCASsNxl2HztBMfCN9uumG+sWN6FiAYFJl+jg7OxMf/mXf2n8bC6XM0klm4QyAWfwu9/9zuSK8Nx8EWTM79+/t0IrPDrN97a2trS0tKRCoWDqL5oL1ut1vXz50lQ4eGeMPLUOXGQOo0txLC8vK51OzyRC51l4fJwd+ZNgMKjHjx+bZPq7777TeDy2oV+gTJJ2HA63vxs893A4tAuYTqctxHUvIMgQuoE2OrwOyWmM69u3bw0ZchBdSo8iOwzF+/fvLXeGU15cXLSc3E1Rz/XFc4NO4FIiUqAolFZAGOTr9KMkAyvQBCRQiXZjsZgpx6SrQsHT01MdHx9rNBrZLCJ6SFWrVVPtgFiPj49neHMikVgspnK5bE4ZXrxWq+nly5cW8RPVIiJwSwDmWQgxEF6QiObfUDphlBBj8LmJbnBKPp9PZ2dn1sn5er0EBnEymej09NQMXCAQMEeLscYoo3Kid2Cn07FiU6hP8pYAAemqNYvX61Wz2Zyh+6CArtdufOridZFZDwYDsw1Qx+7MGe4aBZftdtsKt13wIF2pG12BDGAQVSbRIW2MVldXNZ1OZ2bwwPIAEMfjsdVM0bfQrRVyk/44YJdShJ7n/3+KavbGzoWaEMIsEnE+3+WY2XQ6rbdv3+r3v/+9UqmUfvKTn2hlZcUuOHxxMBjU5uam/P7LKWm/+MUvzFiCblFigEh/9atf6ezszJBTNpvVZ599ZjOml5aWNBgM9OLFC3m9XpP3FYtFvX792n4nGAxatTM/Q0SDugwDSKIynU6bo7pNV9psNmtJXAoAidA+//xz5XI5/fKXv9S/+3f/TtFoVM+fPzfEEwgETEnj5gPgWnEaRA/sOzwr0YqbwOUwLS4uKpPJmCMPhUJaX19XPB7X4eGh3r17Z7QGobUrXSXCDIfDOjg40Hfffad0Oq379+/bMwXJ3cY5wzVjVHDOCDJ8Pp/Jga+jMH6OC0XECv8P5UmyPR6PzwAZECsV1ul0Wj/60Y9MIEBkDC2G4el0Ojo8PLTzxuskk0kVCgUdHx/L7/fbYKxKpaLf/va39hlcUBGJRIxOnXdhgIgGiMA451TXU0BMnRJOodVq2fhqEtLFYlH1et3qVjiX0lVuBuUnTT/pHYj8HQk0zVT9/ssxBJFIROfn51YGwXOMx+MKBAI2niMcDts4YOpHqMdDrermueZdDIgjogAoAxLJyRG1IySiwSQ02nQ6NRDIPhF1cF5RbrmjOgAD7XZ7pk5oeXlZ8XhclUpF5+fnGo/HRs1Bybr1bAgucCS8NzkkwATOhqgTAHzT6PnGJ9VNgktXSIz/BiG4SMf1giw8opvIdxOF7r+56hHkxG7SzBUQuAnJ62Efnvp6gs+VTX/f53Q/j8sXz7Ouv4f7vxxOF2Xx3tcTaN93Ody/c7+Pm6jj566LAq4jqOuJTzfx576Hu0/sj6Tv3W/e4zbLpYiuv5Yblbif9ft+7vo+XBd4XN8v1yFeT2x+32e6/tpQYLyP+5ncBPj3iUeuf/5PSab+Q3vonmf3zrjvcf28uPvr0l7XE9Lft1wRjrvX188K6/oZvB5x8DvX77yb++Dn3M/g/tunLve7u6/vnvHvOwvu+18/a/zd9Wf+feeJz3C9qBmazqUj3f25/lnd//0+m/R96x+yQd+3PNPbuPK7dbfu1t26W3fre9bthPN3627drbt1t+7W96w753K37tbdult36wdfd87lbt2tu3W37tYPvu6cy926W3frbt2tH3zdOZe7dbfu1t26Wz/4unMud+tu3a27dbd+8HXnXO7W3bpbd+tu/eDrzrncrbt1t+7W3frB151zuVt3627drbv1g68753K37tbdult36wdfd87lbt2tu3W37tYPvu6cy926W3frbt2tH3zdOZe7dbfu1t26Wz/4uvE8l//iv/gv5PF4lM1mlUwmbQjVaDRSo9HQYDBQKpVSOp1Wu93W27dvNRgM9PTpU21vb6teryufz9sIU4/Ho2q1qouLCyWTST1+/FjhcFilUsnGGefzefn9fq2srGhhYUGFQkHFYlGxWEybm5sKBoOq1+vqdruKRCJKJBKaTCY25KjT6ajX6ykWi2l1ddWmx43HY5XLZZ2fnysUCtk8jXa7rU6no4WFBS0uLiocDmtzc1PJZFLNZlPValWS9D/+j//jJ2/0f/Vf/Vfyer3a3Ny0UbzNZtPmeSSTSZXLZRWLRXW7XZsCFw6HbZgPs2VYtMvm3xl+NplM9PHjR/36179WLBbTf/6f/+fa2dlRuVy2iZWMOWYIE6MPro898Hg8tt8ej0eHh4c2ObPT6SgUCml1dVXhcNgmNjLLJBQK6Wc/+5n9Li29/7P/7D/75P37H/6H/0HSVZt6pm4yLCwSidiApmazqXfv3mk4HOrRo0fa3NzU6empXrx4oclkMjPCeDKZ2ByOQCCg9fV1m2/D1MharabhcKhMJqPFxUXV63W9f/9e3W7XPl8ikVAmk7Fpg+7UUQbjuSMMWJPJxCYWrqysaGlpSbVaTUdHR/J4PHry5IkNxuPe/Jf/5X/5yfsnSf/8n/9zTSYTG2yWSqW0ublpUzOj0ajq9brK5bJCoZAWFxfl9/tVq9XUbrdVrVZ1fHwsj8djP898kUAgoFgspkAgoFQqpUgkokKhoPfv39uYbAYAMnuIPWFuUTAYtLlB9XrdBq1Jl7N5YrGYfD6fjd/gTPX7fZsIyWA65o8we4VZOvz5l//yX37y/v33//1/r8lkokKhoHK5bLN+mJETCARUKBR0dnambDarn//85zZhkym5PO93796pVqvZTKHhcGizW9bX15VOpxUIBGzmC2324/G4DedjEuzf/d3f6eDgQNvb23r+/Lmky8FmDH3jnF0fmsYwwm63qw8fPpg98vl8SqfTNs32T//0T7Wzs6N/9a/+lf6X/+V/0XA41O9+97t/cL9u7Fy63a7NC2AKIhPSmFXN0CUmGjLk6uPHjzNzCOr1uqbTqRKJhLa2tjQcDnVxcWFDoJiiWK1W5ff7bUMZFBQMBpVMJm0Q0HQ6tUl6TMmbTCZqNptqNps2/VG6HNjTaDQ0HA5tUBEGlosxnU5VqVTk9XrVaDTk9994m/7+jf5/DyGzFxioxLz3arVqw4/4eQZkMa3w3r17NuGw1Wopk8kom82q2WzqzZs3GgwGWl1dVTqdViKR0LNnz2zQ2YcPHzQYDGzaH2OPubAYZi49Q5vYn0KhIOlyKiMT85jcWS6XbYAYA4YwpJVKxQyCayw+df3+97+X1+vV2tqaTdTjPAUCAS0sLKher+vs7Eyj0cjGFjOK1p3cJ8kMZC6XM2c0GAxsrg7jshkCxcUsl8s2YheDyPc7OTlROBzW9va2FhYW1Ol0DJBIl3MwMIwMvptMJmq32xoOh4pEInZOV1ZWbILj4eGh0um0stnsrea5xGIxSbI7xTx5DDUD5nB2OLR2u20gY3t7W6PRSO12W/V6XWtra3rw4IE6nY5OTk7UaDTsNWq1mg0cY4omQIjpngyAi8ViM3OIOC+pVMomOWKcmZPDLHueKeDI7/fPGGuc/W1nCq2trdlQQYbEsacA2vX1deVyOQUCAfs7hsfxOTH64XDYBs4Nh8OZQWuMjWeoF3eR7wmon0wmun//vnZ3dzUajVSr1Qx8MWWXYX+ZTEaTyUTv3r1TqVTS8vKyjXVPJpO2bzwXPjuD3ur1ulZXV+0z/kPrxlaTCzWZTAwhc9BBffV6XScnJ/L7/eZ5maYWCoUUiUQsssAQPnr0SJVKRX/3d3+nTqejjY0NmwSIgY3FYkokEgqFQjaelc8SCoUsGmJ6pIvuGfnJHPVms6lyuWwIE+QDMk0kEmq1WoZaQfSRSGRmnO+nLg63O3iMi8KI3VqtZqgRtMpnC4fDWl1d1Xg81vHxsTqdjpaXl5XJZNTr9XRwcGDjTOPxuKLRqO7fv2/ztEFJgUDARvxOJhObLNrpdMzIMEEPQ9fr9VQul+XxeGyULc5yNBqp2WxqNBopnU7bnkqXxoDpfd1uV+12e+5JgEwjTKfTWlhYMOfIyNhQKGQghcmGOPFyuaxgMKilpSU7A4PBQNlsVo8ePdLp6am++uor1et1pVKpGRTt8VyOvwZw1Ot1m8zIJM5wOKxisah8Pq9YLKadnR2FQiHVajX7POwl46ZjsZg5FyK+Vqtlr5fNZjUcDvXtt98qn89rZWXFJoHOu6LRqBlHd0CVO0wKZA2iZhy4JBtD3uv1VCqVVKvVdP/+fT18+FClUsnQr9fr1Xg8VqPRULvdlt/vt9cMh8M2wrher2s8HiscDtvsdwwXAwLZCyZXusPdiNo5B5xfn8+nXq+narVqrw8gvs1ioqTX61U4HFYkEjGDjWMF2A0GA11cXKjZbNodvj6cLRgMKhqNKp1O27/DIhDpcNe4b6zBYGDA5dmzZ1pbW9PR0ZG+++47DYdD+zm+t9/v1/LyssbjsV69eqVyuWzRlsfjUTQatRHR7Ccg4fT0VOVy2QDtDz7mOJPJ2JcvlUo2p93dEHdUZyqVUiAQUK/X03A4tBCPD80c8ng8bmNc2QwOCCM/cWz8notCmF3t8XgMceFcGK/r9/sNYWxubtp7tttt+Xw+C+cTiYRisZiNO3an390WefOdXCQjzU7oW1hYUC6Xsyl8ODUOV61W03Q6tZG3gUBA7XZb4/FY6XTajCLjjUHJfA+/329z1DFs7gRRxigzj5znygUnDOfvQUeM+cWpQQPw/fj5myKe71upVMouV6vVMlTo8/nMEAUCAaXTaY3HY3W73Zko5fqFAFnm83lVq1UbHb2wsGDOhCiN9x0MBjbjnfMKWiTyCIfDhvqCwaBSqZSGw6Ha7faMQQ8Gg1pcXDSETzRDJMRZxyAPBgOdnp7eehoq/8vMdhfpt1otTadTi2bPz8+NSsbBMFkToIg9aDQatiexWEwLCwtKpVLq9/s2ejwSicjj8ajdbhslJl0BV869S92MRiM7y0xk5C66M91xmLFYzGwPAITXdlH5PMvv9//BhFHORygUsrsFgODnsYHuuG1sViKR0PLystGLsD6A34WFhZlJq+4EYM5CqVSykdX8Xa1W02AwsBHIk8lEZ2dnBigfPnyoeDxubAXnwZ0oyzMaDAbmpIjib7RfN93YnZ0dTSYTnZ+f6+TkRNvb23r27Jn8fr+Ojo5Ur9eNIguHw9rY2FAwGFSj0VCn0zFnIV0iKElaXV21ee/Ly8tqNBqGFv1+v82BbjQaarVaFhqCwHk/v9+varWqQqEww8W6tMnS0pLC4bDW19c1mUx0dHSk169fy+fzaXl52S4DD2J9fV0ej8ec1/7+vl6+fDn3wcRpugiMC8QlWFxc1NLSknq9ns7OzjQYDJTL5bS0tKTxeKzDw0P5fD4tLi5qbW1NnU5H5XJZw+FQ9+7ds4NJzgNaAGqHWe6E6IyjHg6HdjjD4bAeP36sRCKh8/NzFQoFLS4u6vnz5wqFQpbj6nQ6ajabkq5GThNp1ut19Xo9u/i9Xs/Q27wjZre3t+3/FwoFdbtddbtdQ8W9Xk+RSMTye69fv1an0zHU6vf71e12LdoIBoOqVCqq1Wpm3OLxuFKplLLZrBqNhorFohkuIjpo1uXlZXk8Hn38+NHAFlHPZDLRYDBQLBZTJpNRuVzW6empRYMg1vv376vdbqtcLhtowGjjxCORiBYXF1UqlfTmzZu59o7lGjaQMBE9NFcoFNLy8rJarZa+/fZb9ft9bW9va2VlxZzkeDy2uzIYDPT69WszlESWALpMJiOfz2couVQqqVgszoxGbjabarfbxg5gvAeDgeXQ3JHU5Pu8Xq8hfGbX53I5bW5uGq2EcxqPx2q323b35lk4MF4L2trr9doMeiJQSWav6vW65SCxfYCQlZUVY28qlYoxQ0S7/DzAz43sgsGgBoOB3r17p3a7rWg0qmQyqel0apFULBbTvXv31Gw29c0338jr9eonP/mJNjY2lM/ndXBwYODMBS7kGqH+uANQqTdZN3Yu12ei45F5wP1+3zbNjVA4EN83g969RBx0jC2XmsjDnQ3vzrWX9Adel/eBOgOpuXOnXQfFhcchgUT4zq4juKnXvr5AOaAxF13z3aAOv28+uRtpRSIReb1edbtdO8igIi6mm6Bnj3hd10Fi8EGG0tX8cv5cR5XXnQT/7nK90JUgzeuJ7E9dRKPfRyvyXaEaADH8O5fSjWA4K/w7yJyfuT6LnPNFNM2+8jyhSYgc+/3+zM+6n8WN3jnn3BnulEujQkO7aP8263o05kaXRO3SVbTO/7qon+fgfmYMj4uEyaUsLCzYd/q+hDz5AXKpRNK8r2s73P3j3HI+3fyoe+fd7zzvgjomGiI/dN3+XP+MLu0IyJQ0Yxfd+8bv8/ylq4iB9+S1eJ3BYGDUqyS7b/wcFLYbrRKVcH/YK2wj35Hv8f+bc8nn85Iuecd79+6pVqvp3/7bf2uOAdXO9va2er2ejo+PZxQS0WjUqDVCsXfv3hk6RLVTLBZVr9cViUSUzWYVCAQUj8ctPCccJgQvFotqNpsKh8NaW1ub2ViMbCAQ0MXFhRlAjODS0pIdaBD3+fm5EomE1tfXNZ1O9fr1a1UqFZXLZZVKpbkvd6lUssMTDodVq9X08eNH+Xw+/ehHP1Iul1MikbDLNZ1O1e/3dXJyYkgPiuHg4MDoIJe28vv9arVadtkJvTEenU7HoidyB81mc+bn2VP+PRwOazQa6eTkRJJ0dHSkarVqfLx7qYgEMpmM7t+/L5/Pp9PTU9VqNXN+8y4c6+LiorLZrC4uLmxfXAECRh7E5yaJiVCgTfi5brdr56Xdbuvs7Ex+v9+oOF4jHA4rk8lYQtulSlOplB49emR71el0lMvlLF8AhcNnKRQK+u1vfyu/369EIqFUKqXz83O9e/dOy8vLpp5sNBoztNFtHLSb8OZ5HRwcSLpUKCUSCY1GI7VaLQ0GA0v612o11Wo1u8M4IPYMjh/nhyJse3tbP/7xj+3n+d7sRzKZ1GQy0du3b5XP57W3t6ednR37uWKxaFQ7KB6gOZ1O1Wq11Gq1FAwGjTEhd1mpVExctLS0ZFTfbZzML37xC3k8Hi0vL2t9fd0oMO4qTpV7eHJyol6vZ3RnMpnU5uam7X2/31ev19PJyYlF1QgooJVJtEMp4nCJDLFniBYAv6lUylIXqGiTyaQpZUejkYrFogmpiIhSqZQWFxftfgCM6vW60um0NjY2bkzN3ti5cLkXFha0urqqVqulDx8+qNfrKZvNmjNIJBKSrlRZLgLDk7pIiNArkUjI5/MZTeD1eo3DZqPa7bZ9Dpd+qNfrlviH5nHzDtIl6nDVOtBuJC5xXhhCNrVcLpux4DXmWYTxIK1er6eLiwujkpLJpH1fFyE1m82ZJKZ0JUsEhSB4IO/UarXMyLoXCfqLA4oxbbfbllTlsw4GgxnapNFozBzIeDxuCiAM5sXFhfL5vLxer6n7SFiHQqFbqe64uOTGWq2WRQIgK/aSaJS9vh69SLIzFI/HZyJV9iQajc4IONiLSCRilKObdA2Hw5ZD+fDhg+r1uvH//Iz7LHBOUEcLCws6ODjQ+fm5GWMQJ3t8W7UTnwO03ev17HktLS3NRFiTyUThcFg+n0+1Ws0iZHJv16MQ7iIKwWazaUYdo8+941mRq+t0Orq4uND6+rohZkQorVZLw+HQqCKXASEHFolE5PP5LGqENiNHmclkZvZx3jt8dHRkYqV4PG6UG3fTjdgmk4lqtZo6nY45ZMQ20lUU5JZyYCd5Xc4r59ONNnC65MiIkLAR5H8WFhZM7ETuDjAFsHQZGTcHzesjSgCY3dQ53/i2oyYYDoembkK9RJ2Bx+PRwcGBcbKxWMwUI9Ru4E3D4bBOT091dHRk6igSi9BULl0UCoXM6C0sLCgajcrj8Whpacl+BhQJlZBIJBQOh02KS26DKAkqrFwuS5IZi16vZ9JbjHcmk5kJOz91rayszCQ2FxcXtbe3ZxcVPv/8/NxQC07PpeYwDBjN8XisaDRqvOhwOJyRfLpoF+Mei8W0vLwsSXYBXATK4cFYYzBI9oP8eT9qZ8i1xWIx5fN5uyypVEqS5r7U0mXOjxAdZ7+4uGjPq1gsWiQyGAwM5TYaDeOroSFSqZQl2vmcGE0MpSRTPnHW3DO5uLhoohTer1qtGo++uLho+UP2gbwOklNAlpvsh1bmvZrNptV2ffnll7dyMJxfolsMH9E057DRaMwoomAPAoGAGo3GH1DQAD3pEvig7BwOh3rx4oWBRyTjjx8/NnA3Ho+1u7tryqtSqaROp6NoNKqlpSUtLS1pcXFRg8FA5+fn5iBRWPV6PVODQv20Wi15vV5tb29rPB4bGKB2Z949XFtbs2fJuSKHQwTDnSSSRl5OfoS8cLVaNTEHpQA4w7W1NW1vbxtNTpSH8wRYsReoXMm1EhHxGYhKANOcQTfyJJeGhJu7hLAIAQ/g/ibrxs6FiIS6jNFopPX1dfl8PuVyOUUiER0eHurt27daWFjQ/fv3FQwGdXBwYOqebreraDSqvb09LS8v6+joSG/evFE4HFav15tRMmH4XRVPrVYzI8ZhJ+nZ6/UswRyNRuXz+ZTNZrW+vq4PHz7oV7/6lcliJRmvCIIDAaB2ggb0ei8LpHK5nIXC8yzCyWg0amgiFouZlLbRaKjZbNpnBCWzF6AclxbBOIGy4e0x/Bg3HCqHPxaL6cGDByaXpR7j/Px8hsemEK3Valn9zd7enrLZrP1cs9m0ZwwNBJ2HEVhcXFSn0zH0O8968OCBxuOxDg4OdHh4qHA4bNLiQqGgVqtlNQOgr0gkYhSDy22nUimtrKzo6OhIx8fHSqVSevLkiZ0x1G61Ws2oNpAnCJB8IEatXq+rUCjI7/drfX19pigXh+QqEhE94Fzcmg+MEXREPp/X8+fP9eWXX94q+sOY5/N5nZ+fW7RF3UYwGFS329X5+bmi0ah2d3e1sLCgeDxuRu3i4sLk/T6fz4ANZ3M0GlmtWKfT0VdffaVAIKCdnR3F43HlcjmjvtxE8vr6utrttvL5vIkhwuGwlpeXjQY9Pj7WaDTSzs6OMpmM+v2+lSwg3GBPY7GY9vb2NBwO9etf/1qnp6e6f/++tre356ZnNzY27P/X63W1Wi2VSqWZfKIrPHDPC8727OzMGAkkxziDSqUiv9+vx48f68c//rEZc1co5ToWBDwIklqtlqrVqold2BtA48LCgqRLqg0wIV3RmaQdAElEs7BAvV5P7Xb7h49ceEGKFdvttlqtluUCSPK7iWUMNoeOpBOhKUWULg/M68diMSuYhM7iALsJMh4oTslVbkiysJpEOVLPXq9nFdbI/dD0u8lrvDbOa17nwmcm/HUdhZs85r1dlHw9gUcEw3NBdsneELnhoHkvN8HJ+0JPgFJdg8lFIb8iXSnPQDJEmshTSdxCTXLZuUDzLhcAUAxJOO86AAADUSoFg25dCs8B+i4YDBpNxUUEdbpUCufULSBlz4fDoQGeVCplRZStVssiHI/Ho3g8blXRoF2+GwgV2Tn3xufzGf17m7wV5w2qGQUh54r8KWovnB5UFdEwZ8QtF3DPGPQVoBA6iOjFFc0gHw+FQqZuRFbOmSIXsbS0ZAWyrmDEjeS5p+655165tPg8C3vB63Fe3NfjPmGsJdkecS+xmZznZDJpVBXpACKL68IRV+1IvRBnXrpSbgIwuQtQlixsNPQbQgNX9MMd4XtSaP2DOxc2bnNzU2trazo4OND+/v5MhXy/37fkO1zexsaGEomEGo2G8vm8XY5ut6snT57o2bNnKpfL+vbbb9Xr9bSysqLl5WUlk0mtrKxIkkn5oMVcLh2PGgqFLDGfTqcVDAZVLBb16tUrjUYj3bt3z2i0WCymV69e6Ve/+pWCwaD29vZM803yFORIq4xut2tU2TyLqAoH5areXMPIgcFIg7xxuNPp1AQRGIbxeKxisajp9KqVBgVvJPAxHNIlPcLzcWkfLvze3p6i0aj29/d1dHRkTkqSUR6uVJck+9LSktLptCHHbrdr1cBw5vNSEqenp/J6vXr69Knu3bun/f19/eIXv7D2Pslkcqai/OzsTP1+X9lsVqurq2YYMTrFYlGhUMiqyz9+/KjhcKh0Om1RD06Mc8ffJxIJbW9vy+/36+zsTNVqVfF43AQoa2trCgaDOjs70/v375VOp/X48WMtLCwYNUFOAJplYWFB2WxWm5ub6nQ6evHihV3oRCKhWq2mX/3qV7dSPBElrK6uWqU9Rs0FfxsbGybKGY1G2traUi6XM0ctaeY5sqeADfcMko99+PChksmkGo2GiQN4Lqurq/J6varVasaKAJagFZeWlrS+vi7pqhCVyAc6ZzqdKp/P6/T0VMvLy5aDhQqaTCbWeWOedXR0JOkSjMK2kHNhJZNJ5XI5E9C4dTacQZxEp9PR+vq6Njc31Wq19PHjR0s3RKNRczaTycRsUCgU0ubmptXEeTwenZ+fzxT3kuwHBJZKJQPIXq/X2uMMBgOVSiUDPdhtgFmj0dB0etlRBTrMzXn9Q+uTIhfQMzwsB9KVSBIZYPzhW0ej0Yy8V5Li8biSyaQZcyIM6CkSgdKVZJTP8gdfxEGv8JQYYugoHA/JcxcpxGIxQxTu5rmSx9sgbzff4Br669EXDud65OI+A6IyIg76bPFzJLXdugY3KQzSJJLjAkLZJZNJewagH/h6V7UEyifE5n1J3IK4O52O0UrzLtQ0tAcqFApmYLi47vck6sRRuzQkfZd47hizXq+neDxuz4LP60Y0RIZcXtA3e0uU57ZImk6nM3kxokr3PIDW4/G41UoMBgMzFnzG2yxXfBCLxcyAu6wAe8zdxni6UfX15Z5dzpL7PdlnAAfnFNRNspr759am0KoI9Z7H41Gj0bDz4EYtfBecHGfDTbJflzV/ykJtyed2xQ/u3SXyh6VwRSGoMt1ImoR/tVqdsZP8rBtNEMW5HUNQsfKHveUO4IBdyTR3GAUqz82t7sdGIFXG1v//5lxqtZqkSykd4R+9wpaWlgyF8AH6/b6KxaIVQgYCASsWxHBLMs+ZSqWsxUCxWLSNwglRQU2rF0Jtku4cfugcXpdQn6RYOBzWysrKTGKfokQSjzyY6zTcPGt1dVWSjE8nGciBkWSFifwMh8xVXQWDQW1sbFheibB1cXFR4/HYkDdJTAQJUH5QgicnJ5pMJkqn09YUkwTo6empVRXTeA80AyIDAbnV5261Or8PX4wRmXcRUe7v76vb7VrURBIXBwtN99lnnykQCKharaparVrSmbOJQYMGWltbs6p6t44rHA5rb29PoVDIIhHOSDgcNo4bFY7H47GEss/n0+PHj2eoOF5/aWlJz58/N/Dk9XqVTCaVSqXsAkPjDIdDJZNJk/LfZg8xsq7IACPmJnjD4bB2d3clye5eu902QwZYA+BEo1H96Ec/MkePcwWQ4kxjsZiJVJAS40i4d3QLoLCXwlUcLQ4Pe8CaTqfa2trS2tqavX+/39fFxYVKpZJ8Pp9WVlbmphZ5vkRmrsoKoc5wOLReihhqaDE+o/u/fMfpdGo2AiHKwsKCHjx4MCPKIVEfj8fN3lWrVRME0L4FRgTHAsjH2XMXyekQ9QCQeLbI16EcoS5vsj7ZuSBfo6Ej/HC321U2m7WWMHh0km5IXuFel5aWZhLY0EA0qazX66pWq3YR+XeoDwwlaJCutC4yxam4HVX5bLTmAIWgIW80GkaJSTJE5yKgeRaGAWqFvkocQDhOlBpEai5fTG4LFQ1rOBxaGJ1KpRSNRi1pi9Fyqbd+v69SqWQ0yXQ61fLyslU2v3v3ThcXF6aqkq6UZi6PHYvF7Cxw6CXNcMper9ee0W2cC0YPCgAEzPMcDAamdFpaWtL9+/cVj8f19ddfWxLVlSljWLlMOGe3oAxnsLq6qkwmo2KxqJOTE7XbbXPKKAzpnQb1wmejI7QrhUZBd+/ePTtzruqP+iF+h/NKa6B5Fxw6xofIjhyKdCVDDwQCVjsFIu73+zo/P5ckU3xCR5CWJ8MAAFhESURBVEYiEe3s7MwU2QE4QMUIFqLRqHXm5sxjPxAOQdnRjRwHCw3M2SKy5s/S0pL1P6M/YLPZVKVS0dLS0kyR6KcuUL4ki06wDbAwZ2dnOjs7s+fv8XjMBiHe4E6icG2326aiJUrtdDqKx+Pa2NiYyWHW63XVajWLXLCBsVhMzWbTaE7YBMBnLBazriluzhaKkchZuoooXaeIrep0Ojferxs7F6IIkklcZDdsdpNYOBeUN+RraLtBqMuFh2rDiEUiEa2srFjIi1Prdrt2QH0+n9XHgDYxEG7rCNpqeDweQ5n0UUIFw0PlotDeg1but60wB+HUajUzjhgj6QrJ4Dz5g6adzxUMBs2ZE866BZa0bYcHl2QCBy7ycDg0qpLL1u/3reMvFwYJOTTNZDKxCNDl2EHpUEQkCKXZliP83TyL7+I2Q4QmYf+4WDjIcDhsRWIk2t1KfC4OhhRg0u12TZHoIunxeDyjGsNgIFggUmSPQLY4P+nKwEPDkfciN0a7JIwTjgZQchvncj0BjohlNBpZM08iOdeosCKRiDlLnIu7AESuUWKviRJRjUJfgaoxZu6ZIspzzznGkrOby+WMHcEpkgwH1KBwRNU6b+Syuro6k59w5f7QgJFIRKlUypR0LnXHXfb5LltOkReFocDxJBIJo/ZrtZrdL36mXq8bpen1enVxcWGsxtra2kzZAtQWkRb2ejqdKpVK6fHjxxadIMBxCzWxgbz/p5y/GzuXd+/eSbqkrygkK5fLxq9zmVBUgACRdm5ubuqzzz7TZDLRy5cvValUdO/ePe3t7SkcDiudTptxn06nRgP0+329ffvWCqparZb9WygU0srKitLptKGT4XBoiXm60lIBPZ1eVv5ioHgIpVLJPjNJyN3dXdP1YzwwXvMsHmq5XLbQEsPoRkPkOmjpzeFIpVJaW1vTeDy2Ij0OOMhwYWFBn3/+uXZ3d5XL5aw9Noq509NTFYtFS5ByYDi09BkC5RcKBdsbDhaHDcQFCibRTftwEI7bCPQ2lA6REInN9fV1e0bM/sAB0strMpnYeaUGh+pptxljJBLR+vq6/P7LPnkUiYLcXYPodgBAbkxtQLFYVCAQ0Pb2tqLR6ExPNaJpgAUACUpKuooaarWaIX5qtRYXF2do33kWkRNOD+qk3+/r7OxMlUpFy8vL1u7fBRpe76WEe2Njw4QnwWBQhUJB+Xze7pKrGnRzS4DNSqWi09NT+0y8Loluiob5bOSvoD+hK6GCV1ZWVK1W9fbtW+vCwV2grxllAC6NNc968uSJpCu5MWyBJOsigGNZWFjQ1taW5VIoROx0OibNpg+YJKsDhEXY2NhQu93WycmJ7VEoFLL9m0wmevXqlQEQnsnm5qYl8V0JPs7Nzf2urq5a37Fvv/3WOjFUq1Vr9AudBsX2KXm/GzsXl0LhQnBw8MZu3xwQGweThwvi5UNCQZH3gGcGAbpGDaTA4QWh4MVJsvEZQPw4PvIbICs3rOUz4+3dgkKQ+t+X0LzJIlKCX8aou6jOjQCkK1oBA3Vddsnnc7lzfk+SUR/wvySpSRyDJF31DWDBTZCz2AtQJs8dhMNr8948X57TbS62izZxgC6SJQqANgEVIzV2Py/75yZA3b1H1QV9xnmCfkW67hpU9zXc1+L3UQ65CV7pKoLi+/Ec3OiC13DpjHkW78VrcnfcHl4ueOKzsG+SZtgFN9EPwPw+RZGbcHel8HxvV5jCvWOfcBTkWN2ENJQoMm5XTusm76GIbttlA9rXTci7d9e1Iy6t7X4XclWurXQ/j7uf120NtoKaGfLB/L4r9nE/E46Zn+c84QQB9Txb16bwHWE+sEM3WTd2LhyadDo9M6yJUGs8HiubzSqTycx8cXrVTKdTvXjxwkIv+NpcLmdUFUiPDqnMGqG9PL23FhYWLOfw9u1bvXjxQqurq1Y0RWsFBku5nUpXV1e1sLCgk5MTU3OANo6Pj42yQ+EEt84FnPdg/uY3v5HPd1lwCr8PDUH7Dy4ZNAxUFQV3OMVoNGqRAhEZSLTX6+no6Mj2kaLXbrerpaUlffHFF4awRqORfv3rX+vk5ESLi4uGRplbQUTZ7/etnffKyoqSyaTlz3BYXq/XpJlcdhwOxYl0/51n5XK5GUUQkRjyUyJazlOvdzmMCpEJ+8TeUgUOn43YhAFsrgABY0F3YNAzRZL9fl/BYNAEIqBY9qper2t/f1+9Xs/2HRSIo6euhGdG1CBdGrNut2vdBOZdzEKi1qZcLlvnCpRp7AXiDAwPzggqLJ/PWySXTCYtwQzzQIEvxtwFLsvLyxaZQG1TIIjKCsCYyWSsWBYnDsVNq53RaGQlEhhHzj3RXzAY1PHxsd69ezf3Gfz3//7fy+fz6dGjR7p3754pZwG+Pt9lMfTBwYEJgtykejKZ1P379y13Tfsn8kYIJ9hD7I/H4zFqe3NzU6urqzbAj/uG03Yny7pAgS4W4/HY6rDcnNjS0pJF40T7TCIlzVCpVCx/eZP1SV2R4WjRj4PeqDZ1VQgsoo1ms2lhH16SPALogpoCUB7omeFQhMGuvJlqeuTFJKY4vFBbVJ1Go1EtLi6aIAFjTeiNFBKDQSLcTfTOs1CrcAFdqSRSTSgXKuYxYDTna7Va5oACgct+ZK6jkmT6dOhBVFTdblerq6taXl62IjqiGSgfnjEcsKsSItLks4IavV6vGWmXzmG5KNmVoX7qYvwCZwLt/3h82ZoGdY172fk91D04YQw7lxiHdT234UbSREGpVMpqntziNBKrbmQci8WUzWbNOCDzHY/HMzUQRFZuTzlyTNLl3cPo32YBAng/9g7hAn8HQsVBs+8ucgXw0HqECJX6D7dinz3EAJJP4H+hgMfj8R/kIXmmLmhkf7vdrur1ujkQJPaAD1SNiAloTDsvtX16emoG3o2gXHqZvBn0ptsCyO+/7Es2nU4tt4aDva5gdGXHRBmcz0AgYPQwkSfn15Uds4c4d/YPJ8K/ueeTZ+fecxRoKNtuun83di5oqkE0bniPJ4P3xqDxIYPBoM3AIJTGONEQkQNAEns4HKpUKlmC1pU0U9NC7iCbzSocDltCGo4zGAxa/YzbH0q6ojh6vZ729/ftM7th5Wg00tnZmQqFguVB5qXF4H1pHucq7kB03W7X9oOfXV1dNVQB504yOBgMmqTbzQdx6LioiURCiURC3W5Xr169MnQtXUYnT58+NSqInAVqO4yKdDXvHYRNXoUJk8zlKJfLev/+vabTqXZ3d01aDo877yLKdGkJImZUhkQ35HlovUEkNR6PTaWIsQXUACygavnjVtBDZ7g0kFsbwHv6fD6T0eKYfT7fTP0GzgKJK4o7vhPGlgI2vsO8K5fLSZKp7jqdjpaWljSdTk1QU61W9fHjxxmVIRJ57hsARLrMNWCspFlK1qWnyPtxzhBC8HNuHY9LFaIa83g8piTjObm5Ms5FsVi0XoF8HrfoeHd3d27n8vOf/9w+3+vXr+31URQCUnO5nEKhkAFJACptdGiPVCqV9PjxY21sbJh9Q0WHI8beULbg7lsoFLJatOsULfkgonjpqoUXijoKK3u9y0mzlC/QPoYcFucgHA5bh+WbrE/uLTYajWbmgmME/X6/GWgMJ5cEVITeHz5cktEtRA6uc6GWAS9NbzFWJBLRP/2n/1SPHj2yduUYN4bzYEBAlYSvhPOj0Ujv37+3KmucEAfn9PRUnU5HW1tbRivMs7a2tmy/oN1qtZodDLTtVMwSySDDxtBzIFCHMLqUy9tqtayqH2dJtHJycqL379/bfgeDQe3u7mpnZ8cOfafTUalUUqvV0tLSkpaXl2caP+K0iDBBRK6Q4vDwUL/85S/NMK+vryubzWplZWVu48i+p1Ip6wKA84Q2ARCAbuGn3VwQkXalUrHIjDMmXebGQIBQM91u1yJpjMTGxoZdbulqfoerqEEQgTNH1sszhH66TmFATY5GIx0eHho6v00yX5Il6k9PT1Uqlez8uAn6arWqd+/eKR6PG6gh8ocS4x4h7iDykGR5MEkzeVbk6tgLojeerRutuREBlAyDsDwej0VbkcjVRFYoHKhkFsABFdze3t7c+/dnf/ZnGg4ve5W9ePHColQADOB1ZWVFwWDQnAv0PvvR6XR0fHys4+Nj3b9/X5ubm6rX62ZrAMkwOwDs4fCyaXC1WlUmk9Hz588ViUQsUnEH+LmNhgGHdP9YXl5WKpWyAYv0SEMxSNTHiO6nT59aUXsikfjhcy4YBR48l2k6naparWoymWhlZWWmJbebkyEcn3lzB7VzcF06jN5GOCw3YcVnQm4MjTUajSzkkzRTHCTJwtFyuWxKNgyEm5AkkkJVNJ1Ob9U6AmfqhtD8f1fqS0QGJXNdrMAfDCDKM4wTl5F9JRcCemw2m0YruJGIu6dQHHDXGAxXUgtd53LhGB2iVH7PdXTz7l+lUrH/7wpFOFdugl2SVdoTEUAzQBu4CNuteeEPCi830nZFK+REyK+w75wZPguACe7cfW+cFv/tTqLk7rjt6udF3CyK9UjSS7I8GWdekklhoUIwOC7XTsSBAo776vf77fc5Oxg4FJdQgyBqlHQuRckf6GiPx2O91dhfN1eEFL9SqRj9el1yDNiYdxFVSjJKFXDg9s7jfgGiXcUb5xSn1O/3rVknLA8tgmCC+OzYBPYUtSZ7xL1wARzf2XXesCMUtpPnG41GM4wA9wowxPP8wSMXjAJKBx5+t9s1qfCf/dmf6Y//+I/VbDYt4UfEAV/tXmIuTjh8OZ7U1Wmfnp7q7du3hqR7vZ5yuZy1iufwFIvFmd5iXIp2u23V2TiHfr+vo6MjtdttVSoVnZ+fKxAI6N69eybzY74MKImcRj6f14sXL+a+4Bhw+hIRPYHEOp2O0um0jTHgAEAzgho4nOQ4qOeAMut0OqrX63ZIx+Oxhdv5fF75fN4Suh6Px2gEilA9nssaBsJq3h+kWqvVjFqiXThdEshV0KhwMBioXC6rXC7PDKaaZzFimqhsaWlJDx8+tPYZCwsL1kZeuizyk2QRMOcCI8dFAnVSkMbl7HQ6M4O0oN1oE0QH5EePHimbzRqlQKU0Dg1p+7Nnz/T/tHdmvW1fWbZf4qCRM0VqnmzLcuJUOUmlqwqFzks9NPqpv253A10opIGu6gToTHbFsmzNlERKpEiJGiiSIu8D729zk23ckinfNx3AcGJJFHn+5+xhrbX3DgaDWl9fN/kuHXWB7RYXF7W0tKRyuazNzU01Gg2lUilNTU3p8vKyp8XPIOvNmzeWFTMTBw7CQ4fPnz/vyVLpAEwGy91ttTozSyB5qWf7h3/4B62urlrtEdwI0TckP0onAgf4Wc6dN2rBYNAiaaCgUqmkfD5vmZ/nxyCkvWIS/m3Q5Vv+88zp0ECjUTqMIAf2gYE39H5w1zfffKNkMqlPP/3U2hHd3nY6gNNV+rPPPjNpdavVqR/M5XKmgqvX62Y/PF2Bo+JcNhoNbW5uGueH4+drqVRKiUTCMnie68nJiUG0H925eKfAYtMoWAR/BAYj2vakJwfYR+decklEhOf3RT39JKck+7DUU2B4yZKIenivGAEuC4eVugSawwGfcTiJ4u8TPfq94/PyHonciCg5RERFpLhe/thsNo3v4GsYT6kr8wZXxah6qavnE7h4PvPksiKP9BEjz6Nf4opggENLFO6f34cuPidKL/gbYKj+DIS95fJQ3Pm+99DPoXgRwvsWHJfP7DwRT+DlpZycJ55df3RJts7XOa9EuBja+zgXuAtfJOmFKjiNiYmJnnPCImr2maMky2wuLi4sO+T9e9k4+0P269EFvp/X9D/He2FP2SscFd/jJc/YHvbSn5VBoVmcIgIHBDFe/ix1ERneN3aFrBdej+CPgBYYjDoenDMZHHaSjIJ/B44mgPIZGxkp/877IStn73jv3HNsuM9Q76oSY30QoS/JYCgw+qGhIX366aeSOhEekeOjR4+sr8/p6alFDYFAwDBFJJgXFxd68+aNpC68Q+QOX0In393d3R7MN5fLqd1u26UIhUI9ygceEsaSCJC+PePj45qdnbWfR/KKYcWYpVIp/e53v/ugzfVraWnJjDn7BlfFsLVWq6V8Pm9YOPJoMgcIQzKffulou93W/v6+isWixsbGDB/lAobDYU1PT5t4wKudaLPBRZFkh3d0tDNGGey3VquZ6g6tfCAQMELfGytfaHafhdNlD+LxuFU3l8tlFYtFC2h47wQ2wBcYQV4PpSEKM1SI4NKff/65yWmZtyPJCnSlzn3Y3t42Y0LmxvgHsslXr16p3W7bWO5IJKIvv/zSyOCRkRG9e/fORul61R7Pjmxs0EXABeTXbrdNbEFhKdApE2fJSKnvYQ7M7OysFfzOzMxYZEwGAdrgOTBsgCeTMVg4LaAlD7+jwiL7x0iHw51ZJnRyHhkZ0atXr7SxsWEoRDAYNOmtt1mDLGY88bt9vzPGRANtAg/e3NyoUChoZ2fHRDnBYND2gdZYBIu+40k8HtfTp0/NuJ+cnCiRSFhHa+4aASUd3EdHR7W4uGhtdrCBcLco+njWCGVwSgwto9Erz5DA8a7rgyZRQkaBNyP7BTYgWg0Gg6YMI6XGSMExoObidegI6nkFNhm1BQYQGaMkq3iGoB4fH9fS0pK17eDw9mOj0WjUnAot+qkSJo33hPXU1JTm5+cH5gwgnYvFovFHRGCxWEzRaFTlclmlUskM59jYmEqlkh1gsFucKFE58GOj0bDZ40RAGCeeIWoPT1bjoCCOibKJHpHVSl3ydWRkxBwge+Jnf7MooLxPxCh1nYvUHaQGDFcqlXR5edlT9+OjYa9aYi/ggpBPw9H4mSwrKyvWSgY1GeeH/mG3t7cmMwf2mJ+ft7NOdrO7u9uz32NjY9Zk9PHjx+Zc1tfXrdIaR9luty2ouM9iD7nHEPkYKowbmTLvj2yPKHt0dNQGohFxI+3ux/UJNICmx8bGFIlEeoqJCT44l/4Mei6R7h9eMUXt2/Pnz20C6vr6ukXnXipMwDjoIvhCbINii/ooep+RfSJDPjg40OHhoeLxuBqNTjfuxcVFRaNRm+LqRQ0EdxMTE5qbmzN5c61W0+zsrFZWVlSr1XR0dNSTERE4Y9s8MiL1StE5C/Q1Q3FbqVR0eXlpwQD7ja33jUL/7nm76zdiRLi4NH5kgyUZ3ETHYQxiIpGwwhweDlElM7xxDhRsgfcCQSA9BLqg8AhnhzoDyRw1KhxuHhyOqdXqtKIYHR21qIboFMOPgeAS3IeQRmPePzOG7AOHxqQ/UmCiPfYPCTU9xohA+ZPNZi3CxZgDRbI3RDtErt7wk4kEg0GrH8FAUk/A7/IYOIaAbggYFt8ksp9g/ZBFU1LgOPgPVHbIt6nZQDJLOxdmzUgyZ4rww0NOEMK+CJUaGTgFzgx7C+zWD/kCcwFFYSAJck5PT00CjESd2TT9Y7U/tPXG+xbBhoc7COjItLx4xjfSBMZh3C6fh3OD44XvGB4eNuTC8w6cda+S42x4FeTs7KzGx8eNcIZb4GzxPmnwSEPcer1uZxrnTEDg4bFBFqIMeFPPpbCfBKXYI5SN8HpkWolEwuBOXiOXy1n9H+IkHA0ZyOXlpYmS6IbMPfMlA4gnfAsi/v/g4MDKDaSuog6kAliZwBAEyEP5d1l3di5e+1+rdQY0MTCJ9Pf4+Fj5fF6pVMomSTKBL5vNGiFNC/aDgwPlcjnFYjE9e/ZMkUjEuvqenZ0ZEe0zGLw0MFe1WtXFxYV5a+AjnOHo6Kiur69tM4k46NtDn6jx8XHt7+/r6OhIqVRKq6urPQVNOJxBnQvadRwYBZNAVBDPu7u7duAQFtzedjrmkmFNTk5qZGTkfzW/DIVCWllZUTabtfG4kiwa9xwSBiSTySgajRqmja49GAzq7du32trasosNDDE9Pa2dnR29fv1aoVDIdP0e6yYVx3j2t7z40DU7O9sTTKTTaWWzWQUCAZtjTkQ+MjKiR48eaWRkRDs7O9rb2zP5MLUqcG5cHGqOaD5JtkMwFI1GjdAMh8MGGeRyOZPmAw+SsXj+EQddqVSs2rlQKGhkZMQCMroopNNpLS4ummLo9rZbKHofiBGSFn4SkQv/RiBVLpcVCARM9l0sFi1b+fLLLzU0NKT9/X2rZcPxEUCl02mNj4+rVCppd3dX7XbbemORfeDYJFn0D6IRj8e1uLioTCajk5MTk8YDa52fn1sgdnh4aFk6tmZ+fl7JZFIrKytqNpv6y1/+or29Pcv87nMGJVnkT6DtOcpCoaDt7W1NT0/rk08+sSLT09PTHigZ20IQW61W9csvv6heryuTyVjXgomJCQtsECJFo1FdXFzo8PDQbBqF5lI3M8U287OFQkGXl5d6/fq18vm8EomEwd3ULvo2SUwd9dkMDvsu64OkyJ6A94uiQC4qcJSXqOKUPEzjiWCp24OI6KS/6y4GkugRIv/m5sbwRP5woYkcaTHDe0O1EQ6He1QsfBbwdTgcIvL7EKqSLGvwzRyJ7IAPMERg0lwG9oYIRZIVPgJfkf1xSPwl9tkXvx8DKMkiGS+7xaGz97wXX4jpSXKcDOeE1+HADnqxMYa+W6uPnKWuohGopb8QDaiM/WY/OFNeqtwvP6aGwu8P+8/eewUUDtY/M54pYgAyfxyIJ7rhb/ql0/dZ/WfX750nxH0XBH9XEcTw314O3i/08VAM779er1v7eX7e83uBQLc1je9h5olsSSbO8CIMbAbPhoCQ/8cG3Ydz4dwBBfJ8pe6cFRABYFhsDv9NkOYr9zl/7LnPKL1YxZ9VskeQGDIdnAD2k6yInwF1Qjzg6xe5r/0oA1kMQdOd92uQTeagAMns7e0ZXs+b4hBisMrlsl6+fNnjSMbGxgxbZmOAjOj+GQh0+97gsCKRiFZWVqwy19dAcECR4BERTU1NqVar6c2bN6rX65qenlY6nVa1WtVPP/1kra2lzniBYrGo4eFhrays6PHjx9Zfa9CFM6TIC8eHoKHZbJosenx8XPl83pRWROxcstPTUyP8nj9/bhFxu922y8wlqNVqOjw8VK1WUzab7enThuGEqGccMRkfHQI4wBC19PH6wx/+oIuLC71+/VrFYlGzs7PKZDLWWRW4hcrk+zhmX7tEDRIdYzkzXL5wOGw1ScPDw1pYWFAoFNLW1pYkWctyOBqqqcHHT09PjYMLBoPGfwErUAMwPDxscuhCoaCtrS1zeshMfQfsRqOhnZ0dlctlvXjxQl9//bWq1ar+67/+S4VCwfhJhCoEGTjv+0KL/caMf2s2m8rn8zaeYnp62kaTYxBbrZb29/e1s7Oj0dFRPXr0yKri+YOclbM6PDys58+f6/r6WltbW6pWq5aVYUMajYaNip6ZmdGLFy8MFqILOoFeMpm0MwV6Eo/HjR8Kh8PGy/ogJBgMKp1Oq1KpWAfnQRZ3I5lMKplM6uLiwvr27e7u6vz83MoCyJrD4bDy+bxlgziWp0+fKpFImBMeHx/X2tqabm9vbVAa0OTt7a3S6bRxMBD6jOHGEZfLZauZQfrNCHJ6PFLWcHJyokwmY0PyaGfknRqO2MN7H6JY/GDn0k++tVota6cBWSd1R7dyMVAzYLgwBLSVwVsDpzAvBiiGNiREVj7NxsBQies9O1FGMBg0mbHUMVbpdFpShysqFAqKxWImSb68vNTo6KiePXumdDptsMSgBpLaICJan02A+WPQUTJxQUKh3jG3GGqMIwaI2g0vK4Tog/AmosPxEj3CB/A+eT5eYUJ0iFqM5+JhtrGxsZ6BQnBpXoI6yMLxsxc43P5MmIwM+IUzFgqFLBgiUyVC9vya1J25wrPm65Cu/M0zoOaBZwN8fH19bWeerKharer8/NygOwIjoFEyGN/EEenqfQn9/kXmhory7OzM4FqCMs4G5wglIrBdf2bKOYRngB8EuUD9CSTHnaYxK5MiQRr440U8Xm5LwAVZzVkE+iSzYu/u0xWZ8wH0TnbZanXaWJVKJWUyGVOEwd9Sb8drTExMaH5+3vbBlwIAtbFX7CvnEx6M4NyjHV5VR29C3i/np9FoWKH75OSkdeC4vr420YrvU8idxiZ52fLfW3d2LmyCz1ry+byCwU4zRj/JD2KQFCwUClnH2qGhIfsaTek4OBwYog1629BZl++hUyokGBzG9PS0GYXLy0vt7++rXC4rFotpaWlJIyMjxutQ1Ac5jNw2kUgY9it1DuPe3l6PMxh0oW5BaUOBGem0h6ySyWQPpOBhRd9uh2mTHCBqjiBY2+22Hfj5+XnrccY+AT22Wp0OtDwLIq6DgwPjftiPZrNpqrTb21srvAqFOr2dwHtxTuPj4z1DsAZZZGZwLmNjY0okEmq1WjYdcnl5Waurq2o2m9rf31ez2VQikdCTJ0/sM2MogXAJKpCrLi4uanp62jgrojXaBS0tLfWIHiCcb25urACY7gUITTz8Nj8/b33D/vu//1vNZtP4SJ4ZzgU5qIfc7gOPgZfz2XGMKK+ApuBGyf6YbUMkzD2ldRP3lbPFHWEcdb1et5ktBDhIhJvNpk3YRHovdav2cTIUWgcCAStm5L5wZj1nFgqFrBcg0b2keznog4MDsz++JgmFYDqdtiJKVqvVMg6TQuiJiQmtrKwolUrZZEmymkAgoKmpKaVSqR540o8qJwDH0JNhHh8fa29vT4FAQHNzcxoeHtbx8bG+//57xeNxKxZPp9MGMyOoYjjizs6O2V3+cC58sepd1gc5F48jItHtj+6BbLhcGMlYLKbHjx+r3W5re3vbMh2IK0Z88oHq9bq2t7dNMQVpBbFNy/12u226/Gw226P42djY0Pr6ulZWVrSwsGAdnWOxmHK5nL777jtr3Mgwrkwm01Nlnc/nVSqVrIfSfRZ6ciIIyHgUH+CwOBeyAIhnnAsHDfyemoRQKKRSqdRDtAaDQRvvOjc3ZwPH/JAr9i+RSFjaDlG+tbVlPZxQ8SEdz+fzmpiYMBno0dGRORwqvpEMV6tVg1cGWUR+1NLQTI9zUigUFI1G9eLFC1WrVR0cHOj6+lq//e1v9fjxY4sGyQ4QdSCBx2ksLi4qEonozZs3evv2bU/G6TsbEPEDo8Xjcc3MzKher2tnZ8c6WftGl9wDotpvv/1W4+Pjevr0aU/TzePjY7169UqNRsMg3uvra4vEB11wcDgx7h2Z2s3NjUGmON5Wq6WpqSktLy+rVut0xSV7RWDQbnfaxS8vLxuxDNxFJ3SQBpwLAafUneNer9d1eHjYI3yAP6S8AYeOcg+nBJdD5goniFPh/+nwMchCzfXo0SN7TwR2s7OzdjcZmAfcHY1GTSE2NzdnzgW+A0qBDBBJM86VjIXP0c/rgKocHh7q7du3SiQSevHihbLZrHK5nH744QctLi5qZWXFEJuJiQmdnJwol8tpYmLC6mKOjo5UrVaNv/XnzXONdzpvd/1GIDCfYpKSoh/na2NjY1bURORNMREqBLqjkuqSQlIYR+oJvMAFBbv2zTNp3UGRFZERI0dDoZAV2dGHLBQKmUND7kz/Kww/xhlYDUhkkAV0w4GQupW8XuoMXEVkRJrfaDTse1CRkMr6CISLC67eL6H20S9RJhfU9xKSZPp9DwtJXeyf5w40SRbmhRn9XRYGdS5AK5KMn2OEcSqVsqgYB8xEPkk6PDzsiaipIzo/PzecnKaoiA5Q0gE3AGWi95e6BLmH0AgOfM2Uhy3Ya8QJwCYYDEnWQJDPST1Tfw3Rhy5f98Be4Cyo7aFnVjgcNqQBXhDoGUiGbAcYhSadGF6pmyngJMjAPbzSarVMmOKFLfwckBARvj9jvA531zvKo6OjnoDVizsG3T+e187Ojp1rf6axV9Ri8czf10F8aGiopxs3WRjSdow5cJcXhoAgeeHE+Pi4BUDAZ3Atw8PDyufzPcW9qPwCgc5Ic34ftWIs9hD47K7rzs4FKS3kGPALRgVjRn+bf/7nf1Y8HtcPP/ygd+/e6fT0VLlcTtFoVH/84x+1sLBgMFq5XNarV69Ur9f1q1/9SplMRolEQtPT04ZbM/gnlUrp8vLSek0RbV5eXpoAIBaLaWRkRDMzM9Yc7scffzRBAHDD559/blp82qNDXONIqC/pb5PwoYtUlguKAZK67f3JjvgzPDyso6MjGyrERQO+Ozw8tALCQqGgdrut58+fa2FhwQ4Qn4W//eGAe+F1wXDpsByPx637gqQeGO3s7Mw+E5JamoF6A8EsjnK5fC9BBJG9H2m8v7+vsbEx/eM//qMWFxetdiSRSOif/umfNDY2pj//+c/65ptvFI1Gjaj+/PPPNTk5aQPMzs7O9PbtWzUaDa2urloB2osXLwyKoxU5UFc6nTa8HUPKfgARHxwcmIwXktfXaMGFXVxcWECA7Bvp7X3lx35h6H1wuLW1pXa7bR3BIZnj8bjW1tY0Njam7e1t7ezsGLk/Ojpq9xQO6fz8XN9//73q9brJ4SUZmuADQ2pfCBpnZ2etjoniVAwzrZkajYZev35tKj8MLgIL9olMolKpaH19XcFgp6svQhac1iALvnZ9fV2vX79WJBIxeJ7sloAvm83q66+/VjweN0L/+vpa+/v7pnqLx+M6PT21hqKlUqlHDpxMJjU3N6dWq2U/j/P2Ip54PG5zg+ABGdXx5MkTXVxcqFKp6LvvvlOr1dLTp0+VyWSMZ8MRU5KxtrZm5RvAeiMjIzo4OLARy3dZd95p39LDS1d95oKDoWCIRpJwAVdXV+aJqeb1GnGiICIhiGAiYC/LJIoDhwSb9TJEiH1ILqJOIgR+FlwYL44h9vJjL68cZPG6Pv0FpoCE59J4+SQRL+8JrBk8lgiUr/E3n1HqlXjzzKRumktkwu/w4gA/sc7LT/3PEXX7qnifqXmcdlBDSdTrpeu+ajgWi1kBG6Sxn1jIeUMQgnCD+hL/mvQuQ+UGp0L2wrkgKu2PijljSHb5/J6TZC/ZW6A6SHFft4PA4kNqDN63OCu8NzIxqRud8vvb7bYFHD5z4/lB/AM3ApkShXuind/dnwFy3zyPyPLnjH2iizT/xr55KT8/A/fVfz7vswgKgGaHhoasMNeXT1xeXvYISrjrkizrgJck8/GZAueGO8R797Jm9h3ngjDFlyCgaoxGo8ZVkk1TyMqZhe7wcmRex79/Pudd1gcVUfLBOeyk0BQzBgKdqYTg4Ehul5aWdHp6aheTzsSJRMJw/oWFBZPNbm1t2WVCQSXJsgzkkjwc/35QDyE6oL0CTo1DjIH2ET7Fcb7dAgqxfkXRh66ZmRlJnbkuRKfAIVzIWq1msyjAiOfm5hSJRHRycqLNzU2Njo5qaWnJiMHZ2VkFAgGLsk9OTvTu3TvLIL1uvV6vq1wu9/AqVF8jXOBZc3k5yPAlkIeBQEBPnjyxgkAq+YGm/P9PT09LUk+V9IeueDyuVqtluDsBB5JVRsvCL21ubioQ6Ew9/OKLL+w5h0IhO4tnZ2cql8uKRCL6l3/5F4VCIW1ubqpQKBhMdHNzo42NDRWLRYvs/MRAOvQy5hexA20+aIPE/lH4xrMlCJK6jpjOAFdXVzo6OlK5XFYymbSi0UGXd/BkUJwDgqhGo2F3hiFg19fX1g2Be0A0S5ulQCCgTz/91LIenBLvF0EQkTIV7EjF2bvj4+OeynQyAZ99Hx4eGqxEpsJrUWfXarVsvDpdfTHQg4pKlpeXjRM7PT21WhcMMtJ/qSN8efv2rQkyfMDYbne6W9BKB5QC4h8YHHl3vV5XsVi0AuFoNNrTiXlyctJUlBQ8/s///I8mJiYs04zH41pYWDA+uVwua2xsTMvLyxZoDw0NKZ/Pq1AoWGcV7AaOiWDzLuvOzgV+gItArQGXgQuDUSoWi0Y2p9NptVotm6FOi/l2u23V9KlUSjc3Nzo4ONDu7q4mJydN7ugzGIhShADlctmyDB+pw1X4mRx8D/gv0SyZAc6MaLLRaBixTw+jQS83LfxxCqVSyeZOeBkh7TNQlyAAQJrtcV7mhFAvJEnffPONQYhwBj5ShST1w42kTvU2vZP4nT6b5HAxuA1y9OrqSsfHx7q8vDTVnY/Wx8fHrUEfkMcgi5Y9wGNkp5IMapmZmbHWQggL6OPk5b0ecjo/P1c8Htfnn39uJOfbt2+VzWatxQuD3XA4HsenyJTeegRA7XbbCGyg3Xq9bnVCy8vLVqvleR2iazB3ZPLckY/hXDjvyLSl7gA/9un29taaenIvaP+CU/EcIcaV5+KRAx+J42SDwaCd3WQyacOrOI88Yz9JEcNMdwM4hUAgYCgJg+yQmnOPEZSgwhtkUc1O5E8GK6lHPSbJWlsxEoKSC+wj9U+Tk5PW8BLojgycoAT1qh/QBxqDrSPg8uMMhoeHjX/hfQDNVSoVLSwsmCyZQPLs7Ey5XM7qY+Cpybiw+3dZd3YupOSQ59fX1zo9PdXNzY2RfXSUldQzyAaPzocGJ6VwByPRarVMuYCumgjVwzSBQMCKhJgP32w27TAhY0TC51UOKKw8jASRCWnI+/C1Gf0V6h+68vm8QTTRaFSVSsW4DSIHuJbx8XGbDEfExyGDvOR98hmOj48lyQwqXJiHKXz/KyJB9g8iHOxXktUw4NhRCLK/wACkzrFYTOl0ukfXT6NRej4NunzmQbrus2ZeHxUd3AxnBgK91erMCvKRZLVa1Y8//qjh4WFTmZXLZe3v7+v29tYUj+l02j4D58cHPR7KgF8ZGxuzwj4vKW21Wtrb21Mo1NvFmzYqdCnOZrM2Ewa56KCLQMpDeNROETz42TYYEp81sKf0AAMKk7rOiz3xz4wiR6nbsaNUKtm/UTAZiURUq9WswStOhmybLMlDzENDQ9bA1gtWgI65uzjKQdfR0ZFld3Tt4DkTZOCwaQYJCgCMxcCzhYUF6xKPrBgYD4if84SSlGeCzaAlUqvVsgLotbU1O5c4evYlGo1qeHhYxWKxp50LdwOBCbaQnm5AuAzGu+u6s3PhF9IAkPSJqY5XV1fW8yoQCFi7ay6T96jglVw434wxk8locXHRBAAIB3AuRFonJyemQqvX66YMu76+Vi6XMxUQkSZDnnZ3dy37IUqizf7BwYHJa5E6c3H8MKVBFtXb1ITQgK7Vall/s6mpKc3NzalWq2l/f1/1et0EBVyeZrPZU0lPhIhSrtlsWp0Cr48kMhaL9bR7GBoaspG3vlttLpez+erpdNqiPyp/T09PLZqVOoY2HA5rcnJSS0tLGh4eVi6XU6PRUD6f19nZmbLZrMFAgyzUYrSu8Nklggzqh+jTdnl5qUgk0gOP1Go1q6qenZ3V/Py8SqWS/vSnP/U4KvqyjY+PW8FbPB63TITACKPM6waDQYOTwMBpud5ut81RFYtF/e1vf7MiYXqMEXXj7JeWlozfIPoddKE4xAgShfN3s9nU7OyswT8Ed56zIIvgLngeB2iFvm08o/HxcZP7ky0jO5Y6Rczj4+Mmjb68vNTOzo7BRkDZdBUOh8PGeXEGCa7Y+6GhIct2fbHnfZzL5uampE62kUwmzbkFAgHrCML4DCD2QCBgnRoYJzwxMaGFhQUtLS3p5OTEOF/UcD4g5A/ChnA4bHVejx8/ViDQqfvJ5XKam5vTZ599ptvbW6v9Ojs70/n5uYlQgG0vLi4MweD8omhj/8rlsp1nbLQfA//31p2dCzg77SkwZkTdUpd0JXIg4uaNE4kTUXhslcOIB+XwgA1jTCEV8ew+6+HniAwhpUgZfSW3/9vLT/l3Ijs64gIrDbqICjwxxz4BHwADcIF4H15MIXX7k3FZMIp8D9kdURFwAvAAqi+IUmALUmPek9Q7TIrX55mwz3ydzIZnCTR5e3trPeAGhXWA1HxnYL9/fh84m2SKKAGRoXPuvOHkMxCB8jyAgonwkGMydZL94oISIftn7avvieRxzh5WQkHFPkOIe9nvfRbPmrvgCXO+jgyfaFySZdnApFKvaEHqQlaS7LN6jodAgMjYZ544LH8efacADzUhHMIZcU77pepk03wm3jdB8qDLC1/86/D/vujZ3wvOCUFqtVo1HsVnkdgA7C2fz9sm9oR9g3fGebEHnn8m+2u1WsbBYNu8YAdnwr/z/Pjj7eTfW3d2Llzud+/e6eLiQuPj40omk5YdSDICaWRkxPiXvb09625MsRSFal71gZdEweMhMFLLVqvTJv/y8tJS1JWVFU1OTlp7GYqciA5LpZJF3DxkjxdjdD1GzkGlAFHqZEpHR0d33a7/tcjWIIRRaqBsikQiOjs7087OjvUMm5iYMLJc6s5jgEuKxWKKRCK6uLiwbsqrq6uan583NQ7OFiL06OjIWodD5tO+BDgMbN8T0RgMiF06qhKBXl9fWxQGP4TSSuqd1T7I+tOf/qRAoFN5nMlketQtU1NTVvz67bff2qWMxWI6PDzU9va2FUzyTJlrQ9ZGZ2eeDzAgGa4vUC2Xy9rY2FCz2dTi4qJJ80ulkhGzgUBABwcHOjo66slSEbBMT09bHQl7zThoXoPOCBMTEyqXyzo4OBj4/EndAEeSVeiTtdNhO5fLKZfLaWpqSn/84x8VjUb15z//Wa9evepRWCYSCeNTOJOcFfbQw0V8LZFIKJPJmMNH/FGpVKzrt9QZNggEjMDh4ODAihKZgYPjBfbmdakzAa2gdxkw+SCLdlEE1775LJ+PGjRk+IFAwNRj4XBYy8vLajQa+utf/6rr62utra3p2bNnVgeI+ODs7EyxWMyKl/m9iURCU1NTOjs708uXL00cEQwG9erVK/3Hf/yHxsfH9fnnnxtCwr3G3kxPT+vJkycGa3M3G42GdRi4vLy0UfU4OA9D3mV9cBFlqVRSsVjU5OSktc7HG0syRRjr4uLC2t2D05J19Mts8e4oVXxrGKAfCGU03hgsomaq+JkRTqQBfAFW+77lMx2iLj4bQ6UGVTvhTMgEeB0vNKBOA8dK80BPGnqMVupGUvA3ODAcC3vM/oL5Ir/FeXvjj4MFoiEKI4pHZUQ24uXeXvLoJbVU6Q96sQ8PD63AC4fP/hGEoM0H70YZRscGxslms9keBSIOhD2nhTvBEEEQQQqTL5vNTusSScYNSl3uwc/c8LJPqVscyM/yPH0bIC/t5wwPev6kbqZHMEVAxV3kdwAnMkuIc+MLIv378FwqQhOpd3wzETTPy2exZBbsEzC2P+twEkCwBKDsFRmJVzNih2q1mnFYHpX40MXnJiMl45fUk8X6343jpVCVs1UsFnVycmLTPn2W61vCoCDjtYAf6ed4dXVlrXUqlYo2NzetRimRSNi+YmOx18lk0kQC3FOcIx1EfEbP1z8ke76zc6EAbmJiwrwzRNXJyYkRqkTBYMxSdw4CkBhT2Fge0uJwx+Nxzc/P99RzxONx605M5Ao/wQbc3NzYKFkK3uBliJIwpEQTYN5kK8AfRGE0ylxYWBhYaYKqJRAI9Aw9qtfrWl9ftwyDbPDw8FDFYlH7+/smDfzkk080MjKi6elpG2HKoCzIvXq9rr29Pbt4Hk+nsDQej5v8keJA+CAgBzK7iYkJVatVe8ZcIqSyPDs+G9g2xhNFEMZl0OUhTWArsg+cYDKZtP5WnIfFxUUtLi6qUqkol8spFAppaWnJ1IlAWefn5yYQwXiB35NZIq8ms/BcS7PZtHoDngM97QisMNJkJ6OjoxoZGVEmk7Gs2UeqwHTwRvzbfffQO3+i79vbW8PgGWm8vb2tfD6vdrut2dlZjY2NmeSXzMpXjDMymZZCcKTcKZ4ValECK4wyd51zS1a6vLxs3B1EdDDY6Zyez+eN66B4EljJD2YjU0+n0wMXUnpByPHxsZLJpImPgD59aQTiB7J+SebIFxYWbCZRKBSy7PnmpjPRk4JuhBDwLRS50pnaG3s6v9MLjgm3CFr48/r1a718+bJHYcv+wKuVy2VDqxAosKd3XXfeZepYGH6DManX6yoUCjo9PbUDhuSy2ey0hZ6amrKUenh4WFNTUz1V72DN1FNQscwYYqIDsGJ03peXl6pUKjZRkhobKtoxQjxg6kgguYrFogkOqKPw0RLYN2QiEeQgC+gQtZrnmjY3N1WpVLS2tqbPPvtMgUBAhULBUvrj42OtrKzoyy+/VCwWM1XU/v6+fdbp6WlTu+VyOTNI7G293pkhk81mTZHmVX/xeNxqSLxwgQDCwxPAXWRBvJZ3aOw9NQzHx8c6ODgYuBDVOxeieYoccXr0t+IMNJtN6/aQz+ctKqbJINEf0lCev9SpLEeSTUEl0TGQG8aEPl0YUiI8X4iJg8nn89rb27NMCUOAs5ycnDSnRWZBJ4f7dkXGuHjhAMEAe+phwP39fct6p6enFY1GTS4LPErjTrKNVquljY0NG9dNBkJA5UcVe7kykb13dgiIFhcXNTo6asO0OGuVSkUbGxsW+UciEVNI8gwIfsjoaTo5yEIhSQ+vmZkZU2Bhv7BnFKNyHqTuiPBgMGh1b5OTk/Z5kDqPj49bkSXPhGyb+zU6OmrCCwJEUBnk3YiBPG98c3Ojly9f6vDwUKlUStPT09b1IxwOW2BAho49RPGLCOsu68677Ntd044e7oLeNbSMJmLhTVDIQ3bgFSfAL8iapa7cmZTNE4UQjvw8r0mvMk9Yon6gPQ0GCVKaOgxaX2AAMAao3u7b00nqDtTitYnA/aUk0uA9s5dcBmSqcChDQ0O2537eC0aNZ8Dv8xX0/DeOFZzYfx9RqY/mgfbITLxwgOVhCiS61AUQlX/oAgZB9kv1sdRty8H3YKjJsOjUDAbuu15Tm0IkTw2UL2CbnJyU1BW1eAEInAJOyMMulUqlpykhr8/sGKmL3/tsmWAmGAzq7OzMmjR+rAp9nBTcInVintzHSOEYqA/hzrFPvjaM70kmk1YHNTc3p0AgYCo8D/8gp+e8kuGStUgdJVk+nzf5LEac+4sNgjuNRCJKpVIm5ACSxblgCwZZZEyxWEzZbNYm7nJv6vW6QfKcQ1/jI6lH9MEeSl0xBRkkTpbsgmycoIDF2Roe7oy+qFQq9ntwRGQdzMvifvJ52u22wXBXV1eGZMzMzCgQCNj+gSx9dOeCnJNMIZPJ2KAvhvhwcIgOA4GAjT4m1ZakUqlkxGo8Hle1WtXGxoYuLi60urqqmZkZjYyM6Pj4uAejR6lDBBYKhcwxEDkC0+FlkeFRdEmFqZ9fsbCwYDjw6elpD+RDc8RYLGatHgZZnhhvNBomeqBbcTab1dLSkubm5lSv13V0dGSwBR1R6SNGIeTo6KhBPuvr67q5udHS0pKy2axFxBxESGWvLCHNzmQyZiyJ4mu1mgqFgkqlkjlAahAajYZF3Rh7cFucJuqtg4MDu3RAg4Msfvb6+lqHh4cWJBDUUIhHpko7/pcvX2pnZ8f6QGGwy+WyFhcXtbS0ZPxTs9lUMplUJBJRsVjU1taWGVJITpwpUTfwA+omSOharaZ3797pp59+UiQS0ezsrBH0tK8Haqboleh+fHzcule/evVKx8fHWlxc1Orq6sCGUeo2rozH40omkz1KoX5lFtLyQCBgQhBqJHw9FkEjXRJarZa++uorPXnyxPoD3t7e6uTkRFdXV9ra2tL29rYqlYpB57///e/16NEjE/14ZeTu7q42NzdVLBaVz+fNOPO8cPxkeysrK3r06JFKpZLevHmjVqulmZkZyzSLxeLA+8cclUePHmlyclLRaFQzMzMWIECIp9NpcyoEDQQ6Z2dnVnJBZsy9o+B7enrano9X1REonZyc2NkfHh7W2tqajRtBLVYsFi0IY8QIEvxAIGCZDZ3FacQpdYKQdDqtr776ysQYZOn/XzIXPBwYJl6W7EPqjjfFa3OYvexWkkWJ/VpuST1kXb+8D65EUo9ck/dHCuodHWm45wM8seX/+Mrr/mjcZwCDLN63l2j66Jf6DX43kaqv+vVcR6PRHVfquyWwJz7jgXAHUyWi8SSjfw48Y3gqonMvx/YFmV6O6mEvXq+/f9UgiyiQffBEJeev2ewOPOMsUOTL9/AMeJ+cibGxsZ7MBeOF0UfhRyTJHvKcfCcJT4CSqfoiYB+J9svicVrU68CrwR/ch3Px+DoKNc8FcH4wZtw/Po//XDwD7o4v+vO8DY6Y/fH1Wf694DB8aQECg34o2aMAZJE8E869z6h4pl72PMjiPXFeyM55/whoPJwudbvHw8XxGb0Nw44CKXveDdvjxUAgDDxHqZvF9Eu8vZqO9wUqwvLPlteCl+0XFN113dm5UGzFwy6VSnr37t3/alFydnZmBYGkfF7FFAgErHoaaWir1dKXX36pdrttqaZvz0IrGYrS/EbU63UzAhhPHkL/xnops4cDyCIoMiKFRPo3Njamk5MTHR4eDny5C4WC7YGPVpB1It2krxXdZInmgsGgwVQQyJ9++qlFZYuLi3aY6DoLlEmB18LCgiYmJlSpVLS9vW0ZCJFWKNQZtrS7u2sja7lIDImCjAVe8hcJZR/QJbJHvvYhMsb+5SEwejodHh4qEAgY2UlWCDkaCoUs2iWDpVULEAw9oh4/fqyhoSEVi0XjD+lIWygUVCgUNDMzo9nZWYMQudyQ0zgoiOe5uTnjUFDvXV1dGedXKpUUjUb19OlTxeNxFQoFFYtFy5LpicdrHh0d3atGgzPFZ/T8GvwZ8l6cstQx5vS4I5uhP9Vnn32mTz75RMVi0e4pPECxWNTGxoakbi1ZIBDQ7OysEolEz+jy3d1dy26bzaZKpZIFk/AsU1NTVuAK3EppweLiorV/+f777w2RaLfbOj4+Vi6XM+Ri0EXvPYw/Yg4W8vOdnR1Fo1Gtrq4aTEbggZiiUqno5OTESgdGRkb07NkzSbLeZTyP29tbU8GBSNTrdVOS5nI5FQoF46mBxxAH4OxXV1d1c3Ojw8NDg2txdisrK5I6nUROTk4MFmUeE0gRjusu64OKKIlC4SZKpZJFtVK3yRxGBKPOmyH6RLZJYSXzX8h2iGKIDvk+yLP3RVA4FF/ERMTgIwWwXqIcH33SB4tLHQx2puvFYjHV63VtbW0NTEh7pREXmvdIhT7EOc7Z1xXgjG5vb601xtLSkn0P3EG1WrXqWz4H6XM2m9X09LTy+bx2dnYsg8NYwgsgrOh3vsFg0NJ/qRvtEs34qBTnjLTXR8mDrP4IFadLwBMMBq39Ow4OuIZLXa1WDZpCnAEZnU6nFQ6HVS6XrXt3PB63jgXX19eanJw0R01GQsdkeB/4paurKyWTScXjcV1cXOjw8NDeA6o0HB5NKbkTyPDJYolCMQiDLmBMnAAZEnJZFucAA55Op607wdTUlG5vb7Wzs2O8FXJsuEP24Pz83KBtIEvktewj/fuAX8nYsBGc+UCgM/6C4Ap7hMIzmUwqFotpe3tbuVxO09PTZjB3dnZUKBSsxmhQB83kTWTavpMCtuv8/FzlclmpVEpPnjyxYAYBE7aTrhLLy8uamJhQNBq1gWNIjHlNnn+9XreJvoxBRz1bq9WUzWaVyWTUaDSslx1Z+OjoqNWCeQFAo9EwFV04HDZlKLbKZ/LIpD86LMbgLnpuRSIRk9F5Qhn+A2NCRoDx5EGgXDg8PDRJbDgcNvyaP+12Zz4Gc9A99MKH5FByYIkUIPBJR3l/RMFEbkhUiZKA1Fqtlvb39xUKhQwXH3RR7JVMJo2/ooqW3mx8pna7bZcN54MjxGAjRd7a2rKfY8/9IR4eHjY8nYgJuSJiioODA1MvIdZAAkmNAu12vGaf17y8vDR+CMNLhucl1x9DGOGhRAw6wQitNzhjKKOAznyRHjwQTvjVq1eSOtEnjVaBssikyTrpOgA8w+8nqvNBE7VA8Fj+vZBB0cQUCX0g0G3dMzc319P54q4X+32L2S04VFRFQCvtdrtnrvrh4aHJtX2xIwFNNpvV8fGx/v3f/90Km+HgEAF4RSGBAfAPe8zvgIfivADLhcNh41uBd3mW2Alfr4M0eGdnR1KHqyUAvk+XiFgspqGhIZunRNDi1a5knfAzXgwBVNdutw02rNfr2tzcNMfPucXeYfOSyaRBjt5OcQb7A9Z+iA0uFXjeF5/6WsVEImHlCmQ1wNvw5x/duWCkcRCJRELz8/OSOmkcESNtBbxsmOyGB0u6dXh4qFwu11PJOzc3p1QqZeOMkS6Hw+GeOQRELcBkTF7jg/sWJOfn5z0z1YGlMOwbGxuqVqtKJBImCuDh7e/vm8LEQ2wfupBvZzIZzc7OWqddDL6XYuIIiVr7OwEnk0mTEb98+bIHBiLqA9prtVpWZIXYAeKx2eyMSD08PDSCngACAxiLxXR0dKRvv/3WuiHDEQGfgIkDw/liU5Q9XLJBjSOfnYx4ZGTEZK4UfK2urur58+eq1WrWQ44xu6OjnRnsvBcc3fj4uMrlsn788Ufd3Nzod7/7nVZXV62iH0OAqMOfbe4CGRsBA1X8ExMTisfjFqnWajWTvgMBNRqd/mu+UhrjEg6H9eTJEz19+lR7e3t6+/btvbK/ly9fKhAIWHDCSAAywXa7raWlJa2urqpardrdOTw81OnpqX3maDSqr7/+WrOzs1pfX9e//uu/KhwOW0aC3B3xTz/0CyRJdkJZgedJMNYopxCh1Ot1U3giy/cKUXiHy8tL/e1vf5Mkcz4ougZdDIhbXFzU9PR0T93c/v6+Li4uNDU1pZWVFeOLzs/PdXJyYh0I5ubmeppaVioV/fTTT9Y3DYiXMgLuC46N/fJV9ThU9oHzjuPAuSBWkjpZJjJ3D49mMhkbKw/vyrPI5XLa29v7+LAYl8fLMPngXj4I+YSqCbUT3n1oaMg20BN5vtqW1yZKptAKuMET13AuoVDIDAaGuf89YXj95hAdIVjge/h+Uk/Sw0FTagwhMB8Pmc/RT2ayV/w7jgaiDcgHA8clBCYIBoMm7a5Wq2bwPfEP1AYf4OGuoaEhk2X7Eah8HegMgQAXGAKw34n42qFBV//PeoIfGIdZJB5aoOU575/uw3TiBVYj6/KjZ9lPCH7annPukMvzmrwWRcYEOUCPPH8gIu4Vv4esnogYWBSjfJ/MJRKJSJIFcv6+8d74/HxG1J/cYe4Czx85MLALggXuIned+w5P2mq1enqXYRgpMyBg8FAy+8Xz5u76M4BB5P5K6jGw9+GssH0oUdkDInzuHyIinj0/C4fK5wOOpK4P+TC2EAcFrIXTRNbtBQ7YV6TI7+uC4sVCBGs4I76PfQRp8HaerPOjOxcunsfmT09PezaRSthWq2Ujh1+8eKHZ2VkVCgUb4PT48WPjGShqIlKD6KvVatYanYiH9NxzEsfHx6pUKlZJzgZwsXl4VLJDjANhEJGCiXKhMNxIbzGcg67V1VW1Wp1eVr/88ovVlwAZ8KAlWTYjybIpDNDo6KhWVlaUTCZ1cHCgvb09RaNRzc3NWfEVZB9QFvNAqH2BR5FkBxKimcLHsbEx7ezsWAU0PwtcgTCCqn8gyWAwqHK5bCNS/WEmOh5keeUgz42/qYE4OTnRzz//3OMQf/3rX+uLL77oUdodHByoXC4bKU2vr1AoZEOepK7jx2BCxHsMfHNz0yBTagKePHmihYUFI+EhaxuNhn744QcbFQv8BmQDPEGXCUkGaXrSddD1m9/8pkeU44syUTYxxIqCz0ajoWw2qydPnhiM1Wp12kAVCgWlUin99re/VSqV0rNnzzQ8PKzt7W0VCgXrkedraMDtPeHOuGcifW9MaVUyNDRkPbLoX9dqdef7YHCLxaIKhYJ9JuwAgdl9oG2g6bdv3+r8/LxH0UkWRcZEtgb8iHOGqKftEFDT9fW15ubmLIAPhTrNLTk/iURCkUhEu7u7+uWXX6y8Agj14uLCRp0jI4fMxyH4qcDYuouLCwuGQqFOu6RisWgSf2wy3QLm5+c/PixG5Ooldl5e66NijBtfw5ChMsKIkgZj7DzGSIQnyZwCsJiPPoB/ePhcVFJ9nAUe2Rdg8b75XODo/eIAvDzfN8iCsyoUCtaZmPb3Pipjb8igyCKk3t5C8AU4Uw4S+wo+TVTNMwR6A070BH65XDb4CB6MGqVkMmkZpCezvTTTCzH6paZSV5r8MRavw3kDWiESQ6wQCnVmieB0cQwXFxcaGxtTpVIxBc7IyIhF7f3iCx/ckPXBL9Amo91uWz0Orw1xTo8ujCnvhecK1IdCkoCNaB8o+T6L2h+UgN7Qsp/ATwRm8ACxWKyn3oJ2OalUyv5Qvb+3t6darWbFufCkIAMoCcnS+JtM0CMa7A/nyqMYlERwBvx95zX4bBhEL/8eZPH8MMAUQ8ZiMbt31Wq1hw/iD809uZM4ero84PC59+yVz34oagbGJpgnW6vVagYZe3k3sm2py1WT7XD2JNk+tlot43/YMz7vR3cuHD4UR7VaTZVKpYe8hfT0GnoiXyrwg8GgpYEjIyM23ph2MRyiarWq4+NjjY6O6sWLF0omkxYlAoMFAgHDMyuVimVL/dFJMBg0bNYTyxx2OA8uP5gn2GW9XlckEjHcc5DlDRBQAREVzsHDYhCCRHAcnvPzc/388892GGg6+fPPP9vnBILLZrNmTIE0Dg8PTSEmyQ6vJ11Rk4AnI0VEscOz5hkgvfUXmI6/ZJ0TExPW3mKQhWH19U+ISySZBNmPjA2FQioUCvq3f/s3K7JttVrGNdCeJBwOW0NUT5rXajX7nM1mZ47OycmJksmk1tbWFAh0Cgwx1hiW7777zsQS9Xpd09PTRswzPRGllNRtdMg0UO4UjhEe8D58i9Qt5KVpIpxaq9Wy7s0ol6QujEY7J4I3DDrKpp2dHe3s7Oj77783RxwKddrHIJZhjk2pVLLmovCtkP7cRy92KRaLCgQCZjCBhL1EG+kykB2dh/uhOQpd73OH2Rfuj9Qd7YB0f2ZmpidDpHgXrhKUB2ENPf3IGqXOmaANy/X1tY6Ojux8Sd2gijufSqWUz+etSTDnpVwuG9xGHR1y85OTE71+/drKFLhj9I9jdgtIBEKBu64Pci6BQMCGXZ2enhqWz2IDuaAQyBg4Dg59c6ampjQzM6PT01Ntbm7q+vraLjwtYehntLS0pHw+bxeWww2kQzRKZIXnHR0dVSqV0tramsLhsFWpcsDATz3HEY/Hlfi/86PD4bAZ2PsMayKTQ/0ldec3EDnAlfjssJ8DajQaNqN9fn5e8/PzqtVq2t7eVqvV0tramr0Oc8khQk9PT20ypJ9WybOlwR0HGBkvThfYBwwdAQGTKXmvNPnEKZKS85kGWVxmDBDv1xfUoSKKRqNaWFhQKBTSf/7nf+rly5eamprSs2fPzMjQrsWPMpa6qhvOEXwSUBC1DghDOK/02KrVaha597fY4LVwaPBlXr7NOGWy0ng8rlQqZZ1y78O5EGSUy2Xl83nLlNvtttU3zMzMGBmMTJnMEEk62bykHmk1goMvvvhCjx49soF/w8PDevTokWKxmA0ZJOAIBoMG+XjOE9jr/PxcZ2dnmpmZ0W9+85ueIWx8381NZ7R0o9HQ9PS0Nc9FzOE7eDBufJAFZEfrFzJ+FJONRkOZTEaZTMZgfcQzCA28zPvq6krz8/NaWFjQ5eWldnd37fsjkYjtaygUUrFYNBhL6i3qhlPk/HnU5ezsTKVSSWNjY9bck2zr+vpam5ubPbUwtKDy4opisajz83Mb5X3X/bvzbcdjIesllUOBhSabTWTmBkoPVCrBYNAMEpecVvlAYhgzT0yzcRgxIhugueHhYVNA8cCp72i32zY9kQvLZwFW8tXX/bUlRKX3udjACl7pAXRFCutTUP/7iVKApEhvMUJAQCjOkFWTWSKMgHj0xCmvz77A9wAtECkSTWJgiF49dIiDBMtHb0/kdB/nAp9H2xsvJyfyIygAWmo2myaZjUQidhlpQslrsR9wCvweCke9yomMiPOEcyYr4efJpIiWieDhdxBANBoNi7rb7bZlnTils7Mzy3Dvc/6kLnxNFjkyMmK1M7SxmZyctFoWAgOeM2dQ6s6M58xC6HOnuC88Kwh9Aj7OBw4EmAto2mf1mUzGWg+hOEXpRA0a98rzVzSjRYbLebkPLAY57uX+7GkwGLRJngSrqFvhTlC0+qAIKA9Yj1ZNvisBC7EK9pa9hhOkQS4/D18syc4swQycmNSdPunvNM/Hoxofkj3f+baTIiNPZChPMBjU8vKypqenLd32Y4Ih3KPRqLLZrJHaVOBSfY7e3ktxMfJnZ2cKh8OWIoI7SjKyKRaLmXNB9skFgHgNhUL65JNPrN8RslHSXVo6+FodnBVN8AZdtMSn3xnEmSQj3FDDeRzaOxz+IFhg9OnQ0JAJEiAPK5WKfvnlF3M4YNDgtsB0HNJUKmUSaQjvaDRqMnCcL0376vW69Q3DkCcSCQsgcIj7+/sqlUpKpVLWdXmQRf0HIhCiawQiGDJgTKCqdDpt45uBhVZWVgwmJWPwc1darZYWFhb05MkTg3Hr9bqJT4aGhvTu3Tu1Wi2T6I6OjhqHxqLwsFgs6ttvv1W73daXX36px48fGzx7enqqt2/fqlKpmBCAdXt7q729PZvZkc1m70VIE4hlMhlNTU3p8vLSapy++OILzczMmNCGsRkoBrkHGKjl5WXF43Ez+ETG/B4aIQKxAO8CZXKHgcSBtDjHZMP027u9vbU7iGGcnJy0XnxAU5w9sthGo2FdmqvV6v/ibD9k+VoSshbq0ebn55XJZPTs2TP9+te/1sXFhd68eaPT01N9++23+uWXXxSPxzU3N9cTSBI4IzoCmQDGJnDkPZ+fn1s2CP93cnKiarWq2dlZPX782PraVatVzc3NaXp6Wufn59re3u75PAsLC3r27JkuLy+1vr5u8nPv5Ch9oO4Ftdud9uuu3+jhL1a/fJi/vfaf7MFHrXwv2KOPaslavMyQymUuBw+G7/NyOgwoGCNem40jE/HKFyJCIkbeGxG5J48HXRTC9cuu+TxkJYgXvFQQpUu/bNvLwn2dhe/Bxp6yl1w+9s5HRkQsZHNeYOEl3V7myDNn3z2m7Cus7xt1e4mmF2DwNcQKOC8uAgIIPidnk/fpCV4vcEAZSRbi+5j5qJ6/yRgJCCRZLZCvP/JnzsNLfA6yRL4Gd+Bru+67yKAQt3iil6zAy9K5A/6/OXP8PHddkiEMZCxEvF7E4PeJu+jxfAIW4E9fDS91z6o/s2RSZPde6s1zRdp7n+XvHL+X1/RfA1b3mQ48ic88eJ+8BhkRRh5o0tMBXtbMfefMwhHydX6XlyzTSYXnI3V5dV8O4v+d+3/XdWfnQrXr5OSk4vG4otGoFhcXJcnGCbOxrVZL5XJZQ0OdYsvZ2VmdnZ1pf3/fMEsiDoitYrFosAA9wrhcuVzOcD9wbDT/RH98P9rw29tbwzPPzs60u7urm5sb7e3taWtryx4kaTmyRo+vYwyAynzzxA9dvD+pcwAjkYhWVlbssEAG+tkegUDAOhODj4dCIet4wD5hFG5vb7W5uamNjQ0lEgk9e/ZMzWZTe3t7FvlzuTFiYPu06giFOmOoUYuB8XIoX79+rfX1dZOIcvgxDkNDncLUvb09+7e5uTkr2ht0/9bW1iR1O/uiasKx+Yt+dXVl1eXRaNTaoqOwI4Age6Aea2hoSKenp6pUKopEIianRnqaSCRMPo7BI/uVZHJT35eNM7W4uGjZ3sHBgZGq7XZbz549U7vd6avHnnqhBTUo94m6JRlkxGukUiktLS3p5uZG6+vr+stf/qJf/epX+uqrr1StVq2HFysQCJhqEO4UCFHqdokg02dkbrvdVi6Xs4CH4I3nxVnEIHsBCpk6Cslms6mNjQ2TI5+cnBg/EAgEjPsisseoBwKdYltauAyyOOuhUMhI/UwmY88cPpcMhIxsdHTUxjYDYZFRp9Np6yyBqATiHgUn3Qeo0l9aWtLV1ZXNLKIlzNjYmKrVqmWB8HV0PR8dHdX19bVyuZyOjo5sT+Gu4EsnJyetezL3nimzKETvsu7sXE5PT00txAOH1GJeBk3aMPpSR11GOwkIMeaO04oExVZ/RM1/03LC9/wCK+dh+NoNDCgPH7Xa0NCQjo+PbQiOjzjw1qi46K3lozkgqEGW/0xcSA4NEIAn2yABgey4uHxOpL/8O5FJqVSyVjr0GTo6OpLUK8nEYBHFX1xcKJ/Pa2JiQo8ePTLsltSYZwHkSFvwcDhsRoaMgnqDVqul2dlZxWIxc2KD7t/k5KQFDkRwRGY4CyJdP16ArIVny/fyTID1vDQbkpoiURo9AgtiBL30njOHcSVzI4qmZ93+/r4qlYrVRYyMdCdRAuuB1XvHKb0fPfiQhWPm9cbHxzU3N6erqyv99a9/1Zs3b5ROp+1OAdfgBAiyyAY4s/4cAnldX18bMYzKkd5ufu6Oz8S9EIisRFKPE2JPIfIpSIXH8iS71D3zqAzvk/l5hARJP7+TM0LGzzkgIEylUtaVg/tPVxEoh2g0agrYarWqarWqYrFo/B9lHYz+gM/JZrNWM4U8G64QmJyWP4FAoCf4QaXqnzFBINkSvctoa/TRnQsqCxQIfuHFIS95sGQFZCeMoL297RbhwY0sLS1ZBE+0QRoMSeijf8jZhYUFgyp8tsP7fPv2rWVEEL0oMXBaSENvb28NQ0WdBCnmYY9BVi6X62y4e4hEy37kM0br/PzcDrJXuGA8PdmKEeL1ee9kdETjvsaFCnIPa/kUn+gSYnpyctKeHcEDfYbQ7HvBAvwDGR9fu8/+BQKdvl/wBWS7HpYFGvP/RtQK1LC7u2uzzGnJsrCwYJmi1IFRfd+2sbExm1mCAhGsPZvNWsQqdduEBINB67Ds4SCcMMaAbsfAFpyNQKDbLgghy10v9vsWRDoZ+fn5uTY3N3Vzc6NIJKKlpSUFAgFtbW0ZSU0RHsQxxhEDibPH8fgzRvQuyYryPFwlyUjwZDKpi4sLVSoVI/Fx0ru7u0qn01pbW1O73aklIqKHJ6XOpFQq9Rj1oaGhHgUU+zrI8pA5RZCMHc5kMuYAUcPG43FTZAJNw9Hx2bFXkizDxi4iPOFzeIIfKBa+OpvNWm82PrMkQ2tubm6sAakPVOFTmSXDz7RaLeN6COjT6bSNrL/L+uBhYTc3N5YFEA2ixsE4sVkQexcXF0qlUtZz5/j42Nruk9atrq5qeHhYe3t7Nq/9/PzcDJrHY4mQwuGwHj9+rIWFBRWLRYNicFDMoE8mk3r69Kmlz9fX1zYiOBAIWFt9BupAniImgBcCVhhkbW5uKhjsjDdNp9PWyZgDieSZqPHo6Mgib+anS7JMjjqjSqWisbExLS0tmQCCvSLLKJVKJkEGciNa9u1zvKqHTADDMzs7a+Q2Rnlvb6+H66BBHwceuenw8LBFmYMax+3tbYVCneFc8/PzyufzNjbZcy0+O/F/vLyV4AhjvrCwoN///veamJjQxsaGRXfr6+umOhofH9fp6amNhB4eHlYkEtGjR4+USqUMVhoeHtbTp0+NyKc+hAzKy83JeqgBK5VKqlQqSiQSevz4seLxuJ48eWKdrPf29u4VeXvZNdA1DhTJf61W0/r6ulXQo2oLhUI6OjqygWAYaQwVsmyyfBCA4+NjkxtTr4OhxXAtLS1pZWVF+Xxe29vbJiIAHnrz5o2ePn2qP/zhD+Z4OPfUNSEkkboSepxJKpWyokOyg0EWzpmshBoVqZPhE7DQ2Xxubs7sDXVq/UGGdy70mjs7O9PFxYV1U261WiZd5v4AORNwzc7OGiqDPDkUChlcR20X2ZYPIq+vr7W9vW0QKEE9z51AIZvNanl5+c7790HaUE98svqJXf7w/Z4Q92/Kk0WeAPORrf89nq/w/++jVb7u3wOprI9iea/+NT1U0q/Oet8efOjqJ9D963tS1H8+/xn794J0H4K4X1XGHvcTx/2//y7v25OU/v3xDIGU+J3v2zv/eQZZ/cILL4Zg/b1D30+Is38e7/efDyGF1D3L/SKPfniV1/L/3//Z+/eFzAYS2/8O//r34Vt4rzwffjcog3/P3gD2i3X6ndv7Ppt/n9iH933N/w4v1PD/7n/H++yMf+33vS/Or+fl7ruP7/u8/n312xX/vv9f6332s99mvu8evc92vs8O+PfiM0j/jPvfj//b/9xd1lD7Pjf+YT2sh/WwHtbDes+6nybvYT2sh/WwHtbDes96cC4P62E9rIf1sD76enAuD+thPayH9bA++npwLg/rYT2sh/WwPvp6cC4P62E9rIf1sD76enAuD+thPayH9bA++npwLg/rYT2sh/WwPvp6cC4P62E9rIf1sD76enAuD+thPayH9bA++vo/Vi2ByHyWEuwAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 500x500 with 25 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" 25%|██▌ | 50/200 [05:08<15:11, 6.07s/it]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch: 50, iteration: 468, Discriminator Loss:array(0.505264, dtype=float32), Generator Loss: array(0.691265, dtype=float32)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 500x500 with 25 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" 26%|██▌ | 52/200 [05:21<15:25, 6.25s/it]"
]
}
],
"source": [
"# Set your parameters\n",
"n_epochs = 200\n",
"display_step = 5000\n",
"cur_step = 0\n",
"\n",
"batch_size = 128\n",
"\n",
"D_loss_grad = nn.value_and_grad(disc, disc_loss)\n",
"G_loss_grad = nn.value_and_grad(gen, gen_loss)\n",
"\n",
"\n",
"for epoch in tqdm(range(n_epochs)):\n",
"\n",
" for idx,real in enumerate(batch_iterate(batch_size, train_images)):\n",
" \n",
" # TODO Train Discriminator\n",
" D_loss,D_grads = D_loss_grad(gen, disc,mx.array(real), batch_size, z_dim)\n",
"\n",
" # Update optimizer\n",
" disc_opt.update(disc, D_grads)\n",
" \n",
" # Update gradients\n",
" mx.eval(disc.parameters(), disc_opt.state)\n",
"\n",
" # TODO Train Generator\n",
" G_loss,G_grads = G_loss_grad(gen, disc, batch_size, z_dim)\n",
" \n",
" # Update optimizer\n",
" gen_opt.update(gen, G_grads)\n",
" \n",
" # Update gradients\n",
" mx.eval(gen.parameters(), gen_opt.state) \n",
" \n",
" # if (cur_step + 1) % display_step == 0:\n",
" # print(f\"Step {epoch}: Generator loss: {G_loss}, discriminator loss: {D_loss}\")\n",
" # fake_noise = mx.array(get_noise(batch_size, z_dim))\n",
" # fake = gen(fake_noise)\n",
" # show_images(fake)\n",
" # show_images(real)\n",
" # cur_step += 1\n",
" \n",
" if epoch%50==0:\n",
" print(\"Epoch: {}, iteration: {}, Discriminator Loss:{}, Generator Loss: {}\".format(epoch,idx,D_loss,G_loss))\n",
" fake_noise = mx.array(get_noise(batch_size, z_dim))\n",
" fake = gen(fake_noise)\n",
" show_images(fake)\n",
" # show_images(real) likjmnh jy,t\n",
" \n",
" # print('Losses D={0} G={1}'.format(D_loss,G_loss))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "base",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.10"
}
},
"nbformat": 4,
"nbformat_minor": 2
}