{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "accelerator": "GPU", "colab": { "name": "conditional_gans.ipynb", "provenance": [], "collapsed_sections": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "zJMKztCZUQmg" }, "source": [ "### Download pre-trained models, in case you're in a hurry" ] }, { "cell_type": "code", "metadata": { "id": "MrjSeFOGwfDX", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "1d2b7857-3242-47f7-959d-a4bc2aa769d1" }, "source": [ "#download pretrained models\n", "!git clone https://github.com/Mainakdeb/deceptive-digits/" ], "execution_count": 1, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Cloning into 'deceptive-digits'...\n", "remote: Enumerating objects: 125, done.\u001b[K\n", "remote: Counting objects: 100% (125/125), done.\u001b[K\n", "remote: Compressing objects: 100% (122/122), done.\u001b[K\n", "remote: Total 125 (delta 40), reused 12 (delta 2), pack-reused 0\u001b[K\n", "Receiving objects: 100% (125/125), 38.39 MiB | 27.69 MiB/s, done.\n", "Resolving deltas: 100% (40/40), done.\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "uSfO-4BAUa5E" }, "source": [ "### Imports" ] }, { "cell_type": "code", "metadata": { "id": "c3fYQrEwZLST" }, "source": [ "import torch\n", "import torchvision.transforms as transforms\n", "import torchvision.utils as vutils\n", "import torchvision.datasets as datasets\n", "from torch.utils.data import DataLoader\n", "import torch.nn as nn\n", "import torch.optim as optim\n", "import torch.nn.functional as F\n", "from torch.autograd import Variable\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.image as mimg" ], "execution_count": 2, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "hGX5ltZPUktX" }, "source": [ "### Misc:" ] }, { "cell_type": "code", "metadata": { "id": "QlxKzhVUZqRM" }, "source": [ "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", "workers = 2\n", "batch_size = 64\n", "image_size = 64\n", "nc = 1 # Number of channels in the training images\n", "nz = 100 # Size of z latent vector\n", "ngf = 64 # Size of feature maps in generator\n", "ndf = 64 # Size of feature maps in discriminator\n", "lr = 2e-4 # Learning rate for optimizers\n", "beta1 = 0.5 # eBta1 hyperparam for Adam optimizers\n", "ngpu = 1\n", "\n", "transforms = transforms.Compose(\n", " [\n", " transforms.Resize(image_size),\n", " transforms.RandomRotation(25),\n", " transforms.ToTensor(),\n", " transforms.Normalize(\n", " [0.5 for _ in range(nc)], \n", " [0.5 for _ in range(nc)]\n", " )\n", " ]\n", ")\n", "\n", "#dataset and dataloader\n", "dataset = datasets.MNIST(root=\"/dataset/\", train=True, transform=transforms, download=True)\n", "dataloader = DataLoader(dataset, batch_size = batch_size, shuffle=True, drop_last=True)" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "a_jR3VKqUry_" }, "source": [ "### Test if GPU is available" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "S5mCT9AQwm7x", "outputId": "6ad091cf-435f-481d-c3e6-157511eba953" }, "source": [ "device" ], "execution_count": 4, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "device(type='cuda')" ] }, "metadata": {}, "execution_count": 4 } ] }, { "cell_type": "markdown", "metadata": { "id": "nhkXIaa9Uy6B" }, "source": [ "### Plot some samples from the trainloader" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 499 }, "id": "g9tio4H7c1hV", "outputId": "e92461fe-9cc7-4df4-dbfe-d94462d52c9b" }, "source": [ "real_batch = next(iter(dataloader))\n", "plt.figure(figsize=(8,8))\n", "plt.axis(\"off\")\n", "plt.title(\"Training Images\")\n", "plt.imshow(np.transpose(vutils.make_grid(real_batch[0].to(device)[:64], padding=2, normalize=True).cpu(),(1,2,0)))" ], "execution_count": 5, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 5 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "Av7DzU_vVJbP" }, "source": [ "### The Generator network:\n", " \n", "\n", "I concatenated a random noise vector of length 100 with another vector that represents a label of length 10 and passed the resulting tensor through the generator net. Notice that the input tensor has a length of 110. This input vector is passed through transpose-convolution layers to generate a 1x64x64 image.\n" ] }, { "cell_type": "code", "metadata": { "id": "7KH1sTYVTEWK", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "52f4ed65-4db8-4494-b209-c41c05e0e0f8" }, "source": [ "class Generator(nn.Module):\n", " def __init__(self, params):\n", " super().__init__()\n", "\n", " self.label_emb = nn.Embedding(10, 10)\n", "\n", " self.tconv1 = nn.ConvTranspose2d(nz + 10, ngf * 8, kernel_size=4, stride=1, padding=0, bias=False)\n", " self.bn1 = nn.BatchNorm2d(ngf * 8)\n", "\n", " self.tconv2 = nn.ConvTranspose2d(ngf * 8, ngf * 4, 4, 2, 1, bias=False)\n", " self.bn2 = nn.BatchNorm2d(ngf * 4)\n", "\n", " self.tconv3 = nn.ConvTranspose2d(ngf * 4, ngf * 2, 4, 2, 1, bias=False)\n", " self.bn3 = nn.BatchNorm2d(ngf * 2)\n", "\n", " self.tconv4 = nn.ConvTranspose2d(ngf * 2, ngf, 4, 2, 1, bias=False)\n", " self.bn4 = nn.BatchNorm2d(ngf)\n", "\n", " self.tconv6 = nn.ConvTranspose2d(ngf, nc, 4, 2, 1, bias=False)\n", "\n", " def forward(self, x, labels):\n", " c = self.label_emb(labels)\n", " c = c.unsqueeze(2).unsqueeze(3)\n", "\n", " # print(c.size())\n", " # print(x.size())\n", " x = torch.cat([x, c], 1)\n", " x = F.relu(self.bn1(self.tconv1(x)))\n", " x = F.relu(self.bn2(self.tconv2(x)))\n", " x = F.relu(self.bn3(self.tconv3(x)))\n", " x = F.relu(self.bn4(self.tconv4(x)))\n", " # x = F.relu(self.bn5(self.tconv5(x)))\n", " x = torch.tanh(self.tconv6(x))\n", "\n", " return x\n", "\n", "\n", "netG = Generator(ngpu).to(device)\n", "print(netG)\n" ], "execution_count": 6, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Generator(\n", " (label_emb): Embedding(10, 10)\n", " (tconv1): ConvTranspose2d(110, 512, kernel_size=(4, 4), stride=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (tconv2): ConvTranspose2d(512, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (tconv3): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn3): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (tconv4): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn4): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (tconv6): ConvTranspose2d(64, 1, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", ")\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "-KdcyS_KVwxn" }, "source": [ "### The Discriminator network:\n", " \n", "\n", "A 1x64x64 image is passed through convolution layers and the resulting tensor of length 10 is concatenated with a label embedding of length 10 and the resulting tensor is passed through the linear layers. Notice that the first linear layer takes an input of length 20. The final output is a tensor of length 1, which represents the probability of the sample being real or fake." ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "LNncOFwu9-NX", "outputId": "f94bb914-2264-4744-ba84-a2677a04367f" }, "source": [ "class Discriminator(nn.Module):\n", " def __init__(self, params):\n", " super().__init__()\n", "\n", " # meta data (label)\n", " self.label_emb = nn.Embedding(10, 10)\n", "\n", " self.conv1 = nn.Conv2d(nc, ndf, 4, 2, 1, bias=False)\n", "\n", " self.conv3 = nn.Conv2d(ndf, ndf * 2, 4, 2, 1, bias=False)\n", " self.bn3 = nn.BatchNorm2d(ndf * 2)\n", "\n", " self.conv4 = nn.Conv2d(ndf * 2, ndf * 4, 4, 2, 1, bias=False)\n", " self.bn4 = nn.BatchNorm2d(ndf * 4)\n", "\n", " self.conv5 = nn.Conv2d(ndf * 4, ndf * 8, 4, 2, 1, bias=False)\n", " self.bn5 = nn.BatchNorm2d(ndf * 8)\n", "\n", " self.conv6 = nn.Conv2d(ndf * 8, 10, 4, 1, 0, bias=False)\n", "\n", " self.fc1 = nn.Linear(20, 15)\n", " self.fc2 = nn.Linear(15, 1)\n", "\n", " def forward(self, x, labels):\n", " x = F.leaky_relu(self.conv1(x), 0.2, True)\n", " # print(x.size())\n", " # x = F.leaky_relu(self.bn2(self.conv2(x)), 0.2, True)\n", " # print(x.size())\n", " x = F.leaky_relu(self.bn3(self.conv3(x)), 0.2, True)\n", " x = F.leaky_relu(self.bn4(self.conv4(x)), 0.2, True)\n", " x = F.leaky_relu(self.bn5(self.conv5(x)), 0.2, True)\n", " x = F.leaky_relu(self.conv6(x))\n", " x = torch.flatten(x, 1)\n", "\n", " c = self.label_emb(labels)\n", " # print(x.size())\n", " # print(c.size())\n", " x = torch.cat([x, c], 1)\n", " # print(x.size())\n", " # print(c.size())\n", " x = F.leaky_relu(self.fc1(x))\n", " x = F.sigmoid(self.fc2(x))\n", "\n", " # print(x.size())\n", "\n", " return x\n", "\n", "\n", "netD = Discriminator(ngpu).to(device)\n", "print(netD)\n" ], "execution_count": 7, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Discriminator(\n", " (label_emb): Embedding(10, 10)\n", " (conv1): Conv2d(1, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", " (conv3): Conv2d(64, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn3): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (conv4): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn4): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (conv5): Conv2d(256, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn5): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (conv6): Conv2d(512, 10, kernel_size=(4, 4), stride=(1, 1), bias=False)\n", " (fc1): Linear(in_features=20, out_features=15, bias=True)\n", " (fc2): Linear(in_features=15, out_features=1, bias=True)\n", ")\n" ] } ] }, { "cell_type": "markdown", "metadata": { "id": "vlxzxsSoWDbe" }, "source": [ "### Initiate Weights\n", "\n", "In the [DCGAN paper](https://arxiv.org/abs/1511.06434), the authors specify that all model weights shall be randomly initialized from a Normal distribution with mean=0, stdev=0.02. The weights_init function takes an initialized model as input and reinitializes all convolutional, convolutional-transpose, and batch normalization layers to meet this criteria. " ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "PIhSb3m5-MUr", "outputId": "7a9d26e1-74e4-47b4-ec35-dd56fd612ef5" }, "source": [ "def weights_init(m):\n", " classname = m.__class__.__name__\n", " if classname.find('Conv') != -1:\n", " nn.init.normal_(m.weight.data, 0.0, 0.02)\n", " elif classname.find('BatchNorm') != -1:\n", " nn.init.normal_(m.weight.data, 1.0, 0.02)\n", " nn.init.constant_(m.bias.data, 0)\n", "\n", "netD.apply(weights_init)\n", "netG.apply(weights_init)" ], "execution_count": 8, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Generator(\n", " (label_emb): Embedding(10, 10)\n", " (tconv1): ConvTranspose2d(110, 512, kernel_size=(4, 4), stride=(1, 1), bias=False)\n", " (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (tconv2): ConvTranspose2d(512, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (tconv3): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn3): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (tconv4): ConvTranspose2d(128, 64, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", " (bn4): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n", " (tconv6): ConvTranspose2d(64, 1, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)\n", ")" ] }, "metadata": {}, "execution_count": 8 } ] }, { "cell_type": "markdown", "metadata": { "id": "6UnItVLHXKkv" }, "source": [ "### Load pretrained weights, in case you don't want to train." ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "PjvVB5GYykGz", "outputId": "0bbd302c-b347-4ce0-b0b7-ea2f0a850541" }, "source": [ "# load\n", "netG.load_state_dict(torch.load(\"/content/deceptive-digits/models/generator_w.pth\"))\n", "netD.load_state_dict(torch.load(\"/content/deceptive-digits/models/discriminator_w.pth\"))" ], "execution_count": 9, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 9 } ] }, { "cell_type": "code", "metadata": { "id": "MAO49uoQDlUU" }, "source": [ "fixed_noise = torch.randn(batch_size, nz, 1, 1, device=device)\n", "real_label = 1.\n", "fake_label = 0.\n", "\n", "criterion = nn.BCELoss()\n", "optimizerD = optim.Adam(netD.parameters(), lr=lr, betas=(beta1, 0.999))\n", "optimizerG = optim.Adam(netG.parameters(), lr=lr, betas=(beta1, 0.999))\n", "\n", "img_list = []\n", "G_losses = []\n", "D_losses = []\n", "iters = 0" ], "execution_count": 10, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "vobCerHQXUbx" }, "source": [ "### Training Loop" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "LmyK_SQIEXqc", "outputId": "73f0c049-fab7-4b14-c9ee-2d9240499233" }, "source": [ "num_epochs = 6\n", "\n", "for epoch in range(num_epochs):\n", " for i, data in enumerate(dataloader, 0):\n", " # (1) Update D network: maximize log(D(x)) + log(1 - D(G(z)))\n", " #print((data[1]))\n", " netD.zero_grad()\n", " # Format batch\n", " real_cpu = data[0].to(device)\n", " real_labels = data[1].to(device)\n", " b_size = real_cpu.size(0)\n", " label = torch.full((b_size,), real_label, dtype=torch.float, device=device)\n", " # Forward pass real batch through D\n", " output = netD(real_cpu, real_labels).view(-1)\n", " # Calculate loss on all-real batch\n", " # print(output[0])\n", " # print(label[0])\n", " errD_real = criterion(output, label)\n", " # Calculate gradients for D in backward pass\n", " errD_real.backward()\n", " D_x = output.mean().item()\n", "\n", " ## Train with all-fake batch\n", " # Generate batch of latent vectors\n", " noise = torch.randn(b_size, nz, 1, 1, device=device)\n", " fake_labels = Variable(torch.LongTensor(np.random.randint(0, 10, batch_size))).to(device)\n", " # Generate fake image batch with G\n", " fake = netG(noise, fake_labels)\n", " label.fill_(fake_label)\n", " # Classify all fake batch with D\n", " output = netD(fake.detach(), fake_labels).view(-1)\n", " # Calculate D's loss on the all-fake batch\n", " errD_fake = criterion(output, label)\n", " # Calculate the gradients for this batch\n", " errD_fake.backward()\n", " D_G_z1 = output.mean().item()\n", " # Add the gradients from the all-real and all-fake batches\n", " errD = errD_real + errD_fake\n", " # Update D\n", " optimizerD.step()\n", "\n", " ############################\n", " # (2) Update G network: maximize log(D(G(z)))\n", " ###########################\n", " netG.zero_grad()\n", " label.fill_(real_label) # fake labels are real for generator cost\n", " # Since we just updated D, perform another forward pass of all-fake batch through D\n", " output = netD(fake, fake_labels).view(-1)\n", " # Calculate G's loss based on this output\n", " errG = criterion(output, label)\n", " # Calculate gradients for G\n", " errG.backward()\n", " D_G_z2 = output.mean().item()\n", " # Update G\n", " optimizerG.step()\n", " \n", " # print training stats\n", " if i % 50 == 0:\n", " print('[%d/%d][%d/%d]\\tLoss_D: %.4f\\tLoss_G: %.4f\\tD(x): %.4f\\tD(G(z)): %.4f / %.4f'\n", " % (epoch, num_epochs, i, len(dataloader),\n", " errD.item(), errG.item(), D_x, D_G_z1, D_G_z2))\n", " \n", " G_losses.append(errG.item())\n", " D_losses.append(errD.item())\n", " \n", " # Check how the generator is doing by saving G's output on fixed_noise\n", " if (iters % 500 == 0) or ((epoch == num_epochs-1) and (i == len(dataloader)-1)):\n", " with torch.no_grad():\n", " fake = netG(fixed_noise, fake_labels).detach().cpu()\n", " img_list.append(vutils.make_grid(fake, padding=2, normalize=True))\n", " \n", " iters += 1" ], "execution_count": null, "outputs": [ { "output_type": "stream", "text": [ "[0/6][0/937]\tLoss_D: 1.3971\tLoss_G: 0.8272\tD(x): 0.4695\tD(G(z)): 0.4724 / 0.4382\n" ], "name": "stdout" }, { "output_type": "stream", "text": [ "/usr/local/lib/python3.6/dist-packages/torch/nn/functional.py:1639: UserWarning: nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\n", " warnings.warn(\"nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.\")\n", "/usr/local/lib/python3.6/dist-packages/torch/nn/functional.py:1628: UserWarning: nn.functional.tanh is deprecated. Use torch.tanh instead.\n", " warnings.warn(\"nn.functional.tanh is deprecated. Use torch.tanh instead.\")\n" ], "name": "stderr" }, { "output_type": "stream", "text": [ "[0/6][50/937]\tLoss_D: 0.0842\tLoss_G: 4.3825\tD(x): 0.9752\tD(G(z)): 0.0569 / 0.0129\n", "[0/6][100/937]\tLoss_D: 0.2943\tLoss_G: 4.7062\tD(x): 0.9756\tD(G(z)): 0.2324 / 0.0096\n", "[0/6][150/937]\tLoss_D: 0.3116\tLoss_G: 3.8952\tD(x): 0.9245\tD(G(z)): 0.1988 / 0.0226\n", "[0/6][200/937]\tLoss_D: 0.7395\tLoss_G: 3.4416\tD(x): 0.8753\tD(G(z)): 0.4216 / 0.0349\n", "[0/6][250/937]\tLoss_D: 0.2182\tLoss_G: 2.9372\tD(x): 0.9438\tD(G(z)): 0.1449 / 0.0570\n", "[0/6][300/937]\tLoss_D: 0.4128\tLoss_G: 2.7404\tD(x): 0.8790\tD(G(z)): 0.2350 / 0.0693\n", "[0/6][350/937]\tLoss_D: 2.2313\tLoss_G: 3.4149\tD(x): 0.1429\tD(G(z)): 0.0099 / 0.0363\n", "[0/6][400/937]\tLoss_D: 4.1659\tLoss_G: 0.0647\tD(x): 0.9923\tD(G(z)): 0.9831 / 0.9380\n", "[0/6][450/937]\tLoss_D: 0.6280\tLoss_G: 3.0119\tD(x): 0.8818\tD(G(z)): 0.3645 / 0.0545\n", "[0/6][500/937]\tLoss_D: 0.9133\tLoss_G: 1.4494\tD(x): 0.6444\tD(G(z)): 0.3306 / 0.2701\n", "[0/6][550/937]\tLoss_D: 0.8559\tLoss_G: 1.5046\tD(x): 0.6863\tD(G(z)): 0.3354 / 0.2476\n", "[0/6][600/937]\tLoss_D: 0.6936\tLoss_G: 3.5186\tD(x): 0.9078\tD(G(z)): 0.4189 / 0.0313\n", "[0/6][650/937]\tLoss_D: 0.8711\tLoss_G: 2.0018\tD(x): 0.8461\tD(G(z)): 0.4568 / 0.1588\n", "[0/6][700/937]\tLoss_D: 1.0857\tLoss_G: 2.5062\tD(x): 0.8720\tD(G(z)): 0.5794 / 0.0879\n", "[0/6][750/937]\tLoss_D: 0.9209\tLoss_G: 1.3198\tD(x): 0.4980\tD(G(z)): 0.0986 / 0.3052\n", "[0/6][800/937]\tLoss_D: 0.5540\tLoss_G: 1.5304\tD(x): 0.7135\tD(G(z)): 0.1686 / 0.2404\n", "[0/6][850/937]\tLoss_D: 0.7702\tLoss_G: 1.0274\tD(x): 0.6089\tD(G(z)): 0.1568 / 0.3869\n", "[0/6][900/937]\tLoss_D: 0.5993\tLoss_G: 2.4905\tD(x): 0.7752\tD(G(z)): 0.2608 / 0.0944\n", "[1/6][0/937]\tLoss_D: 0.7757\tLoss_G: 1.3793\tD(x): 0.6744\tD(G(z)): 0.2614 / 0.2819\n", "[1/6][50/937]\tLoss_D: 0.7228\tLoss_G: 1.4023\tD(x): 0.6700\tD(G(z)): 0.2307 / 0.2931\n", "[1/6][100/937]\tLoss_D: 0.9148\tLoss_G: 2.2850\tD(x): 0.8692\tD(G(z)): 0.4818 / 0.1275\n", "[1/6][150/937]\tLoss_D: 0.5821\tLoss_G: 1.8017\tD(x): 0.7699\tD(G(z)): 0.2365 / 0.1910\n", "[1/6][200/937]\tLoss_D: 0.6411\tLoss_G: 2.5631\tD(x): 0.8494\tD(G(z)): 0.3406 / 0.0970\n", "[1/6][250/937]\tLoss_D: 0.7635\tLoss_G: 1.5612\tD(x): 0.6437\tD(G(z)): 0.2274 / 0.2448\n", "[1/6][300/937]\tLoss_D: 0.8013\tLoss_G: 1.5029\tD(x): 0.5807\tD(G(z)): 0.1512 / 0.2600\n", "[1/6][350/937]\tLoss_D: 0.9978\tLoss_G: 2.7179\tD(x): 0.9118\tD(G(z)): 0.5325 / 0.0883\n", "[1/6][400/937]\tLoss_D: 0.8611\tLoss_G: 1.2808\tD(x): 0.5788\tD(G(z)): 0.1938 / 0.3281\n", "[1/6][450/937]\tLoss_D: 0.6313\tLoss_G: 1.9585\tD(x): 0.7765\tD(G(z)): 0.2858 / 0.1746\n", "[1/6][500/937]\tLoss_D: 0.7391\tLoss_G: 2.4554\tD(x): 0.7699\tD(G(z)): 0.3353 / 0.1029\n", "[1/6][550/937]\tLoss_D: 0.9106\tLoss_G: 1.9302\tD(x): 0.7891\tD(G(z)): 0.4410 / 0.1772\n", "[1/6][600/937]\tLoss_D: 0.6591\tLoss_G: 2.1399\tD(x): 0.7958\tD(G(z)): 0.3036 / 0.1408\n", "[1/6][650/937]\tLoss_D: 0.7588\tLoss_G: 2.7239\tD(x): 0.8722\tD(G(z)): 0.4266 / 0.0802\n", "[1/6][700/937]\tLoss_D: 0.6461\tLoss_G: 2.1614\tD(x): 0.8251\tD(G(z)): 0.3364 / 0.1338\n", "[1/6][750/937]\tLoss_D: 0.8830\tLoss_G: 2.7413\tD(x): 0.9305\tD(G(z)): 0.5074 / 0.0893\n", "[1/6][800/937]\tLoss_D: 0.6280\tLoss_G: 1.9033\tD(x): 0.7236\tD(G(z)): 0.2164 / 0.1773\n", "[1/6][850/937]\tLoss_D: 0.6661\tLoss_G: 1.9002\tD(x): 0.6786\tD(G(z)): 0.1895 / 0.1801\n", "[1/6][900/937]\tLoss_D: 0.6538\tLoss_G: 2.6403\tD(x): 0.8044\tD(G(z)): 0.2855 / 0.0967\n", "[2/6][0/937]\tLoss_D: 0.5194\tLoss_G: 1.9279\tD(x): 0.7745\tD(G(z)): 0.2098 / 0.1654\n", "[2/6][50/937]\tLoss_D: 0.5617\tLoss_G: 1.9816\tD(x): 0.7100\tD(G(z)): 0.1482 / 0.1708\n", "[2/6][100/937]\tLoss_D: 0.3800\tLoss_G: 2.8294\tD(x): 0.8495\tD(G(z)): 0.1699 / 0.0781\n", "[2/6][150/937]\tLoss_D: 0.6115\tLoss_G: 1.9527\tD(x): 0.7552\tD(G(z)): 0.2306 / 0.1707\n", "[2/6][200/937]\tLoss_D: 0.5846\tLoss_G: 1.9586\tD(x): 0.7123\tD(G(z)): 0.1596 / 0.1753\n", "[2/6][250/937]\tLoss_D: 0.4682\tLoss_G: 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"[3/6][400/937]\tLoss_D: 0.7790\tLoss_G: 2.2825\tD(x): 0.7496\tD(G(z)): 0.3221 / 0.1313\n", "[3/6][450/937]\tLoss_D: 0.8229\tLoss_G: 1.6721\tD(x): 0.7320\tD(G(z)): 0.3311 / 0.2460\n", "[3/6][500/937]\tLoss_D: 0.8470\tLoss_G: 1.4376\tD(x): 0.5829\tD(G(z)): 0.1670 / 0.2826\n", "[3/6][550/937]\tLoss_D: 0.5949\tLoss_G: 1.7149\tD(x): 0.7114\tD(G(z)): 0.1652 / 0.2227\n", "[3/6][600/937]\tLoss_D: 1.1493\tLoss_G: 3.6192\tD(x): 0.9431\tD(G(z)): 0.5955 / 0.0383\n", "[3/6][650/937]\tLoss_D: 1.4633\tLoss_G: 1.1568\tD(x): 0.7382\tD(G(z)): 0.6039 / 0.3708\n", "[3/6][700/937]\tLoss_D: 0.7688\tLoss_G: 1.5833\tD(x): 0.7419\tD(G(z)): 0.3252 / 0.2557\n", "[3/6][750/937]\tLoss_D: 0.8297\tLoss_G: 1.6556\tD(x): 0.7387\tD(G(z)): 0.3431 / 0.2468\n", "[3/6][800/937]\tLoss_D: 1.1064\tLoss_G: 1.9635\tD(x): 0.7851\tD(G(z)): 0.5087 / 0.1928\n", "[3/6][850/937]\tLoss_D: 0.9958\tLoss_G: 1.7125\tD(x): 0.7542\tD(G(z)): 0.4460 / 0.2246\n", "[3/6][900/937]\tLoss_D: 0.8332\tLoss_G: 1.5794\tD(x): 0.6712\tD(G(z)): 0.2693 / 0.2579\n", "[4/6][0/937]\tLoss_D: 0.7527\tLoss_G: 2.5498\tD(x): 0.6912\tD(G(z)): 0.2502 / 0.1059\n", "[4/6][50/937]\tLoss_D: 1.0783\tLoss_G: 1.9825\tD(x): 0.7103\tD(G(z)): 0.4452 / 0.1775\n", "[4/6][100/937]\tLoss_D: 1.3310\tLoss_G: 0.7294\tD(x): 0.3785\tD(G(z)): 0.1405 / 0.5262\n", "[4/6][150/937]\tLoss_D: 0.8747\tLoss_G: 2.3976\tD(x): 0.8541\tD(G(z)): 0.4427 / 0.1198\n", "[4/6][200/937]\tLoss_D: 0.7489\tLoss_G: 1.4591\tD(x): 0.6294\tD(G(z)): 0.1773 / 0.2868\n", "[4/6][250/937]\tLoss_D: 0.9753\tLoss_G: 1.8635\tD(x): 0.7895\tD(G(z)): 0.4552 / 0.2029\n", "[4/6][300/937]\tLoss_D: 1.0311\tLoss_G: 1.8205\tD(x): 0.5503\tD(G(z)): 0.2423 / 0.2114\n", "[4/6][350/937]\tLoss_D: 1.0432\tLoss_G: 0.9367\tD(x): 0.5040\tD(G(z)): 0.1967 / 0.4204\n", "[4/6][400/937]\tLoss_D: 1.4200\tLoss_G: 2.3837\tD(x): 0.8474\tD(G(z)): 0.6336 / 0.1370\n", "[4/6][450/937]\tLoss_D: 0.9331\tLoss_G: 1.5836\tD(x): 0.6783\tD(G(z)): 0.3480 / 0.2651\n", "[4/6][500/937]\tLoss_D: 1.0904\tLoss_G: 1.8768\tD(x): 0.6608\tD(G(z)): 0.3935 / 0.2006\n", "[4/6][550/937]\tLoss_D: 1.1448\tLoss_G: 1.3711\tD(x): 0.5742\tD(G(z)): 0.3842 / 0.2874\n", "[4/6][600/937]\tLoss_D: 1.3558\tLoss_G: 3.0157\tD(x): 0.7660\tD(G(z)): 0.6017 / 0.0650\n", "[4/6][650/937]\tLoss_D: 1.2633\tLoss_G: 2.1658\tD(x): 0.7008\tD(G(z)): 0.5326 / 0.1452\n", "[4/6][700/937]\tLoss_D: 1.2083\tLoss_G: 1.9865\tD(x): 0.6481\tD(G(z)): 0.4676 / 0.1585\n", "[4/6][750/937]\tLoss_D: 1.1847\tLoss_G: 1.3346\tD(x): 0.5911\tD(G(z)): 0.3854 / 0.3054\n", "[4/6][800/937]\tLoss_D: 1.4082\tLoss_G: 2.1748\tD(x): 0.7900\tD(G(z)): 0.6284 / 0.1572\n", "[4/6][850/937]\tLoss_D: 1.1957\tLoss_G: 1.3225\tD(x): 0.6740\tD(G(z)): 0.4614 / 0.3088\n", "[4/6][900/937]\tLoss_D: 1.1786\tLoss_G: 1.8380\tD(x): 0.7154\tD(G(z)): 0.4976 / 0.1870\n", "[5/6][0/937]\tLoss_D: 1.1507\tLoss_G: 1.4684\tD(x): 0.6255\tD(G(z)): 0.4345 / 0.2623\n", "[5/6][50/937]\tLoss_D: 1.0926\tLoss_G: 1.2723\tD(x): 0.5991\tD(G(z)): 0.3765 / 0.3213\n", "[5/6][100/937]\tLoss_D: 1.0768\tLoss_G: 1.5197\tD(x): 0.7199\tD(G(z)): 0.4753 / 0.2500\n", "[5/6][150/937]\tLoss_D: 1.1411\tLoss_G: 1.2212\tD(x): 0.5903\tD(G(z)): 0.3983 / 0.3231\n", "[5/6][200/937]\tLoss_D: 1.1095\tLoss_G: 1.2435\tD(x): 0.5747\tD(G(z)): 0.3661 / 0.3221\n", "[5/6][250/937]\tLoss_D: 1.9720\tLoss_G: 3.9835\tD(x): 0.8853\tD(G(z)): 0.7631 / 0.0296\n", "[5/6][300/937]\tLoss_D: 1.0578\tLoss_G: 1.7481\tD(x): 0.6757\tD(G(z)): 0.4372 / 0.2027\n", "[5/6][350/937]\tLoss_D: 0.7972\tLoss_G: 1.4888\tD(x): 0.6977\tD(G(z)): 0.3161 / 0.2637\n", "[5/6][400/937]\tLoss_D: 0.8421\tLoss_G: 2.0829\tD(x): 0.7394\tD(G(z)): 0.3842 / 0.1598\n", "[5/6][450/937]\tLoss_D: 2.5561\tLoss_G: 0.3430\tD(x): 0.1122\tD(G(z)): 0.0759 / 0.7270\n", "[5/6][500/937]\tLoss_D: 1.0530\tLoss_G: 1.2401\tD(x): 0.5967\tD(G(z)): 0.3583 / 0.3263\n", "[5/6][550/937]\tLoss_D: 1.2677\tLoss_G: 1.0243\tD(x): 0.5966\tD(G(z)): 0.4830 / 0.3926\n", "[5/6][600/937]\tLoss_D: 1.4984\tLoss_G: 0.9544\tD(x): 0.3077\tD(G(z)): 0.0869 / 0.4291\n", "[5/6][650/937]\tLoss_D: 0.9258\tLoss_G: 1.5528\tD(x): 0.6910\tD(G(z)): 0.3851 / 0.2311\n", "[5/6][700/937]\tLoss_D: 0.6968\tLoss_G: 3.2262\tD(x): 0.8535\tD(G(z)): 0.3587 / 0.0478\n", "[5/6][750/937]\tLoss_D: 1.1165\tLoss_G: 1.5030\tD(x): 0.6897\tD(G(z)): 0.4750 / 0.2569\n", "[5/6][800/937]\tLoss_D: 0.8155\tLoss_G: 2.5515\tD(x): 0.8293\tD(G(z)): 0.4170 / 0.1025\n", "[5/6][850/937]\tLoss_D: 0.8408\tLoss_G: 4.6982\tD(x): 0.8395\tD(G(z)): 0.4356 / 0.0149\n", "[5/6][900/937]\tLoss_D: 0.8389\tLoss_G: 1.5198\tD(x): 0.6083\tD(G(z)): 0.1918 / 0.2525\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "Pin091vXXjGv" }, "source": [ "### Visualize training metrics" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 350 }, "id": "6KMljRpbGpU9", "outputId": "442bfbca-f657-41ef-f354-432f107d15f8" }, "source": [ "plt.figure(figsize=(10,5))\n", "plt.title(\"Generator and Discriminator Loss During Training\")\n", "plt.plot(G_losses,label=\"Gen\")\n", "plt.plot(D_losses,label=\"Disc\")\n", "plt.xlabel(\"iterations\")\n", "plt.ylabel(\"Loss\")\n", "plt.legend()\n", "plt.show()" ], "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "N5FzB4VVXo_k" }, "source": [ "### Generate one digit:" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 285 }, "id": "qRpLSD3lGqEu", "outputId": "95d43ef7-92a4-4603-d2cf-9fd7a422035f" }, "source": [ "def generate_digit_from_label(label, seed):\n", " \n", " fake_label = torch.tensor([label]).cuda()\n", "# print(\"sn\", single_noise.shape)\n", "# print(\"label\", fake_label.shape)\n", " with torch.no_grad():\n", " fake_ = netG(seed, fake_label).detach().cpu()\n", "# print(single_noise.shape, fake_label.shape)\n", "# print(type(single_noise), type(fake_label))\n", " return(fake_.squeeze())\n", "\n", "\n", "seed = torch.randn(1, nz, 1, 1, device=device)\n", "plt.imshow(generate_digit_from_label(0, seed))" ], "execution_count": 37, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 37 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "-K7U2Z0lXvOy" }, "source": [ "### Generate images of all classes " ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 175 }, "id": "GftBPJa6Kvb5", "outputId": "d2cfd822-3a2d-4e43-aaf7-7fc3c2d05792" }, "source": [ "fig, axes = plt.subplots(1,10, figsize = (20,8))\n", "\n", "axes[0].set_title('label 0')\n", "axes[0].imshow(generate_digit_from_label(0, seed), cmap=\"gray\")\n", "axes[1].set_title('label 1')\n", "axes[1].imshow(generate_digit_from_label(1, seed), cmap=\"gray\")\n", "axes[2].set_title('label 2')\n", "axes[2].imshow(generate_digit_from_label(2, seed), cmap=\"gray\")\n", "axes[3].set_title('label 3')\n", "axes[3].imshow(generate_digit_from_label(3, seed), cmap=\"gray\")\n", "axes[4].set_title('label 4')\n", "axes[4].imshow(generate_digit_from_label(4, seed), cmap=\"gray\")\n", "axes[5].set_title('label 5')\n", "axes[5].imshow(generate_digit_from_label(5, seed), cmap=\"gray\")\n", "axes[6].set_title('label 6')\n", "axes[6].imshow(generate_digit_from_label(6, seed), cmap=\"gray\")\n", "axes[7].set_title('label 7')\n", "axes[7].imshow(generate_digit_from_label(7, seed), cmap=\"gray\")\n", "axes[8].set_title('label 8')\n", "axes[8].imshow(generate_digit_from_label(8, seed), cmap=\"gray\")\n", "axes[9].set_title('label 9')\n", "axes[9].imshow(generate_digit_from_label(9, seed), cmap=\"gray\")" ], "execution_count": 38, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 38 }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "CFmiqNRVX7Ps" }, "source": [ "### Exploring the Latent Space:\n", "The generator net (here) accepts a latent vector of length 100 and a label embeddding of length 10. While the network trains, it learns to map these latent points to generated images. Every single latent vector is a point in an n-dimensional space where n is the length of the latent vector, which is 100 in this case.\n", "\n", "What if you take 2 points in this 100-dimensional space and generate samples by interpolating between them? Every adjacent point leads to the generation of a slightly different image.\n", "\n", "The folllowing cell generates images with latent vectors that are interpolated b/w 2 random points." ] }, { "cell_type": "code", "metadata": { "id": "wF5yrHgwQIiu" }, "source": [ "def generate_latent_points(latent_dim, n_samples, n_classes=10):\n", "\t# generate points in the latent space\n", "\tx_input = np.random.randn(latent_dim * n_samples)\n", "\t# reshape into a batch of inputs for the network\n", "\tz_input = x_input.reshape(n_samples, latent_dim)\n", "\treturn z_input\n", " \n", "# uniform interpolation between two points in latent space\n", "def interpolate_points(p1, p2, n_steps=10):\n", "\t# interpolate ratios between the points\n", "\tratios = np.linspace(0, 1, num=n_steps)\n", "\t# linear interpolate vectors\n", "\tvectors = list()\n", "\tfor ratio in ratios:\n", "\t\tv = (1.0 - ratio) * p1 + ratio * p2\n", "\t\tvectors.append(v)\n", "\treturn np.asarray(vectors)\n", " \n", "n=20\n", "pts = generate_latent_points(100, n)\n", "interps = []\n", "for i in range(0, n, 2):\n", " interpolated = interpolate_points(pts[i], pts[i+1], n_steps = 10) \n", " z = torch.tensor(interpolated).float().cuda()\n", " z=z.unsqueeze(2).unsqueeze(3)\n", " #print(z.shape)\n", " labels_ = torch.LongTensor(np.ones(10, dtype=int)*i//2).cuda()\n", " #print(labels_.shape)\n", " images = netG(z,labels_).detach().cpu().numpy()\n", " # for x in images:\n", " # plt.imshow(x[0])\n", " # plt.show()\n", " interps.append(images)\n", "interps=np.array(interps)" ], "execution_count": 39, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "H4MawW7jZ84J" }, "source": [ "### Visualize images with neighbouring latent points\n", "\n", "Notice how each frame is slightly different from the previous. Lets visualize some interpolations side by side, with a different set of interpolated points:" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "r7dILt4nQfmf", "outputId": "6fe259cd-b49a-47b5-c64c-291aa491850e" }, "source": [ "#Big Plot\n", "fig, axes = plt.subplots(10,10, figsize = (20,20))\n", "for i in range(0, 10):\n", " for j in range(0,10):\n", " axes[i,j].set_title('label '+str(i))\n", " axes[i,j].imshow(interps[i][j][0], cmap='gray')\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "execution_count": 40, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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43W74/X7UajV0Oh3OmhAuFpS9R9nnLpcLLpeLnTbLy8uIxWJIpVJs1Hq9XphMJkQiEbjdboxGI/R6PTgcDs5gj0ajaLfbaLVan3L8CRcDde2x2WxwOBysG1pzcrkc3y4UCsFisSAYDMJms2E8HmM0GvF6FQqFkM1mAQC9Xg/lchn1el1KeS8o0y2SyMANBALwer2IRqOw2+2w2+1IJpPQdR2xWAxWq5UfIxAIwO/3w+/3Y3V1FU6nE8PhEIVCAeVyGWazmTO2hIsF6UcNUHk8HjidTgQCAV6TFhcXMRgMJgxak8kEv98PXdeh6zquXLmCQCDATp1qtQqbzcaZoqKfi4eauUfBTcraI+0sLS3x/kNtSTRN4zUnFAphY2MD0WgUhmGg0Wig0WjA6XRiMBhwYoZw8VC143A4YLVa4XA4OMliaWmJz2DtdhvAY8ceZaOHw2FcuXKFM0SpwrNcLvM5TQJVF49p3VC2J33PZrNchUe6odt6PB5Eo1Gsrq4iEonwvtbtdlGtVvmcLg7ji4mqHaq2o7XHbrcjk8nAZrPxmkMVUmazmdvdDIdD+P1+brU1HA65HYXYyhcXNZGU1heq+HU4HEilUlyFV6/XWQsmk4kTd8bjMVwuF2cWUwsTWm/Oes0RR/ELoC4atBDQYdrn83F0ibL63G43ut0uZ4F6PB70+33ecKjv0dHREbrdLnRdR6vV4oOSOIovHnTApgMSHYBIO+l0GvF4HMlkkhcHt9vNZSyRSASj0Ygz+UiT0WgU3W4X+Xweo9FIemldMNTsKwoyeL3eiTUnEolgcXER3W6XHcIOhwN+vx/BYBDj8RiDwWDikJVOp2E2m1GtVtHv99FqtTgrRwzfi8O0k5iyIUwmE4LBIAKBAHK5HLeRCAQCHLwMBoPQNA1HR0dwOp1wOp1wOBzIZDJwuVyst1arxSVVFzED+zKjOomp7JIyQX0+H1KpFJflhsNh3oNcLhc/BlU9eDweLCwsQNd1jMdjbG1tod/vw263A8Cl6Od82aD9izSkVsEEAgEAjxMpotEoO4rVgAQ5bdxuNzKZDEKhEMbjMXZ3dzEej+FwOABcjozIywjpgL7TPuT3+wE8dghHo1FuYTIajSbsJYfDwe22QqEQRqMRisUiSqXSRKKG2D0Xi2ndUOa5rusAHmd/xuNxzioOBAJ8W3IGut1upFIp6LqOwWCAWq2GWq2GYrHI7ZJkzbl4PEs7tF9ZrVZOrrBYLKwFug85BuPxOPx+P+r1OprNJldbmUwm1o1o5+Kg+gnpi7QTDAbZ/xOLxTjIQE5hAHwGs1qt7FsslUrodrvczlZNqDhL7byU1hPzBvWYIQOEjA+fz4d0Oo1AIIBEIoG1tTXO2qP+NAD44mazWT5YdzodHBwc4Ec/+hFu3LiBlZUVfO9738N4PGYHszDJPGoHON54LBYLPB4PfD4fdF1HMpmE3+9HNBrF1atXEYlEEI/HUSqV0Gq14PP5OOMhl8thPB6j0+nAMAyUy2X87Gc/w1e+8hVcu3aNtdPtdqWcbop5/ixozXG5XJyJTqXegUAA6+vrSCaTuHr1Kg+KCgaDHMFeXFwE8LithMvlQrvdxv379/H1r38dw+EQP/7xj9Hv99FoNCb6GQuPmefPQo1qW61W2Gw2uN1uzrTKZrOIx+N48803UalU0O/3EQ6HeXgLZWoBgM/nw9HRESqVCr7+9a9jPB5jc3OTg1etVov1I3vXY+ZZO8BxXzX6cjgcXB6XSCQQi8Xw5ptvotFoYDgcIhaLcW/0ZDIJu90Os9mMSCQCTdPQ6XSQyWSgaRry+TwPT6rVap+a43DZuQifgXpgogwacgpHIhFcu3aNB9ik02kMBgMMBgMOdDqdTj5g9Xo95HI5WK1WVKtV3LlzBw6HA9VqFY1GA81mE81mU9YeXAztqM4acgJbrVYEg0EEg0FsbGxwq75UKsVt2VwuFwcXPB4PgMdVU8vLy3A4HKhUKtje3sbu7i7q9Tprp1qtSoLOBWA6sEmVeLquIxAI4OrVqxiPx5xkQbpRkzCoCq/b7eLKlStwOp0olUrI5/M4PDxEt9tFo9HgFktiM18MVO2QI4+0EwwGcfPmTc78DIVCPBuI9iuv18sBy3a7jRs3bsDpdGJnZwelUgmlUokrGjqdDhqNBkajkWjnAqDaOmT3ms1m6LqOUCiE119/HQC4fQnN8vD5fLxf0aDeVquF1157DQ6HA3fv3kWlUkGtVsOtW7e4arzT6Zyps1gyil8QcvS5XC688cYb3Jv4lVdeQTAYRCgUQiKR4CxQKqekyecA4PF4YBgGAoEABoMBR6i63S5KpRLi8TgGgwG63a5EuC8QdOAm7VBJ98bGBgKBALcOCAQC0HUddrsd/X4fbrd7QjuU3UcastvtODo6Qq1Ww+bmJlqtFhu8op/5R41Ov/HGGxiPx+j3+1heXuZybirHjcVicDqd6Pf78Pl8/Bg+n4/7IVksFgwGA3i9XlgsFi6lKxaLKBaLEwM1RTvzD03QvXnzJgaDAVqtFhKJBLdNWl1dRSwWQyaTga7rGA6HCIVCAB7vd7qu84A7u92O8XiMaDQKm82Go6MjuFwu1Ot1dLtdPjDJ2nMxoMPS2toaBoMB2u02QqEQ9+BbXFxk7bRaLe6dr7YMoGwKp9PJ8xkoe5gOWlarFfl8HgC4vFecffMNBTdpiBjtSQ6HAy6XCwsLC4hEIshms9wqK51Oc0YO2dZ0H6p0cblcMJvN6HQ6MJvNcDqd2N3dZW1RCbCsPfOL2j6LelaT885msyGdTiMcDnMVjMlkQiqVYu3YbDZ4PB4Eg8GJwUF+vx8Wi4VbAPp8Puzs7PAAzmazeenLwef574YqXcLhMOvG5/Ox/ZJIJBAOhzlxwmw2Ix6PTwyq83g8CIfDE58D2UBULRwMBrG7u8stLMhmpmF4l5V51w616qNEB5/PxwHySCSCSCSCXC7Ht9V1nW9LbSIjkQj6/T7vQdT6LxKJ4ODgAAcHB8jn86hWq6jX6xNZ6ZeZedWO2hKS1o3xeMza0TSN++QvLCxw4MrpdE6clbxeL8LhMOr1OieVUvtIn8+HfD6PfD7PLSLJ3j7LNrXiKH4B6PBDPYWvXr0Ks9nMGXvUv5H69VGJLw1PoEgVpZaT89jv98Nms6FYLMJutyMQCKBUKsFqtUqk6QIxrZ3hcIhGo8Ha0XWdHTiUtUWDEKlMnCKZFosFhmFA13X4fD60Wi0Ui0UkEgk8evQIbrdbMkMvELSxbGxsoN1uo1QqIZvNTgQYgsEgR7Vp46HhCYZhcBkm8LjEMhgMctubZrOJdDqN7e1tFAoFjnSKduYfim6vra2hXq/j4OAAyWSS+zaurKwgEokgFApxCRQZt1SSSXvZ9JBVyt7a39/naDf1YBPmH7r2CwsLaDabKBQKXA6n6zqWlpYQDocRDofhdrsBAMlkEjabDXa7faLsmx6P7CgKdFJWxHvvvceZFOpthPmEApyRSAS9Xg/1ep114vP5kMlkeL7CaDSC2Wzmno9q2beu6xOVfBTwpEwuk8mE9957j4NgZrNZ9q45h641JdN0Oh3ous6VMMlkEqFQCLFYDMDjMvBMJsMZXDQ0KBKJTPR9JHuI9EatB8gOslgsfHAX5g9ac0KhEOsmFArxeSqZTCIcDiORSExcf7KR6TxOyVpUiUV20Gg04sBnPB4H8NgGslqtE0PohflCrfal1lm9Xg+RSARWq5V1QtqhPYpamFCrUL/fj0QiwVXkVMFnMpkQi8XgdrvhdDpx+/ZtaJrGMxooo120M1+QXUJJNNT/vtfr8XwXk8mEaDSKcDiMeDwOp9PJlQsUlKQ+1olEAo1GA0dHRxyg0DQN0WgUPp8Pbrcb9+7d43WGbntW6444il8QTdOQTCaxsrKCpaUlzqKy2+3c+N5ms3HWJ21GVLpL0ScyhADwQDLK9DOZTEgmk/B4PPj44495qJkw/wSDQWSzWWQyGR5cSL1rcrkc952l4AKVaQLH/fdoUyNcLhdMJhM6nQ6Ojo5w9epVLCws4M///M/RaDQu/DTRywD14wuFQjxh1+12IxaL4cqVKwiHw7Db7RgOh3A6nbBarVxySbqhkhgAE4duOmB/+ctfxvr6On7/938fe3t7yOfzEmi4AJARQz3yqbdsJpPhTHSHwzFRAhWJRAAca0c9gFMUnLK32u02rl27hmw2i3w+j9u3b3PfYskKnW/UCqrhcAir1YpIJIJkMonV1VXOGAaAWCwGr9eLdDoNANwTnQ5LZrOZ7R8KmPf7fe45e/fuXdhsNjSbTbRaLckKnXPoEEWBS7vdjlQqhUQigcXFRQ5EUVsSXdexsrICAFw1Q7McyFYmm5pKwhOJBPx+P27dugWTyYR6vS7OvgsCOekoQWJxcRHRaBTZbJb1RD1DdV3H2toaAHB/dIfDwbNjAPDh2zAMPsj7/X58/PHHMJlMaDQasNls3PJP1p75xGQywe12c6utlZUVrvQdDoesC7/fD6/Xi+XlZc4I7ff7PNeDbGUKNABAs9lEPB5HIBDA3bt3uTet3W7nljnC/EE98Sl7kxy/NHSXhtK5XC6EQqGJfvlkI9Oao2pnNBpxtUKtVkM2m0U0GsUnn3zCa43VauXBrbLmzCfUijYYDAJ4fN03NjY4cXQ0GsHpdCIajcLlcnGwk6oeaF3y+/2IxWJ8xqKgd6FQwOrqKjKZDDY3NzkwRd/PCnEUPwd1GBAZKJ1Oh6OUfr8fLpeL08rpEK1OPiSni/pFt6GDfCAQQCqVQqVS4QOWTAGfb57W15ocxGT86rrO07/VzGHKwCKtPE0/pEkKVHS7XR6UR0az9F2bT9ThLR6PB71eDy6XC8vLy8hkMmy0ut1u7vVJk79V3ahRR/oiY4YmrFIJeCKRQKfTQbVa5cxiYT4hR43b7ebBmIuLi1heXkYymUQymYSu6+ywoewZMm7JWacOWqDHpTVNDYTS3nV4eMgGkKw984mmaZz5YBgGl36vrq4ikUggl8vB4/HwbWjIIfV2JENXPXCrj632cgOAxcVFNBoNHB4e8mDNdrsth6c5hfpZU3anz+fD2toaa4cytfx+P2eK2u12DiYYhsGVeMT0UDzq27+8vMx7Vq/XQ61WQ6VSEbt5TqGMcmq5FQgEcOXKFcTjcQ5EUdDK7XazfshesVgsfBZTkyoo0EmZWiaTCYuLi9xWp9PpoFwuI5/PS6BqziBbx+PxcKKEzWbDxsYGwuEwYrEYxuMxbDYbkskk71ekG8oMVjPPgeOMYVqPyKG4vLzMNnW9XkehUMDe3p5khs4Rqp+GKl2oksXlcuHq1as87Jm0Q1UvdOambGAaEk4aAY5boaiVwVarFVeuXOH1jaqBDw4OJDFnjqC9RdM07n1OA3q9Xi+uXbvGAamjoyNumUTZ6B6PB6PRiIPa5O8j6Bx/dHQEj8fDts4rr7zCPfgHgwEqlQoKhcKZBDfFUfwc1EmotEg0m014vV6kUimEQiG43W6+uMCxUTL9RcaruihQFnIoFMLS0hJH0p1OJ4tJFpD5RC1roanvzWYTyWQS6XQa6XQaXq+XNxrVOaw6iFWnHRmxqmPQ4/EgnU6j2WyiVqshFArxgVsyJOYP1RlH/WQ7nQ7i8TgSiQSWl5c5m8bpdE60maD7T6876pAx0pnNZuMST7PZjFQqhUajgUKhwNUMop35g9YdKt8eDAYIhUIIhUJ45ZVXeGimx+OZqFxQg5vAce8wtXej6qgh5w7w2NlXq9Wwv7/PTj5xFM8fdP2dTif3Og8EAggEArh+/TpnFVNwk9qSAJiwf2iNASaDDPRdddisrq6i3W6jWCyi0+lwlYysPfMHJT9Q8oSu69B1HTdu3EA8HuchhzabDT6fb2LgJq0XdLBW9zF1XaKDmslkwtraGobDIQ/TtFgsqNVqcvCeQ9TEGbvdDr/fj0gkgps3byIej3NJr81m47YkNFmezkpkR6tOYrXdH9nMFosFV65c4bYCw+GQ2wCKduYHuraUbOVwOLg1yauvvopwOMz9Pm02G/x+P4DjtlxUqUD7GO1hpBXSkdqKa2Njg/e/drsNq9WKw8PDiQC7cL5Rg46Uzen1ehGLxZBOp/H6668jEAhwpS8FNum+pB2qsJ4OSb8AACAASURBVKPKO+A4S5m0Q5W/TqcT169f5wBpu92GxWJBsVgU7cwJ6nBVk8mESCSCdDoNn8+HRCKBbDaLL33pSxPzFaiSU+2jT+2z1ERUYHLdoX7HVJH3+uuvIxQKwe/3o9PpwGKxoFwun4luxFH8DNSMPpryffPmTdy8eRNf+tKX+OBNYlCzH46OjtjRYrPZMBgMuHyBDBbVaUMbUDwe517F+Xweu7u72N3dxXA4lAVkjlBLL6mc+8aNG3j11Vdx48YNRKNRLvumRYH0Q07h8XjM5U1UnkCLBx2oaCge9ZKkQYiVSgW3bt3CeDzGwcHBpW+WPy+Qbijy6Pf7cePGDdy4cQPXr19HIpHgXta0UanGLHAchKJyOApEUYY56RIAD/8AHq9Z3/jGN5BKpRAMBvGDH/wA9XpdsornCHLAUcuAa9eu4dq1a7hx4waSySRSqRQP9aHDkdpWgqCDM2X1jUYjdLtdzr4gp7Hb7eb7vvXWW1hcXMSNGzfwe7/3e9jb25N+xXMGHXYcDgdeeeUVrK+v47XXXkMqlUI6nUYwGGQj2eVyTQTHgeMAFdk9wGMtdTodaJoGl8vF+xxlb2mahqtXryKRSOD111/HH/7hH+L27ds4PDyUksw5Qp0Wv7q6iuXlZVy/fh3ZbBaLi4uIx+NcvUABKrJfpjOF6ffU8w/ARECCHsdkMmF5eRnRaBQ3b97EH/3RH+H999/H1tbWp5IzhPMLXXtad1ZXV7G0tIRsNovl5WU+F1HCBWXvEbQGqa3ZDMPgsm6bzTaRmEPaoaGK165d4/Xs9u3bAI77YAvnC/WcTWuI3+/HV7/6VVy9epUDmXRt6TaUUKFW/aoBJ/VxqY2EmuVHutE0DalUCpFIBBsbG9wD+cMPPwRwfPb/ou9R9r2TRQ00kqPX4XAgGo3irbfewo0bN7ilXzab/VS1neoIBj6tHXpsuvZULQVgwkeUy+WQSCRw7do12O12OJ1O3LlzB8DJaEc4WdRKJjUo5fF4sLi4iLfeegvXrl3jNlo0A4bO5RS4VLWj2jr0HAAm/Dr0vHTG0jSNW1C89tprcDgc+MlPfoLNzU0A4KDFafFcR7GmaRkA/wxADIAB4A8Mw/jHmqYFAfwLADkADwH8lmEY1VN7pWeI6rylXiNra2vIZrOIxWIIBALw+XwTPdQIcgJThJumYFKKORkylDnj9XrZwKZG+8DjqeC1Wg0Wi2VuHX2XWTvU80jXdayvryOXyyEWiyEYDHJzcjooA8eLBWmFDklUxk091sbjMarVKiwWCw/0oCnR1DMrGo1if38fTqfzUy0s5oXLpp1p3VAPtaWlJR7gQlnEqgFL11fNNKcesaPRiIMLw+EQ+XweVqsVuVyOjV6n0wng8SZF2Rc0LZrKX+aJy6Yb4FgD5IQhI2Z5eRnpdJon71I/a9qDpstzaX1RKxhoD3v06BFsNhvW1tbYiFHLw/1+P9rtNvdxs9vtc7fuXGbtmEwmLp9bXFzE2toacrkcotEoIpEIYrHYRKCb1gdgMvOc1iBytPR6PTx8+BBWqxWrq6sTFVqkPerDToM9yK5Sq2rOO5dRO2oFApVyLywsYHV1FQsLC4jH45xF7Pf7WS9qxjChXmPSD607tGep2TekW4fDwffVdR1erxd2ux39fn9u9q7Lpp1pp43T6YTb7cbKygrW19dZO6lUioObpBcKbqraoceh9YQcLvv7+7BYLEin0xNVWqQd2qNMJhN0XedMv06nw49z3rks2lGvH/3b6/XC7/fj2rVruH79OpaXl+HxeDihwu12s1YoI3haN/RYANhOLhQKMJvNSCQSGI/H/Lxq9QM5nYPBIA+Tbjab6Pf7X9jZdxb73WXQDV1XOlupjl26bq+99hquX7+OlZUVWK1WHrJKzt2nJeOoqO21RqMRqtUqn8dVzaraoYqGcDiMSCSCQCCARqNxIto5Cy66dlS7hq4/aYD8LtFoFG+++SY2NjawuLgIwzCg6zpCoRAnZ6mVc896HvXM1Wg0YDaboev6RHtRuj/tfdR6KRwOw+/3o9lsnnqb0RfJKB4B+M8Mw3hP0zQvgJ9qmvb/APi7AH5gGMY/0DTtdwH8LoD/8tRe6RlCBxmPx4NUKoVMJoNf/uVf5umXZIyq5QXqoYYyiPv9PiqVCresUG97cHAAm83GjmK1BwkAxONx7lfc6/Xm4rD0FC6VdtRDsNvtZu386q/+Km8IXq8XTqeTNwsAXFqpBhnG4zFPhacvmsj60Ucfwe12IxqNcgkVDcmr1Wo8IIaeZ94cNk84Ue2c58+AjAnKBE0mk8hkMvi1X/s1dtzS9aRsmunNR3XSUHDh6OgI7XYbvV4PzWYTb7/9Ng8zowO31+vlTGOaLk7DhmjI5pxx4roBzq+zStWOw+Fg7fz6r/86rzfquqNm5hFqeyMKMtCAl3a7jUqlgu9///vw+/3I5XJsMFH53Xg85uqI8XgMj8fDTsU5K6e7lNoxm80cqE6lUviN3/gN+Hw+eDweBINB+P3+iWtK+xWACeNUnalAgzLL5TK+//3vw+fzIZvNTlRMkDZoHxyPx/B6vdyOiQYjzgmXUju0j4RCISSTSfzWb/0W7yMulwvhcBi6rsPn8z218o4gLWhPKhja7TZqtRp+9KMfwe12I5FIADjORKfPRQ2Uejwe+P1++P1+1Gq1eXIWXxrtTB+gqaopnU7jW9/6Fvd7NJlMiMfjCAaDXP5N95/OFFf3mOFwiF6vh0ajgXfffRcul4sHjdMhm+wk9Tzm8/kQDAYRi8VweHiIdrs9L7bPiWnnPOpGddjQ9aOfM5kMFhcX8du//du85oxGo4m2bGpQAjjul69qiNYcatf34YcfwuFwIBwO8/44nRFILf28Xi+i0SgWFxexvb2Ner3OgYZzzoU+X6lOWtINrQEWiwUrKytYWVnBt771LQSDQbjdbu4J6/f7J85Y9N7UljTT2qFq3q2tLW6NQ3vT9Dmffg4EAojH41haWsKDBw/maQD9hdKOuj7QWqOuN1QZTv3zr1+/jtXVVfzmb/4mz5iiXtRUmaI+7mdph/w9vV4Pe3t77BNU9avaOmR/B4NBJBIJZDIZ7O7uotlsnmoF53MdxYZhHAA4ePJzU9O0OwBSAL4J4F95crP/DcBfYM6dfSQMmlDodrsRj8cRjUaRSqV4cqXX6/1U2SU5aOr1Oj744AMeyEKDoTRNw9raGmd80cFLFZDNZkMwGOQG6bQhzSuXRTv0B2232xGPxzlDgg7emUwGqVSKgwzqECi6P02KPzw8RLfbRa/XQ6VSQaVSQaPRQCwW4wMSHYYGg8FE6wqXyzUxWX6OAwwnrp3z+DloT7IyHQ4HstksXC4XnE4nZ0QsLS3x0Doa0DGdhU7BhW63yxHpVquFw8NDFItF6LrOByfqO9pqtdjpTNFS4NgAJmOFNqvz+Nk9i9NYc87b+ydjxmazwe12I5fL8bRv6mO9vr6OSCTCWVLknFMfAzjOhKCvXq+HfD6PQqHA/fgPDw9ZD/l8HsFgkFsyqRmptAcC4Nc3GAzmZg+76NpRjU+73Q6v14uFhQUu5ybtXLt2jR00TqeTe8qqGTrAsQGsaoj2LKp82d3dRbvdhtlsxr1799h+CgaD/HqmZzfY7XYEg0GUy2WuqjnvXHTtqBlZNDgqnU5zG6NoNIpkMokbN24gFApxMgWVZqtZOirk5BuNRmwzU4LF7u4uarUahsMhPvnkE37ccDjMGlSdSCbT477sCwsLMJvNaDQa3K/4PHORtUPXRg2E+3w+LC4uwmazYTgcIhaLIZlMYn19HcFgEB6Ph3WmrjuqfmjdoC+ymTudDur1Og4PD1GtVtHv97G5ucn7YCQSYR2Px2N+XWazGX6/H6urq9z7sdfrnfvWJSepHXUtfhmo15b2KFpDdF1nxwi15EulUkgmk8hms/D7/ewYVs9XqmbUZC6qmur3++j1emi1Wmg2m6hUKigWi3A4HNja2oLb7YbD4UAsFpuozqRgOTkF19bWYDKZUCgU0Gq1zv1soZNec17WOUF16ql+FK/XC5/PxwMxk8kkIpEIzGYzRqMRFhYW+JxFgWk1+Km+L/o+XTHV7/fR7/fRbDZ53Tk4OIDD4cDu7i7rNxQKTTj51DXH5/NheXkZAFAsFlk753ndmXe/DtkMdAa22+2cWEU9zmlQvK7riMViiMfjnNyQyWQ4o5cG8QLHQeunPd+0dgaDAfr9Pur1Onq9HtrtNvL5PJ/RKXkjEAg8dd0BHlfi5XI5AECpVEKn0zm1dedz9SjWNC0H4DUAPwYQeyIYAMjjcRr60+7zOwB+Z/aXeDbQxuR0OpFMJvlwTZsRlYOTw0a9eLTpkGN4a2sLtVoNrVYLpVKJm1aPRiMEg0GEw2EsLS1x2RwJl7LC6AAO4KnCm0cuqnYoYkiHp0wmwz34stksa4f087Se1uQkpsWi2Wyi3W5jd3cX1WoV9Xod1WqVHYXZbHaiVyi9jul+Sk8r0ZtHPq92zrtuyHi12Wy8MeRyOe49nM1mkUgkOCDg9/vZkJluFUCbTqPRQLvdRrfbRbFYxP7+Pg4PDzljuNVqcWZgv99nLQGTxpY6dXxe25YQF23NUfuh0Xqj6zpWVlbg8XigaRoymQy3R6JyWrX6ZfrgRAGlXq+Hfr+PWq2Gvb095PN5aJrGww2Pjo7gdDpRr9d5kAswWd5Hxg0ZyNQ2aR41dJG0o2bwUUCRnLVXrlxheyOVSk1oZ7py6mlOPlp/hsMhOp0OH7SbzSZKpRJ2dnZQr9ehaRoKhQJrh5w0T9MP2UCNRoOrI+aJk9DOefmboYCPqh3KNF9dXYXT6cTR0RGSySTi8TivOTRFXi31V9ceOjgNh0Nus9VsNtFoNFAsFlEsFrG9vY1KpcJtk+hwTYkXqo1Mh2+73c4Ogl6vd24+xxflImhHzcqitYXa7Pn9foTDYe7v2u12kUwmEY1G4ff74fV6+ez1LO0Aky3+hsMh2u02Wq0WDg4OUC6XcXBwgEqlgn6/j3w+z3pTA1T0Ra+Php15PB5uDagm8px35tVOVgPftFf5fD6ubKMS/Uwmg6WlJVitVrTbbSQSCR4mTwEpdSj4s84+qpOYglMUlCqVSigWi3C73cjn89xmMhQKTfQOVR/bYrFw8lez2eQ1al4C5PNo66hnKBqMSr4UWkd0Xed2emTbWCwW9Pt9JBIJBAKBTyXMfJZugOPWkP1+H51OB+12G48ePUKz2eRzusvlQqFQYH8RDd58mnbMZvPEoPt5a/c3b/sV2QrqWh8Oh7l6zefzIRKJIBqNQtd1BAKBCUcxtWik9npkw6rtReh5piFfIWWft9ttbG9vo91uo91uo9FocDDT6XRyS7bpxzWZTFxpR7ejthSnte68sKNY0zQPgP8TwH9sGEZjatM2NE176pU2DOMPAPzBk8c4dzsuffAul4ujB2+99Ra8Xi86nQ5+8Rd/Eel0emLCt3poImO31WphZ2cH29vb+PGPf4xCoYBarcYHbovFgr/5m79BLBbD+vo6BoMBck96AKrlnxQZo2msTqcT3W73XEeYnsdJaedlG8Aq9MdLPWUoavlLv/RL8Hg8qNVq+NrXvoZkMskO3KcduOmgXalUcHh4iL/+679GsVhEtVrFRx99xJGu8XgMl8uFYDCImzdvYm1tDSsrK/waKFJJw4j8fj+i0Sh2d3d5sOI8Mot2zrNu1HLdSCSCUCjErW1cLheq1SreeOMNxONxAMeN7Z/W05GcfPV6HXfu3EGlUkG1WsXPf/5zdDoddDodlMtl3jgymQzW1tZw8+ZNuN3uicejFibhcBjLy8vcc7bdbp/tB3RCXLT9StM0XkOo7DIajWJhYQFf//rX4XK5UKlUcPPmTUQiER6GaRjGhNMfOM7cVDOIKSB1//59VKtVVKtVbG5u8kEqEAggl8tx1hcZzOqhzO/3I5vNIpVKodlsYn9/fx7bT1yo/YrWjmAwyAepxSfDxTKZDL72ta/B6XSi2WxiY2MDgUBgoj+1OkxjOrg5Go3Yuddut3FwcIBarYZqtYp3330Xh4eHKBQKPCSGnNAej4crX9QsVV3XEY1GUalU4HK54HA4uCT4ZX+OL8pJaMdkMhn0eb+s903XxWq1IplMsg2ytLSEcDiMRCKBL3/5y3C5XGi1Wrhy5Qp0XeeZHP1+n1sGPC3ASQemVquFbreLcrnMh+0f/vCH2N/fx+7uLtxuNw+NJkdxJBKZCLhTZh85semA3uv15srZdxG0Q5qhIDiddYbDIW7cuMHOm9deew1OpxOdTgfZbBZerxfNZpNbR1B/WbW9n/J+JwKclUoFrVYLtVoN3/3ud5HP5zlIHgwGAQCrq6sYjUbcf1QNdKrl6erBm/bPeXDcfFE7+WXphj5/ytq12+3weDx4/fXXec35hV/4BQ5cptNpWK1WDAYDBAIBWK1WtFotDkhPB6emUbP5SqUSGo0GqtUqvvOd7/C5i9qQDIdD3iuj0Sg7JunzMZlME4FMNdliXoYhzuOaowYGQ6EQIpEIvvSlL/FMFhouZjab8eqrr3LFlK7r7IilOQidToevHwUZnqYddc8aDoeoVCqo1+uoVCr4kz/5E1SrVU7GCQaD6Pf77N8JhUI8L0jVDq1fdD6nYAm1fzvvnKR2zuC1sq3gdDp5dlQmk8FXvvIVNBoNHB0dYXFxkVtN5HI51gRVudB5CgC63S4HutXqyqdph85bpJ1Go4FyuYzvfOc7qFar6HQ60HWdK15SqRRCoRD3up7eA7vdLjqdzkTVCzmyT4MXchRrmmbFY0H874Zh/MmTXx9qmpYwDONA07QEgMILPhY07eWWuBBqeUsoFEI6ncbGxgauX7/O2VPpdBqxWIw3M7U/0dHREUeRdnZ2sLW1hZ2dHdy/fx+1Wo2dNeqBfTweo1KpIJ/Pw+VyodPp8OMCx6Iiw9fr9aJWq73kT2p2TlI7ANjx8DIhg4Qy0OPxOBYWFvDKK6/g6tWrsNvtKJfLnCmhPckAVF87lcs1m00Ui0UcHBxgf38fP/vZz1Cr1bgMim6v9jmiA1SxWEQ0GuXDPGmH9BMMBj+zmfp55yS187J1Q8YNDYqz2+08Ef769etYX1+H1WpFuVxGPB5HKBQCcDz4R722w+GQM9Dr9TpKpRI+/PBDlEol1Ot17O7uotvt8mZCZeHkkLl//z5H4tWefaPRiCPcqnPxPDi8Pg8XZb9Sg1HksAEea3lpaYm1s7a2xlk41AsdwEQJJhm6tG+RhlqtFnZ3d7G/v49yuYxHjx6hXC6jWq0in8+zhqjNzd27dxGNRuHz+fh1qsavOnDBZrOh2+2e8af2xThp7VCU/ywzJlTdkB2xurqKwWCAwWCAxcVF5HI53Lx5E8vLy7BYLGg0GtwaiWwVde9Q1x/SEJVd7u/vo1QqYXd3F4VCAfl8Hpubm6jVaqjX61z9cv/+fSwuLiIcDvNjqr1paUAelajP2951Utqhz+Msgyz0fORksVgsnOl09epVtmWXl5exsLCAjY0N5J4MRW21WohGoxwAmNYOvSf6rh66S6US28OHh4c4ODjAnTt3UC6XUalU4Ha70e/3ueqG7Klp7ajtDahaRi1HPu+c9LpzVtpRnWP05XQ6uXz31Vdf5YDz+vo64vE40uk0D+7u9XocCKC9Yzo7i66xqqHhcIhqtcoVMKSd27dvsxPH5/Oh0+nAbrcjlUrxZwNM9omkz4sy0sn2mZcA50lph+w9Ot+e0mvlpATKmKPh3jRwNxgMYn19nZ2wuVwOfr8fuq6zw2Y0GrGzj163mkxBmiHUdYdmuTx8+BD7+/vY29vD7du3ub+wrut8LqdEHzpfUYCTPi+1CobsrcumG+D0tUNOPqvVynNbotEoBy4XFha4mo362WuaxoEhyjgHHv/tkwPwaX2sp7VDv6O5QfV6Hffu3eMz+507d3iQYTAYRKfT4dZMavIfVcLQ50XnQLfbDafTyZVW88BJawfAqfzd0HrjdDp55lgwGEQymcT169cRi8WQy+X42vj9frZffD4f2xGUsEUJnAAmgo10fZ8VoDIMg6um7t+/j4ODA+TzedbOYDBAOBzGcDhEMplEIpHgzgX02dBzkf/J6XTC6/XC5XKh3W6fanDhuY5i7fG7/icA7hiG8T8o//UvAXwLwD948v3PXvRJX7bzgcSjZiBQdtbGxgay2Sz3uQmFQvD7/RMCoPTu0WiEer2OQqGAhw8f4uOPP8be3h729/fR7Xa5P6PqHKRIeLPZ5EgoGbeqs48O2tTfbR65aNpRo1JUtkBR7sXFRbzyyitIp9PcioKGSE1n85EOms0mqtUqDg4OsLm5id3dXWxtbXHPI2pOTgsd3bfRaLBRM92Thn4mg/1ZC9d556S187J0ox7AbTbbhOGysLCA5eVlbGxsIJFITJQ/TmfyqU4aKnuq1Wo4ODjAwcEB7t+/P5EhQa0EKDp9dHTEBnK5XP5Ulh499nSp8bxp56KsOWpGHxkFCwsL/FoWFhawtLTEh2/KdvH7/XC5XE81fikYQMM3KCNid3cXOzs7KBaL2Nvb48z0RqPBzkXTk/6fxWIR3W6X2ympj02OGjpoz1vrm9PSzllBaw0dWCk7y+v1YnV1Fb1eD91ul9edK1eusNPW4XCw0UmvWb2+9J32IOoHWi6Xuc3Nzs4O2z8HBwfodDpcDWWxWLiPmtpKgh6TDvpqG5yXbSd+Hk5DO2cV3FSDCtSPmrJuAoEArly5glarhVarxQGq9fV16LoOAHC73dzuYfpxgUn9AODMGhp2eHh4iL29PTx69Ajb29vY2dnhSobRaARN01AqlTiDR90PCbXd1vTskPPOadk6p60d0g31O6c++X6/n3uCbmxs8FmHsjNzuRz3th4Oh/B4POxkBo73PhW6jlTJQPsX7Vnb29t48OABa4dKiWlAZqfT4T1r+lCv7lu0d80LJ6mds9iraI9yu93w+/3cEoDO2slkEqFQCLlcjh3FFJimAWHA48xgtT3J097DtH1L2cStVovtnvv37+P+/fvY3d3lgDjZy36/nyskpm1w9SyoDkp72tp0HjmNNee0UD9rp9OJSCSCWCyGlZUVrK+vc+YlVSFRGwrDMLgFElWDkw4okDntnJ0OSqm/pxY3tVoNu7u7ePDgAR48eMCJOeTrGY/HiEQiGAwGE07n6Qo8CjBQ+ws1Ieg8cxraOQ1bhz5nSvLUdR3ZbBbxeBwrKyu4fv06wuEwAoEAr/tqexl1+OH0Y9J5ZzqBQr1+6lpAfj9qj/Tw4UNsbW1hb29vomOA1WrldlvTj6G+HzoTUtsdSkY9Le28SEbxLwL4twB8qGna+09+9/fxWAz/h6Zp/zaAbQC/9aJP+jL/GNRsiS9/+cvIZDJIJpNwuVxIJpNYW1tDIBCAw+HA6uoqly1QJjFlY9H3/f195PN5FItFvPPOO9yTT21ITn8ItEAtLS1xRir146IFhL6To6jT6Zz7heMzuDDa0TSNna9+vx/f+MY3EI/HEQ6HubR2cXGRe1gvLCzwBkCLoBpgGI1GXPJdqVTw9ttvY3NzEwcHB+j3+xgOhxNOYLvdzgMdKEuMhkpNZ37Z7XYYhoFWqyXaecLL0A2tNWq/rG9+85ucGUFGD0XDzWYzkskkL/zTWeKkn3K5zJHtH/zgB9jc3MTt27d5EBA5YyiLmBxG5AygidCkG/pc6N9qZHIO9XPiulG/nwUUGHK73dxiIhaL4Vd+5Ve4x6vVakUwGEQqleJ9IxQKTZReTr/+8XjM09z7/T7+8i//EltbW3j33Xe5iqFcLqPdbvPkbtIM9ZSl9U11xtDtKPJO2qV9co40NLfaoYOUw+FAIpHgHrLJZBKxWAxf/epXJybGe71eRCIRdsTpus6HFVU76r6itkGiwKbaZmt7e5uHaKp9ZCmTZ3oQJ0GvSe2xT0OG+v3+qX92J8SpaOcsoL/reDyOxcVFRKNRrKysIBaLIRgM4pVXXmEniDqQrN/vQ9M0rlwiB596UKL3QuuAYRgol8sol8u4ffs29vf3USwW8eDBA3z88ce4f/8+BoMB358Cl+12mwPo6mAY1WamtZF6j9IaNgecmHbUz+U0oUOrx+PhAZjZbBbhcBhra2ucSJHJZCZahNDwXvq79vl8/P9PG7YKHGdTGYbBOnj48CH29vZQKBRw9+5dfPDBB/joo484uUK9f6lUwuHhIWdsqWct4PH64/f7UalUPtVOYA44Ee1MZzyeBqqTY2FhAYuLi3jjjTeQTCYRDAZ5wCENcQIwca2sVivrRk1moPMOJTqo74m+U19QCiocHh7i1q1beP/995+qGxoo/+jRI3i9Xly5cmWiVRK9Jr/fj2azCZfLhfF4POHgOedBzhNdc04rKKU6iakN0cbGBpaWlvDaa68hnU5z33O6LmrAkjRhNpsxGAzYAUhQBrj6XNPXjNpfUdVUPp/HJ598gvfeew8ffvghV82R43AwGMDhcGB5eRkulwsLCwsAjtsIAo91HQwG0ev1eP+jc9dl1c5pZBPT9SbfydLSEnK5HF599VWk02lOpKDbq+ca1YYdDoesJfVMM50Fra6j9DMllJLds7u7i5/+9Kf46U9/imazCeCxDovFIkajEWc+OxwO7o2sJvxR+63BYIBarYb9/f2J93saPNdRbBjG/wfgWc/+S5/3CV+m+EkINEAqk8mwoy8UCnHpC5WH08GGLjxlQlDUcTAYoFAo4NGjR/j4449RKpXQarU4W2/amG232yiVSnjw4AGuXLkCs9nMhgsZ2FarlTOdqefIOV4wPpOLpB2KSgUCAS510XUdbrcbgUAAoVAIwWBwwsmnaocCC+Tso141+/v7HNGmXmsUZJhehGg44vLyMkwmExsodBgnfZNuWq3W3JSyTHMRtEOHH7/fj0gkwlObKfOGhgJ5vV4ucVGzEgBM6GB606Go9qNHj1AoFDAYDHiNovupf+UkvQAAIABJREFUjhlyAlE/P2q5Q/9PG2K9Xp8wnuaJk9bNk8ec/QV9Tmizp32AHH3xeBzJZJJLY61WK7xeL5fOAZPtaei7aoTRwFUaGHX37l1sbm7i3r176Ha7HGQgHQGThhCV3h0eHnKEXjWsKGpOFTLUU3leOI0156y1Q85ir9eLVCqFRCKBaDTKE79JX1TqqA60BI6zXtTXTj+rE+I3Nzdx//59vPPOO2g2m+j1eiiXy2i1Wp9y9FFg9OjoCPv7+3C5XMjlcuwUpucYj8fw+XwIBAIIBAKsn3N+aAJweto5qyAD2TfkBE6n0wiHw9B1nQeA0W1pDSLUsuzPysaiTNBisYhHjx7hhz/8IVcu7O/vo1AocHYN6VQNmB8eHsLn8+HGjRsTFTf0fKFQCLVajdtgNJtNPtidZ05aO6d18FYhzajT2ak/ZyKRgMfj4dZ5KmopLz2O2l6NNK+uCxScGo1GaLfbODw8xNtvv41CoYBqtTqREao6W9RgOQ2463Q6n8oSA8CvnXrhOp3OuRgsdZLaoTX4NHSjOnupos7n8yGZTCIcDnNrCbUahl6T6gBW9yayUdT2aaq9oVby9vt9lMtlvPPOOxxguHXr1qd0QzYwVcFQxXC322W7S7WJvV4vfD4fXC4XZ7TOQyXVvOxXarCZstBpT4rH4/zZqxnd6joy/fdLv6NrbLfb+TbTlSj0Xqh64f3338fu7i4ODw/x4YcfcvWCqh16bqvVyu0jB4PBp3RDQbbpQYyXUTun5aNQk0IpmKB+kQ1M1520Nq1ldV0cjUa8Xthstom1gvyFqlOXzlxbW1soFAooFAr46KOPsLOzg0ajwcH24XDIgQaLxcKZ66PR6KlDFn0+HxqNBttip10J88LD7E6Sl2X0qxkRuq4jlUpxf5hgMMh9tdTG1WSk0AZC5ZsUZdrf38fDhw95mNR0aSVBh+xyucz/1jSNy3pJrKrBbrFYzr2hcta8LIcf9d/UdR3JZJLbk5jNZnYSe73eiRIXdeCTelAi7RweHuLRo0e4c+cOZ2U9K4OcSjVVB0673Ua32/1U2R5tVpR9c9l52dUL1E+LJsOTg0TXde7PpgalVN1QlgKtRYPBgJ3EH3/8MfdZK5fLz8xgpPvSRkJDg5xOJwKBwESkcjgcotls8vPPw0H7NHlZ6w05/GKxGBKJBOLxOCKRCBsEVHo03d9e3a+eFWSgDIZPPvkEm5ubePDgwcTtVKYfo9fr4fDwEHa7HaurqxOGkeooVntOzoOj7zQ46/dMzhubzQa32414PI5YLMYHcboOlKWpVhSQEUw/T69B4/GYS8hLpRLu37+PO3fu4Gc/+xk7gdUAOaFW0RwdHSGfz8Nms6HX6020CaDnIEcxVcuoWYaXibN0EgPHlQPUdoIGD1IbJHpNwLGzTw0ukF2iHqrU3owUiOp2uzg8PMSDBw/w9ttvo9PpoN/vo1qtcsa6CgXNNU1DsVjkuR70WlUCgQBXX/h8PtRqtXnIzjpxTls7tOaTBux2O3w+H7xeL7cQoL3J4XB8aj0Bjp3CtD5MB6hIl+TkU1v9HRwc4K/+6q94AOvOzg4PhVKhQ7zZbEatVkOhUEC73Z7oV0rQALNgMMjvhd7fZbF/TtNJTDYNrS+UKEF/q9S6hNaWaX0QpBHVLlZ1owYY1KFgnU4HpVIJ7777LvL5PEqlEu7du8eBcfUzoH3Q4XCg3W7zsKmntdYhR7HP5+PgyLy1LzkJTks7tM5QP9ZAIMBtSNR2E5RhTmcWtepETZhR7Vg6E9FtnzaTAQBnbn7wwQeclPPRRx+xo09dr2hdcblc6Ha7qNVq6Pf73GpH3YtoBgCtk/MSZDhpTivAQAFJtaKXfDW6rnNSH61PqjP2abqhjgLUU9jj8bDNQjYS6UkNdLfbbe5LfHBwgFu3biGfz6Pdbk8kZNH64nA40Ov1eMDe9JmM1h3yN5Etf5ptRl+Ko/hlQWnoqVQKuVwOmUyGncNXrlyB2+3mDE1gsp8sefhpMvzBwQEePXqE733ve6hUKuh2u9xT7bOen6KlagsCghzJxWKRxagK+TIZu+cNKgdfXl7G2traxEGK2kHQZgUcH3zJoUtlk/l8Hvl8Ho8ePcKf/dmfcdSI2gl81jWmxY8mr9LrAoBer8cOaAo20CZEpXSin7OHAgzUE5Q0Q8bl07JbSDfUp7rf7/OU1IODA/zxH/8xGo0GTCYT9vb2UK1WX2iz7fV6GA6HE32NaDI8HfgoEJLJZGAYBhqNBq+Bop/TZ3qtt1qtyGQyWFpa4oMItS2a7uWoGjP0N09rQrPZRKlUwp/+6Z+i1WrBZrPh/v37yOfzL5RJRC0KqD9cMBjkkjsKmFHAdXFxEcPhkDNxNE1Dq9U63Q/ukjOdcUDtBBKJBBKJBGesTA+ppPuSMUoVCeohmyoQfvCDH6Df78PpdOKDDz7A9vY26+tpBi1wbENZLBZEo1Fks1mkUinU63U+BFJGhMPhQCgUQqvVQjabRaFQgNls5sDVZVp/zuK90vqhtlajbHTKwKHhLnSAfdphRO0bqrYnMZlM6Ha7aLVaeP/99zEajeB2u/Hhhx9ia2sLvV6Pg+PPsk/oAE9VXKlUCuVyeaKNAb0Hj8cDXdd5yBEAPHz48NIFy8/CSexwOOB2u6HrOlwuFwaDATvq/X4/rzfAsc6m2yHR/9HvqFUaXfPBYIBer4ft7W3O/vvkk0/w8OFDNBoN7O3tcaukZ71ni8XCWc7hcBilUmlikK/atoRs+dyT/rjvvffepTp7ndZ7VBMmqLJuZWUF4XCYB1UGAoGJwWJqwIAyhqdbzgCP96tSqcROfZvNxusQJWWRrfPw4UMUi0VsbW0hn89PVM5NfwbTw4FLpRLbXWp2KNnMCwsLKJVKGAwGE732L0uQ4bScxLTOrK6uIp1OY2FhAWtra4hGo9wehJzzhKoTai0xHYQkZ3GhUODAEZ2pKShOZ6K9vT3s7Oxgf38ft27dws7ODkql0sSZiDRJeiXHpK7rqNVqvOaozmi73Y5AIICVlRWUSiU+u4t2vjgmk4nX9DfffBPpdBrZbBYLCwsIhUIcQFQHxj0tSYKSs9R1ot/vo1Kp4Oc//zk7nWmNowGtlMlM/rzDw0P85Cc/wb1793Dv3j3uSqBCbXkoY17XdbTbbQ6wURCM/i5CoRDW19dRKBQ48eK0KvAujaNYLa8LBAKIRCIIhUKIRqMIhULweDyfKnUkZ0273ebWABTBpl5HhUKBMz2f1yaCFhGv1zvRR40OcL1ej7+oEfpli0yeR2gR8Hq9CIfDiMfjXB7r9/u5TG06+kTaIaOEhrdQFjpFlSgT77MONGqWYafT4aFl5GwkA4kCD+oB8LJFKF82dJii60XOtXg8Dq/Xyw4/NbAAHGffdbtd9Ho9lEolzhpXM9D39/dRr9dhGAYHlJ637phMJu5rnM/nEQwGeS2a7pGuDgWatwng8wztUXa7nY2cWCzGWaGUiTNd+q1mhJJ2KJOBDi7U5mZvbw+1Wg3D4RDFYvG57WlIn/1+H+12G4VCAbFYDC6XC/1+HzabbeLgRq+HjGwyni4jZ+VgoAA4tdSKRCKcWUkZcmRjqBPc1S/SDgWlaBCmy+Xi3tVq1cvW1hZKpdJEm5tnvbbRaMStKWq1GjweDzqdzkRvOHXvBDARIL+MTH8ep/UcVBFFTr5MJoN0Os0VUmTbqPuD6rShDDyyWakH+tHREbxeL2fG1Ot1NBoNNJtN3L17F/l8ntuUfFYQcjwec0ZXrVaD2+1Gq9VCMBjk9zDteCTngDpw8zJx2tqhg2ogEMDa2hri8TjS6TSSySQP61XLqKf3BgpmkgOHAthU0msYBnRd5//rdDpotVpoNpu4c+cOtw4g/Txr7aFDfr1eR61W47VsOvOYPjOyo6ny77LZztMth04CNcvT6XQiGo1ibW0NGxsbfPamdYbOuk/7zEkrVJFJLZCoXRY5UyKRyMRte70e2u027t69i+3tbRwcHKBWq3GLm6e9V8piJ904nc6JlkpPe38Oh4ODrHTuukyc9JpD9iNVy9I8jrW1NWSzWW77SDamug9MO/somN3tdjEYDNDpdFAsFtFut9Fut/lMlk6n+XEo+F2tVnHv3j3s7Oxge3ub22s9y9dD2qSB0FQBQ0NY1c+L9iq73c7+I7vdzuvhZeGk1x1KkqB2MOFwGMlkErlcjgdnkramncTq/kSV4N1uF81mkzPEHzx4wNc3Ho8jGo1OzKOidaDf72N3dxf7+/u4d+8eBzZJW/R+SRekzVKphGg0yn5CNbNZfY8ULKekILvdzuvjSQcZLo2jGAAPcQmHw5xpQyW91DIAOF5ohsMharUaDg8P8Rd/8Rcol8toNBr8u93dXdTr9YkMz89C0zSOBFBJS7PZ5E2u0+lMZBFeVkP3WZzF4elpz0mbViQSQTKZRDqdRiQSgd/v5/6yBGlHncr8zjvvsHaGwyEODg6wvb3Nh+5ut/tC78lms3HvPZr2TCUPfr9/4nBEC4maNXZZHX1nrZvpEvCFhQUsLCwgm81OlGVOO2xINxQE+PnPf45arYZ2u/3/s/cmsXGmWbbYieAQ8zxPZAQHiclUKlOZ2ZmFrKrORi+6UPUevPLKhuGFgbc1YBg23s4Le+GV7ZWNB3jhXQNeuXddqO56VV39qiozpcyURIkUh4hgzPMcwWCQDC9U5+qLkDJFUkGKVPAChCYq+Ef897/fveeeey7m5+eRy+Wwu7sr2nz1ev21AK6akDSbTeTzeWxuborfeL1eKazHCzo2tmZmZn4UDHqX7TJ9h4wYs9ksutarq6tYWFhAIBAY0bLmNfH+c/S/0Wig0Whge3tblhs6HA4Ui0Ukk0lZvppOpwXke91702g06PV6KJfL2NraEmmm5eVlGAwG8RUVcGTBpDJYpy3+ECS5jOeG2rJerxfRaBSrq6u4ffs2XC6XLOQdB234TLM51Wg00Gq1sL+/j3a7jcFggFAohGaziWKxiGq1ikQigUePHsm/n2ZShXI2e3t70Ov1ODk5wcrKioB9wGjOxWYnX38acyCVpXtRxuZzKBSCz+dDJBLBBx98gGg0OqKHPg6YERzmr5ymYyOJvhGNRmWaodvtIpVK4c9//jNyuRxarZZMq7xukqHT6SCVSgmIt7q6KouJVFMlLwguTmOz4aJ9R6vVimzAF198gUAgAJ/Ph9XVVWEY/xDIynOKIC594+DgALVaTUa5l5eXBbCjrvW3334rMm2pVGokVrzKSNZIp9Mi43fr1q0fjCnMd9jYmLYx8PEm0Jsa82DmoGazGYuLi/jss8/w0Ucfib6szWYbYfYBo3sW1Lyi3W7Lrp9arSaLd9ko5euQNFOtVvHs2TN88803SKVS2NnZkfzkh94jx8UzmQxmZmZwdHQkfvMqAJiADSXdVL3caTFVZuhNfUf1F7UBsLy8jE8++QQ+n0+APso10NRaimDc4eEh2u22NLpJ8ms2mxgOhyI7yoY6/3+r1UI6ncb333+PeDwuec/BwcEPvkfW/fF4HHNzczg5OcHt27fh8/le8geVmMOYYzKZRI5pWnLmScYdEuTcbrfseeHC+PX1dTgcDmk+qJMBKkjMc2V2dlaIE3t7eygUCnj69CmePn2KWq0Gg8GAcDiMUCiEUCgkxK+5uTnxg83NTezt7cnSZ8pJvOp9UlFge3tbdpR1u12Z5gRejeMwbzeZTNKwvwGKz2lcuPD555/LJsFsNgur1frSIaV2LSmiPjMzg0wmg729PTQaDVkKdJabwhGncDgMnU6H+fl56WbxcCHorC63mtZC+yqYRqORpV8/+clP4PV6AQCVSkVGR9QDoN/vSxeKwE+v18Pu7i7i8bh0wpvN5o+OXL7qOgwGA/x+vwCNXMBI8JGbfclKpO4Xu6nT6kOXCfapDAr6zaeffgq/3y8i9dRJV6+NAZ7LEU5OTlAsFvH06VOkUikMh0OJObVa7UcZEePGa+Ehxu48t74y9nFch1p9jUZD/n7aGBK0y/QdAjP8WXq9HrFYDA6HQxYnsPhSr6/T6YwwbHq9HhKJhDQV5ubmhFmTzWbl3DpNF18dBZ2ZmYHVasXi4iKWlpYEuD46OpKxOo4CarVaNBoNzM7OwmAwCAN+muwymnTqpBQAKaB7vZ7osHEpE4sS4EViTHZVo9EQUO/Zs2fY399HuVyG1WqVQn1zcxOlUgmNRkOAwtO8LzYSdDodlpaWsLa2Br/fj/n5+RF5LcaZg4MDZDIZYaGxUTVN/nPRvsMzgc9wu93G06dP8f7778Pn843oJbJQUfPQ4fD5cjnKkpDZt729Law9j8cjcSGRSCCVSmFvb0+AGnVE+IdMZZivrKzg9u3bWFhYgF6vR6/Xe0lrttvtIplMYjgcCsuH1z8N/sP7BExWN5TnAMk2fr8fKysr0Gg0qFQqyOfzCAaDsNlsI+cTAY9x7dBnz56hWq2iUqnIFGWlUhE92HA4LLVRtVpFPB7Hn/70J4ltZE2d1nco/RWLxcR3VM1Z5lf7+/viO5yaeZV29rtmvL+TamyqvkIQNxaLSdNbo9HI1IrJZBKQRQXp1FF+MoT/9V//Ffl8HqVSCdVqFf1+HwCEILOzsyP562AwwP7+Pn7/+98jl8tJ3vM6xp3K9FP9xmAw4ODgQM5aWrvdRiKRECkEi8Ui0zk/1sh4V2zSzTh+hnfv3pVadmlpCX6/H2azWfIRACPTkPz7arUq91etf3/9618jlUqhWCyiUCjg8PBQfM9gMKBYLMLj8cDtdkOn0yGXy+Grr75CIpFAuVx+LQingp2zs7OIxWJ47733EAqFYDAYJE9Wv7/T6SCRSAgj1Gw2C3t9GljFk/IdvgbVAv7mb/5GYkcsFoPH44HRaBzRIFfzYXX/D4Fim80mmMpvfvMb7O7uiuwINYrL5TL29vYwGAzg9Xrhdrvh8XhQr9extbWFZ8+eoVAooFqt/mCTgX+mXzFW3r59W3yRUhnqe+12uy/5DjGl16kbnNWmBigmw49dR7L9xkFi4AVjglTwdrstCXG5XJYbTlr4aW8Ik2JVx0gdwyKwSGHzce3SG7tcYxBjV5NaRvz9+CZTHlQcdSGwV6/XUalUUCgU5LChpvBZkjL6JVk+/X5fGBcEZ9Si+6IFzq+TXSabmAeQTqeTZ1nVNxvvgPO+kkHHWEOfyWazMspyeHgoCehZ3hMZw1wsxFFejlvRRxiDrssG3nfFmNTQZ7ik41XasjTGGxZRqpY1/SaTyQCAxCU1WTktyMdfyTyl7lYkEhFf5/epmrOvGj2+scmaKnGjLpDi86sWUWrTg8yJfr8vC3rr9Tqq1SrS6bQsbVEXZZTLZbRarTOBxOrP63a7qFarKJVKqFQqEmvGfZHviV/TahcpHUC2DaWzjEYjDAaDgKsqcKQamXosvpkfU5aNUwuMEUajEWazWeQCWMgw7znNe6Q0F89EalezgBof6Z2bm3vlsrtpsYvwG43mubwNm9/cHM+/G6+l1IYC8OqaipI2tVpNlmSSJdpsNuFyueByuVAul5HNZgVEptzEaZoM9J1ms4lqtSqNU042jOsms4Hyqrg0DTap98sYbjabRW8zGo2K/BpJUKr82jiLmDGCDF9O0dVqNeTzeamnSLDi/fT7/SJZkkqlUCgUUK/XZYHZ684u1W8ajYb4DRcI8+eM+zjjzrRO372J76hnDc8mVaqP+6TU3RzjTW+yiJnrciKh1WoJOFwsFmWvC/WxeWZYrVZhcGq1WuTzeTnLWq3WqSbw1DyZvkP5EtV3gNFGHn3nNP75Ltp53686tUAipt1uRyQSkVw4GAzCbrePSHGqTSneM+bExPZ4TpXLZaRSKeRyOdkfRlCXWA5JgMPhUJQImPNwh9nrmgyq79RqNTkXWRO+CmA+OTmRXP8i9whNRRbOJIcUf5/PB5vNho8++ggWi+UlnRImNO12G/F4HOl0GvF4XByFbL6zPtDslO7v7yMajUKr1aJarWI4HAqDQ5XHMBqNN0ukFHsbnwOZUDMzM6hUKojFYnC73VheXh4pRNQxXnahVBYNExY2F06T6Ko2HA7R7XaRy+Xg8XgAPF/UQk0jk8kkSa66kVxlXkyrH11m0sYEmVt6yabkggOXyzXSmOK4tQoEJxIJJJNJbG9viw9xJJOHyWnfEw8usmTI+mI3MhKJwGq1ytJDvgd2JQkuv+uMmh+yy3puKEvE2O/1eoUVo+r9MplW9R3Jejo6OsLe3h4SiQSePn0qZ5bK6mKxdFqjv83MzKDT6QgTLBKJwGg0YmVlBYFAQGIME3iDwQC3241KpTKViS9wcZvAaWxi6vV62O12eDweRKNRhMNheL3eka3wanNK1Xhk43IwGEi8efjwoeipHR4eSgOD0klnPbd4diWTSbTbbdy/fx+VSgU//elPYbFYXmJdGY1GLCwsiA7cNOZAFwU2MMc0m83weDwIh8NwuVxYWFjA559/jmAwCIfDIfeNPsY/s6nQaDSENdfr9bC5uSmj3eVyGY1GA8fHx7KhPp/Pj+TNp31//JmZTAa//vWv8c0332B3dxe/+MUvYLPZMBgMRnS3DQYDFhYWBIAkG3Sa/GfSvkMf4JKd27dvIxqNIhqNwmAwIBAI4N69e0JuUT9rVS+63W6LHBvlJ8hkLxQKUhhzGRC1j7m8bvyse909pe/kcjn80z/9Ex48eICtrS388pe/xOeffy6xjRMLOp0OwWAQhUJB9kOclcxxnW1SeZ465RIMBnHnzh2srKxgdXUVHo8HTqdTmuFOp/Ol8W8yMtkALxaLyOVy2Nvbw/HxMWZnZ9FoNETCBoCAeLVaDeFwGPV6Hfv7+wIuc5z/xzStafSbfD6P3/72t/j++++RSCTwd3/3dzCbzSN+c3x8jPn5edFbZuwjEWha7E18h/FlHOyLxWKiSRwIBARsVRudBMvU+pu+0+v1sLOzg/39fTx9+lRy33q9LuxyMtJZ53DCqlwuo16vy3QM/ec0Uww8r/75n/8ZT548QaPRwM9+9jOYzWaZYiBQOTc3J75TqVRQrVZF539azqzz+I7ayCb2AQBOp1OWJi8uLkodRbIN8II0qjYV+HtKzTSbTTx8+BDpdBrb29uyz6XVao3oBrMhtb29LfnN3t4eWq3WCLDMRsOP3VPuREsmk/jtb3+L3d1dzMzM4IMPPoDRaBzBdejnLpcLdrtdJiw4VTpp35kKoBgY1S9jF1xl96nsrGw2i2q1iv39fVnQoTL+zgO8MaAxCFWrVVnYoHZWuQCtWq1iMBiITs80HTpXzZhYkOU3viSOumt8yGu1GtLptDD8yKZgQDoLm4ZGJjq1/dgJNZlMspkceA4CULMrFArBarX+6FboabDLlA8YZ9HMzMzIyBS3gPP72IyqVquiWZ3P50XTkz7DuEM7KwClMgiZfHs8Hum60ncoW0K2ULFYnNoON03tPl/UZ6D+DC5G4Zng8/kkuVSZE41GA5VKRZYbkknMOKROG3AJC8fIz3t2ceGQy+VCJBKRJQ5c4ECw22QyCTNRfY/T5kPjGuSTNhZYHDtzOp2yiMxqtcJkMglww0R4MBggk8kgl8shHo8jk8nIBAMbnJQyITBD1vF4k/O0pjK0jEajAJM2m03G0Vn8cSEfl47o9XrMz89LkTYtxsbOpH2HIA6LcZ/Ph+XlZVlGxs9cHcmkDmin0xH5kUwmg2w2KzJaZNY0m035fjY/W62W5NBk7pyl0UDtfkq1hUIhmM3mEaY8gSn6jslkEjCKP3MajGcIn6s3NfohgRmr1YrV1VUsLi4iGo3C5XLBZrOJtBWN/rC3tycTmbu7u8IOLpVKsly30+mMTDfwWe/3+wL08Rw7qwwEG+Vzc3MwmUwIBoMjvgO8mKIicMnpL6vVKvnSu3528f296TnNXIZs8JWVFQSDQbhcLkSjUVkAzkkVNScBgFwuh2KxiK+//lqaAvl8HuVyGZlMRs4lAnqUnOC51Ov1ZOqJ0hT8P2epoek3ZEUHg0GYTKaRz0md5rHb7TKJZ7FYZPfMNNib+A5jBokQs7Oz+PDDD7GysoJ79+7B7XbDZrPB4XC8pJnP+8285fHjx0gkEnjy5InEi1KphHq9jlKpJM+yuoyOeatGo0Emk5GpJzLQ2VA/rQyEel4x5vj9fuj1+pHJcTbv6TvEo7hwc1qaU7Tz+g7rVU7TffHFF1hZWcH6+rostDMYDOI3/BmDwUAmVKrVKh4/foz9/X3s7u7KQnCCvJRlIzFHvTdsFmWzWcF7KK1F3f2zxAHmybOzszCZTHIeqTk33zfJOMSkVPmeSdtUAMX8YOkoDPCkrKsFODcsl8tlFItFaLVaKZ7UjtJ5bgZ/lio3wWKPYI1aVJFpPK36oON2mYAffx5HqdWlDOpIvuo3HHEplUpIp9OYmZmRBQxMcN8UdOP/JyjDLqs6ekAWIpcYqWyyabTx8dnLYvnxi/dhfHKBSUuhUEAikRCtv7m5OSmw1XG5N73+mZkZGbvkAgd19I9JN6cvAExc6+i62bhu30WCxZS44bgdE53x5XXHx8dotVooFArY2dlBPB4X4JgJKTvf6kTBmwDe6pZdu90Ot9sNs9ksGqFq0c0zjMDitIA0rzIVsJm07/B8oqSWxWKB3W6H1WqVzc70XRWIKRQKSCaTUli1Wi3U63VYLBYAEFafOlWgyk2cJ6FncUdA2+l0vrTpnnFIfebot9MoX6ICoZPyHfoMmws2mw0ul0uaCyw6gBdyAc1mUxrU8XhcpqSSyaQsYDaZTEJ0YKFEYE+VSjpr40RlDhkMBrleg8Ew8rmoOT6fOXVEfNpMbT6+6esw52Ujx+v1wuPxwOFwyLJMModVQkyz2UQymUSj0UCz2cSjR49kCXi5XJZGJnMj5tH0HS4wUxtU52WHUx6DbNZXfVZk26tb76fN3qTGUuO31WoVthsbxw6HQxbYESRmvcLPnMzhb775Rnw576YWAAAgAElEQVSArE5OZKr3Z1wCgv/GnQzMnU+7uHfcmL8TsOFno+Y7xBNUIHAa7bzxho0onU4n00TLy8vw+/0C9KlyWsALYh+XYTabTWxtbWFjYwP3798X5jjZ3fQF9bxgjsHfM86wluf9ZA121kkqnrHcgzUO9qlxh/9n2nznvOeTeiYx73U4HFhdXcWtW7fgcrmERTwub8OpbzYhM5kMHj16hM3NTTx58kTyXuYxKhNYzUfVnIaTDSTq8bxSmcSnfa+cbjGZTFL/qbm3GmfVJZLnzc9PY+88UMxuscPhgNlsRr1el4d4fJSXW+OLxSJqtZpoOhaLRTx48AD1ev3cwAkTXZfLhaWlJQSDQfj9fgQCAQkkwIvOGgABnFQ94xu7HMCYgBkZKi6XSzqR4yzDwWCARqOB/f19JBIJ1Go1YUpUq1Xcv39/pIt5HiMLyOPxIBQKIRqNylIgbmslIEE2B5lh08CIeJ1dxIKXV5lOp4PT6cTq6ir8fj9CoRCAF9qOKtjXbreRSqVw//59bG5uSlJzcHCAVquFx48fv3ZD8+tMBSC5wO7jjz/G7du3EYlERPNL9Z1Wq4VkMolcLiesjWn2H5XBcBExmEkPWd537twRhp86ajQcDoUxnE6n8eTJE/z+979HKpUaWZ4yGAyQy+VGmlPA+Ys/rVYr4N7y8jLW19exsrICm80mcUej0UiBlkqlsL29jY2NjZHFi9Nm/OyAFwnqJF9bZVE6HA44nU643W4sLi7C5XKNJJAcm+NG7idPnuCrr75CJpMZWbpDBin95k3vG/MeMom5HIiLNNXP6Pj4GM1mE+l0Gvfv38fu7i6y2exLLI5pMBVcn+SZpU4q8IuTUiaTSfRZOQbZ7XYRj8fFfwgSP3r0SKRJ2GAE8Er9WPrWed4Dzy6z2YxwOIxYLIZYLAabzfbSZ0QGD5tn6XQajUZjKpYCqaY2VhgD3uS1VAYc84hAICDFOP+NE1BHR0dIJpNIpVL4T//pPwngt7W1hWKxiHQ6PQLcjUsP8Pc8T2hnfR8EEqh3uri4iOXlZVgslhGghg2RdruNbDaLdDqNbDaLYrF4IWO8V9Um0RQn6BcMBrGwsCC17MnJibD82VSgqbrUf/zjH7GxsYHvv/9e/r1YLKLT6aDdbr/ymsYbQUdHR+h0OvIe1HP3NO9JZdD7fD6Ew2GR2hp/LWqKkiBUKBSQy+XQ7Xanxm+A0SYBcPrPWd3nYrfbsbCwgLt37+LWrVsj+10YZ1hvs8ZVY8r9+/dlSor5MidZxtnkvE61nuef2+02gBfybnw/p31PZIN6vV4EAgGRPlCb7awler0eSqUSyuUySqWS+M605DtqHAZe7zf8Xk59mEwmuN1uhMNh3Lt3Dx9//LEsSiYBk1jNycmJTDtVq1Vsbm4in89jc3NTlvBS6owNg1flXvwz82OVTNFqtQSrU8+O0+Rwqu9wKR6bU1xYp5K62u226CDThy4K63nngWJ+sBS4/vzzz7GysgK/3z/CDCWgwoKm0+lgZ2cH3W4X9XpdXu9NbgI7RxTnJ0uDm2GPjo7QaDRkS2Kj0RCAcVoCx4+ZmlRetFGeRK/XIxQKIRaL4a//+q8Ri8VGdLVoOp1OGBaNRgMPHz6UxR2TYBKrhwvlUIrFIhYWFqTjxNFwLpnpdDoCNE67qZ/9RY1naLVahEIheDweeDwerK6uYmFhAbFYDFarVYI+DxiN5rl0iM/nkw3yW1tbopF+XhaEamqCw8KrWq3KSB0AiS8cl2m1WiPC+9OU8L7Kxru5k/w8WIjPz89jdXUVkUgEkUgE0WgUXq9X9LcIxFJXjcs3QqEQKpWKMNMZI866cOx11whAmGJWqxVut3skAWNixdFPxpxJ62VeJ+NnM+kuP0FisigcDgfW19cRjUaxtLQEr9crklUqw4oaoWxAm0wmAJBzitc8abkZtRBwu93w+/0jAAIA+ZmqZIoKWExbDBpniUzCCICYTCZpRkUiESwtLcHlcsFqtQqrUgXv1WVgjCs8L1TW+ThjeBLXrTL2CNqQZTNehKnyBPx/0+Y3wMtLwd7E6DNWqxVOp1PugdfrlZxGZXLzi/kzAHQ6HdEFJQiixpiLmvhSWWeq77DgVs8v5lxkOKsM6WnxIdVvzmoqO1LVzA+Hw/D5fPB4PDAajbLwUG28q9J+VqsVVqtVdPRZ66g7OlRWJq/3Vb8ff1+nNU5P6XQ6eDweBINBkUBSJ3/pN4yDBKamcSfMeJPndaYCfiaTSaRKmPc6HA7Y7Xb53NXpb+AFUEY9X3UCko0pNQ9+1fW+6s9qY+0855i6+N7j8cDn80k84TWy9lOlAFkHnGX/zLtgZ/181Ykoh8OBQCCApaUlhEIhLC4uygQDJ/HHSX0kQmQyGdH1bbVa4ksqueY0udd4Xch7O/7/T/MeOe1LQqDX6x05W8cb8uokhnqe3gDF57ThcCgf/gcffCBjU6ojAS/Yx1xwl0wmRax6UkkvAAFkKGlBQOb4+Fh0u+i8vV5v6se/f8guCvADXg747HRydEplip2cnAjjlwL7z549m3jRPRy+WLTIzZhqkcZ/44IZdYR4mu2ynh2NRgOn0wmPxwO3241IJILFxUUEAgEJ9rweHiQzMzOwWq0C2iaTSXm9SQZ+duK73S5qtZow5tUON+NSu92WZOsy2PtX2d6keDqtEQgJBAIIh8Pw+/0IBoMy7qg2iZhYnpw833arsnqr1SqA0QJqUtdNIJj65yaTaWS8m0WTymwmUDNNia9q44DNpM4rFhVmsxkWiwUWiwWRSAQLCwsIBoMC4FA7mg0GbnFmwkmwjUW5+vqTTjj5c4xGo8S68Z/B61QnKKZtFJM2SbCVptFohCm3uLgIv98Pl8uFYDAIm80mjQOa2vihtA01IdWGlMrWuojzgjk6pTLUc5S/8nxj8USZnGm0SYL1BM2oac2pBZvN9hLoymKWZxTPgVarJXqPnA5QG4ivAv4mYSp4aTabYbfbZXz9VTJgLLg5Bj+Ndp58R/2cGV/4rPr9fni9Xrjd7pEpXhW44XPLXII7eVgfq1Nt6nWpfnNWoPJ174dNBkoHEARWpS6YM/OMpd9MG0gMnO+8Us8jt9sNn8+HUCgEu90u0mvUfVbJCswT2u22TL2oTUIVLD4t2Mdf1SbDee4h/YZEHGJJ4xITapNBzcemMVc+i++oxBqr1YpAIIDFxUWZ0Kfkmhq/mXsSF2k2m0LGrNfrQsgk1nYWkHj89+clN/D+M87Q/8cxSl4XNZPVnQ8XOS09FUCxqn/VarWE0q2Oo/NQ4kKpbDaLeDwu3Ux2rs5rBGZIUbdYLNI1AyBMGrvdjmg0is3NTcTjcRQKBTlEb+zyAKujoyPMzc0hEAjAZDJhZmZmZNsl8ELDr1KpyLIFavdVq9URkPhNx/fpw6reH7e7Uvxcp9PBYrFgdnYWtVoNT58+FSH2abbLSNzoE/l8HlarFeFwWDri/X5fClcmwd1uFzs7O8hkMtjd3cXm5iaSyeRLo46TuG4mtPV6HRqNBna7HcVicYR5SNCoWq3KGE69Xp962YmLjrvqaO/W1haMRiN+9rOfCdhHUIZfnU4H+Xwef/zjH5FMJrG1tYW9vT00Go2XNNAm1WCgJAAbTk+fPhWwmIs4CNR0Oh05M8kemla7KN9hMQ28KDrS6TRsNhs++eQTAei5kIMa+bVaDdlsFr/5zW8Qj8dlYmr8GZ80QMxFQsfHx/j+++/R7/eh1+uxuLgo4CRjFBev+v1+FItFdLvdC1nqdtVtkr6jjndyr0E2m5Xiye12Y2ZmBk6nUwruRqOB3/3ud4jH45ifn0c2m0UqlcK3334rmrM/NpY5KWPue3JygsePH6Pb7QrLjLkzr6PZbOLo6AgulwterxetVkuaaNOUP0/qWWHNwmlHg8EAu92OTqcjtQwblvPz8zJ6/+DBA3z11VdIJBIjY/mv2rcwft2TNObJzWYTz549w9HRkTDOnE7nSIOB9R3HfqvVquj9T0sOdF6ggQCbz+eTaSOdToeDgwNUKhX4/X7Y7faRz5G11NHREZ48eYKtrS384z/+I9LpNKrVqrD7TkOSugi/AYBWq4WdnR05jyh3o4JBaq7DvR86nW5k6f002HliDs+k2dlZ/OIXv0AkEhEiFpuUBOcJ8nU6HWSzWZmYffToEXZ3d/Ev//Iv0og6iybspM+vwWAAjUaDdruNvb09aLVaLCwswG63j5xDZET3+305e51Op9T002Tn8R1Krnk8Hvz85z9HMBgcaVwOBgNhoVPSY39/H4VCAa1WC9VqFbu7u8jlcnj48OHIPpezXvuP/fksr0NmebvdRiKRgMFgwPLy8ojP8Pro/5yA4Xl8URP37zxQzO4DdfJYvI53INkB73a7yOfzKBQKovHKA+tNk02+jpowqR0DXgOB6X6/f2lSCzc2amqnk4xPo9Eo3U21K8iHttPpYH9/X4owtTP1pr6jdt3YsbdYLKLdpILSKitrWpe5XLaNM1eYNHPjqio7Q3mHZrOJWq2GQqGATCaDcrn8g6yJSRibU1xExgJQXfTJ92GxWNBqtVCpVKYq4b1s4+c9Pz8v43cWi2Vk5I5xRF2y2mg0UK1Wkc/n0Ww2ZfkpbdL3i2co9XBtNttLen0cU/b5fGi328jlcpLo39jkjKwVNi3n5+fh8Xik0ABGNfjUcymfz6NYLI5sjb9oEI1+odfr4fV64fP5xO9VFo1Wq4XdbhdGEPM1dZnHjZ3dVC1IxnoyKDkJNb6oiQ2iTqeDeDyOYrGIQqEgW70va1+GGh8pH0Dwkns9+H0mk0m0AfmedDrdyELPabBJMCrZwHQ6nbDZbMJwUs8jlQHMBar1en1Ec7Pdbsv5dNmTkSr7zO/3IxwOy2IsVe9Rq9VCr9djMBjI2DJHgCmDMw123nvDxiUZ59yj4vP54Ha7hWjDn0FiFuttxpZcLodqtSqNzbcV81W/CQQCiEQiI36jLtEji5jay9QYpWzGtNh57hP3uSwvL8syVZvNBovFMnL2A5DJhGKxiO3tbWETJ5NJZLNZIUS9bZlO+o5erx+JOfQRtRanv6jNTJ1ON3XErtP6Dj/b2dlZmfJ+7733hFTDiQW13jg+Pka1WkUqlcLGxgZKpZLooe/v78uU1FWQ/GCuYzQa4fV6RWuZBDOaep2UBjs4OLhQnOedBorVJJOJDjdtq4cQ2caUg+AyA9K7OV73pp16dRO0qoXCQ4fjoa1WC7VaTbpNN0Df5RqZNxydYrKsLh1URy9VoDiRSCCVSo3IBkwy4RkOh7Ll02azybJD+pLaiGBQ5WF7YxdnBEOo4xcMBmWESq/Xj4yq8aBiZzOfz2N/fx+1Wu0lsG+SY5gOh2NkvIvLORiDOAJF4IlL027iz8UYEx82pSKRCAKBAGw2mzQYVJ3ZcrmMXC6HTCYjRTm1rS+ahWAwGGA2m+F0OhEIBOD1eiVh4bQFfSccDqPX6yEej0sj6yJlgqbJ1BE1xnej0YhoNIpgMDii3Upd606ng8ePHwuzr1KpCGPrMpi6lHGyWCxYXFzE0tKS6D3yetlo8Hg80Gq1ODg4kOKbi7Ju7HxGgJifJWO9VqsVlqjZbB4BidWcdGNjA9VqVTRmL/NeqD4ei8Vw69YtadqPywNYrVaRW+FSPp1Oh16vd2nX+64Y44y68NBms2F2dnakoaxOa3Y6HTQaDdRqNZHO40Tk2wDqyVbU6/WIxWK4ffs2LBYLTCYTDAaDfI9Go4HRaATwvEabm5sTLW9us7+xHzbmMC6XS3RZY7EYQqEQLBaLPJfAC6CYdS7zX7V5qe7HeBumai1Ho1HcunULVqsVJpNJ/ESd0OCkJ58Hs9mMRqNxk+/8gKnSWYFAAOvr6yJlQ41qxndVrrPVaiGXy+Hp06fiK7u7uygWi6+dVrgsU/P5WCyG1dVVOa/0er18z8nJyciUKXEm9T3f2Kip+sSLi4u4ffs2PvroI5ECVeVhVBZupVJBMpnExsYGCoWCyHKSDHpVpF1V6duFhQVEo1HJY8a1z1WiYqvVQqfTuVBS4DsNFHMc32azjTAtDQaDaJ3RQbjopVqtSlJMYId6N2/qTEajEYFAAHfu3EEoFILT6ZSDBwBsNhu63S5mZ2dFG3laN8a/LaPO1traGiKRCILBoOjeqKw5AALKqttu2REny2JSOrNarVZ0tgkAcGxuMBjAYrHIOFez2US9Xke1WhUmx41djLHYDgQCiMVi+PTTTxGNRoWFzkQSeDGG3Ww2USqVBOjb2dlBtVod0UKfJEBMn6a/kuXT6XTgcrmk0cBrq1Qq2N3dRT6fF6bqDdA3WeMIeCgUwurqKj744AN88sknCAaD0hlnckAG+v7+PhKJBPb391EqlVCr1UQS4qLuDQsiagl2u13kcjk4nU58+OGHco0qU/7rr7/G9vY2Njc30W63b9igEzBVB9LhcMDj8eCzzz7D2toa7ty5I8UsE0Xq+OXzeSSTSezv7yOTySCbzaJcLqPT6VxaXqE2yRKJBIxGI37yk5+8NJ3T7/fx5MkT7O/vi6RKqVQaWWx3Y2czavsajUaYTCbYbDa4XC786le/wuLiIsLhsMhVAc8L8l6vh3w+L4QJNsFbrdZbkUFjLrW3t4fZ2Vn8/Oc/l4KQReFgMMDu7i7K5TKy2SyePn2KRCKBVqt1k/+c0UiusVqtWFtbw8rKCjwej8gNLS0tCeNvOBzdjdFut5HP52VJ0NteCMefvbu7i9nZWXz55ZfSMGHeQ99izvz06VPs7e2hXC5PHbvvrEY9TbfbLQvs1tbWsLS0BL/fL2w/NgsZ781mM/r9Pg4ODtDpdGQM/yrJLA6HQ8TjcczOziIYDL7UaDs8PMSzZ8/QaDTQaDTw+PFjxONxlEqlG7/5AeMCO6PRKPnLp59+KlNqgUAARqNR8l/mPQTPHA4HyuUytre3sbu7K/X2VZoYYT4Tj8cF1FQBTMpofPfdd6hWq6hUKnj48CGSySQajcbUSU+8zugDnFaMRCL45S9/iVgshnA4LEx/g8EwApSy2cTmcjgcxj/8wz8gkUiIvM3h4eGV8Rs1d08mk0IAIVmUciX1eh1/+MMfkE6nsbe3J82Si2TTv/NAsTqKyZFqg8EwMrYGYGSrJg8wMkYnscWUTkDWFX+vbgom+wqALF24Kk48LUY/oZYZ9af0er10/1TpEoJo6qivyj6fNCt0bm5OknLVf9SCmzpa0zZy+baMDSmys/R6vYCw6oijCrZSR4n+Msmlh6rx9bRa7cgiNPXvVWkUApOU3XmbRd67aior1GQywWq1wm63S1E1GAyEWaA+44w1Wq0W3W5XFgNd9D1iksLES11iB7zwMU5X1Ot11Ot1YTq/TXbQu2RqkcWpEpfLBZ/PB5PJhLm5uZH4wu9XWU8cpb4s8EyNeWquw7xMPa/IGqpUKshkMi81z27s7DYubcMmAyeSCBLzGeeklOo7bEa/LeYNmaFkYLHBwDNLlQCrVqvSSKNm8U2j6vSmyk6QkW00GuH3+2XMXqfTSX3Cc4Gkln6/L37EZ/9tfvasqyhVQt+h7AqB7l6vh3q9jlQqhWKxiFqt9taZrVfdVD9RCU8Gg0G+jEajgPKqVAlJLs1mU5ZKTWJqdxKmTnrR50kOUnOg4+NjWfSZyWRQLBZRrVblGbixVxtZ/jabTc4gAvCssdVJ2HGfYMOh3W5fuTpFZaOrbFDghe+opItarYZ0Oo1SqYRGozGV5xXPiR8iI9E3KO3o8XjgcrlGJqrVGls1Pqd8XWJsJNBdlaaUGnOofEDpFZ5RbMgeHBygXq+jUqkgn8+L7MrNMrtzGjuZg8FARh0omD5eVFGDaG5uTjo+qvTEJEBiFmhkX3FchYlMv9+XB4I6lVclAE6Lqaytubk5ZLNZrK6uCnDMoMSuH8fWjEYjDAaDHAKTBv7UgNZqtdDtdsV3VIYzQabZ2dm3zuaYBmMRy8KVCXM6nUY0GoXJZBpJFNgooq8AzycNLpKxy0OIG6SB0SYaD1P6DLcIX5XE/V0zFk58fslQYVLQbDZFD5J6ZycnJyOgMsfAL0MWRKPRSDNDBRBYcB8dHcmYerPZFFkVdYvwjb25MS9ggUUgj2OaHAtXG88+n09GGvnv1PK7LGMRoNfr4XA44HQ6R84sTjtwJLBSqSAej4se7k0MOp8x7rPBvLCwAJ/PB6/XK7s6VFau2kDgWDABs/Hm92Uap6n8fj9CoZCM8B4eHo5MNPT7fVQqFWxsbCCbzU7tMtY3zSXYyJmfn5fPLxQKCfChAsD0m0qlgnq9jk6nI42Jubm5t/75U/MxGAyK1ixjIPMd+k+1WhVWaLlcfqs6uW/Dzuo340Ax6w91io1xRiWykI3baDSQTqcRj8eRSqUEYL0K02uzs7OylFr1m16vJ1ro/KrX69jY2JAGFRsMb/s9XKa9DuwbJ8qxZuYuDk6NqGQIlZDFpgL3uBwfHwuTmwtw37apz4PL5UI4HEY4HIZOp8PJyYksnVfJQa1WC8+ePUMmk0G9Xj83o/4qPDPntXGQV30frK/ZmHQ4HAgGgzCbzdLAUfdAqaQ9+gmJB3t7e/LZXqXahNdMia1IJCLT7DxDiUVyyePh4SFarRZSqZTsADjvezmN77zTQPFwOMTc3BwcDgdmZmZwcHCATCYjBTcLdHbEa7UaUqkUarUa2u32xLs7x8fHspQjFoshEAhIEOEhqdPpRkYBbzqTl2/D4RDtdhsGgwEul0sKk06nM7LQ7vDwUEYBSqUSUqkUWq0W+v3+hRRU8/PzcDgcWFtbQzQahcfjkWSXEggnJyfwer3Q6XTodDpXQrfpXTUeSGTCkcXkdDqxsrICs9ks/64mPZR4aLVaIndzUcANEzOr1Yr19XWEQiGsra2J3iCnG+bm5mC326HValGr1WSJ541N3tQimxp9NptNOuZkogMY0XekFpeaNFz0+UBNMMabpaUl2O128Sl2vdl4IFOCMfDGJmNqs5n3vtVqiT4ZALkP9C0mj3Nzc/B6vcjlciMyOJdxzdQ55dIaLmD1er2S7PN9MR8bDodSHNzIBpzPWLSyMO31eigUCnC5XBJHAMgyU7XhyQUw3W4Xg8FA/v4yn2dev9PphMPhQCwWg9VqhV6vF7kMg8EgzTVeN/D8LDMYDBeWh72rRpIKF0sFAgF0u11kMhlpfFut1pHGOGskMo91Op00Ft5W7ULfIYM+FouJBqrqOzxLyQxlvGQD7sZ3Xm/cy/Hee+/h7t27UtvOzc2h2+1Kna1OHx0dHYmOtUrK4mf9tj7z8ZizuLgo2sSBQEAWHVIH/eDgQKQqKbPC52La/OZ154NKyjs6OpJmNf2HzyRrbZIP+H8AyL6FTCaDUql0YVOY5zHGTpfLBbfbjUgkItr/TqdTSIgnJydoNBrI5XKIx+NIJBKim/smjamr8Bm8iamT2ep7YbwAIL6hTimy7hjfd8H/C0DILP1+H+VyGfV6fQRQfpumTnx5PB74/X54vV5ZIMtJQeY3xWIRDx48wLfffot0Oo16vS7P0nnPq9P8n3daNZsP3ThzTt3Yq34fgz9BEjW4TcroGHQCtdOqMjduZAPenhEo7vf7MBgM0s0a/x4yw9nlYeJzESOaakBxOByw2+0vLYoa/5lX5RB9l00tmHjvWWyRNTfOvuEiDzJ8L3psZHzZCAtuXh8PTb4PTlHc+M/FGRk3h4eHIiXD55tFLAAZySc4TFkQlbVy0bITlOJxOp2yBFGn0wnjmfGH5yeL7ptC+2KMQBhtXIIIwMj96Ha7IhdymfIBvC4uwlKX1HAkkw00siaazaacvTc50JvZq/zCaDSKPBI/f8Z/9QzgiOPbBHA46Wc2m0fiDplEbIqQoUjJG44j3zQ6z2c8g9jIYf3EkXHVZ4BR5jpZUaqM3mUbr0f1HYJ8zHuYzzNvq1QqI6zoN2FoTZNxWsFkMsHtdousjbqUS40vai3N/zs+XfW2ABzmOgaDAVarVcAag8EwIrei5vGFQgGFQgGVSgXtdntq/eYsZ4S6dJ31EkFixhoafYFNcBITSGBgk/Ntgn5qU5bxhr7DWKjqzPZ6PTSbTWQyGeRyOdRqNZnivMl1XjbidswVKYVFHI8g8TgjeXzigQQXVS/9bZs6vcNpUXXhqiq/wvy4WCwil8uhXC5Lg+Gim7LvNKO43++j2+2i3W4LY8Xn88kYCfBCb1ENVNTyowbXpApejsk1Gg3pQDFQnpycyEbyUqkkSzjICLmxyzEWHqlUCjqdDu+9957obZnN5pFgxcVgPPja7baw6SZpTGCA54ktt++yIzs7O4ter4dutysHEBnRfE83Nnlj8qImKpQKoHQJv0ctSLLZLBKJhCw/7PV6FwaIqEUdtZ0I3phMJklODg8PkU6nUavV5M83hfbFmEbzfDmH0+lEv9+XLckmk2lEa5YFB0fu9vb2kEgkpJN8cHBw4ddJoMntdsPlcsmUhcPhEN/RaDSoVqsolUooFovI5/Mysn4TeyZjvBd6vR6hUEiW172qaagu4U2lUrLwolQqXdqyIMYcrVYrIDHjosPhQK/XkzPt4OAAtVoNuVwO3333HXZ2dpDJZKZu9HvSxhhiMBjgcDgQjUZl+WEoFBrZLM8cl40rrVYrRQmLkcsyNe4QsDEajcL0494I6u43Gg0UCgV89dVX2NzcxMbGhoyWTmOj4bzvVx3fJeB769YtRCIRLC0twePxyPlEI+ufk23z8/O4e/cuyuUyKpXKpRfjKmhDDXe73Q6fzwePx4PDw0OJlZQ/KBQK+NOf/oStra2XfGeaQL+z+o3a4Ot0OgJ2zc/Pv7IZBUDyZZfLhcFgAL/fD4/HI5Il5XJZlpNdprEe52Sd0+mE0+kUhh+bZ5Sf4Dj77373O+zt7SEejwtgM21+A5zNd7gwlQA7yTJkhJKAQCPYR2ZuoVCAVquVGENii7pH47JMlUbQ6/VCxvF4PHKXjRQAACAASURBVAgEAvB6vdJYAIB6vY5isYhMJoM//elPyGQyqFQqgkNNI7nix5oMKsNYXbpeq9XgdDpHSFiM/fwz/SgQCMBisSAYDKJWq2F+fh7VanUkv7zoz/xV56BG82IPhMlkgtfrlXjj9XrhdDqlCX54eIj9/X0UCgXR0qce+g99dpO0dxYo1mg0MJlM8Pl8uHPnDlZXV7G0tASn0zmyKIhFFeUfqHvDJSpv6kTjB5DP58PS0hJ8Pt/IYcprKBQK2NnZEd2RaQsab9O0Wi10Oh3MZjOWl5exurqKW7duIRgMwu12v5TwAJBCTKvVXsjyJrVgCgQCuHXrFhYWFhAIBMSX2XCo1+vI5XKo1+vodrtTWSRdprETaDab4ff7sbS0hPfffx+Li4vCmhtfSKYK1bvdblSr1Qtjhmq1WphMJng8HsRiMQSDQQQCAWEVs6tKhnO5XEaz2ZRxzBvfmbzRFywWC7xeLzQajWx+drvdI5t71bODyz/m5+dxdHQEi8VyoUCxyuZzu90IBAIIBoMIBoPwer2w2+0Sd6jvWKvVhJF1s/V7sqbqPjocDoRCIYTDYSwsLIiMjJqMcqEKWQrcJM4JK3Wk7yKulQkwE/RQKIRoNIpwOAyv1zsyRtjpdGSpUaFQQK1Wu4k/EzDVZwjYkC3HM2ic9UnWqMPhgNvtlpjU6/VEyxi4mMKEzQUuAjIajQiFQvD7/VhZWUEkEoHP54Nerx8ZYe50Omg0Gkgmk8jn8y8tbL2xs9lwOJQzil9seqssURrPNKvVCgBS9GazWRQKBQC4cLILz0ruCjGbzVhcXITf78fy8rLEHebqBP64fDWZTCKXy43kPjf+8+NGoJhSapx0IuvzhxjlnHBT63O3241Go4Fvv/0WqVTqUrTpGR9nZ2dhsVhkSWwsFoPf78fq6irC4TA8Ho/sZFD9plqtIpfLiS6xCvbd2KtNnQApl8soFArIZrMwGAwjpJtxYI3sc71eD7fbLZIlWq0WlUoFh4eHSCaTKJfLE52a+iGAT112SKkeNmPpO36/X6R6mCdTMowLHNkUeduyK2/TxqUmxv+NOF2320W5XMb8/DySyaRoz6tMYeDlCQY+u/Pz81hdXZXcdGtrSxbequTMN407Kkli/H3Qj7nnxe/3w263i+yEz+fD6uoqvF6vLHns9XrodDqysJc1+mVOB54aKNZoNDMAvgGQGQ6H/1aj0cQA/D0AF4D7AP6r4XB4eDGXeXajg1Dzkd0do9E4kiCrYDAPPbLp3hQopmMQULLZbHA6neIEanee1PJyuYxsNiuH7rsQOK6L7/BeGQwGKZLsdruMrqkPPg8Qsig0Gg0ODg4mXuAymeFBFAwGhSWhalmrQDFHoK67vvVV9xvVXywWC1wul+hxqoUVDzp1dIrsQHXp4KSvjcxhNqjI5iMzlB186rMz2b9oKYzLsKvsO+o4lNlsRjAYRDgcHjkPVLCYfkOA5Pj4WMCfizD6DvXynU6naK8xMVM1Him7w4mK674t/ir6DnOJ+fl5GQ33+/2ioa82MdWRO71eL0UY2RYXOd6r+o7JZILNZoPX64XP50MkEoHH44HNZhO9PsquMBlWm/TX0a6a7/B+cFxXXXTIcU31syawbDab5Yuxhq91UWcDr40MG/qO3+8XwIZFIQABHCivUqlUpPC7juysq+I7jN2cslRlhn7gugWkZT5ssVjEdzg6TJt0fqyy+vhznU4nfD4fAoEAwuEw3G63xB0VrFJ9p9FoiO9cp/znbfqNKrtGuRc1733FtQJ40ZCy2WwIh8PQ6/UC2JfL5RHglabej/G49TpTz0b+yjio0+lkQazL5UIwGJSY43K5pFFCrVPiBJ1O5yWw7ybm/LiR7ckJ3GazKcQmLgL/odyEeYXNZhO5x0ajAbvdjoODA1nyrkptjf9s9Qzj3419Hq/0FfXf6TeUsmHN5/P5EAqF5FfiBjMzMyO7Jfr9/sj08XUFiSftOz/0/tVpJzZoKBPUbrdl5wJxmPFmA6Up5ufnEQqFRvYz1Gq1EcCVE+Lj8Z++w+n/8edcBYfH5bwASP1PAofBYBDNfI/Hg1AoBLPZDK/Xi0AgAKvVKvs7uGOCEoTcHXGZNdZZKs3/FsBTANa//Pl/BfC/DYfDv9doNP8XgP8GwP854es7l6k3qVar4c9//rMg9kx6AMgSMIpF0xEsFguazSYqlcobP7wEkqxWK95//32srKyMMIC0Wi16vR5qtRoeP36MjY0NbG5uolaryTKy6xZAXmHXwnf4IAOQjuf3338v4Ij60LORMDs7K4dWt9sVH5oEg4K+aTAYEI1GRSCfyTulJfr9PjKZDB49eoSNjQ0B/d6BhVJX2m/YJeYiMgrLc1RE1bXm4dTtdoVBx223XNygJjBvYvTB+fl5+P1+Ge8j4BcKhaTY7na7SCQSiMfjwubr9XpvfA1XwK6k77Co5fLD9fV12O12Ge1+VVJKdjo1ODm+1mw25dya5HNOsIjgsN/vRyAQwOLiIu7cuQOj0SgJU6PRQLlcRrVaRbPZRLfbfel9XEO7cr7D5NRgMCCdTkOr1eLu3bsvMYkBjACAjDvclKwWs5P2G7Upzmamx+NBNBrF8vIy/uqv/komGQAISENdYvoO8KKgvIbn15XwHX5uZE8Oh0M4HA5UKhVsbGzA5/O9pFEPQBpAXM50fHws+YZOpxuRc6APqT/vLKb6LeOcTqeTiQWXy4WVlRUsLS3hs88+E+1TNuUJ1nS73REGItny13D8+0r4DvcnqHI2nGTpdrswm80jRfhwOBQZk16vh16vB6PRCJfLBZvNhna7LbGGPjUO2vwQwKb6iBrPVGYzc2STyYRgMAiHwwG/34+1tTVEIhHcu3dPfIcMLVVLfzwuXkPfeWt+w8aA3W6XZt84WENgXm00GAwGDAYDuXecMKE8SCKRkL0M9BveE9ZFnMJVdw7RR1RtT4I0BHH4xakFNutdLhf8fr9MkX7wwQcyxaU2xcc10NX3eHNend74nGm1WlSrVczMzCAQCAB4+bnn32m1Wng8HlkEzeWUtVoNq6ursFgsSCaTUofRP+g71BEm2DbuO2R6quRBlfRDrWq1kerz+eByuRCJRKQptby8DLPZLGQOgpwk43AaUMUUrqFdmu9w4p/nPvPFo6MjaQ4zd2H9S7/hPZiZmUE4HMbs7Cy63S7u3LkjsifhcBiVSgVPnz6Vc0FdhjscDqHT6eB0OkX27+joSGIJ8HySxmq1SjxQ63pKsBmNRmmEG41GkUSKRCIiIxcIBET1gDIt7XYbtVoNjUZDlldPOn//MTsVUKzRaMIA/g2A/wXAf6d57t1/C+C/+Mu3/D8A/idcAbAPeNGB6Pf7sFgs0kXgxkyPxyPJDh2LTsGb3Wg0pBv+Jl3C8U4EA6PqTOxsDwYDYUK/K/pq18l3eDAw+LjdbjidzpFRNTVRJSvw+PgYMzMzsNls0Ov1I1uf3/T+kVGojqET0Obhwk4lDzJ2La8zI/06+A07491uVxIMTgKoiQ6/jweLyWQSVi+7i2pjYRKsBPoKx2x4QLEpxtenntrx8TFarRbq9bqMb11Xu8q+w5jPZCefz0t8WV9fF3Yov5esy8PDQ8zOzorsABNN+hvwYrHim07BMOaYzWZh2TgcDhmFUn2biUy5XEY6ncbe3t61ZqRfVd9h0X18fCzsuWazKctW3W73S6CxyozQ6/Ww2+3yfeOsG+q/nfW+jTc2GHesVqtMT5FxoxbrAGSxSz6fx+7uLjY2NtBut6/tIs2r5jtqw5BsG7LReR4BGGloknFJH1PBFACyv4PALIE6Mlx+7J6p4PU444bXodPp4HK5BLQJhULweDwyiaPm0v1+H4VCAYlEApubm2g0Gpc+kjkpuwq+w3ODI9UARhapElThs8k8gg0ip9Mp98nr9aJarcLhcEhOSuYpJwa4xIoFP/Mj/ozxJihBSZ5PakzkOC/1HcPhsEiVcKJCXSil+s7W1hYajcbIMvHrYm/bb9gsjsfjeO+992A2m6X+IPDGmK/mJfQzp9OJWCwmOcZgMJCdK8wjVB1klTlOwIa5EZmb/B6eb8fHxzCZTJKj08cODw+h1+sFKPb5fCLnRMkdlTzE6yiVSkgmk9jc3BTfvW5MYuDt+Q7r7FarhXw+j83NTfh8PokTwChpizGAX5ywXVxchMlkEmY3JztnZmZGCDtsSHPXkN1uRz6fl+XznOzk99CHiQU4HA4h+3Ey5+DgADabDXa7HQsLCxJzfD6f7GMguEw/5I6aTCaDeDx+kyef0U5OTkTmZmdnRxi5d+7cEXkPNorGp7/5OTO/WFtbQyAQkHwmlUqhVCphdnZWJrLZ9Ox0OrDZbDAYDHA6nUgmk8KC55LUZrMJq9UKl8sl2M/R0ZHIfDmdTllseHBwAIvFAqvVKlMLgUDgpeWHwKgOPPeXFYvFS6/PT8so/t8B/A8ALH/5swtAfTgc8mrTAEKv+o8ajebfAfh3b3KR5zECxbOzswIUd7td5HI5GI1G0eyjU/FgY1LMbtB5Kd4qCM2DS/03Gkeg2DklU/QdWqZwbXyHwAwXpAwGAzidTgAvEmayLNSO9DhQzCTnTVhRTIJVuYLZ2Vn5Ug8gMlu5FIuH43UGinEN/IZBvNfryX3i6L3aDFKB4pmZGQGKKT9jNBpHCm/Gm7PeO8YV1W+YHHFMSu2WAxjxT2pnVavVa1cwjdmV9Z3h8MUizE6nI4c+WXEEAnkvj4+PZVkHl2VEo1HR06rVahIHOMlwHrBP9R2O1VHuxul0wm63S3N1/PyiZFImk8He3t513/x9JX2HnzkXR+l0OjQaDdFmo2a0en9UEJhJLGOLOg4JAPPz86Ir/ap7N+5P46wxfjHmUOOWjAmHw/HSSDJ9J5fLYW9vD48fPxad/2vqP1fKd5iDsrl8cnIiDD6OiI8DtgT6VZamzWaDRvNcO7jdbstZxfPMaDSi0+lIrszX+6GxceZPKtjHZobRaITH44HX60UoFJL9ECyeXgX20XdY+F9TgsWV8B0CeGQKs1AmiAJg5B7Tb+bn5+FwOKSuCgQCaDab8Hq9QoLhyLVWqxVw12azAXg+XcAmwMzMjJBm1DyXJBo2MMgUI4OZuyKCwSAWFhYQDofhcDhGmgy8/n6/j2KxiHg8LnHnmmpbv1W/OTk5QbPZxN7enkgdcTKEYIY6uaDmntTbZ83kdDpxcHAA7nvh/RgMBmi326hWq3K+uN1uAM8X/bLBNDc3J2CyTqeTc4Q7HUwmk8j1DYdDVCoVAfvC4TCCwSAikQgikQgsFov4GEFuNu3ZYHj69KkAxTfn1elNBYpzuRw2Nzfx5ZdfYm5uTppIx8fH8tzy/6h5Lu8n40u9XpfaikAx2aesaxwOB8xmMzwez4hvEtgtl8si1ac2r5i/+P1+8Z1cLidLD6PRKLxer0wzUP9fjTlskhWLRaRSKQGKr2OD4S926b4zHA5FUnNnZwd6vR7hcBhra2uC4akYCc8PtdZlnHC5XLK09ODgACaTCQ6HQxoPnU5HpFEqlYow161Wq+ROJGhYLBakUimZoON+qKOjIwQCAdGuppREoVAQIkU0GpXpKU6OqpKCbHRxwr1YLKJUKl16ff5aoFij0fxbAMXhcHhfo9H8zVl/wHA4/A8A/sNfXuvS3hkTWR5iPp8PRqNRFqmoIB6TWt6Q+fl5Yd795brPXHiTKcgthoFAAH/9138Nt9stP5/jODxkqIdrtVqlq3Gd7br5jsoobrfbyOVyePDggXQpbTbbCBuKxY4K8tvtdklE1S7oaY1ADZcfejwe+Hw+fPHFF3C5XDCbzRJMZmdnpTDieJVOp0OxWESr1bqoj+nC7br4jVqIm0wmOJ1OEd2vVqsjywb5q8VikUSEh1MwGMRwOBTNKnazTwPY0Mhw51gUi+0vvvgCNptNtsezA6pqy9GPM5kMarXadU1cAFwP3+F9JbDmdruxsrIiXXF1UzhBQBbg1E6v1+tS0GcyGbmPbFSocUdtWKg+pTajODrM5Yc+nw+ffvqpLF+kPqjJZJLXI7Co0WhEW/A6LwK6yr7D3ISSVIPBQFjBHNvlPeZ91ev1iMVi8Pl88Hq92N/fx/7+Ph48eIB6vY5Go4F0Oo3j42MYjUaUy2XJOVTWJwsmNTkloKPT6STBZgHv9Xrx4YcfCttZ1Qhl4UdQ8fDwEHt7e8jlcrKwg0DUdfKhq+g7BDaKxSJ6vZ48v8yDqdmqXIOcBRaLBR9//DFWVlawvr6OdDo90gg6PDxEKpXCyckJ7HY70uk02u22FGKMZerCOfommX12ux3BYFCAaO7wuHv3rvjO4uIi7Hb7S7kXfScejyOXy6HVal1bbfSr5DuM6/V6Hbu7u8hmszLavba2JveDuQYLcrJHeXZ9/vnnWFtbw/vvvy/SRNVqVXwnmUwCeC41sL29jWazKa/L6U/m4myGajQa0SAOhUJyLe12W/KbtbU1mZyi7qPJZJL3p/pkIpEY8Z3r1hy/Kn4zGAzQarXw3XffodFooFKpCDuOOvpc6kVj/XJycgKr1Srnh81mw8cff4xPPvkEjUZjZG8GY9nMzAw8Hg+MRiNarRbC4bDU6vl8Xl6f+qMARM5mYWEBwWAQFosFrVZLpqZisdgIiERixV8+J5na7Ha7iMfjyOfzoht6HUHiq+A7R0dHqFQqePLkCb799luUSiUBX81ms5AT1N0cbDABLxbJ04fcbje63S7S6TSazaZI6PCs6HQ6I4SuVquFpaUlAM/PlL29PZEKJVB8eHiIhYUFuFwuxGIxYYYeHBxII9Xr9Uojkyx0VQudspTtdhs7OzvXfuHq2/QdfqbVahWbm5s4OjpCOBxGIBCAVquF2+2WGtdgMAg4OxgMMBgMZKLg5OQERqNRzju73S7TAgSKW63WyMStVquVJkC73catW7ckNjx79ky0+Tmt0O12EQgEBBCm3/E6yFJnXkMWPRupR0dH6HQ6wmze29t7KyAxcDpG8U8B/GcajeZXAPR4rkfyfwCwazSa2b90EMIAMhd3mWc3AjgA5CFVdWnGv9disUiiarVaJUARiDuNsSNOkX6LxYKFhQVZqBCNRuVQVDePs/tFHZJSqTSigXSN7dr4DgFaMmj8fj9sNpuwdQkGq99PYJZdzUajIZuT1SDzuqKXBTl9Ry3mAoEAIpEIbt26JWMMDHYMUlwmValUUCgUUK1Wpat1HQ8iXBO/IVDMZCEWi4mGtArMMYllEc6udSgUkiZVs9kE8ELzT21g8f+OA3D0Gb4mYxZfOxQKYW1tTcbuONYCvGDVdDodVKtVFItF0b295kz0K+87KkDrdDrh9/uxsLAgzQR1PBN42W/6/T6CwaAALmQj6/V6FItF+Rl8/vV6vTCTVfCYI+lsJNCHAoEAgsEg3nvvPbkmNqjUhJ1LEIvFIvL5/EjcuaZ2ZX1HjQkEaU0mk3yp8gGqkRnqdDrlua5Wq8IM5dnmdDrR7/eh0WhgMBjET/R6vbAu1MYnJW3cbrcwdXhm+Xw+rK2tSbFEdhYlA7gMqF6vo1QqIZvNSuy5rmO8uIK+w2Yg/YYgHvAC6B9fgshf6V8A4Pf7pfFAmRza8fExfD6fTNUEg0HxxfGN3fzixB4XuZjNZmi1Wlm0urKyIr7DuENpFBb99J1MJoN8Pi8LsK5p7LlSvsO8oFgsYnFxUTTpuVTHan0uSan6jjrqy2a1VqtFMBiUheL1el3qL8YCMo/1er0wwwAIUMPpG/7Ks2p5eRkejwcWiwWDwUCA4kgkIq9N0IbNLuY8tVoNhUIB6XQauVwOpVJJgJtrZlfCb8j6TSQS8gyur6/DYrHIyD2XlREMUWUF1MYmCS+9Xg8Oh0NGwDlVtb+/D41GA5/Ph3q9jlarhXv37kms83g8kperfuN0OgUQJvP96OhIWMb8fwBGlt3z/VBeK5vNit+Uy+VrCxTjCviO2pTa2NhAtVqFx+PBhx9+CJPJJEAtzy613uH/B57HHoLJs7Oz8Hg8sFqtIj3Bc6dSqUCj0cBut8sitLt378rPMZvNUoMzLzo4OJCm6sLCguQynG7gwmdeD1nE9PvBYIBms4lCoYBUKiUSB+rizGtob9V3+Ky3221ks1l89913ohTw4YcfyjTB+IQd5YkAjNRYJIXOzMxIM505L2t4TknodDrUajV0u12sra3JmcLmJM/KwWCATqcjkn0+n0/qcGJNrN9UIFptLhwcHKBWqyGXy2F/fx+5XA61Wk2u60oxiofD4b8H8O8B4C/dg/9+OBz+lxqN5v8F8J/j+ZbD/xrA/3eB13km42gbEwV+4JVKBa1WS8ZW+L0ajQYulwvA84Nhf39fuo0El08D9pFhw+KfWigLCwtYWFjArVu35JroEOx0NRoNFAoFJJNJxONxGcG8hgWT2HXyHSYqDocDgUAAq6urI1ubeXAwCVGB5ZWVFSnWKaTP0SkKmgMv9KrHf8/Xou+w+F5YWMDi4iKi0Sg++ugjGAwG0RxkMqyCxMlkEltbWygWi5JoX0e7Ln6jgn2xWAz37t0TrSEmC+oBAEBYxTMzM1hfX4fT6YTFYkE2mxUQblzvkYcZYwZ/trpB1ev1yhiM3+8Xv/n444/lcGSiziSGIPH+/j62t7eRSqXQaDTQ6/WuawJzLXxHTXiDwSCWlpawvr4uz/erzhoyxsmsW1lZgcfjQSAQQLlcRrvdlsKKWo4sclwul8jRUCOffmixWBCNRoXFQd2sSCQihTsLKvoRE+hGo4FMJoOdnR0kEgkUi0XU6/Vr26C66r5DH+CIr9vtloVRKrPvVc0kMsWZRDO3oK7rwsICms0mtFotvF6v+E4gEJDxTTUGcTLi9u3bwnjn8sxAIICFhQUAz/MptUFFZlaz2RTJib29PWQyGRQKhesK2FxJ3yGjmPp6/JW5BhmgLKbGpxBmZ2clJ6K2H+MPi+nDw0NEo1HUajUYDAZ88sknAugajUYZ3zQYDALwejweuFwuvP/+++IbWq0WLpcLHo8HHo9HQASOf7MpzjH0fD6PeDyO3d1dJJNJpFKpt1JATcKumu+wKZROp3Hnzh1EIhG4XC5oNJoRZrjaeFB9h9JFGo1G7jUbi8x7Cd4uLCygXC6j2Wziyy+/lPyHy4IouXRwcIBisQiHwwGHw4H19XWp8yhhYbfbYbFYpK4iy284HIpubrvdFmb89vY2EokEUqmU5DzXyXeuit+wPnr69CkKhQLa7TZu374tEyQkWzHeqEQXEioAiCwaF5YxR2I84eLo4XCIYDCIRqOBVquFL7/8UvKbRqMxUouz9mcTPBqNAnh+llKCkmcX4yV9mnlyv99Ho9FAMpnE9vY2Njc3kU6nkU6nr63M1lXwHcb4Wq2GP/zhD8LaXVpaQjgcFk3ao6MjuUdcWAa8GMsHnoP7jC1cQEhQjmS8QqEAAHA4HCKn89lnn8k9XlpaEv/kpHCr1RKJSb/fL00unluqDKQ6yUc2aKfTQaVSwc7ODra2trC9vY1CoYBisXht8Z236Tvq50v5vd/85jdwOp0IBoMyvUbwn40n5sw8D1TfYV47HD7fUUYQl7VPv99Hs9nEcDgUac9+v4/19XXBeEj0YQ3HpiolKthMoGQpzy7W/OrixaOjI4lt+XweW1tb2NzcRCKREJLHZTfET6tR/Cr7HwH8vUaj+Z8BfAvg/57MJb250RE4nslxBavVCrvdPuIY/OLDz24Ul/gQsFXHIccZGGR8sTu5urqKWCwmrxWJRLC8vCw0c3ZDeLjlcjkUi0UUCgXk83kUCoVrNwZ1RrtyvjP8y+g/2dzsHJ6cnODzzz+HzWaTBxwY1Zk2mUzw+XyYmZnB9va2iN3z4GAyodFoYDQa5edR449dSavVitXVVdmAOTs7i6WlJSwvL8PhcIjvUCNQq9WiXC4Ls2Z3dxdbW1vS3HgH7cr5zfHxMVKplIzD1Go1YWf+/Oc/h9FoHEls2GiYm5vDysoKAoEAFhcX0Wg0kM1mRWuLAA6LtrW1NfElAjos/jlyyXjDg4vjLhqNRhYQ8aCqVCqo1WqIx+N49OiRjA1ed7mbH7Er4TssYlg4P3jwQHSwPvvsM4k7BPVUxo0qc3Lv3j0B8IbDoWj12e12NJtNzM/PY39/H/V6Hb/4xS9EhqlSqYhWKRnKH374oWgFdrtdBINBYYLR59Qt0vV6Hc1mE8lkEl9//TW+++47FItFARHeQbsSvgM8zzUymYxota2srGBtbQ1ra2viLyqTjv52eHgok0yffPKJgG6qRpvJZMLBwQGWlpbw/fffI5VK4Ve/+hWOj49HtkwPBgNpWty9e1f2OTSbTZG8MRqNEu+YTAOQUeJMJiO+k8lk0Gw2b3znAox5DT/3jY0NJBIJtNttOSPcbrfEJHXZE+MNG09sSNJYHHMB9NHRET788EM8fPgQqVQKP/3pT6VgZj7e6/Xk+5eWloTNw2UwLPI5jUUdbU7dECT++uuv8fDhQ1ksc50lb37E3orvsFjtdrvY2trCYDBAOBzG1tYWer0e6vW6aAFTY5iLwchSZ56hsnkJNjMmcVO9yWTCyckJ7ty5g/39fZTLZSwvL0tsmpubk/OSwJ7P5wPw3L97vZ7sYlAZ85RGYj5FBto333yDjY0NaYxfUxb6j9ml+w3jDACkUik8ePAAvV4PP/nJT5BOp1Gv17G0tCQ7DywWiwD4nDah76hAMoARZiDPFZ1Oh7/927/FyckJVlZWUKvV0G63heXH1yXjj40xu90ur8u9LuNLYFWiRLVaRbPZRCqVwv379/HkyRORNlAlxN6huHOpvkOsplKpyETTw4cPcXx8jHv37iGdTqPVaiEQCEiNbLVaR5571T8IDvP84r9R03g4fL6o9fPPP8fJyQn8fr/sFAqHw9IIJ0ak+gg12gEI4YJ+o7Jc2egicWJvbw8PHz7E9va2SGy9Q/6i2qX5DoHewWCAVCqFarWK1+e7vQAAIABJREFUXq+HR48e4fj4GHfu3EEqlUKz2RTJTovFAofDITkJ82ES9QgiMw6xUWUwGESmQqPRYH19XSS3SKhQyad8HWKGBItp44RBYjrNZlOIf+l0GpVKRTCdeDwu2NTbsDMBxcPh8D8C+I9/+f0egM8mf0lvbupDSMF86t1Q+4PUdNX4sKsjeSoorI5+0uhkBoNBNrdy7JujUT6fDw6HY0RbR9Vu4/huuVyWhRzXrbv9OrsOvqMWMxyRtNls0s1Ux395ELFJwESHLD0mP2rniEU8k6CjoyMZ01NZxFzCMTc3h0AgIELnwAuNHn5Vq1WUSiWUSiVUq1UZ83xXfOcq+w19gAUtgV2yL9VEgveDjF7+nkBKIBCQuEAGjRprOP57eHiISqUicgBcNLawsACPxyNFl9/vh9PplHE+dudZdFPihn5Tr9fl0LvxnYs3JiEshqlFRW288bOHDC517I2FORsN3W4XTqdTmIAcp1tcXMRwOESn04HZbBagmPEtFArJQo+DgwO43W5YrVYptDi5AEAYIPSfSqUi2pNkSLwL/nMVfYdxhv7SaDREa5hLgFQdSMYn4AXjhjGHy6UWFxfl3nY6HRweHiIYDIoG9uLiIgAIQMT4QZaEz+eTreGUvWECribzZGfxmtngLJVK6PV671TsuUq+QzCm1+uhVCqJvmKlUoHVakWz2YTFYhkpZICX5bDUpXgs7kOhkDDw+NxzqY9GoxHtfTaa6AucguECRuAFw48/i4W42vCu1+uo1+sik1QqlWSXx3Wdnhq3q+I7zIXL5TLm5ubw/7P3prGR5vl93/dfdxXrYrFIdpPsHvb0sb095+7ObKTRESGODctvFAeIYAUwhDiAnEOBEyBBFL/KqyTOhQgI4ESyFfhFEkXr6F6s1l6vpM3K8sxqZro13T3dzfuog3Xfd/HJC/L347+qeT4sVj3F+n2AAsliHU89z7f+x+9cW1vj2ujpdBoejweBQKCnLIj+3aVxh8oeUWYV6Wpubo430vTYcDiMarUK4KB2MY0ZtPfqdDocKagHXFCmhR7dBxxFRlO9Wl07e3t7KJfLrJ1xn7dGrRu6PlRKYGNjAwA4zZ9KltD1IgOeHvkN9OpGb15G+ygy9KrD8hMAuIyE3W5nQ5C+vyfDH62f6HhpfDvO2EfapPraiUQCyWQSqVSKyzaZbTptNUatHf17nsvlsLKyAgDcsJfKGlGwAmmkXq9zNgpwNGfp5QXoGvfbeqanpwGAI8lp/aLbgOjYaFzRs/30a08GZSqnRcdJZW22t7cRj8ext7fHa6zr4hQfpXb0yG1ycr969Yq/u6SddrsNv9+PSqXCz6MMOZqTaKzpbyROth3SFHAUJEhrbXoeaUHPstEDfUg7um1Pz+5Np9NcJndrawvJZBKbm5uIx+NsCB+VbecyEcWWx263Y35+Hj/xEz+Bt956C7Ozs8jlchzFQF4CunC1Wg2JRIIHAWoMpHf5BcDPp8071QC8f/8+bty4gYcPH3K35rt377I3ixZUwFHaRSaTwfr6OjY2NvDixQuuezTuk884ohuCw+EwHj16hJ/5mZ/B8vIyXC4XRzfo5R8ocqHVaiGdTvd0CSdd0SbMbrdjZmamZ0FLUezLy8uYmZnB8vIyZmdnEQqFuNMm1U6iCC2abIrFIlZWVrC1tYXnz5+zx4kGPeFqoRTLYDCI2dlZLC4uck3phw8fcrSNXi6CiuGTF5FSoG7fvg2Xy8UbM7pRbdrl5WWOFCRDcSgU4vpZN27cQCAQ4DqhVOeaxhzqCksL4fX1dezu7mJzcxPZbJaj/q6bg8pq0HxDjb/m5+e5qzKNK2Ts1TevSil2dFJ0FRlHHjx4gFKphLW1Na4L6PF48Pbbb8Pj8eDu3bu80EkkEhwhSLX6qFMz1db3eDwc1UOlc2jB1Wg0uIEULWAodW+M6/VZHloUU8YCXS89Op3GCj2DATjQDjULoscCB81k7t27h0ajgXQ6zdfR5XLh61//Or75zW9yzVnDMJBOp9HtdrmUBUWZUrTW4uIij1sUSbi/v49KpcKpgBsbG9jb22MnA/Vm0A02wuCgdWa328Xjx49x584dLC8vcxp+oVDgeUOvTa3Xxqd0fqotTeuLpaUlnsdow62UwltvvYW3334bfr+fj4E2adTEqr+BSzgc5s04QYYn+knaISdDtVrlKJzrtPkeNTTW1Go13rDG43HcunULi4uLyOVy3PiLnJa0FtLXDzTukMOIInypHjVwsDbSdUdlj/T5j4xIulFPNwLRelv/X7vd5khzp9OJ1dVV7t+xt7eHUqmEfD7P0YQy7lweGu/b7TY+/vhjfPHFF/jkk0+wuLjITeQrlQqnjJN+yDlEeybgIEtTr0kOHOkJOLjG5PwEwJl1utOK1t26bvS9PPUS0Y191WoVyWSSG069fPkSiUSCa1qT4ZiycUQ3l4POPe0/ms0m/viP/xg/+tGP8P3vfx/z8/OIRqNch3xqaooNxN1ul7Wj186nBndUugY4KtsFHJVVIihSmAx5FE0MgOcjWreTjmjdpWdfZDIZrK6usp3gyZMn3AQ2Foshm82yE0J0c3lofKCM2VqthmKxyGXWZmZmEIlE8Pbbb/O++/79+5xhRwE5TqeTgzODwSAHk+o1pHUnpz7P6IZluqa6gZj+1rVD4xw5tCib+MWLF5x99cknn3B2DWXDjHKeutaGYjKmbWxs8IYnHA73pIroKXbBYBC3b9+Gw+FAKBRCo9FALBZDJpPBxsYGL7jJYONwODA/P49AIICZmRl88MEHWFhYwO3btzn9XK8LSkWqS6USVlZWkE6nsbW1ha2tLaRSqZ5C1cJwoYUFbWj39vbg8Xjg8/nQbrcxNzfHUZ30eFqoUkoTGfMWFhYQiUQQj8eRyWTw5ZdfcqrwnTt3OEI5Go3yezx69AjRaJTvo004pejRJFqpVLhWze7uLhfHTyQS16ER2VhB0eeJRIJL1ySTSfZqU/MDPUJUj0L3+Xw8Uc3MzOD27dtYXFzkKMHnz5+zoe7Bgwfw+XxcP4s21dTBmaL4KFKVDDUUOVitVpFIJFAsFpFMJrkZx+bmJjKZDE9Qop2rh9KogQNnZLPZhM/nQzQahWEcNAqjDvD9kRC0YKF5ZWpqCs1mk2t7vvPOO9x4hdKo7ty5w69DUX6GYSAcDnNDDn0hRAt38nZXKhWO3stkMtjb2+O0qEQigUKhIJumIUH1ywBwpKjP50MkEuEoKtrs0KZZH3tos01NU2ldMj09jTfeeIMX37SwJYOOYRgcEUaODhpvdN3QJogi5SuVCrLZLGq1Gkf05fN5romuNyET/Vwd5CBIp9O8SfnKV77CcxU1cwbwWvSMrh0KrtBvU1NTmJ6e5mgauo569J7H4+HX1A039H+9Dil1DC+VShxJU61W2dBH2iHHuIw9VwNlMOzv7yOVSrGjqlQq4d69e6jVamg0GpyZogdQ6BqgdbKeuq1D2tAb4ulRWbpRp78msj5XkVGxUqkgl8shk8mw84ucmhRYoWtHGBw0tpADp16vI5/Pcx+O27dv4+7duygWi/D7/QiHwz0OTjLuBgIBHntIQ/1l/0gXum70/Vl/5i89lhxdFAhGZQKLxSLS6TT29vZ4r7+1tYVsNstlAyirRuarwUNOBsqOozJDU1NT2N7e5nI3uVyOA6gcDgf3fKE9DGW0AOC9kq4d/e9+7ejGPrqPfuqRp7VaDbVaDdVqFeVyuafpGDm+NzY2kMlkkEwmOetLbDuDh9akpB26JolEAl6vF/F4HOFwGDMzM9xLgTJQgsEgnE4nB2g+fPiQr/XU1FRPFLAeVQ68rh296gDdR+jjDtWupv1UNpvFzs4OVlZWUCqV2GZJ9YitME9dW0Ox7hWnwd/n8+Hu3bt84fU6M1QbKRwO80Rw69YtAAcL50KhwFFcuged6nTRRmtxcZE70lNRbKWOmlTRhonqEdOCN5/Pc6SoTECjgXRBm/G9vT2OFjcMA9FolDfHhJ6eSU4I8miGQiE2wlHa3tzcXE/Xb/KILh82lCKvuL5BI283bZ4odW5ra4s93JTeJQuY4UGTEy0UKK1RzzSg6E19UgGODH7kDKBUTiqWXy6XedMMgMtKUB10GlMWFhZeK41CkwptnMg5lU6nkclksLW1xSnglIKpN2IQrh6qNUUNWubm5rj+JxnhKMpPX4QAR+WOqL45lYigCL5Wq8V1syk7Qm/ACRwYHGmRRNEYpB1yGFDHcRpzCoUCYrEYisUiNyOjqCwyLop+rg76ftbrdd60BINBjrqh6DnKPiFDnQ6NTQ6Hg+vPkrEPAC9kaUOjG3co3ZvS/PTUXt2oBBykheprHWrMUalUUCwWOTqLoo1lA3V10Hey2+1yaj9lHUxPT7OzCThq7ELjhG6gAY6MMyd9z/VawfpjaX6iVHK6v788CemPjH2pVArlcplrheraKZVKop0rRi/HRuWpOp0ObDYbpqamuBwAjQl609P+KGDSw3Eb6pMMNMBRzUc9rZe0QuMO3agkD+35yGhAa2RyTlFUq8xZg4euCQUq0BqZIv+Bg3GCanxSmSzqCUPOK9KA7sgGjowy/ZF89D/6edJ1JccUGfvIKEnGvmQyyfdnMhm+P5/Po1ariWauEApOoFJ+tVoNbrebv8dkbA2Hw4hGo9xXweVy8bWhcclmsyEYDB6rhf792HHGPf1/+vhEWZnlchnFYhGZTAaZTAbxeBzb29solUoolUrc2JH25tehxI1Voe+0rp1qtQqn04lGo4FwOMxZTbSPpubdHo8H6XQarVaLHVf9Zdxo7ukPqAFw4u/HRRZTqYxSqYRCoYB4PI5UKoXt7W3s7OygUCggm81ycAUZiUc95lxbQzFwsAmnpjuUOvn222+zl1kvJUCbaK/XC7/fz7VkqcPzgwcPOE2pUqlwFPFXv/pVfvz8/DyHu9NFpcYcnU6H6znGYjFsbGxw52ZqYlUoFKRswIihL+Xm5ibS6TRHIjx8+BB3797lzbWewqRrhwaSRCLBns6PPvqII2bq9ToikQjm5+dx584d2Gw2vi8YDMLv9/MxUHpLu91GNpvlTfeLFy/YUJxOp1EoFDhd6ho25rAkZKilsg56HaGZmRnMzc0hl8vhzp07+Mmf/El2MPQvavvLmDQaDTbifPjhh1yfrdlscjF+6qBKtZco3ZvSZ/p1Q03Mnjx5glQqxcX/i8Ui1tbWuGGQLGCuHrrm+ub25cuXSCaTKJfLuHHjBra2tvDOO+/gxo0bnOECvL4hIiMOzTH0f5vNhps3b/LcRpGmeuMWqjOrp3ySsYbmK9pQ5/N5fP7559jb2+OoGqpDqNe9Fq4WynzSmws+f/4ciUQCuVwOCwsLuHPnDh48eMBjEI0f+kKTDHWkxf7UOL2+fn8dUQA9dQEpoo/GEMp+IT3n83k8efIE2WyWI2vK5TI2Nja4nMmoF8GTABlfdO3UajVsbm4imUyydu7cucPRNzTu6GsKiu6j19TR9dW/eSJ0HZFRgLqKU3QflQagOSubzbJhmBoh6nOWaOdqIeeSvgkvFotYXV3Fhx9+iNnZWSwsLODevXuIRCKYm5vjNYzefEd3WOrGYrp+NAb1G3b6f6fxqtFocNmcSqXCEVqUufD48WPWDm268/m8RIQOAd2wT9/VVquFQqGAlZUVvP/++4hEIpiZmUEymUQkEsHCwgIHYVHWDADcunWrZ5+uZzgAvY3F9HJL+ppEjwykSOd4PI5ischBQVSW5MmTJ9yHgaKOdQOx6OZq0Z1I+pqiXC5je3uby28FAgHs7OwgHA5jfn6eNZLJZHht8+jRo55AGr3mPnCkHT37iu4HeiNFde2kUinkcjnkcjmsr6+zofjZs2dcD53GGQrcEd1cPbqRls5/LpdDuVzmgAUqlba7u8tlI2n8yOVyAA7WMB9++CH33KCmhpFIhPfqFJjRXyNbX/foeqK1Tj6fZ2Pw2toakskktra28OzZM24UTvOTVfZV19pQTBZ8im5JpVL43ve+hzfffBOLi4t4//332cgLgKOKfT4fZmZm8ODBAxYPebLIm0S1aCkl3GazYW5uDtPT0z2pe7SgqVar/JM8Cbu7u1hdXeXwctkwWQOaMLrdLsrlMkqlEpLJJH7wgx/gzTff5BQYffFCBhvDMDhaOJvNolqtcgQoAO76TZsxWkhR3Ul9Y081ASuVCnuhMpkM1z16+fIl60oia4ZL/+aFxgaHw8GdWG/cuAG73Y5nz55hdnaWO/bSNQZ6I7acTidCoRDXZSTDEDkTKF2cxiu9jjE5K6gBEOmF0ncpLWp3dxcrKytsMKAUOxl3hgN5vgkqdUMOglqthmfPnnGkRLfb5bGBak731/LUHQ56OrjeBIaeozdU1TdbZBSq1+soFovI5/M9m25a0JBxmI5Z0r6HBy1+gYNrThE3NAZUKhV8/vnnsNlsPG9RgzCfz9dTP5herz+NjiIp+jdPenaLrl8yBjgcDtTrdXaGk/Ob0nbT6TR2d3d7jJQShT48DOOo1iuAnvmHNlNUXmB2dhbZbJb1Qo0z9RRw2nT31+7Tx5TjIMcqcGQYpDkrnU4jlUpxxgtph4x9ZHDS18qinauF1jYUcU4bYTKAUObT5uYm2u02ZmdnkUqleC1ChhnKRtDXKmRM7o8M1a+rvtHWm0zpa5ZGo8Ep3qurq9wsc21tjaPQyeBEWQ+im6tFTwcHjsYZWjckk0k2GtdqNUSjUa59TXsiytqlqGN9PKKeDsBRdDm9rz536bqhYyB91Wo1ZLNZJBIJvHr1iseZ3d1ddjx0Oh0OCBHNDAf9uunff8qO3N3d5Zr42WwW09PTuHHjBgfcUHNeh8OBUqkEv9+PQCDAgTX379/vKc2ljzWUbaUfA41RtF6h0hPZbBaxWIy1Q/XzaU9OjxXdDA89ewo4chjRuBOPx9nIm81m4ff7MTc3x9qhzFqlDnpBUTlQKnfyjW98o6ecLF1fGqv0uud6MA49jubSfD6PWCyG9fV1pFIpxONxLtdjxcjza28o1sPR8/k8Pv30U9TrdTQaDbz55pvcCVXfVHu9XoRCIe4I7vV60W63eYFbKBTg8Xjg9/uxvLzMKTORSITr5tCCijxQtGDJ5XJcUzYejyMej8uGyULom2eKAK7X68jlcvj888/5cZFIBEDvhosMMV6vl9PI3W43DyQ2m62n6RAZDTudDtefpQ0XDSiUvktGYmossru7i+3tbct5niYROv9kfKPOz6lUius/0v/Jm6k39KGf5GAiTejjksfj4bGKUsrJOEgTES2G6/V6T3QNLX53dnawu7uLra2tno22jDvDRY9W0OtykmMqFovhxo0bbEih5pYUFainZdLrAOgpJaA7IPS/dQMz/V+PGqWon0QigVQqhWw2i3g83tOFV9+UiXaGBzm+aY4goxk1dimVStjZ2cHMzAwajQbK5TJCoRA7Jqlngh7poBv6CD1yq19n/Sni+oK82Wwil8thZ2eHsxZSqRTXQd/Z2Xnt+aKf4UBOhuNSs2mNs7Ozg1AoxIEQZJyhjTZlSJE+9HnouOvYnwGhOxlIy3qZG9LOysoKR91sbW3x2kc0Mxr6HVRkQKESbfl8nutAlstl7pdA800wGEQoFOK5y2azwe/38/pGNwbRmNPfQLw/Mk+P1qvVapyp+erVK470SyaTXPZNNDN8dN0A4OAHu92OXC6H/f195HI5eDweLoVGRrlqtQqv18t1Qml/RCnj5DTXmzUD4GarZOyj/T/tv/RMrkajwWsdGnNof04Zx8Jo6HdI62vUdDoNwzC4VOf09DQKhQLvn8vlMjsyqexAOBxGp9NBNBrF3NwcB2X1jwsul4vtObqjAzgK6iDtUCT65uYmB1YUi0V2aAqjoX9fou+3aB1BWUw+n4/teRTsQPMMObAWFhaQTCYRjUaxuLiIYDDIjgqy3ZE9UJ/L9GaatM+jvR6Vgtzd3UU6nebmvFZtynutDcW6MYTKOgQCAezt7UEphc3NTfYgkIGXmi5QfeFQKIRWq9VTK3ZlZQX7+/twOByYm5vjwup6vUfayCUSCWSzWaTTafzu7/4uYrEYG4gprUWwFvv7+7xo8fl8PLh4vV6srq5y3aTZ2VlEIpGerr0UZUzGPX3Bu7+/z81kAPDCWU9fID10Oh1sb28jm80ilUrhD/7gDxCPx7kDr17vSxgttOntdrv47LPP4PP5MD09jVgshk6nw13jKTMhHA5zkztaOJN+9GYwZHim96DNNi2CaGFEkeeUBr66uopUKoVkMonvfOc7XDuZmrvIIsYa0HxCm90//MM/ZKPekydPsLe3x93bA4EA1zCn2loU/aCneh9nACRnkh71RxqjzT5F+6ytrSEej2NnZwff+973uAY6pYaPuqmCcLQQJgd4uVzGt771LY46bzabiEQiePDgAaLRKAKBADuswuEwFhcX2eGkR57Ta+vjjl4agjbx5JhqtVrIZDK8Gd/c3MT29ja2trbw/e9/n8vbVKtVHh+F0UIbKNJOtVrFb//2b/N6lyK0lpaWEI1G4fP50Gg04PV6EQgE8OjRI67xt7S0xI1h+tPAbTYbz0m6nnQneCwW43Fne3sbGxsbWF9fx5/8yZ/0dPqmzZgwevS1TrPZxJ/+6Z/yXFMoFDibjhqlFgoFuFwueDwePHr0CMFgEFNTU3j33XcRiUQQiUR6MhXIiV6r1Y417lJz3u3tbc6I2tvbw/r6OlZWVvDpp5+iVCqhVqtJWRuLQca3TqeDV69e8f1/9md/Bq/Xi9nZWc7OLZVKnOH77NkzDqx57733cOPGjZ5sTsqgIoMzZbjQmEEZC61WC5ubmxwoViwWsbOzg/X1dTx//vy1iD7BOuhRmul0mu9bWVnhfjC0d6LvvVIK6+vr8Pv9mJ6exvLyMm7evPmak4qyPVOpFGeUU+CNy+ViA9/u7i43n65Wqxy4RZkL1WpV5ioLojuYqUeDYRjI5/MoFotIpVK8BtaDpxKJBDfcDAQCyGQycLvdvJ622WxYWlpCJBLB5uYmgsEgNyR3uVyYmppih2oul+O9Nzkvi8Ui1tfXkc/nOTPHqtq51oZi4GjjQ14gukilUgm7u7ts+Z+fn+fQcdp8UzdePe2k0+ng5s2bbBQMBAJsWKbHNptNnoyo4DnVxqIC+bSQEawJLWj0JhnZbJajJXZ2djgihppC6am9esqBDtWXJaMgRV6Q95I6qeop4LlcjtN1c7kcN1UUrAVFRlG0FZUN2d7e5mvbaDQwPz/PXm1KpSODDUWm90eF6kYaPRqMNk66UYY6ftM4Q81crNA9VXgdmqPK5TJHx5RKJbhcLmxsbKBSqcDv92NtbQ0LCwtYWFiAw+FgL3Y0Gn2tYaJuNAaOoo5pLqN5qlqtIplMIpfL8bwYj8d76smWSiU22AjWQV/U0jVqt9vwer2cMlmpVODz+VAsFrGwsICbN29ie3sbPp8PoVAIDx8+5IUvoUcJH2dsoXGuWq1iY2MD+XwelUqFo1KpKUe5XEalUpH65xaFxp1KpQKHw8EbbZonKNIml8thenoaMzMzSKfTbLT5qZ/6KczOzmJ6epp1SLX8qFwSbZz1dN5ms4lyuYxXr1711AHd3NzE1tYWyuUyz5WS8m1NdIcDrUvImQgcZF06HI6e7MtqtQqfz8eGmlu3bnH0XqfTQaPRwNTUFNxuNxvsKLNKL2VQqVTw4sULnrPsdjtnS1WrVXaCSMaLddHLCtC1pn2TUopLKjmdTnQ6HY4uplIUc3NzXOO+0+lwjxcaMzqdDjuwSAPVahWrq6tcHsDr9SKRSCCRSPS8llWNNcIB+vUhpxXNK+SIpPVvKpXiEnz03OXlZW4ub7fbucRAq9XiTEy3280ZnDSXra2tcWO6qakpZDIZboKmH4dgXfrXsXTNjtvbVCoVthvSOnZvbw/xeBzAQaRwqVTi+thUu9/j8cDr9bKztNVqYXd3l5vG+/1+VCoV1Go1Pg4rNKw7jWtvKAaOIrfI+EYGmo2NDfZKU8QNAE5roTRxWqDoRc2pJgnV2qLGLxQdlk6neeFEhhvqRk7dg2VQsS79Dga9sSEAeDwe3gB3u10eHPT0TL2eGhlxgsEge7x1jzilJpChplgscg0mKs7f7Xa53ppox5p0Oh1ueEmOIqoJXCgUsLW1hTt37qDRaHB9dDLU6BGfwOv1i/Wuq6QZMthQVE0+n4fT6UQmk8He3h7rqlKpyKbbwlCEKF2fYrEIpRQajQZKpRK8Xi92d3fx4MEDTlEKBoOYn5/nmtX9GyMdvdECbcCpHNLm5iZWVla4DlcymUQsFuNmQfV6XcYbC0OGW4p8oUUr9UNwu914+fIlHjx4gPv37yOZTMLv9+PGjRsc0aePK3ozVTK4EDQnFgoF5PN5vHr1irUzMzODWCyGra0tjrzpf75gLSgLhZziwEHKZalU4rXM7u4ulpaWsLi4iHg8zjVCb968CcMwuC4f9eOghlQ051CkKG3mqf7w8+fPsba2hnw+j7m5OY5GJ8OxODWtD80L1OiJ6ohS+T1q/B0IBPD8+XO4XC74/X7uxTA7O8s178vlMjcP0huOBwKBHudULpfDs2fPsL6+jmKxiFu3bmFzcxObm5vSr2OM0IOvaJ1KkKHX6XRib2+vJ2q01Wrh3r17SKVSnHWwsLCAaDTKRr1KpYJgMMiv1Wq1UCwW8eLFC2xsbKBYLOLOnTvY2trC7u4ul/4S3YwX5AyigC66j/ZOjUaDS0LSNX706BE2NjZQLpfhcDg4eJDKLhWLRUxPT7OjYn9/H9VqFWtra+yMunv3LpLJJFKplJQOHXP6y5wQ5KyuVCpsy5ufn0c6nUa9XofT6UQ2m8XCwgK+8pWvsKOBStA2Gg14PB7Ottvb20Oz2cSDBw9QKpVQqVR47W11/UyEoRjo9VpSDaRMJoN33nkHLpcLb7/9NrxeL9euocg+PZWOoC6J9H+oUyZBAAAgAElEQVTaPBGUUt5oNPDxxx9z87HV1VWODpUJyfqQg4BSUshAm8lk8OrVK3zwwQdwOp2Yn5/nlBU99VsvE0B4vd6eDr20QKLFEnnM0+k0PvvsM+zt7XGDFxqsrDygCGCD/7Nnz7hedblchsfj4c7bnU4H7733HtxuN/x+P6fgUvQM0FtHUjckk0GIDHntdhvBYBClUgmvXr3Cq1ev2ItOZUpk0219dKPNl19+CY/Hg+npaezs7MDlcvHiolQq4f79+wgGg/B4PGyQ8fv9PUY/vcQNLZz1TBfaZM3MzOCTTz7B06dPkUgkeppnilNqPNANvPF4nDfWu7u73OCFnNSBQIAzoNbW1lAsFrG0tMTZVGTkoeac5NgsFovsbKfIvYWFBTx+/BgvX75ENptFrVbjmzimxgdax1LKt91uRzab5flme3ubU369Xi+63S7+6I/+CMvLy/jwww8RiUTYkKNr0el0Ympqihv7UpBEu93GnTt32HDz5MkT1Go11Ot1NJtNGXPGDL2MUqvV6ilFQmVEyPlUrVbx7W9/G5999hlevnyJpaUlhEIhhEIhOJ1OGIaBSqUCl8uFcDjMkcPFYhHAQeDF0tISVlZWuDlvtVpl55RoZ7zQywroa14aJ0hbzWYTn3zyCVZWVrCysoLZ2VkuyUUNpigQLBgMIp/P9wSHGYaBaDSKV69eIZFIYHV1FdVqtaeZvDCe9K8z+uvhd7td7psQi8U4ezwajSIUCsHtdmNjYwOBQADT09McjFGr1RAOh2Gz2TAzM4Pd3V1ks1l2UknW1PVGb15IeyNaH1H5EmrEOz09jdnZWWQyGeTzeezu7uLNN9/ksjrkkPjhD3+IQqGAQqHAa2qrjz0TYyimxSt5pYEDj0EsFkM4HEYsFuNNOi1Y+pu+0EDQ/z89BbTb7aJWq7Fnam9vj9NbKM3O6qIQjiDjjWEYKJfLPDB0u11sbW3xAndmZgbRaJQLnVMqr54KA7zePIiM0XSrVCrcLT4ej7OhuFgscs0/wdro4wClgFMKZb1ex+bmJlwuFxuRW63WaxttfTyh+qB6ww7KXKDNUbFY5HIT8XicU1soxUoYD+ia645N6gBO6ZgAuGkh/aRmQQQZ+sj5RAZAijTNZrOcRlepVLiGdSqVQqPR4IgumavGC3Jak6GO+itQjXRK06Wa+zabDfl8HjabjUshTU1NcZSM3+/nBi/UWDUWi7GToVarIZVKcfMx2txLVN94QhsjKgegN2Vut9tcQoLK4lC/BooEnZmZ4Y1UKBTiutkUgU51+zudDiqVCrLZLMrlMpdmozFL1jnjyXHlHiiqnP4PgFO2XS4XUqkUQqEQZmdnOcuKypt0u12kUiluOka1Z2u1Gu+ndO1YPTJLOJ3+1HC9vijtwagpHmVARSIR5PN5hEIh2Gw2hMNh1Ot15PN5lEolpFIp+P1+AODMPirjR/MVjXnC9UOPOqbrTGVMqFxFLpdDt9tFJBLhrARqYj8zMwOn04l2u81lkdLpNAfqSCT69YfW0sVikasIUEBfs9nkgB3aq1F2FQAO4CGtpFIpdmyOS++OiTIU0wbc4XCwB+jly5coFArw+XxYWlrC8vIy1+2jaBrd4wmgJ0JUrydKhuh0Oo1YLIbt7W3s7u5ie3sbsVjMEkabk1KThZOhQYI69VINyMePH2N3dxfFYhG3b9/GvXv38PDhQzbakJFY745JncLpGujlLSqVCmKxGDY3N7GxsYGdnR1uJkWDzCgR7VwMKg2RTCZRr9fh8Xi4ZvD6+jo2Njbwxhtv4NGjR3jnnXcwPz/Pje8owpjSpfRmm/S6VMO6WCxiY2ODU6OoNjEteOSajR+Upk1RDXa7nTv1bm9vY319nVOe7t69i1u3biESibBeqG5to9HAwsICR1BQDbb19XUkEgkUCgXs7Ozg5cuX7JAiQ47UeBxfaKGqG4rr9To7kqLRKAqFAr788kvMz8/zeGO323Hz5k2Uy2VOk6MGitlsFrFYDI8fP0ahUEClUkE8Huemq3ozF9HNeNO/8SV9ULNm4MDYt7a2hlgsxhHsDx8+5Oy6jz76CNPT01zOZmdnB59++inXR08kEkgmk+ywEmPN9aS/dE2320WhUOCMJ2oatbCwwGvkn/7pn8bs7Cyi0Sg3cX769Ck70imYgmqj643LhesLGXbL5TLW1tZgt9sxNTXFPV/effddDtoplUrI5XLY2Njgx5Cxhww1NF/JuHP9och0iuakmthffPEFHA4HlpaWOCqUSlLEYjFMT0/D4/Fw7exqtcrOKdqrybhz/SH9kA1PKcVBFsFgEIFAAKFQCMFgEO12m6OKQ6EQ1yvudDpcgqLT6fQ0XrSyhibGUEx0u11eXJBXgBaqi4uLePDgAdrtNhYXF7G4uMiDAEXb6EZiEg7VkaSGRKurq3j69Cm2trbYG06e0FFPSFYWo5UhRwOl0dlsNtRqNWSzWeRyOczPz+Pu3bv42Z/9WSwvL+PevXsckdevHXI61Ot1lMtl7O3tsbf85cuXePr0KTY2NpDJZLgTrxUmo1G//zhC17pcLqNarfJ1p/qwKysrePbsGYrFIr7yla8gFApxei41VKAoLurcTNF7m5ubPH69ePECq6ur2N3dZc+mGPvGH6rNqJeqoWjfXC6HnZ0dpNNpFAoF3L17lxuzeL1eLp9EqZUAsLOzg729PayurrLTYmNjA8lkEvl8vifqQhh/dAOK3rij3W6jWCwiHA5zqZxYLIZ6vY7t7W3eeFNpHJ/Ph5WVFaTTaWxvb3OD13g8jlwuh0qlIuPNNUcPtqCeHQC4XARwYDwmozF1lI9Go1zHOp1Oc+113UhshfWNcPXoTiS9Xn673cbW1haXufnBD36A2dlZzM3NYWdnh9N2KSCH1uG0xpZx5/qj64Z+UpkS4CBb8y//8i8RDAYRDodRKpW4FApl8lIWTP/62OqGGmHw0J6KxpRYLIZcLodkMtnzOMqsoUBAqp1O62S9/4cwOeiZv+Vyme2A1BTY4XAgkUggm83yvGYYBorFIq93qL+D1UuKTpyhGOjtlEnNpygCRymFd955Bz6fD9FolCcTMvjpNUR1DwO9BkXtJJNJJJNJNvRJWtT4o9dho0Y/VPOTvNNf+9rXuPsu3UeND6nDM70WNYqi7peVSgXJZJLLTVBZARpURDvjCekGAG+uW60Wms0m64c815SGSw02KRKUntftdtnITF5tSq/L5XLcWVXSoa4P+nWkrAKK8KvValzyJpVKIR6Pc3d5KoFDRpv9/X0eWzKZDDcQIkOfvukWrg/96byUkUBpl/l8HslkEolEgmtTu91ueDweTE1NcSr47u4ucrkc11inpmd65oJo5/pDWVC0BqKxo9vtIp/Pc2Pf7e1tjtzb2tpibQHg9RFF1ohuJof+CGMak9rtNpctSSQS7BCNx+M9tfLb7TbXELVC8I0wfPQ9uG6soyALGl8AcDYWGYppzNH3YsJkoq9ZqBQAZcRQHVq9TjaNObLeEQjSBtkTG40GnE4nfD4f93wAwD/r9XqPkXkcnFUTaSgGXjfe0ARSr9fxjW98Az6fD/Pz83wRi8UiAoEAfD4fX3DyBNAimeqSbm1t8S2Xy3EtSRlYrgcUCUHQoqPT6WB3dxfBYBBLS0uc+lupVDgFk7xKtNkiJwIZAKlBRyaTQbVa5fcR3VwP9OtIdbCy2SySySQikQji8TjXMKpWq9wxPBwOs26oBjptwikFmMYaMRJff3SDHzUv+/jjj5FOp1Gr1Tgi1OPxIJfLATjYYFNtYnJElctlJJNJHmtEN5MBrUVKpRK2trbw3e9+l2vgu91udoqT4c/pdLJOSqUSqtUqN+YUB8Nk0u12Ua1Wsbm5CQCcweBwOLjLfDAYRCgU4pq0ZMShdZE0AZpcjnOg66UpqGcHNcKz2WzsBKe0b9GOAPTWoQXAUepKKTgcjp5sGimPJBwH9QsiLVGZPz1QSw8w1BEtCbR36h9jaAwCDnRSr9f5OXpJWytraGINxTp0sagG5NOnTzlqLxgMwuv1Ympqirs+l0olhMNhroNUqVSQTqdRLpeRSqXw+PFjbG5uIpPJcJqeLGquLzTBVKtVfPHFFxyh5ff74Xa74XQ6EYvFOGo9Eolgfn6eO/Lu7OygVCohnU5jdXUV6XSa61nLguZ6Q6UEnj59ilQqhZ2dHdhsNjidTgSDQb7+DocD4XAYMzMz3JhqZWUF2WwW+Xwee3t7opkJg+YtiixvNBq80PX5fAAOoiK2trbg8/ng8/l6GpLVajXU63XWjWhm8uh0OlyLj6LVKXXObrejXC7D4/HA5XJxBHuxWORakXrGizB50NoHODD2kRGPdFEsFpFOp7kBK41R9DiZqwTg9awHKoHUn1Gn15SVwBuhH3I+0FxGY5KuFxlzhJOg+Yx6U+ll2PojQAVBR89uoEBA0gmtkfqDDOk+q+tJDMWH0AWs1+vY2NjgiJn5+XmEQiEsLCygXq+jXq8jnU5jbm4O9XqdmzIkEgmk02mk02lsbm4inU5L3b4JgqL7Njc3udEGNSebm5tDqVRCuVxGqVRiLVGdUdIL1UeiRkKim+sPeacTiQRyuRxisRjC4TACgQBu377NtY+63S7m5+extLQEu92ObDaLra0t7O3toVQqoVQq9SyQhcnAMAxUq1Xu0EzRfKFQiDfYe3t7CIVCmJ6e5swF3RlFm3IZayYPWtDqxj6n08m/VyoVLkNBKbzFYrGnU7zoZrLRsxDod6UU2u02OxzcbjevkXTHgmhH0CE9UJZdq9XiaCw9U0p0IxwHORO63W5PPyHRjXAe+ssA9PfrEP0Ip0HaOW1tPI4aUsM8aKWUpc8Q1Tny+Xxwu92c8h2NRvHRRx8hmUxyVDFFRHg8Hq4Turm5iXK5PDbdVA3DUKM+hvNide0AB/qhBmRU3zEcDuNrX/saYrEYUqkUp9jZbDYEAgGO6KL6kFQk3+pG4nHRzjjoBjjQA6WouFwu+Hw+3L9/H5lMBsViETabjev3RSIRjtbK5XIcpQWMxST0qWEYH4z6IM7DuGiHUEqxRvx+PxsAHQ4HN1Pw+/1cIolqsll5jtIZlzEHGD/tEFQ+gOYgGndsNltP441xiwYV7YwGWlOT82Ecu8SLdkaL3gTa6uvifsZFO9dRN3qJSP3nmCDr5BFC+3Rg7HQzNmMOINqxGidpRyKKNeiiUrH7druNer2OUqkEpRTK5TLXF6H0Oqp/1Gq1uF6fNB+bTPS0JyqKT/WpS6US1w4lTyU1t2u32yiXyz0RoaKdyYJSVsgA0+12sbW1xQ1/aPJRSqFer7Nu9EZSwmSjp1X2OyuVUj2dviliS3Qj6FBEFv1OeqKySXqUjWhHOAs9QpT+Ft0IF0Ei+gQz9JczEYTzInoRzHIdtSMRxWdAEVo+n4+jI8hIo6fs0v3jhHierh6K0NL/vg4b7XHRzrjqBuj1TBLjrJlDJFJCMMW4jDmAaMdqiHYEs4h2BLOMi3ZEN5ZD1smCKcZlzAFEO1ZDIopNQhE21WqV76OoUD3y5hoYcIQrQNdJ//2CcBqiEUEQBEEQBEEQBEEQhokYis+AjDV6tDAZivX/C8JJiEYEQRAEQRAEQRAEQRAEq2M7z4OUUmGl1D9VSr1QSn2plPpxpVREKfXPlVIrhz+nr/pgR4XeRIEiRMe9dMCwmHTtCOYR7QhmEN0IZhHtCGYR7QhmEe0IZhHtCGYQ3QhmEe1MFucyFAP4VQB/ZBjGQwDvAfgSwK8A+BeGYdwH8C8O/z4TqvM7boxjx12LMPHaEUwzEO2IbiYOGXMEs4h2BLOIdgSzDEw7wPH9DYRry0C1I0wMohvBLKKdSaI/Wrb/BiAEYAOHje+0+18CuHn4+00AL8/xWoZSyjgsYC23S9wGcQ7Pul6XvYl2ru9tXLQjurHc7S/GQTeiHevdxmXMEe1Y7ybakdukaEdu1rmNi3ZGfZ7k9tptrNbJcrPObVzGHNGO9W4nXafzRBTfAZAG8H8opT5XSv0jpdQUgHnDMBKHj0kCmD/uyUqpX1JK/YVS6i9wcCQkEOESjMk5FO0IZjGtHdHNRCNjjmAW0Y5gFtGOYJaBakeYKAa2ThYmChlzBLOIdiYMddZiVCn1AYB/BeAnDMP4WCn1qwBKAP4TwzDC2uPyhmGcWpNEKWXYbDYopdDtdgdw+JOH0+mEw+GA2+1GvV5Hu902vakwDONK89NEO9bC6XTCbrfD5XKh0WiwdswwLtoh3dhsNnS7Xdl8m4B043A40Gw20el0LnMePzUM44NBHp/OoMccu93OY45o5+I4nU7YbDbY7Xa0Wq1LncdxGXMOHzNQ7VAq+SRpkLSjlEKn05ko7dDnPq4XhtKaKZ/z2Pi1JgXSDgB0Op1L9RQZR+0AGMj1HuRrjQNKKTgcjonTzmEGw8DGCbvdDgATs1cbtG4wZuvkQa5PaN3U6XQu/VpWh84baccwLt8Da1zGnMPHDHRB63A4oJRCu90e5MtaDqWVlqK1jmEYPO4A5r6LJ2nnPBHFuwB2DcP4+PDvfwrg6wD2lFI3Dw/6JoDUeQ6EJiNaCF8n6LMN+nPpr0sGG5fLxQMqPcaCDFw7ZPSz6Oc1zTC1Q4Y/i5/HgWlHPwcW/rymGJZuSDs05lj4PF7JmHPcZzZzDqx03oahHTIS69qxMEObryx+Hs5kmNoZgzEHGOK4c1Gsdt6uWju6bsZgnQMMWDsABjbuWO17N8z1zqRpZ5DrZKvpBriaY9LneF0zgxq7r5CBjzmD+rwWP28DQ5+vaH2sjzkWPgdXYhMcBBY/bwOjf29F+rmq+epMQ7FhGEkAO0qprxze9VcAPAfw+wB+8fC+XwTwe+d5Q7Jyu1wuOJ3Oix6vKa5SOP0T61UsZHQDH3kOms3mQe2QQw+mYRiW+4JcB+1cJcPQjj6YqMNIJIokJi1ZkUFrBwDcbve1081VGcH7dQMcRYfY7faJ0Q19TrfbDZfLdez/Lnh8F37OIBm1dmi+siJW186o6dfLVWxojtMOzVWTpB1iENqxShmLq9aOvmmi16d18SRph87rcevkc2SQ9vy9v79viWjiYWjH6XT2BFFMqnYoa/Ui9F+LbrdrmWjifs0MUje0L3e5XD0RxfSeVhh3j+OqxhwyWF2E/mtiJe0AVxegRgF/Ho+n57xNmnYAsIPuomNtv3Y6nY6lItH756xBQdrxer0cNAocOYgHrZ0zS08AgFLqfQD/CIALwDqAfw8HRubfAnAbwBaAnzcMI3fG63BKnR5mT5x2LP0n2WaznRmer2809OdfNpVPf236HCe9B/3U/6fUUXrPWe9NEze9lsvl4vekRVyz2WRB6q971gLvqlMUDo9j4Nqx2+3Y39+/kHb086xfs5Oed5x2jnusGe3Q807TzknvdZ7rqj+etLO/v3+sdlqt1rGf76zPNC7aUVrpCT09Q+c0DfRvNvUx56RrdNprXhZ9Yrwq3QAH6Sz0HJfLxeeBdEOpPf36P8fnvtKUusNjGtiYQ9GMunb0zzxI7QyDkxyLp2mH/n9edO2Qc5N0Q44qeu3rOOYcvg5rh+Yr0g5wuvGuf6NAzz9rzrpq+tcwdP2uUjv0O409+titr60mQTs6J31emuf29/dfW2OMUj+6dvQxqP949DGTHnPe1z9OO1SuRB93LvK6h48dK+2ctk4GTl636POU/nwraad/3AFeHwfMaIfWOLTeAcDa0dc7F3ndw8eOhXbM7s3pepBWgAMjhj5mj1o35GgkBqkbj8fDz6G9FpVmMwwDrVbrtfc9J2O1TtYN5HTdzzqf/drpH3Ouq3bosR6Ph59P2qFxhvbm/e97HsZlzDl8HS5bQj/Ps0/VjfdW007/cfZro18vF9UOjTv0PHLq6dppNpv8nEFo51yG4kHRP6AA6BlQThNI/8bbbrf31KzTv7j96F/2/o3pcQbWs86JLmzd8NZvkNSFqj9H3/yc9X5KKbjdbp643W43bDZbj8HiNEPxaa89jAFlUOja6T/nwNmGDn1AcTgcXAeInqs/Vue4L3X/4y/6HaLnUWSm/jn01xuEdvRFr9vthlKqRztkKO43JFrByTAITtLNWc4COif6mONwOHoWgcDJkfxnTQDnGWeOe47+Ofrfexi6odc/ydh3jkn+yhfAg4IMNoe/Azg4H3rdxvNuuo8bcy6zYDD5eV7Tzmmbbv15F3Fs6tqhDbhu6DpuzOkff45jXMYcoFc7x81XZ2lH3zzp2tHHrJPmpSv6PK+937C1Q+POcd+Tsz77uGrnpHXySdqhiOxutwulDoynpB1dP1c91vSjr7/7DcX6cVxGO263G0Cvdkgv+lpHf7/+349j3LRjdp1MKdAnaee864dBo89ZeqT4aWuw82qHnkcGv5O0Q3ssej/iumjnrL35abqhSP5OpwObzQan08m1MkepG/3YTzL2XUY3Sil4vV4AB8bhk3Rz3Gc/x3kYq3WyHoEPvP75ztIOjTkul4u1o695rKAd/Tj610D0nLO0o+/JfD4fgF7ttFotHu8ajcax8+N1GXOAXkMxcZ69M3CUBUL2DLfbzb0sdCffsDlpndw/rp5HO/2/0+047ejjTr1eH6h2hm0oTgOoAsgM7U3PTxTWPC7gao7tDcMwZgf8mleGUqoM4OWoj+MERDsWxeJjDiDasSyiHdNMtG4A0c4lEO1YWztW1Q0g2pF1snkmWjsWH3MA0Y5lEe2YZqJ1A1heO1bVDTBk7QzVUAwASqm/sKKnzKrHBVj72IaFlc+BHJu1sfI5kGOzNlY+B1Y9Nqse17Cx8nmw6rFZ9biGjVXPg1WPC7D2sQ0LK58DOTZrY+VzIMdmbax8Dqx6bFY9rmFj1fNg1eMChn9s1q3SLwiCIAiCIAiCIAiCIAiCIAwFMRQLgiAIgiAIgiAIgiAIgiBMOKMwFP/aCN7zPFj1uABrH9uwsPI5kGOzNlY+B3Js1sbK58Cqx2bV4xo2Vj4PVj02qx7XsLHqebDqcQHWPrZhYeVzIMdmbax8DuTYrI2Vz4FVj82qxzVsrHoerHpcwJCPbeg1igVBEARBEARBEARBEARBEARrIaUnBEEQBEEQBEEQBEEQBEEQJpyhGYqVUn9dKfVSKbWqlPqVYb3vCcdySyn1x0qp50qpZ0qpv3d4/3+tlIoppR4f3v7GiI5vUyn1xeEx/MXhfRGl1D9XSq0c/pwexbGNAqtoR3Qzfoh2zn18oh0Nq+jm8FhEO2OEaOdCxyfa0RDtXOj4RDsaVtGO6Gb8EO2c+/hEOxpW0c3hsYh2xgjRzoWOb6TaGUrpCaWUHcArAH8VwC6AHwH4BcMwnl/5mx9/PDcB3DQM4zOlVADApwD+LQA/D6BiGMb/OIrj0o5vE8AHhmFktPv+ewA5wzD+u8Mv1bRhGP/lqI5xWFhJO6Kb8UK0c6Hj24RoB4C1dHN4PKKdMUG0c+Hj24RoB4Box8TxbUK0A8Ba2hHdjBeinQsd3yZEOwCspZvD4xHtjAminQsf3yZGqJ1hRRR/E8CqYRjrhmG0APwmgJ8b0nu/hmEYCcMwPjv8vQzgSwCLozqec/JzAP7J4e//BAcingQsox3Rzdgh2rkck6ody+gGEO2MGaKdyyPaEe2YRbQjax0zTKpuANHOZZlU7VhGN4BoZ8wQ7VyeoWlnWIbiRQA72t+7sMhFUEotA/gagI8P7/plpdRfKqV+Y4RpAAaAf6aU+lQp9UuH980bhpE4/D0JYH40hzZ0LKkd0c1YINo5P6KdIyypG0C0MwaIdi6GaOcI0c7FEO0cYUntiG7GAtHO+RHtHGFJ3QCinTFAtHMxRqqdiW5mp5TyA/h/AfynhmGUAPxDAHcBvA8gAeB/GtGh/aRhGF8H8LMA/mOl1E/r/zQO6oVcfc0Q4VhEN4JZRDuCWUQ7gllEO4JZRDuCGUQ3gllEO4JZRDuCWUQ7xzMsQ3EMwC3t76XD+0aGUsqJA0H8n4Zh/DYAGIaxZxhG1zCMfQC/joPw+KFjGEbs8GcKwO8cHsfeYR0VqqeSGsWxjQBLaUd0M1aIds6JaKcHS+kGEO2MEaKdCyDa6UG0cwFEOz1YSjuim7FCtHNORDs9WEo3gGhnjBDtXIBRa2dYhuIfAbivlLqjlHIB+FsAfn9I7/0aSikF4B8D+NIwjP9Zu/+m9rC/CeDpCI5t6rCYNpRSUwD+2uFx/D6AXzx82C8C+L1hH9uIsIx2RDdjh2jnfMcm2unFMroBRDtjhmjn/Mcm2ulFtHP+YxPt9GIZ7Yhuxg7RzvmOTbTTi2V0A4h2xgzRzvmPbeTacVzVC+sYhtFRSv0ygO8CsAP4DcMwng3jvU/gJwD8bQBfKKUeH9739wH8glLqfRyEcG8C+LsjOLZ5AL9zoFs4APxfhmH8kVLqRwB+Syn17wPYwkE3xmuPxbQjuhkjRDvnRrSjYTHdAKKdsUG0cyFEOxqinQsh2tGwmHZEN2OEaOfciHY0LKYbQLQzNoh2LsTItaMOSlsIgiAIgiAIgiAIgiAIgiAIk8pEN7MTBEEQBEEQBEEQBEEQBEEQxFAsCIIgCIIgCIIgCIIgCIIw8YihWBAEQRAEQRAEQRAEQRAEYcIRQ7EgCIIgCIIgCIIgCIIgCMKEI4ZiQRAEQRAEQRAEQRAEQRCECUcMxYIgCIIgCIIgCIIgCIIgCBOOGIoFQRAEQRAEQRAEQRAEQRAmHDEUC4IgCIIgCIIgCIIgCIIgTDhiKBYEQRAEQRAEQRAEQRAEQZhwxFAsCIIgCIIgCIIgCIIgCIIw4YihWBAEQRAEQRAEQRAEQRAEYcIRQ7EgCIIgCIIgCIIgCIIgCMKEMxGGYqXUplLq3zznYw2l1D2T72P6uYI1Ee0IZhHtCGYQ3QhmEe0IZhHtCGYR7QhmEe0IZhDdCGYR7VyMiTAUWwGl1M8rpf6lUqqmlPqTUR+PMD6IdgSziHYEM4huBLOIdgSziHYEsyj3Y+MAACAASURBVIh2BLOIdgQziG4Es4yTdhyjPoAJIgfgfwHwEMC/MeJjEcYL0Y5gFtGOYAbRjWAW0Y5gFtGOYBbRjmAW0Y5gBtGNYJax0c7ERRQrpb6plPpzpVRBKZVQSv2vSilX38P+hlJqXSmVUUr9D0opm/b8v6OU+lIplVdKfVcp9cZ53tcwjO8ZhvFbAOKD/DzC8BDtCGYR7QhmEN0IZhHtCGYR7QhmEe0IZhHtCGYQ3QhmEe2czcQZigF0AfxnAKIAfhzAXwHwH/U95m8C+ADA1wH8HIC/AwBKqZ8D8PcB/NsAZgH8fwD+76EctWAFRDuCWUQ7ghlEN4JZRDuCWUQ7gllEO4JZRDuCGUQ3gllEO2cwcYZiwzA+NQzjXxmG0TEMYxPA/w7gX+972D8wDCNnGMY2DkLDf+Hw/v8AwH9rGMaXhmF0APw3AN4/rwdBGG9EO4JZRDuCGUQ3gllEO4JZRDuCWUQ7gllEO4IZRDeCWUQ7ZzNxhmKl1AOl1B8qpZJKqRIOLmy072E72u9bABYOf38DwK8ehqgXcFBjRAFYvOrjFkaPaEcwi2hHMIPoRjCLaEcwi2hHMItoRzCLaEcwg+hGMIto52wmzlAM4B8CeAHgvmEYQRyEjau+x9zSfr+NoxoiOwD+rmEYYe3mNQzjX175UQtWQLQjmEW0I5hBdCOYRbQjmEW0I5hFtCOYRbQjmEF0I5hFtHMGk2goDgAoAagopR4C+A+Pecx/oZSaVkrdAvD3APw/h/f/bwD+K6XUWwCglAoppf6d87ypUsqulPIAcACwKaU8SinnZT+MMFREO4JZRDuCGUQ3gllEO4JZRDuCWUQ7gllEO4IZRDeCWUQ7ZzCJhuL/HMC/C6AM4NdxdMF1fg/ApwAeA/g2gH8MAIZh/A6AfwDgNw9D1J8C+Nlzvu/fBlDHgffipw5//3XTn0IYBaIdwSyiHcEMohvBLKIdwSyiHcEsoh3BLKIdwQyiG8Esop0zUIZhjPoYBEEQBEEQBEEQBEEQBEEQhBEyiRHFgiAIgiAIgiAIgiAIgiAIgoYYigVBEARBEARBEARBEARBECacSxmKlVJ/XSn1Uim1qpT6lUEdlHD9Ee0IZhHtCGYR7QhmEN0IZhHtCGYR7QhmEe0IZhHtCGYQ3VxPTNcoVkrZAbwC8FcB7AL4EYBfMAzj+eAOT7iOiHYEs4h2BLOIdgQziG4Es4h2BLOIdgSziHYEs4h2BDOIbq4vjks895sAVg3DWAcApdRvAvg5ACeKQiklnfMshGEYakRvLdoZc8ZFO6Iby5ExDGN2RO8t2hljxmXMOXzMlWtHKQVpRnw+RDuvvQcAiH7OgWin5/V53BHtnM24aOcqdUNjjc1mg2EY2N/fv6q3uk7IOhlH4w1pp9vtXtVbXRvGZcw5fMyVasdms8Fut6Pb7Yp2zsFJ2rmMoXgRwI729y6Af63/QUqpXwLwS5d4n4GgT1b7+/swDIMHIaXUQEUkG7gzsaR2aDLSrx3phnSia4ful4XPUDlTO8PSDWnCbrdjf3+/Zww5SzfA+Tfp12w82Rrhe1tKOzabDQ6HA91uF51Op+d/9POqtKO/1kVeb0IZ+XylG/ZsNhtsNhtcLhc6nQ7a7TZfP/269ht0LmIcPO2xZnQ4wVhGOwBgt9ths9ng8XjQbrfRaDRe00f/uKP/7yLaOe7xNpuN7xftnIkltEPjiNPphMPhgN/vR71eR6VSOXbc0fdY+utcds4S7VyIka516FoBgMvlgtvtRigUQqVSQT6fP7duLouuX2Cs5quJXCfrNhnDMOD1euHz+TA3N4d8Po9kMsn7bdqv0++D1k7/e4yRdkbFSOerfu34/X74/X4sLS0hlUphZ2cH3W6XH6M/T7RzOpcxFJ8LwzB+DcCvAaON0KILpQuCFhz9m+ZBvZdwOYatneOum66V4xYccq2tx7B0o48f/To46W8zehGNDY9hamd/f//YBcowtCOaGjxXqR39epF2ut3ua/o5TUsXueanPVa0M3iGpZ1utwvDMNBut9HpdE7UR78xblDaEaf64Llq7dD17HQ62N/fR61WQ7vdfu1xh+9/rjntrPc8DtHOYOnXzSADEvRr1W63+e9Wq9V/DD3PGfTcIk6Fq+GqtNO/p2o2mzxP6U5NoFdjV6Gd/vcQBsOwtEPzVLfbRb1ef83ud/j+VzZGXCftXMZQHANwS/t76fC+Uxl1dNxpxkBhaFhWO6IFy3Nh7Vy1bk6baERPlsJS2iGDn2jH8pier4DBX0d6PTL6jXpNJZyK5bSzv7/Pm++TnJyDDp4QTGFJ7eiGv+MeI9qxBJbZY+lG4tMyd2UOswym1snA4K6hHtgHAPV6vSfr7qTHCyPFEvOVrp12u41qtXqidkQ358N29kNO5EcA7iul7iilXAD+FoDfP+tJlHIrTDSW1M5Zg4YMKpbgwtq5at2c5c0W3VgGy2mHokJP2lyLdiyBqfmKSkRcBYZhcITfaY8RRo4ltUORNqc9Rhg5ltIOGYpbrRY6nc5rKbz644SRc2HtXKVuut0uGo0G2u32iboRLIMp7djt9oFfV8qcouhQ0Y6lMT1fXbV2KJNBtGMO0xHFhmF0lFK/DOC7AOwAfsMwjGfneJ4sJCYc0Y5gFjPaEd0IgLW1I/q0LmbnKzLiXnVUumBdRDuCWayqncuUQhKGgxntXHWqtOhmPDCrnauep0Q31uYy89VVakd0c3nUME/iSfVIripVSjgdY3TdMS+MaMdajIt2RDeW41PDMD4Y9UGch0HX7RMux7iMOYBox2qIdgSziHYEs4yLdkQ3lkPWyYIpxmXMAXq1IxoaPSdpZyQ1IPrTB+x2O+x2+ygORRgz+lMHrjJFU7g+9OtGUpiE83JdtXNdPoeVua7aEa4e0Y5gFtGOYAbRjWAW0Y5gBtKJbiQW7ViLoVvYbDYbHI6DihckBOr+LginQdrRBxHRjnAWx+lGUlKE82C32+FwOGCz2a5dFLp8B64Wu90Op9P5mnbknAtnIdoRzOJwOOByuXoCKEQ7wlk4HA643W7RjXBhnE4nPB6PaEe4ME6nE16vV7RjYYZuKKbmQLq3gIx94kEQTuM47dCAItoRToKizkU3wkVRSh2b7SKLGOEsrqpJh3D90Z2bgnARjnOMC8JZiG4Es4h2BLPYbDY4nU7RjoUZSUTxSZsn2XwLp3GcwY8Q7QgncZyDgRDdCKdxmnYE4TRIO4JwUWTTJAjCsJH1sGAGwzAks1cwxf7+PjqdzqgPQzgFx7DfcH9/H+12WyYk4cJ0u12ZkIQLo+tGxh3hIoh2BLN0u13WjWhHuAg07oh2hItC447MWcJFEN0IZhHtCGYR7VifoRuKaQFMSKdD4bzs7++j2+2O+jCEMUN0I5hFtCOYpX+tIwjnpdvtSpSNYAoZdwQziG4Es4h2BLOIdqzPSPIi+2uFCoIgCIIgCIIgCOaQPZVgBtGNYBbRjmAW0Y71GUkzu0HVXqPX0m+jxArHcJ2R8yuYQXQjmEW0I5hFtCNcBtGOYAYZdwQziGYEQRDGh2GN2SNpZjeIhQw1irHb7dzk7KSmQ/p9V3Fi+z+PTLhXwyAbS1l1MW3FYxp3pCGZYJbTmq8KwmmIdgSznLaeFYTTsOraVrA+ohvBDDLmmEfOm3AWJ9k1h2XbGGqNYpvNhqmpKTgcDlQqFXQ6nQvXf6QT43K5uAA2cBS+ftIJuyoDsd7VnDaFnU5HCnMPGKUUfD4fnE4nKpUKut2u6dqhVhyY9ah4aWIzOPp1Q99NQTgLpRS8Xi9cLhfK5bJoRzg3Sil4PJ6e+Uq0I5wHpRTcbjfsdjvq9brU8BMuhMPhgN1uR7PZlHWkcG70/ato5mLQnnJSzxvtXcXucTzH6YPu043sk7hGJBvaJH7289DvhDEMg43DdrsdwFEvnav67g29md1lO8iTcdbhcHCzj7MMhoOuiax/wZ1OJ19Ij8cDpRQajQZarZZMuAPkKgZSq1wbpRQcDkfPZ7zs90Q4gs6lcIA0ED0/8j08Gek1cDoy7pyMvvjVjVmTvuEmxFl8Mmdph+6fZOjzT/p56KdfO/STNtyT/L2bxM98XvRMaH096HAcmFD0uX6Sz+Mkf/bj6I/6JO0YhgG32817MTLyTeLYYxiGJYP3RoV+LvSsRF07Pp+PDewUNKnvNQatoaEaig3DQL1e7+nmfFGjBZ04h8PBzztpgNa/pPS/y3SwpwtIX3qbzYZAIMAe/JmZGSilkMvlUCwWUavVJJJoQJB29Ot3GYOXFQZjPYrY4/HAbrezZ2h/fx/tdrsnar7/eQAmcmK5KI1GA51Op8fBM4nnTNebrqlJ9mafRb1eR6VSmXjtEPpcqm+eaE6nRd8knyPg4Dw0Gg10u11ZBB9CuiDHKOmn3W7zPGa32yfeOWMYBprNpozHx6A71fujH51OJ2+6J1k/9H0Seukfd0g7ZLQBgE6n0zOXTRKX2RtfR/Q1n8PhYO20Wi0emwOBAICD71yz2bxUpus4I3NVL7ROpmBCp9PJ2qExZ3Z2FsDB/rTRaPB+v9/hed3HoUn4jOeFooRJOy6XC263G06nk/cT+/v7uHXrFmw2GxqNBqrVKprNZs9aaNBr6KFHFNOJ0D/ERaJI9vf30el00Gg0emoT696YfuENwruuG52dTid8Ph/8fj/eeOMN+Hw+eL1evPHGG1BKYWNjAy9evMDe3h5KpdKxG+fjDA/yZTkdOv/9Rq6LnjernGfSrtPpxMzMDDweDxwOB0qlEur1Ojsaut1uzwaazoPNZuOBQz8n4tl+Hd3Add3OS//CQh9byOvYn66ia+Q4LU3yRpvQDaKTvpjRxxz9b5fLBafT2aMdMnJN4oZJR4zmR+hRNbTx9vv98Hq9fJ6UUqhUKmg2m6hWqxN97kQ7R+gOTpq//H4/fD4fAHCGYavVQr1eRz6fl8h0AcDrEX12ux3BYBA+nw92ux1Op5ODjqrVKvb29gBcfSqvYF30cUbPYJ6ZmWHDsMPh4PJA1WoV8Xics5zr9TqvF8WAOlmQXqh3Fulofn4e09PTAI604/V6UavVEI/HEQqF0G63kc/nec/farVG/GmEq0Zfp5BmdO04HA4sLCxgdnaWS5K5XC5MTU2hXq8jmUwiGo2i1WohmUyi1Wqh3W4PfP08dEMxcLJh4zzQ4NvpdNhLc9brDupk0UV0uVzw+XwIhUK4ceMGQqEQwuEwlpeXYbPZ4Ha7UalU0Gq1eox9+vHoG266TzdGyALleC6jHSuhL0ZcLhdCoRBCoRCCwSDS6TSKxSJsNhvXRSXjXqvVgt1u50UuLWhrtRrrhwYIMfb11i6/jsa+/qwJ3ehC4xVpwel0sm5o/Gm327wgNgwDnU6HoyNEP5ONPrbSmONwOFg/lAlBKXTdbhedTgf5fB6tVmviDcWARKADRw5RXTsOhwOhUAh+vx9ut5ujRHd2djh7iJyik37+JhndsUCZew6HA+FwGKFQCE6nE263G263G6lUCoVCgYMzxFk12ehGPlr72O12TE9PIxwOs7HG6/WiWCwin8+jVCpx75xGoyFroAmE1s1OpxMul4vHnGg0img0CpvNBp/Px8aafD7P2a5k3Gu32z0R68JkQGMMrWlIR7Ozs7hx4wbsdjsHGbbbbZRKJd7fN5tNdjw0m03JDLnm6PsrfY2ja8fhcGBubg5LS0twu93w+/0IBAJoNpsol8v8mFarBZvNhkKhgFqthlqtNtBjHXrpieM8bBf5MuglJKiuFHC8AfG4QdrMF0836LlcLgSDQQSDQUQiESwuLmJpaQn379/nxkc/9mM/hhs3buDx48f4zne+g1qtxhOIXttIj7AxDIM31/p5koHiAD2atv/+cYM+g91uh8fjQTgcxp07d7C8vIyPPvoIW1tbiMfj+Pzzz3ucCrVaDcViER6PBx6PhzdKrVYLr169Qr1eR7PZBHCwUJE62QeMs0PhNGhcorGJxg5yVrlcLgDgdFyKwgoEAohGo3A6nchkMmi32+h2u/B4PKjVaigUCojH45wmNclMYmSfHpFOm22fzwePx8PaoUhQMtLMzc2h0+mgWq3ihz/8IYrFoow9h0yafnQo9dLlciEQCGB2dhZer5cjtKanp7G8vMwNR7/1rW8hFouhVqtNfFPgSdYNQUa+qakpzrryeDxYXFzE3NwcZmdn2cn+7W9/G7FYDPV6nVN5J9XhKdpBz7gzMzMDn88Hl8uFW7duYW5uju+fmZnBn//5nyOZTMLn83FGXyaT4VKJEhk6GZDz2+PxYHp6mtc6Pp8Pi4uLmJ2dhcvlwuzsLObn5/H48WOUy2Xcv3+f08DX1tawt7eHYrGISqUy6o8kDAFaK/t8Pvh8PkQiEQSDQXi9XgQCAbzxxhuYm5uD0+nE/Pw8FhYW8PTpU7Tbbfz4j/84lxHY3t7Gy5cvsbu7K9q5xvQbiW02G0KhEHw+H6LRKPx+P49By8vLuHHjBtxuN27cuIHFxUU8e/YM+/v78Pv9UOqgL1osFsOTJ0+wsbGBbDY7UCf5SCKKgcsZ+Oi5NHlT6hAZRPTHDKK0A1n7acKIRCKYmZnB3Nwcbt++jYWFBdy8ebPHg01G5Js3b6JUKqFWq6HRaAA48Fh6vV643W4Eg0G43W4YhoFsNotisYhqtdpTy0Y4YtwjrvUUbt1oNz09zRFWt27dQigU6jHEJJNJVKtVVCoVjkB+8OABXC4X2u02bt26hbW1NcTjcXQ6HVQqlZ5a4JPMuGrlPJBH0efzsVHT7/fj5s2bmJ2dxfb2Nnc/93q9mJmZwbvvvotgMAiXy4Vms4lEIoFCoYBoNIp4PI61tTWkUinZIB1ynfWjQ2PT1NQUvF4vyuUygIP5lcachw8fIhwOY2pqCrOzs6hWq2i32/jqV7/KDgbyeE+qkYaYRCcDpc1RBhWth3w+H5aWljA1NYVAIIC7d+/y+Xn06BGAg3rg8/PzaDabvGaapHPXz6R9dj1ogv4mp+fc3Bxvuh8+fAgAcLlcuH//PjsZ3nrrLQSDQdhsNsTjcVQqlZ7615PCdXWMn4VeA51ubrebnVOBQABvvfUWgIM57d69ewiFQggEAvjggw+Qy+WQTCaxvb2NdDrN89dxfUKE64E+5tDvALgcIOnm3XffBXCwd3/zzTcxMzODSCQCj8fDNWZzuRyy2SxarRaazSYajQZqtdpEr4GuMxTop5eoAw7GlunpaXg8HgSDQbz33ns8ly0vL2N2dpbHJAp+azQaKJfL2N/fRyaTQaFQgNPpBAApgXON0DPJ7XY722go85dshxSU895773G28O3btzmr4b333sP+/j5HE9NaJxKJIJvNsk1xUHv4oRuKj6sdbBa9XutpJ+MymzX9wrrdbvh8PoTDYUQiEczNzWF+fh5zc3OIRCJ8UcjST4+hkHJ6PYfDgWAwiEAggJs3b8Lj8XAkIKWvUPqTcL0gI7HdbofX64Xf7+c0ykAgwKncZCimKNCnT5+iWq2iXq/D7XYjGo3igw8+gNPpRLvdxtTUFDfAq1ar6HQ6J9bHnkSu62aRalx7PB4AB4uU2dlZ3Lt3D3fu3OFFLHCwsV5YWMD777+P/5+9N+mNK92yxVYEGX13ou8YjGCjXnkzdTPr3sLzxBf+AQZq8Gr0qgwUqsYGPPCDf8EbGfC0AA9swAMbsAF7ahhwAS6g6lam7lV2EkWJTTD6vu+D4YFybX4RojKZmUEyDhUbIEhJJBVxzjr7283aa9vtdikAvnnzBvl8HqFQCOfn58hkMhIEfeym98bUVUy9z9SO1TQN4/EYAGS82+12Y3d3V5KnR48eoVQqod1u48GDB8hms2i1WrBarTCZTGv84G7j5jKjPwIuJh5MJhNsNhuCwaBITjx9+hTNZhPD4RCpVAr9fh+lUgmapqHRaMBsNqPf79/yu7k9+xiLfWosrzYZyKwxGo1wOp14/Pgx6vU6hsMhkskkNjY2MB6PkUwmYTQa0Ww20Wg0ZBzzYyzyfWx+R8WOKnVjNpuhaZqw/R49eoRarYZ+v49EIgGHwyELg9rtNvx+v+Avk8mI1uM6jr6btuhz1Ak9Np1sNhsePHiAWq2GXq+HRCIh+Xs4HMZkMhGtWYfDgUwmg3w+D7PZvN5vcUdNrQuxKc4mOWNoNsgfPHgg8iTxeFzy/UgkIsW8Wq2GRqOBarUqOT93f6zrQHfLVJkJ1e/w7x0Oh+Rb9Dv9fh/RaFTIhD6fD8C7JkKr1ZLpYIfDAbvdDovFstQa4o0XipfVXSN7mMUxBtXLlmxQu4xMgjwej+iG8MZxFHc6naLf70ux9/Hjxzg9PUU6ncZoNBIg7O/vIxAIYGtrC0ajEZ1OB5lMRoKWj51Nc5ndhc4sGaA8TNxuNzRNk4YDdYdNJhO++OILCTRKpRIGgwFmsxmi0Sg0TUMwGMRsNsNgMBCmjdvtxj//8z9Lw+FjTJIW7S5eA/olFom9Xi/G47HgZnt7G+FwGOl0WmQl4vE4AoEAgsGgLHFxOBzwer0YDodIp9MYDAY4OjqSDasfu+nd3/wcI5s4Eolga2tLCi12ux3RaFSWuXCcN5FIYH9/X3zWwcEB/vSnP6HRaHz0bGLg48IOAGHw2e129Ho9Wbrh9/vhdDplFJzxD0cz7Xa7TMP0ej2RUFrj5+N672yg81wjKcNut8u/Wa1WpFIpfP7553C5XHC5XKjX6ygUCgDeXbPhcDi3oPVju44fo6mFG8ZEPp9PWHv8+0Qigc8++0x8T6fTQavVmsMe8E66jftliKWP3R/dRVPltcxmM2w2m8hNjMdjWdabSCTw6aefwuVyCYtvMBiI5r7RaBTZtmKxiMFgIL9zPR1892xx6kVthjudTikAms1mxONx/OY3v5Hi8XQ6xXg8htVqlcJyt9tFtVoVyYnz83O43e45rf01fvRvlFDluaLGOrFYDG63GwCkQR6NRvH48WPBDuudqt9pt9uoVqvIZrNCvvD5fLI3Zhnn1q1JTyzDLmMnL/NhUkeYNjY24HA4oGkavF4v/H6/bLJ0OBziAADAZrNJAbDT6UhAywKh1WoVjaPd3V0YDAY0m03R0OJil3UXe970fi0WDxWn0wmv14t4PA6/3w9N0+D3++VQsNvtUvBl59pgMCAQCMDlckHTNCkUa5qGXq+Hbrc7p3+9trtpxJHL5YLX68XDhw/R6/VgNBqF8TCbzRCJRKQAGI1G4fP5EI1G5zY6T6dT0TMmm0JtkK3tbprabAAgi34oZ0PWudvtRiwWQygUwv7+PqxWK+x2uywCMplM6HQ6cDqdiEQiODo6Qq/XW59hH5lx9JKFGTL6qEXMQJijdQ6HQzTWPB4Ptra24PP5UK/XZfnUeuz74zF1GSuTILKv/H4/HA4HAoGANBs8Hg8sFotgpNfrodVqyQ6R6XQqidO6UHO37bJFvtSuJnZ8Pp9M8rHhyQLyYDDAZDKBxWKBz+dDv99HKBSaW1C2trtnl/kFl8slZDC3241gMChNUIfDITEyyRYs3Hg8HgSDQWxvb6Ner6Ner6/j6DtsqtQp/+x0OuH3+xGJRKBpGgKBAGazmRQDyUBmnYf4o3+Kx+PIZDIALqaP1/i5W8ZisbrsUlUh2NraEu187mKzWCxz8TBjbYPBIGSveDyO09PTucW/6qL6X2O3Kj2xir9v0Vgk3tzclGUsgUBAWFdcksBqv9FolG72YDBAs9mUonEwGJTAJBQKIRqNYn9/H0ajEdVqFQ6HQ8Z2WcBZ290wteFgtVrhdDolGNnZ2UEoFEIgEJClUNSfIashHo8DgIxfUiv7/Pwcw+EQgUAAvV4P7XZbAmA6lnWCdLeMOLLZbPB6vdja2sKzZ8/QaDRwfn6OVCqFyWSC4XCIra0t0TsKBoPQNE2mGM7Pz9HpdKS7SSY7WVprjeu7bao/YjAbDAZhsVgwGAzgdDolcU4kEkgkEnj69Kk0NLn4hUtlNU3DvXv38M0336DT6awD3I/IWJxh8sTJKKvVilAohEgkgv39fYTDYXg8HlkYRC01Ltd89eqVSE+oY53rM+zuGxMmFmA2NzdFky8ajQoxg1I43PNhsVjgcrnQ6/XQ6XSgaRq63S4AyFKXdSx9943yfYy1GV/HYjHBjirVZbVaYbPZ4PF4UK1WMZlMYLPZEIlEsLGxgXw+j06nI/s+1n7o7hnzI0pDAu8KxaFQCKlUCrFYTNh5aoEYAJxOp8i6jUYjBAIBbG5uotFo4PT0dC3hdseN2KG+LABpFuzu7orMBM8enmkWiwUGg2FOqtTn88FisWA0GuHly5dzReI1fu6ekenLvJuF4mAwiHv37iEej8PlcmE8Hgs7XSWQMjefzWZwu93ik16+fClFYn5eht14oZhvdNVZIosHAzuLW1tb+PTTT5FKpZBKpeB0Ouce6slkIkuArFarMGVcLhdisRiMRiMmk4nIVnBMczgcCtuYifhsNpNlHGubXzygt2vCBgFH/yORCD755BPEYjGkUilEo1G4XK45NhZHdckOVbtJdAJ8jmw2G3w+H6bTKfb29kS7ptlsfvRJkl58zk8Zi/9k4/n9fmlWDQYDbG9vw+/348GDB7BYLKKRBlzo0DLJZnHYbrfj/PwcFosFyWQSjUYDjUYDlUoF4/F4jZ0frpve/M2PmcokJtPB7XbD7/fjD3/4A7xeL1wulxRhyBpmAkUtNvondq0NBgNcLhf+9V//Fd1uF+VyWYqHen/2fqnd9eIC4x6y0dlIDwQCkjS5XC74fD48fPgQLpdLmpyqlhqLN9FoFPl8HiaTCV6vF6PRCLVaTQLrtd1NY+OTW785+RKJROD3+7G3tyfSN8lkUqQDgHe+mcs23W43nE4nnj17hlarJdvAqdd3l5/Fj9kYE3NiIRaLYW9vD4FAAHt7e9IkT6VSknepZzvPss3NTSSTSSFeNBoNdLtdaZyvfdDdMubuJF1Eo1Ekk0lEIhHcv38flWnMAAAAIABJREFUoVAImqZhe3sbbrcbdrsdwMW5TlmJ0WgkuqKRSATxeBz1el3+/ap5/F2MN++qMeZVSYRsTO3u7gojPRaLzfkc3mM2MPv9/tziVp/Ph3A4jGazidFohF6vd6XXAqxxoyfjBAz9BqfEOfnLnMzj8cDhcMzl8ufn5xiNRoIddZG9z+dDsVhEp9O50uu4CnZuvFCsdthWueCnMkDNZrMwQL1eL3w+H1wuF2w2mxTsFseeWOijE7FardA0TToIi0L3BMxaC+vDRuwsW4f6uo36Z+wmshnApFrTNEmguQSKOAIgXSFihV1MdUTTYrEAgHSg9HJtbsL04nN+zPj6WeAjEyYSiYheOpdqMokm65M/Nx6P55paZFKMx+O5JIhYJf4+ZlObDHrEzYeMo7lcqBoMBuH3+5FIJCQ4oV+x2+0Yj8dSyFGLg2qRmP7N5XLNBTYfa3Ktnld3CTsAJO6x2WxzTdBEIoFIJCJTVYlEQiQEQqGQsEDVs05d8OpyueB0OmG1Wj/qiYa70ty8zHgmqXEzG+KapsHtdsv+DkoHJBIJSZjYxKJ/4bPFppbT6YTD4Zgb7fyY7C5jh6ay7KgFqy4bj8Vi8Hq9CAQC2N7elhjb7XbLGC9wgR2Vxc7YZzQavTdafpftYyg2qY1bdVqYU3fhcFiW1cfjcWmaO53OOeKF+vsACOOchT36np/TnNI7c/QuN8UvezbUWg8bDW63W/Iyr9cLp9Mp2LmM3cmJ4PPzcwwGAzQaDZHBGQ6Hkpfd1et6101tDCzGIvQ/LBTbbDYhgGmaJtJsjHVU/8DznXurBoMBqtUqut2u+CCeXz+FnaUUig0GQwLA/wwgDGAG4B9ns9n/YDAYfAD+VwApACcA/v1sNqv/1AsiG4kMkVVkrC0WZVjUi0QiUu1nd0jd7s6leg6HAw6HQ1jC1H3k+zeZTBgOh7K0hYEyGaXdbvdOMCCuAzsbGxviPFcRO4umFlHMZrOM25rNZmEXk31FzU/gYgyThy+xZTKZMJlM5pJrk8kEh8OBwWCAUqmEWq02Ny6nxwN8mdghbu5CEZ1NJrvdLuzhnZ0d/Pa3v5UiDJtUJpNJisOqbjW1sYB3SVa/30ev10Oz2USr1UK73RZckRGhF1smbgDIeTUejwHoP4lSg1vKSfz+978XTTWyPzVNQ6PRkAZnp9ORhil9CidoyDznghcGzJubm1Ls04mvXip26J/vCnZUo15jNBoVNjBZfMlkEplMRjSth8Mh3G43tre3pcCsMs3VBR8+n0/Ow+FwCEAfS2yvy+/cRRYjYxfq4pMJE4vFEIvFRFufizJDoRCePHkCq9UqZxswv5fk/Px8bjKCSVm9Xl95jeLr8DsqCeUumUrg4XPBpbxkZVE2gMW+Tz75RBrnJFSoRkY6p0fH4zFarRbOzs7QaDRkMfnPKfjd1HVfdo51VxdAqjGLWihmTuZ0OqWpQFnIR48eweFwCDFDLdSohB0W+8bjschOsGjDgs3PuZ43ce2X7XP0mmdexfhcqE1/tR5BckQ0GpWpqnv37snElDq9oE5E81nrdDoYDAZotVp48+YNSqUSWq0WqtWqSE9e5TXq0ef88PsA3K34mEYijVq3UiWSeHaRfe71epFMJuFwOAQ7KpNYJZZOp1PxMa1WC69evUIul0OtVhNG8U/5nqs+t1dhFE8A/Dez2ey5wWBwAfjKYDD83wD+KwD/z2w2+08Gg+E/AviPAP7bn/plLHrx61U13tzpdCoPcb/fx2QymWMLqxeaX4/HY2xubkp3mwUqFTQejwfT6RTZbBbtdltGnFjcUx3SKl+nn7ClYkfd/qm3a6K+ZqfTiXg8jmg0ilAoBK/XKxtQgfmgRmVP06FSlmQymaDX68nz5Pf7sb29LZ3vZenT3JItDTvT6XRO00ePpjatPv/8c8Tjcezu7sLr9YqfIqNT3YiqdiKZJKlMB47dAZCFm4PBQP59MTjWgS3V53A8TI8+Z9EMBgPsdrtoYVHbikt8KK+kauVzJDcQCMxpsfH30cdsbGyg1+shl8vJAikdaqQv/bzi+9fRNfigMWHidnh+hMNh+Hw+7O/vy4h3q9USZpbD4YDNZptrfqq4mU6n6PV6qNVq0uQkO2s0GumFaXUtfueuGSVrmCDZbDZYrVaRK6HciNfrRTgclgSKDU8Ac1NXbFD1+330+30MBgMMBgPU63UUi0VhZa3483dtfucuGRNrNrHZ8GSR2Ol0wu12Ix6PI5VKSfOz2+3OxUCL2BkOh+h2u+h0OqhUKmg2m8jn8zg+Pka9Xke/3/9ZPvyGr/vSsPNzGbB6MZWgpk5AsRDjdDqluXDv3j3BTavVAgDxU/xdrGEMh0NhgZ6dnaHZbKJcLuP58+c4OjpCqVSS3P8qplfcAPqd1Pwpo49h7KMSbNh4CofD2NnZwZMnT2Qhb7lcRiAQkJhbrRMRO5TVOjk5QaVSQblcxp/+9Cek02lUKhX0+/0r4+eGm8lLx85dM5XEd1kOzRpiIBBAKpXCs2fPEI/H4fP5kMvlEA6H4Xa7ZTKT2JlMJhiNRhiPx6jX6zg6OkKxWES5XMaf//xnZLPZOWbxT+FCJWv8mP1koXg2m+UB5H/4um0wGF4CiAP4LwH85z982/8E4P/FFUBB00nwL8abxMNBLXarHZFFLT31xtLh9Ho9OJ1OzGYztNttSZBYKL4rTvc6sKPH66IWfoGLQ4bs4sUxysUuD/HABIC/h5szmVCz8LfIINVjs2GZ2LkLzxODXbPZDJ/PJ6wHdTnCZcGw+qFiTMWU2uHWm19etOvwOeozp1cjBtQRS0pEUA6Ho08sEpNhRdbEZRIu9Enn5+cYj8fo9XrColn8/1f9GVw2du6C31GNRT51vJ+aaFxYp2kanE7nnJySpmkyUbWIH8ZMxE69Xke73Z6Lm/Rg61jnp02V37JYLCLn5nQ6EY1GRXai1+uJLA6XRfNso6mx0WQyETJHu91Gv99HvV5HrVbTRTy9xs5Pm8pCp1QACzX0NVySqWmaSJY4nU6Jh4D560Lfw1HddruNTqeDUqmEYrGIdrstY+Crej2XHSffNVPjZhZnyAS12+0iK8EpqkXcLOZl9CU8n3q9HrrdLlqtForFIorFIkqlEhqNhrBBV7Fpc111nbtkzKMpVaPmVequGJ/PB6/XK7Kkbrf7PZ+jnldqvNPpdNBoNFAoFFAqlZDL5VCpVNBoNGRSb40dfRnxwbxKbTAAkJ1APKv8fj8CgQD8fv+VscPGJtnDxWIRuVxO2OiUnbhKA+Eq+PpZGsUGgyEF4BmAfwUQ/gEwAFDAOxr6ZT/zDwD+gX9WmW6rKh+gHgZ2u12W0k0mE1SrVZycnMBoNMLn88kYnMFgQL/fx2g0En2rTqeDo6MjqexbrVa0Wi3k83nE43HphOfzeRSLRWSzWRl1YmFHb3q8H7JlYEdlIq0qdlTjoaJqE1OEnNIQ/D7KSfB+k/FA58BglUsT1GLxeDxGtVpFPp9HLpebk7pQf6de7edi5zLcqEGe3oy+QJWUoCYWZShY8FN1P9XPi7+PmOO4XKvVQq/Xw2w2g9VqfW9USo+2DJ8DQA56PV8L4N37YJF4b29PEuxoNCpa6WSJms3mOZY6G0/qaCobp/yg1nWz2USn07m0caoXW9Z5RdMzbmiUxwqFQggGg3A6nfD7/djZ2UEkEhE2jcvlmtOc5XJeSt6wwUC88Fzr9Xp4/fo1Tk5OpHBzlUUuq2bLxM5dwA0AKdY4HA7R36OWIzHEonG1WhXNdMq82e32ucaC2jQfjUbodrt4/fo18vk8CoUCDg8PUS6XV7ZQ8yFb1pml97NKNVUHlBrDTqdTJI64LIrya+FwWBZp0gfxWqiNccMP05+9Xg/pdBrlchmlUgkHBwcoFArCytKL/Msy4mTg7vgc4ob5O3Mwp9Mpy7/ZnJpMJvD7/XA4HAgGg/B6vfD7/fK71HyTkkD9fh/5fB6lUgnVahVHR0coFAqoVqtotVrodrsrn6MC6/PqMuN5Zbfb4fV6Jbei/BElRTVNw3Q6lUm8cDgMv9+PeDwuv0s9q1TsFItFFAoFVCoVnJ2dCXZqtRparZYuzq01dt43nlWcqLNarfL3GxsbGA6H8Hg8ci5FIhG43W6Ew2EEAgHs7OzMTb2cn59L7kXssKlQKpWQyWRQLBZRrVbF9yzb71y5UGwwGJwA/ncA//VsNmstJEEzg8Fw6V2ezWb/COAfAcBoNM7YBR4MBit7+PKB5iZlHiaqRhrZwbTZ7N1iKOoVUa/xzZs3MPyghQQA1WoVp6enyGazwu6qVqtoNpuo1Wro9/sCDL4W3nS9PkjLxI7JZBIB71U3sjvZeSRbz+VyIRAIiIYRmw3AhdM8Pz9Hp9OZ05sbDAbo9XpzelmFQgGNRgPpdBrHx8fIZDLIZDJoNBq6YNP8lP0S7FyGG0oq6KHBoBoLvdSH9fv9CIVCCIfDiEajMrrrdrvfW5AJQMb/F98zRy7r9ToODg5wcnKCUqmEk5MT5PN5kZ/Qqy3D5xgMhhkZKGz26fFZMvwwZmmz2WQj82effSbLfbjshwvGGNAsbtoF5puo/X4fmUwGpVIJo9EIJycnePnyJUqlEtrt9lyTU0/XbVnYIYNSz9gBLhLuYDCIWCyGZ8+ewel0wuVyIZlMIhAIyJgcGVrEEtnp6vjcbDbDcDiUxGhjYwO5XA5HR0c4ODhAsVhEt9uVsctVjRMvs2Vih35Hb8+PaoylNU1DMBjEw4cPpViTTCalaMzCsdvtlu9ZXPBLI2GD8VGlUkE2m8Xz589RrVZRqVRQr9fR6XQwHA51c44tCzv033cBOwaDQZYb7u3tySLoVColJB6LxSLYYWOBS6U4CaM2qFjEMxqNqNVqKBQK+Oabb1CtVlEqlZDP5yUn08uOhl8bJ9813BiNRsHDzs6O5GDJZFIa38SWpmmIRqOw2+2ysJ5TDLTZbIZut4vBYAAAgptXr16hWq0im80ik8lIsWaV6xuqXVeso1cjGc3n8wl22KiMxWISD/f7fbhcLmiahp2dHbjdbtHHt9vt79WHSCIE3mEnn8/j7du3knNlMhnUajWRnNBDvLjsWOfnyLSsovEZUAu+jIW5N2E6naJarUqs/OjRI6kxer1eOByOuek7g8EgJBzgwu+wKXVwcCCNKhU7y7YrFYoNBoMJ7wDxv8xms//jh78uGgyG6Gw2yxsMhiiA0lV+Fzs1q17so8PgeIrb7RZmjMrcAy4KuGrVn7IAtVpNioXAuxtdKpVQqVREX4uda1WThocdwaVXWyZ2OPrKJTerbuoIArWwiCUyI1iIWmR9cqMlGaRsGHS7XXn/s9lMku2zszMcHx/j7OwMlUplbvMuX8sqP2+X2bKwQ9zoLYihD9jY2IDNZoPL5RIWDRMhNh844qIy0dXDZvF9s5HVarWQTqfx6tUr0Tqq1WrvjT3pCTvL9Dlk5+tlBH7RDIZ32tb0QRyt5OINt9uNra0tYXxSS5/a1YtNBp5H0+kUw+EQxWIRx8fHGI1GSKfTotX3c3UdV8WWfV5d5tv1ZDzDTCYTXC4XgsEgksmk+J8HDx5IcAtAGOler1fu/+IoHWMjnlubm5vIZDI4OjpCPp9Ho9EQbVk96YMv2+/wuunhvX/I+AwwWUqlUrDZbPB4PHj8+LEUgmezmWAqEAjI5AK3xatNhul0ilarhVKphI2NDRSLRaTTaZycnKDRaKDT6ciEjF6SzzV23je+D7KzksmkfP306VOJncfjsRT8UqmUNMdV7NBms5mM7AJAuVzG2dkZjo6O0Gg0UK/XUa1WRTpglWUnaMvCjhrrrPp7/jFTc3ev14tEIiHNg08++QSbm+/KHoPBQIp9jx49kokX4kqVnTg/P0ev10Oj0cBsNkO5XEY2m8XJyQmq1arEzvQ/eriG1xXr6NXvEDebm5uy3JA+h7EOz59arSbTMZ9//jksFotgR83piZ3BYIBOp4Pz83OUy2Xk83mcnp6iXC4jk8kIdii7terX7zqww/1cq/7eLzO+B07SBQIBJBIJ0c5PJpMic0SSqNPpxG9/+1vRsFal/uh7SDyljE21WkWhUEA6nZYJ8mq1ina7fa3Y+clCseHdKfs/Ang5m83+e+Wf/i8AfwvgP/3w+f/8qd81m83Q7/eFcbvqARwLvF6vF3t7e6JFk0ql4PV655bZARdLs3jTqc/H95xKpTAej3F4eDh3U2c/6IM6HA5hawEXLC4uEdLbYpxlY4edFT1gh0GXxWKB1+tFJBJBMBjE06dPEQgEEAqFYLPZ3us8qj+vboa3Wq3Cjvnuu++kEMPtlv1+H6enpzg6OpKRp1XUN7qqLQs7sx/Gmqnts+q4ofH+Uzf24cOHwryiPpqqdaQmRKpPUmUT2G00GAyyPLPT6eD09BQvXryQjuRioKsnDC3T5wCQgqgegrdFow8Kh8PS4JxMJmi32ygUCkgkEggGg3C5XHNbnRcXIS42GgaDgUgFnJ2d4dtvv8VgMJAAmBrFLPTp6JlbOnb4WW/YAS6WH1KvemNjQ86Zf/fv/h22t7elMANAijMMePl3qh+h3MRoNEI+n8erV68AXBRsmCyRvaWXa7ds7FCaQw/Mog+ZqgtqsVgwnU5RKBTwu9/9DqlUCk+fPgVw0Xyi5rXT6QTw/oIexjSTyQSFQgGvX7/GbDYTJmi5XEa9Xkej0UCtVpN4adWv33VgR92wrkfjZAsX+ALvpjG/+OILbG9v4/Hjx/L+BoOBFIo9Hs9755XhB5ktPlNkZI3HYzSbTVQqFRSLRdTrdVQqFTnDdFLsWxp27prPsdlsMBqNaLVa2N3dFdwwp+p0OqJtrWmaNBiAixia8ctkMpEzqtPpoN1uo16vi3RAsVhEJpMR0teqX7+1z3nfSNxiDAMA7XYbe3t72NrawqNHj+akHtl8CAQCQrIgbtjoVAmDbIK32200m01ks1mUy2Xkcjlks1mZolr167ds7PB51Ct2GCczx+KC5k6ng3v37iEej2Nvb0/iXi4R524Gs9k8Rw6lH+JHo9FAuVyWgnCz2UQmk0GhUEA2m0U+n7927FyFUfyfAfgPAL4xGAx//uHv/ju8A8P/ZjAY/g7AKYB/f5X/UNUXW1VQ8IZRl5HOYXNzUwChds/Un6ONx2OMx2NomiZajmdnZ8jlcrIkQb0O/FmVuaayQYGLDeGret0usWvBjh7ev8rEYvfI7XbPMYrVsVz1PfFrs9mM8XgshZl8Po+XL1/i8PAQzWYT9Xod5XIZ/X4fBoMBhUJBRlxUR6NTWxp2dNhgESY6kx+OVno8HsTjcdmKepkvUhsMajebB1Wr1cLz589RKpVgMBhwfHyMRqOBZrOJwWAwVxjVyzVTbKk+Z9XPqg8Zm5WUnOBEQzKZRDKZnJObUIvC/Fnihxua2eEeDod48+YNGo0GjEYjisUiGo2GjD+Vy2VJsnV2VgHXgB2dPkPig9jwppZ1JBJBLBZDMBiEx+OR84vNbJUJQQYFk67pdCqNTaPRiE6ng8FggFKphEKhIGx0LgvW2XO3xo5iqq6sw+GQRjnHMjVNmxsBJxtLTbDH4zEsFgsASLI9GAxgMBhk8Vij0ZAiDXVlWazRkf9ZY0cxNf6hZmwwGEQoFJJlUZQB5AQn4yBVP1/FTqPREOw0m000Gg1JwAuFAjKZjDDROdmpk2v40cbJi8YYmGdWIBAQUg5xwyam0WiUJqjJZJor6hE3nFxQ5SY4ccfmFM8sykZ+jLgBLpaK6uB9X2rEDs8sv98vS8Y4TU7iIDHG/F6taXF/EAuFzMXZgKIGMbHDpasfM3b07ncASOxLuVpqnDudTpn2pUwkjecVY11iazqdzuVQbCawWFwqlZBOp0Viq9/vX3u+/pOF4tls9v8B+NDs5H/xc/9DvYCCgS5wQf/mzaaY+eIWeHX8YjKZYDKZQNM09Ho9tFot0XPsdrvSfVPHxMnmUun3/KwyvvRCz78u7OjFuFCO+ljUcaQExaKEiWqGH0bGWaiZTCbI5/M4ODjA0dGRLE8gc8Zms0lzQu8aY8BysaM33Kja1upSFq/Xi2AwiEQigWg0CqfTeel4pTqmy0Jxs9kEAHS7XWQyGfzTP/0Tjo+PoWkaCoUC2u02Wq2WMP702mD42H0OzWAwiNwEJSd8Ph+SySR2d3eRSqVkSzyDZCbo6vTKeDxGv9+H1WrFdDpFu93Gq1evkM/n4XQ6USgU0Gw2Jeit1+u69T/Lxg6vox5N3fjNrfCxWAyxWEyY6B6PR4JjNW5h0kQddMZR1CWu1+swm80y3s0GOos1emoI09bYubDFpFvTNCkUq4sz2chisVhtbjOOoV7faDQSRo3JZJKFmdQGPTk5QaVSwWg0mluSqAdbY2feSNShTrWKHb/fL9ix2WwyucD3rDYZiJ3JZCKa1Zubm8I6Jxvr7OwMxWIRg8FAiBZ6kftbJnb0jhsAch5RJikUCiESicDr9cLlcsFkMs1JJREv6mcW+7iYt9vtwmAwiA4oF2aqzSk2PT9G3AD6jZNVY87NKXI2Gijxx/OM+2LUCRcA7xX7uIx3Op2iUqlIQ5zYIWmQzfE1dvRpKkHLZDJJrsVCMf0JYx273S5FYDXWVbHDiTpOMuRyOcEO4+VWqyUybdeNnSsvs1uW6SGBZKDCjjZvNvX36Cwowg1Air0bGxtwOp3o9/uw2+0y2ptKpZDNZmWjrqq9x4/RaCRFHxaEVSPzC3h/LG/Vr+nHZMQB2TRcqhAOhxEMBhGJRBCPxyVwWSzyERvsUHI0IRKJYHt7G+l0WjSth8OhSLmoxUFgjQm9Gos01MmKx+NIJpOIRqNIJBLY398XdsSi/A0xQAzSHxmNRjQaDZyfn6PdbqNSqSCTyeD169eSXA+HQ90f2ss2PV4Lnl3curu9vS1+57PPPkMkEoHP54PD4XhPT03FDgCRNWFAs7GxgXK5jJcvX0pxWA1YdMxEX7rp9RqwIW632yXJDoVC2N3dRSQSQSKRQCgUgqZpc4tV1WY5fw8TcjbBK5WKaOkz0WbQy8B4jR/9Yge4aJB7vV54vV6Ew2FEIhGEQiE5w8LhMDwej/zMdDqd80VsUtAvbWxsoNVqybjumzdvpEhcq9Xe05TV8/X7tabn906NUMbMwWAQXq9XZP+SyaQUjmmc9mQszaQbuPBJlFuq1Wo4PDxEOp1GJpMRuYlaraY7qaRlm55xw3PH6XTK4kyPxwOXyyVLV6PRKMLhsGBkNBrBYrHIwkPgIo+nz+n1eiJp8/r1a5yens4tHiuVSronVyzD7gJ2bDYb3G43wuGwLOV1Op1IJBJyfgEXMpiq1ABNnf7u9/uoVquo1+t48+aNLK0jK7RYLIpE2xo7+jTW5CwWC9xuN0KhkDQWbDabTP8GAgEAF7unOBWzKBkJQPZwNRoNVKtVHB8f4+joSPZPseHAfOsmsHPjhWK10KkHgMx+0E9TJSLIKF5k8qnaIgyWCRhVE8lms80tJFP/LyZUatKu/jtwUYhcZB3r4Xr+GrtML3MVTdWaIfOcAuXUmeVmVD4PNLVxoDL9xuOx6LXxGqiaNIvF4buOhZ9jesENMI8d+hej0QiXyyVLyFwul4yz0NT7fpnPAN4lVL1eD5VKBbPZTLYUq8HKx55kL9qHGnOraiqbj9MMDGD29vYQi8Xg9XrfC1LUs4WfVRxMJhMMBgPUajUZvSMzq9frzQUta/y8M/Uc14vR36iSSeFwGKlUCvv7+zKOycmqy35+MfDlWdXtdiV2IiurWq3KuPe6yHdhesQOcMGqIcmCS12IHSbhbCCoibWqia6e2fQ9xA7ZNcViEZVKRaTc9LT48Dpt0afrxRbl2rxeL2KxmGAnFArJJJ4a4zAXW4ylyRDlVMPm5qawskqlEkqlkuih61DqZul2F3DDgk04HMbu7u57uFHzZjYXFhc/MucncYu4oQ46J/Da7bawz9fY0Sd2gPnpKWoO7+3tIRAIIBKJiHwAlx1yySqJOupZzRoOsbOxsYFKpYJKpYJyuYxisYhmsynYWcfMdwM7nFTw+/3Y3d2VCRiHwyFMYuaQJP8tkgSJg8lkIrEQZW4qlQoKhQIajQZardaN51s3WihmAms0GjEcDlceGBy9JeOOBwIXLbCbQAehjlgyUXe73RLEVCoV6XC22+1LJQfU0c3Ff1fF0lUGmDoqfFeN2OEY4iq/V5XNqY7kzmYzuf9Op3NukZ16HzmSsJgwbWxswO12i272aDQCAPnzutD3vvFesNi+6teGhZrF6QGPx4NIJIJUKgWXy/WeLrF63xcLxRyP6vf7aDQaOD09BQA4HA5UKpU5CZxVvz43berEiB6uDfHDxJiaWclkEp9++il2dnakSHzZ9MrimUP8DIdDtFotnJ2dwWw2y5LWXq+Hbre7ZqNfYnx+daSVKues1WoVyZJEIoHPPvsMz549E7kbLgpSm5qXNT1ZJO73+6hUKrDZbHC5XFLoo5yATjWtr814LTnWqgcjBogPl8uFeDyOx48f43e/+52QJHh+qff6sp0fqs51s9mEzWaD0+lEOp3G2dkZ8vk8yuXyXHy+tovl13q7Hip2nE4nQqEQHjx4gN/97nfweDyw2Wyii67mQmrCrcbaxE6r1RKN/tPTU5lmyOVyMo2nt2t1HaaeV3oytTFOTeudnR188cUX8Hq9co5xMpM/Q7LFYj5N3dButwur1QqbzSbSSPxY3OXxsZtefQ6xw+WHPp8PiUQCX3zxhUzdeTyeuUIfGaSLuz3UInG/3xfGcT6fRy6XQy6Xw9nZGXq93pwm8cduesYOcy2r1QpN0xCLxfD555/D5/PJPiqVQApAYmf+vFrzY55OTBaLRRSLRZRKJeRyOXQ6HVkWfpPYuXFGMSUbVF2XVTbeMI6qcLGYuqmQBwwdh1oAJMPCZDLJKHAgEJAx8MUCjVr8VQs//H/UgEjVLVZ/9q6aurBilZOzmen5AAAgAElEQVRKBq8MTtmNpKwEAxGVkaUmSWxIjEYjuc9c8ANgTiN7EStrmzdVG4j6l6t6rRi02O12OBwOaJoGp9Mpf6bfXHz9lyXX/DtVt5r6RicnJ8jn86jVanNMmlW9Lrdl1Enc2NhYeewA8wkT/Q6blZQIUM8PtbinTibwrKGfGg6HKBaLKBQK+Pbbb/H27Vvk83nR5aNG1ipfm5u2y7Cz6sZJBjIeKF/CZS5q84FMLHURq3r/1UWIHKE7ODhAsVgU30N2BBe+rPHzzogdo9GIbrerC+yoRTsy+3w+n3yw4MJiMXWtaSqG1AJxt9tFs9nE8fExms2msPr40ev19L60d6mmFjG63a5urssiK5SLD4PBoGCH8RD9KvD+JAyxM5lM0Ov10G63cXp6im63i0qlgmq1KqxiXh+9XKPrNPocg8Egz5QebLFYQ4mtSCQispGULeFOGPWcUXFD7PT7fbTbbSkIk9VHPet2u73yOehNGrEDQJfYYcwTDocRi8UQj8dljxA1iplDLv48cIEdygpQO5+xT61WQzabxenpKRqNhkjcrLGjX+wAF/Gy2Wyeww7rPqqe/oem71SC33A4RK/XQz6fx3g8lqWrmUwGb9++RbVavbX9CzdeKNbLMjYGrFxKpx4kamFFfR8EznQ6lQKz+qE6FJUxeNn//VPXZ7Fo/DGYHrpOagGG95EM9EW5ksV7+KF7en5+jn6/j06ng2azKd+3mKCvi30fNj0czKrkhMrqs9vtctj8WJFYNX4fk22OOg2HQzSbTdG3Xo/N/bjpZVpDTZjIjqDGGvGzWCS+jD2sfmahjx3sfr+PUqmEarUqW+TXI7s/biqDaZWvkZo0sTCjLmBlYViVU/ox3zOZTKRBNRqNROuxVCqhVquJJvEaPx82vSRN9CVMmpgokVXDAs3iuO6HngkW+oghaj22Wi3UajVZTLZuUH3Y9IId4ELnUZW7IXasVissFov4pMXFmYs+SF0wRezUajV0u13U6/U5qZv1FNX7pifcqDJJPK/8fj/cbvdcs1ONnz90ZqlLEMfjMQaDAarVKqbTKVqtFsrlMlqtluigr8+s901P10NtbHLZPBceqthR91GpTXHV1Clgxsn1eh3T6RSdTgflchmNRgOdTkfiHT09ZzdhesQOGwx2ux2apkmcrE43qNI2l5laV+R5Va/XMZvN0Ol0UCqVUK/X52RubuNa3XihWN3Qt4rgUNm7HHlTi7zAvJ6a+nMs/FJUf2NjA+12Ww6oWq2GcrmMarUqxWLVLmPm8M+XFRE/NPJ5V00PiYFagBkOhxgMBjJOx4BFFb9fDHbJTGdCDrxzJtVqFWdnZ/j+++8xGo1gNBrnhMzXgcvlxk4dJxhW9RotTiMYjUbZvBsMBmXD9+IEA031Eer3tNttYUMQK/V6XTRB14WaD5tesKMmTAx8fT4fIpGIsLJ4Hi0yiYHLG0yz2UwYWfV6HcC7MXiyQZvNJjqdzke/iONDpmJnVXFDW2TzaZomy1uSyST8fv9c41ttOnwIO/1+H4PBQFh7o9EIuVxubgmQqiu7tgsjdjhBtMqmNhhMJhPcbjeCwaCMfweDwbn4x263X6q/rOKJzQU2Evr9PnK5nDQbjo+PJeleY2feeP30gB0Ac7Guy+VCKBRCMBjE7u4uQqEQTCaTNDy5lJfNW5qKHeYIxFC320U2m8V0OkWlUsHr16/RaDRkimFt70yPuGG8TC30QCCAVCqFQCAguKHUH+X5VFNxQ+kaNsc7nQ7y+Tw2NjZQq9Xw/fffo1KprCW2LjE9nVfAvDSkzWaTvQvb29vQNA0ApPHgdDrnprb58x/CzmAwQLvdRi6Xg8ViQbVaxddff41CobCOdy4xPWJHXX6oaRr8fr+w0Kk2wHgHmJfyWSTosCE+nU7R6/XQarWQz+dhsVjQaDTw9ddfS+xzm43NG9coZoWdwFilh0btFJD96fP5EI1Gsb+/L9vjVZbZYnEGuNB6ms3ebU7tdrtotVp49eoVTk9P0Ww2L90Qf9VrcVmgdNcPr0XsrGKQp+odUWokEong8ePHsjmVCxUu25QKXLCmqZFFNtZXX32F4+NjHB4eCjuCOFjFa7EqZjAYpDi/ytrW9DnUlA0Gg/jss89kQzzlAxYXuai+Q5U1YcD78uVLFItFGaOjZEC325VRn1W9JrdtqmzJKmvq058wOfL7/fjiiy+QSCQQCoVExkTTtA9qW5NRo2Lo7du3aDab0ljIZDIoFArIZDIyQrf2PZcb/Q6xs6rXSU24GfgSO2wwsOmgsvmAC9+jBrCcwjo5OZGphU6nI+PeBwcHKJfLGAwGuiii34bpBTuLLHS3243PP/9csMMkPBaLyfLDRfyo8S/9z8nJiRSBKRnQaDTwzTffIJ1Oi6b1GjvvG2NQo9G40vHOIivL6XTi2bNngh02O7e2tmC32+eYWWojnPkXsZNOpzGdTiXvqlar6Ha7ePHiBdLptEzCrOozdVvGe2EwrPYuD7XRTdbeb37zG2xtbc3hJpFIwOFwyJml5uR8b4u44RJ6svoGgwG+/vprnJ6eolQqzbHQ13ZhesEOMD9553A48OTJE8TjcTmvuHxVxc5l8TJ90GQywenpqUwOU7ZkNBrh+fPnOD09RS6XQ7fbXcc7lxixA2Dlr4+KHZvNhgcPHiAWiyEQCMButyMYDGJrawtOpxMmk+mD2GHTin6H2KFsyWg0kvPq5OQErVZLnqvbuj43zigmMFYRFASC3W6XsW9uao5GozIOddnIrnoQcYSFXW2OrlQqlbkisRqsXOVaXPY9q3YNr9P44E0mk5Ub5SWu3W43rFYrrFYrQqEQotGoFIl9Pt8HR6DUoi8lArrdrshNnJ2dIZfLoVQqYTQaodPpfFACZW3zRtyMx+OVww2DWJ/PJyNPoVAI8XgcqVQK0WgUXq9XEqrFTalqgUZlYg0GA/R6PWSzWeTzeWQyGVko1ev15piya/uw8f5QL3wVsRMIBCSoDQQCCIfDuHfvHiKRCDRNw/n5ORwOh7D5aKrvIBNLHb3klt16vY5ms4lCoSBfq/5nbZcbC/irhh012Q4EAjK54vF4EAgEcP/+ffE7k8lElnJcJhnAZEkd+R4OhyiVSuJnarWaLOQoFAqoVqsrGf+tkq2q31GxQ6b5bPZuSa/X68WDBw8QjUahaRqGwyE8Hg+8Xu9c4qTGK2TUABD/U61WpTFXr9dFjzidTiOTyaw1rX/CiJ1VK9qo2PH5fIIdNjIfPnyISCQCr9eLfr8vbC11Cm8RO8yhiJ1arSZb4yk1QRZ6Op1Gv99fY+cDpuZXq3R9VKksFTcc+X748CHC4bD4HE7ikZSz6D/ZFOfXk8kEtVpNCsXUlS2VSnj79i2Oj49FK37dYLjcVrWuo2LH6/VKrMPG5v379xGJRODxeDCZTODz+RAOhwU7NLWZSf9B7HDflMlkQrPZFOy8efMGx8fH0thcY+d9Y9Fd3Vu2KqZihwsNAcBiscDtduPevXsIh8PweDw4Pz9HIBBAJBKRnVQ0FTuMl0moIHbMZrNoEpdKJRweHuL4+FimX267QXWjhWIe8oud4VUwtbv95MkTuFwumM1m/OVf/iX29vbw6NEj2O120ctih1st1FBoejgcSmH47du3MmrZbDYxGAxgNBrFyfxS57Eq1+2mjNd4VbHDcYM//OEPUpz55JNPsLW1hUePHol2DbXWuFRBZWEx2C2Xy6jX68jlcqhWq6hWqzg9PUW5XBZ2OpPwddD748YDfXH53yoYF884HA781V/9FTRNQ7/fx+7uLiKRCJ48eSLfa7VaRbOP95y44edKpSI6jq1WS1hY1WpVlgA1m00p1Kyx8+NG7Cz6+lUwsvhcLhf+9m//Fj6fD/V6XRhZDx8+lOLd5uYmfD4fnE7ne+cV32OtVkOn00G73RbJiZcvX0qynU6nUS6XcXR0tB6hu4KpfmfVsLO5uSksvr//+7+H1+tFqVRCPB5HIBDAvXv3JJbZ2NgQKQEuyWTswvfTaDTQ6/UwGAzQ7/fR6/Vk+Vi9XsfBwQFKpRIODg5kSmaVrseqGbGj6iKuyrVSsfMP//AP8Hq9KBaLQqS4d+8ehsMhRqMRNjY2EIlEEI/HZTcJzyomiNSL5fjpYDBANpuVc+rVq1coFAo4PDwUlt/63Pqw0berLMpVKFAwRqaGNbFTLpcRDocFO4xrNzc3EY1Gsb29Lc+CGu9sbm6i3W6j3+9jNBqJjFaxWESr1UKz2ZSR79evX6Narc6N765t3lTcrFJ+xaku6hD/3d/9HXw+H2q1GoLBILxeL+7fv49Op4N+vw+r1Sq44fnFOAiALJclbtRCcbvdRqvVwosXL5DNZvHq1StZmLlqTZdVMpVluwrYUYk0xI7VasXf/M3fwO/3o91uw+fzQdM03L9/X/YlOBwOwc54PJ6r0wCAyWRCt9sVIg7P6VarJdh5/vw5stksXr58OdcsX2Pnw8bYgEzbVcIOp3z/+q//GoFAAIPBQBY8P3jwQGoxHo8H8XgcyWRSYh/WdIB32CEWiJ3z83O0220hBP7bv/0bMpkMvv32W6n1rAp2bmWZ3SqyIEkpN5vNwhB2u92yDMjhcIjTYeEAmB/d5YGyKIpfr9dRKBQwHA4BQLoNq/T+9WBqgWxVrh1H/SwWi2hhUW/N4/HA5XLB6XRKwYAYAuYZfRxNMRgMGA6HGA6Hsjzq5OREtB5NJtNck2FVrsMqm5pgrML1YjBlNptFKoCBMFl9XKzA72eDigcZO9tkOmxsbMgh1O12cXZ2htPTU5ENIMaIs1W5Fqtu9OWrcr0YUNlsNni9XsRiMWk+OZ1OBINBCYKJEZPJBIfDIYEvu9qUHuGIO4t8p6enOD09laLxeDxGvV5Ho9HQhU78qpjKHrhtU9l8drtdNPmow8dFQB6PB36/X9hTlDNR2TXc7k0mBBceDgYDnJ2dIZPJoNvtSgGQzYZut7tOuK9ojClX4VoRN0ajUXxMKpUSpjnZxB6PB6FQSFjCJpMJLpcLJpNJEm9iZzabwWw2y+TLeDxGLpcTPT5qXFcqFWmcr7IMx6qZmmfdlqk+ZxE7brdb2OaapsHlciEcDotOrtlshtvthtlsntsRQDa50Wicw06xWBQd0F6vh06nIwSdarUqsgFr+3G77eeL8S0xw30/1B+mhFYoFBLfQzbxeDwWtp/FYpmTuWFz0mq1SqxD3HBKs9frodlsolQqCbGCuzzW9tN2mzEy77Pqb4gdv9+PZDIJn88Hn8+HeDwu2tWxWAw+nw+j0Qg2m03IOGqjjecw42T6HGJkOp2i2+2i0WjIwl4WifWivXvbdptnlSoPQSKi0WiUmDiRSMDv98uiTOrlb21tyR4Fu90Oj8cj2OHvUQvFXHSoYod5WLPZlFiHzalV8ju3VihelcQbmNceMZvNACBAoYwAx8I3NzeFnQhcdGKn06l0KReLfaST89BZHL9b29WMQcyqXDs6GBaKOdrNQjHHvTmKQF0ttVGgFvwmk4loZLHLVC6XcXZ2Jt0o4GKz8ypcAz0Yr/Eq+JxFjTW73Q6fzycaxZS3cTgcsNlsc0VltcFAn8MDxWw2S4LEZQqHh4eYzWYig8MEfBWug15Mxc5tG6deuEjB4/EgGo3KucUCscvlkkUKAN6Tu+H7IcPKYrGg2+0KK+Ls7AwvX76ExWLBdDrFcDhEq9WSBVLAusl5FVuVRaOqHigLv1wYxdhG07S55T8ApJhH2QCeOdPpVFjlPLvIyiF2bDabfF+9Xker1VoZdoRe7LbPLLVow7iXC8fu378Pu90uutZsOHg8HonPuPiQbFCeW2TyAZAFLqPRCGdnZ3j9+jUcDofIa1WrVWGsr4IP1oOtAhFncd8LmwbRaBQPHz4UAg71HZloEyP0O5ubm3N+lM0Co9E4h51MJoM3b97A6XRiOBwKI71araLdbt/69dCL3ba/4QfJWCaTSdh6jx49EuJNKBQS3Hi93rmmOD/oYxgDcyKVsQ5xc3R0BLfbjcFggEajgWq1KlN5a9xc3VYBN8SOel5Fo1E8fvxYGgvUzCfZQsUO/Y561qjYYY41Go2QzWZxdHQkk6D0N9VqFa1WayWadXqx27pWaj7OPFut4RA7bIRvb2+LLG0gEBDscFrGYrHM/X7GyCp2xuPxHHZ6vZ7ghtJ+q4adG5eeWDWdH3WZC0fq/H4/gsEgotGoFGvU7bwMZgDMSQZ0Oh10Oh00Gg2cnJygUCjgm2++QSaTQTabRb1el475bSePejOVYXPb100tEFMUnwk22ecul0tGF4CL7c5ktwKQhGk8HqPRaKDT6aDVauH09BTFYhFv3rwRdh8D4lXQq9GTqT7nthMnAMIqt1qtcx1Ki8UCi8Ui23btdruwPTk+x/dDVs1kMpFEqN1uC25OT09xfHw8t1BKXR61xs7V7babMmqxhs0ou92ORCIBn8+HQCAAp9MpgS+nGDgVwwIffxcT7fPz8zmJknQ6jVKpJInT6empaKWrkzJr7Fzd1NGz27huahDscDjkXLp37x6CwSDi8Ti8Xq/4IK/XC4fDMYcdNqQMBsPccqxGo4F2u41msynLfjKZjPgdNiK4iGPV4r5VN2Lntvy1yszSNA12ux1OpxP3799HPB7Hzs4OQqGQsGsY+xA7JENMp9O5xWpGo1E0zhnrEDuMdQAII1TdCr62q5k6Ln0b2CFuTCaTaMXa7XY8fPgQ8XhcMESfREIOf5ZSPfQ9nELY2NiQUV0VO+l0Gul0Gvl8HhsbG2g0Gsjn82vs/Ey7TdywqUDccPG32WzGgwcPsL29jcePHyMSicxN+NpsNgAXU7o0VfscgCxwbrfbEuscHR0hm82iWCzCZDKhWq3i7OxMpsjWuLm6LcpR3aSpBAqTyYRYLCZF3729Pezs7OCTTz5BOByW/Ir5Fn2VSt6bTqdC+AMgdZ12u42zszPRrs7n8ygWizCbzSIPyabEKrFBV91uK8dSGwv0O1tbW1IP3NnZwd7eHj799FNZdriIHVUDnROEi9ghYzibzYp2dS6XQ6VSwebmJqrVKo6PjyXGXkXs3DijeFUSzcVlYuqfOULHrfFer1ckAziCye+nNhbBUK1WJdHmOFStVkOv1xMQrA+gX2a3XeRSRxTU8RZ+bTab4ff7EYlEkEwmZSSKwvgMgKk7SOz0+33BzuHhIbLZLKrVqmgUcwxTPYBW5TnSg63CWAsxwkPGYrFIs8HhcCAUCiESiSAWi8Hv98+NQC2+F+JmPB7LZu9Xr14hn8+jVquJz+EYJhsMa/t5dtuTL+qky+bmJjRNkwkXjsK5XC4EAgHRkfV4PLDZbIIv4EIDTE2A6Hfq9Tq+++47wU6xWBSfwwLxYDCQ67G2q9tt+x2eSRaLRRa0WK1WWfbkdDqFhU4muuqbgPkpHspoUD6g0WjMYSeXy8nYHHX8ut2u/Pzarm63yShh4s3m09bWlrD06EtIqKD8hM1me49Rw9eu6hIDEMbnd999h1wuN4edTqcjzalOpzP3e9Z2NVOf2Zs0NfFmAyGZTEqMTGaV2+2G3+8XyRsWBDnNqb4HVTaMEwqNRgOvXr0SzDBObrfbGA6H0jjnmbe2q9lt4oaFGo/HA7fbjVQqNScdsbGxAZfLBb/fL0QKTkpdhhueV4zhONnL/KpSqSCdTsu0y2AwmMPN2uf8PLutOJk5uDoVtbOzI9jhv7tcLvh8PmkyMKbmlCYAaYjT19AGgwFarRbevHmDTCaDcrmM09NTaZYPBgM0m020Wi3xc2u7ut1mnEOCKP3Ozs6O/Ls6CePz+aSpyYYEYx36GPoNqgaQmNNqtXB0dCTYSafTaDabIu3XaDTQarWESLiK9tEVilUtG35WPwDA5/MhGo1id3cX4XBYNI8uWy4ymUwkIarVasjn83jx4gXS6TSq1aqwJ6hNsqpAWNuP2+KIAtnl7CjR4bDBsL+/D03TYLPZ5gp+6lggizBkoefzeXz55ZcolUoy6t3pdDAYDNabvn+FrUKRmIeOqnVO3LjdbsRiMSQSCWxvb0sQvHgQqbihrE2r1UKpVMKXX34pC1va7baMRw2Hw5XbRKwnu23sMAi22WwIBoOSHDHp9nq9iMfjCIfDUgxkEEzMkM2paucPh0N0u11UKhX88Y9/lPHuZrM5VyBeFY1dvdltF4mJHTJBt7a25Kwiq5z6joFAAH6/X84zBqzqB5sLZGqxQfXVV1/JIiC1Id5ut9dN8V9otykdoBZtXC4XNE3D3t6eJEDUF3a5XAgGg9JkIG44/bKIHTY3Z7OZjFo+f/5cphrK5TIGgwGGw6Fs+l5FZs2q221jZ2NjQwgTXKpK6SsW/t1uNwKBgEy/qKQLYof3XvU7AAQ7f/7zn2U5b7lclgWK1WpVFiOu7ep2W7hR42Or1SpxzOPHj2UxfL1eh8FgkEIx5SfUXEyNb4AL3PD84Xn19ddfo1gsihwksVIqlSTPWtvPs9v2N5ubm7DZbIhEIohEInjw4IFIplWrVdEqpqyf0+mci5EWp53UvSQqGefbb79FPp9HtVpFuVyWOLpYLK6x8wtNnc6/SVMJODabDbFYDJFIBPfu3RPfUalUsLGxAYfDIdhxuVxz2KHf4flEaS0Aol3Nhc7pdFrIOMROLpeTqd9VblDdeKGYxdjbHMVUmcEs4HDsksU9u92OSCQCr9cLm802RzEHMJc89ft9lMtlFAoFnJ2d4dWrV6hUKlIgJrtmXej7dXZb2FEdg8PhgNlshsFgkAVS8Xgcbrdbuk5WqxWhUAg2m+2Diw9ZiGk0Gjg9PcXr16+RTqdxcHAg25yJLepBrrHzy4z37yYPJLWbbTab4fV6YbfbZQzT7Xbj3r170DRNDiF2NqnryNesFoipNVyr1XBycoLXr1+Lz6GOtYqbdZH415naGLyp67gYxFCiJBgMClPr6dOn0DRNpAOsVqssHVOnY9QEajgcotPpoFar4fj4GIeHh6Ipy4kFypSsGwy/3tRg8iauoxrfsCkVDAZlyoWMiCdPnojfIXZsNtscg4vJE8cw2Vig3yEz68WLF5IkXSZzs7afb2pD+iaxw6YUF4nF43EEAgGEQiHBCPX61KmXyxrhbDCNRiMhUtTrdZyenuLt27fIZDJ4/vy5+BqeXSz4rbHzy+w2sMPGAkkRmqZhZ2cHkUgEwWBQMPLgwQNZYOd0OqUZrsb1TLpZJORUVLVaxcnJCU5OTpDL5fAv//Iv4ndU7KwXHv4yuw3cqLtdrFYrvF6v4Mbv94vM1v7+vkwukETBHAy4YA8v4oaxztHRkUiTfPnll4Kbbrcr/oc51tp+vt00dkiwYf5Nn5NKpWSKl0W93d3dOWkkahCrE1PMx9X4t9VqyXR4JpNBsVjEixcvJMZRscNdH2v7ZcbY4aaww91ArNVomoatrS2R0vJ4PPB4PNjb25uTR2JstChTwiY4sdNoNCTHymQyKJVK+O677wQvzWZTiF6dTufWJjl+jt14oZiJN3CzF+Yydp966ASDwTmtWVU7ixomfM3UVKEeCdkPg8FARnZZqGHhZl0k/vWmFvxuGjss+jEg5gKXxcPI4/HMORV17E7VL2JizSCXmn3UtCFu2BVfY+eXGRPg22BMqP7GbDaLxASD3r29PdEH5fguGwuq5ARHvVmwabVaotXXaDRE35rFPtUnrXHzy433D8CNac2q0y2UDrBarYIdr9cLr9eLvb09Gd1lsEzcLAYy3W5Xkuh6vY56vY5Go4FKpYJKpSJSAYvn2Ro7v9wW/Q5wM/GOukuBSzfsdjv8fr9gh+cVG+JqY4qvU2XTqAEwl25wOzPHvRko83xbF2t+nd00dhZjHI53c1kUm1K7u7vyb5SbUBsMwAWbj2cSJ1/q9TrK5TKKxaKwQbmzg+fbeuru19tNYod+jgukKDvB4h8Z5yweUxZpMa+isdBHOYB+vy/TCiTjFAoF2dnBpji/Xhdsfrlx/851L6xdZBGzYaAucSZm/H4/ksmkLARX4xwa4xxKABA3XIZJCchisShLVSkXSdyswvTCKjMKf8puAjuLU3ZsNlmtVsm77XY7NE1DIBBAIBBAMpkU36QulVd/J2s3jUZjzueo2CmXyzLposZFq5Kf6xU7vJ8ArvW8Un0Od7kQE+qeDu59CYVC2N7elvhm0e+wDkXsqH6HTQY11iF22KBiPqYX7NxooVhNnm56o7MKFI7yJhIJSZai0aiwJqLRKILBoLBtuDFeZfap7L7hcAgAUvxTu5T9fn+lisSL0hl6MXYRVUb3TbK0VOy4XC48ffpUtqg+ePBA2KLBYBA+n++9QJh4VzVj6/U6Op2OjGN2u135N+JnjZ1fb8SNKuFwnbaoS6wmUJ9++qmMXD558kQSKiZXxIyqgT6dTmUR5nA4RKFQkK3NXEamsrH6/f5K3Se94obszJvCjWoqG50d8P39fUSjUYRCIdy7d080RJmoE280bokvFouCj1wuJ1p8tVpNgmOVib5K9+kuYOcm8HOZz2Ehz2q1Ynt7G1tbW4jH40ilUrBarXM66ar0FvCu2Nfv95HNZgUf+XxeEqhyuYxqtSrTUmvsLM/IelGlY67zPajNBfoSVa86Ho9ja2sLiUQC8Xh8TjqJZ5WKHSbSp6engo9SqTSXfFNqQmWjr9J90it2uAfhJrCjjn5Tms9kMkHTNJFIikQigptQKCRFG/68+hl4hx1qOjKXov5wpVKZ09BXGcWrdJ/0iB3ihmfVdeFGnXqxWq2yeHdzcxNer1cKx9FoFIlEArFYDJqmCW5ms9ml8pFk6h0eHopfabVaaLVaqFQqKJVKIo3ExkK3212ZphR96Srle1c1FtJUqaHrwg61851OJ4LBIIbDIcxmMwKBgDQaGOvEYjG43W451z6EHRaJDw4OJJYhcatWq6FarcrOFzKKW63WyjzjesaOwWCY8zvX9R7UBjilHtvtNkwmE0KhkDSmUqkUtjbCD4MAACAASURBVLa2EI1G38OO+pr5mTJrb9++lfOI2CGzmPk5CTm1Wm1l7tWihMaH7FY0itUt7DeRPFGrz2KxyNicx+NBKpWSLtTW1tZ7khOXdbyZWLFYXCwWJfHmtkM1aVsFMKi2KgfjLzGOGN2EqUEwu9x+vx/hcBh+vx+ffPIJPB4PnE4nUqmUMCX4vYtdMlX7jyNS+XxeghlqjqrOclWcCU2P2FE7f/zzdSfdLAyzkOf3+5FKpRCNRvHw4UOZWohGo3PL7dSRqMXXSNzMZjMUCgVZnjCbzaSooG6PXeNmOTabzURz6rqxozIfmEgFAgHs7Oxga2sLjx49gqZpcLvdcLvdUkRWtdLVrjyxsLm5KfgvlUpoNBpoNpsAIP/G82yVcAPoFzt8jlXsXOf/xQTbbrcDgCx3SaVSSCQSIhmgaZo0pIgbdVoKuFggpS7lMBgMou3YbDZl8QsZNmvsLM94P4id61qQw5iEhAiHw4HxeCxLpba3t9/DjsrKUhuaakOEchO02WyGbDYrjXEyadi8WmNnecZnlbnIdWGHiXcoFILdbofH40Gz2YTZbBa/s729PXdmcVpKbSyosYo6lcl/m0wmOD09lWk7Tr6ozc01dn698Xnu9XrXhhs2wGw2G1KplMQxhUIBm5ub8Pv92N3dxfb2Nh48eCASAqrMBLGjTghOJhP0+31ZnEp28du3b9FqtdDtdoXQpTY2Vwk3al1Eb0bs0OdfR6xD2Ue32y05lKZpODk5AQAEAgHs7e0hkUjg4cOHwhBVcypVbgLApdjh/oXDw8O5yU1KBbBQvEo51irWCq5qbFLT5y/b2JRyuVzwer1St9E0DW/fvsX5+TlCoRDu378vORZlSn4KOyRTsFHJBsPh4SHa7bb4HmKHciWrhp2rNHZuvFB8k7aoE0rKuc/ng8/nQywWk/G6eDw+N7rA7Yaq01vUfhyPx9Ix4EgvRzGp8bdKoLhLdhNNBnU8irjgko5QKDQ3rsBCsaqftXhgqtIZFNqv1WoyCt7r9YRBqtegYVVN7SZfp6mMPk4ucGyXeqGqZAALxNSk/dBrNBgMcjARN9yWSj1rYmftb5Zn9N/XjZ1FWSRihxviOalA1gR9zWKx70O/l8mT6nOIHeJGjwnuKttNYofyNlyAyXFMjtFRj/iyIvHi61tkT1C+pFwui9/hxmYWlNfn1fXYdcY59A3UCXU6nRgMBoKdYDA4p/l4WZGYr++ywh/wjiHabreRz+dFIonyWhzbXfud5dt1+h31rGKxz+PxAHjX7PT5fLKUTNM0iXNUf/Mhn8OiB4vdzWYT+Xxelqx2u110u925eGdtyzPiRn22l2Uk35ABqmkaPB4PxuMxjEYjgsGgLCRTG5rqGbVIpFA/82uOgudyOYlxer2eLHhex8nXYyp2lmWLE71Wq1ViYbfbjV6vBwCIRqOIRqMIh8PweDxzk+A/5mvUBid9TqPRQDablSIxZUw4sbmKsmyr9nquaurzvEzsqD6MPockUDYu2+02zs/PEY/HEYvFBDvMrS7LqYgT1d/ws4qdVqslPocYWtXG5lVez61oFAPXLx2w6GBYKFb11vb29gQUqs4sNfvUjgKNToXjB2/fvsXZ2RmOj4+F5Ver1WS8ZdVAoWe7Kk1+Gf8PkyEy+6jVR6HzSCQiyzv8fr98zZ+7jIlOB8Ok++DgAJlMBqenp+JQms3myuge3QXjNbyJpVJqMEsdLbvdLsUaForZVOB4L/3MZQclG12z2QztdhuZTAbff/89crkc8vm8dLm73e46cVqyESubm5s3cl3VM8tms8HlciEWi2F7exvJZFKSbjY02VxQf141vm6DwYBms4k3b97gu+++Qz6fRz6fFykTLuNY+5vlGQPJzc3Na/U7ajDM5pTFYoHb7UYymRSGFrd9LxZtLjM1ZtrY2ECtVsOrV6/w4sULFItF2dpMnUe9sllW1RjfLI48LtvUaTun0wlN03B+fg6Hw4H9/X3cu3cPiURC9IhtNpsUii+bfKHvYsNiY2MDlUoF3377Lf70pz9Jo4GNcMqyrW15xvzEZDJd63OpFvy8Xq80Me12Oz799FPs7+8jEolIfkU8XMYIJZ6IHbvdDoPBgHK5jBcvXuDLL7+UpjgbC2RmrW05Rp+j4mbZRWL1XKGGrM/nE//y+9//HolEAj6fT2IbtdhHkg0xruKGsTbPq6+//hpfffWVNKf4/sgGXdvyjPfjOmId5tKMV4xGI3w+35zEI7ETDAbhcrnmfkbFDmPcyWQiuFLztM3NTdTrdXz77bf46quv0Gw2RZ5kjZ3rMeJlmfk57zcnWFRdahL7vF6vKAj8xV/8BTRNg81mm/t59WueO8SOWh+yWCzY3NxErVbD999/jz/+8Y9z2CFJR8/YufFCscHwTpPkOtkEvLkMUBwOB8LhMAKBAB4/foxwOAyfz4doNCoMLZ/PJxsxVcaEenN507lEqlQqIZ1OI51O4+TkRKjlZPitg+DlGrHDsbrrkKEgdngAeTweJBIJhMNhPHnyRNhZ0WhU9GWZQC2aGgxT07pcLiOXy81tcM7lctKtXC8+XL6puAFwLUU/4obbVH0+n2xSffr0KWKxGEKhEMLhsCRPLBAvJtsMTM7Pz6WBcHJygkwmI7ihVh8LNusFUtdjPEdGo9G1FYt53rCQFwqFBC+ffPIJ4vE4gsGgbJBnAQ+4wLKaSE2nU4xGI2F/npycIJvN4ujoCGdnZ6hUKqjX63PTC2t/s1zj9SR2ruP6qsm3y+WSKSk2pJ49e4ZwOCxyW4tbm9WGK4NhLqXL5/MolUo4OzvD2dkZ3rx5g7OzM5maYuy2PquWb7yeFosFw+HwWpihatHG6/UiEolgb29PYp7PPvtMlrx4vV5paPL1Maah8fzp9XpIp9PI5/PIZrM4OTnBwcGByGxxTPO6m/0fq6nYUeU/lmGLDC3uc0kkEtjf38d0OoXD4ZDRcLvdLpITqryNWuhVsdDr9XB8fIxsNotcLoejoyMcHBygUqnICK+ex6xX2Xg9rVYrBoPBUmOdjY2NuUam1WpFJBJBMpnE/v4+xuMxrFar+B8uflYn7Hjf2dTm6yOW3r59i0wmg2KxiLdv3+Lw8BDValV2wqi52NqWa/TjVqsV/X5/aecV/QwLfpz+DoVC0gSfTCawWCzY3t6WSSmVfKPe93a7LfkS4+fhcIg3b94gk8mgWq3i8PAQb968ET1rMkD/f/beJLaRBU0T+4LivpOiJGpNKZe3v1fLqzbaZTQwcKMB93hg+GD4YhgDY4C+GX0x7JmbDz7YJ3tOBho2DB8MDOw+9NwMDAYudJ8aPYXq6qq35KJM7STFfd8ZPmR+v34yKYmSKDIoxQcIKTHJYDDi478vNnfuB7yu1FfT4A59NnZemqYpoyfW19el8GYwGMDtdmNzc1MSEXqxM2UOACng63a7Euvp9Xp4+/YtTk5OUCqV8OrVK7x69Uq4Q7nzEPTVTAPFurqP8++mDZ1BoiEcCARkvuzOzo60RMXjcVksRYKMqwbledMJ15t49QZwLiLrdDoPghxWgubOfc7so/PNGbPRaBTJZBJbW1t49uwZEokEIpGIZKR8Pt/YynOeMwUFl/1we/PZ2ZksBCqVSkMtvDZvpgfNm2m3RRGaN6yIicVislDhxYsXWFlZkWp0bfyMBoq148SFG8ViEWdnZzg9PcXx8TGy2ayMDmDAxq4knj5GK57uA7oDwev1IhwOY2VlBbu7u9jY2Bia1RcKhcQYHq3M0iMmWOnJxVGHh4c4PT3FyckJcrkcSqWSZLttA/h+wGt6WdXuXcGADX84JzSZTGJ3dxfJZBKfffaZVE3Q8dbjtLTccDgcYghXKhWcnZ3h+PhYkgxHR0fI5/PSgmk7T/eP0T0H04AuomA1TCgUwvLyMnZ2drC8vIx4PI5PPvlE+BIIBIbsYt53tuAahiGJ8FKphOPjY7x9+xZnZ2c4OTkRR4pjbmzO3B+0zpo2WKXH4ghtHz9//hwulwt+vx87OztyDuyy47nxXxYKkTvdbhelUgmHh4fY399HJpORhIMe56ePY2N6IG/YxTCta8zKPvpT7F7geJLd3V2RQ4lEQmwSLlrluQEXQWEmpVjhV6lUcHh4iDdv3iCfz+Pw8BDpdFqSC7P2xe9zXJAVobsY+PddQfuGssbtdiMYDCIcDiMej0uwmKPawuGwJC69Xu9H52eapgTvKHdY9Hd0dIQ3b96gVCrh6OhIuDOPOM5j5I7WV3f97NoPZ+GNaZqS8E4kElhbW8P29rZ0LPj9fom9uN3uj86N3Gm32+j1eiIj2+22FFE0Gg0cHx/j7OxMRtzMWl+N6/KaFiYOFBuGsQTg3wE4NU3znxiGsQfgXwFYBvBrAP+laZqd645DA+G+DMbRFm4KkadPn2JrawtPnjyRoE0sFpOqUD1XVhs0hGmaUqmVy+VwenqKd+/eSRUxBYvd/v0xpsmd+wqmMrGgqya8Xi/i8ThevHghi130jFk6W/p1OviiK28ajQbK5TJevnyJN2/e4IcffkChUJD5Nfw+PCYlcR0WhTdadnCT89raGr744gvs7Ozg2bNniEQiImvGzQfluVH+sF0lm83i9PQUv/71r3F4eIiDgwPk83mRO3ZCajymyZ37qPInXwKBgPzt9/sRCoWQSCTw9ddf48mTJ1Jlw2pQPTKAx2ClPNtGe70eisUiXr9+jZcvX+K7775DOp3G2dkZ8vm8dC/YvBmPaXHnvpLGDNjE43GRH6FQSObK/vznP8f29ja2trZE1oybm88FNHTM2V55fn6O7777Dr/73e9wcHCAbDaL8/NzVKtVSWjaGI9pcMc0TVnWNW2dxeKJ7e1tSRosLy9LIcU333wj80N1wcWHzzaUAGm32wDeV69yOV0qlcL333+P3/72tzg9PUUul0M2m5VKQLuK+HJMkzusCp0WdxwOhwT5nj59KsG/1dVVLC8viwPOEWz6dfrc+BgDeH6/X5IMZ2dnePnyJX7729+KrsrlcvfyPXhImBZvOMZsWteaQWLuBNrb2xOfKZlMDs0p5uOaI9qHok+mecOgcTqdxps3b/AP//APSKVSInPmESQGFiuRMS1bZ5rcoc4JhULY2trC2toaNjc34XK54Ha7sbOzg2QyiVAoJIvjGTDm67Uvzb8Z6NMyJ5fL4fDwED/++KMUb2UymbkV+z1G7rAL/67Xm/LG4/FgY2MDT548QTKZxMrKinQy7O3tYX19XeI39KeYlB8tvgEudGqn04Hf75eYTqlUQiqVkk5NjmVjkPghcecmaec/B/CD+vt/AvA/m6b5HEARwD+b5CAMgsziIjLTpR0bGrdsnWJblK7+1IQdDfrpx3VFDolmYyymxp37Et40RKhwmG3i7BxWd7ISnoukdIsCW6LIb80n/ow+XztOi6QkZoSp8Oa+WqSZvWTWOxAIwOv1ygZ54H2wqFKpCG/0jEdyoNfrSTB7lBs68WWapp2MmhyW5w4rQcPhsCxvYcWE0+lEr9eTlic+XycSer2ezBlmixwfZ+bb6/VK9QQNZZs718LS+kqPm4hGo0gkEhKs2dzchM/ng2maqNVqYvvoig3NHRrA7HrhY7qSVFcA2oG+a2FZO5n6h3sVOOJmc3NTFrr4fD4YhiHBOZ1c0Pqq0+lIcIB6iZ12TICRc9oesnElLCl3qHs4N391dRXr6+vY2trC5uamLAFiZ50eg6X11Sh3GMhrtVqo1WrI5/Po9Xqis2bpKy44pmbr6CXsdwF1VCAQkIW8yWQSm5ubEuiLx+OyNB7AR+Matf9EG7ndbg/xplKpIJ1Oo91uw+l0jvXhbVyJqeuru1x3zpsOBAJIJpND+ml7extPnjyReei6k5cyZzQ+M+pjseqYhVvHx8eo1+tyjGnx/5Fg6vrqttedXeCRSASrq6t49uwZdnd3sbOzg62tLWxtbWF7exuRSERGhV6mY0bjNjqmYxgGGo0GCoUCDg4OUCqVxD4e5eBDwkSBYsMwtgD8xwD+tw9/GwD+QwB/+eEp/yeA/3SSY/Em3Bd0xYxWGHycG1aZnRqdRzKuIpQ/4xwlkmJ0O6uN91gk7jA4zEAxs1MApE2l3+8Lf0a5Q4WkFy7wd3JnXAvnfbUnLzKmyRsA98YbJg3YVscgcTgchsPhQK/XG0owMFCsZYoOFGtjnefM9nIdXLYDNpdj2ty5r8QUl9axpS4YDCISiWBtbQ1utxv9fl+qOEcDxTqwxwphzaV+vw+n0ynJUOB+K+sfCqatr+7jOlP/MMHAiq21tTVsbW1JdTDljrZLKD/odDebTanMIpeazaY4+XTGbAfqelidO9Q/Ho8H0WhUgsWbm5vY2trC+vq6VIPqjoPRYJ/mDpNUrVYLjUYDlUoFAGTUCXD/i6sfAqxqJ1NPMcEQDAaxsrIiQb/19XWsra0hHA7L/R4X8BsXKOYul0ajgWq1inw+j36/L+MqdHWXzZ/xmBZvtH6YwjkJZ/x+v+gonWDgrhfeawZbtP+tbV3KHXZadLtd2RXEQDF9Nf05bN5cjvuwk+9aEcpAcTAYxPr6ugSKNzY2sLW1JeORgsEg3G63cEf73eO4o32sfr8vo9lOTk5Qr9clyTBaDGhjPKbJndEK8JuCFcEMFK+trWFvbw9PnjyR8Y9MNoRCIenq1XbNKHd03Ib+FJ/HpObBwQGq1erY2M9Dw6SjJ/4XAP8tgNCHv5cBlEzTZKnuCYDNcS80DOPPAPwZ/77vi8gqPL6Xz+fDzs4OvvzyS+zu7mJ3d1fIQsHEf3luzDqNZjpGnfBwOIxnz57B7XajWCxKBQZbgW0AWADujLb/m6YJr9eL7e1t/PEf/zF+8pOfSNUWK4n1+ejAHyvWdXaSme9CoYBWqwWHwyGVg4PBAJVKZegYNgBMkTf3BV3pSyXB+Y5/+qd/ir29vaHZsnqzq2maUknBoA5wMepAt7acnZ1JwIcteraMuRILwR1+51np+/XXX+Orr77Cn/zJnyCZTEqQl8kF3bFAGcRgsmletBxzXtbBwQGOjo6kDdlOSE0ES3NHd74wWdDr9fDZZ5/h888/xy9+8Qup7tNJSV1pzhbfTqeDYrEoxm+tVkO1WsXBwYG001lhoYseeWBxTI070/zM1FMcQeL1emXMSL/fx7Nnz7C3t4fNzU14PJ6P5AR5o7nTarVQKBTQ7XZRLBZRLpdRLpeHlvRWKhVJYM3LgXqM3JkWyBnyhqMnuCzK6XTKzhdWkDOZrX0m/jD52Wq1UC6X0W63kc/nZenq4eGhtPDWarWpj8+4zedfAO5MlTd3+cy6+40jSJj8jsfjSCQSspBsfX0d0WhURiIBEJ1G/ui5ob1eD+12G7VaDc1mE+fn58jlcigUCjg6OsLp6SnOz89t3twMU9VXdwHtFafTiVgsJsmFRCKB1dVVbG9vS7fmysrKUCKS78/K86WlJbF3OBap0+mg0WigXq8jnU4jk8mgUCjg5ORExpWQO/Yc/YkwFe7ojqXbfG+MDyP7WPi5trYm3QpcHq/HljCGM1qsR77QR+fMbSawOF42k8kgnU6jUCggnU6L3OEc/Yc6QvTaQLFhGP8EwLlpmr82DOMf3fQNTNP8CwB/8eFYpg7i3je49KzRaEiLJW8knShNVJ4XW3118FiXoXNBHrPooxXJNt5jUbjDe02j2OVyIRgMwuv1SkCPgT49H5T/6kwUA36hUGiIM5zDw+pTn883lHh4qJmo22DavPnw71SvL50oLnChEZNMJhGNRgFAnHK9QEpDt9WVSiUAQDweFwO52+2iWq2iVCoJPzmS4KEqpLtiEWSOXtKRSCSkGn13dxdra2sfbXsGPq6Qobzp9XrI5/MwTROrq6uSZGi32yiXy8jn80OBPltHXY5pcsfhcJi0P6bFHVYSh0IhhMNhrK+vy7z83d1drKysDMkJPRpLVxnqiptsNovBYIBkMikzldlal81m0Wq1Pqr0svExps0d6oy7jonRto3f7x8aUaJ5FIlE5PnGyPiAcS29vV4P2WwW/X5/SO60Wi2USiVks1k0m017FvoEmCZ3lpaWTJfLNdQue4vzkepzvWiMFX5PnjxBOByWjgbayQAkeaV5a5rmkI/U7/dFL8VisaEFrKVSCblcbm7LpBYJ0+YNA7K3CZTppAIrQoPBIPb29rCzs4ONjQ1sb2+LvmK3Crssmbji+4765MD7ZGelUkGr1UIgEBAuNZtNlMtlFAoFWVhm66qrMU3uOJ1OkwH/m/ollDVut1tGTiQSCaysrODp06fY3NxEMpnE2toavF6vzJplMBjAR9yhzcz4DW3eRqOBRqMhyQkmy2knM0Y0T+4sQpLhPrkzqbzXdk0gEIDP55Nlzno+cSKRQCwWk90MTEhQN7KQjzpKj4b8cK4YDAbSPaX3C/V6PVSrVRQKhaGROA+RO5NUFP8HAP4TwzD+MQAvgDCAfwkgahiG80MGYQvA6SRveJ+VkzqjSSJ1u11kMhnkcjnJbDKrqTfO63EB7XYbhmFIyy5BgRMIBGSWH3BRcUFHy4ZgIbhDrjDr5PV6EYvF4PF4UCwWpT232WwOJRj4Wt1WV6lUJKOuv7icwxYMBhEKhRAMBqWC674M4kVQOpfA8ryhfPD5fIjH49LK++zZMywvL6NSqUiARc9I10Pz9ey1dDoNw7hYbkbnqVwuI5vNSlDa6XQOLcm6Dywwb4ApckcnC6c115fGSDAYRDQaxe7uLlZXV5FMJvHpp58iEonI4idWG+vKUEK38Z6cnMAwDESjUUkytNttyXrTqObnuO/RTzZ33sPpdN4pYKNBLnq9XgnafPHFF9LK++LFC/h8PllwSQ5oUG9pfXV0dAQASCQSQ+29hUIBqVQKAGZmANvceQ/qFu3M3AbamWI1DWf2ff311zL3cWdnR7pUGLxpNBpDQRsGgfTsvtPTUwwGA6yurgKAJMRzuRzOzs6k8tgO9l2LqXLH5/PJ9/g2156cYfI7GAzixYsX2Nvbw9bWFn76059iZWUFq6urQyO2gIvuKHKWVYJ6fmy/30c6nUa/30cikRAd22w2hTsA7CTD9Zgab7iskAH7m+gs+ttMKkQiEakI/dnPfobt7W2sra3h888/RyQSQTgchtvtBgDplOv3+6jVanI8nSzXwT7OsY7H41IZ2Gq1kM/nkU6nAeBebeMHhKlyJxAIoN1u34g7o8G+YDCIZDKJ9fV1rK+v4xe/+IUsPNzY2JBAsR5VAkD8JNrJbrdbOn91gpP7PhgDcrvd6HQ6KJVKyGQyciybO9diatxZWlpCMBiUTkgAE/la9KM4RisajWJrawvPnz/H5uYmvvnmG4TDYRl9o0eF6mQm98CQO16vV/ijuxtqtRq63S6SySTq9TqazaYsDU+n03A4HA9aX10bKDZN818A+BcA8CF78N+YpvlfGIbx/wD4z/B+y+E/BfCvrzsWby5wP19IZgX4XnyMJGBmPBKJwO/3f7QcSAsVKr/RG9/v95FKpbC/v4/vvvsOv/nNb6QUnQ6VVUEFPKuqskXgjuaJaZoy1zMcDstmTGY6aeCMzgplRkpXG+uZR8DFMqE3b97g1atX+P3vf490Oi1G9SIIGN0adp+YNm+Y8JmWAUkDhxxgy4qu2IrFYvD7/ZIB15VaDNY1m00AF44ZkxXkA3m0tLQkowRev34txtiiYFa8AabPHc7snNZWXjrgWpY5HA6EQiEsLy8jGo0iHA7D4/FIRRf1k3b8mbRiRTuPT26yc8Hr9eL8/Fzae+fFm9sGAfW4lvvGNLnDe2oYBkql0q3bGUed8PX1dcRiMXi9XnQ6HUkucQO4Hjnh8XhkNEWr1RJdR845nU6srq4OVeZQj/H9yuXywlaGLip3eF8cDgdSqZSMb7gJtKxh+/c333yDaDSKYDAoBQ0cJUB7RVd4sYqm3+9LlTqf4/V6sbu7K913nJfOwI/L5UKtVrvVud8G004yzHIU2DS543K5sLOzA4fDgbdv38oc4ElB3vh8PplFvLKygl/+8peIxWIIhUJDlca6W0rb0OVyWWSOx+ORAA8Dkp9++qlUaHFmsR6v1Wg0hqraFwmz4s40eeN2u/Hs2TM4HA68fPkSjUbjo0TjZaDNwaAN54Our6/jl7/8pcgcyhnaupQltA2XlpZQKpXQarWGOi85Jz8QCOCzzz6T8X2aNwws3zTIbSUsqsxxu9345JNPAAAvX76U8SDXgbzhYt6VlRV8/vnnePHiBTY3N/H5558jEAgIb3SVOUFfyul0ymhHVqzTf2fyjNyhLUb5woCjFbhz2/d+CNx59eoVqtXqUJJ6HHTi2uVySeHE119/jU8//VSKJ7S8GTl/ABf7OhwOh3CHu2I4AxsAvF6v6KterydVxwws+/1+WRw9T311n9yZdEbxOPx3AP6VYRj/A4DfAPjfJ33hLMisq0QZsGHQj+TRgkdX/emq0dELyGBPrVZDNptFPp8fqh60soLSgfA5w3LcofBhiwLb6uiU07gZbUvQlVv8fyo1nZHi471eD41GA8Vi8d7nIU37uLNSRFfAMryhbGHVDX9CoZBUVDCpoM9Bb9/lSAlmO8kbVvZRKfl8PgDvZRQDlveJB8gb4Jbcmea5a53EimJt1LItMxgMfpTE5AKOTqeDbreLSqUCt9stzyXP2OlC7mhjeRYBm8uulQXu/10wV+7oZR3BYBCxWAyJREL4wuoY3VrHbgXKm1qtJhUUzWZT2oPdbrecIyuCWFkaCATQarWGKnPuE9PmjkU4dyvuaNvhNqA9w0RlIBBALBbD6uqqBPw4XkuPYGPym4sNyQmeR6/Xk+CzTkzweQz++Xw+WbK5iNyxCG7FnduOMtNJKa/Xi2g0KrbM2toaYrGYVGnRjwIu5JweBcAKsVarJfpJF2H4/X6pNKbO6nQ68hwmHeaJBebOrXlzU39EJ6f9fj/C4TDW1tZkp8vKyorcb23j6g5evi9nyLKypOUZRAAAIABJREFUkN2d/KGuW1pakoIL2kNcnDerxNRVWGDeALfkDoNk9E2uS9xp3jBQvLy8jI2NDaysrCAejyMcDkuFJ4ChmMzockzuWKDMYQcwxwL6fD4EAgEsLS2h2WyKL8Z9H4FA4KOROTZujBtzR9+HSbnD53DBaiwWw8rKCra2tqQQlLbJ0tLSUAEpOUofnNypVqviW9Nupl3NYLDT6USz2RzqBqYPxoT6Q8WNAsWmaf4KwK8+/P4WwL93w9fPpLSfQohtMFtbW7Ipk+fBn3EVxaPDrnUblcvlgsvlkrmixWJRNh9aPVAMYG7G1125A1wsiJs29IZeZrG3trawt7eHL7/8UloXgItliRRwHDdBLnHRB7lORcZ281AoJMsZ7uvz3Bfmca7T4M20DQA64VxIuLW1hVgshkgkInP8dnZ2ZAszK/hYRVyv11Gr1XB6egqHwwGfzycOfb/fF2O5Xq9LFwRbXHSSYlEwL45PQ1/REbkrqJNYrbW1tYXdD3NlNzY2ZAFDJBKReaFc4EKHKJ1Oo1KpoFKpIJ1OIxAIYHV1VbhjmiaKxSKKxSIKhQI8Hg+SyaQsK1vEZXaLzB1WVN4WujWTFXyBQAAvXrzAp59+Co/Hg9XVVSwvLw/N76MhzAryTqeDs7MzVKtVWaoajUaxvb0tzjsAad8tFovwer3Y2NiQZTD5fP7Wn2NemFd1x1250+/3kcvlJqrKugyskmJA2O/3IxKJ4IsvvsDz588xGAykDVyPYKO9cn5+Lr+fnZ0NOeKJRAJ7e3sALmxltu8Wi0WpfCevarXaQukrYHG50+v1cHJygmq1Ko/dpNqalZuxWAybm5sSpOOYpPX1ddnTwvEoAIaCxKenp5JoODw8lCVRXq8X6+vrUkFGW5lzravVqux5INitt0iYB3fuyptut4u3b9+iUqnIY5NWKdJ/YrDmxYsXsvgwHA4jkUggFAqh2+1K0oC+D/2ger2Od+/eSXIpl8sNLYheW1vD7u4ugIsAMnd4NJtN+Hw+JJNJmKaJSqUycTW0lbCoMqfb7eL169col8vy2FX7GXTXNxNDm5ubePr0KT7//HNJgNOe8Xq96PV6YkMzicTkUqPRwJs3b9But2XkDmM1KysrEoBmpww7HJnMYpeETpgvGhaZO69evUKpVBJeMLh7GXdoq/h8PsRiMezt7eH58+f4+uuv4fF44PP5hvZKkTt8P3KGQeK3b9+Kn0XblzOPmSRlApU8abfbqNfrCIVC2N7exmAwkG6Ih6iv7lJRfGPolu37CqrqIDAVmMfjEaebgV8G/Ai2fPNxVpDyXNvttsyZTafTqNVqEjTW2zdt3B/06Ixpc4dBPI/HA8MwxNBhBhu4SBrolql+vw+PxyOP66ouBgqr1SrOz89xfn6Ot2/f4vz8XIJP49ppbEwX0+QNjRVWw7BKPBAI4MmTJ9jY2MDy8jI8Ho8kE7RMonHc7XYlcQVADCL+ztmzBwcHOD09xcHBAU5OTuz5a3PANLhjmhdLMTkqgBUO0WgUz58/F944HA7U63W0Wi1UKpWhqhs6WPF4XGbgspqUW56dTid+/PFHnJycIJvNolAooFAo2NucZwheZ96j21x3LTPcbjf8fj8SiYRU23BD+MbGhhjHpmkin8+jVqshk8kId8gncsfn86Hf78uuhm63K6NK9vf3kc1mUSqVJEBoy5zZgffd7XYPVYfeJEnIquBKpYJoNIpQKIS1tTVEo1H4fD6YpimdDAwI9Xo9nJ+fo1wuI5VKoV6vi92rgzYcqRIKhSQhzoD06empFE9wlp8tc2YHygv6PLqjbZKgH53gcrmM/f19KZRgBwMrQmn7sPuJu2DK5TLS6TRyuRwqlQqq1aoEbVjNzopl+lVcjEeZ02g0UKvVhhZU2bhfaF+GMqff7w91Glx2L/jcarWKTCaD77//Hj/96U+ljZujI7T/z2OSN5VKBfl8Xn5vt9vw+XxDI7l0cqLZbCIWiyEej6NUKskiu2q1upCBvkUGbVP6wbqlX/s+xGiBXrvdRj6fh9frxatXr/D1119LRaiOreiqUCbAz8/PUalUUK/XkU6nUS6XMRgMZEY29RKPxY4qcqdarYq+KpVKNndmDOoPxkooE67ijk5KlkolpNNp+P1+nJ6e4smTJ2O7XQAMxWx6vR5yuZyMjMjn86hWqzAMA4lEQiYR+Hw+mUDA8X+ciVyv15HP51Eul2WX1UPVVzONcOobdp/voauFiXHGtr6p+rlUZPp3ChgqtGq1OlSd+1AJYhXcF3dGx4/wnlI46Hk0FDRcvsCgjVZgevEUH6/Vasjlckin02JMd7vdiQx3G3fDtHmj26V4r03ThMvlQiQSQSAQkHZevYxILztkxTD5pCtWaWhxq/zp6SmOjo6QSqVQLpfn3o75GMF7DNxezrOagW3brKZyu90IBAKIRqPyGACp5uN82E6ng2w2KwE/JhUajQYikYhUSHS7XbTbbZydneH4+BjZbFZmxtnBvtmC9oau6LtNRwATl1yYSf6QOxw/QlnTbDalephzZmmvmKaJaDSKbreLer0u89M5y5TOF/UUq3RsPTU76EIHFi7cVH/xGIPBAMFgECsrKxLso1Omq6uooyqVinQkFAoFqQZlkiscDkswkV0MTED0+30J2nBJ7yJ1TD0EaO6M8mYS2aOd6U6ng2AwKBWhHMHGxDvHGbG6T3eznJ6eolAoSLXnaLCG7eTc6zIYDERmsRPD1lezA4N2WuYAN6tGp83SaDSkIo/7GDRn9HPr9ToKhQLK5TIqlQrOz8+Rz+fR7XYRjUZlZjUr+bR9xPNmMpNBYps3s4XmDv8mLuOPjtPQ3+EIGi4JHzeXmO/Foj2O/uTvLIgA8FGwmRzizH3DMCS5UKlURI/ZmB1GuaPHT4w+b/Rv+s4ckdXpdGRWuR4Rql/D59dqNSmEYEFOqVSCaZrSQaO5o4sF2RXB13GPx0P2zWdeCquNGP59H++hZ5EwU8AZxbzpzFwwEMAqDFYD8ljMXpycnODo6AgvX77E8fExjo+PUSwWLTEE/TFg2tzRWW69EZPzjdjawgoIrWiq1arcczrjzWZTNoCzSqtareLs7Ay///3v8fLlS5ydnSGfzy/0so5FwzR5w0UuNF4pV1g1oYP/elM8s5+/+tWv5P/YjsdWKc46KpfLOD8/xw8//IBXr17h6OhIKmxmJWdu4iA8VIw63XcJEi8tLUk16Pb2tlR0coYfdRCNJt7npaUl5HI5HB8f46/+6q9kLtf29rZ0LrA6sNfrIZVK4fj4GD/++COy2SwqlcpQZdksYHPnwgahrXFdVdY4kDd+vx+ffPIJnj59im+//RY+nw+GYWBjYwORSASmacosWFbpcckYuxL++q//Wmaof/bZZwgEArLgxel0olgsik1zeHiIarU6tDzRxuzA+6hHxegih0nmP3LETTKZxC9/+Ut89dVX+Pbbb0VXsbV3MBigXq+Lk14qlVAul1Gr1fDmzRscHR3hu+++k9nYf/RHfyQJ0d3dXQwGA6RSKXnu6emptHXavJk9WBk+OmZokntB3rjdbkSjUXz55Zf4oz/6I3z55ZfY2dkZqiZm8Qy7F0qlEo6Pj1Eul5HJZPDq1SscHx/j6OgIkUhExhKw4GZlZQWdTgfHx8f44YcfsL+/j3Q6LQkrmzuzBXmj274n1VfkjN/vx+rqKr799lv8/Oc/x7NnzxCJRIZayoH3VYSsHs9kMkilUsKht2/fIp1O4+zsDKurq9jc3MQXX3whAeJAIIB2u410Oo39/X28fv0a6XRaZI7tT80eWubo2ItOjo/jEWUJCyXW19fx5ZdfYm9vDxsbG5LEpg0OvOfO+fk5stksDg8Pkclk0Gg00Gg0cHJygkKhgGKxKGMAfvKTn0jywu12o9PpoFwuSyEFx7lNY1m1jZuDwVvKBnLnsoAxQb+bxRPJZFJG+bHbjsfXvlWhUEAul8PBwQGy2azYyufn5zLGhiNEnz9/LhXvLpcL3W4XzWYThUIB2WwWmUxGKoofeixnLoFifiHv40vJ4B8DgACkfY6BP1ZC6MARA8Zc/DPa7tvpdCRTns/nUSwWpTL0IRPESpg2d7RS4/ZTVmn5fL6PuKAFGIM5HIYPXChEzlBiCx1/L5fLUqVjGzWzwzR5w+w3l/cwcBcIBERB6aoJ3SJTKpUAXCybASDzrJmRHAwGyOfzyOVyIrP4M8vRAbbB9B566cpdrolpmsKXWq2GQCAAADJGQLdLDQYDFItF5PN5vHv3DqlUSsbVjBrdpmmKLiqVSkilUshkMjIfnTJqlvfT5s57aO7cFjRw8/k8AoEAGo2GJC1DoZCMnODsvnq9jrdv3yKVSokzlMvlxN5hyzgA6Vro9/s4OTnB6ekpzs/Ph3SdfS/ng3H3YNJ7odt6W60WUqkUYrEYvvrqK5nbx39p93a7XWSzWfz+979HJpNBNpvF2dmZzDrXyze5ADGbzcp8yIODA2QyGZsvcwaDNjoxdRPeABdjS0qlErLZLLLZLJ49ezZUUKFfw/EBP/74o4ycoBMej8dlC30ikUAgEIBhGMjn8yiVSvjuu+/w+vVrnJ6e3sv1sDEZyBstc0YrQ68C9Q9HHrFajwmv0REW7GQolUo4ODiQgisWde3u7mJ7ext7e3tIJBLw+/0AIG3e5M3x8fHQZ7AxezDYd9W4gOteX6vVJL7y7Nmzj8bO6HGlXBLebreRy+VQLpel647J0Z2dHTx9+hTRaFS675rNJsrlMt68eYPXr1/j4ODgxkkRG9MF5Q47s3WMhf9/2X3ha5lwOj4+RiwWQyAQuPQ1Ho9Hxvu1Wi3U63UJVIdCIezt7WFrawtbW1uIRCIyipQLoY+OjrC/v4+Dg4Oh2NFD585cAsWz+lJqg5mChIutRslIJ4rPBzAUJGYmKpfLSdVFvV6febXWY8Z9cEcHi5kZZ9WNDvrpmV2s9GPlA2ewMSuml9yxBZOD8zm7z66amB2myRvKDSaf2KXA7bx0vvncbrc7tM2ZFcbagHa73XK8RqOBdDqNQqEwlNxiYsHmzGwxTe40m00sLS1JN4HD4UA4HEYgEBiqDu73+2g0GigUClJhUyqVxFGnnAHe67hqtYput4uTkxNZRsa2b5sz88M0uEM+lEol+P1+NBoNxGIxuN1uWYKpHbR2u41MJoPDw0OZNawTWgwyU0ZRHx0eHuLs7AylUsnmjAVAPXPT+6ADOnTgs9ksUqkU2u22zEXnDwM47JJickGPHmHF1/LysmwCN01TFiMeHBzg+PgYhULBdrotgNtyB7gotGEXVKFQQD6fl2pTHSimzUzupNNppNNpWdbLjpnNzU3s7u4iGo3C6XSi2+1KMPndu3c4OjpCNpu9cULExnTBpPI4THpP6PewK2Hc6Bz6T8B7O7pYLEphBOeVMtD39OlTRCIR8bdoFx0eHuLw8BCpVMqWORbAVdyZBBxfww6Fy5aCmaYpu6EMwxgK9rE6+ZNPPsHu7i52dnYQCoWkqKvdbqNSqQyN87O5M3+QNzftRNTJcI73bDQaHy0f18dloJgBYPKWy6BfvHiB9fV1rK2tyf4G+vH1eh2ZTAYnJyc4Ozsbiv09dP7MJVA8i+PrLBcrIZxOJ6rVqlRvjY6Y0MP2SQ6OIGB7QqvVwtnZGc7Pz8UhtytDZ4P74o6eycYlhZzpyKotzlQD3gseLuNg1TkfX1pakqQCW2EoWNhuxQzaLPGY28HvI7HABS6DwQAejwetVgsnJyd48uSJVF2xQp1ypNvt4pNPPkG5XJa5RnwOs5aFQgEvX77E6ekpjo+PcX5+jnq9PpfZWZMsMnnomObnpozhttydnR34fD5p/w6FQlhaWhJHyefzIZvNolqtotFo4PPPPx+qUjUMQwI/zWYTxWIR7969kyoLjiqZB6hLH3PQ8a6fm4kBl8sluqlUKuHFixfY3NyUWbPUJ7R1fvKTnyAWi6FUKkkSYWdnB36/X5bXsXOGtk6pVJJFZOxumNd9s+XO7bnD1/Fex2Ix1Go1GUPDYC8r+uhoOZ1O7O3t4Ze//CVOTk7wt3/7t3A6nWi1Wnj27Bni8ThisZjMxna73Wg2m3A4HLLgOZ/Pz30Wug50Plbc5TvDas7l5WUkEglJXLfb7aGuFy7kbTQa8Hg8+Prrr+H1epFOp/H999+jXq/DNE188cUXWF1dRSKREOecvOJs9Ewmg0wmg2azOfcZoY/ZTr4tWCjz7bffYm1tDYlEQtq52XGpk+AsnPH7/fjmm28QjUYl+Evd9Omnn8oSOz1jFrioeE+n0zg+PpakhI3FAeU0E9h/8Ad/gI2NDaytrYk9srGxIR0vepQoF4H/7Gc/w/r6OqrVKrLZLAKBAPx+vwSIaRsDwx3AhmHg9PQUb968kWpk+zs/f9zkHlBOBINB/PSnP8XOzg42NjZgmibq9ToikchHo7to04ZCIXz11VfY2NhAo9FApVKRLvKVlRUp/NJj47i/o9vt4uXLl/jhhx9wfn7+aOZazzxQPCuYpjlUQcwxAPV6XQxlVnFRYPF1dMS5kZGZdT2L2M5EPSwwsdDpdKSlhYkAVv/pObd0zpnhJPRoAi4+5CxrLlqwOfMwQD6cn5/D7/cjkUjIvGqdaWTwj90JnBHJNnCOn2DCoV6vSzB53pu/ba7eHTSKucyOgRaHw4FisQifzyc6hw4VDSG27rJanRXrzID7/X6RWzwO527N24CxuXM3MPHocrmGWv+5Z6HdbgtPtC3CWcTJZBKDwQCVSgXRaFS20LOlzuv1olKpwOv1StWW1ms2FhcchxSJRGQ2OquwAAzNsdV7GqLRKNrttjjb7XYbq6urWF5eHgrcOBwO5PN5+Hw+xOPxoaV4tr5aPOiKz3g8jtXVVayuriIajSIYDI71d/SoPqfTiZWVFSmUaLfbAIBkMonl5WXE43GEQiEJxHKRJrlD/WdjsaDHSsTjcaysrEj7t9vtHurWJHfYuUndlkwmpauK9vDy8jIikQiCwaAU6XAJGStHdQDR/t4vHrgwngnu5eVlGcPGe6sXSdMeov3DQr9IJCI2jcfjQSQSgc/nk2AfiwB1cBq48NVt7iwOeA+5+HtpaQmxWAyxWAx+v39o1rHuZNC2NPUWAASDQeEc56yzyEvLrFEwNvhYdNaDDBTz5tJgYauT3+9HpVKRuX5UTFQ+BDNPbFdoNBrIZDIyb9YOED9MMIjHbPXq6qoE/hjo0S2+DOxR6JjmxazZTqcj7XVv375FoVAQ43kesPk6HWiDg22YqVQKkUgE/X4f9XodwWBwaCszs+am+X6eLEebhMNhCf4xKOxwONBsNqV9b56BYm2g2bgdtKHi8XikO4H65vz8fMiB1hvHXS4XEokETNNEPB6XeaF+vx+RSESOc35+jk6ng2g0KtnveRsxmrN2ldbtwOAdEwYrKyviEAGQSlCC/GEiamtrS+YaDwYDCdjE43Fx0DhDfWVlRRJW83a8be7cHT6fD+FwGLFYDMlkEmtra+Ik8f4yUakDdaFQCIPBAM+fP5c2TqfTiUQiIfzjPWk0GvD7/UgmkzIH0iq2sc2bm0MH/FZXV5FMJhEKhRCLxYYKaHTAz+fzic3MGcRMWPI5kUgE0WhU5sz2+30Ui0VZfqaXVs37ns37/RcNuoAmGo0ikUhIUpILezV39AIz+thMUCUSiaHRJqwQpXxicou2s94hY9+3xQJ5wPsdiUQQi8UQDofh9XrhcrmEG8DFHimXywW/3y8JArfbLSPWyEUAQ8UYemykHt/22DveFhUOh2MoUMxEAXWRHsVGWUIZxQW+AESuaJ+ehV2jXRA66Mz/f+gL7DQeZKBY39Rms4mTkxNsb2/LDJxYLCZCY7SymAqNgqdcLuP09BTfffedjA+wl5E9LOhMIwUEg8KlUgnxeFycaiq3YDA49HrgfRZLB/zq9TqKxaK0j3NuqK2YFhc6eMrKcQDStcDn9Hq9oVZNOlV60L6ulGDbrp6hzt/nzRf9med9LosKttlyVMm7d+/Q7/ext7cnyUytt1g56nA4EIvF0Gq1xBB2OBwIBAJSEcHWYFbuMOA373ulDTX+O+9zWiToKr5cLifJAFalr62tSQUw9VK/38f6+rpUf1arVbTb7aFK9lAoJCMH3r17JzKMY3CazeacP/mFYwjAMkGkRQDlQ71elyrPVCqFVquFvb09eL1e+P1+qcYyTVO40ev1EAgE0O12sb6+LqNrlpaWpIOBo3La7TZev34tcod2tBVA7ugxFDZ3roZhGJJgOjs7g2EYSCQSyGazaDabyOfzQ2Oy+MOAX6/XQzgcxmAwwPr6+tDSZ84UZYUpd3hwQS+PaxVoPWzLncvBa+T1erG8vIyTkxMAQDQaRalUQqfTQbValeAcX2MYhgT7+v2+2MR6tigLMajXyJtOpyMjIHVloFVgj026Hvr75ff7sb6+jkwmA7fbLV2Zpmmi1WoBgCQh+ToW3QwGA/j9fgnmadCP14HiZrOJWq0mfhoDhVa6T7aPdTX0PQ0Gg3jy5AkKhQJ8Ph8SiYSM9mMhjfY/WOwHQJIMwMc+iR5By8Bxp9NBo9GQkUnsoHos92rmgWLdSnDfF5kBm1arJYGaSCQCv98vWSsGBzWheF4Oh0Nez8UdHJhtL5eaPUYXIkwT41rrdBZbKx69BIagYaxboaiYWJXMBXY2Z2aL++ANHVC97FIH++is0lHiv0xAABCFx9c3m03U63UxhHU1hhVglfOYJaYR4NSGB+UHOw4qlQrq9fpHc9JY8RAKhWQBkJ655XK5ZEYkjZharSadDla8V1Y8p/vEXYx+XQnBQB5bKemA+/1+qbyhDTMYDGRh3crKCoLBILrdrsggOtfsttLcmcfs/OtgO043h058h0IheL1e+Hw+AJDFL91uVx7XCzJ1ay8rZnSCinIHeL+IijYOOxisdK/sTpjJoQtn+C8TSqwMZXcluUWZQu4wKe5yuYaKaKj72Mo7GAxkcW+lUrFcAYXNm8nB+8rqTY5JYiCGxRSj1Xi6+pP+FBPcAIbsZ4IJqnq9jkqlMtTVaQXYvJkcozOKWeAQCAQAQLhDXaMrPUerO4GLoO/o8QnOxm42m5I8t5qdfBf+PCY7SftRlDvkEeN5vV5P7GEAQ3EbFrDoYPA47vAxyh0uTuSCeeBh+DSTcGcugWLgbpt5rwOPyUw3jeJ4PI7PP/9c2qA4J0krI4JEYiCIGw8PDw9lvMAiVhTrsvxFA+/TtBMNPE6325VqB32NWPHAZRyjr9V8Y/bSNE2ZUcxg0GWbXBcFi8qdafOGioTOU6FQQKVSkWCeDgpScfF9dSKBxguXmZXLZeRyOTke+bToWFTeAMPcue1noDPFirxwOAwAqFarSKVSSCaTMv+ehrBuyWOlFnWO1msMGhYKBZydncnS1YeCRebOXauLWAERj8exvLyMWCyGtbU1mKaJfD4vQd1wOCxBGwZwOG+NMkfPHu52u2i1Wmi327IgL51Oi/NtlWt91wTfonOHmPT8yTcmAyKRCHZ3dxEKhRAKheD3+9FsNpFOp+FyuaTd2+/3fxT84/gAJsv5O20kJjVLpRJSqRTK5bJUgFkBd03wMYm7iLjNZ9fOdygUwvLyMnZ2dkRvAZCEJvC+4yUUCknXCwN9TGyRL5RRpnmxM4YB4nw+j9PTU5RKJcvprLtUoi+q3LlNsImccTqdIk82NjaG/GcWywwGA/h8PoRCIek+oM7SgWLqLIJ2DkeyFQoFpFIplEolNBoNy13n2977ReXNbcDAL7kTi8WQSCSwuroK4GKBGAu1mADnKBJiNJkwyh3ayd1uV3ysbDaLYrGIWq02uw98Daalrx4Ld3T3N8cjxeNxsYF04ZZpmlJooYPDlFH6uPr66T1lWmcVCgWUy+UHc60n4c5MA8X8MnBDN3FfwWL94WmUvH37Fuvr64hGozJvDcDQ+VAxtVot2RzOFrtFb6FdZOOXwblpc0dnjri8MJvNIhaLoVAo4Pz8HN1uF+FwWAQU23wZzNOGTKVSkeV145IQi4pF5I4eCzLaUngb6MALHSG3241CoYCDgwO8fv1atsH3+31xnjRovJjm+zmPxWIR9XodvV4PPp9POh4eSoXCIvJG4y7cIV86nY7Ir/Pzc5RKJTFcMpkMjo6OJJDMNu/R9+NxGMyrVqvI5/NSMbq2toZ3797B7XbPdR76ONz2+7bo3OHnvqkTTtnCcVmUI0dHR6hUKggGg4jFYuj3+/B6vVhdXZVlZayyIN90UoqBHjpNdMDIHafTKc+ZJ/T1eozcYaDqJnJH66ZarYZ8Po/9/X1sbGyg1WpJqy7n9CWTSXS73SHucHwNALGf9bgA6ixui19aWsLa2hqCwaAs/50nRivJHjt3gMmuAXULk5culwtv3ryREUjFYlEc82q1irW1NTx58kSWJOrqUL6nTjQwQa7tHQDY2trCmzdvxF6eJ/RIjbv4FYvMnZuCI9fy+TwymQwCgQBOT0/lOjIgPBgMUCqVsLa2hp2dHVmKSb7oAA4wzB/qQQb3DMPA7u6u8MYKBTjTGDmxyLy5zXeGATh2aVM28H7qpEG5XEYikcDW1hZCodBHXTCj769/7/V6qFarstPh2bNnePnyJcrlMiqViiW4c1dYrRPsJpiUO1qf6epw6ph6vS57FXQharValbn7gUBgqDiUcocYPY9eryddm263Gy9evMCrV69QqVSQy+UeRCX3JAmGmVcUzzL4oR0kXUXBm8+slm6fIjqdDmq12hD5rNaqYGN60EZtp9OR6s5UKgWfz4dqtYpkMinLqDhvjdV9bMujM84FQjbmj2nLHJ21ptIql8tIp9M4PT2Fw+FAMBhEo9GQyj4aMw6HA51OR5wnBmy0oh9tsbJlznwwGnS4LaiH2EZXrVbhcrnQarUQj8eRzWZxeHgIv9+PUCiEYDA41FqloRfV1Wo1MXTJL70gxAq8scI5zANDaoYBAAAgAElEQVTkjg7Y3CZYzKBfuVwG8N6wbbVaCIVC6PV6cLlc8Hg86Pf7srmZTpQec8NqUB0orlarAC7GnFiVO1Y4l1niLnKHdgzt11QqBafTKa2TDPzxeWzx5cZ4LlrVi3t1RToAGTdhmhft4eSc1bgz+vtDxzjuTHJPtK/EJOb+/r4sqOO+BS7eZfdLs9mEx+ORMSaURzrJMDqOrVqtDo00sTJ3HhNuo59YXFOv15HNZoU3wWBQEpZ8XqFQEN5UKhWxjQOBgPhUhPad9MgJ8oYFO1aYi77oxWPTwF0S4UxqBgIBHB0diSyg3ODyS87CL5VKcLvd8Pl8CAaDInN43FGwgwq46A7m6FEb88dNuKM7mxqNBkqlEgqFAoLBINLp9NB+H+BibxQLDDV3OLpNyx1WGuuiVnYKu1wuqWoPBAIPppBrkms/84piVmLqjNF9YTAYoNlsIpPJoFqt4vvvv8fx8TG2trawtraGb775BuFwGIFAYGhesdvtRrfblUVkuVwOtVpNli9YaZ7WYwG5Q4PzPrjDqoper4fDw0PUajVUq1XEYjGsrKzgD//wDxGPx6XtjoKC1ees2uHgfD3jzw76zQcMzuqs2TTugXaE2M5bqVTg8XhwfHwsy6e8Xi8+++yzIUeL0JVf5DcrbfQSDxvzwbS4o4M3NFoZmPF6vahUKtjf38fh4SESiQTW1tZQLpextLSEJ0+ewO12D42kAN4bMKVSCZlMRvRWqVQSY9qWN/PHaPv6Te8FHWRWT9BQTSQSiMVi2NjYQCqVwo8//ohkMolwOIxEIoF2uw2n04mNjY2hOaLUQwwGnZ2dSbAmm82i1+tZJmAz7/efN+7CHeqkVqslI2lCoZAsfAmHw/D7/UilUtjf34fX60UwGEQymRRHaGNjY2hMHLkzGAxQLBYlIepwOJBOp9HtdufOHd099JhxG+4wKdXv93FycoJMJoPXr1/jq6++wsrKisye9Xq96PV6OD8/x/7+vixA3N7exvLyMsLhMDY3N0VndjodsWVM05SxAdRRp6en6Ha78vcsuaMDfI+dO7QtbppgYbCv0+ngH/7hH/DmzRv8/d//Pb799lskk0lZhul0OtFoNJDNZvH69WsUi0UEg0Fsb29jY2MDsVgMT548GerAYiDYMAyUSiVks1mZn55KpWQR4qwDtaO8eey66qbc0fZwpVJBq9XC3/zN3yAWi+E3v/kNvvnmG6ysrAzNJ65WqygWi3j37h0ymQz8fj+2t7extbWFeDyOra0t4Q4553K5sLS0JDsYAoEAWq0Wzs/PJTk663Ef47j6mPmjfZrrfCwd92EhXrPZhM/nw+rqKra3t/Hs2TNEIhFZBN/v96XQ4vT0FKenp/D7/djZ2UEymUQkEkEymRwqFKTccblc4rOFw2H0+33s7+8DgMihWY77mKesmWmgmDdjlheYmStu0nz79i3y+TxCoRCOjo4QCASkHD0QCCAWiyESiUgW64cffkAqlcL5+bnMWbIxe5A79z07ju/TbDaRy+XQarUQDAYRjUZl1rXH45Gh+8D7pS40hnw+HzqdjrST04ki123DYrYY5c00rz2PpQ2a/f19ZDIZ7O/vw+FwwO/3I51Oy3vrKhpmPykTm80mUqnUUGumjfmB93da3OHrGQDs9XpIpVLw+/0olUpotVoiX0zThNfrxc7OztDr9GwuZrv7/T7q9bpsdOaYCxvzxzRsHTpVenFmoVBAOp1GMBhEMBjE69evZZ4o9dCTJ0+GXq8NYC6U6vV6slCK7wHMT0+Ne9/HqjPpfN/GkeXze72e6JOlpSWcn5/LvgWfzyd2DJfBhEIhhMNhPH/+XALFlUpFHG8uOGs0Gmi32yiVSsJL6sF54LIRHY+ROzpwc1Pu0F9iwGV/fx9nZ2cAIMU0AKQqj3KFo3Ci0Sg+++wzqdbL5XJSfLO6uop2u41yuSzcYRXzPMdO6PZjLasfG3dGgzaTtrMzQEfbo9Vq4be//S329/eHRtEwCON0OlGr1YQ3Kysrsj+II9fOz88lMbq1tYVmsymjbarVqiRPOdt61oE+yhtdMf1YeQNczJoGLma7XgfdxZDL5WTmfbfbRSgUkgW71C+85hyDEwqFsLa2hkQiga+++kpGUqRSKaka3dnZEV+ehTn1eh3FYhGlUmkuiSlgeNSKjmc8Vu5o+XvdgkrdydBsNnF8fCyzy8vlMoLBoOxqYScVj099FIlEsLKyguXlZXz55ZeIRCJwuVwyecDr9WJvbw/NZhOFQgEAZE5xOp3G2dnZTGOBWu7of2d1DjMfPTGLYN/o+5FUpmni/Pwc5XIZbrcbmUwGXq9XtiVGIhGsr68jFotJ9vvNmzeyXIpzim3MHjrgd98ZQF39R+VVKpWG2uR8Pp98WRngiUQiCAaD6PV6yGazyGQyYgw/NuFvFWjj7b6Orxe2ZDIZZLNZGIYh1VmsuOj3+2KMM4DE9jsmGLLZrGTZbcwfuhVpGt9hyi4a01wCxeVQwHvlzw3QxWJxaImdbrlkwIdjLOhAWWkT+GPHtLjD6ohut4t2u41KpQKn0wm/349gMCjv0e/3pSWzWCwOJcrJG7ZrsjW40Wig2WxK0mHeeIzO0jjc9Tro6hsWStApY2DY5/MNJbLD4TBCoRDK5bIEiguFgizIW11dFRnE0UmtVssS3LksyQA8vqqtu/hYtFM4T18fi/aLrrji45FIBNFoFJVKBV6vFwBwdnYGp9MJj8eD3d1dSXAyuUnbaN46a5x9+NjkkA583jS5AEB8Ju5QcDqdQ/NmgYsxR3yOw+EQ3hSLRYRCITidThwdHUky4tNPPwUACQqzQpSBoHnCTsi/B7lDTBooplxhxzYXzLHTjpzSgXg9NjQejyMej6Ner2N5eRlut1t2Lfj9flSrVbGzAUiCqlqtyvikWWNc0O8xyZlR3GbUlk4yFItF2ZvAPT/5fH5Iv5A/lUoFwPukJ5dE1+t1rK6uwufz4e3btxIobrVawh36WLlcDtlsVpbZzeK+6WtzFWfuk0fGjDMqJtvT5hU8o6HDDBhvttvtHsqKd7tdnJ6eCsk4500LrkXfMmma5sJoOcMwTN3+OOtMIJ0r/cNsJ4N90WgUXq8X7XYb6XRagoMApK1Pz7ZdZCwKdzRvZuHIjgp1wzCkBYrVxHSUXC4X/H6/ZDM7nQ7Oz8+FN7q6Z9H5ovBr0zR/Me+TmASz4s6o4aiD05o7PA8GjAOBgHCn3W4jm82i3W4LZx4YbxZG5gAXtg4w2bKIW77H0L/ABXcY2CN3KEu4fJO2Dg3gTCYjAT893umhwObOR+9x6eNLS0tSPEF9RfuFCfFEIgGPxyMVPfV6/cHu8Vg07rCyb1o+1qROPLnD2Y8Oh0MW93JERTQaxdraGrxeL+r1Ot69e4darSbB4llXhgL3O0JgUbjjcDg+4s1drsfoAufRY+m/WYBD3iwtLckuhn6/j0AggHg8jo2NDfj9ftTrdbx+/VoKKh4ib7BAdrLD4TDZQUDu3CRJNRpkps0ybkTpuOCYy+VCOByG1+vF0tLSUJwmEolgbW0Ne3t7Enz+3e9+h0KhIMnxWdg6owE+W+a8h8PhMNlBqf2WSUDe6PEzLH5g3E77QaP3mXOHY7EYAoGAzNynHRyLxbC1tYXPP/8cHo8HhUIBf/d3f4dsNivdE7PwsUa7pe65SHIsd+ZSUTxPJ2SUkDwP/t3tdlGr1SSTQNLS6KGz9dAcqUXBPIIfvNc0XDiPT7fosT3G5XJJtcQ4fvF4NmaHWX5X9fto40bPqSYXKE/Ip16vh2azOeTgPbRg3yLivrtIxhnBk3CH+oqyiKORHmKgbxFx37bOZc4T37Pdbn/U1kd9xWoMJjwbjcZQUsrmznwxK+5c9r7NZnOIO9rW6ff7Mgeb7bx62Z2N+WLa3Jn0OLqCfbS1WuutdrsNl8uFbreLarUqdvUsZc5VgcvHCs2bu16Pm9hM1DmNRuOjRWajvPF4PDK+ZFaBmnG4TPc+Vujv+W1fq/8e/f0qfUU5Qp1Ff5z6iiMKWCVaKBSGEgyzljs2d4ahkws3uSZ8je5GYTfMaHB43HH5vuVyWWQPk5rkkOYOZ6w3Go2ZJ8TnzZWZVxRbucxeV44C+Kgd6qF9wRcp87Qo3NHVWw+57XFRuGN13gDDGcNHMNpmYSolFoE7wONpr14UmQMsBnf0WAwrn+c0YHNnuhidz/mQsWjcmeVov5uCuooV8/MeOXHfWBTuLAJv6JubpvkgOxdGsFB28qwXe00K7Ze73W5JoM8jljMrnb4oMgd4X1F8H/uDbgt9j3TFss/ng2maMq5klvyZpX9nmYpiKxvAJACNF9O82Iarn2PDxihGM1ejIwhs3ti4DOMCNTZnbEwKmyfWhNW/w48hQLyoWATu2BXENm4KcloHiB9LotPqsPK8XeoqvTBzHryxufoxFoE3pmkO7X2Z9X0cncNr88eaGK1mZ9dmr9cbuoesWp4V5l3UMZdAsZUzl8D7qr5xgsT+cs8Xi1DBojliGxXWwCLwZhQ2Z6yBReSODWtgEWwdG9aDntloc2cyWD2wPiuQO7PayTANzOO+kS928OY9Rnlj1Wsx6l/NI0jM3/X7W/V6zQrz3j11HRhgs0JQ2+bOMDiT2opdAqP3aB76QvNFd3LNMmg800Axlx0YhoFOp2M5UmhY+dweI7TztCiVUItwjg8di8gbG9aAzR0btwVtHQCyMMXG1bCDfRfggier28lWgF2tNQzKHTvB+THGBfvsoM17cOSiVdrAr8M8gsTkChdT2zP934MLxVqtlqX5M6+klOaP5o6Vr9UswGWEDocDjUbDktfjqmLR+y4GHNVXtAsZVJ9VMthx/VMAwzCihmH8pWEYPxqG8YNhGP++YRhxwzD+jWEYrz/8G5vkWOFwGOvr67Kh0sbtwCyMFTJkV2Ga3AkGg1hdXZXNljZuDgYwHhN3AoEAEomEzZs7gPPhHhNvgPcyJ5lMwuPx2PpqQowGbh4rd0KhEDY2NmxbZwKQF9RN+nGXyyUFBlbGfdjJPp9PAjg23uMyHjidzqHvGedSPibuGIaBSCSC7e1tmzuXYFxgz+VySbCLDjl1/mPgjmEYiMVi2NvbQyAQgMvlmtXpLxT0QnLTNOF2u+FyuYQ3S0tL8Hq9wiUrY5oyJx6P29y5AroClAk8mzvvsby8jGfPniEYDC4cd2aRJCJf+G+v1/tIX5E796WvJo2a/EsA/69pmp8B+AmAHwD8cwD/1jTNFwD+7Ye/r4QxEn23+pfBimBGQf9Y/DpOhTsEy+8t/pktBV4vp9MpP4+NOzZvbgbtMLlcLlFM5I7Fr+PUeGOolh+Lf2ZLgNdJc4cG8YIE/KZu67CCxMYFLuMAebO0tAS32w2PxwO32y2y57Fxx5Y74zHuupA3TqcTHo9HuKOdKgtj6nayLXfG4yruaLlD3ixAkm9q3BkMBjZvroDmjWmaIm+cTifcbrfoqtGEp0UxVf+KIzstLmfnAn1dGP/iorRR7izI929qto75YS/YNLnzUDiofSmdaND6inqKvLmPz25cFw03DCMC4O8BPDXVkw3DeAngH5mmmTIMYx3Ar0zT/PSqYy0tLZlerxf9fl/K7hdljta8QcKwQkLPzux2u7e6luY9b8ecNnc8Ho/MQLK58zFGFREfo6Dx+/1YWlqSloXBYIB2uy3fxZtgUbgzyhsqJRsXGMcbKp2lpSXhTb/fl5/b8gb3vM152jLH5/MNyRwrztGaJ8ZxRxstwWBQuNPr9dDv99FsNh+0zAHec8fv90slQL/ft0dQKJA3hmEM7YRg14fmTq/Xkx+2Jz4W7gAQ7thjBN5DJ6N4TQzDgNfrFUcpEAhgaWkJ3W5XltHctrV1kbjjdDo/4g7Hl9iyZ/wMZ4fDAZ/PJz6V3++Hw+EY4k6z2bzVNVwU7jidTjMQCHykr6zYCj4PsGrPMIyhoFYwGJQxAj6fD8aHsZqdTge9Xk/s5FtgYexkcod28jT01Ti7clFBP4oyBYBwhzrM6/V+xJ3bjp1aFJkDXOgr7WPdlDujiXU+9hB0HpMJDocDnU4HwPvP5vf7hTtMgvd6PXS7XfG1psmdSfqS9gBkAfwfhmH8BMCvAfw5gDXTNFMfnpMGsDbuxYZh/BmAP/vwO5aXlxGJRPDu3Tt0Op2hG/pQDGF+pkmfS4wSXRvD/N3n88Hv9yORSKBUKqFer6PVasn163Q6VlLu98Kdg4MD4Q4wXJpvdYze79H/087PddBZR12lT0NYL1KiMRwIBLCysoJsNotKpTJ07RjIsMh1vDV3LuPN4eEh2u22CFYaNRb5vFfiKt7w/yf9HDrrqB1tHRzWSRifz4dgMIhEIoFMJoNyuTw0X4tKySLXcWoyx+FwIJFIIBqN4t27d8Idfu/uYtDMEvfBHe1okzusjtBGitfrRTAYxNraGlKpFIrFovy/Drw/VO7E43G8ffsW7XZbnE0A6HQ6N5I9N9UN08K0ucPvTr/fl2Oz2tzj8aDdbg+1ZgYCASSTSZycnKBUKg0FvR4yd1ZXVxGLxYQ7rM43TRPtdhu9Xm9iLpBzs06sXyfvbssd/bmdTie8Xi+8Xu/QfEyXyyUjp87OzlAsFuF0OocCYVed24wxVe6srKwgFouJzmI7M/Be7tCZvA6jwbFZXqv74I7WWcB7ueP1euH3+4e443a74ff7EYvFcHZ2hlKphKWlpaF5tBbhDTAlO5m8oa3T6XSGqmIZNL+KN9p3ZUt9u90GcOHb3vd1uy/eaJnjdrvFl2q321J0w8dDoRBSqRRKpdJH1YAWwlRlTjweFx+r0+l85GNcxx1tVzJZ3Gg0PnrefV7DaXNHL/gj3G63yBxek8FgAI/HI7GddDqNcrl8re01R0yVO9FoFKFQCKenp+h0OvB4PPJ5aedNwh2d8KtWq0O+7X1//+6DOw6HY+hzs0uKhW/kjtfrFdmTy+VQq9Wm7mtOUt/uBPBzAP+raZo/A1DHSEn5h6zC2DMyTfMvTNP8hWmav6Dh4ff7pbVHCwj9xbAKxp2XPt/Rc7/JZ5nkGIZxMTKAJeYulwuhUAg+nw8ej0cUmgXnQE6NO/x8gUAAXq9XuGPlNo3reDDu3vPx6453GVf4mOaEHjXhdrsRDofh8/ngdruHnvtQuHMZb9iKatHPeyUmlRVXvfay44zjDfnCv10uF8Lh8NAMLX0NLXQdp6qvXC4XgsGgKGN9TSz2uS/FuPs/7v8mfe04nc3Hx10fp9OJcDgsrXXjjmMRTJU7Ho8HwWBQ9DTbVG8zI35e12iczhn3f1e9Xj9X33f9HF6b0f9zOp0IhUJD1aIWtRenautQ7vj9fpG52gac1Oa57Frdx7W7yk6e9LzGHW9Uxow+h9eLx6NT6HA4ZGbmZTrPIpgqd9xu90fc0aOjbuKbjJNT075+V/Hztty57jUMXLJ1V/OG/zc64/kqWThHTM1Opsyhj6VH1U0qczRvNHfu47rdVK7dhjej/uU43vBx/p+2kR+bzNHcmXQ85ug10q+5L/7cljuTHhvAR98BjnUZxx2+Tu+zsCBniKn7WH6/Hz6fTz4/beSr9NWoTanjHeO+e1cd5ya4T+4Q2tZl4cQ47vD4lN/j7KNpYJKK4hMAJ6Zp/u2Hv/8S70mRMQxj3bwoMz+/7kCmaSKXy6FeryORSKDVaiGTyVi2mniSi8wboyP3V2UveFO1cBj3fppc0Wh0SNiapolarQan0wmfz4d8Pj9UjazPac6ZqKlxZzAYIJ/Po9lsYmVlBa1WC+l0WqpgR4WuVaHvsa6Q0Rm0cZ9BC0SdKdP/p1/L3yORyBAfms0mCoUC+v0+nE7nUDs0/9XvMUdMhTuDwQDFYhHtdhvr6+toNps4Ozsb4g2vnZUw7px4vzk+5Ca8Ga0SJnSljF7UEQgEhDedTgeVSgXZbBbdbldaesednwWu49RlTqfTwdbWFur1Oo6Pj+WzW7RS5COMkxP6+32VrtLc0Y40cMEd/rBCgi2YpmlKu7fb7Uar1QKAoZY6rQctcB2nyp1cLodut4snT56gVqtJRwO5cxMjbl7X5rbcAS4cJV29OY47rMzvdDqSTDBNE9VqVaqTarUaTNX1wuNZSO9PjTv9fh/5fB79fh97e3toNBp4+/atVD2OOgqjGP0ujdPl075elwX09L83kZWj3NGvpzzSsqfVag0FhCuVClqtFvr9PqrV6hB3Ru3sh8idXq+H58+fo1arYX9/X0YnTMIdwjQv36p+F7k96Wtuyx9tJ/M1uiuTj7Oro9FoyBIl0zRRLpdRr9fRbDZRr9cvHXP3kLgzGAxQKBSEN/V6HW/evJFu1dFEjMbo4/yu8Xf+Oy7Yd5PrdxPe3EbmaH7wtex80bxha3etVhPe0M+oVquoVCpoNBoio/T7P0R9xc/e7/fx7Nkz1Go10VemaUpB0mXcGY2h6Cr0y3wa/fxJMOlrRmXjpD7OKEcADI0oof3MkRK1Wg1utxvAe5ldLBZRqVRQKpWuHK/1kGQO8J47lUoFAPD06VPU63UcHBzcijuDwUCq0Ed9Y/0a4iZyYZLnX8ed616rz1dzR9vJrVYL1WpVuNPr9VAul+FwOFAul2XUzWUcvS13rg0Um6aZNgzj2DCMT03TfAngjwF8/+HnnwL4Hz/8+68necNer4dWq4VyuSwOgm7vmPbNuynGBW6p5MYR7rJgwVXP10Eb/XodQCYR+N4kSjAYhNPpRK1Wk8yTrgCkQehwOIZmsc5DuNwHd5rNpsz6GQwGQzN3r4K+H/o6T/O66Pe4zhm5KkA5jjsUirzndJioTPTv5A4fN8337aqciVQsFodGUjAYxCDG6PsvOne63S6azaa0LnOuDwXyZRj9/o/KnPu4LlfxZtTJvep8+bfmjXa0dcCGr9HOgG5zJp8YvKDTxeRVt9uV96ZBNC+DZtoyh0YdP6dpmsKdy2SOdojGyZwP53nrz3gZLjOCRvlw2euukjn6no9yB8Cl3GEbWS6XE+7obDlbmhkUmqcRfB/cqVQqMl+M3zFg2IkY1RnaQOQ90DaGVbhzmWE8Tu4AuJQ7upLY4/HI7HyPxwMAEsDQwR46X3y/eY+eui/uaL1M7jB4wWDYKG/4XeL3lddG82icHLitY3OZThrHnevso5vIHSa7GVR2u90S1KNuKpfLH3GH5zHOuZ8Hps2ddruNarUqhRRM1NGZZuWV/v4AF34EZZPmzlXf/dvq+qtsmXHPG7XDxj1P84fP17KGn4++g+6Y0txxOByo1+tiH17H8XlhWtwxTROtVguGYSCTyUgQnbqc8oO+q74P5BOvlcvlGptYnoZNOClnxj33Otv5NrzRfgQr+pjQ03IZsFZSfJoyh7ZepVKB0+mUcRy8NroaUusuANJJRO643W6xE7X8AS6um/539DzGYVRWXfU5rpIvl0HLHf7oqmCtr3SltE6Ws9OVdiLtoet8vnngPvRVpVKBYRgyn1kX0WnuaN9haWkJHo9Higm8Xq8Uq1C/8fWj3Jj0umob/Tru6NfcNA6k7X1dFEq5Q799VE7xcR3vG9f5cVcOTVJRDAD/NYD/yzAMN4C3AP4rvB9b8X8bhvHPABwC+M8nOZCeo0shoCvkLhOilwnbq4TuOAf4JrjsPUYVwGXvMe512sAHMFQ1oR+ngubfvG5s6ajValK5ZRiGtJfRqZjmdbgjpsYdbXyQO9cFbYCPv+yjhuckfLsJxjlGlz1Pn4d+/jjhpJXLqLDQmTU6BToA0+12ReAyI6W5o6uL9fXS5zIHTIU7XL6mv0+8XnSKrhPgfM11wZpZXKvLDJ/LZNQ4I200UUVjhceh8UblDACVSkUCgjo5pYPDFqhEB6Yoc/QcVD3/UsuccYaBvs5a5l/1nZomd/SxtBwZp7tGXzP6GXT7pf4cOlClW8RGjTQA4kRoHag5qc+B5zwnTI07ehkQfxjs00tNLrvm2mEd1W+jOuM23LlK992UO/q1+nPocx/9ndzRVY7kjnaWyB0ed9SG0nJnjroKuAfuABBbmYFz6izNEe1YjAuq6iq5aTqeo8e6jjvjfh8nO/X3gJ9jHHe0TNHcoVNVr9flGPr4kzpyM8S9cUfbhAwGatmtucM5zvp60gaYZkD9MllyGXfG3a/R/+Pf5M24IgotW6/jDq/VZe83aifPEVPhzjiZQ32lZ+xTr+vryEA75TmAsby56npd939X/T2ON/qYk9xHHYQa9bV00FIHbDRvyCd2Tl11Hg+JNwAkQEc7mcU4/L9R7lBHOZ1OKSYwDENmzVP/026aRGdNyq3LuMPfR7/Xk3Bn9IefT39uBr+1vOV78nFWU18mHy3CG+AeuEOfQQfURxPeuliO8555Xf1+v3SAXMadm8iecZy7ijvjnncdb8fdX80d6mN+RkIX1ug9Avy/qz7DbWDMknSGYWTxfp5JbmZvOjkSsOZ5Afdzbk9M01yZ8jHvDYZhVAG8nPd5XAKbOxaFxWUOYHPHsrC5c2s8at4ANnfuAJs71uaOVXkD2Nyx7eTb41Fzx+IyB7C5Y1nY3Lk1HjVvAMtzx6q8AWbMnZkGigHAMIx/Z5rmL2b6phPAqucFWPvcZgUrXwP73KwNK18D+9ysDStfA6uem1XPa9aw8nWw6rlZ9bxmDateB6ueF2Dtc5sVrHwN7HOzNqx8DexzszasfA2sem5WPa9Zw6rXwarnBcz+3CZbnWzDhg0bNmzYsGHDhg0bNmzYsGHDhg0bNh4s7ECxDRs2bNiwYcOGDRs2bNiwYcOGDRs2bDxyzCNQ/BdzeM9JYNXzAqx9brOCla+BfW7WhpWvgX1u1oaVr4FVz82q5zVrWPk6WPXcrHpes4ZVr4NVzwuw9rnNCla+Bva5WRtWvgb2uVkbVr4GVj03q57XrGHV62DV8wJmfG4zn1Fsw4YNGzZs2LBhw4YNGzZs2LBhw4YNGzasBXv0hA0bNmzYsGHDhg0bNmzYsH5bYnAAACAASURBVGHDhg0bNmw8ctiBYhs2bNiwYcOGDRs2bNiwYcOGDRs2bNh45JhZoNgwjP/IMIyXhmG8MQzjn8/qfS85l23DMP4/wzC+NwzjO8Mw/vzD4/+9YRinhmH8/Yeffzyn8zswDON3H87h3314LG4Yxr8xDOP1h39j8zi3ecAq3LF5s3iwuTPx+dncUbAKbz6ci82dBYLNnRudn80dBZs7Nzo/mzsKVuGOzZvFg82dic/P5o6CVXjz4Vxs7iwQbO7c6Pzmyp2ZzCg2DGMJwCv8/+y9eWyceXrn9/3Vfb11H2QVyeIlUVLr6u5pYwYOjNjZWcwuHI83gK8YiQ3vwItsDGSDJFiv/wnyz2KT3QRYIIBjL3aAWSCJbSDxgY3tSdzj8XjGbk23pi+pJapFijeLdd931Zs/qOfRW2x1i3wlkVXU8wEIURTJKrG+/B3P8X2ArwLYAfAugF/Sdf2Tl/7gT38+0wCmdV3/kVJKA3AbwM8C+HkAdV3X/9VZPC/D89sA8CVd1/OGj/1PAIq6rv+Lx79UIV3X/+lZPcfTYpy0I7qZLEQ7J3p+GxDtABgv3Tx+PqKdCUG0c+LntwHRDgDRjonntwHRDoDx0o7oZrIQ7Zzo+W1AtANgvHTz+PmIdiYE0c6Jn98GzlA7p1VR/GMAHuq6vq7rehfA7wH4+ik99mfQdX1f1/UfPX6/BuAegNRZPZ9j8nUA33r8/rdwKOJXgbHRjuhm4hDtPB+vqnbGRjeAaGfCEO08P6Id0Y5ZRDty1jHDq6obQLTzvLyq2hkb3QCinQlDtPP8nJp2TitQnAKwbfj7DsbkRVBKzQN4HcCtxx/6DaXUR0qpb55hG4AO4P9VSt1WSv36448ldF3ff/x+BkDibJ7aqTOW2hHdTASineMj2nnCWOoGEO1MAKKdkyHaeYJo52SIdp4wltoR3UwEop3jI9p5wljqBhDtTACinZNxptp5pYfZKaV8AP4vAP9E1/UqgN8GsATgJoB9AP/zGT21/0DX9TcA/D0A/6VS6ieM/6gf+oW8fM8Q4amIbgSziHYEs4h2BLOIdgSziHYEM4huBLOIdgSziHYEs4h2ns5pBYp3Acwa/j7z+GNnhlLKjkNB/O+6rv/fAKDr+oGu6wNd14cA/g0Oy+NPHV3Xdx//mQXwh4+fx8FjHxXyU8mexXM7A8ZKO6KbiUK0c0xEOyOMlW4A0c4EIdo5AaKdEUQ7J0C0M8JYaUd0M1GIdo6JaGeEsdININqZIEQ7J+CstXNageJ3AVxQSi0opRwAfhHAn5zSY38GpZQC8G8B3NN1/X8xfHza8Gn/AMCdM3hu3sdm2lBKeQH83cfP408A/MrjT/sVAH982s/tjBgb7YhuJg7RzvGem2hnlLHRDSDamTBEO8d/bqKdUUQ7x39uop1RxkY7opuJQ7RzvOcm2hllbHQDiHYmDNHO8Z/bmWvH9rK+sRFd1/tKqd8A8G0AVgDf1HX97mk89ufw4wD+MwAfK6U+ePyx3wLwS0qpmzgs4d4A8I/O4LklAPzhoW5hA/B/6Lr+50qpdwH8gVLqHwLYxOE0xnPPmGlHdDNBiHaOjWjHwJjpBhDtTAyinRMh2jEg2jkRoh0DY6Yd0c0EIdo5NqIdA2OmG0C0MzGIdk7EmWtHHVpbCIIgCIIgCIIgCIIgCIIgCK8qr/QwO0EQBEEQBEEQBEEQBEEQBEECxYIgCIIgCIIgCIIgCIIgCK88EigWBEEQBEEQBEEQBEEQBEF4xZFAsSAIgiAIgiAIgiAIgiAIwiuOBIoFQRAEQRAEQRAEQRAEQRBecSRQLAiCIAiCIAiCIAiCIAiC8IojgWJBEARBEARBEARBEARBEIRXHAkUC4IgCIIgCIIgCIIgCIIgvOJIoFgQBEEQBEEQBEEQBEEQBOEVRwLFgiAIgiAIgiAIgiAIgiAIrzgSKBYEQRAEQRAEQRAEQRAEQXjFkUCxIAiCIAiCIAiCIAiCIAjCK84rEShWSm0opf7OMT9XV0otm3wc018rjCeiHcEsoh3BDKIbwSyiHcEsoh3BLKIdwSyiHcEMohvBLKKdk/FKBIrHAaXUv1JKfaqUqiml7iul/vOzfk7CZCDaEcwi2hHMILoRzCLaEcwi2hHMItoRzCLaEcwguhHMMknasZ31E3iFaAD4jwE8APAWgD9XSj3Udf1vzvZpCROAaEcwi2hHMIPoRjCLaEcwi2hHMItoRzCLaEcwg+hGMMvEaOeVqyhWSv2YUupvlVJlpdS+Uup/VUo5jnza31dKrSul8kqpf6mUshi+/teUUveUUiWl1LeVUunjPK6u6/+9ruv3dV0f6rp+C8BfA/jKC/yvCS8Z0Y5gFtGOYAbRjWAW0Y5gFtGOYBbRjmAW0Y5gBtGNYBbRzrN55QLFAAYA/msAURy+KP8RgH985HP+AYAvAXgDwNcB/BoAKKW+DuC3APwnAGI4fGH/z5M+AaWUG4cZhLum/gfCWSHaEcwi2hHMILoRzCLaEcwi2hHMItoRzCLaEcwguhHMItp5Frqun/s3ABsA/s7n/Ns/AfCHhr/rAL5m+Ps/BvD24/f/DMA/NPybBUATQNrwtcvHeD7fAvDnANRZ/2zkTbQjb6IdeRufN9GNvIl25E20I9qZlDfRjryJduRNdCO6mYQ30c7J3l65imKl1EWl1L9XSmWUUlUA/xyHmQQj24b3NwEkH7+fBvCvH5eolwEUASgAqRM8/r8EcBXAz+uPFSJMBqIdwSyiHcEMohvBLKIdwSyiHcEsoh3BLKIdwQyiG8Esop1n88oFigH8NoD7AC7ouu7HYdm4OvI5s4b35wDsPX5/G8A/0nU9aHhz68c0n1ZK/Q8A/h6Av6vrevW5/hfCWSDaEcwi2hHMILoRzCLaEcwi2hHMItoRzCLaEcwguhHMItp5Bq9ioFgDUAVQV0pdAvBfPOVz/julVEgpNQvgvwLw+48//r8B+GdKqdcAQCkVUEr93HEeVCn1zwD8pzgsdy88739COBNEO4JZRDuCGUQ3gllEO4JZRDuCWUQ7gllEO4IZRDeCWUQ7z+BVDBT/tzh8cWoA/g2evOBG/hjAbQAfAPh/APxbANB1/Q8B/I8Afu9xifodHGYDjsM/x2Em4qFSqv747bee5z8inDqiHcEsoh3BDKIbwSyiHcEsoh3BLKIdwSyiHcEMohvBLKKdZ6DG1BJDEARBEARBEARBEARBEARBOCVexYpiQRAEQRAEQRAEQRAEQRAEwYAEigVBEARBEARBEARBEARBEF5xnitQrJT6mlJqVSn1UCn1my/qSQnnH9GOYBbRjmAW0Y5gBtGNYBbRjmAW0Y5gFtGOYBbRjmAG0c35xLRHsVLKCuABgK8C2AHwLoBf0nX9kxf39ITziGhHMItoRzCLaEcwg+hGMItoRzCLaEcwi2hHMItoRzCD6Ob8YnuOr/0xAA91XV8HAKXU7wH4OoDPFYVSSibnjRG6rqszemjRzoQzKdoR3YwdeV3XY2f02KKdCWZS1pzHnyPaGSNEO4JZRDuCWSZFO6KbsUPOyYIpJmXNefw5op0x4vO08zzWEykA24a/7zz+2AhKqV9XSr2nlHrvOR5LOF+IdgSzPFM7opuxZvMMH1u0I5hB9ivBLKIdwSyiHcEsctaZbOScLEwasl+dU56novhY6Lr+uwB+F5DsgXAyRDuCGUQ3gllEO4JZRDuCWUQ7gllEO4IZRDeCWUQ7gllEO5PH81QU7wKYNfx95vHHBOFZiHYEs4h2BLOIdgQziG4Es4h2BLOIdgSziHYEs4h2BDOIbs4pzxMofhfABaXUglLKAeAXAfzJi3lawjlHtCOYRbQjmEW0I5hBdCOYRbQjmEW0I5hFtCOYRbQjmEF0c04xbT2h63pfKfUbAL4NwArgm7qu331hz0w4t4h2BLOIdgSziHYEM4huBLOIdgSziHYEs4h2BLOIdgQziG7OL0rXT88iRCmlK6Vwmo8pfD5nOB3zxIiXzXgxKdoR3Ywdt3Vd/9JZP4njINoZLyZlzQFEO+OGaEcwi2hHMMukaEd0M3bIOVkwxaSsOYBoZ9z4PO08j/WEaZQ6Ox2f5WMLz4e8doIgCIIgCIIgCIIgCILwcjBtPTEuKKU4gKjrOpRSsFqtsNls6Pf7UErBYjmMh1ssFng8HjSbTXS7XQyHQ65uNn4Pgr7f0Y8LZ8eLrkg/Gny2Wq2wWq0YDAYADjWj6zosFgtcLhfa7Tb6/T6GwyGAz2rk894XzjcWi4W1YkQpBbvdjl6vh8FgcGwtSOfFqwPtYca9iNYPi8WC4XDI640gHBdZQwRBEARBEARBMMOZBYpfxCWGLthWqxUWi4UDc3a7HXa7Hf1+HwA4UGy1WuH3+/lxKbBjvITruo7BYMBBZPqeg8HgCyta5UI2WZB2SDf02tpsNthsNg4UE1arFR6Ph19nq9XKGqGPkZZIN6Kd8wu9vkYd2Wy2kQQCcLjGOJ3Oz6w5Rt3Q5xsDhUqpEd0Y1yLj1wiTC72elGQAMLKWKKU44fmsxJNRXwAwHA6f+vkSPDxf0Gv8ea/10Y8d53uJPgRBEARBEATh1ebUA8Uv8jJit9ths9ng8/ng9/vh8/lGLtQulwvdbhflchkOhwM2mw0OhwN2ux2DwQDLy8sYDofo9XooFAp8Md/e3ka73cZgMIDD4QAA1Go1frxer8cBQQoOdbtduWBNEFR17vF44PV64XQ6YbVaARxqlLRTKpXgcDhgtVo5AQEAc3Nz6Pf76PV6KJVKnLDI5XJcrU7aaTQa/D1EO6fPi1xzjEFhWkvotbVarSNrjs1mg8Vi4XVD13XEYjH0ej10u100m00Ah8G9RqPByQm73Q6lFFqtFicujLqx2+2imwnFmFggbVCi0+FwYDAYoNlscgLLZrPxeuJyubi62JjIMgaSbTYblFLodDqsyV6vxzqhNYe+RpgsjIFho5asVit0XUev1xv5OCW9jQkq4/cy/t1qtUIphX6/z/ozdl3RY1ACXph8jN0MX9Rd9yyelqA6+u9HizIE4ThIAksQBEEQzoYzCRQbLx8nhS7Vdrsdfr8fXq8XsVgMCwsLiMfjePDgAf87BeroskRv7XYbVqsV169fR7lcRqFQgNfrHTnIttttvmyT1cBrr72GVCqF73znOxxM1HUd3W4XjUYDnU7nuf5vwhdD2nmer6dLtcfjgdvtRiKRwMLCAqLRKFZXVwEcBurcbjeAQ+3Q6z8YDNDr9WC1WvHaa6+hWCwin8/D6/Xy96dAIV2m6U/Szttvvw3gMImhlEKv12PtnMSaQDgZL6J7AQAnDPx+P2ZmZhCJRLCzs8PWJKSFVCrF6wEF5mw2Gy5cuIB8Po9sNgtN0zjBQK8/AP58i8WCy5cvY3p6Gt/97neh6/pIwqHZbMqaM0FQUMZmsyEcDsPr9aJer8Nms8HpdMLj8XBwjxIDtO4opTA1NYVyuYxSqcSBZgruERTIq9fruHDhAuLxOL7//e9zYoq6JZrNJj+GMDkopeB0OtnOhhKeLpeLg7t03qE/lVLwer1oNptoNpucQKCvJf0Yz0fz8/OIRCK4ffs2hsPhiCUTJdFlzZk8jiYaaB05Gtw1rgv0utOeRIlSWnvoXEZFF5FIBF6vF9vb25ykIAsdWXPOD8auOeCLz1jGLjs689D3oCRFv9/nxGmn0xmxXzJ26wmvLk9LQj2t2+qoJaXoRjgJkpwShCecaqD4RfzyUSWfx+NBIpFAMBjE7Ows3nzzTaTTabRaLVgsFrjdbg4Wu91u1Ot1tNtttFotDri89tpr2Nra4r9TlZ7T6USn02Ff0VarhVarhRs3buD111/HrVu3YLFYEIlEOGBDBxn6GmH8oMuuw+FAIBBAIBDAwsICvvSlL2Fubg7VahVKKbjdbrhcLjidTrjdbtRqNbTbbTQaDQCHQd6rV69iY2MDg8GAg77D4RB+vx+9Xg/9fh/dbhftdhu9Xg83btzAzZs38c4778BisSAYDPKlmy71ZHsijBfGC47D4YDT6UQwGMTFixcxPz/PiSdN07g63eVyoVQqod1uo91usz/6tWvXsLa2hl6vB5fLxYkvev11Xed1ajAY4MaNG7h69Sp++MMfAgA0TQMArjKloKIcaMYfuvTa7XZEo1HEYjHs7u7C4XDA6/UiEAhw10KtVkOn00G322X7kuXlZWxtbXG3Ar1RwMZisaDT6aDdbgMArl69isuXL+NHP/oRhsMhPB4PrFYrJ7IoYCOBm8nC5XLxrAW73Q6n0wmv1wuHwwGXy4Vms4l+v492u83JgWAwiGKxyJ7ptI4ZK9p7vR46nQ6q1SouXryICxcu4O7du9xZRQkqWqskcDN5GGd2GJMFxqp0OodQgNdisaDb7aLb7XKi1Kgd0kW/30ej0UAymUQ8HsfBwQEGgwF/jqw55wdjooH+fhSjjRLN+SCdUYLK6MGv6zpcLhccDgefaSioTN9L1pzzw1HNGDtcnmahRO8fTVAYO2Do/mRMMBz9foLwRZwkASYIRzmP2jnVQPHzZvaUUlzpkkqlcPXqVQSDQVQqFSwtLWF+fh4/+ZM/CY/Hg1AoxIfTdruNarWKVquFSqWCdDrNgbpAIMDfEzisIKWL9ezsLGw2G0qlEr71rW/BarWi2WzC5XLB7XYjGo0CACqVCmq1GgKBAPr9PgqFwgv5eQmjPO8vXTQahc/nQzQaxeuvv45oNIpOp4Pl5WUsLi6i3W7D4/EgHA7zoYM002w2UavVsLi4iEgkgna7Db/fj/n5ecRiMa6QeO+99wAAi4uLUEqhVCrh93//92Gz2dBsNvkyHw6HYbFYWDt+vx/9fh/FYvG5f07Ci8XpdMJms8Fut2Nubg6apsHpdOLy5cu4cuUKbDYb/H4/4vE4JwzIkqTVaqFer2NlZQXRaBTVahWapmF+fh6JRIK/9/vvvw+r1YpLly5hMBigVCrhj/7oj2C329Futzm4Q9qs1+usm16vh3K5fNY/JuEpGA+dlLx0Op1YXFzEysoKEokE/H4/YrEYnE4nf265XOZA8aVLlxCNRrG3t4dwOIyFhQXEYjF4PB54PB589NFHcDqduH79OmvnT//0T+Hz+QA8sWgKBoMAgGaziUajAZ/Ph36/j1qtdjY/HOHY0EXYarUiHo8jkUig0WhA0zSEQiEOsHg8HlSrVU4kXblyBZFIBKurq6hWq6jX61zN7vP5cP/+fbhcLrz55pvodruoVCr47ne/i2g0Co/HA5fLBQDwer2c2Gy323C73bw/CpMDJZcsFgu8Xi80TWPLJL/fj1arxVXAS0tL8Pv9uH//Pq9F4XAYbrcbPp8PGxsbcLlcuH79OrrdLmq1Gn74wx9ienoasVgMbrebk1oUeO73+zzfodvtnvWPQzgBxiAdnYeAQ01pmsbdc3Q/slqtyOfz3NVABRhutxvFYhF2ux3JZBIA0Ol0cO/ePV6byJaLztWUWKDgn9jfTCbG85DVaoXT6eSPU7HWYDDgteFo9Tl15vl8Pu6OyuVybANXr9dHOiWMCU3RzfnhaMKAEk5fNL+Dvs6ojX6/P9IVY0yOGr+eujwF4fPmvHxe8vQ8rDtnYj1hZqAOHU5CoRBmZmZw5coVLCwsQNM09Ho9JJNJhEIhLC0tweVywefz8cbSarUQCATYFzSRSMDn86FWq8HtdiMSiYwEB+mSFY/H0W634XK58NZbb3GQkB5rcXERjUYDBwcHKJVKGAwG6HQ6KJVKUjHxEnieinSLxcLBvMuXL2N5eZmDtTMzMwiHw7h48SLcbjc0TeNf7larhXA4zPYiqVQKmqahWCzC4/EgFouNBIrJNzaZTKLVasHj8eBLX/oSFhYWEA6HMTU1hXA4jPn5eTSbTWSzWZTLZa5Apg1PGB8cDgd8Ph+mpqaQTqcRDocRi8Vw4cIFpFIpDIdDeL1ehEIhbvfudruIRqO85szNzSEQCGB/fx8ejwdTU1OYnp6G3W7nC7TFYsH8/DyvS2+88Qbm5+cRDAYRjUYRCoUwPz+Per2OYrGIWq02Uk1xXrKX5wnat6gKXdM0zM3N4cqVK1hcXEQ4HObkFflYDwYD1Ot1rvydn5+H3+9Ht9uF1+vFcDhEMpnk4CBw2GmztLTE2nn99deRTqcRCAQQiUSgaRpmZ2dRr9dRKpW46tTsfiycHtTq73Q6kUgkeN2hc00kEmGPfZvNhnq9zh7UFOyrVqsIh8MYDAZIpVJsvUQdNsvLyyiXy/B4PLh58ybS6TT8fj9CoRC8Xi/bnlQqFfT7ffbnb7fbop0JgLoSotEoAoEAACAYDCIWi3F1OVnhDIdD2Gw2zM3Nwev1olQq8VoxPz/PCSpKepF2qtUqbty4gWQyCU3TEAwGObnZaDRQr9eRy+VG9CPamRyoO8E424O6YUKhEOr1OgDA5/NxAsIYyInH43C5XHC5XNje3obdbkc6neYumMFggHg8Dq/Xi1wuB6vVCp/PB4vFgna7jXK5zHuiWN9MFkf99MlqKxgMcsed3+9nm5tiscivMQ2gp/sYWXcB4LWKzlF37tyBzWaD2+2G2+1Gt9tFvV5Hp9MR3ZwDjF15brebZzKQbRvZOVKHCyUTKFBH5x068/Z6Pfj9frhcLuzv78Nut8PlckHTNAyHQzSbTbTbbXS7XdHOOcHYbUAddoTRotY418OYmDDGoaj4p1ar8bpGBTndbhetVutcaOfUrSeM7UYn+cHRL/jU1BSWlpbwla98BT6fjyt7fT4fXC4XgsEg+6dRdpI2CHrf6XSODBJyOBzw+/28eCQSCfbl29nZgdPpxM/+7M/C7/ezb+jc3ByuX7+O7e1tbGxscPVgrVZ76uAY4eygi3Y4HMbi4iJ+4id+goMnMzMzrJ1oNMq6IL3QLzm1+Lvdbj7sGKs86TWPxWIYDodwOp3Y2dmBy+XCz/zMz7B37cWLF5FOp3Hjxg1sb2/j0aNHKBaLaDQaqNVqErh5SZj9mZL3cDQaxRtvvIHZ2VkkEgncvHmTNTQ3N8eXZroEH9WN1+tliwk6JMfjcW6rjMfj0HUdHo8H29vbcLvd+Omf/mm4XC4MBgMsLi4inU7j9ddfH1lzjBUU0pb54nne30UaUhcKhZBMJjE9PY2f+qmfwuLiIhKJBAaDASenAHCVJu1dg8EAmqbBYrGgXq9zNR9pDgASiQR0XUcwGMT29jacTie+9rWvweVyod/vY25uDjMzM7h58ya2trawvb2NarWKRqMh682YQ7/bdLZ54403cO3aNaTTafR6PU4i0Z5FgzKpii8QCMBisaBcLsNut8Pr9eLSpUt8BqKuqFQqhY2NDbjdbszOzsLj8WAwGGBmZgbT09O4evUqHj16hN3dXbTbbQ4KiXbGH6rK0zQNCwsLmJ2dRb/fRyKRwOzsLAf1LBYLarUaW42Ew2Ee0EtzHd566y14PB7YbDZely5evIhHjx7B5/PhwoULHNiZnp5GNBrF0tISDg4OkM1m0ev1OHAjSYbJgbzRqSI4FAohHo8jEolwAUY2m8VwOEQ4HOYzMV2QbTYbrly5ApfLxYE8q9WKpaUlFItFdDodzM/PY2ZmBh6PB/fv32d7QYfDgXK5jLW1NVSrVQ7cAOentfc8Y/SlpjsT7VtLS0vIZrMAgKmpKZ7bsbq6yrZ8s7OznDynIdFTU1N8n08kElhZWUEsFkMmk+HzejQaRaPRwNbWFifHaW8U3Uwexm4Gmk1F9594PM5rSr1eR71eR6vV4plBNCCaqtGNFeZUAPjXf/3XXDg4NzeHTqeD3d1d5PN5mUF1jiAdkB2S1+vlQj86P1PnExXu0PnIONOD4j1+vx9ra2twuVwIBAJYWVmBrusol8vY399nG0FjZ8OkceoVxZRlpqEWx/mhUdtSJBLB0tISFhcXMTU1Bb/fD7fbDa/XOxL0pa+hF9bhcHym/UApxd6yxvYW4IkPqMViwfLyMmcyKfj8i7/4i5yJ0DQNbrcbmUyGPQCFlwOV9J80O0MbSzqd5oBbJBKBz+dDMBhk7RwdtqHrOrdGAeCFhTKYxgw5XZhDoRCAQ51TxrPdbnNryy//8i9zm5Xf74fH40Emk0Eul3uxPyyBMVuJTutHPB7H4uIi3nrrLSSTSba+oYpO8niky9TTNgP6d7/fD+DJUDwiHo8DAAdzer0et3UPh0P86q/+KusmFApB0zRks1kcHByY/rkIz+Z5uhjo9QqHw7hx4wZWVlaQSqVw6dIlhEIh+Hw+3ruMa9DR70Efj0QivOYYbSpmZ2cBgA8qpB3qqPm1X/s13q9isRhCoRByuRz29/fFE/0l8jzaoa+n6r2pqSnEYjEkEgk+tywtLXFlMLXi2u32EW9Pm+3wiEcaUepwsB09N1q7qKqdfPWpy+Eb3/gGgMN1KZVKYW1tjQ/Aop2Xx4sMwNM+RlXANFSV5jRMT0/D5/Px3mSc8QEAKysrAA73rGAwyGsQFU7EYjGuDO10OnwJ+8Y3vsFBQl3Xsb6+jmazid3dXVSrVbG8eUm8jOSNsRJ0eXmZtbO0tIRQKIRoNApd19l/3+VyYTgcsoUNFWPQXjc7Owu73Y7FxcWRIB6tY7/yK78C4HB9Mg4M3tzcRLlcRqPRmMgL9zjzMpN+dGei+/qFCxcQi8WQSqWQTCbZhoQKI6rVKlss0Zri9Xqxv78Pr9eLa9euYXt7mxNbsVgMPp8PP/dzP8dJLQpC/+AHP8DDhw+Rz+c5sAhIkuFF8rJ/pkbLCL/fj0AgwN0x1Jlgt9vR7/dx584dzM7OIhqN8uBnOi8Hg0Fcu3YNn376KarVKhcfBoNBtgL0+/24evUqisUi3n33XayuriKbzXIhF93vJjXoN26cZmEl7WN0b3e5XEgmk1xksbu7i0AgAI/Hwx3eVGQYCoV4Tky9XofT6WTtXL58mW1Lv/KVr6DZbOKTTz7BnTt3sLOzg1qtxvFOY9XypHDqgWIzv2B0yfX512S8/wAAIABJREFUfIjFYohGo/B6vXC73XA6ney5dnR687OCthTUOfr86IBMFzVqb6Gqvfn5eR7u0e/34ff72VeLfLja7fbE+5KMG2YXEqoSDofDXAVK/ovGYT5GX6Jn6YgSC3Qpp+dG2qEFiR6DPndhYYG10+v1Rp6L0+nkQYpyCR8PlFKcUAiHw2wfQOsOBWdIA6QVY4uKEQrkGHVDwzSNya3BYDCim6WlpRHd5PN51g35s8kgzRfP8x5e6FASDAYRCoUQDAZ54CG1exuH/NCfwGdtmijheVQ7brd7xDdyMBhw5lvXdSwvL3OmvNPpoFgscgswadg4aEoYHyjgS5V8ZBNAFcY0VMz4b0c7twBwhTBpgyolqCqU1jMaSEZ74crKCvvTkq2Wcc056iEqjB/GhDZpJZFI8PnZ5/MhEAggFAqNFFxQQp7sbuhsTJedaDQKq9UKr9cLl8vF1cJ0Vr506RLvVwBQr9fh8XhGBuEBop1JgdahWCzGr3kwGEQkEuEgCw2Kpo6YCxcu8NplJJ1Oc5DG6/Vyl4LH4+F9jtrHg8Eg37PcbjcP8aQ9SwI24w2tP6QZt9vNtkbxeJyLuSjZ0O12sbKygkgkgng8jmazyftgIBCAz+fD8vIy3G43V5iT9QTd6S0WCwcPqbCCKkxlIOvkYSzgcrlc8Hq9fP5xu91cYd7tdjEzM4NEIoF4PM52gLquIxqNIh6P48qVK3A6nSiXyxgOh5ienmY7QUqGzc/Pw+v1Ynt7GwcHBxzbMa451D0qTA7GQDGtJTSrqt1uIxKJ8F2NYni9Xg9LS0uIx+NcnEG2j+l0GvF4HMlkki0qFxYWUK/XUa1Wkcvl0Ol04PV6WTtKqZGh45PAqQ+zMzvAgg4oCwsLmJubg9/vZ4sJ2oie1kZ7NFhjPFQczYLRxmGs7KJLOXlzkcjoAFwoFPiARIPK4vE4crkc6vW6bEIvELNBMFr8k8kkZmZmoGkaJxeeVhV8NOBHGA8WdNk2fpwSCkc1Rxc0eh506c7n83zpJjuCcDiMUqmERqNh8qckHOV5LqJKKYRCIW6xPNqxQK+rcU2hfyPoUEEBYeMaRBcqulzT59P3oUs1tVC1223kcjlu/yXdBAIBHtgpvDied/2mSxBV89E6Qz76Ho9nZN+hN+NaRF6eVKU1GAy4Q6HX67GNwNE1i5JPHo8HnU4HrVbrM9qhCp9GoyHDpV4wL2rvpwsS6YIS5tSFQHZadP4gqEpiMBhwtSh5qNOlyuPxcIICeNK1Qx6PmqaxdvL5PFfw0GO53W62ShFeHC/y3EjrwWAw4JbdhYUFAIc+eoFAgAN+VIE+HA5RrVbR7/cRi8U40UTdgO12m7uxKCFBw6PJEi4UCrF2arUarz1ut5svT+ThJ+fkF8fL+llSx8rCwgIsFgv7e5KFgNfr5XNxoVDAcDjEzZs3+bKtlEKz2USlUsHy8jKffakLplgscqfN3Nwc2u02Wq0W2w7Qxb7T6cDv9/OeRWdv0dDz8bJ+fnROpqAwVQdHo1FcuHCBvastFgv29/fRarXwC7/wCzxAjKxH9vf38eUvfxmBQABut5vtAfb29pBIJBAOh9FqtdBqtdBsNvmuRcVBrVYLkUiErW9of5Rg3/PzMn/3KP5C93Sv14twOIx0Os1zqux2O3K5HFqtFm7evMlnE7vdjoODAzx48ABf+9rXuBN9ZWUFzWYTjx49wuLiIqanp3mvarVaCIVCsFgsSCaTbLeVSCTQbDZHEp+inefntBJ9dI52Op3QNA0rKysIBoPw+/2oVCpot9uYn59HPB5HNBqFUgoHBwd4+PAhvvrVr2JqagoOhwMrKytotVp48OAB3nzzTVy4cIGtSbrdLhKJBDweD2ZnZ1Eul3ldo7kwbrebA8iTsmedekWxWaiaZX9/H4FAgDedo0Fi4IsriY0XcLo0DYfDkUoJ46WHLk69Xm+k6osOyOQ9efnyZQyHQ27bFAuK8YGsQzKZDCKRCBYXF3n4z9Oq0D/vtSPt0AGGKrQoi00fI6ilgoJ39Fh0GSPtXLp0CcATjT0t4SGcPrRGlEol5PN5lEolHu5ELbxH1x7gs+uPUTfkXUwbBn2MDhy6rrPFTaVSQSAQ4AARtcqEQiFMT0/j0qVLI5d00c14QWtCt9tFtVpFIBDA1NTUSBuuUT/GN2BURxTYI61QhpqGtFDgmKrRC4UCIpEIV6WTFU4oFEIqlcKVK1dYv3t7ezIQcUyhNSiRSGB+fp6rX3w+Hwds6fJ9dC8zJrzJFqDX68Hn82EwGKDRaDxVO/v7+5ienobT6eS1xe12IxgMIpVK4ebNm/B4PNjf30ehUGBNinbGE0oWUQDX5XLxIClN0zgBSl0twBNvfgryUTUMVeS12+2ReRwUJM5kMpiamuLOBqpW1/XDAb9vvPEGvF4v9vb2UKvVuL1TOmHGF2NSnAos0uk0X6r9fj/PhqE1KBKJsM8jXdBpL6LgL61J9Po3Gg2uOKdhQk6nE4PBANFolANAe3t7IzMgJEk13pB+qALv0qVLSKVSSCQSPCOGuqv8fj93WhKUaKdqUuBwPwOe2AHSOdqoG7J6u3z5Mux2O/b39wEAmUxm5F4mjD/UOUdWSTMzM0in05wgoEHN3W4Xfr+fLW6oa4HsKqxWKyetyP6RPkbaoW4ap9OJdDoNAJiZmQEA7O/vo1wuo9lsApAZDZMCdW3SoMJEIoFIJIJkMonXX38dBwcHaDQa0DSNC8PIUjYWi/HfqVjU5XIhlUrB4XCg0+lwASklUKnA7LXXXkMikYDVasXa2hpyuRxqtdrIujUJ+pmYQDEFYRuNBprNJv9wTxqUNQaIqcKZhk3Rxd7oIUIetcavMT4ute5R1pI2u0qlgkajIQfgMYBeVzK5pwqWpwVnnvV9KAsNgDNImqZx5R/pZjAYcJa81+uN+GQbp7ZqmoZwODyiHTLiF+2cPbquo91uo9ls8sHSWN13HO1QYoEqNmkYC+mJjO6pQpT8r40BGGNng1E3fr8ftVoNmqbxhN5J2HheFei17/V6/DtPlVTGRJWxAp2g1506EFqtFtrtNr/GvV6PB9LRRYn8Z5vNJvx+P+9Z9FiknWg0imw2i1arxVWjUtk3nlA1ud/vZ197p9PJViNGH33j15BGSDO0PgwGA7TbbZRKJQ7eGLVTq9UQCoVG7EjocEyH7FKphE6nA03TeMq47FfjhzFIZ7QqojZJGoT4tPWH1i4K6NLeRNXBtB9SdTAATohRcJn2LHq8qakpVKtVDAYD7OzsjAT7ZO0ZP4wdUvQ6kpXS3NwcNE3jAXXGoDAVQ9AZpt/vw2az8UAy4PAcTF0NSilep5xOJ1+2SZcej4eHV1Fy05h0l4DNeENnZBr+HI1GEQ6H+TxEdgJkg0VBFKNFBBX8kKboTkVna+OQQ3o8u92OYDCImZkZri417oFHLZqE8YXsR8kvljphqHCGrAKOJjw9Hg/f0ekcTYWBdD+nak+CzjIejwfT09Ow2+3Y29vjMxENx7NarSeemSScPvR7Th2Uxi6qubk5tjSixDkV8wBArVaD2+3mhCbdpagblLRAj0N3KaUUwuEwHA4HKpUKVxBXq1Uopdgukta3cWZiAsWUDaCDgbEa2GgVcJSjno6DwQDNZpOz2blcDoVCAXNzc1zJR/9Ghvp0OTP6YRkPT/RGrXvxeBx/+Zd/yYFt8dA6W+iyQkG5Vqv1zIstvWZG7fT7fc4mttttHBwcIJ/PY2lpiRcRapcrFotIpVJctUNt45S1JO2QrUAkEoHVakU4HMb3v/99fp7jvoCcZ+iSRBcdCtjR4v60NYdeL6O1RK/X42EIrVaLdbO8vDzSyttsNpHP55FOp/kgZFzrjAcTsiuhyfRerxc//OEPZZr8mGG0p6F9hRINdJk2drkYDw0UJN7d3UWhUECz2cTBwQEKhQK3jlNFMVmSLCwsIBwOIxAIcAUyWeXQRZ/8kePxOFfy3L59G5ubm6KdMcJoZ0PttD6fj4cgUgXf52mn0+lgY2ODbbCy2Szy+TySySRXuZOlTT6f5+nffr8fzWaTzy6kGQpKu1wuTE9Pw+PxwOv14v3338fW1pacdcYU0gQNIKOZGsYiCNpjjNYTe3t7yOfzqNVqKBaLKJfLsFqtqFQqyGQymJ6exnA4RDab5XXH6/XyFPHBYMCDFunMY7fbMTc3x+eiDz74gH0gxW92PDEWxNAQKUoMAIcde81mEy6Xi32ny+UyW2Hl83nkcjk+B62vr+PSpUuwWq3IZrM8EI8qz+nsS4UTxudBQUa/348PP/wQGxsb+PTTTzmAI0Gb8YPO0eRRTMPmrFYrV/EZLWyMto6FQgH1eh2ZTAYPHz7E5cuXYbVakc/nMTMzwzpsNpvwer2o1+scCLJarXweJr9aTdNw584dPHr0CO+99x5XOlM1sjCeUAWwz+djD2KHw4F4PI5YLMYJUNrLKpUKKpUKcrkcstksNjc3Ua1WYbFYuNuOuhVoqB0FCoPBIKxWK5rNJgqFAjRNw8zMDH78x38ciUQCW1tbePvtt7kAgwoCRT/mOC3bCZvNhnQ6jXA4jEQigeXlZSSTSd5n6F5G96ZisYh6vc7fo9vtIpfLcSKi2+3yXV4pxQkJKkjMZDJIpVLw+Xy4fv06wuEwNjc3sbOzw/anpVKJbb3GmYkJFNMGQpfto96yT4MCw1SVR+27tVqNq/iq1epIdUwoFMLdu3fR6/UQCoXQarXYj8+YvSasVit8Ph/m5+cxHA5RKpVQKBQwNTWFcrmMfD7PwSXxszkbjBlpY9DkaV7Uxq+h1m6lFAaDAVqtFsrlMgdwa7UaSqUS7t69y15tH3zwAWuJzPa9Xi96vR4HiYAnpuqapnHQp1gsIpvNYmpqCpVKBfl8nnUj1VqnD21gtIFQkMSYsT7qaU1VfK1Wiys9G40GSqUS6vU666ZQKKBWq8Hv9yMej+ODDz5Aq9XiFm/y7ut0OqjVatxiThuepmlYWlqC1WpFsViE3W5HLBZDtVpFoVDg4LYcXs4W2qfIM41800gbRmiPo2FipJ1yucydEPV6Hfl8Hvl8HpqmIRaL4c6dO2i321x1arPZuDOBfEmpEsxqtcLv92N5eRlOpxPFYhEAEIlEeC80JieEs4Mu2FTBF4lE2HICGO2mogR3pVKBw+HAcDjkgRqNRgONRgPVahXFYhF7e3uslbt37/JUeY/HAwDw+Xw8IZ4mQJMFBQ3r8Hq9KBQKaLfbCIVCPNyDLmqyX40PRksiCsbSfkLrDFXrUfC42WyiWq2iXq+jUqmgXC6jWCxy+7bD4cD777/PFxyHw4Fer4fZ2VlsbW1hb2+PK+ApQKNpGubn59FoNNgTMJFIsIcxnXXExmT8MPq5GvcxqqQ6eseiYO/e3h7q9TqazSYePnyIbrcLh8OBjz/+eOROFI1GEY1Gkc/n2QqQztSpVAoul4vbv8mbmDpi9vf3uYpLKtPHD3o9qHqY7kQ0o4FsuIxDwjY3N1lH6+vraDQacDqdWF1d5QrQVqvFfsVbW1tcwEHDpy9cuACLxYJ4PA6Px8Pn4WKxyB7rVPRj7NwTxg8qrHA6nWwNEI1GEYlEeG4CJYnK5TJ3MBSLRbRaLXg8HmxtbaHb7aJcLqNcLsPtdnNiijoYqLJ9ZWVlpILZeJfr9XqIx+OoVCrsaSxn5fGG7mFkuTU1NYXFxUUkk0ku8KTqYI/HA4/Hg2q1CgDwer04ODhAt9tFpVLhWTNUFNjpdEY6/GZnZzm+Q9/L5XJxx8Ps7CxKpRInUyehI2aiAsXGwIfRL/jzMLZ20wZUrVa5DNxms6FcLiObzaLf7yMSiQAAPv30UwwGA6ysrLB/m3EY0dGp9B6PB8lkEp1OhytHY7EYX7rr9ToajYZUTJwhxuosYxX4530u6YUq7IwbTLvdht1uR7lc5omoiUQCFosF9+/f5ymZ4XAYTqcTwWAQvV6PdUPPQykFt9vNFV6UjIhGo+z9SAciOQCfHdS6S5WYFHAzcrSCmIYRUmUEHVhIN9lsFqVSCVNTU7DZbLh37x7a7TZmZ2dZN9FoFK1Wi1ukgNENL5VKodfrweVyodPpIBKJoFQqcQsnPb7o5uwwtuySfoyDC4FR7VAik1riCoUCB+2Aw0qtXC7H3lkWiwWffPIJOp0OUqkUQqEQJw0AsAek0brE4/FgZmaGLQ1qtRoP0aRELFX1iHbOFqrC9Hq9bE9EiQZjcooCxdVqFXa7Hf1+H7lcjj3ROp0OJ643NzcRCoWwsLCATz75BN1uF7FYDH6/ny/W5MFHZyhac1wuF5LJJGs6l8shHA6jXC6PDPSQ/Wo8MOrEaPFA648xOEOWbv1+HwcHB8jlcpykIu2srq7C6/UilUphdXUV7XZ7JJkQDAZZB+SnTTZc5BdJF3fSTqVS4ZZwAFJQMUbQWZiKZMh3+Oi9y9jRUCwWUSqVuKKv2WyiXq/j4cOHcDgciEaj+PTTTzkxYbVaOYlOCXW/349wOIx6vY5QKMTDzC0WCw/Ei0ajKJfL8Pl8rHFq+ZW1Z/wwFudQ4tzj8XDhBSU06/U6dxj0+31sbGwAOAzYPHr0iG0Cut0ugsEgAoEAcrkcKpUK2yOFQiHe06h7gbqJo9EoqtUqgsEgBwBlvsd4Qx0pdGfWNI27n8g3n/RCsRaq+Ox2u7DZbNjZ2eFqz1qtxtaQxWIRtVptZHB4IBDgwZo+n48rTWlNikQirBfqnhHGHzpLR6NRTE9PI5FIQNM0Tpi3221eo6gjZjgc8jC6ZrPJ5+92u80dD1RkQfcsTdM4mUqJMLKLTCaTAA73qi8qdB0nJiJQTBVZoVAIFy9e5GFkT/MnNh5Y6LJLbZulUgnvv/8+X4inpqbwN3/zN7h16xa/kLFYjINBuVwO165dY/8bMk4/esimtppEIgGn04l+v4+FhQVYrVYsLy9ja2sL29vb7KslB+HThS7bS0tLWFxc5Kqso4OkSDe0YJDvFV2S3nnnHZTLZa6ceeedd/DOO+9AqSeT6CkYQ+3iyWQS9Xods7OziMfjTw0QaZqGeDzOlWBzc3MYDodYWFjA7u4udnZ2cHBwIJXFpwzpYnZ2FnNzcwgEAnyxoYAtBeGo7ZEyjNSmkslk8Fd/9VecOUyn07h9+zbee+89rvYMhUK8jqyvr/MwqVKpxFlPqiw0WhnQUE9qudrd3cVgMMDMzAx2d3eRyWRQKBSkOvSMoAMDVUBQ26XRBsLoaU7aoddyd3cXf/EXf4Fisch7ykcffYQPP/yQvdjIWx8A1tfX8ejRI8Tjcezu7uLixYuYmZnBcDjkYVZUlR4IBNBsNvkATOtLIpFANptFJpNBpVKRVt4zhPw+KYHY6/W4BZy8gY/6ntPes7m5iT/+4z9GuVzGYDDA4uIi7t27h3v37qHX63F1Du0nW1tbWFtbQzAYxOrqKubn55FIJFCtVhEOhxGLxRAMBvngS55/i4uLODg4QK/XQzAYRD6fRzabZR9a0c7ZQ9qhAIuu61zEQElvKngolUrY2NjAN7/5TRSLRQyHQ9y4cQMff/wxPv74YzSbTR6qSoUbOzs72NjYgNfrRTKZZAuKhw8f8sAq8kKnRIemaUin09jd3UWtVsPi4iLy+TwKhQLbgol2xgNjIqFUKvHwU13XMTc3x3Yj3W4XW1tb+J3f+R3kcjkMBgN8+ctf5vMOdT7RIFYq4llbW4PT6eRuGNob4/E4ZmdnoZRCPB7H9PQ0V6Umk0lsbGwgEAhgZmZmJBkvxTjjBRVP5PN5bruenp7msxHZ3PzBH/wB6+att97CrVu38Ld/+7fY2dnhrhoKEDcaDXz88cefOUdZrVYOEiulMDMzw91TNpuNuxt8Ph9SqRR359Tr9YnwCn0VoS7NarWKTCaDR48esYZ0XUcul8NHH33ExTmXLl3CBx98gPfeew/f/va3WRPU1UuVogDYeoSS4W63G36/H51OB8lkEhcvXuTuK7fbzV2lqVSKv7ZQKIjtzZhDnS7r6+vw+/2Yn5/nBOXBwQF3XEYiETx69Airq6v47d/+bQwGA76fk11bu93mxAR1xVDhqtPpxO7uLqLRKNLpNILBIHRdZ49ju92O6elpXsPIp5g0OK76mYhAsbH1nw6nFKg5ahdAlydq0yW7AKqOyGQyyGQyqNVq2N7extraGgqFAgBwi53P5+MKMKvVikKhwJf4druNaDTKwWRjkJHMrWOxGLdn9vt9nrjp9/tRKBSQzWbZ+kJ4udBrY5zcfbQai95oI2m326hWq2g2m1w1TLYQmUwGjUYDmUwG6+vrqFQq3LJA7VEUDKJsJV3U2u02H3bp86gylaoiut0uFhcX4Xa70e/32UvQ4XCMtIaP64JynjBW0xxdxI0JKXptaa0hu4D9/X3kcjkOnjQaDRQKBWxsbKBWq3EVYLvd5gAecFh5UalURny16UJG1c209gUCAf68hYUF2Gw2nk5PlT9UpSFVfqePcZCh0T+WdGX0pyb/c/IAzWQy7LHWbDZRq9Wws7ODZrPJB59utzuyD+7t7aHZbMLtdgM4rCheXFzkQ4qxK4Z8IY3JKQAcmATAupa96myghDedd6iyj/Yzen2oirPRaGBvbw/b29vs8UgdBplMhoek0jnJuA8Chx0Ijx494vNWOp3mic5UcexwOLjKj5JftH/Sx4wt6KKd8YCCfbVajdtm6fWkvaJQKGBvbw+FQgG5XI47Era3t1Gv13lwIQ30pXWMdAocBl0ocU5rHSXJ6cJNVWCzs7Po9/vQNI3XIrL8Et/Q8YFatOv1OnZ2dkYuzeFwGFNTU+h2uyiVSmg2m+yL7vF42B+ULth0fqWzExXztFotDhRTwc1gMEAymeR7Fa1FgUCAuziVUtjc3AQAPk9RwlU4e2iNKJfL2NnZ4SFP1I1AXsJ2ux2VSgXFYhEOhwMbGxsjnSq0ztAsGCrUsFqtIzZxtD8+fPgQuq5jamoK8XicB3pGIhHunHK73RgMBjw/hPZHOSePF/Sal8tlrK+vIxAIIJvN8h6jaRpyuRx3VD548AB7e3s8OIzOPJQwNSaTjPaBdFZaX1/HcDhEIpHgILLdbudBrZcuXYLD4eBAMRWAyZ41ntAaRNaMe3t7SKVS7E/carW40nx9fR3r6+tcoGO8a9F8M6MnPsWUKO5Dc42CweDIwFWyU1peXub9NJPJsGUFWQWOo34mJlBMthHNZpMvOEfbRSjq32g02D+2XC5jb28PGxsb7PO4sbGBg4MD1Go1VKtV9kcztuZSprLZbCIej7OHG2UBNE0bsS+gqmLjNE06yFA2PBqNcusMiWccRXHeoAMpBfuNNhTGLDJlG6vVKvL5PGtna2uLL1c0eIW0QMkL8t2jADFlq6jKs91u8/RMABy0oedAA+8oSxmPx9Hr9TjB4PF4sLu7y9XxEvQ7Hai63Lg5GIPEANhHuFgs4uDggHWzv7+PcrmMSqXCFebG6cy0AZGfMQWDWq0WstksAPDBJhAIwGKxsH0BJRiCwSCvO41GA4FAgDOYFBDM5/MctBHNnB5Gn3NjkpPeKDFVqVRQKBRwcHDAbdi5XI4HSJFNyfr6Oh92jYFmCvZRoqlWqwE41E6tVmMPLtINBYuj0Sh6vR7sdjtKpRJrhiaPA+AOCrGhOH1ojaGWfLoEk550XWftlEoltFotVKtVHBwccFVvsVhEtVrlid3GIcBHAymUlKLJzdSeS2ehVCrFgRpq5bXb7Xyxp8MyeT6Sb7FU+J0dRv98OqcUi0X2JqcqdLLIyefz7CtbKpVQrVaRzWZ5DSDtHO2KM16myP8RAK9x1MlF/ul08abuwFqtBpvNxgFiujSJdsYHOudsbGygVCpxNTgNNSSrJAq80VmILteUcDfuJZRgUkqh2WzyGcjn83Hia2pqCk6nEysrK3z+sVgsmJubY4suh8PBSbNarTZisyKcLXRWoU7eUqkEu92OVquFVCoFp9OJVquFYDCIdruN3d1d5HI5VKvVkUCLsdPg8+7NtIbQUDubzYaLFy8CAFcPT01NweVy8d5GQSLqoJKBvuMHnYP6/T4ePHjACSjqqotGo7h37x52dnZw7949FItFTnTSmkPvGwutjDqiocFk80Yd4VSpTsPmqeqYinDy+Tzfx2TPGk9ozaDz8cOHD/Haa68hFoshFAphd3cXlUoFOzs7WF9fx9raGieNyEuYzje0txw9A9Ednu7ZyWRypPKYqtHdbjff1WheCMUmx7WwYiICxTSN2efzIZPJIBqN4sqVKxgMBp/xe6RAr9Vq5Wzk5uYm1tfXUavVYLVasbGxgf39fa70osnwALjShiotyGPN7/dD13WuRDZmKGmRsNvt7MPk8Xg4OzU7O4tOp8OLmMvlwu3bt1GpVGRw0ClAl5L9/X3EYrGRgB9pR9d1zvg4nU6unqEkAyUT9vf3kc1mRzzbjJsOGZOTp2O32+XK8nK5jE8//ZRbnihgQ4Fl0g4lKJrNJmZmZnDz5k2srq7ik08+AXDYYm4MFsum9PKwWCzIZDIIhUIcLCZfKgryU6bZ5XLx4LqDgwNsbm5yoJgu50eDNLSBGYN91NpLlx9qrUqn07hw4QJXCxv9tunvqVQKjUYDyWQS169fx927d3H//n3cunULmUyG1zrRzMuHKhRardbIwBSHw8HrDlVn0vCEfD6P3d1dbG1toVgsolAooFwuo1arsVaOVrYbH49sBSwWC6rVKnZ2dnDr1i1cvHgRV69eHbmg05oTj8dx/fp1pNNpVKtVxONxXLlyBXfu3MHDhw/xwQcfcHZddHN60OtNlaDkj0YJCLfbzQfdDz/8EAcHB7h//z52dna4mpgqpej7fZ52APC61O/32Rd7OBzi0qVLn5lMTwmHWCyGa9euYWZmBqVSCaFQCIuLi/jkk0+wvr6Ou3fvcsBYOBvoNR0MBpzQprOtz+fDgwcPeL+ixAO9/kbtfNEZlbREPqCU3Ein04gL4/ybAAAgAElEQVTFYohGo/D7/Vx1bLPZEAgEsLy8jGg0imw2y+3gq6ur2Nrawp07dzhgLJw9dF+y2+3cWgsA2WwW+/v70HUd+Xwe9+7d42o+YxfEs/RjLOCo1+t8n5qenkYgEEC1WkWn0+Fuz2Qyyb6PLpcLiUQCjx49wtraGj766CO+XwnjAw0IA4B8Po8f/OAH8Hg8qNVq+N73vof79+8jm83C4XBw1S+dO+i1/KIzCA0xs1gsiEQi8Hq9qNfraLfbPGcoEolA0zSuZo5Go1heXsbDhw9x+/ZtHiIuZ53xgYJwFGupVCr48MMP+b68traGW7duYWtrC3a7nQtySDfGAB/wdA3Rx6gghwbkUXGWx+NBIBBAIBDgJEM8HsfKygrW1tbw7rvvcjBatDO+NBoNdhLQNI0HPBeLRezs7PC+RXGgYrHItl3G+9fR15iS8pQY63a7yOfzPIAxFouxVaDdbmdrk/X1dXzwwQcjBavjpp+JCBTTD54CcxSM+7zPpQsP/ZLncjmuIKaBCRRoe1qQljxHAHBFBflhaZrG1cNGj1sA/CdNjqaDDrVkUoXX4uIiNjc3YbFYeBM7rerio62m5x2jtQRdloyT4o9+jlETnU4HxWIR+XyeD6k0GOhpQdqj7SxU4bW9vY1GowG/3w8AbJ5+VDvkcUMeytSSQIflarWKubk5tkqhaa2n9VqO4wL2siHdGA+pxt/To+sNcJhsogs3BfmM/pBfdEgBwN0L5BtLFaLBYJATC8aOCtrUaPCm0caCdDM1NTVSaXqa1Tavom6AJ9o4amECgJMDlDgwJiqpPYoGAhnbaL/o52hs561UKhgOh2g2m3A4HEgkEiNWScCTASF0kCHtkJ5JM9FolIdqyiH49KFOKUryUFUx/e4DT6qByWaLDre0PxznNTNWMJOtxcHBAdLpNFwu18jZwbhf0QBFi8XC7XmRSASVSgWBQADtdpt1LpwuxjXIYrHwGaZUKnFAhexuDg4OuJOKOve+6GL9tMcyrg+NRoMrlgHwmYqeCyVYyTqJgtjBYBClUgler5e1I2vO2UNrT61W4zeqwKQZDMaBz593ZnrWYxjPXPQ9+v3+SODXZrOxFRfd6WjCvNfr5Sot2a/OHuNrSlZb9Xqd/Yi9Xi930dVqtRGLEmNy+iRrED1Ws9lEPp9n+yzap5xOJ3Rdh8/n4yGtVJxBnTuim/HhaAVwq9XC3t4e0uk03G438vk8Go0Ga4uqiI2FOcfZR4xnaNJovV5HOByG3W5nfVitVp4V4fF4Rjo9KZkujB+UuCTrrXa7zVqhAdCVSoX3M0oynMRD2HgWp0KNaDQKu90Op9PJ8cNutwufz8dD76jgi2y9xolnBoqVUrMA/h2ABAAdwO/quv6vlVJhAL8PYB7ABoCf13W99DKeJF2UjJUplFkybiK0GVGbP7VPbmxs4NGjRyiVShy1f1aVAi0WRr+2aDSKaDQKAIhEIiODrQDwpc14AafWFgCIRqMsvkwmg+3tbR44dRrVoXS5O62D9zhoB3jyWlLglVqQjAFi0hhNaKb2JbKeoDbM42iHHrNarbJfLWUh2+024vH4iIcsAA7+0cdIW3RxTyQSfPDJZrNcMU+te6fxetIG+CpphypA6YBgrI6hQB+1gpOXWrPZRKFQwM7ODrd+H1c3uq6zNcX777/PF596vY5UKsUTeI1BYvqTLEooYFOtVrn9hfytgcML/HGfz4vgNJNT46Ibw/Ph14cCfDQ5HngyhIwu1pScogw3HViO+7Oj5OjGxgbbTbRaLVy4cIGHBR1NMlgsFgQCAW7VbLVaKBaL7DtJl39ai04zcENDk15F7Rghixp6fVut1sg6QB75ZB1A3VQnCZTQ+alcLrMuBoMBbty4gXA4/BmrJuqECYfD8Pv9sNvtqNVqUEohFAohHo8jlUrxYLvTrtI6zQvbOGuHfn/I1iiXy2F1dRXFYhGxWAyZTAYHBwfY399nP1kKyp3k9aKzCNFoNHjoJp2tALDnI/mkU/EFnYMpWR4OhzkYedqVobLufOY58jl6d3eX71a0vxwcHIzMhKEkw0n1Qxhtuci/v9/vs42Ay+VinQBga51erweLxQJN00Y6Nk8T0c5n0XWdNUOFU7lcjjsL+v0+isUiF+FQQumkP0dagyhATP60N2/eRCwW46FSlOykYVJUyEFnIAoynianWVDxonXzsp87JQCAw7t1rVbD2toa0uk0NE1DqVTiSk3qFj8aLD5JoqFSqcBiseDevXt48803EYvFOCBMgWIaLk7+62TfRImG02TStQOczv2QCmHofEyWgNRdSbZK9XqdLZOoGv24+qG79+bmJscN3W43vwHgrtJarcb3caOV7WlyHO0c51n1Afw3uq7/SCmlAbitlPr/APwqgLd1Xf8XSqnfBPCbAP7pcz7np2LM8ng8HjgcDpTLZR70RQdNuujU63VkMhl873vfw4MHD/Dw4UP28DvpBmBsx5yenuaDCgWj/X7/yFAyer50CSdhAOCLUr9/OMGebCvIz5aE+bIuVEcrPk6BM9cO8EQ/tEjQMEGfz4fp6WkehkDVEplMBt/5znewtraGBw8ejFRnnfTwQI89NTWF+fl5bqkqFosIh8NwOBwcuKbPB8AZS9rgjF6kc3NzcLvd2N7eHqneeNmTM0/5wD0W2gGeeKQfHBxwII1asandnzz53n77baytreHu3bvI5XJotVoj1jbHhQ7IoVAIU1NTcDgcqNfrePToEZLJJNxuNzwez2e+jgLGtI4Y7XloGEwul+NqL2PF2cvilA/cY6MbotfroVgsclsc/f7SJaVUKiGbzeLP/uzPsLGxwe2XRl/jk6Lrh8NVSaf5fB63b9/G/Pw8gsEgJzyNrztpJxgMckKVEiSaprFO6OB09OtfBq+6dujcQ8OaFhcXEY1GoWkaD98olUr47ne/i/39fWQyGZTL5ZGWXTNQxafD4UAmk8H3v/99XL58GVNTU1haWuJ1w9gRo2ka/H4//H4/ms0md1YZB9ydZpLhVdcOQcmFTCYDr9cLt9vNg5xcLhfP76A3ox+xWSiBUS6Xsbq6ypPGr127xn6Rxg4Hr9fLz43WRl3X+fJ02pWhop0nGM8Iw+EQmUwGlUoFe3t7I/ejbrc74gX6vK8XeWp/+umn6PV6uH79Ot+76GIPgCtByUudkrKUjDjtQPGkaudlBpvo7kl3lfX19ZGB8RSce1HdtVSoQ3sSDZKmNYbWFeMbgM906pwmp1zBPNZrztOgNYhmvdjtdnz88cewWCxYXV1FpVLhhLlx8KGZZMNwOGT7SBpMHg6H2SaOirqoElTXdR6S93nd7i+TSdfOaTx/XT/s8nY6nXyupcGHVASzubnJRYFP87Q+LkopOBwOlEol7O3tIRaLsdUodTMAh3GebreLYrF4ou6/F8lxHu+ZgWJd1/cB7D9+v6aUugcgBeDrAP7Dx5/2LQDfxTFEYXYzIq8+qt6r1+ucvTF+P8oqd7td7O7uIpPJcFDkeYzGbTYb3G43D+SgDPvTvhf9H2nDIa8bp9PJRuiJRAIWi4UD2BSoPNpu86I5TRG+aO08x/PghaDZbHLbJb0udFkxtkZtb2+zz9rRQWYnQRk8Z8kjix7LqEXj5kLvU0UgBQU1TUMkEkEikYBSig3W6XucJy+/F6kds2sOvT40VCWXy3GrGmUhjZWirVYL29vb2NnZ4QC+2Qu3ce2gzgQAI1p82oGEvNVJL61WC4FAAJFIBOFwGMPhkI3zjYGb096cXhbjsl8Rw+GQp8EXi0WeuG1s1W+1WqhUKtjc3OTuhRdxYaKqUAq0UKfE06odSG80HCQYDKLT6SAYDCIYDMLn86HX63GV4HlsBx837Tx+HjzIN5fLYXd3d+Rj5IdOnmv0Gj9voMZYcU5V5WST9bTXnrTj8/kQCoU4mfY0O5zzyDhqh6ALs7GilypYrFYrdnZ2Ri5FL9ImhB6X2jDpfEsaIp0drSI2BnTOImhzmoyzdgzPkd+o4IaKJ+gxyVrpRe0NdOejYULU0musVjbuWYFAgG0EKGB8ntccYHzuWMfBWPBFBQwUNKH72YtIMJBOqVuLgnikW0pg0p2eBonTOfu8awaYLN0YodfVarXyDI7BYIC9vb0RyxLSlFmMeyB1NRjPVcZ7ltFy4jzdpT6PSdUO8KRTpdPp8ID51dVVXpcoSEw2jWZfz6MxJ+N9js7VxrONccj0OHKiOmel1DyA1wHcApB4LBgAyOCwDP1pX/PrAH7d8HdT1XXk2/ngwQOujqPALX2/4XDIVVg0jbtSqfCLTS/CcZ8DLQhOp5MDu41GA6lUCpqmjSwQRzcX4+GWMgkulwt+vx9TU1O4f/8+dnd3edOkCxmJ+LxxVtoBnuhnfX0dw+GQs4LBYHBEF3TwtVgsKBaLKJVKz3XwpdamYDAI4HDD8fl8HGw0DiEzfo3x71Rdo2kaotEoa29ra4s3LmNb4HnkpNo5qpvnQdd19gp2uVwIBAKIxWKsE6vVyt5Y/X4f2WwWpVLpC/2InwVtJC6Xiy/aXq+XAy8ul4sTDka9GLsaaChjOBxGLBZDPB7HcDjExsYGJ86oxe+8HozPcs0hyKvq4cOHmJ6eRjAYRLlc5t/Zer3Ord5kQ/S8gT6qdvj/2XuTGDfTLFvs/MGZ/DnPZDBGTSllKjMrkVndqB4KdqO70X6oleGFjYe3eMDb2jAMA88rbwzYGw8rGw144YWBBxtuwAZ62UMBVV3Zpcx6OVUqpZAUIxmc55/z4EXo3PhIhZQaYiAZPIAgRSiCw/9f3u8O556rLh/iZmiPxyNbd/mz6v0fj8cIhUJwuVwIBoNSJK5UKsLSYfNjkRpT0zhP23kXG1IbDaPRCN988w1KpRL8fv8EG71YLE7Iar1rkVi9v06nE9FoVBJqlWHIZgRw4n94PlHKxGQyIZ/Po9frwTAMYZYtMs7LdojzKJywyMbkhWOz9EHvcl696nlNJpOMe/MsU2NeVXJrfX0duq5LXG0YBvL5PFqt1rXRuZ8121Efh/dg/HzCTZWvuoh7Q/s0DEMaZWSJ0nbI+tvY2JAG/nA4FL94HWyGeNc4mXZzkddMzcUpE3kRz8viMBdJV6tVBAKBCak2h8OBRCIBs9ksi1+j0ShyudzMFmwuArPqc16G4XAoI/uZTAaapr2V1M2r0O/30W63RYaAxWnWe7gMFgCePn0Kn8+HQCAghevrgvOwHVUi7KJth7IlT548Qb1eh8lkmtBFP49Gp6pxzZiL01tkMzudTtnfYLPZ4HK5hOA6i3jtQrGmaTqA/wfAfzEej+tTjmGsadqZV3Y8Hv81gL9+/hjj53+LY3ldh8wKPP+tFmpZ8OBSBW5wfvr0KTKZDBqNxlszihlgU64gnU7jyZMnss3wxo0bIofxqoILkyp1W/hoNMLx8bEUcfL5/EIWbc7LdtTixpveRyYq2vMRWXYCeei0223Rd+Tm5Hw+/wIb/U3AAnWj0cDh4aGwv9rtNpxOJ+7evQuPxyM6a2fde75PHlIWiwXxeBzD4VCYq71eD7Va7Y1e27zgbWznPO0GOPVRdrtdFqW0Wi0UCgVhqGezWezt7WFvb29CcuJtggYG0iwQ8RADAJfLhY8++giBQAA2m02KNNO2w/epFnKi0Sh6vR5yuZwsSaMW3KLhPM8rXr937S5z9PLZs2cypjscDsV2qC3LQvHbJit8PgYpu7u70uCwWq0YjUYiJcGkaTrQV5d+UqbH6/WiVCpN2OMi4iJsh8XXt8VgMECr1cLOzg7S6bSwdMlYUHXHz4uRNRwOJ5jMkUgEHo9HWKFsdBJ8j2Ssd7td0YnkmPGb6AXOIy7K77yL7fBak9GiJiSMUS6iSKzKFbBBbrVahbk83eikfyTho1gsYjQaSeyz6Gyt84yT1eLbeRW9eO3Vs+Ei7wcnqmKxGCKRiBA7aLvq+2QjilMvhUJBxsevw3Kp84qT1T0kl/VZu4jnWVlZEZJEMBjE+PlkoBrr8Hv1eh2tVkvOOnXKdJH9DXC+PucyC370a4xDzzOm0DRNJjK9Xq9MGfN51AmdcrksC+9JKOJjLG3n9W2H092XERsy5qlUKkLQVKec3vX5OQXsdDoljlaJO1arVZpY+Xxe9kMwJppFvFahWNM0C04M4v8cj8d/8/zbOU3T4uPx+FjTtDiA/Os+6ds4YToiGhMZdbwR7XYbjUZDCsV7e3vI5XKoVCoyfvI2BsDEh/o3hUIB+XweoVAId+/eRSqVEi0/dt1fBnUU2Ov1otfryWhvq9WaYFgsCi7KdoDXP4z483QGHPvWnktAUOexWCzi6OgIOzs7KBQKskDjXQtEHHniqHA4HEY6ncbm5iYcDscEW+Nl955NBqvVKqO9Pp9PCpfTzMBFwHnaztvYDaFOIvA+calgsVhEvV7HwcGB2A3HJN81uSdzs9PpoNPpIBAIYG1tDRsbG3A4HBK0vMpn0N+wA24YhrC2FnWk9yJ8DvG2QQQL/4ZhyMhTtVqF1WpFLpcTyQlu5z6PYh/9XalUwvHxMQ4ODrC5uQm32y32eZYN0G6nWVvcCbCodgNcnO286/1k4Z8sufH4RIOaMgIc2z0vMK5i851NUzYxpv2b2oRjg4o2SD3R6emZRcNFnFfnlTQxFlE/28RFFdFoQ9Q6Z8z+smkEVVOSBA3tOdt40Qs35+13LrI4ellFROZ86iQVmwyMedTmFBujbKoxnl7azuXEybMCvgfajcPhkJFzNVZmTEZSBxdRv0zWbdFw3nbDMx+4PM3Zi2Lv2u12YYCywEdZEsY1nU4HzWYThmGIvv/Sdt7edtiguYxCMQv903HreYCEPovFIjENpZDY3KCcZaPRQKPRENsBZrPJ8KOFYu3E6v93AA/H4/H/qPzX/wfgXwH475///f++7pPycH+TQh8DxkKhgOPjY+TzedhsNvT7fbjdbpRKJZRKJXz11Vf4+uuv8eDBg3cu9AGnh0m9XofFYoHdbpdlUgAmHOP0DabD4OE0Ho9hs9kkYB4Oh1hbW0M+n0e5XIau67LR/LyN9yowC7aj/h4T3kwmI53CWCyGdDqNdDqN3/3ud3j06BG+//57sZ13LfYx2WayTBkKdSO9ep+nDxkm2GTlOBwOGX+5efMmjo+PUSqVYLPZ0Ov1ZtLJvA3O23be1m4ACEsln8/jyZMnooO1s7OD/f19PHr0CEdHR9jb20O9Xj8XjXG10DccDuFwOIRlxQLyq3wE9Y/6/T4CgQBcLpd0u6mjrCZRi4KLsBv66rdtFrGRubOzg0qlAsMwkMvlUCqVUKvVUK/XhUl8Xsm9ah8cxX327Bk+/fTTFxaLTd9/tRjMsy6TyaDVaknAswg+ZhqzZjsEm0Ys0LLoRymHi9A2o12MRiMUi0X88MMPuHv3LgKBgBSlmRSpibfFYoGu6zAMA2traxgOhzg+Pn7hvFs0XFSsc55L3NTHuYzx2PF4jFqtJk0wr9crY55c5Kwm3iaTCS6XC7quIxKJ4M6dO7LUc8FZ6OduO8D5suyuApQbHD9nEVerVbjdblnQyjOK/ogJutvtRjwel2mseb8Or8JF2M6iXC+PxyOLfK1Wq2hYczKZo+EAZHdQKBSSWGwRrsHLcN52w3N9EWxHe84oNpvNQu4KhUKyfB4AarWaTCJbrVa43W74/f4X9gYtIi7Cdq5i0uyiGqk8m4bDocS96+vrEzbFvE/TTvYz+Hw+1Ov1mf38vA6j+GcA/iWAbzVN++r59/4bnBjD/6Vp2r8GsA/gP3mdJ3ybAqjKMOj1emg0Gtjf38fR0ZHoB9frddTrdXz//ffY29uTzZjveuHVhIl/yB5ut9tnBtxnFY2BSc1C6kZGo1GkUikMh0McHByg0+lIYHzZm54vAFduO/w9MlsajYYwP3VdRyKRkELNo0ePcHh4iGq1eq7XXmXuUaKEGy7Peq3Ai10ltWPrcDjg8/mEXToYDFAsFkXjekGS8XOznXdpuvAQa7fbSKfTAICdnR388MMPqFarqFar2N/fR6lUQqvVupDPLHXSTSYT+v2+2IKK6aIN/202mzEajWA2mxEMBtHv93Hz5k0cHR1JU2rBxsHP1efwur7ttaH9DAYDlEoltNvtiQUHhmEIo+UiAhdN0yaW+7DxxEYCzzZVIoFNWbvdLkuveEaRCd1qtWZWT+sdMBPn1csei3akNqcv0tcziCWzhotVXS6X7F1QJxpoXxaLBR6PB81mEyaTCYlEAv1+X+S7FhTnbjvzHP9p2qncCPcsUCddlaBQpxZoO5yUGo1G8Hg86HQ6qFarV/2WLhLnbjvzfp6z6OtwOKTIl0qlEI1GheTBM43sLfodMo95zi04zjVOnne7YexCaSav14tbt27Jng6yirlgnEUdLs5UlzMuOJY+5wyoE5ihUAjvvfcewuEwEokEOp0OLBaLLEE0mUziZ9jMn/f3/5o49xxrEWoWzJ3sdjtCoRBu376NSCSCcDgMwzDE3wCnGurqXrJZlkf60VN0PB7/CsDLvOZ/+KZP+LbGMF0o3t3dRblcxmg0QjKZlPHLR48eIZ1Oo1arvTMjFDj7wKBjeFnX8VXFPv4/g6BwOIxUKoXRaIRIJCKdKhb8Ztl4fgyzYju8jpR/2NnZEZbv6uqqsMafPn2KWq02wX56V6iMPYrg/1ih+KzClDpKyKWIiUQCm5ub6Pf72NnZgWEYUqzkY80rztN23vU6UP4hm80im83CZDIhGAxKgkvW03k7e9WPsFCsFon4f/x62lcxaLZYLBgMBggEAtA0Dc1mE48ePRLNbDKNFwEX4XPOgx3e7/dlqUqhUJAxNupjXQTDj4ELFyjwOac37vI9qk0G+iqr1SpLygAgm81id3cXlUpFkqp59jMqztt2ztsX8By7jNFg1XYcDodo+lOnnQm22qBSbUvXdZFEisVi6HQ6sNvtaDabCzP1omKWbeeqwAk8FvsY71L6SNW6VXcwcP/IcDgUhvEiY2k7L4LNcfoaXdextrYGn88nS+vY9GTTymQyCWur1+tNaFsvKs7TdhbBbkiO4FSU2+3G7du34fP54Ha7RSOU9sVGAqd82chc9ELx0ue8CDV+sdvtCAaDuH//PrxeLzwej+zqUKUrSfCg9M0i+xpiaTtng/m2zWZDKBTC+++/D6/XC6/XC8MwEAgEpNEwGp0sESZhqNPpzLTtzE27lQyL4+NjVKtVZLNZuFwurKys4LvvvpNx8Ha7LSMl53Hh6TzYubbZbGi32wBOtoFzHNdms72yaAPgTNaWxWJBIBBAv9/H5uamdBk4rsz3vcS7YTwei8Zio9GA3W6H2WxGNpsVRiWXe51XkVhNoM1mM8xmswiW22w2FAoFmEwm6Lo+obmmMkPPKhjz/8fjMYLBIJLJJMLhMFqtlrDc55mNNGvgmDXZlZqmod1uy31Qt6WeJ1TfQ/aV1WrF48eP0e/3EQwGX2DOnKUfS/sjxuMxfD4fIpEIdnd3MRgMrlM3/NKhXlc2pdQi60UyQlXGsN1ux6NHj6BpGjY3NzEej4XFd9Z5xSKgzWaT1+h0OqHrOpxO58wHN4uKy7zmPK8cDgeePHkCu92ODz/8UOyXtqH+oSwGC320dxZxFrFQvMSLGA6H0jRIp9MIBoMvLD8ETmN76j4+e/YMjUYDsVhMFn+azeZlLHyNQDKNrusoFApIJBJwuVyyk4OFQGrPGoaBcrmM3/3udzg+PobP58PR0ZH4r6W/uT4wm81wOp2ysJlL7dh04uKsVquFUqmEo6Mj/OY3v0E2m5XzbFGKV0u8GVgk5pmzurqKaDQKt9uNUCgkrPN6vY5MJoOdnR380z/9EwqFwoSEwhLXD6wRskF148YNJJNJeL1eRCIRsatKpYL9/X08fPgQ//zP/4xSqXRhNYTzwqUXit91jLfdbsvWbcMwYDabJ77Hgt95J+DqojmyrFjsVQs5wMvHwNVknMvJuB1R13UEAgFh4pDxtQxwTvGuAZ+q78jiiTp2z87geUO97+p9pR31+31xMOPx+IVin2o7tBt2zVmA5mOpheQlTvCudqMyLrlIRU1YLzqw5HMzKaJ/MAwDbrd7gtk3zQwFTsepaF9c2qFqPy7t5WycN3tzmhF+no991nOpfq3X68HtdsNqtaJer8Pn84ntqEte2KBQx3+5IKhSqaDVai0bC6+By2D+XiTUAl6v14Pf74fT6US9Xp/QzlfPK5XR5XK54Pf7YRgGarXauS/cW2TMu+0Ap4ug2dTUdV2a9PRLPJNoN3a7HT6fT+QmKNOzCKOpl4VFsB3V9wSDQbjdbhiGAY/HI7GQGutarVbouo5gMIhGoyEN/EWalrpoLIrd0Hb8fr/s/WGursbybIJz6V25XBai0KwWbGYVi2A7wKn9UMLGMAwpAE5Ph3Oyl02r8ySZXScsiu0QlNZqtVoS00wTAXlekcDFaeRZvQZXUigmy+lt0Ol0pNBRq9XkBpBFycT3PC84DxkaNDXXAIjuCIt9LCYBkN9Ri8x8PP6taRp0XUev10M4HIbX64Xdbp9Y9LHECd7VdlgUpl4x741aLDvPhEQNSAgyqgaDAbxerzCuyJhRt5JPM4z5+ljAcTqd8vqvw1b5t8W72g3BAPQs3dqL+pyqvqzf76PZbCISicDj8aBer8PpdApDYrpgM+1naCtkUhQKhXOR51lkXEQQc1k+XS0SdzodNBoNJJNJ+Hw+FAoFsZ3p81K1F349GAzQaDRweHgoxeJl8ebVYBFsHq8RX7O63fvGjRuIRqOi7095ALJE1TiJBZ3BYIBarYZ8Po96vS6LOJd4NebZdoDJRb7NZhO3bt1CPB5HsViEz+eT5pPKMLbZbPB4PNja2pJmVrPZnFhKvcSPg357npsy4/FYmMI3b95ELBZDoVBAOBwGcBILUVqCDK7RaIS7d++i3+/j4cOHEzs7lvhxLILdAJD8bnt7G6FQCMViEclkUpoHtBuTyXRI6v4AACAASURBVDQh4Ver1dBut4Xdt8TrYxFsh/HycDhEPB6H2+3G8fEx1tfXAUDkbEi88fl8SKVSiMViqFarMAxjeU69BRbBdoDTJkMoFILVakUmk8GtW7cmiGVsOvj9fiSTSfj9fpTL5ZfuO5sVXGqheLqr9y7MYo6CqwU0lR36rh9WJsocs43H49Id+Oijj7C+vg6Hw4FWqyU/p4LyESo7WC0wsfPE71PQularTbC2ljjBedkOMMkQVR/rvBMzi8UCq9UKv98v7PGbN29idXVVtlyazWaEQqGJwgyZFKoWkvoaKZExHo9RLpeRz+dRLpdRr9fF4SyT8ROcp90QF53A0xYcDocEJRTFDwQCKJfLsNvtCIfDos+n2s50k4n2lE6nkclkkM1mxV46nc6yWPwSkOV2nrZzWZheMEa94ePjY9hsNsTjcdhsNrEf4HQShmChp1ar4bvvvsP333+P4+PjC1vauEhQ5V7msVih2gF9aKFQgNvtxtraGpxOp+heAy9O6xSLRRQKBezv7+Pg4AC5XA6tVmvJ8HsN0HY0TZt73UPGPZRRi0QicLlcE/qg1Hfs9/totVr48ssvZTSzUqnMPNtmlqBp2oTe6jyf68y3KEMRjUbFdsjwYwO00WigWq3iH//xH7Gzs4Ojo6OlNNIbgHazsrKCTqcz13bDRbwk01AXnQQvTh0XCgVUKhWUSiV8/vnnInmzPKPeDGRIapq2ELbDxaterxfRaBQejwculwtWq1XOqoODA1QqFTQaDTx8+BCHh4dzGeddNRbJ7zDXcjqdCAQCSCaTCAQC8Hq9sNlsQvTa2dmRxea7u7vI5XIzn0+9KGh5wTivpFtNSlRdmPMqEqvjt0y0OUpJnSPKXZzVCeDIHR9Pfd3qczApoM6xruvQdf0F9vES57/lXX288y4ETdsQlwLxQKV9nMUE/TEpAybu6lZolbk+b0Wti8a8Xgu10Mf72u/3hZXHhFBlD7/svbIpZTab4Xa7pRCxKBtnLwqLcF3G47HIB3D5Bhe6vMp21OkLTjJwjGqJH8c8f67UxiRZxUyEuFiT/onnlTr2SyZoPp+XZtSsB8Ozhnm/VrQFkiY4rkv/QdthY5s+KpvNIp1OS7FvWSR+M6ifx3mFOg1DiRKOeAOny51pX2SuZzIZ5HI51Gq1pb95CyyC3dB2mFero98rKytS7Gu1WjAMA41GA7lcTqQn5vn9XxUWwecAp/ZDkhenu5lbMxZqtVpoNptoNpuo1Wqyk2He3/9VYRFsh+DSZzamOL3Q7/fRbrdhGAYMwxD7mYeG7qUyilUm7Xk+5vTY7LuARTi16DYYDNBsNhEMBhGJRABAOtlMolV9YjKEuczjLNkJdeTO4/EAAGKxGG7fvg0AODg4WB5aCi7Cdvi454np+zwajdBut+FwOOBwOER7z2az4fbt2xPjumqQQ5s6qyhjt9thtVphsViwsbGB4XCIL7/8EuVyGY1GA61W61zf0zzjouzmMkA94pWVFTSbzYlFUFysST+i+sHp4h8D5Gg0CqfTCZfLha+//hrZbHbCNy0xCbWIMW9QtWP7/T4ajQby+TyAk0mH6YKvajv8mon4YDCQ8btOp4NSqYRGo3GZb2fuwLhhHm1HBYu++Xx+IvkGXmy0UrN4NBqhUqkgk8lgd3dX/NUSrwc2BOfddrjUsFAoAIAszlTPZFUyjntHDg4O8PjxY3z33XcicbPE62FRbGc8PtlHU6lUJBa2Wq0TJIp+vy+sYcMwUCwWkU6ncXx8jEKhsJzIfAOMx2NpIs87+v2+aMuSgMXz2Gq1Su7e7XblnFInMhfhGlwmFsl22HgisYsTDYPBAHa7XSRPe70earUajo+PxW6WTPQ3xyLZDvMlh8MBl8sFh8Mh59XKygparRaq1SrG4zEajQaOj4/Rbrfngol+6RrFFw0WRvjvNwELLOwAWK1WBAIBGbe8efMmUqkUUqkUdF2H2+2GzWbDaDRCs9mEw+GQIrOu6xiPxxOF4mm9Wr5GLn8hU1nTNNGu7fV6S92bS8a7akOzMMfOks/nw/r6OhKJBDY2NhCJRBCLxUSuxDAMYZZTwwY41e45q5DH12e1WuF0OhEMBpHNZsX+5pnNdt3BBoHJZEIwGEQ4HEY0GkU8Hsf6+rrof1IsX7Ud4MWxceDEXqrVKrLZLL799lsp9C0LxYsJLmqx2Wzw+XxIJpPY3NyE0+mUgh59xFk66DwHB4MBqtUqHj58iJ2dHXz33Xeo1+tL37Lg4BlmtVoRDoexvr4uI3TTEzCq36Hv8vv9cDgcMAwD1WoVjUZjbht2S7wdVlZWJPbxeDzCsFGb6Ty3hsOhjIrHYjGk0+nltMs1hqZpcLvdSCQSL8hNUCKJk3TD4RBOpxNut1uWtS5C4WGJt4PD4UAoFILNZhNWKNnpKysrUvzrdDpwu93wer0Ty8SXuL6w2WwS59jtdrhcLiker6yswOl0YjgcolQqSRMCmP/pnyXeHYxfSMbyeDwYDofodrsifeN0OtFqtYRFPC8x8cIViok3LfapUgEcO9B1HeFwWISnE4kEEokE4vE4nE6nFIYBTBRzVc3QVxWJCXXDPBkBZrN5ovizxHxAlYWgvrXf70c4HEYikcDa2hpCoRCi0ShsNpvIUDCwVRNvfn0W2OVUpUuoxasWfJaYL0w3qtxu94T/SaVSwuhTk6FXNaKo595qtVCpVLC/v49GozHBOl3ibMzrZ4jaXw6HQ5oNsVhMdEGnf1b9W2UTt1ot5PN55HI55HI5kRJYYrGhNjt1XYfP55MzRV2aqvocJuOcsup2u6KDviiskSVeDzzHbDYb3G73xCSdajvq1ANHwhkzLwkS1xcsBDudTvEx6s4O2hcZ6fQ7zKWWdnM9QTvhxBSbnardcLKh3+8LEYu/u8T1Bs8syvRxTwxwalsWiwXtdhvtdnsuZANmHYviq+lrOO3rcrmkPsiakNlsRq1WQ6PRgGEYc9MIv/RC8UVclFcxLl/nd9XAg8vH/H4/tra2cOfOHUQiEQSDQcTjcYRCIaytrUkRt9lsAoCwgs1m8wRj68dej/r94XCIYrGIw8PDiYLfEie4rA/U2zyPGsyyo726ugq/349oNCoNhp/+9KdwOp2w2WxoNBpyGNHB8FBSNSLV16VqtzWbTQl02LlaFnFexDw4YuCUYcXuo9frRSAQgN/vxx//8R+LPnqj0YDJZJKFUupCMtVuaCutVgvlchm1Wg35fB5fffUVjo+P0Wg0lj5mATG9VOGzzz6Dz+eD1+tFq9VCp9OZsB3V55A9wSLf999/j7/7u79DNptFq9WShWSzvKF3VsAzfF78jwo2zCORCDweD8xmMzKZDHw+nzDVVe300WiETqcjS+yePHmCr776Cl999RXa7fbSx7wh5tl2gNNCn8lkQq/Xw/7+vtjO9ILn8fhkKe/+/j729vbw+PFjHB0doV6vL5Pwt8Ai2A6LvYPBAKVSCclkUsZ5Ge8wxjk8PMTOzg4ePXqEYrG41At9S8y73QCTS3wpPaIuIzObzRIT//73v8fTp0+xu7srcc08v/erxKLYDndSMf5hzsXliGazGYPBAA8ePMDh4SHS6fRS4uYcMO+2wzOL9T+73Y5QKAS32y1SoYyFPv/8c+RyOZRKJZlymHUsLKMY+HHjU0clOWbg8/nk3+rv67oOl8sFl8slyfXKygpcLteEvuO0Tug0W4uYLuRUKhU8fPgQR0dHqFQqcmi9zqKqJd4N79Jo4O+zY2S1WoXxycaDruvw+/0IhUKie8SgRe14/5jW9rTucSaTwZMnT0TTr1gsLrvjcwzeMzIeLBYLgsEgVldXEQ6H4fF44HQ6xY6mx8D5GGdphzocDtRqNRQKBZTLZTSbTbTb7YXQM1ziFOp54/F4EIvFsLGxAZ/PB7fbjUgkgnA4LD5nGt1uVxpOhmHAbDYjEolgZ2dHJh+W59Dig8HurVu3EIlEEIlE8P7770uTHHixyX18fIxSqYRisYhmsym6fvOeBCzxZmBczUmGRCKBzc1NRCKRifMJgDDPHz16hEwmg2w2i2q1ina7fcXvYomrgqZpovPo8/kQiUTg9XoBnOpAWiwWaU49fPgQh4eHyOfzqNVqS7LENQWJOmxGsUBMeZLBYACbzSakmv39fdGzpmbxEtcXzOEpF+l2u6UhxcYTp17K5TLK5TKq1SpardayWHzNwcaCw+FAIBCA1+udmPxVl/X2ej2RZOt2u3Ohbb1QheKzEpIfS1LYRXI4HKLlSIdBEfzRaCS6I06nU4rEmqaJ3pFabFF1kvkaXvaaRqMRut0uGo0G0uk0KpUK2u22MLb4PMtEa3ahjlmqRWB2mGhbgUBgokDscDhe2kh42T3n97vdLmq1GtLpNPb395HJZNBsNkW/bYn5wrRuI9mePp8PsVgMbrdb5G4CgYAUkn+syUG/ZDabUa1WUSqV0Gw20el00O/3l8ybH8E8Xhs2F8koDgaD8Hg80HUdW1tbcLvdZ9qOGgh3Oh3UajV0u104nU4JcpaF4tfHPF8nBr6xWAyhUEgmqWKx2MTyVeCUiV6tVlGpVFCtVqVgs9TLv55YWVkR/U+PxyM+SGWgA6fL1zKZDPL5PCqVCmq1miyxW9rN9QS1ZTnCy4YTE276nG63i+PjYxSLRdTrdYltlnZzPUHZNnUMnHbDxcT9fh/dblfOKU5K9Xq9q375S1wR2Nxkzk59a7PZLL5mNBqh1+uh0+mg0+mg3W6L3uyyUPz2WARfrcrHOhwOOBwOIVSwUEwSDmMeNQefdSxEofisMf0fAx0DnQKXaNy9exeRSETEqBuNBqxWK5LJJMLhMLxe70TAwqKxxWKZ2OTMZEoNjFnE45i4WhRyuVzY3NyUcbvDw0MAJ9ptdELzYFDziHddXEcGRCgUkuUbuq4LWzOZTGJjYwMbGxswmUzodrtotVrw+/0SzPDeqoVelX0zHA7lubi849atW1LMCQQCwvgjo2JZ1JkP0A+YzWZJiDRNQyAQQCqVwubmJprNJmq1GgaDAT766CNhr08v/KHPIYOCbIlisYgvvvgCe3t7cDgc6PV6Yl/curpkFs8/1IAXAHq9Hr788kuZdAiHw9LM4nml2o/dbke73Uaz2cTf/M3f4MmTJ9jZ2ZENvdO62Ev/spgYDodot9t48OCBLOjggqDNzU2xHcZBw+EQq6ur4nP+9m//FkdHRzg+Pka3213GLm+Ief5cMV45Pj5GtVrF3t4e7HY7PvvsM3zwwQeSdA8GA2Fj3b9/H0+fPkW328X333+PYrGITqezPJPeAvNsO8DJ62+1WshkMqjVavB4PGi32/j000/F77DQZxgG/uAP/gA//PADRqORLM6c92twFZj3a8YCTLlcRqfTwa9+9SuMx2P87Gc/E7tpt9soFAoolUr49NNP4fF4AABff/31XDD7ZhWLYDuj0Uh2tzx48AAWiwV/+qd/KrZTr9dxeHiIbDaLO3fuQNNOForz95e4vlB9y1dffQWn04mf//znUpMpl8s4ODjA0dERUqkUms0misWi/O6sYyEKxW8Djqn4fD7RI04mk1hbW0MkEoHT6YTP58NwOBTdYqfTKV0CFohZEH7VMik+3/T31NfhcrmQSqUwGAxEmzSTyYheMVleS5bF7GBatsTj8SASicDn8yEcDkPXdbjdbmxtbSEcDsPlck3o8pFZPC1R8irZCT6v2WyGy+VCIpFAv9/H7du34fV6USqVUCgU0Gw20Wg0hH2xtJnZBAt7VqtVmg1ra2sIBAKIRCJYW1uT4h7tTd0ef5bfUX0OGxFcjBcMBmEymWQ8vFQqybKpdru9tJU5BuUm7HY77HY7IpEIQqGQnF/RaBQ+n08mGablbljgASAa2NzqzEYnf+dl59wS8w82s1dWVtBqteB0OuH1ekWvjz8zjXa7PcE6V1lcS1wvsGhDbUdqojPpVs+s4XCISqUi49/0NUufcn3B+08SjslkEsKMKsXX7/dFroQN7yWuL6alHwGcaTfD4RC5XA7VanVZIF4CwNkxrBq/MDcaDAbI5/Oo1+tLXeslBNN2oJK4GA/3ej0Ui0WpzQDzQbi5loViJsl2ux3BYBAbGxv47LPPEA6HEYlEEAgE4HK54Pf74fF4JsYQyNRSH4tQt2NOJ+D8/vT/8XWsrKxgc3MTfr8f29vbiMfjePToETRNQ6/XQ71en9gcPuuGteigDVksFikIe71exONxRCIRbGxs4MaNGwgEArDb7XC73bJBlXbAfwNn285ZQY/63E6nE2tra3A4HDg+PkY0GkWhUMCjR4+Qz+cxGAxExmTJ6Jo9qHZgs9ng8XiQSqXw6aefIplMwul0YnNzE7FYTEZanE4n7Hb7xFSCiml2scPhwHA4RKfTQTQahclkQjweRzabRaVSwXg8hmEYMnpHO1n6l/kC7cjn84nOfjKZlObj2toa3n//fUQiETgcDvkd1beQ5QdAZAfK5bJs71WXDBHTjPYl5hvquWaz2dDr9eBwOLC2toZkMgm/3z9R6FOlsVjoG4/HsqB1KYN0/aAWgEnGCIfDcLvd6Pf70uhWJ6TS6bQsIqNdLXF9MRqNRBLQ6/XCbrej2+3K5BXto9/v48mTJxO2s/Q51xecyGRzymw2o9friSQF0e/38fTpU5RKJWGFLu3meoNxDSc7zWYz+v3+Czl6v9/H7u6uTL0ssQRthxKkJpPphZ0uLBQfHh6iXC7PVWPz2hWKNU0T3auPP/4YwWAQgUAAa2triMfjSKVScLvdopGlFofVQu80g09NllVdvpcVjad/V9M02cxK5s7a2hru3buHX/7yl9jd3cV3332HwWAgBcAlU+dqwCWGtJGbN28iHo9je3sbq6uronUdiUSg67oUAi0WC4AXC7/ThRbVJgj13wx6NE2D2+0GANy/fx+1Wg2NRgM3b97E4eEhnj17hqdPn6Jer6NcLk90tpa4WtAP2Ww2OBwO6LoOXddlO6rJZILH40EgEEA4HBbtLC7SfFWBmI/PJhSDn08++QSdTgc2mw35fB75fB4PHjxANptFuVyGruswDAOGYYh20rJwPB9gkNJut2G1WhGJRHDv3j188sknMJvNIovjdDonEibeVwY11FQ3mUz46U9/Cr/fL3I5lUpFtLbIDOz1enImTfuWpc3MJywWC27evInNzU2Mx2Pcv38fP/vZz7C2tgZd1yeYWYPBAI1GA61WCysrK9B1HdFoFB9//DEsFgtyuZxIU7wMSztZLLDJ4Ha7sbm5iU8++QQ//elPkUgkZAqPU3LPnj1DOp1GrVZDv9+H2WxGOBxGv99HvV5f2sY1g9o4D4VCuHnzJj777DNsbW3JRNVoNEK9XscXX3yBx48fo1QqoV6vy/JVTn0ucb3AONftdiORSOCjjz7CjRs3xKZGoxEqlQo+//xzfP/996KJzrhmVjAPDMNFg5ov+Xw+3LlzB6lUaiI+LpfL+PWvf41vvvkGuVwOtVoNtVptZmxnaTdXg2my1/b2NhKJxIRMUj6fx69+9asJ25mVPQxqPP8yXPqJ+jov6iKfm11qXddFe8/j8ciiKBb/qOmoLm45i+WgbjQ8q4BDbVkVquYsWTccP6cgNhdW2Ww27O/vi/YfN0K32+1r5xhYYL1Kx6yKllNywuv1CpMvEAggEAggFApB13Vhi6ssCL4XtXA7bSOv090m84v62i6XC81mU0bPyQjL5/Miwn8dR4FnwW5UqJ93jnVHo1H4/X6sra1hbW0N0WgU4XBY2KFMkl613FJtYvFvPg8AScDp35xOJyqVCpxOJ9xuNwKBAOr1+sQyqlardWYR8Lpg1mxnGmTPcLKBy8fu37+Pra0tJBIJ+T8WgIEXJZFUFh8T7UAggEQige3tbezu7sLj8WA0GqHdbssCDxaNh8OhfE1tdkoPzEIwdBWYdduZBs+TQCCAWCyG1dVVmM1mxONxmaw6a5KBDSx16WEwGITf74fb7Z5oJEw31NVrdJZm9rvYzjzHR1cZJ78LGGNz9wZ9CWNr4PS+j0Yj2O126LoOl8slMa16zp11Hc6Kjc77Oi1t5+owbQOqbInVahUiDuXegJNCDuPbq37f83z959nugckdDS6XCzabDf1+X/JsTTtZQO9wONDtdmUh2SxI3SwZzVcL2g5lHWk7nMBTyTpcaEeppKvG0nauFqrfIeFrMBhMLEQEIDukSLC5ap8DvJ7Pv/RCMZPRq3DMrPr7/X74/X4JVKnbaDKZZOSJup5qIj0NFk+4nIwMZFW7uNfryfdU2Yh2uy1FHHZCTSaTJN1WqxW6rsPr9aJYLMLhcKDT6WBnZ0c2/M6CkV0m1CLZVb13HhSUAvB4PPD7/fB6vXC5XIhGo4hEIlhdXYXNZpMRy2lM69aQKaqO9bKAfBYrnd+nI9rY2ECz2USr1UIkEkEymcT29jY0TcPe3h6GwyEKhYIsj7lOYNIxKwUrNRihduxHH32EZDKJe/fuYXt7G4FAAB6PR7RCz8JwOJxoTk1PPEwXjCORCEajkSzPDAQCsNlsMvY7GAxQqVSQy+Wwu7uLcrmMbDYrDOO3DYjmOfmYNdtRwfvKhDmVSuHOnTvY3NzEX/3VXyEWi8Hn853pg6Ybnyzo0KZMJhP8fr8w3w3DQLVaBQBUq1W0Wi3UarUJTdp6vY56vS7fp67+u0jfzHPSPcu2Mw02HFwuF7a2trC9vY3t7W0p+E7LlKiNBTbd1SJOIBBAMBhELBaTM07TtIlxPJ6jFotFbIV+hmxlNtXf9j0B82k7vL6zUPh6E6ib461WK7rdLnK5nNzX4XAo0knj8Rjr6+sIhUKSPBWLRfEpZrNZbOCsRrp6f6fluoi3uXYqA3Gerj2hSnrMG/jamQtxMd14PEan04Hb7ZbpvHv37iEUCuHx48cYDAYwDAPdbvdKNWdpO/Pg86dxVq4xb+C1HwwGEvd0u134fD45n9577z3Y7XY8ePAAhmGg0Wi8U3x7HqDNs8E+b5jns5ZQ7Z+1nE6nI03yXq+Hra0tdLtdfP7552i1WjLZPSu2M6/XfxH8DnNxNhk6nQ50XZe4OhqNIhaL4YsvvpBz6qrf8+vGOpdeKL4qjV0W+FwulzBBP/zwQ2xsbGBtbQ0ej0cWtjgcDkmc1dfJi8ltzGqRuFqtSiDc6XQQCATgdDrR7XYleHY6nfKBsNlscogRNDQWDfl1NBqVQIiGWK/X0el0ZsLYLgtXqc+sjheo2rEsxpCBtba2Bq/XC5vN9sLiJxaGVV1PlYk3HA7R6/VE1kIt+KmJ0TQrkCBr0Gq1SpE6mUwCOCkA2Ww2Kf5dJ2bxLCzH4f3jeIrX6xU2cSQSwQcffIDV1VWRLqH9qAeoygKlbaiLo6aLytO/p+u62BwlCOirBoMBjo6OUCgUYLfb0Wq1pBGSzWbRaDRQLpff6jrOs3+aBdtRofoCTpwkEgn4/X4kk0mRDKAPUpet8vf5N9/TWQ0Hfm21WuH1evGHf/iHMAwDpVJJNstns1k553Z2dtBoNNBoNGSbr91ux9HREWq1mox3Lm1n9sBGta7r8Pv92NzcxOrqKpLJJJLJJNxutxRoaE/A6XlGWCwWuN1uaNqJJJLP50MwGITL5UKv10OtVhP/0263EYvF4PV6US6X0e/30e/30Ww2xeZKpRKazeaEbNKbYJ7PN16nWbcdFVy06vF4oOs6IpGI/AmHwwgEAjI1B5zeH4vFgtXVVQwGA5GfAE6XsfJa0CeRtWOz2dBoNKQRxeaDy+WSyYZms/nGtkO7nqdrr2Jep39UNjqX9QKYiKsp36bazsbGBlqtFgqFwpkTemoMrk739fv9CdswmUywWq3it99EQ1IlsMyr7cxjcZtQWejj8YkkViqVwsbGBsLhMGw2mxSQ2UgIhUKo1+soFouv9b7VSYjpCQc1J3vdBs10o2seGzvEvNoNwXvI+5BKpbC+vo5YLCYNy263K3m60+mEYRhX/poXwXaA+bYfNV8CgEQigVQqhUgkgpWVFbTbbTQaDdkXRXLfVbLA39R2rkTM6bKNgomQzWaDz+cTyYlYLIZEIoF4PC6FXJUVrB4KZMP0+/2J4HQ4HMIwDFQqFUl2er0eWq0WLBYL2u22aJFyA7TNZhN6+llFQNVpWSwWeL1edDodxGIxFAoFdDoduFyuiQD5uuCqisQszFCaJBwOI5lMYnV1FVarFcFgEMFg8IWldXzN/NPv9ydYMkyaybQim4YBq8VigdlslkKgusxDLRzSbiwWywQjKxKJYDgcotVqoV6vo9/vo1wuy9Kh62I7V/0+eZjY7Xb4/X6EQiFZ9MNR72g0KgU+NVECJm2I914d1X6ZfAkTKvpAlUmqaRo8Ho8cWlw0BAC1Wk2aas1mUxL4H9MbXURcte2o4GedMgH0RcFgUDrWXFj3Mj1rYNKeXuUHKCmQTCbRbrdlyqXRaMBqtSIcDsPlcqHVakmhmAsUV1ZWUKlU0Ol05pZl9a6Y9ferjlvybKNP4pnGuOhlZxq/5uOwmRoKhbC9vS1j4bSFXq8HwzCQSCQQDAZllLPb7cLtdsu0BRvhZBfO+rU8T8zje2X8oeu6yNZQPon+SC2oqAUXLoFho9vpdEoDczgcYjAYTDTr/X6/EC8YU5GdzkZnp9OR5IzP+bqYx+tPzOtrZ4xitVrhcDikMUUpNcZE04U6dUqVX6tLVxlrc4KTiXqr1RLChMqCV3M79bledl3PmtZZ4nKh3l8y5EiYUZtN0+fINBv0ZQ0GxlzM2WgXavNKfdzps/FVr3v655e4XDC/Zx7EJayqbABrPyrBSo2BXsWInbapl/3fy37mdbC0navBtO3Q7zD3YoOBsewsNnBfx3aupFB8mTRzHiAOhwN+vx/vvfceVlZW4Ha7hU28uroq3UiVyQecBrRk9BqGgcPDQxlVCQaDaDQaODg4kOczmUz49ttvkcvlUK1WkUgkZIN8IBDA9va2MC82NjaEAeby3AAAIABJREFUwcwNm2rRb2VlBdFoVIrK7GIdHh6KEV4nXMWIAu+F3+8XRuiNGzdw584dbG1tAQC8Xi/i8ThcLteEjARwuvSHi3+Y2Oi6jna7jVwuJ79jMplQqVSEEUOZFGrJBoNBCaDVYuK0phuZNePxGLFYDHa7HYZhYDweiwZtu91eHjCXALXREIlEsL29jc3NTbTbbfj9fqyvrwvzgfdu2gcxQOFIbr/fR6vVkqbBysoKer2ePCcX4nHjM22FxRw2FGw2m/yO1WpFIpFArVbD6uoqMpkMvvnmG5RKJXQ6HTgcjpnRc7uOUFnEXDrndrvx3nvvIZFIYG1tDXfv3hW962lddDWwVSdR1DFlBr20PS5+VRsODHwKhYKcVYFAQBbDDIdDlEol/PDDDxJscwx9mRDNDlQGH22KbN719XXcuXNHGML8ebXApzIXx+OTSavxeAyTyYRwOIxoNIqf//znsh280+lgf38f1WoVzWYT4XAYbrcb6XRaZEuSyaTEWKVSCYZhwGq1CrvvutjOvI1iqoUayl795Cc/gcPhkCIx/Q7BCbxer4dCoYBmsykxdSAQgNvtxsHBwYQm+srKCuLxOEKhEDweD549ewbDMNDpdLC5uYnRaIRqtYpKpYJms4l2uy16gNfl3Jo32wFOfRH3JWxubspZNxwO0e12xVepTfLhcIiDgwNks1nU63VpxjMeUgt6FotlIsYqFArodrvo9Xrw+/0TsgXMxdSlvi9rqqoFxSUuHyqJJxAIyERCo9FArVaTs415PM+tbDaLSqWCVqsFAC9MOvC+Uu+YsQ6bTywoTt97VW9/eoJUxbx9RhcV9CuUCWCOXKlUYLfbheDF+85lmoZhiKTWNNQ4mo+psjenfcZZzabXaTQscbVgPs0aHuWSarUaHA4HDMNAs9kUOb7xeCyxDG3hVef1mxBsLvLcvxKNYiamF/0BUJnEDEDIgPL5fIhGo3C73VJIUUe36eCbzaaMHJRKJZTLZXz//ffCWPB6vahUKnj48KEUba1WK3K5nDCP0+k0fD4fWq0WvF4vjo6OkEqlEI1G4fF4hHGhMlHVJJ7Jl9PpRDgcRrPZFOmK6+RE6HgvO+BnsEDdaL/fLyPXZrMZiURCliKys8SAkwFFq9VCs9nE06dPxVG43W6Uy2V89913InweCoVQrVbFtji2Wa1WRYeULC91rPxlWrZk6Xg8HsRiMfR6Pezt7V0r22ESe1WJIg8TFmiBk3H/Dz/8UPSkQ6GQ2BNw2qAim6pYLE4UdtrtNgqFgrAmfD6faE9zKsJkMqHf74udqCO9amJPUPLE4XBIskT2c7/fR6lUulZ2A1y97UyDzaRQKIRIJILNzU380R/9EWKxGPx+P8LhsGhbA5DkSC3+jkYjKbrQptTJGUL1K/Qt/DeZWfx5h8OBRCIhzNHDw0NkMhlZqsnnn4VreFmYNdtRwZjnzp07snT1gw8+QCqVwvvvv49UKiUJjnr/VQYNANHRVQuAmqbJ2B2npxjvpVIp9Ho9kUIym80oFAoTC+9yuZxo6huGMSF3cV2gfl5mzXYInimcaqBsSTgcfuGPGq8Ap8kvEyY2pILBIP7kT/4EVqsVfr8fuVxOYiMujGbDnnqjKqmiXq/j6OgIOzs7KJVKaLfbqNVq124KRt2JMutgXESWONnkGxsbuHXrFiKRiEw1AJOSWqPRCLquIxwOo9PpAIDYYy6Xw2g0Eukcl8uFVColsXm5XJbmGAB0Oh1Uq1XZ5cFJ0VarNbG06qzP46x+Rt8Ean41D+DrZSxit9vh8XiQTCaxtbWFVColeZp6DjM2Ym7kdrsBQKYhms0mgBM74u6ZRCIhDSl1xwunQJvN5oS2On+WMpUqC3maebwImPbr8wDGt2wycBn0xsYGUqkUQqEQXC4XAMikOBsOwKlUzXg8niBDAJDJFrvdjmAwKPZAG1GXPdM2NE0TLWR18ni6IU/M07V+FebZdnjfXS4XYrEY1tfXsbq6ilAoJHJtJOk5HA7xr2o+zpyOMbS658Fut79gD9O2oE7MTNvL9M9Nf+91cWWM4sswDt5MahK73W74/X4Eg0GEQiHRI+ZNU5MhJtPcitpsNpHL5ZDNZvH48WM0Gg3R8axUKvjhhx/QarUwHo9FO63b7cJisaBarcpGcI/HIwsayBBWF8FMF4nVog4PMl3XX2CLXQeoHwbgchyLepgwkWHx1u12w263IxQKTUiWAKcFGm6Br9VqKJfL2NnZkTEEp9OJbDYr4uZWqxVra2vCKE4kEmg0GqjX62i1WggGg3A4HLIMhgEQr8v0daITY0Dk9XqliHSdEm/1cwRc7oFE+2Gzyufzwe12Q9d1bG5uIh6PIxqNSjebr49/er2esDfViYdGo4GjoyOxS03TpGPp9/ul8cWR3OmCn/ra+Jws3FDupl6vS5JVq9VeKmOw6JiF98wziolNOByW5XU3b96UBihHt9UiExMb3mtOopB1zu+Nx+MJG1Sh+hlV9oLPYbFYpGBotVrRbDZlfPgs1s11wSy+b54NdrsdyWQSgUAALpcLP/nJT2TKist91d8BXhy3BCANUTUJdrlccv7wnFpZOVmoqf7ucDiE3++X56hWqzCZTDg4OHjhTL1umPXGirp7g/JJt2/flqIc5XCSyaTEt9NQmXl2ux2j0Qg3btyA2+1GMBhEKpUCALjdbgyHQ2iaJhMOg8EAsVhMisz1eh2FQgGapqFcLqPX671yofCiQo13Ztl+gFNfNC0LGIlEcOPGDXzyyScTevuq7+F5Qz10TjT4fD6sr69D13UAQDQaFYZ6KpVCu91Gp9NBo9EQAlGn00G9Xkcmk4HFYkGtVoPFYpHJUSbxtMFZv67XASqBh0SrYDCIzc1NfPzxx6KPz0bAcDicaIrz3jNudjgcQtRZWVlBIBBAKBSC1+vFxsYGyuWykL9YyOGkcbFYRKPRkEJxrVaTCU426qmJvaiYp8+FWlNhMc/v92NtbQ3vv//+RH6v6qHzHGFxmfeWcU6325WpXl3X4XK5kEwmUalURPpRXe48GAxEAoeP0+v1RL6UBWXVdublGi8q1PoKZWX9fj9SqRTu3r0r007q0l7Gw2qBeTQaSQxls9lkioVTmKz3tVqtCZkkyvqpdjFN+GHOp07fvMvn87ULxZqmmQB8ASA9Ho//haZpmwD+HYAggC8B/MvxeNx71WMAl7vghWNIwWAQW1tbMp774YcfCqNX1SMmOA5HzcVms4m9vT3s7u7i8PAQv/zlL9Fut2X8u9frTYzxq91LLrtjQM3OFIt1n3zyiYzFqUL7HAkfjUbSVeDXAEQHhcYxy5hH2wFOHQJZlR9//DE+/vhjbG1t4f79+3A6nRNMcLWjQ0Zmt9tFuVzG7u4u9vf38ctf/lK60jw8uFzObDbj2bNnE02Ew8ND2Gw2rK+vy8ZwSg+wuMguFf+oLC9qPVISQ2Uhz/rBfp52A1yNNjqZMlwM9Ytf/EL0iOPxOJxO58RYG18vg4lisYhSqYTvvvtODpRms4l8Po9Hjx7BZDLB7Xbj/v37knB/9NFHwrACIIs8AJypW6vqDrMwres6fD6fNNNYCHzXA+eycF62ox60VwXaUSKRwP3793Hv3j2Mx2Mkk0l88MEH8Hq9wohQizE8T5rNpjS7qA+bz+elqEwfMR6PEYlEJop4DG5UXWv1/qtsUga3DodDNv9OF6KXtnN1YGPAbDZL04qJzsbGhjD2PB6PLB2jr1CnZNrt9sTj1ut19Ho9eDyeiXOIbHI2LmiDACSYZcKuahTruj7R2FOD4Vm5li/DedrOrLOJmWQ7HA70+310Oh2Ew2FpgG5ubsJut08scVYllPr9Pmq1GlqtFpxOp3xf0zQ4HA74fD74fD7RrFavBaf8yAbUNE0mrcrlMuLxOPr9Pp4+fQqLxQKHwyFMwRm+ptfCdghVBouEi7W1NaRSKfzlX/4lEokEEomETKQwR6KtUV5kbW1NbNHj8SAcDuPmzZu4desWHA6H+Db+DIkXnLoie71Wq+Hx48dIJBLIZrP47W9/i9XVVfR6PTx69EiKQCqjdBZwXnYDzO5nYxqq7fh8PkQiEcRiMfziF7/AzZs3cefOHfj9finUsPhGwk6j0cCtW7cQCAQkxna73YjFYjLtee/ePfFvfr8fmUwG1WoVPp9PWMypVArVahW///3vUa/X0Wg0sLe3h9u3b2M0GuGLL74QNimX/M4SrqPtqLEIyYOhUAh//ud/jnv37uHDDz9EPB6XiapOp4NWqyV2MxgMsLGxIfe71+vJeWU2m+HxeLC9vS0EimQyicPDQxQKBXi9Xolrtra2UK1W8e2338p5WKlUhMX88OFDIZXl8/mJqa1ZwHmeV/MCEnbMZrM0KP1+P/7sz/5swnZYvzMMA7VaDcViEe12GysrK1hbWxNZLMo/kgCo6zqSyaTI4cRiMaTTaZRKJei6Ln4sEonAMAyRvKWd2u12aJqGQqEguVmtVnup/M3r4k0Yxf85gIcAPM+//h8A/E/j8fjfaZr2vwH41wD+1x97kMs2CjKKGWxUq1VomvYCK5cXkkViFngNw0C1WsX+/j729vZwcHCAWq0mxb5Op/OCSL4aqKlUcC71IQOCTBtqs7EDoWmaFG9GoxG63a5sTiwUCsjlciiXyzJqNQeYS9tRGXTD4RCVSkUKf263W5Jp3l/1XrNowm3MmUxGtNQMw0C32xU7YpNhMBigXq8DOLHbQqEw4USsVitisZgk8FyeSJsimHSTOVGtVlGtVpHNZpHNZmU52Rw46Lm0GxX8/LJT6Pf7xfdw4mDab3DUhEziTCaD3d1dWbpSqVRQrVZxdHQkbJjHjx/D4/HA4/GgWq0Kk1P1J7RNVVSfCfxoNJLGWLVaxWAwQKFQQLlcRi6XQz6fl42/c2A3wALYDsHA1ufzwWQyiWYnpYvcbreMdqvaePz85/N5SZJ5jmQyGYTDYVitVhSLRTmPCLXgp7K41O+pOpHcHs6mF/X/yuUy6vX6vGmELoztqGDxlTGR1+vF/fv3kUqlsLm5CZ/PB6/XO9FMZOGO97nb7aLZbMr5k81mZemlOp2gNr6mpzlUn8hJiHq9jlKphPF4jEwmI9pu6qLXWbueL8FC2o4KsmAikYhMN9hsNoRCIWxsbMgSO7J5ec8ZF9E3HR4eygI6MrTYWHA6nTI9w6SeNtjpdEQ3VI11eIaxwWU2m2Xcl/HOLF9XXAPbIVjkI9HC6/Xi5s2buH37NjY2NkQWkMxh4LS51Gq18PTpUymicGLU4/EICzSVSomkSSQSEd/U6/WkAaEurWN85HQ64ff7JalnDjgdo80Yro3dqExQ3vdUKoVbt25ha2sL29vbiEQisgyc74nMzb29PZk28Pl84hsCgQACgQCSySSAk4mYjY0NqQ+YTCZsbGxgPB5P+DRO9K2urspC31arJdPIlHGbtSKfgmtjO8DkNJXdbkc8HsfW1hbW1tbw3nvvIZlMStOS94w+5/DwELVaTZbET0/r8nu6rmN9fV1+n//PeJl5u9frlcIeY6JMJiMEw1gshmazKTWEGcS52M68QNUjprzRxnOZknv37mF1dVUa2pxEUfe5kGDB+0r/wIksNtXj8bjUFc1mM6LRKDTtRBvdMAw0Gg3Y7XaRhuQOBrUR7nK5YBiG5Hvvmre/VqFY07RVAP8RgP8OwH+pnUT9/wGA//T5j/wfAP5bzKBRkFVMVguTnOnEhiw+OgUWipvNJqrVKg4ODrC3t4ejoyPRLabW3vQNUPXQ1CSbTOJutysjVmSODgYD+P1+6XwzeGHBqNVqoV6vI5/PI5fLoVQqyXKgWcY82w5wysICgEqlAgDClmMRmck0cMoGpf3U63Xkcjmk02mk02nk83lx/oZhTLA0qYmtspMZDFHrkc0G2pMagFDzptPpoNlsStDCwuLx8TGy2aws1JtlzLvdAKd+hU6f2q5sLlBuRE0+2KjqdDqo1WrI5XLIZDLY39+XQi0PHY66MclZXV2VsUkm2nw+Np5UZqCqtTUej1Gr1cS/9Ho9VCoVlEolZLNZFAoF0VubdSyC7ahgcsRR2lqtJiNslCKiP+J9JvOTkkkcz+RihePjYwl0K5UKUqmUMDmJ6UYnwcfvdrvCOK7Vakin09jZ2RFmRLlcRrValULxrJ9VwOLZzjRYeLPb7fD5fLh//75MW7HAOz3dwH+zIEfdYBZstra2pFEBnNgNn0dlAbPQ1+/30Ww2ZTqm3W6jVCrh8PBQdkFwkotJ94wWaCaw6LZDsFATiUQQDAaRSCRgMpkQDAaxvr6OUCgk7CrGR6refr/fR6PRwJMnT5BMJmXxptVqlakYjozTHjk5x30P1NVmoader4seca/XkxiKzOMZLtQAuD62Q6gMYGoM37x5E/fu3cP29jaCweCEZABwWihuNpvY3d0VaSOOeff7fVnkmkwmxQfpui5xUrvdhsfjgcvlQqvVEmlBLj3kUiuehYylZ5Wlfd3sho1Om80Gt9sNr9eLtbU1fPDBB7h79y7W19dlQk/Nw1koPjw8lDiWez1Go5E0t1ZXV6WQGAwGpchbr9cRj8fh9XqF6MPmFH3hcDiUGJqMPvookrpmyX6uo+3w7KLPiMfjuHPnDu7evSuySdNNBtaEMpkM6vU6RqMRIpGIFIm5XJX5l9PpFGY6p825Q6RcLkvu3+/34XK5EAgEpKjocrlQrVbRaDQQj8dlqZ4q/TULuO62w+mDO3fu4Pbt27hz547ITagkm8FggE6nI8ROLuPllEEwGJR9aczRwuGw2A5zs1AohMPDQ1SrVZTLZSFaMH4mgYP7r/r9PqrVKkqlEo6Ojt45/3pdRvH/DOC/BuB+/nUQQHU8HjP6OgKQfMkF/jcA/s1bv8K3BA8UCtFTi29jYwMej2dieQpp/3ToxWIRrVYL1WoVrVYL+XweX3/9NQqFAqrVqhSIgTf/4HL85eDgAA6HA8ViEcFgUBikPp9PNEeZ9PN11et11Go1CYrnJPmeO9sh6BjIQAiHw2i320in0wiFQpKskO3CQi/vlWEYKJfL+O1vf4v9/X05aMhyIWMcwERCRKj31mQyoVQq4be//S1WVlawurqKO3fuyCjv8fGxaF1zJIa2wsOmXq+j2WzOCyt0bu1GeR1ywFQqFezu7uLv//7v8f777+Pu3bsymkspEX7Wy+UyarUanj59inQ6jWw2i6OjI2kMZDIZAJDld7qui19jAMTlL2xA8KBStSA7nQ4ODg5kmeb+/j6y2SzS6TS63S4Mw0ChUECj0RBpgjnB3NvONIbDIQ4PDwGcNKr+4i/+QhJqFvqJ0Wgk965SqSCTyYie1jfffCPL8JrNJjRNw40bN14ozLARRYY7l/nwXDIMAw8ePJBzdXd3F7u7u1Io5iKgeSjSTGHhbAeYXOwbCAQQiUQQj8eFWRMKhaS4xsYSzyj6sVKpJEXbYrGIwWCA7e1tWQjMx6eNAJAzkbbDIuGDBw+wtraGQCCAZ8+e4eDgAM+ePZNJHPqcOdMEXUjbUaHeZy7f/eyzz3D79m2Ew2EkEgnR2GMTSWWTc3lho9EQ1jEAObd4XrFwzAIebdIwDPz+97+XhTHHx8fI5XI4Pj6WxnitVkOpVBK96znRuF542yHoi3RdFylAFvu4rNnr9U4QMdhkYoJNlrDFYkE0GsXq6ioAiD+jnA1wKgXIyRdKxrGxUKlUZIIhn89jOByiWq3CYrGIPMWsFWoUXBu7ASBFYspJRqNR3Lp1Czdu3BDJG1V2jaSISqWCTqcjBTwACAQCuHv3LgBIDEzNYkrrsLHV6/VkMpkkMZI9ms0mCoWCsId9Ph80TZOJ4YODA9TrdWl2zRDZ4lrZDvN5LjwMhULY3NzEnTt3cO/ePWxubkoMDJzuGaJUTSwWg8fjwXA4RDAYlFiJWther1dsSyX71et10TwGAF3XpYHZbDZRLBbh9Xqh67rE8sPhEM1mE8+ePcPjx4+xu7srdZ8ZwbW0Ha/XK0V/7oi5f/8+bty4MUECI1mQdaBYLCYSXZS8NZvNsh+Ek8EARL94MBigWq0iGo3C6/XCYrFMFIKpMOB2u2XKgdNZ9DtPnz5FqVRCPp8XouPb4EcLxZqm/QsA+fF4/KWmaT9/0ycYj8d/DeCvnz/WpZ6yDGb5bxbSlNc2wSRm97hUKqFcLuPo6EiE6tVAVF3e8jIwQFblC9SAo16vC9OTBUfVQTE4ouwBtSXJtLlsvd63wTzbzvPnFPY5ExmOHTCApGNQ9UCbzaZITBSLRTx69Ai5XE42KPNnef+YCPPf1A612WyygI5FwcFggGKxCIfDISMIHANmZ6lQKEjhkaxQPj/H6GaRHUHMu90QtB92CnVdlySI95P3nnrWlH4oFot4+PAhcrkcisUiCoWCFOvIOh+Px9IwstvtwvCiP7FarcKYYJJlMpmk8MemWKPRgMViwcOHD9Fut9Fut4V5TnYfNdJnHYtiOyoYpHABK8e9WaBTWZ+dTgeGYWB/f1+kRFhgNplMyOVyElR4PB6srKyIpjDPIFWXlucMCzZkSFSrVezu7qLRaEDXdTx69EgkbqrVqvwM/d08YBFthyBLikyIZDKJ9fV1SZDVRZf0GfRLwKQ2dafTmVhUp9qOKnUDnDQ46D/IzKEuP6UrvvnmG9TrdWlqqguE56VBtci2A5zef8ZAHo8H0WgUsVhMGFVkEU/7EPX3x+Ox6KKvrKyI7TC54VQEzzdOXa2srMiERKlUAgCUy2XRcWTcQ4IHY3g1zppVO1p02yFI3iH5gssO4/E4YrEYgsGgLJCiLTCGUnezOJ1OhMNhaVqQQcrRYNogE3ZKnnQ6HdE2brfb2NnZkTxO3RfCRifjJDboZ6jAB+D62A1wGkszD6PESCQSwfr6uhRT1KXwwOlEDBnIqg46p2BMJpPs4eA+j+k/AEQu8PDwUHJzwzBQr9dRLpdluS+AickZNjxnyf9cJ9sBTuzHbreLDAR1ibe2tpBMJhEMBmWnBs8e/p7D4ZDPPvMgLifjwjFVq18lf7F+wN+t1+sSz7PpzqIxYzSVuEj/M0u1nutoO6wfcoohFArhxo0b0nCg7ahNcfor4KRxQOY4WeuUoKXtcEIBmKwBsmZJPWM2GrTnagS6rotmOmsKJIVxyvxd8TqP8jMAv9A07a8A2HGiR/K/APBpmmZ+3kFYBZA+l1d0DlAPFY6zWa3WiQBk+iBgoa1arSKdTuPo6Aj//t//e2FmHhwcvFaBWH1+dUP8NLuiWq0in88jn8/Ltl9uGmdhmEEPR6ZUpsSsB7/PMXe2Q6j3j07C4/HA7/cjGAzC4/HIaCWDAt4jFodbrRZyuRx+97vfvRAwqPeOAS3tw+fzScAcjUYRCoUkYdY0DcViEWazWTRxqEXLcZbDw0ORrMjn88hkMnj27BkKhYKMzsw45tZuVJA543A4EAgEEI/HReze7/efqf2Zz+dF7uE3v/kNSqWSsF5UWQGO1VJX1OFwYHNzU7T5GMRQnoL6jcDJodVsNmEYBo6Pj8W/PHjwQJbBPHnyROQDOOoyB/4GWBDbIZhc2+123Lp1C6FQSIoyqqYwfRC1Xr/66iv53sOHD4UdStuo1+tIpVLCMKfOsfq8bKSyAUa9/nw+j2KxiMePH+Pp06cYjUb49ttvRd/x6dOnMAxDin1zMvkCLJjtEGqiHAgEsL29jY2NDbz33nuIxWLCdOF9ou699lwXTR27Y7ITDodFX5TBLs8nxjgs0rDZZBiG+LNMJiOTC7/+9a/Fdg4PD2UUnNNbS79z9eBZ5vf7EQgEEA6Hcfv2bayvryOVSskCRP6sKkOiFvtGo5HIDYxGIynQcAmvpmjSktlJhl+lUkGj0UC5XJbG6T/8wz/A5/MhHo9jf39fzkrKM3GiYcZjnoW2HYJNc055RqNR0bSOxWIIh8PweDzSuCJUn8JJKY/HI3EvY2f+m79L9hUb6pTwo3SAajvc+0Jpgl6vJ9I3XFg+a8U+XBO7ASb9D+8ZG553794VCRt1IlMla3HKjhr8wElDVJ3iVJul6ug4baher6Pf7+PLL7+E1+tFNBoVwtfx8bE0KCwWi0w2pNNpiZ9nqdiHa2Y7lG5zu90SQ8fjcVlOHw6HpUbD31HzceZFPKNYiOMyeTatgNO4hztlbDabEBHT6bQQPVgQNgxjYncV/RYl/6an2GcA18p2NE0T1m8wGEQkEkEikcBPfvITbG9vv2A7AMROQqGQ+BH+f7fbhc1mk4lflUSq7jtjsZlNckpukUE8HA5ltwwX4fG5SEokwefCNYrH4/G/BfBvn1+0nwP4r8bj8X+madr/DeA/xsmWw38F/P/svWtsnGl25/d/WBcW68JikSwWbyIpqZtqqeWZ8fR0DzIO7AC7CXb3g51dBIMsgsCIDTjAZhe7+WTDnxIgH4zNBVggQAA73sAGvJkYcewxAnsmO4OZ7jbU3ZJGarXE5p0s1v1+v7NYbz6I5+ipEiWRJYl8q3h+ACGKl6q36v3zuZznnP/BD0/zhLQBfdvQ5ogi/dTdkpokkF0A/QGTH8jOzg6ePHmCg4MDfPHFFxxoPktmglKKFzw0SVHjDTrZpug/LXIooERp5QB4oZJKpbCxsYEf//jH2N/f507RJly4dDGo2qHnIq88v9+Pubk5LtelCUP33iuXy4jH48jn84hEIrhz5w6mp6f5RPDw8PC5pjz6a6FsiImJCR6AAHAAJxQK8aFFPp+H3W5nb+uxsTEsLCywvUUul+Ms4oODA2QyGRwcHHATO9HN+UCZ4D6fD9evX8f169d5IUmeshQkpk1MsVjkjC1qREi+Vvr4Q6eXFIS+fv06+/MRlJFF3eXX1tbQarXgdruRTqfRbrcxOzuLr7/+Gtvb24hEIryhLhQKfF36KbnZedPa0Q8VzxuaFygD4vDwEOPj47h69Sr8fn9X4wTg6ebG5XKxz+fXX3+N3d1dPuQPbOrJAAAgAElEQVQkP72xsTFMT0/DYrFgfHwcU1NTXCUBPPMmJnuSUqmEH/3oR0gkEnxY2Wq14PF4EAwGeTFL7xFlAeqZqYPAMGmHoIWoPp8tLi5ifn4eU1NTXL3S2zCMDqTj8ThnPABgvzXy+aS1VG+/B/Jmq9Vq+OlPf8q2S6STxcVFBINB3kjTHEUZ6L3WTGZnGLWjQ/rQS/vn5uawuLiIxcVFOJ1O3jQD4DWGnt2nH3KSfYVeVaNrhypsfv7znyObzaLT6XAj6lu3bmFnZwehUIjnzL29PT6MoI11bzNOszLs2iF6M8y9Xi8+/PBD3Lx5k+czsq7RN906tKGm9ZPSql4o8EKb7Xv37rGff7FYxMjICN5//32EQiEej1KpFB4/fsy++vv7+zxv0bqddAuYy3risuiGMI5tsMh673vf+x4feo6NjT0XrAG6G7jSGKZr0DiuBqU1lGEY2Nzc5L1VuVzGyMgIVldXEY1GkUwmeV/VbDbhcDiQTqfx6NEjfk5qskg2crSnN9O+a1j2WGeBPIA9Hg8++ugjtpygjMxeiyL9gBwA97nS5yqqNiCNUZ8FAKjVahgZGcHy8jInABUKBcRiMaytrcFmsyGVSuHBgweYmJjAyMgIB6Db7TbW19e5MobiPWbgsmqHPPG/8Y1v4ObNm/jGN77RVQGjQ9ohay3dqpb2YuSVToHiRCLRlQSmlMLc3Byy2SzbjlByF1l4ffXVV2xrQVnzABAMBrG3t4fd3V3kcrnXtix5nbzk3wXwA6XU/wDgIYA/fq0reQtQQIX8FymrWI/e95YkRSIRJBIJpFIpLifRFyOvgjb3brcb4+PjHCh2u91dFheBQIC7RtMEqHsYGYaBWq2GTCbDg0WxWES5XEa9XjfVpNMHptcO8Cx4qy9OSUcEbWzIE7RUKiGTySASiXAjHj2r5UULMT0otLi4iGvXrnGpgd1uR6PRYDsBCj4qpdjLcXZ2lq1TCoUCEokEe85SQ6lBCvi9gIHQDdDtCUqnfWQ5QYtV2tjQaWG5XEYymQQAZDIZFAoF7lzam5VJn1PmOJ0qUgkvjSOU9U6ZXe12G+l0mhc0hmEgFoshFoshn8/zgQYFasze9PAMDIx2gO6mLWRbQveZsvAog4qCe1SCncvluComFApxoAUALygom0avdNE3WbSgKZfLiEajCIfDrJFsNot2u41AIMDzE1VL6CfiAz7W6AyUdnRoEarPXT6fj8ciOrDWgyyVSgX5fB6pVAp7e3ucwUe9HSjD86TFsW5VQplWwWAQsVgMxWIRxWKRfzYejyOVSvH4RhUT9DEkDKx2CNIQ+Tv6fD7MzMxwFig1ZKUxBeiukqI1VO/j6frRG3GSBROto1KpFB+aUqVgKBRCJBLhA0061KQmwmYOeJ2BgdcOQZtYl8vVlRFKdiUAugJ9up2S/i9phr5G6xoK2pAOyP4tm82yXQkdrNO6OJFIcDIOWXrl8/mujMCTkjoGgL51Y8bXqR9SjY+Ps58rzV16yfVJ6OMMrUvoddL+jAJ+h4eHSKVS7C2ayWT4GiKRCJLJJNsKVioVuFwuZLNZ7htC45d+0D4INpEaQzPmAN12N3TIqTeipz3TSdrRDxloPtP7WulJYMBTbaXTabatIU/Yo6MjthCkHkW1Wg0Oh4Ob+OZyOQBPkywoMB2NRrmSb0AOzYdOO3RQQNqhwwIAPO7oViWEXkkFPDsk713n0jw3MjKCXC7HB9zFYpHXVBRX0u3/bDYbcrkcH5bb7Xa02222YYrFYohEIojFYrw3ex3OFCg2DOPnAH5+/PkegI/O+oTnNVgax94vVqsVV65c4XIm+iOkG0cZCOVyGXt7e7h//z5nudAf9FmumwYf8m+zWCwcoA4EAnzzP/zwQ3i9XoyOjnJwj0Q3MjLCi5udnR1kMhmkUqnnsi8GZOIBMFjaoeeixS3pgIIzeoYMHTSkUilsbm6iXq8jFAphZ2eHS9Zo4fAiaDJyOp1YXl7G6uoqbt68yddxdHTERvmHh4dYWVnpapDWaDQwNzfHnqTBYBCRSAQHBwe8kRo0vRBvQjfnjT7B2O12eDwe/pibm2PPK7J8oGaD8XgcDx48wPb2NpLJJLa2tk7MytS9+8gKRS970zvEu1wutg5YXV1FKpXC3bt38eTJE2SzWWxubnLTM/I+711MDypvasy5iPeB5g3ycqTGG5OTkzwG6T6yjUYDiUQCe3t72N/fxw9/+EOk02kUi0U+nabHBMDWJBaLBfV6vauMju5/vV7HwcEBPv30U4RCIfbqp8Yw+/v7XYseGjMHXTfAYGuHoINOu92OyclJrnKi6hj94Io2NrVajfszxGIx/N3f/R1cLhemp6fxwQcfcIaE3W6HzWbjTAXSFwVsyGP9008/xfr6OvdjID1ubm52LZYJ0Q4/hineC8pEJ/uta9eu8RrlW9/6FiYmJrgXAq1TaHyqVCp8WEq2NjQGjYyMcHIE6VS3WNvf38eXX36Jra0t1g7ZSTx48KCrozyhl2wOKsOkHYLGhunpaQQCAVy9ehW/+qu/ipmZGdjtdk5meO+99zhwQxtovSJCn/foUAsAJ1LQoTpVJ1A1XSwWw8HBARqNBh49eoRGo4F6vc6N62gtpv87aAza/uq0KKVgt9vZF/S9995jL+tYLIajoyMsLi6yTSPdO/3wm/RjHFuQkHbImo1s3aj5eDgcRjabRTAYRDAYRKPRwP3799m2JB6PdyXd0LhF2unVjxnfV51B3GOdFrJtGx8fx/z8PLxeLxwOB0KhEADg9u3bvEbS7xsF+OiAk5JmKAhssViQz+eRz+c50a9eryMej7N9aSgU4qRAGnNIOxRcbrfbnFBGhwx6M2n6WbNqaJi1Q7E8t9uNubk5Xj+HQiEcHR3hm9/8Ju/xe+dc2gupYyutZrPJ3vi0NqpUKvyzVDFFh1PBYBC1Wg2Tk5OcyEr++XrAWa+carVabEVKAeZ0Os0/8zq8Gadjk0I3jjomU2kuTSi0GS4UCgiHw9jf30cwGEQ8Hke1Wu0rWEIZFNRUg7r4Tk1NYWFhgTN7VlZW2DeJMv9osUyZfxRkjEQiXZkVQ5RtY1pogUEBOIfDgdnZWbjdbs7abDabqNfr7JmXSCSwtraGeDyOUql0ak9rPWuh3W4jlUohEolgcXGRS4PdbjcPPpSpbrfb8f7773ODIMr2i0ajSKVSKBaLXEI1QD6hb5yLeN20sXE4HPD7/QgEAggEAl3eetTsIp1O4/HjxwgGg/j888/Z0/NFpfs0sZCHI3mg0aJC31jRJt3r9XIplM/ng9Pp5MxT2mCd5J8tXAz6+DM2Ngafz4dbt25xw8LR0VHOIs5ms0in03jy5An29vYQjUZ5DtMPqQzD6Mogpa+fVP5Nn9MmKJ1Os+UEjWt6ye+AZl4NLbRIpYOq9957D7Ozs5ifn8fKygomJibgdrvRbrfZHz0ej3MZbSgUQjKZRKVSgd/vx+TkJGdV0KEmNeQk/eh2E/F4HOFwGAcHB9wImKy3SDsy1pgbmkOoCevMzAxu3ryJpaUl7hBP97xcLqPZbCKbzXLwl7RHVQwAWC+UVQygK5uTAjU7Ozt4+PAhW0pQ2SU9H2lIP6AaxADfsENj0OjoKAeKqfEY7X3I61wPklA16Elexbqn7OHhIWKxGBKJBJLJJDqdDlKpFHZ3d7G5ucm2NmRBQfZrdLhKY49+QC6YA1oD6ZVyVJ1rs9kwPz+Pubk5AOi6d3p1FM0vehYgrZs2NjYQCoUQjUYxOTnJsYC9vT22CMhms1ylRftxqljQn1c/YJD5zBzo1SyGYXBFg8fjwc2bN3kO0xtC67qh+UXPGKUqu/X1dbZ6XFpa4kMIqnKh5D4KDlMmKPWJofmqN9inV1IMWCZ635jx9fVWQpF2pqen8c1vfhNXr16F2+1mbdFrUErxOrdarbJlW6VSQbFYRKFQwO7uLmKxGFKpFJaXlzlBJx6Po1KpcAPyarUKh8PB2imVSgCeVV/1WrQdHR11zZ96I8TXZWgDxfoCgAKrSikuO9BPgai8lkqV9CzMs0ATG5UEHx4e8iJ7bm4Oc3NzcLlc7BFJpxWURawHtOkmN5tNzjgcsMZAA49+P+12O8bHx1k/lNVAmyM6vaEshrNk8dLz0ONSEyjqgjo2NsYZOfpCWamnZulkUVKpVLh7PAWJ6KRSFsDnC90n6spNC1x98qFqhnQ6zZ5CkUiE791pFgm9JS30O7TooRNP6qare0SOjIygXC5z8E8CN+aCFivUMMzr9XLzQpojyuUyN6zc3t7GwcEBB/j0rBe9fFcvA9e/p29+dA3QgSotgEhjw5DBN8xQsG5sbAwTExMIBAJYWFjgLt3UJKPRaCCTyfABw8bGBiKRCDKZDB800c/RIRdVL+iHDPqahbKvyDe2t7HYZdgADTq0LqGA79TUFCYnJ7mhFK2hqdS/Wq2iWq3CMJ56E3u9XgDgAwUK+p3UUJr6LxQKBWSzWaRSKSQSCc5yJ9/P3mYvhGjJnOiVLE6nk+cx3ROfxhPKEqff08u+ex9Tr+pLpVKIx+NIJBIAgGQyiXA4zJ76+Xyex55eeyR6PFkfmw9dA6QhWkdTc9bx8XEAzxqI9dpM6OMExQLosCkUCvGam8aYXC7HNknpdBqVSoXXPLpfNV2bfrh+mTHj+Kvv361WK+vF7XbD7/djZmYGVquV759ua9PbOPzo6IjXNBTsI+0A4EBxNBrlLHUadwDw4dTh4SFrWq9mkHW0uTgp9jMxMYHJyUksLCxgfn6eqzPp/tGcVCgUuHcCNYqmJrz5fJ77xsTjcQDgx0kkEhz7SSaTnNhFljj1er2r+opijHrSjs6b1NNQBop7MzRLpRJsNlvXBuno6AjpdJrLkj7++GOEw2HuptzPwE/ZErSJokyepaUlLCws4MqVK7w4okYedGpOi5V6vc5NFlKpFGeqUtagno0jvD0oENJqtXiB4vV6uUSFTojy+Tzu3r2Lra0tPHr0CPF4/MzG8+SdNjo6yidEIyMjmJqagtvt5kYNdIJEH41GgzddhUKBF8x61p9MQOePns3ndDq5cmBsbAyVSoUDdU+ePEEoFML29ja+/PJLPqjqbXp40uNTtjBlBpJ/kR4YpGwMfZGTzWZxcHCAdrvN2RUynryYi3pfaEHgcDgwPT0Nv9+PTCbDQWPKkkomk9je3kY4HMadO3e40emLSmgbjQZcLldXlg6Ncb3BG/LXJnsCwzC6DitlbHk5F/ne0CEDNfE9PDzkNQkdDtlsNpRKJeRyOWxubvIhw9bWFkqlEmdOUeWM1+vF3NwclpeX+fWRDy2VztGiltZCFEim0jjRzem46PdH3yiRN3EgEOBgXqfTQblcZlsjyqRKpVIoFAqo1+vw+/1455138P7772N6eprHLrr/NPfUajWsr69zMI+y0snPkcp29YCP8GIuWjtEr8cjjTl+v58rEwBwMMVut7NdIGUbUzBODxrqfsTFYhF3795lr+GRkRFEo1EEg0GkUinesPcebuqY5f26aMz2PpB+Op0OnE4n5ufnuULX4/HA5XJxcI/WO3pjKd1PFgA3NST/8y+++IKr9xqNBorFIiKRCM99xWKxy5JE5q7BQT9MGhsbQyAQwO3btzEzMwOfz8eJero3PvnPKqW6mnkbhoFGo8FzXDabxaNHj7iPDK2RyJKt1WqhUqnwfKbv53pttkRL5kO3rXG5XJifn8dHH32EQCCAiYkJLCwsYGJiAhaLhavxlFK8Nrpz5w5yuRxKpRIfZGWzWa5i2djYYDst3YKE9EIJQHq8T6+eAs7fZmsoA8W0SfL5fHC5XBx8owg8ReEp0JfJZDh74XVOd8jLzeFwcKd6atoQCAQ4e1j3TtKzu0hslUoF0WiUs5ypqzy9Dhlc3j6UOUXZMeQ1U61W+XM6dd7a2mI/YLpHp4W04HQ6+dSKMnfIpoSuhYLC9PhU3kDNOCizh4zPXxVwFN4epBs6ZDg6OkK5XMbExATrhxqEUbPKcrl8qr9vOiG32WycoeN0OvkQTIeyip1OJx9AUbZNrz2K6MRckH7o75x8hC0WC1fDVKtVxGIxLu/Xs9GB7qwc/cBL96glzRiG0dW8sF6v8+aLgje67YToxfxQVgwFjGkdQpsbGguoDJfK/6mMbWxsjDPZR0dH4XK5EAgEMDo6yusVqoTKZDJ8gPn48WNsb28jlUrxpklKcwcHPdtybGwMs7OzWF1dxcrKynMVDVQNQ5nA1Ph3ZWWFDyPpsShRgtZShmGgWq1if3+fx6+NjQ1Eo9GuxkCincHEZrMhEAhgaWkJ169fx9zcHDweD/sQU+WLUoqDf1SB1buWAcDBm2g0yhVRGxsbyOVynNFOBxZSLTW4jIyMsE0AHZRPTU11NbKjik6yWxsZGemyuQHAwRlaZ+/u7rKn9cbGBvuCWq1W3j+Rj7Fe1SfrncGBKsfJm3hychKBQABzc3Ns/6dXudC4oK+DydaP5rZcLodkMsm6o8N0sp6kpDK9KWJvU0w5oDI/pJ3R0VGMj49jZmYGy8vLWFlZ4UDxxMQEV8TQ2oSS/PRkrO3tbQBgqxua88hWgsYbOgylxyIt9WYKX+Qhw9AGiqk7ssPhAPDsj5+CZ7TR1sv1aWPc7w0gU3Sn08kbM5rgfD5fV7dNfSOvB4fohIK6q1I2MS16ZHA5H+g+EXpWFDU4pEUpeTv2lnufBcrco4FoYmKC/ZP0rPORkRE0Gg0A4FNM8vAjg3Ra7Eig+GKhgyDKjqEFKPA0yF8oFLiRJpVnv2pDo1taUKaXx+PhiUs/iAK6A9bUrIPGFMp81ycj0Yq5IB/GVqvFVSh0WESbmVKpxJnEui9V74EkZSiPj4/D7/fD7XbD4XA858tGn1M5Jh1C6d6gohPzQxVV1A2ZOsY7nU62h6DxgLwaS6USyuUyL5bdbjc34qRA8dTUFJfL0dqFmuFRsGZjYwMHBwfI5XI87olmBg+lnjb0nZycZE9QaghNnovhcBi7u7tIp9PIZDJ80E2NVShQpydGUCYy8HQdRYHhfD6PL7/8EsVikRsfSk+OwURP2Lly5QpWV1fh9XpZF1TpRJUI4+PjmJqaAvCsmVSvRyhpLhgMwul0olarsd0b2XhREyi9gkEYLGj/7vP5MD8/z31+SD+UWd5oNPiwUrdB0hPDqtUq9vb2EAqF8ODBA/j9fiilcHBwgHK5zE3HaV0jfsODDQX7PB4PJicn2WYiEAjA7/d3WUjSzwPPvF8pNpTP57Gzs4M7d+5wE2e/3w+bzYZwOMzZw/qh6kmJhqKhwYEOuUk7MzMzbDVBgWKav2ivDTzzJiYb0kgkgq+//pqTawzDwNjYGCwWC1cN6xY2pD3dDYH+NYN+hjJQTBNFqVTCzMwMVlZWeHDQT498Ph8cDgcMw8DMzAyX0/UDBXCozOGdd97BtWvXuNMmeeHQTaeGQs1mE8lkEs1mE+Pj47zoXl9fx/b2NjY3N1EsFiWT+JyhU2qfzwcAXKpPnq/0B350dISbN29CKYVoNHqm59CbjtEGfHl5GVeuXMHs7CyfelKQmvRDTWTW19fxox/9CAcHB3C5XNzErlQq8UJJuBiUUuzb6HK5MDExAZ/PB4/Hw36d7733HkZGRhCLxThb9GUBYvqXMoSpQebc3FxXoLg3Q7RSqSCXy3FgMRaLcaddCfqZE8pK6HQ68Hg88Pv9mJ2dhcPhQLvdxvT0NDqdDvL5PK5evYpOp4MnT54850dOetGbcvp8Pty4cQM+nw82mw21Wo1/jjbZzWYTa2trePDgAX7yk58gk8lwx13B/PR6J05OTgJ4WgI3Pj7O88j8/Dzb1tBhAC2WXS4Xa446Knu9Xg4UdzodFItFPsxIp9PY39/H/v4+l9/pZd/CYEEaslqtqFarSCQSeOedd3j9YxgGJ2OQVYTT6eQM0oWFBQBAJBLB5OQknE4nr2VqtRr29vYwOjrKh13UgCyVSnFGluhmcKE5he651+uF3+/H9PQ0XC4XOp0OLBYLQqEQcrkcN0lcWlriDM9arca9HWw2G9LpNMLhMD799FMsLCzAZrOhWq0inU4jHo9zbxCxJxlcSDdutxuBQADvvfceWx4tLy9z1nAymUS9XsfU1BQHcICnfqB0+EA9fn72s59hc3MTm5ubmJ6eht1u54NNOgwHJKg36JDln8/nw+LiIq5fv475+Xm88847WF1dxfj4OOx2O+r1Omq1GifZ0IFmJBLB9vY29vf3kUwmsbu7i4cPHyKTybD9hMViQbVafc7rXBhsaN07OzuLK1euYHl5GUtLS7h16xbeeecdbkRP8UXdJimdTuNnP/sZ/uqv/gp7e3vclI6SawzDQKFQeC6WMygMZaCY0LMs9RIk3dQeAPu/9tMoTi/t9fv9mJubw7e+9S1cu3YNCwsLXOagn0DoQR89w5gCOslkEtFoFNlsFvV6XZqRXQA0GFAGKN0j0o3eZIOyQV/kC6rT21TKarVidHQUy8vLuH79OlZXVzE9PQ2n09mVSUy/o2ei08EHZTmTp5/o5WLRgzQU8NM3vqQtavZEno4nVQzQvafMcovFwk0Z9CaZuueWju5/TtmmvV60gvkgjTQaDS6vpK9TILdQKHQ17qH5jDRAwWGXy8Wd5wOBAG/UR0dHuw4nev2w9HmJ9CsMDnQf9UwpypYhf890Os2d3WmhfHR0xBnI1PzF7XZjZmYGExMTrC8a38j/nOYeAM958wmDCWWF0rijV+XRPW40GmxRMjIywhYClEFjGAZncJF1Ta1WQyKR4KxAvdpGmh0OPrTPGR0dZQ3QHkhvHDUyMgK/388NN0knvVVRtI6i9RIFCZVSKBaLHOyTIPFgQ3tiauBtt9t5LHE4HPxhtVoxNTXFB569yRHVahWdToer6Gq1GgcHM5kMN3KVZInhgeYqssqiSii9kop6AemNNPXKq3K5zPEX+pcyzvWmZbK2GS7oIHJ6eho+nw9er5d1MzEx0aUbPdm02WyyBVc+n+/q0UCew/TzvU3DB4mhDBTTDalWqygWi0ilUpifn4fP5+PNE/mAAE99tPQygtPeyF7/x4WFBayuruJ73/seAoEAd4e22+2cGQp0p5PT4EYNyTKZDPuI5nK5voLXwuujZ2MCz8pKqMyJUEpx5tRpFh364QAFiT0eD27cuIH3338ft2/fZm9t3ZcYAJeT07+0gLJarchkMl1ZosLFQhsWspyggJ8eRM7lckin00in02x9Q+iHA3RKTtnsPp8PPp+PTz6vXLkCn8/XtWAmdH9tshKgDZtgbijzTs96oUBcuVxGNptFOBzGxsYG0ul0V6CYmgjZ7XZ4PB5uJLW4uIiZmRk4HA7Y7Xa2t9EDivQ8lA1GWcYSKB4ceg/E9c/J2zqXy3H35UajwePH0dERvF4vJicn2TN/ZmYGS0tLvDnXD8IymQxbTHQ6HbalEAYfyu6jAB91gae1MnmAejweTrigAwbamJMdGzV/abVaKBaLbHVClTcUTJQDzOGAAn6kH902idbBSiksLS1x8sXY2BgMw+iyXAPQVRlFPWWi0SiX+1LTKdHN4GOxWLgBNPlVU7k3ec9SAJn2z2RFQesVWi+Vy2UkEglO5KGDUsoIFL0MD7TmpWAfBYvJnm9sbIwPHKg3B+2NKCmsXC4jlUpxf6hwONxl0UdrYNHNcGG1WjE2Nob5+XlOiPB6vc8Fiml9onsJ0+ElNcrsTUwlBlkzQxsops1yoVDAvXv3MD4+zlm/ZEMxPj7O2VZ0AnDax9e9H91uN/x+Pz788EO8//77+OCDD9j/kbL8en0gKejYaDSwt7eHZDKJTCaD+/fvY319HZlMhie0QRbYIFOv1xGNRuH1emEYBpev0KaHJp5KpcIlu0B3Ixj6P2mGfKzpdMrj8WBxcRE3btzA6uoqlpeXOQuDAtJ6xl+z2cTu7i4ikQgePnzIBwqUkSoT2cVD2aB0Ov3o0SMsLCzA6/Vy8E0P5jmdTv4d+jqV9pIOKMOPJrCJiQk+jPJ6vfB4PF2HCrT4oRLfzz//HJ988gkikQgqlYoE/UwO+aHncjlYrVbO7NT9qOv1OlZXV/Hw4UN0Oh243W4A3R79Y2NjcLvdXLpJVkjAszGCGuTRYjkWi2F/fx8///nPsbGxgVQqJf74AwgFbT0eD+bn53H16lUsLCxwg1+v14vt7W1MTEzggw8+QC6XQ6vVgs1mw/LyMmZnZzEzM4P5+XmsrKxwEzzKQDYMA6VSCclkEqlUipsF7ezscNdw0czgQmuca9eu4Zd+6Zdw+/ZtzM/Ps0dxsViE0+nE5OQkYrEYKpUKOp0Orl+/jsXFRU6SoIODUqmEg4MDpFIppFIprK2tcaMgwzC4kaLY2ww+ZHN09epV3L59G7dv38atW7d4X0RrnJmZGU5uoIZ2lIlusVi4SVA4HMZPfvITPHjwALFYDAcHB9y4lSyRJKlm8KEGzTdu3OCPjz76iNc/ZMfXexhJhwrkxz8zM4NcLodoNIof/OAH2N7eRrFY5MNMAJJQM2SMjY3B5/Ph29/+Nq5fv46rV6/i/fff50CxbmGj76npEDSXywEAfD4fisUiH0bp/tXC8EEWozMzM/jOd76Da9euYWVlBTdu3OCsdL3Cm3RAGcOtVgvb29tIJBK87x62uN1QBor1smoqjaNgHU0ytNilTvC0WX4Zuuk5nWKOjY3B4/FgYmIC09PTmJ6e7vK90Tuw6lD5cLlcRi6XQyqV4u71qVQKjUZDFj4XTKfT4aYY1AXearXCarVymST5f+rlcr3ZoFSmQBkWDoeDS6vGx8c5Q9Tr9XY1rOqFDhkKhQJyuRyy2SwHqfUuq6KZi0fPKCb/YeqYS/dHtzOhygQ6fKL7TxttanBIHn8TExOYm5vj8jw9uNxbGkwHUpVKhU/HRSPmRy/fdTgcqFarXRnApDHKrqHxyWKxsMcfjTELCwscKKZMHZoD9UzTnV1gYnwAACAASURBVJ0dBINB7O/vIxaLoVAodFmmCIMFjT26NQTNEUopjI+P8+ba6XSi3W7D4XBgcXERgUAAU1NTmJ2dxeTkJOx2O2drUZZ5oVBANptFPB5HNBplGxRpQjb4ULCu17aNvkdrXNpE0Tqbmk/RWsZqtfLmiTL8kskkisUiV9UopTjwJ2PN4ENzEP1LWtB7fFAlJs0vNNdRZrpe/Vmr1bjSMpFIcNNMvQpUNDP4UJWl2+3mhAgKElN2Oo0pOrTnokbe5G9dKpW4b4skXg0vNHa4XC5MT09zA7upqSn20ae1sW69RxnFdBhFTev0JoeyjhleKKmGKrsDgQDbOU5NTXH1gh7f0e0ji8UikskkDg4OkM1mB/JQgV7TyxjaQDEtMihI53A4uKmU2+3m8jmHw8Gp5uVyGcVikd84PeBHUBYgbd6npqa42ZDf74fP5+MU9d7Ac2+HRL3MIRwOY3t7G3t7e4hGoxxQetOCO40oBHTdf7vdzp2/KduhUCig0+nA4XBgfHycS+Zo4AHQNbhQEIdsJUgzbrebJ7aJiQlYLBZ+Xsqy6B2cstksZ3EVCgVeMJ/GI/l1EO2cDVq86NnE5XKZA8RkI1KtVjEyMsJZEpRRTvYibrcbs7OzmJ6eRiAQwLvvvsul4dRYCnh2QFar1XgMPDw85MfpLZ06r3spuukPygqmTt+xWAzNZhOTk5OoVqsolUrIZDLweDwwDAONRgNutxujo6McIHa73RzsW1pa4mZUhvG0ERUA3lTlcjn89V//NWKxGI8tlUrlhYed54Fop39o3TM6OoqdnR3Y7XaMjY3xOFCtVjE3Nwev18uejqQ5Ooyanp7m0t/R0VH2k200GiiVSgiFQtjb28PBwQHu37/PpXf6gdhFIdp5PWgNG4lEMDs7y3MQbbz1zFCPxwMAXC1Fh1B6XwUK+EUiEUSjURSLRf6gDZZsyocDCgjTwRJVvFHFAlmm0V5KT7IwDIOzteijWq2yNR9VPpi14aGMO/1DwT6n08kfeuKM3qtDh9a6sVgM9Xod9Xod2WwW2WwW1Wr1re+N3gSim/6hPc7k5CSmp6cxNTXFsRg6VNDHGH1P3Wg0UCwWce/ePSQSCaRSKSQSCW7EOwgMsv/tRUKxmfHxcUxPT2NpaQnz8/MIBAKclNO7/6EEsFarhWg0irW1NTx8+JCbxA+KZojTaGcoA8WEUooDweRdVK/XefPk9/sBPLUYmJub4w2znoGsZ/c5nU4O4jidTkxMTODmzZvw+Xzc6ZmCfXoJOUFZfpRtQxk529vb2NjYwObmJvL5/Fud1GQgOT0U9KWT6WQyicnJSbYBIE1duXKFJ5tSqYR2u83efqQFn8/HmetutxsTExO4ffs2N0BcWFjA2NhY1/PrvoCtVgvZbBbBYJBPOovFImq1GnsTv+1NlmjnbNAGZ3d3l0u3FxcXOYhLnXlv3rwJl8vFGX+UMeFwOLoa1fl8Pvj9fty6dYszjD0eD/uzEXa7HbFYDJFIBE+ePMH29jbu37+PXC7HC+rzPPUU3fTH0dERKpUKNjc3AQB+v5833iMjI3C5XFhYWOCmrbS5tlqt7F1Ncx8F/bxeL2+8yJs/GAyynz/5nT958oT9RPWu4OeNaKd/Op0Ostks2u02ZmZm2DfW5/PBarXyxoqCfJlMBoZh4Pr16xwoprGIuoJTBnu73UapVMLf/M3fYH9/H6lUCvl8nht3muG+meEaBplGowEAKBQKiEQi8Hg8ePfdd+FyuTjzj9Y3lNlJFS4Wi4UtJMiupFgsAgAHf2i9qzciE4YDqmKq1+solUrIZrO8Jtat1/TKOb0aT2+Subm5iVAo1GUZoHeTNxtmvKZBgA6VaA1MWqFDKaoE7rX4I2icoUAfWa3VarWuplJmxczXZmb0hqudTgcej4ez0Z1OZ1dlA40vVFlFa+ZOp4NQKIREIoFsNotEIoFyuXzBr+z0iHbODiXvUeKoYRiYnp7G5OQkNz+kGB4dTJHveblcRjAYRLFYxMjICGKx2MBmFJ9mbze0geLeSYGCwORnRSXdNPnMzMzwSSQ1JgPQlXauT1hkGXDt2jW2nJiamoLL5Tqxay9lgzabTVQqFWSzWT4hT6fT7PHXbDYH7kRiWCH9tFotVKtVLmuiTHQaQCYnJzEzM4OFhYUuWwoqd1FKwefzcVCPGgRdv34dfr8fgUAA4+Pjz1mV6NYX5JkUDAY5469UKvGhg1kXzZcZ3Wc2k8kgm80iEAgAeLpQcTgc8Hq9mJ2dRaPR4A0zlYu73W4EAgHOZCfrCQr6uN1uLuPUyzSr1SrS6TTC4TDW1taws7OD3d1dtqEYtInsskLNovL5PGKxGEqlEo8pNK64XC74/X54PB62WdIDxX6/H4ZhcBWDHtwBwBntqVQKuVwOpVIJ5XIZpVKJgz8yHw0u9XodFosFpVKJLYuq1Spn9LlcLhiGwRuto6MjbgZDnsR0YEplmKTLWq2GeDyOZDLJWX4ytgwPlMzQarVQqVSQz+dRqVTYukbP7qMxojcLhw66C4UCSqUSr79pTUMBP2G4oPtOGqL1Dc0plEhDyRDAs4xKCuBQkDkUCnG2Fj2mrHeHD1rHUmUL/Z/uOf1M776aGo2TlSMF+nZ2dpDJZHhPLXoZTvQMYTrIpvWxDmmF1i80t9VqNW5ERhUuFCsSzQw3ejIoWYPqMT/gWc+hXuvPTCbDzXhrtRrHYoZRM0MZKKYJhDoSxmIxTE5OwmKx4Jd/+Zd5sUpBE7vdjtu3b2Nubg4rKyvY3NxEuVxGq9XiDAnysjEMA1NTUxzs++53v4upqSm43W5MTk6ybxvwLEWdPmhASqVS+Oyzz3jTtr+/j3Q63bUREy4WvXQ/m83C4XBwcN/tduPo6Ih9pJeWltjfZmtri0udyHOYHk8pxYG+ubk5fPjhhxgfH+cMC9pgUdCPfGWLxSLW1tZwcHCA9fV13L17F4VCgTtByyLInFDgLp/PY39/HxaLBT6fjw8ErFYrpqencfPmTbjdbrRaLSiluEmiz+djP/QrV66w1cTs7CxPZrrfVqlUQrFYxNbWFoLBIPb29nDnzh1ks1mUy+WuQyjRi/mhMSiVSqHdbmNtbQ25XA4zMzPw+XwAngZmrl27xn6PhmHAZrNhcXGxqzs4HYrqDTJpHjQMAzs7O9jc3MTW1hYSiURXaZ4wmJBfeb1eRyKRYD3Q2mVmZobXLGNjY5ibmwMATE1NdTXG1NdTjUYD1WoV2WwW+Xyexx/xxx8+9M7eFLTb2NhAvV7nplOUaEENgmw2W9fv0e/u7u6iWCyiWq0iEokgFovJRnyI0QN+FPjd3d1Fo9Fg6wn9QIF0QEFlsphIp9P4+uuvkUqlkE6nUSwWpUnmkELz1eHhIUZHR7miKpVKsdWa7n2tJ32R33k8Hkc4HEYwGEQmk2G9yGHU8ELrExpzHA4HVzxRFbi+/rVYLMjlcqjVahgZGUEwGEQoFEKlUkG5XEYmkxkIqxLh9SHt2Gw2TgQ1DAOVSoX3SvrBZKfTwZMnTxCPx9HpdHBwcIBwOMwV3cPaiHcoA8WEbl5Op43JZJKDcpTh22w2MT8/j4mJCQQCATgcDuTzeWSzWczOznKnXqLdbuPKlSt49913ceXKlS6zdH1zTZ/rJ1fRaBQPHz7E7u4uKpUKWq0WCoWCNJkyGZRFRR/tdhvxeBxzc3NwOBwcxK1Wq3yYMD4+DovFwpnHgUCAm0bpzTxmZma6uoKTbihoozfwyOfzyGQyKBQKiMfj2NjY6Fosy+bcvFDQv1wuIxqNwjAMDso4HA4EAgFuOOZ2u9Fut9lSYGxsDF6vlxc4DoeDS6oo0KyU6so4z2azyOVyCIVCCAaDCAaD3MSDsv2EwaLT6aBeryOXy+HevXvsFforv/Ir8Hq98Pl8fDhJc5TFYsHU1FSX9Q2V+ZLn49HREQqFAlKpFO7du4ednR0kEgk+vByEUk3h1VBVA/lbl0olrK6usn0WjTW0maLy8N4SzXa7zVntxWIRsVgMoVCoyzpAGD6Ojo6Qy+V47Pje977HHsRU2aBnhQLPMnDq9TpnhgaDQW6+u729jXg8ztoShg8adyKRCK9Vvvvd77Jtid4AmgI8FouFKzopSJxIJLC9vY1MJsPragn6DS9k1/bll1+i2WzCYrHgxo0bsFqtz/VsKZfLODw8hNvtxtbWFra2trCxsYFoNMqBP6lyuTw0m00UCgXcuXMH7733Ht59911MT0/z97xeL++z19bWkEwmMT8/jzt37uDRo0fY2dlBoVBAsViUMeYSQPETWqvk83l88cUXWFpawuLiIiwWC5rNJvL5PEZHRznZ8969ewgGg3C5XNjd3UU4HOaKOto3DRqv8kcf2kCxblpOm+1KpYJcLoepqSluPnZ0dASlFCYnJzExMYFGo8GDitPpxJUrV+D1euHxeHjzVC6XcfXqVdy6dQsej4cDgL0BYgBcElOv11EoFJBMJrG7u4tYLMYZqeQ5KxOaedD1Azy9j7lcDoVCAV6vl7NFm80mB4jp6+QbPDs7C4/HA6fTySUN7XYb09PTmJ+f5405bcJ0+4B2u83ZxLlcDtlsFul0GvF4HPV6nU+uRDPmhpol5PN5WCwWeDweeDwejI+PIxAIcNDY6XTCMAxYLBa4XC4ODI+OjmJ0dBSGYXCTMuDZwE4ZW7TAKRaLSKfTbHVBm3X9EOoim5MJZ4PusWEYCIVCPOZ89NFHsNls8Hq9bEGia4h8t3obs9LBQr1eRzKZ5CaqiUSCbSfM7P8onA3aGFHzVVrzUKM7OuSkA0sAz2USHx4eol6vsw9xNptFKBRCJBLpsigRvQwXtJGq1WooFArsD9obJO5t+kxro1qthkqlwofcmUwG5XIZ8Xgc2WxWxpghhsaZfD7PjVUpYUIv9dUTIyjJIpfLIZ/PI51OIxqNIpFIIJ/Ps2e+HC4ML5R9HgqFOHFLDw7rljalUgm1Wg1KKUQiEWxsbCASiSAejyORSPD+WsaY4YfWKZVKBVtbW3A6nZiamuK1Sbvd5obetVoNOzs7iEajODo6wsbGBr766iuUy2XU6/WBbEgmnB1as9J6pVQqYXNzk+0fqWl4MpnE+Pg4Wq0WEokENjY2sL+/j6mpKezv7yMajQ59/G5oA8X6BkcpxU3Arl69ykFfyt7z+/18ekA/T76O1PjO6/XyhEXBG/L508unKNhHCyBq4pHP5/H5558jnU4jn88jHA7zwFQsFrkBGj2OcLHQvVRKoVqtQimFRCKBeDzO2XsU8J2YmGDNULMot9vNZS5Op7Mrs0/fZNFzkV4oO6vRaHAmRTqdxk9/+lNkMhk+/SLbFNlsmRf9ntJBVSQSwfLyMvx+P2cSU1Oy3kCw7pXU262X7j2NL4lEgsck6vRMB2StVuu56xLMT2/wjQ6HyKpmbGwMbrcb09PT/DXaTFksli4PPwoQFwoFlMtl5PN5/O3f/i2X3ZFOyUdUNDI80LhBZbukHcompgBgr14o+zwUCnHmRDqdxv7+Ph4+fIh0Oi16uQSQJijbnJpM6QdRlBWqlEIymUQ6nUalUsFXX32Fzz//nMedRCKBZDLJmaGim+GF1j9kJwCA18C6bqhCzuVy4fHjx1hfX0epVMLa2hru37/PiTTiGzrc6OtasgCIx+Oo1Wrsl68HBO/evYtkMonV1VU8evQIX331FSfUxGIxHl9EL8MNBfuazSYAIBQKwePxwOVyYXV1lZuS0fr3k08+wY9//GNEo1Hs7e1ha2uLK6PILkkYfmh+Iiu1VquFkZERPiywWq1cedlutxEOh/Gnf/qniEQiqFarnFwz7EFiYIgDxcCzhgqtVgs2mw3NZhPFYpFLmKghGVlU0Oe0CKbuzBaLBWNjY7ww1i0t9Ow8yv7K5XL8vKFQCNFoFNFoFGtra5yRk8lkuMGDnvE3zGIbJOg+0AaIvB4p6478a2iTrXeHt9lscDqdvLnS/WT1wJ/urUTWKMFgEIZhoNls4uuvv0YsFkMsFsPBwQGbpute1sM+QA0y+sK32Wyi0WjwplsvpaNs0JOCfb3NO+jxSI+RSATJZBJPnjzh0qpQKMSb9WE22L8M6FUqIyMjPO/QISPwrHsvlYDrlTI0lpRKJa6IoGaHOzs77I8PPGteJXoZTmgciUajGB8f50NO6qlAVS10qNBoNLgh5i9+8QvUajW27yLfc2mOOdzo66DDw0N89dVXODo64soYOpCqVqvsgR+PxxGPx7G+vo719XU8fvwYrVaL1zgyJ10eaP4pFAr44osvkMvlcPv2bU7AabVaiMfjKBaLUEphZ2cHBwcHiEajCAaDyOVyXVV2opnhh8aaQqGASCSCTz75BAsLC1heXsbNmzehlEIsFkM4HEYkEkGhUMD29jaSySQfSMl++nJBwWIAKBaLiEajbNnn9XoxPj6O1dVVZLNZ3L17F9FoFPl8Hru7u8hkMpx8JZYTlwvaU9frdfbUJ3/rZDLJjTJnZmaQSqUQjUa71r16359B5lXj5FAHikkEevM6CrbV63XY7XYA4MxPq9UKh8OBiYkJ/pwCe72ZfSe9sdTAI51Oo16vo1qtYmNjA9vb29je3maPv3w+z5YYlEEqk5o56fWxoXJKr9fb5f1JWcZut5s/p/upa0d/XABdQehCoYCNjQ3O7nvy5AlCoRDC4TDi8TiazSZPhqKXwYHucbvd5qw+sqqhQDE1mtItbPTxRt8skT6oUefe3h7u3buHyclJWK1WHBwccDMYKr0SBhe6fzRPWSwWVKtVNBoNAOg6gKJxgbRlGAZqtRoymQxCoRDK5TLK5TJSqRT29/dxcHCAYrHI1Q3iTTyc6PqIxWKYmpriqgO9ooXGKbIO2NjYwP379/HJJ5+wdRJ1B6/X66KTSwJ5zq6trcFms2FpaQkLCwt8yFCtVlGtVlGv17mh1GeffYadnR3s7u52PY4cLFwO9CSIUqmEu3fvolqtwuv1YmFhAUoptrRJJBKoVqvY3d1FKBTCxsYGcrkcyuWyaOUSoWcNF4tFDhSvrKywnZ/FYuGGmOFwGHt7e4hGo8hkMiiVSkMTvBHOBh0OVCoVxONxTtqbnJzEzMwMlFLIZrNcDVWv11Eul1Gr1eTw8hJD9pB0mF2pVJBIJPD48WNOHF1YWOAqB9LJZcgkJoY6UEw3VCnF2bu0EbZYLJienuZmUpRdDKArA/QkP0+ahHT/yE6ng0wmw+VRm5ubCAaDePToEZLJJFKpFGq1Gpeh6xv6yyC0QUQP5tIhAPk7Li0twe/3Y2JiAj6fjxtHORwOzvo76fH0DGUK/B4eHmJjYwOZTAbVahWfffYZHyyQbqnkThZAgwVpyGq1wul04t1338XKygqWl5exvLwMl8sFl8vFzQ57M4ip4U+9XufDp0wmw5MaNe9otVr47LPPuBmZ3qlVGGxoXJmbm8PS0hKuXr2K69evY3Z2lm1tAHCGOgC0Wi3uIL+7u4vt7W08fvwYhUKBMycajQZrTjJDhxM65KbmmNPT05idncXk5CR7WlMTTZqbstksCoUCcrkc7t+/j83NTSSTSdYIzVmvaoAhDD6kHzqgoua8lHQBPDuoAoCNjQ3O9Hvy5Any+XxXJ3DRy+WD1rq0IacmdR6PB+12G16vF/V6HT/72c8QCoWQSqUQDof5d4TLB1UpAGA7P8Mw4Pf7MTo6inA4DKfTCa/Xi48//pgrrKhqT7icUGJgLpdjf3yy2qLmhpVKhde6pVKJK6lEN5cXuv8Ua6HkGVr/UE8F2o9ftmruoQ4UA8+CLVRWq58g0QABoMtKQrcJeBl6aW+lUkEoFGJri2g0imQyiVwux19rNptS2juA6F6zlJGnHzpQhmivtUTvY9C/9DmVV4XDYTx69Ij9qw8ODpBMJrnEQbqDDyZ0SEWHDGQ/QU1Z9CZSvc06eg+SqCri6OgIlUqFm2Kura2xjzWV3UmJ5nChZ3uSjz5pZ2RkhG0m6Gd1y6VGo4FUKoVsNssn5ZQtSlmhkuU3vOj3lDRkt9thsVh4PeRwOGC1WvlggRphptNp7O7uIh6Pc8aFftgperk80D0HwHNQLBaD0+nE6OgoW9tQQ6lEIoFisSiBm0uOPh9Rz5h8Po+trS228yMv2v39faRSKfYsljLwywvpptVqoVqtst3jvXv3YLFYUCgUkM1mkc1mUSqVOMAj+ySB1ssUFKY189bWFo6OjthXlvZUspYRgGdrZYoXUvxPKYVSqdQVHL5sCZ6XIlCs+4Sm02kO3FarVYyNjXGGcW9w+KRs4l5xdDodVKtVRKNRfPXVV9zgJZPJoFAooFgsolwuo1qtXqpU9WGBBgTyrclms/B4PMjlcvB4PPD5fGxbQpl9Jz0GoQd9Dw8PkUgk8Mknn+Du3btIpVIolUocwCG9yOJncKFFCzWtTKfTGB8fx8TEBFuW6I3H6Hfo9/RFDwWAK5UKdnZ28Bd/8RdIpVKsFVn0DB90/ymDL5/Pw+VysSc6gK4GPzS+0MFEvV7nLK16vY50Oo1cLod4PN7lySaaGV70g85KpcLzFGVskUd6rVZDtVpl3/NYLIbHjx9z4Eayzi8vNAcBQLPZZFuA0dFRTExMIBaLIZlM4rPPPkMikUAmk0GxWJS1i8DaoUSLVCqFeDzOGerBYBCJRAJra2tdPTiEyw2te4rFIh9i7uzssJcoZRGXSiXZJwldkBZqtRonb+VyuecyQWU9I+j0xmqIarV66YLDOqcKFCulJgD87wBuAzAA/BaATQD/F4AVAEEA3zcMI/9WrvI1oGDv6OgonE4nxsfHYbPZ0Ol0kM/nuaTO7XZzkJgytPTmQO12mzORlVK8Ee90Onjy5An+7M/+jLO17HY7lz5QgJg285dNaIOsHcJiscBut8PlcnGDw0QiAZvNBqvVivn5efYqbrVaUEphbGysK2iTz+e5Q3ytVuMF8Zdffok///M/Rz6f58AwZVNc9kls0LVDB0/U3NDpdKJUKiGdTsPpdHJVg81mQ6lU4nGITjSr1SqCwSBisRgikQiKxSLy+TzK5TJCoRCCwWBXY8PLOL6cxKDrhqDKBJvNBrvdzsFishchOxIai+bn53lTnkql8Pnnn+PRo0f4xS9+wd78NO5QWa/opZth0Q5BtgFkk0XlmJlMBmNjY4jFYrDb7Xj33XcBgPsq3L9/HxsbG0gmk10HUKKXFzNs2tEro8i3mhpfkhfxyMgIAoEAqtUqSqUSdnZ2UCwW2f9aOB3Dph0d2vtEo1GUSiVuXgcADoeDE2kqlQpXTQmnZxi1o9uu5XI5lEol2O123iNRkymxWOufYdQN0F2NSXMQxXLo+/rPCmdnWLUDnKyJy66T02YU/xsAPzIM4z9TStkBOAH8PoCfGobxB0qp3wPwewB+9y1d52uhl+XSqXaxWITL5WJfI/Lp6204Rpl6VAJTq9XYFqBYLMJqtWJ9fR0bGxtc9j06OsqnnbTJusSL5oHXjq4fyoyoVqsol8vcPIEyQ4lOp8MHC9VqFdlslm0lyL7CMAxsbW2x8b5e2imbcgADrp1e6BCANtW1Wo1Ld2lRc3h4iGw2i3K5jFwuh/39fUSjUWxubqJYLPJhA/mh61nIAjNUuqHxh/RBthEejwdut5sPC0qlEqLRKAqFAuLxOB49eoS1tTWEQiHOCNU3YMKJDJV2CD0znbLSXS4XstksV8RUKhWUSiWsr68jGAzyvCRz0akZWu2QfUCpVOJNdzweR6fT4dLvarXK1VCHh4cXfdmDxtBqh8aearXKBw60/rVarTw36ZUxwpkYSu1QQJj24GQVQBZtcnj52gylbgjSBtn/0deEN8JQa0foRr3qD0cp5QXwJYBrhvbDSqlNAP+RYRhxpdQcgJ8bhnHjFY917n+lFOhzuVxwOBwYHx/H6uoqrly5gg8++AAzMzOYnp7GtWvX4HQ6MTY21vV72WyWSzLJ0+9P/uRPEAqFEIlE4Ha70Wg0kEwmOTDc2znerIOTYRjPe2u8QQZdOwQFge12O2ZmZjA5OYlbt25hdnYWc3Nz+LVf+zVMTU2xnQAFdg4ODpDL5ZBKpVCpVJDNZvFHf/RHHAi02WxsSzBoi55B0c5F6kb3OqemmUtLS/D5fPD7/fj+97+PhYUFzM/Pc9bf0dERPv74Y+4WXywWUSwW8emnn3ZlUwAY1GDfLwzD+M7bevBhGXPoHiulYLVaYbPZ4PV64XQ64Xa78eu//uu4du0abty4weNIqVTCD37wAzx58gTJZBLNZhPNZhP5fH5gxpWXMShjzvHvmOINp/FndHQUNpsNo6OjuHXrFhYWFrCyssKWFPF4HA8fPkQymUSj0ehqujoMiHb6Q+/ZQRUvY2NjcLlcvNatVCqoVCpdHqHDMN4Qop3+0ecxvSkiAB5fBm3texYGRTtm000vL+r5MsTIOlnoi0EZc45/R7RjIl6kndNkFF8FkAbwfyilvgngFwD+JYCAYRjx459JAAic9MtKqd8B8DtnvuLXpHdioZNsyuJMpVJoNpu4evUqrl27BofDAZ/PB5/PB+DpREQesul0Gg8ePOgqX3A4HHC73SiXy89156UGQ/Q4b+v1DcBkOZDa6bmGrmzPXC7H9iJ036lDM3lnGYaBer2Og4MDRCIRfPzxx3wifnR0BKvVyqXkeiMq/fnO4zWZnL61YwbdELQBouBLLpfDyMgIXC4XotFoV4Mpytg6ODhAKBTC559/jsPDQ9YZWePoJ+XneR+HXTeAubRD6M3pHA4HLBYL8vk8QqEQ6vU6xsbGeGzKZDKo1+vI5XKmyhwW7Zw/9J7TARQ1zjw6OuKmUdTUjnyIqaTXTIGby6gds71mPdDXbrdRKBQAPBub6HuX3S6rT964dgDzBNMo6YbWxr2HT/R9sZzoize2TjabbojevXzv1812vQPCGx1zaG9ilvWm8FYR7VwyThMotgL4NoB/YRjGF0qpf4OnKeWMYRjGi04GUwq8zAAAIABJREFUDMP4QwB/CDw7PXjbi+DewBs9HzW0y+fzvMFWSnFThXq9zgEZ8oOMx+NIJpN4/PgxZ4uWy2XUajXOBtWb1OmvSyawN6+d86TXdqLT6aDRaPBGm7xDyStWHfuJUnlvKBRCOBzG2toaD4K9FhP64Hhem8MBWWD1rZ2L1s3x83bpR29I5nA4UCqVEA6HudzSZrOh1WohnU4jGo0ikUggHo+byoZk2HVz/L0L1w7RO/5QeW6z2UQmk8Hh4SGq1SocDgdarRY3UG02m3woSvfqIgNPva/DxLxR7VzUe37SwSNlCJMlEh1cWa1W7r9AdgFmC/ZdRu0c/3vh+jm+Nv46jUPtdrtrXX2R1/syLqt2zIg+Fp30dbMx7No5ab7SvvdWL3rYMaumNd7KmDMAr1t4fd74Ovn4c/r+27tyoS9OEyiOAIgYhvHF8f//bzwVRVIpNaelmafO8sRUan3WUwQ6fdCzZQjKstN/lgLBvUGber2O9fV1xONxPHnyBPfv38fKygq++c1vwmKxoFKpYGdnB4VCAYVCAQ8fPmTfYXouCvDQKfnbKqM66Q9oQP6Y3rh29Pt4Vu28KGBx0ntJGRCkIf3j6OgI8XgcpVIJoVAIm5ubWFlZwfvvvw+73c7aKZVKKBaLCAaDaDQa3DWcnk//G6Cvven7etLi77JqhzJazvr6X7RxftHPknZ0zdC4RY3IUqkUIpEI5ufnsbq6ina7jWq1inA4jFKpxM3HqJxXf0798OttoWcvn/QaTayhtzbmvK52XvW79LO6fY2uIbI2KpfLKBQKmJiYwOzsLBqNBhqNBgqFAlqtFvvKnnTIcB6LMdHOM153vgJOf6/05+r9Vz/UrtVq3NyX/B+bzeZz19j7vBepnQHYRJhqnfw62ul9jE6nw2NJu91mT2s66Narol709y3aeSlvTTsAzpSpe5a1jv47vb9H6LqlwwV9Lu3ds10UL7qGy6QduhdWq5X/rk/LSe/fq9bJvb93mj2Z2e7Dy3SjlDJzluRbGXNsNtuZLat6x49XrbNP0s6r3udB0w5g6gzbN6odGnfelHb0f0/6ef1fwNTv8wt51Zz5prX+ykCxYRgJpVRYKXXDMIxNAH8PwNfHH78J4A+O//3haZ5Qn3jP8mJ6N0EWi6VrIiOxnRQMooUsTX76RrxWq8FmsyEajfImO5VKoVaroVwuc8CGGnYcHh7ygpQemxbQbzo43JvJ0ft9/bW/7PcvirelnePHPvV19A4OpJ3e91d/fPpap9N5LqBLGmu1WrDb7SgUCgiFQuh0OpytTr59FMShgN9JE+LbDA7rf2+9X3/RQmbYtNNvkI9+l/7tfV90/ej/B8A2JPS5rh+aECuVClKpFJR66oVOWqGMvxeVgL+t+/Mi3ej/f9nGadh0A7zea+rVDt3/Vz0maYd+p1d7VPFSq9U4i5hsbPSmdb3X8bqv5zSvla7vpCAA/T30ZiCaZTP+prWjPe6Zr0V/305T0n/SON87VunrI6pwqFarz3WRvwjomnu10zvu0CbiVeuj8+Ztaud1DqfOcjj6sr9FWnPTPVFKcaCYLNn09c1534/etb8eNKbPL6N2Xge6r/2MO/rfLSVc0P9prAGejW30vYs4ZKBrBLrXbfqYeRm0o+95+tmb62P2q4K++vdedsDTu4ai+Yn2ZKfV5ttCf45e3ej7KzNoRedtjTn9aofQ7T2Pr5N/rvdxT9rTvujrL7oXrwooXpR2zMzb0E6/4w7N+UD3fPWy9TDdfz2O16uv0+x3X6adt/233jsP9e6l3vQ6/jQZxQDwLwD8mXra3XAPwH8FYATAnyulfhvAAYDvn+WJe2/KaQZ8/c140SLmpE2xPqGQnxr5CLdaLQ7kHR4eotVq4euvv2YfWmpiR4ub3oWEXtJJX+sniPmi96X3tbwqmPOiyfoCeaPaeRNBm94BpXdTelLAT59o6L6Tv2ylUkGn00Gr1cL+/j4HkGu1Gi8wewewN/maXvY4rwrs9f7MMGvnrJwUoNMHYF07L1sk9y5Q6PvNZhOFQgHtdhuRSASHh4ew2+2cOar/7JvUTe/jvUwbJ31+0msU3XRzknZO+/epL2J75xv6nU6ng2aziUqlgkwmg6OjI4yOjj53wHDSmPOm7tOrNva9m4DeBfvbuKY3wBufr8668D9p433S3+uLtNM7zuiPS1mGhvHMiqvT6WB0dPTEQPFJa5A3Qe9CV//6SePpSe9D78+bgLe6Tj4Nve/ZaTbeL9pg6+jBPloPkVZoXjzNWvxNcFrt9H5dtPNy3sS4c9L/SYe6Jgn6+klBnLOOm72v5UVz08sCAvrr1ufek7RjIt74nNXP3wS9Jy9bJ9Pj68/1ssfrDebo9+llQcR+Octj9e4ZT6ObN329r8kb181ZsjP1v7XePbj+My+6z73Bvl70Meek/Yy+Vup9zn54nfv6sv0W8PKA+QXxVrRz1r+9F2nnRff1RX+P+u/0jjO9ax19X/WmgsX93NcXXe/rPu6Jz3WeolNKpQFUAWTO7UlPzzTMeV3A27m2ZcMw/G/4Md8aSqkygM2Lvo4XINoxKSYfcwDRjmkR7fTNpdYNINp5DUQ75taOWXUDiHZkndw/l1o7Jh9zANGOaRHt9M2l1g1geu2YVTfAOWvnXAPFAKCUum8YxnfO9UlPgVmvCzD3tZ0XZn4P5NrMjZnfA7k2c2Pm98Cs12bW6zpvzPw+mPXazHpd541Z3wezXhdg7ms7L8z8Hsi1mRszvwdybebGzO+BWa/NrNd13pj1fTDrdQHnf20vztsXBEEQBEEQBEEQBEEQBEEQLgUSKBYEQRAEQRAEQRAEQRAEQbjkXESg+A8v4DlPg1mvCzD3tZ0XZn4P5NrMjZnfA7k2c2Pm98Cs12bW6zpvzPw+mPXazHpd541Z3wezXhdg7ms7L8z8Hsi1mRszvwdybebGzO+BWa/NrNd13pj1fTDrdQHnfG3n7lEsCIIgCIIgCIIgCIIgCIIgmAuxnhAEQRAEQRAEQRAEQRAEQbjkSKBYEARBEARBEARBEARBEAThknNugWKl1D9QSm0qpXaUUr93Xs/7gmu5opT6mVLqa6XUmlLqXx5//b9TSkWVUl8ef/yjC7q+oFLq8fE13D/+2qRS6t8rpbaP//VdxLVdBGbRjuhm8BDtnPr6RDsaZtHN8bWIdgYI0c6Zrk+0oyHaOdP1iXY0zKId0c3gIdo59fWJdjTMopvjaxHtDBCinTNd34Vq51w8ipVSFgBbAP5jABEA9wD8U8Mwvn7rT37y9cwBmDMM44FSygPgFwD+UwDfB1AxDON/uojr0q4vCOA7hmFktK/9awA5wzD+4PiPymcYxu9e1DWeF2bSjuhmsBDtnOn6ghDtADCXbo6vR7QzIIh2znx9QYh2AIh2+ri+IEQ7AMylHdHNYCHaOdP1BSHaAWAu3Rxfj2hnQBDtnPn6grhA7ZxXRvFHAHYMw9gzDKMF4AcAfuOcnvs5DMOIG4bx4PjzMoB1AAsXdT2n5DcA/Mnx53+CpyK+DJhGO6KbgUO083pcVu2YRjeAaGfAEO28PqId0U6/iHZkrdMPl1U3gGjndbms2jGNbgDRzoAh2nl9zk075xUoXgAQ1v4fgUluglJqBcAvA/ji+Ev/XCn1lVLq315gGYAB4P9TSv1CKfU7x18LGIYRP/48ASBwMZd27phSO6KbgUC0c3pEO88wpW4A0c4AINo5G6KdZ4h2zoZo5xmm1I7oZiAQ7Zwe0c4zTKkbQLQzAIh2zsaFaudSN7NTSrkB/AWAf2UYRgnA/wbgOoBvAYgD+J8v6NL+Q8Mwvg3gHwL4b5RSv6p/03jqF/L2PUOEExHdCP0i2hH6RbQj9ItoR+gX0Y7QD6IboV9EO0K/iHaEfhHtnMx5BYqjAK5o/188/tqFoZSy4akg/swwjP8HAAzDSBqGcWQYRgfAH+Fpevy5YxhG9PjfFIC/PL6O5LGPCvmppC7i2i4AU2lHdDNQiHZOiWinC1PpBhDtDBCinTMg2ulCtHMGRDtdmEo7opuBQrRzSkQ7XZhKN4BoZ4AQ7ZyBi9bOeQWK7wF4Vyl1VSllB/CfA/jrc3ru51BKKQB/DGDdMIz/Rfv6nPZj/xjAkwu4NtexmTaUUi4A/8nxdfw1gN88/rHfBPDD8762C8I02hHdDByindNdm2inG9PoBhDtDBiindNfm2inG9HO6a9NtNONabQjuhk4RDunuzbRTjem0Q0g2hkwRDunv7YL1471bT2wjmEYbaXUPwfwYwAWAP/WMIy183juF/ArAP5LAI+VUl8ef+33AfxTpdS38DSFOwjgv76AawsA+MunuoUVwL8zDONHSql7AP5cKfXbAA7wtBvj0GMy7YhuBgjRzqkR7WiYTDeAaGdgEO2cCdGOhmjnTIh2NEymHdHNACHaOTWiHQ2T6QYQ7QwMop0zceHaUU+tLQRBEARBEARBEARBEARBEITLyqVuZicIgiAIgiAIgiAIgiAIgiBIoFgQBEEQBEEQBEEQBEEQBOHSI4FiQRAEQRAEQRAEQRAEQRCES44EigVBEARBEARBEARBEARBEC45EigWBEEQBEEQBEEQBEEQBEG45EigWBAEQRAEQRAEQRAEQRAE4ZIjgWJBEARBEARBEARBEARBEIRLjgSKBUEQBEEQBEEQBEEQBEEQLjkSKBYEQRAEQRAEQRAEQRAEQbjkSKBYEARBEARBEARBEARBEAThkiOBYkEQBEEQBEEQBEEQBEEQhEuOBIoFQRAEQRAEQRAEQRAEQRAuOZciUKyUCiql/v4pf9ZQSr3T5/P0/buCORHtCP0i2hH6QXQj9ItoR+gX0Y7QL6IdoV9EO0I/iG6EfhHtnI1LESg2A0qpf62UCiulSkqpA6XU71/0NQmDgWhH6BfRjtAPohuhX0Q7Qr+IdoR+Ee0I/SLaEfpBdCP0yyBpRwLF58cfA3jPMIxxAN8D8F8opf7JBV+TMBiIdoR+Ee0I/SC6EfpFtCP0i2hH6BfRjtAvoh2hH0Q3Qr8MjHYuXaBYKfWRUuozpVRBKRVXSv2vSil7z4/9I6XUnlIqo5T6H5VSI9rv/5ZSal0plVdK/VgptXya5zUMY9MwjKr2pQ6AgU9Jv0yIdoR+Ee0I/SC6EfpFtCP0i2hH6BfRjtAvoh2hH0Q3Qr+Idl7NpQsUAzgC8N8CmAbwHwD4ewD+Wc/P/GMA3wHwbQC/AeC3AEAp9RsAfh/APwHgB/ApgP/ztE+slPo9pVQFQASAC8C/e50XIpw7oh2hX0Q7Qj+IboR+Ee0I/SLaEfpFtCP0i2hH6AfRjdAvop1XYRjG0H8ACAL4+y/43r8C8Jfa/w0A/0D7/z8D8NPjz/8WwG9r3xsBUAOwrP3uO6+4FgXglwH89wA8F/3eyIdoRz5EO/Jhng/RjXyIduRDtCPaGZQP0Y58iHbkQ3QjuhmED9HO2T4uXUaxUmpVKfX/KqUSSqkS8P+z966vkadpltj5heL2i/v9HpJCUmYqb5XV1d3TVd0MDHgM9odh8QcvtsHYYJjF2GCDbTzeP8CsvxgWf7AZswYbG3YNttkFwxiz4J51u5mqqa6uW2blRZmp1CVCcb/fFeEPyvPkG8qsrqzIkDIkvQdEZaVSilDE0fs+l/OcB/8lTjoJKvaUP+8CSL388xqAf/hSol4HUMXJm5x+28efnuALAD2cEEPjgkBzR2NeaO5ozAPNG415obmjMS80dzTmheaOxrzQ3NGYB5o3GvNCc+eHceUKxQD+WwDfAbg2PTGR/vs4eWNVZJU/rwI4fPnnPQB/bzqdBpQPczqd/n9zPA8rgM05vk7j/UFzR2NeaO5ozAPNG415obmjMS80dzTmheaOxrzQ3NGYB5o3GvNCc+cHcBULxV4ATQBtwzC2Afz7b/g3/5lhGEHDMLIA/iMA/+Tl3/93AP4LwzBuA4BhGH7DMP71H3pAwzAshmH8vZff0zAM448A/AcA/vkifiCNc4Pmjsa80NzRmAeaNxrzQnNHY15o7mjMC80djXmhuaMxDzRvNOaF5s4P4CoWiv9TAP8WgBaA/x6v3nAV/xTA5wB+D+D/BPCPAGA6nf4fAP4rAP/YOJGofwPgX33Lx/3XAOy8fNz/GcB/8/JD4+JAc0djXmjuaMwDzRuNeaG5ozEvNHc05oXmjsa80NzRmAeaNxrzQnPnB2BMT8yUNTQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0riiuoqJYQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDgS4Ua2hoaGhoaGhoaGhoaGhoaGhoaGhccbxTodgwjH/FMIyHhmE8MQzjLxb1pDQuPzR3NOaF5o7GvNDc0ZgHmjca80JzR2NeaO5ozAvNHY15obmjMQ80by4n5vYoNgxjBcAjAP8ygH0AnwH4N6fT6f3FPT2NywjNHY15obmjMS80dzTmgeaNxrzQ3NGYF5o7GvNCc0djXmjuaMwDzZvLC+s7fO0fAXgynU6fAoBhGP8YwN8B8L2kMAxDb85bIkynU+M9PbTmzgXHReGO5s3SoTydTqPv6bE1dy4wLsqZ8/LfaO4sETR3NOaF5o7GvLgo3NG8WTroOFljLlyUM+flv9HcWSJ8H3fexXoiDWBP+f/9l383A8Mw/twwjL81DONv3+GxNC4XNHc05sUPckfzZqmx+x4fW3NHYx7o+0pjXmjuaMwLzR2NeaFjnYsNHSdrXDTo++qS4l0UxW+F6XT6lwD+EtDdA40fB80djXmgeaMxLzR3NOaF5o7GvNDc0ZgXmjsa80DzRmNeaO5ozAvNnYuHd1EUHwDIKv+fefl3Gho/BM0djXmhuaMxLzR3NOaB5o3GvNDc0ZgXmjsa80JzR2NeaO5ozAPNm0uKdykUfwbgmmEYOcMw7AD+DQD/bDFPS+OSQ3NHY15o7mjMC80djXmgeaMxLzR3NOaF5o7GvNDc0ZgXmjsa80Dz5pJibuuJ6XQ6NgzjPwTwfwFYAfA/TKfTbxf2zDQuLTR3NOaF5o7GvNDc0ZgHmjca80JzR2NeaO5ozAvNHY15obmjMQ80by4vjOn0/CxCtB/JcuE9bsf80dDcWS5cFO5o3iwdPp9Opz9730/ibaC5s1y4KGcOoLmzbNDc0ZgXmjsa8+KicEfzZumg42SNuXBRzhxAc2fZ8H3ceRfrCQ0NDQ0NDQ0NDQ0NDQ0NDQ0NDQ0NjUsAXSjW0NDQ0NDQ0NDQ0NDQ0NDQ0NDQOHMYxoURQV9J6EKxhoaGhoaGhoaGhoaGhsYVhC7YaMwLzR2NeaB5s/zQheIfCZLaMAxNcI25oLmj8WOgzxyNeXGaO5o/GvNA80ZDQ0Pj8kKf8RrzQnNHQ+Pywvq+n8AyYmVlBRaLBRaLBdPpFIZhwGKxvDHZHo/HOD4+xvHxMabTKc5zOaDGcsEwDOHOysoKJpPJzN+f5s9oNBLuTCYTzZ0rCsMwYLPZZnjDc2dlZUW4QwyHQ+ENzx2NqwmLxQKbzYaVlRVYrVaMx2PhDv9eBbnDe0vfWVcTvIccDscMd3hn8dwhptPpzJmj76yrC3LHbre/xp3JZCKxMgDhB8+ZyWSiz50rDHKHdxPjnclkgvF4LP9GPVtULqkfGovFsr+mhmHAarW+Ficz5gFmfwY1Zn7T5zUWi2V+bdUaDus6jGmA73/uhmEs9c+lcT5QBTcArtwdpAvFCk4nTzabTQjBoEYtIANAv9/HeDzGYDCQQOcqEUjjBLyAnE4nrFYrbDabJEQWiwVWq1X4w8un1+thNBoJd3TiffXAoNflcsFms8Fut2M4HErCbbfbYbVaZ4LebreL0WiEXq8nybfmzdUCz5uVlRW43W7Y7XY4nU4MBgMcHx/DMAw4nU5pQADAZDJBt9vFcDhEr9eTorHmztUCuWO1WuHxeOBwOOB0OiWWmUwmcDgcsNvtACBnzHA4lHNnOBwCgCRaGlcDp8+d09wZjUYS6/Be4vkyHo+FNywYa1wdkDsWiwUulwt2ux0OhwOj0UjiYMY5avGP+ZbaGNfcuTpgXm6xWOBwOCROZrO73+8LV9R4hnGPbjCcPd7X63q6Ifl9/0bNwW02mzSnBoPBG/mhCrqYr2vunB3ex2v7Ntzhv1PvLrXJcFU4oQvFeKX4ZLKdy+Xg9Xrh9/slOWq323A4HLBarVLYG4/HcLvdaDQa2NnZAQAJZjQuP3iAWK1WOBwOuN1ubGxswOv1wuPxYDAYYDQaodVqwTRNKQJS0WeaJmq1Gh4/fiyJlubO5YaqKrfb7TBNEz6fD1tbW8IbFmKazSZM04TD4UC/35fk2ul0olKp4NGjR+j1epKga1xuqAGLaZpwu90IBALY3NyE1+uFz+dDt9tFv99HvV6H2+2G0+lEp9ORYp/T6US1WsWDBw9gsVgkQb8qAc9Vhaqmcblc8Hg8CAaDyOVy8Pl8CAQC6HQ66PV6KJfL8Hg8cDqdaLfbojJ2OByoVqt4+PAhrFarFI35eY3LA7Uxefrccblc8Pv9WF9fh9frneFOoVCA1+uF0+lEo9GQr7fZbGg2m3j27BmGwyHG47Hcafrsufj4PlsjNd5xOp0wTRMejwfZbFZyrH6/j263i3w+L03PSqUi3HA4HOh2uzg6OpIYmc10XcC5uFCbTizGqdN0BJtRbrcbsVgMbrcbPp8Pg8EA3W4XhUJBBDrlcnmGN6PRCM1mUwqDo9FI8+aCg+eJOm3JCafJZDLDHZvNBpvNBqfTCa/XC7vdDp/PJ1zI5/Mi4Go0GlL8s1qtolYHMFMY1NxZLM7ztVRjGav1pPz5fSI9nk1sLthsNpimKfWber0u/1YtGr/pHrzoEw1XslCsHjQkg8fjgc1mg8PhQCqVQiAQgMfjkZGobrcryVav15ODaWVlBdPpFE6nc2Z0U+PyQR1fUUegfD6fBMFra2vw+XxwuVzSTGi323KhMbGm0ng8Hs9wRxeKLxdOdyPtdrvwJhgMwuVySbGPvOn3+xgOhzO8UQs2hmFgNBpJIMzg6KJeQhqvQ+UN7ymHwyH3Vjweh9frRTgcxvXr1+H1euF2u9HtdjEYDFCv12W8lwENv99oNJIzZzqdYjgcau5cEpzmDT/sdrt8Lp1Ow+/3IxQKybnj8XjQbrfR6/Xg9/tlkqFWqwF4pc4aj8dwOBwzCb0+ey4+Tt9TVqtVYhy73S53TyKRgM/nQzAYlAaVx+NBs9lEr9eTOJrNcwAzFib8O8Mw5NzR3Lm4UJNuNSbm3cMYdzKZIJFIwO12w+v1SpPB6/Wi2Wyi0+nIFAO/TrXB4VnE78e7S3NncTivc5ycYQHPNE3JoxnvUvxwfHyMaDQqheJkMgmPxwO/349Go4FOpzNz16k5uN1uR7/fnxFZ8HO6QbVYvK06cxGPw/PFNE14vV553/n4/X5f3mu/3y8KdJ/PJ+IKNqdU6wmeK8fHx7Db7dKQ4jmjFqTP42e9KlAnHs8S5I7VaoXT6YTf74dhGCKU4XQCi77qXWS322G324U7bFTyQ216M95RmxZsgl3Uc+fcC8XvO6lQC8TqGEsqlYLNZoNhGMjlcgiFQnC73fJ8OR5FhShwQvB2uy3KYo79alw+qIeM1WqFy+USi4lsNgun0wmHw4Ht7W34/X5JiHiIkDss2lgsFrRaLfT7fZimKdxRR+40LjbUgJgfPp9PeKROLnzwwQfyOQYrtCYZDocolUrSoGBS7na7RaGucXmgFvqYPNtsNgQCAUnKb9++jUAggEAggFu3bsHtdsNms6HX62EwGMh/ObnA4LrVaqHb7cLlckmwo4t9lwOnizacRiB3mOz89Kc/Fe5cu3ZNuNNqtdDr9SSmGY1GEizb7Xa02225r9Rmpy7YLB7n/fvIu4X3lMvlgsvlkkkpqoB/8pOfvJE7tVoN3W4X6XRauONyuYSP3W5XmuI8b5hc6bNnsTivog0fi/EwrY6o3qPKs9PpYDgc4oMPPpCGZi6Xg8fjgWmaODo6QrvdRiwWkxjYbrfLeTUej7GysoJisTiTh2l132LB38uzLNioHtUulwuhUAihUEgEFLRga7fbkh/dunULpmnCZrMhnU7D4/EgEAjg4OAAjUYDfr9/ZqpOLfSwCUFeqT+b5s7iwPf1LHMR1X7E5XIhHA4jmUzC6XRiNBrBZrMBAEqlksS/2WxWuEXxXywWQ6lUQqvVkruNk+O85yik6HQ6AE64wglhdWpc8+fdcdoi5ixweoo3EAhgdXUVTqcTzWYTwMm5USgUhAOs8TCGcblcSCQSqNfr6Pf7sNls0lyo1+vSRKBSmRaA/LnYzLiIjYZzLxSz2s4X7bwf2+12SyGv3+/L2GUmk4FpmjBNEx9++CEikQiCwaAEOwAwGAwwGAxQKpVQqVRQLBaRzWYRCARQq9Wk2McgRmOxUEcFzhP0Hk6lUgiFQjBNE/1+Hx6PBz6fb4Y7d+7cQTAYRCAQEG9ZXjL9fh+lUgnlchlHR0dIJpPw+XxoNpvY2dkRH0jNncWCZ855FlQNw5AR3bt378Ln84kCmLYB6XRaEnKqQj0ez8wYHnlzdHSEcrmMUqmEeDwOn8+HVquFp0+fAjjxSgcu1uVzEXDe3GGBOBwOIxaL4Re/+IXYAAAQX8dkMild7rW1NXg8Hrjd7hkPR3KnUCigWq2iXC6LErndbmNvbw+1Wk2sKTR3FguqpM5jyki1QEqn00gkEvjkk0+k4U2F3mQyQTweF8VfJpOBy+WC2+2WBhV3LpzmTjKZlFHxYrGIer0+wx3Nn8WBydN5nDtU2Ph8PmSzWcTjcfzkJz+RswIAer0e+v0+wuGweD2m02m43W54PB5JoGkp0ev1cHBwgFqthmq1imw2i3A4jMlkgmaziUajgUePHkkCpZudi8N55Fgs2lDdmUqlkE6nEQ6Hce3aNSQSCXi9XozHYzSbTbRaLfj9fnluyWRScrHr169L8aXb7aLX6+H58+eo1+uo1+vw+/3z62kCAAAgAElEQVSo1+swTRO9Xg+NRgMPHz6cGefVZ8+7gUIYTqudxeupqkGTySRCoRDW1tawvr6OUCiEbDaLYDAI0zTRbrdRLpdRqVRgmqbwLRqNwuv1IhqNYmtrS5rd3W4XnU4HOzs7UhwOBoPodDqIx+Po9/tot9t48uSJCDAuYsFmGcHCP5sMZ/F6UnCjTnxnMhlsb28jHA5Lw8HhcKBcLqNYLKJcLs/cK6FQSPL1crksPGC88/jxY3Q6HXS7XQQCAREFkjsvXrwQW8DBYKD5swCweGuxWNDtdhf+WqriCZvNhng8jkAggEQigY8++gjhcBgrKyuIRCKw2+14+vQpDg8PUSwW0W635V6KxWLw+/1Ip9PSZKjVarKnYXd3VwSBbrdbJjW73S663a40L1iEvmi7hc61UPwm747zAg8an883U+yLRqOIxWJS7HM6nchkMgiHwwgEAjKCabFYpOvkcrlgmqYE2OPxGOFwWDre2nvt7HDerym91TweDyKRCOLxODweD46Pj6UgnEwmRfmXSqXg9/vh9XpnFkmxW0mOUaV1fHyMQCAAn8+H0WiEbrcL4OzHMDTODjxr/H4/YrEYVldXZyYUWJiJRqOi4IpGo1LsU89J8ob+6TxzJpMJwuEwqtWqJGO6y302OK/XkwG32+1GPB5HKpXC1taWJE/kit1ul7Epi8WCcDgs3qF8vpyCIXeo1DFNE9PpFJFIRJSj6tJWzZ2LiZWVFZimiVAohFQqhdXVVVy/fl3OFXruTadTuFwuSerILfKCAexp7vC/hmEgGo3KWeNwOGaWe2hcLLAJziRofX0dqVQK29vbYjPB8czBYCCTUjxDOBKucmcwGGA4HMJms4mC1O12w2q14ujoSJZF8x67yCOZVxHqdB1jnPX1dayuriIajeLGjRtSKJ5MJmi32+h0OqL4Oz4+ljuL/4bvPZsMtJqoVqvCH1oNUN3Fr9H8WRzOqkB8Wg0ai8WQSCSQy+WwtraGSCSCtbU1uY8GgwGq1apYH/F50a6NRT+q9nq9Hnq9HhwOBxqNBhqNhljiMK9yOBw4ODiQ3IpFIM2dd8dZFPgAiBUSJxVcLhfi8bicOWwyRKNROVP4+XK5PFOLCQaD8Hg8ksOz2Mt4xzRNNJtNtNttmRAvl8vodDpoNBool8sz/tksMmvuvBsWKaZQPfFpR0MBhdPpRCKRkLNmbW1NOBOJROBwOKQJlc/n0Wg0ZCozmUzC6/XKf1utFqrVKoLBINxuN0zTlKKwy+XC8fExOp0O2u22TOIBJ3ymmFT1S192nGuhWPXpOG/YbDZ4PB5kMhlRSqysrMhhk8lkRLF68+ZNWQTE5w28Oryi0Siy2SwajYb4ZqVSKTSbTRmb4ZiLLvgtDuf9eqrqPnqBRqNR6WZGIhGEw2EEg0EAJwqOVCoFp9Mpo3MEucOmBLnDcap+vw+73Y56vf7aiILGu+G8VH3Aqw6p1+vF9evXkU6ncf36dcTjcYTDYWxubkpTQfXBUn1B+ZyBV8qySCSC1dVVNJtN4c3+/r74zZbL5ZlupcZicJ7csVqt8Pl8WF1dxe3bt5FOp7G1tYVoNIpgMIhMJiMe6RzJHQ6HUgRWi4HAK+5Eo1Gsrq6i3W6jXq/D4XDg8PAQAOByuXB0dAQAwh+NxeA81cSmaSKRSODevXvY2tpCMpnExsYGotEofD4fwuHwzBgcg1U2Lal+Vr8ni8L082s0GsIXh8MB0zRl/PeiKSSWHefBHcY3oVAIq6ur+Pjjj6XYd+3aNYRCIfGRVZ8PlcMs+J4+d8idVColaixOMFQqFbEl2N/fR6VSkZ/3Km0RP0ucZZzMgh8bRxsbG8jlcvjoo49E6ZdMJhEIBGRainwBXr3P5I567qie5xsbG+h2u2i322g2mzg4OBA7Ap47KysraLfbM/6iGvOB78uieaMWbBwOh9xFd+7cwdraGu7evSsqYRaBOTWVyWRmLEYmk4kslLfZbDM8Z3519+5d4Umn00E+n5cpBrfbLRMy9DZmA0yfO/ODv3+LLvap1mucPgiFQrh79y6y2Sxu3bolRV82JKlWX1tbk0Xf9Kemf77T6ZyZ/qa9VrPZlCmG0WiEarWKZ8+eoV6vo1qtSuOi0+nANE10Oh09jbcALMo+UbWVpeCGIgguwLx16xYymQxu376NWCwmi52pDF5dXRUO9Pt9sfFjQdntdsv5UalUEIvF4PV6sbGxgWq1inq9DqvVin6/j2q1ikajISKucrmMbrcr9pGNRkPscpadP1dimR1VoW63Wy4jr9eLO3fuIJfLIZvNwufzATgJgnkJqePco9FoZjSHl5bL5UI0GsWtW7fk0Mjn8yJD18W+iw0m4T6fD36/H4FAAJFIBNvb2wiFQlLgY1cSgCjPmTgfHx/LuCaDWXZHw+Ewtra20G63RXHc7/fPtUB1FXCeizoAiEcaL6JAIIBgMIhgMCi+oVzMYrVapcMIYCZgZ/GYf8czJxQKIZfLSUBMRaBuTi0e58EdBjnT6RS9Xg92ux0ej0fuKm5sZiAEQPxhqcJSA3ZOLFAtTO643W7hjlo4Zudc+4UuFmf9epI3vIOq1SpM05RpF6/XC5fLJbGL+ny4pPe0IpjjwSwAApjhzvr6uiTaTNzVhWUai8FZc4dKG9M0AQDFYhE3btxAKBQS9RUbCcCsYILKYYIcYuGYVicWiwVutxsAZFz8/v370lC12+0YDocSa2ssBmfBHVUZShU6t8AfHR1hc3NTxsBN05QFmjwfeA/Ry/T4+Pi1pXVshAKQhjvjpK2tLTx69EhsLLh4iFN4Gu+GRe4q4Huo2k04nU4EAgERalksFpTLZbFvPB3j0B4JgBT71P9XF6rysdT9MfRD7/f7ePbsGSaTCVKplIyi6zNncVgkd6gitlgsUpwLhUKIxWJIp9OyjHc8HsPr9UpTSl2gSb/00zk4Y2c2L/g1hmEI/3w+H4bDoeyM2d/fh8PhQK/Xw/7+PsrlMsrlspyF5+kJfxnB1/Fd81ZOZFqtVtjtdrEjiUQi8t90Oo1AICB7O3w+n7gD0CqUKmHVik1dKs4GOovHzNGTyaR4Wne7XRSLRVSrVTSbTTidTmmUt1otaYapd+Ey5+3nXijmwX6e47wkELtTLLZks1mk02lZZEdfR45dql5NLPywaANAvqfL5RLSsTPBDrdOvBeL8yz48XAgZ/heezweRKNR+P1+8ZRVvbLII4JjwVSQTqdTGSFn8MTFHvSxfZ82LRrzgxeOyhtaTTDx5jmiFva48IXjUIZhyNdy3Jffn0E3Lzl+z36/r3lzQcHCCYNb2kTQ5oi2IwxMmSgNh0O0Wi0ptpA7brdbFgzxa9SEjZ7Z5CKDZY2LBXXRBuMOFnUZi9ADDnhV5OMkAxuUvV5vxneU9xW5w+CbBSJyVeWkxsXA6YVSVPiORiO5c8gnTrjw68id0Wg0s2yVsRIVgUy6+DiqUINJPM8d3WS4GFDHwNWcR+UOVVws+L3pXKB/I+8w1ZaAyTibDgDEoiISieDg4ABOp1M+1GKfzrXeDYt87dQRcI59c3FzOByG3++H0+nE8fGx3Cvq+68W4dRi8JuUzzxrAIjanVw9Pj5GNBqVHULBYFDOLfU5au68OxbxGqq2NlarVYrEtH1MpVIIh8Nip8UY2eFwyHuuKpJVNbr63Hi2qP+eX+N0OjEcDrGysiKL7qxWqyzIOz4+Rr1el7tLnZbQ+HE4Pa0/L/j+qTl3IBBANBpFKpVCLBYTf2LeUYxz1BxJvYvUJoNqkcX7SVUwW61WDIdDWRpNiyTaWaysrEheR1Eh64MUFS7zGfReCsXnBdXImskPx7xTqRQymQyCwSDsdjuAE38sysPr9Tp2dnbk4KDVALtMVENQEchgmWMS2qd48TjPjgsLuacPk3A4LF0pdoSGwyHq9TqOjo5k0eGTJ08kCbtx48Zr3HE4HOLjNxqNpAPudrtFHaixGJyn7YTX64VpmjIORQ8/2gcwiOXEQr1ex+HhIV68eIFisYidnR1Rr9+9exfhcBg+n0/OG7Xww7OHqrBOp7PUXcmLiPN4PXlHJZNJeDweeDwesbvJZDLSYGAgwcZCrVbD4eEhdnZ2UCqVsLOzg2AwiFAohA8++EDOHDa5WGxmF1v1fWu1Wvq+WjDOmjtMwt1uN3K5HNxut5w5Pp8PkUhkRt2pcqfRaODo6AjPnz9HqVTCkydPEI1GhTuhUAgej0e4w+SNS2sYaFNxqnmzWJzVOCuTabvdjnA4jEQigdu3b8vYLot/9EBXm1Lq0qh6vS7LMHd3dxGLxRAKhbC9vS13IPnCJgMTOC6QZlGZTQyNxWDR3GEexYYlF0Jtbm7i2rVrcq/4/X5pUBIqd/r9vjQ0Ob5bq9VEKJFMJqXpreZuAKTJkEqlcHx8jN3dXbRaLa0mXiAWyRnVG5S+oMFgEOl0GrlcbmaJKpsNzMPV4h6LKmqDajKZYDweS7OSDQnecywyqp+jheBwOARwcg7Suo1FHI35sYjXj+8hxRF+vx9ra2tIpVJIJBJSs+EkA3Ms5kan+avaGal+5mxC8Xw5rUgHII0oFhwbjcZMXNVsNoVb2vbm3bAIJTFFMLQGTafTSCaTiMViuHbtGsLhMKLR6IwtxelzB4Bw401NBZ5FjFkYCwOvLx0eDoeIxWJotVro9XqoVCrIZrMoFov427/9W9TrdbRaLeTzeRH6LDMutfUEDx76wJJE3NDr9/tlZIG+WYFAAAcHBygUCjg8PJSEutFoIB6PixE2DxQu7MhkMrh//75cZnqxy8UGiygejwfr6+tIp9NYW1tDMpmUJWRMwqkQ9ng8ePDgAQ4PD5HP5+WyGY/HP8id7777TtQ52qvvYsIwDEmEI5EItra2sLGxgVgsBp/PJ8ugCJ4RTqcTlUpFGg3dbhetVgtWq1WKN7lcbmbU2+v1IpVK4f79++KlpM+ciwdVrUm7gGAwiM3NTayvr8Pr9cp7ziBXVaJbLBaUSiUcHh6iVCphPB6j3++Lb3UgEMDm5qZ021dWVmRZ3rfffisqdnJnmbvaGidgXMMpBZ/Ph1QqJfzJ5XJIp9NScAEgY3THx8dSsBmNRjg4OEA+n0exWJTPccrF7/djY2NjZnzc5XIhkUjg4cOHM0k8n5fmzmJwVrYBbBix2R2JRJDL5WQBLz2KVTUW49nxeIxeryf304sXL1CpVFAsFjEej9FutwEAPp8PXq8X2WwWpmlKUm6apnhms8GgJumaP4vBIl9DdQScscjGxoao/K5fvy4NJfqFqg1N9dzp9XriWf306VN0Oh0MBgO0Wi24XC50Oh2xW4pEIrK8lWIdNk87nY4sR6SSXcc+i8EiFKGMU03TlKVjqVQK2WwWwWAQ8XgcuVxO8iNOqPDxVRUfJ1+4j6FSqYgKmTkYFZ+Mo1R1IHOscDiM6XSKaDSKSqUiDVbm6xrvjnfhjmqhxRxqe3tbCsW5XE6s+0KhkExzsyGpPge10cCdLZxiACBT4TynTquKgVcLyV0ulzQfuKxsNBphdXVVxBsU6Ohmw3x4V96wKcR4OBQK4c6dO1Jz2dzcFAEOcyAK805zh/89vXNBbTDwfVY/rza7mWsBkJiZj8MmarVaRaVSgdVqRaFQQLfbFSulZYyBLnWhGHi1sIOjC7QNoAk1RxbYWTRNE7VaDUdHRygWi3K4NBoNGT1gV3s6ncrYZywWm5GVa3XWxYZ6aSUSCWQyGemM+/1+8ZgFIO+3zWabKfhRlUwP0cFggGQyKZviVe7w8tK+1hcTaiLu8XgQiUSQyWSQyWRmPLSAVxcRfcwNw5CEu1qtot/vS/DBjeHkDf1nmThRWax5czGh2tt4PB5ZWpfJZERhxUILEyf6MjKwKJfLKJVKqFarM976zWYToVAIqVRKuMMkTnPn4kK1iKA6MxqNIhqNyl2lFvvUUbfRaCTbmHu9HvL5vCz44ZkEQBKyeDwuTVN6/zFRA/DaEhtd7Fte8P1jEdfn80mTIRwOIxKJIJFIiH8oizW0YxuNRmg0GuJtzmV0zWYTo9FI/hsIBBAIBBAKheRsY/LEHSGMn9RCscbyQR3HDoVCskSKS4Ky2awoiQOBgBRPeE+RO+PxGM1mE51OB81mE7u7u2i328JJu92OVquFYDAoTXXTNGdG0clXKtZPj49rvBsW5U2s5k5c3r22tiZNBbfbjWw2K7ENJ1aAVwp0CmaOj4/RbrcxGo3Q7/dFvMWJBxaKaV0BvFIzM7aidQl9Z03TlCJgv9+fsbjQeD/ge+V0OkVNnMvlpFB8/fp1OXPC4bAU3lRFMGMd1SqA+35oBwCcFOtUC1RaSKh7HMhj5uoWi0Wa551OB+l0GpPJBL1eD8ViUTcb3hHz/O6dtrby+XzweDzw+/3Y3NxEPB6XO4uNJd4pwOy9oRaH1QY5gJlGJGs+qg0Fnwu/j8odTlXQYoLNrEqlIkr14XAotcZlrRte6kKx6k3T6XTQ6/UQCoVk5M7n88nowLNnz8ST+JtvvsHTp0/x+PFjjMdjrKysyMZ5p9OJdrstHS0mSlQT0u+t0+lolcQFBkdJ2HWmZ5HdbpcuJi+i3/3ud+j1ephMJvjqq6+wv7+Pw8NDGYdIJpOSKHFkhZYT6sIXBsDdbldz54KBxZvxeAzTNLGxsSEKYnX8cjqdYjAYoNPp4F/8i3+BTqeD0WiE3/3udzg6OkK1WpVuZ7VaxXg8hs1mQ71ely43A+iVlRUZv3I6nXoM84KBQQ7H6CwWC2KxGP7kT/4EqVRKlkxRFTGZTNBqtdBoNPCb3/xGEu/PP/8c5XIZ7XYbpVIJDocD5XIZa2trmEwmKBaLACDBNe80Fhr1+PfFAkcmfT6fLOzw+XxYX1/HH//xH8t7yrNmOBwKVxqNBj799FPU63U0m038/ve/R71elw3xTqcThUIBq6ur6Pf7ODg4kGYWG+FUpbvdbuGOqsbQWD6wqOL3+xGPx0UR5XQ6EY/Hkc1mkcvlpIDLZlSv10OpVEKn00Gr1cIXX3yBer2OWq2GR48eod1uiwrd6XTK1BQVy7RdYoLG0WKv1yvNhmVNjq46VPsHt9uNTCaD69evI5vNSlGFiw/ZXABeLclUudNsNvHFF1+g0Wig0Wjg+fPnM3Z9tEJZW1tDJpOBYZwsFYpEIlJ8Vj0oVX99NUnXeH8gV1jsM00TgUAA6+vruHnzJtLptPBGtcICXi2r43RcrVaTM+frr78WUQULxYx5eX4lEgm5C/nYbG6qUOMtn88nUxCaO++Gd1WF0jeWjaJQKIRkMolr165hdXUV4XBYfs/Voq5aHGZDivZI7XYbT548gWEYUrdZWVmZsRxg44L7gViwVkU9bLCzYOx0OpFMJiWPUxdMa/x4zMsdxjRUm0ejUbHto2tANBqdmeQ97X3OvJzNhfF4jMFggH6/L2I/j8cjcS+Lv6r14+n3nv9P7qiqdgAIBALC13Q6jVartfSNzktdKAYgb67f70c0GsW1a9dk6yrJQpLQM6tarYqHCADpVFLWri5qYCeUtgEc61xWCbnGD0O9kDgGl0wmkUgk4PF4ZPyAS4AqlQpqtRqazaaos2gdYJomptOpeB2pShoqvkajkRxOHAPX3LlYYBEXgHh4MnB1u93CmXa7jXa7jVqthsePH88UaWq1mmxEZfJMb77TC4LIv06ng06nI+pSjYsDBjrshrPrzZE6qqYGgwEGgwHK5TLq9Trq9Tq++eYb8Xk8PDwUDgyHQ+Gey+VCKBQS5Q7BBlez2ZRJGTY89bmz3CBn6Pfq9XoRjUbh9XplqYvqzcj3+dmzZ2g0GqjX61KwabfbODw8FN7QjiIYDIoNF2Md4JXnHwvP9Xod7XZb31lLjjdNLdjtdvj9fkQikZmJFzWJYjz8+PFj1Go11Go1fP7559J0KJVKEuv2ej1R7rGwePrMASAKQZ5jvV4Pw+HwzDyZNebDaQsBv98vo9+0vuJCMno18v07Pj5Gq9VCvV7H06dPUalUUC6X8fnnn8skQ71ex/HxsSisWLwDThqaTLBpXUFectqKMTYFGhrvH5yg5BnDRhGLf2wInL5TWKwZj8doNBpoNpvY399HtVpFtVrF559/Ljt/er3ezMJV+hwPBgOxvzmtElWnNZvNJprNJrrd7oxvv8b7AfNg+uLHYjFEIhHJudmEOn030TpCtSihGLBcLkt8cv/+fQCQwrDD4cBgMJDisOqjz/PIZrNJUZiTfOPxWHKtXq8n348qaObwGucD5tss2icSCZluYYOR+1lOTyvw911dVsfYt9frib0WC8XdbldEEazZkIuMe5l7q/7XAETUpU7e8b7zer1IJBKoVCrw+/3o9XpLm8Nf6kIxDyGOK6TTafEu8Xq9AF6Rh14zL168QLlcRqPRQKfTkeTdZrPJGC8PGFW6zgCGnXSVOBoXC+roidvtRiqVwurqqoxLWa1WGYVqt9uoVqvY39/H8+fPkc/npcnAf2uz2cSbixeM2oUid9rtNrrd7msdKI3lhmqmT1WFw+EQuxu/3y+ju0y4i8UiHj58iKOjI7Gd6Pf76Pf7ME1TlDaBQACJROK1xT/T6RS9Xk+KP/TO0kHvxYA6NsUmErvVVEC4XC6srKyIQmJnZweNRgOVSgVffPGFjH2rhV51XCoQCMiCPKol1KCaCXy73ZZijcZyQ1Wh00s4kUhIsY9nEYPjbreLcrmMr7/+Wprgf/M3f4NWq4V+vy93DQAZfQMgSRt93dSlHVz6WyqVUK/XdZNqycE7iQo/FvuCwSByuRwCgYBML6iNyFarhaOjI3z11VcoFosoFov47LPP5K4hb3hXqVNYbFBZrdaZcc7xeIxarYZyuYxyuSyLXPTZszwgB6j+psIvHA4jFArJGPb6+rpMwgCz/rL1eh0HBwf45ptvcHh4iMPDw5mCH5sXVAa73W6sra3JQufTHsfACc8Y86iCDN3gfP+g2pt8icfjiEajSKfTiEQiUuzj51lwUe32RqORWPc9ePAAhUIB+Xwen376KQaDASwWi9hFcqKFuzp49nCSl7EUALGW5L1Vq9VQr9fFe13HzO8H6sRCKBRCNBrF6uqqKEGz2SzC4fBME1PljeqfzzOnXq+Ld365XMaXX34J4KRQnEql4PV6RSE8HA7hdrtljxCnN1kTYu5OlSmnIVqtFgKBgNSAXC6XiHb0OXQ+UBvf2WxWrG24AyEej7828UYVsNq05nvNxahsInW7XVQqFaysrMDr9SKZTAI4KfKycak2u9Rmt9qYZ5GYDXXg1VTDeDxGJpNBrVZDKBRCpVJZ2qV2l7ZQzIuLCTeLcaz2q/6Mg8FAEqrnz5/LNmcA0q24d+8e1tfXxaOWBb/RaCQXEYvEAHSn8oJCXRTkdDpnLiByh16OVE2Uy2Xs7+/jwYMHyOfzorAKh8NIJpP48MMPkcvlEI/HEQwGZcyFnBmNRlIkVu1SNC4G2N00TRM+n0/UVLwgqP7tdrs4OjpCoVDAwcEBnj9/jkKhgEqlgsFgIOcFG1IffvjhjNcSVaZUsg8GA/Ew5qWneXNxwDE2dr1N05QEiJZI0+lU+PLVV1+Jpyy3vtODjQXCaDSKVCqFX/ziF7hx4wZSqZSMflP5wI9ut4t2uy3Bk76vlhs8Z6jKoiqB5wUXQPG8GQwG+Pbbb/Hw4UP89re/RaFQQKlUQqFQmFm4y++bSqWQTCbxq1/9Ctvb21hdXUU8HpdzhwkZi8VUIms1+vKC0y20DvB6vbKzI5vN4vr16/D7/eKjx4Sm2Wziyy+/xLfffovf/OY3KBaLKJVKaDQakqQzybfZbOKp/stf/hLXr1+XpXhut1s8Ifm9GYtzmZne6bFcYAHX5/Ph1q1bSKVS2N7eloYCF/RGo1Epxqm2AfV6HZ999hkePHiAzz//XHZ2qEVd5mZerxcbGxtIJpP42c9+hvX1dSSTSZmQ8Hg8EhMz7mm329IkpXWXblS9H6jFPvra53I5fPTRR3K+UP1LhZ/T6ZzxzmdxplQq4dNPP8Xjx4+xs7ODUqkkoi0Akn/ZbDYpQsdiMWxvbyMcDsvEJs87NsVVUcXh4aHwkU1yzZ3zByej2FRcX19HIpHA1tYWbt++jXg8PiOsYlHWYrFIzEGLkm63i1qthidPniCfz+Po6AjlchmVSkWs2AKBgHifs/HFu4kTEWywsyHFpjy/15MnT2TZOM8g7grRHsXnA75HPp8PmUwGd+7cEb5ks1mZ+uY05mn7zl6vNyPyGw6HaLVayOfzaDabMwrg0WgkIpvhcDijNAeAwWAwwxc2G5rNpuR2bEhUq1WxiwQgf2bzPpPJ4PDwcCYWWqZ46NwLxefpJ6Wa2vNg4ngm32B1K/hwOESj0ZDAgwENt8SzK6oWmwHI6B273zroPRuch2cvu0Eul0u4Qi8sjqionSlubW42m2i1WjNBKzteyWRSxni5PX5lZUVUOeriBvJO8+figHYBXDAXDAbhdrtF1cBziJdEp9PB0dGR2E5QZQNANowHAgHx5jJNc4Y7wKsxcH3mXDyoC3r8fr98cFkmrSJUCxyLxSJdblpN8NxQFyp4vV7ZNM6FrZyKYfOCUMf2NHeWGypfvF4vvF4v0uk0UqmUjGv6fL43bnGeTCbiK6s2paia4TREKBRCOp3GxsaGTEKoiZq67ZlKMH1fLS9YVKGP7LVr12QhD5sAXO6kTjip7y+TcU5JqUpiq9Uq0zPxeBxra2uS8LOoSO7w61hQpOWE5s/yQFURM27lYtXNzc2ZZVLMhag+V5dl9vt9dLtdtFotsWVTucMCDJWhiUQCq6urWF1dRSwWk8YF4ydVccoJKjYZdJPq/YL2JB6PB7FYDPF4HOvr60in00gmk4hGozKRq1o2svBPKzZ1wkld7NxoNERNPJ1O4XQ6ZS8Hi4lUEbrdbplusFgscs8dHx+jWCxKgbhWq4kFCgt8mj/nB3VxXSAQQDabFUFeMpmUor/L5R1JfmAAACAASURBVJqp36gNI6o/W60W2u028vm8vLfkUKVSESEEzxI22N1ut/gT065LFfXUajXJrYrFIsrlMvb29sRqy+FwyCJEtZakeXQ2YC7ERhBFeBsbG2KfpXpPv8nahg3wTqeDer0uNT9O+XKBPPNq2hrREkltJPD95rlEu4p2u41CoSCFYHJiMBjIOUjPfXIyHA5jdXUVT548mYmr+fzP47X9ocf5wUKxYRhZAP8TgDiAKYC/nE6n/9AwjBCAfwJgHcBzAH93Op3W3uZJAWf7AqhjvfQG5VgMO0l2ux0AJFkCTiwAKpXKa2+Sw+GQLdEcfSAY+HLjMzf9LmvyfZ6H2UXjjrqtksUb+sgkk8nXfPem06kUb6hw4FjddDoVI/TNzU0ZxVRNy1WVBJPwZbYPuKjc4ftxFs+dNgHc+p3L5ZDJZBCNRhEMBuH3++UcYqGn2+3i+fPnqFQqaLVaGI/HcvnQfy0ajeLmzZsIBALCO9VriZeZOtK7jOcNcHF58/L7Lfy5s2lpmibW1tZkrPfevXtIpVLSxabndSAQkPH+arWK3d1ddLvdGWUfi33RaBRra2v44IMP4Pf7X2uMnvboUptTywjNnROwyb26ugq/349AIICPP/4YyWQSqVRKxrbJg+l0KiOdkUhElHhMnAg1eM1ms9je3sa9e/fg9/vhdrtnmqPqQk4qlvV9JY+1VNxhkdjj8SCXy8miQ3p63r59W4ortIdQvWDVgiGnnU5bRNC/1uPxYGNjA3fv3sWHH34o5w6VhqrlzWg0kqYFxRXLePZcRe6oak3GHzdu3EA6nca9e/dk+oU+1MyF6HlPRRULwtPpVBJw9ZwwDEO20weDQWxtbeHGjRu4efOmTPLx/OJiRU597u/vY3d3F7VaTe7EZSsUX1Tu/NjnzTjG5/OJrSP/S3/ZcDgssYdaOOHSsWKxKGKbw8NDURezmKvm0haLRbxrI5GI2BSsrq5K0YULEpmb9Xo9tFot3L9/H0+fPsXOzg6q1erMXbgs3LmovHn5/d7quTPHpq3e2toaPvroI6ytrckOqWAwCJfLBafTKV+nFvxarRZqtRr29vYwmUwkn6INVr1eF69r5lc8t8LhMNxuN/x+P3w+H4LBoPBSnbbb3d2Ve4p/5iJFCgi5ENo0zZlmxvvg03k+9qK5o3zfNz5/1vO49JCWWdvb27hz547UaSjGY/yixhzcAXVwcIBKpYK9vT2YponJZIJqtQoAYmVCFXChUEC/35cpLDYvVeGp2sA8OjrC4eEhHjx4IEt+PR4PXC4XYrGYKNidTif8fr/YNjFm39vbg9VqnWmCngfepq72NoriMYD/ZDqd/s4wDC+Azw3D+L8B/LsA/vl0Ov0HhmH8BYC/APCfv80TO+vEggFqPB6XETuOUHa7XUnC1aIdScDFQvQ/YreLhxuTMV527XYbo9EILpdLDp9l3oB5zofYQrnDTvRZgUs6IpEIfv7zn8voVC6Xg8/nkyIwDy318ikWi6Lco8H69vY21tbWZDxTXSrFjtVoNJKOvGpZsIy4qNw5K97wnAmHw4jH48hkMvj444+xuroqzQHVo1G96GKxGFwulxRb3G43fD4fcrmcWJWwA65uh6bx/vHx8czWXjbElhEXmTdMVBcF+p5TBXr9+nUkk0mk02l88MEHsjCIjczhcCjNiOvXr6NUKmFvb0825U4mE/EdvXbtGj766CPkcrmZ++p0oU99Hh6PZ0Ytumy4qNwBFpP4MbEKh8OIRCK4e/eujNhx5JbNb/r4sejX6/XEH//WrVuyTFM9j1KpFOLxOK5fv44PP/wQ2WxWlr6oW8D5XPgzcbM9ubOMqtCLyp13OXf4tfQFTSQSuHv3rqh9w+GwNBrUBamEuvSJ4+TXrl0TZedgMBBObm9vI5lM4saNG7h9+zZSqZRMX5E76uJecpNKZLV5pbnzfrlD/9dYLIZf/epXIo7IZDKIRCISZ7CxpCr8qCJmMZeKKrfbjWw2O7P8mffSvXv3kM1mcevWLVy7dk3skWiRpP4sDodDCkJM4vn+qNxdFlxk7vBe+EM/A98X7kHY2NjAz3/+c/z0pz+VJXYsyKlFYt5LAKSAWywWpainxjWJREJ4RgWnz+fDhx9+iI2NDVy/fh2JREImIpjTs7kOQPYQ1et17O/v48WLF1JMXMY9MBeVN8Asd4DXfxZyhhPaHo8HN27cwK1bt/DJJ58gnU6L7RrtILiwDoA0oEajEarVKkqlEg4ODkTFub+/LwrgSCQykztxgub27dtSz6EYQ1W5e71esXLjmXN4eChLx7vdrnA5FAoJtzltzLvsTT//WeOc4/czi5NVHvHPLKRGIhGkUimkUincu3cPm5ubYm2j/u5TvHnaf7jVaol/9eHh4ckP8tIqgjW/YDAonLPb7QgGg6Jyf9P0FfebcZqBfKzX66hWq3J/VatVydNisZjYrgAnAlWKQDj9x0mK8/BRf5vv/YOF4ul0mgeQf/nnlmEYDwCkAfwdAH/y8p/9jwD+H7xlofiswUOJ5vnBYFA6P1yQQH8RdsHVX2yOrjA5C4fDcqgw6QZeKUI5BsE3ls/hqmOR3Dnr11O9yEzTRCgUQiwWQzqdlvFtNdBRR97IDfr8URGaSqWQSCSkAaEmZrStoHcWO0iaNydYFHfO6vVkR5GqKvpecRwuHA6/cTSTF59ajGGhOBAIIJ1OI5vNStKtBjM8d5iYNZtNGZdSbXSuMpb5vmJjweVyyegU7xj6UHNZC/Bq0So92RhIezwe8b+aTqfSqNjc3MT6+rosXGXjik0GNjfpbc2Gg9qxX6bE6byx6PvqXX8feSexgRkOh5FKpaRQzKIfA2U1LuH7rPrlM9hlIG6z2WRM+NatW2JXonJHXVTFJhUVglR56XNnuc4dLhujSIIWJbSgoFfom95bxiRUtUwmEyQSCVnU3O12YbPZ4Ha7cf36dWSzWdy8eROrq6syNUXunOYFEziqSzV3TnBW3Pkx57mqQGf8EYlEEI1GEQgEpBjCBiY5Q697KofVXAgA4vE4gJPG5GAwkMINPdC3t7eRSCTg9Xpn7N1O/xzAq2KRqnznc7mqWGScrP4uvk2xmA1sn8+HWCyGVColS3k5yUSc9v6kLUmhUJClltVqVZSZ8XhccrHxeCw5FWMcTviejnP4vBlnc/qFjQzV0kv9+a5a7HNWsc7pot/pwh+Lfk6nE6FQSKbpIpGITL7xfeQ9oe5c6PV6KJVKYiVCG5pqtSoNSNr1+f1+mexcXV2VfR3BYHCmCc5GOJePsfnd7/fFdqnZbMrPyEYcOcbm1srKylJP5y0Ki76vTjcZAMyc73yPmGszFvb7/dJcVBXEbBgMh0Oxk2232+JRzr1SrNf1+30AkClPNp1UDvE8U+MatSmgWurQeqnRaIibAc8iFpPZ7FTtUILBIJrNJvx+v+RlqgjjffLqR3kUG4axDuAnAP4GQPwlYQCggBMZ+pu+5s8B/Pn8T/HHgwkWCzMOh0MOJbvdLiMpNptNDh8eOJPJRDpaHNvjYg52oXgBUlG8t7eHv/7rv8bXX3+Ncrl8nj/qhcEyc0ctErOoC7zy31KDVyY63KBbLpcxmUwkYGIgTJXW+svlHBypUwvO7XYbL168wK9//Wvcv38fR0dHl/6SmQc/ljtnzRsWiekVSpsSjtp5PJ7XVMyqDxtH3rxer1jfZLNZxGIxrK2t4caNGzOLpNTNreqZ85vf/AZPnjxBsVh8Y6B21bFsZw4DkVQqhY2NDWxsbEiQzGCE6isGPcPhEKVSCaVSCcPhUMaYWq2WBLU///nPkclkZBQrFovB5/O95gl4fHyMTqeDfD6P3/3ud3jx4oV0vXXBZhaL4M67Ft+ZNJEzm5ub2NzcRCaTQSwWkwWXvJtUdR8bkFyYGYlEsL6+DgDI5/MwTRORSAR/+qd/inQ6LcVEFhHVxhT52Ov1UCwW8e233+LFixcol8uiNNXnziu8T+6wsXDt2jVks1nkcjncvn0biURClgOpYgcKJdSkmGq/58+fo1QqiQVSKpVCvV5HOBzG5uYmPvnkE0QiEZmCIBepJGZyw0SfqsFyuYxOpzOzbV7jBIvkzo8BC8VOpxPpdBpra2vS8Ha5XDBNU+4Rvp9cCFQsFvHw4UO5oxwOBwqFAnq9Hv7oj/5oZn9HPB7HjRs3cOPGDYmb1GmI07xnrEyLN9U3UvVF1nj3OJl5EPCqiHr6/08XV91utxRXaCfCogpzcBZv1AXg1WoV+/v7+P3vf48XL15gOBzKKLbD4cC9e/cAQN7raDQqTXCXyyXiHcY36geLK6PRCJ1OB6VSCQDgdruRTCZRKBReE4dd5abDos4c9dxnbKoW7vlnvj8s9E8mEykgM5bhgnfV9qjZbApvKpUKdnd38eLFC2lARaNRRCIRfPDBB8JBNscjkYicM6fvQABStHM4HDg+PkatVkM+nxdfYk7uEe12G8CJddfq6iqsViuq1ao06dXc7zJzahHc4fugTh3QrlEtItOms9PpyNlSr9elkKw2o6rVKgqFAqrVqjQvq9UqDg4O0Ol00Gq1UCqVMBqNpBllsVhkISfVv6ZpSl6mehQDrwQZ6h1kt9vRbDZRKpVwdHSE4+NjscUBTriws7MjHsbJZFJyumw2i+l0inK5DJvNhmaziUKhILnb+8RbF4oNw/AA+N8A/MfT6bSpBiLT6XRqGMYbfxum0+lfAvjLl99j+vK/Z/bLQ7Wex+PB6uoq1tbWsLm5CYfDgV6vh/39/dc6F9PpFE+fPpXkp9VqyXgwC8M8yNSxK76p3W5XvJi0KvR1LIo7bzMWNQ9YIGanKp1OY2trC5lMRqxEBoMBKpWKdKabzaaMqfAym06n6Pf7YiPg8/ng8XhmlpmplyWTMp/PBwAzozYaJ5iHO2fNm5WVFXi9XuRyOaRSKXi9Xqyvr2N7exuhUAgulwuGYcgF0mg0UK1WZdRuOBwiGo3C6/VKkmy1WuF0OhGPxxEMBmcWZ6rJ03Q6lUVm6hiMVoTOYpH3lTpS9g7PRwrC9+7dw/b2NrLZLLxeL6LRKEKhkNxFVIL2ej3k83kJjIvFIkzTxN27dwGcBNMrKyuiYs9kMrJIUU28lZ9N7G54l/FjOBy+0893mbAs9xXvpEwmg1/+8pe4ceMGcrmcKM/VIjELN0zCW60WDg4OcHBwgGazCYfDgUwmg42NDRQKBbEeYROciw9PL/pVCwS8+9gY5SKY4XCoizUvsWjuvPzc2z62qH15HmxtbSGdTouKSrWhoUqrWCzi8PAQX331FarVqqg2e70eACCVSuHmzZv46KOP0G63ZUqP01bk4ulin/rcVVUfbdq8Xq88B43Fcod3ycvP/8HHtVgsslTu1q1bUiBmoswxcBaJyZkXL15gZ2cHBwcH+OabbyQG5uSL3+9HKBRCLpeD2+2Wz1FFSPsaNc55+TPI82ZznA0wt9st0zhcRvQ+vUGXBYuMk5XPv1Hpx4KJ3W5HKpXC+vo6Njc3pXhrtVpnlMONRgOdTkfy7ydPnqBQKKBSqeD58+ci0DJNU5bgqUvNnE4nXC6X7Ouw2+2v2eaczptYcGKBmhYBsVhM8jU1tla/5irxaNH3lfp+cCyfH2xiApA6CW0ZGcsCkALx3t4eSqUSGo0GptMpCoUCdnd3pUZTqVTQ6XRwfHwMp9MpUwm0dSNfVJssfrxpIkEtAFKkwTyfn2cxUnn95A50uVzim34VcFbcASCvoboTajweo9FowDAM8ae22Wwi+rTb7ajVamg2myKQqNVqGA6HqFarokBXPYspJE2n0yL+4v2kWlqocc1pjp+2zmKsQ/sLNh5Uqy3+bIaismejIhAIoNlsSvy1DHirQrFhGDacEOJ/mU6n//vLvz4yDCM5nU7zhmEkARTf9kHPqqDBF51Sbqr8IpGIdCNKpZI8PrvfNpsNR0dHqFarMtJNMqg+j/xQCcKiDRcwLKtf3/vCsnOHHWx6UpMvHG2w2+3SFWeHutfroVwuwzAMWbRBZSgLf+xEUZ2uJt/Aq8SbXrM8UDRvXmGR3FkUb3jGcCt4LpeDw+EQ7yTTNKW7yRGUfD4vyw4LhYKod9xut3RPOUITCATEJkdVZwGvFjqoHsXA7AiMxmJ5s0jOBAIBJBIJmVJJp9MyiWCaJgCID1uj0UCj0cDOzo4EPLVaDcFgENFoFJlMRgKlWCw241X7fcU+AJLw8x47HfxcdZwFd+Y5ewzDkOQ4l8uJCi8SiciUgbrcknFLPp/H4eGhLGGhrZHf70c4HMba2hoikQgsFgtM00Q8HpfdCiwkfh8n1KVCTPDUAs9Vx6K5o6pp3oY/LBR7PB6xo0mlUtJ4VGNXqjRbrZYUbz777DPUajVRiDMmou/j2toaxuOxNDV5bqkxDp/H6Z9FXTrG+NzlcqHRaOiN8Tgb7rzl48oCXb7H5AsbjuRMr9eTxWMvXrzAw4cP8eWXX2J/fx/3798XP32v14u1tTVJ3hOJBDKZjAgmKMzgOLGq0vohUE0aCoWkIcb4W827rhKXFsWdNxVs+PcvH2em4OdwOBCNRpFIJJBIJOB0OuV3mY3uSqUi8W+/38eTJ0/wzTffoFAoSLGPAhkuEaeKOJFIIJ1Oz/gPMyZW76lTr4X8neqPzpF1p9MpKkMuOiN3To95X3YOnUVufrq5rP49uQNAFJX8YKN5PB5LrPv8+XMcHBzIlPbh4SF2dnYkpun1esKdfr8v4/y08YvFYjO1Gz4H9Z76vrNSLShT5OV2u6WJygKj0+mEx+OB1+uFx+NBp9O5Ehw6i/tKfT/UxacqZ7rdLgCgXC7D7Xaj1Wqh3+/LXcIG1OPHjyVvmkwmIrQhZ/i7brxUKtOijYpzNhj43vO5/KHnD0Dy9dPTeOQNgJniM88om802sxxYje+XAT9YKDZOXoF/BODBdDr9r5VP/TMA/w6Af/Dyv//0bR7wrH5xGITQlNrn86HZbKJSqaBcLsuoALuJ3LjKwIUEjMVi4mXU7XbhdrsRiUTEVkDtYk6nU5imiel0inw+j2q1Kp2AZV0OdJ5Ydu7wF5TBzvr6uowetFot+eUtl8uyAKFaraLRaODJkycAIJYV6XQakUgEhUJBAmwqKui9pm6J5kgCcLJsgT5IvV7v0l4uPwaL5M4iL2xeSJlMRjavZjIZ6Sqr20qfP3+OcrmMZ8+eoVAooF6vI5/Py2WUSqWwvb2NQCCAWq0mo3ss3KjBjRrE0sKE41mtVkufOS+xbGeOYRiw2+3w+/3I5XLY3NzEtWvXkEgkpJFpGCd+bL1eT0ZsmYB/8cUXomqgd18ikcDHH38sy4bY8OR4HTf/8p5SucOGhM1mk9Hhbrerx79xdtyZp0i8srKCtbU13Lx5E3/2Z3+GtbU1hEIh+P3+maSW6oUXL14gn8/j/v37+PLLL1EsFpHP5zGdTmGz2bC2tiZK8o8++kjsAgBIIq0W+whVLeFyuWSMk9ZJVE38GAXjZcRZcOfH3FuMZdhYuHPnDra2tqRgx/Og1+uh1+uh2WyiWCxib28PX3/9NXZ3d/HVV1+JAocKP5/PB5fLBavVCo/Hg62tLVk4pC6qelPDQC0UeDweaZ6qClUWnPizqnxTE7DLzKn3xR3jpaLP6XRiY2MDt2/fxs9+9jOZkmKMwUT30aNH2N3dxcHBgaiJy+WyWEtwnL/T6aDf76NareLmzZuiLmZjlLs8eM79oaI2G2b8ufb399HtdsU322KxoFAoSIOVHKJi8TSnLhsWHScDeO138OXjzHy4XC6EQiE5ZyKRiAgXuNCwXq/j4OAAn376Kb777jtZWler1UTtq1pA9Pt9WTJVrVYRCoXQ7/dFsKOeY3+oaAOc5GU+n0+EY36/H81mE6PRCJFIBPl8Ht99952oV6mU58JECoAua7HvrGIddUmg2uRUfYfVAiuFNY1GA6PRCPV6XQp8e3t7ePDgAXZ3d0WhyfxYHcdnHJTP52G321Eul+HxeGSiV7W0+KEGGmOhu3fvIhgMwuVy4ejoCACQzWbl33ECj0p1+uV+++23ol5l8fGyYdHcIcgdKtFZZOV9wffeYrGgUqlIQ7xer6PVasmZwxyqXC7PnDW8H9TfaRaKDw4OYLfbcXh4KDY6LpdrppgLvG69w/iH03/BYBAffvghQqEQAIjaOZfLYf2lDem9e/dm4ioKx3K5HFwul1iSLtP+mLdRFP8KwL8N4GvDMH7/8u/+Pk7I8L8ahvHvAdgF8Hff5gHP6oflG0Y/T/6Cdrtd7O7uAjgh4qNHj9DtdtHv99FoNGaWkHG8aWVlRS5Cm80m5CQYOPV6PVSrVSEnoD1CT2GpucNfdHUZGZeLDYdDUU40m000m008e/YMzWYTnU4HhUJBFBNqJ11dauZ0OuUx1KINeVapVGQJCICl6iAtARbGnUXxhkU/dv18Pt9MUVddkNlqtfD06VMZ6W02m2Jw73K5JNlmEyGTycDv98tSBzWgUZXEHC+nRy3H8prN5qUNan8klurMYSIeCARkmZSqjAEgI7S9Xg+1Wg3Pnj3Dd999h729Pezu7s5MLHBShgtjvF7vjMLnTUENzxwuIhsOh6L04mI7/v0VV6cvFXcymQzS6bQkU+pSTBZC6Pn47NkzHBwcYHd3F4eHh6hUKqLWtNvtsvmZG+TpK6kqIE6fOcCrMUzVh800Tayvr8u/Pzo6Eg9SdRTvTT//JebVe+UOVbuMSXkvMIlmUbBcLotP/sHBAXZ2dvD48WMUi0XxgmShZGVlRZY1c4qFMc+bbCZOPx/eW+QDRztv3Lgh99+zZ89QLBZlJJTTW6dHfC/5pN574Q7fn9FohEqlgr29Pdy/fx/pdBoul2tm9Lrf7+PZs2d4/Pgx8vk8CoUC8vn8jAXb6WI/uacufmJz4YcUxKeLTTabDT6fD9euXUMoFEIymUQwGEQ+n8fz58/lDqO9SbfbnRkhv8TF4oVz5/vObbWAQ2X5w4cP5fc0l8vJ3p+nT5/i6OhI7qRCoYB2uy2NqjcV8Pk+s5GkFn3/0FnzfWC8FA6HAUCWVwUCAayuriISiaBer0sBu9FooFQqCY9472ne/DBU3qivF//M93MymUit5JtvvkG1WkWxWEQ0GgUA1Go1vHjxQhYd5vN5NBoNWehMQcObCnbMxdW7Q+XMD3GHNSQ2XIl6vQ4AUvzjuab+zFQb12o1WCwWNBqNmZ/5knFoodwBXj93TucuLJoyznn69KkIrywWC/r9PorFoogXOp3OjJCBH+r3Bl6JMti8UKcL1H+j/ln9enLG4/EIRweDgfitN5tNWK1WrK+vz/j+09udoh5OUXS7XSkic0GiuiTxffHoBwvF0+n0/wXwfb9h/9Jin8784BvOAJYvbLfbxYsXL2CaJvr9Pr777jvZ6DwajcTvyO12Azg50NhNCAaDsFqtrykbGHxwCZ665VcX+17hInCH1hMejweBQEASYo7ZjcdjGaH67W9/K3/f6XSkWEPjfHpshcNhxGIx6bADrw5CcoeboulTzANHNxpOsIzcMV6Ox9GDz+PxyFnB4j+3gB8dHWFnZwd7e3v44osv5LLjBufhcCiLXKbTqYwIs5BIqJ168pKB7fHxMUzThNvtlnNK/ZqryKNl44260ZZLEpj4sPjHYm2z2RTePHr0CAcHBzg8PJRg1263w+fzib8em5xut3smAVeVHNPpK49HnltUdaRSKUwmExSLxZkAiWq/78Nl5dWycIfvG70aqbhkEDoYDETRQvXK06dPxc+6WCxKY4pnCYs9o9FIbCNOb4rnY6vPg+o8VbFnmiZyuZwsASHf+P1ZMH6TsvESJk0AloM7tCCpVCoyKaeq9iwWiyjNG40G9vb2sLOzg6dPn6Ldbku8w0RbLbTxe3Ak9/vsAk6/1+oHLQ5oocKFm0yYOD7M6S21yMjnpLmzWDARL5VK4vP5ySefwOfzYTweo1KpoNVqodVq4dmzZ3jy5InY9HEpofq+qEUZwzCER8zPTluwnYZ6DqlnBxXtm5ubSKfTaDabCAaDODw8hNfrFcEON9zXajXJ8d53kn2WWCR3fuj1UXMYFmC+++47aSRxN1C328WTJ0+wv7+Pg4MD2bFArqjFV5UvLPYxFyeH3uQP+jbPX11G7na75TzjMuB4PC45GJsfXErG+/OyNqgWfeb8odeHnOEdQNHL119/jb29PTx79gy3b9+GzWaTad1arSZnDyfeTr8PKidoDeH1et/4+R+Cqg4FILZKgUBAPIppL8pCMe+1fr8Pp9OJ4XAoVgcHBweiKOb5d1k4dBbc+b7XZjqdihWWKuZ8+vQp9vb2xP6G9hLcwaK+P9/3vVXu0ArrbSaY1PeSIh3m8eQQvdWr1SpWVlaQzWaRzWbFd93hcEjDHTi5h10u10xNgVN+o9FoRvz6PvDWy+yWGVRLsHBHtcyjR49gt9sRi8VQLBalS6iSiWRh4kQz6ZWVFRnLVb1wGFh1Oh10Oh0kk0kcHx+jUqmINYU6WsevuSyHxGUBg1b6w6pLEsbjMf7qr/4KVqsVqVQK3333Her1uoy+ULFA7lAdEwqFsLW1JXYVzWZTxgsYrNK3ttvtIhQKodPpwO/3y0geN4HzUmVgpfH+oDahuPzJ5XJJd5wjbZ1OB7/+9a9xfHyMUCiEzz77TDafsoDCxL3b7UqDIRqNyr+h9xIfj2dHu92WJFrdLu3z+eQ847+x2WzodrvodDozgbiq0LmMwe8ygvYz8XgcyWQSkUhEVOFc4NHpdFCv1/HrX/9a3rO9vT2Uy+WZZYUrKyvytapNDTnCO0r1lRyPx5KgsUDMgCSVSsHtdiMYDGJvbw/1eh2GYSCfzyOfz89wh4EXk3/Nn7MDf/d5d9TrdTgcDinqcxFHuVxGuVzG0dERfvvb34q6jx5+VEow4bHb7VJkVpfuqv74p73VGPuQWywGcNnr1tYWCoWCqH6ePXuGZ8+eSbFvNBqhVaiNvAAAIABJREFUWq2KAoeFG22Ts3hwEo6FEKptqEg5OjpCoVBAuVzG7u4uSqWSqLZYlKVqnMWVYDAoiw7Vzd1q8s1zgeDZQPGE6gdotVqRSCQQiUSQTqdx584dtNttNBoNUTuXSiV0u1202208ePBAzjpySsdDiwPvFafTKdNN5EatVpuxWjs8PES1Wp1Z6szxfILFuWAwKHdeKBSaWbz7/7P3JrFxpVnW2AkGY473Yh45k5IylZVZlaipu9CNhuFNA/YPwwvvDMMLN/6tN4aNf++NV7a3hr3w7kfbG+8K6KpGozurK1FZXZVZlSkpJc5TzPMcjMEL6VzdeKIkUgqSQTEuQFDiEPEY78b97j333HO1nccks7KSNcOL2smc3Ot2u/jLv/xLYRSfnp6iWq2iUCjgyy+/RLFYlNqP+df83Ho/0/qhzWYTmUwGg8FAJByOjo5kJ0cmk5FJlvPyBg2ucKHiysqKLODk+LcV7DuPfWj1Fw0EUb5kNHq+iDUSicjuIj3dmc1m8cUXX+D4+FiW8XHK4rzG59wubvp9bLPZUKlU0Gw2ZTEmgImGpVVP9rzH45liGAbi8TiWlpaQTCYFqDuPTfw63+HPsWFBPIjgsb5+Tag4OzuD3+8XKS+Px4NCoYCFhYUJWUAtlzG3y5m1dtX4S7VaFSKF9bx4m1E6hOcVfYfn1ZumpfRjcHJ0PB7D6/UimUxic3NzYo8IwWECwMQKaWdnZ7LsNZ1OC6GQWvwkh91E7nzrgWK+sQHIeC4BOSaXo9EI1WpVgGHN7qPxYNFAHb9uvTF0WH5wGyMfT+v18Rrnh8vsGDVhqCszGo3QbDYnJCcKhYLcV+qisdDVY7h8PCbZeuyFhZcOLNoPGEQ6nY4ceOxMDofDCXYg8OqyAD7e3Leu1nTX0DAMBINB2djOhKDZbIoecbfbhcvlwtHRkYDIjCk68Wm32xgOhxOdTAJxg8FgIkHRHUzdieSyocXFRZExYdeenUh+WMG+eQPrao3nCaVGKGPU6/WEtTIej6VA2d7eljhTqVQkweT9I/BLsG80Gk0sFNOMH6tmrO6cDwYDuN1uxGIx8Wm73Y5SqSSPTYkCJl083zjmRebh3KZvPAuok9hoNOB2u9Fut2XjN0ERjm5ms1l0Oh3xDwK7LM7ZxObjW+Um6D9W0A94uRRIa6pRoolapvV6XRpVfAwy5flvAAJm81wEPlyG+nWbvq/ValU0ZrksiOPgpVIJp6enMm5Nv9EFlt46zskXLlhhvHkdE52mgUH9u2x6kJzBjfFerxeBQACJREKaZ61WC7VaTXyfY+HnjYjO7bldtt5gXstppcPDQywuLiKfz6NWq6HRaGBnZwfValV2IhCwPy+HYB3GhYder1fuv2aHWn/P+n/9c9bPfBw+rs/nQ6/XkwWJoVAIhUIBfr8fbrdbfEeDT/P8Z9Iu4zfMRRqNhkxF8dzJZrNCsKKvaIDjTbUxtWu1LNu7yE7oBrv+DEAe0+/34+zsTCYauMAqk8nI+caleyRjWHWV5/bcLsLE5PeZo7Jh3e/3pZGsF1OexyJ+k5EEQUCOucpFGcWML3q5qp6cYV7Nv4M5tt4ls7S0hOFwKMvuma9xWuZD1r1+H7to7DkP2Nda1frzZYxEU+uk3eueX0870AcoGUnf1Tl3v9+X/Ie+yb1q/B2n0wmv14tIJIJkMol+v49msyk5nZ7Yu27/uXag+KIB5aKPRRCHN2dxcVFeYL458/n8xJtTXwP/rTcSMngRjLH+ru46seuYyWRkREFvl76I886DxsVsGr7De8dRg1gshsFggHw+j/X1dVQqFRwfH0uAZxfHev91s0Bve+aIN5nJGlDm9dN3AMi4CkElNjn4e9buuA6MGgiY2+vtff2GxS3ZodSaJTN8MBggl8uJhh+39urkWMcNfp0LNiORiBTfXI5J9icwub2ZcgOLi4sYjUaIRCIi6q+ZfQSlCSTa7XbRNeahM09Y3m7v4zssZLnMR49OUSe/1+vh5OQE+/v72N7eljFfzcLTGsQEAgmWsJji8zEJ12waXVQzdrRaLRmX6vV6cLvdKBQKKBQKAk4Hg0EZEzw8PES/35fEyPoxt1ftXX2HjOJutyvvWZ4BZPuVy2UcHx+jXC6jUqlIQ8p6VrG41UU3k1Rrg0H7HP2OP8OkdjAYSFwCIGcd9R3H47FMPLTbbRQKBQDPm6GLi4vCHOLzzcGa8+1dfEeDKdQcrtfrMonAJYcctz5PJoSm845wOCyjuATmrACMNbfWBbeejNHkDLK1+JmLo91uN5rNJgqFAnq9nlzrd999J/6k2aFz/3nVLlN4c5t8pVLBycmJNAiPj49lwerJyYnUU2+bKGGTm3r6BGtfB9y8DiDW/mxllBGw4WfqS8ZiMWnak62Yy+Xw+PFjFItFVKtVaYbqHHtuz+0ifsP3MSdpuevn5ORElpwytr8N1OD3+PN6kRSXNp+naX3eY1p947w63/o9YgfcOUJpr0QiAcMw8N133yGXy6FWq6HVakkj/zwC2V22y5xXmoRH4+t62feizlsItBHs002Gi9jrJh6sbGReI5fT84xzuVzY2tqSJYpsRnCpGnM5q/7+XbfL5jrWPOVdTdcv1LemtBbr5jdp6WssiOAyMRzK2pIc1O125ecJKGtGMckcALC0tCSNfjZdFxcXReHgJvznWoFiFhwApjI+xqLH7/fLTeAGXC1ifV4SbP33eDyGy+VCPB7Hj370I6RSKdy7d0+0Q3lgjcdjGZmo1+s4ODhAsVgUfdperzehb+tyuUTAn4WbZnDw0J0fOm83+s77gqPsFGo963q9ji+++ELuq9br0/5jZTcwifH5fFhaWsIPfvADRKNRJJNJRCIRGdkkI7DT6UgHld2izc1NLC8vi99SQ9vhcMgiPafTKctFms2mXBs1R+fJ7uvtfWMOAz+ZfNzyzcSx2+2K33DM7rwiVhc7ZOiRbZpKpSRB9vl8AgZrXwNeTiv4/X48ePBAxqt6vR4qlYo8PwGkSCSCbrcrDRCC27lcDs1mc15ov8XeNebwHlcqFWkY2Ww2BAIB5HI5VCoV1Go10e7johcN3ACv6gKyiKdpRoPWx9e+w9/RSW0oFBKJk9FohGg0ilarJaPG9XpdRnvL5bKA2O12G0+ePEGxWBQ/nwN+59u7+I4Gbn/729/CMAwYhoF0Og273Y6nT5+K7xAcJnhjvQc6v8hkMqKVrZmA57GKdXLMhhQZZDy7uGCP7J1YLIZ4PC5MMrfbjW63i3q9jtXVVWGCOhwOnJyciL/z8eZjmZP2Lr5DwK9YLOKXv/ylnCFer1cWOZNVqRd8nff4jBWj0Qh7e3sTvqNBYfoLr9Na9DF2aZ10LlFk7k6pOOY0CwsL0pQlaNxsNmG323F4eCiMRTbc+B6Yx5/nRgDjIjGZ3+cejn6/j9PTU3m/cyqu2WxeSCea/kSgJpvNyv4PzcgDJqcY6EfnNR8ZGwaDgdRh1vOOjwNAmrNc4lkulxGJRHB4eIiDgwOJPbVaTSZP5/XXS6Dson7DJjPff/y6rpkuc+6RwOPxeFCr1WCapjSrz1vSq2POm+IYpxc04KdrN/4eQcYf/OAHWF1dxerqKkKhEA4PDyX/YY7EPHruN89NM22vG/DjRC/3xugaTJOs9HNZa3p9dmkAUNdrtPPIYqzxU6kUTNOU3Hp/fx/ffvst/H4/Go0G8vm8yJbO853nZt2rcl2mY04gEBByA/E75k/WZoPVb7Qv6biiJ4L5PdZf/Dnr1/lcq6urcLlc4ickjnA3wHUTva4VKJ72H8UXSgdrjjOwML9oAauBv3A4jFgsJmw9rVNDh6HOaLvdxsLCAhKJhDhYtVoVUMrj8YheKH8HgCTXGtCe28Xsff2IxTNHY5mIVioVSRxtNttrGSvnPT+7SdFoFPF4XIAY+o5m+NEvgefbUldXV6X7Xq/XpehxOByoVquydbXRaGBhYUE2UnPUd96hfLu9j8/QP3q9HkqlkhRQbABRV4sTBVa5ET6/9SC0Mk45+mY9oDQYeHZ2BofDAb/fLyCAzWZDu91GMBgU4IVgks/nQ6PREBZhq9USiQqCknOQ7+32rq9Pp9MBAEkafT4fCoWCLN2hJNKb7oUGi60JiV5ip4seq7Yxf5/TDH6/X5JZSpewUREMBtHpdODz+dBqtYQRyCVBxWIRg8EA1WoVdrtdAMS5D71ql03mNLhbKBTQaDTg9XrlTDo+Pp7YHq9zh/Oeh7GLy+z0fbIWRlaWKHA+eGBlG5OtTC1IMs/JNh6Px6I5S9ZZLpcTzWQyRuc2aZd9P7GhSRktTqCQbUntat0Af5NxPJgNUfqb9QzTn/XXNRDIHGUwGEihNB6/HO31eDwTcnA8r9LptIywr6ysyM/Q/zktSKBqbu/mN8yHrb+vm0SXqaUGg4FMzPB8Y8Gr7bwCXP/f2mhgHca4ZJXnIuC8sLCAWCwm51w2m5VGit/vF/mk0WgkbK/5+XV50xIw5zUpL2r6Xmug+U3s9fPAPv09fqYPW2VPNLgJvPRFLpuy2+3IZrMYDAaoVCrweDxyjvJMvU6wZpbtJl8Daz5izVk04HseOGwF+s6r2/g9/ZzWPEmzRaPRKGKxGNrtNgKBABYXF+HxeAQH0r5z1/3nJl8DArRkBFun7F53Xdavn5dL60am/jmNB52XazscDrjdbmmgBwIB9Pt9qe910/aiqgXva9cuPTHNUXmOxRIUBt7P6QjkUictlUrBMAw5NPRGTL2NMxAIYH19XaQK9vb2ZHTG5/PJ+BZHwxcWFhCPx6V7rzWz5vZ6m4bv0D/IyMrlchLkdVJymcSRP2e327G8vCyLGAj46cIoEAgAeC7azxHdSCQiwuVHR0cyqkdGMXWSc7kcACAajaLX62FnZ2eic3rXD5zX2fv6DUH8wWCAb7/99hWW70WXe1mTjvF4DI/Hg3Q6jWQyKRqg/L5Oag3DkKYS2VZc9DEYDFAulycY8mxOceFVr9fDvXv3ZGOsBrXn8ef19q6+wyKHzUNOn1iLqos8/uu61lzEqdky54E4Ho9HmhdcmMlxJhbKlBMIhUJSDPV6PZEpSaVS6Pf7srjGMAw8efJEEpZSqTRPei32rr5DIE8z8J49eyaA22USQ4L41JAkKGLVKNZNKZ28cuuylr/QMhZsMhCQZKOKXx+NRvjoo48wHA5l7DsSieCPf/yjXN/jx48FXJrbc3sX39HxRuccOj+4TE7DiSeC/PV6fUJKiUZ/sgIuvCZ9fjL+Md9iXu3xeF4BlG02G9LptDSpOp0OwuGwgD6DwQBfffWV/N287rtu75IL8j4x5gOvnjsXMZ57XO5NkJn5xnmPpXNt5jz8G9ig100G/o1aUkk32Hj9oVAIpmnCMAw0m03Z50DfIWjDyarXXd9dsXfxm2mc+XwMTu1xeaueVND2OiBHf90q+2Y13UDnNXDMm/WXy+XCxsYGHA4HGo0GgOfvE0qDtVotALh0bP0QbRbqT54xnCY4z87zHStgB7zcWWWVPTkPNNZ4gSb5RKNRtNttJJNJwaq464Pn1eum3u+S3aTvsI5io8E0Tbjd7jdKTmh7HcECwERTVC8CPm+qRv8+5SroT5FIBG63W6ZTSTbVDdjzmnXTtFu/zA54tTv0rkZGJ51Hd6h0N5IyE8FgEEtLSwCea2Q1Gg1hyAAvnaDRaKBWq4lA/sOHD7GwsCAapR6PR3S1ZiHg3gXTrzE1PTVQdpF7oMdO2u02Dg8PpVPIAsi6iMHhcCAQCMDtdotuKQvss7MzxGKxiaI9GAyi0WjAZrMhkUjg008/Fd/x+/2Ix+MoFot4/PixgMZzm65Zm1DWOHNZgJVjtxzP3tnZQTKZFI0iK0hMI5OYcYkHit1uRzAYlGvUSzW5cGpjY0PGe7e2tnD//n0cHx/jH/7hH4ThOmeFXo3pe6KT1MsmhzyLyC7XDCmtG8rnoV+SrWwtwPl9PY1AQJmxiyNZTHTW1tawsbGBfD6PP/zhD9jb28Px8bGAkFzWMbd3N75+uoiwFhOXBW8IFPd6PZE2Om+kdzweSxzgvwnecVS73W4jGo2Khppm9VmBvmAwKIl4JBKBaZqoVqv47LPPkMvlkMvl0G63USqVZJniPAd6P9Pv/fdhnBDgzWazMinVarXgcrmEOUXfISDIcWxeA8HfarUqOriJREKkSzSLRzdCmD/Rd9hE3dzcxNbWForFIgqFAur1OjKZjJAwrHsh5nZxs+Y27/Me7Ha7qFar2NnZkaXRS0tL52qjc9KhVqu9At6Mx2NZuFiv15FOp2VhFc8o6xJpgoD8ME0T9+/fRzKZxNLSEsrlssSbUCgEwzBknLfT6dxp0OYmbTx+LuuYyWSQyWRkL4NhGK/4JQHbTqeDcrksPsV4srCwIIsLh8MhYrGYaB7rPIr32prD22w2+Hw+bG5uIhqNIhKJoFwuo1qtolKpiNRSPp+faKLNfef6jU0GLoVut9tCoKBmLKUfea+5w6parU6wSTWBgsZlz3oXyHmTDPw/8Fx/f21tDaZpwu/3y2Rwq9VCOp1GrVaThbLlcnmCHXrX/Ocm/17tO4VCQZqa7XZblu5a6yo244np6T1AWtuYNbpV3k0/lvV+01eDwaA0sih5MxwOsbq6imazib29PRSLRRwcHMh0jJ6An3YO/UEAxbT3fWE4age8XDimR8D5wa9zrAmAgIVk7/CAoq6saZqShDidTnQ6HQkedLBKpXInA8VNmfUN+q7GQ0hrVumRcB0k+HVqOzJpYWfI5/NJsTQcDuF0OkWfWIPKtVoNZ2dn8Hq98Pv92N/fv5CG3Nze3c7zl8u+1jqOcDkUN0Ofp6elWX70HRZE+t+6C0lmhNPphGEYcDgc8Pl88vMEbMLhsDQYOB0xB2mma69LBi4T563jSbyPWt/VOuZkBaN5X7XEBQEVNsoATOjF8gwkS4Kj7OFwWJh+wPOFZrlcTh5/LoMzHdNgH/BuMYfxRC9R4Tg477v2L61Nqie2CPZRo308fr58Q4N5jB+8/3a7feJnvF4vPB4P4vE4AoEA9vb24Ha7kUqlhKF1nmzP3C5uusmgP7/L68mzh9MpWr6ETQYa/Yb3kHkICxiCuoVCAcPhcIK1p/WYddwhs4calJT0CgQCODo6gsvlwsrKijQ02KzSOspzu5wx19D/fxejP5TLZQH0+v2+1E66OUV5k2KxKE0mgnjD4RDlchmtVgvValUmqvx+vyxWZB7FeKaX/hIsCoVC8Pv98Pv9yGQycDqdWFtbk9jFqVTWbnO7XmPM544fTuxSSpKxSEuhVKtVaRSREaiBGea09A1qx/JnKKlllVViruNwOBAMBmWJJ2PW2tqa6G4DkKmL+a6YmzHGCZ4BzFl43wFIXGEjsVAooNVqoVAoSJxgPLFKAwyHQ3g8nonziM9rzeW17EAgEJAaP5/Pw+Vyie412eiLi4vSuAcmSUdzX7p6Y45ixe2si36ZDzPusOntdrulAUUJC+roc+KTzQfr1Ke1waBxIo/HAwDS4HK73Uin0+LXzJHK5fJEg1c3Q6Zp1w4Uz6rz60OIoFwsFhNwhjdaj9npG0KJAT3GPRo9X14WDAZxdnaGzz//XJbZFYtFZLNZLCwsSDfj6OhoPgL+Bptl33E4HDBNU4KC1+sF8Kr+owb0WCAtLi5OFNf8PhNmv9+P9fV1AJPa2LFYDMViEcfHx3j06JH47qy+Tjdl7/t6WLuK03h/kkGldYaBl/efP8NDQC+V0pprTIZ1AqNj0urq6it6fmT6RSIRnJycSIedB+Sclf7SptF8PC9BuIzxzOHvjkYjKZKol6elkayJCIHls7MzVKvVCcAHeD7R4vV6YbfbZavueDxGOByW4pkJEJMWNiD6/b483tHRkcijzGPQdHxHP9a7PB7zEs3uLJVKondGv2Kzk35CYMdmswk4/P3336NaraJUKomedSQSQTAYhNvtngAJQ6GQ+H08HpelZfQfJsKLi4v46U9/Cp/PJ4x0sorvsk3jzNKP9S6Pp+VEuLCqVCoJ6M+CaGFhQeJArVZDtVqVcX4uE9vZ2RFptmg0CtM0kU6nZWEdgZbhcCgMLmoUm6aJRCIhuRWlBnhtsVgMHo9HFrrqRX130d73737Xc0r/vsvlgtfrlcVSZIACr7Kq8vk8yuUyjo+PUa/X0Wq1JCep1WrI5XLigysrKwiFQlhdXRUQT8uvkdG1uLiIRCIB0zQRj8dF3oTADc+7fD6P09NTLCws4OTkRNhid5FwcdPMPsoGUJOT5x+X/HLHRr/fR6fTwePHj5HP52WvC+WO2u02Go2GNMIXFhawsbGBWCyGe/fuyd4hnnfWplcoFILb7Ybf7xd/ImHHNE2YpinPYZom9vb2hPGum2R3yW7y76VkjsfjQTAYnCDdUGprNBrJEsJyuYwnT56gXC5P1E5+v18aFZTXYkMpEolgZWVFZNteJ3/CxqcmWPDMYnOBZ2k4HMbu7q7svul2u68ss57b1Rp9h7uCyCR2u92o1Wpyn0mSKJfL2NvbQ71el4kHp9OJaDQK4Pn7wDAMiR+RSET8UisUnAcWs8FFIiH9kjk8p7g4YUWZwIODAyFv0Pc1g34a9kExiqdlzWZzQn+IgUYX7DQCOHq0mOO3WtOPScpoNILP55MPHmilUmmCfTq322VkanELMPAqYGMd8eUiKSY5ZOTw+1z+occZmLBo/bdKpSJMDQ00z216Ns3XU4++9ft9FItFtNttGIbxSjdQ+45mR3CDPBNn6kkCz32Rhx0PGHbNefDRjwzDENCHjPg5UDw9m9bUAo2+Y7PZZGTKMAxJKugf7JIPBgMpsOr1ukyxcPsyGwMEbPr9voA09Xpdzi7GIJ2seDweRKNRpNNp7O/vCyPjfSWg5nb+Yqd3MRbDvGd2u10aitTJYyJKHVjq99M/qtUqisUiTk9PUS6XcXJyIueSx+NBIpGAYRjSpLTZni9zoc/0+32EQiE4nU6REHA4HAiFQhgMBrL4JRaLCUNCsyPmdjmbVszRMUSTKNgYYhHucDiQz+dRq9WQyWRQLBYnWDfFYhGlUkmWYXJpq2maWFpaQiAQkAYT8HwHA3OZTqeDaDQqI+iMMTwr4/G4MIkzmYzkWJzSmfvP5W0arxmBs3a7LQBIt9uVZiZlQmw2G3Z2dlAsFpHP51EqlURqotVqodlsCrOUywu9Xi+ePn2K5eVlmKY5ITVCqRuHw4Ferye7Qgj6ka1F32F+lM1mJQ/a3d1Fo9G48O6JuU3H2ACnjAynGLjEezweY29vT5Zr7uzsCNucZxeBn06nI6ScbreLXC6HYDCIvb09YXUyTwJeygtwetPn88k5xXxIEzp6vR6CwSAePnyIUCiEcDiM3/3udygUCtJomJ9fV2+aVMU8hUQqj8cj+XC/38fTp09FnuLk5ES0pjmF4nK5xCei0ahMGpRKJUQiEVQqFUSjUZki5/PrXURaR53mcDjEv9xut9RxlPBKJpP453/+Z+RyOVlEqwmHcx+6GqPvcAFwpVJBu92W+0ewdTAYYHd3F5VKBaenp7Lzx+l0yhkRCoWkKbC0tCRTC+vr6xJr6CfaWLdpEheJHQCkKU+pSpIO19fXYZomIpEI/vEf/xFHR0ew2WySr2k5imnYHCh+YfrNyOVzehScKL0V8NNMHIJ7lJgAIN0BralF7Uen04lisYiTk5NXJC7mwWH2zVqQsVOox2et/sJ7qwXIyaDq9/syXsff9fv90oywjtRRN5LbMam1xE783Idmz6z3hNI0LKasXWrNHmaxxcKYBVWn0xFNN8Yj0zQRDAbl/4w/9D92Qz0eDwzDgGmaqNfrE2N+c5uOTYPhpR9DgzbUxWdxzNE6jvP2ej0sLi4KOEw9WHbFOVYej8dhGAZGo5E0olqtlkiU+Hy+CSkBAAL2pVIpWSCiJ2/mPvR+No3XT08o0Y/0mD7jA3Xv6/W6LMBksV4ul5HNZlGtVlEul3FwcDDxHMvLyxNjuHa7XRYScVxzMBhIMs3RTMMwAADhcBjRaBTRaBRHR0eS4N51VvH72DR8h0AxZWq4hIcfZKQTaGMzIZfLoVQqoVwuy7QcwZtKpTIhv1UoFKRhQN9pNBoSzxjnNHjsdDrh8Xhgs9lkEXCv10M8HhfQgJMW8xh0/UayTKvVQqfTmchZWEOdnJwIcLyzs4NCoYBKpYJ8Po9KpTIBMjNmtVot5HI5kdIigMOcxW63I5FISL3FZnokEpG4Q2B4YWEBoVBI/r+6uiojxIVCYT4Zc83GWqher6NUKqFer0uTgLnE2dkZnj17Jk2oo6Mj0c2vVCoCsvH8oIwf9/94vV4cHh6iWq0imUxO7GnQI96s4UzTFIIXm+TMoZmLr6+vy3QeQWxrg2HuQ1drjPmcXmm1WqKlz3vVarXw/fffywRBpVKR9zjrLy3fRgyn0Wig0WjIYrqVlRWpq2iUJOGUjV5ox7jE77nd7ok9DrFYDMvLy9jZ2ZEz1YorzP3n6oxAcLPZRLValX1QzD+ZSzx9+hT5fB6Hh4fodDoYDAYyCdXv94VFzEbA4uIizs7OZOp3NBqJtr7G+Tj9wmXiVlkTThyT2EVLpVKIRCJYXl7G9va2LBxeWFiYmLCZls2BYotp5h7ZWLqY0np/LMgHg4GAfZ1OR7bbU884HA5PJCVMck3TxMbGBo6Pj1Eul+F0OoUFMV/IMfvG5IYAH5NTFlc0PdrE4qvf78u4JUer6vU6Hj16JD4HQNhWHo8HgUAAsVhM9HAMw0AoFEIoFBJ2n8vlwsnJyVwva0ZNF7KVSgWpVAqBQECKGh5OVmZvu90WoCafz6PRaKBSqQgD8MmTJ4hEIiIJEAqFEAwGsbi4iGQyifv378sCKqsG16effop0Oo1f/vKXyOVyUpzNbTZMxxmOPB4eHiIcDsPpdErMcbvd0uQsFotScFOeZmdnR1gL1Wp1gtkQiUQmEl4CfLFYDJtPKJAZAAAgAElEQVSbm8J+sNlskuxwFJhsCwDIZrPiP3Mfunmj3zQaDZRKJfh8Pjx58gQLCwtIpVKiGzoajZDL5ZDJZPDnP/8Zp6ensvCpVCpNMNCtuUkul5MiSEuUmKaJaDSKRqOBVCoFp9OJdDotGqNkq//iF79AIBAAABwfH0+M0M3BvpszMrE4/r+3twefz4dOpwOv14tcLofhcAi3240//elPODo6kpFeLnBmI4r5iM6LbDYbyuWy+AwZOT6fD16vVxb5lstlLC4u4t69e4hGowgGgzINc+/ePQSDQQQCARwfH0sh3m63hU0495/rN9ZExWIRmUwGBwcHUvOYpol/+7d/k3Hr4+PjiSkXgssE/TRxgqSLhYUF5PP5V0a8uTcmEAhgdXVVmgdbW1sIh8NC0KHmtWEYMAxDYiOBa056zcG+6zM2GOr1ukwoAYDX6xUwh8zLfD4vdRSBGz35YJ3Kq1arWFhYwP7+Pvb29sQPaYZhSH21tbWFSCQCAMIg1cvRCAK53W4kEgnJldLptLCdNQjNa5jb9E2TsBqNBrLZrJxB4XAYvV4P1WoVmUwGX331lUwuaK1ra2wBINMplKRxuVwyAROJRJBMJuU8Y22eSCSwvLwshAu924OMY2I8Z2dnMmVlt9uRTCZF1ot/z9yux4bDocjmEa8LBoNSW2ezWXz//feyBFWfCda9ZQ6HA999951ITxwcHMAwDITDYYTDYZHcYiMBeB7fAoGAkG38fv+EzC13NFAuhx9kJ1PWTWt0T7vJOQeKXxiDBDuQ1OzUC+2Al0g/bxaLdHbMq9Uqnj59KhtXw+EwYrGYHDiBQADxeFwezzRNxGIxpFIpJBIJKe7nY3O3xzjOywWF3IB7nvA9Gwzdblc2rzIgFYtFfPvtt8JU9/v9MgbMpESztAjaGIaBjY0NeDwelMtlFAqFudb1jJp1mR0AiR0cWdMHBBNg+tbp6amwQUulEtrtNur1Ovb29lAqlYQhHIlEEA6HsbCwgG63C6/Xi16vB5/PJwwum80mkgNsNLTbbWFpzP1ntowJJxetEAihj+gEod/vo1Ao4PT0FAcHBzg9PcXh4SHK5bIsL9TMZDIrOKbr9XoFDAaeA47c8mua5sTCBr/fj0QigaWlJayurmI8HkvBNPehmzcy6eg7PKsqlYpMonAh4enpKZ49e4ZMJoNCoSBgH5nrVrAPeFngM9FmQc1CHng+OREIBDAcDtFqtbC0tCSLhTwej+hHPnjwQH6XvjmXwrkZ080evSyo2Wwin88jl8sJe+X777/HyckJdnd3J/Ia3Tg/L5+lVjolb7iYjAUP9Y857luv17G5uQnTNAW08fl8iEQissehWq2iUqnINc+ZoddvuiFOOQG/3y8N76OjIxSLRdTrdWl8V6tV8Se9dNXadOSEJxl4nJohgMdmKQC0Wi2Rv6GPBINBGIYhcdHtdguoVCwWYRgGfD4fqtUqAMybVddoZI5ns1nZgWAYhjQ7Dw8PhXHMEX39Hj/PX4CXEpKU6mPezDORZ1yz2QTwXBqF4KNhGIjFYjBNU/IiLlv0er3odrsAIE12xrD5VNX1Ge9VPp/H06dPkc1mYRgGhsOhxJhMJiOTCroeP894/1iDUfuaDaRKpSLaw263WyZoOp0OwuGwLJonMZBTv/Qd4PkOAJ5/nJTRTOS571y9MWbwff/9999Ls5GSjpQrYRNT61Ozlid7mLHE4XAIU93j8cDv9wsA3W63ZXoFgExIBYNB+Hw+IQMyHyIBQzOROZnDRrj2Ga29Pi2bA8UvjC8yD5JqtYqzszMpZs5bSKR1aXnwZLNZ/PnPf0axWES/38f6+jqSySTi8TgikYgsWCCrzzAMJJNJtFotbGxsSGBikT0PFrNrGvAjOFIoFBCPxzEYDGRxBvByBJhFEEd6O50Oms2m6Cb94Q9/kOJ6ZWVFOqAcBQ8Gg7KMgR2oQCCAhw8fyojC7u6usN7nQM1smR454WgUNbVYWPNQ4BKybrcrW8EPDw/x6NEjKYZrtZqM1rGjyTgTi8UAQPS6Go2GaPbxWhKJBHq9njSsyFSej3/PlrFrzQ/6Dotlh8MxAe73+31kMhk8efIEjx8/RrFYRKFQkAaoBvyYcBD4pW61w+GQAorMPi6a8fv9ohnqcDiQTCaxvr6OcrmMbreLYrEoBdTch27W2FDUOuWdTgeFQgF+v1907Y+Pj3F4eIhnz57h+PhYtNjeppXH5la325UYRKYXAeZmsymLp5gD6S3RbJ5nMhm4XC7kcjlpUsyBmps1vQyTS8lOTk6Qy+XQaDRQKBTw+PFjZDIZHB8fC7h/kXvGJgCXVdntdmmMNptNkWbiOZlMJuH3+yVWUXM2Eong448/ht1uFy1tvUBtnktfr7FY7Xa7omvOZc/D4RD7+/tyJlWrVVkid5GzgveR0w0EigkIt1otkeUqlUqy5JBL7QDIuUU5pVgsJmcmmexkFBNknPvP1Rt9gIsFKU3T7XZRr9dxcHAgezm0juvbTDe8GE/0MiqCO8xbotEout0uYrEYgsHgxLJxEnWoH8q9Mm63Gz6fDy6XS7Rx57nP9dh4PEa9XpdGk17+xeZUpVKRM4y/8zrjz3CZM8G5Wq0Gp9MpQLRpmpJXcc9DLBbDcDgU6ZJQKAQAEzUf83k2Qnm9rP14ffOYc/XGPIF1uN71xMYj9c9fd0/0lJ3eB6IbCpzy7XQ6E2Qc4Pm9jsfjEmsYRzwejzyWXoZHlQPGHv6MBovnjOIrMr6Bi8Ui9vf38Zvf/AY/+tGPEI/H4fP5BLXnooVGo4Fnz56Jdkm320WpVMJvf/tbSYBrtRp2d3cRDAbxs5/9DAsLCzLmS/bW2toaXC4X9vf3ZeyX43Na73hus2V6sRQ/CoUCjo+Psb+/j1gsBq/XKwGHwvj5fB7Hx8f4/e9/j2KxiGw2K80Gjt5ymRQPo08++QQejwf7+/sScPx+vxRNP/rRj2RBYr1eRyaTQSaTEWBobjdvTE61zjQPCrI5TdOUWMNOZqlUwvb2NnZ2dvDo0SPs7u5OFFacbKA/MjHKZrNIp9MTmqBLS0tIp9Pwer3wer1IpVJycP31X/81VlZWsLKygi+//FJA6Hn8uVkjC4H3jKNJZFxSm49yErVaDf/6r/+KP/7xj3j27Bmy2awkO3rUzmos7nn2eDwe0a0tl8uo1WpYWVmB1+uFx+OR5MXhcGBrawuxWAyfffYZ/v7v/x5PnjyRhVLUYZ/b9RsTSL3IkosN2RDnsh+CfxwFp84r8PZRSPoUCzG9TZzPRV39wWCA5eVl0XRzuVyIRqMIhUIyIry9vS3si93d3YkCb27XY1prnOSFXC6HWq2G09NT5PN51Ot1nJycoFgsSlPgXYoUEi/4weduNpuynZ7gcSwWE6YNY5Hf78dwOBRJglgshnw+jy+++EJAw3nD4fqM8aDX64l0CIEzyvNxafj7airSP7XvABC5HTY7K5WKaOy73W5EIhHZdg9Apq88Hg9OTk5gt9uRyWRkqmIO/F29MQ6QMczRb+rMcgni+7yXrWcVyV4ApIYzDAOFQgErKyuIRqMCBGlAjwQhYgJ/8zd/g83NTdjtdpGT5HTwfCrm6ozAGF/jYrE4sSCMMo/U/72M32hiIJ+HUwyc6iTxZjgc4vvvv0ckEkEmk8Hq6ioikQhSqRSASd8hEMkG+1/8xV9gaWkJAHB0dCT59nlSX3ObnukGElnpzFv1BPhlchr+nt4vRKYxd38QKLbb7dLsXFhYQDQaxS9+8QssLy+LGoGWvCEYTGu32/jxj3+MaDSKXq834TtWCdT3sTlQrIyBgAkpkxcCMADEcWq1Gk5OTvDo0SNks1kBism80po33Mh6eHiIhYUF+Hw+RKNRGWVhskK92Wq1KkL889HL2TYdFDhqp0ERBhceVqVSCfv7+/j222/x6NEjlEolGZNkMgRAAhWTmGw2K6L4zWYTvV5PDqDFxUUEAgGEw2G0Wi3EYjFhcXE0YZ7gzobp0ZBeryc6fHqMhWBKp9PB6ekpdnd38eTJExweHspBwN/Tj8vf1Ycf2Q0U0x+Px6jVahNsCiZB0WhUHnN7e1sAQ808ndvNmB7lpcYwgXyy8YDnGsHUaTs8PEQ+n59Y8vKmOEA/0P7I0fFutwuXy4XT01MEAgHY7XaRoFhcXBTg2OVyYWlpCeVyGT6fT0bIrUs65nZ9RikSgm7c7E6ds3a7jcPDQ2SzWVQqlfcG/HgWMp5x10M+nxemerFYFN1HbgRfXFyU5DiVSsnot06M53a9pn2nVCpJ08Fut6NWq4kuJAG/92Gy8Pd0jCLwVy6XhYFzenoqerIrKysTEhRcrkmWkJaNm9v1GhvYrVYLpVJJYk6v1xN5Kzaj3jc/PQ8AYmOpWq3C7XYDeK49yqkq+hPl3Kipzkaa1+udmCad29WaFYwjmEt5LepWv4nZd9nns8Yrxjtq9nNBsJ6gIpGD0zA+nw/hcFikKwzDkOWJc7taY56q8w5dSwEQKZv39RktN6CnneirbI4PBgOcnp6KHjGXbzLmEOxzOp2ixR8KhdBqtWTHjH7OuV296Vigfedt03Rve0wNGPM8BJ5LIvH80bKBw+EQ+Xxe8huPxyMa6R6PBwAk9ng8HpimiVAohEajIRM7fO5p2hwofmEawGESQ5FoFsNa0/H09BR/+MMf8Otf/xrZbBa5XE4YW2Q2kE1jmqYAzxzXW19fx9LSkiwIcjgcCAQCiEQiMmbOkeC53uxsmrXDqJMaSpaQcdzv91GtVnF4eIivvvoKv/rVr5DJZGSESncuGaTIXKfvFAoFlMtlxGIxbGxs4MGDByJvQW2b0WiETCYjCTkZoZSzmNvNGgFiasI2Gg10u13pGnJxB0e3v/vuO/zLv/wLnj59Kono62KBbkoMh0NhHXPxkNPpRL1ex+effw6HwyFLgcg4jkaj8Hg8CIfD2NnZAQAZ4Z2P7t6caR2tXq8nAIjdbkc8Hsfy8jJcLhfG47FITfzmN79BqVRCo9G4NBNTb2XWUinD4RBff/01xuMx2u22MPvYMacO2+bmJhqNBp48eSJsLGpGzu16jQUM7wMnXrgrIRAIoN1u49mzZygUCmi32++9H4EJMs1ms4m+JDWKE4mEFHbU+SNQvLKygk8//RSPHz8WTbi7VnRbpc5uwngfOepdLpext7c3IRFB7dBpsi2tj9PpdJDL5SQGUuu2XC7DNE2RVqEExYMHD1AulwFgAiS+K+fXrPjOaDQScK9Wq73SAGC9NU2z+k6v10OpVMJoNEK73YbL5RJfDoVCIl3C5YjLy8vIZrNSjOti/0P3n1nym36/P7Efgd+b9rVpdjEfm8Dj6ekpBoMBqtWqEHko38aYw+VT6XQaxWJxYofMXZKfuGnfsRK2eF+vymf4XNTRB577KUHgg4MDjMdjYcZzAjAQCEw0GfjvcrmMSqUCr9cLABMEog/dZsF3rM8/rWvRzS+SsDqdjtx/7gwZDocypVAoFOD1eoXoRY1iAsts1pN0QX1s+o6W5ZmWzYHiF0Y2lGEY+Pzzz7GxsQEAMgqZSCTkAKnVaqjVarKlkkWYVVSfBQ61+zj2eXx8jEQiIWzhhYUFeDweYUckk0nYbDYcHR3B4XDg5ORkqjTyuU3HyDR3u90wDAPxeBw///nPsb6+Lve60+nIaMri4iKePn2Ko6Mj1Ov1176hdZBiskRWT6FQQCwWg81mm9CncblcSCQSoiEaj8eRTCZRq9VQKpXeOHI+t+szvf3W7/cjEolgaWkJKysriEQiMtHAeELGHacSLhoDGIf01vdIJILBYIBisSgbn8PhsBTZ6+vrorWeTqdRrValK87O+dxuzug3TDC8Xq8sWXG73Wi327JEiqy/9zHNoAAgeqG5XA5utxvlclk2PnMxw2g0QiqVQi6XQyAQkPhUq9Xmo983YLx/bFxz6oAAifaRqy6sqFnMhavpdFquix9+v1+mY9iod7lc0ry4K/4zK3+nltfSYJnW1rtq08zUxcVF0bTlyCZzG0oKBAIB8RvGQT1OOiuv7VXaTf+NOuYAeAVsva7rY4HebrdFzo2a+5VKRVjoJOuQueV0OiXXYqOUf8eHbDfpN1Ypv9ctM7wKs4JE1Neu1+sAIOeW1+tFPp+Hw+GQXUOcziPzjz5P1uhdqd1v2nd0Q/mqchlt1gkY4j5nZ2cygTMajeD3+6WJUK/XhVTB+MhpGO4c0oxjYgQfsvG9fpOm65zriDWsp4kLUqLC6juBQEBkKs7OzgQ/0AQeyhFSnYA+Nc1G7BwofmE60FA7z8pGoCOx6KnX6+h0OsIiPY8Zys5ir9eTQslut8simVarBY/HI/IBdBiOspRKJdH2u+k309zON70YIRAICMtFGztBrVYL7Xb7QmOaDChsNjSbTSwuLqJSqaBSqaBYLCIej4v/8BrC4bBIXfh8PtHdmUsIzJ6xuPV4PHC73RMHADuHHH+7TNDnPdbbeympk8lkEI1G4fP5BMgjcM2xKmo/knHMr8995/pNJ716KSYZDARCKCXgcrmmMnJtLZ4GgwEajYboHfd6vQmf5PMR7ItEInLd1GT70JPeWTQrq4G6d5Qs0YtbrvIaCOxx4RT9iA0xADKmGYvFEA6HUavVJEm+bAyc2/ub9h1gchnrdbIsOeHA5TKtVmtCIiAQCAjY5/f7EQqFEIlEYBiGTO3MJdyux6xxxAqoWL9+lcYzR09p0W8KhQJM00QikZDpP6fTKeO8hmFI8T3X2L9as06NXCUj9CLGfIeyW9zVUKlUkMvl4Pf7ZQEr4yHzHkpKulwudLvdOzENc9PLHq0g33X5jTVHZo7FOLO4uIharYZKpQKPx4NSqSQxxgr2maaJYDAoMhVcBn0X7Kb9B7heXETnU/RVThtXq1WRZeOeKo/Hg06nI/Udf5ckU7/fL8sTnU6nTOJNy+ZA8Qsjwt9ut3F0dCQ3KhKJIBaLyWgvRyXr9Tq2t7dFpuK8MQE9RjMajXB4eCgBodFo4OjoCPF4HFtbWzBNE7FYDMBzcIfAEUEkPVIxt9kwFkq9Xk+0ickuJ/BGZsJwOJQFLAsLC+j1ehc6zNihpAh6qVSSZYterxd/9Vd/haWlJXi9XvlZ6tv0+31hSJARcRdG6GbVCJZonXPqxwIvtYdCoZDI17DL/C5Bn8/HRlW73ZbkJRKJIBgMvsKaoT9z1CUYDIrWNROXuf9cv3F0loC/x+NBuVyWre7cnryysoLxeIw//elPwqB7X2MSw7NxbW1tAnTk+B2ZEFya+JOf/ATb29s4PT0VHdM50He9xjOGBavNZptY3GMYhsQHNjyvgrnL5jpBm2aziXw+LwsamWM5HA7EYjFZ/GsYBo6OjuRsuyv+MwuFE88GvaeDkhN8/18Hy5vxhzl6uVzG6ekpAIj/hkIhkTBJpVL42c9+hng8jkKhAADi4zf9mt4V0+PZVtPF8XUY8+9+v49isQgAwjAeDofSlCLY98knnyAUCqFYLEqu1mw2r+Vab9JuegTcyiy8SfY/zxvmVqenpyIfyK/HYjFEIhGRjVtbW4PP50OpVBK5nlqtdidijl58et3PS7uJiQXrc43Hz2Ue8/m8MESZ+1DG7wc/+IEwRe12O5xOJ9LpNFwuFwqFAorFItrt9p3wHeYVd43Edt75OBqNUK1W8d1338n/WfdRbjCZTIoUBfN1Tph/9NFHODw8FCLhXHriCoyg7nA4FICWoInWV+Sb3m63y2jtmwBc3WXqdrvStSawyKKNzEKtSeLz+RCJRJDP5+X350DfbJn2Eb3hVgP7BFlarZY0FS7D9tPMYr1cqlKpiP4RQRrq2gSDQaTTaQQCAQkyd2Xs8jybhcIbeBkPAEjBu7u7i88++0yYoHyvFwoFNBoNWZbwrmAx8PLQYcHMAl+zVDnu5Pf7hSlBLVyCyLPwGl63zZrvUDdvZ2dHpgkikQjcbjdOTk5wfHyMarU6dRYU4wybT+yAd7tdGZlbWFgQ3yJLlOfqXZuIuenCW5suoAh8jEYjWZ7Ke3ZV7CcWBFqb7ezsTJZl6teIP8cpGV73XfSfWfIdPQaufUVvcL+q69V+ORgM0Gq1JnRvNSORgDZHewn63JXzS4/u36S9qSbivbpOH6cfMFdnTOLiMf1BUgdz6rsie3OTYJ/1/TkLr7duMpBkAUAkJ3RcYn7kcrnk/fe2BcIfkjHW3sR9myWgkX7MhgJjDnEkLWXD69WNWAB3xnf4999FsBh4tclArIfELOZWGmO0xmjGIE3cmTap9EaA4llJgLVp0ERrMvKGUYORHWYAcLvdEzpKb3pszcAimKgZMiyOCBZzQyb1Jwky35Vk93U2i76jx9qoE6qbAlx2R6AfwKWAYuAl0MeklYvzxuOxAHk6weX4JUegKF8wt5s3xoNms4lyuYxMJoN8Pj9xn7rdLsrlsozNvg+Ao4t46xgxvz8ejyUGcdu30+mcitbtbbZZGxvk/eNismfPniGRSCAejyMcDuP09BS5XG6CqT5NY0OTjVR9HgKYAGs4IsW4NWtx+zpsls4rXgcBfrJ7CapddW7B80kv8TjPRzXopwumWXkdr8tmzXd4RrDpQ9BEA2zXcb1Wtp/Opaw6lVqyZFZey+uwmz633sTsu4lr07Gv3++j3+9P5M3nXZ9uityVuuummKHAm33mpkwTKQjCsImp/cQad2h36dy6qff1LJ2T2ojzME8eDAZCvHnda8Wz9SK40odizCvmNokVklCoG/LW10nHTDYltP9Myy4MFNtsNjuA3wM4GY/H/85ms20A+I8AIgD+DcB/Mx6PL7TtaFadn12do6MjLCwsYHNzE4ZhSHHMNzwAGR2/SALK71OImuN7ZIlSd8TlcsmNvn//Pux2OxqNBtxutywxuo26NXfBd4DnScHXX3+NcrmMhYUFrK2tiRYRAeRoNArDMC4dGHUxRh/0+XyiJet2u+UgSiaTAIBmswnTNBEIBBAMBqVoui32IfsNC49ms4m9vT386le/QiKRwNramixX2d3dxeHhIbLZrDAY3nX0Whf6Pp8P4XAY4XBYphf4+DyMNjc3MRwOUa/X8c0339wqvwGm5zuz5jc0gsXZbBa//vWvYbfbRcOKjONpa0rrZVGhUAh+v18mFailbbfbEY1GMR4/X+b5zTffvFaaaVZtmr4zq38zcxmyXKz7FaZtzK0oD8AFiOPxGH6/H263e+LnFxYWRA8yl8vdGq3HDz3uaFYLfeY6ClrmPlx46PV6ZREZcx8tf9PpdFAqlfDdd9/JAqFZt9scdy4K1pynJXrVpnNnl8sFv9+PYDCIZDIJr9crCxG19E6z2cTjx49lp8ws27T95rp857x4PktxT/sNl0pz+bRhGBPL6Mkg7nQ62NnZQavVuhXg17R85ybZoLPkMzR9XrndbgSDQcTjcaysrCAYDAogrNnF3W4Xe3t7Ioszi3+XtmnGHT3hepdN+wPjjt/vRzgcRjweh2EYEz9Pgken08Hu7q7UgNN+HS8Tyf57AI/V//8XAP/reDy+B6AC4L+b5oXdhOnOT6/Xk2V1/X5fRvy5oTIWi2FjY+NS+qF6GUs6nUY6nYbP55PvAYDT6YTX651IWD4ARs0H7zsc563VaqjX62i32wL6A4DL5YJpmkilUrJI7LLyE/wIBoOIRqMIh8MYj8evMIvJ1iLj5m1dzBm2D9pveO9KpRJ2d3exu7uLfD6PfD6PQqGASqWCfr8/wVZ4H+NyPL/fj36/L+PnWroEeJ70+Xw+0diexmK0G7AP1ncYBxhzCoUCstksSqUSCoUCyuWyTKtM88zg81arVeTzedRqNVmIpr/vcDjgcrng8XgQDAZhmubUruGa7IP1HRoBPuY7mslyVc/HhLZer6NUKqHdbk8w/JgDkSUaCAQQCARuW/4zNd+Z5b/Xynq66iKPuTknGLR+X7fbFWa6BgRdLtfEFNYtsKn4zk0U3Pr53vTcGiC+rmvU/kk/GI/H4jv9/nMsw8rc0izSGbdb5zezDhIDk6+HBo05IWqdhiFgzAnTW+A3wB05r27KCPZRRktLU2rTvsNFw7egXp9q3Lnr/qNlj2ic6uUkl67p9HlleyFLymXR0/adC1X/NpttGcB/DuD/fPF/G4D/FMD/++JH/m8A/+VUr+wGTLMjqBNCkJjsX45mR6NRrK2tXRgoHo/HE6MI8XgcyWRyAigej8ciHUDWcbvdniiUbtub6S74DkGbVqs1kXzynnIzZSAQQCqVQiQSgdfrfWeg2DRNYYQCkCUtlA5gkqvHpHTwuQ12V/yGWtPHx8c4PT1FrVZDtVpFtVqVJpFVQ+9djYw+v9+PXq+HRqPxSlebMZBsdQLFs86q0XZXfIfblbm8oNFoiO9clb7ZaDRCpVJBPp8XjXStX80zzOl0wuVyCdh3W+wu+A4wCRRrNsdV5hcE9ggUdzodOad4VmptWdM0YRjGrRnDvEu+Q/+5zvui5dv4nBooZrE9Ho9lAo+/N+tA8V3xHeDmWIf6PCTrnNMu2hh/dM02q3aX/OYmjLGOPsFF5Ho605qT80y7Cumvado0fWfWz+abMmJGnLajX2j5v/H4pXQJSYqz3mSYdty56/7DGKKJfZzgJIbzOgktxiU2GK7Cdy6KHv1vAP5HAOQ9RwBUx+MxT9BjAEvn/aLNZvv3AP79+1zkdRlHBVKpFDY2NvDxxx9jZWUFsVgMbrdbbiCBlsPDQwGQL2Kj0Ui0R3O5HJLJJDweD5xOp4CG3IKZSCSQTCYRi8VwcnKCdrs9NWbhNdsH7zsc23c6ndja2sK9e/ewurqKeDwO0zQFuB0MBuJLZAFfxsi+YoEdjUbh8Xik28SA4XQ6YZomEokElpeXcXZ2hkKhAKfTKdqUt8A+eL+h5Izb7cbKygqWl5eRTqexuroq4yNcgkCt63c9UJmMuFwuJBIJOJ3OiYWLwEsNUbLfQ6EQwuEwTNNEs9k8V4NtRkUJjWIAACAASURBVO2D9R3eA2691c0m3mNdFE/zXrGh0Ol00Gg0JqZsGHv0GWWz2USbnYnOLbAP1neAVxepaIbfdRjZVmx4cvybusUErvv9PjKZDHK5nDAm5nHn5ky/p4GbY60StInFYtjc3EQkEoFhGPB4PABegsKlUgmlUmlit8OM2633nVnOD3g2ut1uJJNJrK2tia6/3++fmKZqNptoNpsTgOAs/k0v7Nb4jbV+tTLjZvU1pt8kEgmsrq4iFoshEAjA5/NNnKXdbhetVkuWlpPAM8N2q3yHn687Z7msMS8nQcvn8yGZTGJ9fV2miZm/82/odDpoNptoNBpot9tS48/q34gp+s4M/43XYlaQ2OPxIJFIIJ1OI5FIYGVlBYlEAoFAQBasAi/zoVarhXq9jmazKY3zaZOE3kpptNls/w5Afjwe/9u7PMF4PP4/xuPxT8fj8U/f5fevy/SLz/G2drstgV+PRWo9z4uy7dhZ4kgcmTMsslkMabDP4/HI2C5HQ2/Tm+qu+A7vI+8vWeZ6TJKAinWU/6LAv/YN/pvFNT80UONwOKQJQZDmtvjOXfAbrdfp9/thmqZodWpGwuLiIvx+vzDF39W0/3k8HulS0oe071CiQn+dNus+9CH7jr4/ZOxysRzjzlVJhDDG+Xw+uN1ueL3eCZCGMU0Xg4x/t2V784fuOzwnNGNBnylXaYx3LpcLPp9PJqoSiYTEPV4TMLl06jaMJn5IvqOnV/THdfjJ666H01IejwexWAypVGqigNLn43j8fLFLr9ebeJxZ9Z/b6Du8J9Y4Yj0DZsH0ovBoNIqVlRVsbGxgdXVVyBacuON0IAkVs+ozwO30Gw2gMcecNX8BMJEHu91uRCIRpNNprK2tYWlpCZFIREg6wMsFm1bGKDCbcec2+c55sWYWfQaYPKsoI0p92WQyiXA4DMMwJvJlHXN03JlFvwFun+9YP2bJdAOEdZ3f7xfpx1AohEAgANM04XK5XpGBtMadqzqzLsIo/isA/4XNZvvPALgBmAD+dwBBm822+KKDsAzgZOpXd42mgeJ2u41arYZisYhsNovx+PnCFZfLJQGLC1l489722JQf8Hq9UlzrRVJ8XD2+6/V6EQqFhIUz7eVE12AfvO/o0RKtBcxGg81mg8fjET9hoX5Z4I9JOH+fj6GlJawi6F6vV3yq3+/PfOKr7IP2Gx5YBIlDoZAAxU6nU9gs9XodTqcToVDoQnHmbc9HYNHr9QqwSDYfWe+6G06ta63rdwvsg/UdxgDKE/H9D7wcd2Q3edrgvt1uh8vlQjgcRigUQigUwtraGqLRKPx+/0SzlMkvR+h6vd5taXJ+cL6jQT7dVCTrnJ+vMrdgEuzxeGQxx/3797G5uYn19XUEg0HJg2haq2+WiyZlt953rNMA1u8Bk7HkuljebHK63W6Ypon19XU8ePAADx8+lD0fZNpQKqDb7cri57nvXI3xfU0/oI+wMTgLUwC8Ru07H3/8MR4+fIiNjQ3Ju5jraN9h3jNr4IKyW+U3Ggyx2Wxy7vAcmgV/oTHmcPnh8vIy7t+/j48//hgbGxsIBoPiNySX9Xo9kTO5yeVuF7SZ9x19FulGFKdEuIByll5jnesw31laWsLq6irW1taQSCTg9XrlvGL+xcm786RwZtBule9YWeiz4jNWAJs5DheFG4aBRCKBSCSCYDAIj8cj+A/9hhK5nGDQtfo0/8a3Ig/j8fg/APgPL/6w/wTA/zAej/9rm832/wD4r/B8y+F/C+D/u8gT6g7cLJlmrdTrdUQiEZimic3NTSwvL8u4gAbrCPy6XK7XPq7uTEajUXi9Xng8HmxtbWFtbQ2macoYAvCSSdNut5HP5/H06VPpUM2Cc1/Gpu075xUrs2BcCDQYDFAulwU8iUajMAxDrnc0GonfmKaJbDZ7oaBFkI9dSsoUGIYhjGE+zviFrlq5XMbOzo7oJdfr9Vc63bNqV+E3s+QzepKAhwM3uK+vr8Pn84lO8MnJCU5PTyckai5zD3WDgUysdDotnW29xI7gXqPRQLPZRLlcxuHhoSz1vA32IfqOTiR4frCpwAkV6gGfnp6iXC7j5OREOszTeH7DMJBMJvH5558jGo0iHo8jGAzC5XJNxLfhcIh2u41CoYBHjx4hm82i0Wjc+Gt4EfuQfIf+woYPGQo+n0+azp1OR3yEgD4nl6ZpDocDoVAIn376KUzTRCwWw+rqKgKBgORSenlUtVrF06dPcXR0hGKxOMEimlU/uu2+wxjDxrPP55N8QRfpnK7TTeervE76LrfFR6NRbG5uSi5tGIY0y4bDIVqtFjKZDJ49e4aDgwNZBjPLGvu30Xc0eEq/oSY0JRuszLjrfu/Sd5aXl2GaJiKRCB48eCD5DxvwthfTf/1+H7VaDTs7Ozg8PJwgYcxis+o2+Q3rYE6xUQOakmp66uimX2dKr21ubsLr9SIYDOKzzz7D5uamLCPXYDfr9b29PRweHsp7g3/jLNos+w5fP02go4SjzWaTRfEEy178PVN57ne9Xn4Eg0HEYjH85Cc/gc/nQzAYxOeffy6SJaZpvjI11el0sLu7i/39/YnJ37vkOy8e90LPbyU/aL1n/X09NasXTOrp/OtqdOvPPFM0q9xut2N5eRkbGxv427/9W9ntsrKyAsMwRPqWMYeNqVqthidPnmB7e1veF1eB8bzPhqv/CcB/tNls/zOAPwL4vy76i7P6BqDpxJg3VLMtAEinUY/OWP8ua6cgHA7D5/PB5/MhkUggGo2+QiWn87LL1Gw20e/3ZyIgTtHe2XdmzXQQ0PIhukDRbLrxeCzsvIswFfi47EK63W7E43FEIpEJgFgHWy4NKpVKaDQaaDQaV6JbcwP2QfiNZu1ynJbyE+wcjkYjmKaJcrk8cahc1ggUkZkcDodFeuK8ES4u0KTf1Ov1ia3yt9hute/ohqNmhZO54PP5kE6nhcXLZajvYzqJYaHNBirlAvRkBIG+druNZrOJer0umlmzWGhfwm6V72jmFmMMgWK/34+zszNhW9peTL9odtc0rwMAPB4PDMNALBaDYRiIRCLSTKX0DfBy7LvT6UzEnVs0CXOe3RrfsdlsIodkmiY6nY6wtvTPXBfDktfj8/kQi8UQCoUQi8VkhJeSTPQfFoPtdlvAytsgIfAGm3nf0bFGa/3qiYWbuCbgZY0Wj8cRCoUQjUaxvLwsGrMkX7D45iIpMkNZe90CfWurzaTfaGaoJkcxptzkxKzOhTn1kk6nZVcHd85QJ5S1HjX1u90uOp2O5D4Ev4FbV7PPhO/oCSgyu5ln0k+uG1S1Yjzal3mdiUQCS0tL2NragtfrhWmaSKVSCIVC8Hq9E36vGaH0G9bqt2iSStu1YYKaAMX3olUqUQPFXPDGSZfraEydF+8IYJPwQ5zI4XDIlN39+/fhdrsFF7BKTnCCgbkO6/RGo4Fer3clMqOXAorH4/E/AfinF//eBfDzyz7hLDs/nc3v98Pr9eLs7Ay1Wk30GOmEw+FQOtUsbs57LH54PB5hC4bDYUQiEXz66adIp9MTi87YgSTwx65Bq9VCp9OZ2dftIjYt35lFozax2+1GMBiUJFSP9PKQ6ff7sNls8Hq9Fyq49HJDwzAQDAbxySefYG1tbaK7pG00GqHVaiGXy+HZs2eyDPG2aIVq+9D8RndDySwPBoNIp9NIp9OIRqPC7NUHCZsClzE+ByUuuGRRj65YtR07nQ5qtZowmdlseJflizdtH4LvaE1ysrZYlLO5wPPlk08+kbNiGnqiBBm5pHNlZUWanXxudrqZuHc6HRQKBZRKJUli2u32rQNrpuE7N2W8b36/X/4dCoVkAopMrsXFRbkvXIY6LdN+G41GkUwmkUqlYBiGsEJDoRB8Pp8sYz07O5MGFZe5jEYjASxvi//cRt9h0RUMBuHz+RAOhwWsJwCrGedXmcfr3JkM9PUXi4ASiQQ+//xzAW0WFxfFT9gA6XQ6UlgVCgW0Wq1b0+i8Lb7DnJakBy6mtNvtODk5kZrmumWrdNwJhUJIJpO4f/8+4vE4EokEfvrTn4qutWYK08d5dg6HQ+zt7aFQKKDZbM587JnlXEcTqTTxhSBOs9lEp9MRTfHrbDBY2YcOhwMrKytIpVL45JNPpKn54x//WHYyaOkm3ZwCgH6/j2fPniGfz6Ner9+KemvWfEeDa6x/9P6N4XAo+IhuSF2lz9BvNT7Dup85uN/vx6effoqlpSX88Ic/RCAQgGEY2NzchM/nE3KY9h1OcBLr2d3dRaFQuE1TeP+EG/AdTeJkLsvGH5cikyQ1Ho8nFm5btcSt79FpvO6aMOhyuRCJROTrXKiaSCRgmiYMw0AoFMIPf/hDxONxrKysSD5GMiqb4fR1xpxKpSKyJScnJ6hWq1eCFb4Po/idbRZHCLWkBCUCkskkIpGIJBU6UDFhJqOrVqu9csDRKXRBz4SKjAhrAORG+Uwmg0ajgYWFBZE1mLXX7Lpt1vyGSYbX64XP55PN27YXo9rUf9X3zuFwiA+4XK43Mn31UkMW/rFYDEtLS0ilUjBNU5iFLPY5utvtdsV3yK65DUnLh26cMHC5XFhdXUU6ncb6+voEU5OHGXXyXC4X8vk8XC6XgG9vY7noMT/KWqytrWF1dVWSX8MwpNkAYIKFxQ3O1Wr1trJqbr0xOeW9DAQC0mj8+c9/Lk2p0WgEwzDw8ccfIx6PY39/H5VKBZVKZQKovShYq5McnlkEipPJJJaXlxEOh6XJoDXj+v0+KpUKMpkMtre3pWC6i3ZTbDqCN5FIRCZRuLTJ6/VieXkZg8EA9XodT58+RbPZxNnZGcrlMlqtFvL5/HuxLVhEsZDa2tqSM2trawvJZFIWuvA52PAsFAo4OjrCo0ePsLe3h3w+f2NL1G7SrtN3WHBRviYWi+Hjjz9Go9FAq9XC6ekpms0mWq2WFCnMW1g0a5bU+xgBAoI2GxsbSKVSAtwsLS0hHA6/sv17OByiVCrh5OQEf/7zn7G9vY3T09N3arDedrsO3+F9Yn3ERV8LCwvw+Xw4PDxEqVRCuVy+lryTIAAblw6HA1tbW0ilUlhaWsLDhw+RSqUQiUQmfAd4XndVq1Xk83k8efIEOzs7AnZTVm5u7268N4wv8Xgcy8vLcLvdcDqdyGQyE4AHtekvYtaJSm2vm/Dl1+nDrMnI9Lt//z6Wlpawvr4uCw+DwaDITfCxR6MR6vU6crkcvv/+e+zt7eHo6GhCX39ulzMNwEajUZkkIQZjt9txfHyMRqOBcrmMer0uEwDMQy8Sb7Qv6OYSTcsZ8Hz0+XySQ1MGzuv1IhaLiQwSfWdpaUka4WSg0++YK1erVWSzWcl1jo+PhYk+x3vebJo8s7y8LJIfusnMpjc1fNvtNrLZLHq9HtrtNsrlsnxd1zDnNR60v+hJboLTmjFM0oXD4RAt85WVFWE+OxwOBAIBBINBJJNJ+Hw+mKaJdDqNYDAoJEIypIGX/sgaK5fL4fj4GF9//TX29vZwcnIijdlZk574oEyP9uqRcFLE9WZfHkxMivh9Oha/x84pD8dgMIhwOCyBheMUdLqzszMBZyqVihRwt5EJelU2S2CxZoZyzITdLT1SALzsBFHonvqemtXFx+RngnymaSIQCCAUCskYHXVr+BiUKuHYLlmgHMOc+8/Nm5accLlciMfjohlsmiZ8Pp+MYi8uLsI0Tbl3KysrKJVK8Hq9crCd9z6wdjLpP9FoFNFoVABpPh8PNrJBW60WGo0GarWagIzzpOVmjGcS44nf70cgEEAkEsHW1pYU6f1+H16vF8lkUpjGm5ubODk5EXYU5Yvedh91p57JbyQSQSKRkMUKjEEOh0OKad3kLBQKyOVy0uykzMHcrt70KHgwGJTFudR09fl8uHfvHkajkSzNrNVqwqRbXFxEpVJ5p9E8Hd/YQDcMY2JaYnl5GYlEQoon3aRqtVooFovIZDI4OjpCPp9HtVqd6Sm0D8H0mcSx67W1NRlp7HQ6E0UQRze1j+i8Bbg8WKmbYmRfsamRSqWQSCSksUo2omZmdbtdlMtlZLNZKZxKpdIEA3pu0zFd3/B8SKVSSCaTsNlssoi33W5P6LS+7h5cBOQ77+f1Z9ZszMF9Ph+WlpaQTqeRSqWwvLwsRbluULHwJlC8v7+Pw8ND5PN5AW1u2zTMrJk+k3w+HyKRCNLptID61Mr3eDySS1ykzrNKV7zp5zSwpOt3ynfxfOTiOsYcgjcej+eVmENNa/rN/v4+8vm8gN3zvPlyxvtEHCYQCCCZTCKZTCIUCkltNBwO4XQ6hRhF7ERLfVzEd/Tz8Qyk6cXenMoMhUJCmCHbk6Qvn88HwzCwvLyMeDyOcDiMQCAgJC/6M6+VhIpsNoudnR0cHBxIzJnWbpEP2Qjwc/cXp4743l5cXJQ9PJxWaLVacLvdaLVaqNVqE1P8GiAGXt5/ayPcKnGhlxbqZYv04WQyiWAwiLW1NSGbjsdjqdOWlpak4UBgmw0pnUsx7hDkzufzODo6wtOnT3F4eIhyuTyhvzxtmzOKXxh1hDnez+6RprTrDhQDx+rqKtrtNnK53ETHgV2xzc1NPHz4EJ9++inu3bsnWll6kRSBmlarhZ2dHezv72N7exu7u7vY2dkRzaO7bq/rHN+UEZCLRqNYWlrCxsYG0uk0YrGYdD8ZVKj1R8AnFoshHA5jMBigUqlMHEA8tMLhMFZXVyc2pq6trSGVSknniT50dnaG09NT6TQ9evQI33zzDXZ2ds5lu981u+mYo0fceP8fPnyIra0tPHjwQBZN8TCx2+2iYe7xeFCv11Gr1bC/v49mswkAE4kokxomNmQNE+BbW1vD1tYWEokEksmk6MuORiPUajV5/N3dXXz33Xf45ptvcHBwgHq9Pm9U3YDxflKX3Ov1YmVlRYqXjz76SNgWg8FAmpJMQP7u7/4OX3zxBb7++ms8ffpU7jF9Rr8XtD6f0+mUxlQsFpPFYw8ePEAqlcK9e/cQDAaFldVqtaSZcHx8jO3tbfzud7/Dzs4OdnZ25HvzxPfqTccYwzBEJ8/j8SAWiyEYDCIYDOLhw4fSwIzFYigUCjg4OIBpmjKqT/kHsqLeBPLwg6wb7mAgIPDjH/8Y6XQa9+/fRyqVgs/ng91uFz3t8XiMYrGI4+Nj/O53v8OzZ8/w+9//HpVK5ZUt8nObrrHw4Q6NSCSCZDKJzz77DPV6HfV6HePxWOJHqVSSiQFOvBDYYczSjJw3+Y2OO9TR9vl8Agwkk0n88Ic/RCqVwv3792WxC/XXmRNXq1UUi0X88Y9/xPb2Nr766itpUlWr1fn5NUWzgm7Ucn348KEUuIZhoNlsylJTFrm01zW4dW5/nu9Yn5v/d7lcMAwDpmlidXUVoVAIiUQCGxsbSCQS+Oijj5BOpyXu0Gf7/T5arRYqlQoePXqEnZ0dfPnllzg6OhKfoubj3N7dWFsHg0GkUilsbGzg/v37sNvt6HQ6ODg4AAAEAgFpQL3t3KFZ44jVh3guUXs9HA5PNDTpNxsbG9IQJ6HrwYMHE9MLbIqPRiM0Gg1UKhU8fvwY29vb+PLLL3F8fCwNB0r2zO1yphd8R6NRbGxsYHNzU6QWickcHR2h0WhM7GDh961nj5WExX9rUgRzF73cm2AfJ+jW19dlArzT6QiRYnNzU8g3bHAmEomJ/QtsLgwGA2FDf/vtt+I7p6enqNfrKBaLE/rWc3vV/n/23ixGsjS77/t/se8RGRkZuWdVVld3dTenOcOeIcE2BzQgWaakeaBlwIJowCAsA5QXwrIBG6b1YPjJNm1LMAEBtCmJgh5k04JsggQMix6IJkGT7Jnume6u7q49s3KJyNj3fb1+yDynvoiKrMq8mRF5o+L8gEBl5RJx495/fPd8Z9VbpYVCIWxvb2N3dxff/OY3WQ+UpEd+OHKwbm5uIpVK4fHjx+h0OjwIXA/sTAoO6o5+8u9REiitH5S4R0kQdrsd7777Lg+Rp79vNpu8V6MACN3PKDGIoJZaZO8UCgWk02l88sknePr0KT7++OORNn/TCmrO3FFsRWcV3QTog1ytVtFoNNj7P25k6g3WyRkTj8dHHDeUYXrv3j3cvXsX29vbiMfj3JOUFjbq/UZR7Uwmw4sGPSQy+QIrnQe62dDgJjIeIpEIlzLoNynaEFHfvfX1dX4ucqSQc8jr9WJ7e5sdxevr64jH47h16xY7amjBpOF12WwWR0dHKJfLyOVySCaT3ODcSuftJrDC+6cbAWXh6MN2xiOawItAhN/vRywW4/LOcrnM11V/XupfS/34VlZWsLy8jM3NTZ72HQwGXxo+ls1mkU6n0W63cXh4iMePH+P4+BjFYlGyaW4IfQOkD+WhNYGMETJ29fI5GlxImzHDMHBycsJGil7doJd6OxwOHlhHU+G3trbw7rvvYmdnh6sg9OFRhUIBhUIBhmHg4OAAjx8/5ows2iyJk2Y26MEF6jMbDAYRCASws7PDRi2tAYPBALFYjB1vlP2rlEI6nUapVEKxWHypqok232SQk1FM5XSRSISdxPfu3eN7VjAY5I0WBahqtRq/XiKRQC6XQ7FY5L6V0jJpepBeqFKBBvFsbW1hY2MDy8vLaLVacLvdrIXDw0OkUil2oNHwU8q4o+ze8R6AepCfqqBIC9RWh1rpkG1ErQMikQiWlpa4Ao/WsWazCcMwUC6XUSgUUK/XeSAQtc0Q2/n6IL1Q8CkQCOD27du4ffs2dnd3R5x1tVqNM0QrlQpXL9A+S5/gTnrw+XysKT2gSZ9/quAkO4eq90i/kUiEg6l0v9L3W6QdKkUeDAaoVqtcwk7B8nK5zCXtYv9cDbpmS0tL+PDDD7G2toaNjQ2eldHtdlGr1bhVn9fr5c8zrSG6409v/0DJDj6f75Wvb7PZuAQ8Ho+z3gzDYH3cuXOHq32p5VYwGBxJEKOgZa/X46AZtVehr6mCSnRzOXTHLVXOvv/++xwg3Nra4v1Kr9djGyYYDKJUKiGfz/Oa0Wq1JmqHegRTy1By6tK9SB9wSe0c+/0+7ty5g1gshp2dHbZ/G40GAoEAgsEg1tbWWLsA2EGp77MocNbpdFAsFpHJZJBMJpFKpZDP51EqldBoNLjyT3g1evsYsjej0ehLFd36MDuqmqM2M+FwGMViEcfHx/B4PLDZbCiXy3ytdJuFAoydToercfV2brdv32bnL7V0HAwG2N3d5SHyRL/f56HkVFWhdySg92cYp7OKSqUS35ey2SwSiQT29/dxfHzMa85FK0bNciMZxVZcQPUeJe12m50w5IjTU89pQXO5XFheXka5XMba2ho7+/r9Phsuu7u7bLxQzxqfz8dGC0W1KfqeTqdxcnKCYrGISqWCRqMxtXRy4WqQJqhkv16vw+fzcb8k4OUsaD2jeHV19aUSTjKsAoEAa2dra4vLK+Lx+MgAIHIyUhnL0dEROp0Ocrkc8vk8ms2m9MqyEOTICYVC6Ha7r2yqD4Bb4FAPpo2NDc7AoM0WOWzIQbSzs8PN8sPhMLa2tnD37l2Ew+ERw5da3WQyGX7OZDKJg4MDZDIZ1Ov1hc9Ev2kouEQZObRu6M5hvZcV3ZuoL5bb7UYul+NNMd3j9P5a1CvQ5XJx6dzKygqCwSBu3bqF999/f8SIBsBGU6FQQCKRgNPpRDKZxLNnz5BMJtnBKPqZDeMti8iRQ843am9DLYuA0+nh4XCYHcUrKytsi5AeyKkCvAhmUskdvQ5lWKyurnJ7m3A4jNu3b+MnfuInuHSX7B4AnFmTzWZht9uRSqW4/FLfNEkm+vTQHX/hcHikAiUWi3Fpr8/nQ6FQQD6f53sUDduhYTzUc7rX6/FGa1I1AWWcUsk32dFUYUUbvu3tbXzjG98YaWFC97vBYMAt2gAgn8/z4FW9ZZJkol8/9NmnRJiNjQ1sbW2xIwc4tUuazSacTify+Tx/xmmoYLfbZacNDQZ3u92IRqPodDrcq5YyOMmGttvtiEaj7JQhZw85+5aWlrgX+t27d7lXu94PnZIqKPuqUCggm81ypjw5jOdpAKKVUUqx7aJXQVHGJfX59fl8HHR0Op0cgKK9FAUM9L0zlfYvLS0BwEs2NGWH2mw2rK2tcTCMgg3dbpdb+t26dYurfal0nJxHlJBDuiFnXyqVQiaT4RZJopurQZ/xQCCA5eVl7Ozs8OeZrku32+XgJlVe5nI5duT1+30OMrdaLQAv+kmTc7nf7/M8GGqhZrfbuX853W/IRrl37x63zaJgZbPZ5HYTkUiE72NUXaNnEne7XVSrVZTLZU7oSiQSSCQSSKfTKBaLHGCQTOKLoQcAqCqAMrr1LgBkm9I9h5JuKIOcbBoKClHgsFQqcZCJ9lc0bDkWiyEUCmFra2tk30THEQ6HAZwOttTbSpKNrj+nXg2hV2KR7dVut5HP55FOp5HP53l/fnR0hEwmwwOHp+0jlB7FeLGQ0IXa2NhANBrlDUu73eZIEl1Yn8+HeDyOd955hw0UWqzoxuf3+7G+vs5DgPThP0opzl7+4osvcHx8jIcPH+Lhw4c4ODjg3nDksBasBzlc9PLrtbU1xGIxLi/QFwQyTiiA8I1vfAOrq6soFArswAPANyvK8FlfX+dMVD0a3m63ecF49OgRPv/8czx79gytVosNdOnvaA30HkOVSgWZTAYbGxuc7U1lt3S99FYAZDytrq7i7t27KBaLKJfLaDQa3Os8EAjw4KpoNMoZ6IZh8IT4QCDAm7N8Po9qtYq9vT18+umnePbsGUKhEB49eoQvvvhCnHwWQDcYOp0O6vU6SqUSO4H1UiVyHA8GAzidTs7AW1pawvHxMevO4/GwMbq8vMxGOW26KUNidXWV74WxWIyn79J612q1kEql8IMf/ABPnjzBxsYGfvzjH+MP//AP2XARo3e2kAFKPfUoW4/K9Ukn5CimPuaDwQDr6+vI5/OoVCqcaZzJZNBsNlEul0eyBfWNN2mDNaP0XwAAIABJREFUgg3UU9Bms2FzcxM7OzusHdqktdtt1Go1fPnll3jy5Ani8Tg+/vhjfP/73+fsCOmrPxsoELW8vIwPPvgA77//Ptsb9AiFQiOZ6tvb29je3ubsrmazye3RyMHTaDSQSCTY6Uf3MbvdjrfeegvhcJgz3Kk6itYd0tHW1haXA5PdTIELatHm9Xrxwx/+EN///vdRqVTYmSOVDNOB7AGyOba2tnDr1i3cvn2bnbGtVgv9fh9+v59boulDhCqVCjv8qE+sz+fD+vo6tx1IJBK896IMMJvNhnfeeYcdAtQWoN1u8wwGr9c7khlKayKV7na7XR46ppTCZ599hj/6oz/ipIpKpcKZxMLV0QcCUmIVVQpQ9l8kEkG5XOaKpJOTE/5etVodcdaur69zyzRqpxSLxfhal8tlroChAIHT6cTm5iaCwSA792gwNPWZpcCV3+/nY1dKceVEp9PhIHi/38f9+/fxp3/6p8hms6Kba4LsWcrkbTQaAMC+F5q5Qnuh27dv47333kO5XMbR0RHS6TRnXlJlCSVVKaW4grdcLrMDj9qMkr1EAXY9SED9qymYQfcivZqK1hlKwqHAAvVrf/r0KQ+r+/rrr/HDH/4Q+XwerVaLZ1HJXuvikP+jUCiwb2W8itvpdPK6oCdoUbVbo9FAo9HgNlpky+TzeRSLRa6gpPtTs9nE/v4+tre3OTDp8/k4e5l8fnrrCf3r8V7HejsLvTq81+shn8+jVquhUCjgyZMn3AZyb28PX3/9NarV6kztZHEUn0GLE31wqXyBjF5acIAX01IBYG1tjW943W4XSincvn2bN96UFh8KhTjFnEr0KLpE2RoHBwdIp9Mol8tsbAnWhZx/VD6VTCa5F1q9XucNMi1Weh/H4XCI3d1dLrkyDANOpxPxeJx73YTDYS4BpyiZy+XibFAqsaxWq2yMZzIZtNttNBoN2ShZkOFwiFarxeV1JycnPHCKsskBjEzgBcBG9t27d/kGksvleMN2584dXnMoUk7Zgvrzk3Zo00Y9j5LJJLLZLDKZjJQ/WQDdeKAhldTbzO12o1qtcolbIBAAgJG+jfQzl8uFaDTK+tD7WUWjUUSjUdy7d48dfTRUgbLPw+Ewl+cBGIl0UylUMplEtVpFMpnk+5YYvbNFNzgpa6/VarETj5x6ejmmniFM8xmodzDdt7a3t7lNDlW/dDodbG1tYWVlBe+88w5nBNIAPTKwqY++HgSl3qCVSmUkE/T4+Hhksy3rz+zodrtot9v82R3PAqaqA71NzXA45Go3qowjbZDuyM4lKAN5c3MTKysr2N3dZe0A4HXH4/HwukMbc5rDQHYPZdf0+30cHBxw6wkZIjV9KGtO3wTreyLDMBCJRAAAd+7cgd/vRyQSYTu5UCgAAG+kKTN0ZWWF92Fer5evI9m8/X6fJ9zH43F2+PX7fS75pSQLSqggaANOVQyJRAL1eh37+/tIp9O88Z52Ce8iQk40Ore0XyYbhWwNWnvIgUdtHch5OBgMuLKJWqwFg0FEo1HO9KxWq/yalLWulGJnH9nCVP1A5d96GyW95QlpolKpIJ1O4/DwELVajXVTLpdFN9cEVbuRrVsoFLiaSU+KoLWGHMhLS0tcpUtZ3VQdoGdyLi8vc9AoFotxcg4l2/T7fV4/yGahPRm9nu7MHs8IpfdANjJV1tC96vDwkOfM5HI5VKvVkfuVaOdy0ADt/f19vla0JtDnH3jRKg14MQRPH97r9XrZUdztdrG2tsbJnuSz83g86PV6iMViXNVCiVkulwsAuA+6PmdITy6lYxmHrj2tIzQQvFwu82DnZDKJXC7HbWlbrdZM7WRxFJ9BG6zhcIh8Ps/T5CkyFY1GeWHQHb7r6+scVSiXy3A6nbh3795IrxSKStACo5c/JRIJ5PN5FAoFHB0dIZ/Po16vS4+jOUA3JmjwzvLyMlwuFyqVCke09WgSbXxcLhfefvttLC0twePxcCnLT/3UT/HiQxs0fZgiAN6MUcS9UqkgmUxyeYJkY1kT/bNvs9mQTqdZP9QrNBKJvHRjA06j6vF4nDdgmUwGz58/Z0Ppo48+4nJwMqTJ8UfPR1lWVN5JRkw2m8XJyQkHGGTdsQZ6KyS73Y5yucy6oNIoWlMAcLnbeN9hKve8d+8eEokESqUSkskkotEo4vE4vvvd7470ZqMNnJ6Jqke8KYBKwYqTkxN0u13uEydrz81A16jdbnOAu1wuw2az8WeeyiPJMNU1RA4bAJw9mkqlOIhJz5nP57G7u4utrS1897vf5V6RunYoME7tAoAXQQa6d2WzWaRSKZTLZZycnKDT6UhmzQ3QbrdRr9e5NzRVBFCwUp82HwgEeANWKpUAgDdUhmFwaXar1eINk8fj4U1dsVjEzs4Otre38dM//dOsHT07izKYdUcfOQo7nQ7P8kgkEshkMlyBR+0KRD/TgyqSaCNOGtHbQ9hsNs72BcDt+cjhls1mUalU2HahzX0oFAJwuk7Q+uH3+zlzqlqtYmdnB7FYDG+//TY7g8mmpg39pGwtfd1JpVJ4/vw5Tk5OcHR0xJWjeumvcH3QtaHPpz7om+wMvWdspVJBqVRCNpvltgJkC40P3vT7/QiFQrxGNRoNHv5L9goFHmgAPWmW7k16qwC6h+pBerrnJZNJ7O/v4+TkBIlEAsVicSRYJroxj76XrtfrcLlcSKfTaDabAEbnsOizEvx+P/r9PlZXV7nKstvtcvsAr9fLawHtpSk5S/fNOJ1ODAYD3jcRekUwaeS846d1hpzdlUoFlUoFJycnODw8xN7eHlKpFK9/4y0qhctBn8/79+/z0Np33nkHa2trXCEAjA56p/VHvz9Eo1Fuc0bB7E6nw79PPYV13x/pgWxcwzB4TSP0ZC+ygcf7ENO/pJlGo8H78WKxiOfPn/Oak0wmuWpq1sFwcRRrkKGQSqU4shkOhxEMBtHr9V7akFPknHraUNnv8vLyS5NYKZuPFkQa3EJZNcfHx0ilUmg2m1N1Ek8SrHA1yDlCZSXNZhMbGxsjPXIAjDRYdzqd2NjY4IxzytDY3NzkRWg8aknaoWhpqVTCwcEBnj9/jvv37/MAqWnpR7RzdXRnTqFQ4JYAy8vLaDabiEajCIVCvPHSh/1QCd97772HjY0NDlLR5F3amAMvDCv9xkVZY7VaDU+fPsXh4SH+7M/+DM+ePeM+ttO4AZF2hYtD56vX63E2Trlchs/nY2OajBcqydOvP2VCkHFM97bt7W1ufRKPx7G0tMT9HMfvWeODXMhB/ODBAxwfH+Pzzz/HV199hePjY3Zoy3W+OWjTUa/X4XA4cHJywkOiaIMdCAT4ulIWF2mIsmpsNhv3NaaNtdPp5P6v2WwWd+/eRTwef2ndofuVHtik3nt0f6TBdV999RWePn3KwXjJBJ09ZJPqsznooQce6bpSKe7m5iYymQwMw2AHH2UZU1bVnTt32BlErXPy+Tz3Kt3e3n7pnqU7iGnTRgGGhw8fIpPJIJ/P4/PPP8fjx49RLpdRLBY5OC76mR66M5YG8pKzVs+gIgcOOf4oU5SGdzcaDRweHkIphdXVVXi93pF+sgCwtbXF6wgN+261Wtjc3OT5L+P3LDpGspNpmGG328WDBw+QyWRQKpVw//597O3t8RCpae+5FhnqgR6JRLC+vo5oNMo9gsnJQvshcgSurKzwWtTtdtmJR1ma1KtaDxTQ81AQg3qK0jFQpp9edaVn91HZOvWtpmDX48ePkc1mkc/n8fDhQxweHqJQKLBTUu5Z18v4vYh63et+FP0zT21IKCmG5vZQyxC6l9B1otZc9Bx0vyFnn+5QpJ9P0gsdK+3nSJ9HR0fcIu7JkyfIZDI4OjrioCY5+igjVDAPrfP7+/vcLiKbzWJrawvvvfcednZ2sLq6ykFHPbA57pOj9lfUVpauv155B2Bk6BxphZ5H94/oe179azpmeuiVWHt7eygUCuwczmazbONQksZNVUyJo3gMyrShLAtaXHQjVI9Y0xRWPZuLShTo+ehvCDJiyuUycrkct5+gDdU0ncR005VF6noY7y9Dm95mszkyBFHfSNNCQs4dinBR6cJ4loZe1gKc9oCjqbvULkAv252Wk5gMMTGMzENaocnJ1MMxm81ieXl5ZJ3Rb0S0CaOebuTYcbvdnEGhBxR044Y0ShnDtLnO5/PcC6nb7fJN7Lohw0t0czn0tYVKkorFIg+Oq9frI4Ng9BInMnz1ibr0/2AwyIPOqLf1JO3QWgWAs1RrtRpKpRKvPWTEkKav+xrrxpzweiirhVqDxONxHqZCZbZkMJNtow9iITuGnDu6EygajaLZbCIWi2FjYwPhcJh7yNIwDn0Dpq87lJlFaw9Vv1CbrWkEGUQ7r2Z8faEyX70CipxxtI7Qz/W2EtQuiXo80nNSNhcNk2m321hZWcHm5iZCodCF7lmkDcpGpnZN5DCu1Woj2aDXhWjnZfREFwAjQWgAI3rRbRb959Q7lq4zlYOPa0DvYUxrUbfbHemnr9/vxo+T9lh6lhbZyicnJ5zVp2eEXhfj+8VFhwLMtL8dPzd0HWkvTfsg2lPRvoPaNVLVgR5coK/156QEHarg1J2MhH4c+uAxsq0oAzSdTiOdTiObzfL+TnRzvdD6QhUE5XIZiUSCB5zSvYTWFP1+QWsPnT+v18v2iD4Uk7RA6GuW/j19336eg5heixx9jUaDM5lpQDi1uaEgVbPZnEprv0W9X5GNYBgGEokEt+UbDoe8X3rrrbe4HYW+ZujXeXzt0J9/PEuYzvN4AGFSMIGeQ3cQU+cCCmiQdjKZDFe7HB4eIp/PI5fLca/rabW3uYh2xFE8Ab0BP5Vg6hdbF4jeN5YYvxGN/58cirlcDo8fP8bTp0+5N+g0HbgU3aWsU+F60Hs9drtdjmRTOS5ttnUHDADuj0RTMidFuSd9r16vo1Ao4ODgAPv7+9w3i5x904C0Tn10BHOQI6ff7yOXy3GWw/HxMZaXlwG8yNwhQ1cPRAHgDNHV1dURTekBhfEAA+mmWCwimUzyxOZcLjfVzAg9c1F6rl8eMiwGgwHS6TT3XxsOh+zkjUQi3GdPbyVA9yx9Ix6JRNi41QMRANjZd552qOSbMmpoeAgFxaaRiU6bRLlfXQy6tq1Wi7PGw+Ewnj9/zlk2usFMQw/dbjfrxev18iY9Ho+/dP/RHciT1h3SE9lRtVoNlUoFhUKBq2Fo4nehUOD71nXqR7TzesgW1VtZOZ1O7slIWX+0BuhtRAAgHo+zQ2Z8Yre+wRrXz/hgFzoW+l16HsMwUCqVWDu5XA6FQgGHh4fct4/Kd69z4y3amYzeCok2u/QZJ6fMuMOOMjzpulIwIRqNjrQ10jOugBeb9fH9k74pH/8b+pqOM5fLcQsDCkw9e/aM9TNN7Yz3+V5U6DMMAMfHx1hdXeU9kr4+6JUotIboQSO6TvqQzUn3i1ftvcfRbRZyEjcaDdYKVb7Q/KDDw0OeAXPd9s6860b/PF4FmuEyHA5xeHgIh8OBYrGI1dVVzhymNiP0uroNqzvx9P+Tds4LLl0E/b6kr3+U6Z7P5zmwsLe3h+fPn6NQKCCVSqFUKqFer0+tYpP2WPOqHeKy50bfTzebTRSLRfj9fuzt7WF9fR3r6+v43ve+h+3tbR6IOL63Pu+YdJtk3NYdt1fHHc7j9zRKpOn1ehycHA6HPNi5UCjg2bNnXGl3cnLC86fo/U0jieuito44iidAxvKtW7eQSCTQ6/Vw79497OzscMbEuEjOExx56weDAU8Vz+Vy+PGPf4zDw0M8ffoUqVSKp41PMyJEG37pITk9aABdJBLB0dERqtUq7t69i2g0imAwCODlRUZ31OjomYDUpL9Wq+Hrr7/GyckJnj17hr29PaTT6ak7//UbuHA1dGODNtTUN6vRaKDZbPJgQyr/Hf9bWuAnRUR13bRaLS7hevToETv5Hj58iIODA2QyGXQ6namtO5QhsGiR7uuENiXUm4r+pfLfbDaLUCiE1dVV1gb1XRvfuNPXegmm/v1x7VAm4FdffYVyuYxOp4MHDx7g4OAAe3t7fD+ZxvWlz4hwOai1TTabxZdffolUKoV79+7h5OQEsViM7RiXy4X33nsP4XCYM2/0DZXeFoCurz6gA3h53aHfbTabnNl8//59VKtVGIaBr7/+GkdHR/jss89QKpWmNjiTHOay7rwacpDUajWkUil88cUXKJVKSKVSWFlZQSgUQjwe5wG85DimYAFtMmgNmJStozPubB53/FEmKN2zPv30U26l8uTJEyQSCXz++efI5/NTa7Ml2jkfwzitEEilUnzN7927B5/Ph83NzZEqOT0LHXixTxp37JxXram/Jv1s/Hv0fXJYVyoV1Ot1VCoVfPzxx6jVanC73djf30cqlcJXX32FYrHIpd/T0M689lm/LmefDumlUqng2bNnPCyM2lBsbGxwkFsPautriO5w0dcJ3XGnByP0155UpUA/A14M8kwmk1zh++WXX/IckaOjI2QyGTx79owrAK/T3tGPa151A7x4H7qjzCx0T8rn87DZbGi1Wvjss8+4eo00FA6HeY2htp/62qIfl17dq59zvQrqPO3Q//v9PidtGIaBSqXC8xX0oeB6Qg4NZKQg/XUHF94U7egJKmbeB11Lytju9Xp8DTweD27fvo233nqLqyij0Si3IOn1etyzWg9A0HntdrsjFSxkJ1MfY6XUSJsb/X2RXU09q8lmoarMRCLB2imXy6wnmnlF6820/C4XtXXEUfwKBoMBqtUqXC4X9xIZv2jjwgBGjR+lFJdN6SUJBwcHHK2s1+tTddYQJAphupBzrFar8UJENxe99815mynSjs1m48x2KvnOZDJs9FKkslarzaQlxDxGK62MnpFDWV31ep3Lo/Qo36uil/rz6boZDAZoNBpsuDx//pwHcFBm6Cyc/xJcuBr6BocMTqUUOp0OAKBYLHIJPwDuxwVMjphPcvLRNVJKsXaazSb3Wzs4OEC5XAYApNPpkanN01x35tX4vUloHWi1Wpyx6/V6UalU2MEWCAQQDoextbU1MvgDGHXojG8Ax4ML+mZd106j0eDsd6p4cblcyGQy3DZg2kNXZd25GHT/KZfLODg44LZrGxsbiMViXElEPWdps3ReS6FXZW2Nb771v6eNeLlcZnuHej4Gg0HWTjabRavVmqozd561Mw2HH0FJLzTg6/DwEG63G0dHR3C5XOh0OryeUAuBcWfd+POZeS90HLT26C28aFDmwcEBWq0WwuEwcrkcZ6RPy0lMzLN2rhu6Tp1OB7lcDul0GoeHhxxE9Pv93PJoOBxyv2FqQ3Ges5i+pn/Hr+V5WqPMPsq+pKy9g4MDzv6k6ptAIMDt2abd2g+Yb928KlnustB1arfbqFarcDgcODg44NfweDw8x4V00uv1eAg8tW/U+5WTzQyMltrrfho9IDWpsq7T6fCw1l6vx9qgNgHJZJLtK6rQaTQaU28pSsc3r+ifc8C8zU+6obYTFHB4+vQpX7NwOMzzN8jmbbVaiEQi8Pv9PMODAuK9Xg+dTgdKvWhRQvv2brfLx0y/Qz/XqzUp+J3P53nPRG2QaN1Jp9MctKLBvPqAvetG1/tFtCOO4gnQ4KAHDx7A4/FgZWWFS6Xa7fbI5MNJm24yXHq9HpRSvOHe39/HkydP8Omnn+KTTz7hnjXkSBTmG8MwUCgU4HK58NVXX+Enf/IneXiD3W7nciu9j+P4zZWczLozqNVq4ejoCM+fP8cXX3yBP/mTP0GhUGAnoGRszie6Ef3w4UMMh0O8/fbb2NjYGIlwjre7mWSU6bqx2+28ccpkMjg+PsaDBw/wx3/8xyiVSuj3+9xrbZF7os0bemCBpsj3+308fvwYdrsdOzs7POSHsit04/e8ygWKnFNbAlpzMpkMEokEHj58iD//8z/nSfWpVIpfX7RjTeiaktOtWq1yafj6+jrW1tbw1ltv8UAx3UCmATDEJN3ohqZ+v6JNEmnn0aNH+Pzzz9FqteByuXB8fIx8Ps/tSoSbhzJxKIuXNuJvvfUWdnZ2RrKytra24Pf7ORsHwEh/9PENt/4v8PImkBy+AFCtVlGtVpFMJpFIJPD48WPs7++j1+vB7/fj6OiIN1ty37o5KEOK2knV63UopVCpVBCLxbjShf7Vq1iAF+Wu+twO4iIBcdJivV7nDTVtvBOJBFKpFA8DolYXx8fH3PZGtDOZ68gGnQQ5XFKpFACg2WxiZWUFOzs7AIBoNAqHw8GZfR6PB5FIZGSfTcdF96bzApb6+6C/0R0ipJVKpYJSqYTj42McHx9zIOH4+JhnEzmdzpf6oF83b4IOJ+1Jrvq+KKmNhtx+/PHHODg4wJMnT2C327G6uopvfetb3PazVqshEokgGAxyljo5kclRTPrRK58mJc6NB0D1Y6EKXkqWyOVyKBaLrB29nQ35gKaVTPGmaEe3Ha76GaPPOzlZm80mvvjiCxweHuLLL79Er9dDLBbDBx98wE7gUqmEzc1NxONxvP/++4hGowiHw6ybXq+HlZUV1hQw2hKQWr1RtV232+WKPEoUrVarePjwIY6OjpBMJlEqlVAqldieKRaLrFG6v03zPnXZ5xVH8TlQFCCdTnPp0tLSEnw+HxuuoVAIgUCA+4wCp5EFiizRdHlqzv7gwQOcnJzg4OAAuVyOI5SyYXpzMIzTUqt0Oo1AIIBOp4N4PI5gMAiv14tutwufz8dTofWBH71ej7MeKpUKstksN8p//PgxTk5OsLe3x735KDouQYb5p9lsctlboVDAysoKXC4XvF4vDwOiaDkZz7puaEhUtVpFNptlI4U2Tnt7e9jf30e73YZSamZVDML1Q4YEff6Pj49ht9sRDocRj8cRiUSwu7vLhkq73eZ+6QBGApxkABcKBS4/p/tVJpNBOp3G/v4+9vb20Ov14HQ6uQRQtGN9KBhFpbQ2mw3ZbBY2mw2RSARffvklb4Zpkx6LxUYyJWgaPQWsaN0ZDAbcL58cfNTDPpvNIpfLcfUUzXugCirRjrXQM0VpcAoAVCoV7kE8GAywtrbGJeNk06ysrPAsBprnQc5nso0paYLsZFp38vk8Zw7TYBfqEZpIJJDL5TAcDuHz+Vg74uh7PdPOKtb7FedyOdy/fx+VSgWhUAiRSATr6+tYXl7G1tYW2u022u02QqEQ90OnfrSBQIBtYN3R1Gg0uIdxvV6H3W7nDLB+v8/2Mc3qoJZd1EKAtAIAHo+Hk3JEO6/mOp19+vPQ2lIoFGCz2VCtVnmY4NLSEux2O5rNJqLRKEKhEJaWlnhvTIOoAMDlcnFrSDrWbrfLNrGeZU7rTyAQAABuMUGDxQ4PDzmQms1meQ4DlZE7HA4uZRfNnA+dm+seqKa3VEgkEjwMVynFFdnUCrRSqXCrpOXlZZ4dpWemB4NBXn8oo7zX67GjUtcO2boej4e1tLe3h5OTExSLRaRSKdRqNdZMs9lEtVodyQDVWzIJkxnXznU+Lzlzy+Uyt7+h3vVkV1Cf4MPDQ4TDYXz99dfw+/3w+/08ANPhcGBtbY2HxuudBcgu0gOQ1JbL6/Wy4ziRSODg4IAH1LVaLU4gpf2W/tm5zs/RdSCO4nPQM3LcbjcSiQTq9Tq8Xi+nqsdiMc6UoSmttVoNjx49Qj6fR7FYxN7eHree+Oqrr1AqlUaiB/RaVhKFYB7STalUwsnJCYbDIZLJJEKhEDweD7rdLoLBIJaWluDxeHgjRVGp/f195HI5LgPVgwy5XA6ZTIajlvrNTZhP6NrRjezw8JBLf9fW1jizuNPpwOv1jmysaPhFu91GIpHgFgTkEO50Ojg8PEQul0MikUClUuE+kxSkEuYT2nzpQxGj0SgqlQqWl5c5Q5QcxRR0AF5MBKeIejqdZu08efKEN/b0/WQyiWKxiMFgAJfLxb2LhfmA7km0YSKncKlUwv7+Pmq1GgBw6Z2eGUpBBo/HwxnntO5QH0EaUvfw4UN29lFvPnIYD4dDeDweLt2Ue9brmaazbxKUiaMPT6F++cBp8kQ6ncba2hrfj/x+P+r1Onw+H9xuN5aXl3kD3mg0WDsUoHS73VxFUywWuQXS/fv3OTM9m82iWq1yBqhhnA5YpAxS0c7NQ8kt3W4X1WqVHf9erxeRSAS5XA7Ly8sol8uo1+uo1+tYWVlBIBDgsnGn08nOY2q3Rfc1ql5xuVz8dSAQGOlfSi1svvjiC87cS6fTaDabaDQavObRPWue+3jOimmsObqNW61W+WtytIXDYU5eWF1dRTgcRigU4msajUZHWlK43W62g+m5KENdL9eu1+twOp3sdG42m9jf30exWESxWMTTp095MCO1QqJ7E2W90zoounk1hmFMxdlHztZiscjDBoHTgd7pdBoejwfAaTUKJWQFg0E4nU44nU54vV6ukqLBvbQPp/sUBRloXgI5+1wuF3w+H1cvPHjwAMViEbVaDel0mvVC65++n5r1vXuemYZ2gBf3KNqvUKCQepHrbUVKpRLcbjf29vbg8Xi4fRLpZXV1FV6vlxNFqV0OOaTL5TJX2FDmOmmv3W7j6OiIk3GoGpP6H8+D/08cxRPQyxWOj49RLBZ5o+3xeBAMBnlTRQaP3+/niZdffPEFdnd3EYlEuPcbNa7Ws4itLg7h8pBu6vU6nj59imQyyX2V3G43wuEw/H4/gsEgBoMBHA4HfD4fTk5OkMvl8Nlnn2FnZwehUIgNmnw+j0ePHnF/UjFe3ixoQ06lcEdHR/D7/eh0OhxIiEQi8Pl88Pl8nOVHAax8Po/79+9je3sboVAI2WyWSzGfP3/OG/DxCgbRz3zT7/fRaDR4gAYZHX6/H7lcjq8vGcgulwvtdhsAWDu5XA5Pnz7F1tYWgsEgstksTk5OkMlkOLt4MBhwBUOtVpsLw0YYRb9mrVYL2WwWvV4PmUwGwWAQjx49wnA4RCAQwM/+7M9yRUI8HudyTeqtGmzkAAAgAElEQVSBbbfbuXwumUxytkWhUMDJyQnS6TRXw9DaRgM85L51cW7iPJFOyNagae6Uje73+xGPx5FOp3mDTYkSfr8f77zzDqrVKlqtFgKBAGcC6sNeUqkUZ4CGQiG4XC5Uq1Uu6S2Xy3yfoj7W5XJZKu8sBDlxWq0WB7ZzuRwAcHWL1+sdSWRYXl7G2toadnd3+X4yGAz43hQOhzkYoP8dbcgHgwEKhQJn+/n9fthsNtRqNS4B1zPO6V+qYJB159XoiUvTeG4qwabhlBQIIOeKUgp+vx9Op3Okfz21MNnc3By5trQmUY9asofod3w+H4DTYEalUuGAE2WZUiCqVqtxEEF/7zLQ8uJMq1xevx/RnCe9dSP9XCmF58+fw2azjbSTcLvd8Pv9PPhOb6Olt2MjZzC9ZjAYZNul3W5z/2zyDRUKBbaRJr1n0c3FobV9Wklv9Nx6T+FxWq3WS/M4dNuGsov133G73aw//X7mdDo5OUOf/UKfD709ybwgjuIJ6CnrlDp+dHSEcDgMn8+HdDrNNykqCQ+FQtwyIJFIoN/v8wAZmmZIBpBslt5cqAl/oVDgcqqDgwMOLpycnHCEs91uw+12cwZGsVjE0dERWq0WfD4farUaisUi9yMm7Yh+3hzIwCIH3snJCW/Inz17hkAgAI/Hg2QyyWtOq9WC0+lEOBxGNpvlMrpGo8G6oUEL+qBDvQeSMP/oQSnKZqAS3S+//BJutxtOpxNHR0cAwAaNw+FAMBjkyoWjoyNUq1V4vV5Uq1XkcrmXeoGSdubJuBEmQxsvKrOlzTtph9YZu92ORCIB4EUwi36HSrspq8/tdqNarfK6o2/Y9cCmrD3zg+6UoY217sCloUGU6efxeJDJZPjv9MEvlLnldrt5onej0eDyzHE7mbSilwOLdi7GrLPQx68NleLqg3LJmUcDLnUtOZ1OrpDSN/X6oCmCHME2mw1ut5srJGh4pp41LAHxyzGL86SXhFNFlH6dKVNPd9LS4LtarcZaGAwGIy0DgBcDx+i6UyUE7cnoe9SSi9qvnefsEy7OtNdo3SFMr6H3ptYH0OmZvZS12Wq1XnL0jfe41luMlMtldvbprUj0SqvxLGLBHHTdZrX+nHcM4z/XE0apeoG+D5zqgfSn74/0wKb+N+M2zTyhZnnASqm5OTtUekIT5GOxGGKxGAKBABuzZPi4XC4sLS3xjYdKsKjEm0qvrCYOwzCuZ0zpDJgn7dDmicoWNjY2EI1GEQwGOSOi3+/z4JiVlRXu15XP57klBfVio2i4lZgX7cyLbii6TRtun8+H7e1txGIx+Hw+jmDrulleXmYnTyaTeUk3ZOxYjB8ZhvGdmz6IizAv2iGnHlW9eL1erK+vcxZ6pVLhFjYUZFheXka9Xuc1h3qMyppzPcyLdnQbhzInwuEwAoEAvF4vb5RoOKbD4UA4HOZMwmKxyNlhVH5OWedWQrRzdfRMG8r+07OKadAUtaHQB55RFqjP5+OySyojBsAVL51O50be26sQ7ZhHH1SnT4L3+Xw86Id00+l02GmsZxWTI4Em0Y8HnfRsRqsxL9qxmm50dIee7vzV5yyM95kF8FKQYRyr3aPGEDv5mpmkBV0jFtfDhZmXNQeYH+0sCudpRxzFr4B6OdImnDK0KAKpp7Pr/bUokq5Htq24CMmCMh0oWknOF4/Hw0PIaOOkN9KnEgbaaOuGsGjnasybbmw2GztsfD4fZ0CQw4ZaAdCaNK6bce1YEDGApwANGaN7lMfj4XsX9ZOl/nt2u31kw0XZn+Mlu1ZjXtYcYH60Q/cqWk+o1Q2VaVL2V6fT4d/Vf0ZtJeR+dX3Mg3b0aeXkKKaBZHrWH9k5eqkvZdzo/UStnDEs2rk+SAe6Tkg3ugbGK+d0ZyEw/QzG62JetGN13RC6s2+Sg8/qergEYicLppiXNQcQ7ViN87QjrSdegZ4mTinotEHSU84B8L9S4i3QddfLEbrd7kgpJgUalFI8GIo0ZtXNtjBd9LI80oc+zZkelGFDA4L0vxHdLCZ0ryIdULkU6UN32AAvsruovE60s5jQNSd9jE8CJ3um3++POHjI2UdBT9HOYqEHIsnpq2eP0vf1+xXwwsEMQOzkBUQvFde/d54DePxfvaeosHhMWitk/RAEQZge4ih+BbojWCkl07qFCzPe30gQLgJtugHw8ChBuAi6dgThopBjRrQjXAY9yCC9GoXLoO+jLqMdcRALhOzFBUEQpo/t9b8CKKUiSql/rpR6pJR6qJT6SCkVVUp9Xyn19OzfpQu94Fnp2at6B1kRyXwwx3VqR89GEd58rks7epmj8OZz3WuOaGdxuE7tCIuFaEcwi2hHMItoRzCD6EYwi2hnsbio1+03APwLwzDeBfBNAA8B/BqAf2kYxtsA/uXZ/1+LbLoXjmvTDiBR5AXjWrUjLAyy5ghmkTVHMItoRzCLaEcwi2hHMIPoRjCLaGeR0HtCTXoACAN4jrPBd9r3HwNYP/t6HcDjCzyXYbPZDADysMDjddfrqo/r1s5Z43N5WOAxL9oR3Vju8ek86Ea0Y73HvKw5pB15WOch2pGHaEceoh3RzZw85spOlod1HvOy5oh2rPc47zpdJKN4F0AOwD9WSn2mlPqHSik/gFXDMFJnv5MGsDrpj5VSv6KU+lQp9SkAOJ1O+Hw+aSFwRebk/F2rdhwOB1wul2SlX5E3XTvjurHb7XA6naKbK0IDrizOta451CpJuBqLqp05WWstzZycw2vVjrS8uR7m5ByKdizInJzDa7OTRTfXw5ycQ1lzLMYcnUPRjsVQU27LepFndgD4EMBvGobxUwAaGEspN05DA8akPzYM47cMw/iOYRjfAU6NfofDAYfDMRe9iq0oYjomqx3XBK5VO+ps2rrdbp+LzaMVr9EiaGdcN8BcvW9LMkfn7lrXHODFTXhO3r/lWFTtyJpzdeboHE5FO8LVmJNzOJV7lmCeRVh3JulGuBqLoJuzn4l2rhHSy6JqZw7es2XRz920zuNFvG0JAAnDMH5w9v9/jlORZJRS62cHtw4ge5EXpAnJkUgEoVBoZgK56AJOWUD0cDgcnI1oJTGfpe1bnWvVznA4xHA4hNfrhcfjsdT1AF7WDjm1rXaci6YdKp/weDxwuVxTO2Cz6GuTHgwR3ZjiWtcces9OpxMOh+P6j/aKjGtHslivxFS0Q59nqzPtrASzLPK6I0Fx8+ibb4tzrdoBTvUj9wJzzIFedK5dOxIUvxxz5BzWmcr9StacizOumznSz7VrZ97vV7O+dvp+bxZrz2uvimEYaQDHSql7Z9/6iwAeAPh9AL989r1fBvB7F3nB4XCIXq+HZrOJdrsNwzAu/Eavw3P+qk3H+HMqpWAYBobD4bkRn1kIZPw19fdg5cXlurVjGAYGgwF6vR76/T4Ac+//sn9zEX3Sz2nRI+3o+raKdkg/i6Id+gz3+30MBgPTxzQNrU1ac/SvJxkRN6Gb8Z9Zletec4DTe9ZgMMBwODR9XNM8Z5Puaeddv5vSzqKtOWfPN96PzRTTOmeT1pRxe+y89WhayLoz8pxX1s60eNU1mmQrz1o7up5fdbxWYBra0Z77Wo5xFpxn48xkIzzBObqo2rmqZqxyvmZl6wCj52wRdTO+/70MF9nzLBpWfu/T0s7Zc1/qWCZpZ5KfZdrnc9b3WXpP5+39rv31LvIGlVLfAvAPAbgA7AP4d3HqZP5nAHYAHAL464ZhFF/zPAZl1kxywr5uI66fmPNO0qv+Fjh/U61vkPRsDv1vXrUITlMok45dF79ZB4ZhGFNfja5TOxRt0p2wxOvO/6y1Mx4Zuynt2Gy2l15bvxG/6drRdUPoa45VdEPHNH6DG78+9DcXOfarMK6bcePtCk7TH027XO061xz9fY8HgS5wHKa1c5HnHdcBXbNxo33cCaj/zTSgzxtp5Lq0My9rztnzGPpnGbjcOZ+1dsbXnXHt6MxKO5McR6KdCx3HVLTzqtcYx2rauYrDXbRzvUx63os49mXdmcx12clmdTPp2lkhQDFrW+c6dYM5tZMJM9qZ5PwaXw8uY39fhVm8xqKvOWfPcyXtTNo76xoxzjKVL+Mruio3oZ1xu/66tXMhR/F1oZTK4bSfSX5mL3pxYrDmcQHTObZbhmGsXPNzTg2lVA2nUzWtiGjHolh8zQFEO5ZFtGOahdYNINq5AqIda2vHqroBRDtiJ5tnobVj8TUHEO1YFtGOaRZaN4DltWNV3QAz1s5MHcUAoJT6dNqRMjNY9bgAax/brLDyOZBjszZWPgdybNbGyufAqsdm1eOaNVY+D1Y9Nqse16yx6nmw6nEB1j62WWHlcyDHZm2sfA7k2KyNlc+BVY/Nqsc1a6x6Hqx6XMDsj20+O0cLgiAIgiAIgiAIgiAIgiAI14Y4igVBEARBEARBEARBEARBEBacm3AU/9YNvOZFsOpxAdY+tllh5XMgx2ZtrHwO5NisjZXPgVWPzarHNWusfB6semxWPa5ZY9XzYNXjAqx9bLPCyudAjs3aWPkcyLFZGyufA6sem1WPa9ZY9TxY9biAGR/bzHsUC4IgCIIgCIIgCIIgCIIgCNZCWk8IgiAIgiAIgiAIgiAIgiAsOOIoFgRBEARBEARBEARBEARBWHBm5ihWSv1lpdRjpdQzpdSvzep1zzmWbaXU/6uUeqCU+lop9bfPvv9fK6WSSqnPzx5/9YaO70Ap9eXZMXx69r2oUur7SqmnZ/8u3cSx3QRW0Y7oZv4Q7Vz4+EQ7GlbRzdmxiHbmCNHOpY5PtKMh2rnU8Yl2NKyiHdHN/CHaufDxiXY0rKKbs2MR7cwRop1LHd+NamcmPYqVUnYATwD8JQAJAJ8A+CXDMB5M/cUnH886gHXDMH6slAoC+BGAfwPAXwdQNwzjf7yJ49KO7wDAdwzDyGvf++8BFA3D+O/OPlRLhmH8Fzd1jLPCStoR3cwXop1LHd8BRDsArKWbs+MR7cwJop1LH98BRDsARDsmju8Aoh0A1tKO6Ga+EO1c6vgOINoBYC3dnB2PaGdOEO1c+vgOcIPamVVG8c8AeGYYxr5hGF0AvwPgF2f02i9hGEbKMIwfn31dA/AQwOZNHc8F+UUA/+Ts63+CUxEvApbRjuhm7hDtXI1F1Y5ldAOIduYM0c7VEe2Idswi2hFbxwyLqhtAtHNVFlU7ltENINqZM0Q7V2dm2pmVo3gTwLH2/wQschGUUrcB/BSAH5x961eVUveVUr99g2UABoD/Ryn1I6XUr5x9b9UwjNTZ12kAqzdzaDPHktoR3cwFop2LI9p5gSV1A4h25gDRzuUQ7bxAtHM5RDsvsKR2RDdzgWjn4oh2XmBJ3QCinTlAtHM5blQ7Cz3MTikVAPB/APhPDMOoAvhNAG8B+BaAFIC/e0OH9l3DMD4E8FcA/EdKqZ/Xf2ic9guZfs8QYSKiG8Esoh3BLKIdwSyiHcEsoh3BDKIbwSyiHcEsoh3BLKKdyczKUZwEsK39f+vsezeGUsqJU0H8U8Mw/k8AMAwjYxjGwDCMIYB/gNP0+JljGEby7N8sgN89O47MWR8V6qeSvYljuwEspR3RzVwh2rkgop0RLKUbQLQzR4h2LoFoZwTRziUQ7YxgKe2IbuYK0c4FEe2MYCndAKKdOUK0cwluWjuzchR/AuBtpdSuUsoF4G8A+P0ZvfZLKKUUgH8E4KFhGH9P+/669mt/DcBXN3Bs/rNm2lBK+QH862fH8fsAfvns134ZwO/N+thuCMtoR3Qzd4h2LnZsop1RLKMbQLQzZ4h2Ln5sop1RRDsXPzbRziiW0Y7oZu4Q7Vzs2EQ7o1hGN4BoZ84Q7Vz82G5cO45pPbGOYRh9pdSvAvgDAHYAv20YxtezeO1z+DkA/w6AL5VSn5997+8A+CWl1LdwmsJ9AOBv3cCxrQL43VPdwgHgfzUM418opT4B8M+UUv8egEOcTmN847GYdkQ3c4Ro58KIdjQsphtAtDM3iHYuhWhHQ7RzKUQ7GhbTjuhmjhDtXBjRjobFdAOIduYG0c6luHHtqNPWFoIgCIIgCIIgCIIgCIIgCMKistDD7ARBEARBEARBEARBEARBEARxFAuCIAiCIAiCIAiCIAiCICw84igWBEEQBEEQBEEQBEEQBEFYcMRRLAiCIAiCIAiCIAiCIAiCsOCIo1gQBEEQBEEQBEEQBEEQBGHBEUexIAiCIAiCIAiCIAiCIAjCgiOOYkEQBEEQBEEQBEEQBEEQhAVHHMWCIAiCIAiCIAiCIAiCIAgLjjiKBUEQBEEQBEEQBEEQBEEQFhxxFAuCIAiCIAiCIAiCIAiCICw44igWBEEQBEEQBEEQBEEQBEFYcMRRLAiCIAiCIAiCIAiCIAiCsOAshKNYKXWglPrXLvi7hlLqrsnXMf23gjUR7QhmEe0IZhDdCGYR7QhmEe0IZhHtCGYR7QhmEN0IZhHtXI6FcBRbCaVUVCmVU0r9fzd9LMJ8IdoRzCLaEcwguhHMItoRzCLaEcwi2hHMItoRzCC6EcwyD9oRR/Hs+XUAD2/6IIS5RLQjmEW0I5hBdCOYRbQjmEW0I5hFtCOYRbQjmEF0I5jF8tpZOEexUupnlFJ/rpQqK6VSSqm/r5Ryjf3aX1VK7Sul8kqp/0EpZdP+/m8qpR4qpUpKqT9QSt26xGv/KwC+AeAfX9PbEWaIaEcwi2hHMIPoRjCLaEcwi2hHMItoRzCLaEcwg+hGMIto5/UsnKMYwADAfwogBuAjAH8RwH849jt/DcB3AHwI4BcB/E0AUEr9IoC/A+DfBLAC4E8A/G8XeVGllB3A3wfwqwCMq74J4UYQ7QhmEe0IZhDdCGYR7QhmEe0IZhHtCGYR7QhmEN0IZhHtvIaFcxQbhvEjwzA+NgyjbxjGAYD/BcC/OvZrv24YRtEwjCMA/xOAXzr7/r8P4L81DOOhYRh9AP8NgG9dMILwHwP4gWEYP7qedyLMGtGOYBbRjmAG0Y1gFtGOYBbRjmAW0Y5gFtGOYAbRjWAW0c7rcdz0AcwapdQ7AP4eTqMDPpyeg/ELdax9fQhg4+zrWwB+Qyn1d/WnBLB59nvnveYGTkXx7SsdvHCjiHYEs4h2BDOIbgSziHYEs4h2BLOIdgSziHYEM4huBLOIdl7PwmUUA/hNAI8AvG0YRginaeNq7He2ta93AJycfX0M4G8ZhhHRHl7DMP7sNa/5MwDWATxQSqUB/AaAn1FKpc/Sz4X5QLQjmEW0I5hBdCOYRbQjmEW0I5hFtCOYRbQjmEF0I5hFtPMaFtFRHARQBVBXSr0L4D+Y8Dv/uVJqSSm1DeBvA/jfz77/PwP4L5VSPwEASqmwUurfusBr/t8AbgP41tnjvwLwGYBvGYYxuMqbEWaKaEcwi2hHMIPoRjCLaEcwi2hHMItoRzCLaEcwg+hGMIto5zUsoqP4PwPwbwOoAfgHeHHBdX4Pp6nnnwP4vwD8IwAwDON3Afw6gN9RSlUBfAXgr7zuBQ3D6BiGkaYHgAqA3tnXwvwg2hHMItoRzCC6Ecwi2hHMItoRzCLaEcwi2hHMILoRzCLaeQ3KMCw9bE8QBEEQBEEQBEEQBEEQBEGYMouYUSwIgiAIgiAIgiAIgiAIgiBoiKNYEARBEARBEARBEARBEARhwbmSo1gp9ZeVUo+VUs+UUr92XQclvPmIdgSziHYEs4h2BDOIbgSziHYEs4h2BLOIdgSziHYEM4hu3kxM9yhWStkBPAHwlwAkAHwC4JcMw3hwfYcnvImIdgSziHYEs4h2BDOIbgSziHYEs4h2BLOIdgSziHYEM4hu3lwcV/jbnwHwzDCMfQBQSv0OgF8EcK4olFIyOc9CGIahbuilRTtzzrxoR3RjOfKGYazc0GuLduaYeVlzzn5HtGMhRDuCWUQ7glnmRTuiG8shdrJginlZc85+R7RjIc7TzlVaT2wCONb+nzj73ghKqV9RSn2qlPr0Cq91YWw2G5S6qc+JcEEsqR2llGjH+rxWO6IbS3N4g69tSe0IlseS9ythLhDtCGYR7QhmsZytI1wKsZOniNjdU+GNv1/RXn/R9HOVjOILYRjGbwH4LWA20YPhcDjtlxBmxKy1Y7YNi2AtRDeCWUQ7gllmrR3hzUG0I5hFtCOYQXQjmGXetSN2980xz9pZVN1cJaM4CWBb+//W2fcE4XWIdgSziHYEs4h2BDOIbgSziHYEs4h2BLOIdgSziHYEM4hu3lCu4ij+BMDbSqldpZQLwN8A8PvXc1jCG45oRzCLaEcwi2hHMIPoRjCLaEcwi2hHMItoRzCLaEcwg+jmDcV06wnDMPpKqV8F8AcA7AB+2zCMr6/tyBYEm+2Fr94wjIVIbRftXA/j/biHw+Ebrx/RztUh3SileM1ZhJY9op2ro5SaeM96k9cd0c31MN7fTbQjXBRad0g7ZOuIdoTXMb7m6P++qYh2BLOIdgQziG7eXNQsb5jz1o9kFthsthEDeDAYzMxpc4PTMS+NaGcU2jg5HA7WT6/XQ7/fn4kRPC/aEd2MQrpxuVysm263i36/P6t150eGYXxnFi90VUQ7o+jasdvtrJ1erzcT7czLmgOIdiaha8dms/G6MxgMpv7aop35ZXzdMQwD/X5ftDMB0c4opB2ydYbDIT9mwbxoR3TzMnoSzg0EFsROFkwxL2sOINqxGudpZ+rD7ITzoUi3x+OBw+GAUgqtVgudTueNj3gLV0cphWAwyPqpVCqo1Wro9/s3fWiChbHZbFhaWoLP54PD4UChUEClUkGv15N1RzgXpRTsdjuWl5fh9/vhcDiQz+dRLpfR7XZFO8K5KKXgcDgQi8V43SkWi6hUKmzviH6ESSil4HQ6EYvF4PV6MRgMUKlUUK/XFyIrXTAPacftdnNwihIqFqGKSjDHeOXUIlRrCoIgTGLmjuLxEqBFxmazwel0Ih6PIxAIwOl0IpPJoFgsot1uiyEzhmjnBXa7HV6vF5ubm4hGo/B4PDg+PkYqlUKlUlmI0syLIro5hTZNwWAQd+7cwcrKClwuF/b29nBycoJcLofBYCC60RDtnEIZfdFoFB988AFWVlZgGAaeP3+ORCKBVCrF1Qxy3zpFtHOK3W6H2+1GLBbDhx9+iFgshlarhcPDQ6TTaSQSCXbciHZOEe28CC74fD6sr6/jm9/8JsLhMI6Pj5FMJpHNZlEsFrkKb5HPlc6ia4cScMhBHI1GEY/HYbPZsL+/j2azKfbxBBZdN8BoBrrD4YDDceoiaTQaABb73LwK0c4oN5yNLgjXyo1kFFNvzEVGN2aWlpbY2dfr9dBut9HtdgFANk5jiHZeZPZ5PB6srq5ibW0Nfr8f7XYbrVYLjUZDskM1xIg5RXcUb29vY3NzEw6HA+12G+12G+VymR19i36udGTNOXUUezwexGIx3LlzB5ubm+h2u+h2u2i328jlchgOhzMpBZ8nFl075Ozz+/1YX1/HvXv3sL6+jkKhgMFggH6/j2w2K06bCSyydsjG8fl8iEQiuHXrFt577z0sLS1hOByi1Wqh2WyiXC5jOBwu9LmaxCKfD33N8fv9iMVi2NzchM1mQyqVQrfbhc1mk3uVMAI5iZ1OJzuKnU4nDMNY6M+TcDl0J7FwMeTzZW1uLKN40SGnTSAQwO3bt7G1tQWfz4dAIIBQKIT79++j3W6Lw09DH4azyOfEZrPB7XZjeXkZ7733Hm7fvs1ZW+FwGNVqFY1GA+12G4A4SAGIbgB2Et+9exff/va3sbOzg0ajAaUU3G43crkcarUa2u32wp8rQtac0/XG7/djbW0NH330EX7u534Oq6ur7OBzOBxIJBKo1WpotVoLfa50Fl07NpsNdrsdsVgMt2/fxi/8wi/g29/+NiKRCPb39/mcHBwcYDAYoNfr3fARWweykxdVO06nE36/H++//z52d3fx8z//89jZ2YFSCqVSCeVyGeVyGU6nk6tghFEWUTs2mw1erxeRSATf+MY3sLS0hKWlJbjdbjSbTU6o6HQ6M5vnMU8somaA0/ftcrng8XgQDodhGAbq9ToHv202mwQzhVeiD82UBL+LIz5B6zNzR7EstKdQeYvT6eSSy0AggO3tbQQCAaTTaZRKJZRKJQBy3oDFmJJ+ESjS7fF4MBwO0e/3EQgEsLa2BrvdjkePHgGA9Lo+Q3QDdgZTMGo4HKLT6cDtdmNlZQW9Xg/hcJgrGoRTFl07ZPyGw2EsLy9jaWkJg8EAnU4Hdrsd4XAY8XgcPp+PKxoW9VyNs+jaAU7tnM3NTWxtbbF2ms0mAMDtdiMQCPBA1kU+T+PQuVjEc0LZxG63G++88w52d3cRiUTYwddut9l5QxvyRTxPr2JR1x2qfAmHw3jnnXcQjUZhs9mQTqe5l7601zqfRTwnlIHu8XgQCoWwtbWFfr+PRCKBZrMpgSjhtegtS6T92uV5Uz9fb0rgTRzFNwQZww6Hg0swfT4fgsEgVlZW8PDhQ/T7fVQqFQwGgzdGcFdh0d8/Ybfb2VHc7/fR7XbhcrmwsrICn8/HPSCLxeJNH6olEN2c4nK54PV6EQgEMBgM0O12EQwGsbS0BAAIhUKo1+s3fJTWQrRzeq8KhUKIRqOcbUOZw4FAgIdMORwOOV8ai34uyMbZ2NjAxsYGB6IGgwEGgwEcDge8Xi/sdrtklYyxyNrRHTd37tzB7du3EQwGOYu40WhwT2tx+L3Mop4PvSVbJBLB3bt3sbS0hHq9juPjY5RKJV5/hMksknb0qg2yjcPhMDY2NtDr9VAoFNBsNjnzfJHOjRnexPNzkV7DNpuN1x5yFEtwYbEZryac98DBjfQoFl5EoBwOB3/t9/vh9XoBANvb26jX60in05KZJIxAGymv1wufzwev18t9tXq9Hvx+P095XuTMJGEU0szq6ipWVlbYcdNsNlGtVmUTJbwEGTuUpbW7u4vl5WXYbDYkk0lkMhkkk0nuiy4IwAunDbUQiEajuH37NkOVMV4AACAASURBVJRSaLfbODw8xNHREQ4ODqSnvgDgxabc6XRyb2JqxRaPx9Hv91Gv15HJZJBKpVAoFNhhLCwO4zMnqMWNw+FANBrF+vo6dnd3EQgE4PP54HK54PP54HA40Gq12M6R9WYxIEceMJrh53K5WDexWAyRSARra2sIBALcpqRSqUiS1oJC2rDb7QDAld/Us5pwOp2w2+2w2+0wDAP9fp9tYdHN4kF2L91zKLGGqlleZa9YVS/iKL4haEFpNBqoVCoIh8OcRaGUQjQa5bJM6aUl6AyHQ3S7XdRqNdaOy+XiPo8ejwdOp1OytAQAL5x9lEVcr9fZECYjR9eKGMYCMBrM1Ddbw+Fw5Ptk/IjDRgBezF/w+/0Ih8Pw+XzweDyw2+2cTUxZN91uV5x9AmdjORwOrKysIB6PY3t7Gz6fjwPevV4PrVaLN13dblcGr07gTbx/6xlaei9QqnZxu93wer147733EI/HsbGxAZfLxbZyt9tFr9dDv98XJ/EreJO0o9svLpdrxGZxOBxYXV1lB9+9e/fg9Xq5lzXZNHpQ4k05L9NiXrWjX2NaW0gzXq8XwWAQNpsN/X6f7WCPx8N9ztfW1tDv99FsNpHP52W46iWZx2HzdH31rGFaSyhAubS0hFAoBADI5/Not9t8H+p0Ouh2u3C73XyPsnJwQRzFNwT1eSyVSkin0+zcc7vdcDgciMfjWFpagsvlQqfTuenDFSyCUopvSul0Gslkkg0cKnHw+XycYSwIwMu6WVtbg8fjwebmJjweD1wu100fomAxaENF1QnD4ZD7hBqGwe0mSFvi7BtlnjcLZo132pxTBvrOzg7C4TA8Hg/bPGTP0KAgct4IL5i3zdOkoLR+7JN+Pp6VRcOk3n77bWxvb+Ptt99GMBgEgJHAeLPZHAkwzMs5mhXzph1gdOMNjB77eGk3ZRADp1VSW1tbCIVCWFpawve+9z2EQiG4XC7ekNfrdTQajZGsrnk6N7Ni3nQz7uCjr+lneos+v9/Pjj/qjf/hhx/y7/6Fv/AX0O/3USgU8MMf/nBk2KEk3LyeeRv2N54Yo68/NpsNPp8PPp8P0WiU90jU4tHlciEajaJSqaBWq+E73/kOqtUqnj9/jmaziU6nI5q5BBdp72El9EAlJVkZhgGXywW32421tTUsLS1he3sb29vbUErh+fPnPCi+0WigWCyiWq0iFAqh1+uhWq2iXq+j3+/f8LubjDiKr4HxReEiYqdFVe9hokc/KaKpRy2u61jn4cM4iXk+9klMuq4XcbborUi63S6azSba7TaUUuj1eiiVSmg2m9fuuJnX8z9vBvDroADAeLbD694fbZxarRay2SyA0w16NptFNptFpVLhYWRvyrm6KnSu590JSlqhTTd9lscf9LtkMNNmq91uo1aroVgsolQq8T3r4OAAx8fHaDab0j5gDNLOvDlBJ22iAIy0ydIddLp+yOEXi8UQj8exubmJXq+HcrmMTCbDvUIzmQwODw+RTqelYmoCdK7n8TOlZ3vSv3qZN0H9ZJ1OJwaDAVZXV7G5uYkPPvgAq6ur2NjYQLVa5Uytzz77DMfHx8jlcqjVapJAMQHK5rfZbOh0OnNx39J1Mq4dm83GGVrUioQcfuvr6wiHw5zVt7GxgXfffZeTJj7//HNks1mcnJxgf38fyWSS1615OC+zhLIk7XY7Z9TOC3q1E/3fbrdjZWUFS0tL2NzcxPb2Ng/k3d7e5rkc+u+2Wq2RdVfPQBfOhxyrdrsdtVptLoJ3ul70ahan0wmv14t3332Xq1ru3r3Lwe5oNAqPx4Narcb7bpfLhXw+D7fbjYODA95jzcN5uGlofbfb7ahWq5YP4pH9S/cqp9M5MggzGo3io48+Qjwex9raGra3t+F2u1GpVDh7+NmzZygWiyiXyygWiygWizg5OcHe3p5lW/iJo/iKUCmL3W7nhUF38r4KXXQ2m41Fp5fIEFb+8MyKN+kcUHkLlSvo2nldHxv97wFwqct4hpb0tn5zOK8nFumGrvn4ujPu9KGMnG63y/36KMop2TYvM8/nYpLDhipWxtcc/drrOqH7Ezl6+v0+2u02l+HVajXUajXJKJ7Am6YdyiB3Op0vBStp7XG73fB4PNw7n7JEHQ4H2u02SqUS8vk8arUaGo0G2u22bKgmMK/nY5Kzj7Tjdrvhdru5DJy04nQ6AYCdw6urqwiHw+zw7Ha7nIVTKpUkm/gCzON5GU+c0LP7QqEQYrEYVlZW4Pf7EQwGsbm5iWAwiF6vx4GpSCQCAOwk7/V6aDQabN9Ipt+rmbf9wniQQQ9wU2/8tbU13LlzB9FoFCsrK9ja2kI4HEar1QIAroAZDocczCKHsXBx5tH+o8xzuubUwoaClrdu3cLu7i630IpEInC73SiVStwGqd/vo9PpwOv1cnXmePBCeDXzop3xZBqyb+keRZnEq6urWF9fx/r6OtxuN6LRKFwuF6+v4XAY+XweHo8HNpsNpVKJ92VWTJwQR7EJxg1gEgtFIKn/yKsu+Lhz2OVyIRgMwuVycd8tj8dz7Tduqwlw0dANGho65/V60e/32QlDDrxJi6dhGBxIoCF21LKEHDikz+tefOdVO/N63AStFfR1MBiEx+OBx+PhDXOr1UK9Xue+jeNQaYzH40EgEABwmmGslOJsUXEUv8y8ngv9HkVlujabDUtLS/B6vfD7/RxUarfbXNJNQafxzON4PI54PA6bzcYOPp/Ph3q9jmq1Ko7iCczj+RjfcOvrzvLyMg8X04PY+XwejUYDANj5R7ZMp9PB2toagsEgOp0OKpUKSqUSOp0OtzERh9/LzOM6rOtGv2cBQCwWQygUwvLyMq9B5NRzOBwIhUJc7kvZfpVKBT6fD0opZLNZ1Ot1tFotft55Oz+zgHo5z9vaM64dPaM4Go0iFotha2sL9+7dw/LyMlZXVxEIBNh+JjvY5/Oh2WyiXq9zKbCeESoOnPPpdDpzmT2rtyUh7dCAutXVVezs7HCGaCwW4z175P9n701+G82zbLFDiRTFmR/nUaSm0BAZkZFZmdmVVXiobtSmgF48oBdv13gGDLy1AS/84L/grQx424AXNuCFDdiAvehNw2g3yujKrqqsrMyKjFCEQhMlcZ5nkZLoReS5+pFBDZEpUpSCFwhIESFx+L7L+7v33HPPdTqFYDEzM4N6vY56vS66tFxmp/rMNOa8a71eD+12+0ZMyEmZSlUJEZSTIDPUbDYjEokgFothbW0N8XgcNputb7Gdy+VCvV4XyY1CoYBOpyO5NadkprnN9UZJIKBfBoR/p6lTkHdpfA16vR42m02aCJqmwe/3Y2lpCeFwGMFgUPyGhKxOp4OlpSX5N4vFgl6vh0QiIT7Y6XTu/D0O2hQofg9Tt+vyaygUgs1mg9PpFB0sdYybmiODN14NUna7HRaLBZ1ORwIRRxeMRiMajcbEOc7U3s/YsSQb1GAwIBaLSaBpNpuiH1sqlYQBAbzrO7OzszAajXA6ndJQIEurWCzK+MKkHMpT+3FGBiiLIDaU1tbWYLVaYTKZ0Gg00Gw2kUqloNPpBCwelBKgyD7H78jUev78OQ4ODnB0dIR2u30vC4Wp9ZvKxCILlE2Cjz/+WLbxEnhJp9NytjHmAG/jjMlkgt1uRzQaRSAQgMViwdHREbLZLAqFAo6Pj5HL5SayCz619zNV/5PJr+o7n332mQB3lLHJ5/OYnZ2VXIfgjNvths1mg8fjgdvtljymVqshk8kglUqhXC6jVqvdS1B0HHZfzu9BaQkuYgYgLK1PP/1UfIcxifkvC3QW7JqmiR662kCv1+sol8vI5/NSXN6H6zNuGyy21X+ftOtFNicla1wuF2w2G05PTyVPfvbsGaxWKwwGAzweDxwOB2w2G2w2G0wmE0wmkwAKc3NzcoY1m82+xYedTkfA0Em7DpNgqszWMKBmkq4Z4wg1iL1eL5xOpwCA9BtN0+B0OmGxWPpiDOsw5sHUz69Wq2g0GqIzO0yaa2rvGklvKt4xOBE9KddQp9PBbDZjbm4OZrMZwWAQXq9XpFcMBgOWlpbg8/lkAobxiZ8Hg8HQJ+XHJjibdIMLwqd2uc3OzmJubq6vhmBzZtBv7tp/SPCj1EQ8HkcoFBIcxmQyyVkFXOx54QQw/YmNqEajgfPzc/nK55i0s3oKFL+HsYjiYTM/Py/jTl6vF81mE41Go08G4LKOEgOrxWKB3W6H3W7H2dmZgDUqUDi1+28soubn52E0GmE2mxEOh+F0OuFyuYQFAUC63OoyBTVxo0Yb2TkWiwX1eh2FQgHZbBbNZnNiRdGndnMjM4L+wm51PB4XBhYZncC7fkPjYWWz2YSdw6IpnU4jnU4jn89PWaEPwFRmFv3GYrHAYrHA4XDg0aNHAthUKpW+mKPT6VCtVvumXSwWi4z1ejweWCwWGY9KJpMoFouo1+tT5sQ9N5VBTGaey+US/3E4HNjY2IDJZEK320Wr1UKz2ZSinA0rMnK8Xi8cDoeAhiqY3Gq1pKHJxYhTu59Gv1H1Hd1uN9xut/zdYrFgc3NTGOYsok9PT0UKh6AxJ17Ozs6g0+lkPLzb7cqZRT306Vl1uU1aoTnM1HOKC8eCwSDcbreQZKgXyuV0DodDmuQc9ebkJQBpPKj68ASJVXmuqQ036s+rNom+pNZBDodDxr1JijAYDFhZWZFmJ5sRqmybXq/H+fk59Hq9+AVzYH4/SQDnJJs6DTAofTdp1445i9lsFs3qSCQiua1erxf9c5PJ1OcvKrOcZx5Jfaq/TO3mNug7apNB9Z9J8CuSt1gXkXnucDjEHzgprubUal3W6/UkTyZAPOn10xQofg9jQkwtErfbjc3NTRE9n52dxcnJCRKJBH73u99he3sb6XRaDl7VEUhV39jYwObmJoLBIM7Pz5FKpVAoFLC3t4dUKjVl3DwAU4EXh8MBn8+HYDCIJ0+ewO12IxQKAXg7+nV8fIx//dd/xatXr7C3t9cXJJkEBYNBxONx/OpXv4LH44Fer0c6ncbOzg7evHmDXC6Her0+ZYfeY1O11ubm5uD1ehEMBhGLxfD48WM4nU5omiagzfHxMX7/+99je3sb29vbctjS70wmE549e4alpSV8/vnnKJfLyOVy2NraQj6fRz6fnxbfD8DUWMPie3FxEbFYDCsrK1heXhbNWGqsZbNZvHjxAgcHB3j58qUkMWwshEIhbGxswOl0yuKOZrMpOrP3ZWnS1C43VauPEgFerxcrKyuIxWJYXl5GMBiETqcTsK7VaiESiSCbzaJcLuPw8FAaUUtLSzIN4Xa7cXZ2hmazKQ2vk5MTdLvd6Rl1hU1ikT1oLLoZM0KhEBYWFhAMBrGwsAC/3y+LpM7OzlCv1+W+d7tdKQjr9br4jtPpRKfTQbValU3hqg72VJ/4amOuOOg/k3S91IlKTjotLy9jcXFRwGJKB1CardFo9NVgjC8AhIBBhijlA+bm5lAul2U0fuo3w40AzSALchKBL+bF8/Pz0DQNjx8/xvr6OhYWFmTKkiAfSVvUR+c0A3c08PtBaTaDwSALM6dn1PVGybLBfwMm6xxTfcfhcODx48d49uwZVlZWZGmm3W4XHyCTmL/H98ImJ/D27DIYDLJoU6fTTWX8bmjckcLvafy3q3xn3H7Fs4cg8ccff4yPP/4YKysrwk6njjUbmNwjpbLrT05OYLPZEAgEkEwmcXZ2Jj4GTGbMnQLFNzB2vS0WC6xWKzY2NoQF/OTJE3i9Xvh8Phk/SKVSEmTUcR6128kNiWRruVwuYSF3u12k02mUy+XpSO89NibDXL5hs9nw5MkTuFwuuFwuPH78WL5vNpuoVqtIp9N94vpMbDlKrmkaVlZWEI1G4XK5RM/v6OhICqnpWOb9Nt5/h8Mho3Mff/wxfD4f/H4/Hj16BJvNBqvVilqtJjGHpo698FCLxWL46KOPpPDqdDowGo04OTnpK7ynPnN/jeeU0WiUItvj8eDZs2cIBAIIBoOIRCJSUFerVVQqFWSzWRnxtlgsIjfBon15eRnhcBgGgwH1ev2dJWZTn7nfRsCG43CLi4sIBAIIBAJ4/PgxvF4v/H4/XC6XMEFLpRJ0Oh0KhYLo6lutVthsNtjtdni9Xim8DAYDqtWqyOIQKJzGm6tt0q8Nc1mr1SoSIx999BHC4TB8Ph8WFhbgcDikcCJg02w2cXJygnq9LtNPLMQHpd046VAulwW0mYJ919skf7bIBp2bm4PD4RA9xy+++EJAYqfTKc1KslyNRqO8p/Pzc2EJc0mQumCIv8+Fq9zdMKnXZBJs0q8Nm1Jkg0YiEYTDYXz55ZeIRCLweDyw2WySAxHY4+9R1lEFMPmVcgSBQABv3rzBzMyMxKZJvy53bb1eT/CNYXFnUq4f5ftMJhPC4TAikQg+//xzxGIx+Hw+2O12AYY5mcDfIRNUnezlmcXHdjgc8vep39zcriKZXHYNx31tmY+YTCZomoZQKITNzU0EAoE+uQnW3qqfqHFGnb7ilMz5+Xnf702i30yB4mtMHY+yWq1wu91YXl6GxWKB2WzG8vIyPB4PXC4XisWiJLIEhVUnIeDHoox6oZqmwWazCbh3fn6OQqEgtPRJdJypXW/0AQK8Ho8Ha2trcDgcAsRQb61YLMpoHH+XhxPwVuuPI73RaBShUAhOpxNWq1VAHv4swb+p3T8bbCYRpNnY2JCmQjQahdls7mPQ0Hd6vZ4kK9z8THB5aWkJDodDdJIoqD8Fbe6/qecU7zkL8PX1dWkqeTweYT30ej2JFWR4kn1O7bZ4PI61tTXY7XZ0u12ZcGHMmZ5P99sYb5iTuFwuxONxRCIR+Hw+rK6uSlPKZrNBp9OJRBaXrlKGgmxhsvmcTiecTidOTk7QaDRkCaIaq6Z2P02VRSJQHAwGsba2hlAoBI/Hg3A4LKxPNr3n5uaEEEGW+cnJCRwOhzyuqudXLpfR6/VQqVTEd6Z+c7VN8vUZlEVyuVwIh8NYWFjARx99JEsPKRlAkJiMTy4MZ84DQBihNLK+WHyrLPapXW6TLLPAuEAdUKfTiWg0ing8LuQbLnlW5QEYpzhdp073qhIl9C+n0yl+M9WzvrlNqt8A/dMLZBKHw2EsLi5KXWW1WkVXH7jQyKXfqL4zuGCNmsRmsxkA5Hyb1OsxSUa868fGnnGwitkQYINK0zR4vV6RnOCkgjrFM1gXqe9NbYYTKNbr9RMdf6dA8TWmHlCRSATRaFS6R4FAAA6HQ1hYDBSvXr1CLpcTveFh0hMEfLiYiv/PjeHcCD5Nbu6vsQCfn59HLBbD0tKSNBtCoZBo2ZA93O128eLFC/EdtShSv/f5fIhEIojH42i1WqhWq8K8UbetTu1+GWMNDx6LxYK1tTWsr6/D4/EIS5QjLUxmTk5OsL29jWKxKIAfi22CeVya6fF4oGlan67WlE18v41+Q4DObrfD6XRic3NTfIdySUxIzs/P0e12Ua/XsbOzg2KxiFarhXa7Ley/er2OdrsN4EJTnyz2XC43ZRTfc9PpdDIi53A4ZKnL0tISPvroI8TjcWHXcMySC1y4OHV/fx/5fB6NRgOnp6fig41GAyaTCb1eT36n0WggnU4jmUxOgZtrbJI/UwaDAUajUfYjBAIBrKysIBKJCKOYciPMQxhvGo0GCoUCyuUy9vf3cXJyIo/Js+vk5ETOt2aziUqlgmQyiXw+j0qlMs1trrFJ9Z2ZmRnRlKXESDgcxs9+9jPE43E8evQIdrsdJpNJ9MyZn7AhRamjSqUiuTXjE/OZTqeDVquFQqGAXC4nUkndbveuL8FE2yR+rgj08lyJRqPQNA2xWAxffPEFYrEYFhcXZTkZa25O5qp5LfMekixYrwOQ86lSqSCXyyGXy4kPTurnaZJskggDKjmPNbjZbJapqMXFRXz22WeIxWKIRCKyFFGdOiA42O12+xpWXNrKv1NOqVQqiQTXlOD3fvZTrpUql3Mb13uwCUD/Ib5HKT6fzyd+AAC5XK4vVnEPDJsI6uvkucbJvHw+j1wuN9F43xQovsbUjhL1RwKBgGhosfvIgNFoNASgabfbQzsLajCiphKDEhNjoN9pp3a/TB0xoJZWIBBAOByGy+WCw+GQw+b09BS1Wg21Wg29Xg/tdhvNZrMvaHDkl0lwt9uV4r3T6QhAzOUvU7tfpo6lUO/R6XTC5/MhHA4jEAjIaDg1sgCgVquhWq32sfaY8M/MzEjSzJFvdcyX/sc/U7ufNrhIStM0hMNhhEIhmTyghqNaLFcqFZRKJVmISNYeC/JGoyGxhoAOcHEmTkHi+2uqLBJjTSQSkQak3++H0+mUqaiZmRkpwrvdLkqlEnK5HIrFokw/ccKl0WigXq/DbDb3sf/YEFUnZaZ2v4xsGKPRKHmM2+3G4uIiFhYWZIR3fn6+T4u4Wq3KQjqCd5lMRhY2OxwOIUdwsm52dhbNZlM0Z6eb5O+nqaP9ZrMZVqtVaqiFhQWZkCPYxyZ3t9tFu91GpVIRwI6gL+MLi3dVkoQTL9VqFY1GA3Nzc9O8+J4Zc1RKsFE7Nh6PC5svFArB7XaLzASt0+nIDgUun2JM4dlDKROgv85mg7zVag1dzja14TYJ14hxhnkGa29+z6ko+hObk6yD1EZlt9sVaRzmuyRZUDZAZYgOgoBTG7+peeVN/HFQFkJdqjf4M6yh2+22kCT29vbg9Xphs9n66meSPYnJqHkv0A+Ms8k5Nzd349d9FzYFiq+wwdEDi8UiyY2mabLpkCO8xWIR5XIZc3NzOD09RbPZ7GMT05HPzs5k27fT6YTD4ZAt9M1mE/l8XqjpU7t/pi6UIuuBnajl5WXZ1kzwt91uo1AooFgsotfrodVqoV6vS0Dh43Hkt1qtotVqSYLEQ40MQf78FPy7P6b6jMVigdPplHFearEZDIa+RQmnp6coFAooFAqyYIpLDFUmerfblaKr0+n0JVNToPj+Gxl+ZrNZFmUSuAmHw7Db7QDeJijVahVnZ2fQ6XTSya5WqyiVSiiXywAg251rtZoAxQR0OLJpMBimfnOPjWwJq9UqDPSlpSUsLS1hZWVFAD/qxPJsYRGUzWaRSqUE8Gs0GgIGWa1WVKtVWK1WKby4sIP6kdMJhvtngwwbr9crcjaUNvJ6vQLqsrlwenqKXC4nTcrj42Ok02mkUimcnJxgdnZWpvMIFjPOkAlK/Uh1KczU7ocx3+B4t91uRzgcht/vRzweRywWQyAQgMVi6WNfnZ6eol6v4+joCOfn5zCZTEgmk7JkjNMzkUhE5GxY5J+dnUk9NT8/L3nxNOZMvg1O1gUCAQH5VlZWxG8YM1iDq3I2pVJJ9r1omiYEivn5eQGKbTYbgAuZAfpOs9lEu92Ws29qk2vDgD7mwty1wTODRBuLxSK1D6dxidmQVV6r1YSUA1zI+DFvMRgM8n/Mv5kTMw5NY83N7LaYwKqO9HWPyRhD32AMYI0NXAC6xPfOzs4wMzODbDYrdQ+10XnvueRQ0zTxQTLah4HQlHWjdMWk+swUKL7E2EEym82wWCxYWFjAkydP8Pnnn2N5eVmAuHK5jEqlgnQ6jUQigcPDQ/zzP/+zjPKqotZ6vV6SbBZNZPTMzMzItk2r1YpQKIROp4NCoTCxdPSpvWvqZkxu393Y2MDTp0/x7NkzeDweGcfNZrMolUo4Pj7G4eEhjo+P8dvf/hbFYlESGwYXbuN1u93iJyaTSZIjq9UqvqSO4U3tfhiTYpfLBZ/PB4/Hg83NTaysrCAWi8FsNgvokk6nUSgUcHR0hFQqhWQyiT/84Q8oFotoNpt9XW+n0wmv14tAICCMHTa9VE2uqd0/I+vG6XTCZrP16ZcvLy8jEAjAbrdDp9NJ8+ng4ACFQgHJZBJHR0fIZDL45ptvZDM8GwhWq1WY7NwgzsTJ6XRC07TpeN09NUppcdGly+VCIBAQ37FYLKJjzcZksVjE7u4uisUi0uk0Dg4OkMvlsL29LdMvp6enMBgMcLlcskhRHcFjsa8WYFO7H8bCStM0uN1uWQbkcrmwsLCAQCAAp9MpzWxOPmUyGSQSCezt7aFaraJcLiOdTqNarSKXywGAFPbMgSl5otPpEIvFcH5+jufPn0sDotFo3PHVmHybhKJT1bE2m814/PixTEgFg0FomiakG4PBIMu7yQY+OjrC7u4ujo+P39HSPzk5gd/vh8/ng9frlYlPm80mm+afPXsGvV6PV69eoVaryYTn1IbbbY5w/5jnJoN4bm5OGpWapuGLL76Q/RwEYGw2G2ZnZ9HpdFCr1QTcrVarSKVSODw8lMlc1vHUU+fyMtZQ8/Pz0kzvdrv4/PPPYTKZcHBwMJVIuqHdhe9QykbFVObn5xEMBgVHWV1dRafTQalUQrVaBQAkk0nMzMwglUoJwers7EyW7haLRQENue+DUqNerxcOh0Oalnq9HuFwGMDbBsPTp09hNpvxxz/+cdoMv6H9VN9RyXQEfjlBMPi4/BmDwQC32y3EBv6fSm7gThYubCbWsr+/L9N0Ozs7MsnJJoHP54PNZsPh4SHi8Tg0TZMl8tzRMDMzA5vNhp/97Gci1ZbJZDAzM4N8Pv9TLudIbAoUX2LsTDmdTrjdbmxubvZ1MckKPjs7Q6PRQDKZxPHxMVKpFCqVCk5OTvoYocBF4sQijY7DxAaAMP9GxdaahATyoRuB4mAwCL/fj6dPn0pCbDabRQbg5OQE1WpVgGL6jipZQv+hkDpBIRZW/Dmy/qizNLV+m2S/V5cteDweLC8vIxQKYWNjQwBealgzMS4UCkgkEgL2EeijVjXwNoYx1nDcigvwOBI+3SJ/vU2q7zBRpT5xLBbD6uoqwuEwotEoHA6HJML0m0wmg3Q6jd3dXSSTSRQKhb5FUcCFViG3+M7NzckY1czMjLDXx3FNJvXa38TusvC+zAaXkFGfeH19HbFYDMFgEHa7XUbhWq0WKpUKMpkM9vf3kc1mpUFVorqp2AAAIABJREFUrVZFUgC4YGLxDFKLf/opx/fG9V4n6dq/j7FBPCmxmbGGjFC32y1as2QSWywWAJDcuFAoIJ1O4/DwEDs7OyiXyxJv2Lgiu7xYLAqYR2BG9R3myOMCbe6z75ApdZdLapnTqNr5LpdLmtZsLPj9ftkYT/msarWKZDIpfpNKpd7Z2WIwGOB0OqWYp9+oC8w4+QKMd9nWffWdQb8ZVx1BP+GiOk5gUt4xGAzK92azWXLa2dlZkYpIp9My3cJpF+7hmJmZkYVlCwsL8r6ofw30E7l4/8b92bmvfgNA5GJYT4zad3g2OJ1OIWWRwbmwsACr1SpL61qtFvR6PVqtltTI9BdOrXBijpIlZAmT6Qm83Q1E5rIKTFLiwmq13tnEy333HVUS5n3PeHUal1P49EE+Ju8Z76vNZsPCwoJgKTw3XC4XTk5O0Gq1UCwWcXZ2JpPefLxGo4Fut9t3zpRKpT72sc1mQ6vVgsvlgslkktfJnJhf1Z0yg0tZx2U3qVOuBYp1Ol0UwP8CwA+gB+Afer3e/6jT6VwA/jcAcQD7AP5Dr9cr3caLmgTjTaRY/t/+7d+Kdh+XzVEsv9lsSvc7m81euuRHp9P1LZWivhKBm5OTE5TLZeRyOQF+7jPoNwrfYfE0qcZg5Ha78fTpU6yvr+M3v/mNHGh6vV46U1zKcXh4iNevX8sChcFldKrf+P1+BAIBaJomSR0fp1wuo1wu922Evu33NsZk+9Z8R5XimLS4w9cGvNU2WlxcxF//9V/j0aNH2NjYEHkR+kyj0UCxWEQmk8He3h62trZEI5Q6fjz0Zmdn5RDy+Xzig7Ozs6jX6yiXy8LUGeV1ua9+A0weYENTFyfodDo4HA588cUX+MUvfiEgMQBJXJrNJnK5HHZ3d5FIJPD69WskEgmRl+B74xZe/i5HQOfm5kRvi9Mz47gm48wXRuE7jNGTcmbxLLFYLJLE+v1+/OY3v0E0GoXNZpNmQLfbRblcRjKZxJs3b/D1118jnU7j6OhIYgeXdczOzqLVaslCRC6dUqW7ZmZmJHaNq8kA3E/fYSHMz+Nd+w8lJ7jxm0zOhYUF/PKXvxS5idPTU1nos7u7i/39fbx+/RrffPMNSqUSSqWSsH30er2wSXO5nOilc8+H0WiUcw+AaKePw+6z77DBp0pUjdNUEEWv18Nms8mEgd/vRzAYRDweh8vlQiwWA4C+PHZ/fx/ffPONgMXpdFriCgk8gUAA8XgcRqMRhUIBbre7L+/lIsR6vS67Gcb1GbqPvsNzwWg0Sk5I8GzUpsYWdToqGAwK2cbj8QgLmAz1arWKWq2GUqmE77//HltbW8Ier9frfUAvHysWiwnzVCVy8ef0er1Icqm50DhsnDXKbddXlJRSZe5GZerUbjQa7ZuYNJvNWF5eFj+ipKdOp0MikUC324XBYMDOzo74CBnptVpN7jf9zGq1CgDNPR+qjjprN74e1uHjrBdY641rZ8gofIdMW+7pep8YyvdvNpv7gGK1acEzifVwOBzGkydP4HQ6RYZkZmYGgUBA8tfvvvtOdrMQKOakdrPZ7KubKC07OzuLYrEIt9uNWq2GeDwuOB8XQ6taxWwyUGd/XDFXvXbEpH4SUAzgFMB/2+v1/qTT6WwAvtbpdP8E4L8C8P/0er3/otPp/jOA/wzgv7vuwSap2L7MmGjNzMwIbZyb47nJmwfp8+fPcXh4iGKxiMPDQ+Tz+aHbCznuTcYgN/0yGWbHHIBoLtH5bpNFMebrf+u+M8n+oy4H0ul0cDqdcLlcwqbS/aAvy0D04sULJBIJGQNnETWoa63X6yVxisViiP+w0OH09BStVksC6+zsrGgnjeI63Vff6f2gXzZppt4zr9cLt9sNADIOw9fNLmatVkO5XMbe3h729/eliKpWq32jNipDmSN7drtdmIIEdDqdDiwWS58u0yjsvvoNcBFzJinu6HQ6mEwmYWqtrKwgEon0LSnkOB11rPP5PPL5vLDQj4+P32lGMmkgSMMkmYUVtf94vpHRM8rP1pgBslv1HZXVMAlGxlQ4HBZJmk8++QSxWKwvee12u7KQjuysw8ND7O/vI5/Po1gs9jE/gf5lnGTyqWz32dlZKaB4Fo76utxn3yFAete+M9hwXF9fRygUQiwWw8bGBjwejzTSuJSXGsRHR0dIJBLY399HJpORJVH0GxZGZ2dnsFgssnhIfe+UKuGkzLh0Q++z7xCsuYtzi/dIlb6KRCKIxWJ4+vQpQqGQLD2cn58XH2g2m9jb28P333+P7e1tvH79GoVCQaaleJ7R1+r1usQgp9MJk8kkvsMYRpmU+fn5scUc4P76juo343gPjC0OhwMOhwMrKysiq7e6ugqfzwefz4fFxUWREiCo02g0kM1mUSgUsLu7izdv3mB7extHR0d9CzF5JlWrVdhstj7wV63z+VnpdrsIhULI5/OYm5uT+DQOG3OucOsxR91jMQojUcxqtcLlcmF1dRVra2vwer2IRCLScIjH4zCZTDAajTg9PYXVasXc3Bx2d3fR7XaRTCaRz+dl/waxF3Xh5fn5udTy/FyoTGI2ctkcJRs0FAqhUqngzZs3Y4u/ap04JhuJ77BR8r6NNtYrDodDAHM2BDiJRPmZtbU1+P1+LC4uwu/3SxOADUWHw4FcLieLvgfVAdTGkgrq8t9nZmZQLpeFiMEJBeBickKdcuFUH7+3WCyo1Wo3vA0/3YhlXnetrwWKe71eCkDqh+9rOp3uJYAwgH8P4K9/+LH/GcD/ixs4xaSbmuhw46rL5YLNZpNuAAG6arWKdDqNdDqNYrGISqWCRqNx6YeW4zVWq1XAZ4pgqzfsPo8RqPYh+Y46/sDOkc1mg9PpFCCu1+vJKG8+n0cymUQqlZKxS7WIoh+ooB83/5IZCvSDEQxED8E+BN9Rkw6O3bErTqYogbhqtYp8Po9UKoWjoyPRKW40Gn3NBR5K9B2CfOxocsSTMYpxbpRA8Tjttv1mEuMwCyyCchxf4ggvY0C320Wr1UIul0M6ncbx8bEUV1wIRNCF/sLv1X/j8+l0OmlmklHxkHTQRxFzJsl/GGu40MVsNkuDipNNwNszRZWcoA56qVSSMW81uVQbVPx99X2zeaGCfQ8lx6GNIu7cdS7Izz7HNTnOSwDO6/XC6XT2MeHICmXMyWQyyOVyAuwNMjsJ7NH3VCkkso65MVxlcD0kG5XvjNvUfJU+Qz176pb7fD643W7RmGUzk36TzWaRTCaFYc5zSvUTAgtkCqvxhH+4uMxkMsmZ+FByHNVuy3dUxty4Yg7zCu7q4WJ3h8OBUCgEr9cLr9cLl8uF+fl5YQGzscAlvJSbYF7DGMOaiAAw8x0uPuS0mApQ6XRvF0yx3meOMy7Ab1x22zFnXL7D88hqtcLn88Hv98Pv9wtRgtO8rGvoC/Pz8wCAdrstEy+cCuf0lCpd0+l0ZCpjmE61OiXFc4kNVS4BHifwf599RyVyDeaU72vMLymzyJrXZDKJPrnf70csFoOmaVIbGwwGtFotiQW854P5iPra1OWp6v+1Wi2pkwD0xRnGPP4ssSJKi87Pz48957vJc72XRrFOp4sD+ATAvwHw/+AwAJDGWxr6sN/5TwD+0/s8z10ZD4r5+XkB5ZaWlrC+vg6fzyf0+HK5LOO7Ozs7ODw8xPb2dt9Y3bDHpZEhqm6IPj09FX0/NZm+bUbxXdlD9x0eFNQ14hb51dVVOJ1OnJ+fo91u4/j4GDs7O/j+++/x/PlzpFIp7O/v922UHzQChmQsO51O2O12KaToIwySPMDuelz1tux9fee++Q11yrk0kxvB5+bm0Gw20Wg08OrVK2xtbeEvf/kLXr58KXps7HYC/QAfjX7Boknd7solEA91m/xtxZxJBLVUBifjwtraGjwejyy5bDabyOfz+Oabb/DixQt8++23SCQSaDQa7zQ0VUCYEy6UD1CbVtw+b7fbhRH2kMBi2kPzHbUp1ftBUoTFt8VigdvtFl1i6rIlEgn84Q9/wNbWFp4/f45SqdRXUNGYRFODmIUYYxN9lFIpgyOCD81u03fu0hgPyObj9InZbIbb7RY2DItiskMpcfPVV18hmUwimUz2sXJo/B1VWoILzdTRUQAyFs+JmEn4TI3Cbtt37oJRTB+x2WyyIDMQCCAWi8Hr9YrcCMkxnU5H9ImTySRev36N3d1dAfbUGEHwj5N5BHvIDOQ0H5vknLoh6PcQaqnL7DbyZDUPHLXv8EzgOcQdLC6XS3Jgj8cDh8MheSunXdj4TqVSePXqFQ4PD0W6T22yMeZwio4j42o84pQLyTgOh0OkC6hf+1DjDXA7MUcFwEZ1pqtNKLPZDE3TEAwGEQqFsLi4KIAb8xjgbS5Tr9fRbDZxeHiIRCKBVColsUXNZ9RJ3l6vJ8sROX2p/h/9ka+Lurc+nw/ZbFZy8IeY36h2W76j4hj87AI3i0GUgkin03C73bIfiiAwF2M6nU7EYjFZ3kxMT5WoyGQyQtxT2b7DXsewfz87O+sjkXa73b4an+8TePs5mZubg9VqhdfrRSgUEoxoXM2pm9qNgWKdTmcF8H8A+G96vV5VTWJ7vV5Pp9MNfVe9Xu8fAPzDD4/R4yF+V13vq4w3NBgMyoEVDAbhcrlkmQ9HFPL5PHZ2dvDq1Stks1lUKpVLb67aTVCTGDoPfy+fzyOdTiOVSqFerz+YA+pD8B2DwQCbzYZHjx7B7XYjGAwKaEMmHpMObovf3d1FqVRCs9m89EBRQV/+YcHP3zk/P0epVOrThbzrIvO27Mf4zn3xG90PY1SBQAA///nPEYlE8OjRI9hsNgAQTeJSqST3eGdnB8fHx8Ikvire0G/YhFI7/uoSRJVNMUnX56fYbcecH/5v5K/7OlMBXZfLhY2NDfzqV79CPB7vS3xarRZKpRJyuRx6P0iXqDIlg2AfH5fyBEajUca2BseYGX/I0npIfgPcnu/88JX/N+JXfbUNsv38fj8+++wzfPzxx/B4PDAajTg/P8fJyQlyuRwODw+xt7eHSqUiWpDDQGLgouBnAccmAhvgjEOqNMVDaYAP2m37zl2yitVmFP2HeveRSES2vwNAvV5HtVrF69ev8fr1a7x58wbZbBa1Wk0mXoYRKDgZwUk7p9PZ5zv0EcajhzIxNcxG4TvjNJVVRdDNYrHAZrPB4XDIwil1MrPT6YhUibpgVQWJB9+H+jx8LhI0WE9x/BiAjJ5PfaffBv1GBWjGZWT80igrQCmaQU3Pk5MT1Ot1JJNJPH/+XIC/arUqTe1B5p/akFL9aXBRJtnKAARg4uLNhwr43VbMUWuIEb1O+UNQlvrVbre7j/BCFnCn00Gj0UAmk8HR0ZHsfqI0iRpfBu9v7weWqyrNphJyVDwHuAArSfhxu90y8XDXud+o7LZ9R/1svu81Y9ORsZ8ECKvVikgkAq/XC7/fj3A4LAt5qWHNKblyuYyvv/4a5XIZ1WoVx8fHstDufV9Lp9NBsViU+6/qoatGRnuz2ZTJCrPZjGazKefXJNiNgGKdTmfAW4f4X3u93v/5wz9ndDpdsNfrpXQ6XRBA9qZPOqmFJbuK1O+LRCKyBGp2dla61vV6HYVCQaQDSqXSlYvnmBAbjUZh9pEdoY7GlMtlWfihLsu7z/Yh+A6Lb4vFIsvmYrEYnE4njEYjAMih1Ww2ZUFQNpuVDZpXAX70HY5IqFtCObZXrVb7trc+BKD4tn1nkoygnMlkks3x0WgUkUhEWDEE/Di2W6vVkE6n39GyHnxcFveUnRiUliB4zITqoSXBo/KbSYg9ajzgVueNjQ2EQqG+kbeTkxPRtCZbq1wu98nbqKYCxerG50HN88ExrIdmD9V31O3cZITG43FEIhFZYMeN4Fyom81mUa1W+/RAh4F9qnwOE3T6DvCuNAW/fwhnlGqj8J279JvBvHV+fl6YOS6XS84pjoJXKhWkUimkUilkMpk+Oa3L3gPPKi6o4hKhQXYamwsPzWdoDy3XYdFrtVpllJ/jwLyPrHsKhYL4TKFQkOm660a3Vd+g3qy61Im/PywHekh2X31HbV4y9+DEJH1FBfdVPetCoYBEIoGDgwMUi8W+Zc6q0Q/UP8xfWEcN5sYErrh8fOo319s4Gpo8jzgl4HK54HA4ZGKAgD/Z4yTZ5HI55PN5WVrHCYTrclnWSWqTga9jMH8hsAxcSIyOUxd93HbbvjPs+5sa76G6L4UNSrvdLgtUCRgTS+F+MOIo7XYbBwcHqFaraDQaIpn1Y+od1u6DCgGDr1n1LfUcm7QJ32tfje7tp+F/AvCy1+v9D8p//d8A/uMP3/9HAP/XTZ90EgtNJsTUXAsEAvj7v/97fPrppwiFQsLKyufz+Prrr/HHP/4Rf/rTn/q2fw8z3Q9j3w6HA0+ePMGXX36JX//61wgGgzCbzSJlwU3yqVQK+Xwe1Wr1SvD5PtiH4Du8vzy45ubmEAgE8Hd/93dYXV2F3W7H2dkZarUastks/vznP+P58+fY2dm5FiTmJk+3240vvvgCP//5z/Gzn/1MGhedTgdHR0d49eoVdnZ2ZGHMME2l+2a37TuT5DdsSHk8HrjdblkyZ7fb8dFHH8kEQ6fTQaVSQTqdxl/+8he8efMG+Xz+WnDXaDTCbrcjEAjgyy+/xGeffYalpSVZxFmv17Gzs4MXL14gnU6jXq/fe3+hjTLmTIL/mM1m+Hw+LC8vIxQKyWSKyWSCw+GQsbtWq4VCoYCjoyP85S9/QSKRuHJyAbhYxsnRrKdPn+LRo0fweDzC1KrVashkMshkMu8sNLvv9lB9Z2ZmBvPz8wiFQnjy5Ak+/fRTLC8vy3IgJqhkVFWrVRSLRWQyGWxvbyOXy13JjCHY53Q6ZTt9LBZDIBCA1WoFAJnGopTOJCxqu00ble/c5TJEMrfC4TDW1tbwySefYGVlBX6/X4pyvk5qhtZqNSnOObZ7WX6j+0GmYH5+Hm63G5qmyV4Hsk+pF0iWzri3go/DRpXrjDvuEPQzmUwIBoNYXV3Fxx9/jM3NTck/VH1GdUy3VCohm81K/nrVayeoSCBGBfzY5OQSKvqLyk5/SHabvqMCLqOuO1WwjeCw0+nEwsICVlZW5OxQNUM5zUuiVjabRSaTQTqdRqPRuNLXKZE1qEVL4zSxzWbra6oPA3kego3yvLrt66WeFSaTCSsrK1hcXITL5RKJELLPmf+WSiXs7+9jZ2cHe3t7suSQ4O91IDF9o9froVKpyAJfAO/onbNO9/l8qFarKBQKlzbWr3qu+2KjOq9+jFSHCthTQsZms+Hp06f46KOPsLm5icePH2NtbQ3xeByBQEDkbOgzrMcNBoPEllQqhXK5jGaz+V5nKP2U+VE2mxUJCjXm8LPCvHlxcRGnp6eSG9/kOgxjto/KbsIo/iWAvwfwF51O9+cf/u2/B/BfAPzvOp3uvwZwAOA/3PRJJ7FAIKvBZDJhdXUVq6urcLlc0tXkTSwUCtje3kYqlbrRQULHoW6K3++HpmnQ6/Xy4SiXy7KYisLql4153jO7Vd+ZxGuh010sDDObzVhZWcHy8jLMZrMEC0oIFItF7OzsIJ1OSxPgqvfEx7ZarRLcjEajBBmyv4rFonSuBruf99huzXcm0W9YULHzGQ6HEQgEhMFAYKVer6NYLGJ3dxe5XO5akJiFE9lfDodDNEHZOe10OqjX66jVau+M4z0Ae7AxR00IuJzB5XLBbrfDZDIBgBRV9XpdEtxEIoFCoXDpeaKyQhlvOALORZyMLfTNhzDtMsQenO+oTHFOoagLLlXmJqdTarUaqtUqyuXytckymcpk+ZDFocoE0O/UhXk/5f1MwnUdYg/OdygLwQk4FZxTAQEy/VQNUE7EXSWpxeaWx+MRkJgsZRobFCy+VDbqA7KR1Fh3cY1479Sc2GQyyfnEJWLqEikCeGT7XZWPsOkVCASknrLZbH1SSQDeAR5UMPm6nPue+datx51xNxeoW39+fi5niTo5yZy10WgglUoJuUH1n+tyYrvdDpfLJQs41cW/vOdkJA6CydfJJPGM5XW7J/4zMr8ZxftXF8epYJsKEqq5Bf/94OAA6XQaR0dHqFQqaDabcm+viwNcmhcIBBAKhfrijHrP2YQg2524EF/3Zb6jMurv2aTerZ9Xqj70+9gg+MqauVQqwWQy9YHBgz7E661iJ6oMzfviKGqjlAs5/X6/EL8GGwz0HTV3UiUiLzuLVL9RfWeUjdBrgeJer/f/AbgMrv71+z7hJH4QWEixE/3o0SOsrKzAZrPJ+OT5+bkwivf395FOp2Ub71XvaWZmRjZGD2787fUuJCcKhYIkSgw8970Dftu+88Nj/vgXdMvGDyxHMy0WC1ZXV0VYnx90AjeFQgF7e3vI5XKXSgeoj03Az2azQdM0YYAxiJ2cnIhcCXVH79mBc6mNwncmxRjg6TN2u12WdzAuqGybYrGIg4MD5PP5K5l9PDzYmLLb7SLIrwJ8TLoHmX333WeAh+83jDlcKKcCxWojgEBfsVjE8fExKpXKtWxibgsmq49AIh+XQLE64vW+PqMmdZNmD9V3WPQQKKaMgArcUq6EMYfaxNRovOxxmd8wOebmenVkmIU8E/Yfw4BQf34SwZyH5jvqWaLqyg42FlicsUDmeO+wRWSq8fyjjAXjmAoUq2AfGT98/vfxgcHibNLsodRYvM5qPaU2pZiXMgdhQ+Hk5ESWp17XCGfjIhQKIRgMIhAIiN9wb8cwZiw19a97/ZfFpUn0G+B2fWfc75ExhnrEBIoJxvFsOj09ldhCucdyuSyszatqcD6H3W6XaRfWUuqIN/1F1TllU4NEMf7c4OOrYN+gfQh+ozzmj39B1xivMetf9bNNMFa9l/wcJ5NJHB8fC1BMvenrQGIyzC0WC0KhEMLh8DtAsWoE/NrtttT2V/kFXzd/BvjxYOm4bRTn1U95z+q9IFCcy+Xgdrv7QH0VgKXP8DPPhhOb4er5cVNWOGMFl3JGIhEEAgF4vd4+KRIVpGZNri7ZVBtUqtyJairoDaBv/9Ao7MbL7B6qqcUOC55IJCLLOrrdLlqtFhKJBHZ3d7G3tyfafe12+9rxKJfLBZ/PB7/fD7vdLvp95+fnaLfbKBaLyGazyOfzfU77Pt2MSSycPgSjDizZVJqmwev1ChOdetYvX77Ezs6OMPvq9fqV95bMvmg0inA4jGg0KlvGdTqdJNmZTAb5fB7lcll+932C7mDQmtrobRCMc7vdMmZHPet6vY5yuYzf//73ODw8xOHhIYrF4qWADXDBPmejKxaLIR6Pw+PxwGw2SyLDZhdHPIfptF1lajE49ZvxGM8oAnEulwsrKytYWlrC6uqqbObtdDoykvnVV1/h6OgI+XwerVYL3W73yg61yWSCpml4/Pgx4vE4FhcX+3yHxTzH7yhZoGpC3uR9qF+nvjN6I0MrHA5Lofz48WOEQiG43W5pgDcaDSQSCSSTSfzhD39AMpmUcd7LYgP90mazwe/34/Hjx4jFYohGo+8sAOYCGQI91L4G3m9L+jTXGb2xSc3JAr/fLzlsOByGw+GATqeTZsLu7i6Ojo6QTqfx7bffIp/Py+MMu19kKnMfSCAQwMLCAgKBgLD9VMkJNqYoU0G/umlT/CofntrtGcEVLrM0Go3weDzydxbnp6en4i9//vOfcXR0hEwmg0QigUajAb1eL5IR6r3V6XSiY82c2+FwyNQUl9p1u913GFz0HXXh2TDfmeY04zHWx1ws5fF4EI1GYbFY+oCzs7MzNJtNlEolJBIJvHjxAolEAt9++y2KxWKf7OPgYjzGMS6mG9QnVXNfNsWorW0ymaTJwSa8SqhgXKI9FILOpBr9hQQsxhqVPEGQn+QaLq/L5/NIpVLiK8PAfn7lY3Mik1IFmqaJTww2nNRpdIfDIU0IdT/RIHOdTVaSMKa+8+NN/Vxyyvrrr79Gu91Gs9mEx+ORhjcbCrwXbFTxntK/3geDU33TaDTC6/UiGAwKo1jTtHem9+gHnKawWCyy8JW5MRufqv42m6wEsdXXOEr/GTtQPNg9uUvjQcLiRdM0hEIh2ZILXCwhOzw8RCqVkk3OXBx22c1h8NA0TVg2mqbB4XCIVhcDBnWXSqUSms3mtZsy1YDGTsngwfUQbZIABuo6qtIQCwsLsgDh/PwcrVYL5XIZBwcHkhjXarUrmegq4OdyueB2u0W032KxyCi4OrbAgEh/vInvDCviJuG6jsImxW84lmI2m2E2m6FpGnw+H6LRqDBuyAbl5AKXHl4Vb9Tkxmq1wu12i99wKYherxefUxch3lTiZjCZUu2ur+sobRJ8h4kItTsZb6jrycSm0+lIUry/v49MJiOyNJfdY5U1yOYFzyyCMmpiPLhMk6/vutc/7PuHbpMAapKFwy3PlLqxWCyYm5uTzd7cDK42pqrVat+2ZvW98HFV+RwmupzE4jnI3+cYOpnMZExcd50mnRE6Crtr3+H9uWzRXK93sbNjZ2cHx8fHohnKvR3X5cYEZPj4HBNlXsuYNTs7K3HPYrEMbYxfl/d8KH4D3N2ZxeYhi9perydMcErtsd7J5/M4Pj7G69evkc1mUSqV+nLjwfeisk85JcXHHZQlUdldJpNJivVGoyGjvWrNpH79kG1cfqMyzgm+8T4CF3rSlELK5/Oyi+XNmzdIJpPI5XLSAB/87PN98DEJ4DkcDmluE4cYrId4pjmdTkSjUTSbTQDoY6urjGMV5PuQ/WdUvqN+nvmZJgNdxUCAd5cdptNpAYuvm/7m88zOzspEptVqlUYGpSQH81eV6cyaPRAIYHFxEalUSgg5fJ3M09k4nzYYLq79j8Wv1EbwsGvJ/xt8fPXeARf+Mzidfd1rp29S45yEUEovcUpq8DOinlEulwvBYFD8t16vo9PpQKfTSf3OiT+eYzeRULktGztQrC4zuOsPh8pssNlsCAaD2NjYkKVAp6en0s18/fo1Dg4OkEzFVCPtAAAgAElEQVQmUSqVZBP4ZcU3xxbYkWKXwePxyJZxHjjNZhPlchnJZBKVSuVKAHowoFHva5xOc1c2qHl4V0Ywl91mgsRPnjzp2yBfrVaRy+Xw4sULJJNJKaI4YjfscVWNG+rW+v1+eDwe2QZ8cnIifsCxBTJOr5IrUbvnqv7X+4xY3EcbLDzvwtQROAIrwWAQi4uL2NjYgNlsluK7UCjg+PgYL168QKFQQLFYlCJq2GGqsjM0TROf8Xq9fdvGmbDMzc2h13s7Atput2/cmFL/PPSmFE19v3flO7xnPp9PElgy/NxuN3Q6HdrttrBu9vf3sbW1hXK5jFqtdmlc4DmiLuP0eDwCQqs6tvxZjvgC6Lsmw4CtQQbxsOd/qDEH+OkJ8G08P/MELgsi44UF+snJCSqVCvb29rC1tYVEIoE3b970ae0Nu0ecerHb7fLY1ESnRjHBIbXRwedmcq02HIYV+4P2kP1FtbvyncH8gI0ksotVDb9yuYxUKoXnz5/j8PBQzq1Op9OnYT7YKKLkkqZpAhCzoDKbzeITjDtcEOzxeJDP55HNZuWxBseQaR+Knwyzu2is0E9U9hOBYoLFBIlZ6+zt7eG7775DqVRCo9G4dGcC8ze9Xi+EGzKIGd9U/WxVb99ut2N5eRnJZBLtdrtvrwwZWWyYj/N6TaKpJK5RXgd+pskKV6UmKJ3F3LTRaGB/fx+vXr3Cv/3bv+Hly5coFosoFouXkiZUxqma22ia1qdXqv4OcHGmORwOBINBaaLq9XqUy2XxG4J8BHUecu10U+P1HEWNxTyG943EKX7O+blnY4ELwDnFe1XjclijwGg0Sk7DSWEukFfZqOrvEUMKhULy962tLRQKhb5av9FooF6vo9Fo9C3V+5DttjBBlSVMfeL5+XmJLYPavyrAC1yQQtX9CjcFitko0DRN9i2QRKgylvk+gQuyhdVqRTgcxurqqtR3XNCpNlpLpRLK5bLgS+PcRTVWoHh2dhZOpxNzc3PI5/PX6lGNyhh4iP7zYIjFYlheXobb7YbRaESlUpEC++TkBKVSCZlMBq1W61KWlgoIkdkXjUYRi8XgcrnEaXggtlot5HI5ZDKZS0cj1NdMJtDc3Bw0TcP8/LywnOv1+o1An/sYmDjiajAY+g7tcZtaeLMBsLS0hMXFRRmdAoBisSjA3MzMjIDGly3sYAAzGAxwuVwCDnMLMBfZsThiclur1STBvqq5QECIh6rJZIJerxcA8ibbxCeBXfm+RhbK3NycfJ7vovjmWAoX10UiESwuLorG3uzsLE5OTpDL5dBut+UAI2uLh9egz6hdSZ/PJ1rHCwsLWFtbExY6gL6CmofyVQxz9fHVw5UNCj7OdcbC/z75DXAx6mowGK79jI3q+WdmZmC1WqWgikajsvGZrIpOp4NKpYIXL17IGUDwuFqtvnNWqckNi2mef6FQCNFoFPF4XOKFagSLLRYLjEZjXxxT7/EgSDxscuGh+w6L0pssLr1NU4ESLtNQz6m5uTkpeOv1OvL5PL7//nuUy2X5XDM3UYGbQdYVE+NgMIhoNCrLpbxer8QcADKGabVaEQqFREOOSfkwff3bmHS5z75D5v5VOeEojGxNl8uFeDyOUCiE9fV1GaOkZNrp6akszGRRo+7XUPMznhscAyfr3OFwiD4xiyvGNAAS+6jjt7m5CbPZDACy+IV6yKom8m3s9rivefJdxB2CK4uLi3C73QiHw9jc3EQsFoPf7++bXGBzIZ/Po1gsolAoiDajCuCqRmlAavEbDIa++0xwWm06zczMwO12y3Te2dkZ4vE4Xr58KUvQWDOxocol4j/V7qPv0G/0er3E/VG8B1XHU9M0xGIxrKysIBgMYmVlBT6fDzabDcBbCbZMJoP9/X0cHBwglUr1ESaGNRZVdiE10EOhEIC3MYOTeVxcpYLjjLuU12ENls/nkUwmBRymvFcymcT5+bkwRD9UU1mPXBZ3GzWWWn+obF3KrwUCAaljyfY9Pz9HrVZDLpfD8fHxteSpwZx4cKGz2+0WMpbagFMbDTzfLBYL1tbWBPR7/PgxarUa8vm8nGG5XA4HBwfY3t6WJsN930X1U4yNY71e3wee/1hT5fBIuiqXyzCbzXA4HCI9QbKUOhlHLDCbzd449tFv+PgejwculwtOpxMmk6kvl1GbWOoUC5UHPvnkE6ysrAiZsN1uo1KpAHgbn9LpNLa3t/H8+fP3kou8DRs7o5jMvrswAmZ0DofDISPa8XgcCwsLCAaDwppi4nt2doZ6vS4LgpjUXAYSq+N6XDhENhjHLhk42DUd7EyqyQZft7oYYn5+XmQs2CVX6egPzYYBWeM0VROJIL3P50MwGEQ8Hkc4HIamaaIvw0VhLKi4SX7YqL96SKljnizwPR6PjNoRpOPWaHbfVRv0HfqkuryBAVWv14t+6U3sPvrWXbH6+LllccNOtc/nkwUJHo9HDpRutytMCcrR8M9g91kFbTi9QHaf1+uF1+vtY1Cw484phmEgMR9Xff3qATcI8N1HX/gxdpcNKY69WSwWOUdCoZBMF8zMzMgZkk6nJd6QEToMLOB95egnzyjGNJfLBZvNJsn3IACsLpwho4OJz2Dsucw+FN+5i/fJ/ECVoPH5fPKHOmxk+FWrVWQyGTSbTVSrVQFuhjXyVRYEiylN0/rAPnVJHhcgqgUYWc30FwB9MjhTe2vjBrkJzDocDkSjUUQiEQSDQXi9Xil8OInSarVkDJITdgSL1UXM6uunD1Dihgx3ymqpi4J4PqlNBq/Xi5OTE/j9fpF/YyOeudbU3tq4/EbNcbhvgQ1HasKyMGasyeVyqNVqUvcMgsSD543anCK5h2eiqhvK5+Hv0F91Oh3C4TAMBgOazSYajQY6nQ6KxSKAt4DkbRbd9/lsG2VjYZB9x1xYnWLiiD+17RuNBsrlsvxRa+/Lppn4PetwNqBUuRJ1YkLNgQn48Xd7vR7sdrvsnCGJg7FHfb4P3UbpN+o+IJ4Zdru9T6qIOSgBfVXL9SavXY0d6tQLY8ygr6jGKQqHwyG/a7FYUK/XYbPZpJnQ6/WQy+VGcp3uo6n37Tb8h8A7J7pLpRKq1SocDkffpP5gnct4QND6fY3+qUqGcipzcIGz+pXPbTQa4Xa7pY7nktdisSi5cbvdhtFovBP1gLEDxfV6/U66b7whXAg2Pz+P5eVleL1e+Hw+/PKXv0QkEsHS0hL0er0UUWRQHB8f4/DwEEdHR/Lvwx6fhyBZYGRnLS0t9TkOt7iym00tpMvYxAaDATabTYTSLRaLgAVMzMnOuQpQva+HWq/Xk27wuI3gsMfjAfCWwfDo0SNEIhFEo1F8+eWXAs6xk1Uul6HT6VCr1bCzsyMLOwZZocBFN5/LXQjcrK+vIx6PIxKJwGq1SgecTLBGoyGJ07AgxK/0SQZAtcmhJkvX2X31HbJxgfG+B71eD4vFglgshtPTUxgMBqyvrwuz79mzZwKacKHU4eEh5ubmUCqV8OrVK6TTaZRKpaEACpNai8UiDQWfz4enT58iGAzKZATjATWOKJnDmMUOrBrTmDSTvdPrXWygV8HDm1zP+yxTMaiZOC6jTt7m5ia63S6MRiOePn2KxcVFWRhmNBphMBhkccfW1hZ0Oh3q9Tr29vZEHmnwvjImUDOfTYtoNIrNzc0+oBiATDAwbhBgVpMW/pxa6LNB81OSmvvsO5cBZqM0nU4nBfgnn3wisf/Zs2ciVcKpFzLRc7kcdnd3hWHHhsMwv2dSGwgE4Ha7EQqFsLCwIHkOi3KVzas2JjRNE9YFGUhkzgL9QMVPvWYPxXfGYQRwOFHw6aefyshtLBbrky9SmTrFYlGWkJ2cnKDZbF45EWcymRCNRqXhRYIGN4OrRVqv1xP9dACIRCIwGAwolUqoVCqo1+uYn59HPp+XZZu3VXDe11wHwFgbLiyuSbZZXFzEkydP4Ha7ZTEPQfxqtYpkMokXL16gWq2iUChIbnPZGdHr9fqaTAsLC/D7/X1TDKp+KB+DfsMcbHZ2VmIOm++Hh4fodrvIZDJ959uHamTajsqYdxiNRvnsb2xsIP7D0mW/3w/gotZjIyGfzyOdTstCskGizWV+o9frZSlZKBQS+Ro2pugzg6AR5dq4JLHRaMDhcAjhh5r+nAqeNqggdeiojNiKXq+XiUyfzye5BnChMctaj6St6/LPwYk4+oDP58PS0hKi0Sg8Hk+fRIpKnlElHclaPTs7g8PhQKvVgqZp4s/FYlFq+Glj/O0154TSTyEC8t6R3FAoFAC8PQsPDg5gMBhEzlPFO/iV94FSWIOTlFcZGfUEeVdWVhCNRvHo0SMh+Q17TuZcjFWapsk5RCzP6XSi1Wqh2WwilUrJ7qtx+87YgWJ+2Mh+HRdLVAVFmLAuLS1hYWEBkUgEkUgETqcTvV5Piqc//elPgurv7e2hVCpdCvTpdDpxMo7Vud1uPHv2DOFwWEZq+Pwc8zk9PUU0GhVmGDsgKpjDsXXqJ1FThc5E6Ylhwv4PxfhhNBgMUhCMy3fUQ4qSJWtra+I7DocDBoNB5EkODw/xT//0T5IcHx4eolqtDmUSM3li8qJpGrxeL/x+Px49egSfzwen09nH0qIvAMDi4qIwJahlq2pn099YNDNItVotABcg6kM+sAjC02/G9V5VfT4umltfX0csFkM4HMb8/LwwbTKZDLa3t/GP//iPMsHAJXaDPq5OLdA/yORRfVLVk1UBPjY65ufnpevKZpXKDAX6mwpqbHmocUY1xhydTjfWaQ02MsmaIoNzeXkZoVAIHo9HtOnb7Tb29/fx8uVLfPXVV1K8cInG4OulBI3D4UAsFoPb7RZ5m2g0KkAipxdobEharVbxnUwmg0KhIKDNoG+8TzPhIRo1O8kkGTVwyRyHiwm9Xq987/F4pMnMRLRSqeBPf/oTtra2sLW11Ve8DHutZHb6/X7E43H4fD6srKwgHo8jGAzKEmA1yaZeHJP4hYUFzM7OYmdnp28KikzU6XKXt0aGirrwZlTGhiCnC7xeL1ZXVyUn4b4O7uzIZDLY3d3FN998g4ODA2G9XHaukt2paRqi0ahM7q2vrwtorGqh83eYpzPv0TQN3W4XBoMBrVZLRsCr1eqNlkB/KMa4M0rfYe5Kdji3vIfDYcRiMTlDqBlaqVRk5Prbb79FKpVCuVy+EiRWn4OxJhaLie8Eg0FomtbH2FIb4MyZO52O5GH1el1kDBKJBHK53KV13Ydmo/QblXhgsVikMR2NRuH3+0V+jZOSmUwGqVQKx8fHyOfzqNVqAspedY7y3lMeMBAIYHl5GUtLS/D7/VhcXJRJXMYalWXI18iJG05LpdNp7O3t4ejoCNvb20LgmMact8bJj9uWu1Gl70ikUhe7AxcsUpLvjo+PUS6XhVR2HQlKZbqrEgSMa263W/SKVaB4kNXO16vmvZ1OBwcHB9jZ2cHh4SG2t7dxdHSEarV6Z/KZk2aclFcXjf4UI6mJ9VEmk4HX65UchY9PvyG4zLqbpK7rpMtI4CSph/rE3LXASeJBTXS+RvW9qhMNxGtarRZev34tREN+5bT6g2YUExijuPS4TKWGcwScSWskEpExBoJ7mUwGW1tbomFFfdmrdInVDeDU0eF4OcWt6TCqOLvT6US73ZavKgNSBUj58zxQyWyuVCoj1ZWaFKPv8PAe13Ny5IX6fSx4uGyOejftdhvFYhHJZBLff/9932jmVYsPyQylZh/HsLxeL+x2+ztMGwLXs7Oz0DRNOk/0HXXEgj7DoESWHwPmOArRuzZ1tISFxCjfr8qgI1DDUTsmxpqmAXjL4mi328jlcjg6OsLr169l7ISjvMPiDZtNlJrgAju/3y8g8TCWDf+4XC6cnJxA0zTxGzKL1UNN1Znk14fsK4OmLnYaB/Cpak5ztJ8SRoFAQBIRLu5ot9tIpVI4OjqSRVIEi4d9ruk36qgwmVk+n69vzA640PyjdM3c3BxcLhfa7TYcDocs51CLrg8dIKbxuo1jF4PK1uJZ4na7YbPZ5A+BE4LEuVwO+/v7SCQSoqN3WaKuJsU2m018h6Af9UBVPXP1dTHuMDdiA4RsdbJwpn7z1tQCedTnFSemKF2kaRr8fr/kOwaDQQAc1W+2t7eRTCbRarWuZIEzhyVLj6xygsQOh6NvUZDqf2quw8YrG3flcllA4odMknhfY34wat9hzUNAhZMCmqZJvsoldYVCoe+cot9cFxf5HFarVWR0PB6P6Mhyo/wwG2SLnp+fo9FoIJfL4fDwEMlksm/q5kP3HbW2HIXfqGcBpyZZG5N1x5qkUCjI4spyudynfXsTn1EXcHLajuPggxI3wOWsZOZZhUIBiUQCOzs72N/fF0LO1G/e2rA8+TaMtRTPKEqIsLFIo1QJCVOVSuXSBXbDnkOVt6B0BMFiVeJmMKYMI88QBORyNGrLcrneVYvJP0QjSH9bmKB6H1SW+eBnVf0ZYiK8Lzc5P9Wm1Pz8vOzt4CI9+ij9d9BPBmMZc2CqGVQqFSQSCbx69Qq7u7tIJpNCCB2374wVKOYCFYKevEmjNAYadYyO3e+/+Zu/kTFbjk40m01sb2/jzZs3+Oabb4SxUCwW5UYOPj6fw+v1CsC3tLQkWl1MuNXDSV0kRE1Br9cr4y2kv3N8hsEpn8/Lc5OlwyLvISfK5+fnwiYZl+8w4eCCns3NTVkW9u/+3b+D1WqF0WgU8fFms4nnz59ja2sLL1686FsUd9mSDgZJgnzxeFzYyoPjLkD/KJ7D4UCpVILJZBLdvkqlImxj9doRkBwMVg+ZSQxcJHu8zgBG+p4Hx+tCoRC+/PJLBAIBeL1ePHv2TACVVCqFRqOBarWKP//5z9ja2kIikejzl2GfaSbbZBTHYjE8e/ZMluOp+rKq8RoQuLZYLPD5fDJCrIrsX/X8H4oRxGIcBkbrO2wuULJoYWEBv/jFL2TL8+rqqsSBnZ0dYYN/88032N7e7mNoAe8WPwRsWHiTbfNXf/VXfQ2GwQSJPsDfZzLtdrtlCataxH3IPkNTGcScHBql77Aw5rjk4uIiPv30UylyXC6XxMK9vT2k02ns7+/ju+++w+Hh4aWNTBonpriVWY07XDLFQorvn9eAvsHCjo3RdruNQqEgS0weeqP7psbrRjIBMDoZDd5Xr9eL9fV1bG5uSu7KM4T6iq1WC1tbW3j58iV+97vfyfl1HcNPp9OJFJvVaoXH40EoFMLq6irMZvM7DQa+f+a3ZLmzMXZ6eopCoYDDw0NhAD30POamxmvH3BIYje+wQNY0DcvLy/j1r38t8npOp7OvsZDP53F8fIznz59je3sb+/v7NwJKhu2SCQQCCIVCCAaDfdrE6nvnHy455KQmF5Dt7Oxge3tbmFlT37lg4fHzehMpupuaytRl3sopl3g8Luw9nU6HVquFYrGIly9fYm9vD4lEAm/evJFFq1eBNipBg3JsXPAcCATgcrlEenIQ7FPzF0ocdrtdpFIpJJNJfPfdd/juu++ws7MjoPXUb94a8wrabfmOyvS1WCyCobBhqLLfed84/X18fIxcLncjORWC3Jzis1qtiEajiMViiMVicDqdQ+UIeFapTFVO8lHy4OjoCF999RW+//577O/v9y0IntpbU2Unfqrv8DH4OLOzs/B4PLBYLO9I8PH+qTvDWq1WH9HuOuM5qGposzFFBQF1SkrNbzhRxxyZUxPdbhfb29tIJBL4l3/5FwGJOX13F74zdkYxAT91y/WojAcQQdxQKIRPPvlEwD4mG2QocNkCNR8TiYRoKvO1DrJl6CRGoxHBYFA2XpJpQ+bMMI0SmsVigdvtxsrKCmw2G4LBIBKJhIDXLpdLkqFisSjJslqEfQjFOQP+OHyHumazs7Pw+XxYWFjAp59+imAwKGLlAGREgKBNsVhEuVyWjubg1ng1kM3PzwvLnSDx06dPsbCwIEuH1EBDU0FeNhsWFhakIKPvdDodYW2pQeaqLvpDNJW1NuplHVwgZzAYEAgEEI/H8ezZM2iaJtveyVJQpxUoG8LEZnCsiQfazMyMAL12ux1+vx+hUAhLS0uyEXiYz/A68EBks4oLE09OTpBKpfqaB4Psrg/N+P4HF+0Mjizehs3MzMDv90tHemFhAcvLy1hfXxdJI45nUQO9UCggnU73MW5UUFf1ASbc3Mjr8/lEVz0QCMiCIBUkVn2QCxWol9Vut+X8o471h3IO3dTUuDPKmDM7O4uFhQVhT3FEOxKJ9E0u1et1VCoVGeklM2rYMlT1K5NgFtuhUEj0juk3w0BivudOp9N3RlLflmfSFCR+1wZzu9s2ld23tLSEcDiMjY0NLC8vIxwOw2q1ChjCxTC5XE5GaK8CbpirEhyan59HMBhEIBCQ3JtLXNn4HxZzer2exJtyuSzj6JlMRvx2WnS/a6PyHZ4N6hLUjz/+GBsbG1hZWYHb7RYgjjkOlziXy2UcHBwgn89f6jfq5BenF6xWK+I/LIvmgjx1Sa8KEg/+IemmUCjg+PhYdG6r1arkWVPfuTD6zW2f4ZxEIuPc5/NhY2NDJEqYX7EGbzaboiNdqVRkwSrw7uI64EI3nxr4drsdmqbh0aNHiP8gkUS5gmH7WNTHOz8/l0kFNhbS6TTS6TQqlYpMbE3Pqn67bd8heMsJ7cXFRSHeqNIhqtQap2mZi6p5+zDjtDAbmOFwGG63G36/H7FYDIFAQKSXLtOsHWSokgHPsyqbzSKXy126yP5DN7XevA3f4RlF4N9ms0lMUPWse72ekOfq9bpM0rIBMXi/B3E/+qbX64XL5ZJ9VdFoVKY+1SmpwceikUV9dnaG/f190WPPZrOi4c+Jqbv0nbEDxeqI4agPaSahXGQQDAaxtrYmchDUPGPnmclwPp+XG3bZzRkcV+Aobzgcxvr6OkKhkIy5DOtEqUkct9dzJMfn86HdbqNaraLRaMBqtcpjFItF0V4ZLM4fegDiex01SKzT6aSI0ev1cLvdCAaD2NjYkOKYjCgybSqVCtLpNPL5vGwBV0Eb9bHZKSVIzO56MBjEysqKJDYqK1QtntRCgEs+AoEAgLc6kqVSSdg43CCsskXVx/sQTE0aRu037D6TiR4Oh7GysiJb3Y1GoxxQlCVJpVIoFouiWzWMCcqvavLkcrkE6A2FQiJTMLiNmX7Y7Xb7tgGzscBFHblcbqrVN2AqY2CUYJ9Op+uLLUw8YrGYACmzs7PodDoyOZDP53F0dIRSqYRGo/HOGaDGHU4hqD7DMWH6rLr4cPAPzxwuXWw2m+JDXMjwIZxB72MqU2lU14UFFScWVK1yj8cjQKzKuMnlckilUjg8PJTm1LCYwz8E+1wul0y+kDlIkJiM+0FGKMG+er0uIHE+n+8Diqfju+/aqH2H8cRoNEqcWV5eRiQSkcVylEAj4JfL5QRwI5N3MIdX8xuy+6hrHQgE+hZK0W/U/Fj1HfpspVLpA22y2Wwfk3jqO/1G3xlFPCa4YrVa4XK58OjRI6ysrCASiYhEnk6nk6YiJ6YInqiLeYfFHE7vEIimfF8kEoHf75cJ0GFFuMooJkOLkgHHx8fIZDLIZDJ9vjv1nQtTa4Pbui68p3Nzc3C73bLEkpO9RqNR7hcbiswvCBaT4as2wFXQRo0zJPJw4iUUCkHTNGGkXsZYVONOuVxGNpvFzs6O1HSUnpzqyg6326zNeY94X+12u0yBE7w1Go0ALiQnGo2GLPkarJFVXwEuWKfEXDixEFeWKhK/MZlMfRO9qg3WV2dnZ8jlckgmk3j16pWQxvL5PFqt1tR3LrHbxnXU3IZgMfNUtTZmM7PRaIietfozwx6XhC1O5no8HgQCAQSDQWmGc8JuGEisPpY68XN6eorDw0MkEgm8fv0a9XpdCEGTwEIfK1DMmzOOw5kJDZl31ENaXV2VG0kNmXq9Lgs6vvvuO7x58wapVOod0EQtnnijOY7pdDrFaR49eiQjn+oyKXXcig7gdDphMplkaZ7dbofH48Hx8bHIShSLRXkcHpyq/s6HkOyM23esVmtfospgwEBSq9UEsEmlUnj16hW++uorHBwc9CXDfO2DvsOleNQe9Xg8MpJJHW3+7iDQmc/nUa/XZSRnZmYG1WoVTqcTAGAymUT2gno2H2piPC6/YTzweDzw+XwIBoNYXFzsW5J5enqKYrEozPN0Oo3nz5/jt7/9rRQwwwpv4ELTnDqfXq9XmOfsmLIppYI16iKtTCYjbAk2OciuAS6Y+tORurdGgHTQd0ZRfFN+htty4/E4/H4/5ufn5XNcKpWQy+WQzWZxdHSEFy9e4Le//S2q1eo7emxqzFF1iTVNk7FvMtDVDrqatKljUex2U18yn88LQ0zVD5zahanjmP8/e2/y22a+bYstUhT7vm8lSrZsV2Ofus2559x7cXGDDJOHjDJKEGQQ4E0DBEGCN8sgGWSUZJTgARlkdoGM8h88XBzg1Dl1CtW4XC6rJSn2fd+LzEC1tn6kZZfLpiR+FjcguBVFft/+9m/vtdde+yabDAaDAYFAAI8fP8bf/u3fSqNRr9ej3++j3++j0Wggl8shm80ilUrh+PgY33333bWjmarvkNnncrlEG/Szzz5DOBwWbVkm0PSdi4uLhfHcFy9eoFQqIZ1OI5VKoVKpyDjxRufxelMJFTdlbFaHQiE8fPgQv/vd70ROazqdChu0UCjg+Ph4YYlTs9m89r6pRTnZWpxcoO8Eg0Fhnqrfw89MKZLpdIrvvvtOFkilUinUajVks9k3Njg2hteA2OtYmO9rfB3mIX6/XyT36A/D4VCYdMViEa9evcLz588XWODqa6mvzfOK8jbJZBLRaBSJRAKffPIJXC4XzGbza99P3yEIPB6P8c033yCVSuH58+dIp9MyhaMCShu7suWpqVX5jTrFZjabZRRc1QqezWZot9vI5/M4Pz+XplQqlVq4V28ibbHWZw0Vj8eFhR6PxyXHUYk7KqBIMHowGOCbb7yz0FoAACAASURBVL7B8fExvv76a2Ggq/XUxl43tcmwCt/h9/O5JqAbi8Vk14JOp5MGQ6PREN9pNpsy1avmpMtYDneBuFwumRpmPOMeGTKXlxtSao01GAxkkd7XX3+Nw8NDfPPNN5Ibs+Gq5oMbu7JV+g7vEwkSvO7UuleN5wT3LhSLRcED2+32tfUMc2JOurBJenBwILU/Y9t1k6fLgDgbYtVqFd9++y2Ojo7w8uVLdLtdmV5YB2mtW2cU3wbraBnIjcVi2NnZQSKRgNfrFbCv1Wqh2WxKkOGICTfyLnct1S/+HUWs3W73wkZOi8UiYJ86lkHQjmxhsvwmkwn6/b6AExw15pZysrfovMvdsfuQ9NyW77DTY7VaRacoHo/DZrMBuLyf9Xod9XpdChd2npvNJrrd7sJrqksIVV1ijtZxwQvHI1TgRmWEMeGiTAGTm9FoJCMK/X5/YYRvMw5+e37DbaVms1niTSgUEi2t8XgsQB+lbVh4c3RKNXVs3GAwiMQNdbQYc5xO58IIr+or9B/+bPotD0Nu/V5mwN93n6HdxnXg/eUkQzwelwYA9bN6vZ6w+Qi6MbGhFJFq9J3lBR1qY5ObnNUtzjyf6DNkEvN8zOfzKJfLaDQaqFar0o3f+Mr1dpPXRW0CcJdBIBCQ5UCz2eXyJlW3L5/PI5fLoVarvXGMln5jMBik0e7xeKR56vF4JM9R/YZMQjI1yNY4Pz9HLpdDOp2W3IrNqg0j9Hq7Lb/hAmZqCHPyiMSFSqWCw8ND0QtlnvEmcJ/NTBb2ZPd5PB6ZZlBlboCrQpGFHae0Op0OTk9PkU6nRVebeTOnYjb2ut1UY1NlajH/YBzY2toSIG00GqFcLiOXy+H4+Bjn5+eoVqsipfe212ZjissyeRYuy9zwc6lNBv7sXq+HVquF4+NjnJ2dSUOz2+0Ks28Tc1636xrNH2LLjWoudA4EArBardje3sZ8Pl8AS1iDl0olGddX7/Ny3asuk7LZbKJjrZIoeD5eJ1Oi5sdkoB8fH+Pk5EQm/QaDgcgIbvzmelul76h+Q5kbl8sl0n0qE5Osy3K5jFKpJGfEdQ3o5T0/zJl49pHop05nvgkkVmusyWSCTqeDQqGA09NTaYZTtvS+krR+jamNoFXFHdY+KslqGeAn2Y9YDgHaZT1jlfCpLoXnYmcuy/R6vdeqCPB76Teq5Fq73UY2mxUciYsylyUP79LuBCi+DWPxbbfbsbOzg4ODA+zu7sLr9YpOcj6fF+AmnU4jl8uhUCjIQw4sBi1KEaiA3zJjmfokBHmBK7BPpbsTrCETazweo16vC9CjHn5MbtgR5ftS7T6Axbfx+eg3ZPw+ePAABwcHojfNrrOa0GQyGWSzWdRqNTmk1NdTiye+9vb2tkgIsIhyu90yvsdxbhZPbCAMBgNUKhVhpJM1WigURNIAuCr2NwXV7fiNehBZLBbs7++Lbuj29rYA+plMBoVCAYVCQZYdECRW2Qpqgk2NN6PRKIs67HY7PB6PjICrC0EY33jvqeFFzSzqnHc6HeTzeSm+77ufXGe31WAwGo3CuEkkEvD7/cK64/07OjoSwJbAiaqDvvyaXDxHgNhutwvYx6TG6XQuaFqrBTfjTavVQjqdFpCRQF+1WhVduI/97Hkfu40GA4EVarL5/X6JGUxCy+Uyfvjhh4UmA9k2y40QJtiq5qPb7ZY443a75axSizYmwYxzjC+1Wk22fZPt0+/3X2MXbux2TC2iWICzeWSz2SSe9Pt9VCoVpNNpfP/99wuTBP1+/9rXZu7E4p56j5FIRFin9B2Ogaugjeo7lPJ69eqV5FcsoDYTDHdjjDcq4McGkl6vx2g0kmeb+c0PP/yAfD6PWq0mjSEa778qxUbyRDAYRDweF/mAQCAgbHfKW6jxS5UQbLVayGazshAtl8sJi5hn1ea8+mVbxTVS76vH40EgEJBaSgWKSdbi1Es2m0Wr1VoA9ZdBu2Wwz+VySXPhwYMHCIfDsNvtC7kxgAW/YX1FHfZcLodXr17h9PRU8is2zjc+8+72oWxi1s0Wi0VqZOYi6vPfbrdRq9Vk6SC1pNUJO1XKgu+NSxWJ35ANypjj8XiEFar6nDpxx6Y4WalcvHh2doZGoyHTvOsA9K2zrbqxqcqKEIfjF5tDs9lMyFKUBymXyzKdqb4W8yWeV6zD2TD1+XyS3/j9/msXHwJXExsk47DJ0Gq1pBFP8s+6SbLdOlB806aOoTx69AiPHz/GP/3TPyEej8Pj8UCn00mR+4c//AHValW6iBwH5wZwBivqkTgcDqGv8/CLx+Pw+/1IJBL4/PPPEYlEZAM42RnAZZBiB4EgNQ9GJseZTEaCkMFgkGVXdCiVgUO26HXdrjddF5X1uCnQXjcV+H/69CmePHmC3/72tzIqCVxqRJfLZfzrv/4rKpUKarWayE1Q45WvRfCQrE+r1QoAsl11b28Pfr8f8Xgcjx8/RjgclkSY9xe4vHc8kPr9PjKZDDKZDFKplIyIZzIZSWjYLVNBpLdpbf9SMKKPLTOAtGQ31UjhIULw7dmzZ/jss8/w+PFjAf7n8zkqlQqy2Sz+8Ic/iFA9i1+OufCA45Ihr9cLl8slhRgB4kePHiEQCCCRSGBvb29hSoLjWPysk8lEuu4nJydIpVI4OjoSf2KDYXmp1Cqv1XUjOFqxm3rvvNcE40KhEP7qr/4Kn376KRKJhGijzWYzYSp8+eWXwgpnQsGEWJUK4OIYn88Hh8MBk8kk7L6DgwMEg0FhuzscDtGXBa7kRxhD6vU6crkcDg8PRbKA51G73b61fQNatJvyHeYkTFKj0SiePn2KR48eCQudRTBlkb799luRsWo2m3I2qPkDiycuG6O2I9l91M8PBAJwuVwyAqqCNYwjBBqPjo5wfHyMdDqN8/PzBcbxBrB5s92U73ACLhwOIxQKIR6P49NPPxWNWb1eL+y6YrGI09NTvHz5UqalKAuhMn+Yc5vNZoTDYWHyeTweRCIR7OzsIJlMLrBCmePw86ln0GAwQLVaxfHxMfL5vIAAPJ82oM3bTR3fXcV1Yt3Ae/rs2TPJPXiGAJDJKU4xlEolnJ+fCylGJS2oMmxsUlCDlDnxzs4OHj58iFAoJCCxOm1H/1MXFbPwzmQyEu9ardbCubax6405yap0ZjlxS5bmP/7jPyKZTCKZTMLhcMi0LEkQfPapTUxJNBXwU5cdUutc1Tx++PChLMykHJvqa3wdYDHXmU6n6Ha7MuHHic2b0vr+2EwlqQAffm6xFqdU2pMnTxCLxaSmYk1st9sxGAwEBGR+QdYw7x1zbTYyo9Go4DaPHz8WjX5O9qpxZrmRrv4dgcderyca7GpevvGdXzY+06taajefzxcmcDmVYrPZBPC9uLiA0+nEbDZDuVyWidzZbCbEHRoXyDM/jsfj8Pl8ePToET799FM8ePAAoVBIFh+qGsfLvrOM1zFX5hmpTrysk9/cOlC8fKFu4vXV5SvURgsEAuIodEwuBCqXy6hWq8IGXQaJCdzwvZvNZumoU5uEh5PK7uOhy18JzvR6PVnOkU6nRS+0VCotLCkjMEiH4sHJa6dey7dpu/CAJaDFhURas2UW9arBLAYIm80mbM1gMCgMGI4wzOdztNttGc3kQ66CxKrfqBua1aVAjx8/liI8GAxKMOKhy2SLhyLH6srlMorFInK5nPhFvV5fkChRk+c3BR01cXrbtSQYygV+3ECsFbsuQK/ytclqcDgccLvdUlAx3qijUp1OB81mU5bXUaie8QKA+A0TG7LbufDw4OBAfMjtdsvopxoD+HuyQikzUSqVUC6XFwCdZT9Z1fWh/1IPXou6gDcdc1QNWLLt7HY7jEbjAuhPlh+74OqCF/qN2mSgzrkKRMfjcezv78Pj8cDv9y8ANvxsalHFs4oyE9VqdaHovumEhsm9VvXdeB1XVTypr8vnimwYFs1kaqr35+LiQpiYZIAzKedrAZBRPQI33OocjUaxs7MjExJsPqg5EXCV8Ot0OlnGy0Y8QcabiDNvukYEH7TYFL8J31kmPnBJLycLeD9VxhRJDIzfjEeq36gNKlWeJBKJCOAXiUSEaMEzbdl3qCXIPKfRaKDVaok+6G3JaPFM1yprmbnEm7SA38dUqRJOT7KmYnFM1hYAIbYw1iwXzOpUJokTjDVkhbJuY3OBudRyPqdKAnLijxJwnNS6zcJbbZ5pyVjfrApUVydxWTNzWa9ah3MCgeAMz3rmMypwrebGlD9JJpPY398Xv/F6va+xz5drZf6qkit4ZvGcvO3nX8tTwbyfqkzih5oq18jYwryY95B+QOY4/c1kMi00wjmtRxYxdYgfP36M/f19xGIx+Hw+8Rv1fLqudlR9R528Y8xbdc73S6Zl3+G95VnxIb6jAvhk7fJeLJ8dnNhnXsK6iXkzmcU63eXOKk4ucGkdm1Kc/iTOsxxvaGptxa/pdCpLwlUpuHW7l3cKFAM3w7ZhscPEI5lMytIeMvO4EK5er+P8/BzlclkecN5sBh4m1+x4sov52Wef4W/+5m8WRKw59rkMwqkHUbVaxcnJCU5OTnB+fo5+vy/jLxz5XWaJ0fFVVud1IzXXBQy+Blms2WxWk0Dxcqdm1b6jbltmIyAajQoQN5vNhNVJRh1H+XnPeLDx9fjFf/d6vdjZ2cGzZ8/w7NkzkZ1QRySAq4OI952+UyqVcHZ2htPTU2QyGQkuLOLUQo6vc539WpDYYrFgd3cXhUJBc0CxqsG6aiBUp9NJssJ7ySYDk5rJZAKLxQKr1SrdZ+pMq0kx3ycBG6PRKNIi0WgUe3t7+OKLL/DkyRM4nU4p7ulj6vtissYEplgsIpVKiX4WfeUmGRMEa0KhkMiyrNsB+EumMiVuwneob08dRo/HI1vd5/M5BoOB6IgCEPCWI5Fq0c04T+YVwUK/34+HDx/iN7/5DZLJpGwAZ+GtxlUVZKSfFgoFnJ+fo1gsLmhZ32QRxefA6/Wi1Wq9pvuuBVOv7SrZfTwb7Ha7TBaEQiF4vV6ZWuE2cII7fB+qXt4yYMOROtU3otEoHj16hE8++QSRSEQ09NU9Dfx8LLgNBoPkOdlsVrQeb3Pse2trC06nU1gaWjOVZbOqEUTe562tLRnTJitUlb3i/+Ezft3PV31necM4NR8fPHiAvb09YWrxrFILNp7L6lgoQeJisSgyW7fZZCSbjQQOrZmac35o4Q1cxWLmp5QUicVirxXZrJ8I2AKLgA9wNfqtgs92ux3xeFwWAD98+FDqKhW4uY4dSpk2TtdxlJjM0Nsc4WXOozVZHb5vo9G4oKv6oUZf5JQvG0m8/2xazedzuN1uqbO4UJPXkPeQu39sNptIPn7xxRfY398XlqjFYlkY/35TLcScmX7T7XYlT+X4920aP7vWmlOsgcxms0i8fCjYx/utLiQjKULFRegz0WgUx8fHUouxyaBqFTscDiGBRSIRxGIx/P3f/z0ikQh8Pp/U+ctNTNXUKRjW+2xMVSqVBTbxbZoKiGvJWAPZbDaZIniTtNW7GH2HmEmr1UKr1cJgMHhtMsFqtWJrawuRSARnZ2cyFWw2m9Hv9+V7ZrMZvF4vbDYb/H4/Dg4OkEgk8Pvf/15AYnXp4XVNKRr9krkOJyg45XcX01Lq9Pqb7E6kJ1QQ9CbYfQT7wuGwjGICV0vlmAByazcTGiZDLpdLElp2J8nY4eEUDAYRi8UQi8XEUdSFUupnZXf96OgIp6en+P7773F4eIharYZGoyHC1dcxQFWGoAomEShWtWivK975UFBw/fDwUJOFE3BVbKvAxiqM15Ygi9lsFqYNfy6DD4H8QCCAfD6PyWSyUGx7vV4Be/1+vzC+yBRk8kvdNS7nWPYdflY2EE5OTnB8fIxvvvlGpC7YYLjOb64r7NTXVgt9fu/y4c5/J5vx7OzstYVrWjGydldpLIB4/7a3t2XsVr0PKiMyFAqhWq0CwMJ9V4HlUCgEl8uFSCQiDAxujuffmc1m+fnLsVRlhJ2fn+Onn37C119/jXK5LAybm5YM4PuhvIXa2dWS8Rq9KXF8X6PfENQ1GAwCErPYVp/J7e1thEIhNBoNAfXYwQ4Gg/L7aDQKj8eDWCwmi4aCwaBICaiLFpbBGvoPz8lCoYCjoyN8+eWXaLfbCyDjTSczLBJqtZpmN43zM6zS1GaACuwxTjBX4D3kQrpQKIR+v49WqyWsY9V3DAYDEokEfD4fEomEjGAGAgF4vd4FsJnPw5ueidlshlqtJrGHCfdtMiUuLi6E/a5F4/1bddzhBIMqjcYYpOblAGC32+H1ehGLxaDTXU4YqHlDKBSS793Z2UEgEMDe3h58Ph9cLpf8qpIllkE+mpqbdDodlMtlpFKpOwFqCVZr8bxis0YllayizuK1IAhMhjlzX+aU1Er3+XyIxWLo9XooFosol8uS3/CcIqD38OFDhMNhPH78GIFAQBZJbW1tYTgcLkxmMt9Zbm6qDC2OgfMa3GbhzZxHa4ANcLVMEljNknQ196WOKyUdKOVHsM1oNMLtdiMWi2E4HMJgMMiCMsYdnlGqBFskEsGTJ0+k1iKxgmAznwG1mU5brokouXMTNea7mJaX5VEfHPhw32GeQOJcv99Hs9mEy+WSLzXmmEwmeL1eJJNJ6HQ6+Hw+2cfS7/dl4pO+Y7PZ8PDhQ0QiEXg8HtnxMB6PBUNSa/Flv+Hf8e+ZT08mk9di022ZFs8q2mAwEEyKcf5DckUVKO73+6hWq/D5fGg2m4LpqARQu92ORCIhdTj3lHU6HSGdxmIxwfj29/cl92Fc4TTUdWeTavx3VV+dTXL+/W3bu/jOrQLFKjB1EyAxwT5SxO12O6xW67XjSjqdDmazWTTbVMkJu90uHUsCxNTm4/gMAWNq9amjNGrhfXFxISywbDaLk5MTvHjxAuVyWUajSLm/7oapQIXakeevv1SAqQfhdDrVJKsPWPSdm3ptshtUPerr/GZra0s64w6HQ8AAgj3snBPwI9vL5XLB4XAsbJFXN/IuA36qPEAul8Pp6Sl++ukn1Go19Ho9ScLexphQGw5v+/xv8wn6cbfb1dyB9KYu36rYfUxUbDabNJLoN+r/YzLscrlkKRSNmrJMgAn2hcNhGfUmU4vj5eqYy3JiorLQyQY9Pj5Gs9lcGKm7jThAtoZWY86yr6zCd9SmH0fheH+pE6r6rboMhl/qSB71sRwOB3Z2duD1ehGJRAQo5nlGaRv1nFqOCzxvRqMRKpUK8vm8TKDc9ggv34fWfecmch11pJeNao7uqv5Ftp7X6xWmVK/XE9/hYiGHwyEgH5sMXHJGFpeaxC43GYDFBhXlSsrl8p1sjGehqUW7CRLF8muruTJzELUwpowESRHMNYbDoRTT0WhU8qD9/X0EAgHE43GRQ6JusVpovy1PYYFHeaZarSZTfrcdA7QodUO7Cd9R6xk2mpfHbFWiDheXqfUGQV8CfqyjDg4OEAqFsLu7C4fDIVMRquyAupvlulyW/4fAEhubd3F2aC1HVo3n1SpeB1gEbXq9npCilnMqAjZ+v18aiyRfDAYDqdeTyaSAhdSv9vv9IoekSnURvAGumKDLJK7lOl1duHgXTQYt2ypxHTWXIDOUOah6HjCe0Hem06nkKxaLBb1eT5qje3t7ggklk0lhgzK34XOrNtlob4o7y+8ZeHutvbHXjSx6la39vqbm23ymm80mOp2OsN15rhAsNplM8Pl8mM8vJxbIcG6328JQj8fjIpsVi8Xg8Xhk8o4/77rP8Eu+oNZiy/jhOtmtM4rVw3+VByqTX7JgyPRVtWX5xbEym82G3d1dGAwGnJ2dSfJjNpsRDAbxT//0TzKuEAgEBDRWdXCWNWXVm0yQpF6vI5/P48svv8TLly/x7bffot/vy+f/pUSYhxkPXRq7v8ssVNXUa3ybRf5NmDpitmrf2dragtvtloUIBHxVOQCOSZFR/OjRI9jtdlkqt7W1BZvNhlAohN///veircaN8TabTRhhZASqhZtqLHQbjQYKhQL++Mc/4sWLF/j+++9F1xZ496R0+d6rydC7fo9WE+Blv1nV52Cx7fF4sLOzg88++0yWaKgdZy5lmM/n2NnZgcFgQDAYRCqVkoTY6XQiFArht7/9rfgNmwlkAHKET40518kGcINzsVjEH//4R/z44494/vz5nS3n0KrfAFfjiatehsP76fF4kEgk8PTpUwSDQTidTokJjCd+vx86nQ4HBwfS/T4/PwdwqbPFKYUvvvhC4ozb7RbwkMzSZY2363TYJpMJut0uKpUKvvnmGzx//hzHx8cLvnObpuXzipMlqxj/Vo3PPfXSnjx5Ijr66nnldDoRiUSwtbWFZrMJv9+PZDKJSqUi7y8ajSIYDOLzzz+X8TpOLHDZkDp2rp5Xy4xFVVbnp59+wuHhoUhraZXZe1fGa70qjWXeK3UZnMPhkMWZKuhHeYFkMgmz2YzJZIJIJIJms4lGoyHvL5FIIBgM4smTJyJ7QgkLSh8wV2ZBpfqMmnuo0myZTEaWH7ZaLc1OFNyFsbEIXC15W0XxrY7ndzodAFiYvFTZ6dFoFKPRSM6i3d1dtNvtBd95+PAhAoGAaOZziTRzm9FotCCBwvewzAzl36tL9CqVCsrlsug+rmPhvW7G516v1y+M+n/I6wGXuR+lZLLZLILB4MIU47LfzGYzhEIhhMNhdLtd+V7g0m/UnUAE+Qjg6HQ6jEYjOZ/UWHfdecUai37N/Q9akw25a1v2nVXlifP5XJ7p4+Nj2Gw2JBIJTKfThYVj29vbCAQCAIBoNIparYYnT56IJATzoZ2dHbhcLgQCAcmN1Une67AV+uYyUU/dOaV+5usIXxt7u/EMUafq39fUZ5wku5OTE7jdbuzt7ckOMZPJBACC++j1emlsPnz4UHIR/h/q8XPaZVlGS73Xan29TFRTSYD0MTbl2bQnu3qd/OdOgOLl7cqrAi54Mzj6RDaezWaTn8l/dzqdePToEdxuN8LhMJ49eyaLO7gA6MmTJ3A4HCJ6TTH06zrbanDg2OB4PEatVpOldScnJygUCtK1VJk472Pv+n3qqOg6Od+vNQJlPJBW5TvqteGyOZvNJguh1A3dXMrw4MED0ar+zW9+I51Pao4eHByIz6isnWXgVdWx5N+prCxujj49PUWxWFw5O+uXXueXxoy1YPQbnU4nQNiH+s0ywE+/IMCiji9dXFyIX+zt7YnfPH36VKRFnE4nXC4Xksnkaxu+Va1KVUJDZfipyQu1s8/Pz3F2dvaa39xGDFDZG1qOO+w4A1cgKvBhhzifecYUo9EousQqGxS4fP6o/bi7uyuSJM+ePZNElZMu8XhcphQINKnFEo1Nr+VYdHFxgU6ng0qlgmw2K75zV6w+rRsZ48CVtvSHxhwVKOH5QdmA5eRUr9eL/uPu7q7kOty3MBqNhAEaiUQWFgDN51eyR+PxWNinHJlTcxeCxNR4zOfzODk5kbHhje/8eqPvMBfgUuP3NfoOcMXy43mwrFtN3/F4PNDpdGi32/B6vej1erIgcDKZIPnz7o9AIACHwyFxh6AiQRuSL5an7lQZG2rLlkolnJycIJ/PS0N84zvvbryHZrNZitEPiTv0BT7z3NPCWmk0Gi3kV7zfXq8Xer0ew+EQbrcbvV4PFotFfG9/f1+mMtXdLgQpVX9XyT7qcmDmFTyXa7Uajo+Pkcvl0O12V6azex+MNS2f01X4DX2BTaBOp4N2u41utwuHwyFEC3WSgbICbDoOh0Ps7+9Lfru7uyvTe2pMIWBHyRhKTzCXWiZ0ARA/azQaSKVSyOfz4jcqM3Fjbzc15lDm8kMaDWoOTB3XZrOJZrOJdrst+zp47/lzqDE8n88lRgWDQXndcDgsu2JYWwGQPT+qRJbql8v66MDlGcol4dlsFrVabcFvNr7z7sZcZxVNKtV3eF5RA7hWq4kUlkp8mM1mcn7NZjMhRlAeR6fTiWwfm+Dq2cMz7ToCzvIkHgDJ6QaDAer1OgaDwUKsot+vk906UMykkRd6VQ+U+iCrW9/VrhE7mdTti0ajwvi02Wwy4kAnYddyeVz3Ou049c90UNLey+WyLHVpNpsr32z4rq+j9cClBpSb8h2OzqkgHb8YUIDLQ4dMc6vVitFohE6nIxucQ6HQQqcbuALzgOtZlvQJFmKtVguVSgW5XA7lcnlhnE7r9/I2jSybVR7eqs+ofrOcUKg/H7jUKLbb7RgMBrBarRiPx+h2uzI+TnaNukxoGSReBvlUsIYNlGq1ulZ+o8XEiTGGCcWqYw5/ZSHD+8Mv+hF1soLBoIzY2e128R2fzwer1SrFE8fomHSpDBn+2zJIzGRHXWBXLpdl4aLW7t1dG+8f47+qc70KphZwdYaoDQGCx/x7i8UC4PK8cjqdAtxw6iAej4s8ieo7o9FINALVvAnAQnHG96EWdFxCRo3gje/8OuP1Iji2qpHe5TxkOp1KfGDBo4I2lAAIh8NwuVwYjUbwer0CzBG0Ya7N90q/4ci4qmOrsvn4XigZ0Gq1UC6XUSwW0Wg0bnWB3cdiqu8w7qzCeN/oL4PBQBaCq00k4NJ3OD0XDAbhcDgwGo3g9/slTiQSCfEb5vT0HS74URsJLOyv28WhAsVcnEmd2o29m/F6qhNUH2rMX0ia6vf76PV66HQ6cLvdktswn+V5RUa5xWLBZDKBx+MR3wiFQgtkDPqNKjnCCR7W7gaD4VqSxPKZpfrNJu68u/FacQJgFcsz+SvPBk4yNJtNmdhkE57/VwUbuVCSextmsxk8Ho8Qzejn8/lc9JXVxZecsiFodx2xgt9Tq9WEtKZ1UtVtG59J+s0qrh3vgVrTdDodWW6qYpDMlZmnM/6Q0Apc3muHw7EwPcO4w9yJMmdkuqtYJH+OSiQlsbDb7coZqjZB183eGSjW6XRbAP4CIDefz/+NTqfbA/AvAHwAvgbwX83n818UheOF4kjZqoIyE1JVq6heQNAX3QAAIABJREFUr8Nut6PX60nRxqJ8a2sLOzs72N3dXegSqUsa7Hb7wrg6ARs64cXFhQQe9fOxO9Vut3F6eoo//elP+Mtf/iLdg7s4iFS20W3/7FX4jlrcqGyBVRVPTG65QKNarcJoNCIUCgHAwjZws9mMaDQK4IrVSZCOvmO1WsVf1GKMRTaDx/LyQ3bfu90uUqkUvvrqK3z11Vd3msSowNVt/uxV+Y2qE74qVq36/QRjer0eqtWqjLMsb5HneB1wVcipQB6Lc7K9eJhwSQIPHXVUmMaEqtfr4fz8HN988w3+9Kc/yTbVu4w5d2GrOq94XcluW0XxqTaMCBB3Oh3U63WJQ2rnmufWzs7OAuOPfg1c+hMLK7JF1Q3MbFSwCaGCRiy2B4MBSqUSnj9/jj//+c/iO/etMbUq3+F9UHXBP9SYd1xcXAgDr9FooFarAcBresIGgwE2mw0PHjyQOMQxP3VJkNlsltyHBVC/38d0OhWNbG4Tv64pzjPzxx9/fM137pOt0nfI2FyF7/AcJDis0+kwHA5RLpdlzwKlaegj/P2TJ0/Ed1jQkUlK3+GujdFotKAJSN+xWq0LRTT9QtURPDo6wtdff41qtSrSbPcp9qzKdxjLlycX38fU84GTBSQxZDIZkd4iULPsOwcHBxJjCNjxdchEpp8PBgPUajW0Wi3U63UBoAlCszhnM4yxsNfrIZVK4fvvv0exWESn01nI8z52/1mV3zBHXpXfME4wX+l2uygWizg8PMR8PhcA2Gq1CjuU+XIsFltgkRNcYe2+vb2N4XAofl6tVmUCkzUa82mj0Si+ok5VjEYj5PN5/PTTTyiVSkLiuk9xZ5W+A+CDaw21uUWs5OLiArVaDZlMBhaLBRcXF/B4PBiPxwuTLMxrOc2gMksJ9hL/oVb2aDRCvV6XaRaeZ8FgUCbIKXVB3+HrNRoNpNNp2TdFDGq5kf6x2ip9Zz6ff/D0GfEJnjF8hrvdLvL5PH788Ufo9Xr4/X6MRiP4fD5ZqApAMD+Hw/FaU131HZ6FxKL6/b4svjObzTIdSna9CkjzdbvdrjTFe72e7BpRJZrWyX4No/i/BfASgPPnP/+vAP63+Xz+Lzqd7v8C8N8A+D/f9gJ0BiYeq+z40rmsVquMpDB4qNq+qhOqOqI0tSM2Go3k4FCBYiY+yzqzqqnyEwT+KKZ9l0Hkjn72B/sOALl2q/QdNZlkkqJ2RFlYLdvyGBP/DrjqVNN/WKAxUaH2I8EbdjeB14OdukTmrrcp38HPXonfsHGzamYkARsWLUywCf4uS0PM51ebTZfjBWNLv99Hv99f6FSqWo+j0WhBm2uZYcjkZz6/1Nbi6Ph9SFyWbGW+QzBsVc0SPt+MZwR1GTOWG0os2ug3y6NM9MP5fC7gMBk2w+EQwKUOFidsuMAVWNQSZJzh/6fv3UNm1lr6jtos5XPd6/XQbrfR6XSkUaCyUHn/VDYEsMj24ntqt9tSfKvLP+gzZLYvxzX6H5dWEvy5p7ITK/EdgiyrbE6pzUcWJNVqFV6vV/TSeZbRd9QCW2XSME/iudZut4Vl2mq1RPOTYB91+LnEVWXXkKABXJ5p/X7/Rs5rDdjKfWcV10/NR/V6PcrlMlwuF3w+HxwOBwCItj6bm2rze3l0m3GHNVKr1RIWMUGbarUqNdbW1paM/vL7Vd9R2fDU0VYlBO6BrV3MWW4E6XQ6lEolWfRtsVgwnU6l+UhmMe+lqgerGv1qOp2i1WoJS7laraJWq6FcLi+QKug3NHU6Q52yq1arom19F8tX79BW5jvj8XglDQbgKh9lflqtVqVZbbPZMJlMZDkz76Eqn6ROW/Hf+Xqz2QydTgfD4RD9fn+hyUDfmUwmcLvd8Pv9C1PAqiQcf16j0UClUhHQ7x41yFfiO2oMX4XvAIsTEc1mUyafHA4HxuOxkHGAxSk9tTZX81z1vbFOG41GIqVDJQJqDNNXzWbza00n1cd57nU6HXS7XQyHw7XMmd8JKNbpdHEA/ymA/wXAf6e7vJL/MYD/4uf/8v8A+J/wjmDfaDRSX3tlycx8PpeklGCuyp5hQcNkgxpw/H7+Ow9Kjl/yz/wZpJfPZjOhqi+DhkzK6VAqO/A+2ap95yY2mTPoMzCwOUC/2draWkg6dTqddKFovN/qYdntdgUMov+wgcEOkgoIAYtgABMWnU4noM19sVX6DYFb9Tp/qKn3iYUuRzHZHCJjGLg6uMg0X35vaie+1WpJx5vxiH5jMplk9EptMACLI+AAhCV4jwomAKv3neVn/0NNBW0IzpLBSYaMCgjz55OVx/dC3yEgp9PpUK/XZYkPfRHAgu+o7K/l99Pv96HT6SQZv+vG5m3bKn2HBa3y2h/8/tRzaTAYoNfrodVqod1uy5Je4Crh5XlEXb9l31FB7Gq1KgwJNhnG47HI6pBpwSYDX49FGP2WC9Dol/fFbtp3PvQ5ZEEGQFiblUoFbrcbBoNBFgKRvcmiRZWr4b1W4yJ9h8VOp9ORcU9O0lCKwOl0yvth3FEbVCaT6V4CxTfpOx9qyyytarUKp9MJj8cj99Xv9wOAkHOYu5rN5oXCd1kKCQAqlQo6nQ5arZaw0SuVioA2HBPmzwCuCneCm8Al4aLVakmj4j6AfevuN3yGZ7MZyuWySPNZLBbM53NZ1MvpXPoGARYVpFv2G8acVquFWq0mrFDW6AQRGddU0JDvTc2bKpUKKpWKED4+dlu176zymvHZ5q+VSgVGo1HkamazGQKBgNTmatNSXbqr1mmqsZnUbrdRqVREIlSdGJ9Op3C5XBJDVMBPzWvof6VSSXLvj9204jtsYpPoQLUBv98vMYZ5+bJmutqAUBucJH0y9tCPWLMNh0ORquCOEBVfUv1oOBzKwk6+7jrmzO/KKP7fAfwPABw//9kHoDmfz/n0ZQHErvtGnU73bwH8W/5ZfejUX1dhFxcXSKVSEhSm0ymazaYw8Njx5s1goAEuuw7AZZJcq9Wk25TJZNDv9yUxcjqd8Pv9wo5wOp0LY1HsdBYKBeRyOfz5z39GPp+/lnV8T2xlvkNbdfI3/5mlnE6nBRxpNpuIRqMYDAYy/uRwOGQkkr5DFgPfU7VaRa/XQ6/Xw9nZmQQpv98Pt9sNn88nvuPxeBYWSzEIsTv57bffyijV8tK7e2ArjznLv/9QY/J6enoq4HA+n0ckEsHnn38uOkcejwf9fl8OKDawms2mHJK1Wm1BrqbZbMpSGIfDIewd+hCTYDY5+v0+6vU6SqUSvvvuO7RaLQBXG2Xvma005tyE/6i+Q0D37OwM4XAYT58+hclkgtlsRiAQEAkAxgv6DsG4drstOm7Hx8eo1+vC1uE2eS6AIXvQ6XSK/7AzXq1W8eLFCzQaDVxcXIh0yj2zlZ9XtFX6zng8RiqVEoD/6OhIlvLyvnNz/MXFBZxOp7D92u22NBLY3Or3+zg+Pha9Pd57soh5XhmNRvh8vgXGGHX6Xrx4gXq9jtlsJon5PTNN+M5kMsH5+bmAf69evUIkEsEXX3wBj8cj+zkYd2w2m/hOp9NZWGTG5tLx8TGq1SqazabkKtPpVOKPx+ORcXB+ntlsJotmfvrpJ1SrVdGVXG7E3wO7Md9ZlTHuFAoFzOeX06E//vgjwuEwUqmU5LY7OzsCFKtan61WS/IktUl6cnKCWq2GRqMhoA/HcZ1OJ5xO57WyNxz5PT09RblclgL9OhbXR2ya8JvJZCLySKPRCIeHhwgGgzg6OkIkEoHH40EymRRgmefP1tYWms3mwnQlSTSpVAr1eh2NRkOmN5vNJkwmE+x2u4yRLxMq6IO5XA71eh3D4RBWq1Um9taR0XdDtta+oxKsiM+MRiOcnJzA7/fj8PAQ8XgcXq8XDx48kBF/dZm4GlP4WtPpFOl0WsBdVTKJ0hPAJRa0t7cnNRZwBWq22205H7k4tFar3Sdt9LX2HeCqmdjpdABcgrLn5+fw+Xw4PT1FMplEMBjEJ598IlJ/JNDodDpZjEnjmZLJZFCr1ZBOpxdwG+5GSyQSshyaebfabCc+SVm48XiMdDqNbre7tk2GXwSKdTrdvwFQns/nX+t0uv/o1/6A+Xz+7wH8ewDQ6/XzZZbUqoxBZTweyzIn/hyTyQSLxSIHD8E+siv4kOt0l+L6hUIBvV4P3W4X1WoV4/EYHo9HQESOP3D8jp+FYzCVSgVHR0dIp9M4OzuTjtV96HCrtkrf0el0cyaKN8E0mc/nstiATEyCxBwhUIFisqeAS0YEcHmw0Hfa7TYKhQIGg4FoXVNugiN0THrIwKBeUjqdxvn5OU5PT0Wz7T6NgK/ab1Qd6VX7DcdH6vU6jEajMKouLi7gcDhgs9ng9/sFKO73+3IQVSoVuaflchm9Xg/NZhO5XA69Xg8Gg2FhodTW1hacTucCc50xif6Wy+WQSqWE3XUPWX0r952biDk8r7h1+/z8HBaLRXTynE4nHA6HMDxnsxna7bZMy5TLZWHYVKtVYSWfn5+j3W5jNpvB5XLBbrdL0W4ymRYkAcioof8Wi0VkMhlhqPL77out2nfUMexV+w7PK2p5Go1GWR5HwIZjkPQFJqzlclmkKzi90O125d73ej1h7pjNZgGICSqrTC8uIePyzEajsaCLfl/sJnxHr9evXDZIbQ41m01ks1lhYl5cXCAUCsHtdqPX60lBw6VQer0e1WpVgGKOSvZ6PaTTaWGDMs8GIHp9g8FgYToPuMzN+/0+ms2mLCFjsX2fcuWb8p2bkvdj3ODZyGZUKBSCx+ORwlyv18t4uF6vF7Ymm5oE7DKZDOr1OtrttvwsNgy42GxZxobkjuFwiEqlIoxSTmLdB9/Rmt9w0TKbRYwxxWIRbrcbjUZDQD6XyyWyI5SDoN8w7z0/P0ez2USz2VwgTNhsNmGaXye9RrCGeQ4XSjGf2vjOL9t1vrO1tXUj5xUAWUpGwh1B2nK5DI/HI/ICrNN5BhWLRZmqVPeMZLNZkYzgJGa324XJZILVahW/4F6bnz/nAs6k7i5h0+s+NBm04js//6yFKVt1yq7dbsPn82EwGMDr9S40lra2tmQ6YT6fSz6r0+lwfn6OWq2GfD4vP6Pf7wtQbLFYYDQa0Ww24ff7X5tkVn2EZArGtXW1d2EU/yOA/0yn0/0nAMy41CP5PwC4dTqd4ecOQhxA7p1+oLKpdNUPFZMHJr1kulQqFcRiMRmZpJYebw675FwklE6nhVbOMRYentPpFJFIRMZ31YOlVCqJwPmf//xnHB0d4ccff1xYDPOxB5ElW5nvcAxN1RBe1bVUi6dGo4HxeCwblAuFAuLxOBwOBxwOhxwMjUZDglChUJAmw/n5uWjWcJySunwED91ut4xZcWyu0WgI2Pf999/j+PgYP/zww0Iic48K7xvxGx4Wq/Sb+XyO4XAojGDqv2YyGSQSCbhcLgSDQZliqFQqsmCBzJzt7W3kcjmJOUxOyIyZTCbSfeRIsMlkkkJpMBigXC7j9PQUJycn+PHHH9FsNiXRWeU4oQZs5b7DbvCqzys2nDh6Sy3YdDqNeDwOt9uNWCwmRbLX65XRqFwuJ3GQ2mjtdhvtdlsWKAwGA9HkMhgM8Pl8UqjTJ9hkyOVyOD09xeHhoehEdjqdeyV3gxvwne3t7QU2y6qM5xV9h8sMU6kUdnd34fV6USwWAVwCNpQXoO+QnVUul4WZR6BlMpnIrgeOfbtcLpFFYZOdYHW1WkU2m8Xp6SkqlYqM0a0rO+KGbKW+w/0Xqv74qoxsULLHuUH+7OwMe3t78Pv9KBQK0oBwu90CCubzeWH3lctlkT+pVqviH/w+Li+z2+0iZaKOCXMaolqtIp1OC+BHrex7ZCv3HZPJhHa7vXJmLfMRbpDX6/UoFAo4PT1FNBqFz+dDKpUSHdpAICALv3O5nJw/ZACPRqMFyRt1aRQXAi8DfszXyWbP5/OoVquoVquid3xP6ixN+c10OpVaWKfToVwuI51Ow+fzwe124+joSCYaotGo7BrKZDIYDoeytI5AD5dedjodARDZFNXpdAIukxmojpRPp1NpTDHmsLbb+M6v9x2TySR4yE2cV5wyGAwG0Ol0qNVqOD8/FzLEq1evEI1G4fV6EQ6H5fxJpVISZ2q1muSzjDmUDAAuc2FKbLXbbZFn2tnZeU1elA1SNkvZPN34zvv5zk3lOsBVncXFmq1WC6VSSc6pdDqN/f19BINBhEIhaVCdnp4KmYZTlgaDAfl8XmSSaOPxWOo3p9OJ7e1tlMtl7O7uLvgNzy7WBCpQzOuxjvaLQPF8Pv93AP4dAPzcPfjv5/P5f6nT6f5fAP85Lrcc/tcA/r9fei1KP9yEDIM6ykZmaKlUEo0rBg4ePqSZs3vQ7XZhsVjg9Xrx8uVLWYZATSW73Q6Xy4VkMinjDmrHu9PpIJVKoVQq4ejoCIVCAe12W9g1dLj7ZDfhO6r+2Yrfq3QeOcbPJOWHH36QbhEbHVy0odfr0e/3YbFY4Ha7cXJyIkuAqM/ncDjg9/vx4MEDHBwcIBgMIhgMwmq1SsOiUqmgXq/j7OwMjUZDmIZkhd2nJsOq/YbP/iqWLVxn9JnhcCiFTrFYxMnJCba3t0WLmiOYyzHH4/GIxA0BGIPBAL/fLzHn0aNHiEajiMfjIl9BhjInH/hckGVBvay7jjvsxN+Grdp3eHaoReoq7eLiQli+HNnmhmdqstFfGAOBy4UK1BwuFAoCwnBhB0cv4/E4kskkEokE9vf3kUwmRVeSWrdkLAOXEkwc52ThdJemZd+xWq2wWq0CdNxEAkzQjlvlyc7k+C0bHWRx6fV69Ho9OZdKpZK8PxZRlDwJhUIIBoPY3d3FwcEBHj9+DLfbvbC0VV1+1Ol0ZEFar9e78yaDln3HZrPBbrdL8XkT+Q5BW51OJ4Vvq9WC0WgUZg2/+D2DwQBGoxFOp3OBXUz/pl95vV643W7s7Ozg0aNH+OSTT+D3+2WBDEkX6ig5QeN1AIrZzL0N/7kJ33E6nQKY3kQM5zNPhhal+tLpNA4PDyXnonSR6jt2u13qIjU2GgwGmd6z2WziO59++ilisZhMRRAQ5M8lAMmlVP1+f+Wf99fYbfmOFv1GbZhy2mYymchECmtyjv8T5CEI0+l0pE5jbstGF/cw+P1+HBwc4OHDh9jZ2UEwGFxYhEhAirV7s9mUBsNdmtZjDolUN+U7fF3ew+l0KhO39Xodh4eHMgWl7vnZ2tqC2WwWTGdZJ521GbEit9uNcDiMSCSCUCj0xiWanOhinX6b+cayaTnXIZP3pnKdn9/zQtxhncwJ4LOzMyFG0Hd6vZ7U79w3xXjE80+VBZ3NZnLmWa1WuFwuIRmp74GTD9VqFefn52g0GrKr6i7851185101iq+z/xHAv+h0uv8ZwDcA/u93+Sb1oq3a1OSXbE0WRgDkQFF1SDjqwm4SDw4GPFWE2m63IxAIwO12w2azYXt7W4IOk2x2utjd5qF212DNmtl7+85NPkzqggweDOxg0nfYbSITVPWd4XAoCTD/nQ+hzWaDz+cT/+ESRFVnlIGjWCwKUHNT4KZG7b39Rt1wvGqjz/DnkM3Q6/VEm4+ADScUeO8tFoskHEx8ebhcXFzAarXC5/MhHA6LNrrRaJTDjpvCC4WCaERyRHwVm2Q/Ivtg37kpY+KpMhsGg8HCNnAWEYxFk8kEZrNZmlqqvMHW1pYw0t1uN6LRKMLhMAKBAGw2m3SxuZCBftPr9RYW6m3ijth7+85NLwNUl/0AkCkDvV6/IFWyXJyzcKLWNX2cBdP29jYcDgcikYh8ud1uWajIn8NlHjyrCBhtch6x9/Id5rA3me+or83zhg2rbrf7mr4982v6jgraMH6x6LZYLAiFQohEIsI0pV4fABkFJtOHTQc2N++6QXVXRduSvbfv3ERjatmW/Ye5z2AwEN8hqMsciY0EgjZ8n2SWARAWu9/vRygUkoY58x7WZWQZq767vPDsLmwNfGft/Ub9VR3lXwZe+MWFmDxb1JjDZhYBGk5ter1euFwumYqh76hykcynVB3au7I18BtgzX0HWPQfxh1OF1CijzGBSxJZZy2zVkncmc1mUs/ThxwOh2isLzNC6Tuq/vUa3Lu7tg/2ndv0H3VZPM8sg8Gw0MA2mUyS36pa1wAk36Eu9vb2ttTvbFot6+qrefhy3OHfraP9KqB4Pp//BwD/4effnwL4u1/z/Soaf1OmOht/jjoCSYo3jYcSweNCoSAJOrvlBJxDoRAODg4QDofFQVhcEyQuFAr47rvvUK/XZfxyE0C04TvA60mM+vOWWS5MPpgUFwoFeej5wDPwuN1uYfaRpcgiqd/vy/jel19+uQD43Xew5kP9Zj6fy3W86a7rcgJDo7yIajwUms0misXiQtKqyvOQlfXw4UPRPAYgB1kul0Mmk8FXX32FarUqWn0s4NfB7sp/V+E7lCe6jY79dTHnTeP7up+XklUqFfEdJi58LYfDgVgshs8++wx+vx8+n0+mIGazGYrFIorFIl6+fClMUErdrMsYnZZ9p9Vq3VrxeV3seZv0A31HNQLK0+kUFosFfr8fT58+RSwWQywWE6DPYDCg0Wig0Wjg8PAQlUpFNn4TQFyHCRgt+w6Z/bdly3nz29jgnGBRjWcXdzfY7XY8efIEyWRSxjrNZjO2t7cxGAzQ7XZRLBZRLpdRr9eFcUqN9o3vaMd3+HOvO7+Wjfd42VTZgO3tbezt7WFvbw+7u7uIRqNwuVwCJLPJ0Ol0RNdYjXt3Dbjdxc/Wqt/wZ/P+vSnucPfQdXZxcbHAJubEZjgchs/nkyli/gxOQcxml0tXvV7vQl50V7aJOe9nzFneVO+QyPcmo6SA3W6XhoTP54PH45HJGoJ9BKApzxUOhyU2bXzn/Xyn0WjIosvb/hzz+VymGq6zt8Ud4AoDIoGQC3vJTlebDOrPZH5N35lOpwvTW7dp73LNb/9d4XZHLIC3XwhVe5JsCIqiO51OBAIBeDwefPrpp4hEIrDZbMIMHA6HyGazyGaz+OGHH5DL5VAul4Vl0+/37zzh/djstn3nbcb3QSYFD5zt7W3YbDbpaCeTSVkSw4SEow+lUgmvXr3Cy5cvkc/nRTeLC9HW4XNq3VjErtO1VAsbHjYE+ggIe71eeDweYRETQOZSj1KphOfPnyOdTiOXy6FQKKBWq60FI+tjMd6Tu2abLJsKDBLEJgPZbDbLOBeXSanSJyy0f/rpJ2QyGaTTaRSLRVm6yomIjX2YqayBdbye6nti/FGnrgjMqExR+k82m0WhUEAmk5G8J5/Po91ub2LPCmzdfedNxqJIZeWQZcMmFqWRuD+kWCzi6OgIxWJxYeHQxt7PtOo7wNVEBHcvUEaCfkUWMQFn7mYoFAqimb0uDXKtmVb9hjUYpUyom848mE0I5kn8v51OR5oNlAvc2PuZVn0HWNSNJTuZckrqfgk1RyIRjP6kTgRu7NeZ6jtaM7U5ygkZnk+dTkckAi0Wi3xOgsf0Ob1eL7I6rOPW7VrcCVC8TqbS0BkQWCx5PB4Z+Q6Hw3A6nVI8UVuyWq2iUCggnU6jXC6j0WiI7tYmYVm93aUO0JtMTUKoJ0qNGo/HI2OX1BtlkOh2u6jValJ0VyoVaTDco4UcN2rqqMe6XU8V7GPiQV1rLlWw2WywWq0Lm+Q5KlOv11EsFlEqldBsNtFoNGQD9Lp9Vi3buieATGIBLGitWSwWYfGpOrWczqhWq+I7pVJJFgxtzq3V2br7Dm2Zlb7cXFBH6GazmegCcpKqVCqh3W5Lk2ETf97f1DNLi6Yua6EvqIU15UmGwyHa7Tbq9bosF7ppqZaP3bTsO/OfZQEox6YuiOLn4agwc6B2u41yubwg9bdpVP1607LfAItMTwI1qgY78LrUBReWcfH4Ju95P9O67wBXYDHjDn1n2ZgjUfKCcjcqsLc5v97dPgbfAa4aBow/b/MjVT6Jf+bEw7r6zq0Dxet6IYDFm721tYVIJIJwOIxgMIj9/X3ZOs+R5Gq1iuPjY+TzefR6PeTzeWGD3sTCtftu6+47fPj1er1sY3U6nUgkEvD7/bDZbCJFMRqNFkC+SqWCSqWCVquFfr9/3zbG36ip3d51BIyBK6CGOllms1l0ZbkJmkAxC6RSqYROp4NerycLOTqdztp1I7VqfKaZHPLv1tX43ra2tuDz+WTzvNfrFf/h6GW73ZaGVL/fR7lcRrFY3GjLrshU39GKXVxcCDDM9+1wOBaWuLIgp8zEdDpFsVhEKpUS/ch1fka0YswjtGJq/qMu1dza2pLmOZk0HPU0GAyoVCo4OTlBqVQSVt/Gfz7MtOY7wOJ0Hhesku25zOZjM7Tf74v/cDERJQU29utNi34DLMYejopXq1WpoRiHVEZxr9fD999/L5NU1Wr1zpcgatm06jvAIlmw1+uhXC6LZCjjDXMigsRsUGWzWanXNxPA72day5OXjQ1Onj2tVgu9Xu+1iWH+fj6fYzweo9frCXFQ1dhfRx+6M6B4HS8GcCltYLFYYLfb4fV6kUgkBDC2Wq0AIMnMcDiEwWDAxcUFKpWKbOAcjUabZOUGbN19hwmJ0WiE1WqVJUCJREK014DFBVmDwQD5fB7FYhG1Wm3DqrkBYyK57teUnUWXywW/349oNLqwQEpNdKnxyK9KpYJ+v7+JOys2tQhZd9PpdCKZFAwGZZKBRZKapLDB0Gq1kEqlhI217s+IlkwrcYdGfXROMnDhqiq/ouoBdrtdHB4eSsNqM8mwOmPM0dL1VBudLKgBLMQffo3HY5ydnaFUKqHVam2K7BWb1nyHprKKVYBYnXRg/cWFvcDNLyy+L6ZVv6GEJEk4ZAgTwFSBKDYc3G43arXaZgJ4RablZ0+NO+rEy/JkDGOSzWaDXq+Xyc636dhu7O227rjOuxpzNkrftNvtBfkSVSKQEzHNZhODwQAAFmq0dbMNo1gxJiMEil0uF4LBICKRCLxeL0wmE+bzuSySYR1/AAAgAElEQVQgox7fZDJBo9FAu91Gr9fbaB3dkK2z79AIFNtsNpEsCYfDC4w+Hkb8lYuBuMBOC59TS6aV60mg2Gq1wu12IxAIiD4xsDge1e/3xWcoO7Fh863etJT8UjLJarUuyN0AV6Nd1NIie284HKJQKAg7VCufVQumJd8BIEs4yETn1mZ1IYe6MX4ymSCdTqNWq22aVDdgWvId4Aoops8Q/L2OaTadTlEoFGTps1qQb+zDTKvXUB3JVSUkCOypW+HJSmetpcXGyrqZlq8dgT42MVXwV2XzqXqzDocDRqNxQWd2Y+9nWvcdFSgejUbo9XoiX7IMFAOQpWVsmC8vut/Yu5uWfWfZKK3V7XbR7Xalmal+RlW6pNfrybJ7lXm8bnbvNYpVMxgMsFgscLlc8Hq9IhdgNBphMpkk+T07O8MPP/yAv/zlL+h0Omg2m0Ib34DE99PYZLDZbHA4HPB6vTCbzTAajfD7/cIK7fV6yOVyOD09xYsXL1CpVGA0GkXy5GMKmht7dyPI5/V6hZEVDodl6y4PoOFwiPPzczSbTQF0jEbjhpF1Q6aVa8qNu6pGOhtTqrY1p12sViui0agsr9v4z+pNS9dT3dTs8/mETUzgb1l31uPxwOPxYDgcSlGuNWB8nU1r15FsdLfbDbPZvMA8Z2whmMd8mjJc1KHd2GpMi9eS+TMbUJSd6Ha7134e1lrT6XRB1mRj729a9BsamwqdTkek22q1GgKBgNTkOp1O4k2v18N0OoXNZkMwGEQ2m32jLu3Gftm0fvarkkmTyQTFYhFerxeVSgU2m03kJzjJMB6PYbPZhERIRrGWr8FdmdZ9B1hciJjL5UR+NBaLwWg0wu12w2AwyP+1Wq3w+/0IBAKo1+tSu63rGbYBin82siAMBgMMBgOMRiOcTqdo9JEq3u/3cXZ2hmw2i1qthlqthna7jUajsRndvcemyk6YzWY4HA74fD74fD6RJxkOh6KHxXGVVquFarW60bS+52YwGLC9vS1LEF0ulzSnOKqrJilkFLMj+TEctht7f1OnYdiUYhwiUMwinCNPnU5HmKAb/7nfptPpFgA8t9stkzBciEjZEi4gq9frMhmzYfPdbyNQzCXQ0WhU8mc1BpGB1Ww2ZZ8Htf02/nN/jdNU3OvhcDjg8XgQDAYlD1JZf4PBQOqx61hbG7tfxvzZZDLBbrdLw+q6JVGUjeTZBWwAvvtuZHMajUbY7XaYTCaRilyWnmMTdD6fy7m2sY0RQ+TvOQlM31ElNtjMslqtC3EKWM89Shug+GdTlyQQ8HO5XHC73XA4HJhMJqjX66jVanj16hXOz89Rr9dRKBSkcNqwie+v0X8oO+FwOBAKhRAOhxd01bjAjkVSo9FALpdDv9/fAMX31FgkmUwm2Gw2mWZQgeLBYCAA8XA4RKfTQbFYRKvVEo2jjd1PY5JrMBhgs9lgt9tFR83j8ci4LmVvut2ubIpvNpvCFN3Y/TT6D2VLDAYD/H4/EokEHA6HTC2MRiOMRiPJe4rFokiYbPznfhtzZ4vFgnA4jL29Pfh8PrjdbrjdbgH6ptMpms0mqtUqCoWCaPRtYtD9Np5fbrdb9PXD4TB2dnZkugG42g/T7/fR6/VkIeumWXV/jZI3bJK73W6EQiE4HA6YzWb5fwSMqUGrLj/cNMrvtzH+WCwWwXzMZrOcW9SYJeNzMplIvU597I3db+MEHommaoN8WX6LE6AkYqhs43VcnL4BinE19u3xeBCLxRCLxRAOh+H3+2Wsmxt28/m8LB+rVCooFArSmVynG7ux2zMuQPR6vdjd3UU0GkUsFoPT6RRd6+FwiMFggKOjI2QyGaRSKTx//lw0ZjcLEO+n8XCJx+Pw+/2IxWJSKAUCAZlmqNfrKJfLKBQK+Oqrr1AsFpFOp5HP59Futze+c4+NzalQKASv1wufz4dHjx4hFArBarWKltpoNMLR0RHK5TJyuRyOj4+RyWQ2Z9c9N0qVOJ1OeL1eJJNJhMNheL1emWzg4pZOp4NarSaNBmqJbpqc99fYZHA4HEgkEgiHwwgGg3jw4AHC4bDogFITnWziVqsl8gIb6ZvV2ToWmm8zAn1c4MuvZDKJSCRy7UQMSTv1el0kAzY50IeZ1vwGuAL4mPeEQiHEYjHE4/EFsI9ADc8rkroox6Wlz7yOpkXfoXGS3OfzIZFI4MGDB/D7/XC5XML4NBqNopFOQhhJPG63G9VqVZOffR1My75DI0nH7XbD7/fDbDYLeZTgr7oY2mw2w2azIZlMolqtyk6Q0Wi0oJe+Ltfk1oHidaNV6/V6AfpsNpsUSz6fD16vVxg21DWi3ESj0UCr1dqAxLdo6+Y7NLJpOOrt9XoRiUTg8/mkq8Tlh8ViEfl8Hufn56hWq+j3+xiPx5sk9wZtnQ8iHiA8ODwejzDR7Xa7yJbUajVks1kcHh7i+PhYwJp+v7/Z1nyDRhbBOj+fbDbQf4LBIAKBAOx2u0gGDIdDtFot5HI5lEol5PN5VCoVNJvNDRPrhkxlcq+rMf4YjUZ4PB4EAgEEg0E4nU5YLBZsb29Dp9Ph4uJCJAOazSbq9frCVueNrdZYVGjh2up0OmHyscHAxoPZbJbPcXFxscAG7Xa7G/+5AeMzrRXwnWCfz+eD1WrF9vY2XC6XTDOoQB+nYijFRV3RzRn24cZaWGtLbdUdDGxa2e12GI1G2dmg1+sXAJutrS1ZXDYYDDb+84GmXlMtX0fW8sAVgZAsUXUpIicbKGGiLk3c2K+zj8F31PfNWEJ1AjYUVP9Q4xDlbvl/1tGP7gQoBtYHtGGRTZkJr9eLeDyOnZ0dxONxGI1GzGYz9Pt9NJtNpFIp5HI5FAoFFAoFzYE06wq2voutm+8AV2wIk8kEi8UCj8eDSCSCzz77DIFAAGazGcPhEOVyGaVSCScnJ3j16hUODw/R6/U0laBo1XeYJK7je+eBYTAYYLVaEQwG8cknnyAWi8Hr9WI2m2E0GiGTyeDbb7/Fn/70J5ydnclWXi34j1b9BrgCbNbZfzjqZLFYsLu7i4cPH2JnZwdutxvb29uiZ53JZPDixQvk83nkcjmkUim0Wq21Bmq07jt6vX7tE2AyHJLJJB4+fIi9vT0Eg0HY7XYpwieTCSqVCorFIrLZLLLZLAqFwlo3qrTsOwQ31j2+s7Dxer2IxWL49NNP4fV64XA4BCim5AS3yXe7XdnNsK76xFr2HRaeWlkSyPizu7sLg8GA2WwGr9crzSqDwSA5HMe8OYE3n8/XTqNYq76zvb0No9GoqbqEurKj0QitVgtutxvz+Rw2mw1ms1mAPjb7t7a2YDKZYDKZ0Ov10Gq10Gw210I+ifFei8b9BlqcDmFcYfOJUwsXFxfSuOJ5TNCv3++LdGSpVEKr1ZKz8C4++zrXuL9kWvYdmjrt0u12RXaLsm1qHQlcgclslDNGLb/mbdi7+M6dSE+sgyOQRUMmcSQSESbfwcEBwuEwOp0O5vM5BoMBXr58KVqyvMlaDOrrcO0/xNbl/XOEgGNP1Fbb399HNBrFZDKRRRv1el10icmAIIt4XT7Pu5iW3qtq6/qsUtDe6XQiGAzC4/HAaDTKZuZOp4PZbCbjuvV6XVjoWtLk08J7fJPRd9bxMzAGud1uuFwuWCwWYQ4TgNHpdBiNRmg0Gshms7KErFQqiR+ts63jdX9X4xbkdf4MPMPMZjPa7Tby+Tz8fj8ikYiwEikZQJA4k8mg0+msPRt0na/7LxkZuFr4DHq9Hq1WC4VCAc+fP8df//VfIxaLLbBjBoMBarUaTk5OUCqV0Gw213qaSgvX/U1GKQatfAbmOKenp3jw4IEwi202G2w2m+z4mE6nKJfLyGQy+Oabb3B4eIhsNrtWIDGgXd+ZTCaaY2cTbOE+D5PJBLfbjXg8jlAoBJfLtbAEsV6vI5vN4vz8XHJt1vl3besYB9/VCLCucz7wJlNBMqPRCLfbjU8//RSJRAJms1mAtIuLC/R6PZmk4s4GNiTu0j4G39HyZ6APzedzOJ1OUSTgRMxsNpOpGILGjLOTyQSdTkfwSFUO5zbi0rtc91sHitchIJPpw62DHJvzeDzw+XyiTwNAmBCNRkO2xKsaIhu7PVsH36GpTFCKkjudTvj9fgH8GAwGg4EwadZNe+Y+2Dpea/oPJUvcbveC3M329rYcGL1eTxjEqiboOn6uj83WuUtPH+KoJb9YXDO5pbZsu91Gp9ORr3UFaT4WW2ffoakjcMAiu4BMUI7oNptNNBoN1Go1Afm08Bm1aFq7rrPZDNPpFIPBAPP5XJhXbLSx8VmtVtFqtdDtdjXV7NSSqc+vFow+QiYrma3b29syBs5Y1Ol00Gw2UalUxI82+sSrMa1eQ4KTlJlgPmS1WqUOo/8wF2o2mxgOh8Ii1cqzsq6m+o5WryXBPJPJtFDHq2xQnnP8dTKZyL/fJaNYy/Yx+I565prNZlgsFpmIYQyi0V+AK7IPJU9U9vo6YUX3bpkdR3VNJhPC4bD8PhQKYXd3F0+fPkU0GoXD4YDVahXW1Xg8lgRlAxTfb+PDbTQaYTabYTab4XK5EAqFsLOzg0QigZ2dHQCQEbl2u41KpSLF0fIWzI3dP6NkidVqRTKZxOPHj/F3f/d38Hq92N7eRqvVQqPRQKVSQblcRq/Xk9HMTfy5PVvX5I+Jqd1uh8fjQTKZxO9+9zvs7u7C4XBAp9Oh0+kgl8uhXC6j2Wwim82iWCyiVqtpvou/7raOUknLprI+w+Ew9vf3sb+/D7vdLnnPaDRCv98Xbf1MJoNSqYR2u33H7/7jNS34Dm02mwnZgotcgKvPMJvNUK1WUSqVUCgUJAax6amFz6gl05LvAIsxiNN2LJqZ7/Dvq9UqyuUyOp0Out0u+v3+xodWZFrzG9U4GUPAxWKxyBIygi6c1Gu1WqhUKnj16pUsZN00rD7MtOw7fO+cTDAajbLnw2azSa3OBij9jBI41ErnBNbGfp1p2XdUY4wxGAxwOp1IJBIIBAJwuVwLDU91Gt1oNMLlciGRSIgEDoFjNrfWwe4VUMwbRHCGI7sulwuff/65AHxcQNbpdJBOp5HL5fDixQukUikUi0W0Wi30+33NO/bGPsy4QIqbUp89e4Z4PA63242LiwthYL169QonJyfIZDIol8vodrsb37nHpi6QcrvdSCQSePLkCfb39+F2u6HX6zEej9FqtXB+fo50Oo1Go7Ewqrvxn43Rh5LJJPb29vDFF18gEonA4XCI5le320U+n0exWESxWES9Xken09Hcwhot2rpfX51OB7/fj0AggCdPnuCzzz7D7u6uNBoAoNvtot1uo1aryW6GSqUii8jW/TNq1VhQrPP15X4Gh8Mh59fnn3+OaDQKu90uhc5sNkOxWEQ6ncbx8bEs8t00qm7G6Dvr7j80j8cDt9uNJ0+eIBgMyqSn0WgEAGESU1ufi1jb7bZmdJi1YlrxGRoX0XNxnTolrC65U0HiYrGIXC6Her2OXq+3AfdWZPQdLfmQCtqpk8HUuFbZn+p0zMuXL3F0dIR0Oo12u43JZLLAEtXK518XWzcG7fsYJ8wtFotIJ5nN5oVFiMyJuPOMCgWcLDaZTAvs9XW5FvdOeoLi91w8FgwGEQwGkUwmEQ6H4ff7Rbuo3W4jl8shnU4jm80ujDuNx+M7/Rz30e7ad1RjguJ2uxGLxbCzs4P9/X3RpZlOp9K5JlBDVh+XkG3sdmyd/Aa4AoqpTxwOhxGLxRAOh2G1WoXF1263Jaltt9vo9Xqbcd2NAViULuE0TDKZhNvthslkgl6vx3A4RKPRQKPRQLVaRa1WQ6fTWdsFUhu7faM++t7eHuLxOMLhMHw+nySrg8FAzrFarYZ6vY52u43RaLQ2bIeN3Y2xyOYS1ng8jmg0CrfbDbPZLNvhAYguOptVrVZrM5m3MQCQPCgQCMgCRLPZLCwsFtZcCF2pVCSPXneN/Y3dnLEZQuY5wT4yidWJhvF4LLs+SOBRm52bXOjDbXkZl1ZMJRBysRolANSGG8G7yWSCYrGIUqmEer2+sOtjAxLfT6OfqBIS9CE2rGjUS1eXsKpSS2pzYl3sXjGKgUvQyOPxIB6P4x/+4R+QSCQQjUaxt7cHq9W6sBDo+PgYP/30E87Pz1Gr1dBqtTaF9sag1+vhcDhwcHCAZ8+e4Z//+Z8RiUQQi8VgtVoxm83Q6XSQzWaRz+dRKBRQKpVQKpVQLpflYNn4z/00JrSRSAT7+/t4+vQp4vE4vF4vtra2JKE9OTlBKpVCKpWSRlWj0dgwIG7RyJBYRzMYDLBarXjw4AEePXqEZDIJg+HySO/3+8LiK5fLyOVyOD4+RqfTkUUJG7tZW2ffYaOBAF8ymZQxOZ1OJ4lsr9dDs9kU2QDqE2t1cY2WTAvPqKr/yWkXyrkZjUZZhJjJZJDL5VCr1VCr1dButzcg8Q2alsCvTqcDg8GAVquFUCiEaDSKUCgEm82Gi4sLVCoVFItF5PN5PH/+HCcnJ8jlchiNRnf91j8qo79oxW8I3I3HYxgMBrhcLjx69Ah+vx+TyQSDwQAXFxfY2toS//nqq6+QSqXQaDQ20jcrtHVjQL6rMU5yuspsNmMwGKDb7cJms8HhcLymTUwjCDgcDjex6AOM11fL+YDKTFeXWPNzqVM+W1tbsNls8Pl8aDabMJlMiEQiePXqlWgcMzatyzN1r4RS1a4QANhsNtmWqqL4w+EQw+FQtlw2m010u10Mh8MNo29jAK70aMbj8UIXiQL3HJdjx7HX66Hf7wsLYuM/99d4kOh0OlgsFgQCAWGBApcgHxnE/Go2mzImt/Gd27V1vd7b29uw2+3wer0LLD6yHqgtq2oUb8a9b9fW1XeAy+TWZrPB5XLB4/HAYrEs6O+Nx2MUCgWcnZ3h8PAQjUYDvV5vwwS9BdMC0Kcu8JlOpwt+QfmkbreLarWKbrcrC31ZBG3sZkwLvqMamwmURNLr9XJ+DYfDhfy53W5Lo2pTh63W1NpYK8YmFZuaJHNxpJv1GACRA1SJOlp7VtbVtHwdmS+322356vf7GI1GC2Adl4jrdDr4fD44HA4YjUap5zbx6P1My75Do3+Mx2OJQ8Vi8dqzSs2b1DqNOOQ6NrDuFVAMYAHhV/VD1ENjMBiIPACTlG63K+OWm4Bwv00dQVE10viQU+C+3W5Lcc2vzcjuxthkmM/nsmFX1THiZmY2FlggbSRLNqaawWCA3W6Hy+WSpJWgDROQwf/P3rvGSLZldX7/feL9jsjIyMhn5aOyKqtu3dv3dtPdNGrUuAXTYuADHnuMwLKF3MiMjBkxlmwN5pM/WXjGtoRkaSzGgz2WsGFkG3WDbbBBDILGovsW3L7PrluPrKp8RmZkxvv9OP5QuVbtODeyKvNkPE5krJ8UyldkxD47/mftvddea+1aDYeHh1zTUZx8AkGO4kgkwinfFJFOjuL9/X08ffoUDx484HRvqW8tAL2pxlQHlH6vlEKj0UCpVEI2m+2ZA8lmlaBDYxU5ikk7NH7VajV2GNPP5JgRBHIUU6mtQqHAGqFgHnLkUF1rGsNkHBsck9qXtB4rFAooFAq8mUCOYtIJfU/Rx9FoFB6Ph31K5Bea1H4YJ5PeZ7qjuFQqIZfLIZPJ9DiKrZHFwMtNUjqo3u128+GITvIzTl3pCdoNunHjBtbX1xEIBLguCEWBPnv2DNlsFjs7O+ycOT095ZITwvRCqQORSISL3QNAo9HgA8foAClaWH/yySc4OTmRiFABwMuNhmq1youfZrPJTphSqYRisYinT58ik8lwRoMcHiUQpmnyZpTH44HP5+MJRrPZxLNnz7C/v49MJoOdnR2cnp5yargg0MSW0iwrlQqPbYVCgR0z29vb2N3dRTab5bJbYoME4GVmTLPZZO0A4MiYQqHA0Vm0ACdnoCBYMQwD4XAYiUQClUqlJ5WXynGRdsQGCYTL5UI8Hsf8/DyAl45jKgfg8XiQy+VwcnLSEyXqJEeMMD70rBjKJq9UKp8pMepyueD3+xGJRLC0tISDgwPEYjH2AeilxkRX00en00Gj0cD29jZisRhcLlffLA06W8bn8/GhrUopJBIJNBoNGIbBD6fYqKlzFAPgiCuv18sfBg0qzWYTjx49wv7+Pvb39/H8+XNks1keYASBIrFcLheXJ6ForN3dXeRyOezs7OD58+fIZDLsJJaSEwLwMhJLLxFAkQ6lUgkPHjzAs2fP8PDhQz78Z5RRWHIgg/OhyS2NX7QzfXx8jGw2i/v37+PZs2fY29vjDSynTDoE51Aul1GtVtlpDAD5fB6FQoHHsaOjI5RKJUemxAnOgDaoaNOT9ERlk+ggTdnsFKzoJ8E3Gg10u112vlC0X71eRzab5Qgtp9Z+F0YPOX07nQ7cbjcfbkcaarVaXFOfMmYAceYJvdAGgv611WrB4/GwvTEMgx2AhB4hKkwvpJlqtcpz5zt37vS1M+QsjsfjqFQqSKfTqFar8Hq9XMqU1uFOiFSfSkcx1RAxDIMjayjSoVqt4nvf+x62t7dxdHSEo6MjdvKNA3HaOA/DMDjtpNFo4OTkBKZpotVq4fvf/z4ODg7w9OlTPH78GLlcDsViceSfoexsOhuqJUs25/j4GKZp4uDgAN/5znfw8OFDvP/++z3lbkbVLtHOZEAnNTebTa5x9ejRIzx+/Bh/9Ed/xIePVSqVkRwWYT0hWnA2pmkil8shl8tx6mWpVMLz589xeHiIw8NDfPLJJxwZOuyIdJnrTBb6fU519vT6jpQKfnBwgP39fRwfH7MjUBAI2uikDLxms8lBPJ1Ohw8X39vb4w11QQBeZueR/aGzYnw+HzuFaQ5tmiY7YqQ+sUCQhqgGMTmKKTKdDq2jh1IK9XqdN0Rft2aS9dR0QL7EarWKTCaD9957D1/5ylc+M9+hyHOPx4OFhQW43W6Yponj42N4vV54vV4A4LNC9I2LcXEhR7FSKg7gfwDwJgATwDcBPADwewDWADwF8LOmaeZe91p0o40zMsU0TVSrVfzpn/4p1wZ1u93wer0cGRoMBlEulx1Rj6/fAsruomrUi7FBakePMhgX1H8HBwcoFArIZrNoNpt8ejxFflIU+rjaaq2FY90Btasd62sNk0Fpx4kDdbfbRT6fx87ODj744ANOsfzkk09QLpcBYKy71IPWzaTanLPXc5R2iGaziXw+j+3tbXQ6HQQCATSbTQSDQUSjUZycnPBm6Ajv2Z6d8EG83iRrx+mcnp4ik8lgf38fMzMziEajWF5eRr1e53IljUaDN8qH9XnoEfKinclCn8/Pzs7CMAyUSiXetHrw4AGnVA7r/fXxahCfuWhntNAaLJPJ4OOPP8bR0RFHhXY6HWQyGZyenvI5H4NcP+rzLNHO5GGaJk5OTvg8oUePHuH+/fv4+te/zof83r9/H8+fP8fHH3+MTCaDSqUy7mZ/BtHNeKD5Rq1Ww5MnT5DNZtFqtfDWW2/hG9/4BtLpNHw+H5cLLBQK2N7exs7ODjKZDNxuN3w+HwDwmr/b7Y503Tnp2nHqGusykKMYAEqlEvb29pDJZDA3N4dgMNgznlEmcbfbRTgcxs2bN/G3f/u3/Dq0oTWKTdGL9P1FI4p/E8Afmab595VSXgBBAL8O4E9N0/wNpdSvAfg1AP/4Kg0eNvoittVqYW9vj41Et9uFx+NBMBjE8fExF8Qft6PY6vDTmZCba+DaGed1G4bBO4p6yZJyucwHKOTzeeTzeT40YZwM2tk44n6/FnZHR588UF3rZ8+eIR6Po91u4/Hjx8hkMigUCj0HKYyjnRMcHTow3Tg1pYzSdev1Og4ODtBut3mzoVgsjrVUgJ6mp7/3hOjo2tmc8zBNk6P1dnd3kUgk+CDNk5MTHsNGrSPdYUztnBCmRjvAS6dsq9VCqVTC6ekpDg8PUa/X4fF4uITSzs4Olwyg/xsGVls9QboBpkw7VsgWZbNZ+Hw+ZDIZ/jw9Hg8ymQyKxeJnTpAfFIN0Fo9Bd1OvHcp2OT4+5nrWiUQCs7OziMfj2N/fx9HREZfhGlSGsBODUC7BVOtGR48GbbVaePToEQKBAO7cuQOfz4dwOIxWq4VischnOND5DuQU1h86tI6aEH/NRbn2ayy70EHQdC5DoVDA7OwsTNPkzXKKXG82m2g2m585/4zGOKpVPG79qNe9sVIqBuA9ABum9mSl1AMA/4ZpmgdKqQUA/9o0za3XvJZJNRXHYWBp13pxcRGJRAKpVKrnkA1qS6VS4Q9wXItsel+rAeqXMmO3jaZpDvUOHbR2nGBwqf6V3+/nU3VJVz6fj3eLyuXyyBe6520mWAujk0G6SrsmRTu6bpyA/hm5XC4Eg0HEYjGk02k+hIwcM6M4mZnao/eRrhnaAR3g4R/3TdP84lVf5DyGZXOcCNmcz3/+8wgEAhztUKvVONOB6vEPg/O0Q1lDLpeLy6YMIm1qUmzO2f84WjtEMBhEJBLBysoKVldXEQqFek7//sEPfjAU58x5iwPSDtkdPUrjKkyadobZ1kFCtfaSySSi0SjW1taQTCbh9XrxJ3/yJ3wAIo1lg9CR1alHP9NheuqsrJM+17kKop3hQve71+vFzMwMQqEQstksf3YUzddoNK4cvNPPIUzvb/39NGlnEnVD0NqY1jhURzaVSmFmZgZLS0u8Jnv06BGq1eqlNz91fZAuzgvgGlAW6UTNk4fVznGglEIwGMT6+jq+/vWv4yd+4ieQSqVQr9c5iCeXy+G73/0u3n33Xd5MJ38Rla2gsUk/7E6fy/TTziDmWJNic87+51pphwgEApiZmcE3v/lNvP3223jnnXcQCATg8/kQCARQLpdRLpdxenqKbDaLnZ0dvP/++3j+/Dnu37+PSqWCdrvN52BRCaZhryfO085FIorXARwD+B+VUm8DuA/gVwGkTdM8OHvOIYB0v39WSv0SgF+in0OhEHw+H0fMUYQmgKFFrZBBd7lcCAQC7LF8pNgAACAASURBVOxrt9vskKEHOUX6OWeHAV0/TW6pvXpNHN1hTbW7lFLsCBiE429IDFQ7gUAAbreba26ePQfA8MtR0Gfi9/vh9Xrh8Xh4F5sGgFqt1jNZGebnQgMQLY5oACKnNWmn0WjwgOX3+1k7lE7s4AOubGvHqhs9jcOqm1FcO31WVntiGAba7TZKpRLXTbNG0w0awzBYHwB6Usrdbjf/TR+UfD7fVOgG+Kx2PB4PDMPg+8gpkI5arRZ2d3f59Fw6CGGQjhKCFvOkHX1cIu243W7WjmmaPdqp1+t8oKeT+lJjoNqhVDMnH+DVarVQrVZxenqKSCSCRqOB4+Nj3jwflH6s2qFMHPqbrh2CtGMYBmvHwfVtB64d69zPiZCNaTabqFQq2NnZwf7+PrrdLp/7QXMn+uwuO3aQM1q3O/TeLpfrM3ZHKcXaobFs2rSjlBp7NuRl6XQ6KBaLqNVqXKqEPnc6pIzmuRe9NrI7VK+W7AtpR58nEzTmu1wu1Go1px9CPbB5ssvl4jmpg6/3M1gd+/p44vV6EQ6HUa1W0W63EYvFeM1/3gYk6S4UCnH90EKhwPMW0oc+ttP8WR+vHN6PA7U5k6odK7T+os+y3W7j+PiYfVVUb/+jjz7iTD7dXxMOh+H3+zE7O8sZf7u7u+yn8Xg8/F56tjH1n+7XcTBDmSf3s7OTEGxhRd8AODg4QDwe5/IlZE+oTA6d45DJZLCwsIB0Oo0vfelLfD7aX/7lX6JSqaDT6fCGqXX+RBsRNOYPY55zEUexG8AXAPxD0zT/Win1m3gRUs6YpmmetzNgmuZvAfgtADAMw6QoqHA4zNFOZIAH7VjTI55o4CeHDC2Q6PCEVqvFzuJRR67qO5P67ihNkICXp/+SQSEjdl5kjkMYqHZoAA8EAhy5e/a8oX1W+oaBHmVJmtW1S5NPPVJhmPrR26YX1SfteDweblun02H9k1HuFxHoIGxrp59u9IhvGoRHcY9b9aO1EcCLxVGj0eC6xPpm2TCdxTQpob7QdeP1ensOd9Bt53XWzdnfWDvqLCqUBneywdpzh3YROudtalCbisUiGo0GL2xoMjGMKFC6lwD0RCrr2tEj0MnekHb0SItp0I7uuNcXpk65dj0DplAocDkcOpRM19BVPjPqC107+oaZ3k+6dvTNcn2jzYEMVDtko/X7eVTzistC82mah9A82rq5dl4E3uuw2h1aDFnnOmR3TNPs2Swnx7KDGbjd0eep+sLRadoBPluOiz4vXfv63JWu73Xjm1UfADi4w/o3/R6j93K73ey0cVqfaQxknjyJurFinVeY5ovyXHpAFTl5+9kh+p0+lyHnTLlc5vHb6kugfiKbQ+srhzv7hmZzrPflJGjHCo1llUoFR0dHaLVaXJb04OAA29vbHPVJkGZCoRCXEqzVajg4OGD7QtqjMUoPtNDXig7vs5Fox+G+rVdCn18ul8Ph4SGOj4/5+srlMgdcdTodjixOJBIIhUKckaXPeWgM7Ic12HYYXMRRvAtg1zTNvz77+X/DC1FklFIL5ssw86PXvRBNBAzDwBe/+EXUajU8fvwYhUIB7XYbHo/nlTt9VuG87kbSJ9s0iLTbbWSzWWSzWVQqlZ5BhV7/Mg7r8xbxF4VuDBKW/jr0/dzcHFqtFk5PT3tOQbTuHOgO7qu0aYAMVDutVguGYWBrawuNRgO7u7uoVqvodDpwu93cL/3QtXORfqGbT09nJOc8DQD0Wv1ee9jaMc+imPX307+nfqCSBicnJ9z2fqng11U71E+GYWBlZQXNZhNHR0c9C4ZBOtSsgz39jibfunNNL8FDES3n6cn6Hnbba5ov6rmRrq2bHaSb2dlZtFotnJycsMOYJt5Wm+kwB8bAbA4Avlfm5+fRarWQzWa5D/SsgUFhdabo31vvWfrM8vk8P5cmnOdFfdu5v/VxUT/pmV5ffyilkEwm0W63kcvlWFP0f9bXve7a6Xa73B/5fJ7vo9dpx25/nDe5Pu+1aE52cnKCUqnE7aJJ7HmOvou2TX++HtVJ2tVtomEY3FeFQgEA2PFonZNNg3aUUhwBVywWe7JhXucgG2V/UG1Hitak8UJvj55+e1Gstk9fQOv6AV5oZ2ZmhjN0yD7pGYL66zpALzoD1w4AhMNh/mwcdq/0QO2xnsnQbDbZ6Ub6oeCY1zlTdFvVb4NXH7sMw0AikeC+ork/2St9Hqe31yEMTDukm0AggG6325NVNqxrH5QereugTqeDk5MTFItFZDIZBAIBXr/pG0p6O2i9R1qzbnRZNzE9Hg9isRhM0+RsUgCf2Qy/7roBXmqHSjJaM4aGkYE4DFtGtqHZbOL4+Bj3799HJpNBIpHAwsICfvCDH2Bvbw/Pnj3jNtC82+v1cm3aVqsFr9fLWtCj2GmjIRqN8nqM3rvfHJn+5iAGqh2y+36/n+0OMQztXNYXdFnIDnS7XWxvb6NarcLr9eL4+BgnJyf44IMPEAgEEA6HOTvd6/WiWCwCACKRCAzD4PNCKCNKD+oKhUKsf7JJelb5oMf71zqKTdM8VErtKKW2TNN8AODHAXx89vgFAL9x9vVbF3lDKuC8t7fHRZwpNYiiEvQ6xlaHi+5YtbSTn0PQ/3a7XV5A66LTFx9Wo66/1jBvUv369JRzfeep1WqxUMjBY02ht37vBAatHXJUZbNZNrxer5f7SJ886pqhh74jrDs2znPG0d9IO/okltpDX619P+yJlfW+0K+D6jyKdvi1eLFNk0SKMNEjZK02RLcf1tc7D/1zod1AWozQ++nPpa+6tqxfz3sfu4vu866PdEMLK5rYWMubWO2zkxiGzbFGlFCkPk36rJE39NWqndd9Xv20Q1EI9L31ufp76DbuVTbtou3Rr8f6/6Zpcjq5HjlM/WV1FvVzkF537QAvPjM65JT6jH7f7x7u97mete2V76P3ZT+n3KtsG8259EyLfvMsXYcXsT/njVG0IKfXotRD+vki2rFe87gZlt2hk7EB9GzuDUs7/eYtVocKfdU/S32Rq2tHd8AAvY4+63yq37UQ+tyYggLoe107pB/6X9J0v40ZpyzCh6EdckDo6wniItp51dzYiq4Jen+9Lf2eS6+vz8X159Pf9ECfdrvN6yLdbvX7XK3Xq0d9EhQBqi+26VBYoFc7Vq1eZ+3oKeD9suB07OrmouOV9X90u9LPftDf9Gi8Wq3WUwYKAAel9bsOXQ/0fJrr0HrQanP09RW9rp5dar3u66abs9fs0c7rxmfrfPKifXIV7dD/vEo7SikeY05PT+Hz+VCpVJDNZvmAX7In1nmLHoRDGVl6BidpUr9fWq1WzxhK42W/gMnLrvuGgVO0Q18vE6zTbz1zmfHqVfMW+rvH44FSL0rtlctlGIaB+/fvc439XC7XU17J6/XC7/fj+PgYpmnyBq+1FIdui4HPboCet1bU22dXOxeJKAaAfwjgd9SL0w2fAPgPABgA/pVS6hcBPAPwsxd5IRrwj46OeCIcCoUAgHeOrZMF+rCsDgrrwH3eh3zeYsjarvPEOeib0zrg0e/6iRJAj7NPF4LeN9Y+cYJBOWOg2ul0Osjn86yjQCAA4LMLEKDX8FsdFK9y7urf0+JeKdVzU+qvc97P5/3OLtYJua4RfedN74d+Dj+rk++6a0d39tH3Pp8PSqnPRLHomrEODBeJILVOYqwlYvppbth9329w1NuoT6Do/fVIPusGQ7/rGFbbbTIwmwO8dPaRDnQnrr4w0j9jvS/1v72qf6yfS7/7XX9uP7tmjfK1vradz6ifvQFeLoRoYqtrhzZkaLzSIwKnRTtka/TILOqn8zao7GqH/p/sFHD+/UrvQfc+/axn5PTTjv78yziSrK9DYypdnx7FRdqhTRjgs1GEev/q1+0ABmp3TNPsiczSN+wGrR2CXsf6Hv30o8+rX6Udsg/9IqJf9dlZ58n6PWTVDt1rVu3oUTbTYneAl+ssq8NPj5B91TzZ2ufncd6c+SLP07XT7/n0d31D0pqifd7/ndcm3eGn2x1dO/o9YG2v9b2um3Zo/LY6bPrZEus8WX/+Zbisbuj78/qexjayE1R6Qq9FradxW+c3+hyKAjvIcUevS/9DutHn+OfZHIdoRWfgNseqHevc+Dzt9BvTXsV5r2t9Tr/nv27M0W1OqVRCKBRCvV5Ho9GAUi/rwOrvTQ8qkUXrPt1/QL+39pceKdpvA+yiztMRM1CbA6Cvf0X/vp929L9dZrx6lXb62XnideMVzXWUUhwI2+12kcvlOMCIsuDJzni9XgSDQZyenvJZV3rmpq4daqtun6wBBOdthFwFNUrjpZQ6BlABkB3Zm16cWTizXcBw2rZqmmZqwK85NJRSJQAPxt2OcxDtOBSH2xxAtONYRDu2mWrdAKKdKyDacbZ2nKobQLQj82T7TLV2HG5zANGOYxHt2GaqdQM4XjtO1Q0wYu2M1FEMAEqpd03T/OJI3/QCOLVdgLPbNiqc3AfSNmfj5D6QtjkbJ/eBU9vm1HaNGif3g1Pb5tR2jRqn9oNT2wU4u22jwsl9IG1zNk7uA2mbs3FyHzi1bU5t16hxaj84tV3A6NtmvP4pgiAIgiAIgiAIgiAIgiAIwnVGHMWCIAiCIAiCIAiCIAiCIAhTzjgcxb81hve8CE5tF+Dsto0KJ/eBtM3ZOLkPpG3Oxsl94NS2ObVdo8bJ/eDUtjm1XaPGqf3g1HYBzm7bqHByH0jbnI2T+0Da5myc3AdObZtT2zVqnNoPTm0XMOK2jbxGsSAIgiAIgiAIgiAIgiAIguAspPSEIAiCIAiCIAiCIAiCIAjClCOOYkEQBEEQBEEQBEEQBEEQhClnZI5ipdRPKqUeKKUeKaV+bVTve05bVpRSf6aU+lgp9ZFS6lfPfv9fKKX2lFLvnT1+akzte6qU+uCsDe+e/W5GKfX/KqUenn1NjKNt48Ap2hHdTB6inQu3T7Sj4RTdnLVFtDNBiHYu1T7RjoZo51LtE+1oOEU7opvJQ7Rz4faJdjScopuztoh2JgjRzqXaN1btjKRGsVLKBeBTAH8HwC6A7wH4edM0Px76m/dvzwKABdM0/0YpFQFwH8C/CeBnAZRN0/yvx9EurX1PAXzRNM2s9rt/AuDUNM3fOLupEqZp/uNxtXFUOEk7opvJQrRzqfY9hWgHgLN0c9Ye0c6EINq5dPueQrQDQLRjo31PIdoB4CztiG4mC9HOpdr3FKIdAM7SzVl7RDsTgmjn0u17ijFqZ1QRxV8G8Mg0zSemaTYB/C6AnxnRe38G0zQPTNP8m7PvSwA+AbA0rvZckJ8B8C/Pvv+XeCHiacAx2hHdTByinasxrdpxjG4A0c6EIdq5OqId0Y5dRDsy17HDtOoGEO1clWnVjmN0A4h2JgzRztUZmXZG5SheArCj/bwLh3wISqk1AJ8H8Ndnv/oVpdT7SqnfHmMagAng/1FK3VdK/dLZ79KmaR6cfX8IID2epo0cR2pHdDMRiHYujmjnJY7UDSDamQBEO5dDtPMS0c7lEO28xJHaEd1MBKKdiyPaeYkjdQOIdiYA0c7lGKt2pvowO6VUGMD/DuAfmaZZBPDPANwE8A6AAwD/zZia9qOmaX4BwN8F8B8rpb6m/9F8US9k+DVDhL6IbgS7iHYEu4h2BLuIdgS7iHYEO4huBLuIdgS7iHYEu4h2+jMqR/EegBXt5+Wz340NpZQHLwTxO6Zp/h8AYJpmxjTNjmmaXQD/HC/C40eOaZp7Z1+PAPz+WTsyZ3VUqJ7K0TjaNgYcpR3RzUQh2rkgop0eHKUbQLQzQYh2LoFopwfRziUQ7fTgKO2IbiYK0c4FEe304CjdAKKdCUK0cwnGrZ1ROYq/B+CWUmpdKeUF8HMAvj2i9/4MSikF4F8A+MQ0zf9W+/2C9rS/B+DDMbQtdFZMG0qpEIBvnLXj2wB+4expvwDgW6Nu25hwjHZENxOHaOdibRPt9OIY3QCinQlDtHPxtol2ehHtXLxtop1eHKMd0c3EIdq5WNtEO704RjeAaGfCEO1cvG1j1457WC+sY5pmWyn1KwD+GIALwG+bpvnRKN77HL4K4N8H8IFS6r2z3/06gJ9XSr2DFyHcTwH8gzG0LQ3g91/oFm4A/4tpmn+klPoegH+llPpFAM/w4jTGa4/DtCO6mSBEOxdGtKPhMN0Aop2JQbRzKUQ7GqKdSyHa0XCYdkQ3E4Ro58KIdjQcphtAtDMxiHYuxdi1o16UthAEQRAEQRAEQRAEQRAEQRCmlak+zE4QBEEQBEEQBEEQBEEQBEEQR7EgCIIgCIIgCIIgCIIgCMLUI45iQRAEQRAEQRAEQRAEQRCEKUccxYIgCIIgCIIgCIIgCIIgCFOOOIoFQRAEQRAEQRAEQRAEQRCmHHEUC4IgCIIgCIIgCIIgCIIgTDniKBYEQRAEQRAEQRAEQRAEQZhyxFEsCIIgCIIgCIIgCIIgCIIw5YijWBAEQRAEQRAEQRAEQRAEYcoRR7EgCIIgCIIgCIIgCIIgCMKUI45iQRAEQRAEQRAEQRAEQRCEKUccxYIgCIIgCIIgCIIgCIIgCFPOVDiKlVJPlVI/ccHnmkqpTZvvY/t/BWci2hHsItoR7CC6Eewi2hHsItoR7CLaEewi2hHsILoR7CLauRxT4Sh2Akqp/0kp1VRKlbWHa9ztEpyPaEewi2hHsIPoRrCLaEewi2hHsItoR7CLaEewg+hGsMskaUccxaPln5imGdYenXE3SJgYRDuCXUQ7gh1EN4JdRDuCXUQ7gl1EO4JdRDuCHUQ3gl0mQjtT5yhWSn1ZKfX/KaXySqkDpdR/p5TyWp72U0qpJ0qprFLqnyqlDO3/v6mU+kQplVNK/bFSanXElyCMCdGOYBfRjmAH0Y1gF9GOYBfRjmAX0Y5gF9GOYAfRjWAX0c7rmTpHMYAOgP8EwCyAHwHw4wB+2fKcvwfgiwC+AOBnAHwTAJRSPwPg1wH8WwBSAP4CwP96iff+ZaXUqVLqvlLq377KRQhjQbQj2EW0I9hBdCPYRbQj2EW0I9hFtCPYRbQj2EF0I9hFtPM6TNO89g8ATwH8xDl/+0cAfl/72QTwk9rPvwzgT8++/78B/KL2NwNAFcCq9r+b57zPFwAkAbgB/BSAEoCvjrtv5CHakYdoRx7OeYhu5CHakYdoR7QzKQ/RjjxEO/IQ3YhuJuEh2rncY+oiipVSt5VSf6iUOlRKFQH8l3ixk6Czo33/DMDi2ferAH7zLEQ9D+AUgAKw9Lr3NU3zb0zTPDFNs22a5v8F4HfwYhdCmBBEO4JdRDuCHUQ3gl1EO4JdRDuCXUQ7gl1EO4IdRDeCXUQ7r2fqHMUA/hmAHwC4ZZpmFC/CxpXlOSva9zcA7J99vwPgH5imGdceAdM0/8pGO8w+7ys4G9GOYBfRjmAH0Y1gF9GOYBfRjmAX0Y5gF9GOYAfRjWAX0c5rmEZHcQRAEUBZKXUHwH/U5zn/mVIqoZRaAfCrAH7v7Pf/PYD/XCl1DwCUUjGl1L9zkTdVSv19pVRYKWUopb4B4N8D8O2rXowwUkQ7gl1EO4IdRDeCXUQ7gl1EO4JdRDuCXUQ7gh1EN4JdRDuvYRodxf8pgH8XL+qB/HO8/MB1vgXgPoD3APyfAP4FAJim+fsA/isAv3sWov4hgL97wff9VQB7APIA/imA/9A0zX9t+yqEcSDaEewi2hHsILoR7CLaEewi2hHsItoR7CLaEewguhHsItp5Dcp8UVRZEARBEARBEARBEARBEARBmFKmMaJYEARBEARBEARBEARBEARB0BBHsSAIgiAIgiAIgiAIgiAIwpRzJUexUuonlVIPlFKPlFK/NqhGCdcf0Y5gF9GOYBfRjmAH0Y1gF9GOYBfRjmAX0Y5gF9GOYAfRzfXEdo1ipZQLwKcA/g6AXQDfA/Dzpml+PLjmCdcR0Y5gF9GOYBfRjmAH0Y1gF9GOYBfRjmAX0Y5gF9GOYAfRzfXFfYX//TKAR6ZpPgEApdTvAvgZAOeKQiklJ+c5CNM01ZjeWrQz4UyKdkQ3jiNrmmZqTO8t2plgJsXmnD1HtOMgRDuCXUQ7gl0mRTuiG8ch82TBFpNic86eI9pxEOdp5yqlJ5YA7Gg/7579rgel1C8ppd5VSr17hfcSrheiHcEur9WO6MbRPBvje4t2BDvIeCXYRbQj2EW0I9hF5jqTjcyThUlDxqtrylUiii+EaZq/BeC3ANk9EC6HaEewg+hGsItoR7CLaEewi2hHsItoR7CD6Eawy2W0o5SC3RKnwvXjMtoxDAPdbrfnd6Kn0XOViOI9ACvaz8tnv3slSikoNa7IeMEhiHYEu1xaO6Ib4QzRjmAH2+OVMPXY0o4wXhxy74rdmUAc0v8Dnes45JquNYZhOKWfbWnHMPq7k2QOPXwcoh1b45VhGHC5XJ/5PWnKel3iJB4sF9HOVRzF3wNwSym1rpTyAvg5AN++SKNcLpcTRD0xXENDK9oR7HJp7RiGca4xFC1NFba10w/RztRga7x63eJJGC4O6WPbcx3RzvhwyMJb7M6EoZSCy+U6t/9HiK25Tr/11XkOG2FwKKXg8XicoBvAhnZcLhfcbvdnNCJr9uHjIO3YGq/cbjd8Pl9P+8nmOOS6ri0X1Y7t0hOmabaVUr8C4I8BuAD8tmmaH13g/ziUnELIyYjITsHroQ/UNM2J7S/Rzni4Dn1lRzv6vSK6scd1SPexox2rvaHvz15vmM0VHMJVxiurRkQ7o8MJfTxI7eh/E4ZLt9sdez8PWjvXYQx3OqZpotPpjL2frzLX0aHxygn3w3XGNE20Wi1H9LFd7XQ6HQCfXWO1221HXNd1xSnasTtetdvtvtoxTRONRmPs13WdIe30s/06apQfglLKpJoj+oKJnJ+va+y0ou/GUYg+3VhX+fzGeDrmpRHtXB3SDi0kpkE75+nGeh8J50MZDaSXK44Z903T/OJAGjZklFKmdeICQGzOJRmUc3RSbA7Qqx0d0c7lGYSD6zpoRzYZxsN10Y5SSuzOJZgmuzOMuc60bkwM6Lonbp6sI2us8TEpNgd4uT7X7xfRzvg4TztDP8xOx5oSpUdoySTmfPQoYq/XC6UUms2mI3auR8V52iGDItrpjz6AU2pQp9MZyEbDpEDa0a+VUukkUuL16Klj06QbAKwb/XqpP5ywi+906D6je22a7LS+wWIdr+xs1E3bwpv6bxrtdD+nsL54ukxf6HOAaetD6/03DfRbT9GYddm+mOY+pACDabnufnMdt/uFi6Ddbl9q7KZxX88CnQbofgGmy9bqGwp03aSdy2pgWm0OMH1zPOCldvR5jcfjAWBPO4RT+nFUeh6mdkbqKAZeCMDtdrOj87ID0LShC19fOE0jbrcbbrcbrVaLnZ3WlIXLcN2NslUr+mJhmpw2brcbLpeLbU2n0+kpKQBcfFCZlohA6helFNxuNy+apmnhBLy4Z0g7lFZKn/1lFpLqrHahUmpqUvF07QBAq9W69jZXh2pV0gSYbA9p4SIOP7LhPp8PSik0Go2puAdJO7p9vu7XrEM1ikkjpB/qF90OnQc5u4LBIAzDQKVSmYrgAj2ogDbGpwmqC0rjzFW0EwgE4HK5pko707rGMgyD1+bW8crtdl9orU595/f7oZRCvV6fmjHfiU6qUUFrc5qfdLtdtNttnusAF1szqbOaqU4LxJhm5/Ww8Xg88Hq9qFQqrB1aK/TbvDoP6xprnFDbaSz2eDxoNBpD1fQwdTnyKtEulwter5cXUXLzvRp94jLtfUU3nH5YhF2H57RMBHWDNc0T4PN0c9n+mJaFBOlm2vVDiyQ9qvqy2qHnvepQxeuEdZIk2nmpHRq/L9Ifuq1xu928gLrO6NrRD8K57tdthRY9ur2wox0a+7xe79TZHt1ZPE1Y7S7wUjsX0YBudzweDx92c9370brWuu7Xa4Ucxf2ygC7TH2S7+h1uNg1M4/qcxhn9877KGsspB5jptmAUNnAatUM+Qf0zpyDAy9phJ9ht0orL5YLP54PP50MwGJxoezjyiGKK0NKdxEJ/SFR+v5+LTtNu7zQ6jK1GwFrX5jJc977To4n6aee6R8QSumb63TeXjTaahugkwzDg9/sBgLM+qM+mRTeEvjnXTzsXiQilr/ou96vGvkkeF5VSXB4J6C1VMqnXdBXI1urXf5G+0BcmFElMv59kfbwKckzp0bQU/WitnTktWO0OjeVAfztB9x052A3DQLVavfbOL92xTlln+r03jfTTTrPZBPBq7eh2p1KpXHvtAL2Le93mTJt29PXBRXVDv9f1QTbnVf8zSoYd7euEaxwn1jWW/j1p5yL/DwDNZnPs2tFtIDn4DMPgbOZpHlcGib6xa7W3+lznIpimOdZIYtJLIBDgAJFEIgGPx8PX0m63HRUpf1FG7iimG42+CudDYqKbxeqwmDSxXRVKfZJyJa+HJns0SItuuhdKuRReDtCvcrBPC+QM7ucUvkx/DOu5ToQiAfTa+tM4saaxqt91v64vXudUprIn1w2aE1qzzabN/tCi57La0XUD9G5s0kKGnGHXDT3y0aqdaYJSd/td+2W0oz9XdyKP0+7oc5JhM826sXLR8cr6Pd2H43D46dHRoVAIAFAsFrmNesS0cDX0Mjd26GenRq0ZfbMoGo3yxmM6nQYA7O3tod1uo91uo9Fo9JS+FOzTarUGtj4Yh82mOZXf70coFML8/DyX2N3a2oJhGHj48CE7sYvF4sSVcRq5o7jZbPKEbpI6alzQjpw1kmga+44cfuOcfEwSpB09DZN+Py39Rk4+qpclunk95KSgSZP++2nSDoAe7QD2Ixz6RW9dRx3S/Xaezblu1/sq9BqPwOW1Q8/VF7LXOQWcNhSs1zdNmiH0KGrAnt2he5H+X4/euW4bN1bn1Cgdik7D+tna1Y5ud0aVen0eeqQ8MPhDdWlsuq629SJcda5znoN51H2ql02hkk2pVAoAegJnLezZOAAAIABJREFU9I3cabQTg4S0Qwxibjvqz4Sih30+H5LJJJdsunfvHkzTRLlcZkdxPp9nX5Zo52q0Wi3OmJs0aFz0eDyIRCJIpVK4desWRxV/9atfBQBUKhXehCuXyxOnm5E6ivXJh+ziXRwSlD7gXkcnw6vop51pun67WBffZNgmzVBdBavDRZ+8TksfXBarY0+PRJu2PrPaWtHOq+kXBSraeYHdwzCtmruODg39GvX0TipDMU30Cwi4zMEuOnq/2qkZOWiGkQZOr0lZVGRrpm2eDPSP7rzMmHWew29c2qFyIoFAAKFQCC6XC81mE7VaDa1Wqyci7SqfNW2QT9PcWEe3OYO8/lE6i3VnHzlutra2sLGxAY/Hg729PXQ6HdTrdXz44YfIZrPI5XJXPmB4GvWio89nJq0v9EjiWCyGVCqFhYUFdvq98847cLlc2NraQqPRQKFQwB/8wR8MRDfTjr6ZTT87HX0s9fv98Pl8cLvdWFhYwO3bt3Hr1i0kEgmkUincvXuXn7+9vY1nz57h29/+Nmq12kT5QEfqKKZdPqUUD+7CxZjGiCwdvX7hIFMVpoVXpRVed+ggO9oBFi6G1d5Mo/2hWlN2bc55z7/u0UvkWNAdFdOsHWuE3kV4VX9d576kvrJG1U4TdJaH3Yg3JziEgd4a7XpUqm4X6PeUyuv3+9nhe9n61Lp2phVKmR73ye920PVBh1cHAgF4PB74/X6Ew2EALyJDFxYW4PV64fV62eEXi8VQqVSQzWZ7yihcRjvX2ba+CqprPuho7WFC9sPn88Hr9aLVaiESiSCZTOLGjRuIxWKYnZ3F/Pw81y4nDQUCATx69AhPnjwBANRqNZRKpanWgF2sNsfp/acf1B2LxRAMBlGr1bCwsICNjQ129iWTSaRSKbhcLqRSKbRaLQSDQaTTabTbbdRqNd6UnOYx5ypMit3Rs1oMw4DX68Xi4iISiQRKpRKWlpawubmJO3fuIBKJIBKJIBaLodls8lhGUerNZnOiNhlG7igm73u5XJ5Kx8NVmHZDRJOBUqkkurkE0zwBJpvj9/tRLBbRbrenMrLRDpO42ztIdO1Q2tkgtXOd+1O08+JQP7/fj0ql0qObizq++kUG6q8/LqwRof2iFe1E3evPnZQF5zAg7Xi9Xo480fVzUe1Y9dbvb8NqP6EvyGmxpLfB7Xbzo16vo9lsIplMotFoIJ/Pc618PQvqVZtvsmAHp9sD6DmX4aKf+TjuOdIMaaHT6cDn8yEUCiGVSrEt9fv9UEqhVqtha2sLi4uLmJ+fx/vvv48PP/wQt2/fxt7eHt59912USiUu/XPR+e802hvgZSSux+NBvV5nm+NU9FrkLpcL8XgckUiEHTa3bt3CD//wD8MwDOTzeczOzsLtdqNSqWBzcxPJZBJvvvkmvvOd7wB44fw5OjriKPVp1YEd9DIfZH+dqB1905KcfYFAAKurq5ibm8P+/j5u3bqFL37xi/iRH/kRuN1ulEolpFIpdDodhEIhuN1uhMNhrK2tcXQxlaOY9nHHDqQdl8vFdZ+deO/phxuSwzeRSODevXu4efMmPvnkE2xtbeELX/gC3n77bXg8HjQaDYTDYRSLRdRqNS6vEQgE0Gw2e8rgOJ2ROooNw0A0GkUwGES9XnekMRGcicvlwszMDKLRKJ48eSLauSSTYIyGAe0EJ5NJPHjwwLEDkVOZ5r5yuVxYWFjA7OwsPvnkE1QqlYmcDL7KkWf9/SCZZu0YhoHFxUWkUqke7QzCwTtMR5+1fW63u+d7SgP3er0AXkRh+f1+GIaBk5MTdupZoyWsB4y9imnWDfBCO3Nzc0gmk3j8+DE7L/Tau4A9J/wg+1Y/4ExfhNNXv98Pl8sFt9uNpaUlhMNhxONxzMzMAACOjo5w9+5dRCIRfOtb34LH44HP50OpVEKxWESz2USr1YJhGLxZp5eV6Hd9047L5cLc3Bzi8TiePn3K66xB1G0ehN3RnXtkS+hrKBTiTY1gMIhgMIhoNIqvfvWriEajcLvdWFxcRCAQgFIKS0tLCIVCePbsGeLxON58800cHR2hXq9jbm6u5zDn83QjvIBsTjQaxbNnzwa+Pr9Kv+sbTVT70+fzweVywev1Yn5+np+3traG+fl5rK6u4u7duwgGgwCAdDoNn8+HL3/5y6yfTz/9lA+b+v73vw+fz4dwOIxSqSS1iy+By+VCOp1GNBrF9va2Y3w7ZGtoAySZTMLr9fJmlN/vx82bN7nG7NraGlZWVrC+vo75+XnObInFYlBKIRwOo9FoIJfL4cMPP0ShUECxWEQ2mx27g3xSM/ZofR4IBLCzs+OY9RWNUbRBeePGDZ7n0gYD2ZdAIIAf//Efx9LSEpaXl3msCgQCrLevfOUrSCQSCAaDiEQiaDQaqNVqPWcnjfNaX/f+I69R3Ol0pAi4cGmoflij0RDtCBeGdEOTl0nVjdTFHQ+TrB1y4Ljdbp7E6hF++vP0lF9KAZ+k1CgnQto5b7wa9wRRb4c1ClRfmHc6HbRaLYRCIZ44UxkowzAQj8fh8/mQzWZRLpdRqVT4ZOdOpwOv18vXSg4bQGzZq+h0Oo6d61jLSOjRNuQYpsgrWkDPz88jFotxOi+l/L7xxhuIx+N49uwZRxRls1l4PB6OOKbXJcexjIWvxlq2Y9xYteJyudjRB7yMgI7FYqwdqkXs8/mwurqKeDzOGw7BYBCGYWB2dhZerxeVSoVfv1KpIBQKwe/3IxgMcumfVqs15l5wPt1u11Fl/aj8DtkUiuIjm0DOvrm5OR6LYrEY4vE4QqEQBxZRxDGVvaTSl4FAgDck9BI3+qamcDGcYHP0OYx+kKHX64XP58Pi4iJnJLhcLvj9fiwsLLC+ZmdnMTs7i0gkwg5AyioEwOOZx+Nhjekb6dSGcVz/JGuV5pfj1I2+wU3ZXFTuKBQKYW1tDYFAgP/H7/djeXkZPp8PPp8P8/PzmJmZQSQS4bGNSmpYN0Sj0ShKpdJEzWNG6ijudrs4Pj6eyNpZwnjpdrs4PDwU7QiXotvtYn9/H8+ePZvIyZ++ACdnnzXqz3pdg44am7Q+GxTdbhe7u7vY3t4ed1MuhK4LPR2QIiEqlQp8Ph9H7pGWwuEwvF4vL9zL5TLK5TIKhQI79cixfNHU7kmaBA0D0zRZO9ZoS51x3l9Wh58egRMKhRAMBpFMJlEoFJDP57G0tIRoNIpkMolWqwW/349bt27h9u3bSCaTKJfL+P73v4/33nsPDx48QLVaRaPRQCqVgmEYqNVqODk5Qb1ev1ApgWml2+0ik8lgd3f3M9qxRmmPqu90fZCzjzYAgJdOHZ/Ph1gshkgkgng8jmKxiNPTU2xubnJETTAYhN/vx1tvvYX19XXMzMxga2sLH3zwAT744AMsLi7i5OQEOzs7WFtbA/Ai+rhUKqFarXJpAqc4tJxEt9vF0dER9vb2WB/jLFMDvHQEk2YCgQBmZmbYsUsZCnNzc5idnWWHcaFQQKFQwI0bN5BKpeDxeBCNRrl8oc/ng2EYnAa+t7eHUCiEcDiMUCiEubk51Go1ZLNZ1Ot10corME0TR0dHY3WoW+cvgUCAnbk+nw/BYBBra2tQSqFYLPI8Jp1OI5VKsfOO0rpnZ2eRSCTYEQgArVaL/x4IBNDtdlEqlVCpVFCtVtFsNntK3Qivh8Yrit4fNVZHn8vlQjQa5XGIapvfu3cPHo8HhUKBo4iTySQWFhaQTCaRSCT4NSKRCAKBANvPZrOJarWKk5MT5HI5LC0t4fHjx+h2u1ySTsajy0M+QbrvRtl/ekYUPdxuN5LJJG8Y0AGqlIlANandbjfm5+c5a5A2pGhjgQ7vbjabqNfr2N3dxeHhIfL5PNbW1lCtVpHJZEZ2ra/iIn0+UkcxIUZYsMN5A/gkObPI4WKdvNOJ5uIIHw7kaCWc7MjStUGLrEgkAuBFeyORSE90XqvV4nS5funtdq7Ryf0zKujaadDXfwbgmImhnialp5jT5DeVSvFzl5aWAACVSoVrgBqGgUajAdM0kUqlUC6XUSqVcHBwgGq1ikql0lMftZ+91X83bseEE6AFBjm1yCFKUU3jXljQ50jpcRR9B7xYTG9sbGBpaQmLi4tsY+jwKJfLBdM0EQgEsL6+zofBULmBdDqNzc1N7Ozs4NNPP+X3jMViaDQafP30oP4SXkIbPXoKtM/ng1KK7fyo5tA079IjzSnl2+/388aCYRjI5XK4c+cO1tbWsLCwwNrZ3NxEIBDgKHWfz8cRfz6fD9FoFEoppNNplEol3mAhZw7VIC2Xy6jVarLB8ArICaLX+aZSMaOwO9borEAgwGm7FKF1584d+Hw+1Ot1TtWtVCp44403sL6+jnA4jHa7jVarhZs3b7J9otIDtCina4rH41hZWUGxWEQ+n0cwGOSsGIkSfT2mafboRp/rkL0etmYoi8AwDMzMzCAWiyEajXIWSzgcxt27d+Hz+VCpVJBIJODz+WCaJm7evImlpSUuF0AlA8hJrJfHqVarKJVK2NnZQS6X4+hir9fbU29WtHJxrHMd+h0w3LGdxia/388ZKCsrK0ilUkilUjw++f1+bG1twefzoVwuc3CE2+3GjRs3MDc3B7/fz6/r8Xh4fNW1kM/n8fz5c/zFX/wFnj592mNfRC+XxzpPHiV6UATw4jO/ffs25ufnWTsUXbyxsQG/349Go8EBOIFAAPPz80gmkz3aoYCuVqvFB2SWSiXs7+/j8ePH+OCDD3B6ejpRehmLo/i6LiT16xpGLbhJEtYw0FODJtEpQQ4dfeJKA51++Ei9Xh/Yzj45oKddO/2icAkn9U2/qFCfz4dIJMKbDFTjkRZS7Xab01moaD5d02UOstEXePT9ZQ/CuY6cFwnqlMmhvhtOKKV6Tvymg0BXV1fR7XZRKBRwcnLCJ/KWSiWOwgmFQohEIuh0Osjn86wzei+aOOsRoXopC2D4B2ZNCoZh9EyA9XtrHFijQumAqEgkwgvqRqOBubk53LhxA8vLyxwNSJHB7XabF2fLy8s9B5J1u11e1EciETSbTRSLRY5cd7lcKBQKbKt0Z6fo5SX9nFt69PcoofkJbXJQdN/s7CzC4TB8Ph8SiQSPVysrK9jc3MTi4iJranZ2ljci/H4/fD4f4vE416r1eDxIp9N8+Eun08HBwQFHa7lcLoTDYY7qEV6NXkoIeKmnYW8ukEapDcFgEOFwmGvFhkIhxONxLiHR6XRYG3t7e1hZWcHGxgZvHADoKTfg9XrZdpFDsNvt8hyp3W6z0++8oAzhfPrpZthYN7pdLhfPXWZmZnicisViWFxcRDAYRKvVwtzcHHw+HwqFAtcHpQ0RAFweqd1u80Fr7XabnTfZbLZnE1w/NFTGootDfaXPDYHR+C1oI4DKh3g8HqRSKSwsLGB+fr6n9MT8/DwCgQAajQaXImk2m+xU1gNAdGefaZocjJPP53F6eorDw0OUy2W+TtGLfXS/Dv08bGiu4vV6OfDK6/VicXERS0tLSKfTvJFA2S5+vx/NZrMnqILKlNDGAkURN5tNlMtlVKtV5PN5nJyc8CObzU7cHGbkNYqvixG2OnSs6Q/6acNXfR+K4LH223Xpy4twnnYm5frpcwyHwxwRYRgGR3MlEgn4/X4EAgF88MEH2Nvbsx1dbE0jBvCZ15qWHXNrqjwN6k7OaNDTeYPBIGKxGFZXV3nhMzs7y84YioZ444038N3vfheffvopPv74Y442pq/W3dp+jnNrTTj9/62O52nANM2+BwH1K/8xDvRNJj29khZai4uLWFhYwNLSEiKRCKeD0z1QrVbh9Xpx69YtnJ6eIp/P49GjR6yBtbU1PH/+HB999BFKpRIAcJ2uTqeDYrGIVqvVU4eWIh5pkg1Mjo0eJLpO9AWUXmN11OjRoIFAgFO0qRYbOf3cbjc2NjawvLyMdDrNdWUpaqLb7fLYFYvF2L6USiXE43HMzc3h7t27ODk5wZe//GU8fvwYwIsDhU5OTnB0dIS/+qu/wpMnT5DJZNgeT8uY9DrIoaHXDidbrDvihg29VyQSQSwW4886Ho9jeXmZo24oEicQCODhw4ccTUxlAKiGNd0TZK/IcUnpuxQ5GI1G+RqfPHmCdruNUCiEg4MDNBoN5PN5RxyW5ESoj+leJ3s8Cu3Q61Pku8fj4Wi9ZDKJer2OmZkZrK6uYnl5mcejpaUluN1uPHr0iCO09EMzaf1DYwqNX7SBmc1m2RlIcxXDMJDP51GpVCTQ5gJQ/+q1NWkcHya08eTz+ZBMJjmte3NzkyP7Op0OYrEYFhYWcOPGDUQiESQSCd5oOjo64k0kmp8qpTiIolar8YZtPp/H0dERTk9P8fjxYzSbTXi9XuRyOZ7PTNMcdxDQ+K3bl0H5P85DH5tCoRDm5+fRbDZhGAbrhLLnwuEwkskk1tbWeM5DGVD5fB6BQID1QVkINJ85PDxEt9tFuVzGkydPkM/nkc/nefMiHA7j6OhINGMTXTujstM0tlB5iaWlJc6sTCQSSKfTWFlZ4QyWaDSKlZUVrltNG+ZUNgkAGo0GGo0G6vU6arUajo6O8NFHH6FeryOfz+P73/8+Tk5OUCwWOUt4kuYwI48ovg7OTYr+pAkJCfyydRz7oTuJ6GcyanrBeD2a6zr06UXQ06onDarfd+/ePbRaLVQqFT6Mg2oqka4SiQSq1SqnJ7zu89WjxMhxpA+kALjGEk2EpnXy7OTrpQGMNhFo8pxKpfCVr3wF9XodhUIBt2/f5hPlyUk3MzODz33uc5idnUWhUODI4uPjYwC9dldPISbHEKXSkD3z+XxoNBoc/UfpeNPGeU492gUfJ+Tcj8fjPGmlVClyEKfTabz55pv8OVMdNnLw0oQpHo+zfSBtkC5cLhd2dnZgmianCdNYR3VDw+Ew6vU6p/7W6/WpPwzvvCi+cWiHovHIiUMRWhsbGwiHw+zQCwaDiEajSKfTmJmZQTqd5g1MivgipwwtlsjJALwslQO8jEQNhULodrsIh8Mc7UOOZopup9qRwgto/O4X4TaqiBv6/MhJMz8/j3w+j7m5Ody+fRsrKytcQ5TKUMzNzSEWiyEcDnPqJtkecgjr4w9dD20+EFTrGHhRJuf09BSFQgH1en3sUflOh/q2X6DBsNPAaXObNqMWFhZw+/ZtbGxsoFqtIpFI4MaNGxwYEQqFuEQAbTaQjSKdkH2hkiNky5rNJs9xyGn84MEDPHnyhGuJ0pgmJd1ejZ5lMsqSNhTM4vf7MTMzw/PQlZUVbG1t4ebNmwDAwTRUikIvZ5JMJnlOomc71Wo11Ot1PnOB5jw0pyWNnJ6eIpPJoFQqTfV8xS70OY5KO3ogFG1yU9aB3+/HjRs3cOfOHWxubnItc8pwoihSWiPT+rjb7aLRaLAdoY2Do6MjHB8fo1Qq4fT0FLVaDZVKBdlsFrlcDvl8nn0ygj1ozTkq7eh+EspwocNPl5eXcfPmTdYObV5Txh3Ne4EXcxSa05TLZTQaDT6H4+TkBNVqFU+fPsXx8TEODg64bFatVkOz2Zyo9dFYSk9MMjSw0eSdnDq6w5hC0C+7Y0DGVo8G0FM2AXCKMKVETFvq5qReIw1qq6urPNCsrq7ygRx0GivVbCsWi5yCqS/E+70u6YVq51Dkl1KKozNarRYODw9hmiZHlxCT2qeXxcnXqU+26HMMhUJIJBJYWFjAG2+8gUKhgP39fV5Q6XUqyUEYj8fx3nvvoVgsch1affKsp/l5PB6OxKDBkF5TL9xfq9UmalAbBk7LZtDv+3A4zId3kMN4c3OTD3m5d+8eO51mZmZgmiYajQYAsN6UUmg0Gjg6OuKxrNFosD2hRVgymew5JO/09BTlchnRaBTHx8fY2dnhKHThBbp2yNEx6s1dmhhTDUdK1b5x4wbXg6RTm6kEQCgUwuzsLI8VVEOS6vLp5U7IblBEGtULpMNAyEEYj8e5dE4mk8HR0RHbGeEletmJcWWSkW2IRCLs4FdKcVmSzc1NdgiTA4dKkZAO9NeylmCxpnzT7ykSnzYhqtUqDg8PexzFwqt5lXaGhb74poyF+fl5rK+v4969eyiVSuwopkh0ehiGgVAoxG2mea+eAt5oNHgziepF1mo1nJ6estP40aNH2NnZwenpKZe3EdtyMUad/k3v6fF4+IBDykIgh82bb77ZU+6GNpP0zepoNNpT856iQslelEolZDIZNBoNGIbBNYpzuRz29/dxcHCAXC6HZrM51XPcqzCO0gEUTEPrpGg0inA4jKWlJaytrWFra4ude/r5HXpbfT4fWq0WWq0WbyrR5lOxWMTJyQm2t7dRLBbZltTrdd5goAOfRTf20LPwgeFrR19nUwBEPB5HMplELBbD0tISVlZWsLq6yuscms9aoc1YynKi8ejw8BDFYpEPWD08PEQ2m+Xxq16v2/IPjpORO4onfedFj34wDAOBQACRSATz8/O8a9loNHByctKzi33eDaDvcJCjh+qR0q7DvXv3uM7X+++/j2w2yztZlOIxDWmbk6wdMlC0ax0MBjE3N4eVlRXcu3cPu7u7PBjt7OzAMAw+/IecOvrEnzYsyJgFg0E+vdU0TdTrdTSbTbzzzjuIRqMIBoP4wz/8Qzx//pxTa667XohJMsi68zcUCmF9fR1bW1vwer0IhUJcT2tmZgbJZLJngru7u4t2u43NzU0cHh4ik8nwRoSe9ktpe+FwGIlEAmtra0ilUnyq7/HxMSKRCOr1OkKhEC+4phEn3id079PYk0wmEQwGefHt9/tx9+5dbG1tYXl5GYFAgCMl6HCPaDTak2ZJu9ypVAq1Wg3VahUAOGXv5s2bcLvdmJubY0dOMBhkXeXzeXzve9/D9vZ2T/rnNHPe5so49KRvLFAEzuLiIpLJJOLxODv6fD4f1tfXEQqF4PP5eNHdbrfZoUORFLTpSJNeciLrjmTaZKDXqVarfKDd7OwsVldXcXR0JIt0C3pdcODlvTSqqBvdyT8zM8MO4WQyiXQ6jdXVVSwtLbFGKLKGaooqpVCtVlGv11Gv13lOq5eaKJfL/JlTgIRSqifij1LHHz58iN3dXY4+F62cD0Xn65mOwy63pZTi2vZUliSRSOALX/gCbty4gWg0yvNeikInPVA5CSpfBAAnJyd8CBDVH200Grxxvbu7y7rrdDrIZDI4ODjAn//5nyOXy3FAzSSvGUYJlUXSszqGfb4JZbSl02mk02lsbGxwmZJ33nkHqVQKgUCA9UEOHgA9ZTFoE6rVauHhw4ccQVyv19neVCoVnJyc4P79+6jX62g0GuxAzmQyYlOugK4dfX06rP6kzQUqG7C0tIS33nqLbc6dO3f4oEP9sFxqE2UYUOBMo9FAtVrFe++9x/OTbDbL4y9FnH/44Yf8v/Q8yYK6GjRnHFW2OG066SWQfuiHfgipVArxeBxra2t8wC7ZDtqQonkLjUOmaXK983fffZezeA8ODthm7e7u4uDgAEdHRxPtq5OI4kuip8oEg0HMzMxgcXERb7/9Nvb391EsFnF6esoOY71EBEFGi9K0aHfUMAyk02l29tH/3LhxgyNxWq0WDg4O8PTpU04xF2PlXPQFsx75F41GsbW1hXQ6jeXlZQDg4ueLi4soFosIhUKc3mKNEPH7/VwjkHa8VldXMT8/z4t10zSxtrbGdZwWFxd5gCPns0ykxw9NfGhxTlG+6XQac3NzmJubw+zsLABw3VCK+NNrwZZKJbRaLdy7dw9utxu1Wg0LCwu8Y06nx7/11luYmZlhJ86NGzcwOzuLfD6PRCKBWCzGkVydToedi9M4mXba9ep1ZimVf319HdFolA9WoBp+uvOYoirokB+K3LMyMzPDB9ilUimObA+FQvB6vUilUvxcPZqUnMjz8/PI5XI9aaxO68NpQo+8IW0EAgEsLi5ia2sLm5ubiMViiEQinGZHEebAyxIl5Ogl7dTrdc6ooowDv9/PDk6KPu50OrzpQPaG5ju0yUHZC+Q4El5uCo+jRInb7eYI82g0ymPQ/Pw8lpeXsbS0hPn5eU7lpUUT2RRaDJ2cnHD6Nx2aSQ5kWqgXi0W2NeTMbDQa2N/fx3vvvYft7e2ewAixJRfHqp9hOW/0Dah4PI67d+/yZvbS0hJnKtBmN5UiAdATBUqHW7bbbezs7HA90FAoxKnJtGldKBQ4YtTtdiOTyWB/fx+lUokPg5ax53JYbc4oos/D4TDbmq2tLS6DNTMzw2tjsknULorqpMg8ctg1m008ffqUz1ugQ52VUlwfNJvNskbIyTPt2XKDQNfOsMvbUFAdzXNTqRQ2Nzd5vIrFYvD5fADQ4+RTSrGTt1KpsIOYvj5//pztSi6X4/nx7u4ucrkcyuUyB++Non73tKDrZdgbDFbtzM3NYWNjA/F4nLMZ6GA6oPeAy3a7jUqlwuMO+WsqlQqPV6VSCcfHx+yTo7IlNN8ZdSbhoBBH8SWhHYl4PI7Z2VmsrKzgzp07+MY3voFPPvkEmUwG29vbnPpEBsWadgeAI3v0eqO0Q0aLLTpZfGZmhh2KMzMzPeHr4ih2Jnp6LkVvplIpbGxs4Pbt21hcXEQsFkMikYDL5UK1WkWtVsOzZ8/QaDRwenrKi3IyXmRkaEIeCAQ4CmdzcxNra2uoVqucNko1JoPBIFZWVnhnXS9HIIwPfSOBUnjn5uYQjUaRTCb5QLKFhQVEIhE+cEp3xNEhJLVaDR6Ph53D2WyWaw1XKhUYhoHl5WX89E//NGsul8thYWEB8Xic063m5+dxdHTEi/hAIAC3280ZEpM40F0X9FOeE4kEVlZW8MYbbyCZTHKUOZWxodN5KRKUtGZ1PtGiner90UKMakfSRpTP58Pc3FzPYTfAy4NwFhYWsLa2hsePH7Pdm/bakMNeOL3uvelzoOjzRCKBRCKBjY0NfO5zn8PW1hai0ShCoRA7cKm9FD1Bk1v9QKxyuYxut4tgMIhKpYJmswmfz8e18IPBIJ/tcPHxAAAgAElEQVT8nMvl4HK5MDc3BwA9juK5uTl+DXEU92ItD6WXoxjme3o8HiSTSSwvLyOZTLKDeHl5GYuLixwcQY5/uscpOpScNwcHB+zQqdVqnMZ5cnKCTqeDYDCInZ0dPhSGDl1zu93Y3t7Gn/3Zn+Hw8JDrnesR1sKrGVVpMb2WdSAQQDKZxOc//3muVU2PaDTKY5HP5+O5C2mm2WxytHij0cDjx4+51iOdKu9yubC/v49mswmPx4Nnz54hl8shFApxZChtWjkxE2gS6GdjBm1zKEiK6pDHYjHMz8/jc5/7HJefoFrVlDWpn/9Dzj6q+Xl8fMxp359++imOjo5weHjI9sIwDOzv7/OGJZXLIlslY85g0MsIDKNP9ahyn8+HaDTK5yi88cYbiEajvNGtl+6k9tAchoL5isUij1G1Wg1PnjzB0dER16smG3J4eMibWOQoFs1MFvpcmOwOzW1u3brFdfX1DSmC/GxUciSTyaBQKGB3dxf1er2nFvHh4SHy+TxHnusZv5PqJAbG4Cim1JFJ3O2lBdeP/uiP4tatW9ja2sLq6irvTMzNzaFSqWB7exszMzN48OABHj58iFKphEqlwrWGqWZsLBbD22+/zSePu91urK+vY2FhAcFgkHdW9cX2ysoKAGBvb48nRZVKZVxdMlImQTvkiKEae3Qg2c2bN3Hz5k383M/9HObm5hCPxzm6zzAMLC4uotVqoVgs4sd+7Mdw584dvP/++wiFQjAMA7Ozs3z9x8fHmJ2dxde+9jWO1DAMA0tLS/w8cjyWy2V2DpNxDAaDPJmeBkeOfsK6U4w1RfnRibx3796F3+9Hp9PBm2++ifn5eczPz3OGQTqd5oGMME2T6zhS2m8wGES5XMbS0hLu3r2LmZkZduo9e/YMyWSSaxy73W4sLS0hGAzC5/MhkUhwhPJ7772Hjz76CB9//DFH+00jZK/HnTJEE+RoNIpEIoHNzU2sr6/jrbfewsrKCqLRKI8XgUAAwIv6azRpJmiSq9/3lF1A2tKjleneoUMR9fr5+knRiUQCN2/ehGmauH//PorFIqd+TivkZH9dnflhoNd+pIPrtra2cOfOHXzta1/jdF+ae3i9Xv5fmuR2Oh1UKhX+nqK2qtUqT6YpMgcAR2iVSiVsbGygWCzi+fPn+M53voNWq8VORnIC0MZoOp3msU8cPC8gpyrZnWFqR1/gU0YL3c9LS0swDAO3b9/Gm2++yQdOkV7IJlKUFdX+pHr65ATc2dnhE8CpNNbOzg6Oj49RqVSQTqcBvExjzmQyePjw4Wey8kaVojrJUF1OCgQYRiAJzVvJiUtBCXNzc/D5fDx3oahRmscCYIcNOYepRAnpIZfLcU1qctiQc5AOqKtUKrxBRfMbGtucvD5wMjQO0P1Mdn1Q0EaB3+/ng7y9Xi/m5+exsLDAjr9IJMJRxF6vt6e0UT6fR61W48PGisUiPvzwQ5ycnCCfz7OTjyJAaYOJ1spkS520FrgOkA2g/iWbM4j+JS34fD4uf0SbCHNzc1haWkIkEkEkEoHP54Npmjx+kpOu0+ng9PQUlUqF6wufnp7i3Xff5cwF0lShUEC5XGad6CVsRDODRz8gjmz9oPqYAjspWI78Lt1uF+l0GouLiwgGgzyOmabJY5teVu34+BjlchnZbJY3ML/73e9ymSPafKLDvfU5/3VYA43UUUyLF6UU33yTcNPRojgYDCIWiyGVSnGUxerqak/drWAwiHq9znVFO50Oi4cOkQkGg2i1WpiZmcHdu3c5StDn83GdHTqlMxqNcnkJisowDIPT+fQ6k9cZ0o5hGD2LB6egF0inqKxEIoFIJILFxUVsbGzg5s2bmJ2d5QgufeJMDmZyLLvdbj7oh3bVfT4fR23MzMxgY2ODB0e32811Z/U0c0rpq9fr3M5p2kkn3bhcLsfohhxIkUiEMwVWVlYQCoXQ7XZ5s4hSqSjazxolROlUNCDphzZEIhF+Td3ZSSUKqJwETar0CGUaKMlRNK2TJKqb6Ha7edIwjo0V/ZReir5ZX1/H2toaFhcXkUql+PR4sgf0mdEiicYwiuCqVCq8waSnVxUKBU4Tpz5QSqFSqfA9BLzctKPDGWg80h1a06QVK2TLPR4PR6FQbWdg+Gm9LpeLx4pwOMyHvNy8eROrq6t8FoJ+75NNobqwdIIz2Uxy3GQyGbYrej3qWq3G5WmOj4+Rz+dxeHiIJ0+eoFKp4PT0FOl0mudQ2WyWo8Gob8YZge0UyO54vV52dFDd52Gga4CcxOvr61yHmKLBo9EoAoEAz29I0+QMbjQayOVyODg4wPHxMU5OTrjsUblc5lPkqYwRZa1QGicAXqBReni/ReO01z5/FWR3aAwgh+wg7Q7NdT0eD+bn53mMpGAZfe5Cqb66fSE9VKtVZLNZVCoVVKtVZDIZPH/+HIeHhxxcQ+W0Go0GR5DSZhWNN07bPJhEG0a6oUOS6X4e5OvrpdXW19d5rUSlbCj9m7SrlychxzWVlaDIvWKxiMPDQ+zv73N5CT3aWLefTncOj2JuMAxojUVBK2RzBvXaNB5S6SzSjsfjwcrKCm9403xLXxeRvaFzo3K5HHZ2dnhj4fDwkOcqtHFdqVR66ltPwjp5krVD/g3yTQxqjWUt+xkOh9lf5/F4eO2kl+ezlpwgO3h6eopsNovt7W3WER1SR+WQKDJ9knybwMW081pHsVJqBcD/DCANwATwW6Zp/qZSagbA7wFYA/AUwM+appl71WuRs9XlcqFQKDjaaBN6jb/Z2VnMz89jdnYWyWQSs7OznNpPjhWv18uG6/bt23woVL1ex5MnT7gAO/CihMSXvvQlTpmgQxsAIBAIsIMHePEh0qSpWq1ib28Px8fHKBQKl7qxRjmJGbR2yGGmpzg6AX33e3Z2lhdCdDgDHUhGJ2mSU9gaIU2pEYlEAoFAAMvLy5ibm8PnP/95PHr0COFwGIuLiyiVSohG/3/23qRHsnO7FlvRxzlx4kTfZlOZldWy2NSleBvQ1IUATQQI0Jt5ZsiAgTc24IEf/AveyD/gAR544IkBW6BHEgQBV4TuvZDIK7GtjpVNZEbf933jQXLt+iKZZGVVRWZGkLGBAllZmRkR5+yzv92svZaJhw8fysoEp2RnOcaI0KnX6yLiQEXOV53craLvWK1W4R3iauN1H/xMmBOJBJLJJO7du4ebN28K8ubu3bsiCsRp62AwEG5aNmhImM97TJ/q9/sIh8PCO0xEoUpvoa7Z8Fni7+Fhp3IbA6+fhFxlErPomMMhnvrMXKUxtpAXP5lM4u2338avfvUrOX8ikQh0XYdhGCIINB6P5dwplUqCyABOUaDFYhGmacoQhQjBXC4nZ1Gn0xGkSDabFboA+o/FYkG9Xheu/Gw2i+Pj44Vyia6672iaJsI6V0URxXtNiolwOAyHw4G33noLDx8+RCKRkOGiup4JnF5nrvNWKhUcHx/LuZTNZpHJZPDFF18gHo8LTQ4RYE+ePEEwGEQ4HBYut3Q6jUePHqHZbArvejAYxL1793B4eIhsNotOpyPDjEU2AVfVdywWi/gOm2L9fl9ywUXmPRRkJpqQlBN//ud/jr29PUSjUREpU4fgjC88I4jwTKfTePbsGdLptKjID4dDZDIZVCoVZDIZ8T232y2fh37GhuKPCZFdxX1dVd9h3PF4PHN8nCpq/E0/E4eWHo8H7777LjweD2azGSKRCLa3t/GLX/xCzk2+FhsupMEqFAqo1+siUEik36NHj5BKpQR1zo0FDiTVGLGsjb9V9B2e7YZhYDabyWDnTT8Lf54NG9M0EQ6H8Zvf/AamacJisWB7exuJRAJbW1tyJjHGqFss9XodBwcHKBQKePToESqVipyth4eHKBQKcz+3So0+YDXrK+BFbc4hIhv1373OG/kO+y+GYcDv9yMSieDXv/61UHbeu3dPti5Vmgl1eNntdtFsNnF0dISTkxN8+umnsskyHo+Rz+dRrValOchaaNniyo/ZqvoOB1TsYahC2m/4HsV3fD6fbFv+5je/gd/vh67rePfddyWPVeMcYw59p9FoIJVK4ejoCJ988glKpZIMoTicUqk8V8lvAFyI8u0iiOIxgP9lNpv9u8Vi8QL4k8Vi+UcA/yOAf5rNZv/VYrH8FwD/BcD/+rJfxqRyWZp855m6WsuieXNzU5rEVPCtVqsYDAZSmPGQ8/v90DRNCupOpyPr4Fy7MU0ThmEgFovJJMzlcs0VSgxcnU4H9Xod2WwWpVJJYO6v07i4YideuO9wJWRZHkY2cvx+P2KxmCiBA8Du7i7i8TjefvttJBIJBAIBaSK32+05dI6qMEw02N7enkw5WdCxEc3JPCdhXJsAIMVbv99HJpMR8cN0Oo1isfjaQh+r6DtshJJT8zqTRh5aJM2n0vN7772Hzc1NSbaYBKlJc6PREBQ4/Ws8HktiT9EXh8OBQCAgB53T6RQficfjMnGnD9BvKCxEDqZPPvkE+/v7sur5JuiSVfQbANJwJar6qn1H5dQyDAMfffQRtre3RVCKjWKiO1XU1mAwkHW6p0+fSlzhin82m0U8Hofb7cZ0OkU0GoVhGLBYLKhWq8jlchJX3G43SqWSoAfppz6fD+VyGdVqFY8fP0YqlcL+/j6Oj4/R6XQWkmyvsu8w1wFwJfze9BfmFpubm/Ls/83f/I3kMMxVSIvBwlrllk2lUshmszg4OJDC7+joCPV6XZAVHEARocEYO5ud8ln3+300Gg0R92DTKpPJ4Pj4WFDLKvJrkc/YqvoOqcm63a5w97IAXqRxU4GcfRSoYyxg0bS9vS1DbSJ+hsMhisWi5KDcXMpms0ilUjg4OJCCiuJjg8FAOP3oq+owW7UfoxC4iji8qr5j+W5bs9vtCmc4gDce9vJ3q+hBngORSASxWAxer1foiriZYLfbBWlFVHClUpmj5JtOp+h2u3j69ClSqRQKhYL4mTrEVjcyaMtSB6h2xXnCwvJkNvE1TZN8bxHXl3kEN2VJexYIBLC9vY1QKATTNAG8uHbMR5vNpvDcZ7NZPH36FKVSCUdHRzI8yOfzqNVqknOoudoy+scP2Sr6DfDCd7rdLtxu98JoJ1QAFn2H6NBEIoGbN2/KxhTPEZ4lFKVrNpuoVCrIZrN48uQJ8vk8vv32W0ENc8CpajGsks/QVtV3gBdaGC6XS3KdNz2nmF84nU74fD7xHb/fj+3tbdnu1nVd7jnrJtKPMHdNpVJ49uwZ8vk8UqmUDKcIvCPgbhX9BrgY8OCljeLZbJYDkPvu/1sWi+UxgA0A/wnAX3z3bf8ngN/hAgEFwFJfWAYnJtFMiBKJBGKxmKCJqfjM7+PP0kGZUCUSCZmSELnFCQeDHot8h8Mh74M3bzqdotfrod1uC5cOuZeWnT7gsnxnmUy95263W9bA7Xa7rMWQQ1TXdQCQ1a6zfLMMVBxUEH1vt9sRDoeFwF/TNJnAqYhzdYLOdZt6vY5KpYJyuSx8Osv67Km2KN9hcbMMfqNOT3mIqVzkLLyI8FIbOc1mU1C+RNUPBgNB8zWbTfh8PmiaNjcVB174BmOVKgxkt9sFsdNut1GtVlEqlZBOp0XEYRlQ2Be1RcccNvyucmKvvjbPBpfLhRs3biAWiwnFDJFjHDBaLJa5NU2qfGcyGbnfRFcUCgU0m01B9bXbbfh8PqE1YuLMoVU6nZahpdvtFuXgarWKWq2GZ8+eIZvNIp1Oi1DMsseYs3ZZvqMKxF2m0V+YV0QiEUH+3bx5E8FgUKiJVHQqV+xYOJXLZbmXuVxOkmYOANg4djgcaLVaMtRiA5HDc24nkPKHA0w2jFWU4SoXacDl+I7aIL6s68J8l9yPfr8f0WhUtAyINCbqhLGFfH29Xk8GSKQPKBaLKJVKKBaL0iTk982UjSe1ObyKjZ1F2WXFHeYPyuu80ftkrqtyzZKqJJlMiljmeeJjg8EAjUZD1r3PnhPdbleoSEgrcd6w4OfoHz9mi8yTAQjtlJovvwkilLWRw+GQrSfDMERTIRKJCMJPBcuQarHVaglF0cnJidAGlEqluYE4h42rfIZcpS0y5tCY6yyi1mIuQwAdKfMYY7i5RKo14AWwTu2XUJzu4OAAqVRK6mBuw6iihmu7mC36vOIZwRxjUcNMp9MpWwxer1fqbLIBEFgFvKC36XQ6aDabck5lMhk8e/YMR0dHqFQqsj1JIN6y9+AWZa/EUWyxWHYA/ALAvwKIfecwAJDHKQz9vJ/5zwD+MwApeHmBl83oZGz0AZDAtLe3h0QigWg0infffVeCFtV8AUjCzMm3w+EQ8SGLxYJoNCrNInWdWKUAYAOYSd5wOES1WkWhUEA6ncbh4SHy+by851U5FN/Ud3it6DvL8rlVFG+32xXUlmEYsvabSCTmvp/CGwBETVNFVamNQpfLNcdDTBQykYYq4TqLcjb/Wq0Wjo+PcXR0hP39fWQyGTQaDaG+WBV7Vd85z2/UQvU6jRyMHACxWKb6M4cJNK4AHh0dCQ8SmzX1el2av06nU8TsbDYbQqEQAoGATMuJ2uEQq9VqYTAYYDQaoVwuo9FoCN1ApVIR9DkTqVU8DBcRczRNmytCrtLURrHT6cT29ja8Xq8g0lVlcCZcXFNvNBo4OjrC4eEhvvjiC/GZSqUiWwos4Fi4ORwO5HI5GWRWq1UApz5bqVTgcDiwsbEhaK9utyv8+7PZTFAlPwVV6EX5DhEHV3E92PRjk/jBgweYTCYwTRNbW1tyrjD2q1yU7XZbivB0Oo0nT57g6OgIhUJhDhWqqn4zV2k2m0JZwfehNn753HCQwbzmp9oAWoTveDyeuXzyEt6jNP0oXhmPx3Hr1i1sb2/jgw8+kO8jhQAHRUT3PXr0SLYDSYNWKpVwcHCAXC4n587Zhh+bxapv/JTu/5vYInyHKCkOlhdxbVV/YWzz+/3Ceb6zsyN5r2macs85POr3+7KlcHh4iP39fbTbbQyHQ9TrdfErcsuu/eHVbRF5sjrQW0TDhr/X4/EIVRHpszj05gYdG9Tj8Rj1el1AC0+ePEEmk8H+/j5OTk7QarWESo/vdVVz1GWwRfR1SH24CDEyVWOBtEdEnkciEbz33nvS6GOzj8OxXq+HTCYj23RfffUVUqkUHj9+jHK5LEAJ1s2XLRT7U7c39R11s2gR94LDBQLqDMPAvXv3ZLjw8OFDBINBEbhTtVZ6vR5SqRRarRaazSY+//xzHBwc4KuvvpIGsVoPryLNxOvahRvFFovFAPD/APifZ7NZU200zWazmcViOfeKzWaz/wbgvwGA2+2e+f1+mKaJfD4vIibLYuTeojKizWbDW2+9hc3NTbz//vsiAMMincT/DI68JrPvVsEHgwEMw5DfzwYwCywKUKnNPiK9QqGQFHCffvop8vn8HAk7V/lWwVEX6Tter1d8Z1lQojabDT6fT0SCAoGAKPn6fD44nU4MBoO5Rsp4PEY2m0W5XMbR0ZHQlei6Lqu6Dx48EJ5qCpSQx5qNQTaxxuMxDg4OUCwWsbOzIwrjn332mXBLUiV6lRo5r+M7qt9omjbz+/3w+/3IZrNXyhV6ng0GA2nw0U/29vZgmqY0/RhT6vU6vv76a0mQgdOD8NmzZ2g0GqjVanPNPg6oIpGIvAYPTk3TUKlU4HK5sLOzM7famc1mUa1WsbOzg06ng1KphFwuh3q9vpLIUGAxMYe+EwgEkM1mpWF2FaY287g9UC6X4fF45Bwi4u+79y3Dokqlgs8++wxffPEFvv32WxQKBfmeUqkkiGEW/2qzeTAYoFQqweFwyPqpxWIR+ptarSYJEhsRPPtU5flV9BnaIs+raDSKXC6HTqfzvfX6RZr6nJNLtlAoYGNjA6FQSPIsFek3+46LkuvgmUwG+Xwe//7v/46joyPh8VOHoWfVnFUk6HlnytlmsNok/CnaonzHNE3E43EUCgUZ6i3wPc4V4olEQqixKCylDqnUhn+320W1WkUmk8E333yDRqMBACIGRG5rCtGxYXTO553779oW4zsul2vm9XoRj8dRLBbFd9606cfayO124/bt27K+u7m5iWAwKOcRN1R439ksJg3a0dGR0BQxd1UF6phvqMjztb3c3jRPdjqdM13XEY1G57h/38Rv7Ha7oPdCoRA+/PBDRKNRoSqh+K66GamKqbZaLdRqNUGDfvvtt6jVakJhw1zj54LquwxbRMxxOBwzt9uNYDCIRqPxxlR1NpsNuq7j1q1bCAaDCAaD+OijjwT8wq1dXddlO4pnU6PREM7hcrmMp0+f4vj4GIeHhwLMObutsD6DXs8W4Tt2u31GxDiBUK9bn1ssFkEQv/XWWzAMA16vFx9++CGCwSD8fr9sSrE2JniB/vLs2TNpFD969AgnJyfIZDLSq1Rz4O8+y2u911WzCzWKLRaLA6cO8X/NZrP/97svFywWS2I2m+UsFksCQPEiv4t8vKVSaakSATUZImpL0zTcvXsXN2/exJ07d2TllsUY+T2ZCKkqrSzA1IKKgY1FFZs8DGBs2uTzeeFAaTQaePbsmaz0capBIvZlt0X6jtPphMvlQrlcvtZmH02dmns8HhH2Ic9fIBCAx+OB1WqVQMNp5nA4xPPnz0XsJ5lMitDD8+fP0W63JemezWZIJpPweDyCAuUgg4XAeDyWFQmilOv1Ovb392Wlj42dZUDWXsQW4Tuz7/gyNU2TBvx1GGPdeDyWIp0Hl6q8qq6EDwYDZDIZPH78GOl0WtZpHj16JMMixhDTNIWSZnNzU16XQy+Xy4VCoSANR3WCe3Jygnq9LsUalaWJwgZW60BcVMyh75imiXK5vNBmzUWNPNLkfrPZbDKoVIUNmfAS6Xt0dISnT5/i8ePH4nN2u11QoXwOeO6x0OKE/WyxzqaPKnCjin6oa6OrXLQt8rxi8VStVtHv9y/rLQOYX9Vk4d3v96HrOoLBoHzfWeEK8lISgUNEKHkfp9OpNAzPFlavi6pYpVjyKrbouBMKhSQOL7q5rtJlqeCHYDCIQCAg/67SYwEQNHir1UI+n0e9XgcAQYIStcUmjrq9dPYz/FT94HVskb5D/tdms7mwwaYaX0inxkYOhQ5VgVz+DM+D8XgsXLOFQkEGlqow9RoV+nq2qDzZbrfD5/Oh2WxKHvAG70lyFQ5MHzx4gEgkglAoJNtzpC06mz8Mh0MRRGXtWygU5mKLeh6tY8mr26JjjmEYstX6JucVwQuJRALhcBiRSARvvfUWAoHA3HCB+S/fA+kA6vU6SqUSCoWCDL8rlcpcvrr2mTezRfoOBwOkLnmD9yQb2Ds7O7LdcvfuXQQCAclzKNDNmMNt23q9Lmh0Uq1RdPWsz/zcfOeljWLL6an/fwB4PJvN/nfln/4/AH8L4L9+99+PX/a7xuMxyuUynE6nTASXxbjmbxgGdnZ2sLm5iTt37uDBgwdIJBLY2NiYa2xzWg5AEmcVTdVut9FqtfDs2TMh2v/oo49EmZ6Fd6vVQqlUQrfbxXQ6xR/+8Ac8evQI8Xhc1sxLpZKs26hojWV31kX7TrValVXwy0RnXdRI/8AApOs6NjY2sL29jZ2dHRkMAC9oSTgIyOVygr4plUoolUpwu92IxWJoNBro9/v4+OOP5eD9i7/4C4RCIQSDQTmIdV1HOp1Gr9eDx+PBp59+imfPnuHzzz+Xpl+5XBZqCyLXl91vgMX5zmQyERQCVx2vyzjxjEQi2N3dxS9+8Qvs7u7KwUX0OItr0zSFRuTw8FCKcVXkRZ1yclJ+eHgoAyoi2lWxqf39fYm9Ho9HeAHT6bQk4CziVsFXVFtkzOGkeTweyzN5VcYEhgPGSCSCO3fuYGtrC6FQSLiJgXn0scXyQmwIgPBucYuFvsXGH1/rvD9nEAKCIj7vvS7TZtDr2qJ9p1arYTweC1frZRobLt1uF5PJBJqm4c6dO3jnnXewu7srCTIHm7z3mqaJoAuFg1S6DHWVlEMFYD5R/ikjhC9ql+E7s9kMmUzmjZF9Z43Pa6/Xw3Q6FXoi0pQEAgGYpimxQh3+RKNRjEYjVKtVRCIREZ367hrMnV/q0JND9XWR/n1bpO9Mp1Np3p+cnCzEd/jzpJFQxZLV9W8KZPJe8yyiT2xvb6PdbmN/fx+apok/qOhzbqX8EIho7Tfztijfod9Mp1Nks9k3RqHzZymePB6PEY/HRbjO5/OJb6iDBafTKfGhVCrh8ePHAoCgj9FvfqhhfDZvWdv3bZExh/0Oi8WCQqHwPVqpV3xfUleHw2FwA520awT90G94ryn2rmkaisUivv76azx69Aj5fB7tdnuuoQzge03jtV3cFu07/X5fthVft69DuhLDMBAKhXDjxg3oui5NY/Zi3G73nN+oYD+LxSJCvKlUSmo+givUOovv/ediF0EU/3cA/gcAX1ksls+/+9r/hlNn+L8tFsv/BCAF4L9/2S+azV5wKC5jYUlEMYNRIBCYUwhXpx08nNiEoxBUs9nE8fGxNIc7nY58vdvtCuydwkHkIKZDclVYFY1h8UZovrqeteS2UN+hUumy+A4LLq6zUPSK6D01GDFIJRKJuXtOlCJ9iH5CMRIW7X/6058kKWeDaDQaCRLU7XYjlUqhXq9Lsk2Fcf59VZrE39lCfGc6naLVal0bzyxNbbQ1m03kcjl8/fXXcDgc2NvbE74kJsEssjY3N/HOO+8Ix9/h4aFsIzidTkHhqMMj/pefnYhAlXKEzxA5Srnup6I6VshXVFtozGm1WnMx96pMRW3yOSYdCafwbOowaSZ3JJOjYvF0oF8sFlGpVFCtVmULhoj1H0LmnPdZV9QfXsUW6jtE9F2F76hnUaPRkIKJ/J/8HlXwh4hPXddlC8Hj8aBYLMLj8aBarcrAsdPpzA09Vbqsn4FfXMQW5jsA0Gw2RWT0MlCW9AXgND6Q+oh5iKqLcFYwl4KJsVgMmqYBgCjMu91uNJtNEStkQ5G5EM9ADjLXvgNgwXGHA/FF+iU3Ix0AACAASURBVI7KOVwul2Gz2TAcDuHxeHDjxg0EAoG5mML3oiLTeTYFg0G0223MZjP4fD6pCclRzFqI8UX1ExWMs/YdAAv0HdYdi/Ibis0BkG0mAn4IynI6nd/7GeBUs4MN5UAggOFwiEajIdsyuq4LYII+w40rdci+bgz+oC005rD+eJMaSx0msjFHnllVg4e0AWo/hufZZDLB5uYmstksNE2DaZoAIHGEcYi+o1I3nj3n1BycX1/7DoAF5zqMN6/rO+pQkr+HW7ukfuXz73K55oYMKthzOBwimUyiUqmIn6jfQ+Qz6TtVMTs1v1FrqJ9KzHlpo3g2m/0LgB/iiPjLV3mx2WwmKIZlWzE6u7rJlTw6ltr4ozEJZiGVz+eRzWbx+9//HtVqVYqrWq0m3Dlc0bp58yasVqs0kUknQGVFrvC1Wi15kNQp6irYon2HzZJl+fwsznnQMCk6z1/URnGv10OxWJTngA1hEu2fFTSkiAwT7lAohNlsJmvkXE8nLQWbw2eFcJblul3EFuU7HDDwOl6nzb5bj2LCbLVa4fP5UK/XEQwGv5c02+12bG1tyQFos9lQLpfnaGfof2qMUBF+3W53bmABYC4JUpEjP4UCbNExh/RB1+E7TFj7/b4UQ5VKBc1mUwSmvF7vHFKUVBm7u7symDw6OkIqlcJgMBDEDlEfZ2OEeu9X2Q9exxbtO61WayHiLhd9Pa7sttttlMtlpNNplEolxGIxSaD5vfzDovvGjRtwu93w+XyoVqvwer2y6VSpVFAsFuF2uyUHOSty+XPzlbN2GXGH58RlXFv6y2g0QqVSQTgchtVqlXVvwzCksOJgWvUZTdOQTCYRiUTg8/lQLpdRr9eFVq7Vas19DjZwGGuISuXv/TnbIn0HgGwHLNJ36C+TyQTlclm48P1+P+x2O+7duyfnpFo0EzThdDrh8Xjg8/kQi8UwGo3gcDiwtbWFbreLbreL4+NjlEoltNtt0W5RN5vUgfgqUmJdhi0yT+aQaBHDP94vtSZqNBqyebu5uSmALPW1eK9N00QwGEQkEpFNOAKFnE4nYrGY1FwciFKsmWcuPwfPRVUsa+03i405atPsTa4tG3PMK1wuFzwez9wGZTAYnBPlVYdIs9kM29vbOD4+Fsot6nhMp1O43W5Eo1Gh9qTfcMjA11b/nKfH8HO2RfvO2Tj/qsbtJdbJrG04jFJzX37/eb28yWSCra0t5PN5eDweoXXk9xLlTn/hMJ+1vDpgUM/Ls19fRbuwmN2ibBkvFotsIocDgQACgQBsNpvwiKorVYSiq0IfzWZTED0s6EkTQcEfHpqz2QyPHz8GAEEbcSLCf+fPqE0g/tvP1Zbts1utVlEMp+qry+USahE2izmEsFqtiEajcDgcCAaDCIVCODg4wL/9278JDQlRfmebf+SaY4MYwFyD56xI0U8hOC3KluUasFB2uVwIBoNIJpNwu90olUrY3NycE4Khb8XjcQQCASSTSdy+fRu3bt1COp0WRLLT6TyX+ubs616kAbgs12lZ7DxkynW8B3J/fvLJJ7h165Yg0IFTblBSlFitVkGm37hxA6FQCB988AGq1SqePn2KL774AjabDcViEV9++SV0XcdgMBCKhB8awq194tXtOnyH5wbPiqdPn8Lv96Pf70tOQz5Rfr/H45F44/V6Rfyu0+mg1+uh0WgglUrh+fPnwtX95ZdfIhAIoN/vo1gsCsJiXYQvxtTz+zJfAzg9awaDAfL5PH7/+99LYdXpdBAMBmGaJqLRqOTGbrcb4XBYht7AKRd3r9eTZh8Rxa1WC4VCAblcDn6/H9VqFd988434DrUm1Liz9p03s8vyHf5OPuekP6tUKsjlctjf38fOzg68Xq+IfAOQdWCKDMXjcezu7iKfz8NmsyEWi4k4WT6fR7FYRK1WQ7/fR7PZRLVahc/nE60WbjNwc+7smbX2n9e3RaPfSN3FTUg24nq9HjqdjuhykGuWzRbgVI/m3r172NjYwNHREcrlMnK5HFKpFBwOB3Z3d8Ufm80mstksarUaJpOJAKy8Xi8ajQaOjo5kwMk8+bxcZ+07r28qivJNjPdkNBrh+PgY4XB4jtaGGk8qnRH/6Lou8ebDDz/E9va2bNlWq1WcnJzA5XLh9u3b0sTrdDool8totVqCMO52uzAMA+12GycnJ/J6Z/mxz/v8a3s9e5O4o6KDuT1bLpeRSCTg9/tFF02l0lJ/zm63I5FIwDAMJJNJaJqGeDyOarUqW/2FQkF8h725Xq8nuQ7PsH6/D9M0hcpR9R11kLJqgJwrbRSTg0jt+i+DsVAiophNOhY+Z7mJ1e9XBT8YQFR+SHK/cRp+dtLKgEOHpTMTrXPdjYplMct3ROW8dsuEjqV/MDEyTROmac6tx/B7uL4QDAaxtbWF4XCIw8NDWZeYTCaoVCryjNDUAHO2IFfXI9Svrxt/L3iBmaBet99wKk7ENwsiUkQAEL9ROf4AYHNzE8PhEH6/X1bEuY2gaZqsuqvr5erBeJ4v/Nz948eMyLnpdCoc8tdhFHY5OTkRcZhWqyWbL4yLPIe4dkWRTZfLJRsKFDhLp9OygeB2u0U0i+fOohL/n6sRqaui0q/CiBYHTukAstks3G43jo+PZfCoxpez/JBWq1WaN2zIEJnBRuHJyYmcT9yY6nQ6c4PNRTcdfk5mtVrh8XjmAAiXZcwn2u02jo6O8M0336DZbGJ7e1vuH7cW1GKdiJvZbCac6IZhwGq1ot1uiygqkYFutxuapgkPPgfpjUZD9BPWvvPmdpm+w9pFpTNjA8bhcGAymSAWiyEWi0l8YS3EvJfvkZQlXq9X/IFnW71elwK80+nA4XCIrgdwmgs7nU6hhVqLm725XcZ5RcBTs9lEoVDA0dER7HY7xuOx8JEWCgVsbGxInsL7yO0o4DTvJQUFV8npY/RH0zSlsUM6SIfDgXK5LFQpk8kEDocD3W53jodfHays/ebVTX2eif5+HVPrFTZxG40GqtUqWq2WgCDUngrPIXUj3G63C5rYMAz5PX6/H1arFZubmzKU4MCSFF1s+LlcLqFro5/Z7fY54N/Zodzad17d2NchIOZ1fEe9D06nE5qmCRcxN5fOCjIDEPAnANmWI90jB+jc0Ds4OIDVasXu7q74Hqk/G42GxJ3BYABN02Q4wbij0oieR5+07L5z5Y1iXdfnJtPLYmqjmCs4RMqc14RTAxMbPGwu+3y+uckXDz82x89ymvD3DYfDc0U/lt2JrsKsVqusQy6TOjLvDQNHKpWS4ooT87MKwuRY2tnZwXQ6xdHREcbjMTRNg9/vlwEDOY9VdPCPfe6z6xRrvzk9DLxeLwDMIfOvwxgPSDPCtdxarYZSqSTvjcT7HB7xQNvY2IDf78fm5iZM00QmkxFUFgCZfp9H77P2hVc3UoMALyg6rvo6Mpkdj8dIpVKSBN24cUMQxETlqJNzfh+TJ4/Hg83NTVQqFXg8HhwcHKDX6wky4/DwEJVKRWhazhtMre3ixm0kq9Uqz+NV+A6ff+YiqVQKw+FQVry50UBfYb7BItputyMSiUhC6/F4EA6HcfPmTeGIPDg4kM+TSCRwcHAgK+MqWktd9V3bxY1bbXa7XQZUl+E7fL5Z8BBtt7W1hY8++ki+xzAM8RmPxwMAwl/M3+F2u2G1WmGapqDRi8Wi+BHpBJ4/fy75UDwex9HRESqVivCjqkXU2nde3S7Td3hPGo2GrOXmcjnU63U8fvwYk8kEt2/flsEBRXTVNXKHwyENYcYJl8sFi8UiKC42Fvlz7XYbLpcLx8fHQs8VCoXktVWeUa76rn3n1cxqtQqNyKKEjBlbqtUqBoMBPvvsM5imCcMwpOlfLBbx4YcfIh6Pw+fzzQGxOPje2tqSmoiUE9QSos5PLBZDrVZDpVKRe9/r9aDrOk5OTqSRye0sbm+qfrM+r17PmCdbrdY31vNQNxfa7Tby+TxcLhfu3LkDn88HwzAkrnW7XUGAUjCT9XYgEIDb7cadO3dE0DmZTGI4HMI0Tcl9SKVTr9dRLpfn/MHj8SCTyciwq9vtSlOQzWoKb64Bfa9n3GTjc/w6NRbPCQ4bg8EggsEgrFar0MKqHMbcLqDfzGYzAUlw8MDfQd/58ssvMR6PEYlE5HVnsxmq1arU8CqdVjabRS6XE2Cs2+0W+kDStKiUhsvuN1feKFbFmlS023UaUThMVMvlsqx7e71ecSL1+9Wmnc1mE+7HXq+Hk5MTmaypwePHGjcqAvCHvufnbEweGJiXwXfUA42E+8fHx7Db7fjggw9+ULkZOP08Ho8HsVgMDx48gM1mQy6XwzfffAMAkiTxc1+EN+y6r8cyGgc6Z5XXr8uIiGcSpOs6isUi/vjHPyKRSOC3v/3t95RZgRcc10yGLBYLOp0O0uk0KpUKnj9/Dq/XK/Q3wIu4tvaL1zP6zmw2+97a0lXbbHZKOZPJZCQp3tvbw8OHD3F0dATTNHH//v054VWeUbquS2HFIQQFNZvNJlKpFBKJBFwuFzKZjLwmkUXrBPjVjUiJs1zzV2UcTI9GI7RaLXz88cfY2dnBzZs38d577yGZTOLGjRtoNptwOBzY2NiQYTlRo5PJBFarFYPBAIPBAKZpCq0StRmOj49lMHp4eCifvdFofA+dvraLGQc9jPWXDapQAQ3ZbBa9Xg8ejwfT6RTtdhuffPIJEokENjY2ZFgZiUTQbDZl1ZcFOuOPpmlwOBziJxSGJldgr9fD4eEhLBYL/H4/jo6O5MxrNBqyNbb2nVczAipYk7CZsUhTm7E8LzgM29vbA3CK+NR1HeVyGR6PB16vF6Zpwu12fw9ZTN9hc9nv90PXdUGms+kzGo1EcPHw8BAulwutVgvHx8cAsPadNzAONu12OwqFwkL9htu0n3/++ZzAWLfbxZMnT1CtVnHr1i28/fbbcsYQ/KA2sHVdRzQalUax0+mUZp9hGIjFYsjlcmi322i1WgiFQnC73UIlMBqNcHR0JM3GTCYjOXa9Xhc06dpvXs1sNhtCoZBsF7Eufl0j6KrZbKJSqcDhcOB3v/sdIpEI4vE4TNNErVbD48eP8dd//dfY3t6WDV76A0F+bAI6nU7cvXsXk8lkLkeeTqcIh8OyUUPfYSxqtVowDAPj8RiZTAahUAi9Xg/ZbFbeL2MOt8TXdnEjMMFut4voPOvXVzU2gNnHY86dzWYRCATk781mE5lMBg8ePIDf758D8rG/xKEmh+PvvvsuJpOJ0OSouUq73cbz58/R6XRkqGmxWHDv3j1omobJZIJCoSAc6/l8Xvp93Ahe9jr9yjmK2chYtovCaSKDXL/fF36l8XiMcDgsTqIaG3lcvTMMA7quy0ow1X1p62bf69sy+o4anAaDAVqtFqrVKvL5POx2O0ajEbxe79y6L5s4LKgikQiq1SrG4zFCoZCga1R039pez1jQLFMgZgOPPI6cSk6nU+RyOUFxsTF8FmEBAKZpYmtrC7PZTIonDpq4GsrPvbbXt2WJOTyfBoMBOp0OstksnE4nAoEARqORrGaGw2EpvlWRB5XLze/3Y2NjA263W9aU2VggGpWimGuEzesbEQbXhUQnN5rFYhEEBbdWuF3Booi8+WxQcpsBeLFtNR6PxXc6nY78bofDAU3TRHmeVClMuq/72VlFo7jKVZz96vpjr9eD1WrF8fExPB6PrP6qlCVEVFFgNxwOw+fzSYHEQhyAoNSZV29vb4t4zWw2g67rMAxD/GY8Hsv5dXbrbm0Xs7O0dos2dcONooX9fh/Hx8eYTCb4j//4D9l6GgwGc/HG5XLJmi6BH+TYZ7OY/uJyuWTd3GKxYGdnBxaLRZrSpmnKQIq+wy0Z5j1r37m48Tou0m9UhGitVkO320Wv18P+/j4GgwFKpRJSqZQM5cPhsGwwcPCkaZo0HvneptPp3GCTzZ3xeAxd1+cGEDdv3oTD4ZAaoNlsyhCcCFL6DZuHfO9ru5ipK/Vvasx1ieBlPGBTjhyw7XYbtVoNmqah3W7LPXe5XHP0EIxVKrUJ/Yu5r9vtljOt3W5LvdVut+F0OoW+gHQ4/LzsFbG5vd4Cf3U7S8fwOsb73O/30Wq1kM/noWkadF2X/AWADK7JRU06CrUBrG758+8EAnLwoG786rouguNELzudTvT7fcmbnU6nDD7ZL2LPiD2kZfadK20Uz2YzDAaDOWGuZTEGJyao9Xod//RP/4REIoF4PI7f/va3CAaD8Hq9c0U3pwzBYBA3btyQoMIklyTpi57q/9xsNpuJOvKyPEz0ASYajUYDDocDmUwG//iP/4i7d+9iY2MD9+/flwGC2vibTCbQdV1Wq/x+PwKBAL744gscHByg3W6j1+vNiSCu7dWMxUyn01ma68cEuN/vo1Qq4dtvvxVeo/F4jIcPHwqCS9M0WbFj8jKZTOD1eiUBjsViuHnzJr766isR7iDP39pe35icdjqda6csofFcyWazaLVaKBaLcLvd8Pv9qNVqeO+99xCLxQSVRZ4/0iRNp1MYhoGdnR1omoZoNIp33nkHjx8/xvHxMXRdR6FQEFGhtb2eTadTVCoVGRRfR+yZTCbI5/NwOByIRCKSzD569Aj7+/tSLJmmiVwuh/feew/RaFQG3WzyERndbrfh9Xqxs7MjwkHvvfcenj9/jlwuh0gkglwuh2w2i3K5/D0e5GWJv8tuk8kExWIRrVbrypGRpKH4/PPPsb+/D9M08eDBA6G0aTabc8UU85f79+8Lqoy0FBT6nUwmaLVa4k/1eh3T6RTvvvsuDg8PUSgUEI/HUSqVUCgU5Bw8j7d4bT9uRC9dtu/wftTrdXnGT05OkMvl8OTJE2xubiIWi+E3v/kNAoEAfD4fWq2WNICI2DMMA7u7u0I7wKGTx+OReozNIYqTTSYTvP322zg5OUGpVEIymUSpVBL6G25TsLBf+87Ljci7y/AbFbTQbrdRrVZRqVREq+X4+Bjlchl/+tOfsLGxgVgshl/+8peC6lMFmz0ej9RO8XhcxFgplkdKk/F4LI3FcDiMZrOJ8XiMe/fuIZ/Po1qtIplMCoex6jdsJq5R6RezyWSCdDot13BRlCVc5y+Xy7KJQGqBeDyO+/fvC5d5vV5HOBxGIBDA7du35fzwer0SQ0jF1u12hTrHYrFA0zTYbLY5yi3Sk2xsbKDRaGA4HOLevXsolUqo1+uIxWKoVCool8vSz1J1pS6yAbw2CFL7TbitgRfAiGKxiHa7jXa7LYKrAFCpVJDP59FqtaDrOjY3N+X7KpUKfD4fPB6PbCywcU3ADCmP+P8cbOq6jnA4jEQiIaCifD6PTqeDvb09VKtVoZool8vClV2pVFCpVOQ9qo1i/v8y2ZU3igFIs0P92nUab9BgMJDpg2EYIgYxHA7x6aef4tatW0gmk7LKy+SZ1BSJREJEhMbjsahBk/9NRW6s7dVM9R023a/7OvIwmE6norzbaDTg9XqFb5qk5ru7u0gkEnOcopxGORwOAJDVGovFAq/Xi16vh3w+j1KptEZnvabx2abfXPf1I2qL6AW+HzZsOOFmwbW7u4tkMvk9LlpSUXASzrXMeDwOTdNwcHCAg4MD+bd1sfTqxmeb9+k6rx+T52q1KrHFMAxBkvt8Pkm0KOSxt7eHZDIpZxXF7xwOB3Rdh2maIqLpcDiQSCQQi8Xw5MkTPH36VJLwdbPm1Y0FAxEF12VMPGu1mvAlM8ENBALodrtCWWOz2RAMBtHv9+W8IiKdDRyVY5ToCofDgXg8jq2tLRwcHOD58+eo1+syaFDXANf+83Jj0UPE03VcMxbUo9EIX331FcrlMorFonAV67oujZt+vy+bCt1uF1tbW4hEIoISpPgdt+5CoZCgeNxuNzY2NrC7u4uTkxOkUinZsqnX68LPvqYTuJjxzCJS6qpeE4AU161WCycnJ6hUKqjVarhx4wa2trZELI2+5fF4cOvWLQCnonbdbhexWEzOLyJGDcMQygKeRw6HAz6fD81mE7dv30Y6nUYqlZLC3+l0Su6jcsSv/ed8U2POZfiNWvtSKIpnZL/fF9RoLpeDaZrIZrNIJpOIx+MoFAqyYckhw9bWFoDTQVW320UwGJT8maAKv98PwzAQCARkO9NutyMej6PVaqHVaiGTyeDk5AT9fh+1Wk3yaW7FqMOGtZ1vlxVzGCc4JGDtwyYgua4HgwHS6bSIyN+5c0eAWRsbG7Kl0u/34XA4ZKA5HA5FCJGbdeznRCIRoVjqdDqCKKaOB+kL0uk0ZrOZ+M5wOBRqwbXvvNxU33nTa8UeHim0PvvsM6RSKdlaCYVCcv9Zh3c6HaRSKRlE3Lp1S5rA29vbMtgcjUaw2+3w+/2CTB8Oh5LX0FwuFxKJxNyGOfsOtVoNrVYLt2/fRjabRTqdxueff45GoyHUSvT1ZTuvrpx6gnDtZUv6WIirq5putxvBYBBOpxPZbBamacpqJoC5tRdOxylKR3J9TdMEjr5u9L2+nR0yLMN1VNdaBoOBTK0nkwkqlQoCgYCgzjVNE+Q58ALhx0LK7/fLqkSpVBJuNvIALkOzapVtmfyGBZWKLiePablcRqFQwHA4FFEYl8sl/qH6DQdVXFNut9uwWCxSoHFoxaHcOv68ni3LeTWdTkW4h/cdeMFFHQwG4fP5ZBDBmOP1euXc4movB1Xk7uagATjlXCsUCtB1XabkyzTYXSXjc32d141+QzQecFpgs/ju9XqCxun1eiICxEaepmmCvCEdBf/L4lDTNBiGIedgIBCQtUz1fQBrH3qZqcPD6xwyMJcplUqSH3MV3OfzyVCcm3bc+OIwSuVFV9Hp1POgD3k8Hvj9fgCntAkUjGFsYuNmjUx/uTFHpO9c1bVSB4lE1HFNmwUwNxisVitarRa8Xi+8Xi90XRf+Rg6eeFaxccNYpPoOARWhUEjOsGg0KjlVq9US8aC1/bhdpd+wKc3X5AYuG4OVSgW9Xk8G1RR6Hg6HaDab8Hg8QkvCQRXrKBW4xaGWKuxLJKnP58NgMJDzOR6Pi99xRfwqRWhX2XgfVR2nRf1elZ+flEXA6RApk8nINm86nRbqz36/D7/fD5/Ph06nAwAiIM5cxuVyyXY7+zj0IZ5x3GzQdV2amW63G51OR3h1Z7MZMpmMoJNJaXCZIrQ/NVN9502vF2tr8ufX63URMGR91Ol04HA4ZOs2lUrB6XQKfRprbuZezD9UjSAOBdRNX9bxHIhyY5x5DM+5YDAIh8OB2WyGQqEgtBekxeD28zL5zpU3ihmol23awhs7GAwQCoWE54Z/ms0mTk5OMBgM8MEHH0hRrf68Sn7t8XigaZp8vkUH0Z+j0XdUmP51G98HV92o4NlqteShd7vdSKfT6Ha7ePjwoRRMfP8cNDDoBAIBEWLgFJX8Wmu+4lczFhXL5DdEUgCQmBOLxTCZTASJR3RfLpdDr9fDgwcPAECSWf7het50OkUwGJRiKRQKwe/3o9PpCBfgdDpdN4tfweg7mqah0Wgshe+oyrqkEiCtQLFYFFSN3+8XAQUqRqucfiyoAAgakFP9QqGAaDSKzc1NlEol4Q9d86Vf3Fh0u93upfCd2eyUm7HVasl5w2GmzWZDOp2WTZhgMIh8Po9Go4GdnR0RH2JCTD5r4LSZSaVo8hwHAgHcvXsXuq4LqoLovrW93FTfuc4zS81t8vk8isWibEGZpgnDMDCdTkWULhwOIxqNIpfLoVarYWNjQ+IOY4/KmU7fIVq9VqvB5/Ph7bffRjabhd1uR6lUEuqotb3cWHR7PJ5r2SRSfWY0GskZ9ezZM+GO9fv98Hg86PV6ePbsmRTPm5ubQrkSiUQkl1b1PVQqJYrjjcdjtFot1Ot1vP/++ygWizg+PkahUBAU17pp8+NGpC9rjcs25sDqMJFDIbvdjkajgaOjI7hcLni9Xtli4eBpNpuhWq3C5/PJ5guRxTyPmO9SNBF4UYeT95hct7/+9a9RKpVwcnKCYrGIcrmMer0uTZ617/yw8ZlXeaAX/buBF+Lx3JDiuUPz+XzQNA35fF7OHA4x/X6/oEYJhPB6vQiHwzJIJ10bN3wByDYM8IJqkrpV/X4fvV4PH374IcrlMo6Pj1Gr1VAqlUTU77rzvmU3NnWpafCmz5pK/VEsFuX5L5VKIvrtdDrx6aefCvqYtJ+apuHk5ATAaZyIRqMCgDBNU8RZQ6GQbEaRcYAaDfwMqq4QYyu3Y1hPDQYDfPTRR+I79XodxWIR1Wp16TY4r5x6gqID142yOc94Y5rNJnq9nigY9vt9GIYh4lPlclmmk6pTqBMpJr+kECCJ9TLd/FWyVfCd6XSKer2ObreLZrMpZPiGYUiBns/nBRHIhEYVKuMUyjRNJJNJSWS4yrA+fF7Nlt1veFA1Gg30ej3h8avX63j48KGsruTzeUnCAoGAoIpVHlBd1yVxrlQqaDabgkzm+u4yXoNltVXznXa7jeFwiGq1ivfffx+1Wg3tdntOQZ40JuS9pjmdTqEj2NzcFMEOruSVy2Xh2lq267CMtqy+w7OD8aBWq0leMxgMkEwm8ctf/hLdbhfAadJrmib8fj9u3LgBXdfnVJ8BSGFF+i0i0FlgHR8fo9lsSvzh+1jb+baMvqPmHRQi6/f7InbXbDaRSCQk1yHwguvA29vbwn191nfITUvaLW5e6bqO/f19FItF4YlcluuxrKaCFq67OcrXZjxQhWHr9TrsdjsKhQJKpRLi8Ti8Xq/Q1fT7fUEcU3jV6XSK39Bn6C+xWAxWqxVerxelUgnBYBAHBwdIp9PSMFhrxfywEdl7HX7D1+K5xLyGTWO1BhqNRrBarUJNEYvF4HK5UK1WYbVasbm5KX4TjUYFoX7WbyhaF41GBZxTq9UQiURweHgIXdeRyWTQ6XRk6LGOO+cb7xubfFeBRmczkGaxWGSDAHihA8Phgd1uRzabhdVqxcnJCeLxOAKBAO7fv49yuQyHw4EbN27A6/XKmUU/YRMTPQGdEQAAIABJREFUgGxFTCYT8Z1IJIJGo4F4PI6TkxMcHx8jnU6j2Wyi3++LYNnazjcVOPWm10n9eTWuqLWSzWZDs9mcy2koOEfNMYqukq7i4OAAAGSDxe/34+bNm1JL7ezsSNwhX/pZlDR9h+cVEejJZBIbGxvI5XI4OTlBPp+XHiRFf6/brhxRzGbpsqqpz2YzoYog+mE6nWJra0sax9VqFXa7HYZhzCk8qysMXI3xer1oNptwOBzC5ba21zMe1tedAJ9nfF9c/+cBMxqNsLu7CwBCLUBUDlcZGFRU3/F4PAiHw0K03mg01jzFr2mr4DccJPD+DgYD3Lp1S1amCoWCIFwp6MFEhocd/SYUCiEajaJSqaBUKslGhKoCvLaLGQuXZfUdCkVZLBbUajWMx2N0Oh3cvn1bzlhN02TIROSwy+Wa8zduORiGgUgkgl6vh0qlIskV+fqWJXFZBSOCdhl9h0IdRI9Vq1Whorhz544MBWw2mwwZQqGQ+A4HVADmYhGplcglqgqJUv9h2a7FMtoynlmMN/QZNt0sFgv6/T46nQ7u3r2LXq8n6+TNZhOmaSIQCMythdPoOwBkJRMA3G43ZrOZrH+n02m5Fuvz68dtESryizL6DAXGeO/YPKHvtFot7O3tYTAYiF95vV74fD74/f65GEPjwAoAAoGA0FMQacyhwsHBwVpk6gK2DNov9BUAcsaQI9RqtaLRaAhIq9VqodlsIplMipAYAPj9fvR6PaGCJBiHplL5EaXs9XoRCARgmqbkRIFAYG7AsbbzTe3nXIXv/FD85zbFZDIR6iNuE3i9XmQyGaHA4VDA7/cLDaDdbkcwGBTaUdbkas+G/Z7pdCoxh1y3oVBINq3C4fCciONVXZtVs8vyHfV3qdSLZweFvLfkLx8Oh9B1XajZGAdOTk6EfoKNYpUCklQmAGSgeVbMmfRb4/FYcp1+v4/hcIh4PA7DMOBwOPD06VM5q1RB3+u0K0cUL4Og1I8Z3yNw6kSFQgHtdhtOpxPRaBSRSET4RUzTlADD4klt9um6Lmr0PJjWSe7r2ar4jjoAyeVywgsZiURExIWHFUWleBipdAK6rgvHlsPhkGn62n9ezVbBb87e01wuJ0I+pJHgCvdsdiog5fP5pHBS11yIHgZOE+JyuYxqtSoF99oubkTZLKvvnDdwzefzqNfraLfbiEajIlgWi8XQ6/Uk0VEbfsCLhInieA6HA/l8XhBZAOY2aJb1miyLLXvcUVEctFwuh2q1ikajgVAoBJ/Ph2q1ilAohFgsBrfbjVgshu3tbeErZl5DCh0Wa1wFV7n6ueWwrCCBZbFljztsRKqWTqdlXTsQCAj1TTAYRDQahcPhQCwWw87OjvgOC24VxUjedG5Q7e3tIRAIoN/v48mTJ6hWq9f0qVfDltl3iEZnQc1G8cHBgeTKbNblcjkZeBO1t7W1BbfbLY0+dXBA2gSVM/LBgweIxWIAgH/5l39BJpO5zo+/1LaM55V6PjUaDTSbTXl/FosFnU4Hx8fHKJfLCAQC8Hq9yGaziEQiSCaTQse2sbExN9ykz6i8s71eT3hK6Td2ux1///d/j1arJa+5TNdnmWwZfEc9k5iPAEC320U2mxV/Yl/HMAxks1mJOfl8HolEAtvb2xiNRggEAgiHw5LnkEebZ5bD4YDX6xWgzmw2w/379xGJROB0OvHxxx+j2WzKe1r7z/l2VVse5117fo3gUOB0iFmv1wGcAii+/fbbOd/x+XzweDxIpVLCe1wqlbC5uYnt7W3cvXsXpmnC5/PNDRpUtD1zoFarheFwCJvNhjt37iAcDsPpdOLv/u7vBHS4DNoMV44oXiVTVzSLxaKgtXRdh9VqFf41XdeFi4SoCZLoh0Ih4R0lsma9/vTzMCLwSqUS+v2+CNNNp1NZWSBqi5NIIid0XcfW1pbQluRyORHGW4sC/bRN9ZvBYCBocm4kkEdO5QclBxIVe4kCjMfjso5KBfk1quana0yQK5UKhsOhrGy3222Mx2MYhiEKzkRAkJuYQgx+vx/j8RgbGxuiBt5ut+V8u+z1wrVdj9F3eF6RRon/1XVdEOXJZFLyHp5HFPmYTqeIRCIiatdut79HlbP2nx+3Vbs+9J1isYhOp4NarYZ6vY5QKIRmswm32y0CPxsbGyLMqvLtE01MwRkiA7mxx+9bDzx/3Jbdd86uB1OQKpfLodlsQtd1VKtVBINB1Ot1uN1utNttWfcmfQmHDep6OHnRDcNAr9eT1yEl4Jr65odtma/J2ZyDW3ez2QzZbBaNRgNutxvVahWVSgX1eh0OhwPRaBSTyWQO7UlfUOMOxau4wadyYqtc8Xzttc3bMl4TvicVpa4CIqbTKbLZrMQcDrdZp0ciEYxGI3i9XgEHnqWKpI+owwf6F8X11voeq2HnPd/cvFOpa0iDA5w2mKvVqtRYrVYLTqcT4XAYo9FoTgCaMUXViGEexJyYFIChUAjhcFjEy6+7Zr/yRvGbftir7q4TAVoqldDpdFAulwWmHo1GRXCBhRADBxUzY7EYGo0GarWarF5e901fVVtF3xmNRiiXy2g0GuJDw+EQmqYhEAgAwBwanZxrhmHgzp07ghA5PDwURAaRxWsfupitot+Mx2NUKhU0Gg04HA5Z/5/NZvB6vcKppDaJiUZPJpOC1rl58yasVqsUTVRwXdvFbNWeMRbetVpNeNKZ/I5GI5imKUgLh8Mh4g7ACz5au90Op9OJu3fvAoCILDBRXie8F7NV9R21WKpUKqhUKkK7Rd49p9MpxfdZtXmHw4GtrS1pHGazWbRarXWj+CdszFMqlYps0JmmiVAohEqlAqfTKQMHu92OQCAAu90u3LPqqm8oFMJoNEK73UYmk5EmEdc81/nzT8uYJxeLRWne+Xw+BAIBlEolOBwO1Go1dLtdyX8oKuV2uwVlbLPZ4PV6MZlMhN+R9Ru3PtWtvLUPrbYRUEHxMpvNBr/fD7/fj3w+D5vNhmQyiV6vh93dXei6jul0CtM0pT5nbq/rOoBTyh82ESeTidC5kYppvQ2z2sZnnhoAo9EIpVIJdrsd1WoV+Xwe+XxezqvBYIB4PC5USKSMVClHNU2TzTx1OEU+WzYW2fBb2+rYec3jbrcr4szVahUOhwPtdhulUgmFQgG6rku9FQwGpb5irkP+7NlsJo1ku92OwWAg/xaNRtHtdlGpVGTL8zoBOlfeKF5U00XlHLrMwpVJKYWC+v0+/H4/ut2uoEEZNNRJQTAYlAnTYDBAp9NBPp+fW4m4LlvVQk0lB3/V969OhM5bBbgM45SRSM7xeCx+RDVdvhfyJAEv+PkoDjQcDnFwcCArvcAL7tSrtlX0nTfxG9VUrqrLvgYsnsjt1+l0hPuRrz8ejzEcDqU5Q59hIQ4Av/rVr+Dz+SQhUkWlrtJ/lmF95nVMXTlblfdOKgAWO51OR/yn0+mg3W6j2WwKpzFR6TzDWHj/8pe/hN/vx2w2w/7+PgqFggh1qlySazvfOPhbNRSbutJNIaFWqyVbVdPpVHIcio653W7hEnW73djb24NhGPB6vfjqq68QCAQwnU5xdHQkQ/NVuR7XYfSdVROvVX2H8cbj8SCTyaDdbstmXSgUEooKwzCQTCZFeCoSiYhGA/mN2QRMp9N4/vy5nI1r+76tYtxRzywOtl0uF9rtNo6Pj1GtVpFOp5HNZuHz+eDz+YQrcmdnR4pwv98voqymaUqh7vP5kEql8OWXX6LdbqPX663954ypfrMKPgPMC6lxQOB0OtFut3F0dIRSqYT9/X1sbGzA6/XCMAzEYjEEg0HcunVLNju9Xq+IQRuGAb/fL3zXR0dH+Pzzz1Eul0VkalWuz1XZqvkO402/34fNZsN4PEa324XT6USr1RI6nEePHiGRSEDTNGiahkQigVAoNCdk5vF4oGma+BDPNL/fj5OTE3z66afIZDICGFulWuIqbNV8h/ev0+kIqKbT6cDpdEquU6/X8e233yIcDkPTNLhcLhFQ3NzcFICF0+kUX3S5XEJrYRgGMpkM/H4/Dg8Pkc/nUalUrg2ZfuWNYq65vk6HXG2sqU2by25eEeFHq9frKJfLKBaL6Ha7wiOraZqg+3RdnxNjYALDwHRdD8Uqi+lxgqeueVykAXWez/Dvl30P+F6ZlHY6HVQqFWSzWVF4Ho/HSCaTEjCJfqByPNEVtVoNXq9XAtVVCyysou/weqoHEZv0wMuLqOv8zOqB0O12UavVkMvlUCgUMBwOUa/X8eDBAxEKAl40xSlMFg6HUa1WZY2FtAPX0SReNaNCNkUp+RyvQtNbPVtJe1MoFJDNZtFut1GpVGCz2RCNRmGxWIROiT9jt9vh9Xrh9/tFVLPX68Hj8cwNLC7bVuFa/5BRvIJCgqviO8A88obIBsMwhFbA4XCg2+0CePGcjEYjeV64FcOGYL/fRyQSQalUQrvdnuMYvUxbxcEmABHjISpyFX1nNBoJdYnb7Uar1UK5XBaFetInEZGjikPTfwzDgM/nE+Gher0+t+p7WddiVa71eeZwOERkaVWKbxrvK32Hg0tSCYzHYwQCAeGQdTgcqFar8Pv98ndSmHDtOxwOCwWKaZrCf31Z/rOqvqPGnFValVdzHYKyVApIq9WKbrcL0zQRDoflcxaLRRGV4pDcYrFA0zRBA4bDYbTbbYRCIfT7fRGfOo/j/03tKoEoizan0wmn0ykAulXyHb5XUo4AQCaTEdRnvV6HaZoiYGa324V/XwVYcJt8MpnA7/cjGo1iMBggEokIUGM4HGI4HC6cR35VYw7wwnd4Xq3CAI99BBoFxQHANE3Jh+PxOLxer2xq2mw2lEol+Hw+mKY5t2XndDpl4yEcDmM4HCIajcpwikBVAr0WZRfxnSttFLNpA7y40JwG8ms/9rNn/6jGw0ItDBb50DD4jUYjpNNpWau7efOm/Du5jrjSywMqEokgHo/L2i+h69cxWVrVwkldbaXfDIdD8YWXXcvzfIZfv4pmMRHFpVJJJpibm5uCwqJ4HX2IAxWq8cbjcWkWMlEhR9dV2Sr6Dg9vu90ugoCTyUSC848VUmd95jo+OxPSWq2GyWSCRqMBXddF0fdv//Zvcfv2bSmSVPoSj8eDUCiEeDyO7e1t4TtiMnNVB/Iq+g1w+r6JGuBBzS0SACtRhE+nU+EnrtfrQjvCZt29e/dksk2ePj4b5FmLRqMoFovo9/sIBoOSuFyFrbLvUD2ZPNEXjTvLYrPZTPium82mNIaZrO7t7cnZ5fV60ev1pGkMQMReIpEIptMpWq2WoANVwMBlmTr4WCXjWr1hGMJ/p24grUohxWFmq9USjnPypm9sbGAwGMDj8cDj8SCfzyMajUqOxy0Z0zQxHo8RjUZhmqag1JmLX2ajeJV9x+v1olwuS2NilRoJs9lMGnLNZnPOd8rlMmKxGG7evCkIvoODA2xtbQnfIwCh4SKyz+/3Sx7NGuyyYvAq+o4ac+g3FwXiLItxA4b8+hS/GwwG0tjb2dmBaZrQdR2PHz/G3t4ePB6P5M08vzRNg2mastEQj8dlM4uNvstoFK/CdT5rFotFBnqFQkHo7VbFd1hj8awqlUqo1WriTxsbGwiFQtjc3ITH44HT6US5XMbt27fnxOhVnRieU36/H7FYTAaj3E5vtVoLPcdXlbvfYrFII5XaGKuQ39BYRxeLRVSrVaEsmU6naDQa2N3dFd9xuVywWCwolUrY2dmRPo/qO9SnMgxDNmIikQjG4zFsNpvQ2BJAsAi7iO7MlTeKgVMEJZM98gFdpNFns9kEPcemz2w2E3EnBm/1dfg7F9WUZYO7Wq3i2bNnSKfTkpSokzSiQr1eL5xOpzSs1GbOddgqBhPVhsMh/H4/ptMpOp2OXPMf+1wWiwVWqxWGYcBiscxN9IiuPOsfl3W4TSYTafr967/+KzY2NrCzs4NmsymJGvBC1I4/Y7PZ4HK5REBIpV65KltV32Gy6Pf7MZlMRBhFRWqdHTKpxuGW+nxfdVLHVZfRaIQ//vGPkoTs7++LP5imKbQB5JJlE4fTcP7bVcafVfUb4EXxYZomJpMJWq3WnPLxy/xgWZJlNpuePn0qjeGvv/5ahgfj8RiRSARerxcA5pKWcDgsgywmxj/2vCzSVtV3LBYLRqMRGo0GDMPAeDxGq9WaQ7CsirGhUiwW5Sx98uQJGo0Gut2uoI5v3LgBl8sF4EWjxufzyWCL5+5Z2qXLslW7zjSLxSLFtq7rsp64ShQUNOZVtVpN7vfh4SGq1SoajQZ6vR5u3LiBnZ0dWdtVBYOICGw2mxLDOPi9zOJ4lX2HgxzyIaqcvKtUhNN3Go0GgNP3n06nRShxNBphe3sbm5ub8Pl86Pf7gtqi73S7XXS7Xcn3KSDk8XguTathVX2HvM5sdqk10SrFnfP8hhuc9Xodk8kE+XweiURCkJ8qhaTT6cRoNBIaJebQkUhE8vDLoN1aVb8BTtG4FB4l8p+2Sr7DGq9SqQA4fe/5fF4adNPpFLlcDuFwWDiICcwh2phxxu/3C6KYSNF2uy2i5IvMn1cprp+1TqcjaG4ibFcx7pDKJJvNyt+Pj49RLpdRLpcxGAyQTqcRDAZhs9lgmuac7/DZ0TRNqGsTiYRQSX766aei8bDI3PkivdFro55wOp1yYVl8XCRQEuZPQTlOQgn1VgsQcgGT8+pN1QNZHJN3tl6vo1qtwufzibrqdDqV90h0KFFpmqZJI2dV17GvyzgomM1OCcCplMx7+bKGDH/+LA0FEQjq9539PYtcMyIyot1uC2l+IpGQtSbDMObUMUl0Th4kh8Mx9xlWKZBehxEZOZlMoOu6rDTy3/jM/tjzuCzXmfzmRHy4XC7h+9zc3JRkgYgsrm2eFXy5rkHDqhmfwel0KuuInU5nbothVYRx+F6bzSYcDgc8Hg+KxSI8Hg+SySQikQhM05RGMYC54ZTH45FJ91UPGlbRmNMw1zm7CbUsA4SLGnMeNvAoWGYYhqzXca3X5XIJB5vb7RZ0DYecV9EkXmVT82FVXf1lA81lNdJk8TM0m02Mx2MpgGw2m/iIz+eTnMdut0PTNEHm8xzj+bX2ofONZ5PqO6tqKsWaxfJCcd5isSAYDAqgIhgMIhQKiSgiv87GMH2IX1Pj0Co9S5dlKriKehfq11fNzvqNOixgIwcAwuEwIpEINE0DgLna3e12S0xi7X42/qx9B3O58E/hfGeNDsz7znQ6RTabFd+i7+i6LnWmWncZhoF+vw+fzydDGLfbLU3BVW7uLsroO5PJBG63e2XzY+AFq0G325UcjppUHBSQCzsQCHwv7pxFpI9GIwQCAQHFejwetNtt6QEtKv5c5HdcaaOYa4rT6XROSZQNwB+DQHMazkJ9PB7DMAy43W4EAgH5mWAwKN/P9Vpd13F8fIxGoyFk4q/b+DvLoXVwcCAq36PRSPhWCDOnyEs8HsfGxgZGoxEKhcLrX8SfqVmtVlE79vv98gASwUR6hx/yHRa6AIQbT22azWYzmShbrVahRLHZbDJBXuQUeTaboVwuw+PxiEAUi20etizEQ6EQ9vb2MBgM8Pz585VEpV2X2Ww2+Hy+Ob8ZDAZyuBNhft4AiX/nfT97zdXC/azx3y7joOM6ab/fRy6Xg2EYuHPnjsRQTrVnsxnC4TDq9fr3Blftdnud6L7EqKJNISX6jsfjkYTwZaJuy3Z9mZT1+30Ui0U4nU7E43HE43GZYvOsdTqd0HUdwWAQ29vbwl/47bffrn3nJWa1WuHz+ea2jYbD4dywbxUFuXjONptNee+hUAgOhwOGYcjzQCSEpmnY3d2F1+vFaDTCo0ePkM/nV7qQvGzjdgjzDxYKLKT4DK/a88cziXk/h7f9fl9yoG63i1/96leSn7GYstlsqNVqGI1GOD4+XsefHzDmjMCLrQbSTZ0dbq6asUHDz5BKpdBqtZDP54Vq4C//8i/h9Xql7iOymCvO3ADlNuGqoawvy3i9+EwRQMGtxlUW4OKZxc9wcnKCRqMh/63X6/irv/orBAIB4S9mw8Zut8Pv9yOTyaBQKGA0GkkPg1QCP3ezWE55ndVaiFSc/P9VtbO+k06n0Wg0cHR0hGaziUajAU3TJAfith57CaZpol6vo9FoYDweIxgMYjQaycDr5+4/3LSn7zDucMi5ymcVc37mOoeHh6hUKnA6nWg2mwLaCYfDc9Sqbrdbtjg7nQ76/b5QLlGws91uX2lMvvJG8d27d3H//n24XC6cnJzgn//5nyVxfFljhYkOk0TyToXDYQSDQfh8PiSTSXm4u92u8Jxls1nhGPrmm29QKBRgmia63a4QjZP79mXr5bPZDL1eD7VaTdTjc7mcTJfUn2EjqtPpQNd1aJo2x9O8touZ1WrFw4cP8e6770LTNBweHuIf/uEfZB3/ZX5zFkFJGhD6B0Xj1Ekxm/zFYlF8J5PJyAOu0p+8ijGAdDodVKtVHB4e4s6dOzLwYMOPRn4aHj583bW93CwWC9577z382Z/9GZxOJw4PD+WZP7uBcN7PqpNNHmb82nnIJqIwvV4v+v2+cGlTAOxNClwOCIimr9fryGQyUmyfbViqtDvj8Ri5XA75fH4uxq3th031HYvFgoODA2lqqHyzizQ2oFWk8qLvFf2hXq9D07Q53j3ghd/zvTgcDuRyORHCu4y1y5+aWa1WvPPOO3j//ffR6/VweHiI3/3udxgOhyt9/RhTBoMBrFarPA8UEFIRITzDWCi6XC7J2QqFwrpZ/ANmsVhw//59PHz4EPV6HcfHx/jDH/4gG3Grbow/pCzpdDqC4uL/05csFotwXe/s7GA0GuGbb75BvV5fo/rOMYvFglu3buHBgweo1Wr/P3tvEhtXmmaLnRtzxI15juBMakxlVmVWdRayulDoh9r184NXhoG2YRiwgUZvjAcYhu2388JeeOXuld0PNgzv2vDKOwON7q5GI7sqO0eVlKmURFIUp5inG/PE6wXzfPojREmUGCQjIuMAhESJjLhx44v///7zne98ODo6wtdffz1TA6ZeB74Gnu/Y4m0YBjKZzEv5OItV6XQaALC8vIxisYhSqbRQpSswTROrq6u4deuWDGp//Pjx3IhSxnNndruUy2U8f/4czWYTuq4Lv8B1JxgMwjRN3LhxA8ViEdlsdsTeZEH2nWJ5eRlbW1soFAooFovY3d2dy9ihWtRms6FUKuHZs2diG9nr9aSbgSJB0zSxvLyMo6MjuFwuAKdrksfjkY7oH3v80H6zUCigVCphf39/bu6LWtBnJ3MgEECpVJJiAzs1WRyn2MvlciEejyObzaJYLIpSPRgMolwuC1F8Fffpyj2Kl5eX8bOf/Uy+p0rpPC9WVfCxisWJyKurq0gkElhZWQFwOnG50+nA4XAgEAhgaWlJfHS63S6sVivS6TTK5TKKxaKoFbgYvM7In5UP2lkwwaWiVX3zWAWn99N4C+oC54OmaVhZWcEvf/lL2XxYcXnd4Um93+ohlq1FHo8HyWRS2khUSwpd1xGPx3F4eIhqtYpqtSoTJ3VdR7PZfIk4OU8cs5AxGAzQ6XRQLpfFu2j896keUl/PLKtCrhqMm08++UTu43niRv398e9JgrDFGnhBJLPNMRqNytDKVqslycZF3z8+D9epUqmESCQykrCOrz8AxHaA/szzshFfJjRNQzqdxieffCLD25jgkSie9PONK8IZo5O0vlG7c7junKVuVcliFkT52hd4M9LpND7++GMUCgUMBgO4XK6JTywex1URZ/1+H1arFb1eD91uV4bzqtehksW05HI6neI7u8iBXo1EIoEPP/wQBwcH6Ha7UpieRSXxOFSyr9vtilCk3++P+MYyPqiyCYVCCIfDIx7FC7yMSCSC9957D3t7e+LbOy9FBuZRtOFi7HQ6HRkQNb4OURXa7/cRDofh9XrFv/k8cwZ+LAgEArhx4wasVqucV+eFCFXzYK6ng8EAjUYDpVJJCriqAEBVWS8tLSEYDMLtdotidLH+vIDf78fm5qbwIuzKnafYocCLw+gbjQbK5bIM3mT8MHaoqI5GozKrgQI1qkfnYU2+KHw+H1ZXV6VwPG+xo+5XXFO47pCP7PV60mlIwphF0GAwiEAgAJfLBV3X0W63rzwfPDdRrGmaFcAXAI5M0/w3mqZtAPgbABEAXwL4z0zTfO10ALaBc5ozBw2oBOvrQJKYJA2/v3v3LpaXlxGLxZBIJISMUc2xdV2XQ5rD4UCtVsPW1hYODg7w/PlzfPfdd0I+/9M//ZMY4Y9/kCkR93g8CAQCWF5exsrKCpaWlkYGufD10Jum0+ng2bNnMhWU1z4PH4Y3YRKxQ59eu92OSqWCWq2GUqkk7+mrPjBqXKneLiwy3L17F1tbW1haWkI4HBZvPHq6WiwWpNNp+WC7XC7k83msrq5id3cX29vbKJVKQgKepx2Ji0EoFEIwGISu61JMUK+73+8L0ZjL5VAqlUZM32dZmXYeTGrN4TCgWq2GcrmMfD4vCtzzKG3YoghAiDxd15FKpRCJROSxBoMB0um0LOj0Rq5Wq3j69Cny+TwAyHrwruQfk9TBYIBarQbDMEZIF8a8OhmelhM2m+1H0TI3idjh56zT6aBQKCCXyyGfz0s70UWSmfEiJItXtAdh1wkPw2cVId/1eRkbrVYL9Xp9xL+PQ5CY5KqDbbrdLgzDeKPdxqxjErFDe6xqtYrt7W3s7e1JMfo8w3sveP0ALq9jSV1bWAzr9XooFArQdR3RaHQkrkkC1ut15PN55PP5axsKetmYVOw0m00cHx/jyy+/xLNnz0YGsM76/VLjh6+pXC7LUCnmc5wfwXy/1WqhVquNDCKml/Os3xNgMrFjmiYMw8D+/j6+/PJLHB8fi/BlXorDLJQzZ65UKojFYtB1XWKH5z+e12gHSKKYg6PZWTbLmETcAECtVsPOzg6+/vprIcDmJWaAF+3gPGexgODxeETwRSKQBQYAcLlcSKdVcu59AAAgAElEQVTTWF9fR7lcRq/Xg6adeq3POia15lQqFTx9+hT3799HrVYTjmNewNihONA0TeEjWPBsNptiG8nYsdvtiEQiuHXrluxnOzs7aDQacoaf1fs0qdgpFov4/vvv8ejRI9Tr9bk7n6rCLp4dfT6f8APdbhf1el3ig+Izm80Gn8+Hra0tURzv7OxI7HEPvAq8jaL43wJ4BMD/w/f/M4D/xTTNv9E07X8D8F8C+F/f9CD5fB5/+MMf0Gg0kMvl4HQ6z+XVpx6SWa0hIcyquc/ng67rACDEHVtE6CnUbreRSCQQCASwsbEhk+xv3bolCenOzg7sdruQvGzVJtPvdrvFdzgajSIYDMLlckmlkdepaZokKA6HQ5Q386AKeUtcOHZOTk5wdHSEL774Ar1eD/l8XjwR35TMqMo8vsc8ZLB4QdJv3LtYHarSarWQSCSg67r46JVKJYkvAFKd5vONXxcf0+FwIBwOIxaLIR6PI5FIIBKJjPwOr1HTNNmg1GvisMY5xkTi5uDgAJ999hlOTk5QKBTg9/vFvuN1h0z1c6za3tBXKZlMYm1tDRaLRQi9UCgk09s5/MwwDBlSeOvWLWxvb2N7e3uEbDvvmqCuKbqu48aNG9jc3HxllwIr3C6XC0tLS7BYLMjn87JpzfE6NJHYef78Of75n/8Zw+EQxWIRfr8flUplxL7jXe4hC57q73JwXCgUkv2K3S8WiwWhUAj1eh31ev2tn2/8uRkT3JfYTcNp3yoBY7FYsLW1JcU1WlA0Go15jZ8Lx45pmtjb28Onn34qAyddLtelkn1qTI0//mUQsmoxk8WvRqMBwzAQDoclR+N6mE6nkU6nZQo078WcqWomumcdHh7CMIy5HH5DspjEjWEYODw8RDabRSQSkUF3zJcCgQDC4TB8Pp/s4SzQzsm9mci6w2Fd2WxW5rTMC5lOsKhJtXStVsP+/j6+++47rKysYG1tbWQwNPNmj8eDWCwmA6SpDJxxTCRuWMBj59C8FfGA0cGavV4PhmEgl8vhyy+/xNraGra2trC8vPzSkHO73Y5QKIR0Oo1SqYRarSZ51Izfo4nEDvfzWq02IniaN3CfIblXKBTw5ZdfIp1OY2VlBffu3RNhEQui2g/+6LFYDNFoVOxL5qCraiKxw/MU507NK3jG73Q6qNVqyGaz+OKLLxCPx5FMJvHTn/5UuqfU7neeuwKBgHCcFBNd1dpzLqJY07RlAP8BgP8JwH+tnb6K3wD4T374kf8LwP+AcwRFLpeTFiHDMOB0OtFsNs91saoCjxUbttACEA9gfkCBF4ooi8UilcBYLIaTkxOsrKzIRsGhRQCEUKlUKtA0TdoqaVau6zoikQiWlpYQiURkKipN8NXqPX/HbrfLwf/HRBRPMnYODw/Fd5reLpVK5Y3XwHgg6acapbM6E4lEZGq7aj9BUtZutyOfzyORSCCRSODjjz9GuVzG06dP4ff7RTXFFnW1+MHnBV4QxWyljEaj8pgkin+4b5LgMnZJ4tAja54xqbjhobvZbMLn86Fer8Pr9aJarQJ4M8mnWtCM+ybGYjFsbm7C7/eLwbzb7RZVnWEYKJfL2N/fRyAQQCgUwp/8yZ9A0zQcHh6OqAvfhnRk/AQCAWxtbWFzc1Niehwk+ujTR1/RYrEolhjzhknGDj3I6GfPGLqIYkItYKqPoes6gsEgUqmUdBKQFLZarUgmkwCAZrN5YSsKEsW0Q2DhZDAYSKVbJYo3NzcRDAbh8/lw//598W0H5strf1Kxw+EVhUIBLpcLnU4HTqdT9odLuO6RLzUHAnApZJFpmjJUk0V1roNM+Flk5R6WTqeRz+fx9OlTIfjmhOSb6Lqzv7+PfD4vhAZVbvMCxieLDABQr9eRyWRQKBRkOCLzLwAIBoNCILNwrg5VnGVMMk/mPaRAYp7ihiBRzMIYO0CfPHkC4LTdW9f1l/Jur9eLaDSKer0uHXqzTPZNMm7o3Ty+d8wbqOIkUZzNZnH//n20Wi14PB7E43HpWGZc2Gw2hMNhLC8vI5vNIpvNzrz1xCRjp1QqjfimziuYF/d6PSGKv/rqKxHfrK2tybBD4EVurHIMtBGYZaJ4krFDW89JdExOM/jZ6Ha7qNVqsNls+OqrrxCNRrG6uiqxMz7/hjOPaEHh8/ngcrlGuKrLxnkVxX8J4L8F4Pvh+wiAqmmalMQdAlg66xc1TftzAH8OnC62avt1u91GrVZ7K+KUfopUBzcaDaysrKBQKMikQPrAuN1uaX30+0+LHrquC3Hn8XiQSqUwHA4RDodRLpexu7uL999/H5ubmzg5OcH3338PwzAQCoWEEK7ValhfX8e9e/ewsrKCSCSCWCwm03UpNe92u+I/2263USqVpHV3nj8QY5hI7FitVjH1Vv1ZzzuYyzRNGbhDr8ThcIhGoyHDDIHTyjErNqw++/1+xONx+P1+DAYDaJqGeDyOW7duoVqtiuH4gwcPRDUOAOVyWSrz6pfP5xPVoNvtxt27dxEMBuVQxOSXilNN02ToC1vl5jmR+wETi5tcLicbUavVGlGznQdqeweTQ9M0hexfXl4W702+r61WS1RPa2trMqV0c3MTuVwOx8fHcsDJZrMAXhTCXnVtLBw0m024XC5Z0waDAex2u1wbY5yEMhX0asFMJcDnEBOJHYvFglKphHq9LgXDSqVy4bXbYrEgmUyOdDDY7Xb88pe/lIIi/d4+++wzFAoFKXS0Wq0RRfPbkiTqdbfbbdTrdVSrVVQqFdTrdbjd7pFBn+rw2E6ng6OjIzmgU+U4Z/vYRGJH0zTUajU0Gg0h+y6rMMPCA5NLj8cjn3N2t4wPlrsouD71+30UCgVJZIPBoHiAsoWOPz8cDhEIBBCPx5FKpZDP50UROicxNLHYaTabEi/0Rpw3mKY50nLp9/uRTCYl11J/DoAUYD/88ENR3eTzebEBmnFMJHYAjJDv6h4xy4ToWVBbviORCOLxONbW1hCJREbsfSgO0XUdGxsbIg5hsSGfz8+yF+/E4oZ57rwTNiTCOUzMbrcjkUjA4/Gg1Wqh0+kIkQdACgzLy8twuVxigbOzs/OSN/+MYWKxoxLE8xo3hNpJxYGag8EAuVwOlUpFYoezGBwOB0KhkAgGer0eyuWyDBaf0Rx6orEDzH/cAC+625vNJqxWq9j57e3tIZPJiHWJ1+uV+KEI9c6dO3C73XC5XMhkMgBOu7DUDvbLwhuJYk3T/g2AvGmaX2qa9q/e9glM0/z3AP49ALjdbtPr9cLlcuHw8PC13rKvguptR0KFDH2xWEQgEIDf7xdSZFxd7Ha75bEsFgt8Ph/S6TT8fj+cTqcMGOv3+/KmNBoNJBIJIVxarRaWlpawtbUl3lg8qNGgnC11tVoNtVoN9XpdDvfzXnUjJh07VLQdHR3JPX6bhEaNNR6u6THEoRhUi1LtpyrJo9GoPIbdbkc6ncaHH36IaDSKZDIpCr1erwev1ytqRKfTKb6epmkiFAohmUxic3MTiURCNpXxKiMXlZOTEyFvAEgMzUnr00uYZNy4XC4zGAwiFAohn8/LJv8294w/S8sbXdeRTqcRjUaF9Nd1HR6PR4oJ9D8zzdOJyY1GA/1+Hz6fD5ubm2i323C5XCgWi9jZ2cH+/j663S40TZOhiWrCzsOOzWZDKBSC3++XqczhcFg2Eya3JJXpecsC2Ry2eo9gkrHjcDhM3mt69rFt8V0+c3wPaXWTTqcRCoXg9XoRCATwwQcfwDRNFAoFbGxsiN3J3t4eyuUyTPOF5z1wSvQahjFiofKm61Kn6nq9XqlSszimFhlUj38AoqRQ/f9n+JD0EiYZO3a73eR9pTfxpAYnqR0v3MPoC9xqtRAKhWC320UlprZWT0otploocd/jNbndbkl41ec1TVOKV/T3m5di1SRjx2azmTwo1Gq1uc0X1QKHapGkxo7ajcUC/3jszPq9mWTsWK1Wk7kiCw28h7N+n14F9fOhdmip6xz3NBZCeY6j/dYs3ptJxo3FYjE54I/zM2bxnrwNTk5OxG7rVTZ043k0vdJnnCCeaOxommZyHVeLDfMMns1Z6KY1KdcS1fKGeT+FF/x/Ps6s3avLip3ziv5mHczB1XWHFkq0F1WFH8CLc5vD4YCu61ceP+dRFP8KwH+oadq/BuDCqR/JXwEIappm+6GCsAzg6E0PZLVakUqlEIvF3rn1mTeZN5QBViqV4HA44PP5hADmz/Z6PWnXd7vdI0lEOByWIWbBYBDRaFRab5PJJFZXV9HtdrG0tCTVIIvFgnA4jHg8LsSzKhc3f2hrabVayOfzKBQKomKcxYXhApho7NB7jAOY3vZeqkUGu90uB1YqW6gWJiGn+lwzdtTppltbW9jY2IDH40G9Xsft27fFN3l1dRVffPEFisUigsEgyuWyHPqSySTW19dx584d8ejmtbDFlBsRFxOfzyexphLFc4qJxs3GxgZu3LiB3/3ud++UBPOgpf3gFxQKhfCTn/wEq6ur0k7k9/vh8/ngcDjE4sbn88nQQsMw0G630Ww28ZOf/AR37txBJBJBJpPBgwcP8Hd/93eoVquw2+3Y3t5GtVoVUpfEnMvlgtvtxurqKjweD2w2m3hjsR2FbbpMUpxOJ7xeL0KhkKxL4wWTOVuPJr7mbGxs4Ouvv5ZD5bseoqxWK1wuF1ZXV7G1tYX19XXcvXsX6XQay8vLiEajaDQaePbsGVKpFJxOJ9bW1vDw4UMcHh6iXC4LWeJwOFAsFvHs2TNZu97kf6sWwex2u6j3OAjW7/fLnsr9UrXIYGFXJZPnyToAE44devI+fPhQioSTSIT52SZJ6/V6ce/ePQwGAxwdHSGZTArx/91330lcsPAAXCzBVIusXq9X7ABojeTxeCSxVVVGHFDmcDhEdTxHe9jEYsdisSAajSISiWB7e1vU/Fe5Tl/2vqDGsNPplD2TXXlnQfWZZd4/o2qscUwsdjRNk/ZUdi3NsFr2teB5SyVsqAilwpykDNcrijEGgwGy2azk5DOKicaN2+2G2+2Wc8cM35dzgfkwO6tYgFc787gOMm+yWCzIZrOoVCpSNJ9RTDR2WJzi0NV5XG/GQYEZh4XSYot5tpoD8e/sXp5xC9KJxg67F9+F05lVkMNkpxj5SvOHTuVxD2v+PHDa9a7ueVNBFJum+e8A/DsA+KF68N+Ypvmfapr2/wD4j3A65fA/B/D/vumxNE0TUvciCywPXBzU0G638e233+Lhw4d49OgRtra28N577yGdTqPRaGBvbw8///nPEY/HEQwG5XHUqg+JGIfDgffff19IQ3oeh0IhdDodGaBABShb4LgYqNfHoWuFQgGlUgmNRuPap4FepQpjkrHDe1ssFl8iu97ymjAcDtFqteS9293dxcHBAY6Pj7G2toabN28iFAphMBigUqlgc3NTChDjB2DGTzAYhK7rIy3GrLCm02kUCgUYhiGbqsfjwdbWlqj4SCqq6j0mvd1uF0dHR8hms6IgvI4J6FdFKk4ybux2OxwOByqViljAvEtxikQxFXGRSAStVgt7e3sYDodiSM8Jyp1ORyabqq0kHo8HP7wuSS4SiQQGgwEKhQK63S5cLpd4GNVqNTSbTbATw+fz4c6dO/B6vfB4PFhbW0MsFkMgEBCljLq20i7h2bNnODo6Em/Zq2z3vkoyepKxwwFKHErIIsPbgsQaB1r8+te/xurqqsRMIBAQBajVakUkEhHFuMViQSqVkra1e/fuodfr4ZtvvkEsFkMymcRXX30FwzAk8RgvSKp7nM/ng8/nQzgcxsbGBpLJJO7cuYOVlRXEYjEpknG95ZTwSqWCSqWCVqs1t5X/SccOPe8nldBx/fF4PFJY9Pv9iEQiWF1dFR/rlZUVWCwWHBwcwO/3o9PpIBAIoN1uo9Vq4fj4eIRIedtroMLK6/VidXUVm5ubWF9fFzKGexofnxYYg8EA1WoVxWIRhmFIF888YNKxE4lE4HK5pFh41TnjZT8f8+1oNIpoNCoxo5IyKmGs/WC/ZRgGarUaSqWS2JDN+sFykrFjs9lk75hUYWoaQfW5rusIBAJwOBw4OTmB3++XoaH8OeYfFFjs7+/jm2++kS6vy7i2WcuTrVarFGDmnaxhAdzj8YAqanblkSw+65zHwjwLouxantQ5bFbzZN6LHx53rmMHwAgPYLFYRODVbDYlR1NJPk3TxKqC61UkEpHz2iQwq7FDoviHx72sS54acD/i3ynCqdfrL+XOBD9TXq9X5iAxR5rUNb3p3l/kmf47AH+jadr/COBrAP/Hm37BNE2p4Lbb7Qtt0qY56gPMgwgJOpvNJj5vBwcH2NzclAMWkwifz/dSixsP9GxJ4f+T5Xe5XLLR8Hl4o0n+9Pt9tFot8b/ll+olcp0fiin4QL5T7NBLkz7P7wK+dpJ5lUpFFn6+tw6HQwYuNhoNxONxSQpI0FINxfee5Eo8Hpf3OxKJYDgcIhqNwu12iw8yn08l9/j4wGi1iV/ValWU1NelTJ/FuDk5OUG1WkWtVhNy4l2hFoA4DG84HELXdSkeqcMMB4PBSJyoybj2g+ctf291dRUulwulUgmRSGRkiKKu69B1HS6XS4ZtcPqp3++XSrZqO8FrpY97rVaT9VGNnSs60Fz6c5wDbx07wKkHVL1elyLfu0B9/5lEkvTn9FoWUQHA7XbLAYatRsPhUNaTfr+PTCYDh8MBu92O5eVllEolFAqFMxWjaleEx+OBx+NBIBAQT1nGkMPhGElyVRUxW8Pp+/9jslDCO8ZOu92Wr4sSEowhu90Ov9+PQCAgat5kMol0Oi1kSSKRkGJoIBDAcDjE8vIyisWiDOEZV/ueh1AiScy9Utd1md1A+xSPx/OSpYRK0pCsVtWgcx5D7xQ79JlVh+JeFhhbakyon+1JH0JV6xvGcjgclljiuqYO8Ds5OUGn0xnJoy/S3TEjeKfY4blohhVrrwX3M3ZY+f1++WJexHxa3cfUNnGugerBfVKYgnv+TnGjKomn4DVcChg7zKu8Xi98Pp9YVrJTTyXMx7/Y0TVP1kkK3il2fiz5oFoodzqdcLvd8Hg8osZnDg3gpf1T5aZUxfEc4Z1jZ/xcOq9Qu/FoZcP1hGsK8OL8psYOf3/cEvCiOM89fyui2DTN3wL47Q9/3wXwi7f5/W63i0ePHk1kajtwGmDNZhMPHz4UEpjeU/v7+4hGo1Lxu3PnjlS9ms0mTNPEvXv3JNlUWX41QVWTZG4i6o09i5xpNBrIZDLIZDKo1Wool8solUqS+F9nlf+6PoiTiJ379++jVqtdeEExf2jHMwwDX3/9NaLRKEKhEBwOB1qtFjKZjPjgORwOJBIJiQkqwqkMVQ9Ww+EQwWBQ4kxNTKk2VdsAqfzgIkEChgPxeKhmPFFRrBJ+846Lxk2v18PXX3+NSqVyoUSGn9l2u41KpYLf/e53uHnzJpaXl8XXjYOrnE6nkHBMCvi5D4fDI8QMCwG3b99GKBTCgwcPRIkIAIFAYCTBcDgcSKfTQs6Ew2HxLFLXMhLahUIB+XxehixwkvxVVqCvC5Nacy46CVy9z91uF0+ePEEsFsPKyops/MDpoFYqFKgm5mHYNE2sr6+jXC6jWCxiY2NDfPXD4TAymQz+4R/+QWJlfI9ichKJROQwHYvFEIvF4PV6R55PVTmwIOt0OhEIBLC2tobf//73F+rqmAVcNHb6/T6+++47FIvFkaFK73q/1G6G1dVVrK+vw+12Y2lpCZubmzIrger0Vqsl606pVMKvfvUrfPbZZzg6OpL3l7FH1fibnp9xRMVrNBpFKpWSeKKdDgtX6ueFn59mszniqz2PmETs7O7uiv3QZX7G1AIWB/wOh8ORotikVXO0HllZWUEikUA0GsV7770ndjzBYFDWI8YnO2PK5TK63a7YzI170c46Lho7w+EQmUxGzjjztj5zHeIw33A4jKWlJSwvL2N1dVV8/zmnRs2FOBA6Go3i5s2bePz4MWq12ojgY1Zx0bihoIL7wCzfi9eBsaPrulhvsQsnmUwilUqNnPO5vgwGA/mdZDKJbDY7MlNmEvdrVs/mpmmK3/e8g3ulx+NBOByWHDqZTGJ5eVnEX+NiHK5bPJ+pRYZJxM8sx45qFTTPUMUePp8PkUhEZgzxTM8uMvJJaiGT1reMIXVOzGW//5PRLp8TJMEm9aJU1dxgMBDlDg/XhUJBDuH8YLtcLuRyOWiahr/4i7+QQzVbJ2kszYMZ/64e6FUmn4kICUFO4T06OsLTp0/x4MEDHB8fj0yqX+DtcZ7D7Ns+nqpwp80DW7P7/b6oFkzTRDweRzQaxfPnzzEYDPBnf/ZnQub5/X7ZGFhRtNlsMn3ZNE2xNSFYmR5XNJimiWaziUqlgvv37+Pg4AAHBwc4PDxEpVKRGJ+Xlt3LBuNmEpV/fr65UNtsNvEhj0ajiMfjaDQasNls8Pl8qFariEajCAaDKBQK6Pf7+MUvfiHrBw/DPKyTYLl79y46nQ6Ojo6kiMBDs9VqxdramihRqeLjocg0TemyKJVK2NvbE8sJDkUjUbPA68H3m56GF9m3eFhtNBo4OjrC48ePMRwO4ff7EY/HsbS0JB6uTqdThmOqChhN0+DxeBCJROD1etFsNlEul9FoNHB4eIhsNgvgtPhwcHAgaxFbcsPhMKLRqOyPN2/exNLSElZXV0eU6cCLYlqn00G9Xkez2USj0UC5XBbSuN1uL9ahV4CdRVardSI2QSw4cT0gUcZEMx6Py5rg9Xrh9XpxcnICj8eDWq2GYDCIjY0NsbGh0rnX68mgVeCFkkFtvVXtSEjyLS0tIZ1O46c//Smi0SjC4bAkuqoKgko+2rfEYjGsr6+jVCrJvVlgFOoMjkkfAsZbH9XCFHNdEvrqULB3GTzN5yC4f3EgXSqVEj9dWt/QrkkVa7BYFYlEYJomKpUKhsMhKpXK3BJa7wqeiSaxZ00jxjuz6AW/vLwsJDE7dVTFsMPhEMUfvYzn7d5cBKricV7XZMYO/06CT50REQqFRmxw1HxoOBzKfvk2A4TnHXz948XheYPK/zDnSqVSUqhPJBJiMaiuPYwRxsv4XI8fe/wAczkrZwQqhxgIBERksba2hlAoNNKZR7W5amWrrj/tdltyo6sS61w5Uax6R02qCsdFm4kR2/bUN+fJkyfwer3QNA3ZbBY2mw2PHj2SwzQ3CCYVTELU4WJngR96Mv3tdls81AqFArLZLKrVKtrt9lwvopcN1cx7EuAHj3HCuKQ5favVGhkYVCgUEAqF8OzZMwyHQ/zqV78Sgk4dwMIDNhNZi8WCbrc7MgyBUNsq1c2k0+nAMAxks1kcHx/j+PgY9XpdCiI/hhafSYFxox46LwKuMfV6HeVyGaZpotFoSMzU63Xxz3M6nWg0GohEIigUCnK4JaFDJTAJYxInVAJy+Arji7EViURkE3G5XLKxMC56vZ4UGyqVCmq12oi/47t67f7YwP3qoi0+/FzT265SqeD4+FgKCmzF53rBtiR2HAAvBhiwoBAIBNDpdKDrusTcxsYGHA6HFAH4eCcnJ2JREA6HZS1KpVJIJBKIxWIjRJGamNBbjfYlLHjOWcvcxKGSfZMAcxkSeePDc0munZycyHoQi8WgaRrq9Tp6vR4SiYQUW+v1uqwHjUZjREmmPhcAIVm4Hvl8PiQSCaTTaayurkpxlfZc6lrLAkmn00G73ZauCP7/Yh97GfzsTfrwpObDqiLF7/fL+6aKJVhAUKdxn0U+jn+vksOqwIJqLF3X4fP5EI/H4fV6EQwGheBzu92Sc6tdesPhUHIxFvA4RGgRQy9wkc6XacSrCg0+n0/mNIRCISmCcojn+DrEeGLBimviNFgBTgvm9R6o657a6k2v2Hg8LoVOtViuxh6FaMz11eLqAvMbO8CL+FGL5ST7kskkEomEDPSllaSaP7HQyTxovNDwY8e83wPVpcDhcMDv9yMajSKRSMiMGtreqKIwlR+iVSq7zRk/VxVDV0oUAy827Um/OBK2XLzV6iHJY5vNhsFgIIeVv/zLv5Q3q9frIRaLIRwOC0HIjcNms6HX6434pvGQwzePrRe1Wg3ffPMNtre3cXx8LIewxaYyGUy64k0vRxLEBNtHBoMBDMOQacAcYvjXf/3XWFtbw+rqKj755BMZNsb4UH2IVJJPTT5UgpgEcLvdRqlUQj6fR7FYlIN8r9e7tiF284BJ+vnwvcrlcqhUKmJDApxaRVChXigUEIlE4PF44Pf74fV68emnn8pE+7W1NfGzYktcKpUSIoWetFQ28KCkemDRyxZ4oWJsNBpCAlWrVTlQk8xeFBvOB1Vdye8v8ljc4Gk/k8lkEAwGZSjqysqKFB5+85vfYHl5GZFIREhcDjxwOBzii+b1etFqteDz+QBAYvGP/uiPsLu7i2w2K3YlHHwInFqobGxsIBKJQNd1uU5VRci9bTAY4MmTJ6JaPjg4QKlUEnX9Ai9jvLB50c8a97x2u41sNisev1THUW2uaZooilkUCAaDyOVyuHv3Lm7fvo1PPvkEhmGgXC5jZ2cHBwcH+Oyzz+S99Hg8EquapolymQNYHA4HPv74Y2xsbOCDDz6QiecqycfXPBwOkcvlUCqVUCqV8Pz5c+zt7eHw8BD1en2xBp0Bih/U1tWLgu8JD7t8z5xOJ27fvg2bzSbFAharyuWyTGlnPFer1ZH9g+8xMZ7jcL9iPuRyubC+vo6VlRX84he/EIImmUwKWazub1wvOfejUqng22+/xcHBAQzDWKw/Y2B+Mqufq9cVGTivwefz4e7du9LJsLS0hPX1dWxubspgKXXeB4tV9Xodjx8/xv379/HgwQMUi0U0m825VdC+DcY/x7OM8Rhi7LhcLiSTSfHTX15ext27d3H37l0ZGDw+RJNrULFYxO7uLp48eYLt7W1kMhnpqJrVz9qkMG/FKYJkL+OHgzK9Xi9u3bqFO3fuyBcLVyrRB7ywVqKvymYAACAASURBVKhUKigUCtjZ2cHx8bEIdn7svNA8iwW4f9lsNulm8Xg8uHnzJm7fvo1bt27hxo0bIzNH+POMH4oZ2TVaLpdRrVZRKBRQrVav7N5dC1Gs/jlpsC18PAANw5ADPxV72WwWrVYLpVIJvV4P6XQam5ubODk5QSAQwPvvvy9VIhLR6hs4HA5lwBiVVrVaDQcHByMkH0nkBTnz7lBbNya9uPBxVV8+Jk3D4RCFQkFUnyRo9vf3ZQMwDAPxeBwrKytwu93iZcXrfJ3tAf331EN/uVxGPp8XoqdQKKBSqczVlPirAg9O/PskH5ckmmrj0Ov1JLnc29tDsViErutyILZYLKLMNAwDfr9fCBiSgCRbPB7PSEsggJFDkKo64/W0Wi0cHR1hZ2cHu7u7ePz4sRQearWaXPNiHTofSNhM4n6pim/6AdbrdSFTqtUqrFarELP1eh3hcFg8YOPx+MiEZdVbNBgM4tatWxLvHLSxtLQEXdfFoiASiQA4jVNaBahJLYsNLHrmcjk8ffoUuVwOuVwO29vbshbNc5I3CTB2JjWPQdM08dpkR0O324VhGHA4HKLM7HQ6cLlc8rs2mw3hcPglVUMikYDD4UAoFILdbke9Xke/34fH40G1WkWz2ZRBmn6/H7du3YLVakW328Xm5qZ48qmtcqrKmSqIcrmM/f19fPHFF9jd3UWxWJSC1QIvg6TNpD9ffO+pwmSBan19XXw5SfYPh0OUSiXU63WUSiXpLtjZ2RHFMYsVKsHsdrtlsDSHs9jtdoTDYfH9TKfTSKfT2NjYQDAYhNfrRSgUGik08HUPBgM0m00cHBwgm80il8tJZ9VlnyVmFdPeEq+KePg9ixMkdpkHcX9jscHpdCIUCuH9998Xj0faBni93pH8SC1ksOjpdDoBYER4Ma336SpxGeeqy4baxcnrZiGMX4wZi8UCn8+HDz74QDpgaJ+USCQkxtRCJ/BiNgk7utrtNprNpogu5pEgfRfMWuwQ4x0L44Ic5jYejwdbW1syDJp2captmyoUU2G1WqVQVS6XkclksLe3J/vYArMPtWtBXXvYAbq6ugpd1+F2uyV2NjY2EA6HpXCl2kyq9mD9fl+cCg4ODrCzs4N8Pn+lQosrJ4qBy0/szkog6evBJJiHGJK8+XweS0tLMkCEQzZM83RwmXoQYiseD/z1el0mztdqNRwfHwtR3Gw2hZxZbCoXw2UmwCqhqD4XACFwmCzwINRsNlEqlXB0dISVlRW0Wi2EQiFEIhFEIhFRxow/D8HDFzcMkjP0l+XBiAe2RQy9PS6rwMB44fvGhZ0DHUzTlIEXLpcLjUYDwWAQFosFhmFIhTmRSMA0TQSDQSlCqL56wGjbudp+rrbnMi7pmXx4eIidnR18//33qFarqFQqI2riBd4M3tdJDkxiEYGdDBxqoWkaGo2GJKY7Ozuo1+sIBoPic+1wOKRowO4GXdflEO3xeKQt0ul0wuv1otvtSjuux+ORYsVgMBA/rPGDEffGarWKXC4nBY9CoYCjo6ORtqcFzoYaO5NYd1TFV7vdht1uR6VSESKPaim73Y5utyt7FNcJn88nynSuUTabTXyyPR4PCoUCut0uXC6XFJaCwSDcbjd8Ph/ee+89Wb+Wl5dHCheqJx+vl+261WoVmUwGDx8+RD6fly6rRdHz1bgMUYGmaaKsIzHLoXIkbLlHtVotyWHZPcDCOHBqecQiaa1Wk4ORz+dDu92WNYiq5ZWVFTkwcyBUKpWS2KNPskogAhByplAo4PDwELlcDs1mc1HsfAWugvAbV2yqz33Wz6r/rloAAKdxzrOV2+0eIYpZZKA1imqpc+PGDYTDYfH45zqlHrJVopiD7JgPssixEO+MYhbuxbjHOu25gLO9/HVdlxz7xo0bCAQCUnhnF7E6PFPlD2h7w/2MHqEsPMzC/VrgbKgdC6r6kx3nLKoCp3OItra2oOu6dIiyG52WAZwjMr4mMuendUm5XMbx8fGiI2/GcVaRYbxby2q1wufzyfBxFhToje5yueDxeEaGzBNqsZyzz3K5HJ48eYJSqTTSAX/ZuDZF8XU8r6qYUjcb4LTqk8lk8OjRIyQSCQSDQTx9+hQ3btxANBqVg5HP58Pe3p5UFA8PD+UDTxXGP/7jP4qXCA9si0PRxXGVi6r6XGx95IeVGwo3BY/Hg2AwiM8//xw///nPsba2JsMSdF0fGaShKvF4YG40GgBOVe9fffUVDMOAYRiisFC9iRd4e1y2akQ9mJGE0TQN5XIZwOkmkslk4HQ68ezZM4kb+nzeuHEDv/jFL0SFzsKUaZpC7tBneby1l8UG+qCPF6YymQwMwxBiZpHYnh/jLeCThDokiuDwM4fDgb//+7+X4tTy8jKSySR+9rOfIRQKiXKUA+oikYh47Xs8HklUgsGgKEBtNpsM1LRarUIws+jA18thLe12Gw8ePMD29jbu37+PR48eoVqtLlRY58SkY0clgFicLpfLI8oFALh79y5qtRrq9ToymQyi0Sj8fj9isZgUtmg1YrVasb6+LqQdu6RIxPV6PRSLRSk6pFIpsaFg4WLcT43X2Ol0UKvVcHR0hP39fWSzWXlswzAkZ1rE0ctQFcWTfEzayWiahlarBZfLBV3X8dFHH0l+a7Va0el0sLOzA4fDgWg0il/+8pc4Pj7G0dGRzF5wu91wu91oNBrY3t6G3+8f6YqxWCzY29sDcKrGIxmdSCRkDfP7/eJLrLZbcm3kAYl2cY8ePcKjR4+wt7eHWq22WIdegav4XKm+ner0dXVWDO20KMzRNE2Km7RAMgxD9iXGg8vlwsHBgeTZsVhMfB17vR78fr8UG9gpw84YtYuPMd/r9fD9999je3sbn3/+OQ4PD18a4rnA1cTNRcBCF/caxgfbtp1O54ioJxgMwufzIRaLwTAMeL1eiZtwOIyVlRXpGFb3VzV2KpUKisUivvnmGyH3VEuuab5fV4lZUhSr8cMZMHa7XfYZzgdhp4thGNB1HcvLyzJ0bGVlBel0Gn6/fyTPU7sZyAGx6M78vtvtolQqLeLnB8wir0HRqSqSYO6jFuE5PHppaUm6Q5eWlrC2toZoNIp2uz1CMqvdeGqBk11bxWIRDx48gGEYV7p3XYuieBowrjo2TVMIOU3ThHCpVqvw+XxIpVIyVZeHnWq1inK5LIHOf+OgBCouZvGDsMDLUIsN6ntKwqfX60HXdbRaLQSDQezv78PpdMqEy0gkIkQLPfeouGq326hUKnj+/DnK5TJqtZp4qF0WWfVjwXXcOzVxYqyoC7umaUKmVKtVBINBsQPgIEVN00T9ML5eMeZU9ScTklKphGKxiHK5/JKv9SKOpgvq+6F6f5LQYfLQaDRgmibC4bCop4LBIJLJJD766CPx91RboDiATG3j5UFr3G5C9fhn8YrrU6/Xk1ZdYP4nFE8zVBJRTTL39/cxGAxEcWez2VCr1RCJRBAOh/GTn/xEBl+OFw7UAXP0oSXZF4/HYbfbpRjKBJg2AeODx1QVn9r1YLfbRcG+GIR4fWDu0Ww2RfVyfHws/q8ulwumaSIQCEj3HWPA6/UiEolItwtjUNd1BAIB2Gw2GIYhZB9VoWzVpW92IBAQFQ1VN+MFUILrIZXQJB4XatBX47LVxGrBmnsK1cAAxO/aNE2kUilp1ed7HolE4PP5pJvB5/OJwpgD6Wif5PV6RXARCASgaRr8fj/S6TSCweDI8Dpe31nXzN/ndTYajUWhYQzTfC9ICrMgwPeUFlvhcFg8+hk38Xhchq8Gg0EEAgFsbm5KuzfnQ7DAMF7sNM3T+RT0pe31eiiXy4tumDMwzbGjgmuXujdxvlCj0ZBCFmPH7XZL7nPz5k0pSlBMyDzpLDWoqlLmnttsNke6TheYPVCYwX2PVrYUBMZiMRm863a7EQqFcPfuXSk+cPgh7b7UWVaE2j1MrqhWq8m8iKs+y/9oieJxqK3kbKdrNBp4+vQpLBYLEokEUqmUtAHTUFrdMOgbQk/iRTI7v1CJYlaYWeWpVCoIBAKo1WrQNA03b97EBx98IIuBOv202WyiWCzK8Lq9vT0cHR2JR2Sr1RrxwF1gNsG1pdvtygZQqVRkOFgsFkO/38fKyoqo7XgA4uGYqh1N06QwQfucUqmE3d1d5PN5dLtdZLNZGXq1IIjfHVd531RFFqFpGrrdrqwR4XAYoVAIg8EAoVAIq6urogT0er0jygYmLkxa1aF84+2VJIJpqcNhG9zHVBsDXtcipl6Py7o/KhFL7O7uIpPJYGdnB+FwGE6nE5qmiXWJrusIhULwer1ot9twuVyi6mQyy3XFZrPB7/dD13V0u10pNqgqCrWj5qxrIwlDEpBEI4npBV6Py4gd9bPebDYBnBLHjx49Qq/XkwMxBzmzQElyN51OS/u+pmkiiKBPo2ma2NnZERU7vdVDoZB0VqkEsdfrfclSaRxcd9jC6ff75ecWAoyrhUoS84sH4kAgAACi8OTMllu3bqFSqaBcLiMSiSAajSKdTgOAWGVFo1E4HA5UKhWkUikEAgEMBgNp7+YMB1qb+P1+rK6uylrC4tP4nqROhaeaPRwOAwCazebibDYjINnG9YPESjwel24EFqKGw6EUF5aWlsSWgoKdO3fuSNcVbZNUj2M1hkzTlOeMRCIYDAbI5/MjgrIFZgeqcpN+sX6/X/anXC4n+9Xy8jLsdjtM04TNZkMikcD7778vxYlgMCjdnuOWE2oOzkKDyin1er0z16sFph/c89R9j51VzGloAQecdlOl02l8+OGHUogPhULyGLSaPEs8wX+nvzWFg9chtLjyjH38wzSNYHJK71H61pAE5MbCnyFhU6vVpKVpoeCbPNTWxGkDD8iFQgGGYeD4+Fja6ZxOpyh0qK5iu1On00GxWEQmkxEf0Hw+j0qlIgMQFwntxTA+3OS6oV4HW9j+9m//Fn/4wx/w+PFjBAIBhMNhfPzxx2IRoCpCT05OZOghD1vZbBY7OzvY29vD4eEhisWiDB1bkMXvDpKr1/UZVIm3wWCAer2Oo6MjUQDmcjl4PB7cunULv/71r0UpwYO7qurk9ywycB/r9Xpig5PNZnF4eIiDgwO0Wi1Uq1UcHR0JcXwZQ7bmFby/l3W/1MekrUOn00GhUJADsN/vl/bIdDqNVCol3S1+v1/eTyqKbTYbksmkkDBUXFFdqj7vq7xAW60WhsMhisUitre38dvf/haHh4colUqyJi32tNfjsnIdFhj4PnS7Xfz+97/Hs2fPsLe3h7t37wrJoirH6SPMuR2maUqXA7sUhsOhxI7VasXS0pIcqNTD87gfsdrqza9ut4tGo4EvvvgCBwcHePDgAZ48eYJcLodKpTIyeHiBUVzFGYvFHxYU6P8aDoeRTCZl0G4sFhPP6vX1dTidTrhcLhQKBSH4+N53u13x+7x165a0fvMzwMfjLIezfNGBF3tcrVZDrVbD3t4ednd3cXR0hG+++Qa5XE5+ZhrPEteF6ySuzipAcC3gMFUSw7FYDD/96U+lG8E0TVGlr6+vSwyq+xRjMxwOjxCGKhiHFIvV63Upcnz77bcoFouiRqdifoFTTCvpybiipZuu61haWhIbUc4U8ng82N3dRTgcRjqdHvm9Dz/8UDxlWfhWO6kI5jTMr8kLZbNZUYPu7+8vbCfGMK2xo4I8IC3Y/H4/gsEgUqkUwuEw9vf34fF4ZGg098c//uM/xsrKCjY2NuTfVZGFmvswr6KojN19FAk9ffoUmUxG8udJv77XvQcLaccrwE2KN7DVakmrndp6xTeUBvdq+/A0Br/q4zVrmAU1G61G2DrX7Xaxvb0NACiXy1LJpEl+qVTC9vY2CoUCqtWq+MmqXqDT8lpnNXbO8q6bFjCxoAKHihy2x9EGgMo/t9uNwWCARqOBbDYrwzVIwtCCol6vo91uT0UMzUJx8CxwnR9vS7xq8DnpW0XPdB50nz59isFggGg0Kn6OnPTNBIcg4awSxeyGqFar2N3dRTabRT6fl2JEs9kciaOrvAezuuaosaN6QF8WeI+496gqhX6/j+3tbVQqFeRyOWSzWaTTaXS7XWxsbEicWCwWGSRF71FVRag+j/p6WMhQ/dQ46LdYLKJer6PZbI547V/F+zkPsTPpdUc9jLC7JZ/Po9frwTRPfWU5+HR9fR2RSGRERcPrAyBFBJfLJe+pSuCxtdJms42856ofMa+J64tayOKk71KphHw+j2q1ikajcSUxNKuxA7y4dmCya874YzIOWLRMp9Pid873nSrPk5MTxONx2YsYG4lEQva1Xq8na08gEJBBP2qHDdvEx0k+9RoZQyT6uJ9xKDTz68uKIXZ+zVrscP2/6utWyWG2cnNtsVgsiEajCIVC4m8ei8XwwQcfSCwNBgMpMKjesixWcB4IO1qAsy1KAIh4h5aA9Ps3DEMKD+wYnuR9Utf8WVx3pi3H5/uuWmtFo1GEw2HcvXsXkUgEXq8XgUBALLXYBRMOh0dsI1Qv67M6XzRNk88Ncxz+2el0UK/XZRB0oVBAvV6fKNHHTq9ZHTA9bWdyFWftcaurqwgGg4hEIkilUjJzgYpixo3T6cTGxgZisdjIkHr1sdXiJoU4XFuGwyEajQby+Tz29/eRyWRkTsyk7heFi8zhX4UrJ4ovK4m5LDCpNgwD9Xp9pIUXeKEaUr2Ip/V1kTR4U1BMI6aFtDkPeH+5SVQqFdy/fx9+vx8bGxvwer2iqikWi3j8+DG63e6IbzEwPQpYYHQzmqXYUeMGmF41eqfTEXW5zWaDruvIZDJ4//33sbW1hc3NTYRCIUmAS6USnjx5IpXrWq0mSvRisTgyRFMteF01uObMqjJebUuchutXFcacpPzVV1/h4OAAhmHgZz/7mbTl9vt9eDweGUDFrph+v49GozFCJFJF/C//8i9C9GWzWZTLZVmP1Ar4VWCW9yvg+mJHJY0bjQaazSbK5bIoYXw+H9bX1/HRRx/hT//0T8VaiyqZwWDw0pA6ACPEt7o3UZlKwpFtloeHhzg6OoJpnrZvXuUheNZjh/frsrpBmJ90u12xLqK3fSAQQCKRwG9+8xtYLBY5AHm9XvT7fYkLtn2z6M21ST0Qjf9JMlrtcGBnnurlz8Gs6hf90i9biMHD0ywOoWaexvcCmDxZrH7xOUKhELa2trCysoJ4PC6FbbUTirnIyckJlpaWYLPZxDOYBS6uO3wtAEbiRfVyVNc5xhzz036/j1KphEwmg/39feRyOfGX5UCyy1iTSXjSxmlWoBYDr3KvYryS5GWnC/MWXddx+/ZtIWZYvFpaWpJ4osBivHjAf6O6bzx/GReOMJZqtRoMw0A2m0Wr1UKj0YBhGMhkMtjb20O1Wp2ovzWvy+VySd4+S1CLzNedH6uFbavVKtYAuq7jgw8+wPr6On71q19J0YDFKNXnHDgtgnLdYmFqfN05q5OB1qO0nez3+6hUKvj+++/x+eefY3d3VwpVk7hXfK1utxvdblf8j2cF48raaYIaS7quI5FI4KOPPsLGxgYikQhisZisV16vV/YeFjN1XX9pLsd47KiKYsMwZL1hx3m5XMbjx4/x+eef49GjR2g0Guh2uxOLHdqwUFT2KlwpUaxu5vx+2oLjVXiVIpE3dxoWyTdBPXjMItjeOEtgS51hGJIEcCgLAFGD8v/4NW2DNlTVzyyBa86sJF+8z+12G8+ePROP2X6/Lx5/3W4XtVptRFGczWaxv7+PQqEgZI1KklzX+zarcQO8OKhOa+xwz2EB8+nTp2g0GojFYsjn87h9+zZWVlbQarVgt9tl6AKtJlRl3vHxMTKZDJxOp3gUHx8fwzAMGIZxLUXQWd6vuO5ct788SRT+SQKj2+0il8shFAqhVqvB5XJJ4sgkl0pRkjeqqlwtuLEV12q1YjAYoFar4Q9/+AOePXuGhw8fit/6Vc5smJfYuQoVOkUOVGHST7pWq2FzcxP37t1Dv98XOwifzyeejfSTVQ9V9G5U8/zx4b/8kzFlsVhEgXV4eIjj42Ps7u7KIY25n9ppNWkwt2fsTGNR+U1Q853Lip2TkxOJGcMwYLVapTOu0WigXC5jeXkZkUgEkUgEwAvxBDtauLaME7Yklsctk/jaziq8cW0aDocwDAONRgPValWIZ5J/+XweR0dH4rM9aaKPjzlptelVYPxsfhUgmUcl5+rqqij0WGygwlPXdfh8PkQiEbjd7pHCktrxoMaNuiaphSn1NXMvY3GcQh128uXzeeRyOXz66afIZrMT69AbJ4pM0xTLylnEdXM5jCUWHdxut/jBBgIBxONxvPfee0gkEnA4HELmcdih2+2W18E8SLVCAV7kUnw+xg7FOu12G41GA+12G4ZhSEfMp59+ioODAylqXHT/GidX1XV0FnHdsTMOdd2gMpizYMLhMJaXlxGPx8X3PhgMjthJqMPu+O+vih3mVc1mE9VqVWIHOPXR/+qrr2RQNTmii9wrtXuQ+Tg7Rl+Ha/MonlWom8R4NXIWMMuLyazGzrhiRk1quMGoreTTWnSY1di5DvP3i4AHVR5uOGFeHZTZaDRQKpVkmN1ZrbnTEkezGjdndTFMG0j0tFotFItFdLtdVKtVSYKZ6NAbkopixhHJmlwuh+PjYzkgseWSP6ceaK4Ssx4704DxHIUJJz3zvF4v1tbWhFjhADwSTjyAqQccNRbK5TIMw4DFYkG1WkWpVML+/j729/dxfHwsQ/GuumA0TR05b4OzlG+XCVWh2+l0oGkaGo0GXC6XtMlyn2m1WgiFQqhWqzLwR10jqeoj8cuD9jhBA0DsSvr9Pmw2G1qtFgzDwPPnz3FwcIAnT54gGAzKoVvNka7inswqrmLdYQG42+2i3W6jXC7j4OAA7XZbOlA4CX58/Tg5ORGFp1rQYZEBgBSoXvXcPGRzyC9VwsyDisUiAAhxzK9ms3lpRK5KYs8iriPHoXrf5XKJSo9kjM/nk04G2vUxp1HXLKo91XVoXJWuvjdcQzgoqtfryRrDzgUSN/QHPT4+Rr1evzTLElWdP2u47rO5qiC22+1C/Hq9XsTjcYRCIaRSKSSTSYTDYSGR3W635MYsZI93NLzKIgmAxE6r1RK7Elrb1Ot1sZzY3t6W4fST9kXntcyqGAeYLk5QtVvjLCld1xEOh8UCJxwOi5KYaxT3L5UwHlehq2uWGjskijk3QrVu+/7778VSkoPFJ90hdB7y+coVxap/06wGNjHr1z9LUFtJZy0R48LA6pGqmuACon4mFnE1Oagt99NCnL4JTEharRaePHmC58+fy0alDn/hZkIFKJOUeVlfrxuz0oI8GAzEG5bqmsPDQ2SzWdy8eRPhcBg+nw+BQECKDvTCot/1F198IV7qjUZDBtnN0udmmsDYuUwF5EVAouXx48fo9/twOp0olUowTRNLS0u4c+cOVlZW0O124XA4pBUOGD1ADYdDfPXVV9L9UC6XUSwW8eDBAzlkq0XSq/wcTds9Py/Udeequhl4YCD6/T6+//57PHnyBJ999pkceBwOB4LBoMQIPT9brRYGgwHsdjtCoRD8fj/a7faI7QChtmHu7u6iWCzC4XBIvDx48ADZbBYHBwcjhc9ms3mpnQ3qY85y7DDfuUxVsaqCLBaLMAwDpVIJPp8P0WgU6+vrSKVS+Oijj4QsBjDiQ8s1hesDVXyapkmHgtoODowOeczn82g0GrDZbBI729vb4mldq9Vk7+L3qiXXpO+F+v2s4TqsepjHsv15ZWVFfIiXlpbgcrlkvaHnNQfYqdetqoXV8xX/HxiNGw4WAyDDw4+Pj4UgLpfLGAwGcDgcOD4+Fl9/2gNO4vx5VhFwFuMGuH6bJ03TZIizy+XCysoKdF2Hx+PBe++9h3A4jFgshpWVFfj9foTDYYktp9MJu90u+59arFLzHX7PMxYH1zN+2KnFgYe6riOfzyOTyeCbb74Ry4BJrMlnne3mIXaum9fhtagWbV6vF5FIBFtbW0in07h37x42NjZEqc6hvJz3ME4Mq77jzWZT7EEYN7lcTvKbfD6Pk5MT+P1+FItFZDIZ/Pa3v5WOvUnEzll5+Hke81oUxWxRnNXgXuDqwVix2Wwz58NDqFUl9cCjLvyLz8RkMctxQ7XoyckJyuWyWJiwbZN+Rr1eTzagBUk8OfA+MpGZ5nuqqh36/T6azaYMMPN4PIhEIkgkEkilUjJNN5/Po9lswjAMPHv2DOVyWQpa/FqQxO8GVTk3rUUG0zy1HOHQQloOsJh/eHiIYrEog4QCgYAM2KCKxjAMbG9vI5vNolQqyf+Vy2VRS9C3liTQIp5eDxaOGTvXdb/42e90OgAgCnP6Fj98+BD5fB5Wq1XUWcFgEJVKBRaLBfl8HsFgUIaYcV1S5zEwbvb390cGRxmGgWKxiH6/Lwe4aeqSmVZw3eGexX+77Ofr9XoyLI5fXD9I0lksFoTDYaTTaXQ6HdhsNtTrdTidTjgcDvh8PpTLZQDA/v6+EIa0HaF6mfZJHC7G2DEMA8PhENVqFblcTg7vVMY3Go2pICSmESppe5WfMRaASqUSDg4OxDtdRSwWg8fjgdfrhc/nA3Bq2UdCmP82HA6xs7MjHsaqCIcFJxbGm80m9vb2JG6cTqdYTTSbTQCnAxczmQxKpdLESL55BO/xdQxxJJ9E5Sd9rTn4m3HD4ZgARD1ut9vh9/tFNLG7u4tgMIhkMinvNbtrmAvTL59e1fV6HbquS85D2wC/349MJiNFtGkVDFw31HXnOs+tqiUDCwhra2uIx+NYXV3FzZs3RWhDJbDH45Fz9/7+Pvx+P6LRqBTcLRbLSOxw3Xn27JnEjsfjQavVQqVSkbwpEAjg+PhYipssQlxn7FwLUTwtLZkLzB5UNcosgouh6lnDf19g8lDb0/j9rIDkHw83PFz7fD4hiqnkGi8+LHBxjMfONENNsuj1mcvlUK1WYbPZEI1GUavV5LDESbokZ6hIXijSJwNViIcg/wAAIABJREFUUTCtME0TlUoFjUYDxWJRWurC4TBarRZsNhsODw+RSCTQaDQQj8dlSFSpVEKz2USxWESpVEKlUsHe3t6I6oqesot97u0wLbEznquQsLNarajVanjy5Any+TyGw6G0YqbTafm558+fIx6Po9PpwOVyodPpyGGafo71eh21Wg1ff/21rEE2m03adwHI+juNsxumDWrsXFVRhnkK2/a5j5A4VsnrWCyGRqMh31cqFQQCAei6Lt1S/X4f3333HVKplBRqe70e6vU6qtWqtObSguvLL78Ub1Cfzyc2TCxq6Lou/78gic/Gdaw5jM1Op4Nmsyk2a1xvSMLU63VRghqGIcpOEjokZ9rtNr777jtZgwCIt2ehUBAPYHUIsGEY6HQ6SCQScg3NZhMWiwUejweFQkHImsW682qMn2evEiwkejweGYSoWpVwmB0AWTPY6WKxWMQy4vHjx0gkEgAwksPk83l0Op2Rde7+/fuiLk6lUmL/12g0AAA+nw+ZTAbValXibhE/L+MsLuSqoVpFUJXu9XqRTqexvLyMra0tLC8vw+l0AoDYhfJPFg7C4TA0TZN95uTkBIVCQQpfJJjv378vORBjJ5fLSb7j9XpxdHQke9007FnaVQavxWIx1XajxQfnemGa5vSYw7wBVqtVYmdSUx8XeHfMSuxYLBaTlWRu9rMIdYAB2+rYLjVjpN6Xpmn+0XVfxHmgxs4sDRqh4k9thbLb7TJZnGsoW3HVAsM0EzGzsuYAsxM76rridDrh8Xhw+/ZtWVvK5TKcTie8Xi8SiQSGwyFqtRoODw/RarWE8AHwRquS64yrWYsdp9MJi8UyNQcFFTxUeTwesRDw+/3w+/24d++eDEs8OjqC2+1GIBBAKBQS1enz589F0RUIBGCz2bC7u4t2uy0KdFpGsUiqDpe76jiatdhxOBwSO9fxmVOHQTkcDil2U93r8/ng9/tlVoff70cgEMCtW7dEdb63tweXy4VgMIhAIIBut4t8Po/nz5+j0+nA6/ViaWkJHo8H3333nSiGaaPj9Xql3bvZbL6k6Luq+zIrsaNpmsTNVZ+v+Fn3+/1YW1tDLBZDNBpFsVhEsViErusIhUJIJpPS9j8YDOD1eqHrOtbW1kStt729DY/HI1607XYbmUwGz58/R7/fh9/vx+bmJnw+H7799lvxsO50OnC73QgGgygUCuKXzue7huL5zOTJmqaZJF2vmtehVQTXj3Q6jUQiIURxOp1GOBxGIpHAwcGBFCZZZFhaWhI156NHj2S/opI4m81ib28PnU4HwWAQN2/eRDAYxMOHD2XNabfb8nvZbFasADudzkhX3mLNeRmappm0e7iuYozFYpGZLuFwGMlkEktLS/jwww+RTqextrYmeQnXHqvVing8jnK5jFKphKdPn8reRj98WiF1u134/X7cvXsXoVAIDx48gGEYMgPG6XTC5/Ph+Ph4JHauozD+qti5ckXxVU6+XmB+MKOk2AJTgHmIG/WAw9aWcduSBSaPcbX2LICqLAAjypput4tutwsA0srLRGR86MsCF8csxA7XD03T5JD3/Plz+Xe2+DIhZpGfRQbgRdseE/1pfr2zAh5KpvHzyIISiV0qSNXC02AwQL1el7Zgt9stnQ6VSgX9fh9WqxWGYcBqtaJer0u3AxVGfP2MqWm8F9MGtQvpuu4Xr0G1WVPzF9oLcDp8qVSC0+lEsViUg3ilUhlReNHyplKpYDAYwOl0wjAMOBwOUW1xP1MHAlFRuuiSeTOuy9pFVWpms1k0Gg2Uy2XpOLDb7SgWi8hms2IfwByYRSbakRQKBdhsNilCUEHKuHG5XGLfVigURAHf7/dht9tRq9VkwKZKEvM6Fzgb12kLxGGrfF9dLhcajQYsFgtqtZrYQFB1nsvlZLCc3+8XC7+joyMAEI/ibrcrQ8P7/T6KxaLYBeTzeYmdXq8nPukclkmibxE7b8Y0CFRYrPJ6vWL5VSqVXtqD6vU6MpkMut0uQqGQFAt2d3fF6okxwfWMxUvalDD+eB7jesXYabfbU8eTXqmiWNM0c3wC8gLXh1mrPC1iZ3owK7GziJupw0wpJRaxMz2YlTUHmP3YGW8FZJ44qwWFRexcLhgXahcDrQ/UWNE0beQAxJ+fZhJvETuThzodnlBtCUkwU4kMnB7mVa9GqpZVYlrFNKxVsxI70xA37JbjcLvBYPBSwTuZTIrfOQldtXW91+uNDFVjTLFYoD4HRRfjJNU0xA0WefJ5n1tIvng8Lr7mtL2iJUUwGEQikUC/38fh4SGOjo7EJoLFqWq1KpY2LJ5zsCbXIbvdDpvNJmKMce/YaYidWVlzgNPYuc65FYwfXdeh6zo2NjbgdrtFXcxOhlQqJQPnvv32W1QqFbjdbvT7fXS7XRwcHIh/NYtYVKXze4fDIbMWuLbNSuxcuaJ42hOYBaYX03qQWGC6sYibBd4Vi9hZ4F0xy7Hzqmuf5dc0S5i1+3xWS/9ZB8Dxf5tmgnhWMQv3UyXyXgf1tYwrrEjwnOd3F3gzrvt+kbhVSZTxAmUmk4HFYpGigUoKq4/zqnWIBB8J6GmzSJpVXGf3AgtKnLeQz+cljlgYcDgciMVi4n9PuxHaZ41/qUSxqgomkfyq17yIndkDrfqcTqf4CPf7feRyObEo2dragsViQblcljjL5XKyB3E2BwtXfFw1dtSOzlmLnWsZZjfNN2SBBRZYYIEFiMWetcC7YBoUAgvMJuYhdmbtMDQvGCc4phFvKkS9Kv4X8XN5mIa44ft7FvlLeySqAM+yNnlVrjZenFpgsrju2CGJOxwORT3OGLJYLLBarTKs8eTkBL1eT9Sg4xZ+Z32vPs8Ck8V1xg7XEq4j9LnnwEsWpfr9PiwWC1qtllhLUC3MWOM6xLgbt2OZ5dg5F1GsaVoQwP8O4H0AJoD/AsBjAP83gHUAewD+Y9M0K+d4LACzfdMWOD8WsbPAu2JSsXPdScwCV4tJrjlMIhZrzo8Dk96v6LW6wPxj0usOgNcqJheYH1xG7MzCvvU2nQvT/lquC5OKHXrNT2vcUHH8pp8BXlYRL/AyJr3mXFfsqMUC1Qpi/DpardbI9Y7/DIsRwKLz/U2Yh9hRBzmz0KD6kqtdDQcHBzKk1Wq1AngxpJo/o/JT07qGviss5/y5vwLw/5mmeQfATwE8AvDfA/g70zRvAvi7H75f4IrAD9ebWremABONHS7wC7w7GDszgInEDquGM/KapxYzdA8ntuawdW1GXvfU4se4X3EQxgx9bqYO6to9A/dworHjdDphtVpn4XVPJXiwm5HP38Rix2azweVyyWtf4O2hetnOwD2cSOzY7Xa43W7YbLZZeM2vxXWRNBaLRbxISShNMSZ2vnI4HDII7DpiRyXnXkXSqf+nEnzq91SBXjWY5zidTvFBnnJMLHZcLhf8fj8cDse1fmZM00Sr1UKz2US9XpcBqVQYk0imGp1KYn7R7uQ6CG81di7jHr5xmJ2maQEA3wDYNJUf1jTtMYB/ZZpmRtO0FIDfmqZ5+w2PZS5UoRcDD0xUugEve3edF+Ylm55POna4AS2qfe8GtYIGvKjEvgtmJXY0TTN52L7uyaqzivE15yJxg0se0jHpNYck8fjQigXOhx/zfuVwOKBp2kt+iwucD2rsAKPKobfFLMWOxWIxeWhSVSsLnB+Mm/E968cQOywwMHYW+fLbgXHDwUPjSsW3wazEjsViMV0ul3i4njUccIHXg0UFu90un7vxgVVvgZnJky0Wi+nxeGCz2dBut8/0jZ42nFU4vM49lkpVh8Mh9+9dY2dW1hzgNHZ0XYfD4ZBBcFcVO8wvWVi12WxyDVz7VMUxwUKaai0xvlZeZSwxdux2+0jsvAteFTvnKVtsACgA+D81TfspgC8B/FsACdM0Mz/8TBZA4pwXcp4fW+AMUCHBPwlWN6bw3k48dqbwNc4E1NhRWz24KE7hfZ1Y7JiKb9ACb4ez1hzTNKeZ/JromqMqDxZ4O7xuv7pgseGyMLHYodUN151F/LwdVDXoWfvVPMcOgJGD4iJ23g48/NGbEnixZ/1YYqfX681N3FyVuIjPQ1UWY+e61YZvwMRiR42beYidq4gblXCkkthmswnRrn5NGSaa6wwGA3Q6nZmJHV7jmzqVrip2SFTabDZRpqq+t1OGS4mdq36tfK5+vy+WNuPxq8YJv+eQRJVLGSdmr8JKg9fkdDqlg4HXQVHcpJ7/PESxDcDPAPxXpml+pmnaX2FMUm6apqlp2plXpGnanwP/P3vvGhvXlt35/Xe933XqXawii6RISffq9m2p7e620x2kA9gTeAwYnQkQYxxg0Jgx0IPMOLGDJBjHyId8CpzXAAECTNIDe+AgnjhGPIaNNiaO3ZgACRK47Xt9u9VXElsSxTdZD9b7/eDJB3Ft7iqRElkqVp1TtX4AIZIqVu1z6l97r732euDbys8TqxdqtAhTeuMmLRJVlOFwGD6fD/F4HO12G+12G9lsVnbjNFjk28S1Y7VaJ1K3jz7gRnAgqrqhz8ZtaEfTNHi9XsRiMVmUPZ/Py4nSYBG3Y2tnVDd02jaJzdMsdTNq+Kq6sVgsE33/VN0Eg0Gpm0ajgVarhUKhMNR1eh50A7ypHdo0kiHzPsxKO1cZwup7PKkIItXwFkIMzTn1eh2tVgv5fH4oZWteteNwOGC321Gv1997Tp+k3TTO66qvrf6Ous/flnZ8Ph+SySSq1SoajcbCaMftdsPpdKJcLr/3dU7T0aa+BtnnpJ1RO2dS2hnVDQCEw2H4/X6kUimUy2VUq1XZpdyAG/CJasfr9cLtduP09NRo+4FLuUyfarmZ25p31OdTf5dIJKBpGjKZDHK5HIrFIg4PD6WDwAh7BoWJ2MlCCAQCAfh8PpycnBg5+EhymT2slpkZ1Q19P4n5lF5L/V06nUY0GsXa2hoODg5QKBSwu7sr96tG8VOcM7E5RwiBcDiMQCCA/f192VTOyNohnagaUcs80Xs2OjdMyo4bnXeWl5cRi8WwsbGBV69e4eTkBLu7u0MHDgZiotqJRqPQNA07OzvodDpTy2ag+39ZveqroEyTUe24XC5p/6h+BvV9nqR21PGnUilEo1FsbGzgxYsXOD4+xvHx8USDVK5TTOYAwIGu639x/vP/jtciyYrX4eU4/zd32R/ruv4dXde/TGkUl31I3odJPc9NX/OqL4qAmeRrWa1W2Gw2OBwOuN1u+Hw+RKNRxGIxRCIRWdvFgPXsbkU7k6g5N6v79C7dTLKenqodqj/m8/kQDocRDocRCoWkI8yANcnG1s5lupnUvZ3k3HXT11W/p2uhz/00daNpmozYMth8A9zCnKPe4/dhlvfqsvmGrmtS64ZqeI2uV7RWLYp26B5Pqs7lNO7VZXPbVZqh6JdJaudttk44HEYwGJSvN+/aoTRUWp8NeL1DXDY+dd0d1c2ktKPqc1Q7gUAAsVgMoVAIgUBgKKPKYExcO2q9QqNrZ5S3zTmTXrPo9cjWcTgc8Hg8CAQCSCQS0gGm2o8Gu58TsZPpHrhcLhkZa7DrvJRRp4k636h6mfT+inSg6sbr9SIYDCKZTMqArqscgwZgonOOzWaTh5ukHYNd7xCjugEwNM9QnWBVN5NYN9R5TdWO2+2G3+9HIpFAMBiE2+02qo0M3IJ2fD4fXC4X7Hb7TLRDztS3OVVVzYxqwW63y/dSrVE+yTVDnUdUO8rlcsHv9yMej8Pv94NK3k3yHr4zoljX9RMhxL4Q4r6u61sAfgbAk/OvbwH4zfN//+gmL2y1Wt87JXzaaQ6jN1/X9aEPMxkvNK6rro0ec53Xs1gs8Hg8cLlc8l+LxYJWqyWdfU+ePJERG/Q3RkgBuS3tUA2oceuwALdzuvu291X9kNNjVO3Q4qq/IyX7JtoRQsDj8UjjlyaQbreLaDQKAHjx4gV0Xb9U27Nkktqhz4bT6cRgMECn0xl7XLPQDYChGq+qEU/fv+vkeZw5x+l0wu12w+FwyAieSCSCUCiE7e3tudcN8DqFRwgBt9uNfr+PVqs11jUKcTvRoNfVDkFzAHChHUp1G+c1RiHtqHMOZYFEIhEEAoFLtTNr3ZyPYWLa0ZXyLF6vF/1+H/V6/UbXedufq9H3Vf1+VDv0GVBtHQDodrsTddjQZlOddzqdDoLBIDwez8JohzIY/H4/er0eKpXK2Nqh55wkN5l3hBDwer1yDaO5sNvtvvc46PmA15G0qnYGgwGq1SqcTic0TRuK6Jln7TSbTQwGA2iahk6ng2KxKP/vOty2dq7z2qojOBAIvGHjTEI7Kj6fT2oHAJrNJo6OjtDr9aSW1PX7JmvibTIp7ei6jmq1im63i1AohHa7jUKhcKPrnIUdqH7+6ZCE1gafzycj/Oj9m0Q2Kr2urutSN06nE51OB9lsFkII1Ov1ofIBRnP4TXrOKZVKaLVaiEQiaLVaODk5MZStM/pao7oh5xt9HwwGcXZ2hmazKTMXJpFJoDokqfmfzWaTn712u41KpTJUK3fUbzBrJq2d09NTNJtNRKNROe8S77rum65Vl30OaV5/lz1DmqFoedUGVR3cmqah3++jWq0ONb17X9Txeb1e6Ygul8tot9uo1Wool8toNpvS1pmUbq7bWvE/APC7QggHgG0Afxevo5F/XwjxywB2AfzidZ6IJtibTJzqCQylUqkO2UndDHqj37ahv2yCod/Tv6ojUA1Pv+5r0N/Sl8fjkZttciQ2Gg04HA75WBKNuhAaJO1sotq5ac3QUe3Q79TnmKR26Pku0+Toz2rpFPo/Whiu0g6lib8NckBbLBbZ/ZoMXl3XUa/X5f+TcUWvR2OfJ+3Qoc1lc8/bFodR3aj36Kq/velcdJlu3vZYGgeAofQuVSujm+GrdDP6evQ46qBqtVrR7XZht9vR7/dRKpXk4Qzpxmq1Ds1lBkk5m+ico867wLudDO+jnbc972WPv+46So8dPaCl66PHXKYdWq9G57VR7dB1q424bDYbut0u8vk8XC6XfDzpbJ61ox5m0v2+rnasVuvQ37zL8Htf7bzL8Ud6Jgf46Bw0+veqft42N6ljoUZAQogh7eRyObhcLnk/1NqhxDxqh5xhqs1LXHWtpB31nqv3adJr1ujfq85g+pneVwDodDpyDrps3hl9jcu0M3q9qj4BoN1uywOGbDYrm7yojiTVFpg37aiH4aPzDvB27Yzanbd1uKl+r2pH/b06J5DDj8b/tvfsunMhvQY5iYDXDmKPx4Nms4nj42O5p1KDOtTnNUh5holoZzAYoN1uQ4iLBqyjTqqrPoOX6eY2D6fUOUjVkzof0OeePuvq/vE6r/G2x4zOa61WS46DnKSdTmfosEzdcxqklMDE5hyqM0vOMQBjaYe4jnPwpmvWqHMPuAhYVMcyartfZ0w3GYdqiwMYClzK5XIycOOyOee25uQxmJh2SC/lclmWbRh9n66yD0b9Flc9ln5/2WPGOdDQdV0GLOq6PhQ9THayyqS1Q/OKemBK5SDpsWp/hvcdx7Ucxbqufwbgsg6cPzPOi45jlFKdUXpjVMfHbS1IV21sRp3F6kI0atyO/ktv8mVObjVqUE25cjqdAF4bwMDrRabdbqPZbA45++jv6F8jNNKZtHbIkTr6vly1AaJ7Q05SVTvqc1w2udz0vl21Wb7qsfR4deK/6mABGF5Ur9In/Z4mLjpMoMVI119HnKgn76QddYE3wuZpUtpRP5/XeZ9H5xz6OzIqRhec0ff5JtpRdTBqWI1ew+jiqJ6Ejm6oL5tzRnUz+nqqoaRu7On5KSJS1aO6aN3WBuGmTHLOUTcXV60FKuq9oa7pAK6tnZsw+v5d9b36eFU76qZlVBfq89PfjBpvlz236rDpdDoyErtcLstsGLo/6lpIc86smaR21M/nZdqh/xtFdY6o887o372PdmgsV41r9HE0H1KNV3qPVUfU6HOp76/6+6vmWzKygdcGsMvlQq/XQ7PZfCOaWQgxtJGbR+1cNe+Mrv3q/9Hnj9byyzbho89FP4+z8Vaf67LvSQPU4GkwGEhNXLVWqHq4bE677DVU7XQ6HTidTnS7XTSbTRmZDlxoZ97nnVF7h+6RGt04+v5dpp3LbCaVcXRzlXZGtarugdTIzMvsnbeN621aHd2TdTodaTO3Wi1pB132WHWvN0smpR11zrnqUPyqef4y++ZtjLO/Uv92VDeqTlXdjOr3XdmaV43xMt3QawGv5xxas9vttnQW0b1R1yt63nmyk0eb943q4Kr9Kr1Xl/lDVK6yHcZBfQ2aW8gvQF902Kq+3rte+zq2uDqP0HXToTjw2u5RtaN+xtS/nyft0KG4rutDgQeXvCaAy7VDv3/XWjXOenXVz+p6RWMBMBTUOTr2t73OTbRDc16325Wv2+/3h/yAoxq6zjiuHN80BSeEyANoAChM7UWvTxTGHBdwO2Nb1XU9NuHnvDWEEDUAW7MexxWwdgyKweccgLVjWFg7Y7PQugFYO+8Ba8fY2jGqbgDWDtvJ47PQ2jH4nAOwdgwLa2dsFlo3gOG1Y1TdAFPWzlQdxQAghPgr/bxRkJEw6rgAY49tWhj5HvDYjI2R7wGPzdgY+R4YdWxGHde0MfJ9MOrYjDquaWPU+2DUcQHGHtu0MPI94LEZGyPfAx6bsTHyPTDq2Iw6rmlj1Ptg1HEB0x+b4dr/MgzDMAzDMAzDMAzDMAzDMNOFHcUMwzAMwzAMwzAMwzAMwzALziwcxd+ZwWteB6OOCzD22KaFke8Bj83YGPke8NiMjZHvgVHHZtRxTRsj3wejjs2o45o2Rr0PRh0XYOyxTQsj3wMem7Ex8j3gsRkbI98Do47NqOOaNka9D0YdFzDlsU29RjHDMAzDMAzDMAzDMAzDMAxjLLj0BMMwDMMwDMMwDMMwDMMwzILDjmKGYRiGYRiGYRiGYRiGYZgFZ2qOYiHEzwkhtoQQL4QQvz6t171iLCtCiH8lhHgihPhcCPGr57//L4QQh0KIz86/fn5G49sRQjw+H8Nfnf8uLIT4MyHE8/N/Q7MY2ywwinZYN+aDtXPt8bF2FIyim/OxsHZMBGvnRuNj7Siwdm40PtaOglG0w7oxH6yda4+PtaNgFN2cj4W1YyJYOzca30y1M5UaxUIIK4AfA/gbAA4A/CWAX9J1/cmtv/jl41kCsKTr+qdCCD+ATwD82wB+EUBd1/X/dhbjUsa3A+DLuq4XlN/91wCKuq7/5vmHKqTr+j+a1RinhZG0w7oxF6ydG41vB6wdAMbSzfl4WDsmgbVz4/HtgLUDgLUzxvh2wNoBYCztsG7MBWvnRuPbAWsHgLF0cz4e1o5JYO3ceHw7mKF2phVR/FUAL3Rd39Z1vQvg9wB8c0qv/Qa6rh/ruv7p+fc1AE8BpGc1nmvyTQC/c/797+C1iBcBw2iHdWM6WDvvx6JqxzC6AVg7JoO18/6wdlg748LaYVtnHBZVNwBr531ZVO0YRjcAa8dksHben6lpZ1qO4jSAfeXnAxjkTRBCrAH4EoC/OP/VrwghfiiE+O0ZpgHoAP5PIcQnQohvn/8uoev68fn3JwASsxna1DGkdlg3poC1c31YOxcYUjcAa8cEsHZuBmvnAtbOzWDtXGBI7bBuTAFr5/qwdi4wpG4A1o4JYO3cjJlqZ6Gb2QkhfAD+AMCv6bpeBfBPAGwAeATgGMB/N6Oh/eu6rv8EgL8J4B8KIf4N9T/11/VCbr9mCHMprBtmXFg7zLiwdphxYe0w48LaYcaBdcOMC2uHGRfWDjMurJ3LmZaj+BDAivLz8vnvZoYQwo7XgvhdXdf/BQDoup7VdX2g6/oZgH+K1+HxU0fX9cPzf3MA/vB8HNnzOipUTyU3i7HNAENph3VjKlg714S1M4ShdAOwdkwEa+cGsHaGYO3cANbOEIbSDuvGVLB2rglrZwhD6QZg7ZgI1s4NmLV2puUo/ksAd4UQ60IIB4C/DeCPp/TabyCEEAB+C8BTXdf/sfL7JeVhfwvAj2YwNu95MW0IIbwA/q3zcfwxgG+dP+xbAP5o2mObEYbRDuvGdLB2rjc21s4whtENwNoxGayd64+NtTMMa+f6Y2PtDGMY7bBuTAdr53pjY+0MYxjdAKwdk8Hauf7YZq4d2209sYqu630hxK8A+FMAVgC/rev659N47Sv4OoC/A+CxEOKz89/9BoBfEkI8wusQ7h0Af38GY0sA+MPXuoUNwD/Xdf3/EEL8JYDfF0L8MoBdvO7GOPcYTDusGxPB2rk2rB0Fg+kGYO2YBtbOjWDtKLB2bgRrR8Fg2mHdmAjWzrVh7SgYTDcAa8c0sHZuxMy1I16XtmAYhmEYhmEYhmEYhmEYhmEWlYVuZscwDMMwDMMwDMMwDMMwDMOwo5hhGIZhGIZhGIZhGIZhGGbhYUcxwzAMwzAMwzAMwzAMwzDMgsOOYoZhGIZhGIZhGIZhGIZhmAWHHcUMwzAMwzAMwzAMwzAMwzALDjuKGYZhGIZhGIZhGIZhGIZhFhx2FDMMwzAMwzAMwzAMwzAMwyw47ChmGIZhGIZhGIZhGIZhGIZZcNhRzDAMwzAMwzAMwzAMwzAMs+Cwo5hhGIZhGIZhGIZhGIZhGGbBYUcxwzAMwzAMwzAMwzAMwzDMgsOOYoZhGIZhGIZhGIZhGIZhmAVnIRzFQogdIcTPXvOxuhBic8zXGftvGWPC2mHGhbXDjAPrhhkX1g4zLqwdZlxYO8y4sHaYcWDdMOPC2rkZC+EoNgpCiJ8VQnwqhGgIIQ6EEL846zEx5oC1w4wLa4cZB9YNMy6sHWZcWDvMuLB2mHFh7TDjwLphxsUs2rHNegCLghDiAYB/DuBbAP4MQBCANtNBMaaAtcOMC2uHGQfWDTMurB1mXFg7zLiwdphxYe0w48C6YcbFTNpZuIhiIcRXhRD/nxCiLIQ4FkL8D0IIx8jDfl4IsS2EKAgh/hshhEX5+78nhHgqhCgJIf6UcjbrAAAgAElEQVRUCLF6zZf+zwH8T7qu/0td1/u6rp/quv5yYhfG3DqsHWZcWDvMOLBumHFh7TDjwtphxoW1w4wLa4cZB9YNMy6snXezcI5iAAMA/xGAKIB/DcDPAPgHI4/5WwC+DOAnAHwTwN8DACHENwH8BoB/B0AMwP8N4H+95uv+9PlzPD4X4/8ihAi/36UwU4a1w4wLa4cZB9YNMy6sHWZcWDvMuLB2mHFh7TDjwLphxoW18y50XZ/7LwA7AH72iv/7NQB/qPysA/g55ed/AOB759//SwC/rPyfBUATwKryt5tXvE73fBz3APgA/AGA3531veEv1g5/sXb4yzhfrBv+Yu3wF2uHtWOWL9YOf7F2+It1w7oxwxdr52ZfCxdRLIS4J4T4rhDiRAhRBfBf4vVJgsq+8v0ugNT596sA/vvzEPUygCIAASB9jZduAfhnuq7/WNf1+vnr/vz7XAszXVg7zLiwdphxYN0w48LaYcaFtcOMC2uHGRfWDjMOrBtmXFg772bhHMUA/gmAZwDu6roewOuwcTHymBXl+wyAo/Pv9wH8fV3XNeXLrev6/3uN1/0hXp8uEPpVD2QMC2uHGRfWDjMOrBtmXFg7zLiwdphxYe0w48LaYcaBdcOMC2vnHSyio9gPoAqgLoT4AMC/f8lj/lMhREgIsQLgVwH8b+e//x8B/GdCiI8AQAgRFEL8u9d83X8G4O8KIe4IITwAfh3Ad9/nQpipw9phxoW1w4wD64YZF9YOMy6sHWZcWDvMuLB2mHFg3TDjwtp5B4voKP5PAPx7AGoA/iku3nCVPwLwCYDPAPwJgN8CAF3X/xDAfwXg985D1H8E4G9e50V1Xf9tAP8zgL/A69D1DoD/8H0uhJk6rB1mXFg7zDiwbphxYe0w48LaYcaFtcOMC2uHGQfWDTMurJ13IHTdsNHODMMwDMMwDMMwDMMwDMMwzBRYxIhihmEYhmEYhmEYhmEYhmEYRuG9HMVCiJ8TQmwJIV4IIX59UoNi5h/WDjMurB1mXFg7zDiwbphxYe0w48LaYcaFtcOMC2uHGQfWzXwydukJIYQVwI8B/A0ABwD+EsAv6br+ZHLDY+YR1g4zLqwdZlxYO8w4sG6YcWHtMOPC2mHGhbXDjAtrhxkH1s388j4RxV8F8ELX9W1d17sAfg/ANyczLGbOYe0w48LaYcaFtcOMA+uGGRfWDjMurB1mXFg7zLiwdphxYN3MKbb3+Ns0gH3l5wMAP/W2PxBCcOc8A6HrupjRS7N2TI5ZtMO6MRwFXddjM3pt1o6JMcucA7B2jAZrhxkX1g4zLmbRDuvGcLCdzIyFWeYcgLVjNK7Szvs4iq+FEOLbAL5926/DzB+sHWYcWDeGZnfWA3gbrB1mXFg7zLiwdphxYe0w48C6MTRsJ88hQgiMW+51XmDt3BwhXvtvZ6Wd93EUHwJYUX5ePv/dELqufwfAdwA+PWAkrB1mXN6pHdYNcwWsHWYceL1ixoW1w4wLa4cZF7Z1mHFh7dwSc+4k5vXqltB1XTqLZ8H71Cj+SwB3hRDrQggHgL8N4I8nMyzzIISY6RtoUlg7GNYO6+jasHYUhBCwWCywWN5nKl8YWDsKNOfwvPNOWDfMuLB2mHFh7TDjwtphxoW1w4wD62ZOGTuiWNf1vhDiVwD8KQArgN/Wdf3ziY3M4IxusgeDwczDw6+DEca46NoBLhx8AHB2dia/13VdfhkNI6TNsHYw5Niz2WxD78vZ2dmshnUlRtANwNoZxWq1yvfm7OzMkNoxAqybN1HnICN8to0Ka4cZF9YOMy6sHWZcWDvMOLBubpdZ2tlimi8+D2Hm5By22WxwOBxwu90AgF6vh3a7jX6/j36/P+NRXo8ZFj2/MfOgHeDCQWy32xEIBGCxWOQE0O/3UalUcHZ2ZlhnMWEW7cyLboAL7bjdblitVlgsFsTjcQghcHR0hG63a4b55xNd178860Fch3nSDkG6Ie1YrVacnp6i1+sZXjtmmXOA+dQOcOEgdrvdEEKg0+nItcrIBw2sHeNghGCFm8DaYcbFLNph3RgOtpOZsTDLnAOwdozGzJrZzQtqBLHVaoXL5YLX60U4HMZgMECj0ZCG72AwMI0RzEwXIQTsdjtcLhdisRhsNpvcZLfbbbRaLfR6PdYQ8wYWiwU2mw2BQAAOhwNOpxOrq6sQQqDf76NYLKLZbLJ2mDegtctut8NqtcJutyMej8PpdMLhcKBSqaDZbKLRaBja4cfMDtKQxWKBy+WSh+V0yEBOY4Z5GxaL5Q1n8WAwmOWQGJPBGQ0MwzAMc/tM3VFslDTkm0CbI6vVCpvNBo/HA03TEI/H8dFHH6HdbuPVq1fY399HrVZDr9eTUaE3eQ2z3Rfm+oxGEofDYXzlK1+By+VCv99Ht9tFuVxGu91GuVxGq9W69vMCbCzPOxaLBU6nE16vF/fu3YOmadA0DV/4whdgtVrx5MkTfPLJJ9jZ2UGn03nn87FuFgs6ZPD7/XC5XPD7/fjSl76EaDSKs7MzPH78GLu7u3j+/DmAt5cwYe0sHnRATmtYNBqFz+dDIBBAsVhEpVLB8fExBoPBW20f1s5iQ9l4dMhAemm1Wm+U3Rq1iVk7jHpYRdAhw2VaGYW1s9jc5ICBDyOuD/sv3kQtLclcDWvnTcaxdW7zPs4kothMwiAHscvlQjAYhNfrRSgUQjQaxdLSEtLpNDqdDpxOJ8rlMprN5o2bA3Ezoeth1o2C1WqF0+mE0+lEIBBALBZDOp1GJpOBz+eDw+HA4eEhzs7OZM1ZXlwmh1l1A1zMP06nE6FQCPF4HJlMBvF4HKurq0in0zg7O0O5XMbjx4/R6/Wu/dxmmodnhZm1A1w4+CgDJpFIIBKJYG1tDT/5kz+JcDgMXdeRz+eRy+VkhsOow4a5OWbXDkEOYq/XC7/fj0QigQ8//BDRaBTxeBxPnz7F3t4ems0m2u02ut2udBbTHGP00hRGY160Q9hsNmn/BINB+Hw+xGIx1Go11Ot1nJ6eytJJat10ilandc3oJbmMwLxpB7g46HS5XHA6nQgGg+j3+xgMBuh0OvLAwev1Sv3QXERBF7quG7q00qyZR90AFzYQ2UFqaT9akzweD+x2O2w2GzqdDnq93pBuut3uLC/BFMzzfmK06bN6raQbp9Mp56FutyvLSrbb7Ru9zrzew7exyNdNe3zgYu6ln2+indtkJhHFqiPM6OKgN5KMk1AohFgshmQyieXlZWiahn6/D5fLhcePH8s3mJk8qnaMrhuCxkzRoKFQCIlEAsvLy0gkEggEAvD7/Wi1WqhWq9JRzEwOM0cG0CLidrsRDAYRj8eRSCSQTqdx584dhEIhdDodhEIhOBwO012fGTDrBmq0VJLP50MkEkE6ncb9+/dx584daJoGAIjH4/D7/bDb7W80thv9/Jj1fswCs98rNRPG5/MhHA5jeXkZd+/elQfl5Nw7OTlBtVpFvV5Hv98farA56uAz6/2YJmbXDkElbzweD0KhEJaWlqBpGjKZDMrlMqrVKjwejzxoACCzrJrNpnQgM9dnXrQDXMxBNpsNXq8XXq8XyWQSZ2dn0lHc7/dxdnYGTdNwdnY2VIqLMjz5oOrdzJNuCLKBHA4H/H6/XIvU/jBkP9vtdpRKJTSbTbmGcVmcd2PmPda7UO1ouk6bzSb/z+PxwOl0wuPxoN1uo9frodFoAHht+9zECTpv9+46zLN2LoOulzRF2VU0Lw0Gg6G5yQhM3VFMjXQA40cHqBOE0+lEJBLBysoKkskk0uk01tbWpKMmn88jGAzC6XTe+JqMfA+MBL0XAEwVoWS1WuHxeOQme319Hffu3cPHH38Mv98Pt9uNZrOJZrN5ZdrlVbB23g1tNGizYJZ7ptazjsfjcs758MMPpaPYYrGgVqshGAzKr1ar9c7rNPrcaxSonqZZDjZV1OaHlMmwtraGtbU1fPTRR0ilUvD7/RBC4Cd+4idgs9mwv7+PUqmERqMhnTNqVCjr5vqo8w5gLu0Aw05ij8eDVCqFRCKBtbU1bGxsIJVKYWVlBaFQCF/84hfhdruxu7srNdTtdtHtdmXNfYDnnesyGsFk1ntG9n44HIamaUilUlhbW0M8HscHH3wAh8MBIQSKxSKq1SpqtRrK5TKy2Sx2dnZwcnIiD6e49v71UMsyAObVDmGz2WC32+H1ehGPxxEOh/HgwQMEAgG43W54vV5ZzsTlcqFYLGJ3dxefffYZ8vm8PIBgh9/bMbOtcxWjNtDa2hrcbjfcbjfi8Ti8Xi98Ph/i8Tg6nQ4qlQo+/fRTZLNZ9Pt91Go1PqS6BmYLALwJ6iHVaH8Pp9OJdDotMx12d3dRqVSQzWZRLBa5b8M1oHnnshJC8wDNQWTH2Gw2meFAVQr8fj/a7Tb6/T7a7TYqlcq1y48St3nfpu4oJo+5GTYMqsefDBJKmYvFYkgkEnC5XGg2m6jX69A0DX6/f9bDnmvMoh1itL613+9HNBrFysoKNE2D2+2G3W6HpmkIBAIyMsIs12cG6FDBjPeUDDDSTiKRQCwWg6Zp8Hg8ACBTLEk7HJE+OczuHFU3SpTNkEgkZI1Zp9MpI0KtViv8fj86nY6M0qLrNuv1zxqzzjuExWKBw+GQ2TBU+iYWi8mDcY/Hg0AggNXVVfk31FRTjVAz8+doFpj9ftGcYrfb4Xa75foVjUYRiUSgaZp08vn9ftRqNZlV1ev1UCqVUCwWh9IvzXw/psU8zdlk+3g8HkQiEYRCIYTDYQQCAaRSKWk3q7WLqfb17u4uWq3WUCQg83bMvl6pqGXbPB4PPB6PjEYPh8NIp9OymW80GkW/30ez2UShUIDVakWtVkO73Uan01nY1PibcFnmkNkhJzFFo5MPaH19Xf7fnTt3ZKaD3+9HoVCA3W5Hq9VCq9UaChZg3kTdn8+TdgAMrUlkD2maJh3FmUwG0WgUyWQS7XYbrVYLhUIBT548MdS8MxNH8U3D8WeBGk1METU0SVBtvmg0OlRagCL6mNvBLNohVOOVFhVK302lUggGg7DZbLBYLPD7/fD5fBw1cwuYKfpcRZ2D6EQ7FoshHA4PZS/YbDZ0u10MBgPpnDHLZ8TomNl4GS09oWmaPGgIhULweDywWq0yYsZisSAQCKBerw+VUDLzPZgl83DfLnMUr6ysIBKJIBAIwG63y414KpWSdUNfvXqFbrc7F1Gxs2AetKOmfFOPj2QyObSG+f1+OJ1OaJqGWq0Gn8+HVquFdrsNTdNkIAbA+rkJZrR3RlEzGrxeL6LRKEKhkPxKJpOIx+ND5SbOzs5kGm80GkW9Xpfl3NSa6cybmNVOvgr1kIH2736/H6lUCqlUCplMRkYzhkIh6LqOXq+Hk5MTAJBRoWbOCpoW86Yd4MJ+pqzOYDCISCSCSCSCDz74QDo3Nzc3EQwGEQgE4PP5kM1mMRgMZCmuXq/H884VkH04b9oh1B5ndGi1tLQkf//gwQOZZdVqtVCr1bC3tye10+l0DHF4NxNHsZk+NJT2BACxWAx3795FOp2WETX0//V6HW63Gw6HQ0ZEmOUazYSZtEOTgd1uRyKRwOrqKqLRKDRNg8/ng8/ng9VqHeoUH41G5UmkWa7TDJhJN8DFJtvv98sNM9VQozRep9MpdUIn2h6PB8Vi0VTXykweMnApYsZut8Nut8tNUjAYlOsaAOkEJIONDrdGm5Ixi4F6uOl0OuF2u5FMJqV+6KCBnMhnZ2dST/1+XzpvyNAFwA2BFgj1kMrhcEDTNCSTSdy/f1/qZ2VlBU6nExaLRa5j7XYbGxsb8Hq90vlweHiIYrFoutJRzPuh9oeJRCJ48OAB0uk0EokEvvzlLyMYDMr6oHS4QA4dl8sFIQS2trZwdHQkAzA6nc6sL4uZAqQdOsBMJpNYWlrCN77xDSwtLcleQ1QeKRaLYTAYoN1u4xvf+AbW19dl2SSLxYJ8Pj/rS2KmjNpEPBaL4ad+6qeQSqUQjUaxvr4uMzkfPXoEp9MJIQSSySSKxSJCoRDOzs4QDAbx6aefzvpSDMs8HIhfBe3BfD4f1tbWZCbMxsaG1M4v/MIvIBwOw+v1AnidHZzL5eDxePDkyRP8yZ/8iSHu0Uya2RGzvvh3QafZVCM0FoshGo1KJ7HL5YLFYpGNgmhDbrPZpPOPmSxmabagbpKCwSDC4TASiQRSqRTi8bjUCz2WHu/z+WShfGYymGnOAYY3SBSBHovFEI/HZV01p9Mpo9FJN/Q7jiieHOq9NNP9VNcuaoRIkcSkFavVCl3X5ZpFj6d6axzJ936M1u0zE5TF4HK54PV6EQ6HZTRNIBCQB1dUG1Qtz0VRojabTUb6cX3Qm0E17cyondHeHrSG0UZJ0zRZm48yF87OzmRkOmnJbrej0+nIDvJ0T3g+ejujtdHNiGo/0wG4x+OBpmkIh8MIhULwer1yz0WaoFJKLpcLAGQdyGq1ina7zXbRW5gH3QDDzQ8dDgecTqcMuIhEIjKbwefzodfrSb1QtqrH40EwGMTy8jJ2dnZQLpdxenrKa9gVqJmzZtcOMVq2xOfzwe/3Ix6Py0yGfr8vD8VpDiJ7b3l5GUtLSzg9PYXNZpMlV5lh5lE7wEWghd1ul2vY0tISEokENjY2pE2cTqdlZt5gMJA+xeXlZVQqFbhcLtkgcZbr1kwcxWrhaqOipuwGg0FsbGxgZWVFOvu8Xi/cbrfsvBsMBociijl6ZvJQkw5Krze6wUcbnlgshnQ6jUwmgw8++ADpdFp22QVeXw9FHmuaJn/PTAbSjVnSx2juobp8FI1+584dbGxsIBAISEcfLUbhcBhut1s6ipnJoM45ZoEML3LyUTTf2toaEomEjFAnRxQ5iqlWaL1eR71eR6VS4VI474FZmvaOojppaA5Kp9OykS/V1ifNUL01v9+PUCiEWq0Gp9MJ4HV0MZXFMcOabQTU5idm0w6hlgwIh8NykxQIBBAKhaS9TNd3dnYGj8eDXq+Hdrsta/oVCgUUi0XYbDZuKnUN5kE7wEXZACqZRBlU5ChWD6PoUF3NgrDb7SiXy2i1WohEIigUCmg0GkNZMswFNOfPQ61Q1f5xOp2w2+1y3qFDKopGp+ulutbARfPxjY0NbG1tyZrF7Oy7mnnRDvBmbX2fzyf9PbFYTDqBSWfBYFDaNrTHzGQySKfTKBQKcDqdnA3zFuZJO8DwQRUF6rjdbmQyGWxubmJzc1MGYmQyGWnrtFot9Ho9uN1u6SimcqRk+8zq/kzVUSyEkNFMpVJpqFmOkSAjl0LGqfh9v99HoVBAIpEYMsiazSZOT0/RarVkuopRT0fMEpE7CmnH7Xbj9PTUsNoBLvRDHZpTqZTs7F0qlRAIBNBut6XR2ul0UCwWkc/ncXx8jFarZUhnnxm1Q/WfXS4XTk9P0ev1Zj2kd0KRneFwGFarVXZD7fV6MpWb5pd2u41qtYrDw0O02+2h2rJGwYy6AS7XjhmugVIuaZNEGyaHwyEjJdSGR/1+XxouzWYTzWbTMLWxzOpcVLVTKBQMvV6NQgdQ6oaJIh3os0yGMNUwdjgcqNfrqFarKJfLKJVKqNfrQzqa9vWbVTtCCOkIM5t2CF3Xhw4bPB6PDKSgMkmUOXV2dibrONpsNtTrdeRyOWxvb6NQKKBWq029ya+ZtUPZahQFacbrUDNiKAo0FAohnU7LQB31UJyusd/vo9PpoFQq4eXLlzg4OJAb8Gnpx4z2DkXS2mw2lMtl0x7KqE6aYDCIaDSK5eVlfPjhh1hbW8PKyooMtKD5R40E7ff72NvbQ6lUQrPZRK/XG2rKepuYNWNCCCFLvdTrdVM70ymQ0eVyyear9+7dQyaTwcOHD7GxsYF4PA6PxyNtaTUgoFqtSj8QZZWTnXSbmFk7FBjXbDZNN/7LUDNhVldXEYvF8IUvfAFf+MIXsLa2hkAgMGQPkTY6nY4sdQNANiGn/dhtfa6uo53bVe8lmCWdjhYb4GIRpYL4drtdOmToenq9nqwJSX/DTBY60TX6hEjGCn1vtVrhdrsRCARkupyqDzXSlRyZt72wjIuR7/tV0GfUDGMnXdCm2el0yqhQ0g45bOjzMBgM0Gw2ZQS7EeceM9z7y1DnHDOgpnLRiTZF0FC5pNGo88FgIB9LGyYzXbNRMXMEEumH0i4DgQD8fr+sSzzqNKbDB9KO6ixhHd0cs807KmoTIKpvTY1+aHNktVqH5ipVL3R4XqlU5IbbjPdhVqjzjhnvm9rA1263w+/3IxAISPuZGgNRBDHpSC310+12ZR1ISvOdlsMPMOd9N/Oco6I2kKKSAdQsnA7PyXlHXwQdnPd6PZndQEE9RrSrjYKZ9ljvgvZeDodDRhSTDUSRxdTzw263D+lCbc5GmXnqese8yTzZiGTPqIfklM1AX2qE+qgdRH7FdruNVqslAwZmrZ2pl55oNBqoVqvTftkboS4K+XweQgh87Wtfw+rqKu7evYtAICA3251OR55IRqNRRKPRoTffaB8Ao43nJlA6tBmg01UAsgHQw4cPcf/+/aEaoeQkJoNGTZ0zWvSrGbWj6zrq9TrK5fKsh3JtBoOBNFQ1TcPa2hoePnyITCaDeDwu0yx1XR+ahzRNw/LyMj7//POZLywqZtQNcKEdM0XXkNFF9a40TcPdu3dx9+5d3LlzZ6hECaU0UY2+YDAotUURfrPWEWtn+tC8Qr0ZlpeXZdkbamJHGySyfcgwpjIUgUAA1Wp1pu+f2bVjtPX/JqilSGKxGFZXV7G8vIx4PC432pcxGAxgt9txdnaGUqn0xqEDMJ1oXzNrp9FomFo7AKSTJhAIYGlpCel0GktLSzJQR9WC+i9ttDudjnTkUCBPv9+fSuSdGbVDmbFm143aQJzq6ofDYRmcQ+8N7dHpZ/XQwefzodlsIpvNolAoyDqz/X7/VuceMwTQXYau62i1Wqa0dUYhm9fpdMo+DGq9WafTKbPz1L+h946aktXrdezv72N3dxd+vx+dTgftdvvWxm1m7XQ6nbnQDqFm4ZGOyBYKh8Pw+XxyrlF7UXi9XvR6PTSbTRwfH+Pw8BDLy8tDZQCBya8v19HOTGoUW61W00TaxGIxrKysIBQKyVozaioBRYHSppA2SQDmZvI0CmYqeq7rOjRNk4cHZODS4kMbJYqeoY1hIpFAu93G2dmZ7ATOvD9m0Q0AGQlBTRBjsdhQXT711LpSqaBWqyEYDCISiaBer8/cuTdvGPHA7yrooMntdkPTNMTjcdmAjA6n6HooRY7QdV1GYDGTwUzaAYY7NVN99GAwOLRJokMG4KK+XLfbRavVkpEQjUZDHqIzN4cc8Ga8f5QJQ+UC/H7/UAMy4CKLgTZJdGA1GAxQr9fRaDRkyQ2KUmeuhxk1Q4zW1/f5fNA0TdaXpc+EmlVF+iCbuV6vo1arod1uy7KA5OSbh4jZ28Is9vHbUGtbUwPf5eVlebhJ5TVGoVr6rVYLtVoNp6enePnypSznRnsy5nLm5TNF/imfz4doNIq1tTWZSZVMJuHxeN7YX9HBE+3la7UaDg8P0ev1YLVahw7uzLqm3ybzcj/okMHtdssySdSI9c6dOwgEAm9kwqh/SwealUpFlu4qlUpSR7PUzlTz29VTYCM7M9QTgWg0KjdLV6Xt9vt9meZEERGcqjJZRiMIjAppmxabUCiEaDQqnXxUtkQ9aKAI0sFgALfbLeuLGv1azYDZFiGqj0XlJujL5/O9Mf/QaWyv15MROFQ7y+hzrFkgh41ZIEex1+uF3+9HMBiEpmly/lG1QSmWZOjOUwqYETDjvaTIGY/HI/VDqXK0ftGhG6Wa0r+0jnU6HRkloqaEM9fHjNoBhtN2qVQblQ2gNWy0rBZph+YjqilL0emj5QWYt2O2NUtFLZtEGqIGZKNNfAmai6g+cafTQbfbleuZ0cu5GQGzzjejkHao8WEoFEI8Hh8qmzRaNpIcNL1eT/YY6nQ6aDQaACAPtJjLmRe7kdYXm80Gn8+HcDiMdDqNcDgs17DRyHTgYv5R56F2uy19SPNSkuM2mBftEFRX2O/3y8bPFLDj8Xje2UOISt9QyZPRskqzWtenHlFs9NpZFotFvrkrKyv40pe+hI2NDdy/f1+GjauOmm63i2aziXK5jFqtNhRJY1ZjzaiYIarEbrfD4XAgGAwik8lgfX0dX/ziF7G2toZUKjWUzkKREOTso4gaahDE+pkMZtANcGHkRqNRLC0t4eOPP8bm5iZWVlaQTCaHnH0UQUPGbrfbxdnZmWwOMM3mLfOKGeuuOZ1O+P1+ZDIZpFIpJJNJrJ03cVlaWhpy1FA6pVrHUe0kT5ixOc+sMaN2aJOkZjLE43Gsrq7i/v37CIVCQ3XV1OujSOR+v49GoyEdNepcBMzfxuA2MKN2CIvFIuvqezweRKNRrK6uYmVlBZFIBH6//9ISEhRJXCgUkM/n0e12oWkaSqWSnH8oQ8+s92YamFk7wHDpAHISb2xsYG1tDevr67K+LG24ycnXbDbRaDRQq9VkM2hK943H40NrHM9Bl2P2iFk65HS73QgGg9jc3MS9e/fw8OFD2TyKeggBGLJ9+v2+zIihg/ZYLIZgMCgzHMgJyLzJPHyeyIZxuVzIZDL48MMP8fWvfx0ej0dmbKolRdW5hDQEvLbBE4kEVldX0e/35XrWarVmfIXGZB60Awzv3zc2NvC1r30NLpcLsVgM9+/fl/sqWqOBCxuIfnY4HIhGo/j444+haRrK5bK0i2bpD5q6oxgwrjDoNJui82jDFIlEhk4i6c1VJ4jBYIByuYxyuSwXH7MvvEbDqLpRIf1Qx9SlpSXZ5ZKMXPrAU4ONwWCAWq2Gcrks0+UajYap00+NhBnun5pyGY1GpWOYovlcLpesC0obQYoopnTLk5MTHBwcSMc4HzS8P2bQDmGxWOD1emUUaDgcRjweRzwel3WxgIuIM4oAbTabyOVyODg4QLlcRqfTkY+j6zfTfRoDgKQAACAASURBVDAKZrtnqoOGHCyrq6tIJBIyU0Fdk8j+aTabKJVK2NnZwcnJCSqViuz+TXbQqFPZbPdm2pjx/pCjhsqW3LlzR0ZkXXXwRNFXBwcH8uv58+c4OjrC4eEh6vU62u32G8EXrKGrMet9oYMqt9uNVCqFRCKBaDQqnTKUqac6ifv9PkqlkqwlWywWkc1m8fLlSxwcHKBYLCKfzw91k2cux6y6AS5KBkQiEVkLlEpMDAYDOBwOmaVJjplms4larYZarSabZ+ZyORwfHyOfz2N7exvNZnNoveN553LMfk+oZACV/NM0DW63G91uF/F4HIFAYMhJTIcMFKDT7XZlCclKpYKDgwNZPolKKPF+7HLMrh0AsjSbx+NBLBZDIBDAYDBAJBJBPB6Xh5vqIQP5B8k2pqyGZrMpgwdp3bLZbHJfNgum7ig2sijIWaO+6RQZQW/yZSlP9KY3m01Zq1gVArMYkLFit9tlyiWVLHE4HPJESTVWSD+tVkt+NZtNPn1cQGjuoS7fLpcLbrd7qFM8MBw1RAZKq9VCoVDAycmJaSKomclBRixphiKLNU1DIBCA2+1+w9FH6d6qdur1+hsGiZHXbGZyWK1WmfJNtUHj8TiCweBQ8xbSAzlqGo0GKpUKjo6OcHp6inq9LqOzaJOkbrSZ+YQisigCK5lMyrJblzlYVEfxycmJdA5vb2/j5OQE2WxWpoJ3u10u57YAUFNM6ssQDAbfaDqm2s+9Xg+lUgm5XA4nJyc4Pj7GwcEBfvzjH0snYKlUAsAH5/MM7c1pz6VpmizzR32FqAki2T6tVguVSgXFYhHVahWnp6fY39/H6ekpCoUCdnd35RrGe/n5hhrYUck/spl1XZd+IHX+oDI3zWZT2tD1eh31eh2lUgl7e3sol8syw5z1M7+Q38fpdMpyo2TzaJomD8rVgwaynVUfEDmHq9UqarUa6vU6ms2mzDKfJTOJKDYqtNiodWYPDw8hhEA6nR5qpkbGa7VaRafTkadRHo9H1pvlDfbioabO7e7uotfrIR6P4+zsDA6HYyjNgGqpnZ2dyYWpUCjIKBpOkVssKKImn88DAEKhEPr9/pCBqy4sVMvIYrHg1atXODw8RKFQkPqiEhXMYmC1WtHr9dBut4cMVFU7wJvNN46OjrC3t4f9/X3ZQJPWOZ5/Fge1BhpthKiMhGobARcp3+VyWTr4KpUKer0ehBBoNptot9tv2EGsp/lkNBvP5XLJSD2q26fWd6S5p1wuo1Qq4ejoCNVqFf1+H69evUKhUECxWHyjBjbAGppXSEMWiwXNZlNGU1EJJSp7A7yef9rtNur1Og4PD1GtVtFut/GDH/wAOzs7ePnypayTrmbIsMNmvqEGvTabDWtrazKrQdXOYDBAt9tFoVCQpUqePXuG7e1tPH78WO7BSqWSDPiiXg7M/HJ2diazOql0xEcffYRwOAyXywXgop4+Ne1tNpvIZrPIZrPY2dnB8fExCoUCnj59imKxKMuSqqUCmflDPSTXNA3pdBqPHj3C8vIygsHgG7YzRaQ3Gg0ZaEFNoI+Pj/GjH/0I+/v7+Oyzz+QcNUv9sKN4BPXkmhon0O9H03DVSaNUKslIGp4MFhdKE3C73fJEmzbg6qnQqHaoxjWXLVlM6IDB4XDA5XLJxnUOh0NGE4+mPjUaDRSLRZl2Wa1W5QkkGyWLBc0vbrcbXq8XDodDNrSjJmSUikkbHzJQKJr45ORkKO2JWRzI0KUa1VS6hMrfuN3uoZIB1PCnWq3i6OgIu7u7KBQKsqaaekDBzD+0flF9T2pANhrdB0AedPZ6PRQKBRwfHyOXy6FcLqNYLMr5Rz1kYB3NNxSYQ9HolNEQjUaH6qITVNP69PQUuVwO1Wp1KDqU0r7pYJ2Zb6i2rMvlkpkwPp9Prmeq7Ux9hQqFgtTN/v4+9vf3cXBwILOqKIiH17H5Rt17Udkkj8cDl8v1Rs8Osp2pvFa1WsXLly+xt7eHp0+fSk1ls1l5aMFBg/MNBXiR3eN0OuFyueD3+6UfSC1fQ4cMrVYLuVwOuVwOu7u7aDabaDabyOfzODg4QD6fR6PRMMQhFTuKFdT0SNp00yZbfYxaJ41SWHK5nHQWq6mWzOKgRtVQ+QCfzyfrqo2mvg0GA1kf9OTkBKenp+woXlBosVFLBjidTll6giJtaM7pdruoVCrIZrNSO5TqpNYE5ZpqiwFttH0+HwKBgDRawuGwjOaz2WxDXb6r1SqKxaKsT0x11dhRvHhQ6qXH44HH40E4HJalA4LB4FCNYqrJR6m7e3t7eP78OfL5vDzw5DlnsSAbx263IxAIIBqNIhaLIRaLIRqNwm63S/3QQWer1cLR0ZEsNVEsFmWPDy7dtjioGZx+vx/RaFTW10+n07I/A3BxYEA9YXK5HI6OjlAul1GpVOSBebvdZv0sCBTU5fP54Pf7EYlEkE6n4fV6ZV1i9ZCz3W6jVqvh+PhYzjmvXr2SEaFGcMww04PWLbfbDU3TkEwmZV8YajxPjmI1Gp1qo3/++ed4/vw5Pv3006G6xAD4oGrOoUMG2rfHYjGZUUXzj9pbiA44qfHq3t4eXrx4gb/6q7+SQTqUiUUOZSPohx3F5wgh4HA44PF4EIlEkEqlcPfuXWxubiIWi0HTNLhcLlitVtmArNPpyGisw8ND6SjmE6TFgxabSCSC5eVlPHjwAHfv3kU8Hsfa2hoikQhcLpcsB9Dv93F6eop8Po9sNivr0YzWdWTmH4vFIg3cBw8e4OHDh0in01hbW5PaUdN2KeWyWq0CeD13UcOfTqfDkVgLBhm5yWQSDx48wMrKCu7cuYMPPvgAa2tr8Pv9b0QT00Z6MBjIhj/ZbBa1Wk06aTgqfTGw2WxwuVxYW1vD0tISNjY28PDhQ2xubmJ5eVlGqAMXmTB0QH5wcIAXL17g6dOnsqYjRRsbwcBlbh+LxYJgMIhAIIBMJoOHDx/io48+wsbGBiKRCMLh8FBUDZWdODk5wYsXL/DkyRN88skn0gYqFAp8ULVA2O12OBwOhEIhPHr0CB999BFWVlaQSCSQSqVkYyly+NEh5+7uLp4/f47vf//7KJfLqFar2NvbQ7PZ5LlnAaDDBZfLhQ8++AAbGxtYWVlBOp3G+vo6lpaWoGmadPZR8+fT01McHh7i008/RT6fx+npKba2tuQhFds8iwHph5pmbm5uYm1tDZubm7h37x5isZi0fagUW7vdRrVaxfb2Ng4PD3F0dITnz59jf38fxWJRHjKwhuYfIYTM2rx79y4ymQzu3LmDzc1NpNNpRCIRGVGs1tQvl8vI5/PI5/M4PDzEixcv8IMf/ECW3lKb3anlAtWD9mnzzgrJQogVIcS/EkI8EUJ8LoT41fPfh4UQfyaEeH7+b+g6L6ie7hkRSsH0er2yoQJF942mf6u1aihVhWuCXnAb2jEyatfmWCyGeDwuO6Y6nc43Sk+Qw4YaknW73aH/X2QmqR0j64bGRqeSoVAI8XgcyWQSkUgEXq93qAkiAHnQQF1RqSM4cJEVsajGyqLNOcDFvOPz+RCPx2XH+GAwKFPn1I67FBFKjaIo0lhtwrqITuJJa8cMUBaMy+VCLBaT9UA1TYPX6x1KnVPL3lDUOTmQqRQOrWeLpp9F1A5wMfdQFHEymUQoFJJNXXw+n9xoAxcHVYPBADabTaaCU/mtarW6cHb0omoHGG4ilUgkEAqFEAgEpPOG1jBVP7RpBl7PO7TpPj09lbWNF4VF1g6VCwiFQrLUzdLSEhKJBCKRiCw9odpwqm6otmw2m0W1Wl2ospGLrBvgwkns9XplmZtkMol4PC7nHcoGJv3Qv/1+H7lcDtlsVs49lUplqNTN6D5snnS16NoBIDPHPR4P/H6/9PVEo1GpH8riHK1PXK1WUSqVcHp6KrOBqRFio9GQjaDJjjZC+ZvrtNLrA/iPdV1/AOCnAfxDIcQDAL8O4Hu6rt8F8L3zn9/9gkoKtdGgTTTVG1lZWUEsFhvacKsOGQBDUaD0ps66Q+HbmPJ9n6h2aFNrdFwuF1KplDRayFE8ekhCZSYoOouaMBj182FW7ZhBN7quw263IxwOY3l5GSsrK7JWlnpABQw7imlhUZt1GM0oMatuAHNoB3gdlRUMBrG6uorNzU0kk0n4fD7pJFavgbJhqKY1GTX0fwucETNxW8eI8/godMiwurqKu3fvIp1Ow+/3y5RecvSJ8/S5druNSqWCTqeDRCIh62BTRsOCpu5OfN4xg3Zow5RMJrG+vo579+4hFArBZrPJ7t9qRB+VLOn3+9Ip6HK5hvo0LGDprYlrxwzQ2urz+RCLxXD37l2EQiFYLBbptKFMTrvdLjNgzs7O4PF4ZHr48fExstksTk9P5V5sgZionWwWxHkGMK1bFMy1vLyMdDqNZDIJv98Pl8s15GRR6/Dv7Ozg4OBAOorb7faMr2qqLOScQ9AhQzQaRSQSQSgUwsrKCpaXl7G0tCQPGsjuoblKnJf+297ext7eHg4PD3FwcIBisfjOw/HbtInMvscyE1RuQq2jv7y8PDT3hMNhGVw6Wjby5OQER0dHODo6wrNnz3BwcCDXLdrX0z6M/EO32XfoOvf/naUndF0/BnB8/n1NCPEUQBrANwH8m+cP+x0A/xeAf3SN55u5d/wyqCYxTRpOpxO5XA5OpxO6rsumUuqJZKPRkCngzWZTPo+RN9rTHNektQPAkBsI1WihxSWXyyEYDAIAPB7P0Gap3++j2Wzi9PRUdvemqHTaRBlRP2bWjhF1AwyfTNpsNjQaDTnveL1eAJAOYOqUSifZ+/v7ODo6klER1MjOaJhZN4BxtUMGLJ1c67qOYrGIbDYLr9cLq9UqU3bJyKDTbKqNlc/n8erVK+TzebTbbUPOO9PiNrRj9PtJtWWdTicajQZKpZJsXpdMJofqq1H9tOPjY7x69QrVahW1Wg07OzvI5/PS7jH6Nd8Gk9YO3XMjQ1FZbrcbAGRa9/3797G2tiYbsgIXh1O1Wg2Hh4ey8fPW1hb29vZkySSjX/NtcBvzjhmgTAaPxwOn04l6vY5gMChLlqg1ZslJTOUBut0udnd3sb+/L6OvqGzAIs0/i6gdcZ71S41Wz87OEIvFZKmkSCSCQCAgA7uoXBs5XvL5PHK5HPr9PtrtNprN5kJpBlhM3QAXh1Mej0f2f6FyWxsbG1haWsLS0pI84BRCDNUbrtfrqNVqQ82g6Xlnidn3WGaB/IQulwuhUAirq6tYXV3Fhx9+iHQ6jZWVlaEGrMBFFkyv10O325WlI0ulknxe1e4ZfS9vu4zkdZ73RjWKhRBrAL4E4C8AJM4FAwAnABLXfA5DGoNk9DocDnmC/TaHHUUf0wlAvV5fuJS5mzAJ7RgVcthQvSzSDjAcQU9GC5Utoe671Cm+1Wrd6smRWZl37YxG7qkd5NWoRJpzaKEpFosolUqoVCoy5ZJ1c8E864agTRPpR20qRV8ElZygOadcLqNYLKJQKBj6gGoWLIp2LBbLkH7I/iFjWN0AkbOvXq9L7ZRKJZRKJdlEk/WzGNoBhhuwejwe+Hw++a/f75fRNGT3kH6o8VitVkM2m0WhUGC755xJ7bGMfh9p7lEbP3s8HgQCAVmTWM3iJNun1WrJAB1q5EsllBZ97/W+2jGDbgDINYvqg3q9XgQCAVkmkg4YVO1QmbZWq4VCoYBcLod6vb6wpZJUFmXOAYbLQ1Jgl6ZpiEQiiEaj0DRNlkuiQ05au/r9vrR9aM9OzeuM6NOaBoukHYvFIvt5qHNONBqVZSdo/lF7MgAXtnOz2USlUpE2UKPRuNYB56zvz7UdxUIIH4A/APBruq5X1Q2Eruu6EOLSKxFCfBvAt5Wf3yjfYAQoLLzT6UgDhuoURyIROJ1O+Vhd1+WEI84bSR0eHqJYLKLdbg85BZnJaYcics//7lbHfFMoUlg1dldWVpBKpWStI3ocAOkIbLVaeP78OQ4PD1Gr1WZ5CYZkHO2YSTfA6zH5fD6Ew2FEIhGsr69jfX0d8Xj8jW7fdCDRbrdlp+Ziscid4keY5Jxz/jeG1I4QQhq78XgcGxsb2NzcRCaTgd/vf+PxdNBQKBRQKBRwenqKWq2GZrM5VCN9kVkU7QCQRm84HMadO3dw79493LlzB9FodKjbt7pZarfbaDQaqFarOD4+Ri6Xk6mXi84i2DqE3W6Hy+WCpmnY3NzE5uYmNjY2sLy8LA8fVFufDscrlQpyuRxyuRxevHiB7e1tdDodw17ntJi0dox8Pykox+/3Y319HSsrK1hbW0Mmk5EOnNHa1v1+H9VqFcViEcfHx/jss8/wwx/+EOVy2dBZnNNgEnayGfat5CT2eDyynj6VDNA0DbFYTNbVpwZk1Fy10Wggn8/j8ePH+OEPfyij0Re53Nak/TpGvodqMBf5daj5YTQaRSaTkQdWVIqNMhmogebe3h5+/OMf4/Hjx6hWq2g0GtJZbORrvw0WVTvkEKZyE0tLS7hz5w5CoRCCwaDM4lSDAjudjly3fvCDH+Dk5AT5fB67u7totVpXvq5R7sm1HMVCCDteC+J3dV3/F+e/zgohlnRdPxZCLAHIXfa3uq5/B8B3AMBisegULUenMEa4ERSV5fV6EYlEcO/ePayvr8s6I7TgAK9PBqj4dLlcxrNnz/Dy5UuUSiVZZ5YdNhdMWjsWi0VG6xpBOwDkBKJpGu7du4e1tTUkk0lZToCiIXRdl06ZSqWCZ8+eYWtrCwcHByiVSmi329wtXmFc7ZhhzgGGIyPW19eRyWSQSqUQCASkoaIuNJQm9/LlS2xtbeHZs2c4Pj6WcxFvtl8z7+sVcGG4OJ1OuWFaWlpCMBiU8w4ZK7Qm9Xo97O3tYXt7Gz/60Y/w4sULnJ6eIpvNolar8byDxVivgIs6axQRsbS0hHA4LDdKFBGhdmHO5/M4Pj7Gy5cv8ezZM5ycnMiyJYvUQOoqJqkdskmNqB3a2Pn9frlhSqVSiMfjQ02kBoOBdPTV63VUKhUUCgWcnJzg4OAAW1tbcv0y0vXNgklrx2azGbYUjBACbrcbwWBwyEGcTqcRi8UQCAQAXBywkaOPNJTP5/Hs2TPs7Owgl8sZal2eBZOwk4UQOtkUFJlttHsqzhsf+nw+pNNpbG5uypqgy8vLiEaj8mCKMpepXBtlUdHatbW1NVTuxmjXOg0mNeeMaseo99LhcMDtdiORSODu3btIJpNSO8lkUmZwWq3WIScflRk9Pj7G48eP8fnnn6NarcqI9AV1Ek90vTKydsgWc7vdspZ+LBZDMpmUey+HwwG73S7LlQDDe/disYjPP/8cL168wOHhIU5OTmQmJ2XDGPHaiXd26RGvr/q3ADzVdf0fK//1xwC+df79twD80XVekEShRhbPEpoYaAEKh8NIJBKIx+MIBALyZBKA3GyrKbsHBwc4Pj5Go9FAp9NZ6DSEUSapHTUS1wi6AYbT5zweDzRNQyKRkN2bXS7XGxERtVpN6oeK4ReLRdkxnvXzmklqh94nI0GbOZfLJbt8JxIJGRGhOorVlMtqtYqDgwPs7+/j+PgYhUIBpVJp4bp9X8VtrFdG0w4wHFkTDocRi8XkJtvtdr/hKKaDhpOTE+zv72NnZ0fWuM7n8wvV8fsq5n29ItRDhmAwiEgkgkQiAU3TZAMgymRQm2lQ/ev9/X3s7+9jb28PBwcHqFari9ZA6g0mrR2ad4ymHWD4gJO6xVOEFkXUqAfkg8FArl3U6fvg4AA7OzvygHORuY15x4i6AS7SdynzbmlpCalUCqlUSs5BHo8HwIWjmOo6NhoNOQeR3Vyr1RZ63boNe8eI2qF9utvtht/vl5HEmUwGy8vLiMVi0DRtaL1Vmz7TIVU2m5VZMOQkXsT91qR1c/6chtSPau/4fD4kEgmsrq7K4BxqPjba+JmyhJvNpgzGOTw8xM7OjuwptIhlS25rvTKqdqiWvs/nQzwex8rKCu7cuYO1tTWkUilEo1E4nU7Y7fahzHHq69FqtVCv13FwcIDt7W0Ui0VZvoR8hkY91CWuE1H8dQB/B8BjIcRn57/7DQC/CeD3hRC/DGAXwC++64noRpDxaISbQjX56GT7i1/8oozICofDcLlc8s1vtVqoVqt48eIFTk5OcHh4iO3tbeRyuYVuxvEWJqYd4OKExigTs81mg8PhwNLSElZWVvDgwQPpqFlaWpKRNRaLBa1WC61WC7u7u8jlcjg5OcHjx49xcHCAWq0mFxxGMhHtqNHcRtENbZbC4TCSySTu37+PUCgkU3jj8Tj8fj/sdjt6vR7a7Tay2SzK5TIKhQK+//3vY3t7G0dHR7KBnRGuyyBMdL1SNxNGuMdkuHi9XkSjUaysrCCRSCCVSuHRo0dYXV1FOByG2+2WGyUyauv1Ov76r/8az549w5MnT1AoFOS6ZYRrMwATXa+Mph3gIiorEAggHo8jlUohk8ngK1/5Cj788EM59xBqyYCtrS1sbW3hk08+wZMnT1Aul2WnZmby2qEvo0CHm3QoTs1bvvrVr+Ljjz+WUelqTwbg9bUcHx9jf38fT58+xfe+9z0cHR2h1+stZCOpS5i4dgDjNWGlg3G/349EIoFMJoOf/umfxqNHj+SG2263S7uaDjopuCKbzeK73/0u9vb24HA4DNu8d8pMTDukF6Pphpx8Xq8XiUQCy8vL+PrXv45Hjx7JKHSqse92u6Wjj5w01WoVf/7nf47j42N4PB7ZT2jBmeicY2TtUCBXIpHA0tLS0JyTTCbhcrlkGRxyFFNN63a7jU8//RTlchkul0tmjRvNjzVl5l47dLhAJWhJO1/+8pfx6NEj2fSQtBMMBqV2yG7rdrt4+fIlGo0G7HY72u227C9E9a1pb2BkJzFwDUexruv/D4Cr3Pw/c9MXNJKjD7g40VCbjkWjUcRiMekkHq2fQkXxa7WajAQ10jUZhUlrhyYSo9xnNWqMtBOLxZBIJODz+WT6rgpFRlBB81qttpCpK+9iktoxmm4I2hRZLBbp7FMPp9QUFqqxVi6XZU1QKlNitOuaJfM+5xDUqM7hcCCZTCKdTsvDKartqDr5KCKCIomr1aosSWG0a5sVk9aOEQ1ASqNzOp1wuVzSUZzJZKBpmowmViMiaO558eIFXrx4gf39/aHDTSMZ+LPituYdo0F1iX0+n9TOysoKwuHwUMkS4KK+Y6fTwfb2Nl69eoUnT54gl8uhUqnI+qFG+nzMgtuYd4yGmr7r9/vlIUMmk0EkEpGZDLRBp/mn3+8jl8shm81ie3sbe3t72N/fBwB5UGXE650Wk9SOEe+jEEI6+oLBINLpNDKZDFZXVxGPxxEMBuH1emU0KIChMn/VahW5XA67u7vY2dlBu93GwcHBwjdfXZQ5hxx9mqYhlUphZWUFq6urSCQSCIfDMiCH9mHARR8PcurlcjkcHh6iUChga2sL2Wx2YUtOAPOvHTrkpgj0UCiE5eVlpNNpqZ1oNCorDqjaoSh0yoKhTIZcLoetrS3s7e3JDGB172W0ezDKtZvZTQqjTc6XbeQojdfpdMrFB7hI56KTpkajgWazKaOy3oXqNDTSPTALRtMOMJwmqus64vE4EomE7Hw52pSG6mVVq1WUy2U0Gg121twyRow6oQ0RddalekehUOiNeQcAut2uPGAoFAool8vo9XqGdSjMC0a8v2QAk5FC2onH40P1iemLDjbL5TL29/dxcnKCer2+sIbutDCadkgPDodDRmjR5imVSsHv98sMGLKLqHldtVrFy5cvsb29jZOTEzSbTY4kvkWM+Lkk7VDHeNJOJpMZKjkBXNg6ZO+8evUKW1tbePr/s/cmsXGlWbrYF8GY55lkcB5ETSkpU6qh0f0K5X5dQAO2YXjhnRdeGHhbbwwbb++NV7a3D/bCu2fYGwPeZaPQhUajUVWdlcrKLKU4k8GY5zkYAyO8UH5Hf1wFB1ExMMQ4ACGKDN57494vzn/+c77znR9/FKmtu/b5+FzsrmPH5XJJwm9lZQVer7cvXgbeS7W1222kUimcnp5id3dX9B0bjcad3A9Ms93Fe3lZso8FBpfLJRJ/aoGq0+mgWCwil8uJVNvx8TFisdhMInIEdtewwz054xyfzyfFqZWVFRlIZrVa++Qm6FMoF1AoFJBKpXB8fIzvvvsOqVQK5XJZhiDO7NPtrmEHgMhNOJ1OBAIBGVzHDgZKJKnYAfABuaJcLiOVSuHbb7/F/v4+ksmkSE5Mk/8Ze6L4LoGCzoSMvpWVFWxvbws7QsvqY4I4Go0iHo8jm82iWq1eq7HGc6i6bYOYaneNfXTX7K7dG+InEAggHA5jc3NTqtxqlQl470ASiYRMvKQY/l17XzMbrTFh4/f7sbi4iPX1dVmATCZTXxcDddHT6TQymQxyuRyKxSLq9fpULTQzG47R57jdbiwsLGB9fR07OztYWVmRac0qs6bT6SCTyaBQKCCfzyOdTqNQKMySxPfUdDod3G43QqEQlpeX8fTpU2xsbMDr9fZpW1M3jUm9crmMk5MTxGIxKW7O7P4Y/Q43TuFwGC9evMDGxoYUxtXBz91uV1jn1WoVb968wd7eHmKxGM7Pzyf9dmY2RlPXrGAwiJWVFXz11VfY2NjA8vIy3G63FMfVTgYWOF+/fo29vT385S9/ma1d98ioS+z1ekUb9OXLl1hfX8fGxgY8Hg/MZrPsq4F3hIpOp4Nms4kff/wRkUgEe3t7SCaTUpyadcF8/kYiTiAQkFjn5cuXWFtbw87OjsizqYQcSgZ0Oh0cHx8jm80ikUggEokgl8uJlEmj0ZgVyT9jo+QEtc+Xlpbw4sULrK6u4smTJwOxo+7VObcjn8+LNG25XEYmk+krck6TjT1RrFZuJm0Gg0HaML1eLwKBAObn5wUE2iRxu92WwUDVahXZbPZaVh+DJJU9yGOqvwcg2jcE3V1sXZ2kqUynSRufp8lkgtfrRTAYRDgcht1ul9Zv4H0rAvHTobeh7gAAIABJREFUbDalyvQxusQqFmf2cXaX7h19AXHDIIaMLG2SWJ3cXCgUEI1Gb9zBMLNPt7uEHQa/RqMRgUAACwsLWF1dlRY6bfscMcSpuycnJzMm6BjtrmLH5/NJgYoDELVsPiZszs/PkcvlEIvFUKlUhElzF97T52xaubNJmtr9wjhnfX0doVBIhvaqwzOJHa5ZqVRKumBm+LlfpvodbrrX19exsLAAv98vsgEqdrjf4mY7Ho/LALJGo3HnB//M7NNNjZMpy8bhUcFg8AMGOtA/fKxUKoku+uHhIbLZLGq12qwL7x4Y1yqz2SzYWVtbw+LiIvx+PxwOxwdELuA9matarSKVSiEajWJvbw8HBwcyNHy29/q8jTkdq9UqMzzW1taEyOV0OvvyOzR1cF0qlerrgslms0gmk4KfaeyEGWuiWNWfmvRCr7ZgWiwWzM/PS2sCk30MXlQ6OdtWSqUSksnktRpraqBE58TAiN8bjUZ0u11h6lBXkt9PI7CGbWpCfdIbDQ51oUPhBN7NzU24XC6Yzea+JAFbMFutFtrtNgqFAo6Pj6UwcJPzDfpetfuOj6tMxc2kjb7AYrFgYWFBKtxk9Kn+kYOiyJBIp9N4+/btjIU+RruLxSmz2YxwOIytrS08efIEgUBAgl+1yMCvZrOJeDyO169fz6Ruxmh3KVHMWMNsNmNlZQUPHjzAF198gVAoJMwsbYGKieJYLIZvv/12KlvmptXYdXIX7jWxY7FYsLa2hq2tLXzxxRdYWloSTX3VTxI7jUYDiUQCb968mdqWy2m0u7ZmUZt4dXUV29vbePz4MZaXlxEIBPqGj6n7wvPzc2SzWRwfH+Pk5ASRSATpdHo29HmEdlfWK3WQlM1mw9raGjY3N/Ho0SOsrKzA7/dLxy/QP0ei3W6jVCohFovh5OQEBwcHwkS/6X5rZh9vdwk7jHNsNhtWV1exvr6OR48eiVyJw+EQ7KjX2+l0UK1WkclkJMn3L//yLzg9PUW1WkW73Z7U2/qs7a6sV3q9vk9ai9jZ2dnB6uqqSCSp2FFzhI1GA7lcDicnJzg8PMQ333wjvod79km/x9va2BnFZNVOMvmpSk5Q/8jv98NqtfaJlNP5MWhvNpuoVCrIZDKo1WrymkHsD/X4oVAIoVBIEsWshJpMJng8nj72TrPZRKvVQqVSQbVaRblclkqomiCaVsB9it0V7KiBjNVqldZLsvUuLi4+wA5bMJPJJCqVSp+O6FXvxWAw9DHRuXnUFl2IWRUf0+yYhmW8T7xvk7wfZEkwiFleXobT6RTcqP6Ez5i4OTs7Q6lUGlgJn9noTLuJneR1EDtOpxMbGxvw+Xx9iRdtAEPskFGjDt2c2ejtrmCHPpDYefDgAUKhkGx8+HvVGOu8ffsWyWRS/NEMO+Oxu3Kf6Xeo17e9vY1QKCRdCSrxAYAwiavVKt6+fStdd8DdeU/3wSbNSKevMBgMokv86NEjBINB9Ho9KXqqww97vZ6wsvb29kS6hIXNScdvn7vdhWQf9+bcl3u9Xjx58gTBYFD2XPxS/QmHRx0dHaHRaHzQATzDzmjtLmBHzbk4nU54vV48f/5cClJ2ux02m62PyAVAOn2j0aiQuVqtlsz1mLGIR2+TXK/Urn+LxQKPx4NgMIgXL14Ii9jpdIq8lpq3oZ9JpVJot9tCziGzuFqtfhbFzXupUczglguOxWKB1WqF1Wrt0wilqUNd6vU6KpUK6vV6H5uYwOHfqQweu90Ot9sNh8MBi8UirXomkwkulwvtdluOD7wLtjOZDIrFIsxmM4xGI87Pz2UwEcF43+wuJMlVhjjZ6Ha7HXa7XTQeta10ZIRS67FWq92ouq2yzpnkmZubE6fDShw3Z8B7rGp1uO7C526SNun3r+qU0+c4nU7xC1ptYgCCG7bS1Wo1nJ+f32rRmfTGcRrtLgS/QD926HPcbjfcbrd0MGhljdiVUq/XUSwWUalU7v2k73HbXVivtNixWq3weDzwer0yzEWbrCF2Go0GSqUSSqUSKpWKJGxmvmQ8Nul7TOwYjUZh9/l8Pvh8Png8nj5dYl4vYxFO/ObXrOX7fpmKHcbIfr9fBpBdhh3qElcqFcEOE38z+7yNeyuVhe5wOOD3+6Vrym63SwcD0I8bygbUajXZa9Xr9VkH1WdsKiFL7bhjcSoYDF6KHQCCnXa7jXq9jvPzc4l7tIWqmX1exoQv42MWNR0Oh+jpEzs2m+0D7DBWJnZYlCoWi7JufS5DM8eeKGYr9aRMbU1wOBxwuVzy5fV6sbCwIJPjgfdgqFarKBaLyGazyGQyormmJmxVp8UkNBNBNptNWswDgYAMb9Dr9aLd1mw2Rbdrd3cXuVxOBLArlQoKhYK8dtqp7LcxCs1Pyogdo9EIm80Gh8MBj8cjw4HW19fhcrkGYqdQKCCbzSKdTiOdTiObzV46lENbbOAmzWKxwGazifPh8alhy78rl8tSfOB1AP0tWvfJJl1YIW4MBkMfbjweDxYXF/Ho0SP4fD6YTCYA73FTq9X6fE4qlRK5m4859yDm+iAM3Ddc3MS63e7EsaPdOLndbvh8PqysrGBnZwd+v18YNrzeer2OcrksfieZTOLs7AzNZnOW7BuTcRM7KVOxo/qdYDCI9fV1GdyrxY42UZNKpXByciL6oDMbvU26oKPGOlarFU6nEx6PB6FQCFtbW9LRYDab5XrZFVer1WSjzYnx5XJZYpSZ7xmtTXJfwOdrNBphNBpht9tlb0Vd9JWVFXi9XsEO4x0WxZnsSyaTODk5QSqVQqVSmcj7uU82KdyoXZokRnGt8vv9CIfDWF1dRTgchsfjgdFolOtlYarRaAiRIpVK4ezsDEdHR0ilUhP3pffBJoUdFqSIHbKJ/X6/6BMvLy8jFAp9sDfn/Bf6HcrdJBIJvH37FmdnZ8IGneFndDYJ7HCNYmHKYrH0zQ0Kh8MIh8NYXFxEIBDok7rh9bI41Wg0cH5+jkKhgHQ6jR9//BGnp6fSKTxLFN/CmMGfBDiYePP7/fD5fPj5z38u1cpXr14hGAzCYrF80CLHxK/dbofH44HP50OhUEAmk/mg3Xdubk40js1mswTXy8vLePDggQzMM5lMkrAmw7Tb7YosRTAYRL1eR61Ww+7uLpLJJPb392WiIp3cfZrgetewwyF2P//5z2XAglYWQKfTCaucgU8mkxEJAe2z48Kn1+ths9lgt9vhcDgwPz8Pn8+HhYUFwZrRaJRKVqVSkYmspVJJNJEbjYawmbV4uS+Ln8q8nsS5DQaDMLF+/vOfw+fzIRAI4Be/+IW0tlBGhEafoyZ4uFhd18KrVkp5DLfb3de+eX5+LgsduxTU+6My4u+z8T7eBez84he/EJ/zs5/9DIFAAC6X6wPZAPoGSpxwAINWluam16Cd7ksM3XdsXGd3CTu//OUv+2IdMvu02AHQ1/XAorlanJw999HbpNYsrh3cNPn9fvz1X/81fD4f/H4/Xr16BZ/PB7fbLUx09YssUm7a2QXHwvVs0z16m1QnjJqwod/51a9+JUziL7/8Eh6PB06nsw87jGdVYoROp8PFxYV0cZKdNcPO6GxSuCETlFITgUAA/+bf/BsEg0EEg0E8e/ZMWOiMf9Vik8pEZkxbr9eRz+eFWHVf9siTsklgh3GuyWSCw+GA1+uF1+vFr3/9a4RCIQSDQTx+/BhOp7NvUPig7m+dTodGo4FqtYpSqYRoNIpEIiGdVDMbnY0bO1xr1O5M5vWInVAohM3NTTidTmESD/I7vHbiplAo4OTkBNFoFPl8/rPphBl7ohiYTBu0GojYbDb4/X5J3AYCAYTDYWkBVx2JujEaxC5TN4Mqe4cSE6FQCIFAAMFgUJxXKBSSRLHFYhFdZJ6j1+vB7XbLotftdmGxWFCpVFCpVNDpdFCpVO5Vkpg2aezY7XYEAgE8fPgQgUAAPp8PS0tLfdihaTfV2mc1yPGobRDUxnE6neK81tbWpBJmNBolEVwul1EsFoX5TuzkcjlUq1VhbGi1jO+LTYLJpD5Ph8MhgQs3TsSNVjMLwAdJPSYNrvq88xgMmtVWGq/XC4PBIDqALCSUSiWcn5+j1Wp9wNa/C7rOd8Emoa2pxU4gEJDBdfQ56tDVQUamFtujrhu8qp4beL/xV2UtqL/OY993bFxlk9JkVdu+6XeePXsmRc5wOAybzTZwejPwvhhA3FBK4Da+QLsezuxum8pCZ+vuF198IX5ncXERNptNCA00dZ1i1yBxwwGas7VkPDbphJ/FYoHL5cLCwoJohHq9XszPz4s826B4R/U5TBCTRPO5MLPuuo07RlalbaxWq5BhqA/q8/mEwMWipnZNYVdlu91GrVaTbpharSb6sjO/M3obJ3ZUIgxl/Mg+//LLL2W9YrfdZdghbki2KhaLyOfzgp/ZAMTx2Liwo9UjJoEvGAzKehUMBuH1euHz+friHC12uKdi/qVQKCCXy6FQKKBcLn9WBaqxJoonxepT9Ws4QG5xcREPHz6E1+uF2+0W1pXK2FP1+gqFAg4PD/H27Vvs7u4ik8mg0Wj0sTvJEGZ1wufzCVPZ7/djdXUVTqcTLpcLNptNAGixWPo23gyomRjqdDqw2+2ihdLtdpHL5T6basVNbJLYoUawyWSSjfbjx4/h8XjgcrngdDpFb03FDvWPyuUyIpEIDg4O8PbtWyQSib5hiGq1imwcq9WKra0tkS5ZXFyUdprNzU2YTCa0Wi1hmVYqFamgl8tlWQC/++47pNNpnJ2dIZ/Po9FoTLydfpw2adzQ5wQCASwvL+Px48fwer19uCGbWE3AMXCJx+M4Pj6WVqhSqYReryeMM/V8xBK10K1WqzCSKavT7XaRTqfh8XgAAHt7e1JMqNfrcjwt8/w+FhcmiR0Wg1hsXFtbw+PHj+Hz+eB0OqXAMAg77XYblUoFiUQCkUgEb968wfHxMTKZTN9QskHPk3JI3MARvyyGnp+fC/ZUzeP7ho2b2KT9jsViwcLCAjY2NvDkyRNh85HRdxl2yuUyUqkUotEofvjhBxweHiISiaDT6dw4+a2yTIH3HVe0zyWAHpVNqo3XZDIJ2WFxcRFbW1uCHYfDIQVxdf1RY51KpYJ0Oo14PI7vv/8eBwcH2N/fn8lOjNHo48dl3F9xUJTD4cDKygq2t7fx6NEj0bO22+3SSadih36nWq0ilUohlUoJdvb29tBsNmfYGYNNikThcrlEU3Z1dRWbm5t49OiR7JPV4sJlsU4mk0E6ncb333+Po6Mj7O7uyv58ZqO3cRcX1P243W6H0+nE+vo6NjY2sLOzA6fTKf5Inf0yCDuU9vvLX/6Co6MjHBwcCLlqZqO3cWKHRXCLxYJgMAiXywW/34+trS2srq5ie3tbpGIZ56jrjjZOzuVyyOVyePPmDU5OTnB0dIRSqTRRidRR2ESG2U1iY0mWr8vlwsrKClZXVxEKhSQAZgCjDbCYVKNQfqVSkQQMmcB0WjabDTabDeFwGPPz8wgEAlhfX8fi4qJUR9VhdtoKBTfjqoPqdrvweDzyc0pPGI3GPqH1+7Agjhs7fD4cdOh2u7GysoL19XXMz89LO9R12KHmY7lclmPZbLa+aqXKMOeGbGdnR3DE4VX8v8FgEKkSnU4nv6/VarLItdttGAwGFAoFbG5u4ve//z3S6bTolN4Xhs+kcMMg1+PxYHV1FRsbG1hcXJQJqpdVK5mk5RC7YrEoiV8WlYgttULKQtXKygpcLhccDgcuLi6E3RMMBqHT6bCxsSGsYovFgmw2i0KhgEKhIPeIUjidTgf5fL6PjX7fbNwbKJ1OJ2uJz+fD2toaNjc3BTsqo28QM6vT6YhOaKFQkBYrs9mMTqcDvV7fV2RUMcQBZxaLBY1GQ3QmqZ/NImW9Xu9jD17mS+6Ljxlkk+h80el0kpQJBALY3NzE1tYW5ufnBTuXrVd8nvV6XdgR9CvUHOXrtP5ULajOzc194Jv4e+0Q4PuKjetsEtgBIGtTKBTC9vY2tre3EQqFZPPEuFXbvsu1olarCXbUTinGK+oGalCh87Kf6/X6exXrfqqNm9mn0+n65i48fPgQm5ubIsnG1u/L4uROp9M3y6PVaolciXqOcb63mY3OiAWDwSCM85WVFTx48ACrq6vwer0yfEyVDFBtEG7q9brozQKX+5WZTaeppDwScObn57G+vo719XUsLS3B7XZLvuc67JBglc1mZSZDsViUYhtzMjPsTLep+yqy0Ofn57GwsICHDx9iaWlJcjrqgOdBBVe1KE4J2kKhIDhi/u5zKm5OLFE8LuPDYgLO7/djYWEB4XC4b6KhGsSo18fNU6PRkEWIQLNYLJKsI4Xd6XRieXkZ4XAYwWAQKysrkqRRJQO0SWItKHkdZAgy2PZ6vcJGHhR0fc42iU2CTqeTYS7BYFBEzv1+vzA3B+lmAe8XI7bQqdih3AAXIyZjnE6naOZsbm6KoLrZbIbL5UIgEBDNHJWZQW1s6nOxHYtsY2rnVKtVzM3N9bFOPgdHdpVNEjcul0vE8ZeXl6UCfhVu1IRNpVJBrVYTprnZbJYk8cXFhSRnVK2ujY0N6ZSoVqvweDxybm70k8kkqtWqTHYtFApIJBKyGacmIHWuO52OLICfO15Um1RiwmazweVyYX5+HsvLy1heXobf7/+AJaE1NWFTqVRQrVYlqNYm+1T/QwwtLCxIQjGXy0kHDvXXueYwEUQ/Q4kkLVP0vid2JoUdJmyWlpawsrICn893Y+xUq1WUy2VUKpU+hjKlawa18lJTn69rt9t9MgbEIAApMtDuo1+5iY0z2adupDweD5aWlrC6uipJG26wVOwMauMldsrlct+GiQWEQTMm+Hs1HtF2WxkMBpEgmOHkapvE/kqv18PpdMLn82F1dRXr6+tYXV2F2+2G1Wr9ADva69Vih8/64uKib27HoPkaWgmUQdc3S/Zcb+PGDX2C2+3GwsICtre3sbm5iaWlJbhcLlgslksL4rxeLW44WEpNFF+Gm5kNz8Z5X1m4NplM8Pv9MhB8ZWVFipqqRv5VyT5ih8NXuU8nXmaFhtHbOOMckmZsNpvMDnvy5AlCoZAUp0jaU0lcg/I6Knbof1RN688JOxPRKB636XQ6SdiQJbG+vt5XPSBLT11U9Ho9ms0mKpUKDg8PUSqV0O12RX9Er9fD7XZLAm99fR2BQAAbGxsCvNXV1b42T26mGbxQ5wSAXEev1+sbMsNNFgfqkY06a40YvfEZh0IhPHjwQLBDkXMOiaJGtYodygewHeHi4kJ0hHu9nmysbTabVLNCoZBo2P7yl78Up0V2qsPhkEIDE4Z0QrweDh9qt9ui0dTr9UTyIBqNTvKW3gvT6/XyPHd2dvDgwYM+3KifdXUh0ul0EsAcHx+jWq0CALLZrGy+WWTgOShVwsT03/zN34jP4SA8slH1ej06nQ7C4bAkosn2+eGHHyRQSiQSMoGcDJ9WqzXJWzoRm1QLOJPEOzs72N7exsbGhgTA12GnXq9LUUiv1wtbotPpSML44uJCfAXXFofDgV/96lcSCK2srAgz1e/3CyswEAiIrEUoFILdbsef//xn1Gq1vqKCqks67YHSbWwSxam5uTk4nU4EAgFsbW3hwYMHgh0+exUv6vcsThE7Op0O6XQaxWIRzWazr8CtJn0okfLs2TMpLrVaLemQMZvNopd+cHAg3QuMvTKZjAzU5H27r5ihjfO9049wvWAsu7GxgfX1dcGOqlWuXuNl2Ekmk8jn8xIrc4NP3DEONhgMCIVC0gVFNrpaZLDZbMhkMuJjmDxiV9Z9xsokjdjhM2JRem1tDWtra9I5xSIT8KF2O7HDSfHEDhmiwPt2c3UfxXNbrdYP9lY8DyWU2P1JhrJOp5vtnyZofHYkcHm9XsFNOByWTs1Bw1ZpxE0kEkGj0RDc5HI5kdgjBtThoMQhMan6DxU7xIiKNV77zCZjfAZGoxEej0cGrrIgHggEZOjhoPkLNNXnNJtN6PV6pFIp6ZYjdngc+hY+ex77KizM1qW7Y/w8m0wmuFwuLC0tYXFxUVjFCwsLUtTUFjS1z7DVaqFareL09BStVgt6vV5iHfod4J1/0crJ8lquw8Vdw81EGMXjNH7YOVGV7QkcrMAgRtWJBfqrBtTvZKKEUzSZfHO73VhcXMT29jYCgQBWVlaEqUy2stqq1+12pfWbQTUXTbbmqaxRssOy2awEPKpm032xSWGHTPTNzU0sLy9jfn5ekrKD2umYwGWijZubVqslAxvsdrswRB0OB9bW1mRIlTrAjsESE0RaNrrK6FAXN/X31NMhQ91oNH6w8H3ONu73qGqvBYNBbG1tYXl5GaFQSJ6jtiWKQQVxw0nfZEiYzWa43W7xVfzy+/2w2+3yO5vNhtXVVWHxkB1KPWT6H6PRiGaziUajIQmA9fV1YWPMzc0hn8+LDjavZTaUaHSmJkc8Hg8WFhbw4MEDLC8vIxgM9mFH63PIruHwKA4Dqtfrsv75fD4JWjqdjiSA2BljtVrlPByix24KVVbAbDYjl8thbW1NAitOF7+4uBBmT6FQkPVsNlBmtEbsmM1m0UN/+PAhlpeXEQgEJEk8qBVT7ZriACDGPcC7WMTj8Qh7/Pz8XJhe9FssNBAnLFAajUbUajXMzc3JukdNQODdWsnigtopMRtCND5jTGC1WrGwsIC1tTU8efJENt4qw0ab5OOaxY67ZrMp8SoAGahIUgTXLQDyrOfm5mC1WuXYLpdL1lB2RASDQZhMJhkaQ9xpC1G8npmN3nQ6neg9ut1uLC0tYXNzU1p5vV7vBz5nEGv8/PwcjUZDipzVahXdbld8CkkPND5jFhQsFktfIoA4ZUHBbrcLNqlbq+JF2801s9GZ2rngdDr7ZAMokeRyuWQdGbRW8d9msykxB+OdXq8nQ8dZtFTZxGr8yg4XAH1xdbPZBIA+eUcVf7N1aTKmyqN5vV6sra1hY2MDa2trWFlZkS5fVR5Jix36nGazKRKM7XYbjUYDAKQ7nN24Kl74PdBfZFD3YyxcUipJ22U3m80wGaM87Pz8vMxe2NzcxMLCQp/kxGVSJarf4fBDFsj5PffflPdjTKsS+ogNbdeU+nqe5y6tTZ81o5gPXE32bW1tYW1tDYuLi33AGDSIjG38ZBBz0xsMBkUPlJPEuTHz+XwIhUJyPAYxPK4qol6r1ZDNZiUBYLVaxblw4IzBYJDgmO3i7Xa7b6M2s+EbccOEXygUwsOHD7G2tiZFBrUVW4sdFgHUdqh2uy1JYOKHLNCdnR2EQiFsbm5KW40qV6JWMNUFSD2/ymZW2zlbrRZyuZxIFVCr9HMTXL8Lprbxe71eGXy4trbWN715UCDDzTQ3S5z+fX5+LjInfr+/7/kuLi4K473b7cJsNmNjY0P0sx0Oh7yez5ttotxs0ScxYUR8GQwGZLNZ2Gw2YR/PAp3RGZ+pxWKRZB8TNn6/XwZmDkoSq8UpTmvm9yaTCV6vFw6Ho+85u91u0b6mHjGlSFhUpf9h4sdms2FpaQmNRgO5XE4S00z8GY1GJBIJZDIZCaJ4fbzWmQ3f6HM4hGxjYwPPnz9HOByGx+PpG7Z6GXaob0/scBYC1ytOeG40GuLHuNbRp7hcLrhcLnz55ZdS7D4+Psbc3BzW1tYQCoWQy+UQj8dRq9VQq9Vk+CqTRtz8a5kYMxu+cYPDQiR1Qr/88ksZ9qK28A7CDvX0q9WqkCuKxaIk6biBbrVaElMBEP8AQFo+LRaLDOvV6XQ4Pj6GwWDA9vY2bDYb8vk8TCaTdOKpkkjqhmy2To3WiAVKopEos7OzgxcvXsDj8YiWvhY3JLgwlmWimOtXqVSS4Xg+n+8DKQEA8vx7vZ4wCCnNxyRjMpmETqfD/Pw8SqUS6vU6isXiB50u6tesyDBaU7tegsGgDDzc2NjA48ePRR5JO8NHW2Do9Xqyr2LSuFKpiASS1+sV3GgTxZSvYXGK+3R2V7EQZbFY0Gw2JZF4WYFhxhwdj3HYajAYxPLyMp4+fYonT55geXlZ1gySt2iDEsW9Xk+wwf0xCTNWq/UD7KgxEn0HiwwsTBA75XJZuou5NqkzGfg36r8zG62pSdy1tTWsr6/jiy++kEJ4OBy+lIBDUz/jrVYLzWZTOizPz8/7ilPEjjq7hdjp9Xp9XTEsiHN+h4o37Xo0yVh47InicbFg6VQo18AhZEtLSwgGg/B4PFcOIev1esKGuLi4wMbGBoLBoFDLnU4nPB4PAIhzCQQCIhHA46rVA7IuSqUS9vb2REOSwx6YgKbAP1mBTAABwJMnT2CxWHByciKA/digeFqZyOO4bj4zDnQi25eDyAKBAFwu15WDOQDIBrvX62FtbQ0ejwe1Wg07Ozuw2+1wuVzCluHEVrfbDa/XK8w9bpZ4XH4Rg2qRQ62Iq8F5OBzG3NycJKwdDgeSyWRfoP0x93QasTNO3JCF6XK5ZFFaWFiA3+8XpsSgiiVxQxYwACwtLcFms4muOvGYTqfl+W9vb8Pn84k0gNFoRCgU6tOE5LkYQNEnccECIIEzv2eBpFwuA4DoHd82eTOtbXvjwg6ZEmzfJVNifn5etLPUgpG2MMVnRp8TDocFS2QOm81mRKNR2WA9ePAAPp8PwWAQer0eZrMZDx8+lMKlOnSVBU/KCXQ6HQSDQTn/+vq6+KFvv/0Wu7u7IldQq9WQSqVurS86jT4HGM91szAVCoVEI3RjY6NvWC+xo7bVApdjh4Vuq9UqmsYmkwmnp6eid7+6ugqXywW32w3gHev4Zz/7mbBPGcswUaPX6wVr7LAB3rGz9vb2hFX6+vVrnJyc4JtvvpEunE+ZXj/DzuXG5Nra2pp0v2xubmJlZQXBYFBaMQcVGID3cTKJGN1uV5jnfPbEZyQSQbFYRDqdRigU6hvoazAY8OzZMznH5uamFCHevHkDg8GAR48eIZ1Oo1QqIZPJSOFjb28PwLvPwdHREbLZLE5PT/sozSpvAAAgAElEQVQY6re1GXYuNyZVXr16JQOltre3+7T0LxvWC7yPd9jtwqG71DZ/+vQpgPfPlUQZFr0sFgtqtRp6vR7W19eF+ECpv263i7/85S/Q6/XY2tqSonssFhOfFo/HJZmTy+VQqVSQy+XurVzSqHGj0+lkKPjf/d3fScv3gwcPsLCwIEWpy1h9wPuEjepznE6nFKSfPXsmn/mjoyPk83nE43FZy+x2uxS0/H6/sNUXFxelgLW/vw8AWFhYAPCuKBGLxSQeymazsn9SC6vDKk5No98ZZXzPuJOEmN/85jcIh8OYn5/H6uqqDMy8KtHHa1Ox0+v1hDzR7Xbx9OlTSQQfHR0hl8shGo1K97DT6RQCj81mk8I5h8vrdDqcnZ2h1+vB7XYLSzSZTEqnA/XXyUodlEi+bzZobsEwj22z2YR481d/9VcIh8PiezwejxAaLvM5wHtcs/jd7XZht9vlWT558kSeI7ETi8Ukn+fxeMRXsJu31WoJA16v1yOTyeDi4kJmkHU6HRQKhT5lAbU4PmgmzKhsIoliYLQJA56DiV6KVjOIIXvhMqeiJniZaJ6fn4fdbkej0ZCWKJfLBeBdcsdms8lxBw1tIIurVCrh9PQUR0dH4nQYNHNDbrPZ+gIpBkYqG/G2E6Av+yBMg40r2cTnQEmRlZUVLC0tyUAgFTvaa1I348RFKBSCxWIR/TUmitkax2Qgh5yprSzqNbF6VSqV0Ou90zhm+4L6d+oACOKJ7MGrJtff5L5Mo43L5/BZsg1zZWUF4XAYXq/3g0mq2kq3Fjdq4YhyJfQxXq9XZEZWVlYkYcPksNqKqZ6Df6PeDxVjlKZgoOP3+zE/Py9t6Ld9/tOKG2C82OGzXVlZwfLysrDFWTActOlW8aTT6aQzJRAICOOLsiMsYFBGZGNjAx6PB36/X9YZn88nCV/tsEUmtMn4YfGSOOL7WFpaQr1ex9ra2gfXeZt7M602LuyousTEzsLCgmhaX1acUn82CDv8Pwdp2u12mRLORLHP5xNMrKysCG7sdrscmy3iTEQ7nU7pbuDGjYxo+plsNotkMolKpSJswvsU64zDuAH3eDwIhUJYW1sTaS11qMtln13+XJWuCAaDAN63enKjZLfbUSqV4Pf7Rdfc7XbL819fXxd/EwqFJMat1WowGAxYXl6WzhbKULCYQd/E4nyr1UKhUBCm6m3vzbTaqP0OfY4qkcQuTXa+qOvHVdfI58YuGuB9AYPxrNlsRqFQgMfjgcfjkXWMyUGfzyfHo+9SsfPw4UORs1ETA4FAQBimZ2dnyGaz0Ol0fcP0PuUeTVvyZxy4YaHZ6/UiFAr1EbeuY/XxGPxibOz3+8WPqF22JpMJ+XxeZCA5mJcJOu6TOBOCf8tiBX0Sk8rc2xcKBZEu4BpFPe1hDNucNtwAo0328fjcT1OXeH5+Hn6/H06n81rcAIOxQ5/D2FoleuXzecGN0WiEz+f7YMimdu9NMs7CwoJo1AaDQfGFlUpFJL4KhYJ0aqoSKffNRu13uL6w442EPJfLJUnZ6/Yng+Jkv98vP1O7VAwGA3K5nOCCHZ1MKlNPXUv0I1GLQ+cvLi6QyWTk3JQSZKd6q9Xq674bpY01UcybMg4KNauXgUAAjx8/xosXL7C9vY3V1dW+ZJ/WuODwGplcs1gs8iHnACl+qQGzNsHHBA2lLOLxOH7/+9/jzZs3OD8/l+Sv1WrF+fk5fD6fDMGzWCwAIFIEZrNZGMmsTnzsveT9nzYbF3b4LB0OBxYXF/HVV1/hq6++wvpPbHQ14af9O5WlySIDEyqlUgm1Wk0270z+8DiqBuhlmzJqDUejUeh0OiwuLspGiM6FX/wbFjq8Xi/0er1UQW8T0Exr8KtiftTYcbvdWF1dxcuXL/HVV19hdXUVi4uLwtK87Nmq7F76JibyqtWqVLU5zZdtKVarVdqetIkfPi/6HwbAZNxoE8UMcpjM4fDPXC6HbDZ7a11rXsc0Y2cciWKv14uNjQ28fPkSX375JcLh8AdyJYNMfW7UWKP8SKVS6ZsSzUGX9XpdikcOh6Mv0NYGTarEDZNCqkY+z8tgaWlpCTqdTuQEAODk5OTW92bacEMbZ6I4EAhgc3MTL1++xIsXL7CwsIBAIHDl1HigHzv0O1tbW3C5XCiVSrKpMhgMePHiBZrNJvL5vLAGfT5f36AzdbOkts4xqccOKf6+2+3C5/MJ+7Pdbksy5w9/+ANisRiKxeK9YqIDGIvf4WfZ7/djY2MDr169wpMnT0RyQp38PcjUFl9iZ3t7G06nE/l8Xs6h1+vx/Plz1Ot1pNNpkcEJBoMi/9ZqtT5Y29rttmCLLCB1+HOv18P29rZgx+fz4ezsDHa7HT/88IPM9JhWDNzWxuF3WBzyeDwIh8N49uwZ1tfXpSvmuqSNOtxO9TtOpxOFQqGPCf706VPUajUkEgkZ5h0KheTvmAx0Op2o1WqCHbJIyRRst9soFouCW7JAO50OfvjhB0QiEdjtduzv76NYLN46UTyNfmccsQ79DckrPp8P29vbWFxclCHdV/kboN/nsCCxvb0Nh8OBQqGAcDgsceqTJ09QrVYRjUal2MkZDL1eD5FIRAb15vN5iV/YgfX8+XO5J/RnACRJ3Gg08Oc//xnxeBy7u7syAFrVM/4Ym0bcAP3YGdV7YOGR0iQul0s6XwYNILvsGDTmdYidfD6PhYUFKRw9evQI5XIZZ2dnsmfy+/2wWCzo9Xo4PDxEMBhEMBhEKpWSDk/KRT58+FD2WexS4LHZFfP27VtkMhlEIhGUSiVhNt/Gph07tyGu3fT4lGTj55rET1WS7Tojdki+MRgM2NraknUnFApJbLKzs4NyuYxIJCJ6xVwXe70efvzxR8zPz2N+fh5nZ2cA3q2BZ2dnMBqN2NjYEFmLfD4vLOJ2u41sNotYLIbj42MUi0VkMpk+iZRR2cSkJ0YNbJ1OB5fLhXA4jCdPnsDn88kCwd+rxp8TrLw+gohSBKqYOSug2uOpk3XJJG61Wtjd3cX333+P169fI5vNCtOC7Xc+nw/rP7WqE8Q8brvdRqFQQKVSkcrlbZzKNGv+jQM73HiTYfP48WPZDF/lyNSfq8lfJllMJpNUvlXsaBMz2uPw/41GA6VSCWdnZzg9PZXAh5t5Mjm0LCAmh3O5HEql0ie18U5jsg8YXwu4wWDAwsIC1tfX8ejRI/j9fmE8XWWqT6LPYeKFerFs59UWAgZtyFQscdPNwJbHZjDLTgZtYpCJv0wmI4M8r6u6XvX+phE3wHh8DjdQi4uLWF9fx8OHD2V6M3D9ZGX1GtVgOBgMCguCDDA1iae2h6vXAvQn93lsLa5U7DFBeHFxIYnnfD4v52GC+mNtGouawPtCzag1L5mwWVpawsbGBnZ2dhAIBKS18jrMqp9nFRuhUAg+n08mgnPN6vV6oummsmiYUFbjHh6fHQ58vXbNI27a7TYCgQBKpRKazSYsFou0lN7Gh0w7dkYdH5MZs7y8jPWfhkkROzc9BvCeXAG8u+dkenG9YfzT7XaxsbEhRSlih5JNxAY31QaDQYpO7F5gRxRfq7YAr66uot1uY3d3Fw6HA+fn5ygUCreKead5vRq13yHL1+l0YmFhAUtLSwiHw9L9ctN7p107KFnj9XqFdUXfc3Fxga2trQ9iJZ1OhwcPHvR1MqiFA73+nXY6N9tqQpJkGw5F0+v1iEajIp9y21h5WrEDjIdN7HQ64ff7JdHG7gWe/ybMPsYf/JesZLUwpOKG7HN1MN1f/dVfSUzkcrlkvVhaWpLuQCaPVcZzsVgUGUkmlskOBYBSqXSrezTtuBnFequSE1hg4DA7n88nciA3PZb2uDqdDoFAAG63uy/hxphke3tbhu3SVwDAr3/9ayFMUCrQYDBgfX1dCFrEDnNPlBeoVCoIBAKwWCyIRqPCCuUA89vYNGMHwEjWK8YYancKGcVut/sDPeurbBB29Hq9SEqqg97ZhbC9vY1qtSqzzuib/v7v/17WIHbemUwmPHz4UPZw1DSen5+Xgmg8Hoff70cgEIDT6UQikcDFxYV0ONy2QHUTmwijeBzn4c23Wq2i06cOdBlkgxI22s0wgzA1yFX/Rt3Q8PtOp4Nms4lisYhisSjSAWyV63Q6sNvt8Hg8cLvdotWk3quLiwtpmVEZXh9r0+pQxoUdnovYcbvdH+hOa0193moAq2XhkWWnYmdQAmbQcclIp0NSGag8nqpLq/6dqoOkFj/uw+ZpnD6HGyjKT9zG56jXqzKQmewbhBv1OIOOr526qn3toEKF+neqDM598znqcxnlefR6fZ9MjM1m69POuskx+C+fEzdfzWZTNmpa/b9BiWAtrga9f+3rVVxp75t6TffJRv1+iRvKzbCdX+t3rvM9PBafU6/3fiI8B76oa5iaxFRbMAcF3erPeRy1yMAvxjaqj+NG7LaxzjTbuLCjsm3od9ROp+uOoV2zWFAA0FdMUIsI6rwF4H1bMc/J+JbrqRrPa9cinU4n0+vZtcMurpu+j5nd3HjPeY9tNpvg56quqUHHAdCHHy12VP9GU+NZStq43e6+PRuTPS6Xq+/YxJyKSyakVZKF0WiU809r7HIbUz/Po2D2cS1ggYqDdLWkmY85Hp8tW7e5bgGQBGKv1xPJgEajIck+StwQE+p+iveAhCwOMOP6yGMTNyx08H3cJ9wA/dgZxbHVZ00pTjI7b7O/U30LCxgkgwHoK06fn5+j2WzKbAUWywF8MCuIvoo+Sp09o9frhURILVq+h9u+j8/F1L3CsD47arzJ/1MFQPU5tzmuumejD6CfULFTrVZFLpSa+qurqwDeEUp5Dez4pM9R1zfGQCxkUCObWvvjiI/HmihmQMhs+SiNH8ZutytC6D6fT9hOl5l2sdAClw9V+2C0r1GnFzYaDVQqFdGiYRuDz+fDkydP4PF4pJXC6/VKggB4nyAmqFhZo17gfVmQuKm5LZP6pkYHoOpYsYJ5k5Y6XiuPBfRXya/CzmVJaDoHsiKoZ8zqEhc6lRHGv6M8CYMyBvbVavXTbtSUGDc148QN7zdxc1WRQXsMbcKGf6MGwIPsqkQxsaAGtJclkci6YPVTTVpaLBYZaHcfTMXOKJk2Ksub2HG5XHA6nQP1pgcdg6a29NK4+VZfq2LrKv+jPY828acag5xqtYputwu/3y9tnyaTSbRm74PxPqlavKM4h8q4Y7LMbrcLS+umuAHeb6xVho7qdwbh5TrsaLtmVCxq/7bb7aJWq6HT6fQxuNjdMOqY8a4Yn+uoEg5qso8YITPdarWKnNHHJPyY4FexQ+k0vu6q96KeS8W1FjtaEgbXK51Oh1KphHq9DqvV2uerprmL7mON73kUuoXahA3jCbaFc8P8MQkPXu9V2KFdlohSsUWMaItR/Ht1UB3/X6/XkclkUCgU5HXA6HVX75KpPmcUx1Z9DpNyqob5bZI2alcC7TLcXHZd/L3NZpPvB+GGnydVQqBYLCIajSIej6PZbMr6dN8SxaPEDp+x2snN5JzamXKb4wLo64AYhJ1utyuzqNRnqvoGj8fT53PUtbvX60lcz31Vs9lEOp1GJBJBLBYTxvKoijR32Ubtd/R6vUhtstisyjTeNlHMNQt4hwstdugrOOyZPwPeY6fb7SIUCvVhW4sd+hXKjnKgXTKZRCaTQbPZHEvn3FgTxazEud1ukU8YNl2aAaXVasXa2ho2NzextbUlVHMC47KAQ/u9WpHQvhf1Q63qd2oDEQ7V29nZEdZPrVaDx+PBq1evpBrPhIzKnKDGTSqVQiQSQS6XQ7FYlKTzfXEqrNS4XC6cn5+PBDusELndbjx48AA7OztYX18XhvdljmVQNVX7OvX/g5I0Vz1HMms4tKNUKsFsNovuMJPoXPzUYCadTiMej+P4+BjJZBL5fP5eYYeLt91uF6f7KUNKtMbFyG63w+fz4dGjR3jw4AGWl5elzfFjkjWX/WxQQuYmz4+bOovFgna7LXhRgyvVV7EwlU6ncXZ2hoODA8ENp0XfF+Pn1GazSeFomMkqbpyocfX48WPs7OwgHA7Dbrf3MTivOsagnw3CxlXFzctMG4QPwh8TxGyxymQyiEajODg4QCqVQj6fl06I+2LEjtVq7dsoDMPUxJnb7UY4HMbjx4+xvb0tg1Nv2lJ33XmuK2Je9rvrAnD6Gw5oZTE9lUohGo1if38fmUxGhnbcR+zQZw9zujV9v8lkgtvtxvLyssQ5Ho/nyiHPtzU15tb6nMuwc5UPIwGk0+mgXC6jWq2iVCohmUwiFovh6OgIhUJB9GrvQ5xDGzV22L1AbeKNjQ0sLS3BbrffuLhwnd2kADXob3iNVz1vlbGVTqdRKpWQz+eRTCYRj8dFL3Qcuo93yRgnW61WITsMCzcqi9jpdCIYDGJpaQmhUOjajrub2KCY5KZFLn5e1KTPoL8n6abZbCIajcqePJPJIJvNIpVKiUTbfcEMjdix2WySuBoWdsjwt9lscLlcMgzV4/EM1d8AHz57vi/t67TfD8KOtjjFGCcSiSCZTCKZTKJcLqNSqaBYLEqMcx+xMzc317fHGsY9YHxM4gSJoj6fT4YfDivGGZT/AdDn19Tfq2uVymJXf8e/ASBs9lgshkQigXw+36eTPmoSHADcuBSj0+nmdDrdtzqd7v/76f8bOp3u9zqd7kCn0/1fOp3uasob3n/wqCszCqo9k2YWi0V0kLRaNldtbNQPuVp1GFSBUDfK3AjySw0yGFwtLCxgc3MTz58/x8bGBtbW1rCxsYGVlRUsLi7C5XL1XSePWavVUC6XJUlcLpcl0T4NNizs6HS6vkrikK9RWDUOhwOhUAihUAher1fOeV3CRusItJjRYkfLjlELDdrjUoSdi6TT6YTNZpPhHurniZsobqQKhYIwJqhTPA0b72HhBoCwX4aJGz4bJmLdbjcWFhZEY1zVQLpt5fIqn8N/L2O98G/J+FFbpLjp0wY01HssFovI5/NIpVLI5XIoFApTgxtguNhRW1WHeH2CHU5yDofDmJ+fh9PpvNFgl5scfxgbsKuuQ20FZuDCzXc6ne4rTE2LZuwwsEMbhXQCP8PcQPn9foTDYYRCISkwDAM7V/3+Y4+j9U9kaXFyc61WQ6VSQaFQQC6XQzqdRrFYFIbxtGyghul3RoUdxhMOhwN+vx8LCwsyqOdTN1DX+Z2b+CXtawbFSixMVSoVlEolFAoF5PN55PN50YEc10TwYdk0YEeV1/J6vaIN+7FM4suO/zG4GPR6XqP252qM3Wq1UK/Xxddks1nk83nkcjnkcjnU63WRM5kGu+vrlSoj43A4pNOO3b3DPNcguwo3aoxD7AAfxteU/qtUKshms5IgLpVKKJfLKJfLQmCaFtwAw8MOY9lhYke7v7Lb7XA6nXC5XDfu7r3NObXn1/oZLY60+yktWbDX60lcnMlkkMvlhHhDXeJPGWQ3KRum37kJKeYjr61PqoTySBxwOg6fo5VXG/QzrWSNasQOpSuy2SwKhYL4mna7LfuqUfucj1nZ/zsAPyr//58B/C+9Xm8bQAHAf3vdAUjDb7VaIqcwTONixAoCZS5yuZywT68KZi4DqvbnWsYwWYqsONbrdWmHU1sv3W43VldX8fLlS/z617/Gz372M3i9Xkn2ORwOmcapJot1Op1UpY6Pj3F4eDht7L5Pxg4A2Ry0Wq2hson5AaZOn9frFZkLTp3k665zMFfhZ9ACoi0waAMNtaWFgyCWlpZE5JzJT7W6qra5kD3RbDZxcnKCw8ND2XxPgQ0dN6PwOS6XCz6fTybw9no9mZo9qNL4sTYoyaItLFzW9QD0b/BUzUf+Tk0Q12q1vuC30Wjg5OQEJycnsvGeEhvKekXsUPZlmKbX68XfcKiLXq9HpVIZ2rkG+ZJBX5fZoOBF/bfdbkuir1gsIp1OS4K40WggFoshFotNWyA8dOwM+3PDeILyQ1arFQBQrVZFj36YfuemeBl0ndpuK35PFnGpVEIul0MikZDuhXa7jUwmg3Q6PVXJPgx5zRo2W4SxhMfjgd/vh9/vl3Z9xq3DOs91dpNYinERCwskYRSLRSQSCcHN6empsG0uLi5QKpVQLBanCTfACLAzTL/De+n1euH3++H1ekXmYhTYuS5pfJXpdDohS6h7tG63i0wmg6OjI+m2Ozw8RDweR7FYFPkb6klOiQ1tb86k1TC7X+jvPR4PfD4fPB6P4IYM1GHe64/FjTZpTJk/Em54P2KxGN68eYNUKoVYLCYdU6VSSRLJ1D+eIhsKdlh8GXasQxKCWmDgujBs8sFNfMqgwpT6c+a2WJBiruL09BSvX7/u63phx5Ta5TBlNjS/Q0mFYa4h3NM6HA4pMACQez0un8Pfa4sNg+Z0sJOFvqTVauHk5ASvX79GKpVCIpHAyckJcrmcyIeOQ5btRolinU63DOA/A/C///R/HYB/C+D/+ekl/yeA//Imx6KgvDokaZim3ni2mlPn8abAuCphfNnrmayjJpraaqpWK1nh4ORFdVq0ugk/Pz9HsVhELBaTKgLb7KapLWrY2BklS0RlDZKRQsmJj90gD7LrFhpV9+iyc+l+YgNxCjg33irmqtUqkskkDg4OJGlTKpUEO8N4L6O2YeJGDSpG8b75GW61WtLySi3OYZzvquKDiqnrzqXiW904sciVz+dxenqK77//XjbdxWJxqnADDB876iDIIV6jFBKBd0PDcrkcKpXKB61sn3qeq85/XfFL3bSrwTATESwuZDIZHB4e4k9/+hNOT0+RTCaFnTVN7ZjDxI52iOSQr1M229VqFalUCsVi8QNJmU89x1W/uy445vvma6kHSn9SrVZRKBSQSqWwv7+PP/7xjzg8PEQ0GkU2m5W2ummxYWKHidFR+VzqWlcqFWQymT7sDNvv3OY9MK7hcS4uLlAul6VDgczhVCqFg4MD/PGPf8TBwQGi0SiKxWKfZug02LD9zqiYjYw/mYyn37lpDHLTc/BYtzmeFjvtdruvqy6dTiORSCCRSGB/fx/ffvstjo+PkUgkpNA2LUXNUa1XwzL1WMRNsVhEMplEoVAYSVx1W3+jrlfAuzgnk8kgFoshlUohHo8jGo3i7OwMh4eHePPmDc7OzmStmrKC5lRgh8ezWCzodDrI5XISWw7qwB23qcVv1ec0m01kMhmcnZ0hHo8jHo8jFovh7OwMJycnIulH2Ylp8Te0u44d4P2zMZlMaLfbyGazgh3ufe8KdtRYhdiJxWKIx+NIJBLieyKRCE5PT5HNZlEul8e2Vt1Uo/h/BfA/AHD+9H8/gGKv12MUHwWwdJMDsco9qjfHhNvc3NwHiWLg8oEIH3N8Hkc1bRuE+nt1UwdAJrQyMFeDOm4QarUacrkc4vE4arWaJG1qtdpUJYoxZOyManEgbmhMcDBRPOzKpXr9g4ZmXIZTna5/IBAdrFplLZVKiMfjODo6QqvVQjabRbFYlJa6KVmUhoIbfp5G8XnRJvsYBNfr9RtP//7U8wPXb874exXfrELSTzYaDWQyGZycnODt27fCvCEzdNgV2BHb0HzOMPXWtEafw+JpLpfD/Pz8WCau3+T42jUMgFS7O50OjEYjqtUqarWaJGz+/Oc/o9lsShv4lLHQgSFjZ1TPUMUOE/WBQGCoRYarzj3oe9XUeIZYoxRSs9mE1WpFoVCQBM7BwQG++eYb0Zsd56COIdqdxw7XLA7ppC405x0MSpiM27TFcjLW8vk86vU6LBaLsM0LhQL29vYEO5QUmLL1ChgidkadPGGRoVwuI5VKwe12f9AxN0zsfMzx1M038H69SqfTqFarMJvNSCQSiEajyOfz2N/fx3fffYdGoyHFq2kqTmEKcMNjmkwmdDodFAoFJJNJOJ3Okfqbmx6T16fGeuzgTSaTKJVKMBgMkqjJ5/M4ODjAjz/+KC3gU7hWAVOAHZrJZJI1IJlMwm63jwQ7KjHipq/l98zjdLtdNBoNxONxFAoFdLtdnJ2dIRaLIZlM4vj4GEdHRxJHT5tcyU92p2MdFRtGoxHtdhv5fB6JRAI2mw3Ly8sTx47qd9TOl2azKUStXq8nuGGR6uzsTPScx7VWXZso1ul0/zmAdK/X+0an0/0nH3sCnU737wD8u5++B3CzAV63OI8EK6oEBRcn9TXDOBfwfiFSj6lO4lSvCeifSK+9DlXwvF6vIxKJ4OTkBLu7u0ilUqhUKkin08LSmgbHMkzs/PT/kW2eOFnVYDCIBIXFYulzYsPCziDnxP9fxvK7jGVBKRcmmshCPzo6wtu3b5HJZFCv10Vndhpao4aNm1EZk8QcWOlyueDxeGCz2YZe0LgK+1q8DHqtduPNolO9XkcymRT9o+PjY8ENkzbDlEIYtU0LdtRp3RwOxKGmarv1MOyygsJNmMQMfPlvu93G27dvkc/nYTAYREv24uICBwcH0o5JCRMWNafBpmW9YnxBtoTT6RQdfTXgpHzVp5gWOzdhEdPU1l0mJX/3u98hkUjA4XBI+5zNZsPR0ZEwtxqNhrQiTkOcA0yP3xkU6xBLbP1UJ3p/6rloN3mO6hrFTg62NGcyGXz99dc4OzuDxWKR9cvpdOL09FQKU+x2mBafA0wfdjqdDubm5uB0vssRMNlxcXHRt6596rk+xlTssEOKid+zszN8/fXXiEQiMJvNgh2TySREnEqlIn5q5nOGa4xPO52OSLUB70ljxM2wZkB8DHYY2/D6WDAol8s4OjrCP/zDPyASiUCv16NcLqNWq6Hb7SKbzQrGRkl8G5VNC3ZorVYLRqMRHo8HwPuOSEp8TgI7jIl1Op1IjrIT/OjoCL/97W8RiUSkc0f9PeOiKSL8iU0Tdnq9HprNJgwGQ59sySSxQ9zQ752fn0sHO/3OP/3TP0lCmEoC1WoVlUqlrxt4XHaTncTfAPgvdDrdfwrAAsAF4H8D4NHpdIafKgjLAGKD/rjX6/0HAP8BAObm5nrcvAx7QfVEHA0AACAASURBVFbZfRQ/p/7vqD6Ql22itNM4BwXMasXj/PwcrVZLtLFqtRrOzs4QjUZlGi/b7qZpiB1GiJ1hmoodk8kEq9Uq2KGurZYh9ann+5ikH01b+Wb7X71eR7FYFJH8g4MDnJ2dIZFIIJ1Oo9FoSLvvlLD7hoYbvV7fIwNm2O0tWtzYbDZ4PB5YLBZhGqjs72GcDxjM9LwOl6x4U76F2mrUeOSADra6ZLNZCX6mqRUTQ8YONeZHoTHLIIUdJk6nEyaTCfV6XQZUUmJmWOf8WGNQw6EbuVxOWp+azaYMdGEVnCz08/PzqRsmhSFjRx0uOkxTi4nqoBeDwSCsORbLh3nOjzG1sFAsFlEsFhGNRqXlUqfTyWBVk8kk2sTTmLD5yYaOnVF2wQDvSA0c/KzT6VCpVGS9Gua6xfN+jFHjkcN/dnd3sb+/j0Qi0eePrFar4IYzGaZw8z007Oh0ut5lhcFhGtctDrGr1WpSmNLuf8Zh2iIDsZNOp/Hdd9/h4OAA8XgcvV5PEjYGg0HmMLBIMsPN6HDT7XalCEWs1Ot1meMzjsF2qmn34tQmzmQySCQS+Pbbb3FwcIBEIiEyWyTaVKtV6VieothYtanCDvc3ahGTCUDGQeMyLYmC+4NWqyW65yp2WFBgclgdXjdl/oY2VdhRi0HEC/fmwxxQfhPTYgd4v16lUikkk0m8fv1asMN9FLsW1IGZ48TOtZ+uXq/37wH8ewD4qXrw3/d6vf9ap9P93wD+KwD/EcB/A+D/ve5YHMg1quEu6iRwp9OJcDgMj8czEpF1bYJGTRZfVVHnAyZ4O52OtO9yEmalUsHu7q4MAjo9PUWlUkGxWBzJvRuVDRM7Op1OgtJRJPyIHW66FxYW4Ha7+7AzzDaFy4oM1yX71IRfo9EQRl88HpdE8evXr2WacyqVEgczLYHwsH0OW/lHMTRD3TDZ7XYEg0E4HA5Uq1UZqDlMRrp6nEEJ48tew3aoRqOBbDaLk5MTZDIZHB8fi4716empsIhLpdJUJmyG7XM41HJU2JmbmxOf4/f7hS3HxN+wsUO7qS+jv+FU+N3dXRweHiKTySCZTArLJpfLoVaryVo2jRuoYWOHBapRBHXaNcvj8cBkMiGXy8FisWBubg42m01eOwkjKzQWiyEajeIPf/gDDg8PZZ3ioD+yuBqNhuhZT5PPAYaLHQBQC1SjuBfEDzvv9Ho9crmcSG1NEjvqcNVIJIKjoyP87ne/w+npqRQd1NZLMo+nJb7R2rD9DrucRrHHorHIYLVaodPpUCgUZBPOgb7jwI76vNX4mNjZ39/H119/jWg0inK5jFKp1MdknQQ7a1g2bNyws2BU+0t22aoF8HK5LLgZZmHzOtMmbPi+z8/PcXJygr29PXz99ddIJBIol8vC5FNJOlOc6Js67KgxAYuYLE4xNzAKf6P1Y1rc0G9wvTo+Psbe3h5++9vfCsGPLHQVN9Pob2ijws6oPk/qMGUWFBqNBgwGQ19+YNh2E+ww1mm1Wjg6OsL+/j5++9vfIplMolKp9O2lJomdTynD/I8A/qNOp/ufAHwL4P+49mQGA0KhEHq9HiKRyEhaxHq9nrBz6/W6TJV8+PAhLBbLUM8FDNbr0yZwVCdHkHBQCyvfFPiPRqNIJBJ4/fo1stkscrkczs/PZQLiNC9Oit0KO8FgEN1uF/F4fOgC8KwoV6tVYcnp9XrU63WsrKyMLIi5il3M61J1s1Qd3HK5jJOTE2SzWZEqicfjOD09Rb1eR61Wkw3UtG6iNPbRuNHr9fB6vaK5O6x2Zn7WKRlTLpdFz0yn06FcLmNxcXEkPkd7DYNMXRxZseQAkWg0ir29PaTTaUSjUcTjcZnAy0m9U8rMuspuhR3q6BUKhaElzfmZ57R4ameVy2UAQLFY/AA7oyo2qKYyshiUsPX7+PgY8XgcP/zwgyT7mLShbr7agvwZ4Qa4JXYcDge63S7K5fLQ7omKnWq1KonhSqUCAMhkMlhcXOxbr4aNnasCYE75vri4QKPRQLlcxtu3b3F8fIzvv/8e8XhcJEkY06hJm2lMEl9jt8IO5Yu4URiWETvFYhEGgwFGoxHPnz9HPp9HNptFKBQaG3bUZ811lH6EWsP0N7u7u8hkMhLTEGOqLM5nhhvgFthhwq3X66HRaAw9Rr64uEAulxMm1osXL1AsFlEoFODz+T7AzjA34FpSjkq64X6Pmu3FYlGYWUdHR8jlcrLnYmyjxtWfmd0KN0ajse+eDtMuLi6QTCblvn/11VeoVCrY39/Hq1evYDKZhno+mtYnqO+PkgDUpWZn5jfffIODgwNEIhEUi0XxSWrx+zNcp2gfjR3g3f5c3XMMy+hzUqkUgHc4ffXqFWq1Gk5OTvDs2bORJonVf9X31+l0UCqVZKAYJSW++eYbHB4eIhKJSKed6m8+U8zQboWdubm5kfgcHjOTyUjXL4kJ8XgcOzs7I00Sq/+qid52u41SqSSSffV6HaVSSdaraDR657DzUYniXq/3jwD+8afvjwD84mNPSN26UbEk+CFmlr7X68FmswnNXH2AahveMM59ldHh8aHXajVheqZSKeTzeaRSKUQiERE+ZyXzM6lg/iM+ATt8rqO8B0yoUSPRbrfD6/WK7vS4sKNuzlSWBAsLhUJBNEDj8ThSqRSi0agUGahFTPzfZ9wAGHmivN1uo16vo1KpoFKpCEOUrLBR4UZr6vujz2Dit16vS+GJ7VHJZFLkAgqFgkxuHra+8qRsWOvVqD4/TKxxg1IqlWA0GuF2u/t8zrhww/MwmKEfLBaLSKVSfV/sfuEAKW21+75jR2UNjBI71WoVhUIBxWJRktNsz1Q/w8TSsBM3/JffU9qmUqmgVCohnU4jFov1+RnqDw8qSE07boDh+p1hG58V9VvJ7iaLmF0OWuwM69zaf9W1hgQPDjlMpVI4PT1FPB7vk5dQC1mfE26A4WBnFJtu9biNRgOlUgkmkwmZTAYAYLfbZY3SPotP9Tnq8bRJG37xmljATKfTOD4+RiwWE2IFySWf0zpFG8Z6pX4N+dpELqZYLMJsNiOTyUCv18Ptdvdp7g8z1hmUJFb30urQeBIlcrmc4EaVJdH6qs/JhuVzRnVfiJ1SqQSr1SqdL2azeaDPGSZ21OIUc1dcf6rVKjKZDDKZDCqVCgqFgpC1BkkhfYYFqanATqPRQKVSkf2vxWKBw+HoYzOPIi5W/6/qIlN3mNJI1WoVxWIRJycnSCQSA7Ezab8zPmEXvNtEJBIJVKvVob9pLjb8EFNf02w24/nz53A4HHINdC5s7R2lo1GTfaxot9ttGaJQrVbx/fffI5VKoV6vY3d3F5FIBPF4/AOg3Ge7uLgQvd1RYYeVQbKKQ6EQHj16BLvdLtcAoA87WhtGUKwNjMlKOz8/R61Ww+HhIarVKsrlMv70pz/h7OwM6XRaNuLn5+czzPxkZMAMe4ifGtByg5vP5xGLxeB2u7G9vQ2bzSaLBDA63GgTNupwomw2i0qlgnw+j8PDQylIvXnzBrFYTDoWyOyb2XvrdrsolUpotVpDPa76/JvNJkqlEnq9d102NpsNL1++lPZddRArGT9auyl2tAGRNmHDY7EgFY1GkU6nEYlEEIlEkEqlcHx8LC3gqpzNzNf0G332sPX01WdGFkur1cLBwQEeP36M58+fw2KxyOcfeC/bpP497abyI4N+pk2G63TvhrpUq1W8efMGZ2dn2N3dlY4Fbr6p7TjDzGAbBZNYe3wWBev1Ot68eYPHjx/jV7/6lWCHZA5i57bJv8uwA/QPJKLObS6Xwx//+Eecnp7i7du3SKfTkjSe4eZ647MdZaKYcmy1Wg2vX7/G06dP8bd/+7eCE9XnqWvWx8Y4gzbc/FcdBgW8kzCIx+P453/+Z5ydneH4+FiGgGez2YnoOk6T9Xrvhj6NqqhJX0PG97/+67/i2bNn+M1vfiMYUTH7KZqzlz1ntc2bfiSfz+Pk5ETavTmfgwXYaZcJGIexyDcq7NDn8N9vvvkGL168wOPHj0WGQo1fP3UvpX0fxADJV8zLZDIZGXjI/TfnSJVKpRl2bmCMU0eFHebdOFPlu+++AwA8ffq0r4NiGAWqQUVr4pc61ZRzTKfTIouUzWaRz+dRLBal4HnXsDPWRDEd9dzc3NADPi5G1EGyWCwwmUy4uLhANpuFw+FAr9frmwxOzVsGw2RO8Lqo9cUHrVY++Xfq5EQVKFwUTSYTzs/PUa/XkcvlhHl4cHAgeo5sjaKuLPVB70Il4a4Yq3mjGPKibsjYumc2m9Htvptu63K55JlrsaPX6/uw0+12+3TiuMDwZ1dhhxgm48psNgurL51OS9Vyf38fxWIR+Xwex8fHMvGbbZkzzLw3OmriZphGH8bjmkwm0bTN5XLweDzodt9Nl+emRq2CWyyWK33O+fm5YIzvgRjka3kNHGzYbDZhtVqlCJVIJFAqlZDJZLC/vy8yB7FYTIZJTatG36iNz/Y6eZjbmDbBygFkTO77fD7BDplQ1IOkDuR12FHZFqpUCgDBEXVkySi32Wyikx+JRJDNZhGLxXBwcIB8Po9oNCoDx2ZJ4stNDT5HjR2uP+12G7lcTja4jD16vXddVcQDNWnVa1M1BlXsqH6BRfa5uTkpLjWbTeTzeTQaDRiNRpRKJRQKBRweHiKZTOL09FT0QavV6rQPcRmLjRI7alKfcS/XkUKhgFwuh4uLC1gsFvE7LJSr2FGN6xP9Dl+rsjZZbDMYDBLfsLhar9dFIzmdTuPNmzcii0S5iSkbqDpRG9Vni/6h1+vBZDLJ4GedTifyE71eT+bQdLvdPq1r7Zqlrk8qdvh7/lyNn+v1uhSj2NXC1vREIoHvv/9eWH4kTczWqckaYyjgfdGS6xHlq3q9HqxWqyT01T0VY2bVVAKWmqRUGePEk8FgENxUKhXkcjkZ7k39/B9//FEwTAm22Tp1cxulz1GTwGazWbqmSqWSSG6ZzWbZx6syJoMGa2o7dVUyHpnmjUYDAPp8DrFTqVRQLpcRjUYRiUSwu7uLcrksesQz7HycjXq9At7FKBwYbjQaUa1W0Wg0+qSaAPTNF9PGOVppWXVdUbHDmFun00mcXKlUkMlkUCqVkM1mcXZ2Jhr61CJmzvAuYmesiWJ14z1MUz/4fFgcaFCr1ZDJZOByuST5xiCGiZe5uTk4HA7ZPPF3TDTTcbCVXP1bbZKRxrYVnU4nQ6TIpi6VStjb2xOAxONxFItFSSRTu/mugWXSpiY8hn1cFTfEDtsD3G63JP2ZIOECpNfr4XK5PsCO0WiUY3IjRLyor+X5ad1uV1rl9Hq9JIrJxioUCjg+PkaxWJSAmOziz1Qf9JNM9TnD3nirG1dih7qc6XQaHo8HnU4HZrNZWAysgLPtTpWnYBBNn6PihkkatVCibtw6nQ6y2awMeKjX66hWq5IQZpJP1cNlhXPmawbbKBM2agDMIhiryel0Gj6fD+12G1arVZh09XodwLt1xufziTyF6nOIw2q1Kn6GzFLtIFCyIzituVqtwmQyoVaroVKpCF64CeemjtpZs8331TYu7JBFSIkQYsdutwu7kBsfmnYDRb9Dxhd/pxasVckwtnLX63XBjl6vR7lcRrFYRCQSkdY6Na6ZrU83s1FunlisVkkQ1WoV6XQafr8fFxcXcDqdkmTjxgd4PyyNmyh2yajYoak6wkzm6HQ6SdJw81Qul9HtdiVRfXZ2JvITWgb6DDs3s1H5HQB98Qe7qTKZDHw+Hy4uLuByuSRZorJUA4GAxDu8RhYpuMdSj6t2h3KNY1sui9/cZ2WzWWQyGdFAL5VKUmCYYeZmNqr1isdWu0+oCawWxVWJOBU3Ho9HEjiM4xnLMCHMY5Oxx+PT6HO4b+Jgw3Q6jWQyKWtYpVIR8sTM30ze1GegYqfRaCCfz8Pj8aDX6wkREEDfs6PEAPA+P6Nd+4i7drstX4yber2eYId4YbIvmUwimUzKvotDeWdr1d0wbfFILTwWi0V4PJ4+TADoi0+pt68WNbUyJMQa8dNsNqVbizjl+dgdRSm2RCIhhXImlO+qgsBYE8XA6APgTqcj7CiLxYJYLIZUKoV4PA6v14tAIADgfWso8A4ky8vLMBqNEsgYjUb4fD7ZTKuLjrphZxKI+jkGgwEGg0F0A3d3d2EymWAwGHBwcCDHYxWqWCxKBXO2OF1uo7ov6ge/1+sJM1ev1yMYDCIejyMWi8Hn8yEYDAJ4hx1OwdXr9VhfXxdmDvCu3c7j8fQtOnwPquyKxWJBs9lELpeD1WoV7BE7e3t7MBqNMBqNODk5kQ3T0dGRBDzqoIWZjd+Im0KhgGq1CgA4OjpCJBJBNBqF3+/H/Pw8gHfPn20lvV4PW1tb/z97bxojS5bd9/1vZEZkZuS+1V71ql+/fq9n75mehUNxyDEoGZS+jCXAhGiAGFsERrBMQDRsQzQ/+ZNBbwIIGKAxEmVQgCyKFkWQtmHRBDkmSFjDmelhD9kz3T29zKtX+5r7voQ/VJ1bN7MyqzKjcrlReX5AoqqyMjNuRPzz3HPPPfdcBINBed8ty0IikUCj0ZB1j+kY6oZYwWAQ9XodJycnMvOCNigqFov44IMPpG5evHghbQvV6zs+Pu7JCGVuZxqTDOpMNA1qDcNAJpOR2slms1hdXQVwbXPovn3kIx9BMBiUO/daloV4PC6D/+pOyxcXF/J9tm2jWq3i6OhIlkGhGe9KpYK9vT05ebq/vy83xSR9q5/LzA9yTikz4rvf/S52dnZk2aqlpSVsbGzIvo0GO61WC6+99hpCoRBM04Tf74dlWYjFYqjVajJoSI4uLdlTVyocHx/LFTE0OKrX6zg4OJBte/HiBUqlklxOx/7N+EwraANclyhoNBp48803sbOzIzesXF5exvb2trxXFDxptVp4/fXX5Z4f9KAJCdIO+T2np6eo1WqoVqsIhUKo1Wo4OjoCcF3LWtUODbZ2dnZk1lb/pnXM/HEcR078/OVf/iUODg6wu7uLw8NDqR1aoVAqlWSpitdff132WaQd27alDimw22g0cHJyIvueUCiEarUqN7SiSVNVO+p+L7Saqr9uPnM700jCUXEcR9qJ73//+zg9PcXR0RFOT0+xtLSER48eyZITtNqN+ivasCwQCMA0TQQCAdmfVatV+blUao32CiHdUH9JewM1Gg0cHBxIjZEPRiUOuJ8an2n3V3Tv1OzvfD6PpaUlrK2tycxztcbrkydPZImBQCAgbQ9tiKr6LxcXFzImEwgE5IpMsiGlUkmuojo6OpITC+SDqRNdrJ3xmPYEFSVGvfPOO3Lz7UajgWw2i+XlZTmOJpvT6XSwvLws/VzylWl1ME1gkt2hjHLaK6RcLmN3d1dOXpXLZdlH0ab3pBvSn87amUtG8bQuhuM48Pv9cjMXwzBQrVbxzjvvoFgsIhaLYXV1VQb0aKmUEALHx8eIRqNIJBI4OjqSg3baFVGtu6WmiKfTaTQaDbmzIu2uWCgUpINEP3d3d+XShMPDw54Ojmeh7mZQBu6koCwbdUluqVTCO++8I2efNjY2ZHCFdqwEgKOjI8RiMaTTaezv7wMAstlsTxBP/UyawUyn0zIji3To8/lkR1ev12VGzYcffigDiFSrWS14zgyH9DKNDJt+51qdqCLdbG1tSQeYBr/dbhdHR0dy8mp3dxcAkE6nEQgEZJkSOg6Vo2m321I3+/v7MmNGCCFtC/1sNBrY3d2VQRpqFy/jHZ1p2hyC7D45q7TpSzKZxKNHj+Rsd6lUktlVlImzvLyMnZ0dOI6DVColJx7oc+m1tKlhMplEtVrF3t5eTy1LcpxVJ+rw8FDWZSNHhwM2ozOr60QDcKqtWCgUkEwm8dJLL/X0O+TgFotFZDIZrK6uSu0kk0mpHTVz5/j4WA6CVO1QUIeOTzvI02tPTk5kH8YZoe6Y9rWi+0EDXFqZlE6nZdBfDShToIUmsEg7iURCaof8kVarJVfQVatVJJNJ1Go17O/v3yglQZOctVpNlhSgDBtdl2LqzCyvVb1ex9nZmRwkp1IpHB0dSbtDKw8o2SaTyWBpaQkvXrzo6bOodA6tcCGdlMtlqZ2jo6OeyQMaxNMSdArckFZ5Inw8Znmtms0mzs/PZYAlnU7j5ORE+jrkb9BkZDKZRCqVwt7eHhzHQSaTkYFB8m2azaYcY5fLZSQSCdRqNRwfH8ta/q1WS2aU0ooF0o662SHrZnxmcc3IrhQKBXz/+99HqVRCJpPBs2fP5BiLAro0QR6NRhGNRmWfls1m5cpOsk804USTDIlEQo7NqT9qNBpyXKZql2I4Ogf6dGfa4yuKrVBJrffeew/tdhtLS0t45ZVX5JhJje3RHmemacrNN7PZrFwNTnEaGiuRHYnFYqhWq3I1Jk2W0zGoBIU6Gaa7bmaeUTxtI6wG+8hQ5HI5lEolRKNR5PN5OTt5cXEhndWjoyOkUimsrq7inXfeQbfbRSaTQTwelzNSlFlGjm6r1cLq6ioajQaOj49lhqllWVJwVPOxWCzi8PBQzlpeXFxIB4rQWSg6MI3glhrsU4N+NPClmouRSETONFJtLTIoh4eHyGQy2NzcxFtvvYV2uy21Q7VHVQeIHJbV1VXZQdHyKZrtpDqBhUIB+XweBwcHPVk7tOyBuZtpBkVV/VB2ZrPZxNHRES4uLqTNCQaDAK6dmE6ng6OjI5lJ8eabb6LZbCKTySCRSMisLcrMyefzciMOCsjs7u6iVCrdqN1tmqYsU3JwcCDtTH89YrY3dzPLYB9pp16v4/z8XGqHygRQth5thrC2tiY3hmk2m0ilUkilUrBtW9opx3FwdnYmg3bLy8uoVqtyeXer1ZJlcshO0aD/7OysZ/acs7PGYxbaIQeTshVoAB6JRFAoFKT9qFQqMqM3l8thfX0dtVoN3/72t9FoNOSElW3bssYfTWZVq1VUq1Vks9kb2qGJebI/5AAXCoWeHcJ58D0es7xWlGFH9aaj0ais/UjaIu0Ui0WpnW9961toNBpIp9NSO+oSzr29PZk1Q33WwcEBzs/P0Ww24fP55Co+Wp5JA3XWjf7Q5CY9aD8PWkGnlgKgsdjq6ipefvllfOtb30Kr1UI2m0Umk5Gbt9IE1c7Ojhwr0WqI4+Njuamhz+eTvjVNrFJWKGcS6wt9l8neVCoVnJ2dIZFIyNr4pCuaTKpUKlheXsbm5ibeeOMNtNttrKysyKQK6mfa7TZ+9KMfSd1kMhmZxEXZwwBkVjuVn6BsQ9XesM3Rl3a7Le9dLpdDMpmUYyCanCLtVKtVpFIpLC0t4c0330S328XGxgai0Sj8fr8cE7VaLTx//lyumstms3Jlw+7urhxzh8Nh+P1+aW9IO6q9Ye3oB5WrEUKgWq3i8PBQJjSoe4+pfnKj0UA4HEYkEsE777wDIQQePXok44E0+dRoNLCzsyMnxUk7tFEmBZRJO+okg5p8o7NuxCwbJ4SY2sHU2kX0Nw2waTaBSkqo76FZ52g0Csuy5LJuCsKpGVrhcBiWZclgX7PZlEXUqS4k1a+1bRvBYBDJZBK5XE7uaqiTA+w4znTXGk2QaWqHULWj1lIjQ6LWdVRrZEUiEViWJZdD0fNUckQIgUgkIpez0MDLsqyepQnU2YVCIViWhVQqhYuLC+RyuZ4lUTo4wF7Rzix0c3UcADeL4ZPNGVQfi4IytGmhqhtanTCqbug4fr8f8XhcDrip1ptGHdEbjuN8dt6NGIVZaYcgvVwde6DNGaQdsjmkDdJOOBxGMBiUpY0osEf1tWgyk+ydz+dDKBRCvV7vqdMH6OH8esXmAPPRjnLsG76OOpFE2iFf5zbt5HI56etQtjFleambsVLpnP5d5XWBtXPr8Xrq5FO9c0LdbJf8WiolQYNsWtYrhEA0GkUwGJRlS2gjaMo8J83RZ5OvTp+lg2+swtoZTr/doUQZgurm0xgrEAjI8keUbKNu6huPxxEMBnF8fCwnTSmLT7U7dGzqu1Tt6IRXtDNr3QyqVU3JFKQhmqSmFQuUdEW+DJV67Ha7iMViCAaDODo6kll+9PlUqoTG9GqfRX2fbroB+8nDjiUTaFQfORqNynE6+TWNRgPLy8uyv6LJbQoAkt2g/uro6EiuiFJLUtJqLFp1TP0laUenvgrwjs0BZqsdwzBksJYegUAAy8vLshQSVQMolUp4+eWXEQqFEAgEcHp6KrPUyU5Vq1XpSx8dHck61aQd2iRcrbFP2tF1P6lh2nlQgWL1p/q8GgBU/68OnsjRpY05yDFWOzR6DQVs2u22DAxRUX0yJpZlyfptVAeJZp50EQcblBvHuPF3v17U31Xt0ACbtNPtdqV2qLYWaYcmC8gBpgLr3W5XdoRUv42yuXTblMMr2pm1A3x1zJ7f+zVEtoVKk1AAhh7qqgjSjbrpAulQ1Q2AnmAfZRjqZG+uYAf47uMO/J20A0A6y4O0o9oc0zRlYIYCe8B1BjNphzRHAzQdB09esTnA/LSjHL8n+Kfed8riVLVDdkW1O6ZpymCgWj4JQE9/pE7G02dpZnNYO2PS7+uofRZlAtPEJvnB/XaHgjM0GQVAZoySbRmkHd1g7Yx1/B7tkI9L2qGa6GoWqKodyvakzK7+VXNqMFhNDtI1g9gr2pm3r0M2gH6nAHC325X19E3TlMFjVTeO48igsbrqSkUtDaBOvOuSeDMA9pOHH6/nQROb6u9kO9QkLnWTMXXVOSUDqvX1CdVP7teOhmMrAN6xOcDstUN7utAqOL/fj0gk0vM3TTKk02kEg0EEg0GZkAVcr+JrNptyDK8mjxKU0U7+sGrrNErc6uHBB4qvPl/+Ps55DRpQqQ6IOiBSP1s9hjqIGtYO3YTBBmVy3DYJMaou+1971+vniVe04wXdqL+T8zKMYbbIQ7ADPCEGBZQH6cGDGhmIV2wO4A3t9OtHtTsPRTMEa2dyDNJO/8DnIemHtTM51GW+amZev14ein68BFTcLgAAIABJREFUoh1ddaMG5tR9OwzDGDqZ/UC0w37yeG24EY+hn7RvlDrBRBMOhFf7rkF+v1dsDjB/7ahxPkJNtrEsC7Zt96xiocQ94HofGMJL/diguNQw7cy8RvGkUQ2E25uivl8NxPQbj9tmAbxkaPrPjbk/tw2Uxpk90v2+sHYmS79OxplU8BIeDmxri1vtMEx/n8TaYUal30+m59SfDDMIyhLtXwF61wQ5s5iQPaHVC0CvVnTOznMD+8nuGBagI22oq+nUiSqv1xV+AIlDc4W0oUJ/0yRmo9GQE5wUVFYnOL3abw3Kch6G5wPF0/pieGlmYBxoWdhDOR8v8FCuNWtn+jzEa6uWTGCmx0O8xuqyd2Z6kNP4kK4za2f6PNRry9qZLg/1ulKGmpcDCLoybLXUQ9CSWn7nIZyPTpBGvLLSe1zUUi06lm7yKqQbtRyk6hd43fZQ1jSVEesv16NiDP3PlOhfWq8zD0EMKlS/R60h5iVYO/ODOiMv3QNm/pAD7FWbw8wPsjmsndnwUPoqgLUzSx6ar0O12tWNaZnp8NC0QzW6WTvTg4I3DyWoSpMLVJ+bmQ5qdvFD0Q9px7Zt1s4Uob0YaCNNKnvjVf2o2fWRSKRn8+JBsLIWAMoU6na72m2KxuiNurRLxx1eR+GhZcp5CXLMHtJgkJkNXrY5zHxh7TDjovrJtPkVw4yC6ierGwwzzG2oNkfTzacZTVG1Q5umMcw4dDodlEqlO7XDgeIFgzshxi0c7GPc4GXd8CTDfOEBN+MW1g4zDm73lWAYggI3rB1mHNSECoYZB54UZ9xAehkleZRLTywA7AAzbnlItZyY+cC6YRYR9nUYt7B25ouX+yzWzux5CH4y62b2PATdAKydecDaYdwyrnbmUsCNhcG4gYpvM8y4sG4Yt7B2GLewdhi3sHYYt7B2mHGheqcMMy6sHcYtrB394UAx4ylYO4wbWDcMw8watjuMW1g7jBs4oYJxC+uGcQvbHcYtrB29mXmNYi+nyDPzhbXDuIW1wzDMrGG7w7iFtcO4gXXDuIXrujNu4bKWjFtYO3ozl83sWBCMG1g3jBtYN4xbWDuMW1g7zH1g/TBuYe0w48LBGsYtrBvGLawd/eGMYoZhGIZhGIbRAPaTGbewdhg3sG4Yt7B2GLewdvSHK0gzDMMwDMMwDMMwDMMwDMMsOBwoZhiGYRiGYRiGYRiGYRiGWXBGChQLIRJCiH8thHhHCPG2EOKLQoiUEOIPhRDvXf1MjvhZvLvhAjFp7TCLwyS1wywOrBvGLdxfMW5h7TBu4TEW45ZJaYd1s1iwzWHcwtpZLEbNKP41AP/WcZxXAXwKwNsAfhnAHzmO8wqAP7r6+058Ph9M04RhGCyOxWCi2rEsi3WzOExEO2RzWDcLw8T7K9bO/fDQ9ZuYdgzDYO1MAA/5iuzraIQQAn6/3yvXkLWjEUIIOU71ABPRjt/vRyAQ8Mo5a8ki6gYATNNEMBic6Hk/dPvVf36Lqh2/38/aGZP+4PrUfR3a6XTYA0AcwI8AiL7n3wWwevX7KoB3R/gsxzRNx7IsxzAMRwjhAODHnB533a/7PiatHb/f75imybrR4OEV7bBuJveY0PX7jhd0w9rRTztesTmsncnqxufz3fsasnYW7yGEcPx+v2MYxsJpx7Is1s49HoZhyHHqImgHuBybB4PBe5+z+njoGlTPTwgxMd3AY36yZVlOKBRi7dzj/AzDcEzTXBibw3bnfufXb3um6euMEsJ/CcApgP9VCPEXQoh/KoQIA1h2HOfw6jVHAJbv+iAhBLrdLlqtlioU5uEyUe04joN2u826WQwmoh3SDdkcxj0euX4TtzmsnftBs9weWGI2Me0AmFp/5YHrOBHoHOn6aX7O2muHdKP5dZwIdJ7dbrfnb02ZuHYm3WctmnYAoNPpyL81Pu+Jaafb7aLRaHB/NQbqtVpU3QCX51yv11k7YzBIO4vYX3U6HbY7Y6LGTwf5OpNmlECxH8BnAPy64zifBlBBX0q5c9nigXdZCPE1IcR3hBDfcRxHLse8L0IIWJaFQCCgnRMz7XZQmjktydTlvAcwce1MIr2etBMMBhdKO0IIGIYBy7Lg8/m0Ou8BuNbOMJszKd3oaHOmCX3vQqGQF+zOVPqraWlH02s4MXw+H/x+P8LhsLyOGp/3xLQDYKL9lWmaN5aTa3wdJwItoY/H43JJtMbnPHHtDLI745w/vZa0oz7noXIeY0P+cSAQQCqV6lnWquk5T1w7w2zFKOevvnaRtKOes23byGazsG0bPp9P/l9DJuInA5f2lvwTwjAM+biLUXTjkWX1Y6GeczgcxvLyMsLhMPx+v/y/hkzU5vh8vhvjacMw4PP55FjzNhZRO+o5W5aFcDiMpaWlhdSOaneEEFI3o/jPap80SDs+n+/B9Vn935dQKIRsNotQKDTS921cRvnm7QHYcxznz6/+/te4FMmxEGL1qtGrAE4GvdlxnK87jvNZx3E+e/Va+aW/78mQIVoUVOPr9/vlF4D+p+EXYSrauc+59huPRYG+c36/H5ZlyYAf8PC0068bABPTzSCbo8O1m0Yb+u1NIBC4UUNLh3PvY6I2B5isdnS0OdPWDjkypmnq3l/PRDvjBmzoc3T83k1LOzRQsCxLakfH747C1P3kca71oGCPbkxaO+o1Iz8nHA7LiXGNmZp2+m3GuBoa9J5xgs5eQR0XULBB1Y7G5zoxP1kdF/Xbnbvud/9rB43v3dgx3aHzJN0EAgHYtg3LsnQPTk3c5lCf3T+uHCdIPMxPfojaUc+X+ivbtr2wh9dEtaNOKKj99F366f+/zmOsSdL/XSHtBIPBqfnJd36i4zhHAHaFEM+unvppAD8A8PsAvnr13FcB/N4oB+x2u+h2u7Asa+zM4v4L1G630Ww2qZ1zWR7sdhA47jFo1iUYDCIUCiESiUhhDDq+DkZmGtpxHOde2qHfW62WltqZxjEoyBcKhWDbNuLxOGzbvpE98FC1Q/d3EroZZHNmrZ1Z3CPSjW3bsG0bkUgEiURC2p1F0M3V5w3Vzl0DJzVISNpptVo9nztr7czCASXnRdVOMplEJBK5kTmwiNq5656TdtTfO50O2u22fD/1hbPUzyzuE2XS2raNcDiMcDg80O48dO3Q/Q0EAjI7dJT7PUw7ZHfI/6bPnxWzuE80sRCJRKR2otEoQqHQQtod9bzv0o4aKFWvjWp3SDedTmem+pnFPSIfORKJyH6Lrh9lqKlteYjaIY2Ew2GEQiH5HC1pHoQanFGvjQ66mTZCCLmJWzgclmMqv98Pv98P0zQHlk16aLq5+jw4jiO/P0IIed+HQdoZZHP6+6uHrB2yNdTPU2LOoHN9iNqh+zpIO8Pu97D+Sh1jqb7OQ9EO3X+alKIH2RrV/5vocUe5eEKI1wD8UwAWgA8B/Ce4DDL/NoAtADsAftZxnIs7PsdRb6zjOLKeDzB8AKV2Rp1ORwYx1MES/U6fOyvoxtGxVSbVDjXgQJnElmXJ865Wq/J1dH3I4FIbBrXFcZypW51ZaQcYfI5qZ0SvH6adWaNqR/1bfe6+qE6caZpy9omuX7lclsfudrsPTjukG+DyWoyrG7/fj3a7Lb97dF3mEahR2wbc1M0k26Iu16EM9GAwKAcApVJJvlZtB13bW9ryhppxOQ10sDnk7NFgSRft0HdAPfak+0xaLkZBP8oobrfbaLfbKBaL8rX92rmtHV6xOVefM1Q7twVu1IxI3bQzyM5MUjtkY/u1Y9s2Wq0W2u02CoWCfP2w/moQXtUOfV+pDyIGaUDN4KfBEumoXzvz9JPV5yapHUqaoNILNFlF2snn8/L1D1k76nfIuapXTIPHQROUqo9smqacCCe7ow6056Wd/uNNqg2kS3UigYJ9ap+Vz+fl8Ug7lKz0ELRDuiEd0F5Cav/Vrx3VR7YsC41GAwCk/Zm3bqaFGhBXJ2IoYBMIBKSfPEg3o9gceMxPprgEaafZbPZMHtD5qnESdaVivV4HcK0dNTCsvsfr+lG1EwwGAVzqIhgMyu8RBcZzuRyA3r6eYjwPweZcfY60OxSX6dcO6UD9/pB2+u1Os9l8UNrpjy/S36SdTqfTMzlFzxUKhYF2565Y1zDt+EdprOM4bwIYZLR+epT3932Wq06DxKF+Yeiz+ge/unRI92nHoAB0p9OR16DT6cigsRpIp9cbhiFn8+Z5LaahHZW7jIDqBNMXhq6h+uWbt0GZ5Eyh+ll0bt1uVwbLW62WDBrT+fdnIekwAzcp7dB5qEG+UXVDnRcAqSGyOfOcnBo0uXDfdgz6LLI5AFCv12/ohpzeft3M0wbP0uYMG8T2a4cyBOha6dBXTdPmALgRoBhFO8RD0k7//Vb7m/6ADfVPNGAAZqudUT9zltopl8sDyyXRz4esnX590P/o735dkXb6J8X7tdP//vsyju80Le2ogVE6N9KOuiRzkbSj+rg0UFRfp14LCtqQdkzT7NkgRwftqK+f1HHVATjZHbK3wWBQlhHof2//6hyva4fOWdUInWP/WFIdN1BmJAWwTNOUv+ukm9uOP+59pNerE3nq2DwYDMq6+up1oHH6Q7Q57Xa7Z9yoaqe/j+/XDk24UN9F75nWtZnkWP8u7Qwar9H5k17U7Hu1TJs6dqX+/SFqp38igbTT30epsS5KQKH3Ut/lde0M6t/UPhzoTXoj/85xHFlloFQqyc+ja6jqadz2j5RRPCmEEKe4LHx9NrODjk4GerYLmE7bHjmOk53wZ04NIUQJwLvzbscQWDuaornNAVg72sLacc1C6wZg7dwD1o7e2tFVNwBrh/1k9yy0djS3OQBrR1tYO65ZaN0A2mtHV90AM9bOTAPFACAud5Of6pIKN+jaLkDvts0Kna8Bt01vdL4G3Da90fka6No2Xds1a3S+Drq2Tdd2zRpdr4Ou7QL0btus0PkacNv0RudrwG3TG52vga5t07Vds0bX66Bru4DZt+1hbw/IMAzDMAzDMAzDMAzDMAzD3AkHihmGYRiGYRiGYRiGYRiGYRaceQSKvz6HY46Cru0C9G7brND5GnDb9Ebna8Bt0xudr4GubdO1XbNG5+uga9t0bdes0fU66NouQO+2zQqdrwG3TW90vgbcNr3R+Rro2jZd2zVrdL0OurYLmHHbZl6jmGEYhmEYhmEYhmEYhmEYhtELLj3BMAzDMAzDMAzDMAzDMAyz4HCgmGEYhmEYhmEYhmEYhmEYZsGZWaBYCPEzQoh3hRDvCyF+eVbHHdKWTSHEN4QQPxBCfF8I8Q+vnv9vhBD7Qog3rx5/a07tey6E+KurNnzn6rmUEOIPhRDvXf1MzqNt80AX7bBuvAdrZ+T2sXYUdNHNVVtYOx6CtTNW+1g7CqydsdrH2lHQRTusG+/B2hm5fawdBV10c9UW1o6HYO2M1b65amcmNYqFED4APwTwNwDsAfg2gJ9zHOcHUz/44PasAlh1HOe7QogogDcA/AcAfhZA2XGc/3Ee7VLa9xzAZx3HOVOe++8BXDiO86tXX6qk4zj/aF5tnBU6aYd14y1YO2O17zlYOwD00s1Ve1g7HoG1M3b7noO1A4C146J9z8HaAaCXdlg33oK1M1b7noO1A0Av3Vy1h7XjEVg7Y7fvOeaonVllFH8ewPuO43zoOE4TwG8B+MqMjn0Dx3EOHcf57tXvJQBvA1ifV3tG5CsAfvPq99/EpYgXAW20w7rxHKyd+7Go2tFGNwBrx2Owdu4Pa4e14xbWDvs6blhU3QCsnfuyqNrRRjcAa8djsHbuz8y0M6tA8TqAXeXvPWhyE4QQ2wA+DeDPr576RSHEXwoh/tkclwE4AP4fIcQbQoivXT237DjO4dXvRwCW59O0maOldlg3noC1MzqsnWu01A3A2vEArJ3xYO1cw9oZD9bONVpqh3XjCVg7o8PauUZL3QCsHQ/A2hmPuWpnoTezE0JEAPwOgF9yHKcI4NcBvAzgNQCHAP6nOTXtJxzH+QyAvwngPxNC/KT6T+eyXsj0a4YwA2HdMG5h7TBuYe0wbmHtMG5h7TBuYN0wbmHtMG5h7TBuYe0MZlaB4n0Am8rfG1fPzQ0hhIlLQfwLx3H+DQA4jnPsOE7HcZwugH+Cy/T4meM4zv7VzxMAv3vVjuOrOipUT+VkHm2bA1pph3XjKVg7I8La6UEr3QCsHQ/B2hkD1k4PrJ0xYO30oJV2WDeegrUzIqydHrTSDcDa8RCsnTGYt3ZmFSj+NoBXhBAvCSEsAH8XwO/P6Ng3EEIIAL8B4G3Hcf6x8vyq8rK/DeCtObQtfFVMG0KIMIB//6odvw/gq1cv+yqA35t12+aENtph3XgO1s5obWPt9KKNbgDWjsdg7YzeNtZOL6yd0dvG2ulFG+2wbjwHa2e0trF2etFGNwBrx2OwdkZv29y145/WB6s4jtMWQvwigD8A4APwzxzH+f4sjj2Evwbg5wH8lRDizavnfgXAzwkhXsNlCvdzAH9/Dm1bBvC7l7qFH8D/5jjOvxVCfBvAbwshfgHADi53Y3zwaKYd1o2HYO2MDGtHQTPdAKwdz8DaGQvWjgJrZyxYOwqaaYd14yFYOyPD2lHQTDcAa8czsHbGYu7aEZelLRiGYRiGYRiGYRiGYRiGYZhFZaE3s2MYhmEYhmEYhmEYhmEYhmE4UMwwDMMwDMMwDMMwDMMwDLPwcKCYYRiGYRiGYRiGYRiGYRhmweFAMcMwDMMwDMMwDMMwDMMwzILDgWKGYRiGYRiGYRiGYRiGYZgFhwPFDMMwDMMwDMMwDMMwDMMwCw4HihmGYRiGYRiGYRiGYRiGYRYcDhQzDMMwDMMwDMMwDMMwDMMsOBwoZhiGYRiGYRiGYRiGYRiGWXA4UMwwDMMwDMMwDMMwDMMwDLPgcKCYYRiGYRiGYRiGYRiGYRhmweFAMcMwDMMwDMMwDMMwDMMwzIKzEIFiIcRzIcRfH/G1jhDiicvjuH4voyesHcYtrB3GDawbxi2sHcYtrB3GLawdxi2sHcYNrBvGLayd8ViIQLEOCCG+L4QoK4+2EOL/mHe7GP1h7TBuYe0wbmDdMG5h7TBuYe0wbmHtMG5h7TBuYN0wbvGSdvzzbsCi4DjOx+h3IYQA8CGA/31+LWK8AmuHcQtrh3ED64ZxC2uHcQtrh3ELa4dxC2uHcQPrhnGLl7SzcBnFQojPCyH+nRAiL4Q4FEL8z0IIq+9lf0sI8aEQ4kwI8T8IIQzl/X9PCPG2ECInhPgDIcQjF834SQAZAL9zn3NhZgtrh3ELa4dxA+uGcQtrh3ELa4dxC2uHcQtrh3ED64ZxC2vnbhYuUAygA+A/x+VN+SKAnwbwD/pe87cBfBbAZwB8BcDfAwAhxFcA/AqAvwMgC+BPAfxLF234KoDfcRyn4uK9zPxg7TBuYe0wbmDdMG5h7TBuYe0wbmHtMG5h7TBuYN0wbmHt3IXjOA/+AeA5gL8+5H+/BOB3lb8dAD+j/P0PAPzR1e//N4BfUP5nAKgCeKS898kdbbEBFAF8ed7XhR+sHX6wdvih14N1ww/WDj9YO6wdrzxYO/xg7fCDdcO68cKDtTPeY+EyioUQT4UQ/6cQ4kgIUQTw3+JyJkFlV/l9B8Da1e+PAPzaVYp6HsAFAAFgfYwm/J2r9/2JqxNg5gZrh3ELa4dxA+uGcQtrh3ELa4dxC2uHcQtrh3ED64ZxC2vnbhYuUAzg1wG8A+AVx3FiuEwbF32v2VR+3wJwcPX7LoC/7zhOQnmEHMf5/8Y4/lcB/HPnaiqB8RSsHcYtrB3GDawbxi2sHcYtrB3GLawdxi2sHcYNrBvGLaydO1jEQHEUl2neZSHEqwD+0wGv+a+EEEkhxCaAfwjgX109/78A+K+FEB8DACFEXAjxH456YCHEBoB/D8Bv3ucEmLnB2mHcwtph3MC6YdzC2mHcwtph3MLaYdzC2mHcwLph3MLauYNFDBT/lwD+IwAlAP8E1zdc5fcAvAHgTQD/F4DfAADHcX4XwH8H4LeuUtTfAvA3xzj2zwP4d47jfOC69cw8Ye0wbmHtMG5g3TBuYe0wbmHtMG5h7TBuYe0wbmDdMG5h7dyB0DjbmWEYhmEYhmEYhmEYhmEYhpkBi5hRzDAMwzAMwzAMwzAMwzAMwyjcK1AshPgZIcS7Qoj3hRC/PKlGMQ8f1g7jFtYO4xbWDuMG1g3jFtYO4xbWDuMW1g7jFtYO4wbWzcPEdekJIYQPwA8B/A0AewC+DeDnHMf5weSaxzxEWDuMW1g7jFtYO4wbWDeMW1g7jFtYO4xbWDuMW1g7jBtYNw+X+2QUfx7A+47jfOg4ThPAbwH4ymSaxTxwWDuMW1g7jFtYO4wbWDeMW1g7jFtYO4xbWDuMW1g7jBtYNw8U/z3euw5gV/l7D8AXbnuDEIJ3ztMIx3HEnA7N2vE4XtEO60Y7zhzHyc7p2KwdD+MVmwOwdnSDtcO4hbXDuMUr2mHdaAf7yTNECAG3q+t1wys2B2Dt6MYw7dwnUDwSQoivAfjatI8zKupNFUJAiMvr0u125WsMw4AQAj6fD91uF47joNPpwOfzwTAM+Rw9+j9ffY3P55PHabVaY7dxUhjGZfL4oDbriu7aoZ+qduj+G4YhrzVpR33tMO2or6F7JoRAp9MZ2ib6PHr/pO+x17Sjs27obwA3niPt0PP9uqHnB92DUexa/+vps1TdDPt8N5AdVdsOYGciHz4lvKgdel79nna73RvaGXZfB9m1QccY1AZVs5O0D0O0ozVe1o5630k7hmGg0+mMdV+HHWPQ/6epHToGa2d8btPJKNrx+/092hnWB92nXWQfWDv6aaffB73NJtD1Bq614/P50Ol00O12PacdL/VZs9bNbePaYWOXYe/p93FN0+zRzbDxkps20z2lcd1d/tS4sJ9857EA3O5T3Fc7fr8f7XZ7otoh2zZN7ZCPT32tF5iVdkYdy9xHO5ZlSe2Q7ZnEfVC149YXvwu/3w8hBNrt9p2feZ9A8T6ATeXvjavnenAc5+sAvg7oN3sw7KJ3u90e46QGbtRA3yif2el0bjjTo7Rr0kw6CHRPHoR21J/q84OCwaSDQe/p/0yCdDjqPZvWvfWadnTWDTD4OvbbjXF0M+yzRrU509SNJpohHqR26Pn+76k6yL7tPgzS3Tio/eWk0Ew7nu+vgNH7HQA9QZpx7sO492xa2nHTlinhOe0M6zuG9VtA76BMHTB5rW9h7dyPQdq5q+8Zpp1pMQ2bA1xr0ivambVuxtHBKO9RoUDNOO8ZFdWfmqbN0QittOP2+ozq85J2pqUbYLraUfvgOWtJq/7qPtdiVF+51Wqh3W7L/03q+vfHEN344qMcY1Tt3KdG8bcBvCKEeEkIYQH4uwB+/x6fNxPGDbYMCgS6uVnz7gzo+KZp9szizwnWzhjHvKvD6w/0TKvDo0yhOeM57YwbaHGjm9sG8aMed9z3jPqZmugG8KB2xmGYLZhm36Pq5gFr50HrZhDT0s6gSYlpaYd9ndnRPzk5Le0M6qfY7ujFuPd+kHbUn9No07QmBIQQnrU70wiej8MkdDONvmQWugG0sTmAx7Qz7j1RXzdr7bCffJNxEyknyX2+z6p2Jj0RMKm44yjHGKW/cq0sx3HaAH4RwB8AeBvAbzuO8/273jfvzmgc1KyIcdrdL5ppD9ZHxTAMBINB+P1TrzhyK6yd4eigk0EYhoFQKORJ7cyzIxoX1ZmYZpuHBaQnjS66AbypHTcDJ9LOtNo9i8kpQB/t3Ke/Yu3c3q5pasfrvo5XtTPu+93CdmcwtJR9XridGFfbPSv9TPrzhBCetTtetDmA93UDQBvdAO61M89A5bglakg/87aVk8AwDNi2PXft3Le/mtd9cKudabd32raMziESicA0zVtfK2YZmJr3sigGPXWXnfkVPR8b1s788aJ2hBCOBktyFhpVNwDecBzns/Nu0yiwduaPF20OwNrRAdYO4xbWzuzxarv78aJ2WDfzh/1kxg1CXO+ndaUfT9gc4FI7VLuZNTR7RtXO/KevmJkyqULtzOLhVe1w5zNfvKobZv6wdhi3sHYYt7B2Zs9D8dNYO7OFdcMsMo7jyDq5XmSa5VyY2xlVOzNfK+D1NH9mfrB2GDewbhiGYRiGYRhmdNh/Ztww71ImjHdh7ejFXIrKPIS6MMzsoTpIrB1mHG7TDWuJuQvWDuMW1g7jFtYO44Zh/s6864jeBet6vtzmJ7NumNsYpJ1BNaQZph9VO/06Ye3owVwyiuddvJrxLsO0w1piboNtDuMG7q8Yt7B2GLfcph1dtaRruxaR2+yOjvdJxzYtIqSZQTZHx3ukY5sWFe6vGLcMm2Tge6QHMw8U+3w++P1++P1++Hw+APp2Qoxe+Hw+mKY5UDtc34YZBuuGcYthGFI3lFXD2mFGgbXDuOU27Yy7S/esYE3rwTDtANc7tuuGru1aJAzDgGmaA3WjbLKmFawbPaC4jte0w8wf0o4aLNZdO4vGzAPFjuPIou1CCPj9fh44MSMxTDsMcxtUsJ1sDAWLGWYUOp0OHMeRO8QyzChQf8XaYcZF1Q7AfRYzHsO0w+MsZhj9NkctN8G6YW6DtEOTmKwdZlT6/WTWjn7MLVBMovD7/bNuAuNR1ICfOvBmY8LcxqCADU8wMKMwaPDE2mFGhbXDuKV/8MTaYUZh0MCbtcOMAvdXjBvYT2bc0q8drjCgH3OJ0gohZGYoAOnQcMCPuQvWDuMGdckua4UZB7IvvMyRGZd+7XDpCWZUVO2ozwHchzG3oy7d7X+OtcMMY1CJEtYNMwpqf9XtdnsCfqwd5jZ4jKU3Mw8U0ww31R7h4A0zKoZhwDAMOfvU7wSzhphBkG663e6NmkesG+Y2DMOAz+eTNkedpDIMgx0bZig+n09qh2wPwdphboO0Q7rptztcu48ZBtUKJe20220ZsFG1w/phVG7TjeoDsW6Yfkg75Ouo/ZWqKYYSKgleAAAgAElEQVTph+paD/N12ObMn7lsZkcF8/tnmzjdnLkNn88Hy7Jk4XOgVzusH2YQfr8fgUBA2h0VXiLFDEMIAdM0EQwGYVlWT5/FS3qZ2yDthEIhaXtUrfRv3sEwhBAClmUhHA4jGAz2aIfKtXH5JGYQpJ1IJIJQKATLsno2l+rvxxgGuF03hmHIcRfrhulH7a9IO/39Ffs6zCDIT7ZtW/rJpBUuE6kPMw0UCyEQiUSQyWSkw9If6GNRMIMwDAOJRALr6+sIhUJSO6QZ7oiYQRiGgUwmg8ePH8O2bfj9/p46WjzoZoZhGAZWVlbw0Y9+FNFoFKZp9tS5DgaDUj8Mo2IYBjY3N/HZz34WiUQClmXJ5ZimaSIcDksfiGFUDMPA9vY2fuzHfgzJZBKBQADdbheGYcA0TUSjURlAZhgVn8+Hl19+GV/60peQTqd7tGNZFmKxGGzbhmVZ824qoxE+nw/Pnj3Dl7/85Ru6MU1TBpADgcC8m8pohs/nw9OnT/HlL38ZqVRK+jo0vqIAIO9HxfTj8/nwyiuv4Cd/8ieRTCZhmqb0k2k1J2UcM/Nj5t9cWtKi1uxjmFHodrtotVoDd1YluJQA00+n00Gz2ZS6oeCMantYN8wgut0uGo3GjY0Q1SwthhlEt9tFvV6H4zhy0ERlcAD0/M4wBNXTV7VDq2HI/vTvDs4wRLfbRbVavaEdCtSoiRXs8zBEu91GrVYbqJv+hC7WDUPQvkG1Wq1ncoH8G14xzgyDfB3SDo2x+hP/WDvzRczS4AshHKpXo6aXqzWzuAOaHY7jeObbZxiGQzWQ1GCNWuuatMMamj5e0Y5hGI7f70en0+kJ1Kh1rtUNGJip84bjOJ+ddyNGwefzSe0EAoEbta7VmtetVmvezX3weMXmAJfasSwL7XZbroDpr+FH+mk2m9xnTRmvaScQCKDVaiEcDt+oHUqT5WowmZkeXtKO3+93gsEgms0mIpEI/H4//H6/tDk0YU6Dc9bOdPGKdu7SDdkZtjkzwzN+sqod27Z7JsApgExjLPaTp49XbA5wrZ1GoyHHWOpGrKqtUWsXM9NhmHZmnlFMmVkUlOGZAmYUqKOhQA0AOQOlTjCwA8MMgoLDnU6nJxuLJ6iYYahZxOTgqlnFNIhi7TD9kHb8fj+azab0c6hcANki3pSMGQSVCmg2m1I/tOy73W5L/bB2GBWyO4FAoEc7wWAQwKV22u022x2mB8dx4PP5EAqFenQTCoVkxijbHGYQqnbUQHAoFJIZxbyZHTMI0o5t22i1WtK+kN2h17DNmS9zLRqjBv/ob4a5DXWSQdUO/c0wKuqyp/7BkTrJwNphhmEYxo1ySap22AFmhuHz+WTGMPVXpJ3+HZ4ZBrjus/x+PxqNhuy3aIKKB97MbdAEVb1elwNv2oiM7Q5zG6Zpyokox3F6NiZjm8MMg2yOutpF1Q6PsZhhqAkV6kpNNYl0XtoZlMi6iDqeS0axWrcGQE92sa43YZS2qTt9smGcDv1BGnJ4+zWlE+PoWufvgFehgZKaid5ut2Vmsa7Xm7UwX8jG0AYLNHhqNBpyUzKGGQR9b03T7MnGqtVqcpdwhhkEaceyLHQ6HbTbbbRaLZTLZRiGgWAwKCeudIP7rPlCPg6VvXEcB81mE8ViEYZhIBQKaacdHQICi46qm1arJf2cfD4PwzBg27YWuukP3PBYe/7Q5BNtWEeZoWRzaGPEeQb7blu5zvqZH6QdqoVO2imVSrLW9bzKldDqUSr7BaBnomyRkszmklE87MLqesHJ2BEUIKAZVwA3luWQ4CmQqeu5eQn1i9l/PXW8vtRBBQIB2WZ151fTNKWhJOeMgt+8NHBy9NciHvS8TpBuLMu6kcUKQGpI1c2g82PuD30fybarJW50GDj1o+4WrLaXtEPPqzP3gJ720+vQ5MIge07Lv3WCsp3JMe7XhJodxLqZLhQgVrP76LqrG7POE3XwTXUpqcTTbe3jfmq6dDodtFottFqtnj6KNmaddzYx+TIU5KO9I4QQPXofBOtmelAN60G6oez0eaH6NaQb2jCNJkNu88dYN9ODfGSyOer3t38j8VlDgT6/3y/jNu12W9bDbbfbqNfrt+4TwdqZHqp2+m0/JXTNWjtkZyzLgmVZsoQK1fWnTPlWq4VarSY3O+8faz0kP2dugWKvXEDqoCjYJ4SAbdvy/5FIBABkB0tOsmp81OAC457bAnu6XluqNUjtUyccbNuWznGtVpMDQwCsmQlyWyBVx+tLNkedSFB3LA+FQgCuN4rgmpXTgxwZNThG6BCs6YcG4JQFTRvH0v9IU+ScAd7qj70EObr930uaZNAJ0o1hGKANHPv17fP5AOBGkJi1M3loErC/nqzj6LUhkDoBRQMsQtVF/+CJM4+nx7CBNwXUdEDdtIg2a+wvBTZo4K3+ZCaLGijutznz1g1NYFKQhjYYVjf5vCtZgnUzPWgCc1D983lmhFJZg2AwKMdNzWZTBv8oiH1XchZrZ3qQn9wfFJ6Xn0x+TDAYhG3biMVicjxVLBYRCAQghECtVusJZqu+jcpD0M5cSk94DTKCgUAAlmUhGo3KXWFfffVVuav5xcUFyuUyTk5OUKvVUK/XcXFxIYM46oynF6/DvPFiQIMGfKZpwjRNhMNhmXnz8ssvIxQKwe/34+TkBMViEWdnZ6hUKjdmOXUMSnkFr9VWo6Bku92Gz+eDaZoIBoPS8VldXYVlWfD7/Tg9PUW5XEahUOhx1JjJoFtA7zbUGpTtdlsG/Sg47DgObNuWQZ1SqYRms4lGowGAbcykoZIBuqNm96lleUgn6mQVvbbZbPLk1BSh7Cydr62aGdq/QqG/Frf6Wl4xNV1oMzIdr68avCGNqJsM00CbMrjUYDFlqwM8fpoGjUZDZsfpBvky4XBYroqq1+uyhrs6Id5f47R/Xxtm8uisHdM0EYvFkE6n4fP50G63kc/ne8bYNCbvHyuydqaPbtpRS07E43G89NJLiMVi6Ha7qFar2N/fR6lUkn0WlbVUJ6vocx7KpPhcN7PTHRIMdVBLS0tIJBKwLAu2bSMcDuPp06ewbRuWZeHg4ADFYhGRSAStVgv1eh3vvfeeTE+vVqu8RHxBIAPi9/sRiUSQSqWQSCR6lsFsbW0hHA4jGAwiGAyiUCggGAyiWCyiUqng7OxMDqrUzbSYhwtlfZJuEokEIpFIz6A7m80iFArJCapCoQC/349yuYxGo4FarQagd4k487BRB+B+vx+hUAjRaPTGbveBQEBOPBiGgXq9LjMrOPA3WbxwHfsziSlry7ZtBAIBqRsaUNHEVaVS6VlqyoG/yeKFa0mDa/Jp6G/LsuSAXNUI+dPNZvNBLs/UBd2vJ/k45OeoAT7SBWVEq8vW1UkrQP/z9Bq6Xk+1f4pGozKTmDLmq9Wq9F0oWYJsjvoZDyVooyO6XVPVHw6FQkgkElhZWYFlWTAMA9VqFfV6Hefn5zIxq16vDyyfoX6mbuf5ENDtmpKfQnGb9fV1JJNJOU7KZrMolUo4PDyUyaHValWuxlDLiD4Uu8OB4lsghyYQCCAWi2F7exubm5vodDqIxWLIZDJ4/PgxbNuWA/NcLodMJgMAqNfrKJVKyOfzKJVKPcvBvC4cZjjq8u9AIIBEIoGXXnoJGxsbqNfrsu7NxsYGwuEwYrEYAoEAcrkcIpGI1EutVruxFIwH5A8Xcogty0IwGEQymcT29jZWVlbkMpdOp4N4PI5wOIxEIgHDMBCJRGBZlgzgDFquzJp5uJC9oeVSlmUhFothbW0N6XRaZk5Q9k0wGEQsFgMAlMtlCCFQrVbl/3mDmMVBHYSHQiHZN2UyGcTjcTmIohVSpDHg0r9R4b5pcVCzbgKBgFwZRf1RMBiUg3H6CVzvy0ArNThDdLEge0PJEWRzaBBOk1Xlcllqh1a8qNl9HCxeHCjgFwgEkE6nYds2gsEgfD4fOp0OTk9P5YSmmixB/gyAG0vCWTcPH9rnJRwOI51OY2trS46VhBBoNBp4//335Xg7l8v1+DoULFYnNTlu87BRa6EnEgksLy/j0aNHyGQyPfuR1Wo1vPXWWzg6OsLp6SlOT09Rq9VQq9V6Jq76P1tH7YzSLg4UD0AdeFuWJbOwUqkUNjc3kU6nsbKygo2NDbnkRQ3U5PN5dDodVCoV/PCHP4Rt26jVaohGo6hWqyiXy6hUKnPLxNFVsA8BdeBNjrBpmshms9je3pYTDEtLS7LuF2XilMtlJBIJOcFQKpXQaDR6HCAK+vCgfDx017xaQJ8G2oFAAMvLy3jy5Ami0Sji8Tji8TgKhYKcdKKM4lAohHQ6jWq1ig8++EDaFgoc99edmwe634NB6D64ULOIKQBMJZLW19exvb2NYDCIcDiMaDSKo6MjmT1hWRby+Twsy5LLv3K5nFxCRXZm3rrxKmpJB92uH7WNBk62bSMajcpabJubm1hfX5e10k3TxPPnz1GtVlGtVhEKhVCpVJDL5eTkd71el+fKK2DuBy3L1zEgRv3U5uamXFlH9R/z+TzW1taQSqWkLtrtNnZ2dlCtVtFqtVCpVGQwh+yLujcD25v7oS6j1uk7aBgGwuEwUqkUPve5zyEej8syAs1mE3t7e4jFYohEIjJQXK/Xsbu7i0ajIVdpkj9D56Z+R3Q5Xy/6OlRqqH/j3nkihEA4HMba2ho+8pGP4Atf+IJcBt5sNlEul/GDH/xArmI4OzuTEwz7+/tyvKSumAJ6kyd00Y3uvuZt6KYd8ou3trbw7NkzfP7zn8fTp09l6ZJGo4FSqQS/3y/1sbu7K4N9L168kBOcNHbqtzOEDv1Vfx13L0HaUZPh5olpmohEIvjkJz+JZ8+e4bXXXkM6nZY2huwOAGxubqJYLOLDDz+UQeIPPvhA+snDxt1qSVEd7tld/dWdgWIhxCaAfw5gGYAD4OuO4/yaECIF4F8B2AbwHMDPOo6TG6VBqkGctyiGQQG/SCSCeDwuB05ra2tYXV1FNpvF0tKSrEFIQjdNU9bwA4BYLAbbtuWMJ90Q2nBCXe47i2vRX2h7yseainbUZfg6QpMMsVgMiUQCm5ub2NzclLpJp9PIZDI3BkpkhCqVCgzDQDQaRTQalR2TuvROnWSYlaGZZWc0Se2oG6foqht1A7t0Oo1EIoHV1VU8evRI6iYejyORSKBQKMiZb8q2aTQackKLNtgkx43qP6mbl8363GZ4rInaHFU7uta6Jntj2zaWl5elTkg7iUQC0WhUDsJpMrNcLkv7UalUejL/AKBYLM69rr5XbQ5w0wGe567xg1BXMCSTSaysrMgyWisrK8hkMgiHw9KuCCGQz+dlcJh0N2jnZ7Vvm5cj7HXtUMYc9fe6oK6YikQiWF1dRTweh2maMiHCtm2Ypol2uy0nuEulEorFIhzHkRmCtFScJhkAaDER7mXt0MQhrSzSpc4+2QvTNBGNRpFOp5FMJmWd4kQiITOKaUKhUCigVCrJ5b3A9eCaxlRqLe95+Tj95znDY01MO3RvKLihi27U8gGkmWAwKCebhBByUiocDsvs0Hw+D6A3E1R9rXp+uuhmhmO5ifdXZO/7r+28oInwRCKBTCaDdDqNSCSCQCCARqPRk7hXrVZl0k0ul8PZ2Znsd2ncTeOp/gmHQRv4zeNcqT0zONZUtEPXdZ5jLPX6JZNJWTI0Ho/LpNFGo4FQKITt7W1cXFygWCyi2+0in8/j4uICtm3L+B5pZ5gvR33XvM6ZxgB3xZFGyShuA/gvHMf5rhAiCuANIcQfAviPAfyR4zi/KoT4ZQC/DOAf3fVhNNs9qHC4bvh8PmSzWWxtbeELX/gCnj17hq2tLWxtbcnlLwDkIJCWOvj9fhSLRbRaLaysrEinv1qtSrEB15tONBoNWV9p2sx4pnui2qHrSI6lrtqh2cy1tTVsbW3hi1/8Ira2tmQWejgchm3bspOh8hKUVXpxcQEAWF5e7jFOtJkQOXGqYZ3VJIMXtUM1FAHM7HvmBsMwEAqF8PjxYzx+/Bivv/460uk0YrEYNjY2ZIkbGnxT1jkABINBnJ6ewrIspFIpuaSz0Wj0BARH2R160sw4q3KiNocG3dTB66YduqamaSKRSOCjH/0otre38fTpU5mVvr6+Lmtar62toVgs4vj4GPl8HoZhIJ1O4/T0VG7wQbUjKYNLDXI+8NUvE9eOZVly4KRTsA+4vpeWZWFtbQ2f+MQn5EQ4DX7W19dlvxOLxXB+fo4XL16g1WpJG3N+fo5SqSQHUzSgUgM485pk8Kp2qPwQ+Qa6aQe4vKe2bePZs2dYX19HPB6X5dcqlQqy2SxqtRrK5TI6nQ7Oz89lX0wlcGg/BgrqqP7NvCcZvKgdIYQsBULZcDoEbYDe1XY+nw/RaBQf//jHZdkSn88n6z7ato3z83Ps7+/LPRgAyKyuUCgks44puwu4nsydp3ZobDsjJqIdVTeNRkNO4OgATSqFQiEEg0GZfENjn0984hPY3d3F6ekpHMfBwcEBdnZ2cHp6CuBSE1TXmLLVKcisZvbNUzf03ZhhTGQqNodiGrpohxIk4vG4TPpLJBJykml9fR37+/s4OTnB6uoq9vf38eGHH2Jvb68nIEz7VFEpHEqocBznxgTWrKEJuBn6CBPVDq1oo3HtvDeAJn89kUggmUwiHo/LlZo0/m6320ilUjg8PMTp6SnS6TRevHiB999/vycxFLiMP4TDYVlKlJK7gOvYYb9u1OSkaU8CjKKdOwPFjuMcAji8+r0khHgbwDqArwD48tXLfhPA/4sRHGC6MLSBgY5LdIQQCAaDWF5eBnCZHRMKhZBKpbCysoJwOCwdFzXLNZlMSmMUi8WQSqWQSqVQr9dRqVSkUaEMilqthlwuh3fffRcXFxcyUCiEkBk5xKSu0SyDq9PQTqvVktlNOi63ICd2Y2MD7XZbLm9JpVJYW1tDLBbr0Q79vrm5iUwmg2KxiIuLC5RKJWxubqLZbMolDOVyWRqbZrOJQqGAw8NDlMvlnvs6rQ2pvKodWqamXnedNANAOrGPHz9Go9HAyckJhBBSN9FoVA6mVO1/7GMfQ6lUwvn5OZLJJIrFIp4+fYpmsylrbVG2KHVelKmj7jQ7zUCuV3UDQDqLPp8PgH7aIUcrmUzi4x//ONrtNk5PT/GJT3wCq6urSKfTiEajPRtPUQC53W4jl8vh/PwcwWAQ8XgcL7/8suyfSCtU648C5bVarcfGTPN6eFU7NJlJmSpqVpMuqH7O66+/jna7jUKhgKdPnyKRSCAcDsvVCZ1ORw6yKduYMiio5ujm5qZ09gH0lEmi4B9lqwHT77e9rB3aFIWCB7ppBwBs20Y6nZZ9ULVaxfr6OrLZbE/GcKVSwfr6OvL5vAziFItFOYFpGAZWVlakdvb392Wwgfql/mwj1s5wKNBHQXddtEM2oNlsyoAf6aLVasmNe0kThUIBjx49wtOnT5HL5bC/v4/9/X3ZJwGXARzSTr1ex+npqQyOq0FAmnhQmaa/M6vrPUntkG4AvVb60liZEq2o3A2Ne6LRKF555RVsb2+j1Wphc3MTW1tbePXVV5HL5bC3t4fDw0PpAwPXk6OtVgvNZlPqpt+vGTRhNY1rMyxgNC2mZXMAfbTT7XZxcXGBfD6PRqPRs5E8rYgKhUIyiatarWJ1dRUrKyvY3t5GLpfD4eEhjo6O5AbhhmEgEAjIsTltiEc2R11NoOqJnh8UQL/vPSedzopJa4fiGdRf6YDjODg7O0OhUOjZiFeNWwYCAaysrCCVSqFYLCKTySCTyWBtbQ35fB5HR0ey1B8AuVojmUzKgPH5+blMIqGxPXCtnW63K49LMUR1LKE+3J6n2lcOY6waxUKIbQCfBvDnAJavBAMAR7hMQ78TutB9n6uFI0OQkxuNRhGJROTyBVqGSZt2qAEbEo4azKENqcrlMkqlEo6OjqTzT7NSZ2dncjkeLaOhgCg5THQjpxE4nhX31Y4akFef0+06qLVCQ6GQ3KwuHA4jGAzCNE0ZtAEgl2HSkhh1QxgyDoVCATs7O2g0GnISoV6vI5fLyWAf7UpPg3K6VjrWOByX+2hHXVqhPgfodU3IAU6lUlJD0WhU1n8MBAI3vgOWZcnl4aSbeDwus22KxSJ2dnZkR0U1/wqFgtSF6gh72b4MYlI2Z55ZkaNAWqFSSKFQSJaZoGXgBDkd7XZbTkDQJg2xWAyxWAzValXu6huNRgFcB/0qlYr8W81M18XBmxST8HUAfeofDsO2bcRiMSwvL6NUKsE0TZl1E41GEQqFZKCFJhjob1qOB0BOkNPE1MXFhcwMoc096H9q3Tadr41bJqEd9Tul2/Whe0Z+TjKZlG1UfR2q/xgOh2V9fXpvsVjE+fm5rEGaTCZlQKhcLqPdbks/mSYYarXajcANXSMdfUE3TEo7NPDUyS6TplutVk+WKG0cFQ6H5cZ2ABAKheRkxNnZmRwP0XjK5/OhXq8jmUyi0WjInedpYE+/t9vtW7Wjtm9S5zkP7qsd0o1u3yUqn1apVOTYhurm0yo827blBBttIp7JZHB6eoputwu/349KpYJarSZXaKbTaZmIQxOahmHIIA1NPvTXGVWz7ybZh3lVN8B1Rnb/WGte0D2hCYZSqSTjKDQmBCC14jgOwuGwXPGQSCRwenoq6/FTJrFlWWg2m8hkMjfq7JNfTUkVtVrtxsS4OoabZFyHtTM5yL+lvcTUsQ7QG8NUx+cU14lEIjg7O5N9HOkgn8+j2WxiaWlJ+joAZL9GvwOQ71H/RxiGIfvMSUyej+IjjBwoFkJEAPwOgF9yHKeoBuwcx3GEEANbKYT4GoCvXf0ul4DosLnSMGjwlEql8Oqrr2J7exuf+cxnEA6H0Ww2ZWaWenMp4KfuBE2GgZbwtlotBAIBZLNZmdFXqVRg2zbef/99nJ6eolgsyoEVBYyojAUFA8m46HjtBjEp7dBOt5RtopMTTESjUSSTSWSzWTx58gSPHj3Ca6+9hnA4LJ13deaI7iEZG8uy5IDKMAzUajWUSiUUCgXYto2NjQ0cHR2hXC4jn88jEAjg+fPnOD8/l9nGwPVyFDWji47nFd0A7rQzzOboqhtajZDNZrG8vIytrS2sr6/j4x//uLQj6uQUcB3gpaUx0WgU6+vrcgayWCwin88jn88jHA5jc3MTe3t7KBQKODs7w3e+8x0cHBxI26LOiFM2ZL9WHrpurt7Xox11AwMdvztCCCwtLWFtbQ1ra2vIZrPIZDJ49uwZTNOUfZHaV5Fd2dzchOM4WFlZwZMnT9BsNmFZFgqFAs7Pz1GtVqXN2dnZkdp57733pL2h2XB1wnTWpU0mzaS0QwNZXbUDAKurq9jY2EA6ncbjx48Ri8Xw8ssvS1sTDod7shf8fj9yuRyePXuGbreLs7MzqRXLslAqlZDP52UgcXl5GS9evJD2aG9vD8ViUZbbokGVutQO8JatUZmkdsh31M3XI/+T9umwbRuZTAahUAgrKyvydaFQSAafut0uLMvC3t4ePvWpT0EIgbOzMxwfH6NcLiMYDKJSqaBYLMI0TQSDQWSzWezt7cnA4PHxcc8Kh0Ha0fV7NgqT0A4AuXJKxw0lW62WXGVBfeva2hpM05SblDmOI/f4yGQyaLfb2N3dxYsXL/D666/D5/Mhl8vh+PgYpVIJtm2jWq2iUqkgEokgFAohm83i4OAAlUoFpVIJZ2dnUjv9doeCNv3fM52u213c108GrstCzjKz9S7IfpRKJezt7aFUKsn+NJFIyBVS6hgnGo1iZWUFzWYTOzs7ODw8xEsvvSRr0B4dHaFUKiEWi8mATTKZhG3bWFpawuHhISqVCsrlMi4uLmSwiHwdtUygGrCh9qo/dWdSNqd/M7t5o+rm+PgY7777Lp48eQLbtmXZI8owpv4sFArJmvuNRgMvXrxAPp/H06dPYRgGisWiHHtHIhE5yZDNZhGJRLC8vIyDgwMZnM7lcjKpS52woqzmXC4nS0updlqH6zcKk9QOjRt0GJtTffzz83McHx9jb28P8XhcBn6pFJu6Z1QwGJR7xNRqNezt7aFer+NjH/uYnNxU7Q6tzDw/P0c0GsXa2hqOj4/lxDgFlamfarVayOVyCAaDCIVC+PDDD2XtfmD6mwCPFCgWQpi4FMS/cBzn31w9fSyEWHUc51AIsQrgZNB7Hcf5OoCvA4DP53OSySQymYx0/k5OTuh19z2XiUCBJaojTAGa8/NzucRSTfNXZ4no/WQ06X+O48CyLDx69EguMbdtWxqaz33uc9je3kalUsG7776L58+fo9vtIpPJYHV1FS9evJCDd+qsyFnW5boNY5LaSSQSWFpaQrFY1FY7lmXJpS3ApbN+cnKCbDYL0zTRbDZlDVB1hoo0RBlb9HnEJz/5SViWJestUUdUr9extbWFYrGIDz74AHt7e8jn84jH48hkMnLJFS1boIwOXa7ZbbjVTr9u6FpQTd+zszN63WxOZASotrmaVbW3tyc3tiPdqMvYKcuYgn/qzKxpmrAsC1/84hcRCASQSqWwtLQkVzYIIWSd2r29PZycnKBWqyESiSAWi+Hs7AyNRkMu8STHS6drNoxJ2hyaMCyVSjJT8up10z+REaHAQKFQkBlZ+/v7SCQSiMViMoOLymdQHWvqo9SsLp/Ph3w+L0udhEIhpNNpbGxsIJ/PY3d3F+FwGGdnZ9IJJ6fGtm1EIpEeBxiYvhMzSSalHcMwHMqkpEymQqGg1TVQM+ZpiV273cbx8bHMJqZNVik7MRwOY3t7W/Zf6XQa5XIZzWZT1tc/OzuTmeyZTAbbV5t+vHjxArFYDLlcDuVyGblcTmb60CCtXztAbwaXzkxSO6FQSG62U6/XUSwWZ3IO40LlSmjgQ7WVqbSNuCqv1el0kE6n8elPf1r61ltbWygUCqjVajBNE6enpzg5OUEmk0EkEkEmk8HBwYEsO0B2mHwf0o5t24hGozg7O+sZeAP67DqrHVoAACAASURBVCp+F5PUjpqpq64CmTdqkgsNfil4S/0W9VMUtKRg8vLyMn7iJ35C7gvTbDZlIMayLJycnOD09BRra2uIRCLIZrM4PDxEPp/H4eEhzs/PpR2mVZztdluuFj08PLyxKedD106/bui7S2UE1I1t54la8opWxVFARS1DSA/qr2gS4qd+6qekr9xsNnFxcYF6vY5gMIizszOcnp5ic3NT2hxK2KKJCPLJVV+HNtb74IMPZOYh6WUR+ysab9B9UeuwzgvHcVAqlXBxcYGTkxNZ05x8lUErCtTEirW1NXzpS1+S2mk0GnLMHQqFcHFxgfPzczx+/BjhcBiZTEbamfPzczm5UKvVcHp6KifUU6kUlpeX8eabbyKXyyGXy/WU5/ICk9QO7QNDyUrz3geG+qfnz5/Lye/NzU0EAgEEg8EeGwNc92v92vnxH//xnv3IaA8Y27blZputVguRSASpVErWTq9UKnListVq4fz8XJZ5o/K3zWZTlrVQ66tPizsDxeIyWvUbAN52HOcfK//6fQBfBfCrVz9/b5QD0ozN8fExWq2WdstcgOsZDuA6UEx1YgdlMZAzrEIzDjRTYpom0ul0TxCn3W4jEAjgyZMnWF1dlQ4uOVBra2t4/PixXE5DgRuq6aI709DO8vKy/ALpqB11o0bg0ogUi0VEo1GpHzUbhmamAdwwQOr5bW5uSkNk27bsrOr1ulw23O12pXO3tLSEjY0NuQkedULqcgXdrp3KJLUTDodlvXFddUNtIueCOhaqx0ZBPLVmJQVr6Hd1goHsTygUgmmasgxKuVxGKBRCq9WSwXPKXDNNU2Y2U00v4Lrj1F0zwORtDgVKHceRgQ/drgHdH8qusixLrjag0gFqtoJhGD3lKChIpy7rtCwL0WgUgUBAll/K5/OwLAtCCLkqhrLPm80m4vE4UqmUXHVDx9MlU+AuJq0dqsOp8+Cx2+2i0WjIe0mrEWhpL61QIJtiWRbS6XTPZyQSCekT0Sa/tKEm1R09Pz+Xm/sVCgWUSiXs7OwAuAw2RqPRW7Wj23eun0lrx7Is+Z3UcTk4+am1Wg35fF4ObChb1DRNOXiifiQUCmFzc7Pncyg4R+W3KAs9HA4jlUpJ7dD1oAzR3d1daXvI7lD5AQAzGTxNiklrx+/3y8w53ewO2UJaDl4qlWRGKA2q6fuv+sa0GRWNuxzHkRNUfr8fsVhMbiJEA2+aeCJ7RAG/H/3oR3IDHwraVKvVnsn2RdQOrWBVM2R1gMYuNGFWKpVkCQkAPSt5gevsVgCy/1HH68vLy3L11MHBgdxYnGxOPB5HoVBAOByW/nij0YBt27J++srKCtbX15HL5QBAljnR8Ts3iEnbHBqb6rTJPI2nqMxRPp+XdsCyLOkLq4la5AMBkOVGqe9VbU4gEMDx8bHUlm3biMfjSCaTqFQqSCaTACDH5M+fP4dt26hUKlhdXcWjR4+wv78vSxx4JUAMTF47NCGo03en0+ng9PQUiURCTlbTWEiNz6jJfJShDlxrhyDfiKoKnJ6eyvIUNP6iqgOVSkUeo9VqyUSuaDSK5eVlbG5u4nvf+x4qlQpOT09HqjF8X0bJKP5rAH4ewF8JId68eu5XcCmG3xZC/AKAHQA/e9cHCSGQSCSwtbWF9957T2bY6OQACyHkLDVwOdijmmu0gRgNjCibgnbEVD+DZsIByOAw/Y9qr1FN0XA4LK9DMBjE+vo6tre35eCpWq0iGo0iHo/LWU2a+dblizWEiWonHo9jY2NDa+2USiUYhoFUKiWXRVFAN5fLIZlMyszMSqUig3kEOcc0OO/PIqVl47QZQzablVrMZrPY3NzEwcEBotEoEomErEmbSCRQKBSksdLt2g1gItoRQsilaD/84Q9lPXBdzp06m4uLC3S7Xdi2jUePHsGyLLkDNTk49H2v1+tyUwX1c8jhoUCgWv6GtGnbNp48eSI3nup0OvjjP/5jvPnmmyiVSnIDq1arJcvgUH0uHb9zA5iYzQGuN2z60Y9+hFKppNX50309OTlBq9WSy3Wz2azsU6rVKtLptHR2KVOzXzvk4JDtisViciLLMAzk83nEYjG89tpr+MhHPiL7nW984xv4i7/4C1nDNhKJSOe3Xq9L7XhkomGi/RUFt3Z3d7XJ6lNxHAfPnz+X/dCnPvUpGZChZaTU/1BQTh1IAZfnSf0XrbjKZrNy0sEwDORyOaTTaayursrldKZp4k/+5E/w5puXlzkcDsvJi2KxKDfgVDMiF0U7AKTvcHBwgGq1qtW5UwD/rbfeQi6XgxACn/zkJ2HbNkKhkLQl5AOLq6X96mbNwHWJDeBSO+FwWJZPotfmcjn4fD48fvxY6i8QCODP/uzP8NZbb8n3kWYvLi6kn7Oo2qHMXLK9OkGrIb/5zW/i5OQEfr8fz549w9LSUo+tocwssjsAZPYocL3y07kqhxONRrGxsQHg2oemCa+nT5/K94TDYXzzm9/E22+/LfvLWCwGx3FwcnLSU96EgjeLoh2y15R1qQuO48iM3j/90z/FyckJgsEgtra2EI/He4J9lPEHoGd1nboJFU2iDNNNuVyGZVl49dVX5XO2beN73/sePvjgAwgh5MrOYrEoJ60oI9AjKzYnanMAyKxbdTXQvGm327i4uMAPfvADfOMb38Dh4SGCwaDc20WNy1BJAeBaO/0l//5/9t4kttE0yxY7HMR5nkeREqVQDJmRWXNXdRfqwUYv2n7wyisbhhcG3taAYdh4Oy/shVe2VzYe4IU33Q14UXBvetGL6qyqrqEzMzJjVCg0i+I8k+IkUaIXkefqI0ORGRlBKfhLcQEhI5QS4/9/Ht7vDueeO42dWCwG4JxcyAbG2toayJQ1mUzY2dlBoVDAcDgU4sXm5iYAiMzJPH3mvsMuDTvzUDBnfHN0dISdnR2Jj2/duoVf/OIXcDqdsFgsE35HxRHznGnsqItaiR21SVEsFmG1WrG0tDTR/KpWq2g2m2i326J2EI1GpZl1dHR06XXA7ywUj8fj3wPQveZ//8ff5x/jYfz48WMZV5tHpgTHbrrdLprNprCC2F2kBt/x8TFKpZLoOHJBXbFYRDweF90jAo8si2kxfCZeo9EIXq8XiURCOg9kQxoMBoxGIxmbByalCebRZo2dUqmEx48fy/jPvGKHLJtKpSKFv7OzMxmXI3Oh3W7LaAM1qGu1moxekmlB58L7nR7N46EWj8dxenoqrEJq5rDQzC3jWrBZYWc8HqNSqeDp06eibzZPuOF1cOSk0Wggn8/DaDTKZl1qqDEBp2/gVMJoNEKn05GFiKp8iToeQ7YIg2eyCZeXlwEA+Xxe2GCcfgBeLi6bl+f1XTZLnwMA9Xodm5ub6HQ6cxUAA+cBDXXP6vU6crkc9Ho9FhcXMRwOYTab4Xa7Jckej8eywIPF28FgIHI4ZFqw0Ml/x+12CxufTMeTkxOsrq7CaDSiXC5LwKPKWszL+Oqb2KzPKzZWuMBtnozY6Xa7MJlMKBaL8Hg8ODs7QyQSkWYkF2Uy1lDZosQAzyayzdXG+Hg8lsUvqi86OzvD7du3ZfyX33e73fK6XPahBZu13zk6OpJx+HlInlTj+9dut2EymXBwcAC73Y7hcAiv1ytnE3Ug+TuqJBtjJQCvJFw858bjscRGlCagj7lz5w5sNpvE4sBL1inPy36/f2PPrF6vJ/HmvBFJmP/U63VYLBZsbW3BYDCg2+3Ksmd+qdqVLNipfkc1MhpVvxOJRESahNgzGAxYXV2Vhb+McSgRxOVD6vXOs80SOxxjVhdwzYNxmms4HKJYLMJms2F3dxfjb6SPeN6Q0UcfwThGnYxTccPiIP0VfyYUCuHs7Awul0tws7CwgFQqBYvFIkvnKcXEJfecZtCCzdrnsAE8bztgmONQ49pqteLg4ADD4RButxuhUEgKclyIqDaj1POL2OE5ROzQ51C3H3i51FWV0QmHwzCbzTL5Szk4nnfzXstRbdZxsjqpPy/+djweYzgc4ujoCAaDAdlsFhaLBel0Gl6vVxb0EjssHPN3p7HDc5jxMXMtFTsejwcAJs4rEt342sfHx2i326LTPr0n7bLsjZfZzcrK5bIwoMg6mScjcAkSVvK5eRmAbPTu9XrY39+Hx+MR/bRGo4GHDx8CgICIb6B6YKn/nvpmExT8/sLCAuLxuIipT3cp1FGs626VSgWVSmXuscMFdNVqVRZt8P10uVwAIExRYqfX60kHC8ArgTHZExwF5vvNnxuNRgiHw7JtnI4qFovJMq5qtTrRWed/rzt2iJurGNF4G2PS3Ov10Gw2USwWsbCwMDEO7vV6RVfr7OwMTqdTRPF7vR5KpZJ8fzo55yHCAjITLx5gi4uLoinKQC8UCkGn08nBpOJmHp/hZdh4PEatVkO1WpWGzbzdP4uxOp0OtVoNuVwOACZG/QOBgCTdBoMBVqtV9GdPTk5kUSYLO2pzCnjJAnM6nTKSSkx1u11kMhn4fD5sbm6KdiClCXiG8nVumrVaLTSbzblKnFQjU0uv16NUKgkmlpeXYTKZRMua5wkbDMB50t3r9SRJV3X/1Ka43++X6QV+v9frYXV1FYFAAFtbW3L++Xw+YaSr7NObZtzhocoJzZPfYZPBYDBgf39fpNHi8bgs5uUCGOA89mUjisxSdYIKgEzKMJYKh8OvMEqHwyEymQz8fj/29vYEO16vVySbVOzM03O7bONnmjHnvN073/tWqwWDwSAMzW63i0AgIDqQdrt9YsQXwMSyLGJHleLi2UbfRJk6Nrf0ej1OTk6wtLSEQCCAYrEoUiYul0tGedX86qYY44h5bbCw4FetVoWhSR/kcDjkvFIX9wLnOThxozY2GeNw/Ju4CYVCACANCxaF4/E4PB4P6vW61AY4CaM2subx+V2m8fM4j4QSvqfdblfYxLu7uxKnUmZNLdjSp6gxjSoVyf93EXY4vcedM8SO3++H3W5HvV5Hs9mUs5PF5psaIwOY22XPxM3p6SlyuRzMZjP29/fR6/WkjkPWuFrYVQvFqm65WjxmbU+NddxutzQg1BzeZrPBaDSKvjpJtsThVdiVForpUPjw5hEcwLnm4/HxMcLhMILBIJ48eSIBCTc1U/cmFArJkjt2o7vdLqrVKorFIpxOp+hlnZycYDAYwO/3w2KxTEhUsCBIHUCVoXV4eAiLxQKn04lsNotarSbPcV4T0Vkai2nzjh3KQJAhYTQa8dlnn8FiscBisYgYPpeyRCIRKfRST6nZbApLj4sPyUqjnqPKuuCzYbEvHo9LoBuLxbC3t4fPP/8cPp8PpVIJf/jDH+bWOc/ayEbQAm6Oj4/R6XREb/Yf//Ef4Xa74Xa7ZSyn3+9LEsRCHw8Q6hQ3m03BGwOV09NTKQSazWY5xEajkUgNLC0tAXjphxKJBHZ3d/HnP/8ZoVAI9XodX375pVZkS2Zm05IJ83jfLLrU63X4/X5UKhX8+te/RiAQQCAQkECXZ28gEMC9e/dkoVCn05GFiWQJchkVzxcWnVnYURnrXq8XKysrgrPFxUVsbW3h888/RyAQQLPZxOPHjwFoZ7nUuxqfG5/TvN7zaDRCr9eTJOr4+Bh/+7d/i2g0KrruLLAAgM/nQyaTkaZBr9cTJuDR0ZEkXiqTnH5ILewwCfN4PFhaWpJEKx6PY3NzE1988QU8Hg86nQ42Njbmjhl5mUbszLufpTwR2X3VahWbm5tIJpMy3aQmRhzzVrHDOKbX6wnDSmVQk12j6vMzOfN4PEgmk3J2+nw+vHjxQnRqueD3phVv5t3HsphdqVTw4MED1Go1eL1efPXVV1hcXEQikcBPf/pTaTJQ2o8ya6enp7IA0WAwyLQC4x8WAFlsZsGG+afBYBA5MjJVjUYjNjc30ev1ROOfG+Vvis2zv+G1NRoNYYguLy/D7/fjX/7lXxCLxRCNRvGDH/xAirtsHHi9XolNBoOBFGIo10U2MX+HZC2V6XlyciILXj0eD4bDIfr9PtrttuRnwMvm8E3DDTDf2GFskc/nZUkhmaFutxuRSAShUAiffPKJ1GOo1+12u8Xn0E/o9XqRUpqWrmBDSsUOZdl4jnFheCaTmcC0TqfTFCt9Vjav2GEB9/T0FJubmyiXyzg4OEAsFhNN/FAohGAwiI8//ljqeSz+U76PeRZ3CqlLfokRlQCq7jtjDMUzkK/HhhWbHJc9dXalhWJVe6rf788V1Vw1dgAoLaF2BvhhPjo6Qr1eR7vdRqvVkjeKxd2DgwPRV+NCKuC8IMSDJxAIADgfv1O1aWlerxcnJydIpVIC3EQigUqlgk6nI3rF19nU0VaOSM3jPatsmWKxKAm21WqV0X/KDLBgzMSZTqJQKKDT6UjAykOGr00tW+ryAecLHaYdUCQSkVE/HmKRSES64vM2En0ZpjKR5rXgoOKmXC5LQtPpdERrj80Ejv2SMawm0gxcmYDzM8PPijoqpXa+x+PxxNhmOp0G8HJ6gj6QRb959t2zNn6W2KSaRyN2BoMBqtWqSEnwnFKlIogpABPjvVzuQuyQKUH/Qh1afpbI/GNyrsoRLC8vQ6d7qbtdqVRgNBrhdrtFw+8m4IZJJ7c5A/NZLGbg2u/3BTtGo1EWg1Fr//T0FGazWba7s2kAQDTcnE6n+C273S7/n3hiAEy/w8KfOt2QyWQAvJwCKZfLonvMRtk8PsPLMBZY52k50LQRO71eD5VKRZrjnKoKBoPiL+x2u7BzmBSpzSabzSYkCqfTOSGTw8SbRuzwbGPDM5VKYTgcYm9vb2K8VyOaoTMzFTvzet98f9rtNorFIjqdDmq1mujak0jDwkqv15PiDHWLeQ5x7Jf/H4BgR2Wrq3hirEO/FolE0Gg05MxjHneTmgx8dvOaWwGQKZZqtSpTVC6XS+Jkj8cjC5wdDofE/MyHpnHDArLKzJuecmCcDZxLL9GHcVkefdC8yQRdlc07dsiYZ/Oe9Ren04larYZarQan0wm73S6Lv61Wq+SLjE9Yp1E1atWzSZWFpKmFYxZFT05OJNY+Pj6+0djh53Fec3Pm21Qa4ASm3W5HKBSSSW632w2XyyWyoSoxjQ1uxi2MqdWpGT4HdRJKJVgwn1fjHsbFlx0jXnmhmA+xXC7PLRuWTr/X62F9fR2FQkFGv/nGcWsvR0sfPHggjN+7d++iVCoJG5hJkrpA6OjoCIFAQMaAVYYonQ2Ngv28LoPBgHv37uHp06c4Pj6WbtQ8OuhZGZMNboyc1wKnmnhvbGzAYrHIBkzqMTIh4ob3x48fy7LC27dvo1KpQKfTIRqNAjj/3NBhsKPE4g1ZoqrWH51NOByWjjkLF7VaDc+fP5cD6jrjRq/Xy4Fcr9flwJ8343X1+30Z5WUgY7fb0W63RXeQvuL58+fw+XzweDzIZDIol8swGAxIJpMSEHk8ngk2qCpBwcYd/Zo6bplOp2W51Pr6OkwmEyqVirDX5/EZztp0Op0sZ5rnRX4qaz6bzcJoNMLhcKDZbIq/Ac4lJCwWC/b39+Hz+eB0OhGNRmUSZmlpSbrWwWBQGglqx1ttOkwHxePxGGtra7IQ8fnz5zAajQiFQtJZn8cz/zJMZe7Pa9FG9TuHh4eCnaOjIxnDZpLj9/thtVqRy+VEp83j8ciYu4qdcDg8UeSblm0xm82wWq0TQfF4PMbdu3dhs9nQarWkmON0Ouf6Gc7aSBQwGAwyCj6P9602qHK5nBT1OG3HqZaFhQVEIhFZzufxeERegOPKi4uL4ht478B5zKKOdHLigUZsrK6uYjweY3d3V8boucPhpvgcEgX0ev3E9Oa8Gd+T0WiEbDYrTM52u41KpSKLUa1WK6LRqOSMdrtd9K/ZdOQCRDUZZ1F4Wq92Wk6AyXo8Hke9XpeYh0Whef3szdqmcQPMZ2OTBTUu6V5YWIDH40GlUkGhUIDVaoXL5YLdbkc0GoXZbBbmHeNg7imJRCIAXt6nqlF8EW7oh1izIDboy3q9HrrdrugXz+Ozu0xjDjHPTTlKozG2IXYKhYIs0/T5fPD5fHJeUSKH7z8bDeFwWGIXFTsXNZimSYDMoThpRRa6lnYyzNJY75rXeiDwcsFyp9NBpVLBwcEBFhYW4Ha7EQwGEQgEMB6PEQ6HEY1G5bzqdrsTpBpOunDCYXqXx3SRmMafYx5Gcs7x8bGQb96lyfAm/upKC8WspqvLKubR2PHhQpFms4lGoyGsTR5WHFuiTig7j9vb2xMbL+kkrFarsIjVLieDkekCsarNxe/7fD4Zu1KLO2/6LLV6iLGopW4+nlfjh7jT6cjhZLVaJ7aA01hUHo9fbsl8+PChHExMpA0GA3w+H/x+P+LxuBxaxIV6CE0X/FRM+f1+YRuqh9Z1tmnczPP98qBkAV9dxNBqtSa62WdnZ+j1elKIUTWTqFNsMBiwuLiIaDSKTCYjozFqM2Fas5pGX3d2dga32y2jwTeJZcMDfmFhQVi482xMvFlQY7Oz0+nIWJzT6ZQRXACCHSbGgUBAkum1tTXE43EsLy/Lc5jWUrvIF6usLxYSp/3SdTd+ThcWFoSBP8+mTqtwi3Kv15NYw2w2y6IWJjQGgwEul0tkJlKplPzsp59+inA4jEQiIc/huzCgynWcnp6Kbujb+hqt+imdTifPbJ6LfTRVKoPvV7/fx2AwgMVigdVqRSKRAABZqMspA8bNKysrUgD+4Q9/CL/fj2AwKMn0NHb4PFSJDpImBoOBNCLe9tl937h6XozYUZnU83wP09gBINN2DocDdrtdJLG63S6Oj48lHibW7ty5A6vVCpvNhnv37olcl8rQmsYO/13mcd1uV76YdL/ts9MidhgnG41GTbAbeV6Nxy+XxlL3utfrweFwwOl0IpPJQKfTiWa3Xv9yqRilIX74wx/KMrrl5WXYbDZhlF+0y4U4HQwGsuz+6OhIcENpwLd937XamFCnyzqdzlzfwzTLk9Pg1A12uVzweDxYWVmBwWCQhgSxw8XRf/EXfyEknlgsNpFbXZRTsYHebDbRarVQr9fFzw0Gg3cmUGgZO5wc4ed5Xu+B18bcnLvLKFPk8XgQCARw69YtWTRfq9Wg0+mQTCYxGo1gMpnw05/+VEhgrOWouTUwGbsOh0MMh0Ps7++jXC4jl8uh2+1K7fFdp87e5Ly6co3iedxw+Do7OzuTrdPsPLNQzEODOqFqMtjtdqUDoI6Gc2MqAAniRqORJPIsDE4HNmpRh4W/tz3I5/2Zf5vxfZj3xAk4Z/mpzkVNlsmYYaGY2KHMwLTeEQ+VhYUF+QxxhIZjvxdhBzgf7WDQTPmSeX+GszJ+Xue1W6mamjhRR5oMCh4og8FAWIBsOFHmhmPfxA9fj4Ez33PqJKnMrNcVVhiU81C6KbgBzsd3tYAd4JzVcHJyAp1Oh9FohOPjY8EDsaOOZHIyQa/Xo9PpyEIhjtcFg0Fh1vDfADAxcqdiQj3fVR1trTzDWRn9s1bum+8hsUMGOEfe2Fyg3+G0BidjqINut9vh9/thMBikuDzdYFLPKLXYR7zS3wwGg4l466YYi1jznDippp4r9DGnp6fC/uRUQ6/XE7+jNhl4btntdhQKBRgMBvj9/gmWjWrqGC/9M5vyZDn3+/13wo0WnvtFphbRtHAPqt9hvjUej6XYz9i43++LtE2tVhM9T5vNBo/HA7fbLbsaPB7PdzamWBClTj+l2Hhevcuz08Jzv8i0FN/xc085itFoJLt87Ha7SJGwGKfX69FqtUQqKRQKwe/34+zsDJ1OR3Stvw03bLKz+NxqtdDpdARH7/L8tPLcX2fz3gxXTSXlME4ej8ewWq0yDWcwvFwCT2Zoq9WSHDyVSklNaDAYSH3nomYm/fDp6aksqeWi46OjI03lp5dlWorvpvNzxvitVguNRkMKwvyeXq8X2S2r1YpMJiNEQObh00QK/htqnafVaqFaraJcLl+5BOSVForPzs5EuFsLoNDpdHLItNttAOcfer6p6odbDXhYwFO3atIhsOvPkRVuquc4wzRri9fC16CIvrplVKvsmTc1rWEHwMSHnKw6AK8EImrSQ8F8ykmQ3VetVieaA9yCWa1WcXp6ijt37lyIG2KVDJNer4d6vS7J3HU3Omst4UZlSKkSK2ojgH6C99Tr9SbGo6hldHBwIAWcn/zkJ+Kz2PkPhUIXYpG+irrHPKCY6N8E43PSEnaA8yYVgxBgstk4LVHTbrcnJAasViuGw6EsggqHw1hbWxP/wqKvw+F45d+lD2PgXSqVcHh4KEs8bwp2xuMxjo6O3rngcNXGhIaM0E6nIzjJ5/MTjW+14UlpLafTiZOTE2xsbMBgMIhe9bRuqrqDQS32cQSTI+nZbFbYWt/3OWrpuU8bi2JaMhU7/X5fsKPX60VegLGwXq9HpVKRUW82F8bjMba3t7GwsCCsLnXZ83h8rhcKnDeBR6OR7Aw5PT3F4eEhSqXSWzeotI6d4+Pj930Z38uIHcbJPJP0ej329vZkUoFyPoVCAaenpzI+zj9TeimVSk1M7xEDKnuq1+uJDFw2mxW81Ot1NBqNty5eaBU7lMPTkrFQw+Zms9kU3GxubsJkMgnb3GAwIJvNisY+pf1sNpvItoXD4YnmlLqbiGcU2adHR0fY3t7G4eGhTDK8i8/WKm4ACLtRS3YRdhirvHjxAmazWVjmRqNRsGOxWLC8vCxyOSwGcophGjvEzenpKarVKur1uix+zWazEqu/S2ys5SIzJ4G0ZMzPqSZAv2MwGERy1G63w2azwWg0Ym9vDzqdTqRpzWYzvF4vhsPhhc1w4uH09FTwUa1WUSqVkM1msbu7i2q1KjWmd/Edb4KdK2cUz/tIC42BC9/E1z3Mi7r2auGPjmdhYUH0aoPBIILBIDweD87OzpBMJoV+f1EnkwUbq9UqTAlVUJ/XcZ2N74dWTGXgvc6mmwzqAcMmA5fguVwuBINBpNNpBINBuFwu6HQ6YW69rkjMbpfJZBJN7YvG8a6r+vdL9AAAIABJREFUaQ0303YRjogb3hf9Dd9Xh8MBh8MBm82GYDCIxcVF3L17F4FAAA6HAzqdDjab7RXMqEENx86BlwvtarXatfcx06Z17ACv4kdlLqjTDZSjCQaDcLvdcDqdSKVSWF5extraGlwul2ixkamuGic9zs7OUK/XZVlmoVBAsVjUFGNgFqYlFvrrTE2QgfPxSbXhoC7NzGQyskl8dXUV6XRaxjLVcUz1Nc/OzmRB3tnZGfL5PA4PD+W/pVLpRuEGOMfOdWj+q6w/su5Y/OW4sslkwscff4xgMAifz4fl5WXEYjF4vd6Jxbw0Jt2j0QiFQkF8y97eHra3t/HixQtUKhVZ+HqTTM07tHrv04W54XAoBV36GxZvbDYbPv30U8RiMYRCISQSCfj9fikMXnT2HR8fo9/v49mzZ1Lgev78Oba3t7G7uyssP60+v7ex64Ib4Dw+ZuGbCxJNJhNcLhcWFhbgcrlw9+5dJBIJRCIRhMNhOJ3OV6QN6Wv4Gp1OB//6r/8qkhNPnz5FNptFtVrVXFN4VnYdyGrTE3Gqz2EO7vV6RZt2dXUVyWQS4XAYPp9P/JFqnI5qNBoiX/qnP/1J5Cc2NzdlCazW84y3tevid6bPK1WW1mazIRQKwWw2w+fzIZlMIhgMirQSl9PxtcbjsTTaDw4OUKlUUK1W8fXXX8uS52q1KpMM145RDGiroKmK1qvO8NvGUqbHK9VEymazweFwwOfzweVyiXPxer2w2WyvvK46skBHwk32Wk9C38a0es8qLi56jy/6s8o6t9vtcDqd8Hq9CIfD4lxUHczp16TTUjWQWq2W6OrcpMLNdbzP6Xvi3/V6vSzzcDqd8Pl8CAaDiEaj4m8oOaEWbdQxl9FoJFhht5RaXjcJN8D1w85FZxkbDBz3psZjOBxGKBRCIBCY0LZWm5PEDLVUyeyr1WpoNBoTLD+t+u+bbNMNTPX7/B7jHCZNHo8HsVhMgmG12KeefwykuSjy9PQU5XIZpVIJlUpFRjNvms+haTl5Ai7GjiqJQGaxxWIRvHi9XsRiMfh8PlmWOW1sLnApEYs5xWIRhUIBpVJJlrzwOm6aXQfs0C46O9hksNlsiMViiEQiCAaDCIVCcDgcrxT8iDlqSjYaDWSzWdF/zOVyKBaLaDabcpbdRLsuuOF5Qt+gxi2cYAiHwwgEAiJbMk3W4mtQEqVcLqNcLmNnZ0ekSnK5HKrVqkzaafnZvYtpvdgHvB47CwsLODt7uSiTpC2/3w+PxyOEHDUHV6UJer2e+Jp8Po/NzU3JrSqVClqt1o2UZZu264YdtXYHvDyvXC4XvF4vPB4P7Ha7nGH0S2r+3e120W63cXh4iP39feTzeWxtbaHZbKLdbkt8c1W4ufJCMaANUKhv9EVFvunxbyZM/BmO2fl8Pin4cfv77du3RY8tHo/L/1OLNsB5N/Po6EiC4s3NTWxvb8vhNM9bRmdt02ykebeLmObTGOLPqZIC1KuOx+PSzTSZTIhEIrhz547ghUn4RYUbdkNzuRzq9TpyuRweP36Mvb09FIvFG8ea0BJuvsvUz8E0bmw2GzKZDGw2m+hDer1exONxKfZNC+erOrJc0vHkyRPkcjlsb29jfX0dxWJR5ANuUlCjNZ9zkU03oPi+qxIUJpMJTqcTt27dkm3zHPW12+0TBRv1z9Rc43KFfr+PBw8eYH9/H48ePcLu7q40HG6Sv6FRu1frxokF4LwBTvxYrVZ4vV7cunVLGuD82WmWjcq8yGazKBQKwqgZjUb44osvsLu7i0ePHqFWq6Hf79+oGIem+nWt37s67cImJeW1uNx5aWkJbrcbdrtdfkf9r4qb09NTPHnyBJubm8LeGY1G+Pzzz3FwcIBCoSD+5iadVTQ1L7kO2GHxjproXIju8XgQDocRj8eFfANMjnzzNdQY58GDB3j06BE6nQ56vR7a7TYePHiARqMhvkjrz+1t7LrhhnEuyRPMm/x+vzSjXC4XbDabkLHUSQ5KoXCh2Z/+9Cd8/fXXqNfraLVaqNVq2N3dvbGxjWrXDTuqxJbP54PdbsfCwgIikQgSiYQU+0wmkzDJDQbDBKu0Wq2i3W4jl8vh97//PR49eiTsYurZammHxWUZSSrXCTuUYguFQjKpwLPKarXCZDKJBvbp6alIiR4fH6PT6UgD6sWLF3j48KE0GEgUvepm5nspFGsJDBeNAF40uq8WjimK73A4sLKyIgl3MplEMpnE7du3EYvFZOuh+jrqsjYW+9rtNjqdDur1OnZ2drC1tTVR7Ptg2rKLWOnqKK/L5YLb7cbKygosFgvMZjMWFxexuLiItbU1+P1+WXwInH+euBWa2qqNRkOYfaVSCQcHB8hms6LZe9MPKK3ZRYUD9VDy+/0IBAJIpVKirZVKpRCNRhEOhyVQnu5+lkol1Ot10QEvlUrC6iNDq1aryaIgLfnvDzZZdFKNC+7IrolEIohGo3C5XHA4HIjH4wgGgxNjvOqSheFwiOfPn+Pg4AB6vR7NZnMCM6VSSZbH3MRE6jpJ+0wzgtmEcrvdiMfjMobJaYZQKASXyzXRAGcxmNMtDx8+xPr6OhYWFtBut9FoNJDL5VCpVNBoNG5cI/wiuw73rvofnU4nmqE8qziKSex4PJ4JaSQ2vqllWKvV8OTJEzx69Ah6vR5HR0eCHRU3NzW+uW5+R82tbDYbXC4XotEolpaWJrAzPcpLdlav15Nl0JVKRbBzfHyMdrstEzBqc+E6fO6+r10n3NBIjHA6nfB4PEgmk8hkMlhcXJw4r9i8AiDSJJVKRSQmyuUy1tfXsbGxIYy+drs9sXzxJmKGdp2wo0qymc1mkQtNp9PIZDJIJBIiVcKmOAudnU5HJAM4EZXP57G9vY39/X10Oh2RMbnJZ9R1NPWcWlhYkBgnFApheXkZmUxGJqfYeADOFxdTv3p7exu1Wg2tVgv7+/s4PDxEuVyW3QOs8Vylv3kvhWIt2fSormrTf6dWLJNvj8eDVColheL79+8jHo8L44+sHLXgx0RqPH65DIdU83a7jWKxKAte6vW6CF7fpANKy/eqstKnC35Go1EKfi6XS5IoForv37+PSCSCxcVF0RNVX5cyE9StKZVKyOVyMsJQKBRQKBTE4dy0Lataxg3waqGGWKKsDZlZ0WgU8XgcNpsNNpsNH330EbxeL3w+3wTznF+DwQDlchmHh4cAgHw+j93dXZycnKDZbKJcLsuh9aEppW2bPq+4Vd7n8yEejyMej0vy5HK5sLKyIgsZaGxknpycoNFoYGdnB0+fPoXFYkG5XJblic1mU3SKb3JTSut+B3i10EdZJKfTiWg0Kok3ZUtYyCHzDzifjuI4Zi6Xw/r6Or766is4nU5UKhXk8/mJCaqbjJvrZGoCZTAYYLPZJDa+desWUqkUfD4fnE6nxM2clGJsQ9x0Oh3s7u7ixYsXePbsGUwmE+r1OorFomiJkqVz0+06+R42xLn0cGlpCbdv38bi4iK8Xi/sdrs0IBjn0N+0223Jo7a2tvDixQtsbm5iNBqh0+mgVquJf7qpRWLVtH7/080FahOHQiGsrKzg7t27WFxcFG1Zs9ks+xfG45fLeDudDvL5PBqNBtrtNrLZLLa3t3FwcCALV3u93kQs/cGuD3bYYOC0VCQSwdraGu7cuSNsdC5mZZGYsUu5XMbGxgZarZbs6eCyTDajmEtp/XnNyrT+GZqOcUwmk5xVkUgEt2/fxq1btxAOhyW+UWs4w+EQ9Xodh4eHePz4sTSjSJxQJUreR0x85cvstHwQT8tLTP/d4XDIqC4F8n/wgx/AZrPBYrEgmUwiEAggEAiIhha/GAxT+6jdbuOLL77AZ599JgcTOwydTgf9fv+tPlxaHWVUtV+0aNPXzUIfGwUMdn0+HyKRCCKRCO7fvw+73Q6LxYJoNAq32y3sPr4Gn0uj0UA+nxdG3xdffIHf/va3cij1+33U6/UbxwrVus8BXl1IpmrKRqNReDyeiaUc9+7dE0Yx2VlkhKqY6fV6ePr0Kfb29mR51PPnz/Hw4UMZxTs5OblxmKGpWmVat+lAhpvhmTyFw2EEg0Gsra2Jz1ElkYBzDa3hcIhGo4F/+qd/ws7ODnK5HAqFAnK5HPb39ye0trT+2XtbY9NX69iZZkmwmXn79m1Eo1Hcu3cPoVAIfr8fqVRKEu9prUc2F1qtForFIn79619jZ2cHpVIJX375pcQ909puN9GuE3bUxImx8UcffYREIoG7d+8iEokgEAggHA7DbDZLXKzigGdQoVDAwcEB/u7v/g77+/sol8uoVCo4Pj7GyckJAO0nnO9qnES8DthRlx5yEfinn36KeDyOtbU1RKNRhEIhWTLFaSneO4t5rVYL6+vr2NnZwT/8wz/IpAv1z2/qGaXadcEN/Q1x43A4EAwG8emnnyKRSAgL3efziXSfwWCY0KSt1Wqo1+sol8v48ssvsbOzgy+++EJGv0nkuumYoV037HBZptvtRjKZFOwsLy/LQnAy0HU6nSyt6/f7yGazyOVy2NrawqNHj5DP55HNZj80MF9j1wU7lH5USVurq6v45JNPEIvFkEwmRQedBFEAIvVYr9exu7uLnZ0dfPnll9jd3ZUm1TwQQj8wir+HTctLAOeaJCaTCQ6HAy6XC+l0WthZyWRSOk9+v1/0SlT5CnWUlyzibDYrMhP9fh/D4VBGFtRRlzcFz0WMxA92taZih+8Du5Zutxsejwdra2uynCMWiwl2qP2odqF0Oh1OT08xHA5lkUu5XJZxhVKpNLEh/G1HFqaZiFrDjtaud9pU3BA7DIK5rI6Fm2AwiGAwKEm31Wp9JflmU6rdbuPx48cTDYZSqYROpzORQL3LIaViR4vvgxavWTUm3GoCxaSbY1HsdPv9fvj9fvE5atebjYPj42N0u13UajU8ePAA5XIZ9Xpd5AIGg8Er+pDvev2zeJ33YVq8ZtUY/BI31MXn0qhIJIJMJiMLgbhRnmxQ+hwmSWxWFgoFPHr0CJVKRWS11BHeWV4/oM33QYvXrBqxwy8mUIyLQ6EQUqkUgsHghNTEdGOq2WzKpFS5XEahUMDm5qZMKwwGg0tp5n3AzvszFTsLCwsyZZdMJhEKhRAKhWT82+PxiN6jKlVyenqKQqEgkn1cRJbP54V4c1lySFrFjtaud9oY63DKzmw2w+12i5+hNjEXkakLDxnnDgYDHBwcoFKp4PDwUOIakmwus4GnVRIXcH2wQ9xwaR2bCh6PB6FQSBbYUTaAuDk+PsbR0REODw9xeHgoizEpXcL4+TKvn9ejNdPiNaumFolJsHG5XIjFYnC5XHA6nVL7s1gsE5NSJycnsvAwn8+jUCig2WyKVNJVLDp8E+xceaH4OoBCZQOPx2MJgt1ut3QvqYGUTqflZwOBwCubVdVCcb/fR7vdRrVaxfb2NnZ2drC3tydgoUO6SDf5Ta77Q9Hm/Zk6zqI2Gjj67ff7EQqF8IMf/ACLi4sIBoNIJBLynrlcLtFeU5+DGtzk83mUy2VsbW3h8PAQ7XZ7YgMnC39vE5CoeNfa+6C161WNz50FG1UDnZu+Y7GYyNqQka7qQaoMdBaAB4MB6vU6Pv/8c1nOUa1WUavVZDnDuxb7VJ/ztrh736a161WNz5/jcfxSk+5YLIY7d+4gEonA6/XC6/XKe2Y2m8VPcTKBY5mlUgmff/65FGu63a5I2szimb1OokdLptXrBiaxw4LNwsICvF4vVlZWEIvFRHYiGAzC6XTC6XTK76o+h9jgQt5cLoeHDx9iMBgIpmbJmPiAnfdrKnZMJpMk336/H6urq4KdpaUl+P1+kQ2g6fV6OadqtRo6nY7IZ5GtRXbWZTBt1FhHi6bV6wZexQ6LNn6/HysrK4hEIgiFQjKdSX1Z1chCp0Rfq9USEkW5XL7USRctY0eL10xTcUNJLS6TX15elkJxIpGA1+sVAoWaG7Fos7Ozg3w+j1KphGq1KnsWLpN5rnUil9auV7Vp7PA8osQNGwvRaFSKfQaDYYJIMxwO0W63sb+/j/39feTzeXQ6HQyHw0vfs6BlnwNcD+wYjUZYLBaR6vN6vUgmk0KgCIfD4pP0er2cQScnJ+h2u6hWq9jf30cul0Oz2bwymYk3xc6VF4qntxtqBSQ6nU7GuX0+H4CXnWsWiakNymCY3W4yQRnwqGxSGpfW1Wo1HBwcYH9/H+vr68jlcqLNpupnvUuxjg5Oi1R/LWPHYrEIdphEU/+IC104rhAMBuF2u4V9zq9p3ACQgt/jx48lwKnVaqhWq6+MLLzr81I7YVoyreIGgOib+/1+Kdo4nU4Eg0GsrKxgcXERgUAA6XRaupZ2u32CRUpTsUB23+PHj6WDSYmSWQfE6vPX2ujVdcAOGebEUTgcxp07d5BIJODz+ZBKpeB2u2G1WifOKDVpIZtGp9NJsfjg4AD9fl8KNrMu2rDgyFF8rRk/e/SXWsROOByGzWaDw+GQZYeUDvD5fFhcXJT4Rj2jKKd1dnYmesMc0xwOh2g2mzJyOOvmI5tSH7DzfowFvkgkApfLJUl2NBrFnTt3kE6n4fP5EIvFRB+UWtY0YkKVJGGcTJ9zmU3rD9h5P8ZiTTgchtvthtfrRTweF53HlZUV+Hw+RKNR8Tkq8UYl0bCBeXR0hHq9jnq9fiVjzlrFjpZxQ0mkSCQiuKEc29raGm7fvo1AICCxEAk7NBJ5AKDX68lUby6XEw3ry34elE7RYpzMmFGLMi5kg0YiEXg8Hvj9fiH6ZTIZ3Lt3D8FgEF6vVwp96qQeP+dnZ2dCuNnb20Or1RKJ0Ku4B56RWrPp3TlaMmInGo3KdO/S0hLC4TCi0Sg+/vhjycuJl/F4PHFmdbtdHB4eYm9vD9lsFoVCQfKtq7qH78LOlRaK9Xo9LBYLgJfF0cum48/CVLkJk8kkxT4GuG63Gw6HQxJwr9eLcDiMQCAAl8sFm80mlHRVJ5SmHgyj0QitVguVSkW28LJATEbx2xqTp4uKjVowvV4Ps9kMnU6nGewAmMCOxWKRBQr8s8fjQTgcFoH8QCAgesUMaNSgRi3UUnri5OQEo9FIAuJms3kpixa02LWkTAMAKZxrBTfsclssFni9XjgcDthsNkQiEfh8PiQSCcTjcWGCcguvylpXWeDsYur1etmeCkCaUexwXsa9aA03wMvrJotfy9jxeDwibROLxRAIBBCPxxGLxV5pZvKMUhNvyiKdnp5Cr9dL8s1zi4yJWSbg6nn1ATtXa5x8IXb8fj+CweAEC51FQMY3lAxQ4wuVMTEYDAAArVYLrVZLcHVZRQmeu1p55qqp2GFhSyv3QXYN5QLC4TAikQjS6bRgJxQKic/hpMw0bjgpxWW8g8EApVJJijaXXewjq1lrpk48zoO24fcxdfzb5XIhGAwiGo1iZWVFJqeCwSBcLpfo509jhwkvF2K2Wi2USiVZynsVz0KL2OHnlrjRUsFPHf12OBwIBAKIxWJCumHM43a7XykSMzZmE4qLDymnRRLFVeJGK89dtelmjVbuQZUrobZsLBbDrVu35M9+v18meplXMd5Vzynm3pScGAwGV1K4ZayjNZ9DY57KGEcr2AEwITtLaZvV1VUEAgHJ010ulxSJeZ+j0UjOqVarhXq9LprEly1xoxrx/13x5ZUXit1uN/R6vdDy5zkAVrtGFMe32+2Ix+MIBoMIh8NYWlqSAqbdbofD4ZBNvFwiNc3QAs4/DCrz5vT0FPV6XboK7XZ7ZowbvoaWC8XEDhlK84wdAHKoqIsVYrGYdJsymYwEvNQ+SiQScDgcr2X2qd1mvV4viaTVasXx8TFqtZro+s3K4fJ1tHgYGQwG6eZ1u13N4Ia+h7iJRqOIxWJIJBJYWVmRwh67lepoy0VjbKpsjcFgEN1zv9+PRqOBk5OTCYbfLGwaN1rDjl6vn8COFpZR0F9MY4fLODKZjCxXDQaDoquvLudQTS32jUYjGI1GVKtV1Ot12Gw2DAYDDIfDS0kOxuOxJn0O8BI7DocDBoMBvV5Pc9ixWCzCIk6n01hdXUUmk4HD4ZBknDiaZmcB5wvZut2uJNsnJyfY29vD/v7+RBPrMozYmfdnfpHp9XrYbDYYjUZ5blq4D9Xv2O12iY/J6KM8SSAQkLNqeukhAJFGajQaMh1VLpfx7NkzZLNZ+bcucwxcq36H02tGoxG9Xg86nU4awvNs02QcLse8ffs2PvroI7jdbrjdbvj9fiHpTDfCeVZ1Oh0Ui0WUSiVks1k8f/4c+/v7qNfrV3IfnNrUmrHhR/1mrdyD2hQnG3RtbQ0/+MEPhETh8XhgsVgkPlbz7tFohF6vh1qthr29PeRyORweHmJ3d1dyzau4B6PReOkyBZdhqrwZn5UWzivg/LmTjJNIJHD79m385Cc/gc/nE+yozXAAQp7gdFShUMDW1pbgp9lsSqPuKsxoNGrCz19kqr68lhqbJFQwD+eS1R//+Mfw+/1C7uIkMHCei/d6PXQ6HVkin81mUSwWL5R+vGwzGo3f6euvtFBMlkGpVJJAfl4ZQwQBCzIsAEejUaytrSEcDiMejyOdToveERe+2O12CYI5zjNdJFa3rLIw/Lvf/Q7r6+s4ODjA3t4eer2eFLZmcWhzidU8Pu/vMpPJBLvdjmq1OvfYYdDLwMTpdGJxcVE6lWrhhowsHkTqVsyLGOB8D9kB39jYwM7ODj777DPs7+/LciBVqmQWNh6PNYkdLnRrNBqaYCkyWVpYWIDD4UAymUQ0GsXq6ioSiQTS6bQUbIgvHlbq+O60vyHj/OjoCI1GA0+ePMHW1ha2t7elUHwZh7SKm3l95q8zjsG2Wi1NYIcBu4qdeDwuEiUrKytYWVmRAh8ZxEy6p4244bIFLlxYX1/H3t7ehJbWZTwTrfocADIJ0ul03velvLExflHPq9XVVaTTady6dUuwoxb5ppsL08W+ZrOJfD6PYrGIg4MDZLNZ5PP5Sy9+Ui5Fi9jh2U/saOEeGC/b7XYkEglphC8vL2NlZQXLy8twOBwT2FFlkdTpJzYYyuUyNjc3ZSyzUCigXq9fOmONRQAtPPdpox/nxIcW7oHFVU5LscGwvLyM5eVlpNNpOJ1O2Gw2ObOmGaEqu6/ZbOLw8BAbGxvY39/Hzs4OGo2GTNldphE7Wimy0tgYuSr27CxMzbMoK7G4uIjFxUUsLS1hcXFRpNi4b0Et9HEa6vj4GM1mE8ViEdvb29jd3UUul0O73b6yJh3PSy2xcWksurPIrZXrJ3b8fj8CgQAWFxeRSqWQSqUQj8fhdrulljPdlDo5OcFwOES320WhUMDe3h7W19eRzWZRq9VmTrr5NuN+K608d9WIHS4W1co9cMKdU+DJZFJ8D+Vv7Hb7hBwbG1Oc4G2328jn88hms9jZ2UGz2ZT38aqew9nZ2Rudi1daKCZThQyUeQUFg16bzSbajR6PB/F4XJJvygWEQiEp7qmMHPVQmk6k+MHmgqBGo4FSqSSOplqtyiE1ayae1gIYmoqdeXYoKquGwS1HvhcXF0U3i2N0qsA5cM5CpqkscDrUTqeDwWCAXq8nm8Cz2SwajQb6/f6lHdhaxA6DgWn9tXk0vV6PhYUFKeR5vV5EIhHxORz5DgaDkjSp0jjAxcswRqORaFm3223U63UUCgXZsMoA9bKezTw/828zFu21wDBTmaCUDIhGo0gmk7I8KhQKwefzyc8QO9Nj3+qfuc25VquhVquhXC6jWCyiWCzi+Pj40nW05vmZf5upI+DEzzw3GYh1NvNDoRASicSEz/F4PBNTCxfFNerUCxsMXJJZq9Vki/xVvK9axQ7jT9q8T4Gpo99Op1OwE41GEQ6HX8GOelapRT41keLiw3K5jGq1KmOZV1XI0ip25r2ZeZGx4WSz2WTcOxwOIxQKiWTAtH4+cF4k5rQGGwytVgvlcll8Daenrkq/UytsymlTcaMF/DDmoRwkFx2GQiGRC2AsPV0kZoHk+PgYg8EArVYLtVoNxWIRjUYDR0dHwgi9Kl+gVdzQtOQz1Ulfj8cjviYQCMiUptrUpKk5+NHRETqdjsQ15XJZJCeu+vOjdexowd/QGM8zVuaiTH45HA7Rz1drOWwiNhqNCXkbLsyc9VLnN7U3wc6VFop1Oh28Xi8AiB5Qt9sFMD9AYcJEGYB4PC4LOVZWVpBIJLC0tCSC+dQfmS7WTB+4/B6XuXAR0Gg0Qi6XQzabxYMHD+SQ6vf77+0ZzKPpdDp4PB7o9Xr0ej10u925w44auLCRQI3HW7duIZVKYWlpCV6vFz6fD263e0ITdLrIp94XGVKdTgfPnj2Tez88PJSuVL/fF4bfB3tper0eHo8HAKS4zmc3T0a/43a7ZakCl44tLS1haWkJPp8PoVAIHo/ntbiZ1oo9OztDp9NBuVzG119/jW63C4PBgGKxiHK5jE6nc6UjUloySk/odC8XuPV6PfR6vfd9Wa8YCzU2m02KMvF4HB9//DFWVlaQSqVEM0v1OfxdYFKrj37n5ORExjGJHZPJhHq9LiNSWmTAXIVRPgB4qQHe7/fnEjvAuc4adc5TqRQ++eQTrK2tIZ1OIxAIyMbvaQ1r4HxCioswyY7K5/N4+vQpXrx4gV6vB6vVik6ncyWsUC0b5QNYBLuK0ee3Nfoeyq4lk0ncu3cPd+/eRSqVkqb4t2GHiTd1+3q9Hvb29vDkyRMcHh6i3W7DbrcLE+eDvd50uvOdDFfRyHtXY8LNmPnOnTu4e/euTDSkUim4XK4JDXS1wXBycoJSqSQ7F5rNJra3t/Ho0SMUCgUcHR3BZDJNSLZ9sFeNjU1+HufdN+t0Otn7EggERN5mcXERyWQS6XRacDO9QJ7M852dHdHPr1ar2NrawvPnz2U/kNFo/ICZNzQWU6+ysP62xjOLkgGrq6tYXV3F0tISUqmUYGe60Ae89KndbhePHj1Cu90WVuj+/j4ODg5Eok5rzbr3aXzGWlmiSez4fD47VaL/AAAgAElEQVSZ0lxaWkI6nUYqlYLT6ZxgEgMv76nf76PVauHPf/6z6Flvbm4il8uhXq9LoXgesXOlhWIACIfDWF5exv7+PorFIiqVylzokkxrOhIEDIDX1tYQjUbh9/vh8XhkBPO72MN84wFI97LT6eDRo0c4OjqC2WyWURd2xRncve9nMm8WCASQSqWQzWaFMTAPB7m6/Mfn88Hv9yOTycBut8PpdOLOnTvCJKZuDbFzkbwEg2AeOAAmBPOfPHmCTqcDi8WC9fV1HB4eToxufrBzG4/HcLlciEajyOfzwm6bh0IFGwtGo1E0+FKpFOx2O1wuF+7cuYNMJoN4PC6i+NQ9ny4QqyM8nU5HfBKXAZVKJTx//hydTgc2mw27u7s4PDyU3/9gr9rZ2RkcDgeCwSAqlQr0ej0ajQaA+XhmZEXYbDa4XC4kk0k5rz766CPcunUL6XRasENmjWq8DzYwS6WSYJLLMWu1Gra3t9Fut+FwOGQT+Ad7vZ2dnQmzm9qYnU5nbpIo+g/qycZiMdhsNjidTty9e1cSJ8Y7HN2lqfhnA25jYwMLCwswmUyi+djr9ZDL5dDpdGC1WkWv+IO93s7OzmA0GuH3+9FqtQBg7kZLmWxbrVbRHHY4HCJRsrS0JGxQTi8Ak5vNx+Mxer0eWq0Wvv76a5Fr6ff7qFQqMjHVarXk+1rc6n6VdnZ2Bp3u5b4UPvN5bDSwOUXfYrfbJenOZDKy6PnbsNNut9FoNPD73/8eAGT3DRvgrVYLnU4HOp1OEwWs92l8rhaLRfAyj00GFrTJ2rPb7VhaWhLsUFfWarVeiJuzszM0m01Uq1X88z//s0hLNJtN8TUkcF20fP6Dvd60Mu1LOVG73S5SfqurqxLrXIQd1nLq9TqKxSI+++wzaTJwWopSbJTGnOdnMW+mlYlfs9kMi8UCu92OZDKJpaUlZDIZBAIBOctoKnFrNBqhWq0il8vhD3/4A1qtluTlXH7IOug8+pw3LhTrdDoDgC8A5Mbj8b/V6XRLAP4egB/AlwD+q/F4/J1q2mTq8kG974UjTJjIIg4Gg0ilUgiFQshkMjAajRIA+3w+6Rawm/ltReLpLjaLfa1WCwcHB2g2m7BardjZ2UGpVJJDax6KWLO0WWBnPB7DarUiGo0KduZhJFNNmFwul8iRLC8vS0CzurqKcDgsga/ZbJ6QDaCpToJjCvx+p9NBu91GrVYT7NhsNhwcHKBUKl07zACzw43ZbEYwGBT95nnADTApNUGdLBU31JalRAkDnG9rLnCTKq3ZbMpYXT6fR6vVgtVqRaFQuLIt4O/DZoEdFmx8Ph+63S6Ojo7m5hBXJW5cLpcs/+H49/Lysuhl2Wy2V6RKgMlpl9FohOPjY1SrVSlAc9y70WigWCwKs69er6PT6czFc7gMmxV2yEjv9XoyITRP+OG55Xa7EY/HYbFY4HK5kE6nkUgkEAqFRONRXZI5nQBRKuDg4EBio263i06ng06nI1JaZBS/j9HMq7JZnVkAYLVa0ev1JkZf58E4PcezKxQKSfxDfcdwOCzYUdk108W+fr+PdruN7e1tec1+v4+joyO02205v8xmsyYW0b6LzQo74/EYJpMJw+FwLiVvVJkkn88nMm2c4OSZ5XA4LvQ7/Or1eqjX69jY2BB/2+v1BDtHR0fo9XpYWFiYCzLSZdksccOFavMSI08bJ+/Y+Ha5XBMSSQ6HA06nU2IdYFIW6fT0VKS0NjY2ZCqq1WoJbobDIUaj0dx9bi7DZo2deW7IqNMvbIpHo1H5msaO6mtY7Gu326hWq3jx4oUsR282mzKpyiWQ8/r5maXNEjsX7UiZJ1PPLC4AD4fD8uV2u+F0OqUmqOKGWuiURNrc3JTzidKPg8Fgrs+o78Mo/m8BrANwffP3/xXA/zYej/9ep9P9XwD+GwD/57e9AJ00mQHqiMtVO2UGu2RPJZNJJBIJ3Lp1C8lkEm63G+FwWLSOUqmUFPi+bXSXxkOJ+lncxttoNEQftFAooFwuI5vNotVqodfraWbD9fe0mWCHchPqSN37OsxV/AQCAYRCIVmg4PP5kEql4Pf74Xa7J5aPXSQZMH2wEjedTkfG3TmqUCwWUSgUUKlUUKvVZLyOCzTm1dG8pc3M57TbbZHmeN9G7DgcDni9XsTjccTjcQSDQdy6dQuBQABerxdra2siiq+O0KnNBPU1h8Mh+v0+SqWSLB9rtVrodruCHXa+q9Uqer2eprZbf097Z+yMx2OZ+qCe3TwYmaAOhwN+v1+0+W7fvo1wOAyfz4c7d+6I1hrZoGrRQA1KdDqdSEEVCgWRJVE1/IipbreLRqMhutbX1GaGHaPROFfYASanp3w+H8LhMFZXVxGNRhEIBHDv3j1EIhH4fL5XpqaYMBE/BoMBnU4HzWYTlUoFBwcHyOVycr86nQ7lchntdluKONecFfrO2OEOC71ej8FgMFfPSx3bdblcCAQCyGQyCIVCCAaD+Pjjj5FKpRAOh0WWjfghdlTWFaVIarUadnd3RUILeFkUIrOYEhzXMDZWbSZ+ZzgcQqfTzaX0BPMtq9UKr9crUws+nw+ffPIJ0um0nGFczErscIEUi8LUeWy329jZ2cHBwYEs8dPpdLKkl1Oa1yw2Vm0muGFxdB5zUMbM9DuUYvN6vbh//z6WlpYkDlJJXJzMZCFGp9Oh1WpJLMPJOrXx3e/3JzTTr7m9M3aAc+3eec0nppetUov43r17cl7FYjEh5BgMBpHQGgwGcl/NZlPi38PDQ+RyuYllYOoSu2vsb2gzwQ5z2XmtX9D3kKhIDXRKJIXDYSwuLsJut0uufnp6KssOj4+PRcavXq9Ljl4qlSYWn9LnzuMzeKNCsU6nSwD4TwH8LwD+O93LCtd/BOC/+OZH/h8A/xO+AxQ63ctNzru7u2g0GhgOhzCbza8krpdt6qFDfaxkMolUKiU6xAyC7XY7LBYLTCbThGbNRUVhGrsIo9EI/X4f+XweuVxONsXXajVxNrVaTQTQr3JT5lXZrLFDNu3x8bFoal2lU2ahjmOSZrNZlrdkMhmkUin4fD4kEgmRmOCyw+mFCmriDZzjiAW/RqOB58+fY2NjA8ViUZg2nU4H/X5fnM4H3Hzr66DT6eD09BTtdhvHx8cSBFz185puTnFZ3eLiIpaXlxEKhbCysiJMLJvNJssU1A43RylVxvloNJJRy2KxiKdPn2J9fV2WYrLxQJ2k9yWcfxU2K+wAkKUmnU4Hx8fH73WkjPjR6/Ww2+3iZ6jnuLa2BpfLJcwIdckqgImARF1gSJ1HTis8f/4cz58/lybn2dkZ2u22FJOvsw76rLBDtiSXuhE78zI9RUZELBZDLBbD7du34fF44HQ64Xa7xfeojQUWEbrdrhRgqCebz+extbWF7e1t7O3tSdEBgLCI+Tyuo88BZut3mJxyCReLHu/z2ZFVY7PZ4PV6EQ6HEYlEcPv2bZFO8vl80hRXtQfH47EwzweDgZxHm5ubyGaz2NzcxN7eHnK5nDAayRDl+XVdfQ4wW+yw0Mf/zgszkjnXdIPK5XLJVIzH45Fkm/ExAMELx72bzSY2Njawv7+Pra0t5HI5WbAKQArlp6enH3zOG+KGDUCVFTkPz033jdwEp19CoRBWV1dht9vl75T0M5lMIoGgTtgx9mVOtbu7i729PRSLRdTr9YlGrjrVOw/3f1k2y1hHLayrk7HzYFy0Sr+zsrIiPodFP8oGTGOn1+vJLq1KpYL19XXs7u7i4OAA1WpVYiHe803ADTBbv6M+s3l7bmwwqI1Nj8cjS+wCgYAQKhYWFgCcN016vZ7IShQKBTx79gw7OzsoFApotVoXsojn7f5pb8oo/t8B/A8AnN/83Q+gOR6P2a4+BBD/rhfR6XSyzXg4HEqh+Co7mGqxhuNN1AalXg2Xb3i93onCjsokVos2dCoAJpJvsoi3t7fx8OFDfPXVVzLiEo/HZQMiE8lrGtDMBDsA0O12ZYnScDiEyWSSoOaqmwwmkwlWqxV2ux3RaFT0atjpjkajMkrJYp9aZCJ2RqMRBoOB4IjJVLfbRblcxldffYXf/OY3yOfzUlBeXFyUxR1qt/Oa2cxwQ4fNhJMdv/fVYDCZTDCbzbIkKp1OY3V1dUKyZGFhYaLBAExOLZycnAjzioukSqUS6vW6LMb83e9+JzIUBoMB0WhUxqeu+nNzxTYz7HA0mom3wWB4L8U+FmkMBgMWFhbgdrsRDAaRTCZx69YtxGIxrK6uYmFhAWazGTabDQsLCxPaX/Q5x8fHaLfbACB4YNK0t7eHx48f48svv5QzTa/Xw+/3y1THNcYNMGPskKl0enr6Xot903GPx+NBNBqVxvja2pqcaWwyGI0vw0PV7wyHQ7RaLfE/bErt7+9jc3MTW1tb2NnZmWCr2+12YedcY9wAM8QO2SjAeVP5fZoa9zgcDtkXkUwmsba2BovFIsmU3W4Xrb5p7KhjugcHB/jqq6+wu7uL7e1t5PN5lEqlCeyoC7auuc0EO+PxeCKfmpfPG2Mf6rYzZiZ2KGFCTevpJgOLw5Rg29rawoMHDwQ7JN+oNr0k6ZrazHzOdB4xL8U+NhicTidCoRDi8ThWV1clzuECX3WxPH0mz6tWqyXLox48eCANTZIrVFNz/GtuM8POvNYuVIkk5uUrKyvSsAoGg/B6vXC73TCZTJKjMxfnxEuj0cD6+rr4nFwuJ9PxN9Rmhp3pmHhe/A5zLvqeQCCApaUlkS0JhUIy/UulARU7lJaoVCp48uQJvvrqK+zs7Ajpb54mxb7LvrNQrNPp/i2A8ng8/lKn0/2b7/sP6HS6fwfg3wEQ3Szgpf7aeDxGs9mUQuxlj2eq3QGbzSZbUlOpFH7yk5/A4/HA4/HA5/NJ4EsG13SRmMaN5tQbBl4Wpli02dzcxPPnz/HixQsZk2q1WqhWqxiNRmg0GtdSlxiYPXa43M1iscjz4ntz2cEgnQYLeEtLS0gkEkgmk/jxj38Mr9crBxEXSrHIp8pNqO8xFxsWCgU4nU6cnZ2hUqlga2sLh4eHePbsmXQvycYiy+js7Azdbncuu3DvarPEjdFolLFD9c9MfK+i6EcMmEwmRKNRxGIxxONxfPrpp/B6vfB6vdLl9nq9UihWN32r+CYzYn9/H06nE6PRCPv7+3j06BH29vbw4sULFItF2SRPfHDpIf3sdcMNMFvsGAwGYevTmICw6HfZphb4/H4/gsEgQqEQ7ty5Iz7n/v378Pv9CIVCUiAmk3j6OrkoamNjAy6XC8PhEM+ePcPDhw+xt7eHvb09NBoNGQ9nkZN61vM2kjpLmyV29Hr9BHbUMdarDISJAS489Hg8SKfT8Hq9CAQC+PnPf45IJCJTVJyeUhNuWq/XQ7FYxMOHD2Gz2XB0dIQ//elPePbsmSyY5dI13t94PJbRzOvob2izxA4byCob9H0Vu1Q2n81mQzweh9vtht/vx1/91V8hHo9jeXkZgUBAFjyTVKFe82AwkMb3wsICWq0Wfve732F9fR3FYhHValV8Do1Fz+tus8QOcM6IpL3Pzx1jZpPJhFAoBIfDAY/Hg1/84hdSKI5Go3C5XLL/haw+2mAwQLVaxddff43xeIx6vY7PPvsMm5ubkmddhJNrXiCeOW7UHPR9+2rmW5y8Y3HmZz/7GRKJBFZWVpBKpeD1eifYoPxd4GVuzuXfw+FQFthtb28Lbi5qQL3ve78KmzV25u18Z92GTW+73Y4f/ehHMvnLM4v7Xzg9xa+TkxM0m008e/ZMFmT+5je/wc7ODiqVCprN5rWOhb/NLgM7qr1vHBEDjIWtVis+/vhjxGIxpNNp3Lp1SxpWnBpXZSE53fvs2TPU63WUSiX89re/xf7+PiqVCrrdruaw8yaM4r8E8J/pdLr/BIAFL/VI/g8AHp1OZ/ymg5AAkLvol8fj8X8A8B8AwO12j4PBoAQC9Xod5XJZHvJlJt/sLPFg8Xg8CIfDSCQSSKfTojHCgJjSAioApk0dAa/X69KN6vf72N3dRaFQwJMnT5DNZnF4eIh+vy+aN6rI9TfP6VLu+z3bzLDjdDrHgUBAFlPU63VZvHTZY1JkQzidTjgcDlk+Fo1GkUqlkMlk4HQ6YbPZpDOpJtvTQu3qKDjlR6inVq1WZaRuc3NTxluYOFK/UE0eryF2ZoYbu90+9nq9MBqNGA6H0qhRg4LLfH7csssvj8cjUiWqBrHf75dldapMyUV+h4sOa7UaqtUqBoMBstkstra2sLu7i3w+L0VidaxHLf5dY5sZdiwWy5gsleFwKEy4qyr0kcFHBjrlJqLRKD766CORCohEIuJ/2NlWZW5UU88rBi07OzvY29tDNptFrVYT5qeaNN4ARh8wQ+wsLCyMbTabBI7D4fBKdYrVRJtMPrIi7t+/L3FQIpGQJb0qC53YUbFOv9NqtVAsFtFsNnFwcCCLMXlOTX82rnvB5hubGXYMBsOYzR6Ozl91YsFEmz6Isc29e/dEGzSVSiEYDAp+eHapZ+s39zaxd0FdrlqtVtFsNl+rP3zNzyrazLCj1+vHqhb9+2gyqO8/5dnsdjtWV1eFiLO0tIRwOCyyATy7ps8tXv9wOJRp1EqlIoU+SkLdEB8zbTPDjU6nG6uf1/fF6uM1MF+3WCxIpVJwu93wer1Ip9OIRCKIRqOyg0HV0VevWWX25XI5lEolKfJRUuyG4gaYMXau5pLfzFRSF6cUfD6fSLRx4bwqczO9MJZa+kdHRzJtV6vVRIZiXhnUV2TXFjvAOX4oT+L1epFIJGTpobq7TK3z8HcZ63S7Xezv7yOfz6PRaMjOKS2SQr+zUDwej/89gH8PAN90D/778Xj8X+p0uv8XwH+Ol1sO/2sA/993vZbJZJLFXhQD39/fx2AwkKD0MgoZfOOtVisSicTEojEW+pLJpIxbqoHORck2X5PXyRFM0smPj4/x6NEj7Ozs4Msvv5Ttu+q4O4s21/mgmjV2lpaW4HK5cHR0hIWFBWSzWWEZX+ZYL5OlUCiEcDgMj8cDt9uNRCKB5eVl0ctS5UlU56EacUO2lioZ0O120Wq1ZLyFmmvUQKLN21jhrG2WuDEajcKWazQaKBaLKJVKV9pg8Hg8EtRy0+7i4iLu378Pp9Mp+ueUFvi2xhRwvuyoUqkgl8uh3W6jUqng6dOnyGazEshMJ943odg3S+wYDAaEw2E4nU40Gg1ZBEjcXHYypTJBuSiBTYaf/exnwqRhY5Ojc9+FncFggEajge3tbel4k2XDpPsmFvtmiR29Xi9av0wuer3eJV79pOl0OmFDmM1mWCwWaW7+6le/gt/vh91uh8fjEcbNRb5H/TMD4KOjIzx+/BiVSgWHh4ey6PB1ydN1PadUmyV2dDqdfKa5gPUqmbVqok2/Qj3HX/7yl5J8B4NBWag53WDg69CInX6/j8ePH6NQKCCfz0uxT2sMm1narLFDrcRpVvpVGfFDDLHB+fOf/1w0QSORCDweD+LxuLBBp4s1tNFoJHqhT548ET1iyvjdhLPpIps1btSx+/dVJOaXwWCAxWKBy+XC/fv3pamQTqcRCASQTqdht9tFk3g65mFzmz7n6dOnyOVyqNVqsuD5puIGmC12vnkN9bVnfblvZGqxjnITy8vLiEQiSCaTWFlZQSgUQiaTgdfrFSaxSuTitZNQofqc6WLfTbXLwM68xIj0Paz3RCIRpFIprK6uIhwOI5PJIBKJwOVywWazXdjYpJxot9vFs2fPcHh4KM2pfr+vSey8qUbxRfY/Avh7nU73PwP4CsD//V2/YLVa8dFHH8HlcsFsNuPhw4f44x//OFEknrWRVUNdrL/5m7/B0tISAoEArFarbGtmokSncdHBw0OUrBk6E3a6G42G6CDt7OxMjLdMj4O9z1FC3s97tO+NHYvFgjt37ghj9+nTp/jqq69EM/QyGwwOhwOhUAh//dd/jWQyKeLl8XhcRjGnl9VdxIpQN8az2Ndut1EsFiVpev78OfL5vOgPvy5oe1+BnBZxc/v2ben+bWxsYHNzU9gEl5GgMtg1m83w+Xz4y7/8SyQSCelgUw89EAhM6FdPY0fFDXUHqRNLVh9Hvjc2NqTZMG8bvucAN8BbYodNIKvVKmzty2YTqB1tjjwRO8vLy6KjzwUKanNTNRU73EjdbrfRaDRQKpWkyLezs4NWqyU6+fNkWsYOtfAsFgvy+Tz++Mc/Xkkizg3NqVQKgUBA2MKZTAarq6uyMJOJkup/ppmIx8fHUqhpNpsyBVYsFlEoFHBwcDC3DButYsdsNiORSEixv16vY2tr60omiJhkq2w9p9OJTCaDlZUVfPzxx/B6vZIokfmsxs3EN/0OsdNoNFCtVlEul8X/zGvSrVXsGI1GBINBISP0ej1Uq1UAVxMzUgOdi8LdbjeWlpawsrKCH/3oR6LpyCYn2aD0PdPY4RgvNWa5Ob5QKMhk3bzZHGDne+PGYDDA6XSKH1d3YFyFkVTBfN3pdApufvnLX8rSqHA4LDIUnPhVCWbEDH0O/U6r1UKj0UAulxMppHmzOcAN8BbY0ev1sFgsgh11QftVmTqVzvMznU7jV7/6FcLhMMLhMFKpFJxOp/getd5D7HDKm7ip1+s4OjpCq9VCPp//gJ1vt++NHcYb6uTr+4gH1AaV3+9HOBwWWbZkMinLnkmwIH6A84kp+h3WAZmPc8G8lrHzvQrF4/H4nwH88zd/3gHw0+/5++h0Ojg6OoLf7wcA+P1+KdpQv3hWxs4AdbG8Xi9CoRCi0ShCoRDsdrtoY33buC5tuth3enoq99Pv99Hr9QQUHFOgTuFF4H9foHkf/+4ssENmFgNhr9crhxOZxbO6N3X0yeFwwOVywefzIRKJIBQKyZZmyhowYLnoulUHyACYy+harRZ6vZ5sV6XUxOuYfXzNm2Kz8jm9Xg8+nw+np6cSEKtNn1kZcUDsMNEOBoMIh8Pwer2IRqMIBoPChrjI7/z/7L1pbGNreuf3fymR4k5KIkWJErWVpFruUt3X1x0ECQYBZsbwGAE6ThwjjhE4sQMPMpmBJ0CCcfxpPgSBswIDJJiJZwkMxImXJI4HNibjBX0bbTt9+/bt27frVpVU2jdS3HdSFCWefCg9T708oqokipIOpecHEKWSSJ7Dc/58l2fVNaM3x6Ro0EKhgGq1yh2dS6USd1G14sb7NriqdoDXDTTr9TpCoRBOTk7gcrl4zOm1UVVfrFBdRypzQ40TYrEYJiYmuH4W6UdH1w5F8lEDUNpoVyoVfpTL5TO1mO87vdAOXXPayDocjms1EtNGiXoxOBwOTrsk7UxOTrLjw+l0npvBoGun0WhwiSTSDkVI1+t1yzmmbpteaIc2HrQZGRwcPJNZ1GtIB6QfKjcRDocRjUY5M8fr9cLj8XDTMV0/ZicDNa2mhkA0F1er1Y5dv63CLa7NP8EVtEP3QdfOTfViMEeDut1uDA8PIxwOcwRxIBBAIBCA1+tty8DTxx9alzUaDe7HkM/nWTP1ep1LlYh2+Jif4IpjDhnq9XHgptYEdDxa93g8Hq6FPjIywv8GAgGOQNfXzbqhmOYrfX+ll30U3Zw57ie44phjXj/cZhYDlbqhuYtqEY+MjHQsz0ba0bNeqMkhzV/0EO2cOe4n6LF2bhp9vKO5y+PxIBQKIRKJsM3H5/O1GYl1jdMenew4VBKJ9u39rp2rRBRfmkajgT/+4z/G+vo6vva1r8Hj8eDjjz/GD37wAySTSQ7LvurFpBvvdDoRCAQQi8UQCAS42U8wGOQBRJ9wyAuvowuBFsBUb/Dw8BDb29vIZDKo1Wq8iMnn87yBIkOPVQRilfO4LIeHh/jTP/1TbG5u4sMPP4TH48EHH3yAr776CplM5kwTnW7Ro0EpktjlcmF0dBQ2mw1+vx/j4+OYnp5uq8kH4Ix+zAabk5MT1Ot1diqsr6/j4OCgbdNN5Ut0D5tVsNK5XJRGo4Fvf/vb2NnZweLiIpxOJ2ZnZ7GxsYFSqdRTBwNFRdC4Y7fb4fV60Ww24Xa7EYlE8PjxYzbUnDdBmnVzfHzMBstqtYqVlRXE43GekKrVaptmrIYVz+kiNBoNfPbZZ0gkEojFYhytdV1OBjIQU0Mop9OJ4+Nj1s7Tp085Guu8NN1O2tGNM8vLy9jb20Mul+PUXSs7F/pVO81mEy9fvkQqlUIoFOIIcbrWvd5I0SKXSgCQUdrtdmNsbIwj0yORSFujw05OBr1/Ao0v5XIZL1++5DrWlL5r1cUv0L/aOTk54Qwjr9fLEVvXtSbQDXxkJDYMg7vCLy4uYm5uDtFolB1UnUpN6GMPzVmkneXlZezv7yOXy6FQKPRtrT6r02q1UCgUUCqV4HQ6OWLrOhybhLlkAJVOGR4exuTkJMbHx7kHAznPzWWS9H1Wq9Xi+apUKuHVq1f8fdDLBoh2eodhGDg8PEStVuOmcAMDAzeyB9H1Qw6GkZERzlqg/h5UykkvNWHOgGk0GlwHfX19HYlEgoO5ZMy5HmhsaTQavC69SUMxacdut/O+ncqIkr2Hgrv0ccfsZKD1TqFQwNbWFlKpFAdxvS27V7ga5OAxf6dvEt3JQD1hKLA0Fovx/KVnT+nnf3Jyglqthlwuh93dXaTTaTYQm5v09iM3aihuNpuw2WyYnp6Gw+FAtVpFNpvlzqaHh4fsxenmwpojagKBAMbHx7G4uIj33nsP4+PjXKdGLzXR6cYDb4zDx8fHyOVybODb3t7miWllZQWJRAKrq6tcToC833dBIFaBjDKRSASGYXAqEQCueV2r1a4UdaN7lVwuFzfdePDgARv5qL61ua6aOW1X3zBls1mO3tvc3OSI9JWVFezv72N1dRVHR0dsLLay0a/foGs9MjKCVqvFxlXDMDA0NIRGo8FR3t2iL3SpnuPk5CRisRhCoRCePHmCx48fIxqNwu/382a702JFX7TouqFyGScnJ3j58iXi8TiWl5d5IUNlA0QzvQZRKCAAACAASURBVIOMel6vl+tOkUPK4XCwIfaqRlZ9k+1yuRAKhRAKhTA6Oor3338fT58+xczMDKLRKDsZzA5O/XF8fMyZCZVKBS9fvmSNv3jxAvF4HCsrKygWi6jX69dWuuc+Q5pwu91sdKUmgWSI69UYT/oZHBzkLKnh4WF88MEHePr0KWZnZxGLxdjJQJHEesouncfx8THy+TyPOy9fvsTh4SGOjo7w/Plz1k4+n7dsKl2/Q9eUjMOkH3JEX8dGiqL5yCDz5MkTPHnyBLFYDLOzs5yFRzX1yZika4cy7PRxp1arodFotGknm832LChEaIc04nA42pw+AK4tQpTWzZS9ubi4iNnTpmPU/2V6ehqhUIgj+uhc9b0WrX/JoUkBFDRnLS8vI51Oi3auCZpDgDcOQ/r9dWbBDA4OwuVy8Xo5GAxiYWGByyRFo1Eun6SfC0VAU9BWrVbD6uoqG/vIwbCysoJUKtWzYCLhLHQfzeuJmziuw+HA8PAw9/GYm5vDo0eP8OjRI85k8Pl8Z8qb6hHojUYDm5ubXDLg1atXODg4aNOOVYMp+h3a+9y0dgCwcZicDNFoFEtLS22N5qmhuRlalx0dHWFnZwf5fB7pdJodVMvLy23a6edx50YNxbTxDgQCHF2Zz+fZWOt0Orl5x2Uvqu5V0j0CoVAI0WgUCwsLGB8f5w7xZs8SHY8mSDLykVcgk8lwraytrS2+8Wtra0gkEtjc3MTg4CB3O6TafjIx9QaKyPV6vWyQLxQKbDAZGhpqu+aXhSa6wcFBjgQNBoPsXBgfH0c0GsXw8HBb2pw++ZBuSDuUeplKpbhe1sbGBjemoYjivb09AG86rVo5wq/foOvocrlgGAY3Y6LIF+os3+1iWHcukKHP7/cjEolgdnYWkUgE09PTiEQiGBkZgdPp5GisTmMOaVjXDUVHkEGPuvAmEokzda+F3kH3xOl0steYGq/S4ua8skIXRa+tRqUmRkZGMDk5yc1bKCrL5/Oxk+E87VBkBzXeo/mKalxvb28jmUwimUyy8bjfFzFWhOZ9MorQopLohcFPd1BRqRtKmQuHw5ibm8Ps7Cymp6cRDod5s02vNTs0STsU9UmRNYeHh2g2m9jZ2UEymUQqleK0OtFO76HrSZGgdG+A3uiG0B1Ug4ODGBoags/nw8jICGKxGObn5zEzM4OpqSmMjIwgGAzyWl2vJ6uXR6JasoVCAdvb21wmYHd3lxvJkuNBdHN9UN1H87qgl0Y/mrf0TCq9WW8sFsPi4mJbJoMeXKE7yygCnfSzu7vLUaA7OzusHQnAuT7oPl51TXPRYwHgoC6n04lQKMRl2chIPDc3x5HolAlj3m8dHh6iVCqhVCohHo/zPn13d5ebZlYqFTQaDVkjXxPm9fBNfT9JP1QeMhAIYHZ2FgsLC1hYWIDH4+Fa+p2CcqhcQKVSwcHBAXK5HLLZLPb39xGPx7G3t8dlBMSWcz2Yy9zcdCQ62QtdLhc3r5ufn+dshqGhoY4NDyl4qFKpIJPJIJ1OI5lMsnao0TyNO/2snRuPKK5Wq/D7/UilUqhWq7ypNYzXNWcrlUpXNUvIwEd1Y6kg9dTUFJ4+fYqHDx9ygw5asJD3FGhPuaSFbLVaxcHBAQqFAg4ODrj2MP2tWCzi1atXKJVKKBaLbMyUNIXeQ1/KQCDAqdQAkE6nYRgGRkZGuAbVZSEjn8/ng9frhc/nw/j4OGvnvffeQzgcRjgchtvt5tRL0ilNjuT8aDQaKJVKSCQSKBQK3LyFOl9SOubKygoqlQpKpVJbIX2ZkHoHRX2OjIxw6tng4CBHFXs8Hm6AcdlrTptmt9vNKXOhUAiTk5N4+vQpFhcX2dhHHm9KB1VK8SaOHB+04KXFLk0+tPGmGugrKyucXkeGvuuuX3kfIcO8z+djfVAmDBkB6XvfrWOTvNkOhwOhUAhjY2NYWlrC/Pw8xsbGOBKd9EMbc71xiF6TL51Oc61zarBK0cWknVKphEql0tYgUbTTW8zR6AMDA2eiinXD8WUh47DerDcQCCAajXI034cffoi5uTmEw+G2Wvp0bjTf0HxFGQy04M3lclwaqVQqsXao1A29j2int+jaobqJdK/0GqJXyZzSs+koVZcyYcbHx/HkyRMsLCzw/yklkwzWtF45Pj7mprzVahWpVArxeBzpdBrxeJznqeXlZX4O1esT7fQeuqYej6dtXUDzVy8MxbqzgDLr9PlrdnYWS0tLiMViePDgAde1JkOAPneRoaZeryOVSmFvbw+pVAq7u7solUrc4LlQKKBcLuPw8FCcm9cAXU8KqKD9Ft2rXuhGz6CjQA2bzcbOqbGxMTx48ABTU1P44IMPMD4+jnA4zK89OTlhg41eAz2Xy3Fj3p2dHWSzWaTTaSwvL3Mju1qtJrq5Juh6Dg0NsXbe1mPnKui2ITLyUR+haDSK8fFxfP3rX8eDBw8wOzvLARj6a82ltfb395FMJrG5uYl0Oo1EIoFXr15xXf1KpSIZm9cEXU8qldarLM2LQE4Gl8uF4eFhjIyM4OOPP8bDhw+xsLAApRT3L6OHbies1WpIJpNtUcTxeBxra2vIZrPIZDJcIaHftXOjhuJWq8UGVrro+XyeS00UCgUcHR1d6j1p0UtpBxMTE9xAYX5+nr3a4XAYXq+Xu3ybaxLrDRTW19fZQ2kYr2s37e3tIZPJIJ/PY3t7mw1+ZDjWvQYyGfUeigatVqtwOBxci4oWwoVCAc1m89JOBopGdjqdCIfDCAQCCAaDmJmZwezsLB4/fozp6Wn4/X54PJ4zERH0Ly2sXr16xYXwydu9u7uLTCbDUTZUuy+fz5/RjhiJewt5jRuNBhwOB3dzpo1TrVbrqnYfRV/Y7XYEg0F2MFCq7nvvvYf5+XkMDw9jeHi4rdwEnZee+kRGGDJgk26oLt/6+vo7dSP0Hrq+DofjzAKYFgCXxVzihh5UruSDDz7A0tISRkdHMTExwZHE5qaHZERaW1vj+Qp4XVt5Z2eHHQzkkKpUKjzfinauH1qbAGhzRlF0+lUMfXrjH6fTyU03Hj58iMePHyMSiWBhYYEbuOilSmjTfXx8jK2tLW6GabPZ0Gg0sL+/j2w2i3w+jxcvXnCNx1wuxzXXpFzJ9aHPLfR/fU3Zi2tODga73Y5AIMD1ZKncxNOnTzltl+o9UvYUbZTIiVCpVDibLh6PI5PJsIEvn8+zE0JvJiVr5OuD7ivtpXqpHXN5P7fbzQ1XHz9+jFgsho8//pjLCAQCgbammaSfYrHI5QIGBgZwdHSEZDLJhr3V1VVks1k2+lHZJ8nSvB70yDpqKm9O0+/VcfTxzeVy4dGjR4hGo/j444/ZsTk+Ps6N6/RjU2k+yuw6OjriSFAqN0GBOXqNWcl+uT70+sDdBGp1czxaP09OTnJZSMrCm5mZ4ZrEut4oKpjKDJJ2qEkvGfvIcExzmxiJrw8ad+x2O+r1+o3VKVZKwe/3w+/3cznRUCiEubk5xGIxRKPRNkcE8Kb8KdkKKfo8n89jZ2cHu7u72NnZQSKR4P3WXTASAzdsKDYMA9VqFXa7HT6fDycnJ6hUKhxVd9mNt75h8ng8bCCmLt9Umy8WiyEYDLYZagjdy011Yre2ttgo7PP50Gq1sL+/z6m8q6ur3FxKjMM3AxlmarUaAoEADMNoaxhIEU4XRU+7JI/kyMgIR6OToXh2dhZjY2Nti139nIA3JSOq1So2Nja4TAk1L9rd3UWxWESpVMLa2hpHj+raEa4PWlh6vV4AYGMfDfjdRIPSRmloaIhTnoaHhxGLxTAzM4MHDx5genqanVOdosBIt6SbbDaLcrncphsyHq+vr59pqiC6uX5II5R9oi8Wuo220Re6NPboKbtLS0tYWlpiB4S5niydF0VjbW1tcTSo3+/H8fEx9vb22rRDHeP18jjC9UIGYT0Kin7f7XpBN9To5SbC4TCmpqawtLSEJ0+eYGxsDJFIhDs002vp+BQJSs3pyuUylwTb2dnhSNCNjQ2Uy+W2WtbX1RRLeIMefQecNdpc1cmg64e6w8/Pz+P999/n4Arq8E2vIyiaTy+NROPO/v4+lw/Y2NjgSFBap92FTZOV0aPFgbMGvl6VLCFHAzWLmpycxOPHjzE7O4snT55gdHSUGzHq50NOAsquK5VKcLvdaDabbdrZ3NxkhwOt7XvdPFZ4A91TcxBMr4+hG+5cLheCwSDm5uYwPz+PJ0+eYGpqCsFgkLPv9Lq3FMV3eHjIdgRyTlFt2a2tLSQSCXYuUPlIcS5cL+YM7etANyJSbdnx8XHEYjE8fPgQU1NTGB0dZQcnNQzXg3IooAt4HVCRTCbZ2Le9vY29vT029FGAkdh2rhfSTjeVBLqB1kBer7et4SqVvhkbG8PIyAjbe/TsX5qD9BJt+Xweu7u72N3dxfb2NorFItuq7op2bjyiOJ1OI51Ow+v1wjAMuN1ulEol9tpcFEp7cjgcHMkXiUT4xtOiNxQKcdqlvsmhzRrV2qvVaigUCkgkEvjiiy+wv7+Pra0tTj3IZrP8OooWvQsC6BcMw0Aul0Mul0MgEADwuoldoVBoq+F30XtCiyK3241wOIzR0VGMjIwgGo1ibm4OT58+5dpqZOjTNzm0cCUDMaU/ffnll0gkErwBp/o1dG6Uti7auRkMw+CaZT6fDwDg8/lQKBS6imyiTfbQ0BA3SQgGg4hEIojFYvjoo48wPT2Nubk5jgLVO7qSbo6Pj3lc2dnZwY9+9COkUikcHBwglUqhWCwinU7zZ6hUKqKbW6BSqaBcLrOTwev1olgstjUJuih6PVmKIvb7/RgbG8PExAS+/vWvY35+Ho8fP+Y66GRgoRpedNxyuYxsNou9vT08e/YMqVQKmUyGy93E43EAr7VTKpVkvroFKCKFaly73W7+HndjqKcNEkUSezweBINBbpj54MEDfPTRRwgGg1yzHwBHptL4QfPV/v4+nj17xgaZeDyOfD6Pra0tPsdcLifauQVqtRqq1SqvW4eGhq7cFEWvpU8OBq/XiwcPHmBubg4//uM/jkgkAp/Ph3q9zps3vZELlUdKpVJ49uwZG4ITiQQymQyeP3/OG6r9/X2pnX8LUKQuORcpA+8qDh69HrHD4eBIK8qC+drXvobp6WkMDw9zxgo9D2jvDE/BNqVSiUtOpNNpfPrpp7ymXl5elijQG6bRaKBer7fd524by+vo5SZoDBoZGUEkEsHS0hLm5uYQCoXa6t6TgY80S3v0vb09Ll9TLBaRzWbxne98h8fLzz77DI1Gg6NGRTvXj1KKg3H0NW4va4nrjtOhoSF4vV6MjY0hGo1idHSU9Ur1rAcGBnBycsLz59HREdeLrdfrnCH16aefsrHvO9/5DpfVuul6ufcVXTsUdDMwMHCl5vJvw1xugkr6UekbWju3Wq22uYscTvV6HfV6HeVyGS9evOAybX/2Z3/G5SHvYqbmjRqKAXCEDU1AnbzEb7vAekSEz+eDz+fD2NgY11PT6/RRAxc9ElTfcFMqN5WQyOfziMfj3CwqlUohl8tx+opu7BFuHhpIzNq5jCeKJhyn0wmn08nRw+SFpLpqk5OTGBkZ4VIl9Foy1FBH5lqthkwmg2w2yx4lahala0d/vXBz6GMJ1QSlSeiyHkyKhHA4HAgEAtx4Y3R0FFNTU5ifn+dxR0/XpfOgjRJNNrlcDqlUCjs7O9jZ2WEnGtWUrVarbaVxhJuFtKOUYs3o2rlsJDFtksg5FQwGMTIygomJCczOzmJ+fh4TExPwer0cCUqbNlrsUvp2Pp/nmo47OztckziVSnENYkLmq9uDagLrKY/dRE7QusfhcHDNT3JQ0XqH5iyPx8PpfGTsIwMMbZjIqbC7u4t0Oo1sNtvWCIgQ7dwOevQ3rVevUpuYNmC0kfb7/QgGgzx3TU1NYXx8HKOjo3C73fB4PLDb7bxeJocV1SPOZDKsHWo+lsvluGfEeWt74fqhe033oRdrB73UjcfjgcvlgtvtZifn9PQ0otEo/H4/hoeH4Xa728pNkHOcAnKolmypVMLW1hbS6TR2d3d5fU1ZX8LNQftqfcy5Kvp+3eFwtJVrGx0dRTQaxcTEBDedJ+3QvKVnbR4eHiKRSCCfz6NcLmNrawvJZBIvX77k6E+9rrJwc+jrVH3M6VVta73pMxmKR0dHuRcVNZwPBAJnmtfRmJLL5ThTimw8X375JZfW0nsvCDeHnnF3nY5BfQ1NzQ/D4TCWlpYwOTnJwYIul6utzF+r1eJ9e6VSwfb2NmuHbD+lUulOjz03XnoCADd20Zt30YL0vIusG3opqoZKTCwsLODRo0eYmZnhFN7JyUn4/f4ztfn0SbBUKrWFjtNmaW1tDZlMhus+9sKrKlwNuv7UBIgWk2QovsiEpJebcLvd8Pv9nGY5MzMDv9+P6elpLCwsIBQKdTTWkH7K5TLXAN3f32eDH6XMUZ1i6dBsDQYHB7lxF92Ty3RaJe2Q1zoUCnEN9GAwiNnZWa61Rg0P9cmGJpBKpcLGmEQiwU0USDfUGFN0Yw3IOUCLTarfRwbAy0CbbZ/Pxxuk0dFRzM7O4uHDh5idnUUwGOSFLumHDDUUzVcul5FKpZBIJLC9vc0b7Xw+j1wux9554fag8YU6gdO4Q4vVbhbEtMgdGRnh5qrkoFpaWsLY2BjXQ6da+npNtXq9ztHE6XSas6ZSqRSy2SySySRHRAi3CxlX9Ca3QHdOBnod9fIIBAIIhUIIh8OIRqOYn5/H9PQ0B1pQtCiteZrNJtfSp/krlUphc3OTI4mpvNZd3Sj1E7Rm1RvZAd0bbfTgCrfbjeHhYXi9XgQCAS61RSXaaANORmK9QRFFZOXzeWxsbHA96+XlZWSzWU7zBiSS7zagbAPKRKH1zVWNfXoUH0WZDw8PY2xsDLFYDJOTk1z6hozJ5gAJiije2dlBPB5HNpvFD37wA8TjceRyOV7by9x1O5CdhaJxe3Uf9D273tfD5/MhHA5jbGwMU1NT+PDDD9lBbt570RhIjcey2Sy++93v8r6rXq+3RbMLNwvZ82jP2+uxv1PJEj0T+Otf/zpGRka4qSaNQfo6nfp45PN5fPHFF1hfX8cPf/hDdj5Uq9U7vfa5UUOxXvScLqzuRaBNFYmFBgnd0Evv4ff78cEHH2BmZgaTk5OYnp5GJBJBMBjkB3mVzqvXNTg4yCl4TqcTjUajrWkdeZju6s3vNyiak+ol6gsD0o7uydT/BcAaczgcmJ6exsTEBNeTnZyc5M6pY2NjcLlcbTW7dMh4NDQ0xN5vSotKJpPcZVe0Yw3onlP6pa4b3Vh8HnQPbTYbR4HOzMxw/XO/389RWX6/H3a7vS2LQY9MJWMPbcSr1Sri8ThSqRTy+bzoxmKQdijCSW/ipdcNvoijgcYLcnBSLSyKCJ2YmMDQ0BCGhoY6GoSoBAXNa41GgyNDqczNZZvBCtcHfdePjo7OlEcyjw3vghbTZIgJBALw+XyIRCJYXFzE3NwcAoEA17Q26+fk5ITnLXJy1Ot1HBwc4ODggOuqybhz+5A+HA4HZ6LojoVua6KTk5MiQsPhMBYWFvDee+8hEokgHA5zBhWNbcAb7dDvacNOY086nb5T9fj6GdIONQHrVeNAmgddLheGhoYwMjKCqakpvPfee5idncXc3BxHoVOpGwAcCW/ewyWTSezs7ODg4IBrWEsk3+1BeyO3283/70UKtZ6FR5GggUAAi4uLWFxcxI/92I9hfHwcXq8XHo/njIFPD+yicjabm5vY29vjcUdKlNw+1CdK7znVi/tBYwdFog8NDWFsbAyzs7N4+vQpl4gcHh5um7votQDY0bq1tYXt7W0O6Eqn0yiVSpwtI0bi24GyVEqlUs8NxboNcWBgAD6fD6FQCEtLS/joo4/assndbjeXLdHX0CcnJ+wU393dxVdffYX9/X0kEgnUajUudXOXx58bLz0BvFl4Amgz7JkvtNmbZLPZ4HQ64XK5uGj5xMQEp4CPjIzA7/fD4/G0pX3r0GafFlCUskIdDLPZLDf+uYsepstuUK2C/qXVI+06PU/fUOkGYzKyUFQEpTuNj48jHA5zOqZ5wgHaFy16YXPSDj3q9fqdHTj6UTukgVardcaZQH/v9BqCDIK04KVI9PHxcUQiETb2UcpKJyOxHtVHEVpm3VDdNdGNdTBrh773+rhymfeh2sShUIgNxaQhqo3VqeGqWUONRoOjh8m5QN3A79qGqZ+1Q8Y2yma4bJkkHdosUWo31eeLRqMIhULw+XznNlzVSwEcHR1xRkOpVGLt3JXuzDr9rB1yUJOxmMpXdft+NpuNa6KPjo5icnISU1NTnHLp9/t53dNJo7TZppJbVAKnXq+jVqvduXnL3Dy0XyDtkLG4F/MBzV1ut5udU1NTU1xuIhQKdVz70GvJYH14eMi9aGgeo6y7u7TP6kft0PwCAE6ns2frCL1pJjUKj0QinI1HNUIpe1NfcwHg9TLZDJR63Ssmm82iVquxdvrpWp9HP+oGeOMMIPsMZdz24n31DGByMiwsLGBqaooNxNTPo5PNR9cG7f+y2SyKxSIqlcqdMRL3u3YoY6XVanEfj169PzkYnE4nBwKSdnw+HxuIdbuPnkEOvB6Hjo6OkM1mOSqdItH7fd2sZx6ex40aiknMtVoNDoeDN77kge7UkIyERA+KGp6cnMTc3BxmZmYwPT2NUCjEXgGzkY/eU98sUT0jqrf28uVLbG1tcQoddYi/S9Cg248TK315Dw8PeUChYvW0eADObgr1SAaqzzc8PIzx8XFMTU3h0aNHmJyc5LRdPXWFMGun2WzypimXy2FlZQWbm5uIx+Mol8uiHQtBm+RGowG3282bFrNugPZIP3qt7o2k2o5U12h+fh6Tk5OIRqMcpdXJSKw3sCPdZLNZrK6uYmNjA/v7+6hUKndWN7qhrJ8g5+TR0RE8Hg9PpvqGxrw46xRFTt8dp9MJn8+Hubk5LCwsYGZmBvPz8xgdHWVDsXneIqcmLWhrtRprZ2trCzs7O1wf67oaQNwW/a4dKrFF2qHx5SJZDDq6fiYmJjA/P4+5uTk8efIE4+PjiEaj8Pl8Z7qO60Ziw3jdqblQKGBzcxO7u7uIx+NsLL5rWQz9rh0qd+PxeKCUQqFQ6Bj4cBHoWgSDQa6H/vTpU8RiMc7Eo8arZujaHR0dtTWtI+cmGYrv0rxF37d+1A5F/hqGAa/Xy9rRAya6iUanTJhoNMqZnDQO+Xy+M+nedBxaYx0eHiKXy3HWCxkDi8XinQrI0cedfoqQpowD4HWzZ6UUcrkcgKuVLKF5i6KIY7EY5ufn8fTpU4yOjmJ4eJjXPXr2L5UxoHIlzWaTM/qcTifXBb0rJdr6VTcAOJ2/1WohGAzCZrNxA/devLfdbkcoFMLExASmpqbwjW98A+FwGJFIBIFAAENDQ+ykMtfYJkeCzWZjp0Qmk+HykP04xpshY2g/ZmWQdgDA7/fzuNPtmKOj232CwSDGxsa4zMTY2Bj8fj+GhoY4S4bGIbOBGACXNaESbclkkmsS9/PcReP+u+bgG69RTAZavU6obuTTN9gEGQVtNhs8Hg/C4TDXAx0dHeVoUJfLxQagTlFfrVarrfuvYRhYX1/Hp59+ir/8y7/kCC29VtZdgoxW/YhhGBzFcl6N2U4Di66noaEhBAIBzMzMYGJiAuPj44jFYgiFQggEAm1FzDtF9ZH3iIylu7u7+Pzzz/Hd734XqVQKmUxGtGMxdN3oHZXpHr0tupg2OlSiJhAIIBwOY3x8nDVE2tGjacwRfTSB07GpY/z3v/99HBwcIJFI3EkjMfDm8/cjhmGgXq/zmGPWTqcxx2w0ps2Sw+GAz+fj5lETExMYGxvD2NgYL0LM+qHFru6cKZVK2N3dxZdffskpdLVarS+/m++i37VDkZc0J9Di97JGYmrg4na7EQqFOIMhGo22Na8jxwYdn/6ln6nO9fr6OlZXV/HVV1+hUCjcOSMx0P/aoaw2+m53ckpdFIrq83q9nOIdjUYRiUQwOjrKEVmdyiXp72Gz2ZBMJrG+vo4vv/wS+/v7KBaLoh0LQdF8h4eHKJfLZ7TTzb0iYx81yKT61pRNRbVnz1s30zFzuRz29/exurqK1dVVJBKJOzf2kHb67TOR0b7RaGBoaIj1f5XPQQYsivR0u928hp6cnEQwGORm8/rcRceluZL25clkEs+ePcOrV69QrVb78jqfR7/qBgA3ims0GnA6nVxPH7iafkgT5Dil0iWzp417x8fH2eaj17Wm47ZaLW4Kns/n8fLlS7x69QrJZJLLV/bj9TZDUff9+FlIO0dHR3A4HDg+Pj43W/wymIO8qHTJ1NQUZmdnsbS0xNHEnRydZO9pNBpcHnJ3dxfJZBLlcvnOZODpzpS3ceOGYoqO0n/X6V/97+QRAsAdC8lA4/P5Om6U6LX0fnojK9q8lctlpNNp7OzsIJVKoVwu37noCDP9KuxutEO/o0HD6XTC6/UiHA4jFApxyqU5bc7szaLId2oIRE1dMpkMN7IrFouo1+uiHQtC905Hv096tB/9X190UOqK3+/HyMgIRkdHuR6o0+nkxXCnhQpph2oZVSoVbpqZyWRQKBRkzLEotHjvNOaYfz4PWqg4HA5elHi9Xk53crvdbRE1upGYNNRoNHjBUigUkE6nOaqP6jv26zV+F/36uWjxTpumTlEK7/psusOb6ppTVgxtmmijZF770PtTFkytVuNGZFS2hBbod3XsuQvaMY83l/1M5KiiOYw21bRupvnrvLrWFA1Kj0qlglwux/X57urY06+fiTa4+ve6WwMx0D5/kXY8Hg87HUg/59WWpXOh+Sufz+Pg4AClUgn1ev1K52ZV+nE81YO4zAaQbqOJycBHNYpdLhfX2Pf5fG0OBvO50F6P5i7K/KVI4rs47vSjboCz2unF56B5iwx81EsqEAhwJHogEGAHp9nuo5dpq1arKBaLyOVyTXky9QAAIABJREFUKBQKbcGCd4V+145edrEX32vdSExBFhRkSiX/vF4v107X5y86L10/pVIJlUqFtdOL+u1W4SLfhRs3FJPHgC4yRQrT380TFKUuUYHpQCDAoePULZVSvnWvuf6gbvXNZhPlchm7u7vcsG5tbQ3JZPJO1ne8S1A9abN2zF9u/WcaLCgqNBQKIRaLYXFxEe+99x57tSnlyrzQNS92q9UqNzssFAp49eoVtre327xLoh9rQQuGi+imUxSV3il+cnISDx8+xNzcHIaHh9nBoBuJzbohI7E+5rx8+RJra2vSLNPi6GOObri9SO1Teg5tsj0eD5cJoA2S3W5v67BL70nzJDk2Dw4OkM/nkU6n8eLFC7x48QKFQqEtCr0XqVpC79DHHZobLqodHZq7yEnldDpZL7qhz5yBRQ+qRUyNOHZ3d5HL5djIJ1gPGncAtGmnGyj1kgx7ZJghh5XH4+kYSWwYBtcgPjg4QKFQ4DEon8+jVCr17eb0LqPPWVfVDgA20pBRmEqYkMP8vLrWtOcqFAoolUrsoMpmszg4OOCsQJm3rIE+X5HB5iq6ISOxx+OBz+fjkm3UuJf0pJcqofOgRqvlchnVahWVSgX5fJ5L+1HpEsEamLVz1Zq/tG+nuuherxcTExOYnp7G0tISNx/Ts2D0bC0y8FFGTrlc5j17pVI5N2tYuHno+66PO1edD/QsPKfTyb3MpqenMT8/j4mJCS4VSY4s/XzonJrNJmq1GnK5HNLpNIrFIu/3qYfEfeHGDcWGYXRMj9T/pZ/1RQR11aRmdVTjWK+toYuNIiEqlQpSqRT/nxa9xWKR6xJTyQDZOFkbXROXicqy2+3w+XyIRqOYmppCLBaD3+/nunzkudTfk2pjUdTV4eEhUqkUCoUCCoUCfvSjH3HnVCpqLgte66EveM1RxO+CvJGjo6OIRqN4//33MTc3h4mJCU5bofpK+kL36OgIlUqFU88pEiKXy+GLL77A5uYmkskkeyjFQWVNzOPMRcccQq/PNzs7i0ePHmF6eprT5kKhEEdjAW8WKY1GgzMXyuUykskk0uk0vve972F3dxf7+/vcdFUcVNZEH3e60Y4eCer1ehGLxRCLxTA3N4fFxUVMT0/D7Xa3GYnNDqqjoyNkMhmkUil861vf4iYca2tr3Hj1LqTP3TV0p0IvokEDgQAikQjm5uawtLSE2dlZhMNheL3eMxsefaNULBaRyWTwJ3/yJyiVSiiXy1hZWcHBwQFSqdSdjMzqd84bd7qBsvB8Ph8baag2cTgcPlPXWg+woCi+73znO7xmXl9fx8HBAba2tlAsFmXNbCH0MacX61FaO1M/j5mZGTx58gSzs7O87ukUrEEBOS9evEAqlUIqlcL29jYymQz29vZwcHDAJVVEO9aA7C30cy/uCzXGi0ajmJiYwJMnT7C4uIhHjx6dKZVE8yQZ99LpNNeR3dzcRD6fRyaTwebmJlKpFDvJxdF5++iBW73cxwwMDCAYDGJ0dBQPHz7E7OwsHj9+jImJCe5lpmfC0LqH+pYVCgVsbGwgn88jlUrh+fPnSKVSiMfjqFQq9y7A61YMxeYaJOddcN0wSJE1lIpAjbX0At5k6NUXuul0Guvr6+zh3t/fx+HhIarVKl69eoVMJsMNFmTysS5m7VzkPumOCXI0UES62+0+Uy5AX2A3Gg0Ui0Xs7++z4YZqyZbLZaytrSGRSHBdL9GOdek05lwEMtZ4vV6MjIxgenoa4XAYw8PDXLOPvJF076k8ST6f51I2qVQKpVIJuVyOdZPP57lusujGulzWwEfQApaiIiYmJhCLxTA1NYWRkREuXWJO2W02mzzG1Go1juTLZrNYWVnhshNUJ0ucDNalW+0QtObxeDyIRCLsYIhEIgiHw2dKBtBit9ls4ujoCPV6ndO9nz9/jnw+j0KhwGUDJIvKulw12pLGHz0ancagmZkZ+Hy+tpRLOo4eTXN4eIhiscjaKZfL2NzcRKVSQalUkjWPRelFpC5FZVGpv3A4jOnpaSwsLHBPGPP6mY5NmTDkWEilUsjlctjY2EChUEA2mxUngwWhEo+9MvQ5HA4MDw9jcnIS8/PzmJ6extjYGDuoOmmHAnQ2Nzexs7ODvb09Ntjkcjneb4mRz1r0MjuAxh5qPB+NRjE9PY2pqSlEo9G2LCrz/r3ZbCKbzWJnZwfr6+tYXl5GqVRCqVRiJwOV5ZG5yxr0OrOE9u0ejwfDw8OYmprC/Pw8Hjx4gGAw2Faq1uysajQayGaz2N/fx/LyMnK5HDKZDGfiUYDFfQsqvVFDMYC2BelFjX0UDVwsFrG3twe32w2lFC9mqTYsTTQUAbqysoLNzU1873vf43pYdrsdzWYTjUYDe3t7HCkhixbr0ym6711QhFW1WkU2m+VulzTRGMbrmm7NZpM7jZ+cnCAej2NrawuffvppW1MQilKngSOfz9/Jell3iW4NNvqGWSmFWCyGkZEReL1eDA0NsXZ0r3apVEIqlcLy8jJnKpDTimo7UuND0Y316VY7umPL6/Xi4cOH3AAxHA5zwxgytthsNh5bDg4OkMvluIleNptFJpNBOp1GPB5HKpXiaCzRj3XphaHY5XJhZmYGCwsLmJ+fx/z8PPx+/5moQcMwuFlduVzmDTdpqFAoYHd3FwcHB20OBtGPNdHva7eQkZgMNYuLiwgGgwDApdz0Y9F8RzqiWnylUgkbGxvY29vjevqiH+vSC+2Qk5NKBlC5AMMw2qKxCL3cDZVqOzo6QjKZxMuXL7GxsYFisch1ryUTxnrQGHDVe0Jp3x6PB5OTk2wYjkQiXOqvU6kbqktcr9extraGr776Ci9fvkQ2m+VxSQ/oEu1YB3Oj56ugOxkoc3NhYQHRaBR+v5+NfPr91+1EKysr+P73v48f/OAH3DDz5OSE6xPrWejC7aOX9bsqupGYypYsLi5idnaWnVQOh+OMdmj9nEgk8OWXX3LGeLVaRa1Ww87ODiqVCq+t75t+bsVQ3M0gT4tXKnxNln9KvyXvNnX8pZu7s7ODRCLBBfCpdler1WpL/RasT7faoWhyvQg5eaZpUTM4OMjlR6guKHW6TKfTHP1JfyedSVRNf9Ctoe/4+JibcdjtdtTrdQDg5mTksKKFCqWq7O7uIpFIoFwusxeSmpFRyreMO9bnKt9twzC46djIyAiOj49RqVQwPDwM4HU5Jb2eW61W4yyYTCaDYrGI7e1tLpVE2ull0wfh+rjq/aFovmg0isHBQTSbTd5Eud1uAG+yYGiOK5fLKJfLKBaLePXqFYrFIrLZLJdH0qOIRT/WpVep38PDwxgaGuLyWl6vF8FgkDfaelkmCqCgjCmqz0fPMxtpRD/W5Kr3hTbb1DTTbrfDbrcjGAxibGyMHQx6BKruqCKHQi6Xg81m45RecozK+GNNehkNqjcio2wGMvC1Wi3uKUTHPT4+RrFY5IarNputbc9PTYXFSGxdeqkfPZOKnFS6gc8cSUw6obIS5DCvVqtciot0JNHE1qPX0cQul4vLbQWDQS6TRA9zuTZyUrVaLZ67yL5YqVRQqVTutb3n1gzFl30NbYSoSDlZ9wcHB3FycgKPxwO73Y5kMol6vY5KpYKdnR3s7+9z6pM53UmvaSxYn27uk64dWmyQ0ZcaTVEaJjkO6vU69vf3sbe3h/39fezv76NcLqNSqfD70sZJjH3Wp9vvN00g1FWXmkPVajVOXxkaGuKFSLPZRCaT4cZR29vbyOfz2Nra4kUujV+im7sNzXNDQ0NwuVzweDycFTM2Ngafz4eBgYG2xjHkVKCo83Q6jc8++4y92lRu4r4uVu4TlP3kdrsRDodhGAY7mOx2O1wuF+tGT9mleqCpVIq1U61Wec6Tjfb9gBwKwWAQdrud77fL5UIgEADQXs+WNtKVSgXZbBbPnj3jZi5k3NMdVKKfuwtttimAgjbWPp8PoVCoraY+QeUmSqUSNjc3eY9Gz6Ox56qNrgRrQ4Y+/REMBjExMcEOhuPjY15T0xjUaDSQTqc5mAJ4s8eifZs4yK1LLw19pBu73c4N6KlMkr721WsT1+t11Go1VCoVnsvq9Tr3+mg2mxzQI/qxFr28H3rJpLGxMcRisTYngz4u0bFpbKFACr3kH9kZ73uptlsrPXFZaKG6vb3NTTaoI280GsX4+Dj8fj82NjaQTCaxt7eH7e1t3mTrxcvNA41wt6HJZHt7m50IbrcbPp8P77//PiYmJuD3+7G5uclp3n/+53+OZDKJg4MD3qDrm+xepdkI1qbVaiGdTuPly5f4vd/7Pa5xDbxuvBEMBpHJZLjczSeffIK1tTV88cUXKJVKbBjWI2nu62Rz3zAMA4eHh9jf38cf/uEfYmRkhMtO0N8pq8Fms+Hly5dYWVnBt771LW52WCwWUa/XeZEiNa3vBxTxUC6X8b3vfQ+RSASRSASjo6NcG10pBYfDAYfDgXw+j83NTfzFX/wFtre3kcvlsLu7i3w+j1qtxmUoZOy5H1BEXiKR4EwGamDn8XjgdDrhcrngdDrRarVQKBSwvb2NlZUVJBIJvHjxAolEAoVCAblcjjPyZM1z96G1LUVWnZyc4Pnz5xgdHUUwGMTh4SF8Ph/8fj8GBgbQbDZRqVR47/X5558jHo8jm81ib2+vrfGhjD13F71WfqPRQKlUwsrKCmKxGEKhEBqNBkZHR9ui0k9OTpDNZlEoFPDq1Stsbm7i4OAAy8vLnO5NATky9tx9dMcBNU1NJpMYGBjg+sQulwsAuBRkvV5HKpXCzs4OUqkUvv/972N9fZ2DenQHuXD30RvxUo+y4+NjeL3eNmcl2XQajQb373j27Bm2trbaIoqlafgtGIqvgmEYqNVqAIC9vT2O1rLb7ajVarDb7djZ2eEC1IVCgT2S5knmqvUDhf6BJp9SqQSbzQaPx8OFzufm5rC3twebzYa1tTVO8d7b20OhUEC1Wj2TrkKGYtHO3YbuL+nG5/OxsaXZbCKXy6FcLmNvb48noLW1NWxvbyObzZ5Jt9Q72Qv3g1qthsHBQaTTaZycnMBms3HN2OPjY1SrVY5M39jYwPr6Ora3t9ucDDSHAZDN0j1BjxIulUqcxktdmZ1OJ4DXEaJutxvJZBK7u7vc8JAauFA0hO7oFO4+NEdRCu7Q0BDq9TpvoCiTanh4mBsAbW1tIZPJsG7ISEzpu6Kd+4Fes/rw8BAOhwPlchnZbBbxeBwejwejo6NQSsHpdOLw8JAb1FFt4lKpxHswCrQQ7jbmUhLUUDWZTGJra4trxA4ODnL5Lb2kH0WhU6mtarV6r6P47it6rXNyNlGJUHJuUpYMlQzQS0+USiXUarUz5SZFQ3cffe4qFotIJBLswHI6ndzfg2rs0zqJMoJp/qII9E5ZeOb66veBCxmKlVJBAP8EwPsADAC/CGAFwO8AmAWwBeBnDcPIX8tZnkLpl2R8odRMr9eL7e1tTpvTQ8jfNsncxxt+01hJO8ViEc1mk2s8UimT3d1dZDIZrK2t8UBBkcR6BJ9u5DN37BV6jxW0YxgGNyz0eDxoNBoAwA0Py+UyVldXuY7f8+fPkUwmkc/nz40+l/HmerGCboDX97lUKuHk5AQul4vLmBwfHyOdTiOVSqFQKMDr9cLn8+GHP/whVldXsbOz05ZmSY4qcTJcP1bRDgBev5BR2G634+joCPl8njfQfr8fwWAQm5ubWFlZwbNnz3iTXqvVeMMEQIw114yVtEPrlqOjIxSLRQwMDODw8BCZTIbTvkOhEIDXmTEURdxqtTj6nNIuyVElY8/1YSXt0FrFZrOhVqvBZrOhXq8jHo9zT4+pqSkuK1CtVrG/vw8AHClKmXt6HxjRz/VgJe0QuqF4b28PhmHA6/WiUqlw/WLakzkcDgBv6uxTCSXKBBYj3/VgRd0AbzKAT05OkEgkcHJyguHhYQ668Pl8cDgcODk5gdPp5Mw8MuxRFKiexSD66S1W1I6e0WAYBlKpFI6Pj1EoFFCpVHBycoLx8XG0Wi04HA6OTNeDSUl7ZEMkHZqPcd/0pC7ygZVSvwngO4Zh/BOllAOAG8CvAcgZhvHrSqlfBTBsGMbfe8f7GL240FS/hqJsfD4fL25pA6V3ZhY6YxjGtVs7raQd6uSsp15OT08jl8txIwXSDW3Sz9tc33ejTb9oRyl15ZtE400gEGDH1AcffIB8Po98Po9iscjPpcZRtVqtTR9S7ob53DCMj6/zAL0cc656LqQdn88Hl8sFn8+HDz/8kOero6MjdjKk02lks1ns7u62RUF00tF9pF/GnNP3ufKNovnK7XZzU8T333+f/+50OuH1ejkFfHt7G5988gk70mnjJBE191M7VGeWGpPNzc1xc7JgMIhQKIRoNIr3338fe3t7+KM/+iPUajUcHh4ilUpx2Rs9Kus+ct+0A4AbStEYNDY2BpfLxQ0So9EoZmdn8RM/8ROoVCr47LPPuMnz8vIyNjc3kclkOCPvvjqp+kU7vdIN1QgFXjsN/H4/nE4nnE4nRkZGMDk5icXFRfz0T/80AGB7e5szgldXV/H5559jc3MT8Xico0TvaaBXX62Te7GvUUrxPbXZbDzeDA0NYXR0FDMzM3j06BF+5md+Bk6nE8VikcsJxONxfPe738WrV6/wxRdfoFAooFwucyYeBezox6Lf6//eBfplzDl9n57YBAHwuEMl2ex2OxwOB487Dx48wM///M/D7/ej2WwiFApxg/rV1VVsbW3h29/+Nra2trC7u4tisciGYjpHXaN6OZy7op/ztPPOiGKlVADAXwHwH56+0RGAI6XUNwH8G6dP+00AnwB4qyh6BVn9qaSAXvTeXCJAuD2sqB1KpyOv0dbWFtex1ovdv2tjJNq6XqykHRpvKMLh6OgIr1694vS4w8PDtujPt0VBiG6uFyvp5vT4bWNOs9nE6uoqb4IoUpgaq+rNo8zvI1wvVtMO0N409eTkBOvr6zg9N+7R4PF44PV6kclkOONKnOU3ixW1Q/MRjSeJRII3U36/n7MalFLIZDJIpVIcgU6RxJ3GIqG3WFU7+n0vFApcgqtUKnG0+ezsLA4PDxGPx1Gr1VCtVpHJZO59l/ibworaOT0Pzk6g8YQaip+cnGBrawsOhwPZbBYDAwOo1WpIJpNcr5ieexEk+OLyWFU3hF4SgPZXg4ODGBwcRCKRgN/vx9HREddIz2azXM9Yb/p8+tlu+vTvNFbVjn6faQ3cbDYxMDDARuNUKsVaIn2Uy2WkUinE43HO8jxvH2bmvow9Fyk9MQcgDeB/VUo9BfA5gF8BEDEMI3H6nAMAkYscsBdeJwC8caI6bPrvL/M+vTin68bsCesjQ7iltEPv0Ww2OR03n8/z5umiE0u/aoew+jmf0lPtXJVWq8WNEwqFApLJJHcE1+s3vu272U8REKKb3kHaofr66XSaG5JRxEynh04/a6cfzvkUy2mH0nEPDw8BvJ6vnE5nm3YoepTmNjLO9OMitp90bsJS2iFDDTm/qX4jjTtkNB4YGMDz58/RarVQqVTaGj/TeqhfdCTa6R16MA45xwcHBzEwMIBCoYD9/X0sLy+jXq+31b+u1WrcLb6foohFO72BdAO82aNTs95arca10EdHRxEOh+Fyubh/zMrKCjur9Pd727Fum37aC5qwlG4AnFn3Hh4eYmBgAEopNBoNFItF7O3tYWlpCTMzM5iamkKj0UClUsHy8jK2trZwcHDAzojLZOPdxBxnPobssd7QK9sO/dtqtWCz2aCUQjabRaVSQTqdxo9+9CMsLi7i4cOHXAZwf38fa2trWFtb4/rW5gaa5vvWKTq9V5+jE7p2OunmOo8NXMxQPAjgIwB/xzCMT5VS/wDAr+pPMAzDOC91RSn1ywB+mf5PN48iXbq5yEoprnGke771tJfzIvro78CbeloAztRgo/Oy2+1QSuHo6OjM6847xrv+dpHPp/+sP+j6KaXaymxYlJ5r5/Q1V7q2dA31yGGzdszX1Dw40Ma8U/QxPY9S95rNJv9N1995n+Eq97OTdvSf6dEHzY261s55urnqdaXi97p29PcHcOaamnVjs9nOjFvm49D4QhEVujaBdt1cdCF0UTql2Jh1Y/EoxWsZc3oxxuqbUd0IQ+ORuR66fnzd8Pe28U/vJk7vo9/L8xwZ16kd+hyinatDhpvT43GUDS1s6bj6ePUuJwRB2tHnRP0+6q/t9T3spB39/30QHd0X2iHjjTotKeB0OlGpVPhv1FhzcHCQo4vpNW+7/vq6XvtM/O911eg3jzOineuZs07Pgdc/1Ofj4OCgrQxgMBhEIBBAIpHgyFCKDDzvfPRxx3zc69LOeetk/W93fc4y64b2NFfVzXlGNxpz3G43tra2UCqVEAqF4PV6YbfbsbS0hOPjYyiluOzN2/ZXZETU19z6vbyOtPB36UbWyb39zPo6hOrKrq2tceZUOByGUgqxWAypVIrHGqVUm8H49JzP2HX07E+aw/TPcdXPQt8F83pe14359/dNO/qe5To+M62THQ4HVldXcXx8jKGhIRwdHcHhcMDr9SIcDqNSqSCXy6Fer6NcLvM6yTAMHmuUet3A1WazcWN7sx1TtyVe5fN00o5ZN+bfX5d2LmIo3gOwZxjGp6f//z/xWhRJpdSEYRgJpdQEgFSnFxuG8RsAfgN4U49Ef5gngIt8QNoEdTK46BfX/F7nLQj0n/Ubo2/idejY9DO9Tucy3vROx9bP1+FwnNnw0+ezeLH/nmuH6HR/L3oN6P51MgbrE1Mn/bzt/+a/6cY9/dh0ruZFuPk8LoLZAKT/nhZmnTR1npHbQnStHbNuTv9t+95qz73wCZmvXaexx/z8Tr/X/95pAWz+rpvf47x73s3n6WTUpom10+eh51s4WqinYw79/rzv6kUg7ZnLInWat8yvMy8W3nWcTprrNG8o0wb8qujvb7fb+ffm8dTCcxVwzdrp5nPr945e36l2vu4wpteYx7u3Hd+sm7f922snQyft6O/ZCwfxDdDztY7+ve9mzNH/1bWj/x5AW2Q6RRk7HI62JnbvWuuY5yvzOejr9cusbzod67xxcnBwsO2zAm/Welc55g1wLevkq85Z5mtm/v4ppVAoFNj4R7XUh4aGuEbk0dHRO7VjPlfzOeja6ZZ3rZPP004fNJG91nXyVcYdfb43jyHpdLotgMbpdMLv93P/mHK5fK4m9J87zU/081U+h/l45+3Nzbqh399l3QBvH3P0z33Z/Yj2/m0/69//RCKBVqsFj8cDwzDgcrngdrvhcrngdDrbjHr0vufZdTrd007jXjecN7bRMfRARf1590k7NpuNtdPp+3pZO0in1+r6icfjGBgYwOjoKGw2GzdGpHVPp/WR+WdqBqyfr64d2uf1IuDvPH3qwarnjbm95J2GYsMwDpRSu0qph4ZhrAD4qwBenD5+AcCvn/77Bxc5IH0JhoaG2NBptsq/7UPqC1mKdqAJ3fwF6/SF14WgT1SEWXDNZvPMF53SaahJiGEYnH5+2cXweYKk/w8ODiIajWJwcBDHx8eoVqucXkrXo16vnzmeFQaa69KOw+GAYRht3pOLfN5O2qHXvetLTc+he6QXySf0L6r+nE6fwWazwel0cnroVQ225gUNDSaRSARKqbYau61WC3a7HTabjUtwmN/rLmmHPgsZIXTnSre6Ac4aSzuNN+bfve0+0+87GWFpnLPZbKx/s266WZR1+vw2mw2hUAg2m43r5pKWBwcHLR2h1esxx6wdc92qi2iH7pmuHX1sOG8jbZ7wL1I3XW+8YNYFNSiiefcyhkSd8xZl9D0ZGRmBzWZDs9nkyA/gTQSQHjltJa5TOzR/XEY7NIaTwYX0QHXQlVJsiDHfc/Mm6F3RGub5Tf8dbarou3+V2n/v0s7w8DBrhBqpAW+iJu6LdkgnZu1cdM6iNQalV5rXJHQta7Uafy9pfKD/0znovRvO+exv1Q7QHq2oP7fbOcv8WpvNxto5Ojpq0w5t7O6jdoDu5izSg57CrTf2ob0IGYSpsabL5UIwGGStUtTVeevr8za2+jhG2jGvi64y/uj7zfO0Q+OSeV1vJXqpHfpemnVz0fUlzTm0H6fX6N952oeUSiVkMhlkMhmMj4/D5/NhbGyMezcUi8WOTRD1c+i01iF0Q04vatV22pvbbDYEg0EA4BKY91E3wJsxx+FwAACPFdrx3vp6s3bo+fS+rVYL5XKZtROPx5FOpzEzM4Ph4WFEIhFuBp1IJLi+vnn9TPdEt+voY1Av1zqdoHGHxhwA56517oN29D3L0NAQgNfaITvFRffnZiMtvTc9qtUq6vU66vU6Dg4OkMlk8PjxY4TDYUxNTWFjYwOrq6v44osvuMm4eawBXuuU1kx0DNIorZvsdjvbdeg5vUC37QSDQZ6vaNzR11u91s5FIooB4O8A+C31urvhBoD/CIANwO8qpX4JwDaAn73oQWmzA7z58uoLUx19cahHB1C6Zafn03t1WhSctynXX6/fkPMWp+bFO4AzE9O7jmE+H/33VP+UOle3Wi2uB2a321GpVDjly2yk7vQ5b3HA6bl29EaG5vutf0793uk/mz15xHkRp+dp57xj0Xu9zRhH50+/1xfDbxsczdoxH4M+n1k7VJ+QOgzThlDfPN1l7ZgXjBcZc4D2shLnZQ+YPYud3udtnDfmmI9F32/9nM+Ljj/vGPp50bH08Ut3gJ2cnKBer3Ndy8PDwzZDYyfdmM/3lujpmAO0pzFeJMLJfG07acEwjI6eYTpGp+e/63jnHYtebx47LqId83HMrwfeaIe6VdN8pddiJm3pC/j7oh269nT93nbN9Xt53jUxa0R/Pi1YzzPCvO145jWTeTOlP0e/Zxe5X2/TDs1b5Dw9PDxkhxhpBwAbyPVj3iftnDdnEea547yxQL8H9JyTkxPOXjs8PHxruQDz+3TSRKf1mL6Ov8x96qQdei96kHZo3Gm1XjeCvM/aAXDERPlBAAAgAElEQVThcQc4uxah15ufo98PuuYulwtHR0c4ODjggBZdu+ZrrmvHPF51OrbZAHlR9HPVtac7SPQ9lt1ux8DAADfLAtBxXX4XtaPvSy6rG/PPnXSj02w2USgU4PV6cXx8jHw+j0wmg1qtdsYpZn6tOSLU7ETX9WWODL/ofbqMbmhtTLqhMcdsLDXPfZ2u0w3SU90Abz7vZZyBF9kz6cZTANxA0+12o1arYWdnB/F4HNlstm1vYn4/fc7Q/9bJXqRrx/w534WuTX1/SJmaSr02jFKja33MuYh2zGPqLXDtdh3ztSfMY4K+juyE+V6TXrxeL0qlElZXV7G/v490Os0OBvPx6F+yrehjgvlz6PtofSy9rHbMYwU58JRSvL45OTlp65VE59hr7VzIUGwYxg8BfNzhT3/1wkcyoV9Ac32zTosVuvi6iMybG3pep4XORSYyM+aNWKcJq5PR5m2G4vMGxU6TEYnNbrdzAza32w0AqFarnPaiXwda0FA0wG1zHdrRDX7mwaGTdsyDzts2T/S+52nnIujH7nQ80p059Zzu32WO0+l4emoEaafZbMLpdAIA6vU6L4D1we6ua8ds7CPMmxjCvDjpVjdvW3Cbx7B3GQh7aewz/2zWjVKvo848Hg+A1ynKpJtOE4+um04T0U0tbK5rvjp9b/7sF3FsmsecTnORebyi3593jE7HO+/n8zYklxnT3vb9MHvTKfKesl5ozCHtmD/nRbVzU1y3ds5bzALnO40vM+4AF69Ret4xzpuvOo07F9kEdtJdJ+1Q5D1FklG2lj7umNMTRTuvMd9LsybOWwPrP9P8r5Ti7Ifzshg6jVUXodM5nXe/3qadTkYbKpfRarU4Y5E23hcdd+hvN40VtNNpTj/v+frPtGFttVo4Pj5GqVTirIe3vQ5or835tvnOrOluxh3znKzPR3a7nccdclDp2Rr6vK7vQe+idjrtzTvRSTf0+/Oeb96rUqPWVquFTCaDRqNxJprP/H76PTGvn4lO976be9NJN/q+m3RDWZr6mNPp2Oddq7ugG+DsmKOU6phZ24129J+bzSZyuRwKhQJqtRoODg44Gr3TnKUfT58P3rb+Bq5evoSOZ56vgPaMDz3Dt9N8Re/V6XzvgnZ0QzFdJ6KTPvR/L6Md4PVepF6vIxKJoFqtIh6Po1ardXSOmzWh75HNNknzMSn4jz7fRTDfd70cBo079DPNV+R80L9zvdaOukmRKaXSAKoAMjd20IsTgjXPC7iec5sxDCPc4/e8NpRSZQArt30e5yDasSgWH3MA0Y5lEe10zb3WDSDauQKiHWtrx6q6AUQ7sk7unnutHYuPOYBox7KIdrrmXusGsLx2rKob4Ia1c6OGYgBQSn3fMIxOnohbxarnBVj73G4KK18DOTdrY+VrIOdmbax8Dax6blY9r5vGytfBqudm1fO6aax6Hax6XoC1z+2msPI1kHOzNla+BnJu1sbK18Cq52bV87pprHodrHpewM2f2/n5SIIgCIIgCIIgCIIgCIIgCMK9QAzFgiAIgiAIgiAIgiAIgiAI95zbMBT/xi0c8yJY9bwAa5/bTWHlayDnZm2sfA3k3KyNla+BVc/Nqud101j5Olj13Kx6XjeNVa+DVc8LsPa53RRWvgZybtbGytdAzs3aWPkaWPXcrHpeN41Vr4NVzwu44XO78RrFgiAIgiAIgiAIgiAIgiAIgrWQ0hOCIAiCIAiCIAiCIAiCIAj3HDEUC4IgCIIgCIIgCIIgCIIg3HNuzFCslPpJpdSKUmpNKfWrN3Xcc84lppT6llLqhVLquVLqV05///eVUvtKqR+ePn7qls5vSyn17PQcvn/6uxGl1J8opVZP/x2+jXO7DayiHdFN/yHaufD5iXY0rKKb03MR7fQRop1LnZ9oR0O0c6nzE+1oWEU7opv+Q7Rz4fMT7WhYRTen5yLa6SNEO5c6v1vVzo3UKFZKDQB4BeCvA9gD8BmAnzMM48W1H7zz+UwAmDAM4wdKKR+AzwH8WwB+FkDFMIz//jbOSzu/LQAfG4aR0X733wLIGYbx66dfqmHDMP7ebZ3jTWEl7Yhu+gvRzqXObwuiHQDW0s3p+Yh2+gTRzqXPbwuiHQCinS7ObwuiHQDW0o7opr8Q7Vzq/LYg2gFgLd2cno9op08Q7Vz6/LZwi9q5qYjibwBYMwxjwzCMIwC/DeCbN3TsMxiGkTAM4wenP5cBvAQweVvnc0G+CeA3T3/+TbwW8X3AMtoR3fQdop2rcV+1YxndAKKdPkO0c3VEO6KdbhHtyFqnG+6rbgDRzlW5r9qxjG4A0U6fIdq5OjemnZsyFE8C2NX+vweL3ASl1CyArwP49PRXf1sp9SOl1D+7xTQAA8AfK6U+V0r98unvIoZhJE5/PgAQuZ1Tu3EsqR3RTV8g2rk4op03WFI3gGinDxDtXA7RzhtEO5dDtPMGS2pHdNMXiHYujmjnDZbUDSDa6QNEO5fjVrVzr5vZKaW8AP4vAH/XMIwSgH8I4AGArwFIAPgfbunU/nXDMD4C8DcA/KdKqb+i/9F4XS/k+muGCB0R3QjdItoRukW0I3SLaEfoFtGO0A2iG6FbRDtCt4h2hG4R7XTmpgzF+wBi2v+nTn93ayil7HgtiN8yDOP/BgDDMJKGYZwYhtEC8I/xOjz+xjEMY//03xSA3z89j+RpHRWqp5K6jXO7BSylHdFNXyHauSCinTYspRtAtNNHiHYugWinDdHOJRDttGEp7Yhu+grRzgUR7bRhKd0Aop0+QrRzCW5bOzdlKP4MwKJSak4p5QDw7wH45zd07DMopRSAfwrgpWEY/6P2+wntaT8N4KtbODfPaTFtKKU8AH7i9Dz+OYBfOH3aLwD4g5s+t1vCMtoR3fQdop2LnZtopx3L6AYQ7fQZop2Ln5topx3RzsXPTbTTjmW0I7rpO0Q7Fzs30U47ltENINrpM0Q7Fz+3W9fO4HW9sY5hGMdKqb8N4F8CGADwzwzDeH4Txz6Hfw3AfwDgmVLqh6e/+zUAP6eU+hpeh3BvAfibt3BuEQC//1q3GATwvxuG8f8qpT4D8LtKqV8CsI3X3RjvPBbTjuimjxDtXBjRjobFdAOIdvoG0c6lEO1oiHYuhWhHw2LaEd30EaKdCyPa0bCYbgDRTt8g2rkUt64d9bq0hSAIgiAIgiAIgiAIgiAIgnBfudfN7ARBEARBEARBEARBEARBEAQxFAuCIAiCIAiCIAiCIAiCINx7xFAsCIIgCIIgCIIgCIIgCIJwzxFDsSAIgiAIgiAIgiAIgiAIwj1HDMWCIAiCIAiCIAiCIAiCIAj3HDEUC4IgCIIgCIIgCIIgCIIg3HPEUCwIgiAIgiAIgiAIgiAIgnDPEUOxIAiCIAiCIAiCIAiCIAjCPUcMxYIgCIIgCIIgCIIgCIIgCPccMRQLgiAIgiAIgiAIgiAIgiDcc8RQLAiCIAiCIAiCIAiCIAiCcM8RQ7EgCIIgCIIgCIIgCIIgCMI9514YipVSW0qpv3bB5xpKqYUuj9P1awVrItoRukW0I3SD6EboFtGO0C2iHaFbRDtCt4h2hG4Q3QjdItq5HPfCUGwFlFIjSqnfUUpllVIZpdRvKaX8t31egvUR7QjdItoRukF0I3SLaEfoFtGO0C2iHaFbRDtCN4huhG7pJ+2Iofjm+K8ADAOYA/AAQATA37/NExL6BtGO0C2iHaEbRDdCt4h2hG4R7QjdItoRukW0I3SD6Ebolr7Rzr0zFCulvqGU+v+UUgWlVEIp9T8ppRymp/2UUmrj1Mr/3ymlbNrrf1Ep9VIplVdK/Uul1MwFDz0H4P8xDKNkGEYRwO8DeK9HH0u4AUQ7QreIdoRuEN0I3SLaEbpFtCN0i2hH6BbRjtANohuhW0Q77+beGYoBnAD4zwCEAPyrAP4qgL9les5PA/gYwEcAvgngFwFAKfVNAL8G4N8GEAbwHQD/xwWP+z8D+DeVUsNKqWEA/w6Af3GlTyLcNKIdoVtEO0I3iG6EbhHtCN0i2hG6RbQjdItoR+gG0Y3QLaKdd2EYxp1/ANgC8NfO+dvfBfD72v8NAD+p/f9vAfiz05//BYBf0v5mA1ADMKO9duGc40QB/CmA1unjTwA4bvvayEO0Iw/Rjjys8xDdyEO0Iw/RjminXx6iHXmIduQhuhHd9MNDtHO5x72LKFZKLSml/lApdaCUKgH4r/Hak6Czq/28jdc3FABmAPyD0xD1AoAcAAVg8gKH/l0ArwD4APgBrAP437r/JMJNI9oRukW0I3SD6EboFtGO0C2iHaFbRDtCt4h2hG4Q3QjdItp5N/fOUAzgHwJYBrBoGIYfr8PGlek5Me3naQDx0593AfxNwzCC2sNlGMZfXuC4XwPwvxiGUTUMowLgHwH4qSt9EuGmEe0I3SLaEbpBdCN0i2hH6BbRjtAtoh2hW0Q7QjeIboRuEe28g/toKPYBKAGoKKUeAfhPOjznvzitGxID8CsAfuf09/8IwH+plHoPAJRSAaXUv3vB434G4D9WSrmUUi4AvwzgR1f5IMKNI9oRukW0I3SD6EboFtGO0C2iHaFbRDtCt4h2hG4Q3QjdItp5B/fRUPyfA/j3AZQB/GO8ueE6fwDgcwA/BPBHAP4pABiG8fsA/hsAv30aov4VgL9xweP+IoBZAHsA9gHMA/iFbj+EcCuIdoRuEe0I3SC6EbpFtCN0i2hH6BbRjtAtoh2hG0Q3QreIdt6BOi2qLAiCIAiCIAiCIAiCIAiCINxT7mNEsSAIgiAIgiAIgiAIgiAIgqBxJUOxUuonlVIrSqk1pdSv9uqkhLuPaEfoFtGO0C2iHaEbRDdCt4h2hG4R7QjdItoRukW0I3SD6OZu0nXpCaXUAIBXAP46XtfY+AzAzxmG8aJ3pyfcRUQ7QreIdoRuEe0I3SC6EbpFtCN0i2hH6BbRjtAtoh2hG0Q3d5erRBR/A8CaYRgbhmEcAfhtAN/szWkJdxzRjtAtoh2hW0Q7QjeIboRuEe0I3SLaEbpFtCN0i2hH6AbRzR1l8AqvnQSwq/1/D8C/8rYXKKWkc56FMAxD3dKhRTt9Tr9oR3RjOTKGYYRv6diinf+fvTf5jTvNssVOzHP8Yp6DQ5AiNaSUVakclFnVXS64F90FdHv34M3DM2CgV14Y8MIP/gveyoC3Bdhou9Fo2IAN+O3cXd1dyM5CV1VnV+WgkihRFMVBjHmeZy+U5+qLEJWZYipFRvB3AEFMJhlBRhzd7373nnvuAmNRYg6gc+eiQeeOjrNC546Os2JRuKPz5sJBz5N1nAmLEnMAnTsXDS/jzncpFH8rGAyGvwTwl9/38+hYPujc0XEW6Ly50Dg47x/g66BzR8dZoXNHx1mhc0fHWaFzR8dZoPPmQkPPk3UsJXTuLB6+S6H4KYC08t+prz43g+l0+nMAPwf07oEOgc4dHWfFN3JH542Ol0Dnjo6zQD+vdJwVOnd0nBU6d3ScFXquo+Os0Lmj4yzQz6slxXfxKP5XAFcMBsO6wWCwAvivAfzn1/Nj6Vhy6NzRcVbo3NFxVujc0XEW6LzRcVbo3NFxVujc0XFW6NzRcVbo3NFxFui8WVKcWVE8nU5HBoPhvwPw/wEwAfjfptPpH17bT6ZjaaFzR8dZoXNHx1mhc0fHWaDzRsdZoXNHx1mhc0fHWaFzR8dZoXNHx1mg82Z5YZhO35zyW5eZXyyco+n5K0PnzsXConBH582Fw79Np9N3z/uH+DbQuXOxsCgxB9C5c9Ggc0fHWaFzR8dZsSjc0Xlz4aDnyTrOhEWJOYDOnYuGl3Hnu1hP6NChQ4cOHTp06NChQ4cOHTp06NChQ4eOJYBeKNahQ4cOHTp06NChQ4cOHTp06NChQ4eOS443Xig2GAwwGBZGGa/jAkHnjg4dOnTo0KFDhw4dOnS8Puj3Kx1nhc4dHWeBXte5+NAVxTp06Fhq6AeRjrNC546O7wKdOzrOCp07Os4KnTs6XhU6Z3ScFTp3dOhYXpyLoliHDh06dOjQoWNZoec6Os4Kg8GAN7loWsfyQI87OnTo0KFDh47XAfObfsLpdKonwDrOjMvKHSb/l/X3/664rK+bemm8rK/Bd8Fle83UOKNz57vhsr1mKl/UQudlex1eB5b5NZvPZeYLm+r/X+bX4fvCMr9mp3FHjTV63Dk7lvX1elkec1qus6yvwZvAsr52etNWx2XHuRSKLxPmL0+EngS/Oi7T6zU/8s7DSk+EXx2X6XU6jTfEZDKZ+drL9LroeBGnKc+MRqPEGaPx2cDR/Fmlxx8dapxR+UKumEwmAM9izsv4o+PyYT6uEOrn+LHOHR0qyB2DwTCTy5hMJuGJGoPUr9F5c3kxf1apn+fZpd+rvhuW9TUjN75NsXhZX4PvG8v6up0Wdxb1d33jheJlBonBSxKAmY/tdrskMP1+Xw4pJsTj8VgeZ1EJpeNsYAKs8sVsfv7P0+l0AgBGo9EL3JlMJhiNRi88ps6h5YfJZILRaITFYpGLkcobj8eD6XSK0WiEXq8nRZzRaITxeIzBYHCq4kLnzvLDYrHAZDLBZrNhNBphOp3CZrNJTPH5fJhMJhgOh8Ids9mM4XAocei05qfOneWG0WiEzWaDxWKBzWbDcDjEZDKB3W7HaDTCZDKB1+vFeDxGr9fDYDCY4Q7jjgo97iw/WOhzOp2wWCyw2+3o9/sYj8ew2+0Yj8cYj8dwu90YjUbodDoYDocAnnGOZxY/p0LnzXLDaDTCbDYLd6xWq3DHZrMJdxwOB4bDITqdjpxpRqMR4/EYk8kE4/H4VPWxjuUEc2OHwwGz2Qyz2Sy8MZvNwgmz2Sw5De/hgJ7TXGYw5tjtdrlTDQYDjMdjGI1GqdsAkDu43tTUodYB7Xa7NC/JHUKNLfMirosGvVD8GkGCMMBYLBa43W4Mh0MMh0N4PB65JJE8FosFBoMB4/EYrVYLJpMJJpNJioH6QXU5QN4wsbFYLPB6vRgMBhgOh9A0DdPpFL1eT4rJ5M5kMkGtVoPZbIbJZEK325Xgo1/AlxtGo1GKxSzekDf9fh+BQEAKNuSNzWaTy1O5XIbVaoXJZEK73ZYLlR53lhvkjdlshtFohMvlgsViQSAQQKfTQbfbRSAQwGQyQafTgcViAQBJfMbjMfL5vBSbVe6cpgTUsRxgjsNiDQt+JpMJwWAQ7XYb3W4XwWAQg8EAnU4HvV4PBoNB4s5oNEKhUJAzr9/vC28A/axaVvDyZLPZYLPZYDabYbVaYTab4fP50O120e124ff7MRwO0Wg0JA+2Wq0AnjXKS6WSPKZa+NN5s7wgdxwOB6xW60w88Xq96PV66PV6cLvdGAwGsFgsM81N4BlX6vW6PKYeb5YbPF9MJpPkN8Cz/NdgMMBut0uebLFYMBgMYDKZpLGpTjb0ej15XJ0vyw81P/Z4PLBYLNLQBCB8YcObTYZ5wZYqANSx/Jiv43g8HhFIsKHJ+xNFFerHF3Vq/I0Xipe5i6uSxOVywel0IpVKodFooNFoIBQKYTgcymWKX8du5nA4lESoWq3OXLzVot9lxbJyR+WN0WiE2+2Gy+XC6uoq6vU6arUaYrEYhsMhms2mFGfcbreoAQeDAVwuF6xWK4rFoqi8eJFaxtft22KZecPGEnnj9XqxtraGcrk8w5tGoyFFPo/HA6fTKWpRt9sNu92O4+NjUYuqBePLjGXkDot9bGaaTCb4fD5omoZMJoNisYhisYhUKoXhcIh6vY5utwuDwQCv1ytqUcYcm82Go6MjaWoB0LmD5eUOlRIWiwVGoxHBYBCapmF1dVW4k0gk0O/3Ua/X0el0JD55PB5Ri/L7K5WKXLD04s3ygtxxOp1S+A0EAtA0DfF4HJVKBdVqFZFIBL1eDx6PRwp7jDODwQCtVksmGTqdzqkXLB3LA1V843K5pMDn9/vh8XgQDodRq9VQrVbh8/nQ6/Vgt9vRarUAQJoSw+FQRBQAZqYadN4sH1jsY8HGbrdLM8Fut8Pn88nd3Gw2o9frwWKxoNPpvNBgGA6HM+pRnS/LCZ4rLBJbrVb4/X7Y7XZ0u11RpbtcLrRaLTQaDQBAv99Hq9WamfYFMNMAB/Q4s2xQbUnUexW5EwqFYLVaZ/IUi8WCbreLXq8n96hutyuKdD7eRWoyvNFCMZUoHBNaJrDo63A44Pf7ce3aNUQiEbRaLTSbTTSbTQDPAgfHwd1uN9bX17Gzs4NCoQCHwwFN0+B0OtHv96VjRQKeZi9wWbCs3GESrGkaXC4XwuEwtre3EQ6H0W63hTtmsxmDwUAKfB6PB5ubm9jd3UU+n4fb7ZbHoIqL3Jk/rC4TGLhZNF8W8OIUiUTg9XoRjUaxubmJQCCAdruNcDiMer0uscTpdMpY79bWFg4PD1EqleDz+RAIBOB0OtFsNoU7qjXFZQULG8v070ct9K2vr8Pv9yMSicjH7XYboVAIyWQSTqcT3W4XDocD/X4fHo8HW1tbyGazqFQqCAQC8Hg8cDgcUhDsdrvSIb/M3AGe+z0vC3eMRiOsVitcLheuXr2KYDAIn8+HtbU1aJqGZrOJWCyGdrstyXGpVEKn04Hb7cbGxgby+TzK5TJ8Pp9MMlANyPOKVjmXGfRdXQbuqDFH0zTcvHkToVAIHo8HqVQKHo8HlUpFeGC329FsNlEoFBAIBGC327GysoKTkxOUy2V4vV55bAos9JHf51B9ehcZtGOz2WxwOp0IBAK4ffs2QqEQzGYz4vE4HA4HyuUyer0e+v0+bDYb6vU6CoUC2u02bDYbEokEjo+PUSwWJX/mJZxCCr3JsNgLs9VpXhb5HA4HXC4XQqEQbt++DU3TZMrOZrOhUChgNBpJDKnX68hmsxgMBrBarQiHwzg6OkKlUkG73RbesBm+iK/T94VF4s78HheLxSLTuCzyMa/1+Xx499134Xa7US6XRVFcLpfld2WTqlgsot/vw2w2Q9M0FAoFNJtNKQAuQ0z+PrAI3OF92+FwyPs4Go2k6cTGt8FggKZpsNlscDgcuHXrFpxOJ/L5vJw35XJZBF75fB6NRgPlclmcBnif4qQdcZ6vj2498RrAA8put8PlckHTNEQiESSTSVHVNBoNdDodAJCvpfqvWCyKwjiZTELTNDQaDRnnVTtUlxkXOZCcFarKxuPxwO/3IxaLIZFIoNfrodFoSNBgcmu1WuH1epHJZFCpVNDv9wFAuFOtVgE8H8tchsvmd8GyHdCqwsbj8SAQCCAcDiORSCASiaDb7aJWq0m3ezgcwufzwWw2w+v1YmNjQzz8RqOR8KZQKEgizOKofoFaLrBxYrVa4fP5EA6HEYvFkEwmEQqF0G63oWka6vU6jEYjBoMBPB4PDAYD3G43MpmM+MzG43FEIhG4XC7hzmAwEN7o3FkuUJ3Fok0kEpGmQiAQQLPZlLzFYDCg2+1Kg8rlcmF9fV2S5UgkAk3TYLVaUa/XZzz+dM4sz5nFOGC1WuFwOODxeBCJRBCNRqFpGpLJJHw+Hzwej0zaUQFI/2uHw4F0Oi3jmVTpGAwGKeCoFhQ6FhvzRT+XywWv14tIJIJUKoVwOAybzYZoNAqn0wmXy4V2uy2KUKrPR6MR7HY74vG45DTValXyaObUzI/182rxoCpA+UdV8/l8PsTjcWlm9no9+P1+KeSwwUARBVXENpsNoVBIbCio+BuPx2g0GrqqeAGheseSNwaDQaYUeKdic8nr9SIUCiGTycDlcsHj8UhB0OVyyf3J6XTC6XTCbDaLEp2Woywo8j7FmKNjFhfxNVE5wmIwpymZr0ajUQQCgZmlh7FYDE6nEw6HA5lMBna7XfZ3jEYjuFwueQ7aKamwWq0iamOcOW+h2xstFLMIcRFJcVaoRRufzwev1wu/349wOIxUKoW1tTWUSiXk83nxdPR6vYjFYqICpU+oy+XC+++/j3Q6jZOTE+RyOTmcLnvXmwF3mX5/Hlr0BvX7/QgEAggGg5LclMtlFAoFVKtV6WhFo1E5uJrNpvhvvfvuu0gmk3j69CmePn0qNgJ8rmV67b4teClYpt9d7W6Gw2FEIhGEw2GEQiHE43Gk02mUSiUUCgVpQFEhwYYEfa+3t7fxgx/8ANFoFIeHh+IZumxx+ixYRu4wEfZ4PIhGo4jFYsKdaDSKeDyOcrmMYrEosYPWFPw+ANA0DWtra7hx4wbC4TCePn0KAOh2u6cum7qMWKbLJJV9brcbwWAQsVgMsVgMPp8PoVAI4XAY169fR7lcFrUNf39N06SJbjKZ4PV6EQ6HsbGxAU3TkM1mMZ1OX1gkdJmxDM1dteDHJngqlUIqlUIkEoHT6UQ0GkUwGMTW1hZKpRJKpdLM5Bgv5w6HQ7jDxzKbzcjlcmKhtCz/1r4rFpk7VBGrCj+eUxsbG7hy5QqCwSCMRiMCgQDcbjeuXLmCbDYrk3XcyaBpmizcJAcdDod4RNZqNb3JoGBRXgNVEcr4wv0cVqsVVqsVNpsNN27cQDwex8bGBjY3N+FwONBut+F0OmGz2bC9vY1sNotsNguXyyW2NuQNC89erxculwv9fh/dbhe7u7uXflpqHovAHb6fdrtd+GM2mxGLxRAMBmUiwel04r333kM4HEY8Hkc4HIbRaEQoFALwjHPXr19HoVBAsViE2WxGu91GpVKBz+eDwWBAv9+Xxa1Wq1WmwyuVih5v5nDRXgu16Es70GAwKNMJrKsMh0Pcvn0bm5ubsiOKccXtdsPhcMDhcGAymcjODnoUVyoVVCoVxONxVKtVnJycwOv1YjqdotFowGg0olQqzSwP7/V653a2v3FF8UUjxXeButTF4XDMKGwikQh8Pp8Uj1dXV4UkJpMJmqbBbDbDYDDgz//8z9Fut+VQMhqN+Oijj3BycoJsNotPP/106YqkZ8Gy/P7zyQ25E4vFsL6+jlQqJd1wjmeyUcDlHVxC9ad/+qdot9sAMMOdXC6HXC6HTz75BK1Wa2leu4t+KrQAACAASURBVLNgWX53XpyYfLBpkE6nsbW1hVQqJePgbrcbiURCLl5UhJI3P/3pT9HtdjGZTOB2u2EwGPCjH/0I+XweuVwOv/jFL2YWv1xWLAN32ChgoZebnOPxONbX17G5uSkWJrwUxWIxWeYCQAo1HI1iQZijeB988AHW19dRKBTwD//wD6jVauf1614YLDp3yBu73Q6n0wmv1wubzQar1YqVlRVsbGwgkUggEAiIKsfpdCIWi834rNlsNuHOnTt30G630el0YDAY0Ov1cOPGDUSjUdRqNfz+97+XySsdiwmeUy6XS3yp3W63LN9dXV1FJpMRX3QW73ieqZYt9LE2GAx47733sL29jXK5jEqlglKphFAoJCrSUqmkN6kWDOqlHADcbjecTqf4nvt8Ptm9MR6PkUwmkU6nRaWlKkCj0SgsFosUf8kdALh9+zYymQwODg6wv7+Po6Mj2Gw28Yykh6SOiw3en6kINplMMhUXiURmeMN8dzQaIRQKIRQKieKTzQKbzYZIJCJq0NFoJIpT3rlWVlbw8OFDPHr0CMfHxzNLgPV7+cUH4wsb1m63G9FoFDabDY1GA9evX8fq6ioMBgM8Ho/EHKPRiMlkIg2pSCQizW96XScSCQDPl9mp6k+73Y5sNouHDx/i+PgYpVJpZkGiHm/OH6ypMFdVi8Nqs3Jzc1PEMrFYDDabDeVyGbdu3cLGxobEEt7NJ5OJLAS3Wq0IBAKiKG42m/D7/Uin0+JPvL29LVYTo9EIfr8fuVwOe3t7qFQqaDQaL/ysbxK69cQZwTeNW79VpUMsFoPf75eRBG4Ht9lsAJ5dIJ1OJwDIQiAGjcFggHa7jVQqJWrTzz///Nx+Tx2vF+pIHYvEbCb4fD4kEgn4/X5JmNnZ5sjLZDKBw+EQz2pyZzKZCHfS6bRc8H/729+e82+s43WABxfjjcPhgNfrhaZp8Pv9iMfj4hnrdDqlMMNNzyzYGAwGjMdjOJ1OSYyHwyE6nQ6SyaQo/z7++ONz/o11vA6oVhMOhwNOp1MKevSn5pgdeeV0OmXagSCPGH9oM9HtdtHpdBCPxyUJ//jjj3WrpAWHahnAIjG91+x2+8zkCxVanHJQCz/zS4E4Et7tdlGpVDAYDBAIBKRxyq/VsbhgbuN2u+Hz+RAMBmX5oc1mQyAQkMKN+p5zBFNtMqhFY7PZLJf2fr+PbDYrfNTt2RYTzId53pAz0WgU4XAY0WgUwPMCod/vRzAYlCIh8xn6X5M7qm3WeDyWM240GuHk5EQUf9xBACx+Y+8ygHkw81RaBqyuriKdTiMUCiEYDCIcDosSbzAYyP2KXAOeLSCzWq3CG4L84TSvy+VCo9HA8fExRqORcFbHxYWag/DfudvtlviysrIidkdXr17F2tqaCPj8fj+63S4GgwE6nY5M7wIQ24FWqyV+58BzznBBGe3ZXC4XarUaSqXSzMIz/aw6f6g1PL6Pqk+11WqVWJNKpWSvxsbGBtxuN0qlEjY2NpBOp2EwGERBzF0LAGRvmdvtlru2yWSasa9gjGo0GsKbyWQCp9OJcrksS1nPcypcz8rPALXQx0vT1taWJMC3b9+Gy+WSMW+OwzChnUwmkqCMRiNRFrPYNxqNEAwGxaaCi6b0kYXFBwMT+RAKhXD9+nUEg0EEg0FcvXp1JrjQaN9iscxwhwkwx2nYwRoOh3KoORwO2O126brr3FlMcHKBKgqqIG7duiVNqXQ6Le83R7z5B3hW4OOlm7zhZZzekPRgYtFG581ig4kQG5ZsWkYiEdy8eRPhcBhut1uWu7BxpXbVgefcYUOKiQ4VofV6HdPpVPijKrl0LCaY33i9XrlcUU3xwx/+EJFIRDxnqbxgI0q9SDN2MNawKDidTlEqlXBwcCA+kGxu6ZeoxcT8rg42E4LBIEwmk3CHTSUqialcVy/2qmqG3o4UWgyHQ+zv7+P3v/89Wq2W+Izq59RigfcoXs69Xi/S6bTkNLFYDCsrKxgOh/D7/dje3kY0GhXhDcGmN4CZvIa5TqfTgdfrlTw5l8vh4cOHki/rtiUXG2pxjY0hTusGAgG89957WF1dlWkE+udzCbjH45F7OHMXALDb7fIx71f8MxwO0Ww2kU6n4fP5sLe3h36/j2KxOFPk0XlzMaDmm2pcUcV88Xhc7I+uXr2KRCKBa9euwePxwG63o9/vywJEThiwAMh7lOqTT3WxKuKisrhSqchC8ePjYzx+/FiW9QJ6U+o8oXpVW61W+P1+iQOapkHTNLjdbgCQ+9GtW7cQCoXEco1TUiwm805tNptFGcylmMxnBoOBiCl4l+JUC8UT3W4XhUIBKysrqNVqODk5QbVaRalUOte9L3qh+BVhNBqlyz0ej+Hz+RCJRJBOp5FIJMRPi91Oh8MhxT5+PzvhHLcjASaTiXhtmUwmdDodHB4eSqFIT2gWG2azGaurqxIYvF4vEokE0um0JDpc0MFRcbXYp3KHClFiMpmg0+mgUCjAaDSi1WrhyZMnwh1exnUsFvj+vfXWWwCeJSoejwfxeFxGeDlyx2IfC3Vq0WV+gQNhMpnQ7XZRLBYBAI1GA/v7+6Lg4qJEHYsFKontdjvee+89uSA5HA4kEglsb29jc3MT4XBYiruMNfOqh9M+x+IguTOZTFCr1XBwcCDF5Mvqi76oUBNom80Gl8uFDz/8UMZsnU4nEomEKHB8Pt/M9ILKE/UxVajF4tFohFqthvF4jGaziWw2Kw0InTuLA773tEWi3cQf/dEfyVQU7bU2NjZkPwe9Y9XphdPOKBaIGFcikYgsuqM/cafT0fmyQOAlnQ0oqrY4+v3hhx+KDRIbVtFoFF6vVy7n6mMR88pQNi5Y1Ekmk7KcVR0T17lzcaA2qllkYXyhLQC9Y8PhMLa3t6XYl0gkRGhDnlBcwfOJNhNUJ/Px1aamOskwHo+xsrIiXKXVH39WnTvni3m7AIrr2Aig5RqnddPptPAnEAhILutwOESUxeYTC818n9Vzar75TasktRkxHo+xurqKBw8ewOl0ShFRx/lAFTJQfEURjXoGUTDFnRzxeByapolFH9XDjClqTY/WE+SVyh1VgU7u8Gzi3Z3n0Xg8xvr6OnK5HIrF4rnW//RC8SvCaDRC0zRROXBzfCKRwNraGsLhsHjLUs3JixRl52rRRk1yOLrQaDQAAM1mE0+fPp0JUDoWEwwi4XAYo9EInU4HoVBINjlvbGwId5jkqMW+0WgkFzL18QjysdFoYDqdotls4vDwUNSAOhYTLBSvrKxIQSUYDCKRSCCVSiGTySAYDMoFar6ox8KLGj/mL1Yqb+r1Og4ODiRJ0rF44HvPws3Vq1cxGo1kUUsymcT6+jrW19ehadpMsU8t1FBRQR7MWwoYDAYMh0O0Wi2Mx2NUKhU8efJEOKdjscD3mrzx+/146623MJ1O0el04Pf7Jc9JJBJyAVd90Al1zFJ9fFUpqi6wazQayOVyOncWDKoyx2q1SqEvGAzi7bffhslkwmAwkM8lk0nx7TtNQa4WXtQLFj1FDQaDeGUzLnHRCzmnF24uLtRLusPhQDAYlJHwTCYjVjdvvfUWrFYrptOp2LD5/X4p+PGxvqkpxSYDlYC0BFSLO3rh5uJAnSpgoZcFOLvdLjs4UqmUFPsovjGZTEgkElL0ZSFHzYtPO5fmofJmOBzKsnE2t9RzTI815wv1rsPCXygUkkmoXq8nsYOTCqlUSorELpdL3kOXyzXDP/49Px112s9AqNN3VJSGQiHx4q/X63p+c45QC8UU4zkcDoRCIQQCAWxsbAh3TCYTPB4PQqGQKM39fr/UZ3g+AZiZlGONT71Ds8lNqNZa/G9aXrAO2O/3EY1G4fP5YLfb0Ww2ZyyV3iT0QvErgP/A6/W6FO2CwSA2Njbw4YcfIhwOw2q1ot1ui20Auwuj0QiFQkG82/j5TqcjBKJfcTKZxC9/+Ut8+eWX+M1vfoNarSaJjo7FBAMUN1kajUbE43Fcv34dP/nJTxAIBERFziUdHGkYj8eyXZWLPWg1cRp3/vmf/xn379/Hv/7rv6JSqejcWWAwhlQqFUlaNjc3cfXqVfzxH/+xdD77/b50w9m5ZPHOZDLJ5YgNBXUcxuVyIZVK4ZNPPsHu7i4+/fRTlMtlDAYDnTcLBlUV6vf7EYlEMBqNADyzorl58yYymQzeeecd2f48GAzkYya5bEpQXcrEh9xhMuPxeLC6uoq9vT08efIEd+/eRbVa1WPOgoGNBRaJNzc3kclk4Ha75aL+1ltvIZVK4cqVKzOqYHXhGBNg8oS2Whzn5TRNvV5HKBTCW2+9hQcPHqBcLuPk5EQ8/vQL+MWH2oyiikvTNNy8eRNXrlyB3+8H8ExVdeXKFQQCgZklmbz0zDegWBBWv47+ft1uF0dHR/D5fLh16xYePnyIfr8vSi2dNxcP6nvJSQWXywWfzyc8cblciEaj2NzcRDqdht/vF0VnKBQSX32C3OHjA5gp3KmfozCj0Wjg7t27mEwmSKVSOD4+lvxa583FAadXuPeHjaZ0Oi2TLFwc7/P5ZBSck5iMIWwmzRdoCLXgcprHOW1LKpUK7t69i36/j0AggGw2qzcYLgCY59Imi0rQ69evCx86nQ5isRiuXr2KjY0N4QiL/uqSZtXyaL4ZxVikiiZOixmMdbTta7fbePr0KcbjMTRNQy6X07lzTuC/by6/paAzHo8jnU6LJR/vO1xkuLa2JvdslSun2aS9rAmlfp4iHDXmqJMO9Dnu9/uoVquyFwZ47oX9pqEXil8BDEjqRueVlRXE43F4PB5omibbeelbMxgMMBgM0Ov1cHh4CLPZDE3TMBgMAEBGJSwWi3geqZd1jtfpicxigx1xvt+apiGTyciolMvlkg29LMqQO/1+H8fHx/K95A4PPLPZPOPzyEOMfNK5s1hQDw/6gBqNRlFlra+vyxIpqiVUixKa4w8GA2Sz2Rd4w9Eqk8kkW+J5ADLJ1mPOYoJNKKPRCK/Xi1AoNBNzVldXEYlERK2jdtiBZ5cjFmUqlYqcdeQJx6PUKQd6RjK50mPOYoEXLsYTKrfC4bCM2DkcDlGDcqRO/X7guTpvPB6j1+uJ1zkbFQBmFBQ8v9j8ZPzRcXGhnk2MBTabTSxs6J/P5apsXlKRp07TqY+nFmzUIuC8co/fz2WcXJKnq7QuJlRbEloCuFwumYLimeT3+2VnB5c58z097T2ev6SfFjfIG7UJxjhHz2KdN+cPVcXJO3YsFpMl3263G5qmIRQKYXV1VRaOhcNh8QpV7SV4h54v5nzdlMs8l/gY5C4Vxtz/oRYQdbx5qJMJtKahJ/6VK1dmOOHz+UR9ri5VZTyY54n693zMmf//p3EHeF4rYtziMmmdO+cD9Z7DQrHH44Hf70cmk0EymUQkEkEikRALR6PRKLWZ0yZZ5vkCPH//T5uuUz9/WkFZVTrb7XZxJGDcoXBQVxRfcLDA4nK5EAqFxOtxZWVFFtcxGPDCNBgM0Gq10Gq18OjRIyn4lEolWfCRSCTgdrulSAPgheKPjsWFwWCA3W6XpCYSiWB1dRVXr15FMpmUoMAOOC/c/X4fnU4HzWYT+/v7MJmebWWlSjQWi4mnMYt7AGaSYh2LB/Ug4uiLy+VCLBbD9vY2tra2EAqFRG1ML1qVN91uF+12G0dHR+LtVi6XYTabEYlEADy7gLERxWRm3v9Px+KAxRsWi4PBIGKxmCwho0pU9SRWffqo+uz1erJUwWKxoN/vo16vw2QyIRAIwOPxiGKCz8kYpi6l0nHxoXrEcsSb45KJRAIejwfRaBTxeBzRaFS2zKujmcBzJSib2+12W3jV7XblDOSlG4CMmVPZYbVa0el0zu210PHN4GWG7ycvwIlEAqFQCOPxWBa+hEIhyXl4+VLPNrUxoBaE1UIx1Z6MU1S3UxGkaRoajcaML6SOiwEWaJlXRCIR8a/mx16vF5ubm4hEIuh2uwgEAuJNrDY9T7toEy8rEquqLVoQsPGuaZqcgXrR5nyhTkHxTFhdXZWFdVSCOp1OpFIp4U0oFBKVubpjYf6x55/ntOdX339+zKING+FscjBv0nF+UGMLrQPi8ThisRhu3rwpReJkMilFPgr5VCsSPtZpky3zzzffcFD/n3qOAc/u4DabTQrSXPDKezmFFzq+f6jvLWMM1eehUAjb29uSv6ysrAhHuGwXeC7AeVkBWH2ulz3//DQD/1Y/r9oy0Z+fex+4p+w8oFcEvgWY1K6vr2NjYwM/+tGPsLm5ie3tbZGkM4E1GAxyse52u5hMJtjd3cXu7i7y+TxarRYajYb4Rd66dQu9Xg/BYFCKP36/Hz/5yU8Qi8WQTqfxN3/zN6hUKuf9Muh4RTBAmM1mvPXWW7h58ybef/99rKysYG1tDW63e2ZZA1XEzWYT/X4fw+EQDx48wIMHD1CpVNDpdNBqtdBut6FpGm7fvi1jWSz+aJqGjz76SMY8//qv/xrlcvm8Xwod3wLqBdpkMsFut+P999/HnTt3cOvWLVmUyWINDxhVxccx3IcPH+LBgwfCpV6vh2azCb/fj/fffx+j0QhOp1MSGY/Hg/feew9erxeRSAR/9Vd/hVKpdM6viI5vA7XgS7VEIBDAj3/8Y/z4xz+WSxcT5fnEdjwei1dsv9/H3t4e9vb2pEgzmUxQr9ehaRreeecdDIdDKdqYTCa4XC588MEHour427/9W/28uuBgnGHBhKpzr9eLa9eu4ac//Sl+8IMfIBgMzizuAGZHvFUVMS2SaJPEIk+73YbNZkMqlcJgMJBYZTAY4Ha78eGHH4od1z/90z+h2Wye50ujYw7qpYYWAF6vF6urq3A6nTAajdje3pZmFCde5hc5A88vV2phmFzq9XoYDAYzi2GGw6Go+TiZ1+l0hDvXr1+XZb25XG5Gva7jzUK9JLNQkkgkRFm3ubmJWCyGtbU1BINBuQBzURgv5+risXllOZ9nvpAzP8Wiim4MBoPYltDqz+12w+fzSWNLXxT+5sHzgY3nyWQiE7p/8id/ItYT6XRaJngZU2w220zB72U++fz765rX87xRx7sZc2ilRH7qnHnzUIt9FCek02l4PB65v2xubuLatWsyvUBu8R6uckV93NOe6+t+jpd9ncq54XAoU5xcmuZwOOTzemPz+wX5wvPEZDJJE5IT3arPeSQSgd/vnxHbqI9z2uO/6s/zss+/zMaETU16XHNa+MIpig0GQxrA/wEgCmAK4OfT6fR/MRgMAQD/J4A1AE8A/LvpdFr9/n7U8wEPM/5Dd7vdSKfTSKfTSCaTYhnRbDblDR8Oh+j3+2i1Wsjlcnjw4AHu378vxb56vS4LONrtNobDIcbj8cy4DBMZXtQoO18kXGbusHDDkTufzwe/34/V1VWkUilEo1HpEFFFpdpN0NvowYMHuHfvHhqNhqiLh8MhIpEIrl+/LgeOeplzOBxStKGKS+fOxQeTGW5gDYVCSKVSiMViWFlZQSAQgN/vh8FgkGILMJuU0MNxd3cX9+7dQ6fTkcv1YDBALBbD22+/PeNLy+RYLQJQWazz5uKDyheXy4VIJAKfz4dMJoOtrS1Z+qJ6PE4mE7nk0KKGfMpms9jb28POzo6cS1QZx+Nx3Lp1S84q8nA6ncr5yC74Iir8LhN3qFxgThMKhZBMJhEOh3H9+nWsr6+LnYBa7GNRmOB/j0Yj1Go15HI5nJyczNgedTodBAIBJBIJAM8vU7xs2+32mQIRF5ctEpadO7xocVwzFouJui8QCCCTySASiWBtbU2UxGqzYL4oDMyqiHl+0aMaeHYedjodWK1WRKPRGSsBxiWelepivEUr3iwLd3ihpuLb6XQiFAqJijidTiMej2NlZUWWqPKOw0kGdVP8vILvZe/rfNNBjS8AxAaQPyNjlqpyX1QsKnfUoh/jv8PhQDqdRiqVkjxG5YeqMp9f3MzHnH+OV4kF/FrmNGpuDDyzdGPB+GXFo0XBovFGFdFQqcvlYlzuvbq6imQyKX75py3bfRlXXhfUSQbVvo92bovOG2CxuMMYQ87QAisQCMikHG1uKFZgrvOm3yc11qgWJlyMeNry3zeFb6MoHgH4H6bT6e8MBoMHwL8ZDIa/B/DfAPiH6XT6nwwGw38E8B8B/I/f34/65qF64GiaJhcZbs9kV6vb7c4s7+l0Ouh2u6jX6/jlL3+JP/zhD3jw4IEspaOHMS9T6hjFfBeDlzmHw3EunYTviEvJHbXg53A4EI/HxU8vEonMqLh4yWZy0uv10Ov10Gg08PHHH+PLL7/E/fv3Ua1WpXBD7lA9Q56w6EOVF4vGdrtd584FBw80h8OBaDSKUCiEW7duYXNzE6FQSBpGvHirS1im06koiZvNJn7961/js88+w927d1GpVDAcDjEajWC1Wl+4iNNCYDAYCA+Hw6EcrP1+/5xfmVfGpeVNIpHAnTt3sLGxgTt37si2ZVVVQYzHYyn+cXqh0+ngd7/7HT777DN8+eWXKJVKwh1ORfzZn/0ZgOcN1E6nI2pkNj6pbKaaYoFwKbijFnPo33f79m189NFHWF1dRTqdlvNJtRKZV/exsQk8K8o8efIEjx8/xuPHj3F0dCSF4G63i62tLXzwwQeS6JrNZtTrdTQaDYk/vV5PkvRFKxRjSbnDyzlVfPF4HKlUClevXpXpk3fffVf2dDidzhdGevnxfCFP9dtjQ7Pb7aJUKsn7Xy6X5XnUQkGv10O1Wp1pYvD5FizPAZaEO4wrtKvx+XxIJpNS/KOHaCKRgNlshtvtRjweP3Wsd/5xT2sw8OvV5T600gKAbrcrRUW1KMmpPdUqaUF5Aywod9S44vF4EAgEZBohEokgEAiI2o+j4OrCXYvF8q2f5+saDHzvyRkuzpxOpzNWOVw0ri6VXnAsHG8ovqJvrNfrlanrO3fuSIxxuVxihTZf1P8+i2ycYuDZxWKxyWRCu91GqVRaikIxFoQ7fK0povF6vUin09A0DcFgEBsbG0ilUqJAn9/b8qbBuo36BwDa7TZqtdq5cucbC8XT6TQLIPvVx02DwXAfQBLAfwXgv/jqy/53AL/EBQkorwM8jNgNv3HjBu7cuYObN29ia2tLPEN44Q4EAuj3+yiXy/j4449RrVZRq9Wws7ODg4MDFItF9Pt9SXIsFgt6vR729vZEfbG6uirqCBahVeWXelFbBFxG7vCiSxP9YDCI9957D3fu3JGt8epWTS6d4vKoTz75BM1mE41GA/fu3cP+/j7y+fzMVm+LxYJut4tHjx7JSHAikZBuWLfbhdlsXugN8peJO5wg4GWc6j7alWxsbMDr9cqFik0AXnqq1Sp+85vfoNfrodVq4e7du9jb28PJyQl6vZ7whoXfhw8fSnLs9/tlfLjdbmM8Hktxmc+zSPy5TLwhXzY3N4U/oVAI4XAYoVBI/B7VC4/qYz4cDlGv1/Hpp59Kk+qLL77Azs4O9vb2ZrgTi8UwGo2wt7eHRCIBn8+HaDQKm82G6XSKWq2G4XAosWoBC31Lzx11WikUCmFtbQ0/+tGP4PP5YDKZ4Pf74fF4RGk378VI7hiNRoxGI4k19Ed/8OABvvjiC9y9exfNZlPylo2NDdhsNhQKBXlsl8uFaDQKv98vW8HL5TIGg8FCbgRfRu7wYh6JRLCxsYFMJoO3334bgUAAoVBIPKupCJz3IFbB95QxqNfrIZfLSb7baDRwcHCAw8NDDAYD8emLRqPwer1iSzEajeB2u7G2tgafzydbwTudzsIuYF107vD95oKgtbU1RCIRhMNhfPjhh0gmk7JLw2azweFwvKAe/jrMK63IH+ZDVKSz0a2qyNQFvQAQCoVw7do1aJqGw8NDlMvlheUNsJjcMXw1Du50OhEMBrG9vY1UKoX3339fGtubm5szjSfasb1KsWT+PSV31Mc4TYlO0Q2FNwAQi8WwtbUFs9mMbDaLdru9sJwBFo83/PfsdDqxvr6OUCiEdDqNTCaDWCyGK1euiN0EF7zP+xB/V/D9nn8slQeMSZwqH41G8Pv9SKVScubNf8+iYRG4wzPAarXKLqdEIoFMJjNjNcHJFjW2nIUran3uLP8fwMwyetrdUMjRbDal0XAeeCWPYoPBsAbghwB+AyD6FWEAIIdnMvSlgGoBweDEUX5uWqX6V12Y0Ol0UK1WcXx8jGq1inq9jkKhgEajgV6v94IC1Gw2i3WAmkhTIUELgkW8dM/jsnCHdhNUFHu9XgSDQfnDwi4v2wS7Rk+fPkWj0UCj0UAul0OtVhPFOvCcH0ajUT5PfjCZosKUFiffNLp30bHM3OHBxEuUwWCQBkMwGJSRGHVEkknsZDJBt9tFo9HAyckJut0uWq0WstksqtUqOp2OjF+qvOHnGXPY3OAFjJMPi1iwUbHsvGHyHI1G4Xa7pfAfCARm/KfVYh95w/e61Wohn89jNBqh0+kgm82iWCyK0hN43jSd5w7jDQBRFDPm6Ny5eFDV5zyX1tbWoGkaer0evF7vC5u5CTXmcOqg0+nIgszxeIyTkxMcHx/j6dOn6Pf7EnOoTO73+/LfqtKP3tjMdRb1nCKWhTt8/3w+HyKRCFZWVpDJZKBpmqi5zGYzRqORxIfTwPdTVcpw4eFoNILRaES1WsXJyYl4o7tcLgSDQWmsq4Uck8kEp9MpcYZTWYtc8CMWlTvqEh42KoPBIFZWVqRorFqEMNf5ugu0WhyeV6LzbFJ3e1CIw/hFTqoFHqvVKuIf9TmWAYvCHb43PIdCoZDYq7Hp5Pf7X7AG+aYizmmF4fn/nufbPLcAvHCvpxKdStb5r190XHTesFFA33Ofz4dwOIxEIoFkMjnjLcs/r6L6/qb3Up2GmY9Zaozi187/N5eOz59jy4CLyB116sBut4uNazgclqXMqVQKPp9PGtyvYunwTXGGP8O3xTx3VDWx6sd+nrnxty4UGwwGN4D/G8B/P51OG3PBdmowGE79DQwGw18C+Mvv+oO+KflblgAAIABJREFUSbBwYjQaZdtqt9tFPp/HwcEBrl+/PjPSQDXo0dERcrkcWq2WLE44ODhAs9mURJaX62AwKMupotEogsGgLAmaTqfyePfv358Z4V3EIHNZuGMwGKSbOZ1ORXVjsVjQbrdRLBYRj8clIBiNRvT7fdRqNWSzWeTzeSn21Wo1HBwcoNFovFCYod+xpmmyyG4wGEjxuVKp4PDwEPfu3UO3213oy/dZuLNIvGEiGovFYLPZ0O12sb6+js3NTXi9XozHYzQaDbhcrpnDZzgcSpexWCyi1+uhUqmgVCrh8ePHqFarokLnoUlTfLvdLgsgOPYNPBvzPT4+xsOHD9HpdC4db776voXgjuoxS3XdYDDAtWvXsL6+Ln7EvV5PuKOqZDi1UC6X0ev1UCqVUCqV8PDhQxQKBWlsssjHWMNRUU5BsMlZLpeRzWZxfHwsvFtULCN3eHHi6Kbb7ZbcJhAIwOfzIRaLiU0JecKmtcqdTqczs2uhUCigUqngs88+w/7+PkqlEvr9Pmw2G7xeL9xutyxupacsR3z7/T7y+TwKhQKq1ao0NhcVy8Id5hpcSKZpmky68dLLYj85o3oE89xRi8RUyrAxwCWZvV4PBwcHuHv3Lr788kt0Oh0kk0ncunVLFpzxZxmNRmi32+LHXyqV0Gw2F/qsIhaVO+rF3OVyyXI67lTgxJLJZBKlH6F+DGCmQAc8jzvj8RiDwWAmB+LXjsdjtFot1Ot1KeqpzU0AMv1J9XmtVhPuLTpvgMXJk8kVKj+DwSBisRiSySRSqZQU+k5rcn9d8eVlTSI2kuZHyk9rQsx/P32sR6MRDAaD7B1SRV+LjtcVc74vIZL6nrHw5/f7EYlEkEqlsLGxgXA4jEAgIOfPqxb9VO6cphZ+mSf1aRxSG6EUGVK4xUX0C2jJdiouInf4/tvtdlmG6fV6RXy19tUOhWAwiEAgIM0o9fu/DurPqb7fqhpZ/X2+SaWscocCjH6/L3YZAGRHDG3+zuO8+laFYoPBYMEzQvzNdDr9f776dN5gMMSn02nWYDDEARRO+97pdPpzAD//6nGm84H6IoKSdZfLhUwmg7W1Nfz4xz+WcV4Wh/v9PkqlEmq1Gk5OTlAul5HL5bCzs4NKpYJ6vS4FFwYbJr4Mdqurq4jH4/K4tVoNnU4Hn332GXZ3d9FqtWSEAfj+AvL3hcvGHR5mdrsd29vb2Nrawrvvvgu/3y+FPyoiisUi6vU6crkc6vU68vk8vvjiC1QqFdRqtRnFDTuTDIChUAgrKytIJBIIBoMwGo2o1WpotVr4/PPP8ejRI1mUuKhFm7NyZ9F4M51O5X31+/24cuUKrl69io2NDfGYZqNpOByiVCqh0WigUCig0+mgWCzis88+Ez6xuaAqa9hZ5RhUNBpFIBCQsd9ms4l/+7d/w+PHj1/wXF80vO6Yc1F5wyYDl790u12Ew2G5nPNrOJbb7/dRqVTQaDTEf7hSqeDzzz9HPp9HtVpFuVxGv9+XCzyL0Vx6FggEoGmaJDGNRgP1eh2ff/45Dg8PpRCkc+ficYcNcDYbt7a2kMlk4Pf7pcDCCzWTV/pXs6HZarVQLpdhMBhQr9fxu9/9TrjDprjZbMZkMpGYQy9QFgGoQq3X66hUKnj48KGo2hdZFbos3OHFhgswWRi22WzynoZCoZnlUvNF4slkItwZDodotVri8cl9G3t7e8KpXC6HarUKh8MBg8Eg9gSqgh2APG4ul8Px8TGKxSJardbCcoZYVO6wkUjVlsfjgdFoFC9rLpbiv/+XLeQhbzghxwsxJ184cUCbPuB5cZA7GxwOhxSZ1b0ffIx2u41qtYrHjx/jwYMHaLVawqtFxiLlyVQSc8nulStXsPaVVYnVan3pJNRphRa1wMJYo07fqvtaaMGl2hGo+4DUhhYfk5zhpOfDhw9x//79hbXWmsfrjDlf/f1aucPmEidIkskkrly5grfffhuJREIW7qqNym+zaFAt6jIvZhOKhUb+Piw6fpNFjjrZ0u/30Wg0UKvVUC6XsbOzg52dHezu7gp39PPq++EOG8rpdFomctPpNNbX13Ht2jWk02l4vV5Z2K42Kr+umMu/1UWF3KsxHA4ltqgiU07PnfbY84+pLvMtl8uoVCoivqCVpLpf6E3jGwvFhme/4f8K4P50Ov2flf/1nwH8BwD/6au//99v+6QX7QI1D45GBYNBJJNJZDIZ/PCHP5xZnME3tlgsolgs4ujoCNVqFfl8Hk+fPkW5XJbuEdUVVPNwa3QsFkM8Hoff75eRllarhVKphL29PRQKBUl4FvHi/X1w56KDF251VHN7e1sOMQaFXq+HfD4vKs5ms4lcLofDw0NUKhVpENAMn4elpmmiROe2TpfLhclkglarhUKhgMePH+vcWSCwgcTlUqlUColEAtHos8kdNRlut9s4OTlBtVpFLpdDt9tFoVDAkydPRF1Fb1k2vMgbjoCq3kwcAS4Wi9jf39d5c/pjXqjzigmt2WyG3W5HIBBAJBLBcDiUeMAii5rQtFotsUXi+1ypVMQHvdlsot1uYzKZSAFA3UzPIjEv/rRGKpVKM36Pi1rsW1bu8MLDSzpzkFQqhVAoBK/Xi8lk8sIIHq1tOOVycnKCer2OYrEIAKjX69jb2xOLpEajgel0KoVFr9eLcDg8s1Fa9VnneXVycoJarTaznHPRsGzcYQ7scDjgdDpnVOhUiJ+26BB4rh5uNpvo9/vo9XooFApotVqoVCqw2+3o9/tyZtXrddRqNcmdnE4n/H6/TGcBs4r24XCIarWKp0+folarLbwqdJG5o062UMFF+4lEIiGFv/ki8Zz6TP5Wm1LMQWjd1+l0ZKk4z7fpdCqPz8+x0MP/TyV7p9MRq6Wjo6MZZeii8meR8mQ2tq1WK/x+P8LhMNLptFgHMJ/htMJpsYWYL/Z1Oh202230ej057xgXWAxyOBzSiFIfW1UBqsq+Xq+HZrOJer0uIrCnT58urI++ikXgDflCXjBnSSaTYiHg8XhkguDbeFir7zFz42aziU6nAwDyfLw/MSdSi4rkyvzz8PGoHiZnTk5OcHJyglwut9DCLeIic4fvFXe1BINBxONxJBIJKR4zDlAU8dXvdOrjzRd0KfQbj8fodDpoNpvodrtyJnH/FO9P38YChY/b7/dlUq9QKCCfz+Px48c4Pj5GPp8X7lxURfGPAPx7AF8aDIbPvvrc/4RnZPi/DAbDfwvgAMC/+zZPuAgXAZPJhEgkgp/97GeivuOYtrpRl/YQpVIJ2WwW9+7dQz6fR6VSmfFyZMBLp9O4du0aPvroI9y4cUPsA6xWKwCI4iubzaJcLsNkMmFlZQU7OztCkIv+2s3htXPnokK9jMfjcfzFX/wFtra2EIvF4HK5RNU3HA5Rq9VQLBbx4MEDsQu4f/8+isUiKpXKjBKYDYa1tTVsbm7i3XffxVtvvYVAIIBAICDJMRcpHh8fi+IrFothd3d3UQs3r407F/V3Z7GPo7WxWAw/+9nPcOXKFQSDQdhsNuENL9m5XA5ffPEFGo0GWq0W7t+/L/YT6liT2WyGxWLB1tYW1tbWcPPmTdy8eVN81i0WCwaDgTS7Dg8PUavVMJ1OoWnazNjwgmGpYw6TEJfLhXA4jPX1dVgsFni9Xly9elV8Zvn+jUYjlMtlOaM+++wz8YK9d+8eyuWyqPr6/b4kWjabDVevXsXKygquXr2KmzdvIhgMIhwOyyK8wWAgjal6vS7WSQuMpeQOFZorKytYWVnBxsaGTLvwAkRVDi9atKQ5PDyU+PLFF1+IxdHdu3dRrValAUEVOhWnP/zhD7GysoKtrS2x0dE0bUY9cXJygp2dHRQKBbHnuiiv2RmwFNxhrspmdzKZxDvvvIMrV65gfX0d6XRaFOKnKfIMBoM0kL744gvU63VpKHCUe2dnB61WC3a7XbjjcrnkbProo48QiUQQjUahaZoUGVkIGgwGODo6wr1796RpOhgMdO58hTf5OjBHdTqd2NjYwNraGj766COsra0hGAxC0zSxm/i6kXA2GCuVCgqFAn77299KEffp06cwGJ7ZujUaDdhsNly/fl0mFMgTm80mFikAZi71tFpiY/3w8FD+e8FtBBaGO6pieTqdSt7CYrHP5xM18dcV+wgqODudDvb393F4eIijoyNRuJfLZSlKB4NBeDwerK6uirp9fokV41m325VdHblcDqVSCeVyWRbUc6nmghf8XitvXjd4DtGGhJNJFEyxOcRJl1cpEvO+zIbU/v4+stksBoMBPB4PfD4fOp2OcCeZTMLlcs3whfZc8z9zu92WKWEW+LLZrIi/Fn1q6itcSO6o92n6nodCIayurkodhpNK8//mT4NaJKZ4irs5aNdHkYTZbJb8BYAIeFQLpNMapHwOo9GIZrOJWq0m4omTkxMRnbZaLWlQXchC8XQ6/QTAy/71/Zev98c5fxgMBng8HinusVM5HA5ht9vFXJ+ELJfL4tFHn8dOpyOXHqqQGdSAZwcRZemDwUAS3dFohKOjIxwdHWF3d1cOLFoQLFpwuUzcISfozWY2m+USPRqNpMAzHo+lq05vxlqtJg0Gco3KLHXsk9tUVTsCetH2+33s7+/j4OAADx8+FD8kqksXDZeBO6rFTTKZRCKRgMfjkVFJjnFytJJNp1wuh3K5jE6ng1wuh0qlgmazKc0FVQmmHoyMa+PxGOVyWXzUd3d38eTJE9y7d0+UgYt68V523jC5YfLM5CQYDEoiS57w/Ws2mzL6fXx8jHq9jn6/P6PIY8xxOBzi68Wt43a7XVShk8kEuVwO7XYb7XYb9+/fx+7urjQsKpXKQp5VwPJzh4kuPRtVdfhpCw9pj8S85smTJ5LbHB0dydnGcTguIKMtAWMQeTSZTJDP52Us8w9/+APu37+Pvb09aa4v4lkFLBd35tUzwHOV8GAweGHBlArVo/Hk5ERGKHd2dtDr9QBALuUUSPCS5fF4EAgEZi5WLBKPx2M593K5HB48eIDHjx+jWCwuvJ/+InNHHblmMVi1AVAVmy+DOvbPO9fR0RG63S4GgwGOj4/FL73f78Nut2MwGEghIBaLnapQVif4stksstksHj9+jKOjI8l/eO4tKl4nd77v10Eds2aDSC0Mv6oQSlX/tlotVKtVPHnyROJGsViEwfBsUTQn9Di1R+ssPiefn+cP4x33LnDSk9YBi3pOEa875nyf3FGnApjL0l923uP82zwWOcgJTU7YlctlmaBrNpuwWq3w+XwwGo0Ih8MvKN3VxyQXR6OR/KGwhyIe8maR4w3w/ZxXr+M14WTu/B/1Ofg832QlMg++t2yCU01crVZRKpUwnU5FRMFmBqdcTlMV82dRc23ex/v9vjxurVZDt9s9d94stPzn+wA71w6HQ4ITEwpenpm02Gw26YCXy2WUy2XU63V0u115LBaIWWTmyKWq3CkWi2g2mxgMBjg4OMDh4SH29/dF6bXgHe9LAQYIv98Pn88Hk8kkowSj0Ui2a3Y6HSn0sCNFz1B6WpMbHP3mKDkAMTq3WCwzPsetVguPHz/GwcEBdnd3ZZxmGby0lhEs+PE9jsfjiEQisNvtsrhFVZSryamafFCN1+12pdNts9mkM84uPIuAdrsdw+FQbE+q1Sp2d3dxeHiIhw8fot1uy8Gk4+JBfY9dLpf4lfv9fmkIzF+42OzsdDoyrdJut5HP52XyRd0S7PP5EIlEZpQbHDsfDAbI5/NiucRC3/3798912YKOb4a6TIwqYqpD59VevPhQjV4qlfD06VNUKhV0u90ZFae64CwQCCCRSEiDijsZbDabcCebzeLk5AR3797FgwcPsLe3N7OHQcf5Yf7ywmIxR2pZ3Dmt+Mfv4/fm83kp7u7t7UkDkucL44rX6505s9SiDa1KBoOBWHM9evQIDx8+xJMnT1Aulxe6SLzoYKGYsYD3m1dd+KXaivR6PWSzWcmHDw4O5PFY+KMtG8fO1fjFSzULkOPxGNlsFo8ePcK9e/dwfHy8FJYli4j5QrHadHrVnFP1QqeX8PHxsbyvhUJBLATW1tawsrIiE1gUbQGne5CSj/l8Hk+ePMGTJ09ElKPHmzcDNRdh7kKBAoV7r7q4jnkN7dgajYbUcA4PD2UiqtFowGKxwOfzIRQKwWq1IhwOv/C+q+elemZSxJXP52fEg/q96kW8riIxaybkhVqgVbkE4GuVxPM/G/nH3KXVakmRuFwuo1gsSmOUd6jhcCiLfjn5wsebP6t47tHmjc4CrO2oMee84o5eKD4F4/EYVqsV6XQaN27cQCKRQCQSgcFgEFVEs9lEsViULvfdu3fRaDSkuEPicnFMKBSC2+1GJpPBRx99hOvXr8Pj8cjXHB0d4Re/+AV2dnZkLGoZvJAuA1R1DdV8fr8f169fRyQSgdfrlUAzGo1kOcJkMkG73cbOzo54g7LTxcIzizbkzp07d7C5uQmPxyPPeXh4iF/96lfY2dnBwcHBjCpZx8UE/93zDxWfBoMB4XBYzPbVDjUXsXAsbn9/Xy5QPBT5eJqmIR6Pw+fzIZPJ4J133sHKyoosOaPq5xe/+AV2d3fx9OlTKRrqvLm4oAKdo5Rms1kKwbSiYQxR1Z6VSgUPHjyYKfzxfFG5yHHQSCQiY1vXrl1DOBwW7nDZ5ieffIK9vT2cnJxIIqzjYoGNJi4k9Hg8uHLlCsLhsMQOTruoXo2qmrRSqeDevXvS1FQnphh31IWZwWAQkUgEiUQCsVhMxkbpbzsej/F3f/d3ODw8RKFQkKKPjouD6Vfer1arVUb0J5MJXC4XbDbbTJ4LvJgD8cziMp98Pi/NAMYccpPNUrfbDY/HI0toGN9YLLZareh2u/jHf/xHWX6nF23OH1z81Wg0UK1WUSwWZcKFVkjfZCdAf0/a0rAJzkk7LgSngnD+As2JPtX6iF/rdDoxnU7RaDTw6aefimWOzps3D+YabDrxTkT1uVoM+TqbEhbj2u02vvzySzx+/BgnJyfY39+fmcQ1m81iQ+FwOHByciIWSIxD800v9czkxC8Xyy/qtNSigTkI8wK3241IJIJ0Oi3NBbXO8nVTC3y/eAenMCufz+Pv//7vxfLx4OBA+NntduH1erG+vo5yuQxN09But+FyuV6wLFALf/x4NBqhVCrh5OQE2WxWz3G+R6jvP3cjfPbZZ2Kld+3aNfj9fhHTqF7T8zitaaSeb8xZC4UC/uVf/kWmMTnxlM/nYbVaEYvFxCuZ4q/5hqb6nOoemWw2i4ODAzx58kSK0Lqi+AKCy50ePnwIr9crY9sckzGbzWg2mygUCigWiyiXy7JEipdlXr4cDgd8Ph9isRjS6TTW1tbg9XpnEicueaGqeD5I6lgMTKdT1Ot15PN5PHz4UAo37F6zM8Ut3xwt4PZlXsxpVcKlLvF4HMlkEisrK8Idgoo/FocBLM2Iy7JD3dLb6XRQrVZxcnICv98vqi21UFyv10XVx4KN+l5zyoHLquLxONLpNJLJpHj3cRyTRQDGrEVeQnZZoCZEVHHSvoiXI/VcGQ6H4nHdaDRESUXFFy9lLMI4HA4p9CUSCaysrCAajcLr9UpyNZlMRClKv1CVOzp/Lh6MRqMsmTKbzTIZpY7l8dLMjznSOxgMpLHJyQX6oAPPOGm328U2IBaLIZFIIJVKyZJexhyqSC0WizzOeSsldJwONQd1u90zue9pfpC8WKnFPi5mKZVK4gWrFmfobctlmeFwGNFoFKFQSCawgOfKQT4/L2d6fnz+UGMGx3Hpp6haT7wMqqqKqlDaX/EPp1TUQrGa7zBfVpeNq8XEfr8vPyvzHT3evFmouYvRaJQpyVddnKyqQqkkLhaLMqXCSUrGCMYMfp96T1J/Ln4MPC8odrvdmaVnelPq5VCtzl7X46mCKdrmsdltt9u/1fOphT/ev9vtNiqVCvL5vOz0YdxRbdvoG8uGRq/Xk/v2/O+txkEuCO/1ejM2PDp3Tsd35Y7adOadmnadtNLjZO3XKdDnVcfMV6hm5yLU4+Nj5HI5HB0dyd0cgDSnEokENE2TmMGz6JuaGYxpPP8ukqe1XiieAxcqdDodSVKKxSLsdruouBwOB2q1Gg4ODvDo0SMcHR3NeIQCEAm8x+NBNBpFJpPBhx9+KB12BhQqM0wmE5rNJoBn21mp6DlvglwkvO7D6HVjMpmgUChIUHE4HBgMBnK40EKgVqvhyZMnODw8FL9P8objEw6HA16vF7FYDJlMBh988IGMf/PAm06nogLs9Xpy8dIv3rO4qLxRVcD1eh3ZbFbGty0WCzRNmxmVoqJYHQFnkmI0GkXRxyJxJpPB7du3RdE3nU4l5vCSxU6nzWZ74aDUcbG4oypu2ICy2+0Sb+r1ulyU1XGpwWCAUqmE3d1d8fQcDAYzyTjjDTeRb25u4ubNm+JhS+7QasButwN43tTic+p4jovCHaPRKBNN9NHXNA0ul2umGMefl/59tE4qlUrY399HvV6Xi73a5PJ4PAiFQlhZWUEmk8HVq1eRyWTEn41cZKGY3CH3LsJrdNFwEbjDJlM4HJZFU8xjTisSq1ZtLBKXy2Xk8/kZz3te2IxGo+Q4qVQKq6uryGQyiMViM778HM20WCxwOBzyvK/iMXiZ8Ca5o15+6/U6rFarjOizmPtNC4N4TnFUmwt8OLmijgvzws8GFQuOLAywKAhAijvNZlN+lotw6b6o+L55o54Zfr9fFLunCVu+qbnAJXb1eh3Hx8d4/PgxHj16JGpxqgnZwOBzq1aO84pUQvWunRff6Dgdpyklv8tjzU+5+f1+qZ2EQiFomvatbBX587DZSEVxPp8XtS+nUyi8GY/HcLvdMJlMEssGgwFarZbs7HjZ784GA4U8VBLr96qX47twR73D0N7VarUiEAiIijgQCMj7ydxDLe7zuZnHAM8nXFgIbjabqFQqYn2VzWalUMxJ8FKpBLvdDq/XK/kz+TQcDmfizPzUBPOcTqeDQqEgtksXRfT3xgvFDN4XGeqbq2kaYrEY4vG4KCv4NdxSyJFxEtFqteLq1auynIrf73K5oGkawuGwLCYbj8c4Pj7G3t4eqtWqeLrpHcwX8ToPo9cN/kz9fl+8Zvx+v3SXmNx2Oh35Oiq0VD8dbnROJpPweDyiziJ3/H4/DAaDFPyOjo6wt7cnyp1isahzZw4XkTeqr9V4PEapVBL1ltFoFJ90HiBUGI/HY/ExUgvNdrsd169fRyqVgsfjwcrKimzrpQ8kgJmYs7+/Lw2xWq2mq7ROwUXijrr0oNFowOv1otfryZIxt9st/ujkiupbzDNN9b42m81wuVy4ceMG0uk0NE3D6uqqjEw5HA7hIc/Fw8ND7O3tod1uo9VqodVq6fHmFFwE7jDf2t/fF0uIw8NDOJ1OpFIpSZzVEX9VNUqlOgvEVNowIdc0DdevX8fa2hpisRgikQhcLpdMVFksFuFNv9/H3t4ednZ2JIaxgKhzZxZ8397066KeJ9yD8Ktf/Qo3btwAAESjUQCQZVDA7EIovt/dble2dau/By90DocDsVgMN2/exPb2NjKZjCybUgsFbHQ1m008ePAA9+7dEwsLPeacDl6E39RZzsIdC3Berxfdbhf5fB6apiEQCEDTtBdGb9UciMXiUqmEg4MDWdbLr+O9KhQKIRQKYWtrC1euXMHa2hp8Pp8sD+JjA5AicS6Xw97eHvb29vSizdeAuyy+r70malFWVehVq1U4nU6Ew2EAs/FEBZuYtCZhY+H+/fs4PDxEsVgUFTCfz2KxwOPxYG1tDevr61hbW4Pf75/xt2V+RC5ScXp8fIyDgwM8ffp0RpmqYxaM1YwDr+sx2ZRksfi0iYHT3o/5sX42GrmY9/79+7h3757s82m323JnBiATdpqmyZLxWCwGTdNOXWinnm+cNKeAkD7ZOm9OBy2DAJzJ9lAVShmNRikMp1IpRCKRmUnab2NToi585iK5Vqsl7+evf/1rZLNZVCoVWWIHQCZ51SY4Jy/ZwFQX6Kkxh+dbLpfDwcEBHj9+jHw+j3q9fmG4oyuKT4H6JtI8ncGQpFbHuBlg6J1jMBhku6rP54Pf74fH45kpJPNQ+v/Ze5MYOdMrW+zEPM9zRM5MJudSVUkqSVUQXktCdwP9HhoWYHUvDMMLA2/rjWHj7b3xyvbKxoO98KbRgL3xpoFGQy2hIbXUqokzk8kcY8qY5zkiI7xgncsvgskqsiqZEZn8D5Agk4z5v/F99zv33HMZiO12Ww5ObOddhABZNCzqZ6JWtoAXg4NI6LFljpudqm7gpsgFhqpQLnqzscPNTzX3Z8snF9tF/Zw0TGO2ZUklZdSYUokctRpJ+wGDwXBq3KhkMuOm2+3KcDOqxqhQ1+JmscF9Q02UScSp1WfGDfetWVUXY4cJOL1BWYln0sPHYRuvOhhPfV4tbl7GIqhCged7Jglf2oXwep72+tTCAlUV6u3U1j6LxQKPxyMEjsfjgc1mm0rM1XZMNXYYxxoWB9xrOFF+PB5LHqMOLANebuvlT7vdRrlcRqPRmPKCVbsXnE4nnE4n/H4/AoGArDmqHQowPfyKg1Y1vBrzUlkzb6WYgfntq8BY4Z5C39BsNotUKiU5rVpgMBqNcLlcMjDa7XZLtxRV7rMENNWhLC5oKvTTcR5FTXWNYGyYTKaXiJxX3ReADNWkX+j+/r4QN+12e2pgGHMfdkuxi4Y58yxJrOZStAikhcUi7OOLjrfxGalnZ5J4zG9nibdXvSYWomq1mlgHHB0dIZVKodFoyBmIj8N9il2dHPjL89dpBQzVrot+tt1uVzuPvya+y+fDz1ctcKnzf9Rzyps8Fq9joVCQeDk+PkaxWJyyiWXM0EpHFVPM8kLA9LlA7cRqt9syJO9Nh8G+bZw7UXwRvjBqgD158gQnJyf4+OOPYbPZYLfbYTAYYLfbp6rk9F3S6/VoNBryOJxMzzbyWU+TXC4nHrW9Xk9k7BpR/DJ1clNXAAAgAElEQVQW+fNgDLA1ZTwe4/DwEE6nE1euXJEig8ViEUKPlSYm2RxqxiobST+fzwdguora7XZxfHwsyRHbHOalRFpkLOpGrZL/NpsNFotFvIir1aqsJ8BzOxqr1SoVbd6XA3/oT2u1WhGJRBAKhUR9rpKL3W4X2WxWfATVgWaL+jnNG4v2mUwmE6lWc3AhB6PykKMWotQkl3Gj0+ng8XgkueG6tLS0hEgkAr/f/5LSptvtIpPJTHmqz5JFGl5g3p8Jv/t8LVRj8XAOvDiIqd//yeRFC6V62FFzHY/HIyo+kjerq6sIBAIy10E9QHHdoUWSal+gxc3LmFfsMEfhNRyPx/D7/bDb7RIrauumerCiKvTo6Aj37t1DKpWa8n3kdff7/eKT7fP5EAqFpOOORDHXLhLVhUJBOiTeZNL9u4ZZIu48no+H5I2NDWxubmJzc1NsQqjeVG8PvMhl+/0+stkscrkcvvjiC/zud7/Dl19+OaVE555ltVqlO5PDDlWimI+rdr+QIGLnzNeRke8y1H3+bT4+By+fnJzAarVidXVVhjdTLPOqa0Tiv1arIZlM4h/+4R/w4MEDGQY+W5TS6XSwWCwi1nK73TKbQy2eq69NtZpoNBryGLydhtNxltYc6p5CZSYLStVqVazzyMXMxspsgZ6kXyqVwv7+Pu7du4cvvvgCuVxuqmsBeNGNAUDOUtyTZhWp6utkvsQ4ajQa8vq1uPl6vC6J+yqwmDyZPJ8RpdfrxYt8MpkICWsymb52D1DXDuD5rLJsNovHjx/jiy++wPHxMQ4ODoQkVs8/FHYZDAaxmWDOdNr3gmsOrVBof1Kr1VCtVheu005TFM+AQcLDDVWaxHA4xKeffoqHDx/i888/R7PZhN1uRzAYRCwWw3g8xu7uLiKRCKLRKH7wgx8gGo0iGAyi1+uJb/HR0RFKpRL29vakdYYEDgljDRcDPASR4KeBvepRxEXh7t27+OKLL/Cv//qvaLVasFqtEjsAkEwmEQgEEAwGcevWLYmdwWAAs9kMh8OBZDKJcrmMvb09PHz4EKlUCplMRqqYi7K4aHg1dLrnHnusVnPQVKvVEvWLupn84Q9/wGeffYZHjx6h3++Ll3EikYDRaEQ+n4fL5YLL5cKVK1cQiUQQDocxGo3EFzSVSsma8+DBA6RSKRlwpq05p2PRvktMkJeXlxGNRuFyuYSwo/pzlmT53e9+hwcPHkirFAc8LC0twWw2o9FowOFwwGq1SstWIBCQoqXJZEI6nZbYuX//Po6OjpDNZkWRsWifk4bnYPLqcrkQDoextLSElZUVBAIBOcSoCSnJwZOTE3Q6Hdy7dw/JZBLD4VCKWm63G0tLS7Db7RiPx+JjTUU6i+J87lwuh2KxiIODA9y/fx+Hh4coFApT3vwaFgOqvQ0Lk/T4I8FymqJK7Vrhv6n5CIk+r9eLWCwmqlB2LqgKdR4aJ5MJisUiisUidnd38eDBAxweHqJWq4kHroaXcd5EKA/qzWZTrrnazXJaZ4XaScXBP8C05z1vx8HO4XAYoVAI4XAY8Xhc/KpVclEliAuFArLZLPb397G9vY1UKoVOp6MNszsFswTY24C61/T7fbRaLVQqFRSLRej1eoTD4W98btXCb3l5GYPBAM+ePZPOOe4n7FxwOBwIBAJioeX1ek+dqcBz/mAwmCIU9/b2UCqVNFu2b8DbiB216FOpVEQUQ4GLSs6d5oM+SwA7HA5YLBZ0Oh0Z+E2BFUElqM/nm7KMZDFMLS4wx2bc0AZuZ2cHT548QbFYRKvVWijCbxHxXWNHLT6q+Qst9sjf0b7x6x5Dvb7qcHiew9khbjKZXoov5sc8j6lDd2dtl9RCabfbRbPZxOHhIY6OjuQ8/rYsgL4NNEWxArXlgJuOyWQSFR/J42QyiXQ6jUKhIJ5rgUAA0WhUyEKqsuLxuKj7KpWKLDzcJI+Pj5FMJmUgHklGDRcLrHwydkajkZAsACR5JalbKBQAPK9aejwehMNhUXoFg0G43W6ZAO7z+VCv11+KHbbpsYVGVX9pWHzwEMRpvupkeW5Y3EzolVatVgFACJtQKCSej4FAAE6nE8FgUKwn2u22PFar1RIf9FQqhWQyiXq9vnBtLhpOh+rdySIDCV62iqsJMxOmg4MD5HI5ads2mUwSJ3a7XRQ3tEtyu91wOBzodruS3DB28vm8rDn1el0KYRoWDyr5SzKOcxbYFgdAEln1fmy7Oz4+nlKFslDBwb4mkwler1fsBLiOkfiZTCYyCISDqtLptKjStdh5NeZhXcIDjNpW+U0DyVRQvUWbCLWll7Hj8/kQDAYRiUTgdrvFx4/5j2pLQksCDh/K5XKyX2l5zqtxXrHDw/LsIEPaz/A2s4dl9XVyKCuv6exteCaz2+1wuVzwer2yd80+Jtu/+/0+KpUKCoUCjo+PpWWYnTAazh+nkWudTkf86tUi0+z9CDXHof/1aTHF21JBzCKU0+mcKkQA02tet9tFsVjE8fGxFMfr9bpmr3XOUIsKo9FIFOOqVd7JyclUcZL3O40M5FmLA+XJ68ySlCopfFrBanZNYyyT8CsUCsjlciiVSi/Z52h4Nc5iv+I1Ycwwj1A9y3m7r3sdvI3RaBTiV7U/UW39eFtVpUyxBYsQzJ3VuFSV6MyXOMB1EfMbTVGsQB2YQBuA9fV1XLt2DQ6HQ3zSCoUCdDodlpeXEQgEZNMzm81IJBL41a9+hUqlgtFoBL/fD7PZjH6/j1wuJ7YVxWIRuVxOqgi0EdCqT6/Gon4uk8kEFosFgUAAkUhEigVbW1u4cuUKTCYTOp0OarUa0uk0er0e/H4/rFarqHHcbjeWl5fxt3/7t2g0GphMJggGg3LoLpfLAJ5XxUqlEnK5HPb393F4eCj2JZrlxOlYxM9kMnnu5RgKhUQdyuLA6uqq2EY0m02Uy2UcHh6iXq+LJyg3sWg0ipWVFdy5c0e81EkeD4dDIZYNBoMobJ49eyZx02w2tbi5IGBy0ev1cHBwAIfDgXA4LOoHtm8zeeZ6k0wmUa1WMZlMJEE2mUxYWlrC2toabt++LXYV4XBYLFDa7bYkOiT5nj59isPDQxwfH2trzjdAbc+fF6iwYO7SbreRTqfhcDiwvLwM4IX/J1/zeDxGMpnEvXv3UCgUZFI8iTyTyYR4PI4rV67ggw8+EOUFcx0qxpgXcUL0kydPpGihqYm/HvOKGR6qWq0WXC4Xut0uSqWS2GX1+32xElBV4yRSOLDw888/n2r/VEUYsVgMm5ub+NGPfiRWXTabTfImEkidTgeHh4c4PDzEw4cPcXR0hEKhoHW/fAPmUVwgUdxoNJDJZMRKrd/vTxU4gemCJ/Pb0WiEYrEow8FVr33ghWIrGAxKvmOz2aZUfhTyMGd6/PgxDg4OcPfuXVFqaUKK03Fe507GSqfTkQHcW1tbsv8AeIlQUf/daDTCZrMhFAqhUqkI8fcqspDvy+l0IhAIIBQKSWeE+no4mD6bzeLRo0d49uwZ9vf30Wg0XlKdapjG24qdyeS5BRbXiXK5jIODA9y8eVOKC2rBG3hBOKqvibwO8xy73Y7JZDK1Fqj3U9WjvV5PSOJZophFqVarhXK5jHQ6je3tbezt7U0NB9fWm1dDJXfPAuwo0emeD8ys1+uiQKcKXbXOIk4rNnHN6Ha7sNvtYpc2O0iXj8c5HNVqVX5OE9KoftYUURwfHyObzUr3wqLxgBpRrIAXhq3dkUhEpqNS6WcymXD79m1Uq1VUKhUhYoxGo0z9XllZgdvtFlUpH5vqmlKpJFM3nzx5Im2YixYcGl4fVH622234/X5sbm7C6XQCeKE2djqduHHjBjweD9xuN5rNpgwhW1lZQSQSwdraGprNpsSOqvrq9XqoVCpC9D179kwql1rsXCyw6siDOBUza2tr0n7LoVEOhwO3b9+WFu9erwebzYZwOIyrV68iFothbW1NyBd16AIP771eD8lkEgcHB9JOp8XNxQMTq0ajgXw+j8PDQ0mONjY2ADxfi1hIcLvduHXrlnTF6PV6uFwurK6uYnV1FYlEAisrK1Otv6r9Ur/fR6fTERX6aRPpNSw2uAZwcG4qlYLNZkMkEoHD4YDD4UAoFJryMqdqeGVlBWazGeVyGVarFX6/H+vr61haWkIsFkMikQAwPXRGVUu0Wi0Ui0XpfuEkaS12Fheq6o++5LRMy+fzUhgHXhQZePgZj8dwOp0ycZyDxDhQKhaLIRQKIRgMIhQKSV7N56UaiHMXyuWyqELVATIaFge8Zt1uF41GA+l0WsgYdqy43e4pj3yVCGbc0BLJ7XZPDUllDkRbGw5CnI0desxSdVir1VAqlVCpVETdrsXOfMEiAbsu6/W6FIVarZaQ/2oeooIxYzabYbVaYbfb4Xa7AUDazNVOCHplU02q+iCrZJ860IwWKiSItZiZH5hHqKpvVY1utVpfUhXPguuOy+WSYZudTgc6nU4EfbMWAup9idkCBveobrcr+xIHBnN902Ln/MB1hQXpfr+Per0+NciZvIp6jU8D8xqHw4FIJIIbN27AYDCgWq3KLAaKb4AXlklms1mKDLPrCjCd4/BcThHG63ZtzQMaUTwDHqp4yGZSo25OGxsb4pnD9ksmMB6PRzyRePhmIkQj/nw+j/39fRwdHeHo6EiSaQ0XF6xCsr07Ho/DZDLJIsFK5tramlQ3G40GrFYrQqGQTP4OBoNwOBxiiM4Nh4teqVRCMpmUn9nJ4houDphYVCoVOJ1ODIdDBAIBGAwG8Zpl3Kyvr0uxYDgcwuVyYWVlRaxtQqEQXC7XVNwAkLip1WrI5XLSUqfFzethET+f8XgsKoZkMine5eoBnMpPh8OBjY0Nqa5bLBYEg0FsbW0hkUjI4EN1qCGfo9/vo9lsol6vo1gsiiKdFkmL+NksGub9GamkX6/XQ6vVwvHxMVwuF3K5HAKBAAAgGAxODTOiRUA0GhXCkBZJa2tr4p1PL2sAL8VOq9VCo9FApVJBqVQSsk+LncWGqqrqdDrI5/PS5l0ul0U9TlUoiWL+sDPG5XLJdXY6nfD7/YjFYmKNxIF5atwAmCpq1Ot18TGlQlnD1+O8v1tqpwu74VwuFwwGA7xer9hLmM3mKWWx2nExmUykmOD1esVGTSWQacnmdDphs9mm2sYZezx8s4OvVquJqkxToS8OSJY0Gg10Oh3Zm0j0nEbkqK3dnOvhdDrhcrmm2st5nS0Wi/gUk3ymdYVKFFMN3+v1JOdpNpuaIvQN8LYUxRx+yO84iX227JNkU5XBs+Ca43A44Ha7EQgERExxdHQkZy3elvFHsQUJPHWv4mvjWkOFM0lJba15fZxF7Kge67zeg8FAuLV+vy97AK/NrKqY4BrE7gWdTofNzU1MJhMR5nCt4GOxS4HdVSw+8O+z71O1SFIt2M57vsDrQiOKFfBAZbVa0ev1cHR0JElJsViEx+OBxWIRefnx8bF4Ea+ursrwH7Yr6PV65PN5WUz+8R//UTz6vF4vRqMRyuXy1EKl4WJiMBig2WzC6/Wi2Wzij3/8o/j0bW1tyeRUtl3VajUsLy8jGAxidXVV2lvYagNAqmGtVgu//vWvkc1mkclk4PV60e/3USgUtGTmgoKJT6vVQjabRSwWQ6vVwr179xAOh2WqN/Ciqk2y59q1a4jFYrh69erUACC2hne7XXS7XbTbbfz2t79FLpdDNpuFy+VCr9fD8fGxbJpa3FwsMMHo9XooFAoYjUZIJBJiT8MEhwd0VqqZ9H7ve9/DysoKbty4Aa/XC7vdLgd5tvpRRfz73/9eWqJcLhf6/T7S6bSmtHlNLMrnw0MNu5l8Pp+Qez/72c/g8/kk96GSz2azIRgMwuPxoF6vw+fz4fvf/z7W1tbw/vvvi1UOlV9sveMB7osvvkA+n0c6nYZer8dgMNBi5w0wr89HbdutVCpoNBoydNdutyMWi8FgMAhxrB6igefrUzQaxa1bt3D//n1Zdz744AOsra3hww8/xNraGgKBgBCHAESl0+v18PDhQ+RyOfHQ5x6p5Tqvh3lYTwyHQ6TTaRHQnJycoNlswu/3T3mjAy98ZkkA0Rs/FArJvvTHP/5RBs/duHED6+vr+MEPfoArV64gHA7L+gVA1p1ut4snT54gnU5jd3cX+/v7yOVyKJfL2przGjiPMyi/v8ViEaPRCBaLBZlMRjxhQ6EQ3G632D/OeoFyvgLP10ajEaFQSIQWuVxOSJrNzU2srKzge9/7HhKJBLxer6xX6jCpTqcj8XLv3j3cv38fxWJR65p6A5z1Z0SSTe2gMxqNsFqtyGazcDgcWF9fF2sbrif8UX2qKYAIBoMwGo1ixXV8fIyDgwMh8nq9njx/PB7HysoKrly5Ar/fL3my6oFLC4JUKoVnz57hyy+/xJMnT7T15g3xXT8nlSCeLSZwMLxKyqre0ypZrBYxWSygf/73v/99rKysiGVoo9HA3/3d30kcqEM06aMfDoen9j3GjjqDoVar4eDgAJ9//jmKxaIIDdX3swjQiOIZsF2KUzFdLpcEC3/cbreQv2azeapVhpUMqkCTyaQMeEin08hkMjK4rtPpaAvKJYDaTkAleiKRgMfjgc1mm2p5ouK82WyKP59a7WZlvN/vI5VKia8kh+AdHR3B4/GIb6R2cLqYUNve2E1gNBqlMMW4YRLEYZm1Wk2GjXE9Uqc4n5yciN95o9FAKpVCOp3G0dERXC4X6vW6FjcXGEyEer2eqB5UDz3+mzoAaHl5WVo7vV4vnE6nDFC0Wq1TJA8PSM1mU4as7u3tweFwoFqtagWGCwoWAZrNJgqFgrRiqpOZgRdT5dkyfv36dRmUyNZvu90usUOyZzKZyEDVVquFdDqNw8NDbG9vQ6fTabFzwcC9BID4MFYqFdTrdVHpMHdVVViMm3A4jOvXr+P4+Bj5fH4qdmw2m1jh8HlarZaQNtlsFnt7e3jw4AE6nY60B2uxs7hgdxSvT7lchtlsRrPZRLVafeUgMRYznU4nrly5IiTP2tqaFAm4Z6m5srpnqYXxZDKJnZ0d3L9/H7lcThtEtqCgGpNdkvRAJ7HndDqnzkWqZQWH+ZJQvn37NnK5nLSCU+2nDvlVySTud8yJ6vU6tre3sbOzgwcPHiCfz2se+gsC5haq5US1WhUP4Nn5CSwenOY/y867paUl1Go1AMC1a9dQLpfRarVgt9uF+NPr9VIAU/cd5t/0Qq/X60gmk9jb28P29jYqlYoUGDScL9hJSW985gzNZhNut3uq6+mbrEqAF8Qx16TxeIxr165hNBrBbrdjc3MT5XIZzWYTAKYem7ZrfB18ferQTLVbU+0O520XCRpRrEBtgaLS0+PxwOVyyeGaxIy66XBh4pCPbreL8XiMdruNnZ0daWvJZDLyUyqVpLKwaEGh4c3BRYI+jltbW3I4Ytud0WiUthcuGmxZYIsDN6Zer4e9vb0pojiVSuHw8BBms3nKw03DxQQTElrUmM1mBAIBORipvkXxeFySGJPJJOsQCWXgBRnETader+Pw8FAq3ixEaHFzccGCFP2lTSaTeKSRHFYPWEajEZubmwCexxuLDIwhTn5mUszDda1Ww+HhIfb29vD48WO5P/csDRcPbJU7Pj6GTqeTgiMJHqop6M0GAB9++KEMpgoEAnKAZyeDXq+X9rpKpSLJ79HREZ4+fYpPP/1UFB2aR+jFApVY7HwplUpC3qkTvYEXcxgoojg5OcEHH3wAn88Hu90Ov98/FTuzxc1ms4l2u41msymDD//whz+It6zq86dhMcFW8PF4LIPGGo2GDLiMx+PSuaISdyRwbty4IaQO461YLE7lQzy4q3sWixf1eh17e3t49OgR/vSnP6Hb7Wq5zgJCJUyazSby+TysVivC4bDkN+x2ot3jrOqPnumRSAQ//vGP8fDhQxnwyz2IZ6vZ609bnVqthmq1imKxiC+//BI7Ozt4+PDhVOFUw/zBcw2HXpZKJYTDYbF76Pf7YnOkqovVNQZ4IcThHgQA77//PnZ2dpDNZmX+S6fTEaK40+lIp5Uq7mm1WqhWqygUCtjd3cX29ja2t7dl79NwviB3x3MP84aTkxPU63X4/X4AmDr/qvuQukZwjVEHF/KxHQ4HSqUSjEYjbt26hd3dXYkdxij5m2q1OmWhpHYxMNep1WooFApIJpOo1WpTtmyLtG9pRPEMJpMJ8vm8eOv98pe/xM2bN0VZzFY6esuORiOpitNWYHd3V+wrHj9+LAF7fHyMarUqFU8+n4aLDyY4u7u7qFQqaLVa+Ju/+RssLy9LgqvT6WCz2ZBIJBAKhTAcDoXcAZ4f5HO5HIxGIzqdDh4/fiybVD6fR7VaFT8krSXqcoDq0Lt376JarcLtduPnP/85PB7PVAuV1WrF2toawuEwxuMx9Hq9kMXcDAGg3W7j0aNHUsksFAoolUpoNptTfn4aLj44Nfd3v/sdKpUK1tfXsbW1JYODaIXk8Xhw48YNLC8vS9cDVaE6nU4UEK1WSw5KJI1LpRIajQYAaLFzwaEqRKvVKp4+fYp/+qd/wp07d7C8vCxFJxYgqL7xeDy4fv06JpPng6U4jJUDQyaTibR9kxTO5XIoFAqo1+vaYJcLDAoeKpUKgOd2WIVCAXt7exiPx/D7/UgkEnKoMplM8Hq9si8tLS3hzp07olIPBAJwu92w2+1yaOv3+9jd3UWv10O328XBwQEymYzEjoaLAbWl1m63o9VqIZ/Pi6XIhx9+CABTxQUSO1arFV6vF9euXUMkEkEsFkO9Xke9XoderxcvWrfbDZvNJoT0cDjE4eEharUaKpUKHj16hGQyqSlCvwVmCZO3CSp/OaiSIhrmtp1OR25LAZb6OvV6Pex2OwwGA77//e8jHo+jVCohlUqhXq+j0WiILy0LEVarVUii0WiEbDaLZDIpg8FzuZw2LPNb4m3GDnOHTqeDQqEAr9eLvb09/Mu//AuuXr0qpLE6sBDA1PkJeGF5YzKZkEgkEAgE4PF4kE6nUSgUkM/n0Wq1RCHKAjkLm6q3LQtZ2WwW2WxWeB1tzXlzqNYy3xXdbhdGoxGRSERyUYr1hsMh2u02AIgVKLk7/v00JToA6WZxOBxwOp0yayGbzUrs0DlgNBrB4XDI+YuDO5kHq9177LKaLS4s2hqkEcUz0Ol0U9NzaRUwO5WQlQtOWaXqol6vo1wuQ6fTSQumWtmYN8l3ll9KDdPQ6XRThvZst1OHdwCQijgP5Txo0/uaQx6SyaTETqVSmXvyq8XO24Fer5frz2m89G9U1wqTyQSXyyXqKsYbB9axinl4eCgFhlKphFarpcXNJUaj0UCz2ZS2JXWfoiqQRQUOg+LfqebrdruoVCo4ODiYKk41Go25KiQucuyc58H7dcFDMvObSqUiew6AlxJlqkRJzvDgRFUW9zsq0Pm4qVRK5i/MC4v4+b8uFuW1U0VFW4hyuQy73S55sdVqfUnJZTKZpKBgsVjEs5aDWQGIwrzX66HZbCKTyaDT6Uj3VKVSmfu6swif/7fBvNZMPp8aL7lcTorW1Wp1akgUME0W8yAOALFYDB6PR+z5zGazDMgjQcz23ePjYxm2ms/n515guKixc55xwzPzcDhErVaDzWZDLpeTczYHaNIvf/b8TdWfxWKB1+vFeDwWmwl2YXL/Ui1P2P3S7/dRLBaRTqeRTCZFhDPP63ZR4wZ4e56qquUDv/ONRgPVahWlUgnRaBROp1Ny39ku79nXx39jrITDYQAQApBk33g8ljWHsacSfb1eT+z9qtUqWq3W3Hmdixo7tKACvvvaQ9Wu6iXN/Ye5DH9Uv3JVPax2L6ivkbfhHhaJRKRg5XQ6ZWDeYDAQ9THXndlhdQaDQTo/KTxVh2yeJ17nOc+dKF7kgGbCMplMoNfrYbPZEA6HEY1GJbFhIHKjGo/HkvBmMhmUy2UcHx+jXC6jUCjg8ePHGAwGODk5QbVanXtbAl/zol6Dr8Mixw69kfh3tka5XC7ZZLiAqYsOF7NisYharYZMJoNisYjj42Pcu3dvirSZd/sl38dFwyLHjcFgmGrDZYWTRLFqzq9OY6Vyp1qtotlsIpfL4fj4GJlMBp999pm067LYMO/3eJHXHGDxiEruUeqQTHVfYuxwf2JcqUUrespWKhVRRnz22Wcy9GFnZ0dsUeaFi7rmAIsXOzzIkKTT6XRoNBpoNBqipFK9IIEXe5ndbp+6DmzJbLVasvZ8/vnn6HQ66HQ6uHfvngzmmBfUw91FwyLFDosCrVYLu7u7GI1GsFqt8Pl8sFqtopzR6XQioDCZTHC73dISzPfBgzyV6KVSCYVCAY8ePUK1WkWlUsG9e/dE+TMvLNLn/6ZQfcPPGyRSuK88efIEfr8fkUgEu7u7GAwGku+oqi4AMpSX68+rOhFolVMul1EsFrG9vY2joyOkUins7u7Ofd25qLHDuDmvNZPPk8lk0Gq1xIaNgqulpSUkEgkZ6qwOv+TrBSD/T1U6H5e5Du3amEd3Oh3U63U8e/YM29vbePr0qQydnycuatww5+R39axfP8/I/HuhUJAhhtVqFTabDfV6fYq/oS2W+m8qAciuKY/HA4PBAK/Xi0QiIa+fNn39fh82m03OYSw0tFot1Go1Oauzo3NeuAyxQ27su7wH9bzMPKNUKsHj8chz8KzE+KCYZvZ1qVB9i3n24jBnn8+H5eXlqfvSXYCF8dnH5fwYDmj0+/3SfTN73nnb1/Z1Hl9TFCtggks5uNVqRT6fx9HREeLxuFQA1OpEMpkUv7Z6vS4G+blcDrlcDpPJRKrri3Dg1Ty7zh5qdTsYDMLn88FisYj/jMvlkgqnuuGR/NXr9aImZXtNLpcTpWmj0VgIf8d5FzkuG0j62mw2LC8vIx6Pw2AwoNPpoNFoIBAIwGg0ynAyolqtYjwew2g0iv95t9tFsVhEPp+H0WhErVZDrVabmsg6L1zkNedtqCS+K7jeUCOKqtEAACAASURBVIF17do1XLlyBTqdTtp87XY7TCbTS0ocDvGgVRL9so6Pj5FMJjEej6Ur5rSk5bxxUYk+YpFeO0lgxo7dbsf3vvc9XLt2bUptwTxoVpVDlZbqi82uKQ7tzefz0oY37/1i3s//XbEosaOqsWibNplMEA6HEQqFXiKCadGmrp3dblf+j51R3W4XuVwOqVRK2sYzmQza7bZ0PswL8173vivm+fp55plMJmi321I8ODo6gsViQTQaFQGFGuPsfGG+w0Jnv9+HXq+HxWIRn3V2Q2SzWaTTaZnhQZ/keeIixo5qS3ae6w67KSeTicxkyeVy+OEPfyjno3A4PFWEUokNEoEOh0PWFgpy1A4YFiCA52tRtVpFNpsVe61FyXUuKlSi720+vjqQ12KxIBQKST5Tr9fhcDgQjUblPrQtmbWhIGhPYrFYpHuBP+SCSAyqvuiNRgPFYhHZbFb2q3nu1xc5dkjufluo+Qe9iff396VQTSKYwk+32w2dTie8DPDiLM7fidPUxQTFpCaTSbyp+V6sViucTqfcTlUvGwwGIZJVuyaz2Sx+/qddz7cVX68TOxpRPANVQeN0OiXhnfUv4UZUKBSk7bfX602RxPl8XiZ1zluZRSzK4ePbYJGVoVwM2MLicDikUqYuNqpKtFwuo91uy3AqttHR35GtvarBuYY3x6LGDZNcg8Eg6nMOWeDmppI7jBtOR6VFSavVQiaTkQnzPMxzqOa8sYif/UUH40av18Pr9YovMaHuV6oCne1Ro9FIhgBlMhlks1mJHRY7tdi5fFAVw3q9XvyGgenPmiQOvfmYvDLB5bqTzWZl3eEeRrsS7dpdLjAGeJCmcIIHNa43ql8x78O8h7ZcvV4PxWJR8mQO0KQNihY73w6nHWjnAcYJc9her4darSZnpVftLTywm83mqQFAs4q+TqeDSqWCUqmESqUiQxa1dee7YR6fHQvWjUZDiJpOpyN/bzabsFgs4kl8mtqP/05bJBJPzJG4hw0GA9mnOECT3TRa3Hw3vM3Pj9eH3S20aSwWi6LO5Frj8/kAQMhetUNKBf+dHA8LCly36HesehOr1iXMpRljF7mDad5g/vBd1cTMHZrNplxHt9sNj8eDcDgMq9UKg8EgdjSMD+Yx6hBEVUWsYjbPUTkdtauTexhvr+bRjGd1CLDL5ZLnZeFKLeDNE5r1xFdQSRm3241AIICNjQ3cvn0bN2/elEWE1WouVo8fP8bh4SEODw9hNpvR7Xaxvb0tnkdUG2u4nJjdhOx2O3w+H1ZWVkQlSqKGKpnRaIRut4vHjx/j6OgIOzs7MvyQsdNqtdBqtbRD0yUF44brod1uh9vtRigUkiELbH/iJspWqMPDQySTSTx8+BBms1kGH7LwwOmp2rpz+TCbxFA1wQ4Yi8UCs9kMvV4/ZXXDJKparSKdTuPBgweSUN29exe1Wk0GdHAgg4bLBTV21P0IeFGY4oFHVRcDLw7z+Xwe29vbmEwmqNfr+Oyzz2TgYTabRaPR0AqblxAqkXJyciJDdanwZJxwn6JCRs2ZG40GDg8Podfr0Ww28dlnn6FQKKBarYqnNdWFGr4b5n3OUkmVwWCAbreLcrmMcrmMarUq3VKq0k+1SyLhx44o+lgbDAb0ej2kUins7Ozg6OhIWr+1QWTfDdwfzvsz5BmHSl9aqnGI5ubmJoxGowi3VIskFZPJBDabTYgVKtDr9bqIdrrdLjKZDFKpFFqtluyB6r6n4c1xHrHD69rv96HT6VAul/Hll18ik8mIQtTj8cDn88naovq/zq41wLS1Ge21ZglhFiHUIsNgMIBer4fL5UIoFALwwo5LI4vfDKo9yHcFbUp4DakwnkwmU4pdp9MpljQseKs5DACJG/XfXvWa1XVHVb+rhSrm1LS44bktkUjghz/8IRwOB2q1mtjWsguLNhrzjKu5KIrnncSoYDXSZrPJhbt+/TpisRg2Njbg9XolKHihOZSu2Wxie3tbvImp4iuVStKaqS0aZ4tFih2amrtcLthsNrjdbty+fRtLS0vY2tqSChFfM5XDg8EAnU4HOzs7SKfTKJfLYtRfLBbRarXQ6/Xm3s5ymbBIccMWF6/XC6fTCa/Xi1u3bmF5eRkbGxsv+Rpxc2HiwripVCpThzAOPKQnuoazwSLFDm0B/H4/PB4PgsEgNjc3sb6+jnA4LL6PxGQyEQXXYDDA9va2TOrt9/vitVYoFKaU6ovyfi86Fil2OGjM7XbD7/cjFAohGo0iFArBarXKa1VJQZIvJycnODo6km4Xxk6r1UKhUECpVBKyZt7qh8uCRfLnVtVXPHAz/5ltBefvJGF0Oh2q1SrK5bL4opOkaTabQiCyu2pRvi8XEaoFyLw/x8lkgk6nI3HTbDZRr9e/0UpNtSzhcDJa2bA4QRs3Wi2xS0bDtwOvxTxUkarijiKanZ0dIf2q1SqcTid8Pt+UClCF6q/M3weDgcz2oOCCZJCq/KM9Bf9dw5uD6si3GTt8XJ6l6TWt0+mwu7srnXUmkwlerxc+nw+9Xm9qyCrwav9ZVf1JYu40hSlJR4vFApPJhFAohMFggFKpJLMf1FxKw9dDjR3+/l0ei589v/O089zd3cVwOITf70cul0M8HofNZpuynYhEIrDZbGIpAeAbyWJgelgdc2Y1dtT7UxQ4Go3g8/mEVM5mszCZTEgkEnj48CEKhYIMtzcYDHO143ptolin0xkAfAYgM5lM/oNOp1sH8PcAAgA+B/BfTyaT1/JXWIQkhlB9Qh0OB9xuNyKRCBKJBNbX16fsJ4DnGwmnXZbLZWQyGeRyOWnHZBK8CN6gi4LLGjtsL3A6nUL4xWIxLC0tYXV1FU6nc6qKyWmpnU5HbCZoXcI2KJI18/boWwScVdycRVvLWYKJqdvtlu6FaDSKeDwu7THq4ZvqP5LC+XxeiD1OeGYreKfTmfO7Wwxc5tjhNGa32w2fz4dAICAqdJUoZqLK4Q3D4RCFQkFih+tOq9WSoWbannU59yu213G/otWNy+WCw+GA2WyWQ7QKtV2Ow8ZardZU7NAPfVGsbuaJs4ydRQEPKqr6Ru2IUQ9Qp8W6TqcTy4mTkxOxJ+Hk+FarhXa7LerkdxVnve7Ma+1R44GDM9UhQ91uV4Y0Ay9Pmufr5t+5f9HbkQIK1YpCPW8typp7XjjrXGdeoJqcecpk8nwoWbfbnVo/TrOfUDtlGDdqsYHxQGKYeyGVhGwTf9dU6WcRO8wz1b3gbSuL2V3JQlQ2mxWLG5vNhtFoBLPZLMMzed1P8ypWYweYHgbKWFO7rQwGg3Twmc1meL1eNJtN2Gw29Pt9IYsvuw3OWcWO8nhn+nmpCvRarSYFI+aw/X5fOBqz2QybzSaDDWn1qDoNnIbZ2FELBKo3MdcgPhf90znsdzgcwuv1wmKxIBAIIJ1Oo9FoCFF8Xt+tV+FNFMX/HYAnANxf/f4/A/hfJpPJ3+t0uv8DwH8L4H//pgdZtC+OxWKRaqXdbpcJqg6HAx988AG8Xq9UHVjxBIBMJoPPPvsMmUxGbCY6nc5C+REvEC5l7FitVvG/YaGB7QxbW1twOp0yqZeLlsFgQK1Ww9OnT6UNr1arycGp1Wot3PucI84kboDFiR2dTifTmd1uN5xOJ+x2u5Asy8vLUs1ksgE893tkKx4TokajgXw+j1arhWKx+E4fsk/BpYwdWtsEAgG4XC6JncFggEAgMDVIiokFJ35TiUWv0Ewmg0qlglQqpSlppnHp9iu2ZgYCASQSCfFEY95itVrlQKUespnUnpycwOFwwOVyodFoIJ1OI5vN4v79+9LBsEjvd464VLHDAoPP50MsFsPm5iZ8Ph+cTic6nY4MOFTVNfy7OpjF7/fLAMV+v49KpYLt7W00m00hiBflPc8RZxI7Z6HM+q4goWKxWOD3+xGLxbC6ugq/34/hcChrDs9WwLT9H9Vck8kEXq8XDocDXq9XfKyPj48xmUxk6KaqdH8H4+jCx42qvqR4y263w+v1ik9su92WLs1ZsphEJeMGAJxOp7wnqoubzSZcLhei0Si2trYwGAxkwK9OpxOi7x2KoTPbr85jDVdV45PJRKyugOdFKXWYpd1uR6PRAPBiH5sdDK7GkDrIzOFwTL0XktNut1ss3oDnwkGe80ejEQ4ODuQsRyuKSxxLZ7runNX5lTHCa8t8g0Iqs9mMZ8+e4eHDh3A4HAiFQojH4/D5fCgUClhbW8Pa2prY+HGPedVARMYWYbPZpv6Pr4lkMf9usVhgMBjg9/sRiUTkTD8ejxEOh6WznHE0z73tZYfvU6DT6ZYA/HsA/+dXv+sA/BzA//vVTf5vAP/F6z7ponxxVKVEIBCA3++Hy+VCOBxGIBAQjxJWOqk8ZksMW2F4sFKTZQ3PcVljh4mw2WxGMBhEKBSCx+NBLBZDKBSaIoiB55sQJ2HSS4leomrszLOiv0i4rHHDZNZqtSIUCiEYDMLtdiORSCASich6oiog6LPFH5KBJycnUrXUYucFzjJ2Fql9jOSL3W5HOBxGKBSC1+tFIpFAOBwWgnj2wKUmO7RY4npDdY22bz3HZYwd5jk2mw1er1fWHSaogUBADt6zsUPFFQe1qkM3GYuzip13FZdxz2LsWCwWGdTrdDqlQD7bNaWSxuqQH7vdLlY5wWAQgUAAPp9PiqI8gL+re9hlix117WPuqyqtuB+9St2nqtW5zjBvZlu5w+GAzWZDJBIRoQ/XoncFlyFu+JwUYtHWiJ2V7Jbr9XqvVD3Pdjgwz6YvqZo/22w22O12Obf5/X5Eo1H4/X5Zj96FGLqouQ6JQHYoqBZqpVJJrLBox0er0K8jImfjh3kx8x/1d4vFApfLhUgkgtXVVWxubuL69eu4c+cO1tfXEY/H4fV6YbfbYbFYLuXZbNFjh4/JWOG6UqvVUKlUUCwWxas8nU7j8PAQe3t7SKVSyOVyKJVKaLfbYmv0qtc4m/cAL7oW1PxHVaPzTM8c2mazwel0YmVlBWtra4hGo9jY2MDGxobscySV55Vfv66i+H8F8D8AcH31ewBAbTKZ0BQqDSBx2h11Ot1/BPAf+fu8ExgVvHhGo3Fqk4jFYuL3yCDjIsHkxufzIRQKTan/VKP9RXqfc8aljR2SMIFAAHa7HWazeYrwA154XqmLB1vG2fILQIg/LjiL9F7nhEsXN2oCwhYTHnaWlpYQjUalMjk7XMpgMEwluaxoczIvByZqAHCGsbMo4P7C6d/BYFCKTrOxo1at+cNWJ7bMcf0ymUwyqFUDgEsaOyaTCTabDS6XS/ytvV4votGoEMUEyRzghWclieJerwe32w273S6PR8UxD27vMC7VnsVcRC1ys1hAsYTL5Xrp8KJ6OfJP5kdcu7rdLsLhsJBBtFZqt9sL8d7ngEsVOyqYJwMv9rGvI4qZ/1KAw1xHPZSHQiEcHx+jVqshEokIWUQ14TvkV3wp9isSOtw/OAh+OByKNc1sp+6sZcks1OFU6rA6dmGFQiGEQiFEIhGMRiPo9XrU63V5He9Al8OFjB3V6oKKXVpQcB6H3+9HMBhErVaTvPdV56Ovi53Z5+MZzmAwIBQKQa/Xo9vtSpdNr9dDLpdDPp9/ySKHj3VJcKax8zY+FzX/4HXgOchgMKDVasFqtYr3vdPpRDQalfwmHA7L9f661/eqPUx9DarCmVA7YIxGI5aWltDpdFCr1bCxsQGdTodcLifDgbmnzeOs9o1EsU6n+w8ACpPJ5HOdTvdnb/oEk8nkPwP4z1891kJ8S7hxqIRLp9NBIpHAD37wA3zyySfw+/2yuUwmzwcCqdUl/t8nn3yCZDKJu3fvSktvs9mc8ztcDFzG2OF1d7lcMJlMGI1GaDabiMVi+Oijj/DBBx/A5/PJ7SeTydT0S1XF/vHHHyMUCuFPf/oTjEajVEXfdVzWuDEYDPB4PDCZTBgMBmi1WkgkEvjxj3+Ma9euwev1yu0nX3nLqgoJKkI//PBDOJ1OOSQ1Gg0Ui8VLV7X+NrhsscO9isVM+q4NBgOEw2H86Ec/wsbGhnhdMfFQi05UZbndbty4cQNGoxHZbBYWiwWVSgX5fP5Sqh7eFJcxdrjXhEIhmQJvMBgQjUbxwQcfYGlpSdosef1VbzbguXWJXq9HPB6H0WiURNZms6FUKkki2+l0LtNB6I1wGWOHBF84HIbT6cRkMkEgEMD6+jpu3LghQgl13Zklb1RF8Wg0Qq/XQzweh9VqRbvdhtfrRSqVwp/+9Kd3tlB+1rEz78+PhSmLxYJwOCwdCFevXsXy8jLW1tbg8XhgsVim4oWveVadpf4/hTkcPL60tITf/OY34mFLgm/en8F54LKuORRRUCG+tbUl4i2bzXaqIOvrCGPug1SyW61WRKNRhMNhIYQymQysVqu0fne7XfG9voxxdBliR40B+ktTUMNrmEgkxKZttltTLUgRr4ofYLoAOh6PpRt0PB6jXq/D5/NhNBohm81iZ2dH1qHhcCiet5fBiuIixo5K2PL6ffX86HQ6Ei9ut1tmKHCPOW145qtwGmkMvFx4mF3DDAYDfD6fiAgtFgsSiYTYSlYqFezv76Ner6NWq527Pc7rKIo/AfDXOp3urwBY8dyP5H8D4NXpdMavKghLADKv84Tz3sCZvFL96XA44HA4sLm5ibW1NUQiERgMBpGbs8Kp+o4Az/2PlpaWZJDCzs4OarWa+OVoAHBJY4dfYipsrl69KrGj1+slWSXRx4SYCgqr1YpAIIDl5WV0u11sb29PeS1puLxxs7S0JErQra0trK2tIRgMiuqTNjcAptpNmETb7XbE43E0m00EAgGUy2WJm4uegJwRLlXsAJDYWVlZkdb/zc1NrKysiBp0NnZUv1k+Bi2W6vU6wuEw0um0VKkXxSZhzriUsWM2mxGLxaTdf319HUtLS/D7/ZKwqgdidQgHSRuSfRy+Wa1WZT+jkvgdj6FLGzvRaFSUd8vLy4hGo/B4PHL4Ua/7LGEze1BiG7jqpX4aQfiO4VLGjslkQjAYRDQalU67QCAAp9M5VViYLS58HXmjdlhZLBbYbDb5U/VZf0dwpnHD7pF5xg7jxuv1IhwOy76lWtOoSkG1iPAqkmb2dxI/HFzPwWc6nQ6NRgOj0QiNRgODwUC6ZS4hzjx2VALuvMD1g6Qs1cNerxfBYFDEgKrnuXrfN4G6NnFvNBgMMp9hNBphZWUFFosFg8EA5XIZrVYLRqPxsnVanWnskEQ/j9hR1w4qjHu9nlxPvV4vVhA8e8+SvN81R5nd45j3cO/S6/XweDzo9/tIJBISWyyuzyNH+kaieDKZ/CcA/wkAvqoe/PeTyeS/0ul0/w+A/xLPpxz+NwD+v9d5wnknMSrhcv36dXg8Hrjdbnz00UfSitLr9YR8abfbAIBEIiH3NxgM0jZuNptl0mY6ndYUoQouY+zQ6/H27dvweDzweDz46KOPEAgEEAwGpV1Kr9ej0+kAACKRiNzfaDTC6XSKd1G/34ff70cmk0G5XJ57gr8IuIxxwzXnvffeg8/ng9frxY9+9CP4/X74/X4ZCMX2KQAIBAKSwAKQKc0sMMTjcaRSKVQqFS1uvsJljB11zQkEAggEAhI7Pp9valAdCTun0yn3VxPbcDiMfr+PtbU1JJNJ2d/mkeQvGi5j7Oj1elitVly/fl1UVD/84Q8ldgBI2y2LBmwTV1t3DQaDKI+Xl5dxdHQkqobBYIBut/tOr0FnHTuLQtpYLBZcuXIF8XgcS0tLuHXrFnw+HzweDwBMtdRSGXNadwKLVsx52I3V7XbR7Xbl/95FovgsY4efI3B2w4G+DajsW15expUrV7C+vo61tTUZTKda2qgFKr4HFaeRyIw7rm8cJs2uz3mvveeBs44brvfzIkYpprFYLIhEIlhfX8e1a9cQDAZFlQ5AhoLPFqde9zkASOEzFovB6XTC7/fD7XYLKXN8fIxmsykE1mWLpbOOHVrfzaNYzGvGHNftdiMej2Nzc1Msj9RBYrzPm+416vvie+Z3ht03k8kEfr8fJpMJyWRSCuqq/cRFx9uIHeaR5xE7amFhOByi3W7DarVK8dHj8Yh9qGoP8aouhm+D2fuya5Q5FC3dNjY25DWqe9t543U9ik/D/wjg73U63f8E4EsA/9c33YFJzDwWEwakzWaTQS4+nw/vvfcebt68CZvNJmqZQqGATqeDVquFSCQCl8slF5F+as1mE+VyGZ9++ikePXqEo6MjNJvNcwv2C44LHztutxu3b9/GzZs3YbfbJdkoFoty+KGPKDcyVrH4xd/e3sbDhw/x6NEjlEolaYHQ4ueV+NZxA5z/wUmNGw6Q8ng8uHHjBq5fvz41GIjK4OFwCK/XC5vNNuW3ZzKZJI4KhQIODg5w9+5dSWjfsUnN3wYXMnbsdruo+fx+P65fv46rV69O+cTW63W5/kyM+ftwOJQDFgD0ej2Uy2U8e/YMlUpFJuq+K+263xLfKnaY1J33AUGNnWg0img0iuXlZVy9ehXr6+tS4DaZTOIJqw5uYZcUiUIWG9jeWa/XJWa63a5YBmixcyq+Vezw4H3eSiQ1dpaWlpBIJHDr1i2sra1heXlZDlQGgwH9fl9ihPflkCEApx60Tk5OpPAVCoXgcDhgMpkuLSHzHfGtYoezVfr9/rl+njzsOhwObG1tYXV1FT/72c+QSCQQjUZht9un1phZtdZsR8wsQcy/8zn8fj9OTk7g8/lQLpenyKpZYugdwxvHDZV0AIQgPS+QZPN6vXjvvfdw5coVfPTRR4jFYohEImI3wTP4rCpU/eGe+6pig1qMYG6u0+nQ6/Xg8/kQj8fx5MkTmffwDuJbxQ6Hmlar1XPxB+c15lAwr9eL999/HxsbG7h69Sri8bjM7VCLIKcpihnrrypUfdNrYP4EPO8073a7Qlqz24Hq1UuObxU7brcbRqMRxWLxXM6xqnDGYrGIJZ/aLcXci0Kt04hi9c9vGjI3W2R4ndfmdDoRi8WQSqUAYK5Dx99oNZxMJr8F8Nuv/r4P4KM3fcJ5bdwcyBEMBuH1euFyueB0OmUKOCvTAGQwQj6fF4KGyS1l8v1+H81mE8ViEc1m89RNTMMLXPTYsVgs8Pv98Hq98Hg8cDgc8Hg80r5rsVgwHo/R6/UkLiaTCfr9PsbjsQwtI9k3GAzQbDbR7/enKuUapnEWcfPVfc/uRb0mZuOG5B59iEjWnJycoNfrodVqoVqtotfrwW63w+/3w+l0ysRwJhsc6mG3219qi9HwAmcVO/MAY4fqc7fbDYfDAbfbDa/XK21KbJ3q9XrodDoySVeduqySwExqGYsqiazhBS7DuqPGDu1uPB6PKIY5CZpqF3Y0uN1uadek6o9gEsuhiMCL5FYji5/josYO2x8ZO2r8MIZIwLGYAECGwUwmkylVJ4m704bdqXFkt9vhcrnE4/pdjqGLHju0VfP7/fIn9y4AUkjg6+P+pQ6tA/BKwk/9f4vFAqfTiXA4jFKp9E7vZd81blSy9bzA68sBveFwGJFIRH4omKACUPUVJZFzcnIitgLACwsEPvZsmzfvz9vSw5+kES1x5qXcmwfOYs2Zh5pY3UN8Ph+CwSCCwaDY27BgxtfG68mz1CzB911eO3Mgk8kkgzpV64LL2i1zVrGj7gnnARYPTCaT2Pk5nU7YbDbprhsOh2LppxYaGE+nxY56jV/1fmZvq/4+S0JbLBZYrVbJtefGgZ3nk6kf8nmCbSY+nw937tzBeDyG2WwWDxudTge/34/hcIhqtYp6vY5CoYDHjx8jl8vB6/Xixo0bWFpagt1uFwKwWq2i0WgAANbX11Gv19Htds/1vb0rmGfs2Gw2+Hw+3L59G8BztYPf75dFxev1YjgcolKpoFaroVgs4tGjR9jd3YXL5cLt27dFyaXT6TAajdDpdDAajeByufD++++jVquh1Wqd63t7FzDvuOHawUKUz+cTrzWn04nRaIRKpYJ6vY5SqYQnT54AeO6JfufOHWxsbCAWiwF4fiBnx0IoFMLPfvYzNBoNdDqdqaRYw9lg9oByHuB1VGOHCj8OANLr9XA4HBiNRqhWq2g2m6jVatjf30ez2YTBYMCdO3ewtraGaDQqCTxJm2g0ip///OcSS0+fPtWIvjMGDyPnHTvqunP9+nUhU3hwAiAtkrVaTWwj8vk8UqkUTk5OcPv2bSwtLSEYDE4lxTqdDg6HAysrK6hUKjI1mqQyE+vL0mI5T5z358jYob/jjRs34HA44HK5RPULQDwZG40G9Ho9Tk5O0G63sbu7i16vhxs3boinKAsPavzQr5FrjdvtRiwWQ7vdRr/fR6FQOLf3fBnBs8k8YsfpdEqe7PP5xGINwJQyfjweSw7U7/eRSqVkyCELULRvI9EyewAnsezz+fDhhx+i1+vh+PhYFIR8Xby9hq/HZDKRM8l5gcUFj8eDYDCI9957D/F4XIrYLITTBtJgMMBsNktRk0Od3G63kHPqAOjTRBSzynSSVDabTSwKKOCggk+Lo6/HeDyWrsbzAtcFdvJubm6K+MZqtYpwj7ZGFFAAz89R7N5V58CoudossXsaEaj+O3NsdlUwJ2IMsQtHwzTG47F8j88LXB/Ubl+uK+wA7Ha7aDQaEjuqBze76XhtVfuk2YKE+j7V4tXs/6v3o+CQMap6qZO4Pm9c6v4KJjBk/ofDIUqlEq5fv46VlRV8+OGHWFpakovAQ1GpVEKpVMJwOMTR0REqlQq2trbkcXmhuKkMh0OkUil0u11NFXpJoCYb9LIplUrY3NzE8vIy3n//fYkd1S+tWCyKdUmpVILNZsP6+rp40AKQ9kuj0Yh+v49kMolOp6MdsN8S5qGSYNyQCOYAqVu3bmFlZQXRaFTWG7bd5HI5lMtlNJtN8ffrdDoYDAZCWDJuBoMBjo+PtTXnLeO8Y0dVIIzHY1SrVayuriIej+P69euy5vCaG41G5PN55PN5HB0doV6vw2QyYXV1kDL2fwAAIABJREFUFe12W+KDCgcmq/1+X9q8ZgffaTgbzCt2eEiqVqtYW1tDLBbD1tYW4vE4QqHQVFdLMplEqVSSP/V6PRKJBNxut9jf8PClFhy4boVCIdTrdXQ6nXNvWb6smIeyjwdckiXNZhPhcBjxeBwbGxsIhULw+XyyD41GI+mmKxQKyGazGI/HCIVCss4MBgNpvZ0FB52lUimMRiOkUik0m01tDbpgUJV0apdBMBjEysoKlpeXpQNPVYS2220MBgN0Oh0UCgUMBgMZYjYajcTj2G63A5g+SM9aQnEtI6HIdVDLp98c51UsnlX0sWshEolgaWkJ0WhUBhSyo5d2NyR3a7WaWEGyY5MEEAsUs2ri2degrn1cq+LxuNhR0NqNc0M0svjVmCVb3xbUNYd2ocvLy0gkEgiHw0gkEnC5XGLDRkJPLVbxvD0ajaZI5NOGl6l4VTypRfpAIICbN29iNBrh6tWr+Ld/+zfs7OwgmUy+pU/k4uO8bEXV8zkLm2tra0gkEvD7/YjH4/B6vdJNZbfbp0hilSim4FTdl2Y7F06Ln296ffQoZlxWq1WUSiU4nU7UarWpAYrnhXMnis+7NYEJDDcBp9OJRCKBjY0NLC8vi8KvWCyiXq+jXC4jnU6jXC6LuphWArStGA6H6Pf76PV6GAwG0jau+YS+XZz34UlNfulDHIvFphYWq9U6pQhNp9MoFAool8uo1+uwWCzI5XKIxWKyUTGx7fV66Ha7aDabsvhoOHvMK25sNpvETTQaxcrKCmKxGLxeL6xWq6wtjJtcLod8Po96vQ6z2YxsNis+bWrFUp3WqhYgNFxsqPuV3W6Hw+GAw+FAOBzGysqKtGNaLBa0Wi10Oh2Uy2Ukk0nkcjkkk0m0Wi2YzWZkMhmxPGHyovo20iudyi2NoLnYUGOHKlC2ZScSCYRCISF/O50Oer0eqtUqkskk8vk8Dg8PpciQSqVk/WIXjHrwZtIMQPwj5+WddlkxjzzZZrNJG6bL5RKimAphq9Uqg56bzSYymQwqlQrS6TRKpRIAwOVyTamT2R3B96Qqs+h/PRqN0G63RWmsdTZ8e/AzPm/Cz2KxwOVyiTVbOBxGLBaDz+eDw+GAxWKRGQy9Xg+lUgntdhuVSkWIYp6ruMcBEOsB1TqJz6vuYzw4Uw2qdci8GeZRnKLQinHj8/lkKDjXG3aqsCDQaDTQ7/fR7/dRLpcxGAyE8HG73bLusGvmVTGg/htfC4usHI7ILhwtlhYLKlFMC8hwOCzWEyT4uO/w2qk2W+RruL7wdqqK/FUk8dfFE9dCv9+PlZUVAMDTp0+lI0eLo9Nxnp8LC0OcSxaJRBAKheD3+2VwJolaFg2oeJ5MJlNcDVXIs10svK36p1ooncUs2cyCPecTsag2r1z70iqKSdhEIhHcuXMHOp0OwWAQf/3Xf43NzU0Eg0H54rfbbTx8+BB3797FP//zP6NcLguJx02jVqvhl7/8pSiI9/f38emnn+Lzzz+XNjz1AKXhYsNkMiEcDuPWrVuifvnLv/xLXL16FeFwWFR/3W4Xjx49wt27d/HrX/8auVwO3W4XrVZLNo1cLofxeCwJMInB+/fvS6WIKi8NFxsmkwmhUAg3btyA3W5HMBjEn/3Zn2FrawuRSETaWLrdLnZ2dmTNOTo6QqvVQq1WkwNPMpnEZDIRwo8xks/n0Ww2xbpCs7t5eziv5IVJaigUkgGZoVAIP/3pT2XNYTtmv9/H/v4+Hjx4gN/85jc4ODgQy5uTkxMYjUZsb2/jV7/6FUwmE2KxmCizeCAfj8eoVCqoVCpzsdh4F3CeBwKuO9evX4fX60UwGMTHH3+MK1euIBwOw+l0SidCMpnE9vY2fv/73+Pp06eoVCrIZrNSNPjjH/+Iv/qrv8Inn3yCK1euYDKZwGq1imKIrZtsjSP5o5F8Z4dzVYsYjfD5fNjY2EA8HkcsFsNPfvITURK73W5RsRQKBezv7+OLL77Azs4OCoUC9vb2xF84FArh3/27f4cPPvhAVOxOp1PeEwkf/jQaDdRqNVEzk1DU1qNvj/Mk/WiDFIvFcPPmTSwvL+OnP/0pVldXEQqF4PF45GDbarWQy+Wwt7eHvb09FAoFPHv2DKVSCaPRCNFoFHfu3MHm5ibWvhqe6Ha7X1Jq8f2xWF6pVDAej+HxeHD16lVkMhm0Wi2t+PmGOM/vG/1lfT4f1tfXsbGxgZ/85CdYXl4WopjXbzAYyPyOZ8+eoVgsIp1Oo1qtYjgcIhKJYH19XQoTkUhElMgk/VQihusQBRfD4VAIIRYxKpWKrFG0kNL2tdNx3vZ+5HZU4datW7ewtLSEQCAAr9crymDaqQyHQ5TLZXQ6HdTrdbTbbTmTM95IPLtcrldaTcz6HfM2ajyRjB4Oh+h0OpJjnbcK9CJAjZ3zKmzSys/v9yMajWJtbQ3r6+sIBoPw+XxCyKrDhHldVZLYYrFMvW7V9miWHOZjzcaOuj7NksAsaFQqFRSLRXkt6vOcFy4lUcwKIScYttttbGxsYHV1VZIPTvxut9toNpvI5XKoVCpCEHNAEC+ualLOgS/hcFi8Tc7bo0fD2wGrlZFIBC6XC61WC5ubm1hZWcHq6ip8Pp8cZlqtFtrtNkqlEur1usQM44dfZiocgGkD/vF4jHa7jXQ6LS3i2kZyMcG4CYVCMvk2FoshHo9jbW1N1Of0P2LcNBoNiRkq/QgWn9SqJcmeSqWC7e1tVKtVdLtdLQm5wGDshMNhuN1u9Pt9IWxWV1fFD50+gjwcU13TarXQarVkoNTJyYl0vLDFjgnLYDBAtVrF7u4u8vk8KpUK2u22tnddUDB2qPqkZ2MkEpGOKbbkdrtdDIdD1Go1aadtNBpycKIlUrvdRrVaRaFQQDwel64FxlWr1UK9XketVkOhUECr1ZIEWluDLhY4Y8HlcsFgMEgrbzgcFlUNAOk+aLfbsgbRZqtarWIwGIgSJpvNIhAIIBaLScwRJIr5eIPBQHyyebvzVjdeNpwnYUP/c6vVKspQKvqoouP+w2ve7/eRzWaRTqenigwnJyfS4RmJRESBDLxoCWds8D1SWUglMfc0rbvz2+G8yBp2qzidTng8HlGis0NFJVxIxHU6HWQyGSSTSdy/f18EEtVqVfZBteuBSjyjcZrm4GOSpNHr9ahWq0LIFAoF5PN5FItFyZ+0WPp6nOeaTSssh8MBr9cLv98vnQuq1QQA8cRnB1WhUMCjR4/Q6XSg1+uxtrYmua/T6YTJZMJgMJDYeJUNhUrUcX2jXz87zA8ODrC/v6/lRd+A84wdWsywC0FVEXM9ogiQ33v6pHc6HeRyOSksxWKxKZKY53RCLUrN7keqdRJ/ZxxxmB7zcXV/4x543ri0RLFer0cwGJTKYigUwtLSEkKhkLQkDAYDlMtlFAoFFAoF1Ot19Pt9SV6Z2HAStDoN1Wq1TiktNI/ZywHGDifuAoDP50M0GkU4HJZD93A4RL1eR7FYFMJPPfio/p9sI1AfnxNZu90uKpWK+NBquLjQ6/WS7E4mE3i9Xpnk7HA4xLex2WyiXC6jXC5PtdKpccPNCnhZ6dHv99FoNJDNZtFqtTT7iQsOrglut1vUdxzwwtgxmUzo9/tC4tHahmSwWtQEnscM44oJD9umqOxqNBpS1NLi5+JCp9PB5XLJcFWSfSxamUwmGZBBBSevPYudqg+6SgbTy5qHHR66SO5Vq1X0ej2NmLmAYPHR4XBIu7bb7RbihqQNADkoNZtNsb2pVCqoVqtotVpywFGLDN1uV/am2QnhJA6pwlJjTDtYXwyQ8KNVEkljDrFjzqvaHPV6PbTbbeTzeRwfHyOXy2E0GgkxUyqV4PP5JBdilwOAqRhSD9gWi0WGR7GAqu55Gl4P5/lZmc3mKbLY6XQK0cfrrNqocAB4oVBAOp3G7u6uxMZoNEIwGBSFIGNNtdxSB0Wp6mK2d3MgMAeS12o11Ot1Lbd+TZx3553FYpmKHa45swMIKbahKr1cLmNnZwftdlseh0UKi8UiA3k520q1oSBBONv6T5KYORaFQCyGqZYDWsfVyzjP2CHxykIDbSZoMcohq7w98xJ27hYKBfR6PRiNRokZdc3in2qhi2TzbEyxAEYwT+LzsoBBqwwW0Oaxr11qorjVamFpaQl/8Rd/geXlZYRCIdjtdjQaDUlo7969i7t370oVsVAooN1uYzKZSJUAmL7gx8fHePr0KT7//HMUi0UJnMFgMOd3ruG7gl/gRqOBaDSKP//zP8fa2poculkxbDabePDgAR48eIBMJiObAgf6qNUkKiPY/lIoFJBKpVCtVjEajeD3+4Uw1HAxwY2hVqshFArhF7/4BdbW1hCJROB0OqUNqdvt4smTJ3j06BGSySSSyST29vak0EBQQUGlXrPZFEVftVrFZDLB6uoqjo6O0Gg05vW2NZwhKpUKAoEAfvGLX2BlZUUsA9h5MBwOsbe3hydPnmB/fx+Hh4d48OABarUaBoPBlH8sVVp6vV5IPZ1Oh06nA4vFgqtXryKdTmMymSCTyQDQBrVcVEwmE5TLZXi9Xnz88cdYXV2VdQeArCGZTAbPnj3Dzs4Odnd38cUXX4jPo0rSsfWfh2gWP6nqc7vduHnzJoxGI377299qllsXGJPJ86GHXq9X2v7po8+hiJPJRAYe7u/v4/Hjx/j973+P4+Nj9Hq9KZsIFhbw/7P35rGNpvmd3/fh+b68RFI8RFFHSVWqY6p7pmumpw+4Z8ae2dl41wEmayDGOgeM2IB3s/HCGyDBOv4r/2SxuRZYJMAG3l0HBrKJd7GJYSNGbMdxAq8xSU/37HR3VXV33arSQR0Uxfsm3/xR+j318C1Kol5R5Evq9wEESRTF9+X7fvkcvxOQhj5VO06nE36/X2bWCCHg8/kQCoXQarW4jNKEUa1WMTs7ixs3bmBxcVHOWW63W66lq9Uq8vk8tre3cf/+ffzZn/0ZHj58iEKhIDMVaNwhJznwKl2XnBX0mrQOAl4aHGOxGObm5pDL5WRmFjuu7A0FYFHWixoNqjaCJgPf9vY2Pv30U9lcnvbx5KDSdR0zMzPQNA1Op1Ma7+i1zMY+cyAGNZPe3d1FMBiUWcK0jmLsAwVEUONMmn8ou0B1CpAjstlsQtd1xGIxvPnmm3j8+DG63a5cZ4fDYam/fqUByFGh67psYEZzoxpRHIlEpNG60WhIxwONbayl8UGff2p8SoES1LjXHK2rlpzxer2YmZnBtWvXsLe3h2632zNuAehxUJANkhxZ1NjXnBnTbrfl/9DfDcOQQUHU/6pSqcjnjWNumzpDMd0gNYKTuumGQiEAkEabp0+fyoYchUJBpnCT50HXdXQ6HRnNRVE21J05Go0iFArJsgHM5EP6AV6ltVGEDXmAGo0GXrx4ge3tbdm4jtJv1VQEmrzIsJzP5+Vx6DWpkR1PIJONqhtKwaU0THIiNZtNbG9vY3t7Gzs7Oz1ZDBQBo3YObjQaskkiAFnDkSYntcs3M9moCwyaryKRiNQO1abe2dmRkVi0MaaFg7rAbbfbODw8xM7ODmZnZ2VjGIr06na7cLlcPWVxmMmDxh0aO9T5ihr6dDodFItFHBwcYGdnBzs7O7JeH0VMqJCjQd3gqOspgjbo6t94Hpss6J5R2nYoFJKl2dS6nVQ/P5PJIJvNolQq9UTb9avlSI/3G1/oeLQpIgMRN46aDMy1GD0ej4zQUg1+wKtyI9VqVWY0VKtVWa7EXKeRtEcbbUKd4yirj6JKA4EA4vE45ubm0Ol0sL+/zxqyIeZIOhoHdF3vue/q8+l3SgHvdrvQNE0GVlB0sq7r0DRNZnCe1DTKXLokmUzKjBtN0+D1erG3tyf3+oy9oLGC7rtacoLWQ2THoWhMyj6IxWJy3UyNNim6+Lj0fsoCVucm0rLb7ZbRoKRV2v9RzVteY9sD9d5RCVC1WoB6n9QI3m63C7fbLcu7kV2Qxpl+axc1qp32Xeaa6WRkVudBOjbphtbwtNaiPeEo57epMxQDr0K1acLodDoIBAIIBoPSS12tVvHw4UNsbW0hn8+jXC5LwwuFp8/MzKDZbEqjDBn7SqUS3G430uk0IpFIT6oTM7moi1UaOAzDkOmYNAhQM6nNzU2Z6kaNfegD7/V6pUdbNRSTLhOJBBKJhKwxq0YhM5OHmtZCupmZmUEkEpGTT6vVwvr6Ora2tqSDoVgs9hj61A0SRQ/v7u7KhTTVAdzb20O1WgXwKrWOtTOZkGOTFrPdbhehUKjHydBqtbC9vY1MJoO9vT1pKFZL1tD4RREQBwcH2NjYwMrKCsLhMDRNQ7PZlHXbzAscZvJQN0M0zpCh2O12y6jOXC6HbDaLbDaLTCaDXC7X46BStQNAZlxRdCg5PmmxSgZmarDITB6kHfqidErSjjm6JZ/PY2dnB/v7+3KjTesW+jIbedQaoeQ4p+/UNIgMxWo0IWNvzDVeqaldIBDoMdrQmsQwDBntS3stSscFXu3ZvF4vNE3r0QOhliKgbId6vQ6n04lgMIhUKoWVlRWZuccRfPbE7GxUDcXqGEC6Uscn+p9AICBfh+qL0hc5xQnVcKNGEdPre71erKysyFI7ZHhcX1/HwcEBj0c2QV2fkIE2EAggFArJe67OH6rjiQx1Xq8XyWRSjh9UX53KEag2IzXwh3RKkHNVDUxUHe5qpgM502ns4jFpPKifY8psopI3pB11vqG9ERlqVYOv2VCsljwxB144nU74fL7Xauur0cVqSRwAsjQpaZDKN9HfRp15NVWGYvISLCws4Nq1a7hx4wYWFhawtLQku35TI6D9/X3Z+bDT6cDj8cib0263kUgk8NM//dPSSxkMBnHjxg0kk0mUy2X5PyQKXdf7RucwkwFNPLTYVLUTDAaldqhGn8/nw+zsrKxpRIXsadF669YtWfNmbm4Od+7cwerqqqznRx6qYDCIpaUllEolLj0xobhcLtl47ObNm5ifn8fi4qLUDTUWazQa0HUd0WgU8/Pz0sFANUS9Xi/m5ubgdrvh8/mQTqfxzjvv4M6dO3IRQxv4QCCAa9eu4dGjR7wAmWBcLhfm5uawtLSEW7duIZVKIZ1Oy/RdquNJqXaxWAyVSgVbW1tyM00OqVAoJKPO4/E43n//fbz//vtyDKMNfCgUwtWrV/Hw4UPouo5QKCRT9JjJwel0Ih6PY35+HtevX0cqlZI9GCjKRY0WjcViWFpawpMnT6R2KGqCshS8Xi9CoRA++OADvPfee7h586Zs4Eo683g8cu771re+hUKhgMPDw54OzzwW2Run04lwOIx4PN5TboK0A7xKpXS73YhEIlhYWMAXX3wh18S0XlEj+aLRKL71rW/h3XffxY0bN2RzMjW6hjZIi4uL+Pa3v42FhQX88Ic/xPr6OgDIdG9eS9sTh8MBn8+HYDCI1dVV2dSb1ieqAwKA3CTPzc1hcXER165dkxlW4XAYAOTa59vf/jbu3LmDdDotDYBkIFKNQJqmYXZ2Vqb1UqbfjRs3UC6X8fDhQ64tazNof65pGlKpFKLRqCxBoWlaTw1PchyQsebKlSuyoXy9Xkc4HMbW1haazSZSqRTefPNNXL16Va5zvF5vT+COGv0JoMeBQWUmNU1DIBCQaelq0BAHgo0fNWNK0zSUy2UZTa46FFSnpWEYci1NaxiHw4FsNotWqyUdo8FgUO6t1KxO1QlK0Z/mzAZVS2TQazab8Pv9iEQimJmZkUFilEXBWhotdA+pvEOtVoOu6/K+UxaBGlVM98nj8ciysuSw6na7cs6jNfRJGQzmYAr1uWoJEzqm2vC3UqnIpvdkR+DSE+eAPszBYBDxeByxWAyRSEQWqqai09R8gaI7dV2XCxa6CfF4HMvLy0gkEjI8fWZmRqZhUt1ISgvmiWTyIW8ydcOcmZmR2vF6vRBCyFQX0g6lazYaDeTzeZk2vry8jLm5OdmUKpVKyWL59GGnRS531p1caDFJ4wMtDGjzTN5qqlFEXm2fzwe/3y+zE4R42UE8lUphfn5ebsyXl5elwVlNSzEMA5VKhWvxTTC0+SXjHDXVoPmJ5ixaRFBjTIrAoXp8tNChcYa0s7a2Jmur0/hFmy8y5pnTpJjJgTZOtOClphyBQEA2J6PNsto9Wdd1ORbRY7Ozs3K+mp+fx82bN5FOp6XxUC0v0W63e8Y8Mi7W63XW0YRAmiA90HhDETa0oQJeZTzQcynik+a2eDyOeDyOmZkZpNNp3Lp1S2bbqRHnqrGY6v5RRJiqm+M2XYx9IEMMrYPVxkBqdJ9aEofGpmAwiFgsBofDgeXlZbmmTqVSuH79uhyHKCVYPab52FR3kprkqaUrGHuijgPq3EXjijruUIksTdPkvqrT6cgxp9VqYXZ2Ful0GqFQSM5VZoOPqh2CAnboi3RFdUu5Sav9UCMyaf6gqGBzIzuC5q5AICDtN1Q7luY+c7kSc2aMitk4rJ4bBQUVi0XZ94qaul6kA52Nz4NBRn7KgKFSW1R2xFwagr6rznNyQqmlcsxZEuq9oNc77f6QDajT6chmmlRmcHd3VzagHvaYNMi5TZ2h2OfzYWZmBvF4HJFIRE5A5AGnTbLb7caXX34p65RQ13DDMOB2u7G8vIzr16/LqIhut4u9vT3kcjl4vV7UajVsbGygVCqhUqmgUqlMhAebRMyDSi/kZAgEAtLDSBsm2szQwEApUmS0icfjMAwDpVIJLpcL8/Pz+MpXvoL33nsP6XQauq6jVquhXq9D13VZ/5HqRj59+nQimriwdvpDmyAy1NBmmox/FOFAmxjSzezsLOr1OrLZLBwOB2KxGG7cuIGf+ZmfwerqKubn53uOQTXaqITAw4cPZckTO98T1s3xqIZetQZ1KBSSkZzNZlOOPTTuUH1z0tPMzAyuXr2K73znO7h69Spu3rwpHVyBQEAuZjRNQ6FQQD6flxshO2fCsHb6Y07NJWNMMBhENBqVdamp8RNtnkk7h4eHMloqGAzi2rVrePfdd3HlyhV89atflcbmmZmZng0YRZ7TcSlV3Ov1olQqjfuy9MDaOR3KoKNSELFYDPF4HH6/X25aSqWSvN/kQKeNdTAYxO3bt/HWW29haWkJb7zxhjQ6U+kcdSNFkcL0epSqSSXd6vX6mK/IS1g7x0P3sN1uy8bf0WgU6XQa8/PzskwbgJ46xGRMDofDWF1dRSQSwfvvv49UKoWZmRkkEgk5JpGDwew0UB2bav31vb09bG5uysgvclyNA9ZOf0g3ZNgHgFgshnQ6jVQqhVAo1FMXVO3ZQWvstbU1GX2uGnHUIIrTHE10X0jDZKCh4+3t7SGTySCfz6NWq42shwzr5mRIP5TJEolEkEwmMTc3J8slqY4lgpyilJ1AtWbVv6vfBzkP8890bqVSCYVCAVtbW/j444/x+eefY3NzU/aiuah1tjq/ThqjMHLT61PWpN/vx+zsLBKJBFKplLT19NOCWnua1tkncVp08XHvlYIH2+02nj9/jkwmgwcPHuCzzz7Dl19+ia2tLfmcYV4vGmNPes2pMhR3u13ZdOPg4ABra2sIBoOYm5uDw+GQabzUaXBpaQlAbz2+aDSKq1evIpVKSYNMoVCQXsZKpYKNjQ08evQI9+/fx/b2NorF4sR8QO1qEBg3hmH0NG2hDfT8/LzUjhBCegbn5uZQq9WQzWZlvcdgMIiVlRXMzc0hEonIqM9arSYXtZubm3j69Cm++OIL3L17Fzs7O7Irvd01xNrpD0WFFwoFqZvFxUU4nU7ZZZl0Mzs7i8PDQ7RaLeTzeZmiND8/j0Qigfn5eZkiVSqV4PP54Ha7kc1mcXBwgN3dXTx8+BDPnj1DsVicCO2wbo6H6iyWy2VZFmJhYUE6BqiecKfTQSgUws7OjtRbt9uF3+9HPB7H7OwslpeXe2oRU70+cmK2Wi0cHh5KLVGkDmnIjtj1vMYNzSekBdLO4uIiXC6X3ACrtYTdbrccJyiFc3Z2FpFIBKurq0gmkwiHwzKtLhAIyP+nxSQdk75nMhmUSiW02235+nZxmLN2jocMNs1mE5qmIRqN4tq1a3LuoXtoGIY0/FLmHRl3KINmdXUV6XQa0WhUNpqijXi/3gukHdpU1+t1fPWrX0Wr1UImkxnL9TDD2jkZisIMBAJIJpO4ffs2/H4/AMgSNZTBQs/1+/1IJBK4deuWTAlfXFyUEYFkEKRSJceV1KJxiDb90WgUpVJJ1mE/PDwcS3quen6TyCgNNnTvv/nNbyIajcryDqoDic6HnOlUHomcnnSdzfVC1eOYUe8N1amlGv5PnjzBj370I6yvryOfz4+8d8Ok6gYYbUQrZR9885vfRDKZhK7rUgP9zouMfOp4otY7B15vCN7vvahOKnKadzod1Go1HB4eIpPJYHNzU0YQHxwcoFAooFKpyPqyF8Uka2eUUIm+tbU1mblivnanfeZV7fR7rjma2Kw1co53Oh1ZzpSaS1MZnIcPH2JjYwMPHjxANpvtCegZ9udskPX6yA3FFzmg0Ie3Uqlgf39fRkp4vV4ArwrYO51OGQlKdT+oi6Db7cbCwgKSyaT0cAKQkTnUjKFQKODg4ECWn7CzoWZauOjJqNvtol6vI5/PS+2oi1Z10TI7O4tisSgXqGp97FQq9VoRe3VzdHBwgO3tbezs7CCfz3PZiQtmFLqhZpfUhdusG7W+FpU28fl8snTNwsKCrFVLxj618UatVpNd59fX15HJZFAul0cW7XBZGYV2aFwgB6aqHToHp9Mpsx3C4TACgYBsDpROpzE3N4erV68ikUjIWsUUXUNzV6PRQDabxd7eHvb29mRTIbs7GiaVi9YOpV3XajVZ34warqg19mg8CgQCmJmZkZkO0WgUS0tLSCQSsk5tNBqVpSmoZA69Fo1VtF5qNBo9YxA3RRweo9AOjQsA5JoY6N10UgSWruvw+/0Ih8OyTEk6nZYOKooIpEZQqlPC/J0Mh+TkqFarr3V2DT3lAAAgAElEQVQcZ6wzCu3QRpeMwT6fT26A1fNQ681SxkMikZAp37OzszLbytzA7rhNuBqZSs6OZrMpU77JicrYE3Uf5fP5ALxu6DJrWM3kVOsY0+sNUq5GNRCq0anVahW5XA67u7vY2tpCoVBgDdkQ1eBGZSIByAhLs0FO/R/g9UjP04x8/Y6tzmU0/pRKJdl0fGNjQwaGUd+hSQjmuWyozZlpLDBrB3jd6Gumn97Mf6fXV/9Ohl8KTMxmsyiVSjCMlzWRd3d3sbu7K21EauPpcehoaiKKaeJwu93I5XL49NNP8d57771W08PtdsvaxaFQCMvLy6hUKrh375408ly5cgWxWAwrKyvSa6TrutxkUz2sw8ND1Ot1NtZMOGrNs8PDQ9RqNbz99tuydjA9x+Vy9ZSloCYKP/rRj6Tn8I033kA6ncabb77ZE5Wzvb2NfD6PcrmMw8NDWXeGjDWsn8mDFh4Oh0MO5m+++Sbm5+elB5mMfGopk3g8jhs3bsDv92NnZwc7Ozt45513sLq6infffbcnjY7K2pADY2trS0aib29vy2hTZjJxOBwoFot49uwZstnsaylqVMeP6j6GQiFcuXIFLpcLGxsbePr0KT744ANcvXoVH3zwgZwHPR6PXIwYxsvmCNVqFU+ePMH6+jru3r2Lvb09dlRNKDRGVCoVmSZbKpVQrVYRCoV6urpTtBU1VnU6nVhfX4fP58MHH3yAlZUVvPXWWz0lLGhxS0abbreLarWKWq0mI0Hz+byMVlfrXjOTAfVVKJfLsmFKIBCQvTzU+S0Wi8Hv98sSFZqm4e2338bc3BwWFhakdlRnAf0/Oatok0PjUrPZRD6fx87ODr744gtkMhnW0IRA0VCNRgOVSgW5XE52j1d1QI4GKgsYiUQAQJZkI2MP0S/1VzXOqBoqFosoFArY3t7GixcvsL6+LtfU7LCyJ2Tgr9Vq8t7pug4hBBKJxInGGCp1RMFex40TalSxuUwAGYepSRQ1Yn369ClevHgh57VisSiNM2pzM2a8UDAX3bNIJAIhBBYXF/uWhFB7cfSrJ2t2YgK9UaBqFDIFe6kOhkqlgoODAxwcHCCTyeDx48coFAqo1WrY2dmRe7dOp8MaGjN0DyuVCl68eIFHjx7B5XLh9u3b8u9mZwBhrll9XJ1q8+vQ88ipQJl+FORzeHgogwcPDg5kMMbDhw+xvb2NJ0+eoFQqjbQETj+mxlCs3uBQKIR0Oi0XtxSR12635caHImDIq7C6uip/pgZ2rVZLGoZ1Xcfm5iYePXqEFy9e4MWLF7KZFA8Ak4+qnWQyKZtCORyOnrpn5pS4breLGzduyE65S0tLCIVCsiB5s9lEIBCQ5Uq+/PJLrK+vY39/X04gzGSiRjJQCuby8jKSyaRM4aUmdhRto6Y63b59G8vLyyiVSlhdXUU0GgUAGc3g8/mwu7uLTCaDu3fvYmtrC+vr69KZcdbaWow90XUdsVgMS0tLmJ+fh67rckOldsJVnZ1vvvkmlpaW8JWvfAVXr17F7OysLHUCvIzAKZVKKBaLePLkCfL5PPL5PJ4+fYq9vT0Ui0WUy2UZjcrGmcmDslhCodBr2qEFJy1waZ5xuVy4du0a4vE4VldXceXKFYTDYWnoJQMzRaDv7e1Jwx45Qw8PD3FwcIBsNotHjx6hXC5zfcUJgwwvmqYhlUohFovB7XbL+qFUMsnhcMjxweFwyGjQ2dlZzM/Pw+/390TnCCHkZqher0s9kPOLSiqVy2Xs7Owgk8nI7Lx8Ps+NfScAWvM4nU5EIhH4/X60222USiU4nU6pJTLm0f6Ixirq0UDZmmr2A917NVVbXSNXq1U0m01UKhVks1nk83k8e/YMGxsbePHiBXZ2dlAsFl+LbGY9DcYorhU5sg3DwP7+vqwdS84DcwkBNZBHNQKrUXpqlDkdQ9UN1fas1Wool8uoVqvY399HLpdDLpfDs2fPsL+/j93dXWkgJuMe7+9PZ1Q1cilgq9lsYmtrC/F4HC6XC2tra/L4/RrR0Xe1FFK/DBca21QDs5qxUK1WZeZCpVJBqVTC7u4uKpUK8vk8dnd3USqVkM/ncXh4KB3p7AA9nlFqh5oYUqkZt9uN/f19OX6otYjNje3oNdR7SdqhRs407qiaovK1tVpNNjskQzHZFxuNhnxOqVTC8+fP5ZroIuoSn5WpMRQDrww3VHPN7Xaj0+mgUCjAMAwZKUMREzQZdDodzM7OSk811fOr1+vY399HuVzG7Owsstkstra2ZPQXp+1OB6rBz+v1yvRbh8Mho6jUZlLAqzpphmEgkUjIRUokEoHH45H1QGmztLOzg2fPnuHBgwfY39+X9WXZUDzZkHZoE0QbZ4pa8Hg8PR11VccSRR43m03EYjHZTZVqWgkhsL+/j+fPn+Pzzz+XXXQp3ZsZDRddLkntCO92u+VGpdVq9XR+p5qMDocD6XQaiUQC9XpdNi4D0GMgpHS4L7/8EoeHh7I+sWokpmNd9Pu8rFz0NaUGdbquw+VyybTHVqsl1zHquCOEQDweRzQaxfz8PILBIDweDwD0PIecDOvr62g2m2i1WjLylGqlUxQNNSZSN1fM+blo7VBkHt3/crks1zHUCZycT2QE9vv90HVdrnPU9RDNa+RkKBQKcp1E0TQUfFEsFrG9vY1cLidLuZERkNfU5+eitUObYnIwHR4eyv1TMpmUYw/NWcCrRkAUdQy8ivKidRTpRHUyqKnluVwO1WpVjk80Rm1tbWF7e1tuttXzZAZjFPO/ej/q9Tp2dnZkaciVlRUAvWUozAYbGocA9BhPSDdUSoe0RBSLRZkJTJGgz58/Ry6Xw8HBAdbX12VWBY1340z1Zk6mXq/LBpYejwe5XA7AK+2oTX5VAx45uNS9N81LFHxDtavJeEhNVqmURL1el/uwSqWC7e1tNBoNNJtNOZ+RkZhtRIMxyr0HlXzIZDLw+/3Y3t6WY4vaIJpsPhRcCrxcb6uZBrQ2rlQqPYZoapRJTqlsNiufS00ya7Uatra2pGbpuZRxThmCdnBWiVEKWAhxYQejmxQIBBCLxTA3N4e33npLds89ODiAz+fDT/3UT2FtbQ3RaBT7+/vyBlAKlBomXq1Wcf/+fZRKJSQSCfzoRz/CvXv38ODBA2kIonDwSRwIDMOYmFXURWuHNkFUf+/OnTuyFmi5XEYgEMAHH3yAhYUFBAIBZDIZubjVdV1OKjT5dDodPHjwAMViEcFgEB9++CHu3buH+/fvy4gdNcpm0vQzKdoZhW5o45xMJvH1r38ds7OziMViaLfbCIVCeOedd2TTBbVZj8/nk5srMiQ7HA48f/4c5XIZuq7jww8/xGeffYZPPvlETlA09lA6yoQtRH5sGMbb4z6JQRBCGBe5gKHImlAohGg0ijt37iAWiyGRSMDr9SISieDdd99FLBaDpmnY2dnpqTlLm2xazLhcLuzs7EjH1kcffYT79+/j3r170itNCx2KMKYFrjntyo5MypgDXLx2KLJG0zT4/X7cunVLNhqjOezb3/62HHd2d3fl4tfj8fRED1NK78HBAer1OpxOJ+7du4fHjx/j2bNnctMUCARQr9eRzWbx5MkTWQ+UoompjMm4F7X9YO30QuOF1+vFysoKgsEgZmZmMD8/j3Q6je9///tIp9MIBoPY3d2F1+uVznNa66hRyWRgofmLautRRI2u62i1WigWi/jss8+Qy+VQqVQQi8XgdDrx4Ycfymgtu5VyY+28dgwZ4RmPx2X981QqheXlZfzgBz/AysoKZmZmkM1m4fP5ZL8O4FUEqNPphK7rKJfL0rm5s7ODg4ODntrDZLip1Wq4d+8ecrkcWq0WlpeX4fV68Ud/9Ecy2+Hg4KCnkee457RJ0c4odHN0HLlmdrvdshTb8vIyfv7nfx7Xr19HPB5HoVCAz+eTjkzVCON0OuHz+VAoFKQ+dnd3cXh4CACvGQEbjQYePnwoG2cuLy9D0zT8yZ/8iTTm7e7uSr1QIIbZaTViHU3cOhkYXUQxjT/hcBipVAo/93M/hzfffBPJZBK1Wg2BQADBYFA60NXG4oFAAPv7+6jVanC5XNjb25PaURu5UlbMkydPpCPz6tWr8Pv9+PM//3PpEKU9ncPhkMZkGtNonTXKcWhSxhzgpXZGmY2mltPSNA2RSARvv/023nvvPSwvL8sAC+oHQ018KWI4FAphc3MTlUoFmqbJcYcMzbQGIvshlY6o1+tYW1uTtiBa5+zs7EgHKkUWF4tFOYeRfka1xz9OO1MTUawKrVwuY2trC51OR0ZkFQoFWYP22rVrmJubw9zcnPQoxuPxnrICFE6+sbEh0+EODw9RLpflTWaP43SgRhRTbaFPP/1UTjaFQgFerxeFQkE2jAoGg8jlcsjn84jFYgB6uz0DwMbGBsrlMqLRqKwhSc0P2WM9+ZBuHA6HzD64e/cuwuEwkskkisUiNE1DqVTClaO65zQWFQoFqRuKPCYP+ObmJqrVKgKBgKxbSzXTaAKhjdCEGYknjlGkYTabTRweHuKLL75AJBJBOp1Gs9lEMBhEq9XC4uKiLEtCUQzRaFQ6Nalun9vtlqlMmqZhf39flgigRQjwagFcr9d7ItxZR8NlFNez3W7L6KjDw0MUi0VkMhlkMhn4fD7ZHJMck81mE+FwWJbFoYwHMhQ3Gg243W5sb29je3sbW1tbsos3lSYol8tyo0UNGAFMpMPTroziOlJqJKXLUkRLsVhEIpFAsVhEJBJBpVKRcx2V1Wo0GrJpXSAQkLXVhRBYX1/H5uamLK9Vr9fhcrlknfRHjx6hVCqh2WyiWCzKzC1aF7GGzseINpSyTjCNK8BLTX366aeo1Wqy4TM5qILBoNQcGQlnZmakwc/lcuH58+fIZDJyndxsNqWBsF6vy+wYqlOqaRoODg7kvKhG8PHa+myM0JDVswfK5/PweDz49NNPZUR6tVqVTk1a+6jZe+FwWM5X1K9BLZNEBhvSzaNHj2Rpm3w+D13XZbYwlRAgAyGdG2fInI1RjTvqvaESNPfv34cQAgcHB+h0OnJNQ6UpqMyo2+1GOBzG3t6eNBRvbW0hm8321M4HIOe5p0+fylITtC+jiGLqHUPapIw+tQkwa+hkRmxEB/CqVnq5XMbz588RCoWQz+dlxouu60ilUvB6vbKMpNPpRCgUQiaTQbVahcvlwu7uLnK5nLznajZorVaTNiAqXRIMBpHJZFCr1WSUOjlNaU9vjkK3wx5/agzFBA0ehUIBe3t7MrWuWq0CgEz/n5+fx3e/+108ffoUT58+xeLiokyjo1SYTqeDra0tWbuG0gloMBj3zWOGixBCbpRyuRw0TZMDiBACm5ubuH79OpaWlvC1r30Nz549w/r6OpaWluSiRNM0afCjTTaVoVCdDHaMumKsIYSQaW2FQgHBYBDZbBbZbBZOpxO5XA43b95EOp3GysoKNjY2sLGxgcXFRQAvDcWq55vqpEUiEVnsnpoicE306UIIIeubUyMy0pGmaWg0GlhbW8Pc3BySyaRsgjk/Pw/DMNBoNODz+WTH+Fwuh2azCb/fL2s4UrSVWv+TogKZyYVKSrRaLdkslVLVQqEQNE1DPp+Xjs3Dw0Pk83kkk0nZUINSxDVNkwYbj8eDTCaDvb09ZDIZuZmmsYcagqhp5QA7GiYNMtRks1lomiabyxUKBUSjUdTrdcTjcRiGIR1NyWRSplpSk81QKIRisSjXyevr63jx4gW2t7fluEapmO12G9vb2/Kxg4MD6SxTo7kYe0NziLoforHo/v37stcL3WcASCQS0rHl8/ng8/kQi8Vk5Lnb7caTJ0+wsbHRk+1Cm+hGoyGj++r1Og4ODuD1emVmg3osxp6o5UTIAELNB+/fvy8bQ1OWEwAsLCzIUhIulwu6riMej0sHuNvtxtOnT7G9vS3XyDQ3UeOxx48fS2NfoVCA3+9HLpdDsVhEqVSa6MxgOzDK60bZLLR2LhaL+PLLL+F0OpHP52XmgsPhwNLSkiw5SqUlqYwolZogJwPtzcnISwa/58+fy4ZilF1M+zKKICbtcPm2szPq60XHo4CZra0teDwe5PN5BAIBmWVXqVRkeS0KxKG9PZVboxJs5BBXs6KazaZ0SNCaWdd12aC+Wq32ZL3YWTtTU3qCcLlcPQM+RfxRmiXVXXO5XAgGg3LD7Pf7ZQoVWfmp4QJ1/KaoUKq9NulMWorCBb/+a9qhSAjyJkUikde0QzrxeDwyHQp4WcqEHA7lclkWJqdyJ3YdEAZlUrQzat2oKeGU0bCwsCANeRRV0+12e9J/ySvt9/vh8/ngcDhQq9Wwt7eHg4MDbG5uTksE8USl1F3w68uGP6Qd8mYDgN/vx9rampybyLNNUeVUcoLqs4VCIQQCAbhcLtkoIZvN9tSZHWMq5bmZlDEHGM1aR63zSVryer1wu90IhUJ48803EY/HZbMpisRRF6f7+/sQQiAcDiMUCr2mnY2NDdTr9Z5oT7Vc0qRoibXz2jEA9GbFkMMgHA7ja1/7GlZXVxEOh5HNZnsMPDQGHRwcQAiBaDSKYDAIp9Mp647u7+9jf39flklSnQwUdaOmVdp5Pc3aORnaWGuahmAwiFu3buGNN95ALBbD8+fP5d8ByAjPcrksU8epLEWn08H29jb29/dRKBSkwY+iCCkinUr+qeOZXddFk6KdceiGjH1utxt+vx9LS0u4c+cOkskkNjY25LgUDAZl6REyFgcCAfk63W5XliwhZwVlT5F2KKqPjIBkQB5lWvcZ4XXy6ceVa57Z2Vlcv35dZjG4XC54PB7E43HpFFf3ZqpjiwIqAKBWq6FSqQB4pR3SHdW8pgANu2pnUsYcYHzaAV7NWz6fD/F4HIFAAN1uVzZbTSaTMvKYArmokSJl5OXzeZTLZQCQQYb91jpq1rrqlJoU7UxVRDGVjADQs4FRv9QPfKPRkMWrKeUyn8/LRgqUWgdAegpUTyczHdCmyTzoq9Gb1GSMPvCVSkUaaqheksvlks+hlAV6LunHjoMDYw1VN8CrsYYWtfRYLpeT40ypVHqtwYrT6ZQOBk3TpKGYNlTcOXd6UQ0kpB2q+wq89FhTGp2u63IBQosPSt0EgEAg0Fc7FPHFqZTThXofSQtqow21lhql/tPmhiIeyMkQCATg9/tldCeVIqBae+YSJZNkJGZex6wd0gQ1MtzY2JCR6fV6/bVO3hQ4AQD7+/vS2NdqtWSpJLXW3nFOBrsbiZnToftHushkMrIkBNUtB14G8VC6LRluyAlKhmIKxqHsF9UYQxF+6hzI+plczJF9uVwOz549Qz6fR7FYlLrx+/1yTqJa1uYG0ZR112+8UQ17ask2c0YMM1mo81a5XMbOzo6sL01OBmoMTsY8MhYDeK3hGAC5LjLbjNTxhtbpzHAYVyQt6YdKYFFkODkZyCBMZbbUwAzjqHyOWtKPGh2eFlAxifPVQBHFQogwgH8C4A0ABoBfBvAAwD8HcAXAOoBfMAzj8JTXuZCi5/0626pG437PpYGErPx0TurCw/w3YpQ3+iI/RKPwPE2Kdswa6mdQURuOUTd5tT6j2kRB/Zv6epM4SPRjUrQzbt1QxASVlaAGduoihGoP0/P76WaKFiYXHikxKWOO+fd+mTDk3fZ6vQgEAnIjRGl3tDAGXkWY0pyhamwajHmTMuYcvc6FNXjpt94xjzmUPUXOg5mZGRnd6Xa7ZXdlqsdHWRH0WupiuN8xJg3WzmCo404kEkEgEJDG4nq9Dp/PJ2tU07hDqb10vrSZNmtnUvXD2hkctckUjTtUj9Hn86FWq8l6oMCrNTWdrzpnHb2fiXZwTop2xq0big4NBAIys5cCs4LBIGq1Wo/Tgf5HPV9yJgAvdTjhPWAu/Tr5LNB6h7JiyKgbCASkIbBfoI153uoX/DNpTMqYc/Q6Y9cOjT1q5gsAGXmulhZR/0d9zBzwM6kcp51BDcW/A+BfGYbxT4QQHgA+AL8JIGcYxt8XQvwGgIhhGH/3lNcx3G63jFoZ1gWlronA2W5Svw2X+TXMRptRQ4YjsxHB6XSe25s+ogFlYrQDnH6PzYY8s4ZoMlINieOKvOqnXdLOeZvGTIp2SDdOp1MO+MPgLGOO6pA6zsijOhjMfxvkGMPkJN0MIYJnFAvgoY055EkepnYGnVPIaEOLGPX56pygOhlU1I33OLms89VFaWfANZt0aNLil+YmGrvUMhTHjTt2cGwOoyv2pGnnItY6g6I6GlTtULkkmq/IAUVjE0H3yg7aGUagxSRqRygprqNGjfgEXmmHyvhRVOfR+b72/6p2xhVtNqxjT4p2hBCGy+WSEbrj2uua5yvSDY05J9Uwp3HHDoanIRx7otbJdtAOOZ3UtTFpR43upOcT49qfXxSTMuYcvY5BWfvj1I66N6dzUPdcJ61lpkU3wDkMxUKIGQCfAFg1lCcLIR4A+GnDMDJCiBSA/8cwjBsnvZbD4ZCLmGEb+4DhRC2Mc2HSD1q003sjoxN5TM+Tjn7RA8pFaWeYzeCsOhnMHLc4GfdCVz0v1WBJurF6HSdFO6Qb2nQPSzdndSD104fqTFDPy27OKSqbQbXez2nwu9AF8LDHHI/HI+ercWhHXcSYj2/+LB+36R41/cYc1VA87WMOcLHaGfSe0jpBCPFaJBZ9qfXTzIx7HUTnSOPOedZ3k6gdAGNrfKtuvM0b7EnQDvD6+ueyaIc23uMyFKvjjro/Ue+H+XEVO2nnvHuDSdGOHXRzdB7HrofNelL/bgfNAMPTDSZsnUxZJeMy9h2dB4Bew695zLE7w3ByTMqYA9hHO/32ZOPeh4+D47QzSI3iFQD7AP5HIcTXAPwYwK8DSBqGkTl6zg6AZL9/FkL8KoBfVU6kx5s8jBtAAwIZT8/7WnbCPNhRlFKr1ZKRZuP8gJ3C0LRD758WMcPWDv18ntc5y+OjQDXUGIYhayZTDUubp/RZ1k4/3VAa7LB1M+jr9XvOcYvJcd8PVTfAqzGHGoJSXbBxn+cxXMiYQ78Pe8wZ5LmDji12uR/qxo6cNKQpwzB6mjnYjInQzlme2289dNJYNG7Uz4UaIUTaobWjXc5XYajaIYc4/T7q96tea/Pjgzw2bo4rK2fHc8UFaWcY61ornGXcOenxcXFZtGO3MQfob8w77Tzscl/McxXwet8bGzHUMYcCceh3O2nHpte/BxprSDtqoI4NGap2KNt3nEzKuuYkLtLhOkhE8dsA/j8AP2UYxodCiH8IoAjgbxuGEVaed2gYRuSk13I4HIau6xBCoFarnfuDcNJme5yeiX4f8uMGz+M8Xuqko268Z2Zm4PV6oWkaisUiarVaT6H+M24kL9rzNDTtOJ1OqZ1qtTo07ZiNNuMcHE7SDtA/Wvkk7aj1doQQssN0IBDA4eEhKpUKarWapcj0SdGO0+k0fD6f1M15F27me2GHaIbTdAP0nq/6+HFjjvpYNBqF3+9HJBJBNpuVjUPUpiFn4KIjJYY65lCDr3K5PHTtjBt1XhmWdtS/CyEQiUQQDAaRSCSwv7+PYrGIUqnU0xxkUCZlzAFeaicYDMoGlmQ4scu9HwZ0v0/qBXGapsyvpRIOhxEIBDA/P4+9vb0e7Zw1Mp21Yz/OMneeVTvBYBCBQACpVEqOO5VKxVJWw6RpJxAISO3Y2FBlC47TTjAYxMLCAnZ2dlAoFF5rrjcok6Id1s3ZOGnMWVhYwO7uLvL5vNxzWMikmqh1slk7wPTNV8PCrBshXjb11HUdiUQCuVwOpVIJ9Xq9p5nnoEzKmAO80o4QYih7rMuAWT8ejwcejwfBYBDVahX1er0nGGcY2nH0e9DEJoBNwzA+PPr9XwL4OoBd8TK8HEff9wY5ETJgqdEiZ0HdkB5nIFGfN0rUjfdxj6vG35O+6PlUo5Kih91utzQUezweuFyu1zzgNmJo2iGDLjUFs/p++11nVT/H3cOL5iTtqLo5Tjvm11FTvlXtuN1u+P3+Hu2ozggbMTTtUIOV835O+v3fuCe1QXTTb8w57p7T31wul7xmbrdbTkS6rsso0Wkfc4BX2qHPkA3f77nodw+P0475b/1ey6wdasZHTiqKTj/pdcbI0LVDNRfNdVzPit2u1XHzT7+/nTRfmZ9P85XT6YTH44Gu64hEIvD5fFI7Nh17bKsdu3HaGHKWscG8VqYvVTuXfdyx2XsdClb2jSc9pu6zvF4vfD4fZmdnEQgEZCbetGtHCDH1uhkG/XTjcrmgaRr8fr8MrKDSU9Oum6PnjnW+stm1PRV1reNyueSYE41G5R7rMmnnvHYd9bWGMTfYFfN6h9bJ1LiaegMMWzenfqINw9gBsCGEoFoj3wPwOYA/APBLR4/9EoDfH+SA5G3SdR2apg18oupC0Nzchy6G2WhDz70oIajnpD7W7ybRxEsTitlIZ/4f9T35/X65YDEMA41GQ3YsF+JlAXnq2Gkn0V+EdrrdrmXtkG7MtYyOe/5FLpb6HeM47dDvLpcLuq6/ZrjqZ8wh4zdFR3i9XnQ6HTQaDezu7qLRaPTVjl30MyztGEcptJ1OBz6fD7qun+k81M3nINdm1LrpN2aoz6UFnM/n6zGWq69lvu+qbqjza6VSwebmJiqVCgBMvW6OXgvtdhvtdlt6/M/CWceRUWjHPG4cdyx1zKH5yryQM7+GeczRdR2dTgflchnr6+uoVqsALo92ms0mms0m/H4/fD7fmc6l31xwklNqFNfyuHHnuPMgo4tZc/S8ftBaR9d1dLtdVKtVvHjxArVaDUKInih0O+lnlNo57f3a6boQg8xZ6t/6OXdPek+GYcDn88lxWgiBRqOBTCaDZrMpy9KZsyPscI0uQjuNRgOBQMDyuGMnzPf/uHFH7d8yyPpIhbTj9/vhdDrRbrexu7uLer0OAFM/7pBu6vW65bXOWa9Hv33OMOmnm35r5JPmtH7npM7DPp8PgUBAGmkAoFAoyAa2066bo9dCo9FAreFm16YAACAASURBVFaztMeyqpuLvJaDjjlWj28YBjRNQyAQQDAYlI7warUqS4mqPQCmWTv1eh21Wg2app3JrgO8fg9Oi6Ad5L6el0GPYeXY9N68Xq/MDqfxWi0l2q83wHne6yA1igHgbwP4Z+Jld8OnAP4DvDQy/wshxK8AeA7gFwZ5IRo4hRA9AyhwuuGOOi7TBlZt9NHvtcyT0DCj//pNKIMs4FVDJb0nczdy+hu9HqUeUt0xqlGsGpvp/+jaAuOPdjxiaNpRDQzq+yT6vV9VO/Q/qnZIF8f9L+nooq/lcfdMXeSqixoAPQ2i1Gth1g4ZvOhx+pkiQwm6DqN4vwMyFO0MQzcA5AbC/Bk7bpwZx3VUNUu/mycKtT61WTeEWTcOh0M6F0g39Hy1rp1NGkZc6Jij3teTtEPXGQBcLpdcANro89WzEFV/B3rHHEJ9T+r7UDdb9HeqhS6EkBtu1VknhOipazet2iEjlfk6D6od+n/iJO1clK5O2zCbx71+i1P1PamvaX4ubZLIMUHOKbPTjrRjPpcxMjLt9EP9vKraOS2dc9TrxUHOxfw+1HWaWWv0nX6m6wZAprOq45gQvTV8z9vXZEgMXTtU3mfQ9Y56zdWxfNzaGXS+NGuB7utx/2/WGvBqzup2u8jn8z3rZpfr5XZZ7bEzTdqhvTnpBugd9wfRDT02iMHG/PNp9/is66az6oZ+Nq+Nza+jjiNqw0/631wuh3a7Lffn9Fy15vs0zVeqQdxsGFefY8asHXVsP0075rXHaQxjzd3vNfpp56TjqWsd0k673Zb/WywWYRiGzICh/6HnANOnHbU0i1Xt0GPqc08a8y9iHDFj3l+bX/O4efk07QCv9lHqHov2516vt2dfNeje4SQGMhQbhvEJgH71cr53loPRgAK8btBQn2Om3yLG5XK9FiGgDjTmDb36nItEnVwGeYyM32bocfWDRJMRDSAul6vHwEyisJMxYpjaUa8BMcjmiQx+9LtZO+ZNR7/rN8zredrENsjgQhON+TNEeqCfVYMfXYtms/masc+Ok9EwtKPqRnWonEU3qnNK3TgNuggdlW76Ha/fRlodW8yaJ+h9qhNRu92WqS2qs0s1gNqBYc9XtFk8i3bMn09yOJg3lv2umfm+DIOTXu+096Fqh67DSdoxf+ZoEeP1ek+MSrXDnDUs7QCQG+7jtHPcxkPVDjC4sW+Uax3z+1GPq/7cb642n5/5eaQf1cmgpvH2i04+bXM5Ci5q3CFOWiur10bVjnl9OY5rNMh6p5+D6qSxwbymNs9dqnbUyGQaf9Q5a5rGHXXsNe+PzM8j+mnHTteGMM8z/eYf817xuHmq3/8AvU6GarX6mmNTddrZ5foMa51M76tfEIH6POK4Mcfs2OyHOmZf5LpRiNeDQ8xzj/q4WRP9jDf9dEP7UsMwUCqVZEkB9Rqp+6tp0Q1BmjFHMh4dp+/4rWqnXxDGSdfI/Ldhr5kH1Wc//Zx0/urcpjqn6LwrlcprQVzq607TmEOo2umHFe0cR7/nnKQdK9f7uPt+lvX7cc+h86TxVrWHqYFc/dZF5+HUZnbDRAixD6ACIDuygw5ODPY8L+Bizm3ZMIz4kF/zwhBClAA8GPd5HANrx6bYfMwBWDu2hbVjmUutG4C1cw5YO/bWjl11A7B2eJ1snUutHZuPOQBrx7awdixzqXUD2F47dtUNMGLtjNRQDABCiI+NC+zmaRW7nhdg73MbFXa+Bnxu9sbO14DPzd7Y+RrY9dzsel6jxs7Xwa7nZtfzGjV2vQ52PS/A3uc2Kux8Dfjc7I2drwGfm72x8zWw67nZ9bxGjV2vg13PCxj9uU1XO2WGYRiGYRiGYRiGYRiGYRjmzLChmGEYhmEYhmEYhmEYhmEY5pIzDkPxb43hmINg1/MC7H1uo8LO14DPzd7Y+RrwudkbO18Du56bXc9r1Nj5Otj13Ox6XqPGrtfBrucF2PvcRoWdrwGfm72x8zXgc7M3dr4Gdj03u57XqLHrdbDreQEjPreR1yhmGIZhGIZhGIZhGIZhGIZh7AWXnmAYhmEYhmEYhmEYhmEYhrnksKGYYRiGYRiGYRiGYRiGYRjmkjMyQ7EQ4meFEA+EEI+FEL8xquMecy6LQoj/WwjxuRDivhDi148e/8+FEFtCiE+Ovv7qmM5vXQhx9+gcPj56LCqE+D+FEI+OvkfGcW7jwC7aYd1MHqydgc+PtaNgF90cnQtrZ4Jg7Zzp/Fg7CqydM50fa0fBLtph3UwerJ2Bz4+1o2AX3RydC2tngmDtnOn8xqqdkdQoFkI4ATwE8H0AmwA+AvCLhmF8fuEH738+KQApwzD+tRAiCODHAP4tAL8AoGwYxn8zjvNSzm8dwNuGYWSVx/4rADnDMP7+0YcqYhjG3x3XOY4KO2mHdTNZsHbOdH7rYO0AsJdujs6HtTMhsHbOfH7rYO0AYO1YOL91sHYA2Es7rJvJgrVzpvNbB2sHgL10c3Q+rJ0JgbVz5vNbxxi1M6qI4ncAPDYM46lhGE0AvwvgByM69msYhpExDONfH/1cAvAFgPS4zmdAfgDgd45+/h28FPFlwDbaYd1MHKyd83FZtWMb3QCsnQmDtXN+WDusHauwdnitY4XLqhuAtXNeLqt2bKMbgLUzYbB2zs/ItDMqQ3EawIby+yZschOEEFcA3AHw4dFDvyaE+EwI8dtjTAMwAPyJEOLHQohfPXosaRhG5ujnHQDJ8ZzayLGldlg3EwFrZ3BYO6+wpW4A1s4EwNo5G6ydV7B2zgZr5xW21A7rZiJg7QwOa+cVttQNwNqZAFg7Z2Os2rnUzeyEEAEA/yuAv2MYRhHAPwJwFcBbADIA/tsxndoHhmF8HcBfAfAfCSG+rf7ReFkv5OJrhjB9Yd0wVmHtMFZh7TBWYe0wVmHtMFZg3TBWYe0wVmHtMFZh7fRnVIbiLQCLyu8LR4+NDSGEGy8F8c8Mw/jfAMAwjF3DMDqGYXQB/GO8DI8fOYZhbB193wPwe0fnsXtUR4XqqeyN49zGgK20w7qZKFg7A8La6cFWugFYOxMEa+cMsHZ6YO2cAdZOD7bSDutmomDtDAhrpwdb6QZg7UwQrJ0zMG7tjMpQ/BGANSHEihDCA+CvA/iDER37NYQQAsA/BfCFYRj/QHk8pTztrwG4N4Zz8x8V04YQwg/gLx+dxx8A+KWjp/0SgN8f9bmNCdtoh3UzcbB2Bjs31k4vttENwNqZMFg7g58ba6cX1s7g58ba6cU22mHdTBysncHOjbXTi210A7B2JgzWzuDnNnbtuC7qhVUMw2gLIX4NwB8DcAL4bcMw7o/i2MfwUwD+fQB3hRCfHD32mwB+UQjxFl6GcK8D+BtjOLckgN97qVu4APzPhmH8kRDiIwD/QgjxKwCe42U3xqnHZtph3UwQrJ2BYe0o2Ew3AGtnYmDtnAnWjgJr50ywdhRsph3WzQTB2hkY1o6CzXQDsHYmBtbOmRi7dsTL0hYMwzAMwzAMwzAMwzAMwzDMZeVSN7NjGIZhGIZhGIZhGIZhGIZh2FDMMAzDMAzDMAzDMAzDMAxz6WFDMcMwDMMwDMMwDMMwDMMwzCWHDcUMwzAMwzAMwzAMwzAMwzCXHDYUMwzDMAzDMAzDMAzDMAzDXHLYUMwwDMMwDMMwDMMwDMMwDHPJYUMxwzAMwzAMwzAMwzAMwzDMJYcNxQzDMAzDMAzDMAzDMAzDMJccNhQzDMMwDMMwDMMwDMMwDMNccthQzDAMwzAMwzAMwzAMwzAMc8lhQzHDMAzDMAzDMAzDMAzDMMwl51IYioUQ60KIvzTgcw0hxDWLx7H8v4w9Ye0wVmHtMFZg3TBWYe0wVmHtMFZh7TBWYe0wVmDdMFZh7ZyNS2EotgNCiLQQ4veFEDkhxKYQ4m+O+5yYyYC1w1iFtcNYgXXDWIW1w1iFtcNYhbXDWIW1w1iBdcNYZZK0w4bi0fE/AXgGIAng5wD8PSHEz4z3lJgJgbXDWIW1w1iBdcNYhbXDWIW1w1iFtcNYhbXDWIF1w1hlYrRz6QzFQoh3hBD/rxAiL4TICCH+eyGEx/S0vyqEeCqEyAoh/mshhEP5/18WQnwhhDgUQvyxEGJ5gGMGAPw0gP/CMIyWYRifAviXAH55mO+NuVhYO4xVWDuMFVg3jFVYO4xVWDuMVVg7jFVYO4wVWDeMVVg7p3PpDMUAOgD+YwAxAO8D+B6Av2V6zl8D8DaArwP4AY5unhDiBwB+E8DPA4gD+FcA/pcBjilM3+nnNyy9A2ZcsHYYq7B2GCuwbhirsHYYq7B2GKuwdhirsHYYK7BuGKuwdk7DMIyp/wKwDuAvHfO3vwPg95TfDQA/q/z+twD8X0c//x8AfkX5mwNAFcCy8r/XjjnOXwD47wBoeCm2HIAH4742/MXa4S/WDn/Z54t1w1+sHf5i7bB2JuWLtcNfrB3+Yt2wbibhi7Vztq9LF1EshLguhPjfhRA7QogigL+Hl54ElQ3l5+cA5o9+XgbwD49C1PN4eWMFgPQAh/53AawcvfY/wsv6JJvW3wkzalg7jFVYO4wVWDeMVVg7jFVYO4xVWDuMVVg7jBVYN4xVWDunc+kMxXh5Q74EsGYYRggvw8aF6TmLys9LALaPft4A8DcMwwgrX7phGD887aCGYTw3DOPfNAwjbhjGu3gpxB+d+90wo4S1w1iFtcNYgXXDWIW1w1iFtcNYhbXDWIW1w1iBdcNYhbVzCpfRUBwEUARQFkLcBPAf9nnOfyqEiAghFgH8OoB/fvT4/wDgPxNC3AYAIcSMEOLfHuSgQohbQoigEMIjhPj3APxlAP/gvG+GGSmsHcYqrB3GCqwbxiqsHcYqrB3GKqwdxiqsHcYKrBvGKqydU7iMhuL/BMC/A6AE4B/j1Q1X+X0APwbwCYA/BPBPAcAwjN8D8F8C+N2jEPV7AP7KgMf9NwA8BXAI4G/iZc2TfetvgxkDrB3GKqwdxgqsG8YqrB3GKqwdxiqsHcYqrB3GCqwbxiqsnVMQxsuiygzDMAzDMAzDMAzDMAzDMMwl5TJGFDMMwzAMwzAMwzAMwzAMwzAKbChmGIZhGIZhGIZhGIZhGIa55JzLUCyE+FkhxAMhxGMhxG8M66SY6Ye1w1iFtcNYhbXDWIF1w1iFtcNYhbXDWIW1w1iFtcNYgXUznViuUSyEcAJ4COD7ADYBfATgFw3D+Hx4p8dMI6wdxiqsHcYqrB3GCqwbxiqsHcYqrB3GKqwdxiqsHcYKrJvp5TwRxe8AeGwYxlPDMJoAfhfAD4ZzWsyUw9phrMLaYazC2mGswLphrMLaYazC2mGswtphrMLaYazAuplSXOf43zSADeX3TQDvmp8khPhVAL969Os3znE8ZsgYhiHGdGjWzoRjZ+2wbmxN1jCM+JiOzdqZYOw85gCsHTvD2mGswtphrGJn7bBubA2vkxlL2HnMAVg7duY47ZzHUDzogX8LwG8BgBDCWp2LAXA4HHA4HBBCoNPpoNvtXtShLhQhXt0nq2VBpgXWztkRQrBuRqgbIQSEEOh2uxOtmxHyfNwncBKj0g7phj6vrJ3JZ5Taoe+GYVz68X4aGJV2jl6ftTNFjFo7ynEv8lDMBTNK3TAn02ffxutkZiAmbc/P2pk8zmMo3gKwqPy+cPTYWOh2uzAMAw7HufrzjR36wKuL+SmEtXNBGIYxzboBbKSdbrcLIcRU6OaSYBvtkJHG4XBM82d1WrCNboDeNQJje2ylHYANfBOELbUz5evLacF22mGOx2afJ9bOBGEj7bBuppTzWDg+ArAmhFgRQngA/HUAfzCc07IGbb5t9ME5FxfxPmyyuWTtXCAX9R5YO68zTbq5KGyiG8Bm2gFstcizJTbRju10A7B2ToO1czKsn+Nh7RwP6+ZkWDuMFWyiG4C1M3HYRDusmwlkEO1Yjig2DKMthPg1AH8MwAngtw3DuG/19YbFtKTwXrSxb5yLPavauehzJ+1wxER/JlU7o9TNRR5nUnE4HDJqf5zYUTvq6/K48zp20I5d5yvWzsmwdk48rwt53WmBtcNYZVK1w7oZL3bQDcDamUScTic6nc7EjTkAa2fcDDLuiFHeHK5HYi/GWPT8zLB27MWkaId1Yzt+bBjG2+M+iUFg7diLSRlzANaO3WDtMGdBdbywdhirTIp2WDfjx+Ts5XUyMzA8XzHD4DjtcHFNhmEYhjkDNkn1YiYM6j3AMGeFtTM6OLqJYZhRwmMOYxXWDnORjNxQzAtdxirHaYc1xZxEP33wppsZhH46Yd0wg8BjDGMV1g5jFV7vMFZgfTBWYe0wVmHt2J+xRBQ7HA4WB2OJftphbxpzGmbdcAM6ZlDMm2zWDjMIpBvWDmMF1g5jFYejd2vH2mEGwawbhhkU1g5jBSEEa8fmjCWimBa/bCxmzgJrh7ECR9MwVmHtMOeBF8CMFXjcYazSz0HFMKfBumGswtphzgNrx96MfBfjcDjgdrvhdDpZGMyZcDgccLlcrB3mTAgh4HQ6OZOBOTPk7eaFDHNW1M0Ta4c5CzzuMOeBxx3mPLBuGIZhGGAMhmLDMNDpdACwF4E5G6QdSqFj7TCDYNYNwwyKYRjodrusHebMsHYYq/CcxVhFHXdYP8ygqHph3TBngdc6zHlg7dgb16gPaBgG2u22TMkUQrBAmIGgyYgNxMxZMG+YeMxhBoXGHIY5K6wdxips5GPOA487jBVYN4xVeL5irMBrHfszFkMx8GpCYoEwg6J6u1k3zFlhzTAMwzAMM63wOoexAuuGsQprh7EKa8f+jKWZHdeYZaygdsdk/TBngcvcMFZh3TBWYe0wDMMwDMMwDDNpjKWZncvl4sZSzJlxOBzclIw5M9wYiLEKNwVirMLaYc4D64axwmXWzWV+7wzDMIx9mJb1/0hLTwgh4PF44PF4UK1WuR4SMzBCCLjdbrjdbtRqNdkQkWFOw+12w+l0otFocJoLcybIMdVqtVg7zJmgzKlWqzXuU2EmDKfTCQDc0I45M7Q5vUz7q2nYjI8bytacRt2o+qCf1abo3MTvfEyzdmgdp2pItT9wKczzMa3aEUJA0zS5liOdqHaISdHOWGoUdzqdqRMFc7HQB4o2TpPw4WLswWXryMvN+obLZbmWFHnPTdiGw2XRjcPhgMPhgNvtRrvdRrvdvjTv/aKY9utHm2632w2XywWfz4darYZarcbrO+ZYyGjjcDhk0JGmaahUKiiXy2zwY/ri8XjkPOX1euFyueD1elEul1GpVHhfOQSm8doJIaDrOlwuF5xOp/zudrtRLpdRLpelPYvXzAzwylHrcDgQDAbh9XqlsZgol8solUpyrWx37YzUUGwYBur1+lQOKMzFc9kiQtngNxwuUzQo1YDnhctwuCxGL9pEaZqGVquFZrPZ877NUTjM6Ux7NKhq7PN6vUgkEsjn8zg8POxxzE1rxMhFMs2OTdXYF41GEQ6Hsba2hidPnuDx48dy420YBmvHAtNq8BJCwOv1wu12w+PxIJlMIh6P48qVK7h//z7u3buHVquFbreLTqfD2jkj03idaJyZmZmBruvwer2Ix+OIRCJYXFzE3bt3cffuXTQaDTlf075rGj9DF8W0aYd043Q6EYvFEAgEEAgEEAqF4Pf7pXY+++wz1Go1tNvtnswx1s7gTJt2qLyux+PB/Pw8IpEIotEoAMDlciGVSkntVCqVidDOyCOKATaAMda5TNqhRQsAXrwwA0EaIYMxGY0pVYr1wxDmdF3SjtPphKZp8Hg8aLVa7NxlXsPtdvfUfSft6Louo/1qtRry+TwAHneYlzgcDvj9fni9XhnZ53A4oOs65ufn4fF40O12kc/nkclkeM3DSION2+3G4uIigsEgfD4fdF1HIBDA0tISHA4HwuEw6vU69vb2sL6+zpmrlxghBPx+v4w4v337NsLhMFwuFzRNQyAQwOrqKjweD6LRKCqVCnZ3d/HkyRO02+2eNTNzeSAjXzKZhMfjgdvtxje+8Q3Mzs7KdbHP58Pc3Bw0TUM4HEY+n8fe3h6ePn3K2rlkqPYZr9cLn8+HtbU1eL1edDodvPfee4jFYnC5XLJ06szMjHQ67O/vY39/Hy9evLC1dsZiKL6sqFFZ6iadF8JMP9RBSE0JV3XE2hmMaXUwmI195sZ9Ho8HnU4HjUZDXgPaPE3j9WAGh6KI1XGGUuucTid8Ph/q9XpPWuZlibBmjofKTNDiF4A05FCapqZpODw8lPrpdrsyaoL1czmhTbjf74ff70coFJKp4MFgELquIxaLod1uY3NzE4VCAa1Wq2f8Ye2czjRdI3J409gSi8UQjUYRjUblOJNIJKBpGqLRKGq1Gp48eYKDgwMZ6cfauTzQutfpdELXdfh8PgSDQSwsLCAej0PTNBmRPjc3B5fLhVAohHK5jCdPniCbzaJcLsssRNbN9KM2HabsqGg0Cl3Xoes6rl69ing8LnXjdrtlhKiu68jn8z3amZRyAszZMe+3yYnpcDgQCAQQjUaxsrICTdPQ7XZx48YNxONxAJDa8Xg8aLfbcDqd2N7ehqZpyOVyMrrYjtoZS43iy4K5gD4Z+yhqixpOUJrdZbo2VjAb2KcJ1VijPkbGHJfLJb1NtDmnepDTnKY6DKb52rhcLqkT4JWxj76CwSCazSZKpZKM1qIJictTnM40aof04vf75cKYFjtutxuhUAihUAjhcBjZbBbPnj2TTdkODw+l4Ya1czLTph21Nmg0GpULY1oAa5qGhYUFLCwsQAiBR48e4Yc//CEajQYajQZyuRzX8xuQadKOqhu/34/5+XkkEgncvHkTgUAAmqZB13UsLCwglUohn8/jJz/5CdrtNvL5PGq1Gg4PD6XRmLUz/aip3xQBGo/HsbS0hMXFRXzjG9+Az+eDpmnQNA2hUAiBQADFYhEfffQRDMPA+vo6yuUycrkcms3m1JcCusyQw9vpdMooYiprMz8/j9XVVSwuLuIrX/mKXOtQsylN01AqlfDjH/8YQgg8ePAAhUIBhUKBdTOFmPfYFBzh8XgwMzODaDSKVCqFcDiMubk53Lp1C/Pz81hYWJB2mlarhbW1NbhcLhQKBXz88cfodDp4+PAhisUiyuUyms0m782nBLXusPqYz+eTkcQLCwtYW1vDlStXEAwGEQ6Hcfv2bUSjUQSDQWm/qdVqSKVSeP/997G7u4uPP/4YrVYLT58+RaVSQa1Wk+OOXRi5oXiaax2qkXzqY8FgEH6/H4VCQQ5Mai0tc8j5NF6bYTDNRmJK5SVnAgDpuQyHwzg4OJARovV6He12G/V6XdbWUiMnmF6mccyhTZSu6zKlhaDaSHNzc9jf34dhGHC5XCgWi6hWq3A6nahWq7IWLTBd14Y5HooWpkWx1+tFIBCQzV5cLheuXbuGlZUVZLNZRCIRzM3NIZPJyAi/Wq3WE3HDTC9qxDmNMz6fD+FwGDMzM0ilUpiZmYHP54PL5cLa2prUDm3YHz9+jP39fTQaDakdNvZNL7Sh0nVdOpSoPqjf78fs7CwSiQSWl5eRSCRkwxeKFvV6vbh16xZarRY++ugj7OzsyPI37KCaTtRIUKfTiUgkIscd2j9FIhGk02ksLi5ieXkZfr8fuq5LY7LX6wUAXL16Fd///vfxp3/6p9jY2OhpOMXz1XSgGm5oPeP1epFMJqXhL5lMIhQKybFmYWEByWRS7rVoXexyvTSDrKys4Lvf/S5qtRo2NzdRqVR6aocykw3pRd1ru91u+P1++Hw+zM/PS6fl0tISwuEwEokEFhYWkEgkEA6H5ZjUbrfla3S7XayuruJ73/ue1E6tVpN/YyYXdV6iprv0ezAYlA7KdDqN2dlZxGIxrK6uykCbRCIhneHAy322pmkyu7fRaGB1dRXf+c53UKvVsLOzI7N/7ZQFzaUnhgSJRzUWk1E4EokgFouh1WrB6XTC7/fLSYhEYe66aheBMBeLOnnRYESPa5qGdDqNhYUF3L9/Xxp3KKW3UCgAgPRcckmBy4Fas0+t90iLGE3TcPXqVVy/fh2ffPKJdDhsbm4in8/3RKGrpQRYN9MLaYOaLPj9fszMzMgUcHI4OBwO3Lx5E1/96lfxk5/8BJ1OBy6XC3fv3sXOzg4KhYLcdNvJ480MH1rT0M9erxe6rstFcCQSQTwex9zcHEKhkDQUX716VUasJxIJ2Vhqf39fRoXaaRHMDA/VgEOG4k6nI0tLzMzMyA3V3NwclpaWEI1G4Xa7EQgEZLmbpaUl+P1+7O7uot1uS0dDu90e91tkhoy6GafU3NnZWWloiUaj8Pv9CIfDSKVSmJ+fRzKZlA4GALLWdaVSwdzcHN5++23cu3cPxWIRmUxmaoNMLiNqpiWVrqFyNlSvGgDS6bQcb9LpNObm5hAOh+VeSy3jV61WkUgk8PWvfx0ff/wx8vl8j5OUmWzMGQq016ZxZWZmBtevX5cZmsvLy9JuMzc3h0gkAr/fLzWhBvVRI987d+7gww8/xOHhYU/kKTNZmEt+kn3G6/ViZmZGZkdR1Hk4HMb169elszKdTveskakXA72u1+uVDm+qd/21r30NH330EQqFgi3HHS49MQRoAKKoGooi1nUdwWAQi4uLSCaTqNfrCAQCWF5ehhACxWIRn3/+uYzsK5VKUkDcQOh1pu16kCOBUueo7mM4HIbf70c0GsWVK1eQSqVQKBQQiURw8+ZNOBwOZLNZ/MVf/AVKpRKq1SpyuZx0NDQajam7Vudhmq4FORB8Pp+MNqfU73A4jFAohFQqhZWVFSwsLKBSqUjd1Ot1bGxs4A//8A+xs7ODYrHYE93Hm/DpRE3LnJ2dlRvueDwOr9eLbreLdDqNWCyGq1evIpVKIRaL4fDwEJqmYW5uDteuXcPjx4/lHGUYBprNJhv8phzaULndbsTjcUSjUSwvL2N+fh6BQAButxvXrl3D/Pw8lpeX4fP54PF4ejqEd7tdhMNhrK+v90SjM9OJU6RL6AAAIABJREFUasShNU0ymUQikcC1a9ewuroqN1i0mQoGgzLKr16vw+PxYHFxETdv3kS328WDBw8ATNdczvQ6FsgRpWmajPKjjXQqlcLt27exsLCAmZkZGXlMEaHk9M5ms2i1WrJchaZpXJ5tSlD7b5BTm4IgYrEYwuEwZmdn4fV64fF4ZMmAtf+fvTf5bTPPsgUPKVGc+XGeSZGaHXakhxgyMjMSGYnKQq0Krzb1gFo0uoEG3rqBXvRD/wVv1UBvC+hFN9CLbqAbqEItqrJRlYlEZdbLjMiyI8JhW5I1cxDneRQp9kI+1z/KjgyHTUqirQsItmWJ/Mjv8v7uPffcc1dX4XQ6YTKZxAf4GMPhEP1+H4VCQfT0AYim/jUjdLaNNfbCwgLm5+dhNBrhcrlEKisWi4l+9cLCAoCz8+vGjRvw+XwIh8Oyd4ENbj7mcDgUOTZOLdA/r+PNbJp6rnBilyQIk8mEUCgk59P6+jpisRg8Ho/Uznq9HsFgUKQnDAYDdDqdaBITKxwOhxgOh2i32+j1egDOAGR1Mvgq2TWj+A2NcgB0JmqVcNTO6/XKlt5EIgFN05BMJqFpGtrtNtxuN3Q6HTqdDj7//HP0+330+/2xJR7X9nYamws+n0+6m0tLSyKiHw6HBTReX1+Hy+XC0tISLBaLMENPTk7QaDTwu9/9Dv1+X753fVC9XXaeqeV0OpFIJDAajWTTKv0mmUyKhuja2hrsdjuCwSAGgwHm5+fx/vvvI5lMolKp4Le//S0GgwGGwyFardZ1YvwWGf2FSQ+bUKFQCBsbG2NTC5qmweFwIJlMwm63y/epWUzJidXVVfh8PlQqFTx48EAmGa6bDG+PsQDnAilKSKiADdmffr9fAGRN04Q54XQ6AUD8x+v1IhwOw2g0olarIZVKXS8LeotMBXDIrGHuYrfb4ff7EYlE8P7778Pn88Fms8Hj8QgrlJNUp6ensNlskvuyuHe73RgMBtDpdGg2m9c+M+PGHS30GTa6KTPh9/vh8Xjg8/lEKzSRSMiSKavVKrFGbVZyxLfb7eL09BR6vR4Wi0XA4utzavZMHf1mrKDUhMViQSAQgM/ng8vlknNI0zSEw2FZfEiwj36nTtGNRiMYDAbRBSUQaLFYriVLZtBUJujCwgLMZrPIq3EhJvdwRKPRMaY5JxooW/Iyv2FcYe7L/ye72Gq1yhl27TtX19TJf/qLOqFLWQlN0yQXptSa3W5HIpEQXzo5OZG4wQYlp/H4XPQddTcZ/W1hYUHA5Wq1KkDyVfGda6D4DU2v18vm3cFgAKfTiY8++kjGqMLhMAaDAXq9Hm7cuCEs0VgshuFwiJWVFVgsFtTrdeRyOTQaDTSbTdRqNRnbu7a3y9SupN1ux+LiIjqdDjRNw09+8hNJnpPJpAC/d+7cgaZpiEajsNvt6Ha7oudXKpVwcHAgQuhkil6VIHNtb2bqQcbmgt/vx/r6OvL5PBwOB372s58JEEwW1mAwwK1bt2RkhlqRnU4H8/PzKJVK2NzcFPF8VQfy2mbf2B1Xdax9Ph9isRjef/99FAoFWCwW/OQnPwFwNr6bSCQAnLHLFxcXATxPcgaDAd5//30Mh0OUSiVsbW2NLZi69p3ZNnUEnGw+m80mwEwsFkMymcTdu3fR6/VgsVhw69YtYfXZbDZJgL1eLwaDAfr9vkzHrKyswO12o1gsIpfLXUuYvAV2XluW8hIcvXS73dJMiMfjuHfvnoDJXq9XzjR1FNzpdKLT6aDdbgM409xnfq3T6dBut69ltmbY1AVSbHyzCHe5XHA4HHC73RJvFhYW4PV6kUgkBCjk+K66f2I4HMJmswGA+Iher4emaWM7Ya59ZnZMleYju4/ACpdExeNxaSi4XC74/X6EQiEh35DExVij5io8r0wmkwDFrOlVv+Euj2u72qaeRQaDAXa7HZqmwev1wmw2S2MhGo3K/g1OtFDKz263A4CAeKqcKH2HLNHhcAiTySQSohaLBXa7HW63W6SSrsk3V9NUIg2n5vx+v+S+sVgMDocDLpdLGkeBQECk1rxer0zQEfQ1GAwYjUYiPaKeNfSDubk58R2z2Yx+vy9Md+J/V22XxzVQ/JrGQ8dqtSIajeJHP/oRKpWKsIgDgYBsXOUoDBcvGAwGCTixWAyj0Qj1eh1//dd/jd3dXRweHqLf76NaraJer18nN2+RMSgx0UkkEvjkk0/QarVgNpuFNWGz2eD1esfGFdhV5wHkcrnGfGdnZwdHR0fo9Xqo1+toNBrXCxJn3FQtLTL7kskkFhcXsba2hhs3bkDTNKysrAj7j8USjcVUtVqF0+nE7du3odfr0Ww28Td/8zfY3t7G4eEhAKDVaqHdbl/HnBk1tUPOzjdHoRwOB1ZXVxEOh7G8vIybN2/CarUiHA6Lbh/HM3leseFQKBSg1+tx8+ZNmM1m1Ot1pFIpHB8fo1gsIp/Po9vtCpPr2mbH6C+MMWwYhEIh+P1+0enjsrF4PD7GulB3MxCwMZvNAuyVSiVhoxsMBtRqNVQqFdTrdbRaLTSbzesJqhkzFsUspl0ul8SORCIhy1RjsRiWl5eFaeX1egXs4/g4i25O0nE5FSekOEa+vLyMWq2Gf/mXf5HmZr/fv25QzYipi1Tj8bg0MDlx6Xa7ZXFUMBgU/xkOh6IRyXNKnUbo9/tot9vodDoSl8gcPDk5gaZpaDQaqNVquH//vhTg1+fU1TQ2EpjLEOwNBAIieUTWMPOXcDgMr9c71tjsdDrQ6XQixafX68cY5a1WS8g1zJlHoxFu3LghixMzmQxKpRIeP378wh6ha7t84/lBwM9oNCIajUpTKB6Pw+/3IxaLCQgcCoXET1wul/iRKjnQarWEPEOwWAWMuUy+3+8LyGwymfDRRx8hHo/j+PgYT548QSaTwZMnT65zmytiqlY15WE5seLz+YQE0e/3cePGDdjtdtjtdjmDVM1hi8Uif1f1zrn0++TkBEajUfJj9ewiAdDhcMh59eMf/xjLy8vIZrO4f/8+Dg4OsL29fSVY6d8JFOt0uhiA/wNAAMAIwN+ORqP/VafTuQH8XwASAPYB/MfRaFT5rsdTkfbLfvGva7zxHG0gY4bOEw6H4ff7oWmasD7ZzWJXigU19UoAIJFIoNfrodfrwe/34/T0FJ1ORzqfs/Z+TdN31D9nwegv54X0NU2D3+8X5hX9hssZ2AmnftLp6al0LwnknJ6eIpFIyMEVDAYlQeKiO2C23q9J+o4KYsxS3GGSbLFYxBdUTbZAIACTyQS73S6JD4EeFTCk3lqv18PJyQnMZrN8lpLJpBTd9Xod5XJZJiBmccP8NGLOLPkOzyaj0QifzycdcIvFAofDIUtduCCIY+Lq9m/1sQgU1+t1tNttGc3S6XQC/LGLzkV3nGa46u/VeXsXfUctshhrTCYTotEoEomEAMTnzyWTyTS2eJULXsiUUIspAsEul0uaXcvLy8jlciiXy9Dr9cIgndWCalq+A+DKxWH6DIscq9UKn88nRIilpSVEo1GEQiGEQiFEIhEBCZkHAWdLeAkW88zh9wgCAxhj95nNZkQiEZRKJdTrdSm6ZpmVPq08WR13vSxTx3vJBKWsGhuZXBRFMNDtdsPn88Hj8UDTNGkG0B9YhNN3GDva7fbYoim73Y5+vw9N01CtVmEymeB0OtFsNt+a6alJ58n88yKnWdWpBMYWm80mOQm1zH0+HxKJhAA7DocDFosFLpdLmOgmk0n8rN/vo9frodFowGQyQafTod/vS5wic4+MvtFohLm5OSHgmEwm+exwyebbMqk56zGHPmMymWAymeByuUTffHl5Wepiyo/4/X6RtgmFQtJ0Yi6j6hMDkOZTrVaT3VODwUD8stvtClvYYrEAgNRm/DuXzhuNRml6XvvOSx9v7M9p+I56BjFnCYfDcLlciEajCAQC8Hg82NjYkNwjGo2Kf1CeRtO0scdSpy1VQla9XkexWITb7YbJZBLijtFolGYVf3dubk6kuvjaDw4OUK1WYTAYpi4lqkrxfJu9CqN4AOB/HI1G/67T6ewA/qjT6f4/AP8dgH8ejUb/RafT/WcA/xnA//RdD6aKfc8i+MnOgKoXyg4nD6w7d+5IQc0gs7CwIIW3+ljUMSFTkIL6jUYDc3NzUnwDmEXAb6K+w0RiFju79AFN0+TaOaISCASEnZVIJATsY3HFLxbiBPG4VXxhYQHJZFJE0VlstVqtlxZSM/K+TcR3VHbCLGlG8boJ9nHp2GAwQDAYRDQaRTKZlMV2drtdGhDnXx8XdhSLRRkLp7bW8vIy+v2+TDrs7e3J2Kaa2MzCe/bMJhZzeA/0ev1MjMlTsoZJx40bN7C2tga32y2A7vr6uiTO7HDzLFM/IwBkMSbZw6enp1haWhIg+sMPPxSmst1uRyqVkgbojAJ+E/Ud5gksuq+iPqaq/chFhy6XC7du3cL6+rpscOayVS4nY95C8GZubk4AHLJCm80mSqUSyuWyNDM5hfXpp59ic3MTh4eHsFqtKJVKUoTPSow+ZxOPO+q461UZfVYZOYFAQBhZgUBAYsHy8jJisRiCwaDoNfI8UQHgTqcjLPZOpyMTCSaTCd1uF7VaDXNzc9Lgarfb0DQNd+/exfb2tuhck1xxlcD072lT8R3mjMwLL8NUmQkyhx0OB9577z2Ew2FpXPL/2LikXzCGdjodVKtVyYNKpZIU4dVqVXwHgHxe2Ay1WCzIZDKwWq1Ip9M4Pj6W5c9vAbN4YnkycwEuebtIoHh+fl70YA0Gg8QOEq+4HHVtbQ2hUAg3btwQ3VmSIXhmqHGz2Wzi6OgIVqsVo9EIxWIR4XAYVqtV8mEA4mcARKYgEokAOKvTCdyw6TmD59N5mwquQ3blNGOO2tx2uVzCBOUy72QyKddjt9sFHPT5fNA0DcFgcKwRy0kW5i2ctszlctja2pIdQo1GA/F4HA6HA6VSSXJto9EoALOmaTJhUy6X0e12YbfbRVd/Wjngq4B9E7SJ4zr8cxrxWG1EsekUCoVw584dJBIJ3Lt3T/So2VBiTCH2wsaC2WyWxx2NRmi32+h2u4LX6fV6HB0d4eDgAF999RU2NjZk+erS0hJcLhfq9brU7fyckBQ2eraXwePxoFQqyfOxWXpZ9p1A8Wg0ygLIPvt7Q6fTPQYQAfAfAHz27Mf+dwC/xiskMRfZqZykkdW5sLAAp9MpyfLa2hrW1tZw8+ZN6VgFAgEpwtVi8eTkRIA+ahAbjUa0Wi05fFwuFxKJBHK5HKrVKvx+P7LZ7FhH6iozlFSbpu9c9dcOPA9QHFmgxjBwlszevn0by8vLWFlZEQF0i8UigZOHLlnBvV4PrVYLqVQKer1eAD92pRYXF+F0OsVP+v0+dnd3x/RuZqUQn6TvqIfPVX/dAESqxm63I5lMYmlpCSsrK5JoLC8vw+/3w+/3C7OPLJCTkxMAkNGWfr+PTqeDSqWCx48fS0LDcSmn04lbt24hFotJYdlqtbC/vy/XMys+A0zWb549Bvr9/kUnYt/LVP1qn88nGo83b97E3bt3EY/HAZw1DMi6UTfsqiPcg8FA5EdOT0/RarVQLpexu7uL+fl5eL1eRCIRWCwWYfaUy2X88pe/FLkkNamZhXOKNmnfYdy5ar7DpHlubk6KbaPRiHA4jEAggEgkgtu3b+PmzZuS5LLwZowh8F0oFOS8arfbqFarqNVqotvXaDSQy+UkAQ+FQjCbzQgEAlhZWUGhUMA//MM/jP3+LPkMbRpxZzgcvkAuuAwjAECZCW79jkaj4j9k5YRCISwuLiIQCMBsNo8V4yyoRqMRWq0Wtre3BRxqtVrCxAkEAlJ0saji8lYA8Hg8SCQSODw8xK9+9StUKpWxSYZZs2n5Dv9+EfFHZQ7zS51s8fl8ov9os9mwsrICp9MpJBuyQ7kEnA3vwWCARqOBSqWCdDot/37w4IEsQuz1emi32zg5OcH6+jpsNhtsNhuMRqNILyWTSWGWbm9v4+joCJubmzPPLJ6073DPBQABS6ZhbFCyGcBlqayzFxcXRVIiGo0KeSYUCsmyXXVZFP/ORne/30cul0M+n8fOzo40vJ88eQKn0ynTmLyGe/fuySJFTdPgdDpFRrJQKGA4HOLw8BDHx8dIpVIzrz076dqcJAO1STXpmoExhfeJLHKfz4f19XWZvKTMBGMNQWGr1TqGx/D66DOdTkfqpoODA+TzeaTTaezt7aHVauHo6Agej0ceUyUGMt4QA6I+ejgcRrFYRDabRaVSkebEpOPNRcavafoOGwCTIpqQ+cuc5aOPPpIchVMr1DPnjgVehwoYc3pF9Rf6TKvVwvHxsXz/4OAAmUwGlUoFX3zxBUajEZrNJiKRiEzVRSIRRCIRLC8vCzPZ6XSKPvK9e/fgdruRy+VQKpXQaDTQaDSmEnNe5X3+XhrFOp0uAeAugN8DCDxzGAA4xhkN/WW/858A/Kfve2FXxdRuBA80dUPm0tISksmkjDZQt4TFu9q1ZkHOAopFV6VSQb/fl7EGdt1dLhe8Xi/K5fKV24L4fW0SvqMmdLPwPqjyJCaTCWazGX6/X7rgq6uriMfjcLlcovenJvW9Xk8K8k6ng06ng2aziUqlIkGNHUpVqiIQCKDVaqFeryOdTkuTYVbt+/rOLMYctcDieCaZmpqmSZd8NBoJy48af7pnI3WMNd1uV1hW7XYbzWYT5XIZ+XweRqMRnU5HfNBkMsFgMIhQf71eR6VSQTablU2uF1VsTtomHXOukqn+wiSHTUxOKXAbeDgcFkYfxznVxpsqGdFqtdBoNFCv1yXuNBoNVKtVWCwW6bIz8bLZbLDb7fB4PCgWi3C5XCiVSmOF1LvqOwCkYLgKr5+JL4tu6oNytD8WiyEcDiMWiyESicDj8cBqtQpDnOcIG5HtdhvZbFbuda1WQ7lcljFvAj2MN5S3oDYczyyHwyGFXb1eF7++Cu/Z69gk8+TLij/0WTa6KZ3mdDoll2FRzO3xBIq9Xi/sdrsUfPQZNi3ZUNrf35f73Gw2hbFXKpVkA/jo2cgngQHuaODjUou03W6/FaO9b+o75z87F/F+qI1KMkMJVJMNvri4iFAoJGQbj8cjvsPPP0FiNjDJ8mu325LPdjodlEol7O3tyblHWa3BYAC9Xi/axowplAW02+2IxWKo1WpoNBpYWFiQabtZ9xvgzfJk+s0FXafkK8xxbTYblpeXZZkcfSbxTP6IgA1Z5JzQVcFiNf+lbADvdbVaRblcxv7+vuS8PAupZ02JLtZi9Mn5+XkEg0F5PEptzTJQrNqkYg7/Pq3PEvMXnj3RaBQejwc+nw+Li4tj03T0KbI0Cfax6c1rZF7MWon5b6FQQLlcFt/heVUsFoVo4fF44Pf7EYlEZLKXzVHmPicnJ/B6vWg0Gmi322P66m+DTdJ3+O8JXpvUR+rnPBwOI5lMwuFwiPwRf16NKyp+BzzPx5gPM7dlzsI8JJvNolwuo91ui5xWrVZDu92WJgelKvx+v8hGMu7o9Xp4PB60Wi1omibTVryey/CdVwaKdTqdDcD/A+B/GI1GdfWGjkajkU6ne+nVj0ajvwXwtwCg1+tHzx5rZj4o7HAwObZYLEgmk1Ig/+Vf/qVoPqrjXgCk40CQt1AoCFhcr9dlgcze3h56vR7W19eFrRMKhaQgT6fTMlo3K++bapPynVkpIHmgkYGjaZocLisrK8KwuHfvnjCJ1WKcSRHHcfv9PvL5vCz+6Xa7wr6oVM4kgNbW1gQAWl1dFVbh1taWgMyzeEC9ju/8qZhzFV8/DzMmrg6HAzabTZibAGTkiTIT7HjSP0qlkjSjKB/R6XSQy+UkAdLpdPB6vXJw9ft9uFwuAGcsZor3u1wuYWFclZHn72uTjDmXeUB/m6mMHKPRCJPJJNI1wWAQ6+vriMViwrJQXwOTnG63i3q9jkePHqHb7aLT6WBra0uWjLXbbTn7uCSR/nh6egqn04mTkxPo9XrE43GMno1NsckwS9Mfqk0y17kqvkMgx2AwIBwOy3nEhS7r6+v44Q9/iHg8LqO5XMShvv7hcIh2u41Go4FisYh/+7d/Q6FQQKPRQDablaQWgIx5Eghyu91jgDFw1gzltud2uy1NcXU5yGW/d9/HJuU7l+U3ajOBTQ618XT79m1hBJMZTr+hBp861stCvNvtotVqoVaroVqtIp/P4+HDhzg+PkalUhGgdzgcwmq1IplM4oMPPpDnDgaDoo0eCoVQrVZRKBTgcrnQ6/VkauoqfNZe1ybhO3NzcyOCEcr/T+2aGVcoF2G327G6uopyuYxer4d4PI67d+/i9u3b8Hg8ODk5QbPZhMPhgNPpFEYVAT+SaobDoRTh5XIZlUpFmMXFYhHFYhHlclnyYV7L8fExbt++jUgkgnA4LLrH9K9QKISDgwMBjgnozLLfAG+eJ8/NzY1UJvG0gFCVDOF0OpFMJrG+vo5wOIx79+4hn8+j3W7D7XZjaWkJiUQCRqMRJycn6HQ60kwguAM8l1br9/totVqoVCrI5XLI5XKo1+vo9XoC9nW7XfFN6lxTQ/bu3btYWlqC1+uV6c5cLgeDwQCPxyNTMRwHV2W6ZtUmHXOmpW+tkvXsdjui0Sh++MMf4tatWwgGg1heXpaGNUFB7oSi/A6vifI1vM56vY5arYZcLodsNoujoyM0m03RKa5UKrKg7Pj4WGIUyXxGo1GkdFRGarPZxPz8vDBDdTqdnGGXLSUwCZuG7zBfmISpzUsSO0n0XF5eRiQSkWaQ2lhV9yiwyc1cyGQySf3UarWQz+dxfHyMp0+f4vDwEIeHh6JfzXjEaapMJiOPXS6XpSEej8elAX96egq73Y58Pi+a17VaTXBIXtNF2ysBxTqdzoAzh/g/R6PR//vs2zmdThcajUZZnU4XApD/rschQ4Fg6lX9oKjbLbkgikLWmqbB6/UiFosh8WwzOEeoqHXDUTiOcROoy2azqNfrotun0+mgaZpslDcajdKFYCHn8/nGFscAV5fl9jKblO88e6wr7Ts8CBhkKLBvNBpFSykcDsuSF97Xubk50bopFosSnI6Pj6XwLhQK4jvD4RBOp1NYgCaTSQITN8673W6cnJzISEy9XpfrvIrv3ctsUr7D4MwAe1VeP/2ZmkTseK+srMDtdkPTNEQiEUSj0TFforyETqdDsVhEtVrFzs6OdMa3t7fFn5gcc7Mzu6CqNi0TKKfTKYeazWaTBWazFG+Atz/msNDimGQymYTL5YLf78fq6iq8Xi+cTqcsaGDyPhgMUKlU0Ol00Ov1kM1mUSqV8PDhQ/GRw8ND8Z3BYCDJVSQSwXA4hMViEbBPHc8KBALCyrBYLGi32zOZDE/Sdxh3LkobXW1qnL8GlXW+tLQkWm3JZBI+nw/JZFLGerlXQafTybnS7XZxfHyMWq2GQqGAVCqFfD6PR48eCVBM/UYus+v1egI0OhwOKbYZe/jFEVF1eetVbux9m03adxh3pinVpja12QSam5uTBhMBEy4Yu3nzpiyK4hQdG1JkgvKayeyjTmilUsHx8TEODw9RKpVkvJd+Qzs9PRUgOBqNCkMMgMi38bHpH+cbGrNmk/QdAirT1EWnf5L5HY/HhSG8vr4ufjU/P49EIiETCpRQowQSJw/U5iXzlnq9jmq1ioODA5RKJWQyGRwfHwvjr1qtikQSWWCdTge1Wg35fF4kCyhPAYzrkbIenWW/ASbnO2wKA5g4QUCNM0ajEdFoFJFIBD/4wQ/kDKKfkG3HMW3KGPB3VcY5WZucZCmVSiIPkc1m0Wg05HscE+dSOhp3AVUqFRQKBTidTnk/yPAjY/1tmFqgTTLmcM/B3NzcRKXamAsw33U4HLh58yZWV1dx+/ZtxGIxOJ1OWK3Wsd1FzF14DjWbzTEshw2EXq8nUgH8Ojw8lP9nLKJ0I+///Py8TIcXCgUUi0VUKpWxHQ6UEOQk1lWqId7UpnFesUafhO8QizGZTPB6vfB6vaJLnEwmRQOdsYSNMfW8ZFOTetQmkwlut1vOoHa7jf39faRSKezs7OD4+BjpdHps0SFrIMYxxliCyJlMRiRuLBaL5OvMv9joYP1wWf7znUCx7uwU/d8APB6NRv+L8l9/D+C/BfBfnv35d6/yhDyYr6JOsUpVZ4CilIQ61hsKhZBIJLC+vi6yAUxGTk5OZJSXhTlHVkhJz2QyKJfLACCAHscuCc6Ew2FhFPN6gJkDiSfmO3zNTOquErOYSRALLLIjXC6XaPj5/X5h5fCL4/86nU70GTOZjASYw8NDNJtN0QllkQ5ANtFTfgCA+BybDCzeeD3vqu88e7yJX+PrGq+FiajJZILH45F7ubS0hEAgAJPJJEuB6Ecshhg/yZzY3t6WIuzp06fCKO52uwL0uN1u2O12WdpA3+AhZDabRdBfZfnMis8Ab9d5pcY6xhj+22azweVyidZrIBBALBbD0tISNE3D/Py8MDl5/YPBYIwt/PTpU2SzWWxtbUlSnMvlpJBigm42m+Hz+V5onKqfKY75Ul9yFoGbSfsOgLFGzDRNBWboLwSGGWf470QiIfpsN2/ehM/nQywWk/OIhRYTVBZauVwO5XIZx8fHePz4MXK5nIB+rVZLkmMmxgsLC2i1WiJTQl3082N9ao6jsjlmyaYRdyjdMC1T810yy/lvp9MJr9cLm80Gg8EgE0qJREL0PUOh0NiyOt5PAnHMZyuVCg4PDyX33d7eFkYN2cSqzxI47Pf7sizabDaPgXsEFYHnYMKs2qTzZJ3uTC5EZeVP0pjrcvopGAxiZWVFtF3X19fhcDiwsLCARqMBn88Ht9st/sWGowruEvRjwymTyaBaraJYLGJ3d1fksNLptDQhm80mer2exBN1JwxHdQnc8AvAGIDO92tWbZK+Q3CLZ/8Er1Hiislkgs1mQygUQjwex/LyMqLRKLxerywNA8706plL8N7yPpN52Gg0JFfJZrMoFotjYB/G7HT/AAAgAElEQVQBHQLIZBBz5wtzXJ5VAGRROJ+LfkOfUXPha795bvSdSccc+g1JER6PB8vLy1haWkIsFoPX65XFl+q5wXOIQHGj0cBwOBQwO5fLodFoyATm0dGR+Ewmk5GJS0rfABDpNQASV+g3JG3RGHsoU6JKh85SPfUym4bvqO/TJIxTUVarFX6/H6FQSBbARyIROJ3OF3A1TrHwHvV6PZTLZaRSKVnCPBqNsLu7K1MJe3t7SKVS2NvbQ7FYFAkKlbFOXW2+RtZkumfMcnX/2LP3d6yJCuDSmwyvwij+CYD/BsDXOp3uwbPv/c84c4b/W6fT/fcADgD8x1d5wqu4VEotshYWFmRLPPVwTCbTmLD+X/3VX0HTtLGOxHA4lDG6SqUCr9cLvV6Pzc1N7O7ujoF+XPjD8T52xhYXF0W42mAwoFqtIp1OyxjEDNrEfeeqMI1URpSqKcslLmazWRgWKysrsijozp07MJlMEqB4sN2/fx+Hh4fI5/MCIj9+/BiFQgGVSkUKo2azKYV1vV7HzZs3sbi4iGAwKOz109NTVCoVPHnyRBiEfM8u+337HjYR32Hxepl+o/qKmvhqmgaXy4VgMIhwOAyfz4eNjQ14vV44HI6xEXFN0wCMfwZ6vR5++ctfYnt7G6VSCU6nEwsLC0ilUsKcUJfCqN3waDQKn88Hs9ks8aXf7yOTyeD+/fuo1+uScM3YeN3EYg4Pep3u+SKvaZsKmDDZYaOSgAwA3L17V7S2KGVz69atMeao6u+DwUB0+9hE+PWvf42dnR10Oh0571RWKEEiAkVkobrdbpjNZuj1enmsRqOBVCqFBw8eyHLWGRzNnKjvqMnitH2H95wSDzabTVgUmqYJgDI/P4+/+Iu/kEkTyolomiZJOhuXZPfV63WUy2Vsbm6i2WyiXq/j/v37yGazMtJ5ntnp8XjGmurRaFQYqmTKnpycjC03o8TWjBZUE8911LHHSZsaZwgKM5a43W4sLy8jGAxKY5FA/9LS0lhzkXGKi4D0ej3y+TzK5bKwrAqFAg4ODgQ03traGiNTqExDs9mMmzdvIhqNYmVlBfF4HH6/XxqqPP9OT0/RbDalEdNsNmct1qg2Ud9h7JnGbgrGEE4BvP/++wiFQlheXpYcZnV1FVarFXNzc2g0GsLsYoFM36YPEQimdAT9pVKpoFwuj2mFlstlkWcbjZ7rV1Or9Kc//amAApzCAiD7X5hTkSGosgRn1CbmO6yDCcRPyhhnXC6XxJoPP/wQwWAQPp9PljypYAqXWwGQ5icnDYAz+YBf//rXSKfTWFhYEFbn1taW+A2l08jwA87yIIKaXMwbj8fx2WeficQNF9kBZ0uf+/0+vF4vjEajxOQZzG3O20RjDuNzsVic2CQZG15msxkbGxtwu91wu924d+8ewuGwYDDnFxsylqhnU7PZxNbWFubm5hAKhfD3f//3olddKpUEa6FMH+MDc5Hz+4YikYgsGv/ss8+k8a7KvDHmqYsWL2q6bMo2Ud/huV8qlSbiO7xPXLb985//HC6XC5qmIZFICEjMOlrdIfbw4UM54wAICWtnZwcGgwGrq6tjcafdbos8CRnm55nter1eanFKv62urmJ1dRWffPKJLEVkQ6rVao0pEnS73Uv3m+8Eikej0b8C+LYW0Z993ye8SgWACuAYjUZhYXKUbm5uDh6PB06nE6urq3C73XKIjEYj0V1jopvNZnF4eIjNzU04nU7o9Xo8evQIx8fHor3HhR5kK7vd7jHdGjptpVJBPp/H0dGRHHRX6b17FZuW71zme6AWWAwCJpMJdrsdXq8X7733HpxOp4ik2+12EU632WzCdiB7gsDd9vY2tre3kU6n4XA4YDAYsL+/j1arhVarhfn5+TG2ltVqleULLNyY9JbLZRweHuLRo0cC+F32+/Z9bZK+c1nNqfPMPrXYJYPX4/EgmUziBz/4AQKBAKLRqDSn3G63JDvUYWw2m9jf38fp6SmMRiP29/exu7srbPP5+XlhTwyHQ1ncQT3JUCgEn88nQKK6ZCibzWJ3dxePHz9GrVZDt9uduWR41mOO6i8LCwsy2muz2eDxeNBsNtHpdKR5EIvFZDzbZrPJ48zPzwuzr1aryeblR48eiSRAOp2WxJ6JExk1NKvVKqzlxcVFAYiZRJOtQRbP/v6+NB5mKd4Ak/edi4w7PEfsdjtCoZDEFU4RUE+awBxZOgSMCbixoCaoR4mJdDqNb775RoqobDYrYB+NvsvrCAQCWF1dReKZRBfZopTI4YKqarUqk1eUT3qXfUdlIE27OBiNRsKEstlsCIfD8Pv9MpnAKRfe1/NNAcYCNhVOT0+RzWaRyWSws7ODQqGATCaDVColP1OpVNDtdsfiKpl7FotFJLq4mdzhcAgTtd/vo1AojDW/Z70An3TcIZA1rc8RQbt+v49KpSL6igRyOP2k1+uluUnQmjmqKomTz+dRKBSg0+mQyWSQy+Xw9ddfi561qvNIIoQqe0QGFuVRAoEA/H6/LOpkod5oNHB0dIROpyNAwKzlxedtkr7D2EuQbJLGXJiEl2q1KpIBzHfVKaX5+XmZhiMYU6vVpDngcDhwcHCAg4MDzM3NSVOKNRMbV2ps4HUQ+AMgi9E0TZPFeuqyu06ng3q9LpKA5yepZtUmHXP4+Z6076iyWecZw+d3KNB3e70ems2mLH6n5FG9Xpdm0ZMnT3B0dAQA4l+UmOBrIIhIY9xijsS9ICRykAHPs4o+S9mbhYWFa985ZzqdTmpVda/JJIw5BbER9X6q5J/T01NZYlgqlYTQWSgUkM/nZYnh/Pw8UqkUnj59imq1Cr1eLzk1p3xVYhXPFdVv2Qij1Bd9W52koxRpo9GQ13HZceeVl9lNyq7Cwcw3nEkGO4xk1iQSCWHhxGIx+P1+vP/++xII5ufnJSgSxLPZbMhkMtjc3MTvfvc70Rs5ODiQEXACzByBoCQBdaGogzQcDgUopubJLBZPk7bL9h0VIGYiQT0ZTdMQCARw69Yt+P1+2erMpWT0OXXDaiqVkmR6Z2cHjx49wtHRkQQFsmRGo5EEFRZTTqdTlp3xYGKhXywWpWHRaDReAH/eNbsMv2ERo4IyZJqTleBwOOD1epFIJPDRRx/B7/fD4XDI73N7ONlT5XIZhUIBDx48gE53tpju8PAQR0dHaDQaEs/IglUXzRAEiEQi8Hq9L4xqUWx/b28PT548EdDmXfYbABcOPqgjmtQapw5+MBgUUM1sNkPTNGEVc/xOZSAygclkMjg6OsL29jY+//xzDAYD2Gw2ZLNZmVZQm6bqyCX9ZnV1FYuLi7LQhc/TbrdRr9eRTqeRSqWQyWSkI37tOxfHQgcgciPBYBChUAg3btwQxnAkEpGmI+8z9Wc5FcXcYzAYoFqt4vj4GN988w0ODg6wt7cnWtY6nQ6NRmNs1PL8tASB4pWVFSQSCXi9XpluYBFFdjJllRqNxtQYtLNmF8lYY+Frs9kQCATknKAEkd1ulzOLbE4Cx7xWLtrt9XpIp9PY39/H119/jXQ6jaOjI+TzeXke9XXxjGRORaA4GAzKVnvm0mTsFIvFFwqzqyhld1k2bT1MFtmUF2HjkhMnZrN5DMTl1AnrG+7VoJxAPp9HNpvFcDgUHeLHjx+jXq9LTDg/8q/mVnr92VJwl8sFr9cLj8cDj8cjgDUboDyn2u22FOyXXVNcJePCuEmfWzyf6DedTkd2Z5ARqsoe8bk7nY5IjpTLZeTzecmLvF4vDg4OcHh4OCbxmE6nvxVwYt4CnMWsubk5yaMsFot8UVZgNBqJ5jXzJJK6gKs1FX3ZRpmGSccddYkXm0xsaKjyeAAEJOYSbzYrc7kcjo6OhOWbyWSwu7srutWMl3+q3lEbXJQT4JQfwT5V3obgI7WOOXnM3OvanhsXsk9qsoMxhARO+qbKHlbZxJTkKxaLKBQKOD4+Ri6Xk/0bPJuY41LuRo1V33bdfA4C4fw91nhqzUVfphxTs9mUf7+TQPFlmVoE880nk9jhcAjY9+mnn4p+EsXzOaLd6/XGRqjS6TSAs0D5xz/+EY8ePUKpVEIul5PuKYsfditNJpOMnHPjK0cW1HEJm80GTdPGtCnf5cPpMmUDeDCoGp0qmBMIBLC8vIyPPvpIWJuq3ECj0UCn0xFNIwDY3t7GcDiEy+XC7u6uNAVYjPP16vV66Xa7XC4kk0nE43FEIhEEAgFYrVYpvggqnpycCAPouvC+WFP1qbgEk6OQ1EYzmUxYW1tDLBbD+vo6YrGYgDo8MAnI8IsLfr766iu0221YrVakUik0m82xESkWYOye+/1+RKNRvPfee7J0ho0HLnRoNpvIZrOoVqtysF37zcWYmjySKezxeKBpGuLxOJaWluDxeDAcDpFMJmGxWLC8vAyv1yuffxbMLOCpcZ7NZrG3t4dsNotUKoWtrS10Oh3o9XopfuhrTGYZ28gifu+99xAIBKBpmrBPGWe4Yfzo6AilUkkSsWvfmb6pCSZB4ng8jkQiAb/fD7fbLYCJTqeD0+mUZhRjEO8lAFmMyYVjmUwGW1tbsqSDjBsAktOweUoNN0oU3LhxQ/QnuQlcZQWR5ZNOp0WnFrj8ZvBVsmnme5xaMBqNcLvdiEajcs+8Xq981lkYqXI4vN9kBev1enzzzTfY39+XpXW1Wg2bm5vC6HoZ04y5EcfAucdhaWkJ4XAYNptNiif6OqftKpWKFOEs4q795rlN6/3gGUEpoqWlJaysrIhUicPhGFuEeXx8LEBxvV6HXn+2tHtvb0/0yX//+99jZ2cHlUpFtPL59z8FPHG0O5FIYHFxEfF4XGS7CMrwbDsff1TyxLXvYKzWmPTZzXtgMBhk6e76+jpWV1dFL5RSD2QQ/+EPf0Cj0UCr1ZLPOmUZgbNJp/v37yOXy6Hdbksj67sYrQQLHQ4HlpaWEI/HEQ6H4XQ6x/bL8BxifCJArJ5P137z3HguTHKKSgXZWANHo1FEo1EEAgE5Hxhr2HD6zW9+I41ngn/7+/uivf3kyRNpVKiT2t91zaPRSLCixcVFWdBpt9ulOaY+BnMsYgazrqU/LSMmN6kmA6ekyMrlrgMusFNrmMFggGaziSdPnuDp06f493//d9mdUCwWBbd5GRP5+1wrGfCapmFpaUnOSofDIY1w1Xi2qTuDLrPJcOFA8UV241SQD4B0EHkDuCSKrE+OaK6trcHn88Hv90vnmrp6fDyCK4eHh6jVami1Wnjy5AnS6TTq9foY3Z1JudPplKUgDodDxqQoyM5iiwtgVDBap9PJ6M27ejhdpO+oywz4J+UlNE2D3+8X3yHjj6P9XHCoBhceEr1eT4rk7e1ttFotzM3NIZPJoNlsioYWv5ikRCIRuN1uBINBKajYeFDZoaenpzIC6PF4sLCwIAn3u2oX5TcsohYWFmCxWMYWga2uropUiMVigdlsRiwWg8fjEbCPhwEPMbIvarWaLFkgu6/dbotOtdqlZPOLG4LX19dl0Vk4HIbH45GRLV4zgUGyO2ZxmdS07CJ8hyAM7wEbTy6XC5FIBIuLiwgEAqKZryY9ZrNZ7qXKCO12uyiXy0in07K0jqAc9QfVospgMAgAoGka3G63aIUmnul6qckwn0fV7KO9y2eUasw/pgWaEwBZWFiQe8YchpqPmqbBZrPJGcbPOn2Go3MczaaMyP7+PtLpNA4ODlAul8VveJ/VgpB+y+3SPp8PN27cQCQSgd/vF8AReD4eyjFyaiHPorTWtEzNWafFDFUZUcxBeW6xiUjJCfX5mWOcnJwIwE99x0KhgJ2dnbEivd1uo9frvcBSZFylj1JCh1+UDlAXH5It1u12x/RHef5d25nxs8YR7UmZKqVFqQfK3KiNccY8lQHY7XaRz+fFnzOZDDqdDvr9vjSjKpWKnCtkH/+p+6ppGrxerzDgo9GoxEDWTwDEd8774SzLlUzaVMZju92eaNxR/Yb5MBuW6pI63ieSIrjYMJVKoVwuywIy5rqUE1Dv66vcT7vdLpqyZKBzYSYnRQFInDs5ORmrBa+Z6OPG6SRiFJPyHbURzkXx/HxzcZ6q/8u6Op/Po9lsot1uI5fLSYOBTW6dTjdG4Ps+ZrPZRIKUubK6xPk8U5XXyGb+td+Mm06nE5KkKpn4po+p7hxjc5Ia6OebYaPRCLVaDfl8HtVqFbVaDfV6XWT+XubP3/ce8nVSbsdms4kfM886DwKzNufXZdqFA8Xnx0umaTyAmLxwUV0gEIDP58MHH3wgS1e4ZIxjkwRc1O4h9Wi5hCWdTuPLL7/E9vY2/vjHPyKfz8smZo6v8CZTU5agDZkc8Xhcupk2m00K70qlAp/PB6fTiaOjI1k0dFl6q1fBLsp31AKcQIzRaEQwGJQu+J07d2STczKZlADEwKR2D5nYzM/Pi37wV199hS+++EKWd3BcG4AsqyMA4PV6sbGxIbp98/Pz0DQNmqaJnhYPIpPJhMXFRdRqNWSzWXz55ZeyVfpdNSaq094gTxkSJhPc2B6LxfDRRx9heXkZiURCgGICOGRlnT8oONJbLBbx9OlTPHr0CPfv38fOzo7I0ajFFO8/F+FFIhH8+Mc/lmV51LZWtbK48d7hcMDv94ve4HXn+8x4f6blO2pS43a7ZaolHo+LzuzGxoZsBlcbWMDzc4BFDc8PJsm7u7v48ssvkU6nkc1mRdtT/V0AorMeDoeFlfqTn/xEFuWx8aHK3Khf52Peu24sjKdZVKoyJVwkZbfbpQB2uVzSlOZnmtdCpk6n00Gr1UI+n5fx7IODAzx9+hS7u7t4+vSpgHIvK6p0Op1I6CwtLWFpaQmJRAIff/yxjKIvLCxIkUSQmLqA/Jo0qDXrpi5wmrTvqLmspmlIJpMIBoMAzjQ71fFr5rAE1egL/X4fR0dHOD4+xsOHD2Wh3Pb2tiwfI6jzsusny9Dj8chUzfLyMpaXl7GxsQGbzSaTe/x5jvISLO73+2i1Wu+8tJZqLC4pjzeN2DM3NycNBrKjVNYu8HxUezQaiQRSKpVCrVZDrVbD0dERyuUyDg4OhAmqSq29ynnLBYzLy8tYW1vDysoKQqEQzGazMFR5LZS5UT9P01j2N6um0+nkfXtZY+dNH1sl24RCIYTDYbjd7he0g8kgJlDcaDSwvb0t+3/YrFRlAr5r/Pv8tXg8HsTjcYRCIfni4kP6DV8/z0cV0L6eths3nU4nQDslZibx/jCmMJ7Z7XYEg0Gpezk1y5xU1ZPlFAOXqJJkB7w+dqLT6eB2u4UFzzzLZrNJHa4StiiVxOn1a6D4RdPr9XC5XLDZbGi1WhORkaLfsBYnjqNpmkx0q3F/NBpJk6FarYrkUa1Wm6jmNgmGrLeJEfDcVLE9+ggJPASKL8t3LhwovijT6cYX1EWjUUQiEXzyySeiD0w9tmAwOLY4Sl1UBjwfgWCRU61Wsbe3h0ePHuHBgwc4OjpCoVAYS1jp8Bw/cDqd+OSTTxAOhxEKhQCcdTa5IIiAMpMmjlP0ej18+OGHsFqtyOVyEojeZYboNI2gItmVdrtdpAE++eQTOJ1O2O12AXXU0QF1NID+w+KYQunU7vv8889xeHiIer0+1sFnccitvzabDT6fDz/60Y+ETTwcDmUJA3Wa6Bc63dmSRJU1DwCZTOadPaAuYkSMwBDlI+bn53H37l0sLS3h448/ht/vHwP2z+trAc+LZ/pAtVrFwcEBtre38dVXX2F3d1eYOOrW8POvkZ3LQCCAmzdvSsMJgDTA6KdcZFetVgUEuJYtObPzn+dp+ZDqO9yku7S0hNXVVdy5c0fYvGxGqT6iLiAjW7PVamF7exuPHj3Co0ePkEqlUK1Wv3WppVrIcaTY5XIhHo8Lg4PXyOcm+4e6/LVaDe12e4y1MSlWyazGrYsAzfnemEwmDIdDpNNp/OxnP0M0GhVNaVU3Tx3L48I6snspbbO9vS1yJSrb92XGRjx10DkqR+kU7l/gtXIEPZ/PY3d3F5ubm6hWq3IGTtJm2XfUz/k0XgcBvH6/L5NOmUxGdibY7XbJf7l5u9vtolQqoVgsIpVK4eHDh6KbT/A/n8+Pgbffdt2MOdx4TvkcAHKGLiwsSKF2enqKcrksi/IODw+xs7MzxiicpF3k9NqkjeAKmVPTeA39fl/Gt6kly5xVlZ7I5XLyRf3hvb090Qdtt9tyjTzHXuV6yTBUZbQ4Gs7cis0nXgfrNOrpf5e0xevaLPoOgWKr1SryY5P+TFFnvFgsCmOc95xxjvePi6RKpRIODw9RLpfHJNZe99o4tcv9MWx+k9mn0+mkgdDv90UeqVQqyTVNS0d/Fv0GeA72uVwukR+bRANGZefqdDq0Wi0cHx9LvFfPSL1eLyTAarWKUqk0lt+86f1i/mu1WqXup4QBG+HA2Z4pan3n83kcHx/LfplyuTzVBaPAbPpOKBRCJBJBPp/HaDSSicc3MX6OObHGxczBYFAmA/j8AODz+RCJRPDw4UNpKk5quR6Ba0qH0nf4fZ5dnJRqNpsSa5gvMyZPw17Fd97aZXa8CZQGSCaTiEajSCaTwtYkW8rtdo8JS5+/Xv5JoJgjvdvb29KFUMffGFQIEvNg8vl88Hq9cLvdontstVrHGKEq+9FiscDhcMDlcskGahZt7ypQfJG+Y7fbxWdisZjou7IjRED2PODH62SyRbZEpVKRBQxcQKYeYvQbFk8s2OgDHFvg4cSEWD0sVVF9HmCqX83aQTIJuygWOqcWyJqIx+OIxWLSBSfYx4NKlZhQmYfqZmgWNlwI1Gq1XkhUySKy2WzSqeRoFItuxjf1kOR7oi4vY3PjZbHwXbSLGDPke20wGIQRys3tBIk5qaAatRZVyQluis9mszg+PpbxzG9biEqwxuVyIRAIiOQFWRKMIYwvPJvot2QmcvRuGoDWrNpFxh2O9XLKhfdP1a5WR8GbzSaOj49Fw63X6+Hw8BC5XE5yGk65fBvYRLDG7/cjFoshEAjIGcWchs/NP1X5gPPF3rU9N3WMelqFJZtNBErIcFGbmPQbSpOQebOzs4N0Oi0M0UajIezwV1lqxAVkPp9P2PBsLKij6HwvRqORLEBUC7hpfsZmNfYw55wGAEpmJRlzbAzyM8/Pszp+zeXN9J9isSjLclVw+FUZf2yqer1eBINBmaRQz0h1aoITNvTN8znXNGwWfYd556SbC6xJKN9IORoSqV42cs08g40I/vzrXpuKB9BvvF7vS/2GPkPAjxql014SyeefRSMoN41ldiRC9ft9yWUp0ajmD6ybeT8ZXyYBEpNEwb0g533nPHGDWBE/T/y/a9950brd7phkySRxChJams2mkGXUZausfSnVyPxjUjGQRApOhvv9/hcWrfIcIgGUSxl7vR6A56TTadp3vda3EihWC+9QKITPPvtM9KtcLpcsXVlbWxtjD58HBVSwj2Pg1WoVW1tb+MMf/oBf/epXyOfzwsrgYzCR4SZej8cjDkJZCy55MRqN4gSq456ensrvEzD0eDxj41yzGhhe1y4a8AuHw/jFL36BeDwuQYT6MtQM5e+ovsJr5JgUmTZ7e3v47W9/i+3tbWxtbY2NT6njoD6fT4AbHkxkTZyensLr9Qoww+cjeDw3N4dWqyWsEr5vFyn5ctXsTRgIr2Iq65Sf7T/7sz/DysoKXC7XWDJDhp0aY9QkmOL6zWZzbGrh66+/RqvVEukAFcxlApxIJESrj6NRTLIGg4EsmlHH5zg6Pj8/j3w+L3IY1wvJxuP/tExlDZpMJsTjcfz85z/H+vq6LD/kFz/vvG9sWrJg73Q6suX56dOnePz4sbDuXpb40F+9Xi8+/PBDrK6uyiidzWYDAEl6OTXBhIYAQSQSgdFoFImUa3tu00zw1OYgwf5EIoE///M/x8rKCjRNG1vyxcKJjaZ0Oo379++LrECj0cC//uu/4ujoSEY1yeD6tuendv6Pf/xj3Lp1S5YSWSwWKfQHg8GYPjHZEYPBAH6/H6enZ9vB1WV2k7JZPusoIzNpUxvKqv5jMBjEL37xCwSDQZFcU4tbNhbS6TS2trbwX//rfxUAmWy7drv9SjGTeQ4lme7evQuPxyP66wDGZBN4LtIveWaRPcaCapI2y75DqbFJvwaSD8ikIwC8sLCAjY0NYaGTVNPr9aQYHgwGwpJSWZnftyCnTn88Hsfdu3dx584dyY8tFoucT/QZAtUE/KivbLPZUC6Xp9KgmkXfGY1GKJfL8lma5Gug5Nn8/DxOTk5QrVZRqVQQCATgdrvFn+g3g8EAXq8XzWYTxWJxrAZ/XaPfJJNJ3LlzB7dv30YkEpHxdAAC1NBv2EDt9/tjkzPTamrOot8AZ+/b0dHRC7XJJF4PP6vEX7gvQW0qAs8nJbnckrnGJOTQyCReWVnBnTt3cOvWLSwuLgorne+B2mSgPNNgMHhBv30aNsu+8/jx4xemqoHXf03MGSj50Wg0UC6XYbFY0Gq15DPPvJgTuF6vF4uLi8JAnsS9MhgMcDgc2NjYwO3bt3Hjxg0sLS1B0zTY7XZ5D4Dn9QJ10dlII+niTd6TP2Wv8piXsszuIsA+BvZut4vd3V1h9zIR5kInlaVFx1APJBUkpk7SF198gd3dXTQaDQF5CK6oLBuv1yuswng8jvfeew82m02YY6pujfr8DDhktZrNZtHnYaFHEHJWA8RVNZU10W638fjxY+j1esTjcdy8eVPYcy9jnrNw4j1hspxOp/Ho0SN8/fXX2N3dlfEc9b4TtNE0DZFIBIFAANFoFOFwWFjNHMfkAakyb+inHCHtdrvStVLBwXeRVTxtNjUPHLJyG40GHj58KEXS0tKSJAnnWVLdblc0kQj4tVot1Go1PHz4EE+fPkUqlZIuuvqagOdLibhYhhI7gUAAwWAQoVBINCd5DfRxPn+lUkGpVMIXX3yBVCo1xkB/l22ao980tckzPz+PVquFL7/8UiYVwuGwsBXU4rfb7SKTyeDJkycol5d52soAACAASURBVMtot9sol8vC7stmsygWi39yjIvP6/F4xhatUrff5/NJQ0plivGsOzg4wNHRETKZDL7++mtks9mZHYGbhjEPmUajgTGfgK3JZEK328U333wDl8slCSp95uTkRIC2XC6Hx48f4/e//z2azaYwOjjqxiLnuxihBoNBCn2d7kzySNM08SWybdTziawy+kuxWEQmk0G9Xp/4ezTLRhB3GtIBBGQ4bm42mzEcDrG3tydgP2Uf2u22xJhyuYzHjx9jd3dXgAFKF6kLc7/retXmJhsFPp9P5LSo28fx0dPTU9Gx7nQ6+Oabb5DNZlEqldBqtd7p/QsvMzZmJq1RTKZyo9GQaUir1QoAyOfzss9jfn4e/X4fjUYD33zzzdhiMgICr8sO5eeC8a5arUpDXN1oDzzXIKYsEpvvuVxuoku33hZjvJ708mt1ua7BYJA6ZjQ60wZVz5DBYIBWqyXLvSe1xEnNz9vttuwAYn2tsvsYzyqVCprNpuRTlEh61wkU540kB9bMKgkFeDPAj2zQfD4vTWjeKzai+Hkni7fRaECn00HTNBgMhjc+H9RldFwu3uv1REJAre3Igld1+ovFomBF1/Fm3JiDGAwG1Go1ObPe1HeYM1SrVQAYayrwPvHngDPfYd7Lpd5sfL9uLFSxpLm5OfHNwWAgZER11wzJPuVyWcgTjUZDpCb5mJfhQ5eiUXxRYDEA6WBy7IjLnNSRAZrKKD4P9lGXbW9vD6lUCpVKRW4eOxdMYjRNQygUQjAYRDKZRDwex+LiohTelKUgG4imji6oYxN8nvOL0t5V0O8ifIcgWqFQEB08JhQsYmjq6IA6dtntdmVrLyUnqJkEPNchZLAwGo3wer0C+BEoDofD0kFlwnMeyGOCU6/XRc/rdRgb1/Zmxvuez+dRq9XQ6XSE6a2Ot/GLBVWpVEKv10O32xWgmJp69Xr9hW4rDyGys/x+vyytC4VC8Pv9CAQC0iw4P+KtNjZKpRJSqZQsm1Ffy7tuFwEUq80DJplc2qTK2qigX6vVEs1z6qAVi0VZ8lQqlcaKGjVWqEx06slSY87tdssXARuVYa5q9XMMnX7aarXe2amFl9m0Gw3nfYf3vdVqyZQT8BzgIQOwUCggl8uJ9iLjjQosMTk+n7CrjSaj0QiHwwGr1Sp6ofxingNARnbJ0Op0OsIuLBQKaDab3wlMv2s2rSYD3+Pz+vMc6yUBQR2lrdfr0swsFAoolUoy9UL2y6vcOzXukGVItozJZBLQWmVesYDicqJWq4VCoYBKpTJRHcG3yeg7kzbmDHzPVSmidrs9VuRziknVrqdM0uvmparvEFgcjUbCJmTMUSf8KLND6QmCf9OQWJh1Y/0KTLbOYt5CsoPqH6pOtDr1yPNAlWp73Wui36jELBKxSKBQPy8k3NTrdbRaLZkkph9f5zjjphLzJm30HYJl5yVCCEi/jGTHKdw3iYWq7/A8Hg6HY8te1Wuin9dqNZkAbTabEvuu7UVT5TNVe9MYxJyTTWbVZ87X0gDElxYWFmCz2TA3N/fG94y+o+ZT9Bu+bmDcdyivwsY4c7LLtLdymZ2qC0tmhCqCTy2bb2OFqh3vUqmEfD6P3/zmN/j6669xcHAgTAd2KRYWFuB0OlGtVmEymfDRRx/h1q1biMVislGVTA1Vu++8Dtvp6akwwvhVr9fx9OlT0Q+k07+Li6Yugq3G5LJer8tYrjpGcn6jMq9H7WaSGZrNZpHNZvHP//zP2NraQiaTkQSbiS43j7ND+dOf/hR3796VxgKL8JdpeangTb/fx/b2Np4+fYpKpYJsNotUKoVisTi2BOJdTXCmudgFwFgneW5uDn6/X/TVqKeldg/ZVKhWqzg6OkI6nUar1RItpWq1iq+++gqZTAatVgvA8wOVMYdyAF6vF59++ik+/vhjJJNJeDweGVlRE2MmNASIeSh9/vnn+OMf/yhb5RuNxkS3vc66TVu2hWdVsVjE3NwcfD6fLIdiYqHKPnBRxv7+Ph4+fCiMBVWGgqAgp1x4/exuk4Xq9/tx584dfPzxx1hZWYHX6x0rzBj/gOeJ1/HxsSwL2dnZwcOHDwUMnMbI8yzbtBjFNC6VyuVyMBgMCIfD6Pf7YxrAjDsETahfze3gjFNqAv2yAow5i8FgEH3ZRCKBjY0N3LhxA4FAYGzKhXkXG2DVahWbm5s4OjpCr9dDrVZDqVQS37yON+OmEhkm/ZkiI4sL4kwmE5LJpOS+o9FIQDmXyyXFLkf4GRPO57Dniy/1+XgGknVO/1lbW8PS0tJYU4r+QyZqKpXCzs4O9vf3xZ/YcJ/G+zOrxs/SmwBrLzP1fur1epycnKBSqSCXy8kILT/DBPisVisCgQDy+fyYtMz3ZYwRiJqfn4fT6YTT6YSmaQgGg4jH41heXn4ByKGEV7lcxsHBAfb395FKpaQIvz6nxo1AxaSnyFSCwtzcnOS8hUIBTqdzTCt6NBrJAvFAICA5rNVqRbPZ/N7PrTam6DM2m02WniWTSSFxqGPfJG7s7u4ilUqJZj9z+Wu/GTfuHmC8Uc+D1zVO2KqTs/xM12o1kdbizwKQmog5rDp58DrPz7jjcDiEnUyZgsXFxbG9HJz0o+/s7e0hn8+jXC5f+86fME7rq3KIwJv5DslT/FpYWMDp6ak0DLkMkfkGwVyTyQSn0ylnQyqVei02uuo7JE5Q+sbhcCAajQp2qDZf6/U6isUi9vb2pBnPhbGX3dR8K4Fi3iSCcZ1OBwaDAQsLC5IInx+PUH+PxkPOYDDA5/PB4/GgVqsJk8blcmE4HMJqtSIajaJer8NsNuPOnTtYW1uD3+8XOQGVEXq+AKCzsItZqVTQbreRyWRkQ3CpVBJK+rvKvrkooJMArk6nQ71ex/z8vIDD5xnn/B7BO/qWXq8XBgwPGI7jqixxLj4bDodwOBy4efMmlpeXEQwGhXWjAsUqW0JdsMAgw/FzLpzhyMtlB5rLtEkkLq9ier1ewNt6vS5j4ecnB4DnyQ01qaklSxCQoB9HdFUWOZ+HWtVerxerq6uIRqMytcCpCRWcVqUt2GnNZDKi88gOptpYeJftZRMm0zAmK1yO0Wg0BMw931Tk95l4eL1eZLNZGZdUWVvnE22eO0ajURYf+v1+RKNR+P1+GQFlx1vVQOeUQi6XQ6VSQa1Ww+HhoTBR6VvXfnNmFwF8sgi2WCzw+XywWCwi4aAulmIOY7PZ4HK5pGg3m82ysE4Fhcks48+peRFZ6AT6yEanzrnqcyy+CUo/ffoUmUwGxWJRGO/qFM61PbdpL2vjHg0uInS5XGi1WmP3nJNyBFe63e4Ye4y5B3MS/p/qd+r3mCNpmgaPxyO+o2naWMyhPAkA5HI5ZLNZPHjwAAcHB2MMdAKC1w2GcWNuOcmcTz0HWdNEo1HEYjG43W6RMuG9p0QaF3KfnJzI/eU4+Lfp5qvNBnV8V13Yq06/qKPh6hRDPp9HKpXCgwcPsL+/j0KhMJHFaG+jsTEDTN5vVK16LnX3+/2w2+0SPxgjqEm7sLAAs9k85leqFM+fur7zcUfVr2Xsod+oMQc4i7tcBry5uSkxhwy/d51w8zIjdsG/T+K9URnnOp1OppRsNptMuqnj+AAExGWOcnJy8lrT1+fPLEpe2Gw2eDweeL3el8ac0WgkbOJUKoV0Oi0x59p3Xm58zwBM7P1RJ0l0ujNJNN4r+gFl0NRmAGMCz63XbZqp8Yq+Y7fb4Xa7x3yHuTKJGcAZaahWq6FYLMqEqFpXXZbvvJXL7GjsGDDYELzjNnCVNXOeCaEGCi788fv9aLVaEoTo4E6nE0tLS2i32zAajXjvvfcQi8XgdDrR7XZht9tFc5LPoSZeLJbYQeA46MHBAb755psxAJDjO+9isLmo18wCHIDcYzJwTCaTCNR/2+8AkGJnOBzCYrHA6XRiNBrBbDaPBSqXy4WlpSUAgM1mw/LyMsLhMNxutzCY2WCgqcs6yKzJ5XIoFAoiVcCRcIKC73IxdVHNBQIyer1euqTf1illnDEajXA6nQAgRS910QBIR1SdgGCxHY/HYbFY4Ha7hYGuaRpGo5EAxefHMMl65+TC/v4+SqUSOp2OjGeq7MJ33S7ivGIxzC4zARkWRupoFs8tauH7fD7pTAPPpwwIPquAMx+HABEXOASDQTidTkmoOI7J10+fZLe7Wq2iVqvh4OBAFpOpG+Wv7cwuosnA+2uz2WAymYTpeb4BTmCYgC6bkJVKZayRxWYEfUeV1GKTweFwSMHE7d8s3vgFPJfSKpfLSKVSoldaq9VQLpeFZXPdYBg3tckwrfeE95JLT202mwBF9AXGEAIs3W5X7q/RaJTP+/kmgzqRQN+hz5nN5jHf0TQNVqt1TEOUkwynp6fiO0+ePEGxWJQliwT73sXJuj9lzC2nEXdUtrLFYhGw1mq1CrCvyqlxhJfyJJyo5BkGYOzeqQCf+neeR4w9TqdTFpPb7fYx0Ia+MxqNUK1WhTCRzWZRr9fHzqlr0Oa5ESiedIOT/qjmOE6nE3a7HSaT6QVpLN5nnmW9Xk/Op++a7HpZg0H1Q4JBnPA97zeMZVyaRjYxz6rrc+rlRhIKMNkmA2sW4DnD+LwcmlpPEZTj2cQmg+oX33Vt5/Efgs6s4ek76v+rJA7W5MRxrhLYdxVtWk0GylWp916V0FON5xn3hqnSRt/Xzuc8JpNJ8ic2xdVFwucnf9SJdhK42JB/pxjFF/FiedhVKhVhah4fHwMAWq0W1tfXEY1GYbVa5Wd5WOj1ehHa1+l0AuzF43EEAgH0ej3kcjkRm2ZXO/Fs0yY7GLwOv98PnU4nycnLdJHL5TJKpRI+//xz5PN5lEolPH78GIeHh9jf35cg866zJy7Kd4bDIYrFooxIlkol7Ozs4PT0FBsbGwiHw7IZXB3pBwCfzyfBKBaLiVTF3bt3odfrZbFHvV5HNBpFKBTC2tqaJNc2m03GbBwOB3Q63dhImMomHo1G+Prrr7G1tYV/+qd/kmZCKpVCp9O5EiMLV8Eu4vUzkKfTaXg8Hqyvrwvr8v79+1hcXJTCWGWUM6H9+OOPBYwzGAw4Pj5Go9GQJhNHdGq1GlZXVxGLxfCDH/xAii91cQNHQdlQIhijytb83d/9He7fv4/NzU1hS5BdeK2l9dwuIt4SaH369Cmi0Sg+/PBDdDodZLNZ7O7uwu/3C5OCMcfhcCAYDMrZkMvlsLOzg0KhILJI1I81GAxotVpoNBpYXV3F4uIiPvjgAwEX3W43LBYLBoOBnIlMTtRli9Rc+8d//Edsbm6iXC7Lz/FsetdjjWrT9h1KyFQqFWxtbWF5eRmffvopTk5OUCwWYbfbZRrFaDTK9vZEIiF5iKZpUhRzEavFYpGlrfy9breLSCSCaDSK999/Hz6fT8boXC4XRqOzsWHgORuIi1xarZaw3R88eIBUKiVTC9c6+i+3afoOC6l6vY5UKoXNzU2srq7i008/xenpqWyLpzGn6XQ6WF5eFqCvWq2i2WyiUCgIUMjGpgq+jEYjhMNheDwekQrw+XxIJpMIhUKYn5+H2WyW5yRpolQqjS1xPTg4kOkJVUru2sZtWux8vt+dTkd2tjgcDqysrGBjYwMAJIaQRbe6uopMJoPRaASPxyNyEPPz85KT8LOvFs/0BZ1OB4/HA03T4Pf7cevWLYTDYWxsbEijXPUdnlnValXYz1arFcViccx3rmPOizZNv6FkFkfzt7e3AUBqH+rPNptNdDod8RvWQc1mUxqQ/HnVVMIXayWbzSYNjXv37knOnEgkpLlJfyNZixOgXB7/+PFjkX9TZXmubdym4TsqG51SbPV6HUdHR5ifn0cymRxrDNVqNdTrdaytrQlJymKxiOzNd5kKKjJnslqtuHHjBhYXF3Hnzh0sLi6OsZpVSbh+vy+N0I2NDTx58gT5fB7VahUnJyfvLMHvu2wa9SZrbEqGdjodmRQwGAwIhULyc2TxNhoNrKysYGdnB8ViUfKYP7UQ/GWmNsUXFxeRSCRw9+5dRCIR2Gw2mfhVpSBPT09hs9kQDAbxwQcfYHNzE6VSSaQnLpvs91ZKTwAYA0j6/b6wYzjO0G63UavVhDmjCksD47o3/DcZMkajUQofjtNwgzPHZ9h5NxgMY8XQeS1HJkytVgsPHjwQIDGbzaJSqYwlxddB5mJM9Z1utyvdIR5WZF2eH7NkYsqDw+12S8Cgf7H46Xa7MJvNcLvdIpzOMWLgOTNHZYioGloEqNk53dvbkyUd3AR+Pc57scbOOjf1svHUaDREC5T3Vx3tZXJhtVqFsR4KhdDtdmEymWAwGGRxUK/Xk1FgJixkTKiFFuONOoaTTqfFdzmWValUpIn1rkraXLapBXiz2USlUpHzg+AskwsAEiecTqfcs0AgAKfTiXw+j263K760sLAgsezk5ERGL8nqMZvNcDqdY0tdzvtOo9HA3t6egAMEHFXm+TVgczmmJrqVSgXFYhGRSESYGiojWJWpYM5hMplQq9XgcrnkXCGzglMxvMdWqxUulwter1c2xnu9XlitVpFDUVnUbIBQg52NBTbOL4JxfW0vN55V3AxeKpWQzWbhdDpfYPpxesHtdiMSiaDX66FarcJut0ts4kZ3deFvt9sV4oWqS+z//9l7kxi50itr7MSQMc9zRs7J4lCsoqaWChKEHv4f3Ru5YaABr2wYXhj4twYMw8a/88JeeGV7ZeMHvPCugUYvvGg1WlKjG92SSlLXwFJxKCZziox5fjG8GDMivGCdyy+CSRZLlTFmHIBIMpnDi/du3O8O554biSASiWBzcxMej0cKfaqEBQt+mUwGmUwG9Xpdiknq0sU1Zg8m3tVqVfYplMvlMUaWajeUivB4PJIrARhjIQKQ76XfYXxEJl80GhXbicfj8Pl8Y7ZD8NwqFArI5/Oibzvpz9aYDfheZRzKAginSyjXxme/sbEhDQC1mMsziTk0ML5IjZNVzMvcbjc8Hg/C4bD4na2tLfj9fpmeUhsSPLM0TUO1WoWu6yKXU6/X13YzB6hxaL1eR6FQwPb2tjQUaC/qFAO/D3jpWya19An6KdUOjEaj5FYej0emyXd2dmT6Rv0eQp0G1XVdGqDlcnkdH88Y9DkkU7BBRZ1iSiGpkwwWi0Xqepyu+ipW8eQEDImi1FoPh8OIRqPY2dmR6Tv19xK0cf5+u90Ol8u1MOfVyhaKgZddBUpCcIRf3RrPA0llw6gPkYw9lX3MovBoNEK1WhXmDfCSxq6OTqmBLbsctVoNo9FIGDu6ruN3v/udjCnU6/Ux1s0aswU7hOxkc5yFxZxmsynPXU1y1DGUUCgEv9+PeDwutkP2lcFgQKlUEsYxxy4ZNNF+yFKn3bRaLWSzWXF0LBhnMhl0Oh0pJq9tZvbg+7vdbqNcLkvwojYXut3u2Gi3ulxsMBiInrm6HGIwGKBQKEhQRLYgN8Wz832VHhcLRrVaDc+fP0etVpMEjePE68R7vlADmlqthnQ6LfIStBsuZiDbQW00hEIhtNtt7O3tIZ/Po9PpwOPxAIBM1nCks16vi8yEGgyrY1Dq+cdC8dHREXK5HIrFIkajkZyBixDE3GQwxiGzM5FI4O7duwAgutGqnIjRaEQsFpO4ZGtrC+12G9vb26hUKtJMoA+pVCqy/LfRaMDv98sfr9eLUCg0prUGvEzEyCI7PT3FxcUFstmsMI/XdjNfsHDDMWubzYbnz59jc3MTLpfrlWSa0mkHBwfCOqZMjsvlQrPZxOXlpeiLGo1GVCoV2O12uN1uYYZGIhEp3MRiMWmEqtInJGV0Oh2cn58jkUigUqkAgEz7rW1nPmCMo+s6SqWSFIlTqRSCwaCMaZPo4HA44PV60ev1EAgEZAeLyWQa0wo2GAxjy4darZYsp6LURDwel4JfPB6XMXPVdhh/9/t9pFIppFIpaJoG4EUut/Y78wH9Tb1eRz6fx/b2tiy14zQc/zCudTqd4nc4xs3GqFrIIRmHORqLu6FQCD6fD7FYDJFIBNFoFFtbWxI7TzangBdnVrFYRD6fh6ZpIpex9jnzAycUKCVD9mez2ZSzRmVxXlVco4zbpFwFbYVsdTbVfT7fWGM8FothZ2cHXq9XmgyTcqXD4VBktTRNg9VqhdvtnonMzdvIatw0MK8i+cZms6HRaMi0C+tzJHfa7XYh26n+ZTKuJWg/6hQMG1TUy45Go9jc3MTe3t5rG1T8+SSwNptNOJ1OBIPBmZxXb2M7K10oBoB2u41cLodf//rX2NzcxHe+8x0Z4c3lctJ1fO+992C320WbkQ+PrE71RrJrBUCSKo4h8HtVJ8KiEAuIZJaSHcgR9YuLC2GDMiBbF/zmB9rOhx9+iFQqhQ8++ACNRkOKetS1iUQiY6L2BNl5qnQEiz1GoxGbm5vSSZ/UZQPGtbao7WYymeQg6vf7yOVyOD8/F8bNNA+l9WH01eDBlEwm8ctf/hK5XA5//Md/jFarJbZDdiiDVTX5pabRYDAQ7SYAiEajYgcMhtVDR2XVTGq0ARCt9kKhgHQ6jWw2i2KxOJOmwtpuvhr099VqFY8fP0YoFEI+n8ef/umfSpeZTSGeKQxIKCeytbUlY0rtdnus4MsgejgcymglC3yTHXFVZ8vv9wvDYjgc4uLiAqVSCY1GY2GCmJsM2k29XpcGs8vlgqZp+PGPfyyFFxZQWLDzeDzY2dlBqVRCt9vF+++/L1Mo1EcHXsgAuFwu0XS02+3w+/0SK02eXSqji4vzotEoSqWSJN/quPk0sey2M83rVxnfpVJJpqe2trZgMplksSXPEPqD9957D3t7e/jud7+LR48eoVarYW9vT3wJi34AoGkaAoEAYrGYbP8OBAIIBoNwOBxj59ekliB1IHd3d1Gr1fDpp5+iXq9D1/WZ2Q7v07Jh2tdO9lOr1ZJGNPequN1uiU/UBbxWqxV/+Zd/iWKxiHQ6jd/+9rcolUqwWq2iU+33+4UdWCqVRF6JBZpgMIidnR14PB54PJ6x84tgok6JnVarhc8++0ya9WvbeT2med30N8xRqPU6qWdP+T0+W7PZjH/37/4dstkskskknj59KuQdnj/hcFia3+VyWZa23rlzRyYZ3nnnHQQCAXg8nrHmlPqauRx4b28P/X4fR0dHIrs0q1hHvV/LhGnZDokyavEuEAhIc0FdJMemwoMHD2CxWNDr9XDnzh0UCgUUi0WUSiWRImBxmbrVLpdLJqwcDgdu374ttaH79+8jHo/D4/FIc0rdNwVA4iCen/V6HaenpwAwM7LfssY707IdSlroug6fzydyIpz65u+m7YRCIdy7dw+j0UgIefQR9AGMb4xGo2jmOxwOjEYjyelv3boFt9sNr9eLe/fuSXOKTGNVQocfDQYDwuEwzGYzut0uvvjiCxgMBrHXeedZMy8Uz/IQVccWisUihsMhAoGAaMW2Wi34/X6Ew2Fsb28LU4oJFYMW9bonKeOqw1A72/ycOl7JomG32xXGcLlcRrVaRTKZFD2eyZGs68RXLQRYZMzLdkqlEsxmM1KpFEwmE3Rdh8Vigc/nk84jWeR0JOpCF/Xa1eCZ9vU2tkPb6Ha7ov1YrVaRy+WQzWbFiU3zQFoHwG8HJk+FQgFWqxWpVAoGg0HY6GRKbG5uSjebo3SqtuPkSCW7l5M2NvlaJ+2G7Hhd12XRIRcDrROnN4Pvz1kEemTLDIdDpFIpWK1WYRdT5sFisWBjY0NYwOpyOybkDKzVhiWXGwIYG9VUGTWTZ5t6HlF2R5VRmcXznFxaskyYhe3wvnCSYTAYIJVKwel04uDgAL1eT9jlLODS59hsNlnQqjJudF2Xn682RDn1wuKzumTxKtuh7Bc/cqKCCd+0scy2o/r1aRb8WCzmv9PptGjlceJAhdPpFKZnPp8XKSX1LGLsFAwGRTKA8iTq0pirJhjU62IDjP6MSdMssApxMjC9oh/f3+12G/V6Hel0Wibk+KwZy3BiKh6PS/ElmUzCYrEgEokIkzgYDIq/tFqtCAaDiMfjiMfjcDqdUiBmQWgyPuK10X7UItOs/c4y2s607UaNRalPXalUEIvFpInNZ8rJ3UAggDt37sgSOi55UuPlUCgkjUu32w2/3z/WYKD0CRcfThIr1NfMRicAaZ7NSpJtWe0GmJ7tqPENC64c0WdjiuQ+fmRjOxKJ4NatWyJvRPKNKkfBHR5kjrvdbvh8Puzu7oqvodwEiVpX2Q7Bc5BTF7NqTjF+W9vOOGgv9C2MRbnHRW1kcuElp3ojkcjY9KYq5cn6Dc84qg54PB7s7u4Kicfv94uNsdk++Zr5b1UvnRImsygQv43tzLxQrGrFANMvHtDxsuPd6XSQTCbhcrlQr9cRj8exv7+PnZ0dKdxQ0/iqIvDbQC2MqMUaBuWapiGfz4uGVqlUQrlchtVqlYNpWqL5q5A80dHPyna4vLDf7yOdTsPn82E4HIrmVSgUki4ndflU+ZFJlvrk65n8P9V+1OCq1WqhWq2iUCjg4uICT58+RbVaRa1Wu1J24DqhOstlsx01gZ12IKY2hbg8ZWNjQ0Yzuf2UekUMXpnEqBtRKWejYvL5qrai2hCTJS4jKxaLKJfLyOfzODs7Q71eR7vdntp9UK+PhfBl1Mym7cwiiOf7nczdTqcDt9uNzc1NBINB7O/vw+Vywe124+7duxLo0B+qS6RYHCR4hqnao5OTL7wGsnvobzKZjCxZrVaraDabY2z3aYG2o2oSLhMmGUvTZoeyuPbs2TO02224XC6xnYODAynIcDqB59RwOJREHYAs+qA9UnqJz4D+6XXNc8oGaJqGVCqFQqGASqWCVqslW5ynjVWwHWC6sQ5/Nps/5XIZjx8/Rr/fF21Gj8eDYDAo8TAXYDqdTuzs7ODy8hJer1cKczabTRb39Ho9Sbx5PpEJqDYZVIxGL0fUM5mMNDRnWShWbWcZMW3bob/hIs1er4dcLod4PA4AkjDzfBqNRrJAefJ0EQAAIABJREFUiFqfyWQSjUYDgUBAEuJAIIBut4terycSJdvb2/B6vcLWcjgcY4ysqxpULEBy3wvHib/uUqI/BIz3l3EadNp2w6JNp9NBqVSSghoLxWRq8tzk4qfNzU2RiqzVaiIZWa/XMRgM4HQ6Ze8LJzz39/dxeHgomthsXjAOuurMIpmi3W7L4jT+e9pQ7WYZ/c60bYdyI5eXlyiXyzLaT019Fv8pJRGJRGA0GhGNRlEoFHB2dgaTyYRmswmj0SjFQy4razaboqe+vb2Nu3fvwuv1yg4PSvvxjwrGzLxGnqVkMU8btJ1llZyclu0w5uY0ptlsRqPRQK1Wg67rojUNQP7udrulQQlAltppmibFZpWQNxq9kDlikyEWi+H+/fsy1cIYSo2ZJwvjanOz0+mgUqkgmUwilUrNpNbyNrYz00LxLNlZk+CNyGQyKJfL0h3SNA2lUgl7e3uy9IAUdbVQMzmq8ibwwavdMB5CxWIR5+fn+Ld/+zek02mcnZ3JIcdlL9MsaC1joQ94aTvzSProaJ4/f450Og2r1Qq/349gMIh0Oo2DgwNsbW0hHo+L06acADDOtrmqIDwJ1QmRudFqtVAoFHB6eoqHDx/i/PwcJycnY2yJaTYAmBwsm+3wHs/D57TbbVxeXuLjjz/GF198AZfLJSNNPp8PW1tbiEajCAQCAF52hfkepd1c5Xeush0+G/XgabfbKBaLePr0KR4/foxEIoFCoSAFm1k0W2bF5LluzMt2RqMR6vW6LEXkuPaf/MmfSKElEAiMBbCEqsOm2s7kmJP6+vg71b+z2Efb+eKLL3BxcYFGoyH+cBb3gTJMywbe21mdV5wyGA6HKJVK0iCiRtpPfvITScK5DZ6LNAFIYYz3mrZzlQ+a9EeTTSoW+6rVKk5OTvD8+XMkk0nRQ5/F+2nZbYfvwWmD73Mm2HxO1WpVyBM//vGP5ZlzdNNgMMgUHskVbHLRJ/X7fdkNwiRLXRx91RnGGK/ZbCKTyeD09HRtO18Ds7IdFtbS6TSCwSB2d3eluN/r9bC1tYVgMIhwOAzgpX4wn/sPf/hDXF5eSsGPOzfoo3q9nhScOb3As+9NeRgLA9VqFalUCrlcTiR1ZjWJuIxLgWdhN6PRSHxLIpGA2WzGrVu30O/3Jfdmg4GMdD436hf/2Z/9GbrdLnw+H9LpNHRdH5Mh6fV6wiYNh8Pir2hDk1roKthk4LQm7WZWPmcZ7YaYpu0wD6ZE5507dxAKhaQ+wxiLRIlQKASHw4FgMIhyuSy6wsxho9Eocrkcut2u/B+bCJS4uXXrlnyeUiVqc/x118jGNAv+s4qTuUx2GTEt2+HP7Xa7qFQqSCQSuH379tjkgtrAdjqduHfvHvx+P7a3t/Hw4UNpRBSLRZhMJkSjUWls8nxiQ8vpdMLr9eLu3bvyObfbLVKTV5FNVeIX6460Y1Wydpp1nbexnbkwirmga5aGrbJu2u22aIzQmJLJJGw2GwKBgCz6cbvdAMbHud+2UKxKBZDqXqvVUCwWZZNzNpsV3Rz+mbbw+bI6E+CrN1BOCwyKWbBlUs0RmEQiAQASzFB/j86Pb/a3vX4We/g7GfiWSiXkcjnk83lhyM+iSEwsq+2ohbFZvgYGClwIxgCYGqLJZFLsgom6OuLCA+11r2cS9BvsbFPiplKpoFgsolqtCgtjlsyFZbUbYH4+h+w5VTJke3tbAohcLjfG0mZQ8VVd+dexQAnaBseKG40GqtWqbHLmz57VM11GhgQxa9vhM2m1WvIM2YQ+OzuT84nBMpf0MGhWGecsDvP/+XommejqucZYSpUOIDuLSzzV65w21rbzdqAPGQwGwpxhkaTf72N/f19sJxgMAsDYxAuTIH4fi3mqzihfk8rom7QDlSDBhikbmhaLBZ1OZ2b3ZG07bwafEXU9+/0+KpUKDIYXuooc2WUBhqPdfP6hUAgAhCXMZjLHebvdrhRpWKBRWVlv60PIEqvValO7F5NYVtuZhd3wPd1oNNBoNGR6gD6CBWK1sKKeLzs7OxiNRvD5fLDb7Wi327KQfmNjA91uF3a7XXSv2ZjipNXbvE6SfahrOitfvLab14N5ja7raDab0HVd2OlcgMj9G3xmFotlrIHebDZhMBiwubkJv98vhWLqx3KyiqxSNhnUZatveq1qHseFieo+q2libTtXg7U45sJcZMf8V21OmkwmeDweaUxxyp9LWc1mM+LxuMjuUdfY6/VKPGS320VOif9m3PsmVQLVdlhw5rTxtCVF3+Znz5xRTE1Flf02a9B4GHgOBgP87ne/kxF+tSMJ4K2cBMEkic7s7OxMCjeUmzg7O8Pp6SkajcYYG0NlE68xDr6R1GRi1veJdjMcDlEsFtFsNlGv1/FP//RPODg4QKVSgdlsRiQSkUU+X8d2gJc6pZ1OB+l0Wg7DRCKBXC6Hs7MzZLNZNBoNOBwOKQisbeZq0OcAmIvPYULFw+nZs2cy4vSLX/wCBwcHuHv3LsxmM3w+H95///3Xajd+lQ3RdsrlMtrtNtrtNk5PT5FKpZBIJGThodvtXlopiFmCPgeYjWyJCrVhSKmHn/3sZ8JG39/fRzwel4WYbrcb77zzjlw3bZ7/vurv6ufo21qtlvgcjn7rui5Blc/nQ6VSmck45jJjXrYzGo3GgmGD4cUijr/5m79BIBBAJBJBLBZDMBgUfT+bzYZwOCyNKTWpvqpIPPk6+XvpU3h+DYfDMeZyOBwWGaf1efV68P3LBHfatsNnRwkBdeFgvV5HuVxGIBBAOByG3++Hy+WSZHxjY0NYMADGNI3ZRFCLw6/zRWqBeDQaiU0Gg0FZzPn8+fOlZt3NApPxzrQZot1uV5h+nU4HgUAAh4eH6Pf7qFaryOfzQrphI3w0GkkBjwm1aivq1Omk7bwpBuLPsNvtiEajODw8hM1mg8/nwz/+4z9C1/V1zPMaqOfVtEkno9EImqYhl8vh+PgYnU4HoVAIt2/fHtPp5LPnVMvGxga2t7dFMikajcp18mtUe1f3wbxO5k/9nM1mg9/vx/6XEl/BYBCFQgHVanWmTaplA30Oc+Np2Q5rK8ViET6fT3YGUQdfbSSxABgOhyVmjkajMBgMst+DNqGeX4Q6uXAVk1htkPNrOGnM63j+/LkQddZ+52rMwnbYZGi326hWqyKhR7k1VSbUaDTKgjqHw4FGo4FyuYxCoQAAol9stVrHvpa+E4A0RwGM7aHi650kDfL3WiwWeL1e3L59G9/61rcwGAyQTCbRbDbnLkczc0YxGSqzGq37qmshS/Ti4gJWqxWRSESKNao+5VWOgh+ZHAHji6wKhQL+4R/+QUbmuNWeCXi/34fdbl9aXaJZQh2Jnaft8DqoJzMYDGT7d6/Xw7179+D1etHtdse0ZukcJhlYwMuODgt9tVoNpVIJP/3pT6UITCeXTqclcKG8xTpxej14f2bRmXvTNQAvx3xZOP7tb38rEiKHh4cyrgm8OGBisdgrjIbX+aHBYIB2uw1N0/B3f/d30nTSdR2lUgmZTEZGPHnIrfFm8N7Oy3bo5zgxwLNF13X88z//s4z27uzsIBQKyQSCyWSSZIdbdt+UZKvn4G9+8xvxUVx8WCgURAqDtjMvpvWyQB1p47Oblf2oI3cMMtXFPJTBsVqtCAQCcLvdwu4yGo3CiJgc131d05MxULlclqY4pxiy2azoE6/9zttBLX7M0nZ4Lg2HQ5Fnow01m00pJDudTmFscfM37d3hcIwxhr9KaoJQp1yYnHHyrlKpjG2aX+P1UMdYycqepvTTaDSSacnBYCAxBqX03G43AoEAQqEQgsGg6LCaTCbZ3QG8ZHESg8HgFS109Wsnr4F/eD5WKhWcn5+LHa/9zpvB9++07UZtCHW7XZTLZXQ6HRQKBZnAo9YwF/C6XC75XpXdCbwssqhTCMDLmE0lGH1Vk4GM1VQqhVqt9pVx0xovwJqOKp03LZ+j5ju6riOTyaDRaGAwGCAWiwGA5EyMv8jw5QSMWsgDxnfY8PtoTyo57XXNKjVOp/7t15Eqvcmg7TDWoe1Mq6bBiZXRaDS2aJDNArU5xYKw3W6XvJyStDyXJvctsMmpLuWcbFZdZROj0Uj8HyWWNjY2ZjIp/jZ460KxwWAwAfgIQHo0Gv2lwWA4APDXAIIAPgbwX49GozduC1DfcIvw4oGXxTlN01Cr1UTsfHJcbpL9wI8sANPouO2yWCwinU7j4cOHYvgWi0UKN9Q5oZD0KheKr8N2ACyM7dCOOZ6Zz+eFbbe/vy9jtyqrb/L7CTpHVcy8Xq+jVCrh4cOHsjRqY2MDjUZDmMyDwUAcybwbLtPCddnNlz9rroe2GiAzIT89PRU5CB42+XweJpMJdrsdoVBIDrXXHS5qkNLpdFCr1fDw4UMp+hiNRllm12q1ZDR43u+haeM6bYeJyDzsR2XZqQW/p0+fwuv1IhAIyPgmfYjVaoXP55ORy8lx3cmzjD6o3W7j6OhICjy9Xk+WIJJpzGB7le3nOm1n1nILBG2GzUw1+D49PZVNzLFYDG63e0wegiN4TqcTNpsNwJvH5mibXGxFfeJKpYJKpYJms4l2u/3a83CVsKy2ozbAaTtWq1Wm45jw5HI52O12YW7abDbZJG8ymeDz+cTnTI58v+kco29jw6rZbELTNJG9cbvdK+1zgOuznUl26DSh7kLgs6MttNtt2Gw2NJtNkTChbBvHulV5NmA8pqG/eJupPDUXo1wTmWMej2elGX3TsJtpv9dYEK5UKqjVatA0DRsbG3C5XDAYDPKeZ8EYeOGbyNBTCyjq1MWkXJsau31VHM1mlaZpqNfrIkewyn7nOs8rVVN6Gnm6mnd3Oh3Zl9FoNGQ6gT5FjX3ZgKIdTcYyvGY1PmajSmWCqh+vurbhcCiTnMzz1rbzdn6HDUT1GVznvVMJnd1uF51ORyYl1UWI6llDks3Gxga8Xu+V7PJJu+H/qRKA/NlvyiF5farNqJM188bXidz/OwBPAXCd+v8G4H8fjUZ/bTAY/m8A/y2A/+ttfhDfiPN8E/Gh0pEEAgHs7e3he9/7Hg4ODhAIBOT/X7e9nH/XdR2JREI27KbTaTSbTZTLZZydnUmwq3alOELHot+KO5VrsR3ev3nbziRMJhMcDocwsQBA13XRmHkdI4LOgRqkrVYL+XwezWZTtKxzuZwsOeT36rqO4XAoerOL4kymgG9sN+r7dVGW8alJDRPk8/Nz6LoOk8mE3d1dRCIRGeW+itnAn6Hqn5N1XigUkMlkkM/nx0Z1NU2TQHjF7Qa4RtthIWNetqM+J/oMsjdHoxE+/fRTWK1WfPbZZ/D5fAiFQohEIgBe+AsyKCZtiMEsmabNZhPJZFK082u12phGOhfRLONG96+Ja7EdFtfmtY169CXDrtvtyrlRLpdlQWIkEsH5+bmwItigKhQK2NnZQSwWw+7u7tgCs8mzTG18HR0dSVG4VCpJoU/XdZmSIWN1hXFtfkdl+M4C6u8dDAYoFouoVCoAgHw+j0QigX6/D4/HA5/PB4fDIaw/AKLhx2WJ0WhUYiDgzct7m80mOp0O+v2+sNuZ9NdqNSQSCSlCrjCuze+QsTmLQjEJE0ajEbquy/NzuVyoVCrY3t7Gzs6OsPsGg4EsCeLYr8lkQigUkp/F5UC0nzfZEF8vCwGDwUC+vlKp4OOPP0Y+n19lMs612s20fQ7f09SwJzErk8mI5F4ikcCtW7dw9+5d3Lp1S3Jmv98Pi8UCu90uko0bGxsit8R4x+FwiAY/tWuvanaquTzwUnu93W7j4cOHck0rjKn4nGnEytSaPT4+lnzHYrHAZrMhkUig3W6L5Gc0GpWJTBaXqXvNGgKvk3ukAIwtPqQUGwvQb2p0qzsdWq3WKxJOK4prsx0+22nUdvhMisUifvOb3yCbzULXdezs7MDn8yEcDmNzc1MkGW0225jvYCFbZc1P5vBqPRGAxDGMkWhDr2s40CZV26FU0iLEPG9VKDYYDNsA/jMA/yuA/97w4lX+ewD/5Zdf8v8C+J/xFsU+tXszrzcQ39RclmC32xGLxRAIBCQpmtSIUx8sGcBMmKvVKrLZLFqtFiqVCj766CNUKhVomiZsLG4WJAVdXVg1z3sxbVyX7ajMukW4X6pjoK2wO8WAGIC80dVOvfoeaLVaKJfLaDQaqFQq+PTTT1GpVEQugCx3VbNNdaaL4ESmgev2OcBsl3C9CbwGHo66rkuTwel0vqIRqo5G8SMLfJ1OB81mE4lEQjQBC4WCbG5WkyO1YLWqdgNcv+0sko9WC0icfrHb7WIjXKCqaRrC4bB0shnwqLZE9hVHyzkGWiwWcXp6ina7Lc0KBnGrPMEATCfWmWcTWPUZfP9zuqBeryMWiwlzwmQyodPpIJlMwuVywefzod1ui+1PygqoNtRut2UByMnJCc7Pz9FsNlGr1dBqtaSIs7adt7Mdxpbzsh0+W56dlBT47LPPxDY2NzdFooQxT6/XQygUgt/vl+VS3W4XkUjklWRbtU2j0YhWq4VCoYAvvvgCpVIJ2WxWij/0P6uKaZxZs7AdNQ7lGTMcDlEqlVCv12XxT7PZxGg0Ehb63t6eFPOYiOu6PlbMY0Fwe3sbTqcTLpfrtawsalDm83lomoZSqQSn0wmn0yn+ZxWxrHbD6UkAUoDpdDr4/PPPkU6nUalUoOs6qtUqzs/PJVff3t6Gw+GA1WoVGTeXyyXTCLQhs9mMUCgEl8uFQCAwdm5NSgLQ15G04fV6hYWuxt+rhmWMdYbDoRBqLi4uYLfbYbFYoGkarFarTDVpmgZN08ZYxS6XS2Ro2Azh5BwXjgOQnR8sGrMATNk+NT8j+JrdbrfE1OFwGJFIBOl0emHyh+vCdcc6al1kCtc6JnVjtVqRSqUAQOyk3+8jEAjIDh+32z02XUU7mJQhZJOBezdGo5FIjXY6HZmCqNfr8Pv9shRv8hwbjUayzM5ut8Pv9yMQCMBisUjzc57287aM4v8DwP8IwP3lv4MAtNFoxCpECsDWVd9oMBj+A4D/wH8vQoWcBT52rN1uN+LxuDwYdVyXhsJDgx2oTqcj3aJyuYx0Oo1+v49isYhPP/0UxWIR9XpdugLqQ17VoOU1uFbbWSRnS8fBRFvVXmP3aPKAmNRwInuYbOJPPvkEmUwG5XIZ+XxeWDY3ENdmN4vK1lcLflarFS6XC36/H3a7XYKRyUKxyo7mAaVpGk5PT5HNZpHNZpHP51Eul1Gv18det8pkX3GsrO3QBhjoDodDbG5uwmw2w2azyUIXTh0wKFEbTcDLkeF+vy8LqwqFgrBOU6nUGBt9cqRqhXGt59UinfW8nkqlIktWzGYzXC6XnFm9Xg/ZbBbxeFziHNoPizqqH+n1emi1Wmi1WjCZTCiXy3jy5AkePXo0xvLiWO+KY6VsR/39lFer1Wqw2WxwuVzodrsiYUKNPzXeNRgMMq1AKRwVKoMZeBELZbNZPHz4UHZ8UHrrBizsvTbbmfX7bDLGHQwGqFarvDZhc+XzedEs7vf74neAF0Vhlb3X6XSk+UDWMT8S6ngyZS9KpRIqlQry+bwwuVhQXFEsZX7FOkC/3x9bVtjpdGQCql6vI5vNyjLEUCiETqcjyzQZ4wSDQYlnisWixGwHBweIRCJwOp1S6Pnydb9SpFHH0l0uF5xOp8hYMBZfQf9zrbYzbb9DP6NKO/D8Yd5dLpcBQKREGbfQ75AZShIEC3G9Xg+FQkGa2ZFIRL6H7FLgxdTMm5jFTqdTpEyDwSCCweBYk2KFsFS2Q19TrVZhMpmQSqWkKMxzpd1u4/LyUuT8GPuSVMpcXG2mMUbmzrHBYACv1zvWXKK8LKevVClA1S5oW5QO5PREt9ude/zzlYVig8HwlwAKo9HoY4PB8Gdf9xeMRqP/BOA/ffmzRvN+s3B7qsPhwP3797G9vY3t7W384Ac/EJq4x+OB2+0ecwjUVLq8vEStVpPxGIfDgUKhgIcPHyIej6PRaCCfz6NWq4k+4Lxf87ywarajglsqXS4XfvjDH8LtdsPpdGJ/fx+7u7sIBALSvVSLLGRf6bqOfr+PUqmEo6MjBINBdLtdPH/+HNlsVqQoVjjAfS1W2W4IJj5knu/t7eHevXt47733EA6HhW2jJtcMlKgnW6lUhK3z+eef49GjR7i4uEAmk7lyO/wi3ofrxk2wHeBlkkzZEbvdLhvnI5EI7t69i1AoJEHJpHySqi2ZzWbxm9/8Bk+fPsWvfvUrVKvVV3TbFvU+XCeu23au+fKuDWRQDYdDnJ+fw+FwCOvKbrfD5/OJRmwkEoHD4YDL5RoLcGlDw+EQmUwGFxcX+PnPf45EIoFisYh2u41OpyOyF6uOm2A76tnT6/Xw/Plz2Gw2eL1e1Go1AC/OsXK5jHA4jL29PRweHiIej0uCNIlut4t2u41UKoVqtYput4tKpYKLiws8efJEGuvzLppPE6toO+q5QV9Tr9fRbrfRaDRgt9tlY3w6nUa328X29jaAl83I/f19vPfee8JCVguKqv+hnyEr9OTkBH//93+ParUKTdMWYmv8NLDssY7KIiR5i/KNRqNRWMeGL/XQPR6PNDaHwyFyuZwsvqPkUbfblXHy3d1dYempE3r83epHALJU79GjRzg+PsajR49Erm3V4p9lth2yQylrZbPZEAqFkEgkkMvlYDAYUCqVUCqVUCgU5Iza3t4ekzNqt9totVpiN+qE8K1btxCPx+F2u6Uh4Xa75fdPstIHgwF6vR7S6TTS6TQ++eQTkR1dtRx+2WxH/fntdhuFQgGdTgfBYBA+nw/vvPOONC4BwO/3w+v1IpPJSExMSVE2Enq9HkqlksRCAGQCa2dnB4FAAFtbW1IgdrvdQi6llNJkbl+r1VAul3F6eopCoYBGoyG/b94x9Nswin8M4D83GAw/AWDDCz2S/xOAz2AwmL/sIGwDSL/NL5xHZ8VgeLn90ufzwev1wuVywePxYGtrC/fu3cPu7q4cKOxoqqMU7DayQMPtlmRBZDIZWUzFIuBNLhJ/iaW3HRVsMpBZHggEsLm5iffffx8ejwc2mw2BQGBsRJegLfV6PelCtdttlMtlXFxcIJlMChtC13VhQdxQ+1kpu5kEWQqRSETGeEOhEDwez9hEw+QSMtoQ9Y8uLi6gaRry+TzS6bRoy94AHdA34VptZ5FBO+L5xKVBAOByuca64GqC3e12ZcFhrVZDMpnE6ekpTk5OUK1WhbGxSO+ZGeHG2A4AKbKMvhx7I7sPgCRMqrQA8DK558idpmlIJpM4OzvDyckJCoWCFPzUBPsG2NKNsB01JuYyIcbFRqMR1WpVRv450cAiH78feNk0536Gk5MT5HI55HI5JJNJaTao37PCWOl4R41bWNzNZrOo1Wowm82yg4MMP55rsVhM4iDG3Px59EOXl5cyHaFpGo6Pj3F6eopkMolWqzVG1lmke3JNuHa7AWb/frvq2VCKhow+yqydnJyIxI2maej1esIaZ6OAn1N1c8k6nfy9bEQ1m01UKhVkMhmkUinkcjkhe61ikwFLbjtsQPHvbEIxdxoOhyKvtbGxIXrBJpNJFrRSto9SoiR/sXFus9mQy+Xkd7BQPAmSLnie1Wo1FAoF5PN5lEqlVfQ91247nN6fFtSzg/kzAFngzLjFZrOhVqvB5XIhn89jNBoJyxd4KQl2eXmJQqEwlmuz4bWxsSENCJIs9vb2pNk9WRdSPw4GAzQaDWSzWaTT6YXZB/OVheLRaPQfAfxHAPiye/A/jEaj/8pgMPwNgP8CL7Yc/jcA/r+v+lk0CNK3ZwH+PnYk7969i93dXXg8HlQqFezt7eG73/0uNjc3x4qADERY8GVA0mg0kE6n5ZAqFAq4uLjA6empSAiQCbpizuFr4zpt58ufwZ87jct9I1gk5hhTt9vFzs4OHjx4gB/96EcIBAKSIHFUZTAYjGlSc3yTTqReryOXy+HJkyc4PT0VbWJukL6puG67+fLnzP39yGtgQHLr1i3EYjHE43FsbW1JIMKxvMkxb7XZUC6X8ejRIzx69EgKxblcbiU72F8Hq+Rz3gSyH1iE6fV6yOVyiEaj8Pv94ocml7iMRi900VOpFJ48eYJyuSxyAc+ePZNxvZtoQzfFdoCX19Tr9YRZ7vF4pKlgs9ng8XiE9cckm5NVbJSnUik8e/YMR0dHYj/NZnNsomERX/9146bYjpr0MtkCXsZHlUoFfr9fmDR2ux1Op1N8EP0KYyEuX/3oo4+kYf7o0SO0Wq1VLdC8gmnYzrQT768D2gwLMv1+HxcXFwBe+B9KuOm6PhZDc6mdKgOo2hH1+IvFItLpNJLJJD788EMcHR0hnU5LHLWqbPRV8TlqkYTgs2Pxz2w2i471cPhi+aX6/SpDbzQawePxiI3oug673X7lhB2ZoKVSCel0GkdHRzg7O0MqlUKtVpvJQsh54LptR31fzsJ+VJ9CfXKSIjY2NlCtVpFKpaTpZLVakUwmAUC+p9froV6vSyNqMBgIcScajcprov8Jh8PiW9X3CutEXKZXrVal4aBKoawKrtt2JifVpgX+bFWPnEV9j8cDp9OJcDgMp9MJq9Uqy7x7vZ4QJXgGDYdDFAoFufbLy8uxprjVasXJyQm8Xi/C4TD8fv8ri+nV+Jj5HPBCguvk5ARHR0djzdV54m01iq/C/wTgrw0Gw/8C4FMA/89b/UKzeaYdXjoKu92OSCSCH//4x9jb25PxShaN7Xa7JNV8KOxk6rqOQqGAp0+f4uLiAiaTSZgP1WoVpVIJ5+fnsoV1kQOTRSiY4Q+wHb6R5hH4sUsUCoUQi8XgdrvRbrdx+/ZtvPPOO9je3pbiDDuaZrNZDojLy0uUy2VomiYsYurIHh8f45NPPkGlUpERmEW1nwWwnW9kN/O8drVJxgUbDx48kM3OtJ9wOCwLE1Q9JLLQdV2XzajZbBbJZBK5XA6pVEoWxiwaFsBugG9gOwwGFwXZM51wAAAgAElEQVT0R263G+FwGPv7+wiFQjg4OMD3vvc9kb4hi4YNBiZeXL6aSqWQzWZxfHyMTCYjS38W4FkJltV2ACyk7UyCPslqtSIajWJ3dxc/+MEPcOfOHUSjUSnUABA2eqPREMZVuVxGrVZDo9GQxXXz1lMjVsF25n1uvQnqSCQn8WKxGG7fvo27d+/izp07siyRX6fu/GDTStM0FAoFZDIZZDKZhYiBltV2+H4GFmd5L8HrGY1Gsshs8hpdLpcsgbp9+zbu3LnzyoSe+hovLy9RqVREd52ybSaTaW5n2QLYzh8c6wCLYzdqoZ8NBS6NUncuMB4ikYfFGeqmU/aGBUGCLPdut4tMJoNSqST62qrkxKzuxQLYDfANbWfWBa3XTRl0u13UajW5to2NjbFpFkJdWGi1WtHtdoVdbrVaZcm4w+GA3W6XwqAK6tk2m01pdlI2YFZYBduZFXif2Ljk82Ndj2cNlx1ygoE5FIvGbGTzPOLHTqcjexzY9Nze3obH4xmb2uPvYEOL+XyhUJDpGjLgp4m3sZ2vVSgejUb/DOCfv/z7KYAPvu5FqcHCtLGxsSGae+wSxWIx0SYJh8MIBoMSiAAvHzqdDosz+XweuVxOEmoGttwYf4PHdd8K12E7X37v9V3UW4COzGq1wu/3IxgMwuv1wmQyYW9vD1tbW7BarbIhVe0YAS/1lFqtliTYbDKUy2Ukk0mRm1jLlbyK67KbeUPtdvt8PsRiMbhcLjgcDjidTmHukT2hJnu0oWaziXq9Lvqh/DflblZRS+2bYFl9zpvA84n+hosPAoEAgsEgQqGQLGW9Sh+dI3cMULiAdW0/4/imtrOojNBJqOeb2+2WOMnv98ueBpXtMcmgKZVKwi4mO3nRX/O0cV228+X3X+OVXT/IhuEfs9kMr9crfugqGS7aD6Ur1MVWi9ismiVW8cyaxGT+x4aDOv4dCATg8/lkmkHd98GYiKQcFgB5xnGaYVEKnrPAqtqN+gzVEW8AY35HJWJMFgbV5fSToN+ZlARUbWjVcV11nXlDLRqrjQTqXavnipqjq3bD4iFrOqMvpQe4S+YqGyIZTJ0W5mK0Va8JLbPfmfQtbBoRjGc4Qc6vn5TyAyDFY36eTQLWIJn/T8ZCvA5V2pb7qSgLNyum9ZvwTRjFfxBmxbg1GAxwuVyIx+P4zne+Iyy+aDQKh8MBq9WKe/fuCWOGWzAZkJA9wy3wjx8/ltHuX/ziF5IYLZsjWKZrnQQTilmBSbTD4YDf78fh4aE0Ge7du4fDw0Ps7u6K1iO3ZxoMBkmGer2eaFdrmoZ//dd/xcXFBRKJBPL5vOgoLUOCvejXdxVUNuW8oBb3KJ5///59GAwvNq1qmoZ4PA673S7XDECSIW7RpTQJGaGapomuNQ+yRcSiXtdXYRFsZxK0I5fLJWNOgUAAoVAIbrd7bIuv2hnv9XpoNBqoVCpotVrSQOWGeFXfeJGwtp3pgvIlbJxHIhFEo1Ep9KkjdywEk8E1HA7x5MkTGbHkRNWiPLNFuY6vi2WxnaswHA7h8Xiws7ODcDgsC2IIxka6ruP09FQKzT6fTxiDi2BD8/79fyiW0XbYfGq1WsIcjcfj8Pl8kqyrbFAykjudDvr9PkKhkGiR8v/nSbpYRtvhM1hku5m8r2oBRS3iAC/YgtSn5q4G9WeoeRrZ7ZSg4I6YWdvPMtoNsNi2w2v7qpqTWrwzm80ol8twu90YDAaw2WywWq0iLzDZyDUYDOj1eqhUKtKo0jQNuq7PLC9bVtsBXi6BmydUP6KC+zi+Cjy32PDs9/swGAxC3qnVaohEIgDwSpGZ0m/M9YvFokx7Lsq+oZkXiidv0jR/B4u4JpMJ0WgUm5ubODg4EM0atUtNZsNoNEK5XJak+eHDhzg9PcUvf/lLVKtVGbO8Cd2iRcMsbGcSDEBMJhOCwaCwQOPxOMLhMHw+nyxPYOdSZYBqmoZPPvkEx8fHuLi4wOPHj0XrmlqOi5AYrSpUtsG87rE67uZ2u2WEiYeL3++HzWYbW2DHZLpcLqNSqeDx48eo1Wqo1Woy3fD48WMUi8WxzuMa14dFsJ1JMEjlgpbLy0tZqrm7uwufzycNBwbvnU4HjUYD1WoVZ2dnyOfzODk5QblcRqFQED3QRXmNq4JFs51JUC7A4XAgFAphd3cX29vbryzQoG+h7EQ2m0U+n0cmk0GhUJCm59qGrg+LbjuToMxNvV6XBVA8zyYXIVarVWmeU1v/V7/6FbLZ7EI3PJcFy2Y7hDrlwqkXygGqExpsoDcaDWiahvPzcyQSCVxcXKDZbI6xv5btHswTbC4vQmHi64J2QSYw8zGSfa5i8bFA02g0xE7UHUVrvD2W2XaA8WI37cfv92N/f1/yNbXZoMoG8PuMRiMcDgfcbjf8fr8shl7j9VDfd8tqO8BL/0Mbsdvt2N7eRiAQgNvtHpPfmgTtyG63IxQK4Vvf+hbS6bQ0GhYBMy8UTxPq+JvZbIbT6RT2cCAQQCQSQSAQEKemjjJVq1V0Oh30ej1kMhn0+31sbGzg2bNneP78OY6Pj2UcYVE0+NaYDTg+EAwGZSliIBAQbWsA0klSl9aVy2UUi0WcnJzg2bNnSCQSSKfT6Ha7Mrq7bOyPNb4eGKhypNLv9yMQCMDv9wsz1OVySaJNfzQYDGS0mxtQKTNxcXGBfD4vHcd1o+FmgGxim80Gu90Ol8slHetwOIxwOCzyJQDEF7XbbdnGnM/nkUwm8fz5c/nc2oamh0Ut2HB3g8fjQTAYxNbWFra3txGPx2Gz2cZG6Zg4M6muVqsoFosol8sif8MliIv4WpcVi2o7Kni+2Ww2OJ1OmXRgDK4ysHiu0WYuLy/HFv80m82Z7i9ZZSyD7UxCHc9lPKQ22YFXdY7r9TrOz89lVwMnPZftta/xzaFKCfDjZHFGlS5pt9uoVCrI5XJotVoiPcF4aI2bBXUag3G20+l8pVnFr6W+LWUDut2u1ACukhhY4/VYlXvFc4eT6BaLRfTTr2pCqTsbgBdsdhLH1Ab7vDHTQrGqHXPdoMaM3W6H1+tFMBjEnTt3EAwGEY/H8d577yEejyMYDI59D8eUfvazn6FYLIpEgMFggNfrxccff4xUKoVqtfoK02aN2WHWyYMasMbjcbzzzjt48OCBaKft7OzA7XbDarVKcKrrujQc6vU6Tk5OkMvl8PTpU2F+Wq1WYU2si8TTB+1mXomTyWQSFrHX68WPfvQjfPe738X7778P4AXDOBgMwmKxjE1CUG7i7OwMZ2dnsNlsMpp5dnaGarUqo+BrG5oO5m07KjjuH4lEsLm5ib29PRwcHOBb3/oW3n//ffj9fvh8PmHSMBHSdR2NRkPYw7///e+RyWSQTCZRKpVEC2udGF0/5m0zr4PBYIDNZoPX68UPf/hDHB4e4vvf/z7u3buHcDgMj8cztkWeEzLU1S+VSjg+PkYul0Oj0RjTdFzjerAM95I+yePxYGtrC/F4HD/5yU9w9+5dxGIx+Hw+KRSzadXpdGQRImUpOp2OFGrWDatvjmW7fyT3+Hw+hEIhbG5u4s6dOzKqyzhZXe47Go1kV8xPf/pTkeTi+Pfajr4+lvl+UZfY6/XCbDaPkXD6/b4w+hjL9ft9nJ2d4de//jV+97vfYW9vD9lsFl988QWKxSJardY6rv4aWGbbUaHay2g0QqlUwt7eniw1o/2wyalpGkajEbLZLI6OjvDo0SNZyrq2obfDqtjOJDu62WxKzs68jPISKjh9zjOMe2TYhFgEG1opRjEfFHWHDAYD3G439vf3EYlE4PP5xt7s1P/gsjEyHc7OztDtdmE2m5HP50WYXB1NWGP2mOV9J1PGYrEgGAwiFouJRjGZM1wYRRmBZrOJzz77DPV6Hf1+H7quo9VqoVQqoVQqyQKyfr+/ZqXPGPO61yaTCU6nEwcHB4jH49jd3ZWFmty0a7VaRUeLfosJNW2nWq2iXC4jm82Kzuxa/mY2mPf95QSMqtVosVjgdDpFB9Rqtcq1MhEqlUrI5/PCHKYtFYtFWULW7XbXNjRFLOp9tdvtiEajogubSCRw69Yt2bQMvJQu4VZoLnk5PT3F8+fPRUuNm+jXuF4swz1l0swdIDabTdighFqgYbFY0zSUy2UkEgkUi8U5voLVxDLYjgrG2wBEr3gwGAgTCxjf3aBqEHNhIuPqdZH4D8ey3jeS0FhYYcwE4Mpcy2g0yhJpj8cjpJ5yubwwuqDLhGW1GxXqtAKXi3P6l7kWpz6NRqMwjlOpFPL5PFKpFHK5nBAO1zn+22HV7hELxVxsSKY5AJmyUmuVg8EAvV4PxWIR+Xwex8fHKJfLCyVbMvNC8SyYoazam81muN1u7OzswO/3w+l0jo0ycSECWVe6rkPXdeRyubE3OtkQ65G4+WOW999sNsPlcsHn88Hv98uYt9PpBPCiCMgiS7fbRa1Ww9HREcrlsugcdTodVCoVVCoV1Ot16XSv7Wh2mOf71mAwwGKxIBaLjTWs1JEmNhrIROeYdzqdRrFYRKVSwfHxMUqlkmjKzmop6E3Hovh8svd4fnHc2+PxSHEGeDne3e12UalUkM1mRbKEbFBqhK61iaeLRb2vZBRT/uby8hLlcll0ZVX9vW63i16vJ6zhZrOJbDaLTCaDfD6PQqGwToimgGW4n+pot8ViES1HVTJAHSmlniMLgScnJ8hkMqhUKvJ6l+F1LzqW7R7SjmgzlN1ioXhyLHk4HOLy8lLOLsZSqn2t8fWxbHYzCTbIVQIF7WHSvxgMBpER9Pl8+Pzzz1EoFFCr1dZTejcUaqHYarXCZDJJ82lSUoJkDbvdLiSMbDaLcrmMWq0mOdoaNw9sirO+yD+j0Ugm1QmVIKZpGvL5PM7Pz2UyfVF88lwKxdcNlW21sbEhb+Bvf/vbeP/99/HgwQMYDAb0+32kUinpPj979gy///3v8fvf/x4nJydC965UKmi322i32+sAdoEwy2ewsbGBzc1N/OhHP0IkEoHVasXPf/5zPHjwANvb2/B6vdIJSqfTSCaTePLkCU5OTlCtVpHP52WDbqPRkMBlbUezxzyLxMPhELVaDYlEAkajEd/73vfQbreRzWYRjUZhMBjQarVQq9Wg6zqKxSLS6TSy2Sx+9atfodVqQdd1fP7558J0WNvQ7LAo99poNCIYDMJsNsvCnn6/j16vJ2ceC3vdbhcXFxfCGP7tb3+L4+NjHB8fo1arrZlXM8Ki3lsWX4bDId577z1sbm4iFArB7Xaj2+3CZrMBeFGQyeVywv48PT1FuVyW5b8sIq8llK4fi2o7KjY2NuB0OhGLxdBut2V6wWAwwOl0jumBMmk2mUyIRCJoNptyzpVKpbXsxDVi2e6hmjzTpmw2G/r9PiqVCpxOp0iY8GtJ6un1etjb20On00Gz2RxrOqzx9bDM943NA05SHR0d4fbt27Kzgfal5mGcqjk8PMTf/u3folAoQNf1tR/6A7Aq94s7PT755BM0Gg3EYjEhCna73bHdVlzUmkwmcXp6itPTUyFgrG3o7bFK94kkLwCwWq0olUpwOBzY2NiA2+2G2+0eI/X0+33U63WRAiyVSkilUmg0Ggu12HeppSfUTjSXQnk8HoTDYWxtbWF3dxfBYFBYDmRhdbtdtNttXFxcIJPJoFQqybZmbtxdFG2QNWYPahNbrVbYbDYEg0EEg0Hs7OwgHA7DbrfDYDDIYp9SqYRyuQxN04Stp2maMIg5drDGzYKqK+v3+0U7nQyYjY0NYT2Q9alpGp49e4bz83Ocn5+PFWTWHeqbC6PRKNtzbTYb7t+/j8PDQwQCgbEkmgnz2dkZstksisUiisUiarUaGo2G6BGvm1Y3E2RScdGv2+2Gz+dDLBaD2+2GxWIRhgM1QCl7k06nUS6XkclkhPG3tqObC5VZFQ6HEY1GAUBibVXjnZrppVJJpvfU0cx1s+HmggQfk8kkMRI/Z7Vax6Qn1ImZarWKXC6HfD6/HvVeQxpT1E1nQYZsUE7LcAkZYyJd18X/rIkYNxs803q9njTBValI2oi65NfpdMJut8NsNkuzYo2bi9FoJGoGDodDlo8DeKWBoNYwaXPq/y0KVqJQzEUIkUgEkUgEBwcHePfdd0VTFsBYMs3uUCKRQKFQkAS63W5L8LoOWm8maCNWq1WC11AohN3dXfzRH/0RrFaraMg2Gg2k02lomgZN06RwXKlURJB8fWjcXHDEe2dnB1tbW9jc3EQ0GoXFYoHZbBZt4m63C03TRKLk8ePHODo6QiaTEeboOni9uaBP8nq90gz94IMPEI/HEYlExjSvKIHz7NkzJBIJ5HI5kb1ZLz9cg9qMLpdLAlmPx4NoNCrJ9eXlpZxlmUxGzrRkMolCoYBkMjnGvFr7ppsLSitxmR0ZV9SbVYt7rVYLmUxGmupcYLdePnazYTabsbGxIXlcNBqF2WwWHX61UEzmaLfbFV90fn6OSqWyUAysNWYLxkicZohGo0LIUP0LJ4vb7TbK5TIqlQo0TRO/tS4U31zQPigpyT+9Xg/dble+Rl2sORqNEAgERNqU0zOLsAB7jfmAMZHP54PX64XP54PP5xMpEzYagJdqCJROGg6HMgHxTQrF121/My8UX+cL4A12Op04PDzE4eEhrFYr7t+/jw8++ADRaFQYWOrGXCbMHo8HgUAAvV4PrVYL/X5/rS2zwJim82XTwWq1wul04t69e9jf38fdu3dx69YtKciw4XB5eQmv14tbt27JyJKu66jX69B1XRhXa9xMGI1G0T9zOp147733cPfuXQCAzWaD2+2GyWRCt9uFruv45JNPUK1W4XK5pFFBEfx1wHGzwYTZ4XAgFAohHA7LAtZWq4V6vQ6j0Qi73S6L6548eYJUKoVisQhN06DrOjqdzrpIfIPBwJPsKqfTiVKpBKfTidu3b48V9LLZLNLpNPL5vDSxEomELEhUtSDXuHlQCzNc3NLtdkWmS9Vz5BI72guXRpOcwSR8jZsJ7pNxuVzSpNrb24PD4ZDl4wAkf7u8vEStVpNCn9vtlqJNLpdbNx1uIDY2NmCz2eD1euH3+6VI43A4xH7URsNgMJAl04FAAIlEAo8ePcJHH30051eyxrywsbEhO4lisRicTic0TZO4WV0mzWKg0WjE/fv30e/3kc1moWkazGYz8vn8Oj66YWCTwWazwWQyod1uCwnV4/GIpJJaBLZarQgEArh9+zba7Ta2trYQiUTw4Ycf4uLiAsVicSGaV0vNKCYrj4yYnZ0deL1e7OzsIBgMijaIqk/EUW4WYbiFmfrEq/7GXne6XoVaJPb7/YhEInj33XextbWFUCgEl8sli1rUBS4cSyF7WO0+riILdFltZ9bXTUaVxWKB1WqFxWKBw+EQrT2O5jLZVkcsa7Ua6vU6Wq3WQhwQ14FltRtg/tfOiRkuPOSiDbJBrVarfJ06Vtnr9aRx1Ww2l/Zsm/f9/yZYxGunTFc4HMbh4SEikQi8Xq8sb6HuHvXTqPuZzWaFma7KlywyFvH+rwooq+RwOBAIBBAOhxGJRBAKheBwOGA0GuXeM06iX+r1euj3+zKxtYjPaRGvaVVhNptht9sRj8dhs9nknAPGFyYSJpNJJiLY7OI06CI8s7XtzBZq4UXVKuYzUBeQAZBiH/1Sp9OR4jHtbR7Pb20384eqp0+74Q6QyfwfeMkedblcskOEn58l1razGFAnqDhNzgaEakPAy7ONZFf+/3U0GL6OLaiNtNdhLoxi4JsLWKs3eGtrC7du3cL777+Pd955R0YBuLRFXajRaDRED7TRaMi2ylwut1BbBq8bNEqTyYTBYLC0RQNgegsRvV4vDg4O8ODBA/zFX/wFPB4PjEajLERQ3+RcqJHNZvH8+XPkcjkAEG1HVWtmFcCC1TLazjTtZhJqkZh/2GGkFAULMaPRSEZUDg8PAQAff/wxMpkMcrncShSKJ0e5lhHzDMLUQnG1WhX9xp2dHWliUSpJTXzMZjM6nY5sz13Ge7+2nesFbWlrawsPHjzAn//5nwvTwev1SpIDQArHZBI/e/YMuVxOpAIW5TW9CctsO4tkN5Ng0cXhcCAYDOLu3bv4zne+g/39/TEmKBOmwWAghbxWqyX+yOPxyHm4aLH32nZmA07CBINBfP/730e32xWm+WTBmB8tFgt2dnZw69YtdDodfPTRRyiVStA0bSEmsJbVdpbJblRQD52NTUoBcqqTDVAW/jjxwPzt4uIC5+fnqFarkh/PGsse6yyr7ajgbgaDwSDECupdU5ZLnZJhXanf78NisWBzc1N+xizvxTLn5qsE1R7YGOf0sM/nkzoAJU5oQ2azGU6nE/1+H5qm4fT0FJqmodfrTb1xpdrOQhWKgesp2KgBhMPhQKPRQCqVws7OzlhnkH/4AKllBQAejweXl5eSAK2yVACNctmd+TSun2/wRqMhG95HoxHcbjc2NzdF64osGVWHyGQyIZPJIJFI4Pj4WJZqrBo4Prqs9jOr66ZGWjweRygUgt/vRzAYFFa6y+USJlW1WpUR7nQ6jZOTE0l6VoWRzmLBsr4Wnh3zAJsOLpcLoVAIH3zwAXZ2drC9vY1sNiubu4EXDap8Pi8L7HRdX3o/tOy2AyzORmcWZOx2O/L5PM7Pz/Hs2TO8++67sFqtUpRhkuTxeLC7u4tarQZd13F0dCRn36K8pq/CstvOImM0GqHb7aLRaCCTyeDjjz9GNpsV5ozb7R5LcLjMrlAoIJvNIpPJ4Pnz59A0bSG1Zde2MxuMRiN0Oh1UKhV8+umnuH//Pt555x2Ew2F4vd6x5JqyOJqm4cmTJ3j8+DHOzs5E03FRsLad2YLFYOpax2Ix3L9/H3fv3pUJBwCiD8oFdiwut9ttkRUEMJbnzQqrEOusAsj+vH37NnZ2dhCLxdBqtVAul0U6gPKTZI3quo5SqYTT01P4fD70+31YrVYhaUy7rrTsufkqNBmAlw10ypeEQiHouo5MJoOTkxMcHh6O+Rm1sNzpdBAKhdDr9dBsNjEYDGCxWMYmsKZV+3ob21lq6QkmNgwmAEgRRv2a0WgkN1xdWNftdtFut8c2eK86bsJr/Lq4akyEsiZMfHg4sEhMxsPl5SVarRYajQZqtdpK6xKtbeeroY7kOp1OeDwexGIxWXZAWwIgnUfqFDcaDTQaDSnwrcr9XpXXMUuoi1qpvbe7u4t4PI5wODx2xgGQpIdySlzgskibc/8QLLPtLFIAzCCWCzV0XUelUhHmDK+TwSunItxut8guLRsW5d6vIphgsMjn8/nQbrevvOeDwQDNZlO0idWFv/RTi4a17cwOlAtoNpsYjUayV0aVDSSozd9oNNBsNqHruvivRYm717Yze3AplJq3cVpmY2MDwMtiLFm7zOeGwyHsdrvYnPr/s3yWa7uZP0j+cjgcsNvtstx3Mk7i1wIvGO2UDwwEAmNno7rwd5rPd207i4ONjQ350+v1RNZWrTFO2hEn2i8vL7Gzs4NcLifEVhaOpxUnvY3tzEV64rocMJ15IBBAPB7H/v4+tre3YbPZpOPDIETTNDQaDbTbbSSTSWSzWTx8+FAkA1aBbbvGHwYeDm63G36/XzbA2+12Sa75kfrWqVRKlvwwSOVhskgFgjVmC27v5hZlr9eLP/mTP8Hm5qaMn9A+rFarBCFkVXm9XmE+rJf83GwYjUY4nU6EQiFsb2/jwYMHCAaD8Hq9iEajIg+gLnLpdDqo1WpiT+pUzdon3WwMBgNcXl5K8lOtViX4pLwJ8MLu2u22jL/RDheJtbfqWOT3K6+Lvubi4gLf//73cfv2bYRCIVgsFlxeXkpTotPp4OjoCKlUCrlcDicnJyiXy2t7mhIW2XYmwdFbm80Gn88ni+oYP6l5mdFoRLPZRLvdht/vFxIHdzpcXl7O+dUsN5bJblSQnMF9IKPRCO12W4rH/BzwYjEwp7BYGDYYDNja2sJgMEClUpEG6lVFnTWuxrLaziTUyQUugB6NRjCZTLDb7UIYY3HParUiFouJTrHVakUymYTRaMRgMIDZbEa1WhUN7DVexSylIWcB+hSSwIbDoSxHZIzN18xaAesGgUBAmOu7u7vo9/tIJBJSE5jXPZp5ofg6X6gqXO90OhEOh+WNzP/vdruo1+uo1WqoVqs4PT3F48ePcXFxgYuLC2iatn4DLxGmcSAxUN3e3sbdu3fx7W9/G9FoFG63W97YZBIXCgUUi0U8fPgQtVoNtVpNNIq5gGyNxcKsnKvRaITb7ZbNy4FAAG63G4PBAPV6HYPBAIFAQJgMmUxGmDE8UNStzGvMH/MOXobDIarVKlKpFM7Pz6WhpTIVBoMBut0uqtUqGo0GWq0W+v3+jZmSWVSoWmTzBpuZw+EQNpsNwWAQBwcHiEaj8Pv9cs7RnjiSe3Z2hlKpJEHqIryWm4BFsp2rYDAYEAqF4PF4EAqFYDKZhDnDZgQbEyz+UZaLBR01Tl/j+rDotqNCXRZFcg81968q1LlcLinUWCwWDIdDWUam/sxleO2LhmWyGxWTmrH8HOMfdRqGpCBKLHFUPBKJoNPpIBqNSqGZU6PrOOqrMRqNZEHgMoO+hctWNzc3sbm5Cb/fPyZxw1hKXXzncDiwt7cHm82G4XCIer0uEif82Ws7uhqrcG/ogzqdjiw3jMViiMfjCAaDQhIjmRAYn2anlrqqiqA2KuZZUF+JQrGu6xIoXF5eymFAWYBSqYRms4lqtYpisYhUKoWLiwvZlrsuyiwHpvUGYUfH7XYjFAohFovB4XBIsqMmNI1GA+VyGclkEuVyGZqmIZvNjmntLbvDW0VM+yCijVitVthsNukwu1wuAJCglJ1BjpXU63VomoZmszmWaK990uJg3kEMpUnYUADGNefJStd1HbqujyXaa1+0BvCyCGA0GmXBRjgcloVik0taWCzm6BuApdInXmN6YDLtcDjg8XgQDAal0KfaiLpcR9d1YX3ycyzsrG3q5gs4dT0AACAASURBVIK5Gqf2mNO9bhKGLNGNjY2xs4/FvHmf1cuOZb9/tCWz2Sy+hXakgrE4ZQa63a5MlDYajTEpr7WPensss/2oTOHBYCAToR6PBy6Xa6zhoMbXnIqw2+0IhUIAgFqtBq/XC03TRGt2HY9fDfU9ugr3h9KRNptNFiGq8m1XyZfQ7jgBQfklq9UqkjrzvD9Lu8wOeJFAVyoVfPjhh9B1HcfHx/irv/or+Hw+uFwuNBoNkZiw2+2ilcZiTb1en6pQ9BrXi2k9I24qZdFO0zSUSiXUajX0ej3EYjHYbDYJYDc2NtBoNHB+fi6MKwYV68Ng8TCL58HDrtPpoFqtYjgcylKWQCAgY0mj0Uh0GsvlMjKZDI6Pj/HJJ5+gWCwin8+/wpBZY36Y13uZfsRgMGB7exu3bt3Cu+++i3g8Dq/XK/ppo9FIxuR6vR4KhQIymQw6nc4Yq3jtk2aPRbrnRqMRHo8H4XAY4XAYoVAIPp9PNNTIdmDizKKNw+EQKYH1Vu3ZYZFs5ypQnmQwGCAUCmF/fx+Hh4dwu90iiaPqhnJRcLPZxNHREUqlEjqdztqepoBFtx0VanGGbCq73Q6PxwOHwwGTyTTG6Dw5OUGpVEK9XsfJyQnS6bQsIl8kneJlxDLZjQoy9MxmM3Z2drCzs4N4PC5LECcLLCwm22w2OJ1OdDodJBIJ8WXZbFbsksWdWWnNLjOW+d4YDAZYrVbY7XY4HA6RAyRzmH9UuSQ21y8vL2G1WhEKhVCpVODxeLCzs4Nut4vNzU08fvwYuVwO5XJZGKJrvIplvy8qobDT6aBQKGBvbw+dTgelUgmhUEg00Bkf8TWzueVwOBCPx2E0GmUXzb/8y7/gs88+EwLQPLDUjGIyX5rNJnK5HOx2O548eSILWPr9PgqFAhKJBIxGI7rdLtLpNDKZDCqViiQ+y26ga3wzqCyqarWK8/NzBAIB0bIqlUoYjUYoFArC3HO73TAajcJmX48n3WyojAU6fC76SaVSiEQi8Hq9MJlMqFaryGazoodWqVTGkh3+vLU93WyMRqOxhavUvOp0OrBarRgMBqI3q45cstinyjCt7elmYzgciu5wNptFJBJBMplEJBIBML51fTAYCOuYBWOyJNZYg1CXPxWLRdhsNuzv78NqtY6Nfg+HQwQCAbE9VVJg7ZNuLng2kRXMIgqLL2pxjoUap9OJdruNarUKq9Uqeo6UXwKWv+AwTyzjveMkAxcitlqtsck81d9QDmc0GsHlcsm0jKZpsmSTTXbGVWpxZh1HXY1VuCfq1BWlt0gWo49SF2xSeoL/ry4h73a7Qjrjz523fMAiYxXuhzodA7xgFvd6PbRaLalPctpYrTkBL6erKL1E0hjPNP5cVe5klpgLo/g6wQSoUqnAbDbj0aNHIjpuMplQq9WQTqfRbreh6zpSqZSIlK+Le2sALxOWy8tLVCoVnJycyEI7i8Ui9vLFF1/AarXK+C4ZpOvxpDWAl0GkwWCA0+kU2RtqyxqNRlgsFlQqFaTTaRSLRZRKJVQqlTUbfY1XQI19XddlESvPMeo6MvFh05M25na7YbFYxiQF1ri5IPO83+/j/2/v3GLbTK47/h/xfpNESStZXtu1s9lsslijbhD0pUVQIGjR9iUtUATNQ5G2AdKHJkjfEuSpj0HRFshTgbRNkYcUbdA2SB6CtEXRvu7V62Ttlb2ydSElUvx4v30fL9L0QTyj4WfKpuiP5FA8P8AQRX8izzf8c+bMmTNnhBBIp9PY29vD7du3lcNKk2Ippdo25w4Uu7fwMvOJlFJNfChQ7PP51IG+dA31TysrK7AsC61Wqy9Tj/smhoIttFhONUL1HTE0QU4kEuh0Ojg4OEAsFsPy8jJCoZAKMrOW5gt9y/rx8bE680M/p0E/YPz4+Fg9R7v8gNNAcaFQQKFQUIvydK07eYP7rMuJ3n/QIay065xKcZE/TdfTbmQKJNPzzWZT7Rol34liUhx36ueytAUtMtBCAumj1WrBsixsbGxgeXm5L/NYT/LRS+keHR0hk8mocU0/lJMDxSNAAT5K7T88PASAvuwYqg9DEx53fRlmvqGAzN7eHrLZLB4+fIi3335b1ZslZ6JSqajaV8ViEeVyWR1gxzqab6h/KZfLcBwHtm0jn8/jpZdeAgBUq1Ukk0mEQiE8fPgQW1tbyGazqNVqKJVKavVRd0rZIZ1vSFOVSgWHh4d47733cPXqVWxubuKNN95QC6JUI31/f18dFvX6668DOHVO9/f3+wI4zHxC/g85oo8ePcL+/j4AqAUGKq0UDoextLSET33qUygWi7h3715fVgP3S/ML9Ut0tkMkEsG1a9dw7do1BAIBAFClk2iyTQco3rx5E5ZlodvtwrZtLrE05+iH2em1KqmcUr1eVzXUAaizH2hL78nJCd58880Lz+XYt7ocUMmJcDisykvm83k8fPgQt2/f7lvYJK35fD411kUiEUQiEWSzWRwdHaFWq6lkIPLHqV4taVMPNjOnXIbvk77ramVlBcFgEJubm8rPJs3o/ZQQAuVyGdVqFZVKRdUjtiwLtm0DgPKlgsEg/H6/SvZgTrkM2gHO/KJ2u41YLIY7d+7g9ddfx/r6Oq5fv45oNPrUwhUd8Et9jG3bSKVS6vlwOIwrV66oXX6WZSGXy028vWY+UAycBYspUKNvVdIdCPdjhgHOtEArg5TFR4dm6JMfqitTrVZVDSPWEgP0ryDWajUApwtWqVQK3W4X5XIZCwsLakHCsiw1GaJrgf4C9/S6zHxC29jooLparYZIJALLshCJRBAMBpHL5VAoFJBOpxEOhwFA7ZgBoLLZL4tDxrwY5C85joNCoaACMZSFDgDNZhOO46gAcjweRz6f54xiRtFqtdBsNlGpVFAqlRCNRlEsFlWJAKoR6vf7EY/HVc1Zyg4978Cyi6Drkfu22UPPrpJSqvJKAFTdYv0QKdriTRl8rVZLTbSHfb/z/Kt518+s+gf6YkMoFFIHtdI5DhSEIWiXAy1iFYtFpSnym6h/Ir8pFAopjfr9fpVhyocGzz76OEQ19aPRKIQQKJVK2NzcRCwWQ7fbhd9/FjKj5J52u416vY6joyP12HEcRCIRJJNJ+P1+WJYF4DRxo1qtotvt8k7kSwjFHm3bxuHhoTrfisYpii/pOyBo4YDGvkqlog4LXlpaQqFQQCQSwUsvvYRut4taraYSfya1WDVUoFgIsQzgHwC8AUAC+FMADwH8K4CbAHYBfEFKWRritQB4PyhTo+kOw6x/AXUnelbvZRa0Q69JX2T3+9BWyWAwqDp20zt51k7f60ysDXQd2baNer0On8+HcrmMRCKBbrcLy7JgWRYqlQocx1EBGd3O8x6PG9bNU6811Xag3Q5UdqJWqyEQCGBvb09l0ezu7sKyLDx+/BhXrlxBIBCAZVlqVVrfDjUuBgUQZ1E/l0k7g9ADJZ1OB5lMBp1OB/V6HVeuXFFZD1QLmzLU19bWkEqlAHj/uQ6qo21auw3DZdeOm1qtBiGEypRqNptYX19Hu91WZzwsLCwgEolgdXVVBWSazSZarVbfNt6L4g720eNZHbfmTTvAWV+kHxZFYxwFbejUd5rbOY6jFtfL5TKKxSKazeZQmekU+CNoIUP/N4tZol5qZxahnQ3RaBTxeBxXr17FJz/5SaysrCAUCqHb7ar6sFJKtcBAZ4Xs7u4CODuEijJBgbNF9kQioYI94XAY7XZb1bKlLeOzxqzMzScBzfFDoRAWFxeRTCYhhMDOzg6uXbuGWCymziyiclyO46h62JVKBfv7+2r3nv46yWQSwGnyBh1oRmcdUcB41vBaOzQOXAaOj49RKBRw9+5dJBIJnJycYG1tTR30q5daojrWlOwjpUQsFlM7tZaXl5HJZBAMBnH9+nWVpEi7kI0KFAP4DoCfSSn/QAgRBBAF8C0A/yOl/LYQ4psAvgngG897IT39fhw3Oa6O6ryOcBIdpPuLNGOdsmfaoW1DlMk7DgZNNOg59yLEMO3vzpiZ9Gc2SCuzMpGAR9rx+/19W8kmAS0mNBoNPH78GJlMBoFAQAVfqO7VoGAwZdII7VAXve7jJND7nBnM2vKsz9E/h2nd+8nJCZrNJt566y0Eg0GEw2HE43F1OjzVUK/Vami1WojH46q+Oi18UbB4XCWXaDueXp+LngMwS46gZ9qhQJgpNen0HQ/5fB4PHjyAZVlYW1vDJz7xCdy+fRsbGxtYWVnB4eEh0uk0stks0um0Kh9AmXxe3o+UUrUVadSdcWryoqyGp9oBYOx9SylRqVTUlsjFxUXE43GcnJwgm80il8shmUyqYFytVsPu7i7u3r2LfD6vaoiOen/63+jbwt3ZyjSpn4G+Z260Q5Bt+lb+fD6PVquFV199VQVvFhcX0Wq1kMvlkM/nUSqVVPmuVCqlaso+7zMetLN0YWFBZQlSaR7SDtUTNb0d4ZF2KHPblPFqWKh/abfbEEJgd3cX77zzDpaXl1Wd/ZWVFZVdTIG9n/70p7h37x4+/PBDVQ/U7ZeTL95oNNShZbSzNBgMIhAIKO3pWakzcsC5J7qh7wqAqfrJo0ILRLRgDgA7OzsolUqoVCq4ceOGupYyy588eYLt7W1sb28jk8mgUqmos2eoVjGNiVeuXMHOzg6y2az6eypjQbsFAcxln0O7AUSvLv0M3Pe56AuN7XYb1WoVqVQKJycnKpN8cXEROzs7ODw8RDabVXX5qVxJt9tFIBDAyy+/jJWVFVy9ehX37t3D1taWimEIIRCPx9FqtZRex62d5waKhRBLAD4L4I97jdEG0BZCfB7Ab/Qu+z6A/8MQoqCAiDuAxpwPOX56NtCkA0ejMA7t6L9P8t5nMVPFnR2qO4LAfGhH182kF1go4EGTYj1Y7Q7c0+SWgib6z0njbjNdN6YP5OPqc6Y5VpETWyqVVPAjFAohFAohGo2qyQttwY3FYkgmk+ogDvrMxn0P1Fa6bmkSruvbVLzWzrS+v+ehB2Zs20apVFKLWbRjplwuY3NzE6lUCplMBplMBpZloV6v9x28MQ70NpO9Lb4A+mq6mcpl184gaNHAcRxUKhWEw2Fks1m1oE/JILS7JpPJoFgsotVqea4lPVgMoC+DcBJ934swrjnWLEA+EmWaU3YolVaKxWJYWFhQk2LapXVwcIBcLqcOAh5WS4MSfWgRlfwbClzo10/jAKFh8NpPHpS4YDr6YauNRgPFYhGZTAalUkntaCD/g2pfFwoF7O7uIpVK4eDgAI1GQy1YDEoIogAy9WeU8Ebt1ul0EAgEntolYWqw2Ms+p/d6fYkBJt7z8yAdUZ1i4LS+cL1eR61WU0kaUkrs7+9ja2sLH3zwASzLUtnFtGtGSqn6rG63i0qlooKCVN6C3tPn8/VpieaD86Qd/bGJ9zwMZDf1Ee12G6VSCT6fT2WRx+NxPHnyBKlUCul0um8nS7lcxvHxMXw+nyoLV61WkclkVEAYOFvcpGvdvg/Z4GU7DpNRfAuABeCfhBC/DOBdAF8HsCGlzPSuyQLYGPTHQoivAPhK7zGklHAcB/rvs8B5do7DfveATU6v6G3zk1LCtu1ZCPh5qh0AakUFMPq+FZMMMOvtomdF0GMa5MgpomsNZWTtuHVDjtw0dEOfP532Pui99ZVIHb3jp+vGgXugpqwI+j0WiwE4PZAPMD5TydM+h7YX6tlpk4ayNGQvS92dtUFBJXI6yfEE+uv3jyOzzq1Rvc+R8nQblRACtVrN+HI9GJN29M/HBGhBodVqqeyqg4MD3L9/H4lEQmXQdDod7OzsoFwuo1KpqC3eXn5++kKMvii1sLCg6gTqB7+Y0oYDGFu/IwzMxtf7o2q1CsdxYFkWhBDY3NxEMplUmqnX6+h0Ojg6OkK9Xn8qa28U3LqhyRMtsFK/02w2jZ94Y860Q1CQmOrCZjIZXL16FfF4HNvb2+qwOvrcbNtGu91GrVbDgwcPkE6n1WLXsJ+rnvkJnE26A4GAOqCRslAbjQaEEH3jr4H68cRPJiigChg9N1BIKVWQGABKpZL6PHO5HILBIBKJhPocLcvC0dERMpkMnjx5gsPDQ1VX/Vm+OflWFJShhdVAIKBKBywtLcHv96Ner6vvoB5gNgzP4zqUaQ3MhnZ06HOmRUyqpb+4uIharYZCoQDLslRprnv37uGtt97Cu+++q/xa92KS4zgQQuDo6AiBQECV0AGggsWkS1oQ07PaKcPWwEUqT7VDgdVxl8ebBPo4cXJygsPDQxQKBWxvb2N1dRWRSAT1eh25XE7VraZrdV8ml8tB9LKtI5EIQqEQOp0O/H6/6oeoVEo4HFY6orKXXh+4OUyg2A/g0wC+JqV8UwjxHZymlOuNI4UQA3sGKeV3AXwXAPx+v1xZWUEsFkM6nVaTKO3amehg9JUfrzJ73RNuWuWmST+tSlBx9G63i0KhoIpgG9punmpnbW0NsVgMqVRK1YjqXdf302R0J9ULvesTJneAWA8aBQIBrK2twe/3o91uI5/Pqwmcoe02snbculldXUU8Hkc6nVbbgohJOnAXbWf9erduXhT3CiQ9p+uGnOGNjQ34/X50Oh3kcjmVqXrZdNP7v6e0E41GcXh4ODXtkCNBjqP7ffXfacLjfg7oz/R9kc9ukENH2qGsGnq8sbGBYDCI4+NjZLNZlVkxD9ohX8etnWn6OfTe5ETatt1XH71er6NarSqdVatVdRgQBXEp8DbKPbj7HOAsWEPbMSmrcH19HaFQCEIIZDIZlMtlOI5jqp/oqXaSySSi0Siy2awx2nFDiw1SSoTDYXQ6HWxtbaFQKGBxcRHtdhvRaFQdkri2toabN2+qifAoGhq0qBkIBBAKhQBA6Wh9fR3hcBjhcBj7+/soFAqo1+umBvw8047P55NLS0uIRqPI5XJ9QTQD77uvP6pWq6pcEgXb1tfXUS6XEQ6HEYvFkMvl1EHBehmc592X7ifTT722LQD1eGNjA7FYDLFYDB999BGOjo5QLBZN3VHliZ+s6yafz6uFBkO/LwpdP/Q71bHe29uDz+fD+vo6SqUSWq0Wstks7t69i0ePHuH+/fuoVCrnfqakEb3Poet8Pp86ODgWi+HGjRvY2NhQh3bev38fqVQKuVxO/a1hwWJP+5zl5WXEYjFYltXnp5qsHTc0f5a9xB6qSb23t4dSqYR2u61qqL///vvq8Dr3ferzKHo96juoZAklcsTjcdy4cQOrq6vqzJGtrS21+4YWIQwLFnuqnZWVFSwtLSGTyaDdbqsSCqb3PcNAZZGEEMrXpvM/nnWeGi0iUC1sGseFOD1YMxAIYGlpCfF4HLFYTPk6jx8/VvMsek0v+p1hAsVpAGkp5Zu93/8Np6I4EkJsSikzQohNALlzX0F/w96JkpFIRGX6uRvJdGG4nVW9g/H6ffQJOJ3qSqvfdGKiwSvAY9FONBpVX7hZChLreKmbQU6wnhlKEynSDk2mdCfIwPbzTDs0AdBXbfVB3cB7fwrSCuCNzc8KPOtZNqQbKsJfLpeVAzTobw3A8z4nFoupPkcPVE1SO+RsPstx0vtC9zVeakd/vUGLGZQtQbqhFW/ahjUv2gkEAgiHwyoz1h0gn2awmH7qOy0AqO2SNNGjTA/31sgXYdDfu7VD2zzp5HrSjsGM1U82RTs6NAFptVoATiezlmWpLZdSSlUblD67UCjU1wdchEF9mJ6FQ4E/mjTF43EkEgnk83lUq1WTx3rPtUPfHbefDJihHYLGKpoQ12o19Xh5eRm5XE75bpFIBPl8HsViUdWLvchiw6CAn66fYDCoAsRLS0tYW1tDNptVJZ/on0ntBw+1Q7oJh8NKN3qQwbD7VpB+6DEFirPZLKLRKK5evaqCf9lsFjs7O9je3lYB8fOCxO6xjrSq19GncWppaQkrKytYXFzEysoKDg4O1A4L0pdhQS9P+xwKnFOfQ4ubs1AiU4c+o263i1arhWazqRapaVwrl8vY2dmB4zh9B9HpczSg/5wXCgr6fD61K5C+a8lkEpRUQAHTYrHYp0HD+h3PtROJRNQcixb/DFyUuxDkX9MuDdu2lbaGXUTRy93oJSdoXpFMJpFIJBAOh5FIJHB0dKQSLqjfmUigWEqZFUKkhBCvSSkfAvgcgAe9f18C8O3ezx8/77VOTk5QKpXgOA5u3LgB27axt7entvboKwmD0INrPduGvlEv0Wvm6QdHeAXdF7XF4uIiQqEQgsEgGo2GGqTIQdedHkJfDZ4WXmunWCzCtm288sor6pAwWml5nnZMQQ8yefV67t/1z35paQnBYBDBYFA54VJKVcLjsmvn5OQEhUIBtm3j1VdfRaPRwKNHj9RgRB2p6boBBn/PX+S13FrRX5d04/P5UC6X1Xs/q89x2zkNxtHnNJtNfPzjH0ez2cRHH32knOBJjUPDHtKjP37WGPqinKcdGseXlpYQCAQAAIVCQQVxms3mU5kX593HNPBaO7Tj55VXXkGz2cTjx48nrp1B6O+pZxzqZZ3oOncgjnwPL95bfw+asCcSCZVtUygU1CI5+T3EZddOsVhU2rFtG0+ePFFj1rT9X4K0QP+EOC0xQ1l0Pp8PiUQCyWQSi4uLcBxH7WQaZaHN3c/RP6r9SDum6FC0arWKeDyuyt5cdl8HOJtjNZtN3Lp1C47jYH9/3zjt6JD/dXx8jHw+j0KhAL/fr0ri3LlzR2nr4OAA1WoV+Xy+r4Ta83D7OPQ7nR+xubmp6khaloVarYZGo4Fyuaz0RX9P/SAFgaaJl35yqVRCo9HArVu30Gq1kE6n1SKDiboh9H5ICKH6Tr/fj1Qqha2tLXVdq9XCBx98oA4dO+9+9AUM91hDgT/HcXDr1i34/X40m01Vy7/RaKBUKsG2bdXvDAo6T5NxjVcf+9jH0Gq1cHh4CNu2AWDm5lgUmKtWqypDk3Z1U99Kvuygv9eDze7vDZUkofloKBSCbduoVCoqW5l23c2Ldmisfu211+A4Dg4PD1UA/nnaMSyAriCb9ESM5wWH6f86nU5fBvEg7ayurqp4IADV51QqFRWcpr/3ou8eJqMYAL4G4Afi9HTDJwD+BMACgB8KIb4MYA/AF4Z5ITrYglbzKB2f0FdP3Kt6QgjVAKZ0PrptxEVtcq8aCXFW55G2fwNAvV5XkyiqeUo1knQx0t+5t51NCc+1o2/5oFO1Bzkzbu2QU2fC5ADo3woOjPYZuVeO6LOniT2tLtXrdaUjqhFOJ/bS6+h1cp61LWKCeKIdcupoG6+uG90RHBSIcAfDpq0ZsskLDbszHXTdBAIBSHlaz5q29VLNQHKaCGpDOhCGmHXdAFCZBdlsVo1XpJ3zJqmDxoJpa4ds8vJAy0F9DpW6kfK0piTVRW82m8/Ujt7nTPk75rl2crncU/3OswIcg8axSbXJoH6OPh86sVvPNBvVLveBh3qpLSqJEY1GlY70gzuIy6od0gcFrXTtuPtYN9PQzqDFRiGECtrSdlLKpiIf1r1YfZH3I0g71DaknXg8DgBqnjFIO/Rahmzr9azfoTane6fSMc+7VxO0o/sSnU4H1WoV5XIZ3W5XlfChTL9BQbxh34/mTqTLhYUFdLtd1Go1JJNJnJycqMPzyB5Cr+M77XG9hyfaofJWhUJBZT26dTPofqc5XrnRbaGFqWKxqM7ZKJVKKJVKfXPjYV+X7ol2ZVLf4zgOSqUSgFMfmcqjuP1r3T6yccp41udQgCufz6uSMLp2zgtWmaQden/9c6NyAdQfUTmKYW3Ux0TgTDtUos22bViWhW63i1AohFarBdu2B+66MWyxxtPxis4w6Ha7cBxH3f8g7ejt4m6jSY1Xz7vGjRexShqvqKIAnf+wvLyMYDCIdrut6hjrdupj3qg2DBUollK+D+AzA/7rcxd9Q0qlpq1pFKBwD0b0k760eiBU/7+efRc1YyyMMgjo93Fe0IbSzZvNptrGSvWd9Ym3/jrklOtMo53GoZ1CoaC+eHTv7tU7PfjuDqyZMBjpP0cdJN0dJumHOgrSR7fbVSdKC3G6jZU0omtHSqk0Z8IijFfaoWyQfD7fdzAFMDhbU9dMz44+DU0Tt/M5Sh943kA7SDe2bavnHcfpm5Trfz8oUDwtvOxzyIkplUqq/9GDrec5MaQXE75HBAV0aYHkRfpC93dE1w6NPY7jqIUqfcLtPpeAnn9Rm7zAK+1QG3c6HXVYzqBA8aCgrP5zGgwKEtPiEQUwX3TCqzuvunYoYOM4DkKhkDpUiv5P73cuq3aAs5Oz3f2OidrRfSsd+qwoyE8+PvURo/jw7nvU/WTSDi0yUK1bXcO6vWSjCdvrvdQOaaRcLqvsR1q8G6SdZ028J4nuz9CCEZURcBwHR0dHCIfDKhA1SqCYoH5Hr71OgeJ4PA4pJSqVirrWHSim5/Wfs64dXTf0mBZ1yNcZ1N+4H0+C8/p5PVZAh8nVajWsrq4CQF+yyKjvS0FiGrdarRYKhQISiQRarZYa7/X+TX8MmBEYHUefQ3GdbrerdpW55wTP0s2oc+CL/s2g6912UfCb/B1anHJ/By4ydumLDACUdqLRKNrttuqzTYxv6YxDO/S9Ie3QLvFB83BiUEB0WMbRvud9bl68B+mGvlftdlvtvtGrDYyjvJ+YpAiFEBaABoD8xN50eNZgpl3AeGz7JSnlSx6/5tgQQtQAPJy2HefA2jEUw/scgLVjLKydkZlr3QCsnReAtWO2dkzVDcDaYT95dOZaO4b3OQBrx1hYOyMz17oBjNeOqboBJqydiQaKAUAI8Y6UctBKxFQx1S7AbNsmhcltwLaZjcltwLaZjcltYKptpto1aUxuB1NtM9WuSWNqO5hqF2C2bZPC5DZg28zG5DZg28zG5DYw1TZT7Zo0praDqXYBk7dt4fmXMAzDMAzDMAzDMAzDMAzDMJcZDhQzDMMwDMMwDMMwDMMwDMPMOdMIFH93Cu85DKbaBZht26QwuQ3YNrMxuQ3YAEEJiQAABQpJREFUNrMxuQ1Mtc1UuyaNye1gqm2m2jVpTG0HU+0CzLZtUpjcBmyb2ZjcBmyb2ZjcBqbaZqpdk8bUdjDVLmDCtk28RjHDMAzDMAzDMAzDMAzDMAxjFlx6gmEYhmEYhmEYhmEYhmEYZs7hQDHDMAzDMAzDMAzDMAzDMMycM7FAsRDit4UQD4UQ20KIb07qfc+x5boQ4n+FEA+EEPeFEF/vPf+XQogDIcT7vX+/OyX7doUQv+jZ8E7vuRUhxH8LIT7q/UxOw7ZpYIp2WDezB2tnaPtYOxqm6KZnC2tnhmDtXMg+1o4Ga+dC9rF2NEzRDutm9mDtDG0fa0fDFN30bGHtzBCsnQvZN1XtTKRGsRDCB+ARgN8EkAbwNoAvSikfjP3NB9uzCWBTSvmeECIB4F0AvwfgCwDqUsq/noZdmn27AD4jpcxrz/0VgKKU8tu9L1VSSvmNadk4KUzSDutmtmDtXMi+XbB2AJilm549rJ0ZgbVzYft2wdoBwNoZwb5dsHYAmKUd1s1swdq5kH27YO0AMEs3PXtYOzMCa+fC9u1iitqZVEbxrwLYllI+kVK2AfwLgM9P6L2fQkqZkVK+13tcA/AhgJenZc+QfB7A93uPv49TEc8DxmiHdTNzsHZejHnVjjG6AVg7MwZr58Vh7bB2RoW1w77OKMyrbgDWzosyr9oxRjcAa2fGYO28OBPTzqQCxS8DSGm/p2HIhyCEuAngVwC82Xvqq0KInwshvjfFbQASwH8JId4VQnyl99yGlDLTe5wFsDEd0yaOkdph3cwErJ3hYe2cYaRuANbODMDauRisnTNYOxeDtXOGkdph3cwErJ3hYe2cYaRuANbODMDauRhT1c5cH2YnhIgD+HcAfyGlrAL4OwCvALgDIAPgb6Zk2q9LKT8N4HcA/LkQ4rP6f8rTeiHjrxnCDIR1w4wKa4cZFdYOMyqsHWZUWDvMKLBumFFh7TCjwtphRoW1M5hJBYoPAFzXfr/We25qCCECOBXED6SU/wEAUsojKeWxlPIEwN/jND1+4kgpD3o/cwB+1LPjqFdHheqp5KZh2xQwSjusm5mCtTMkrJ0+jNINwNqZIVg7F4C10wdr5wKwdvowSjusm5mCtTMkrJ0+jNINwNqZIVg7F2Da2plUoPhtAK8KIW4JIYIA/hDATyb03k8hhBAA/hHAh1LKv9We39Qu+30AH0zBtlivmDaEEDEAv9Wz4ycAvtS77EsAfjxp26aEMdph3cwcrJ3hbGPt9GOMbgDWzozB2hneNtZOP6yd4W1j7fRjjHZYNzMHa2c421g7/RijG4C1M2Owdoa3bera8Y/rhXWklF0hxFcB/CcAH4DvSSnvT+K9z+HXAPwRgF8IId7vPfctAF8UQtzBaQr3LoA/m4JtGwB+dKpb+AH8s5TyZ0KItwH8UAjxZQB7OD2N8dJjmHZYNzMEa2doWDsahukGYO3MDKydC8Ha0WDtXAjWjoZh2mHdzBCsnaFh7WgYphuAtTMzsHYuxNS1I05LWzAMwzAMwzAMwzAMwzAMwzDzylwfZscwDMMwDMMwDMMwDMMwDMNwoJhhGIZhGIZhGIZhGIZhGGbu4UAxwzAMwzAMwzAMwzAMwzDMnMOBYoZhGIZhGIZhGIZhGIZhmDmHA8UMwzAMwzAMwzAMwzAMwzBzDgeKGYZhGIZhGIZhGIZhGIZh5hwOFDMMwzAMwzAMwzAMwzAMw8w5/w/TVKwFyghAywAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "8SYIcNS3aKFo" }, "source": [ " The following gif showcases generated images with latent vectors interpolated between 2 points, looping back and forth between the 2 extremes.\n", "\n", " \n", "\n", " " ] }, { "cell_type": "markdown", "metadata": { "id": "3qzu5NO-anFo" }, "source": [ "### Save interpolated images\n", "The following cell was used to save frames, using which the above shown gif was made." ] }, { "cell_type": "code", "metadata": { "id": "2uDEYETMRlfH" }, "source": [ "#save interpolations\n", "fig, axes = plt.subplots(1,10, figsize = (70,10))\n", "for j in range(0,10):\n", " for i in range(0, 10):\n", " axes[i].set_title('label '+str(i), FONTSIZE='3')\n", " axes[i].imshow(interps[i][j][0], cmap=\"gray\")\n", " fig.savefig(\"interpolation_\"+str(j)+\".png\") #create gif\n", "\n", "for i in range(0,10):\n", " im = plt.imread(\"interpolation_\"+str(i)+\".png\")\n", " plt.imshow(im)\n", " plt.show()" ], "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "FJYAoZX6a8d2" }, "source": [ "### How Far Can We Go?\n", "what if you wanted to generate images of numbers with multiple digits? I've used numpy to crop, invert and stich generated images horizontally, check out the generated image below." ] }, { "cell_type": "code", "metadata": { "id": "FZEnfeW7ScZ-" }, "source": [ "def generate_and_save_image_with_multiple_digits(digits, seed):\n", " gen_list=[]\n", " for dig in str(digits):\n", " gen_list.append(generate_digit_from_label(int(dig), seed)[4:60, 10:58])\n", " vis = np.concatenate((gen_list), axis=1)\n", " vis = 255-vis\n", " mimg.imsave(\"generated\"+str(digits)+\".png\", vis, cmap='gray')\n", " return(vis)\n", " " ], "execution_count": 41, "outputs": [] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 365 }, "id": "hk2QB9FUYCqN", "outputId": "61a7d961-1fd8-40da-f908-7ac048c1582e" }, "source": [ "plt.imshow(generate_and_save_image_with_multiple_digits(12110, seed), cmap='gray')\n", "plt.axis(\"off\")\n", "plt.show()\n", "plt.imshow(generate_and_save_image_with_multiple_digits(410, seed), cmap='gray')\n", "plt.axis(\"off\")\n", "plt.show()\n", "plt.imshow(generate_and_save_image_with_multiple_digits(6789, seed), cmap='gray')\n", "plt.axis(\"off\")\n", "plt.show()" ], "execution_count": 42, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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kIAgC4vE4NjY2eF7xRbndmTC6wAfXvtFooF6vI51O44cffsDBwQFnJynEttls3BprNpuRzWa5ZpGEPWugUpPxeAyfzwebzcZk/UWMLSnXeDxGv9/H7u4u8vk8t4ISLwWAZzhYrVZ4vV5W8NuCedaL82IeZUGty/1+H/V6HTs7O/jxxx/x7t07pFIpFItFThDSgXGad6tNktFgH6JavvzySzx9+pSTycCHphGDwYC1tTUsLy8jl8vh/fv3ePHiBQqFAiqVChRFgSzLPMltdXUV7XabW4UvWgU0E0aXEgPUnhcOh7GwsIA3b95gPB4zSU7fq6qKTqcDSZKwtrbGhcuzmpmlh0EURYTDYVYaWr9zkeseDoeo1+t4+fIl3r17h2q1CkVRpjwA8oRpahnVJLrdbkiSdGn3d1WYd704D+ZRFnRPmUwGlUoFmUwGL168QCqVQq1WY8qEQBU69Px8ymsnvttiscDr9eLJkyfs7ND9BwIBSJLEDgiVjtlsNiiKgm63C6vVik6nw15vsVhEsVhkrviiUcON/wW0pxbdpCzLaDabPPmeQmYtcrkc6vU6l3l8ituZFWgzqTabDQ6Hgw3uef9ww+GQtwcIgsBcmHb8I72nVi4Oh4MnUZ0Wns0S7openAXzKAuK0qhbs1AoIJ/Po1KpoFwuo9FocJWPNsl2lnug11B0F41GOTmmrWqwWCw8e8Hv92NlZQWPHz9GOBxmCkE70YymutEEs4s+QzdudIEPQjKZTJAkCbIsI5fLoVAo8ClDwiaexmw2I51OI5vNolqtTr1mVkHeLmVk6T7O43mc5PW63S6cTicA8BAQ+izCaDTiJJ7P52PvYpZlRbgLenFWzJssqB63VquhUqnw/VAyuNFoQFEUDIdD5qaJMiNoKYWT3XjAh6l9fr8foVDo1LwJUREmkwmhUAibm5v49ttvsbq6Cp/PB+D4mRsMBtwNl8vlUKlULizPG6cXiKPRCpYy7a9fv2bC2mAwIBQKIRKJYGFhAffv34fP55vK1M9aguAkqBvmIjjJ49K24D/96U88sLnb7U55PlrQgJBYLAa32z3zA83vkl78GuZNFpPJhKOzRqOBQqGAN2/eIJVK4fDwELVabSoaO82gAuDGIbovOnDsdju2trbw9OlTPH78+EwzE8jzpZpeSZI4OU3RIVWL0Kos2r58Xo78xp88qsuTZZknBCmKglqtxplKYDozabVauTD6tg3nvihIUbvdLvL5PDKZDAqFAsuLsrsnu5JILuRRk3c9i1lsLXS9OMY8yYIirWKxiKOjIySTSa7BzefzqNfrp3aXAdNGljo9nU4nzGYzxuMxAoEA5yu+/vprJBIJLC8vn8no0nuSQQ0Gg/B4PDytjAZXFQoFBAIBbh2+CG7c6JLr3ul0eAJ+u91GpVKZConotKe5mAA4K38b+sk/FycfvHq9jnq9zh6utkRIC6I0aGAOVTPMSpj5Keh6cYx5kgXdS6VSQTabRSqVQiqVQqFQQKPRQKfT+YhGADBVAkY6TWMYrVYrhsMhwuEwj2ckbtbv9585qqPEs91uh8PhgNvtZhpP+/xRtchFceNGlzKu3W4XOzs7zOek0+mpfVAGg4H5yW63i2g0yhtPqRRmFpTqKkChZb1eZyqBmi4ODg64RfEkx2QwGGC1WuHxeBAIBHhI+m3YHKDrxTHmRRakx8SPptNpJJNJHuhPyWGt40DUCQ34icfjEEURVqsViUQCX3zxBSRJgtlsRq/X4x2DwWAQi4uLcDqdZ86b0CCq0WgEo9EIr9eLcrkMRVF4I7d2U8tFceNGV1t/5/P58OrVK6TTaZ4RS0pCNa1WqxVLS0sIBAJwuVwXbi64LaDpR+12G6VSCclkEu/evUM2m+X6y9M8XO1gjn6/j3a7PdVOPOvy0vXiGPMiC23X2Wg0QqfTQbVanRrATyAqgbrKXC4XYrEYlpaWEI1GEQ6HYTabOUdBlQoOh4M9Ve3wqLOAhsRvbW1BFEWYzWbk8/mp7RTUDZjNZnk8663kdMlomM1mXqx3Wr2p3W7ngmSn0zkzynRVoIdtNBpxSDMej3n9z2lZ6ZP8l81mg9VqhSiKXMt50x7PWaDrxTHmRRZEfXS7XV6eSWt1KB8BgB0DqjF3uVyQJIlrkxcWFhCLxTiKozp0GihF93yeyiDKf5Dh9Xq98Hg88Hg8qFQqMBgMGA6HnMSmdvuLdPnduNGltjtVVWEymfj/genEAE3WcjqdUBQFHo+H10nPM0hRaXSf1WpFoVCYKqv5JaNL1AJlsbWZ7lmGrhfHmCdZDIdD9hhlWUav1+PwnQ4R2owhiiJcLhc8Hg8kSUIkEsHKygpisRii0Sii0SgbaGo0+twDZjwes7G32+0IBALIZrMAjhcDdDodVCqVU6uEzoIbM7pkTFqtFmq1GorFIpLJJNrtNu9E0u446vf7CAaDXAqSSCSmRtfNI+jkFQQBkUgE79+/x6tXr+D3+1EqlTAcDrkS4WSXjjahEolEsLGxgUQiwd7ArELXi2PMkywoYuv3+ygUCtjf30cmk4GiKHwP5Cj4fD4evv/w4UMEAgFEIhE8evQIKysrkCSJ70tbofO5hwuVdA6HQ8iyjFQqhf39fTSbzanXWa1WBINBdDodntx2qzxdCjW63S4PCTabzTCbzRxSEakdDocRiUQQCAR4j/0sneJXATK8JCdFUbiInEbg0euAD8qtpRYSiQRisRhCoRAkSbq0lSNXDV0vjjEPsqAZC81mE6VSiRdpUnOP9nXEx9rtdq5JdrlcWFpaQjAYhN1uvxCXepZrVFUVqVQKpVKJt7gQZUGRptls5gE9g8Hg3N7ujRld7UQk7QQkKm+iGyMFo/o7SZLg9XqniqLnHdRzTgmxYrHInUgnJ4Zp6w2dTicvuaTkwqw8hJ+CrhfHmCdZUOKMlj22Wi3e7UYg40XVCTR03el0QpIkTgxe5mbekxiPx9wJ5/F4eNUVJfvoesnhuQjFcOOertfrZS4nmUxy9pF4R/LYqHfabrdjeXn5wjNobxvIiIZCIRgMBpTLZdTrdfZotSBqQRRF+P1+rK2todFooFKpIBKJnFr/OKvQ9eIYt10Wk8mEB8bQLOlOp4N8Po9sNjuV4DWbzVBVlRsanjx5gm+++QaLi4tX7rlTEu3f//3fkUwm8d1338Hr9aJUKgE4Nsg06Y283ltjdGmIBBVK7+3tIZVKIZ1Oo1KpsAGhMAoAhybpdBqLi4s8NOYugCYgLSwsIJlM8nSkk3wTcbw04PwPf/gDEokEF5HP0pSp06DrxTHmRRZkdFutFmRZRr1ehyzLU2urhsMhz5Z48uQJb8X+8ssvsby8zPXl1xGpaXMkZrOZ656J6hiNRhBFEaVSiQfmnAc3YnSJO6GZldlsFru7uzg8POQRheSVUUcN1aNeRnHybQMpGS2xpP1OJ0Mbbf85LbtcXV3lLcOz0pX0Keh6cYx5kwWF4lqqRDukZzKZwGq1IhQKYXl5GQsLC4hEIohGo3C73eeuub0oKCFJTo22tV57yFkslgt/xo0Z3VarhTdv3mAymeDVq1f4r//6L6RSKeZO6EZpwZ7D4eAQhIh0cu1n2ZBcFmj4hiAIPHyDhpYD05UODoeDpya53W7Y7XYOR2cZul4cY55kQaVWZLBO81gpWba+vo6VlRXE43HeTXZdBhf4EF3QavfxeMxbOQRBYFlT7TvN6D0vbuQppOk8kUgETqcTbrcbHo+HVylTHSLNjW02m3C73YjH41haWuIFccBszQi9KlB2morkA4EA/H4/XC4XJ0osFgscDgf8fj9isRicTifK5TJardbUKpdZhq4Xx5gXWVCpmMFgwOHhIX7++WfefUYDeygpNRgMIMsyrFYrJElCNBr97H1k58F4fLyJOJfLcZlet9vl5LTRaISqqqjValMNFefBjRhdqiNVVZVPFJvNxiGHdqQbDbcgBaMRdYTb/nCdBVQ/SA8febjkLWiHLRsMBoTDYSwvL/Nc0FkrkP8UdL04xjzJgoyT3W6Hx+OB3+//yAu32+3w+XxIJBI8Pewmqm2oyYQoPG0jEV3zyXGO55XvjRrddruNcrmMTqcDk8nEyqS9CVIomml5WwZwXybI6LrdbgQCAXQ6HX7YSCkohAMAn8+HeDyOlZUV+P3+C4VANwFdL44xT7Igo+V2uxEKheD3++F0Onm2NK3X8fl8WF1dhdfr5VKt6+yepGfKZrNBEAT2cAlaj5vKOE+O1TwLbqx6YTAYoF6v44cffsDR0REymQza7faUwhiNRg6jaCeRdqnibWhnvSwYjUbE43E8efIEsVgMJpMJ9XodxWKRvV1aE93pdNBoNNBsNjl5dtO83lmh68Ux5kUWk8kE3W6X/79Wq/E0MQrbtetz4vE4/H7/mebgXvZ19no95tP39/ehqip6vR7PMPb5fGi1Wkin09xA4Xa7z/U51+7p0o21Wi2uIa3X61AUZaqVlb6I69EOE9a2Ps47KJyk9smjoyN88cUXcLlcHOZovV1BEDAYDGAymRCLxWZipN9ZoOvFMeZJFqS7h4eH2NnZwfb2Ng4ODnhurslkgt1u59kKiUSC23uBz2/tPS/oAKBDgIbxTCYTnskgSRLz5i6X69wUyI0YXdorbzKZ0Ol00Gw2PxrcAhxn5MnFp9CKTqO7AK3RrVaryOVyTPh3Oh1+jbaukEKeiy6+vAnoenGMeZIFjSalTdTVahWVSoW9de0AJq3XexOdkxQl0IByakMmjlwQBPj9fkSjUSwtLcHtdl/IG792o0sF32azGQsLCzxx6OTUHi2/Qq1/NGGJyjhuS8h8UZAxHY1GPE93b28Pf//73/Hzzz8jnU5zaEmKQQQ/ZbVn4cE7C3S9OMY8yYIaCwij0QiyLE+1L6uqyp1e5XKZPc3rvG5aI5TP51EsFqGqKmKxGMubViDdu3cPT58+xZMnTy4cRV4rp0vczo8//oidnR3s7+9PnXonT3HifGgqPBUt3+YH6tdAcqBhz3TfjUYDh4eH2N/fR7Va5dmqqqpOtVAaDAasra1ha2sLCwsLM98QAeh6ocU8yYKoD+JFqYlDFEU+FMiDjEajiMViU97vdYLWwZdKJXz//ffY2dnBzz//jEqlwp7vYDDgxQEA8PDhwwvNtrh2o0sFxgaDAUdHR9xZdVKZtDCZTIjH41heXkY8HucVHLOgWBeB9uEhLpb4LeLjaKp+s9mELMs84k9VVVitVp44RQpKSTS32w2XywVRFPn9Z11Oul4cY55kQeG6dq16u92e4p5JP0lXadHkTTTy0HMIHA+OJ4fGZDLB4XAgGo1icXERi4uLF3Zorr16YTKZwOfzweVyoVgsot/vf7SqQwsa4HLv3j1sbW0hFosxeX0bcJJ/I4NLu6yIg+v3+7BarcwpNRoN3g5RqVSmvAOn08mnLxldWmlCXTIUZt4W3DW9+CXMiyzI6LZaLRSLRZTLZdRqtan1PGS0KGFF+86uu2pBu95eu4GDaokFQUAgEMDm5iYePHiAra2tC49JvTajS8am0+kgnU6jUCjA4XAgn8+funKZsppLS0t49uwZHjx4gFgsxkv2rnK82+dCm1mm+waO6/wo5KJ16tVqFYVCAWtra6jX60in09jf359ShL/+9a/cc08jHck7oEyrx+PhrGowGITT6Zx5r+8u6cWvYd5koR1HSnxtrVZjqkSbBCQeW2sAr2vWQq/XQ6FQQDqdxps3b/DTTz8hlUohl8txZ6Db7cbXX3+N1dVVhMNhNsoXucZzG11SjIt8GGVVaa+XtmhfG2LQ95PJBIqioFQqod1uM5mtLSmZNWhLeLRtmuPxGKIootVq8VBqWjRJu85ev36NdruNer2Ovb29qffM5XIcZtLWUpKTdqXJs2fPsLS0hHA4fK11jrpeHEOXxQeQY0GbLmjKmHbwPl2vdrfbdetso9HA3t4eXr9+jXfv3iGXy0FRFG6AoIOA+HJag3VR+uZaPV26eO2sAG1pyMnWRTqF6vU66vU685g3HTZ9CnTNFFI1m030ej3UajX0+33YbDZUKhV0u130ej1Uq1W8ffsWtVqNPZx+v49er4ejoyOWB/G52iSDdmhIOByG3+/nqWLBYBAul+vWJNHmXS/OinmSBZR0zwMAABNZSURBVDkf/X6f9b3X66Hb7X60UBMA5yPIUbgOvSVar16vo1AoIJPJIJ/Po16vczkmPWs0VJ0OtM8Zk3puo6stSzrv75Eieb1eBINBBINB2Gw2tFqtqVOFXq81YDs7O7BYLBiPxwgEAuf+/KuG9oGRZZkrDZrNJt6/f49ms8lLJYmD9fv9qFarvN2XSnxGoxF37ADg9k9q9yRKwWazwe1245tvvuFNqVRcTvWO1wVdL46hywLsRJDBpRVT5DhoE1ayLCMcDmNzcxOhUOhaIrTRaIRut4tGo4H379+j1WrBYDDwdot2uw0AvAJpcXERW1tb2NjYQDQa/axn61oTaQaDgScKEW/V7/c/4qoIlOGcTCZwu91wOp2fNcfyKjEajaCqKhqNBt68eYODgwPs7+8jnU7z1lOqWSRvlgrHqaTmZEE7ZaspIUYKS62HkiTxYJuVlRUsLy9P9atTOdGsY5714ryYB1nQtdrtdkSjUU702e123v6rpUrG4zH29vZgsVgQDAbZ670Kb11LKTSbTZTLZezv7+PVq1fY3d3FwcEBN6FQiRttJ3Y4HDxp7HNwbUaXXPlcLoejoyPk83moqjo1NOIkKMNPmU5KGN10KcxJUIjXaDSQSqXw448/4ujoCNlsFplMhh8iShZQmEV1igaDAaPR6KOeee1eLFJSADyFyel08txUWp6nnT41HA4/yrDSe2gVnrLI9Doy7tcR5s2zXpwX8yALbcRHoOsi/adZwFpeWtu6fFl1utr3ps+kFfAHBweo1WociWazWZRKJXQ6HZY1OTjBYBDRaJTbfj/3ULsWo6s1Nvv7+9je3uYw+7SpScDxiUTGSFVVNi6z9mAR55rP5/HTTz/hz3/+M0qlEhRFQbFYnGojJI9Ym8EFjtfsaI3iaTIxGAxci0vJNLoGKjejGl0aHK2dzUCyJrqCypHo+ujnxBlf5cM773pxHsyTLEj3qN68VqtxI0+73eYkoVa3iL92u91cFfA596A15NT4QBFloVDA3//+d5TLZYxGI2QyGWQyGc6tkNG3WCw8D2JzcxP37t27lEE8V250tV0pqqoiHo+j0+kw7/j69etP9pMHAgGsra3hwYMH+O1vf4utrS0EAoGZCZnJMKqqyqEKDT9uNBpQFGWqRZcUUTsOTutxamVwWhG8tjKi2+1ybS4A5oGz2Sz8fj8AQJZleDyeKQ+21+tNDb2u1WqoVCp4//49Hjx4wPuq1tbW4PV6eR32ZT/E86wX58U8yoIMF9EkxFMTtUZVOCaTCaqqolQqIZ/P82hKMmy/RjHQM6St+zUYDOj3+2xsc7kc/vGPf8BkMsFkMiGdTiOdTvMhVa/X0Ww2uW3eZDLB6/ViY2MDm5ub2NzcxMrKCs+EmGl6gbwvGs7SarVgMplQKpVwcHCAo6Mjdue14TPw4Y9GQ423trYQiUTgcDiuNTl0FtDwGSonoewxZW215TFaT1OL0wzsaaDTu1qtsnGkNevv3r1DKpXC6uoq+v0+D2FuNpus3DabDYqisJG12+0olUqoVquQZZk9D0VREIlE2NulVdiXZXjvgl6cFfMmCzJ6WmNJZXAnaSzts0ChP9X0UnfaL0VaFAFot0/Qs1etVtHv9yHLMjKZDF6/fo1OpwNVVXmjNvCBd6YSMeB4UDnpfDAYRCQS4Q0el/EcXNlfhwyMqqq8/ZPI62KxiEwmg6OjI24J1IJOcTIo8XicC75v+gTXgu6RVkqTkaM6SwqjtJ7mp7i5k17Mp6iF8fjD3iaLxYLBYMDL/OgzLRYLms0mVy+QMgOAJElot9vI5/PY2dmBwWBApVKBLMtcGTEcDiHLMp4/f85GnvjiyzC6d0Evzop5lYWW0gLAiydpPxpB+yyQ4SQHgJJX2tyCNrdxsh6ePNVut8t1y4qisNHd29uDLMtQFIVr5ckRaTabUxQbUTSiKCIQCCAQCECSpEvbpn0lRpceVpoe9OrVK6RSKeZNstksczvabZvA9OQkOskA8Ml5Vq/wOkDUQiqVQqVSweHhIba3t1Gr1bge8WTiSvu7v/S+n/r30WjE5S2yLHPdL3UgjUYjlEol2Gw2rK2twe/3I5lMIpvNIhAIwOFwoNlsYm9vD5lMhou9FxcXUavV+LP+8z//EysrK0gkEnj+/DmCweBnc1l3RS/OgnmWBV3feDyGxWLhKhuv14t8Po+Dg4OPrlFRFGQyGfz1r39FNBoFAHS7XcRiMQDHNAJRFiS3drsNWZaRzWZxdHTEkZvdbufhUPQ6ohz6/T47Q9p6XJp94nK5EIlEsLa2hvX1deZxLyvau3SjS8qkXR1CAyxUVeVMIc0H1XKcVH/q8XiwtraGhw8f4osvvsDq6io8Hs+llGtcNqg7jPg4n8+HYrE4tXIawFRYRQZY69Ge9qBoX6/9N22Srd/vI51O88+KxSJarRZEUUShUICqquh0OhgMBnj37h0POW+1WtwpZDQa2aug+l/yiGkDsfa6L4K7phe/hLsgC20Fg8ViwePHj/Hq1Stube52u1NDfJrNJh8sPp+Pt1h/++237OmbTCasr69jMpmg0+ng8PAQuVyODefbt29RKpUgyzKcTicKhQJkWWYnhWRNn6P1xCmac7lc+Oqrr/Dw4UM8f/4ciUSCk3uXRa9dqtHVdsioqsqZcVp1QZOzaGSh9vTmCzKb4XA4EIlEEI/HIUkSh8qzVhJEJzoNF6EwHji9+uA87wtgajA1/ftJPozkS59FdcBms5lPdboe7cg/bYaZODeSMYVWxA2e9nc6D+6aXvwS7pIsBEGA3W6H1+vFysoKcrkcstksOykkC6JYAKBarWJ/f5/1j6I34MN9d7tdiKKI0WiEd+/e8dhLQRBQqVSYLlMUBfV6nblyej61NA3RIA6HA5IkQZIkTkyurq5ieXkZHo9nyvG4DFy60R2NRlAUhZNIk8kEmUwGuVyOWxVJwKfBYrHA6XTyfE2bzYZ+vz9TykQgoxsIBFgRWq3WVO/8r9ELv2TMKJwhY06ZU231w3g8Rrfb5femTcEGgwHtdhuiKHIIStdD3qyWe6PpSk6nE5FIBOFwGF6vF5IkodPpQJKkC8vprunFL+GuyMJgMHBZo9frhdfrRSaTQbFYhMvl4nU9wHQTkKIoODw8ZAqhUCjAZrPxobK9vQ2/3w+3243t7e0pr7VaraJer6PRaMBoNPIo1NOoGaITLBYL/H4/1tbWsLi4iHg8jvX1dSwuLsLtdvPEvsuU66UZXW0hMp0+lM0nwfd6PUSjUZRKpSnvjECJIlEUsbCwgCdPniAUCl0qiX2ZIKNls9kQiUSwsbHBZH42m+WJ+drr1v7xTwMpgyAIrExWq5V5ruFwyLMcSJkoAUYhmBZUfkPeK3m0TqcTS0tLzHcNh0Pcu3cPDx48wDfffIMHDx4A+OCtxGIxiKJ4IfnfRb34FO6aLIi2IuMmSRISiQS+/fZb/N///R/y+TwqlcpUYqzdbuPg4IATu1oMBgMEg0EA4FI0osecTufUAklqqQeO2+jJ4NLsadq48ejRI/zzP/8znj17xl2dgiBcGVVzaUZXG7bSLFcqEzGZTHA6nfD7/cwbUs2bNiQHjkuwMpkMqtUq3G73tXRGfQ5o9JvP54PD4WBF03qlwDTloM3G0r2RESfFIOUIBAJcQzsYDPDzzz/znFUA8Hg83EZM7ysIAmw2G0ajEZxOJ7xeLxYXF/H+/XtMJhP4/X4Eg0F+/Wg0gsfjQSKRwMrKCsLhMF/P50ysust6cRJ3TRZamkwURcTjcfT7fRSLRQQCAXQ6Ha5l13q9qqqyoaTKGgBc805ldmSojUYjR5fage8kE3qmTtKBVquV5xZTosxms3FzxlUdYJfq6RIopCXBUBugzWb7KFQ+aXwmkw/rSo6OjlAoFBAIBD4ql5k1UE2h2+3mh4W+tK282tcTtCEhFZQTl+X1epljevbsGa96NplMODg4QKvVwnA4RDAYRKvV4gTaeDyG1WpFMBjkwdChUAgPHz7E//zP/2A4HCIajcLpdMLlcrGH1Ov1EIvFEI1Guff9cx/mu6wXJ3EXZaHtOAuHw1BVFW/fvoXP50Oj0UC1WgWAKRpA+6VtZdceUiQvKvWiOnn6PTK2JD/iuwVBgCRJUFUVdrsd4XAYgUCAW+i1v3dVuBSjq/XezGYz3G43165WKhUUi0WUSiUUCgUUCgU+lbR8DIXpZKhkWeZyD23oPEunuVY5aJ4C8GFMncfj4ZpXbSXDaRUJZGi1dYIWiwXxeBxLS0vY3NzEeDzmIeW/+c1v8P79e1SrVdRqNezv76PRaGA0GuHp06eQZRkulwsbGxsYjUaQJAlOpxPD4RCVSgVGoxEbGxtYXl5mRY1EIrDZbBBFkXmsy5APcPf04jTcdVmIogiXy4VQKIStrS2k02k4HA64XC6+doq4SFb0PUVwwHQyWTsIisrAyKslig7AFAVBnWb1eh3hcBi//e1v8fvf/54rFC5L938JV5JIazabPK6Q2vtouARxlESMa0+n0WgEn8/HNXIej+dS+rCvCqQAtJqZTtzxeIx8Po98Po8XL14wzTAYDOBwOLg+czKZwG63c/aUqAC3241ut4vf/e533I5rMBh41J/H44HH4+ExdIlEgrndYDDII/SouJvWjlCfviAIWFhYgNvtZvpDO2vhspXurunFL+EuyoKui8L5zc1N1Ot1eDweOBwOvHjxYioapGYK7XwG4rK1niztLaNSO0omEoVAU9fcbjdGoxG8Xi/8fj/u3buH4XAIr9eL9fV1OJ1OLpm8Dk78Uo0uteTRHACaFE/lMVrlOa2kijgVh8PB07OIH51VkOficDhgMBiQSCTQ7XZ5iDiFMkT8kydrt9vR7/d5vQqNZAwGgwiFQjCbzXj8+DEWFxc5FCVFoin7brebvyjxIIoih1qj0QiBQGDqgUwkEhAEAT6f76NExVXxgndRLz6FuyoLbUMHHRjUiUe5BwAfGVZ6vug9KFqk0kZqFdYaXFEU4fP54PF44PV6EYlEMB6POe+yurrKyeRoNMrdb9c19P9SOV0q+LZarczDUA0dLXijUhDiZ0i4JARy73u9HocIs6xQdO30x7ZareyJ9no9bG1tQVEUnnnQbre5HrBSqeCf/umfIEkSyuUyfD4f1tfX8eDBA3zxxRfsoZLs6HvgmJKw2+0IBAIfJejoe20bMnHP14m7qhen4a7LgiZ3kbfb6/WQy+UQDAYhCAK63S4382hBXijtK6NqCI/HA7fbPTVYx263w+12Ix6Pc4I7kUhwNGCz2bC+vg6bzQan0wlJkjCZTGCxWK5tDvGlerokHFEUEY1GYTKZkEgkcHBwgIODA+7YqtfrU/wmcMzL0KoRj8fDA5lnMTN7EtrT1+/3Y2NjAxaLBc+fP+fwJ5/Po9FoYGFhAUtLS9je3sb9+/fhcDhQLpdRqVQQCoWwuLjIJV7aZJZWBifl8amfzUIJ0V3Wi5PQZfFBP30+Hx49egSfz4fl5WVsb29PTf8iKqxSqfAWDFoU6XA44PV6cf/+fa6sId6WnBFJkmAymeB2uxEMBrGysgKXy8W/S/kLSiJfp/wuPZFGRkLLJZJn5/P5YLVakUqlUC6XWVBWq5WTT2tra2yU3G73R/WhJ5sMZgknDS95wFT2QyUz1HRgt9v5lKfBJdqZohTunJZEuA3Q9eIYuiyOQXkQr9fLEWI4HOY9ZVQfOxwOsbOzw/XLL1++hMfjgd/vh8/nY1lRlFCv19kbjsfj3NZLq6wcDgeXYtLv3AQXfumzF0ipSIHsdjsWFhYQj8cRi8VgtVqZJG+320xwE5f54MEDLC4uIhKJcC+5trNrlpUJOC778nq9PMuWOKpYLDZVIkYJMuoGi0Qi/D40jWnW7/esuOt6oYUuC3ASjOix5eVltFotlMtlSJLE7b/ff/89rFYrD2Pa3NxEOByGJElotVqw2+3c5PDu3TumJjY2NuB2u/mg8vv9U/XzN+nAXIrRPS2EdTgc/L3NZsPCwgKCwSDC4TAX8lerVc6kLy8vIxqNYnV1FYFAgPkaLc9y2zy9X/NQSW7E1c0bdL04hi6Lj0HXSk6K1+tlLpYQj8d5fOO//uu/wm63s3faaDSY3x6NRlhfX+cRjycjRvJqZ2Hu8pVdwUmOkcjvQCCAJ0+ecCG4oigIBAKIxWLwer1wuVzw+XxYXFyEJEkcCsxSX7mOi0PXi2PosjgGXffJhCAZS2pl19IB5Llqo0mqR6cGI22DxKzI5lrMPt0wtTqurq4CANrtNhRFYXJbkiQ+8Sjsusp2PB03C10vjqHL4nRoveGTXuppXqt2SPqs4tqMrpZLWVtb42HagUCAJwPdu3cPCwsL8Hq9V97/rOPmoevFMXRZ3B0YThZfn8Clj6CnMIDGuGnnXNJ0H+JgZiUc0HH10PXiGLos5gKf/MNcu9HlNz7RcaPtQLkq/uXk0Bn6TLoOmm6kew83B10vpq9Ll8WtxSf/ODeWyiOFMRqNU21/V/2ZWgXWblilwdLaOj7di7h+6HoxfV2ALot5w695ujp06NCh4xKhxwc6dOjQcY3Qja4OHTp0XCN0o6tDhw4d1wjd6OrQoUPHNUI3ujp06NBxjdCNrg4dOnRcI/4fhqiv7fWH5HQAAAAASUVORK5CYII=\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "nfJ1fg15bWpU" }, "source": [ "### So, can I make the model _write_ phone numbers for me?\n", "The results speak for themselves.\n" ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 103 }, "id": "gNQ3IWPw6OlF", "outputId": "5e3c4b4b-c4df-446d-9061-e1b1d2f3b149" }, "source": [ "d=9830976450\n", "plt.imshow(generate_and_save_image_with_multiple_digits(d, seed), cmap='gray')\n", "plt.title(\"input: \"+str(d))\n", "plt.show()" ], "execution_count": 45, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "jMus4DdlcYAG" }, "source": [ "### Save model weights:" ] }, { "cell_type": "code", "metadata": { "id": "iKAl7FGOBThj" }, "source": [ "torch.save(netG.state_dict(), \"generator_w.pth\")\n", "torch.save(netD.state_dict(), \"discriminator_w.pth\")" ], "execution_count": 44, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "yE2Y126BchaC" }, "source": [ "" ], "execution_count": null, "outputs": [] } ] }