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@roycoding
Last active July 19, 2024 18:00
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Feature space warping by neural networks
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Show how a neural network warps the feature space to allow for linear separability\n",
"\n",
"Code adapted from https://github.com/Atcold/pytorch-Deep-Learning"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import random\n",
"import torch\n",
"from torch import nn, optim\n",
"import math\n",
"from IPython import display"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create the data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"cuda:0\n"
]
}
],
"source": [
"# Check GPU\n",
"device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
"\n",
"print(device)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Define some parameters of the data\n",
"seed = 12345\n",
"random.seed(seed)\n",
"torch.manual_seed(seed)\n",
"N = 300 # num_samples_per_class\n",
"D = 2 # dimensions\n",
"C = 3 # num_classes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Make some spiral data"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Shapes:\n",
"X: (900, 2)\n",
"y: (900,)\n"
]
}
],
"source": [
"X = torch.zeros(N * C, D).to(device)\n",
"y = torch.zeros(N * C, dtype=torch.long).to(device)\n",
"for c in range(C):\n",
" index = 0\n",
" t = torch.linspace(0, 1, N)\n",
" # When c = 0 and t = 0: start of linspace\n",
" # When c = 0 and t = 1: end of linpace\n",
" # This inner_var is for the formula inside sin() and cos() like sin(inner_var) and cos(inner_Var)\n",
" inner_var = torch.linspace(\n",
" # When t = 0\n",
" (2 * math.pi / C) * (c),\n",
" # When t = 1\n",
" (2 * math.pi / C) * (2 + c),\n",
" N\n",
" ) + torch.randn(N) * 0.2\n",
" \n",
" for ix in range(N * c, N * (c + 1)):\n",
" X[ix] = t[index] * torch.FloatTensor((\n",
" math.sin(inner_var[index]), math.cos(inner_var[index])\n",
" ))\n",
" y[ix] = c\n",
" index += 1\n",
"\n",
"print(\"Shapes:\")\n",
"print(\"X:\", tuple(X.size()))\n",
"print(\"y:\", tuple(y.size()))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### First, a helper for plotting this data"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"from matplotlib.colors import ListedColormap"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# cmap = ListedColormap([(0.267004, 0.004874, 0.329415,1.0),\n",
"# (0.163625, 0.471133, 0.558148, 1.0),\n",
"# (0.477504, 0.821444, 0.318195, 1.0)\n",
"# ])\n",
"\n",
"cmap=plt.cm.viridis"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"def plot_data(X, y, d=0, auto=False, zoom=1):\n",
" X = X.cpu()\n",
" y = y.cpu()\n",
" plt.scatter(X.numpy()[:, 0], X.numpy()[:, 1], c=y, s=20, cmap=cmap)\n",
" plt.axis('square')\n",
" plt.axis(np.array((-1.1, 1.1, -1.1, 1.1)) * zoom)\n",
" if auto is True: plt.axis('equal')\n",
"\n",
" _m, _c = 0, '.15'\n",
" plt.axvline(0, ymin=_m, color=_c, lw=1, zorder=0)\n",
" plt.axhline(0, xmin=_m, color=_c, lw=1, zorder=0)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"# Set the default plot size for the notebook\n",
"plt.rc('figure', figsize=(8,8), dpi=100)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 800x800 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# visualise the data\n",
"plot_data(X, y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Another plotting helper function for overlaying the model on the data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Non-linear network"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# Size of the hidden layer\n",
"H = 100"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"learning_rate = 1e-3\n",
"lambda_l2 = 1e-5"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[EPOCH]: 999, [LOSS]: 0.164814, [ACCURACY]: 0.958\n"
]
}
],
"source": [
"# nn package to create our linear model\n",
"# each Linear module has a weight and bias\n",
"\n",
"model = nn.Sequential(\n",
" nn.Linear(D, H),\n",
" nn.ReLU(),\n",
" nn.Linear(H, C)\n",
")\n",
"model.to(device)\n",
"\n",
"# nn package also has different loss functions.\n",
"# we use cross entropy loss for our classification task\n",
"criterion = torch.nn.CrossEntropyLoss()\n",
"\n",
"# we use the optim package to apply\n",
"# ADAM for our parameter updates\n",
"optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate, weight_decay=lambda_l2) # built-in L2\n",
"\n",
"# e = 1. # plotting purpose\n",
"\n",
"# Training\n",
"for t in range(1000):\n",
" \n",
" # Feed forward to get the logits\n",
" y_pred = model(X)\n",
" \n",
" # Compute the loss and accuracy\n",
" loss = criterion(y_pred, y)\n",
" score, predicted = torch.max(y_pred, 1)\n",
" acc = (y == predicted).sum().float() / len(y)\n",
" print(\"[EPOCH]: %i, [LOSS]: %.6f, [ACCURACY]: %.3f\" % (t, loss.item(), acc))\n",
" display.clear_output(wait=True)\n",
" \n",
" # zero the gradients before running\n",
" # the backward pass.\n",
" optimizer.zero_grad()\n",
" \n",
" # Backward pass to compute the gradient\n",
" # of loss w.r.t our learnable params. \n",
" loss.backward()\n",
" \n",
" # Update params\n",
" optimizer.step()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"def plot_model(X, y, model):\n",
" model.cpu()\n",
" mesh = np.arange(-1.1, 1.1, 0.01)\n",
" xx, yy = np.meshgrid(mesh, mesh)\n",
" with torch.no_grad():\n",
" data = torch.from_numpy(np.vstack((xx.reshape(-1), yy.reshape(-1))).T).float()\n",
" Z = model(data).detach()\n",
" Z = np.argmax(Z, axis=1).reshape(xx.shape)\n",
" plt.contourf(xx, yy, Z, cmap=cmap, alpha=0.3)\n",
" plot_data(X, y)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sequential(\n",
" (0): Linear(in_features=2, out_features=100, bias=True)\n",
" (1): ReLU()\n",
" (2): Linear(in_features=100, out_features=3, bias=True)\n",
")\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 800x800 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot trained model\n",
"print(model)\n",
"plot_model(X, y, model)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Non-linear network with additional 2D inspection layer"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"learning_rate = 1e-3\n",
"lambda_l2 = 1e-5"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[EPOCH]: 999, [LOSS]: 0.104410, [ACCURACY]: 0.980\n"
]
}
],
"source": [
"# nn package to create our linear model\n",
"# each Linear module has a weight and bias\n",
"\n",
"model = nn.Sequential(\n",
" nn.Linear(D, H),\n",
" nn.ReLU(),\n",
" nn.Linear(H, D), # <--- inspection layer\n",
" nn.Linear(D,C)\n",
")\n",
"model.to(device)\n",
"\n",
"# nn package also has different loss functions.\n",
"# we use cross entropy loss for our classification task\n",
"criterion = torch.nn.CrossEntropyLoss()\n",
"\n",
"# we use the optim package to apply\n",
"# ADAM for our parameter updates\n",
"optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate, weight_decay=lambda_l2) # built-in L2\n",
"\n",
"# e = 1. # plotting purpose\n",
"\n",
"# Training\n",
"for t in range(1000):\n",
" \n",
" # Feed forward to get the logits\n",
" y_pred = model(X)\n",
" \n",
" # Compute the loss and accuracy\n",
" loss = criterion(y_pred, y)\n",
" score, predicted = torch.max(y_pred, 1)\n",
" acc = (y == predicted).sum().float() / len(y)\n",
" print(\"[EPOCH]: %i, [LOSS]: %.6f, [ACCURACY]: %.3f\" % (t, loss.item(), acc))\n",
" display.clear_output(wait=True)\n",
" \n",
" # zero the gradients before running\n",
" # the backward pass.\n",
" optimizer.zero_grad()\n",
" \n",
" # Backward pass to compute the gradient\n",
" # of loss w.r.t our learnable params. \n",
" loss.backward()\n",
" \n",
" # Update params\n",
" optimizer.step()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sequential(\n",
" (0): Linear(in_features=2, out_features=100, bias=True)\n",
" (1): ReLU()\n",
" (2): Linear(in_features=100, out_features=2, bias=True)\n",
" (3): Linear(in_features=2, out_features=3, bias=True)\n",
")\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 800x800 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plot trained model\n",
"print(model)\n",
"plot_model(X, y, model)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sequential(\n",
" (0): Linear(in_features=2, out_features=100, bias=True)\n",
" (1): ReLU()\n",
" (2): Linear(in_features=100, out_features=2, bias=True)\n",
" (3): Linear(in_features=2, out_features=3, bias=True)\n",
")\n"
]
}
],
"source": [
"print(model)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Remove output layer"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"newmodel = torch.nn.Sequential(*(list(model.children())[:-1]))"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sequential(\n",
" (0): Linear(in_features=2, out_features=100, bias=True)\n",
" (1): ReLU()\n",
" (2): Linear(in_features=100, out_features=2, bias=True)\n",
")\n"
]
}
],
"source": [
"print(newmodel)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Sequential(\n",
" (0): Linear(in_features=2, out_features=100, bias=True)\n",
" (1): ReLU()\n",
" (2): Linear(in_features=100, out_features=2, bias=True)\n",
")"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"newmodel.cpu()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Inspect data after transform"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"x_warp = newmodel(X.cpu()).detach()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 800x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.rc('figure', facecolor='white')\n",
"plt.style.use('seaborn-white')\n",
"plt.scatter(x_warp.numpy()[:, 0], x_warp.numpy()[:, 1], c=y.cpu(),\n",
" cmap=cmap,\n",
" s=10);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Look again at the input data"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 800x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.style.use('seaborn-white')\n",
"plt.scatter(X.cpu().numpy()[:, 0], X.cpu().numpy()[:, 1], c=y.cpu(),\n",
" cmap=cmap,\n",
" s=10);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Look at how input space is transformed\n",
"\n",
"We need to:\n",
"* Build a grid of points across the input space\n",
"* Warp the input grid to the intermediate representation"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"mesh = np.arange(-1.1,1.1, 0.01)\n",
"xx,yy = np.meshgrid(mesh,mesh)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"with torch.no_grad():\n",
" data = torch.from_numpy(np.vstack((xx.reshape(-1),yy.reshape(-1))).T).float()\n",
" Z = model(data).detach()\n",
"Z = np.argmax(Z, axis=1).reshape(xx.shape)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ldHUNqxsbck6oJQQjq6q7rDyvrV/Lz19+iY0tzezVrz8/PuhjjKiu6VSbW9fUVHDJJMjMZzpl3J6cOG48MwYMosX3ueDJx1heX4fM9v5evO/+nD917y67Nku2bmVjSzOjq2sYXFlZEm3FcIojb8OJPgdMENIuywQhGU6x5G04O89Z19TI3e8tpNF12X/IUJ5YtoTnV6/K600UwD0nncZX5jzO5mQLANWxGDcdfTwT+vXf5fIsrt3KZ//7b3yVWT7dEoLBFRXce8rpxC17u23uD2+9wW0LF6Cyt00B9E8k+No++zFtwMC8oKPb3l3AH+e/mTs3OH/OWZ+iOh7fpToVQnD9vNe4872FQGZJpB8f9DGOGz22JNqK4ZSGDYbTu5zgD0wQUtEqPCk3eB08cYAJQio2TinYUKycD7Zu4dnVK1lcu7XLyzOkopJL95/NlQcewonj9qQqnmj3NO5YFiOqq7n/1DP52cGH8pODPsYDp36C8X36dkl5Xli9CqV1zun1tWZNYyOLs0FO27PhC1Ons8/AQbny1sTjXHf40Zw2YS9G1/TJS7MlmUSSb58GtqZTu1yn/1u3Nud8AnhK8aOXns+xo9TmDKf48jac0uAE99dwb2jY3+ltmSH4kEwQUnQ4pWBDsXH+8Obr3PruO7ljF+6zH+dn17LsjvJ8etIUnli2BEHme6aAL06djhSCCtvmqBGjAHJDUl1RP7aUBTdel1n+9myIWxa/P+IY3q/dSovnMal/fypsp2Cavfr2x9OtPRYCqIzFGFzWulPQztbpe5s25gV1QcYJXbJ1KzMGDopMmzMcc58zHBOEZGRktBvr7Y0b8pxPyAw3HzRsOBP69uswXdr3ufO9hby3dTMDysq5YOp0BiYSncpzQt9+3HrcSdzzwSKaXZeDhg3npLHjd8mO7emYUaP56ztv0+y5KK2RQjCl/wDG9+nbaYYlJVMHDAQyvQgdDYudMGYs8zeu54GPPgCg3HH49WFHEbd2/bY7pKKi4FzUweUVu8w2MjIy6gkZBzSk8HwIKU0QUjFzSsGGYuIsb6inkFY01DOxX/+CHCklV7z0HC9k53FaQvDsqhX8/cRT6V9W1qny7Nm3Hz86+NC8p/XurJ9B5RXccdLHueGN11jb1Mi0AQO5cJ/9iDlOl7c527b53qyD+OzkadS7aUZUVtK3vKJLrvEJ4/bk30s+4rV1a5FCoLTmi9P2YVSfPriuG4k2ZzjmPmc4JgjJBCGZIKRIcUrBhmLjvLF+HV+d83i747cdfzJTBgwsyFlaV8s5jz6UnzeCi2bsx6dD+4GXQv0Uow2eUjy1fClrGxuZNGAAs4cO79XyGE7XckrBBsPpXU7wByYIqWgVnpQbvA6eOMAEIRUbpxRsKDbOAcOGc/r4CYT12cnTmDZocIecdIFnVyHI7GveA3atamhgzorlvLlxPUq331GpK+unGK9xzLY5fsw4Lth7H2YPHd7r5TGc0m9zhhMtTuDDhHtDw/5Ob8sMwYdkgpCiwykFG4qJo5Ti2/sdwJF7jGRNcxOjqqqZOXRY7rxCnNFV1QwoK2NLMplbakhpzQFDhuTxu8OuJ5Yu4cqXnsvNg9x7wED+dMwJiDZOsWlzhhNlTinYYDgmCKkjmR5QIyMjIPNEvP+QoZyx50T2HTxku+cnbJsbDj+akVXVAFQ6Dj856FCm9h/YreVsdl1+9L/n84Jw3t60kV+++r9uzdfIyMjIqOtkekBDCs+HkNIEIRUzpxRs6C6OqzX/75WXeHrlchKWxflT9uacSVO6pTx79uvPvaecjg/4nsejy5dyw1tvMKq6htMn7AXZp+2urJ8N9XW4BeZCPbFsKT+YfbBpc4ZTMpxSsMFwTBBSRzJBSJggpKhxSsGG7uT8+H8v8NiyJXk78PzkoEM5cey4biuPrxSXPjuHl9euwRISXytmDx3GtYcdhRNK1xX10+S6HP7PO9st5ymF4OVPnteldu1KGsMxnF3hlIINhtO7nOAPTBBS0So8KTd4HTxxgAlCKjZOKdjQXRylNY8vX5rnfAI8vnxJt5Zn3qYN/G/tGjTg6cw2l/9bu4bX16/bZbuQkj+9/San/us+znz4AR5bupiDh+9BW00fOMi0OcMpGU4p2GA4JghpWzJD8CGZIKTocErBhu7gCMASAi90TnAsOK87yrOpqZlC2ppM7rJdN779Jne8+06ux/OXr/6P78ycRYvr8saG9QCMqa7hp6H1RLvKrl1NYziGsyucUrDBcEwQUkcyDqiRUQlJCMEnJuzFXdl9wgWZnSfPGD+xW/Od3L9/bkH0QFIIJvXvv8vshxZ/2G64/dGli/nbcSexvrkJVymGlldgW1a7m7CRkZGRUXHKOKAhhedDSGmCkIqZUwo2dBfnkpmzqInHmbN8GWW2w2cmT+HQkaO6tTzj+vXnh7MP5upXXsJTCltKfnjgIYyqrsGyLBZv3ZLd911wzKjRjO3br9PlKTRQFMxfGl5dgxCiR3b/KaZrbDi7B6cUbDAcE4TUkUwQEiYIKWqcUrChVDkN6TTrm5sYUl5BZSwGwPxNG/jaU4/nekelENx0zPFMHzi4U+W58a153PrugrxjPzjgQE6bsFeP2VUK18ZwosUpBRsMp3c5wR+YIKSiVXhSbvA6eOIAE4RUbJxSsKFUOX3Ly9mzbz+q4vHcsd++8Tq+0vi69e/6ea93ujwX7juTL02bzsiqasbW9OH7sw7i9ImTTJsznJLmlIINhmOCkLYlMwQfkglCig6nFGwoVY7neTS4aWoSZQhgY0sTKjSLU2nN+qZGltVuZWCiLPfd6qg8lmXxpWn78H/T982Vx/M80+YMp+Q5pWCD4ZggpI5kHFAjI6Mu0/yNG/juc3PZlGyh3Lb5weyD2XvAIOauXJ7buUgA65ubOf2h+6mKxfj1oUcyfUD37p5kZGRkZFRcMg5oSOH5EFKaIKRi5pSCDaXG2dTUyDfnPkmz6wLQ7Hn84MXn+NMxJ7CmqZF3N28CyItob0ynuezZOTxy2llUxmJFaVcx5G04uyenFGwwHBOE1JFMEBImCClqnFKwodg5G5ub2ZxKMrKqmspYrFOcl9eu5uK5T+UdE8ClMw/g7AmTWF5fzz2L3uWBj96nbeq/HHMCew8c1O127SynmK6N4ewenFKwwXB6lxP8gQlCKlqFJ+UGr4MnDjBBSMXGKQUbipnzt4ULOOlf93LeY49w/P3/4IVVKzvFqXQyUe9haaAqlsCxbcb26cO4fv3arekJ0K+srKjrp1iujeHsPpxSsMFwTBDStmSG4EMyQUjR4ZSCDcXIeWXtGm6aPy93POn7fOf5uTxy6pn0LSvfJmdy/wEcMGQor61biyBzgxtWUckRI0bmzjtu5Gj+uehdVjTUIxF4WnHquD0ZVl6RxyrG+unta2M4ux+nFGwwHBOE1JGMA2pkZJTTwi2bMtt2hmbmpHyfJXV17FdWvs20UgiuPfwobl+4gMW1tQytrOS8yVOpcJzcDbXCcbjl+JO49/1FbGxpZq++/Th53J7oHRhaMjIyMjKKvowDGlJ4PoSUJgipmDmlYEMxcgaVV+Q5n4GGVFYhhNgupzwW50t7z9hmeaosiy9On4EQmR2MbNvOe1ov1vrp7WtjOLsfpxRsMBwThNSRTBASJggpapxSsKFYOSnf58tPPsaiLZuxhMDTmnMnTuKbM2ZG2q5d5ZSCDYYTLU4p2GA4vcsJ/sAEIRWtwpNyg9fBEweYIKRi45SCDcXKSdg2fz3+ZL41cxbnTd2bXx12JJfNnNUj5fG15s1NG3h21Qpq3XRR1U8xXBvD2b04pWCD4ZggpG3JDMGHZIKQosMpBRuKleNYFp+YsBdSyhzH87p356GmVIpvPPMU8zdtBKDMtrn20COZMWhw0dRPMVwbw9m9OKVgg+GYIKSOZHpAjYyMel13vLeQBZs25d4nPY8rXnoudyM2MjIyMiotmR7QkMLzIYLen6BL2wQhFRenFGwwnFbOsoY6dGiFUA1sSSZpUT59rHhR2BW1OjWc6HNKwQbDMUFIHckEIWGCkKLGKQUbepvzyto1vLVxPX3iCU4aM47KWPtF5DtbHtf3WVZfR8yyGFlV3e4G1xnO7958g7sWLUTp1v3iK5wYcz5xbo5n2pzh7E6cUrDBcHqXE/yBCUIqWoUn5YZ/7ILX4YsWPFVEeWJy1DmlYENvcv7+/ntcNPdJbl24gGvfeJXz/vtvmrNzjHa0PKsbGzjr3//i0489wln//heXPvc0aeXvMOfzU6cxqqqaQFIIrjroEKSURVHPUbvGhhN9TinYYDgmCGlbMkPwIZkgpOhwSsGG3uA0umlumPda5rPsOWuaGrn7vYV8fvLUHS7P9194lvXNTbk0L61exV/efouvZNcC7Syn3LK55dgTeXHtahpdl30HD2FERWWebb1dz1G5xoZTOpxSsMFwTBBSRzIOqJFRCSjpecQAeztDKrXJZG6YO5AENrU073CeWmve37IF1Wbu5oJsJPuOKmHbHDt6bG7uddsbqpGRkZFR6cg4oCGF50NIaYKQiplTCjZ0BafZ9/jec3N5ac1qBHD6+Al878BDsKQsyFnT2EhbeVozdeCgHL+z5bFtmz6JOFuSydZyCcGg8gosyyqK+jFtznCizCkFGwzHBCF1JBOEhAlCihqnFGzoKs73nn+GuatW5AXvfHnvGXxp733acZTWHHvf3dSmUnmMyf3687fjTkK2uTF1pjxPrVjGFS88ixQCDZTbNrcedzIjq6t3iNMZmTZnOLsTpxRsMJze5QR/YIKQilbhSbnB6+CJA0wQUrFxSsGGruL8b+2avCF1Dby4ZlVBToPntnM+BTCyuoaY4+xUeY4ZNYa/HXcSn586na/sPYN7P34mo2pqiqZ+TJsznKhySsEGwzFBSNuSGYIPyQQhRYdTCjZ0BafcsWn23Nx7AVQ6Tu68MKfCsklYNinfy83aFEIwpKJil8ozqW8/pg4Y2OHczVKo597O23B2T04p2GA4JgipI5keUCOjCOtL0/YBMssWyezT7flT9i54ri0lV84+KPMUnD02qqqaz06aWvB8IyMjIyOj7pLpAQ0pPB9CShOEVMycqNmwqaWZvyyYz7rmJvas6cuX9tmXmLVjQT+F8j5rr8n0TSSYs2I5Mcvi1LHj2W/Y8A45x4waw/h+/Xl97RoqYzGOHjUGR4her58ocErBBsOJFqcUbDAcE4TUkUwQEiYIKWqcYrLhocUf8s/338NTihPGjOMzEycRD+0qpJSiPp3i0/95mE0tLfhaI4Vg7wED+eNRx2G1eegpFrsMp3jyNpzdk1MKNhhO73KCPzBBSEWr8KTc4HXwxAEmCKnYOMViw3+WLeFnr7zER7VbWVZfxx/nz+Nv773TjvPMqpWsb27OLfyutOatjRtYtHVLr9u1urmJfy/5iBfXrsbLzoEutnouBk4p2GA40eKUgg2GY4KQtiUzBB+SCUKKDqcYbHjgg0W01f0fLOIre8/I4zS5aQTQdqihKZ3K4/e0XU+vXM6VLz2fc4yn9h/A7484hop4vKjquVg4pWCD4USLUwo2GI4JQupIpgfUyKgD1aaSfO+FZzn+wXs465EHeWH1qrzPC81dKTShZdaQYZkAoex7KQQ18TgT+/bv8jJ3Vmnf5ycvv5i3hNO7mzdxTwGn2sjIyMjIqKtlekBDCs+HkNIEIRUzp7vz9n2fy555moWbN+JrTV0qxeXPzuFvJ5zClH4Zx/Hj4yfkbTspgFPHT0AIkVeeCf0H8P8OPZKrX36RrakkwysruebQI+lTVtZrdVrnuiTbPDEr4K5FC3GBz0+eSpnjlERbiUqbMxzDKaa8DSf6HDBBSLssE4RkOD2d95qGej7+0P1551tCcPaESVyy3/5AZnrGPR8s4p4P3sPNBiF9YfI0Em2CkMLylOpwv/aerFPX9znm/n/Q7Hnt0gvgtPETuGL2wT1WnmLnlIINhhMtTinYYDi9ywn+wAQhFa3Ck3KD18ETB5ggpGLj9ETeHT0l2tnPhBA4jsM5Eyfx8Bnn8J8zz+XCffajLDt/sqPyBM5pb9dpzLb56cGH4RS4AWngoY8+RIWenKPaVqLU5gzHcIolb8MpDU7wOxbuDQ37O70tMwQfkglCig6nu/MeVFbOgUOH8cq6tSitkWS+uCeMHlN0dbGznIOHDuO+U07nBy88xzubN+bNadVk2332Rhglu7qLUwo2GE60OKVgg+GYIKSOZHpAjYwKSAjBLz92BKeP25PR1TXMGDyYPx51HHv27QdkHkw+2LqF/61Zzcbm5l4u7c5rWGUVn5k8Jc/5lELwseEjcgvlGxkZGRkZdbVMD2hI4fkQUpogpGLm9ETeVYkE3511UME0P335RR5Z8hEAjpT84tAjOHyPkd1eF8+tWsl1b7zK1lSS6QMGcdUhh9I3Ft+l+jlixCiuPPAQ/jz/TZo9l0OGj+DbM2f1+jUuNk4p2GA40eKUgg2GY4KQOpIJQsIEIUWN09s2/HfZEn740vN5x2LS4vFPnEOZtLqtPAs3beQLT/wHTWaepiUE4/r05bbjTjI7KpV4mzOc3Y9TCjYYTu9ygj8wQUhFq/Ck3OB18MQBJgip2Di9bcNHtVuxRf5XJ618Vjc0dGt5nlm9EiFEbrjcz04DWNPUVFT1U4qcUrDBcKLFKQUbDMcEIW1LZgg+JBOEFB1Ob+Y9uKwcX+c/iQpgYHk5nud1W3ksCt8whFZ5rN6un1LllIINhhMtTinYYDgmCKkjmR5QI6Md1CljxzNtwECg9Qt08b4z6Zco69Z8TxgzFltKZPZGJBHMGjqMoRWV3ZqvkZGRkZFRV8v0gIYUng8hpQlCKmZOb+ZdFotx09HH88zqlWxoamT64CFMHzi428szrl9/bj7mBP44/002J1vYZ+AgvrHfAbmF7YulfkqVUwo2GE60OKVgg+GYIKSOZIKQMEFIUeOUgg2GEy1OKdhgONHilIINhtO7nOAPTBBS0So8KTd4HTxxgAlCKjZO1Gxo8n0eW7qER5Z8xOZUqtfLYzil3+YMJ/qcUrDBcEwQ0rZkhuBDMkFI0eFExYa1TY184Yn/sKmlBYAy2+aPRx3HlAEDI23X7sgpBRsMJ1qcUrDBcEwQUkcyPaBGRruoNzes41vPPc3X5zzBvR8syt08AG6Y9zpbk8nc+5Tv87NXXuqNYhoZGRkZGRWNTA9oSOH5EFKaIKRi5hSLDa+vWc1X5jwOWqOAV9atoTad4mszZiKEYEVDPX7IIVVas7qxAcuyaHTT/Ob1V3l93Vpq4nEu2m9/Dhq2R6fL05xKEXOc3PFirJ9S4pSCDYYTLU4p2GA4JgipI5kgJEwQUtQ4xWTD955/hrkrV6BCu6nHpOTFT56HEIIfvvAsjy9fmnNCLSHYq19//nbsiVw890leW78OpTUCEAj+etyJTBs4aJvlqU+nuPLF53h57RqkEJwzcRIXz5jZujxTEdVPqXBKwQbDiRanFGwwnN7lBH9ggpCKVuFJuSL0Ix68Dl+04KkiyhOTo84pJhuSvpfnfAKkleKxZUuwLIuLZsxkj6rq3Gc18ThXzj6Yes/jlXVrUVnHVANCwOPLl263PD95+UVeXbcWDfha8/dF7/KP998ryvopFU4p2GA40eKUgg2GY4KQtiUzBB+SCUKKDqdYbDhsj5G8uGY1bXX1/17gyBGj6F9Wxp0nnMIb69bia8WMwUOodGJsCc0LDSuYJL6t8ry0enXesD7A86tW8OlJU4qufkqJUwo2GE60OKVgg+GYIKSOZHpAjYx2QaeO25Mp/Qe0O55Wik0tzQAkbJvZQ4dx8LA9qIrFAeiXSDBryNDcsLkg0wt6wuix280zYeffPARQ4cR2yQ4jIyMjI6OelOkBDSk8H0JKE4RUzJxisUFrzYnjxrNw86a8tpSwbQZXVkGbp82AY9s21xx6JNe+8QqvrVtHn3ici/bdn70HD9lueb44bR9+O++1zLzRrAP72clTi7J+SolTCjYYTrQ4pWCD4ZggpI5kgpAwQUhR4xSbDQq4ZO5T/G9tZijekZJffOxwDh8xqtvK89+lS3hm1QrilsWZe05k74GDutwuwymOvA1n9+SUgg2G07uc4A+KMwjJ9ICSH4QUKOgBBQr2gNq2nTfHImgobY+Fn2Ycx2n3NGM4O87pybwbU0mue+M1Xl67mionxldnzOSQYcNznFQ6zYZUkisPOoSV9fXUpVJM6tef4dXV3VoXJ+85gePHjO31+tldOKVgg+FEi1MKNhhO73IChXtDAxVDT6hxQENSygQhRYXTU3lf8fyzvLh2NUpr1tHEpXOf5NeHHsGMgYNp8j0uevpJltXXAXD0yNFcNftg4o4TyTo1nOJoc4ZjOMWQt+FEnwPFHYRkHFAjow7U6KZ5fs2q3Ptgrsplz80FoE88Tn12b3eAOSuWMaa6hi9Pn9GTxTQyMjIyMoqcjAMaUng+RDAEb4KQipPTI3nLbT8l1oacT8g4qPM3bUAIwcrGBq5/4zVWNdQzuf8ALp4xk5p4vKjr1HCKoM0ZjuEUSd6GE30OmCCkXZYJQjKc3sr78mef5oXVq9otNl+QJwRHjxjFpTNncfa/H6TJdfG1RgrB+D59ufW4k7C3Mem7FK5NqXJKwQbDiRanFGwwnN7lBH9QnEFIZh1QzE5IUeP0ZN5XH3Iop+85gaEVlXQkSwgsIUhYFl/eZ1+eXrmchnQ6t1i80poPtm7hvS2bi7ZODad42pzhGE5v5204pcEJfJhwb2jY3+ltmSH4kEwQUnQ4PZV3TEi+td8BWAdYHHPf3e2G3YeUV3DUqNHELYtTxu7JsIoKXurgKTXtebky9LZdhlO8bc5wDKcY8jac6HOguIOQTA+okVEndeE++7U7dsl++3PJfgfw1en7skdVFQCHDN8DR1q5L5clBEPKK5jUr38PltbIyMjIyKh4ZXpAQwrPh5DSBCEVM6c38j513J5UxxM8uuRDJIIzJ+7FrMFD23FGVtdw4zHH8/NXXmR9UxMT+vbjh7MPpsIEIUWaUwo2GE60OKVgg+GYIKSOZIKQMEFIUeOUgg2GEy1OKdhgONHilIINhtO7nOAPTBBS0So8KTd4HTxxgAlCKjZOKdhgONHilIINhhMtTinYYDgmCGlbMkPwIZkgpOhwomJDQzrNX+e9zrK6WkZVV/Olvfeh0olF3q7dkVMKNnQbx/Ow1VPE9FsoXUPa+gS+7ht9u0ybM5wIc6C4g5CMA2pk1E1K+R7/9+RjLKmvQ2nNy+vW8Oq6tdx6/MkkbPPVMyodJfybSKjb0NiAIuE9Qr19G4h+vV00IyOjIpX5FQwpPB9CShOEVMycKNjw2trVfFRXmztfac3iulpeWbuaI0ePjaxduyunFGzoDo7vbiGubgdA4GU/2UyCB3GtL0fWrmLglIINhmOCkDqScUAh190djscKT/b1PA8pZbtjbV8XOhbuFnddN+fMGs7Oc6JiQ2MqTSE1e16k7dodOaVgQ3dxJPWIdjuFSYTamuNH0a7e5pSCDYbTu5zAcfV9P+fMQsYRDTrYelMmCAkThBQ1TlRsmDl0GAnLQgZtCkHCspkxcHCk7dodOaVgQ3dxFENQDECHfk4EHr41I9J29TanFGwwHBOEtC2ZHtCQTBBSdDhRsGFAIsFvDz+aK196no0tzfQrS3D1wYcyuKIi0nbtrpxSsKFbOMKmyf4NFd6lCDajESTl50jpIxDZ8yJpVxFwSsEGwzFBSB3JOKBGRt2ofQcP4T9nnE1LOk3MsnI3ASOjUpIvJ1Jn/wvJOnxVibD69HaRjIyMilzGAQ3JBCFFh9Pdebuex/pkCxYwuLxil20oi8WKvk4NZzttTnk43j+x9XyU34e0fR5Ye0TKhm7lSIlSI7AsURzlacOxxBbi3i2g1qGsSbTIT4OIFXU9F901NpxIcaC4g5DMTkiYnZCixunuvDc0N/H1OU+wJBvB/rHhe/DzQw4nHvqS92R5DKf3OVJKytyfEdOPAAKQaMppcO7A14MiYcPuzHGsJqrczyDYAviAwOUAGq3fgOg4FKK321xv5W04pcEJ/iAzTzRgtf2sK2V2QtpBhSflBq+DJw4wQUjFxunuvH/00vMsr6/LtY8XVq/ibwvfLsq6MJwe4sha4voRBCDQCHwEzST0w9GxYTfmOOpJBJuy1y1zDWO8gi2WFK1dxV6nhlP8nMCHCfeGhv2d3pYZgg/JBCFFh9Odec/fsAE/NDCggTfWrYW9ZxRlXRhO93OU30B7CVBNIKNhw+7McXQzmZ7r/AE/5TegRceBUsrbAnoLmiH4OlZS9znDKX0OFHcQkukBNTJqo5p4PO+9FIL+ZeW9VBqjYpBiKD7D2i015MrZvVgqo87KkwcAoBHZ/yWKPvjs2WGahLqdavd4arxPUuOdgq3f6JGyGhntLjIOaEjhYffgddClLYTAsqzck0PwurPHDKfrOd2V97cOmI0ALCGwhCAmLb6yz75FXReG080cO05L7AYUowHQxGmxv4V2DomODbsxR8m9aHF+ClQAoMQwGu3rkXZVQU6M1yhXN+UW2Bc0Ua2+i6Cpx+0q1jo1nOhwgiH98OtikAlCwgQhRY3TE3m/uX4dz65agSMlJ48dz4iq6i61wXCixclL4zZg2xW54JWo2BAZjm6izLsOW7+Kpg9J+yt48qCuKY/WKNUCIrHN9GX+X0jo2xDkD2s22H/Bl1MRehNataAYAmL7w5nFep8znNLmhAONbNsEIRWlwpNy2/aAgglCKjZOT+Q9feAgLt1/Nl/bZz9GVtfsEKfFc1m0dQtrm5siU6eGswNtLlYNQkbOhuBYXD9BH+9k+nqHUul9DUtsLJ5rIyWV3jeI6X9jsQGLD6jwLsNhYdeUx7ZBJLbLweoPtP+x11RR4f2QGvdk+vhnUaM+i8W6yN7nDKe0OYEPE6QN+zjB/70pE4QUkglCig5nZ/Ne39TEQ0s/ointcuCw4Rw8fI88TnM6xWvr1tHsppkxaAj92swH3V553tmwnm8+O4faVAqAk8aM48rZB0ObgYZirFPDKf2AEOG9Trm+CsiE5FhqPmWpb9Jg346v6XW7tLcYW7+Te58JG9I43j2k5I96rDxJeTwO92KxApAIPJKcjqPmYKsnc2mkXkm5dyV18k/dUp5SaHOGY4KQOpJxQI12G61tauRzjz9Kk+sC8M8P3uOS/fbnU3tNAaA+leLLTz7G4uz6n2W2zW8PO4rpAzu3zqPSmsufn0t9Op079ujSxUwZMJAzxnUc7GBk1FOK6+cBKze0LPCxWYxkXWY4uZcl9fsFjwu9sWcLIsqpt26mjIcQegO+mExSH021vpRwJH2m/t4F7QPF8aNuZBQVGQc0pPB8CCnNTkjFzNmZNH9//z2aXDdviaXfv/kG50ycjGPb3DzvNZaF1v9MeT5XvfwiD5/2iU7ZsLmxkU0tLXltyhKC97ZsxpqwV9HXqeH08q40vk8Z9xJTtwJpPA6jUVyGZVd1XXn8eKGRZRBxbKv3r420htBm2iUC8OV+ufN6rDy6As/5XIbje9hCor2+oCVBJWpAU4lld8+OSqXwvTEcsxNSRzIOKOS6u8PxWOHJvp7nIaVsd6zt60LHwt3iruvmnFnD2XnOzuZdm0zmXWMAVymSngdKsay+Ls85VWjWNjXihYZEtlWeqngMWwi8Nnn0i8fbpS+2OjWc7mlzO8KJ6cdI+NflPnfUf6kQLk3ej7usPEqcTIJ70WgECo3AFYejxQC8rrIrncaxG1B+DEQltn4TO/0Okv6kxVF4Ot4hJ62nEmMSFu/lPlMMICk/Cbrn24ryNlDu/RBbv4mmjJQ8G4c4mswoh8CnSV6cm6rVleUphe+N4fQuJ3Bcfd/PObOQcUSDDrbelAlCwgQhFStn/sYN/Or1V7jmtZdZsGnjLue9z6DBeZ0/lhCMrq6hMhbDcRxGVtdghb6QAhhSXoFtWZ2yIW7ZXDpzVo4tEQwsK+e8qdOLpk4Np3gDQmLqqbxl0gWKmJ6LbclOcSyxBVusA606LI+WI6m3b8aTR+AynbR9AcnY1fnlEQ3YctM2OR2VR+jN9OGr1Lgn0sc9mir3fKr9CylTf6JCXU21fyG25XXMseM0x/9ISp6HJw4hLc+mOf73XC9wj7YVran0vo2t30KgkDRRpm4haV9M2j6PlPgETc7vca2TI9vmDKe0OYEPE+4NDfs7vS3TAxqSCUIqHs6Lq1dx6TNP5XgPfvg+1x5+NAcNG77TeZ8+bk8+2rqFBxd/CEDfRIKrDz4UrTW+7/OladN5de2a3DB83LL40eyD81jbs+HM8RMYXV3DG+vXURWLcdKYcVQ7TlHUqeHsGqf783Zov1uPhe8r/DbLr+RxvCRV+qfEdGbZE4+xNIrr8FX/guXxGUOjdTVaZob2tMoMJPtemkr9a+LZ7UU9xtAorsVXAzttV6X3Yyzd2nsp9SIg40xnrHkP2/0XnvzENjhxWqyv5qY9oUBovwvruXMcqZdj6YV552gspP8OLc6VKBQCEfE2ZzilzAEThGRktMO6cf48NJnAHsj8LN/09pscNGz4TjOlEFw8Yz8+qqtlwaaNbGpp4ZJnnuIPRx3HqKpq+sQT3HHCKby8dg0trsuMwUMYmNj2eoGFtP+Qoew/ZChCiB1at81o91ZSnoGjXkAjEGg04DGJcv+XuIwmyRkUCnQp03fg6Kdz7y2WU+H/iDrx+x3KP6HvIZZ1PjOcFVR6V1Ar/9xphq3fzFs7s30fi4XU63HU09h8iK8HkuQEoLh2GrPVy1Sq7xT8TIt4weNGRkY7JuOAhmSCkIqHU59O5fUDaaA+ncql3dm8/zb/TRZu3pT7fEsyyRUvPsc/Tj4NrTUV8ThHjxmbm3sTfoqMep0aTnEHhLhqFi3WdTjenQjdhGQTNvNBLyCGIiZeJymvxfN1HifGW7kdeyAbma0XYFkShOh0eWK8RVhBhLclFQinUxztVgC1OcdT51jB/x42H5FQd6GxAZ8Ej9Es/4Tny12vZ9mC5yksq2bnOTpNpfcDwM2d0/oYLPHsT+T1KkW5zRlOaXPABCEVvUwQUvFxZg0ZxiNLPsr1gEoh2H/w0F3O+70tm3JMAF9rPtq6hVQ6Tcxxcpw1jY3c88F7NLous4YM5eiRoxFCRLpODaf4A0KS+gCS1gHE1FNUqh9mj2bSxPRLJL35IKblcXxdg4XMDXNnBtSrMk7TDgTH+LoKGyuXX4ZVhtYW0DlO0voa5f7P0Xk9tZLAmUtxBHE9F8g4owAWC5Huf0GeuNP1LHQjFf6VxHgFgHTyOJrtK0DEdvh6Sb0RQRNt5TOMFvvn+IyFbDlLoc0ZTulyij0IyTig5AchBf/nnui1xsk6JsHFDJ4uwr1jvu8XPBZcdKUUsVgs72nGcDrmfHv2QWxqaebFNasBOGjYcL496yCklLuU99CKSiwhctHuAuhfVkYiG6kupWR1YwOfeexhWrJf5IcXf8jqpiYumLp3pOvUcHae05N5484npl9C034I27YaUeR/B9zYl4il/4cmBWgEGk9OQwoXRLzT5fFinyeefiYvwjvlfB2Z3WqyMxxXnEqz6EvcuwGLlQD47EHa+TIuY5F6C3FvbhurJI7circL3+148lc4vJYjOvoJyvRgkvLCHb9eegDadwA3VP8Szz4VZe2FVYJtznBKkwOt/kzb3s/edj7BOKB5Cj8RFOoNDR8LnNPw8e0dC4KcDGf7nHLb4fojj6U+ncZXPn3iCSwrM+y1K3l/ado+vLhmFVuTycwXErhi1sF5nDveWUCz5+X1lN40fx6fnTQlNzUjinVqOF3D6c68Y+k/Eff/0solCEsSQAxf7AU6n+MxhibnV1S434Rsr6KtXqBc/4Am6xp0dvhte+XxGElj7A5i/r8QtJBmNrZeQYX7ZRBlpPVn8cXM7XKEXopkVc4GySoc726S9s0oqtHEgHRoWF5h+S9S5T2A9oaRtC8BsWfB+kFtodz9FZZeiBaDaLEuQsu9sfVLuR7gDFPjeI/iM460OBIhYztwveIk7e+S8K7O1r9GiTEk+UTmWpRYmzOc0uVA+97O8OvelnFAs2p7QYILH7wO94gGx8Lnbu9Y225ww+kcpzoWa8fclbyHVlbyj5NP48nlS0n5PgcN24MJ/frjeR62bZP2feauXJbnfEImGOrFNatwpMXU/gOojscjW6eGs/Oc7sxbqo/ynE8I94CW02hdja/7F+Q4eh6Bm5pJp4np52lmA0oN6XR5pD2SpLgIgLh7A3H/rqzTJbDdV2myf4/HftvkWH6mLK02+Jlocu2hRT+arJ9S4f8QSGX7a2uw9AIEPlqtpyL9ZRrj/8BVA/LrWXuUuRdj6Y8y5+r1VHoX0sAtCJrb9RgLNlPu/QiH+1DWvtjqRTRVJK3z8Zi1zeuVkifh2XtQ7l2DxRIsvZgK71JarF+jdVXJtDnDKW1O2IcJx7gUiwNq1gHNKngq0FrnLpZSKte97Xle7hzP83ITgoOLvK1jWutc17nhdA1nV/LuX1bOmeMmcP7U6Yzv0zeP889F77Khubld+3Ck5PJnn+Ybc5/kzEce4IMtm4umLgyn+NtcZzj4y9vfl4Ck9WW2yEdJcwCSWiz3PzjqcVC1OY5SycL3NZXcufKgiat78hxaEDjefdvlIPsQ/mnJ/GyWI/xFVLnnUOF/F0UNzdZ3aBC/QFIb2hpUAS1Id067+tHeh9j6/TbnusT9hxEh5ztQ8N5mATH/Niz9EZZ+iwrvm9j6re1eL9t7HMmyHM/mbeLpX5RUmzOc0uf4vp/zZ8J+TjHIOKBZBRdFCJG7WMHir8FTSHBOODItGJLd1jEhRC6i2nC6htMVeSulWFpXy8Ktm2lIJrFtmw+3bin4pXBDT5j16TQ/fvnFbZZHA/PWreWZ1atY1VAfiTo1nN7NG2tM+/sS4Im9kVachH6QqvQpVOmfUO7+kCr3XGJyDb7vo5zDAZXrd9RY+IwBucdOlkdB2z0x0UjhbZfTLD4LxNFYaCwEkJQXUK0vxWIVAo1kI2X+b5GybR4ZWVK2qx/LKjxgZ+m32N7PaVtHOuY/tN3rFWNem2F9haPnlVSbM5zS5wRT14J5pMHxYpBxQLPSOv8WFlys4HVw0YJu7HB39vaOBRfdcLqOsyt5p5Ti56+8xCF338FZjzzI5x/7N6c9fD/vbtrI0Moq2M6XU2nN0rraDsvj+j7fevZpvvjEf/ju83M546H7eWr5sqKvU8Pp3byVHEvS/hphpeTZKGt/YuphKtSvCS8NJKgj7v4KKSWemE6LczWaAWgcfLE3DfZ1IKydK4/l4IpD0aGfCIEmLY/cLgdrHI3O7aStT+Jap9NoX4u2RiJpyDl0mR7LFEJtwGdkLmo+k1+CtDy0ff2IMfhizzbnWlh8mNf7qSHPIS30bQ6vVdpR/ShR3W4pOE11SbU5wyl9TtvPob2/01syc0BDCj8VhLuppZS5ru3gnLavt3UMaNeYDGfXOB2leW7VCv44/03qUylmDx3Gt2cdRFzKPM6Vzz/D3BXL8n5c6lIpLntmDvd8/AzmLF/KkrpaZHY58GkDBrFw88Zc5LwEhlRUdlieBz9YxDMrW4dTfa350UvPc9DwPai2WyMTi61ODWcn0gCO/19i/hv4uoK0dTZCjNjpvF3n86Q5EEsvBXsErp6EJSVl/k0F5jgqLL0ix/HtY2l2jssN3eH7iF2oi2b7Sir8a7DVc2gSeNbRSNZi+Q+Q5FgQ5R1ylB5J2v4GQmSGA2OhCPWwEvpeGu0/UK6uxVLvoeVQks7laIYhhcivH2HTEv89sdQvsfU7aDGIZnkRlf6FBciZ0C0ATQJI5o4IFK59LIJttxVNdTuqL/fq/TYXse+N4fQuZ1uve1td7oCuXr2aH//4x8yfP5/y8nJOPPFELrvssnYe+O9+9ztuvPFGbDu/CHPnzmXAgAFdXaxtKnA0w/8HE3m11riui5Qyt8xBMNci0LYmAnte6/pcbRc3N5yd43SUZt76dVz2TGY7Qg08suQjNre0cO3hR+XSNrkuT69YRltpYH1zE57vc9sJJ/PksqU0pNPsM2gw/eIJLnjiP2xsycwNdSyLH8w6CNd1C5ZnSe1WbCHwQk+ZaeWzpqGeMssqyjo1nJ1rcwnvZhLqr2gsbCCm/k29uhUlhu1C3uPwxLjsCHh2XhdN7XryNOCLMaTT6S6vC6lXUen+AIsP0PQhLWaT8O/L9D76Coe7qbduxlWVnbIrqacRZyCSjXl2WKxB6A00yGtAZntqdMa6Qpy0qiJt/SyvHlz2xeG1kIMJKXEEnjyUMv8aRMj5BInHSPAWocT+IJwO66dCv9PG4Qepl/R6m+uJvA2nNDhSZoblPc/LDctD9gGrCIbi5fZP2TFddNFFDB48mKeeeopbbrmFp556ittuu63guaeeeioLFizI++tp5xMKP0WEu68DJ1nKzJzQ4FhwfvB5oWOW1ToE5jiO4XQBp6M0jy9fmuk1yV5XpTUvrFlFQ/YHOnx9C8kSAkdKKuMJTh47ns9O3ZvJ/QcwpLKSez9+Bj+cfTBXzD6Yf558GvsOHtJheUZUVed6SwPZQjCkorJo69RwdqLNiTRxdQsAAj/710IZ9+VxJI1Uql9R7X2OCu/b2KzYYRtcMTNvODyjClrsy7u+LoRHpXdRdmhbIdhCXP8nZKdGspKEvr/zdeqUkxJnUkgV/i+IyQ92+toI0dqJEXy7Y/p1LLEmM8wf2sdIoLBZRpn6K5XqJx3WT0I8jaA+r5yZMKey/PJYLhbrMjs89dB9LkrfG8PpXU7wexekLdRT2pvq0h7QBQsWsGjRIm655Raqqqqoqqri/PPP57bbbuPzn/98V2bVLQqG2YPXkOkBDSLKfN/Pfe77fu6pJFBHx4KnjiAazXB2nVMojVKKjma2BBzf9xhaUcHapvY7nSit+cLjj3LL8ScTyzKDvCtsm5PHjs+1gy3NzdyxaCFrmxqZ2K8/n95rCrFswNpp4/ZkzvJlvLFhHZD54fvO/rMpCy0WXIx1ultzvGaEsACr02mUaswLUslIg6oHK5u3l6JGfwOb9xEotFqMlZ5HvX0Xnh6wTRsc9TzV/l8QXgNpZiCYgsMCAFz2p9H6KVCDyvZ0dFVdoBYj9drcOYV/piSo9XntebvXhkMp469ovNxe9wKQLKci/RU86058f48dvsbB8Hq+WtCqpcPSZ5apmkODdxEwOI9t6/mU6R/kztWhNEn5KZS3FYu1xP1XKff+jMBDUUWT/iWIGe3LqF2c1O9w1DNoymgRn8GzT9jp+5yjX6XSuwfhp0hxOElOzUsTye+f4XQLB8gFIYWXkgwc0t5WlzqgCxcuZPjw4dTU1OSOTZkyhaVLl9LY2EhlZWXe+e+//z7nnnsuH3zwAUOHDuV73/sehxxySFcWyWg3UnUs3m79zpmDh1AViwGZh4nLn5vLugLOJ2R+aD6s3cqTy5dy0phxHebT5Ka54Mn/sLapCa01T69Yzrz167j+iGOAzBD97486lpfWrGZzSzNTBwxkbHVNhzyjXpRuocL7GTE9F40gLY6n2fousP0btKYPPqOQrMpbGsiT++bOsfgIh/dy7zMOaxMxNYcWcU6HbEfPo0J9J5tGk2A9aT5Grf04Sts4YgVx9W+0qiKpjwCqdsr8wnbFCxzLlKS1N9HDE3vtENcXI6nnV1TpqxFsyotM16Rx9HO4fGqHy+uKQ7D1m6H95yWuOAhXHEyCO0KL+bd3RwWpdryYfhGwQtc0owbxLQQuNd7JiFAwWOacRir9b1FrPQAi/7tern5DXD+Sc7qr9E9oVOW48rAdttVWr1DhX5I1VOPwOkLUkeaCHWYZGfW2unQIvra2lurq/InbgTO6devWvONDhgxhxIgRXHPNNbz44oucddZZfOUrX2HJkiVdWaQdUtuosXCXthCZ5QyCJ4fgdWePGU7Xc9qmeeDD99td076JslyatS3NvLlxwzaXbJFCUJ9ObzPvZ1avYnVjI0rrXMTty2vXsGjL5lx54o7DkaPHcNr4Cew1YGBk6nR341RxA45+Fgh6xf5Lub65c3nbNi3x61DsAWSGaFvkefj2Ka1pZKHWprH1W9u0IcETkA2Dy5RNEedZpBUnpp+h0ruAMnUj5f4v6KO+gKShy+pUWGPw5IG5lTUzyymVAWU5C1LiRDzrlB2+NsqeRUvsmoJ1skPXWAoS+j6qvItw9DxccWS2nAKX2aTiPwJnX5qtH6OpyXNCA5t8xiCs4e1tkIkC5QPsPanwr4I2zmfm+mgEzVgszq9nKYjr/+RNA9AI4urRnbo2CX1PKL+MyvTdkf3+GU7PcIIh/fDrYlCXByF1Nrz/rLPO4qyzzsq9P//883n00Ud5+OGH+eY3v9nVxdqm2gYhQf6k3mAyb9tjbV8XOhbuFg8mFBvOrnEKpXE9j0Y3TVvVp1K5tL5qO1zaXkprpmbnIXdkQ0M6hYR2g69NrhvZOt1dObZ6od0Wjrb/Alp8rVN5K4ZRZ/0dwdaMkybKIHtuJu14FP2RbA7lAY5+jsb0EqQzpgMbCt9HPTdJX/X/ILuHEIBkNXH/LpLiq7tUFzm7tKbR+gVx/Tds/Q5KDKRFfiGzYxFLUdSgGAmInbo2KTWeOGOwWJHZ0QgJxPEZjXDfQIk9QVRsk1Pm30yZvjUbr5RxxRrEb/HkPiAcpMp8Q5V1HC36KGxL4qj/UuZfDzTgMZkm68doZLv6SYkTSfAPNMnMtAkErvgY2t2Ut3xTIWmq8fPquePzt9d2lbeBMu8abL0QnwGZLUp1EtGmbQjSkf3+GU73coKONN9v3VEJSjQIqV+/ftTW1uYdq62tRQhBv379tpt++PDhbNiwoSuL1CmFJ+W27QEFE4RUbJxCaRzbZu+Bg7FCXygB7D90WI4zoqqaiX375c4RZHo8ywKuEHz3gAPZd8iwDvO2bZv9hwwDIXI9EBJBpRNjYr/+ka3T3ZWjRUWbtR4FWlTuWN5CYDmDELK8fd4yQUqc1s6dFEDcWt2hDWl5AmSdn0y5JGlxGI6TXT+zDU2yvuO6sCyErsW26LxddgUt1ldoSdxEs30VWo7AcvpmFsV3xiEEJNQ/qPYvpcK/Eke83/lr45TRYP0OTx6Ooj+KAShqqFaXUuV9hWr3DCy1qGMOkNB35+oxcMgS+p9U8luqvP+jwr8aS2xpLY+Q+M7JNJU9xVbrOVoSf0XLoQXbipbDaYr9jbQ4Ak/uS9o6n2b7aqQzmELSSDSQlsfiM7aNrTFS4oTQdcyUN22dvO22qz0qvYtx9ItINmPzIZXexSi5T7u80+KwyH7/DMcEIXWZpk6dytq1a9myZUvO4VywYAHjx4+noqIi79wbb7yRGTNmcOCBB+aOLV68mBNPPLEri7RDMkFI0eEUSvOzQw7lm08/yUd1tQAcP3osn95rcu48tOa6w47kl6+/wvyNG+ifKOOS/fZnxqDBrG1sZEB5OZVOLJdfR3mPq67hJwcews9f/R/Nnkf/sjKuOfRwqmOxXG95FOt0d+Q083mq+EkowlyTlJ/LS2PpxcSTf0bqjXhyb5r4EtKq7HTeaSaEBq9b5arBaKELcnz2QVi/IOH/BUEDaWbRxEVYfjmKvgjqQj23Co89C3IsvYhK/X0kG9C+Q6O4lJQ4ZZfrNOH9lgT3ZuoHSSz1HA32X9BiQqc4WvQjxRFU8HTINctI0EC5911q1X1IyyrA8YDWHp/gutm8ifBTmV5L/13K/dept+/E12X55RFy+23FGkXa+ilSylz9pPyJOOIYYvpJMj+dHophpNkPX0zElacBoh27WV4OugpHzW0NQhKHwjbqx2Ixll4cqhOFxkMpmxbriyT8vwMuKQ6jkW9hbeeeVazfP8MxQUhdpsmTJzNt2jR+85vf8L3vfY/169dzyy23cMEFmQnSxx9/PFdffTUzZ86ktraWH//4x9x4440MHz6cu+66ixUrVnD66ad3ZZGMdiMNqajkzhM/zsaWFhwBfeIJrNAPCEC/RBm/OeyovEV+AUZWVe/Q3JijR47mmNFjaUynqY63D9owiobS8jgaqCauHgdhkeQkfDkzN4wu9Rqq/S8DGcfGUh8gWUyT/B10sgfB5SBS4hji+sncXMQWeR6+GLvNIShXHkZaHJp7+AVASBqtX1DlXwa0BtOVqb8gqCVlfYVc2IxupkZfhqAhV5JKfQ0+o9DM6HwltZVOk+C+UC9spqc27j9As/3dTmPK/esATdtaFKjs0kbNFAyuEpK0PoQYz9O6sxIIWkIMH4t1OPolUhzVedu2JSFollfh6cxGAT5DSctT8FW2l0lYUGgKmnBIWhfToi8CMp0b27/TFD5DC4u0dQEt4gIEdGpakZFRsarL54DecMMNXHnllRx88MFUVlZy7rnn8qlPZSIbly5dSnNzZjHvyy67DMjM/aytrWX8+PHceuutDBkypKuL1GmFHZDAOQm6tJVq3Us1eJoIZFkWnud1eCxY2D6Yg2E4u87ZVprh1dV5T387mjdAXTJJdSKRN6G7EKcKcmmjXqe7K8dXB5OyJyFEDM+rwA6liesnCJxPyDhHMd4gKVaCNabTeafk1fjuBBzexRfjSMnzseVO2qD3pjHxEInUj7H189kh6BYS6g6krKaJT2cCENQKpF+XS5sJgLGIi3m41sxdqFMf4bV1tDRCpHL3y21xYuI98N9GsLXgIkkZchmWXYVGFOQ0yyuR6pfY6lkgTlocTFw/3o4lcLu8zfnyZJQQufl57MK9pl15tMIW6/F0Fb6YiNQfhebJOvj2Ma09Wl2dt+GUHAfyA4/CQ/DFIKE7GzXUizrqqMwT7Jw5c7qFH+wuEN5BILzDQDqdznNOwxOCt6dwOs9rXazYcHae0515f1S7lcufmcOqxgZi0uKymQdw+vgJXW6D4RQHx3c3UMN3sfW7AKTE0TTJK0Fk5l6V+TeT0Le3Cz6pt+9EyfGdzjuh7qJc/QGdXcrIFTOo41psp3VwXimVGe5XjwAuaXEonpzVoQ3V6eOQ1OUd98REGuSviek5SL2BMv33vM81gmb5DVLy7HZ1sSN1WuV9FZt38uqlyboa1zp6m5y4uo8KdW2uHsJLI7XGiUOzdVUmeKiT5RG6lhr/HDI7RqlcYFO98w9cv39RtTnPTePY9aBTlPk3YekP8RlOizyPCnUtNpnVPNIcCKICS7+Lz0BS9jfx5aTisMFwIsEJ/iDTURKw2n7WldoRf6144vF7UeFJucHr4IkDTBBSsXG6K++U73HRnCdY09QIZLbP/MWr/+ON9euKti52F47QtThiCVK0dGl5qvkFlm5dvium51DBrbk0vnM4oPOWJPLFKJQY3em8JZspUzcCrQEztn6LcuuJPBss/S7V/gXE9f3E9cNUq0uIqcc6tAFihJVx5gQ1/mcoV9eT0HfnYuUzgTIWikG48oRdvjZN9s/xxL5ZbjlJ5xJ859htciT1lKvf5tVDWD5jSNtfpil2C6513A6VB9mXRvt3KDEajY0Se9Ac+x1aDO71thvmSLWYfvpsatyTqfbOxNFPYbEMh5epVhdi8WGuPhxeRsshNMQeoCX+Z3w5qShsMJzocAIfJtwbGvZ3eltdPgQfZZkgpOhwuiPvZXV1uf3eA1lC8PLa1cwcMrRo66LUOXH/bqrU7xC+RpOgyfopKQ7qkvLYel5eL55AI/3X8PUXMgesCTTKX1KufotkC56YTKP4AVAoOKZw3rZeW8DhssBfkxeEVO7fCvi54X4NlKsbqfNPLMhOyk9Trn4b2qkHlHawacjll3E+q3HFbLQYSJM+F60q8oJWduraqBrqxHVYlkBrkMJCh5iFOPjr8pa8CuqhhWNJ21/A10OR0sqWR+9wW/EZj2/f1WZ+945z2h7rsu+AcqnxLkGwKXe9Wvt9/XYL5Qs0lv8GWhaRDYYTKQ7sRkFIRkbFphbP5ZZ33mZpfR3Dyis5f8pU+paVFzy3Mvu0GZYGKgocN+oZ2Xo+5fqG0JEkFf4VpOX9wIBd5iuqkKFljTQSLfrknePKQ2iwD0WrZkCitLNDQ0c+e6BxADe0+4+Hz7i88/Ij2wNnpLFDbkqejRblOP7jCOGQkqeTUHcgdFtGC03WVQghck5il0lIOlqztK0Uw7K7LIWXkfLxxL4oMbzTnKhKshbJtpcZzJ+SIFFi+8sXZk5OIfVGNAMAc78yioaMAxpSeD5E8AQddGmbIKTi4nQmjacUX3/qSd7ZvDF3LV9au5q7TjoVR4h2nOFV1ZwwZhyPLW1d/kQiGNenX1HXRSlzYv57aC3zop0hTcxahicG7nJ5UvbXKfeuQue23pSknS9i6VDwmVtHpXcVtnoxk7s8kWa+h7Tincy7Ly38hDL3SoLlg1Li4yjn2MxatFkbPDETW78T6r20cJlBTLxLXP0ci7X4ejyN8vtY1ji0lLjq43j2qbk6Ve48tP9uqBdV4osJuXL17jWuokn9mAr/SoLdhNLiWDzrxKJqc13FEbqOcv8PSLUQ5DCS1nm0VesOTZLMz3E61BYt0s6XEWw7sMtRz1Dh/RhBEk2MJutKXHl0UdWF4ZggpEIyQUiYIKSocdqmkZaFbDN1AuC1dWu58Okn2qX/2cGHcsyoMQXzdn2fsx55kFWNDUDmx8GWktuPP5lxffp2mQ2G0zlOTD1Ghfppu2jpreI2hDOxS8qTkPNw1LNoHFLiJHyR3zNZ4V9FTD8VcuoEKXkeSfurO5S30BtwxBI0A/DFnni+n18XfooK9bNs5D14TKFJXka1+hqQzgbXWGj6UO/cA6IiZ0OOo5uocL+BwzsA+AyiwfodSozoVF30xDUWeiO2/hAl+uEzMW85q2Joc13C0R7V/hex+CgXFKUpxxWHE9f/zjqZGpBoEiiGk5SfROpNSJZnpk3YJ6PEmG3mLfUaavxzAS+01ahFnXUnSowqjrowHBOE1FEZuzz3CCo8KTd4HTxxgAlCKjZOkOb1dWs5/ZEHmXXXrZzx8P0s2rolL02L13ax6oyS2S9xobw3JZM55xMyN3SlNU+sWF6UdVHqHFcejS8mZ4NpMp+lxMnIrPPZFeXx5AGkYt/BjV+GL8a1S+Po/7XbrjOu7qDCuxJLNnc6by0GoZ2Poe29QIgCOyo5pOJXU2s/Tq39b5rjf8NmEWS3hMzk7SPZTEy8W7hO7WoarD/SGLuNeutP1Nv/RDpjiuoaW85QXHkQwpmKyN5ni6nNdQXH5gNsPshbvkvQhC/G02xfQVoeT9r6FE2Jh6m1HkfJiVSqqyjXvyeu/4snJiPs8dvN2+Y9RNb5zOSTaSOOfqdo6sJwTBBSRzJD8CGZIKTocFY31PONuU/i+goNrGpo4CtPPMb9p5xOv7IyfN9nUt9+lNk2Sc/LDXVZQjJ9wMAO8/b8wk6rr8xOI73DsWiw/kBMPYTFBnyxJ2lxHMr3kSKFVhtQYhCQ2LHyKD+3I872yqOpRNOQt1yQQGGrOSRSW3Hl9V1bFyrTs2kJhcwNx+ZLKYGvOwj6ERaunpD5XAO+abs9zRHKpb0E4NOiT0RaJ2eOKEFMP05MPRw6z6VSXUW9tz8quxB/R3lrVVkgH4ipR2j0TiTYmSlsgy1WYHsvgnDwOALfHxiJOjWc0gtCMj2gRpHU6+vXkfJ9VHbQSWlNo5vm7U2tk/z7l5Vx/RHH0D+RWWuxKhbjmo8dxqjqmg65wyqrmNx/QN5+8QDHjBrTqXJprbnn/fc459//4qyHH+DO994hArNcilsiQUqeTdK+mLQ8HoQgpufSxzuBGu9catzjiKnHOofSm6hwv0Yf72PUuMcQVw9uN02L/GJueDMcJCJQOPp1RJu1OLtSrvgYmr65eYEaicdoPDGt2/I02nV5TMBnWN51AxtXHtLuXEsvzvXuQ9CL6SL1mu3m47Ivaaa3C99yeDu7ZWi+bP061d55lKkbKfN/S43/GaReidCbqFJXUO2eQZV3IZb+sF1aI6OulukBDSk8H0JKE4RUzJyyDiLTE5adl2bm0GE8evpZpNHERYa7rbwdy+L3Rx/PT196jvkbN9A3nuCb++3PlIGDtmvDMyuW8ce35vFh7dbcOTe8+QYawXmTpxZ9nUaFg7+KSnUVrfuBu1Son9FkTwZrdMccKSl3v43Fh9kh0UYq9a9p1INR9mEdlietT6DZ7kfcvQ6pV9I+Wlt2X13oPjTF/kbc/S1Sr0bJCTSJC7Ht8qK8NoYTcMpp1L+nwv8FUr+HFoNJOt9GMwpbiHyONwR0fu+VRiDswVhY28k7RtL/P2Lqa23SW9isJJUtV2BDpfo1mfmiQRtuzARK6WVIVmWneKynyvsqdfZdaDG4iOrUcEwQUi/IBCEZTts0Ta7Lpx59iHVNjfhaI4VgfJ++/O3YE4mFvoyQ6ZVs8lwqbCfvy9eVNjyxbAnff+HZgp8Pqajg4VM/0SlOV5WnlDmOmkOFd0W7zxvl90nLkztML/QW+vr5n2eixCfjiVm4cn9c9u4wb0u9S6X3JUBld/GRuOJwGq2rd9gGKK46NZxe5PhJqvxv4DA/t0NUs/w6afszncpb6M308U/Nm6esgSZ5JWl5Ql7eNenDESTzyuYxEpsVeccyO2Z9k5Q8q3M2FKiLuPoHZepvCJK4zKbJ+gFaVEfr2kScE/yBCUIqWoUn5QavgycOMEFIxcaxLIuqeJxbjj+J08ZPYObgIZwzcRJ/Of4kYpaVl+aV9es49oF/cuS9d3PCg/fwemhXo6604baFCwq0rFYVe51GiaPpU7COpdVvmxzLLrT+q8LS7xBXt1LlfYW4eqh93trDFmvBGk6TfQO+mIHPWNLWuaTiP0HojVTqX1DlX0i5fx0xsQip12BbVmTq1HB6kSNitMT/SKP1E1rkRTTFbiYpP9XpvJEDSNqX5/XLu+JQlHNia96iiYT3RzSJ3K5ekF33VhaeXiTY+bpIiKeoUDcgaUTg4fASlfqq6F2biHMCHybcGxr2d3pbZgg+JBOEFB2O1pq+8QTfnjkrb3hBKZVLs6axgUvnPomXvZZbk0kueeYp7v/4GQwqK+9SG5rcQkEHGX187J6RqNOocHz2Ic1sHF4BLMDHYzopPSsXLFaYU0ZSnEJcP5J9n5nZmS1Fdueha6n1TsZX2QdRvZwa/1IsPzMfLynOoE5cjwweSv0GavwvItiCwMfmTRLuvQCk1ceo58cgWrfMLNY6NZxe4uADEl8J0vpIgOwatHqH8k5ap5O2pmLzAZ7qh8tMrGxnme81UOVegCSYPtLqqnrsRaP4NlUsxmJtdkcmCcRJ6oNQITt2pDy2npvrzYXsfGn1MogUvi+jcW1KgAMmCMnIqFf05sYNuErlbrcaSPk+CzZu7PK8jhw5qt1aleW2zf9N24cvTJve5fnt1hKSBnkNLfIyUvI0Wqxv0mD9FsT2n6eb5bdIWl/DEwegGEx488Mg+EMEuw9pTaX3bSTrcuck9APE9b9y7x31LIKNue08w23A0S9Qrm/feTuNSlaWeptq9wz6uIdQ452Grebln6A1jv8UZf7vifv/AN2yXaYvxpOWJ+GKA7I7VGXkqLlIlmfnPbf2fzZZP6DBuglkP+rF70gzC8VAPCbTYN+IEkN22r7MjleizTELOljVwWj3lOkBDSk8H0JKE4RUzJzOpKmKxwte58rs8c5wfKX484K3eHTJYiwhOHfSZM6dMCkzpBsqz4UzZtLoujy8+EPQmpPG7cn3Zx+MyLLDT6PFWqeR4jgJ0voTrVNlXLdTHF9tyPb0SJQYgdStzqVGohiAtPphCYXQ9Vhe27lxkjj/w+N0pBVDkga/dQnwsAQaRyzAsqxo1Knh9AjHsWqpSl8C2bmYkk1U+pfi2/9AiyFYlkXMu5aEvjcbHe8TF4/SwF+QVvmO5y2bCrZRYQ0GlQna9BlCM7/JpbFtG6vAPauzdeGJs4iln0QjswvxQ9o6B4Rd1Nem1DhggpB2WSYIyXB2Jk3K9/n844+ypK429zAxsW8//nLMCTiW1SnOjfPncWub+Z2X7XcA50ycVLA8adfFtu2COzNtT6VwbbqMo9M4+mUETXhib5QYvsvlEbqOGv+zCLYCPpmBwT5YZFYtUPSlwboWX2R3WNIeff0jEbRfG9ZnJI3O9QhcqtxPE0QWt93LOy2Opsm6atfqooAMJ7oc6T5Btf5hu3Mag6AhvYY+fn7QokbQYl1O2jpzm3lLvRZHvwBI0uJQtBiIw0dUeueTCZ4LJp2UU+/cj6+rCxdYu8T1f5B6Db4YS1ocg7Rabe9MXdh6Pgn/7wiaceWBJMW5IGRRX5tS4wR/UJxBSKYHlPwgpEBBDyhQsAe0UK9WRz1duSdfx2n3NGM4O87pbJqEbfPX40/mr2+/yarGRkZXVfO5KdMoi8c7zXlk8Uft2sujSz7i3L0mFyxPPBaLZJ0WFceto0Z9HUu/D4DGoVH+EpxDd6k8CeYi2BxagkZjsZVG65dgDUHLsfie3ZpGOKTEhSS867M/2q3Dl5LVVHhX0ZL4Cw3+r6lUPwc2QDY6PqMyktYF7XrLI31tDGeXOZZVSYFnGhBlCCFwZB34bT+USL1lm3mL9Fwq1fcJEpdzHWlxFG7827SIqyhzfwak0PShJfZLpNUfP/vAnP/9S1KtLsXS8wALoT3SzEEzAfBIi8MQztRO1MV0kon9WueFRuDalBonULg3NNfciqAn1DigISllgpCiwulsmnLL4uv77Je7fsHnneV09B0Nl6m366LUOGXqTmTeQtgeFeoq6r3HW0OGdqI8mmaCwKOwNNV4eiJCCUDlpWmxzsWVe1ChrkGyKZdG4GPphfi+j5L7U2f9C9/zsFlAXPwPTRxXnoirBhH2JqJ+bQxn1zlJtQ9xxmGxNLdPvGIESXUAaB9XjkBTRmYL1iCIx8cVUzrMW+haarLOZ2sPvCKmn8ROvke9fRsp+ym0qkPIvqAlIkjrvkqV/2skG/G9CaTF0dj6jSwl4ynHeAHtvwQIYtxJg/o5yjqsaOrUcEwQkpFRyemM8RPaHTu9wDGjrpNkVd57gUbSQNy/ibh/L0I37BTXlbOytMyNPPPD3xdPbPt6uvJgPLFPqGcziCXuk3+iEHhib5LW10jKC1Bi6E6V06jEJeI02n8kJc/CFQeQEmfQYP8JRAIALapokL8EMju4aQTN4ot48sAOkY5+hrDzCUFQHVisygzLCxst+uYFKEm9jEr/EiyWI2nC1m9Tpv5cYEZzsJ+9D2gq1A27VgdGRpge0DyZIKTocHoq7y9M24eYZfOfpYuRQnDOXpM5dez4DodVo1ynxcJR3ijCCuZVJtSdgCau7qYpdiuKmh0qj7Am0qh+RoX6JYJaFCNodn6GEJXb5bixL+OkXkKTzJZGkXQuy+tdKOY6NZxi41STti9DCIGbHQbPC/rR+9MYewyhVuLrviAHILaRt9SFxvQz0oAlUnjZ37KwDZb3IhnHtbWnte3WsuF5zZlzNJLaXHBL8dSp4RQ6ZoKQdlEmCMlwOpvG833Sfmb+Z6CldbVsbGlhbE0NA8oyi5G7vk9LdqhjbXMTKMXYvv1y6aJSFyXJ0S1U+xdh827mLfk/gBpJC58iHft6YY5WxPW/sPXbaPqQlJ9EicH55dEekCTm3oUlN+KLPUnLMzMPmqxD0wctKvPSSL0GR/0X7bfg24fhy6ndXxeGs9tydiSN1Cup8YNguFZlevttGpy7UWKPdhzHvYNyfWNoXnRGLeKTJPQ/c1MEMiSdZUo8JtMU+8t2bdhVuwzHBCGVvEwQUrQ4HaW5e9FCfvv6q7hKUROP8539Z7Ng00buXpRxZBwp+enBh7KysYEb33yj3TBTuW1zw1HHsd+QoZGpi9LklNEcvxnhvYLU66lQ17T9xmLLzaShIKfMv5aEfiD7wymI+Y9Tb9+OtIe2lkelqEh9EckKUAJ4lJh6DqmXINmKRpCUX8KNfTFkwx6kxAUIW0SwTg0napwdSSPtMTTo31CpfgmsJ7OPkY+mH8nYVSBHQhuOpd+nTN+V53xqJD4TcGMXkfI/g2QDyAEk0lcT45Xst0/h8A5l3jWknO8ipIxMne5unEDh3tDcXbQIekKNAxqSUiYIKSqctmnmLl/Gr159OXdOXSrVbm92VymueOFZ/A46/Zs9j2/MeYLHzjyHhGVFpi5KkqMkvj4AtKKMv2Z3Ggqe/n1cPRGtdTuO8jaR0A8AhM5vIOb9i5T4cu48x38CybK83iJbv5GbHyrQlKk/47vjQRxSGnVqOJHjdCqN1iT8W0moWxCkcZlOvfgJ0uqHxkIi0Vl2juOlqPQuQVBPvhTQDP4HeGo8UIMlLJrklTjqVMLzTOPqQVzvADzriEjV6e7EAROEZGTU7XppzartnwQdOp+BmjyXFQ1tb8pGPS7dkl0kXtFo/RJN63C4K44mKc4omEzQVPBobnej4Iiup9DtL783yMbWb+1E4Y2Mek5xnqBM/QlBGgCbd6jWP9jmzmCSDUg2hR7SWqe6WKyi0rsIoWtzn1lidXZ+KKHzLSy9uGuNMdqtZHpAQzJBSNHhaK1pSKV46KMP2JxsYUty+1vVdVYDyity+UWhLkqNY6Xvolz9HoGPoi8t1q+p5X7i9kq0rsTTI7Cz388cx/eJi2cQvIuiGkFj7sdV4ONbB2BJH9v9B7ZeiRYOZHdoCVb4bDsPDhTIvrlyRblODSeanM6kiXsv53Ycgkx7d1iAJVN4fqwgR8i+aC+/zYvc/wpBA3G5EFceiiVdhLe+3Vxs8EEOy+thi0Kd7k4cKO4gJOOAQq67O/gf8if7ep6HzM5zCR9r+7rQsXC3eBDtaDi7xvF9nybX5XOPPcLy+josIfA66NnsF0+wJZVECoHSmk9OnMxDiz+g2SscNfqZSVMYkEiglIpEXZQah/TLVKjrc28FdZSlv0nKehBXTw4O4qbTlFkvYnmLUGIAjv8BCf/h7NaFHhAD0mhsWuRXSTObqtQ3sJlHpudToRiemeOGi6aKtJhJXD+dZSgUg2jRp4CIdp0aTjQ5nU2jSNB+33WJ58mO264uJyUvIKH+mue85jG0A2o9Fe7XsUJLowUPa56YSUocC1l+FOp0d+MEjqvv+zlnFjKOaNDB1psyDigmCClqHMuyeGjRQpbX16GhQ+cT4M6TT+X1NWvYlEqyV99+7D9kKJ+aPJXfzXuN+Rs3kPI9EpbFmJo+nDJuT44bMy73sBGFuig1Tly8jcbKrjfY2htjsQxpTc9xqsQfiXt/z+2V3bqMTObmq0nTKC5Dxc7AVxJHvYbDG9lWkS0fq2myfo4npyLkAISwcdP/Jibexdd9SMlPYNn9Il+nhhNNTmfTpK2ziXv/zW4Em4lWT8lPYzuJbXLc+FdwU2OJMQ9HPY6guXVhfDEKT+5Lhf8DJGtz99PM2rmjSNlfJC0OQ1qxSNXp7sYJFO4NDdTbzicYBzRPSpkgpKhwNjY1YwmJp7e9LIVSiuPHjM1dP9/3GVJeztUHH5r3kBE8YCil8soThbooJY5PJRTqjaE6x5F6NXH1d6DV4WwviRQtuCqTl6Pab6kKoFUjSg4EBUIolDweV5yQKY8itzZjlOvUcKLL6UwanzE02H8h7v8DQRNp9iepT+tU21XyCDyOIKGaKeOxbM6SZvF/+MrG0h/mHgYheCBspEUfjhTRrNPdiQPFHYRkHFCjSMhTivmbNtLoppk2cBBTBwzMcz7bbrAohWBAoowBibIeL6vRzistTySu7kGyjsxV9UmLk1Fij1zIkNCb26ULrn14HpvHpNznNh8WWE8UXMZ3tQlGRj0uX0ygyboy96C9I3L0EyHnE8CnQl1NSjyEz1AkG3ND9BqJL4btVBmF3krCvwNLbcRjIil5LiYOeveWcUBDMkFIxclJeh4XzX2KtzauB6DcdrjhqGM4f8o0bl24AIAKx2HW0OHMWbEMgP6JBNcefhQxxymY98q6Wh5c/CGN6TSzhw7jiJGjI1EXpc6RVh/q9d8o5z5QG/DkZHz7NPBDT/CMRvtxIB0aeic3/1MjSNlfxWM/7GDoSVugM3M/AwnAcoai6NyOLlGtU8OJLqcn8nZYhMbOjSZkNqttxLHWk+QyHO+raBrJfGPKaLEux7Z2rDxCN1DtXYBgI2iNwxxsvYAW5/+hIZLXJgocKO4gJLMTEmYnpGLn/Pntt/jbO29nY5Yzz8z9ysp47IxzWNfYQL3rMqKqmnLHYVNzEw3pNMMqKnFCX8qwVjc28NnHHqElmKytNRftsy+fmzq922wwnK7lCPd5qvWVCJIAtIgLSMqzkaxGMQAtBualddQzVKnv595nenLGU8tfsR1nu+Up5rownNLk9FTeCXUXZeqPbZZkEtRa/0GLGoTeSEy/gBACVx6CFoN2uDxxdT/l6tp2K01sFbchnIndYpfhFP9OSKb/m/wgpOB18MQB5F204KnCtu3c+cHnhY5ZlpW7yE72h85wdoyzpK42O8E+IwVsammhyXUZVl3DxH79qYzHsSyLfokyxvXrTyybV6G8//7+e7R4Hr7WuXVB//j2W3jZXu5irgvDyd6yYodS7zxCY+xWGhOP0mJ9Ecvph5KTQQ5qx/GsI0ja30QTB8AXk2myf40Ti3WqPMVcF4ZTmpyeyttzPoFiVDZ8KXMsZX8VZB+EEFjOUFLydPzYWQhryE6VR9JE20h9AMdORfLaRIUT+DDh3tCwv9PbMkPwIZkgpOLkDK2oQAhBuLO+0olRbtt4nrfDedcmW2jb8e8pRYvrYoW+oMVYF4YT5lSi9ESEEoDaLqfFOodm6yyk9NFkbuxqB9pPcdeF4ZQip0fyVgm2ij+R4DEsUY/HFDxxYJeWJ6X3JZHtRshMl5GZpc/80Qir/Y5mUbg2UeBAcQchmR5Qo6LXeZOmMqKyKvfeEoKrDjpkp5/g9h00JC/O2hKCsTV9qMz2hhl1gXSahP9XKr3LKfN+idDrujEvD0c9Tdy/G0fP2/a5QoAw19nIKE+inKQ4k6T1RVw5u8vxnphMs3UlZEcgNANotK5Di4ouz8soOjI9oCGF50NIaYKQioXTr7ycO048hedXr6Y+lWTW8D0YXV2z03mftddkltRu5d4P3wdgeGUV1x5+dGaoqMjrIhIcranwf4ijXgQ0KAtHPUuDcyfSHtAl5YnJFTj+kwihsNQ8bP02Gkk5ihbxKYSuRvuNKPsg0tYMAGy5Cdy3sWQfPDkDpeUO2VUS18ZwIsUpBRvQHnH1EDbLaRZfQsVORNMfpTV2dmQrknZFgAMmCGmXZYKQSo/jKUWz51ITT+S+ED09Ob/RdWn2XAaWlaOzX/ad4RRLnRYLR+pl9PE/lXdMI0laF9Kkz9nl8ljqbSq9C8nMBtaFd3FBABKBT5P8DorBVKrv5vbLdsUMmuzf4vlWj7Y5wzGcYgtC2iWObiLh34bUK/AZSYv8LIR7NbWi0v8ODi8BFuDji71ptP8Awi5eu0qEE/yBCUIqWoUn5QavgycOMEFIXc25/8P3Ofyeuzj6vn9w+sP3s6Sudoc4XWVD3/JyhlVVY0kZ+TotJo7MRqbnSwAtXVKeMv/3gI/Az+7cUig3jcBHA+Xqt1SoKwE397mt3yKu/ll0ASGGYzjFkHenODpFlfcV4upOHP0sCX0n1f5FCFqdprj1DjFezH4fPQQaW88nxkvFa1cJcQIfJtwbGvZ3eltmCD4kE4TU/Zz/rV7FNa+9nDu2prGRC596nH+deia2EJ3mlEJdlCxHjcJnIJLNWQcxEyTkMnungsbalkfojXm9nm0Xlw8fy/yfQpAiXxKplu5QeUri2hhOpDjFbEOcl7H0h6EzNDaLkP4r+OKQzBF/K4Wk1Ra01EVpVylxwAQhGRnl9Nr6tVihJy+lNRtbmlnRUN+LpTLqUok49eJaFCMB0FTQZF2FL6d0Cd4T09GhW5fOc0Hzn+qDzzS06SnVKDG8S8pjZLQ7StDUwfHm3GtfTERj5757me+hxBNdcy8wirZMD2hI4fkQUpogpO7gVMXiBYdMq2KxHeKUQl2UNmc8TdY9eG4zjlOeWX6li8qT5FIsbzW2XgCAEpNoEl/HttKk1R6UqZuJ68ezqSUav90KhEpMIGV9GluaNmc4xcspZht8tQ/ajwEuAp192IuhrOm5NNKqpFl9k3L1OyAF2CSdKxDWxC67HxRr/RQDB0wQ0i7LBCGVDmdzSwuf/s/D1KVTmS8ZcNKYcfz44ENLa3K+4XQvx00Ts9cCGsVIVJu7mNTrEDRT5X8Tyaa8z3z60+A8CCJm2pzhFC0nCjbY6hXKvR8iqUPRh0b5Ezw5E7SmTN1Emb4jkw/9aJKX44r9kVbrknrSfZyEeBFNnLQ8E5cJRWFXqXCCPyjOICTTA0p+EFKgoAcUKNgDatt23hyLoKG0PRZ+mnEcp93TzO7GGZBdUunORe+yubmJ6YOGcPbESQCd5vS2DYbTRRxSxN2bcfgAn0G0WF9A2kPzOLZ6iYR+HKXBlx/HkwdkOLE4So/KTM4XAuW6uTQx9TAJdQ/oNEoMQugtuTmjGoFvnYC0EjtkV2Tq1HBKhhMFG5R9IE32k7huHbZdja8UAoiLpynzM84ngKCWCnUttdYDOY7j3kWZvh6tJSCIqceot25COHv3ul2lwgkU7g3NXZMi6Ak1DmhISpkgpJ7g9I8nuHTf/XNfLK0zO2TsCKe3bTCcXeR4LpX+Jdh6HgKFhYXtvUADdwJ98H0fy/svVfrHrfM900/QZP0SXx7WYXls799U6F+07riiwWc0FssBQVqcQIv8MjpbRtPmDKeYOZGxQVTgK5VLI5mHxkKQeS9QCDYhWY/vj0ArRZX/l9xnkJkbmlB/p9mfUjx2RZwDxR2EZBxQIyOjbpXQ6yj3rsHWH+AzjBZxGQCOfr31HHwkW4mpp0jKTwBQrm/NOpKtvZcJ/1ZceVjBfBz1DOX6dznnk+z/ki1sFnMzN2AspJAZz9TIyKhbpOlL+7A/gaYqFBbY0iaVQujGHimfUXHIOKAhhedDBD1zJgipODmlYMNuwXEbqfK/htDrs+t2bqXKu5AW+/u0l0DKdC6tdJvbxLdrJLUIIYjJD7HU2yD74ssjsb1HqVQ/LxjgBmDZcdPmDCdynKja4Mmz0amHgc1kNoTwSFufR4tqbMtCS4nnH4CtX8v1kgK4cnZR2xU1DpggpF2WCUIynGLJ23B2jGOr16lWF+cdy+xdtAeSlUB2qDyTI/XW3/BFJhChwvspMR7LOaHZGdm0yK9Spn4HCAQaj4kItiLZ0C7aXSNIik/RYl24S3YVU50azu7BiboNQm8hrv+F1LW4Yh9ccQSEnSFdS5n7PWK8iUaSkmfTLL4OonOBMVGvn57ghAONijEIyawDitkJKWqcUrBh9+EUetrWWKxEkD9UnpRfQDiTcxxX7t9uhU+BR5n6Q/Z1xiW1eB+roPNpk7bOJ2l9xbQ5w4kcJ+o2aNEPL/ZlWuzL8KyjsLNpAo4WfWiJ30StM5eG+PO48ctAyKK3K0qcwIcJ94aG/Z3elhmCD8kEIUWHUwo27A4cLabiMwLJmuzWmBJwoN3ORODqPXJpfd8HnWh3DrTOCW19n80r77UgKT5NUn45y2wtk2lzhhMVTinYsH1OAl+B0P4ucorNrt7nQHEHIZkeUCMjo+6TiNPo3IgrPobPUFxm0GhdlQ1IyCjYpSih/0mF9/3cAvNpZuIzFI2VPc/CZzCaRJvdj7JZ5XiStDiNFvmFbjfPyMjIyGjnZHpAQwrPh5DSBCEVCyfpeTzw4ftsTLawZ00fTtlzIkCkbNidOdIeQtL6f7kRBq0U+DGCXtDAcXR4F/QiHP85mq0/k7Yn06D/RLm6EakWo+VYks5FCP8DKrzvUagXFaDOuhfpjAATEGI4EeeUgg3dylE+jncXMfU4Wtmk7XPxrROib5cJQioemSCk3ZeT9Dy+9ORjfLB1C5aQeFpx+vgJXDH74MjYYDhtOJZLH/eIDs/P9GAeTZN1VYcc311HQi6gzL8WQR2ZgCSfpDiFZut7O1aeTthV9HVqOCXHKQUbupsT9/9KmX8z0DoFp8n6CSlxdK+Up9g4wR+YIKSiVXhSbvA6eOIAE4TUm5ynVq7g/a1b0ICnM1++Bz/6gGX19ZGxwXDacEQZSgxrXWC+nTRSpLfJsWNDca1jaIrfTdr+LGlxPC3292ixvtstdhV9nRpOyXFKwYbu5sT9+wgUrKYRVw9E3q6u4gQ+TLg3NOzv9LbMEHxIJgip+DibmpuQQqDadNRvam5iVFVVJGwwnPacRuvnVHrfyPZe5gcQCTRpcUh7jteCo57A1ltxmYS29sPTNfjyqyhU7jvaNuCoq+wq9jo1nNLjlIIN3ckJf9chuIe4hdNoF+G+hVRpXCYDVdssj2QDjlqEdvvgq8kQctiiUz/FHYRkHFCjotbeAwflOZ8CiFs242r69FqZjHZdvphIvfMAUi1CoIj5dxHjVSBOi/wcaXEiZHu8hV6PpZZTrn6PxYeApBxFMxeSsj7Tq3YYGRn1ntLieOL63lBII6TlCe3OE7qWKv/r2CwGwGcgjfoP+OxRkOuo56jwf4DIOrMpPkYDVwPF4biViowDGlJ4PoSUJgipGDgHDBvOxTNm8rs3X0cDZbbN/zv8KPpXVOxy3koIWjyXcsuORF2UHqca152Bbds0y5k0a4Vl2Xi+nxlG8n3i/t2Ueb9DoEO9pBnHtEzdiO+cArK/CQgxnJLklIIN7Y5Jie3dh+2/jBblpPQn0faknSpPWnwDXElMPQ5kg5Dss9sFIJb7N2KxLPdesoUK/2rqrZva26VaqPB/RNCTChDjecrEo/jWJ6JTz5YJQuoSmSAkw6lNJtmcbGFoRSWV8XiHaZ5evoyHFn+A0poTxozj+NFjC+Z713sL+cP8eXhKMbq6hj1r+vLSutU4UnLuXpP5/ORpnf6iRrVOe5Njq+cp8/6AoA5X7EezvBwtqjMn6TQWS5F6FVXqym2yG+zb8eUEExBiOCXHKQUbCqlc3URC3Z5dSk0AFo32X3foeyz0RhyxDCUGocSY7Zan2vscNh/mHdOUs9V+qp1dMWsV1e65bc61SYnTaLYu7bBMxVbPUpogpEgoPCk3eB08cYAJQioGTt+yMiYOGEi543SYZs7K5Xz7+bm8tGY1/1u7hh++9DwPLfmoXd4vrFnN9W++jpf9Mi+vr+PJlctocl1qUylumv8m93ywqGjrIuocS71NhfdtJMuRbCWmn6ZSfRcBOHIdNf4nqfE/v03nM7N2qIW29ugRu4q9Tg2n9DilYEO7Y9ojru4CMnO9M5tKKOL63k5zEmIOffwzqPS+QbX7SRLedTjb+Y3WcnhuPWHIrLShxJCCdikGotsNDvsoMSw69YwJQoqcTBBSdDiF0tyyYD4A4S792955m1PHjs/j/G/NKmwh8LKMQkMAjy9bwrl7Tc6l+WDrFv40/022JFuYPnAQX5o6nYpsT2xv10XUOBX6SUAisgEEAoWj30L7GyjzrkCygc4oLY7EV2U9toNKMdep4ZQmpxRsyD/m5r73rdKgmnPnbYsj9BbK9I8JBx8l1D9Je/uirEPzyqO8jTj+EwjSJOUpVPAWUEum19WhSX67A7vKaba+Rbn/S8j203pMoVmfirWdMhZPPZsgJCOjHlXK89odS/rtj1U4TkGnMywn9AVd0VDPFx7/D2nlo7Rm4eZNLK+v59rDj9rVIu+mKjzwojVYvN9uq01ou80mgE3S+nyHOdjqTRz1LIgYLfoEfDFyVwttZGS0qxJluGI6tn4n7wHUlQfnTrH0+9h6EYqBKD0bobcQV3NROo3WfRDk39M1Frb+CJ9Dc8ekXkO1/8XcGsH4giZxJUK2oJVLmtkIOSJz0ymgtPw4SuyFVAvQoi9JdRAIp+vrYzeXcUBDCs+HkNIEIRUzp1CaY8aM5eb5b+acSwEcPWpMLm2gsyZO5oEP36fJddEaVMgdDdaSO3fipFya/y5bipt1Psl+/sKaVWxKJRkQT/R6XUSN4/onEFf3oZEIFBqJK2Yh7cFoty+wOW9Pd8VQXLE/NkuQei1KDCJpfwMtxmKLOhz/MbRfj3IOIm1NwVFPUeFfCVigIc49NFh/AmuyCQgxnEhxSsGGtsdS8WsQqe9j6TcBh6T1eXz7JCwpcby7qVDX59K4/gFY+n0E9WTuzoUeXn2whiGEyJUn5t6MoCEbHa/RCMr0H2lyHsn0JnbCLsRkUu6e2Lad6/mMUj0Hx4J6CV4Xw9B7IBOEhAlCihqnozSeUvz2jVd58KMP0Fpz4phxXD5zFrHQlzPQmsZG/v7+u9Qmk8wYNBjX85izagW2lJw9cRJH7NHaY3bDm69z96J38dt8Ve4/5XRGVFWXRJ32NMdS8yjz/4TQW7NBSF8HUYajnqFS/SDIJUSJ0WjfgC/3yXEcawtV7gUINpP5YfJpkj+gXP0Jwca8veFdDqbRvman7YpCnRpOaXFKwYY8aRewkcH9WLt4nsZ2YkBmubVq97S8JZUg8xAaHMv8G0eQyj3AumImdfwa20nk0lSk/w+H+W04Flvt57veriLmBH9QnEFIpgeU/CCkQEEPKFCwB9S27bw5FkFDaXss/DTjOE67pxnD2XFOR2nilsWl+x3Atw44MDdnpqO8h1VW8r3ZB+c4Qgg+NWVaLm/XdXNpDt9jJHe9tzDXNiwhGF1dw8iaPujQ3Joo12lPc7Q9kxZn/1w9i2waHTuaencQlf5PkKwIOZEu5f41NNn/zHES7h0ItmZ/nHw0UKF+DfiEn/EFCsFWbNvu8jZXTHVqOKXFKQUbbNtGe0up8K7A5iMUFaTkt3GtE1DKwYmJHMdW6wo4n+Qdy3yvUwD4Yjpp+0zSHI4j88vji72w9YLcdB6NxGd8UdZPd3IChXtDc3VZBD2hxgENKXBEgtdggpCKlbOtNOHe7K7Ie2r/AfziY4dz3RuvUptKMa3/QH44++Dc/KHerotS4Vj6A2L+f0GnkKxp40RqpF6XY/u+j9CbCPeSZs5PkmYGDm/n5phpBC775KXt6jZXrHVqONHmRN4GL0m1941cYKGgiYT7I1w1GC2n53E0w3K9moEyU6JEO8cUwNZv0qwuREsL3/PyyuOKLxLTTyDYmj1bkRKHF1/9dDMHTBCSkVGXyleKBz58n/e3bmFgWRmf3GsyVbH49hPugo4aOZojR4zKPYgYda1sPZ8afXF2jE3n/QgF8hmW994Te+HoZ3LvNRLFUBrEj6jR38qt+5fmYzSLz5s9TIyMelgWy7FYl3ufcSgtHP0yPtPzztViIM3ycsrVr3IOZ4qjsFiDzXsF+ZJV+Expd9zhFWTO+czkW67/gqtPAfrsqllGXSTjgIZkgpCKn+O6Lle9/CKPLV2MJTK3qSeWL+XOk06lMhZvl0ZKybqGBhzHpo8TyxuWj3pdlBKnzPsrYcczHPUeyHXOzT3N27ZNWn0ah0U4am42TV+a7F8ixWCa5R0obzWWncBT/bC6wK6o1anhRJ8TdRuErKC9NEKW535bw5yUOg1tzwT/fRQDkbI/KX8DtlhKuf/r9ihrPAJBXL6D7T+PEAlc+xQkS9FYeUs+CXwcuQYt+hdN/XQ3B0wQ0i7LBCEZTqAldbWc++hDeccE8N0DDuTMCXvlpalLpbj8uaeZvzEz/HPQsOH84pDDKLNbF/ftDRsMpz2n2vsMNkvy0gVOaOYGlaDeeQAt+uVztEayAq0a8RkDIsH2ZAJCDCcKnFKwAa2p9L+Pw3NkvskWmgoanLvQYmDHHK0oV9eQ0I9k3lJGmkOJ83ju3KQ8G0uvxtIfINgIuTEOG5fpOLya9xCrEdRaD6LFoF23q4CKkVPsQUhmJyTMTkhR4tSlUu2unxSCejfdLs01r73MO5s25s57ec0afv/WvF63wXDaczwxM7vkc6vC73z644iP2nMsC2GPxReTsJ3KbrMrinXalZyGzY3Muf0F/nPTHNYv3dTr5dkdOKVgg+04NNk/JSm/iCcPJiVOpDl+O8IavE1OnP/mnM+Mkji8SL11M83OL6iXNxBXj2Hr/yHJ3OMFfrbHM4XDq7mUQQ9bs7wIyxlWXPXTzZzAhwn3hob9nd6WGYIPyQQhFT9nfJ++VDpOZg3PgKE1+wwYlDsvSPP6+rV5SycpNK+uXZN3XpTropQ4jXwZyTJioR+OQJndoldTlv4mDdafQQzCVxJh9e9Ru6JWp13FWbd0Az888VfUb25ACMHdP32Qb931NaYeulek7YoCpxRs8JWkic/lhpallmjlb5Pj+IvQ2LlF5zPbdjbiqwp8OZUY9wGNubmi+QGLrcoswTaDpPU1PDEJUYz1040cKO4gJNMDahQpVcViXHfE0VRnt8G0heA7+89mn0GD251bE4vn3Ywk0Dex/SFao16QSFAvfoPHmIK7VGWf2anwv0Mf7+P0UydT4V6C7T+PVB92uKOJ0a7rnl88TOPWJtCglcb3FX+5/O89kveq99dw7fl/4orjfskdV95Hsqn9CIhR6UmJAdAmEFEjUbqChP834uoBCm+i3FYaTTW+nNwdxTTaRZke0JDC8yGkNEFIxcqZOXQ4T5z1KTY0NtK3rIxEdsiibZqL9p3Jt5+diwx5oV+dvm9R2GA4IY7UOGoOknWkrc9R5v0McGkvhWRL7p3Dy8TUy6AgJY4nZV9FMA+sO+yKVJ12IWfjys0ov9UZ0EqzdV0tlmV1a3m2rq3jB8f/P9ItaZSvWPzmMlYuWsP3770YIUTR1E93ckrBhp3hpPUnSHhPIFkKSAQ+LeJrVPErHPUigfMZnice3qo3b/qOnFQ0dvU0B0wQ0i7LBCEZzs6meXvjBp5cvgwh4KQx45jYr39R2GA4WY6fptK/nBiv5tYA9BmMZGPeUkzh7VU7UqP8AWl54q6Vp5QDQnaAs3LRGj54fQnV/SuZ//RC5tz+PMrPXAVpSUZN3YOfP/m9bi3Pfb/+N/f/6tE85xfgNy/9iGHjh+yUXbtSnmK+z3V13kXB0S3E9eMItuKxN0r0p4//qTxWdqsYXCaRtr+MxqXC+wmSWiCzBFuj9TMQHfe1RbZ+OsEJ/qA4g5BMDyhmJ6SocbaXpsFzeXr5Mjyl+NiIkVw284AOOeubGnln4wb6xBNMGzAQJzuZOyp1EXWO7T2Tm/cZOJwW69GUo2kOvqF4jMFiM1BX0AnV2DhiCW5o0n1PtrliqtPOcpItKcrKnXac5+95mT98/Va0ytz/Js4ax+hpI1ny1nIAagZW8fU/XtCuF7Kr7VJe4R9bL73tXc6KrZ5Nm9tJjijHtz6R40h3QcH2IPCwWUVSDAFrFE32Q2h3EdKqxlWjdou20hEnULg3NFdvRdATahzQkJQyQUhR4XSUZlVDPV944jG2ppII4Pp5r/P7I49h+qDB7TgvrFzB5c/OIZU9PnvoMK497Chi2afEqNRFlDkx1rfb/QSgSX4XdD0AnnUIlnqPSvV9oKPeUB9fD+pWu6JSp1vX1/Gvax9j4+rNjJ4ygtMvOQEn4eQ4C194n5suup0ta2sZMKIfF930BSYeMA7f90k1p7npm7fnnE+AD15dwqevOoPP/+Ic0imXcdNH4ZQ5eWXqDrtmHDuNB697DCGy2zVaksGjBzBk3KB2eUf5ehVr3kXHUaPxGYBkCwKVN9QuqCfhXU8Tv0KIOEpMQ2iBryJgVzdywAQhGRl1i7TWLK+vY9GWzaT8TLTk7956g/p0JlBBA0nf48Knn+B3b76eczQB1jc1cekzT+Ude2XtGv75QeEdN4y6Rx4T2g21ayw8OZ2kOI2kOA0tBlOurgcyPzhto1wBfPYiJU/tuYIXqRprm7jy+Gt46vbnefOJd/jX9f/lmk//IfdAvXHFZn71mT+ydX0dAJtXb+UX59zA1nWZ91vWbMVL5/+QSVuyYcUm9pw5lskHTSBR2TOBfGOnj+Sy275CVf9KpCUZsEc/Lrn1/7Cd4vjxNOphiTj14loUIzJvwx/hY+lVvVMuo52W6QENyQQhRYeT8jwuf3YOL6zO3HSqYzFmDh7KWxs25C29BJDyfe549x2W19fx68OOotHz+Pzjj+K2mU8jgKV1dXlPjFGoiyhzXLU/KfF54v4tQSqa5A+Q9lCs0BO8dGvz9oMWgM9oXPtUtOhHizoM2y6HUJrdMSDklYffZPOarbluYq00C59/n6Vvr2TizHEsevkj3GRrgJdWmmRjig9fX8Lsj+/HgOH9cOIObqr1HN/z2WPisF6xa/k7q6jf1IBlW2xcsZnfXnAzVz/+Hcqrynq97fYEpxRs6FrOnjRZ91KW/CI2C3M7HWksfDEey7IiatfuGYRkHFDIdXcH/0P+ZF/P85BStjvW9nWhY+Fucdd1c86s4ew8x/d9/vr2W7y4uvWJtz6d5umVyzsMUtHAs6tWsr6pkedXr2JzsqXgOcMrq3JlikJdlAKnSXyJFut4pF6PL0ahxUBow/GYgs1boR8ciSsPIik/mTlJqG5vcz1RF7vKaW5oyQ1Zh5VqSuF5HvHyGIUUL4/hui6JygRnfecU7r76wdww/D5HTeWITx/crjxuykVaEsu2usWuLeu2cs81D2eOe5njaxev58lbnuPjFx1bFG3XtLne4TRZV1DtX4hgU4bJMFrsb6IjbldXcwLH1ff9nDML5O4Rve2MmiF4zE5IUeNYlsXCzRsLrgK3vSUdPK1JhubThDWiqprPTJ4aqbooFY6WI/Gt/bGcoQU5jdYPUWJ063UUB5C0vtyjbS4KdbrPkVMybTvbvKUUVPWvZPTeI7BtmxlHT2PY+MFIK5NWWpIRk4YzetpIHMfhjcff5h8/+xeIzP3QSTh88srTcWKZCFrP9bnzR/dz3siLOW/ExXx2j4u444f35fWydMauLetqee/FD1m7ZEOHdjXXtrT7QktLUruhrtfr2bS53uUoMYKmxL00O7+l0b6eptidaDEg8nZ1NSf4nQv3hob9nd6W6QENyQQhRYczoKwcS4h2w+0AlhDsN2gIr65fm3dsbE0fBiXK2H/wkLyFywVQZtvcfOzxxLL5R6kudgeOFgNpsG9H6JWAg6cGI7F6tDzFUhfb4oyYNIyv/eF8/vSN23FTHlbM5jNXnUl5VRm+7+MkbH748KX869r/svqjdaxftpGV763m/yZ/i32PncaKd1ejlW5luz73XvMwl/ztywDcddX9/Pfmua3XRWn+c9Mc+g3pw8kXHtMpu164/1X++PVb8bNR7qd8/Rg+/aMz29nVb3gfKmrKaW5oyfXG+q7PuBmj8uojyterFNpcr3FUGR6zQIDyFVLqDjlCb0XqBnxvGL4S7dhFZVcXcsAEIRkZdbm+MHVvKmOxgg3Y15rPTprCzw46lMHl5cQti5mDh3DdYUcihWBiv/789ODDqMg+XQ6tqOSPRx1Hv0R5zxqxu0rr9jsX6RaEbi58fiBhocQolBgGRfD0XozSWvPi/a/iprNDc2mPmy+7kxXvrs6dU9WvkvN/cQ4DR/Rn04rNueNvPfUOW9bW5k9F8hUblm3KrcX5zN9fKpjvvCcKL5HTVlvX1eY5nwCP/P5J5j+9sN25sbIYl9/+VcpCQU8n/N+RzD51v07lZWSE1lSo6+njnUgf/xxqvDOx9JLeLpVRVqYHNCQThBQdzoiaPvzzpNN4bNkSltfXMXflcupSKSwhuHTmLGYP3wOAE8bviee1XyftmFGjOWHceFo8j3g2v6jWRWQ4fppKfT0xPzOvz7U+TqP+Pyr4NTH938wx/0AaxE+w7Jqis6un8t70/9k76/A2jvSPf2ZXaLZjjMPMDA000KRtmsK1SZnhileGX3tlvsKVr3jlXhmubdorBZqkSRpmBoccO7Eds2VJuzu/P2StJVtOnMaJJVff58kTebTznXnfGe2++8688+buZ+G0ZWDAwBP60LZ7dhDPhoWbee2mD8jP2UdWp3QmXzOBgl1FOOOcDJzYl+W/rDGvl4ZEGr6zPTs9ek4Qz6pf12EEHLdkGBLFUt+w37kul5uG3sfdn95U7zs/Kkoq+efFrxKT4OSU646nfe82IfWTt7UgyPgE37L6znW59Bvfq55+eo3qxmtrniJv615iEp1kdkgP+h1H3G8gTOdcS+WxGdNw6p+bdQWFJMg7KVO/aPL+WMUWVGMBhnSiqSdgkNDs+oHwDkKKZkIimgkp0nhC1dENg/3V1cRaLDgsjXuvagm6iCQeh/YKduMDM5pdItDoiYX1AWUANjR6ItiPShEaXahU7wUlC4tcjJDFCH0LFqUEXbTFrZyHIe1HVK6jpdNd63N54JR/mjnPLVaVuz+/iR7HdAFgf34Jt418EHeVB2nI2hcnVQEpcSY4qSwJ9iSrFoUTrhjHxY+cVduWbvDXbrfhKq9uXL9VgTPeSVxyLHtzCkJfJGr2qlkUHvv577Tv3caUy4+8rXu5dcSD9ape/+pljJo6LGznbnPwtAQZ/jCPlFjlPFR2otMOrxhVb9WjMTyx+mPY5I9m8KIfxeq3SJHaZHJZjZnEGffX/CUxSKXC+o7ZRnPp2f8PwjMTUnQJnmgQUqTxhKpjtVjIjI/HUfMjC3cZ/ow8VmNGnaOUJBbW1TteSeDBwkpUdiGowsJa4vXriPf+lTjtVmL1R3DyMVbjJxz6m8Rr14P0HvU5dyR0+tHD/zWNS2lINK/Ou3d/avJsXLCF6gq3uSfS7z8wdAPDkFSVuUhIjTeDjHz74yTDTxkU1J95Xy5utPHp45dUllT5jM8aO8DmtNJ1cEeEUlMgff3QNYOf3pxVTz9zPv2dB0/5Z22AVE0f+47tweipw+vpRyAo2lOM7tWbfe42B09LkOEP8agqscZjxBv/h9N4hXjj/4iT//DdGw6xP1IkUxcSBUR808mlqsQaTwIGAgOBRGE/Dv2dZtez34YJ9IYG2jvNjegSfACiQUiRw9MSZPiz8UjsQdlL/J8Dy/yod8g0hUiK6nxfk7pTrsUqF6HpoyN+zhXsKgrKfS4NSVFuce2y80EOYZdS0rFfO6x2C+vmbSI+JY4LHpxC9+Gdg/qTuynPd3ySFtw/Iepvz63fCAhF0HVIJ25//1ou63hzvT64Kt1Bsq+YuYZXb3gvoCGfZ7Zjv7ZMvHSMORH8+lkxYy0vXPlvXOXV2BxWrn3pEo75y+CI/w0cKk9LkOFQeYS2BLv8n+9zzW/cZnxHlTwJTfQ/pP5UyjOx8T+gBN8rjU6VuBJd96KwESHT0PWkw5NLulEoJxg6Qu5tdj1DeAchRQ3QKKKI4qjArV5ArP6IaXDWptFrKL1mXTRsGQnKmqCHzY/OAzuQt3WfaYQqqkLHfu3M7/uP70VGh7R6hqofAkHPkV05/aZJQQ+gujutsrpk1DM+FVXhrDtP5dPHvzloP6UhcZVX44xz0HVoJ7Yu2272RxqSjPap3DDoHgp37yejYxod+rZBtSi1+z8leN0a21bs5LnL3jCX4AGK9hTzzKWvmYfhe6q9vHTN27Tp0Zq2PVo3Ro1RhCukB7v+BYqxHUNkU8XZQHDwp0J+yKoq+Wj0D/ldg82JVIp5hxgxDSHL0JTBGIaklTwNoVUjUXBxE27l7D8qEQg7Om1Q2BOQ1U2gi+5/nPNPgqgBGoDA/RCKEg1CCmeeliDDn43HK06mSjiw6l9ilcsIhs8MlQgEMsgglShIEhGUQMBe0VrD1Yom+raIOXfpY+ewc10u21fvAiCtXSuufekSk8uWaOPB727n8yemsWVpDhWllZQVVqDVRL0PP3UQJ187MWTbGxZs4aNHv6Jkbxkd+7Wl75gerJ6zwadnRXDVcxcy/vxRGJrB509Noy6EImpzxAsYPKkfqqpyy9tX8dKVb7H+981Y7VYmXTme71+bjtetIaVk7/YCCnfvD+lZ9RvGXz3zA6OmDkNVVXJW7gzK1gS+pf1Vs9eT1SmD+f9dzCePfU1VmYvex3bnb/+6DEe8ne9fnc7i71dgtVs57foTGXRC37D7DYTjnDtqPAo4vbdhYRng27NsFb9RwWsoqt3kkWp36mzZ9M0VtSuqUA/eH0Dom7EobjxKRxDpeNWrfIFCagnx7tMBD+DzsMbozyHV3njp84f1U2E8Rrx+M4JiADQxFLd6sbkMHg1CCo1oEBLRIKRw4JFS8sXG9XyyaQNeXWdSx078tU9/LCE2SYerDFGeRvKoKrHajVjkUgQGssYfWqnchd34AYUCNLog8KKwD010xyUuI8G4FpV99firlFupVs48onIdTZ3qms721bvQNYMOfdtic1jr8WxftYt7T3oSaRgYuu8WftxFo7nq2QvreTsBfnl3Nm//3ydBZQmpcVz5zwtwV3no2L8dmZ3TKdpdzOdPTGPuFwvrcXQb1olNi7ehKAoTLjmWSx49C9WimnJ53V5Uq8qsj+bxxs3/qVffYlMxdBnSc5ucmcgrq55AURTWzdvEQ395JqT+6kJRFboN60z3YZ345oWffIU1z9e7Pr6BgRP7hOdvIMzm3NHgsRhLSDBurFdeaXkSrzI2iMdhfITTeLnmZVTgUq6vzXp2oP5ID7HaXVil77gwg2TK1efRRVcArMbvxBu3BvFIFKrVG3Cr5x2efoQLVW4GYnDrHbBYa7OORYOQQiPqASU4CMkPvwcUCOkBtViCj/Uxo7HrlAW+zVit1npvM1EeH8/Xmzfy5JLah947a1bh0XVuHXpMxMgQ5Wk8j8v2JE7tGRR9CYgkqpRr0JRjMGynB/EIWUKs8RSJxuVQE65U7/3d0g0MjqhcR1OnQgi6DOp4QJ6f3/4VaUjT+ATfGZ1XP3sREonFYsFV4eJ/r89k14Y9zPtqUV2tUVZYwe/TlpPZMZ3E9ASkhHtPfAK3y1PvWoCkjETe3/kiNrvNHIRAuRSnL11xTJwzZP1LHj2btfM2sXnxNoryavPVC0Uw5KQBJl/Pkd3oO7Yna+ZuQCgCQ2v4oWvoBhsWbCZnxY7aQum7l//yzmwGTuwTtr+BcJpzR4PHolZCiKEUsrwej1u/AK8yFovYg9fIQrF2QDSiPw75IRa5oJabUuL0e6h0fOWL5bCk+Z2fAdcYSKUVwOHpx5KAlIN8/VHrH+vXHOPlR6A31JQ7DDyhUQM0ANEgpObj+XbLpqByCXyzdTM3DRoaMTJEeQ6BRzqpVO/DEIb52yKgnq7r6JqXRHkrFjYh0GuW52vhN70MvdRnEGlrsWu/IoUFTU4CstF1HUMrx8ZsVN2NIQah650iMiBE8+qU7i2jusrNyl/X1fMkGrqBp9qDxW7BXe3hkSnPsWXZ9uBNtnUw76tFqKpvb2Z29yzz+KdQWDRtObk3n0THfu0OKFff8T1Jb59K4e79vgw1qkKb7lkce85wjrt4NFKXvHnHR8z+ZAFIOOa0QVz00FSTByR3fvQ3/vfGDHI35jPn099DenUDodXZzyqlxOP2IqUM399ABMy5puTxKD1wYgU007MJCl7RGyMEj04WhtoGhbWo3m+QRgZeBh6wP4q+Pqh9gYHKbnStErDjNTpTzYnY+Qmf+aOji1645VggsudKqDKIBiFFEcVBEQ5vY1GEFxT2YqX2gSLqWFH+/aFWuQQpFeKMO32lUoL2EWXq60hSSZJXopKLlAInKpXiCd+5ghGEnJU7efqiVyndFzrYSlEVYpNiuGnYfSRnJXHMqYPYvCTn4MQSMzAod2PeQS6GiuLKg17jjHPwyA//x2dPTCN/2z6yu2dx9l2nYrX7thJYbBaufv4irnzmArau2M7M/8zjjVv/Q7/jepGckYS32ku3YZ045brjURSFRd+vwFXuCtmWEIJRU4cipWT+f5fU7lEFRvxlyMHlj+KoQYpMKpTHiTMeAKoAGxXKvRiiQ4N1HPrbOI1/m39XcwoueXeD1xsiDaSCfxOpBCSxQM05wUJQIe7ByxCsYhs6GXjVMwBbA4xRHElEDdAARIOQmo/nL527snzf3qDxOL1zt4iSIcrTtDyGtIDGQSGElRj9eXxH29esXODGqb+OVNuaUbU+r4tOrPYI5fafMaQM+4CQDYu2sH7eJv773A9UVzXsnZRSUlFciTQkxXtL2b5q18H1FhhU1Ihr7U4b7fu0aZRcSemJXPP8xQgh8Hq9IZcId67N5aHTnq0589Tgty9qtwnEJjk5957TGXR8P8675y+8fdcnIfs76MS+XPevy3yeX6uFRd8vx2q3cvpNk5h48bHIQxzjg8l1tHlawu84sMwrR1Fhmw6yCN1IRCh2RAM8iszBqdUanwAOvkMXx+OWQ0P2x2u9Apt7DlCIf59Ilfp/qBZLUH80TkHW9NFqsYaNfqJBSGGIaBDSn4Pni43r+WzTBjyGzkkdOnNZ775HJAipoKqKr7ZspMLrZWhmFuPatg87XUR5ACmJ02/Gij9YScHv0wheircACqLO5i6NbhikY+W3evtGS6y/gnCEdUDI2//3Mb+8O6fR3EcSsUkx3PrO1fQa1S3k95UlVbx1x0es/30LCa3iuOiRs+g3tifQsH6e/+u/Wfz98qB9rHWhWhSu+9dlWB0Wvn3pJ7Ys3R78vVXljfVPE5MQvO+02eduE/C0BBkOh8dqzCXeuDOorkRQpdyMWzmrQR4hS7HoPyKowiuGooteYSXX0eQJ9yCkaCYkopmQwoXnrB69+OzUM/j2jLO5btAQLIqCF5i1ayf/y9nKvmrXYbe9z1XFhT9M4921q/ly0wZunz2Td9esCjtd/Bl5LGwlzniYOO02YvgUISSVlifwKmeg0wFdGUiV+hB1IdAAb42B6oNEQRP9kGpXqFNukImixhySXEdbF/O+Wnzkjc9GOEJ6jOjKS8se4/V1T9NvbK+gPgauDj153r9Y+N1ySvaWsmvDHv5x9ovsWLP7gPpxlVcf0PgE3/aAV254l94ju9NtSOd6B/HrXp2S/LJmH68jwdMSZDgcHkOpPf/WD4EEtdMBeRRLCm7lLDTbFRhK77CT62jy+G2YQG9ooL3T3IguwQcgGoQUXjylbjdX/fIDOWWlANhVlWfHTmB46+yDtr22YB+zdu3EoqpM6tCRDolJ6LrOR+vWUuZxowc4/l9ZuYyzu/XAabWGrS5aOg/aVuLlXwEvYIC2AMkuKpVbqVRvRyq+ZShVnx/SbhJIdNJR8W3j0MRAvAzGaizAIAWVQgAkMVRaHjX7eChyHS1d/D5tKW/f+XEIKZsWfcf25KpnLuR/b8zkh9freytGnjGEa164GNWmmn3z/x8oV8GOIjYvrd1vKg2JsAh++3IR7fu0CVkHoN+4nqyate6g/dS9Ors354U8PN9iU0nOSkTTNGb9Zx6/fbEIRVU44bKxjDh9iNl2JPwGwq3t5ubRaUuV8jdijJfNui7OwCMHR7RcR5MHokFIUUTxh/DWmpXsKK8NuvDoOg/Mn8uPZ557wHrzcndz6+wZpqHyn/VreOP4k+ielMzG4iKMOrtODCmp8HhwWuuftxjF0YFD/hdfdGztEpOD/1IprwXiELIU1diJxBb6KCagUn0E3XAgsWAXK4k3/o5ExXfAvQ2X8leEsQ+b8Q2K2IZHnHJ0hDsEzP5kQXDKykNEYnoCNoeVwl1FHGxz1Rk3TyK9fSoXPTQVV1kVv37sO74mtW0K93x+E5md0s0X7wPBzAUfCFm/vLK0io0Lt2K1Wek8sAOGIcnunkXupjyQYLGqaN7QbaVmp9CuV2sWfL2EdfN8J2YoqsLVz19MTIKT7179hf/c/6V5/fr5m9F1g9TsFNbM3UBMgpMxZx9DfErcgZUCuCqqWT1rPV63Rt+xPUjOTDponSiOAKQbITx4GYIUVlxyCl5lBKpoTL7YKCIBUQM0AIH7IRQlGoTU3Dy7ysuCjEUJFFa70AFrzVtdqLafX7bYx+mvpxu8snIZx7Vtz9I6gU4CaB0XT3pcnDnu4aiLls6jaNX1jgoSSCyqho3fcOr3mHs8vfTHysqgeQF2UDuDEoOQkhjtqhpD1R8Nq+E03gR0MMDONCzKZqqtt4dVQMg3L/xIY+GIs5OckUje1n044x1c9vi5HHfhaMpLKnjwlH+yc10uiqqgaz7vSd3t/jEJMeZy37UvXcr5902hqtxFZsd0LFYLXq+3UXKltWtFr5Hd2LBwC4ZuIBSBogrGnHWM6X3J37qPB079J6UFvhdKq8OK5tZQVJ+R2nVwR257/1pWzVrPNy/+SO6mPDPo6Lx7T2fbih28dO3beFwerA4rJ1w2huMvHUdGx1RUVeXHN2bV08+nj31Dwe4iFFVBGpLvX53BU7PuJSbJ2aBcJXtLuX/yU+zbWeTTcayd+766hS6DOzbLbynSfsdNxiMN4vS7sBhLfJWlgsoOypSBqGpC5Mp1lHkgvIOQogYotengAm/QgZt9NU1DUZR6ZXU/hyoL9B74o0GjPI3j6ZCQyIK8PaYRqgBpMTGo1I5PqLaLql1BtoyBpKCqitdXLacurKrKc+Mmmpu9w1UXLZ1HiNHY5fdmmURFpyvSkDiNewg8PTrQ+AS/N9SNov2KppwEUgcq63hJDcATVGY3PqfCcxGqNf2gch1pXayZs4GvX/iBvTsKaSzOu/d0Jv31OKpdbuwOm+mtdMTaeej7O5j98XyK95Vid9r47IlppoGvqAqtu2bQpkdWUH9iU2JITE8I6mdj5BJCcMd/ruP9ez9j3YLNJKbFc8EDU4P4X7nhXcr3V9TKXpNqU9d8ndq8NIcty3IYe+4xjJo6hDmf/k5pYRk9hnclMTWe20Y/VPubd3v56c1fOfGK8WYfvJ76xyUU7C4CiXmQfXF+CV+/8APnPzClQbk+fuxrCnOLze/cLg8vX/8uzy146Kj/liLxd9xUPKpcj1UuphY6CnuwGjPwaKdGrFxHm8dvuOq6bhqzgPlC2tzGaNQAJZoJKVx5rujTnyV789lYvB8Au8XCIyPHHLTtAekZzM/dbe7zVIRgUEYm07Zurjf2PVJa0ToujuWFBVR6PPRITSU7PiHsdNHSeTR9HFXcjNN4HahGF32pUB9GlbvqRbdLlKClel+ZQFXcvt+wsKAbfVHlWtMDWvOrpm4qFpulGh0OKteR0EXhzv2U7a/AVe7iH+e85JOjkcciIcCoMd6cMY56/YlNiOHEv47HVVHNXeMfDZbZaePvn9yIalGbTK745Diu+9dl5j76Zb+s5sYh91Kyr5ROA9qza8OekCk4A1FRXMn+PSU8cf5L7FizGwScfM1EMjumBdeVoHl13rjlP0y9YzJ9Rvdk1BlD+eGNmcFe3hCqLM737SdvSK49m/OD2pKGL5c9HGaWnD+g50j8HTcVj/BWhZghAoUq3/0iQuU62jx+BHpDTW2GgSc0aoAGwH/z9H+GaBBSc/LE2Wy8feLJLNyTi0vTGJiRSarTedC27xk2khtn/symEp8nY1B6BtcPGEx+RQXz83JNj6oA2scnMOHzj3AH9OuWwcM4r3vPsNJFS+SxyV9J1F5GaGXotEUnHY84nmrxFwy1l+9aWU19SAzsCLwBueRVPAw0265QHyZOuxUL2wDQ6IKVLQEMCpIUPHo6iiobJVdT6ULXdf5964fM+nAegJlPva7xqVoUBkzsy9Ifgz2+NQI0KtPP0p9Wsnd7sFe1uqKa3ZvySGmddETGeNuqHTx1wcu+8z2lZOPCraiqgqIIjFAGtvC9AHQd0pGnL36FXev3mDJ+/+p0FDX0YS1r521k7W8b+b8Pr+Oce05D03R++3whQhGccPlYZn+ygJL8UrNNwzDoNKD9AWXI7p7F1uU7TCNUURWyOqUfVM+Hop9D4YmE3/GR4DGMLhjEIaiq+Y0DCNxyANTwRaJcR5sHwjsIKXoMUxRhDZuqMrJ1NhPatSctJqZRdVo5nbxzwmQ+nXwa/z1tCi8fdwKxViv3DR/JwLR087rJHTvz8/acIOMT4Lmli9i4v6hJ5YgiGBZjOTHa3SjsRqEMK2uxMwub/I4E4xpUwxcdbYjWuJSLAN+yvAR0elEunsUgvaY8gQrlH0EZVaTIoEx9nxLL15RzB1a2IANyKUkSqbA8B+LoB57N/niBaXwC6Joe0vP51pbnuOSxsxo8Lum7V345aFsel7eB8tD53psCS39cBdRuaTJ0A69Hw+qo1XVsohOb05d9xma3csNrl9OqdQrbVuwImWI0FPw6+/yp77DYLFzy2Fm8vfU53tz0DOfefTq3v38tscmx5vXHnDaYSVeOP2Dfz/n7aWR0TDP/dsY5uO7lSxspeRRNBSkSKBPPIkmtKYmhXDyELro2a7+iaFpEPaABiAYhRQ7PwerYgE7JKUF1UmJieO34k6jSdYRhsK28jO9ztoacC5tLiumdnhERuohEHjuz8B0eX2v816w9IAGn/BBdfQwAr3oDmqcfNmUzBqm4xSSEYqdSfxqrXAVKGl5jOJa6bUuJYmlNjPZRTUBSzV5vwKADhtIVS81eqKMZELJ99S5Uq4reQMQ3gDPeyVMXvMz6+ZtRLaGvrSiuNO9PDfWn79ie2JxWvG4NaUgUReCIc9BzRDezX009xja7NWSU8h0f/o3CnUVYbBb6H9eL2IQYCvfsJyk9EWesA4/bg8VmQQuxn7MhSCmpLKky+xTYn66DOvGvpY+xe2MeMQlOsrtloSjKAYOrkjOSeGLGPaxfsJnqymr6HtuThNT4sL3PHcm2m5tH0pcKZRqaVobFkoBuGKhHuD9WtRSn9xEschVSpFApbkTaxoalfhrDA9EgpLCH/009cP9Q3U2/0SCk8OE53LadigKKQqKt4fy/6TExEaGLSOWR8kCLLwYYpUhF1vIoo9CVY80rFM83xMl/+IxKHSwMoJznQdhASnSjFIhF00BQHuREFICg7JDkakpdJGUkHnQ/pKvcxfr5m31Lvw0Yqv6l+wP1J7VNCnd+fD2vXv8eRbnFpHdM4/pXLiM2ydnkcvkx7LSB/Pf5H3BXeTB0A0URdBvehZ4juqDUyaSU1rZVEM8p107k6xd+9EWuS3nQPbFCEfQb39O8d9ftjyPOQYf+bc0Hub/8QHLZnFb6H+c7dD/wvh9p97kWwaPrIGJ9/x/p/kidGO8NqGz3vRjLKuLknZR530DWZFMKO/0chCfcg5CiS/BEMyFFGk9Ttd0hKZkzu/WoNx+Oa9eeoRlZEaGLSOXxqifhO5/Th7pmhm4Z0TCPrCROPhVUy8JKYsQ0LHI9SfoZJOuTSNaPxyGm4xXD62RJEmjqyEOSqyl1cdJVx5FVc8bmgSBDeBEDYbVbGtWffmN68dKyx/ik4DWe//1hugzqeETHuHWnTB798U4Gn9iPTv3bM+HSYznnztPYvDgHj8sbkmfLku1c2/dO0/jsMrgjJ14xnomX1L50hMKQkwZwySNnR+Rv4GjOuSjPwXkUdmNhq7kqI2rWTRz8FrFy+e8xgd7QQHunuRH1gAYgGoQUOTyNrZNfWcknG9ZS6vEwMC2dyR06BfH835Dh9GuVxk87tmFIOLF9RyZ37uLzokWILiKRR9V/B4x62xslArc4AxfnNsijyH016TeDa1q1j7BRjsAfQVuN0/sApbyAoBQbiwDwiuOpEn81x/hoB4Q4Yu089svf+ejhr/jlnT+ebtNqr/XqNaY/gR7AIyFXIE92tyxue+8aqspcPDrlOX552ydnq+xk7vvvrWR0SDV5KkuqePycF6mu9AWcGbrBpsVbueCBKXQf1pmBJ/Tly6e+Z9vKHb4HqCKwOa089N0dtOuVbd6bGyPXvC8X89EjX1FV6qLX6G5c+ewFJKUlNijXrg25bF+zi+TMJLoO7YiqqmF5nzsSbf/ZeBQZOjDHkKHnVyTIBeEdhBQ1QKOIKLg0L0v37cWrGwxKzyDhAMvo+6oquejH76nw+gIuvtu2hZzSUm4aPNS8RgjBSZ06c2KHjkH7ZOpmS4qiaWE1ZtZbFjdIoNTyDRJ7zc029NKzQToSO+A2OQSgkB8QZuQrkwisYj1l4llUxYWUAkWNa/ZMKgKY+9nCP1xfUQSDT+zfdB06Qvjo4a/Yvma3+Xdxfimv3vAuD0673SzbuT4XV7krqJ6iKKxfsJnuwzoz+IR+DDq+Lz+99Svr528mNjmGU66bSOvOmQf1Egdi9ez1vHTNW+bfy39Zw3OXvRHUl0DM+nAe/77tQ3MbwKgpQ/nbq5cFxQpE0XJg0BoPQ7CyrCbyXgEseJRJdU9vi6KJEDVAAxANQgpvnv1uN1f8+B27K8oBSLTZef2Ek+iSlBxUxwA+3byB77dtpczjDlre/XDDWq4aMAhHzZJGpOoi0nkQdqSsG+DtQLXENoInlirLg8Ro9xD4ZBD1FvLBlxMyDlVVUdXEw5KrKXWxb2cR1ZXuEP09CGoUNvy0wVz+xHnm/Skcx1hRlKAjjcDn3dxRY5CqqkpZYTk7VtcaqOZ1hkFCShxCCLM/J14xjpOvnhjk2TmU/iz6bjmKRTEPpjd0g40Lt1JZ4iK2TnakssIK3rz9o6A9qPO+WsyQk/ozeurwo6bncP8dRwqPjRUo+m8INY5qZTJSpIfkcdmeRmqvYJErkCKVSnEVwtIR9Q/OuebWD0SDkMIe0SCkyOB5bslC8iprs6mUez08NG8uH5x8mllHNwxumPULS/fmA/X3Fkqg1OXCERsb0bqIdB63eh6x2mpzfATgUs5rNI9Hb4sTO4Jgz1ntePtuuAYZeBmOU3sWxbsLQ7THLf6KFPGHJFdT6yIpPcHvom00FFVhxOmDueaFi7E5aj3/4TrGhmGQ1q4VO9buNo1QoQgzt/qmpVt5bOoLVJXVjqH/zM/09qkMO20gUP9e/Ef7o1hCey79SXsDefK25tcLFFMtCrmb8qNBSBHGYzO+I9Z4HIkKmsTGx5Spb6PJ1vV5NCvScpv5t2EYEKZyNYYnGoQUAQjclOv/HA1CCj+ebaUlZnYjAENKtpeX8vWWTZz73ddM/fZLHv59Hkv25iOp/2xXhCA7Lo7M+PiI10Wk8+iWibhsT+NlGLoYQqV6Nx7lHGxKDjH6s8TJp7HKxSaPkOVYxD4U4RvVOJ5DEOxB9H3jwCC1JlOSgS76E2/chl1+iY3fscvPidOuQRHeQ5KrqXWRmJbAOXedxqHA0A2OOXUwFpslIsZYURQuevBMYhKc5t5N1aJy9XO+c11fveH9IC+wEILMDmmccctkHvv5LhKS45u0PxMuPNbsh7+9EacPJik10WynKLeYkr1lZHbMqPdw1jWDzI5p0SCkSOIBYo3na8KJdAQGgkqcxvuRLVcjefxzONAbGmjvNDeiHtAARIOQwpdHSllviVUACTY7j/5ee6j3jrIyGkJWbCzPjDnO3P8XqbpoKTyGOBbDMqr2Dd1YRax2A2CADjb+S7l+L1Y9B7vxEUKX6GRRYXkWVe6ol44TLGh0wIIv5aoArPLHOntNDVS5FUX7HV0ZfUhyNaUuqspdrPx1HY2FM97Bmf93CkNPHmAGE0XCGKd3SOWpOfexaNpyvB4vAyb2oW331kgpydtSJ+2llMSlxHHWnacAtStPB+tPYe5+3rj1A7Yu30FyZiL9xvdi2Y+r8FR7Oeb0wZx156nY7Fba9c7mgW9u44unv6N8fwV9xvRg6u2T0XWd0oIynrrgFbat2AHA4En9uOCBKfznoS/NN9nBk/oxcsrQo6rnSBjj8OapDghKNGuC3G/yRaZc0SCkKKI4avho43o2FhcHlVkV31mee6sq610fuLqpCsFrEyfRO6UVymG+9e0oK2V9USGtHE6GZGYdFlcUwYiR70GNlwJ84xfLCyhGuXmNwl7itNvQ6ICVYvPIFImKl6FYWRjCMA3Rlv4gmnEMFeI2IPkISHNgfPjgl2z8fUujrr3785vofWy3g18YpkjOSGTSlePrPSDTO6SRv22fuc9SURWyu2UeErfm1XnsrBfMHO5lReXmHlOA7/71C+4qN5c/cR4A3Yd15u+f3mC+9Pjx+s0fsH31LvPvZT+vJrNjOk/MuIecVTtJzkyiz9juDaYFjSI8oVDqW3pHD3oR1UTv5upSFAGIGqABiAYhhS/Pf7dsqjdeGTGxxFjrR8E7a3iqdR2bqvLAMaMYnNU66I3wj8jwzaaNPLJwnhkhf1y79jw2cgxWqzUidRpuPIpRGmQ8+h4YVUjUgLP5DFT24LI+jMV7F4JCACQpuG3/h8VzIYLAFxIRsM+09txRhUqs8lcS2Ee1cSkx+lMICtHpQrXtUVDbgJTYWArGblC6oqt9m0wXGxdtbVQg/klXH8fACX0Oe+6GyxgH1vnbvy7jkSnP4q7ynVLRKjuZ8++bYnpsGsOTs2EnuzfsqVVYHZ1KKZn90QKuePL8A/JsWLAl2BtrSNb+tpHLHj+XzgM6mKtjR1vPkT7Gzc1j197EdxZG4BRx4FEvjGi5GssD0SCksEc0CCn8eUI9qxVFcHLHTqwo2GuWCWBKl25c3W8gBa4q0pwxOCyWw5ahsLKCxwKMT4CZO3fwQ+ttnNalW6N5wkmn4cbjFUNR5fqAlJkqBhko1I6vrxykdy3llg9RWQmARw4EIxaXcjWxxrM1Xg+jxugMjvapPbpJxyJXE6vfXvO3RGUzTs/f8CgfEyufwS7/57vYA9XKFVRbrmwSXSS0igeRd8AgpI792nHhQ1PDYmyOBE/nQe15Zv6DrJ27EavDyoAJvYlNiDHrNYbHv5/zQPCr+EA8cSmxuCqrzYsVRZCYFt+s+mkJY9zcPE6ZW29FROBBSiWi5WosTzQIKQIQuCnX/zkahBRePH/p3LXeuJ3WuRtndOvBXcNG0C4+gazYOC7p3ZebhgzHabXSLiGROIejSWTYV12NVsdlZREK28tKI1an4cZTrV6OVzne1K9GLyrUJ5DEI1GCTMh4nsNhvIJhGYe0jMImf8fJN+jKQCrUf6ApY0xDVtTxgNSHDLjWQGUfdr6pNT5r4DDeItZzFfE8h5D7/7AudM1gf37JQSPgc1btJHdjXliMzZHiSc1OYey5Izh26nCccY5D5mnbozWdB3Ywl8brPk+FEEy4aHQQj+bRKC+qRBq1K1wXPDAFgUC1KCiqgmJROevOU5tVP809Ni2BR1e61cmCpqDTAaEoES1XY3n8NkygNzTQ3mluRD2gAYgGIYUvz4U9emFIyddbNiGE4Iwu3biwZ290XWdq1+5M7drdXKIQMnTGl8a2XehysbVkP+kxsbSL80XiZjicKCL4gHpNGrSNT4hYnYYfj0ql+hCV3IJdfoVNTidWf4hq5RysxmIsLANqF9XtxjdUe88lxngYi1yPNMCBQoW4G5dyDlZmEQq+iNgDQxhFIa+zsgpprMFiLKBMvo9Q4g5ZFxt+30z+1n0H6YEPW5dvp12vNmEwNuHJo6gKf//0Bt6951O2LMmhVXYyPUZ0ZdG05birPYz4yxCm3nGyeR9/585PmP7+XAzdICE1nlveuYqex3Rl+KmDuP+bW1n43TJUi8q480bSpntWs+snkscmHHgq5RWorMLKBgAkCZSL+4O4IlGuxvJANAgpiigOG4oQXNG3P5f36WfuzwWaPGPRz9tzeGDBXLSaF5DzuvXkxoGDSXI4uHPoMTyxaIHpuBrZOpuTO3Zu0vajADvfEyP/bf5tMbbiYRjUBBMEwmZ8hSo3Av7AM4M4+SSlfI7EAVTXy7jkP6IrMIuSHxIFTfTDK4cQw4ch++ffh2qTc/Ay+ZDl07zawS+qQWxizCHz/9kQlxzLtS9dAmA+ZM++87Tae4RhIKXk6YtfZdmPq8x6ZYXlPH3BK7y07DFiEpz0HNGVbsM6BfFEEdmQIpZSXsOurEdKN4bSC92I/qbCBVEDNADRIKTI4TkSbRdWVQUZnwAfb1rP0KzWjGvfgTO6dKN/RiZrC/bRyuFkVJu2yIA3y0jXabjw2L3/pS5UdpiBSEDNknwCqqgGqeDPiOQzJr2oqqRCPk6ccQd1jVYCgpoCoZOBV4xDs0zApi9CM7phoX7wm699sMhNSDEUD60OSRfdh3YhMS2e0oLyEMy1sNgs9BjRNazGJpx5DN1gz6Z8NE2jfe92qKpi8mxZlhNkfPpRVebivpOeIj4llpOvOZ5hpwwIK7maW6ctg0dFqoPRNA2LxRIyq1FkyhUNQqqH3NxcHnroIVauXElMTAyTJ0/mtttuCzLu/Hj//ff58MMPKSgooHv37txzzz306dOnqbt0UESDkCKL50i1vaOsNMj4BFCFYGNxEaOz2wDQKT6BTvEJAMiaa1uCTsOLJ9QxSnZc6k049H8h0DFIpsryNKpcjTXIMAVw4tWTQcmgjJdJMK4HfG3ULGKFXF6XIhGvGEic9xoOlKbIX2o3PsHm/hSh3IxbOytYBulG95YgSQQhgnThiLMzcuowfnhtRkh+AJvTyi1vX0V8SlyYjc2R5XG73BTvLSUxLQHFIhrNU76/gifOeYltK3cC0LFfW+7+7CYSUuPxer3szyuhIezZnA8CNi7cyi1vX8WwUwYeklzr5m/ih9dn4q5yM2RSf46/fKz5kA/H+1yU58/D86cLQrrhhhvIyMhg+vTpvPPOO0yfPp333nuv3nUzZ87kpZde4qmnnmL+/PmMHz+ea665hqqquofGHnkEbsr1f44GIYUvz5FqOyM2tt7c0KUkKzYubHXREnncyin1TD+3cgqa7ULK7bMotX5Dhe1bdKUXmuUsdGWkeZ0ABC5ieQWkRNgGUancXVMeeE0wfAapSqzxDL6gJN95pP7wpcDMWsFckhjjOWzKdp8MQKx8lWT9OJL1ySTr43Hqr2GpCZJRVZW92wvZv/UrHv8mh693rOF/u1fy7w1baX+RBXuMjSdm3sNra59iyIkDwm5sjiTP0p9WcUXXW7l+4N1c0fVWlvxvZaN53r37M7YHnP+5Y20ub935sdmfdr2yDxwxX/NG8vM7sw9Jrk2LtvHolOdZ+tMqVs/ewDt//5Qvn/5fWN/nojwClRwcYgYWYwUx+r9I9Iwn0TOWeJ4G6YlYuery+G2YQG9ooL3T3GhSD+jq1avZsGED77zzDvHx8cTHx3PppZfy3nvvcdlllwVd++mnnzJlyhT69+8PwF//+lfef/99Zs2axcknn9yU3Wo0okFIkcNzJNpuHRvHX/v2583VK82Ao8HpGUxs296sG466aGk8mrgEoUhsxjQAPMoZVIvzUXQdKa1AOoZuoCgSXQoqlCeJN/6Cwv7aACX9M7xKZ7z6aWCE8qjWwu8NdStTcer/CMq45T879EC3agEIfRPScOCQH2DnvwHfeXDI97G7P8MgC68xgfYpn/Hwe2X4F1yEgLbxFTz/2Ar+0ncKSrt47DG2P9Wc27ezkOcvfwNN8/3tcXl44co3adOjNdldM00er9dLzuqdeN0anfq2w+qwous6mxZvDTrH09ANNi3aiqwJSExvn8q1L17Cqze+Zx58Xw8SNI8W1M+DyfX9a9N9VQM4p738E2fcNinoAR9O97k/O49V+5RY+bz5mw78fduMb5HSiovbIk6uUGXwJwpCWrt2LdnZ2SQmJpplvXv3Jicnh4qKCuLi4oKunTy5dgO/oij07NmT1atXN5sBGkUUV/cbyMD0TDYUFZIeE8v4Nm2xhNg+EsURhFCoVq6gkkuBmrf3AwSECFGKSlFQmUTFKlfilafg5NMGjUifZ9NBtTgDu/4fqGNwNjYMRRh5JMtHEdQPMPJ5TKsR5KAabyIc/n4HygAxFp3+XQuZ+t3X3DtsJH/pGrnZjw4V25bvQPMGP0AN3WDz4m1kd/VlR6quqOapC15h/QJfqtVW2cnc8+XNtO6cQXJGIkW5xaYhKBRBclZSEN+Yc46h//he7Nm6lw/u/8JMuxmIkWcMOaR+e6q99Qxar1tj57pc2vXKPiSuKI48FJlHrHyhXmBi7WeJTc7ExW1Hu2t/SjSpAVpSUkJCQkJQmd8YLS4uDjJAS0pKggxV/7XFddItHk1Eg5Aih+dItj2yTVuGZmRisViC3iLDVRd/Nh60jThYiDRs6JYTQCQgvUqdA6clFrmQRO0vKDXZkkLBH7TkkJ9Re3B9LQzaobAzZF2/oaqThlO+fvCjnTi4QevRfXI/umg+/1y6EFUoqIrArem0jovj2oGDGZ2VjbOFZd9KaBUfUh9xybHmUuLnT37HxoVbzO+K80t5+dq3eWLGvVz08Fk8csaz6JpvDiiqwqWPnhN0/64qdRGXHEePY+JDptS0Oa2ccPk43xJtI+UafvJAVkxfE8QjDcndE/7B2HNHcN2/LjU9TuF2n/sz8ljEnqAVDqh/LJvEZs65SJHrQGVC/ImCkAIDeZry2iOJaBBSZPE0Z9vVHg9qzY84HPrzZ+OxGHOI1f6O33cp9Xcot76DS7mKGOO1mgxIEjCCluQbQs1CF1D/WKYy5Qk0RhEjX8Quv6i3HO83KFUKDthGIBq69UsJZV4bs/PbmmXVum72DSCnrJT/mz2TjgmJvHr8JFKdvuNkwmVsDoen+zGd6T26O+vmbUJRBYYh6TyoAwMn9jF5tizfjhHgbTR0g+2rd6FpGl2HdOQfM+9h4bfLkFIy4vQhtOmWBUD+9n08e8nrbF+zCyEEJ187gZFnDGHL0hyTSyiC4y4cDdRuu2qMXGPPH0HxvlK+efFH3JUeAjH7kwX0GtWNMeccE3H3uZbK4zUykIg622zq7u9243TfhMtyI9A+IuRqiOdPFYSUkpJCSUlJUFlJSQlCCFJSUoLKk5OTQ15b97qjgcBNuf7P0SCk8OVpjrbzXFVc9MM0Rn7yAcd98THTtm0JC1382XhitCfxeSqNmgxHZcQYb1GtXEyV9WncylQ0+gNKSONT1vkcKiDJ/F60w2L14hIXUGn7D5WWpwBH0DUHun0fyut1QbWdU346k0rNdtBrd5SV8o9FC8JubA6Hx2a3cefHf+Oih89k7LkjOe/e03nw69uw2CwmT2p2cpDnUghBUnqiydOmWxZn33kaU28/mfY926AoCns25/PgKf9kx1pfgJKUku9emY7daePce04nMT2BuKRY2vZsTe6mfN675zMqS6qC5DJ0gxUz1rDw2+Xs21GIoigU5Rbz4lVvct+JT1K4ez93fXxDvXFSrSo71+X+Yf2Ey9i0JB7F2h6Xcl3QOGliABrDAQcSgUIxFrmQeO9VCFkYEXI1xOO3YQK9oYH2TnOjST2gffr0IS8vj/3795uG5OrVq+nSpQuxdSKM+/Tpw9q1aznjjDMAn7W+bt06zjzzzKbs0iEhGoQUOTxHs23NMLj+lx/ZU1kBQKXXyyO/zyMrNo4hGZnNros/DY/mRdTxagp0MPJABTej0RlBDG9hof6ZjwaJGGTgUY9HNXZgkzMAVw1PLXzsKvH6RSj+PnjAIBlw1+NtCI25vUvgvc1jeGx5j4MmDPXDAObu3sWl//uW6wYMYmBaRvOPTRPwWO1WTr52osljGIYZRCSE4Oy7TmPVr+upLK1CCN8D9Ip/nt8g94aFW3jkjGfRPMHfCSFY9et6bvz3FZz417HcN+kpdm/IY6eey9rfNrJ69nr+Mf1urA4rrgoXj575PBsXbgXAYlW55sVL+M8DX1BWVIGhG+Ss3sWGhVsQigjaD2roBq1aJx+WfsJlbFoSj4fzcIuB2JQcdJmOoQ5DNZYTr9capr4TMCqwyTl49KkRIVeoMgjvIKQm9YD26tWLvn378swzz1BRUcHWrVt55513OO+88wCYNGkSS5YsAeC8887j66+/ZsWKFbhcLl599VVsNhvjxo1ryi5FEcVhI7einF0V5egBWzRUIZi/Z/cBakXR5BAKOp3q53YWPYMuc4vjAMW8TqLipQellv9RZnkXj3oRVZZ7kNQ/dgtqzwqte1i9oJhD82vW97gG/y3Q6cHELo802vj0w5CS1YUF/G3Gz2zYX3TwCi0AGR3TeHrO/Vzw4BTOuus0Hp9+NwMn9mnw+v888EW9wCbwLbfHJjoBWD1nA7s35pkR9IZukLspn1W/rgPg+9dnsGnxNrOupum8dvP7lOwrC6qzZ1M+x186BgCl5rinDn3bMvGSY5tA8iiaGrrogUc5BU0ZWhMN2NDv+sAnaERxeGjyPaAvvvgi9913H6NGjSIuLo5zzz2X888/H4CcnBzznM8xY8Zw6623cvPNN1NUVETfvn154403cDgcB6I/oogGIUUOz5Fqe1F+Hj9t3wZScnq37vRJSSXWbq83VyQQY7WZfC1Bp5HAU217jBjP9YiawCJdDMRruwo0Aup0oUq8jN3zPApFaKIvVeptqBZrUH88+mnYjbdDmn6NLfOjoSj7wDKdjqjsQ+I/69iJy3IXsYodVYigF5zGwH/1zzu30zstvdnH5mjwpGancMq1xzeKpzi/NKRdYbVbOPVvJ6KqKt7q+qcWgC+SHSB/6z6ECAhNk6C5tZARZcMmD2TE6UPYtnwHcSmxjDh9CM5Yh9kfwzD48pnv+fHNWehenTFnH8NFD58FghYxNhHNI/qi65koFCDQa15ebXjFqIiWC8I7CEnIcIkEOgAmTJgAwIwZM44Iv2EY5j/wbeL1fzYMA4/HE2ScBm4IPhgC62maZu7PiPL8cZ4j1fas3F38fe6vqDU/UCnhhfETGZ7VmnvnzeaXHdt9QSdC4LRY+GjyaWTGxrUInUYUj3SBth5VjUUXXUEof5BHx+Z9EycfANpBfZCBgQoHu67+QfcCl7gOr+VErMZcQFJtHINibQPAm6tW8Nqq5Y2KlA+SRQjO6tqdO4aNMMtaxBg3Ac8LV77J798urT0fVEBmhzTu+PA6WnfxHe20P6+EW0c8YB6nJBSBzWHl2QUPkZKVxDcv/Min//i2dmldgM1hAynxejSkIVFUhfiUOJ5d8CAxCU5K9pWx9KdVSEMycGJvWmWnoCgK3786nffv+9zsoxCCSVeN5+JHzqrb/SbXRZTn4DyK3IPD+zgWNmOILFzqHXjpeZDaR64/TcHj/we+faLmXtg63zUlDsVea3IPaCQi1KZcvwcUCOkBtVjqH9ETqizwbcZac3RKlOfweI5U26+uWAZgeqIE8OaalRzTOptHjh1P56QVrCksJMlu57I+/WiTmNTsuvhz8jgRtsHoh80DXvs16Ppw4rQbkHjNcfcj0Bj0GYf1TcTQBmf98wV10QnFkoUmz/J5MizC1MVVAwaRERPLwvw9OC0WEmx23lu3moNBSslJnboAhMnYhA/PFU+dR962veT403P2bce9X95CTKLDrNOqdTL3fHEzL171JoW799OqdTJ/e+Uy0tumomkap153Ast+Xm0uw6sWlZv/fSXxKXG8euO7FObup22P1lz3r0tJSIln54bdPHjKM5TvrwABjhg7179+BevnbWL2Jwvqjd1vXyzi4kfOihidtmye1rjsLwfxUBOFHqly+RHoDfUjHDyhUQ8omBvd/Rt9Az2guq7j9XqDjFTDMMygJKhdgg1VFmjI+o3YKM/h8Ryptid99RnF7uqgudExIZGPJ58WtrqI8jQNjyJzsBk/YzVmoLLLNB4NktBpjy6641VGYYh0rPoPOOXHiBqDtS4koNMNlc1mwFS1OIsq5WaUmj40RoY1+4u4fsZPNccx1YcqBArgtFrpl5bOiKxspnTtbh4T1tw6DQceQzfYtWEPiiLI7paFavEthW9avI38nH1kd8uky8CO5rX+gQ/k8Xo0Vs1aR0VJBd2GdiGzY1qD/XnivJdYNWu96XUVSu2SZ2CmJj+SMxJ5ZfUTEaXTFs2jayiqJXz6c5g8/r8VxRdF71/SV1UVVa2Nkm9KRD2gUUTxB3BMVmt+2pGDEeABPSazdfN2KoqjAkN0xG25BpdxFQoVCH0DBrGg+qLTAx8KLuVqPGIqFrkKsBKrPwS4AjyeAo9yAl7lUYS+BZ0MsPQ6YDanUOifls7PU8/lzGlfsc/lCvouwWajwuPBC3g9Hn7L3c283N3M2rWDF8cfjzXA+/FnhqIqtO3Z2nwYSyl5565P+Pnt2eY1Z991KnEpcWxeso245FhOvnYCcUlxaF6N+OQ4LFaVQSf0DTIGAEr2lvLePZ+zbeUO0tq14pJHz2ZvTmGQoSkNWSe1QTBOuvq4IyB1FIcKi7GQWP1xBAUYRjsqLQ9jiO7N3a0Wj6gBGoDAm4v/gSNENAgpHHmORNt3DhtBqcdjRrcf36ETfxs02HxbDFddRHmalkexJKGLoQepk4GhnIgQggq3SpxxN9R4RHUxmGpxJhZLDLpoe1gyFJWX1TM+Aco8nnplEliyN58Fe3IZ36FjWOk0XHhWz9kQZHwCfPbENMBnrEopmf7uHDMIqffo7tz27jXEJsWguXXcVVUkpiWge3Uenfo8eVv3YegGhbv38+Cp/6TniK7s3V4QtO/UHJwAtOuVzcSLj+WkqyZEvE4jnccidhOr34FvH7hEYRdx2o1UOr7CMJwRK5e/TIjwDUKKGqBEMyFFGs+RajvOZuPF446nwuMBKYmpOQRYShm2uojyNP+cM5RRlIpPUOV6JAloYiAItUna3h/C+DwY9rurI0KnzcGze9MeGoLfaPQbnwDrF2zmX9e9TUaHNH7490yQvuOVptx2Mrmb8oPqusqr6TK4A3u27iVvy14A4pNjKd9faV6nqAopWUn8Y8Y9WKyqKVsk6zTSeRTtd/zGJ1CT5KIUoa0GhkWsXLr+J8uEFKkI3N/p/2xuQiaaCSnceI5024lOJzFWa0ToIsoTHnNOsbZFUyegq0OxWO1N1na7+AQOBQLoldIqInTaHDxtumYdkj4N3WDlrLX88MZM04u5c10unz3xTcjrHXEO/jnnAe796mbu+eImXl7xBBc8OBXV4ut/WttW3P3ZTVisarPf56I8NXs9FSehzp5QlJiIlktV/2SZkCId/g2+/s8QzYQUrjwtQYYoT2TxNEfbiQ4HnROT2FpawsFgEYK/Dx9J1+SUiNHp0ebpNbobEy8dw/R355jXOuMduKs8IYOEgHq2iaEb7N6QR3r7VAp378fQDRRVYLVbGXxCP1SrQs+RXQHfg/+U6yYy+arjqCp3EZcci5S+bDThOuf+bDwexmAnAyg0zwDV6YFH9opoufx/q2r4ZkKKGqBRRNHE+GVHDm+uXkmF18Po1m24ZfAwrGHwthlFZOKl407goh++pai6ut53AhiZlc31g4aQERNDgt0RtFwXRTCEEFz+5LmMnjqMvG17adM9C0eMnacufIWCnUXmPlDTEaEb6Fp9fdocVu796mbeuuNjtq/eSWqbFC5/6nzS2rUK2a7FZiE+JQ4I3uoVRfNDinjKLG/i1N9EyFwMpSsu5QqEsICM/paOJKIGaACiQUiRw3O4bZdXu3hh+VIW7NlNvM3OtQMGcWx228OWYdHefO7+rTbI4estm6nwenls9Niw12mUp3mybx2MJzM+nmmnn8U982Yza9dOAiGB49p3pG18AgvycqnSNPq3SqNdUlJE6LS5eHqP6k6PY7qYdV5Y/AhVpdU4Ym3sWr+Hmf/5DU+1l+XT11BWWE5dnHvP6aS1bcW9X9wc5GlqKXPuT8ejZOBS/o4Qvr2RVnZj159D6oUYlgG4lAtBWCJOLgjvIKToOaBEMyFFGk9TtH3b7JnM27MbQ9Zm4X79+JMYlJF5SDx1+3P33FlM37nDPMoJfF6qOedciD3gJnEwnkgdm5bK0xxtu3WdUnc1CTY7m0uK0QwDgeCF5YtZW1SIKgQO1YLTYkGX0jzD1qYoPDtuAsMacYRYSxibI8lzeadbcFUEe57T26fy0tLHWuSci/JoWNUC4r0XIajClwte4BHjqFQfa5b+HA6P/x9EMyGFLUJtyvV7QCGaCSnceA637SpdZ27uLnOs/ek1f8jZSozNxjurV7K/2sUxrbO5uGcfLDUbwBsjg6qENjKVmjfPUDxeKXluyULm5e4m1mrlir4DOL5Dx4gcm5bKc7Tb/mrzRp5eshDNMILyxGfGxvLKcSfwy64dvLpiGZWal0ot+EB8r2HwwPzf+HHqOWGt03DjkQbs2ZKHI9ZBRvs0NE2jz5geLP1pVe3B8kIw8oyhqKra4uZclMfHY/d+h6AKgd/Yk9jlLFzsQ7G0jii5/Aj0hvoRDp7QqAEaAMOIBiFFCs/htL29pJi6MKSk1O3msh+moUuJISUr9u1lR0kJ9x8zqtEyTO7QkR9ztpoJGwUwqUMnVAiqF8jz0ILf+GVHjnm7u2vuLJyqwsjsthE5Ni2V52i1vSw/j38sqk3b6Dc+AfZVVnL3b7PZVVF/WdgPCRRVu6h0u3EEeE+aW65w5pnz6QLevfszXOU+b+fIKUO57l+XcPXzF/H0Ra+wceFWAIafNoipt08267aUORflqeWxU0395Log9Up0ceBxDze5IBqEFEUURx3+JfBQP7P/btlUr0zie9kwav75y/63fRu3DBpKktNJucfDm2tWsr20hHbxCVzVbyDxNlsQz7DM1jw95jjeXL2CCq+X0dltuH7g4Ab76dF1ft6RExRoqwD/y9nGyOy2hyZ0FC0Cy/flN/idAWwo3n9QjlSHE1UIluzN48MN66n0ehnbpi3nduuBegSW3SIZ09+bw5u3fxRUNv+/i2nfuw2n3zSJB6fdTllhOUIRJLSKb6ZeRlEPshq7/jUKeWiyM15xMojDn9teMRI7H5oOBImKThY62SGfJ1H8cUQN0ABEg5Aih6ehOtVeL88sW8x3WzcDcFqXbtw6cAhOu93kqfB6TA9lIOLqGJN+6ICG5KpffiCnrBRDShbm57F4bz7vnngy8U5nUH/GtWvPcR06IoQgr6yMEo+HNIcTJWAJ3i9XyBtazXK9f/N4pI1NS+U5Wm2HinY/FAigsNrFsZ9/ZP4tgVWF+yiqruaWwUPDRqfNzWPoBu/e/Wl9JUrYvGQbquo7kzEpPdEMUGmJcy7ieLxVxOvXocj1gIodDa++lGrbwwhFOaz+6HIw1coDOLzPIqlAF92oVB9BFfbI0U9AWTgHIUUNUKKZkCKN50B1XlmxjK83bzSNy682bSBGtXBDgBdyUFoG03dsN/9WhaBrUjIT23dk2rYtQeU9UlqRbLfz265dQWcxGlKyrbSEhfl7KPN4+GTjOiq9XoZlZHHrkOFYFYX758/hl5p2uiQl8/y4CaTHxAbJYlUUTmjfMWgJ3pCSk9r7UilG2ti0VJ6j2XZaTAxNicAXrc82ruPGgYODlvgO1p+6n5tbP03JU1XuQvMEL10CIPCl3PyTzLlI47HJWahynb8EAJv8Cbd+Prrsftj9cYuTcNtOwtCqQHH4vpSRlxHPb7jqejQTUtgiMAjJ/9k/cBDNhBRuPAeqM2v3jqAHrgRm7toexHN2z96c272nucunY2IS/xw3kVHZbbh/xGiS7Q6sisLQzCyeOnY8X27ZxOebN9SdNgDMy93NI7/PY3NxMXsqKvh662Ymf/UZLyxfGmTk5pSWcP/830Lq4oFRY5jarQet4+LolpzCE8eOZ3S79hE5Ni2V52i23S25FQ2hMY+LAx1rokuJhLDQaTjwxCbGkNEhtd6D2O6w8ZcbT6zHs2nJNv5v3CNc1vlmHjrtGQp27m8Rcy7SeATFyBDmiyJKm6Q/VlaR4DmdFOM4krTTscrlEaUfP49/Xgd6QwPtneZG9BgmfJ5P/yZeIQSaVnsMk67reL3eoEHzBysFbvL1v03ULfMv5QPmMn6U5/B4DlTnrG+/IqesNGh8uyQl8/HJf6nHU63rVHm9pDgcJm9g2xK47dcZzNuzG0WIoGAQBbCpKu3iE9gUIqgp3maj3OMJKlOF4PfzL2kSXejArvIyEu12km32sBmblspzNNvWNI3HFy1gWs7WevOqS1IyKXYHi/bm1fuuMUh1OOmTmkb/9HTO6dYTW4BXJFLH5lB59u4oYO3cjag2lYHH96F4Tyn/OOdFivN99412vbK586O/kdI6OYhn7/YC/m/MI3jcXqQhUVSFpIwEnp57H45YR0TPuUjjUY1VJOhXm/Pax2aj1PIlKGmN749hYBVbQZahiy7oMh5VFJGonQO4ERg1hq6VYvEhwpIdEfoJfJ75DVpVVU0vqKqqQQZqUyJ6DFMUf1pc3KsvD/3+m+kpksDFvfqEvDbGasVZ87YY6j1sZcE+ftuzGwiORAZIdcbwwMjRPBkQrRyIak1DESLoPNAEmz3ktYeKDfuLuHXOTPbX7BU8u2sPbhk0pEm4o2h+CCG4e9gITunclbzKClShUOCqIMnm4PgOnYIi5A8VRdUuZu/eya+7d7Jp/34eGT22CXse/li/YDOPn/0CHpfv6KrUNik88sOdPL/oEfK37cMeYyOtXSvzIQ5QXVGNx62xfPoa3NUe08Vs6Ab795SwZdl2+hzbo7lE+lNCE32pUm/FqT9fc1ySg0r1EaRIbdQqAQBSI06/Fxu+xCGSWMqUp1EpQuAyL/Pxu7GyEo3sphblT42oARoA/xuD/7P/zcK/B6O5NxRHeQ5e5+ROnYmz2/l2y0ZAcHrXbhzbus0farvMG+zB9OPOocdwYoeO/G3Gz+wsD30cTruERHIryvH6PZZScvOgoYetC80wuH3uLErcbrP+Z5s30DM1lb907R4WY9NSeY5220NbZ7N1fxH3zJvDpuL9xNts2KxW2sT98UjswNeoH7Zv4+Yhw0mLiYn4sWksz6s3vIfXXbtfbn9eCZ898S1XPXchnfq1D/Iiedwe3r7zE355x2egNJhm02oxPUqRPuciiUe3nUe5MRn0fUglC4kT9RB4nPIzrMwJGMkq4o17qFL/HnKchRITUfrxlwkRDUIKa/jfdAO9YHU3/SpKNAgpXHgOVmdsdhvGZrchEH+Ep1tiElZFwRtQpgD9UtN4ZcUyNjZwHI5DVXlgxGhirVa+2bIJj64zpk1bhmRkHbYu9lVVUuiqfTsHsAjBqoJ9nNyxc6N56n4OtzEON57maNvldnPjrOnsq6oEoNzj4d7fZvPS+ONJcThMD/iBEOq0h0CUu920cjiOqlzNyVOwqwhpBNzndYM9W/LZunw779z1CQW79tOxX1uufOYC5n21hF/erU2rW7h7P6qqIKWvnqIqtO6SQdfBvqQRLWHORR5PHChxaJqGxXJoQZtC34Dvju7rj0AiKPYtxdMZhRxzCV6nHR6GQ4Tpx2+4RoOQwhiB+zv9n/0DB9EgpHDjOdQ6Xl3nrbWruH7mzzwwfy67KysaxdMmMYl/jB6HQ63pv6LwwKgxdEtpxcbi/UHL6+Db43nnsBF8cdoU+qSl0yk5hesHDOb/ho9kaGbrJtFFot2BUmeRyQCSHY6wGJuWytMcbe+qqiSvsiJo+4cqBMv25fPq8SdhUerOhGAoQOekZNrFJ5AY4ogxp2qhXVJSxI/NofC07pqJogZkvFMVMtqn8sgZz5GzcidlheWsnr2BR6Y8z+pf1wVZ79KQGIZk4MQ+tO3RmlFThvLgtDuwOWwtZs79mXhQsggcYAlIbEiRRqX9DbzqOXgYjkc9iwrLawjFGRFyBfL4bZhAb2igvdPciHpAA+Df4Ov/DNFMSOHKcyh17ps/l1m7fNHxihDMyd3FhyedRpuEhIPyjG6dzY9nnEWhu5pUh5NYmw1d18mOjWNdUaFpHCgIMmPjmNK5K4qisKOkhP/lbMWja4xr256eySlNoguHonBV3/68tnoFFuHbnZTqcHJWl+61AUotZIzDjedot20P8YCQgNNipXNiEu+cMJkXli9hv8tFZmwsS/fuxW34vTmAENw7bAS909KZ8u2XlNYJinNYLChSohu1AZeROjaN5bn+lct4ZMpzVJZUAZDdNZPW3bLwuBbVBn7oBntzCkhtk4KiKmYaTgBnnIM7/nMdQtQPCDkSckWCTiOVx6Wci4VfUNiF73VNUiluR2JBNyxUqTdhiMAx1kPyhJtcgWXgMz79S/dSRjMhRRHFUUN+ZSUzd+0w/zakpFrT+G7bFq4ZMKhRHA6Lhfb2xKAtGlf3G8DivfkUVbsQ+Lyj9w4fCcCW4mIu//l7PDU3gA/WreHx0WMZ16Zdk8h0ae++dElJYdnefJLsDk7r1Jkku6NJuKMIH2THxTO2TVvm7N6FxOf9jLVamdyxE7ph8N66NSzZ68uatK2sFCXAYE13xnD7kGH0SPHtW4y32uotxyfZmyYoLpLQsV87nl3wkO+QeatKzxFd+PWj0EFdo6cOY+PCLUhDIJEgYeodJx/lHkdxpCBFPKXq2ziYCbIcTQzAS8+Qy8I2+Qt2ORukDbcyBV30P+r9bYmIGqABiAYhRQ5PY+t4Za33IhDV+uHJ0CYhkc9Pm8L07dvQgRGts2kTF48QgtdXL8et6+YSvQCeW7aECe07NpkujmvfkTHZbbFYLEFvuuEwNi2VpznafnzUWD7YsI5VBXtJdcZwZb+BpDudfJuzlek7twfNaTP9rBCc0qUr49p1MHmu7DuAW2fPMI1UQ0qu7Deg2XXaHDwJreIYfvIg83dzzCmD+PTxb3FXuYP2do6cMoR5Xy5izdyNPu+TgN8+X8SkK47D7rS12Dn3p+KRsejWKbU8on62K6f8Aod8BokAKbDp06lS/oVHHRi+cgWUCRENQgprRIOQIovnUOpkOmNoF59AbkW5uVyuS8no1m0OW4Y4i4XTu3QLenHxer0UulxB+0MlUOKuPiKBClGe8JtzTdm2VVW5vHdfoK9ZXuH1sL6wAItQ0EK8YAlgv8tl3s80TWNUdhtenXAi3+dsxZCSSR06MTyrdYsYm8PlScxI4KHvbuP9+76gYFcRnfq34+JHz2bn2lzWzN0I1D4bclbtZOG0pYyaOixk27qmU7K3lPhWcagWNSLnXJQnmMemvQn4gpRAIhFYvR/gtgwIe7nCPQgpaoASHITkh98DCoT0gIbyPB3MG2W1Wuu9zUR5Dp3nUOo4bDZeHH88986fw9rCAhLsdm4fegyDMjKPmAwD0tJZV1iIUbPgqQhBdlw8pW43rWJjw1KnUZ6mm3NHSoY9FeXcMWcWm4r3o9Q8QEJBk5LBmVlBAQiapjEsuw2DM7PCTq5w4GnbM5sHvr4tqCxn1c56uhUCKkqqUFW1Hs+yn1bz4tVvUl3pxhnv4MbXr2DIpAERPeeiPAaC4NMmBBKFwnq/r3CUy49Ab2jtXG5+T2jUAA2AYUSDkCKF51DqtI6L450TT8ar+Q6H9//Aj5QMV/cbyLbSEubvyQVq88ZPnfYVr02cRJek5LDUaZQnfANCNE3jllnT2V6T5avuCQx+COCiXn04oV2HiNBpOPN06NsWq8OK1+0N2Dwr6Dqko3mdv05+zj6euew1dM1X7qqo5plLX+fZBQ+S1rZVRM65KI+PxytGYpW/1nhAfVNBZQuqNhOPGNtonuaQC8I7CCl6DFMUfxoEBmkcSTgsFp4fN5Ex2W2DfmAVXi+P/D7vqPQhipaFYnc128pKqbvg3iEhkZsHDuGt40/iv6dNZcZZ53P9gMEhvRsFVVX8e/VKnl22mDm7dx2djkcwkjMSuf29a3DG+QL8LDaVq5+/iI796gcTbl6cg+7Vaw1VCZpHY8vS7Uevw1EcEVSqd2OQbg6t75cliZNPNV+nWgiiHtAARIOQIocn3GVQVZX8qsogg8GQkh1lZWbdSJTrz8zTnG3HNRCxvru8nD5p6fxn/VpcmpexbdszpXNXLBZLEE9uaSkX/DCNCo8vg9ZnmzZww4DBXN5/YIsYmyPFM/iE/ry16VkKc/eTlJ6IPcYWkicuOTbk+MTXlEfinIvy1PBYEjH0Tihyr1lXAIJSVEWGtVwQDUIKe/jd3YF7qupu+o0GIYUPT6TI0D4hga0lxbVnhQpB2/j4iJfrz8jT3DJ8unE9oaBJg6t++QGkxAB+z9vD3soKrus/KIjn5RVLKfO4g+q+vGIp5/fsjbXmQRWpY3OkeVSrSkaHNLMskMdd7SZ3Uz4pWUl06NeW7atqPcutspPpPqLLH+5POOriz8qj0R0Lv4O5DO/LjiQJEWgm3Xi9GhZrbLPLFQ1CigDUDUISAfsEpZRYrdYgD6j/7SJwj4Wu6yHL/INuGAY2my3obSbK88d4IkWG24eNYFVBAXtrUinGWKw8MGoMiqJEtFx/Rp7manv+7l28smIpa4sKQ967FHwPksAdoR+uX8sNg4chax5aqqoyPy+3Xl0DqJYSh6pG9Ng0F09R3n4eP/tFtq/2GZ1xybFBuU+LcouZ9Z95TPrr+Iiac1Ge+jxucSkWbS1WuRgASRJVlseC7uUWVcfufgSL8RMCiUebgNv2IEJxNptcUGvP1PV+NrfxCVEDNAiBbwShvKGBZX7jNLD8YGX+IKcoT9PxhLMM6TGxfHrK6fyevwevpjMkM5OMuHgMw4houf7sPEer7d/35HL9jJ8OmMvdCPGtbkg0w0AJaNMV4CHxw6ooJNY84I6mXC2F563/+5id62oN+4riyno6nvv5Qk68YlzEzLkoTwM82KlQn8eq5CCNSqTaHd2wQ0Bdm+clLMbPZrCS1ZgFnkTc9r83m1xQ39sZ+Lm5EQ1CqkHdAfEbCf7P/kH0G6OBLvGDlfkHPMrTdDxN3bZX08gpLWFbSTFazZtkU8gQZ7MxsV0HJnXsRKozxqyzs7SUa6f/yMQvPubC779hfVFhs+s0yhNebX+6Ye0Bc703hD5pqQTGuBqGQcfEpHrXDc1sbT64In1smoNn05JtQWk6Q2HL0hyu7H47y2esjog5F+U5AI9Q0OiCrvTHkI56PKo+FxGw619gYDF+w+L5mFjvDTjcd2AxVhx1uep+D+Hh/YSoAWrCP+D+gfbv+fS7tzVNM6/RNM2cHP4JcqAyKaXpOo/yNA1PU7ZdUFHB5T//jzO//Yozv/2Ky378jqLKyoPyeAydSrc7qD8F1S5eX76Ul5YtZvm+vSHbLnO5uOqX/7F8315K3W427C/i6l9+YF9VVUSOjabrfLpxPTfN+Jl7f5vNusKCsJor4Tjn/Dzl1S6m78jhfzlbyS0tDarj1vV6Ue+NwfbSUl/dgLbvHnoMcVareU1GTCx3DRnW7DqNZJ6k9ASEEvAgb+CZXlFcyVMXvMze7QVomkbupnweP+cFbh/zEG/c+gGlRWURr4sojwYizpctyW9TAODBqT+LRS7GKucQp/8NRV9xVOXy7wUNNGz9hmlzQ8hw6ckBMGHCBABmzJhxRPj9Rqeu6+bg+T8bhoHH40FV1QO6uAO5AssC/9c0LWgjcJTnj/E0ddt3zp7JrF07goKFJnXoxMOjxoTkcXm9PLzgN37ZuR0BTGjXgTuGDqfaMLjw+2+o9HoRgCElD448lpM7dQni+T0vl+tn/Exd3DN8JFO69Yi4sXl+2WI+XL/W1J0qBO9OOoXuNXnIo3MuNE9BRQVXTf/BPBnBoVr414QT6J+WDsDXWzbx2ML5JpcAWsfFMzgjg2+3buFAuHPoMZzZrUdQm4WuKhbl7cGiKIxs3YY4m61FjE1z8axfsJlHpjxnekEVi8JJVx7Hsp9Wkbs5n7q4/tXL6TWqG7eNehB3lcdM+9l5YHse/v7/TGM2EnUR5QGrMYcY7U78byICA4mKoDaoSKLgFROosj5yVOQSwrf/E3wJdQJPafHvK21qHIq9FvWA1qCuHR44OIFHMvmPM6h7ZNOByvxvHFGepuNpyrZXFuwzjU/wGY4rC/Y2WOf5ZYuZsXMH4HvLnb5zOyd++SmX/TCNSo8HQ0p06QsM+efihUE/ckVRUBpwlTS3Tv8Ij1fX+XjDuiDdGVLy+aYNYTNXmoqnqdv+95qV7C4vN6/x6Br3z59j/j2lWw+uHzCYeJsNu6oysX0HPjn1dO47ZjRj2rTlQPjnkoVsKS4Oajs9No6TOnbm+PYdSXA4wkKnkciz5IeVvH3nx6yYsYa7P7uRqXeczNQ7TuaZuQ9w4YNTufjRs0OOSUy8k/lfLcZd6TaNVkM32Lwkh10b9kSkLqI8tZ8N63iqrC/hVU7Aq5xApeVZqLdHWwKuoypX3e+hvr3TXIgGIQUg0FDwTwDwDZ7ftV337SKwXkNlQL3JVLdOcX4pH9z/OTmrd9G6cwYXPXwmmZ3SD5mnqfoT7jxN2Xaq00mRq8pc7lSEINUZ02Cd33J3hwz+2F9dXa+s3OvBqFO/X1o67RMS2V1ehi4lqhDE2WyMb9ch5I0nnMfGW2NwBkIC1TVLQEe7P5Ey56SU7CgrDX7xAfIqKpD45qCiKFzapx9X9B9YL8L11iHHsLOszMyMVBcSmLtnF11TUsJap5HG882LP/KfB79EtfhWxH55Zw5PzLqHtLatzLHpN64Xnfq3Y/ua3UhDIhRB256tGTChDzvX54IQ1DVMDF1GnC6iPPXLDMtwXMpQhKhZRjdGYjHmm3tDBRJNGXdU5TrQ5+ZG1AClvltbytoNv1JKvF4viqKYDwH/Xgs/DrQRWNNqo0/9Z3rV5fG4PDx42j/Zt6MQQzfI37aPTUu28vSc+0lIrX9uZEM8TdWfcOdp6rZvHjyMv03/yYxeVITghgGD8Xq9IXliA/bSHQiqEHROTELquvm4MQwDm6Lw6oQTeGbpIjYXF9MmLp5bBg8lwWo15YiUsXGqKv1S01hbVGgaU4aUjGqdbeovOudC87SPT2Dp3nzTgFcQZMXFQY1R3xDP73m53DZ7Jt6aclWIIEMWfPctq1CC+hZuOo00HldVNR8/+jWAmXKzqtzFd6/8wiWPnV1bX8C9/72Fb174kbwte8nslM4Zt05GtSoMOak/nz81DSEF0pAoqkJ6+1Syu2XU60c46yLK0zieKvUBnPIRrHIeEjvVysVUcxLU3BuPdH8URUFRlHpL+X4DubmN0agBSug3Bv+bB2AeBOt3aRuGETQp/BuFQ5X5944ahoHVajXfagJ5Vi9aT/62fWbbhm5QVljB8l/WMOGiYxvN01T9CXeepm57cEYmH578F6bvyEEIwYkdO9E2Nq5Bnqv6DeCuub+GnEtWRTENg8zYOP5x7LiQPJnxCTxx7HizbGV+Hm+sXoFdUTmpYycyYuPQDQO15gYSzmPz1JjjuHfebJbuzceu+vQzqWPnsJgr4TrnDMPguoFDWLZvL9tKSwBwWiw8dmytdyQUj6Io3D9/LlrAA6eu8QlgU1VO6NARIUTY6jRceCr2V7J1xXYSUxNo37dNkM4CeXSPbhqegSjfX1FPzzHxTs679wyzzN+Htj1ac89nN/HW/33E/vwSugzswFXPX4QjxoGu63iqvXzzwk9sXZ5DaptWnHn7ySRnJUWcTqM8Ph6hJuK2PEOFx4OlxsEgjmJ//PB/DjdPaNQADYBhGOag+N8ipJRmRJk/MAl8WQb8A+5HQ2V+Q9YfjVaXx+upf0YfYAZDNZanqfoTCTxN3XaH+Hiu6jcAwPyhN1RnXHZbXhg7gU82beD3vFxfWrYaL9Stg4YyMrsNLk2jfUKizztVw1Pl9bK2uAgB9E/LwFrT3xk7t3P33F99b6XAu2tW0TExkTVFhThqDLrze/QK27FJstl4deIkvLqORak9PaK5+nOkeJq67VhV5f2TTmFxfh5uXadfajppMTEH5Kn0eilxB2c0CoWzuvWgld1RbxzCTafNzbNm7gaevfh13C4PAENO6s+N/74Cm91mXrfo++V8/fwPVJVXE5ccS1WZK2gPZ7dhnQ9Jzz1GduGZ+Q8Cwfcar9fL0xe+zJq5G03v6OL/reDpOfcRlxIbMTqN8oTgCXgOHM3+gM/4NAzDNGyllEHGaXMiaoCGAboN60RyZiKlBeU1kZECu9NOv/G9mrtrUdRg4/4i5u3ZjcNiYWLb9gzPas3INm3ZuL+I/27ZhFvXGde2Hce2bmNu+PY/XAByK8q5dsbP7HNVAdA2PoFXjzueVGcMTy763bdDqOamU+71sLqwAAlUaV6eX7aYVIeTEzt2anR/DSkpcrlwqCrxDeQRb2pYAja9R9EwdMPg800bWJKfR4LdzoW9+tA5KTloGa0hxFgsJFhtlHk9QeX+XYUC3xaSkzt1OSJ9b0nQPBovXPEmnurarTZLflzJ9HfnMvlqXyTvihlreOaS1wjMcOSMd+Aq9+33PuGKcRx30agm6c/uDXmsnr3B/NvQDcqKypn31WJO/Ou4JmkjigNAShzGF9j0mSBsuNWz8DC6uXvVohE1QANQN5LMv0ci1BJ8Xfd2KJd3XXe6fw9GXZ74pDju//pW/n3rh+xcn0tGh1T++vQFpLdNPSSepupPJPAczbZn7tzB33/71VdZSt5ds5r3Jp1Cm8REuiWncO/IY00e/96aujxPLF5IUbXL7MOeinKeX76Ux0aPpcRdP3gpcFFVEYK5ubuY3KVro+TaU1nJDTN+YkdZKQK4sGcfbh4yzFzKj5QxDjeew2371x3beWLxAvZVVdWWC8EvO7fz8Smnkx0Te1CevKpK3EawpyPGYiE7Lp6c0hJaOWO4a+gxdG+VGuQBCVedNidPWWEFVWW1v0lffYXdG/agew22rdzOd69MRyi+/Zp+VFe5eWnp49hiLCyatoJX//Yeccmx/OXGSaS0TvrD/fFW118JE0LgdnkiRqeRzGP1voVTvg6AlAKrtphy5UmkbXyT9McqdhBnPI7KTgzZgQrl/1AsXQ6Z51Dk8s+hQKdIODkJogYo9YOQIHhTr38zb92yup9DlQW6xf0bikPxZHZK576vb6nXr0Plaar+hDPP0W77iUULgiK9yzxu/r16BfcdM8rkWVNYwK+7dqAiOLVLV9rEJwTxbC7ZH7RXT5eSTcX7EUD3lBQ2FxeH3MsHPueL3WJplFxSSm6e+TO7y8sAnyH7wfo1tE9I5PSu3Y6Ifv4MPIfb9sbCAu6YM7PeiQG6lKDrfLp+LbcOHlaPp8jl4vFFC1hZsI8Uh4PuySlB+z8BqjSNZ8dN9AUw4bt3RYJOm5snPiUOi01F89ReKw2JPc7OzcPvo2BXEaEgELTKTuKdv3/CL+/MQSi+h/q8rxbz5Kx7aJWdYl6buyWPXRv2kNamFR37tTtgf9r2bE1SegJlRRW+JX7hewb0H987YnQayTx2/RPzO4FEInAYX1CuHQuAInNweF9CJQ9N70mVciNSJDWqP0IWE+O5GkE5AgMhV5GgX0cpnyBFwhGTy2+46nptjnkInyAk5eCXtHyEOsog8Awti8VilvnfKiwWi3m9//tQZaqqmm8f1pro6SjP4fEczbYNKet5KHUp2VdVafLM3r2Ly3/8ng/WreHddas57/tv2FpaEsSTHRePEvBjV4WgTXw8QgjuHzEGi9LwT1EIwZldu2OxWCh0uZi3ZzcbSoqRUtaTq8zjYVtpSZAxqwjBN1s3cd2Mn7hp1i/8tic37Mc43HgOt+3f8/OQ1D8VEHxGRpnHU6+Ooqrc/Ot05u/ZTZnHzY6yUn7akRPyRcVd87CJJJ02N48j1s4VT53vq1tzCHx2j9ZsXryNoj3FIUYKhCIYNWUo1RVufnnHd2arNCSGbuAqr2b6+3PN/vz60XxuOeYBnrn4Ne467jHevvNjn6etgf444xzc88VNZHXOACAuKZZb3rqaTv3bRYxOI5lHULsVA6g5FcWNxWJBoYAE/WqsLEJlBzb5C/H6jQj0RvXHKpegUBpwHJOBQgl2ZfkRlctvwwR6QwPtneZG1AMagOYKQoryNH9ASEM8SEmnxCRyykpN75UAeiS3MvmeXrQAicS/SufWdV5ZvpRnxk0wee4YPIzrZv5MVc3baZzNxk0DBqPrOu+tWWlGzofC9QMG0yOlFb/u2M6dc2eZ1x7Xtj2Pjx5r7h0F33Js3WN5pJSsLiww+74gbw//GDWW8W3bHbZ+ImGuhMOcsylK0ApLIAxgbu4udpSV0iExyayzu6yUjcX7zesaOjo6KzaO7Li4iNRpc/OMOfcY2vVuw4bfNxOfEseQk/pzda//q5fj3WK3EJcUw5CT+nPxw2dRWlBOfUhyVu5iyU8ryeiYyr9v+zBo6f6nt36l3/heDDy+T4P9ad0tk2fmPYDXo2GzW82gkUjSaaTyeMQEbPL7oHzuHuV4dF3Hqs9CUGke1SfQsbAFoa9FF/0P2h+V0EE/hgG6jAYhRRFFFA3g0ZFjuPHX6RTUBBANycjkst59ze+L3dVBxoEhJYWuqiCOHimt+GTyafy+Nx8BjGnTlkSrL9J2bu6uekuzfliEoNTtplrTuGfe7CBDdeauHXyzdTN/CQg4saoqV/UbyKsrl6H6X6YCjdGa/z/euC7IAD0QCqqq2FVeStv4RNJiYhpVp6VjTWEBX23eiNcwGN+2Hce161DvmmpNY+7unVR5NfqkppJkd1DmcYf0YFZ5vTy2cD7/PmGyWffpxQsb1ZeJ7dof0IMexYHReUB7OvVvZzoZktMTKNi13zQCFFVh8In9uOnffzU9U6ltUsjokEbBrqKAiHjJyplrWTlzLWntWtUzYhVVYdf6PQw8vs9B+2SxhoeB8GdClXorUgM7M5BYcavn4mZKTd46vYFaDZUHQxNDMUhFUIxAR6Ji0AqvGNrwm+WfAFEDNADNFYQU5QnvIKQuKSl8fcZZbCwsINZup0N8gi/neQ1Pv7R0lu3Nr80lj2BQRmbQmydAVnwCZyYlo2nB57Y5LVbTM1oXupS0iokhv7ISV51rLEIhp6zU5Pf356oBg2ifmMjve3KJt9n4essmyj3BUdNuXUdV1YPq59P1a3lq0e8YSBQEdw4fwdk9eh1Uz1VeL6oQ2Gr01JLm3KqiQq755QfA9+z4cfs27j5mFGd07mrWKaqs5MpffjAzFdkUlXuGj2TxvnzyKsrZUlxMqaf2OCVdSraW1G7beGPFUhbn16ZnbAgKvhSbQoiI1Gk48lzx9Pk8dcHLSOnbJ+eMd3Du3acH81gEd378N5655HVyN+UBvgRH/neLwt21nms/DN0gvX1q2N7nwoJH92BVfGmQDbKOcn+cuO33Ui3vqd2C5/Wiqiq6HAPaG0i8Zo53gwyk2qtR/fEa8VTa3sTufQZV5mAonagUN6FaEiDAU9nUcvnmZfgGIQnZ0LpQGOFQktv/ERiGYf4D3yZe/2fDMPB4PEHGaeCG4IMhsJ7f8IjyHB5POMiwq9yXBrF1bBwJdgc3zPzZPFD8mKzW/HPsBBwWS6P68/mmDTy9ZKGZIV6CmS8+2eGgT2oasVYrP+VsDXrfFsCNA4dwQc/eB5Tr6aWL+O/mTUHpQ//WfxCXBHhxQ2FbaQnnff9N0Au6AD4+5XQ6JSSGrFOtaTywYC6zdu0EYFybdjw6eiyOGt22hDl3/fSfWJS/h8ArWzkc/DDlHPPvZ5cu4vNNG8yXEgG0cjj58cxzqfB4OHPaVxS6aiOw/cFo7086FYDz//ctW0qC9yGqQtA1OYVNxfsxpC+Fa7zNxoeTTiUjPv6o6eLPwLNrfS7LflmD1WYhvlUc+/NKaJWdzOgpw1BUJYinoqSSK7vfXs+Tld4hlX3bC80jnAad2I873r8WQxoRc587mjxC7iPWexMWcgDwcAwV6uMgHM3Sn7o8FrmaGP2fKOxFoztV6l0YIqvZ+tMYHv8/8O0T9XPV/a4pcSj2WtQDSvNnQoryNH9WmkPh+XjdGv65ZKH5vLmib38+OfUMdpaWYFMtZMX6jtNpbH/O69WHBJuNWbt3YVUE7eMTcekaawsLWLZvL3N27zRzg+uGYR5J2KtVKuf07E1RtYvi6mraJyVjrWkjUK5bhwxDl5IfcraiCME53XtxUa8+vr1JB9DP5tKSeqtDEthSUkynhMSQdV5csZTZu3eZ18/J3cXzyxZz9zGjWsycq9S81H0MVNXsE/fX2VVeFrwPFyisdqEDD//+G/urgwPbLELh78NGmm0n2x0oQgRtn0iyO7ikdz+W5+exrbyUzJhYruw3gMz4hIjUaTjzdOzbnrY9s/nPA1/ywf1foKgKhm4w74tF3PXJjVgsqskTnxxHanYKRXuKzT2fiqrQf3wvxpw1gm0rt5PWLpXBJ/bztSfUiLjPHW2eGM8jqOw057uVRcTyNpVcFxZy6aIfVdYPTR6pB2c1Ckc9+xHoDfUjHDyhUQM0AIYRDUKKFJ7mantb8f4g4xPgrdUrWVOwj1WFBThUC5f27st5PXqZb5eN6c+JHTpxUqcuZn8qPW7Gf/4x4DNe/MbMxHbt6Z+aToozhrHZbXh9xTLeW7cagASbjX+OOY5BmVlBcvmXf++tMQL9czmw/VB9THWE9jykOpwN1plXZz+rISW/5e4yr2sJc25kVjZrahIFgM8zOSIrO6hOx8QkFuTtCcjzDmkxsQgpmb1rZ709vwYSEdD2X/v0Y/msvb6XDSkxgKJqF3+fO4tEu53Xjz+JzolJQO0xcbquo0uJR9Nw1oxxuOs0nHl2rc/l+1enA5j7OVfMWMvv3y5hxF+GALXZ6q558WKeuuBlPC5fJHV6+1ZMuW0yyRlJdBnSIcihEQn3uebgUY1ViIA1HoGBqi8DS2TL1Zw8EN5BSNGd61FEcQjYXloacs/4ovw8XJpGsbua55Yt5vucrYfVTrWmh2zHrlro1SoVkHy+eYNpfAKUezzcPmcm1Q3sJ20ILs3L1pJiyjzBKR6HZGQxoV17oPZG0TOlFd1TUmgI8TY7ge/VAkiwHZ1MTEcLF/fqw5Su3U05h2Zmcc/wkUHXXN6nH12Tks2/HRYLD488ls82rg8ZcKZLyd2/zTb/7p+WznuTTuGsbj1oW7Pn2I9St5trfv6BKm/tsTG6YfDMkoWM/Ph9xnz2IX+b8ROljUjZGUXDCHUUk1AERXuKMXSDD+7/gkva38jFbW/k7Ts/Yew5Izj3vjPoN64nVWXV3D/5aWZ8MLcZeh6ZkCTXvIb5/1YwRKuj2IEKhCwLOlUkiiOLqAc0ANEgpMjhaa622yTUHjAfiLq3rBk7d3B6tx5/uD+psbF0TUoOOtNTl5Ki6mquqAmAAd9eUf/eTgmUeTzkVVWaqR0PJtf8vFzumjMLl6ahCMFtg4dxXq8+5rLOk2Mn8I/f5/Pl5g0IYMP+Ii76YRrvnHAyrWJj68lwTf9B3Pbr9KAI/GsGDDbfwsNlzpW73RiGQbzdfshzzmGz8ffhI7lj2AgMKbFA0BLYisJ9vL9mFbFWG6d37sbwrCwGZ7Xm3dUr+WjDupDzB2B3RTkGtctlPVPT6JqUzEX7ptUzWks8bv7+26+8MP54LBYL761ZxScb15vfL92bzyOL5vPcuIlh/TsOZ5423VubS+9+SEPSqV97vn7hR/73+gzzh79ncz55W/JRrSq6ZphL8f++9UMcsXbGnj0you5zzcHjFrfi8NyFNF93rXis14DBke2PouHwPIDV8O1Z9MqhuGxPIJSEsNJPSwxCinpACc6E5P9sGIb5WavxKBmGYT5kNE0zr/d/H6pM13VzOd9b47GI8hweT3O23SkhkQt69AIw39Xr/pwFYK1ZNvmj/dE0jefGT6Rbss/baFUUTu3Uhd/zcoPaMkL4SROstkbJVVBVxR2/zjSj6w0peXrJQpbl7TH7o+k6323bDGAepJ5XUcEH69eElGF062xemXAikzt2ZnLHzrw84QTGZLcJmznn0rzcMuNnxnzyAeM++5BbZv6MS/P+oTlnEQJbzY3dX2fFvr1c/fMP/Ja7m2X78vl66ybWFhUSo6h8sqHWQKwLASTbHYiadgPbbhefUG+OAczfk0tRtQuv18u83N1B3+lSsjBvT1j/jsOdJ7VNCte8eLEZdAQw9faT6TWqGwu+XlLvrVNK0Dx60NmfCPjti0URd59rDh43YyhTX6danEe1uJhS9X08Rscj3h+r52UsxkxzyCxyKQ7PE2Gnnz/C47dh/HUDbRz//82JqAeUaBBSpPE0tww3Dx7GyOw2bC8rI9MZw6qiAt5b61sK98+gs7v3DPL6/ZH+ZFosfHjK6VRrGsIw+O+2LXy3bUs9k1Pg24eoScllvfuSHhfXKLm2lhbjqZNXXEGwrng//dLSUVWVUo8bd529RRLYW1nZoFxDMrMYkpkVNuMVWPbCogXMya0NkvptTy7PLlnEfSOPbZI598WmDaaO/PjP+rXEWq0hXxb846cIwb3DR4Zs+5ahw/ltz+56x3D5G7JarcTZrCgQFBzltFgOGmgWTmMTjjzHnT+a/uN6s3tTHmltfWd/KoqCPaZx20oEAkVVIvI+1xw8XqM3Xnt/s47lKPTHKheZB8z7xszAIhcd9v07HPTsR6A31JQzDDyhUQM0AIYRDUKKFJ7mlmFwWgbDMlsjpeTYtu1ItNn5ddcOHBYLF/bsw5CMTLPu4fbHpigYQHZsbEgT5rzuPRFCMCA9g7Ft2tXjkYDUdaw1NyF/2/6D8ANhIEm02czr4ixWUp1O9rtcpnEjpaR7SkrEzJXAsgV5ufWCpBbk5TbZnKuu8UTUxeurVpDqcFLsrg6Kjh+YlsHI1tmMbdueDgkJIdtOczh5YtRYbp49wxx/AXRLTmFLSTFWIbioV19+y93tW9KSvqClK/r0C+IK97EJV57E9HgS0+PNVTFd1zn1b8fz7GWvc0DU5HI/7sLREXuf+zPwGMSjIEwj1LfSE99k9+9oEFLDiBqgUURxmFCE4KJefbioVx/TU34kMCIrm1M6dua7gACnq/oO4PKa8zz9Nxg/NMPg2SUL+e+WTRgSJrbvwE0Dh5DidCKArknJTOrQiR+3b8NSc8RTj5RWTKzJ6jNn907+t20rHROTqPB4qK65oR3bpi3ndu91RGQ80kiw2cmvrAwy5JoySGpc23bMDvCwBqLEXc2AtHSW7ttrli0v2Mvu8jJO7dL1gLzDs1rzzJjjeGXV8pqXAcnG4v1cP/Nnku12Xp5wIm+dMJkvN2/ErWuMa9ue49o0LtNVFIeO4acO4ua3r+Tl697FWx2cQ3zcBSPZsjQHu9PGaTecyKAT+jZTL6NoDNzqlVi0GwL2nuq41KvrXSdkKTH6v1GMbRiiHRVciTyaQVItEFEDNADRIKTI4WkJMhwqj8Vi4f4Ro5ncqQv5VZW0j09gYGZW0JtuIM+/V6/gi80bTWPr5x05/LwjB1UIruo3gMt69+PRY8cxLDOLLaUlZMTEMKVLd5w2G99v2cR98+ci8C3VGFJydb+BjGvXnu4prQ4ow5HWT6XHjcNi9S1dHyLPVf0GcPvsmUFBUlf3G4iqqn9ozpW63VR7PKTHxQFwcqculHm9vLRsMVodT6gh4bUTT2bsxx9QpdUaLQXVLl5YtoSHRoz2tWcYQZm2/P05tm07xnXoyD8XLQgKOCr1eLhn3my+/MuZ9M/Mwuv1NmpJLhJ/A+HCs29HIYumLa9nfApVsPznNWhejQ592tJ5YAeTL3qfC08eaR1GpfIWVu1bBAYeZSKGZThqII90k6BdjyJ3+lJpyrUksYwy9X1UNSEs5fKXhXMQUjQTEtFMSJHG0xJkOBo8F3z/DRuL66cE9OPRkWM4oUPHkN+d893X5NSkkfSje3IK7510KlVeLyv25vP55o14dJ2J7TswpUu3Bm9sTSXXjvIy7pg9k+1lpThUC7cPHc7pXbodMs/ygn38b9sWAE5s35FhrbMP2p+6MmjA/fPmMHPXDgAGpmfw1LHjSbT7vKk/5mzj/gW1R/AIYGybdjw08ljGfvZhPf6smFjeP+lU7ps/h4V5e7AoChf06M21/QfW0+t1M35iyd78oDIBLLzgUt/h9S1g7oYzz97tBdx13GO4KqqDA45qIGpSciqqQkpWEk/PvZ+YeKfZ9twvFrJ3WwGtu2QycsqQZpEhylMLKxuwGj8DUC0ngrVPPR6rMZ944/Z6dSuUR/AoE5q0P03J4/8H0UxIYYtoEFJk8bQEGY4KTwNBL+ALWlq0N4/JXbqG5An00Pmxt6qSYz/5AG+dm+DSfflUahoX9+xdj2ddwT52VpSTFRdH31Zpf1iuKreb62f8TKGrCoBqXePR3+fRPiGRIVmtG+RRVJWc4v1IoGNSMtIwGNY6m6E1dYQQf2jOvbj4d36tMT4Blu/by9RpXzGla3euGTCYfmnpOC0WM3BIAkMyM/E0MCYxVhsPLJjL4vw8JOA1DN5dt5q0mBjO69UnqD9ZsXGoQgSl+Ux1xmBRG599K+znbhjz/PTmr1RXuusZn37D0+/SMXSDwt372bZiB/3H9cYwDJ6/4g0WTluOalHQNYPF/1vBjf++AqvVGpG6iHQePPOJM27FHz5q53MqjWcxLCOCeIS3/v3QN+YeLBZL2MkVDUKKQPgfSP7PEA1CCleeliCDruu4dZ0PNqxlfVERmbGxXN6nH+kxsYfdn1UFe9laUsKBEBNw06rLc2x2W77avNEMPBJAyQEONv9g7Wou7tk7iOedNat4ZeUy85qzu/XklI6d+HHHdiSSEzt0oldKq0bJtbO8jL1VlUHXqEIwL3cXA9MzQtYpdbu5+dfprC0qBHyH6L8wbiIpSnBWGgn8uiOH/MpKuiQlMzyr9UHHeGHennrpOMs8Ht5bu5rd5eXE22x46nC8vGIZZ3XrSXpMDPuqqoK+O7Nbd55esrDeeZ+/5e7i7O49g/pzdb8BLMzbwz5XVc0JCAr3HjPygHNl9u6d/HPJQvZXV9O7VSoPjxxDZmxsWPwGIo2nsjR47Pxo2zObnetz6x3PpKi+Z8eq2etZOG25j0vzzZ7fv13KhEtG03dMz4jURaTzxBuvAhJR82uWCBzaq5SLYUE8XqMPMcQhqKo5eVkBbLiNAYiAe2i4yOUvg/AOQoqeAxpFFM0EQ0rumDOLt1avZN6e3Xy9ZROX/PgdJXXyhP8RfLFpY8hy/5FNDtXCmV26N1j/xoFDOLFDJxQECoJOiUkHvFnUPc4pp7QkyPgE+GzTei796Xs+3biOzzau5/Ifv+e3OudXNoQYi7VemWyg3I9nli5i/f4i8+9Nxft5cvHvQdfohsFts2dw19xfeXHZYq6f+TOvwIuTGAAAhoFJREFUrFjGwZDkcITUhwSm79zO3sqKoGh3AJem4TUM/nXcCWTE1B7if16PXkzt2h17nYeCIkRI+dJjYvn4lNO5Z/hIbh08jA8nn8rI1m0a7OvaokLunDOLfVVVeA2D1YUFXD/zZ7RDWM6LohZ9xnQPOpxeURVad83krk9vIDYxxjw3VFEV2vRobe4DLc4vCclXnF8asjyKIw9BSZ0jmCSCknrXSZFMqXgeg3ZIVAxaUyqexRAZR7G3LQ9RD2gAokFIkcPTEmTYVLyfRXvzzO90KSlyufh5Zw7n9uh9WP3xGrWJFAJxXLv2pDhjOK97T9rGJzTI45CSx8cex4OjdaRh8P661by2cnnINHWKEExs39GsC7C7sqLedVBzTmXA0vG/VixlXPsOB5UrKzaW8W3bMWvXTvPczHibjdO7dQ96ww+ss6pgX5BHUZeSlQX7KPa4qfJ6yXTGMHvPbubtya3tG/DO2lVM7tSZDgmJDY7x1f0Gct30H30ehRBydktpxYK8PUH54tvFJxBrt9PFZuPb08+kwOUixmIhyelECMFlvfsFGe2GlPRulcqKwn10SUwizmoz+5MSE8PU7j0b3EYQqIvfcnebgWR+PewsL2NHWSk90tJbxG/paPKMOXsE+3YU8cXT32HoBq27ZHDHf64jLbsVD31/Bx899BV7txfQsV87Ln38XKx2K6qq0rl/B3Os/BBC0KFPm4jVReTzDEaRPwZ4QBU0MQhVrdnOoms4+C+qXIQkHpftH3iM9r72dB01bOWKjCCkqAFKcCYkPwI3+2qahqIo9crqfg5VFugW90enRnkOj6clyKBpWlAubz+EELi82mH3Z2ybtvyyI8f8ThWCoZlZ/GP0OLPMv72kIZ5Kt5v8ygpSnTGc3L4Tn2xYR6nbXbO/1MdpURQmtuvAHYOHBdVtExdfT7a6kPiOJmpIroKqKraWFmNVFF5duZxVhQUAZMXGMiyzNX/tN4AUu8PUf12eVk4n+ZWVQXthC6tdHP/ZRwC0T0hgbOu2vsCdOoZ1fkUF7eMTGhzjQRmZvDvpFN5cvZJfd+8M0nPPlFZc2ac/eyrK+XnHdgDSnDE8NWY8lW43hS4XaTFOUu32oDE+tVNn3lm7KujA+RdXLAUg0WbnhfET6dUqNWR/DjRXVFE/VSyAVVGb/TcQiTxSSqbefjKn/G0i1ZVu4pJjEUKgaRrZXTO57f1rWPXreopyi8nP2UvngR3QdZ02PbK44qnzeOvOj5GGRCiCK548j7Y9syNWF5HOoys3oxj7sMolPh4G4rLcCjU8McZL2OWn+F6XBTbPDDT1HTStQ1jL5efxG666rptzFzBfhJrbGI0aoESDkCKNpyXIYLFY6JacQorDQYnbjSGlbxu8hGOyWh92fyZ37kqhy8Wbq1dSrWuMbJ3Nw6PHmvP5YDwzt2/j3vlzqdY0LELw9+Gj+M/k0/hg/Vr2u1z0aZXKuT17m97MQB6P10uX5BSu6T+I1wI8eh0TEtleVhrkFRycnhmyP7Nzd3P33Fn1Ap4A9lRW0j4xiczYuAPq56aBQ7hm+o++wJB6LLCrrIxZcmc941MRgg6JSQghDjjGvdLSeW7CCUzbvJF/LV9Ksbua7Nh4rug3AKuq8sTYCVxfWkqV5qVjUjLTt+dw4Q/TcOs6DtXCI6PHML5te1OGBXl7Qmc7Asq9Hu6a+yvfTz0HXdcPac6d2qUbH6xbS7WuYUjf7rVhWdm0jY9v9t9ApPJoXp3PnviWRdNWYHNaOe3GExl/3ig8Hg8vXvkWC6fVzvvz7z+DKbecjJSS4y8by7CTB7J3RwEZHdJJyUw64LFZkaCLyOaJo9r+CtVyn8/IE+m+e4CiIKjGLj+rCU/yHU8v8eLUX8dtfxLdkGEsV2QEIUWPYcLnCfJv4vW/yfrfOHRdx+v1Bhmp/mWvwAH3v03ULQs0ZP1GbJTn8Hhaggz+si0lxdwzfw47yspIsNm4e/hIJrTr0KT98S+7+HkW5ecxP3c3MVYLp3ftTrozJoin0F3NGd98GWT8CeCDk06le0qrBvszbetmnl+2mHKPh16tUnl89Fj2u1xsLy+jdWwc3ZNTuHPuryzM9+WaH5CWztNjjiPJ4QjiKXVXM/mrz+vtKw3E0IxMXpk46aD6+eeShXxWkx6zIZzXoycf1+Rp96fEnNyhEwWuKj7euIH91S76pqXRPTmFRXl5OFSVyZ260MrppNDlYn1RAf9asYxtpSWmN/WmgUO4MCB6fVdlBed+93XQvlCLUPj81DNoEx+PEIJvt2zi4d/nHbCvs84+n1iL9ZDn3NaSYt5YtYJ9VZX0S03n2gGDsKtqWPwGIpHnzTs+YsZ7c4NWzW5+60qklLzw1zeDB03AS0sfI61tq0PqT6TooqXwCFmANKpAyQZhQaGURO8kQsEjRlPGoyAsYS2X/29F8aWD9XtBVVVFVdUjYoRGj2GKIooIQZekZL44dQpuTcNuOTI/x8CbzJebN/Lk4t9RhW/r/WebNvDepFNoE59gXrNx//56nkcJrCosoHtK6MwfS/LzgoynDfuLuHHWL3w8+S/0Tc8wb6gvjJvAfrcbXUoyY2ODHuB+7C4vP6DxqQjR6OxFcxrISuRHjMXCLYOGcXqX7uytqqRDfAJZcfHsq6zgkp++9205AH7cvg3weW2llPxnw1ou792P5+scOO/3pr64fAmndOpCvNUXRLS2sKBeUJImDdYVFdAm3rddYWTrbBJsdiq8nnpeWfDldj9Q0NWB0CkxiSfHjK/3kIri0CGlZPbH84P1J+DXjxfQfXhnFFUJClJCwr4dRaYBGkWYQWrEaA9jl76zQHWjLRWW55AiG41uqGwx94j6YZXzcIjvqOb0Zuhwy0HUAA1ANAgpcnhaggyBZTYpzbpHqj8SeGHZYgDTGKr0enl/3RruG3msydMqJoZQSHE4zLfmuv2Zl5cbdDalLiU7ysrIq6ygU0qroCWldIuFvMpKrp/5Mxv3F9E6Lp7/G3oMvVuloqoq6TExCOovm/uDjxQhuLRvf3NzvVvXefz3eUzfuR2LUDivRy+uHjDItweKA7/h90xJZWF+HqPatKVbq1S8Xi+qqvJ9zjZza0Qg/PKVuN08s3RRgyetSmC/x02SwwFAktMZ8rrEAJ2mOJy8Pelknlg4nx1lpZR5PHhqVmWklNw9bCTWEGcONvfc/TPyhIIQgjbdsoKNT0Aoguwumaiq+qe/z4Ujj1N+hE3+YpYr7CFOv5cqxweUG08Rr9+Bhc11RlvFIrabnsRwlMtf5r9P+j+Hw9K7H1EDlGgQUqTxtAQZmoPHpXnNfO5+GFLWCwQqqqwkKzaWvMpKXzo66YvGHtumXYP9sTZwU7Or9QNdNOCqn79nX1UVupSUut1c88sPfHbK6WTGxpHqjOFvAwbzrxVLUWpO3euQkEDPVmnEWCxM7daDTjUeW8MweHzBb3y3bYtpDL6xegVxVivn9ujFGV268XKd46BSHA7Ts7miYC83zPyZe4eP4vSu3Uy5yj2eA5quoTyUgXBaLGQ4nOY9ZVh6JgPS0llZsM801AenZzI0IytIp+3i4nllwokAlHs8/Lwjh0qvlyEZmfRqlRpxc64l8kgpGX/+KH55d07tM0PC2HOPYfCkfow7fyS/fjQf8D3wL3/yPJKzEs32o/e58OJR9BUQdBSTjio3oGtupEinTH2FZP0kQAu4J+joZCOlDFu5okFIEYLA/Z1+RIOQwpenJchwKDxVmpcPVq8i31VFp8REzu7WE7vV2miej9av4e3Vq6jWNWItVlya11xQkkDf1DST56vNG/nHogWoQqDUfH9ez978bcBgrKraoFxTuvXk040bcOsauvQFVB3fviPpMbH1+rMibw95lbWHykugWtd5d90a7h0xGk3TuLzfAPqlpbO2qID0mDjGt2mL0243efx9eGXlcqbVpNUMxPRdOzi3Ry8u7zcAi6rwzZbNqIrgjM7dWF1UyC87coKMyBeXL2Zqj56mXEMzs/hg/ZqQ9wsgpIfWD7uq8viosSQ4naZ+HDYbLx13Al9t2cSOslLaJyRyTveeqIrSoE6TY2KY2rV7RM/dlspz2RPnYY+1s3DaMuwxNk69/gRGnTEMTdO47qVLmXDRaIpyi+nQpy0ZndKi97nm4FEVVO+XWOVyUBKp4hwUa4d6PCgpoKuAr9z3u45FVW0YmobFmkgVdxGjP2Z+q4t+eJQpCHHgQMXm1o8fgd5QP5rb+ISoARoE/4PN/xmimZDClaclyNAYnkq3m8t/+p6tpSUIfJ63RXl7eHbcREQjeL7bsplnliwyv1MQ2FTV9IRO7tiZc7v3Mnn+VXPsj3+pWQH2VlZgoTZYL5RcmTExvHviyby7bjWFVVUMSE/nsj79Q8rVEL7esonze/SiXXwCuq7Tr1Uq/WqW5f1tB/J8tWUT76xZGZLLVrPkZBgG53XryXndepo8s2f+XM+DWeH14g3wHAzLyOSWQUN4acUyNMMgzRmDV9cp8fiyQVkVhX5p6SzZm28GHvVplcqVffrRIzWN5JrjoQLltasqF/TsbcpgGMYBdRo4npE4d1syj6IKzr//DC54YIpZx/+/YRh0GtieTgPbNzh3o/e5I89j8z6Lw/jMl7VIFyTwI+XifXQj+PB4l3IxcfoswAWAwKBSvRHdqA1E9shJeEQXbMoGDJmIpoxGNwR+ozVc9QOYWz/8c1HK8MmEFDVAo4gijDFr1w42lxQHlc3bk8u6okJ615wJeSDM3LU9yFtnIPEYBh9NOoV4u53MuHiklFR4PDy5aAHlHk9QfaNmibwx6JCYyEMjj6298QWsIgSib2oa6c4Y9rmCUxoaUrJs317aBQREHQgL8nIb9ESe26NXg/WGZGSxpCbnOvgCi/qlpbO7vIzd5WV0SEgi3enknG49OatbTyo8HpKdTh5a8Bvf1yz1ewyDJXvzuaBHb5IdDjJiYhnfpi2WmmjTUHJH0bTYuGgr6+ZvIi4plmNOH0TM/7d3nuFRVG0APTO7m94TCL333jsKIk0UREHBBigqFlTA3rGhfjZExV6wghXFThMEFAtI773XJKTv7sz3Y7PDLikkIcnuDO95nsBmMnPmvnduJnfu3HcmuuB5tsLZh6KnE6bN8nw27vdkE6p9iZOb/dbVqEmuehGh2peAGyftyFX65JuC41YakKs29rl1XfjFtFA8pAPqgyQhmcdjhRiK40l3OgvsZKW7nMa2RXlC7Y5829sUhfoJiag+t4/u+/03luc9HskXBehctXqZxmXTde7q1JW7fpuXb3/RISHFistutxPpCDHmMvmW93/nnMd5tesWWp5rW7Vh14k0vs+7dV8/Lp4WSZW45NuvAM8o8d0dO3NpoyY4VJVVhw9x7PAhft6xLd9x2Jx6nFfa9S3WLTCztDkzeOZ9uJi3Jn3sOU9rGnNe+5Unf76X2KQYU8cVTPs2s8flzqIgVCULm2rz84TxNWHaZ8Y6dlYSpT1DtuOpoIurpB6QJKSgx/sHzPcP2amTfiUJKXg8VoihuJ5WlSrji4LnVm6DmLhieS6u14C5O7f7dUIva9TE833e9JKUnGz+2L+XghhcvyFXN2tR5nH1rF6DVpUqs+bIYeNCr1Z0DN2qViu258omzYzYNN3zSswbW7XlnBo1iyyPoutM7taTCe07kpmTw8GsLK7/9UdjPQ2dZ/76g3aVq/D6qhXM372zwLoBsOWNkwRDWzlbPM4cJ+/dOxN0jIzzw7uO8v3rc7ns3sFBE9dfP6xk7vuLcDnd9BjWmfOu6o6iKHKeqwCPTiJuaqGyFyVvpFLBTY7ewfg77/XYXPPQwRjxVNCwawsNfzDFVVJPsCchFfw8ibMM3yQk72fvgQNPEpJ3mfeqwm63G+t7f17QMpvNZlx9OPKeCVjRHl3TURQ1aMpzph4rxFBcT7OkSkzuca4xpzHSEcJz5/YhOe/ZkafzdKlRk1f69KdRQgKRDgeVwyOICwv3vHkpbxu1gJOQTVG4uEEjHul+Di5NY0f6CY5mZZVZXCF2O6/3HcjoZi3pVas2VzRpxjv9LiA6LLzYniaJScy4YDAX1m/IebVqM6lDZ5yamxf+Wc6yvNHcojxxoWFUj41ja2pKvvh14KstG4vsfAIMz7vVHwxt5WzxpKdk4so9+QcXAAWO7UsJmrj++n4lL4x+g1W/rWfdkk28OeFDfnpzQYk8gY7B1B5FJTNkKm7qAKBjJ1O9CT2kbz6PooRBvhvuIcEZVwk93j6M72iob38n0MgIqA9WS0LKzszmrTs/5vfPPUkoPYd34vrnr8IeYg9IecrSE2yTvcvTc0GdevSuXpOUnBziQ0Kw5y0vrsfpdrPx2DEUPM/9fHXlP6RmZ3Nrm3YAxISEcm6NmizeswcN3RgtvbhBI/7dv4+Jv80jLW9u6OjmLbmlTXsAcpxOlFPmOs7fuZ2X/vmL1JwcWiQlUSs6hmy3m1aVKnNRvQbG7SS3202IqjKudVvjd8tb3pLWT+3oGHLcLt78bwUZLicq8NnG9Uxs15GRTZuf1pNcyHNP03NzsSuK34PmAWpFxxAXFsaVTZpxTvUaaJoWNG3lbPBEJ0QSkxTNiWPp6HmvQ9TcGrVb1PBrP4GMa85rv+Z7VMK3r/zMgBt6y3mugjwuvQop6gcoejqqLRIdG0oBnmz1ciK1pcaZTwGy1StOey4yQ/2AJCEJAeLTJ75h8cw/jca8aNafRMRGMOqJywJcMqGkhNpsVImMzHeSKQ5fbN6Qbx7o55s3cEvrtsb3T3Q/l6n//sWfB/YRFxrGDS3b0CAungu+mumXmPT+2tUkhIXxzZbNbEtNIT40lHs6dqFP7bqsOnyIu36bD3n7WrZ/H8v270MFZm/dzDPLl9EgPp4723cm2+0mx+2meUIi8YU8pP10zN+1g/t+/w3wfy6n92bVtJX/MLxx09M8ih66VavBeTVrM3/3TiOjfViDxjRNTGTO9q1+66oovN6nP5UiI0tVZuHMUW0qE967gf9d+RqZaZ65fl0Gt+P80T0DXLKT5GY7803cduY4/b7fvX4vb9zxIfu2HCS5biXGPn8FdVrUrMBSnh3oShQoNigkMdCldiLd9hKh2uegZ+NUe5OrDj3teUM4c6QD6oOVkpByc3JZ+In/6+J0TefvH//j2ikjg2qitEzOL1+PW9PzJc9o+sn3AbtcLiJDQ7mnU1c/z870E8bIpxe7ovDafyvIzesIH8/J4f4li/goNo55uzwduFNfOentEOZqGuuPHmXsLz8Yy6IdIUzvO4DG8Qklistms/Hkn572XVi+uVPTyNV1Imy2Qj3een62Vx8W7N7JrpQUGiYk0qVKVTRdZ9HePfy2ZxfgGdC6u1MXkqOjK+QYz9m+lekr/yHT6aRbtRrc16krsSEhpmhz5e1p2qUhr616mu2rdhGbGE3VhskoSsHPZDyT8mz8cytrFm/g8O6jZGdkExYZRvehHWnTp0WRnm5DO7Bj9W7jZ4qq0PXiDsbfk7SjJ3hs6ItkpGSiuTV2rtnDU5e+zPNLHyWxarypj40pPWpXMrXOKIpnbqQt0OWRJKSzBysmIX394o/G6IAvYRGhxnbBMlG6pJ5A7tuMnv516rLMJ8lIRaFvrTqn9cQ4QjgVt677retlyZ7d2NTTn9h0/AeGMlxO7lu8gC8vuqREcWXm5OTrHPuiKgo1o6IJU05myRdWPy7ApWn0rlELrVoNP8czPXvx5/59HMvJpklCIvFhYfy6fStRoaF0SK6KPe/EXtbHeNGeXUxeuthYPnfXDtKdubzU6/wSecqqPMHoCY0IoUmXBsb3ul62b6WZ/fLPfPbEN/iiKAoLPl7CrdOvpfulHQv1DLr5fDLTsvj57YW43Ro9h3Xi6seGG+VZt3QTJ46mG9tqbo2M1ExW/7aeHsM6lVkM4vH/rDm3YdOP4Fbq4NITAl6e8vZIEpIJ8J2U6/1s9iSk3z5dVmCsl04aFHQTpSUJqXw9g+o14K6OXagUHkFMSAiDGzTkvs7dTuupHBXFtS09D5O3KyqqolA5Iv+tZ13XiQwJYVDd+p53tedbo3A0XWf3iRN+SVHFiSsyLIya0TEFJlABVImM5Llzz8PhcBTqcWkaT//9Jz0++5Besz7mprk/kZKT7bfvEIeDrtWqc3GjJmS4XAyd/SX3/v4bt877het+/oGcvD8MZX2M5+aNJvvW09J9e/HexA32Nmd2T+rBtHydTzg5SDFryuwiPTabjREPXMyMXdP4YOdUbnp5NGERoUZ5fEesfLHZbUFXF5bw2GxEuKcS5x5BjHYrce6hhCmLzR/XaTzePozvaKhvfyfQyAioD1ZKQlJt+RtXYo14ug7t4De5OhgmSksSUvl7LmvUhMsbNzXa+KnbFeYZ17INjeMSWHX4IInhEQyp35D7fl/IX3kPcrcpCrGhoZxfqw5xoaG80XcA0/79m0OZmcSEhrLh2FG/Ec9T56IqQFJ4BOh6scrjG9eUHucyfv6vHM/JBqBjlarc17ELbk2jRkys553rRXjeW7OK2Vs2Gcv/PXiAx/9Yygu9+uTbxuVycd+iBWT7jDSsP3aEt/9bwU2t25b5MbYV8MdBAXTNDarNFG3OzJ6Du45QFBmpWWdUnuY9GlG5ViJH9h5Hc2uoNpW4yjG07NXE7/wcDHVhBY9DW0yYPtNnayfhzgfJsc3G7U4wbVyn80BwJyHJCKhFOX/0ufmWDb6lXwBKIpgZRVE4r1ZtbmvbgaubtSAmNJQXep3PqOYt6VK1GhfUrc97fS8gPiwMgIMZmaw5eoS9GelsOHaUm1u346OBF9GnZm1qRcfQrnIylcJPZp07VJVHuvYoVdkaJyTy9ZBLebVPPwbXa0Cm08nz/ywnLTfXuDVeFMv27fHrDLt1naX79jB7yyYynf4JI9luF4ezMv3W13Sd7WkppSr76RhSvwHovs8mhAvrNSDUJmMGFUHVepVR7QW3IUVVaNWr6Rn5w6LCeHTOnXQZ3I6aTarRcVAbHvluEhEx8jan8sCmb0LnZKdLARSc2Nhd+EZCuSNnMx+slIQ06KY+hIQ6mPfhYlCg35henHd196CcKC1JSObyRNrt3Ny6HXa7/9t/9qam8tDSRbiMh0HDq//9S8dq1flf7/ON0dcTOTks3reHXLebtkmVqBOf4OcpSXliwsL4cvMm5u/aAXj+sCw/sJ8PBw2hXnRMkZ7okFBUTiZJgacT+sSfS/lo/Vre6z/ISPqJDAklLjSM1Jxsv1d41oyONdxleWzaJlfltb4DeHvVCjKcTrpXr8F1LVqbrq1UpOf4gVTWL9uMza7Svl9rQiNCSl2e+OQ4bnl1NK+Me88vNwCgRc/GjJs66oyPe6UaSUx8d5wxz6+g34FA16lVPOjJoOV/gohGkqnjOp0HgjsJSdFP/e0KQvr06QPAvHnzysWvaZrxBZ7bbd7PmqaRm5vr1zn1nRB8Ony3c7lcxvwM8ZTeY4UYzOA5lp3N08uXsf7YUapERHBXxy40yXv/fEGe3/fuYeIpr9dUgEkdOhvvZi/ruP45eIAbfd5iBJ7bOpc1bsrE9p2K9Px3+CA3/PKj52R/6jqKwrXNW3FDqzbGNkv37WHSwnk488pcNzaWd/oNIipvnlZpY/Bi5rYSaM+Wf7bz5PCpZKfnAFClbiUmf383cZVjzqg8xw+ksuDjJZw4lk61RlXoclF7YpOiKySuQNeppTy6k2j3eOysAmwouMlSriXLNtbccZ3G4/0CzzxRr+vUn5UlJemvyS14rJmEZGWPFWIIdk+u2824eT+xeO9uDmZmsProEW749UcOZGYU6kkq4HmeOlA5MrLc4nrqzyUF7tP78PiiPK0rJfP+wIvoV6duPge6zo60VBT15BvEetSoxecXDeXhrj14umcvPhp0MfF5D7E34zG2kmf6+A/IyTz5VIRDu44y86nZZ1yeyjWTuOyewYyZMoIB1/YmNilaznNm9DjCOWGbRrbjEbLV6zlhm4ozdJz54zqNx9uH8R0N9e3vBBq5Be+DlZKQrO6xQgzB7Nlw7Cg7UlON7zVdJ8vlYv7OHVzRtHmB2zSOT+Cieg34btsW7IrneaBtKydzTvWaxnplHdfutDRORQd61ahVLE+j2Dge6dqTZfv3kZaTY9xe1/A8+mjFF5/x/Lnn0aJSZXRdp3pUNFUjTnaofeMy2zG2kufgjsPGW5HA81ijPRv3oeclt5k1Liscm6DxKA6yGYAbN+hg8/ndNXVcRSwDSUISBOEsQFEUHurSnce79uDKps25r3M3pvXuW6yEoNKw5shhKOAqvk2lynSuWq3YHruq8mzP3kQUcCv9eHY2dyyc65f9LgQfyXUro/o8h1a1qdRoXDWAJRIE4XTICKgPvvMhVNXcSUhW91ghhmD2NElIpE5sLLvT0nDrOqqiEGqzcV7tOn5X1Kd67HY7A+o1KPe4XMAdC+fmSxCJDQnlqR69Slw/HatVZ84ll/PMH0v4ddcO421OGjopOTnsSj9Bk4TEoDg24sm/zS2vjuaJS6eSdcLzeKTkupW44qFLjPO3WeOywrERjyQhFYYkISFJSGbzWCEGM3hKmoRU3uXx9Ww8cpgrf5rj/3NFYVjDxtzZoXOpy/Ph2tVMW/F3vqSkby8eRrWo6DKNQTxl60k5mMr6P7bgCLXTuldzQiNCAlqeM/UEQ52ebR7FuZwo/RlUDuJW6pGuPoKmFDBHvILKI0lIZwG+k3K9n71XHCBJSMHmsUIMZvAkR0fzwnl9+f6Sy3h34EU0SUwKmriSoqIoiMoRkWdUnovqNyA5MgpVUYyHwV9UrwE1Y+OC6tiIJ78nvkocPS/tTIcBrYmIDg94eeQ8Zy6Pqu8iRp+Eyj4UXNj0rcS4x2O3ZZs2Lm8fxnc01Le/E2jkFrwPkoRkHo8VYhBP6T1xjhCuatqcj9avxa4oaECViEgG16vvt11JyxMTEsqMARfy8fo1HM3KokWlygyp3zCo60I81vVYIQazeELdfwAulLxURAU3CsdQXGtw6+1MGRcEdxKSdEAtyPEDqWxduYPo+EjqtatdLsPsghBobmvbgSYJiaw5cpi40DCGNWpClP3MT2lxYWGMa9UWwDhpC2cPKYdS2b/lEHHJsdRsXPxkNsHc6EoI/i8KzltOSMUX5ixBOqA++HbUVNWcSUj/LVjH89dMJzfb8yrB1uc1464Pb8YWErwTpWVyvnhK67mgfkMGNWhU5NtkpM2Jp7ieP2b/w7Sb3sXt9LSjQePOZ9STl6HrupznLO5x0Rvd/RaQgoIbHRU3DcHeCpumVHh5JAkpSJAkpOJ5XE43Nza9i6wT2caojaIoXDX5Ui4Y16fCy1NeHivEIB5zeawQg3iK9qQdOcEtbe7Dlet/K/OmaaOJrxJLZFw49dvUyTdNq7zKY4U6NZtHc+4hirdR2YtbaUymcj26Eh2w8kgS0lmA76Rc72fvFQeYJwkp9XAamWlZfrcMVZvC7g37iuX59f1FjG/3ADc0uZO3Jn2MO+9EHOi4gmnf4jk7PVaIQTxFew7uOJKv86mqCm/cMYOnhk/lgb5P88pN7xr+8i6PFerUbB5bSE0yHY+SGfoOuaH3oCvRpo7L24fxHQ317e8EGrkF74PZk5Ci4iNwhNpx5px8aLau6STVTDB8hXmWfvUX7979qbHdgo+XkJuVyy2vjQl4XMG2b/GcnR4rxCCewj3xVWI5FU3T8Z0X+PsXy2nRswm9r+xeIXGZvU7FI0lIRSEjoBbCEerg+hevQlEVyLu4qdmsOgNv6H3abX//crmxDXg6rsu++btEQ/6CIAhmpVLNRC6ZdAEAqq3gP402h42d6/ZUZLGEMkDRj2HXV6DqewNdFMEHGQH1wXc+hKqaMwnpnOFdqNeqNuuWbCQmMYZ2/VsSEuY4rcfu8Azh+96+V/L8wRBXMO37bPYcz8nhn4P7UXSd7jVqEZq3ndnjkjZnPY/L5WbOq7+wcv5aImMjGHLbABp1qFek57J7B9O0a0N2rN5NaFQo7987E8198iJcc2sk16rkN6okbS64PQ5tLpGuySh47gxmqaPJtt1o+riK4wFJQjpjJAmp/D0r561hyuXTPKOgOqDAgOt7M+qJywJSnqI8ZqlTq3m2pKYwbu7PpDtzAageFcVbfQeSFB4RkPJImxNPUZ737v2Mn95eAICiKqg2lSd+upc6LWvkW19zaxzde5zQiBBikk4mnfzy7m+8d+9nKKqCrunUb1uHR7+dREh4iLQ5E3gU/Qhx7kvwPN/zJGnqS7jUThVenor2eL9AkpCCFt9Jud7P3isOME8S0pl42vdrzaQPxtG4UwNqNa/O8LsvYvQTlwdlXGapU6t5Jv/xO5kuz+O9AA5kZDBtxT+mj6s4HivEcDZ5NJfGz+8sxIuu6eiaztwPFuXb5ti+FO4653Fu6/AgNza7m9dvm4GieMow6MbzefLne7l68jDGv34dk+fcSVhkmLQ5k3js7EQ5pfOpo2Jnk6njKq7H24fxHQ317e8EGrkF74PZk5DO1NNhYGs6XtDm5DZ5o6HBGJdZ6tRKnt1paWg+N0zcus721BS/7cwYl7Q563lysnI59eaermnkZOYAnpGl7175hW+n/UJGSqbfur99tozYytGMfHAobreb+u3qUL9dHWMalrQ583jQEjkVBQ23nmT4zBhXcT0gSUiCIFiAmtExqD5XzTZFoU5M/sxhQSgPlnz1F5O6P8r4tg/w7j2fkpOZW+i64dFhNO3W0JOQmYeuQ3Si5/b6b58u45PHvib9eEa+jirAnNfmcnj30TKPISs9m1dueo8xde/gxuZ38+Nb88t8H8JJ3EotMhkBgI4NHcilLTmcl29dRT8qiUoVjIyA+uA7H0JVzZmEdLZ4rBCD2TyPdO3hNwe0SmQUt7XriM1mM3Vc0uaC37Pi19W8Mu5dY/35Hy4h60QO41+/tlDPuKmjmND1YXTtZAfzp7fm0/Oyzvzx3b8Uhe7WmPvBYq6ZPLxM43r9thn89f0KNE0nKz2b9++bSVRcBOde3s20xybYPTnqbaB0BPdGFDUJTcsminfQaES2fp7n/OX6kXDXZBTcoEGObSy5ITcGdVzF8UBwJyFJBxSMK2DfK2Hfyb4ulwtVVfMtO/VzQct8h8W9rws0q+fP7/5l+fcrcIQ66DfmXBq0qxuQ8gRDXZyNniaJSXw5+BL+Prgfu6LQqUo1Ih0OY5qKWeOSNhf8noWfLTMSgcAzp3Pp138xburV+OLrObz7CJorf9LGut83Yg+x+flORVFVsk5klWlcbpeb5d+v8N+nAstm/0P3SzsVuy5Ks++z3ZOtdwWlA9GuW7GzBrChaC5U5Q9ynDcQ5ZoMnPSFut/G6WwLtA3quE7n8XZc3W630ZkFT0fUO8AWSOQWPJKEVBzPz+8s5KXr3mLZN/+weNafPDTwWTb/tS0g5Ql0XZzNnkqRkVxQvyG9a9YmNjw84OWRNnd2eAp6LqfCyW0L8kTFRubbRtd0wqPDuOD6PkX+AdbcGq16NyvTuGx2Gza7fxyKomAPsZv62JjFE6IvwMFqFHTjkUxh+veEKstQcBeYqGSGuIryeNu372iob38n0MgIqA9nexJSUdt88ewcT31oOjo6iqrw9dQfuevDmwNSHivUqXjM5bFCDGb1nDuiC79/+aeRGKmoCj2HdcYeYi/UU6tFdVqf14xVC9cDnj+4STUT6DKkPZExEdzzyS388MZ8crNyadKlAf/+sprd6/dhD7Ex8qGhdBjQuszj6n9db75/fa4nBkUBHfqOPsfUx8YsHjtH0VFQ8B/1ducfJDcSlVCCP66ilkFwJyFJB1QoFtkZOX7f65pOZmpWgEojCMLZRKtezZj43o18/eKPZKZl0b5/S0Y+OLTIbVRV5c4ZN/HdK7+wa91eEmskMPSOgUREh3ucvZsZo5y6rjPywaGkp2YQGh6CI8RRYHLSmXLlI5cQnRDJ3z+tIiwylMHj+9O8R+My34+QH5fSzK/z6fnkwKV2J1u7nDB9Jjo2wI1L6YhT7Q1l3wQEH6QD6oMkIRXuadWrKSvnrT35VhAF2vVradSPJISIx+oeK8RgVo+u64SEhdD/2l7Ual6deq1rF8ujhCkMu+siv/I4nc5Ct/Heti+vuBRF4ZKJgxg64YJilccMx8Y0Hr012fbbCHVNy+uIhpCuTka1VyFXnYjL3RG7vgU3ybjt/bGpDrQijk3QxFWEB4I7CUnehIS8Cak4nvTjGUy9/m3WLNqAoij0u/ZcRj91OapNLdKTduQELpeb+OTYAht+acoT6LoQz9nnsUIMZvVomsZL173Jn9+tMH529WPDuGBcn1KVJ/NEFppbIyImvFTl8SJtzpweRT+GymE0qqEr0QEvT3l6vF8QnG9CkhFQ/JOQvHivuoECR0DtdrvfHAtvQzl1me/VjCMvY9iMnuiEKB788g6c2S5QdMIjw4v0aC6dqTe8xfI5nj8aDTvU5d5PxxMZF3HG5Ql0XYjn7PNYIQazepZ/t8Kv8wnw0SNf0vXiDsRXiS22x+3SeHPihyz8ZCkALc9twu1vX09sYkyZxKW5dXau3U14ZBjJ9SqhKIq0uaD0JKKRGETlKT+PF9/RUC/BMBIqHVAfNE2SkE7ncYR5bgmczvPZU1/z1w8rDcfWFTt5bfz7THz/xjIpTzDUhXjOLo8VYjCjZ9+WA6g29eT0Hzzn5d+/XE63oR1Iqp5QLM/nz37Hb58uM9ZZ+/sm3pzwIRPfG3fGcR3aeYQpl03j0M4jgKdzO+G9G435ptLmxBMIDwR3EpI8hkkw2LVuLw8NfIYbm97N5IueZ8/GfaV2rV60we95d5pbY93vm8qimIIgnEVUb1TVr/Pp5ZPJX3F7hwf5/cvlBW53cMdhXrvlfZ645CU+eexrVs5dbfxhB885adXCDWVSxldvfp8je44Z369ZvJGvnv+hTNyCYFVkBNQH3/kQ3lvwZ0sSUtqREzx28QtknchGc2ts+XcHj138Is/9/jDxleNKXJ7YpJh8D3qOio80ynSmcZmhTsVjLY8VYjCjp8vg9vQa2Y2Fny7lVNwujem3fkDz7o2JrxJreNKOpPNg/2fISM1Ec2usX7aZyNjwfOekyJjwMolr+387/UdoNZ3Nf2+XNiceSUIqAumAIm9C0jSN/xasJSMl82T8bo20IydYt2QTnS9qV+LyXHrnBaz9fQNa3slec2uMfHioUcdnEpdZ6lQ81vFYIQazenRdZ9zL19Drim78/M4C/vxuhV9nz+1ys3fTflb/tp69m/eTXKcSGalZnDiebjxGR9d00o9notpUFFveNCu3xvB7LyqTuGKSYjh+MMXYn2pTSagaJ21OPAH1eDuubndwvglJOqBIEpKqqtgdBTcF1aaWqjxNuzTiyV/uY+GnS9E1nY4XtKHVuc3KJC6z1Kl4rOOxQgxm9zTuXJ+je4+z7Jt/8p2n5kyfy8q5a7A5bLjznrpR0DMcx029hg1/bkFzaXS+qC1t+7Y09r1nw352b9hHlXqVaNiuXoniGvP05bx03VueB+VrOmGRoQy/9yLsdru0OfEEzOPFdzTUS6A7nyAdUD807exNQmpxbhPiqsSSeigNXdONK/gW5zQpdXlqNKnKVZMvNX6hyjIuM9SpeKzlsUIMZvd0GdKOBZ8s8TwOLu92+rkjuvLbZ57kIrfT4zt+IJVTiUmKpuuQ9vS8rLNxPvfu/6sXfuDzp78z1h18W39GPnhxseNqP6AVj/90D//+vIqQMAddh3YgsXq84Zc2FxwenP8S7v4O0HFq/UDpZIm4ClsGwZ2EVKYd0JSUFB599FGWL1+Oqqqce+65PPTQQ4SFheVb96uvvuL+++833nXq5eOPP6ZVq1ZlWSyhGCz8ZClph08Ync8mXRtw8yujCY/Kf+wEQRACgc1u4+5Pbmb5nJUcP5BCnZY1yUjJNDqgRdHrim6EhIf43c4E2Llmj1/nE+Dbl3+mXd+WNO3asNhlq9+mNvVa1zI6t0JwYdf+JFqbZHwf5v6BdPVRXOqAwBXqLKdMO6APPfQQubm5zJkzB6fTye23385zzz3Hgw8+WOD6HTt25MMPPyzLIpwRZ2sS0uqF65nx0OfGurqus2fDPuIqxRrbBltcwV6n4rGexwoxWMETEhpCj0s7Gdsc3nUs32OaCqJWk2p+o0Fe9m89VOD62/7byeFdR3HlumjVuxmVaiZKmzOxJ9z5LqAbr+PUgXDtbTJtg0wdV1EeOEuSkI4cOcLcuXP5+uuvSUhIAODmm2/m9ttv55577sk30hlMeIe7vf/D2ZWEtHrxBmx2Fbcrb9qBppN2JJ09G/dRu0WNoIvLDHUqHmt5rBCDVT2VaiUw7uVreOOODz234BWo36YOW1fswOawobk16rSoSefB7Q2/r6dS7QQK4svnvjcSM0MjQrj/i9to0qmhtDmTehRO+L0LXgEU0k0fV1GeYE9CKrPngK5fvx6bzUbjxo2NZc2bNyczM5Nt27YVuM3+/fsZM2YMHTt2pE+fPsyePbusilMifJOQvJ+9Bw48SUjeZd6rCrvdbqzv/XlBy2w2m3H14e2EB5snOj4KzefRJF5ik2KCMi4z1Kl4rOWxQgxW9pxzWRdeX/MMT897gNfXPMOUufdz08uj6DfmXK569FImz7mLsIjQAj2N2tfnolv74UvlOklkncg2vs/NdvLOnZ9WaFyBrlOreZx08stL01FwKp1NH1dRHm8fxnc01Le/E2jKbAQ0JSWFqKgov6BiYz23cI8fP55v/YSEBOrUqcPEiRNp0KABv/76K3fffTeVK1ema9euZVWsEnG2JiH1uqIrP741j+MHUlEUcLs0el/VnfiqsWWePFRWnmCvU/FYz2OFGKzsiYgNJzohyki0OHdkV86lqzF9qijPFQ8PpcOAVuzZ5HmM04wHP8/3XM9Du44a50Npcybz6Dph7MYfhSzlSjBzXKfxgIWSkGbPns3dd99d4M8mTJjgdwv7dPTq1YtevXoZ3w8aNIhff/2Vr776KmAd0LOVqPhInp73AN+/MZfUQyeo17Y2va4o3THQNI0f3pjHn9/+iyPMQf+xveh0QdsyLrEgCELZ0rhzAxp0qAtA7RY12LNxv9EJVW0qNZtUDWTxhDNA5QAh5E9UC9UXkkOjAJRIgBJ2QIcMGcKQIUMK/NmSJUtIT/fMp/D2rlNSUgBITEwslr969eqsWbOmJEUqU87WJCRVVYlPjuPy+4Zgt5/+eWJFeWY98y2fP5OXUarA2sUbufez8bQ+r1mhnrSjJ5j34WIyUrNo3qMRbc5rcdq4zFCn4rGWxwoxiKd4nlGPX8a2lTvZu+kAADGJUdw8bTSKokibM6NHOTlH8iQKkGvuuE7jgbMkCalp06bous6GDRto3rw5AKtXryYmJoa6devmW//TTz8lNjaWCy64wFi2detWatasWVZFKjZnexJSWXq+nz7XWI4OKPDDG/NofV6zAj3HDhzn3j5PcfxACqqq8M1LPzLqycu44MY+pq8L8VjHY4UYrOJx5br4dtovbPprK3GVYxk6YSDJdSuVqjyaW2P21J/4b/5aIuIiGHxrPxp2qEdkfARPzb2fzX9vw+1006hjfUIiPPPxpM2doceVil1fi4KDHHdT7I7wci9PrlYFF3WwsRsFd95cUA2n2hMt2OqnDD1nTRJSQkIC/fv356WXXuLYsWMcOHCAV199lWHDhhmTYkeNGsUPP/wAQG5uLo8//jirV6/G6XQyZ84cFi1axIgRI8qqSMXGd1Ku9/PZlIRUlh7vg6ANdHDlugr1/PjGfFIOpqJrupGF/+EjX+B2aqavC/FYx2OFGMzkObLnGJ9M/ppXb3mPBR8tMdw2m41p497li2fn8N/8dSz+/E8e6P80x/anlKo8798/k0+f/IZ1Szfzz0+rmDz4ebav2oXdbickzEGb3i1o17cVETHh0ubKwGPTtxHjHE6U63aiXTcTx40oelrZlEfPIFT7knDtXez6Cv9tHGGk217ErbRCx4FOJbIcT+FSWgZV/ZS1x9uH8R0N9e3vBJoyfQ7oY489xiOPPEKfPn1wOBxceOGFTJgwwfj57t27SU31vKHimmuuISMjg9tvv53Dhw9To0YNXn31VVq0aFGWRSoRZ2sSUll6ugxpz6JZf6D7ZNV3vbgDAFkZ2WSkZhCdGGX87NjBFM+dEB80l0ba0RPEVo7G7XaTeSKLz5/5jg3LthBbKZrL7h1MvTa1g74uxGMtjxViMIPnyN5j3HveE2SkZgGwaOYf7N6wl6seG8aB7YdYPmeFsb7m1sg6kc2CT5YwdMLAEpUnKyObX99f5Pe+eF1R+OW936jXunaxPdLmiu+Jdj+Gwsm3VNn0LYS6XyeLu86oPJrrOLHa9ajsBVRCcZOpTySXS4z1dSWZE/bXDI8NG6AHVf2UtQcslIR0OqKjo3nhhRcK/fn8+fONz4qicPPNN3PzzTeXZRGEAHPds1egqAp/fvsv9hAbF9x0Pn2u6cFXz//Al899j+bWqFq/Mnd/fAtV6lWmYbu6/PbpycnhqqoQlxxLbOVowHMB8PINb/Pf/HXomo6iKqxbsokp8x+gesMqgQpTEIRy4tf3fiMjNcsvC/371+dx8cSB5GTl5ltfUSAnM//y0+F2uQt4X7yOM8dZYpdQPGxsQ+HkcVXQsGmb4Qz7Q2H6F6jsy3vOp6fjFa5NJVMZCEr4mcmFcqPMbsFbAd/b7t7P3iFtRVGw2WzGlYP3c3GXnS2eiOhwbnzpambsmsZbG59n6B0DWf7dSj5/5jvjD8rBHUd49opX0TSNftf2os/VPYxjEJ0YxT2f3Grcekg5kMbKuWuNEVVd03G53Cye9WfQ14V4rOexQgzB7sk6kV3g7cGstGyqN6xK5VqJqLaTf7rcbo12fVuWuDxRsZE07dbQz6W5dToPahdU9RNMx+ZMPRrJ6D63vHRs6Er1My+PcoRTb6UpuHHYTpiqfsrL45uE5JtsHWjKdATUrEgSUvl6Vv22DtWuouXN8dTcGvu3HSLlYBpJ1RO44cWruWTSIFKPplGzUTVCwkMMf052DqeicHJeqdnqQjzm9FghBrN4WpzThJ/fWWj8TLWpJNVIILF6PIoK9826jZfGvsXONXuIiAln9FOX06RLA2O6VEnKc8c7NzB9/Aes+W09YVFhDL/7QjoOahMU9ROMx+ZMPRnqfURrE9FxAjoacWTZx6GXtDy6huJcgk0/hFtpRI7eCAcny+d54WYsbj0J0E1TP2XtCfYkJOmA4p+E5MX7GCbAaAC+j0Kw2/M/rqigZTbbyUcqOByOfI9UOBs8UXGR+W91KRAeHWZ4kmokFPiu5ar1kqnTsia71u31jKAqnlGKLhe1AzBdXYjHnB4rxBDsHqfTyfwPf+efn1dRq3kNdq/fi67pVK6dxH2fjke1qdjtdqrWT+aZBQ965myi43A4Sl2e2KRoHph1e1DWTzAdm7LztCPDMRObexm6bsdl64VOTMk8qkJo7gOE6gvwkqWOx8lAQvQfAdCJJCvkfyi6w2T1U7YeL97Pvn2cQHc+QTqgfkgSUvl4+l17LvNmLCYr3fNqO82tcdEtfQmPCjutR9d17vr4Jt684yM2/rmV6MQornl8OA061EXXddPVhXjM67FCDMHs+eLZOXz1/A+geOaCq6rC3Z/eSqvezYw7UL7b2Gw20IM/rjPxWCGGU5e59Ko4laF5gwkaqlqyt0s5tAV+nU+AMO0V0mxfkKWMRiUNl14b9GhT1k9ZesDze3JWJCEJZxfOHCe/vPcb+7YcpFqDZPqNOZeQsJB86yXVSGDKvPv58a35pB/LoGm3hvS+snux9xNXOZa7P7nF+AXyHZ0WBMH8aJrGt9N+8Xyje+5yKIrOT+8soPV5zQNbOCGosOl70bGh+NxyV9BR2Y9LaY+uKOiadurDVYQgRDqgPvhOzvV2crwTgU+9BX/q8HZBQ96nDqd752BYwYMOT494hXVLN3lGJ9wa//6ymoe/mmis57tNpVqJXDtlpN9V2ZmUJ5jqQjxnh8cKMQSrR9d0XM6T89gAdB1W/LqGDX9soUWPJqaMS9pcObQV6qJo/qN9OiqaWhObzWbauMrDA8H9JiRFN8FQUp8+fQCYN29eufg1TTO+wDOJ1/tZ0zRyc3P9Oqe+E4JPh+923rkaVvCsWrCOKZdPy7f8vlm30apX03ItT7DVhXis77FCDMHueWr4y6z+bX2+5SFhDl5Z8ZTf84MrojyB9lghhnLx6DqR2lOE6t97vkUhQ5mEyzEsMOUJYo/3Czy5LF7XqT8rS0rSXwuefPwA4puE5P3sveIAeRNSQcsyjmcWWJfe5SUtT05mLp9M/pp7z3uCZ654hZ1r95qmLsRjfY8VYgh2z/g3riU0MpRTyc12Mn38B6aNq7QeK8RQLh6Hgwz1fjJC3iHT8SQnHJ/iDhlu/rjKwePtw/iOhvr2dwKN3IL3QZKQiu+p17Y2qk09+bBoBWw2lfpta5fI43a70TSN50dPZ9XC9eiazs41e1izeANPz3+Aag2qBH1diOfs8FghhmD2RCdE0XVIexZ+spRTWfP7RtPGdSYeK8RQqEd3E+J+g3D9S8BNrtIPpzoRt1s5vUdRcNIcnWYAaC5X8MQVRB4I7iQkGQEVSkXV+smMf/1aQsI8V2ghoQ7Gv3EdVepVLrHr8O6jxpuOADRNx5XrZvHnf5ZpmQVBCG6unjyM8Jj8b66JjI0IQGmE8iRU+5hw/UMUMlHIIUT/nghtaqCLJVQgMgLqg+98CFWVJKTTeXpc2pn2/VuTciiV+ORYwiLDSE/JID0lg8q1koztivIc2nnE71WcXhQF3E63aepCPNb3WCGGknpcuW5sDs/3FVGe2KQYHvz8dh6+8H8nL0jdGlc9eqmxXjDVj7S50ntCXPP9MtUVNEL0BeTa7jd1XMHkAUlCOmMkCSn4Paqi8s49nzL3/UUAVGuQzD2f3krl2kmFOtYt3cTTl0/DlXvylgMAiucX5bHv76JB+7oVFoN4xCMJIR7P+mWbefmGtzm2P4WYpChueXUMrXp7bnfqus6eDfvISs+hVtNqhEWFlag8mqbx26fL2L5qFzlZTpJrJxEVH8GWf3ZwdN9x6repTZfB7Vn8xZ+4nW46DmpL697Ngqp+KsJjhRiK8kQ5b8Cmr/LrhLqpRKp9dkDKY0WP9wuCMwlJRkCRNyGVhef71+canU+AA9sP88KYN3hmwYOFet6e9Akup3/n0/vavdFPXU6D9nVNWRfisZ7HCjEU15N6+ARPj5hGTlYuACeOZvC/q6fz0h+PEVMpipeue4t/f1kNQGzlGO6bOZ4GbeoWqzy6rjP91hn8/sWfnnfq+g5/5H2/Ydlmtvy7g0dmT0JRlaCrH2lzZePJsY0g0rUq793wnn+z1StMH1cwebz4joYav25BMBIqHVAfNE2SkErrWb90M4qiGMs0t8bONXvISs8iPCq8QM+RvceM22xe6raqyZO/3Gf8spmxLsRjTY8VYiiOZ8Mfm8nOyDHW0XUdV66LNYs3cHTfcVbMXWP87MTRdF667i2mLn+8WOXZtW6vp/MJ+V/Pm/e9pumsX7aZrf/toH6bOkFXP9LmysbjVnrjVp8mXP8GcOFUB5DDQBSTxxVMHgjuJCTpgAplQlR8BIqqoLtP/lVxhNqxhxbexGo1rc72VbuMTHrVplK3Va1yL6sgCIUTEpH/bWYAYZGhbF+1y++OhebWOLDtELlZuTjyEhKLIu3oiWKXw5njLPa6gjlxKj1x284F8kbkSnCLWTA/0gH1QZKQSu8ZPL4/y2b/Q05mrieByKUx8qGhOByOQj03vzqKJy55ieMHUgGo1aw6Ix8ais12+rdZBHNdiMeaHivEUJRHVVQ+nvwVv7y7EEXxvIkIPBeGVetXpsOA1qxdshFV9X/8WnhUGGGRYQCnLU/dFrUIjQghJzOXwlBtKnGVY6jXqo6RQBEM9SNtTjxm84AkIZ0xkoRkDs+hnUeY+8EiMk9k0fq85rTv3+q0npyMXLau2IE9xE6d1jUJCz/5IOrCymOGuhCPtTxWiOF0ni+em8Pnz3x38ta4Akk1Euh0QVuGThpIVFwkxw6k8EDfp0k9nGZMubnltTH0HNa52OVZtWAdL419i6wT2X7Lw6PCyMnKpVaz6tz25liS6yYFVf1ImxOP2TzBnoQkHVA8c5x85104nU6/5d7OqfcqxOl0FnsisHcSsXd+qe/VjHhK57FCDOIxl8cKMZzOc3evx9m5Zo/fuTEmKZo31//Pb5vM1CwWzfqD7PRs2vRpQZ1WNUtcnswTmaQcTCM3x8nxAykk16lMysEU0o6kU6dlTSrXTjqjuHQ3LJq1jGMHUmjQtg6tz2seNPUsba4IT26mZxtNDY7ymNwDnlFPm81zV7GgZWWNZMGXEu8B934GSUIKVo8VYhCPuTxWiKEoT0iYI19muiPUnm+byLgI+l3nmbfnvV1Y0vKEhIeQXLcSbrebKvUrMf2WD1j69d+A5xb8za+MotslHUsVV262k8eHvsiWf7d73tbm0rhk0gVcdu/goKhnaXMFeFwZRLqfIkqfC27IoT/pyt1AwQmspokrwB4I7iQkeROSIAiCwKCbzvd0Pn0GRS66tV+573fpV38bnU/wJDZNv20GJ46ll8q3aOYfbPl3O+iguTwDCV89/wNH9h4rk/IKZU+4exoOfR4KOgo6ofxMpP5GoIsllDMyAuqDJCEF3pOVno2u60TFRlbY5Hy3282Wv7dzZO9x6rSoSa2m1YOiLsQTXB4zx7Dx7638/vmfaC6Nbpd0pHn3xvk83S7uSEiog18/WIzb5ab7JR0578oefiMp5RHXvs0HsdltuF0nR3DcTjdH96QQVym2xPVzfH8KNpu/DyDt0Amq1K5siuMVDPuuSE+I/jsKJ+c3KuiEsASnbZKp4wq0B4I7CUk6oGAMd3v/B//Jvi6XC1VV8y079XNBy3yHxb3zN8ST3+PKdTH9tg/4/YvlALQ8tym3vz3W7x3Q5bFvXdd57Zb3WTTrD8DzC3rdsyPpM6qn6etUPGXnMXMMKxesYcpl04yRzV/fX8TE92+kw8DW+TztB7Sm/YDWgOccWNzyuFwu/luwjv1bD5JcJ4m257csdlzJdZLy3T5UVIW4KjFGOUpSP3Va1fTvfCoQEuowbvkX1wPS5irKoxPhN/juGQeNNH1cgfZ4O65ut9vozALG3NJAd0blFjz+b0LyfvYeOMAvc8x7VWG32431vT8vaJnNZjOuPrwTgMWT3/P5s9+x5Ku/jGOy9veNvHPnJ+W+779/+M/ofILnIuTtuz/h6L7jpq9T8ZSdx8wxfPHMHM+IiktDc2no6Mx8anaZlUfXdd6+8xOmXPYyH9w/k2dGvspbkz5GUZRiec65vCut817zCYACY54eQVK1hFKVp8PA1lx0y8mpAyGhDu54+3piEqNNcbyCYd8V7clxjM2bfqyio6Kgk20bbfq4Au3x9mF8R0N9+zuBRkZAfZAkpMB5Vs5b6/dWJM2t8d+CdeW+790b9noeoO/7RiYdFn32B5dMusDUdSoeSQgBSDuWnq99nzieUWbl2fjnFuZ+4HkNr/cm0rwZi+kxrBPNujU6rUdR4Z5PbuXfX1eTeiiNeq1rU7d1LePOU0nLoygKV02+lD6jenL8QApVGyQTVynGNMcrWPZdkZ4c+qDZI3C4f0BBIYsLcOodseVta9a4Au2B4E5Ckg6oEBRExkWgKCdf5QkQERteal/miSx2r9tLVFwUNZpULfRqr0q9yvleBwrw9Ys/0H9sLzYu38JfP/xHaFgIva/qTu3mNUpdJkEIBC3PacKBbYeMdq7aVFr0bFxm/sO7Ck7u2bF6t9EBPR2qTaV9/1bG3PuyoErdSlSpW6lEz04UAodL7UYuXYzBHsH6SAfUB0lCCpzn0kmDPO+Tz5sFpLk1Lrt3cKn2vf2/XTw5fCrpeaM8HQa2ZtL74wyX15Ob5aRJl4ZUqV+ZA1sP+bUFZ46LH9+Yzxf/m4Nq97SLuTMW8/gPd1O3dS1T1Kl4JCEE4OrJwzmy9xj//rwagKbdGnL9c1cZvjMtT40mVSmIeTMWc+FNfYO+foLZY4UYxCNJSIUhD6JH3oQULJ4Nyzez6NM/cLs1ug5pTyvfeWHF3Lfb7ebWNvdz/GCqMeKjKAojH7rYeKSMrut8+b/v+er5H9B1naiESNKPZfjvRIHohEhOHD25XFEV2vdrxaQZ44pdnkDXqXjKxmOFGNKOpqO5NWIrRRt/hMqqPPf3ncL2/3blWz7igYtpdV4z6rasWSyPFeq5rDxWiEE8gfV4vyA434QkSUhIElKweJp2bsQNL17NLa+MoX2/1qXad/rxDI7tT/G/ra7AzjV7DM/y71by5XPfG7f60o9nYHPY8jyeYz7ywaFkp+f4tRNd00lPyTBVnYpHEkK82yQkxxGf7HmsUWk8//68mkndHuWGpnfx8g1vk5GaaXiadGqAasv/52TmU7N54PwpLPliedDXT7B5rBDDaT12nRD3bMLdbxPK76Dr1ogrSDzePozvaKhvfyfQyC14HyQJyTyewraJiAknJMxBbrbTWF9RFOKrxhmeVb+t9fOhg9vpZuTDQ1FVhQbt6tKkSwPWLdnE6t/Wo7m1PA+0OKdJ0NWFeCQhpLw9G/7YwnPXTEdHBx3+/G4FKYfSePibiQCcP7on8z5cjAuM3xc4+Wi7NyZ8SPsLWnvethREcQW7xwoxFOrRnUS6bsbOWkBFcbtBGUG2+3ZzxxVEHgjuJCQZARUshc1uY+xzV6IoCqpNRVEgsVo8g8f3N9Y5dWTTS2xiNBfd0s9InLj5lVHUa1vb+HmP4Z25+I6B5RuAYBmcOU72bjpA6uG0QBfljNA0jU8f/yav05C3zK2xfulmUg+fAKBG42o8/tM9dBvagYRqcSiq/+iKM8fFiaPpFV10IYgJ0X/Bzpq8tx95Okvh+meo+u4Al0yoKGQE1Aff+RCqKklIwewpapveV3SnWsNk1i7eSGRcJF2GtCM2Mca4ImzVu7nfq/+8aJpu3LbQNI2EKvE8/sPdpB05QWhEKKERIdjtdr8ry2CoC/EEvs2dus3mFdt59opXSTmYCsAFN/bhqscuDXgMpfF8/eKPbPlnOwVhd5y83VevVW3Gv34dP745nw8emGWsoygKEbHhJFSNx2azBU1cZvBYIYbCPKp2FLAB/iN3dvUYmlLTtHEFkweCOwlJOqDIm5DM5inONvXb1qF+2zoFelqf14zQiBBysnKNd1/b7TaadWtY4L5jkqLPuDzlVRfF9WRnekZ97SG2oCiP2Twl2SY3J5fnrnqNNJ+Rzx/emEet5tXpfUX3gMSwfdUu/pj9DygKPS7tSM2m1Yvtmfv+Igqiw4BWRMaF5/P0vro7q39bzz8/rwIgJMzzIHibXTWmNJVVXFb2WCGGojxupYkx8gnewXUHue4a6Ipu2riCyePtuLrd8iakoMV3Uq73syQhBa/nTPedVC2Bez+7lfjkWACi4iK588ObqVo/2XR1cTqP7tKZev1bXF3zVq6ueSvTbnwHt1MzfVzB3ObSDqdzbH8Kmk8inM2usumvbQGJYe3iTTzY/xnmTJ/LnNd+5f6+U9jy945ie3ROxuElKiGS80edw729n+TGZnfz3NXTSTviucUeHhHGnR/exFO/3s8Dn9/BS389TpvzWhQrroyUTF69+T0mdH2E/105nT0b95murQTLeS7YPS61M9m2sT6tKoR09TFsjsqmjiuYPN4+jO9oqG9/J9DICKgPkoRkHs+Z7rtJl4ZMX/0M2enZhEaGGpOzzVgXRXk+eHgWy2b/Y8zdWzb7H6ITorjmyeGmjiuY21x4dGi+t2vpOsQkRQUkhhkPzfK0b3fenR5V4aPJX/Dod3cWy9Prim589dwPfvvvdWU3/nfNdDS3hq7p/PPLKp4Y9iJT5t4PiucPZr02tVAUz23D1CNpTL/tA1YvXE94dBjD77mI80ed4xeXK9fFo4OfY8/G/WhujQPbDvHQwK089/vDJOa9ltMsbSVYznPB7slgDNn2Qaj6YXS1Nm49GsUCcQWLByQJSRACjsvp5sv/fc+jFz7Hs1e9ypZ/tqMoCmFRYUFxJVherPhljX9HSNP599fVASyRuUk9nMb2VbvISM0sdJ2wqDAuu/ciwJMUp9oU4irHMGBs74oqph+pR07kawPe5KHiMHTiQIbdfSGVaiWSXKcSVz82DEeIHV3TDa/m1ti5Zg97N+0v0DH1+rdY8esacrOdpB4+wdt3fsLy71f4rbPtv13sWrfXyKLX3BpZJ7JZPmdlCSMWzISuVMGttkRXYgNdFKGCkRFQHyQJyTyekm7z5oSPWDxrGbrueaD8f/PX8fS8B6jToqbp66IoT0RMOCgYI6AoEBkTYWxn1rgC4Znz2q988KBnNNER6uD2N8fSZXD7Are5+I6B1G5ekzWLNxAdH0nfMb2IjAsPSAzNujXiz+/+NTp2qk01nvRQXM+wuy7k8nuH4HJ5How969lvKQjVpubzZKZlsvq3Daesp/DXD//RaVBboxy+j28yUDwdZt9RHDO0lbLyWCEG8UgSUmHICCj+SUjez5qmGZ+9k3o1TTOGtV0ul7G+70TgU5e53W7jdr7T6RRPGXhKuk1mWhaLZno6n4AxcjN3xiLT18XpPEMnDgTd84B9VVVA9ywze1wV7Vn/xybef2CmcU5w5jh56fo3ObznSKHbtO3bgqsfG8bFEwb6JeuUZN9pR07w83sL+fmdhRzYfqhUMYx5+nLqtTn5OLHGnetz5eRLzqhOuw5pj81hw/viBtWm0rBDPao1rJLPo9ptkO9vnoLdofq567WuReXaScYD7RVVwRFqp13/VqZqK4E6z4lHPKd6vOcr77a+fRzv/4FERkDxT0Ly4h0BBQocAbXb8z+Op6BlvlczDocj39WMeEruKfE2uSczBH1xOz3H1Mx1cTpP96GdiIyNZPGsPwDPs0zbnd/S9HFVtGfbyl0oiuJ30nblutm9fj9xybHlsu8ju49xf7+nSDuSjqIoOMLsPPTlRFKOpPLJ5K9JO3qCpl0aMm7qNUQnRhXqia8cx+Tv7+T4vlQ0TaNSrUTsdvsZ1Wm1BlV4ZPZEXr35PQ7tOoojxE6TLg3QNT2fJyTMwfmjzmHuB4sg7w4EQN/RvfyTJMJh8rd38dpt77N91S6Sqidw7bMjqVY/2VRtJWDnuSCMQTyB9XjxHQ31EgwjodIB9UHTJAnJLJ6SbBOdGEXjTvXZ/M92v/llHS9obaxn5ro4nadVr6a06tXUOIEFujxm9MQkRRU4YhCTFFVu+/7wkS9IP+6Za6rrOs4cFy/f+DZH9h7zOHT499fVTBnxMo//dA+6rhcaw/qlm/nyf9+TdvQEtZrXoN+Yc6nftrbfhXZJ63Tn2j3s33rIs8zp5rtXfwEFRj54cT7PmCmXE5ccw6r564iMi2Dw+P7Ua1MrnzuhehwPfHE7gHHRb7a2EqjznHjEc+oyCO4kJOmACpZHURQmfTCO1259n3VLNhERG86IBy6mTZ8WQXEbQgh+Ol3Yjsad67Np+TZUu4rb6ebcEV2p07JmubWhgzsO+7/WUtM5tj8FVVVwu04m/2xdsZMje45RuVZSgZ6tK3bw1PCXPRfVOuzddIBlX/9NlXqVeejrCSRWiy9V+RZ+stR/gQ4LP17CyAcvzreuzW5j6ISBDJ0w0PhDKAjC2Y10QH2QJCTzeEq6TXxyHPd+Nj6oYjidJyczh1lPf8eqheuITozi8nuH0LBj3aA/Nlb0hIaF8MjsO5n/4WIO7z5GzabV6Dm8MzabDafTWS77rte6tl9WuGpTiUmKKjCD3Wb3vGGoIM+imZ7pF6c+zvPQziO8OeEjHvzijlLVaWG38Mx6jIPRY4UYxCNJSIUhHVDkTUhm9KxdvJF9Ww6SXC+JVuc2K7d9H913nOP7U6hSrzJR8ZEVWhcvj3uXv39cia7pKKrCo0Oe44mf7qFOy5pBfWys6HG73djsKn3HnGvMufJ1FbRNbk4uK+evJfXwCeq3qU2tZtVLtO8RDw5h87/b2b1uLwCxlaK5/vkreWHMm55baXntouW5TUmsFl94DLmuApKAvKOnO4ztSlqn513dg01/bTspVKDPNT1Ne4yDzWOFGMQjb0IqCumAIklIZvI4nU4+uH8WP729wDhW/a7rxfX/u7LM9/3Niz8xc8psAByhDsa/cS1dB3eokLrISsvmL5/nJOqajq7q/PbZMuq2qlVux0bXdfZuPMDR/cep16o2cZVjTNtWytJT0m2ys3L435WvsWrhOuPccv2LV9Fv1LnF9sRXjuOpX+5l64qdOHOcNGhfl6jYSB7+ZgKfPzOHlENpNO/eiCsevsQY5fD1uFyeues9hnVm3ke/n3raQ1EVEqvHlzoRr9fIbuhune/fmIvbqdFzeGfPLXa7zZTHONg8VohBPJKEVBTSAfVB0yQJKdg9m5Zv8+t8AvzyzkK6D+1Aky4Ny2zfaxZtMDqf4HnszrQb36Fxp/pEJUSWe13kZOdSEC6n/3ZleWycTidvT/qE3z5dBoAj1M4d79xA+7zH4JitrZS1pyTbLPxkKat+W2d8r+s679z5MZ0vbEtkbESxPfa87HLvMrfbTcMO9XjwyzuM8mia55FxXs/RvceYNu5dNv21jcjYCK55fDi3vzWWjx75kqN7jwOezqfdYWPMlBF+7pLWae+rutPrym5+F+wul8u0xzjYPFaIQTyShFQY8hxQwVQc2nmkwOUHdxS8vLRsXbnTeB6hF2eOiz0bC37TS1kTVzmGxp3rnyyD4rll2mVwu3Lb59Kv/jY6nwDOXBdTr3+LzBNZ5bZPq3Jg2yFsdv+TvNulcWTPsXLdr+bWeHrEK2z+ezu6ppN+PIPXbn2fqPhIXl05hal/P84Vjwxl5IMX8/SCB2jatWG5lkcQBKEwZATUB0lCCn5P9cZVCjx2tZrV8LvSO9N9xyfHFvhmlsRqCYarPOvC4XBw14c38+bEj1izeANRcZFc9egwWvRsUm7HZvf6fdgcNtzOvCtpHXKznBzedZS6LWuZrq2Uted02+zdtJ/VizYQER1OpVoJuF3+IxL2EBtV6lQ22ml5xHBo75F8F0mKAp8//R3NuzUmuXYlBt/aP2jqVDyShCSe8vOAJCEFPd7hbu//IElIweqp17o2l907mFlPn3wV4GX3DqZuq5qGq7B9b/lnO9tX7SK+ahzt+rbErRa+725DOzB3xmI2/70Nm82G2+Wm/9heJNdN8rvVWJ51EZ0QxaT3xwH+U0KK63Hlulj0+R+kHEyjbqtatD2/RZHlSawej+by73QrikJClThTtpWy9Jxum+U/rOCF0a+juTV0HSrVSqRV72asmu+5Da/aVMa9PIqwqFBju/KI4dRRVwBdh01/bePpkdO457NbUVU1KOpUPJKEJB5JQjrrkSQkc3kuu2cwnS5sy74tB6hWP5maTaufdpvvX5vHR49+YRzfNue34L7PbkNVlQL3bQ+xM/nbO5n/yRKO7fMk5LQb0DLo6qIwjzPXyROXvsT6ZZtR7SqaS+Pi2wdw+QNDCvX0ubonS75YzpZ/d6CoCrqmc/Vjw4hJijZOWIGOq6Se3Ewne7fsJ65yDJVqJJXaU9Q2brebN26fgdutGY86Orr3OO37t+Li2waQejiN+m3rUqlWQqEegLVLNnJ8fyo1m1ajVrPqpaqLpOoJdBnSnj9m/5PvPLdq4Xp2rNpN/bZ1guLYiEeSkMQjSUhCHpomSUhm8dRoXJUajauiaf4JGAVtc3TvMT6a/IWfY+XcNSz+/A96DOtU6L5Vu0rvK7sBGCeFYKuL9NQMfnxrPsf2pVCvVS3OvaIrbrebxZ//yfplmwGMUc1vpv7EuSO7UrV+coH7tjlUHvz6Dv76/j9SDqXRqEM9Gneub8RttrayauF6XhzzBtkZOQBcfMcALr9/SKnLU9g2zhwXaUfT/dbX3BqHdh2hcZf6gH/78XpWzFvNln92EJMUzYZlm1n69d+ejRW45vHhXHBjn1KV55ZXR5N1Iov/5q/jVN6682NsNpV2/Vox5Pb+fhfaZjzGVvdYIQbxSBJSYUgHVLA8h3cfzfcQbtWucnDH4QLX3blmD9EJkTTqVL+CSlg6sjNyePiCZ9mzcT+qqjLXtYj1f2zmllfHcHTfcVSbmm8e67EDKVStn1yo0xHqoOfwzsZVt++0FDOReSKLF8e8QU7myacJfPPST9RvV4dOF7Qt032FhDmoVDPR84pMLe8Wl6pQq2n1Qrf55qWf+OzJb7DZVXxHTgHQYcaDn3Ns33HW/r6JsMhQBt18Pm37tihWeewhdq546BJW/7YeTfO8shPF4925eg+6rrN15U6OH0zh+ueuKn3ggiAIZ4BkwfvgHeb2/exNQlIUBZvNZlw5eD8Xd5l4yt5T3G2q1K2cL6Ndc2nUbl7Dz7N8zgru6Pwwz10znUcufI6XrnsLhbIvT1l5Fn6yhN3r96FrupHwsnjWn+zfcoj6berk63zaQ+xUa1DFVMe4tJ5D24+QnZHj14G22W1sXbGjXNrcxPduJCI63NhXo471uHTShQV6MlIy+eypbwBwu7R8F0de5rw2l+2rdrHhj808d/V0fnxzPod3HS1Weeq1rs34168jLCIUgJBQh2dahbc+dJg343c0t17mxybjeCYLP1nKwo+XknIwLejbSrB7rBCDeALr8U1C8k22DjSKboIhjj59PLei5s2bVy5+TdOML/BM4vV+1jSN3Nxcv4PmOyH4dPhu552rIZ4z85Rmm98+W8abEz4yOmW9rujGuKnXGBccJ1LSubnFveRmO09upMANL1xF7yu7l3kMZeGZ1H0y+zYfyLf8kdmTaNa9EZ8+8TXfvPQT4MnAvnX6dXS+qPijf2ZuK0f3HuPWtg/4LVMUhVFPXcbA688rcXmKs+8Tx9LZunInYRGhNOxQt8CEIFVV2bV+L3f1fKzIWIviwpvP56rJw4y2W1QMmqaRdSKbd+76lD++/ccYofXy4e5phISHnNZzOrz1s2/zAR4a9CzpxzIACI8O5+FvJlCnZc0SecqqPGb2WCEG8QTW4/0CTy6L13Xqz8qSkvTXgqcrHEC8J3LviCf4j4b6HjTv1YX3ysR7lVLYMpvNZhxkh8MhnjLwlGabPlf15IVlk5n0wTimzL2fG168CrvdbnhSDqT5dz7xjJjt3rAvKOsCnQI7n6pNoU7LmqiqysgHh/Ly30/wyLeTmL7qWXpc0inojrEzx8m+TQc5sudYmZYnuXZlBo/vZxxHRVGo1aw6547oWm5tLiYxmrZ9WtCiRxNsdluhnip1KhMeHWacX0rKnNfmsvLXNaiqSm62k5z0XGPKxKkx2Gw2YhNj6DK4nV/nU7WptDm/BeFR4WV6jD94cBaZqSefG5uTmcO793waVG3OLB4rxCCewHq85xjvtr59nNKef8oSmQPqgyQhmcdTmm0q1Urwy0T29cRWjjayxb1oLo3KtRL9XMFSFwqKZ/7gKY9Natq1IREx4cZ6STUTqFw7ydi+vMpTGs/ezQd4cthLHNuXAkD3Szpy86ujUW1qmZRnxIMX06hjPTb9vY24yrH0ubonIeGOCm1zBS1zhNmZ+P44nr9mupEg1e+6XigK/Pz2Qk6Hza6yecV21i3bzHev/IKu69RpUZM7P7yJSjUTC9x3pwvbMvb5K/ni2TlkZ+TQpk9zrn/+yjI/xvu3HfKb+qG5NQ7uOBI0bc5sHivEIB5JQioM6YAKAhAZG8G1z4zk7Ts/NubkNe5cn95XFX37vSiOH0hl6Td/4cp10fq8ZtRoUq2MSusZwep3XS9+fHM+6HlXswoMu/vCMvG7nG4cIeV7hfz8NdONOYIAS776i7qtazHopvNL5NHcGkf3HSMiNoLQiBBjuaIodBjYhrb9WgInM9GDgZbnNGHaiifZv+UQMUnROELs3Nr2/nzrqTYFze1fZrdb49DOoyye9YexbNf6vbww+nWmzHvgVIXB+df0zPdUh7KmdvMaHN511OiEqjaVWs0KT8YSBOHsRTqgPvjOh/BmAHuHtE99DqjvFYTNZq63I1jBUx77bt+vJb+1q8v21buJjA1n0E3nExYRVqoYDu44wv19nyIjNRMFmDnlW+7++Bband+yVHVx7EAKy79bQU5WDm3Pb0GdFrW46tFLSagSx18/rCQ8OoxBN52Py+lm1YL1NOxYl/CosBLXz76tB5k69i12rtlDRGw4Y5+9gu6Xdiq2x5XrZue6PYRFhFCzSXXcbneBceVk5LJvy0F8UVSFLf/sMHzFqZ99mw8yZcTLnle0KjDktgGMeGCIKdpcbGIMMQnRHNp5hGnj3imwQ6hrEBYZSnZGjmeE3q3RsH1dnNlO41mt4OmEb/tvF7lZTuyhtlKVpyziGjNlBDvX7uHgds8TJuKTYxn73BWmOa8Em8cKMYhH3oRUGJKEhCQhmc1THvvOyc7h/vOfZt/mA2huz1QMRVV47Ie7qN+2ToljeGnsm/z53QpjJEhRFSrVTGTqX4+XyANwaNcRHug3hRNHM1AUj2vSjJuMNxsBpB1N5/GLXzBewxhXOYaHvplIlXqVil0/zhwnE7s9yrF9KSdvoyowec5dNGhf57SevZv289RlLxu31Nue34I73r3ByMT2jev4wRRuaXP/ydd+4hktO39UT8Y8PaJY9aMqKrd3fJAje4/73fa9+dXR9BzeudA4g6XNuVwuMlOymNRjMunHMwp89auXLkPaobk1qtSrzLC7LuSDBz5nwcdL/Lax2W18uGcailr8PzDlEVdGWiZb/tmBrmk07tSA0MiQIrYs//KY1WOFGMQTWI/3CyQJKWjxnZTr/ey94gBJQgo2T3ns+8iu4+zZsM/4g+4Z/Ya/f/yvVDEc2X3Mr3OgazrHD6SUqi4+f2YO6ccz866Kddwujalj3yIrPdvwfPr4134jimlH05l+6/slqp/9Ww/lK7fNprJy3ppieV4a+7bfLfWV89cye+pP+eLauXYPk7pP9ut8KqpCZFwEQ++4oNj1k3IolUM+t3vBMz9yw7LNfnHpms7yOSv48fX5rFq4PmjanMPh4K8f/yPtyIkiO58Af8z+l+VzVvLty7/w/n0zuejmvjhCHag21XjE2LC7LiQkNOSMylMWcUXFRtK6dzPa9W1FVFxkwMtjVo8VYhCPJCEVhdyC90GSkMzjKet9oxZw+1PHSIgpaQz129Zh64odngeB4/HUbnHyffUlievwriP5Oig5mbm8OOYN7v/8djRNY8fq3fmSP3Zv2OcZKSxm/TjC8p8OdE0nNDy0SI/L6Sb7RA57NuzLt+22lTvzxfXGHTPIOpFtrKcoCtUbVuHeWeOJrxprJIidrn7CozyZ5L43cXQdIuMijG2duU6eu2Y6//6y2rhlfdH4flz58CX56rm0bU7TNL58/nvmfbgY8My1vPDWvsXyuF1u4yHxxWX+R0vodGE7psy7j5/eWkBWejatezej+6WdTtu+gu33WDyShCSeszcJSUZABQFIrlOJFuc0Qc27fanaVBwhdnoM71Qq32X3D6ZBu7rG9/FVYrnplWtK5arXpnaBy1f/toHjB1IASK6T5PewfTXvln9JqFw7iQ4DWxsnOtWmEhEbwTkjuhS6zZxXf+XauhO4sdld+W79qjaV+Cqx+bbZv9U/U9p7so1Pzr9uUYRFhTF04kDAM/Kp2lQiYyPod10vY52/f/yPf39Z7dlP3sXAd9N+YfcpneUz4btXfuWzJ7/h8K6jHN51lE+f+IbvXvm1WNu26dOc0LAQo+6KMyqhKAr7tx6kWoMqXPvMSG6aNooewzoHxYiGIAhCcZERUB9850OoqiQhBbOnrPftcDi468ObmfnUbDb8sYW45BhGPjiUavWrlCqG6LgoHv/pXrau3I7m0qnZtBqhESGlqosR91/M0q//4viBVE5FwXNr5spHL2Xj8m2kHPSs4whzcMOLV5e4fu54+3q+e+VXNv61lYQqcVwy6QISq8YbI42+nn9/Xs2nj3+Tv0x5namo+EiGTrzAsw+ni/V/bCYnM5fkOknsXLvXL1O6RpNq2Gy2EtfPiPsvplbTGqxetJ7ohCj6XXsOCVXjjW2O7j3ul6zj5fi+FGo1rV4mbW7Bx0vy1cHCT5Zy6cRBp/VUrpXEQ19P5M2JH3J491GqNUjm4I4jZKZlee7CFDAyqus61RtWNUY2zPx7LB5JQhJP+XlAkpDOGElCEk+w7DtQno3Lt/DIhc+BrhtTAxp1rMfDsycaJ5QTx9L55+dVaC6N1uc1p1LNxDIrz8blWzi08yjVG1WlXutaaJrGe/d+xrwZi/M9i3TgDeeRUC2eHpd2JC45ltzMXJ4YNpXNf28DICwqFEVRjNvwSTUSeHTOnSRWiy91/RQW15rFG3jy0qn+HpvK1L8ep3KtpDJpc3d0foj9Ww/5rV+1fmVeWDbZb1l2ejaph0+QWC2ekPCQQvd9dO8xvnnpJ44fSKV+uzqg68x6+jtjvd5XdufGl642jnuwt13xyHlOPJKEVBAyAop/EpIX7wgoUOAIqN1u95tj4W0opy47dZTt1KsZ8ZTcY4UYSupp2KEe9346no8e/YK0o+m06NGY0VMux+FwGJ74ynH0GtnN2LasyvPBQ7OY8+rJW8qX3TuYoRMHEhkXSUGXr5feOYio+EjD881LP7H13+3Gz3Myc0msFs9NL49G1zXa9mlJSISjVPWjKAqrFqxj98a91GhUjRbnNkFRFGObNr1bMOT2Acye6nklqWpTufHFq6lSp3KZtbk+1/Tko0e+9KuD80ed4+dZNPMP3pjwIW6nm9DIUG5/cywdBrQucN9JNRIZ+9yVfnXR9vyW7N64j+TalWjYsa4xMlKebc7tdvP7rOUs/HQpik2h76hz6Ty4rel/l8zisUIM4gmsx4vvaKiXYBgJlRFQPLe0vJN4FUXxGwF1u904nU6/TqqmacYJGjAaTEHLfDuy3k6seM7MY4UYzOJZv2wzj170HKfy1Lz7iUmM4p5eT+SNZOpobp3+Y3txzRPD/TzPXvkqK35dk8/x0d5XsDlsxS4POhzYfghHqIP4qrGoqsrbd37MvBm/oyieBKTzrurOtf8baXTQvJ69mw5wfH8KVRskk1y7Upm2ObfbzU9vLjCSkPpc05MB1/c2kgd2rNnNg32fMbZHAbvDzot/TqZSjcSAH+PCPD+9vYD37v3M75jd/Mpozrm8iynartk9VohBPIH1eL9XVc9ULe950WbzTHcqj06ojIAKglAmnPqweC8Hth6kXqtaPPnrvfz4xnzSj2fQuHMDzh/V82RHK4/KtT0JUsYzURWF6MQoHKGOYt9SOrY/hWdGvsKudXsBaNevJQOu7828Gb8DGCOx8z9aQo/hnWjWrbHf9tUbVaFW0+r5ylZSdq/fy9wZi3HluukwsDXt+rZEURQuGNeH/tf3Anw6zHls+Xs7uu9kTh1cuS52rNptdEAB/pu/jn9/WUVIeAjnXd3dmH8cKL6fPjffsh/enMc5lxeelCYIglBcpAPqg+98CO9ViKJIElIweqwQgxk81RsW3AmqUq8yNpuNKnUqM2bKiCJvBV12zxBWzl3DwR1HPBsrcPHtA7DZbMUuz2u3vGc8ZB9gxdw1hXYmj+w5ftq4MtOySE/NIKFqHIqiFKt+tq7cwQP9nzY6zfNmLOaml0dxzoguRcYQmxRTYDJRXOVYY99zP1jEGxM+xGZX0XWY+/4ipsx9gCr1KwWsrThzXfnK7Mw2T9u1gscKMYhHkpAKQx7DxMnHwOi67jf07f3scrmMZd4/ri6Xy1jf+/OClrndbuMPltPpFE8ZeKwQg1k8Tbo0YMD1vfFl6ISB1G1Vq9ieqPgIrvvfFag2FUX1nAA/fOQL/pzzb7HLs+nv7fke7H9073EKokbjqoV6dF3nkye+YlSd27i51b3c1uFB9mzaX6w29+Xz36O53WguDS0v8erjyV+eNob2A1rRoF0dFFXB5rCBAh0GtqZO6xqGe8bDn3s+uzQ0t0ZutpOvXvg+oG2l29AO/n+sFOg2tINp2q7ZPVaIQTyB9Xj7MN5tffs43v8DiXRAkTchmc1jhRjM5BkzZQSPfX8XN00bxZM/38uVD19aYs/sqT97Tn6a7ulI6vDxY18V2xOTEOV5YHseqk0huU4lrnhoKL6MfPBi6rWuXahn6Vd/8dXzPxgn3yN7jvHMyFfQdU7b5tKPZaC5/U/aGWlZp43BEerg0e/u4oqHhnL+Necw9tkrmPjejYSG5r2iVIes9Gw/r+bWSD+eEdC2MuL+IfQf25vwqDDCo8MYctsALr5jgKnarpk9VohBPPImpKKQW/A+eCf4ej+DvAkpWD1WiKG8PGuXbuTzZ77jxNF0WpzbhMvvG0JImOOMytOgQ10adapvLC+pJ+Vwmt+zOHVd58TRE8X2XP34MKaOfRvVrqDr4AixM+yuC6ndogbtB7Zm/9aDVK2fTJV6lfy2O9WzbulmbHbVeHSU5tY4tPMIx/YfI7FaQpHlaX5OY9Yv22zUiWpTadatUbFisIfYuPCWvn4JBi6X5+1SKNCgXV22rdx5cpRXgSZdGhTpLu82Zw+xM/qpy7j6cc8Fh/fWoBl+B6zisUIM4pE3IRWGdEAFwUJsX72bxy5+Ac2toWs6u9bv5fDuo0x898aAlqtFz8bs33wA31eTNs3rvBXGkT3H2LFmNwnJcXS6sC2Tv7+Lv35Ygd1hp8dlnanewDM/tUajqlRrkGxcJBZFVFwEp955UhSF8Ojw08Yw5LYBHNx+mEUz/wCgbqta3PramNNuVxwmvHMDUy5/2Zjn2nN4Zy68pW+ZuAVBEIIR6YD6IElI5vFYIYby8Cz6bJnnYfV5HT1d01n+3QoyU7OISYwOSFzrlmxi89/bsYXY0bI9c5oatq/LTVNHGeudus3yOSuZesNbuJ2eDmXXi9sz4Z0badqloXGnojTl6XddLxZ8vJSM1EwUxTPn8uI7BhAVG3lajxqmcsurYxgzZQS52U7ikz2PgnI6nWdcp8m1K/HMbw+SevAE9hAbMUnRpmlz4ik/jxViEI8kIRWGPAcUeROS2TxWiKG8PO/c/SnzP/rdSJLxMmXu/ayYu4bc7Fza9WtJww71KqQ821ft4sH+zxjzP1VVoUH7ukz+/i5UVTV+7zb/tZ0Tx9Op16Y2YZGhjGt2N84c/yzsm6aNotfIbmdUHoDjB1L56a35pB/PpEnX+pxzWdd8U29OpSKO8bH9x3nrzk/Y8vc24qrEMuqJy2jWveBR4mBqc+IpH48VYhBPYD3eL5A3IQUtBU3K9Z2rVdAIqN1u3rcjmN1jhRjKy9N1SHvmfrDoZDu2qdRuUYPHL3mR7IwcUGD21J+5/e2xdBncvtzLs+TLv1AUjOQdTdPZ9Nc2Ug6kUalmIrk5Tl4Y9Tor5noeVO8Ic3DVo5fm63zaHDb2bjxgdFrPpJ4r10zi6snDCx1JDcQx1twaT10+jb0b96O5NU4cz2DK5S/z1Nz7qduiVlC3OfHIeU48wekxzp8+o6FegmEkVDqgPnj/IHk/gyQhBavH7DEc2n2Ebf/tJDohksadGpTac+qyZt0bccfbN/DJY1+RnpJB8+6NURTYuWaPX4LLe/fNpOOgNuVeP7quF/QITNyaZ71f3l3IynlrjeXOHCefPvE1iqr4JS1pLo2kWgmG22ptbvf6fezOe8g+kPe0AJ3lc1ZQq2n1oGq74rFGmxOP9T0gSUiCIPjw90//MXXsW7hyPSeIjhe04Y53ri+z2yFdh7Sny+B2gOdC6vGLX/R7hiY6nDiabpzkypNul3Tkp7cWGB1K1abSuHN9EqvFA7Bn435Um4LbpRtly07P4bL7BjPr6W+NZU26NKDPVT3KvbyBQlELHo0obLkgCILZkQ6oD74dAO8teElCCk6PWWNw5bh4Zdy7uJwnr1b/+nEl8z9awsCx55VLeRp3rs+GP7cYI4qqTaV+uzrY7fZyr5/6bWrzwOe389GjX5J25ATNejRizJQR2O2e59ZVrpWIpvl3hB2hDgbf2p82fZqz5d8dJCTH0fr85oSGh1q2zdVqWp0G7U8+ikm1eR6D1O3iDkHTdsVjrTYnHut7QJKQzhhJQhJPsOz7TD17Nx/gzu6T/ZbZHDbOH9WTa58eWS7l0Vw6L4x5nRW/euZZJtetxAOf306lWollFldpPZknsnhsyPNsX7UbFM8J8qZpo+g5vHNAyhPINpd27AQfPfwFm5ZvI75qHFc8cgn129QOWHnEY/02Jx5re7xfIElIQcupSUiKohhXIbqu43A4/EZAvVcXvnMs3G53gcu8VzCaphESEuJ3NSOe0nnMHEPlGknY7DbcrpMjoJpbI7l2pVKXJzcnl+VzVpByKI3aLWrQ6pxm/h6Hzv0zb+fQziNkZWRTo1FV49ZuoOsnIjqcJ3++n+Xf/8uJYxk07dqQmk2rBc3xqsh9xyREM3762KBtu+KxXpsTj7U9cLI/c+roZzCMhEoH1AfvLXfvZy/eqw7fZd7Oqe/y0y3TtJNZt+IpG4/ZYgiPDmPsc1fw5oSP0NFB9zwTs++Yc0tVHmeukyeHT2Xt4o3GPMsrHrqEoRMG+nkAkutU8pvUHiz14wi102VIe+DkhPlgOV7Btm/xnJ0eK8Qgnor3AMb2vn2bYOh8gnRADU49IL5/uL3zLk5tGL7rnm6Zoih+VzfiOXOPWWM476oe1G1Vi01/bSUmMZqOF7TBHmIvVXkWzfqDtb9vBDDmeH7y+Ff0GN6JSjUSTVk/weyxQgziMZfHCjGIJzAe3z6M7+32YOmAlv0EAJPivSrQdd04WJqmGcPbLpfLWMf7WCZN04yDXNQyXdeNoXPxlI3H7DHUa12b80efQ6eL2uIIdZTac3j3UWy2/L/GR/YcM3X9BKPHCjGIx1weK8QgnsB6vHe9NE3z6+cEA5KEBEan0+12GwfP+1nTPElI3hFQ7/q+/yuK4ufyXeb7v8vlMq5mxFN6jxViKCvPn3P+5YXRb+CLzWHjjTXPElspxrRxBZvHCjGIx1weK8QgnsB6FMUz/xNOJiHpuuc5oN55pWVNSfprMgKax6n9cN+D4/tIJu8w9qmPbCpqmfeKQzxl57FCDGXh6XJRe/qOOcdYbrOrjJ9+HbGVYkwdVzB6rBCDeMzlsUIM4gms59SfQ/7+TqCQOaA++F4NeBsAeA6ed2j71KsL3+0KWwbka0ziOTOPFWIoC4+qqoz935X0HX0uKQfTqN64ClVqV0bXdVPHFYweK8QgHnN5rBCDeALrKepzoJFb8GDMndA0z+Rdl0ueAxrMHivEIB5zeQ5sPcSCT5bgzHHRtl8LWvdqXmH7Fs/Z6bFCDOIJrMf7BcH5HNCy37sJKegqwnf42veg+c6n8K7v/XlBy7xzLQAcDod4ysBjhRjEU34eza0x86lvubHZ3dzU4h6+eHYOuq6Xujw71+7hnvOeZM70ufzy7kKeGvYyi2b9YYq6EI95PVaIQTyB9Xj7MN5tffs4wTASKrfgffDeZvd+Bs8wuDejzJuYBOB2u41nKXopbJl3kNn3GYziOTOPFWIQT/l4Pn/2O2ZP/QnvvZ0vn/seW4iNSyZcUKryfP3CD7hyXWjuk6MPHz78BT2Hdw76uhCPuT1WiEE8gfPAyWcr+z5K0tshDTQyAioIgqVYPOtPo/Pp5fdZf5bal3Yk3a/zCZCRkllqnyAIgiAjoH74zodQ1ZOTf+12z0PCvbflvVcTXrzP6ipsma57HvNkt9uNicXiOTOPFWIQT/l4bPb8V/c2h63U5WnarSEb/thijEqoNpUmnesbt7iCuS7EY26PFWIQT+A84LnV7u3b+N6CDwYkCQlJQjKbxwoxiKf8PD+8MY8PH/rCb9uxz11Bn2t6lqo8rlwXr936Acu++RuAWs2qc9/M8SRUjS+3GMQjHivEIJ7AerxfEJxJSDICSsGPLfCOgAIFjoDa7Xa/ORbehnLqMt+rGYfDke9qRjwl91ghBvGUn+eCG/sQGh7K/I9+R7WpnHdVD3pf2Q273V6q8gBMem8cx59OJScrh6QaCcaoQrDXhXjM67FCDOIJrMeL72iol2AYCZUOqA+aJklIZvFYIQbxlJ/n/FE96XNND+P3VtM042elLU90YiTRRBoXo2apC/GY12OFGMQjSUiFIUlIgiAIgiAIQoUiI6A++M6H8N6ClySk4PRYIQbxmMtjhRjEYy6PFWIQjyQhFYYkISFJSGbzWCEG8ZjLY4UYxGMujxViEE9gPd4vCM4kJLkFj7wJyWweK8QgHnN5rBCDeMzlsUIM4pE3IRWF3IL3QZKQzOOxQgziMZfHCjGIx1weK8QgHklCKgwZARUEQRAEQRAqFBkB9cF3PoSqShJSMHusEIN4zOWxQgziMZfHCjGIR5KQCkOSkJAkJLN5rBCDeMzlsUIM4jGXxwoxiCewHu8XSBJS0OI7Kdf72XvFAZKEFGweK8QgHnN5rBCDeMzlsUIM4pEkpKKQW/A+SBKSeTxWiEE85vJYIQbxmMtjhRjEI0lIhSEjoIIgCIIgCEKFIiOgPvjOh1BVSUIKZo8VYhCPuTxWiEE85vJYIQbxSBJSYUgSEpKEZDaPFWIQj7k8VohBPObyWCEG8QTW4/0CSUIKWnwn5Xo/e684QJKQgs1jhRjEYy6PFWIQj7k8VohBPJKEVBRyC94HSUIyj8cKMYjHXB4rxCAec3msEIN4JAmpMGQEVBAEQRAEQahQZATUB9/5EKoqSUjB7LFCDOIxl8cKMYjHXB4rxCAeSUIqDElCQpKQzOaxQgziMZfHCjGIx1weK8QgnsB6vF8gSUhBi++kXO9n7xUHSBJSsHmsEIN4zOWxQgziMZfHCjGIR5KQikJuwfsgSUjm8VghBvGYy2OFGMRjLo8VYhCPJCEVhoyACoIgCIIgCBWKjID64DsfQlUlCSmYPVaIQTzm8lghBvGYy2OFGMQjSUiFUeZJSKtXr2bixInEx8cza9asItedMWMGH3/8MYcPH6Zx48Y88MADtGjRIt96koQknmDZt3jOTo8VYhCPuTxWiEE8gfV4v+AsSEL69ttvGT9+PLVr1z7tuvPnz2fatGk8++yzLF26lN69ezNu3DgyMzPLskjFwndSrvez94oDJAkp2DxWiEE85vJYIQbxmMtjhRjEI0lIRVGmt+BzcnKYOXMms2bNYvHixUWuO3PmTC655BJat24NwNixY5kxYwYLFixg0KBBZVmsYiNJSObxWCEG8ZjLY4UYxGMujxViEI8kIRVGmY6ADh8+nOTk5GKtu3btWpo1a3ayIKpK06ZNWb16dVkWSRAEQRAEQQgyApaElJKSQmxsrN+y2NhYjh8/HqASSRKSmTxWiEE85vJYIQbxmMtjhRjEI0lIhVGiDujs2bO5++67C/zZlClTuOSSS0q08zLOfyo13nL4lsd3sq/L5UJV1XzLTv1c0DLfYXGn02l0ZsVTeo8VYhCPuTxWiEE85vJYIQbxBNbj7bi63W6jMwuejqh3gC2QlOgW/JAhQ9i4cWOBXyXtfMbHx5OSkuK3LCUlhYSEhBJ5ygLfSbnez94DB5KEFGweK8QgHnN5rBCDeMzlsUIM4pEkpKII2C34Fi1asHbtWoYOHQp4euvr1q1j2LBhgSqSJCGZyGOFGMRjLo8VYhCPuTxWiEE8koRUGBX6JqQBAwbw999/AzBy5Ei++eYbVq5cSVZWFtOnTyckJIRevXpVZJEEQRAEQRCECqZMR0D79+/Pvn37cLvdaJpGy5YtAfjpp5+oXr0627dvN57zec455zBx4kTuuOMOjh49SsuWLXnzzTcJCwsryyKVCO+wt/ezJCEFr8cKMYjHXB4rxCAec3msEIN4JAmpMMr8TUjlgbwJSTzBsm/xnJ0eK8QgHnN5rBCDeALr8X6BZ56o13Xqz8qSgL0Jyaz4Tsr1fvZecYAkIQWbxwoxiMdcHivEIB5zeawQg3gkCakoApaEFIxIEpJ5PFaIQTzm8lghBvGYy2OFGMQjSUiFISOggiAIgiAIQoUiI6A++M6HUFVJQgpmjxViEI+5PFaIQTzm8lghBvFIElJhSBISkoRkNo8VYhCPuTxWiEE85vJYIQbxBNbj/QJJQgpafCflej97rzhAkpCCzWOFGMRjLo8VYhCPuTxWiEE8koRUFHIL3gdJQjKPxwoxiMdcHivEIB5zeawQg3gkCakwZARUEARBEARBqFBkBNQH3/kQqipJSMHssUIM4jGXxwoxiMdcHivEIB5JQioMSUJCkpDM5rFCDOIxl8cKMYjHXB4rxCCewHq8XyBJSEGL76Rc72fvFQdIElKweawQg3jM5bFCDOIxl8cKMYhHkpCKQm7B+yBJSObxWCEG8ZjLY4UYxGMujxViEI8kIRWGjIAKgiAIgiAIFYqMgPrgOx9CVSUJKZg9VohBPObyWCEG8ZjLY4UYxCNJSIUhSUhIEpLZPFaIQTzm8lghBvGYy2OFGMQTWI/3C4IzCUlGQPFPQvL+770K0XUdh8PhNwLqvbrwnWPhdrsLXOa9gtE0jZCQEL+rGfGUzmOFGMRjLo8VYhCPuTxWiEE8gfXAyf7MqaOfwTASKnNAffAOBvt2RBVFMW7FeynoquF0y8RT9h4rxCAec3msEIN4zOWxQgziCazH9/9guuktI6B5eDubp3Y6vVcevgfU+9l3joX34J66zPdn3isV8ZyZxwoxiMdcHivEIB5zeawQg3gC7/Fu47uu9/9AIyOgPvh2Mn0PekHP4rLZPM/qKu4y8ZS9xwoxiMdcHivEIB5zeawQg3gC6/Eu87qCBUlCAmOup7cqNE0zPuu6jtvt9rtiKEmV+W7nnUcqnjPzWCEG8ZjLY4UYxGMujxViEE9gPb6jnt4OakE/K0skCamE+B4E72fvLXjv/6d2QL0/825T1LJTtxPPmXusEIN4zOWxQgziMZfHCjGIJ7Ae3/9V9eTjJX29gUI6oKdw6kEs6OAWtG5xl4mn7D1WiEE85vJYIQbxmMtjhRjEExiPd+TT+32wILfgffBWha7rfgdK1/07oaXBu714ys5jhRjEYy6PFWIQj7k8VohBPIH1eP/3/VxeyC34UuJ7UIo6QN5GUZpl4il7jxViEI+5PFaIQTzm8lghBvEE1lOeHc/SIB3QAjjdQSrugRVPxXgCuW/xnJ2eQO5bPGenJ5D7Fo+1PMFC8OTjC4IgCIIgCGcF0gEVBEEQBEEQKhTpgAqCIAiCIAgVinRABUEQBEEQhApFOqCCIAiCIAhChSIdUEEQBEEQBKFCkQ6oIAiCIAiCUKFIB1QQBEEQBEGoUKQDKgiCIAiCIFQo0gEVBEEQBEEQKhTpgAqCIAiCIAgVinRABUEQBEEQhApFOqCCIAiCIAhChSIdUEEQBEEQBKFCkQ6oIAiCIAiCUKFIB1QQBEEQBEGoUKQDKgiCIAiCIFQo0gEVBEEQBEEQKhTpgAqCIAiCIAgVij3QBSgOhw4dwu1206dPn0AXRRAEQRAEQSiA/fv3Y7PZirWuKUZAQ0NDsdtN0VcWBEEQBEE4K7Hb7YSGhhZrXUXXdb2cyyMIgiAIgiAIBqYYARUEQRAEQRCsg3RABUEQBEEQhApFOqCCIAiCIAhChSIdUEEQBEEQBKFCkQ6oIAiCIAiCUKFIB7SCWb16NX379uWyyy477bozZsygf//+tGvXjpEjR7JmzZoKKKFQnqSkpHDHHXfQrVs3evTowQMPPEB2dnaB63711Vc0adKEli1b+n2tWrWqgkstnAl79+7lhhtuoHPnzvTu3Zv//e9/aJpW4LryO29NitsGpk2bRtOmTfP9zh85ciQApRbKksWLF9OtWzcmTJhQ5HqapvHiiy/Sp08fOnbsyHXXXcfu3bsrqJQVi3RAK5Bvv/2W8ePHU7t27dOuO3/+fKZNm8azzz7L0qVL6d27N+PGjSMzM7MCSiqUFw899BBZWVnMmTOHL7/8kq1bt/Lcc88Vun7Hjh1ZvXq131erVq0qsMTCmTJ+/HiSk5OZO3cu7733HnPnzuWDDz7It578zluX4rYBgCFDhuT7nU9KSqrgEgtlyVtvvcUTTzxRrL/9H3/8Md999x1vvvkmCxYsoE6dOtxyyy1Y8YmZ0gGtQHJycpg5cyatW7c+7bozZ87kkksuoXXr1oSFhTF27FgAFixYUN7FFMqJI0eOMHfuXCZMmEBCQgLJycncfPPNfPnllzidzkAXTygHVq9ezYYNG7jzzjuJjo6mTp06jB49mpkzZ+ZbV37nrUlJ2oBgTUJDQ/niiy+K1QGdOXMmo0ePpn79+kRFRTFhwgS2bt3Kf//9VwElrVikA1qBDB8+nOTk5GKtu3btWpo1a2Z8r6oqTZs2ZfXq1eVVPKGcWb9+PTabjcaNGxvLmjdvTmZmJtu2bStwm/379zNmzBg6duxInz59mD17dkUVVygD1q5dS/Xq1YmNjTWWNW/enO3bt5Oenp5vXfmdtx4laQMAGzduZMSIEbRr145Bgwbx+++/V2RxhXLgmmuuITo6+rTrZWdns2XLFr/zQFRUFLVr17bkeUA6oEFKSkqK3wkLIDY2luPHjweoRMKZkpKSQlRUFIqiGMu8x7ig45qQkECdOnW46667WLJkCRMnTuT+++9n2bJlFVZm4cxISUkhJibGb1lhx1x+561JSdpAlSpVqFmzJs888wxLlixh+PDhjBs3rtALVMFapKamouv6WXMekA5oGTJ79mwaN25c4NdXX31VYp8V53xYnaLawN69e0t0THv16sXbb79Ns2bNCAkJYdCgQfTt27dUbUkIHCU55vI7b02Ke1yHDx/Oyy+/TO3atQkPD2f06NE0bdqUb7/9tpxLKAQTZ8t5wB7oAliJIUOGMGTIkDJxxcfHk5KS4rcsJSWFhg0blolfKB+KagNLliwhPT0dt9uNzWYDMI5xYmJisfzVq1eXzGgTkZCQUODvsaIoJCQk+C2X33lrUpI2UBDVq1fn0KFD5VQ6IZiIi4tDVdUC20tx/0aYCRkBDVJatGjB2rVrje/dbjfr1q0rVgKTEJw0bdoUXdfZsGGDsWz16tXExMRQt27dfOt/+umn/PDDD37Ltm7dSs2aNcu9rELZ0KJFC/bv38+xY8eMZatXr6ZBgwZERkbmW1d+561HSdrAa6+9lm+KjfzOnz2EhobSsGFDv/NAWloau3btsuTTT6QDGkQMGDCAv//+G4CRI0fyzTffsHLlSrKyspg+fTohISH06tUrsIUUSk1CQgL9+/fnpZde4tixYxw4cIBXX32VYcOGYbd7bkaMGjXK6HTm5uby+OOPs3r1apxOJ3PmzGHRokWMGDEikGEIJaBZs2a0bNmS559/nvT0dLZu3cp7773HyJEjAfmdPxsoSRtISUlh8uTJbNu2jZycHN5991127drF0KFDAxmCUI4cPHiQAQMGGM/6HDlyJDNmzGDr1q2kp6fz3HPPGc+GtRpyC74C6d+/P/v27cPtdqNpmtGgfvrpJ6pXr8727duNZ/6dc845TJw4kTvuuIOjR4/SsmVL3nzzTcLCwgIZgnCGPPbYYzzyyCP06dMHh8PBhRde6Pdg4t27d5Oamgp4MiczMjK4/fbbOXz4MDVq1ODVV1+lRYsWgSq+UApefvllHnroIbp3705UVBQjRozgiiuuAJDf+bOE4raBSZMmATB69GhSUlJo0KAB77//PlWqVAlY2YUzx/u33uVyATB37lwAY3Bh+/bt5ObmAjBixAgOHz7M1VdfTUZGBp07d+aVV14JTMHLGUU/W2a7CoIgCIIgCEGB3IIXBEEQBEEQKhTpgAqCIAiCIAgVinRABUEQBEEQhApFOqCCIAiCIAhChSIdUEEQBEEQBKFCkQ6oIAiCIAiCUKFIB1QQBEEQBEGoUKQDKgiCIAiCIFQo0gEVBEEQBEEQKhTpgAqCIAiCIAgVinRABUEQBEEQhArl/6D6JW0B5JZKAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 800x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(xx.reshape(-1),yy.reshape(-1), color='lightgray', alpha=0.01)\n",
"plt.scatter(X.cpu().numpy()[:, 0], X.cpu().numpy()[:, 1], c=y.cpu(),\n",
" cmap=cmap,\n",
" s=10);"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"# Warp the xxyy grid\n",
"with torch.no_grad():\n",
" data = torch.from_numpy(np.vstack((xx.reshape(-1),yy.reshape(-1))).T).float()\n",
" xxyy_warp = newmodel(data).detach()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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