deeplearn-torch/Chapter_7.ipynb

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   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import torchvision \n",
    "from torchvision import transforms\n",
    "\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "\n",
    "from tqdm.autonotebook import tqdm\n",
    "\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.pyplot import imshow\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "import time\n",
    "\n",
    "from idlmam import train_network, Flatten, View, weight_reset,  set_seed"
   ]
  },
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   "source": [
    "%matplotlib inline\n",
    "from IPython.display import set_matplotlib_formats\n",
    "set_matplotlib_formats('png', 'pdf')\n",
    "\n",
    "from IPython.display import display_pdf\n",
    "from IPython.display import Latex"
   ]
  },
  {
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   "source": [
    "torch.backends.cudnn.deterministic=True\n",
    "set_seed(42)"
   ]
  },
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   "cell_type": "code",
   "execution_count": 4,
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   "source": [
    "device = torch.device(\"cuda\") if torch.cuda.is_available() else torch.device(\"cpu\")"
   ]
  },
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   "cell_type": "code",
   "execution_count": 6,
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   "source": [
    "#How many values are in the input? We use this to help determine the size of subsequent layers\n",
    "D = 28*28 #28 * 28 images \n",
    "#Hidden layer size\n",
    "n = 2 \n",
    "#How many channels are in the input?\n",
    "C = 1\n",
    "#How many classes are there?\n",
    "classes = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
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   "source": [
    "class TransposeLinear(nn.Module): #Our class extends nn.Module, all PyTorch layers must extend this. \n",
    "    def __init__(self, linearLayer, bias=True):\n",
    "        \"\"\"\n",
    "        linearLayer: is the layer that we want to use the transpose of to produce the output of this layer. So the Linear layer represents W, and this layer represents W^T. This is accomplished via weight sharing by re-using the weights of linearLayer\n",
    "        bias: if True, we will crease a new bias term b that is learned separately from what is in linearLayer. If false, we will not use any bias vector. \n",
    "        \"\"\"\n",
    "        super().__init__()\n",
    "        \n",
    "        #We create a new variable weight to store a _reference_ to the original weight term. \n",
    "        self.weight = linearLayer.weight\n",
    "        if bias:\n",
    "            #We need to create a new bias vector. By default, PyTorch knows how to update Modules and Parameters. Since tensors are not either, the Parameter class wraps the Tensor class, so that PyTorch knows that the values in this tensor need to be updated by gradient descent\n",
    "            self.bias = nn.Parameter(torch.Tensor(linearLayer.weight.shape[1]))\n",
    "        else:\n",
    "            #The Parameter class can not take None as an input. So if we want the bias term to exist, but be  potentially unused, we can use the register_parameter function to create it. The important thing  here is that PyTorch always sees the same parameters regardless of what we set the arguments for the  Module are. \n",
    "            self.register_parameter('bias', None)\n",
    "    \n",
    "    #The forward function is the code that takes an input and produce an output. \n",
    "    def forward(self, x):\n",
    "        #The F directory of PyTorch contains many _functions_ that are used by Modules. For example, the linear function  performs a linear transform when given an input (we use the transpose of our weights) and a bias (if `None`, it knows to not do anything ).\n",
    "        return F.linear(x, self.weight.t(), self.bias)\n",
    "#Caption: This class implements the Transpose operation $W^\\top$. The matrix to transpose $W$ must be passed in as the `linearLayer` in the constructor. This way we can share weights between an original `nn.Linear` layer and this transposed version of that layer. "
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    "#Since we will share the weights of the linear layer, lets define it separately\n",
    "linearLayer = nn.Linear(D,  n, bias=False)\n",
    "#The encoder just falltens and then uses the linear layer\n",
    "pca_encoder = nn.Sequential(\n",
    "    nn.Flatten(),\n",
    "    linearLayer,\n",
    ")\n",
    "#The decoder uses our TransposeLinear layer + the now shared linearLayer object \n",
    "pca_decoder = nn.Sequential(\n",
    "    TransposeLinear(linearLayer, bias=False),\n",
    "    View(-1, 1, 28, 28)#Shape the data back to it's original form\n",
    ")\n",
    "#Define a final PCA model that is the sequence of an encoder, followed by a decoder\n",
    "pca_model = nn.Sequential(\n",
    "    pca_encoder,\n",
    "    pca_decoder\n",
    ")"
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       "Parameter containing:\n",
       "tensor([[-0.0063, -0.0112, -0.0474,  ...,  0.0428,  0.0234, -0.0159],\n",
       "        [-0.0503,  0.0659, -0.0364,  ...,  0.0330,  0.0096,  0.0341]],\n",
       "       requires_grad=True)"
      ]
     },
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     "metadata": {},
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    }
   ],
   "source": [
    "nn.init.orthogonal_(linearLayer.weight)"
   ]
  },
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   "cell_type": "code",
   "execution_count": 10,
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   "source": [
    "mse_loss = nn.MSELoss() #Original loss function\n",
    "\n",
    "def mseWithOrthoLoss(x, y):#our PCA loss function\n",
    "    #Grabing W from the linearLayer object we saved earlier. \n",
    "    W = linearLayer.weight\n",
    "    #The identity matrix that is the target for the regularized\n",
    "    I = torch.eye(W.shape[0]).to(device)\n",
    "    #compute the original loss $\\ell_{\\mathit{MSE}}(f(\\boldsymbol{x}), \\boldsymbol{x})$\n",
    "    normal_loss =  mse_loss(x, y) \n",
    "    #compute the regularizer penalty $\\ell_{\\mathit{MSE}}(W^\\top W, \\boldsymbol{I})$\n",
    "    regularization_loss = 0.1*mse_loss(torch.mm(W, W.t()), I)\n",
    "    #return the sum of the two losses\n",
    "    return normal_loss + regularization_loss"
   ]
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   "execution_count": 11,
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   "source": [
    "class AutoEncodeDataset(Dataset):\n",
    "    \"\"\"Takes a dataset with (x, y) label pairs and converts it to (x, x) pairs. \n",
    "    This makes it easy to re-use other code\"\"\"\n",
    "\n",
    "    def __init__(self, dataset):\n",
    "        self.dataset = dataset\n",
    "\n",
    "    def __len__(self):\n",
    "        return len(self.dataset)\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        x, y = self.dataset.__getitem__(idx)\n",
    "        return x, x#just throw away the original label. "
   ]
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   "source": [
    "train_data = AutoEncodeDataset(torchvision.datasets.MNIST(\"./\", train=True, transform=transforms.ToTensor(), download=True))\n",
    "test_data_xy = torchvision.datasets.MNIST(\"./\", train=False, transform=transforms.ToTensor(), download=True)\n",
    "test_data_xx = AutoEncodeDataset(test_data_xy)\n",
    "\n",
    "train_loader = DataLoader(train_data, batch_size=128, shuffle=True)\n",
    "test_loader = DataLoader(test_data_xx, batch_size=128)"
   ]
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>epoch</th>\n",
       "      <th>total time</th>\n",
       "      <th>train loss</th>\n",
       "      <th>test loss</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>5.566653</td>\n",
       "      <td>0.064164</td>\n",
       "      <td>0.058364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>10.916434</td>\n",
       "      <td>0.057958</td>\n",
       "      <td>0.057854</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>16.260524</td>\n",
       "      <td>0.057885</td>\n",
       "      <td>0.057790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>21.628740</td>\n",
       "      <td>0.057885</td>\n",
       "      <td>0.057796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>26.978174</td>\n",
       "      <td>0.057887</td>\n",
       "      <td>0.057851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>32.332556</td>\n",
       "      <td>0.057888</td>\n",
       "      <td>0.057809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>37.724591</td>\n",
       "      <td>0.057885</td>\n",
       "      <td>0.057850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>43.088038</td>\n",
       "      <td>0.057890</td>\n",
       "      <td>0.057812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>48.449742</td>\n",
       "      <td>0.057891</td>\n",
       "      <td>0.057786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>53.818799</td>\n",
       "      <td>0.057889</td>\n",
       "      <td>0.057836</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   epoch  total time  train loss  test loss\n",
       "0      0    5.566653    0.064164   0.058364\n",
       "1      1   10.916434    0.057958   0.057854\n",
       "2      2   16.260524    0.057885   0.057790\n",
       "3      3   21.628740    0.057885   0.057796\n",
       "4      4   26.978174    0.057887   0.057851\n",
       "5      5   32.332556    0.057888   0.057809\n",
       "6      6   37.724591    0.057885   0.057850\n",
       "7      7   43.088038    0.057890   0.057812\n",
       "8      8   48.449742    0.057891   0.057786\n",
       "9      9   53.818799    0.057889   0.057836"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_network(pca_model, mseWithOrthoLoss, train_loader, test_loader=test_loader, epochs=10, device=device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:03:16.308156Z",
     "start_time": "2021-03-31T03:03:15.533048Z"
    }
   },
   "outputs": [],
   "source": [
    "def encode_batch(encoder, dataset_to_encode):\n",
    "    \"\"\"\n",
    "    encoder: the PyTorch network that takes in a dataset and convers it to a new dimension\n",
    "    dataset_to_encode: a PyTorch `Dataset` object that we want to convert. \n",
    "\n",
    "    Returns a tuple (projected, labels) where `projected` is the encoded version of the dataset, and `labels` are the original labels provided by the `dataset_to_encode`\n",
    "    \"\"\"\n",
    "    #Create space to store the results\n",
    "    projected = []\n",
    "    labels = []\n",
    "    #Switch to eval mode\n",
    "    encoder = encoder.eval()\n",
    "    #Switching to CPU mode for simplicty, but you don't have to. \n",
    "    encoder = encoder.cpu()\n",
    "    with torch.no_grad():#We don't want to train, so torch.no_grad! \n",
    "        for x, y in  DataLoader(dataset_to_encode, batch_size=128):\n",
    "            z = encoder(x.cpu()) #encode the original data\n",
    "            projected.append( z.numpy() ) #store the encoded version & label\n",
    "            labels.append( y.cpu().numpy().ravel() )\n",
    "    #Turn the results into single large numpy arrays\n",
    "    projected = np.vstack(projected)\n",
    "    labels = np.hstack(labels)\n",
    "    #return the results\n",
    "    return projected, labels\n",
    "#Now lets project our data\n",
    "projected, labels = encode_batch(pca_encoder, test_data_xy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:03:18.475914Z",
     "start_time": "2021-03-31T03:03:16.309656Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "image/png": 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uu5fFxYlUttmp7h4iz2KkotmGxahh2bgkVMMTb4xOxcUzs1hemoSAQHX3EOse3ok/JGIxqjl7ctooxcjcgn+sCXpmvJ5FxYnUbmng4c31FCQZeebK6eQljta7V7UP8uv11Wyr60OnknP7yiLOnpwxVvzzf4SxuzqGKKTF6Hjy8mnsauinud/FkpJEXt7bhicQHaeVgKJkI512Lx5/CEmUyLOM3qbnJxrosHs43u2gwGIY5aUSDInhcyUZKE0z8ev1NXx/WWFY7WFQ4fGHeGRLfeT5B1vt3LqskFtfPRxZZcoEeGx1KeM+7gBgfLqJHEzc/2E1tywtYFp2HDvqrVw7L4eseD0dAx4qGvtRymUcarczJ3+0mqQ41czD2xojJA5wsM3OouJEPj7WQ2aslvvePx55bFtdH3euLuGBD4/z122N3HPGOKwOH5uqeznaOUR6nJY/nj+R+h4nnxzvZUKGmdQYLYGQhE4l54rZ2SjlMgQhPHk1WJ2IEpSlm3H6Ajy+tYH6PhdvV3YiSvBRVTfv3DiX8WnR6hOLUYPN6ePON4/gD4XHHgiJFCQa+flZpXQNenn/cCfrpqQzLXu0fvzLUJhk5Bdrx/P95YUYNArMWhVDngDtA242HOuhpd/NwiIL9b1OttX1AeD2h/jJO8coSDIyO+/Uyp0xfD2MEfn/MDoGPDT0OdEoZBQkGYkdVh5kJ+ijYqc/WF7I3W8fjfydZFQjAD9+qwpvQCRer+InZ4xDKZcxLsXIsa7wyk+rlLO0JEx8O+r6cHiDPHbpFPISDfiDIfY02fjrp00EQyJXzc3B6vDSNejlVx/VoFHKmJgew/j0mEiyT6OU8Ys1ZTT1uaJCBaIE91c082RZEp4EDRkpRu5+q4qQKJFs0uALhHjnUBfnTEnnuy9VRl733SX55FsMmDRK5DIhqohmcW487x6K9jKBcL5AkkQ2HOsZ9djO+j7K02M41hmWOR7tHMKkVfKtBbm4/SGe29nC5horIUni/SNd3Lm6GIVM4OYlBTy6tSESw85N0PHj08eRYAh/Hr1DPjbWWKOuJUnQ1OccReQQXtm32sKFNmatkpsW5/Oz944x6AmgVcq5b20Zp41P+acVI1qVnDSVjk67hxcr6pHLBB7e0hDxcHnjYAc3L8knVqeMisvX9jjHiPz/CGNE/j+KY12DXPHU3kgicFGhhfvWjSf1FJK0syamEm9QsfF4L2atErNWyR8/qeP2lcU88GE1/S4/m6qtVHXYuWFRHkPeIDaXH5kg8MdP6hhwB7htRRG/WV/De4c7uXlpIQda7Vzy5B4A0mO17G60MSc/gZ31/RzpHMIbEKnucXDOlHS+t6yQQEhEAB748DjXzMsdNcbOQQ+OlXH8dV8rRUKIxj4XMiG8azjaOcRZE1P586b6qNc8tKmev1w0mV9/VM1dq0vYcKwHtULG5VPSsYgC187N4W+7Wxhw+yOql4IkAzqVnBbb6IpEuTw8GVw5J5ufvnuUnqHwvd1SY+UHywvJiNWiUytQygWSTRreP9LFr88ZzyfHe6MIr7HPjXXIF4kpG9QKkk0auoeiQ1efV9maYFQzvzCBbbV9nDMlnT9vqo8ofjyBED987TClqWaKTlGa/1URCIo8urWBZ3e1cPOSgigjLoCX9raxsiw5yg4gxfTPV+KO4YsxRuT/g/AHQzy2tTFKzbG51sqBloFTErlJq0KlkFPZZqff5Y/8aJ/d1cIZE1J5bX87zf0uUmK0HOty8NyulqiQBBAJzexq7Odm4J3h1e7CIgv5iQZeqGjh6R1NrJ2UxoSMGJ6vaOXsyWn8bkPtqNh7gkGNIBAlKVxVlsIdG2u4dFY2PYMefrm4kHnZcSTH6XF4gzi9wVFjkiToGfRyxexs3j/SxU2L8qi3urjpjSN4AiHOmpjKnauK6Rz00mh1kh6nwxcI0WZzMSkjhrcrOyOreEGAWbnx3PfBcZaNS+T08lQMagWCADaXH71Kzs/eOx55vloh44F141HJZTT3jZYO1vU6ON49xJAnQE68nvvXlXHNs/sjr187KY1xKSNE3NLvornPhV6toCDRyI9PG8edviNolHIUMhlz8xMIhkQmZsYQCEk0Wp1sq+ulPC2GCRlmNMpoKuiye3D5QySb1Kf0aO8c9PBiRSuJRjXpsRqy43VREshAKKznP4G5+fGUZ8SMOs8YvhmMEfn/IJy+EPtbBkYdr+lxcPrnvKZ70DOqKXFTn4vTylMAmJ4Tx8t72zCoFeQnGkbpwVXDZeCrysLP1ynlyASYkhXL7z6uBcJk+Or+dm5dVsgr35qJSaPE7g7wdmUnQVEiVqfkqrk5DHkC/O7cCfxhQy09Qz7WTEplaUkS8wsTaOxyMC83nu4hH81eP56qXiZlmvEkBLEY1VhPmryy4rTkWPQoZAL3nllKXa+Tn703Evd+40AHOqWcTdW9LC5OpKp9EKvDx4EWG2snpXPHqmKqOgYRgOWlSbxT2cmcvATKUs38+K2qSAu5FaVJ9Ax5o0I3vqBIZZudy2aFE5Sf9RcvTDJy+oPbCYkSOQk6Hrl4Cu/eOJeWfhcxOiXFyaaIZ3pl2wCXPbUnUo6/ZmIqd51WwtNXTKPe6sTtD6JXKXD6gjy9oxm1QobFoGZ/i4373q/mr5dNIcWspX3AQ5JJzaAnwA9ePUSf08+MnDh+vqaMwqTo1Xuvw8e183Jx+YM8s6uFKVmxnDMlgz9+UktQlDh3SjrxBhU3L8knL9HArNwELMaxFfn/FcaI/H8QZq2SZSVJPL2zOep4eXrMKZ/fYHUSqxv9I7QY1Di9Qc6ckIrDG2DQE+BoxyC3Li/i9jcORzTQM3PjaLW5OXNiKktLEgE4c2IqCQYVKqWMGxbkoVbKCIjhVZxeJWPDsR5eP9BBZqyOu04rweMPkp1g4NZXDuEJhNCr5KyZlMbK0mT2Ndt4cU8rK0uT0WgUnP/MXiQpvOq9bUURU7sdxPf7+fW68fzk3WOIkkRGjJbzpmdw/fPhCs3vLy+koXe08+K2uj6m5cTx4p5WblycT26CnkAoRKpZQ4/DR8eAB51agScg4g2ImDQKttRao/qADrgDKE5R8NPn9FPZZqcs1czp5Sl8WNWNQiZw3fxc9rcMRIi/qc/NE9ub+OkZ4bh5jE6JarjQyukNcN/71RESB3irspNl45IQJYlX97VT2W7noumZ/G348/YFRR74qJqfnxWevI52DnHdc/sjO5xr5+WQFaejz+mnosnGT96p4olLp6EfVpy4fEF21Fk53jXEltpw7L6qY4j0WC23Lisk0ayhNMVIv9NPoklDrsVwyoKnMXxzGCPy/0HIZQKXzsriSOcg+5oHkAlwzbxcJmfFAOD3BHEOeFGo5WjMKh7ZXI83IHLN3ByeGC5rV8ll/HxNKemxWjYc7eblfR0sKUlkRk48D3xYzbcX5JGboCdWryJer0IhFwiEJOzuAA19Vn70+hE67B7+fuFk9AE5Sn+IXqXAn460c+HsbJ7eEa7atLn81PU6eWBdGR9VdUdCNC5/iBcqWvEFRSZlmpkki0GvllPb48egUuDwhUMpD29p4LsL85ihVDGwoYN7Vheztb6PKVlx3PtuWL+9uDiRD490MTN3dHViVpyO3AQ91y/MZ1ZePHXdDuYXJFKQZCAnUU+rzY3TF6SisR8JGPAE6B6KLkA62DrAj08rYWdDf9Tx8nQz7XYvt712mPFpZr69IA9RlNhZ30fpZ5KY2+v6eGZXC09ub2JeQQLXL8ijOMWEwxuk6hQa8Uari+x4Hdvq+lhYaGFHff+o5xxotXPJzCx+s74mKkz15PYmfnfeBBYWJ/LY1kZ2NdjocXjJ1YRlhi5fEIVcFiHxE2gf8FCcYmRRcdIpvnVj+L/EGJH/jyLXYuDJy6fRanOhVoT9rNUKObYuF9v+XkNHrR2VVsGMtdnMy9Dx221t9Di03LemDF9QJDtBx8LCRGQygRitkgFPkMPtg/zyg3Boot/p47rZOSjlMhzBII9ubeSJTxu5fmE+T+9owu0P8e0pGWTt7kVsCocVjMB9yzO4v7KDBUUWNh7v5dwp6aTGaOmwexgYrng8GTaXH4VMxsNbGvAFwwqa7y8v5Dfra3D7Q9hcfpRKOS6DioRFqfzovWN02D2YdapIgtEbCKGQywiKEnkWQ8QVUa+Sc9nsLO7/oJqmfhdH2u1cMy+XnfV93PvuUS6anskLFa2Rsfzu3HKsTj/BkMiB1pHQVSAkEatT8bOzSnl1XxsKmYwVZcm8c6iTRcWJiBIcah/k0En+7LM+I4mcnBXDB0e6sLn8vF3ZSV2PkxevnUGcXsWCwgQ+Ohqtokk2a6gfDoVZnT4y4nSjioLSY7V4g6FRuQNRggari2d3NXPd/Fye392C4SSHyTi9imSzZlSeAhgVax/Dvwb/OsPlMfzHwaxVUphoxOkN8vbBTvbU9bHzrQY6au1AeGX+6Yv1JHk83DFDT++Ql7vequJn7x0jKEqRApf0OD0XTs9gYnoMEzNi+OkZ4zi/MJl3fn+Qd/54kN01fTy+rRFRCsfBT/iQLI43Rkg8MqYd3SxKjyPNrOW2FYU4fUH+tLGO32+oY0buaPOsZeOS+PFbVREy6nf5eXJ7E2dNTAXgW/Nzqeoc5IIX93H9q5WcVp7CgkILQ55AJGZb0WRj+bgkntzeyJz8eL63tICblxbw2KVTuOvNKhr7XEhSOMzyhw21xBqUOLxBhOH3H6dXccmMTDRKOc/vbiEzTs+ZE1IQhPDuZ+2kNLbUWulz+Pju4gJMWiW/+7iGo51DEe34yYjTq8g4yY8kP1HP+DRzJO9QkmLkzImpPLa1gRcqWjlvWgYlw4lPlVzGlXOyMaoVNPW5WDYuiaOdQ0zJio0i4ySTmhidkoxYXUTmeAI6lRxRlBjyBBnyBvjVOeUkntRQQiGXMS0rjnWT0qJeNyE9hoJTFAd9XYREifpeBwdbB6juGqKpz4UvGPryF/4PYWz6/B/HxupebnghHCd+8pyJtB7uG/WckFvBgYMbuHzWGfzskw4WFVuY8Jmtf0mKmZ+caSIgirQfsfHhg0cAUOsU1DWPrE5VJ3lfm4TR6wjRHWByiok0OfS5fOQk6NEq5XgCIfa1DHDn6hL+tqMJmUxg3eQ0REmKVEaeQPuAh3iDmuJkI1qVnMe2NQIQ9Id4fFsjty4v5K/bGrllaSEPbqrD7g7w+v42/nD+JHY39mFzB0g1a7A6fKN8Wg622blybjZBUUIpE7hxUR4qhZyttVYk4AcrihAEmJETT1a8HotBDQL0OX3saugnP9FAfa8zMub1Vd38cFkRv/2kltBwjuD3501gek4cpalmvIEQDm+Aa5/dH76fChnnTEnn0a2NkcRtgl7FXaeV0NTvIl6vRi4TeO1AO2atkuXjUilOMlLVPshvzy1n0BNArZBTlmrCrFMhiiL3nD6OX6+voX3AQ6JRzXXzc3l0a7iphEYhIzNGRzAkRvmWZyXoWTc5jbRYLTXdTrLjdaiVcgY9ARK+YlLTFwxhc/oxahUY1Ke2S/YHQ7xd2cnblR2Up8fw3K4WXP4g50xJ56bFX83H538B3wiRC4KwEvgTIAeekCTpgW/ivGP4v4EUFAkO+vBIEn/YUBs57hckTElaBrujNdIylUgoFKI8Sc3fr51BYZLxlCX3giAglwQqN7SAAEkFZpRGFdqTmjIcbrdz/7rx7GroQ5usB7kAJxGxoigWuwIOdwyiUcip6rBzy9IC7v+wmi01Vqq7hnj0vIk4nH4G/UHk2tFf4SSTmnm58azOSeC771YBUJZmYnFxIgICaoUMo0bJQ5vqeGDteKq6hlArZAy5/aSatWhVcoKfmRxOwKRRYHeFQzJHO4cQgU+Gi4P2twywq6GfS2ZmolUqcPtDfHK8h8p2O+kxWsalhIn5+8sK6R7y0DXoZUpmLFP7/MxcXMJQgpqMNBM5CXqc3gBOb4Beh48kk4Y1E1N593AXv1hTRs+Ql9PLU8iK1/H6/g6OdAxS1+vk1X1tXDQjiz9tHOm69GFVNzctzsfu8SNIEkVJBkISPLG9CW8wRJ7FwMObGzhvWjqTMmLZ3zLAgxvrGPIGEQQwaJSs+NM2HrlkCsvGjcS+Bz0Bfv7eMZr63KTH6thZ34fDFyQzTnvKkv3Por7XwYOb6tlwtIfSNBN3ri5hcuboStP6Xie3v36YHywv4tfrRwzMXtnXTrJJw/eWFY55uPANELkgCHLgL8AyoB3YKwjCO5IkHfviV47hX4X+/n56e3sJhUKkGZMQ99jwHOxFplPy4Ows7qxq42DnEPWDHooXpuJ8rYnQcKgircRE92AzcrmczKR4EhPDsdsBl599LTZ2NdgoSDQwOz+8AhUEiE3Vk7QkjZePdXK0x8ZN5hyWFyeSHq9DAh7b2sCS4kTu29PId1ZlklDRg2TzoSiNp63YzOXP7Y+M/YaFeXQPeihMMlDb48SsUWKs7CdhXy/KNAMDa3O5em4OT+9oQpTCce3rF+ShECV8SoHcBD15FgNmrZK/bG4gJEpMy47llqUFyGUCD3xUHdE/FyYZmJARQ3qsFrVcTiAksqwkiQ3HR+LPt60sinjPlKSYokgToLHPxaAnSJ7FQF2vg5IUE0XJJpr6nCSZNRg1Ch7aVE9LvxuTVslHVd38dX4hlg9ayZxoIX5iKjanl+cq2vjjJ7VIEijlAr9cO55zp2Zw44sHsTpHdgm/WFNGo9WJPyiypCSRNw5Ge4a7/SECIZFLZ2XRPeijze7lN+tr8AVFVpYl805lJ55AiGd2ttA1zkthspEkk4b8xHArPo8/yLcW5PHsziZKU02ROoNgSMTuDieUG07qs3qqPMZnMegJcPtrR9g/nEfY1zzA5U/u4Z2b5o4yFusa9GLWKk/ZEu6Ngx1cMSebuK/R8u//F3wTK/LpQL0kSY0AgiC8BJwFjBH5fwAGBgbYW9vO9o4A3pCcHyhsBPeH7U5FZwDjx238cHUGR3I9zNBr6fAHSTk/h0wkvL4hOvobqK45yllnnUV8fFjVERIlnq9oiei/AUqSTTx95VQMkoyYNANN27pYnqRj+ngzd7x7lKcun8rBVjtyuYzFxYlMzIjlyR3NbK3r55zSFGZOi8ccr+Gy5w5Gjf/J7U08ct5EvAGRmSlmzrGYUW8Mk5UQq0avEEgyqvjjBRPpGPCQa9HTYfPw1rFu0mJ1XDg9g6OdQ/z2pLHubR4gP9HAinHJNPe70Srl3LK0gKqOQY53DZEWoyXJrGZvk43ydDNnTUhh0B3AYtJg1Mq5Zm4uHXbP58aDZUK4GlOnkrOp2hrRiH9yvJfTy1MoTArbGJywHni5rZ9bckwoLOEwQVXnUITEIZws/cV7x/jBiuIoEgd44tNGLpyewfzCBFRyGdtPoU7RKOTc+cYRQiJ8e0Eul8zMQqeSk2zSIIoidcOyy4+P9bC7sZ9fri2jsc9FS7+LF/e0EghJnDY+hT6XL0Lk8QY1V87N5v4PqiPXkcsERAlquh1fWDXaMeCOkPgJOHxBmqzOUUSeYtbg9ocimvmTUZBo+MLWd/9L+CbuQhpwclvudmDGN3DeMXwDaO13cfcmK1aHj1tn5xA6MPqHXiIpyKocRHT2kaBVIDs9m8fb+1hdZKYsq5yFi+chepTU7etGpVWiTtRGlbtPzYrhjAlp7Gu0oat2cHzrsEdJtR19nJrfrCtjW10fKWYtPx9OlK4o9VCebuZ41xATEwK4K17GVTp/1Nh8QRGDJ8S1U9LRfNiKWDlM4hYNDZPjeWVrA56AyOThePvP3j1Ox0mrtztWFhMIjfb0/rSujwnpZp64bAqeQNjUyTa8mqzqGOKM8hSUcgG1Uo5ZJic5XkXjkBdPIIg/GEQmE+iwuzlzQmqkShXCicgUs4aPj3aRlWDgWNcQMiGcCBQE+LCqi1uWFEaNpdLqZMuUDNITNBQ7fHQMeEepQVz+EN5AtEMjhJtPLClJwuULMjMvnvOnZvC7k8JlWqUck1ZJrE6NRiFDpZDz2v52Bj0BxqeZuGVpIbsa+nH4wpOKSaskPVZHQ5+bp3Y0R87zzqFOStNMlKfFRI4tK0nC5vTzYVU3cXoVZ0xI4dldLSQa1V9I5FpV2Bb4s2oZ/SmcEfMsBn5yxjia+1wUJBoik45OJeeSGVlsONZDaaqJXMs3n2T9b8I3QeSnClCNCjAKgnAdcB1AZmbmN3DZ/104neEvs8Hw5V/eZnsgkhRrHvIixKqRuqJLwmUhEdEZjvtKniDiW43c+d1JKIdXiM1VvXz4yAHE4bhxSqGJ2+bl8ovN9Vw9N5u0GB0/eecoP55fQODT6Ka9LpuPWDH8hdhS0xtptvDJ8V5+fFoJCzM02N99jKGeLopyx2FQa6IaW+Rb9CS0OmkWRbpydJQVmJFJEt2JGr79/EjJ+kdV3fxybVkUiQM8vKWe3503YdR9mZxuZo5PoNPtxa4RIiR+Ah9UdXP9wjzePdSBdkoG9/z9KJIExclGfrC8iNwEGQfa7EzLjqU83cyuxn7GpZgYl2IiEBJ5+1AXd64uoTDJwLlTM9he14ckSdy+sgSVPPonMz0njt9va6DX4eM355QTo1eiHNbdn0CsTkWuxTCqYcXaSWm8e6iThUWJqORyMuN0/GB5Ebsb+4nTqxifbsbm9tPc7+K7Swr466eNXDQ9E7lcoM/h46/bmvjJmaW02TwRRZEvGMLjGz1pvHWwg0tnZkVWwQaNgi01ViZlxjDkCXL/B9VRaqZgSKS2x0FTn4s4vYqSFBMxOhVZw2O874ORKtpV45PJSzBQ2+NAEML6fZVCjlop59ypGTRaXSwvTcLq8OP2h+iwe7j1tUPY3QEsBjUvDOdu/lfxTRB5O3By36x0YJRtnCRJjwOPA0ydOvXUmaQxfCHcbjdVVVVs27YNQRBYuHAh48aNQ6v9/NZZKtWIGuCd491csqoMy4etkQSjMt1AyBlteCQFRAIDPpQWHW6Hj52vNURIHKCrdoj5s5OYkG4mN8HAr9aHt9eCcIoZHFAoZNR0ORjyjlwnJEr8Zn0Nz662sLUnTP4tH7zEAxd/jz8ddFFndTMzM5bbx6ej3tyBsdDM7gEX7zT04/GHKHOYo0regVGe4gDegIhGIWN2XnykIMdiVHNFRgLC+y2kAZmn5xCnV0WRuUImIIoSRzqGWFDkI16v4uzJ6ehUchqsTkpSTDyzswWr08eVc7K4eHomrTYX+1oGeLeyk9+cV451yMfFM7L4yTsjzpHb6vp48IKJqBRhol5akoRCJkTUMY9va+Du08bx/NUz2NNkY0+zjZouB99emEdN9xD3nlnKO4c66XP6WVqSyPg0M3/aWMcNi/IBmJYTR0VjHYFQiOZ+JxqlHItBxXXzc0kyqVk7KY2/ftqINyCSGRdu4tFqc/PgxvAOa1p2LLU9Di6YNnqxVZZqjlIdJRo1XDYri7veqoocM2kVjBtuqLy5xho12a6blMbdp48jVq/iwukZlKaZaO5zkWTSkBmn4/4Pj/PGwQ5kgsClM7K4flEeSSZNuMfo8Ao/GBL53suVvHt4ZMFgdfrYUtP7jRG5LxiiyerCEwiRFa/7r4jBfxNEvhcoEAQhB+gALgAu+gbOO4bPoLGxkQ8++CDy97vvvotOp6OkpORzX1OWHkt6jIZ2u5cYrYoPBp2su7yYTK+ETClDblbT+8ih6BfJBHpCQXIAt9PLoHV0w4igJ8i35udS3e2IlIe/XdfDtdMSaa0YSQ6ak3RotQq6Bj2cNSmNA632yGNufwitfGSi8Tod1D/5S749azElF56F4YAD2Qct+OancsuHx3F4A3xvWSEapYzabid5FgOrxycjEe5snxajQa+SR/W4XDMpld9/Ust18/JYNzmNOI2SdJsf3fpwNFBmUCI/0sfNM7L4yaaRxOW5U9JZf7SbdZNSSTFpuHN1Cb/fUEv7QHjFr1bIuOf0cTT2udCr5bTa3KTF6kgya7lwegb5iUa8gSA/fO3wqHv3zqFO/nbFdBzeIE/taOKpYdXLvIIEpufEce97x5DLBM6amEZOgp6Lpmdy11tHmJYVx81LC8hO0OH2hxBFCbVCxtNXTI3070yN0XLl3Bz2Nttw+UIUJBlYf7Sbl/a28cjFk3nopJBYq83Nq/vbuGBqeB2WbNKwsiyZX7x/nDPKU8lL0NMw3ITarFVy+ezsKAkiwOnlqSQY1bxT2cmkzBgWFFooSDLSM+jlzjePRE22bxzs4Owp6czJT8CgUTI7LyFia/vU9iZePxD2kw9JEn/b1Ux5hpl1k9Ojv3eiRFN/tOcPQOspepb+M7C5fJHiNVEKh8r+dMGk//jV/tcmckmSgoIg3AisJyw/fEqSpKNf8rIx/BM4ePDgqGOHDh2KInKfO8BgnweFQobZoiMjTs/TV07nUNsAbQMe/r6njQ+rurl1eSHLipIRQiLa03PxvN0QLumTgWthKrdvqObPyXpiTSqyymNpOmiLuq4xXo3OqOWNAx1cMDWdmh4nh9rt7E8yM2N1Jr5GB+Z0PYoCIz//qJp1k9OZEK/njbMmMmD3EdTL0ShlxLYMUjZnCVU7NgIQCgbRyUQSAhLBODXWVZk8WtcTCZm8tr+dS2dlUZ5hQqWQ8ejWBgIhiQumZbC/eYBHzp/Iywc6qO9zcU55KjqVjJIUE3e8cSRi5fqtmVlcWGjGnq5n65CbdpePhRY9v1o7np2N/eQmGjjeNYRercCoUfLz949x5eycCIlDOHa//mg3+YmGyGp2bn4Cvz6nPJIQ1CgVkQ4+J0MmCHQOerA6/BwcnthUchnTc+KiEsi/WV/DHSuL+d3HNTxz5XTyEw1oh8MaTm+QHQ19PLatEaMmbCY2JSuWln43F/21IpIUlcsE7lxdjEGloM/px6RVsKDAgjcosq3WyvEuB6mxWm5anM+QNxgp1082aXj2mulUdzkIihKFScaoRGTPkJdBT4Ako5pFRYnE6lS8U9lBh93D6eUpmDTKKIOyE2gfGE24oZDIe4dHe79vPN47isg1SjkXTc/kzjeroo4vHffN2AJUtg3y+HDdAcDxLgePbm0IO1V+xUbi/w58IylfSZI+AD740ieO4WshNna0zjYubqTacaDbxebnqulqGESQCUxalsHEpZkUJBk51GbnTxtHVmPfe/kQT12mRNzTjytLC4uTiRMFQgYBp7ePSzNceLta2C+YyZmbSMAXov34IBq9kgmrktE7fASr7KwoTeKjYz2YdUp+emYpe5v6MZaYWXlGHgBddi8KmYBn0E/7bhu9TcPtxgRYcnkJ0jEHJStXYsjNxTPQR2JWISZDIh1DVuTjUljz1KGoxN8Z5anc8foR7jqtOFLoA5AZpyM9BHmvNHKXRUsoPh75zj68q7P41tbaCIkDPLa7hemXTuEHrx+OlOm/eqSLX5xVyp3z82h0+chN0JNkUnPB47uHW82NltW12tysLEtmWnYse5sH2F7fx/4WGwJx1PQ48AdDrCpL4Y0DHZxYmApCOCa+r3mAQ+127lhVzIbjPSQZVeysH12MdbBtALlMRs+Qj5AoMXFYa/1pnZXrhwu5AD453sPTV0yjZ8hHQBxJIoZEiaqOQX5z7nhidWoun5XNB0e60CjlfH9ZIbsa+lAr5Pxlcz1TsmL59oI84g0qshN0pMWE/wG02dy8WNFCS7+L0tQY7vvgGD1DPspSTdx5Wgnff6WS08anolXJef9wF+smpzE1K5Z9J7lsygRw+sJe9XEnqVDkchnTsuOidmsAEz/H9nbZuCQG3AEe29qAWinntuVFTM36x7sdnQp1PY5Rx7bWWLG7AySa/j8n8jH8azB58mQOHz6M3x8mFbVaTVlZGQBiSOTwpja6GsJ+GpIocWB9K2nFMQhGPy9UtIw63/qj3ZQ3eYhLUnPz9joyYtTcmj1IzetPgSTRLAiUrLuch23JXDkrmbnzE5ApQaPRUdU4hDQuhtteGtklbKmx8uCFk8iKH2m0mxqr5aYlBcTZQ+xrOikRKsGed5pYclomLmGItiEnk8vmYq4VCVT2YpEJaGb7uG9FEQNS2M9cpwyv4gEGPdHxcIVcIC8oIPlCSO1OBEAEvHZfROlwMlrtnqhmDgAPba4n/4JJzCoM97Ks7RlCr1JgdfrIPEUF4cKiRP74SR0PnD0e3Y5m9rfaidWpeKuyA7c/xPqj3aTHavjj+ZPYWN2DJMH4dDMvVLRy7pR0Xtrbxs/fP8bMnHiSTFqCo8U1JJo0zCtIoH3AhScQZGJmLN5AiMe2NUQ9Txy2EEgxa1gzMY1ks4ZndjaTHa/jzIlprK/qJiNOFxVaOdo5xF8umoQ3EOR3505gb7MNmQBxOhUvVLQQo1WxdFwSZq2S779Syd7mAW5ZWsCtr1ZGErFVnUPc8/ZR7l83nu+9HE4+JpnULCq0cPvKIu7/sJoDrXYSDCpuXlLIc7uamZkTH0XkAGdPSef9w52028NhvMIkA0uGnTJPoM/p43jnEDa3n0VFFtZMTEOpEEg0RrcP/DooTjGOCs9NzY7FrD115el/CsaI/L8IqampXH311XR1dSGJEnExMTjbW2nq7SImOYOmw6OlhQ6/je0fbCHJMFq5kWrSsGh+DKJM4JF15QwMdFHz1INhJyRBoGTeSuKU8dw2OYMnqnr5sKaXH64o4rldh4nRK09Jbm9XdrC7sZ/bVhRFWsfNL7BwfHfXqOc67T7EZBmumkaoPYI5ZhKBg8PvISTh/bSTpWfnM/etykj/yXWT0vjl2jIyTEril6bhDcHLh8NNmSVfYNQ1DP1eJqSbowypgFP+MP1BEbkQ9vd+40AHVR2DXDknm85BL5uqe7nn9HE8vKUehzfImklpaJUyvrUgbCrlCoS4c3Uxr+1v50jHECtLk7h+QT4VTf3YPX4SjWo211jZXN3Ld5cUsLMhvPqWpHCzjePdQ/zhvIl8fLQn8l61SjlpMVruefsoPzmjlLqe8IQkE0B7CnMqhUxgZ30fm2qsKOUCd6wqJs+i5zsvHGBmXvwo0yyArbXhatkfrS6mNM3My3ta+UtPA3PyEphbGM+1z+7j7tPHsXfYZiEojrZEqO91Utlqx+4OIJcJ/Gh1MUe7HVQ09XNGeQq3LC2ksm2Aup4hFhRZuPfdo/x8zfgoiWJhkpFXvj2buh4nMhkUJhqj+rv2O33c/VYVH1Z1A+GdzcMXT47425+MAZefrkEvRo3iK5fwO70B9rcMsK2uj+vm5xIUJR7d2kCcXsXNSwr+6bZ4/yqMEflXxJC1l/6ONhRKJfHpWejMo3sl/iuQlJREyKGmr7WBdx+6A5/bhVypJCm3gEnLL2f7KyOJRkOsmraOJro6O1m9bBab62QY1ArOmpiKWatkcYIJ8dV6CEmMyzDQP0NGSyi80p11zrdpPR5H0xEP0MCSklgmLSjgeK+DriEvRq0C2SlKo+WCQGWrnYZeJ1Ozw2EfvVpBTJJulFte3uwkOg7vZMdLfyN3wlRoHB1TFevtTM+JY/tw2OGNgx2cM95Mze71tLS0oFAo+O7U2ZhUEEzQImgVSCet1vWpBu6anMDNrx6iazAc5rlsVhbeQAiNUhbxTAdYNzmdfS12Hts20n/yQKudS2dmoZCF3QQunpGJNyDyyfEezp2awS8/qI4k9PY1D3D36SXE6JQ8sb2J0HCDBavDhy8YYvm4JHxBkWSThgVFiRxuH6Tf5cdiVPPtBbnolTJev34Wm2usOH1BzFolj21tQJSga9BDcYqJ53Y1k6BXc9XcbHY1jkzcaoWM9FgtIUmibcBDXa+T/S0DiGJYg+7yBTGdotPPtKw40mN17G+xI5eFdfN5FgPFKUYkEe5cXYLjJLWRUj465m/SKCIr2AumphMMSXj8ISamx1DRPMCDm+q5b20ZD22q5/fnTuCvnzZxoMU2SmueGqM9ZYcqgOouR4TEIfw9uvutKiZlxJBsHnnN0c5Bbn3lENXdDkxaBb9cM57lpcmnzFWcjHcPd/GjN45E/k6P1fLCNTPIiNWR8jlj+k/CGJF/BVhbmnj9/p/gGggn/DJKy1l5/S2YLIlf8sqvh2AoiF/0o1OOrCqcNi8HPmrAO/geALPPu4Sg34ckiuhNThIywtpypVqOyaJFrgmHYWp3refB05Zjk5n41fpa7O4AHyUZuX9tHikHrQSanGgMaaj1etQ6PV53Mv0nreB6jg8wqzyBDxvDHtS1PU7Om5rB+qPdo+K/Hx8baWnmGvDi7/MQLwis+k45n75Ui2vAR/bURIpmm/nwgbcAsFu7EbOFsJj1JEgWLdnaIHPyi9h4vBd/MEjn8UpaWsKhomAwyOHd21i7LpXnazxcvTYXc4sDwebDXxTDQ619aAcUfGteLv1uP4IQ1py/VdnJny+czKv72+gd8nHWxFQa+1x4A6FR/Sdf3tvGA2eP5+W9rVw0PYufv38MSQqbc31WAvn6/g5Wj0/mhoV5hCQJly+EViXn3UN9NPe7OaM8BQkJlVzg1+eU4wkEGXQHeeDDaq6Yk83ScYmoFQKPbm2JuEReMy+H7fV9PLo1nBPITtDx0zPGcdfqEo50DKJRysmz6JEkeH5XC99emMcfP6nD4Q1yop/DniYbd51Wwp5mW2TMl8/K4vmKlqjdym0rirC5/Dy+rRFBgIumZ3JaeQrpseEOQnua+qOKoAQhbBT26JZwqGdFWQq//OA41d3hWPPM3DjOmJCK1RHu4XqiMbf3VHGkL8CAZ3SOos/pjwqBDLr93PH64ci1hzxBbnrpIO/eOJeyUzSpPoHuQS+/+qg66lj7gAeby8/0nNEe9f+JGCPyL0EoGGT/+29FSByg7ehh2o5XUWpZ/I1dJ2jzIgVCyM1qZBoFh6yHeOboMzQPNnN24dksy1pGoi4Rh92HSgtd1a1MP+scKt56Fb8nrASQK9/hrNt/yv7qOhxuN4UTJxNjzGfHzh04nU7kKhV3vXY0QrzHexz8eEc930/pJm1eEgp0zD7vu3TX78PaNtomtLfOzpmlyRxss1OUbEDuC/HSRVOp7HeQKPeSZQR30M2fliaQa5Lh7HHhqugmsKcLQhLa4jjOuHocFb1OHq5oYvJ+F+kaDQyC3+NBUaRHavRGipOIV9OXpOV4XSfP727le8sKkQU81FfuHDU2W08v147PxaqErSZITo/h9QPtbKsLr+R/d045b1Z2cKh9ELVCxrfm5/LXTxtx+oLE6VX87uMavrOoAM0pVm5ymUBNt4OKpgF6h3zcubqETrsn0uTiZKiVMoa8AR7fFm7AYTGquXVZIWmxWqblxNFmc/PdlyqBcBn/rcsL2dNsoyzNjFoh5+kdzawuS4mc26gO73yqOkbsfv0BkY3HrTy3u4WcBD2+QIhX9rUxMzeOSZmxpA+vIBcWWchLMES62f9tZzO3LS/CHQgSCklkxOt4Zld07uSxrQ2cOzUjUnT0zK4WipIN/HBFEZuqrVR3D7Gg0MKycUm02dzkWQy8tLeVNcOFSdvqrBEiBdjdaGNyZixyWVjS+fGxcBekUxlkfRFyEvTIZULUxDkvP4Hkk+x1exw+jnRE2yJLUrif6RcReVAU8fhHf5b+f3Cy+XdijMi/BAGvl46a46OO97U2fyPnF/0h3IetDL7XiOQNoS6IQbEykWu3XIsnGJa7PbDnAew+O9dPuB6tXoG1zU/R7CUMWnsiJA4QCgSoXP8eNmMCnV1dNDU1cubC1Vyy6jxskpNjzhCfWUBS1eXEmaHnoxcf4owf3IPNLJCyeB6mYzr62qKThDFJOrQo+O055dR0DuH1iTh63UwX29jx3OM0OB0kZGRRtmgZ63/3d5Zc9B1CO0/aDju8+Hv7Odbn4XDnEI39Cp456yJad21jxsS1+D/oRz81CZlJxYAc3u0d5A9/389dq0s40DrAO5UdPH12Phs7k2hpHSEgo9GELDmLP+xtw+aTOG9yGu8e7oyQOMBtrx/mwQsn0Wn3UJBk4FcfVFPdE/3+jHKBqX6BFJOGrpM61p8/LYOPjobfR1O/m0/r+siK1xGvV48Kz1w6M4s7Xh/ZolsdPjZV9zInLwGDWsGr+0a2HE5fkA+OdGExqLl0VhZ/2VyP1x9iaXEiD54/kYc21ROjU9IxEF2tKggC/mE/7qa+EU21KEGcToFcJvDQhRMQRXhpXyvXzMuly+6h1+EjKEqYNUryLQbqrKOTwA5fEK0qOh78UVUPNy3OZ+k4C7Py4vD4Rao6BglJEoMtNublJ/DGwQ5uWVbI0zuaRp2z0epiSbGFpj43mXE6frl2POO/gFhPRrhxiEBRkpG/Xhb2h+8a9LKwyMJdp5WgP8lj3aRVjOrLCmD5kmRoilnLVXOzeWTLiApKq5R/oc3AfxrGiPxLoNbrKZgxm71vvxZ1PLXw84twvipCoRC+tiGG1jcjTE3GLxOQhUSkXTZKY8axr2/EBfCZo8+wrmAdyZZk5p8Xh9clp2bnllHn9AwOoLGEDf9lMhmukIhhSIvCHEAljo5BWwxq0mJkxJ12Fse3fow6L4VPPM2kpBWRkJlJX2uYKNKLYwn4QzT6Re59bUTrnGbWcEfuIF5neBXW19bC0a0biUtNZ9+GN5iavpRQpwdpkZ59Bz+i9bFDZBaN44/LVnH75j4ebFDxx9XX4HolTADOrWGiC8xM4s2GXpJNGipbB3j0kskoQ352HG1h6rRpdPd04/OF30/p3JVc89LRSBKuommAe04vYXejLVLuL0rhAqRjnQ7SY3V4TrHaMvpE9Js7eXRRLltdbuqcPhYWJyIhhpsyCLCroZ83D3bwtyumEQqJPHrJFD6q6sbtDzEpM4Z+pz+SrDyBIx2DFCYZoipbT6Cm28FVZ+cgE8DtC3L9ojzMWhUH2wb49sI8tEoZXYM+3j8ykizusHuYnZ/Aawc6olaoK0uTkcmgqnOQvKFDFE5bwKA7rA1PNKqJ06vYWN3L6rJkQpJEskkzaiJaPi6ZPU3RNQPFyUZe29/OnIIE7nyzittWFFE9nMwsSTFxyYwsblqcT7PNzYycuKjdA8DcggSmZMdTkmoOx+G/gh7b5vLxUVU3j2xtQKuU8/1lRSwoTODtG+fg9oVINKlHGWYlm7T86uzxXPfs/siO4vJZ2RQlf7GVhVwmcPmsHOL1al7e20aexcC3FuRSlGz60nH+p2CMyL8EgiAwfvFyepsaaDl8EEEmY8ppa0gt+npE3tvby65du5geV4pzRipb32vC7w2h1ilYdEYOq40roohcI9egFOW0VlWy6/WX6Kg5xuIrrqNm57ao82ZOncXWqnC8b96MpXTuEuiQukifK+Jsb+Kc8jxeOxyOcytkAg+emUPTO0/TcqQyfIIdkDFlErvLt5I4J4Mzl12IuyeEtdXBUDDEw3s7oq7XMehlwBjdKcba0sTEFafRfvwoZCiQWwx89MFj2DrD1ZQtB/ZgaG7g2uU38PJRB662z1iUyiDRrOHVafmI/R4U2SY22Nzc9n7YUDNB7+axtetwtzcQn5zCxs7AKCXFCxVtXDknm4c21aNXybl8djYv720LKxNqe/npmaXc/HJlJPlaZDFQ4JEgJBH/STvnGJTIpyVx8ZZ6vEGRq2Znc6B1gFm5cXx3cTaS4GVzTT82Z4hl4xLZUtPPz947xveXRhtiAczJj+fjYz2cOSFt1GMLixLZWd9HeUYMPzqthN4hH5c+tSfyeHqslvvWjGdVWTIfHe1GkmBWXjxGjYIfn1bCvuYBPP4Qq8tTaLQ6eHJ7M79fW8TefbVok/NYVZbMrsZ+ek9qkjE+PYbK1gHK0szcvrKYdw910dLvYnFxImsnp/G9lyopTDIwPScety9AQaKR214/zEUzsvjVuvE8sb0pEj452GqnwerkvjXjuf+Dav54/kQmZcRwsM0OwMqyZBYVhXNJ/4hT4abq3qiin28/v5+Xrp1JkllDp92DNxgiN8EwKok5OSOWZ6+aTvuAG4tRQ3maCbN2tHPiZ5Fs1nDNvFzOn5aBethc7L8JY0T+FRCbnMrsG29jorUHnVJJYmoaCuWX60ptNhu1tbXU19dTUFBAYWEhsbGxOBwO/v73vzMwMMDktdPY9EQtoeFVkc8dZNM7TRRflRN1rpsn30ygx05XfQ0d1eHC2eqd25hz/qUc27aJUDDI1DPXUddnJxAIoFarscQnEr8yiCCYCLqDFKWqMA51Mn1FCq6gQLpZhba7ZoTEh9Gx/yCzZ6zh581/YvqMBfSuFxhod1FyZjbOU/iZBD/jm6Yzx+Do68Pa3MjgODtqnTpC4ifgtPWTIXcTq5OjiVNxsgmAYVYqrn09hPqHj1Z0M3FeKmnDvTv7XH6+/XYbP06zEqtVIwVGb4HVCoElJYmUpppQK2TYXT6SDEqyDWpuKU8jJMl4c9UEAjIImZXEBURMO7s48e78GQY64pSsmZSGLyAiSmD3hCVqRcl6ntvVzp5hSV5dj4sfriwkM05Hn9PHZbOyeH53C6IUbrA8Oy+BtBgtClk4mfjgxjp8QZEpWbHkJxoY9ASwu/0Y1IpR+vD2AQ9Wp5dVZckUpxgRxXBVZV2vk/s/qOY7C/OJ0Sn5xftHUSvk/PiMcQR7whO5rbWGoVQzvz23nFf3taGUy1k2LokXKlq4YHomckHizQPtzMiJ55q52Wyp7eXlPW08dNEkXt/fwXuHO8lN0DM+PUhpipHUGA1BUYyQuFohQ5LCSUWXL8gF09LZ12KjIMnAlXOycXiDVHcPseFYN6vGp5Bk+mp6b28gxDM7m6OOxeiUtA24ufJve/EEQshlAj89cxznTcmISAOd3iB/2VJPU58LuUzGp3VW7jqthAunZUaMvL4MxlMoe/4bMEbkXwK/KPK+dZAf1rThCIkUaNX8JTZA+ZcQudvt5u23346oK+rr66mrq+Pss8+mr6+PgYEwCXh8oQiJR67pCZKuKOT26bfT4ehgTuocJiZOpPPAIeJSMxAEGZIk0llzHGtLM3mTpzFx+Wk0Vx0i0xKPWq0mOS2drr5WpN4k6nYOZ+QFmL6ugK3738VisZCZORu349RfAUEEi9ZCTa+SrBXxZGsd+NSdXCSl8OSnI3FetUJGXqyafcN/y+Rypp6+lj1vvYrX5eT9x37Dujt+xqk69ZZmxHNfnBuVRoHfokW0hlfmMp1ihMSHoavo4aoZqfz80zDRWR0+MCWgjEmgOOhEp5JHVB4AV83J5i+bGojRKXl1f3i8sTolj5xTSqgvyIev1CEGw+OJSdHRuSiZTcYQF5yeiWUoyO+6+vn49fBnl5+o56yJaRGv712NNu5YVcz+VjtnlKeiVsr4zguVAFwyM5M8i57fnzeRxj4nDb0ubn31ECq5wO9OK2WSXsOyNRNol0n8vaqLP3xSi0YRbu9m0o50HzoZogjZSeHemse6HHQNQmh4B/KXLfWkx2pZOymdjHgdM8ZZsDc6Ye5S+jubmZlj5tFP25DLZIiSSEu/i3OmZDAtK5YGq4uCJBOxBhWHOwZ5dX8HM3PjeXhzA1tqw7u2A612jnUN8eTl07AYNdjdAZJNai6dFZ7UBSFcNp8Vp2NKViyr/vQpNy3O50dvHIlSlAy4A9y8pOArEaokSiwrSaJr0EufM6xWWTcpjfs/rI4kgUOixD1vH2VSRmwkkdnY5yRer2ZXYz/BkMS3FuTx8dFuZuXG/39vcztG5F+CaqeXG461RFz96jw+vlfTymsT84n9go7h/f39ERI/gfr6emw2GwrFyOvUShmyYae9E1CoZJi1Wi7JviTq9Uqtll2vvkjxnPkc374FgIDXg9NmIxgIsvu1FwGYsHwtpoJx4NGzb+dJ3dUlOPRhD0uuvBCFQc7Kx/dz/YxkLJk52FpHklTxuTm0K2z8dPK9OBsHEBO7uWnvPfx2+svMztJgEATePWYjzazi3FITQz31rLv953gHB/F4Hex//y28rpFEWmdjHeVLzuDwJ+9EjhXOWUyPzIzLEI9KrqB9egJJPhG5BArd6PsqBUU0J2mY8xJ0xMWp6BV1xHkaeeysEra2erB5RRamKVF5+inPMEd5lwy4A3xSa6OkxhshcQB7l5t4R4gPa6xsbOjnntUlfLzNOvK59bpotLrIsxgi3XB21PcxIzuO9Lhob/andjRHYsjP7W6NHP/lgkIm7epD6nWjAwrS9MzONbBB6sEbDKFXy/GHQpw7NT3KB1whE8i16Gm2umgd8EQaZEzLjuX6BXk8s6uZ9gEPtb1OzpySTm+Pmx9/3Etzv5vzJpdSf8TK1tqR97KzwcZfLprEW5UdPLl95DoFiQYump5JnF7FnzePvB8IO0gOeQL4gyHqex3cubqE2147HPETN6gVzL96OhqlHKVchigRReIAj21r4Lyp6aTFfnGBzqE2O3/9tJGabgdnTkjFFxR5oaIVo1Y5ymrYrFVid/t5p7IDpUKGUa3gdxtqImG26m4HP1hehGt4F9kxLJ+s6hxicmYM07LjoppKn4xASKTV5sYfDLtEnpxU/U/Ef/bo/gPQ4vWPsmY96vTS4wt8IZFLn+0McNLxhIQEiouL6enpQRHyMXd1Nts/aEYUJWRygfmnZWM4BZl5Bu101VVjTkxi9rkXMdDVicmSSF75DJqPhuPp5cvOxu0sIxQMIPpGx/l87iAdAwECAZHvzkjArAySdMZVxFTvwVFfRVrZBDKnT6XukJ+OzRKmRAOhrDb+Nv8NGhuDJBgHCR5dz9VZeXhdDg5uaEaSJAoN2SQOJPNp46cMWXuirin6fCCbzNyLCvA4etHHWPAkpePsasZXtZNmvZH+ccv5zidh98HfLSliplqO5BshA9XkRN5tCqtQsuJ0/GhFPr/d3MQPZvnZ+tyTyJVKMlPSSAuFqHu7nYnf+j56dXS3GQAxAEP9pyg88oRQK2TE6VVUtttHPX643U5BkjFC5GqFjFiTigMneYmcQEWTjW/Nz4kQeapZwwRHCKl3RGEkdLiYmWvCpFUwKzeeul4nAmGv8ctmhRsmJBnVnDUpDY8/xMfHegmIInkWA2kxGg61D9I16OXmJQXML7SQFqOltsdBRWM/ayal8ebBDgS5nA3HekeN71iXg9f3R+c66nqdfGdRPgqZgEGlwPEZP3K9WkFtj5MHN9WTm2CIagrh9AX5+FgPt60o4uYlBafscK9WyJHLvrgop67HwcVPVEQS1HW9Ti6ekcmfL5xIjsXAi7tbozok3bQ4n+ue2x/ZiaWaNXx7QV6UDcH2eisXzchg0O3n7req2FQTvh9PAhdOz+Ce08fhDYhIkkTccB9am8vH33a28MiWegIhicXFFu45o5Ts+NHfp/8UjBH5l8ByigRNmlqJ5UsqxeLj48nIyKCtbSQ2nJOTQ3x8PFqtljPnrcJ9oBeVQ4Giy84ZZ+XgCUpo5QI6UUIZN7JScA/5CfpDmBJTAajesRWZXI4hLp7O2mrGL15FfGY2Mrkck2U8yAV6ju7HnDN11Go/Jk1PgkWL1FpJxztPMeByoZ0wHfmsM2lOmE6C4xAiOjKTRRyKZtRaNSmUoNjnI3Z/D4Hl8bjdbuqOjdizCoKASlDiOWBlwsoVNB3ahxgK/7hUWh1JeSVseDqsZFAok8hfl02wv5njT/82co48nYnTx5fy3pFu7t3RwItnjifpmJ2Q1YOmMBZFcSx3yOL5pL4Pq8PHj94OOyra5HpKrrmT/u3v0VsdHlNsZia1plok/+h4fofXxaypRmo3RdsZBM3hZsnBkO+UsrNJmeHGxBAukV87OZ1dDX3kWvQRn/MTKE420j3o5d4zS/nL5nrKU02YJAHP+HiULQ7EofDK0mT1cuXsHIKiiEwIN7fYVN3LjYvDPtxWpw+HN4AA5CXqGZdi5v0j4cTkeVMzcHgDBEMiKSY1e5ps7Gu28fahTqwOH99bVkh19xD5SYZR7eFSzBqmZMey8fgIyV81J5undzTR6/Bx2exs/nLSqnxqVizFKUYOttgxa5X0OUdPhF2DXgRB4PzpGRzrGCTRqI4kVwFuXV5IsvmLY+S1PY6opiIAr+xr47r5uWTF6/nThRO5/vkDDHoCYaOyJltUOK1z0IsvKGJUj0xECQY1sToV+1sGIiR+Ai/tbWNpSRI/e+8YwZDEdxblsWp8Cgda7Dx4Ui/WTdVWipJa+eHK4v/YRs9jRP4lGKfX8u10C4+2h7enqw1KbvLb2PTbn2OIiWXC8tWkFIz+gPV6PWvWrKG6upra2lqKioooLi5Gq9UStPsYfLGWUL8XrwxMizNRiyJCXAifXkRtiQG5jFBApOVoP9teqsU96CNvqoVl37qLDY/dhxgK4ejrY/6ltxAMaEktLKZs8QpcQwJ6s8CuV95kzuUW5l9azp4323AP+YnPMDDt3Hy67W3sfuqhyFg7D+0hR2/g7NWX4mjupcc5xP7Hfh4hY43ewBnn3YYiQQNGOTOmz2B3xe7I6+dOmoX6mBdRAvVOiXNu+RldTTXItAqCQT9NlQewZE3A2uJGY1KiSVbT+vL6qPvV8MErXHTFjZSuLMIbEPnNoXbGW/QsKkslKVHHNruTmvoBKtvsHO9y8KPVxfzhk9qIF/qlk86iRKun5/BeCi49l5sqv8ekhJlcMf9ynts+QEiUSDVrmF3qpt5VReHc6dTv6kejV5K+KJVHq8OVihIShckGVo6P5aMjYeIuSdGzYrwBvVpkcX4Ck3Ni+PVH1WgUci6blRWlXU40qpmRF88PXznErcsLOb08hanZsdx9oIM6q4s1pRaWo8KwqxttURxlZhmBkEhFYz/V3U5+fFoJtT0OQiI4PAGe3dnM7SuLwx4mbx6JhBcOtQ9y3tR0FhVbuOqZfRxotWNQK7hqbjabq608uLGO+9eNx+ENcrRzMHKfJmfGcrxriOnZcVS22jlzYiomjZI8i56DrXa6Br1UDHvleAMhLEY1Zo2CJquLtBgtB1vt3LAon4rPSBTPnBBeZMTqVMwpsPDCNTPYXGOluS+shpmW8+UFQKpTlP9rFHLs7gAKuZvZeQm8d9NcugY9JOjVUe6PJ2B1+DDrlDh8QRQygStmZ4d196do9ydJcLh9kJZhL/M736wiXq8a5csD8N6RLr61II8Y3ZcrYP4dED4vBPB/ialTp0r79u378if+h8AZDFHt8mIPBEmo2svGR/4YeUyuUHDBz39Dcm5B5Fi/ox+fz0e8OR61MrxdkySJAe8AGoUGWbOPvidHpFUykxLbAg3vbP0Av9+PSqVi7dq1xGlTee1X+yNtd9Q6BVPOTCUuVaK3thVJMlC7J8jc84rIHp+Az+2mpcrG0e2dhNwfIpNLzFt9KaKkJigI+Pz9OGK0eOtr2f63R6Leo1Kt4Zzz7sE7MY0Dzz1ES2X05zPnjIuJzSvjpY/fICcnh+zsbILBICmWZEwVXqT6sN5c0CowzE3FkwhD1nYO791M5tLz0KuNuNo8eHQKjoZcxG57ls7jR6KuMWH1Gh52FjO/KJFASEKrlNHY5+Q76RYqLUp+9coRbliYh0Ur8NC2Fqq7owtaHjy7BFtvL/H5Qe7cfT0ABTHFLEo+HzGoosASywctb6CRGzk7aTkxoQLsMqgd8rCrsR+dUs7s/Hic3iDpsQq8ooduTzv1rh1s71rPE6V/IVOTztMtPfxmYzinoFbIuGJ2NgaNAoNZTUyMmofeOM4P5udSrtXQRIjrXz8ctdK8aEIqN5tMvCn6eWBHIxPSzdy4OJ+tNVYG3IGIZrw42ciq8Sm8fbCDi2dm8vP3ogvTFDKBn54xjh+/HW3//4PlRfz24xp+esY4EgwqPAGRtgE3ckGgqc/NW5UdTM4wc+PiAm5/4whWhw9BgHOnZNA75I0kOu86rYQPDndysC1MbGsnpbGyNImX9rZTmmbi7coOFDIZ18zNYdX45K/dSad9wM0lT1TQfFKTiOsX5PFWZQe+oMgfz5/I/GFnSgg3o/jZe9E93h+5eDLtdjeBoMTs/HjK02KQyQR6Br2c//iuqHNPzDCTEauL6jY0Jy+OdZMzuPXV6GYrZ0xI4XfnTvi3yxIFQdgvSdLUzx4fW5F/BRgUcqaa9XidTl5869Wox0LBIB3Vx0jOLSAQClDbVMu+3fsoSS7AZxwiJj0enznE63Wv80b9G6Qb0vlO6Q2kx6kQbeHVVXCKkbe3vEUgEFYs+P1+3njjDS5Ye2mExJMLDSROENla+R7BfUEmT5iOp0nBUL8bQ2z4B6TW6cgoUdDX7kWtPZPc5Hhcr7bCcGJPk6bBkd2JNm506CA2OQ3BFkIjgcduG/W40qilouYgkiTR2NhIY2O4Cm7+jDmYe4yQqGVwXCyKXCMObw97Dxxg+dzluIRELny9jpAokWLW8Juzx/Pgc0d5bdXpUUQuyGTklk9i+aCZ322oJRCSkAlhuV6rWUGhUsFVk2Ip17vocXhHkThArxccqjjsXYMkaBPo8/RRZ6+mzn4vRbEl5JjvpbthLf1OkaKJFqbEBNk14KR9wMOkjBi8wXDXnY+OdrO70YYgwD2n5zDdWMJFymWkuS3YXjrOpAvCBTyiFG4w8di2Rq5Zko9oUqBzBfnDkiIsG9sR+730L0kZHS440kXp6TE88E74Hh5qH+SxrQ2cOSGNe945mZRDpBh8LC2OQzhFa1y5TKDDHq3uWVWWTFqMhluXF6KUCdjdQWp6HDy3uwW1QsaCQgvrJqeRm6Dnz5vrIzsJSQqHMW5dXsiWWmvYW8XmjpA4wJsHOyhNNXHOlDTsHj+3LC3kQMsA939YTWmq6WsTeXqsjqeumMaOhj4ael0kGtXsbuynazD8Hr/zwgF+dlYp7x/p4uwp6SwuttDryOXpHc2olTJuW1HEnPwETKdwtkwya3j8sqm8XNFEns5PTpwKtVyGzeXnzOwRB0WdSo5JM8iz69IieQC5AAlGNQ11taPO+38FjUZDeno6yq8gc4YxIv/HIIBMMfqWyYaTOM2dzWz6YBNrJixHtrkfyWvFY7ATOiuOF6tfZMg/RK+7l2/3Xc9Tax7G7LXg7nMji5EiJH4CgUAAjy+8ehAESJ2oYP22EdXHth2bOG35aUyYVYZS5aF650HsPd3EJqdSOC2LkGCipbEV/0KBeGUM2r1uxG4fSVMycaodpI8bT/uxMJHKlUrmrb6ENq2F57c3s27uCnqbR1bsCqWKlKwiDvbuGPXeA2KI0Pl5PHesh799WkvcARVXz0yjOCWNjqDETz+ujagOfUERpdPKLRNjifV4OOO671J37BDZhZOJsSTTbLfz0GZrRHUgSuEuObcuL6TT7mVVigx/IIhCb2ZShjeKZADSDGrqbB7ys9O4LeUBnqj+NXX2WrJNudxY8huufvpopBLyvk/quXVZIRPSzBxosfPGgZHk37Xzcuka9NLS7+ZXH7Xw6oXzMWkFepqG0IgSmRu7eeLiyTy4pYE+l5/zp6aj0yl59JVjXDcnm+TOAIFh+aT6FDFVjVJO80A0AXfavRHfdJkAD5xlJlPzASH3pxRlTQPDReQk6GjqG1lRXjori6Od9sjf1y/Io6LJxvdeCa8mFxdbOHdKBvPMCRxqG+CMiWm8dbCDQU+AFaVJEQXMyTjhL7J2YiofnyJReqjNznO7B7loeib3vnOcZLOGq+fmhNuvCWE72AF3kIJEA8UpX1wZGRIleh1etEp5JGSRazGQazFwoMXG2Y/uilKsOnxBGvpcfHK8l0+O93L/ujJuW1HMJTOzkMsEUsxf7FJYmGTk4jIjBoOBhIR4fEGRRquL0PBFZIJAboIenVpBICTiC4QtLTTKf22BkCRJ9Pf3097eTk5Ozpe/gDEi/4eg0RtYfMFleI8dQ+nyENDrqG5rJK24FIC+vj7mlE5H2GBFGl4Fi84A8rdsXLPkCn5f9yAAafo0HP1+3tnwCqIoMn/+fBQKBcHgyMpNoVBAQIkl00jQH6K9d7SHxaGjh8idmsj6Rx+l7ejI6nb1D++hsraB1NRUQrIQbqmPrFXpOPuHqKzfj0ajovSMc5h2+jmE7B40IQN2TQI3bazmt/MKyHHpMJ53DQe3vMvElRcgZpaxa8hP+ZRptHeMaMgFQaCgIJ9dfS6e3N3K3QsKyFUoEWQC5oQyvC4PkgRpMVr0ajmrstV4Kz5hxf4qhrZvRzd7PnPO/Q7ufW4k/yAFMxK5sMzAEwdGriFK4AmEJWjTz5/Ai7ub2dfWyV2rS7A6/bQPeFDKBb4/P5dxB/op73ZjSI7De9xEmfpunGWQkJTKh82uUU6Fz+5u4cELJrKjIbozz7O7mrl6bg4Pb2nAGxBZ3z7AnzfVMyHVxK9nJKHf24tMLWdlWQq1vQ6e3TWipoiTyQg1jUwwuR4xqvclwA2L8vj7cHOJ1BgtMiFcdp+dEJbmnT/FTLrwG1y2cPjN630bvauRX5/9MNXdYRdBmQx21PezqDiJiqYBYobjwgdaR1Q0m6qtrChN5vxpmWgUci5/ek+EGF/Z186UrJEEbmS8Fj2vfXsWaoWAzR2g5jMdczLj9Ww43sP7R7o4c0IKWQl6HtxYRyAkIZcJfGdRHu8e6qJ70Mujl05hdl78Ka1v22xuntrRxMt720g2a7j7tHHMLUiIPNeoUaKQCVEVuyq5jMJEA5fPzub9w5386ZN6lo9LjvQr/Srw+bzk5ITj5lqVjLxEA25/EEkKr8ZPtNJTymWnHPcX4USY+usmRAVBID4+HqvV+uVPHsYYkX9FBAIBBq1WVNt343rySRT5+Qj9fUxft46ElHDptVqtRi8KEIzWu4quAOnSyPbt3PRz2bJ+K+JwS65Dhw6xYMECtm7dSjAYRKFQsGj2cva/3U1mSTxpxWZa+keHEmKMZhxDfVEknjN5OiGVjvj4eLZs2YIkSchkMlatWsWn+z5laCisHvGixpg7kR19AxSnGCmJV/Hr5QXkb7ES6vOQoksi7dy7qVLJufGVSrwBkXm5MVy67HRaj1eiVCopKChA45PzblU3N87IJlOj4rn6Hna02ChNNnHznByeWlOOu85ByB0kK8mMWZGH90+PIjMYMF7zQ5zvjPRq9G/r5rwFqbyqVUZas6nkMori9agVMlpsHipawiT5q4+qOXtyOgWJekpi5Ri8Sj4JDaHO0VEeCBB/bAC1RUtsbALuHe1oS0ebNJk0CvY125iWHRflL+ILiijk4R+jxaDGNRwaOd7jxLown+5cI3X+AAlmNQ8M258KAszJSyAnw4yU7YUjw0oWX4ifLC/i+ICbTruHnAQDvQ4vNy0u4MntTZFipQWFCZw+PoUV45KYnjGAxzWSQ5HLdQxqfsB3nzwU2e6fOSEVpy/Iw1sa+MtFk3D6glH68xPYVtvHmolpVHUMRq1uN1f38vOzyugY8NA95EUmhA2/ytPM5CWGQ28alYI9TbbITmFGThxDngDegIgvIDI5K5afvXcsQrYhUeKRLQ1cvzCPBzfW8/DmeuJ0Ssanx0SNKRgSefLTJv62KzzeRquLq5/ZyxvXz460sstJ0POLs8r40ZtHwq1kBfj+8kIe3FhHv8vPpbOyqO4a+myN2VfCyUSrUcrRfM2mEZIk4faH6HeGTckSDGr06rB52cnwB0WCoohCJnzpCv8fnQzGiPwrwOVysW3bNlJ8PhJaOkn+2eME+1XI9CKC1IW/uRlVYSHGxHRw9IHg5GTxuaCS0y+zR/42SkZCoZN8lAcH2b9/PxdfdDEdtQPIRBX1mwbRGVR0Nw6SVhhDSWkxByr34/GEqx8VCgVFeeORKUfikpPXXoBNoUGURHbt2hVZIYiiyIYNG5g+fTrbt28nPsFCszKTJ18bjsce7CTfouN7k1TUjfORG0hE3DuIX6/h8YrGiKnSp4129rTKePT8FbTs38iGDRs4d/FZlCXrmZIcw/2f1nN8eAW3t3WAm/qc3D8pl5YdYefA9oN9LL24lISbbqJ31iKG6v2jvoDmGjunFSfy4sEOjGoF9y8qZNIeKw+tKGGXPbyqzYjTcvr4VBRygepuB9PSUlnzwt6IUVJ2vI7HzywixSMy+H54J1NSHIPFoI6S4p07JYONx3tIMEbHdidmxFDT7SQ9Vssdq4qp6hjEYlBz7fxc7vyomlabG0EIhzaunZfD0zua+emZpayv6ubsx3fz/Jnl5Ha68KTqecBmZ/OLYeMns1bJqjKBul4HLl8warW7tbaPhUWJCIJAdkIMNpfAiS+RNuYC7v7IG6XdfudQZzieXRMORf36oxrmF1o4/BnFRUasluNdgxg00XfaoFbgCYT42ZpSfIEQ3YNesi16jFolDb1OLEY1BYlGXrh2Bofb7BztGqK6KxxrB7h6Xg4xWmWU4RZAICRxQiDS0u+mrsc5ish7HT5e2tcadUyUwrrxiZmxBEMih9sH8YVCPHzRZEKShCTBHzfWUW8Nfwce3FjPn86fOOqz+3fA7Q/RaHUhDX9eTl+QrDgd5pMULg5vgDabh6Aohm2R937Kj354K6FQiGuuuYY77rjja43h/ysiDw76ED1BFCYVMt0355nQ3t5ORUUFF0yegm72ebgq3EB4xSgzWNBM0vJcZz8/qe/ihxYT567MwPdRW/h3KBcwn5VLvkbgpnE3oPEJ5KlTOaY8FhUX93g8aLQalD4zHUd7WFA6hLT1fQS9nhj/GsR9vVx49gU0N3chiiE0gpm9r1hJyTORN20OKUlJDBjMHNm3n+ycnFEFSX6/PzLLpxdN4KEt0UU79VY3A1IM+/dtJHblebAoA2ebk+9NyORBAXYNb8F9QZGqLieOzk4kSUKvNbM0XoHNS4TET2DAHWDwM9+wAxu7maf18madg3P1caO+gLJYFd8qj+f0GCOxITDv6EF0BCgyqwmUxnC4PZbp2XH8bWcznkCIiRlmGgb9ERK/d34+M0Ny4uqHCJyk9Y/d1sWTC3I5KIVo9vlJMmp493AnF8xIJtWkpXvIRU23mzkFBs6bHo9WYeRwq5k/b6xjYmYsP19Tyt/3tNJqC8eoJQme3dnCE5dN5YwJqdz22iFqhhOwl797hJtmZDE+O4bNfw9PJJ5ACE8gxAsVrfx8TdkoLxGAfc026nodPLBB4PszL8Bp+zsAQVkmbQOjtdv+oMgtSwvod/noHPSSGaejKMlAzbA979z8eFQKGU19boIhiQSDij6nn6vmZGMxqtnT1I/N5ccbCFGYZEBA4Kw/76BrMNwe77614ylLM7OwKBGDRsnhtkEmZcZw1Zxs5hVYGPQEojTbQKSnKsCSkkSGvH76hrwknFRBqVXKSTJpIrK/EzAOTzb7Wga4+ImKSChs3aRUDrYNRln2AlT3ODhr1F3518PhC0ZI/ASsTh9GjRKZLGw53GpzR96PPxDk5ptv4uP1H5OXk8W0adM488wzGTdu3D89hv8viFwSJbw1NgZer0N0BlCk6Ig7pxBV2jfjJ9zbG076aFJy8LwXbdEpOgME3Apu7w5vkX/WM8hbWjU/viSfLLsTp+hE3j9E8qYgZxTPpDepC5uujynLp3Bo0yE8Hg86nY5Vp6/A11FLwqRMcmUO+m77fuQa7vUfEPf4o9i74cjrbgRBQBLDY2o81M8Ft16N490X2GG1A+D1ekfF3PV6PSqViiVLliCLSSYojtbKisC8GYupfMfGUN9IyOO2Cwq4YcBN91CYTMrSYjDELsM74MLnkBPSdZNizkYhEyKEegKfTfaJkoAsJoYjAwFK42G6UYnkCE9oglKGcnIM+upBMiv6ImMCUHe40JTFcPGMTL7/yog0rLJtkLcOdjAtO5Zis47FjW6Edid+gxJtWcLIhYMicRs7WFUWzyNGiVf3t3NaeTI6QzfVnuOkFlQzfWIhR2w7+f7ug1xZfBNycSHjM2LY0dDHgDvAwqJE9jQNEAiJnF6eSkacFpVCwO4OsGxcMqeNl1HT7eD9I138YVczv00fnezzh0SGPH7m5MdzrCv6u1SaamZjdS8NVpE345dxWvFkYpSNCOp8JqSHRumbp2bH4Ax1I4gCP1pZTKvNzdpJaWHLWoOa451DNNvcFCUbaRtw89MzSxFFkRcq2iI68I+P9bKw0EKexcANzx+I6K0PtQ9y6yuVvHTdLGL1KmbmxjM1K5aQKEVMqmJ0Kv580SS++1Ilg54AJo2CGxfn8/T2ZlaUJpOfaCA9VsfelgGWlCRFnApj9SruOX0c1zy7LxIamZ4dR0mKCYcnwJOfNkXlMzrsXjLjtKOIPCP2/74F21sHO/jN+ho67R5SY7TctqKINZOiXSxPFQQ5WWUU3qWMvJ+qyv1kZOWSnpWNSqXkggsu4O233/4fJnL3APiG8Pm0dDU34Bo3gFZtRtchYXu5Bsu3ypHrv76A32IJa1e7B+1kiKM/Nu9nPsrDHh8XeXv4e6yc5gOVzCuegQIIVTtJ1Wfzhv7vbOnaxvnzzyeNNOySnbesr3PxH46guP5yHC++HH2BYJBgRQXBcXqQRpIqar2CycuzsHb4EMavYo7SyfqtH1BRUcGiRYvYvn07Ho8Ho9HIqiWn4wo4eP/991i4eBlrJiTzRuVI04d4vQpDyElmUgGGWR7EkIQgQNW2Dirfb+bec4q47cNjfG9BPo5dfWTNzcATDIJKRqGYgefjDm6akcUfhuOeAGeVJyM2Rsf2x5fJcD70DGfd8kvu2FLHT+bmUaZQIpdAm6jg/UfvYdVpN0buqKY0HlWKnpBeSUe3C0kzOra4vb6Pq+bkME2pQhhuQSY6A8hj1Agnl/rLBNpyDLTX91CcbKTf4Wap0syH7Xuo6K4ANkTOKQpB9jfa2DFctdlm87C32catywtRyGS8uKeF7fVW1ApZlPrjW/NzuG9tGT1DXrLi9ZhPivcDTMkK95jMjNNR0djP4WHv7oWFFkKixHXzc3lwYz0v7Xfy6kE1j158Kd//WyUPXzKZn75zlAarC51Kzu2r8nim4R729u4k3ZDOJXk/4q1Nblz+ENfMy+Hjo3W02sJhuJf3tnHbiiLuffcol83KHlXMs6XWytJxSaOKZmp6nDRYnUzVh3uvKuQyTg7tNlqdOH1BLpyegVwmw6xVMD7NzM/WlFLR2M+AO9wUont4tyCXCUhIZMXrmVdg4Y3rZ1Pb4yDFrKWl38VVf9tLjE7JmolpNPa5InYIe5ptPHjBJCqabJFQTla8jpm5/7dt2N462MGP3jgSMerqsHsifT1PJnOjRoHVISCetAu2GNURgzCFTEAmjDze291FcmpaJJmanp5ORUXF1xrrfy+Rt+yE93+AGPJzLPU7bH7l9chDU5asoVA9gZDd/4VEHuy34a0+Tqi/H2VWFpqSEmSq0c9PS0tjwoQJVFTtJ3PaMqSdIyXZglZBKFYDJy2uJqvl3O/owfT750kXQ5iTU/AnxxLo9iN2enHHe7B5bTxSOyLxW5gyD/XVNyMTZVGWrnKLBduddyMWlJMxKJJ6fhx9ziA7P2lj2uocKt5pJDBMVGaLhgXzl7Fl58fs3buX2bNmkxifjDykoatxkB3Vn5CTk0NXRyszjQmkzk1lc6OTYouGs8riGWqoo2prF+3Hw2EUhVLGrHV5DFrdpGk1vH72ZIKOAEKZjg1/qSYYEJm+JB1DjQ3RGeBMlZnxy0to8wdJTFKT6rMTKyZQo5bjsvsozAyg2fg8vt5eyves5/qpp/OLnY3IBYHrpidh+WQDjj4rdc17KBk3E43BQLDfy9An4XjqkngNRxanjvp8ipKNlKUa0dij9dqOre0YF6QjygWCQZFAqo7ff1rHwfYh1pYmc4nWiPmlXuatnD1M5CMo1M/hzw3RDURtLj8WjZJkpYKLZmQSq1Wys9GGWiHDFxS5ak42NT1OHtvWhEwI26o+eflUHtpUz+F2O0uLkyjPMPPdlw5y9ZwcrpufF/ZYEaCyzc7vNtRy/rQM8ix6HN4gd6wq5tX9rZSlm8mzGHjlW7PoGvTiCTm5d9+3aXE0A9DubOepuns5Z8bPeebTAYxqRYTET+CvnzayZmJauEHGKaBTjZ4gjWrF5yo3rENe3jzYwct72+h1+FhSkkiexcDNLx0kKEqcOyWDJquLBzfWc9PiPB7f1sjbw5Ps6eUp/GhVMZMyY5mUGcvf97Ry90lFTQda7dy+spgHPgwnkiUJks1q3v7OnIiFbrxeRZvNjV6t+FJ73CFPgCFvgNh/cFH3m/XVo9r5eQIhfrO+JorItUo5uRY9dneAkCgRo1OiP8naQ6WQkRarpd3mCYdgJAmdSh7lpf51lS7/nUTeVwfPnw0BNwMz7mHb829HPbx/41vkXFmOTPv5by84MEDPffcx9MEHkWPpjzyMOj8flxikr7ebgNdLfHomiVk5rFq1ij5rH4I9hDHGgO/YAPIYNaoUA15fkBszE/lzay8C8FNnL6qbb4oQcvfefST/7A8EevQEul2ctfoMPmqLLlFfmbiGtx8TERQSa8+7DG9pLtayFIIlpRhlxcS83IzPEVbDxOkUnHddGYcPWymcF4d3METzQTuDVi/T47M5bflyXD4fRl0cRz4aILPYgrHIiLfSS2ZmJlu3bgVq0Ov1nJ+ajsM2gDE0B1N8Pjs+GnFsDAZEanZ3U7oijrbuetSCAXlAh8cRJDi8MjJplYjOALJkHUKGGYsrRIZKhUmtItCnxipvJ3WKlqSaRqSeXvp3bgVAtfUTzls0h8IyF6aEBDq3v0Lb0bBXysGt72Mf38OSxVfj23NSq7h+L0UekWUlSWw4Ho7x61Ryfrg0j6PNvfiMZnIyDEjDLeokT5CheiufTDmESpED1nh+uCwDl0dJbI8X845uRHeQGQNlzEuey6fd2wGYmTwXkzIepbxjVMMK06Cf9B3tJC9J586KNrpdfn5xVhmeQS9DMomndoQlY6IUdkIsT4/hoQsn0mn34nb7eL+qF0mC9w53IpMR6e15Ajvq+7hlaQGVrXaCoo/y/EEW5hZEusvHG9Rsbz8SIfET6HX3EpMUDj2ETiHlcPtClKaasLn8FCYZqD2pzd3kzFhEUWLdpFTeODgSUrthUR45CdHSvtoeB3ubbPS7/BQmGel1+FDKBWbkxBEISaybnI4khb8XZp2SXY39hEQiJA7w3uEupmbFcsWcHIY8AZ74NPoeSBI4vEGmZMYgSnDTkgLK02JQK+UEgiJ3vnkkspOZnBnDQxdO+lxXxQOtA9z77lGOtA8ytyCBH0z/6na2nZ8ptho5Prr1nk6l+NzGGYIgYNYq0STJCQZFpozLZ/2bf0c2TN7t7e2kpo5eoPwj+O8k8v4GCIQTJT5RSSg42hwpZJJQxH3+TO2rqYki8dhLL2Ho/Q/wpybzaXs91o6w2ZVMLmfdj+5Frc/BO6AkUavGsaUOVbKBQLsTX+MgMRfk8/3MJFbH6HF3dZPyt4/4rFjQsfkddDfcjaRSkuTx8rsZf+Tvzc8jhUJcmHsxmvoUdOZBXHY/dYkJPCirodr+DvGV8TxjehDJMSJpFN1BQjX9hBK72L1nNzHmGKZdMAdvn5zNezbQ1T1ScrxmzbkoTGaaCVBYGN29xuVy0VhXA4A2oMA/NHr1Zety0d7lZOferQiCwNL5q4nRJkced/tDmBK0DBTFs/mNkaYImePi0Bfa2b5rG3OnTibOEof77y8Sd+21KOLjETPSeOmpv+Bzu9DoDZQvXUnb0cMY4uIxWRIZslvxdbtGjUdb0cO0STGUpZsJDZtNqQnxp51deAMd/Gx+PjMyjZi73Yi5ej7RbOV3VX/ArDJz74TnuebFGqwOHyaNgvsXFjJhdy+GzT7umn8jdfOv4WjnEIeaFDzW0sZ1s7L5y/YRkpmebibTFkDyBJG/38ydF8awzdvKR8ebuCkzi7g+L/r5edx7UnOIzTW9GNRy7njjCH1OP7evKOI354ynY8CDxaRBp5KjVsgYcIfDL+XpZioabbx+oJ3UtCAfdj/OtJx7gKzIOeO04UrPkxNsWoWWUFAL+JHLZKNauJ01MRW3P8ivPqrmxsX5TM/xc6R9kDn5CUzLjiUrXk9arJbCJCNOf4hEg5oZuXGYTuquU9vt4PzHd0XGetH0DNJjtZg0SmJ0Kn7y9tHIClatkPHTM0pZUZpMVcfofMwHVd1cPjsbhVwgTq+k4TOS6USjmr9dOR2ZTECvVtAx4Obdw528U9lFdoKO08pT+eMndRxotVPZZj8lkbf2u7ji6T0Rn5lttX1cVaoiGBJRfIlG3B8UsXzG+OsETkyqn4dgSMQbFBFFCZVChkYpRyYIaJVyUMqZO3sm9XV1NDU1kZaWxksvvcSLL774hef8Mvx3ErlmRBNsCnRgTLDg6Bv5Jqi0OmJzMr7wFKGhYYWFIGD4wd14J0zE7egnJLqxVmyOPE8Mhdj2wt+Iz7qEpkND6EwqzrioEGW/F0GSkIIi9pfqsVw7nskWMz6Hnb6TviTKieWEstOQ6WKwGWTseaaOwW4PMpmMcyZ+l3Er4tj56Xb6bTVMWDqZmKQ0Nrk+otoeJtgEbQJy6ykmqh4PbUNt+Hw+enp7+GDTW5yz9jy6KkdIfNL8FTxc6WBDTTOJRjV3r5qHwt1OYWEhtbUjcd2EhARMvTLcCaMnvvRxJlo6wha5kiSxY+9m1qy4MPL4wV1drLq4mJ3PRfuAtB6zMak4nukTypEN2WkQwPSL+zk4JGd9rY0Sh4GidVdR99IjeF1OhvqszLntAbb3wLZOJyuLLLhTY1DKQgT1oOwXEY8M4sky8FplB6IksbY0BrkgYPOqWVqmozTbQZ+0m23yZDqIo8AUQu+Cn6bdgia5gDveqI/ID4e8Qb63oZrXFhYRt7EDJQr21+p5aHN4B3DV5HTO8cgoW17CIY+XPKWS8V5Qn2gmLUHI5uDhlju4uOAGekMZJOzrZXFZHO+lm9k/nJjMs+ip63XS5/QzJdNMepyO6m4HOpWcjFgt18zLweYKkB6rZXN1L9Oz4/AEQtx5ehZyyUNe4C7qWy2katxkDJNVrjmXmybdxIMHwwVmAgLfnfBDGhpjmZ4jJyNGy+OXTuVvO5to6nOzblIavmCIIx1DiFJYupdq1pCXaGBPUz+tNjeTM2O5am4OeRYDQ94gSUY1xs+Uum+rs0ZIHOCtyk7uOX0c66u6OdAyEBWG8AVF9jTbEEMSeYmGqEbYALPz4iMr2e8uLuCyk4qVzFolM3PjItf3BUM8uKmOl/eGQ13HuobY1dDPlXOyeXhLA91Dp145N/e7IyR+AoGQhP8rEHlIlLhkZiZ/2dwQJfvUKGXctDiPIU8AtUIWSfyOnF+ky+7F7gkvvGSCQE6CPsrPXKFQ8Oc//5kVK1YQCoW46qqrKC0t/cLxfBn+O4ncUgzlF8DhlzAcfYYzz/kNGz7aQ29zE7Gp6Sy/7kZiUz5/qyKJIqHcbLSXX4rcnII9N49tj/yMgNfD5NWjBU2Ovl4yxoe3Qe4hP6/+9ShnnJ4NW0diqIFOF0qLDnV2FrHnnY9j02ac997Ay8JejnlqWJ6yiEW+XhJmgVkpILcayMzS8uLzzxMIBCiYUMA+bQWNPY0M+Eaq7RoGGxjICRAb7Q2EL1dJx0ll5aIo4vKEJyeNRsNpM2fz1zY5H1eHJ7ieIR83vXKYZy+eQGmpjtTUVJqbm7FYLBiNRiS7iEsNeetyaP2glYA3RPaEeDJnqLBVaZDJZIiiiNvtRqmUmLYiDb2vDwUBgooQPtfoyUYKysjMymLL9h0ErXbs3lSeqghPNBuq+0g2qbnrjIupffMZgrEp3L6pl5bh2O6Ohn7On5TGDZOSeOG1pzEbzZx90RkofSqeNKtRGAUqO6rYd+wgxcsWYkz+hIer34pc+9y8q8gV5rLzkTconDIH8+KFWJ3VUePzh0S6JZH4dA2BEhXW/SMrx16PH5VDZPwBK9POLSDwSSshW/TqzKUK//1641MsnDIfAPkxG2vnJ7G/fZCiJCMev0jdgJPp2XGsnZzGd186iCTBzUsKuOXlQxE3Q0GAX51dji8golKEaB/w8vT2sDLpnYMDLCi0ct/a8QDEapXMSTiX0rlnEJCcNA/08cwGF6GQFYtRzYSMGPISDWTH6zjUPsjWWitrJqTg/X/s/XWUHGX6/o+/qt1l3N0ySSYycXeDBEgguLvLwi6yyxossLsssL7IsrhbhAiQECEJcc9Yxn26Z9q9u35/1GQmncmyvN+wn8+H8/ve5+ScTFX301XV1Vfdz/1c93VFY7T1+dnVYKfdGaDdGWBlZRbHOiRt86un5JFi0pBiglhMpNHmJRSNkWnVopbLSDWquWNOESq5jIMtDjZVdfPGriZumVXIJwfbOTPs3hDJBhWVOVYS9SpiInxysB0BWFox+PucWJDIezdPZle9HaNGwaSCxDjj49ZeP+/tjV+v6POFB+r3w/6NFIBRMxTeBIGBksY3hVIusGiE1MT32q5mbO4gKSY110/LpzzDTKPdi7wfpHWngXQgHB0AcYCYKNLm8FOQpI97eCxZsoQlS5b8x+P4tvGdgFwQhN8BS4EQcBK4VhRFx/dwXN8cOissfAwqVoKnk7SEQi56eAk+rx+NwYjONLSL71S4e+0c2riWfZ9+gkqjZdGtK/n65ScHXOA1+qE1tIJxM2mtPu3LiYqEY3B6vnI6b1s5fCTKt//BPXvuxBmUwOFr9X5UWj0vdr9IKBYiS5/FL1N+TjQaRa1W48vw8a+qf5GsTWZe7jyO2KTV8UgswruBT7ht7lXEttkRY6CfksaBcP2Ai/ypkCvkKJVKlo0YQayumbX1CXH7RRGanQFqP/sIjUZDcnIyVVVVBINBimZejLI3wFOWIOdfW0C5WkDvaGPrju1oNBrmz5/Pnj17MOgNGNxRNMc+wvHma1J36hVXkz1sAS0nHAOfJZML6BOVdPZ2022zUTFlLn/ZGs9d73QFIXc0lXP7CJZOpulYFZkWLYtGSKWbDcc6mWM1sXjmCg6e2IFY4yHytR0BiAKjyrNx5bnpFXtY0/hx3Ngf1r/C+NREJsxfThGj6euRmmBOF7ASBFBniLyiWk/NiZOsLPs5b++VHo4banq4YfEIkto9BFfVo19agOfDOuivmYdHaljr/RCAYDSINtSfgWmVFGcYefTccjqcfv6+9SQyQeDt68Zz7wdHEEWp7BCOxuIcb0QRXv6qgenFyUwpTOSxtdKMzKRRcPmkHCoyLby4rR5/SMoO39vXQkyEecNSWDQikyxLJ1832JlSmEggEqXL6eeutw5wsNXJ7bOL+OhgO9vrbJSkGnn8/BGc6HDh8IUpTJG0TTzByEAnotMf4q3dLTzzWQ3BSIzzRqWzaEQ697x7aIBGd/7oDH67YiRqpZxfrznOPfNK2Hg8/vu9clIOtV0e7njrgHRtBHjs/BHMG5Ya58yjUsgYl5fAuLz4+3XgvpYLKOWyuMwYJF31Zy8eTc6/qY8Xpxi4fGIOb3w92Hxk0ihQ/wcvAZAYOllWLQuHpzOrNAWFTCDNrKG1b7A+HhXFAXbSKYbKmWsqQL9my39XZfa7ZuSfAQ+JohgRBOEp4CHgJ9/9sL5F6JOhaO7AnxriKi7/Nqp3bKWnqZEJy1YQi8WIxYI4uwYX1Kp3bmPaJVdxYMMa/C4nw2fPJzl3MicPDk4NtUYlmkiMUxNJQS1HlS65h7h7A+xeXU9fSdsAiAPMyp7Fnw4MaoC3elt55tiznFN2LpFghI22jQD0+HvQKrSMSh7FoR6JL91DL+8nfoZ5sR6VoGJBQh4JHfH6zmlpafT09HDB+eejf+tt/AoNmeZ0ms8QZ7LqNKhUKgKBwIDpxYxpMwjpfYS6m3jWkMJOrQZ/dxtffT5Ix2ttbeWcc84hVbQgrzuO7fVXBvZ53niVyr/MRaFOpPGQHVOyhsqlaexWbSVW1X8DC5z1ZhY8AiU9ozgelLNweBpZVi3v7JGO6+Lx2WiMKg6v6mDGyplE3x2cgSgSNQjOKGOnVNKk6kAj1xCIDp5rVIxizc6lzJCHZ3Uzlu4wj88q5kefVRGJSdTKG2cn8MeTP6XGIU13pid28dDiMtYd7ZSsvvQxNBcWInT78XiDWK8chtLvpypYxyeu91jbvg6AeZnzSNzdr92+IIfNrQ521tsZlm7irjnFvPxVA7pAbEBpUNIQGaqP7Q5ECEaiaJSSqXG6WcN10/J5YWs9f/uynpJUA/fNL+Hutw9yipb8+YluClMMXDM1l3Mq0ulyBdh4rIsUo4qLxmVz+eQcVh/qZGvN4MzsUIuDm2ZIwmBymUBdt5tbZxYOHMfBZgdPrquiKMVAZa6VwiQ9j646FseF/vhgO4UpBl7f1cRlE3PRqOQ8smQYb+1uJiaK3DW3mBSjhptf2zfwnpgIv1pznIxkL5vbj1CeWE55Yjly2Te3q2dbddw6q5BnPx80eyhI0nOi080rOxopSjbw9ysrKUqJT8IMGiU/WlDCouFpdLoCZFt16INd38gQicVEApEokX7ud6ZVi1wQkMuIo5GeCn84RlQUkfUTZs/2kJB0Y/5nui3/0/hOQC6K4sbT/twFXPjdDue/G0GfF0+vnVgsyo733mT8jLlociJY0jJwdEpTw+7Gepw9XVzw4C9o77HR0W0Do5sFN6dycIOHoC/GnCvKMPnCeDtMKFJ0GCakoUyVgLzxsI2qnZ2kF8TfnMHo0EWTo73HuLr0auoPNJCbnUu9s55b8+4i0ZlJZcIM9GUK9nt2U91XTSCoJxJLxqgRqdXGyCGRy2evwCZ3E4r232BBNSEv6Ftb4fBhHvn1HG77KjjwAxyfbUHdFuSy5dey98h2evv6KMnLwaoQObr1c0onX0jQLzA/IGPNvng9clEU8fV6kO+PEZbXx+0znbcSnUvO+AQNlZeXoErX8KHjIza3bWFF1gqaGpporznCJWMm8trewYdmkkFFQURANCrJsGiZXJjAL1YN1pBe2t5A/oIy/J4wYlQBIsj0SgKzTFT5uvBbs3hjXw/+sJx7xr+BqG7izbrnaPE0cWXx7dg9eXjbJXCPuUJU7rHx/pxhdMlE3IndvN343ACIJ2mTaLbFeGtHDVOKElHJZcRksOitAyjlAtGYKNWXFw4jy6TCJ/rJ0GewKHsRy0wLMQQ1CBUanmux8c+90oPoUKuT4hQDvzl/BJs7HKwYm8mbu1vwhqIk6FUDUrinYsnIdJRy6PMEmVqYyLi8BH63vnqA313T5eHJdVUsG5UxoNECkGXR8uP3D9PV37CVYdZw6cQcnt5Yw11ziwZA/FS4AhFC0Rifn+jmUKuTm6YXxC0WHu7P4tsdfjad6KZsduHAQ0itkHHD9AJUcgGDWsEjS8oJx2KIMRGtSuCj26YgIjULba3p4Yz+MALhGAc7anmp7jEUgoJ/zP8HE9InDPltnB5ymcBVk3MpSzOytdZGllWLKIo4fGGumpzLuiOdfHygjfsXlg55b4JezfTTNMxPnOaKdGbERBGHP0wwHI2Tckg3a0g0qM+qyWLWSuJep0KjlJNp0dLhDBATRXQqBWlmzbcynf4u8X3WyK8D3vl3OwVBuAm4CSAnJ+d//ylBN/Q1gkIDxlToOAxVn4LaBKWLIGP0v32rXKnEkJjEvrUfA5CpNeJ/8hfMevBhNrz4DH63C0EmY/yyi9i8azcmnR5ZVzOb33kZBKiYt5ixS1aQkC5lw7qRyQjywS/I6wwSjcSYeXkJsuQg5b3lHO8HCrV8qCZEvjGPUkMSWeOTCaZOZLZ+Mc1vQZMvAjhJzjNgmZvCcN1wnv3Ug7N/geXWxWFeMcFSeQI5MYHa2gZ0vhzqvu5FpgiwdN65iLt2UfzBi/zzxkepdwTRyWRou0NUrWnCcl4e0eP7SFRrUCcaaeuwozUvYONLUsaTP8aKRj104VOlUaGuTEIeLBrYpkhJQVu5FO8uL+CF/RCWCyxYsoTkjtFkTVHjKnHRUNPAsPQOHl2Qz8ZaJ8ONcMHoHGTNIf6UIlC3/STas3CZN9bbuKjYQiDmwzIuBU+WyIfb11A4aSH3fTQokXuoxckDC0uZaXqUtKI2uttKWG/rIT8ziYEKam+QpM9byR6fwsvqrVQ7JGEqmSDj8sL7+NMaD6FojC+rexidY2Jfg1RuO326vKvDyZ17lPzEfA3R+ckoP+km2m3Hq5DROiN9AMRPRW23h25vCEdvgCvyklCNh/cPd7Cjzs6fLxvDP7c30usNsWB4Kgk6FcFIBKtKpCLLgkWnHNKk02j3ce6owfpypkVLXbdnAMRBsjzrdAZINakJR8QBnvvpIe/PSnvcQRINKm54ZS/JRjWXTshhbI6Zv29tYFv/AuXRNiejsy0cbHFw++wiXt3ZOOBur1PJuW9+Cb9dX82j5w5Do5QPLABmWbVD2DOJehV+pGsUESP8/dDfqUiuQKP4Zi54gl7NohFSiefl7Q002L18sK8VtVLOpRNycPpChKOx/7Fi4ekRisQIR2MD53YqOp1BDGolOpWcdLOWLpcE0kaNkiSDKi7Dl8sEEvQqDBoFsRgoFcJ/PRuHbwHkgiB8DqSdZdcjoih+0v+aR4AI8Ma/G0cUxeeB50FyCPpfHa39JNRuBHcnuDugZCG8f93g/h3PwTWfQuaYs75doVQR9g/WuGShEIGqKuQP/Ihl99+PT6VE6XQgrxhD2759pBrUbH9vU/8JwKGNa0nMyqWtpoyW427SCszkj07BYFXT1+Hl0KYWanZ3MfeaYRz5uJdryu+lu7iBtnAz5ebhXFF6Ba9Xvw6AXqnn4fEPs371Hrq6uxk5vAKNrZCgb7DZqKfRw/RgJTdvqxqY1gUjMf645gR3XlrBA64+/phlIs1UyL4vpEw3GhI53pvBiHvvJ1xXR+cXXfhaPZyuatHb4cXb10ckEmbUomWklySz9q+D09bmI04qL5nIp12fDNT+tVotipgVVY6ZyIk09LPm4f3yc4yLlhGoPmPKGRVRuEK07vPQcdDLsJuKkRfKGalPRf+PfzCnr49IZyf62+7hL2Tx9sF2sqxaJhcO7dTLM2kZPj4FayhCRBvEG1Mwddi5rOsODVG+++JEN3q1nItypiP67Rj6ZMiKlUSHJxA5JnUzKlJ1KM0aVrTMYWzlSHq83eSY89hapcfpl2q8CXoV98zOYHP1UMXJEQl6Yid6EHtjmJvB3e2Xum3DMeT/JulyByIsSzBi+qiem8qtlC0qZUdjHw+8d5jZZSmcPyaTLIuGjo5u8gMdHGzJQq9WkXiWBhaDWoH2tPbKiixzHCd84Dvs9ZFu1rLuaAdXTMrlpdNolBVZZlpOq/W29PoGXIFWHWrn5WvGD4A4QF6SnvIME1qVHLs3FAd0vlCU3Q29FKca+NmqY4zJsTI8U6px5ifp+fsVlfzo3UPYvSHSTBpuXaDhHzWvDry/299NKBZCwzcD+ekRiYm8ulPqd/CGovxlcx2/vbDiO4E4SLRBUWSIboqISDQWQy6TgNukUSAiSd2eqXAIEm9c/X/YSeg/ArkoivO+ab8gCFcD5wJzxf+mb5woQute2P8KdJ+Awjmw+8X414R9ULtBKpbrEkBrid/v6yXVMvhlB40GFFmZ+C69Arc/iHHtGlTnLaN6+yacB/ejLSxm2iVXseO9Nwb8K0/u20VSfi4Nh+w0HLJTvbOTYdMy2L2mgWFXFJG+wMrusJu8KwTS3T5CnxUwauJo1r7+ISkZKfyq7FegEShJKObYjqN09eu4yAQF9tahvGlXd4BQJP6yxkTIjMR41NdJrNWJszV+caDmuJ/A8Eryzislq9uIrTX+h55YqiNv/gN01rXx6dbtWMxWJl46hsNr+vC7wkQjMWo3+Vmx7BJau1oIy5UMzy8gsVdJtMaB3JSIacktGOcsR5GZjOcrP6dExAa+LpkAokgkLOJvUbCdbSxSD0d+zlJiSiWi3ozLksCHb0q0xdY+aWXfolPi6Ke4WXRKFpZb0Ha7CBx205Bq4MDqJnRmFaoJQxdEtCoZM3KsaDc2E23zSkf0ST3qCanYlxdgVcpR1TnpDEdoGJNFjy6HxATQRP3k17zO3xfMJaYxEms+zuEnH2TFo3/kyxr7AJNmWmEiY0ISaAOEahyoyxMJHrcjt6hJbfdzTmkKa08z+R2bY8HpC2HuXy6JHe9jWLaBF1odeENR1hzuIBrws1TXimPTKkbc8Qgbq8O8t6+BSQUJrBibyQf97CRBgIcWlzE210xJmhFvMIxOpeBkj4ed9fEG0BVZFv65vQF/OEptl5vfX1TBsXYXWVYdTXbvABBOK0rkROeg2FkwEuNgi4OfLCpl3dFODrc6iURFfvNpFVdNzsHpG1on7nQFSDaoEUVod/oHgFwQBGaVprD6zmn0ekNEhF5u3nwJvshgWnFZ2WWYVP/ZgKLeJs06sixaVh0aypDZ39THynHfTDn+T6FUyBCDERQyGZHY4CxCLhMGujAFQRhCOfx/Ib4ra2UR0uLmTFEUff/p9d8pbLUgRmHYMumfygBH35f2WXJhxAqQycCcDa9fAGojLH0OMisHx+itJ90cZdyiRezbsJEqVx89f32JJzud+KIxfnnPGAxv/Z2OGomm1tvWgiU1nZFzFnDoM2lhy5KaTmpuFMtFBYgRAZkaVGo5mUuy+XHYQUONdKPLBQUvFJioWNLNug37CIfDtDW10dbUxoLpU3G3n6Squpq8nGySExLwBvxkDDNQvT1+cTI5VYd4NB7IBQFU7h6aTxylYFQFkbNIThiTNfgsSjIyrMh1AtFomJBXJBANs5PPSDmcyLE9Ult0b28vzS1NzJ13Pvs/lEBILpfTdTiKLTOPVpef0RtsuFsGHwiGaZkEmgyISgHZZCusHeSvy/RKAloF6cUWfM4QSeoEfq2+GfeTvyNwUGIwKMvKsPz6CTLMWur6NTX+tKmO66flk2ZQo5aBwttOsLEa8bCJ2JgUDq1uBMDnDDHWYoibtssEmF2aQk5AJNoW/0AM7u6iNyELZUSkN0XDHWofVe0SeCUpFdyfl0rqBbOwdtpp2PARJROnopg1E6eshpsWeknQZCPKbXT5q+hSZ6NVJ6GpjyGMtdCkVdFZqOfrFgcFCUquyc2jIMNEVZeb8XlWkg1qXt/ZSHBsLjKtAl2Tm8TPWnl+XAatM3TYjALWsAO900PCLT+iT5OEy9XA8/PLUMbAqZFRuNCAXq0gJoosHpFGgkHNsH55+/1NfWyt7eHCyiw+PtAmyetOyiUcieEPRzFpFFTmJfDC1gY6XQGmFCYyMT+Be+cVU5hs4ESHi798eTLuevX6Qry7p4UFw9PI7De+iMZEXtnRxH3zh9ahpxUl8Vr/gyHtLO3yGRYtGRYtgYiaJ6Y/wXP7n8MdcnNV+VUsyFsw9OY9LaIxkTWH23ngvcOEojHGZJvJTdRx5Iwmo7wk/TeO821CrZBj0ihRyWX0eIKEIjFUChnZVt337hB03XXXsWbNGlJSUjh69Oh/fsN/iO9aI/8zoAY+668T7RJF8ZbvfFRnhq8P6j6H9n1wpB+8C2bDzIfgy8ehdDHs+BOE/WDJgRkPwNofwduXw42bwJQBHYfg7UvRerqZmjaW8rtupzZ3Ej862Yu3vw6ZEXBTXRPPNXZ0dTDMPAtBkGFMSiJv9BSqd8QYPUEJijC1PfU4HC6GjxrNPX1RAgYN7/hi7PeFeK5Tx2+tdUyZOgWHw0NraysJFjO9xw+SkZ7NNYsWcGDzBhq/+pyMsuHkLxpPyB2j4VAvcqWMypmZmBocPDW7hLs/q8IXiqKQCTy4oJCWY5uYOKKcrp3bGDtyPBkTPAT1yRyuVeHxQtH4JIIxG6Gwg/31m+ju7sZoNDJ+znjS5MlUfVmFIAiUlZWRkpJCLBZDoZUeQgkZekYtzOGw08tjX9bw4sxShN1tcdfF+3UHhikZdGic7Kz6mplLJqHpjBHTyfClq/A4oogxkeQcI6lJZoSDuwZAHCBcVYV/3Qbun7ac29ccIdrfBbe/qY8b81PISlfwzhebGTtsNIJcIIZA7LSVs871rTyzsIyqSIgub5D8JD1vfN3Mk5MKznoLpSdFcRn8HBCTqWoc5OnbwhG+cniYodPSpj1KpLOdfWs/ZurPHmWD7RBWNeywfcDHdR8PvOfi4ou5Ye6VxNwxspRKoiE/CxKN7HT5eHDVMWaVpdBs95Fl0bDzpJ2CFCNdZhUpwRiyXBNanRL5phZcJUZu7+pmeZKSTscLlAvlnKO4lQdVepSfSVmnYFZRMy2V48Ewv99Yw7xhqZxO0hubayXFpMbhDXFRZRZH2518sK+VohQjf718DAVJel7Z2TSgfb63sY8phYmMzbEyvSQZq15FdZebbbU2gpEYGqWMBJ0KVyDC+/taeWL5SDKtGlKNarrcQXbV27ljThFv724mGI5x4bgsWvv8+MJRfrmsnOLUf684qlFomJMzh3Gp4wjHwiRq/7PoVb3NMwDiAAdanCwdlcmmqm58IWmWnGxUM6cs5T+O9W1Cr1agUsjQqeQD5ZPvWrI5W1xzzTXccccdXHXVVd/LeN+VtVL0n1/1PYSjCXz2QRBXGyEWhr4GmPUQvH3Zaa9thl1/hfJl0usdTSAooGU3VF4LvQ0Ek8dh98qxr/qAZ7LyqMss4LfOKImas4vU6woyyXr4EkYpS/C0dJNbBKIthrDLz7C8RKLTcqirOYFos9N0sp5rJ09Fa8mgNhQlpkjg2NEjeFx+JpWXIAYDdEWipEREPv3X33HbbciVSrRaLdqD2xl28GvKx89EEKOYUlUEjmso3+ri3akl9MhFTAUWOpqO0iTGEHu6GWZ34bj/RwPHOu2hR/BVzqevz05jh9QG3Nsr1Yfdbjdb1mxh5YrLaFA3MG3aNGprazlx4gRyuZypU6cx64FygnLo1oiIaXp+UzyeNGd0yDURwzFQyCBVhVlr4WvxEOYsMx3HOyj0T+TYF6e4u06ajtpZPHfoAnf04G7SFi/gb1fkkRgI4qmvRoh0k56speWAgnGjJ3PgyG5Gjj8fdbef9AITHfWSxobfHaZjQyuXLcrBkaThZCjMz0ZnkxMBRVkCwarTFP5K9Kz3rKNIUUK5PI0NmkQEoM4o4xmviwZ/kIUmLa80vMddk5eiKJ/CTY0+6vy5PJYT5pO6eC2fd2rfYXFsFqlrRASVjGEL83BuqCc3RUtqeTq9KoHqLjfTS5LY19/xmJekYniKgef2tpJn1LJkYTYn/T6mm5WUCVVs66umwXGSu0feRvDY4INGdIYoqnGjnpbK3NIUkgzxdXOnL0x1pwTEWqV8oOFFJgg8v7WeP180ipklyWSYtYRjMUIRyd1ne20Pff4Qf//yJDKZwMNLhuH0h8lP0sUxh9r6/Fw6IYc3bpzI1lobrb0+JhckcMm4bOQygUgsRnOvn9tmF1KYZED5LTjaJvU3l1JOj25XcMiC7x831fLPq8fR5QqikAuUZ5jJ/x4y8lMRB96H34UvfgXOVjBnwdxHpf6V7xgzZsygsbHxO49zKn4YnZ1qI3Qfg6QSmHYveLqgZoNUK08slBgskdNKEt0noOwckClApoJVt0GtxImOjLqKXVV+Dn7x0sDLE4pKufWiGzmiNpA9fQ4t2zYN7EuvGMlb9tVM11ey4fmnCAekeqnWaGLp5T+my9nG1qdeIej1klZcxrw5i/hs23ZWXHARjSYRQ8RCQ8MBlp+zmN7OTvTJKQybtQDf0SO47TZyRowie/hIEmVKnI/8HKJR2LoZ7RU30mNKRxiVhaE3imVbGylzcljY2cmjScnI5XIydAaC+w6gnTiRUHU1UYeDvmf/gPaZEeys3k1RcdEAiJ+KaDRKT1sfCxcso7r2CK2trQPbt27dQuU8K93JKfyysYdQ/5LHremJXD0iAcXRwbHUxRYCOQLv2d7n3br3kAky9Ao9/5j+Ejv/Gk/xCvkjuDVZQ75W1YzpvG3/F4sN09n+3MtEQhLzQvjkXebf/FMajplYMu9curxOFJNVxArbyUlJw3YihCVHw/B5uUQ/qEfvClFx6vwA+ZVlONO1GG0B1LlGGhLbONJ6lCxrFmUHm1Hs86Efn0auWcU0vxJvup62YAcrsi9ggm4xOxQaAn29/DE1hTyxecjiF4AfP6BBDMXwH7GhLrIQrHUwvsTCJrmkFWJQK8hLVrF8ip8vOp5kR2OMmcMvYv0eI28f6+Dti8cg9q1iY8M6Hiq8C1NYg/wM1UIAeZuHJCzcUeDjq7f+RXJuAfkjRmJMTOL9fS38eu2gPEJeko7rpuTz/LZ6puUnYnOHqO3yEImJBMMxXtnZiEYh48HFw7jrrYMD7zvadoyfnVvOO7tbeGhJGQ9+cIRITKQkVeJmF6UYKUox0uH00+4IEOnnWLsCYRL0UfQqxbcCcZBEp2zuIElG9X/ULUkzaYawbsKRGGlmLZMKk77hnd9DHH4XVt8lzfQBnC3S3/C9gPn3GT8MIDdnQ8li8NqgcRsc7BeYad4JNetg4i3w1bPSNo0Fxl4NCUWI579IpM+NLCQiF2QgxnBoCzi0aVPc8L111ZT7+ggkJ9E0fQllZSMJ1teQXpDN1/Jj1Dr3MKE6YQDEAfxuF00dhzm65TOCXqkm21lbhUKjYe6S+bjULUzT6qirE1l+3kXs2beLxqZGQPL2vGjRQhSfryarfCRfvfM6585bKoE4oL3jQXZ2F9C7OQTUoTOrWHBpCVs0UTo6wryq1vDLWbNRegVarnySLrucnPkRkjr24X/pT8jCfmx2GxPGT0atVg/pADWkmanSaWg4GV8bBUhMMvBTW+8AiAP8rcPO/JlZFLn9ROwR1EV61AVqDou1BCIhnhj3Om29AhH8eEUQzrKSL1NpUM+bi//zL6SvacoUdJNmcG/zTI637RgAcZAkFGq/3kCMRTTtijJpZha/qPoNW7u2UmIpoXLRRLb6qlDIL2PyvDICHw4yMmSjknh8TxMbTvaQadHSXtXMj5Zq2NG+gx3tO7i/5B7OFacR6QsQ3CMxfZRA6bgkymJzCexvY6JKzqcri9DYQzgUJrL0WbR6B3nbqbpU0lxWQLofIjY/2vJEgoDREWJsSRL+cdn8fctJHjhP4OnDgz1yh20HuWv8kzzxAVT1eFmeuIDhdjOezXWUjJmDPHloLVYYm8jJL1dxfNO6gW25o8cx9do7+MNnNXGvbbT56PVJptSaYQp+vu7EgCFFol7FffNL+fx4J2sOd3Bm7G6wY/OG6HEHuXpKHvXdnrhuy+11Nu58cz99vjAGtZy/XVHJ7zdWc6jFiVGt4OfLhnNuRfo3emBur+3hpe31jM5JQEBkYn4iE8+iK97S66XJ7qPLFeAPF49izcF21h3rQq+S8+wlY8hN/PaGy//r+OJXgyB+KsJ+afv/B+T/i1CoQJ8klUmOvBe/z9sD5n5t4LQKGLEcvv4HweJr6dvnxvXZZtRFhRhv+Ri/WINObmbpZeciI8bJRjtHduwid1Q5E7K6sdv+yTBFCoFhF1CXP462aDvWUBrXZl2LM6ObzDEXoG8PUvvhekQxhqO7A63RhNcxOBVuPXKQhHPGUxeOERGSMeankOwIDIA4QDAYZMeBg8y/5mb2bVgDQFirQS6XI9PpsJtL6D0yuHbsc4aoOdrLpBkJvJuXgDUWxSRCvcuGmCOQZFWx5zMXeaWVDL/wEryJOsaNn0C4V8n0iXP4Ytv6ARrhhAmTeF8mp9bhY35aGr76+OYeUa2jKzSUztblcZHb/BEyvQXH69sQU5JR330LC5Ju5sY3jw5Mf4enh/jFohx2fzQ4rtaoxBgB/W0PoL/sMiKxGMakfBz/qsd5kQ7HbtuQzwt4PSy4PJ/Yvh58PhdHndKCUI2zhhqnBF6jraMYrSnAvDAXMRzDnylje6yWXG8Ld5cnUt0k42RPFLfbys0VN/P84ed5vvGfnFeyEP978bOG4D4bprk5BAAxFEXniRBodCGr6uWp837BC72vstu+l8qUSm62XIXmk8EHj6bYSrBBAstIsRln1U5CwXQKkw0cdHw85Nz29q6jIutSYsEICWEzhdoiLNMn49/QQbjcg64yBd/+bhBBSNYQyotx/PX1cWM0HdzLyPbWIfxwYEAGwKBRxLkKjcq2oFHKmFWagkmrRKuS89lpbfUGtQJvKEIgHGNUloU75xRh6fedbOuTWv5PiWbNH5bGnzfVcahFGt8djHD/e4coTNZTkanF52sgGvWh1eaiVkuZ8ym2TLJRyzP9DyCrrpG/Xj6Wyf3ZtT8U4cvqHg63OvnblsFE46pJuXx022SsOvX3srD5rcLZ+j/b/n8xfhhAHnBJ5RJRBARQGeiZ/DM6SEFEIM2SS+pFr4AYg/evJTT+brrWNOLd/CUAvt29+I8eQ/fG8xhrX8F64FUQRXLTK8m57Apk+SK1dZK1msZYyT7vOl488S4ASpmSu8bexYv1L+MMOikw5nPD8sXUfLCW/Ipx1Hz9VdyhWtLSKVWXkhFV4vR4+UqI0uxwDDmlTpuNhJEjUaikuvzefTuZfcdtRNatp9c5dIra0+LGe/AkPT2dTJs0iTdXrRrItC1mC+PPmcfB1d0Mv+0q7qq5mXNyzmVETRqdJ2MsmLyCkOjFoNOhSlTzYpcLAbhk3CTsHR0Dhs4FBUXIO8KUadVU+QeBSgASFAZq888nz2gj9sU6fJfcQSyq4KU9LXE1THcwgjtVyeRLcug44cGcoiUlx4SgDNPSE6UvbCAzz4ryawkA6sINaMpz4Mv48x0xbyGB16sgLKK0aZk1YgYftnwc95oCUwGKgx5cR50IqRpWm/fwl6pBs45p6fOZN/x8UHj4suVLlhcv57OmzxDPoofRr/c/EDKdksCJXoiJJHwY4icF1xLIupbE7Az8bWFEWRuiAJrSBORmNZFD3YQnprLLIDDVOIUJnhBXj9Lw144vhnyUVqZHIRcoSzXi+7wVdWeEaK4X85J8nOsbUWUYMC3II5KqxWlQ4La3MIQ0D0T9QS6pyOD1g4ML0Ua1AhERs1ZJ12mqgGOyLSQaVDx6moHD8rGZjMu1srepD7VCRkmqkX1Nfdg8QbKtWp77vJZR2WYm5CfS7Q4MaMPcPruIwmR9nOXeqWiwudEH/0ZLyz8BEa02n4qRf8FgKKXDGWBklpmnT3NU6vOF+fWaE7x140TMOhVH21wcbXfxz6/iNcpf3dXEBWMz/8+BOEg1cWfL2bf/PxY/DCD39Uqcu+q1MPpyOi1jeWVHB36/NDVWqU5w9cplZLavxzX2Vrq1MwhvvjNuCDEUIsN5DMX+QY0QRcc+irLGcTTSgyAoSTAtxmeZx4vbBx2tw7Ew/zr6L87JP4c3q96k3t2At1jNrCtuwGRJpnDcROp27wRArdMx+5qH2b26m+4mHym5OhZNUhFOTebwGadUXFhA7fGDVMyahzE1DVN2Pp0aNdbbbiFbk0TNESkrTiswkTcySWpKUOgx5VrZe/hwXLnE4XTgF+ykFpoIBLX8xvx33L4+skclUvVVN/s/lIB63iw/ntYelOklhEWRB2wB7jp3OTl+LyUGPX6fmgP/PMkjN5fxc/qo94cwyGXcmSHQF9pDcmoxmNJIe+513t+3gRHJaXS5JRGq0RkmHh6VTXKnH1VbAJ81yCHNAaoae7mg9BLWvtw4oJDYnhVgbonENTag4/m+l7nh5ivo2rSbaChM5tzJWMyZEOshPDaZbouSZSnX4xOCrG9eh0KmYHnxcjKsaSgEGVGgb0yUf9S8EHeNt3d8xj3l59AbOUl1XzVzcuZwQ8n1yNwicqua6GmGxsosA5HTdWliInKLmmhv/7Z6P5p6kKXJcFiUZM7JQqZWsDZFhtIbJXJpPrVEufS4C9neHqkBS4DlN5zDp02fEIlJ564QFMzNWkZudjGmD04SdkkZbqjRRcwbRjc6Gd++bkItbhJWpqN22REzckkqLMV2snrg8IzJqRhkVq7QQMbUfD6q7aE02cCc4an8YtUxPMHIgOwtwMzSZJ77YrDpC+DD/W38+ZIxTCpIJNmopq7bw4WV2by2sxGTRsnL/QbRi4an8eNFpRjVCmaVJrO9toduV4DcRF2cgXKqSU26SaSleXD9ye9voKHhTxSV/BYBqXvyzDje4cLhD2PWqajr8SATOOtMw3UWrZP/asx9NL5GDqDUStu/Y1x66aV8+eWX2Gw2srKy+OUvf8n111//vx7vhwHkhhSIBCGhAGRyjnut+P2DU/dQKMTeI9VklpZRH/bjdbpJ1OkQfYM3mSI5GVn30AxC0biVhPJfoJTfgqfHiV8YerPYA3b0ysFMQDBr2fPKB3gdfSy45W5ScguIRaMk5Q5n6ztteB1S5tLV4MXTF2HCJTrGz5rDge1biUQi5OcXIBbKOOHxM0Vrpl2hZ+/+QwiCwNixY6nMVjNqWjr1x/vILE1g1yeD55paZCRlZAbVVGMxmZk1ehr6qApNkgmXUcVnLw0yDrqzosy8tIQtb9WACJqIG+HdN7jzZ4/xB08ETzTGb7q9LLDqGaO0kJiixD8+BbGzifnGHViSiwhHHKw68Aq9/l5envYqwY4gezq7UalUBL0ulpaZaLR7+fWoHKzrJKaKiNS6PWHuaD61fU5LlSNO5tbW6iE6PxsO9pDbkYxBaeTHbU8xdfpk1IKS5MxEDFUCzYuy+cmeRqr3e1DJZfxo9g08PnkuTd4a5NEY5uBuGDmRrvQsTqoiXF/we1pDu1jb/PbgrWNw8Kc9zwGQbchmLMPxp4AyJR3FEQ+RZg/qXBPKVB0RxyCwBx19GGYl4/yohVNrnbJsIzKTAtPLVbijInKzisZz0njWLpXW3rAko957mq6JCOmfwEtL/sFXzl3EwhGmJU2hqC8TWSSI0xV/r0V6/GhHSiUGeZIG1/pP6Hv1RUw33sToy26mfvsX9J44gKWgjIr55yB/z4bBH+V8g5Jz85KQp+s5IBd49uKRHG6xMyJdxW0z83lheyPRmHi2pJ5oJMYUlZoeuZw+bwiiEa6ZmhcnULX+WCc3zyzg9xdVUNXpZvXhDmq6PNy/UGrNN6gV3Di9gE5XgHXH+piW+wI63x8IBqRF2N6+r6jv7uAnHzRz55yhRLcxORYS+ks4iXoVB5od5CXqaDztIaFXyclJ/D+YjcNgHfy/wFp56623vvMYp8cPA8g93VJjj60W0irwtIQpKcyjz+Whp0eqr/Y6nMSMo2g8WkVjWyvn33A9/j8Oqg2qsjOJpg7nzKJF59TH+eDjwzid0lS/rKyUlbkrebfp3YHXZBuzsfmlzxEQSJWn0tv/q/D02tn98XtEwiEmr/wRXkf8r8XrCCJ6BSLpJSyZk4pgjJBosdLT201KQgq1te20d0gLT6Iosm/fPjIyMiiYlkFqWQJfvh7Pa++qc1M6NQ+dTseKcUsQNvRANIBivI49e+K53rZWD6qoyHl3jqKzyY3O5EDIyuX6Xg+XpaZzXBXD63GQpQizbtXrFFeMomxuBcGAjHEdxeCAXpWIO+QmIkawhbvZ/tk2BEFg4cKFOJ1OMmJ+fntuCUl77JxOUhRDUcweFWazGb9zqFb5vv3dzDi/iFCjk0cz7udkcTtd7j6swVTyotmIJXr+sPMk1d3SzCQUjfHE57W8fOlwpnh0ZKXCiZbbqDVP4o7PTwwIg00snMq5RTLWNL+JSWWizdtEVIySpk0l22fFru7lZ3t/Tb2rnlGJo7j7nNvI3OvHt64bzYXFRGZkIWrkhJq3YX/jdRKuuQtBbQUxQk+mBmW7a0DKNuoMsdgn5wOVgpZQBF1gaBYZ6w5Q2JxNsW45gkqOb3M37pZGzOeche/e3+MvS1DTPi2dFvs0ykYfwPXC8xTNnon1wisJ+FZgNhnQiQJdc7Soa5zE6hwETSo+DPh59YMq9GoF984xovb8jrlF05k5/ALszjCZFi1tp9mUpZk0HGh3UqnV0v12Mzedr6EjEubm9dJ9NDzVwJ0VWVijkBkQGVmUjFmnAmrxh6M8v7WeW2YWUpJq4EfvHRpoznp1J/z14gfRBK9HFCOYLRN4YbuNRruPbbU2bp9dyN+31BONiaSbNfxq2fABE4mRWWZe39XElZNzWXOog+ouN1dNymXhiDSyrd/McPmvRMXKfwvc4WiMSFRE0S+z+38zfhhA3rYP+k7CiAtBa2aRdx+qno/xp5bRPnoB72w5wbhRw5F1H2F+oZa+FAu9Qgrqx36Nqq0NdUY6ltQAhxOHMyZvNrJGyQEoUrKM7VXdAyAOUFVVzcLiBaxTrcMdcpOuT+euitv5zd6nyDXmcvOwm8kNaUldcC7VjSdRqjUsvPUeTmzfjFqnBCFEHFtNAJ1RS5qinRdcL3Gk+RATEiexRH0Rqh4rTS3xKoMGg4FIMIDT10fYYyQUGMrhjoRinD9vKfI1kgMLgGhV4XcNnU1EZAIWeQSt2Y4MDdoJ1+Pf7ASaGZWtRTHFyN8/eR+z2czJo0fISUli9arVhMPSWDqdjvvm3MfTVU+jDCjIyMigu7sbMSQnzZqDoA6jV8YQwmeRqI2Cw+FgxuwkTu6JbyHPLbbiXN+ATCNHp7SSbRhFwO8nK0FAJ4Sw2wJs63d7l8uEAaDu7Aoxqk9FILEerWUlP9/QFyev+vVJL7OGT2FCUi23j7wdT7vIpJyFmI0K2o5s4xXzJupd0gznkP0Q19lv5p8lfyGjTo5b7acmYiPLoiD6+MuE29ro+uV9A2NHb7uXyOR4M4DE1Y28Nj+LphIjWW5RAuPTavDyVB1RowqlToFzbQNRlzRbc4seYmP0yA4MdqFGZ5mpzRDZ4NLw6pojBCMxXrr4OjIO7iPa3UPO2LGAgcOtDp7eUM2uhl7G51l58IZyNjfY+dvn0nl5Q1Ee+iTI3y//MX9wiUySeXnxg+M8sLCUz090caDZwahsC9dNzeOedw6SMaUQjVZOd91xAtEQI9JKcIVi/GFEDoZdXYijVPQebyLkTGJ4cQHLRqWz6lAHXa4gb3zdxLJRGXHCWACv7YZ7x00mFKgjK/tONrwnLRB+fLCd0lQjt88upDTVyLi8hDjz5HSzlt9fNIqqTjcPLjZh84R4an0VL+9o5MLKLK6clEvZvzGS+G9GNCbiC0VwByIo5ZKVXpvDTygiCXVlWbUY1AoEQUAURfzhKMFwDJkAWpX8e+8MPTN+GEAuRqB1H2iToP4LVHukGpy2bT+FJ9dx64rXMcl98MEv0Pv70ANpycM5UHwvNX4rF1UkIeutocJ5gvCYu4joZoMYxmsspulE3ZCPc7T18HPjTSQVJJHld2AIJfPm1KdQOluQB/pQKS30fvkVCeMr2PLai5x3/UNMsZ6HENHinyVyaPOgFkTFrDRU+igP7vsRNr+NkQkVjNaPx620kZ2UQEY4E0f/YuiEURWoPA6Ov/86lowsKs+5mKxh1gFXe5Cc7XVWBaLLR8w3mOnGlC4KxpioO83lRiYTMKkFou0e/Bs/wTDxfIJVg8ARbvEj7zJz7tyL6Djmw5Sspab6yACIA/h8PlR2FU9M/wOFO1vJ2bef2KRJBJSJJAWURHx+UApox6fgXts4eBFlIOToWTD2ao54RTIeGIm+yUv7xlZKJ6ZjzdKzeXkORrmAS91Nt78ORYqFZJOJUF8AUafmkhHJLFY7sPa0EjRa2SpLJtWgwvH336NNXoE1+SIeHqYgphCoCYV4blc9MRESopn8Sv0gRz4N9OvIS01EE+8cy+G9zw35vtuFbsxz89nu3kCGUktnXZSs225CuWYd4Z27Bq+xSoXDosGYY4Tmfn2SqIhchJReP+aQDNmyQlyfNxFzh1Fm6IlOTKerN0C2QjYA4gAnhWY2JGxm2bJFGIMa+rQeXrH/ifK+i3lhr1SXz0vUkZCRT+rPn0ZVUg5AQ4+H297YP2BwsL3OzutWLXsaHUPOa3ezyEmLjHEmKdN//NMTTC1M4srJudR0uqnp8hAIxzBZ1ZRcmkN3o4eWmIUbs9LIFJQY1jbjnxRl7auPD9BDxy+9kIcXnses0hS+rrczrTiZY2fx5PRHoKDgJxi0VpSqVK6cLOf5rdKDprrLzckejyR5K3fQ5RVI1acCkq1bNCZSmWOlptvNHW8dGCgJvfF1M/5wlOum5DMi61uYD3yP4Q6Eae6VSj1JBjU97uCAHks4GqPJ7qM4xYBaKccTjNBo8w30H2gUcnKTdP9VIa0fBpAnFED+TAh5YP+r8fv8fVj7jkDjV+A/DfB6jjF6VDdjR6Ugf+ciqTkoaxwgEBDm0f7ESyhHjqDg4os5dIbWgdVsInryJKM630HhbECsWIkqrEGWMRxZ+17oeRf9pefQcqyPxKwczOpUgvUdUO+moNhCxiXFeCNRDGYVmmontZ012Pw2rsi5luHN07HvCJE0RoshO8LU8ZVkWvUo1Br87c3sWyO5zvS2tdB69BCL7/oDOqOSxsN2zCkaimeYWbXhPcaUjaLcaiHWv2DX29OKRuehdGIBjUe86C0qyiaqkPn66JPJsC1bQk5NvAcjQOykl9QKgd1HnKQWxOjT9g15jeAV2OLLQ5EmkLplC2zZQsqahdS1nEQV9mHWWdGaEjDMMBKsjyGoRNS5Io1Jeq5u7KIrLD1wMtVK/nhNKeGDfYgygQOxMGPUdTzz1U+IiBEuyDoPQ2QFokvB7qq93KlS4/zpr6TvE1haWYn1zvuxNdYTiVXw2V/bB2Y/Cala7pqUz3O7GsgLywmKSk4ejKeJ9RyPkWXIotUTvz0pNQNN1IT85RMcq5MobweB6UvOx9rUTKS9HZnZjGbUaHpDEYyT0tCOTUGuV+CRC2hFMHzRgqvdizLXiHVlKWF/hB5XkI2vVDFxaR4Kq1qi//QfrxIFn7Sv5hNWxx3LcNPlAEzPtfJEUTqsbsMXMRK29SBbmUB1jzvOpQagweYjy6rlZE88bTTFpOEXZj3mqMiUlaO56d2DbK+zsb3OxvmjM9lx0kZJqoGqbg9PHmzj3nml/H7VMcDGqwvLEUrVbProj3Ec/z2r36dg3HiWjx3O8rESeyPdrOH5bfVx2uM3TS8kyZo+8PfVk/PQKOW8tbuZLKuWe+cXcsS1jme3PINCUHD76NsZa13C37Y08sXxLkZmmjmnIn1IXX/90U7yk3RkWLUknEUd8r8RkWgsTiZYJghxologaZlLXqACnc5AXBNZIBLFH4r+f0BOynCIRqB1jwTI0TNLCCLYqoa8TRkLwL5/SUqJmZXQsBV0CZhGFuC78HyiCYnkpSTSkZxEd48NQRAYOayM9AQTpoiWWvdy7DIv5crhyDqqMR//MYJHYsrIG7cxZfzNjM/PxWMGcZoWuV+BeNSNqtaBNkGDOteEv7YPzVgtBqWB0f6peLsjFI7uofHQFjKKrqDtWBsxb4BjX39M3uhxZA0bQesJ6cES8vvwOqtIyBFJL7HQ5upj9aYNxGIxVGYNmiW5BNc2EXUE0WiM7H3nLyRk5lBQMQVPXxd7Vx9nyXU/5p3PPkYURS6vWIYQ75GMPCGK5+nHGL38QQ7sd1OyZDhtbfG19rzCEkSFiu16MxenJBPpsRHw2sipPornpX8SFUXCV11FpLGRqNdHzO3B1d3Jqmf+NgDiAG2hMDsFP5cIdbgPdHFxtoUHTjxGKBbi6eFPMHxnKuJGF8gFzlsyju57ros7jsi+fSi6W9DeeAdbvnTGlbBcXX7KNWn88dwRZPUF8JxlYaxlu5eH736Ye3fcO2D0sbDwIt72mLmtz4atLr5B6uvNG1hx/4+gsRnlhMmojWkk7LETOGrHDwhKGdarhuF8r3Yg2w43uel7q4qOCxWsCn3KxKumI+iC9CS4MUzNwLtdmq2lNRmZmTadLZ3bBj5vWf75fF0tZc+/npgF7zYN7Au3eelbV0/WPC15SRoabYMMm92Nvbx8zXh21dsH2B7pJjXTzQbMb56EmIhgVbPuqvF82eclx6jBH45Sb/PS6w3xys5GRBF21dsZlm7kRIeb454A+SYRt/0Me3vA2xffLTwq28IbN0zk+a31eIIRrpuaz7Si+K7LTKuWe+cVc+WkHLRKOV+0fMoTe34zsH9vx3He25zLwX5e+q6GXqYWD+3cTDNpqOv2YvcE/1dAHouJeAJhIqcc7hXyb2X6cKa7lUwQhmxTyARi4tnt3iJnOmx8z/HDAHKVDnInSxn3mCth9/OD+8zZ4HdIGbstnl5FcglUfwo5k+DLJwY2C7UbSbvgKZx+Oe/+5RnKZs5jxNhRCIi07N2FSxdl776TNB6vYsKsBdh/8Ruy7joHob4zbnj5/n8SvOBN1rz8DPbWJoyJycy54Aa0uxToxqTg+aqN6GQ1zZ+v4/KJF+PdLqegUoYzv5yy8ZOp/qKLhv0yFMoEhk+7lc66teRWjBkAcgBBLuNoYxPpNBAJ+Jk3aTzG7HxQqNmyupW0HBMJFWqM2UqKJ82mdtdmetuakcnlzLvhAbp9rgGeeLOsh6IcI+FmqbyiSFYh+usIVlVhwEU4IMffYmTmrDns/nonCoWCoslT+V1Yznk6OSluGWIojO7qq1DUVuN49jmU+XlQmIfr/fexrLwI+wsvIgaDaCsrOXCWuvlhj48V772MePw4WY89DsC4pEqGHUtHbOtnKURF6PISc7vj3qvIyMCbbiKaN5zAS0P5valKgcTNrxGcOImgORuZQiB2mgRwYpYBtyybX81+FZu3DaeoZbvXzBZbmGsUQ9cXQoEAsfQcnKISy5dB1GOCBI4O1vrFcIxom4fYaSUTgJgvQkLEwhfdn/FR8AMenfRzHtn8Eu9WvIpJp0SMxBAUMu7T3MI882yORusoNJWT3BLAnx5mfnY65mCQM0WNwzVODpcd4IZFRv68yjTgHn/ttHR0SoHfX1hBlyuISa1glFWH/pWqAQsisS+IenMbs1YUsOtkH/uaegfkcU9Fc6+XC8ZkMr88QkQuI5CZTlJWLrbWprjXmVPi7QmUchmTC5MYl5uAiPhv68GCIJBs1BCNRfmw7sO4fXm6sXzUEl+i6fWGGJZmHJDZlQlw6cQcPtjX8o0g7gtFaLL7iERj5CbqMfUvpDp9YZyBMPW2wSubnaDDqvvmB4JCLiPZqKa9f6HY4Q+RZFDT7R58mKaZNagVktZNgl5Jtzu+m1r7X5a+/WEA+anwdkvlkYQCaNsvdXuqjbDtaVj4BCz9E0T80naZCrx9MOk2+Pzn8eNEAgh9TWh6O0nKyubE5o1xu8cvmE/jcSnDt2h0RHt7kZvOtsAi0NzYgb3/Rnfbe1j76h+48MePET7iQ5AJtPVU0/TVLoYlLsFaZqKtxMgTLX38pMVB8z6JCRMJxTi0qY/x58wn5BtsljCnZdDp8pJXUIDM58Hj6GNfUjZfBxXcpxSQKWD/1nbMyVqS243IlNOZdtkEImEvCmUCjceUpIwcvNk+27WZ7IVLMVi9gEDUUUvfa68jKJWEVXogQNNBF3mLKggnpuNF4CGnn153gLpwNx+mpBDKyCI8dSq89TaBx+7hQ1MjBwK1zDpvHnN8JnTlw/AfOEiwqooLdAp2nFE+XRTyEqyrg1gM92+f4ranrsStlCP7OhC3RhzulqOfPRfvZqmhJnLnVXxeGuHT5ieZnD6FqZNWULVl8MEqCKDRhHG//gayT1bhfOZeJl1fydGPbLi6A2QMTyA4K4U7G9qJATOs+ejkcrb0L3RrrGko1RrCwcHrVVI5kd6eNhKjKYg2D+JZfDbFsAgy4PRdAjQGmwd6DzY0rafYUoJbHiXo76XP4EHvV2P4KsrkzBJaMkbw6KcN/H6KkbpX/0BKfhHixVcPvdvS1JzwVrPx5Of8cuVzHGvWodUESDUIXPHS3oHGLLlMYOfiCkJnZIZio4s9B7v42aYa7p5bPGT8W2cW8czntQMlmvoxmVx9/f3s/uvjuHo6UajVzLn2FhJzcoe8F/jWWitymZwiSxH7u/cPbIsJAdQKXRx//F87Gvnglsmc6HTT6QygUcr55GArvz5vJImGswvcdTr9PPNZDe/slcpn04uSeOz8EeQm6anucuENRjnd2bPd4Uf/LRYjLVolMkHA7gmiksswaRSYtAbJlUgmQ60czOwT9CpiovQgUsgE0i2aOCBvaWnhqquuorOzE5lMxk033cTdd9/9ra7dv4sfFpDLlfDhTbDwNzBsKfTUQqAXzn0WmnbAoX4NFkEG834BhnTpPSqDBP65UyXT5oYvEZUaNHWfMPfi1/noL/8g6JOe0mNnTUOjHbxJTEW5pLz0U2SyIKIpA8E1uJAZrbyO3Zu+Hvg7KSePsikz6O44iTbbREJJOv4jRwA4sepTznlyJbc3dzFPq6Pv0FCtC49DQUZxAcNmLUCbmIhoMLN9734WzZ2DKSWZ40Uj+FePh7aghzyZngvHmWircuG2ByidmMbuNd00HQVQAR4mLskjNcWCWq1Gr9MzYdhYvFE56hw9+wLH+dx6mOyHpzMvbRa2AxYmLVFTmKpjrSfIn23x+aA9HMFX7yHt53+kyt9EwvL5PNT3V9r6qZPVfdWcSJ3CfWWFcOAgqkkTKbW1cn1yBq/Y3MgQuMEgp+LTNYgBCSyjDgfz5RW8KuxBTFNB8yCIhhr9GK+7GVmihWBrC2+W9PJxm9Sm/l7tu6QWZVI2azL1X/egtajImpkOhyXQj7ndZHdHuTJ0PQtmL6bcOBJ1ciZ3NHQP4O3WPg8P5KWx3uZkuFaNpl3Bsqt/wu5tH2Fvb6a0cioVs+Zx+KsvSFGnEgGEswBV1BnAMDUTz7bTstupZmyaOvIUkuJjOBZmecE11EZP8lTwcZptzZjVZn56wUNkt6lJUSQSEyGkl0oJjs52wlYHyuEGwsekayKo5HRNDbPm+KdEYhFqXLt5peVFso3ZlMZ+GtddG42J2OQiZ6Ye8kw9X3c4icZEjrY5uXpKHm/vbiYSE7lzWj6bqrrj6uwfHmijKNXA5DsfJUXwoTOasKSlf6N58beNFSUrWNewDne4X17Xvp675/6U324YJB8sGpFGQbKB4RlmTvZ4cfhDLB2VQU5CvM5KpP/cFXIZu+rtAyAOsK3OxscH27h7XgkOX5gzjzwaE4nGJOpvKBIjJooo5TIUZ9AJFXIZCXoVFq0S+hUm/12oFHLSzRqSDGpkAkPHUih4+umnGTt2LG63m8rKSubPn095efm3vn5nxg8LyBOKwJontewbo6DWQdgtZeWnQBykVv0df4TRV0DGGBh9OXg6JV3y45+AKYtA5lQaZ40kQ+7m8gtH44yZkCcX4UGOKyrHmJiMTCEnVVaPZu2PQa6CGQ8gujvB0Uys9ByCgoG+Lqn5RG9NoGTiVLa/PbgYWzp5OoVTZ3Jg/SoA7F4b7cEwJ5VhJqRrcdvPcLhP1XO4oZr2YAxfXROhkDRlV8kEeuy9mGvr+bHZSiQnn0ftfvKSDcy5qRhfb5i0DB3nXZVO7VEP1Ue8FFQkkqmREeqSc9Gsq7B6wwS2tCGG3YjlFtwlej6r3grA+7bPeWrYH8nu1eH5qI6iiwpQCHC6MdE1FjOGjT2Eyy2oM/U0GZS0tcU/jLZ27eDmy/8B+YV0RsP07NxCqcPBh5fegFmhR/bwPUSODzYsqYqK8K1azZVLz4OZ6fjfb0H0SzV1zfAEYmYjdaNLsKycx6qD8RnLn+ue4cFRWTg1mXTGRAp8LYjP/2VgvzPkxhF08G7zW8BbjEgaw4KsB1nXO1gGSVUp+FdWBgpXCJcsTNJRGTMyL0R5oQVZXyNCaxu5w8eiipqJHHHjP27HOCcbz/Z2xFAUZaYBZbIOf1UfxkuLaHe0kZhkwh77kJHRIEmcy/SKdwhYZDhQ8fMDj9DslpqmnEEnD+5/hL+N/j0JX+/ghemlpGQlMPbBn+OOeQlpNYTG7cI4djZNfXaaFe08U/snIrEIiZpEfBGJFaGSq4iEhv6Mv3R4WDE2hfD+fgcqnYLYnGxWvb4HgI3HuyhI0nPH7ELm5CWiPeni0pNtQ8YJhmOMKc0h5osQ9YUR/REE3dBF8/9plCeW8/qS16nurUYmk1FqLSVRlcmo7EQabF7SzBoqMs0DWi/lGSZaen2EojEC4QgapQJ/KMLOejsvb29EJhO4YXo+dd1DdYI2HOvi6im5GNQKVDolWVYdApKzkUImoJAL9PlCtDskL06NUk62VYdWJWdt/Vqe2/8cnd5O0vRp3D32bs4pOOc/np8gCKgUZwf79PR00tOlhWCj0ciwYcNoa2v7/yMg76uH2Y9IWfUH10sa5QAz7h/6Wq8NUkfAxp9KzkIjLwJ/L0y8GdY/jEamJC9pBD5tKfpQF7LEBF7fW0WPrQ+5XM7cFZeRZ1Wh2XSDNF40BJsfRzCm45n1OLVdSnKKcpl9yUo+e/U1yqbOZO+aj+IOoXrnNlJGjGHqNbdQvXkD7iO7mVgyka9cPq6dnoaqzjXAE0/O0aPWeRhmLaSlvWMAxMdWjMTp87N5xyANTnv4ID855wI+8kWYrjOTLHYT/N2TBHZsI6eoiOH33oe8IB1Hc4ANb9Vw7opC/J8P1pQjxx1MMAwj35hPo7uRcCxMj7aBlKgPwxgDWZ+38erSHH7ncdAWjnC5ych5bRFiNj+ixoKoTyQcHPqjFxDw+AN0VIzjzYgSbwwuUUXo3LOVpKnTsd54Ez2PP0bUZkNdUoJ5+XK6n34awWhEN/VKDFMlU2F5ohp3QoBVT/4MT6+d0guXolVo8YbjZwkGZZjppRZMnbUIP/rRQCevPCGBWFEODMqKcNR2gCuLgqzrz8myNUryPTFuf+cgDl8YmQA/mpLPuW0h1DX1dD4sSTzIS0pR/PI36Cel493bScwTxnJhMURFAtW9uDY1Ix9joq5pD/7yEF1tvyLTfCXGfYsJ26PIc0IYwzL8M4IDIH4qomKUBvtJOj5fB6xj2oP38ZWsjp1dOyiLljE/cyoqWSN92gh/+PqPuEIukrXJ/HrSL+jz1fPcxMcoVOXijhpZf8QWl5WnaDX0yAUKrx2OIBdQJGqp8gU4PZGst3kx61SU51rx69VMsTv46AwbtWHpRoItbhwf1RJu96JI02NdXoQ6ZzDfD7W48R3sJuoKoZ+cjtyoQm5UIdN8M7wUWAoosMQ3Rk0tSmLqGQulnkCYDw+08dS6KnzhKOeMTOeBhaU09Hi57l+DfRhbanr462VD/XpvmVnAluoemnp9TLSK/Y08MTIsWtQKGeFojHBUJMmgRhCgzxui3ennuHMzv9r1KwJRKeHq8Hbwix2/APhWYP5torGxkQMHDjBx4sTvNM4PB8h7G+H4KqjfLMnWnmZSjFwNMjnETmueSR8lZeYqndRI9NVzEn3RkgsLH0dYdSdaay7atdfRcsnHHHfr6bFJCzDRaJSN277i1kvOGSpj6e4gZGtm0ytfMGHxeQybuYiLf1lBOBhg3xlADhD0eelDzoiVV6NSqXg40czPYyL3uWz89PoixvhBFfJgTlKw96NXkJv1VC4chVsexCqYMdgFPtuxO25Mv9/PjICLCaKR9m0N5Gz4LaFjUgknVFtL7333on/+XfZu7UWlVaB0hzizrUhdFeG2RdcS63EjOn2kOY0cPvgZIbeXmeMvp+SNOv5RbkU2JhX56gaifUFkBiXRRBFDoBezpYyKpFEctg3KHiwsWE7EUsgddX2I/Z940AtPT5nDL2t/xYU55zP5huuJOZyEm5vpfvppQjfdzIYZc9kWCzHRqGWUOsSvd1/PTT0r8PTaSc7NJ1Fm5payG3n6yLMDn1VgKiDc6ieSU8+/vO9xyUM3Ytx+hHBWCvVj02hSxFMMc425WJUaUlVRRuhl/CgthQdePzrgDxoT4XdfNTD+ijHI/voiKBQQiRCtqSawZwdC2kz8FxUhR0DV2EdYG0I9TI4m2Eqt08tXn37IRb+7jWaFFYt/GqEkJXWxfVRt2UZCehYVk1dgUplwhVxxx2WMaegA8mdN448tL3C4T1ro3te1j2O2YxRYCtCJGv4+8Tl6etsxoyctZKZCPRXvWheRVjeJqSG2XT6Kh3e34vSHub4yh9FhAYNJiSJJg7Jf8rXcrObNGyfx4tZ62px+rp6cx5xhKQgKGbo0A7fMLuJAq2OgNX7F2ExGpxixv3CUmFu6TpFOL/ZXjpNyx2gUVg2hdg89zx8GQcC0MBfnpw2E2zyo8sxYzi1AlWngP0WvN0ST3YtaIScvSYdOpSAQ7KKvbxcOxx46Y1fx6CeDRIY1hzuozLGwtc4+ZKwvqnq4sDKT9/dJicbkAkmG1+YN8ccv6vjbuWl0uQIk6FWSobIg8b67XUFERARBINWoxu4N8ccDfxoA8VMRiAZ4bv9z3wuQezweVqxYwbPPPovprGtw3z5+OEB+5F2JgaKxxAM2wKG3YP5jsP0Pkqxt+igYdRkE3VImvvnxQfU4RxN8+aSkWZ4yDEZdgrLhS0IJi+OGHFeeh7lpPeHKG1DueGZwh1JLb1iys9r/+TpySobx0V9+z8i5i5i68nK+evcN5Eol6UWlhAN+cspH0LZ3H+FIhA0bNxKJRLh8+EhSysqwxOy0b19L6ZQZtB5uIG/seL42nORn+x4AoNI6mkfKfkIsNnSRLeB2IwY0pBj8AyB+KsRAAG3Yhc8VJhyIEjvbVHiMDseGvbQdlIC4ChizeBlNhw9gp5METMhrnBjHp+KdnIZMKRDUh1j73E+JBPwsu+EhHh7+KJvce6nvPU5ZUiWFhmF84ROG2DC85o6Sr7HyswO/4rOsp7A/+RQAwrz5PDdxFp/2C1N96vBSaVAzPHUy+AWm33EbPQY/x32dFKgLeGbq0xzoOkSSIgmL18LhbYfJzstiY98ONoo7KJhbQF/gBFqnnvsLHybXmE+TuwGNXMPFZRez7sQTLE0YiczjR+G5gZO2M3khcNjZyeqVRmZd/CMyX9uEuH0PvQYrb4c8vPFuLUq5jFsnZ5B8aD3uxiqmzVmMPKph2bUPYjiRwrDYP5CbdOw5+Q61+3eSM2MRYnI29cc6eGzMT7l390NERen+vTznIhzbpWmDrDiVw23x/QwHew4yNXMqZfYkNj70i8FbUK3h/KseRtYqAW60K0jsvSb+fH057oNdCK4uRKeA61AAxaVlA0AukwmMz0tgdJaFiCgOYVKUphl59+bJNNi9aBRyCpP1KDp82NzxjJ6YN0ykNyABeaMLMRzDMC0T9+YWYp5+EbAGJ/bXjpNy2yjkJmnNKRYLEYn4UCpNCIJUN67rdnPP2wc52i494C6bkMPdc/OwtT1NZ+cHyOUGDgXif5sAm6p7MKiHwpdeLee++SVcPC6HcDRGToKOw21O/rL5ZBwFsNcbwqDWEYrG6HAM8r5FUaTbHSTFqKbL1zlkfIBO79m3/08iHA6zYsUKLr/8cpYvX/6dx/thAHnQDcf66UrmLGnRcuefBsG5tx6CLrjwZUlcCyTXoPYD0t9ndhXYa2HBr6DzKHjtmHNn4FIbUalUAyWNSdlqNBt+T3jJswTnPIb62NuE9Zn0ZC1l41vSoptMoYBgEJlcIWWPeflMXnkFgijSfOww1sxsQh4XSqWSo0ePDox98sghTh45xHkL5qLR61nzjESNlMkVjLzhUkwqE2maVC7yT2XTM79j3HmXEPGLJBqttNjbqWmsI8FiwdclEhKVaM8QCAOQt9UzfMJw9nzeSbszRGaGnli7BFyCWo4v2T8A4qfi8GefMvOmW3A1dpI1JpPw6AwmdrTjE0UiQZHEmJy/3PEA7Z+tpcd1gjwhneUaBYr8izlY3cnBQ2uQLzxvyNenk4lEoiHm5cyjOV1D5u+eIPDOB3RedDGfeuNBYp8nyNV5K8jFw3sNH7Lq8JqBfVfkrmShYR5r1n9BU6QJmUxGUJHCrWMe5M1jf6POUcdNZT+jtS2Xxz7wMbXo1zw0TYtS2cMJZy1l1iLyFWYmmaeibW+iMEkfB+azs/XMdXcQ/FokktqF6voriLV083VqGQmouHVWIXJBoMMVJGnETNx7t/Ppu69ywX2PoloVwhfpklSWL0qldv9OSq65nyf3B2iql5gRjybm81rWL+hMV2DS6Gj6YCstR6U1g3+3dFZmKaX5jXiqXjgYoLO7jkx1FmJQeiiI/gjhaBe92W/R6fgQdUYKecPuxb27FVWeCbl28GGuVMj4d1XuFJOGlNNa5sNaxVlZOTLtKeiQfluCSjYA4qci6ggS6Q0gN6lxu4/T1PQ8TtcBkpMXkpV5KSp1Lq/saBoAcYA3dzczrciIxv4xALGYn1TjUJkKRMlkesOxzoFGJIVM4LzRGVh0KsbnS5l4OBIj3Nw3IMEbd3wxEZkgDnGAOlUnT9On0eEdSkpI06cN2fY/CVEUuf766xk2bBj33Xfff37Dt4gfBpArdZA1AbQJUDRPagia/2vJkzPggGHLwFYjGVAkl8HJLWBMgd0vSAyXM8OQKtEXtz8DFRejiAX5W1+I+89bQe+BvXj7ejFFpWmbcuezfGW9kbTRj3Fk6xZOrn1nYJgJsxcQiUUZf96F1OzazqGNnzJm0VIObfyUzpMSjbDu6x3Mf+BR1n+xiREjRhCNRqmtrSUSiaCSyzmyaZD6GItGqH17NfdcdyPhcIjqv65BazQx0lJI5LCDWG+QzMx8Jp0/jiZZC0JAg8+qJPWee3D+ZvA8DYsXI08ppUBjQVyk5shX7cinZZA/LYPuYDvHhToUffHADxCNRHDrImRkpOKv+Yq/hRbjjMSIAcP0GlamJfB8nxvP3Iu5PDlG2PY7RN9xEhJ+zs6vpBr+qGgAnUyGr38WIQDnmL2o1FNY27CWjY4dJOYmkvfLyzHIM6HBMeQ4TFjxiXZWtayJ2/5m8/vMHj+ThIQEDGo1M6ZOw9fUQkm7l6eS7kNbXMqDa7s43i4t8J3s8bD7pIF/LiqmuNVMpLMSZYqcaM8RvBYZjy+YwG2f1NDrDZFiVPNzczv+e34NgBwIp60j+YnHEWRG/rzq2KB5RoaJ4ZXpmFPTcNt7UAoqjPPT8FhVHO31kq+EvBkLeeZwkKZ+6zZvKMqDa+t4q0LBJEsqB2y3UzHnTvRqOT2NHWRqExiXUsne7n0D5zs1YyoVCSNoiLzDmRGLRuPQX56socP3Lm12abHd5/dw3H83I8e8FKf9EotF6Wtvw+d0YEhI+o8sFJsKVLOyCG0aLFXpZmejTJEErFS5ZlDIEM4mGiWTkga/v5WDh64lFJLoti0tL+HxVJNT9Gc2V3cPedvRdg+TDVZCIRuiGCVXf4hRmcM51CZdS51Kzr0LShiZaeadmybz6dEOFDKBRSPSGZ1tiRtLqZBRnGIgP1FHw2lqigIS/90fjg5p7pHLBNRKGXePvZtf7PhFXHlFI9dw99jvRhX86quveO211xg5ciSjR48G4De/+Q1Lliz55jd+Q/wwgFwmhwk3wcnN0LITkkrh0DtgyZKafg6+IYH8qEth7b3gaIE5P5UWRX02OPcZKWvf/6rk7Tnnp1C9HjQmOPgGiuQyrFo5t3T7uLNyErebRfzt+1EB9DVSOkLFR2+8zohZ8zClZuDts1M4fDQmETq8bna8+/rAoW7427NMv+waOutrQRSJhEMQCjJ+/HgOHjyIQqFg1qxZHDt2jLB/6NTe53QwOpLF4XAzYizGlIWXEF7bI5kdA9E2L7JVEYTzZdSqD5PdHcUli5Lw+ydQaQzIkBGxW3CtdwJOcixq8i4vZG/LYVr1IR458ggA9xbcgkZvIOAdXOVPKSlhnXMLl+cs59CeTipWv8ZLMxfwO9HALWkWUuuqmH70MBGjicZhI8hT3oqwazWi72suGzWaL1pbqN24jqcXLOaYXE9YrSJX3kWXfSv7OncxL3ceH9d9TJtHql+uLLuWmZalbHEMXofhGjXW7gjexPjaJEBMjBERQ5yXnIQsMxNbUxMmWQKl4hjoASFVRzAUX4aq6vbQ0B1kmE9FsLqLviQ1m8psfNj6CYUdm/jHxfcS9OlIVvURffBPJN12G2Ishkylwr1lC2J7F2+2xeIWEo+1uxDHZRL0eVl2zU9QbAnhtjUiaBVkz0jnZ9va+fHMxdS8dkbJS4QOtYlyhZpIxEWb4xckTSgnY0oOXv9TPDD8MdZaptLgPci0zKnMzJpJgjGZieevZN1f/gCAQqVm9gXXk5sxEtJiCDIB9/Y2FAsNdHSf4Z5FjJChlagnTLDeCUY5DU0H+OyFPxGNRFCqNZx7z08oGDv+rD+7mk431/1rN8VWHdcuyCRZlKG0qNng8HAlEslVlWkg+aaRBOoc6Cak4ds9WHYwzslBmazD5dw/AOKnoq9vO4V0M6UwkXf3xq9nDEs3o4uWEArZ0SXeSlewnCsmpvCANYVQRCQnUUdRilTeHJ+fMJB9/7sozzDz1IUVPPCe5AoglwmkmTR0OgNERZEUk5oeV5CoKCKXCeQkSLoop+rg/xvWyjfFtGnTBhy7vq/4YQA5QNoIqPsc0kZC5wGovAY6Dkoenvkzpf299RKIA7g6pdb8dT+RFj11CXBBf0do1Rrwdkl19EgAsfs4pWXnsUzlZlHXGoyyYTSpclGMuRF9w0aS9FEuumA09oAXWUYhZus0vLYgVTW7sLc2DznUzroaEjOzsbc2o1Cr8UZjfPHFoFNMV1cXF5x/PkY5TLn4TkRRi0wIcHzrR6jUKvSdfWQNzyVt/jmkJ+UTCse3RMfsQVKjKeirgsh/9UdEoBdQzZpG0t0/JeQJI88WiLZ4iDqCiKubGXFhCRudg8ewP3CCW+++l0OrPsTR1EJKxXDC49LYUPcX5sTG0Hiov1lj/24e+dGj5Jw4QuRuyXhWDpQnJqK+7FJsL/bL/QrvsODxx3jj6FEOffwBZWUlqEZCdV8TFckVbG7eSKe3cwDEAd6tepmnZs6mUp7EtkiACTIVlX0iJrmIQZtOoiYRe2BwQSvPmEuqIpG1m1+neOJUirLHIXzmGUw4j3t4ckk+F62NrzUrIqLEokjRsMb8JS9XS1lrh7eDXd27+GfhXzCptaiWX0DPH55B7C+BWS65BBQKms8ye/H6g5SNm4H2oIxof7u86I9g2tjCT5cXoOmJkGpSx2l0AKRlZyB6VGQmraS15w083uPAcRQKE4mH6vF7K7hz5kqGpUuiUO7eAHprGfNv+hEntm1g8vxLUGwK4N7dKF12lRzVymJaNR5UymT80Xj6nUJlpvu5/SBCbIaOja//UcrmkUo0n/7591z55B8xp6TGvU8URd7b10KrI0CrI8DmfiXKG6bn88mBNhaNzSSz37hCnWNCnWMi6gujq0gi6gwit2hQZhgQFDLksqHNO4KgQCETuX5aAbvq7TT3z1yWjExjfF4SJuWvqe9q48HVIY62+4Am1IoWXr9h4gCI/09iQn4iH942heb6Wqw6FV2uQdEruydEbpIOAQGlXIhrDjqn4JzvjaHy34wfDpCDlGE7m0GhlUoqjmYoXQJZEyHsldw7ToUpDTY9Nvi3rxc6DsP+f4GrH0xa98KIC5ENW8rv994DPSfwZ8/DljyZSCQBd+FyNGULkL9zCZZYFMupscrORTbsDnJHjsF3ml/nqVDr9Sg1Up0xb9RYDh45OuQ13T02MAzj4Bd9xKIRZDIlE86/jxYDvNrm4OK9dURefRvlXcWEiP8hCEoZKkFA9cdX49gooS+345xfy4ZtSrJLLIycn4v4eROxYASNUkUKKcgEGQalgelJM4gKBiznT6PXUcN7fV9zvPZtLim4lODhDgSZDLH/Rk9z9pLQ1UP0lluQqVQEampwr1+PGI6AUgnhMIgiso8/YcqlK+nq7aWiQo9MfoKEpEo0agNl1jLqnfH+oAAbav/JBZ23UGQL4uryoSgwk1JpoDXs4/eTfsc/TvyDQ/bDTEgZz8qiC6nvaSAcCGBMTEbZKovjuiNCZrN3QC8EYHFJMtkyGXKTBu3oZOYqpuHJ8vJe6wcARGIRGuQtFDmH0fHiSwMgDuB4+20yZ83i/JEWXt0dnzWWWJVUTJyP/+0zaJgipEUgtKWNx+cUcfuGEwPdijdPySWjNkSwLIa5dwxKvRabsBMdWSS5xuF5byua5ZWkmbTEglG8Nj+fv1NDe40DuVJGwZjLMHoNeL2D0gViKIrvYDf1JQampD3A8cbbOVW31mmK0frzcYvSw9AXcg2A+KkIer14HX1DgDwcjbG7IT6BAGi2+xiTaz3rQqNcp0ReZB2yXa8vwmqdQl/fjoFtOdk3otXmUqpX8t4tU2iweVEpZBQmGzBrlUAe9S4VR9sPDB5rJMbTG6r557Xj0an+59CVaFDTLhPo84aInpYRR6KSObtW9d9to/9vxg8LyFNHSLRDMQpf/ELa1rAFhL/BlZ9A3WdSB2dvvVRCAcidImXmkQAk5IMxbRDIAY59AGXnQNBD25ifsfGTLfg3PMsl1ywh4bOfwvgbhrJkqj/FnDOZo7WQN7oSv8dFd8NJzGmZFEyeTkZpBYn1MSrPAWOywKbTpFBPRVZiPltfrh3QE4/FRHZ/0ophaRZzIx0EHpdU/1yfvod+5o0ETgzSIFWLMvAHOomexQs00uckFLBy8rAdV1+Q6SOSEFVRun29NO1u4jczf4MuomPv53s54T2OTqdj+oIZ1IVaWJS0jEnJk2mt7WPqJTPoadxBe/UBkju66f7NoFaNYfYsDLNnI4aCCAoFYr/srRgIUF6QQ2r2RgyGMbS0rsdpsfLonje4f/yD1PQd50D3gbjjnSYrJv/kKrLyRyJLFEmqSKX367U0VKZS2VhMcXYJRQnFVPVWcfvWu9Ar9Tx6wU20Hj9MTnrhkPNXIvLArCK+rOqhwqpjlEyBzhvFsVGiryUCV1csxZZqY3PXFgA0ghrR7SRqO4sJtNvJJfpsXOVprDrRiUWn4t552ZQcCyC3aJHplcTOWLCV62J0lfeQFxR475xy2twhrHI5JcUWFDInHzz9FOPHTUb9r82klhUQaW2nr+r3aJ9+jhWVeRh8EeyrqnFmGmmvkb7jaDhGer5AsMU15BjVrhDjk43wsZWRM18koGpGLupRdWUht1kwztTi3tqKTmVEJpfHgblar0dvGQq+KoWccysy4sybAcrSjUwuSOw3mPh2oVIlMqzsSZzOfXi8tZhNozCbxyKTSUuuqSZNnCb5qeh0+odsO9njxRuM/K+AHKQuy4wEHS29PmKiiIBAplWDWvl/1xjiu8YPDMjLARE+uln6W6aAyXeAUgMdh0CbCFPulES0EgogfTSkDo/PzKfcJfHJe/r9DwUZdB/HP+OnfPLbf+B3u5hzwWIStj8iZf3ys6zvG1IQHI1kT7yKY7VN+HPLqJx7LkqlknUbNsChY4waMRbdySxKjIkMLyqgobFxgEaoVqtRhlVEzhDjj0VFkjQqzHu2DWTavh1bkWk0mM69jE5rBi06OX6TQK5Ljn7yeEI79wwOoFQSMKYB0nS+p8VDeF4mdV3HSRZSmTNqDAlYeHXDWgL9bfI+n4/Nn27itnPvJepRsOflJty9AVJL9aTPnELGnFE4n3w+7jg9m78k6a47EZQqRP/gj02x5GLWveBgyhVTqDv5KAUF99HlDtEX7GNHx9fMzz+PTm83GxvXIwgCy7PPZfhBF7633wCFgvTf/wXRr8RcPJ9KrYy+LDuvVb0W99nesBeXMUrb/j1MufviuKYfAHWpjsIXfkN5Rib6GXNQpBZi/2e85KP8sI/zzl/C5q4tZBuyKDWUIBN9KHNzCTedJhAlCNgS5BCycb9HxY2zhqE0yVDKvYjH+vDp3BhnZuHc0DQgTqUcn8iW1S9Rf0RqVBk7ZymjIpUo1WqiTT7EiiDTrp/I0U9rKb7mcpRdNhTpOVjvvZe+pDo0ERue3eMI1jqIpBmwpOpQquW4bH56245jSSlCOB53OggVSVgEGS5biOi7cmRCPqIIQUKo54UJ1PahG5NC4JiDuStvZtP7LxANh1FqtCy584Eh2fipWDwijSNtTlYdakcmwCXjc1hQnkp5uplINEZVp6QrbtYqKU83xbFdzgytNhOtNvPf7j9bjMwcqjm+vDKTRP3ZdVa+bZg0CopS+nVS5DJUCtk3ttz/EOKHBeRypcRg0SVKf0+5E45+INXAx10vgbLGAsnlEj1xyh3w4Y3xY3z9N5h2L2z5rfT3yIugdiMkDCc5K5PmEy4sOlECcQBXu9Tmf2qKJwgw4Wb6lKl88OnnuFxShtTY2EhFRQWpqal0dHRw4PBeZk1JoGFflHFLyrlSnUxLdztKhYKMxDRUXgGVRh7nAKRQyuiNRshJzYizpPNs2ohfr+b2C6/laG8Qo1PGE2KA8TffglxrxL95M8rcXFTX38vmfYMPB5lcoMXbgSvmJdzcQqXXR4/dPgDipyIUChHGx5evSlSrvEU6Nune57MjG5ALci65egnnFmUge2ftwHuUmZmQlIxmyjREnxf54os41J1KwBMg6MxAFCMQlZMm5jI/fTZrT36IWZfLguK7OS9rBS6bjd76XpxlSaRdGMQ8azG+/QpivdIahyAD3Q1JqOvUA5Kzp0ItKkAUWf/Bn1l62f2EDzsRYyLaEQZsv7qPYE0VPqDvzTfJfnkNQ4jtQL4yl0dLH2ZEpJhkhQHb354m5YFH6Xr8p0Q6OpDpdSTd+RNC5lL2+g4zpjkZc7MbmUmFbnoqHnqJ+SJ4vu7ENCcbgFiKjE2rXqThyCDzZP/mNRTdOgFD1IxrYxNCowzVhXJK5xSx7nfvodJqMaWkktdST/P6A4xdWYBK40KWoCZcYsKuCHG03cWyGbnQ2MCBA+sYN20pHPAjRmIoKk2oZCL+1fVS9+lXgxrtcpOKWDBKuN2LtjwRakSKyiaQ+eQIfE4nhsRELKnpQy9Of2Ql6HhqRQW3zZZolzmJg+YIW6t7uP6VvQPuTDOKk/jdRaPOmln/b6Miy8JTKyr4zacncAfCLB+bxeUTc7+V7Ow3hSAIaJRyNP9lRcL/k/HDAnKQsu6KlVJ9W66U/DyX/Qk+uW1QpzxzLEy6EyK+oRzyaBjMOTDsPMgeL/HPzTlolTIWzEil+uobaY7EMMvbSNj7N0nPfNx1Ui1ebQZ9AmJPLZ2mUlyueNnco0ePMm3aNDr6haSaO05SbKhE7gmjswkUaNI54W7k422fMmPcVOZcWMTmD08S9EVQaRVUXlTIrZtP8OiIcRRb3h0onQhaLe3LLuCoTwI0dzSGTKuhJRKivnIsJYsWIteZ6K4z4Tmt3DJmYRaCvhd7g50xSUmInZ2oDHoUCgWRyKBOuFwuR0C6qbVGJQ2JB9lYL3HlI2KE1ztWUTb9Zko/VCKGwwgaDc0qFUqNlvoxtxKLRGnb4yXaX86SKaKUqO5D+GcdyVtf466xY3nomlfwdjTgFTvYvvcgHo8Hr9cLOSIJF19KoFeBTHCCQSnxkWNg3BbmsRnPUh3wIYrQbN9BKNDDSNMoSi7JRK+xEGxw0Zl4kmSDmXDVoXhhq0iEcEct8iQLUdvgzEFmVJLQrWPyV9mox5mBKAlX/hhRpiXhlt8h03qJJWjp9QRRB/0kWgZbxpUZOhQmGTKjEmWanojNj+vzZrSjdNg7j8WBOACiSDgUxPWFlOmLoRjKUCKich86i5VpcxeTEpMRaGkms3wCMa+FQJqZbSYF726swqpTMa04kV9vreXFuSPYu/o92hqqqJi6ELlcgcGQTLu6kb4JTianTiIhpRD/ETuKRA1ykxrXJmkxXl5gJjjcik2tIMuSSGJWzjf8yAZDq5JTliZ1HYrRGLFwlL5ghJ99cjTOYm9rrY1j7a7vFcj1agUXj89mRnESwUiMdIvmv2rO8EOO7wXIBUG4H/gdkCyK4tBC4/cZKi0o9XDO78HVAQseh22/jzebaNsvydla86UM/VR2DWBIkRqCeuugZCE075I6Rg2pBOY8xkNdAY75Y4xJvoo/LRpO0eZH4NDbxGb8GNneF8BWi5g7jbBx9n881LTUZBJMffgcMeRFSWzYuoH6pgaGl5aQobES/bSFJbMzCcoE1KJIqM3FIwuK+eyknZTfPUtqZwOIUQ5lFvMTUQv9BZd5Zi2uE8cwJCdT39JCfYuUxY4eXsm4FYWofGA2ivjNId5bvQ6A8cnJRJ0OoqtXs/Duu1i3fz+xWAxBEJg1cyZ2Wy86sxJrtpYNjs1DzmUXDYzIySEmiijuupNoNIbl+FEmFaTgEBLpbpUTjcQwp6lIMNsJ/vxzQsckKeDI+vWEDh5E/asnOOzTs0c1ioIiNcuKU0nd0Y1sSwD1hBSqK234vF7yTZkoNzmwF1r4e6+GXS6JNTLJdCmP5ZgxrunASDLhVg/qcWBdtQ7Xtm245HIsK1eiKirCtUoSKgseP4pu+aX4d3YRrfegyjagKUvEtaERZZoetUGFa40EdjKjCs3sFA4fP8jeNyS5BYVSxcK770dQS00v6nIFEY2AfkIageo+1EUW1Ll6PF9+jNYgia2dbsZgTExG49IQo//+VMiIqp3ojHksuXwG4d/9gd7awYQg4acPs7VExcOrB6mLX9XZuGdeMd0xOefd+QgHNq1Bp4K0xATadX5+e/I5uvxdCFUCb81/k0ybHv+hngGzi+CsTP54op2XdzQhk8Fts4q4fFLON5YoRFEEEQSZgBgTCTW7cG9tI+oO4pufQ1vf0Pp1j3sonfb7iHTL/wXT5f9iBAIBZsyYQTAYJBKJcOGFF/LLX/7yO435nYFcEIRsYD4wlIf33wiVDnRJkoiVul+foK9p6OuCbtjzIsz7Oez4k7QAmlQiZdebHpP45zXrJCoigLuD1FU38PPlH7HSb+WAN8hrWTPJvXgbWgEm9u6hoK8RANHVRoLFgNlsjjNurqiooKZGagQym83owwHWPPdnckZUMOncq6lvamDksFJi9VW4DFlovQJ81Y4SqXFOAYxMzCWvzMwvmh6g1ldLoiaRa9J/S65dRlSEcxPkrDTIWV9XR35WVtwpHzy2D1taG3OqqwmuW4/uzXcGzGBrnU4yc/OItryJ+W9/57LLLsWjUGBJT2d7UxONTU3MW3wugW4l5cYRHO8dLMSOT5/B1LKbqf+LDk2fnZSOdoR929g+NZ31oU0UKzJZcsu5CO3pGNLaUfeKuI/FOzYJcjmrfUZ+/+Ugc+WjI3b+VZmPeUs74dYGMhYm8+rhzXwtl3P5vAvYlCxnV/sg9W+Xy882i4lCpYJwMMqIcwsIbn0L37Z+l51oFMdbb5H261/h2bKFmM+HfvoUDu5aT2djDVmFw5Dr1aRaRtC3XEFupxnXF4O3bcwdwi30sfezQc2cSDjE1pefZ+FtD2B2BnHEAmi2hwnVSt97uNVDsF6NYkIl/lAvS2ZOYdeH79J24jgZw0qZuvRyYh/0L1DKBTTnqKkPrqZTMZfJTje22vhZnfPPf8X3UGnctlA0RoVZR/6XHeCBBeMX0PWrh3D09aHX6Xj2xzfykO4TGn2t3L/zAd6b/hYGs5rAcTvqsgTWKiP845OG/msEf/ishoJELTMyVWhNJpTqwSz6FGh7drQT80XQT05HYVHT88KRgcYi1RctLClPY82xeD14F7Uc6HIwJnWocNX/F4OhVqvZtGkTBoOBcDjMtGnTWLx4MZMmTfpfj/l9ZOTPAD8GPvkexvrP0bIbdjwr/T9tlFQeKV0Mx84QrEooAE+X5OU58ydSw9DR9ySTiUhQ4p7v+FP8e0SRbE8jIK3if9nrpUCnZp3NSba6hHdnPUZm1QdUT3yST975hGnTpuHxeHA4+igrzicrMZHe4myCITsaTStd+6UHjC4pFY88yMyZM0m1mNm46h1SU3IpShxOzD5Id5NnG2ju8hG1y7hj9B385OufYA/YeW77zfxs3JOUZqbhbH2YmFvOBcsvQyHXkpmZOWDNplAomJ6bS/BPfwbAWNfEijnL+GLfVqqam5k8bwFJd99N74svEH7scZIWLoTLrqLupGRxtv7Lj0lLTefcyUvZ2rOFbl8X8/MvxGddyQ21PsBHulrJC3kF7FTv5fnWFwDYzV7W2rfw54nPErBnIVPoQCaD0zRiAudfzF93tJCXoOGmAhX6aJCDYS31KpFTP3vlMT8FOflUn6zBZQyz2TeUv73F6SW5N0hXowu1Ikz+1i+GvMa/bz+pj/wURDO2oMjutVKjTPNxSZIgd/x4pl5+HYGNHUPq516PY8h4brsNd8iGiSzMPiXuuiYo0BE1g/JkhKg9iFydTEDsYvOfnyEpO5e5N95CclYy/sf/gGnuecgLChHNEfz6DnSBK1C6I8j6ztI27nZjVgwt6meGRcRuH7rRWroe/zHRPon2Kvp8yB/7Czc/cyu/Cv2LSSnzqXX7SU3VklJejGBW8/7zQ1lTaw610vf2WxisCUy/9GqScvIACLe56Xn+yMDibbDOgeWCIikz7wdyscnNrefmEhAjfHHCRpJBzQ2zDKxu+S1benT8fd7fMajixbLsniDVnW784SiFyQbykoZa8f2/GM7Vq+l+5lkiHR0o0tNJufcezEuXfqcxBUHAYJCuTzgcJhwOf2eN9+8E5IIgLAPaRFE89H2Izf/H6KmGV8+DsA+GXwBJxaCxSrTEaBSqV0sLoYt/B7v+KiklAhx9H0oWS2WWU1os7k6w5EiZ+mnhUZqgfy1wpFHLgf5pfUswSmvuLKK5S9n7uSR+9eWXXzK/spIJXi+9t9+LIxZDe/VV2EvzkWf0klyYxpKf/Jgd+6vZ86Gkl2E2m5l0xQ3sfPV50q8rwepNJNoUQFlswq5RkZAQxeeopXPDEf4560/YZW4SNUlkRdMQvV50CefT0fM6Af87GDNvZ9bCpQTsNiKdLRhtdmKP/0a6FoBcUGH9zMdFI+Yi6mXITkQILB2HdXI68lg63b4EwjKYv3gBe3ftIRaLMa5iNIUeK/+c8CfqOhpwZYzk1pODTTkdwTDPBZVoY/Gt1Y6gg9ZQOwltWlwmJ5bLLif2+iDjRMjJYZxMzU+oQ/7rPyMGgwzLL0D7s8cGTYlVAuH+2r3L72ayRcdXZ9wCE+VqHD3Sd9JrizJsxEhCDY1xr1GkpiLqEvF+HsExLl7gaOLCi8hPGYVqmxf56GQ8m+P54crkoSp0iVk5yC157LSFmJilpeNCgX/1vESjr4llM5YwxzcJqyWBxLpczl1yN32Rbjb98wVGL1hAensHXb9+cGAs07JlaKurmXz3E4gGB4JajRgcXMw1LV6M+QyRM5NWgUEuk7hIgoeozYYiOZlYICDZ4UUiJDhj3F76B17cFOLl3v1kW7U8Ma2ICUWJjMw0s68pvt8h3yjg6bXT3XASl62HlY/+Bq3RRKDWAWf4S3q/7kBdbCFwfJBXHjKrmDfRycgSB45wD682v4cr5EIf0OMNe+OAvN3h54H3DvFV/31k0ip4/fqJVGRZhlzr/5fCuXo1HT97dMAIJdLeTsfPHgXAcM4SREQUsv8dhEajUSorK6mrq+P222//78vYCoLwOXA2lZhHgIeBBd/mgwRBuAm4CSAn59sttAyJ7ioJxE/prbTvh91/l3w8x14J6SMl4wlf7yCIq01SF6hCDZnjJDriiU8gsVjil398ywBPPJg9hfXKPASgUKemQKfm/a4+dDIZLyYmU7yzD7G1jYUF4/n/sffWYXLUWfv3p9pdZqbHXSMzE3cnCUkgEAgQPMDCEnRxWWBxZxd3d9dgEUhCQoi7Z9y93a3ePyqZSWeyyrPvs8vzu6+LiyvVVdXVNd2nzvec+9x368QBrNq+lqzqGnpeeqn3EoMvvEjG3XfRaRpIfm6cugYHTc19vHWXy0Wr20vZxPHIctvooRHZID9O9/dk5N+Aq0OJLZZCtm4mwi+QX5pFYE8PvrYazLML0G4fxsCT57B/q4Oo1cKe71vp2u9i9vF6ws/eQ/xQqUd/xnzaSwzofRoUB7zEChQcqOjG6DuI1j+Gn972AtIUoCVDQ8Xpw1jb8xMyTYzAl+0kT8tC/o2Jr8/q/2fY6A1xYVIF61pXJWyXI6cs2UBcyCO2oIzgsBGI1VXI8guQlZdxu7qe+LV/6U2CY3W1RJ9/EsPUPxCq8RMapKHuxzrkcjnJZjOT4gF+Men45dDDdKJRT2lrmHqfFOy7WvzozzsN//r1RLukurRm6BDUpaUELRrAi15r6b2+/MHDKZJVEvvZQwAPuuGpGCZl4d/ehUwvJzrZRIu+iWm/v5w1b79ONBTCZEtl6sJFfLHLyzfVXdw9MMT1W6/r1d941vMijhI3C5fPRDykBWLVGpm14ApWLn6dgpPnIm+zoyocjOh1ENi5Af24sciiPUTCLrIef4qeN18n0lCPcdZc1ANLSH/tad665T6WVTtJN2mYMTANUyRCt1IGRiOKe++itasdtVpNmlxF+LkXsWSW8sR3/l5Z3iZHgCt/2M9n2goWjMzhq+0tOA69lmZUUy53sN/lBKC7sR5XZwdao0kyxjwacgEOaanIDErk2QY+kIfIR8WrBx5O2HVm3kySNIkj89saHb1BHMAdiPLkDwd5/twR/9HMkc4nnuwN4ochBoN0PP44PZMHE4lFSNIkYVFbUB6Lpvw3IJfL2b59O06nk1NPPZXdu3dTXl7+L1/r3w3koijOONZ2QRAqgALgcDaeDWwVBGG0KIr9dB5FUXwZeBlg5MiR/5rQgOqQxVPOaFj5IEy9VTKQ0KfCklvBXiNl5LMlmVRkCph2G/z0iGTcDDB8IRROBUEuaY1P/aM0KarUIRjSuTLWwvW6NmL6NNaF8zArFNxksTLgiwaihwc/toTIKjAwccgwYk892e8yZXv2YK6YTlPLn+nqOqff610OJ7Nmz+OnNT/T0NBKWloKkyb9jta6vzDA8AzuH2oIH7pDoVoX5jn5hFu8eDu76cpvZ++rH2FJz8ScVM6E4WacKTKanAYyHnsFpehBb9bTrfbxufNH6m11VBaWs92zk3m6KaSHI2xdEk24HmdbkLQOPanqLMRIEr5hGlSCHJlWSUG8/6DEJKOGEkVywrZkTTJ5LSn4l0nlJFm6jiVFuTzvFPCsj7BI7eACTydHz8EGN28kaZEaRqWzav9aigtLKcurwFXbxs/vPMH5M0/kllmngy9KVlcEFCLy8iRqdtsRBPAkZZH66MOEt+0AMU6kqYn2e+4h9S/PEBEgxZZDxdTj2bVqGQMqJxJb3zfCHmpwIyvWoTo7h2fqX+C7vUsIxoLMyTiOq/9wI7FuJ6b8gQRXOTmzy8P8ARls8h3sp1H9Uc3HnDZiDtpDz2sxEMUSTiG1sAjzlJPBLhDY0kHUmY7l3EmEmzbT8odDtFiZjLR7HkJQ5iLK5bg//QtZF1xKUbKZSWWZQAzP8uU0Pf0MqXc/QUfIzuK3+rR91Ho9pz71OG1J+Tj9OxOuyxWI0OILMyUzgy+umMCBdg/RcJD4wU1Uffxe735yhQKVVmooaootuBUyOMI70zQtB7lVQ8uENFYEAxi0CjZ1ODggS+Z3Q2/hw93P4I/6GZMxgYvLL+4X1Bp6+pfIdrW48QSj/9GBPNrWX/kQINreQeSQT0GnvxMREZvW9i+VRywWC1OnTmXJkiX/3kD+1yCK4i4g9fC/BUGoB0b+W1kraeUSp/swQ0UUpQGfzn1SEAdp8rNhrbRvUgHs+LAviIMknHXKC1D1A5TMBJkSWraApxVVUhGq7dIXXA5MGXYeywadjcub1G96L1bnxTrEhryoCKqrE14jMwudLkxHZzUZGTq2b098efTIMXzz3XJ6eqSlant7F19/7WHBgt8R2ubuV7cNHnSgHpRElW8b6z76AICWA3uo2riWuRNmoHj3fbJuuZH9m/ZSOmAcYX+MrNw8zlDNpiW3G53RQE4wj2rXXjJskxk010zAESHQJefg2m5EEXKs2TR9GGK9S3KIScnUM3VBIWUNHhalW3jZ7kQEitRKLmurQ79hIw/OuYnl7o2U6POZqpqC8cu+mm+83c/YiiQeCkj37ZXVbZw2NdFrEUBVUsKe+jC7N1eTXlQMgSjbt9kpHi5lcEVJuaS8UU3c3/fwGTkjB0OqBluZlkjMjm/DBlwvJg4tBZZ/j+Xk3+Nd00rBlMnEKtPI0ObjX98h7TDRwL6WDdT8uJHU2mJGjR/M98JSAL5vW8EJoTKG2qbifbe51/NOvqUTY2n/B5tOoUOwH8QwPgffpjhiJI48rGD0iacgtsbwrGjCMCkbqhz4trlRDc1HZjZLq6d4nI67byPr2beQ6ZVYzr4Dz4YuGjR7qe1sRa6Rk+1uxjykkqrOvezfmFhsCvl8tNt7UAt5KGRCgua2XCaQYpMCdH6KnvwUPUG/j1UbWogdQT+dcPYFWNIlPrkq20jqokr8O7uI+yLohqWiyjNRHQlz1tYWHNEYaSoFJ9gsvNHSTYt6KKeMeAmNEGV0ch75Zlvf3yDYQjDYwsCM/lz1EyrSSdL/49Oh/xtQZGQQbW3t/0JqYhJjD9qxqq3/cFbe1dWFUqnEYrEQCAT44YcfuOWWW37dtf6qo///hikDJlwjBXCtVTJVrlsNWgskF0HPoWC+9U2YfLPEUjl6IAikyc60gVC1FAbMhR/vkRqiqx5K3G/7e+QllxBO1tBPbFMuICanoVl4LqFffpFqlYAiPx9PQT4pKhsymRKVaiPDhpWzfXsVoihSWFiIUtD0BvHDCAaDeDxZGI+1tFXKIEfOlje+TNicVjiQ6OBpeG6YhForMrqshNCaTsCHl1pST8ih3tDD4qbvSNenU2KuZPfaavyOneRkFRDXRBg+r5S6jV4adznwu6LIFAI5A5KQKQQaGhzIs9ycp9Fzki9CyGjA+t03CO++A5EIJZ8vobysjJRrL8T9TRjxiCwOQBOJI5cJxOIi0bhIe1oq+fNPxfO51JiW6XUkX3YZHoWatIIYTfucIMLIE5LY9t2rACRpMoj7E2lt4XXtFC9I4cN7ryEpK4fJ3v7GG+Gaavw7uwilwDfeHwjiYciyg6gLTyCqEFi75TMa9m4HwN3ViXb/Hm68+Ar0Hj8mV4Q8cwGCN5JoXArkt6eSa8xNsG27KuNMxD89S2csRsr1T+LfHERbmkT423rEijjyZC0gYpydjbt5B82+FjxPXE/ShipSZFbkyXkoU1MRNEacn++i61Q5V9RcjzcirR5MKhPPXPQAmf40dq5a3u+zBoMBunJkXDqjhOeXHezdfstxRSjji3E4h2C1SAqHGp2eyedcRNm4Sfgcdsxp6aTmFyGT9WXGqhwjqpxEYartPQEcUakE2RGOohQEjk82sazHzYvtcFlOJgNNlt79nc4t7Nx1GZGIHa1pDjfMWMSzq5oJReNMLknhwvH5yH/lYM+/G6nXXZtQIwcQNBriixJX2XJB/k9l421tbVxwwQXEYjHi8TgLFixg7ty5v+pa/8cCuSiK+f9T5/qbiIbg+1th3jPQ8IskU1u7CmbcDasfkzJyQSYFd1sZFEyC2p8Sz6GzSYNEribo2C0ZK8ej/d9LFCHsReHbjzq3mFBjX1Yun2BjTXA1n9S9wqKHzmNyIJ+YICOanc3BlhZ+/GglJ8/7E01Nd5GeUcX8wrloNYNp2KDC3R5DLpcTO0rAyOl0obcp0MiFPg1pAZRDkwh1OxN+bHnlQ5g4Zgah9T+SrNWjHzmF4LJEGqZ/aTPBkzx8UytRLEfYRvCHATfSsy9G62Yv5nQ15kkGZl1opbMnQv6QJJRyJbtXt+LuCpJRbKGzqYHmrGYGbt5PUsEgut54ve/2hMME9+whXLMfTfFAArsTl9Adalnv0EhBspZUs1eqYWdlQzSKrKyUHQ3V7N3yPsk5+cz83WkoVMms/eBJfI7DD7r+PxAxLtKwZQuxaJSe5ibEGXNhxYqEfQwnz6N9kMibbe+ztGE5JZZiLlCPJO7bTHz0SBqWbk/YX6XWMLFOgev+5yEWwyeXY/jj7ciTCokdYdhs3Bjl8RnXsKOkm5b2AwwRs8l8d01vjZ5IJ6aZFYjhOHFHGEElR1eZgvfnVryrYyhzk8gYl0Grch+yU4cihFsxhQJE97ailCWhH5vOW4EPe4M4gDvspirSQvbuZIZOmMOKT17pfU0QZMTyjDy58RJOL7uchxcOo9kVZWyyAWP4ZZra38AfOQ5BnkSrmIwzpiBLo6Fg6Ih+9/VvISImPixfbu5iToqJpSNK0Mnl5GvVKA8F5nC4h737biFySLUz4P6e4foDLL7iNUSZhRyLDv3f8fP8W4hGvcRiPpTKpF69ln8HDrNTjmStWK+5Cvuh+vhhpOnS/qmmZ2VlJdu2bfv7O/4T+O/KyAFyxoAxTXL3cTVLUrTN10s18+HnSwqIhdOgfScc+B5GXQrOZqn0IlNIpZgtb0L9aon5Iiik44IuMGUlCmpZciEaQta5A2t+O6Ghcwk6BRrNPXzmf4uvtn4NwN2+V3h92MsEXVF+/PLL3sO/XtzM3BNfwKTsISjLpGW7lv1rOxgwLo2J4yfz05q+wZvy8nLq6+vZ0r2Fk2Yfj6VHSSQQJpgjx2kKoLLoGDP/LH5651XkSiWTh42n55pFvZOrpvuyQTzqzxkTMcb6yhk6mZ6WjREad0mlJq8jRHeDn1mLBrDnhxbaazwo1XIqj8sh6Inwy6fVjF84AKXVhenUMupXb8RaWkr4YF/WZ5o/H/c3X2M6zYJ2VAmBrV3I9UoUM7P5qroduUxgXIGBy8f7aam/meTiR+i68250p81ni99O3XZJk8Tv2k579QFOuOF2KqbPYOu3PmLRCIo0LTF1oNcJB0A93saOL6QGczwWZW9HM+W/v4Tg+x8gxuNYzzqLrwaU06QIkWLJINmRjFKuQjH7OHyPPAVGWT/xqJGjxuN+6LFexg+xGB2PPETmI6/hWd13S7WVKrw33cec+++n7YFXiLW3J1TCZHoNoijiWy/VVxXJWhwfHeh9PdLoJ26CD8yL2WbfzqkFM5ltdJFSWojpp+PRD8+gwdvE0bAHHYj+KKnxLKYvWMSOdUvQ6I0Mn3kKj/a8Sou3hae23MG55VfzYXwCxRoVoeY3KCy8Hk/QzvsdPh5s9hAVwaKQ80Z5AeOsf99P8zAqjTo0MoHgEaWb8RYDQ0z9aYThsJ1AoC5hWzBQi0W+m7S0f908AcDp3ExV9aP4/VWkpp5Abu4l6HUFv+qcfwvmk07qRzc0RkMEogGiYhStQotW8b8/sPTfF8iTCuDcT6QhoKplUvY94x5p+OfgEph6O7haoWo51KyQWCwz7gUxKpVelHqIRyTPztZtknWc3wkFkyF/Imx6DZo3QtYIqeyiMkDbdhQWFYq6O4nOuIv71v2ZKlfiIEeSTqSmPTEjdbncfPnVJi4b7KUpKQ25OcrEM0qo29GNaNcxd8bpxFUBAgE/ra2t1NVJX/73fvyUWbNmceDgAbJ0WbR0NpIbz6CspILjr7iBSE8H3tdeS5AfiPY0I6iLEgKezKik9og5rQmmab1B/DCsGXp2rWynvUYqDUVCMbZ8X8/YeYV01Lmp+bmDshMWE9VOobamlhFX/Antvq1Qsxcqx9JlKcE2uot4bh57OhpQT9Xh9TvYumIVQ3ILWHB2OfLYa7g6vgJEYkE3PP8CtSkp1D1wa8K1RIIBelpb2NHQzNhzLkKlULBBtYeUk5LIrjahcciwD4zQZmsjfIRY1/7tm+lIz+Tkhx4gtn0nspwcXg3EqbOLjDOdzG0TjqPOvoOH7Z9x7Z3XYXCFGamRs/HrPgs1k1pDKHwUrzsSAU0Awzgt8bCAIPPi+vgpYt3dxH1ejFMm4/zo497d1QMHocwvwLOyh7gvgun4PKKOAIJWgRg4QhLhQJBpcyazzb6dL+qWM2nM5QTbnqJi+HHEXGFOST+RdR3rEi4lz6dGU2nC83UrNnUysyp+DxGRZrWP9TUbevdbXvsRMwaNh3gTVstYnM6N2C1nc29dX0btjMa4el8DHxR7scp8GI1DUKsT675Ho9yg5dOhxbzS3EljIMLvs23MVGuIdPqRGZWJVnJKKxpNLsFg4oygRvPrLNJ8vmq2bb+QeFz627e2fkg43E354CeQy/v3X/5dUCvUqBW/Trjrfxr/fYEcpEzZkgvzX5GmM7urJCph3gQp8G54Xiq3ADjq4dML4bRXJGu3+a9KpZT9X0PuOCnQ22slmqKglKiNIy6ShLgiAcnY2dUkabJM/SPmV2dwz7nvc+2m++n0d6KUKbml7FyyfE14zf2bOraUJFQZeSSbLDQ2ugjZlcRjUdqqPbTu91AyNoUWcTcNR6jumc1msrKyadG1YInrKF9VIRlEyNrImF1MeGA3Pntijd3x5vNkPPUunlU9xB0h5DYNirnJ1LZXISAgIqJUyJErZcSOUF3MKDSz8yguNUDkkNOORi8H0Y+o6KZswhyWfOJGrRuAIW0Izl0BYhEX4+fbyFUpqW5qpLm571y1B/aik8fJztuP1ToWo76CyI/tvDt2GGmxMAq1mugRHGqASCxGa1sbn7e1IZfLyZ+dzx1776bIUoTNYmNHyw6uMlzL1EVXserlZwn5fKi0WobOPouAO0R04wYMRgMLk43c09zDOneAdW45lYYJPFw2ky+61vKFfDADSsdwwpXFxBtryMvMRa/VEdHrifv66vGCToc9rEfvqcLx/DNoiouJOXpQ5uQgRqPEfT5Srr6acF0dyox0xFgMu6+OH0fVESREia2UcDRMw/R6SlVFFOxLQrkvBDYVVf6a3vdxRyNYxCjI4qhyjAzTD+XGyut57cAbyAQZF5cspPDjXTg7NpJ08S0EdnkRwjLiY0w8VH1/wv0zqSxYlEpSg2sxW0ZQX/8cXaZL+/19m0MRmj2NNDbcSlbmOZSU/PFvBkNBEBhp1jPUmE80FkesdeH8bCcudxhlrhHrqcWoMqQMX61OYdDAR9m561KiUTcgo7DgOvT6sr96/n8EPl9NbxA/jO7uHwgGW9Hri3/Vuf/b8d8ZyA8jpRjUZ8O2t2DFvaA2QubwviB+GGIcvN3SeP6310r1cYB9X0uZ/dRbpXq7q1nimXfuBrla0mQZcYGUrZ5s2AAApOtJREFU9Yui9O+J11Hh6eZ943DaM22YjNnkBjzIW7eSVzSP7MwMmlulZbVSqWT6wGTUy65DfsZiwjE/e1s2k2RLYczoYWz/spuq9d0cf91Mki07aWypJd2WRW5KGU37u7HEjOTUaoketkKLi4RXtxC/wIT69NOIPvd870eMud0E4x3ETqnHoBhAl28ZLW1vc6pxKMeNv5m1bdUUJOeQNyeJzYvr++6NTMSaoaW7KbGhKFcICDKB4rE+NKZivIFdmNKGAn5C/iihI1gkGmMSrp21lKekJARygJKifJJSz6Kraynd9uWkTj0ZrRDgXbuCO089mwMfvtm7b0bpQHoCfYE9FoshNAlcVHIe79R8SJ1Yx7y8eYxOqiTYZmLonJuRyfzE41p2rAoyaFwu+ZMmE3U4mEUQQ4GNt7q8ZIsxfhe0Y7roWpKff5H9PQ72E+MrTCTnj2KUQcMVrQdJv+VGAo8/RczpRGY2k7LoUrzrlhI78RwyHxmDf48LhVWJOleg48FbMR0/k+7nn0eZno5nhQPt+GEEVD5KjCnINMW8vu9j1rf3TVVeXnQpp7rH0T4uwvd7JYaMgECqSonZPAu5KxnZAIHqpasI/LSSmyaeAUDX2+tJOmkBoa++IdzsQVApICbSbe/AGXH2nl9A4OIhV1KZmo05MoNozI9K9Qk2mQdILIFkq5VoI/X4gJbW98nMXIDJVMHfg0ImIHYG6Xh7b28fJ9Lowf7xQVJ/X4Hs0DCTUmkmO+t8EEAQ5HR1/UBS0gTM5iF/9z3+GuTy/mUcudyA7BgORP/X8N8dyAGMKTBoniR8lTNGCrrGDPAcxQFVqKXt3qP4J+07EaMhhILJkpnzygek7TI5nPi4lOEHnLD4ir5SRt4E0qx5pHXsl9gzeyV1AsuGF1kw6xk6Rs0k4mzFJtixrb4ez5x72LRtN7t2SbVSh8NBU0sDp19yMt7WCF1xFUJzJoWaDFwHw+zb7iBrSgST0kj0qAAb90ZQiMVstzkou/wyol8tRma1IJx7Hk1yL0lqJ1trpQBgMg1DqdCSHtnF+LzL6Y7LMFq7Gf/7QYSqXJiS1Gjy9pGcZ2LVG7JeffS8Cityi4oZl6fQ5b4WsSlASspxKE01ZA9MpXmfG7VeASJoDEoc7TEUESNpzdsYP3gwGw8cQCaTMaGyEn2GkaoDDyKKUtmi3v8Us7NjLOZ43s8ayFnX3I4l6MVqMiOPGfjyxy8TPm+4y8fpVSLT0y5AWVKEBSveqjZS9q7GYkmnOZrBji2SlklzlYvCSVPRuGIY2oJM37ecsXsOIvR0E9myhbjVSoun70EhAt2RKLsDYVLzC1DHI+guv5yYw4EYDNDzyqvIdDpMY8/A9ZM0GhGph+A+OdZzL0WuN5H17OcISohrnbSE36fN9S64IJZxfUIQB3il7nWmzZvGs3ueJypGMavN3DT0YrIVYEo9j2bxKRTtJmKxQnwOO1XfLEel1RIK+Fm7+RdOvO0eOp/d1cukMTcKPD3jQXYmN9ARdTI+YwTDbJXIYyIoByNTKikru4eqhrd4tOAO7moIE4iLmBVyHszxEqztm7yNxfpzvf8aoj2BBENngGibj4jDj1onaYj39Kyhu2cFfn8N8bj0t29ueReTqQJB+NdMHAyGAVit43A4+spOxUW3oNXm/Evn+y3hvz+Qg5SZz7xPcg5qWCtRFJfeJmXiAEXTpSbosb5AMrmkOZ5UALv66p3EY/DjvTDzHvjxvkQ53Ia10lCRJRdWJU62mZZejeG015D9dAkA0QGzaFcb2b07cVgjHA7j9B4grH2cHMP9JE3MZ81bjdhyjYyck09IG6JmzxZy0rKJdSQOoHT79XRGIuyORBh06aX4I2H27dnN3MLBxOJBVKpU8vIuxd6zhnC4m2TjYAbq/XS0Rvl22ddMOm0BZWYVap2dna3XoVSYmHzxDYQ9qchVESzpTlpNhfTU300wVA/IUKnSOFhzHSNOeh/bLCNbHZuRyWQMtoxg/xvthLxRTj9/OhU/LqU0JwelLR1TSg6uyM7eIH4Yvva3OCt9OivdAu1Jbr5q+BSdU8cJlnmcMPNUNu9YS0dHB2XFxYxQKPE//wK2ObNRBrUEvQeJvfoqh83OMidMITDsQg7u9mPLMRKK6IhuaUFdpkApyokuWwqCgHD2PDorsxmp7+QELHxn71tRnKqIE177I+0TBhFLDpK0tw7xKyljtpx9If51iQ9/MRhDVTCMuC+GGI6DKCPusqDKzoFDK//Q0a5SSLZykYiXu8VrcZT6MVn06DdtwfnaW4TvOp+o3oMtcjJZgwZSmj+GWNtBYtU1xNJTUQ0aiEytliz4DtuOREXMS8KUzh/HXSEn4+JpBFf/TM8bbyKTy0n63UVQPoge83zaOr7gyexK0k2DwbeZYN1DRGNSkqBWZ6LV5fe73iMRioSJhpuIx4Motf1r3YJWQVBsRo2ZKl+Qb6OT2K0ex7QUP/n+Lwl2foDfX48oRhGEf40/LpVsHsPt3kko3IFeX4LJ+K9n+L8l/DYCOUj0wfadsPZJiX0y7TaIhiXNcms+fHEplM6G4ulQfYTQ0uhLEbRWaaz/aPh7QKEBXz8WOWF9Ksqwr48cN2gepA4CMYaos0kMmXiUYMFwgpFmlEol4aOaaXI5hLztNDXcDtzO+LMHU73OwbLX9pA+yMrAuaNRl8sIfFLf2ywLjUvjWa+X6SPHoVz2LRv370MQBEYNH4pB7UcmU5OTfT7V1Y/2BlCPZzeZBWYiGXPJzctl9acfkXL8KeTozGiDefj91bTab5MuKgJG4Vb2eEoYpkpBmzQFs2UCEd00tCXTqXY4uH771UTiEv1KJVPx4Lwn4YCVcMyE3DAdo0xGeF8MV1cPst8fw9tRbmCeTs5AGrl53c29239qWckL419kwaiJRNu7kMXkyEqy6PzwI7xeH2ntrXTfmtggDa39ibzjTseVb0GtV6ATXUSUG3C88j2qwkLS77+fDlWAu2JfsNf9LayF8ZmTuDxnES+1iZxiUDFH0c6tySs5uEniro+fOoZryq9CeOBZiMWPObYuRsF9BN1TW5FCcu7xNCCVu2zyEGa1GVeoTx1zdOpoUlRylI0bSP6pAe+PSwl4JZqhrCpIbs6NBH/y4KEJBDCOL6Lr+2eJdnahO/88hMphmGbk4vruCEaIScU2Lfj8MWx7dtF89VW9L/nWrUN4+l5ub7v30JYPOK3kNP5QcS7NnnE4HL9gsYymsOBaNOpjuwQ1BELscnSQ6f0cZ8uLiGKEvPQrsY6aTWDTobF7ATTHK9nXcgtF1lc5Z0cPTSHp+/GNXcGVGWcyXbeFrMyzkMl+3RCQRpOBRvPXzTD+mxCLxRg5ciRZWVl88803v+pcv41A7m6HlfdLpRUE6KlOtHebdruUUR/4XhoUGjxfqoebMqWSzPoXYPqdUnZ+ZCaVOlAS6iqaDtU/9G2XyZGZshEcNXjH3khH8lhCoRAp0VZSNz+K/OAyIjMfRLn8NmTRCB7PYiZMuJKVK7f3nTo1GYVSYr6Ewh0YDT4czh6a90s//PY9DrIqYPH6pZx8wkm45Rb8SoF3In6+d3n5zivw/EmnUhL0Egj46WltxicbRYrgIhL/pV8W3NPyGvqSoUw8aSqOt77g82Vfkpebx4lzr2f3nmt79zebRxBWZPGLPcKE7Cug6326ur4lbnIjGuextPO73iAOEI6H2SiuYsGks5B/7yTSGiRyxDCc2l+EWp1BKNRX6kpKv4GGTVv4SJ2oXCgi8nPnSnLebMS3RuL86eecyAdnnscbIQU/JSX10QOPgMkISVl6slLVBD5/HfdXkrFyuL4e/4b1hF64l8mq49C3mxmdMRq5ICdfaGFeVxDz12v5fI6Bg56+5uMvnRuYPmAcY6dMIS560U0241vW96CX6Q+ZXxyBwK5uLBVFgIBOV0qKbAx/GTWOd2o/YI9jL8fZpnK6/ARU63T4tm7Ev/rnhOM1JaPwLO0zVUYE3+YQljMvovuZR3G++x7W005DN7II0SjHc8CJ16pmV5aae7u7GWrQInvl0373Rr5kDSVTSmj1tXJV7u9Idqpp2lZPVuHNlJVqUShMyOXHNoPwRGPcdrCZi81VOJr7lEIb2p/DNLoCRQHIglpiehfVgccwqgeBR0aqQt4byAFe7Yhz6sBHSDb/c1Zvv3U89dRTDBw4sNdl7NfgtxHIew5C0wap/j3sPNh4xLi23gZJRTDveamBGQ2As1FiuoQ8EA5Io/oHlkjlmTV/kTLx1MEw/DxYfidMulGqsR9cApY8GHsFCkGGOxjny7ZMatdLY9MKhYLzZzxO3rKLEJo30jTnHRRqC2k6G3bn18ybdxLd3Qr0+ihGYxOdXVIGKJcbCAYVCEcwkuUKGYGgn1AoREvISXdhGutcPrI0Gm5JMvBMYyeNMRFxxRLWTTuVb5M0POLTUf+dm8q5/alkMrkGVc/7dHsOcN7Ce/i+SUNIqeRjN5w26EkC/gMIyIkqbLzvyqTcoMXrP0C4ZwUW62jkshA6sYpCbRqPp16OLBJnl7abN9u+xB600+mvI2l4AUKHH0EpQ1OiQlCBy6HAlP8ndOFW7KFqgqo8WtujdO7YjXJM/2EOpUxFzO9HZjAgT07Gt2wJs8eN5+XUIt7VJ3HmkCGEduzou09JSQgFeQxWmFEdbKD9my8Tzhf3+UludJJaaiFNl8Zz258DYFLGBP6gn0I86GVDsD9ve2vwAEPuuBiFohN3aB36Kwcg7EgBeQR1sRXX2/018IUoDKn8js6mDr699wmikTDjBw/i7LF/oNBdTGydk6AQxHTm/MRALpcj6M30ym4eghiKIdMfMkYWRWJeLxqdEuPQdJpyNFxa3UZNlxQESnQa5Pr+rBNRpyYcD3Nr3pU0v/YNHT4fe5E0Wk6//X7Si1L7HROPx/A5HHQiY6vbz1XaGo6uoPvjtdS6nkQUw6hiyQw0P0l0tZpwZzXPDbSysSKVP3RJK9mYKKIzlKFWH/uB8Z+MgxvaWfdVDV57CEOSmnHziigd8+tolADNzc18++233H777Tz++OO/+nz//YE8FoWu/VLAdtRJGuRTb4XmTZAyAHRJ8P1NEu1w18ew8yOpdp43HgafAtGgZBuXP1HSLD/xL9K0p20QfHWlpOuy9ik46WkomiGJdG17D1KKaS24iNqGvpHpaDTKsh0tnF96MprqZThzLqVutQKBSorH5yLK6hhYXoE3uJ+WuqcAEUFQkJZ6E6tXdzEwtRSQfpiDp6VS79jF4AXn0mAwcceBPjaIVSHnhrw0ytrq2L5mBVMGVjAtv4Ro1R7s5iZEYQAKhYVo1Nl7TEbG6TQ0vEQs5qWt7XUGq6/EHQgwUJWN12+lU1dIjd/PV50aRllNpMqDBBruJRiox+evJiV5JmLtIGZ+V0VgqbQ6ySnIp/Smy4nojWx64FkOpKYyc8FlGOob6Xn+SeLBIJabr6Et1YLZPBB7NMSGjmqGeEpp37+fk2adxfrOPg60QqZgMGNonz8XT6mKpcEgEyJ+SttbSVUpeNoR5OLrrkP12Wf4161DVVmJ7IKLmf5pDTlmLa9Py0Cm0SRQCAHUHU5GbayjdXof62FN21qGVgxl1mXXMCW0nH32RIPmoUkVCIE97Gu+79AWgQGD70d3cBixlihys5rokfZxOgVdIZGO9RH2/Pge0Yi0wmnbs5e2PXtJveIWTKVaItUB5IX52F55luCW3UQsSQTLyvDbkkDemdBElFvURFolmWVVcTFys9RIFASBwSlW3tdpOegPopHJGaDXoDnrLLxLlvTpwCsUeKYNJ+baDXs6CB1xX0I+H7tWLENntmBK6dNHcXa0s/X7r9iz6gdMtlSenH8eMnVRv5+dx3OQYUPfor7+OdLVCwh9ICJooihsWsQ9PYzzR5g91MASt5dLs23kaP77mCUHN7Sz8r39RA9Rcb32ECvfkwxTfm0wv/baa3n00UfxeDx/f+d/AP/9gTwehX3fSqWRr6+RGCQHl8CoSyTu9/rnYMpN4KyXOOGH0fCLpMVS+5P0AGjbDnkTYeRF0LIdcsfDyU9L51doJRbM7k+lpum4K2DDS3gs/fXBunochPKKkRfJiIWTaNotZXuNuzUo1eUYMzQ0zjuOGWVDMITaCfs0tLUrmDizhJYWKJitJjXHQDTYjMo6nBVxBcMjnbyR10FckLMhmMrL7TH0iATXrWTc9DlkK1V8+c1X2A+ZDXz0cTvz5z+GGNtDNNqJJWkgHR1fEItJ9VinYy0D7KNpGDANPqtBWaJgz8AGbNbh/C5bg44gqrbHCAbqez9Xj30VFeFZeIuKUVw/GGVnF8HPvqB8ZSPb00yIYhxXRzvfv/s0s/MGIMu0obtuNo2yz5F7osQ1s7D51zBT5cM6aCb1chldn//MQ/NvZ2NkH8q4mtHqibR+JVDtbKPQVsSnYpT34kquGzgEgyvASJ0Wh8lKx1ljCZxWSVb6QOrW93DVECtpJg3+bRuxLjyfnhde7L1uVX4+MaeTwOJvmTZwEe+ptASiUgBe0bqKn7KncWrqDIZ2bmJ7t5TpH2+bRPmSKlQHGyi++Eqq/c8BIlWND1KR9Cjh9cnoR2cQPGAnVO9GlW0gVG5j2UfVlE824mjtz8t3BarxVKwi77jLafa+T3fmpbzTaKG1x88JUSsDZW5GLijEu7iRuC+CzKpGmGQgtE7EOGMG2hEjkJsStdLzdBrydH1Z7q6SAdifexHbL2tArqBz3ASac4yc4VtAeH/N0ZeEq7Odpj07GTxlOgChkJPqLT+zfem3iPE43Y0N2J95mNG33o3GMpWgcxUACoWFvNwLMZkqMJkqCO5zE5saIuYOE3ME0UzJIdrl5zy9gWty4ySH11JfU4vFMgqLZThKpbX/7/g/EOu+qukN4ocRDcdZ91XNrwrk33zzDampqYwYMYJVq1b9yquU8N8fyJUaqDxDUjicdruUQScXw94v+2zcNFZJIfFo1P8MGUOkQA7Q8DPkT4AhZ8FPj0HTIZpT7njIHAIde6SmZvcBGHs5Nmew3ykHF2ej82+gPmc+UR8JAziRUAxnsw91JIMTD6qxKgp5uiCVoDHK9Lou5AIYkuW43D6WFmfyTU+Ay9PcxOtvIBSQMrNZhiFkZN+B0+tlRtFg/A8/guu6a3uDOEhax7UHXAwoPJ6kZAO7D05FMpOTYNBX0uBUkR4WiblCqPbHKSiA5A3LMa3egSYzHWHcEKoVa4lGpYzBZBxFuxdWbvmZSDCAMdnG9NtvJfL2e6im9Ini+xx2wiOSMFw9h33+PhEyj2c3RUU3UVv7JD7394y/7nJ2vv0pWV64KGcWIb9A1XoBv1NaxIf2OCkbqWGnN8ALnS4eLMxgYmsbKl8Av24Q8ogXy+52JhaqENVOQtEuYsVy1LIJJA9IJvZLNXKzCeIiPa9L+jC6zfvJm53HfruUVZWkjGJpIMZVjggPDryHawJ1xPYewPL1NuIrPyEAGHLS0c0oxB+sJRbzEYx0oxyWguubOtRFFlKuHMTuLQ42fnAQMS7S1Rgje+BQmvdtT/heaK3Q7vkZT2An5tyPuez1PfjDUr1/T6ubyydZseUtxjb/TOwHXPT0HGD7C98za8FC1OvWY87OQpl27IbkYXTE4pyHkexp84gDraEINMRZNXIBwil7MVQUEmrtpmHNOmKRCJmlA9m25BsKRg3G7lhBc9NbyFOsnHjzWax540dcHR3EYzEUPT0cKLyNUZm/wyQPY9UXo9PlHPquaVHoQ7g21BM/5BEaPOhAPzaDcekx9lTdSJVnDwCNTa9QWHA9+fmXIQj/ufK1h+G1h/6p7f8o1q5dy+LFi/nuu+8IBoO43W7OO+883n333b9/8F/Bf38gB4mN0rRBKpHIZJKf59BzQakDjQmseX3OQEcicwR07U3cJgiS8cQRokU0/iLRDWfeK9Xfd34E2aPIGH8Dc2fNYPmqNYRCIUpKihk9ZjT1gRHYXV6CinbK5irQiBZ2fd9DJBQjZ7CVkEbksmQ9A4QYrq0bWJI/GJBW1a5oDBmwLR7jtiw/2sAmoqkzUciNtLR+SNC7gyFJO3DLJhBet46Y3Y5wBDUyIy2VipxMdiz+lAPeNykbP5XSqQ/R0CnJZKqUyWhjJ7Lyqy859dx01IOcyDRahtVE6brzL8T0eqIDBxJfvYHCWy/hYPQJACzKc1j83guIhyidnp4uVv60lDnnnUPbuj7NGIVKjc5gxK7+BcIgk2kRBIFYzI/d/jNm0xAC7o14Uscx6ZYz6W64H3urtGrJHnMyevMZ7FsTRJmupeMQyyccFylvrMN3yUX4RBH9pElsufhyUksKEV9/Ge/ipaBQYDz3ZOyz2wnm9mCuNWN/6Z0E5bp4eQltvt0A5BjzSU6eRmOz9B6vdYT4yuXDu2QjgXWbe48J/rgB6+zR+KlFo8nCkZ4FPUGsuQZk2TpUNjOdbU2IhzRImg94GHvyfMJBL5111Sg1WsYumIMnLplBR6NuarvE3iB+GG+udzM1N49G34O01Q+iesMWAHyxCHn33oOmpORY3/wEFOjU6OQymo9oNFYaNAQCtTxU8xhqmYnpIxaSUnESqQoI1O0gp7yS7p4lVFXd13uMR9jKmDPvYNnTEh032WBgYV4R0L/EAhDzRnuD+GH4NncQGxfFcyiIH0Z9w3OkpZ2I7u/QHX8NwhEHfl8N8XgIna7wX2a5GJLUxwzahqRfVyZ66KGHeOghKclZtWoVf/7zn39VEIffSiDvqYZPLpQCOMDx90kZet54yVFIqZMYKbnjpaAM0nDQoJPg0z69DQaeJGXptoFgzpXYKrUroW0HGGyw7A4IH6ozetpQ2Q8wUp9K8byxhJQWtATxusO43bD0x6XED9UqtVotk0+YS/NWH8kD4/z48dvo1Wr2+3yYTCbyB/SZ1WaoFDyV20M+u2g48DzhsNQwEgQ5g0v+grd1J8FoPSWWwfhPScU042qI6rDZbHR1dVFRVMC6157rPd++NT+iUJ1I6cT30ejseO0yGve3c9I5F+O56UZcPj8pf7wB17sfE73wIjZPO56vFToq42FONSlJDbRjMg6le3+wN4gfhquzg3BBPvbPDpUSBIEpCy8h9u0yVGUpFBbeIGX0Yhyl0ozXV4vfX4VSP4iNndtJ0nUSPKLRaHctJnPQJBp32igtjzI3EuW1Djgr2Yj2oceIiiIykwml283kA7sxRwP0fLVEOjgSwfPmZ1iKr0A5tpzo0E4UGWlE6qSmpHrwIMzjJvGQIxVPZiZrYqk81iIF03NtAmfpNlEt+xDVIisZF9+E90/vEG1pRTmoCI/YiFaTT5LqUnZ/sYYBC85m3WgFn21tJ/szJ6dNzqaj2o3fHQERNn3rZsZVVyP42wgKm7H7Xicc6GPtyMX+dEaNUgZiEI9vK1mDZvUGcmtOHtpBgwCIB4PE3G7kFgsyVX8aX5FOw/sVhdxc1cRBX4gJFj33Fuj4w/KFGJRmKpUXc/endjjEwr9weCGXz0inqjpRllUUY8h0HSjUapIys0ktOHYA78WxFFxFkXi8fxCMx8OI4jGURv+HEAy2sn//n+ixrwIkjvyQylcwGgf80+caN68ooUYOoFDJGDfv79yP/wX89wfyWFQyUT4cxDOGgC5FMpAQgWHnSswUQQHmLKkRKsYljrlMBdPvhqb1kuStpx3sDZA7FlbcJw0KDTwZKs4AhL4gbsyAUZcgrHoIokEscqXEbNElo6nfyHLfhN4gDhAIBPBpHFSeV8j3n31ENBolekjYXy6XcZIuzHsKOY5ojDuzPMRrryWcfXZvEAfpx9XU8g5pn2ZgHjuausxHcAe2gwDZeZczzDgWj8eHeAzz4Kr1P2FOn0hqcoz1VQdpbm8nnleK8OGnRCMh0gxeZGs38fH0E3jFGwX8/AJ8GRJ5TncKvo4gtoz+WYjObMGXmsGY2x7A5O1Ga/DxqbqIpLMWMj/Lw+59V/RqY8hkKgYPepL9B9cRMJ2MLlhP2Lcr4XyCoERpaGfseX6aWy5lfsYl5BecxoQDB4lu24r1vHMRVGqC+/Zh8XlRVw7AsvB8PF9/02tGHNlQhWHaWDoMe1HdNwWrPQOlJoNPYtt5ceelTEgZxdnKK9nuUhATY6QoFSzQrMNdLw12+QCnsIWBN9+A+87X0Sw4E9HViK/JwcaVH6LSaPHVidz1Xd9K7us9nbxz0VDc27uICyJ5FWYsPS0oohHsmTLCjiOol4ZJZMqUpBnVdBwxZXr1FCNh94eoVWl42nwoVGrGnnAmOqWFSJefmNOD75cV9Lz8HPqxY0letAi/QUvQ48GYYsOYnALAWKuBL4eW4I7GSFYpqLbvpNPfyclli3hmcaJg2ptbuzhlZD4KhTGBHgqgM9o44cobSC0sSmiGHgvKDD0yQyIl0zAxC5VJQKEwE432cenTUuei0WT/zfMBRDr9hBvdxIMxSR8924Ag//sToU7n5t4gDhAKtdLU9DoDBjzwT0veHq6D/ztYK4cxdepUpk6d+qvP898fyOMRiRMOUlmk/HT48vK+15vWwXmfw5bXpcz9SGgtYEiHMZdDy2Yp2A86Bd5f0DcVuvtTqVxTfgZkj5TKN0POlrTPo4eW7YY0ic2SMwaxaQe+QP9x50DQx/nNDt4/cQYbf9lAQ2sXBbnZTC2Qk/7udBYf/xc2mUYwkP10yuREo95+5wjHe0CTS9ft95P53B9wC9sBaGl7GZOxhN27q5kxYnC/40y2dNILtHy6bBkej4eycRN4UWXh52YXd+eIGJpvxnLVY7xp71vuWxRyrshL59keFwcJcalGzfBTFrD1S2m5LVcoOO6Si6kSW+i2pFGhW42v52u6lS/xhahmWM83CQJH8XiYzq7ltFsv4pGNz1NqKWJG/hjsXd8AAgXai9HU65DtDSIWy/EZK3C3vUVFYTmCowH9pEmE6+vx/bwWw8J5+EZ4qJc9he6EPNLn3UHsx2rixSoiRQoCwQZSrAtwNAsos4x49nUzOWkaqkIrT9Q8w9ruTbw2/m2aI2HS0uREOt7qvU5BUGE0DiZq1aP/8yN88tqzCUqLmVPm8OjaRLpiMBJn34EGZuU30Kz+hozIVQS37yDQ0Y7c18Og8+8lqHGhCqehbMwmvL6ZV6cXs5YgDXYX4/KCJItvEPI6GJT3JBFvOiULJqMTdSi6u+n+/BMQBHQjJ2G76W7ab72awMGDNM2extbVP6K3WJlz1Q3kDK5AJpOTpFKQpJJ+2kalEYWggLgmwT3oMJxdIQYX3sDOXYt6tymVSdjSJ2Io/seEqJTJWlIuLse/tZNwswf98DTUZVYUejXDhr1NY8OruD27SEubS2bG6X+Vt34YkU4/Xa/sJO459GAQIOWicjSlf79J6vXu7/8ZXZuIxfzIZOZ/6PMcidIx6f+jgfvfhf/+QK7UwuhL4KurpJJI88b++7Tt7Au6RyIWha1vQGq55PUZdEtN0aNKCOz5EoyZUt29bacU2A9n55VnSp2s3Z9CzY+oR13MmPQBfL08cRo0P1vGXFmUPSozs0cWoYhmoNn/GV7fFBoqn8Vi9zNd1Yk94iYScaDtzVpk6HWFRKIu0hUzCKz4VtraFoJMaQ9RjGHISGLq1DKU8gPY8nPpqpckRGVyBeOPPxG5rwePx4MgCPiz8vj5kBN9jqyTYLCBYKYDwd6XeV2cncIjdW34YtK9uKsjwjUV45mRlUs86CM1W4EnvJy8tkLyYg1Ys6bhNLiZr9Oxyx+GaFe/2x0KddAWyyEcD7Pbvg/TiCsIevdjE8YTf/BnXAdre/fN/tM1CGnzCD/zI7LUFAxnnknbH/+IsiAP/0wFzR5Jj9zDLrrlq6g4/Wl2HFiE2CL9+NWqdAYkPUvg7QYUgAmYlTucqcOfJbBnC9a9B0n7cQ1xvYzWk/SEgBTNVFLbRxB+bzOy7P1ojs8ntaCY5r19K4f0ohJk9v4BUa5SEut2kJc0n8777yZcV48iM5OkhQvpueJ50u64F88aFeFDg1cWv49Q9Q9MLs0hQxlBJoxDK59LrLUQYZV075RzgjRf8fveISjnJ++T+djzaEeNIbBpA6nz5wHgczpY/vIzzLz0avIqhiZcV54pj2uGX0Ojs45Mczmtrr7fgVmrJEuhIClpEsOHfYDdsRaVMhmrdRwGwz+nJqjKMKA60YAoigluOQq5CY02D5E4XV0/oNVko1QmoVD0F8A6jHC9qy+IA4jgWt6AKs+ITP23Q5bJ1H9kPyVlBgqF8Rh7/3bw3x/IQWp2znkEdn8hiVwdje4qSX/8sCCW1iqVX2QyaNwg/Zc5HJILIW1Q/+NNWdKYfsMvcNprEjNGbZLG/w1p8MvT0n6+blh6OyXnLWH69OFs3VqHSqVg7NgCvO5nGZe+CJOgR+lpxBhzUWv7Pcs+DxGLxkHQMe4kI+mVo7EHcmjvWExp8VN42lJp3iNgtGpQWoJEgoem90x9y0SNJovvfFZOstbQWP8Mw868gKhrJLEImGxGVJ8sQz10FHK5HLlcTucRNdqwYEADBDv+wsXpf+aFNukHJEJvED+Mp7u8lGl01G3awjnZ4/E1DmXl558SDvhR6/RMWXQ1BXIfd6lM6Kxz8XR/m3C8VjML6644d5fdTVgMo64Ok7N2JLoBA+g4+GHCvq5n3sJ00kl4vpbMOzyGT0i66CIiah8HfG8k7BuLefGE9yGKfT/+ULgdX2wbCmUZ4iHWkNgYwJIUJvTYK7gA46xZ0O0nWz6fWuWrpFaX43ywb4LR+/V3THjkYepKynB1dZJbMYSwVcOFIw3cv7xPa9uoVjAw4kCbW0b3NXcT7ZQe4tHWVrqefpqk884l0t2Ebvx4/Bs6ERQywtlKHJscbNhwZLmjgfnzctEcryOcLCK++UHiJGs0infVUowzZhHYsomYvO/v6OrsoGX/HkypacRCIVydHWhNZpJzcllQtoCD9oNMSTPx+NIWdjS7GZhm4M7RBeQk65DL1Vito7FaR0v3KRolVFeHGI2hzM5Crv3HjROODOKiGKO5+R2amvtcpfbtvxWtNgerdexfPUc80L+GHvceshL8O31Gi2UE2dkX0tz8NhDHYh5FVuY5/7JQ138LfhuBXG+DMZdJo/fdVVJ2fNiKSSaH9MHSdOdxf5Kkbr3tkraKTCk1RBt+gdat0oSnUgvpQ6D90PSgIINRF0t+nmnlUvll6Q2ETnwCdc0Pkh76UdDVLEFp3siUKUOJi36crueIx0NkyIPk/3QrhprliKYs4uXDpSAOIMK6r9sYn5RBRuojRMN1OOpLWPP+YcciD3t0CmZccSvi2u/w50TBIWAwj8Zpu4Z3mmBOugsQ6XS+KR2igHAwjxz5cMJbtzJ67FjWbd9OySHRJYNchiWaQ4rtfDq73mGG4WMK807mB6+RTNUxTIblMsRImLKcHHw3P4ja7eakyxexdNUSvE47u777ikEnLaB4sxIhyUbSiMdo6H4JUYySm/x7DIrRxH2r2bVkF0X5hah0Dnre+hz1Ff2XrjGPB5muL4DEvV5EuQCxODKZ+piNtKMRltlRquW9gVy6z32BxrN0KRkPP0S8KURFySN0v3ZvwvFxn59oVRXbN/yEzmTC1dHG4IvOxlBXw4OzC1nTGCDNoGRukYmCgzsQfMbeIN77dn4/yOSEUwM0WW8k67yFGCyD0KriTJ8xlC2b63A6pRqyTCbjYLyae5vupTxQzsMhS7/PJIYChJvq0Z42n237+oTYDNZkwoEgPQ0NbP72c3qaGgn6vIw+5QzGnLKAgZZM6p0vctt4N3FVJUZlN3mmLNS2xEw16nDgeOcdul95FSIRjHPmkHr9dahyjq0wGI+LHOjwUN3pxaRRMCDDRJpJKp2Ew3baO77qd4zHs/dvBnJVnklqoB6x8DFMyEL+D5g1q1QpFBfdTGbmAsR4GK02D6XS9HeP+2/HbyOQH4YhVcq2T35OYqeIcWnoZ+PLUHmWJGr1/Y2JUrZTb5XKKQGHVGMP+yTWi7MBnE0ST33Lm9L2IWdLNMeJN/C9ZTSGijKmuW9H3p3oFhSS29CoB9Jj71NTlMlUZIcFDLWSvojgbiFLtpXM0om0HnRKO4mgkquRiRrMxjGseyfRwTvkj+LIH85X5WV0yGWcUnY833sVvFzjI04UnX4YRyNdMZPAj99gueIK0lNTmT59OvJ4mJtzUrD5BGpeqCEw4Hjyh49BiPZQoPAzWv0dLr+NCt14dvn7guDVqSbkuw8yyOMlVC31G2IPP8rYG67hh28/o7u+Dp/HjczWg8qSis4zmqLGPAS5APtlRGIuTpk4nviQYgIh6Pa4EG67GZnJiqBWIx5hMmGcNQvf2kTH+LBBTXDASHJVamq7+zJntTINrSq332c3GUYTOaIBJzMpibYfQYdTKokaTXTfdBPmE06Q/v5HQRAEDCnJWAeXIPNHSNvZSMqIIXjcAUbF/ajravGd9xTtkQhZzzyLoFIhHimOJgioS4rosa0mHOhCmaSn1f4ebW2fIJOpmXn8JezckcPBg83MHDYMd9CFiMienj1ET7oTVqxMuB7T3JMQlAKeaJC2V54FQKFWM2LuqcTS8lncEmZr1imMHi6nyFPLxi/fo2jkGGTGKppbDvcCvsAP6NXXY1RcmXB+/5YtdD//Qu+/Pd9/j7q4CNuVifsdxrraHi58YyORQxOpYwuTeOLMoWSYtcjlOvT6QpzOnoRj1H9FoOswVNlGki8cjHtZPXFvFMOETLSVKX/zmCMhl6sxGn6dicV/G35bgRykckf6YKncEbBL7JXUwZAzWnILOlqPfMtb0pCPvQ4QIPkQX1djAUMQGtZBchGMu1Iqx7hbIejGGYlyRVOMJcOvprLxl74VgCGNlkglGsUkTGla/D3fotUWYLX8nh+22Blx/FvkbfgTMmc9grMWa9rx5Jcns35xLbYcLUbbTuoa7ybJdDbx2IR+H68DOS/744xWatgTMfFiq6STfaZOTvTd9ZTO/zNNnS8Si7rIUM9FudRBOCeH5vJKFn/5Gdk5WYwZU8bEmp2odVP42R+lbmuUuq1qIBNjkpyhC8Bj/zN3Z99EjW0EbVE9FepkNDvcpGtK4Of3EVQqNDNngM2GSi1lztkVQ5DFYrheeIlIaxsZDz1JvM2COtOBa/m7iOEQluQLsOtlfP3mS8Rj0hK6eMhIJv9ZEoaK1jcgP3E6sdnTiNxwT+/nFtRq9qVFebHleR7PvZzyoifoca5GI6RjoYLImkbyKy6nufsDFAojNtPVCD0p6MYKhGt8KHP0yDXttN8uqROa5p6IqrCQwKpVJC1cCPE41nPOpuvxJ3rfU6bXIysvo6Gkmbd7FlOSUUx2zghSHnkK2/DhdP3lMY4sAtjfeZvUm2+h4/4+TnbyFZdjmDKVYvUkCuMxWls+oLVVKiPFYn7a259m8tgnGBnXwCuvYvj9aQDExTh3Bz/h0af/TPC9TxBkcpIuuAD92NHINBrUwQCnWpNoqzmIGIvR5fTycoOHbU2SxMPPtTC5MIdzTjwVuc5FNO4nNfVEOju/43Cq29n5Pbk5v0Mu71v5+Ddt6vedc3/7HUkLFyI3JmbvLn+Y+77Z2xvEAdbX2tnV7CLDrEWh0FNYeCPbty/sXUGZTEMwmYf2e48jIShkaMuSUOUaIQZyw7/PYPm3gt9eIAepBHLys3DwOzDnQCQkZdLqYyyxIgHJJq5IkAJ1wCk1QJFB1RKJlqjQwrc3wIlPIOaOxeuKkh3QIhc8XORO5y+nfkGhaz9GtYEeRy4HOqzUZhpZFT6f+7NOY8+W3SzZv5l4PM7eAzJ+d9ytZP9wGR7rJPZ82orRqqFiSjYF473sP3ATEMfp/YLBU6exaXFfdqdQyshNV/GUL4a8u5FkWxnPFFiw1DWT+enXhL9eTFB3LcunP8VMVRxF3EX47FaCC2eg1Bo57czT2BnawoXbriMmxng8vX8/IBaLk2qci9OzmGDzo5RbxjOGa/nhiTYQYR8wae756BbM5qfPP8VzcBsDU0xMPPsCFMmpWGrqCLdIKwnHB69jPf9S2m68tvf8rnU/8XPU3RvEAer37UJ2SiXLFqjJUU5kpXstbds/45WnHsL20PtEbFa654xkhWYfg3WDqTaIjHYNIfrBekJV6+nY9wbE4yjz8xj8zJvs2x7CVS8ge/dmNKNGoJl/AZE1LuT5OnTjJhAL+ECpovtpKav3AtqhQ0m94w7Sk5LwLP8BZV4WiunltFu3MTyawzdtHtZ1rGenfRdvXnI/2s39R97jHg/BiSMxv/MStHehy8jGOLAcuV6P6HQS6Wii3dG/1OD1bEb2xjqizc2k2HQ8Ofh+ZHEtyUYbOksRqdOORwAEZV9AU2m0FA4fhTUzm4DbRYNoYdsbWxLOu7rWxaLzB7P7wHlAHItlDOXlz+DzHgBBhkaT1c9dR32MwSPt0KHINP2ZJr5wjLpuX7/tDn/fd9ZqGcmokV/g81Ujl+sxGAb8w96dR/qA/taQn5+P0WhELpejUCjYvHnz3z/ob+C3GchBMpv4cZPEFxdFyaNzyq2SvviRDJYxiyQKYjwqNT8790DFAlhySCe7q88BXfR3E9blsnWnmeaDtTx/ViHvR3zc61dyli2XCVo1fpsKeWqIAkeY4SYTtbtq2bu3FpPJyPjxhag1HmKmZNwnvsbmX9JBDOGxB1EWGHDG9nN4lD4c7sKQ+gnjz5xPzUYFWrOC1IFK7I5anPv2MWjQIBrWrGGc2Uzwhht7r1Hx1hsMHzmacIaP+trLe51fjMaRJOXcwMNL/9K7r8PYhkKp73UGAhg6LgO+clI+/U2CKbUEHXksea47oV4ZkflZ/MwTiIe48tuXf8eQmXMo7bDje+rp3v3kRiP+tYmlASErE8eGgwnbModU8G7NR+y1J07ZrvVuYtZD5/L03i8ZnyVQV1tHV6ALq8pCbqeFlNGnE9x5Z69IVKS+AdeOHnJTU4h99Crhlmb0N1yHWHUAVRLEPDY0wy5BUxal5arf9V1ncjK68dOJ2aNEO10ob51BXftzBHxvgg+sqhSuqzyPh7e9hi/ioyHSTubYMciMRuJHiB4F772eSzddQYe/A4CscBbPFj1LQTyNriefRCSGfm4+fhIfApq4DdFmQ3fSRPyqOiqr8wh+uQxBrUax8HyEoUMTmohHwpqegTU9g+a6nmO+Hoq0cfg7ZUuZzr59t/Zq7uh0hZjNI9AfMWWpHzMGTXk5wd3SBKw8KYmk889LeIgchs2g5uQhmXyyJVFbpsiWSDgwGMow/B8rdfwjWLlyJSkp/3jJ6G/htxvI1UY44c/QuA7W/BnKToBVD8KMuyRjCU+71NzMHC45/oTc0gRoyAMbX5K0zQ8kNjIFRNQfn8qEsddSWT6VQKCKAlshLr0eb2sDAaWVSFuMuncOgAhNQOGITMoHDGHw0Bjt7bfh84ex2yEt+feED/MHgTqipIjmhCE5u/tzNOoN5E+/j82b9rF1dRcTJkxg0KBBLF8uqS7mVQ4h5YiAEne5GLltLa2KX3AeYd/l8WzGGq5FJsiIH6JXPt34KH887x6EPTY8PWFKx6RhytHTMToZodGPtisFt0+VYI4EEA509gbxw9i9cjklY6b1Ke8B2pNmEztKrCn6y3pKRo7iwOY+uy4xFkd1jGENtUJHa9DL8PQRPL75caKHJgJf3/sGYkGcsw5MwXL6QjofvQsARUYGIY0F2cuPEtqyibS776brrruJdUviZqrSMpJuvJNYT7T3OpVZ2aRc9xC+LRHC37mRWytQ+qKEQn30yXC4mwJNnzaIOioQzknH+PADhDduRgiF0E2ezLuBjb1BHKDF28IX1V9wUXw8zg8/QlVYSMYpl2KXb+gNplp1PvpADpGrzXQle6n26VkSW0rZqdkc58nCd+kiDA/eh89kIKtsEHrLsbnURTYDw3IsbGty9m6bWmpFF/sQH2AyVuJwrO99XwC/vxaH45eEQK7KySH7+ecI7t1LzOkk7vPjWbkKFIp+MgFKhYwrphXhC0f5fnc7Vp2KO+cOojzrn+dr/6di35qVrPnwbTw93RiTU5h01kIGTpr2v31Z/fDbDeQgZeWGVKlOHvZJdewlf4TsUWDJgb2LJfrgj321WJKLJRchYyb01ED3QakJVnmWJJp1wl9Q1K3Guv5JrEBa0Qy+GHkbd/lVfJJqZvunOxOy19otdqZcNJju7gt6vQsBOnpeoWjsKJr3CWRUJrFUCOOzW7gx8xJ6WiWdckFQkpx8FV99tZ5AIMDIUaPw+XzU1vbxrasDfpLeeAPFhx8R/eJzbNffjmLUMHyuN/vfj6gDtVzdq/5nD9p5sukR/jznZfwxFfVKJS80dZIuFzCZVJyrSyGmtKPWKRLMltWm/nQ0ndmKZkI54uaRxJ0udGfNpjN9NVZrJcL7fY3M8O7djLrpOiJBP7W7d6A1mhgwdjI22xj+0N2nM66Wqym0DqIj6EAmyHqD+GF83PwpJw+ahtYjaa8rS8uQ/+5GsOmRn3YStmt/h/+rZb1BHCB88ACuHT+jGTsN3eQp+Ff/hHXhFXh/CcKhYZmYIwTfqMk+4QIau/tUFA8/zYZbyinS5hDbX4Onu4vQ7DGsDewiV+9kZ1vipCpAvauOUFDiZIdra5Hv9lCm+T2RtBhCTEC+N0S8MkKd+B4bnFN5fb/UaFzHRr7WJPP0ZWehrq5BOb6Unp5vaGvtwGIchdE4BLXFAkj1dIMWnjprKN/tbufnqm6mD0xlfL6f5gMSBVStycDv618O8vtq+21TJCcT2L6dnhdf6t3m/Ogj8t59px97pSDFwOMLhnDTrAFolDIyzP84VfE/HfvWrGTZy88SDUvfXU93F8telhrMvzaYC4LA8ccfjyAILFq0iEsvvfRXne+3HchBEs2afCN8sUhSR/zuRkmrHKSx+tWPJe7fUy2N5K+4D0ZcCDPuAXeLlJ2XzZGoi/v66pzymh+YlzOah1RzqXUFEwLeYShQJIzbH4be4uT407IRB2RwIBKnI6Sg23gug8pnEPF1EwvY8HQnc9y0wTQLYXLTU2nZtQO9wUDl1GnYCor4yhPmHruXwaecy8NXXgU/dBBc4cE2dRat9kRutl5dyoLsc3i7/nVERPRKPdfk3YRxfTW1Iweyq6Obi73tdO/fhz7Fhm9UHlH5NiZdkEvbvmwc7RH05RHaLG1YcrJxNvUtqSecM5/62NMUPXYbbY1v0uh/iZjPi8lYTurNNxGuqUWMRlAPHIioDzHm9FGMWnAyMYUFX3cU/6rveWbKI6zq/gWT2szwrNFsbNtAgbkAtVrD7yt+zwf7P8B7SMzMoragiMqJDyjE+OI7hJVG3AE39Ws/RalWkzVSS/2sAuLHXUlepwz9428Rd7sRGxr52f0J4665AtPgIuTmtERXKCDmDKGL9elpyOUGtLpiHqj8I4O9ZvTVbbi//gZ5WytavZ6S607hjvpHOWfAOWzuSKx1jlZX0tPuRqXRIAaD+DZuwjhlMortrVKCIOhQ+i1ocubz7rqXSdOlMdE8jMZwO5t6ttOcrWZMbiX77bcR7JGoqA3tL1CW8zAZqlM4EKji4wMfs69nHycXn8ypI2dw2RTp2oPBdoIpM+ju/gGXaytpqSfi8ydON5uNw+juXoFWm49eXwhApKUV+2uvJ+wX7eggdPDgMWmIGqWCgpTfXihZ8+HbvUH8MKLhEGs+fPtXB/K1a9eSmZlJZ2cnM2fOZMCAAUyePPlfPt9v7+4fC0XT4dRXJGegGXeDo0Eaz08rh6Cr//5iTHIEkqmgeiVE/VB+mrSvPgWGL4Rt7/ZOgCprfuCW487gZ0+QYblGuhv76qYymUCyvBWHtgB/4AivRQRkRhs/ZhtpCUbY5PJxrSnAhOZd/FIzkv2rPUgmE25Si0wcmJWKPxhllErNNyMn8nyrHVmjg3MzkrgkS4NSJhALygnudYIINu/JhMyd9LhWIJfrSTVfiBDKIXuDlodHj8CPB2MwmY4vo8RnqnEgUFC3n93btkqX196OTgfJxXKae64mZcQf+LSxivVt64m0Rrj0pPMZGBhHUlxLapaNsHo9WutdvGSXM0OXQtwbQKPJQbGmh47XnsJ46gnIS3Nwff81ev8k3BM6iQSLcUacRLqqMSv1mDe2cpqxnB1bNmC5ysCWji28s09yejcqjVwx9Aoe3fQoANcWXYVVsPDpKw8wcMpcknKHYUiVMXjARJxyFVf+dEOvX6ZeqeeZuy/DcP2jiAPKaFrxDSPOOBn7pG3kq6fC+sRALmgVYM7EHBuOQpuP2jqDqg47I1u1RI0yVqZ0svRcFWWKiUzzZJP32UaGzB5IV6CLM0rP4IuqL0CA07JPRr/PxdpNa5hz2y1EX38T7YABtN1+R8L7yVNSyHn3Ra7KcDF2exDlsrXIiwuJnPsILfEeQtpugqGWhGPqOh5HYa3g98t/jzssMVX2btxLi7eF60Zch1KmRKNJZ9DAR/D5qonFg6hlNqIBN+32ryRvV905sLmLmuRP8IcbGDrkNazWMSQsKf8Pw9PT32/gb23/Z5CZKZVVU1NTOfXUU9m4ceP/C+R/F3IFaM2wdytsf1caIAp7pTJK+emw84jMVaGW6IpjLpfEsYyZoLPChhcljXOQmCxTboZVktASWaM4lXaKjVZMpxWy+ctaeuo86C1qhp5gQ8FeBuTdyt76+wgGm5HL9Why7+D6NhsX52Swp9tFnkaFRvDRqR/FgTUS68NWbEabrcdT5WK6qMarg80WG4829X2RXmjq4u7iTB6oaSM5OZlZShliOE7wmzAZpYvIKruIeLKKmn01ZI1JIilXpOrDFkBDh+BjygwjkYPbKSrIYMWO7Qm37eCOg1xSNJuo9xaohuPzx/NT808AvFj/FoOSB3H1iD8hKNyI8VnM3ScnLIqsNZzFmXmnkKbUE3n9L1hfvpVmxRd4At+RdOUYDPE0IubxvLH/NQoshahz1QzJyEb1h0cgFGLSVVew2V6d0Pz0RDxsbNvI/cP/RFrcRO66Btpfu5d5Tz/JyjUKTBnN9HT+CZEQGxQzEkyPfREf3yn2c8lVV7Db0UnJ0JEkNTlRbxyAWFyNYdpIvCslGicyAf1JWbzl+BwhPo68YCb1VTsYkjmU+M8r+fIUG6/USZOlh8sfz4w8heOTjTSpPIxJH8O0nGnInCGq3v6ShgaJSfLV159QfsJ0UrL6+1bGursxxrVMW2En8PlXRIBIYyOyDZsofv1porH+tnLRqAdXxNEbxA/jg/0fcFbZWeSaJF69UmnBYhkJQGD3HjQP1DHg5MsRQxH87y/F3t5Bxku/pyr+NM0tH0jDVoYgtucfoOvqO3tlgGWpNjrTtcgjfnTK/pZyv0UYk1PwdPeXmjgsUPavwufzEY/HMRqN+Hw+li1bxp133vmrzvmrA7kgCFcDVwFR4FtRFG/+O4f870BtkkSvtr8LvkN/nPZdUnlFbZBMmK0FEl98ya2SENeUWyTbt6YNkDVCCt6rH4OuAwRlKfRM+RxfWIcp1Uhy40qGySLEw35k844noBxMNBqiJRagWNBg+ORGRpZNIZh5JsHUUbzkyeDCHD2X7W0gfKj++hUylmclIVe0k3dBCR8KAbYHQ0wtTaUoWU1tNMRSuRZJo68PPzu8DNBreNHjYuKULHTLJVGnyMEAcq+WyHgDRYMqaQh28EmJhhOLS0kKQa4qSPTeG4l3d6KfORO5XJ6g2ji3ogLHRVcRs0vGwwOnTeLVGx+nyl+LXhYlyTKKM/ZHebPUSqHOiEKwExZFtnojbPXKSVJG+PmOhexsuIpYSCqJdPtWETJ00+5diFym4NVdryIX5MwrmsepD1yH8rI7CL36Oq2D5vf7Ex50HOSqdWbi737G4TAdXL4CbfIJRDWfE3TWYzAMotnb/8dXH+9klyydpoZaTpszn9Yrr+59TTdhMrbrbicaj+CV7WGv6y7mpdzN5s+WU71jBTqzhdSzR9C+YCZv7b4p4bw9wR4ay200ih28t+99Xtv9GsflHsfv8s+jp6G+d79oOERHVwfKabMldtQR91k9aBDEYgS+SnRSj/t8dO3fTvqEIchkqoQeS1bK+XQ7+q8mlTIlcXuYro93obBp0Y9IQ5Ut8b/jHg+hnXsI7UzUCBeCIim245DJlNTVP4PRWI4sW0HqV8/iuusVQiXZ1I3N5fatV/OU5SkmZk3s976/RUw6a2FCjRwkvf1JZy38Veft6Ojg1FNPBSR7yHPOOYfZs2f/qnP+qkAuCMI0YB5QKYpiSBCE/k6u/ynoPiixUuY8Jg0L6VIky7aeWsniTZBJzc1ld8DYK6RR/z1fSH6gAJ17EYuPxzPnA6IxGXtr09ixxg4EgABT501g0P4LkbsaKOQxwtP+xOn6k7hE04Phi/MhFka9N0RH0hi8fhXT9HK+d3h7g/hhtOjklJ5TzB9CDrrCUr39w7CLKjHMEKOeXI2KX44K5BlqJXu8AdpCER40Rfjj2SWo2vzoTWrauoJs/6KdgaNb6YjLqM0aTGu6kfubu/hdLMxMGchzM0nv3sJZZw+hoz3C2rVVqNUajJs2E7D3ucdHV64hZ2AukRHfEwq149e/zvtFISz2V3G2tfN5/pm87Crl855DU35GBV5ZTQJTAiAYaqHD38mSeklLPC7G+bTqUyqGlzJIqSTW3c1Q82AGJQ2izl3X25ydnTIJ2U+rOZIvE3e7SR6qwB+SvD99voNMTT+RH5pWJ7znybkzyLIEGDj5OFx3v5nwmn/tavyTx7Cn4FmiURdmw3i2fbmChh1SmcnvcvL9S08y9bYbjkkDjJh0vL6uT/9lReMKcg25TDznQn7+4C0QRXRmC9PO/R26ohKynnic9rvuJuZ0oiotJfXmPxGqDyDTqIn7EpUzIwpocHioyHmGJte7BEJNZFhPI9U6m8i3i8kyZtDi75Og/X3Zxag+thOyhwhVO/Fv7ST18iEo0/WocnOQW629kr8AisxMAqZuTOahiPEIwWAz9fXPIpOpyc6+kN23HMeLe96jtVnqC31b++2/NZDHg1GQCchU//sOQofr4P/TrJXCwkJ2HGEg/j+BX5uRXw48LIpiCEAUxf4dvf8E+HokrZSIX3L6KZoGhdPgs4sPNUIv7dMzB0nffOa9sPm13k3h3BnsN97A+vdCDDs+lx1r6hLe4ufv3GSdeCWW9dKCRLXmMd5dMBSfzwGxMP7cCXw29TnubfbgaYhznNnDNVlJLO5S0B3pa5B+1G3ntFwrXQcTm6Zb3AGmJJnI1qgwK9y4olJdN1kpJ1ujou2QK8wSr4+hBUaWRaNcGFHQ9X0DI2ZbWf/ZR5jS0rnz1hmsc/nJ0qi4zxUh5f57Gab6kb0tN4NHRC7XccYZj+D1pMFD/d29I1XNKMcmIShtJGmMOPadi/2Qoh/ubVxZcA/VoVEUyhXcluwlFulvLqszDmVFc1+gFRA4oeAEYko5/oevJ6dHwPJTPY/sSMY9chw/ZTrZJ+9kVspEok3vJZ7rhBOpW+Nj8MkTCAQaEcUoqaFN3DDkIl7f/yUxMcZpJaeRqrfgdLyMLDAEjb+/zHDM3/dw1ClHUbt1WeIOoojY5OTM7Pm83dDn/ZqsSabUnMGnx91JXSDInRufIRALsLRhKfPL7+eUmScTEUXUDhfiux8Qv/kmTLNmoamoIOZwEWoE59c9yAxKLJddgf0vf+49t7yogO0mJ5Ntmaj3dFEQX4CiMBeNNROZwYBlbwsPDz2JLVl+6mIdTEwZw4DaYuL2vs8nhmKEW70o0/Uos7LIfulFOh54gOCOnWhHjkB9xfHs9z9Msfw2XN5NOJ2Semg8HqKx8SUGlTxCq69PKsKm/dva5ACxQIBoayuCWoMqu38p6ZjH+MIEdvfg/bkFmU6BaXoe6kIzguJ/V+xq4KRp/5F0w6PxawN5KTBJEIQHgCBwoyiK/Wd8/7fhqIPOvRJLwJIn6bCse05qVorxxCAOEkslnhhIO3IXseZT6QcSj/VvBkUjcUIcMTkaDWKK+tCJYVDp2T7hXm5q6FsKr3D5scgE7kk3cOUR3N/5ViXJkQ6OhlwAGbDH4eadQRnUh0WcUZEstYoHavt+aJVGLWV6DWqZQCgKw68qosDcgiHzJKIZw7miqoW6QJjjkozcmJ+OVqiisfbZ3uNjMT/NLQ9gLbgX9/QRKLduTbgO9dRhaM15iJZZiL4diGLivfN1f8a7irFE1nlQDvXRZthDctIUeuw/9e6TYp1Mmb+W3d3S0Mkfhv+BHxqW823dt/wuYz5zv9hBdJ80iKX8cSUnzZvLidcuIhxXY3rtNeJLlhCqqcV53vl8mJ7LsGl+1LFTsZgbcLp+we9YxbCMDK4ffiX7HLV8V/cd7+x9h2fG/p7u9pcpO/dSwvf1abUglyOvHE22NoQsChElmGypuLsS85JIMEhBI9xceTVrvVsYkDyQqekD8NQ/gNe3F70qlQ9nPMApS2+gwFzAAV8tBS++gujxEET6gVjmn4pu+HBUmZmEYga8P0mZWdwVRpE/HP1TD+PbsolIRgpbc2Ko05Mpsg1ANb2y33ciedEiQjffzMTWVqampZJ01RwCByLEj97xiEWErrKS3FdflZyGzGZCsm5GREcQi/moq3/66CMJBurQKiTDaq1Cy+yCv10CCNXX0/nww3hX/YRMryf1ppswnXwSct3frqsHdvfg/KKPUdP9xm5siypR5/92OOn/TvzdQC4Iwg/AsWZqbz90vBUYC4wCPhYEoVAUjx4hAUEQLgUuBcjN7S9w9G+FUieVTsQ41PwIw86H1RL7AfkxdDFVBmn6s2i6tL9SR4/biFRGkSjFCpUswQLKnKrG6O9To4uXHE+oZTs7ys5h2+mrUGvNXJkb48WmTg4/B5a4A1ySomNeigZ3TMH5ZhOGjv0kZweYac1muaNP8On36RpOVPrZ21LNPt1A3nIEUMoETkm1cHZGMsF4HBkCI0xaHqhtY5c3yBnJAiXyz9hdJWWxqgYb9+Q9ycJqDT/apUx5vMXO0flpKNSOL+JhTZaduWefQvzTbxEEAdn5p7E6Eza12UmyL+WMrMEcnifUqDIpiC5EXN1GXPYt+iGj8RpTIW7EaMomxTaTYLAFpTKJzo40JhgyWKVZRZImiTZPM3t6pMbmiEBqbxA/jMDib1HOm05STRPeT75GlpGBcMXlXCZYkLt8lBe6WNyyFrViJCOKLyBJLvL07g9Y2/4VAgJn5Z7HQHklBn8WgqEV2bhCbPfdj/uD9xFMFrRnng8pYbQNevxYaASsl80koydG95IN9NTWkTO4EkdrMw0//4LiFzU3XH0DWpOafctWEA6MJW/YWXj5CEfrGywqv4B8Swkv7n6dR6eMhW+W930vfP1XAwAyqwpxSCed4SVEzxyPPSZjsKmEspQKVPJjq/5pSoqxPn0D3urNiCqRWtWb5E28juCSvu+NoJGjykzUSJEbjb26KToMh/7m3RgMpTgc6xL2tRpLuHb4tcgEGcNSh5GvT6bHvpZY1IdOV5igWx4JOOl57VW8q3469Fl9tN99N6rCQvSjRx3zM4AkW+v9OZGVgwihWtf/C+T/IP5uIBdFccZfe00QhMuBzw8F7o2CIMSBFKBft0kUxZeBlwFGjhz5/y+/KbkIJlwDPz8heXIGvTD8Ilh+BxxcAqMugU3SEA6CDKbcJIloFUyRpj/bdmGwJQHSl23vzy2MnVfEzpXNuLsDWPMMjDk1E3FbC5hz6Ck9CaF0Nj/HDFxac3jJ7idfq+KSbBsvNUm3p0SjRB8LcqN2D2K4iKQmOd5MJfHgVi5T7+DE/GnUh9WUqn2kut8l2DWeSPl4bqlp7/1oOzwB7izK5C/1HdiUCrLUaezySkyDU0xt+Gr7ShHhcBeGzmeYbb2NpoiCQQYtKboc+pS1JWi1eQgKC292fMW6ISXccdKj7HXso0kVZFA8kwG1ClR6FVFbEVptPoFAPUXR3+G46nE4ZGEnKF9DfOllqjKu5nNXiBRlnAUpo0iJB7GrIEdu5NmBf4akKDdtOGIgq38OAKKI2RGm+4FDpZ6DVQi/rOOd119me3KMa1dcSUyUSk1vyZQ8N+lJDrik0tdNJbcj/JhDa0uQVrpILzoZ0xlWDjh9iNNuJSVfhSHnK1pb3kafMY83Wu38sq+PC37fhXcy3XceckFJ7c4tlAwbSWFBCWoEPr33fmIRKWjuX72O468+hx7Po5xefiXN9k0U6vOQub0cJjfKzGaU2X02Z4oULYYpKYjhILEiPzs7rkYUY2BfhhpQpZ+GOnXoX/lSH4JBxkHxaQgBIVCa3iZr/vmI+3UobDp0Q2wo0/4+y0StljxWt2+/sLenYbVOJNU6lnMypDwuGGxn794bsTvWSJ9HpmHo0LewWkbidu/GWfMTgSXL+p07VFX1NwM5cgFB1z8UCZr//Tr5fwt+bWnlS+A4YJUgCKWACvj1JMv/aSjUMP5qyJsgNT0zhsDuz2DSDdL/Qx448z3o2iftv+1dqdkJcOLjYCsjLT1GZpGe1hofAU+ELUvqOfH8FORKMw+EtNzc3s24klsZNCjCT0ElL+HhLrsG6MuO6gNhTHLpy6mRCfwhWUdApSYQKEWpUfNTvo48ZTGlMh/B+kWkCq+SITcQjboJIZJVNp8POvrXnPd6/TxcnEyaLEBjqI+Opo91HtUWhaBnKwvLlHxsV/FCUyc7TGruK7qP1rr7icdDqFSppOjvRJTrmJo1llUt61knq+P9rs+5OeNmtvzYJ8zUUNXA2ec9DcoaIk+u7A3iAIJKyU5LCn+o72uWftUtcEdhBj4hTFp3E1lqH1hVDE0po9krDRftMjiYUZBHvK6PcqeZOY3g0h8SPocYiZDS3cFm75reIA4QiUdY1bKau8tv5L49T5DcUkBdS1+ztb3GS9tBAwgyavd4KJjop6VTknd1Kgr5pT0xED229UleH3cnKesdpL3+HplJSUSXrKLhrNN6g/hh7F62leHnnIXHuQFf+4dcMehpVMKbRLVaTAtPQ37iYLpYg87eQkRbQXWXh4DBScbWTZgHWaQgfgTaO76koOBqtNpja4EDGAwDycg4g7a2TwDo9iwls+JUUv5W4PwrsJiHMXrUl/h8tcjlOgyGUlSq5N7XPZ5dvUEcIB4PUl39MOWDn2L3nj9gkJdgKMoltD2RFaNI+9scCJlKjml6Lj1v7OmlsAtaBZpCyz/9Gf6v4tcG8teB1wVB2A2EgQuOVVb5j4AuWcquS2ZKA0Fb3pT45HMelbTIW7fB+uelhuhhGFIhGoDqZRgPfMes42+mpyNCJKbAoqgl6fvzEY3pjJ/1Dh84YI0nzBrg/tQwen87jkh+v8tIUQg8nWclV61iizvIxY3tZKuVPFqazJP7W+mJxDgzJZ3zLBNxO3/uNa61WqfTTiZJin4VUNKUcgpie8lSqpDJFIC0bPbK0/sZnGtNY9kV1vJFp1QUWe2KcEGoktcLPybS2Ia/x8Su9XJGniFyboqSU7MvRavNRFVyAdWrE6cCo9EorU1V2IoMCO6jrPRmHs9znsRAF4qLhKNRTk/dR8R4gIiYRjzo57T8iWzr2kuLr41XWj9j+J9uJW9DM+GNW/FOrKR9eBG2O17iaAgqsXfS80h4wi7KNrfwdPH17Pu5f7OspzZI/kQT9TtkxGV9/pv+WKzfvu6wG4/YTVKWhmhHB9GODhSpNuLH2DcWjZKWeiJdPd+SZJ2AbtkGwh4Pyddfhb28lubmGwDQ5NzKw+4kNrlDgJaSUcfxrEUpifMcAZUyBZnsb/tbKpUWSor/SEb6qZJFoDYfg6G/guE/Cp2uAJ2u4JivhY4xnezzVREMtRAINBAUWki97HbC19b08s91Y8egLa/4u++rKbRgu7SSYK0LmVaOptCCMv2v28H9PyTiVwVyUep0nfc/dC3//8GYLg0C7foYtr0NQ8+D1u0SHXH1nyVmS/4kSbtcBErnQNCDzr0d3S+JLjKCIY0TZD1MLFQjhryIhlRioohHVskCtZy32/oyUqUgMKxrHYagnZnRkb1WaiPNeu6p6aInIgWHj7qjFGRdy9yU4/G5NmCwjMMrVNAaEDjdoGS5HaKHHpc6mYyJGoGazlpStBVYwx/weMGlPNaiwKi2Yc5aSEvLu0AcjSaXrLyruXx/4hBJfTDKt+5kkr60k54jo2SygXp7gMKMebS79yO6VjA+aQbL5f3ruzKZQGfN7eSedi/8tKrvBVHs9xABiMfsVB+4kVjMi1qVTmnBndiiTTw89GQ6IiIqmRybTk4gOxv3GcPoCQfI0CZjveZSOm++q/c88uRk4kkyTtacwtq2RAOKaVmDaNB8Rq7iTAoK02mvPSQBXCGVGDIHWNkbX0fxWQWo1X39mjSVDKVMSSTe9wAakz6GlV0tjMmsIG1ACfH9VUQ7u8iyprBFJusVD5PJFcy4fAF1DX/B6dqI0VCJonwinmfeRnXmOJod0tCZXG5glzDyUBCXUBWKstih4aSkafTYD6tFCuTnX4Va/fdZIkql+dBE5r8Xel1/H8/U1DmHHjha4vEABxXPkv/8hSjaQZ88EP3g4Sj+AYU/QSFDXWBGXfB/oybudDq55JJL2L17N4Ig8PrrrzNu3Lh/+Xz/NyY7j4ZCLTkDCQJUL5eUDlOKIakQzvpAKrH8eETATimFgsmQeZx0bPQI/YUhZ6G370e/9DZJmEufgnjikwgKFVerU0jKTuGDTg+5KoFbDW7Kl9zB2imP4HP1ZdZleg1fdjoTLvHhFgFF4XRS1MM5zn4AnWsVmgEL2LB0KU8NGc4+QYVCECiL+HHt2kx2ZhGLv1rDKadMILflKpZmPEy4ZidRs43CgmuIixGEQ8cUaJW0hROz5ey4n/F5VciTDewIZWPONnL/jk/4pX0DpdYSbh6mZuzYMr77rq8ZplarMZvddHR201ySSs5fHiD69kcgk2GYOY7L0+Ncc4Qmk1YmUK5o7q3BhsLtuL1NxGMCShoo0WSiUtsgVEpPaycxv5bmFWocFgXpCweQ9MwfCW/ch8xmgsoU0BoY0B3m7lF/4vO6r1DK5JxZOAWt4wu8gX3sEx5kcOmTVIpppA6owemXauwpWQuZpihmt9GLT23GGpmHo+sr4p0f8OdxN/LMno+pdzUwIWsClbZKntn2DG8Dz19zMymXPwiA+M77nHLfXez4cQnhYJARJx9PbfNdBALSB3a5N7FfWUPxlWcRV0Q5XDPQaDLZ7lcjLWD7sNYd49y0KZjNQ4iLEeQyLcJRWuGBQDM9PT/RY19NknU8KSnH/c2yy69BLOYnHo8m2KQZjRWUld5Hdc0jxGJekpOnkp+3CK02n7LSu9i3/1YikR6qIk+TU3EJqQUT/qbJ8v9lXHPNNcyePZtPP/2UcDiM/xiU2H8Gwv9GJWTkyJHirxVS/x9BNCSJYK1/QfoPpFr6ljeluvmRmPpHqFkFo34nNUiDLsifKDkJfXdDovCSIU3yD930CuKYRbQOuRh97Q9YfrgN4lH2nfwWM9z5xESpVv7swDz+Ut/OPl9ieeKdwTlMWLoIXc0h1oO1gJ9GPMPKH35Ep9MRj8fJKCkle8xo/DEI19fhb6xmTkEuzrseJNLSisJmw3jHRVTpXiQc6aYg/2rq1JP5XbWc0CHFvzKVgqf2b8KwfBnKP93JAYuOlzZfz0Fnn264TqHj5XHXowwWs2fPPoxGFdnZIj32h9DpiknNv50LfriOIeYBxBEZlVlGiVhNp/VCFjuNpKrgREuIePWlRCJ92tkm0zAcO+/EkuEnu8KAXzThqW0l7BJpr5WRWhTHmPML7sB3ZKQtQKPORwxE4Kf9uJ58GyIR5GUlyB67Bbv3VbyudQkmzCWaa1DnFbP7QN8kJ0BpyV10CzYW/ngzkzJGcUL2CNQCJBkHoFNo2Wav4/v6JWzv2t57zBnFp3GtdxyR1lZkGZms2LyagN9PelEpxRPzqGlJfA+A8tSHUbp07BUfIBTuQCbT0JDzNrc2JjbybskyM7r7IoJBqb6iVqUzdNhbGPRSFhyJuNmz9wZ6elb0HpOaOpfioptRqVKQH4t99S8gHo/gcG6gru4ZIpEecrIvIjV1FipVX1YdCDQRiwfRarKQy6VVTiwWwufbjz/QhFqdhkFf9h/plblv3z4GDhz4D+/v29aJe2k9MWcIuUWNaVY++mG/bu7R7XYzZMgQamtr/6rO/F+7VkEQtoiiOPLoff9vZuSHoVBLvPKS2X2BXK6WMuujIcagdTOorgZztuTnueFlaWz/KPU8vB2g0kM8irDuOTL0qawL5FM59wWinXtQawzcazZxR6ObuTYLP3a7uDE/nT9WNdMZjiIX4OYsM6OqP0eXMxJ0Ztj1KTjqGOr6EefIEezYuo2yseP5JjWP5VVSfzlFaeWFCcdhP/9cYj1SsIx2deG89Rlynj+XmsiLgIiy7krezb+LVkUFcVFBfsAP4gDUM6YTd8qIVtUlBHEAf9RPW1REaKpj8uRimluepKNzE1breJKSJtKwbxGXDjqPPY565DI5bx/8jjuHLSSz6y8sEiPolYMxRcqpiYfIz78KAQFBpkQlL2LXPhdVGyPItOls+fBPeB3StY+atwBj3j46uiXv09r6R7EYR2N7Lw3fkqW91xY7UIV6wx7ChbUJQRxAn19JU1fiEBGA3fEzmqR5AKxp28SaNmn84bLKy9jeuR21Qp0QxAH0KiNiKEzn40+gnTwZn15AZzITC4fpaWxDUMj7NSyjDR04bn+NwYufoa77RZyuzVTIqzgjbQyfdEj9j6kmLXNUYdIGPEYw3IpMUGI0DkJ3hE54IFCfEMRzsi8kHg+xdds56PWlFORfgdnc37P1n4XHs4vt2y/isBnFgYN3IhInJ/v83n2OtQqQy9WSjZtpyK++hv8U+LZ14vy8qte8O+YM4fxcIkH8mmBeW1uLzWbjoosuYseOHYwYMYKnnnoKvf5fX738745N/acgZzQseFsqobTvkhyCjoTKAAhQeaaUlTubpGy8bA4Enf1Ne7VWqUl6CEL1cmrbPTzxzX46B/4OVcFkztAEWGpp4hwL5OjUfNnSyWN6kVczdSxL7uLyHy/EsuxGaSJVkEs6MYB50xOMLc9g0ZzBaEoKWO7oe+h0R6K87gpDcWItUwwEUNhlpKefTI99DZFwJ+GaKxkdWcyowC4y/U6SUpMJqEX0YgOqmAr1MTK8kFuLyy3ijyjRaLLJz7sCgJqaR4lEephgK+BE9V7mKLfx4JCTsGNjT8rDbLbexZPRc2hgJAPKHiAUbEcQ5ETCdiLxRiYvlBp6CtHVG8QBNJYwnT2fJVyDWrQSqUpsugIEa+pIyr4sYZvRUElMGUNjHocs8xqEzGswpJwAgFyuw6gy9juPIAjExQhnFM9FJvT9PJQyJdNTx9P11JMQiRBav57y8mFkDSxn96rl7PlhG6mWxHZRunUeiuY4WU8/hSllBJWVLzFu7I8MyT6ZR8py+WFkKUtHlPBieSaluQVYk0aRkT6PtLQTEoI4gCj2leKMxgpC4S5aWj8gGGymp2cF27YvxOfrf19674/Pi7urk8hRsqxHw+HcDEeNFDU1vU447Dj2Ab9huJfW9wbxwxAjcdxL63/VeaPRKFu3buXyyy9n27Zt6PV6Hn744V91zv/bGflhqHSSAbMxU6qPqwzStpoVkhlz+XzwtEmlmP3fSsJaK+6Xjk2vgPF/kMb6xbiU5R93h2TafAixtCF07+8mHo8T8XjIzsuDrMEMiAVxBdu5s8fC+eo46z7/jAumFlOw6ijH8l0fwykvQvNmxNzxpG14Gtq203jilwDo5DJ0MhndkSib/SGiFZUIGzb0HS+ToU0vxRmvx+3ecWiTBotyDH73XuLe/ajaTCjTRuNU5lOcpeKOrEf504Zrek8xN28uWeosLMPMKLUROqu/TRBxAuiIKJGpM/E5fgL/05SUPsmcavchPZkQpVolGdFaolE3tXVP9h6XmXkux19yETuWvp1wvmgoikyvTdBqcYS3YZt7FvanEk0SvBX5BL25ZFpeQmVsQa01ojfk4RGs/Hnr+2xol0bPR6YOYVHBIoy6JCLxxKBmUpkYnz6e45OMOO0f88LUh1ndshalIGdc6iByIzEcWqmUEPf5sGzdiWvmVAC66uup+sFM6eTbkam9JKUNxJI0HPWw5IT3OFwzVgADdQrkf2XY52jodAVYLeNxOH8hOWkSDY2JLJ5YzI/XexC9vn9DsuXAXla++QpdDbUUDBvFxLMWkpJz7KE8haL/w02hMCM7hoPTbx0x57Efen9t+z+K7OxssrOzGTNGalCffvrp/y+Q/48ibfChRqYoZd3ZoyRJW2cjrHtWKrlUnAHaZBh/jaTF4mkHU5ZEYwz7pLJL4zrpXLs/RTRmYs86jgGBTg42yUhPPzQkG3CgEkMYVVryNEpSNdCiUiET+9PaEEUIe4kfdyeyeBh+egTGXsngSAf3paaQbO8k4vWhzMiiQWcktWIwXYLQO1yTesVFBDUNdHT0qesNHPQC+6tvwR+UmnM5WU+x6VM7zg5p3D9r6P/X3nmHx1Fdffid7b2orHqvluUmV9zB2OBCMxBqMOBQkhACiRN6AoSSBAjtIwmdEBJMKAFD6KaYbgPuliVbxeq9rLa3+f4YeaX1yt1GFuz7PH4s3Z29c7Qa/ebOuafE8+C8l6n3bcTokRNqCfH2p28TCARYvPhkktMvp6luILVfrS9mtSuFGeaF0C1l9rnaVjLJ9Ds+75WeTsYbZCgDRto7ImO1m5r+zVjrZNTqyMtxy3tfceK1P6Om/s/hMYVCD7PTMNafSt+rbyCoVBivWI66dAr6rkQ8BpHX3tzGzNk2dO73+SaQHhZxgK/bNjIz9ThU7s/oMJq5esLVbO7YjE1nY2HWQsYnj8fvz8GsSmXTtiuYpUlFDAVx1z5HnXk2ubf8lsZlUjcX79vvYJo+jcyxJRTOKkZQ+HB1haj9up1F1yxjl6uVtvZykvRJZJuzUfaLocOxg+aWl+nu/pIk22JstoVotemIYgiHYztO5w5kci0m42g0GqlWiVJpprj4Ttrb3wZkyGTaqGJkMnlkqGLIH6SnrZmX7/o9fo/0O6j6+kscXZ2cddPtaAzRom2xTEKpjMPv3x1tJZCbey0KhSHq2O87cot6SNGWWw5vPyI5OZmMjAwqKiooKipi9erVlJREN0I/GGJCPhiVTmoc8e+zpUbNXzwCm1+EzOlw6iPQUysd42yD+rVw8t1gzYWXlsHky6B5I3x4h1QO9/ibCJ23ElEUsL13HbNyF5E3dwm7amvp6+kipf51NJ/+kdpFfyPLOIWnnD5OXHoeLb5OMs3pCL2DGtpmToOqD6mY+AvSnXXoM2eANZdidwfrP/qcxkENgE9dupR1wRB59/8Fs9eDXutCV/UEoa/kGCZchVfmw51wHG5ndVjEddpi6r5NpKd1wE3TuKGTjNJCHLoCvn39VWyJNuZOOwnRL0cWUOAyzkOek4fG9Q1BdS6bGcNjjTA73YNMlUSm7EeoWqxca+xCpTHykSdAp9eBQh0tHiDi72hiwrhJdDTU0dXciCDIyC8uRbfFSOFx/4ejew1KVRyiGGJL3Q2YTxuH7YJn8XplvLP+W1pefouJE8oQ7DK6urvo6nRiNmv5pPaTqLN91vw1S6f+jGDTq8iUqYzOnk66oYBM20T62rfS1fMJokoGiHg8A6njnb1ryC28msynn8L+4XuETDIU48yMHq2lufVOCIBcp2POZf/Hh22fcPNnN6NX6jk3byELMmeTGz+eYNDJxk2X4/FI+bR9fZux2zdQUnIPdvtm1m9YFvbz63WFjEq6DbU5DUGvRqfLJCvrckQxhFyuoaJyIBxTry/CYCgGpAJUnvJuHF820VNoD4v4blqrd2BvbxtSyA36Asom/IuenrX4A71YLVMxmaLrvPwQMJ2UHeEjBxCUMkwnZR/23A8//DAXXHABPp+P3Nxcnn766f2/aR/EhHxPtr0mrcB3fQ5Z06F4obTSfvNX4OyAGddAw9dQ/wWE/FI0S+FiqWZ5Vf9mVEclvPITZOc+DyvPp+rUZ1inK8Hp8WH19fDOf15idlkhGSc9yHnuIprt0urnE+AnyQmkzPs7yTtXompaK4m43gafPcDW0qspT5xL4RknkuJqpLOyir6+yOiaTz78kPELxvP1jkYq11dy6onTKevdiczTi7luLa6sWTw99VQWCQMbZzrNWHbuiE406qnuo2CKjUZbCmPSZ7LplTbEkIhSLef4m2z8vj2HtmA+Hf4ArmCI36TLkXe8RI7zMrp/+yBOr5cE4JZll6Ceu5BdPhVynRG1Ohmvd6DMgE5XQGhNEyp9gONNNnyjy1DIZDhStLxoaGCCw4vY+SGBgJ1Qvzuk17mepLTtdDcZqW9oQBRFvvjqSyZPnozZbCbBmotZl8e0FBOfNUXGmU9Pnoh7pw6L8xxSjAEUm9fR97cV9D1zP1saVuDy1pCbc03U56FRpSE2d6M/7gQ0U8pwOMpxu+tx7KokNe4ORELYPS+zs+Z2tgkzKI0fzS3jzqSt9h4atj1Nn3kKuTlXk5x8GjJBgdvTQHPzi7S1v022+5fsrLoncrNWAKe8jvKK3xMI9pKRcTHJyaejVttITj4NrTaLnt5v0WrSsFgmo9VIXWdcGzvoXSW5nhQ50X/iCpUapWbviUYGQyEGQ+FeX/+hsHtD80hHrQCMHz+eIxm5FxPyPWnsr/ZXu0YqmrXm3sjXNSbY9an09dQr4f1bYO5N8MIFkccF/YitW6k86f8415FFc5cUoRCn1HH3olP48PVXKbvwPJprIx+P/9Hay/ljS5HV6SCxGGrWQHctjik/Y6sqmRNCARK0Fm6p13GpOi7KfK/Xy7qudXQZu8jKyOLzDZXkn/EvdOUv4ksuY5VxHA+2epmRMwmQ2qi5POtJLTod+x7FFYxxGlwNHiaNmc7af7eG06f93iA7/mvn7qUGNjgC7PLJGWfQk0ILiYGLsf/mgXCzZQDZP57mjpmz8LtzUMUlUVh4K02NK7H3bcRinkqyYw6d/7yD5L/+leADHxL8z0sErryAG82fs6u9nmuNF5EX8oVFHCS/rcdTj8haxow5k02bpGiCiooKjps6neaNYBRtzCmYwwf1H7C+bT0AZYljKVPN4tVHWxFFkCtkzJ03AZnvn7g81bi8Uo0Wp6uKOOsMurqlm4AgKMhRXozQf9+Uy9WYzeNx98rp2Xot69Y5EASB4hnXE1/8NqP1mZyUvYjG8ovCkSy9vWupqr4XlSoRjyKZXkUR8sw7MPgqQQzgdkdWvUlOPp3yndeFv99Z9ScEQU5m5nJAQK1OIiX5DLTajHAYW9Dhw/HxQIqotlVD0cSZVHzzaXhs1vkXY0lKibp2YkSjn2A7IsJ9tIkJ+Z6UnAo73pZW5Qq11Ktz22ugNkqr8aoPwJINs34jrbxbt0nCrosDV1fkXHobbyuKaHYO1CDp8gdZI9OTbbEwVO6jALSKcuoLz6e45XPiFAZcM29gc8Ik5ugt6OprSM5I5ercVDqaQC6XExyULp4/Lp+/Nf+NVmcrtxfdTvPWVq73JLMz7eecrTUwRqZELjTxpb+AJdkraK57BLenmvwpITrq9HTUS+6V3AmJ9La7McS7iYtPAjGyDlrNeid5i0KUuV9mimUByz++nV5fL3emXUlB2xCNpnvbcWbXsq3yb4BIXt515GRdTXB7I77NFdj+/jBd8VZ0d/wB36ZNNBdr2LXhBQCe3P4q90z5JbKWp/B5G9Bo0snIuJiamocJBHrJyDifTf2FJ00mM4E2M9Vrm/F2i5wyfgI3Tr2RBnsNmlCAZCGPd/7cEr4pBQMhPv3Ew/yzlyEOitZobX0dm20xubkrUGFF1a3G+9I6tFctjPi5Wnfq2LFW+mxEUaT8Ewcz0xejTRLpdNVFhSPa7RvIH/UQV33xCLV9UkROtimTR1IvIiX5DOrqpeJtCoURrze6nHF9w7PExc2msvI2unu+QC7Xk593PcnJp6FQ6BFkAoJyIEY9VOliwuj5jLp6Lm5fH5bkVGw5uQiyAw9YC/n9BDs6kOn1yE3HXmx4jFj4YTS5cyV/t1wlbWYmlsApD8K4c6HiLSj7MYxaAlXvQmP/o9Hml6Qen4PJmUtf0li2BaKjEnYEID0zk1HuOlKUkYkhy9PicQeDXN4s43T5HN6afien+sZyYbWDn2+vozU5jZAoEq9Q8EUgyI8XTiEnJ4v4+HjGzxrPVvVWWpwtiIggQMbkafyvx8Umh5tb2ttpCwV5r8DHqSYzvd4TyC5aSdHYVWzY3szYE1OZvDibyUty8LoC7FjXijIvDbtOhiCLvOnoTCoCOGhp+S9dzf9iVspEADYG61Dk57EnshQ9lTtuxuNpxONpYuvWX9LnKmej93q2Fz/DBu+ldPqe5G2NktCYdJyDbnJ2n51rvnyEtfK55BU/QFzcDKqr/9Jfh0ZGKCR9hnK5nPFFU9j8nuS2UWoVIECWNgt9q4VPXthCy3ZfVG9hrytAMCENnTYXlWIgJd7n60AmqKht+isVznsQLy9EjB/Y6AqFRHZ+0xMxlyBAc4UKrzIDrxDtg1Yq46n3eKntG1g119rreLvuPdLSzicl5SwEQYFcbkSjjF41q1SJtLe/R3ePFBUVDDqpqLyFvj6pUJVMp8Q0PyvyTdU+MvPHUHr8fNJHjUal0UbNuzd8tbW0/P5WqhYuYteyi3F+9RXHajmlHzKxFfmemNOksrbGFAh6Qa6E1/rDAXNmw6b/wI53pRX6pOXSCt3ZDuWvwwm3SKv4oB/y5/OUJ4G58SFe64lcoS7RK5k4togWMcD9uRZWO0S2u7yUmfRMUrgxyTRMMukp1mv4Q3VTuOVbpz/IzyqbeNOgp9igRas1Yahew6JROTzjd3F/w/10eaSngtmps4lLKuGuzgDeQWGCO8Qg49w2/v3i03j73R/jxo3luOMKkYV8hAJqtnzUhEavZO4FRfRW9ZFa5GfGOSa+fKmPgD+EWq9g+jlKNIpeFAoLrt5POSVhCTOSfkaHL4D+5iU4b/kDgfp6ZHod/PZ6mtTRm45tbW9TWHATgqDE622hp2cdgiDSbgxRrCkipyqHmj7J1eEOuOnxhnD0bqK1+YXwHKlpFxMKpbFoYRKiw8SWN3sQQ9JNbNwJmcjlMhoaGnjnrf4EIqUfmUwgFBoQI51JRfz0Egwp8ZTIH6KlexVO9zbSbOeytfLa8HGVVX9AqbaSnCwlEslkAil5ZlqqepHJBSafrsaQVIdK14BSMZpnPKnMi1+Cu3N3tJBAdu5vuL9ioMnGbr5u+ZrLx15OTvavSLWcie/LrYRaPagSbPgCu68fGTk5V7Fly9VR73e5a7FapwCgKbaSsLwU97ZO5CY1mmIryqSDTzYJud203nsfjvelypPe8nLqf3IZ2S+/hKYw5kM/logJ+VDYiiVfeGeVFBsuV0ldhDKmSs2XQUrh99qheLEUW96yCUypUvjh9jdAY2ZxwRnc09DLr9Ot/LWphxDwE5ueJZ3vk/rlfby/6CVu3NVBqlpJilrJ4/Xt2C1wc8O7XFV4Hpsc7rCI78YTEtnicFNi1HFKkpWa0NmUrf4NZ5QuRkiezjp7NSemTudEQz6/7oUNrshY7zStgtUfvxsWcYCNGzeRnS3S3XMzhYW3MvW0uWx4t5GPntuOKMKm92Scck0+Jy5PR6GQEVJtpK7lGsTKIHm519LW/jaOno9J1UO29zzefMnH2AcepbGtkW6NjleVBm6UlUd9zEpZKipFJrX19+JwbCfOOp2Fxm7+5yoiw+7j2sRb2Jq2ji29m5hmmkl8XT56nZICjRmfxYHGlIlMpsTtWYspdQ693QITllqRB7SYrWrismRs7dhKTdVAW75vtnzOzLMW8c1rTfi9QbRGJbMvLsATb0QVCPDmBxX09iYxq+xkOtpeiLK5ofHf2GyLwnHVRdOS2fF1K6NPkOHRXEdvR3+US52MpaMe5cnOn3BSzhI0Yi+Zplx8be9TFp/N+3tUOpybMRcArTYJrTaJ4Eml+BsaGGeajiO0k2DIick4Fq02G50uj76+TRHvVw9KoZepFWgKrGgKrFH2Hwz+lpawiO9G9PvxVVXHhPwYIybke8OUKv0TRTjnOfj2H1Ip3MFFs75+SsrwPPsZaCuHui+lBhVzr4cP/kBexhSuyMglq+4DzhHqEGVy0j94Bnl/3fNSleQ/bfL6aervuTlZ7kG/6V+kxc9FZbCgk8lwDeq4LgCd/gBdvgBZWjXJWWNxnPUMuZX/49fqTLxaNZoPHwF3N79avon1Djfu/tXnOL2GEq2cV+r2bCUBbrccUfTR2baBLa9m0dM6UMQn4A/RVusiuXQnJmMpW7f9lUCgF5NpHO0dHyCXGyjIfIov/uOjpdpFYqaRh70h3sMg9TfzuOhKnI9O/hLBoOSDl8m0GDWL6Grbhd2+AYCOzg/w+to5e9SfcJW30rdWQ4J7Iicqp9DV7KTO42LMGVY05Up0qTnsyHwSj6eexIx/8srKt3E6pblTU20cd1yQ7c0Z3PzF3fwu83fhn2Xi5EyUpmeZeUkuBG0orTr+XHkjhfbpzDHOpKqqivj4eMyBEL6gJepz0qrSEAQFvu42/CE7poRklv56Ij2ON6isGtzlJoSj/kGuKHqCGl8mSToVSQ11tP7ha6ZddR6nZyzktXqp+fQpWYsos5VFnEeu0yEvLEQDmIhMey8ouJENGy4mFJJq8yQkzMNoLI2ydSiCQZ9Uz0UQ0Goy9pnoI2g0yMxmQr29EeMy4w8vpvxYJybk+0MQpCYTPfVSqduyZbD2sYHXfS4wpkn1zC2ZcOKtUlEtdzeyYICJZj3Ep8MrF0mrewC5Ek/WHPw6GxMNPXzT39HnLLOc4+rfgrHn4PMH+Prl/3DT6edwS1VzeBvusvRE1vY4OT9FyhhUy2WorWlSQ+nVf0CzfRWiJYvgkocpEkK8NiqFnT4ZCr9InD1IX1+Q7Oxsamtrwz+CTqcjI74Md89byAUFmaMDoJFhmJdKqwb0QQipBcrLf0Ncwkno4paQZFtCV/dnBAJ9WK1TCcl04Th0l91HnkzBQIMz+FWdgWcLnyHR8xXBkBO5XEtPz8vEWY+L6CfV17cZv6+b1jgTHacmUOMKMjakwLSmjRmTE9FWdeHtKkUh11BYcictaa1s+LIiLOIATU1tON1z+E/jv/n5+J+DCNZ4K2qlEoP+c9rbXxk4YS+cnXMdn3R3otEqWHT8mXRXh9i6SaTspIUo3G8QCEhlf2UyNSnxZ9Jb+zm17U/Q4/4ao24M+TkrQBZdn0dAhrFnO6O8vZjIQ2G24t/VSHD5jVw0uYwzFl4GgCluHNnW6IzMPRH9frxVVSjbPYzLe4ousQ43AiptDqJ8/5uQHk8ztbWP0Nj0AoIgJyPjEjIzLt1rqVxVSgpJN9xA8/XXh8d006aiLira77li7J2KigrOOeec8PfV1dXcfvvtXHPNNYc8Z0zID4TEYsl10rIJCk+WUvDtzZA6AVLGSz1BvU6o/gjWSyF95M2TVujmdEgqlWq5bH4RksciBryobcVM0wR4bnQ61R2NqDq2k1PxIob4HBh9BjavEpfTSVFvF9flJOMKiahlAu909HJVpg2zco9fXUIBLH0UXHfjFxV0N1Rg/vhmEhs/pyhlFs1JF/HWK0EEucCSa2fzmtNBe3sHKpWKM+b/iDcfqQ73IE0rtpC1NIezmhrZ3WJotlnPNbbz8Hq2o4tLYmfFrxBFye3T2/sNOYUJzLk4iw1vqmitdTJbUPOSUkGHv7/1GwBaamofAIRwvLTBmIpcrh+0UlfRLti4rM3NLs9APOTK09NQv92Ip0YK1/Q3ugi8IMN3jo3u1tqoX1lXp5MFuQu4e+3dBMUgyycuZ2byGDrq/xZ1bJZWwxPu0+hx69n6Uj2B/gSQxp1yllz5d/z2LxEJoPGmEHRqqWy/AadHqmvS0/cVG8uvpHT0g/0/pfT0o9PlkJR0ChU1VxAKeVG0mCkpup/U++6l4Wc/J7DuW7TfbMC84hr02aMQRB99fZWEQj602ixUqki3iCiK2N99l6bf/BZ2P6FdeSH3ZG1mvX0rf5nzF+Znzx/y8t1Ne/t7NDY93z9fiLq6xzAYiknp9/kPhenkk1BlpOOtrkYRF4emtBRl4v5rpMfYO0VFRWzYsAGAYDBIWloaZ5xxxmHNGRPyAyFtIsy5Dj65T1ptyzVSuduKt6QaLNvfkKodzr1eEnN9v7/yneshLlsqrlW4EFq3wod3Iky5DDoqkfc2Ys2ZQ0lSIbJgJ7KSU/Ga0pAr9HjtfSyYPw9NoI8xCLwh6tnhFrk+J4Up5uiNK4c/wFq7j1VtAZIUIZbgJ6l2NXh6Ufe9SGb7t5TNfISNX/lIaPqYi8cI9ChL0Sh1fPh2S0Qj6cbtPWimRP6xrul1cqF1DpbO1wm5K8Mivpv2xmfR6rIZc2oRM3SLKP+4mz+l6ulIkB7ds4IC8ubfRL3P5axGq0nH4ZQaLqelXcCmPie7PEFkSA9EQRF6+vz4agbF3CsElOM02PQCJROLWPNOZBB8cpICv1YfbhLx+I7H6QiezMnqNNyuHRHHBuVW1vZ6sbucYREH8HuCfPi8yFyrkl76WDe2i+nO6rCIh4/zdyIGYdyYx9hZfQ8+XydZGVdRXvEbdhegCgR62V75GyZPfpWc/76Cv7ERRXw8qtxc/GIPlZV/oKlZqvJoNI5n9Oh70OtyB85RX0/L7343IOIAj/6LCx74BevtW3lo/UNMSZ6CWTN0Y4ZQKEBL66qo8Y6O1fsUcplGg27iRHQTJ+71mEPB6+1EEARUquhciGOJTZs2sXr1anp7ezGbzcybN4+xY49cpuvq1avJy8sjKytr/wfvg5iQHwg6qxQ3XroUAh7w9MFnf5FW4x/eOXDcrs9hyf1SQS1XfxW/tnJJyFu3SjeC6VfD9teljVSA+AI0069CeOOacG0U/3HX8GFDCtX1UhhdblYG50/LxZg/DZSDQsdCIWhYBxv+zfslV3Bl/cDG5lPyRFadeB+j3vgJALLuKlKLOukuSEKz5WlILUNffh+Okitw2mei1inwugZEVuwLIFdLIrqbPlGFWfQik0U38xVkagRBQUPzg8RZtuPsvZS6z5sHPhqrmmnLyujp+SrifWbLREzmCcQH7CjkOrq6PyegPIV7s/zkUoUg+mmV55MqgqCSI/qCCEYlijMcVPfeiau2Cmv8iZx77tm88MIaZDIZkyYVIfIOxmAJWoUWd38lyv/VfsAZs1bgqbk1fEMxGsewOZBNVEziIN6fqedb+3a6vRVMl5+DIESXq5UhJ/DidtJaSlHNOY6uli72rCLo83fi83Vgyh6LOjs7PN7T9nVYxAH6+jbQ2LiSgvzrEforMAZ7egg592g+IIro+qTfudPvJLDHTTLCPpkCs2kCdvv6iHHTAfrWjxR+fzetbW9SW/tXBEFObs41JCbOH7JY13CzadMmXn/9dfz9vVl7e3t5/fXXAY6YmK9cuZLzzjvvsOeJCfmBolBKLhZXN1T/E/we2PFO9HF1X0rVE3cLeWK/P9HbBzK5FAGzW8QBihchvHtzRPd45RcPcNzxj4WFvHpXPd1Tx2HsqoGkQcV1mtcTeO9WOif+giq/FqM8QF9/+7i+YIhvtLmM2h1xAwQFNcGQgN+YirL+K8SS09mRN4P2vEyCPpHRXhntL9fi6vWhtakJ9gycSikIZMp7KCi6i/pQYri11240KZeRFz+aOOtxBINubCen0bzTid8rCZ7GoCQxYRG9fZ/S17cZgLi4WZhNE1i/4UJCIT+7xXRGpo+abT/F7ZdKp5plKjJHP4LiBBOet92o5oXY3PoLpE6D0NXxDhZLDxf++AJcziYczn/Q07Mdjc5Asi6ZGrsUteIL+fAqc5gw4XkcjgoEgrjdDXzt8+MKyXCkaJArZQQHrconLk2k17CFElk3CCr8VhnZ/Jya9ofCxyQlno6iRUbLQw9Ll8on36B7+NcMdrUAKJVWlMrIaogAvb0bosY6Oz8gJ/uqcHMGRVISCpuNwKBkK0GlotMiBydcMvoS4rXRcw8mNfUsWtv+h88nJRrptNnEx8+jp2cdbnc9KrUNo6HkqK6SO7s+o6JiYPN5W/lvGKd8jISEeUftnIfK6tWrwyK+G7/fz+rVq4+IkPt8PlatWsXdd9992HPFhPxg8bugqwbUJggNsQIy2GDSJdJrghxSy6TsT18fnPcfqF4debxcGd2NCNAEpbE4i4mlUzNJKX9MqnE+6RLIPA6UWjrtTtboz2Xzqq8xGit4YM4J/MmrotIjCVwAIVwr3TfqXJrdyejnJNKuuZLUF87i21Oe4YwqDz5RuumoBIG/nZdLUlszqrhqliqTeb3DSY5WxR/yk5isT0OjSeCBilpm5TxGvPsTCHRD3FJ2yHJwe7VkJ5xJmlpyp5x1vYmuZgcIbkKqNWze9jAF+b9FrU7Djp5mTx/1fhWFpY/R3vgMPl8niYkL8HZ/jN8/UP86FPLR0vQ8msRUrOfMwW9uR6yNDKvs6fkKi2Uybe0DFRkT4mbyu+NO4/269+n2dHNm/hl80bSGe5q+YmJiKSellkDfJsYZzMwxz+J2Rzd3LS9EsbmHkN1PyaxUdEnradw68Idm717D6JLHKNT8mUCoA1RxiMZ8fKsGVrqB5mbUq7eTc/JvqW26D1EMIJNpGVX8RxAEQiF/RLSI0Tg66vdvtUS2SVMmJZH24AM0/noFgaYm5FYrwk2/4K3gB/zuuN9xQsYJ0ddiP76mJkJ9fWiSkpg08T84nJUIggyDvpj29neo3DHQ1jA15Vzy869HqTxyK+RAZyfurVsJtLQii/cSp51Ol+fz8OstrW8ck0Leu0e0zv7GD5a33nqLsrIykpKSDnuumJAfLMZkqXFEQj4gQO0nA9EoSp0Uovj+rdL3x98M5avgHanFG2qTlCWqMUut4gAc7VKXop5dA+eQq+gVrEADZ0zJJP29ywe6EJWvggteJpAzl0+2trBxu7Ta7O3t5evXX+WnS8/hWg+oZQJjrXF0LLwPhyGNNSSz0i6nxdHJ/6WV0nju26y0y/trhUv4RJEPVG4uSLyf9qovuNA0kWvH3kG8IRMD7vBqckliPGdt7CFVvYQT40y4e0K81NqISiYwSq/mrmwVhZoQDksGDYoQomMrqs63CAS6KN9+I+aCh1jx+Y10eqQbyBn5Z3Jm5lJUXa/Q2voGxv4qfoPxeVsBkS3dl5FruSbqdYXChFol1cQQBCVZmZdjtUwmSRXHpORJdLtaufbjFXzTtgGAyu5Kvmhex/3Tr8W540auNe+kL20eSqWbkiXJJFrSEMUgGzY8u8eZQnT0fMifqmvo8/Xx8/E/Z6alGH9mZ8RRzr89gcW3jEmXvYIv0IVMJmNn1Z9xOCpITl5KdtaV6HRSTXCrZQoJCSfS0SHFbOt0OaSnX4Aoivj93SgURmQyBboJE8h+4QUC7W3ILVZIiucvoVPRK4dO9hH9fvo+/JCW3/2eYE8P6uJiUu+6i8QSSfRdrhp2VkXWwW5qXklK6plYzGVDTXnQBO12Wv98D/bXXguP2a66EG9ZW3ivQaNJPyLnOtKYzeYhRdtsPjINop9//vkj4laBmJAfPDI5TLoYNq4EbRyc+aQUlqjSSzHmnz8oHacySBudr1w24Dbx2uHt62HRffC/X4HfhShTwEl3Ibz/e+jcCQYbgYX3UbfTQ3x8PAltn0e3kvviERzxZWwur4gYFkURi8vOKRYLS40KbPIaqnkLsc9PXuIytH2Z/DpdQ2YwSLkmjZYhGr52+v0EAtKmotv+DY66u5EZSylvXUWSbTGpqecw2ZzBi+PzeKK+nWK9ho0dfbyRlU63QuADt5uNHhWekJPlFZV0B4IIpPHTlBuZJ38EBX4e2fLvsIgD/Hfny+TbZlGWcC6m3vdISDiBltbXIuxKTTuXlpZVaHUF+AUNVut0ursHVnWFBTdjsy3CYpmCIMjRajORyQYu7129VWER301tXz3V3ZXkpJyJXKYhRyPH86cn0SxairAgQ+rKI0THWasVeh4+4WEEhPDmomLsWIwL5tP3rhR0KbdasSw6Ba1lNL29G/j6m7PY7WZpbn4BmSCjsPD3yGRKNJoUSkb9GZerimDIh06XS8DfQ0XlrXR1fUp8/BzS03+MQZ+PMjEBZeJA8o9qH40pvDt30njNteENUu/27TTddBOZzzyNwmwmEHBENQcBwuGWRwLvzp0RIg7Q9+gLpDx6MTvZiVxuwGY7+Yid70gyb968CB85gFKpZN68w396cLlcvPfeezz66KP7P/gAiAn5oWDJhFm/lppKKLXSJmjTBnhsjvS6OR2m/RS6qiN834DUz1Mml2q2KDQIcTmSmM+5vj9GT0Dxwa0sWHgfriQv6vbo8rIASqUCk8lEd3dkC64EnY6lPif5YhMVWwelctu/5d7ih+jq/hKN7krW/fMfLD1/Gau7It06S6165B35gOTH1qiTaW17E4+ngV11j+J0VVE6+n5mWY3MsBhoqOlm4We9BBsaSYnXYF2QzrL2Ni5IjUMvd+EOhZho1PGRPchk27nEe75g8x7t2wA63a00Wxczp2AyHncLJaPupbrmQUIhN1mZV2BLXIBbO54XKl7ks29f4arSHzMm5Xz6vL24lRk0aUZhQYXBUDDk56WQDS14KnUSfZ42Egzjcax4Bv/W7SRftQKAroCImHghdK8JHy8ISizWGVg0FtqcbXxU/xG93l5yzDkU3XYrccuWEXK7UWVno0qXVppSC7bI66C55RWysn8WLj2rVJox96+Cvd52Nm+5CpdL2ktpbHyO3p6vmTDhWVSqffvBB+Orr4+MckFKsw+0tqIwm9Fo0tHrC3E6B/qzyuV6dNrDi6AYTMgZHV8v+v2YVKWMyv4TJtPYY7Zk7m4/+NGIWtHpdHR2du7/wAMkJuSHikwu1WXZjSkV4vKgq0pKGnr/VilkcVCnHkCq4RIKSk0rjMlw/E0I794krcYHoWhej2nChdCRC+ufjVyVH/dz9EYTCxcu5Pnnnw8XMbKlpfM/UcXzLpFH0/KRydQRpV+7W1eSlnIeJlMiMxcuoioo8kB+Ck80dyMAFxoVNH3wAfEFs5DLpZWlwVgSEVHR0fE+bncDBkMhotOP8uUqgp1SQlOo00PyS9Xc+KNsftfQwS1ZSZhb6unc+ClKg4mkuNGEvHVMTZ7KmsYBcQRQq5Lo8LpYv/4KHI6tqNWpjCq+G70+H40mmS53F9d/cku4KfT1X9xNtimX4sI7+WdbAKjjn2NymJ8w9GNvjrWIU3MXsqr6rfDYlKSJ5BnGIdsk4vzjbSizMkn697/YFQrRs3YtOosVvyGRwsLb6e1Zj0ymxWKZSt2ux1GoM7nh09tY2yp1HxIQuHfOvSyYuCDq3Iohusmr1SnIBDW1vbW4Ai7SDGmY1ZLtLldNWMR343Bux+WqPSghV8RFb1rK4+KQGyX/t0plZXTJ/ezYeRfd3Z9h0BdTWHQbOl3OAZ9jf6iyspCZTITsA6t8dUkJxvwpWC2WI3aeo8XYsWOPaLjh0SIm5EcKgw3O/ofkOgl6pcJZW/8rrdw/e1D6XmOBmddKBbcW3SP507e90d/ceU8E0CVARhws+5+UaORzwcRlUrMJIC8vj8suu4z6llbqQwKblToe7ZTcJTfXBrnXdi7Oln+EZ1TIDVitU1CpVPSmZvJ/Vc1c11vPRf3NKep3VOL3+xHdSSxd/Ee0Oivrt12JXK4n0XIVQWcWclUQ0WvG29VH0OELi/huRH+IDHcIVzBElujjo7cG2svVVZRz0UVXc5HZTl1fHbX2WuSCnLNHXcKn7kQu0+/C4ZCq+Hm9TWzYeDGTJ72KRpPMrr5dYRHfTa29mhPknYAkgA/XtTLTakArj6woCaBXGblq/FVMTZ7Ct20bKI0vYUrKFDLM+YiLswlMm0VAo+G9NWv49ttvw++7aNlcWioK2bkun4A3hBgSmXbOxfS4asIiDiAicvfau5loG49O5kcu04ajP0zGMZhM48L9UkFGfv5NvFT1Nn/55i/4Qj5Gx4/mjpl3kG/JRzZE42uQMksPBnVREdYLL6T7ueekAbmclNtvR5kyUFXRaCxm7Ji/4fd3oVAYUSotB3WO/aHKzCTj8cdo+/M9eLZsQT97NolX/wLFCBDxkURMyI8kKWPg/JVQ1x8r3bpVijufcQ3IFFL4ortL8pt77ZILZuw5kF4GzRsG5tFYQG2QGkEnjYas46R/eyCXy0lNTWWtXMtV23aRoPQxwaRjh9PDTrcPv21U+NjdKdlqteRf/aTHydkmkQJdHO9s3IDHMyDIJqOR+KS5BHGg1xdjUlzBJ/9U4HH4ASWFk9oZrZGjT9AgKGVRncbdKhlnGyw0fPl5xHggEKC7z8dX7q+YYJvASdknIQgCenUqE+OSUe66jMgOiSIudy0mU+lefcGyQT5si1xGqL4et8OBMiUFRXzk6jXFmMmpxkxOLTgrYlxQKlEmJ9Pa0BAh4gBBexprX42scPXtGxqOW26JsuXy4jNorvkzbW2rUKtTKCr8PXFxs9BoUhhT+gh9fVvxB+wY9PlUu4P8cd1Ac+utnVt5ZMMj/HHmH9Fpc0mynUJr2+vh15OTz0Svz406554Eg14cjnJc7lpUyngsV1+MaeHJBLq6UGVmos6LLjGsUOgjImSONLpx48h49O+E+vqQW63I9tGdKMahERPyI43aCGllMPZc2LRSihlfcw+c9lepHstXfxsoutXbIMWVb3we5t8O9ibJFaOLl/p/+lySkO+HdI2Sh20+ZjS/S0LNOppy5/NxwlTyEqbg5ipEMUBC/Lxw70W/vY6be97H9MX9IFOQPf1K3qoWqKxtQiaTMXPWLBRqLQq05GY9yMfPNuBxDOzeV37dRvYZechrujHMy6Tv7drwa4EpSfSYg1xl0fPmey17mopb6+bxrx+PGFPKlLyw6Dla/R1Rx6v6q/plm7I5Ne9UVlUNZCfOyjiJtS4TEGCcWs4fKzdQf9ddiG43ysxMbA8/TLdGTW9vL0ajkZSUFDT7EBGfL3rjr7stOsS0s96Dz61HLsgJ9icGjUsopYgdtLa+CYDH08DGTVcwedLLmExj0WhS0GgGVsJVLdH7BGvq19Dl7SJFn0J+wQ0kJi6gr28LRtMYLOaJyOXRiVh70tb2FtvKfx3+Psl2CoVjf49OeWQzMw8WucGA3BArtnW0iAn50UAXJwlzwQJo3w4KFXgdUrGtQOSaEzEE7RVS7Za+FinFXyaTVvEBL4GOKjyOXrpDBpQ6E4mJicj3cB2MpZcJH16NvEOqqphd9S4Z4y+kI/NubBlXY+xvXuH1ttLc8iq2Nhemt24Nv9/6wW9ZfNrTZBaPJScjg5T+R+/Ozk62b66lfVek+wTAFQhht+mpW9vK2BMyMSgENCkKHOZWFppEjIZM5s6dy3//+9/we9RqNV55dFdyf8iPM+ijuPhONm26MlyHJTX1vHAool6p55dlv2R22iy2dm6lJL6ERNMYHmsOMMca5N6gnd5bbmHQydiwo5IPBvVFnDlzJrNnz0alGnp1Hx8fj8FgwOEYKAUgKKM3m002NW81v8GKSSt4oeIFGvoauKzkR/TUXrfHkSGczqohmxcn6qLrlZTEl6B1BOhb9xEIMqwFE0jKXzSkrUPhdjdQueO2iLHWttdJTTuXOOu0A54nxsjjsIRcEITxwN8BDRAAfiaK4tp9vumHgqMVXlk+sNE57kKYeAl8+cjAMQo1pIyTGjgbbGAbJa3AAx6o+QQxZzaKx2Zh8DlR5c6nPOMCenpGUVwcGWet6twBHZH1vuUb/8WXeRfwhD+BO/PTGWvS0dKyis6OD8ncGp2AZKh6k5lnPUEgJNLhD2BUiOzcuZPKmnKSC8ZQvyUynlYXr+HdZ6RzNlVLG1nj5qUz48zx4W5CRUVFnH/++WzZsgWz2UxJSQl+vR+D0oDDPyCWSbokUg2pxGvHMmXya7hcu1CqrBj0hSiVA5uX2mAXqY63MAd3YnK3kpmYx99HFxACnG+9TUT30zPP5KM93CSffvopJSUlpKamDvkrM5vNnH/++axevZqGhgZyc3PJLEoicJKGb9+R4vyVGjmpi2U8tOMZBEFgxcQVzEibgVWpYH1zEh5PU8ScCsXQVQlHx41mUc4i3qyRVvAGpYFfjbmK9vMvJtAozaHMyiLjb39Fnbt/lwpAMOgaMnQw4D8yCSwxjl0Od0X+Z+A2URTfEgRhUf/3cw/bqu8D3bUDIl60CPwOkMtg2s+kDkPWHJi9AlLKpJotcrXkJ694E5R6mLgM4YULw9Opqt+jQJ/Mf2q6SElJiUxK2EvrLQGRdb0ulm+t5bVx6TQ0/hOF3EDQkBDV409uyWCXy8Pf6zt4o6OHcUYtl9hSafngA0YdNw5Hp47uZhcymcDEkzPxuaJdDju+bqPspCx0JmlTTqPRUFhYSGF/EwJvMERPIMBDJzzM7V/cRq29lmJrMb+f/ntsOimZx2AowmCILpPq9bayafPleDxSzW+nczv2vk1MGP8canUCclvkCtevVBAKRa+mXS47MLSQA6SmpnLOOefgdrvR6XQolUriFlnIK0ukonknO4LbuLXmUTxB6SnlpR0vcWr+qWgUGgoLfs+mzT9ld40Vs3nSkFmbAPG6eG6aehPnFJ2D0+8ky5SF5h+r6GxsAoUC08/PI1Skp8u7DotbhVa7/6QZtToZk2kidvs34TFBUKHTZe/3vTG+W+6//36eeOIJBEFgzJgxPP300/t0++2PwxVyEdi95DADTfs49oeFMXng67QyqZAWSCvvrJmSbzyhEJSqgTDGghMhf57kJ//84agpdVVvklUyE4/HEynkiUUQlw9dAyGM9lFn8W+vGQhQ7/HR4AOVKgm7/Vuco07Dsv0daeUPoDYSKDmN31Q2sKZbWte+39nHul45d8+ey7urX2ds6QTSpyWTlJJIfkkmVd9ENwZOyDCi1Ax9SVU43Ty8q5X3OvuYZo7jj8c/gV5wY9VYw2F3Ykgk2CPZJLdoIvqEuly1YRHfjdO5A7d7F2p1ApqiIuKWX0rXk08BoGlpicrM02q1+Pxf0NHRTFzcrIiEocGoVKoI94tSrcCWZWKD2MH9H/8p4tgluUvQKKQ/wPj4OUya9BJOZxVKhRmjcTQaTTJ7w6Q2UZZU1v+zh9j1hdSH0/y7y+goqsRgKsQnNuFqepGkpCV7jZEP26k0Mar4DnbuvJvOrjVotVkUFd6OXr/v98X4bmlsbOShhx5i27ZtaLVafvSjH7Fy5UouvvjiQ57zcIX8GuAdQRDuRWrkPH1vBwqCcDlwOUBmZuZhnnYEYBsFs38La/48IJgg9fd0d0v1wz12yZ8+mP7aKJgzoqYM2UqYlK5B56kFnxFU/ZtfplQ4/3nY8l/E2k+oy13Ea5apfNQprZoVApiVShJzr2HDxkvY1PUkJaffjKG3D5XahizjOHbqc1lTEZkp2hsIEsyUbjIbNn/D6NGjGTMlH7lCRkqBhZR8M807JaFUaeRMWZyDUhUd+tflC3DVtl1s7m+g8U6nnW/sLt6aWIBZLa3eg30+HF800bemEUEA49x09FNTEHQy7PaNUS6L/g8LuVyqBik3Gkn42c8wnXQSge5uVJmZ/Eil4s0336SxsZHExHjmzs2lvf0mWlpcTJ70KkZjyRBz7p1JSZO4ctyVPLX5KQJigDPyz+DErBPDr8tkSsymcZhN4/Yxy9AIMhmmU5bg27WL4DgzsoCSmhopS1ilSsBgLN6vkAMYDIWMGfMIXm87CoXhoOLOD4VAwIXTWYHX245Wm45en49sL8lXI5HmlteorroXj7cZjTqF3LwV+yz7e6AEAgHcbjdKpRKXy7VXd9+Bsl8hFwThfWCoZcVNwDzgWlEUXxYE4UfAk8CJQxyLKIqPAY8BTJo06fvfhlttlDYsixZK/nKQ0vhPuBnK35BS/J0dUtKQLbq2COmTELNmIuz6tP+9BmTFizG+dom0QbroXph0qZSYBNLqfu51eAMrWFnXyv27Bqrk3ZiTQq5Wg1w7lYllL9LXtwW/wkAodyyy/uQPhcuDShAiaq8ApFgtzP3pTwmFQlit1vBK1Rin5eTLSulodBLwBYlL0WNJGjqqos7jDYv4bjr8AarcXjK0kpB7Krvp+0AK8xMB+3t1yOO1+LPr+Hb9+Vgt00hMWEB7x7sDH1H6j9FqB5JX5Ho92kHJG2nAj350EvUN7xDw76C17a/hiokuV81BC3mcNo4rx17JktwliKJIqiF1nynyB4vx+OMJ2u14dAKtOwaic3y+DurrnibOOvOAilnJ5Tp0uoPPzhTFIH6/HYXCsM8WcLsJBFzU1T9JTc0D/SMyRpfcR3LyqQd97mOR5pbX2L79pnCVT4+3ie3bbwI4LDFPS0tjxYoVZGZmotVqWbBgAQsWRCeSHQz7FXJRFIcUZgBBEJ4FdgfDvgg8cVjWfN9Q6yW3is8Fi/8iFcb65D5JwAG2vgLtlbBsFej3WDmZ0xHOfhpatxJytCPr2gEf/2mgQNe7N0HOHEgclN4cCqLp3smVKi8zS1JoCinI0KopNWhQygRAgdk8DrM5esWYo1WzIieZu6oHaojPsRoYZdARrxp6w05nVpNpjkxS6fD5+druZF2Pk2K9lmlWPVqZDIUAgT1u3/pB0Teub6NdNa6N7dhNnyKKQbq6PyMp6RRyc64lGHRjsUzEaByHQqGNet9g1BoV3V2P4/NHpkMrDjHxRS6Tk2U6cinsg1EmJxN/ySU0tPwr6jV732YCAfsRrUo4GKermoaGf9HRsRqLZTJZmcsxDFG8LPI9OweJOECI7RW3YDKNO6QbybFGddW9EaWaAUIhN9VV9x6WkHd3d/Paa69RU1ODxWLh7LPP5rnnnuPCCy/c/5v3wuG6VpqAOcBHwAnAjn0e/UNFpZMiVirflrI8B9O2BXpqo4UcJH+6wYas6gP472WRrwW8AxUUQdrw3P4GvHIZ5oCXGTKFVGlx7Dkg3/+vWS4IXJQaz1iDli0ON1laNRNNOuJVB36J+EMhHqtv56G6gaeBaRY9j5Zk8cvMJO7bNSDWp9ssFOoGbgLKNAPeqsjoClWKHq934MbS2vo6IJCSchYJCXsv2zoYjTqZwqLb2LLlF+yud2JLPBmjYdS+3zhMyFQqdLroKBWrZWpU+7cjhd/fS3n5dfT2SlE+LS31dHd/yaSJ/4mIfY96ny+6Vkgw6MDv7wFGvpB7Bl17BzJ+oLz//vvk5OSQ2N8yb+nSpXz++efDKuSXAQ8KgqBA6pd++WHO9/1FJhtoARcxLpfK3+4LS5bkqhlct9ycDpZBfvSuanj1pwNx6qEAvP5LqR560oG5ECxKBXPjTcyN338j36Gocfv4a31bxNiXPU52uLxclpHIZLOeHS4vmVoVE4y6iL6jugk2XN+0EXJKMeQyoxLd2ESSlItobn5p0IwiSUmnANDqbKWyuxJ/yE+eOY8s89DikZgwj8mT/ovLVYNSGYfROOqYbjFmNo8nO+tn1O76OxBCo8kgP/+6A0oIOhTc7l1hEd+N19uEy1W9TyHXaDKQyVQRFRQ1mlQ0msPz9x4raNQpeLzRezMa9d4/kwMhMzOTL7/8EpfLhVarZfXq1UyaNOmw5jwsIRdF8VNgeFPGRhKJRQMZn7uZtUKKONkX8Xlw3kp47SroroHkMXDKQ5GRMc528O1RaS4UkPzzByjkh4s/FIpynwD4QuKgm8TQ71WlGEj86TgCLdLPoEjRo4zXYg5MYdzYJ6irexIEGVmZP8Finki9vZ5rPrqGym6p/opJZeLxBY9TEh/9s8pkKkymMZhMY47Yz3o0USrNZGf/ApttMcGgE602c6+d7o8EgkzNnt2MAGSyfYfD6fW5jCn9K+Xl1+Hzd6LVZjG65C9H1dbvkty8FRE+cgCZTEtu3orDmnfq1KmcddZZlJWVoVAomDBhApdffnhr4Fhm53eJxgwLbofRZ0BPHcTnQ+oEqY3c/sieCcvfBXcP6BOlPqKDMSZHNqwAKeHIdHRWR+UON+t6nXhCISab9Ywz6sjSqpkXb2R158CTQ6JKQYHuwOJjlQlalAmRPm+FQktCwvHExc0AhPAm3NqWtWERB7D77Dy77VnumH4HigNwJR3LeLxtBAN2NJrUcKu3o4lOm016+jIaGp4JjyXEH49eH12XZTCCICMh4XgmT34Nv78HlSoxXMvn+8BuP/jRiFq57bbbuO222/Z/4AEysq/4kYghCYoOsZB+v898SKzZcOZT8PJy8PRIFRVP/6t0szjCbHW4OGN9FfaAVGdEKQi8OD6PaRYDd+SnU6Lv5PX2Hiab9FyRkUiG9vAjO/YMaavurY46ZlvnNtwBN0b5sdfI90AQxRCdXWvYXn4jXl8rRuNYRhXfhdF4dP35crmanOyfYrVMxd63CYO+EItl8gFXQtyzjsz3iZTk046IcB9tYkL+faLgRLhiDfQ1g94GcTkDcelHkPc77GERB/CLIn+vb2OiSUeOTs2NuSn8PNOGXi5DKdszh/Tg8fvtOBwV+P2daLWZ6PUFTE6azLPbItuwLcldglE9MkUcpASnwbVm+vo2sa18BRPGP3fUNjp3o1IlYLMtwGZbgCiK9No3UF3zAD5vB2lp52G1TkOhiBW9OlaJCfn3DWuW9O8o0u6LTs9v8foJiiJKQBAELMojc2n5/Xaqq/9CQ+M/+0dkjCl9mLKk6fyy7Jf8fePf8Yf8nJJ7CotzFx+Rcw4XLnddWMR343Bsx+ttOepCPpi+vi18++354Zj7zq6PKB39EElJI/vz/T4TE/IYB81JCWaeaIwsOfuT9EQ0QzR0OFwczopBIg5SrPLNTJn8GpeWXsr8zOPx+p2k6JMwag+/G/lwolJGi7VCYUSh+G6fMrq7vwyLuFqdQmrqj3C56+juWYfRMCq2Mj8GiQl5jINmkknHU6XZ3FPTgjMY4upMGyfEHx2x8fu6osf83fgDffh83bRU3IDDsY02VRLFo+4mPm4WgnD47pzhQK8vJC3tQhob+zv6IFBUePsBFcw6ovS74xQKIxkZF1NVdV9Y2DMyLiUn+xffySZsjAMnJuQjldat0LxJ6jyUMi4yw/Moo1XIWZRoYYbFQEgE60EkDR30ubSZCIIcURzwyRsMo1DITWzYcnG4t6XX18qmTVcyZcoqDCO0SJRSaSIv91ck2Rbh83Wg1WYNS2Niq2UaMpmapKRTqK97KiziAPX1T5GYMB+rdcp3bleMvTMyly4/dBq/gSdOhFevhFd+Ak+fBC1bv3MzzErFURVxAL2+gNLSR1AqpQB0g6GEklF/wh/ojmpQLIo+3K66o2rP0UapNGO1TiUpaTEmU+mwFKAymUopm/A8ZlMZXl906QSfL7qTU4yD48EHH6S0tJTRo0fzwAMPHPZ8sRX5SCMUgq8eA79rYMzVJdUxT95/W7iRhkymwJY4H6NxNMFAHyp1EiqlBZerDrncQDAY0U7imM7YHEmYzePQ6bIxGEpwOLYNekVAq/0BVC89imzZsoXHH3+ctWvXolKpOPnkk1m8eDEFBYf+JBlbkY80xAB0VUWPd9d+56Z8l2g1qRgMRaj6Y5t1ukyKi25HykiUyMi4NFZ7+wiiVJoZVfxHdDopMUguNzC65L5hcfcMFy+3dDHp862kfLiBSZ9v5eWW6D2bg6W8vJxp06ah0+lQKBTMmTMnoiXioRBbkY805CqYeCk0rIscH3XK8NgzjNhsC9Hp8nC766Sa3YbiWETFEcZkGs3EspV4vE0oFGZ02ug6+d9XXm7pYkVFPe6QVLqgwetnRYVUavnM5EN/8istLeWmm26is7MTrVbLm2++Oby1VmIMEwXzYcGd8Ol9krAffzNk7bWnx/cWqYZKKSZT6XCb8r1GpYr7Qbqs7q5uDov4btwhkburmw9LyEeNGsV1113H/PnzMRgMjBs3DoXi8KQ4JuQjEUMiTL8KSs+UqifuLW3/e4Tb04QYCqLRpOy1RdvBEgi4kMvVCMKRj3+PMfJp9PoPavxgWL58OcuXLwfgxhtvJD398EJMY0I+kjF9P+tbDMbv76W5+WWqax4gFPKRkX4RGRmX7rMX5v5wuxtobV1FS+vrmM1lpKddeNTrmcQYeaSplTQMIdpp6gMocrcf2trasNls1NXV8corr/BFf7/WQyUm5DGOaXp6vmbHzjvD39fVP4lGk0ZGxrJDmi8YdFNVdS+tba8D4HRW0tHxPpMmvvzdJ97EOKa5ITclwkcOoJUJ3JB7+AuoM888k87OTpRKJY888ghW6+GVYIgJeYxjms7Oj6LGmppfJDX17ENqtOB2N9Da9kbEmM/XgcO5IybkMSLY7Qe/u7qZRq+fNLWSG3JTDss/vptPPvnksOcYTEzIYxzT6IaoiW0wjEIQDi1RRhDkCIIiqjjVgTQbjvHD48zkuCMi3EebWBx5jGOa+LjZaDQDK2W53EBG+rJD3vDUajPIzPxJxJjBMDoWfx5jRBNbkcc4ptHrcymb8BwORzmhUACDoWi/nWv2hUymJCP9EkzGUrq6PsdgHEWcdToa9ciunBjjh01MyGMc82i1GWiPYCKKWh2PzXYyNtshdmqKMaIRRRHhKDRcOZKI4hDNb/dBzLUSI0aMHwwajYbOzs6DFsrvElEU6ezsRKM5sF63EFuRx4gR4wdEeno6DQ0NtLe3D7cp+0Sj0RxUklBMyGPEiPGDQalUkpOTM9xmHHFirpUYMWLEGOHEhDxGjBgxRjgxIY8RI0aMEY4wHLu3giC0A7sGDSUAI7F/1Ei0eyTaDDG7v0tGos3ww7A7SxTFxD0Hh0XIo4wQhK9FUTy8yurDwEi0eyTaDDG7v0tGos3ww7Y75lqJESNGjBFOTMhjxIgRY4RzrAj5Y8NtwCEyEu0eiTZDzO7vkpFoM/yA7T4mfOQxYsSIEePQOVZW5DFixIgR4xAZViEXBOFkQRAqBEHYKQjC9cNpy4EiCEKGIAgfCoJQLgjCVkEQfjncNh0MgiDIBUFYLwjCG/s/+thAEASLIAgvCYKwvf9zP264bdofgiBc2399bBEE4XlBEA68AtJ3iCAITwmC0CYIwpZBY3GCILwnCMKO/v8Prw/ZUWAvdt/Tf41sEgThv4IgWIbRxCEZyu5Br60QBEEUBCHhYOcdNiEXpNbljwALgRLgPEEQSobLnoMgAPxaFMVRwDTg5yPE7t38EigfbiMOkgeBt0VRLAbGcYzbLwhCGnA1MEkUxVJADpw7vFbtlWeAPev5Xg+sFkWxAFjd//2xxjNE2/0eUCqK4ligErjhuzbqAHiGaLsRBCEDmA/UHcqkw7kinwLsFEWxWhRFH7ASOG0Y7TkgRFFsFkXx2/6v+5BEJW14rTowBEFIBxYDTwy3LQeKIAgmYDbwJIAoij5RFHuG1agDQwFoBUFQADqgaZjtGRJRFNcAXXsMnwb8o//rfwCnf5c2HQhD2S2K4ruiKAb6v/0SOOaasO7l8wa4H/gtcEiblsMp5GlA/aDvGxghgrgbQRCygQnAV8NsyoHyANLFEhpmOw6GXKAdeLrfJfSEIAj64TZqX4ii2Ajci7S6agZ6RVF8d3itOiiSRFFsBmnhAtiG2Z5D4VLgreE24kAQBOFUoFEUxY2HOsdwCvlQLTpGTAiNIAgG4GXgGlEU7cNtz/4QBGEJ0CaK4jfDbctBogDKgL+JojgBcHJsPuqH6fcpnwbkAKmAXhCEC4fXqh8OgiDchOQC/ddw27I/BEHQATcBvzuceYZTyBuAwf270jlGHz/3RBAEJZKI/0sUxVeG254DZAZwqiAItUhurBMEQXhueE06IBqABlEUdz/1vIQk7McyJwI1oii2i6LoB14Bpg+zTQdDqyAIKQD9/7cNsz0HjCAIy4AlwAXiyIitzkO64W/s/9tMB74VBCH5YCYZTiFfBxQIgpAjCIIKaTNo1TDac0AIUrO/J4FyURT/Mtz2HCiiKN4gimK6KIrZSJ/1B6IoHvOrRFEUW4B6QRCK+ofmAduG0aQDoQ6YJgiCrv96mccxvkG7B6uAZf1fLwNeG0ZbDhhBEE4GrgNOFUXRNdz2HAiiKG4WRdEmimJ2/99mA1DWf90fMMMm5P2bElcB7yBd5P8RRXHrcNlzEMwAfoy0ot3Q/2/RcBv1PecXwL8EQdgEjAfuGl5z9k3/08NLwLfAZqS/s2My61AQhOeBL4AiQRAaBEFYDvwRmC8Iwg6kSIo/DqeNQ7EXu/8PMALv9f9d/n1YjRyCvdh9+POOjKePGDFixIixN2KZnTFixIgxwokJeYwYMWKMcGJCHiNGjBgjnJiQx4gRI8YIJybkMWLEiDHCiQl5jBgxYoxwYkIeI0aMGCOcmJDHiBEjxgjn/wHEOju4O1Gn5wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(x=projected[:,0], y=projected[:,1], hue=[str(l) for l in labels], hue_order=[str(i) for i in range(10)], legend=\"full\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:03:18.480893Z",
     "start_time": "2021-03-31T03:03:18.477312Z"
    }
   },
   "outputs": [],
   "source": [
    "def showEncodeDecode(encode_decode, x):\n",
    "    \"\"\"\n",
    "    encode_decode: the PyTorch Module that does the encoding and decoding steps at once\n",
    "    x: the input to plot as is, and after encoding & decoding it\n",
    "    \"\"\"\n",
    "    #Switch to eval mode\n",
    "    encode_decode = encode_decode.eval()\n",
    "    #We will move things to the CPU so that we don't have to think about what device anything was on\n",
    "    #and because this functino is not performance sensative\n",
    "    encode_decode = encode_decode.cpu()\n",
    "    with torch.no_grad():#Always no_grad if you are not training\n",
    "        x_recon = encode_decode(x.cpu())\n",
    "    #Use matplotlib to create a size-by-side plot with the original on the left\n",
    "    f, axarr = plt.subplots(1,2)\n",
    "    axarr[0].imshow(x.numpy()[0,:])\n",
    "    axarr[1].imshow(x_recon.numpy()[0,0,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:03:19.242989Z",
     "start_time": "2021-03-31T03:03:18.481982Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Showing the input (left) and output (right) for three data points\n",
    "showEncodeDecode(pca_model, test_data_xy[0][0])\n",
    "showEncodeDecode(pca_model, test_data_xy[2][0])\n",
    "showEncodeDecode(pca_model, test_data_xy[10][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:03:19.248097Z",
     "start_time": "2021-03-31T03:03:19.244218Z"
    }
   },
   "outputs": [],
   "source": [
    "#First the encoder is augmented by a Tanh non-linearity\n",
    "pca_nonlinear_encode = nn.Sequential(\n",
    "    nn.Flatten(),\n",
    "    nn.Linear(D,  n),\n",
    "    nn.Tanh(), #The only real change, ading a non-linear operation at the end\n",
    ")\n",
    "#The decoder gets its own Linear layer now, making it look more like a normal network\n",
    "pca_nonlinear_decode = nn.Sequential(\n",
    "    nn.Linear(n, D),#We are no longer tying the weights for simplicity \n",
    "    View(-1, 1, 28, 28)\n",
    ")\n",
    "#Combine then together into the encoder-decoder function $f(\\cdot)$\n",
    "pca_nonlinear = nn.Sequential(\n",
    "    pca_nonlinear_encode,\n",
    "    pca_nonlinear_decode\n",
    ")"
   ]
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>epoch</th>\n",
       "      <th>total time</th>\n",
       "      <th>train loss</th>\n",
       "      <th>test loss</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>5.494894</td>\n",
       "      <td>0.136910</td>\n",
       "      <td>0.069512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>10.929346</td>\n",
       "      <td>0.066531</td>\n",
       "      <td>0.065999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>16.350923</td>\n",
       "      <td>0.065548</td>\n",
       "      <td>0.065414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>21.784780</td>\n",
       "      <td>0.064869</td>\n",
       "      <td>0.064567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>27.194329</td>\n",
       "      <td>0.063856</td>\n",
       "      <td>0.063260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>32.613107</td>\n",
       "      <td>0.062291</td>\n",
       "      <td>0.061276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>38.026129</td>\n",
       "      <td>0.060215</td>\n",
       "      <td>0.059063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>43.440396</td>\n",
       "      <td>0.058485</td>\n",
       "      <td>0.057666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>48.853819</td>\n",
       "      <td>0.057480</td>\n",
       "      <td>0.056911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>54.284843</td>\n",
       "      <td>0.056926</td>\n",
       "      <td>0.056452</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   epoch  total time  train loss  test loss\n",
       "0      0    5.494894    0.136910   0.069512\n",
       "1      1   10.929346    0.066531   0.065999\n",
       "2      2   16.350923    0.065548   0.065414\n",
       "3      3   21.784780    0.064869   0.064567\n",
       "4      4   27.194329    0.063856   0.063260\n",
       "5      5   32.613107    0.062291   0.061276\n",
       "6      6   38.026129    0.060215   0.059063\n",
       "7      7   43.440396    0.058485   0.057666\n",
       "8      8   48.853819    0.057480   0.056911\n",
       "9      9   54.284843    0.056926   0.056452"
      ]
     },
     "execution_count": 19,
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   "source": [
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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "projected, labels = encode_batch(pca_nonlinear_encode, test_data_xy)\n",
    "sns.scatterplot(x=projected[:,0], y=projected[:,1], hue=[str(l) for l in labels], hue_order=[str(i) for i in range(10)], legend=\"full\" )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:04:25.447526Z",
     "start_time": "2021-03-31T03:04:24.690181Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
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      "needs_background": "light"
     },
     "output_type": "display_data"
    },
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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
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     },
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    },
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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "showEncodeDecode(pca_nonlinear, test_data_xy[0][0])\n",
    "showEncodeDecode(pca_nonlinear, test_data_xy[2][0])\n",
    "showEncodeDecode(pca_nonlinear, test_data_xy[10][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:04:25.451706Z",
     "start_time": "2021-03-31T03:04:25.448895Z"
    }
   },
   "outputs": [],
   "source": [
    "def getLayer(in_size, out_size):\n",
    "    \"\"\"\n",
    "    in_size: how many neurons/features are coming into this layer\n",
    "    out_size: how many neurons/outputs this hidden layer should produce\n",
    "    \"\"\"\n",
    "    return nn.Sequential( #Organize the conceptual \"block\" of a hidden layer into a Sequential object\n",
    "        nn.Linear(in_size,  out_size),\n",
    "        nn.BatchNorm1d(out_size),\n",
    "        nn.ReLU())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:04:25.466425Z",
     "start_time": "2021-03-31T03:04:25.452812Z"
    }
   },
   "outputs": [],
   "source": [
    "#Dividing by 2, 3, 4, is one of many patterns that could have been used\n",
    "auto_encoder = nn.Sequential(\n",
    "    nn.Flatten(),\n",
    "    getLayer(D, D//2), #Each of these layers has a smaller output size than the previous\n",
    "    getLayer(D//2, D//3),\n",
    "    getLayer(D//3, D//4),\n",
    "    nn.Linear(D//4,  n), #Jump down to the target dimension\n",
    ")\n",
    "\n",
    "#Decoder will do the same layers/sizes in reverse now to be symmetric \n",
    "auto_decoder = nn.Sequential(\n",
    "    getLayer(n, D//4), #Each layer now increases in size because we are in the decoder. \n",
    "    getLayer(D//4, D//3),\n",
    "    getLayer(D//3, D//2),\n",
    "    nn.Linear(D//2,  D),\n",
    "    View(-1, 1, 28, 28) #Reshape to match the original shape\n",
    ")\n",
    "#Combine into a deep auto encoder\n",
    "auto_encode_decode = nn.Sequential(\n",
    "    auto_encoder,\n",
    "    auto_decoder\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:05:51.600205Z",
     "start_time": "2021-03-31T03:04:25.469802Z"
    },
    "tags": [
     "remove_output"
    ]
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "db02c3f221d748e3a26295497739158e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Epoch'), FloatProgress(value=0.0, max=10.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Training'), FloatProgress(value=0.0, max=469.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Testing'), FloatProgress(value=0.0, max=79.0), HTML(value='')))"
      ]
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     "name": "stdout",
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     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>epoch</th>\n",
       "      <th>total time</th>\n",
       "      <th>train loss</th>\n",
       "      <th>test loss</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>7.730793</td>\n",
       "      <td>0.049676</td>\n",
       "      <td>0.043066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>15.466802</td>\n",
       "      <td>0.043251</td>\n",
       "      <td>0.041109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>23.208247</td>\n",
       "      <td>0.041897</td>\n",
       "      <td>0.040083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>30.924182</td>\n",
       "      <td>0.040945</td>\n",
       "      <td>0.039385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>38.641290</td>\n",
       "      <td>0.040142</td>\n",
       "      <td>0.038731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>46.396322</td>\n",
       "      <td>0.039692</td>\n",
       "      <td>0.038047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>54.174958</td>\n",
       "      <td>0.039168</td>\n",
       "      <td>0.038352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>61.943959</td>\n",
       "      <td>0.038845</td>\n",
       "      <td>0.037356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>69.720815</td>\n",
       "      <td>0.038626</td>\n",
       "      <td>0.037213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>77.453642</td>\n",
       "      <td>0.038262</td>\n",
       "      <td>0.036980</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   epoch  total time  train loss  test loss\n",
       "0      0    7.730793    0.049676   0.043066\n",
       "1      1   15.466802    0.043251   0.041109\n",
       "2      2   23.208247    0.041897   0.040083\n",
       "3      3   30.924182    0.040945   0.039385\n",
       "4      4   38.641290    0.040142   0.038731\n",
       "5      5   46.396322    0.039692   0.038047\n",
       "6      6   54.174958    0.039168   0.038352\n",
       "7      7   61.943959    0.038845   0.037356\n",
       "8      8   69.720815    0.038626   0.037213\n",
       "9      9   77.453642    0.038262   0.036980"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_network(auto_encode_decode, mse_loss, train_loader, test_loader=test_loader, epochs=10, device=device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:05:54.610028Z",
     "start_time": "2021-03-31T03:05:51.601793Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
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     },
     "execution_count": 25,
     "metadata": {},
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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "projected, labels = encode_batch(auto_encoder, test_data_xy)\n",
    "sns.scatterplot(x=projected[:,0], y=projected[:,1], hue=[str(l) for l in labels], hue_order=[str(i) for i in range(10)], legend=\"full\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:05:55.629674Z",
     "start_time": "2021-03-31T03:05:54.611342Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
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xMyA5ODIgNTUwIDYxNSA2MTUgNjE1IDYxNSAyNzggMjc4IDI3OCAyNzggNjEyIDYzNAo2MTIgNjEyIDYxMiA2MTIgNjEyIDgzOCA2MTIgNjM0IDYzNCA2MzQgNjM0IDU5MiA2MzUgNTkyIF0KZW5kb2JqCjE3IDAgb2JqCjw8IC9maXZlIDE4IDAgUiAvb25lIDE5IDAgUiAvdHdvIDIwIDAgUiAvemVybyAyMSAwIFIgPj4KZW5kb2JqCjMgMCBvYmoKPDwgL0YxIDE2IDAgUiA+PgplbmRvYmoKNCAwIG9iago8PCAvQTEgPDwgL0NBIDAgL1R5cGUgL0V4dEdTdGF0ZSAvY2EgMSA+PgovQTIgPDwgL0NBIDEgL1R5cGUgL0V4dEdTdGF0ZSAvY2EgMSA+PiA+PgplbmRvYmoKNSAwIG9iago8PCA+PgplbmRvYmoKNiAwIG9iago8PCA+PgplbmRvYmoKNyAwIG9iago8PCAvSTEgMTIgMCBSIC9JMiAxMyAwIFIgPj4KZW5kb2JqCjEyIDAgb2JqCjw8IC9CaXRzUGVyQ29tcG9uZW50IDggL0NvbG9yU3BhY2UgL0RldmljZVJHQgovRGVjb2RlUGFybXMgPDwgL0NvbG9ycyAzIC9Db2x1bW5zIDE1MyAvUHJlZGljdG9yIDEwID4+Ci9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9IZWlnaHQgMTUzIC9MZW5ndGggMjIgMCBSIC9TdWJ0eXBlIC9JbWFnZQovVHlwZSAvWE9iamVjdCAvV2lkdGggMTUzID4+CnN0cmVhbQp4nO3cTUhUURxA8WdaWoiYUpAmURRCpghmBUbRJwTVqn2rCKLW7QtcRZsigrBNUYsKMii3UVAQ9EFUJG0qtIVIqWEmOU7bO1eYSH2jc+b8dvfNFe5wuPDHcSzbX3YsEcKShT6A5o0tOWzJYUsOW3LYksOWHLbksCWHLTlsyWFLDlty2JLDlhy25LAlhy05bMlhSw5bclQs9AEWhbKOlujJwwc3wmXr1dPRhqbzz9I90//zXnLYksOWHLbkcPZJkiQZ6qyJnkwlmXC54lu2gMeZJe8lhy05bMlhSw5bcjjHJkmS/GjLRE8GpibDZX3P8wIeZ5a8lxy25LAlhy05SnT2yXa1h8unhy9GG3Y/ORMuNyav0z7S3HkvOWzJYUsOW3LYkqNE59jvm5eHyzXlK6INjXeXFvA488N7yWFLDlty2JKjRGeffadyPo+8P14bbah+3B8u4483FyXvJYctOWzJYUsOW3KUxBxb3tIcPelefTtc9oytjTZkRkbTPVMKvJcctuSwJYctOUpi9hk8UJ9/w8uf62Y8m0jpMOnxXnLYksOWHLbksCVHScyxY5v/5N/w5nJ79KQ2KYIvz0a8lxy25LAlhy05mLPP5KHOcNl78FK04dxwR7isu/c22jCdxrFS5r3ksCWHLTlsycGcfQb25ryvtmVV0Ybjn1vD5erxj6mfKX3eSw5bctiSw5YctuRgzrGrtgyFy0w2/pVcRe/KAh6nQLyXHLbksCWHLTkgs0/F+pwvEVxovhMur402Rfvrrhffn2b9k/eSw5YctuSwJYctOSBz7KeTDeFyR2XOqyde7Yn2NyXv0j5S4XkvOWzJYUsOW3JAZp/ppt95Xp0Yif8OD8l7yWFLDlty2JLDlhyQOfbK9pt5Xm3sKy/YSRaQ95LDlhy25LAlR1HOPr+PbIue7Kx6kfugKN/XHHkvOWzJYUsOW3LYkqMo572vR7PRk8qynDdybjjnX75U976M9sc/j+C95LAlhy05bMlRHLNPeU1NuDzb9Sj//lt9u8LlhingN2dn8l5y2JLDlhy25LAlR3HMsdOTk+Hyw6+GaMP+wa3hclP3+3CZSelYi4z3ksOWHLbksCVHccw+2dzZp39rvGFZ8iVclsiwE/FectiSw5YctuSwJYctOWzJYUsOW3LYksOWHLbksCWHLTlsyWFLDlty2JLDlhy25LAlx1/zTmrQCmVuZHN0cmVhbQplbmRvYmoKMjIgMCBvYmoKOTAxCmVuZG9iagoxMyAwIG9iago8PCAvQml0c1BlckNvbXBvbmVudCA4IC9Db2xvclNwYWNlIC9EZXZpY2VSR0IKL0RlY29kZVBhcm1zIDw8IC9Db2xvcnMgMyAvQ29sdW1ucyAxNTMgL1ByZWRpY3RvciAxMCA+PgovRmlsdGVyIC9GbGF0ZURlY29kZSAvSGVpZ2h0IDE1MyAvTGVuZ3RoIDIzIDAgUiAvU3VidHlwZSAvSW1hZ2UKL1R5cGUgL1hPYmplY3QgL1dpZHRoIDE1MyA+PgpzdHJlYW0KeJztnTtvXFUUhe+ZueP3I3YcJ3FMIAVYIVECEkJICAkJJCgp+BGU1NDwHyiQoEPwAygoKRCIggaUQIIIgciYECdO4vg1Y8/j0N691pV3hjSws77uTI7P3HtXrmZp77P3SW+efreo0mwUQEpm2O05ExoJJwD9gbMCA1fFKwDuNcA35uzMf3QG3lfwNbiPxd4mKSf+t0jLOEjLOEjLOJRoE1xbUTbxE/dPANdeMe5X8JqHk7y7hgXZmLheBh4sP7cBfKn3EBh7DXov4yAt4yAt4yAt4yAt41CShyR71njkcBdYPg6wwZpukM91rbBCj+KODbsCG2lYoca905rAgZ1QljjBtcpDovcyDtIyDtIyDtIyDuR92FYMmyxkH5G9YBX8SQttQvbMTgJ71eub4egIXZJnNGCFDjqdbCNwqdXCFdjsDIubObYPSu9lHKRlHKRlHKRlHKRlHErKiBJgU90cLNstwDPGuduFT8Al8oQMUTq4yGPzMP9gabY6vL8yihNmzF1Pr+I1H/lxw4x39mBCTeAQaNov/RdxRIveyzhIyzhIyzhIyzhQnMnNHXL20XVDuOmtjxMgonaA1qYYHzPr0TdkXNMsmEcwwHbvrPEd+69vwYQTs9vV4d9fL8OEqdXJ6rDF3gcCh03OgNprZu8DZoddatY+vKBIyzhIyzhIyzhIyziUaFzZTbmp5iakTCnA5tnUZC1fmp3Gr4C4IPnS1DOGfLBvXGV/BkN020+a4VtnrsCE9X1zDetd9LHN3X0zZnMOLpQnuCE6uGuv6kbvZRykZRykZRykZRxK3HjHATm37BSgYFXqe7viYBNbw/kflvfa+JH1U4NtE4FrHKDv6J80zuXVmasw4cPV16rD0Xv4WBp3TdhvsIsxvIYXw4PIYuK8L3hG3jto7ZLeyzhIyzhIyzhIyzhIyzhQPQmLO2w/Ft5/BjbV3flHE3KnUx2msTGc0LYTWsZDdimG98wTt6rDU80HMOHGhtm6t/zrPkzob9w13zhC5hxCleNs7+1tsk2FUGWPooDqCRMVaRkHaRkHaRmH0q8qBWvDWTSwKpRchD/JHfQRacx6E3Jb6Cwo1ZdmZ6rDhg2Y3V9BY/L+8jfV4Y3eUZjQ/32qOhz5ax0mFBMT5gLG0F5BJDLT/kWs/3V3QHoJTr2XcZCWcZCWcZCWcZCWcaB6Ereik9uzWNNYY9ggy0oT8sGBmU+eME+b4o3BJMbwGrs2hmfN+eZ5tIhvTNyuDj/aPAcT5n6x481tmJBmjNGtyeHb20ydA5wA9n4MzXaCoB3HPq0Wei/jIC3jIC3jIC3jUNKPtvMbnjl+ZlfAX+wC3VPiRnHQAI9X8FpopF2zM6+/OFcdvnDxN5g/1TDu6Yu1izBh/idjdhI5vgx1E7yLzn4CKdiiKNKosXhpnyqI3S2SqqWNirSMg7SMg7SMg7SMw0P0HrY51RrDduj8oqAyUsp+Z7tlrSava8NdjQPqsmxX2FoxlbDvLX0O89d6O9Xh+qXjMGF2/U+zPkTsCjKZe8NXg3hlM8NuE9B7GQdpGQdpGQdpGQfyPjXt7mzajLeL0REUALbuTfQfaOAk6nJp/Vcbc4FpyuyKW3/J/OuzrV2Y/+mDC9Xhwg/kMqCSojWJE/bNNdRkHyEmV3PUh/1SfoxgM73zfPVexkFaxkFaxkFaxqFEs+OeTs+9wFyghUYbM3m4+2tyHCf0bYqUurANZo03efqCidosNNG5fHL15erwqZ83YUKeM0UNqY11E3gXHKvC50YP1u0FPOSRrXov4yAt4yAt4yAt4yAt4/AQNQgAn80AsShOy/WcTr5uoi7ZgBlv1Lt/3pzP9c7SV9Xh9e6OnV6U35sEZ+pQqSx4SD5mw80+wu5D7gII+xG5/wo8KK/YVu9lHKRlHKRlHKRlHKgGwT2ui8sB3F5gFth7XxQUzeLtYbb1SD6CByWsv2Ku4e2p1erw480LdnqxcMmaKS6ssOWS7vGqfM3ZdgdOExSYBDgKOCR6L+MgLeMgLeMgLeMgLeNAuWivH0bdXnqwvtRHxLbuzRSsShA45ICZ/dL9pRn497Mra9XhXjbGGDLPRVGcuW47+XL1rnXONfW/9i74pjAKyDE/98G6NQiw3lCzxX8ZaRkHaRkHaRkHOgeB+4gAbI687WLgCzD6VfhJ0zxu4lu3n8dw1wenvq0O7/RtH94rdDjqhgnyZbqpNGmKGmqcC5QMtGkF9/SHpl2BnY7bvU778KIiLeMgLeMgLeMgLeNQ1jSfA/qes4VNchTuqgmAAdbCZTrjtbd8ujrcOYfVHc+N3qwOP9t8sTqcv4oesr9lduaViwt4SWBcudDVO5Us28eSePchnO3BuWjIkOtc2scHaRkHaRkHaRkHjuER8JPL88Em8E802ASKh2GfXApWdRaNLzh+/B5MuNY1B3J9uWbONZi+TbvooJKC3RncxV4bJ0AvYDcwSTv5sJrDPTOWH6x6qEVFWsZBWsZBWsZBWsaBzqX1To+o6+RrU80ci7LlIpk8YW6bTxonFmHC3oK5qukWesLLneXq8M7NI9Xh3B51dMnGNPKBE/RYKDDpnsaF3ezowba8XDTilProvYyDtIyDtIyDtIxDiQEzt10/hZogPcnZR6hBqDFHloFt7FsURWfB/OzTrrrij/ax6rC55Tk4S6YWfRjk48ilzfummu4pNjHMGVDI+3KjEdBCfUQeH6RlHKRlHKRlHKRlHB7iPC9vwxlQ0/IFTCDHw4zPraloSdYSrq7Pw4Q72+a8rfFbtp6EktvNo2aFmkwywPYebsptd+2eg1aTw/d2Aehc2qhIyzhIyzhIyzhQPzzOX7pFCh6Y26NoVtozIbTGLiY4T35nDuTqXkarkksT9ivtgqmLt5BPmqKD3KPApLUVaQcDk/hYsredkS0keMCaM2Dd87y0Dy8o0jIO0jIO0jIO0jIO1A+PXSt3egbAwrFNtUnUXHobzjq4ba68ZkplW1yXCi4R0uMTNkhYFNleZOL4GSSKOX4Gn7gnq/W9c2kZ92w2K5beyzhIyzhIyzhIyziUuLuLf8PdCfAJB6tsdAoPq2fIFCT3bFxIQHqbCxO0+mXHN2Qf3roEp/eeuM/t8PmFamnjIi3jIC3jIC3jIC3jQPUkXuGE25mkBvgTNmzwpbwrDr7CtZ2QSW5TLe3h6/MlcS0H/Am3u3a7MgO8AqKeMI8N0jIO0jIO0jIO/wCGNA1BCmVuZHN0cmVhbQplbmRvYmoKMjMgMCBvYmoKMjQxMgplbmRvYmoKMiAwIG9iago8PCAvQ291bnQgMSAvS2lkcyBbIDEwIDAgUiBdIC9UeXBlIC9QYWdlcyA+PgplbmRvYmoKMjQgMCBvYmoKPDwgL0NyZWF0aW9uRGF0ZSAoRDoyMDIxMDMzMDIzMDU1NS0wNCcwMCcpCi9DcmVhdG9yIChNYXRwbG90bGliIHYzLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZykKL1Byb2R1Y2VyIChNYXRwbG90bGliIHBkZiBiYWNrZW5kIHYzLjMuMikgPj4KZW5kb2JqCnhyZWYKMCAyNQowMDAwMDAwMDAwIDY1NTM1IGYgCjAwMDAwMDAwMTYgMDAwMDAgbiAKMDAwMDAwNzk2NSAwMDAwMCBuIAowMDAwMDAzOTM3IDAwMDAwIG4gCjAwMDAwMDM5NjkgMDAwMDAgbiAKMDAwMDAwNDA2OCAwMDAwMCBuIAowMDAwMDA0MDg5IDAwMDAwIG4gCjAwMDAwMDQxMTAgMDAwMDAgbiAKMDAwMDAwMDA2NSAwMDAwMCBuIAowMDAwMDAwNDAyIDAwMDAwIG4gCjAwMDAwMDAyMDggMDAwMDAgbiAKMDAwMDAwMTE5NSAwMDAwMCBuIAowMDAwMDA0MTUzIDAwMDAwIG4gCjAwMDAwMDUzMDMgMDAwMDAgbiAKMDAwMDAwMjgxMiAwMDAwMCBuIAowMDAwMDAyNjEyIDAwMDAwIG4gCjAwMDAwMDIyOTEgMDAwMDAgbiAKMDAwMDAwMzg2NSAwMDAwMCBuIAowMDAwMDAxMjE1IDAwMDAwIG4gCjAwMDAwMDE1MzUgMDAwMDAgbiAKMDAwMDAwMTY4NyAwMDAwMCBuIAowMDAwMDAyMDA4IDAwMDAwIG4gCjAwMDAwMDUyODMgMDAwMDAgbiAKMDAwMDAwNzk0NCAwMDAwMCBuIAowMDAwMDA4MDI1IDAwMDAwIG4gCnRyYWlsZXIKPDwgL0luZm8gMjQgMCBSIC9Sb290IDEgMCBSIC9TaXplIDI1ID4+CnN0YXJ0eHJlZgo4MTgyCiUlRU9GCg==\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "showEncodeDecode(auto_encode_decode, test_data_xy[0][0])\n",
    "showEncodeDecode(auto_encode_decode, test_data_xy[2][0])\n",
    "showEncodeDecode(auto_encode_decode, test_data_xy[6][0])\n",
    "showEncodeDecode(auto_encode_decode, test_data_xy[23][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:05:55.744093Z",
     "start_time": "2021-03-31T03:05:55.630965Z"
    }
   },
   "outputs": [],
   "source": [
    "auto_encoder_big = nn.Sequential(\n",
    "    nn.Flatten(),\n",
    "    getLayer(D, D*2),\n",
    "    getLayer(D*2, D*2),\n",
    "    getLayer(D*2, D*2),\n",
    "    nn.Linear(D*2,  D*2),\n",
    ")\n",
    "\n",
    "auto_decoder_big = nn.Sequential(\n",
    "    getLayer(D*2, D*2),\n",
    "    getLayer(D*2, D*2),\n",
    "    getLayer(D*2, D*2),\n",
    "    nn.Linear(D*2,  D),\n",
    "    View(-1, 1, 28, 28)\n",
    ")\n",
    "\n",
    "auto_encode_decode_big = nn.Sequential(\n",
    "    auto_encoder_big,\n",
    "    auto_decoder_big\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:07:31.114873Z",
     "start_time": "2021-03-31T03:05:55.745549Z"
    },
    "tags": [
     "remove_output"
    ]
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6c01e22753dd4360983f9626f8838bf8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Epoch'), FloatProgress(value=0.0, max=10.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Training'), FloatProgress(value=0.0, max=469.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Testing'), FloatProgress(value=0.0, max=79.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Training'), FloatProgress(value=0.0, max=469.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Testing'), FloatProgress(value=0.0, max=79.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Training'), FloatProgress(value=0.0, max=469.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
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     "text": [
      "\n"
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    },
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     "data": {
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       "<div>\n",
       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>epoch</th>\n",
       "      <th>total time</th>\n",
       "      <th>train loss</th>\n",
       "      <th>test loss</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>8.774644</td>\n",
       "      <td>0.023708</td>\n",
       "      <td>0.013153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>17.559084</td>\n",
       "      <td>0.013297</td>\n",
       "      <td>0.011388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>26.388717</td>\n",
       "      <td>0.010333</td>\n",
       "      <td>0.009148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>35.170645</td>\n",
       "      <td>0.009183</td>\n",
       "      <td>0.007777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>43.981399</td>\n",
       "      <td>0.008505</td>\n",
       "      <td>0.015456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>52.685799</td>\n",
       "      <td>0.010508</td>\n",
       "      <td>0.007427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>61.160714</td>\n",
       "      <td>0.008124</td>\n",
       "      <td>0.006966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>69.628340</td>\n",
       "      <td>0.007950</td>\n",
       "      <td>0.006946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>78.103331</td>\n",
       "      <td>0.007147</td>\n",
       "      <td>0.006502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>86.591652</td>\n",
       "      <td>0.006950</td>\n",
       "      <td>0.006266</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   epoch  total time  train loss  test loss\n",
       "0      0    8.774644    0.023708   0.013153\n",
       "1      1   17.559084    0.013297   0.011388\n",
       "2      2   26.388717    0.010333   0.009148\n",
       "3      3   35.170645    0.009183   0.007777\n",
       "4      4   43.981399    0.008505   0.015456\n",
       "5      5   52.685799    0.010508   0.007427\n",
       "6      6   61.160714    0.008124   0.006966\n",
       "7      7   69.628340    0.007950   0.006946\n",
       "8      8   78.103331    0.007147   0.006502\n",
       "9      9   86.591652    0.006950   0.006266"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_network(auto_encode_decode_big, mse_loss, train_loader, test_loader=test_loader, epochs=10, device=device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:07:32.007028Z",
     "start_time": "2021-03-31T03:07:31.116088Z"
    }
   },
   "outputs": [
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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
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     },
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    },
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\n",
      "image/png": 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tzhT7jG2v/fP9Kf7z3rXbxKal/AG9BzedamInP7rXLZtts9cg2cDyBd60+dAgs7PpdL7J71Y15Rwj7//cBoa/7fkTlnv9wUWO3YL9gwCeHstxiGoN2zbFJEka4R0AzgUwS0S6AVwP4FwROQ2AAtgJ4KrKVZGoMti2KXajduCqerkTvqUCdSGqKrZtih1nYhIRRYodOBFRpCbchg4xObD6LW78qbO/aWI7s/604En7/anUVAWh2dBO5oEEdqXPT7I/otnj/AwQ74c59VJggYT2401oaJafCpk+Yo+ROuS3t3S/c759dqOJwWXT3M+vmGLL/kuPvwHJgp86O8L3veqWxSybHaOTAmnNbmZIIFvEyfxJ9/uZP/kpzvcWWhYhIT6BExFFih04EVGk2IETEUWKHTgRUaQ4iFnDjlxgdwMP+Ystn3TjbQ8HFkim8hs53TqVfIAqtOu5N23enZINQBvtj7O2TnLL5lvsFP18YIq/NDrrWAemi6eO2EFzOc4OIHZf6A/aXj31ORO7vvP9btmTuu2ApUxpdct6O9B79wAAZMBb/zywxrd3z0Jlne9Nki37HcQncCKiSLEDJyKKFDtwIqJIsQMnIooUO3AiokgxC6WGffeMH7jxnpzdvmvmTdwRJhbeJgChLIe8l7kQSG7xMkA0kC3iZb14U+YBIH3UTg3PNzf4ZQ/bbRP3nzPXxG4490fu53Nqr3fSk34mTarfZml5GzcAQLbV3odUg//82thvs1s0sKFDzstkCWQJuZlGoV3pE+ITOBFRpNiBExFFih04EVGk2IETEUUqyZ6YCwB8H8DxGF7heI2q3iwiMwDcCWARhvcO/LCqvly5qta37s+91cRWNfnT4B8bsAOWaU6ZL1rZ2/bIgcjQNGlvwDIwiOmtE65Ndlo4AMDblT4VeEZzRkJT3lreAGTQGXQNDOpJvx1I7Vtoy76xcY/7+S/uvsTEZm7z19f2dorPO1PmASDbYu9D01F/+QJvwFKbA11l0u3jAaScdcK9Kf7Dx0124CRP4FkAn1XVkwGcDeBTIrICwLUA1qvqEgDrC38mignbNkVt1A5cVXtUdXPh930AugC0A7gUwG2FYrcB+ECF6khUEWzbFLui3oGLyCIApwPYCGCOqvYAwz8IANoCn1ktIp0i0jkEmyNKVAtKbttZm5tPVGmJO3ARmQzgLgCfUdVDST+nqmtUtUNVOxoQ2IOOaByVpW1nOJGKqi9RBy4iDRhu4Ler6t2F8D4RmVv4+7kAeitTRaLKYdummCXJQhEAtwDoUtUbj/mr+wBcAeDLhV9/XJEaThAfvXy9ieUDO2Ff2fk3JrYQW92y6ZkzbLBtpls217UjXME6VPa2Xcri/AmzDgAg5UxtBwB1pre7Gw7Az35I9/mvOPNN/rR5T2663VBhcKndwX5W2r+GJ55baGLzWv1MjVcXT7OxNr9spt/+LDUdKGLDjaz/5aaduDqbcAAIZwR5Eu5Wn2QtlFUAPgZgq4hsKcSuw3Dj/pGIXAlgF4DLkteOqCawbVPURu3AVfXXCGc7nl/e6hBVD9s2xY4zMYmIIsUOnIgoUlwPPEL5nP13t/caOxUfAN77yV+Z2L0v2PWZAaD9Q6XVa8JL+jjkzOAODTZKzhYO7abu7Xquaf+43hrfwd3Unan7oR3sD51o1+5+38mbTGx22k8pXrn89ya2uWWBWzZ30N6HhkAS6MwnbSwdWDoAziBk8PvxBjcDA9IamDVfCj6BExFFih04EVGk2IETEUWKHTgRUaTYgRMRRYpZKBHqevutJpZ/u59B8MYNnzCxk75gd90G3OQIKsbI7IPAjuOaTp6OIHmb5SCh4zpZKA0vJV8lMbS5QOqw3aQh7dQLAJpm2syQh3YvMbGuGb9xP3/V3EdM7NbUOW7ZRzcvM7HJO92iaNlns24kkIWSO85myKScjTUAIO9s9CADgZ+kYh6Xy7ihAxER1SB24EREkWIHTkQUKXbgRESR4iBmjfjZP7/DxJ75nD/l/bcbl5vY8pv9Xb4X791uYrn+/iJrR4kkXMPZfWwKrBWtWsQ64YPO4FlgsFFetnPOpSkwRb/B6SYCA7GT9tm29coj003sQ4f+zv18psFeQ3q7XWMcANqfsmWb9/ttO+0MxOokf51zyRexTrgzYCmhJQmK2cI+YVviEzgRUaTYgRMRRYodOBFRpNiBExFFatQOXEQWiMjDItIlIttE5NOF+BdE5I8isqXw38WVry5R+bBtU+ySZKFkAXxWVTeLyBQAj4vIg4W/+5qqfqVy1Zs4mn/yOxPb/xO/7El4zMQCS9PTn1fetm2mPyfPZkicwfJnysqg0woC2S35OTOcAwQ2IvCm2AeyW7xp9/MeOWhiQ082u5/POptVNO3v88/Vb6fHa5OfWeI9quacafAAkBpw7mPget3NH0JrUnj3N/RdjlguQQLNI8mmxj0Aegq/7xORLgDto32OqNaxbVPsinoHLiKLAJwOYGMhdI2IPCUia0XEJnsOf2a1iHSKSOcQBkqrLVGFlNy2s8kXjSIql8QduIhMBnAXgM+o6iEA3wawGMBpGH6K+ar3OVVdo6odqtrRAH8fPKLxVJa2nWmpVnWJ/iRRBy4iDRhu4Ler6t0AoKr7VDWnqnkA3wNwZuWqSVQZbNsUs1HfgYuIALgFQJeq3nhMfG7hHSIAfBDA05WpIlFllL1tjxyQKuYFZWCNb2+QLFjWq1JgN3VtdH70QwN1nsDgKDK2bt7gasOL/iunzEE7YCo5f1Qw7wx4amAgNtVvr82bXg/4U+FDx0WqiMFn73vzvl/YHexDKyokyUJZBeBjALaKyJZC7DoAl4vIaRgeat8J4KoExyKqJWzbFLUkWSi/BtxVWB4of3WIqodtm2LHmZhERJFiB05EFCl24EREkeKGDkS1oJhHqVDmQsqZ8p5wd3MAQCgJxZnHranAcb3zeZkwgXOlss70+EDGS8rZVV4D96aY+6tSTGEnsyT08SKm0nNXeiKiOscOnIgoUuzAiYgixQ6ciChSosWsQ1zqyUT2A/hD4Y+zAByo2smrh9c1fhaq6uzxOPExbTuG+zRW9XptMVyX27ar2oG/7sQinaraMS4nryBe18RWz/epXq8t5uviKxQiokixAyciitR4duBrxvHclcTrmtjq+T7V67VFe13j9g6ciIhKw1coRESRYgdORBSpqnfgInKRiGwXkedF5Npqn7+cCjuW94rI08fEZojIgyKyo/Cru6N5LRORBSLysIh0icg2Efl0IR79tVVSvbRttut4rq2qHbiIpAF8E8B7AKzA8NZVK6pZhzJbB+CiEbFrAaxX1SUA1hf+HJssgM+q6skAzgbwqcL3VA/XVhF11rbXge06CtV+Aj8TwPOq+oKqDgL4IYBLq1yHslHVDQBeGhG+FMBthd/fBuAD1axTOahqj6puLvy+D0AXgHbUwbVVUN20bbbreK6t2h14O4Ddx/y5uxCrJ3Ne29G88GvbONenJCKyCMDpADaizq6tzOq9bdfVd18v7braHbi3SjnzGGuUiEwGcBeAz6jqofGuT41j245EPbXranfg3QAWHPPn+QD2VLkOlbZPROYCQOHX3nGuz5iISAOGG/ntqnp3IVwX11Yh9d626+K7r7d2Xe0OfBOAJSLyBhFpBPARAPdVuQ6Vdh+AKwq/vwLAj8exLmMiIgLgFgBdqnrjMX8V/bVVUL237ei/+3ps11WfiSkiFwO4CUAawFpV/VJVK1BGInIHgHMxvBzlPgDXA7gXwI8AnABgF4DLVHXkgFBNE5G3AfgVgK34/90Lr8Pw+8Kor62S6qVts13Hc22cSk9EFCnOxCQiihQ7cCKiSLEDJyKKFDtwIqJIsQMnIooUO3AiokixAyciitT/AT5k/KL+gcDfAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "showEncodeDecode(auto_encode_decode_big, test_data_xy[0][0])\n",
    "showEncodeDecode(auto_encode_decode_big, test_data_xy[6][0])\n",
    "showEncodeDecode(auto_encode_decode_big, test_data_xy[10][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:07:32.010789Z",
     "start_time": "2021-03-31T03:07:32.008407Z"
    }
   },
   "outputs": [],
   "source": [
    "normal = torch.distributions.Normal(0, 0.5)#first argument is the mean $\\mu$, second is the standard deviation $\\sigma$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:07:32.016761Z",
     "start_time": "2021-03-31T03:07:32.011882Z"
    }
   },
   "outputs": [],
   "source": [
    "def addNoise(x, device='cpu'): \n",
    "    \"\"\"\n",
    "    We will use this helper function to add noise to some data. \n",
    "    x: the data we want to add noise to\n",
    "    device: the CPU or GPU that the input is located on. \n",
    "    \"\"\"\n",
    "    return x + normal.sample(sample_shape=torch.Size(x.shape)).to(device) #$\\boldsymbol{x} + s$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:07:32.532414Z",
     "start_time": "2021-03-31T03:07:32.017929Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
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xMyA5ODIgNTUwIDYxNSA2MTUgNjE1IDYxNSAyNzggMjc4IDI3OCAyNzggNjEyIDYzNAo2MTIgNjEyIDYxMiA2MTIgNjEyIDgzOCA2MTIgNjM0IDYzNCA2MzQgNjM0IDU5MiA2MzUgNTkyIF0KZW5kb2JqCjE3IDAgb2JqCjw8IC9maXZlIDE4IDAgUiAvb25lIDE5IDAgUiAvdHdvIDIwIDAgUiAvemVybyAyMSAwIFIgPj4KZW5kb2JqCjMgMCBvYmoKPDwgL0YxIDE2IDAgUiA+PgplbmRvYmoKNCAwIG9iago8PCAvQTEgPDwgL0NBIDAgL1R5cGUgL0V4dEdTdGF0ZSAvY2EgMSA+PgovQTIgPDwgL0NBIDEgL1R5cGUgL0V4dEdTdGF0ZSAvY2EgMSA+PiA+PgplbmRvYmoKNSAwIG9iago8PCA+PgplbmRvYmoKNiAwIG9iago8PCA+PgplbmRvYmoKNyAwIG9iago8PCAvSTEgMTIgMCBSIC9JMiAxMyAwIFIgPj4KZW5kb2JqCjEyIDAgb2JqCjw8IC9CaXRzUGVyQ29tcG9uZW50IDggL0NvbG9yU3BhY2UgL0RldmljZVJHQgovRGVjb2RlUGFybXMgPDwgL0NvbG9ycyAzIC9Db2x1bW5zIDE1MyAvUHJlZGljdG9yIDEwID4+Ci9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9IZWlnaHQgMTUzIC9MZW5ndGggMjIgMCBSIC9TdWJ0eXBlIC9JbWFnZQovVHlwZSAvWE9iamVjdCAvV2lkdGggMTUzID4+CnN0cmVhbQp4nO1daWxc1Rl9b+Z5No/t8TLePY4db1mchSRNoHGTQCAJFKWoLQRoqjaCSiDaVK1ofyBaCanQUgiLKDSkRShtCVBStqZASUKzR4mzOKRxEid2HO/22J59PHv/3nNeBb+5uuff5zlz733vzNM7/u6939Vf7F6jCXh1x50aIu3UvhiWJISxhXEmDDsgTHELOSuEDr9OhPA86MPVYyOCnoOw6hiMIdAIA9A0bXIVNJhLWnhMWRiDq9+gz2O+tBiWnLUSIeWGFgpuHSXC2PlyMWx8d4YI19fBrbdP8m0JtcEYTNeg8JWF0lIeKC3lgdJSHhjP7r1djPP5Ha/F6sGrFFzOI8JMGRiP0n1sNKwJIARa+Ac0UwlOJGtwF3nj8JcVG88R4eoTc8RwqANcg54hunZTy1UxPLlvDhFKz8OY7YEkEQZKYEgGGz4tY4dwIuAmAjm+wdUuIiS8YG0qTnAXOQPUUs+lPFBaygOlpTxQWsoDpaU8MAp7wE4FF7Fhq6yeFsOwl22qlgA3NW9NL31+4oN2MXSN5IiQtYEnzNiZsLTjkhgePNBOBMc8yG85J6CFWAVnv3pfbBPD3LeiRIhOge0cWc9Dan05Iob+RWxTg4sTYmj05xMh58yKYfFldtszreBjQz6+8/QfhHou5YHSUh4oLeWB0lIe6L5XnoY4wzYhlwcv2DuXniHChycWi6FjnNOAtR0DYni1u5q7MKALxyi3kGqJiWGZJ0KEwEmYC0zUgYNzF8eQrkVGwKq4BrnHpAdzeKa5wxw+BfFadi6z3gXnMnAbz7lqaKcK2TJq0RoIzRPJthCMSj2X8kBpKQ+UlvJAaSkPlJbyQG97bJsYZxeHiZEYgzlSPcmOrnW7Xwz925gQO+iFBks4H5YuxaV5ph9Y/W5os/AXA0S4eKRBDJ3juIpu3RjxPb+ErOHAhhIieLtgSMMr2ejqkIDTkkV8UblCaKH0MPvYWDUMcqaJ1+HVvA+DTD/oJ8JYb5kYqudSHigt5YHSUh4oLeWBvvChZ8XY+8djxOh5abkYFvTwYvtIA9iAbGGaCI5r8Nr3nmNCuAacRWA+E4q7oNNQs3kGFP+COwgsZTCVqGlaCWYBN8/iNW7VeTBr+/L11UR42PcfMZxIFxDhcKBZDE8O+IhwX1unGP7twjIiFLhhcV+ZizOR147ViaF6LuWB0lIeKC3lgdJSHigt5YERbAMHGHnqRmI4KiGrlxotJELlEWgha3C6y7FlSAwHXTwXbWD2qvQ0W+UADtLdzz/BwjtGILRDi5eGK4gfT0J67MBUMxEeqd4vhj73NBEe2/U9MSxfMUKE6X1VYmjlPTLa8iWwp+Wt/67mQS6C+e3+M6VESDfAZarnUh4oLeWB0lIeKC3lgZF1QAauzOQ7whEwO3m8BE6r2XpFDENbK4nQfwgWlNUf5Im6uBeMQdH+HiJk724VQ1soS4RyFxi0c4PQY26EV+/ffvNZGECGncmWjx4UQ8cI3xb7MnBD0d181ZoHoqrjnEfM2wKpyoyTE5N1L0Huc2gVTwy7T8HSPPVcygOlpTxQWsoDpaU8UFrKA71h2zNi7L7G6sbLwV9VnOKNE+FqSNoF5zDBCEObmTr2sdko2EinaXeH7+OQGPY9yoN8bdnrYvjAzkfEkLajaJpm7QMHWMTGWVv1k+Ni+PGbnNosuQAu1N/OY86gd85Z2KYmy/BGmQjuK3Bbqg/xvxDTrbA/Vz2X8kBpKQ+UlvJAaSkPdN9rvxVjS5jf4fYJ0DvHySxtpg4W23urA1/cZfwzL/3F6Jj64q8kTsIegVQh24TlK7vFcGnRNTH88+tQ80/TtFgNZAFdg/ybpmp25auGiRDdBdOTk0s4rdg8B2ZtoynegzDWBbOqG27pJMLR7UvFMMwL+bRUMXSqnkt5oLSUB0pLeaC0lAdKS3mgL78XcnjWJFvEhkfBIh49MpcIGRe4KXcVp5qc7xWJYaSO51RpX6rvXwEiDPwKvlLk4irKdQXwlUu7oNxd6uYg8fP2wpCcU+xCRzvgPmxeeZgIB8Zg6d71Ed6Na3OCvc/r5A0n0TrI4TlG+T+EWX+HLcBVO3lH8Il/LBBD9VzKA6WlPFBaygOlpTwwyHeYi1V075gnhtlvcLHg6j2Q9vMvLCKCndKC7K60mbngZS76uK6ucQV8wZ/u3kGEOw7ChGU+Hg8RC2NGTtNK4zCIicVsx/JxHnenawURmnfA/KV1I3dhDcIEZsZUDq/8OHQ6vo6ndXvvhyTf2ASbo8I+cE/quZQHSkt5oLSUB0pLeaC0lAf6/PcfF+P0iWJiGHjcgz3ANjRWBX4s5TZVhsMfjM75Mi3lg70Wbb8JEaH7UQ+0EGdH1/vt7WK48OmHcYQ8pIK+LxlSNg8uKskbiLXUArgvmRGuumzBwoEVndxHsAGuwsL/H2i2MAw7WcBm2/IlZQQVvrJQWsoDpaU8UFrKAz7ToukNfgX33QW5qKyDfcSKRZfFcPLndUSYfhxSdKFO0zo8nI4sWcM1OWYXQWZxMsFnY3Ufg1rAZV10nhf/ZO23TohhbncZEfzLIUVn85uKo/jpBDG2NtFK6DRaz1sz9GK41VYrt2C9BJc5U8llAo0QuidNQRYoLeWB0lIeKC3lgd70JNQCNiKcXEgvgrVYuT7TmZz4eyi8Qp9r4UYInW0B7gKTTRWd7L/WPXtADF/99BYi2AIwiCQuzrdPmTaV1oCPsOSniGBzAGGlj0/b2ncJSpvk0txFXc2kGA51cx03axxu9aKOy0Q4dQKWhzUtHCRCTzeUS1HPpTxQWsoDpaU8UFrKA6WlPOAcXu1e9rHxEtA7UcwEysCZT6SoPAgtTM3lFhauBgsXTPBcYM9FMGznNr5AhLsufVcMnQb40qk4rsvTtBda34RwdC0RrgYhq5d8i12ojqlMu6lE31QrJNhiLVwPr3w/LM0b/zon+aiyiDHNecTGpXCumXou5YHSUh4oLeWB0lIe6Ovrtopx75Z6Yni78Gz59dxE6Sl4yWdNBf/dI/BWD9fyOzzUCMahau44EcqcsFCqq5sHafPDGIpvgOlJj4P3axImY5yYTKShQdseDxH0jZCii5zgGdCEF676oTV7ifDquQ4xzGbZEv7sBvjKc3u+SYQMngGrnkt5oLSUB0pLeaC0lAdKS3mgNzwDc9FPbnyDGL9+434xTM5mT6iPwTbSrJdnkvOuA8GSMZ3N0A/JKnPJvVglfKXwJja6/gtgI10j8BuN+DjB5vADoWktTzV/fhlWE7679iUibD77QzEs+iuXCRleA6Ge4qvOWeGqac+CpmlaDv5in2JCrBlutXou5YHSUh4oLeWB0lIe6O1bt4lxahWXG3N+BHsP3UM8PTncATm5//OKrsVVcZP8A3KO41GlwzyTN90CXURM6/nLmyCj1uSBPQtHT7YhXcu5oIXC85x4vO+BT8Xwg6F2ImyqOyWGf9jN5YaNGNyHtIv3biRqMQMX4NRm9WH4yuCt3IJRpLyPpFBaygOlpTxQWsoDpaU80Bf8GHxscBlXZdNxNZj3Ey78Nt2KdURKOGHm7oWkXMk6Ph9isAvOh3CNsBN23AJzy/4+Lryre8DR2S/CSr54PW8XaWmE7boD+/m8iCSW6FvfcoEIe87PhwFY2WRaJmCZnVEXJYLjMKT9zLVMqHCgJc1dBOZgFtDUgMJXFUpLeaC0lAdKS3mgz/8peB8LZ+i00Gx4KZtf0b5/40K9H3AT+cdhC0Co2XTYqReMhsV87OcYtGBETHVBJsEuRRphDHqK+XoJ7Aj4zvwzRHj7FJylVXaEk3wBTAs2f62fCLHfw76J6/fwVbu7oEBL0mOqPYfzuL4VvJd2/EOYZFXPpTxQWsoDpaU8UFrKA6WlPDCitWCfqheMEiMwWAqxabXYwM3g8Yo/YcuX8EC4aeUxIlyPQ07uyIUmIrTOAws3GPAQIdYP+TBXBSTM4iN8SIYzH3J+B0a4x7KjcBWJjQEibKiF2jcHdy4jgjcUgzjIuc8Nm4+K4WfP30iEiA/udd+ZGiJodepcWkmhtJQHSkt5oLSUB4YFU0sTR6uIUd8Jk38jN/FysQJcv1+9hdfz906DtfnnX1YSYeW9p2FMk+yewrVgHBpLJ4ngroA50R9VQv28pzy8SO7ytUoxzF3hM8hm2sFWZEd5i8FpB+TPsnxXtIwDUnCGlyeG3z67RAyrEqYcng7eh86M1TTNUqj20koKpaU8UFrKA6WlPFBaygN99u9gL63pzFgtfxjcVHA+r2nTsJiJEeStsPUfwcSv/vgEEdaWXxTDBjtvlX1nHGaGT3U2E8ExhnWdi+A67C18QFh0DIrAUEkZTdNsIbioaDu7UEcPzCTHfXxbjEmwtp5L9Llmv2dMDIeucVWZ7994RAx3dS8hQv4hyE2q51IeKC3lgdJSHigt5YHe/ASswyu6wu5nfBW+1XM8gVl+CF7ySTcTgsvBOBg2XpGWmoEW3ln9ChE2vQ1F+9KlbDTKKsHd5N6DOVdzgo0q+YZnMSHrgzFnQpxWbNsOR31oaU6w5V4Mi+GVM3zMWabYtOYR4emEXQwp03mqBs6QqudSHigt5YHSUh4oLeWB0lIe6LOee0aMneOmY8wqcVbWwYbNOQA20eBsl2bFvwRb2cfmD0IKLb4oRgSXC7KAqdPFRMjgabmFffCpbjKM0/OAX/I5e++p22DQWT+vosvl4Rq4BN+3bAH0WtxpmmDHI+s83TzIyRugi/x+TjRGWtRctKRQWsoDpaU8UFrKAyNXBqvxM0EHMTzd4AsqNvGOzm4rrI13DJpe8vPBudhcnIGbmcEjJYb4PK/C42A9IqbF+NEVWKH4KrRAJkLTNNcQ+IhAm2kNHBY4LjWZo1AjtGCfNtU+mYL7EKlhQqYcbksgZyNCzg3uKWtj79Peqs7zkhRKS3mgtJQHSkt5oLSUB3rj07AOz2iMECPXDYu90vls+fJC8IPIzQsTwfc8EHrv4lNi88Lg8WxcWpo38IbaOClXUhMQw0gM3Hh6iHusPA6hfwGbTBpSspivOlUEmUjbFJvMZAXY9boP+bExotDC9S2c2syNwlXkD3ILJRdVDk9SKC3lgdJSHigt5cH/APSYWfwKZW5kc3RyZWFtCmVuZG9iagoyMiAwIG9iagozODI1CmVuZG9iagoxMyAwIG9iago8PCAvQml0c1BlckNvbXBvbmVudCA4IC9Db2xvclNwYWNlIC9EZXZpY2VSR0IKL0RlY29kZVBhcm1zIDw8IC9Db2xvcnMgMyAvQ29sdW1ucyAxNTMgL1ByZWRpY3RvciAxMCA+PgovRmlsdGVyIC9GbGF0ZURlY29kZSAvSGVpZ2h0IDE1MyAvTGVuZ3RoIDIzIDAgUiAvU3VidHlwZSAvSW1hZ2UKL1R5cGUgL1hPYmplY3QgL1dpZHRoIDE1MyA+PgpzdHJlYW0KeJztXUtvJFcZrWd39cPu9mvsGY+ZGTOeaCBBGdgEIgQoILEmC/4NC9ixYskSCSTWKBJILIgAJdlECpkhwKAwGXvix9hOu9vud3dVsa1zvpavO2yYL9/Z3eqvb92q46s+/l7X//43f+oVkPu+Nyf8PL/cIA9cc+IEckJa1bwG7ocSn/vZfDM4l3SVmzIc75URzGdu+D+GcakHxqUeGJd6EOUh0pnN+YP7OeC6g1QNTi3DBvhQuUvaONfg1HcSvCQhAFleSYVIF+QS0MD2pR4Yl3pgXOqBcakHxqUeRN78Co3g9m+RaHRqyJD/wlhVphkbRPCVtBzCsMITRr0Uhhcjx5LikK74KSln8RJIpooZvByewimtZ6wKhaztSz0wLvXAuNQD41IPInfskHxL/7OPb4a0QeGQlVkmkBOu1GapQouipwgmvOhglHqXwp+iMEnFY5OB3BQB+hHFU5MHLg9c+0qII35Mx/cNLw6MSz0wLvXAuNQD41IPIhrPcMixRhRzOGPLFBmOeIpJFZYh/WHBFO4xXK+QwfHX4+JwsDUpDpP9GM299ffhFtXH52Tgj2CGbHmBDNLFsncp+teT4rDzZeHDQ0dk7Ygdk7VDWEM4ZO2NTkDbl4pgXOqBcakHxqUesPZxQygdiibKOFyGobssZBVQ6oyLw7Aroon4I9/dadDng234yo++9kFx+PbGDtnvbddgnC+TQT5F/ZVKSUghVTbIA3gPW9uHZHCz3i4O3/v7XTLY+DNItvozFkcBvnnbl3pgXOqBcakHxqUeGJd6wDr2c9Sx+nRBGATj6SVDzxNh2zK73IIeyNS4JyLJA9DG7zzfLg7be00yv3H3pDj8yd23yGAjuigOf37wQzJ45+G94nDhYxbnySm8h9bT62Tw7N5KcVg+4qeO+/CinIl6ti/1wLjUA+NSD4xLPYg4G8xVUOBujyFcdEEXXHR+ysplugweNRngDD45gDus1cigudktDsdTWEP9CS/pwF8rDn9R/gEZ7J0tFYfxn9hruHkIT1F/0uE1H4C8WhVpdr1Xt/ALEzJIDvrFYZY4gs22L/XAuNQD41IPjEs9MC71gOtJ3J3hZF0ETiGFbtAfgkEs9BiWrISoez3P8xPIaTt+wHl4P77zbnH4q49eKw63PuTgduMprOHo0S0yWN0F/1n5D++SQVBDLb3DM2Rb18B+IGTqMcjUSTMhg6wyX6aA7Us9MC71wLjUA+NSD9y/rim6jmZ0hstAuVBLD8/zsjr8qlOZqifk1XhJqICNG8Xh+X3WEdvl4+Jw2oIZghFrn/p/QHfUdsWaE4gmZt95QAbB2QDu2OCSBNKAoWh3F4zBCyjLe4MB6K98Romx+fCUwrjUA+NSD4xLPTAu9UDEomX7YWyHkpUE/ejVSxM2GK5CIDc5ZRddWoavdG+W2IAuxKxjf996pTis7YLkC3ts7/fArehVWYWOboCL7myHBX99H75SfzYgg3BAWXSs3tle6FgZfL4cti/1wLjUA+NSD4xLPRD98ESiO3f1cPbDEwY5+p5I6cxY05CnmCZYB9Flb9Zf/wEVAVuPUXdMRAeOOkRAWQqJNU/qvMgcH0I6JrMqegFjfmp3yz3uRCjfLJrzx4YXFsalHhiXemBc6oFxqQfsw5M61s9ABM6IJKO+CkcirlsCF9y0JgpOsO/yuMZ+xNEShrvLvIbmB3CL6h5Ud+QVLlOlQy9K530yyFC91w75tSzsUXKhCBSLqhjCpAGrivostokLX5Qgk5C1fakHxqUeGJd6YFzqwRV6AbvgY+AtT3iGcgvCh+MGK5HuJiyj/RILjWQbe/V2OFGvegxqiLL3h2siSQ7dY6OVa2RwsQVaZuFTFibxYbs4HN9okkGIXUDSKr/qKZ4yNqnyvko+gxlC2X/FzqXVCuNSD4xLPTAu9cBdf+k2oM/FQaPBEH60I5H9lUUgNNZfPiaDN2/+rTj85aNvk8FoEfw+Pp5BMK3wonvXYQ2DdbHmMTz28j9F1zbshjIj7kv3FKlb0zJYTKu8yLgPiwzG8ngI6wWsFMalHhiXemBc6oFxqQeiF/AMPYaxQ1GkQH8PstFI2IboYElk4zcwR23vlJvPtTagImBt6YIMDl8F4ZrHcIvKChcIvLwBJ0xsJHye19vP4BiM0cNFMqhgN5SwJworqiCth6tcWDFcodoN+twrnWMlxcBRg2z7Ug+MSz0wLvXAuNSDK8Qv6YIwYLEjnXxoEHR69HmlD30+mn9ZJ4PfnrwOdxD+sGgEd52sgsV4xBHTox5omZMB1xjcWW4Vh09uN8lg6T1s8iEqCCYNEDv9Nd42JHZ84SX0XeUhpn3UwrjUA+NSD4xLPTAu9eAKnSp8R0UnJb1lslnwUrU4CkvCcYgZZou73PajfE634DtQZet4AYRr0uYvjAOQyuM6i+/974LYntziHLiLB3A+F5VReJ43XIKbSu2dnMBXZAVx8hm8h2DCU5A/1falHhiXemBc6oFxqQdC+8jwJEE6+TL6XIijEqiAQBRo0jJkiHTUwB951kasfSotjF+e8BeCMWawiUYjnZdAr1W/xBHTsx0IssYX/NSVFlyRa4jP4YrMX/RR7Fgv4C8QjEs9MC71wLjUA+NSD4SOlQe/c6MR/jwYgX9LHlzld7FLx5gN0g04nX6wKspOsT43FFI54kQ7B6ie18/5jlkTFnlr+YwMPqmCjl35iJ181V3I7ZONRryM/wFgA3KXprzxqFWJ7Us9MC71wLjUA+NSD+aOX85wNVFP2xafTp8PIc0u3+Q0u9NvQFZc5y4vIcAst1KbZUKKjUJSlEKjBuf/D67hQ4kOHfdvPy0Ot2qsfY6ew+GltX+dkEGewE3lUaXUe06e50UtjLkps4DtSz0wLvXAuNQD41IPjEs9EClxIs0uRyees2Fevsi1GdnmanG4/z2uSw1eB5W4vcCB339/DElvXsbLDlJYVR+OsfXSdS505adM+aH6E1Chf3z/FTLY+RAckzJ+PlmGaHaasA8vHIoKEkLg2GmshB3TGV4cGJd6YFzqgXGpB1fw4ZFOED/yFJlLqzUyaN8DFdB444gM3vrqb4rD3/Vuk8Gv89eKw7PrFTKYZliui6G+QY97AXtdePC4w8Lk+acgnzYfsU6JOuAnzJr81BmmzUUD9hOS006Kyjyery+z7Us9MC71wLjUA+NSD4xLPRA9YVz1JNyuWFyR/fCo2CMQWXRLIQjdr5T3yeB+43lx+DRaJoPHBxDfjh7DhAscHeeKlPohy9RwCAH25EQcXBvBU8n3FqJwlR1dMpxBnktLX3G267F9qQfGpR4Yl3pgXOqB/8a3fgZjGb90nvDl+pxqaTvb7FE7v+OYYfEJDKunImUNhUMwhSGdnOV53qQGV8pt4aLDk0WDMRtQVw96Rk8kLPqiXJfCkzLNjt68kxrbl3pgXOqBcakHxqUeGJd6cAUfHqknYUAKTTqrwj54zFYeclbcykO8Q58NvAkGciMWjVkdqjVSjAPH51wDU8UaGHLIeR7XFGdlflFpQCKTJ2Dh6kqqcyc4mg/viwPjUg+MSz0wLvVA5OHJ33B0HeWijwhH8uRPdOzK5MMLaY2PoBD2YgZWIqhchHvMxyCrdLBJn9zlkE4+Gce93MDtPZXSx8600ArjUg+MSz0wLvXAuNQDdz2JOxZN+kvoMYY8YwyHsjuKTP67HJzBJpUzaW/hwwtHjn4sNGcmvYCUnih9n6krzY5vKS7YmRZaYVzqgXGpB8alHvwX6bGFiAplbmRzdHJlYW0KZW5kb2JqCjIzIDAgb2JqCjI4MTUKZW5kb2JqCjIgMCBvYmoKPDwgL0NvdW50IDEgL0tpZHMgWyAxMCAwIFIgXSAvVHlwZSAvUGFnZXMgPj4KZW5kb2JqCjI0IDAgb2JqCjw8IC9DcmVhdGlvbkRhdGUgKEQ6MjAyMTAzMzAyMzA3MzItMDQnMDAnKQovQ3JlYXRvciAoTWF0cGxvdGxpYiB2My4zLjIsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcpCi9Qcm9kdWNlciAoTWF0cGxvdGxpYiBwZGYgYmFja2VuZCB2My4zLjIpID4+CmVuZG9iagp4cmVmCjAgMjUKMDAwMDAwMDAwMCA2NTUzNSBmIAowMDAwMDAwMDE2IDAwMDAwIG4gCjAwMDAwMTEyOTMgMDAwMDAgbiAKMDAwMDAwMzkzNyAwMDAwMCBuIAowMDAwMDAzOTY5IDAwMDAwIG4gCjAwMDAwMDQwNjggMDAwMDAgbiAKMDAwMDAwNDA4OSAwMDAwMCBuIAowMDAwMDA0MTEwIDAwMDAwIG4gCjAwMDAwMDAwNjUgMDAwMDAgbiAKMDAwMDAwMDQwMiAwMDAwMCBuIAowMDAwMDAwMjA4IDAwMDAwIG4gCjAwMDAwMDExOTUgMDAwMDAgbiAKMDAwMDAwNDE1MyAwMDAwMCBuIAowMDAwMDA4MjI4IDAwMDAwIG4gCjAwMDAwMDI4MTIgMDAwMDAgbiAKMDAwMDAwMjYxMiAwMDAwMCBuIAowMDAwMDAyMjkxIDAwMDAwIG4gCjAwMDAwMDM4NjUgMDAwMDAgbiAKMDAwMDAwMTIxNSAwMDAwMCBuIAowMDAwMDAxNTM1IDAwMDAwIG4gCjAwMDAwMDE2ODcgMDAwMDAgbiAKMDAwMDAwMjAwOCAwMDAwMCBuIAowMDAwMDA4MjA3IDAwMDAwIG4gCjAwMDAwMTEyNzIgMDAwMDAgbiAKMDAwMDAxMTM1MyAwMDAwMCBuIAp0cmFpbGVyCjw8IC9JbmZvIDI0IDAgUiAvUm9vdCAxIDAgUiAvU2l6ZSAyNSA+PgpzdGFydHhyZWYKMTE1MTAKJSVFT0YK\n",
      "image/png": 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JmJhtZ2TbovRMuxPTe7/Ne7/Ze785meIZdUJEkQLbTsi2RemZ6Fv1dufcMu99m3NuGQCbP8vwgBvjC8h8spOq7r39PCPL/Rl3yCz/tT2Nzot4d+pydsaBLObhc62T408rq6lu4oB11Pzr+2+nuu/cYWt/V1VavcE+7rxZOGQn3HExd5hVHbTf0T+otPWZAWDt7dZ5E7+RzyHeY9OjqbMLwOKn7NyOv504qwA0f9im3bd38HTj+a8WOoviPDt7vEzMtgFjRyxdHQB8nFyrgA0Wc5z/P66VMWdliMQwHziTsvN1/fyaPPrSOiNr3Eecgmnu6PPVts44dWyCn2+a354gcQPBMgO5SpKin+TryMZgTmoAAHNqh0ooFGkPE30Cvw/AR/M/fxTALyc4jhCzDdm2iAxn3MCdc/cAeBLAeudci3Pu4wD+CcB1zrmXAVyX/12ISCHbFlHnjK9QvPckOhgAcO0Uz0WIkiLbFlFHmZhCCBFRtIELIUREKWlDh2xdFv1/UZgennnURh0AQIJkZdc/zMMces5mERjcjdt7tpUFowVIMf2N3yRNHgDs/VKtkb3z/v9GdZvf+z0ju+jZzxhZ/BiPAMkS8fxXqCpypKJA5X4+7sH/aqMFcm18bUbnW9mSJu7V7znLhgvM28WbB5T1kUYDXfVUd3BMH45caduTWMaYS8iuXM5GYAQbL5AohfhIoMFBmb0/MlU8WiSWJutcxSOZRhaQphLlfL61f7RzqDxsS0L4Cl7qIksaHJT12iYPAJAj0TxVAXudd9hGsvhkoJlCorhmCgCQrrHnkRjkETbMHpy95V6bRVHH1xO4EEJEFG3gQggRUbSBCyFERNEGLoQQEaWkbp9cOobe1kLv5Dk7uIPi1Zusk6tvHX+xf8Wm/UZ24ou8yPfJv7Xp8b1NvCt95Ut2Dv3f5qWht9Tss3MY4fUx1v7g00ZW386cQvz7NfHuDiPz93JHX9eltu5yWSe/7BU77XwrOrizamCpdfS0Xk1V4RbYNY/H+bij++wchpdyT0+it9AJxZy7M0mxncVfD0dqS3uS2g4A5V32Wo8SJxsA9DdYG+hez++v1JpeKySlFACg8ri9rrkKe6zhRYGO8CTdfGQhryfW10ic4y3cgZhs6zay0eW1VDc+aO0tW8nvmUyFvUfTlfy+TZ0gpSpGA17MIk1HT+BCCBFRtIELIURE0QYuhBARRRu4EEJElJI6MV3WoexkoeOh9SpSCBtAfEW/kcVe5U7BZx7fYGTzLySKAPr2EEfdRdwxmdlpG/cmbllIdTfcYpswb3uC10QqGyT1sS+3DqRynvSJ3iN2XrG38JrJqZR1kly5qZnqbt+33h4rw7/jGxtOGNngXp5VGz9iHV6brrKOZwDY1bbWyNatbaW6L+9tKBTM9OPI2EsYckQxX+E4/J0uyx3AsWF7rROBZsm5hHUALjmflz5/74rnjOy7e66iuiPzbSamW2avf6aCn/DAMjvfoSWB8yUN0ev2cicmsiT7NZSBzaYW6GmcKbfKmUp+bslBe26xUa4bC2TmGr2itIQQQsw6tIELIURE0QYuhBARRRu4EEJEFG3gQggRUc4YheKcuwPAuwAc996fn5f9PYBPAngtp/sr3vsHzjSWj3uMLij0Bi/exb2wQx02WoTVJQaAhM3URtclPEV16Q77ndWVqaW6F91g0+N7rrVdswHgezuuMbLd77+V6t60731GVpGwadBdQzxC51vrf2Rlx95KdV/psSn2z32Xh+jUE6d8eS/3hp9Yv8zIcut4W/j6XTYy4ZkFpDA7AFTbaIHmJl4WYe3mIwW/d6VG+ZgBptK26fjBKAdSX5t1LAfoI5aP8+eueLctS1GW49evhnRZP9xZQ3W7ltp7cdGCPqrbtslGnPiknUPFQnLTAjh/aZuRLU2RVH4ADx+xEUsju0mhegAVSbvVxQe4vWQrrb0O1/NeBMML7TpmeZUBlPXayJ/4UKAOfMB2xlLME/idAK4n8m967zfl/0zIwIWYYe6EbFtEmDNu4N77HQACEclCRBfZtog6k3kH/jnn3G7n3B3OOZtZksc5t9U51+Sca8r2D0zicEKUjHHbdjot2xalZ6Ib+G0AzgawCUAbgFtCit77bd77zd77zfFqnkkpxCxiQradTMq2RemZUCq99779tZ+dc7cD+FUxn0u1pXHu144WyJpvXkV1Fz1vnZAnLuXjLtxlnQMLnucNS5Ok4WjlMb4Mu3ZaJ8myc3m68YXnHzSyC37111S3rJPM9xJb47s2xR09f/PqTUZ2YpBvICMZ0iQ2dNVvtOnxnTt5nfGRRXYdP3PZv1PdbeU27TpGGkYDwH+/5PdG9s1fv4vq7j+0tHBOo7z29XiYqG3TsUL1wJk4oEsdlqG0e6Ib6+H/M6gYtA7n2h28FMI9HW+2UwhkeidG7OTS9VZ5dIRfq2MD1gnZMVRNdc+qs2+/mlfXUt0FT9r9xGe5ozBdYx2Wg4v4sy5zWLpANr8jhws3vp7GpsbOudNDEG4CYAuBCBFBZNsiShQTRngPgC0A6p1zLQC+CmCLc24TTpXlOQjgU9M3RSGmB9m2iDpn3MC99x8i4u9Pw1yEKCmybRF1lIkphBARRRu4EEJElJI2dBheUoZ9n19ZIPvajXdT3a/GPmxksWoeldG9wX4P5RbxNNmBw7YbdizgNa7bYz3qwy9xT/1+0qV9yZt4xEpnv43sGNxuO28fX8ld/alOe77nvJU3adiz36ah//wrt1Ldjzz3MSNb+CJfnNa3WNl3H7qO6vq49aiHCtmziJPyLq47yHtrzH5YxInnUQeso3sukEqPBbb0QjwQcuRIN/T5h2w5BwAo72Vz4FPwZGqj82zESaqbDzAas/fXaDW//ke32Aib9CpeQqPvYlv6IZbmaz68wM4tFHWT6rBjJIb5uKkTdn1jaT5wsLTC2M8XpSWEEGLWoQ1cCCEiijZwIYSIKNrAhRAiopTUiRkfBaqPFL6c/597eJp0VYt1BCx5mk+39Sr7wr9iDy/KO7jCOg3KT3CHQY6UAK5u5U690Ro7t+MHuJdt8bmdRnbOm6zsiWc20M8PrbTOkEM/W0N1/+oTDxnZZ/ex8Gdg67rHjexfLrqB6la2sG7c3HkzsoKkMXfza7n8MXt9Wq7j4yZSY8ZlucozSZGOKADBVHrWDd0FzjNXZp1vsZHQM5pd/5DjbKTGymPc30mdmBVdpB54Bx8gNmp1Y2l+z/Wst07bypW8TvnJtbbWebKPr2NFl5WH5pvstXKXDdT4Jg5LX86ducEyDGPQE7gQQkQUbeBCCBFRtIELIURE0QYuhBARRRu4EEJElJJGoQA2JXWo36a2A8Dw1cNGlvgd12UF1AfO4p7r6mbr9a17eyvVbXnept+mq/iSpa6xDRn6X62juh1d84ys9wmbSu9Xcc/3ujW2c/eRgyuJJnD77iuN7Pp1L1Hdb+y0ne3dat5pPtNhQ3QSjbx5QM1j9nxDqcn9dslR9xyPFujeOCbSKDPLnkdCRflJgEFoPWIjNoInNsTtwvXbrvQY5brZpTZCaqie23YmZSccD0TCJHi1i6IZrbFp987zeeVq7bmtqjtJdV+ttFEoC1/kafeVh3qNzCcDtQNyNEyI67JyCVlusz6hKBQhhJjTaAMXQoiIog1cCCEiijZwIYSIKMX0xGwE8AMAS3EqsXeb9/5bzrk6AD8GsBqnege+33vPPQh5PGwd4ZqdPOW992zrHOjcxMdd+aB1Zhz5S+6giKVt+u3hfbzGN3PKja7izpv+ZuuwTPTz78fygxX282vsfN0gd5wcaF1kZH/+509Q3Z/s2mxkT3/nEqqbIJn7ay8/RHUHf9RgZIc/wDuNs5LUo7V8HT055ZVXtFDdzP2Ftc5j3N8aZCpte5wHtqJQ+nXGyl1XD9X1w3YBfAO37c5Lbff3nnOoKmKke3tZN3eyZUmcQZY4NkdI53cAGFpM1obfyti4+qCRNVbxy3SsfZWRVf3JBh4AgE/ZuaVr+T7liGMyNsIDKBwpCeDj4yi3QCjmCTwD4Ive+40ArgDwWefcuQC+DGC7934tgO3534WIErJtEWnOuIF779u898/mf+4DsBdAA4AbAdyVV7sLwHumaY5CTAuybRF1xvUO3Dm3GsDFAJ4GsMR73wacuhEA2EDmU5/Z6pxrcs41ZYd4nLAQM81kbTudlm2L0lP0Bu6cqwZwL4AveO9tpHsA7/027/1m7/3meEXVROYoxLQyFbadTMq2RekpagN3ziVxysDv9t7/LC9ud84ty//7MgC8g68QsxjZtogyxUShOADfB7DXe/+N0/7pPgAfBfBP+b9/eaaxcmXAwIpCr+3yC49R3e4W0gwh4LA9co2NfljwOx4RMVJrZR+88kmqe3jIRpY8/hJ31a8/z0ZKtHSTgwEYPGRTyyuX2P+CD7VV089XVI0a2SNtfF71T9h1GLmxm+q+Y8UBI9vxg8uo7qJekrbdw0sdvOMjNkLm4VvfSHX7V9qL/OofbcQLAKCxMEKDNeB4PabStun4gU7znhhysQX8AcDP53aRa6g3sqNvsdEmABB7s43WWDOPN0PYf4DUN8jxrSOWtecxuNzqZZdYGwZ4tjnImAAwmLYX/MGmC6ju2uetvYYaWKTrbKRaNsUjwuLDPOKEEiv+jXXIdsZSTC2UNwP4CIA9zrnn8rKv4JRx/8Q593EAhwG8r+jZCTE7kG2LSHPGDdx7/xiCz764dmqnI0TpkG2LqKNMTCGEiCjawIUQIqKUtB6480BszDv/jieIgwTAqiabHt/2Jj7dec1WtvxmIgTQfNI6Jn/1b7ZmNgBc+aFnjSxxgjtH+1ZYB96ahSeobvUSW39869JHjOzrtbwj/P6DS43MH7D1jgFg+AKbip07Zp2oAPBsqtHIAr4q6tRJLLI13AHgJ89damTLRgIOPuLMy1byNPPY/DE2kgwU1Z5tMAdVwKHG6lBnK3nIYvc663yruZYHCdx/3v81sl8OrKa6/+avMLKTy2w5CADI5OwzYYzUvB4a4A5v9FuDS/ZwB2J7i/WONuzhTsVEj83nz9XydcyRTvGJoUBpDpI2H3JI++Tk0ubp8ad8RCGEECVBG7gQQkQUbeBCCBFRtIELIURE0QYuhBARpeRd6ceSqQh0HD/bRnuMLuIdtk8stN7dnqfWUN1Vv7FF793fHuG6KRtF8o83/ZDq/vS4bZywq2kt1U212+/NT9bYbgrl6wJ1lUbt5zOVfB0rW63uwAU8jbnrcRvdMrSRr/nQYpvGXPsgz2Uv/0C7kR3dYtO+AeC/vPFRI7tnr41iAYCqRwtTytsDDTRmilCqNtUNNTInch8PdDIn4lige/yCuI1YObf8KNXdWGOv38GEjeYCgH2ttoFEYp891jzekwIxYm7VbTyyJD5so45SHTwSyifs4oSuT5xEnLgcX8ccGdeRBhihMYIlFIo0ndll8UIIIYpGG7gQQkQUbeBCCBFRtIELIUREKa0T0wOxkcK38zUH+Av/41cTR1vA07P4CZv6OlrNdZs/ZmWJ49wh893Df2ZkP91yG9X94+PrjCy3kDsAK8+xzsmKX9j657mDvJZzOVmyvtVUFUObbAqx7+XlAFbd322FpCs6APhv29rRB5I2FR8Asq1kfcv4uPd972qrypfBdrCf+kzlSRFyfDHHVcjxxZxvoQ72Nc3WQd/zY+uYBoD1Oz9N5Yz5pCpFZSd3LDaQ84hl7L2cqeDPjukqK2fOSgBIDNo55JJ83BiszbMyBQBfX9ZRHgDi5HxDnebpdR9HzXiGnsCFECKiaAMXQoiIog1cCCEiijZwIYSIKGfcwJ1zjc65h51ze51zLzrnPp+X/71z7qhz7rn8H168WohZimxbRJ1iolAyAL7ovX/WOTcPwC7n3EP5f/um9/7/FHswHwPS8wo9vAMNAa8xKeyeS3FvdF+j9dgmeEYtanamjKxnPfcwV7dYL/UHyrdS3cr13UaWfnYB1e05biNO5hOnc9wGFQAATp5nPdd1e7jXumullTmSig8Af9pqu53HRrhurtnqLniZz6FvjY0AqN1LVXHiEnstqg7xaIGe8wujfLKBsgyvw5TZNiOYSs+mGdBl0Q+h6Jb4oI16Wribl01YuJtMYZDrIk2aGST4NclV2/srSxokJHv5vVxJop5YJM6pg9l1yJXzLS1L1jdQZYBHnIyjo3wwPX48ukUOUUxT4zYAbfmf+5xzewE0FDtBIWYrsm0Rdcb1Dtw5txrAxQCezos+55zb7Zy7wzlHHzedc1udc03OuabswMDkZivENDFZ206nZdui9BS9gTvnqgHcC+AL3vteALcBOBvAJpx6irmFfc57v817v9l7vzlexXvQCTGTTIVtJ5OybVF6itrAnXNJnDLwu733PwMA73279z7rvc8BuB3A5dM3TSGmB9m2iDJnfAfunHMAvg9gr/f+G6fJl+XfIQLATQBeOOPRkh6+vtBRku2xTg8AqN1r3+Iv+WAL1d0bt68tUy2B7vHnW89gWSVPeR8eJk9VR3k37vlP2S7b/YG3qQNX2PR2vGLHPXFJwNFz1DqFujcEUnLb7bwWBhyevWvsuOUnuW6qy65vfwPXzS62a97tee1wX20dZrky7jC7YH1hHfeeVMAJF2BKbZsRcpKR9GnPLzWvYx1yfCXH0e2eiLNV/J7hnw+MS52FxNkYSDd3pNZ5KI09ZBfFEhvl44bqrRerG0yPZ2sW8mEGHNVjKSYK5c0APgJgj3PuubzsKwA+5JzbhFNmehDAp4o6ohCzB9m2iDTFRKE8Bv498cDUT0eI0iHbFlFHmZhCCBFRtIELIURE0QYuhBARpbQNHUYd4m1joiLOt40BAGAgblO19z9L8sIBpHqJp/48Pu7aW61u8008hjfZb1+PlgW6afc1Wo947waSggygbt6g/fzbSBH5o7abNwDUNFvdzgu5O7ui3Z5vz3ru4U7XsBRi7unvO9dG7jTez58HEk9b2eGbSSQOgNgxG5UUD5RF6P1fhQ0kssd4ZMtsYzyp1jSSJRDlQAlEM7AZxEYCURmTbJRBu7GHomNY1E0glT5O5htspkCOxzrKA6CLE5ova8Qx6ev7Oscbi57AhRAiomgDF0KIiKINXAghIoo2cCGEiCjOj8chMtmDOdcB4FD+13oAnSU7eOnQec0cq7z3i2biwKfZdhTWaaLM1XOLwnlR2y7pBl5wYOeavPebZ+Tg04jO6z82c3md5uq5Rfm89ApFCCEiijZwIYSIKDO5gW+bwWNPJzqv/9jM5XWaq+cW2fOasXfgQgghJodeoQghRETRBi6EEBGl5Bu4c+5659w+59wB59yXS338qSTfsfy4c+6F02R1zrmHnHMv5/+mHc1nM865Rufcw865vc65F51zn8/LI39u08lcsW3ZdXTOraQbuHMuDuBfALwDwLk41brq3FLOYYq5E8D1Y2RfBrDde78WwPb871EjA+CL3vuNAK4A8Nn8dZoL5zYtzDHbvhOy60hQ6ifwywEc8N43e+9HAfwIwI0lnsOU4b3fAaBrjPhGAHflf74LwHtKOaepwHvf5r1/Nv9zH4C9ABowB85tGpkzti27js65lXoDbwBweivxlrxsLrHktY7m+b8Xz/B8JoVzbjWAiwE8jTl2blPMXLftOXXt54pdl3oDZ1XKFcc4S3HOVQO4F8AXvPe9Mz2fWY5sOyLMJbsu9QbeAuD0NiorALSWeA7TTbtzbhkA5P8+PsPzmRDOuSROGfnd3vuf5cVz4tymiblu23Pi2s81uy71Bv4MgLXOubOcc2UAPgjgvhLPYbq5D8BH8z9/FMAvZ3AuE8I55wB8H8Be7/03TvunyJ/bNDLXbTvy134u2nXJMzGdczcAuBVAHMAd3vt/LOkEphDn3D0AtuBUOcp2AF8F8AsAPwGwEsBhAO/z3o91CM1qnHNXAngUwB4ArzXg/ApOvS+M9LlNJ3PFtmXX0Tk3pdILIUREUSamEEJEFG3gQggRUbSBCyFERNEGLoQQEUUbuBBCRBRt4EIIEVG0gQshRET5f4yJ6FgUussAAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "showEncodeDecode(auto_encode_decode_big, addNoise(test_data_xy[6][0]))\n",
    "showEncodeDecode(auto_encode_decode_big, addNoise(test_data_xy[23][0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:07:33.038055Z",
     "start_time": "2021-03-31T03:07:32.533844Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": 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m7Vz0yLf4fmXOclHw1IDPX3DXTb+gbXf+37c72/B9PuQaADLj/nxTQ/y6H7vXj6OGpB4AAJSXMrlSZra2GTGBiwmTsdLrLFTbIgmyiRA60c6v9eBGL9Rdt/o0bcsEwGNv+JB5AFj9gr8XG47737xT49whASmS634pn5v6NT7397p6nr/++LDPx5Dt4w4UmVE/5zbK9wgqKIfIczERLGO5w8sVR2f6BP44gE8U//0JAD+Y4XGEWGhobYvEcNkN3My+BeBnAK4xs5Nm9vsA/hzA7WZ2AMDtxZ+FSBRa2yLpXPYVSgjhY5H/et8c90WIqqK1LZKOIjGFECKhaAMXQoiEUt2q9OkCmttKQ13HG3i4eOMhFlLNj9u419uGt/BiCOtvPeNsHQX+PXbn8ted7a/6b6dtJ37L+wFPHvHqPQA0XuVV+bEmPw/nV3EPgkyTV/D/842P07bf7t7hbIVNXH1f0+AjxnedX03bnr3RH6PxaV55odYXJcetH9pN2774qC9s0fEGD7s/cfsVLUPvme45ECI5C9h6o54poAUdMME9OApLfeGE4RV8jjKrfVX5ZXW80vxzRzc4W+te3t8lx/wxbMR7cIQl3JNmvNOHzV+4lntkvL/LV4VYUXuBtu0e8PdidjBS6X2CxNhPRvJEEK+ZqGcJO0ZsjcQKfEw/fVmthBBCLDi0gQshRELRBi6EEAlFG7gQQiSUqoqYNphG+qnWEltdPRdDxpZ5gSEzxNsa0RyaX42Eau9f52z5bbwq/YNDtzjbtmuO0ravvuKFnj++61Ha9s9e+YCzhbwfW20LF2I3dZ51trM5L2DFOHy+g9qPPLHeGyMRvQ1Ep8lFUt3c+3s/cbYf/5d307Zjv+3F4N4szzNS11P6cywf+RUjJkQVWCLqiCA7RQTLWj7RhVp/jPEOfs+savdpDzKRBNmTo15Mb4iIriPriGINbxvp5OMdWeVtG2/0+cgB4I5WL4Tvm+Ah/qMX/BpqHoiImONkcddFUn7k/JzRvN8AkPb2EMlJXi56AhdCiISiDVwIIRKKNnAhhEgo2sCFECKhVFXEDCkgP020zPZxIWFomxfwfve6nbTtP//xzc523OuEAID6U37IW5Z307a/2LfO2V7b30rb/uEHf+hs3+/ZRtsubfOiaTbt1YzzT6+kn9/f4UWsa27vIS2B2rQXZNIpHv2VHvLXIkQEmYGbSX7kQR45+t1Dfh4KGyPPDt1eLBrfzHMxt7xQGs3HxOzqEXxUXbRgLZlTKmwCyJBI5UhR45Dxc5pv4PdXZ71fg9c2+ChlAPjFcq8sdl/PhfChDb4PhVqyrhp5NGlnpxdX71m+i7bdlDnnbD8f3kjb1pz3a7Nmgt8H+Xrf1iZ4xLixvOaRSMxQYMWSI5GYrqhxRHDlnxZCCLHQ0QYuhBAJRRu4EEIkFG3gQgiRULSBCyFEQrmsF4qZPQjggwB6QwhvK9r+FMAnAfwypvuLIYQnL3esQg0wurxUTW08yVXYVK9XfR959h207Vv/41Fnq3+ahIUDqPGR2th1tIu2Rdorv/Xd3Cvjq9+4y9kmW7lyzKyFrLe2RkJ983W+DzURz5K7l+1ytj/a/Tu0bdcZ7wnR/VEezp9903vCNB6P9Pd1H+Y/sJn398O3veBs3/8H72UEACOrSs9X4I4CUeZybcMMVlN6O4V8xMOAeafkuReKMY+TiGeQ5fz8Z8/ztkcG253tltbDtO37Vux3tsPNS2nb4Zz3IhrLea+OvlGeHmFlo/dCWZ7xNgAYKPhzPdu9ibZtPObnITPM5zyV89ctZLmHFaZYTokK3KFi6RZcd/l1LOcJ/CEAdxD7X4QQthb/XH6BC7HweAha2yLBXHYDDyE8B6CvCn0RoqpobYukM5t34J82s91m9qCZ8VpaAMzsfjPbaWY7CyO+lJgQC5CK1/ZkgbybE2KemekG/lUAGwBsBXAGwJdiDUMID4QQtocQtqeWRPKNCrFwmNHark3xd7pCzCczCqUPIfwqbtvMvgbAx5ET6pZMYtOOYyW2/ek1tG19t/9uyUZEvRMHvWA59a5R0hLI/tQXTW1/juf6He30wkE+khZ4tMuLGQ0n+PSObvTht017vAI3zqOVkb7xgrM9uncrbVv3Vp8ke9laX7wYAPresszZpvypAAC5Di/UpCZ5iHeOhHOHSJT5Myc3+8938rDr9LTwaBahXikzXdsIv0a0nM704sdAXMwiRXNjIllqwq/B5uO8be8vrnK2r47cSts21nshe2IqsrZH/Q2Sz/kxmPF7eUPbeWdrTfF7ec+ED/Hv3evXMACs2+vHkD0zSNtSYTLDx2tj/riFcZ76wbJEZY+lWyiTGT2Bm9mlWdM/BMCXbxcigWhtiyRRjhvhtwDcBmCpmZ0E8CcAbjOzrbjoEXcUwKfmr4tCzA9a2yLpXHYDDyF8jJi/Pg99EaKqaG2LpKNITCGESCjawIUQIqFUtaDD+EQGew+WKscN5/l3CAtDH97IFfXmfeUPo+YOnwT+whvc3WPD9mPOdvJCK21bu8eHi9ef5Up7y2Hf3zO/5b1FWnfz8N17N7zsbP/j2ffStv/r+Xd5YxMv3x7WEvU95tlBXD7ydaQdgPt++zln++7fvYe2bfmRn8ep6yJhzNNYcFXpI5XbGdPD8P//f5BjpPk9kz7vizQ0usIAF6kZ9d5YY2820baFtLdnIs4T7cRhiHkHDXhnIwDA9TeccraVNX5cAPBHB+5xto7dfM7r9vrjhjHuu2/M3Xkics8MDfvPR64P9TSKFH9AqjzvFD2BCyFEQtEGLoQQCUUbuBBCJBRt4EIIkVCqKmLalCF7pvSUqUjq3PpekvN6hHc3Pe6Fmo4nuKI2eLUXbzb8iOcbHt/qxbPU8y20Ldp9H87fxAWKTL8fR+a8t1314eP080+d2eJs1s7zdtfv8Tk6QkQgyfb7MQzeyoWe0Ovnl+VaB4Bv7LzF2WwD7++pLWTOjvHrXqiZlg+8PK1z/pguWlYiULGK5eCVzC1EbtuCF9rS/VzUaxjw4elLXuXXBCwEPCKOsjD/qdXeSeDsLTwnxfubXnO2A1PcyaDn1U5nu3o/D7tngmVgIfMAjMx5iF3LWrLoYikVpojCG0uhUFOeAK4ncCGESCjawIUQIqFoAxdCiISiDVwIIRKKNnAhhEgoVfVCQQAsX6quTkQqt7MQ7qmlXAlu7fJJ4HN/6xVqgHtKHPgcL2deOOk9OK696yht++YeX9neslyNbr/+rLP19nrvlh9fy2sJbHvpPmdr3Mkrwgxe6+esrptf9qlGUrn7Te+1AwBp4rAwwkLxATTu9fMb8xjpeMN7aJy4k7sqtbxROo40r/tQPaYVarAMHyQr/BBilcwL3h65Y/j5JvikWJ4cdzTiRjTqr0nMK8OIV8Zk2wpnu+lth+jnd5Dq7793xHsxAUDrPm/LdHOPssK4X7BWz++ZMEXC5sst1gEAsbQIoYJjlImewIUQIqFoAxdCiISiDVwIIRKKNnAhhEgo5dTE7ALwDQDLARQAPBBC+CszawfwCIB1uFg78CMhBF7uvEioDRhfWSoQtC7nuX4HTnpRbyURKwFg9PHlzlZo430YXu/Fm8xRHnYfNo4425GfrKNtV+/yos7Uv7lA2/a/6AXWsNqLTX/Zz881tJ8MbgcXoDIn/NhydVwGm1jqRZa1f8/FteMf9/aOZ/k8TpLsA1M3+DzKABDe9MJSx8v8OWNo7bRQ+gol+blc24xolXqSJ9xY3m9wwdJquegOIr5F+0BEyECEzUrbptpbna13mxcmv7KaC/TDBT8PP9uzkbbduJ+Exw/wSvPWSHJ8R7CsD/OPCrxEsKTV5wEEIijHcodHr9s0ynkCzwH4fAjhWgA3A/gDM9sC4AsAngkhbALwTPFnIZKE1rZINJfdwEMIZ0IIrxT/PQRgL4BVAO4G8HCx2cMA7pmnPgoxL2hti6RT0TtwM1sHYBuAFwB0hhDOABdvBABXRT5zv5ntNLOd+SH/SkKIhcBs1/ZkIfIrthDzSNkbuJk1AngUwGdDCPxFEyGE8EAIYXsIYXu6qfz3UEJUi7lY27UpHhQixHxS1gZuZhlcXODfDCE8VjT3mNmK4v+vANA7P10UYv7Q2hZJphwvFAPwdQB7QwhfvuS/HgfwCQB/Xvz7B5c7VnrM0PJ6qSJ9AbwS9qp/9LbWt/JfU1kK9+wA97RI7fVhwSOreFs76H9jaOjmbU/d5r8L2x6jv3mjpp3067BXrh9eejP9fOEqHxZck4oUBCDODbl2Hgbd8aJfDkc/wr0Nak55j5O2ffz6HPxX/rjZ/fy3sfSk79vIKl6AYqqpdMyhvELev2Iu1zbMexSESNED6nES8UKhle1ZqDd4eHsY5q8tad8KvL+BFCJI1XGPo/ENfs3X3OQdeDZnuKfGAwPrnK11N09JUHv0tLPFvGNo2HzEW4Rdi6iXEEtVECv+QELpA7tBaVt+bcpxvHongI8DeM3MdhVtX8TFxf0dM/t9AMcB3FvGsYRYSGhti0Rz2Q08hPA8aGopAMD75rY7QlQPrW2RdBSJKYQQCUUbuBBCJJSq5gMPKSA3TbuqO80Fiv7N3jbw5NW07cgOL+plj/Cq11ffdtTZ9p3iucNDvxc5lj7Oq14Pr2n0fbjAhcXh2/0x7t7kq3E/9jTPg1y7zoehZ2u5cDJxte9D4RQXEEevIm8TSGgzAOQ6vJDWt4W70mXOeVvjcdoUx+7y56s/xdtetan0wGfrIuJRNQjlhz8HJkjFckWTquWFEZ6GwFge6lTkGY2JfbE+pLw6bGtW0aZ9W/x9d+fal51tKnCx8ZET252t6WRMFCTzSMLgAfDq8ZGq9PRUEyQBfqQPITaPaaKyx9IXuLb8PtQTuBBCJBRt4EIIkVC0gQshRELRBi6EEAlFG7gQQiSUqnqhFLIBI5tKQ0+zTVzdnTjhPSXqeyLJz3NeoR1fx497rM8XQyiM8mloPuRV40P3em8TAGg87vvQeIx7rJy+4MOQ/+4nPmz+3/3LH9HP39X4urPd88r9tG1Tg5+H3Hoeij3cScLj/4l7lox3+PGO3s6Lc4QpP48T53m1+7rT/lp03cZdVo7+vKvk53zkOlYNFvbOIJ4H1IME3LOFFRwAgDBGUhkwzwcARuyx4yLj+5ZbxlNgjKz2XhkZ8+P90ehS+vkTR5Y529XD3FMj1Pv+2kTkmZSFwhci6SdYqoJJfs+Ufc2B6LWYDXoCF0KIhKINXAghEoo2cCGESCjawIUQIqFUVfWxKUP2ZGl4ev1ZnpN3cIMXGNKRqlWW8W2bXolUmk974WPlSS5mdN/s7Q/c/TXa9lPf+6SzDW7mQl39MSJmkK/S14ZW08//7y/f6Wy5VVxM6dvsJ60wzNMXtLxBlkMkp/Vkm5+b/DkueL712hPOtu/kOtq24Ywfx+mn1tC2U9eNl/wcanlfrxiR/NosPJ7l8gbAha+I4Gl1RIQk54oSq5C+yuf4Hu7i91eu3o95/7D//M/O8bQYDcf82DKD/Ma3HBE3ayJCIRMxY6IiOy4RcqOQ1AMA+HqI9SG2dqafqswuCSGEWGBoAxdCiISiDVwIIRKKNnAhhEgol93AzazLzJ41s71mtsfMPlO0/6mZnTKzXcU/H5j/7goxd2hti6RTjrSaA/D5EMIrZtYE4GUze7r4f38RQvjv5Z4sZAuYWl+qKE81R8KCO3y157GVXKmvr/Gq8WQbV8mzfd7W+3buwVFo9uGzn/ubT/G21487W+YkH1vLu3qcbWjM9/fnp9bSz6dbfX/X/oiHsZ8a9SHPI1fz0OTRW3wF8+zLvPhDx6vedm4rfx7IFbw9n+Uqe/NR793SfS9Pi5DNlI7DrGIvlDlb2wC850BFif15U1YNPcSixUnl9RAJF6fh/BnunYQxfy9m+/m92LLPe5X9YtxXZ8kM83tu+cv+XDU9F3i/WAGNWPX4cbKGop4/FbyYiHmc0E6Q/kaue7lh9+UUNT4D4Ezx30NmthcAL8chRILQ2hZJp6J34Ga2DsA2AC8UTZ82s91m9qCZ+SxRFz9zv5ntNLOd+UH/hCfEQmC2a3uyEAlSEGIeKXsDN7NGAI8C+GwIYRDAVwFsALAVF59ivsQ+F0J4IISwPYSwPd3Mfx0X4koyF2u7NsWDmISYT8rawM0sg4sL/JshhMcAIITQE0LIh4sVPL8GYMf8dVOI+UFrWySZy74Dt4sqytcB7A0hfPkS+4riO0QA+BAAn6R6+rHGU8juL31SaTnIRZZzW70A2Lm1n7btfWG5sy1/kefvPXuDF2pqByIVn6d828l/wcXC9GGfJ7zzJa5QnGjvcLZsh/8VPJ/jQkbn7d3Otm8Tz69ce57kZ77Av7dXPOkFqFgY86nPkPk9yXOlH3i1y9majvM+nP4df770cf50W9tTet1spDKv2Llc2/wEkf5UEFIdIqkMyu9CpA8xOzvGkH/1WX+I37d13V6MDy8y0ZaPKz3gz0UFSIDn6I4Jx4xISgJ63SpI+x2lkrQGZYbSl+OF8k4AHwfwmpntKtq+COBjZrYVQABwFAB3zxBi4aK1LRJNOV4oz4N//zw5990RonpobYuko0hMIYRIKNrAhRAioWgDF0KIhFLVgg6pJXlkt5fGso8OtdO2+RU+NP3sz1bQtkvefs7Zzo1wr4y6PqLuRgTfvq3ei6T2APe0yLd69fv0rfz70XL+hBN93tMiPcw/P/SiLxTRdecZ0hLoafOh9FNnuVfHqXf75dDGijwAyL/pvQ1SkdWUIs44hXdfoG1bn2pxtpFIbOTQ+tIDF3htkOoxvUJ5mZ4EAGhoO4CKPBcCiAdGBX2wWEEHFrLeP8CPQTxWjI0t4l1DrZHweOpxEpuvSqrHl3suoLJK82weVNBBCCF+M9EGLoQQCUUbuBBCJBRt4EIIkVBstqG6FZ3M7CyAY8UflwLw6mPy0biuHGtDCMuuxIkvWdtJmKeZsljHloRx0bVd1Q285MRmO0MI26/IyecRjes3m8U8T4t1bEkel16hCCFEQtEGLoQQCeVKbuAPXMFzzyca1282i3meFuvYEjuuK/YOXAghxOzQKxQhhEgo2sCFECKhVH0DN7M7zGyfmR00sy9U+/xzSbFiea+ZvX6Jrd3MnjazA8W/aUXzhYyZdZnZs2a218z2mNlnivbEj20+WSxrW+s6OWOr6gZuZmkAXwFwJ4AtuFi6aks1+zDHPATgjmm2LwB4JoSwCcAzxZ+TRg7A50MI1wK4GcAfFK/TYhjbvLDI1vZD0LpOBNV+At8B4GAI4XAIYRLAtwHcXeU+zBkhhOcA9E0z3w3g4eK/HwZwTzX7NBeEEM6EEF4p/nsIwF4Aq7AIxjaPLJq1rXWdnLFVewNfBeDEJT+fLNoWE52/rGhe/PuqK9yfWWFm6wBsA/ACFtnY5pjFvrYX1bVfLOu62hs4y6ouP8YFipk1AngUwGdDCINXuj8LHK3thLCY1nW1N/CTALou+Xk1gNNV7sN802NmKwCg+HfvFe7PjDCzDC4u8m+GEB4rmhfF2OaJxb62F8W1X2zrutob+EsANpnZ1WZWC+A+AI9XuQ/zzeMAPlH89ycA/OAK9mVGmJkB+DqAvSGEL1/yX4kf2zyy2Nd24q/9YlzXVY/ENLMPAPhLAGkAD4YQ/qyqHZhDzOxbAG7DxXSUPQD+BMD3AXwHwBoAxwHcG0KYLggtaMzsXQD+CcBrwK8KLX4RF98XJnps88liWdta18kZm0LphRAioSgSUwghEoo2cCGESCjawIUQIqFoAxdCiISiDVwIIRKKNnAhhEgo2sCFECKh/D+7rdEMF76JtwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "showEncodeDecode(auto_encode_decode, addNoise(test_data_xy[6][0]))\n",
    "showEncodeDecode(auto_encode_decode, addNoise(test_data_xy[23][0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:07:33.042650Z",
     "start_time": "2021-03-31T03:07:33.039330Z"
    }
   },
   "outputs": [],
   "source": [
    "class AdditiveGausNoise(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        #We don't need to do anything in the constructor of this object. \n",
    "        \n",
    "    def forward(self, x):\n",
    "        #every PyTorch Module object has a self.training boolean which can be used  to check if we are in training (True) or evaluation (False) mode. \n",
    "        if self.training:\n",
    "             return addNoise(x, device=device)\n",
    "        else: #Now training, return the data as it was given\n",
    "            return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:09:16.237560Z",
     "start_time": "2021-03-31T03:07:33.043876Z"
    },
    "tags": [
     "remove_output"
    ]
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5a37da9af51b4bfa9c2ca905b5a11d44",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Epoch'), FloatProgress(value=0.0, max=10.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Training'), FloatProgress(value=0.0, max=469.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Testing'), FloatProgress(value=0.0, max=79.0), HTML(value='')))"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
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      "text/plain": [
       "HBox(children=(HTML(value='Training'), FloatProgress(value=0.0, max=469.0), HTML(value='')))"
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     },
     "metadata": {},
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    {
     "data": {
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     "metadata": {},
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     "data": {
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     "metadata": {},
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    {
     "data": {
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>epoch</th>\n",
       "      <th>total time</th>\n",
       "      <th>train loss</th>\n",
       "      <th>test loss</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>9.335304</td>\n",
       "      <td>0.031995</td>\n",
       "      <td>0.018335</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>18.569642</td>\n",
       "      <td>0.020973</td>\n",
       "      <td>0.015782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>27.697530</td>\n",
       "      <td>0.018774</td>\n",
       "      <td>0.013159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>37.430655</td>\n",
       "      <td>0.017368</td>\n",
       "      <td>0.012473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>47.478204</td>\n",
       "      <td>0.016438</td>\n",
       "      <td>0.011354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>57.278587</td>\n",
       "      <td>0.015957</td>\n",
       "      <td>0.011800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>66.317354</td>\n",
       "      <td>0.015318</td>\n",
       "      <td>0.010714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>75.747838</td>\n",
       "      <td>0.014924</td>\n",
       "      <td>0.010314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>85.083369</td>\n",
       "      <td>0.014567</td>\n",
       "      <td>0.010259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>94.080630</td>\n",
       "      <td>0.014913</td>\n",
       "      <td>0.010298</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   epoch  total time  train loss  test loss\n",
       "0      0    9.335304    0.031995   0.018335\n",
       "1      1   18.569642    0.020973   0.015782\n",
       "2      2   27.697530    0.018774   0.013159\n",
       "3      3   37.430655    0.017368   0.012473\n",
       "4      4   47.478204    0.016438   0.011354\n",
       "5      5   57.278587    0.015957   0.011800\n",
       "6      6   66.317354    0.015318   0.010714\n",
       "7      7   75.747838    0.014924   0.010314\n",
       "8      8   85.083369    0.014567   0.010259\n",
       "9      9   94.080630    0.014913   0.010298"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dnauto_encoder_big = nn.Sequential(\n",
    "    nn.Flatten(),\n",
    "    AdditiveGausNoise(), #Only addition! Inserting noise here hopefully helps.\n",
    "    getLayer(D, D*2),\n",
    "    getLayer(D*2, D*2),\n",
    "    getLayer(D*2, D*2),\n",
    "    nn.Linear(D*2,  D*2),\n",
    ")\n",
    "\n",
    "dnauto_decoder_big = nn.Sequential(\n",
    "    getLayer(D*2, D*2),\n",
    "    getLayer(D*2, D*2),\n",
    "    getLayer(D*2, D*2),\n",
    "    nn.Linear(D*2,  D),\n",
    "    View(-1, 1, 28, 28)\n",
    ")\n",
    "\n",
    "dnauto_encode_decode_big = nn.Sequential(\n",
    "    dnauto_encoder_big,\n",
    "    dnauto_decoder_big\n",
    ")\n",
    "# Now we can train like normal. \n",
    "train_network(dnauto_encode_decode_big, mse_loss, train_loader, test_loader=test_loader, epochs=10, device=device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:09:16.801924Z",
     "start_time": "2021-03-31T03:09:16.238663Z"
    }
   },
   "outputs": [
    {
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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
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xMyA5ODIgNTUwIDYxNSA2MTUgNjE1IDYxNSAyNzggMjc4IDI3OCAyNzggNjEyIDYzNAo2MTIgNjEyIDYxMiA2MTIgNjEyIDgzOCA2MTIgNjM0IDYzNCA2MzQgNjM0IDU5MiA2MzUgNTkyIF0KZW5kb2JqCjE3IDAgb2JqCjw8IC9maXZlIDE4IDAgUiAvb25lIDE5IDAgUiAvdHdvIDIwIDAgUiAvemVybyAyMSAwIFIgPj4KZW5kb2JqCjMgMCBvYmoKPDwgL0YxIDE2IDAgUiA+PgplbmRvYmoKNCAwIG9iago8PCAvQTEgPDwgL0NBIDAgL1R5cGUgL0V4dEdTdGF0ZSAvY2EgMSA+PgovQTIgPDwgL0NBIDEgL1R5cGUgL0V4dEdTdGF0ZSAvY2EgMSA+PiA+PgplbmRvYmoKNSAwIG9iago8PCA+PgplbmRvYmoKNiAwIG9iago8PCA+PgplbmRvYmoKNyAwIG9iago8PCAvSTEgMTIgMCBSIC9JMiAxMyAwIFIgPj4KZW5kb2JqCjEyIDAgb2JqCjw8IC9CaXRzUGVyQ29tcG9uZW50IDggL0NvbG9yU3BhY2UgL0RldmljZVJHQgovRGVjb2RlUGFybXMgPDwgL0NvbG9ycyAzIC9Db2x1bW5zIDE1MyAvUHJlZGljdG9yIDEwID4+Ci9GaWx0ZXIgL0ZsYXRlRGVjb2RlIC9IZWlnaHQgMTUzIC9MZW5ndGggMjIgMCBSIC9TdWJ0eXBlIC9JbWFnZQovVHlwZSAvWE9iamVjdCAvV2lkdGggMTUzID4+CnN0cmVhbQp4nO1daWxU1xl9M/Nm99gzHo9XDBiDwTZmTSBNCRAKImkpUKSkFUJRpFbK0kr9k0pt86NRm6qt1LRqo6ZVpapR+iNbQ5qFRFEo4EDAQYALbuIFL3j3eJnds9iz9O8751Xht6++8+/znLn3vnfm6R1/9373WnZ/57eaAZkqq/aliHXk6S/BazZjGD+QIUJxxgWhu0gEiwfatM46ieCZthjD7K4UER7d1G0MP/jLHhhza0n7UlhDWfqL66bHGPrGecx5FwwptonbtOA3zCPwzEALZQ/NEMH+YhCGFOYbm6mFQd5FOcEKgmipDkRLdSBaqgM9EwQ5ay9FiXHnWAC+ELMRIe+Gd3g+4SBC2Qx0kanhQRSLdmPo72eCNwzmKFYqI8J7XQ8Yw8Q24Ie6eMxkVTY1sO/oia82hqVdi0SwX6iAEY6bxjxTMIaRdh6DBrdNS+f4vtUNx4zh0KkqIjSdThhDeS7VgWipDkRLdSBaqgPRUh3oS2DHtGhHBTEKnrskwPIPxo1h8Ew5M6zQQqaaP7cFcsYw5/cQIbIdPF95H7eQqYYuynt1Y7iwjTNwtgw02NPXSATLMprzPr4oO7rQpb0JImT6fMawtJ7zjvmb4MatlyqJsFSLmUWTDv1PuaEF/lywYiFaqgPRUh2IlupAT7eA7wgM6MRY/xtIqY1/t5UIGTu85K1+CxFyfnhrF538EnfcBrNTMmW7rGiO9KybCI44dJrcCa7B1+1CuuaeBTdUNlUgQvgeSCtal3hIFvxG+b84rWhPQxdLA14ilNASFvnGa44w2KWCi5N81gR8R55LdSBaqgPRUh2IlupAtFQHesUNWPQW3s0ms+IyEDI70kQovwiuMl3LfQT6SkhgnxrqBpuarrETwTcORjS6ka2yHRNk3h7gJzbw2kEPTo+PHuaVfzRm7ZF5buElvzHMfp/n8OevQq6yoZOX+lU/P2IMr/RsIEJkK6wCCHbzVcfXQyjPpToQLdWBaKkOREt1YHni2iljfOXlHcSw5cAFlEzqp2DFmuYbYcJyGby003VsryhpV/BxRq2jdcwYRjI8wTk9B9Ou9W9DumvyAA/JmoUh2ZN8VfmNYPFK05wFXP8q2K2R4z4iOKPQRcPHESIM/Ag8o+8qJybtKbhRrhjPwqarYdjyXKoD0VIdiJbqQLRUB6KlOtA7T4NxDR2bIsZ4GDJJ9mG2WzqWWsS/xkk+6wh8JR9aJoJzEpJ2oc0LRCiWwBNm3uaSFMdBcJXZCrCdrjBnv2hNW/V1HlLYAla54GLvPfZjjE01MIdOdhnD3iOc23R9DAvvAgM8313SYdiz2zm16d4NmUV5LtWBaKkOREt1IFqqAz3XAVZlc2CaGJYXoIQz3sQuILkX9rfIx3i5mGcR3uG+y/wOP/7D88bw9SHOI1KdaWInz0dapmCVWyADgyzw7KSmt0LJwFg1r6LTq8FMNf6VxzyVgaoEx7YYES7ONBtD+8tcYpA+CIZrsoy7yHvhKpw8Q6o5dEh2ynOpDkRLdSBaqgPRUh2IlupAd/ZAsurCzZ3EsGH9iCvCPrbmLbCJ7nCOCIMnIUyvps+1Ak5wLyZ44pfW1TkCPIYCemfvJCx60zNsEdOj4EJzLTwkMq4jjzGh+izMDMesfiLksGymcIzX4VVehItKmW5L2SjcFvc8X3VxCJb6yXOpDkRLdSBaqgPRUh1wAad7jl+wOayNTTTxXOASEmx1vFzM2Q+9fOVwDxFcVshmHd18iwiXz91rDBcbeZCuOfhRjh+EGdNcyJTzy8Mgnz30DhFe6TxqDEvL3ONPf/aKMQzaeJuQZ5592hhG8mzofGMwqrybDdoS7l1iy/Gdb3x02BjKc6kOREt1IFqqA9FSHYiW6kBPrwMPmV7HDIsTJjxb/sApupET4Lfa63k2e+gzqBJtK+Olfn8+f9AYWrOmX9hmHHQ1n+7g/hwykdEtYFNDV7l61zcGi96e9xzhHk9AC5Y0t3DUC3P4jw4fIkL4q2B9rZzC0+a3gHGtvs43duIAZCYfeeIcEd4c2Q5dcA+CFQvRUh2IlupAtFQHlu3fe8EY+4f5DTzfAckncy1txR3IRU0c4lSTYwG+88BhTtF1nt9iDANfcBe5Cmiz5sXLRBj48y5jaM1Aj6FNvAtI5FbIGNZe4erddAjMzkM/uESED8bajGHVrzlFl66Hv+iLnNocexgGWfLwGOyzuCcfJyK1XC2eg8afC1YsREt1IFqqA9FSHYiW6kCPtUGqKRdkP+aIASGxn/NnuQDuymznutSltVg4keZjM3ztUDwbXcPluoSB9l30F9cUTHcX7XhR75uO0XgACoDH/Vxx4p4A53xlvokI2c/g0NhUI9vUWAs8JxVDbO8t6EvLb3EdTgqn3J0RbqHgkn2dFYVoqQ5ES3UgWqoDnVawpev5HR7oh78s3ua96Ci3tOpD/n1EWyAXNejg81UPNg8Yww//206E+jqsIw0kidDYETOG2Tz0GE5zqWwqCtvX3bt5iAj/8TcYw/FrDUTQyrDEwGHanhjHmA3wbfH3QwtZrrXVgpjrdC+wqZzxYZKPGxCsWIiW6kC0VAeipTrQ040wbbatY5gYny/CbvtuPr1ey6KVWaw1/T7QFtj62IlEGsFP+QK8C1syC3mZbzXxDOg/X99nDJ8+9Z4x/H33QaRr9W+Aa9j3qwEi3MD1ZvYMW5vVH4K3iT/H6bDElN8Y+no5rWPBveequ9naTDwIaZ28nz7XbEmwpfJcqgPRUh2IlupAtFQHoqU6sLQ/8ztjnFzPq72C12BFWuDkBBEGB2GX24d3cKnsxTdhfzsbOz4+5aJ2J3vl5Dt1xjC2jS2fewx8af2nsOJ/+Dh7SIK1ilcfFnFXP+8I1yB4Z8BDRlvZ6Hqm4S8pU/2vDc/VKDqYQKeDRO7jqy5DbyzPpToQLdWBaKkOREt1YLnnMahBMJ8MHzkAPiJ4lhd3LZXjS/4+9jYWC7zVzZsFl9/GXvfxrrcVL8N04/T97ETwnAQNO9QsPCerFVbBRZ3quEqE197dawyXK7iJti1wxNjc39YSIVsJYzKPIXEPjKH8Ot9YK25eUjbFRQrxtbJ2S1GIlupAtFQHoqU6EC3VgR79BkyJ2mycSfJ2gYfMBunz/3NiBBOiwLAucbrLfWjWGM4Ocx8eD3wl8Dl3MbcbPZ4TXGPFTXbOmSbgd8caiZD34Wm8Ot+W8CtrjWGclw5qJTTTVj6tS/P0gnGt/TROhFQTTNpHWvl/DO8kdsE9CFYsREt1IFqqA9FSHegWNCLLo15iODD5lDOdQWDDNWqFOO9pW988ZwxjnXyqZywJu3q42rjEIHwYzEvo32y36j7BkxRqqRyT6FqxAPy5NF81wV1tWhq4FixhZQ/floUO3CLZ5PjSuGly7Bc8hxq7BpvT6TwErfnJPmMoz6U6EC3VgWipDkRLdSBaqgPd0wmJIj3LfoySdubJaitODDd+xITZHWBcbWzo2AnvWzNIhHMfwEq+bIBbSLTB8sG252GxYPWbnB678MVGY5i8UEMEu5fvA8ERhzFHTDk810bs9Iqfu0hBC0vvhohQGYUxlA/zsRldq+AcMnku1YFoqQ5ES3UgWqoDPdECmSRHjNUt4tRdcPssERwvgTua2cWL5GgJmm6qQTjx+AVjeO7ZPUSwwn7/Wp63MuGFeJZ/wPTkJ13sTNa0QZnDVLiOCAUXXHXoba7/pV09Fto4T+g4A1vF5fw8ZNc8rl/cz9amdAk6zbt5DN5RaEGeS3UgWqoD0VIdiJbqQLRUB7peB1OcwUu8D2+qHnxp7l3eVzfZDm7q/kNcS3uhF1JNa9/jSdc3XPuNobWNPtcyDZCiazhrOhs3AIOcTsJE8bqOSeIP9oNxLZ/lBjOYUIsc4YngQh4eg5oz7N4zVTg93sEHelWdgxn1RJIn2OlcWk+YS1LyLuhCnkt1IFqqA9FSHYiW6kBfzkDyKbmK3+H2JJ6DsIE+17ytEWPY90fTVN5+yKiF7yunz9PNsEB/4zo+DbV/qB5aOMEL+qlcN5kCB9ca5LzjXC8UHSQ2cJmqEy1hbpGrGIKduNHIBGcmZ78JfqrxNU7yRVuAsPod9l9zjyeM4fxW027C78PyQXku1YFoqQ5ES3UgWqoD0VId6I5RKnRlRqYGt21rZMOW6oNlcblm9mOBG/CX+CbORVGta3+hngiOOVz9V+LFgLSmzbkHDqJ9qpZPs3/uOCT5AkX+TR+rv2kM/3TmYSIsrsIqGifnPr1XgTB2hHezC3SD957cx/9BOK+D4S90cB4xG5S5aEUhWqoD0VIdiJbqQPdMwxs4upvNT0U3mCPXJ7xtWxzOvNCyIc6H6Wl4qzsaeMGZqwX8lPfvvI9IGM8urbnK7mkajrTQ3Gi/OlOtxN9YDlm9np9vJcJb+mFjWNzLJQmZBrhM1zw7l4pRmHPNVrFfi++BGU3rFN9YWrDouMTLD+vOhqEFTaAKREt1IFqqA9FSHYiW6sCy9WnY1zlTzRm4bA2ecmFnR+eYBYdWcDLBuQC/GFeECa4IbV83T4Q738Za160JIuRvQ05uOQAmM9TFJnNuFxA8E2wy6bDd2sucPxs8CXnHwK27VNFE203FuVioU9HLLVT2woLFhXZeqJeulf3wFIVoqQ5ES3UgWqoDPRfAKtQOthX+8zCLZincZYONWBsTrJjUi5oIehp+Up4nOY/oPI2hqbLVE4av3DmKJ7qeiCBdc9yqNIaZGk4KNp8G3zH6dZ6e1CxwVdGtnLm05uCinFHTKroB3A/PtMBx9S/htNzJjzqIsOYjzAJyA4IVC9FSHYiW6kC0VAeipTqwtP4EzqV1xNlkxlvgL5W3OMmXWm3a4A5Ba/sK23nb5tCrMMs6+SC34Arj2bi32XZG2uBHmV0FXfpvcDVICfNlFpM3X4KcoJarZEbRaTpsDUG76wT6uIXFWiAsszfXXJjKLHGOT1tslByeohAt1YFoqQ5ES3XwP+yCJzAKZW5kc3RyZWFtCmVuZG9iagoyMiAwIG9iagozNzMyCmVuZG9iagoxMyAwIG9iago8PCAvQml0c1BlckNvbXBvbmVudCA4IC9Db2xvclNwYWNlIC9EZXZpY2VSR0IKL0RlY29kZVBhcm1zIDw8IC9Db2xvcnMgMyAvQ29sdW1ucyAxNTMgL1ByZWRpY3RvciAxMCA+PgovRmlsdGVyIC9GbGF0ZURlY29kZSAvSGVpZ2h0IDE1MyAvTGVuZ3RoIDIzIDAgUiAvU3VidHlwZSAvSW1hZ2UKL1R5cGUgL1hPYmplY3QgL1dpZHRoIDE1MyA+PgpzdHJlYW0KeJztXUtwHFcV7dc9H41GM5IsyY4txVZc2EDZDkVSbCichLBJWLCmCrZUsc6WPaz5LKjKIksoFlSxoYoFUBAW5AOxcWIDhbFl41gfSzPS6DOaX7Ptc47KT5PAwtf37K7mzuvXfdSlo3PffS+89twbyVjI8/Hyj4MQ/r+XoPH/J1ekr+glBkMIs/TTzmEkCSmMIBdwPLFwLu3AubQD59IOSvG/4eP+TU7HFxqUkMpv2GgEIckKHYGEht7U47+eHOOuo2PSHPSm9C4eP0IWuaK/l3bgXNqBc2kHzqUdOJd2UOIffAL9ln1qPwzHzEUJB5SxyWAgc8ggLGGocz7sQUg6OUmSiWokgdS7JhBSeSw0SX1uQxxTXUC6QmQGjicHzqUdOJd24FzagWifqDUVhZpVUTU0BDcr9CUfR8j7ffo8lOBG8phMSGogbYLYaflEBeK+qC2C3HUgefUJfMSoE4mCy99LO3Au7cC5tAPn0g6cSzsojb0aLKrHuof8E9J45F0lYlaJRZfjrEJjihNQl45QhQYx2NLtPfh6vcZToq909ujz4do6DNhoUEJo4k+qFUrgS0T1f8xH9PfSDpxLO3Au7cC5tAPRPgr6CxxdRSd/5PO9A4g7uzxCbaIYjZYW6POD0/Vi2Gvyr+CgCnOo7EaqiVkfhEkuDyHrwgiVmUlKKFfgNkl8JUnSO92EWGZU2ukWQ5JjSZLk+CTDET4iWI/+XtqBc2kHzqUdOJd24FzaQSm+gIygVhOJQJVbIyw1N9nu2rr6bDFcfZUrw1kd6rrhHltuM/+EsIw6ttpiWzHriNGIGFWguJ0ecvW7vzRXDDe+WOcElLGNFX7Os9dQz8f+oThieSI+J38v7cC5tAPn0g6cSzsQD28Yk0JBPLxRbKn87HQxar14ij4ffnuzGH737DVK+Om7LxfDxfd4ks3rUE1kgSaygv0wLXCug+8YpOa688KJYrh3lR24wSYYk9O3EwbNQczR0EPB5fXLpwfOpR04l3bgXNqBc2kHsieM7uhCGH+h3mAB7KzVr/AI3zv/djF8a+XLlLD8Cwgrv3mHJzWJteKLy/BpmVXocAIbaeSmKndAGI/mmpSwdhUMtO9c+jMlvPkn0N5T97uUwGv71MMrlyFUavBfBn8v7cC5tAPn0g6cSzuQXloFbdExjOzilpd5zN1zUG68/PxdSqinUE1s/fEZSjj37i2IF3ihXn4aqok5bm0SDqT3toyqoc/2WD4NbQ73Xz9BCT945WcwAm91kjT/Ac+hdP8RXwJbLXQtYKAnf8SL5x6eUTiXduBc2oFzaQfOpR1ILTq62TBtdZKw1ZTXuJ9kdxF+Y7618BEl/HLjhWK4cJ1l56jTKYbZ0hmewxCbbbtomEkVt4RlXt0TprsMwnjmq6uU8M1Gqxh+7eY3KOHMH9owhVabEmgfG/5/IZF/GXQFpJ9pYRXOpR04l3bgXNrBMTw8PUaKQJt8HLA4GmBtcb3PtcDWIWRkByxVQhU6VYcPWInkfbhoNgMr/0KdGwTySVgk11ucpYSVr4Og+/7531LCj1vniuH2zxcpYf7D94phOsnduGESrM1cC8PYYhw9ycPfSztwLu3AubQD59IOnEs7EB2r3SAkn0ryFey1UD+s0obwg/azlFBO4St3XuL9Vernny+Gkxt8iWobPLleDSbZWeI5D2qgAA/n6PNk4dJaMfy4z0L3J79+vRh+9ncPKYGmSKo1ScS02z/gBPqKn2nx9MC5tAPn0g6cSzs4Ri8tlc1kJTxv27bD293N3AZhcuPWWUpYXIY1audeWqGEE9X9Ynh6YpsSNnqwbG5/AFMSZZN8sIL6S+yzwRCEyY/ef5USzv4eVtENH7D2yU6dhPiIc2lhhDDBio9WNHJrbcLuqb+XduBc2oFzaQfOpR1I/6WaC5wgS4zoK1KHm/zXVjGce/8kJTzswk+e+dw6JVyZ+bgYXqitUUIphREedqFE+vct3rmEBN/SyRYl7PVAPTX+OkEJ9Rv3IJ4XgYViJ6+WOQF/EmSbNl5yFtuF2d9LO3Au7cC5tAPn0g6cSzs4xjo8gu7KRqKwxpIvHECr7Pxfdihh5jbYV9vXWXa+3QOZ+o4cWZHSUbYYlaZZe2dXYM6XL7ID91Eb+nm763zF0RZIX3XgArZmhCN2AcFZyYMN5KeqC+jn0lqFc2kHzqUdOJd2INpHjSLyomImX14RswrrcNk6G2bpf8C+WrgmZ5n2oMUgP+RTDKhJIcUehNr8NKYnm1dmimEp5cVgm3vQMjDX4oRA53lJcXGEddxUjksNEyAStQchpBFz1PdQMwvn0g6cSztwLu3AubSDY3h41CqrC/W62DwrXhStJ8ub3NkaWuDq5Xr+Kiq6dEpGOIE9AjjnUZVvs9+ESd5q8w58nXVY2Dddk1/6BdghL5XVhzk1a+Ty3NDDC2qO4kK9I1YBpK5jjcK5tAPn0g6cSzuQdXhRHMh+/lS/VA8PE/KKCK4Gahndpq0PDtlwjw0zUgVhCpTLzmdEK82AC7iyye2V1VWYZL/OT2kwD5coafUxVp7kLdK0sTW6RNLrl1bhXNqBc2kHzqUdOJd2IL20ClJTmo+CLd/bp8/5C3LoBXlRocq7CdMqt9CVWjQefTtqQiX50RdkClXshL07RQkLN+Guy7Lyj04Ey+qy+pCPvuXXJj/AjUPEHOXDcKPWpnzueFLhXNqBc2kHzqUdjL8XsLQYcIEz401vc6ztHbEfBokd0T75FIw5Ehcw9MEPa38eemkHsywbBluwKu7U39iio6NHc+kgGNZQ8clxqaRl8r6eKSZm5+OhPQi+Ds8qnEs7cC7twLm0A+fSDsavRcu5tLxtW1+8Jm0j5SFwDiLYRjWQfP2mbB1Xgkt053AEPc9rB2RntS03hXPuzoutSHvR9TghbaCe1xMpVM8/HqpjfT88q3Au7cC5tAPn0g7Ew9PyJNEtx3vRwQf5Lq/G56+od0UjTHJCGOCCsx7riF4dpMf2RUj40uXblH9zHZoONra52bbawvJkj++6tglTyvZZyJCrl3ZlcSFBmztKsZV8CH8v7cC5tAPn0g6cSztwLu3gOGdaYIJ2NdAIInSHu3swQGxOuR5f34B1cuV5bv9oX4Da8oVL94vhD8/+ivLfar5YDN9cf5mvOAIdO/WAJ1nZBqtSpXXoxiw69eQIMWvTPTyzcC7twLm0A+fSDo5xlilLm4iTRDolSZKMukqlnBnwvHrdNpf7GlY3KGH6LnTL3tsCcXSjx1rpw86ZYlhusSCbegCyonmHO4hLHeiDCAds0fFyw7hFpzsRxp68n2lhFc6lHTiXduBc2oFzaQfhtefegB/EDgCLJ0g1OyfBJl5Urt21iHQXdGze5nNpQ6NRDB+9AsfOdpZ5SrU1uIv5a1w/z3ZRpna4QZg7go/Y8mUUSaDHEm1q1gT38KzCubQD59IOnEs7GL8HIXaqlA4YsCkhzySBunG1iwF1RKjx+RA0h9mbsLnw9L95YV+pDXt4hF2RNvwFqbqOWVxM0ljdNioqfR3e0wPn0g6cSztwLu3AubSDY/STEKK6V0dAAXbE4Q3jzkFPd6DPNzvFMFUVGh1wFHPgCNE5a6mZyv76YPlcWrmE16Ktwrm0A+fSDpxLO/gvr48ztQplbmRzdHJlYW0KZW5kb2JqCjIzIDAgb2JqCjI3MjgKZW5kb2JqCjIgMCBvYmoKPDwgL0NvdW50IDEgL0tpZHMgWyAxMCAwIFIgXSAvVHlwZSAvUGFnZXMgPj4KZW5kb2JqCjI0IDAgb2JqCjw8IC9DcmVhdGlvbkRhdGUgKEQ6MjAyMTAzMzAyMzA5MTYtMDQnMDAnKQovQ3JlYXRvciAoTWF0cGxvdGxpYiB2My4zLjIsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcpCi9Qcm9kdWNlciAoTWF0cGxvdGxpYiBwZGYgYmFja2VuZCB2My4zLjIpID4+CmVuZG9iagp4cmVmCjAgMjUKMDAwMDAwMDAwMCA2NTUzNSBmIAowMDAwMDAwMDE2IDAwMDAwIG4gCjAwMDAwMTExMTMgMDAwMDAgbiAKMDAwMDAwMzkzNyAwMDAwMCBuIAowMDAwMDAzOTY5IDAwMDAwIG4gCjAwMDAwMDQwNjggMDAwMDAgbiAKMDAwMDAwNDA4OSAwMDAwMCBuIAowMDAwMDA0MTEwIDAwMDAwIG4gCjAwMDAwMDAwNjUgMDAwMDAgbiAKMDAwMDAwMDQwMiAwMDAwMCBuIAowMDAwMDAwMjA4IDAwMDAwIG4gCjAwMDAwMDExOTUgMDAwMDAgbiAKMDAwMDAwNDE1MyAwMDAwMCBuIAowMDAwMDA4MTM1IDAwMDAwIG4gCjAwMDAwMDI4MTIgMDAwMDAgbiAKMDAwMDAwMjYxMiAwMDAwMCBuIAowMDAwMDAyMjkxIDAwMDAwIG4gCjAwMDAwMDM4NjUgMDAwMDAgbiAKMDAwMDAwMTIxNSAwMDAwMCBuIAowMDAwMDAxNTM1IDAwMDAwIG4gCjAwMDAwMDE2ODcgMDAwMDAgbiAKMDAwMDAwMjAwOCAwMDAwMCBuIAowMDAwMDA4MTE0IDAwMDAwIG4gCjAwMDAwMTEwOTIgMDAwMDAgbiAKMDAwMDAxMTE3MyAwMDAwMCBuIAp0cmFpbGVyCjw8IC9JbmZvIDI0IDAgUiAvUm9vdCAxIDAgUiAvU2l6ZSAyNSA+PgpzdGFydHhyZWYKMTEzMzAKJSVFT0YK\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "showEncodeDecode(dnauto_encode_decode_big, test_data_xy[6][0])\n",
    "showEncodeDecode(dnauto_encode_decode_big, addNoise(test_data_xy[6][0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:09:17.396624Z",
     "start_time": "2021-03-31T03:09:16.803206Z"
    }
   },
   "outputs": [
    {
     "data": {
      "application/pdf": 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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "showEncodeDecode(dnauto_encode_decode_big, test_data_xy[23][0])\n",
    "showEncodeDecode(dnauto_encode_decode_big, addNoise(test_data_xy[23][0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:10:58.936491Z",
     "start_time": "2021-03-31T03:09:17.397859Z"
    },
    "tags": [
     "remove_output"
    ]
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f6a1e59e6c40457e84361554fe434212",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Epoch'), FloatProgress(value=0.0, max=10.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Training'), FloatProgress(value=0.0, max=469.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Testing'), FloatProgress(value=0.0, max=79.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Training'), FloatProgress(value=0.0, max=469.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Testing'), FloatProgress(value=0.0, max=79.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Training'), FloatProgress(value=0.0, max=469.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Testing'), FloatProgress(value=0.0, max=79.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Training'), FloatProgress(value=0.0, max=469.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Testing'), FloatProgress(value=0.0, max=79.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(HTML(value='Training'), FloatProgress(value=0.0, max=469.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "",
       "version_major": 2,
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      },
      "text/plain": [
       "HBox(children=(HTML(value='Testing'), FloatProgress(value=0.0, max=79.0), HTML(value='')))"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      },
      "text/plain": [
       "HBox(children=(HTML(value='Training'), FloatProgress(value=0.0, max=469.0), HTML(value='')))"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
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      },
      "text/plain": [
       "HBox(children=(HTML(value='Testing'), FloatProgress(value=0.0, max=79.0), HTML(value='')))"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      },
      "text/plain": [
       "HBox(children=(HTML(value='Training'), FloatProgress(value=0.0, max=469.0), HTML(value='')))"
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>epoch</th>\n",
       "      <th>total time</th>\n",
       "      <th>train loss</th>\n",
       "      <th>test loss</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>9.096953</td>\n",
       "      <td>0.015096</td>\n",
       "      <td>0.010249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>18.171283</td>\n",
       "      <td>0.014368</td>\n",
       "      <td>0.009365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>27.258607</td>\n",
       "      <td>0.013803</td>\n",
       "      <td>0.009445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>36.457156</td>\n",
       "      <td>0.014013</td>\n",
       "      <td>0.009219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>45.674539</td>\n",
       "      <td>0.013731</td>\n",
       "      <td>0.008910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>55.340990</td>\n",
       "      <td>0.012988</td>\n",
       "      <td>0.008614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>64.530624</td>\n",
       "      <td>0.012727</td>\n",
       "      <td>0.008379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>73.712708</td>\n",
       "      <td>0.012456</td>\n",
       "      <td>0.008317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>82.912887</td>\n",
       "      <td>0.012530</td>\n",
       "      <td>0.008346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>92.492231</td>\n",
       "      <td>0.012192</td>\n",
       "      <td>0.008053</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   epoch  total time  train loss  test loss\n",
       "0      0    9.096953    0.015096   0.010249\n",
       "1      1   18.171283    0.014368   0.009365\n",
       "2      2   27.258607    0.013803   0.009445\n",
       "3      3   36.457156    0.014013   0.009219\n",
       "4      4   45.674539    0.013731   0.008910\n",
       "5      5   55.340990    0.012988   0.008614\n",
       "6      6   64.530624    0.012727   0.008379\n",
       "7      7   73.712708    0.012456   0.008317\n",
       "8      8   82.912887    0.012530   0.008346\n",
       "9      9   92.492231    0.012192   0.008053"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dnauto_encoder_dropout = nn.Sequential(\n",
    "    nn.Flatten(),\n",
    "    nn.Dropout(p=0.2), #For the input we will usually drop only 5-20% of the values. \n",
    "    getLayer(D, D*2),\n",
    "    nn.Dropout(), #By defult dropout uses 50% probability to zero-out values\n",
    "    getLayer(D*2, D*2),\n",
    "    nn.Dropout(),\n",
    "    getLayer(D*2, D*2),\n",
    "    nn.Dropout(),\n",
    "    nn.Linear(D*2,  D*2)\n",
    ")\n",
    "\n",
    "dnauto_decoder_dropout = nn.Sequential(\n",
    "    getLayer(D*2, D*2),\n",
    "    nn.Dropout(),\n",
    "    getLayer(D*2, D*2),\n",
    "    nn.Dropout(),\n",
    "    getLayer(D*2, D*2),\n",
    "    nn.Dropout(),\n",
    "    nn.Linear(D*2,  D),\n",
    "    View(-1, 1, 28, 28)\n",
    ")\n",
    "\n",
    "dnauto_encode_decode_dropout = nn.Sequential(\n",
    "    dnauto_encoder_big,\n",
    "    dnauto_decoder_big\n",
    ")\n",
    "# Now we can train like normal. \n",
    "train_network(dnauto_encode_decode_dropout, mse_loss, train_loader, test_loader=test_loader, epochs=10, device=device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:10:59.754346Z",
     "start_time": "2021-03-31T03:10:58.937665Z"
    }
   },
   "outputs": [
    {
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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
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     },
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\n",
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
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\n",
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "showEncodeDecode(dnauto_encode_decode_dropout, test_data_xy[6][0]) #Clean data\n",
    "showEncodeDecode(dnauto_encode_decode_dropout, addNoise(test_data_xy[6][0])) #guassian noise\n",
    "showEncodeDecode(dnauto_encode_decode_dropout, nn.Dropout()(test_data_xy[6][0])) #dropout noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:11:00.448076Z",
     "start_time": "2021-03-31T03:10:59.755702Z"
    }
   },
   "outputs": [],
   "source": [
    "from io import BytesIO\n",
    "from zipfile import ZipFile\n",
    "from urllib.request import urlopen\n",
    "import re\n",
    "\n",
    "all_data = []\n",
    "resp = urlopen(\"https://cs.stanford.edu/people/karpathy/char-rnn/shakespear.txt\")\n",
    "shakespear_100k = resp.read()\n",
    "shakespear_100k = shakespear_100k.decode('utf-8').lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:11:00.473693Z",
     "start_time": "2021-03-31T03:11:00.451128Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Vocab Size:  36\n",
      "Total Characters: 99993\n"
     ]
    }
   ],
   "source": [
    "vocab2indx = {} #the vocab $\\Sigma$\n",
    "for char in shakespear_100k: \n",
    "    if char not in vocab2indx: #add every new character to the vocab\n",
    "        vocab2indx[char] = len(vocab2indx) #set the index based on the current vocab size\n",
    "\n",
    "#Some useful code to goe from index back to original characters. \n",
    "indx2vocab = {}\n",
    "#Well simply iterate over all key,value pairs and create a dicionary with the inverse mapping. \n",
    "for k, v in vocab2indx.items():\n",
    "    indx2vocab[v] = k\n",
    "print(\"Vocab Size: \", len(vocab2indx))\n",
    "print(\"Total Characters:\", len(shakespear_100k))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:11:00.480919Z",
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   },
   "outputs": [],
   "source": [
    "class AutoRegressiveDataset(Dataset):\n",
    "    \"\"\"\n",
    "    Creates an autoregressive dataset from one single, long, source sequence by breaking it up into \"chunks\". \n",
    "    \"\"\"\n",
    "\n",
    "    def __init__(self, large_string, MAX_CHUNK=500):\n",
    "        \"\"\"\n",
    "        large_string: the original long source sequence that chunks will be extracted from\n",
    "        MAX_CHUNK: the maximum allowed size of any chunk. \n",
    "        \"\"\"\n",
    "        self.doc = large_string\n",
    "        self.MAX_CHUNK = MAX_CHUNK\n",
    "\n",
    "    def __len__(self):\n",
    "        #The number of items is the number of characters divided by chunk size\n",
    "        return (len(self.doc)-1) // self.MAX_CHUNK\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        #Compute the starting position for the idx'th chunk\n",
    "        start = idx*self.MAX_CHUNK\n",
    "        #Grab the input sub-string\n",
    "        sub_string = self.doc[start:start+self.MAX_CHUNK]\n",
    "        #convert the sub-string into integers based on our vocab\n",
    "        x = [vocab2indx[c] for c in sub_string]\n",
    "        \n",
    "        #grab the label sub-string by shifting over by 1\n",
    "        sub_string = self.doc[start+1:start+self.MAX_CHUNK+1]\n",
    "        #convert the label sub-string into integers based on our vocab\n",
    "        y = [vocab2indx[c] for c in sub_string]\n",
    "        #convert the \n",
    "        return torch.tensor(x, dtype=torch.int64), torch.tensor(y, dtype=torch.int64)\n",
    "#Caption: Creating a dataset for autoregressive problems from a large text corpus. We assume the corpus exists as one long string, and it is OK to concatenate multiple files together into one long string since our chunks are smaller than most documents are anyway. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
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     "end_time": "2021-03-31T03:11:00.492243Z",
     "start_time": "2021-03-31T03:11:00.482590Z"
    },
    "tags": [
     "remove_cell"
    ]
   },
   "outputs": [],
   "source": [
    "class AutoRegressive(nn.Module):\n",
    "\n",
    "    def __init__(self, num_embeddings, embd_size, hidden_size, layers=1):\n",
    "        super(AutoRegressive, self).__init__()\n",
    "        self.hidden_size = hidden_size\n",
    "        self.embd = nn.Embedding(num_embeddings, embd_size)\n",
    "        self.layers = nn.ModuleList([nn.GRUCell(embd_size, hidden_size)] + \n",
    "                                     [nn.GRUCell(hidden_size, hidden_size) for i in range(layers-1)])\n",
    "        self.norms = nn.ModuleList([nn.LayerNorm(hidden_size) for i in range(layers)])\n",
    "        \n",
    "        self.pred_class = nn.Sequential(\n",
    "            nn.Linear(hidden_size, hidden_size),# (B, *, D)\n",
    "            nn.LeakyReLU(),\n",
    "            nn.LayerNorm(hidden_size), # (B, *, D)\n",
    "            nn.Linear(hidden_size, num_embeddings) #(B, *. D) -> B(B, *, VocabSize)\n",
    "        )\n",
    "        \n",
    "    def initHiddenStates(self, B):\n",
    "        \"\"\"\n",
    "        Creates an initial hidden state list for the RNN layers. \n",
    "        \n",
    "        B: the batch size for the hidden states. \n",
    "        \"\"\"\n",
    "        return [torch.zeros(B, self.hidden_size, device=device) for _ in range(len(self.layers))]\n",
    "        \n",
    "    def step(self, x_in, h_prevs=None):\n",
    "        \"\"\"\n",
    "        x_in: the input for this current time step and has shape (B) if the values need \n",
    "            to be embedded, and (B, D) if they have alreayd been embedded. \n",
    "\n",
    "        h_prevs: a list of hidden state tensors each with shape (B, self.hidden_size) for each \n",
    "            layer in the network. These contain the current hidden state of the RNN layers and \n",
    "            will be updated by this call. \n",
    "        \"\"\"\n",
    "        #Prep all three arguments to be in the final form\n",
    "        if len(x_in.shape) == 1: #(B), we need to embed it\n",
    "            x_in = self.embd(x_in) #now (B, D)\n",
    "\n",
    "        if h_prevs is None:\n",
    "            h_prevs = self.initHiddenStates(x_in.shape[0])\n",
    "        \n",
    "        #Process the input \n",
    "        for l in range(len(self.layers)):\n",
    "            h_prev = h_prevs[l]\n",
    "            h = self.norms[l](self.layers[l](x_in, h_prev))\n",
    "\n",
    "            h_prevs[l] = h\n",
    "            x_in = h\n",
    "        #Make predictions about the token\n",
    "        return self.pred_class(x_in)\n",
    "    \n",
    "    def forward(self, input):\n",
    "        #Input should be (B, T)\n",
    "        #What is the batch size?\n",
    "        B = input.size(0)\n",
    "        #What is the max number of time steps?\n",
    "        T = input.size(1)\n",
    "        \n",
    "        x = self.embd(input) #(B, T, D)\n",
    "        \n",
    "        #Initial hidden states\n",
    "        h_prevs = self.initHiddenStates(B)\n",
    "        \n",
    "        last_activations = []\n",
    "        for t in range(T):\n",
    "            x_in = x[:,t,:] #(B, D)\n",
    "            last_activations.append(self.step(x_in, h_prevs))\n",
    "        \n",
    "        last_activations = torch.stack(last_activations, dim=1) #(B, T, D)\n",
    "        \n",
    "        return last_activations"
   ]
  },
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   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:11:00.501369Z",
     "start_time": "2021-03-31T03:11:00.493947Z"
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   },
   "outputs": [],
   "source": [
    "autoRegData = AutoRegressiveDataset(shakespear_100k, MAX_CHUNK=250)\n",
    "autoReg_loader = DataLoader(autoRegData, batch_size=128, shuffle=True)\n",
    "\n",
    "autoReg_model = AutoRegressive(len(vocab2indx), 32, 128, layers=2)\n",
    "autoReg_model = autoReg_model.to(device)\n",
    "\n",
    "for p in autoReg_model.parameters():\n",
    "    p.register_hook(lambda grad: torch.clamp(grad, -2, 2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-31T03:11:00.506323Z",
     "start_time": "2021-03-31T03:11:00.502963Z"
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   "outputs": [],
   "source": [
    "def CrossEntLossTime(x, y):\n",
    "    \"\"\"\n",
    "    x: output with shape (B, T, V)\n",
    "    y: labels with shape (B, T)\n",
    "    \n",
    "    \"\"\"\n",
    "    cel = nn.CrossEntropyLoss()\n",
    "    \n",
    "    T = x.size(1)\n",
    "    \n",
    "    loss = 0\n",
    "    \n",
    "    for t in range(T):#for every item in the sequence\n",
    "        loss += cel(x[:,t,:], y[:,t]) #Compute the sum of prediction errors\n",
    "    \n",
    "    return loss"
   ]
  },
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    "tags": [
     "remove_output"
    ]
   },
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>epoch</th>\n",
       "      <th>total time</th>\n",
       "      <th>train loss</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <th>0</th>\n",
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       "      <td>4.211852</td>\n",
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       "    epoch  total time  train loss\n",
       "0       0    1.435996  878.889908\n",
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       "2       2    4.211852  774.341064\n",
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       "95     95  142.997783  393.609581\n",
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       "97     97  145.997684  392.421410\n",
       "98     98  147.491100  391.244034\n",
       "99     99  149.005311  391.003403\n",
       "\n",
       "[100 rows x 3 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
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    }
   ],
   "source": [
    "train_network(autoReg_model, CrossEntLossTime, autoReg_loader, epochs=100, device=device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
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     "start_time": "2021-03-31T03:13:30.213633Z"
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   },
   "outputs": [],
   "source": [
    "autoReg_model = autoReg_model.eval()\n",
    "sampling = torch.zeros((1, 500), dtype=torch.int64, device=device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
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   },
   "outputs": [],
   "source": [
    "seed = \"EMILIA:\".lower()\n",
    "cur_len = len(seed)\n",
    "sampling[0,0:cur_len] = torch.tensor([vocab2indx[x] for x in seed])"
   ]
  },
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   "cell_type": "code",
   "execution_count": 49,
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   ],
   "source": [
    "for i in tqdm(range(cur_len, sampling.size(1))):\n",
    "    with torch.no_grad():\n",
    "        h = autoReg_model(sampling[:,0:i]) #process all the previous items\n",
    "        h = h[:,-1,:] #Grab the last time step\n",
    "        h = F.softmax(h, dim=1) #make probabilities\n",
    "        next_tokens = torch.multinomial(h, 1) #sample the next prediction\n",
    "        sampling[:,i] = next_tokens #set the next prediction\n",
    "        #increase the length by one\n",
    "        cur_len += 1"
   ]
  },
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   "execution_count": 50,
   "metadata": {
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   },
   "outputs": [
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "emilia:\n",
      "to hen the words tractass of nan wand,\n",
      "no bear to the groung, iftink sand'd sack,\n",
      "i will ciscling\n",
      "bronino:\n",
      "if this,\n",
      "so you you may well you and surck, of wife where sooner you.\n",
      "\n",
      "corforesrale:\n",
      "where here of his not but rost lighter'd therefore latien ever\n",
      "un'd\n",
      "but master your brutures warry:\n",
      "why,\n",
      "thou do i mus shooth and,\n",
      "rity see! more mill of cirfer put,\n",
      "and her me harrof of that thy restration stucied the bear:\n",
      "and quicutiand courth, for sillaniages:\n",
      "so lobate thy trues not very repist\n"
     ]
    }
   ],
   "source": [
    "s = [indx2vocab[x] for x in sampling.cpu().numpy().flatten()]\n",
    "print(\"\".join(s))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
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   ],
   "source": [
    "cur_len = len(seed)\n",
    "temperature = 0.75 #Primary addition, controls the temperature and our sampling behavior\n",
    "for i in tqdm(range(cur_len, sampling.size(1))):\n",
    "    with torch.no_grad():\n",
    "        h = autoReg_model(sampling[:,0:i])\n",
    "        h = h[:,-1,:] #Grab the last time step\n",
    "        h = F.softmax(h/temperature, dim=1) #make probabilities\n",
    "        next_tokens = torch.multinomial(h, 1)\n",
    "        sampling[:,i] = next_tokens\n",
    "\n",
    "        cur_len += 1"
   ]
  },
  {
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     "text": [
      "emilia:\n",
      "therefore good i am to she prainns siefurers.\n",
      "\n",
      "king ford:\n",
      "beor come, sir, i chaed\n",
      "to me, the was the strong arl and the boy fear mabber lord,,\n",
      "coull some a clock dightle eyes, agaary must her was flord but the hear fall\n",
      "the cousion a tarm:\n",
      "i am a varstiend the her apper the service no that you shall give yet somantion, and lord, and commind cure, i why had they helbook.\n",
      "\n",
      "mark ars:\n",
      "who her throw true in go speect proves of the wrong and further gooland, before but i am so are berether, i \n"
     ]
    }
   ],
   "source": [
    "s = [indx2vocab[x] for x in sampling.cpu().numpy().flatten()]\n",
    "print(\"\".join(s))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "emilia:\n",
      "i will straight the shall shall shall be the with the shall shall shall shall be the with the shall be the with the shall shall shall be the shall shall shall she shall shall shall shall shall be the with the shall shall shall shall be the shall be the shall shall shall shall shall shall shall shall be the prove the will so see and the shall be the will the shall shall shall shall shall shall be the with the shall shall shall shall be the shall be the with the shall shall shall be the wi\n"
     ]
    }
   ],
   "source": [
    "cur_len = len(seed)\n",
    "temperature = 0.05 #Very low temp, will almost always pick the most likely items. \n",
    "for i in tqdm(range(cur_len, sampling.size(1))):\n",
    "    with torch.no_grad():\n",
    "        h = autoReg_model(sampling[:,0:i])\n",
    "        h = h[:,-1,:] #Grab the last time step\n",
    "        h = F.softmax(h/temperature, dim=1) #make probabilities\n",
    "        next_tokens = torch.multinomial(h, 1)\n",
    "        sampling[:,i] = next_tokens\n",
    "\n",
    "        cur_len += 1\n",
    "s = [indx2vocab[x] for x in sampling.cpu().numpy().flatten()]\n",
    "print(\"\".join(s))"
   ]
  },
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   "execution_count": 54,
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     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "#Set up our seed and the location to store the generated content\n",
    "seed = \"EMILIA:\".lower()\n",
    "cur_len = len(seed)\n",
    "sampling = torch.zeros((1, 500), dtype=torch.int64, device=device)\n",
    "sampling[0,0:cur_len] = torch.tensor([vocab2indx[x] for x in seed])\n",
    "\n",
    "#pick a temperature\n",
    "temperature = 0.75\n",
    "with torch.no_grad():\n",
    "    #initialize the hidden state to avoid redundant work\n",
    "    h_prevs = autoReg_model.initHiddenStates(1)\n",
    "    #push the seed through\n",
    "    for i in range(0, cur_len):\n",
    "        h = autoReg_model.step(sampling[:,i], h_prevs=h_prevs)\n",
    "\n",
    "    #generate new text one character at a time\n",
    "    for i in tqdm(range(cur_len, sampling.size(1))):\n",
    "        h = F.softmax(h/temperature, dim=1) #make probabilities\n",
    "        next_tokens = torch.multinomial(h, 1)\n",
    "        sampling[:,i] = next_tokens\n",
    "        cur_len += 1\n",
    "        #now push only the new sample into the model\n",
    "        h = autoReg_model.step(sampling[:,i], h_prevs=h_prevs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
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   "outputs": [
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "emilia:\n",
      "a-to her hand by hath the stake my pouse of we to more should there had the would break fot his good, and me in deserved\n",
      "to not days all the wead his to king; her fair the bear so word blatter with my hath thy hamber--\n",
      "\n",
      "king dige:\n",
      "it the recuse.\n",
      "\n",
      "mark:\n",
      "wey, he to o hath a griec, and could would there you honour fail;\n",
      "have at i would straigh his boy:\n",
      "coursiener:\n",
      "and to refore so marry fords like i seep a party. or thee your honour great way we the may her with all the more ampiled my porn\n"
     ]
    }
   ],
   "source": [
    "s = [indx2vocab[x] for x in sampling.cpu().numpy().flatten()]\n",
    "print(\"\".join(s))"
   ]
  }
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