train.ipynb

{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {},
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/Users/georg/Projects/mil/mil_env/lib/python3.9/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
            "  from .autonotebook import tqdm as notebook_tqdm\n",
            "/var/folders/75/85q4yvfd39z3s95j568dmh640000gn/T/ipykernel_59256/2245548447.py:27: UserWarning: \n",
            "The version_base parameter is not specified.\n",
            "Please specify a compatability version level, or None.\n",
            "Will assume defaults for version 1.1\n",
            "  hydra.initialize(config_path=\"conf\")\n"
          ]
        }
      ],
      "source": [
        "import torch\n",
        "from torch import nn\n",
        "import matplotlib.pyplot as plt\n",
        "import itertools\n",
        "import pandas as pd\n",
        "import torch_geometric as pyg\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import torch_geometric as pyg\n",
        "import hydra\n",
        "from hydra.core.global_hydra import GlobalHydra\n",
        "import os\n",
        "os.environ[\"HYDRA_FULL_ERROR\"] = \"1\"\n",
        "\n",
        "\n",
        "from mil.data.mnist import MNISTBags, OneHotMNISTBags, MNISTCollage, OneHotMNISTCollage\n",
        "from mil.utils import device, human_format, set_seed\n",
        "from mil.utils.visualize import print_one_hot_bag_with_attention, print_one_hot_bag, plot_attention_head, plot_bag, plot_one_hot_collage\n",
        "from mil.utils.stats import print_prediction_stats\n",
        "from mil.models.abmil import WeightedAverageAttention\n",
        "from mil.models.self_attention import MultiHeadSelfAttention\n",
        "from mil.models.distance_aware_self_attention import DistanceAwareSelfAttentionHead\n",
        "\n",
        "RESULTS_FILE = \"train.csv\"\n",
        "\n",
        "GlobalHydra().clear()\n",
        "hydra.initialize(config_path=\"conf\")\n",
        "cfg = hydra.compose(\"config.yaml\", overrides=[\"+experiment=mnist_collage\", \"+model=gnn_gat\"])\n",
        "\n",
        "set_seed(cfg.seed)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "# MNIST bags / MNIST collage\n",
        "\n",
        "This notebook trains models on variations of the *mnist-bags*, *multi-mnist-bags*, and *mnist-collage* datasets. \n",
        "The goal of this notebook is to see which models are able to overfit on these datasets.\n",
        "\n",
        "\n",
        "The following cell defines three variables, `DATASET`, `TARGET_NUMBERS` and `MODEL` which can be used to run different dataset/model configurations.\n",
        "\n",
        "`DATASET`:\n",
        "- `OneHotMNISTBags`: one-hot version of *mnist-bags*, where the dataset yields 10-dimensional one-hot encoded feature vectors directly (i.e. we are not yet working with MNIST digits)\n",
        "- `MNISTBags`: the *mnist-bags* dataset\n",
        "- `OneHotMNISTCollage`: one-hot version of *mnist-collage*\n",
        "- `MNISTCollage`: *mnist-collage* dataset\n",
        "\n",
        "`TARGET_NUMBERS`:\n",
        "- `0` corresponds to the *mnist-bags* dataset\n",
        "- `(0, 1)` corresponds to the *multi-mnist-bags* dataset\n",
        "\n",
        "`MODELS`:\n",
        "- `\"mean_pool\"`: simple baseline that uses mean pooling. Works neither dataset.\n",
        "- `\"max_pool\"`: simple baseline that uses max pooling. Works for *mnist-bags*, but not *multi-mnist-bags*.\n",
        "- `\"weighted_average_attention\"`: uses attention mechanism from \"Attention Based Deep Multiple Instance Learning\" paper which can only \"focus\" on one target number at a time. Works for *mnist-bags*, but not *multi-mnist-bags*.\n",
        "- `\"self_attention_mean_pooling\"`: uses a single transformer layer (self attention) followed by mean pooling. Works for both datasets.\n",
        "- `\"self_attention_max_pooling\"`: uses a single transformer layer (self attention) followed by max pooling. Works for both datasets (but better than mean pooling).\n",
        "\n",
        "\n",
        "Try changing `DATASET`, `TARGET_NUMBERS` and `MODELS` below and rerunning the notebook."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {},
      "outputs": [],
      "source": [
        "datasets = {\n",
        "    \"train\": hydra.utils.instantiate(cfg.dataset.train),\n",
        "    \"test\": hydra.utils.instantiate(cfg.dataset.test)\n",
        "}\n",
        "\n",
        "def make_data_loader(train: bool = True):\n",
        "    \"\"\"Utility function to create a data loader for the dataset.\"\"\"\n",
        "    ds = datasets[\"train\" if train else \"test\"]\n",
        "    return torch.utils.data.DataLoader(ds, batch_size=1, shuffle=train, collate_fn=lambda x: x[0])"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Define the model\n",
        "\n",
        "The three parts of the MIL model are:\n",
        "1. **feature extractor**: extract a feature vector $z \\in \\mathbb{R}^D$ from each instance. In the case of the one-hot dataset, this is just the identity function. For the actual *mnist-bags* dataset, this is a CNN.\n",
        "2. **pooling**: a function $f : \\mathbb{R}^{N \\times D} \\to \\mathbb{R}^D$ that aggregates the $N$ feature vectors in the bag to a single feature vector.\n",
        "3. **classifier**: a function $g : \\mathbb{R}^D \\to \\mathbb{R}$ that transforms the aggregated feature vector into a binary classification prediction (we parameterise $g$ using a linear layer followed by a sigmoid)\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {},
      "outputs": [],
      "source": [
        "model = hydra.utils.instantiate(cfg.model, _convert_=\"partial\")"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### Local development\n",
        "\n",
        "We'll override `model.pooler` here to facilitate quick development in the notebook"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {},
      "outputs": [],
      "source": [
        "\n",
        "\n",
        "class GNN(nn.Module):\n",
        "    \"\"\"GNN model.\n",
        "\n",
        "    The layer parameter can be used to specify the type of GNN layer to use (e.g. pyg.nn.GCNConv, pyg.nn.GATConv, pyg.nn.DenseGCNConv).\n",
        "    \"\"\"\n",
        "\n",
        "    def __init__(self, feature_size: int, hidden_dim: int, layer=pyg.nn.GCNConv):\n",
        "        super().__init__()\n",
        "        self.layer = layer\n",
        "        self.gnn = pyg.nn.Sequential('x, connectivity', [\n",
        "            (layer(feature_size, hidden_dim), 'x, connectivity -> x'),\n",
        "            nn.ReLU(inplace=True),\n",
        "            (layer(hidden_dim, feature_size), 'x, connectivity -> x'),\n",
        "            nn.ReLU(inplace=True),\n",
        "        ])\n",
        "\n",
        "    def forward(self, x, edge_index, edge_attr):\n",
        "        print(x.shape)\n",
        "        return None\n",
        "        number_of_nodes = data.num_nodes\n",
        "\n",
        "        # Assume complete graph\n",
        "        # complete (directed) graph\n",
        "        edge_index = np.array(nx.complete_graph(number_of_nodes).edges).T\n",
        "        edge_index = np.concatenate(\n",
        "            [edge_index, edge_index[::-1]], axis=-1)  # undirected graph\n",
        "\n",
        "        # Use distance-based edge weights to drop out edges\n",
        "        pos = data.pos\n",
        "        if pos is not None:\n",
        "            edge_weights = data.edge_attr.squeeze(-1)\n",
        "\n",
        "            if False:  # NOTE (Georg): This is not working yet\n",
        "                # normalise\n",
        "                # NOTE (Georg): data.edge_attr is already normalised\n",
        "                print(edge_weights)\n",
        "                scaler = preprocessing.MinMaxScaler()\n",
        "                edge_weights = scaler.fit_transform(\n",
        "                    edge_weights.reshape(-1, 1)).reshape(1, -1)[0]\n",
        "                print(\"Normalized \", edge_weights)\n",
        "\n",
        "                # drop-out edge based on edge weights\n",
        "                print(edge_index)\n",
        "                tau = 0.5\n",
        "                ei_1 = edge_index[0][(edge_weights < tau)]\n",
        "                ei_2 = edge_index[1][(edge_weights < tau)]\n",
        "                edge_index = np.array([ei_1, ei_2])\n",
        "\n",
        "            # Assume fully connected graph\n",
        "            if self.layer == pyg.nn.DenseGCNConv:\n",
        "                # DenseGCNConv requires a dense adjacency matrix\n",
        "                connectivity = torch.ones((number_of_nodes, number_of_nodes))\n",
        "                connectivity = connectivity - \\\n",
        "                    torch.diag(torch.ones(number_of_nodes))\n",
        "            else:\n",
        "                connectivity = data.edge_index\n",
        "\n",
        "        batch = torch.tensor([0] * number_of_nodes)\n",
        "        x = self.gnn(data.x, connectivity)\n",
        "        x = pyg.nn.global_max_pool(x, batch)\n",
        "        return x\n",
        "\n",
        "# Override the model's pooler with the GNN\n",
        "gnn = GNN(feature_size=cfg.settings.feature_size, hidden_dim=cfg.settings.hidden_dim, layer=pyg.nn.DenseGCNConv)\n",
        "model.pooler = gnn"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Define loss function and optimizer\n",
        "\n",
        "We use binary cross-entropy loss."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {},
      "outputs": [],
      "source": [
        "loss_function = nn.BCELoss()\n",
        "optimizer = torch.optim.AdamW(model.parameters(), lr=1e-3, weight_decay=1e-2)\n",
        "\n",
        "def error_score(y_pred, y):\n",
        "    return 1. - ((y_pred > .5).float() == y).cpu().detach().float()"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "Helper code to evaluate on test set:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {},
      "outputs": [],
      "source": [
        "test_loader = make_data_loader(train=False)\n",
        "\n",
        "def test_loss_and_error(model, loader):\n",
        "    model.eval()\n",
        "\n",
        "    total_loss = 0.\n",
        "    total_error = 0.\n",
        "    predictions = []\n",
        "\n",
        "    with torch.no_grad():\n",
        "        for i, bag in enumerate(loader):\n",
        "            bag = device(bag)\n",
        "            y = bag.y.float()\n",
        "\n",
        "            # Calculate loss and metrics\n",
        "            y_pred = model(bag.x, bag.edge_index, bag.edge_attr).squeeze()\n",
        "            loss = loss_function(y_pred, y)\n",
        "\n",
        "            predictions.append((bag.cpu().detach(), y_pred.detach().cpu()))\n",
        "\n",
        "            error = error_score(y_pred, y)\n",
        "            total_error += error\n",
        "            total_loss += loss.detach().cpu()\n",
        "    return total_loss / len(loader), total_error / len(loader), predictions"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Train"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Training model with 16.3K parameters\n",
            "torch.Size([13, 32])\n"
          ]
        },
        {
          "ename": "TypeError",
          "evalue": "linear(): argument 'input' (position 1) must be Tensor, not NoneType",
          "output_type": "error",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
            "Cell \u001b[0;32mIn[12], line 20\u001b[0m\n\u001b[1;32m     17\u001b[0m optimizer\u001b[39m.\u001b[39mzero_grad()\n\u001b[1;32m     19\u001b[0m \u001b[39m# Calculate loss and metrics\u001b[39;00m\n\u001b[0;32m---> 20\u001b[0m y_pred \u001b[39m=\u001b[39m model(bag\u001b[39m.\u001b[39;49mx, bag\u001b[39m.\u001b[39;49medge_index, bag\u001b[39m.\u001b[39;49medge_attr)\u001b[39m.\u001b[39msqueeze()\n\u001b[1;32m     21\u001b[0m loss \u001b[39m=\u001b[39m loss_function(y_pred, y)\n\u001b[1;32m     23\u001b[0m error \u001b[39m=\u001b[39m error_score(y_pred, y)\n",
            "File \u001b[0;32m~/Projects/mil/mil_env/lib/python3.9/site-packages/torch/nn/modules/module.py:1194\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m   1190\u001b[0m \u001b[39m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m   1191\u001b[0m \u001b[39m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m   1192\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m (\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_pre_hooks \u001b[39mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m   1193\u001b[0m         \u001b[39mor\u001b[39;00m _global_forward_hooks \u001b[39mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1194\u001b[0m     \u001b[39mreturn\u001b[39;00m forward_call(\u001b[39m*\u001b[39;49m\u001b[39minput\u001b[39;49m, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m   1195\u001b[0m \u001b[39m# Do not call functions when jit is used\u001b[39;00m\n\u001b[1;32m   1196\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[39m=\u001b[39m [], []\n",
            "File \u001b[0;32m~/Projects/mil/mil/models/mil.py:26\u001b[0m, in \u001b[0;36mMILModel.forward\u001b[0;34m(self, x, edge_index, edge_attr)\u001b[0m\n\u001b[1;32m     24\u001b[0m features \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mfeature_extractor(x)\n\u001b[1;32m     25\u001b[0m pooled \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mpooler(features, edge_index, edge_attr)\n\u001b[0;32m---> 26\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mclassifier(pooled)\n",
            "File \u001b[0;32m~/Projects/mil/mil_env/lib/python3.9/site-packages/torch/nn/modules/module.py:1194\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m   1190\u001b[0m \u001b[39m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m   1191\u001b[0m \u001b[39m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m   1192\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m (\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_pre_hooks \u001b[39mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m   1193\u001b[0m         \u001b[39mor\u001b[39;00m _global_forward_hooks \u001b[39mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1194\u001b[0m     \u001b[39mreturn\u001b[39;00m forward_call(\u001b[39m*\u001b[39;49m\u001b[39minput\u001b[39;49m, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m   1195\u001b[0m \u001b[39m# Do not call functions when jit is used\u001b[39;00m\n\u001b[1;32m   1196\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[39m=\u001b[39m [], []\n",
            "File \u001b[0;32m~/Projects/mil/mil_env/lib/python3.9/site-packages/torch/nn/modules/container.py:204\u001b[0m, in \u001b[0;36mSequential.forward\u001b[0;34m(self, input)\u001b[0m\n\u001b[1;32m    202\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mforward\u001b[39m(\u001b[39mself\u001b[39m, \u001b[39minput\u001b[39m):\n\u001b[1;32m    203\u001b[0m     \u001b[39mfor\u001b[39;00m module \u001b[39min\u001b[39;00m \u001b[39mself\u001b[39m:\n\u001b[0;32m--> 204\u001b[0m         \u001b[39minput\u001b[39m \u001b[39m=\u001b[39m module(\u001b[39minput\u001b[39;49m)\n\u001b[1;32m    205\u001b[0m     \u001b[39mreturn\u001b[39;00m \u001b[39minput\u001b[39m\n",
            "File \u001b[0;32m~/Projects/mil/mil_env/lib/python3.9/site-packages/torch/nn/modules/module.py:1194\u001b[0m, in \u001b[0;36mModule._call_impl\u001b[0;34m(self, *input, **kwargs)\u001b[0m\n\u001b[1;32m   1190\u001b[0m \u001b[39m# If we don't have any hooks, we want to skip the rest of the logic in\u001b[39;00m\n\u001b[1;32m   1191\u001b[0m \u001b[39m# this function, and just call forward.\u001b[39;00m\n\u001b[1;32m   1192\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m (\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_backward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_hooks \u001b[39mor\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_forward_pre_hooks \u001b[39mor\u001b[39;00m _global_backward_hooks\n\u001b[1;32m   1193\u001b[0m         \u001b[39mor\u001b[39;00m _global_forward_hooks \u001b[39mor\u001b[39;00m _global_forward_pre_hooks):\n\u001b[0;32m-> 1194\u001b[0m     \u001b[39mreturn\u001b[39;00m forward_call(\u001b[39m*\u001b[39;49m\u001b[39minput\u001b[39;49m, \u001b[39m*\u001b[39;49m\u001b[39m*\u001b[39;49mkwargs)\n\u001b[1;32m   1195\u001b[0m \u001b[39m# Do not call functions when jit is used\u001b[39;00m\n\u001b[1;32m   1196\u001b[0m full_backward_hooks, non_full_backward_hooks \u001b[39m=\u001b[39m [], []\n",
            "File \u001b[0;32m~/Projects/mil/mil_env/lib/python3.9/site-packages/torch/nn/modules/linear.py:114\u001b[0m, in \u001b[0;36mLinear.forward\u001b[0;34m(self, input)\u001b[0m\n\u001b[1;32m    113\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mforward\u001b[39m(\u001b[39mself\u001b[39m, \u001b[39minput\u001b[39m: Tensor) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m Tensor:\n\u001b[0;32m--> 114\u001b[0m     \u001b[39mreturn\u001b[39;00m F\u001b[39m.\u001b[39;49mlinear(\u001b[39minput\u001b[39;49m, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mweight, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mbias)\n",
            "\u001b[0;31mTypeError\u001b[0m: linear(): argument 'input' (position 1) must be Tensor, not NoneType"
          ]
        }
      ],
      "source": [
        "loader = make_data_loader(train=True)\n",
        "\n",
        "stats = []\n",
        "\n",
        "model.train()\n",
        "print(f\"Training model with {human_format(sum(p.numel() for p in model.parameters() if p.requires_grad))} parameters\")\n",
        "\n",
        "for epoch in range(50):\n",
        "    model.train()\n",
        "\n",
        "    total_loss = 0.\n",
        "    total_error = 0.\n",
        "    for bag in loader:\n",
        "        bag = device(bag)\n",
        "        y = bag.y\n",
        "\n",
        "        optimizer.zero_grad()\n",
        "\n",
        "        # Calculate loss and metrics\n",
        "        y_pred = model(bag.x, bag.edge_index, bag.edge_attr).squeeze()\n",
        "        loss = loss_function(y_pred, y)\n",
        "\n",
        "        error = error_score(y_pred, y)\n",
        "        total_error += error\n",
        "        \n",
        "        # Backward pass\n",
        "        loss.backward()\n",
        "\n",
        "        total_loss += loss.detach().cpu()\n",
        "        # Step\n",
        "        optimizer.step()\n",
        "    \n",
        "    test_loss, test_error, _ = test_loss_and_error(model, test_loader)\n",
        "\n",
        "    stats.append({\n",
        "        \"epoch\": epoch,\n",
        "        \"loss\": total_loss / len(loader),\n",
        "        \"error\": total_error / len(loader),\n",
        "        \"test_loss\": test_loss,\n",
        "        \"test_error\": test_error\n",
        "    })\n",
        "    print(\n",
        "        f\"Epoch: {epoch:3d}, loss: {total_loss/len(loader):.4f}, error: {total_error/len(loader):.4f}, test_loss: {test_loss:.4f}, test_error: {test_error:.4f}\")\n",
        "\n",
        "# Plot training and test loss/error\n",
        "stats = pd.DataFrame(stats)\n",
        "float_cols = [col for col in stats.columns if col != \"epoch\"]\n",
        "stats[float_cols] = stats[float_cols].astype(float)\n",
        "stats.to_csv(RESULTS_FILE, index=False)\n",
        "\n",
        "plt.figure(figsize=(12, 4))\n",
        "plt.subplot(121)\n",
        "plt.title(\"Loss\")\n",
        "plt.plot(stats[\"epoch\"], stats[\"loss\"], label=\"train\")\n",
        "plt.plot(stats[\"epoch\"], stats[\"test_loss\"], label=\"test\")\n",
        "plt.xlabel(\"Epoch\")\n",
        "plt.ylabel(\"Loss\")\n",
        "plt.legend()\n",
        "\n",
        "plt.subplot(122)\n",
        "plt.title(\"Error\")\n",
        "plt.plot(stats[\"epoch\"], stats[\"error\"], label=\"train\")\n",
        "plt.plot(stats[\"epoch\"], stats[\"test_error\"], label=\"test\")\n",
        "plt.xlabel(\"Epoch\")\n",
        "plt.ylabel(\"Error\")\n",
        "plt.legend()"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "## Test"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {},
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Test loss: 0.4212, test error: 0.1700\n",
            "0 <class 'int'>\n",
            "1 <class 'int'>\n",
            "0 <class 'int'>\n",
            "1 <class 'int'>\n",
            "0 <class 'int'>\n",
            "1 <class 'int'>\n",
            "\n",
            "                                 % acc    total    -pred    +pred     example\n",
            "  bags                              83      100       57       43     0 7 4 8 8 1 9 2 5\n",
            "  bags with 0s                      78       78       35       43     0 7 4 8 8 1 9 2 5\n",
            "  bags without 0s                  100       22       22        0     5 7 5 6 8 6 8 2 7 9\n",
            "  bags with 0s and 1s               73       65       22       43     0 7 4 8 8 1 9 2 5\n",
            "  bags with 0s and not 1s          100       13       13        0     9 3 2 5 3 3 4 5 0 6 0\n",
            "  bags with 1s                      77       77       34       43     0 7 4 8 8 1 9 2 5\n",
            "  bags without 1s                  100       23       23        0     5 7 5 6 8 6 8 2 7 9\n",
            "  bags with 1s and 0s               73       65       22       43     0 7 4 8 8 1 9 2 5\n",
            "  bags with 1s and not 0s          100       12       12        0     3 4 7 1 4 6\n",
            "  bags with 2 key instance(s)       75       48       12       36     \u001b[91m0\u001b[0m \u001b[91m1\u001b[0m 4 5 4 7 6 7 2\n",
            "  bags with 3 key instance(s)      100        1        0        1     5 2 3 \u001b[91m1\u001b[0m 6 \u001b[91m0\u001b[0m \u001b[91m1\u001b[0m 3\n",
            "  bags with 4 key instance(s)      100        1        0        1     6 \u001b[91m1\u001b[0m \u001b[91m1\u001b[0m 2 3 7 \u001b[91m0\u001b[0m \u001b[91m0\u001b[0m 7 4 1\n",
            "- bags                              90       50       45        5     0 7 4 8 8 1 9 2 5\n",
            "- bags with 0s                      82       28       23        5     0 7 4 8 8 1 9 2 5\n",
            "- bags without 0s                  100       22       22        0     5 7 5 6 8 6 8 2 7 9\n",
            "- bags with 0s and 1s               66       15       10        5     0 7 4 8 8 1 9 2 5\n",
            "- bags with 0s and not 1s          100       13       13        0     9 3 2 5 3 3 4 5 0 6 0\n",
            "- bags with 1s                      81       27       22        5     0 7 4 8 8 1 9 2 5\n",
            "- bags without 1s                  100       23       23        0     5 7 5 6 8 6 8 2 7 9\n",
            "- bags with 1s and 0s               66       15       10        5     0 7 4 8 8 1 9 2 5\n",
            "- bags with 1s and not 0s          100       12       12        0     3 4 7 1 4 6\n",
            "+ bags                              76       50       12       38     \u001b[91m0\u001b[0m \u001b[91m1\u001b[0m 4 5 4 7 6 7 2\n",
            "+ bags with 0s                      76       50       12       38     \u001b[91m0\u001b[0m \u001b[91m1\u001b[0m 4 5 4 7 6 7 2\n",
            "+ bags with 0s and 1s               76       50       12       38     \u001b[91m0\u001b[0m \u001b[91m1\u001b[0m 4 5 4 7 6 7 2\n",
            "+ bags with 1s                      76       50       12       38     \u001b[91m0\u001b[0m \u001b[91m1\u001b[0m 4 5 4 7 6 7 2\n",
            "+ bags with 1s and 0s               76       50       12       38     \u001b[91m0\u001b[0m \u001b[91m1\u001b[0m 4 5 4 7 6 7 2\n",
            "+ bags with 2 key instance(s)       75       48       12       36     \u001b[91m0\u001b[0m \u001b[91m1\u001b[0m 4 5 4 7 6 7 2\n",
            "+ bags with 3 key instance(s)      100        1        0        1     5 2 3 \u001b[91m1\u001b[0m 6 \u001b[91m0\u001b[0m \u001b[91m1\u001b[0m 3\n",
            "+ bags with 4 key instance(s)      100        1        0        1     6 \u001b[91m1\u001b[0m \u001b[91m1\u001b[0m 2 3 7 \u001b[91m0\u001b[0m \u001b[91m0\u001b[0m 7 4 1\n",
            "\n",
            "-bags that were predicted   correctly had the following min dists: [57.65, 75.54, 89.17, 107.12, 126.89, 136.34, 149.53, 171.38, 193.63, 225.98]\n",
            "-bags that were predicted incorrectly had the following min dists: [51.59, 64.73, 123.13, 140.92, 178.91]\n",
            "+bags that were predicted   correctly had the following min dists: [20.69, 21.29, 23.52, 24.68, 24.85, 25.62, 27.50, 28.54, 29.16, 30.08, 30.35, 31.48, 31.65, 32.71, 34.35, 34.65, 34.65, 35.56, 36.15, 37.73, 38.38, 38.63, 39.15, 40.01, 40.04, 40.52, 41.81, 41.84, 41.90, 42.14, 43.00, 43.14, 44.36, 45.26, 46.26, 46.30, 46.43, 48.62]\n",
            "+bags that were predicted incorrectly had the following min dists: [20.30, 20.92, 21.07, 25.33, 28.55, 29.76, 32.64, 32.80, 42.15, 42.57, 48.48, 48.75]\n",
            "\n",
            "-bags that were predicted   correctly had the following max dists: [57.65, 75.54, 89.17, 107.12, 126.89, 136.34, 149.53, 171.38, 193.63, 225.98]\n",
            "-bags that were predicted incorrectly had the following max dists: [123.13, 140.92, 183.71, 196.98, 202.00]\n",
            "+bags that were predicted   correctly had the following max dists: [20.69, 35.56, 37.73, 42.14, 42.68, 43.14, 44.36, 69.88, 71.31, 85.65, 87.34, 115.44, 118.71, 122.78, 126.90, 127.46, 136.52, 139.08, 141.51, 142.52, 145.20, 149.17, 149.47, 158.69, 159.76, 174.10, 175.85, 179.52, 189.65, 191.22, 192.81, 195.21, 201.87, 206.15, 210.70, 212.42, 220.62, 250.58]\n",
            "+bags that were predicted incorrectly had the following max dists: [25.33, 28.55, 42.57, 111.11, 127.45, 136.16, 176.97, 178.98, 183.30, 187.42, 206.30, 251.01]\n"
          ]
        }
      ],
      "source": [
        "test_loss, test_error, predictions = test_loss_and_error(model, test_loader)\n",
        "print(f\"Test loss: {test_loss:.4f}, test error: {test_error:.4f}\")\n",
        "\n",
        "print_prediction_stats(predictions, target_numbers=cfg.settings.mnist.target_numbers)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### First 10 bags in test dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x400 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x400 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x400 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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ReQv7oBC1o4uNY/HGG29AJpMhKyvLCxX5vi1btuA3v/nNFcMJEfUs7INC1I5ee+01HDhwADfeeCMUCgXWrVuHdevWYeHChRfcbkvnrVmzxtslEJEPYkAhakejR4/Ghg0b8Kc//QmNjY2Ij4/Hiy++iOeee87bpRERdSnsg0JEREQ+h31QiIiIyOcwoBAREZHPYUAhIiIin8OAQkRERD6HAYWIiIh8DgMKERER+RwGFCIiIvI5DChERETkcxhQiIiIyOcwoBAREZHPYUAhIiIin8OAQkRERD6HAYWIiIh8DgMKERER+RwGFCIiIvI5DChERETkcxhQiIiIyOcwoBAREZHPYUAhIiIin8OAQkRERD6HAYWIiIh8DgMKERER+RwGFCIiIvI5DChERETkcxhQiIiIyOd4NaC888476NWrFzQaDTIyMvDjjz96sxwiIiLyEV4LKJ9++ikWL16MF154Abm5uRg6dCimTJmCqqoqb5VEREREPkISQghvfHBGRgZGjhyJt99+GwDgcrkQFxeHxx57DM8++6w3SiIiIiIfofDGh9psNhw4cABLlixxz5PJZJg0aRJycnIuaG+1WmG1Wt2vXS4XamtrERISAkmSOqVmIiIiuj5CCDQ0NCA6Ohoy2eUv4ngloJw7dw5OpxMREREe8yMiInDixIkL2i9btgxLly7trPKIiIioA5WWliI2NvaybbwSUNpqyZIlWLx4sfu1yWRCfHw8SktLodfrvViZdxgMBm+XQERE18FkMnm7BK8wm82Ii4tDQEDAFdt6JaCEhoZCLpejsrLSY35lZSUiIyMvaK9Wq6FWqy+Yr9fre2RAISKirq2nH7uupnuGV+7iUalUSEtLw6ZNm9zzXC4XNm3ahMzMTG+URERERD7Ea5d4Fi9ejPnz52PEiBFIT0/HG2+8gaamJjzwwAPeKomIiIh8hNcCyl133YXq6mo8//zzMBqNGDZsGNavX39Bx1kiIiLqebw2Dsr1MJvNMBgMMJlMPfI6Hm+tJiLq2rrgobddtOX4zWfxEBERkc9hQCEiIiKfw4BCREREPocBhYiIiHwOAwoRERH5HAYUIiIi8jkMKERERORzGFCIiIjI5zCgEBERkc9hQCEiIiKfw4BCREREPocBhYiIiHwOAwoRERH5HAYUIiIi8jkMKERERORzGFCIiIjI5zCgEBERkc9hQCEiIiKfw4BCREREPocBhYiIiHwOAwoRERH5HAYUIiIi8jkMKERERORzGFCIiIjI5zCgEBERkc9hQCEiIiKfw4BCREREPocBhYiIiHwOAwoRERH5HIW3CyCijiWTyRAYGIjY2FiYzWbU1dXBZDJ5uywiosviGRSibk6n0yExMRGTJ09GWloaoqOjvV0SEdEV8QwKUTclSRKUSiWefvpp3HDDDUhPT0dZWRnef/99HD9+3NvlERFdFgMKUTcVGBiI9PR0jB49Gv3794dSqUReXh5KS0u9XRoR0RUxoBD5IJlMBpns/BVYp9MJIUSb1lepVIiMjMSkSZMwePBgBAUFoaGhATt27EBBQUFHlExE1K4YUIh8UGhoKAwGAwCgrKwMzc3NbVp/xIgRGDduHBYuXAitVguj0Yh9+/ZhzZo1qKmp6YiSiYjaFQMKkQ+RJAl6vR633347Ro8eDUmS8Pbbb+Pw4cNoamq64voymQwBAQGYNGkSxo8fD61Wi/379yMnJweff/45zGZzm8/GEBF5A+/iIfIhCoUCffr0wejRozF58mSMHz8ekZGRUKlUV7W+SqVC//79kZqaiuTkZADA4cOHkZOTg927d8Nms3Vk+URE7YYBhchHyOVyGAwGPP7448jIyEBAQACam5tht9vhcrmuuL5MJkNERASWLl2KG264ASEhITCZTPjuu++Qk5PTCVtARNR+eImHyEf069cPGRkZuPHGGxEcHIzKyko88cQTOHDgABobG6+4fnx8PFJTUzFixAjo9XpUVFTgk08+wZEjR1BdXd0JW0BE1H54BoXIBwQFBaFv375IT09HaGgoqqurcejQIezbtw81NTVwOp1XfI++ffti1KhRCAoKgs1mg9FoRE5ODmpqanhph4i6HJ5BIfIySZIwYMAAjB07FjfddBNcLhc2bdqEdevWoaqq6qrfZ8KECbjvvvsAAEajEfn5+di+fftVda4lIvI1DChEXiaXy3HTTTchPT0d0dHRKCsrw9atW7F+/fqrWl+hUGDIkCHo1auX+9bkVatWYcOGDTCZTFfVf4WIyNcwoBB5kVarRWhoKIYMGYKYmBhIkoQDBw6gtLT0qvqdyGQy6HQ6TJs2DUlJSXA6ncjLy8OhQ4dQWFjIcEJEXRYDCpEX6fV6923BERERaGlpwffff3/Vw9ErlUoEBQXhV7/6FaKiotDS0oLvvvsOhw4dQnl5eQdXT0TUcRhQiLyoV69euP322xEaGorKykocPnwYX375JRoaGq5q/ejoaKSmpiImJgYulwulpaVYuXIlwwkRdXm8i4fIiwIDAzFgwAAolUrY7XY0NTWhpaXlqu7a0Wq1GDJkCGbOnAmVSoWzZ8/i6NGjMBqNvGuHiLo8nkEh8qKAgAAkJiZCLpdDkiTI5XKEhYWhqanpkiFFkiQoFAqEhoZi5MiRuOmmmyCXy1FbW4uKigrodDpotVqPdZxOJ+x2O0wmE4e6J6IugQGFyIsUCgX8/f0hSRISEhIQGRmJoUOH4sCBAyguLoYkSQDgESr0ej2ioqIwatQoGAwG6HQ6AMDw4cMxaNAg3HvvvResV15ejtzcXDz77LOor6/v3I0kIroGDChEXlRaWor//Oc/mDVrFtRqNTQaDaKjo6HRaDBs2DBIknTBGQ+lUgmtVouQkBAoFAp3GFEqlVAoFNBoNB4Bpa6uDjabjbccE1GXwoBC5EVGoxFbt25F//79ERgYCJVKBYPBgODgYISEhLjb/TykKBQKKJVKyOVyOJ1OtLS04Ny5cxBCwOVyoaGhAS6Xyx1GqqurUVJSgtOnT19V3xYiIl/AgELkRYWFhTh9+jR2796N+Ph4JCUlYebMmdBoNO5+Kb88gxIYGIi4uDgEBASgoaEBZ8+exbvvvgu73Y7GxkZs27bNfdaEiKirkkQX7DFnNpthMBhgMpmg1+u9XU6naz19T92HTqdzX+IJCQmBTCa76Pc5MDAQWVlZWLBgAVQqFdatW4fPP/8cubm5cDqdcLlcqK+vh8PhYGdYIh/WU38/23L85hkUIh/Q3NyM5uZmAEBFRcUl26Wnp8PlcsFut6OwsBB5eXnYt28fqqqqeuwfPCLqnhhQiLqQWbNmYfjw4XA4HFi7di127dqFyspKb5dFRNTuGFCIupATJ07g5MmTKCwsRH5+/lU9r4eIqCtiQCHqQo4dOwaHw4HS0lLU1tbysg4RdVsMKERdyP79+71dAhFRp+CzeIiIiMjnMKAQERGRz2FAISIiIp/DgEJEREQ+p90DyosvvghJkjym5ORk93KLxYLs7GyEhITA398fc+bM4TgORERE5KFDzqAMGjQIFRUV7mnnzp3uZU8++SS++eYbrFmzBtu2bUN5eTlmz57dEWUQERFRF9UhtxkrFApERkZeMN9kMuHf//43Vq5ciQkTJgAAli9fjgEDBmDPnj0YNWpUR5RDREREXUyHnEH56aefEB0djaSkJNxzzz0oKSkBABw4cAB2ux2TJk1yt01OTkZ8fDxycnI6ohQiIiLqgtr9DEpGRgZWrFiB/v37o6KiAkuXLsXYsWNx9OhRGI1GqFQqBAYGeqwTEREBo9F4yfe0Wq2wWq3u12azub3LJiIiIh/S7gFl2rRp7q+HDBmCjIwMJCQkYPXq1dBqtdf0nsuWLcPSpUvbq0QiIiLycR1+m3FgYCD69euHgoICREZGwmazob6+3qNNZWXlRfustFqyZAlMJpN7Ki0t7eCqiYiIyJs6PKA0NjaisLAQUVFRSEtLg1KpxKZNm9zLT548iZKSEmRmZl7yPdRqNfR6vcdERERE3Ve7X+J56qmnMGPGDCQkJKC8vBwvvPAC5HI57r77bhgMBjz44INYvHgxgoODodfr8dhjjyEzM5N38BAREZFbuweUs2fP4u6770ZNTQ3CwsIwZswY7NmzB2FhYQCAv//975DJZJgzZw6sViumTJmCd999t73LICIioi5MEkIIbxfRVmazGQaDASaTqUde7pEkydslEBHRdeiCh9520ZbjN5/FQ0RERD6HAYWIiIh8DgMKERER+RwGFCIiIvI5DChERETkcxhQiIiIyOcwoBAREZHPYUAhIiIin8OAQkRERD6HAYWIiIh8DgMKERER+RwGFCIiIvI5DChERETkcxhQiIiIyOcwoBAREZHPYUAhIiIin8OAQkRERD6HAYWIiIh8DgMKERER+RyFtwsgIiLqbHK5HIGBgYiLi0NtbS1MJhNMJtNl11Gr1VAoFFCpVFCpVNBqtfDz80NwcDCUSiUAwGw2o6ioCPX19XA6nZ2xKd0WAwoREfU4Wq0W6enpePTRR7F582bk5ORgz549l10nLCwMQUFBCAkJQUREBJKSkjBw4EBMmDABgYGBkCQJ+/btwyuvvILdu3ejsbGxk7ame2JAISKiHuf222/HhAkTkJWVhYEDB2LkyJEYPnw4XC6XR7uUlBRERETAz88PQUFB0Ol08PPzc59JUavV8PPzg1wuBwAMHz4cAwcORGlpKY4fP+6NTes2GFCIiKjHGTRoEPr37w9/f3+oVCoMHToUWq0WQgiPdomJiQgKCoJWq4VWq4VSqYRarb7k+/r5+UGr1UKlUnX0JnR7DChERNSjyOVyDB48GElJSRBCQCaToV+/fhgwYMAV1xVCuCeXy+URaFrnORyOC4IOtR0DChER9RiRkZGYMWMG+vXrB5lMhmPHjuHDDz9EZmYmZs2adcX1rVYr6uvrUV5ejpMnT+Lo0aOw2WwQQqC5uRmbNm1CVVUVmpubO2FrujcGFCIi6jH8/PwwbNgw+Pv7w2w248iRI6isrITJZEJzczO0Wi0cDgfsdjucTidcLheamppQWFiI6upq1NTUoLS0FJWVlaisrITRaITD4QAA2Gw2lJaWwmazXdCXhdqOAYWIiHoMnU6H5ORkqNVqlJaWIi8vD3V1dTh37hzOnj2L0NBQNDc3o7m5GVarFQ6HA+fOncPWrVtx6tQpnD17FgUFBairq2MI6WAMKERE1COoVCr4+/sjNDQUTU1NyM/PxyeffIKqqips2bIFb7zxBlJTU1FeXo7KykrU1NQAgEd/k9avqeMxoBARUY8QFBSEqKgoxMbGIjc3F0eOHEFtbS0cDgecTiccDgfy8vLQ3NyMlpYWWK1Wb5fcozGgEBFRjxAVFYX4+HgEBgbizJkzOHPmDFpaWgCcP0titVpRXl7u5SqpFQMKERH1CDfddBOmTJkCACgvL0d1dbWXK6LLYUAhIqIeITY2FnFxcQCArKwshISEIC4uDmfOnHF3jD1+/Dj7mPgIBhQiIuoRWoepB86PEKtWqxEQEIDi4mI0NzejqakJISEhqK+vR1NTExobG2EymWC1WjnwmhcwoBARUY8iSRLi4uIQFxeHjIwMAIDL5YLT6UR9fT3279+PI0eO4MiRI8jJyUFZWRk7zHoBAwoREXVrSqUSSUlJiI6ORmBg4EXbSJIEhUKBoKAgjBkzBiNGjIDFYkFhYSEOHjyIt956C2VlZbDZbJ1bfA/GgEJERN1a6zD01dXVqKysRFhYmPvBgFarFVqtFjKZDACgUCgQEBCAgIAAAHA/JPDMmTPYuHEjysvLUVdX583N6TEYUIiIqFtzOBzuUWP9/f2RkpKCyMhI2O121NbWIioqCgrF+cOhTCaDJEmQJAkymQwhISHQ6/WIj4+Hw+HAnj17kJeXx460nUASXbDnj9lshsFggMlkgl6v93Y5nU6SJG+XQETU5fj7+0Or1cLPzw9qtRpCCNhsNmg0Gmi1WhgMBowZMwahoaEIDw/H5MmT4e/vD6VSCZfLBZPJhAMHDuCDDz7Al19+eV0PBOyCh9520ZbjN8+gEBFRj9DU1ITm5maYTCbI5XL3sPVyuRxKpRIajQZWqxU6nQ4GgwHFxcUYNWoUevXqhfj4eBgMBvTt2xeTJ0/G3r17UVFRwacWdyAGFCIi6hFan6Xzy46ucrkcdrsdzc3NqKqqcs/bu3cv6uvrMWbMGISFhUGj0SAiIgITJkzAqlWrYLFYGFA6kMzbBRAREXmLJEkYMGAAhg0bhqFDh7o7yzqdTpSXl+Nvf/sbnnvuOWzcuBENDQ3QaDSIiorCk08+iUmTJnm5+u6NZ1CIiKhHUigU8Pf3x2OPPYaQkBA4HA588803OHz4MM6cOQOz2QyHwwGj0Yi1a9eif//+0Ol0UCqViI6ORkhICNRqNcdI6SAMKERE1CPJZDJoNBpkZWUhLi4OQgg4nU73iLMVFRUAzo9AW11dDavV6r57R6/Xw8/PD0qlkgGlgzCgEBFRj+RwOGA2m3Hq1ClotVrExcVh7ty5uOWWW9DQ0IDi4mIIIdzLAgMD3bcjKxQKyOVy3lXZgRhQiIioR3K5XLDZbMjNzUVQUBDi4+MBnB+cTaVSQafTAfh/Z1paA4nL5cLRo0fdDxmkjsGAQkREFzV06FDo9XrYbDYcPXoUzc3N3W78DpfLhSNHjiAmJgZJSUmIjIyEQqGAQqGAWq2+oL3VaoXZbMb+/ftRVFQEp9Pphap7BgYUIiK6qNdffx2jR49GWVkZ7rjjDpw8ebLb9bdwuVz47rvv0NLSAgC47777oFQqL9m+trYWubm5+Oc//wmj0dhZZfZIDChERORBpVIhPj4eWq0WarUaMTEx3bpDqNVqxd69e1FSUoLy8nLExcUhNjYW48aNg0KhQFNTE44fP46vv/4aJ0+exIkTJ1BZWQm73e7t0rs1BhQiajO5XI6QkBAEBQV5nAaXy+VQq9XQarWw2+2wWq1Qq9Ww2WywWCwoLy9HQ0NDtzzIdSculwsWiwUVFRWorKxEaGhot+4MKoSAyWSCzWbD1q1bER4ejvDwcJw9exYKhQItLS0oLi7Gjh07UFZWBqPRyKcadwIGFCK6Kq0PT5MkCTqdDoMHD8aQIUMQGhrqbqPVahESEoLw8HA0NDSgrq4OwcHBMJlMqKysxIYNG5Cfn4+amho+bM2HORwOnD17FocOHUJQUBAyMjLgcrm6Xf+Tn3M6nWhsbMTWrVu9XQr9/xhQiOiKYmJi0LdvX9xwww3o06cPYmNj0atXLwQGBkKlUrnbtYYYmUzmfs5J69dOpxMLFy7EwoULsX79elgsFi9uEV2NUaNGoV+/fti4cSOfO0OdjgGFiC5KpVIhICAAt912GxISEhAVFYWoqCjo9XpotVo0NzejpaXFPZZEc3MzbDYbWlpaoNFo0NDQALPZjD59+iAqKgphYWGIiIiASqXq1pcLugO1Wo3evXsjODjY3e/E6XR26zMo5HsYUIjoopRKJUJCQrBgwQJER0dDqVSiqqoKDQ0NqK2tRW1tLZqamtDQ0IDy8nLU1NSgoaEB9fX1MBgMqKioQFlZGSZPnoyRI0ciJSUFERER3t4sugoajQbDhg1DQECAt0uhHowBhYguqrm5GcXFxfj6669RV1eHEydOIC8vDw6HAy6Xy+M/6tanxP78P+zW1//3//5fVFdXw+VyYcSIEd7aHGoDuVwOg8HgHjWVyBv400dEFyWEgN1ux3/+8x9YrVbU1dWhoaHB3bn1ak73K5VKDB8+HKNHj8bQoUNx+PBh1NbWwuFwdHT5dJ14GY68jQGFiC5JCIFDhw61eT2ZTAZ/f3+EhYVh7NixSE1NRXR0NNavX4+amhqOvtkFsL8JeRsDChG1u4CAANx888249957MXHiRFRXV+P48eN4/fXXUVZWxluMieiKGFCIqF2o1WqEh4dj4MCBmD17NgYOHIiEhAS8/fbbOHLkCE6dOoWysjIO0kZEV4UBhYguSy6XQ6lUQqVSwd/fHwqFAkqlEgEBAZDL5ZDJZAAAnU6H6OhopKamYuLEiVAoFKipqcHWrVtx9OhRnD17lkODdxEulwtNTU1wOp1QKBQICgqCSqWCTCbj2S/qNAwoRHRZfn5+CAkJQWRkJIYPH47AwECEhIQgIyMD/v7+7gerabVa+Pv7IyQkBACwceNGrF69Glu3bkVzczP7nXQhNpsNRUVFaGlpgcFgQHp6OkJDQ2E0GjlYG3UaBhQiukCvXr2QnJyMcePGIS0tDUFBQe4B2uRyORQKBXQ6nXvoewDuEWRbDRkyBH5+figsLMTx48f55NcuxGKxIDc3F42NjVAoFO4HBf78+0vU0RhQiAgAEBgYCIPBgLi4OAwdOhT9+/dHWloa+vfvDz8/P/dDAVvHQLHZbDCbzbBarbDb7e5LPxqNBgaDAQaDAb1798a0adOg1+tx+PBhFBUVeXkr6Wq0XuJpaGhAS0sL1Go1JEm66K3HWq0WAQEBUKlUsNlsqK+v54P0qF20OQ5v374dM2bMQHR0NCRJwpdffumxXAiB559/HlFRUdBqtZg0aRJ++uknjza1tbW45557oNfrERgYiAcffBCNjY3XtSFEdO1kMhkSExORlZWFxx9/HH/4wx+wcOFCpKenw2AwQKlUugdes9lsaGpqQmVlJY4ePYo9e/Zg06ZN2LVrF3Jzc1FQUACLxQKFQoHQ0FA8+eSTuPfeezF+/Hj+B97F1NXVoba2FsCFtx1LkgSlUomIiAikpKQgMzMTQ4YMgcFg4PeZ2kWbz6A0NTVh6NCh+PWvf43Zs2dfsPy1117Dm2++iQ8++ACJiYn44x//iClTpiA/Px8ajQYAcM8996CiogIbNmyA3W7HAw88gIULF2LlypXXv0VE1Cb+/v6YPn06HnroIQwZMgQ6nQ5KpRKlpaXYs2cP6uvrkZKSghEjRsBoNGLLli3YvXs31q9fD5vNBqfTCZfL5X5QoFKpxKhRo5CVlYVJkyZhwIABmDZtGgYMGIDDhw+joKAAJpPJ25tNV6GpqemifU7UajUGDhyIESNG4PHHH4fBYHCfQfnmm2+wfft2fPLJJ16omLqTNgeUadOmYdq0aRddJoTAG2+8gT/84Q+YOXMmAOB///d/ERERgS+//BJz587F8ePHsX79euzbt8897PVbb72F6dOn469//Suio6OvY3OIqK0CAgJw++23Izk5GcHBwQDgDh5CCFRVVWH79u3Yv38/6uvr3bcMV1RUXPSODkmScPDgQTQ3N8NoNOL+++9HVFQUoqOjcffdd+PDDz9Efn4+7+jpAgIDAxEYGAgA7st8TU1NGDlyJG644QZkZmZCq9WipKQEVqsVqampGDBgACorK71bOHUL7doHpaioCEajEZMmTXLPMxgMyMjIQE5ODubOnYucnBwEBgZ6PJNj0qRJkMlk2Lt3L2bNmnXB+1qtVo+xE8xmc3uWTdSj+fn5Yfr06e4+JkIImEwmNDY2QpIk1NTU4NixYzh27BhcLhcaGxthsVgu+X5CCBQXF+Ps2bM4cOAABg4ciFGjRiExMRHz58/HoUOHYDQaeRDrAlr7JQFASEgIgoKC0NLSgkmTJuHGG29EamoqcnNzsX37dphMJvTu3Rvx8fFISkrycuXUHbRrQGntpf/LJ5ZGRES4lxmNRoSHh3sWoVAgODj4kr38ly1bhqVLl7ZnqUT0/zObzfjggw8wffp0xMTEoKGhAcuWLcPx48dx7tw5HD9+HDabDS6Xq03DnzscDtTW1uLJJ5/EkiVLcO+99yI8PBwvvvgiJk6ciPvvv7/jNoraRU5ODnQ6HcaMGYN58+Zh2LBhOHnyJP7rv/4LNTU1+Oqrr/D000/DbDYjLCwMGRkZGD16NJ9aTe2iS9zFs2TJEixevNj92mw2Iy4uzosVEXUfDQ0NWL16NaxWK0JDQ5Gfn4+tW7eiuroaFosFVqv1mgfnEkKgoaEBGzZsQF1dnfsS7unTp9tzE6iD7NmzB35+fhg7dixSUlIQGxuLkSNHwul0YteuXVizZg1qa2shl8uh0WigUqngcDh4Fw+1i3YNKJGRkQCAyspKREVFuedXVlZi2LBh7jZVVVUe67X+p9W6/i+p1Wr36Wcial8tLS3YvXs3/Pz8EBAQgH379uHs2bPtdpBxOBzIy8tDSUkJIiIiEBgYiIaGhnZ5b+pYJ06cQGRkJBobGxEdHY3Y2Fi4XC7s27cPP/74I7Zs2QKFQoHo6GgkJSUhMDAQtbW1vHxH7UNcBwDiiy++cL92uVwiMjJS/PWvf3XPM5lMQq1Wi1WrVgkhhMjPzxcAxP79+91tvv/+eyFJkigrK7uqzzWZTAKAMJlM11N+lwWAEydOnDp80mg0Ij09XaxZs0bU1tYKh8MhmpqaxNixY0VYWJiQyWQiJiZG/Pd//7c4efKksNvt4plnnhFpaWler93Xp56qLcfvNp9BaWxsREFBgft1UVERDh48iODgYMTHx+OJJ57Ayy+/jL59+7pvM46OjsZtt90GABgwYACmTp2KBQsW4P3334fdbseiRYswd+5c3sFDRORDbDYbjEYjNm/ejIyMDAQEBEAmk2HChAno1asXGhoa8Ktf/QoDBw6En58f1q5diz179qCwsNDbpVM30OaAsn//ftx4443u1619Q+bPn48VK1bgd7/7HZqamrBw4ULU19djzJgxWL9+vXsMFAD4+OOPsWjRIkycOBEymQxz5szBm2++2Q6bQ0RE7cXlcsFsNuPIkSMoLy+Hv78//Pz8kJaWhpiYGLS0tGDMmDGw2WwoLy/Hpk2bUFRUxDstqV1IQrShW76PMJvNMBgMMJlM0Ov13i6n011suGkioo70yiuvICsrC6NGjQJw/u+Qy+VCTU0Ntm3bhh07duCdd97xcpVdRxc89LaLthy/u8RdPERE5F2ffPIJCgoKUF5ejnHjxuGnn35Cbm4uvv32W5w9exbV1dXeLpG6GQYUIiK6otLSUsjlcgBAVVUVSktLceLECeTl5aGhocFjME2i9sBLPF0QL/EQEXVtXfDQ2y7acvzmIyeJiIjI5zCgEBERkc9hQCEiIiKfw4BCREREPocBhYiIiHwOAwoRERH5HAYUIiIi8jkMKERERORzGFCIiIjI5zCgEBERkc9hQCEiIiKfw4BCREREPocBhYiIiHwOAwoRERH5HAYUIiIi8jkMKERERORzGFCIiIjI5zCgEBERkc9hQCEiIiKfw4BCREREPocBhYiIiHwOAwoRERH5HAYUIiIi8jkMKERERORzGFCIiIjI5zCgEBERkc9hQCEiIiKfw4BCREREPocBhYiIiHwOAwoRERH5HAYUIiIi8jkKbxdA9HNyuRySJEEul0Or1cLlcrlft5IkCUqlEkqlEjKZDA0NDWhsbITNZvNi5URE1J4YUMhnyGQyhIWFQavVIiwsDNOnT4fJZIJSqUR0dLS7nSRJ6N+/P/r27Yvg4GD8n//zf7By5UocPHjQe8UTEVG7YkAhn6HT6XDPPfdgyJAhiI2NRWRkJOx2O2QyGTQajbudJEnw9/eHVquFxWJBYWEhGhsbvVg5ERG1NwYU8glBQUFISEjAmDFjMGLECERFRQEA7HY7bDYbGhoa3G2FEKiurobFYkFNTQ0KCws9lhMRUdfHgEI+Yfz48Zg1axbGjx8PnU4H4HwQqa2tRXFxMXbv3u1u63A48NVXX6G2thYNDQ2oqKjwVtlERNRBGFDIJ+Tl5UEIgdtvvx0mkwlFRUX417/+hZMnT6K2ttbjEo4QAnV1dXA4HHA6nV6smoiIOgoDCnldSEgIYmNjkZCQAKfTiaNHj+LHH3/Ejh07UFpaipaWFm+XSEREnYwBhbxKLpdj0KBBuOuuuzBt2jS0tLRgzZo1+Pbbb1FaWurt8oiIyEsYUMhrdDodwsPD8bvf/Q4DBw5EUFAQ1q5di4MHD6K8vNzb5RERkRcxoFCnkslkUCqV0Ov16NevHzIzMzFgwAAEBgbCYrFg//79sFgsCAwMREtLCywWC1wul7fLpi5Io9EgODgYw4cPx+nTp3Hu3DlUVVV5uywiukoc6p46lUqlQnBwMPr164ebbroJDz/8MOLi4qDRaNDc3Izjx4/Dz88Pffr0QVRUFPR6PbRaLVQqFWQyGSRJ8vYmUBfRGoIfeughjB07FklJSfz5IepCeAaFOo1Op8OIESOwePFiZGRkQK/Xu4erV6lUiI+Px1dffQUhBOx2O4xGI6qrq3HmzBns3r0b+/btQ0VFBSorK729KdQF9OnTB5mZmZg8eTIGDBiAzZs3o7S0FEajkXd/EXUBDCjUKWQyGebPn4/Ro0dj6NChCAoKgkKhgBACFosF9fX1qKurQ1lZGYDznWf1ej2ioqIQFhaGuLg4pKWl4dixY9i9ezfy8/NhtVp5+YcuSqVSISMjA+PGjYNCoYAkSXA4HDCbzfyZIeoiGFCoU8hkMkybNg1jxoyBXq9Hc3MzGhoaYLFYUFtbi/LycpSVlSE/Px9CCGi1WvTv3x/JyckIDw9Hr169MGDAAMTFxUGSJDQ1NeHcuXPuA47T6YQQwtubST5AqVQiLi4OI0eOxPDhw90jD1dWVnLEYaIuhAGFOk1tbS3q6uqg1+uxbt06HDp0CHl5ediyZQvsdjuEEO6Q0dpXICgoCGlpafjNb36DwMBA9OrVC8899xwefvhhfPbZZ/j2229hMplQUVEBs9nszc0jH6BSqRAXF4dPP/0UiYmJ0Ov1sFqt+O///m+P0YiJyPdJogv+22k2m2EwGGAymaDX671dTqfrih39JEnCqFGjEB8fj4SEBOzduxdVVVWora1FVVXVJc9+KJVKBAUFoU+fPlAqlQgMDER0dDRuu+02KJVK2O12nDlzBh9++CF+/PFHWK3WTt4y8gVyuRyZmZlISUnBkCFDcOeddwIAKioqsHLlSqxevRpnz56FxWLxcqVE53XBQ2+7aMvxm2dQqFMIIXDgwAGcPHkSkZGRKC4uvqpbiO12O6qqqty3h/r5+SEiIgJDhw7F6NGj0b9/f5SUlGDr1q04fPgwA0oPpFKpYDAYMHr0aGRkZGDw4MHQ6/UoLi7G8ePHsX79elRUVDCcEHUxDCjUaWw2G2pra1FbW3vN79HU1ISSkhJs2bIFUVFRGDRoEBITExEZGelO5dSzREVFITU1FY8++ijCwsKg0WjgdDqxY8cObNiwAbm5ud4ukYiuAQMKdTkOhwMbN25Eeno6nE4nZDIZUlNTUVlZiY8//tjb5VEn6tu3L6ZNm4Z58+YhLCwMcrkcdXV1+OSTT/DZZ5/hyJEj3i6RiK4RAwp1CJlMBoPBAJvNBrvdDpvN1m7vLUkSFAoFZDKZ+zpuWFgYYmJi2u0zyLepVCoEBgZi4sSJGDNmDJKTk6FUKmE0GlFYWIjNmzfj1KlTqKmp8XapRHSNGFCoQygUCgwYMAA1NTWor6+/bEfYtpLJZEhPT0dsbCxksvODIev1eoSEhLTL+5PvCwoKwrBhw/Dcc88hMjISMpkMFosF+/btw/fff48vvviix3ZCJOouGFCoQ4SEhOCDDz5AbW0tCgsL8fHHHyM/Px81NTXXfTuwUqnEwoULkZKS4r6jaf369Vi7dm17lE4+LiUlBePHj0d2djbCwsIAnO+b9Oqrr2L79u04cuQIwwlRN8CAQh1CCAGHw4Ho6GgYDAZYLBakpaWhrKwMJ06cwKlTp9wDtbWFTCaDRqNBWFgY/Pz8AABWqxV1dXWoq6vriE0hH6FQKGAwGHDjjTdi7NixiIuLg81mQ2VlJQoKCrBz504UFhZyMDaiboIBhTqE3W7H4cOHMWLECPTq1Qt9+vRBS0sLiouLsXHjRnz22WcoLS1FdXU1HA4HhBBwuVxXvO1YqVTC398fGo3GPVR+U1MTLBYL7HZ7J20ddTZJkqDRaJCYmIiZM2diyJAhUKlUOHv2LPLy8rBhwwb8+OOP7drXiYi8iwGFOoTZbMayZcswZcoUpKenY9KkSdBoNOjfvz+SkpIwe/ZsVFVVobS0FN9//z3OnDmDs2fP4tixY5c9PR8cHIxBgwYhLi4OAQEBcDgc7iHvm5ubO3ELqTOFhYVh0KBB+O1vf4uhQ4dCrVajrKwMzz33HA4ePIiCggKGE6JuhgGFOoTT6URJSQk2bNiAY8eOYdu2bejVqxeCgoIQFBSEwMBAqNVqJCQk4LbbbkNjYyMaGxsv2pnWarWivr4ewcHBCAwMREREBLRaLYQQcDqdaGhogN1u75Ij7NLVGT58OMaMGYPBgwdDo9Hg9OnTWLNmDQ4cOACj0egRTlrPtshkMrhcLrS0tHixciK6Vgwo1CFcLpd7ULbc3FzI5XIMHjwY0dHRiImJQd++fREbG4uEhAT069cPWq0WarUaSqUSSqXSfXcOcL4DZHl5OWJjY6FWqyGXy91PQW5sbMSZM2fQ2NjIjpHdUGvYaA0osbGxaGhowKlTp7BmzRqcPn3a49KeWq2GRqNBTEwM5HI5bDYbzp49i5aWFj7FmKirEW20bds2ccstt4ioqCgBQHzxxRcey+fPny8AeExTpkzxaFNTUyPmzZsnAgIChMFgEL/+9a9FQ0PDVddgMpkEAGEymdpafrfwy/3blSZJkoRMJhMymUzI5XKhUqlEZmameOCBB8Rf/vIXsWvXLlFVVSUcDsclJ7vdLkpLS8WWLVvEG2+8IdRqtZAkyevbxqn9J51OJ2bMmCF27twpHA6HcDqd4vPPPxcLFy68oK1SqRSjR48WTz31lCgpKRFGo1Hs379f/OpXvxKhoaFe3xZOnH4+9VRtOX63+QxKU1MThg4dil//+teYPXv2RdtMnToVy5cvd79Wq9Uey++55x5UVFRgw4YNsNvteOCBB7Bw4UKsXLmyreVQFyN+9sRi4PyloJMnT6KiogIHDhzA5s2bERUVhbCwMMTFxSEmJgYajQZCCOTk5KCxsdF9dubcuXOorKyEzWbj2ZNuKD4+HsnJycjOzkZSUhLOnTuHTZs24dNPP0V+fr67XXh4OHr37o25c+ciKSkJsbGxCAkJgUwmg9PpxOTJk5GTk4Nz5855cWuIqK3aHFCmTZuGadOmXbaNWq1GZGTkRZe1Prxr3759GDFiBADgrbfewvTp0/HXv/4V0dHRbS2JurifP5/nxIkTMBgM7icYJyQkQKfTAQB++OEHmM1muFwuNDU1obm5mQ+A68YCAgIQFxeHzMxMuFwuFBUVue/WOXfuHBQKBWJjY9GvXz+kpqZi5syZCAkJgVarhdPpRE1NDc6dO8e+SURdVIf0Qdm6dSvCw8MRFBSECRMm4OWXX3aP8pmTk4PAwEB3OAGASZMmQSaTYe/evZg1a9YF72e1Wj2eUnu9A32R77LZbKiurkZ1dTVOnTrl7XLIi6xWK5qamqDVapGfn49du3ZhxYoVAP7fUPcvvPAChg8fjuTkZMjlcgDn+z/V19fj008/xe7du7F3714YjUYvbgkRXYt2DyhTp07F7NmzkZiYiMLCQvz+97/HtGnTkJOTA7lcDqPRiPDwcM8iFAoEBwdf8o/IsmXLsHTp0vYulYh8VEBAAIYNG4Ybb7wRMpkMa9aswX/+8x9IkoSBAwdi+PDhmDVrFjIyMmAwGKBQKGC325GXl4cDBw5g9erVKCsrQ319vfsuLyLqWto9oMydO9f9dUpKCoYMGYLevXtj69atmDhx4jW955IlS7B48WL3a7PZjLi4uOuulYh8j0wmQ0REBPr374/BgwcDOH82RaFQICMjAxkZGUhNTUVGRob7CcYOhwO5ubnYsWMH9uzZ4x60jXfuEHVdHX6bcVJSEkJDQ1FQUICJEyciMjISVVVVHm0cDgdqa2sv2W9FrVZf0NGWiLonmUyGgQMHYtSoUcjIyAAADBw4EH5+fkhLS8Po0aMRFBTkbu9wONDQ0IA333wT+/btQ2FhobdKJ6J21OEB5ezZs6ipqUFUVBQAIDMzE/X19Thw4ADS0tIAAJs3b4bL5XL/MSKins3pdMLhcMDhcEChUGD27NlwOBxQqVTQaDQebU+dOoXt27djw4YNMJlMXqqYiNpbmwNKY2MjCgoK3K+Liopw8OBBBAcHIzg4GEuXLsWcOXMQGRmJwsJC/O53v0OfPn0wZcoUAMCAAQMwdepULFiwAO+//z7sdjsWLVqEuXPn8g4eIoLL5UJxcTEOHDgAvV6PpKQkyOVyKJVK6HQ6SJIEp9MJu92O7du3Iy8vD3v27IHJZILD4fB2+UTUXto6yMqWLVsuOujM/PnzRXNzs5g8ebIICwsTSqVSJCQkiAULFgij0ejxHjU1NeLuu+8W/v7+Qq/XiwceeIADtbXBxfY/J07dbRoxYoR46KGHxNq1a8U333wjtmzZIioqKoTFYhFNTU3i7NmzYs6cOaJ3795er5UTp7ZOPVVbjt+SEF1vhCuz2QyDwQCTyQS9Xu/tcjodx3WgnkAul0OhUECpVAIAoqKicNddd2HBggUwm81YtWoV/vnPf6Kuro6dYanL6YKH3nbRluM3n8VDRD7J6XTC6XS6x0AqLy/H999/j6qqKlitVhw7dgwNDQ0MJ0TdFAMKEXUJTU1N2LdvH/bt2+ftUoioE8iu3ISIiIioczGgEBERkc/hJR4ionYSEhIClUoFAAgLC4NCoYAQAlVVVWhpaXE/X4iIrowBhYiondx6662Ij4+HTCZDdnY2goODYbfb8fe//x3Hjh1DQUEB9uzZ02Pv4CBqCwYUIqLrFBISgltvvRUPPPAA4uPjIUkS9Ho9JEmCQqHAvHnz0NzcjJaWFjQ0NGDp0qXYtGmTt8sm8mkMKERE10mlUiE+Ph7x8fFISEjwWCaTyS54uOmUKVOgVCpRX18PALDb7TCbzaivr0dzczMvAxGBAYWIqNM9/fTTePjhh3HgwAEAQG1tLY4cOYIff/wRBQUFOHXqlJcrJPI+BhQiIi/w8/NDeno6gPPPHxo3bhz+53/+B06nkwGFCAwoRETtTgiBI0eOoLS0FCUlJYiIiEBgYCACAgIAAElJSQgJCYFOp3Ov4+fnh4yMDFitVlRXV+PQoUNwOp3e2gQir2NAISJqZ0IIbNu2DevXr8f69euRnp6Ovn37uvuizJw5ExqNBkqlEgqFAjKZDJIkYfz48TAYDBBC4Pjx42hpafHylhB5DwMKEVEHcrlc2L9/P3JzcyGXywEAb7/9NmJiYjB//nzMmzfPoxNtSkoK4uLi8OabbzKgUI/GgEJEdJ0CAgIwadIkBAYGXnS5w+HweN3S0gKn04lvv/0WNpsNI0eOxNSpUwEACoUCfn5+GDduHPLy8lBcXNzB1RP5JgYUIqLrpNVqMWTIEI8+JTab7YJg8nNNTU3YuXMn6urqUFtbixtvvBFKpRIymQxyuRxZWVmoq6tjQKEei8/iISK6TlVVVfjHP/6B8vJy97yDBw9eVbjIz8/H3r17sWfPHlgsFgCAXC5HWloaoqOjO6pkIp/HMyhERNeprq4Oq1evxqBBg9DY2AiXy4Vjx46hoqLiiusKIVBeXo7PP/8cycnJ0Ol0kMlkSE5ORmhoaCdUT+SbGFCIiK6TxWLB0aNHsWfPHtTU1MDlcuHs2bNoaGi4qvXr6+s9zqBIkoSwsDD4+fl1ZNlEPo0BhYionbz++uvXtJ7JZML+/fvdAYWI2AeFiIiIfBADChGRjwoJCUFiYqK3yyDyCgYUIiIfNWzYMMyaNcs9wBtRT8KAQkRERD6HAYWIiIh8DgMKEXUJMpkMGo0GMhn/bBH1BPxNJyKfp1KpMHjwYKxZswYZGRkwGAzeLomIOhgDChH5PJfLBQDQ6XS45ZZbMH78eO8WREQdjgGFiHyey+WCzWZDXV0dJkyYgDFjxni7pHYll8sREBDAy1dEP8PfBiLyeS6XC2VlZfjHP/4BuVyOyMhIb5fUrhITE/H4448jKCjI26UQ+QwGFCLqEhwOB2pra1FbWwuZTIaUlBQolUpvl9UuJEniWCdEv8CAQkRdglwud3eO1Wg0SEhIgELRPR4nZrVaUVlZCafT6THfZrOhubkZQggvVUbkPQwoRNQlRERE4KGHHsLQoUMRGxuLsLCwbnPWoaSkBP/85z9RX1/vMf/s2bM4dOgQAwr1SAwoRNQltF7icblc3bIzqcvlwquvvorVq1fDbrdj1apV+OGHH3Ds2DEGFOqRusf5USLq9pqbm3Hs2DHU19dDJpMhJiam21ziabVnzx6oVCpotVps3LgRx48fh9ls9nZZRF4hiS4Yzc1mMwwGA0wmE/R6vbfL6XSSJHm7BKJOJ0kSVCoVVq5cib59++LcuXO47777UF5e7h4nhair6IKH3nbRluN39ztPSkTdkhACNpsNVVVVEEIgLS0NY8aMQVJSkrdLI6IOwIBCRF2GEAKlpaWorq6GTqdDv379ut2YKER0HgMKEXUpx48fR0FBASRJwoABAxAdHe3tkoioAzCgEFGX8sMPP2Dnzp3eLoOIOhgDChF1KRaLBefOncPJkydht9u9XQ4RdRAGFCLqUlwuF0wmE06cOAG5XA61Wt0tx0Uh6un4W01EXUrr3Tz19fWYNm0aRo0aheDgYN5+T9TNMKAQUZfTOoaEXC5HTEwMRowY0W2GvSei8xhQiKhLMxgMSExM5GUeom6Gv9FE1KUplUrodDpe4iHqZhhQiKhLi4uLw7hx47rdc3mIejoGFCLqciwWCyoqKuB0OuHn54eIiAieQSHqZhhQiKjLqaqqwqZNm2CxWLxdChF1EAYUIupynE4nLBYLXC4XdDodIiMj0bt3bxgMBm+XRkTthBdtiajLsdlsqKmpwenTpyFJEnQ6HfR6PdRqtbdLI6J2wjMoRNTltLS0oLS0FLt27UJxcTE0Gg30ej1UKpW3SyOidsKAQkRdjsvlgsViwXvvvYeNGzdCkiRkZGTwycZE3QgDChF1SUIIqFQqKBQKyGQyREREwM/Pz9tlEVE7YUAhoi5Lp9PB6XSiuroaMpmMo8kSdSOSaH2oRRdiNpthMBhgMpmg1+u9XU6n43gPROdJkgS5XA65XA6XywWn0wmXy+XtsoiuqAseettFW47fvIuHiLosIQQcDgccDoe3SyGidsbzoURERORzGFCIiIjI5zCgEBERkc9hQCEiIiKfw4BCREREPqdNAWXZsmUYOXIkAgICEB4ejttuuw0nT570aGOxWJCdnY2QkBD4+/tjzpw5qKys9GhTUlKCm2++GTqdDuHh4Xj66afZC5+IiIjc2hRQtm3bhuzsbOzZswcbNmyA3W7H5MmT0dTU5G7z5JNP4ptvvsGaNWuwbds2lJeXY/bs2e7lTqcTN998M2w2G3bv3o0PPvgAK1aswPPPP99+W0VERERdm7gOVVVVAoDYtm2bEEKI+vp6oVQqxZo1a9xtjh8/LgCInJwcIYQQ3333nZDJZMJoNLrbvPfee0Kv1wur1XpVn2symQQAYTKZrqf8LgsAJ06crmGSJEkoFAr3pFKp3JNCoRByuVzIZDKv18mp+089VVuO39c1UJvJZAIABAcHAwAOHDgAu92OSZMmudskJycjPj4eOTk5GDVqFHJycpCSkoKIiAh3mylTpuCRRx7BsWPHkJqaesHnWK1WWK1W92uz2Xw9ZRNRD6TVahEZGYl58+ZBr9dDLpdj1KhREEKgubkZhw4dQkVFBYqKivDll196u1yiHu+aA4rL5cITTzyBG264AYMHDwYAGI1GqFQqBAYGerSNiIiA0Wh0t/l5OGld3rrsYpYtW4alS5dea6lE1MMlJyejT58+yMjIwNixY6HT6SCTyRAfHw8AsNlsCA4OhtlsRkVFBfz8/LB9+3ZUVVV5/HNERJ3nmgNKdnY2jh49ip07d7ZnPRe1ZMkSLF682P3abDYjLi6uwz+XiLo2SZKgVqsxYsQIjBkzBjNmzEBYWBhkMhmEEO7noUiShKioKEiSBLPZjMjISJSVlaG5udkdUORyORQKBZRKJWw2G+x2e499ngpRZ7imgLJo0SJ8++232L59O2JjY93zIyMjYbPZUF9f73EWpbKyEpGRke42P/74o8f7td7l09rml9RqNdRq9bWUSkQ9WHBwMKZMmYJnn30Wffr0gVKphCRJaGhoQE1NDZxOJwBAqVS6/+kJCAjAuHHjsG7dOnc7rVaLxMREpKSkICUlBTt37sTevXtRV1fnzc0j6tbaFFCEEHjsscfwxRdfYOvWrUhMTPRYnpaWBqVSiU2bNmHOnDkAgJMnT6KkpASZmZkAgMzMTLzyyiuoqqpCeHg4AGDDhg3Q6/UYOHBge2wTEREAICgoCLfddhvCw8MhSRIaGxvxySefoLCwEKWlpbDb7QAAnU6HiRMnIisrCwkJCZDL5Rg9ejRaWlpw/PhxTJw4Eenp6RgzZgyCg4PR0tKCsrIy1NfX8ywKUQdpU0DJzs7GypUr8dVXXyEgIMDdZ8RgMECr1cJgMODBBx/E4sWLERwcDL1ej8ceewyZmZkYNWoUAGDy5MkYOHAgfvWrX+G1116D0WjEH/7wB2RnZ/MsCRG1Kz8/P4wYMQL+/v5wuVxoaWnBunXrcOTIEZSWlsJmswEA/P394XQ60bt3b8TExEChUCA8PBwJCQlISkpCVlYWMjMzkZmZCYvFgpiYmAv62hFR+2pTQHnvvfcAAOPHj/eYv3z5ctx///0AgL///e+QyWSYM2cOrFYrpkyZgnfffdfdVi6X49tvv8UjjzyCzMxM+Pn5Yf78+XjppZeub0uIiH6hNWgolUrY7XY4HA7k5+fjzJkzHoNDtrS0YPPmzbjpppvQt29fhIaGYvv27Whubsbrr7+OMWPGQKvVwuFw4Pjx46iurvbiVhH1DG2+xHMlGo0G77zzDt55551LtklISMB3333Xlo8mImozh8OB6upqREZGQqVSISgoCDNmzMCuXbuQm5vrPoPidDpRW1uLoqIiFBcXIzQ0FHfddRdcLhcCAwOh0Whgt9tRV1eHZ555BsXFxaipqeHlHaIOdF3joBAR+TKbzYaSkhIEBgZCpVJBrVZj9OjRsFqt7kDicDgghHC3PX36NEaMGIHExERIkuQOIQ0NDSguLsa+ffs4FhNRJ+DDAomo2zKbzdi+fTvq6+vhdDohk8kwa9Ys3Hvvvbjjjjug1+uhUJz/P00ulyM3Nxc7duy44MyI0+nE6dOn8f3337s71hJRx+IZFCLqtiorK/HWW2+hvr4eWVlZmDFjBgBg8ODBiI+Px/Tp03H69GkYjUbo9XqkpKQgPj4ekiR5vM/333+PdevW4bPPPoPFYvHGphD1OAwoRNRtORwOVFVV4dixYwgKCkJycjISEhKg1Wqh1Wrh5+eHsLAw1NbWQqfTIS4uDnq9HsD5wducTidaWlqwY8cO5OXloaqqystbRNRzMKAQUbdXUFAAtVqNkJAQzJkzB3q9HpIkQaPRICEhAQkJCXC5XJDL5RBCuM+g2Gw21NTU4JtvvkFhYaGXt4KoZ2FAIaJur6ioCKWlpdi6dSv+85//IDw8HAaDwb3c5XKhvr4e06dPx7Bhw9CnTx8AQE1NDXbu3Ina2lr3HT9E1DkYUIio23M6nXA6nbBarTh8+DD8/Pyg1WrdyyVJglarhRAC/v7+7vlmsxlHjhzhAwOJvIABhYh6lJKSkgvmKZVK9O3bFxqNBkFBQQDO91+pq6vD4cOHefaEyAsYUIiox2s9g6LVaqFWqyFJEk6fPo3c3Fxs27aNd+4QeQHHQSGiHk+pVGLo0KEICgpyd5AtKChAYWEhrFYrR4wl8gIGFCLq0ZRKJQwGA1JTUz0eAHjmzBmUlpbC5XJ5rziiHoyXeIioR4uNjUVqaioeeOABaDQa9/yjR4/i1KlTXqyMqGdjQCGiHi0kJAS9evWCUqmEJElwuVywWq1obGxEc3Ozt8sj6rF4iYeIerSwsDAkJiZCJpNBkiTY7XaUl5ejpqYGTU1N3i6PqMdiQCGiHq1fv37IysqCTHb+z6HZbMamTZtw4sQJDm1P5EW8xENEPZpSqYRarXa/NhqN+POf/4yKigovVkVEDChE1CNJkoTExERERUUhICAAACCEgNVqRVlZGRwOh5crJOrZeImHiHokhUKBcePGYeDAgQgNDQVwfvRYu93OcU+IfADPoBBRjySXyzFy5EjExsZCoTj/p3DDhg3YvHkzz54Q+QAGFCLqkYQQqKiowNmzZ+Hn54fa2lrs2bMHBw8e9HZpRAQGFCLqoZxOJ06cOIGAgAA0Nzfj9OnT2LVrF44dO+bt0ogIgCS64MVWs9kMg8EAk8kEvV7v7XI6XeuzQojo+sjlcsjlckiSBCEEHA4HhBDsg0Idrqf+jLXl+M0zKETUYzmdTjidTm+XQUQXwbt4iIiIyOcwoBAREZHPYUAhIiIin8OAQkRERD6HAYWIiIh8DgMKERER+RwGFCIiIvI5DChERETkcxhQiIiIyOdwJFmibkqpVCIwMBCxsbEICwtDVFQUwsLCUFtbi7KyMuTm5sJsNsNqtXq7VCKiCzCgEHUTkiRBJpNBpVJBJpMhICAAvXv3RmZmJgYMGIDhw4djwIABKCwsxL59+9DY2Iji4mJUV1fDZrN5u3wiIg98WGAXxIcF0sXo9XpERkZi5syZSEpKQkJCAtLT06HVaiGXyyGTySCTySCEgNPphMlkwjfffINNmzZh1apV3i6fqEfpgofedsGHBZJXSJKE4OBgDBgwAElJSQCA+Ph4GAwG2Gw2+Pn5uZ8ce+jQIVRVVcFoNOLAgQNwOBxerr5rk8vlGD16NEaPHo2bbroJBoMBAQEB0Ov1kMlkHqG29UyLwWDAiBEj4HK58Mknn/TYP5hE5JsYUOi6qVQqaLVaBAQEoFevXhgzZgyGDh2KxsZGDB48GCEhIaivr0dAQAC0Wi20Wi0SEhJw5swZFBYWIj8/H01NTXC5XN7elC5JJpMhLCwMI0eOxJQpU5CWlnZVZ9mUSiUSEhLQ2NjYCVUSEbUNAwpdt+TkZIwZMwa33HIL+vTpA6VSCYvFgq+++gobN26E2WzG/v370dTUhPDwcIwePRp33HEH0tPTYbFYsHPnThQWFqK2ttbbm9IlaTQaPPLII7jlllswdOhQb5dDRNQuGFDomkVHRyMrKwu33XYb5HI5SktLsXr1atTW1sJsNsNoNMLlcsHhcMBkMsHhcKC4uBg//fQTdu/ejTFjxmD69Ol45pln8OGHH+Krr77y9iZ1SZIkISQkBBqNxuPMidPpREtLCyorK6HVahEdHX3BujqdDpGRkZgwYQIOHjyImpqaziydiOiSGFDomuh0OiQkJGDixIlISEhAUVERDh8+jG3btqG6uvqylw2qqqpQVlYGhUKB/v37Iz09HVu3bu284rsZmUyG4OBgaDQa9zyLxYLa2locPXoU5eXlCA0NhdPpRHR0NORyubudQqFAQEAAhg4ditOnTzOgEJHPYECha5KUlISxY8figQcewKuvvorNmze3KWQ0NjYiLy8PCoUCWVlZ0Gq1HVdsNyeXy9G3b18YDAb3vNLSUuzcuRNPPfUUWlpaMGDAAMyePRuPPfbYBT3nNRoNxo0bh+3bt6OoqKizyyciuigGFLomJSUlWL9+PZqbm7Fp0yYYjcY2v0djYyNKS0vZOfY6yeVy9OrVyyN4GI1GlJaWoqGhAf7+/khMTMTEiROhVqsvWF+hUCAmJsbjDAwRkbdxqHu6Js3NzSgrK8POnTvdB8K2UqvVCAwMREtLCwcKuw4ulwsmk8ljRFibzQar1Qqn04nY2FgkJSUhLi4OCsWF/5PY7XacPn0azc3NnVk2EdFl8QwKXROHw4Gamppr7rMgSRLCwsKQkpKCc+fOoampqZ0r7DmcTieOHTsGpVIJnU7nsUySJIwYMQLDhw9HTEzMBeu6XC40NDTgm2++QWVlZWeVTER0RQwo5BUjRozAjBkzMG/ePCxevBiHDh3ydkldlsPhQH5+PhISEhAbGwvgfDDR6XTo378/HnzwQQwePPii6/7444/YsWMH1q5dC4vF0pllExFdFgMKdSq1Wo3g4GBMmTIF/fr1Q1VVFU6ePMm7R66D3W7H9u3bERMTg6CgIMTGxiIoKAiJiYkYN24cYmJi4O/v77GO0+nE4cOHsWnTJmzfvp1nsIjI5zCgUKeRy+XQ6/Xo378/pk+fDrvdjgMHDqC0tJT9H66D3W7Hpk2b0KdPH8TGxiImJgZhYWEAAH9/fwQFBXncWmy329HY2IjNmzfju+++w759+7xVOhHRJTGgUKcZMGAAMjMzsWDBAlRWVuL777/HBx98gJaWFm+X1uXZbDaUl5ejqKgIWVlZiI6ORlRUFFJSUjzCCQDs2rULX3/9NVasWIGmpiY4nU4vVU1EdGkMKNTh/Pz8MGTIEMycORPBwcHYtm0b9u7di5MnT6KpqYkPqWsnJSUlOHr0KJqbm6HRaDyCicvlgt1ux65du/DDDz9g06ZNaGxsZDghIp/FgEIdRpIk+Pv7IyoqCmPGjEF6ejpqa2vx9ddfY/v27WhsbOQYKO2ooqICp06dQmNjI5RK5UUDyqFDh5CXl4fjx48znBCRT2NAoQ4hSRLUajVmzJiBrKws3HLLLXj//fexc+dODmvfQc6ePQu5XA6j0QidTgeVSgVJkiCEgCRJ7uf0+Pn5ITQ0FFVVVTx7RUQ+iwGF2p1Wq0VERASefvppJCQkwOVy4S9/+Qu2bduGsrIyb5fXbel0OgQGBrqDCQB3AJHJZFCr1bj11luRkZGB4uJi/PGPf0RVVRU7KBORT2JAoXYjl8sRFBSEhIQE9OvXD6mpqTCbzTh9+jQ2b96MoqIiHgw7UFhYGBISEuDn5+dxecdqtaKxsRF1dXWIj49HXFwckpKSsHr1ahw+fBhlZWVwOBxerJyI6EIMKNQuFAoFdDodbrrpJtxxxx0YPXo01q1bh9WrVyM3N5ejlHaCtLQ0TJs2DXFxce4zKMD55/Lk5uZi3bp1+NOf/oSQkBCEhITgoYcewooVK2A2m1FXV+fFyomILsSAQtctKioKaWlpmDhxIm644Qbs2rULK1euRF5eHoex9wGBgYFwOBw4cOAAli9fjnHjxmHUqFEYPXo0du3ahdzcXAYUIvI5DCh0zTQaDUJDQ5Geno7hw4dj8ODBKCkpweHDh7Fv3z4+qbiTVVdXo7i4GA0NDdDpdHC5XDh37hwKCwtx6tQpmEwmOBwOuFwuyGQyGAwGaLVaKJVKb5dORHQBBhS6JpIkISQkBJmZmXjggQcQEREBmUyG559/HgUFBaiurvZ2iT1Ofn4+hBC4++67ER8fD6vViry8PKxduxYFBQUAgOTkZERGRnq5UiKiK2NAoTaRyWTQ6XSYNm0aRo0ahZkzZ+LMmTP48ssv8fnnn6OwsBB2u93bZfZIdXV1OHLkCH7/+9/jqaeewtChQzF27Fi0tLRApVIhOTkZ4eHh0Gq1EELAYrHAarXCZrN5u3QiogswoFCbGAwGTJw4EdOmTUNERAROnTqF9evX4+DBgzhz5gysVqu3S+yxXC4XmpqacPjwYezatQtCCIwcORKDBg2CSqVCTEwMFAoFZDIZbDYbNmzYgOPHj6O+vt7bpRMRXYABha6aTCZDWFgY7r77bqSnp6OiogL/+7//iw8//BAmk+my6/78rhIAHgOEKRQKCCEghGCflevkcDhQXFyMjRs3wmq1Ijk5Gb1793YHE+D8k4ybmpqwevVqHDx4kB1kicgnMaDQVevVqxfS09Nxyy23YOXKldiyZQtWrVp1xUs6CoUCoaGhHvOqq6shSRI0Gg2GDRsGu92OhoYGHD9+nKObtoOtW7fi6NGjyM3NxWOPPYbk5GRER0cDAAoLC/Hjjz9i3bp1aGho8HKlREQX16aAsmzZMqxduxYnTpyAVqvF6NGj8Ze//AX9+/d3txk/fjy2bdvmsd5DDz2E999/3/26pKQEjzzyCLZs2QJ/f3/Mnz8fy5Ytg0LBvOTLtFotdDodACA1NRWBgYHo3bv3FddTKBQICAjwmGc2mwEAKpUKiYmJcDqdqK6uxvPPP4/Gxkb2Y7lOTqcT9fX1yMvLw1tvvYXg4GD4+fkBON9XxWg08mGBROTT2pQItm3bhuzsbIwcORIOhwO///3vMXnyZOTn57v/+AHAggUL8NJLL7lftx7UgPN/OG+++WZERkZi9+7dqKiowH333QelUolXX321HTaJOorL5YLFYkFJSQkiIiIQERGBYcOGwel0QghxyYOdJElQKpUQQkAmk0Eul8NisQA4P/qsXq+H1WpFWVkZdDodR5ttJ1arFaWlpSgtLfV2KUREbSaJ6zifXl1djfDwcGzbtg1ZWVkAzp9BGTZsGN54442LrrNu3TrccsstKC8vR0REBADg/fffxzPPPIPq6mqoVKorfq7ZbIbBYIDJZIJer7/W8rusX/bn6Ew6nQ79+vXD7bffjv79+yMxMRH19fUwm80X7WzpcDhgs9lQU1MDu90OrVaLqKgo93IhBIqKitxTbm4ubDYb+6IQUbfWUy9lt+X4fV3XVFo7RgYHB3vM//jjj/HRRx8hMjISM2bMwB//+Ef3WZScnBykpKS4wwkATJkyBY888giOHTuG1NTUCz7HarV63B3SenmAOp/FYsHp06fx8ccfw9/fH35+frDZbHA4HBe9LNPa8bU1dMjlcmg0Go82TU1NaG5uRlNTE8MJEREBuI6A4nK58MQTT+CGG27A4MGD3fPnzZuHhIQEREdH4/Dhw3jmmWdw8uRJrF27FsD554L8PJwAcL82Go0X/axly5Zh6dKl11oqtSOXywWz2cyQSEREHeqaA0p2djaOHj2KnTt3esxfuHCh++uUlBRERUVh4sSJKCwsvKoOlRezZMkSLF682P3abDYjLi7u2gonIiIinye7lpUWLVqEb7/9Flu2bEFsbOxl22ZkZACAe6jtyMjIC55s2/r6UkNwq9Vq6PV6j4mIiIi6rzYFFCEEFi1ahC+++AKbN29GYmLiFdc5ePAgALg7RmZmZuLIkSOoqqpyt9mwYQP0ej0GDhzYlnKIiIiom2rTJZ7s7GysXLkSX331FQICAtx9RlqfilpYWIiVK1di+vTpCAkJweHDh/Hkk08iKysLQ4YMAQBMnjwZAwcOxK9+9Su89tprMBqN+MMf/oDs7Gyo1er230IiIiLqekQbALjotHz5ciGEECUlJSIrK0sEBwcLtVot+vTpI55++mlhMpk83qe4uFhMmzZNaLVaERoaKn77298Ku91+1XWYTCYB4IL37Sku9X3gxIkTJ05dY+qp2nL8vq5xULyF46B4bxwUIiK6fl3w0NsuOm0cFG9p/cbyVlciIuqKeurxq3W7ryagdcmA0vqAM95qTEREXZHBYPB2CV7V0NBwxX3QJS/xuFwulJeXIyAgoEde7mgdB6a0tLRHXuK6Eu6fy+P+uTLuo8vj/rk87p9LE0KgoaEB0dHRkMkufyNxlzyDIpPJrjj+Sk/AMWEuj/vn8rh/roz76PK4fy6P++firvbs0TUN1EZERETUkRhQiIiIyOcwoHRBarUaL7zwAge2uwTun8vj/rky7qPL4/65PO6f9tElO8kSERFR98YzKERERORzGFCIiIjI5zCgEBERkc9hQCEiIiKfw4DSBb3zzjvo1asXNBoNMjIy8OOPP3q7JK948cUXIUmSx5ScnOxebrFYkJ2djZCQEPj7+2POnDmorKz0YsUda/v27ZgxYwaio6MhSRK+/PJLj+VCCDz//POIioqCVqvFpEmT8NNPP3m0qa2txT333AO9Xo/AwEA8+OCDaGxs7MSt6DhX2j/333//BT9PU6dO9WjTnffPsmXLMHLkSAQEBCA8PBy33XYbTp486dHman6nSkpKcPPNN0On0yE8PBxPP/00HA5HZ25Kh7ia/TN+/PgLfoYefvhhjzbddf90BAaULubTTz/F4sWL8cILLyA3NxdDhw7FlClTUFVV5e3SvGLQoEGoqKhwTzt37nQve/LJJ/HNN99gzZo12LZtG8rLyzF79mwvVtuxmpqaMHToULzzzjsXXf7aa6/hzTffxPvvv4+9e/fCz88PU6ZMgcVicbe55557cOzYMWzYsAHffvsttm/fjoULF3bWJnSoK+0fAJg6darHz9OqVas8lnfn/bNt2zZkZ2djz5492LBhA+x2OyZPnoympiZ3myv9TjmdTtx8882w2WzYvXs3PvjgA6xYsQLPP/+8NzapXV3N/gGABQsWePwMvfbaa+5l3Xn/dAhBXUp6errIzs52v3Y6nSI6OlosW7bMi1V5xwsvvCCGDh160WX19fVCqVSKNWvWuOcdP35cABA5OTmdVKH3ABBffPGF+7XL5RKRkZHi9ddfd8+rr68XarVarFq1SgghRH5+vgAg9u3b526zbt06IUmSKCsr67TaO8Mv948QQsyfP1/MnDnzkuv0pP0jhBBVVVUCgNi2bZsQ4up+p7777jshk8mE0Wh0t3nvvfeEXq8XVqu1czegg/1y/wghxLhx48Tjjz9+yXV60v5pDzyD0oXYbDYcOHAAkyZNcs+TyWSYNGkScnJyvFiZ9/z000+Ijo5GUlIS7rnnHpSUlAAADhw4ALvd7rGvkpOTER8f3yP3VVFREYxGo8f+MBgMyMjIcO+PnJwcBAYGYsSIEe42kyZNgkwmw969ezu9Zm/YunUrwsPD0b9/fzzyyCOoqalxL+tp+8dkMgEAgoODAVzd71ROTg5SUlIQERHhbjNlyhSYzWYcO3asE6vveL/cP60+/vhjhIaGYvDgwViyZAmam5vdy3rS/mkPXfJhgT3VuXPn4HQ6PX64ASAiIgInTpzwUlXek5GRgRUrVqB///6oqKjA0qVLMXbsWBw9ehRGoxEqlQqBgYEe60RERMBoNHqnYC9q3eaL/ey0LjMajQgPD/dYrlAoEBwc3CP22dSpUzF79mwkJiaisLAQv//97zFt2jTk5ORALpf3qP3jcrnwxBNP4IYbbsDgwYMB4Kp+p4xG40V/xlqXdRcX2z8AMG/ePCQkJCA6OhqHDx/GM888g5MnT2Lt2rUAes7+aS8MKNRlTZs2zf31kCFDkJGRgYSEBKxevRpardaLlVFXNHfuXPfXKSkpGDJkCHr37o2tW7di4sSJXqys82VnZ+Po0aMefbro/7nU/vl5f6SUlBRERUVh4sSJKCwsRO/evTu7zC6Pl3i6kNDQUMjl8gt6zVdWViIyMtJLVfmOwMBA9OvXDwUFBYiMjITNZkN9fb1Hm566r1q3+XI/O5GRkRd0tnY4HKitre2R+ywpKQmhoaEoKCgA0HP2z6JFi/Dtt99iy5YtiI2Ndc+/mt+pyMjIi/6MtS7rDi61fy4mIyMDADx+hrr7/mlPDChdiEqlQlpaGjZt2uSe53K5sGnTJmRmZnqxMt/Q2NiIwsJCREVFIS0tDUql0mNfnTx5EiUlJT1yXyUmJiIyMtJjf5jNZuzdu9e9PzIzM1FfX48DBw6422zevBkul8v9h7YnOXv2LGpqahAVFQWg++8fIQQWLVqEL774Aps3b0ZiYqLH8qv5ncrMzMSRI0c8gtyGDRug1+sxcODAztmQDnKl/XMxBw8eBACPn6Huun86hLd76VLbfPLJJ0KtVosVK1aI/Px8sXDhQhEYGOjRK7yn+O1vfyu2bt0qioqKxK5du8SkSZNEaGioqKqqEkII8fDDD4v4+HixefNmsX//fpGZmSkyMzO9XHXHaWhoEHl5eSIvL08AEH/7299EXl6eOHPmjBBCiD//+c8iMDBQfPXVV+Lw4cNi5syZIjExUbS0tLjfY+rUqSI1NVXs3btX7Ny5U/Tt21fcfffd3tqkdnW5/dPQ0CCeeuopkZOTI4qKisTGjRvF8OHDRd++fYXFYnG/R3feP4888ogwGAxi69atoqKiwj01Nze721zpd8rhcIjBgweLyZMni4MHD4r169eLsLAwsWTJEm9sUru60v4pKCgQL730kti/f78oKioSX331lUhKShJZWVnu9+jO+6cjMKB0QW+99ZaIj48XKpVKpKeniz179ni7JK+46667RFRUlFCpVCImJkbcddddoqCgwL28paVFPProoyIoKEjodDoxa9YsUVFR4cWKO9aWLVsEgAum+fPnCyHO32r8xz/+UURERAi1Wi0mTpwoTp486fEeNTU14u677xb+/v5Cr9eLBx54QDQ0NHhha9rf5fZPc3OzmDx5sggLCxNKpVIkJCSIBQsWXBD8u/P+udi+ASCWL1/ubnM1v1PFxcVi2rRpQqvVitDQUPHb3/5W2O32Tt6a9nel/VNSUiKysrJEcHCwUKvVok+fPuLpp58WJpPJ43266/7pCJIQQnTe+RoiIiKiK2MfFCIiIvI5DChERETkcxhQiIiIyOcwoBAREZHPYUAhIiIin8OAQkRERD6HAYWIiIh8DgMKERER+RwGFCIiIvI5DChERETkcxhQiIiIyOcwoBAREZHP+f8AwCeixHRlI9QAAAAASUVORK5CYII=",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x400 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x400 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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HH/7wB5Gamiq0Wq0IDQ0VN998s8jLy7vsGom8TRLiMsbGEVGfHT58GGPHjsU777yDpUuXerscn/PKK6/gZz/7GUpLSxEVFXXRYyVJwooVK/DSSy9do+qIyFvYB4WoH/U0v8Sf//xnKBQKTJ8+3QsV+b4tW7bgpz/96SXDCRENLuyDQtSPnnvuORw8eBCzZs2CSqXChg0bsGHDBjzwwAMX7cA4mH344YfeLoGIfBADClE/mjx5MjZu3Ij//u//Rnt7O+Lj4/HrX/8av/rVr7xdGhHRgMI+KERERORz2AeFiIiIfA4DChEREfkcBhQiIiLyOQwoRERE5HMYUIiIiMjnMKAQERGRz2FAISIiIp/DgEJEREQ+hwGFiIiIfA4DChEREfkcBhQiIiLyOQwoRERE5HMYUIiIiMjnMKAQERGRz2FAISIiIp/DgEJEREQ+hwGFiIiIfA4DChEREfkcBhQiIiLyOQwoRERE5HMYUIiIiMjnMKAQERGRz2FAISIiIp/DgEJEREQ+hwGFiIiIfI5XA8rLL7+MoUOHQqvVIjs7G/v27fNmOUREROQjvBZQ/v73v+Oxxx7DM888g0OHDmH06NGYO3cu6uvrvVUSERER+QhJCCG88Y2zs7MxYcIEvPTSSwAAt9uNIUOG4OGHH8YvfvELb5REREREPkLljW9qt9tx8OBBrFq1St6mUCiQm5uL3bt3dzveZrPBZrPJX7vdbjQ3NyMsLAySJF2TmomIiOjKCCHQ1taGmJgYKBQXf4jjlYDS2NgIl8uFqKgoj+1RUVE4ceJEt+PXrFmD1atXX6vyiIiI6CqqrKxEXFzcRY/xSkDprVWrVuGxxx6TvzaZTIiPj0dlZSWCg4O9WJl36PV6b5dARERXwGQyebsErzCbzRgyZAiCgoIueaxXAkp4eDiUSiXq6uo8ttfV1cFoNHY7XqPRQKPRdNseHBw8KAMKERENbIP9s+tyumd4ZRSPWq1GVlYWNm3aJG9zu93YtGkTcnJyvFESERER+RCvPeJ57LHHcO+992L8+PGYOHEi/vznP8NisWD58uXeKomIiIh8hNcCyp133omGhgY8/fTTqK2txZgxY/D111936zhLREREg4/X5kG5EmazGXq9HiaTaVA+x+PQaiKigW0AfvT2i958fnMtHiIiIvI5DChERETkcxhQiIiIyOcwoBAREZHPYUAhIiIin8OAQkRERD6HAYWIiIh8DgMKERER+RwGFCIiIvI5DChERETkcxhQiIiIyOcwoBAREZHPYUAhIiIin8OAQkRERD6HAYWIiIh8DgMKERER+RwGFCIiIvI5DChERETkcxhQiIiIyOcwoBAREZHPYUAhIiIin8OAQkRERD6HAYWIiIh8DgMKERER+RwGFCIiIvI5DChERETkcxhQiIiIyOcwoBAREZHPYUAhIiIin8OAQkRERD6HAYWIiIh8DgMKERER+RwGFCIiIvI5DChERETkcxhQiIiIyOcwoBAREZHPYUAhIiIin8OAQkRERD6HAYWIiIh8DgMKERER+RwGFCIiIvI5DChERETkcxhQiIiIyOcwoBAREZHPYUAhIiIin8OAQkRERD6HAYWIiIh8DgMKERER+RwGFCIiIvI5DChERETkcxhQiIiIyOcwoBAREZHPYUAhIiIin8OAQkRERD6HAYWIiIh8DgMKERER+RwGFCIiIvI5DChERETkcxhQiIiIyOcwoBAREZHPYUAhIiIin9PvAeXXv/41JEnyeKWmpsr7Ozs7sWLFCoSFhSEwMBCLFi1CXV1df5dBREREA9hVaUHJyMhATU2N/Nq5c6e879FHH8U///lPfPjhh9i2bRuqq6tx2223XY0yiIiIaIBSXZU3ValgNBq7bTeZTHjjjTfw3nvv4YYbbgAArFu3DmlpadizZw8mTZp0NcohIiKiAeaqtKAUFxcjJiYGSUlJWLp0KSoqKgAABw8ehMPhQG5urnxsamoq4uPjsXv37qtRChEREQ1A/d6Ckp2djTfffBMjRoxATU0NVq9ejWnTpuHYsWOora2FWq1GSEiIxzlRUVGora294HvabDbYbDb5a7PZ3N9lExERkQ/p94Ayf/58+c+jRo1CdnY2EhIS8MEHH0Cn0/XpPdesWYPVq1f3V4lERETk4676MOOQkBAMHz4cJSUlMBqNsNvtaG1t9Timrq6uxz4rXVatWgWTySS/Kisrr3LVRERE5E1XPaC0t7ejtLQU0dHRyMrKgp+fHzZt2iTvLyoqQkVFBXJyci74HhqNBsHBwR4vIiIiun71+yOeJ554AjfddBMSEhJQXV2NZ555BkqlEkuWLIFer8d9992Hxx57DAaDAcHBwXj44YeRk5PDETxEREQk6/eAUlVVhSVLlqCpqQkRERGYOnUq9uzZg4iICADA//zP/0ChUGDRokWw2WyYO3cuXnnllf4ug4iIiAYwSQghvF1Eb5nNZuj1ephMpkH5uEeSJG+XQEREV2AAfvT2i958fnMtHiIiIvI5DChERETkcxhQiIiIyOcwoBAREZHPYUAhIiIin8OAQkRERD6HAYWIiIh8DgMKERER+RwGFCIiIvI5DChERETkcxhQiIiIyOcwoBAREZHPYUAhIiIin8OAQkRERD6HAYWIiIh8DgMKERER+RwGFCIiIvI5DChERETkcxhQiIiIyOcwoBAREZHPYUAhIiIin8OAQkRERD6HAYWIiIh8jsrbBRAR0eAjSRIUCoXHf91uN9xuN4QQcLvd3i6RvIwBhYiIrrnx48cjLS0NqampuPHGG6HRaLBr1y6cOHEC+fn52LJli7dLJC9jQCEion5jNBqh1+sRHBwsb5MkCUajEZGRkQgPDwcADB06FEajEVFRUUhKSoJKpYIQAvHx8RBCMKAQAwoREfWdQqGAn58f/Pz8oNFokJaWhtjYWMTGxgL496OczMxMjBgxAikpKQAAPz8/KJVK+fEOAKSnp2Po0KGoqqqCTqeD1Wr12nWR9zGgEBFRnygUCkRERGDy5MmYMGECFi1ahODgYGi1Wmi1Wvm4rgBybhi5EJ1Oh/T0dCxduhTvvfceOjo6ruo1kO9iQCEioj7RarW4++67kZ2djeHDh8NoNMotI0qlsk/v6XA4UF9fj7y8PDgcjn6umAYSBhQiIuoTtVqNadOmYezYsfIjnQtxOBxyC0rXqyednZ1obGxESUkJnE7n1SibBgjOg0JERH0iSRJCQ0OhVqsveWxDQwNMJtMlW0VqampQXV0Nk8kEIUR/lUoDEFtQiIioT9xuNxobG5GQkCBva25uRnV1NQ4ePIiysjLYbDYAgMViwYwZMzB79uweA43VasWZM2fwl7/8Bfv3779m10C+iwGFiIj6xOl04ujRo/Dz80NLSwsAoKqqCqdPn8auXbtw6tQpdHZ2QqFQIC0tDU6nEwpF94Z7u92OlpYWHD16FPv370dpaem1vhTyQQwoRETUJx0dHXjppZeQkpKCyMhIAEBJSQkaGhrQ0NAgH6dWq7F69WqMHDnSY36Urkc4JpMJJ06cwN/+9jecOnUKbW1t1/ZCyCcxoBARUZ8IIdDS0oL8/HyoVGc/Tux2u0fn1rFjx+LOO+/E2LFjERoa6nG+3W5HWVkZXnrpJezbtw/FxcWwWCzX9BrIdzGgEBFRn7lcrgtOqBYdHY2MjAxMnToVer0efn5+8j6LxYL6+np89dVX2L9/P4qLi9lyQh4YUIiIqF9JkgSVSoWxY8di8uTJmDRpUrdjGhsbceTIEbzwwgtoaGiQO9MSdWFAISKifqPT6ZCUlIRFixbhrrvuQkxMTI/HffLJJ/jkk09QU1MDl8t1jaukgYABhYiI+k1cXBxGjRqF3NxcxMTEICAgAAC6zWmSlZUFIQQMBgOamprQ1NSE4uJib5RMPooBhYiI+oUkSUhOTkZWVhYmT57ssR3wDCnTp0/HmDFjYDQaUVpaiqKiItTU1MBms8HlcsHtdl/z+sm3MKAQEdEVUygUCA4Oxvz58zFz5kx5e1co6WlW2KCgINxxxx1wuVyoqanB1KlT8cEHH6C0tBRnzpy5VqWTj+JU90REdMWUSiX0ej0SEhK6rctzoSnruzrTqtVqRERE4IYbbsCPf/xjzJkz51qUTD6OLShERNQvVCqVvCBgb0iShICAAAwbNgyhoaGor6+/ShXSQMIWFCIiumJOpxNVVVX49NNP8dVXX/X5fXQ6HTQaTT9WRgMVW1CIiOiKCSFgt9uxadMmFBUVYe/evfI+SZK6PeaZM2cOxo4dC6PR6NHiotFoEB8fjxtuuAE7d+6E3W6/ZtdAvoUBhYiILotKpYJWq73oIxyz2YzTp0/D4XAAAAIDAxEREdHtuPb2do8p8bt09WUZOnQodu/e3X/F04DDgEJERJelKzgolcrLPmf48OH4wQ9+0K0FJSEhodvaPF3BR6vVIjQ0tMeVj2nwYEAhIqJLmjNnDmbMmIFbbrmlVwHF398fer0egOdoHrVaLS8w2EUIASEEbDYbTCbTBUf/0ODAgEJERJc0bdo0TJkyBcOGDevTSJ1LcbvdcDgcqKqqQlFREU6ePNnjIyAaPBhQiIjokm655Rakp6df8fuc3yoihJDDidlsxvbt27Fp0yZs3779ir8XDWwMKEREdEkOhwNOp7PbY5m+cLlcsNvtsNlsaGhowLfffovCwkIcOXIEJSUlMJvN/VAxDXQMKEREdEn//Oc/cfLkSYSHhwMAYmNjERcXB51Oh87OTnR2dsrBwmq1ora2FrGxsdBoNBBCoKKiAk6nE0IINDc3o6qqCk1NTWhra8PJkydRW1uL6upqtLS0cHVjAsCAQkREl+HDDz9EQkICkpOTAQDjx48HAISGhsJkMsFkMsnr57S0tODw4cOYOHEiAgICIITArl27YLfb4Xa7cfr0aeTn56OystJr10O+TxIDsJu02WyGXq+HyWRCcHCwt8u55vq7cxoR0aVIkuTROVapVMpfd42+OXdhQLfb7THax+12d9s/AD9++s1gvfbefH6zBYWIiC5JCOHx6OVyRthwFA5dCc6CQ0RERD6HAYWIiIh8DgMKERER+RwGFCIiIvI5DChERETkcxhQiIiIyOcwoBAREZHP6XVA2b59O2666SbExMRAkiR89tlnHvuFEHj66acRHR0NnU6H3NxcFBcXexzT3NyMpUuXIjg4GCEhIbjvvvvQ3t5+RRdCRERE149eBxSLxYLRo0fj5Zdf7nH/c889hxdeeAFr167F3r17ERAQgLlz56Kzs1M+ZunSpSgoKMDGjRvxxRdfYPv27XjggQf6fhVERER0fRFXAID49NNP5a/dbrcwGo3ij3/8o7yttbVVaDQasX79eiGEEIWFhQKA2L9/v3zMhg0bhCRJ4syZM5f1fU0mkwAgTCbTlZQ/YAHgiy+++OJrAL8Gq958fvdrH5SysjLU1tYiNzdX3qbX65GdnY3du3cDAHbv3o2QkBB5oSkAyM3NhUKhwN69e3t8X5vNBrPZ7PEiIiKi61e/BpTa2loAQFRUlMf2qKgoeV9tbS0iIyM99qtUKhgMBvmY861ZswZ6vV5+DRkypD/LJiIiIh8zIEbxrFq1Sl7O22QycYluIiKi61y/BhSj0QgAqKur89heV1cn7zMajaivr/fY73Q60dzcLB9zPo1Gg+DgYI8XERERXb/6NaAkJibCaDRi06ZN8jaz2Yy9e/ciJycHAJCTk4PW1lYcPHhQPmbz5s1wu93Izs7uz3KIiIhogFL19oT29naUlJTIX5eVleHw4cMwGAyIj4/HI488gt/85jcYNmwYEhMT8dRTTyEmJga33norACAtLQ3z5s3D/fffj7Vr18LhcGDlypVYvHgxYmJi+u3CiIiIaADr7RChLVu29Dhk6t577xVCnB1q/NRTT4moqCih0WjE7NmzRVFRkcd7NDU1iSVLlojAwEARHBwsli9fLtra2i67Bg4z9v4QOb744osvvvr+Gqx68/ktCSEEBhiz2Qy9Xg+TyTQo+6NIkuTtEoiI6AoMwI/eftGbz+8BMYqHiIiIBhcGFCIiIvI5DChERETkcxhQiIiIyOcwoBAREZHPYUAhIiIin8OAQkRERD6HAYWIiIh8DgMKERER+RwGFCIiIvI5DChERETkcxhQiIiIyOcwoBAREZHPYUAhIiIin8OAQkRERD5H5e0CiIj6SqFQQJIkSJLksd3tdst/FkJACHGtSyOiK8SAQkQDjlKphE6nw/LlyzF58mTk5OTI+9rb2/Hxxx/D7XbDarWisrIS3333HRoaGmC1Wr1YNRH1BgMKEQ0oQUFBSEhIwKRJkzBnzhwMHz4ccXFx8n6bzYZZs2ZBCAG73Y6WlhbExsaiqKgI+/btQ2NjI1wulxevgIguBwMKEQ0oRqMR2dnZeOihh5Camgq1Wu2xX6PRYPLkyR7bRo0ahb1798JsNuPQoUPo6OhgSCHycQwoRDQgSJIEjUaDH/3oR5g2bRoyMjKgUFxeP/+kpCTExcVhzpw5WL16NXbv3o38/PyrXDERXQkGFCIaEPR6PaZNm4YJEyYgMTERSqXyosc7nU4IIaBSqaBQKKBWqxESEoLbb78dSqUSJSUlsFgs16h6IuotDjMmogEhICAAWVlZSE5ORkRExCWPN5lMaG5uhsvlghACCoUCKpUKU6dORUZGBrRabbfRP0TkOxhQiGhAkCTpkq0m5/rkk0/w2muvoba2Fna7Xd6uUCgu+9EQEXkPH/FQNxqNBqGhofjZz34Gt9uN2tpa/OlPf/KYW4LIV9ntdhQXF2Pfvn1obm6GxWJBWFgYALDFhGgAYUChbtRqNUJDQzF//nzYbDacPHkSCoWCAYW8yuVywWw2w2KxoLOzE1qtVt7XNRmbzWZDa2srdu7ciRMnTsDtdst9UbqOs1qt6OzsvGo/zzqdDpGRkYiKipK/3/HjxzlqiKiXGFCoG61Wi7CwMMTExKCxsREKhQJKpVJ+lk/kDRaLBXl5eZgyZQrUajUSEhI89tvtdlRVVeHo0aP4+c9/DpvNhvT09G6tJqdPn0ZdXR1sNttV+XkeOnQo7rvvPixfvhxOpxNFRUX43ve+B7PZ3O/fi+h6xoBC3VitVtTX16O8vBxRUVEYM2YMJkyYgOPHj6Opqcnb5dEgZbFYsG/fPjz77LNITEzE6NGj5X0ulwv79+9HQ0MDmpub0dHRgTlz5mDGjBlITEyERqMBcHYK/P/93//Fd999h87OziuqR6FQICwsDNnZ2cjMzMTs2bMBnJ1ILi4uDkFBQbDZbDAajezzQtQHDCjUjd1uh9lsRlNTEyIiIhASEoKsrCzU1tYyoJDXdD3iKSoqQlNTE1paWjz2FRQUoK2tDTabDQAQGxuLpKSkbqN1zpw5g+bm5l4/4pEkCX5+fkhMTIRarYZOp0N6ejrGjRuH1NRUTJw4ERaLBWazGaWlpTh+/Lg83T4f7xD1HgMKdWO322EymdDQ0ICEhASEhITge9/7Hg4fPoySkhJvl0eDnMVigcViwenTpy94jCRJCA8PR1RUlLzt3H4ofXm0o1KpEBQUhEWLFsFgMMBgMGDhwoUICgqCn58fhBCoqqrCoUOH8N5776G+vh4BAQEIDQ294tYaosGIAYUuSaVSISUlBQkJCYiKikJdXZ23SyK6IK1WiylTpmDatGkYNWqUvL1rXZ7GxsY+TdCmVCrh7++P+++/H3q9Xh4tVFlZiYqKCnz33XeoqqpCc3Mz6urq4HK5IEkSFAoFHA5Hf14i0aDAgEKXpFAoEBISAr1ej4CAAG+XQ3RBSqUSISEhuPPOOzFs2DD4+/tDkiQ4nU6cPn0aX3/9Naqrq9HR0dHr93Y6nbDZbAgODoYkSWhqasL69evR0NCApqYmFBcXw2QyobOzU37MRER9x4BCl6RQKKDX6xEUFASdTuftcoh6JEkSAgICMGTIECxfvhwKhUJ+lGOz2VBUVIRXXnkFFRUVcDqdvX5/p9OJjo4OOJ1OWK1WnDp1Cv/3f//nMQkcEfUfdi0nogFPkiSEhoZi+fLleP755yFJkkc/kzNnzqCkpASnTp3qUzjp4nK5kJ+fD5VKhTFjxmDo0KFsVSS6StiCQpfkdDpRV1eHuro6tLa2erscIgQHByM+Ph4BAQFyP4+EhARMmjQJw4YNk49zOBxobm7Ghx9+iJ07d17x5GxCCDQ0NMBqtSIgIEDuIEtE/Y8BhS7J7XajsbERzc3NnGyKvKJrHR61Wo3AwEDExcUhKysLISEh8to6KSkpyMjIQGRkpHyew+FAbW0tNm3ahMOHD19xHUIImM1m2Gw2BAUFITw8HPX19XA6nQgMDJTXCuoaXmyz2WC1Wq/4+xINRgwodElCCDgcDjgcDs7nQF4REBCAsLAwjB49GsuWLUN6ejoSEhI8JkCTJKnbrLEWiwUHDhxAVVVVv4drnU6HBQsWIDY2FkII3H333QgPDwdwdiXljRs3Ys+ePdi+fTs7zRL1AQMKXZKfnx+Sk5PlYcZlZWXeLokGAaVSCZ1Oh5EjR2LhwoVIS0tDVFQUhg4diqCgIKhUZ//6utgCgDqdDpmZmRg+fDisVitqamr6rb6ugDJlyhQAQHx8PFpaWmC1WuHn54dFixYhOTkZYWFh+OSTT9iZlqiXGFDokhQKBUJDQ6HX6+Hv7+/tcmiQUKlU0Ov1mD59OubMmYPU1FTodLperUisVqsRFxeHCRMmQK1W4/jx46isrITdbr/i/igqlQrJycmw2+3o7OxEY2MjTpw4gfb2dqhUKsybNw8qlQptbW34xz/+wYBC1EsMKETkkwIDA5GcnIxnn31WfpTTm3ACnA0oMTEx+NWvfoXa2locOHAAv/rVr1BZWdmnuVB60tDQgJKSErz99tv48ssvYbPZkJqaikmTJiEpKQmBgYF46qmn+u37EQ0WDChE5PMuFUyEEHC73aitrUV1dTWOHz+OESNGICYmBkajEUqlEpGRkZg+fTpef/11HDt2DAcPHkRTUxOOHTuG0tLSy25R6err4nQ6cerUKbz22mvYuXMnysrK0NraCrfbjYKCAmzcuBFZWVkYMmQIJk6ciGPHjqG6uro/bgfRoMCAQtQLXaNJNBoNFAoFVCpVj5PXOZ1OOBwOjwXtqHe6JkSrr6+HwWCQVyTuiRAClZWVOHjwII4dO4bi4mKUlpYiOjoa8fHxGDVqFAwGA0JDQzF69Gjo9XqEhoaitbUVwcHB8uOfS4UUt9uNkydPIiQkBO3t7Th69CgOHDiAY8eOebSQtLe3o6CgANHR0UhJScGYMWPQ2NjIgELUCwwodFF9WVTteqVQKODn5wetVouIiAhoNBp5yOv5Ojo60Nraiv3798PlcvE+9kFnZyeamppw5MgRjB07FhERER4tKefeU4fDgR07duDdd9/Ft99+K2/XarWIj4/H6tWrkZWVhYSEBOh0OqSlpSE9PR0AkJ6ejpSUFPz2t7+9ZN8Up9OJzz77DEVFRYiJiUF+fj5KSkq6Pb4RQiAvLw8pKSm48cYbMWfOHJSVleHQoUP9dXuIrnsMKNQjt9uN0tJSJCcne7sUr4uMjERcXBxyc3MRFBSE0NBQZGVlya0n4eHh3QJIZ2cn2trasGvXLmzduhX5+fk4fvy4l65gYLLZbKipqcEf/vAHrFq1ClOnToVWq/UIKW63GyUlJdi/fz/++Mc/4syZM93e49SpU3jssceQkJCA7OxsPPzwwzAajdBqtQCAcePGITw8HH/9619RW1t70XlLhBCoqKhATU0NlEol7Hb7BWemraysRGNjI5RKJXJycvDVV1/1w10hGjwYUKhHXU3ZWVlZ3i7lmuka1upyuWA0GpGamgqtVouYmBgMGTIE48aNg06ng7+/vzwHh5+fnzyyqeuxjs1mg7+/PwwGA9xuN4KCgpCamooDBw6gqKgIDQ0NnJH3MnWtGPzFF1+gsbERM2bMkOcaaW9vx6ZNm3D8+HEUFBSgqqqqx5aMrpmQbTYbHA4HwsPDMWzYMCQmJiIyMhIdHR04ffr0Zc/x43Q65VCiVCov2DrmdDrl9+zs7LyiKfaJBiMGFOqRy+XCsWPHUF9fD7fbDUmSoFKprttpvTUaDfz9/REZGYnOzk6MHz8ed955J0JDQxEdHQ2j0YjAwEC43W4IIaBUKuFwOOQZQ4UQcquJyWRCaGgowsLCkJaWhmHDhqGtrQ179+7FRx99hMOHDzOgXCaXy4Wamhq89957OHz4MCIiIuRHM2fOnMGLL76I4uJiNDQ0XPR93G43mpub0dzcjIqKCowePRpTp07F6NGj0dDQgFOnTqGjo6NXExFKkgS1Wg273d7jeX5+flCpVBBCoK6uDhaLpXcXTzTIMaBQj4QQaG5uRkNDAxobGxEREYGZM2cCQL9MGe5rHn/8cUyYMAFDhgxBR0cHwsLCkJSUBIVCIS88V1dXh7y8PDQ2NmLcuHH4+9//jtOnT8vvYbFY0NTUhIaGBhiNRqSkpGDx4sXyBGNz585FTk4ONm/ejMWLF3vxagee1tZW7NmzB4sWLeo2nXxv5zNpbGzE1q1bsXPnTiiVSrjdbrjdbtjt9l71FfLz88PIkSNRWlqKpqYmj32SJGHBggUYN24c3G43CgsLUV9f36s6iQY7BhTqkRACjY2NqKurQ0NDAyIiIuS+GAEBAX36YPBlQ4YMQUpKCgwGAywWC9RqNTo6OtDS0oLKykqUl5ejsLAQp06dgslkkh8tmEwm+T0cDgesViusVitaW1vlxwq33XYbsrOzERUVJc/tsWTJEnz11Vce59OFCSHgcrn6pRWi67HPlTxyycrKQnp6OiwWS7eROTqdDlFRUbjhhhuQlpYGh8OBgoKCS7byEJEnBhS6ILPZjNraWlRWViI9PR2hoaGIiopCUFBQv8zE6UtcLhfsdjssFgtaWlrkkTdnzpzBkSNHcPjwYeTl5aG5ufmyFn9rb29HfX096urqMGzYMCQlJSEqKgpKpRLR0dG47bbbsHPnTgaUAUilUmHs2LGYO3cu/vnPf8otOsDZlpOgoCCkpaVh/PjxCA8Ph8lkYkAh6gMGFLqovXv3QgiB3NxcGI1GJCUlwWg0oq2tDQ6Hw9vl9Zuf/vSnCAkJQVpaGvLz8+UQ0tXkL4To9VDhrpVvu/o+AGc7VRqNRtxyyy349a9/3a/XQFefJElISkpCVlYWxo0bh6efftrj8U5AQABGjRqFX/ziFwgNDUVtbS3y8vLw9ddfcyVwol5iQKGLcjqd8hoiXTNo9na68YHA7Xajra0Nx48fR0dHR7+0DimVSiQmJiIzM1Pu2Nl1785dhZcGlqamJlgsFkiShOHDh6OzsxN+fn6Ij49Hbm4usrKykJaWhsbGRmzbtg3vvvvuZbW6EZEnBhS6KKvViubmZtTU1ECSJNTU1MBisfRqtMNA4XA45JaO/iBJEkJCQhAREYGIiAh5u9Pp7LcQRNeWEAIWiwUmkwkdHR0YO3YslEol2traMGLECOTm5mLo0KEAgCNHjmDv3r3Yu3cvhxgT9QEDCl1UdXU1Ojo68NZbb8HhcKCyshLFxcWcGbUXzm91slgsOHz4MDo7O71YFfVVZ2cnSkpKUFRUhCeeeAJmsxlCCBiNRrhcLpw5cwZff/01nn/+eZw+fZr9jIj6iAGFLqqrH8X//d//9Wko5mCmUqmQkZGBkJAQ+Z65XC5UVFTgrbfe4jo9A9iBAwfkYeXTpk1DVFQUDh48iE8//RQFBQUoLCxEdXU1bDabt0slGrAYUOiSXC4XKisrvV3GgBIXF4dhw4YhOzsbERERcDqdMJlMaGtrQ0lJCVtQBriuCQx1Oh06OjoQERGB4uJibN26FeXl5aipqfF2iUQDHgMK0VUwbdo0LFu2DFOmTIFarYbNZsPx48dRXl6OAwcOID8/39sl0hUwmUwwmUwoLS3F3//+d2+XQ3RdYkAhugqKiorw9ddfY/r06VAoFDCZTPjggw+wdetWtkYREV0GBhSiq6Curg6FhYWoq6uDVqtFY2Mjamtr0dDQwPkwiIguAwMK0VXQ0NAgT42vVqvR0NCA5ubm62pyOyKiq4kBhegqsNvtaG5uxjfffIMDBw7g+PHjqKuruy7njyEiuhoYUIiuEpvNhm+//RbV1dVoamriZF1ERL3AgEJ0lTidThw4cMDbZRARDUi9XhBk+/btuOmmmxATEwNJkvDZZ5957F+2bJnHmi2SJGHevHkexzQ3N2Pp0qUIDg5GSEgI7rvvPrS3t1/RhRAREdH1o9cBxWKxYPTo0Xj55ZcveMy8efNQU1Mjv9avX++xf+nSpSgoKMDGjRvxxRdfYPv27XjggQd6Xz0RERFdl3r9iGf+/PmYP3/+RY/RaDQwGo097jt+/Di+/vpr7N+/H+PHjwcAvPjii1iwYAGef/55xMTE9LYkIiIius5clTXft27disjISIwYMQIPPvggmpqa5H27d+9GSEiIHE4AIDc3FwqFAnv37u3x/Ww2G8xms8eLiIiIrl/9HlDmzZuHv/3tb9i0aRP+8Ic/YNu2bZg/f748vLK2thaRkZEe56hUKhgMBtTW1vb4nmvWrIFer5dfQ4YM6e+yiYiIyIf0+yiexYsXy38eOXIkRo0aheTkZGzduhWzZ8/u03uuWrUKjz32mPy12WxmSCEiIrqOXZVHPOdKSkpCeHg4SkpKAABGoxH19fUexzidTjQ3N1+w34pGo0FwcLDHi+hq6Rp9plAoIEnSZR9/7nmXey4REfXsqs+DUlVVhaamJkRHRwMAcnJy0NraioMHDyIrKwsAsHnzZrjdbmRnZ1/tcogu6Yc//CGGDx+OuLg4/POf/5SnrLfZbB7HDR06FElJSZgyZYq8TalUIjc3Fy0tLSgpKcH/9//9f2hqaoLVar3Wl0FENKD1OqC0t7fLrSEAUFZWhsOHD8NgMMBgMGD16tVYtGgRjEYjSktL8bOf/QwpKSmYO3cuACAtLQ3z5s3D/fffj7Vr18LhcGDlypVYvHgxR/CQT+js7ERdXR3MZjPOnDkDs9kMIQTCw8Oh0WgQGBiI5ORkDB8+HAkJCRgzZox8riRJSE9PR3t7O6KiolBdXY3NmzejsLCQIYWIqBd6HVAOHDiAWbNmyV939Q2599578eqrr+LIkSN466230NraipiYGMyZMwf//d//DY1GI5/z7rvvYuXKlZg9ezYUCgUWLVqEF154oR8uh+jKlZSU4MSJE6ivr0d9fT2EENBoNEhJSYHBYEBMTAwWLlyIpKQkGAwG6PV6j/PVajWCgoIQHR2NxMRE2O121NXVoaqqyktXREQ08EhCCOHtInrLbDZDr9fDZDINyv4o7NtwdSmVSgCA2+0GACQkJCAzMxP/8z//g8DAQHR0dGDDhg04ePAgqqurPUafqVQqPProoxg3bhyGDx8OIQQOHTqEnTt34vHHH/fK9RCR7xmAH739ojef31yLh+g85644bDAYEBYWBq1Wiz//+c9QqVSw2+0oKipCdXU1zGazvExDYGAgoqOjERsbC71eL3eajY6ORlJSkrcuh4hoQGJAIboASZLg7+8PjUYDm82GV199VW5VOZ9Wq4VOp0NCQgKGDh2KkJAQeZ9KpYKfn981qpqI6PrAgEJ0AUIIVFVV4cyZM/LXFzJr1izk5uZiyZIlCA8Ph0Lx7xH87777Lj755JOrXi8R0fWEAYXoEs4NJgqFAhqNBgkJCYiLi4PBYEB4eLjcaTYkJEQOJ52dndi0aRP27NmD4uJib5VPRDQgMaAQ9UClUkGtViM4OBgqlUoOHVqtFkFBQRgxYgTS0tJgNBphNBoxefJkBAYGwu12o6amBg6HA21tbdi8eTNOnDiB5uZmL18REdHAwoBCdB6FQoGQkBAkJCRg/vz5CA8PR2BgIAAgJiYGoaGhUKvVSE5OlrcDZ2dEtlgs+L//+z9UV1ejrq4OX3755QX7rRAR0YUxoBCd57bbbkNOTg5mzpyJ0NBQ+Pn5yUOP1Wo1VCoVJEmCTqeD3W5HU1MTNm7ciNLSUpSWlmLPnj2wWq1wOBwMJ0REfcSAQnSecePGITs722OG2AtpamrCvn37sGXLFpw6dQoVFRU4c+YMgwkR0RViQCE6hyRJmDRpElJTUy86aqdrsrzKykq89NJL2LdvHywWy7Uqk4jounfVVzMmGkiEENi8eTPy8/MBAM3NzTh9+jQKCwtx5MgR1NXVwWazyeElOTkZzz77LGJjY+XHQEREdOXYgkJ0nt27d8NqtaKxsRGNjY0wmUxoa2uDw+FAbGwsYmJiMGrUKMTFxcHf3x8pKSmYPXs2AgICkJeX5+3yiYiuCwwoROfZsmULjhw5gi1btqCpqQlmsxltbW1wOp2Ijo5GcnIy7r33Xtx4442IiYlBREQE7rrrLvj7++PIkSMeU+UTEVHfMKAQncftdqOxsRHNzc0QQsgvAKitrUVDQwPy8/Px+OOPY+bMmZg6dSrGjx+P9vZ2FBUV4ZtvvoHdbvfyVRARDWzsg0LUAyEEXC4X3G63R2dZIQScTifa2tqwb98+HDhwAA6HAyqVCsnJyfj+97+PyMhIaDQaL1ZPRDTwMaDQRUmSBLVaDaPRCIPB4DEx2WBXWFiIY8eOyZ1mY2NjMWfOHMTFxfE+ERFdIQYUuqiQkBCMHTsWBw4cwGuvvYb777/f2yX5DJPJhKamJrS2tsLtdkOj0SAiIgK33XYbMjMzvV0eEdGAxj4odFE5OTlYsGABQkNDMWbMGDidToSHh6O1tRVOp9Pb5fWJJEkICQlBYmIiIiMjERwcjIMHD6KhoQEdHR2XfV1RUVHygoFKpRKdnZ1oamrCtm3bUFZWdpWvgojo+saAQhcVHx+PcePGyY954uPjERQUJI9qGYjUajXGjx+P9PR0xMbGwmAwQKPRoKKiAg0NDbBarbBarWhvb4fVavXoh6JWq6FWqxEQEIDU1FQMGzYMAQEBAACr1Yra2lqcOHECDQ0N3rxEIqIBjwGFLpufnx80Gg38/PzkmVQHotDQUHz++efQaDRy8Fi2bBlaW1tx7NgxNDQ0oKCgAFu3bsWxY8fQ1tYGm80G4OxigQkJCcjJycHNN9+M5ORk+X2bm5tx5MgROeQQEVHfMaDQBWk0Gvj7+8Pf3x+SJKGyshLHjx9HZWXlgB5Ga7fbsXnzZowZMwbR0dHy9sDAQIwaNQoOhwNZWVm4+eabUV5eDqvVKl+v0WhEWFgYDAYDwsLCoNPp5PPr6+uxa9euAX1viIh8BQMK9UiSJAQGBkKv10Ov1wM4+wijra1twLcO2Gw2bN++HaGhodDr9dDpdJAkCX5+fvK1hoeHIz4+HjExMbDb7fLka3q9Hv7+/vKKxi6XS+57UlpaiuPHj3OiNiKifsCAQj2SJAmRkZEYMmQI4uPju01YNpB1dHTg9ddfh9FoRFRUFIYOHQohRLfHVpIkISIiwmPb+XOiOBwONDY2Ytu2bdi0aRP27t17XdwjIiJvY0ChHmk0Gvz2t7/F2LFjAZz9MN60aRM2bNjg5cqunBACra2t+Oqrr9Da2op77rkHRqPR43HNhbS1taGhoQFbt25FYGAgKisr8e6776KxsRHt7e0MJ0RE/YQBhXqkVCqRmpqKsLAwOBwOFBcX49ixYyguLvZ2af3C7XajpKQEbrcbOp0OUVFRCAgIQEBAANLT0xEUFAStVovTp0/DbDajvb0djY2NaGtrQ1NTEw4cOACtVovGxkacPHnSY4VjIiK6cgwo1E1Xfwyj0YiAgAC0t7fju+++Q15e3nU1v0d5eTkqKipw6NAhBAcHIzg4GNHR0bjvvvuQmJgIg8GATZs2oby8HJWVlcjPz0dHRwesViuam5u9XT4R0XWNAYW6SUtLw6xZs6BWqwEALpcLDQ0N8lDb64nb7YbJZILZbIYkSSgqKsKePXugUCigUCjkDrJut1ue94UtJUREVx8DCnkICwvD6NGjMX/+fPj5+QEAHA4HioqK0NbW5uXqro5zO/+6XC44HA4vV0RERFyLhzyEh4cjLS0N06dPh5+fH+x2O0wmE06ePHndBhQiIvI9bEEhD13znvj7+0MIgT179mDTpk3Iz8/nBGRERHTNsAWFZCqVCrm5ucjMzJQnISsrK8OhQ4fgcDjY94KIiK4ZBhQCcDacBAQEYNy4cfLEZWazGZWVlfJwXCIiomuFj3gIABAUFIT09HRMnDgRMTExcDqd2LNnDw4dOoSTJ096uzwiIhpk2IJCAM6u8DthwgRoNBpIkgSHw4EPPvgAhYWF3i6NiIgGIQYUAnB2Jd9hw4bBz88PTqcTVqsVx44dQ2Njo7dLIyKiQYiPeAgAEBISgrFjx0Kj0aCzsxONjY0oKSmB2Wz2dmlEdI2dv3BmT9hpnq42BhTC6NGjkZ2djczMTKjVapSVlWH79u2csIxoEJEkCYGBgcjNzUVOTg5uuukmOYRIkiT/2e1245tvvkFjYyMaGxvlRTetVitcLpc3L4GuMwwohKFDhyIhIQE6nQ5utxtNTU0cuUM0iISEhCAyMhJZWVmYPn06xowZgxEjRlwwoFgsFpjNZpjNZhgMBjQ0NKC2thbbtm2DzWaTl4cguhIMKISUlBQkJiZCoVCgs7MT9fX1KCoq4r+GiAYBtVqNoUOHYvz48fjxj3+MhIQEhIaGwmazQZIkSJIElerfHxWSJGHcuHHy17fccgvq6upw7NgxlJaWorGxER0dHejo6PDG5dB1hAGFEB8fj9jYWAghcPz4cVRUVFyXCwMS0b+pVCoEBgbi4YcfxowZMzB+/HhotVq0t7fj+PHjeP/99xESEoLk5GTceuut8nlCCJw8eRIulwt+fn5ITExEeHg4pk+fjh07dmDbtm3YuXMnXnvtNVitVvZVoT5jQBnEJEmCVquFXq9HQEAAACAyMhITJ05EUFAQdu3aJa/gS0TXl4iICGRkZCAqKgoNDQ3Ytm0bAKCyshIVFRXYunUrxo8fj8jISPkcm82G1tZWrF+/Hi0tLZAkCQsXLsSIESNgNBoRGhqKMWPGwN/fHwDw/vvvo6Ghga2x1CcMKIOYQqGARqOBv78/NBoNACA6OhoREREYOnQonnjiCS9XSERXi16vx7Bhw+B0OnHkyBGcOXMGAFBSUoLq6mrU1dUhPT3do/9Je3s7Kioq8OGHH6KqqkruZ9LV4hobG4uEhARERkYiISEBW7duRWtrKwMK9QkDyiDmcrnQ2tqKhoYGtLa2IiYmBkqlEsXFxRzFQ3SdKyoqQnFxsRxAukKIEAIhISG48847sWTJEqSlpQEAHA4HioqK8P7776OyslLuY/Lqq6/i448/RkZGBl566SXExsbC398fw4cPR2RkJKqqqtDZ2em166SBixO1Eerq6uQJ2SorK7Fjxw688847XL2Y6DomhIDL5YLT6ZRH3bjdbmi1WoSHhyMrKwsJCQkwGAwAgE2bNuEf//gHNm7c6NFHzeVyobm5GYWFhXj++eeRl5cnP/659957sWDBAo9OtkSXiwGFUFZWhoKCAhw9ehT79+/Hnj17sH//fjbLEg1CkZGRSElJQVpaGsLDw6HVaiGEwOHDh+W1uc7/u8Fms6G+vh4bNmzA0aNHUVNTAwCYOnUqRo8ezYBCfcKfGsLbb7+Nt99+29tlEJGXqVQq3HTTTbjpppswc+ZMAGfnPbHb7Thx4gQqKioueK7T6cSZM2fwz3/+E1arFRkZGYiNjUVkZCSUSqVHXxaiy8EWFCIigiRJ0Ov1yMjIkOc5cTqdKC8vx9q1a7Fnzx5UVVVd8n0sFgva29vlVpaoqChMmzYNarX6qtZP1x8GFCIigp+fH5KSkhAbGwuDwQBJkmA2m1FeXo4tW7agtrYWVqv1ku/T1NSEuro6mM1muN1uBAYGYujQoVAqldfgKuh6wkc8RESDnEKhQEBAAG655RbEx8fLj2JOnTqFffv24csvv7zs9yosLERAQABKS0uRkZGBgIAAxMbGQqHgv4epd/gTQ0Q0yI0cORJLlizB8uXLMWzYMLhcLtTX12Pt2rVYt25dr9+voaEBn332GcxmM2JjYzF37lz4+/tf1irJRF0YUIiIBjm9Xo8hQ4YgLCwMWq0WnZ2dOHr0KIqLi+UROb0hhIDb7YYQAjqdDtHR0VCpVAwo1CsMKEREg5gkSQgMDER4eLg80qatrQ2bNm1CVVVVnxb9U6vViIqKgkqlglarhcFg4CMe6jX2QSEiGqQkScLw4cMxZcoU3HjjjVAqlWhra0NZWRnWr1+P+vr6Pr1vREQEbr31VgQHB/dzxTSYMNISEQ1SSqUS06dPR2ZmpjxjbGlpKfLy8tDU1NSn5S6GDBmC5ORkhIaGcuQOXRG2oBARDVIqlQqzZs1CamqqvAJxSUkJ8vLy+vRoBwASExORkpICf39/KBQKOJ1OdHZ2cpI26jUGFCKiQahrNfMZM2YgMjISwNkp60+dOoXCwsI+v++IESOQmpoqt56Ul5dj69atsFgs8urHRJeDAYWIaBBTKpVQKBRwu93o6OhARUUFSktLe/0+gYGBmDVrFubOnYsxY8bII3ZaW1tRWFjI1dGp1xhQiIgIQgjYbDY0NzfLq5tfDj8/PxgMBgwZMgQ33ngjxo4diyFDhkAIgcbGRlRUVKCoqAhOp/MqVk/XIwYUIiLqE4VCgejoaDz00EOYP38+RowYIS8MCACvv/46tm7dis2bN/PxDvUaAwoREUGSJGi1WmRlZclr7lRVVcFsNsNisaCxsRFKpRJBQUEYP348wsLCEB4ejhtvvBHDhg2D0WiUw0lVVRU+//xzfPzxxzh9+jTDCfUJAwoR0SDVNSlbcHAw1Go1NBoNRo4cCa1WCwCorKyEyWRCe3s7GhoaoFQqERwcjOzsbBgMBoSHh2Py5Mnw9/eHn58fAMBqtaKmpgZbt27FqVOnYDKZvHmJNIAxoBARDUJCCLhcLpSWlkKr1SI6Oho6nQ5z587F3LlzAQB2ux1OpxNutxsOhwOSJEGpVCIgIMBjZlghhDyMuLa2FgUFBfj2229hsVi8cm10fejVRG1r1qzBhAkTEBQUhMjISNx6660oKiryOKazsxMrVqxAWFgYAgMDsWjRItTV1XkcU1FRgYULF8Lf3x+RkZF48skn2YGKiOgaEkLAarXi0UcfxRtvvIGTJ092m6vEz88PWq0WOp0OwcHBCAoK6nHRv0OHDuG9997DqlWr8B//8R949tlnOayYrlivWlC2bduGFStWYMKECXA6nfjlL3+JOXPmyMtrA8Cjjz6KL7/8Eh9++CH0ej1WrlyJ2267Dd999x0AwOVyYeHChTAajdi1axdqampwzz33wM/PD7/73e/6/wqJiKhHbrcbp06dQn5+PuLj42G32xEQEACNRgOdToegoCD50Q0AOBwOdHZ24vTp0+jo6EBHRwcqKytx4sQJVFRU4NSpUzh58iRMJhPDCV0xSVzB9H4NDQ2IjIzEtm3bMH36dJhMJkREROC9997DD37wAwDAiRMnkJaWht27d2PSpEnYsGEDvve976G6uhpRUVEAgLVr1+LnP/85GhoaoFarL/l9zWYz9Ho9TCbToFzrgSuCElF/Sk5ORlpaGiZPngyj0QiDwYDo6GgMHToUgYGB8nEWiwUNDQ349NNPUVNTg5qaGnz55ZdwOBwMJL00WGfW7c3n9xX1Qenq/NS1hsPBgwfhcDiQm5srH5Oamor4+Hg5oOzevRsjR46UwwkAzJ07Fw8++CAKCgowduzYbt/HZrPBZrN5XCAREfWP8vJyVFVVYevWrVAoFPKraxK3LkIIuN1udHZ2wu12w+VyefzdTNSf+hxQ3G43HnnkEUyZMgWZmZkAznaOUqvVCAkJ8Tg2KioKtbW18jHnhpOu/V37erJmzRqsXr26r6USEdFFuFwuhg3yOX1ezXjFihU4duwY3n///f6sp0erVq2CyWSSX5WVlVf9exIREZH39KkFZeXKlfjiiy+wfft2xMXFyduNRiPsdjtaW1s9WlHq6upgNBrlY/bt2+fxfl2jfLqOOZ9Go4FGo+lLqURERDQA9aoFRQiBlStX4tNPP8XmzZuRmJjosT8rKwt+fn7YtGmTvK2oqAgVFRXIyckBAOTk5ODo0aOor6+Xj9m4cSOCg4ORnp5+JddCRP+PVqtFYGAggoODERYWhoyMDCxatAgjRoyA0WhEcHCwPDkXEZEv6lULyooVK/Dee+/h888/R1BQkNxnRK/XQ6fTQa/X47777sNjjz0Gg8GA4OBgPPzww8jJycGkSZMAAHPmzEF6ejp++MMf4rnnnkNtbS3+67/+CytWrGArCVEv+Pn5yRNnhYSEeIzuCg8Pl2f31Gg0GDp0KLKzsxEQEICmpia5o3llZSXq6+vR0dHhrcsgIupRr4YZX2h467p167Bs2TIAZydqe/zxx7F+/XrYbDbMnTsXr7zyisfjm9OnT+PBBx/E1q1bERAQgHvvvRe///3voVJdXl7iMGMOMx7sJElCYmIitFotgoKCcP/993v8/kyYMAHR0dEIDAzs8eel69d+7dq1+Oijj7B9+/ZrVjsRcZjx5Xx+X9E8KN7CgMKAMthIkgSVSoWxY8ciJSUFmZmZGDlyJPz9/aHT6RAXFwdJkuS/9PR6PTQajRxauuavUKlU6OjogNVqRWpqKvLz87Fr1y48+eSTg/YvTCJvGKy/b9dsHhQiujb8/f2RnJyM6dOnIy0tDSNHjsSwYcOg1WqhUqnkRd8sFgtsNhuKi4tht9sBnA03JpMJ1dXVUKvVMJvNsNlsGDp0KGJiYpCRkYHw8HC0trbC4XB4+UqJiM5iQCEaAIYMGYLHHnsMCxcuRGhoqMe/voQQsNvtOHbsGIqKinDmzBl89913ch8xSZLQ0dGB5uZmKJVKdHR0QKPR4KabbkJERARSU1ORnZ2Nffv2eXReJyLyJgYUogEgPDwc3/ve9xAUFATg7ESJ3377LYqLi1FaWor8/HzU19fDbDbD6XTCYrF4LMAphIDT6YQkSXC73XKHdIVCgdDQUNx3332ora1lQCEin8GAQjQAdHZ2oqKiApIkobm5GWVlZThw4ACqqqpQXV2NkpISWK3WXj+ikSQJfn5+iI6O5ig6IvIpDChEA0BDQwM+/vhjqNVqHDlyBB9//PEVv6ckSZAkCQqFAhqNxmPNFSIib2NAIRoAqqqq8Je//AUAPB7dXImuhd/OHf1DROQrGFCIBgCXy4X29vZ+ea+oqCiMGDECOp0OSqUSdrsdJ06c6Lf3JyLqD2zTJRpEVCoVhg4diilTpiAgIACSJKG9vR0HDx6EyWTydnlERDK2oBANEpIkYeTIkbjzzjuxfPlyBAQE4NSpU8jLy8Pbb7+N1tZWb5dIRCRjQCEaBFQqFQICApCdnY2UlBT4+/sDONu3paCgACaTiZO0EZFP4SMeouvApZY/CAgIwNChQ5GVlYX4+HgolUoIIVBZWYnCwkLYbDZ2lCUin8IWFKLrgE6ng91uv+AIn/T0dDz00EO45ZZb5NYTm82GHTt29MuQZSKi/saAQjTAaLVaGAwGzJ49G8HBwQgICMCQIUPQ3NwMs9kM4Oy8KQ0NDThx4gSGDRuGCRMmIC0tDX5+fgCAjo4O/O53v8P+/fu9eSlERBfEgELUCxqNBv7+/oiKioJSqYTb7YbVasWZM2euSR+OoKAgxMXFYeTIkZg9ezb0ej0CAgIQFxeH5uZmeahwfX096urqEBMTg+HDh2P48OGIioqCQqFAU1MTysvLsXXrVlRXV1/1momI+oIBhagXjEYjhg8fjrvvvhuBgYGwWq0oLS3FSy+9hIaGhqv+/dPS0jB//nysWLECISEhfZr9df/+/fjggw9w5MgRdHZ2XoUqiYiuHAMK0WVQq9WYPHkylixZgsmTJ8NoNMorAyclJeHjjz9Ge3s7rFZrt3Pj4+MRHR2NmJgYVFdXo76+HmVlZb36/kqlEoGBgXjiiScwbtw4BAcHX7Jj7IXExcUhJycH+fn5qKioQEtLS5/eh4joamJAIboIhUKBhIQEDBs2DLm5uRg/fjySk5Ph5+eHpqYm1NfXIz8/HxaLBW63Wz5Pq9UiKCgImZmZGDFiBGJjYxEaGorDhw/jxIkTvQ4oCoUCarUaCQkJiI6OhlKpRFtbG8rKylBWVgZJkhAbG4uoqCjExcVdNLyEhYUhMzMT3/ve91BUVITTp0/j5MmT3VZAJiLyJgYUoguQJAk6nQ4zZszA4sWLMW3aNPj5+UGSJLjdbpw8eRK7d+/GX//6V1RWVsJut8vnGQwGpKSk4Mknn0RaWhoiIiLQ1tYGtVqNzs5O7Ny5s9e1qNVq6HQ6aDQauN1u1NbW4rPPPsN7770HpVKJ+fPnY8aMGYiLi5OHDLvdbo/hwwqFAkajEUajEaNHj0ZBQQHy8/Oxdu1alJeXo62tDS6Xq/9uIhHO/vwqlUp5gcpzCSHkbUIIuFwuCCE47J0YUIjOp1QqERYWhqFDh+Luu+/GxIkTMXLkSKjVagCAyWTCv/71L3z88ccoKChAaWkpnE4nJEmCn58fpk6dKr9ycnLQ1taGw4cPY/Xq1Th+/Diampp6XVNUVBSWLFkCg8EA4N8rEY8cORI/+tGP8MMf/hABAQFQq9WQJAkOhwMtLS04evQoPvroI7jdbgwdOhSzZs3CkCFDYDQaodPpMHbsWKSnp2PatGnYtm0bDh8+jG+++QbV1dVy4CK6Enq9HkOGDMHDDz+MjIwMJCYmyvvsdjtKSkqQkJAAhUKByspK/O1vf0NeXh4OHz7svaLJJzCgEJ1nxIgRGD16NGbMmIEJEyYgJiYGGo0GAFBRUYGioiJ8+umnOHr0KOrq6uB0OhEcHIzExERMmDABOTk5SE5ORmJiIlQqFb777jts27YNBQUFaGpqgs1m63VNHR0dOHHihEen1tDQUKSnp8uPdhQKBex2O06fPo3Dhw/j1KlTyM/Px+HDh+UWn7KyMmRmZmL06NEYMWKEPGGbv78/srKyEBMTg8jISBw5cgSlpaUoKCjot/tKg49SqURKSgp+8IMfIDs7GzExMQgLC5NbTJxOJ9RqNQwGAyRJQmBgIObPnw+1Wo3i4mJ0dHSwJWUQY0Ah+n+USiW0Wi0mTJiAuXPn4o477gBwttnZ7XbDbrejsLAQ27dvxz/+8Q84HA4IIaBUKhEbG4upU6di+fLlyMjIgEqlgtvtRktLC7755ht8+OGHV7TWjdlsxt69e9He3g632w2FQoHw8HAYDAYIIeBwOOBwONDW1ob8/Hx88MEHyM/Px4kTJzzeZ8eOHcjKykJVVRVcLhdUKpXcvyUuLg5DhgxBQkICIiMjodFoGFDoigQFBWHUqFG45557EBERIQfirt8pt9uNgIAAWK1WueUyNzcXFosFX375JaxWKwPKIMaAQgTAz88PI0aMwLJly7B48WKEhYXJ+9xuNzo6OvD555/j7bffxq5du2C32yFJkjwHyZ/+9CdkZmYiMjISCoUCQgiYTCb88pe/xPbt2+Vw0vUIpretKEII2O12NDU1wWw2IyQkBADQ1taGpqYmnDhxAtu3b8fhw4dRWFiIlpaWCw4hzsvLw5EjR/DKK68AONsvJSAgAMOHD0doaCiEEKiqqromw6bp+qVQKLBixQrMnDkTkZGR3fqe1NbWorS0FG+88QYaGxuRnJyMp556CiEhIRgyZAjGjBmDhoaGPrU40vWBAYUGNYVCgaCgICxcuBBZWVnIzc1FSEgIVKp//2pUVlbi+PHj+Oijj3Dy5En5g3/8+PHIzMzEjTfeiMzMTISGhkKhUMDpdOLw4cPYs2cP8vPzIYRAUlIS0tLSkJmZiaamJrz++uu9qtPlcqGjowPr169HaWkpJk+ejNDQUBw/fhz79+/Htm3bUFVVhcbGRrS0tMitOz3p+pfruRPLORwOnDx5Uu5n09HRwTlSqM9CQkIwcuRIzJw5E2lpafJ8PV2tfUeOHMHXX3+N/fv3o7CwUH7UY7FYoNfrIUlSn+b4oesLAwoNahqNBqmpqZg7dy7Gjx+PESNGdDvGYrGgtrYWVVVVcDgcCAoKQmBgICZNmoRp06bhtttuk48VQsDpdOLMmTM4evSoPEw5IiICkydPxqhRo3Dy5MleBxQhBGw2GzZv3ozW1laoVCrExMTg4MGD2LJlC7Zs2XJFo28cDgdbTKhfaDQaREVFYerUqcjIyEBUVJS8z2azoaWlBbt27cKXX36Jffv2AQAiIiIAnA3PLpcLDoejxzmFaHBhQKFBLT4+HuvXr5f7XPQkPT0dKSkpGD58ODZs2IAzZ87g5ptvxpQpUxAZGdnteKfTidTUVISEhCA2NhaRkZEICgqCJEn4/PPPkZeX1+d6T506hdOnT+OLL76AWq2G3W5nSwf5lLS0NMycOROPP/44goODPfYVFRVh+/bt+PnPf+4xSuyWW27B7NmzkZiYiNbWVlRWViIvL++aLB9BvosBhQY1lUqFyMhIuW9IT7qGD6enpyMiIgKdnZ2IioqS+4GcT6fTIS4uTg49Go0GnZ2dyMvLw4YNG3DgwIErqrlrnoiLPcYh8pbRo0dj7NixCAwMlPtjOZ1OfPbZZ9i5cyd27doFh8MBSZIQHh6O//iP/8CNN96IlJQUAGd/J3U6HUJDQ2EymTwmQKTBhQGFBjW324329nb4+/vDz88PCoUCCoWiW1hRKBQIDQ1FaGiovO3cyaXsdrvHX6Q2mw0WiwUtLS2wWCxobm7Gzp07ceTIEVRWVvZL3US+pGsywWHDhmH48OFyP662tjbU1NRg69atyMvLw6lTpxAaGoqwsDAkJyfjxhtvRHp6ujzHj0qlQnR0NCZPnoz29na0trbycc8gxYBCg5rFYsHOnTuRnp6O0NBQaLVa+Pv7Q6lUXvLccwNKa2srbDabPFV8QUEBjh49isbGRhQWFuLUqVMoLS29qtdC5E1dw4QnT56MiRMnysOJi4uL8cEHH+Dtt98GcHb+noyMDCxYsACTJk1CVlaWxz8IdDodZs6cicmTJ2Pp0qXIy8vr9dIQdH1gQKFBraamBk888QTCw8MRFBQEg8Eg/zkkJAQ33XQToqOj5X/dnatrUrRPP/0UGzdu9JiErbOzE1arFU6nE52dnZyVla57gYGBmDt3LsLDw+VtTqcTbW1tqK+vxy9/+UvExcXJ8+0EBwcjICDggu+nUqnwy1/+Eq+//jpee+01thoOQgwoNKg5HA6Ul5ejrq5OXuAvODgY/v7+0Ov1yM7O7tbXxG63o6amBrW1tTh+/Dg2b96MvLw8tLW1sVMfDVrnrqPTRaFQICIiAhMmTMDo0aMRGRmJsLAwhIaGerSanHveuWv2hIWFITAwsM8rd9PAxoBCBMBqtcJqtaKlpQXA2cc3Wq0Wy5Ytw5AhQ+TjhBCwWCz47rvvsGvXLhQUFGDHjh3eKpvIZ9jtdpSWlsore3ctEJiRkYGMjIwez+kKJZ2dnXA6nVAqldDpdPKMs83NzbBYLOwMPkgxoBCdR5IkpKWl4cYbb8QNN9zg0YJy5swZHD58GE8//TRaWlrYeY/o/+ns7MTBgwexd+9eeemE0NBQj0kPz+dwOHDmzBn8/ve/R2trK5YuXYoZM2ZAr9fD5XLhrbfewp49e/h4Z5BiQCE6j1arRUpKCubNm4fg4GB5XZ329nbs2LEDW7ZsQW1tbbeRO0SDWddkgjt37kRdXR1CQkIQGRmJ4cOHIycnRz7O7XajubkZR48exenTp2G1WtHc3AylUgmbzQa32y13sK2qqrqiNaxoYGNAITqPwWBAamoqbrzxRnmb2+1Ga2srNm/ejM8++4yToxH1QAiB7du3Y//+/ZAkCYmJiViwYIEcUFwuF2w2GyorK/H5559j9+7d0Ov18Pf3R3h4OBwOh7wUg8vlQkNDA9rb2718VeQtDChE57n77rsxa9Ysj21CCLS3t6O5uVnup0JE3TU0NCAgIADx8fFYvHgxxo8fL+8rLy9HYWEh/vWvf2Hr1q0oKiqS+3sZjUY4nU5MmzYNGo0G1dXVaGxsREdHhxevhryJAYXoPFlZWRg+fLj8dXNzM6qrq/HRRx/h1KlTXqyMqDs/Pz+MGzcOCxcuhMFgQH19PaqqqlBQUICSkhI0NTVd03pUKhWMRiMWLlyICRMmYMiQIXC5XNi8eTP27NmDffv2oaysDNXV1fIj0s7OTiiVSqSmpkKr1aKtrQ2nTp2CyWTiasaDGAMK0TkkSUJkZCRCQkLkKbpra2tx9OhRbNy4EdXV1d4ukUgmSRKMRiMmTpyIe+65B7GxsSgrK8OJEydgMBigUChw8uRJtLS0XLP+UiEhIUhMTMTMmTORnJwsB45t27Zh27Zt2L9/f7fh+EqlEkFBQRgxYgRUKhXq6+tx7NgxtLW1yZMf0uDDgEJ0DiEEduzYAUmSkJOTg+rqavzrX//Cxx9/jP3797NTLPkMhUIBtVqNxx9/HJMnT0ZsbCwkSUJSUhKGDh2K2bNnY//+/di9ezfWrFkDi8VyRSteX64FCxYgNzcX8+bNAwBUVlZi7969ePvtt1FfX9/jXEGpqamYMGECRo0aBZvNhl27dmHNmjXsfzLIMaAQnWf9+vXYv38/0tLScPz4cZSXl6OiooLhhHyGSqVCcnIybr/9dsyePRsxMTEek5mdu8ClwWCAUqnEX//6V5SUlFz1FomQkBB5zar29nbs27cPzz//PBobG3sMJwqFAjk5OZg1axYiIiLQ2NiI9vZ2tLe3c/6TQY4Bheg8RUVFaGxsREVFBU6dOgWr1coZYsmn6PV6JCUlITc3FwkJCfD395eH+XZ9qEuSBL1eD51Oh9mzZ2P79u1oaWlBXV3dVatLoVAgKioKkZGRAM4uJXHy5EkcOnSox4CvVquRkpKCsWPHYsSIEVAoFCguLkZFRQUf7RADCtH5XC4X6uvrUV9f7+1SiHqUmZmJKVOmYOrUqQAgzxtSXV0tP8bx8/NDeHg4AgMDMXr0aMyePRsA8MUXX1y1upRKJcaPH4+srCwAwI4dO5Cfn3/B1seIiAg888wzmDp1KkJDQ9HU1IQ///nPyMvLu2o10sDBgEJENMDExsYiOjpa/tpsNuPMmTN4/PHHYTaboVAoEBISgkcffRQ33HDDNatLCCGvU2U0GhEfHy+3pnRRqVQYM2YMpk2bhvHjx2PWrFmorq7Gjh078Pe//x379u3j5GwEgAGFiGjAiYyMlD/4W1tbUVRUJLdWWCwWKBQKhIWFwWQyyed0LcB3NbndbtTX16OhoQFGoxFxcXEYOXIkZsyYgba2NoSEhCAiIgLp6ekYN24cEhMT0dbWhkOHDuHgwYM4ePAgWltb+UiVADCgEBENOAkJCfIilhUVFfjXv/6FF154ASaTCUIIKBQK+Pv7X/OO3W63GxUVFTh9+jQyMzORmpoKvV6PhIQElJaWIiMjA1lZWfD39wcAmEwmbNiwAR9++CGOHj2Kqqqqa1ov+TYGFCKiAaarz0lXv5Oamho5nACAv78/li9fjuTk5G7nXG179+6VhzsnJycjKioKBoMBU6ZMgZ+fH1QqFdrb2+WFBV944QWYzWbY7farXhsNLAwoREQDzLlLLgwZMgQjRoxARkYGSktLERMTg9TUVMyaNQtGo/Ga11ZZWSnP0TJnzhx5XpYzZ87AYrGgvb0dBw4cwPHjx3Hy5Ek0NjZek/lZaOBhQCEiGmBqa2vl4cIjRoxAa2srysrKYLFYkJWVhdzcXMyYMQNKpVJuOXE6ndckCNTW1sozwdpsNkydOhXBwcHYv38/6uvrUVdXh/Xr16OhoYHr7NBFMaAQEQ0wpaWlSEpKAnB2aG92djbGjRuHn/zkJwgJCUFYWBiUSiUAwOl0orGxEQcOHMCRI0euSX1utxsWiwX/+7//i9dffx0qlQpOp1MOSw6Hg5Ow0SUxoBARDTAtLS2oqalBZWUloqOj4efnB6VSibi4OKjVaqjVao9j//rXv6KgoOCar8TtcDg4Iof6TOHtAoiIqHdaW1tRXV2NkpISuXOpJEkIDg6GRqORj2tvb0dlZSX+8Y9/4PTp03ykQgMKW1CIiAaY8vJyuFwuhIWFISMjAwEBAR7znHQ9Ptm8eTO+/fZbHDx40JvlEvUJAwoR0QCTmJiISZMm4f7774derwfw71Bybt8Op9PJ4bs0YDGgEBENEEqlEsHBwRg5ciTGjx+PkSNHyp1hAXTreBoUFASDwQA/Pz+5kyrRQMGAQkQ0QPj7+yMnJwc/+tGPMGrUKKhUPf8VLoSAJEkYO3YsFAoF1q1bxynkacBhJ1kiogFCr9fjlltuQUZGRrdF+JxOJ959911s2bIFlZWVEEIgJCQEUVFRCA0NvWCYIfJV/IklIhoAdDodIiIiMHr0aBgMBo+hxLW1tThx4gS+/fZbjBw5ElqtFnFxcVCpVFCr1VCpVFd9oUCi/saAQkQ0AISHhyMpKQnjx48H8O/+Ji6XC3l5eXjppZewZcsWNDc3IywsDBMnTvRmuURXjAGFiGgASEpKwsiRI+WWEJfLhc7OTjzwwAM4fPgwKioqMGTIEGRnZ2PmzJlQKM4+wWfLCQ1UDChERAOA3W5HZ2cngLOtJ263G3a7HaWlpTCZTIiNjcWiRYswceJEGAwGSJKE2tpanDp1CmazmQvy0YDDgEJENACYTCY0NDTA6XRCoVDIa9o4nU6EhoZi9OjRWL58OYxGIwICAuB2u1FSUoK8vDw0NzdzBA8NOAwoREQDwIkTJ+ByuZCfn49hw4YhMDAQYWFh+Oyzz6BSqRAYGAh/f39IkgS32426ujq8/vrr+OyzzzjFPQ1IvRpmvGbNGkyYMAFBQUGIjIzErbfeiqKiIo9jZs6cKU+53PX6yU9+4nFMRUUFFi5cCH9/f0RGRuLJJ5+E0+m88qshIrpOud1utLa2YsOGDWhubgYAKBQKhIeHw2AwwN/fHwqFAiaTCUVFRVi7di3y8/MZTmjA6lVA2bZtG1asWIE9e/Zg48aNcDgcmDNnDiwWi8dx999/P2pqauTXc889J+9zuVxYuHAh7HY7du3ahbfeegtvvvkmnn766f65IiKi65TFYsGOHTtQVlaGlpYWCCGg0WigVqshSRJMJhPKy8tx6NAhfPLJJygvL4fb7fZ22UR9I65AfX29ACC2bdsmb5sxY4b4z//8zwue89VXXwmFQiFqa2vlba+++qoIDg4WNpvtsr6vyWQSAITJZOpz7QMZAL744msQviRJEhqNRkybNk08/fTTor29XdjtduF0OoXVahXPP/+8uOWWW0RsbKyQJMnr9fJ14ddg1ZvP7yvqg2IymQAABoPBY/u7776Ld955B0ajETfddBOeeuop+Pv7AwB2796NkSNHIioqSj5+7ty5ePDBB1FQUICxY8d2+z42mw02m03+2mw2X0nZREQDkvh/HWMLCgpQX1+PQ4cOQaFQyP1OTp06haamJrl1hWgg63NAcbvdeOSRRzBlyhRkZmbK2++66y4kJCQgJiYGR44cwc9//nMUFRXhk08+AXB2xsNzwwkA+eva2toev9eaNWuwevXqvpZKRHTdcLvdaG5uRnNzc7c+gETXkz4HlBUrVuDYsWPYuXOnx/YHHnhA/vPIkSMRHR2N2bNno7S0FMnJyX36XqtWrcJjjz0mf202mzFkyJC+FU5EREQ+r0+LBa5cuRJffPEFtmzZgri4uIsem52dDQAoKSkBABiNRtTV1Xkc0/W10Wjs8T00Gg2Cg4M9XkRERHT96lVAEUJg5cqV+PTTT7F582YkJiZe8pzDhw8DAKKjowEAOTk5OHr0KOrr6+VjNm7ciODgYKSnp/emHCIiIrpO9eoRz4oVK/Dee+/h888/R1BQkNxnRK/XQ6fTobS0FO+99x4WLFiAsLAwHDlyBI8++iimT5+OUaNGAQDmzJmD9PR0/PCHP8Rzzz2H2tpa/Nd//RdWrFgBjUbT/1dIREREA09vhgfhAsOl1q1bJ4QQoqKiQkyfPl0YDAah0WhESkqKePLJJ7sNJyovLxfz588XOp1OhIeHi8cff1w4HI7LroPDjL0/RI4vvvjii6++vwar3nx+S0IMvLFoZrMZer0eJpNpUPZH4eqkREQD2wD86O0Xvfn8HpBr8XT9j+V8KERENBAN1s+vruu+nIA2IANKW1sbAHCoMRERDUh6vd7bJXhVW1vbJe/BgHzE43a7UV1djaCgoEH5uKNrHpjKyspB+YjrUnh/Lo7359J4jy6O9+fieH8uTAiBtrY2xMTEQKG4+EDiAdmColAoLjn/ymDAOWEujvfn4nh/Lo336OJ4fy6O96dnl9t61KeJ2oiIiIiuJgYUIiIi8jkMKAOQRqPBM888w4ntLoD35+J4fy6N9+jieH8ujvenfwzITrJERER0fWMLChEREfkcBhQiIiLyOQwoRERE5HMYUIiIiMjnMKAMQC+//DKGDh0KrVaL7Oxs7Nu3z9slecWvf/1rSJLk8UpNTZX3d3Z2YsWKFQgLC0NgYCAWLVqEuro6L1Z8dW3fvh033XQTYmJiIEkSPvvsM4/9Qgg8/fTTiI6Ohk6nQ25uLoqLiz2OaW5uxtKlSxEcHIyQkBDcd999aG9vv4ZXcfVc6v4sW7as28/TvHnzPI65nu/PmjVrMGHCBAQFBSEyMhK33norioqKPI65nN+piooKLFy4EP7+/oiMjMSTTz4Jp9N5LS/lqric+zNz5sxuP0M/+clPPI65Xu/P1cCAMsD8/e9/x2OPPYZnnnkGhw4dwujRozF37lzU19d7uzSvyMjIQE1NjfzauXOnvO/RRx/FP//5T3z44YfYtm0bqqurcdttt3mx2qvLYrFg9OjRePnll3vc/9xzz+GFF17A2rVrsXfvXgQEBGDu3Lno7OyUj1m6dCkKCgqwceNGfPHFF9i+fTseeOCBa3UJV9Wl7g8AzJs3z+Pnaf369R77r+f7s23bNqxYsQJ79uzBxo0b4XA4MGfOHFgsFvmYS/1OuVwuLFy4EHa7Hbt27cJbb72FN998E08//bQ3LqlfXc79AYD777/f42foueeek/ddz/fnqhA0oEycOFGsWLFC/trlcomYmBixZs0aL1blHc8884wYPXp0j/taW1uFn5+f+PDDD+Vtx48fFwDE7t27r1GF3gNAfPrpp/LXbrdbGI1G8cc//lHe1traKjQajVi/fr0QQojCwkIBQOzfv18+ZsOGDUKSJHHmzJlrVvu1cP79EUKIe++9V9xyyy0XPGcw3R8hhKivrxcAxLZt24QQl/c79dVXXwmFQiFqa2vlY1599VURHBwsbDbbtb2Aq+z8+yOEEDNmzBD/+Z//ecFzBtP96Q9sQRlA7HY7Dh48iNzcXHmbQqFAbm4udu/e7cXKvKe4uBgxMTFISkrC0qVLUVFRAQA4ePAgHA6Hx71KTU1FfHz8oLxXZWVlqK2t9bgfer0e2dnZ8v3YvXs3QkJCMH78ePmY3NxcKBQK7N2795rX7A1bt25FZGQkRowYgQcffBBNTU3yvsF2f0wmEwDAYDAAuLzfqd27d2PkyJGIioqSj5k7dy7MZjMKCgquYfVX3/n3p8u7776L8PBwZGZmYtWqVejo6JD3Dab70x8G5GKBg1VjYyNcLpfHDzcAREVF4cSJE16qynuys7Px5ptvYsSIEaipqcHq1asxbdo0HDt2DLW1tVCr1QgJCfE4JyoqCrW1td4p2Iu6rrmnn52ufbW1tYiMjPTYr1KpYDAYBsU9mzdvHm677TYkJiaitLQUv/zlLzF//nzs3r0bSqVyUN0ft9uNRx55BFOmTEFmZiYAXNbvVG1tbY8/Y137rhc93R8AuOuuu5CQkICYmBgcOXIEP//5z1FUVIRPPvkEwOC5P/2FAYUGrPnz58t/HjVqFLKzs5GQkIAPPvgAOp3Oi5XRQLR48WL5zyNHjsSoUaOQnJyMrVu3Yvbs2V6s7NpbsWIFjh075tGni/7tQvfn3P5II0eORHR0NGbPno3S0lIkJydf6zIHPD7iGUDCw8OhVCq79Zqvq6uD0Wj0UlW+IyQkBMOHD0dJSQmMRiPsdjtaW1s9jhms96rrmi/2s2M0Grt1tnY6nWhubh6U9ywpKQnh4eEoKSkBMHjuz8qVK/HFF19gy5YtiIuLk7dfzu+U0Wjs8Wesa9/14EL3pyfZ2dkA4PEzdL3fn/7EgDKAqNVqZGVlYdOmTfI2t9uNTZs2IScnx4uV+Yb29naUlpYiOjoaWVlZ8PPz87hXRUVFqKioGJT3KjExEUaj0eN+mM1m7N27V74fOTk5aG1txcGDB+VjNm/eDLfbLf9FO5hUVVWhqakJ0dHRAK7/+yOEwMqVK/Hpp59i8+bNSExM9Nh/Ob9TOTk5OHr0qEeQ27hxI4KDg5Genn5tLuQqudT96cnhw4cBwONn6Hq9P1eFt3vpUu+8//77QqPRiDfffFMUFhaKBx54QISEhHj0Ch8sHn/8cbF161ZRVlYmvvvuO5GbmyvCw8NFfX29EEKIn/zkJyI+Pl5s3rxZHDhwQOTk5IicnBwvV331tLW1iby8PJGXlycAiD/96U8iLy9PnD59WgghxO9//3sREhIiPv/8c3HkyBFxyy23iMTERGG1WuX3mDdvnhg7dqzYu3ev2Llzpxg2bJhYsmSJty6pX13s/rS1tYknnnhC7N69W5SVlYlvv/1WjBs3TgwbNkx0dnbK73E9358HH3xQ6PV6sXXrVlFTUyO/Ojo65GMu9TvldDpFZmammDNnjjh8+LD4+uuvRUREhFi1apU3LqlfXer+lJSUiGeffVYcOHBAlJWVic8//1wkJSWJ6dOny+9xPd+fq4EBZQB68cUXRXx8vFCr1WLixIliz5493i7JK+68804RHR0t1Gq1iI2NFXfeeacoKSmR91utVvHQQw+J0NBQ4e/vL77//e+LmpoaL1Z8dW3ZskUA6Pa69957hRBnhxo/9dRTIioqSmg0GjF79mxRVFTk8R5NTU1iyZIlIjAwUAQHB4vly5eLtrY2L1xN/7vY/eno6BBz5swRERERws/PTyQkJIj777+/W/C/nu9PT/cGgFi3bp18zOX8TpWXl4v58+cLnU4nwsPDxeOPPy4cDsc1vpr+d6n7U1FRIaZPny4MBoPQaDQiJSVFPPnkk8JkMnm8z/V6f64GSQghrl17DREREdGlsQ8KERER+RwGFCIiIvI5DChERETkcxhQiIiIyOcwoBAREZHPYUAhIiIin8OAQkRERD6HAYWIiIh8DgMKERER+RwGFCIiIvI5DChERETkcxhQiIiIyOf8/0AiH/fwhdFMAAAAAElFTkSuQmCC",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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utE+YDOb5G2PMiy++aBo3bmy8Xq+5/PLLzerVq0v8RMVgL6l3yiuvvGKaN29u4uLiTNOmTc2f//znYr9zp57Dr5/bsWPHzKOPPmrq1q1rvF6vueKKK8ySJUuKPcazzz5rWrRoYeLj403NmjVNnz59zIYNG4LuEQiHx5ggroMDAEAYNm7cqEsvvVSzZs3SgAEDyrsd13nxxRf1hz/8QV999ZXOP//8s27r8XiUnp6uF154oYy6AxAKzqkGADiipOv/Tp48WTExMerYsWM5dOR+K1as0IMPPljqQA3A/TinGgDgiOeee07r1q1Tly5dVKlSJS1evFiLFy/W0KFDz/omsnPZG2+8Ud4tAHAIQzUAwBFXXXWVli1bpgkTJujw4cNKTU3VuHHj9Pjjj5d3awAQcZxTDQAAAFjinGoAAADAEkM1AAAAYImhGgAAALDEUA0AAABYYqgGAAAALDFUAwAAAJYYqgEAAABLDNUAAACAJYZqAAAAwBJDNQAAAGCJoRoAAACwxFANAAAAWGKoBgAAACwxVAMAAACWGKoBAAAASwzVAAAAgCWGagAAAMASQzUAAABgiaEaAAAAsMRQDQAAAFhiqAYAAAAsMVQDAAAAlhiqAQAAAEsM1QAAAIAlhmoAAADAEkM1AAAAYImhGgAAALDEUA0AAABYYqgGAAAALDFUAwAAAJYYqgEAAABLDNUAAACAJYZqAAAAwBJDNQAAAGCJoRoAAACwxFANAAAAWGKoBgAAACwxVAMAAACWGKoBAAAASwzVAAAAgCWGagAAAMASQzUAAABgiaEaAAAAsMRQDQAAAFhiqAYAAAAsMVQDAAAAlhiqAQAAAEsM1QAAAIAlhmoAAADAEkM1AAAAYImhGgAAALDEUA0AAABYYqg+R4wbN04ej8f/daNGjTRo0KDyawgAAKACYahG0N577z2NGzeuvNsAzmkvvviiPB6P2rdvf8Zt3n77bV122WWKj49Xamqqxo4dq5MnT5ZhlwDCEUy+4V4M1eeo7du3669//WtIa9577z2NHz8+Qh0BCMbs2bPVqFEjff7559q1a1ex7y9evFh9+/ZVjRo1NHXqVPXt21dPPfWUHnjggXLoFkAoSss33I2h+hzl9XpVuXLl8m4DQAiys7P18ccfa9KkSapTp45mz55dbJtHH31UrVq10vvvv697771Xf/nLX5SRkaGXX35Z27ZtK4euAQQjmHzD3RiqK6CPPvpIV1xxheLj49W0aVO9/PLLxbb59TnVJ06c0Pjx49WsWTPFx8erdu3auuaaa7Rs2TJJ0qBBgzRt2jRJksfj8d8AlJ3Zs2erZs2a6tWrl2699dZiB92tW7dq69atGjp0qCpVquS/f/jw4TLG6M033yzrlgEEqbR8w/0qlb4JosmXX36pbt26qU6dOho3bpxOnjypsWPH6vzzzz/runHjxikzM1NDhgxRu3btlJ+fr7Vr12r9+vW64YYbNGzYMO3du1fLli3TP/7xjzJ6NgBON3v2bN1yyy2Ki4vTHXfcoaysLK1Zs0ZXXHGFJGnDhg2SpMsvvzxgXUpKiurXr+//PgD3KS3fcD+G6grmiSeekDFGH374oVJTUyVJv/vd73TJJZecdd27776rnj176pVXXinx+x06dNCFF16oZcuW6a677nK8bwBnt27dOm3btk1Tp06VJF1zzTWqX7++Zs+e7T/o7tu3T5JUr169Yuvr1aunvXv3ll3DAIIWTL7hfpz+UYEUFRVp6dKl6tu3r3+glqSLLrpI3bt3P+vaGjVqaMuWLdq5c2ek2wQQhtmzZ+v8889Xly5dJP1yGtbtt9+uefPmqaioSJJ07NgxSb+8Z+LX4uPj/d8H4C7B5Bvux1Bdgezfv1/Hjh1Ts2bNin2vefPmZ1375JNP6ueff9aFF16oSy65RI899pg2bdoUqVYBhKCoqEjz5s1Tly5dlJ2drV27dmnXrl1q3769fvjhBy1fvlySlJCQIEkqKCgoVuP48eP+7wNwj2DzDfdjqIYkqWPHjvrqq6/06quvqmXLlvrb3/6myy67TH/729/KuzXgnPfvf/9b+/bt07x589SsWTP/7bbbbpMk/xuaTp32ceo0kNPt27dPKSkpZdc0gKAEm2+4H+dUVyB16tRRQkJCiadwbN++vdT1tWrV0uDBgzV48GAdPnxYHTt21Lhx4zRkyBBJ4mofQDmZPXu2kpOT/VfgOd2CBQu0cOFCvfTSS2rTpo0kae3atWrXrp1/m7179+rbb7/V0KFDy6plAEEKNt/8T5P7MVRXILGxserevbsWLVqkb775xn9e9X//+18tXbr0rGt//PFH1a5d2/91tWrVdMEFFygnJ8d/X9WqVSVJP//8s2rUqOH8EwBQzLFjx7RgwQL169dPt956a7Hvp6SkaO7cuXr77bd1++23q0WLFnrllVc0bNgwxcbGSpKysrLk8XhKXA+g/ISab7gbQ3UFM378eC1ZskTXXnuthg8frpMnT2rq1KlKS0s76znSF198sTp37qy2bduqVq1aWrt2rd58802NGDHCv03btm0lSQ8++KC6d++u2NhY9e/fP+LPCTiXvf322zp06JD69OlT4vevvPJK/wdF3H777Xr++efVp08fdevWTf3799fmzZv1wgsvaMiQIbrooovKuHsAZxNqvuFyBhXOqlWrTNu2bU1cXJxp0qSJeemll8zYsWPN6T/uhg0bmoEDB/q/fuqpp0y7du1MjRo1TEJCgmnRooWZOHGiKSws9G9z8uRJ88ADD5g6deoYj8dj+PUBIq93794mPj7eHDly5IzbDBo0yFSuXNkcOHDAGGPMwoULTZs2bYzX6zX169c3f/zjHwOyDMAdwsk33MtjjDHlPdgDAAAA0YyrfwAAAACWGKoBAAAASwzVAAAAgCWGagAAAMASQzUAAABgqcyvU+3z+bR3714lJibyCX3AGRhjdOjQIaWkpCgmxn3/9iXHQOncnmOJLAPBCDbLZT5U7927Vw0aNCjrhwWiUk5OjurXr1/ebRRDjoHguTXHElkGQlFalst8qE5MTHSkTqdOnaxrPPLII9Y1nn76aesaVapUsa6RlpZmtb5169bWPZw8edK6xvz5861rjBo1yrrGkCFDrGt07Ngx7LUnTpzQG2+84VhenOZUX3l5edY1kpKSrGvs3r3bukajRo2sa6BicmuOpf/1lpycbPVqemxsrHUvR44csa5RvXp16xoFBQXWNY4fP2613on/2fD5fNY1nOjDiZ9rrVq1rGvY/EyMMcrLyys1y2U+VDv130uVKtm3XrVqVVf04UQNr9drtd6Jwf7EiRPWNdzyc3XiD0lcXJx1Dbf+d6xTfTlxAHSCW/pAxeTWHEv/6y0mJsbq754TfzOd2E9O9OGG5+JED058tp8b9oWb+iithjtP8gIAAACiCEM1AAAAYCmkoTorK0utWrVS9erVVb16dXXo0EGLFy+OVG8AIoQsA9GPHAPuEtJQXb9+fT3zzDNat26d1q5dq+uuu0433XSTtmzZEqn+AEQAWQaiHzkG3CWkd4X17t074OuJEycqKytLn376qfXVJwCUHbIMRD9yDLhL2JdaKCoq0htvvKEjR46oQ4cOZ9yuoKAg4PI0+fn54T4kgAgIJsvkGHA3jslA+Qv5jYpffvmlqlWrJq/Xq/vuu08LFy7UxRdffMbtMzMzlZSU5L9xkXnAHULJMjkG3IljMuAeIQ/VzZs318aNG/XZZ5/p/vvv18CBA7V169Yzbp+RkaG8vDz/LScnx6phAM4IJcvkGHAnjsmAe4R8+kdcXJwuuOACSVLbtm21Zs0aTZkyRS+//HKJ23u9XusPJgHgvFCyTI4Bd+KYDLiH9XWqfT6fIx/pCaB8kWUg+pFjoPyE9Ep1RkaGevToodTUVB06dEhz5szRypUrtXTp0kj1ByACyDIQ/cgx4C4hDdW5ubm6++67tW/fPiUlJalVq1ZaunSpbrjhhkj1ByACyDIQ/cgx4C4hDdXTp0+PVB8AyhBZBqIfOQbcJezrVNvq1KmTKlUK/+GXL19u3cMHH3xgXWPUqFHWNa699lrrGpdcconV+uuvv966h+PHj1vX+O6776xrNG/e3LpGo0aNrGvY/Eyc2JfRwOPxlHcLkqRatWqVdwuuYYyxruGWnyuC16VLF8XFxYW9/rXXXnOwm/A5cT75yZMnrWsUFhZa17D10EMPWdd44YUXrGsUFRW5okZeXl7Ya4P9u2j9RkUAAADgXMdQDQAAAFhiqAYAAAAsMVQDAAAAlhiqAQAAAEshD9WrV69W7969lZKSIo/Ho0WLFkWgLQCRRI6BioEsA+4R8lB95MgRtW7dWtOmTYtEPwDKADkGKgayDLhHyBeK7tGjh3r06BH09gUFBQHXjczPzw/1IQE4jBwDFQNZBtwj4udUZ2ZmKikpyX9r0KBBpB8SgMPIMVAxkGUgciI+VGdkZCgvL89/y8nJifRDAnAYOQYqBrIMRE7EP6bc6/XK6/VG+mEARBA5BioGsgxEDpfUAwAAACwxVAMAAACWQj794/Dhw9q1a5f/6+zsbG3cuFG1atVSamqqo80BiAxyDFQMZBlwj5CH6rVr16pLly7+rx9++GFJ0sCBAzVz5kzHGgMQOeQYqBjIMuAeIQ/VnTt3ljEmEr0AKCPkGKgYyDLgHhG/+seZPPLII6patWrY6z/44APrHjwej3WNgwcPWtdw4rls3brVav0TTzxh3UOVKlWsa9x1113WNVavXm1dIzMz07rG+vXrw15bVFRk/fjRwIlhwIkcu6UP2xrNmzcv9x7cpFWrVtY1Nm3a5EAn7rdkyRKrn3316tWte7CZCU45/YNtwhUbG2tdw+fzWa2Pi4uz7uHDDz+0ruHEz+TkyZOuqJGYmBj2WmNMUB+UxBsVAQAAAEsM1QAAAIAlhmoAAADAEkM1AAAAYImhGgAAALAU0lBdVFSkMWPGqHHjxkpISFDTpk01YcIELucDRBmyDEQ/cgy4S0iX1Hv22WeVlZWl1157TWlpaVq7dq0GDx6spKQkPfjgg5HqEYDDyDIQ/cgx4C4hDdUff/yxbrrpJvXq1UuS1KhRI82dO1eff/75GdcUFBQEXDcymOv8AYisULNMjgH34ZgMuEtIp39cddVVWr58uXbs2CFJ+uKLL/TRRx+pR48eZ1yTmZmppKQk/61BgwZ2HQOwFmqWyTHgPhyTAXcJ6ZXq0aNHKz8/Xy1atFBsbKyKioo0ceJEDRgw4IxrMjIy9PDDD/u/zs/PJ8RAOQs1y+QYcB+OyYC7hDRUv/7665o9e7bmzJmjtLQ0bdy4USNHjlRKSooGDhxY4hqv1yuv1+tIswCcEWqWyTHgPhyTAXcJaah+7LHHNHr0aPXv31+SdMkll2jPnj3KzMw8Y4ABuA9ZBqIfOQbcJaRzqo8ePaqYmMAlsbGx8vl8jjYFILLIMhD9yDHgLiG9Ut27d29NnDhRqampSktL04YNGzRp0iTdc889keoPQASQZSD6kWPAXUIaqqdOnaoxY8Zo+PDhys3NVUpKioYNG6YnnngiUv0BiACyDEQ/cgy4S0hDdWJioiZPnqzJkydHqB0AZYEsA9GPHAPuEtJQ7aSnn35alSqF//CjRo2y7uHgwYPWNWrWrGld4+abb7auMWjQIKv1t9xyi3UPcXFx1jX+/Oc/W9d49NFHrWv07dvXukbv3r3DXnuufMywx+Mp7xYkuacP25/7tm3byr0HyT37c9OmTeXdQtTo27ev1d/w6dOnW/dw6NAh6xpOaNq0qXWNXbt2OdCJnZYtW1rX2L17t3UNJz5gyIn5wub3K9i/iyG9UREAAABAcQzVAAAAgCWGagAAAMASQzUAAABgKeShevXq1erdu7dSUlLk8Xi0aNGiCLQFIJLIMVAxkGXAPUIeqo8cOaLWrVtr2rRpkegHQBkgx0DFQJYB9wj5mnY9evRQjx49ItELgDJCjoGKgSwD7hHx61QXFBSooKDA/7UT1ysEULbIMVAxkGUgciL+RsXMzEwlJSX5bw0aNIj0QwJwGDkGKgayDEROxIfqjIwM5eXl+W85OTmRfkgADiPHQMVAloHIifjpH16vV16vN9IPAyCCyDFQMZBlIHK4TjUAAABgKeRXqg8fPqxdu3b5v87OztbGjRtVq1YtpaamOtocgMggx0DFQJYB9wh5qF67dq26dOni//rhhx+WJA0cOFAzZ850rDEAkUOOgYqBLAPuEfJQ3blzZxljItELgDJCjoGKgSwD7sE51QAAAICliF/940yqVKmiSpXCf/hrr73WuocPPvjAusbNN99sXWPhwoXWNW688Uar9du3b7fu4fzzz7eu4cTP5ODBg9Y1kpOTrWvYfKjC8ePHrR8/GjjxCpvH46kwfdiqVq2adQ03PA+nJCYmWtc4dOiQA52437vvvquYmPBfZ6tRo4Z1D07ksGrVqtY1nPj7W7NmTav1cXFx1j1s3LjRuoYTfcTHx7uiD5u/B8aYoI7pvFINAAAAWGKoBgAAACwxVAMAAACWGKoBAAAAS1ZD9TPPPCOPx6ORI0c61A6AskaOgYqBLAPlK+yhes2aNXr55ZfVqlUrJ/sBUIbIMVAxkGWg/IU1VB8+fFgDBgzQX//6V+vLxgAoH+QYqBjIMuAOYQ3V6enp6tWrl7p27VrqtgUFBcrPzw+4ASh/5BioGMgy4A4hf/rKvHnztH79eq1Zsyao7TMzMzV+/PiQGwMQOeQYqBjIMuAeIb1SnZOTo4ceekizZ88O+hNyMjIylJeX57/l5OSE1SgAZ5BjoGIgy4C7hPRK9bp165Sbm6vLLrvMf19RUZFWr16tF154QQUFBYqNjQ1Y4/V65fV6nekWgDVyDFQMZBlwl5CG6uuvv15ffvllwH2DBw9WixYtNGrUqGLhBeA+5BioGMgy4C4hDdWJiYlq2bJlwH1Vq1ZV7dq1i90PwJ3IMVAxkGXAXfhERQAAAMBSyFf/+LWVK1c60AaA8kSOgYqBLAPlh1eqAQAAAEseY4wpywfMz89XUlKSHnjgAat3IJ/+budw7dy507pGmzZtrGt8//331jWGDRtmtX7ChAnWPXzxxRfWNZo1a2Zdw4mfa506daxrLFq0KOy1Pp9PP/zwg/Ly8lS9enXrXpx2Kse2nPjz4/F4KkwfqJjcmmPpf1muWbOmYmLCf50tLi7OupeTJ09a16hcubJ1jRMnTljXcMObRIuKiqxrHD161LqGze/VKcFeMjJSffh8Pu3fv7/ULPNKNQAAAGCJoRoAAACwxFANAAAAWGKoBgAAACyFNFSPGzdOHo8n4NaiRYtI9QYgQsgyEP3IMeAuIV+nOi0tTR988MH/ClSyvtQ1gHJAloHoR44B9wg5fZUqVVLdunUj0QuAMkSWgehHjgH3CPmc6p07dyolJUVNmjTRgAED9M0335x1+4KCAuXn5wfcAJS/ULJMjgF34pgMuEdIQ3X79u01c+ZMLVmyRFlZWcrOzta1116rQ4cOnXFNZmamkpKS/LcGDRpYNw3ATqhZJseA+3BMBtzF6hMVf/75ZzVs2FCTJk3S73//+xK3KSgoUEFBgf/r/Px8NWjQgE9UPA2fqPg/fKLiL8r6ExVLy/KZcmzLLZ9k6JY+UDG5JcfSmbPMJyr+D5+o+D98ouIvgv1ERat3NNSoUUMXXnihdu3adcZtvF6v1fAMIPJKyzI5BtyPYzJQvqz++XD48GF99dVXqlevnlP9ACgHZBmIfuQYKF8hDdWPPvqoVq1apd27d+vjjz/WzTffrNjYWN1xxx2R6g9ABJBlIPqRY8BdQjr949tvv9Udd9yhH3/8UXXq1NE111yjTz/91JHzTwGUHbIMRD9yDLhLSEP1vHnzItUHgDJEloHoR44Bdym3j15q3bq1qlSpEvb666+/3rqHJ554wrrGLbfcYl1j+/bt1jVsr94xZswY6x46duxoXeP888+3rpGenm5d4/Dhw9Y1mjdvHvba48ePa/To0dY9IDg+n6+8WwDKlTHGKgdOXO/aiQ+xOXDggHUNJ65kcvz4cav1NWrUsO7BiRq7d++2rmG7LyRnriBic5WnYNfadwkAAACc4xiqAQAAAEsM1QAAAIAlhmoAAADAEkM1AAAAYCmkobqoqEhjxoxR48aNlZCQoKZNm2rChAlW76gEUPbIMhD9yDHgLiFdUu/ZZ59VVlaWXnvtNaWlpWnt2rUaPHiwkpKS9OCDD0aqRwAOI8tA9CPHgLuENFR//PHHuummm9SrVy9JUqNGjTR37lx9/vnnEWkOQGSQZSD6kWPAXUI6/eOqq67S8uXLtWPHDknSF198oY8++kg9evQ445qCggLl5+cH3ACUr1CzTI4B9+GYDLhLSK9Ujx49Wvn5+WrRooViY2NVVFSkiRMnasCAAWdck5mZqfHjx1s3CsA5oWaZHAPuwzEZcJeQXql+/fXXNXv2bM2ZM0fr16/Xa6+9pj/96U967bXXzrgmIyNDeXl5/ltOTo510wDshJplcgy4D8dkwF1CeqX6scce0+jRo9W/f39J0iWXXKI9e/YoMzNTAwcOLHGN1+uV1+u17xSAY0LNMjkG3IdjMuAuIb1SffToUcXEBC6JjY2Vz+dztCkAkUWWgehHjgF3CemV6t69e2vixIlKTU1VWlqaNmzYoEmTJumee+6JVH8AIoAsA9GPHAPuEtJQPXXqVI0ZM0bDhw9Xbm6uUlJSNGzYMD3xxBOR6g9ABJBlIPqRY8BdQhqqExMTNXnyZE2ePDlC7QAoC2QZiH7kGHCXkIZqJ508eVInTpwIe/3x48ete6hSpYp1jbi4OOsa559/vnWNf/3rX1brO3bsaN3D6tWrrWt06tTJFX00adLEusa2bdvCXltYWGj9+NHA4/GUdwuSfjkPFTiXxcTEFDs/OxROnMftxN8DJz6ivXLlytY1bGeD+Ph46x6+/vpr6xpOcOLvqxNvrrWZOYP9vQo/QQAAAAAkMVQDAAAA1hiqAQAAAEsM1QAAAIAlhmoAAADAUlhD9bRp09SoUSPFx8erffv2+vzzz53uC0AZIMtA9CPHgDuEPFTPnz9fDz/8sMaOHav169erdevW6t69u3JzcyPRH4AIIctA9CPHgHuEPFRPmjRJ9957rwYPHqyLL75YL730kqpUqaJXX321xO0LCgqUn58fcANQ/kLJMjkG3IljMuAeIQ3VhYWFWrdunbp27fq/AjEx6tq1qz755JMS12RmZiopKcl/a9CggV3HAKyFmmVyDLgPx2TAXUIaqg8cOKCioqJinwB4/vnn6/vvvy9xTUZGhvLy8vy3nJyc8LsF4IhQs0yOAffhmAy4S8Q/ptzr9Try8ZIAyg85BioGsgxETkivVJ933nmKjY3VDz/8EHD/Dz/8oLp16zraGIDIIctA9CPHgLuENFTHxcWpbdu2Wr58uf8+n8+n5cuXq0OHDo43ByAyyDIQ/cgx4C4hn/7x8MMPa+DAgbr88svVrl07TZ48WUeOHNHgwYMj0R+ACCHLQPQjx4B7hDxU33777dq/f7+eeOIJff/992rTpo2WLFlS7I0SANyNLAPRjxwD7hHWGxVHjBihESNGON0LgDJGloHoR44Bd4j41T/OZP78+apUKfyH/+6776x7uOuuu6xr/PnPf7au8cEHH1jX6Nevn9V6J17V6NSpk3WNCRMmWNdYv369dY3Jkydb16hdu3bYa2NiQv5cpqhkjLGu4fF4KkwfturVq2ddY9++fQ504g4XXnihdY0dO3Y40In7eTweq9/hOnXqWPfw888/W9c477zzrGscO3bMusbx48et1vt8PusenKjhxJViCgoKrGuU99/5YNeeG0duAAAAIIIYqgEAAABLDNUAAACAJYZqAAAAwBJDNQAAAGAppKE6MzNTV1xxhRITE5WcnKy+fftq+/btkeoNQISQZSD6kWPAXUIaqletWqX09HR9+umnWrZsmU6cOKFu3brpyJEjkeoPQASQZSD6kWPAXUK6UPSSJUsCvp45c6aSk5O1bt06dezYscQ1BQUFAdcozM/PD6NNAE4KNcvkGHAfjsmAu1idU52XlydJqlWr1hm3yczMVFJSkv/WoEEDm4cEEAGlZZkcA+7HMRkoX2EP1T6fTyNHjtTVV1+tli1bnnG7jIwM5eXl+W85OTnhPiSACAgmy+QYcDeOyUD5C/tzwtPT07V582Z99NFHZ93O6/U68jGXACIjmCyTY8DdOCYD5S+soXrEiBF65513tHr1atWvX9/pngCUEbIMRD9yDLhDSEO1MUYPPPCAFi5cqJUrV6px48aR6gtABJFlIPqRY8BdQhqq09PTNWfOHL311ltKTEzU999/L0lKSkpSQkJCRBoE4DyyDEQ/cgy4S0hvVMzKylJeXp46d+6sevXq+W/z58+PVH8AIoAsA9GPHAPuEvLpHwCiH1kGoh85Btwl7Kt/2Bo1apSqVq0a9vrmzZtb97B69WrrGo8++qh1jYMHD1rXGDZsmNX69PR06x6c2J/r16+3rnHZZZdZ13jrrbesa/zrX/8Ke21hYaH14+Pc06RJE+sa+/btc6ATd7jqqqusa+zYscOBTtzPGGM1pJ/+gTLhiomx+ugMSdLRo0etazjxj5VKlezGq9jYWOsenNifx48ft65RrVo16xoej8e6hs0+9fl8QW1nv8cBAACAcxxDNQAAAGCJoRoAAACwxFANAAAAWAr5knqtWrVS9erVVb16dXXo0EGLFy+OVG8AIoQsA9GPHAPuEtJQXb9+fT3zzDNat26d1q5dq+uuu0433XSTtmzZEqn+AEQAWQaiHzkG3CWka7707t074OuJEycqKytLn376qdLS0hxtDEDkkGUg+pFjwF3CvpBiUVGR3njjDR05ckQdOnQ443YFBQUB16/Mz88P9yEBREAwWSbHgLtxTAbKX8hvVPzyyy9VrVo1eb1e3XfffVq4cKEuvvjiM26fmZmppKQk/61BgwZWDQNwRihZJseAO3FMBtwj5KG6efPm2rhxoz777DPdf//9GjhwoLZu3XrG7TMyMpSXl+e/5eTkWDUMwBmhZJkcA+7EMRlwj5BP/4iLi9MFF1wgSWrbtq3WrFmjKVOm6OWXXy5xe6/XK6/Xa9clAMeFkmVyDLgTx2TAPayvU+3z+QLOzwIQncgyEP3IMVB+QnqlOiMjQz169FBqaqoOHTqkOXPmaOXKlVq6dGmk+gMQAWQZiH7kGHCXkIbq3Nxc3X333dq3b5+SkpLUqlUrLV26VDfccEOk+gMQAWQZiH7kGHCXkIbq6dOnR6oPAGWILAPRjxwD7mJ9TjUAAABwrgv7w19sDRkyRDEx4c/0jRo1su4hMzPTukbfvn2tayQnJ1vXqFOnjtX6w4cPW/fQpEkT6xqTJ0+2rvHWW29Z17jpppusa9j8bpw4ccL68XHu+c9//lPeLbjKzJkzy7uFqOHxeOTxeMJe78Qxedu2bdY1nLju9vfff29do7Cw0Gr9yZMnrXtwoobNnHbKoUOHrGtUr17dukZRUVHYa40xQW3HK9UAAACAJYZqAAAAwBJDNQAAAGCJoRoAAACwFNJQ3ahRI/+bGU6/paenR6o/ABFAloHoR44Bdwnp6h9r1qwJePfk5s2bdcMNN6hfv36ONwYgcsgyEP3IMeAuIQ3Vv75s2zPPPKOmTZuqU6dOjjYFILLIMhD9yDHgLmFfp7qwsFCzZs3Sww8/fNZrWxYUFKigoMD/dX5+frgPCSACgskyOQbcjWMyUP7CfqPiokWL9PPPP2vQoEFn3S4zM1NJSUn+mxMXZgfgnGCyTI4Bd+OYDJS/sIfq6dOnq0ePHkpJSTnrdhkZGcrLy/PfcnJywn1IABEQTJbJMeBuHJOB8hfW6R979uzRBx98oAULFpS6rdfrldfrDedhAERYsFkmx4B7cUwG3CGsV6pnzJih5ORk9erVy+l+AJQhsgxEP3IMuEPIQ7XP59OMGTM0cOBAVaoU9vscAZQzsgxEP3IMuEfIQ/UHH3ygb775Rvfcc08k+gFQRsgyEP3IMeAeIf+ztlu3bjLGRKIXAGWILAPRjxwD7hH21T8AAAAA/KLcTsDq2LGj4uLiwl5/ySWXWPewfv166xq9e/e2ruHExff/9Kc/Wa1v3ry5dQ/btm2zrlG7dm3rGv/617+sa/Tt29e6xqJFi6xrAEA0+Pbbb61rVK5c2brGTz/9ZF3jbB+eEyzbK6zExNi/5unE/2CcPHnSuoYTV5uJjY21rmHzngOfzxfUdrxSDQAAAFhiqAYAAAAsMVQDAAAAlhiqAQAAAEshDdWZmZm64oorlJiYqOTkZPXt21fbt2+PVG8AIoQsA9GPHAPuEtJQvWrVKqWnp+vTTz/VsmXLdOLECXXr1k1HjhyJVH8AIoAsA9GPHAPuEtL1RZYsWRLw9cyZM5WcnKx169apY8eOjjYGIHLIMhD9yDHgLlbXqc7Ly5Mk1apV64zbFBQUqKCgwP+1E9dkBuCs0rJMjgH345gMlK+w36jo8/k0cuRIXX311WrZsuUZt8vMzFRSUpL/1qBBg3AfEkAEBJNlcgy4G8dkoPyFPVSnp6dr8+bNmjdv3lm3y8jIUF5env+Wk5MT7kMCiIBgskyOAXfjmAyUv7BO/xgxYoTeeecdrV69WvXr1z/rtl6v15GPqATgvGCzTI4B9+KYDLhDSEO1MUYPPPCAFi5cqJUrV6px48aR6gtABJFlIPqRY8BdQhqq09PTNWfOHL311ltKTEzU999/L0lKSkpSQkJCRBoE4DyyDEQ/cgy4S0jnVGdlZSkvL0+dO3dWvXr1/Lf58+dHqj8AEUCWgehHjgF3Cfn0DwDRjywD0Y8cA+5idZ3qcJz6I3DixAmrOsePH7fupaioyLqGE3/UnHguPp+v3HsoLCy0rhETE/YFaRztw/b30yluPWg61ZdbrpHrlj5QMbk1x9L/erM9htiur2g13MCJ3zu3/O468TPxeDzWj1/a/vCYMt5j3377LdfFBIKUk5NT6rv5ywM5BoLn1hxLZBkIRWlZLvOh2ufzae/evUpMTCzxXw35+flq0KCBcnJyVL169bAeo6LUcEMP1CifHowxOnTokFJSUhx59d5ppeVYip59TY2yreGGHsqqhttzLHFMLusabuiBGqHXCDbLZX76R0xMTFD/Yq9evXrYO6ei1XBDD9Qo+x6SkpKs6kdSsDmWomNfU6Psa7ihh7Ko4eYcSxyTy6uGG3qgRmg1gsmyO//pDAAAAEQRhmoAAADAkuuGaq/Xq7Fjx1p9jGpFqeGGHqjhvh6iRUXZ19RwtoYbenBTDbdzy36qKDXc0AM1IlNDKoc3KgIAAAAVjeteqQYAAACiDUM1AAAAYImhGgAAALDEUA0AAABYYqgGAAAALLlmqM7KylKrVq38n2bToUMHLV68OKQaq1evVu/evZWSkiKPx6NFixaFtL6oqEhjxoxR48aNlZCQoKZNm2rChAkK9QIptn382jPPPCOPx6ORI0cGvWbcuHHyeDwBtxYtWoT0uE7tj2nTpqlRo0aKj49X+/bt9fnnnwe9NjMzU1dccYUSExOVnJysvn37avv27SE9vhO/W40aNSq2Pz0ej9LT08v0ubidE/tackeW3ZBjyT7LTuVYIstOPhe345h8ZtF+TJaiP8uuzbFxibffftu8++67ZseOHWb79u3m//2//2cqV65sNm/eHHSN9957zzz++ONmwYIFRpJZuHBhSD1MnDjR1K5d27zzzjsmOzvbvPHGG6ZatWpmypQpIdWx7eN0n3/+uWnUqJFp1aqVeeihh4JeN3bsWJOWlmb27dvnv+3fvz+kx3Zif8ybN8/ExcWZV1991WzZssXce++9pkaNGuaHH34Ian337t3NjBkzzObNm83GjRtNz549TWpqqjl8+HDQPTjxu5WbmxuwL5ctW2YkmRUrVgRdw4nn4nZO7Gtj3JFlN+TYGPssO/V3jSw7+1zcjmNyyaL9mGxMxciyW3PsmqG6JDVr1jR/+9vfwlobTnB69epl7rnnnoD7brnlFjNgwICwegi3j1MOHTpkmjVrZpYtW2Y6deoUcoBbt24d1uOe4sT+aNeunUlPT/d/XVRUZFJSUkxmZmZYPeXm5hpJZtWqVWGtP8Xmd8sYYx566CHTtGlT4/P5wq7h1HNxO9t97YYsl1eOjbHPslP7giyfGVkunRtyHG4fp1SEY7IxFTPLbsmxa07/OF1RUZHmzZunI0eOqEOHDmX2uFdddZWWL1+uHTt2SJK++OILffTRR+rRo0eZ9XC69PR09erVS127dg1r/c6dO5WSkqImTZpowIAB+uabb0Jab7s/CgsLtW7duoD+Y2Ji1LVrV33yySch9XJKXl6eJKlWrVphrXfid6uwsFCzZs3SPffcI4/HE1YNyf65uF155VhyV5ZtcyzZZdmJfUGWz44sR4abcixF/zFZqphZdlWOwx7HI2DTpk2matWqJjY21iQlJZl333037FoK41+jRUVFZtSoUcbj8ZhKlSoZj8djnn766bB7CLcPY4yZO3euadmypTl27JgxxoT8r+L33nvPvP766+aLL74wS5YsMR06dDCpqakmPz8/6Bq2++O7774zkszHH38ccP9jjz1m2rVrF3Sd0/vp1auXufrqq0Ne6+Tv1vz5801sbKz57rvvwq5h81zczsl9bYw7slxeOTbGPstO7AuyfGZkOThuyHG4fRhTMY7JxlTMLLspx64aqgsKCszOnTvN2rVrzejRo815551ntmzZElatcIIzd+5cU79+fTN37lyzadMm8/e//93UqlXLzJw5M6wewu3jm2++McnJyeaLL77w3xfOwfh0Bw8eNNWrVw/pv1Zs94fT4b3vvvtMw4YNTU5OTshrnfzd6tatm/ntb38b1tpTbJ6L2zm5r41xR5bdkmNjQs+yE/uCLJ8ZWQ6OG3Icbh8V5ZhsTMXMspty7Kqh+teuv/56M3To0LDWhhOc+vXrmxdeeCHgvgkTJpjmzZuH1UO4fSxcuNBIMrGxsf6bJOPxeExsbKw5efJkWL1cfvnlZvTo0UFvb7s/CgoKTGxsbLHnf/fdd5s+ffoE3YcxxqSnp5v69eubr7/+OqR1ZxLu79bu3btNTEyMWbRoUdiP7fRzcTubHBvjjiy7KcfGhJZlJ/YFWS4ZWQ6eG3Icbh8V5ZhsTMXLstty7Mpzqk/x+XwqKCgos8c7evSoYmICd0lsbKx8Pl+Z9SBJ119/vb788ktt3LjRf7v88ss1YMAAbdy4UbGxsSHXPHz4sL766ivVq1cv6DW2+yMuLk5t27bV8uXL/ff5fD4tX7486POmjDEaMWKEFi5cqH//+99q3Lhx0P2fTbi/WzNmzFBycrJ69eoV8tpIPRe3K+scS+7IciRyLIWeZSf2BVkORJbLhhtyLFWcY7JU8bLsuhxbj+UOGT16tFm1apXJzs42mzZtMqNHjzYej8e8//77Qdc4dOiQ2bBhg9mwYYORZCZNmmQ2bNhg9uzZE9T6gQMHmt/85jf+y9UsWLDAnHfeeeYPf/hDSM/Fto+ShPpfTY888ohZuXKlyc7ONv/5z39M165dzXnnnWdyc3ODruHE/pg3b57xer1m5syZZuvWrWbo0KGmRo0a5vvvvw9q/f3332+SkpLMypUrAy6fc/To0aB7cOJ3y5hfzrlKTU01o0aNCmndKU48F7dzal+7IctuyLEx9ll26u8aWf4fshwcN+TYiT5KEq3HZGMqTpbdmGPXDNX33HOPadiwoYmLizN16tQx119/fch/KFesWGEkFbsNHDgwqPX5+fnmoYceMqmpqSY+Pt40adLEPP7446agoKBM+yhJqAG+/fbbTb169UxcXJz5zW9+Y26//Xaza9eukB7Tqf0xdepUk5qaauLi4ky7du3Mp59+GvTakvajJDNjxoygazjxu2WMMUuXLjWSzPbt20Nea4wzz8XtnNrXbsiyG3JsjH2WncqxMWT5FLIcHDfk2Ik+ShLNx2RjKkaW3Zhjz/9fGAAAAECYXH1ONQAAABANGKoBAAAASwzVAAAAgCWGagAAAMASQzUAAABgiaEaAAAAsMRQDQAAAFhiqAYAAAAsMVQDAAAAlhiqAQAAAEsM1QAAAICl/w9u0Tg9+E/IsAAAAABJRU5ErkJggg==",
            "text/plain": [
              "<Figure size 1200x400 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x400 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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evNjZ5SjOjh07cMcdd+D48eNITk7udduIiAgkJSVh+/btg1QdETkL+6AQ9aOe5rF4/fXXoVKpHC5p0Pf27t2LRYsWXTWcENHwwj4oRP3otddeQ15eHmbOnAmNRoOdO3di586dWL58ebdhpWT3u9/9ztklEJECMaAQ9aObb74Zu3btwq9+9Ss0NTUhLCwML730En7+8587uzQiIpfCPihERESkOOyDQkRERIrDgEJERESKw4BCREREisOAQkRERIrDgEJERESKw4BCREREisOAQkRERIrDgEJERESKw4BCREREisOAQkRERIrDgEJERESKw4BCREREisOAQkRERIrDgEJERESKw4BCREREisOAQkRERIrDgEJERESKw4BCREREisOAQkRERIrDgEJERESKw4BCREREisOAQkRERIrDgEJERESKw4BCREREisOAQkRERIrj1ICyYcMGREREwN3dHWlpafj666+dWQ4REREphNMCyrvvvouVK1dizZo1OHLkCMaPH485c+agsrLSWSURERGRQkhCCOGMN05LS8PkyZPxxz/+EQBgs9kwevRoPPnkk3jxxRedURIREREphMYZb9rW1oa8vDysWrVKXqdSqZCRkYHc3Nxu21utVlitVvmxzWZDbW0tAgICIEnSoNRMREREN0YIgcbGRoSGhkKl6v0ijlMCSnV1NTo7OxEcHOywPjg4GGfOnOm2/bp167B27drBKo+IiIgG0MWLFzFq1Khet3FKQOmrVatWYeXKlfJjs9mMsLAwXLx4EXq93omVOYfBYHB2CUREdAPMZrOzS3CKhoYGjB49Gj4+Plfd1ikBJTAwEGq1GhUVFQ7rKyoqYDQau22v0+mg0+m6rdfr9cMyoBARkWsb7t9d19I9wymjeNzc3DBx4kTs3r1bXmez2bB7926kp6c7oyQiIiJSEKdd4lm5ciWWLFmCSZMmYcqUKXj99ddhsVjwyCOPOKskIiIiUginBZQHHngAVVVVWL16NUwmE1JSUvDpp5926zhLREREw4/T5kG5EQ0NDTAYDDCbzcPyOh6HVhMRuTYX/OrtF335/ua9eIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhx+j2gvPTSS5AkyWGJi4uTn29tbUVWVhYCAgLg7e2Ne++9FxUVFf1dBhEREbmwAWlBSUxMRHl5ubx8+eWX8nPPPPMMPv74Y7z33nvIzs5GWVkZ7rnnnoEog4iIiFyUZkBeVKOB0Wjstt5sNuO//uu/8M477+C2224DAGzatAnx8fE4cOAAbrrppoEoh4iIiFzMgLSgnD17FqGhoYiKisLixYtRUlICAMjLy0N7ezsyMjLkbePi4hAWFobc3NyBKIWIiIhcUL+3oKSlpWHz5s0YO3YsysvLsXbtWtxyyy04deoUTCYT3Nzc4Ovr67BPcHAwTCbTFV/TarXCarXKjxsaGvq7bCIiIlKQfg8oc+fOlf8+btw4pKWlITw8HP/4xz/g4eFxXa+5bt06rF27tr9KJCIiIoUb8GHGvr6+GDNmDIqKimA0GtHW1ob6+nqHbSoqKnrss9Jl1apVMJvN8nLx4sUBrpqIiIicacADSlNTE86dO4eQkBBMnDgRWq0Wu3fvlp8vLCxESUkJ0tPTr/gaOp0Oer3eYSEiIqKhq98v8Tz33HO48847ER4ejrKyMqxZswZqtRoPPvggDAYDHn30UaxcuRL+/v7Q6/V48sknkZ6ezhE8REREJOv3gFJaWooHH3wQNTU1GDFiBKZNm4YDBw5gxIgRAID/83/+D1QqFe69915YrVbMmTMHf/rTn/q7DCIiInJhkhBCOLuIvmpoaIDBYIDZbB6Wl3skSXJ2CUREdANc8Ku3X/Tl+5v34iEiIiLFYUAhIiIixWFAISIiIsVhQCEiIiLFYUAhIiIixWFAISIiIsVhQCEiIiLFYUAhIiIixWFAISIiIsVhQCEiIiLFYUAhIiIixWFAISIiIsVhQCEiIiLFYUAhIiIixWFAISIiIsVhQCEiIiLFYUAhIiIixWFAISIiIsVhQCEiIiLFYUAhIiIixWFAISIiIsVhQCEiIiLFYUAhIiIixdE4uwAiouvlBkBydhG96ATQ4ewiiFwUAwoRuSQ1gC8BjHZ2Ib3YDGCVs4sgclEMKETkskYAMDq7iF7onV0AkQtjQKFhQ5IkaLVaaLVa2Gw2aLVaqFQq2Gw2dHZ2oqOjA1ar1dllEhERGFBoGPHz80NaWhpSU1PR0NCAiRMnwmg0oqKiAkVFRThz5gx27NiBlpYWCCGcXS4R0bDGgEJDXkBAAKKiovDAAw8gNjYWoaGhqK2thVarRWdnJ1QqFWbMmIGUlBQEBQUhOzsbJpMJNTU1zi6diGjYYkChIUulUiEgIAAxMTGYMmUKZs2aBU9PT9hsNlitVlRUVKC2thaVlZWIjo7GiBEjoNPpUFlZic7OTgYUIiInYkChIUmtVsPLywtPPvkk0tPTMXHiROTk5OBf//oX9u3bh7KyMlgsFrnPSVeAefnll1FRUQEhBM6cOePkoyAiGr4YUGhIkSQJ/v7+iIuLw3333YeZM2eipaUFO3bswFtvvYVz586hvLwcra2t6OzslPcLDAxEQEAAAODEiRMoLi521iHQYNLrgdRUIDERGDECiI0FAgIASQLq6oDiYiAnBzh8GGhoANranF0x0bDBgEJDhlarRWBgICZMmIDU1FTccsst6OjowLlz57Bv3z4cO3YM9fX1aG1tlffRaDQIDAxEfHw8QkNDcfHiRRQXF6O6utqJR0IDztMT8PUF4uOBm28Gxo8HvLyA6GjAYABaWoDWVntoaW+371NUZF+IaFAwoNCQIEkS9Ho9Zs2ahRdffBHR0dGwWCxYvXo1cnNzkZeX1+N+3t7eyMjIwI9+9CN4eXnh/fffx4kTJ2AymQb5CGhQjR5tDyYrVgCjRgHe3kBBAfDdd0B+PnD2LBATY29NueceYPZs4L33gD/8wdmVEw0bDCjk8iRJQmRkJFJTU7F69Wrs3LkT69evx6lTp1BYWIiGhoYr7uft7Y2bbroJLS0tKCgowPr161FeXo72rt+aaeiZMQOYMwe46y7g1Cng3XftoaSkxN5y0tZmX9zc7AFl7FjgpZeAW28FKirsQYWXeogGHAMKuTSNRoPExERMmjQJsbGxOH78OL788kucOXMG58+fR2NjI2w2W4/7hoaGIiEhAePGjcPFixdx/PhxlJWVob29nfOgDEUqFaDTAZMm2VtQGhuBL74Ajh0Dzp0Damvtl3Mu/bzU1ADNzcChQ/ZWlowM4KuvgMpK+3oiGjAMKOTSPD09sXDhQsyaNQtqtRr/9m//hqKiIlgslqvum5ycjNtuuw3p6elYu3YtsrOz0cbfjIcurRbw9wdmzrQHkV27gLfftgeVjivc0s9iAQoLgU2bgHvvBRYvBrZts4eakpJBLZ9ouGFAIZcVHByMuLg4/OQnP8HWrVuxe/du5OfnO4zOuZKuydnmzJmD/fv3Izs7G8ePHx+EqslpwsOB++6zX7rJzgb+9Cd7ALmW1rITJ4Bx4+yXgB55BHjzTaCs7MrBhohuGAMKuSx3d3f4+PhACIHi4mLk5+ej4ypfGJ6enggICMC8efMwefJkeHp64pNPPoHJZHIY3UNDkFptH70jSYDVCjQ12dfr9YCfHxAVZW8tqazsHjwaG4HTp4HPPrNfIoqJAYxGoLR08I+DaJhQObsAouvl5uYGT09PNDU14eLFiyi5pMldkiSo1WqoVCqoVCpIkgTAHlBGjhyJxx57DKmpqZAkCTk5OaipqbliXxUaImw2+6Udq/X7AKLR2INGYiKQmWkf0aPp4fc2qxU4cwb4+GMgNBSIjATCwuxhh4gGBFtQyGV5enrC39+/x+e8vLwQHh6O1tZWtLS0oKmpCY2Njairq0NJSQlaW1thsVhQVVWFnJwctp4MB3V1wIED9kszp0/bW1QmT7aP5rn5ZnsnWZ3uyiN0amrso33Ky+2hJi3N/nrsUE00IBhQyGWZzWaUl5dDp9Ph/vvvx/jx41FfXw8A8PX1RXx8PLKzs1FYWIj8/Hw0NjYiMDAQY8aMQVhYGE6ePInc3FxYrVa2ngwHDQ32YcXFxfZQERsLZGXZhxF7egJbttjDy5U+C62tQHW1PchYrfaAQ0QDhgGFXFZjYyPKy8tRWVmJuLg4xMTEoLa2Fm1tbfDw8MDIkSNRUFCAixcvArBf9jEajUhKSkJAQADOnj2LAwcOXFOnWhoCWlvtE7EB9g6zEybYJ2AD7CNyDhywB5Ar6eiwd6q1WL6fXZaIBgwDCrmsmpoaNDY24tlnn8Xs2bORnJyMkSNH4vTp0/jqq6+wY8cOFBUVyTcEVKlUSE9Px9KlS9He3o6TJ0/i4MGDTj4KcoqEBODhh+1zm2Rn2zu/njhx5dYTIhp0DCjk0trb25Gfn4+Kigp4e3vD3d0dFosFjY2NqKqqcpjXZMSIEQgLC8Po0aPx1Vdf4fz582jqGslBw0dYmL1T7KRJ9kBy7Biwc+fVw4lOZ59Hxc8PMJsHpVSi4YwBhVyaEAL19fVy35MrUalUSEhIQFhYGDw8PHDy5ElUV1dfdVgyDUE+PvYp7AMDgYsX7X1SLlzofR+VCggJAVJS7DcTbG6291chogHDgELDgkajwbJlyzBp0iRYrVbs27ePNwQcrrRa+2RtkgT885/2kTlXG8Xl4WGfgfaFF4DgYPt8KTt28JIQ0QDiPCg05KnVannYsbe3NywWC7799ls0NjY6uzQabJIETJkCREfbO73u339tk611Xd4JDgb+4z+APXvsk7cR0YBhQKEhz83NDXq9HgEBAWhra0NpaSlqa2vlzrM0TEiSfRK2yEhgxAh760d5+fczyvYmMdF+g8GODvtQ5YoKgKO/iAYUAwoNeR4eHjAajRgxYgTq6upw9OhR1NTU8MaAw40k2S/tjB1r709iswFVVb3flbgr1Nxxhz2k1NTY73xcVzd4dRMNUwwoNORFRETgjjvugJubG44dO4Z//OMfnPtkONJo7B1kExLsfUoKC3uf06SrtWXJEmDWLHtH2mXLgG++4eUdokHATrI05AUGBmLChAmw2Wyor69HdW+TcdHQ5e1tv8mfp6e9U2xFhX1G2Ct1dE1Ntd/BOCMD+OIL4NAhe6hpa+P09kSDgAGFhjx/f38kJiaira0NjY2NMJvNEPyCGX68ve2Xd7Ra+7T3JlPPAUWS7J1ib7nFfr+diROBf/s3+2ifykrn1E40DDGg0LBgs9lw5swZFBUVoby83NnlkDN4eQEREfZLNw0NwPnzPbeeBAQAd98NPPCAvVPsX/4CHD3KfidEg4wBhYY8q9WKuro66PV6uLu7s/VkOFP9b7e72lr75ZpLA4pKBUybZr9Hz8KF9vvy5OcDn39uH+nDzw3RoGInWRry6urqcPr0aVRWVqK5txEbNLR1dtpH7AhhbxnpmpxNo7F3mh01yh5Q5s61z5Vy4YK938nJk/Z+J0Q0qNiCQkPevn37kJ2dDQBsPRnOamvtdyx+7DEgKck+Ouerr+wje6KjgZ/+9Pup7IuL7bPM5uVxvhMiJ2FAoWGBwYTQ2AgUFNjvWhwTA9x8M/Dyy4BeDxiN9lE7tbX2/ib//d/A8ePAVe7xREQDhwGFiIaHtjb7RGtHj9onbEtOtt9fx9MTcHe336H4+HHgyBHgyy/tnWJ5M0kip2FAIaLhQQh7SPn73+13Me7oAGbMsK+rqAA2bgQ++ww4e5aXdYgUgAGFiIaX8+eB//kfYNcu+9woQthnk62utl8GYjghUgQGFCIaXqxW+1JT4+xKiKgXfR5mnJOTgzvvvBOhoaGQJAkffvihw/NCCKxevRohISHw8PBARkYGzp4967BNbW0tFi9eDL1eD19fXzz66KNoupY7ihJdA0mSoFKpoFKpoFarodFooNVqodVqoVJxZD0RkSvo8//WFosF48ePx4YNG3p8/rXXXsMbb7yBP//5zzh48CC8vLwwZ84ctHbNOQBg8eLFyM/Px65du7B9+3bk5ORg+fLl138URLAHE3d3d0yaNAnz58/H0qVL8dvf/hbbtm1DUVERjh49iqeeegr+/v7OLpWIiK6iz5d45s6di7lz5/b4nBACr7/+On7xi1/g7rvvBgD87W9/Q3BwMD788EMsWrQIp0+fxqeffopDhw5h0qRJAID169dj3rx5+P3vf4/Q0NAbOBwayvR6PYxGIyIjI+XHXQtgDyharRZhYWHw9vaGVquFv78/Ro8ejZEjR6KqqoozyQ4hAsBGAH7OLqQXB5xdAJEL69c+KMXFxTCZTMjIyJDXGQwGpKWlITc3F4sWLUJubi58fX3lcAIAGRkZUKlUOHjwIBYuXNjtda1WK6xWq/y4oaGhP8smFzFy5EhMmjQJt912m/x41KhRMBqNkCQJQgi0t7dDq9Wira0NdXV1sFgs8PDwAACYzWY0Nzejvb3dmYdB/cQG4DVnF0FEA6ZfA4rJZAIABAcHO6wPDg6WnzOZTAgKCnIsQqOBv7+/vM3l1q1bh7Vr1/ZnqeRCJEmCTqfD6tWrMWHCBERERAAA2tvb0draigsXLkAIAbPZjL179+LkyZP47rvvUFpaiokTJ8qXezZv3oz9+/ezvxMRkQtwiVE8q1atwsqVK+XHDQ0NGD16tBMrosHk7u4Oo9GI6OhoGI1GqFQqfPHFFygoKEBRURFKS0shhEBbWxtKS0tRU1MDi8UCi8WCwMBA+Pn5wWaz4ejRoygrK3P24RAR0TXo14BiNBoBABUVFQgJCZHXV1RUICUlRd6msrLSYb+Ojg7U1tbK+19Op9NBp9P1Z6nkQjQaDXx9feHn5wdPT090dnbi8OHD2LdvHw4fPtzt89RFrVYjIiICgYGBaG5uxrfffova2tpBrp6IiK5Hv465jIyMhNFoxO7du+V1DQ0NOHjwINLT0wEA6enpqK+vR15enrzNnj17YLPZkJaW1p/l0BBhs9nQ0tICk8mE+vp62Gw2nDx5EkVFRb2GEy8vL9x///2Ii4vDkSNHUFdX59CXiYiIlKvPLShNTU0oKiqSHxcXF+PYsWPw9/dHWFgYnn76abzyyiuIjY1FZGQkfvnLXyI0NBQLFiwAAMTHxyMzMxPLli3Dn//8Z7S3t2PFihVYtGgRR/BQj1pbW1FaWoq3334bY8eOxciRI3Hy5ElUV1dfcR+j0YhZs2ZBr9ejqKgIW7duhcVigc1mG8TKiYjoevU5oBw+fBgzZ86UH3f1DVmyZAk2b96Mn/70p7BYLFi+fDnq6+sxbdo0fPrpp3B3d5f3efvtt7FixQrcfvvtUKlUuPfee/HGG2/0w+HQUNTZ2YmmpiYcPHgQ5eXlCA0NRVlZGSwWS4/bq9VqBAUFYcaMGdBqtTCZTDhy5AhH7xARuRBJuOCkEA0NDTAYDDCbzfIcGMOJJEnOLkHRfHx8kJmZia1bt6KyshJvvfUWfvaznzGgEJFiuOBXb7/oy/c35/2mIWfWrFmYOXMmhBB4++23sXv3bnR0dDi7LCIi6gOXGGZMdC3UajX0ej0mTZqExMREtLS0IC8vD0VFRcP2txUiIlfFgEJDhpubG2JiYnD77bcjISEB1dXVOHjwIL799ltnl+byVADUzi7iKngBj2hoYUChIUGj0SA8PByvvvoqwsLCcPToUaxevfqKsxNT3/wbgJ85u4heNAJI+98/iWhoYEChIcFgMCA0NBRjx45Fa2srSkpKcObMGc570k98AIxydhG9MIMd6oiGGv5Mk8uTJAlGoxFRUVHyTMVdN67s7Ox0dnlERHQd2IJCLk2lUmHEiBF49NFHMXfuXFgsFmzevBk5OTnOLo2IiG4AW1DIpbm5uSE9PR1xcXHQ6/U4cuQITp8+je+++87ZpRER0Q1gCwq5LK1WC19fX0ydOhUhISFoa2tDbm4uLly4gPr6emeXR73RaACDAfDxsT9ubQUqKwHeioCI/hcDCrms6OhoTJ48GY899hi++eYbfPLJJ/j5z3/OOU+UTpKAkSOBZcuAJUvsoSQ3F1ixAujl/kpENLwwoJDLkSQJkZGRmDVrFjIzM1FXV4fdu3dj9+7dDCeuYPRoYNIk4L77gIAAeyjh7RuI6DIMKORyVCoVYmJikJSUhDFjxiA/Px9HjhxBQUGBs0uja2E0AtHRQGyssyshIgVjQCGXo9VqMXv2bCQlJUGSJLz22ms4deoUqqqqnF0aXYvYWCA+3tlVEJHCMaCQSxk1ahRSUlKwcOFCmM1mHDhwAEePHkVTU5OzS6OrUauB4GBg2jTg5pudXQ0RKRyHGZPLUKvVMBqNmDJlCry8vFBSUoL9+/ejoaGBdyt2BVotMHYsEBEBBAV9v95mA9p5Jx0icsSAQi5Dp9MhJiYGmZmZqKmpwb59+7BlyxbYODTVNXh4ALfdZg8oev336zs6gKYmDjEmIgcMKOQypk6dimnTpiEhIQHffvstSktLYTabnV0WXSs3N3vfk665T7pcuAC89RZgsTinLiJSJPZBIZfh6+sLvV4PNzc3dHR0oKOjg60nrkSS7Jd5VP/7e5EQQF0dYDIB330H8L5JRHQJtqCQy9BoNOjo6EB9fT2amprQzn4Lrq+iAigvB2prGVCIyAFbUMhlvPfee9i2bRv+/d//XW5BIRdXV2efqI2X6ojoMgwo5DIYSoag06eBc+ecXQURKRAv8RCR83z7LVBa6uwqiEiBGFCIyHlMJt4gkIh6xIBCRANPqwU8Pe3zn2guu7LMGzwSUQ8YUIho4Ol09vlP/P3t86EQEV0FO8kS0cDz9QXCwuwTtanVzq6GiFwAW1CIiIhIcdiCQkSDz2YD2toAq9V+Lx4iosuwBYWIBp4k2ZcuHR1AfT3Q0AC0tDitLCJSLragENHAmzwZmD//+5DS0gIUFgLFxUBVlXNrIyJFYgsKEQ28+nr7nCddhLBf4unosF/uISK6DAMKEQ28khLg1Knv5zyRJPt8KJ6egLu74+UfIiIwoBDRYLBagaam7x97ewNpacD69cCLL9rnR1HxvyMi+h7/RyCigXf5bLEqlX3ytpgYIDoa8PNjQCEiB/wfgYgGnyTZJ2xzdwc8POyzy/IyDxFdgqN4iMg5hADefRfYvds+oqez09kVEZGCsAWFiAZeTQ1QVAQcPWof0dPWBlRWAvv3AydOMJwQUTdsQSGigdfSYg8kOTn2eU+8vYHqauD0aaC83NnVEZECMaAQ0eCoqQGef97ZVRCRi+AlHiIiIlIcBhQiIiJSHAYUIiIiUhwGFCIiIlIcdpIloqs6DOB1ZxfRi1YAVmcXQUT9igGFiK5qz/8uRESDhZd4iIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHH6HFBycnJw5513IjQ0FJIk4cMPP3R4funSpZAkyWHJzMx02Ka2thaLFy+GXq+Hr68vHn30UTQ1Nd3QgRAREdHQ0eeAYrFYMH78eGzYsOGK22RmZqK8vFxetmzZ4vD84sWLkZ+fj127dmH79u3IycnB8uXL+149ERERDUmavu4wd+5czJ07t9dtdDodjEZjj8+dPn0an376KQ4dOoRJkyYBANavX4958+bh97//PUJDQ/taEhEREQ0xA9IHZd++fQgKCsLYsWPx+OOPo6amRn4uNzcXvr6+cjgBgIyMDKhUKhw8eLDH17NarWhoaHBYiIiIaOjq94CSmZmJv/3tb9i9ezd++9vfIjs7G3PnzkVnZycAwGQyISgoyGEfjUYDf39/mEymHl9z3bp1MBgM8jJ69Oj+LpuIiIgUpM+XeK5m0aJF8t+Tk5Mxbtw4REdHY9++fbj99tuv6zVXrVqFlStXyo8bGhoYUoiIiIawAR9mHBUVhcDAQBQVFQEAjEYjKisrHbbp6OhAbW3tFfut6HQ66PV6h4WIiIiGrgEPKKWlpaipqUFISAgAID09HfX19cjLy5O32bNnD2w2G9LS0ga6HCIiInIBfb7E09TUJLeGAEBxcTGOHTsGf39/+Pv7Y+3atbj33nthNBpx7tw5/PSnP0VMTAzmzJkDAIiPj0dmZiaWLVuGP//5z2hvb8eKFSuwaNEijuAhIiIiO9FHe/fuFQC6LUuWLBHNzc1i9uzZYsSIEUKr1Yrw8HCxbNkyYTKZHF6jpqZGPPjgg8Lb21vo9XrxyCOPiMbGxmuuwWw2CwDCbDb3tfwhoafzz4ULFy5cXGcZrvry/S0JIQRcTENDAwwGA8xm87DsjyJJkrNLICKiG+CCX739oi/f3/0+ioeIiHonSRI0Gg0MBgNiY2MRHh6O8ePHQ61Wo7i4GEeOHEFeXh46OjqcXSqR0zCgEBENApVKBbVaDbVaDU9PT/j4+CA8PBzTpk3DxIkTceedd0Kj0WD//v2QJAnHjx9nQKFhjQGFiGgQBAcHIyQkBMHBwZg1axYmTJiAm266CSqVSr6xqhACBoMBMTExUKvVzi6ZyKkYUIiIBpinpyfmzp2Lu+++G3q9HiEhIfDz84NGo2GfMqIrYEAhIhogXX1NxowZg7S0NGRkZECn03ULJTabDZ2dnaivr0d5eTnKyspgs9mcVDWRMjCgEBENEK1WCz8/P7zyyitISkrqMZwAQHt7O+rq6vDRRx8hJycHn376KVpbW51QMZFyMKAQEQ2QoKAgpKamYty4cQgMDJTDyTfffIPy8nLU1tbi2LFjMJlMqKiowDfffIOamho0NjYO22GoRF0YUIiIBojBYEBERAR8fX2h0+nQ2dmJiooKHDx4EGfOnEFdXR1OnTqFqqoq1NbWoq6uTr7zO9Fwx4BCRDQA1Go1/Pz8EBsbK4/IsVqt+OKLL/CXv/wFubm5bCUh6sWA3yyQiGg4SklJwdy5c7F48WK4ubkBAJqbm/HWW2/h22+/ZTghugq2oBAR9TNJkjB27FhERkbC19cXgD2c1NTUoLi4GE1NTc4tkMgFMKAQDQGXTurVNbRVkiR5+GpPv62zr8PAGjduHCIiIuTHFotF7mvS3t7uvMKIXAQDCpGL02q1mDZtmjyVup+fHxYuXIiAgADk5+cjJycHZrPZYZ+Ojg4cPnwYra2tDCr9TJIkuLm5ISYmBkajUV7v5+eH+Ph4PP/883j//fdx4sQJWCwWJ1ZKpGwMKEQK5+npCV9fX8TGxmLkyJFyf4YuWq0WM2bMgFqthiRJcHd3R0JCAjw8PBAYGIjw8HCHOTUkSUJ7ezuSk5Nx+vRpXLhwAaWlpWhra+PkYP1AkiSo1WqEhobCz89PXq9Wq+Ht7S3/W8XGxuLTTz9FXV0dW1SIesCAQqRgGo0GISEhiIqKwsyZM5GUlARPT0+HbbRaLdLT06FSde/zbjQakZyc3G19R0cHoqOj8cUXXyAvL0/uH2G1WgfsWIaLroASGBjocDt5SZKg0+mQmpoKX19fREREoKioCKdOnWJAIeoBAwqRQrm5uSEqKgpr1qxBeno6jEZjjyEEwBXXX4lGo8GkSZMwYcIEVFVV4dVXX8X27dtx4cKF/iidriIiIgIBAQEwGAx4+umnceLECWeXRKQ4DChECuXv749nn30WEyZMQEBAADQa+49rRUUFCgsLUV1djdOnT6OgoECeoVSlUsHLywsBAQGw2WwoKSkBAIdOsl3bdq2zWq0oKChAdXX1YB7ekGWz2dDa2orNmzcjPj4e4eHhiI+Ph4eHBzQajdyB2cPDA3FxcYiNjUVVVRXKy8udXTqRojCgECmUp6cnpk2bhpCQEHh4eEAIgaqqKhQWFiI7Oxvl5eXIy8tDXl6evI9KpYJer4fRaERnZyfOnj3rxCMYnoQQ6OjowN69e1FSUoKxY8fCYrHA399fvrSjVquh0WgQGBiIqKgoXLhwgQGF6DIMKEQuZOvWrdizZw8+++yzHvst2Gw21NfXo76+fvCLI5kQArm5ucjNzZXXJSQkYMqUKfiP//gPeHl5QaPRQKVSYfr06bBarTh8+LATKyZSHgYUIheyc+dO5OXloaOjw9mlUB+dP38enZ2dOH/+vHx/HgBITk5GeXk53Nzc0NbW5twiiRSEU90TuZCKigrU1tZymnQX1NraisbGRrS2tjoM5/bz84Ovry9UKpXcP4iI2IJC5FIkSYIkSXJAudYvNAYa53N3d4ePj4/cSbZLV38UInLEnwoiBesKJF1//9WvfoWCggKcOnUKABAVFYW4uDikpKRAkiQ0NDRgx44dMBqNMBqNiI+Px9atW1FWVobm5mYAQE1NDUwmE44fP86J2fqJm5sbRo4cCT8/P7S0tKCoqAjt7e1wd3eHwWBAZmYm0tLSkJqaisTERIfJ9nbu3Il//etfsFqtDJJEl2BAIVKo1tZWHDlyBN7e3vDw8AAAJCUlISAgAGFhYQDsE7GNGjUKUVFRkCQJzc3N8ogRPz8/jB49GjNmzHCYhK2+vh7V1dWIi4vDxYsXUV5ejnPnzjntOIcCT09PTJw4EYmJiRBCOAQUvV6PW265BWPGjEFERATc3d0hSRI6OjpQX1+Pr7/+GsePH2c4IboMAwqRQjU1NeHjjz9GdHQ0AgICoNVqERYWhtGjR2PKlCkOX2hCCNhsNuh0OkybNk1eb7PZHB4D9nlPWltbUVtbiz179uDLL7/EhQsX2PH2Bvj4+OC2227DXXfdBb1ej7KyMnR2dkKr1cLT0xPBwcEOk+kJIWC1WlFcXIzs7GwcPXrUidUTKRMDCpFCNTc3Izs7G52dnZg6dSqysrIA2O9CbLVaUVVVJd/oT6VSQQjhEFo0Gg28vb1hMBgc+ji4ubnBzc0N3t7e+MEPfoApU6aguroahw8fRlVV1eAe5BDk6emJqKgoCCHkS3SX9xVqaWlBeXk5PvvsM1RUVHCqe6IeMKAQKVRnZyfq6upw6tQpCCEQHh4OwH7px2w248SJE/IX26UdZ7u4u7sjJCQEkZGRcHd3l9f7+voiMDAQY8aMkX+7nzFjBoqLixlQ+kHXvXh60tHRgfLycuzfvx8nTpxATk4O6urqBrlCItfAgEKkUEIItLS04Pz587BarfDy8gIA+cZ+X3zxRa/zZnh6eiIiIqLbDQajo6ORnJyMmJgYaDQaeHl5ITk52eHGdtQ3Qgi0tbWhubkZLS0t0Ol0sNlskCQJKpUKzc3NaGtrg8ViwcmTJ/HRRx/hwIEDvPcRUS8YUIgUrrm5GefOnUNxcbG87vLLOVfa7/Tp0zhz5ozD+gULFmDcuHHyZYeWlhZ89tlnqKys7P/ihwmLxYIDBw7AYrEgPj4eM2bMQGVlJXx8fBAQEID33nsPe/fuxaFDh1BWVobW1lZe1iG6CgYUIhdxPUOChRDw8PBAQEAAIiIiMGvWLKSkpGD8+PFQqVQoLS1FQUEBcnJyUFtbOwBVDw8WiwW5ubk4ffo0DAYDtmzZgtbWVmi1Wuh0Onz77bcwmUyoqalBS0sLh3cTXQMGFKIhSpIkaLVaREREICoqCqmpqbjnnnsQEhICg8GAtrY2XLhwASdOnEBRUZE8Twr1Xde55CUbov7DgEI0RLm7u2PUqFF46qmnMGnSJIwbNw6APbjYbDaUl5dj9+7d2LFjBxobG51cLRGRIwYUIgUaNWoUjEYjQkNDkZube02ja/z9/RESEoIZM2ZAkiQEBQVh1qxZGDVqFHx8fOQ+J5WVlTh37hxeeeUVFBUVoaKiYqAPh4iozxhQiBRo9OjRSE5OlkfgXLhwAWVlZd2GDF/K398fwcHBuOWWWyBJEgICAuQJ3Ww2G9rb22EymZCfn49Dhw7h4MGDaGpq4gRtRKRIDChECjR+/HgsWLAAGRkZWLx4MYqKivD222/jueeeQ2hoqMO2l95A8NKRPZeu7+joQGNjIz777DN8/PHH+OSTTwb7kIiI+oQBhUiBEhIScPPNNwMAvL29kZiYiBdeeAEBAQHdtu0KJZeGk7KyMtTX16Ompgb/+Mc/UFpaivr6epw7dw5ms3lwDoKI6AYwoBApUFVVFc6fP4+RI0fK69zd3XHhwgXU1dWhuroaOp0OISEhCAwMxNGjR+Vp7wGgpKQENTU1qKiowP79+1FdXY3m5mbU19fzpnRE5BIYUIgU6NixYzAYDLjtttu6rT9z5gyOHDkCf39/TJ06FRMnTsT69esdZpUtLS1FbW0tJ18jIpclCRf8daqhoQEGgwFms3lYTs99+Y3HaOhxc3ODVquFm5ubw/qOjg55UalU0Gq10Gg0aG5udmgZsdlssNlsbC0hUqjh+rPZl+9vtqAQKVBbW5t875beWK3WQaqIiGhwqZxdABEREdHlGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxNM4ugIjoRqlUKuj1ehgMBnh4eMBsNqOurg6tra3OLo2IrhNbUIjIpanVanh6emLhwoX4f//v/yE3Nxdr1qxBfHy8s0sjohvAFhQiclkajQYREREYP348srKyEBYWhra2Nnz99deora11dnlEdAPYgkJELisgIADx8fGYMWMG4uPj4e/vD5vNhubmZnR2djq7PCK6AWxBISKXJEkSxo0bh7vuuguPPPKIvF6j0SA0NBTu7u5OrI6IblSfWlDWrVuHyZMnw8fHB0FBQViwYAEKCwsdtmltbUVWVhYCAgLg7e2Ne++9FxUVFQ7blJSUYP78+fD09ERQUBCef/55dHR03PjRENGwEh0djaCgIId1zc3N2LZtG7777jsnVUVE/aFPASU7OxtZWVk4cOAAdu3ahfb2dsyePRsWi0Xe5plnnsHHH3+M9957D9nZ2SgrK8M999wjP9/Z2Yn58+ejra0N+/fvx5tvvonNmzdj9erV/XdURDSkGQwGpKSkIC0tDREREQDs/7cUFhYiJycHFRUVsFqtzi2SiG6MuAGVlZUCgMjOzhZCCFFfXy+0Wq1477335G1Onz4tAIjc3FwhhBA7duwQKpVKmEwmeZuNGzcKvV4vrFbrNb2v2WwWAITZbL6R8l0WAC5chvWSkJAgfvWrX4m6ujrR2dkp2tvbRV1dnXjjjTfErbfeKiRJcnqNXLj0tgxXffn+vqFOsmazGQDg7+8PAMjLy0N7ezsyMjLkbeLi4hAWFobc3FwAQG5uLpKTkxEcHCxvM2fOHDQ0NCA/P7/H97FarWhoaHBYiGh48vHxQXx8PB566CF4enqira0NtbW1WLVqFf76178iNzcXQghnl0lEN+i6A4rNZsPTTz+NqVOnIikpCQBgMpng5uYGX19fh22Dg4NhMpnkbS4NJ13Pdz3Xk3Xr1sFgMMjL6NGjr7dsInJxCQkJSExMRGBgIFQqFWpra5Gfn4+DBw+itLQUbW1tzi6RiPrBdQeUrKwsnDp1Clu3bu3Penq0atUqmM1mebl48eKAvycRKYskSXB3d8fEiRMxbtw4eHp6orOzE2VlZcjLy8Pp06c59wnREHJdw4xXrFiB7du3IycnB6NGjZLXG41GtLW1ob6+3qEVpaKiAkajUd7m66+/dni9rlE+XdtcTqfTQafTXU+pRDREBAYG4o477sBjjz2G6OhoAMDRo0exa9cuvP/++2w5IRpi+tSCIoTAihUrsG3bNuzZsweRkZEOz0+cOBFarRa7d++W1xUWFqKkpATp6ekAgPT0dJw8eRKVlZXyNrt27YJer0dCQsKNHAsRDVFubm7w8/NDUlISfH194ebmBiEE8vPzUVBQgJKSEvY7IRpi+tSCkpWVhXfeeQcfffQRfHx85D4jXTfoMhgMePTRR7Fy5Ur4+/tDr9fjySefRHp6Om666SYAwOzZs5GQkIAf/vCHeO2112AymfCLX/wCWVlZbCUhUgBJkrqt6/ryv/S5rr+r1Wp4e3tDrVZDp9PBy8sLTU1NaGxsRGNjY7/U5OHhAX9/f4wdOxZeXl6QJAlCCBQVFeH8+fOoq6vrl/chIgXpy/AgXGG41KZNm+RtWlpaxBNPPCH8/PyEp6enWLhwoSgvL3d4nfPnz4u5c+cKDw8PERgYKJ599lnR3t5+zXVwmLHzh8hxGXqLSqUSWq1WuLu7C09PT+Hh4SHc3NyEm5ub0Gq18t/d3NyETqcT3t7ewtvbW0RFRYnHH39crF69WmzZskVUVVWJTZs2iYULF/ZbbTExMWLp0qWivb1dtLe3i46ODtHa2ipmzpwpRowY4fRzx4VLX5fhqi/f331qQRHX0ITq7u6ODRs2YMOGDVfcJjw8HDt27OjLWxNRP3B3d4dWq4WHhwdSUlIwYsQI6PV6AICvry8MBgOCg4Ph4+OD9vZ21NfXo62tDUIISJIENzc32Gw2aDQa+RKvm5sbAgMD4ebmBi8vL/j4+CAjIwMlJSXYs2ePPB3Bjbjlllswe/ZsAPaWm5KSEmRnZ6OoqAj19fU3/PpEpDy8Fw/RMCFJElJSUuDn5weDwYDU1FQEBQXBx8cHAODn5we9Xo/g4GB4e3ujvb0dZrP5igElIiJCvtRis9nQ0NAgPw4JCUF4eDgiIiJw8uRJ2Gy266pZrVYjKCgIycnJDn3UzGYzjh8/DrPZjPb29n45P0SkLAwoRMOEWq3Gyy+/jMTExG5zEV1JQEAAgO/7m1zeitoVTlpbW3H8+HFotVrExsYiICAAsbGxuOOOO3D69OnrHmHj6emJ+fPnY/r06UhMTIQQAkIINDY2oqioiOGEaAhjQCEaJoQQOHnyJHQ6HdRqNbRaLdra2mC1WuX7aanVanh6esLDwwOSJMmXeTo6OtDa2ort27fD29sbbm5uOH/+PACgvb0ddXV1OHr0KCZNmoTVq1fD398fVVVVOHXq1HW1nmi1WowbNw6TJ0/Giy++iBEjRgAAOjo68OabbyI7OxvZ2dlobW3tt/NDRMrCgEI0TAghsH//ftTU1ODs2bPQ6XRoaWlBc3Oz3I9Dq9VCr9fL/VLa2tpgMpnQ0dEh3+DTw8MDGo1GHsXX2dmJpqYmlJSUIDw8XA4kWq0Wnp6efa5TkiQEBAQgOTkZU6dOxciRI6FSqWC1WlFaWooDBw7g+PHj/TZCiIiUiQGFaJiw2Wx4//334evrC39/f3h4eKCpqQlNTU2oqakBYA8V/v7+8PX1hSRJsFqtKCkpQWdnZ5/fz9fXF1FRUVCp+jZhtUqlQmRkJKZOnSrf16vrss7hw4fx5ZdfoqioqM/1EJFrYUAhGmbMZjMaGxsdOrh2aW9vR1VVFaqrq+V11xNOboSbmxsefvhhpKWlyX1gGhsbcerUKfz85z9HWVnZoNZDRM7BgEI0zAgheg0d1zvipj/4+voiLCwM48ePx4gRI+TWl7Nnz+L48eMwmUzsGEs0TDCgEJEiSJKE4OBgpKamYuzYsfDx8YHNZoPFYsGxY8dw6NAhtLS0OLtMIhokDChEpAiBgYG49dZb8ZOf/AR6vR5qtRrV1dX4+c9/jr179+LChQvOLpGIBhEDChE5lU6ng7+/P5555hlMnDgRERER8qWdzs5OVFZWorm5edD7whCRczGgEJFTabVa+Pr6Yt68eYiIiIC7uzsAoKGhASaTCdXV1bBarU6ukogGGwMKESnSzp078c9//hNHjhxhx1iiYYgBhYj6Vde0+F1/9oXJZEJpaSk2b96MwsJCXLx4Ee3t7U4dWUREzsGAQkRO1dnZCYvFgq+//hpCCFy4cAGff/45zGYzWltbGU6IhikGFCLqV103FLz8xoJX0tLSgpKSEvz4xz8eyLKIyMX0bQ5qIqIriIqKQnR0NPz9/fs8vT0R0eX4vwgR9Qs/Pz/4+fnB3d39uvqfEBFdipd4iKhfdAUUDw8Ped21XuYhIrocW1CIaEBYLBZUVFQwpBDRdWFAIaIBUVlZiVOnTnEGWCK6LrzEQ0T9SggBm80Gk8mEkydPcpgwEV0XtqAQUb8rLS1FbW0tW0+I6LoxoBBRvxJCoLa2Fj4+PpgwYQLUarWzSyIiF8SAQkT9oqOjQ56W3mazISAgAHFxcZwThYiuC/ugEFG/KC8vR3l5OSwWC1JSUgAAVVVVDChEdF0YUIioX5SWlqK0tBRmsxmVlZXIzs7G1q1beSdiIrouDChE1C8sFgsuXryIL7/8Ur753zfffMNRPER0XRhQiKjfHDx4EAcPHnR2GUQ0BPDiMBERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKQ4DChERESkOAwoREREpDgMKERERKU6fAsq6deswefJk+Pj4ICgoCAsWLEBhYaHDNjNmzIAkSQ7LY4895rBNSUkJ5s+fD09PTwQFBeH5559HR0fHjR8NERERDQmavmycnZ2NrKwsTJ48GR0dHfjZz36G2bNno6CgAF5eXvJ2y5Ytw8svvyw/9vT0lP/e2dmJ+fPnw2g0Yv/+/SgvL8ePfvQjaLVa/OY3v+mHQyIiIiKXJ25AZWWlACCys7Pldbfeeqt46qmnrrjPjh07hEqlEiaTSV63ceNGodfrhdVqvab3NZvNAoAwm83XXbsrA8CFCxcuXFx4Ga768v19Q31QzGYzAMDf399h/dtvv43AwEAkJSVh1apVaG5ulp/Lzc1FcnIygoOD5XVz5sxBQ0MD8vPze3wfq9WKhoYGh4WIiIiGrj5d4rmUzWbD008/jalTpyIpKUle/9BDDyE8PByhoaE4ceIEXnjhBRQWFuKDDz4AAJhMJodwAkB+bDKZenyvdevWYe3atddbKhEREbmY6w4oWVlZOHXqFL788kuH9cuXL5f/npycjJCQENx+++04d+4coqOjr+u9Vq1ahZUrV8qPGxoaMHr06OsrnIiIiBTvui7xrFixAtu3b8fevXsxatSoXrdNS0sDABQVFQEAjEYjKioqHLbpemw0Gnt8DZ1OB71e77AQERHR0NWngCKEwIoVK7Bt2zbs2bMHkZGRV93n2LFjAICQkBAAQHp6Ok6ePInKykp5m127dkGv1yMhIaEv5RAREdEQ1adLPFlZWXjnnXfw0UcfwcfHR+4zYjAY4OHhgXPnzuGdd97BvHnzEBAQgBMnTuCZZ57B9OnTMW7cOADA7NmzkZCQgB/+8Id47bXXYDKZ8Itf/AJZWVnQ6XT9f4RERETkevoyPAhXGC61adMmIYQQJSUlYvr06cLf31/odDoRExMjnn/++W7Dic6fPy/mzp0rPDw8RGBgoHj22WdFe3v7gAxTGoqu9O/AhQsXLlxcYxmu+vL9LQkhBFxMQ0MDDAYDzGbzsOyPIkmSs0sgIqIb4IJfvf2iL9/f1z2Kx5m6/mE5HwoREbmi4fr91XXc1xLQXDKgNDY2AgCHGhMRkUsyGAzOLsGpGhsbr3oOXPISj81mQ1lZGXx8fIbl5Y6ueWAuXrw4LC9xXQ3PT+94fq6O56h3PD+94/m5MiEEGhsbERoaCpWq94HELtmColKprjr/ynDAOWF6x/PTO56fq+M56h3PT+94fnp2ra1HN3QvHiIiIqKBwIBCREREisOA4oJ0Oh3WrFnDie2ugOendzw/V8dz1Duen97x/PQPl+wkS0REREMbW1CIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQXNCGDRsQEREBd3d3pKWl4euvv3Z2SU7x0ksvQZIkhyUuLk5+vrW1FVlZWQgICIC3tzfuvfdeVFRUOLHigZWTk4M777wToaGhkCQJH374ocPzQgisXr0aISEh8PDwQEZGBs6ePeuwTW1tLRYvXgy9Xg9fX188+uijaGpqGsSjGDhXOz9Lly7t9nnKzMx02GYon59169Zh8uTJ8PHxQVBQEBYsWIDCwkKHba7lZ6qkpATz58+Hp6cngoKC8Pzzz6Ojo2MwD2VAXMv5mTFjRrfP0GOPPeawzVA9PwOBAcXFvPvuu1i5ciXWrFmDI0eOYPz48ZgzZw4qKyudXZpTJCYmory8XF6+/PJL+blnnnkGH3/8Md577z1kZ2ejrKwM99xzjxOrHVgWiwXjx4/Hhg0benz+tddewxtvvIE///nPOHjwILy8vDBnzhy0trbK2yxevBj5+fnYtWsXtm/fjpycHCxfvnywDmFAXe38AEBmZqbD52nLli0Ozw/l85OdnY2srCwcOHAAu3btQnt7O2bPng2LxSJvc7Wfqc7OTsyfPx9tbW3Yv38/3nzzTWzevBmrV692xiH1q2s5PwCwbNkyh8/Qa6+9Jj83lM/PgBDkUqZMmSKysrLkx52dnSI0NFSsW7fOiVU5x5o1a8T48eN7fK6+vl5otVrx3nvvyetOnz4tAIjc3NxBqtB5AIht27bJj202mzAajeJ3v/udvK6+vl7odDqxZcsWIYQQBQUFAoA4dOiQvM3OnTuFJEniu+++G7TaB8Pl50cIIZYsWSLuvvvuK+4znM6PEEJUVlYKACI7O1sIcW0/Uzt27BAqlUqYTCZ5m40bNwq9Xi+sVuvgHsAAu/z8CCHErbfeKp566qkr7jOczk9/YAuKC2lra0NeXh4yMjLkdSqVChkZGcjNzXViZc5z9uxZhIaGIioqCosXL0ZJSQkAIC8vD+3t7Q7nKi4uDmFhYcPyXBUXF8NkMjmcD4PBgLS0NPl85ObmwtfXF5MmTZK3ycjIgEqlwsGDBwe9ZmfYt28fgoKCMHbsWDz++OOoqamRnxtu58dsNgMA/P39AVzbz1Rubi6Sk5MRHBwsbzNnzhw0NDQgPz9/EKsfeJefny5vv/02AgMDkZSUhFWrVqG5uVl+bjidn/7gkjcLHK6qq6vR2dnp8OEGgODgYJw5c8ZJVTlPWloaNm/ejLFjx6K8vBxr167FLbfcglOnTsFkMsHNzQ2+vr4O+wQHB8NkMjmnYCfqOuaePjtdz5lMJgQFBTk8r9Fo4O/vPyzOWWZmJu655x5ERkbi3Llz+NnPfoa5c+ciNzcXarV6WJ0fm82Gp59+GlOnTkVSUhIAXNPPlMlk6vEz1vXcUNHT+QGAhx56COHh4QgNDcWJEyfwwgsvoLCwEB988AGA4XN++gsDCrmsuXPnyn8fN24c0tLSEB4ejn/84x/w8PBwYmXkihYtWiT/PTk5GePGjUN0dDT27duH22+/3YmVDb6srCycOnXKoU8Xfe9K5+fS/kjJyckICQnB7bffjnPnziE6Onqwy3R5vMTjQgIDA6FWq7v1mq+oqIDRaHRSVcrh6+uLMWPGoKioCEajEW1tbaivr3fYZrieq65j7u2zYzQau3W27ujoQG1t7bA8Z1FRUQgMDERRURGA4XN+VqxYge3bt2Pv3r0YNWqUvP5afqaMRmOPn7Gu54aCK52fnqSlpQGAw2doqJ+f/sSA4kLc3NwwceJE7N69W15ns9mwe/dupKenO7EyZWhqasK5c+cQEhKCiRMnQqvVOpyrwsJClJSUDMtzFRkZCaPR6HA+GhoacPDgQfl8pKeno76+Hnl5efI2e/bsgc1mk/+jHU5KS0tRU1ODkJAQAEP//AghsGLFCmzbtg179uxBZGSkw/PX8jOVnp6OkydPOgS5Xbt2Qa/XIyEhYXAOZIBc7fz05NixYwDg8BkaqudnQDi7ly71zdatW4VOpxObN28WBQUFYvny5cLX19ehV/hw8eyzz4p9+/aJ4uJi8dVXX4mMjAwRGBgoKisrhRBCPPbYYyIsLEzs2bNHHD58WKSnp4v09HQnVz1wGhsbxdGjR8XRo0cFAPGHP/xBHD16VFy4cEEIIcSrr74qfH19xUcffSROnDgh7r77bhEZGSlaWlrk18jMzBSpqani4MGD4ssvvxSxsbHiwQcfdNYh9avezk9jY6N47rnnRG5uriguLhb/+te/xIQJE0RsbKxobW2VX2Mon5/HH39cGAwGsW/fPlFeXi4vzc3N8jZX+5nq6OgQSUlJYvbs2eLYsWPi008/FSNGjBCrVq1yxiH1q6udn6KiIvHyyy+Lw4cPi+LiYvHRRx+JqKgoMX36dPk1hvL5GQgMKC5o/fr1IiwsTLi5uYkpU6aIAwcOOLskp3jggQdESEiIcHNzEyNHjhQPPPCAKCoqkp9vaWkRTzzxhPDz8xOenp5i4cKFory83IkVD6y9e/cKAN2WJUuWCCHsQ41/+ctfiuDgYKHT6cTtt98uCgsLHV6jpqZGPPjgg8Lb21vo9XrxyCOPiMbGRiccTf/r7fw0NzeL2bNnixEjRgitVivCw8PFsmXLugX/oXx+ejo3AMSmTZvkba7lZ+r8+fNi7ty5wsPDQwQGBopnn31WtLe3D/LR9L+rnZ+SkhIxffp04e/vL3Q6nYiJiRHPP/+8MJvNDq8zVM/PQJCEEGLw2muIiIiIro59UIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHEYUIiIiEhxGFCIiIhIcRhQiIiISHH+P7HHqPtTyDTEAAAAAElFTkSuQmCC",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x400 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x400 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x400 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "def plot_dist_aware_attention(bag):\n",
        "    plt.figure(figsize=(12, 4))\n",
        "    plt.suptitle(f\"Bag label: {y.item():.0f}, pred: {y_pred.item():.2f}\")\n",
        "    plt.subplot(141)\n",
        "    plt.title(\"dist\")\n",
        "    data = attention_layer.data\n",
        "    dist = pyg.utils.to_dense_adj(data.edge_index, edge_attr=data.edge_attr.squeeze(-1), max_num_nodes=data.num_nodes).squeeze(0)  # NxN\n",
        "    plot_attention_head(bag, dist, limit_range=False)\n",
        "    plt.subplot(142)\n",
        "    plt.title(\"A0\")\n",
        "    plot_attention_head(bag, attention_layer.A0)\n",
        "    plt.subplot(143)\n",
        "    plt.title(\"A\")\n",
        "    plot_attention_head(bag, attention_layer.A)\n",
        "\n",
        "def visualize_prediction(bag, y_pred):\n",
        "    y = bag.y\n",
        "    if DATASET == OneHotMNISTBags:\n",
        "        if isinstance(attention_layer, WeightedAverageAttention):\n",
        "            print_one_hot_bag_with_attention(bag, attention_layer.A, y_pred>.5)\n",
        "            print()\n",
        "        elif isinstance(attention_layer, MultiHeadAttention):\n",
        "            plt.figure()\n",
        "            plot_attention_head(bag, attention_layer.A[0])\n",
        "            plt.title(f\"Bag label: {y.item():.0f}, pred: {y_pred.item():.2f}\")\n",
        "        else:\n",
        "            print_one_hot_bag(bag, y_pred>.5)\n",
        "    elif DATASET == MNISTBags:\n",
        "        if isinstance(attention_layer, WeightedAverageAttention):\n",
        "            plot_bag(bag, y_pred=y_pred, attention=attention_layer.A.squeeze(-1))\n",
        "        elif isinstance(attention_layer, MultiHeadAttention):\n",
        "            plot_bag(bag, y_pred=y_pred)\n",
        "            plt.figure()\n",
        "            plot_attention_head(bag, attention_layer.A[0])\n",
        "            plt.title(f\"Bag label: {y.item():.0f}, pred: {y_pred.item():.2f}\")\n",
        "        else:\n",
        "            plot_bag(bag, y_pred=y_pred)\n",
        "    elif DATASET == OneHotMNISTCollage:\n",
        "        plt.figure()\n",
        "        plot_one_hot_collage(bag, y_pred=y_pred)\n",
        "        plt.title(f\"Bag label: {y.item():.0f}, pred: {y_pred.item():.2f}\")\n",
        "        if isinstance(attention_layer, DistanceAwareSelfAttentionHead):\n",
        "            plot_dist_aware_attention(bag)\n",
        "    elif DATASET == MNISTCollage:\n",
        "        plot_bag(bag, y_pred=y_pred, collage_size=COLLAGE_SIZE)\n",
        "        if isinstance(attention_layer, DistanceAwareSelfAttentionHead):\n",
        "            plot_dist_aware_attention(bag)\n",
        "\n",
        "# Visualize first 10 bags\n",
        "model.eval()\n",
        "with torch.no_grad():\n",
        "    for bag in itertools.islice(test_loader, 10):\n",
        "        bag = device(bag)\n",
        "        y = bag.y.float()\n",
        "        y_pred = model(bag).squeeze(0)\n",
        "        visualize_prediction(bag, y_pred)"
      ]
    },
    {
      "attachments": {},
      "cell_type": "markdown",
      "metadata": {},
      "source": [
        "### First 10 mistakes in test dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x400 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x400 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x400 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x400 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x400 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x400 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x400 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x400 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1200x400 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# Visualize first 10 mistakes\n",
        "model.eval()\n",
        "with torch.no_grad():\n",
        "    i = 0\n",
        "    for bag in test_loader:\n",
        "        if i == 10:\n",
        "            break\n",
        "        bag = device(bag)\n",
        "        y = bag.y.float()\n",
        "        y_pred = model(bag).squeeze(0)\n",
        "        if ((y_pred > .5).float() != y).cpu().detach():\n",
        "            visualize_prediction(bag, y_pred)\n",
        "            i += 1"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "mil_env",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.9.14"
    },
    "orig_nbformat": 4,
    "vscode": {
      "interpreter": {
        "hash": "0fa1507de89540ac93138f3c75d832673d05d41260750b9126b9b18c4372e249"
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 2
}