diff --git a/docs/tutorial.ipynb b/docs/tutorial.ipynb new file mode 100644 index 0000000..ab03686 --- /dev/null +++ b/docs/tutorial.ipynb @@ -0,0 +1,814 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "Nj5SX4ilokxS" + }, + "source": [ + "# Tutorial\n", + "\n", + "Let's consider a toy problem. Here we consider a signal $\\mathsf{x^\\star \\in \\mathbb{R}^n}$ where $\\mathsf{x^\\star = M s}$ with $\\mathsf{M \\in \\mathbb{R}^{n\\times r}}$ and $\\mathsf{s\\in\\mathbb{R}^r}$. The vector $\\mathsf{s}$ is generated as the element-wise product of a Gaussian random vector and a Bernoulli vector ($\\mathsf{p}$ the probability that each entry is nonzero), each vector with i.i.d. entries.\n", + "\n", + "\n", + "Access is given to linear measurements $ \\mathsf{d = A x^\\star}, $ where $\\mathsf{A\\in\\mathbb{R}^{m\\times n}}$ is a matrix with normalized columns (up to numerical tolerance). The task at hand is to\n", + "\n", + "$$\\mathsf{ Find\\ x^\\star\\ given\\ d\\ and\\ A}.$$\n", + "\n", + "Using the fact that $\\mathsf{p\\cdot r\\ll n}$, we know $\\mathsf{x^\\star}$ admits a sparse representation. Thus, we estimate\n", + "\n", + "$$ \\mathsf{x^\\star \\approx argmin_{x} \\ \\|K x\\|_1 \\ \\ \\mbox{s.t.}\\ \\ Ax=d.} $$\n", + "\n", + "In this case, the implicit L2O model takes as input $\\mathsf{d}$ and outputs an inference via\n", + "\n", + "$$ \\mathsf{{N_{\\theta}}(d) = argmin_{x} \\ \\|K x\\|_1 \\ \\ \\mbox{s.t.}\\ \\ Ax=d}.$$\n", + "\n", + "
\n", + "\n", + "Throughout, we take $\\mathsf{m=100}$, $\\mathsf{n=250}$, $\\mathsf{r=50}$, and $\\mathsf{p=0.1}$.\n" + ] + }, + { + "cell_type": "markdown", + "source": [ + "First, we import various utilities and mount Google drive (where this notebook was executed)." + ], + "metadata": { + "id": "PWpjPG3qvPmR" + } + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "hoWeV9idVIe0", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "18d44a10-66a1-4bf4-e60b-f8fc8c0137a4" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Mounted at /content/drive\n", + "+-------------------+--------------+\n", + "| Network Component | # Parameters |\n", + "+-------------------+--------------+\n", + "| K | 62500 |\n", + "| TOTAL | 62500 |\n", + "+-------------------+--------------+\n" + ] + } + ], + "source": [ + "import os\n", + "import sys\n", + "from google.colab import drive\n", + "drive.mount('/content/drive')\n", + "sys.path.append('/content/drive/MyDrive/xai-l2o/src/')\n", + "save_dir = './drive/MyDrive/xai-l2o/'\n", + "\n", + "# from certificate import CertificateModel, CertificateEnsemble\n", + "from utils import solve_least_squares, create_dict_loaders\n", + "from utils import plot_dict_signal, print_model_params\n", + "from models import ImpDictModel\n", + "import scipy.io\n", + "import numpy as np\n", + "import torch\n", + "import torch.nn as nn\n", + "from torch.utils.data import TensorDataset, DataLoader\n", + "from torch.utils.data.dataset import random_split\n", + "\n", + "torch.manual_seed(31415)\n", + "\n", + "loader_train, loader_test, A = create_dict_loaders()\n", + "\n", + "max_epoch = 75\n", + "device = 'cuda:0'\n", + "model = ImpDictModel(A)\n", + "model = model.to(device=device)\n", + "criterion = nn.MSELoss()\n", + "file_name = save_dir + 'weights/dictionary_model_weights.pth'\n", + "\n", + "loss_best = 1.0e10\n", + "MSE_ave = 0.0\n", + "learning_rate = 4.0e-5\n", + "max_depth_train = 400\n", + "max_depth_test = 2000\n", + "optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate, weight_decay=1.0e-5)\n", + "training_msg = '[{:5d}] train loss = {:2.3e} | depth = {:3.0f} | lr = {:2.3e}'\n", + "training_msg += ' | K 2-norm = {:2.3e}'\n", + "\n", + "model.to(device)\n", + "\n", + "print_model_params(model)\n", + "\n", + "load_weights = False\n", + "if load_weights:\n", + " state = torch.load(file_name, map_location=torch.device(device))\n", + " model.load_state_dict(state['model_state_dict'])\n", + " print('Loaded model from file.')\n", + " epochs_adm = 0" + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Model Training\n", + "With the model loaded, we next train it to predict $\\mathsf{x^\\star}$ from $\\mathsf{d}$. We use the Adam optimizer and print samples from test data every few epochs to give intuition for how well the parameters are tuned." + ], + "metadata": { + "id": "BFF3WvCiDHE9" + } + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "id": "_VND6CPwVOYh", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "outputId": "54d541c3-a903-4933-ba7a-0c762b07846b" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 0] train loss = 4.517e+00 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 1] train loss = 3.454e+00 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 2] train loss = 2.508e+00 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 3] train loss = 2.057e+00 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 4] train loss = 1.678e+00 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 5] train loss = 1.681e+00 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 6] train loss = 1.224e+00 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 7] train loss = 1.100e+00 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 8] train loss = 7.953e-01 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 9] train loss = 8.571e-01 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 10] train loss = 7.052e-01 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 11] train loss = 5.494e-01 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 12] train loss = 5.340e-01 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 13] train loss = 4.789e-01 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 14] train loss = 4.106e-01 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 15] train loss = 3.093e-01 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 16] train loss = 2.922e-01 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 17] train loss = 2.745e-01 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 18] train loss = 2.305e-01 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 19] train loss = 1.662e-01 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlAAAAHeCAYAAABUsDVwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydd3hUVfrHv1NSIaH3XpReBAUBCwiKXX+ru7YVxLYquLZdFde17Orirq66CpbVVVSwK6KCICBFmnRCkd5LEmp6pt37+2Nyb84599wyk5lkMnk/z5MnyZ1bztxyzve+73ve16WqqgqCIAiCIAjCMe6abgBBEARBEERtgwQUQRAEQRBEhJCAIgiCIAiCiBASUARBEARBEBFCAoogCIIgCCJCSEARBEEQBEFECAkogiAIgiCICCEBRRAEQRAEESEkoAiCIAiCICKEBBSRUOzcuRMTJkxAz549Ua9ePaSnp6Nt27Y455xzMGHCBHz11VeGbYYPHw6Xy4VFixZVf4NjwG233QaXy4WpU6c63mbRokVwuVyGn6ysLPTr1w+PP/448vPzDdt17NgRLpcL+/bti90XSACq8r20cxcLtHsx0p9E5plnnjG0Nz09Hc2bN0e/fv1w2223Yfr06SgvL6/pphJEteKt6QYQhMbXX3+Nm2++GT6fD02aNMGwYcPQrFkznDp1Chs2bMCUKVPw6aef4rrrrqvppiYUY8eOBQCoqor9+/dj5cqVyMnJwdSpU7Fo0SJ07949bsfWBv9ErQh122234YMPPsD777+P2267Le7Hu/TSS9GxY0fD8g8++AAAMHr0aLRs2TLu7WCZOnUqxo0bh7Fjx0Yk0kVatGiBSy+9FAAQCoVQUFCAbdu24YMPPsAHH3yABx98EK+//jpuvPHGGLU8LEgXL16MhQsXYvjw4THbL0HEAhJQREKQl5eHsWPHwufz4ZFHHsFzzz2H9PR0bp21a9fiyy+/NGz74YcforS0FO3bt6+u5iYU4qC4Y8cOjBw5EocOHcLdd9+NJUuW1EzDqpEFCxYgEAigTZs2NdqOxx9/XLpcE1CPP/54rRUC3bt3lwqw3bt345lnnsG0adNw00034eTJk7jvvvuqv4EEUc2QC49ICL7//nsUFxejdevWeOmllwziCQAGDhyISZMmGZa3b98e3bt3R2ZmZnU0NeE588wz8fe//x0A8PPPP+Po0aM13KL406VLF3Tv3h0pKSk13ZQ6R5cuXfDRRx/hz3/+MwDggQcewJ49e2q4VQQRf0hAEQlBXl4eAKBZs2YRb2sVA1VSUoK//vWvOOOMM5CWlobWrVvj9ttvx+HDh/XYjmeeeYbbhl1+7NgxjB8/Hu3atUNqairatWuH+++/H6dPnzYcKxAIYNq0abjlllvQvXt3ZGdnIyMjA926dcMf//hHHDlyJOLvFi0DBw7U/96/f7+jbUpLS/HCCy9gwIAByMrKQmZmJnr16oUnn3wSp06d4tbVzpGGGCNjF4uUk5MDl8uFvn37Gj7717/+pe9n69at3GcHDhyAy+UyWBvFGKh9+/bB5XLplp9x48Zx7ROvucZXX32F8847D9nZ2ahXrx6GDRuG2bNnW36XWPDll1/i0ksvRbNmzZCamoo2bdrg97//veH7a6xduxY33HAD2rZti9TUVGRnZ6Nz58647rrrMHPmTH29jh07Yty4cQDCVjD2HMTaEvb888+jdevWCAaDeOWVV7jPioqK8M477+A3v/kNzjjjDNSrVw/16tVDnz598Je//MXwPGkxfosXLwYAjBgxgms7awmbP38+7r//fvTv3x9NmzZFWloa2rZtixtuuAGrV6+O6XckCBZy4REJgTYgbt68GQsWLMDIkSOrvM+SkhKMGDECq1evRv369XHJJZcgIyMDc+bMwaxZs3D55Zdbbn/w4EEMGDAAgUAAw4YNQ3l5OZYtW4bJkyfjl19+wbJlyziLR15eHm699VY0aNAAPXr0QN++fVFSUoINGzbg9ddfx6efforly5eja9euVf5udhQWFup/p6Wl2a5/8uRJjBw5Ehs2bEB2djYuuugipKSkYPHixXj++efx8ccf46efftLje/r374+xY8fqAkWLw9KoX7++5fH69OmD5s2bY/PmzcjPz0fz5s31z+bPn8/93bNnT8Nno0aNstx//fr1MXbsWCxduhS7d+/GsGHDuPPev39/wzZPP/00/v73v2Po0KG4/PLLsW3bNixfvhxXXnklvvrqK/zf//2f5TGjIRgM4pZbbsHnn3+OtLQ0DBw4EG3atMGOHTswffp0fP311/j666/12CMg7K687LLLEAgE0K9fPwwZMgShUAiHDx/GrFmzEAqFcM011wAArr/+eqxcuRLLli1Dly5dcN555+n7iXVsXEpKCm644Qa88sormDdvHvfZxo0bcffdd6NZs2bo1q0bBg4ciFOnTmHt2rX4xz/+gc8//xwrV65EkyZNAAAtW7bE2LFjMWfOHOTl5Rlix9hrec899+DgwYPo1asXhg0bBq/Xi23btuHzzz/H119/TXGTRPxQCSIBKCoqUtu0aaMCUF0ulzp8+HD173//uzpr1iw1Pz/fctsLL7xQBaAuXLiQW/7QQw+pANSePXuqR44c0ZeXlZWp119/vQpABaA+/fTT3HZPP/20/tltt92mlpeX658dOHBAb+fHH3/MbVdYWKjOnDlT9fl83HK/369OnDhRBaBefvnlhvaPHTtWBaC+//77lt+TZeHChXobZfzpT39SAajp6elqaWmpvrxDhw4qAHXv3r3c+jfccIMKQB08eLB6/PhxfXlRUZF62WWXqQDUoUOHGo5j1QY7brrpJhWAOn36dH1ZeXm5mpGRofbq1Ut1u93qVVddZbuN1fdycm6179CwYUN15cqV3GfavXDmmWdG9R3FY4j36BNPPKGf9z179nCfffHFF6rH41EbNWqknjp1Sl8+YsQIFYA6bdo0w3FOnz6trlixglv2/vvvqwDUsWPHRtV27RxceOGFtutOmzZN/66BQEBffvDgQXX+/PlqKBTi1i8pKVHHjBmjAlDvu+8+w/7Mnm2WGTNmqCdPnpQu93q9apMmTbhngCBiBQkoImHYtm2bOnjwYL0DZn/69++vvvnmm2owGDRsJ+tkS0tL1fr166sA1Llz5xq2yc/PVzMzMy0FVNu2bdWSkhLDti+88IIKQL399tsj+n6tW7dW3W63WlhYyC2PlYBSFEXdv3+/+txzz6ler1cFoP7xj3/ktpMJjf3796tut1t1uVzqxo0bDcc6dOiQmp6ergJQly1bxn1WFQH1v//9TxepGgsWLNCvyTnnnKNmZWXpA7GiKGqLFi1Ul8ul5ubm2n4vVY1MQL322muGz8rLy9UGDRqoANQDBw5E9T3ZY7D36IkTJ9SMjAw1PT1dPXTokHS7++67TwWgvv766/qynj17qgCkokFGdQqoOXPm6N81Ly/P0f5LSkpUr9erNmvWzPCZEwFlhSa4Z82aFdX2BGEFufCIhKFbt25YuXIlVq1ahVmzZuGXX37BunXrcOzYMWzYsAH33nsvvvrqK8yaNQupqamW+1q7di2Ki4vRtGlTXHLJJYbPmzVrhosvvpiLFxEZOXKkNDC9R48eAIDDhw9Lt9u4cSMWLFiAvXv3oqSkBIqiAAi7axRFwa5du3DWWWdZtj8SzPII3XzzzfjXv/5lu/2SJUugKAoGDBggjUlq06YNRo8ejZkzZ2LhwoUYOnRoldsMVLrhFixYoC/TXHQXX3wx/H4/Vq9ejV9++QXDhg3Dpk2bkJeXhz59+qBFixYxaQPLVVddZViWlpaGzp07Y/369Th8+DDatWsXs+MtXLgQZWVlGDlypOnsweHDh+ONN97A8uXLMWHCBADAoEGDsHXrVtxyyy144okncO6558LrTYyuXLvXAfl9uXz5cvz88884cOAASktL9fQXqampOHbsGE6dOoVGjRpFfNwjR45g1qxZ2LZtGwoKChAMBgEAW7ZsAQBs377d1mVPEJGSGE8dQTAMGjQIgwYNAhDOL7R+/Xq8+OKL+PTTTzF//nz85z//0Wf8mHHo0CEAkObk0bD6DIBpWoTs7GwAMCQOLCkpwa233ooZM2ZY7peNT4oFWvyRy+VCZmYmOnXqhEsvvRS9e/d2tL0mBDt16mS6TpcuXbh1Y0H79u1xxhlnYOfOndi+fTu6deuG+fPnIzs7G4MHD4bP58OkSZMwf/58DBs2zHH8U1XaI8PselcVbabaggULbJNpHjt2TP970qRJyMnJwQ8//IAffvgBGRkZGDBgAIYPH45bbrlFF/g1wfHjxwGE70VWCOXn5+O6667D0qVLLbcvLCyMWEA9++yzeP755xEIBCz3SxCxhgQUkdC4XC4MGDAAn3zyCUpLS/Htt9/im2++sRVQ7PbRfAYAbndkk1QnTpyIGTNmoHv37njhhRdwzjnnoGnTprq1bOjQoVixYkXMk05WJTliTTNq1Cjs3LkT8+bNQ4sWLbB27VpceeWV8Hq9GDZsGDIyMjBv3jw8/fTTcRdQkV7vqqJZa7p27Yphw4ZZrssGfLds2RJr1qzB4sWLMX/+fCxbtkyf1PCPf/wDkyZNwmOPPRbXtpuxbt06vb2sVezOO+/E0qVLMWTIEDz77LPo168fGjVqpE/CaN26NY4ePRrxs/H111/jmWeeQf369TF58mRcdNFFaN26NTIyMuByufDEE09g0qRJCZvolajdkIAiag2XXHIJvv32W/0t1wrNJWI1nT7W5Uw+//xzAMBnn30mdYXt3LkzpseLFdq5ssrdo30W60SVo0aNwptvvon58+ejdevWUBRFF0hpaWk477zzsHDhQpw4cQJLlixBSkoKLrzwwpi2oabQ3IHdunWLWARraQi0VATl5eWYOnUqxo8fjyeeeALXX3+9bjWsLgKBgP4MsG7zkpISzJ49G263G7Nnz0bDhg257UpKSpCbmxvVMbXjPf/887j77rsNnyfqM0ckB5QHikgInLwhHjhwAADQtm1b23UHDhyIzMxMHDt2jJsWr3H8+HHDVOuqcvLkSQBAhw4dDJ/NnTvXkfCrCS644AK43W5s2LABGzduNHx+9OhRzJkzB0A4Hw+LZkHQYk4i5aKLLoLb7cbChQsxd+5cAOH4J41Ro0YhGAzihRdeQElJCc4991zUq1fP8f4161+07YsnI0eORGpqKhYtWiStWxgJ6enpuOeee9C3b18oioKcnBz9s+o6B3/5y19w5MgRpKSk4KGHHtKXFxQUIBQKITs72yCeAGDatGmmz79d262eufz8/Jg/4wTBQgKKSAjeeOMNjB07FsuXLzd8pqoqvv76a0yePBkAHNXayszMxJ133gkAeOihh/REnQDg8/kwYcIElJSUxKj1YbTYk9dff51bvn37dtxzzz0xPVYsad++PX77299CVVX84Q9/wIkTJ/TPSkpKcPfdd6O8vBxDhw41BJBrYlYL1o2Uhg0bYuDAgSgsLMSHH36Itm3bcu4qzRqlXftI3XdVbV88adGiBe6//36UlJTgqquuwqZNmwzr+Hw+fPvtt9i2bZu+7KWXXtJfJli2bdumW1xYQaGdA7OknFVlz549GDNmDF588UUA4WvFHr9FixZo1KgRTp8+jY8++ojbduXKlZg4caLpvu2un/bM/fe//4Xf79eXFxQUYOzYsSgoKIjuSxGEA8iFRyQEgUAAH374IT788EM0a9YMZ511Fpo2bYrTp09j69aturvt97//Pe644w5H+3z++eexbNkyrF27Fl27dsVFF12E9PR0LF26FH6/X08EaTejzylPP/00rr/+evz1r3/F559/jl69eiE/Px8///wzzj//fLRu3VoqEBOBKVOmYNu2bfjll1/QpUsXjBgxAl6vF4sXL8axY8fQqVMnTJ8+3bDdddddh5deegmjRo3CRRddhKysLADAP//5Tz0poh2jRo3C6tWrUV5ezlmfAOCss85CkyZNdFEXqYC69tpr8eyzz+K1117D5s2b0a5dO7jdblx99dW4+uqrI9pXPHjhhRdw9OhRfPzxx+jfvz/69euHzp07w+v14tChQ9iwYQNKSkrwww8/6MLyueeew5///Gd0794dPXr0QEZGBo4cOYKlS5ciGAxizJgxGDBggH6Mc889F61bt8b69esxYMAA9OnTBykpKejWrZvjWEIgLNC0gsyKoujFhHfu3AlVVdGsWTNMnjwZv/vd77jtPB4PnnrqKTz00EMYM2YMpkyZgs6dO+PAgQNYvnw5fv/732PJkiXSjPnXXXcd3n//fTz66KOYP38+mjdvDpfLhdtvvx1Dhw7Fgw8+iA8//BCzZ89G586dce655yIQCGDx4sXIzMzE7bffjvfeey+KK0MQDqip/AkEwVJYWKh+88036v33368OGjRIbdu2rZqSkqJmZGSoXbp0UW+66Sb1hx9+kG5rlSumqKhIfeKJJ9TOnTurqampasuWLdVbb71V3b9/v3r77berANS3336b20bLeyPmh9LQcjDJ8uIsWbJEHTlypNq0aVM1MzNT7d27t/r888+rPp/PtJ3xSKRphlm+JFUN5+OZNGmS2r9/fzUzM1NNT09Xe/TooT7xxBOmOYfKysrURx99VO3atauampqqt0m2fzO03E+QJMhUVVX97W9/qwJQs7OzueSMTr/XjBkz1GHDhqlZWVmqy+UyXFu781jVXETsMcz2MXv2bPU3v/mN2qZNGzUlJUVt2LCh2qNHD/XGG29UP/74Yy4f2bRp09Rx48apvXv3Vhs3bqympaWpHTp0UC+77DJ1xowZqqIohv1v2rRJvfrqq9VmzZqpbrfbcV4nVeUTy2o/qampatOmTdW+ffuqY8aMUadPn66WlZVZ7uebb75Rhw4dqjZs2FCtX7++evbZZ6tvvPGGqiiK5fV755131AEDBuh528RnZe/eveott9yitm/fXj8X99xzj5qbm2v7LBNEVXCpKk1PIOoegUAAvXv3xo4dO7B27VrujZ0gCIIg7KAYKCKpWbt2LZfcDwCKi4sxYcIE7NixA3379iXxRBAEQUQMWaCIpKZjx44oLS3Vi9fm5+djw4YNOHnyJBo3boz58+fHNCs4QRAEUTcgAUUkNa+99hpmzJiBbdu24dSpU3C73ejQoQMuueQS/OlPf4ppaQ6CIAii7kACiiAIgiAIIkIoBoogCIIgCCJCSEARBEEQBEFECAkogiAIgiCICCEBRRAEQRAEESEkoAiCIAiCICKEBBRBEARBEESEkIAiagWUbYMgiNoE9VnJDwkoolbw9ttv13QTCIJIEubOnQuXy4Vp06Zxy4uLi3HllVfC4/Hgtddeq9IxqM9Kfrw13QCCsGLfvn2YPn06pkyZgv379+Piiy/GRRddVNPNIgiiFrNx40YAQL9+/fRlhw8fxpVXXomdO3dixowZuPrqq6PaN/VZdQeyQBEJTceOHZGRkYGjR49i8+bNuOCCC2q6SQRB1HJycnKQmpqK7t27AwgLqsGDByMvLw+LFy+OWjwB1GfVJUhAEdVKs2bNMGHCBMPys88+G1dccYV0G7fbjXfffRdt27aF10tGU4IgqsbGjRvRo0cPpKSkYPbs2TjvvPPQqFEjrFy5EgMHDtTXi6a/AqjPqivQlSWqjSNHjuD48eOc2RwAQqEQtmzZgosvvli63X333YfU1FTceuut1dFMgiCSGL/fj+3bt+Omm27CG2+8gT/+8Y+46KKL8OWXXyI7O1tfL9r+CqA+q65AFiii2sjJyQEAQ4e0bds2lJeXo0+fPtLtUlNTud8EQRDRsnXrVgQCASxcuBDjx4/HuHHjMHv2bE48AdH3VwD1WXUFElBEtZGTkwO3243evXtzy7WATqsOiSAIIhZowuj06dPIyMjAX//6V6mbjforwg4SUES1sXHjRnTt2hWZmZnc8g0bNiAlJUUP6CQIgogXmgCaOXMmXC4Xrr/+evj9ful61F8RVpCAIqqNTZs2GczhALB69Wp069YNKSkpNdAqgiDqEjk5OWjZsiVGjBiBN998E6tXr8YDDzxgWI/6K8IOElBEtaAoCrZv344ePXpwy/Pz87F06VL07du3hlpGEERdIicnR+9vxowZg7vuugtvvfUWPvroI30d6q8IJ5CAIqqFUCiEQCCA0tJSfVkwGMQf/vAHBINBiicgCCLu5ObmIj8/nxNAr732Gs466yzcc8892LRpEwDqrwhnUBoDolpISUlB37598eabbyIjIwMZGRn44osvkJGRAYACMgmCiD9a/BMroNLT0/Hll19i4MCBuO6667BmzRpkZ2dTf0XYQhYootp4//330b17d7z44ouYPn067r33Xtxxxx0AqEMiCCL+aDPwRBdc586dMXXqVOzatQtjx44FQP0VYY9LpZLRBEEQBEEQEUEWKIIgCIIgiAghAUUQBEEQBBEhJKAIgiAIgiAihAQUQRAEQRBEhJCAIgiCIAiCiBASUARBEARBEBGS0Ik0FUXBkSNHkJWVBZfLVdPNIQgiRqiqiqKiIrRu3Rpud+18j6P+iSCSE6f9U0ILqCNHjqBdu3Y13QyCIOLEwYMH0bZt25puRlRQ/0QQyY1d/5TQAiorKwtA+EtkZ2fXcGsIgogVhYWFaNeunf6M10aofyKI5MRp/5TQAkozi2dnZ1MHRRBJSG12fVH/RBDJjV3/VDuDDwiCIBiWLFmCq666Cq1bt4bL5cI333xju82iRYswYMAApKWloWvXrpg6dWrc20kQRPJQbQLqhRdegMvlwoMPPlhdhyQIoo5QUlKCfv36YcqUKY7W37t3L6644gqMGDECGzZswIMPPog777wTc+fOjXNLCYJIFqrFhbd69Wq8/fbbhgrYBEEQseCyyy7DZZdd5nj9t956C506dcK///1vAECPHj2wdOlSvPLKKxg9enS8mkkQRBIRdwtUcXExbrnlFrzzzjto1KhRvA9HEARhy4oVKzBq1Chu2ejRo7FixQrTbXw+HwoLC7kfgiDqLnEXUOPHj8cVV1xh6KxkUAdFRMrC7fm4Y+pq5BeW13RTiFpEbm4uWrRowS1r0aIFCgsLUVZWJt1m0qRJaNCggf4TzxQG/qCC8R+vw8e/HIjbMQiCqBpxFVCffvop1q1bh0mTJjlavzo7KCI5GPf+aizYlo+nZm6p6aYQSc7EiRNRUFCg/xw8eDBux/pm/WHMyjmKJ2ZsitsxCIKoGnETUAcPHsQDDzyA6dOnIz093dE21dlBEclFXhFZoAjntGzZEnl5edyyvLw8ZGdnIyMjQ7pNWlqanrIg3qkLCssDcds3QRCxIW5B5GvXrkV+fj4GDBigLwuFQliyZAkmT54Mn88Hj8fDbZOWloa0tLR4NYlIcHYfK0aTeqlomJla000hkpwhQ4Zg9uzZ3LJ58+ZhyJAhNdQigiBqG3ETUCNHjsSmTbz5edy4cejevTsee+wxg3gi6jZ7jhVj5L8Xw+N2Yfc/Lo94e1WNQ6OIWkNxcTF27dql/793715s2LABjRs3Rvv27TFx4kQcPnwYH374IQDgnnvuweTJk/Hoo4/i9ttvx08//YTPP/8cs2bNqqmvQBBELSNuAiorKwu9e/fmltWrVw9NmjQxLCeIlXtOAgBCCikhInLWrFmDESNG6P8//PDDAICxY8di6tSpOHr0KA4cqAzI7tSpE2bNmoWHHnoI//nPf9C2bVu8++67lMKAIAjHJHQpF6Lu4K69FT2IBGD48OFQLcyQsizjw4cPx/r16+PYKoIgkplqFVCLFi2qzsMRtQg3KSiC0KnNNQIJoq5AtfCIhMBNAwZBEARRiyABRSQEnireiRQ5RSQT9DpBEIlPnRBQZf5QTTeBsIEsUARBEERtIukF1KLt+ejx1Bz8Z/7OmOyvPBDCqr0nabZYjGFjPpQozi3JLyKZoPcJgkh8kl5A/WXGZgDAK/N3xGR/90xbi9+9vQJvLNxlvzLhGDaGPKAoNdcQgiAIgnBA0guoWLNo+zEAwAcr9tVsQ5IMD/PKHQxFboFit1AUFV+uPYTdx4pj0DKCIAiCMEICKmrIxh5LWJdFNAJKI7+wHFOX78OfvtiIkf9eHIOW1Q2W7DiGJ2ZsonjBBIHtXazyWxEEUXNQIk0iIWBjoIJRuvCKygMY9I8FsWpSnWLywl1YtfckRnZvjpE9WtR0c+o8XEygCnjofY0gEg6yQBEJAfuWHYwyQP/AydJYNafOUR4IW558QYo/SwRYi6xCFiiCSEhIQEUJzZKJLaxmCoSiGMRVFS5yq0ZNoMJtSrNLEw+6JgSRmNRJAbV4xzFM/2W/7Xq+YAi+oDwmhIZqa7YcKcCHK/Y5TknADhLRxkC56+TdHBuCFaKVrB2JB10TgkhM6mQM1Nj3VgEA+rVtiN5tGkjXURQVg55fgJCiYsNTF8Nb1VTZdYwrXlsKAMhM9eL6gW1t11c4F150biSyQEWP5jalwToxYO9kMkARRGKS9KrAagZLXmG56WdFviAKygIo9gVxosQfj6bVCbYeKXS0nhJFDBRn3XK5UJ31iBVFxY3/XYH7pq+tvoPGEc1tSim4Eg9y4RFEYlInLVAaVnFMrPCSrUYxUM5QHVapYwdupy48TmiparVek93HirFyz0kAYTHlrk71Fgc0ARUiC1RiUMXM/ARBxJ+kt0BFi8oZN2r34FgbYAdup0Hkxjfz6rtO7JGjnTWYSGiilQbrxINELUEkJnVOQPGWJfMB167TongbZ2w5XIi1+0/arhdNGoNoY6ViAWtwqsl2xArdhVdx6hVFxce/HHDsgiViC/s8UFwaQSQmdU5AcVYLCw3ErkeZgKNn1b6TuO7NFThlE0cWisKFJ1qgqvM68Yk/a//9oX0H7cVh1qajeGLGJlz+2s812aw6C2sJTAJ9ThBJSdILKHFoYwc7KxsSu55sfCSvXmQcL/ZZfs6+ZZcHQli267ie3NEM9hqpqN7ZSm6T2n278ovw2oKdKPEFq68xMUD7DpoI3XqULE81CXsvkwuPIBKTOhdEzlotrGKbQsygSB1Y1bE7g6yAem7WVuw+VoJLe7XEW7cONN1GzB1Vna4O1STtwmsLduHbjUfQpmEGrnOQviFRCFR8B+2c1vKY+FoPey9TXBpBJCZJb4ESYa0F1haoykGROrCwVWjO5qModmBZkbnS7MQNK4Z2HysBAMzZkmu5DWuBCinVK6C4tAvMPaWdHyfnKVEIKao+aaJSQPFPx0lK5VGtKBQDRRAJT9ILKLHvYYWRlRuOj4Eyfl7XXtCf/GYz7pm2Dvd/vM523YAkhslvU2MtGo3KWgmDiiK9TiyxjJFiY7Y4S1jF31GVo6kh2LZqp4i1zr6xaBcG/H0ePlqxr5pbVnfhXHj0AkcQCUnSCyiRkE1skwZn3ZAMvHUttcGXaw8BABZuP2a7rkw82BWpjcbKx4rhoI0F6pV5OzD0hZ+Qb5E8NRIUk7QLii6gas+gJ7vXWRfev+ZsBwD8deaWam1XXYYsUASR+CS9gBJ1DhccbjFo80IrcTuwvMJyfLhiX0K5jGTWJl/AzgIVjYASY6DM1/3Pgp04WlCONxbtjvg4MkKC+7CyTUpFe2qRBYq5Xtp38dSxF4REg30cyABFEIlJ0geRi+Oy2cAn4lRo1TQ3vbMSe46VYMOB03j5hv4x3ffKPSeQle5Fr9byeoFmyC1Q1jPqognUZ2OPnMZAxUoMm5We0e6pQALfMyIBhXXhVVigKIq8RnHaTxEEUXMkvYASsXPN6Z+xQeQJnMZgT0XA9byteTHdb15hOW7870oAwL4XrohoW38ULrxodI0YeySLcVJVlXO3xuqyiTMA2XaEl9UeCxQvRMO/E+X+rquwAp0EFEEkJknvwhNrsYUczq5jB5VEduFpxLqFh0+XVe47wu8vi/+xtUBVMQYqpChSoSvuN1axa+xug4qCrUcKcc2UZVh/4HTFssS/ZzRk97o4C4+oXoQyjwRBJCBJL6BEnFugau8bYEFZwDYJpR3s8BmpGJDFQB0tKMc1U5aZzuSKRqQa8kBJ2ile41jpAtGFd+cHq7Hx4Gl9WaSz8PYdL8Hp0ppJFRDgrK2UByoRYF9aKA8dQSQmdc+FF3ImjLgs1xV/JnIslNbhFvuC6Pfsj6if5sXmZ0dHvT/WAhGpGJCt//KPOxBUVGw8eBq3Dulo+Dy6WXi8iJENNGIZjFjVMBTF2/FiXvw4LUcDAPtPlGD4S4uQ4nFh5/OXx6R9kSB7JsgCVbOQC48gEp+4WqAmTZqEc845B1lZWWjevDmuvfZabN++PZ6HtERVVceWpZDEUsUO0Ik2vmgt+7WiBEdVZ+Wx3y8QjNACJRFQdlasqPJACddS9qIeNwuUOPPOMNvTuehctusEgJpLfcClYahoAgmomoV9hGpDCAFB1EXiKqAWL16M8ePHY+XKlZg3bx4CgQAuueQSlJSUxPOwpiiqfMaUDL4WnmpYP1aWjFgRTyuZTBBZEbAJGJcR1Sw8QcTIBhpDDFTER5HDx0Cphv1GIoZK/ZVi96MV+7D/RPU+H7J7nfRTzcK68BLZ8k0QdZm4uvDmzJnD/T916lQ0b94ca9euxQUXXBDPQ+uwY2pIUbnZUVZvdiHJ1O5Ezi6tBcvHqqtlB9VIv3ekgguINgaKt5zIrFzi4GM1PT8YUnCyxI/m2en2xxZKuRjyjUVwDkp8lfFqf525BS4XsHdSZDMfq0JQkgiU3EY1i0IxUASR8FRrEHlBQQEAoHHjxtLPfT4fCgsLuZ9YElJEF575ukHJenwh4pg2rcroFiims61K6RL2u9qVYRGJRmhGFQMlWHlkli+DC89ifw98ugGD/rEAG5hgcDMU7v4wHjeSPFCsBQqo/llXrOANSaytRPXDnv4IvMEEQVQj1SagFEXBgw8+iGHDhqF3797SdSZNmoQGDRroP+3atYtpG4KKEtUsPE2UyALLEwXV8EfVMhizIihiC5RNzJRM2EVj3BMHeZnbTBHyQ1mlMZi16SgAYPJPOyM6diCkGly6MjF38GQp/vjJemw+XICQouJYkQ9AzRce5tIYaBaoRLvB6xi1pRICQdRlqk1AjR8/Hps3b8ann35qus7EiRNRUFCg/xw8eLDKx2W7HkUROianeaAkbo2Ee0OvaA478Dlt46FTpXjym03Yc6xYX8Z+/4hjoGzWlyXVjGaQEK08suOGVJUTvk4sh/tPlNquY3eeZe7Ex7/Owbcbj+DK15fi0S9zMOgf87EjrwglNS2gJEljKe6mZqE0BgSR+FRLGoMJEybg+++/x5IlS9C2bVvT9dLS0pCWlhbTY7N9j2iBspoZJis6LAtAn/h1DgrKAnj5d/2RnuKJUasjR4uB4kz/Djveuz9ci61HCzF3Sx5W/2UUAKOFxQ5/UMHcLbk4t3MTW5dfeSBkOFdVjYHS2mBcR+XEoJP8RvtP2gsodoALhBSDMJOJucOnKpOTbs8rhKoiLKD8VcvZVVXY61vpwjOul2hu62SGd+GRgCKIRCSuAkpVVdx///2YMWMGFi1ahE6dOsXzcKZt0AjHQDnMRC5z4QmxIuWBED5ZFbaSpXs3xbwWXTSoXAyUs222VqQ+0FxKAC8Arp2yzHYfby7ajVfm70C7xhkYP7yr5bplgRAaCsvsBNSUhbtQWBbAxMt76MvEGCiZpUxR+ESRTmZPOon5Yg8ltUBJRGfzrHTsq7BuacWVS/0hQwxUdUMuvMSD8kARROITVxfe+PHjMW3aNHz88cfIyspCbm4ucnNzUVZWZr9xjAgJpvBoauGFJDFQIUXlRMa3G4/EpL3Ron0VbtZhjILInfDD5nD80MGTZbYuvDKJxcVsE0UJZxh/ce52vL1kDw4y1iFjDJSJC48RCFZWlAzGKmbnVuNm4UnSGMjyQDXLrrSullVkii/zh7hZeDVBUJKJXBYYTwao6oO3JNdcOwiCMCeuAurNN99EQUEBhg8fjlatWuk/n332WTwPyxFiC72GrBNpFpQGKtflAsaNMVDBkFJtgZ52deSAylgvtvZfVdoUySwyQJi1Z+PyK5OUmTGbMRhQFC5mysoFKxVQEaSuyEqvNMjaxUEpwr0gBqfL3J5N6qXqfx+pqDWYCBaogKSYsNyFRxKqulCqqW8hCCJ64iqgVFWV/tx2223xPCyH6IqTuSsA4Ku1h9Dvbz/is9UHAIgB4xX7EkpeVEfm6Ffm7UDfZ37E1iPWKR00AcIaDqoSOyGzQFiuz3TyTmKgjMczEVAhldtfiqdyEBe3MYuBCliILhb2M7u6dGItPOO+jG1hx0FtkzJ/MCoLVCxzkrECU7+PauGgPWXKFHTs2BHp6ekYPHgwVq1aZbru1KlT4XK5uJ/0dPv8X9UFufAIIvFJ+mLCIWHwlJVoAYBHvtgIAHjsq036uhqyTOQhoSyMolYt75IZa/afhC+o6HFKZqjCb61N0eJEHCrM+WTFmr0LTzYLz6QdQYWzwLFWEFG4yCxfBguUxUlh211QFjBdT9sv2w6DCy8Uflnwc9Yz4/cu9YdQEqEF6uedx9Dr6bmY/st+fVl+Ubnu3lQUFct2HecsqlYEJM+EbNBOZPvTZ599hocffhhPP/001q1bh379+mH06NHIz8833SY7OxtHjx7Vf/bv32+6bnUTzWQQgiCql6QXUOygFVL4GCirwZQdQPRM5MK+RKEQjzdFTcjYdaLax7FKtWBXDFdVVVz31nKMfnVJ2J2pRiCgJBYos+8XCPEuPKsElrLjKipvKbS0QDHrnbYRUHYWgkBIwQ1vr8TIlxfpYkwmSksDIZQ6sEAFQgpueXclXpq7HQ99tgH+oIK/zNisfz7o+QU4/18LcarEj09XH8Qt7/6C699abrtfgM9ZpX0XqYBKYAX18ssv46677sK4cePQs2dPvPXWW8jMzMR7771nuo3L5ULLli31nxYtWlRji63hSrmQgCKIhCSpBZSiqNybXFhAyeNpRGQuPCtrFhCfmUua9cSpO04m/KLBzoUXCKlYf+A0duUX48DJUs51aJc3KhIB5Q/xFig+LYUQA2WWxkAxCgQZ7Hr2FijmuCFZMWEVq/adxMGTZfhoxb7wMsl5KfUFHeXZmrc1D8t2ncDkhbtQL42fPMte513HivHN+sMAgJ35xXBCkCtbFP5dmwZtv9+PtWvXYtSoUfoyt9uNUaNGYcWKFabbFRcXo0OHDmjXrh2uueYabNmyxfI48a6UwMIL9LgdJmHZdKgA+YXlVdrHD5uOYunO4zFqUc1zotiHbbnxu+eIyElqASUKGjEnkPa5OONKFWbrVaYxYMWJ0eIRDwuU1g7ZrmUCSZYUMRrMXHhaHiV20He7XFyHbxsDJZ2FZx4DVR4wzogE+AkCYpvY9YMOLFCqYKmyE1C2FijmHMyoEDSyYzvNAcXea9npKdxnXJB9SOUspc72bfwusrYmahD58ePHEQqFDBakFi1aIDc3V7pNt27d8N5772HmzJmYNm0aFEXB0KFDcejQIdPjxLtSAgt7a9e1PFDbcgtx1eSlGPSPBVi7/xQu+vciLNpu7oqVcbSgDPdOX4ff/++XOLWy+hn43Hxc+urP2JlXVNNNISpIbgEldDyi1UjrmA4IiROLfEGhUK3crSFm1K5uF55M5JjFeEWK2XdxVwyivgAblyQm3ozcAmXWVIMLj3UVOpiFpwiuVlF06cuFfZ22iR/i2hEyxkCVM23efawkLMolxz5e7DMss4OdLQjwwjGoKBHfh9zECn0yQu2KgYqUIUOGYMyYMejfvz8uvPBCfP3112jWrBnefvtt023iUSnBDKUOu/BW7T2p/33Luyux51gJbnt/dUT7OFFcOQkk2QToqn0n7VciqoVqyUReUxhcbEIMlDbuiFPW8wrK5RYo4c1enE0WCwF1ssSP+mlepHrD2lZ34dlYmyqXOYvxssPMiqHtkStAq6i8oLCphScTUGbnzi8EkVvFQMlq8IUUlQusl4nKbbmFeP2nXdyywgiCyEOKMY2BeG8oqvx6sR29Fez+WQuUqqp6Uk4gfL7s4tdE5Hmgas+g07RpU3g8HuTl5XHL8/Ly0LJlS0f7SElJwVlnnYVdu3aZrhOPSglm1OVSLuwzzlqfI4F9HAOKgjR3zVWJiDV17HZIaJLaAiW6IQyZyCvuxKMFfGLPowXlnKVC2yTeFqgDJ0ox4O/zOLOzbJabhihUVMPMwMjboygqCssDpoNwSFENg3ZAyK8VVSJNp0HkVjFQJi68gCD2RK6dsgyzco5yyyKZhRcIqYYAa6OAkqe9OGWTLkGD3X12RuV7T6k/xAnMEn8o4usuc+HJrkeCevCQmpqKgQMHYsGCBfoyRVGwYMECDBkyxNE+QqEQNm3ahFatWsWrmRERq3QktZFYfF224kCkLxQE4ZSkEVCPfrkRF720CIt3HNOXGV14CsRs4oDxLSdXsEBpg4k4AIoJLq0E1OsLduLLtebxFQDw+ZqwS4A1YWuWINmuRStRUJxlGEW/cccHq9H3mR+xw8LPHlRUzgIVEJKK+gQh85sBbdCnTQP9f1keKNNEmiFerHGWn5C9gHrm2y3YmccUSZacFNlbblVjoMRFYjC7RlG5sxQGrHjRrJNA2GLJCsxSX9BycoQMPtFoxW+pCy9BFRSAhx9+GO+88w4++OAD/Prrr7j33ntRUlKCcePGAQDGjBmDiRMn6uv/7W9/w48//og9e/Zg3bp1+P3vf4/9+/fjzjvvrKmvwBFSq/Yc12Zi4bJkn5dInweCcErSuPCOFpRjz/ESHGfquYkDlqIYZ9IBxqDnk6V+6Ww2gwUqYBQwMnblF+Pf83YAAH5zVhu4TSra5klmnQQtYqDEN6tASEHIxtpix8LtYQH6vWCRYQkpYn4jfrajOBvu5kHtcXbHxnj5x+147addEbnwAsIsPKsElqJFEAB25BXj6W8rZ1c5TRB6uswukWbl30FFsZUW4UkH0XfkrHhhz9WpUj+87kpBVewLRh4DJXVX165B54YbbsCxY8fw1FNPITc3F/3798ecOXP0wPIDBw7AzZynU6dO4a677kJubi4aNWqEgQMHYvny5ejZs2dNfQUOsYZnXSIWLipOQCXZNMa6dTckNkkjoLS4kKLySsuBnQVKe8uWWZJklhxDDJRDCxQ76J8uC6AxU9KDJa/IGFBsHUQu5EEK8u2OR2JP7bjsORPL2mjt+s1ZbXBWh0Y4u2NjAEB6ajgOQebCMxsj/BZB5EaXqv2MNqeDkV0SSr6sj/0+xcSrdiiKygltLqaDOd7JEj8aZFTGRJX6Q1JLlxUyF6fsfktUF57GhAkTMGHCBOlnixYt4v5/5ZVX8Morr1RDq6KDvVXqWhC57PuyVlcnWKU7IYhYkTQuPG1mUjGTkkAc2BRVnolctECFXVL2yQVFC5T5zLXKv/OLzHObyPKeBK1ceIKA8hvq85keqkqEFJUTNYGQKiTSDP99YbdmuPXcDvpyrVhvRIk0gwp3fdjvJF43JwGnTkVMkY0lh6uFp6i2U/zDZYScCxvRPcvunf3ep0r93P8lvqDpTEPTY0lqBda2TOTJRl0u5SL7umyhbydEEpNZ66hjgjqRSToBxcaUGCxQIXktPNH1EwzJLTl2LiPzQOjK5fmF5tPW8yUWKEsXniSIWhbjpbFkxzE8P2trlTuUoODCC4QUTlBon6V4+NsrzRvuBGVCxzwTuWpqgRLdbLLYKlnbrUireNNVVd6aKRISXIl24iKcTsF5xydeO1afsef+ZEmAOz8l/mDEs7aC0gkTxvWsRGKpP4gv1x6qcwHP8YK3QNVcO2oCWV+QnhLZUBWphTjRoecqMUkaF179tLAbo5AVUJJEmpxlycQCNXnhLsN2gPFBdBpEzi6XiSSNkyXGuBtN7Ehn4YkuvJAizemjMea9cHHVzs3q46ZB7U3bYUdQEDVBhS/logWYiwLKW1EIWOZichwDxcX/8ALHiYCye5vPTPUg1etGUXkQx4v9aJgpd7eyuwmnMbA+rlkaAzM0obdi9wn8erQQrRtm6J+x5+N0qRhEHorYYsHm09LzQMlceBb7ePnHHXh36V4s23Ucr9zQP6LjE0YUyTWpK8hCD9IjtUBxLzi13wLFvfglui+9DpE0AqrSAmUeAxVSVb5wqhZEXjHge90uqYVCWyQGIDt14bFCRxYoDhgHf1UNu4WsMpFLg8glaRpEjlmIOCcEFUWwQKmcVTmgCyj+Qdf+l70RWsZABRTpeqcrUgA0ykzBqdJATFx4Xo8bTeqnoKi8GPmF5ejavL50Pb54soMYKEWeSNMMbd2b3lkJALjzvE76Z6xgKvYFOUFVXMVZeFbFhFkF9eOWXKR43RjRrTk2Hy7Ae8v2AgCu7t86omMTcuqyC092/6Z7IxNQoou9tsPdA3VMUCcySe3CEweskKLy+Z1UzYUXHoDEGmPierYuPAcWKDPxImak1vItiUG9qqrircW7sWzXccOblT/oLI1BZmrVksqJMVAyIQcYAz81i5Ss5IqZiVrMA8XPQAuL5RbZ6QCcBZHbdaZetwstssPJEvMs4tVChgHO+q1QVSMrsRJUFO5eYe9rnxDzxArMUn+Iu8eX7TpuW1onIHFry+5l7SufLPHj7o/WYtz7qxEMKViy8xgUFbioe3OM6Nbc4TckrKjLmchl92ukLjz2OU8GF14yWNGSkSQSUA5m4QmxTdqDpT2w9UyEhVlgrdNM5FwMlMmgLCs7I8622n+iBD9uzcMLP2zDLe/+Ysi8LQaRm/0dqTlcJBAS0xiIQq5CQIkuPDefXZ3FKoicLyZcKSQ1C1RzTUDFxALlQous8P7yLOLVeAuUYjvjMaSqEQV3hxQVvx6VFw7lgsb9IYNFir3Hb3n3Fzw/a6vlsWT1E2XnSVvGWlFZC2HrhumWxyGcw8VAJYEFJRJk6Ui8nsiGKvH5rA5UVcXX6w5h9zFnRbwjgUurE/O9E9GSNAIqW2aBEgb28FRyo4tLe2AzTS1Q2v6sLVBm1g0uBspkUBY3DQeEV+7/wxX7ceGLi7Boe2WiUPH7iUHk7KDOzk5kLVBs25y61sN5oCpFjXEWY3ifYgyU7sJjjvndxiP415xtMNMWYhC5XgDaH9KP0zwrbDES00rIsLNApbjduiDLLbCwQAni1G6/imqs3WfZzhAvoIr9rAWKyTzuC3LXolQSRP7Biv22x9KwykSuLStl2hIIVl6fVE/ylMuoaepyKReZBSpSN6Y4yaM6mLnhCB7+fCNG/ntxzPcdqxJdRGxJohgozQJlPgvPWAuPF1BmFijTNAYOg8hZ180JSaC4bNtgSJW64FbsPs6twx0naG6BYmu7eZi8CuzbmdvlctRZi241sYMyDyJ3V2xfuf79n6y3PFZeYbk0BupUxXlM9br1PEhOYpHsOh+vp9KFZ5Vygt1NMGSf40lRIktjEBQsUGYuvFJfSHDpRRFELkljIDtP2n5LfIx4DlXGw0Waq4cwh3+Oa7AhNYDMFV+V5LDVZYFatuu4/UpRwr3kkH5KGJJIQBmDyOW18Iw3ojYAZKbKT4f2Nig+iI5joEL2D7PowgooCjyq0SRUyiShlOWBkrljAH4AZoWGnxNQgL0NR5KJXDIbEJDFQLmk7bbivWV70apB5Qw07Tydroh/apSZEtHAbR8D5dZjqixdeMIsH7sYhUiDyEOKgv0nK4tcs/e13xBELqQxqMJgo7urZRaoivXYMjeBkAJ/KHzXpJGAihl8zHDNj5hvLNqFZvXT8Nuz28X9WDILlFMr0pHTZQbXd1VjoHILypHqdZsmQNYot4k1rAps/5JsmdVrM0nT42kCqsQffgM/XerHjf9dya1jyDAuWqBsXHjRxkBxosZkHVFAifFaGmWcgBJEl2AJYTtePjaMmUHHPPRWtc7mP3wh2lRMpQ8qxkSaLJrFSIyB0ixSTjuAK/q0gqICh09XFnvWzp+WA6pRZqrhOFbISrmwiU5TPC5GQDlz4QUVewvUVZOXosjnrO4dYIwzK2YEsF8QTKJLL1KkmcjN7lNFNQooskDFnEQq5bIrvxj/mrMdf/4yp1qOJ4uBctpnDH3hJ9zxwRr8sDm3ctsqBGAX+4I4d9ICDPj7PNt1ZRUWYoWsBBlR8yRNj1c/vVL8FPuCWLg937COONDpaQz0WXjWLjxjMWFniTRlhYnNjqFvE1Kllho2FkYaAxUyHqs8EMKPW/Ok7WG/k1VH07V5faSlVAog1nIlxh5pmcZTvLwg87o1C1T4mHZv1nec38mwLKio+GTVAazedwoA0DAGFii2lpzX49ZjqvILfaZt5GIsHLjwnBYN1vev8NfffBZeiHNxRlNvj91G+1pmnfS6A6dMBRRZoGIHe/prOgaqgElYWx3WsFjEQP28k4kVrYIF6iBjBbZrg/giM29rnqPcdE5ItlmFyULSuPDSvOEEiP6ggqLygDQBomISA6WJATMLlNZplPn5QdCYB0ouQPggXXn7xX7JzIXHric+nAGTUi5PfrMZX649xLRB7lK066M0ASS68Ep98k7CGEReIcAqzpMsnQHLWe0aomOTTOw7UdmJfbHmIOb/WimOG2WmRjRwyzpBD+O79LpdaJCZorfPH1L0DOos7EASCCkxzxYtzsJkLYhiRy17YxcJhBTD9dCP5TQPFIDr31qBzk3r6f/7g6p+HckCFTt4S3INNkQgqKiG/G6xRmqBivAB42IUq/BwihUAMixSwLD98QOfrsf8X/Px+3Pb47lr+0R9fA3+xZ9ceIlCUvV47Ew8mQsibIEyDhaaEDINIq9YT3TBGIPI5e0KOrj57VIuyCgVTMZ5heVSFyUrngDe4uBk8NXQ0xAoKvfdxXZomOWB0o5vd2yXy4WBHRpzy9buP8X9H6kFSiYMvIwPz+txIZNJ82Bmlmf3E8k5dEowpHDitsTEdVsWCElrC4qcMpm8AIj3Z4ULz2LU3nO8hGmLYuqyJaInURNpVof1IxYWqFilMXAzCsounxr7HGovedNWHoj62CxBzlOQOPdDXSepejx2Jp7soQkpinTKtvYGbRZErt2vYnyJmPna3AIlTwTJH0OMZ7IPTBaFy7bcIsECZeYuZF0+EQgophQLNxPML3dPGfJACUHkdh0SAPRolcX9L56/9BSPqWVFhtQCxbxRe91ueD1uve1m4pA9bbEy07MEFbkLV4aWD8uK48Xm67DH0W4ZpwNWgHHnpkWY7JAwh310a9qFx2JnNY4Fsll4kcYxxcrlxZ56u0S9TiohRAvFQCUmSdXjaa4cXzAEv+ShCSnyGUfaG3R9m0zkJYKrKhoLlHjv+4MK8grL5QLK5sHXhIuWpXfb0SKuo9Eeuqb100zbYzdIX92vNWaOHwagMv2BWAvPTGQYXHh6Ik1nFigA6Nkqm/tfHEtSGbHjBFnn42HeMjX3hGaqNxOH7PWK1ALVsiJI3Sq7ckhxXnzYLDUGv475jELZS4XTPtrPpLSgPFCxg8tEXsMDJvvMVccMMNnzFHEeKE5wRN9mtn+0e87jGUTOz8IjAZUoJKWA8gf5Wm0XnNkMgDHRpMECZRJErnVgRheemEgzcgvUb95chsH/WICtR4Sptw4sEJsPh7fp06YBgPBsmXJJziQxQ7STtAoaN5zTDv3aNQTACCAxBkoiMtwuPt8UUBlUrp0nnwPLTQ9RQAmfp3jcVXbhse3U/s7UBZS8jewAZyayzPh2wjBMuXkAHhx1puk6AcGFZ4WVe07jhIUFik99oRqWWcHOFqQYqNiRSKVcAlx/UTMuvEitLnycZ/RtZp9BO+sbO7ki1gRjJAiJ2JJUPV4qI6C0G39UjxZ60Ovkhbuw8eBpff1QRXJD7WGrF6ELTxRQZh2d1Sw8TQR9ue4wt1wUezIW7wjPNOnYpB7qpXrgDynYmVekf242Y4bdr1gORsQrEReigBItc4B8MNViqMLFh1VHlptGQu4V8RxXRUCdLPEjpKjcd9R2n2EjoKrSQTfPTscVfVshu8LlbLZ/pwLKiQXKqnPnSw35cOcHa3DwZJnp+ty2QUpjEA+4WXg1PF6y92F1JKWUpzGIXkBVJYaM7yvNv7s/qHDVHmJNXYmBWrX3JPbEoRROvEiqHi9Vd+FVCqhUrwuHTskHA0VVubcKsyK7lRmYww+IllCtUBiUzB5yszT8rMARZ/iZpTGQcaLEj3aNMwEAR5jyI2waA749zjtEtgaVFsMUUhQhiNzYccjiktjZO6IIs2Lxn4fr18YgoLyuqATU1iOFGPD3eRj73iouBkq7PNrxzMzysbAKWBV1FmfhWeEkRYLVdRbdMvN/zTNZU75f7V6gNAaxI5EsUJH0F7FAPgsvsuOyL6pVaTNngbLor06X2b/EVAVOECaoCy8QUvD5moM4dKrUfmUJe44V43dvr8BFNqVwPl99EMvjmPU9Eqqlx5syZQo6duyI9PR0DB48GKtWrYrLcbRYGNaFl+pxo3+7BtL1xUHcLo2B9obRt214f44zkUssUF+tPYR+z/6oLxdnUgUV+xgojUBIkQ5e2mHF4MZIYqC4GWpMHie/TQyULC6JFVViHJUVHZrUw7mdmwAAxH401eNGWkQxUOEdfLIqPDtm6a7jXAyUdq21CQX3f7IeP27JhUgsZkZZTYkWU1LIyEp3noXE6lxHakE7o3l9/W8t1QNAFig7pizchQkfr3MU05RIAoq1UleH9cMfg1IusQq6NqvaIFJQGj/3HSCI2AR14f1v6V48+mUOLn3156i238F4T8zYdKgAj36Vg5vf/SWqY8SauPd4n332GR5++GE8/fTTWLduHfr164fRo0cjP9+Y6LKq6BaokMIVtL313I7S9RVGQLld5kG9ihoeWDUL1KBOjaXrmSbSFBIVqqqKR77YiELGciBaOgIh1fFb12OXdpdWK9c6ak2cabFgkcRAeT2sCy98jJBiH0Qus0Cx+woIViw7NB0nDiap3uhceGx+F7Z/VXQBFRY3xb4g7v5orWQ/jg9pipUFyklAqlYD0AlW1znSDvmzPwzB8G5aXKHKvawQ5rw4dzu+zzmKpQ7entlLUtNpDJxaYWJFtHmgTEMWqvCwBh1+93jGPwGxc0nGk0UVyaujdWV63OwLtvxcHzgZnXUrXsS9x3v55Zdx1113Ydy4cejZsyfeeustZGZm4r333ov5sVIrEh6yMVApXjcaZKbg1nM7GNYPMXE4qV43l5FaXK8sENIH2sGdmsjXM7mxRSEkW08cMMMuPPsH5Q8XdkbvNg04S5GGIrjw6lcEyXN+fZtjsOckxSOPgWJLrWjIRE0Ks68fNh2NKDu3lo8lVjFQLsmy8P7Dv63EDRCbjMxmaTMAZ6kRIhFQZp1/SFEjTtSY5nXrApm19pILzxlO8napCWSBYgVUvC1QqhBWUbncfjaiWdtiFkRuIaAirTQQKbUhE3m0t8a23ELMyjkK9v2rxOQFkh1LE6FGZFwzkfv9fqxduxYTJ07Ul7ndbowaNQorVqwwrO/z+eDzVU63LiwsNKxjhZkLDzDOCAPCb3k+vfP3cBYSFlVVdVXtdoVnvWlZz1nMBRS/XGapkrnwnOjb9ArRKLP4aO0R0zRw5mCbN0reAqWlMVBsZ6TIshW73S64XeEH7bGvNqFVg3TJlnIqBZR4nMgElKICHyzfh282HGGWGQerjBTrR0O7hi2y0yyLDlthJdKc5JSxK27KYtb5RxMfkuatTB1BtfAix0m/z/YRdhaHXflFaNMwk3MJ5xeW41RpAN1aZlls6YxgBBbrqhKeYGLSDkVFqqQf1z83jUGtSgxU5T6t3OCF5dVngarOWXgfrdyPdK/bURHpaAWN5vL7wwWd9WUlvqD0BTEozAhN9ZrfD9VBXHu848ePIxQKoUWLFtzyFi1aIDfXGFcyadIkNGjQQP9p1y6yyt9aIj/OAlUxkMssNCEmo3Yq81YNhGu//Xl0N309rZhrvVQvUr1udGpST7o/GaI5UraeuMipCy+9Imu2TPypakXZlZAmoFIMx7frEFmrEVvKRSxjY9jOxJ3DLj9aYF6sV0QmgMP7c9m6js5q3xCf3n2u/v/T327hTO6yshl2FihtG63AcjRYHUNzi7pccjEKRCagzK5zNBYFr8ettynA5IGSlbwhwvCDi5MYKPnfIst3Hceol5fgxv/yL6SD/rEAo19dwtVyixb2ZSneAsrqxUzst8Z/vA5Tl+2tXOaglJYVu/KLDWEFbB9s1bbqtEBVlwsvr7Acf/1mM/78ZY4jN2g07WKfiy1MKh+z1DB8BYj45d1ySkK9Mk6cOBEFBQX6z8GDByPaXrdAhUL6za4N2B7JIBRSVc79IAZMa4O2olZO1deKFsvUsWMLlIMbLcjEcVmhxW3JBIuiqpwrSHfhMfs9aZPFmsvSrdeyM84QPKdjI05MmFkj7LKGmwkll8mLRqrHbbvPGfcNQ+828okEAG+BUsHHQNlt06ZRpuV6VlgFkesFmT1urpwEiyigrFx6Zp1/tPEh2jn3BSvTbZAFyhxZwWYZs3KO4vUFOzl3lZXrSivTtPFQgfTzLUcis+LL4NMYGNsy8escXPrqkphk5LfKDccKpFk5RzEr5yie+W6rvszJLGgz5m3Nw6iXF2P89HX8MZkAeisXnpUFKhaupqDNNYgHp5nAeCcZ6KPRdWwcMPuiWGxSX5W9B+JRQitS4urCa9q0KTweD/Ly+GnReXl5aNmypWH9tLQ0pKWlGZY7JU2SB0rr1KUxQgqfBJAdiFO9bi5wWXPhaTP1sjOMp87sQRUfbCcW2ICiAnBugZJZKUKCgNLazgq4bUetZz6kMOdNHzQDRhdeg4xU5BZWWpTMrEJmblL9c7fLNtkl1z6P21Hsjez6a3AxUBVfSxQ3S3Ycw9kdG+lxS9p6TSKwAomwMVAul7xQtHb+ZU5CNsO8x+1CdobXNJjVrLOJtjNOqTjnbMAoCShzuHI5FuuN/3idYZlVKRfZ88QOtlb3vVO4HESSgfSTVeEX3cU7jmF0L2O/HgmWFij2xU+S+8zsZcDJS8K0lfsBgCtUDvADdrQxUGYFySMhnhaoYEjB7M25GNypMVpkV4ZVcMI5qAI2XV00QvFYUeWYwU1MMglEZ2OFE0FAxbXHS01NxcCBA7FgwQJ9maIoWLBgAYYMGRL747ECKlg5Cw/gI/w1gsxsslSPm+uMvG5XZdyNouLXo+E3OU2EZDFJELUB3OxN0UkMlGGbkFIhoqzRLFCyAHhFBcolApFtj/a9zGCFi1ZsuTRgrDWYneEVAs6js0CZCS8zK0yKZBbeo5d2w+hevNvYTIABYhB5+G8xqeqY91bhoc82VG5TsV5VBFQGU7SY/Ruo7ChSvG64TdrOWqAaZqRw7lYRM6EUbTyFdp3Y5LI0C88cWb1Bp1h1A7L7mg3AlVneI4UVNYXlAW6gZF/QYnH9rWL/+MkvxvXM+ksn/WhrxnrOfj9WPMrSK2gUWVigYlHiJZKwi0h5f9k+/PGT9fjNG8u55ew59oXsv0M0NRvzmfhR1uJlNpOPTdrspJJFvIl7j/fwww/jnXfewQcffIBff/0V9957L0pKSjBu3LiYH6vShcdYoDzOLFBpKR5OAHgZ10nOoQL87fuwqVgTS2wOHm2ZuQXKWbA5v43q6M1JCyKXvYkqiqo/vOleN1cMGAh3fnuOlwAAsk1yCqUzA3tmhXgs8QUNVrXs9BSwpzjFzIVn80Zstp2VC08UUClut+Ece8x2AH6AEjORs8zdUmlJ1cSymCk9EjxuFwZ1aoyOTTL1+ngarAvPzIrACqgGGSmWItGs8492Ro9m8WQ7OrNYLYIfjCIdaKxceOw11/o8VtTGoo4eO2A/9NlGPPpljv4/O+jFwgJpFdfCiYggK0hVwzIWJ/0oO6HlWHHloO60lIuVBcrJrEs74mmB+j4nPKFGnE3NCj8n6SvYdzGnIi+PsUCxRdHNKkCwsVHxLN7slLgLqBtuuAEvvfQSnnrqKfTv3x8bNmzAnDlzDIHlsYDNRO4Tgshlg0uImTKbJgxUHpdLFwSayAAqLzInoCpEhpNEmoCzackBh4k00ysGepn1gY2BSk/xcMWAAWBnXjFCiorG9VK5NzBu/4yA0mKoisuDBrGYnc5boFJNBlNZvioWs5l5ZgIo1WsMIne5jOfc7XaZijCZBco2iLxivUgCuWV8ete5mP/whYbBh3XhmQkjTkBl2gmo6Gbhme1SsyRqkyvSvG64LERqXYebPWRyLcxcIFYDJvtcaO5bVkCJbo45m3Nx4YsLkXPotG2bNcR75IuKuCsAOMUMejLxs+94Cd5fttdxfJS1BYpxKUlKKZnXIo1McOw7XlqxncJ9P39QweHTZXjg0/XYlstb7rWqFGLhdsBcDERCKIpUEqdL/Y4Crc3ax95HjgSUiWXSCs4CVebAAuVn7+06YIECgAkTJmD//v3w+Xz45ZdfMHjw4LgchyvlEqzMAwXYz8JLS+FdeC5JMVwAGDesEwDehae50czeLEUTsmMLlBMXnpbGQDKdk/1+6SkeXWRpx9feODo2yZRasFK9bu4caDE7sjibrHR+ADd7G7WLgfrndX0xrGsT/G/s2dxyUxeex11hLeTXlZ07M0sOe92cCiht91V1W7jdLs7aqaFboLzyIHK3K+y207CzQJm58LTlZnFkU8cNks401ASU1qFR/JM1TurJmT3vVhYrdvDTnkt28BEHsnumrcX+E6W4fepqYT9BPPrlRizcbkxwbCVA2ELWMvEz+tUlePa7rXh78R7TfbDI3DLa7W/mxtL6ONN73EE/ygqEfRUvzL95czmmLNzNHEfBS3O3Y+aGI4Zs25oFqnmWUUDFwoUXaTHhkyV+9P/bPFwzeZntuubWnsrl4rldsuMYJn69ibMIsdfEqdUtv6hSQLHHM5uFV8q68JI9Bqq6kRUTroyBkieaZPNFsfE5LhcMb9TXD2yLmwa1ByC68MwtUOWBEBcoZ7aeSCCkOHPhWcRA7T5WopvYM1gLlMK/sYWFknF7MS6nXoUF6rREQGVneLlzbBbrZCc42jbKwPQ7z8XIHryF0iwOSDsOO4CHc005D0TnZjxV/GlnJNS2Efd5db/WuG5AW+uNJYgaSY+BMnHhed1ubtZddnqKZcCwnQXKTEAN6NAIyx6/yLA8VQ8ipzp4TnAioMyWW/UX7Bu59qyzA5GZRed4MR+E/dbiPfh8zSGMe3+1YV0r19VJGwuUNsit2OOsdlm55D7V8tdxZVWCrIAK/20m9EIOBAd77veeCAuoHGFmoz+ocLFObIoITUA1kwmoGLjwuDxQDixqyyqy3W/LLbIdb8ysRaUWLrwx763CJ6sO4H8/79WXsUKx3O/QhVcoT2VjNguPt0CRgIopbCJN8c3a3AJVKSLEdcQ3f1Y0yYLIZTfqhS8uxMo9J7lljlx4IdVhELn5LLxPVh3AHR+sqVjPGAOltdfrlg/SBgGlWaAkdZ+yBQuUmYCys0CZuYHsXEmsMHObzOSzyjSvceM54dxjdg+ntn9R2L1201no0tyYI8wO8V4rrxiMvG6XVDx6PS5kMwLKa+HqA6C7tEU3UWUKArnFzdR1KgSRUwC5NU4SMppZUKzcIexAU+jAAmWGVb4oKzevnQVKw+reZJFZoLR7i32mSyTf0SwPlJOZpuw1OSKprKCtw86cnbO5MpehJqykAooRFiW+IO78YA2+XnfIsJ4VvAXK/vuw/e+JYh/yi8rx7s97uDgjDSfxRn6TIPKjjABiJy+UO3Sv7WXCY1hKTFx4bFvrRBB5dcJaoIx5oOSz1LSEkGmCu8oFF8RN6jPFhrMlQeSyQVuWpdppHihnFigtiNz6UqZJYqC0jsXrcckFVKpogbJ24XmdCCiLmWKAeUdrtjxVt0BVttXlkgsosz5c0xT/G3s2bqgQUF2ZgrkyNBEsExhWs+HMENumdRQyYQ+EzwcbnwYTl7NGIKjgvulrcfXkZXxpDhsLlFUCU4ARUGSBssQul5K4DouVBYMdaGQxUE4HMivYXEgip5iXKSuxxr4g+IIh/HPONqzae9KwnswCVWk5r/yMDdq2s0A56UfZc59vUlnAH1I46/txJthcy2ckTgYB+EF/6vJ9mP9rHh7+fKNtm1jY7+Zk/GDzUh0pKMfbi/fguVm/6iknWMzuL3bGm9/kHtBestlasYAzt+WWIwWmeco08VbmD2HjwdP6ix9/b5MFKqZorjR2Fp42kJu5N7SbJ1USBCv+Xy/NzAJldOFtOlSAF+dukx7TiQUqqDiMgdISadq84WUwswy1dmqmba/bJbUMpQsWKC0u6JTkLSY7w8tZSqJ16Zh9DfM0BuHlbNC6WxJEDtiLzAHtG+nXvHebBnh3zNmm61ZaoCRtsrCyvfCbPtLl4r1WzrjwpBYoE1Flhj+kYPamXGw6XICNB0/ry+1ioMR9av/reaD0IHLKQm6Fk5pqZgKq3GIwYgcUzbrABZE7nKlklcPHqtg0m49JtKyx34d9fj9bfRBvLtqN370tKeclGczZCggaRZLvaJoHKsIYqLyicunsRX9Q4V4eNUtfSKnME9iqoVFAscLSrujwhoOnsVUiKlg3pJMYKNbSlFtQplt6ZH03C3sflAZYC5T8/tXGH39I4c6zE7flF2vMrXCaZfVfc7fhminL8NysX8NtSjALVFwTaVY3bCJNTaRYzcIDKi+0OAC4XEbrQj0zC1SKMY3BVZOXmrbTyQMdCCmms8ZYrGrhceulVFoytONrg6fH7TKJgeKXaRY4WfPFGBwzEWH38JsJJas0BgCf/sDtcuHmwR2w7sBpnNu5sb7czo0gCpVRPVugb9sGXCyEoqhwu136/eV2uVA/zcu5TcyE2n3Du+DGihg6w7GFpmlvV163S2rlEq+XCy5L616ZSUAoGwfnpF3aNdZn4VEQuSPYN3jTGCiTt3yrwaiYs0CF/7ZypdRL9XCf//vH7bazxKxcYOyALFqg2BQH7C186FSli0xVVe7lQWqB8vD9FgAUMxaW8mAIP+88hlv/t8qk/eZ9ztwtuchM9XDr7DlWghH/XmRY1x9UUMB8X+3cs9dANouYjduxerk6WeLHtVPCQd97J13OnZdIiwmzlsEjp8txuOKci9dIjFvzBRX9xbmUs0BVnp/TZZXnQOtzSoWYJScC6kCF27hr8/rYlV/MfaYl0pyx/jAA4H9L9+L6gW0pBiqeyILIrfJAAZUDi2wAEMcjbRo/wFugtGM4zbniPA+U/Xqam83OupKe4tE7okoLlObCk7uJMoVkkplp5no7K91ZELnddzITUGaxOLJZlm4XcN2ANvj+/vMwddwgfbmdVUwmsNIFYV3iD6LUH9RFpMft0oPr9TaZdJJWAk783qWMMJFtpx1DmzZ9cc8WlvtnTfqKJFGg2fUSLWPaedbueW1XJKCsYV8cJi/chZkbDnOfK0zNShGnLrxTpX4cOlVqaYGqz7z4lQdCeP2nXfjf0r04yIga0UJmVXDcygLFiqtF24/hyW82IRhSuJfPU0I8pdwCZQyRKBa+o5l4AtiQBQWbDxfo/fTuY8X4w0drcev/VhnO/f4TxpgwgwWqvNLNBISf78b1jDFQJVyutMrnRBR2h05VHlMcIvhiwg4EFHNdcgvL9bguUUCJGd1zDhVUusvYGCjm2p4qqTwH2jUvEWbNObEOFVvMXNSuLxuHu/VIoWEWXnkghG83HjGdtQeEn63tuUUxyYkmklS9ni6gmDpy2gBrNrgUW8RwiIOaVowX4APKtQHJaX4OZ6VcFEemWk0U2CUxTPd69MFPe3C132YByKILr57F1H4xjYHZgGyXd8jsOpnNwtMtUNwMShdcLhd6t2nAfYfsdPNacYBcpKUJVrg7P1iDnk/N1U3imgWKxcwSZCYOZZ9pAbkpHrmA0pb98MD5mHbHYIzuZS2g2JgRWXFYp0kwPYIFSoOCyK0R7/sHPt2g//3pqgPo++yPWLrzmHTb8oBi6mJj41SmLt+H8/65EK//tEtfVuYP4V9ztmHe1nASWPZeZRMnnmDiecQAXlk/pLVHZoFSFBWqqnKDOABMW3kAszYd5YLN95/gg4hlVgUxdhOoHHzD29hY0Cr65TcX7caVry/V6wdqM9UAZ3mOfMGQ1IXH1lMV+wKAf/bYF71CwZ3HfvdASMGvRwv1c8pboOzbyl6X7blFustTPL8nhNmYv3t7Bd5YFE7dwIoV9v5lRVeZP4jcgnIcEASnEwtUoUXgfYk/XO2CnaV3uizACbV/zdmGc56fjz9+sh5vVaTJ2JZbiBW7T+jrhBQVd324BqNfXYLpqw7YtilSkqrXY2fhsekJAH5QS2UsLpqvWGadEAc11tLA5gnyh/iYIjuclXJRHc0e0SwEdjWvMlIrg8gNFii3WzqAikHkokVKm0avZQNn2yAKDw0761vEMVDSNAbydWX1C7ljSJosunZ/EQJfPW4XurfM5paZzTS0Ejhm2srrlgf4a8uaZaXhvDOawuWynoXHwrrzgowV0gkpHrlgF61wBI8sCFcbHB//ehOKfUGuMK6ITFj4giHbIq9frz+ENxbtxl0fhmfjsvfIPmYG1H5mFp6YxFB2bO05Psbk8SkPKDh4shR9npmLZ77dIo232ZZbxImQA8LsP81ycdOgdvjDhZ3x6d3nMqEHTBA500arLODhtoa3254XrvupJUZmXfNOBvyTJX7OMlSsi5JKL4adgGLPpRgPxVqHvs85isv+8zMeqQg2j9gCxVj21uyr7LOs3KwaL87dDgAoDZi48JjrerI0gHMnLcDN7/7C7aPMQRoD7fw1kyQfLS4PCzP2q54s8XHi2xdU9HM7d3MuFEXFpa/+jJveWYn8itRB3+ccwYJt4dxm6/efsm1TpCRVDBSbSFPrJ2R5oLweF1K9HpwuDeBEhZoWLVAul0tigfJyn2t0aJwJAAipRp++DEcuPEWBO4IYObsBsGn9VP1caMfXB0+HMVCpXjdSPW69026QkYJFfxquiyX2fLE5ilhYUdivbQNDFflI0xjILCJm60ZjgbIu/Ro+1rPX9AIAPUeYmfUtEheehlktPNm+nBaOZS0MkVqgNHEoltxpIZl9RFQis+IUlgUMVl4zyvwheNwu7t4qMcmVwyK+hHEJIxmrAftO9+cvN6J36wa4b0RXvPDDr/h5pzGHkz+kwOVycfmkfMEQvss5ghJ/CB+s2I+WDYwJWDcdKuAy6IuuMi0GKis9BRMv6wEATPoVtaKtKifyxKzgIprl6mRFW4t9Ab0tGk6yhbNJH8P74a06aV435yLV0Ab5gydLuWn7hYLwY8XBK/N2AABmbTqKKeDvHyfjBytySizygslcX1pXxBb09bEWKGbfO3LlxehlgtQXDOGZb7fgwjOb49LeLfXz0lRigTpdFjCUljlwUp5eAgAGdmyk5+8CwsKweVY6djOxVU7SAkVKkgqoUGWshtdoofG4XaiX6sXp0oBujjQEkQOGNAb1hLeLHx44H3mF5fpb1IaDp3D2c/Px0MVnWrbTaR4ol8v5BbdzoTTPSucSaX64Yh++3RCugeT1uOAN2bvwACAzzQN/aeWgy9aCYy0vZgKK7Qg++8MQ5Bf6cMGLC22/g5X7CxBjoOTrZtkJKJNcYVa4XS40rZ+GKbcMkLZFXNd0PyZfPdXjlqdKkJwrpxYoXkBVWiEr9+0ytX5q64nXyqwEDxFG5rouLA+guUPhOWXhLvxv2V5Mv2MwhnRpgnunrcPOfPngZd2Oyuu6zyQHz8o9J7Fyz0k0qZ+Gz01mSgWCKop9Pu758AUUTqBN/2W/Ybv1B06hb9uG+v+agDpyugyPf70JS3aE3ZisR0B7uQuFtNicECf41tpYFrRzr/X1xeXBcFxMXuX5czLt/pggoLTnSHuhTPW6kSnpM4t9ARSUBnD+vxZyy0ULFCs6CoXixKz7stQfFiLPXN1L2s4PV+zDjrxi6WflgRDKA6HwvZeVLhU6WhqWEpNEmqxrdt8J+T0kS2nx9brD+GTVQXyy6iD2Trrc0gJVWBbgJhsAwKq9Jwzraaiqis2HKwWxP6hg8k878ePWyvqlshxYVSXpXXgyC1SKx63HMGlvJUYLlNEakiUIqB6tsjG8W3N9YDx4sgwnSvx48pvNlu20GpS1ZjrNA6Vhl6CyWVaaPrAfOFmKp2Zu0TsQsxgomVuzHuPGEwdx1oplJqDY756e4kG7xhloWj8swv55vXyKP2AeA6XBXj8znWLlwpNdbyBsVbRCHuBtZoEy34+ZuDK7NlWyQLEuPIkFSnxR4I6hWaCELyOzNlQ3U6ZMQceOHZGeno7Bgwdj1SrzwGIA+OKLL9C9e3ekp6ejT58+mD17dtzaJpthZzelHai8r99duheqCryxaDeKfUHM2ZKL3cfkg5cVPs4CZb29lUDzhUKGfEnlgRCXhFIcAIHwvbdiT+VAeLIkvI9Hv8zRxRPAv7yxLrxSf1DvszXERMUimuVK8zYU+4L67FENTUicf0ZT2/1onojjxX68vmAn3l+2D0B4/JH1U0XlQWyQ1B40uPCY55J1+60/cAqfrubzN01dvs/0/nlq5hbT71AeVHDjf1di0PMLsP9EiVToaM94mUmZFtY9aDYTTrZftr1lgZA+FsgsUIoK7GDGJ0CeU5FtB5tTasb6w3jpxx3YxljInDxvkZJUAiqNCSI3JNIULFDaQ6D50tMko5sxBko+sDgduDSsZgNolrCg4mwWnt4GGwtUs6w0UwuF2Sw82T7ZWBeDgGJ24cSFB4RFyxf3DMWcB8/H/51lXgLF7hTzLjyTGCgLC5TZLD+7mRtSIWMiZu2saDJSTGbhya6XncjU4OpXKUYL1EXdmgMAOjTJNGyrxcGJLr+atkB99tlnePjhh/H0009j3bp16NevH0aPHo38fGNtNwBYvnw5brrpJtxxxx1Yv349rr32Wlx77bXYvNn65SdaZLFKBWUB20zh4sSNVK/btNCqHaqqcgOhVfZxANJ8RBqBkGqwyPiCCo4WyEtzmFHiDyEYUrB6Hy+CeAtU+F67Z9o6nPW3efhxay4iIRiqCGqvsEAUlQcNAdyaBeoPF3TBHy7sbLk/tjbkv+ftwHcbj1S0We6OLfYFDcHygHFAF2eyafzfG8ulyx/5fAOW7+bdq4Yi6kKX4AuEsKEiD9zX6w5LLW9a3+LEAiWizQqW7ZcdE46cLtfb1zhTXpBdc7+d0SKLW86+LPdp00BvH2uB2nPMaIGTxXtVlaQSUNqJVdXKgVqWSNPrdhnEkBj0LLrwXC7zArNOBy4NqyByrR2BkBKRz9YukWbzrDSL7ODyRJqyfWZyFij+80gtUBqdmtYzBGKLmAkcDScuvGyTNgHm19CJC08kljFQqTaz8Ficx0AZLVDs9W/RIB0bn7oE8x66UF/20m/7oU3DDLxyQz8Axu9Y0zFQL7/8Mu666y6MGzcOPXv2xFtvvYXMzEy899570vX/85//4NJLL8Wf//xn9OjRA3//+98xYMAATJ48OS7tk1mTC8uCulXEDLGfyjlUgGW7zF0ZAHBt/9bSmU2+IO9i228joLaZxLcAQG5BuR6oq1EeCBniVlh+M6CNwfVb6g9iz/ESgyUjTWKB0r6DNouOpaNE7GsUlAVQWBbUn+ViX9DoPtMT17rQ2saa2raR/HOzVB5F5UHpuVy28zjumLpaz4FkVr7EjPm/5uPmd37Br0crhS57fa/o0wrtG/PnhT3P+UXl0rxb2rPNxkCx+7WKF+vTJtyPy1yD7LC3s8K6VD/Ni4xU/rxp46wmxtsIyUn7t2uo/9264jNRQMn6YHLh2SB7A0iVpDHwuF2GYD9Z/A3r0qmX6jUNcHY6cMmqihvaW9GOcB4ouXn04p7hQrs3DWqnL7NLpNm4XqqFBUqehFG2TysLFDvV2kkMVCTYiVQ+kaZ8nWxJgKeGmUCzmzEpO1Z0eaDky81ceDLroGwiAGB0abIdtSwPVIrbhQaZKdyAcP3Atlj2+EW60BVfJlrWoAXK7/dj7dq1GDVqlL7M7XZj1KhRWLHCmO0aAFasWMGtDwCjR482XR8AfD4fCgsLuR+nyGLKCsoCOF5k7pYAeJc5EC4f8qcvNlpu838D2mLyTWcZlvuY/HiAfcFsK657czme+z6cHVrL41MeDOHoaXML1KW9WqJzM75OZKkvJLV0ySxQGjIx0q6xuYAq9gW52X5SAcVUpBBrgIq0MLnXLQXUUeN3nLMlFwu25WPUy4uxK78I3+cctTyuGa8t2AkgnJbiu5wj+vJXb+xvENKsxTOv0Ce1FHncLhwr8nEWqKLyAKYs3IUdeUWWswD7VMS3yfbLiqqdFaIxKz2FG7ddrspyOFoKg1aCoOUFVPizPcdLDEH5IoXlQUcB+JGQlEHk3DLNAsUMal63yxDPJJuFxw6qsumpGk6Dd9O8bpQHFMuLyFqgzKwSPVpl47Ubz9LT6AP2MVBmbjogPPB63JI3Ecn5zLSIgWJdC2YB25G4JVns3F+sADYTulYWKLNrGJULLwZ5oDRSvPIgcqvUBiKpHjf35sm+QQaYcj76fhykNOjUtB487sqag1bPR7w5fvw4QqEQWrRowS1v0aIFtm2Tl1PKzc2Vrp+ba+4emjRpEp599tmo2ihz4RWWBXCixFpAialEZIiZ8FM9bukEkPJAyHGuOido4Q/tG2civ8iH3AKf1PLw59HdcEbz+ri4Zwt8vuYQJ4BK/EFsOVJg2EYWAyXCzuJt28hcQAHA1qOVxyguD6KwTMx1VfkiYZaCRUMW9AyYJ+otLA9ge6714D7q5SWWn1uxpyIWbtgLP3HLvW6X4UWWfXnKLSjHGZKan2WBEHKEmK0PVoQnBLw4dztGdGsmbUerBum6+JGJGTamqlJAeblr3alJPTSpn4o9x0t06yz7clY/zYszGZeeZi0UM5mLQfj68rIAN/GpqiSVBcoqYzP7du6RufAk1it2ULPKc+NUQMmqiputEwipptaaFLcLGakeTijYWaCs2plikmtItk/W8iBaWthO3OxYDTOtZ8KZYR8Dxbrw5OtYxUCZbWOVfT28nXUMFLtf6zxQJtcmAheeXcFljVmbjuLV+eFp0pqgZUWTk3vJ5XLhgZFnAKhZ8VSdTJw4EQUFBfrPwYPGwqxmyGbhhS1Q1m4FO2sIYLT2pnrlAsouXxJLuo2IYNHcRGxxXZauzevjkl4t4XK50LIBLz5KfSFdADRhBjZWjJj1lr0r4l8AoF1ja7cba+Uq8hljoNjj2p1zWdCztq0Mf1DhrDmx5tCpUkOiVa22qyiYWWGTX1QuFbzFvqAeJyVDJsLfvnUgfnjgfH1yVpFEwHAWKMaFx95rZ7bIMtzPbIHmLs3qcfsxswYWlMnv9dMxDiRPKgElQxtU+BgoY8IzzQJ1We+WAIC7zu/MDX5W1gunLjzNr2+VxqAyiFwxfVuUWQictME0NscjdxNJk2uyb4bC/pz48P839hz0bJWN6XcOtl2XxTaNgZMgcotZeGbi49mre6Fr8/pc7hq77djzzLbLKo7L7PKlmLjwIkljILPMvjo/bPaXzcJzmhNq/Iiu+OuVPfHhHYPsV44jTZs2hcfjQV5eHrc8Ly8PLVu2lG7TsmXLiNYHgLS0NGRnZ3M/TpFZXnMOFeDRr3Ist3NigWpUj++b0rxuqQCSDWpm2MUBsbS1cJ8BfJ/RoTHvwivxB/UBkY0tYgWgmC1bg427s7NAsTO0/EEFx0zEnpn4ZGlWX94X1FQ5oxJ/yBAgrU2KssqwfrzYLxWSqgo9mzcbMK8hMwAM6dIEDTNTdQEls0Cxlu9dJhaoM1rUN4y1bLhNl2b1uftYljYCAFezEKgUYbGOg0o6AdWvbQPuf+3NXoyBykoXLVDhUzHl5gFY/ZdRGNKlCRd3Y229cO7CAwCr7AR6YWKLTOROZ8xpvPCbcHoAcwuUW7q9bJBmO3TRsuFkdlC/dg0x+4HzMayr+XRhGbZpDFgBZXIqLGfhmey/U9N6mP/whbjhnHbSz6UWKGZffLuidOFJtpNZfcSJEkD47d/KouRn8kBp1sULzpSb6EU8bhfuOK8TBrRv5Gj9eJGamoqBAwdiwYIF+jJFUbBgwQIMGTJEus2QIUO49QFg3rx5putXFZkFapUw80wGKz7eu+1sQ78FAA0z+AE9zeuWWtTNArzPbGF047Rq6DymTQxUbiq4uNg+46bB7dGzVbaedFZRK90tbE4s1pojBqsD4ZQyrDW8nUlgt5Yi5VchBumIyblI8bhtRassQD/cZuN2TiyI0XDv8C54d8zZelt2CbPONDHHxgvJ2Cm4vjTWVOTWGtypseEz8cU+O92r962a+JGJdTb+Sk8JkZ7C9U9dm9c33M/sObykVwt0blopwsUwE+17izFuTbPC+yQLlA2f3H0uPr4rbN1ozZj3+BgPowtPO/Fut0u/KdlBzdIC5fCNXesUrOrB6eso5nmgZMczS0L5t2t64caKzso8Bsq6XAiLUxderInEhRdNDJSdCDab5Siz1nAB2R5WuJvv30z0mbnwZAMpu94/ftMHz13bGx/fNdjyzVi3QHldWDFxJOY/fCEXY1BbePjhh/HOO+/ggw8+wK+//op7770XJSUlGDduHABgzJgxmDhxor7+Aw88gDlz5uDf//43tm3bhmeeeQZr1qzBhAkT4tI+q5Irz13bG2d3kItQ9poOaN8I91/U1bBOg0yZC894zSd8vF56jEcu6YZGwj4udCiiAaOAapEtCChmAKyf5sXsB87Hc9f21pdpxWnZorKsVULMAA6En2X2mTWzQGlBxqILzUxMpnrdhgLiAG+JaVo/zTLelp2sIstM7hRZn37PhV2w7PGL8Nil3TGqZwu9XRsFl5vWB024qCvuv6grvhk/THoMMXaI5cwW9XFW+4aG5aIFqjVzbrJ1F154LFBVVRdOstl7Wj82rGsTtG+ciUt6tjS48DJSPfhm/DC88Js+GN2rJS7p2RLPXt0L304YZjhH2rbi9dZEWUGMUxkknYDKTPViaJemmPfQBfjqvqH6crM8UBqyB4K9NlYzuJxaoFIcmFV1F15IjcyFZyLivELsl7xdcjeRrFNig8iNLrz4+fnt4syc5IESJw5Eu38Wmbnfy7nD7NsFWMVAuaSuP1mQPit4G2Sk4PfndkDzrHRTAaUolfdYituNBhkp6CoJKq0N3HDDDXjppZfw1FNPoX///tiwYQPmzJmjB4ofOHAAR49WznIaOnQoPv74Y/z3v/9Fv3798OWXX+Kbb75B7969zQ5RJcwmT/RqnY1bBrfnYgMv6t4cqR43erbK5t7as9NT0EiSM6ehwxgoM7q3zMKqv4zC2idH4aZB7fHN+GG4boB5TjYRcVq/mNJC1haP26ULK82t0sLEAiWLeGiQkcLlM2ti4mKXuaAAOwuU8Xlh3aRN66fh2wnDMGFEV1zVr7W+XHvOpt4+CB2bZOLdMbzFMNJnq1PTeoZlKlTuO2nnXiyJpbUlM9WLRy7phn5tG0gTDGuTS8aP6IJBHXlr0y2DO0j7DnFcYnPAaf1SsS8IVVVxz7S16PvMjzheLJ/xp/XJH90+GAv/NBwZqR40EEItMlI86N+uIW4c1D5cYs3twtihHdG3bUND+8xmf2svGeTCc8gZLbK46Y+skPBK0hjIAgDZQc2qDIjZrCszrN5GU3UrlWpqqZJZQ8ziVvjZh2b5iYwz9CZe1h3ndjaab9m3SVFUNDGJDYgFdvUF+Rgo+Tputwsv/66f/LMI9s8iGxx4CxR735nfJ2bHz0z1SsWdLJ7LLXHhiW1g8YcUfYCOJGg4UZkwYQL2798Pn8+HX375BYMHV8bZLVq0CFOnTuXW/+1vf4vt27fD5/Nh8+bNuPzyy+PWNtmznOJx4aXf9oPLxb/QtW6YjtV/GYUv7x3CBcy63S5pLJ44MSPV40aa141RPVqgX7uGhueBfYZdrrAFKcXjRpP6aZj0mz7o364hmtRPw6OXdkPPVvZxXqI11GCBMnGJaRNzNGsBux37XMksMdkZXhT7+HMjw0xAHZZkSQfM3Z9sG+qledG9ZTb+NLqbNPB9QPtGWPTnERjVswVaZFWKi75t+PASO2SB8X2EfWgvuaIFSjarXGZZq9xvQ3x+zxDufI3u1VIqoELC5Ca2CoF2L4QUFaX+EOZuyYM/pOCb9YelAeuau9fNxHqKFlUrl6qZBUrkwjOaYcyQDjizZWyt67W/13SIRxASTixQvAvPwgIlbHpN/9aGdc7t3FifjmltgaqIgVIU07dWeRA5O42/cjl7g5laqQQLVL92DfGHC7tIRUsmFwPFf/7mLQMxuFNjfHFP7ONIRCtMmteNxy/rLm2LlRj6zYC20hgfewuUXLRKA7yZa8HeV9alXOTLm5jk77KzQLH3iJkFyh9S9E4tEosFETniS9MTl3fHyokj0aNCoLAvdCkeNxpkpiAz1Wt4a28osUCJViltBta7Y8/GzPHDcJYQo8Yeq2OTeqYvJ/cN74rZD5yPxy7tbmmBF+8dMQbKLNBXDKNoniUPufjk7sEY3q0Znri88nlvkJHiqKZoaxMBZTYrziwGyokFWvacPfd/vfHAyDPwr+v6op9NPJKIKORev+ksXN67FbdMEwwHhKSoMtFp9ZKkfca6Nls2SJd+b3Fc6tS00lORkeLRrx2bSiCoqFILVPNsYzyZwYVn0TfZWaBaN0jH7D+ej9+d0w5/u6Y3hnaJLPbWjjojoMQYKFFAyd462EHbKgCZFS9uVzhr85NX9NCXjerRAp/ePURvg1UMlHZDBK3SGEgGc1Yc1ePcbIzr0iIRKPugWIV0sZ2LKOR6ts7GZ38YgnMEU3AsYDVE0/qp2PLsaNxzYRd9Gdt+O4+qLLbLTkDJtjF7o/OazGizdOGZLG9kIqBkAxqbqoO1Upq9lfmDrAWKBFQ8ESeEnNOxMZowQoMVxOzgJ761yyxQdn2ZOHCy+7fK4K1x7/Au+OlPwy1CANzcPSaLYZGRKSQJZYUX+50GdmiMqeMGoU+bhtwx7jivE9o0zMBDo8yLt4sCyi6fn8ftkj4L2iSSYV2bcMvZcysTUF2a1cdDF5+J353TzlF6EBa2H8lI8eCqfq0NljYzz4Msh59ZqRlt/yzadxGFmNtVGQN1TsdG6NeuIW4Z3EH/3OVyMakM2IS9ijQGSlbBoIFFELmInYD60+hu6Nna+WzZSKkzAop9+N0ul8HsLXfhVf5tFYDM7ivN60GKx62/WQJAqtelHxdwFgMVCCmms/BkHRl7o3MihxV3bpfU0uEVApWtBnqrRJrxhG1Tisc4a9BJGgOrz+2C1GVWvzSTB9ssBiqaUi6NM80ElLUFit2mBROc++QVPbii22WB8L0Yr9lCRBhxQogoHtiBnb1/2glxiLK6YaJAEQdVceBkB52RPfhkomY0rZ+GLc+OxuV9+DQP2j3HxsGI96ZZfiSxzl9Gqhtf3TsE0+8cLE12yJ6j7PQUtMhOx7LHL8IDo84wbXfz7DTufFhlLNfWS5e0t1+7hlj2+EV477ZzuOWs2LISKADQo1Vk7iOP26UnujQL6jfrg2W1XVmxJ8aMaffQn0d3g9sFfHh7ODWJKFDSUzy6gHr00u6YOX6YwZKovQwUCRYoWd1HuYBy7sIT7/VIrFexoG5kwAM/uLhcvLkYkJs82UFINutJo2uzyuBA7Y1RFgej7c8qBqrShWdeykUWS8MO8BmcWZm/wbxut+H4XmEWnrWAMp+FF0/YNy9Zh+zUhQdEZ4GS5sSSBJsCvAuPCyKPIpFmo3op0u8jux+5GCjmuGJwbqo3fA/c/dEabD4cnt5NFqj4IlqdxYEpO13+YvLsNb3g9bgwZkhHAPLrLg4S4r0kPi8pHhe+uncIVu09hZsrZug6IT3FY+h7tPumZYN0PcO4GO5gdm+LSWrTvB4M7GAuMljXo5lVVSTF7UbzrHTdNdW6QTqX0iA9JVwdAmCrVvDf8Xdnt0XnpnJXJyu27PJAndW+EabcPAAdmmTiyteXGj4f2qUJSv2VxX5T3G58cPsgfLn2EG4ZLL9OZgJK1hb2Ge/avD5O7K1Mo6HdQ+NHdMXtwzrpokXcDzu5yazP1O7R6b8c0JdpMVEizSUpIdhr63KZC3BZ+0RDR7qDPGpVoc4IKPFie9wu1Ev16L5w2eDmdujCc7vDpWGKmGn8KRIrhHYMJzFQIcU8D5SdC4+9qcQOz+txQbyPNdN15fcxbR73NlC9FqjKv2Vverylx3pfsgffXnRJOiSTN07N0qeovDCPJpFm/TSvVPDZxkCxFijGOpCW4gnfHz7o4gkwF4NEbPALz7L4DIsxUBotstMx+eYB+v+yfkq0ZomIA1BIUTGwQ2MM7BC5q12cwj7llnDbOAuUQ3EjWqDsBAhbDUJ2DLa0kIbbHRZ3h0+XIdXrNrhA66V6UR7wmx7/9mGd8NRVPU3bxOXFc5BI84q+rUw/y0z1cmODx+NC64YZ+ONIcwub2UusrC2sxbxp/TQ0ykzBqYpp/ay4ssr15w9VptcxS4ujjZVfrzusL8stKEduoTGfl2i9AngBlZHisZxAlObh7yExtCHeFqg602vKBkCzNPAa7P0hTq0UGdG9Ofe/zAKl3XBvL9ljuh+2szOzVEmTXppYPcTAcbOM406n21vNwosnbLtlnQMfA2XjwotGQEk6KiurjVd/m5W71Zwe3+WSB6rb5YFij8u68NK8bnmAqY37gagarDX5gjObGWaHZaXJY6BkLH1sBG4b2lH/3y7xo/jC4bN4gbODtaTteO4y3bXEzni2etlkEYWf3fc2c3NqLHj4Qjx9VU+cf0ZloLDH7dKzUDepl2o4V6xwlR3fLlCdd+FVrT+sl+bh+iaz3HMsZn2wTFix1rL0FA/nzjTry2R9bXnF/WNVnF7ki7WHpOuaHVMbZ+wEUIrgYRG/BwmoGCG72K1sBJTLoQUKAJ65uhfOP6Mp/nNjfwD8jae5l6wsEPq6Dh5C2YPFWaC4vwULlNR9xcdAWQ30NeXCY6+FrKPyxt2FF9msFu0aORWmVlY/eRoDOwuUmQvPIzfvx9nUXdfRhMebtwzAh7cPMoh83gJlfS+2bZTJZYjOtBNQwn0aKwHF3kdswVen7jWxvqhd38eVkZI8Ex2b1sO4YZ24xJ5et0tvW+N6qYYBlp1wIwu8FmvMibDitKoCKjPVA7OZtGaYu/CM90QaZ2Vyc/F15oH+xuVa/i2ztCzrKrKYVwUtrtgutEAc38Rr4KQUUlWIi4Dat28f7rjjDnTq1AkZGRno0qULnn76afj9sU1iFQmyB65ltnW9Jy6JnU2n0LheKj66YzCu6d8GgLweml05EsA+EJHdH7fMJO+PuK7sgROLCVtZcPgA9eoTUKz4lFVL50qm2DRLGkQezSw8BxYop0HkVudctp3o/gDEGKjKv9nBLdXrkgsoskDFFb+kaDMLa12RDeQirOC1E1DifSoL5nWKWXJfNijZsQvPQSoZFvYZsXoZYV8Y3K5KC1TjeqmGAHH2vMssUHaJErhZeFW0yLsFa7Oz+qYmLjxZGS6mreleD9oyeaZkgfNAeBbhIxefiVdv6K8v02LGzPqz35mUvdIY0S1stbQqLK+JcLt728ONW8Z7qFZaoLZt2wZFUfD2229jy5YteOWVV/DWW2/hiSeeiMfhHMEOLtpfnZsZM72ysP70SN8u2AupB5HHyAIlu3HZzsWslAggV+SGGCiLZrJmd5MQrbgQSQxUVBYom0sjE55WYldbnw3ijyYPVPgz6+utYRYDxQ5uxb6QbY1DIvYEgsaizSyshTvFQWLeDJOYFRniYFoVC5RZ/CY7GFqlCmBhXwJcLmeCQUskKYZMsLAJOT1uF0Z0b47OTevhmv5tOOGZ6nVzLiDZc2GXkoVz4VUxGa0KY7odO8zEtjh5CODdrBmpHt0CleJxmQp7l8uF+0eegWvPamMYd8yu18MXn2k56erF3/bD3Rd0xlf3DjVdRxPhdvc22w96XC5JCo9aGER+6aWX4tJLL9X/79y5M7Zv344333wTL730UjwOGRW3De2IxduP4cJu8imifdo0wBV9WqFj00zbuBqRFIlLzYkFSsvIKqt4Ldu3DJl405Apcq/H7ShflLi92SzBeMCef9nbFdt+u0sluw62eaCkMVDmHWZ2uhfHi33cwGjpwrP4zKmlj4+Bklsh0ytm4YkkQybyREbL6WZmpWBdeI76CeZ+sQsiDwluKKtJLHaYWaD6t2uE889oitYNMmyfJQ223aket6M+9uv7hqIsELIMqWBnWHvcLnRoUg8//Wk4AOC9pXv1z9K9bu48ss/Fkj+PQM7h07iij3nQNyDMePY4H6xdLnmJGg9XestJOIeJgJLcZ2zOr/QUj+7qdCoyUjz8uGQ+Cy8F/3dWG3y4Yr/086b10/DE5T2kn2loFqhIBJDb7TIYOuLdr1XbLLyCggI0bmyt5n0+H3y+ysKRhYWFFmtXnXppXnxukTXb7Xbps0wihb2BtY7BiYXX43IZblQRu9IxfPkQ/iaX5S4KpzFwFoTNPjRWCUFjDXtcexde5BaoqGbhWTzcz13bG7/mFnEJMp0GkXdvmYVtuUW4uqLOlpMBVWyj+B3/c2N/rNl3CiN7tMC7P+8VN6U8UHHmkp4t0btNGZpL8t4AvNXGF7R3sbGxOXbXLlAFwWTYl8kz73G78NEdg6WfmcHGQDmxvAPhvs1u8kpzwQLFIs42Y58Ttg9p3yQT7R0kGbXLRG6G2+UyCFtVFUIxquLCk7SlA1NbLz3Fgx6tspHmdaNLM2c1+lI9lSkfAGsLmdkY5dSTowmoSPqlsAVKFFC10AIlsmvXLrz++uu21qdJkybh2WefjXt7IrUmRYPsIXfiwvO4w28V5TDv9OwsUD1bZ2P+r3nSdmRIxIfXI+aBsm0mAGN25XjCu/AkcVxe5wJKJmSiygNl8XAO7doUQ7s2xQfL9zlqF/vR6zedhQ0HT+Oyirdf9toM7NAIj13aXdwcAC/QRQF1Tf82enyeXY4YIvb8aXQ3y8/Za+IL2AueplnmIkEkli86sXzmWQtUVQOwWdgYKNHKw1ok0lM8nJUnEgEk219kAgowymSVKznmqZILz7i8U5NKAZXmdaNZVhoW/3mEpbvNap9W952sv0zzurHgkQsdHauhwxgosT2898VlK7arSkR7f/zxx+FyuSx/tm3bxm1z+PBhXHrppfjtb3+Lu+66y3L/EydOREFBgf5z8ODByL9RgsBeOO0ZdmJJcLlctr5vM3/13AcvwNRx56AHUzDRkQsvgll4LNVpgeITadrFQNnsSyJk7F140bm92N1aBpEztqpG9VLx27Pb6VYJdruHLz4Tg5gZWCzsYGFlpZTmiInhAEZUDScxSl2a1cdz1/bG27cOtF1XzEFVFW44uy0A4OwOjaq8L84CFcOBjs3WLooDtv9L93qEyTeRv1jbFT02Q3uGm9bng+95C1T0LjyZcGjbqDIGqqAsnP+pZYN0aS4mGcYZ3ebtk/V1gzs30Ysf26HF1EUSmxlOuslc32p4KYzIAvXII4/gtttus1ync+fO+t9HjhzBiBEjMHToUPz3v/+13X9aWhrS0oyZSWsjsofRkQXKZR7Qp2G2l24ts9CtZRbmbD6qLxPFmOym8npcEaUB0DCLh4gHZrEKGk5nEQJy03M0bj8nD6jboTBlDy+2hf3fqp3s1bAS4bKOvjqssoQzxGr3Zvz+3A72K0FWRib6gWXMkI7o0SobvSqCuc146sqe+Nv3W3H/RV1N1+FioGIo4N1uF5b8eQR8wZAh4Sz7zKanejgrT1QWKGbAdvriCQCv/K4/3l6yBzcPbo/Ve09ixvrDuO/Crnj2+y36Os6CyJ278NhxpZhJ+uyUSCxQsjFMNnPYjMv6tMLy3Sdw/cC2jrcRLVCdm1pPEosFEQmoZs2aoVkzecC1yOHDhzFixAgMHDgQ77//PtwO1HQyIRuQnDxgbjfv+071uiMO+mR1jTMLlIszZdtZyi44sxmW7DiG351tPV01lnBpDGSlXLzxtUDJ3uicvHE6FT/8Nvz/vLh1tAtrAUXWpoTk3uFd8N3GI1xx1ljQnanLeVH35pbFd+1wu10Y3LmJ7Xq3n9cJo3u3RGuLXHts3JeT9C2RYBa/lMZN5Xebpn9xCrs/u6SbLM2z0/HXK8MZzrs0q48bK0rqsP2cszQGzoPIAeChUWfis9UHcKtD8W11LKv2yeK3IrEmdWlWHx/fda7zxsEYA2Un8mNBXGKgDh8+jOHDh6NDhw546aWXcOzYMf2zli1bWmyZpKjWtYNY3IIFKk0ioOzGYTYAXbSEyRImej3uiGKgpt52DorKg2hgkccj1sQ7jUE0mciduGTZDtHpG6oovjkRZrGPqrjwiJrnsUu749HR3WJuDbz13A7wBUO44Ixm6F0Ng4qGmG1dJDPCMiixgLNApXhsKxzYwQ7YVnmNnML2M04SaZoJJTOX/AOjzrAsvmx5rCpboOIbcu0WLFC9W9dSATVv3jzs2rULu3btQtu2vAnOLrNrMuNcQPHWliJhHbuZCeybkKH4p0R8eN2RufDcble1iidAyEQuC4R3R9Z+Ebu+ShZr4OR6sk1x4sIFJBYoh99Nhf0UY4AEVCITD1dqqteN+4abu9JqCjb2prruSS5/VoqHeyajicNyuVx4f1z4hZLNsxQtkcaimlmanYivSInEAiX7rCquYyd4XLyA6tk622Lt2BCXu/a2226DqqrSn7qMExeOx+3iBmvxoX7k4jNNp0JrWFmgZEVjvW5xFl7ixcNwaQxsXHh2zY+mlIuso3I2q5K1HtmuHl5PtEA5tA46fbxiGbBLENGSaVG0Nl7wFig+/120Im5Et+Z6ypGq4uVqmkbvwotHDx6ZBUomoOJrgfK4XZxbuFuLLIu1Y0O15YGqy2jjWjQWKPamvW1oR9xvUZlbgxVQ4hut3ALl5mOgEk8/cW2yKyZsh+w6xMuF547ChSe2hRVqsRC3NOMu+Zh+52A88vlG/OM3vWu6KY6JVxC5FcY0BlWLgYo1fCkXB7PwTNocD1MFK3I9bpeltVRmAYu3BcrlCl/THx+6AG6Xq1qqK5CAqkacCSj+5ovmobYKZpTdVMY8UImnoOzTGFR+bhfMGVUQucyF5+A0cbPwHJ5XcTUuS7xVDJSjvZMLLxkZ1rUpVj4xsqabEREetwvpKeHkjNUmoJi+I8XjrnIMVKwxK8dkhpnlLh7OHvb82FrsZS68tDi78CqOeWY1WJ40av6OqQN0bR7O9OrchScPJHSqa6zSM8mm3nvEGKgENEGx506aSJM5T3bpFeS18KJw4TkUxPrfjoPIxX24TD+LBnLhEYmCFlhcbTFQQv29hLZAOWiPWQyUGgcbFPuSaifuZJ/HK4j8st7hiWl/uKBLXPZvBVmg4sjX9w3Fuv2ncFXfsH/cyfMpuvCiSe4mlghgkQko8U0sAfWTfSZy5uRalcEB5ELGTtzIOlcnAb9sgkznQeSCC8+hdXBA+4bO9p+IF5iok9RL8+JEiR9p1SRe2L5DLJ2SCK7tSC1QZuvExwLlPOdVdRYsf+2ms7DnWAnObOGsJE0sqZMCqrqGjwHtG2FA+0b6/04sUG43n36eSxDpsOWKhYCQzeBzu3h/eyQJ4aoLu0SabJtb20yfjsoCJdlmaBf7fDjsm6BT4WIloKyuTdtGmVjy5xF6HSkzrO4PgqhOtLiY6rJAGVKEVDETeaxhY1GdJNI0e4mLdwyUrQVKWnw9PgIqxeNGt5bV57ZjqZMCqqZwkmjN4+LjkaKZjmqVj0Q2C8/lcjm2ctQUvAtP/iCueXIUAiGFm4kh3ZdMQNl0Vuz56d4yC2/+fiA6RZjp1nkQubAdF0Ruva2TAqishXJUjxa4d3j1m74JAqhMZVAT8UcuFy8EEsG1zdezjL49feKQ7yvVy77IWbdNJrCcWNRqGySgqhEnhTjdLt78Gc1b0RV9WmHZruMY1MloIZHNwgPEUigRHzLucGkMTGrQNa3vrAyQ7Dm263DYN73sjBTH4onVzFZWLnY98a2SFXexyBPEWqDeHXt2lfdHENGiW6BqSLxwMVAJ4MKL1AIl8tMjF2L/yVL0b9cwhq0KE5EFSiKwEvHFvKrUKQF1Rd9WmJVzFHdf0Nl+5TjgpCSL0YUXeRC51+PGv67vJ/1Mlok8vE3ksTrViV0MVCTIXKGX92nlfAcR2MfZVaN9oeSymcdCQJEHj0gQtMBis5eieJNoFqhIY6BEOjerj87N4hMLlOJxHuYhzwMV/7QC1U2dElCTbzoLf7+mNxrXS7VfOQ4EHRQJtQoij4WsMcti7o2gFl5NwKcxiG1HN6pHc9u4oWhhk8dGK35i7V61mmRAENWJNrU91VMzgytr8UmENAaR5oGqTtjzY2cdE9v+m7PaoG/b6isjVF0k1hWKMy6Xq8bEE+DMhedx8zdfrB8is0A+VjMloAHKUQxUNMz+4/l46/cDI9om2inCVm9tVufcE2P3aiRFTwkinozs3gLNs9IwrKv9hIxYMapHCwDA78/tkHgWKK4WXmJ1xNFaoM7t3Bgv39A/LmWKapo6ZYGqacxceB63S59673K5+HwbMX6IzCxQrorg9aCiJr8Lj9lX52b1Ig7Uj1Z/RNuBRFofy45LerbE24v3oFUD65JABBFvrujbClf0jcB9HgP+e+tAFPmCaJCRgqU7j+vLEy4PVIJ5Alg3q13b+JxRNX9e4wUJqGrEzIXHCiiPwYUXeQyUFekWsQaeCgGViMF+rGiJpQUqGkFS3fabWLvwBnZohLkPXoDWDUlAEXUPt9ulu+wTOhN5Agg6Fvbl234WXtWC4WsLJKCqkUBQPvR63S74K/72uF2CCy+2M7BYF96oHs1xdf82+v8pHjd8QSUhY6ACTHr1WHZ08ba2xcJbFkkaA6fUVN4UgkgkEi8TuXMrT3XDZhK3a1siW9JiCQmoaiRgUmNFjHHhXXixj4G6pn9rFJcH8c6YszlRprUjEe93Nn4slgIqGrGoVnMMEWeBSsSLQxC1FG9CW6AS61lnM4lHkok8ERMzxwoSUNXIXRd0xtfrDxuWe4UYF69JHqhY3Yb/ufEs6XKvLqAS74bX8i5lpXmr/EBW9dtFIp9iUZOKvRyJeG0IorbC5ZdLAAHl5iw3Nd8elnpMMeBIMpEn2veIJcn7zRKQHq2ysfnZ0YblrNnW7eKLCWelV5/G1TqTRHxjyEj1YPOzo7H6yVFV3ldtm4MWTT09giDsMYs3rSnYpzvRXF+ZjAvPdhZejCe+JCo1f8fUMeqneQ05h9ibLZwHqvKy9GpdfbkztA4kUcfo+mneuNVTioRIPHix8PaxL3AuemIJImYkWh4otrtINBcemwjTNg+Up24Ekdf8HVMH+fiuwTiva1P9fy4LuKDWe7MCKs73oW6BSlQFFSOq04Xn9K3WSmixFihy4RFE7PByQeSJ9WwlgkWMhbdAWbctpY4EkSfWFaoj9GrdANPuHKz/z1uggH3HS/T/2zXO0P+WlSCJJYkcA1VbGd2rJc7u0Ah/uDA25YOSXdwSRHXC9nUJYYFiKxckmPDgLFC2MVB8WEqyQkHkCYDbbW5hqM7srdoDm8T3O4AYfL8I/HKpXje+vHdolQ6X6FniCaK2kmiZyFkSzXLDpjGwq2aQaOIvXpCASgA4C5TbhQdHnYncwnLceX6nam1HIgeRx5KqxiVVdxA6zcIjiPjg8SSWBYol0UqfsGkMzKpqaLDu0GSuHJVYd0wdhfUne1wutG+SiY/vOhcXdQ/XbLqkZ/j3zYPax7Udms892Qfpto0yo9pucKfGAOJ/HYzEPpFmMnHy5EnccsstyM7ORsOGDXHHHXeguLjYcpvhw4fD5XJxP/fcc081tZhIFPgYqJofDhNZbLAC005AJXPqAhayQCUAdqbat28diLJAiAviiweJnEgzlgzr2gRPXN4d3VpmR7TdB7cPws68YvRuE9l2VYUtuZLs1sFouOWWW3D06FHMmzcPgUAA48aNw913342PP/7Ycru77roLf/vb3/T/MzOjE9ZE7YUNW0g0l5lTXry+Lx79KifiouhVwWcroBgLVK1LHOMcElAJgMfmZnO5XHEXTwATRF5LOxKnuFwu3H1Bl4i3S0/xoE/b6ksroZGZ6sXKiSPh9bgSzqxf0/z666+YM2cOVq9ejbPPPhsA8Prrr+Pyyy/HSy+9hNatW5tum5mZiZYtW1ZXU4kERLOUpHjcCfFsRSM2fnt2O1zTv021uiDtLFDJPoZo1A07W4LDCagaFOsemoWXsLRskI6m9dNquhkJx4oVK9CwYUNdPAHAqFGj4Ha78csvv1huO336dDRt2hS9e/fGxIkTUVpaarm+z+dDYWEh90PUbjSvXVoCuO+A6Pv/6o7f8gVDjtdNZLdkVSELVAKQKFPTtXxUidIegrAjNzcXzZs355Z5vV40btwYubm5ptvdfPPN6NChA1q3bo2cnBw89thj2L59O77++mvTbSZNmoRnn302Zm0nah4t/jQlQQLIR/dqiZbZ23F2x0Y13RRL7CxQdQUSUAlAeqoH/3dWG5T5Q2jVIN1+gziRUZHlO9FmoxB1j8cffxz//Oc/Ldf59ddfo97/3Xffrf/dp08ftGrVCiNHjsTu3bvRpYvcvTtx4kQ8/PDD+v+FhYVo165d1G0gap76FfXdqrNklhX10rxY9vhFCR+HahcDxZLEBigSUInCKzf0r+km4A8XdkHz7HSM6N7cfmWCiCOPPPIIbrvtNst1OnfujJYtWyI/P59bHgwGcfLkyYjimwYPDie23bVrl6mASktLQ1oauVGTiS7N6uPJK3qge4QTSuJJbZgoEokFilx4VcDn82Hw4MHYuHEj1q9fj/79+8f7kESUnNOxMc7p2Limm0EQaNasGZo1a2a73pAhQ3D69GmsXbsWAweGZyH99NNPUBRFF0VO2LBhAwCgVatWUbWXqJ24XC7ceX5sqgTUJSKxQCUzcffVPProo5YzYQg+fT9BEM7p0aMHLr30Utx1111YtWoVli1bhgkTJuDGG2/U+53Dhw+je/fuWLVqFQBg9+7d+Pvf/461a9di3759+PbbbzFmzBhccMEF6Nu3b01+HYKoFfhDJKCAOAuoH374AT/++CNeeumleB6GIIg6zPTp09G9e3eMHDkSl19+Oc477zz897//1T8PBALYvn27PssuNTUV8+fPxyWXXILu3bvjkUcewXXXXYfvvvuupr4CQdQKerYKuzqHd7O3DmtQHqgoyMvLw1133YVvvvnGcYI6n88Hn8+n/0/ThIm6QocmlMQxWho3bmyZNLNjx46clbddu3ZYvHhxdTSNIJKKqePOwYz1h/HbsyOYPJG8+ik+AkpVVdx222245557cPbZZ2Pfvn2OtqNpwkRd5ebB7XGkoAwXnOH8zY4gCKI6aZ6djj9cGHkS4mQlIhfe448/bqgfJf5s27YNr7/+OoqKijBx4sSIGjNx4kQUFBToPwcPHoxoe4KoraR43Jh4WQ8M69q0pptCEARBOCAiC5TTqcU//fQTVqxYYZjye/bZZ+OWW27BBx98IN2WpgkTBEEQRPKQxB68yASU06nFr732Gp577jn9/yNHjmD06NH47LPPIppanOx0bJKJfSdKcVVfmqVIEARBJA9N66fieLEfl/RsUdNNiRtxiYFq374993/9+vUBAF26dEHbtm3jcchaycwJ52HrkUIM7kS5lwiCIIjkYd5DF2JHXhEGJfH4RpnIa5AGGSkY0qVJTTeDIAiCIGJKo3qpGNw5uce3ahFQ4jRigiAIgiCI2gxVjSUIgiAIgogQElAEQRAEQRARQgKKIAiCIAgiQhI6iFyLm6KSLgSRXGjPdG2OjaT+iSCSE6f9U0ILqKKiIgDh2lUEQSQfRUVFaNCgQU03IyqofyKI5Mauf3KpCfwKqCgKjhw5gqysLLhcLtP1CgsL0a5dOxw8eBDZ2dnV2MK6BZ3n6qEunGdVVVFUVITWrVvD7a6dkQTUPyUWdJ6rh7pwnp32TwltgXK73REl3szOzk7aC5pI0HmuHpL9PNdWy5MG9U+JCZ3n6iHZz7OT/ql2vvoRBEEQBEHUICSgCIIgCIIgIiQpBFRaWhqefvpppKWl1XRTkho6z9UDnefkgq5n9UDnuXqg81xJQgeREwRBEARBJCJJYYEiCIIgCIKoTkhAEQRBEARBRAgJKIIgCIIgiAghAUUQBEEQBBEhJKAIgiAIgiAihAQUQRAEQRBEhJCAIgiCIAiCiBASUERC8q9//Qvdu3eHoii266qqivr16+Oxxx4DALz11lto3749fD5fvJtJEARhgPqvugEJKCJq5s6dC5fLBZfLha1btxo+v+qqqyIqtqpRWFiIf/7zn3jssccsK2Fr7Nu3DyUlJejTpw8A4LbbboPf78fbb78d8bEJgqgdaP3PtGnTuOXFxcW48sor4fF48Nprr9luT/0XES0koIio2bhxI4BwVfrvv/9e+nnfvn0j3u97772HYDCIm266ydH6W7ZsAQC9A0pPT8fYsWPx8ssvgxLtE0RyovU//fr105cdPnwY559/PhYtWoQZM2bgj3/8o+321H8R0UICioianJwcZGdnY/To0fjuu++4z06dOoWDBw9ynZtT3n//fVx99dVIT093tP6WLVvg9XrRo0cPfdnvfvc77N+/HwsXLoz4+ARBJD45OTlITU1F9+7dAYQFz+DBg5GXl4fFixfj6quvtt2e+i+iKpCAIqJm48aN6NOnD6688kqsWLECJ06c4D4DEPEb3N69e5GTk4NRo0ZJP//ss8/Qv39/pKenY+DAgVi1ahW2bNmCM888E6mpqfp6AwcOROPGjTFz5swovhlBEInOxo0b0aNHD6SkpGD27Nk477zz0KhRI6xcuRIDBw50tD31X0RVIAFFRIXf78f27dvRr18/XHnllQiFQpg9e7b+eU5ODgBE/Aa3fPlyAMCAAQMMn73yyiu48cYb0alTJ7z22msYMmQIrrzySqxcuVI3f7MMGDAAy5Yti+j4BEEkPmz/88Ybb+Dqq6/GkCFDsGzZMrRv3z6i7an/IqKFBBQRFVu3bkUgEEDfvn3Rvn179OnThzODb9y4EWlpaejWrVtE+922bRsAoFOnTtzyDRs24NFHH8UTTzyBGTNm4O6778bkyZNx/fXXY+fOnejdu7dhX507d5YGhxIEUbvR+p+FCxdi/PjxGDduHGbPno3s7OyItqf+i6gKJKCIqNDe0DQT95VXXom5c+ciEAgACHdAvXr1gsfjiWi/J06cgNfrRf369bnlzz//PBo0aIC//OUv3PILL7wQAKRvcI0aNUJZWRlKS0sjagNBEImN1v+cPn0aGRkZ+Otf/wqv1xvx9tR/EVWBBBQRFRs3boTL5dIf/CuvvBKFhYVYsmQJQqEQtmzZYogfmDJlCrp164aMjAx07NgRf/vb3xAKhWyP5fP5MHv2bNx6663IzMzkPgsGgwDkHZA2g8XlckX1HQmCSEy0GKWZM2fC5XLh+uuvh9/vj2h76r+IqkICioiKnJwcdO7cWX/TOvfcc9G0aVN899132LFjB8rLy7n4geeeew7/+Mc/8N///hdFRUWYOXMmPv/8c4wfP57bb5MmTRAMBlFUVKQv2717N0pLS6WBoWvWrEH9+vUNJnMgPJMmMzMTGRkZsfraBEEkADk5OWjZsiVGjBiBN998E6tXr8YDDzwQ0fbUfxFVhQQUERU5OTncG5rb7cZll12G7777zjCD5fTp0/jHP/6ByZMn48ILL4TX60W/fv0wbdo0vPPOO9ixY4e+H21K8t69e/VlZibskpISfPjhh+jVq5f0LW3v3r3c1GCCIJIDtv8ZM2YM7rrrLrz11lv46KOPIt4eoP6LiA4SUETE5ObmIj8/3zBD5corr8SePXvwySefAKicwbJy5Ur4/X5s2bIFDRs21H/mzJmD9u3bc7lOhgwZAiD8ZqbRoUMHAMBPP/3EHe+5557DyZMnpeZvAFi3bh2GDh1axW9LEEQiofU/rAB67bXXcNZZZ+Gee+7Bpk2bHG1P/RdRVZxH3RFEBWY5UkaPHo2UlBR89913aN26NZo0aQIAOH78OJo1a4Ynn3wSTz75JLfNN998g+PHj+v/d+7cGb1798b8+fNx++23AwCaNWuGSy65BFOnTkVaWhrOOusszJkzB0uXLgUgjx9Yu3YtTp48iWuuuSZ2X5wgiBpH1v+kp6fjyy+/xMCBA3HddddhzZo1pjPyqP8iYgVZoIiIEWewaDRo0ADnnXceVFXlPmvSpAmOHz8uDbjMy8tD06ZNuWW33347vvvuO5SVlenLPvjgA1x11VWYPn06nnjiCaSmpuLVV18FAOkU4C+++ALt27fHRRddFPX3JAgi8TDrfzp37oypU6di165dGDt2bMTbU/9FRIxKEHHm1KlTakZGhjpz5kxu+fr161WXy6Vu27aNW3769Gm1cePG6rvvvhvV8crLy9WWLVuqr776atRtJgiCUFXqvwhzyAJFxJ2GDRviiSeewH333YclS5YgGAwiJycHv//973H77bcbktU1aNAAjz76KF588UUoihLx8d5//32kpKTgnnvuidVXIAiijkL9F2GGS1Wp3DNRPUyePBmvvfYaDhw4gBYtWmDcuHF48sknI0qARxAEURNQ/0WIkIAiCIIgCIKIEHLhEQRBEARBRAgJKIIgCIIgiAhJaOetoig4cuQIsrKyqB4QQSQRqqqiqKgIrVu3httdO9/jqH8iiOTEaf+U0ALqyJEjaNeuXU03gyCIOHHw4EG0bdu2ppsRFdQ/EURyY9c/JbSAysrKAhD+EmZZZQmCqH0UFhaiXbt2+jNeG6H+iSCSE6f9U0ILKM0snp2dTR0UQSQhsXJ9LVmyBC+++CLWrl2Lo0ePYsaMGbj22mtN11+0aBFGjBhhWH706FG0bNnS0TGpfyKI5Mauf6qdwQcEQRAMJSUl6NevH6ZMmRLRdtu3b8fRo0f1n+bNm8ephQRBJBsJbYEiCIJwwmWXXYbLLrss4u2aN2+Ohg0bOlrX5/PB5/Pp/xcWFkZ8PIIgkgeyQBEEUWfp378/WrVqhYsvvhjLli2zXHfSpElo0KCB/kMB5ARRtyEBRRBEnaNVq1Z466238NVXX+Grr75Cu3btMHz4cKxbt850m4kTJ6KgoED/OXjwYDW2mCCIRINceEStZuH2fExbsR+TftMHzbPTa7o5RC2hW7duXBHYoUOHYvfu3XjllVfw0UcfSbdJS0tDWlpatbTPH1Tw0OcbMKxLU9w8uH21HJMgiMggCxRRqxn3/mos2JaPp2ZuqemmELWcQYMGYdeuXTXdDADAN+sPY1bOUTwxY1NNN4UgCBNIQBFJQW5heU03gajlbNiwAa1atarpZgAACssDNd0EgiBsIBceQRC1nuLiYs56tHfvXmzYsAGNGzdG+/btMXHiRBw+fBgffvghAODVV19Fp06d0KtXL5SXl+Pdd9/FTz/9hB9//LGmvgJBELUMElAEQdR61qxZwyXGfPjhhwEAY8eOxdSpU3H06FEcOHBA/9zv9+ORRx7B4cOHkZmZib59+2L+/PnS5JoEQRAySEARBFHrGT58OFRVNf186tSp3P+PPvooHn300Ti3iiCIZCbpY6BKfEH8b+leHDpVWtNNIWw4VuRDeSAU1bbmQyfhhH3HS/DV2kMIKXQmE4FYlbghCCJ+JL2Aem7Wr/j791txzWTrJHlEzXK82IdhL/yEce+vrvK+yvwhPPz5BszdkhuDltUNhr+0CI98sRFfrKHcRokAySeCSHySXkAt2XEMAHCixF/DLSGsOHSqDP6Qgt3Hiqu8r3d/3oOv1x3GHz5aG4OW1S3W7D9V000gCIKoFSS9gJLxxIxNuHbKMgRCSk03hahAqYhfifqaMPEvlNIgetxk+iAIgnBEnRRQ3204gg0HT2P/CYqLihfrD5zCW4t3O46pURRNQFU9BoeieKLHQwoqIaAQKIJIfOrkLLxgxWCtWMzaMd02pGD3sRKc2aI+BXpa8H9vLAcANMhIwU2D7EtRaELLX0WrYDCkWM7GIqyhezoxoKtAEIlPnbRAaYN1NDOO/vTFRox+dQneX7Yvxq1KTrbnFjlaL8S48KIRQGrFtsNfWoRPVlEgdLSQAYogCMIZdVJABZWwlSMaC9Q3G44AAN5YlBg1sxIdp2JIW01VgbJACAu356PUH4zoWNtzi3DoVFmkTSQYPGSBSgjIEkgQiU/SCyhxAFcUFZrhSamSt4g6OCc4NfKx1sCnZ27BuPdX44+frI/oWG4adKoMDdyJB7mkCSIxSX4BJfwfYjqjUBU6JhpnnOHUysdeiy/WHgIAzP81P6Jj0TWpOiRCEwP2MlByU4JITJJeQImwnVE0LjwNGmac4bTvr+pbtqrS4B8LKAYq8ajKix5BEPGjzgmoICugqvBmR2O1M5wKo1ik5KLBv+pQGoPEgL0KVQs1IAgiXiS9gBLH7xCTZ6gqpnEX2aAc4diFFwM3RXXH72w+XICdec5mGdYW3CSgEgPmXiYLFEEkJnUuD1SQeZ2z6phUVcXtU1cjqKj48PZBFFwbJfF04bEWRBVqtVoFT5f6ceXrSwEAeyddnjT3B+mnxKMqoQYEQcSPOiegWEuHVb9U5Ati4fZwHb28Qh9aNkjnPk+S8TIusGKI7fzLAyGked1SsRHNW3ZNvpnnFfr0v4OKihRP7b0hWCFKcWSJR1VCDQiCiB/J78IT5uGxMVBWbiOViTuQjSmJMszsyCvCUzM3Iz8O9d/8QYXrvI8X+yzWroQ9x9rp33u8BD2emoO/fLNZuk00LrygUPalOqd7e5gnR2xHbSPAWGVZcbsttxCF5YGaaFKdh+1faBYeQSQmSS+gRNjOyNKFxwgvmVhKFJfNla8vxYcr9uPhzzfGdL++YAjD/vkTrpmyDADw0Yp9OPu5+Zj8007bbVlBoVmg3ly0C6oKfPzLAek2UZXVYQZ+VXXuLowF7PUP1PIoX/Z6aYk0d+UX4dJXf8YDEebiImIDeytTDBRBJCZ1TkA5nYXHvfUlhlaS4g+GB++cQ6djut+tRwpxrMiHTYcLoKoq/jpzCwDgpR932G7LCgo9aanNGBCNBhHfzKszVoR1dQWCzhrvC4Ywf2sein2RZViPN6yA0mKgDp8OWzQPnKSC2zWBwvVTNdgQgiBMSXoBZZiFJxncZdjFSiWIASpueN2Vt4bPoUDQYAWF9vZsJ26iecsOhPhrVJ0DDesuZEX5V2sP4aKXFmFXfrFhm1fm7cSdH67BvdPWVksbncJa8rRZeNpzEum1J2ID+7yQBYogEpPkF1DC/05joOzWS3YBxeiniAdR9twFKxI82QXCRhMoGxKuUXVaoNhj+Znz88gXG7HneAke/yrHsM2XFRnWf955PP4NjIAg97KgFdoO/08CqmZgHwcKIieIxCTpBZSILD5Hhl3G8kTLAxXPmCxfIBTR+gEmK6YmLuzirKMZI1jLSUBRpJbCeAWWs4k/g5LGl/iN56xhZkpc2lJV2Oul/and/5FeeyI2mM1kJQgicahzAkq0WpgRtIlBSHYLFCs0I3bhMdv6NQtUHFx4bBuDIbkFKl4zmNj9BiRp1GXCrWFGYgoo2cuC9pssUDWD036KIIiaI+kFFDuOqarKCyNLC5Qxjqe2VEUvD4R011m0sNad8gitEOyxl+06gS/XHrI9d9G4KUQ3q1RAxemasceSCyjjNolrgTI+E7oFKqjUmvs+meBceHT+CSIhiauAmjRpEs455xxkZWWhefPmuPbaa7F9+/Z4HtKSoKI6LiYsi4FilyWqAarMH0K/Z3/EJa8uqdJ+2EG1PBC9BQoA/vTFRj7xpERwRDNIiFYgmQaLV2A5f2wVJ0v8eG1BZYoHMf8YADTMTNX/LvUnzky8IDexwhj0749FoUIiIrggcjr9BJGQxFVALV68GOPHj8fKlSsxb948BAIBXHLJJSgpKYnnYU0JKSpfysWiYwpyM7zCf7OWBi3m6PlZW/HMt1ti3NLI0VyKm48UwBdUsOdYZOdYtDKw39UXjD4GSqO4vFIwyNxCUSXS5K6lKrWURGKBKvOHcNDhtH12v8GQgkc+34CX51WmeJB9nTRv5eN2vMjvuF3xho8LNC6rDW68JUuW4KqrrkLr1q3hcrnwzTff2G6zaNEiDBgwAGlpaejatSumTp0a93Y6RVWNL3AEQSQWcRVQc+bMwW233YZevXqhX79+mDp1Kg4cOIC1a+XTuH0+HwoLC7mfqsNbKTgLlMM8UNpgGQjyFqjyQAjv/LwXU5fvczzwxptorP3Ldh3HOc/Px9wtufqyYBUsUEGJ2aeMcQPKBuSoEmmG7C1QkQw+j3+dg/P/tRALt+XbrqsIFqhlu07wn9vEYx0Tsrr7gqEam20ly43GCsTd+cWY9MOvyC2Ifbb7WFFSUoJ+/fphypQpjtbfu3cvrrjiCowYMQIbNmzAgw8+iDvvvBNz586Nc0udwb6DkAuPIBKTao2BKigoAAA0btxY+vmkSZPQoEED/addu3YxPX6oii481pWhCuuIA2JNEU1ne8u7v+B4sR9/+KhS2LJWpEhjoEQXHhAuvqshs2hF46bg0iWYxEBpguC7jUdw3/S1KLFIYjlzwxEAwP0Osm8bgsgFn67sMrDtZcvinC71o+8zP+K2qattjxsPWJeq7sJj2nr9Wyvw9uI9+EOC5a9iueyyy/Dcc8/h//7v/xyt/9Zbb6FTp07497//jR49emDChAm4/vrr8corr5huE58XPDnsvUwCiiASk2oTUIqi4MEHH8SwYcPQu3dv6ToTJ05EQUGB/nPw4MEqH5fte8QYKCv3jiyRJisqAiEFIUYonCyuWZeMNn6LQfPRwg72kc/CM65fyLrwJBatqsZAmQko7Rrf/8l6zN6Ui3d+3mO732JfEKdKrK8n58KTWNxkbWGFCiug5m7JhS+oYMmOY7ZtA4A9x4ox7v1VWLPvpKP17WAFr57GQOJC2njwdEyOlwisWLECo0aN4paNHj0aK1asMN0m3i94LOTCI4jEp9oE1Pjx47F582Z8+umnpuukpaUhOzub+6kq7GAeDKmOS7kEQ3x8jXxflf+ftBlwqws2eLkqL65VsUDZFdeVuvCiKiascH/Lvq+4X6vr1KVZPf3vfSesY8hYzeQPqoZJBbK2BJi2nGAEd5kkZ5QV93+yHgu3H8P1b5kP9pEgDSJP8kE7NzcXLVq04Ja1aNEChYWFKCsrk24Tjxc8M2gWHkEkPtUioCZMmIDvv/8eCxcuRNu2bavjkDq8m0cxza+Sc+g0/vTFRuw+VmzYTo+BYgdsYV+J4sJTY9TxBkyCiJ3kv5JZoFikLjybti7ano9ZOUe5ZXxKCnlCS3G/Vs1nr6edqInGAsVaLNmYsLIIY8yOxjgWSZ6JnAZtkXi84JnBWwDjdhiCIKqAN547V1UV999/P2bMmIFFixahU6dO8TycFDGWSRx0AWBXfjGunrwMANAoMwV/uaKnNNjczwSRB0IqZ1E4VlSzAkqbFciO2yFVjfoCB00sUB4HCkoWA8UiDyI3X19RVNz2fjg+aFCnUWiWlQbAOMjLivqK68gytp8q8WP+r3mcm7HURkDxQeSKQVjKY6Aq2/fB8n1Yu+8U/jtmIMoiTGmQ4rG/BsGQAq/H2fsRazHUBm6ZGE0mWrZsiby8PG5ZXl4esrOzkZGRUUOtqoRioAgi8YmrBWr8+PGYNm0aPv74Y2RlZSE3Nxe5ubmmJvJ4wLl5FFUoJhzumBZtr5x1pQkhmdCyioHKL0qMGUoxc+Ex3/8UEwDudiCgZBYZFmkMlMWAXc5YrNggcNHSJctXJDZF1vw7PliNP3+Zw7n3Sm3clmIeKBFZ/Bl7T5X6Q1i17yRe/2kXZ41yQoqNMNp6pBC9n5mLKQt3OdofH0Su/U7uQXvIkCFYsGABt2zevHkYMmRIDbWIh7MkJ7mYJYjaSlwF1JtvvomCggIMHz4crVq10n8+++yzeB5WR1FUzrIRDKn82zaTbVlDGwxDSmQxUDVtgdKIVewEa815/afKgdjjjoUFKjIXHmsNSmFyKRksUBIBJe5XJgDXHThtWGZnFWL3KzuubMyTxYadLPHbWrtEUr3Wj+0z321BeUDBi3OdJa0NSF14ETWpxikuLsaGDRuwYcMGAOE0BRs2bMCBAwcAhOOXxowZo69/zz33YM+ePXj00Uexbds2vPHGG/j888/x0EMP1UTzDbCiKV7Z9AmCqBpxd+HVJKIbQoxb0v5kC6YWV1g4ZCVfWAtHQNhXfpwE1ObDBZi7JRf3Du+CzFT+csnOL1+ENPrjmlmRnAkouxioyGbhsfFIKhd7xG/jJEGn0wzykbjwgiHVUFxalolcdk4DIQVlgcr/9x4vQdtGGZZWplQbC1SkFgvZy0Jts0CtWbMGI0aM0P9/+OGHAQBjx47F1KlTcfToUV1MAUCnTp0wa9YsPPTQQ/jPf/6Dtm3b4t1338Xo0aOrve0yZLMgCYJILOIqoGoaccAyxkAZLVCagJLliwpw2cn57U7EKY3Bq/N3Yv6veejWMgtX9m3NfSaLU2GXVKXjNbMiOdBPtnX4ZBYos0FfVVXOxcVeUicWKFEIOC0CbSegRAuUuF+nFqhwAtDK5SNeWoTzz2iKj+4YbHpsOxdepOInIMlEXtsG7eHDh1u+sMmyjA8fPhzr16+PY6uiJ1aTQQiCiB9JLaBEERAIqdJZeKwQ0mJsZK4+MUiZFQLxqhdW7AubJ2SzwqSWHuYrVykPlImAiokLTxIDZXb6FJX/7lZFfP0OLFBOYrgAB7PwqhgDpS8LqYZ2/7zzuOWx7Vx4Nqdf2gYNTcgmexB5okO18Agi8anWTOTVjTh4ihaoSgFldOHJLVB8T8aWOInXG7s2OEvzCjEDnyYLlBi58MzccE52aefCkwZ7m4i9oKJw1iAr14YTAeXUh2frwhNq4ZnlgfpwxT58ufZQeD2JC88fUhzHQJ0s8aM8ELKdhRepC68u5oFKdGgWHkEkPkltgRJdSeEYKKYci+bCC0gsUIrxDVAc+FkrhVbMVjZNvipo30EWSMoKFe1TszxXTpmycBdmrD+Mszs0MmmP/T7trBeRZCIPKSrKApUB3VzskUMXHnseHFugAjZB5MyhzI6773gJnpoZLjR93YA2pi48J4lK8wvLMegfC9A8Kw3dW1nnH4p0wJUVE6bA5ZqFmwxSB8XsnM1H0aFJPfSwudcJoiZJagtUQOh4xEzk2iDBT5MP4fM1B/HEjE36MlkMlLgdEB8rlD9kHtQrplUQ14vGhffi3O3YlV+MT1fLsyzbpShg23JN/9Z4cNQZhs/ltfDMLFAqyvyMpU+w/LDILFC/f/cXrNpbWfIkHkHkAcUonBUVelJWIGyRMnPhObFArdgTLlacX+RDKmOBks48rIIFKkQWqISgLs/CW7PvJO6Ztg6X/efnmm4KQViS1AIqJAiekKJyy7Sxh7WI+EMKHv0yh9tO68zEwUqMk4lHR1cpjIyfsZYD7W9Z/qpYwh7z63WHMG3lfsM6WpsbZabijOZZhs8jmYUXFhiV1iCx/h2LX2LhKSwP4qZ3Vkr3bUVEQeSS76OqKpcxPCRYwvRtQ4qjPFCsQGODyGXbViWIPJpM5IdOleL2qauxdn9savMRYgxU3RJQW4/Gr0gzQcSSpBZQAUV04dnPwpMhK+UCAOXCdlYd3ep9J7E9t8i+0QK6gJLs2y+xQMlit2JJsMJVGVJUPPz5Rjz5zWbkFfJJRDWRleJxITPVY9iHvBae2fF4F5fVLDyZBUokHkHk0tmQKpDLCChFVaXWIl/QmQuPjd13M/9o7Xxv6V688MM2Q9ucwAeRh39H8jLwn/k78dO2fFz3Zmxq8xF1uxZeHfu6RC0mqQWUGHMSDAl5oCRB5DK0TcQB2icMfGaxP7kF5fjtWysw+tUljtrN7dOhC48VNhriQLottxCfrjpQZfdMSFG5cyZaazSLhtfjRnpKpYDSgp/Z86aq4VloZgN2SFFNg8iNFih7ISLLzyTDzirEXg+/LIgcfM06RZELmxJ/0FExYVb4sdevzB+Cqqr42/db8dbi3dieWxSx5TEkceFFIsLYWYF7j1sXYSacUZdn4dV0/sBoURQVH63Yh61HyIJWV0hqASW+8YsWqJBDC1SlC0+IgRIGWdFlqHG0oLJ0jVWOJFVV8f6yvVzMjt/ChRcICgJR+H5iP3Tpqz/j8a83YcG2fFSFoKJybk+PywV/UME36w8jv6hcP+8pHjdngTqzRdidx57vOz9Yg4HPzcPpUiabJHssIUaIs/yIaSqC9h2v0+n5ti48rh2KIbgqpKjcdQ9boIzHLi4PWoq1d5bswZ0frBaKYjMCKhDi03D4gxFboOSZyJ3vIzsjRf975obDER2bkMOK5DpngarpBkTJl+sO4a8zt+Dy1yh2q66Q1LPwZGkMuFp4mgVKMitMth9DDJRDCxRrhSn2BdEwM1W63o9b8/Dsd1sBAPteuII7puytTHRRBkKKacfLbn/oVKn0+E4JKio3aCuqisk/7cRrP+1C20YZOP+MpgCAFDfvwuvWIgtbjhRy22pibv6vfGFXjZCi8i487s3cvhaeYX8OkyTZlnKxyQMVCCmcCy+kqtIA/GJf0NJi9PzsXwEAad7K88jeh2WBECf2VDWaWXhVy0TOPj/Ns9IjOjYhpy7PwqutenHz4YKabgJRzSS1BUocsAIhxcQC5Sxg2CoPFOBs0CkqNx+Y10tqsmlWFmkAclD8fvIYLwA4zmRKb5ntfJBrnpUmaZPCnbNASMEPm3MBAIdOlXEuPDZe54wKC5STmB/9WIILzyqNgRMBFSsLlJjQU3ThBRUVRxgL1Jp9J6VWNrukoxrsd2NdyWX+EFdg2RcIRZEHyjjxIBILlOY6/ePIM3Dz4PYRHZuQw70o1FZFESW19dvWsctEIMkFlDg4hS1QxsFCs4jIAp6BSuuNGAMlCgGzwZl1NRWWy11VAHCqxFgOxtKFZ8i0zpcFYf8+cLLS6sSKGrvB9uGLz0T7xpncMtECFQjxAdKVLjwXOjWph1E9muPmwe3RMDOF+9wJkcRAiTFpZvtzgn0QeeXfZrmxWIF9+9Q1jo7Lwt5vrBXTJwgo1hJa6g9FPODyeaA0wR55O9NsMqQTzuFKudQ5C1Td+r5E7SWpezxxsDTMwtODyMMDQON6cteanu7AIKCEWXgmAynrarOyQJ0q5QWUyszckgaRi7MMQ6o0KSIAHDhZGdzL5zCyHilTPG70b9fQcBzWbRNUFE7MVc7CC1ug3h17Dv7xf33grRBuTq0u2r7NZuGJwsVJPiXHFqhAyLIjN1igYpxAFQCKGLHNFhBmrX9lAd4CVeK3dgnKkGYij2AQIwEVe6qaEDdZqE3i0ekEFSJ5SOoezxBEHlKEPFDhv7UBukl9o7sKMA82FxNpmiWZZAf6SARUOLt5+G9ZR2J04QmzDFkL1AkmkJ1Zx27qv9fjwrNX98KYIR2Y7Y0uPFlKBa9QckTLX6SdJydvmmELFJMHyiIGqsSBgBK3EdFq/YUU1dIlyMVAKarjIsVOUVWVu1fYc8UK97JAiLOWlfojd+EFJGkMIqmFp50nuxp9hHNiVZKpNsJ2C3XNfUnULpK6xzOkMbCZhdeAmU3EYpbuoFwYsM2TQbIWKAsXHhMjo6piPJNxfZkLz6xW3H7WAsVZT6w7qBSPG43qpeJv1/RG/bTwnINgSOUGcVMXnpu/vTRBFbCI6xIJKirnohIzgLOU+qwDv7X9WZGVXjmvwsqNxwkoB/mnIiWoqJy7lxXr7H1YHghxwrHEF4w4iDwkeSasRJiqqpj49SY8+124TI0mwlkrGVE16nQeKMj7MIJINJK6xxMHS3EWnqryuaGy0+WTErUOTLTWOJ2Fxw70lhYoJgZKtICwneiR02Uo84cMFq+gEOPF9rvsjDBWWNrFI3mZeCnNOiNaoIIhlRMRmkASLRLeCkGlCUonrryQohpqDmocK/Jx6zpx4dl1yOleDxpVxGrtP2E+W5ErJuygvE2kBEIKd6+U+BgBxYjXUn+Is9CV+UORpzFgayo6SGNw4GQpPll1AO8v2wdfsDKNAlmgYodq8iJUF2C/bm367nVM5xJIcgElWowMFighGDrbxAKlPcS2QeQmgsCpBeok48LzhxROlGgd6p5jxRj6wk+45NXFhvb4g+YuvJOCOGO3sSKFGRS1RJjGIHI+BsqvB5Hztxe7PWAffwVI8kBx6RjCbsk2DTMAhON/nOzPCq/HhX4VMV/rD5wyXY87hyE15rEagaCKwrLKe4UVkey5DwsoxgIVhYCKtJgwey8FQyoJqDjAWZLr2MjMft1IXMk1Te1pKRErkrrH0wZYjWBINbgr2MEoK83aAiXGQJWJQeRmFigHMVDFviDXcQSCcnfjnC3hdAEHT5YZLDjGUjWVn7FT6NkO2W7qP+uGq7QgqZYxUH6TAdVbIai0dtuJGSBs3TFz4R2uyGfVpXl9AOCCqa32Z4XX7cJZ7RoBANYfPI0Vu0/geLHPsJ5Y1DjWb8p+wQJVGqj8mxXuReUB7nuXRhFEzlqg9DxQFjth2xUIKeTCiwN1Og9UDFx4qqriwU/X4/lZW2PVLIIwkDQ93oz1h/DYlzk4wLhdxISRIUUxzMLThECqUHaERdtEtNaIA7ZpGgNm0C40EVBiCgNfKMQdT9s1G3cly3PFleWo2EhVVS5APdIgco1KF544C88YiwVUWpw0UvQYKIX7bYU/qHACRhMuheUB/Vx2bVa/Yn/OXIIibAC4x+3CWe0bAgBmbjiCm95ZiYteWmTYhovFCimGeKyqEggpXAxUqYkFqqAswFugfJGnMfDLXHiSfWjn6ZRgKdVn4Zk8P0Tk8C68GmxIDcDneovuy2/PK8I3G47gnZ/3VltahDpmKCSQRAJq+soD+GzNQazaV1kG5eDJsAVKCw4PGPJAVQqBNK/b1AWhbaOJrfSU8HpiTifzIHLWAiV34YnbioHZ2ufsYCmKn7CAqvxf6zjEch8hScC3GawI0l1wIcXgwhPbARgtUPosvAgE1O5jxVzAunb5DldYFxvXS0WT+vL0EzJkIpetM5ficaNHq2zuc5noFfNAxdoCFQyp3HFLffL4rkJBQJUFgtwANPa9VbZFrPn7LPzb6vucYJKyBkKVsXpkgYodZvnc6gIByUzpiPcRrPo+IqduXSciiQTUgA5ht8s6Jm5FSx7ZqWk9AOHZUnx+lcq3+bQUt2keG21A0gaKRhWlWNgYFcDcJcUOUGYuPPEh9wf5uCKtD2XdWaL7LTyQGwfDU0IGbLaZtjFQzKDIWaA4F56x7YBxQBXzQDlx4eUc4ssjaNeCjX/KiMDyIetMPS7eypadYV/hSCwmHA8XHnt/lZrEd50uDXCflfhCXNsW7ziG699cbnks9vqVB0KY8PE6/LzzuGE9VQ2LcjYGKhBUTF22RPSYxTLWBVirk5M+wn5/1X/+KBlo3SBperyzKgJ/1+0PC6iQouLI6fAge3aFuDpaUG60QFUIgTSvx1RA6ekOKiwhWi078bk0G0TZB9i5BUqRxqawAupfc7YbtmE1lbZP0T3Iiiy7GCivmw0iZ2KgWBeewQIVPq6pBUpxboES60uFdAEVFsdtG2UgwySDvAxZh8y68LweN9K8HlsxwF7rSErTOEWchWdWcFh04clioIpsYsPY67czvxjf5xw1XTekqDhRUulSZWOgKJFm7KitM9FiQTAGFiiWSCofxIq6ds3qKv/f3peHSVWd6b/33lp63zcaumn2RRAQBNsVBQFlokbHLSYuMRijJI44JpK4ZMaZIYuaqPGnJhOXGBdC4jIxSkRQjBFBFgURUPa1m6Wh9+7qqrq/P6rvrXNOnXOX6qrq6ua8z8NDV9Vdzt3Oee/7vef7+k2PZyhQX9Y3o6UziEON7QiGdXg1BVOHFAEAdh1tjcm63OEghGd6oEwFij9bT5xI04kCRX+OKFCxITyr3ERdrALV3XA2QacbD5SX64GyDuEZv7Gz8DxmCFA322uH3UwqgZCu46MdR/HV4RYAQEmOv8cKFBnCM1Qy0YQCsh0GeDXuegrWAyU6VxECRZrI+feH1RtxwFVmeJ2qqxgg6iJKBSpxoDxQJ5maQVU1SAARSYSK5QR9dfagRPywj1X0EZTnZWBAfgYONXZgW12TeTNX5GdgaLfJePexVowl/C0h0kRuRaAMD1Q32SoUlHwRSe1UiIRJrbDnWCu21jWjqpCuNxcIhakH39i0Va4jtliyKIRHG6CtH3SSBHkIBYpUXXgJPdl1gaiaZfzu1CCqKsDg4mzsOtqKdzbX4d0th6n2icz/PPD2qXFyXeVkeHCMU5vQADnAJaOzjChQ9sSssb2LyhEluj/qmzpRkc8vIu3mDT0YZkJ4IV3OwksCTuZZeEHORBi3oJIFJyFPmx0kgTo50K96PCO01haIzmDL8npQXZQFVYl8f4hIKEmZyL0a/B7+QGy8AdoqUKI8UGSHwCxz3i/fx3dfWIflW+qp77uCYUq54oXwAODKyYNwzoiSyDqCYsJsCC/eWXhegQLFkhJRSCcmD5TDN8Pbzx+OEd2pCkjyZGzTTQjPbhaewaVy7BSoBHSQVoQjENRtCxoDEbXvBKEwihTOrXVNwm24Ku4c0nGshQnhyVIuCQev6PnJAlqBio/8JNpH5QRUCZoU7VOid9Gvejxf9wAdCEY7dY+mwOdRMbAwkmzxwIlobigykaZfU4UDmpkHqpu8GCZyFk7yQIneTFbtPEZ9DjC5lYw2sH4bj6YiLyNC6Brbu5ikiPwQHlWGxHYWnr2JnFQ9NFURK1CEguVk3wbOG1lKhdnobSquQnjG+Q+Hdfxl3X7sPNJCbdvoBLNtCZTjXcbg3QXnYsGFI/HAJWOFy0SIibNO+CDxUsBObDCwr0GcVd1NKZqucJgK4XV2RSc79LYH6oknnkBNTQ0yMjIwbdo0rFmzRrjsc889B0VRqH8ZGXyFrjdwMmci5704ugWvuHmyQeavSobq9eT7O3DDM2tsX3olUof+RaC6O3ByBpsxiNcUZ8csH9bpKfd2ITyD0BQICJQwD5QDUySbpJPN7r1q5zEsWbsvJkTj0xSU5kaKIB9p7qT8EgaBYj06bjKRk6VcKBM5sV5Te1T10FTFPA8xJnJjFl535+K0Y6suyqLCbHT7VGTFoUD932cHcdeSz3DBwyvB27SdB6onM6OGl+XiBzNGoFRQvBqIvEE7JZhkSRvRpAD2/iLhxgN1+4vr0UKY0sns772pQC1evBgLFizAAw88gPXr12PChAmYPXs2Dh8+LFwnLy8Phw4dMv/t2bMnhS22BhXCO8k8UPRM6fiOnSpXlaIQXqLN7yx+vnQrVn55BG9uPJjwbUvEh/5JoELR8JcRNjJIBolwOJpryVCqeAiFjWUjD4UohCeehSdOOmmALTvDmsh3HmnF3X/eiO3d5mkDHk01j+1wcyct/XevzqoS5DKdNoM0eU5EiTRJrw759hibSDOyLV2PtMFpx1aa64cqIFBeTXHpgYoc+7ru2ZoAbSI3zkyOoC6igUR0kFYqVyCo2xIoN54jq3CpmxDe6l0N1GcymWxvEqhHHnkE8+bNw0033YSxY8fiqaeeQlZWFp555hnhOoqioKKiwvxXXl5uuY/Ozk40NTVR/5KF8EmsQHUlgECR93SqFCiy3cn0QDmp+SmRGqSkx3MjrfcExgBNhvCM7zycATikR0ufeFSLPFA6XdhXZCJ3EsITLRNT1y5kP4ACEeJHKlC0iTzyt/HAGaoK2YbGNrFRGqDDcHQiTbKcSHQQJQ9PNAsP6FbYHErRiqJA4/MneDTVZRqDcPc26e2zYD1QrJE3ETOjrNrt5PwUCe5D0fbi+c0OFIHqJRN5IBDAunXrMHPmTPM7VVUxc+ZMrFq1SrheS0sLBg8ejKqqKlx66aXYvHmz5X4WLVqE/Px8819VVVXCjoHFSZ0HKmT/wmkH8p5OVRqDEOW7St4+BW4GiV5A0nu8eKT1eGF04AEi/GX4bjQ19lBJBcrnEStQncEQfrNiu/nZrQcq6OBh5hUGdmKy9hEK1JHmTmqgNwlUt28qt1tVITsl0s/Cg9gDRYTwBLPF2AGV3BY7Y9BcR3ANRAqUR43PA0WCmuLf/SerQLFqmXGe3YQPWVit68QDlQ4Eysgx5dNULhFNBY4ePYpQKBSjIJWXl6Ouro67zqhRo/DMM8/gjTfewB//+EeEw2GceeaZ2L9/v3A/CxcuRGNjo/lv3759CT0OEpQh+WRToBIQCiOf81QRqESnX5BIfySdQMUjrccL0gNlkBbDWM5ToCIeKHsF6uU1+/Cb9yIESlGipWFYiGvhxeuBcqBAqarppTnSwipQkf/buge53G6zOdmGI5xCuQY0VaG8R1ETOD0Ljzfzy6MqMaSHvAZBgcImugaaYHD2edS48kCRW+OpSawHiiWzxnbKOKFhp8j2iUN4Tq5/CbFvAb80IfJG6bruiKiLYChQfW0GXm1tLa6//npMnDgR5513Hl599VWUlpbi6aefFq7j9/uRl5dH/UsW6Nm0SdtNWsKJ5cEOXQlQsdwiEeZ3JzjJBMm0RlJ7PbfSek89BrSJnA7h8UzIobBu3vQeTRGmMaD2oanIFigHIYGnh32YeUkNWQIVYNIYiODRFHMQP9bSaVk/z1BVSMJwtFlMoGIUJEKBImcD8vIV8QZU8hp0hfkKG+lnyvV78Mebp8WsS8KK+PJgdKakWsLr7NgQHnstjHNblhv/zC2rEJ6TEG4lkdepxMKQDtC1wajvbcgT79wOKszEmcOKAcDMQdWbBKqkpASapqG+nk4FUl9fj4qKCkfb8Hq9mDRpErZv326/cApAEaiTjEHRZmx36tHOIy14bcN+6r5OlQKVTNXrZFMh+wqS2uu5ldZ76jEwBvwubgiPp0BFPVBeVTwLj4TfoyJLYP4Vh/Do78M6sGl/IxYs/tT8rpNJT+B0GrtXU1Cc44eqRLZ7uClKiIzmtDMhPDJHiZUCxZrAjTAoG8Lbd7wdLFj/ExAhLV4iGzmPIBqFmkeU5eCzB2bh7O4cV8IQnhZRuoz17MC7RnQEL/KBJTesgmNspzQvSQpU0F6BIhNjFmX7LL0Rom3Z5dnhhRnfuuMcM4xtzMjrzRQGPp8PkydPxvLly83vwuEwli9fjtraWkfbCIVC2LRpEwYMGJCsZroCVcrlJJMcemIAv+Dhlbhz8Wd4bUM0FJsyE3kSFajeKEeTaui6jkfe2YY3Pj3Q201xjLTS3XvqMeArUOIQXigczaLs9SiOTLBeTRwyEknFrH8mGA7ja7/5EK9uiN4o7ADd6WAANdqjqQqKsiMDeV0TkSg0bChQdAiP8kB1K1A8BYMllD5PdxqCIG0i53UWPAIFRLORP/ruVzjKIW+GCqgxIUBRiMq4vk7DeDzSRrZfNFaxnbDx0SoVgR2sSB/p4xOhMj/T/LsgyysMcwLiDlikTBnI4pC8bJ/HPO/GvdXbIbwFCxbgd7/7HZ5//nls2bIF3/ve99Da2oqbbroJAHD99ddj4cKF5vL/+Z//iXfeeQc7d+7E+vXr8c1vfhN79uzBd77znd46BArpNAtP13U8+OYX+O0HO1KyPyeWBzus2hHNqxdvMk63CCbRA2VXs7Q/YM2uBjy2YjvueOXT3m6KYyS1lItbad3v98Pvj39AMghQZygMn0GgVDsFqjuEp6rwO1AxOoNhaN2Kh1FHz9Od+8ipAsVbjlcOJRy2N+UaCltxtg9HWzqpMhtmCK+TVqDMxKDBEJq6/UsD8jNiCA1LKI3wWntXiEpjEPktej4AsSLh0RSgC1i8lk+ODVLBXi8ROTAIWYR42Zc+4Z17J7OcyHpzQJSclvVAgVIUBbdNH4b6pk78c/tRivw6yUJOKlCFWT4qBxcLUQds1zHzwoyaqpgEucUI4fVyGZerr74aR44cwf3334+6ujpMnDgRS5cuNdXvvXv3QiUmkhw/fhzz5s1DXV0dCgsLMXnyZHz00UcYO1ac3DSV4FUU6C1srWvG7z/cBQC45dxhSd9fImbhkav1xOPnBlQagwTv002y274Kq9JZ6Yqk9nqJkNbdwNs9aHcFo8ZYr8faRG7c6F7NmQJlhCzI8ItBLMQmctYgbv9wBYJh6oEUwfAl8RSAsB55exTNwjvWPQMvEgaMndHlZbaZSRAoVtFgE5Wy4T8Dduc4g1CgSFjlgeItL0LUAxX9jhygjL/Y3FIzH/kAL6/Za36OmsjdeaAGFmRSn384ZzQevmpCTPvZkj0sFIUmUAVZPu49bkB0z9mpnKKZgsa9kU4m8vnz52PPnj3o7OzE6tWrMW3aNPO3999/H88995z5+Ve/+pW5bF1dHf72t79h0qRJvdBqPsguo7cVKPLlgdeWV9bsxX2vf54wr1YiZuGRSFUIj0pjkGDVi86s3j/JVF/MzpD0Xs9OWk8komkMQhwTeeyhhsI6lS/K4+ItOssfHVgMtUXUgYhmcFnB8Sw8G49XIBQ29xfNAxXZrqE4FWf7TSWHBBuGMwhUR1co5pjyMrxUG0QDqkeU0KkbBnFxq0BZbffnV4yPyYGlEI8r73LMPqUCp1UXUN8tfHWT+bfhS8n0arZZyw0MLs7C67ef5WhZMr8Sj4xqikLNAMzyaUKSCYjfYO3uMVFo1HjWWjrSh0D1J6TXLLzofcWrXHDPq5vwwsd78I/tRxOyt0TMwhNtL5lIZiZy8rz313Aeecb6CklMeq939dVX46GHHsL999+PiRMn4tNPP6Wk9USCSmNgmMM18QAbmYVHm82dIscfTWVgEChxKZdYD5QdAkFniSaNwZU3yIbDdEFaNo2BSaByfNz1YwhUtxrRFohVoHIzPBTpsfNAiWCcS5YwCWfhWXjcDFx9ejXeu3s6AP4sSNoDFfk7w6vh1dvOwoB8vsJkkGVNBVe94+Hi8QO4GfEBgD0txsxJReGrdpqqUOk0ukJhy3MQCIWx8ssjeH0DbdC0I1CibOnG/dJC5IGSSBzSaxZedP9sxQQSojqMbkHV80zAsacshJfE7OckaUrV8fQmrEpPpROS6oEyMH/+fMyfPz/p+/ETBMo0h1uEeHTCA+Xl/F6U7aM8RSRKc/3Ycijyt0HcxKVc3CtQgZAORXEyC89KgQJaA1GPip9pp+FjyvJpXALJqgoGgWoPhGKOKTfDA4+qICBYN9peZwoUq6aI1BVj4CaJ2fmjSrHveDtV9oYkF2FdnM2XPeMiImgoUKoSmQW5+1gbsnwaZo4pR7Zfw8trYj1eVlFGtliyoUAZkwRYeFSFSsXQFQpzVVby9xueiVQAmFhVgJqSSMg1YGMiF6VaiHqgumfhucjFJWGPdJqFR5IBdmAjX0achtHt0JVoBaoX0hgk2kROkrOToZhwIBhGdvz20pShX702Gp16F5FDxxhYeSGgEJFEkCUQc8cPwL/PGiXcVzmhJBgzx4Sz8FgFyqEHyolUaxAD3kAf1nW0d/sXMn2a2cEZBIosY8MjkD6G7BjhnLZAKIYE5jIhPKECZaNUGEZ+Vk0RhvA4BHJKTREq8mjliPw9GA47jreLQoNRBUpBcXdG8HGV+Xjs2kkYWpLDXcdqllwMgQpElR3eOWMHq6lDimB1aknTP2lWNzPxC1bOEhAj4/o2dqsOouSyEvFBT6NZeCRpYiePkL+x93C86EkeKB6ceEkTgUS3m0RvlKZJNcjj6isKVL8iUIbq0RkMmzez8R0/kSbApjswENZ1S8WAnH1lzBwTPTROZuGxcForzmtxfGFdN0NBEZUpmgiTbIdHU7jrizxQvMSZhgJlQDQgW4WZADqNAQmrPFDk/0CkI2fPMalQWZ1/9mXfK1B1TAVKjShQZJtFKpuVR4kde4wElR5N4Q5MBqlaefd0PHLVBFw6YaBleLSVMAJTlerNUkb8ddm6j8YhsMsXSAKVUJC3aG/PwqMIFBPCIy0CCRKgEl4SJVUz2LqSGGY7GQiU1X2WrkhJCC9VoGvhMXmgeB4hXSdm4akxv1kNeOTsK2PQ593XwVA4placUw+UE0ncGOB5g2c4HCVQmT7NHIgNAmGcI01VuOdHFMJr4pRuiShQ0eXFITybWXjdZJQlDSL1hpemIpJUlO7AqCzoId1xQU5jFicL41prioKSbg9UlMy5K0cDxM5AaSFDeJz1jOMZXJyNwd0zIK3ulxbClE6GSAyV0+9RwcupevlpA6EAePqDnd3Lad3tovdVmCUJVCJBFRPu5fGSHMxYZYCcLZoopYzsHxMyCy9VJvIE5K8SgTzv/dUDFQhKBapX4TU9UCFTtvXY5IEyQ33MgKDr/AHv3rljANA10AyycKy1E4ve2oJtdc3mb//61Cp8Wd9CbcPJW1UkE7mzUi6AOE1DO6lAqbQHylSg1MQrUCIVxuksPPZ4RNzA2B6pFKmKEkOgyO01d3Q59hGIVB1eCM/TAwWKJYzm7DaBB8qKVPFAzuoLcDpjNm2DgbLcDCy8eIz52SC47L1RICiwLREfqESava1AdYmVAbKkU6JmhyU6IaVTwlHf1ME1rf/x4z34v88OOthP8urvdVn40PoLyOPqKz6vfqlAdYV0U7Y1SJUoEzmb7sBAWI8dkJ74xmmYe2qk1AMZwjPM2W98GnnI6po68Og1kZwyn+47EbNfRx6oUBha0IECZaOwGaGbLJ/H9MiwHihNVbgDMhuGMxWo9lgFKi+TTWMg8M7YzMLLFKQxcJMHSlFi3wBVVYGiRIjx2T9/T7h/9sqw56ArFIZXUykT+dkjSlCRl4ELxkRmlopIl5VHhP3NIKleTYlpE8AnS1YEiiz4TOb1MZ4Tp0WcowoUS6CkApVIkJyptwcTKw8UqUAlamBPdEkUJ/3tiq31+PZza/GvkwfhoSsnmN8fONGOe1//HADwL+MHWL4EkW1NtHG9i3rp6Rvkwi1opbNvhPD6lQJFzsIziZFqDLD8EFc03QH7YMSGefIyo3yTDOGx4aqG1gDe/aIe8/6wlttOR7PwXJRyAUQKFO2BImvZke3waCr3/LDnxEiqyHvTzM3wUCTObradCBeMLkPt0GJcOYWug2hVTBiI9UDxElza+a8A4KzuIrnmOsxxGEoOqUANL8vFxz+egW+dMRhAbALS6DGI9xvjgeq+bqIQHo8wWx0fObgZ/iogGt4QzaLTmP0YChRLLAulApVQkAqUk6z0yQQ1sDHPPqVAJYhAUbPZEhCusgrhrdnVgM8PNOLRd78CAPx53X7qd1Jt77AZ1JNZyuVk8EAFLIi6W+i6jrc2HcKOIy32C/cA/UuBIgkUmwdKEOJiZ+sNLMjEgRPtmH1KRcygTYY5yHw+7JtXc0cQ3xGQJ8D64dJUxVTGgmF7fhslEPxM5HQIT+n+nvZARUJ4sdtmiaEozAMAeUweKJGJnK0LyKKqKAsv33JGzPfiWXixCpSqAD+95BR0BEO4obYmug1VsZTzf/q1sbhmajX1Hau0NHcEUZDlMxUo3mHyZjRG2uVcgaL3H3vOeITS6SwoUoEyClbbKVB3zx6FX/59G/7n6+Mj7WK8YflSgUooyJestq5YxTeVsFSgAokNu+g6XRIrIbPwBM/84eYOXPX0KgDAhKoC7jLkM9UWCHFrQ5r7SbB3i0QgiQSqKxTGW5sOYdqQYqq6AQC8uHoPMjwarpg8KKH75IG6z3pwjLqu4/1tR3Dbi+sBALt/NrfHbROhXxEoL2kiZ0J43Fl4lIk88vub3z8bnx9sxFnDSvD3zXXU8hlEWIokE+XMlHmeR4jar8XD5dNUtIdDVKFjK1gVSyYVqEyvx5SfjWMOkSE8F5nIecjNoIvZikzkdg+/SGkSh/BiCbKqKqjIz8BzN02llo2QTfH+bzizhsqtFNk+G1qLDGbGubOaIRdzDFYESsCVvR6VOwuLd73t/GUGWggFyi6EZ7Tr9vOH4+azhxAeNalAJRPkJW/r7GUFysID1e7AAxUOW0/IIcGSHTdKjijppiictv94u+26ZB/c1hkC+BlKEArr1DUT9XO6ruPvm+twSmU+qoqy+BuzaYdd7ja3eO6fu/Hfb21BSY4Pa++90Pz+SHMnfvJaJHx5ycRK2wlAPQV1n8WpQH3/5Q3YeaQF540sTVSzLNGvQnh0JnI6hMclGBwPVGG2D+eMKO32zPDDFwbe/P7Z+N/rp2B4Gf1UNXNmqZGwio8bx0DmsrKCMVjzBs8la/dj88FGALQCFZsHiq9AiTKR8+A0E7mdJC/qZ0XcIEqgovtjr5sBK4KhKvz12ONo4YTwnO7HyqOkCDJT+QQpJnhkzGkiwzZyRl73PSZSF0lSTC4T44GSaQwSCpI0t6VTCM9iFh5v0PvtBzsw8T/fwda6Jkf7YsNtbpQccS1SQX4+B74i8ngNJXD1zmO4+ulV1DGx64va/ffN9bj1j+txzi/EPkxuW4l+M9GlXJZtqQcAHG2hk0aTM3fJSSjJQiDUMw+Uruv462cHsflgEzYdaExk04ToXwSKUKACTHoC3huQVSJNIHZAYgeZcQPzMXNseQw5ExEoYzmrtyoyW7iTt6+oAhXb/l1HW/Hmxki69MJsXzSRpu7MA8WqEhkCYzgQUaBI4iBSoOwefpFKY1fKRaM8UPxtW3mERPtl74sDJ9rw2b4TlImchSh8aZ2JnP+9V1Mdq01OPF4AnRPK6PiFITxRBngihKcokUkEEokD5YHqCvVqOZdOi+nlHQFSgYod9P7nra1o6gjiwTe/cLSvnihQItIiIkdkXyTaTydBEA3v4NW//RirdzXgR3+J1sZk1xdtb9WO+OoFUh6oFE0qIL13dqJAIkAS8HjCwR3E+n6LsSqR6FchPKNTJ+vIWU3z1wkPFM+3wo6Dfq+zQYZ8KyOR6dXQ3Bm0DuGZdfXCUBzcs1YeLxLFJIHiKVAO1BdVVZDhVakb1UA2YVLnrWvAToFyHcJTY4/fLQmz3D5DVO5c/JntNkXXwjqRpjhEyZ9xF3t+nXqgSBO56YESKFBW7TLAFpKW6Bl0XY8pINzeFRLWJUw2KAWqyyKEZzHoOU0lwKrz7hQoZ4mMDYgGbF3XzfueUqACdIfc2BZVbGLqnfalRJqCplIKVCAFBKqHeaCaO6PWGXKs7gyGkkao+heB0rpniREhPEMNoMNLUTOx8RbCmznFDkiiMIfTN39/N4GyequKEigdVn4ddt/sbCkWxTkcAmWTSJNHgjK9mkmghpRk42unRgrkKopCnQeRosF7+LN8mhmmEJnFxQoR30TOQ26GF/VNnGyRFuuIQmsG+CE894k0rRWo2O31xAPV5kKBEoG8N2QSzcSCl/apLdB7BMoqwaFTAuUU8dQNtVtWNHGFp8QCkWM0+nqSPLYFQtTnyoJMi3YnluQk00QuAhm2a0mBAuU0keZbmw6hIj8Dp1UXUt+TbQwRBLa1M3kEqn+F8Ez/UDgmNEcOQmSIxXgL4Q1IMQRKcBGcGiTtSr6QbQuGdEdvbQbxs8uvVJztj/FAkYk0eQSFl4WbnIXiURUsmDUK3+qe6UaSiWyBX4r38OcQA4OIYwhn4XE8biLVxMqnI9q+XUfIPW8JSKRpwOdRuAZzp6oUD1RWcrPoNv/5EIFcfmipwFkrERd4kwZY9SOVsFIG2gP2JnIAQpWDBUvCNh9sxDf/dzXW7Tluu67QAyXoR0klluyXSOLAKlA7Drean8m+kN2HqC3kt24IZxdhHA8kWN3SBRenmTgPzSnwQJHkVHRuthxqwm0vrsfl/++jmN9Eilky/Vv9kkAFiRlsvESLpNpkXDSe2sKqGsLs2o4JlHXRYSAaSgmGw46SsfFKmfBQkuMzB2lDnYsm0uT7bHikjDTSs+eM3EZOBp+s8EjhBaPLzL9F5EdEPozlSdVHREaskj2Ktm/nwXCSwd2uXYCYOIoUKG4mcodRNNKUzKsF6SSHF0myLhxb7mzHEo5A3nKGMtibRnKnmchZE7keRwZ1dvvr957Ah9uPYv5L623XdeuBIgdWMjnw5P96F6t2HIu0p4skUCFsq48ax8nZ1uw+ttU14yevbcLBE+3U9+QpaXExsJP+smQqUCIimUwSsvtoKz7acdRRLbxdR6MElr3epE+LLDfm5jy7Rb8K4ZEdP1lLDKDDG5QCxXkDN6AyM5BEg7tT/4dpIrd4g/BrURO5ky7TLGViG8Lz43BzR/e2Ye7DWJdHIHiHS87EY/dJnoccQbiBJIV/+8HZWLfnOK4+vQo7j7ZS5XFY2IkiHgchvPxM8VR7EbmxCyHwvWOi+0S8HbceKF64Lh4Fip1sAUReRFpdDNgzxpTZLyThGKQClZvhQWdLoJcVKLEyQBEoZmCPx8fC81cCkSn1dhATKP739HNA73f+S+ux7r4LqeSZbZ0h1Dd2mJ/JQZp90Vq+9TAA4Kv6Fvzp1troNihjdheKsp2l/6Bm4SXYRE6SutbOoFmWiQyJJSuEt/TzQ7j1jxFyTFoBRPcO2dam9i6q2DlJoJrbo+Q2meSvXxEocuaX0eF4OR6obL8HSksndD16Q/MGJHLcsvKIiEp3kBg/MB8FWV5srWt27IFy8gZneqBs2lCQ6cWx7mqxIVOBIjxQDqfKk7mgWK+PxwGBIjuCUyrzcUplPgDgT9+t5S5v1RYStFroXoESkWA7AsU77XRKhehDb51Ik/+9kEC5MK97VIW659o4oQuSQDnJ9zJ6QC5qhxZjzIA8btZ3ifiw80gL9hH5ibL9HhxtCfSuAhWnB4osou60np9o4GRTxQCRwXdwcTbGDMjDuj0NuPvPG7nriszlVgOrEQJiFagjRMVtUoESRQvW7G6gPrcQRmc3M9vo+pWJJVDkOW8hCBQZtkuWivPkyp3m38fboudGRBLJc97QFqAIFNnGRoJASQXKIUhlqYtJkEkOLj5NRX6mFyeIC8YLV5EDl1UWbrvxJjfDgzduP8ss7WLpgTIIVMgZgTKUCzsFSlWj+YSCpomc8EBxPTUcAkXE/WMVqOiJyMkQEKg4zZV2Kh/tgeIvY+WBEm3eVoGyUYd8mmp2UPFlIufngfqXUysdtSWyDRXBMDEdm2Oe9RFtHlGeg8M2b/xeTeVmjJcQ49X1+7HzSCvumjVSqDhe8PBK6rPxIpI2BCqmFp546jlJEJyqAKLQDfvys37vcVO52P2zubjiyVXCbQo9UBaqnvESQZvIgzjSHJ15Rx6f01mGlErigkAlcxYene+JTNuQfAJFKnokRPcBSbJOtDF5qwhyRZL31iQmou1XHihFUWIGdTMPFNFhaaqCIiZzMleBIgYkqySSduqPV1OhEjPdLBUow0QeDjt+KCNtsA8jGsqIkVPGzgPF22SmUw+UQIH69dUTAQD3zh1j214SVjPYAPoaiMiIVbkR0Tp2Hiie+kgSefJvyzQKFiE88rx6NQWPXjORW1pBTKDo75s7gqbHo4sTwpswqACPXDUBS261VgUl3GHBnz7Db97bjjW7Gri/8wbGbJNApUcILyYTeYBWoI63BnD106vwypq9cZEFkfLA1gPctL/R/NvuJUdEOFosBtYogSI8QYEgjhIKVEtn0HzJPc4M5iK0xElKyGNIdAhP1KaWOAiwG4TCOqXokRBlIifPc0MrXfGDmhxDzsJL4rPTrxQoIDJgdRGGO54HyqMpKPT5AMKQxjWRE4NaRZ44TGFnIjcGNmOwtXrgjfwVwZCzRJpmGxyEXYyxni0m7NX4eaB4b8lUCI85biceqEsnDsQFo8uQKzCZi9tufY5JkiAkUJYKVHwhvGx/LLEmrwVb5FgEKxM5eV4fvHQcLp04kLus6D7kJTX99yWf4Z/3XBAN4Xloonf5acmvfXUygRwA65r4b90NrbGDcG46KFCUidzCAxUM4akPdmD1rgas3tWAF26OllJqsilvJdq+AZZskOfzmGAQNiDqR61IgfGs0rPwQhSBCoV1M73EgePtMdvggSaVzs4JwIbwEjsLT0SU4iV7TtHQGhD2r6IZnceJZ4QlraKZgnIWnguwgyQvhKepSkztLl4IjBzw2CKLJOzUHyNJpxlCs3gAogqUu4fEisTN6p4lxRK4qALFDxPZh/Do24fs1EQhPACuyRPg1gPFX6bAol6b6BpaVXJXFH5qCxFpsrpNRCEdtpSLdT09sYpl4NzuGlHGgMbzQMmkmIkHaRfoECTa5RmljedIVA9P13UsWbsPe45FXgafXrkDkx9chu2HE1eF3rEHKhSmQjKsD8VJNnURgWIJZD1BQg8KwkAGRP4kK1JgDLrktWrrpAkUAJzywN+xr6EN+0+ICRRpxSBJkzsFKjmlXIKhMHUNxQRKTOCbO7riIljGpCYexApU9Pwdb2VDeJJA9RilzEwuj2kiJ1QBVUFRtpe7HAkyOtMjBYohcVaDsqgEih1EbThjaBEeu3ZSpB1GHiidTqTpERAofghPXA+tg+j8siw8Y/HAzSy8ePJAiaKwVgpUllfjkhYvYyI3YB3C43/PKlBWSpzoHiCv04Du+9h4o+V5oOzCpRLuQb4tszXHDPAGFCPXkEiBWvp5He7+80Zc+MgHCIV1LHp7K461BvCzt7ckoNURWGUiJ0lSIBimBvcv66MkTtedhVLY7RtgB+iDJ6Lnassh6zp7IsXGamBt7wqhLRCkBvIjLZ3mLEGyn376gx2mAsWbSUy2PV4PFHleQ2HdVYJRK7CzbcXhPL5a1h4IYfavPsDXHv/QUdodEocFSY0BKw8UqUCJQ3j099ID5RgsgTIUHbbUR2G2vQJFDlwDLBQo2/ASk6vJySw8txBloZ48uNA0wBv71/WID4r0QDktWJvp44enALoultPkok5hr0CRHij+MpZ5oATbH0hkG2YhygxN30vOyI/QA+VRHaVoAJx5oAxFIxAKY8uhJrMTJ0lWoq9dqvDEE0+gpqYGGRkZmDZtGtasWWO5/JIlSzB69GhkZGRg/PjxeOutt5LWNvJt+bAghMcqUKoSTUhrFLJlYRSCDYTC+Mv6/eb3J9qch4dIBENh/OOrI8Ks0OTfje1d2HEkSpICwTD2NUSVmE37T1DbFhGGPcda8cKq3QgEw5YKFKnkHCAUnw17rZNsil5Y7cKix1oC1EC+t6ENQKRyAkkWjrd14cCJyG81xdkx2zEIM3t88ZrIeZ/jBUs6RAWEReRkze4GHGzswK6jra4L+BovDLmcftQgjF2hMHWPkQRq//E2StUUnU+pQLlArAJFh8+M71gTOW8WHh3CEw+kdqTH9EB1tyVklQfKQcp5/rR2fhvI78n1QrpOZSJ3TKAsFChRDcBEwM0sPGEaA4s8UCLV5Sdzx2Lu+AGYc0pFzG8iAqVRalj0+/jTGDgLr4kL/0avmeFN03Xgokf/gX98ddTcj5N9pCsWL16MBQsW4IEHHsD69esxYcIEzJ49G4cPH+Yu/9FHH+Haa6/FzTffjA0bNuCyyy7DZZddhs8//zwp7SPflkXlhGIJlIIsg0AJ3qK/OBhVX/7nrajqdMAipGSFX76zDd/6/Ro88H+bze9EHqh1exqovDyBYBi7CV8pO6CKBrh7X/8c972xGT/6y0YhgQqFdeq3gxSBOmF5TCLLhF3YqaE1QOWlMq5PSY6fSna65VCTeb5HlMemWzDWY/fnxgOVaAL153X78dw/d8WQi1aBWiZScT7eecz8exXxtxMYCtTYyryY34x7buGrmzDj4ZV4afVeAPSLwZsbD+HHr0ULOvdGCK/fmchLcxgCxSn1oakqpUCpCv+tmxzwrBSoYTalLNhyMj1VoDRViZFwnRiIKQJFKFAewVR5t2kMRN6ORMAurET5jgSnMNfClyXafGmuH09cdxpeWr0XSzfXUb9lCWZmKgLfk9UxkOuQuaMiaQz4y7EQEiji3IjOAWUi74MhvEceeQTz5s3DTTfdBAB46qmn8Le//Q3PPPMM7rnnnpjlH330UcyZMwd33303AODBBx/EsmXL8Jvf/AZPPfUUdx+dnZ3o7IySnKYm69ARCXLK9dLNdVjwp0+hKpFKi2EdyMv0xIT2gmHdfN5e+HgP6ps6UJbnh6YoON7WhXED87C1rpnYR3RwOdTYgTte2QCPqsKrKejoCkEHMGNMOVbtOGoSA/NKd//x6voDAICX1+xFeyAITVWpZJJbDjXh/z47iNU7j5nEZcKgfHy2vxGHmjooQsUez83Pf4KpQ4owrDQHB060oz0Qwrxzhpok/rUNB/B35hkjcdOzn2BKTSHK8zKoNBtf2fi9dh5txavr92PdnuM41hJAXqYHP7l4bMzAWpztw5xxFfjL+v3o6Arj5uc/4YZbS3J8phoFADuPREnjt2oH48XuwT56HjqxfEs93v6cPrbPDzZh4asbke3z4NSqArzfnXzzjGHF2LD3ONoDIcwYU45lX9Rjy6Fmat37Xv88MkNXU/GtMwYjrOv4/Ye7UJbrx8jyXHy4/aip2OmIkMjOYBiXTqzEX9bvx/vbjgAAptYUUdt96J0vseVQMyryM3CwMUpSjzR3YNHbW/Av4yuhKMCz/9wNj6rg/S+jLyi/WLoNOw63wudR8Z1zhmBYaQ7W7m7A5oNNuL52MHQd+N8Pd+Kr+hacNbwEDy/7EkAkH+BqZmbqV4dbcPuL6/G3TYcAAD9+bRP+ueNozESLVz7Zh+NtAXhUFVvr+M/jqxsOIMOnobMrjCtOG4gzh5dwl4sH/Y9AEQqUT1PNAYccXDQFlAIlmsFGSsZWJnKr2V0AmeyyW4GyTGNgP3h5VAXsYy06BpJYkX8Hw7qZj0pT+bPweG8G9Cy81ClQdmElJx4oVVXwzI1T8O3n1sb8Zqtwca6Lk+KulIncKhM58XeWVzO9CeV5GVQHbUVuRCSarNklmh3ppV4w+haBCgQCWLduHRYuXGh+p6oqZs6ciVWr+PmBVq1ahQULFlDfzZ49G6+//rpwP4sWLcJ//Md/xNVG1q9hEBUrZHo1DCqMKt/vfFFP/f5/nx20XP+NT2N/530nwuuCZX/w8gbq8/RRZfhsfyO3CDKJ/cfbsf84fdxdoTAGFmSaCo4RVqsqysS+hnbk+j0IhnW0d4Wwaucx1yqHgQV/+oz6PHlwYUwIb1hZDv776+Ox/3g7Vn55ROhVG1qaA79Hi2mLogAjynJxzogSkxQCEbXs4Xe+jOkfP9t3Ap/tOxGz/Vc3RM+R6BqQ3x9p7kCmz4O/2twPAPDuFvoeYhN9AjBJC4mjLQE8vXInnl65E5dMqBTee0YYORAM4+GrJuBfn4o8f1VFmcjxe/E/b20FACxZFw03jx+Uh+JsH44R5KixvSumHX/bGNsuAPj75nru9yQMBeuUyjxJoKxAEihSIaGzQ9MeKFHxVLI/YEN+LIqyfdxpyEB08DUGOKtkkpqqQlXoelgsIuEW+mEUZqEWhGZC4WixYo+qmkZ3IKK2PXLVRIwsz43ZnqUHqhdDeE7yQAHABaPLMam6IEb2t/NY8TxyooLJJMi1rMgPm6fMwNgBeVTeIKvTICKZQ0qzzc4+S+jbUnF6TSE+2X0cF48fIN5JGuLo0aMIhUIoL6dr8pWXl2Pr1q3cderq6rjL19WJFZCFCxdSpKupqQlVVVWO2sgm/Zs+qhTThhRDh44VWw5jLVEs9/JJA9HeFcK0IUW4ePwAZPk07D/eDlVVUN/Ygc5gCL/7xy5zeZKAAMC/zxqJQEhHtk9DMKwjHNbx5eEWaoCdc0oFJg8uBEAXk9VUFeeMKMEnuxvQ1hlCSNfhURVMqi7Au1sO48n3d5jLzhxTjrmnVmDK4CI8uvwr4bF/97yhGFiQic6uMI61BvDCqt3mC0JLZzDm3BjbvnBsOUaU5eKiR//BfTl7/ttT8atlX2JISTYOHG83yUBprh/3zh2DURW5WLJ2P37/4a6YdUkTugHjeS7mlFe5blo1Rg/IQ45fwwWjyxEK61izqwE/e3sLdh+LqFGZXg2aquB310/Bq+sPYP3e4/jzuv3YuL/RbP8PLhiOsA785r3twvPFwwWjy3DRuAoMLc0xw2Z7jrXiT2v341BjBzdCcteFI838hc/+c7dlWPdHc0bjl3/fihljyjFtSBEeffcrNHcG8b3pw6hrDkRflAcWZOI75wzB+IH5aO4MYu+xNvxp7T5sPtiE3cdaqXW+qm9BJcdP+vMrxuNrp1ZiXGU+Pt55DBOrCnG0pRN7G9oQCuvwelTMGluOd7fUo7kjiCyfhlMHFeB4awA1JdlYs+sY2gMhqGpEzX3j04PUs/RvM0cgx+9BU0cQmV4NU2oKnZ1wh+jXBGpidYH5N/v2Tz4kojFpRFkObps+DFVFWbYKyNgBefhw+1Hub6YC1T0IWyVC09QI6bFapiTHR81+iaxnH74hB/BbX1hnDsysAjWsNAe1w4q528v0Rm8Zlniyye4SCTuC49RozS7rfPuxJFtERkhQ4TwrEzmxebLG1qDCzB7PwhtOhJj9HhU+T+z95fWoWHxLLdq7Qo6UtZMRfr8ffr+4XqMV2Jw1D146DlVFWQAiHg2y079yShX1/M0YE1us+Y8f7zUHsuLu/sDw2Fw6caC5bQNvbTpEEagZY8pw5RQx+eO9PFXkZ1KD6axTyvH1SYNs69QNLcnG1adXm5/vvHAEln5ehzte+RQtHUGTTNUUZ5lkJMOr4cxhEaWAFypXFeDcESU4rzstxxufHjAJVGV+hpkr7aJxFVwCxcu0bzzPxTmxBGrm2HKcP4qu+ThnXAUeI4ijoc5neDV8Y1o1dOj487pI6BCITGJZMGsU1uxqcE2gpo8qNa+XQXw37j+BP63dj2MtgRjvLwDMO3eoOYGosiATt70YLcg8fmC+6VE7Z0QJvjd9GG44c7CpVs8aW4G9DW04a3gxfv+PXdQsQMNAf8fMEbiKuYcmVRfgkt/8E/uIECcQiXic6B6zhpVmo7ooC/POGWqqQSPKczGCc88ZuG7aYO73Q0po035LZ4h6lr4xrTqppab6n4k8J3qy5oyLvkmzA2A10cGIEnApioIfzhmNa6dWc38n8d9fH4fibB9uPLMm5jdj38YAZ1VkU1X4delI3DVrFM4aXoxHrpoQ3Ycg9OdhZlcZ4zkpP3s1hQmBifdNZmSPUaASnCGXhB0pcporiV3W6jsSvGuS47MnGmQNRetEmvzfFMV5HiheRvxcv4eqI+b3qFzF1Sgo3RfJU0lJCTRNQ309LeXX19ejoiLW/A8AFRUVrpbvKYwQ3o1n1mDpv51DERz2nOdlOriviIoAfo9KmYp5M0dZEpLl4N5lUcIQC2PQtvNtZjL78ns087kwkop6VIWySZDPDU99yvZ5qGdGNAlCVIKLNxPSeJ6LsmPJiKgWKtkfsvsaXBQZ3A3lp6Tbn8um0HEC3nEY2zvW2sk1ypNtJtWfTK+GYaVR4mH4hsl7oro4C2ePKIGiKDHkLEhMPmJRVRi5rw83d1IRiVBYR2P3S8SUwUV49qapCQ2lGWAjBVYl2BKBfkegyvKiF/tC4s2NHSBVVbGcou4Wg4uzsfbemVh48eiY36IzAbvLAwiShBnttFNTSnL8ePE7Z1DZosWz8BTLz8Y+VYeDtJUH6ttn1QAA5p6a+BAQef2MGXHfPW9otC2aMwII8M+VrWrFIR1ZnCzkBn5wwXCcXlOISyZGa9a5LeViVGqnJ0BYtJFY7pGrJuC75w7FG/PPogiUyil3BIjD2H0BPp8PkydPxvLly83vwuEwli9fjtpafjma2tpaankAWLZsmXD5nsIIU51eU4TRFbS3kPWl5frtB1hycPR7NOqljKdSsoTJ6t4V71Oj/J5GziOWXLCEipcTzlimrjsJZmG2j0qwS85GZhMmArHtJ+9f8vnO8NJtMdpaz8u51b1NngIlGojJ7bP7GlxMq4BG1MMqoa+IjPJUOKN/6ArpMfYRv0elCGYlQU4r8jNQTEy24qlXJNjfzdnbnD6jIMtr3s/7iezswbBuTnKwSifTU7D3YmaSCVRSXjd3796NBx98ECtWrEBdXR0qKyvxzW9+Ez/5yU/g81l7iXqKDK+GxbecAR208ZtHHKbUFOLAp/FN9+VBURT4PVpMiMTYt2HUtcokqyoKdWP6PVrMGxhvABQpUOwDGRmo2Rl8znMNkQ8yu+27Z4/G+aPKcNrgxMaZI22KNuqC0WV45OoJ1KDgceiBAvhExtakzvVAiR+fBbNGAYhkho62S7x98qf/umwc3t1Sjx9fPCamvU5n4ZXnZZgEm86EHOR20rxSRn0JCxYswA033IApU6Zg6tSp+PWvf43W1lZzVt7111+PgQMHYtGiRQCAO+64A+eddx4efvhhzJ07F6+88grWrl2L3/72t0lpn6FAFXIGjxgCZTFb1ABJMPweFadU5mHzwSbu9gGOAhXnwFJM2AdMBYq5d4qyfFS5Gt7g79Mi3xlqRnG2j8oHRA6EvFnLLCFkSxFFt0Pvu7C7bbxUEsbzzCptbHtIkAM0Wy91QH4GPKpitt9QjEQJfbN8GrwC+waPCGR4NeRmeNDcEaQysxu/kSghCJOmKib5Yn/jgU0OaqVAKYqCQYWZ2FrXTIXxQuGwGcKzqknaU7CzzpPdryWFQG3duhXhcBhPP/00hg8fjs8//xzz5s1Da2srHnrooWTsksK0obH+Hd4AedeFo/D253WYOaYs5reeIC+DnpJsZkPvHoStZkuojALl96ocAhV7UwhN5Iza4lEVsF0Hq0BZKSUZFrXwfB41KbIs26ZsvyemA3UTwuOqcHYmco5qZVVgmtcWp3mgJlUX4JtnRGP+msNtaIJrqCgK5p0zBP/46iimjyrForf7H4G6+uqrceTIEdx///2oq6vDxIkTsXTpUtMovnfvXqjENTzzzDPx0ksv4d5778WPf/xjjBgxAq+//jrGjRuXlPZdXzsY+4+3Y3BJbKJFNoRnVQbJAKVAeVU8es0kPLJsG+afP4K7PEti4g3VkvdicXeoS1UV+D2qqYIVZtMEivecsCS+MMtHHbddWJA9HvKlUmP6T2o/3W3j+bYMBYofwhMpUASBYkiLR1MxqDDT9HUZypanu0A4SwytrolISSnJ8aO5I0jNYIu0i3lxJvsD0B5gOwWKjOoAUQVKNE5UF2Vha10zleohGCIUKIt8fD0Fed8kW30CkkSg5syZgzlz5pifhw4dim3btuHJJ59MCYFyiuriLGy478KEx0lzM7w0geLkohJBYzxQvDcfnhoiDOExy3KTcMZ4oCxCeJQHKnWDLk2gOPXnXJjInSYNpbbPOec8JTBmuw6JqRXR0gQTAWLaSGyfbdtP5o41/+YNTj6P/bGkO+bPn4/58+dzf3v//fdjvrvyyitx5ZVXJrlVEVxfWyP8jVSgMr2aIzJLe6A0DC/Lwf+7brJwefaFwwn5twN5P2f5omFEVgXj+a3Y+7Mox0edB7Lf4016YNVfn0MPlEihA6LXgTcLT/Ssk9vnjSOjK/KiBIpDzEgYsyZ5EF2vkhwfdh1tjfneakzTVIUK4dkpUCR59GoKVQKMB8Nvtf84QaDCOhrbI2NiMkN4hrIJiFO2JBIpGwEbGxtRVFRkuUxnZyeampqof8lGtt+T8Lw37IXj1eMTQVPpAZP35sMjS+QATw6QrLzOz2KuOC56S7J6JzmrEgWyfbw3NU1zRgABPhmyuzTxzNyLLONsecWCQDklh3QqBPEB8U3kfVuB6ssg+wsn4TsgNoRnB3YAFiWBtYMouwpJktgyWdwQHtPmIkaB8hP9zCu3nIELRpfhm2dEJ/Owx+OlPFDiF1C2bbxj4HmgROpQpg2BmkzYGUpyrZWXbL/HkVmdhIiU8Yqc3zlzJDRVwX9ccgoVwrNToFgEbRQo4zyQmddDpAfKJm9iT0AS3SKLa50opKTX3L59Ox5//HF897vftVxu0aJFyM/PN/85zbGSbmA7QTcKlKIoVLiI90BxPVDkWxexDksWeB2BR1XpTN4WA31WOihQvDdaB7Xwor/Ho0DFHqsT4k2H1azaxP+bbZtlGgMq75l4uf7ogerLyI6LQFn3ESwSMQsPECs45ADPLsMb/HnERqRAnVZdiGduPB3jKvPN71gVWlRxIZJMObocm8+P7lci2yTPzajyXPzv9VOEKg15bLyQ0WQi7xCVOofzeGb7PFTZJWo/ohCegJSxITwgknZg4wOzMG1oMfKJmZ48zxcJcsZ6V0g31UBR1MO4dmQ6lq5Q6j1QPCKcaLjqNe+55x4oimL5j01cd+DAAcyZMwdXXnkl5s2bZ7n9hQsXorGx0fy3b98+90eUBhARKEcDLjNtnY3hA4DCyVxF3sxUmI25yXkJ19g8UFaDNNmxOSGEiQLZPp4022MPVBxpDJwSYiftIn9iFTQndf6A2HqPIvDIkiRQvQfyfs7JcDa40B4oezWJvb7xKlD//fXxqCnOwsNXTqC+Jwf4HD8bwhObyA3k+j1CAmVuhwp1MiZyjf/SqCgKpcaw5I4kNby8bqcPKcTMsbF5uAyQL6s80nIKUc3BzteV7dccmdVJ8PxagPieMMj6wIIoKSq0SRJ9zdQqXD5poPnZyOAu6mNMBYogUJ3BsDkT1WoWYk9BEagUKFCuXkPuuusu3HjjjZbLDB0anVp+8OBBnH/++TjzzDMdzW7pSaI6N0j2sD+okJ6+atxoTjwzmho7C88JyJuZCrMx3pYB+ZkA6OrlbC08u1BTpjcyM9BJ3b5kgOuBcqigAfzwln0mcs46DglxdL9OPVDMNih/h7N9WSpQnI305TQGfR3k/ew0LO42hMciXsI8sjwX7999fsz35Esb2x5eOIntOzJ8GkWgeH0Lmfk/RoGinhEmdQExEYcN4RVl+8ykmtT2fZFyStNHWk8wyrBRoPweDXddOBJr9xzHWTYTbLL9npjyMua2BYRXRKzsfL2ZPg1rfjIDHlW17cf8Hg2/vHKCWWKmNRAhRqI+xrj+ZAjvz0TplmSG8Mh7T0QuEwlXBKq0tBSlpaWOlj1w4ADOP/98TJ48Gc8++yw1A6a/4wczRqAo24df/n0bALHUyQM7C4/3VqPZhfAscjXx0ul7VJZAWbcxyxchUG6Oq6foJAqacj1QDhOBAiI/k/U6LPnxe1RcNM4+31WiPVBO0xhYeaC8nMHJSrGSSC7IkLSdf88Am0izt0GqTOzgzRugWYKU6dVoDxSHdJEkIjaNATnRgl4vQuAi4SPWF0OGech+5d27zsPWQ82YPsp6vCPJYYaA5Hx/RuzMyPnnj8Cv3v2SqpuX5dOEL6UiQiQ0tzu4J9xk6I6kBFDQFdLR1hkyv+PBuDdJBYpEvOqnE5DKZtqF8JziwIEDmD59Oqqrq/HQQw/hyJEjqKurs6wz1Z+Qn+nFReOiGY2NG62htUu0SnRZRaEN4cyb4pWTB3ETgNKqldgDVVkQ+9B4VNVVCMx4mFM56JKyL3dmoov28wioXQiP7KhGlufgswdmOTIpUglKLRUo8m96OUrFspqF59QDJUN4aQXVxcuLgQxKgUr+dG070GZq+3spRoHyqlQCUd4zThLN2DQGhAeSOYlke9jwEalSkNsfkJ+J80eX2RJaOw+UCLefPwxLbq3FY9dMMr/TVEV4LUXPp+g5T0YGbqNtgZCdByrWRG5gzIA8xy8J8SCtQ3hOsWzZMmzfvh3bt2/HoEGDqN90u5LdKUAqWkDeXMbga1czCoh0oPQskuiDcM3pVfjZFady1yMJAPmwsYNlJITHrKspjpUSINpppDLsU5rrxx++PRXZfg/3AaQSacYxo85+5h55PVXHHZTqkPyQy7GLOSW35G9W5JaXssBJeFki+eD5G3mgFCgHhCXZoEN49s8G23ewChSPhJFhO5ZAUYSM6eDJ9rAmctoD5Z502M3CE8GjqTi9pihmPHR7LUUTeZyQWLfI8KpoIYYwoQLVfS2aO2jBwKep+MO3pya8XSTIfqzYJj1DIpCUJ+/GG2+EruvcfycLyAHMCKcMK4tNosciEsLjd45WYzx541BKRAyB4ilQ7kJ4oytyoalKTCHHZOPckaXUtGAS7jxQHAXKNpGmM3Undl/Rv61TEBB/MwtSx2bxxJL3jZWixiO+yXwrlHAOp1Fxt7Pwkg06hGffHpawZ3oZD5QWS0bIsB0bxifv6TAzzpDkqpCpQ0eqyFaVBUQgjzWexI3kc6frgN/lS6mT/FSJAkuMRS9pxv3Yyvi5ptQUuk6Z4BY+ygPVR0N4EvTNZdzkV02pwmVEbTQe2BAez4DJXU+gQLGDPc8Dxc7Cs8Ovr56IjxfOQE2KCZQVKA+UzbJcD5SdamURIrCC0xQEtAfKYhsOs5lb+dNkuC594ViBSusQnn17FEWhBjvWRB7ivGyTJI29h8nPnLq6JtgQnlGvTlXiU22sMpHHA7cKlMjrmBwCRe9L7IGK7DvEJAVNBaFJdQhP9qRJApmXyBgcvZqKW6cPs1xPU63SGIg7V3J/JEGILZngxdSaoph1yQHXTif0aGrS3yTcwqnRGohvFl4ikq1akVQqjQFznZ36u8jrZpnGIA0UCwk+nBY4TzcFKtNnnYKAB1JtyfRqyPCqqCnOQkmOn3seSAWKvbvJ55NVoKh2MsTCmDGd7eNbA+xAbq+noVRFcU+Ge2Iidws2NQKvvJXVvlPiSSLalMyM5+b+kr6HkxQ8ozJg//avKGw1cY36TQRRyRBWbVEUBYu/ewbuWvIZXl1/wGwrGV7ti5FWNyHIePJAJcIj5NS/FJPGwGEyTvK6uTWRS/Qufn/DFCz+ZB9+dNFoR8unmwfKahaeCD6PCqMwZ4ZXg6IoeHfBeQjpuqDckLPjDAvKoQD0s5Sb4UFet++qIDu+wTaRClRZbgY6uvhpDEQQGrlToUCJQnguc1YlEkXZPlw7tQo+TU1qvikDkkAlCSJ2bjd4aUwaA1LWdj6Eiz1QQLd8zoT5dJ2IxafEZp9YULNw4lCT7JNv9nyQstoE2aSYRJouytQYsPRApYFiIUFjxphyzBgjTtjIIr1DeM7uL17hV4+mOhqUrHooKwWKxKDCLAwvy8G9c8dgVEWuo3VYULPw4pye/+R1p+HNTYdwy7lD8dTKHa7WtUtmmUiwBMouDxSLohSkFQCARZfzJ1olAyclgUqFXZa6sYkH2m7wYj1QZFZz5wozsT8BYdMYxSrcjxSo+PJA2RGo+O4a8lxakRqnHiirMCBJfEUEHpAz7voD4gnhjSrPxbb65qSE393OwgPo+9qpejN2QB6+ONRkmZ/JQoCiMLAgE4qi4DvnDHW2AgfxzsIjcdH4AbhofCSnnNtwrOhZTkadUvb47GbhschPYgLN3oJ8FU0SRAOuXQiPTaRJK1DuHwrRGwprNKc8UH2QQbkhODwzt93qbozjwm1YkR/inMcm0nSmrpGXzdKwnpJXCIlkgk6k6Wzg/t31U3D1lCq8PO+MhLeHnYV3W7fX85rTxfVMyZe2DJ+zoeiN+Wdh409nCWvTAdYhPADm7OFrp/a81ip5HZxO+LHcnsttpDKZsWMFSkAks5KgivU2TkoFKhUQhVrs3v7ZUi65RG0spwpUHsH0RTc5a7pWCfWi79En+m2Inf3BIh4PVCJgp3KJlqP8XQnoL/tiiFaCBhXCcxgyqy7Ows//NTnhjSxGgVpw4UjMHFtOFQBmQT6nTn15Xk21fQm1C+EtubUWX9W3oHZYsaN9WoFUoBLxbJIRClWxV9NSmcy4pwoUr4JEX8dJpUAZ0vWsU5x7DRINWwVKoQd4p9XZAWDRHsfRbAAAE95JREFU5eNxfe1g1A6NdgwiIscaANl8JH0N5JuYXafDzQPlgkDFe36chvAU5hZxkyXeCfri9ZWgkW6z8DIYQufRVJxWXWhpWSCJTiLzkNk9/yU5/oSQJyDxXiPyWj5701RMHVKEV24RK4apTEnC3meiffPux/ED8zGlpjAp7epN9D9KaIGld5yDTQcace4IZ/X8kgG7Ny1VodMYuDGRXzu1GgCw+JO9tu2w8sg4NWGmE8g3sXhCkKPjNJG6gVOOZqVAWZEwp0fd966uBIt0M5GTqrlTUmGnFMeLVPZfXk2Fz6MiEAwnJLEwSUrGD8zHn75ba7l8vN7MeMAqnWIFir7+c8cPwG++MalfJus9qQhUcY4f00dZV9dONnjeFKNII2AUbSRDeO4LjXaXKrJEIgbidAJprrbrl3nn8ZwUkGqn14+9NHS4VbxeX/SuScQHKldcGihQ5H3p1AuUJP6U8hfADfddiGBIjylw3FM4ua6pVKDY6yqa0OLtLg1mXF+vpvRL8gScZCG8dAVrEiYViBwXITwDvCy+LCy9WH1wHFZVBdVFWcjN8KCmJMtyWd6RGxmJE414/EaWCpRFRzSy3JmKJnlW/0I65IEiB3KnszztzN7xIlnKlgjZfg/yk5C00Um6ETrFCUz7xpxxAxLeHvI+UxXxRBVFoYsii+r19QecVApUb8E+s7cCdNddVBUFgVA0mRpZodwpnHRMohIAQN81Ga+4K5KEzy6kQXIQn6bizgtHunpDSsbZ0Sk/CP0b+dnKAzVmQB6evfF0DCiIrXdI7auPXl8JPtIhMer4gfk4a3gxKvMznSvlSWLybPf300vG4oonV+GOGSOSsr9kwUl4zsNUoHjxO9PQEQwlXA0D6NCc3ew/v1dFe3dS0P5cOkoSqDSAh/G4tAeiMbgML61OOUEFp2AwC6u3xLCDEGA6wmkSPvLIN/50VlKSzvUE7HUm0w7Y3QPnj3YQopb8qc+DqnuYBgOUpip48Tvu0iMkSyliQ9mTBxdh64Nz0u45t4MTIkr245qqQFWVpJAngB6L7CbdkOHHZOSkShdIApUGINUgTQWVzp+aneXwPpw1thw/mDECE6vEU4itwj39XaEgz2lcJswkx8BYkkS+7CUmjYFEX8dpgwsxdkCebbg6nZFor1JFXgbqmjowk5PRva+RJ6fwUPn8kkuk6bCcHYESF37uT5AEKgVwU2dNVRRT+owXiqJgwYUjLZc5Z0QJFl0+nlvCoL97ZEh+kuz8T/GcS7ZJbhQoJ7hqyiD89oOdPd6ORO/Bq6n42w/O7tPm3EQLUH/9/tn4ZHcDLhzbe2lqeooxA/JcLe91OEM3ESBVJbsXT3LZ/ly8XBKoJOL7FwzHXz87iBvPrLFczsMSqACfQCXy8VAUxUx7wKKf8yfqPKbjAMS2KdGEb3hZLj69/0K8vGYffr50Ky4/bWCPtymReqTjvesGiQ7hleb6cfH4xJunU4mxlXl4/ttTUenAhgHQClSyMxqQKp6VhxagDef9WYHqv0eWBrhr1ii8f/f5tlWhvSodWxYpUKnqL/v9dPg0HHisTjlN+BKzv4IsH249byje+sE5+MUVqSu+mQw0NDTguuuuQ15eHgoKCnDzzTejpaXFcp3p06dDURTq36233pqiFktIiHHeyFKMcDijlnyhSnav7UaBIlMe9GcPlCRQaQBKgVIVygPVG+j3/KmH67s5PYkIuZFKg1Uag3i2O7YyLy1MyD3Bddddh82bN2PZsmV488038cEHH+CWW26xXW/evHk4dOiQ+e8Xv/hFClorYeB73fXyrjhtUC+3pO/CSyUQTu6+/G5M5CeJAiVDeGkAykSuKPjhnFH49nNrcUPtYGq5VEn2/Zw/pRRzxlVg+Hs5OL2mKO5tFBA5ZhJByPoTtmzZgqVLl+KTTz7BlClTAACPP/44Lr74Yjz00EOorKwUrpuVlYWKigrH++rs7ERnZ6f5uampKf6GS+CuC0di5pgyjBsonuwiYY1UFoHPiNNE3tdf0KzQf4+sD4GUQ1UFuGB0OdbfdyF+eskp1HKpGjr7YimXdEWGV8OyO8/FosvHx72Nkhw/nvjGaXjmxinC5HUnK1atWoWCggKTPAHAzJkzoaoqVq9ebbnuiy++iJKSEowbNw4LFy5EW1ub5fKLFi1Cfn6++a+qqiohx3CywqOpmDy4KC1K0fRVUApUkvdFqkq2ITyvTGMgkSKQbN7wVRZlc3xTKfNApWY/vYVUizhOlEO7Reae2rfNsclCXV0dysro3FcejwdFRUWoq6sTrveNb3wDgwcPRmVlJTZu3Igf/ehH2LZtG1599VXhOgsXLsSCBQvMz01NTZJESfQqqL4l2SE8F4k0R5bn4q1NkedPhvAkkgq6jpv4KVBSxKD6OX/q8XmcVFWQmIYQ6O+k1S3uuece/PznP7dcZsuWLXFvn/RIjR8/HgMGDMCMGTOwY8cODBs2jLuO3++H3++Pe58SEslEsrsQN4k0Jw8uNP+WBEoiqSBvsExOwreSHD+OtnSmLL9Jf5+FF68C9e6Cc/HWpjrcfPaQxDZIIgZ33XUXbrzxRstlhg4dioqKChw+fJj6PhgMoqGhwZW/adq0aQCA7du3CwmUhEQ6I9n9tptEmhOJl8zjbYFkNanXIQlUGsDrUfHYtZMQCIZRyAndvffv5+FQY4fjYrE9RT/nTxjgMMcKi+FlufjBjNRcg5MdpaWlKC0ttV2utrYWJ06cwLp16zB58mQAwIoVKxAOh01S5ASffvopAGDAABkqleibSGUaAzsFKjcjOvElLyPxhZbTBZJApQF0XcclE8SzhXIzvNQNmfT29PMg3nkjS3HnzJEYW+ku669E+mHMmDGYM2cO5s2bh6eeegpdXV2YP38+rrnmGnMG3oEDBzBjxgz84Q9/wNSpU7Fjxw689NJLuPjii1FcXIyNGzfizjvvxLnnnotTT+3bObEkJJIFv5f0QNnL+K/ddiZWfnkEl0wUj219HZJAScSgvytQiqLgjpl9qzK7hBgvvvgi5s+fjxkzZkBVVVxxxRV47LHHzN+7urqwbds2c5adz+fDu+++i1//+tdobW1FVVUVrrjiCtx77729dQgSEj1G0vNAUYk07X1Nk6oLMam60Ha5vgxJoNIApTnpZUzt7wRKon+hqKgIL730kvD3mpoayh9SVVWFlStXpqJpEhIpQ7IjBxSB6sepCdyg/9rj+wimjyrFwovH9HYzAABnDI0ke7zuDH6NPInkQXJWCQmJniDZL76KopgkKtmFi/sKpALVC/jWGYPxwsd7cMVpg/DwVRN6uzkm/vDtadjb0IrhZdIoLSEhIdGXkIqXML9HRWcw7MgDdTIg6QpUZ2cnJk6cCEVRzJkuJzvu+5exeHneGfify8f1dlMo+DyqJE8SEhISfREpYFCGkVwqUBEknUD98Ic/tKxHdTLC51FRO6xYljCQkJCQkEgIUjF72kim6cREfjIgqWfh7bffxjvvvIOHHnrI0fKdnZ1oamqi/klISEhISEj0PoyXfmkijyBpBKq+vh7z5s3DCy+8gKysLEfryGKdEhISEhIS7pGK2dOGAiVDeBEkhUDpuo4bb7wRt956K1Ul3Q4LFy5EY2Oj+W/fvn3JaJ6EhISEhES/QmpM5N0KlCRQAFwSqHvuuQeKolj+27p1Kx5//HE0Nzdj4cKFrhrj9/uRl5dH/ZOQkJCQkJCwRipqmEbTGEgPFOAyjYHTAp8rVqzAqlWrYiqXT5kyBddddx2ef/551w2VkJCQkJCQ4CMVClSGVypQJFwRKKcFPh977DH813/9l/n54MGDmD17NhYvXuyqwKeEhISEhISEPVLhgZKJNGkkJZFmdTWdyTonJwcAMGzYMAwaNCgZu5SQ6NOQ5XMkJCTSHQaBkgpUBDKQKSEhISEhIWELM4SnSeoApKiUC1vMU0JCQkJCQqJvIccfoQyZXpkEGpC18CQkJCQkJCQc4JtnDEYwrONfp0grDiBDeBISaYHpoyKTMwyPgYSEhIQTzB0/AABw45k1Sd9XTUk2fnrJKRhYkJn0ffUFSAVKQiINcO7IUiy5tRZDSrJ7uykSEhJ9CA9fNQHfmFaN02uKerspJx0kgZKQSBPIDlBCQsItMrwazhpe0tvNOCkh4wUSEhISEhISEi4hCZSEhISEhISEhEtIAiUhISEhISEh4RKSQElISEhISEhIuERam8iN5JtNTU293BIJCYlEwnim+3KCXdk/SUj0Tzjtn9KaQDU3NwMAqqqqerklEhISyUBzczPy8/N7uxlxQfZPEhL9G3b9k6Kn8StgOBzGwYMHkZubC0URFy9sampCVVUV9u3bh7y8vBS28OSCPM+pwclwnnVdR3NzMyorK6GqfdNJIPun9II8z6nByXCenfZPaa1AqaqKQYOcp4zPy8vrtxc0nSDPc2rQ389zX1WeDMj+KT0hz3Nq0N/Ps5P+qW+++klISEhISEhI9CIkgZKQkJCQkJCQcIl+QaD8fj8eeOAB+P3+3m5Kv4Y8z6mBPM/9C/J6pgbyPKcG8jxHkdYmcgkJCQkJCQmJdES/UKAkJCQkJCQkJFIJSaAkJCQkJCQkJFxCEigJCQkJCQkJCZeQBEpCQkJCQkJCwiUkgZKQkJCQkJCQcIl+QaCeeOIJ1NTUICMjA9OmTcOaNWt6u0l9Ch988AG+9rWvobKyEoqi4PXXX6d+13Ud999/PwYMGIDMzEzMnDkTX331FbVMQ0MDrrvuOuTl5aGgoAA333wzWlpaUngU6Y1Fixbh9NNPR25uLsrKynDZZZdh27Zt1DIdHR24/fbbUVxcjJycHFxxxRWor6+nltm7dy/mzp2LrKwslJWV4e6770YwGEzloUi4hOyfegbZPyUfsn+KD32eQC1evBgLFizAAw88gPXr12PChAmYPXs2Dh8+3NtN6zNobW3FhAkT8MQTT3B//8UvfoHHHnsMTz31FFavXo3s7GzMnj0bHR0d5jLXXXcdNm/ejGXLluHNN9/EBx98gFtuuSVVh5D2WLlyJW6//XZ8/PHHWLZsGbq6ujBr1iy0traay9x5553461//iiVLlmDlypU4ePAgLr/8cvP3UCiEuXPnIhAI4KOPPsLzzz+P5557Dvfff39vHJKEA8j+qeeQ/VPyIfunOKH3cUydOlW//fbbzc+hUEivrKzUFy1a1Iut6rsAoL/22mvm53A4rFdUVOi//OUvze9OnDih+/1+/eWXX9Z1Xde/+OILHYD+ySefmMu8/fbbuqIo+oEDB1LW9r6Ew4cP6wD0lStX6roeOader1dfsmSJucyWLVt0APqqVat0Xdf1t956S1dVVa+rqzOXefLJJ/W8vDy9s7MztQcg4Qiyf0osZP+UGsj+yRn6tAIVCASwbt06zJw50/xOVVXMnDkTq1at6sWW9R/s2rULdXV11DnOz8/HtGnTzHO8atUqFBQUYMqUKeYyM2fOhKqqWL16dcrb3BfQ2NgIACgqKgIArFu3Dl1dXdR5Hj16NKqrq6nzPH78eJSXl5vLzJ49G01NTdi8eXMKWy/hBLJ/Sj5k/5QcyP7JGfo0gTp69ChCoRB1wQCgvLwcdXV1vdSq/gXjPFqd47q6OpSVlVG/ezweFBUVyevAQTgcxr/927/hrLPOwrhx4wBEzqHP50NBQQG1LHueedfB+E0ivSD7p+RD9k+Jh+yfnMPT2w2QkDjZcPvtt+Pzzz/Hhx9+2NtNkZCQkKAg+yfn6NMKVElJCTRNi5kJUF9fj4qKil5qVf+CcR6tznFFRUWMKTYYDKKhoUFeBwbz58/Hm2++iffeew+DBg0yv6+oqEAgEMCJEyeo5dnzzLsOxm8S6QXZPyUfsn9KLGT/5A59mkD5fD5MnjwZy5cvN78Lh8NYvnw5amtre7Fl/QdDhgxBRUUFdY6bmpqwevVq8xzX1tbixIkTWLdunbnMihUrEA6HMW3atJS3OR2h6zrmz5+P1157DStWrMCQIUOo3ydPngyv10ud523btmHv3r3Ued60aRM1GCxbtgx5eXkYO3Zsag5EwjFk/5R8yP4pMZD9U5zobRd7T/HKK6/ofr9ff+655/QvvvhCv+WWW/SCggJqJoCENZqbm/UNGzboGzZs0AHojzzyiL5hwwZ9z549uq7r+s9+9jO9oKBAf+ONN/SNGzfql156qT5kyBC9vb3d3MacOXP0SZMm6atXr9Y//PBDfcSIEfq1117bW4eUdvje976n5+fn6++//75+6NAh819bW5u5zK233qpXV1frK1as0NeuXavX1tbqtbW15u/BYFAfN26cPmvWLP3TTz/Vly5dqpeWluoLFy7sjUOScADZP/Ucsn9KPmT/FB/6PIHSdV1//PHH9erqat3n8+lTp07VP/74495uUp/Ce++9pwOI+XfDDTfouh6ZKnzffffp5eXlut/v12fMmKFv27aN2saxY8f0a6+9Vs/JydHz8vL0m266SW9ubu6Fo0lP8M4vAP3ZZ581l2lvb9dvu+02vbCwUM/KytK//vWv64cOHaK2s3v3bv2iiy7SMzMz9ZKSEv2uu+7Su7q6Unw0Em4g+6eeQfZPyYfsn+KDouu6njq9S0JCQkJCQkKi76NPe6AkJCQkJCQkJHoDkkBJSEhISEhISLiEJFASEhISEhISEi4hCZSEhISEhISEhEtIAiUhISEhISEh4RKSQElISEhISEhIuIQkUBISEhISEhISLiEJlISEhISEhISES0gCJSEhISEhISHhEpJASUhISEhISEi4hCRQEhISEhISEhIu8f8BQ47b/SNWlwIAAAAASUVORK5CYII=\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 20] train loss = 1.486e-01 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 21] train loss = 1.426e-01 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 22] train loss = 1.246e-01 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 23] train loss = 9.714e-02 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 24] train loss = 8.895e-02 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 25] train loss = 8.003e-02 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 26] train loss = 6.286e-02 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 27] train loss = 5.849e-02 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 28] train loss = 5.447e-02 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 29] train loss = 4.025e-02 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 30] train loss = 2.939e-02 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 31] train loss = 2.802e-02 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 32] train loss = 2.250e-02 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 33] train loss = 2.195e-02 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 34] train loss = 1.735e-02 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 35] train loss = 1.775e-02 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 36] train loss = 1.341e-02 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 37] train loss = 1.308e-02 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 38] train loss = 1.020e-02 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 39] train loss = 9.429e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlAAAAHeCAYAAABUsDVwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydd3hUZfbHv9NSSUJoCaEjSu8IUlQUVlCx/CyLLkpRsYGN3VVxVezYVl0UxdVVUFSsYAFRQIp0pBfpLZQ0QtokmXbv74/JvXnvnfeWmcwkw+R8nmceyJ1b3lvmfb/3nPOeYxFFUQRBEARBEARhGmtdN4AgCIIgCOJcgwQUQRAEQRBEkJCAIgiCIAiCCBISUARBEARBEEFCAoogCIIgCCJISEARBEEQBEEECQkogiAIgiCIICEBRRAEQRAEESQkoAiCIAiCIIKEBBQRVRw4cACTJ09Gly5dkJycjISEBLRs2RIXXnghJk+ejG+//TZgm6FDh8JisWDFihW13+AwMH78eFgsFsyePdv0NitWrIDFYgn4pKSkoGfPnnj88ceRl5cXsF3btm1hsVhw9OjR8J1AFFCT85KuXTiQnsVgP9HMM888E9DehIQENGvWDD179sT48ePx2WefobKysq6bShC1ir2uG0AQEt999x3+9re/weVyoXHjxhg8eDCaNm2Ks2fPYtu2bZg5cybmzZuHG2+8sa6bGlWMGzcOACCKIo4dO4b169djx44dmD17NlasWIFOnTpF7NjS4B+tFaHGjx+POXPm4OOPP8b48eMjfryRI0eibdu2AcvnzJkDABgxYgQyMzMj3g6W2bNnY8KECRg3blxQIl1NRkYGRo4cCQDw+XwoLi7G3r17MWfOHMyZMwcPP/ww3n77bdxyyy1harlfkK5cuRLLly/H0KFDw7ZfgggHJKCIqCA3Nxfjxo2Dy+XC3//+d7zwwgtISEhQrLN582Z88803Adt+8sknKC8vR+vWrWuruVGFelDcv38/hg0bhhMnTuDuu+/GqlWr6qZhtciyZcvg8XjQokWLOm3H448/zl0uCajHH3/8nBUCnTp14gqwQ4cO4ZlnnsHcuXNx6623orCwEPfff3/tN5Agahly4RFRwU8//YSysjJkZWXh9ddfDxBPANC3b19Mnz49YHnr1q3RqVMnJCUl1UZTo54LLrgAzz//PADg999/x+nTp+u4RZHnvPPOQ6dOneBwOOq6KfWO8847D59++in++c9/AgAeeughHD58uI5bRRCRhwQUERXk5uYCAJo2bRr0tnoxUE6nE0899RTOP/98xMfHIysrC3fccQdOnjwpx3Y888wzim3Y5fn5+Zg0aRJatWqFuLg4tGrVCg888ACKiooCjuXxeDB37lyMGTMGnTp1QmpqKhITE9GxY0c8+OCDOHXqVNDnFip9+/aV/3/s2DFT25SXl+Pll19Gnz59kJKSgqSkJHTt2hVPPvkkzp49q1hXukYS6hgZo1ikHTt2wGKxoEePHgHfvfrqq/J+9uzZo/ju+PHjsFgsAdZGdQzU0aNHYbFYZMvPhAkTFO1T33OJb7/9FkOGDEFqaiqSk5MxePBgLFq0SPdcwsE333yDkSNHomnTpoiLi0OLFi1w2223BZy/xObNmzF69Gi0bNkScXFxSE1NRfv27XHjjTfi+++/l9dr27YtJkyYAMBvBWOvQbgtYS+++CKysrLg9Xrx5ptvKr4rLS3FBx98gBtuuAHnn38+kpOTkZycjO7du+Nf//pXwO9JivFbuXIlAOCyyy5TtJ21hC1duhQPPPAAevXqhSZNmiA+Ph4tW7bE6NGjsWnTprCeI0GwkAuPiAqkAXHXrl1YtmwZhg0bVuN9Op1OXHbZZdi0aRMaNGiAK664AomJiVi8eDEWLlyIq666Snf77Oxs9OnTBx6PB4MHD0ZlZSXWrFmDd955Bxs2bMCaNWsUFo/c3FzcfvvtSEtLQ+fOndGjRw84nU5s27YNb7/9NubNm4e1a9eiQ4cONT43I0pKSuT/x8fHG65fWFiIYcOGYdu2bUhNTcXll18Oh8OBlStX4sUXX8Tnn3+O3377TY7v6dWrF8aNGycLFCkOS6JBgwa6x+vevTuaNWuGXbt2IS8vD82aNZO/W7p0qeL/Xbp0Cfhu+PDhuvtv0KABxo0bh9WrV+PQoUMYPHiw4rr36tUrYJtp06bh+eefx6BBg3DVVVdh7969WLt2LUaNGoVvv/0W//d//6d7zFDwer0YM2YMvvrqK8THx6Nv375o0aIF9u/fj88++wzfffcdvvvuOzn2CPC7K6+88kp4PB707NkTAwcOhM/nw8mTJ7Fw4UL4fD5cd911AICbbroJ69evx5o1a3DeeedhyJAh8n7CHRvncDgwevRovPnmm1iyZIniu+3bt+Puu+9G06ZN0bFjR/Tt2xdnz57F5s2b8dJLL+Grr77C+vXr0bhxYwBAZmYmxo0bh8WLFyM3Nzcgdoy9l/feey+ys7PRtWtXDB48GHa7HXv37sVXX32F7777juImicghEkQUUFpaKrZo0UIEIFosFnHo0KHi888/Ly5cuFDMy8vT3fbSSy8VAYjLly9XLH/kkUdEAGKXLl3EU6dOycsrKirEm266SQQgAhCnTZum2G7atGnyd+PHjxcrKyvl744fPy638/PPP1dsV1JSIn7//feiy+VSLHe73eLUqVNFAOJVV10V0P5x48aJAMSPP/5Y9zxZli9fLreRxz/+8Q8RgJiQkCCWl5fLy9u0aSMCEI8cOaJYf/To0SIAccCAAWJBQYG8vLS0VLzyyitFAOKgQYMCjqPXBiNuvfVWEYD42WefycsqKyvFxMREsWvXrqLVahWvueYaw230zsvMtZXOoWHDhuL69esV30nPwgUXXBDSOaqPoX5Gn3jiCfm6Hz58WPHd119/LdpsNjE9PV08e/asvPyyyy4TAYhz584NOE5RUZG4bt06xbKPP/5YBCCOGzcupLZL1+DSSy81XHfu3LnyuXo8Hnl5dna2uHTpUtHn8ynWdzqd4tixY0UA4v333x+wP63fNsv8+fPFwsJC7nK73S42btxY8RsgiHBBAoqIGvbu3SsOGDBA7oDZT69evcT33ntP9Hq9AdvxOtny8nKxQYMGIgDxl19+CdgmLy9PTEpK0hVQLVu2FJ1OZ8C2L7/8sghAvOOOO4I6v6ysLNFqtYolJSWK5eESUIIgiMeOHRNfeOEF0W63iwDEBx98ULEdT2gcO3ZMtFqtosViEbdv3x5wrBMnTogJCQkiAHHNmjWK72oioP73v//JIlVi2bJl8j258MILxZSUFHkgFgRBzMjIEC0Wi5iTk2N4XqIYnICaMWNGwHeVlZViWlqaCEA8fvx4SOfJHoN9Rs+cOSMmJiaKCQkJ4okTJ7jb3X///SIA8e2335aXdenSRQTAFQ08alNALV68WD7X3NxcU/t3Op2i3W4XmzZtGvCdGQGlhyS4Fy5cGNL2BKEHufCIqKFjx45Yv349Nm7ciIULF2LDhg3YsmUL8vPzsW3bNtx333349ttvsXDhQsTFxenua/PmzSgrK0OTJk1wxRVXBHzftGlT/OUvf1HEi6gZNmwYNzC9c+fOAICTJ09yt9u+fTuWLVuGI0eOwOl0QhAEAH53jSAIOHjwIHr37q3b/mDQyiP0t7/9Da+++qrh9qtWrYIgCOjTpw83JqlFixYYMWIEvv/+eyxfvhyDBg2qcZuBajfcsmXL5GWSi+4vf/kL3G43Nm3ahA0bNmDw4MHYuXMncnNz0b17d2RkZISlDSzXXHNNwLL4+Hi0b98eW7duxcmTJ9GqVauwHW/58uWoqKjAsGHDNGcPDh06FO+++y7Wrl2LyZMnAwD69++PPXv2YMyYMXjiiSdw0UUXwW6Pjq5cetYB/nO5du1a/P777zh+/DjKy8vl9BdxcXHIz8/H2bNnkZ6eHvRxT506hYULF2Lv3r0oLi6G1+sFAOzevRsAsG/fPkOXPUEES3T86giCoX///ujfvz8Af36hrVu34rXXXsO8efOwdOlS/Oc//5Fn/Ghx4sQJAODm5JHQ+w6AZlqE1NRUAAhIHOh0OnH77bdj/vz5uvtl45PCgRR/ZLFYkJSUhHbt2mHkyJHo1q2bqe0lIdiuXTvNdc477zzFuuGgdevWOP/883HgwAHs27cPHTt2xNKlS5GamooBAwbA5XJh+vTpWLp0KQYPHmw6/qkm7eGhdb9rijRTbdmyZYbJNPPz8+X/T58+HTt27MDPP/+Mn3/+GYmJiejTpw+GDh2KMWPGyAK/LigoKADgfxZZIZSXl4cbb7wRq1ev1t2+pKQkaAH17LPP4sUXX4TH49HdL0GEGxJQRFRjsVjQp08ffPHFFygvL8cPP/yABQsWGAoodvtQvgMAqzW4SapTp07F/Pnz0alTJ7z88su48MIL0aRJE9laNmjQIKxbty7sSSdrkhyxrhk+fDgOHDiAJUuWICMjA5s3b8aoUaNgt9sxePBgJCYmYsmSJZg2bVrEBVSw97umSNaaDh06YPDgwbrrsgHfmZmZ+OOPP7By5UosXboUa9askSc1vPTSS5g+fToee+yxiLZdiy1btsjtZa1id911F1avXo2BAwfi2WefRc+ePZGeni5PwsjKysLp06eD/m189913eOaZZ9CgQQO88847uPzyy5GVlYXExERYLBY88cQTmD59etQmeiXObUhAEecMV1xxBX744Qf5LVcPySWiN50+3OVMvvrqKwDAl19+yXWFHThwIKzHCxfStdLL3SN9F+5ElcOHD8d7772HpUuXIisrC4IgyAIpPj4eQ4YMwfLly3HmzBmsWrUKDocDl156aVjbUFdI7sCOHTsGLYKlNARSKoLKykrMnj0bkyZNwhNPPIGbbrpJthrWFh6PR/4NsG5zp9OJRYsWwWq1YtGiRWjYsKFiO6fTiZycnJCOKR3vxRdfxN133x3wfbT+5ojYgPJAEVGBmTfE48ePAwBatmxpuG7fvn2RlJSE/Px8xbR4iYKCgoCp1jWlsLAQANCmTZuA73755RdTwq8uuOSSS2C1WrFt2zZs37494PvTp09j8eLFAPz5eFgkC4IUcxIsl19+OaxWK5YvX45ffvkFgD/+SWL48OHwer14+eWX4XQ6cdFFFyE5Odn0/iXrX6jtiyTDhg1DXFwcVqxYwa1bGAwJCQm499570aNHDwiCgB07dsjf1dY1+Ne//oVTp07B4XDgkUcekZcXFxfD5/MhNTU1QDwBwNy5czV//0Zt1/vN5eXlhf03ThAsJKCIqODdd9/FuHHjsHbt2oDvRFHEd999h3feeQcATNXaSkpKwl133QUAeOSRR+REnQDgcrkwefJkOJ3OMLXejxR78vbbbyuW79u3D/fee29YjxVOWrdujZtvvhmiKOKee+7BmTNn5O+cTifuvvtuVFZWYtCgQQEB5JKYlYJ1g6Vhw4bo27cvSkpK8Mknn6Bly5YKd5VkjZLufbDuu5q2L5JkZGTggQcegNPpxDXXXIOdO3cGrONyufDDDz9g79698rLXX39dfplg2bt3r2xxYQWFdA20knLWlMOHD2Ps2LF47bXXAPjvFXv8jIwMpKeno6ioCJ9++qli2/Xr12Pq1Kma+za6f9Jv7r///S/cbre8vLi4GOPGjUNxcXFoJ0UQJiAXHhEVeDwefPLJJ/jkk0/QtGlT9O7dG02aNEFRURH27Nkju9tuu+023Hnnnab2+eKLL2LNmjXYvHkzOnTogMsvvxwJCQlYvXo13G63nAjSaEafWaZNm4abbroJTz31FL766it07doVeXl5+P3333HxxRcjKyuLKxCjgZkzZ2Lv3r3YsGEDzjvvPFx22WWw2+1YuXIl8vPz0a5dO3z22WcB29144414/fXXMXz4cFx++eVISUkBALzyyityUkQjhg8fjk2bNqGyslJhfQKA3r17o3HjxrKoC1ZAXX/99Xj22WcxY8YM7Nq1C61atYLVasW1116La6+9Nqh9RYKXX34Zp0+fxueff45evXqhZ8+eaN++Pex2O06cOIFt27bB6XTi559/loXlCy+8gH/+85/o1KkTOnfujMTERJw6dQqrV6+G1+vF2LFj0adPH/kYF110EbKysrB161b06dMH3bt3h8PhQMeOHU3HEgJ+gSYVZBYEQS4mfODAAYiiiKZNm+Kdd97BX//6V8V2NpsNTz/9NB555BGMHTsWM2fORPv27XH8+HGsXbsWt912G1atWsXNmH/jjTfi448/xqOPPoqlS5eiWbNmsFgsuOOOOzBo0CA8/PDD+OSTT7Bo0SK0b98eF110ETweD1auXImkpCTccccd+Oijj0K4MwRhgrrKn0AQLCUlJeKCBQvEBx54QOzfv7/YsmVL0eFwiImJieJ5550n3nrrreLPP//M3VYvV0xpaan4xBNPiO3btxfj4uLEzMxM8fbbbxePHTsm3nHHHSIA8f3331dsI+W9UeeHkpByMPHy4qxatUocNmyY2KRJEzEpKUns1q2b+OKLL4oul0uznZFIpKmFVr4kUfTn45k+fbrYq1cvMSkpSUxISBA7d+4sPvHEE5o5hyoqKsRHH31U7NChgxgXFye3ibd/LaTcT+AkyBRFUbz55ptFAGJqaqoiOaPZ85o/f744ePBgMSUlRbRYLAH31ug61jQXEXsMrX0sWrRIvOGGG8QWLVqIDodDbNiwodi5c2fxlltuET///HNFPrK5c+eKEyZMELt16yY2atRIjI+PF9u0aSNeeeWV4vz580VBEAL2v3PnTvHaa68VmzZtKlqtVtN5nURRmVhW+sTFxYlNmjQRe/ToIY4dO1b87LPPxIqKCt39LFiwQBw0aJDYsGFDsUGDBmK/fv3Ed999VxQEQff+ffDBB2KfPn3kvG3q38qRI0fEMWPGiK1bt5avxb333ivm5OQY/pYJoiZYRJGmJxD1D4/Hg27dumH//v3YvHmz4o2dIAiCIIygGCgiptm8ebMiuR8AlJWVYfLkydi/fz969OhB4okgCIIIGrJAETFN27ZtUV5eLhevzcvLw7Zt21BYWIhGjRph6dKlYc0KThAEQdQPSEARMc2MGTMwf/587N27F2fPnoXVakWbNm1wxRVX4B//+EdYS3MQBEEQ9QcSUARBEARBEEFCMVAEQRAEQRBBQgKKIAiCIAgiSEhAEQRBEARBBAkJKIIgCIIgiCAhAUUQBEEQBBEkJKAIgiAIgiCChAQUcU5A2TYIgjiXoD4r9iEBRZwTvP/++3XdBIIgYoRffvkFFosFc+fOVSwvKyvDqFGjYLPZMGPGjBodg/qs2Mde1w0gCD2OHj2Kzz77DDNnzsSxY8fwl7/8BZdffnldN4sgiHOY7du3AwB69uwpLzt58iRGjRqFAwcOYP78+bj22mtD2jf1WfUHskARUU3btm2RmJiI06dPY9euXbjkkkvqukkEQZzj7NixA3FxcejUqRMAv6AaMGAAcnNzsXLlypDFE0B9Vn2CBBRRqzRt2hSTJ08OWN6vXz9cffXV3G2sVis+/PBDtGzZEnY7GU0JgqgZ27dvR+fOneFwOLBo0SIMGTIE6enpWL9+Pfr27SuvF0p/BVCfVV+gO0vUGqdOnUJBQYHCbA4APp8Pu3fvxl/+8hfudvfffz/i4uJw++2310YzCYKIYdxuN/bt24dbb70V7777Lh588EFcfvnl+Oabb5CamiqvF2p/BVCfVV8gCxRRa+zYsQMAAjqkvXv3orKyEt27d+duFxcXp/iXIAgiVPbs2QOPx4Ply5dj0qRJmDBhAhYtWqQQT0Do/RVAfVZ9gQQUUWvs2LEDVqsV3bp1UyyXAjr1OiSCIIhwIAmjoqIiJCYm4qmnnuK62ai/IowgAUXUGtu3b0eHDh2QlJSkWL5t2zY4HA45oJMgCCJSSALo+++/h8ViwU033QS3281dj/orQg8SUEStsXPnzgBzOABs2rQJHTt2hMPhqINWEQRRn9ixYwcyMzNx2WWX4b333sOmTZvw0EMPBaxH/RVhBAkoolYQBAH79u1D586dFcvz8vKwevVq9OjRo45aRhBEfWLHjh1yfzN27FhMnDgRs2bNwqeffiqvQ/0VYQYSUESt4PP54PF4UF5eLi/zer2455574PV6KZ6AIIiIk5OTg7y8PIUAmjFjBnr37o17770XO3fuBED9FWEOSmNA1AoOhwM9evTAe++9h8TERCQmJuLrr79GYmIiAArIJAgi8kjxT6yASkhIwDfffIO+ffvixhtvxB9//IHU1FTqrwhDyAJF1Boff/wxOnXqhNdeew2fffYZ7rvvPtx5550AqEMiCCLySDPw1C649u3bY/bs2Th48CDGjRsHgPorwhiLSCWjCYIgCIIggoIsUARBEARBEEFCAoogCIIgCCJISEARBEEQBEEECQkogiAIgiCIICEBRRAEQRAEESQkoAiCIAiCIIIkqhNpCoKAU6dOISUlBRaLpa6bQxBEmBBFEaWlpcjKyoLVem6+x1H/RBCxidn+KaoF1KlTp9CqVau6bgZBEBEiOzsbLVu2rOtmhAT1TwQR2xj1T1EtoFJSUgD4TyI1NbWOW0MQRLgoKSlBq1at5N/4uQj1TwQRm5jtn6JaQElm8dTUVOqgCCIGOZddX9Q/EURsY9Q/nZvBBwRBEARBEHVIrQmol19+GRaLBQ8//HBtHZIgCIIgCCIi1IqA2rRpE95///2ACtgEQRAEQRDnIhEXUGVlZRgzZgw++OADpKenR/pwBEEQBEEQESfiAmrSpEm4+uqrMXz4cMN1XS4XSkpKFB+C0GP5vjzcOXsT8koq67opBBE23F4Bkz7fgs83HK/rphAEoUFEBdS8efOwZcsWTJ8+3dT606dPR1pamvyhHCuEERM+3oRle/Pw9Pe767opBBE2Fmw9iYU7TuOJ+TvruikEQWgQMQGVnZ2Nhx56CJ999hkSEhJMbTN16lQUFxfLn+zs7Eg1j4gxckvJAkXEDsUVnrpuAkEQBkQsD9TmzZuRl5eHPn36yMt8Ph9WrVqFd955By6XCzabTbFNfHw84uPjI9UkIso5lF+GxslxaJgUV9dNIQiCIAhdIiaghg0bhp07lebnCRMmoFOnTnjssccCxBNRvzmcX4Zh/14Jm9WCQy9dFfT2ohiBRhEEQRCEBhETUCkpKejWrZtiWXJyMho3bhywnCDWHy4EAPgEUkIEQRBE9EOZyImowHruVvQgCIIg6iG1WgtvxYoVtXk44hzCSgqKIAiCOIcgCxQRFVjP4aKyBEEQRP2DBBQRFdhq+CRS5BRBEARRm9QLAVXh9tV1EwgDyAJFEARBnEvEvIBasS8PnZ9ejP8sPRCW/VV6fNh4pJBmi4UZCyOghBCuLckvgiAIojaJeQH1r/m7AABvLt0flv3dO3cz/vr+Ory7/GBY9kf4YWPIPYJQdw0hiCiADLIEEf3EvIAKNyv25QMA5qw7WrcNiTFszIjh9QVvgWK3EAQR32w+gUP5ZWFoGREtzJw5E23btkVCQgIGDBiAjRs3aq47dOhQWCyWgM/VV18trzN+/PiA70eOHFkbp0IQRAxAAipk6BUxnLBv3KEIKIm8kkrMXnsU//h6O4b9e2UYWlY/WLU/H0/M3xm18YJffvklpkyZgmnTpmHLli3o2bMnRowYgby8PO763333HU6fPi1/du3aBZvNhptvvlmx3siRIxXrffHFF7VxOoZQZn2CiH5qNQ8UQWjBxkB5Q3ThlVZ60P+lZeFqUr3ineUHsfFIIYZ1aoZhnTPqujkBvPHGG5g4cSImTJgAAJg1axYWLlyIjz76CI8//njA+o0aNVL8PW/ePCQlJQUIqPj4eGRmZkau4QRBxCxkgSKiApF55faGGKB/vLA8XM2pd1R6/JYnlzf64s/cbjc2b96M4cOHy8usViuGDx+OdevWmdrH//73P9xyyy1ITk5WLF+xYgWaNWuGjh074r777sOZM2c09+FyuVBSUqL4EARRfyEBFSIU5BleWM3k8YUwiIsiLORWDRlPlds0GmeXFhQUwOfzISNDaRnLyMhATk6O4fYbN27Erl27cNdddymWjxw5Ep988gmWLVuGV155BStXrsSVV14Jn4/vxpw+fTrS0tLkT6tWrUI/KYIgznnqpQtv5f58nDhbjjED2uiu5/L6O9J4uy3gOxqq9dl9qhibj53FbQPamCrTwg7cocZAWel1IGS8VaJViMHgm//973/o3r07+vfvr1h+yy23yP/v3r07evTogfPOOw8rVqzAsGHDAvYzdepUTJkyRf67pKSkVkSUKIoKFzdBENFBvRRQ4z7yz97p2bIhurVI464jCCL6v7gMPkHEtqf/AntNU2XXM66esRoAkBRnx019WxquLyhceKG5kcgCFTqS2zQaBVSTJk1gs9mQm5urWJ6bm2sYv+R0OjFv3jw899xzhsdp3749mjRpgoMHD3IFVHx8POLj44NrfIiwekkQARs92gQRdcS8KhB1BoTckkrN70pdXhRXeFDm8uKM0x2JptUL9pwyFycihBADpUi4abGgNusRC4KIW/67Dvd/trn2DhpBJLdpNKbgiouLQ9++fbFsWfUEAUEQsGzZMgwcOFB326+//houlwu33Xab4XFOnDiBM2fOoHnz5jVucziJRlFLEEQ9tUBJ6FnFWeHFW40s6uYQTVapYwdusy48hdASxVq9J4fyy7D+cCEAv5gy46aMZiQB5YvSwXrKlCkYN24c+vXrh/79++Ott96C0+mUZ+WNHTsWLVq0wPTp0xXb/e9//8P111+Pxo0bK5aXlZXh2WefxY033ojMzEwcOnQIjz76KDp06IARI0bU2nmZgQQUQUQn9VpA6SEqjBvn9uB4LsAO3GaDyAMDnmvvPrFH9goi4s5xASWJ1lDK6NQGo0ePRn5+Pp5++mnk5OSgV69eWLx4sRxYfvz4cVhVQXD79u3D6tWr8euvvwbsz2azYceOHZgzZw6KioqQlZWFK664As8//3ytuenMQvqJIKKTeieglJYl7UHP6E2c4m3MsftkCTYfK0TfNo101wsljUGosVLhgNVLXkFA3DnuDZddeFWXXhBEzNuUjV6tGqJLVmodtqyayZMnY/LkydzvVqxYEbCsY8eOmi78xMRE/PLLL+FsXlhhm00WKIKITs7tXj8EFFYLHQ3ErqcXR0Xos/FoIW58bx3OGsSR+UJw4aktULV5n5SJP8/950M6B+nFYeHO03hi/k5cNeP3umwWAWWKD4IgooeYF1Dqvocd7PRsSOx6vA6MvHrBUVDm0v2efcuu9Piw5mCBnNxRC/YeiajdgcaqUbvvYF4pZiw7AKfLW3uNCQPSOUgidM9pShIZLURjbi6CIOqhC4/tjPRim3zMoBitgbXnEkZXkBVQLyzcg0P5TozsmolZt/fV3EadO6o2XR2iRtqFGcsO4oftp9CiYSJuNJG+IVrwVJ2DdE3P8ZCumIIs4AQRncS8BUoNay3Qt0BVD4rRGlhbm1R6fFi86zTKTFhWeB2+kbhhxdChfCcAYPFu/SzTrAXKJ9SugFKkXWCeKen6mLlO0YJPEOWYm2oBpfx1FFIqj1pFnQeKIIjoI+YFlHpMZYWRnhtOGQMV+H19e0F/csEu3Dt3Cx74fIvhuh5ODJPboMZaKIMEayX0CoLhbKVwvsmzMVsKS1jV/0MqR1NHsG2VLhFrnX13xUH0eX4JPl13tJZbVn+hIHKCiH5iXkCp8RnENkkorBucDqy+pTb4ZvMJAMDyffmG6/LEg1GR2lCsfKwY9hpYoN5csh+DXv4NeTrJU4NB0Ei7IMgC6twZ9HjPOuvCe3XxPgDAU9/vrtV21WfY54sEFEFEJzEvoNQ6RxEcrjNoK4VW9HZguSWV+GTd0ahyGfGsTS6PkQUqFAGljoHSXvc/yw7gdHEl3l1xKOjj8PCp3IfVbRKq2nMOWaCY+yWdi62evSBEG6ocsQRBRCExH0Su7ny0Bj41ZoVWXXPrB+txON+JbceL8MboXmHd9/rDZ5CSYEfXLH69QC34Fij9GXWhBOqzsUdmY6DCJYa1Ss9Iz5Qnip8ZNR6BdeFVWaAoirxOIQsUQUQ/MS+g1Bi55uTv2CDyKE5jcLgq4HrJnlyDNYMjt6QSt/x3PQDg6MtXB7WtOwQXXihjhDr2iBfjpK5kH67bpp4ByLbDv+zcsUAphaj/32h5vusrgskXPYIg6o6Yd+Gpa7H5TM6uYweVc+ENMNwtPFlUUb3vIM+fF/9jaIGqYQyUTxC4Qle933DFrrG79QoC9pwqwXUz12Dr8aKqZdH/zEjwnnX1LDyidiEXHkFEPzEvoNSYt0Cdu2+AxRUewySURrDDZ7BigBcDdbq4EtfNXKM5kysUkRqQB4rTTvU9DpcuULvw7pqzCduzi+Rlwc7CO1rgRFF53aQK8CisrZQHKhogFx5BRD/1z4XnMyeMFFmuq/4bzbFQkpWozOVFz2d/RYN4O3Y9G3pVedYCEawY4K3/xq/74RVEbM8uwu0D2wZ8H9osPKWI4Qlidbm8cNUwVIu3gjKl+DFbjgYAjp1xYujrK+CwWXDgxavC0r5g4P0myAJVt4gKAVWHDSEIQpOIWqCmT5+OCy+8ECkpKWjWrBmuv/567Nu3L5KH1EUURdOWJR/HUsUO0NE2vkgt+7OqBEdNZ+Wx5+fxBmmB4ggoIytWSHmgVPeS96IeMQuUeuZdwGxP86JzzcEzAOou9YEiDUNVE0hA1S3s74EsUAQRnURUQK1cuRKTJk3C+vXrsWTJEng8HlxxxRVwOp2RPKwmgsifMcVDWQtPDFg/XJaMcBFJKxlPEOnhMQgY5xHSLDyViOENNAExUEEfhY8yBkoM2G8wYqjcXS12P113FMfO1O7vg/esk36qW9hnmUq5hMari/fiw98P13UziBgmoi68xYsXK/6ePXs2mjVrhs2bN+OSSy6J5KFl2L7HJ4iK2VF6b3Y+ztTuaM4uLQXLh6urZQfVYM87WMEFhBoDpbSc8KxcakGpNz3f6xNQ6HSjWWqC8bFVpVwC8o0FcQ2crup4tae+3w2LBTgyPbiZjzXBy0kEeq7F/cUaSgtU3bXjXOVQfpmc8+2ui9vXcWuIWKVWg8iLi4sBAI0aNeJ+73K5UFJSoviEE5+gduFpr+vlrKcsRBzWptUY2QIVpjdX9lyNyrCoCUVohhQDpbLy8CxfAS48nf09NG8b+r+0DNuYYHAtlNPMA48bTB4o1gIF1P6sK1bw+jjWVqL2YX+7dC+Cp5x5KSELHhEpak1ACYKAhx9+GIMHD0a3bt2460yfPh1paWnyp1WrVmFtg1cQQpqFJ4kSXmB5tCAG/Kdmb66sCAraAmUQM8Xr0EIx7qkHFp7bTFDlh9JLY7Bw52kAwDu/HQjq2B6fGODS5Ym57MJyPPjFVuw6WQyfICK/1AWg7gsPK9IYSBaoaHvA6xk0Cy98kAAlIkWtCahJkyZh165dmDdvnuY6U6dORXFxsfzJzs6u8XHZn44gqISR2TxQHLdG1P0oq5rjC+HN9cTZcjy5YCcO55fJy9jzDzoGymB9XlLNUAYJtZWHd1yfKCqErxnL4bEz5YbrGF1nnjvx8e924IftpzDq7dV49Jsd6P/SUuzPLYWzrgUUJ2lsNM84rQ+wjzLpp5pBLwNEpKiVNAaTJ0/GTz/9hFWrVqFly5aa68XHxyM+Pj6sx2Z/O2oLlN7MMF7RYV4A+tTvdqC4woM3/toLCQ5bmFodPFIMVCizd+7+ZDP2nC7BL7tzselfwwEEWliMcHsF/LI7Bxe1b2zo8qv0+AKuVU1joKQ2BK4jKsSgmfxGxwqNBRRr1fL4hABhxhNzJ89WJyfdl1sCUYRfQLlrlrOrprD3t9qFF7hetLmtYxmyQIWPICbEEkRQRFRAiaKIBx54APPnz8eKFSvQrl27SB5Osw0S/hgok5nIeS48VaxIpceHLzb6rWQJ9p1hr0UXCuz5mu1391SlPpBcSoBSAFw/c43hPt5bcQhvLt2PVo0SMWloB911Kzw+NFQtMxokZi4/iJIKD6Ze1Vlepo6B4lnKBEGZKNLM7EkzMV/sobgWKI7obJaSgKNV1i2puHK52xcQA1XbkAsv+qA8UDWDrUBBzzIRKSLqwps0aRLmzp2Lzz//HCkpKcjJyUFOTg4qKiqMNw4TCleLyp1jthaetJ7aAsWKjB+2nwpLe0NFOhXFrMMwBZGb4edd/vih7MIKQxdeBcfiorWJIPgzjL/2yz68v+owshnrUGAMlIYLjxEIelaURMYqZuRWU8zC46Qx4OWBappabV2tqMoUX+H2KWbh1QVeTiZyXmB8XRugZs6cibZt2yIhIQEDBgzAxo0bNdedPXs2LBaL4pOQoJxdKYoinn76aTRv3hyJiYkYPnw4Dhwwjn+rDSgPVPiIunALImaIqIB67733UFxcjKFDh6J58+by58svv4zkYRX42EKvPv1EmsXlnup1FQHjgTFQXp/ADTSPBEZ15IDqWC/2zasmbQpmFhmgmrVn4PKr4JSZ0Zop4xEERcyUnguWK6CCSF2RklBtkDWKgxJUz4I6OJ3n9mycHCf//1RVrcFosEB5OMWE+S68upNQX375JaZMmYJp06Zhy5Yt6NmzJ0aMGIG8vDzNbVJTU3H69Gn5c+zYMcX3r776KmbMmIFZs2Zhw4YNSE5OxogRI1BZWRnp0zGE8kCFD4rnIyJFRAWUKIrcz/jx4yN5WAVqVxzPXQEA324+gZ7P/YovNx0HoA4Yr9qXquRFbWSOfnPJfvR45lfsOaWf0kHqZFnDQU06Dp4FQnd9ppM3EwMVeDwNAeUTFftz2KoHcfU2WjFQHh3RxcJ+Z1SXTl0LL3BfgW1hx0Fpkwq3NyQLVDhzkrECU36OomzQfuONNzBx4kRMmDABXbp0waxZs5CUlISPPvpIcxuLxYLMzEz5k5GRIX8niiLeeustPPnkk7juuuvQo0cPfPLJJzh16hQWLFhQC2ekD/tIRXH6uaglXJZ4gtAj5osJ+1SDJ69ECwD8/evtAIDHvt0pryvBy0TuU5WFEcTIvCn+cawQLq8gxylpIar+ldoUKmbEocBcT1asGbvweLPwNNrhFRQWONYKohYuPMtXgAVK56Kw7S6u8GiuJ+2XbUeAC8/nf1lwK6xngedd7vbBGaQF6vcD+eg67Rd8tqHaopJXWim7NwVBxJqDBQqLqh4ezm+CJ2jryv7kdruxefNmDB8+XF5mtVoxfPhwrFu3TnO7srIytGnTBq1atcJ1112H3bt3y98dOXIEOTk5in2mpaVhwIABmvuMdJ46FmUMFAmAYFEE4ZMFiogQMS+g2EHLJyhjoPR+WOwAImciV+1LLRQi4WuXhIxRJyp9Ha5UC0bFcEVRxI2z1mLEW6v87kwxCAHFsUBpnZ/Hp3Th6SWw5B1XEJWWQl0LFLNekYGAYtvLu84en4DR76/HsDdWyGKMJ0rLPT5F0j8tPD4BYz5cj9d/2YdHvtwGt1fAv+bvkr/v/+IyXPzqcpx1ujFvUzbGfLgBN81aa7hfQJmzSjoXroCqIwVVUFAAn8+nsCABQEZGBnJycrjbdOzYER999BG+//57zJ07F4IgYNCgQThx4gQAyNsFs89I56ljoVl4NUPx+6TrR0SImBZQgiCqTOGiQlCZTWPAy0SutmYBkfmhStYTs29RPOEXCkYuPI9PxNbjRTiYV4bjheUK16FR3qhgBJTbp7RAKdNSqGKgtNIYCIECgQe7nrEFijmuj1dMWMTGo4XILqzAp+uO+pdxrku5y2sqz9aSPblYc/AM3ll+EMnxysmz7H0+mF+GBVtPAgAO5JXBDF5F2SL/v+f6oD1w4ECMHTsWvXr1wqWXXorvvvsOTZs2xfvvvx/yPiORp04L9jE9x29FnWA0S5YgwkFMCyi1oFHnBJK+V8+4ElWz9arTGLDiJNDiEYkfqtQO3q55AomXFDEUtFx4Uh4ldtC3WiyKAdcwBoo7C087BqrSEzgjElBOEFC3iV3fa8ICJaosVUYCytACxVyD+VWChndsszmg2GctNcGh+E4RZO8TFZZSc/sOPBdeW+sqiLxJkyaw2WzIzc1VLM/NzUVmZqapfTgcDvTu3RsHDx4EAHm7YPYZHx+P1NRUxSdSCJz+hzCPoh+kGDIiQsS2gFINAmqrkdRJHVclTix1eVWFavluDXVG7dp24fFEjlaMV7BonYu1ahB1edi4JHXizeAtUFpNDXDhsa5CE7PwBJWrVS265OWqfRUZxA8p2uELjIGqZNp8KN/pF+WcYxeUuQKWGcHOFgSUwtErCEE/h4qJFfJkhOiJgYqLi0Pfvn2xbNkyeZkgCFi2bBkGDhxoah8+nw87d+5E8+bNAQDt2rVDZmamYp8lJSXYsGGD6X1GEqULrw4bco7CiiZy4RGRolYykdcVAS42VQyUNO6op6znFlfyLVCqVxn1bLJwCKhCpxsN4u2Is/u1rezCM7A2VS8LT/CklhVD2qOiAK0gKgWFQS08noDSunZuVRC5XgwUrwafTxAVgfW8znRvTgne/u2gYllJEEHkPiEwjYH62RBE/v06U6Y/20+C3T9rgRJFUU7KCfivl1H8mhp+HqjoGnSmTJmCcePGoV+/fujfvz/eeustOJ1OTJgwAQAwduxYtGjRAtOnTwcAPPfcc7jooovQoUMHFBUV4bXXXsOxY8dw1113AfBfz4cffhgvvPACzj//fLRr1w5PPfUUsrKycP3119fVacpQHqiaoSy1RCYoIjLEtIBSuyECMpFX/chOFysTe54urlRYKqRNIm2BOn6mHJe8thz92zXCV/cMVOyTJ4bUQkUMmBkYfHsEQUSZ26s5CPsEMWDQ9qjya4WUSNNsELleDJSGC8/HcVGxXD9zjcJNCAQ3C8/jEwMCrAMFFD/txVmDdAkS7O5TE6t/tuVun0JgOt2+oO87z4XHux91Wcpl9OjRyM/Px9NPP42cnBz06tULixcvloPAjx8/Dqu12qB+9uxZTJw4ETk5OUhPT0ffvn2xdu1adOnSRV7n0UcfhdPpxN13342ioiIMGTIEixcvDki4WRfQLLKaIXBelAki3MSMgHr0m+344+hZTLu2Ky69oCkAngtPgDqbOICAwTNHZYGSBhP1AKhOcKknoN5edgDNGybipr7atQC/+sMflLrxSKG8TLIE8XatthJ51bMMQ+h375yzCcv35WNUj+aa63gFUWGB8qiSirpUPdYNfVrgQG4Zdp4sBsDPA6WZSNOnFGsKy4/PWEA988NujBnQRtF2Ner7D9Q8Bkq9SB3MLlFaaS6FASteJOsk4LdYsvei3OXVnRzBQ5lotOpfrguvbnORT548GZMnT+Z+t2LFCsXfb775Jt58803d/VksFjz33HN47rnnwtXEsMHLGUaYJ6oLvxMxQ8wIqNPFlThc4EQBU89NPWAJQuBMOiAw6Lmw3M2dzRZggfIEChgeB/PK8O8l+wEAN/RuAatGRdvcksAMyF6dGCi1lcjjE+Dz8cWGWZbvywcA/LTjtOY6PkGd30g521E9G+5v/VujX9tGeOPXfZjx28GgXHge1Sw8vQSWaosgAOzPLcO0H6rz/5g15xdVGCXSrP6/VxAMpYV/0kHoHTkrXthrdbbcDTtjeSlzeYOPgeK6q2nQqUsojUHN8NH1I2qBmBFQUlxIaWW15cDIAiW9ZfMsSTxLTkAMlEkLFPsDLqrwoBFT0oMltzQwoFg/iFyVB8mrbHekSkCoRY26rI3Urht6t0DvNuno17YRACAhzl9rjufC0xqv3TpB5IEuVeMZbWbFhVESSmVZH+N9qhOvGiEIokJosxYoVogVOt1IS6yOiSp3+7iWLj08HNHNe97q0oVX36BSLjWDLFBEbRAzs/CkmUllTEoC9cAmiPxM5GoLlN8lZZxcUG2B0p65Vv3/vFLtOlt5PAuUngtPJaDcAfX5NA9VI3yCqBA1Hp+oSqTp//+lHZvi9ouq3WdSsd6gEml6BcX9Yc9Jfd94rjhe281QamDJUdTCE0TDKf7+MkLmhY3aPcvunT3vs+Vuxd9Ol1dzpqHmsTi1AqMpE3l9RBlEXnftOFcJ12xkgtAj5gQUG1MSYIHy8WvhqV0/Xh/fkmPkMtIOhK5enleiPW09j2OB0nXhcYKoeTFeEqv25+PFhXtqXEfNq3LheXyCQlBI3zlsyscr3u4XUDyho52JXNS0QKndbLzYKl7b9Yivii8SRaU1U41P5Uo0Ehf+dArmO3L1vWP1GXvtC50exfVxur1BDxhe7oSJwPX0RGK524tvNp+ggOcwQaVcagYF4RO1Qcy48BrE+90YJayA4iTSVFiWNCxQ7yw/GLAdEGjRMhtEzi7niSSJQmdg3I0kdriz8NQuPJ/AzekjMfajjQCA9k0b4Nb+rTXbYYRXJWq8grKUixTUrBZQ9qpCwDwXk+kYKEX8j1LgmBFQRhaopDgb4uxWlFZ6UVDmRsMkvruV3Y0/jYH+cbXSGGghCb11h87gz9MlyGqYKH/HXo+icrfiXpS7fEG7LNh8WnIeKJ4LT2cfb/y6Hx+uPoI1Bwvw5uheQR2fCKQ2LMmxDLnwiNogZgRUtQVKOwbKJ4rKwqlSEHnVgG+3WrgWCmmROgDZrAuPFTq8QHEgcPAXRb9bSC8TOTeInJOmQU2+jogzg1cQVBYoUTFryCMLKOWQK/3NixnSjYHyCNz1iqpSAKQnOXC23BMWF57dZkXjBg6UVpYhr6QSHZo14K6nLJ5sIgZK4CfS1EJa99YP1gMA7hrSTv6OFUxlLq9CUJXVcBaeXjFhVkH9ujsHDrsVl3Vshl0ni/HRmiMAgGt7ZQV1bIKPwoVHAiBoyIVH1AYx7cJTD1g+QZkTSBIY0gCkrjGmXs/QhWfCAqUlXtQZqaV8S+qgXlEUMWvlIaw5WBBg0XB7zaUxSKoK5g4VdQwUT8gByun2QLVFildyRWuQUOeBUs5A84vljFR/3h4zQeRG4sJutSAjNR4AkKsTr6ZM1CfCKEJIFIMrseIVBMWzwj7XLlXMEyswy90+xTO+5mCBYWkdD8etzXuWpVMudLpx96ebMeHjTfD6BKw6kA9BBC7v1AyXdWxm8gwJPWgWXs1QuvDqsCFETBNDAsrELDxVbJM08EsDTLKGsNAKrDWbiVwRA6UxKPPKzqhnWx0748Sve3Lx8s97MebDDQGZt9VB5Fr/T3DUTEB5fOo0BmohVyWg1C48qzK7OoteELmymHC1kJQsUM0kARUWC5QFGSn+/eXqxKspLVCC4UwpdUJPM+3883QJ9ztF0LjbF2CRYp/xMR9uwIsL9+gei1c/kXedpGWsFZW1EGY1rPsElLEC5YGqGbw8fgQRbmJGQKXyLFCqgd0/lTzQxSUNQEmaFihpf/oWKC3rhiIGSmNQVm/qDwiv3v8n647h0tdWYEVVnib/8TgxUBppDNjZiawFim2b2Wnq/jxQ1aImcBajf5/qGCjZhccc88ftp/Dq4r3Q0hbqIHK5ALTbJx+nWYrfYqROK8HDyALlsFplQZZTrGOBUolTo/0KYmDtPt12+pQCqszNWqCYzOMur+JelHOCyOesO2Z4LAm9TOTSsnKmLR5v9f2Js9VMmBPVkAWqZiiKMZMCJSJEDMVASRYo7Vl4gbXwlAJKywKlmcbAZBA567o5wwkU523r9YncN891hwoU6yiO49W2QLG13WxMXgU2PstqsZh6W1O71dTiQTuI3Fq1ffX6D3yxVfdYuSWV3Bios1XXMc5ulfMgmYlFMupM7bZqF55eygl2N16fcY4nQQgujYFXZYHScuGVu3wql14IQeScNAa86yTt1+lixLOvOh5O7bIlQofyQNUMCiInaoOY6fF4QeT8Wnisadf/rzQAJMXx9aTUgalnvZmOgWIGdq0UAuq3TI8gcAfcciYJJS8PFM8dAygHYFZouBUCitu0AAIykXNmAwK8GCgLt916fLTmCNYfPiP/LV2noqr4p/QkR1ADt3EMlFWOqdJ14SnSGAgB1kA1wQaR+wQBxwqri1yzz7U7IIhclcYg2CByziw8rgWqaj22zI3HJ8Dt8z+T8SSgwoYiiLwej/+5JZV44ac9OHbGGdR27E+NXHhEpIiZHk8SUE63/w28qNyNW/67XrFOQIZxtQXKwIUXagyUQtRorKMWUOp4LYkKhYBSB28rBSL75qqMDWNm0DGDr16ts6VTLkWLqqn0XiEwkSaLZDFSx0BJFimzlpiruzeHIAIni6qLPUvXT8oBlZ4UF3AcPXilXFjh6LBZGAFlzoXnFYwtUNe8sxqlLnN174DAOLMyRgC7VYJJ7dILFm4mcq3nVBADBRRZoMIO5YHyc/9nW/Dh6iMY/f5645UZyIVH1AYx0+M1SKgWP2UuL5bvywtYRz3QyWkM5Fl4+i68wGLC5hJpmglo5LnweJYaNhaGGwPlCzxWpceHX/fkctvDnpOeFaVDswaId1QLINZypY49kjKNO+xKQWa3Shao6kBwPe68uF3AMq8g4ouNx7Hp6FkAQMMwWKDYWnJ2m1WOqcorcWm2UZFI04QLz2zRYHn/gvL+a8/C8ylcnKHU22O3kU5Ly1K35fhZTQFFFqjwQWkM/Gw+5v+d5+i8zPBQJ7oliEgQMzFQ8XZ/AkS3V0BppYebAFHQiIGSxICWBUoaRCvcykEwMA8UX4Aog3T57VeP0x5BgE0MtAix66ktYB6NUi5PLtiFbzafYNrAdyka9TOSAFK78Mpd/ODtwCDyKgFWdZ146QxYerdqiLaNk3D0TLUr6+s/srH0z2pxnJ4UF9TAzRM6NqsFqDoFu9WCtCSH3D63T5AzqLOwwsrjE8LuZlHPwmQtiGqLE6+IshqPTwi4H/KxzOaBAnDTrHVo3yRZ/tvtFeX7SBao8EGJNGuG8vrFxgXMLanE6eJK9GrVsK6bUqe4vQIcNoth+azaIKZ6PHYmHu+tzW+BChwsJCGkGURetZ7aBRMYRM5vl1K08VcySrnAo1xVlDe3pJLromTFE6C0OJgZfCXkNASCqDh3dTsktPJAScc3OrbFYkHfNo0Uy6Q3UolgLVA8YWBnfHh2mwVJTJoHXuFj9X6CuYZm8foEhbh1arhuKzw+bm1BNWc1Ji8A6uezyoWnM+gcLqiOR/EwaQyCcaUS+pALr2bEYhD5gJeW4fqZazTTm9QHnC4v+r2wBGM+3FDXTQEQYwKKnYnHc3/5BIE7ZVt6g9YKIpd+f+r4EnXma20LFD8RpPIY6ngm48BktXDZm1Nq6s1LEQMVREA3W4pFMRPMzXdPBeSBUgWRGyV4BIDOzVMUf6uvX4LDpmlZ4cG1QDEZ0+1WK+w2q9x2LXHIXjYzJWSCxSvwXbg8pHxYehSUaa/DHkd6ZMwOOh7GnSu5eImaQ0HkNSMWBZTEluNnjVeKUX4/UICSSi/WHjpjvHItEFM9nuTKcXl9cHNiQXwCf8aR9AbdwCATuVPlqgrFAqX+Lbu9AnJLKvkCyiCeRRIuCVUD197TpQrRJXUcTRrEa7bHaJC+tmcWvp80GEB1+gN1LTwtkRHgwpMTaZqzQAFAl+apir/VmjCOETtm4Fn1bIwpWJopmFhljdQSh+z9CtYClVkVpJ6gIzh8gvniw1qpMZTraM8o5L1UmB1z3ExKC8oDFT4ojUFoLNh6Evd8+oci712sWfBi7HTOaWImBgqoFlBur7JW2yUXNMWq/fkBiSYDLFAaQeSSKyzQhadOpBm8BeqG99Zg18kSPH9dV9W+RAD6A/Ouk35TbvcWadh09CwO5pWhaUq1WJIOldUwQVEqxkxaBYnRF7ZCzyqfu4Nx4bkNLFBWizLfFFAdVC5dJ5cJy01ntYBSfe+wWWvswmPbKf0/Kc6G4gqPpjhkO2UtkaXFD5MHY9PRs8g+W46Xf97LXcejcuHpoeeekzijY4HycpLLmi18zM4WpBio8KG0QNGIaZaHv9wWsCwIIztBBEVM9XhxjICSBp/hnTPkoNd3lh/E9uwieX1fVXJDaVBNDtKFpxZQWh2d3iw8SQR9s+WkYrla7PFYud+flbxt42Qkx9ng9gk4kFsqf6/15sruV10ORo2dIy7UAkptmQP4g6kUQ+UvPiyastykJysnA6ivcU0EVKHTDZ8gKs5R2n21Bco4BirYmW/NUhNwdY/mSK1yOWvt36yAMmOBYmfOqVGWGnLhrjl/ILuwQnN9xbZeSmMQCZQxUHXYkBiA8kDFJtHgmo2pHi9OduFVC6g4uwUnzvIHA0EUFTPBtIrsVmdg9guoRlWDeolqUNJyufECuwFlJ6me4aeVxoDHGacbrRolAQBOMeVH2DQGyvaYj4GyM+4xKYbJJwiqIPJACwwvLsnBxBqpRZgeK/85VL43AQLKbglJQO05VYI+zy/BuI82KmKgpNsjHU8riDwcVgG9os7qWXh6mEmRoHef1Xm5lv6Zq7Emf7/Ss0BpDMIH+3xFw0BxLlOf00DEMsHE70aKWunxZs6cibZt2yIhIQEDBgzAxo0bI3IcKRaGdeHF2azo1SqNu756EDdKYyD51Xu09O/PdCZyjgXq280n0PPZX+Xl6plUXsE4BkrC4xO4g5d0WHWwezAxUIoZakweJ7dBDBQvLokVVeo4Kj3aNE7GRe0bAwisrB5nsyI+qBgo/w6+2HgcALD6YIEiBkq619KEgge+2Ipfd+cE7Cccg1qijoBSp6TgkZJg3gOvd62DtaCd36yB/H83E0QeaQtUMP3IBx98gIsvvhjp6elIT0/H8OHDA9YfP348LBaL4jNy5MiInoNZ2FtPMVA1IxYEaCycQ7ipFwLqyy+/xJQpUzBt2jRs2bIFPXv2xIgRI5CXF5josqbIFiifoChoe/tFbbnrC4yAslq0g3oF0d+JSRao/u0acdfTTKSpSlQoiiL+/vV2lDCWA7Wlw+MTTcehPDayk8JSJLe76kcnibNLLmjqb2cQMVB2G+vC8x/DJxgHkfMsUOy+PCorlhGSjlNbfuLsobnw2BQivHgTyTpU5vLi7k83c/Zj+pCa6FmgtCxfLFINQDPo3WePyedM4st7BmJox6ZV+xUVLyuRIth+ZMWKFbj11luxfPlyrFu3Dq1atcIVV1yBkyeVrvKRI0fi9OnT8ueLL76I2DkEg0AuvLARCzFk0SAWoo1QkgaHm4gLqDfeeAMTJ07EhAkT0KVLF8yaNQtJSUn46KOPwn6suKqEh2wMlMNuRVqSA7df1CZgfR8ThxNntyoyUqvXq/D45I5sQLvG/PU0ejq1EOKtpx4w/S484wfknkvbo1uLNIWlSEJQufAaVAXJK2KgDI7BXhOHjR8DxZZakeCJGgezr593ng4qO7e1SvGEKwbKwlnm37//Xz1xA4THKqCVNgMwlxohGAGl5S71CWLQs3ri7VZZILPW3ki68ILtRz777DPcf//96NWrFzp16oQPP/wQgiBg2bJlynOJj0dmZqb8SU9Pj9g5BIOiFEkMCIC6JBasN/Ulm/rsNUewfK+2cUVRgzQKRGVEBZTb7cbmzZsxfPjw6gNarRg+fDjWrVsXsL7L5UJJSYniEwxaLjwgcEYY4HcHueTO36awkLCIoii776wW/6w33qCtLaCUy3mWqlBdeAlVopFn8ZHao07T4NWohcdDaYGS0hgIhlnEHZxrabVaZEvSY9/uxPM/7dHdh2JbWUCpjxOcgBJEYM7ao1iw7RSzLHCwSnTou8eke5iRGq+7nh56Ik3tduXRKDkw274WWgIqlDfbeHt16ojaqIUXbD/Co7y8HB6PB40aKa3HK1asQLNmzdCxY0fcd999OHNGO79MTfunYKA8UOEjFoLIjfrpWGDr8bN45sc9mDB7k+Y6bH9lNAbVBhEVUAUFBfD5fMjIyFAsz8jIQE5OYFzJ9OnTkZaWJn9atWoV1PGkRH4KC1TVQM6z0PiYjNpxzFs14K/99s8RHeX1pGKuyXF2xNmtaNc4mbs/HmqlzFtPvcisCy+hKms2T/yJYlXZFZ8koBwBxzcaQFmrEVvKRV3GJmA7DXcOu/x0sfn6VjwB7N+fxdB11Lt1Q8y7+yL572k/7FbMSlMWYPb/a2SBkraRCiyHgt4xJLeoxcIXo0BwAkrrPofyZmu3WeU2eZg8ULySN+Eg2H6Ex2OPPYasrCyFCBs5ciQ++eQTLFu2DK+88gpWrlyJK6+8Ej4f3/pX0/4pGCgPVPiIhSByZcmtc/98eJwqMh4P2BfBeuHCC4apU6eiuLhY/mRnZwe1vWyB8vlk0SAN2DbOIOQTRYX7QR0wLQ3aglg9VV8qWsxzn5i2QJn4QXuZOC49pLgtnmARRFHhCpJdeMx+Cw2yWCuydMu17AJnCF7YNl0hJrSsEUZZw7WEklbZozib1XCf8+8fjG4t+BMJANVgBWUMlNE2LdKTdNfTQy+IXC7IbLPK1jc1agGl59LTelsL1QwuXXOXtzrdRrSmMXj55Zcxb948zJ8/HwkJCfLyW265Bddeey26d++O66+/Hj/99BM2bdqEFStWcPdT0/4pGESFBaruB4pzmSgwVNQYjyL1TAycEAczz7kniPjd2iCiPV6TJk1gs9mQm6ucFp2bm4vMzMyA9ePj45Gamqr4BEM8Jw+U1KlzY4QEZRJAdiCOs1sVgcuSC0+aqZeaGOji0XqbV7vizMTseqpyVBkhWaB4VgqfSkBJbWcF3N7TpQHbsTiY6yYPmp5AF15aYhzYEDItq5CWm1T+XkNAaVugrKZib7T2C6hioKpOSy1uVu3PV6RrkNZrHIQVSA0bA6XWSNJ9c1gtmm1nM8zbrBbuMymhNQsv1Lc4R9U1ZzM+R0pABduPsLz++ut4+eWX8euvv6JHjx6667Zv3x5NmjTBwYMHud/XtH8KBmUag4gdJqbQnAUdAwLUE2WWl0jAnpXW2Kdw4UWBkIyogIqLi0Pfvn0VgZtSIOfAgQPDfzxWQHmrZ+EB1TPIWLzMbLI4m1UxuNutluq4G0GUCzhKIiSFSYIoDeBapmIzMVAB2/gExVuHFpIFihcAL4hAJUcgsu0xKkzJChep2HK5J7DWYGqiXRVwHpoFSkt4aVlhHJxZeI+O7IgRXZXuHi0BBvArt6uTqo79aCMeYbIcS/ewJgIqkSlazP4fqJ5U4LBbYdVoO2uBapjoULhb1Wh1umZneqqR7hObXDZSs/BC7UdeffVVPP/881i8eDH69etneJwTJ07gzJkzaN68eVjaXROizYV37IwTeSXmXe51gZZFQqtG6bkE+zuNhuDpSMA+51oWc/Yex7wFCgCmTJmCDz74AHPmzMGff/6J++67D06nExMmTAj7sapdeIwFymbOAhXvsCkEgJ1xnew4UYznqgKeJbHE5uCRlmlboMzli1JuY9ICZdeOgRIEUR6IE+xWRTFgwG/lOFzgBACkauQUSmAG9qQq8eh0eQOsaqkJDrCX2KHlwtMRMnrb6bnw1ALKYbUGXGOb1g6gzrnj/5fnXvtld7UFRBLL6kzpwWCzWtC/XSO0bZwk18eTYF14WhYoVkClJTp0RaJbI2WE2VxjaiSLJ2uB0orVCgdG/cjYsWMxdepUef1XXnkFTz31FD766CO0bdsWOTk5yMnJQVlZmb/dZWX45z//ifXr1+Po0aNYtmwZrrvuOnTo0AEjRoyI2HmYxWwpl7NON8Z8uB7zt56IWFvOOt249LUV6P/SMuOV6xCt/jcKxtkaw1aMiAbhEGm0J72I3P/XFRGvhTd69Gjk5+fj6aefRk5ODnr16oXFixcHBISGAzYTuUsVRM4bXHxMJvJ41UBls1TPGJNEBlBd+V4hoBw2oNJrKpEmYNLXKwgwo28TqgZ6nvWBjYFKcNgUxYAB4EBuGXyCiEbJcWiWEo+SnEB3HiugpBiqskpvQGeVmqC0QMVpDKa8fFUszdMSUMgpTaIlgOLsgUHkFkvgNbdaLbBY+IU4eRYowyDyqvWCCeTmMW/iRRBEEaPeXq1YzrrwRNGEgEpy6OaOCnUWntXCnwUmWRKlyRXxdissOiK1phj1I8ePH4eVef7ee+89uN1u3HTTTYr9TJs2Dc888wxsNht27NiBOXPmoKioCFlZWbjiiivw/PPPIz4+9JmV4cJsKZf/LDuANQfPYM3BM/i/3i0j0pbDBWWKdkXyPtcErZlqsRBDprC8xEBQPA+2j9IOOYguC1StFBOePHkyJk+eHPHjKEq5eKvzQAHGs/DiHUoXnoVTDBcAJgxuB0DpwpPcaFquOfUDb9YCZQkonRuInMbArn9+CQ6bLLKk40v5m9o2TuKaTOPsVsU1kGJ2eHXVUhKUFhCteBijGKhXbuyB6T//iTuqrrOEpgvPZq2yFlYPNFaLhfs2ardauG8tPjF4ASXtvqZuK6vVAissAecnW6DsVu65WC1+t51EWqJDNyZA621NWh5vt3I7rdkT+mPqdzsDcn1JAspZFRdWGwHkev2IOvD76NGjuvtKTEzEL7/8EqaWhR+zFijey0YkcfuEiM22VBOs61LbhXfuC45gUs+cq1SyAkpjlne9SmNQ2/CKCVfHQPETTbL5otj4HIsFAW9aN/VtiVv7twagduH5OxTeD7XS40N+qTJ2wMwP2uMTTAaRa8dAHcp3oqjcL3YSWQtU1fGlH6VfKAVur47LSa6yQBVxBFRqol1xjbVinYwER8v0RHx210UY1llpodSKA5KOww7gfjEVeI21XFzKpIX+f436bmkb9T6v7ZmFG/sEbwlQ60M5BkrDhWe3WhWz7lITHLqB8kYWKK1A/D5t0rHm8csDlsfJQeRUBy8S8FJrRANmyy+Fg2CFj5ZlpqYCqqDMpVuMuzaoDy48FzPhya2RSkThwosCIRlTvR6bSJN9swb0LFBsJnLlOmqrACuaeEHkvB/qpa8tx/rDhYplZqdrmgsi156F98XG47hzzh9V6wXGQEnttVv5g3SAgJIsUOUcAaWyQGkJKCMLlJZ7QEsbyAKKOZ7VauHeC71M8xK3XOjP7WM0UEj7Vwu7Gbf2xnnNAnOEGaF+1iqrLId2q4UrHu02C1IZAcWm3eAhubTVb/XVKQj4VgVN16kqiDySZVzqI7zkrnUFO16byZAfLtQWBiMhFAkXntPlRb8XlirqltYFCgtUDFjUeLDPllYiYaULr+6vQ0z1eqwFKjAPFH+WmmQqjFe5qyywQL1JA6bYcConiJz3A88tcQUsM5sHKpg0BkaxRfGcGCjpAbTb+FPl1YHU0gxELRee3YyA0pkpBmhbibSWx8kWqOq2Wix8AaWlL6T+9X/j+mF0lYDqwBTM5SF1yjyBoTcbTgt126REmjxhD/ivBxufBg2Xs4THK+D+zzbj2nfWKDohr4EFSi+BKcAIKLJAhRV2zK9rFxRbs9IogW448XiV521keYmEC+/omer417q0/CiEQxRYXiKB6xyMgYqpXk9ypbGz8Bw6s/CA6liTOE4QrPrv5HgtC1SgC2/niWK89ste7jHNvBF5BdFUlmg5kabB7LZEZpah1E5peq/dauFahhJUFigpLugsJ/lmaqJdYSkJ1aWjdRraaQz8y9mgdSsniBwwFpl9WqfL97xbizR8OFZ76nu1BYrTJh0r28s3dOcuVz9rlYwLj2uB0hBVWrh9AhbtzMHOk8XYnl0kL1dbao32Kf0t54GSg8hrJy6mvhBNxYRZ0VSbLjyXyo1jNGBqxcSEy4KnLrdVm0RbAslIwFqgzEx6oRioMMMm0pRugN4sPKD6R6EeACyWQOtCspYFyhGYxuCad1Zj5vJD3GOaEUYeRgTqoVcLT7Geo9qSIR1f+lHarBaNGCjlMskCx2u+OgZHS0QY5R3SEkp6aQwAZfoDq8WCvw1oAwC4qH0jebmewAAC3XHDu2SgR8s0xTIp9knqlK0Wi8IyCWgLtfuHnodbqmLoAo6tTqTprRa3PCuX+n5ZYNG17rEz9NjOmI2DM9Mu6R7Ls/BqMYi8PhFKHqhI5YtSWgaUIqK4woM9p/RzyYWK2kVjlHJD6/uaWKDYbSt1ZrlGmnNhFp7T5cVLi/5UvKAFQ6VH+zmTiLZYsJjq9XhB5Hp5oIDqgYU3AKjHI2kaP6C0QEnHMFtzyXweKOP1JDebkXUlwWGTy7JUW6AkFx7fTZSkSiaZFK89aTMlwVwQudE5aQkorVgc3ixLqwW4sU8L/PTAEMye0F9ebmQV4wmsBJWwdrq9KHd7ZRFps1rk4Hq5TRriUU/Aqc+7nBEmvO2kY0jZyP/SJUN3/yWV1W5XZUVzsWp/Wvm3lPuUrrP0zEu7IgEVXszOwmOJlHWItQyoj3HlW6tw1Yzf8cfRQvVmNUZthfAYvHxpu/BCbwM7qNetBSr6XXhvLtmP/646jOtmrglpezMWqGibjVgraQxqC1lAMQ+bNMBqDS5lOjEc6kFNKsYLKAPKpQ7ObGFWc6VcBFhNrCeJAqMkhgl2mzz4ST9G6V+tAGS1Cy9ZZ2q/Oo2B1oBs9NagdZ+0ZuHJFijFDEoLLBZLQP271AQHAOV0fMWxOSItXmWFu2vOH9hwpHqwkCxQuaiOddOyBGmJQ953UsftsPEFlLTs54cuxr6cUgzu0Bhf/aFdm620sjrhpZsTR2A2CaZNZYGSoCDy8GI2DxT7VaXHF/CbDQcunenlp6oKgi/elYN+bRshnKj7CqOXr0i48FjRRC48fXacLK7R9pVBxkCFUgg93MRUr8fOwmPTEwDKQS2OsbhIiTF51gn1oMZaGtg8QW6fMqbICHOlXERTswwkC4HeFHbAb6mSBr8AC5TVyh1A1UHkaouUNI1eygbOtkEtPCSMrG9Bx0Bx0xjw19WrFQfw45nUrl1WPAF+QdEpM1WxTGumoZ6FSEtb2TVq4UnLmqbEY8j5TWCx6M/CY2HdeV7GCmkGh40v2NVWOKJmmLVAsRNNtGYu1RRFELmGayUSBFigDIRDJFx47G9FL1FtpAm3cDhS4MQujuDJK63Egq0nQ7rPNZ3soGfplGBdeNEQAxWTFiiXV5AHYl4eKLvNgji7DUXlHpypSkSntkBZLIHJDdlYF9a10aZREgDAJ5rL1GvKhScIsAbxDBsNgE0axMnXQjq+PHiajIGKs1sRZ7PKD25aogMr/jFUFkvs9WJzFLGworBnyzRsP6H8EQebxoBnEdFaNzWB3yZ5X9xjGwu+Z6/rCgByjjAt61swLjwJrVp4vH0ZiWgJtn5dsBYoSRyqS+5kqErREDVDGQOlvV5tWEhYYRYpkcZDPUAavVBquvBqYIGqjBILFCsOw1FE97LXVwAANv1rOJqmVGfeH/3+ehwpcOLomfPx8PALgtpnTQUUK5rMBJGrZ2nWBbFlgZIFlK86BsoeaKGxWS1yTiMpk29AEDkQkMYgWRUD9PNDF2P2hAtxfoZ/yvu27LPo98JSzF1/TLed4cwDJWHkQmmWkqBIpPnJuqP4YdspANppDHjugCTG0uCwWZCeHCdbpljLi5aAYn3YX94zEKv+eZmpc9BzfwHqGCj+uilGAkojV5geVosFTRrEY+aYPhhyfpOAtqjX1dyPxqnH2az8VAmca2XWAqUUUNVWyOp9a+9HWk99r5qnkYAKF6Iomk5joMydE5kBXssCZTbm0wy8AVO9zGgCipaAqkk7K2rh+pohnNP32et6vNCp+O5IVdmyxbtygt5vTWc7Ki1QWok0KY1BxOC58HgWKIfNKscwFZZpWaACrSEpKgHVuXkqhnZsJg+M2YUVOON048kFu3TbqdchSs00mwdKwihBZdOUeHlgP15Yjqe/3419uf7ad1oxUDy3ZjLjxlMP4qwVS0tAseee4LChVaNENGngr+n2yk38Kf6AdgyUBHv/tHSKnguPd78Bv1VRD36At5YFSns/WuJK697UyALFuvA4Fij1i4LiGJIFSnUymWmJpo5NGKPuHvQGpgqFdShSAoofmxIui8w7vx1A92d+CXApBR8DFWkXXt0N2O4wuvDYFyitISaUeoc1tkCZCSKPsliwmBJQ8UwQeUAiTZUFSnLHlVY9TPGc0S0wBoo/sJgduCT03ogkS5hXMDcLT26DgQWqaUq8poVCaxYeb5/JCguUSkAxuzDjwgP8P9Sv7x2ExQ9frFsM1egSK114GjFQOhYorVl+Rm+vXCGjIWaNrGg8HBqz8Hj3y0hkSkgz/IDqKdGsBeryjs0AAG0aJwVsK1kb1VYqskCFD7Vg0nuxd9WKC48fm8IOxDUZ1F//dT9cXgFPfa988VQPokYxL1ovnDUSUDHowitj7pvWOQXfUymvcyhtrDSRb4x9BigGKsxIVghRrB6oeYk07VZLgBhSBz2rXXgWi3aBWbMDl4SeTz7eYUWFx++CDOYtwCiRZrOUeG4NO0A7kSZvn0kKC5Ty+2AtUBLtmhiXPtESOBJmXHipGm0CtO+hGReemnDGQMUZzMJjMR8DFWiBYu9/RloCtj99hWISwes398SbS/bjzdE9AQSeI8VAhQ+1gNK3QEU+S7hyFl718VhLJivKQ4UdQHNLKgMqHhi9UMZyDFQ4XVdO5l6VVvLHhBCKKShEtNPlRZw9LqjtK01MVog2F15MCSheNuQ4ThoDm9WCBgnKU+fF37ACJjnOrilozA5cFotf3OkNylI7vD4RVgv/AflLlwws2ZOLW/u3kpcZJdJslBwnW9vU+GOgArfn7VPPAsVOvTYTAxUMRiJVmUiTv05qgvbjriXQjDpf3rFCywPFX67lwuNZB3kTAYDq505CYTng5IFyWC1IS1Lev5v6tsRNfasthOqXiUyyQIUN9SOnJ6C0Bvjpi/7ErlPFmD2hv2HfYIRWJnL2OWJFecjHqRo0d5wowg3vrg2wahmFNETahVe3iTTZ5Lfhc+Gx6U1YQrGWl7PPg9uL9OQgBVSQmcijIYg8pgQUL5eTnMaAGdTsVktAPBNvFh47qKqzTbOYDd6Nt1tR6RF0f9CSJczjEzQf4s7NUzHjlt5yGRfAOAZKy00H+AdeGyfplHqmFaC2QCm/Z03DWgHbwbglWYx+0KwA1hK6ehYorXsYkgsvDHmgJBx2fhC5XmoDNXE2q2LgK2ezkjPlfOT9mBhw2zVJhs1aXXNQ7/dBmOebzSew80SRYpneI6gY4KsGIFEU8f6qwwCAVfvzMaxzRo3apLQM8AVUmcbLWTBIQu3hL7dxRYLRpJpgigkfP1OO08UVGNC+se4+o8WFF85EmmWM2GUtUKyACcWFV1JZM0FtxoVHMVARRC9jM/t2buO58DjWK3ZQ08tzY1ZASYO8GQuUxydqWmscVgsS42wKoWDmLVOzMKxGriHePlnLg9rSwnaiWsdqmKQ/E04L4xgo1oXHX0cvBkprG73s6/7t9GOg2P3q54HSuDdBuPCMCi5LLNx5Gm8t3Q+gukNiRZOZZ8liseChYecDIPEUTv7x9XbMWaecxatXoqWSE9TtVJTtYYKPQxxwFBYohQuv+vcuufDOOt24edZafL7hePDH8QooKHPhcL6T+71R+7X6S15/e8lryzH6v+uxN0e/DE20CCivIvYnMhYo9v9GR5i18hCGvrYcp4sr5PaV1VBQs247LQtUtMVAxZSA4iENKsoYKGtApy9ZoK7slgkAmHhxe8Xgp2e9MOvCi69KC6Bnkq8OIhc0TbU8C4GZNmjG5tj4biJuck0mtYG6HU4TP5r/jbsQXZqn4rO7Bhiuy2KYxsBMELnOLDwt8fHstV3RoVkDNNIwRxvNwmPbpRfHpXX7HBouvGDSGPAss28tPQCAPwvPbE6oSZd1wFOjuuCTO/sbr0wYomXt1Hrh8gmiYqCR3uDzS10By7YcP4vuz/yKj1YfCbpdLo4FShRFHMgtk5dLVo33Vh7CpqNn8cT8nSEd51SRdqUAI4uDVp4ota5iBenag2d096twkdahC8+tcOGFL4icFU1suSejvvzln/fi6JlyvL/ycMA+zWyvRhRFhQWqzOXFqv35AfuJthiomBNQPVXFX6U3e3UMVEqC2gLlvxQz/9YHm/41HAPPa6yIu9G3Xph34QH6tZnkwsQ6mcjNzpiTePkGf3oAbQuUlbs9b5BmA4vVlg0zbx09WzXEoocuxuAOTQzXZTFMY8AKKI1LoTsLT2P/7ZokY+mUSzH6wlbc77kWKGZfynaF6MLjbMez+qgnSgBAh2YNdC1KbiYPlGRdvOSCpprrs9isFtw5pB36tE43tT6hj1MjEJvVT8XlHvx52m81UactkP5mBZSU5+4fX21HhceH537aE3S7XJwir2//dhDTf95b3faq3z57bC1EUcTK/fnILalUHscrIK9Ee3ujRJpaVgt1HCMbnP7cT3tw/cw1mla+co6LVIsKt6/GU/m1CKcLjxUlrGhixZReX85eK+malFQo1w92UoHaZffTjtMY+9FG/OPr7YrlypI2dR8DFXMC6ou7L8LnE/3WjSwmsFUZ4xHowpPe0q1Wi5yZlR3UdC1QJt/YJQGlp5zldQTtPFC842kloXzuuq64pSpDtnYMlH65EBazLrxwE4wLL5QYKCMRrDXLkWetUQRk21jhrr1/LdGn5cJTvwD491+93ks3dMcL13fD5xMH6Bb6lS1QdgvWTR2GpVMuxQUZKdoNJSKGVkAva7G+5p3VuPI/v2PXyWJTAupsVamqmrifFBaoKjH1xpL9inWkQZkdXCvcPhSVu7H6QIFi+bpDZzDuo40Y/u+Vin24vQLydASYkeXFrAuvoEx5jN2nSgIEAHsO8v91ruHJogoMfuU33DF7k24bg2HHiSL5urJjQTAJlnloufBKGGFZVumFIIi47cMNuPuTPxT3T6reAVT3OSWq2XxlQcZAaT37P6sSerLiMRosUDEXvJAUZ8eg85pgySOXKGbaaeWBkuANMuyApzeDy6wFShpY9XJkyC48nwivNQgXnoaIs6tiv/jt4ruJWqZr5wHitSMcM3G0MIozM5MHSj1xINT9s/CytdsV7jDjdgF6MVAWruuPF6TPCt60RAdGdPW7o7UElCCIspvYYbUiLdGhOXuSCB23V8AXG49j8a4cnJ/RADarBU+P6hJwz7UGEWnsEkURxwvLAQBL/8xVzIoEqgUUKxCkwc5MXp4ylxcbDp/BpM+34JUbe+C6Xi2q9msc3CtZz9iXqNPFFZj63U5sOFKIZ67pghHdMtE8LVEu31Tq8sq1SCXySpVWKRbjUi4aLjyVdSm/1B2wTvbZcqQlpQUsN+vCm7H0AAqdbqzcn4+SSo9h2Sgjftmdg3s+3YyRXTMx6/a+AcWEzZQM00IriJx9/pxuH06crcDqgwUAgPwyF5ql+A0SJ85Wu1klgX5WdR+DceHlllTix+2nTK3rYURyOEra1JSYs0BJnJ+RguZMdmRWSNg5aQx4WbfZB1SvDIjWrCst9ILf4mQrlaipsHnWEK24FeXsQ638RIEz9KZe2QkXtW8UsC4bA6UWFY0bBDdtNRiMOgtlDBR/HavVgjf+2pP/XRD7Z+EJKIdGQLbec6J1/KQ4O1fc8eK5rBwXnroNLG6fIA8QCRrFn6OJmTNnom3btkhISMCAAQOwceNG3fW//vprdOrUCQkJCejevTsWLVqk+F4URTz99NNo3rw5EhMTMXz4cBw4cCDs7bZbLfjg98NYd/gMPll3DB+vOYotx8/K3685WIC/zlqH7arZdxKSADhbXj3YJcXZAurSVfAsUCYF1J+nS9Dn+SW4c84fqPQIeGjeNvk7dSkXniur0uO3mJ8qqhZAp4sr5eLbz/y4B8P+vRIniyoU1tPl+/IU+1G79YDqZ9PI4qDpwlNZbPLLAq1cJzVir9RB5JuPncWlry3H0j25iuMu2nVa/nunqr6nKIooKHMFVaD33eUHAQCLd/stMOy5G6XCYY/Lg2eB2nS0EJM+36JY70RRufz/g3nV8W7ZhdXLc6tcruz3AN8bcTCvDHmq+yuKIm7573q8sPBP3XORCCadg78kUmTdfNHfa4YJm0pImLFAKV14OhYo1abX9coKWOei9o3kXDn6FqiqGChB0Jzyzw8i55cyiVMENGuLLHaQ7tmqIe659DyuaElSxEApv39vTF8MaNcIX987kHucmqC2wsTbrXj8yk7ctuiJoRv6tOTG+BhboPiilRvgzdwL9rnSL+XCX944OU7DhadvgWKfES0LlNsnyAMETwhGE19++SWmTJmCadOmYcuWLejZsydGjBiBvLw87vpr167FrbfeijvvvBNbt27F9ddfj+uvvx67dlVnu3711VcxY8YMzJo1Cxs2bEBycjJGjBiBykptK0goWK0W3NC7hWLZd1tOyv8f8+EGbDxaiEe/2cHd3ieIyC2pxNEz1bPTylyBQoYXRC7FQLmYAfirP7JxsqgCLy7cg9v/twHbs4vw6Dc7AvolaVB0qQLV2XawON0+eVYWAGw+dlbxfbnbhx+2nVIMrl9uylascygvcN+ZVUla2f5w18nigEFbS2DtPlWCNVWWFAAo4LgJT5ytwL6cUri9fiF47IwTr/2yF/uZQPkKtw/jPtqIY2fKMfHTP+Tl+WUuhfXm/VWH4XR5cSC3FG8t3Y9xH29CvxeW4pJXl2vGiO0+VYyfd56WB3z2ZSinuDKwrA1HPEjb+gQRN763Fn99fx3XEqQWUMUVHtw8a13AekcLqoXSIeZasxYoSfDuyynVPAbgF5XD31iJsR8pX3oO5ZfJ9fcAf8ymGslK5hNEhXCs9Pjwy+4cFDMvFnmllTha4ESh040BLy3Dv6rKqlV6fPh0/bGwC6qYc+FpoY6BUgsoXhoDdtDWM8my4sVq8Wdt7t4iTVbVwztn4MNx/XDXHL9/XO9NShrs/C48DQsUZzBnxVFynF3upNjlWrPA7FaLwkqhF9LFBpGrhVyXrFR8eU/4xROgFBhNGsRh/dRhmlPvjSzbvNguIwHFLbbMeWYAtQvPnLDT+iZdQ0DxXMpsqg6Hyp3Hw+1lLVDRLaDeeOMNTJw4ERMmTAAAzJo1CwsXLsRHH32Exx9/PGD9//znPxg5ciT++c9/AgCef/55LFmyBO+88w5mzZoFURTx1ltv4cknn8R1110HAPjkk0+QkZGBBQsW4JZbbglr+/+vT0vM+O2g/PfXm0+gcXIcercxDsDfcKQQA15apliWX+rC7wcKFMtWHyjApM+3YOGOamuI5FphxZFaqKn3I/Hrnhx0aNZBIdRWHyzAhI/5cT5nylwKKxmvIO0ri/eiWVWMKQCsP1yo+H7jUf/fmakJyKkanDNSE3D0TDmOnnHidHEF9uaU4p5PNwMA3hrdC8v35uGW/q10c8yN+XADjr58NYDAGCgAmLfxOJ7/aQ/aNk5Cy/Qk2XXF8gcjCEUR2HikEG0bJ2HD4TOK9Vbtz8ddc/7ApqOFCqGTW+LCMz/uxtXdm6Nz81TYrRZ8uv4YJl7cHg9+sRWH8p2YemUn3H1Jexw7Uy1eft51Gsv35SuO4fYJiLdbsWRPLhLjbDhS4MRbSw9g1m190TI9URav93y6Ga/d3EPhjVHOwvNg9pqj3Gu2k6lNeDCvDGsPFqBz81ScOFvdtrwSF0RRxN4qAdWuSTKOFDjx7ZYT+P1AAR64vANEAJ9VpbXYm1OKPadKkJmWgFX782WXtET3FmkBwviSV5fjrovbB0zk2X2qBPd8uhl3DmmHp0Z1QV5JJYa8shw2q8X/d6kLn284jkSHDcv35uFwgRMFpS488pcLuOcbCvVGQLGDkNViCchHxHfhVf9fLwCZ3Ve83QaHzYrOzVPlZXF2i3xcwFwMlMcnaA7qvOWspSkxzlYtoFhxZ7XAaglMzGdXBSrrDfR6iTQjCdsmhy1w1qCZNAZ63xsFqfOsfvEaokMrBiqUUi6NkrQElL4Fit0mgxmwnry6M15dvM9fL9IryMVoE6NYQLndbmzevBlTp06Vl1mtVgwfPhzr1gW+OQPAunXrMGXKFMWyESNGYMGCBQCAI0eOICcnB8OHD5e/T0tLw4ABA7Bu3TqugHK5XHC5qgffkhL9HEIs7Zok428DWuNgXhkSHDas2p+vEFTB8sXG6jxLV3dvjoU7TyOnpFIhngCg0OnBin18K50Rm4+exSNfblOIIsDvmuNxuSoofM9p/vXRCxSXyEirFlBS3/vxmqP4WDXY3/+Z3+309eYThvu85NXleHDY+Vi483TAdweqBm2/UCsP+J7HX9/nP3sAsE4lqiwW/0vSwh2nsXDHaTRMcqCovNqycqgq99X0n/eiX9tGsuUQAJ79MXDmpMcrYO7WY3jq+90BbfrpgSHy36sPFmDg9N9wQUYDXN+7BbILy/Er4348W+7B5xuPcc+BfcbmrDuGOeuO4aa+LVHGWNvcPgHdn/lVHm96t26IIwVO5Ja4kFviwt1VQpflqhm/c48HANf2zML8rScVy86We/DaL/vw2i/7uNt8uu4YHh3ZEY98tc0fHuODQpj9ryp1R2qCPejZ30bUGxceO7hYLJAD4iR4s9jYQYg360miQ9Nqs6PkEuHFwUj704uBqnbhidqz8DixNOwAzw6GknjT3VY1C09fQGnPwoskrEmbJ3bNuvCA0CxQ3JxYcfyfD+vCUwSRh5BIMz3ZwT0f3vOoiIFijsvWqYu3W2Ur592f/oFV+/1vttFsgSooKIDP50NGhjKjdkZGBnJyAq0cAJCTk6O7vvRvMPucPn060tLS5E+rVvzUFlq89H/d8dU9A/Hx+Avx8g3dcT3H1c/SMj3RUNhnpSXgqVFdApa3b+qvL1lQ5sJ4DYuRFtIs5GV78wIGMwmHzYLzqo5xWcemmnVCAf+zarNa0KJhomJ5U0bYq2nC5F0LV6Hq44Xl+MfX22XrTqLDpjuxhEeyznl2ykzB3udHYlSP5gHf3XJhK1zPuHGLGFGqdn+N1hFmEq/9si9APEksYQSSZH3en1uGVxfvwxcbswPWzy1xoXFyHNZNvRxTDKwz32w+ETDbkbVodW8RGIhvhkHnNUbfNukY1KFxwHOi5vpeWZh2TfUz3yUrFa8u3oc1B6tF6/HCardgnM2K0f1a4dv7BqF/u8C43ppQLy1Q0t/JcTY5ay9vcLOadOFZq0rDsLXmHBwrhHQMMzFQPkE7D5SRC4+NeVELJrvNAvVkEpsqWaNeTHxinHYQeSRhbw/P3aq09OjviyeWjEVX4E61XHispS9O4RrVs0DxlzeIt3MFn2EMFGuBYgageIfN/3y4gF0nqy0EWmKQqGbq1KkKq1ZJSUnQIgrwP3+39G+NW/q3hssrBEzVHjOgNcYMaIPWjZMw5JXf5MG2f9tGsosL8L/M/PTgxQFJXve/cCVEiOj45GLTbfrpgSFo1yQZG48WonuLNAx6+TfNfuqByzvgym7N0bl5CkoqvEhLcsDjE7D7lP956tw8BdMX7cXnG47j4b+cj3ED26LQ6UarRkno/NRi+SUzKy1BERM0vHMzJMfb0Sg5TjHj7Y7B7VBU7sEPJmdqmWXW7X3RODkOo95erbveA5d3wKH8MnTOTMUDw87Hwh2n8eyPu9Gndboc5A3470eCw4bnr+uG85o2wJXdM/HBqiP4accpTBjczu9y252LtCQHOjRrgBVVbrmiCuUMNsnt161FquI32qNlGjo0bYDvtp7EvE2BQkjiWFWMWq9WDXHnkHZ44IuthteiZaMkNE9LxIPDzse+3NIAS6ZE16xUeVxKTbCjcYN4jBnQGiv25aNXq4YhzeId3a8VXrmph/z3xxMuxISPN3ED++8Y3A5PX9MFoijibLkHM5YdQFG5G38cVbqC2fitlY8OVbgww0m9EVC8ATAjLUGzbACgHNTSdILIAeCyTs0UP3CeBUoa1KQ6VTxY64qWpYqb9FLD6qEOHNfKOG52ur3eLLxIwrabFxStjIEycOGFIqA4olXPamO3WeH2CsoYtBBceBYLP1DdKA8Ue1zWhRdvt3KtrVpiMBpo0qQJbDYbcnNzFctzc3ORmZnJ3SYzM1N3fenf3NxcNG/eXLFOr169uPuMj49HfLy21SQU3rqlF679Mw8H8srk3EqNk+PQJcsfAtC0QbwsoObeNQC/7c3DvXP9bpGRXTO5GfKl30eDeLtmbrY3R/dEvN2Gto2T4RNEdKuyHFzWsRkAoEeLNDnm5+Lzm+COwe3w3E97cFH7xvj7FR3l/UhFpx02K3q1aigvf+barnjy6s5yXyXl3UtPcqCi2C+O2JQGrRol4sNxF8rbrz1YgHmbsnFBRgO0bZKMGbf2RqPkOPy86zQGtm+Mxg3ise7QGU03oRZPXt0ZmWkJOJTnxODzGsuuM4kb+7REq0aJcqb+pDib4nwB4OoezXF1lZXptg83yPFS8jkmx8lxNq/c2B3PXddV/m7145cj3m5FgsOGxbtO4965WxQZ3VkS7Da8fWtvTPthN/5zSy9cfH5Tv1g4dhallR5c3ikDbp8QkAJAcpGmJTpwTc8sHC8s13R/SbAW/Ok3dEeczSpbH1+7qQf255big9+P+GNzqyxQz1/fTU51cdfF7QHw4960uCCjAYZ3zsC9Q89TLU/Bmscvx55TJfj3r/vw+JWd8P6qw1h36AzuvsR/HIvFgmt7ZmHGMn/6CKn/bN8kGYcLnLIL78Y+LSMmnoB6JKB4g1BzAwFlMWmBAvwdxtlyt5ybhR3kpYdTzwIhr6uT9FCCl8ZAYYFS/F9lgeK6r5QxUHoDfV258Nh7wXPh2SPuwuOIDp2p/w6rBW7VdrrFhHVuOz+NgZEFSsuFZ+M+Ywk6rom6Ji4uDn379sWyZctw/fXXAwAEQcCyZcswefJk7jYDBw7EsmXL8PDDD8vLlixZgoED/ZMc2rVrh8zMTCxbtkwWTCUlJdiwYQPuu+++SJ6Ogni7DVd2bw4H43ZhrYuv3NQDt/53PR4b2QlxdisGMC6Itk2S5f8/f303PLVgF/45onqwT092aAqoXq3S0Y7ZXs3jV3bCvXM344zTjcdGdkK3Fmm4rFOzoM6N96KXlhSHU1UxVJmMZVQt4Ad1aIKfHhiCNo2rc9E9c21XPHNtV/nv++ZuDhBQf+3XEl/9wY+HumNwO3mgl1D/tuxWi8KKYlTnkX2R4VYHUMVrsvuWZpxJsxzTEh2KLOl2mwXX9MzCNT2rXb0Nk+Kw7O+XwmaxwGq14IuNxzUFlNRHdFO51f43rh/aNE7CX95cJecYY/up1AQHRvVoLguopinxaN80GR/8fgSVXp9sgTJbIYHH3wa0xmMjO+larLpkpeJ/4/2i+vWbA9PPSC8PJZVeuS3tm/oFlPTc69WwDQcREVBHjx7F888/j99++w05OTnIysrCbbfdhn/961+Ii4tcriA9eINmZqq+MmVnn+gFkQP+m/npndX13Xj10IzKkQB895Qao1p4WrXY1N/Jy1QxUHoWHMUsPBPnEy5Y8RnPES6KkikGzeIGkYcyC8/AAgX4TAeR611z3na8WAyrhgWKHaji7Ba+gIpiCxQATJkyBePGjUO/fv3Qv39/vPXWW3A6nfKsvLFjx6JFixaYPn06AOChhx7CpZdein//+9+4+uqrMW/ePPzxxx/473//C8B/vR9++GG88MILOP/889GuXTs89dRTyMrKkkVabcKKIXZQ7tM6HfteuFL+mx1wmjSotoaN6d8aF7ZNxwXNqrPIN0qKQ3YhP7+RkaulX9tGWPHPy5BXUon2TQOnlodKQ+a4WQ1Z13LgM6ke+NXwJj6MHdhWFlCdm6filRu7o1lKAgRR5MZcqV8C1TO0gxFQ7AQbM7AvNoDf8sgKKC0Lv1aeOQkp15LkNVFbq9s0TkKHZilwVFnJefs5n3mO0pPi5P6kwu2TY3N5Xh09weKwWWTxdf/Q82qctDct0QGLxT8jUprooH4pSIzwi2FEBNTevXshCALef/99dOjQAbt27cLEiRPhdDrx+uuvR+KQhrCDi/Q/KdBSCzbnBM/qoQc7SMlB5GGyQPEGVHYA1iolAvAfqIAYKJ1msp1EbZYiCiYGKiQLlMGt4XVUemJXWp8N4g8lD5T/O/37LaEVA9WYcfOUuXzcc4l0R1NTRo8ejfz8fDz99NPIyclBr169sHjxYjkI/Pjx47AyHfqgQYPw+eef48knn8QTTzyB888/HwsWLEC3bt3kdR599FE4nU7cfffdKCoqwpAhQ7B48WIkJIQnaDkYWjeqtrTo1VyzWi3+YOWcUgzv3Ey1PFWxbrpGAWxAv7KCRIN4OxqEUTwBfquYBOtaCUXAq8txAcoZ0U0axKFHy4a6+wiYzWtV1klVJ1xWw1oLGwRp7UhJcCjicNOT4wAmJ5KZEAmeF6CkapacJFDU91rypsTpCKgW6dX3pnlagmzRqfRU1/vjHVtPcDZPS5Rda+Fwq9msFjRMdChmiarFfnKQojZYIrL3kSNHYuTIkfLf7du3x759+/Dee+/VmYDiMX5QW6zcl49LO/KLp3ZvkYaruzdH2yZJQafNd3BcamYsUNYqMaOXadbIdcYTbxK8tza/mZkZ6E3GQGnNEowE7PXnxfCw7Te6Vbz7YJgHihsDpd3BpSbYUVDmUrh+dV14Ot+ZtfQpY6D4VsgEZhYey7mQiXzy5MmaLrsVK1YELLv55ptx8803a+7PYrHgueeew3PPPReuJoYMe094woDlu/sHoczlDZhJrKZRUrWAemxkJ7y34qA8uOoVH48kaYnVbWItUGb6RjX3XNoeC3eeVkz5b8icM2uh00L927LbrCpRZN4CZXTfeLBxuGmJDoWVxszvXqsGKlAtlNQTTqS/FWOUara2zWrBTw8MQUmFB81SE+CtCuiu9AjV7eMcW+8aXJCRIgsoo/7WLOnJcQoBpbZA6c0ODQe1FgNVXFyMRo30pxDWJM9KKCTH2/GVTtZsq9WCmWP6hLRv9sGWBn8zfZbNYoHDpi+gjErHKMuHKB9UXu4ifxoDc0HY7INfm8Uc2eMau/CCt0CFNAtPx4X3wvXd8GdOqSJBptkgcsnCcG1V7IPZwUVdrojlP7f0wh9Hz2JY5wx8+PuRgG2jOQ9UfeG9MX2w6kC+HJirRVKc3ZS7iA0wb5YSb1j6ojZgLUSsCyuUumYt05Pwx7+G44Inf5bPjXVtNzFRWipAQFmDdeFVn08oAioztVpApSbYYbda4fEFpsLRQm+daguUUkBJL0tGrkDWhSr1D26fIJek4cXi6ll8/jmiI6wWf2LpcNEoKQ6H4b9+SXG2gJQXwbpVg6VWBNTBgwfx9ttvG1qfpk+fjmeffTbi7Qm1CGMw8B5IMy48m9U/o64S2h2KkQWqS1Yqlv6Zy21HIkd82G3qPFCGzQRgXNwznChdeJw4Lrt5AcUTMiHlgdIRHYM6NMGgDk0wZ+1RU+1iv3r71t7Yll2EK7v7Z/qw96Zvm3Q8NrKTenMASoGuHhiu69VCHpj5FigSUHXNld2by/c8HLAuvPRkh26m7toiiXnO2BiYUAvDWq0WsGfF9u2mLFABCXmDdOExokkvR5QWbRonY+0hf/6i1ESH39LtqW6LEQ6dkA8pbldtXZaukZGAYmFd/JI7jxubqeHG/PfNPdExMwX/HdtP9zjBwj7jDeLtAfc80kHkQdlxH3/8cVgsFt3P3r17FducPHkSI0eOxM0334yJEyfq7n/q1KkoLi6WP9nZ2rkuoh32gZR+4GYsCRaLxfCHo2V+/+XhSzB7woXonFkdAGjKhRfELDyW2rRAKRNpGsVAGeyLI2SMXXihub3Y3eoGkTO2qvTkONzcr5X89stuN+UvF2gmg2PLPOlZKXkCKtgYPyL6YS1QaYlxikr2dQX7O2KtFTXpS7Tqm13UvrHhtuoXI5vVqhBNRjE0NXXhdW5e3VenJjhMFx+X4FmBJCSBqmUwUMwUN/j9s/1DqY4bWGtsutYgaWyosG7qlAQ7kuPtCiEbact6UHf873//O8aPH6+7Tvv21dNET506hcsuuwyDBg2SZ7/oEYk8K3UFz2JhygJlsRjGJ2jtpWNmCjpmpmAxUxlcLcZ4lga7TSnajCw4ErXpEmDbxPuxm51FCPDf7EJx+5mx2lhNClP28Oq2sH/rtZO9G3oinBc3URtWWaJ2SWcGl/QkByJcmN4UitqQzO9BrzqDEepuaMkjl+BkUQV6MnmptFD/Jh1WiypuUX/7mrrw2MD/1ES7KgFzzSxQRrPclHG6BmOOxYIEhxWVHgHlbsnFaL7PiNSM7Wap1XpBuhdNU+LhrMo2H8o9CYag9t60aVM0bcoPuFZz8uRJXHbZZejbty8+/vhjxQyZ+gBvQDJj2bFalW8VcXZr0OZttkMxZ4GyKArRGlnKLrmgKVbtz8df+wWfhTlUFGkMeKVc7JG1QPFM3EadjvpYZoWpuilKcWtqF/oCiqxN9YJUJvkvK6bqEq10MKG68Hicn5GC8zNSjFeEMgExANhslqCssTW1QHViLFCCqIpjNCOgTASRm9nWjBhKdNhQ6am+T2YsZNK+I/WCxs5ele5F05R4uZ7hORlEfvLkSQwdOhRt2rTB66+/jvz86krSWpmDYxpRO/GYGqvKAhXPEVBGzyIbgK7+YfASJtpt1qBioGaPvxCllV45C3FtEOk0BqFkIjfjkmWFn1nXqLqzUYgwnX3UxIVHxB6swE9NdOD1m3viH19v59bOqy2u7ZmFH7adwkXtlW7ocAqoYFAXWHdYrYrfn5HRTplIM/jBmhU5bq+g6K9NufB0hE+qQfWMYGKgAMnizuapCn5yS7hp0zgwfxqb7+ucDCJfsmQJDh48iIMHD6Jly5aK77T81fUB8wJKaW0pVa1j5NcVmGusfnh5+Vbs1uBceFarpVbFE6DKRM4LhLcG1341Rv2H+k3Vv42ZmDZm/VAtUCbPTWS6e722kYCqH/Rs1RA9W6ahZaMk2KwW3NS3Jf7SOaPWf7ssCQ4b5t41IGB5TQTUg8POx4xlBzA6RIu43WqVXYjBTq9nXXihTsT411Wd8e2WE7i1f2tFOTAzv1M9K7iRRSwuSAGlHnfMXiszlrRQYTPVS9e/aQNWQJ2DFqjx48cbxkrVR8y4cGxWi2KwVv9A/v6XC9AsVT//i54Filc01m5Vz8KLvngYRRoDAxeeUfNDKeXC6wTMzapkrUeGq/vXU1ugTFoHzb6bmHE9Euc+DpsV308eolhWl+KJx7iBbTBn3TH8Y0RH45U1ePDyDrj0gqbo1iLVeGUObIF1dX/JqzXIwqtJGSwTL2mPiVU13rSS4WqhJXwSHFZDUeRgcj+ZEWtqgWi2Fmoka6Y2Y6xNJRX+4HalBSqKZuERoSGNa6FYoNgHe/ygtnhg2PmG+2AFlNodxLdAWZUxUNGnnxRtMiombATvPkTKhWcNwYWnbosthDgqPWjGHREtTLumK5b/YyjGDmwT8j7sNiv6tkk3VQaLu71ioof/t/Hm6J4Y3rlZQO08NQkOm9w3tW2sX9nCDGzfZibZqVYQeYN4pVCWru9DzPgRdAyUSoyYtSxFsuQXO76dLfcnVGUTzEZVEDlRM8wJKOUPJxT1LuiYInglOwLzQEWfgjJOY1D9vd75AyEGkfNceCYuk2IWnsnrql5NkSVeLwbK1N7JhUdED1arRbeocW2gzNrv/339X++W+L/eLbU2UbBt2hXweIWwDNaKmqamLFD8ddTlW54e1QU3922FLlnVVrrgY6BUObNMB5HXTn8jPUeSBcpqifzLIvWktYBUddu8C48x4yoymps7nt6MYJ6f3qaOgYpCExR77biJNJnrZJRegV8LLwQXnklBLP/fdBC5eh8Wze9CgVx4BFFNsG4zNakJDjQ2kbTTVFt0CsHz4L3YAYEJQO02K7q3TFP0WTWNgdK6Vhef30TZxgjGQAHAj5OH4G8DWuPxK/0JhiUBlRRnj3h6FrJARZDv7h+ELcfO4poe/iRiZsYttQsvlIfPp2OB4Qkoh02ZSDMK9ZNxJnLm4uqVwQH4QsZI3PA6GDM/TjZBpvkgcpULz6R1sE/rhub2H403mCDqCEeQoiWShCsPlFEJGvX+zbxUqccOLRfeO7f2wb8W7MRPO05XrRfZa9q9ZRq6t+wu/31BRgr6t2uELs1Di4kLhnopoGpr+OjTOh19WqfLf5uxQFmtFs1adhaTLRd0BARvBp/VojTHhqvQYzgxSqTJtjmroX6l75AsUJxtBp1nnOmYnRlnVrjoCSi9e9MyPQmr/nmZYQI9veeDIOobthpaoMKJXj1LHloiy5yAMp+JHDAfRJ6W5MCt/VtXC6havqZxdiu+uke7xm04qZcCqq4wis0BqjKRa7jwzNJQZ6YNbxaexWIxbeWoK5QuPH6w6B9PDofHJxh2Htw0BgZve+z16ZSZgvdu6xt07Ib5IHLVdoogcv1tWzPTerVgLZTDO2fgvqHnmWoXQcQidlv0CChFHqgwuvC429oj48JTf1dbMVB1AQmoWsRM8V2rJfjZEWqu7t4caw4WoH+7QAsJbxYeoC6FEvQhI44ijYFGDTozxUMBvgjpzlQe58G661ITHabFE6uZ9axc7Hpq1yAr7sLh02ctUB+OC29xT4I413AEmf07kgTb92tZtVNMWKDiajgLT++F0GGPnmsaSeqVgLq6R3Ms3HEad1+iPzU1UphJFhfowgs+iNxus+LVm3pyv+NlIvdvE3ysTm1iFAMVDDxX6FXdm5vfQRAeMHbVUBPyKrKZh0NAkQePIGSUFqi6tZbUdAa2hJmknop4KzMuPLvSvaj3MseKUrJAxQjv3Nobz1/XzTA5WqTwmqiGrhdEHg5Zo5XF3B5ELby6QJnGILw/yOGdmxnGDYUKm3k/VPETbveq3iQDgqhv1HQWXjjRmoEdLMHW0TMVRM68fBvtv6YToc4V6pWAslgsdSaeAHMuPJtVHUgYXrGg9WbC9htRaIAyFQMVCosevBgXZDQIahsxGBMUg57JW++a28LsXjUTi0cQ9QVWqNT1BBqF8KhBW8xYfYLNA8W+fGvFXlXvL3qsepEkds8sCtFy4SkHSIsqkDC8P2gtC5SFCV6PeRces6/2TZODftMLVX+EGr9kdhaeWa7o4i/o3TxNvyQQQdQHajppJ5wEmwdKCzOCKE4RRG7cr7Av34YWKGtw+z5XqVcWqLpGy4Vns1rk3EW2ABde8DFQeqizyarb4RXEqJyFx4qWcFqgQhEktW2/CbcLr2+bdPzy8CXIakgCiiCiaRZenEJA1cQCFVwKhGAtUEbiLpriyiJJ7J5ZFOLx8odeu8rCoJULJBwzsNi3iOGdm2HGrb3lv6UfUTTGQHmY9OrhLEUSaWtbOLxlwaQxMEvHzBRFJfloprCwEGPGjEFqaioaNmyIO++8E2VlZbrrP/DAA+jYsSMSExPRunVrPPjggyguLlasZ7FYAj7z5s2L9OkQUYY9imbhKUu5RNYCVZM8UEZC0xEmIRjtkAWqFvFo1FhRx7gEmwskGBIcNlzXKwtllV58MLafQpRJ7YhC/aSIHwungApFLIq1HEOksEBF482JMGPGjMHp06exZMkSeDweTJgwAXfffTc+//xz7vqnTp3CqVOn8Prrr6NLly44duwY7r33Xpw6dQrffPONYt2PP/4YI0eOlP9u2LBhJE+FiEKiKV6HV5cvGEZ0zcDvBwpwbc8sw3VrUgvP2IUXPVa9SEICqhaZeEl7fLf1ZMDyAAuURn6OcD2G/7mlN3e5XRZQ0ffAS3mXUuLtNY4DqunZBSOfQg04Z2FvRzTem0jy559/YvHixdi0aRP69fPnrHr77bdx1VVX4fXXX0dWVuBA0a1bN3z77bfy3+eddx5efPFF3HbbbfB6vbDbq7u9hg0bIjMzM/InQkQtikzkdZ4Hqmaz12bd1hdun2AqzCEuSAtUMEHkyhqusdtnkQuvFuncPBW7nh0RsNzGphCwKIsJp5jIKBsupI6krmei8EiMs2HXsyOw6cnhNd7XuTYHLZR6erHCunXr0LBhQ1k8AcDw4cNhtVqxYcMG0/spLi5GamqqQjwBwKRJk9CkSRP0798fH330ka510eVyoaSkRPEhzn0UVp+6noVXwxnYFovFdIyowx6cWEsMIo0BK85q22Jfm5AFqpZpEG9HWqIDxRUeeZldFSTM/qC7ZulnyA4nkhk3WsdoM/WdaoNg+oNw9B1sP2qpZ688OTk5aNasmWKZ3W5Ho0aNkJOTY2ofBQUFeP7553H33Xcrlj/33HO4/PLLkZSUhF9//RX3338/ysrK8OCDD3L3M336dDz77LOhnQgRtYQr91I40JpAFAkU9UWDDSI3tEBF6SASZqJjRKpnfD5xAKYv2ovVBwsAqLKAq96AurECKsLPpGyBilYFFSZq04VnthPUE1qsBSpWXHjTpk0DAKSlab8g/PnnnzU+TklJCa6++mp06dIFzzzzjOK7p556Sv5/79694XQ68dprr2kKqKlTp2LKlCmKfbdq1arGbSTqFluQBXwjSbDlVcKFuRioYNIYxEY/ZQQJqDqga1Ya5t41AG0fXwhAbYECjhY45b9bNUqU/88rQRJOojkG6lxlRNdM9GuTjr5t08Oyv1gRtw888ADeeustbNq0CQ0a8BOZtm/fHpmZmcjLy1Ms93q9KCwsNIxdKi0txciRI5GSkoL58+fD4dCfdThgwAA8//zzcLlciI8PrKsYHx/PXU6c2ziiKI2BPYITiPQIWkAZXKdYjntiIQEVBVit2haG2nwQJQtUrD/7NT6/IPxycXYrvrlvUI0OF+1Z4kOhSZMmAIALLrgAqampmusNHDgQRUVF2Lx5M/r27QsA+O233yAIAgYMGKC5XUlJCUaMGIH4+Hj88MMPSEgwznm1bds2pKenk0iqZ7C/qaiahVeLYi74GKh6FkugAQmoKMCumqb+8PALkFNSibsubler7YjmIPJwUtO4pNoOiazPs/A6d+6MkSNHYuLEiZg1axY8Hg8mT56MW265RZ6Bd/LkSQwbNgyffPIJ+vfvj5KSElxxxRUoLy/H3LlzFQHfTZs2hc1mw48//ojc3FxcdNFFSEhIwJIlS/DSSy/hH//4R12eLlHH1HXsDhuPVZtFeM28qCcEmbk8mH2fq5CAigJYH7zNYkGLxon4fOJF8rIrumTg1z25+Fv/1hFth5xIM4YfeABomZ4U0nYD2jXChiOFEb8PgYQ/kea5xGeffYbJkydj2LBhsFqtuPHGGzFjxgz5e4/Hg3379qG8vBwAsGXLFnmGXocOHRT7OnLkCNq2bQuHw4GZM2fikUcegSiK6NChA9544w1MnDix9k6MiDrq+uWxpnmgIondZoXDZoHHJ9a5pS5aIAEVBRiZat+/vS8qPD4kxUX2dkVzIs1wMrhDYzxxVSd0zNR2HfGYc0d/HMgtQ7cWwW1XU9iSK3XdwdcFjRo10kyaCQBt27ZVTJUeOnSo4dTpkSNHKhJoEgRQu1YfHuyvuyaZyCNFgsMGj88blHuR0hgQEYUdFHmJFy0WS8TFE8AEkcf4IG2xWHD3JecFvV2Cw4buLWsvrYREUpwd66cOg91miWlzOEHUNdHU9QVrgUqKC65GaM+WDYNaH/D3gaWV3qizjtUVJKCiAIWAqkOxbqNZeFFLZhoV/iWISBNNLyhmRcqcO/rj2R9347WbegS1/7ZNkrHwwSFo0sD8pAkpFxQFkfshARUFRMvUdOkHGy3tIQiCiDzR2d+ZdeFdekFT/Pb3oSEdI9hEzZKAcgRhqosmURpuSEBFAQlxNvxf7xaocPvQvA4tDdKPI5zFegmCIIjgicZQCqmgMFmg/JCAihLeHN2rrpuAey49D81SE3BZp2bGKxMEQRD1CimZZl0nHI0WIi4jXS4XevXqBYvFgm3btkX6cEQNuLBtI7z0f92RlqifsZkgCIKof0jJNCmI3E/EBdSjjz4qJ7wj+MTyNE+CIAjCHNEeLpRglyxQxtLhnkvaI9Fhw4PDzo90s+qMiAqon3/+Gb/++itef/31SB6GIAiCIM550pPj6roJukgWKDOZyKde1Rk7n7kC7ZokR7pZdUbEYqByc3MxceJELFiwAElJ5jI/u1wuuFwu+W+p/AJBxDptGoeWHZ0giJoRTVafoRc0xZ1D2qFrVu0m6zWLFANlMzlDMNaDzSMioERRxPjx43HvvfeiX79+OHr0qKntpk+fjmeffTYSTSKIqOZvA1rjVHEFLjm/aV03hSCIOsJiseCpUV3quhmatGvif9Fr3Yhe+IAgXXiPP/44LBaL7mfv3r14++23UVpaiqlTpwbVmKlTp6K4uFj+ZGdnB7U9QZyrOGxWTL2yMwZ3aFLXTSEIguBy55D2WPzwxbjlwlZ13ZSoICgL1N///neMHz9ed5327dvjt99+w7p16xAfr8xw2q9fP4wZMwZz5szhbhsfHx+wDUEQBEEQdY/NakGnIGuIxjJBCaimTZuiaVNjF8OMGTPwwgsvyH+fOnUKI0aMwJdffokBAwYE38oYpW3jJBw9U45retAsRYIgiLpgeOdm+HzDcaQkUFpEIjgi8sS0bt1a8XeDBg0AAOeddx5atmwZiUOek3w/eQj2nCrBgHaN6ropBEEQ9ZLLOjbDV/cMxHlNY3e2GBEZSHLXIWmJDgw8r3FdN4MgCKLeYrFY0J9eYokQqBUB1bZtW0oWSRAEQRBEzBDbSRoIgiAIgiAiAAkogiAIgiCIICEBRRAEQRAEESRRHUQuxU1RSReCiC2k3/S5HBtJ/RNBxCZm+6eoFlClpaUAgFatKOspQcQipaWlSEtLq+tmhAT1TwQR2xj1TxYxil8BBUHAqVOnkJKSAotOxceSkhK0atUK2dnZSE2lLKmRgq5z7VAfrrMoiigtLUVWVhasJguTRhvUP0UXdJ1rh/pwnc32T1FtgbJarUEl3kxNTY3ZGxpN0HWuHWL9Op+rlicJ6p+iE7rOtUOsX2cz/dO5+epHEARBEARRh5CAIgiCIAiCCJKYEFDx8fGYNm0a4uPj67opMQ1d59qBrnNsQfezdqDrXDvQda4mqoPICYIgCIIgopGYsEARBEEQBEHUJiSgCIIgCIIggoQEFEEQBEEQRJCQgCIIgiAIgggSElAEQRAEQRBBQgKKIAiCIAgiSEhAEQRBEARBBAkJKCIqefXVV9GpUycIgmC4riiKaNCgAR577DEAwKxZs9C6dWu4XK5IN5MgCCIA6r/qBySgiJD55ZdfYLFYYLFYsGfPnoDvr7nmmqCKrUqUlJTglVdewWOPPaZbCVvi6NGjcDqd6N69OwBg/PjxcLvdeP/994M+NkEQ5wZS/zN37lzF8rKyMowaNQo2mw0zZsww3J76LyJUSEARIbN9+3YA/qr0P/30E/f7Hj16BL3fjz76CF6vF7feequp9Xfv3g0AcgeUkJCAcePG4Y033gAl2ieI2ETqf3r27CkvO3nyJC6++GKsWLEC8+fPx4MPPmi4PfVfRKiQgCJCZseOHUhNTcWIESPw448/Kr47e/YssrOzFZ2bWT7++GNce+21SEhIMLX+7t27Ybfb0blzZ3nZX//6Vxw7dgzLly8P+vgEQUQ/O3bsQFxcHDp16gTAL3gGDBiA3NxcrFy5Etdee63h9tR/ETWBBBQRMtu3b0f37t0xatQorFu3DmfOnFF8ByDoN7gjR45gx44dGD58OPf7L7/8Er169UJCQgL69u2LjRs3Yvfu3bjgggsQFxcnr9e3b180atQI33//fQhnRhBEtLN9+3Z07twZDocDixYtwpAhQ5Ceno7169ejb9++pran/ouoCSSgiJBwu93Yt28fevbsiVGjRsHn82HRokXy9zt27ACAoN/g1q5dCwDo06dPwHdvvvkmbrnlFrRr1w4zZszAwIEDMWrUKKxfv142f7P06dMHa9asCer4BEFEP2z/8+677+Laa6/FwIEDsWbNGrRu3Tqo7an/IkKFBBQREnv27IHH40GPHj3QunVrdO/eXWEG3759O+Lj49GxY8eg9rt3714AQLt27RTLt23bhkcffRRPPPEE5s+fj7vvvhvvvPMObrrpJhw4cADdunUL2Ff79u25waEEQZzbSP3P8uXLMWnSJEyYMAGLFi1CampqUNtT/0XUBBJQREhIb2iSiXvUqFH45Zdf4PF4APg7oK5du8JmswW13zNnzsBut6NBgwaK5S+++CLS0tLwr3/9S7H80ksvBQDuG1x6ejoqKipQXl4eVBsIgohupP6nqKgIiYmJeOqpp2C324PenvovoiaQgCJCYvv27bBYLPIPf9SoUSgpKcGqVavg8/mwe/fugPiBmTNnomPHjkhMTETbtm3x3HPPwefzGR7L5XJh0aJFuP3225GUlKT4zuv1AuB3QNIMFovFEtI5EgQRnUgxSt9//z0sFgtuuukmuN3uoLan/ouoKSSgiJDYsWMH2rdvL79pXXTRRWjSpAl+/PFH7N+/H5WVlYr4gRdeeAEvvfQS/vvf/6K0tBTff/89vvrqK0yaNEmx38aNG8Pr9aK0tFRedujQIZSXl3MDQ//44w80aNAgwGQO+GfSJCUlITExMVynTRBEFLBjxw5kZmbisssuw3vvvYdNmzbhoYceCmp76r+ImkICigiJHTt2KN7QrFYrrrzySvz4448BM1iKiorw0ksv4Z133sGll14Ku92Onj17Yu7cufjggw+wf/9+eT/SlOQjR47Iy7RM2E6nE5988gm6du3KfUs7cuSIYmowQRCxAdv/jB07FhMnTsSsWbPw6aefBr09QP0XERokoIigycnJQV5eXsAMlVGjRuHw4cP44osvAFTPYFm/fj3cbjd2796Nhg0byp/FixejdevWilwnAwcOBOB/M5No06YNAOC3335THO+FF15AYWEh1/wNAFu2bMGgQYNqeLYEQUQTUv/DCqAZM2agd+/euPfee7Fz505T21P/RdQU81F3BFGFVo6UESNGwOFw4Mcff0RWVhYaN24MACgoKEDTpk3x5JNP4sknn1Rss2DBAhQUFMh/t2/fHt26dcPSpUtxxx13AACaNm2KK664ArNnz0Z8fDx69+6NxYsXY/Xq1QD48QObN29GYWEhrrvuuvCdOEEQdQ6v/0lISMA333yDvn374sYbb8Qff/yhOSOP+i8iXJAFigga9QwWibS0NAwZMgSiKCq+a9y4MQoKCrgBl7m5uWjSpIli2R133IEff/wRFRUV8rI5c+bgmmuuwWeffYYnnngCcXFxeOuttwCAOwX466+/RuvWrXH55ZeHfJ4EQUQfWv1P+/btMXv2bBw8eBDjxo0Lenvqv4igEQkiwpw9e1ZMTEwUv//+e8XyrVu3ihaLRdy7d69ieVFRkdioUSPxww8/DOl4lZWVYmZmpvjWW2+F3GaCIAhRpP6L0IYsUETEadiwIZ544gncf//9WLVqFbxeL3bs2IHbbrsNd9xxR0CyurS0NDz66KN47bXXIAhC0Mf7+OOP4XA4cO+994brFAiCqKdQ/0VoYRFFKvdM1A7vvPMOZsyYgePHjyMjIwMTJkzAk08+GVQCPIIgiLqA+i9CDQkogiAIgiCIICEXHkEQBEEQRJCQgCII4pxn1apVuOaaa5CVlQWLxYIFCxYYbrNixQr06dMH8fHx6NChA2bPnh3xdhIEETtEtfNWEAScOnUKKSkpVA+IIGIIURRRWlqKrKwsWK01f49zOp3o2bMn7rjjDtxwww2G6x85cgRXX3017r33Xnz22WdYtmwZ7rrrLjRv3hwjRowwdUzqnwgiNjHdP9XlFEAjsrOzRQD0oQ99YvSTnZ0d9n4DgDh//nzddR599FGxa9euimWjR48WR4wYYfo41D/Rhz6x/THqn6LaApWSkgIAyM7O1swqSxDEuUdJSQlatWol/8Zrm3Xr1mH48OGKZSNGjMDDDz+suY3L5YLL5ZL/Fqvm31D/RBCxhdn+KaoFlGQWT01NpQ6KIGKQunJ95eTkICMjQ7EsIyMDJSUlqKioQGJiYsA206dPx7PPPhuwnPongohNjPqnWgsif/nll2GxWHTf8AiCIKKVqVOnori4WP5kZ2fXdZMIgqhDasUCtWnTJrz//vsBtYcIgiDqgszMTOTm5iqW5ebmIjU1lWt9AoD4+HjEx8fXRvMIgjgHiLgFqqysDGPGjMEHH3yA9PT0SB+OIAjCkIEDB2LZsmWKZUuWLMHAgQPrqEUEQZxrRFxATZo0CVdffXVAwCYPl8uFkpISxYcgCMKIsrIybNu2Ddu2bQPgT1Owbds2HD9+HIDf/TZ27Fh5/XvvvReHDx/Go48+ir179+Ldd9/FV199hUceeaQumk8QxDlIRAXUvHnzsGXLFkyfPt3U+tOnT0daWpr8adWqVSSbR8QAy/fl4c7Zm5BXUlnXTSHqkD/++AO9e/dG7969AQBTpkxB79698fTTTwMATp8+LYspAGjXrh0WLlyIJUuWoGfPnvj3v/+NDz/80HQOqEjj9gqY9PkWfL7huPHKBEHUCRGrhZednY1+/fphyZIlcuzT0KFD0atXL7z11lvcbdTThKWphMXFxTTLheDS9vGFAICRXTMx6/a+ddwawiwlJSVIS0s7p3/bkTyHrzZl49FvdwAAjr58dVj3TRCEPmZ/2xELIt+8eTPy8vLQp08feZnP58OqVavwzjvvwOVywWazKbahIE0iVHJLyQJFxA7FFZ66bgJBEAZETEANGzYMO3fuVCybMGECOnXqhMceeyxAPBEEQRAEQZwrRExApaSkoFu3boplycnJaNy4ccByggCAJXty0aZxEi7ICD47dWQc0QRBEATBJ6ozkRP1h63Hz2LiJ38AoJgPgiAIIvqpVQG1YsWK2jwccQ7x5+nSGm1fRxVBCIIgiHpKrZVyIQg9bPQkEgRBEOcQNGwRUUFdFZUlCIIgiFAgAUVEBTYSUARBEMQ5RMwLqH05pRj+xkos2nk6LPtbuicXI99ahb05VGYmnFhj/kkkCIIgYomYH7YemrcVB/PKcP9nW8Kyv7s++QN7c0px/9zw7I/wY2UsUBFKjk8QBEEQYSPmBVRppTci+y2ppEzB4YQVUD4hdAGVU1yJQqc7HE0iCIIgCE0oD1TIUMxOOGEFlFcQYQ8hUX1ppQcXTV8GAOjZMg039GmJcYPahqmFsc3enBKsOXgG4wa2gZ2mRBIEQRhCPWWIUMxzeGHHbI9PCGkfxwvL5f9vP1GMaT/srmmz6g0vLvwTz/+0B+sOn6nrphAEQZwT1EsB5fL6qFhnlMGmMfD6QnPhWcgqGDIlVb+Hsgi5vAmCIGKNeimg/vbBBgx55TeUGsQxlbu9cLpoQKltPEJoFiiayRc6nirR6qMAfoIgCFPUyyFnX04pSiu9yC2p1FzHJ4joOu0XdJ32C9elRLYOffJKK7H2UIHp9QUmcDwUC5QokgWqJkjPeE0C+AmCIOoT9VJAeQVpsNBep8zlhfQyzpvVRTFQ+gx5eTn+9sEGLN+XZ2p9dtwOdRC30j0JGW/VNScDVPRBaT0IIjqplwJKGqD1Bmq206JxOXjcVep01f58U+uzriOzQeSKe2QhUVsTyAIVvZB+IojopF4KKOltW9DpmRRf0cAcMmbdaqwY8pocxAMH+9q9Uf/+dR8+WHW4Vo8ZKSS3qd5vgqgb6J4QRHRS7/JACYIoiyO9t21BYYEKHJgp3sYcIoIXQ2YtUKzQqu0xJruwHG//dhAAcOeQdrCe4/5Dya1Ng3X0QUZBgohO6p0Fih109WYc+RSDM/VgkYYdJMwGkastVbV5nyo8Pvn/sTBzTZ6FF9oESCKCkKgliOik3gkoVhgJOq927ODMW43ibcyxZE8uFmw9abieYhaeIMBrYiT3MULLYqndN3XW4BRq3qpoQrL60WAdfdAtIYjopN4JKC+TY0jPheczsFSRfjLHibMVePjLbcjTSRkBKK/xsj/z0HXaL/huywndbdh7KYq1PfhXPwGh5q2KJtQxUKIo4stNx7E3p6Qum1VvYV/QYsHCSRCxSL0TUEbCiLeenqWKMEeRQeZ3Vvy8u+IQXF4BU77arruN2s1amwKKtUCxlrCzTjeW7Mk1ZUGLJjyCchbewp2n8di3OzHyrd/rsln1FvZRJqsgQUQn9U5AKVxzOmNcXQYoxyJG1zAUkepVBJ6LdXafWAvUK4v3YuInf2DJnty6aUwI+JiJFdIl3X2KLE/RgnhuaXGCqDfEvIBSBxaHYoHiuvDqWRDUsTNOPDxvqymXDs/6YpRfKBQjHxt75BNq1wKllfgzv9QFAMir+vdcgJ31KAlZWz17vqMZskARRHQS8wJKjdd0EDkzqFAHhgmzN2HBtlO48d21hut6OEHVLq+Ps2Y1oSRwZO+RVxBqNYicfSZYISc9X2ZTMUQDygkT/v+f41kZznnY9B/U/xBEdFL/BJTPXBA5696jGCjgcL4TAOB06wshoDoLOUulR19QhDJIKKyEtWyBYo/tVbVDvSzaUfwmqq5hfbOwRhvKGKi6awdBENrUPwFl0oWntEAFfh8t48vh/DJM//lPnCkLv8uozOU1tBzx4FlfjPYTivgJjIHS3sfPO0/jwS+2otztDfo4PBQCyqe0hKmXRTtujgvPGi0PeD2F7XMoDx1BRCf1TkCprRZm1uMN7tEyvlw/cw3eX3kY//xmR1j363R50W3aL7jopWVBb8sTUEYWqFD0RmAMlPa69322BT9sP4UPfz8S/IE4sI8E67KUdDfPjRmtsNdRuoasC29/bimmfLkNRwuctdyy+gvb55AFiiCik3pXykU96GquZ1Jo1TUllX6LyqajhWHd796cUgDA2XL99AM8PN7gY6BCs0Cxlh+R62oVRVHhjioIk6WOtV76BBGbjxXigc+34lRxZUDbzCAIYp2Vg+H9Jti23PjeWpRWerE1uwjL/zG0tptXLxFF/Rc4giDqnnptgdLrmNjBWFotmk3p4W6aIpFfkAKSHwPlw4KtJzWtGKHEmSmtifwgcnXbwyVRFLX7BAETPt4kiycgOAuU0+XFpa8vxyNfbgtT64LDo0hIGujCK60S6UfIAlVraM3yJAgieoh5AaXuesxmIufFSrHrR3MxYVHUjwcyAzuABjujjLf+vE3ZePjLbRj6+gruNiGlMVDEIfHPWR3nFq7gaEFlgar0Ks85mGu2cMdpZBdWYL6JkjeRQGGBqjovW8z3DNEN+3xF8XsbQdRrItpNTp8+HRdeeCFSUlLQrFkzXH/99di3b18kD6mLKIo1ioFiB+xoiYGSkMSDxydg5Fu/Y+Inm2u0P/b0eBYlPXjiYevxIt1tQilXoZ4Jx7udkaqyorBAcc43mPp4TiawfXt2UdgC3c3iUcxM9f9LQeR1i2DSUk4QRN0RUQG1cuVKTJo0CevXr8eSJUvg8XhwxRVXwOmsG1eATxC5OW948PJFRfPUdKll27KLsC+3FEv/rFkmbHb89HhrLqCMCMWF51GlpODdT/WycOkCtQVKTTAxUOVMaojrZq7BLf9dX7PGBQl7HXkuPKL2YR8pElAEEZ1ENIh88eLFir9nz56NZs2aYfPmzbjkkksieWguXkFtgdJe18dJY+CL4plVcimOMIk8pYUlyBgoThC5ETXNA+VPpGnChafjei10unEwrwz92zUyPDarj7w+MWCvvGt2MK8Mz/64Gw8OOx8Xtq0+RoUqt9aOE8WGxw8nvAkTlEizbqFZeAQR/dRqpENxsX9gaNSIP0C5XC6UlJQoPuFEbYHSL+VS/f9qF1705vaRMheHq7P1Grio9AjFAhWKC09pTeRbgtSCUs+wcs3bq/HX99dhqYk6dmx7+S68wGX/+Ho7fj9QgJtnrVMsLzeRnDSSKEq5SBMm6qgthB/KA0UQ0U+tCShBEPDwww9j8ODB6NatG3ed6dOnIy0tTf60atUqrG3wW6ACkwby1w1cz+wMvrqELQFhtuMtrvBg7vpjKHS65WXsoBpsDJQ7SJcfEFqgrFow8YRMMLPwThZVAAC+23rC8NiCymqjFmY8C9TZcnfAMgCo8NRuzJMaZR6owGedqH1EskARRNRTawJq0qRJ2LVrF+bNm6e5ztSpU1FcXCx/srOzw9oGQRBN54HyCYEdmIcdNKPMnVedaqF6mdmO959fb8eTC3Zh4id/yMuMgqT1MFrfjNAJ5TgujnALnIVnvN+CUr7QUexXkcZADHAN8s6xcXIcd526tkDxZqZG6wtCfUHpwqN7QRDRSK0IqMmTJ+Onn37C8uXL0bJlS8314uPjkZqaqvjUFEXRV1UMlNkgcjmNAadoLADsOlmMY2fqNkeO1JpQOt5fq1xWm4+dlZexQpOXGFMPI4tVhSdQMBi19eWf92LqdzsUb+aBFiieC0/5t5ng6AKncbJNZRA5x4XHEYRNGsTL/39x4R70fm4Jjp8pD4iBqm08XAtUXbWGACiIPBy8tOhPzFp5qK6bQcQwERVQoihi8uTJmD9/Pn777Te0a9cukofjok5bYDbDOG8asbI+nn/Zf1cdwqi3V+O2/20IW5tDgmuBCr3jrYkLzyjonCcY9NypPkHErJWH8MXGbBwvLJeXq0UK17KlSl1hJn1XQWlwAop3vlwLVINqC9TSP/NQ5vJi58lirqCsTZQxUGSBigYoD1TNOJhXhv+uOoyXf95b100hYpiIzsKbNGkSPv/8c3z//fdISUlBTk4OACAtLQ2JiYmRPLSMItmiICgFlUkLlMiJC/EKIjw+AS8t8v9AswsrwtbmUKgOImfTL4S+v2CDyMtcXnz4+2GM6tHccH2egNK6F6IoKmKq2NXUApgXeyVU3adgkMrj6MHukhcDxcsD5WCyU0oWy3K3F05XFMVAVZ0XxUDVLXrPOWEM28eoyzkRRLiIqAXqvffeQ3FxMYYOHYrmzZvLny+//DKSh1XgUw0OvPxOgF8kbDl+Vh5seekOFNYrnxhSsHSkkGOgmGU1sSKw5/rR6iOG609f9CfeWnoAw99YZSyguC48/ro+QVTU0bPbqjtCUxYoldUxXBnkWcHHm3HHm7Hp4RTtLXf7QoqB4h0zVBT5tCiIPCqgGKjwQc8yESki7sLjfcaPHx/JwyoItEAFZl0GgDeW7McN767Fv3/dH7Cd7MJTxUAFk206VJwuL7ZlF5meUaeIEaqJgGIuzq8mpvX/cbQ6fspIWPIEg5YLzyuIiuBw9k1SLSJ4rkafKCrW03sRtTHJjyoN3GqiyoWn3q2b82zwRI/T7Q3ahbfmYAG6P/Mrvtx0PKjttOC9VPAGbXqJrz14k1iI0IjmBMjEuU3MV7xiRYReHqj3VviDDaWgQ4EzqChmK4miogireptwcdOsdbh+5hos2KZfJ006MjvuiTVx4ZkQh5uOFuL3A/kA1HmR9LfliROtt2y3T4DLw089ERBEzgl297vwzN2XpDib/P/ckkqdNQNj69QuAp5Y4r0Jl7vMW6B2nSxGTnElHpq3FRUeHx77did3vZJKD6Z9vwtbjp/lfq/Gy4mB4g06pJ9qD8oDFT7IgkdEitgXUCrB5OMIIx7qJI0B+1LN6FNvEy7+PO1PJjp/6ynd9aRONlyzd7TORTLSCIKIm2etw+3/24hCpzvAHaoHNwZKYxOPV1C48NSzKlncPn5sFS+nFw9WNBaU6acyUKYxMFcLz8M5ttPtNTUL73B+GUa9vRoXTV+GBIdNd91XF+/FnHXHcMO7aw33CygFr/TfSLwMEOahPFDhg1x4RKSIaQGlLh7s9YncyvMskiHBx5lxp57BpxYKkXzTsRm8/ktHNhskb4RW1nUpDQDrLjtb7jbMzM0STBoDtQuP7QvNpDHwqVyteiKX3V9JhUdzPXV7eTnB+KIqcJnfAmUcRL7zZHV5lwbx+nM/9p4uNdwfC28WHm/QoUDc2oNioMIHCSgiUsS0gFL/cNRWI+ktu7i8erBMrHq7N4qBAgJjfSL5Q7VxipOxb6lyLbwwdbxabi9JQLGDrgXKczfMA8WLgdJy4elYoNRCjT8Lj1/rjQcreooNBBR7aH8iTSVen4iDeWXYxQgfnnhzur1BWxhSEgIF1Imz5TiQW6p5HD14MVDcl4ug9lr7zJw5E23btkVCQgIGDBiAjRs3aq47e/ZsWCwWxSchIaEWW6sP5YGqGWxFBhJQRKSIaQGlHki8GnmgjhVWJ8Gs9PjgE0TDPFD+dZV/RzJYkZcAknc85WAY+vF4ySGBagsdK7AsFovShWeQeJNngdLq5DzBxECZCCLXsqz5BFERP2YkoAwTafoEjPlwPUa9vRqbjhbKy9SUmkiZACitPzwL1JBXluMvb67CmTJX0AOGYhaeFETOtUAFtdta5csvv8SUKVMwbdo0bNmyBT179sSIESOQl5enuU1qaipOnz4tf44dO1aLLdaH8kDVDD1LNUGEi5gWUOofjiAqa+FJb9nHzpQz6wBnnC6V0OLvj7WMAJGNG+FZoHhxNjzXYzAcKXDix+2nNC1Q0i5Za49PEBQWC14sEgtPQGk1Vc+FFxADxSvlogoi1xNqLMEIKK9PDDDPuH0ickv8CTkf/WYHt70AkG8iaSeg3H1KgqO6HSqxf6TAGbwFipNegW+Bil4F9cYbb2DixImYMGECunTpglmzZiEpKQkfffSR5jYWiwWZmZnyJyMjoxZbrE+4EuLWV8IVykAQesS0gAqwQPlErrsiTzWIFZS6uSVf1PtT116rqQWqtNKDK95ciZcW/RnwnZUjoIyCl0N587rs9RV44Iut+GnHae730jFZweHxiUqXlsoC1bZxksJ6wZt1ptVWtQtPHcivaBvHwnPje2uxYn+1FYInOvecKsHkz7cqlhm78FhXIieNAdPmIwVOiCI/7cUZE2VjAKX1J5mxQJVWehXPoccnBi3kPRzRzfXCRql+crvd2Lx5M4YPHy4vs1qtGD58ONatW6e5XVlZGdq0aYNWrVrhuuuuw+7du3WP43K5UFJSovhECqWFkwRAsND1I2qDmBZQ6oFEHQMlvZmoLUn5ZUoLFC8TuX+78AaRf7r+GPbn+ksQqLFx/Cce9fFV51eT5kiz/9SIov84boWAEnRjkx64/Hysffxy3HZRawDBpTHw+ASVBUr7OFpWs1cX75P/z3sbvX7mGiz9U5nrKhgBxXPhVQY8G3z34Vmn/nEkWOsPq6WLKtyK6+lVWQPNoLRASc96YFujVD+hoKAAPp8vwIKUkZEhVz9Q07FjR3z00Uf4/vvvMXfuXAiCgEGDBuHEiROax5k+fTrS0tLkT6tWrcJ6HizKNAYRO0zMUtMXSYIwQ0wLqMAYKIHrmlO7fvJLXaoB0v+vesBWCwE9C9SxM07klernFsor0bZGcF14aguM6vwiZfr3Csos7H4LlHYQudUKNE9LRKMkfy24YILIvYKojIHSebM0U7OP15nytgvGhcdLT8CbYMB7PrTarM79w+pndnAoKvegknkBqPQIQQ8YXk4MVKwXEx44cCDGjh2LXr164dJLL8V3332Hpk2b4v3339fcZurUqSguLpY/2dnZEWsfzcKrGWSBImqDiNbCqwvYukf8GKhAy4HaklTodHFdeIYWKI0fanG5B5e+tgIAcGT6VZrTwc84tXMP8YLIeRaY2vD9ewVB5cITNPNAOWwWXNaxGQAgMc7/uAUVRB4wC4/5zmBWJL/t5q6JsYCq/r/PZ1xrS9Bw4WnhE0RF2Rp27+z1LarwIC2xOibK6fJqBspr4eZYoM6lTORNmjSBzWZDbq7Sipibm4vMzExT+3A4HOjduzcOHjyouU58fDzi4+Nr1FazKCex1MohYwpe/00Q4SZmLFB3zN6Ejk/+jCVM2RH1QBKQB0rDAuVRx0ppxUCZtECdLqkuNKw3MBfqxMPYOHdKLSA8XoHregw3UiFl+W/V9ZLa9cqN3bHzmRFoWGV5SnT4T4JvgeIfyxMQRM5aX5SC06j8CsDP2cTDKA+UUSJNNYIYXFFj9bPEihcXK6DK3QoLVJnLa/oc5WOxeaB0ignrBZF7VSK6NomLi0Pfvn2xbNkyeZkgCFi2bBkGDhxoah8+nw87d+5E8+bNI9XMoCALVM1QF34niEgQMwLKVzXQsgKFnwcqcDBWCyiXx4czZdViRs6No9qfOs5Fy4pit1Zf5uzCCu46AHBGJ/s1fxZeYC04rVp/4cRfSFkpIHiJNOPtNkXW7Piq/6tjzgCdGCivKgaKucYFZUrBqb4fPMJmgVIFsxtZZ3iZ643WV1J9APZ5La7wKNJp+C1QQQoojtVSL8ksjx+2n8LFry7HJ+uOBnXscDFlyhR88MEHmDNnDv7880/cd999cDqdmDBhAgBg7NixmDp1qrz+c889h19//RWHDx/Gli1bcNttt+HYsWO466676qT9apQxUCQAgkVvsglBhIuYceE1TPK7MdiBTz2Q+Mt6BP6w1AJqxm9KM760iVqwqC1QWj9Udnn22XJ0b5nGXa8wSBeeOn7G7a2dGCiPICiDyL1K64N0PR0qs5ndKiXhDGyXbhC5h+/CkwRnosOGCo8v4H7w0MpvpcYwiFydxsAAfxC5+fuh3qfCAuVlLVAeheXN6fLWKA+UXBKIa4Gq5tXFexFvt+Gh4ecDAL7ZfAIniypQVG4uKD7cjB49Gvn5+Xj66aeRk5ODXr16YfHixXJg+fHjx2FlXmTOnj2LiRMnIicnB+np6ejbty/Wrl2LLl261En71VApl5rB/j5rkg+PIPSIGQElxYEYW6AC37Z5FhEWs2kMzOQYyi4s564D6AsoyQLl9gp4+MutGHheE/RooRRiHp+gcN+oRUmlx4eCMhdapidpHscMPkFUzAD0CiJ3dpxDVX9GElS8GB3Na6dy4bHr5VdZoLIaJuBQvtOUC89IxNitFngFEeVuHzw+IUAESqhjvozCgwQhWBeef909p0pwpMCpuJZsioTSSqWAKnP5ajQLrzqIXHsfp4oq8G5V8e17h7ZHfqkL6w6fAQD8X+8WQR07nEyePBmTJ0/mfrdixQrF32+++SbefPPNWmhVaLCXn1x4waN04ZGCIiJDzLjwzAgorTxQkjUlKY5fpNVsELnWoMMe87iGgBKEQOsYuz/JAjV/6wks2pmDpxbsCugYAmK3VP3Gde+swZBXlmPPqZrlr/H6xMAgck5wt8OuskDZdCxQusWEAy0kLq9PzuKd1TARQGBmeB5G1pn05DjZ2nO2XFvQKoLIBXNB5MG68ERRxFUzfsekz7fgT6a+HXs9ylw+xd9OVQyUucB6NrlsdXvVSOdYUslYeX0ilv2ZB1EEBrRrhFaNaibOCT8CWaBqBAWRE7VBzAko1oXAs0DxpmxLg0xSHN8gJ21iFESu9ebPuo2yz/JjoNQz8Dw+5Uw3q8UCj09AARMn5VYlrPT4BN2OY19VrbTFu6tz4wgKkcZtWgDegDxQge0AgLgAF16VBYrZ9tP1x/CPr7drBmL780AxiTSrzkly3zlsFjRp4J8ZxZvdx2u7HvF2K5ql+Pd3qkg77YQi5qtK7OjhE0WucNRr5+GC6hJDbAqM/2/vvMPkKK61/3ZP2ryrzVrliBASkpCQWAkMGIGEMUZgk00yFklyEhcb+X6Afc29wgljggFfG4y5JhqDbZKRJRBpkUABIUAJ5bC7Shu0YWJ/f8x0T1VNVYfJu6rf8/Cgnenpru7pqXr7PadOBSgBFaIdqACdA3XCXa/j9Q38oqjG/oh2aQK3FYiH8MhJAMFwPO9wZE2J6XEk9pE5UKmRsFKARJIB+p2AcpIDFTHcjOiAVOJL1YESiYD45/Ye4TtQvJpSZFsfe287TvqvpVSiOetA+ZkcKJGgKyacNlK48PKseIQjEWoQ5yWzA4k5UF53ogN1x0sb8NfVe7B2Vxv3WMGEOlDR/+vXoarYh4LY7D5bs/BshPCGxEKcZuFWOok8YukSRBc1th9KCEc0NH1xyPg7JHCVuvwh6vqwOVDBsIab/m+N6bH4daDEJ0RWkg8QAtfn7jfdSc4hRZNMgnYOFZaWAlSSIfpNj2c4UFQIL3GpFd7sDL+FA6V3ZmwOC5s7JUpxIY/Jii7eNkB0UGMrjXf6Q1j6eTOxDc+BSgx3AfSATy4FQi8KzG8/SzBMuynsdYknkdM71B0oJ7lACbPwYuekz8CrLvUaTpfo2pJYCiiXaoShdgvELrsftv4Wj4imOSovEAxHjLwiIOo06VAhvN4QVcYgmTpQvLXweGEPfSDqJEJ4wXC8qKpXCqi0IUN4qSGTyCXZoN/0eHqtIbJ+DyswwmHWoYn+Xx8AigUOlGgxYTbnRjRwkYJBVCuHfUoKhjVuWIs8JjsLL8ieH/G2ni8EACWkgCIGY7M6Pzd+aSSxX41KZBaF8BJm4cUElZPZaGwIT79+egJ5VbHP0cBtz4GK5lSZlZygZ+FFLEVLOML/Ps2230M4YJ2EgDIN4fnDjgdcai08EwdK/946iHspGIq7kdKBSh/krSJzeJwjk8gl2aDf9HjxHKhoaCcUjuCOv2+gtmEdKCOJ3BBQfAcqYjhQbAiPdqBEv1M7djKb5xCKRLixezLviu9A8XOgyNAm6TRRU9gh7qgXfnk0BseERbSQpriD0t9jhY0xCy92TDu5Het2t1HiLyGEV+J1JKCsxJvHpWJwzIHaY+JAkU0PRzTLp9xLH22yleROtpPMTTpKuD5+pnAmG8JzCu/+5J2P/nshv49gOF7Sgs15kyQP2U/IHCjnyCRySTboN2UM9DpQHb0haJqGtzYdwOaWo9Q2EUEdKH1AKhaE8PQfIJtj42cGRJE4ErlC1GeZ10NhjfvDpx0ouj2BED/H6+3NB3Dt46uofcf3QZcjEFHgcRl1nELhiHkSuc06UHaSql/bQC8Gq39nPYHoIF5W4IHXxXcOefDy1FyqYuzXZTMHig3hWT3l7ms3XweRt38yN+mowIHq8ieG8JxCOaQmhTRDsWR5MoQXIBZ7liG89CHrQKUGvRZeDhsi6df0mx5Pd6DCEY0abEiiDhQ5ZTvmQNksY9AdoPdrN4mcHFxFT0NsyCQ6Cy9xW1K4dDNLogTYOlCxTa9+bFXCtPv4ccgnXW7TAETFkF6Lil1MOKGSu0UdKH3Atqq/9furphqiS6eloxez7lluFDt1q0rKDpSLsOQ8LgVDKqNO2962HuHTP1t5Pd2DHDsL82gvPweq0x+iRHVnqgLKIok8orEOlCYFVAaQdaBSg65tJhWUJDP0mx6vwOMyOvC27iB36ZMwsxae/RBe9P9djGBhHSk7SeTigYkN4Vm7Guyacp29QVuVyMmcFycJ3fEQHF0Hii0fYCQVuwQhPOa6izjnhHrMJ3KvAOD+ZVuwty2em+Rxq45yb3jXn7xX3Kpq5NOR4oCFzGWzk7zulDATJiWFEfkdB0IRSlyJrqnZDEX6ntH/z793Xli9hwoHB8NkDpR9J1BijkwiTw3pQEmyQb8RUABQQZQyYBOsAc4sPI0VUAIHKvaZbn9yDlSQI9oSjpGQRB5BMGTec7IO1Prd7VyHjSXMDMB2iTtQtDsiChuxjkS8kGb0s7zviOWUkVXU32x7PS7VmQPFcfVIl8vtUlBIrN8ncjPJ78vKSUsGttaWqB0AcMhkEWodsyVWeJXIRbVzfvjCevx19R7jbzKJXDpQ6UPWgUoNXj8vkaSbftXjlRZEHaSO3iBXGLA5ULqYsSpjEA/hMTlQtssYWIsaVleFBLPwSPT26LPqPtx5mDo/vePVw5s6ZiUIzNCFBuuOsNdFh82B8qhxBwtIzCHjMXXYAOpv9up5Xc5CeFwHykWG8KKhSl1Edfv550ZeNifJ4XZhc6DMxoCDJotQ65gtE8TLgbIbNgqEpYDKBKISJBJ70Hmn0oKSZIZ+1ePpIYRAiHZIJgwqA2DDgRLkQOm7YoWC/TIG1iG8hDpQkcQ6UCyPrIiuRzZjRCUAYNuBLrR2xt0IvTk1scra8WOJE8BZrmkchle/exqAaI0k/TPs8iE8EgSUO+5gAfYcqBKfG1fMGGr8zT6Ne1zOQni8HCjSgdJdNj2c2xWwdqDYUGo6YGc6mmHHgTJbloYX9rVbvDF6L0TPX87CSx9UCOoY109OHLhAKIJ9bT1ModtMtEoi6WcCSn8CJgXUWeNq0RgLA/mDiXWSwkTFb6syBvpgqg+4bF6J6Kk9xHnCFx1Dh13XzoyaUh9GVBcDALXOnS4Q2YGN3K+VA/W1yQ0Y3xAVoC7KgRIns+uIC2lGZ3PZcaAA4H8unIjTx9YASHTq3C7V0cAtmoUXb6MuoKJiWiQOqTCowx766fmn4KsnDsSPvzJOuA0709GMg53pc6BaOvy4941N2NJ6VLg9+1m9nT5Pv+pOcgp5mx7LIbz3tx7E1Lv/jdc+MV+OSOfrD7+Pmfcsx7rdbcZr/cWB2tp6FG9ubM11M3KKpmm48+8b8OQHO3PdFAD9VUCFI0YNHa9bxZjaUgDAK5/sowbECDObTCSg9A5MD+cMrCgAAMrtAcR5I7zSCTp/em87Ln20iZoaru/Lbnht1Y7DRhiPdEz0dicsEyMoY8DDpcZvEY9LkAPFcWk8LiVhgV1SUEVzfOw7N7rIYYVmsiG8tu4A5j30Hp54fwc1C0/fvR7O/cYjTXhw+ZbE/aQwqDWOqsKDV5yEoZXFwm1CTAiPh6777KwBSFboTzgWc9/qMxztQCWRSwcqbdBJ5MeugLrqsVU43BXAzX9ZY2v7T/a2AwCWEUKjvzhQs+9dgev+9CElDo81mrYdwp+bduKOlzZYb5wFstLjPfTQQxg+fDgKCgowY8YMrFq1yvpDSeAjHSiiFtEFUxrQUF6Alg4/dhG1fcIaLaBEZQzCRg5UVChMaCjnbid0oJhZTpqm4ZX1+zHrnuX4yT8/w8rth/GHd7ZTnwlG+GUMeFw0ZZAhMOgCj9H/89bZM45jESakw1vxHCbyuvHyhNjwHRAPAer7cDJ7TW8Ge4mjITwndaCiO3h4xRdYt7sNd/3jUyoHSv+uyXURf/XG5oT9pMMVEE1aAKL3sJUBqc8WtAO78DWJkzw4loBMIs8I5O11LKdApWMdwP6WRP7pvvZcNyFndPQ4L9OSSTLe4z377LNYtGgR7rrrLqxZswaTJk3CnDlz0NqafiuSFFDkgrY+twuNo6oTto9ENPhjLoiigJp9RW0XEz16qGriYL6AEoXc2E4gHNGw4Kk11HR8fW03Y19hawcCAAYPKMR1s0YkhMui7Y45ULEBblx9aWzfZDFO82OQQsgtCOFtauk0/Rz7eSAqEJ0JKL4D5XgWnlGIMy4oaAcq+r5oQoFOOjp2s2PYcZXYyQFmiL5nTbMfKuYh60BlhrB0oNJGuL9YUDHk7ZA/ZLzHu/feezF//nxcd911GD9+PB555BEUFRXhscceS/uxyBBe0OjUo4MjW5ARoB0or0ulHBKSSGxKuT7QTBwkcKAEAxH7hM97IupiXJxgOIKgjYHtvIkDUexzG/lFVHuYEN6wqmiF7bCDHCi3KzE/KBiJUMuM8OAJKA/jQDkpoaALKPaoHrczAcUTPhHO076ZOxTdT/T/dhdg5mF2DLO6TToDihwIKMG1TkU8AbIOVKYgRZMcMFPjWE/C70u8t/UgtnAeyOPk1+zUjAqoQCCA1atXY/bs2fEDqipmz56NpqamhO39fj86Ojqo/5ygJxOTSeT6oO3iODThCP30zHNxgGhnRjoWohCeXQeKl9PIOg7BsPUsPADwxVwzt8CB0jTNGIxLfJ6EdlrVmmJrJAGJiwnz8HLa41IVIxRHDrx2iIcoOTlQDnJv9OVIyNaR34++f9GyPjr6AKcv+5IMZsewM7OvsthnuY2OSCiL8vasqC7Ri43KEF4moEJ4eTBQ9GXk9esbbG3txJV/WImzf/O2re2dLM6eKTLa4x08eBDhcBh1dXXU63V1dWhubk7YfsmSJSgvLzf+GzJkiKPj6R24P0QkkccGVw/HgSKTyH1uleviAFFXQq9C7nWrGFDsRW1p4uAlCuuwuUw8B4pdJiZkY301vd0A3/GJRKLH1pul18kiQ3hWRSDdVAiPrERu4UAJBlN9fzP+Zxne23rQdB8kutOTMAtPdeZAAcB7Ww9h3Z54HgFvyrhoQoGxXawhQyuTF1CinDvAXghPFzF2EInVZDqhx687GV8eVxvdbzhiLN0jBVT6kJXI00eqLms+QD44puJ65zPs2rVW2M0RziR51eMtXrwY7e3txn+7d+929HlSQBkOVOw1F0cchSgB5RI7UBHNqEKuD3r15QUJ24kEFJvLxNuOV1PKzg2iCyhRiJIciPWQEdmhbD8oXjAXoIWnW1CJnPs5gStE7u+ZD+1/v6qg17C7lAuZL/TNP67Ex9Q050QHykzcAPEBjncf2IUUaezXp98PvCWJdCqLaQFllhMlDOEl0QmdMbbG+H7JJHIn9bgk5shZeOmjP1y/fBAL+YadCE2myWiPV11dDZfLhZaWFur1lpYW1NfXJ2zv8/lQVlZG/ecEryuxkKbe0YtCXAHi6Zl0W6pLfPjG1MHGdnoCuR520d0cEtFsD/YJyI6lHLRZxkAP4fEES7TWUmKSPDlobmw2D5O6OEUmg5z8JVZwCAVUkoOsSEh4OGUMTh9bgxOJRP/F547Dv77/JeG+eYMV60D98K8fYzMRm9e3Y0WME3xE2Jg9nh52LfK4uOKYPXaJzy2cBAGIk8iTmYGnKIrx/ZI1wKQDlT5IY7A/CIBcko4JH7mG/P3219uBPC/hIu7E7yKV2cPpIqM9ntfrxdSpU7Fs2TLjtUgkgmXLlqGxsTH9x3MnPhXruTjcxYUj8WKOXpdKDVRDKwsxfmBUwO1r78UFD70HIC4UygriT/v650TCiA3F2ZlWGwpHbLkDhgPFzfGKOxkFbpchEHVBp2kaNjabJezFBRoQXbAZiE6JZwfkS08egrqyeFhTNJiKwqTx9/liQWRbezmVyGeNrsLgAYXG3zeePgoDisXuDNnB6l8VW5X+uY/2YF7sHiA/M8BBKQEWRVFw+7nH46bTR6G+jHay9JCux60KxWN1Sfx6VxR5TN0q0YzHZDsh/fsl1+iTlcjThyYdKMeI+9++f/3ywW3JJnYe+JwWMM4E5okeaWDRokW45pprMG3aNEyfPh333Xcfurq6cN1116X9WPFZeGGqjAEgCHERxRx9HpWesu+KD1yrth82Xi+MDaykA1XgceGoP+QgidyGgIpYr4UHkCE8/iy83liOU4FHpUJwAHDgqB+HuwJQFWDQgELsPtyTsI8CQpzoLslRfzhh4C0v9FBt4CWRA4nVyVncLoV7HV2iEB6njIGqKAnX3Ey4UQJKD+FxcqBIt0X/apzMhONx/akjACChwnBPTPi6VQVuVQFvsRbSgaoo8pjWSElnCA+If49dUkBlBN7MUIk5ov6yPySR89ar7M8EQhHurF6yH8uHsGbGBdSll16KAwcO4M4770RzczMmT56M119/PSGxPB1QhTSJSuQA34GKaGDKGJCLyioJeSkAsOdIVGSUEg6U160CfrMyBtZJ5LzPWM2QA+KuEE+YkDPwColQkC5QNjdHk/aGVxdzBz+PS6HCmiXE8iZs28oLPSA1iiiEx3PKqGOqKnqR2BGKcqDcnFl4iqIkVB82MWeoASpeidyijEFswzIHtZjMYE9P/948LhWqoPFVRBL5gCKvcOFjwKyMQcQ4vpN+WRekR3ujAspr0k6Jc2QOlHNEA2p/cKBIt8XJ7OW+BHmfi84x365DxgUUACxcuBALFy7M+HFElcgBsQNFlTEgFICCxKVIgPiaYmQITz+uk0KaVoTCEUez8EQhSn06fIEnHsILxzoaffmY6mIfuoOJ7kUB8wRgOFCBUIJ9WlZAO1DiJHJzl8ITE6Msoo/p9btUJS6Eov+mr7GiRJ0c3nfEc6Csxix9O1HI0SnsvaYLKK9bFR6jiihjUFboQXN7r3D/Yks8eh4+t5owkQGIzjIkq/frsCE8mf+UXnii/lghFI5g0XMf4+ThAxx9TjSg9gcBSorDfAhdZQI74Tlym36fA5VtqEKa4bizBPBn4YU1WkCx7ghPlJw3cSAAOoSnixies7S19SjeZabr25k5HoxYlwqIHlucRP6vT1uw41BXdDvKgYrE/h/dv0tVuNfH5+ELqG5/KCEmX17ooVweoYCyCPOIwkDCWXix7ckBnBfCA8SJ6Lyqz1Y/zghx7dIBuxtd+Hpc/O8GAJXX5VYV07ZYhfBERTB/d+VJuDg2mYLECOEFpIDKBJQDZfLApWka1u1uQ0eveK3DvsarG5rxj4/34Y6/f+roc6LfbH9IIqeEg43IRF+E7KOEZVfyLAeqX/V6ZCFNIwfKpBJ5Qh0oQkApSuKgNqiiEP994QQArICKDj5hjuCZfe8KHGAWHbabRG5vFp7YYWvadgg/euETALEcKCaJXBdSbpfC/Xyhl7499BmIXf7EJPLyIiYHyi0OuZkxbmAp93WzMgYALbx4DhQgdosilAMV/f8JgmKpOvp3yAtbJTMzjz0/vfyEW1XB05RuVaFEj6ooptc2EIrgg22H8PoGuv4aOQuVx6CKQvzy4kkJr+vCVa+gL/Of0ovdOlD//rwV8x56Dxc8+J54oz5Ge3cgqc+JBt3+IKDo3J/cC4dMYCc8R5oK+ZBY3696PaqQJhPC44a4yKVc3K6E8BI7qH39pEHGAq5k7osuYuwuWhm2YUGFIvbWwovPwjP/KgvchAMVuwn1/+uJyrzPkOh1pI76E0N45YX0LDBxDpR5O//raxNw+fQh+NstM6nXzcoYALRbpqTgQH37tGhS93H1pXjmhlOEuVP66bPJ7e/88EzcdPpI/odMSHCg9BwoQYFX9lwU8F1WnUA4gst+/wFu+r/V2E2E5PR7TFTDSZTXpH+/eghP/w1I0kOEE1bm8c+P9wEAth/synib8p1MOVBHugJGukOuCORZ6CoT+IkUAtGsYf+xlkSeTUgBFWJCeLync02DMUuNlwTLCihyZhY3hGfzh2rn/re7Fl48hGfu7BR44rMK2RCe26XC7UpsVAETwiuJnX97TzAhL8OugOJVhCepKvFiyUUnJrxuVsaA/D8gDuGJxJt+Li/cPBNTh8XzLk4ZWYWxdaXcUg/6AKcqCpWAPaSyyDRM+furpnJfT8iB0ivfuxRu/leC4FUAs1uA7Jz2tfVgSKyCun4PiARUglCL/alfbzKJXJI+7NTE6a8ke7aiAdXugy2PLn8IU362FIoCbF9yXtL7SRXSbcmH0FUmCMgcqNxCr4UX/dF4TJKsgXidJPYJWlESBy5yZhaZRK4LDXLQXrH5AL7z9FruMe0lkWu2LMoCI4Rn4UB54pXWw0YIL+5A8dyLAuaa6DlQbRyL3a6AsjpzUahOVMZAF0WkgFQFM8qs8pVGVhcnvMYKC92xjBghPKCEWdNOJNRuOWMUzjkhsYCs3maS3pBexsDcgZp9fHRJlWtnDje9B8h6TbzFpEU5UOx1111aPTTeQyS7S9JHPi3lomkabn9hPe779+bcNsQCoQOVglOh55BqWm4HbCqJPA9CV5nAT6yaIQzh5ZmQ7JcOVCAUMTogw4ESCihxDkeCA0UMlLxZeOTAdM1jq4TttDMrJBSJ2BJa+sBnlVtU6HEZIkn/MYbD8eVCuCE8gQPVxVnotsDjogSKqA6UVVhSpAHEoSQl9n/GgeJcYyuXhHcMVlh0+UPwur3G/l2KgiKfC52EQBG5bGYCjr3XyEKavI/pIu2Rb07F4e4AaksLTPdPCihyJmKIedBIaBfzsptzvQEpoNIN+dNPxUFJB5/t7zCWXfreWWMot3RvWw82N3fijONquLOWk0F0upqmmR5DNKCm6/p1B8IoL8zNfZ5vzksm8NvKgToGyxhkC32wC4QjRoglXsaAf+PrAxXrNChIHNTI6tRkCE/fzn4Iz2YdKDsCypPowPC3cxmDH+tAeVwqXKp1CI+3wO7L3znVcObsOFABi6dBkQMl6jd1R4R0fVRV4dZxKiv0YG9bYrFQHZ4AYZ3J9p4ggpEINQuvxOdGC1F7QeRAic6N916vUSFfMXWg3C4VtaUFsX+L90/mcJCdkB7OFYk+9ti60Ga/X7kOXnohH7JyHcLrJZwBfyhC9Quz7lkOAHj82pNxZmyB6VQRCYRgWBNOTgHEScWpFNIkC832BsOm601mknzL/ckEdmbhkeNHPgjJftXrUUu5GJXI9YGGDvHo6MUHeU/Q7IBaSAzKJYSA0o9lW0DZnIVnJ9ncrBI5SYkvnkSu33hkGQM7DpSeRK7jdauYMKgcI2tKovshRIDI0bByoEShOtHrumvkZb7fu+dNwLj6Uvz2ssnG6+WF5s8LvGOwDtSFv3sP0/97GXYc6jaOr+cT6YjErJlDJBSIggKVvO/LbP/krUkuMK13xiLxxe7Sw8k5AxLvFUlqkF2EnbInmYRsSw/HfQaA95hSLamQ7LJDmSikSf5WugXnng3SPX3/5fX78OemHSnvJ534bYTn8s2J62cOVFxAaaAdKHJwKfK60RsMIxTRcDiWz5PgQHHKGJAODPkErm9m1yq2tZiwzTpQZknyJDWlPuMaGA4UITJ5g28h477o6wXqHRI7iNKV3AUCyuLcRaE6M/eGPZ6qKBhWVYzXmQWErZ4eeRqUbc6R7iDzvoL/uXAivv/MOlw3azgAsZhNRkC5XfxCmrx92S3qSVYsZxfdTmwXvU9RCK+21AdJ+kimEnkwHLGss5YMpBvQHQxjgMm26YB0vEisBVT6Q3ikgBKJx2xA14FKXTgsfCqan3vq6GrjAThVNE3D6p1HMG5gmZHu4QRbDhQlsnLvxPVPByocTyKPOzTxgcDtUgwHSa8sznOg2MGDDQvd+KWROG1MNWaNrgZg/0nHVggvZC8HSm+jlQNVW1pgdK5sCM+uA6UoCiMixbMWRSEdsiN46tszcE3jMNN2G/u2EAeUoBVsaiWgeA6U1eDlUhQ0VBTiuZsacW6syKrIgXISwtMRiVvea1YiU0cvfgkQOVA2B179PmPPcWB5IW9zSZIkk0QuEh6pQjovPQHxeovpQiRUrJwXYQ5UCgMt2ZYezmoN2SKdDhS5r0NdydXc4vHi2r34xiNN+PYTHyb1eaeFNGUdqDRDzcJLqAMVP1V3LG8FAA4dDVCfJWEH1GJmttXirxyPJ6+fYYiFXYe6cfVjq/D25gOm7bQVwotojixKKweqlnCg9EU3w8YsPJWbt8MTQSUCFy66n3gbyBwxEjKnYOboavzo3HHG38OqingfAWC+lh3Ahmj5G1sKKMFyOGbwdKtIjJhpFFGbvcSi1vS+OA6UxT2gQw6I+r1g170ykvaZe2NgeYGtz0us0TSNWcpFfA+SQou3FE86IAV3l59cUDt+7DTljwOIl5ZhsXLkM+JAUeIxdwN2OnN/eoOJDnQ6ePy9HQCAD7YdTurzfuJ79/eREF7/ElBGHaiw8QV4OA6UixRQXf7YZxm3BYmDo2iBWd0d+WRvO97efABXm8zAA8xzGvQBKhiOUGLDCqsk8tqyAiPhOhjSMP/PH+GB5VsBiAtp8oQAmQfFunaqHQHFnDx5jEumDRG238pdYetA8TATUIqS6DgCgNVX4ETImJ2DOITHd6D4YT17P+duCweKLV9BMq6+DEDiA0e9FFBpgx3vzVxQUjRlyoEiRQQpvkVCJ/XjWU9h574vGFBTSSLvpnKgcudAUZXIU1zKhbxnWFG69LMWXPzI+1SxXR6/e2srTv35cuxvj0/KSXU5IadJ5PkwC69fCqhgWCMqkUcHGnIQcquqMcAbdaA4botZIU0SpwvKmj0R6UnLobDmqIKuZQivLO5ANXf0YulnLcZ7LtEgzRVQ8WuQkANF7IMs80DC3vRuVcHJwwdgVE0xrpk5XNh+qxpOdA4UfxszASVKUrfqfHmfE30XZveJ2Vp/vGPwxJLtHKhA4hMoKfqKvIn3+UsLZuHSaUNwd2wpI/b3IkN46YMVTGa3ICmaelIUUCKnq1sQxiJfT6cZkHQOlEBYpJJE3htI3/VNhXSG8Mjr2+2nReH8P3+ED3ccwY9f/MR0H794fRP2HOnB/cu2Gq919KQooOyUMcizJW36ZRI5Ca8OFOlAGdslJJErCYNaoWCmkd3cE71itdmgXOBRcdQfdWqc/PCtHKhSn1vojHhUfqIy7zWzEB7tQPHFCisKFUXBczc2IhzRTJd5sbrEZEhJVCumzERAib5DKxHLO1Yys/BEb3ldiYtcA85n4ZGQSeQhIoyrU+R14TCzMsjkIRWYPKTC+HtYVTE1oUA6UOmDveXMHagw999O2XOkGxc8+B6uPGUYFp09lnpPNBONvI9SERf/+Hgf/vjudjx0xRQMHlAkPI9kc6DsJuHzoPO/ciig0igcyOt71M931Vo6em3tiyx+2dGbmkNHrpZgbzFhmUSeVniJ4PprtAOloIQZ4HmfJQfVQqZQJInd3BM7S77ogi+YZgdKUfhhOiB6bbiOBue8SBHJXjM7OVC82laKoliukSdyiHTYSuQ8zBwo0eWzyp+w69xFj+HcgXK7EoW88LiC/bNOIRmWCDJOLQBMGWo9z8rrVjG2Lr7wc5ng+5Y4J9GBEt+D6Zoldt+/t+BQVwD3L9uS8F4XMciSoonMjUolvPXdp9fi491tuOOlDQDEYizpHKg0lTHIGwcqxdAVGcLrEggop0QiGneFAyfQS7lYi+h8cKD6l4DiDFxGIU1igHCpSsIAzy2kSbwkyn8C7DtQevvMnCV9UdxQJGLZYZDYEXFmoSXe59nFlQH6OrBOCzmoi9yeZG96yzIGKhnCc54Dlc4QntCBMs2BEofw7LqDIoHGCl3SttcFLekmjqsvxXM3NuLN/zhD2F4AOHdCfFmadFWhlnByoEx+MpQDlcLAaiYOKNdJIJrI5PJk2dcWdT2EDlSSOVAp1YEK8EOWmaY3GMajK77AFweOAkhvEnmPDQfKDKpPjP3sDxz1U9t0JuFGkd/vwc4AHnpza0IuVkCG8DIHrxPXBxrSYXGpCkoFITyPS0EwrGHm6GragTIRUFbuj47P4wJ6Q6ZPlIbICmvC7W740kgc7PTjvBMHGq+ZTUMfPCCanyISWW7BTC+uA0UJKPqYZNK7yIH6zpmjcf/yrbh46mBhe3lYljEgKhSLvg5zB4q//4oi57WjyOtChrnMzsFpIU1HDpRbBVEoHe09QUQiGlRVMWqBkd+1W1UwfUSlsK06N50xCl2BMBpHVVluK7GPEweKdBNScaDMHhSoJHJi8CVFky6meoNh/Pcrn+OcE+pw2pgaR23QB/MewWxCqwFTJLBSSSLvSVOI1CkPvbkVDyzfil8v3YzNd5/LCIdUk8hJAcU/JwXivooSR7Gm7DlCr/DQ0RNEZbHXUbvIQprPfhRdOui5j3ZjxW1nGq/n2yy8fiWgeMTrJBEDhCsxB0p3oN78jzPwwbbDmDe5AWt3txnvm7oXNn08fXaTmaWsLx0SDEeEa0KVF3rw468cT70mGjxH15bg/66fYbqNW1W4S3nwQlGFHiKJnHU2iKc1doFdne/NHouzjq/D+IYy7vsirNJ76DpQSThQggPcdf4JOHg0gPaeILYf7Ep430rIeFwqQpFoJ2XmQJnmQNkUt6JzYJ3Zj3Yewbf//BEeu/ZkajkfnRKb4TiPS8XtRBkKSXpINomc/HdbdwAdPSEMNSkNQkIOyuyac92CMCHlQMVef+y97Xjyg5148oOd2HHPecLj7W3rQU2Jj+pD9JCgP+kcKP6FEoXhQ+EILn60CVXFPvzhmmncbboFMxAzjV7ZXRdOmUoiJ0N4dgViO5Esrl+TA53pdaB0dh6iHSh6UWWZA5V27vjqeNTEqiKT4xU5uLhUNWGQ8LqizsrgAUX4xtTBcLvoRVzN1LTd6eP6QGb2RKkLuVBEE1rPdgdUALhi+lAjwVeUmxOdKs8Jf/Kqk3vj27EDM/lEKnJbXKqCSUMqHFdMTkcZA7MkcpG4GVJZhJcWzMIFkxtst4s8Nw8TOhZhmgNls2QBeV9cdvIQeN0q7rloIje/b/nGVgDELDxVwW1zjsMpIyvx9ZOcuYOS9ML+7M3qQIkcknN+8za+9Ms30dxuLxmYXDaKLa7YIwjVUQ5UbCDe2nLU8lif7GnHrHuW46o/rqRe7zIcKEEOVJIhPNED68bmTqzd1YZ/f95CrRVJ0uNgFt5RfyhtOUUs6cyB6hEIKHIWnVnuJ1muQBdTbd0B4TZ28dsoi2ElJNu6A1RphUzT7wTU9aeOwIf/ORt/uHoaXrh5pvE65UBxZuGxi8YCtJNRUWQmoOy1Ta81ZfYD0Ae7UFgTrhvHE0KiMKKdAVyUA8U7DjnFnRVBmayT4qQSuWhTj0vFjaePTHn/JLyZn+S1JMVLMknkohwobuFX4h44fWwNPvvpHFw2fShXQOnotrnP7cKCM0fjmRsa5bp2GcQfClsOFKxgEj1waZrGTXLuDYbRGnMEVu2gixr+69NmfPnXb2H9njbqdTIUOO3uf+PZD3cZf3dRs+34OVCGO0PcqqJ+7oU1ewAAK7fTbdPdhaSTyAXHEwmow4RQ3C8QmnaT9A8e9aNxyTJM+dlS/PHd7abttAM59oTCkbQmT5Oz3TpJAUWIHrOSBKQDpf/7MCugkihpIFoDkcSsErmmaZh97wo0LlmOI2mssG5GvxNQOrPH1+EkYjYRKQZ4SeRWlcgrTXJh7DpQ+jho1hHodaCCYXEZAycOlJvJx+HhUvk5ULzK4OTgylajzqTFzWt6MZGPZacSOQAsPvd4NI5MzNmxmuUnunY8sUE7UMR9l0QhzfJCD/e7qSxOvB/ZUh36d8+7t3V018KseKYkPYQjGs5/4F2ce987pg9R7IAvCuEFmDC/LoLIxFt2ILvxydXYdqALNz65Gu09QbTGpqsfYQZA3aEE2GKS5Cy8xBl55CDY2skXJaSbzxMDaV8LT3AB97XFnYq9bXzXwm4Zg3W72tDZG0IgFMET7+8wbacdyIfnQ10BasxIuYxBiO9A8YQRD952bcwaock4UHbWv/ObJJEf7grgYGxlkfV72x0fPxmOmV4z0YFyVsbA1IGyOQNJ7zgCJk+g5Ew9oYDizZgTheeY3C/R/liB8NOvnYCThycmEpOz8BKmx2dQQLHX+GcXnEAtFmxnLTxjX0nUUBKFP3kOFDkjkBJQJr82keirKPJw76/K4sTFe8lzII8rcqBC4YjxNCpdp8yz7cBRbG45im0Hu7C5pVO4nd06UL1MxW7dLSHzRnYfif57S0snZt+7wnh9f3svrvrjSnz51yvQ0tGbIKC2tsZDcaKZaN2c8gatRP0gUS0hshTKPka4aJomXJIm6RwoGwKKbYcOVXTSJISnz5YDotc81YRzXQgA0fwicswIhjXTsK4VpBAUCSh/KILuQAiXPNqEqx9bRR2P3E4X6Kzj09HjLBqhaZrQgTpIzPAzC+GROar6vRcIRfC3NXvw2if7bYUInXLMCCgX83SekAPFE1DES+Y5UOaD7/iBZVj547OMQcrUgSKSyEUhPF55AdMZWMY2YpFFnsNJQyuEVcEpAeWmj9mVyRAeISKKvC5c1TgcQyrjDpmdHCgd7kK8Fr8EXmkCn1vlz/x0kULGnjMmuoUqCr1c4VvFuR/Ze1xHNCPSH4r0KwfqoYcewvDhw1FQUIAZM2Zg1SrzJZWef/55jBs3DgUFBZg4cSJeffXVjLbvs/0dxr83NosFFDs4isZKdikV/bvcSThQuhu1+G+fUKIIANbvacdRfwhz73sbLR10EvDOQ93Gkz+vjIGmafjiQHzACoQjCIQiVChsf3svIhEN7T1BfL6/A29tak3Y3+7DtHBhnQySpB0owQXc2xZvq0hAUUvXmDwgbiOuhabRfztF0zSqLEBrZ2/CmJHKTDxSoB4VCCggen+s2n4Yb28+QAlEcrtOfwjhiGYIcL0fdupAmZ1Pa6efux37fZPXfOeh6L//3LQDi577GDf/ZQ0eXbHNUZvs0Pd7TZtY5kBZOlD2ZnC5VQU/u+AE6v2GigLUlRUYToLZk5SPzIFK0oFil60hX+eN4W4mz8ZsoKdCeKwDlYZaMCLIJvHcNrtCBRA4UJYhvMRjilwbOgcqvk0ySeTlhR7uezxB7xK4jeS2I6uLjX9P+Mm/sCwWqunrDtSzzz6LRYsW4a677sKaNWswadIkzJkzB62trdzt33//fVx++eW4/vrrsXbtWsybNw/z5s3Dhg0bMtbGT/fFBdRnxL9Z7DpQbEhJF1C7DsUHkl0xASUKUQHAEY5oCUU0YxDizUT79Rub8con+6nPHPWH0EoIseb2Xvzkn59i0k/fwLm/fQfXPv4hVu88TD1o7T7STT387DNJAA6GInh9w3787q2tXFcplRDevjbrHKjuoPgBkRQYALClNS6QwxENV/1xJb76wDvCJPMPth3Cn5t2IBzR0NETosJWrR3+hHNLZSaeqA5UO3MfkPfoqu1H4tsxQquzN2jcQ/qsT6c5UPqatDx0VzOcUKyT/l63EQ7U5paj+MGz63D3K58br722odlRm+zQ78sY6LgYgVBbRodArEJ4Zg4U+Z7HpeKqxuFoqCjE9U98BCA++OptsJVEHokIp+Nzk8jJtcw8LiM5kBVbblVJuPHcTCVyMwFiFsL7ysR6vLRuH6YOG8B+LGXo8JR5wrtVyQPe+VklkfNEq8i1IR1CLynsTOtACQRUkYfrLlaWJN6PboFwJu/Pi6cNwS//tRERjXY2fO6+LaDuvfdezJ8/H9dddx0A4JFHHsErr7yCxx57DLfffnvC9r/97W8xd+5c3HbbbQCAn/3sZ1i6dCkefPBBPPLII2lv34a97fhTbLV6IDrdf9KQcrhVFb3BMIq8LjRUFOLx97bj9U/pjr43GMarn+xHodeFKUMq8PGedviD4QRhte1AF5Z+1oLnV+8xXtt1qBvbD3bZXpqDZPXOI9hxqJsaZFs7/Hhx7R48+ObWhO3f2XKAGtg/2HYY//68hdrmxifXYMKgeAmTZz/cTX3mRy+sF7bn7S0HsWLzAYQjGlZtP4xLpw3BjJFV2H6wC6NrS/D25gPcz+081I32niCavjiE3mAY4waWwq0qaNp2yNhmz5FuvLvlIDp6g/C4VFQUeXD8wDJqev6GvR3416fN8LiU6JJcWvQ3N6auxBBQJw4ux/o97diwtx2FHhc0AJubO/HOlmhZgl+8vhGnH1djfL7Y68L0EZX4/jPr0NzRi1fW78ctZ46m2v/7d7YlOFrPfbgb9eUFKPG5jZptq3ceQV2ZD6NrS7HrUDc+298RXRIsrMHjUnHKyErsONTNlDEIY2NzB/a19WD9Hjpv6B8f7zP+/dqG/agq8WLmqKoEcfT0qt1YvTMqsIZXFWFr61Ec7Apgc0sn6soKsCb2nqIAkwZXYNvBoxhXX4aNzR040BnAUX8IT63cKfjWgXe2HEQwrCVMLjh41I83Pm3GqWOq4Q9G8MiKL4z3yLVedT7fHz3Phor0rdt5zAgockBRlMTFbvmzmuL/HmCSAzWqJv5Ur3/JhZxka30ANbOi40nkGlSF/+TErdlEnF+hNy6geNXCWQHlYmbhmYWzeOel87N5E9A4qgrnjK9nP5YypOjhuUFeKgfKeUK4k6VidESujaoqUJVoB5lqEnmpz80VXlYhPMqBIu5dn1uF160m5Jn05RBeIBDA6tWrsXjxYuM1VVUxe/ZsNDU1cT/T1NSERYsWUa/NmTMHL730kvA4fr8ffn98QO3oELtILDf/ZXWCa/C9Z9bZ+uyaXW245S9rLLd7d+tBvBurH2S0sTeEM3/1lt1mUtz+t8QFZfe29eAHz37M3Z49H1Y8AdFB761NcaGzjqi1B0RFCgBMH15pzCA8Z3wd3vishUpsf2vTAWo/Vkz66Rum73+44wi+yZRV4HHjk6tN3z/7+Dqs39OO/31nO/73ncTZeE807cQTTbRY+Mn549EcE7grtx/Gyu106JkXDvyvlz8z/n359CEo8LjweEyg//WmRlz3+IfUDDsR0RDuO9z3yO/mnS0H8c6Wg7h46uCEivc/f32j8e+hldGx8JX1+/HKetqhtMIVK6Vyz2sbqdf1umIsOw9144YnV+Pbp44wdVjdqoITB5djza42LN/Yim+eMsxRu8w4ZgSUizMAVpd4jWQ93qBLvjbAxIFSFAXVJT4q2Y0UF7rg0Ztg5kCRoUTR7BueA0UO8OTAzooNj6qiF/TxPUwSuZkDZVaJvLTAg0tPHir8bCqQIoI32FOVyDORRM4L4Zm4Nh6XCn8oIgytsojeUlX+GoY8R5QNU+uQ967XrcLr4gmovutAHTx4EOFwGHV1ddTrdXV12LhxI/czzc3N3O2bm8U2/5IlS/DTn/40qTaeOLgCNSU+nDy8Eh29QXxxoAsel4JAKIICjwt7j/RQIYgpQyswfXglHn07MW9DLzuif4dj60owqKIQh7uDUBBNNzj/xAYseW0j1SeRnDKyEuWFHoytK4U/FEFnbxBPr9otaHs5GkdWodMfwo5YG31uFeMbyrBudxtmja7GL17fZGw/srqYOpcbTx+JI10BaBood4zlpKEVCEc0nD62BjeePgqLnluHcycMxNCqIiM3akxdCSIa8ObGVkN0mPGtWSPw2HtxITN4QCFVNfu0MdWGOwRErx2bhzX7+DrUlHqx63A3uvxhhCNa9PeqKPiYEBnFXhdOP64Gv1662XhtXH0pVEVBXZkPJQUe7DjYBUWJVnv4OOb4LNvIDzMPKPJg6rAB6A6E0eUPYfCAIgypLMJHOw6j0OtCa4cfm1o6sbG5k3qgenvLQXT6Q/C6VEwZWoHDXQFsaTWvz1XocWFMXQlKfG40jqyizgEAhlQWYvfhHuw63G3U09MXFyeFFm/mNgCMrCnmCsGpwwag2OdGQ3kBLps+FOPqS7F+TxtaOvw4fWwN3tt6EMFwBG5VhapGK6Q3jqrCpuZObGzuwBcHurB2d5sRViwv9CSEGH935UnY0noUYc28mHIyHDMCijcI1ZUVULMdWMgcgwEWS3pcdcow/Obfm42BjTeVXRcBfzCpE2JWs0fHqmYTKabYbXlCki1jYCqgiIGWlzeWKcivz6p0QFJJ5Ek5UOLzNwSU2167TN+zKaBcVMmK+L/JztXnVo0lhUj6soDKFosXL6Zcq46ODgwZMsTWZx+64iTT93ce6sLpv3wLALDgzFG4bU60wvvo2hLc9tf1mDe5AS+ti4ZUGkdVodDjwhuxMMXZ4+uM7UmeWrVLKKCeuaEx4bXP9nUYg7qO16XibzfPtFzs+4vWLqO+0wWTByGsabh/2RZc3TgMi8+NrpqgaRr+/vE+4wFyytAKrN3VZuzjrzfNpO71R6+KVwd/7ia6vd2BEMbf+a+Edjx0xUlY8FTUrSvxuXHn+ePxpbHVuOHJ1bhu1nAsPvd4PPbudrz/xSHcPW8COnuDOPs3bxufP3V0NcoKPXhqZbwO1v9cNAG1pQXc8/7ag+8aoa/SAg8mNJRT77+0YJbwt7Vm1xFc9Lv3KQFHMqqmBH+45mTuewCweudhfP3hJhzo9KOUiKjo4cSRNcV49sZGvPFpM26wcM5OaCjDX4m6iYVel5E/9PCVJ8HrVnH9Ex+hJxhGcSx/+IrpQ3HJyUOw4Kk1hts0tJIvoH535Un42oPvUebBry+ehK9zlvT63ZVTjX9/96wxwjZ/vr8D5/72HWwhZrQ+f1Mj5t73tmE+zDmhDuecUI+zx2tYwIRG08ExI6B4g2Z9WQGV2MlCDpCFFgPMgjNHodjnwqljqgHwRYxophyJnVwUq1l4ojpEgGDBZVWhBlyzXB26kKb1+aQLMvzFLR2QooCycqB4tb58JveE/p2TOVBmxzALO/LumyLOUjnkNSKFM8+BYunLIbzq6mq4XC60tNAho5aWFtTX88PJ9fX1jrYHAJ/PB58vsXxEOhhWVYyvTWrAmxtbcRnh4l48bQhOG1OD2lIfJgwqxxNNO3DX+ePx+oZmQ0BNHFTB3efQyiIjN8UOY+tKEwTUiOpiS/EEANOGDzAE1MnDB6BxVBVmH1+LEwhBoSgKqoq9xky9mpL4tfQIKu6LKPK6UeJzJyyGW03kBjZUREXPGcfV4vP/mmv8/r516gh869QRABKLdro5NQLZdA/Re2WF0XD7rNFVeG/rIQyqKDR9MDmhoQxel2qEdou9Lqq2ltUC8TUl0fM7eNRvrHcKAF/E3CY910dfmcMMdpzQxzEAGFhRaMy+7A6E46sXxNp3ysgqQ0BVcXIzgei4NrC8wCix8bN5E7jiyQkjqouhKtEwtU5tqQ/FXrcRviyO9ZOZWuw8I73mjh07cP3112PEiBEoLCzEqFGjcNdddyEQyE51UB68/JPaMv5Thc7o2lL851eOx4NXTLHOq3Gp+PZpIzGuPpog6eWIGKtBGkjBgSL2TZcuoLflLYrsYsoYmDWT/LzZgpPphrz+POFCirlk6kAlk0Ru5sDpgtR+HSjxe3YLtYpCeLQD5eK22ywcme94vV5MnToVy5YtM16LRCJYtmwZGhsTnRYAaGxspLYHgKVLlwq3zwa/uXQy1tx5NlWeAwDqywugqgq+fdpIvPPDL2N0bSmOq48nYk8cXM7uCgAS9mPF4q8cj2+eMhQv3hJ3Iop89u4LcuLI5KEVUBQFJw6uSPitkbmk5MCezCQGnjCoJl4bRCQLm63CQP3tUilR5HEppr9zUmzpLtC9l0zGJdMG44lvid0jIHrO5HdXzZyP1XJX1aXRa9kbjFBhRz1UNjC2hJfVOAckjjvH1ZVi0pAKNJQX4Li6UuOBrScQNhaN14X1JdMG47wTB+K2OccJxabHpRjtAYCGcus2WVHgcWF4VTz/2ONSUF7oMRwywP79mywZcaA2btyISCSCRx99FKNHj8aGDRswf/58dHV14Ve/+lUmDmkJb4CcOKgcT1t8bv6XRiZ1PN56aFbOiL6toohrv5D7IyE7CJ540+E5aWwhTbshvGAk+am0TiG/vpQdKM77VmYaz/Uze7qsLPbg4FE/FWpLNoTHtrfUx//ZispXkA6US1W4Ir2vh/AWLVqEa665BtOmTcP06dNx3333oaury5iVd/XVV2PQoEFYsmQJAOB73/seTj/9dPz617/Geeedh2eeeQYfffQRfv/73+fsHFyqApfNh5IZIytRXeJDXZlPOBiR4ZQnvjUd1zxmXherstiLu+dNpF6zct51xtaV4p6LJqKiyMN1R3VIh4IUQHYeHFlqSn0JC3xXE67WoAHWs63YByOPS0kQRWYPz6Rg0D9XV1aAX3xjkuWxAWBMbYnhElYUebH7cLcRfrISUEVet+FakSUZdEdLd6CqBa4QCXssRVHw/I2NUJToe/rs6+5ACKFIfP1MICoE9RD1YcESKl63ioby+PcxsDw9M+FG15YY+XY1JT4oioJiQjSZ3YvpICN7nzt3LubOnWv8PXLkSGzatAkPP/ywqYBKZZZLMlwybTA2t3RixojEitup4qZCePYdKFVR4HGpponmvIRm8kdOOVBMB8EbKN2qSuVGmTWT3Hc4hWJuTiGvnWUOlEVfzM8Dc+5AmYmO+y6dgh2HuqjCgskkkbPHXnT2WFw5g5+o7xbkvlUQiZM9wbBAQPXdEB4AXHrppThw4ADuvPNONDc3Y/LkyXj99deNRPFdu3ZBJW6MmTNn4qmnnsL/+3//Dz/+8Y8xZswYvPTSS5gwYUKuTsERZQUeLLv19NgDF//mqSech/EDy/D7q6biO0+vxS++caLl/m8+YxT+9+1t+NHcxNwqEZdNt55AInKgzJYbEsFzoMoI8TOowtqBY/tSdpkvURFa3vulJqE+EeSU+opCj5E7GW2b9XhRXepD16FuKoylozs+dtw93kMp2U/oQro7EDbqE/LaJ7pePpeLepjUw6upclx9qRHK1u8HssZjESfikk6ylgPV3t6OykpzoZLKLJdkcLtU/ORrJ1hvmAQ8F8iOA+VSFXhUBWbBTqvYuFkOFO+JMnpM+w6OTlA0TTADqOnMgeLVgUomidzkqXl8QxnGN5ThT8QMILNjkIPg0Moi7DrcjXPG1yV8buqwAagq4ec0sAVdjX8T16bLH+KH8Pq4AwUACxcuxMKFC7nvvfXWWwmvXXzxxbj44osz3KrMYTWjaGxdifHv6hIvzjmhHht+OsfS2QCAH80dh+9+eQw35J8K5CBK5kAl40CVcNwFRVGM389XJlqXU0kI4akqSollvszynwBaNJVZiC0elIAqogWUne+ppsRHLd1D4sTlscpn1e8DfyhiPNzzCxrz2+x1q1RqRbpmw00aXGH8W3cfyRBecV90oFi2bt2KBx54wDJ8l8osFyeksIyQbegBPfp/ew6UPuCJq3pb/bAoAcU8YfE6RI/L/iw8knA2Q3gWDpSXc71FpK2MgQ3RIarNxEJe8t9fPRUrtx3GvCmDYse2l99Ffm/s+UwbNgAf7TyC2cfX4eX1+9iPZnVGpSQ71JYV4J8LT0VJgdsQ6HYGZZ10iyeAdgTI3JxkBJSIV757Ktq6g7ZywKxDeOZDZFlhqg5U/BpUFHqEy0CJqBY8TAGgco5ILp02BB/vaYutgRjNnbK6/uT31tnLL9JshtetYjixCkK6kronxUopAEBBrI15mwN1++234+c//7npNp9//jnGjYvbvnv37sXcuXNx8cUXY/78+aafzeQsl2zDFpkEnITwnM8iIxlRHe842JtclERut5AmiWipmUxAlzHgzEKkksjTPwvPSSVyErItpoU0idyXmhIftRahmoS4ZWdOPXtjI7oDIZQWeLjhkkzNUpHkFlGCea4gB2q2vEa6KC3w2BYzrKB0qSr1WesQnv1teZCJ7uWxEJ6OndmPZjPsRDPifh4L4Z7xyzcNAWUlrMlJJp2xde5Ea6uyqEq0f71k2hBsbT2K04gZfqlCnn9zLF0ib0N4t956K6699lrTbUaOjCdd79u3D2eeeSZmzpyZ0+TMXMATQXYGP1WhSwqQ01x1RHt56tszsPNwdyznJRo6ShBQ3BwodhaevcG0TlAbJRPQIbxc1IFK3YEyX8pF3BbSgTITeqSzyoYmorkd0c4+nU/7EokTyN8uOdDZyfdhuWz6EDz7Ubz4ZxK7SPg98ZLIzSDDdsmE8OoJl0gDvcqEHQdKJJJcKr3e621zjsMv/7UJ/31hPMeP7Aes+gRVVVDocaEnGDbyrew6UPq+PS4Vd52f/pSZExrK8Om+Dpw7IRqyzdsk8pqaGtTU1Njadu/evTjzzDMxdepUPP7441QC57EAb9aWHfecdYO87kQBJRrsZ46uxkwArxKLfCaE8FKchQcAf7h6GpZvasWVp2Sm6jgPsk085yfzIbzE9+08NZMfs1ouJv4ZejvagRJ/TkNcQZl1bt4+XLJA0rchxQnphifjZk8ZOgArbjsDnb0h/OJfm/D92eKiiyJ4Dxpk3pOVy0zlQCWR10MKyi5/mHKd7Dg8IoelvJCePXjLGaNw0UmDqLwo8qHQThJ/kTcqoMImSeQ8kpkg4IQ/f2s6mrYdMpYQ6/M5UHv37sUZZ5yBYcOG4Ve/+hUOHIivWWRWqK4/QQ56ujNgZwBVVYW+sd0qwBQTttoNucionRCeO6ESufn+Z4+vw+zxdeYbpRm6jAHHgXLbF4DJJZEndgJ2Cv+Z5SWJUJhD0TlQNkN4Jp2vzHeS5IoLpwzCX1buwqxRVdR9GE4yHWBYrA7Qn781PanPK0r04VEXcB6XihJC5FnVuqNzoFIbTicNKcdbm+PLutjJVxPNsKtgxJyiKAlJ5U4cKCA2dhBVI+zm02X6ga2qxIevnthg/E1OLsirHCi7LF26FFu3bsXWrVsxeDBdbVTLRgZ3nqGfsb0BlymKyV3k2Hw/ZGfE3uTcMgYu+5XIcwVdxoCTA+XA4eQ7UOaf4Tk6tgQxsY3d68puRbbXrotldo/IEJ4kVxT73Hjte6clvG62wHqmcRECik1nsIKuA5XczLJ/Lzodq3cexvknNuDht74wXrcTwhM9DJVbLD0W3b94tjYP1u0SudzsurBeB8nm6aA4izlQGelJr732Wmiaxv3vWMbO4OdSFMrGZQe78yc1UImHPCgHiq1EnsYcqGyiWORAkULT6jZL1yw8u2UpjH8nGcIjP2d2TLs/r0xb6hKJU5J1oNKB3QW/eVAhySRLgYyuLcGlJw+NLhxuso4pD58gxGinTIDPsQNF+y2iEN5T82dQxX6z/cBWksUQnuxJs0FsZOMVcGSJhvDoHCida2cOxwOXWy8rQ1YXYDsEniJ3McfMQwPK0oEiQ3ghi/IK6VpM2JajSCWRW27ObUsyMyTNkCE8Sb4RzuHDNV06wNlvgxys0/G7Ih/U0hnC4+HYgWIEosj1H1tXigeumGL8nW0BVUQlkfdBB0rCx27IR7SmmV1jiOyMWLHFe0pi60A5fQrLBnQZA/NZeBGLzji5MgacUKqNy0RuYvb9k01mN1PtOlDWzQEgQ3iS/COUxVUNWOiis9F/X3XKMBR6XLjBYikvt0vFLWeMwiXTBmN0bYnptnYwW4aLhzCEZ0NAeU0iHTzshvDY/WW7vyH7yGLBslfpImuVyI9l9K7BjjBxqfRg7fSJCAAiJnZ4gagOFPE0kY81gawqkZOdIGs1m22rYyVueZ9xmitmV5ialTEwD+HZG4TyMUQrObbJZk05FrLv039r/3XBCfjP8463Varkhw6Wu7FsCxnCs9FfiByoIhvCgaxVaCdPiZ2AZDY2UeHBLKcMkGeSabddCqgsYmfgUphCmuSgazUjRMfMDreXA2XrMFmFElCcc1AUBfdeMgkdPUHLHDHe92Alhriz8BwKEft1oMSfM+uLyGUNzDi2MxEl+Ugox0nkOrqYUhQlJ8sbUWUM7DhQghwoO6LFqQPFjh2mE1Vc8W2TMQFSgbwmmTYDjkkBla0B5KShFVizqw0XTI4uyWEVWgJiSeRUHNz5DWDmQPEElMKEDe0mO2cTMtwueqq46KTB3NdZkplRx+ssJhPLCNgh2SRyu2UMhlcX45XvnoqqYotq/sx9OH14pa12SSSZIpcOlMdh4nYmIZ0gO64Q6/ToNQPtCCIvkTeazCw8Xq3D+L5zF8I7bUwNpg+vxPiGsowf65gUUNniuRsb0d4TNBZ/ZQti8mATupPJRzLriwq9/JuZTHDPxxAeKT5SfTJMxoEiqS314b7LJmPCIOtlMsivwnYdKBMHysr1OqHBuk3k/fHgFVNw2mh7xXElkkxh9tCXaZwWr8wkVDjRjovkph+2A7ElVB07UDa2T5iFZyLwyDEs25NWPC4Vz93UmJVjHVPZpFOGVgAALjs5/QsU83C7VEM8AUAwZN1JKIp4JoZdXTOgmF/eHwAKPXzN7KQSeS5QLHKgnO0r8bVRNcWJLwoYWlmEmaOcr+dk97qyAjbd7iDphH71xAZbNWMkkkzws3nRpUUevOKknLWBl0SeK1LJgSJzmiqc1oHqR0nk2eSYcqCenn8K9hzpxuja0pwcPxAOW24TrQMlyoGyx3kTB+LD7YcxbfiAhPdEK6yToi0fywRZzcJLlfNOHJj2fQJ0YneysxupeyAN/XsOH/YlEoqrThmGS6YNFiZDZwO6jEFuBVTCKhQW+Nz0w/Z/fuV4NG07ZKSNmEHu32fHgbJZxoDdd7ZzoLLJMSWgCjyunIknAAjamKrLLuWSjKXsUhXjyY5FVOwt3x0oug5Uap0tLxmfXebAjGT1R7LJ+VQhzTRk+GsyjVySR+RSPAHsw2NuB3sqH8tGW0gB5VYVzP/SSMy3KL0QP5YzB4pOzjZ/IPQRSeT5mFObLo4pAZVrAiHrHCiVmYWXzCrlZogElKoqUJRofnE+5kCRoiedMfU7vjoeX3XoPiVbUT/Z60o5kmn4bmQlcokkDtnHenI8BZmehWcjhEf05067Ja/DUgMFZLjQQtyRhY37M7InzSKiJHIqx0VVhD+idOiaAkESOdmOfBxfg0R18XSG8L55ylDUlRWkbX/JYtb50YU0Uz/WdbNGYGR1cVKr10sk/Q16+ZQcO1AW66CyUAsyO1RQjot2euyLO6rt/VhLSQcqi4gcKHIxS1Whf0R2p7Dbxed24btnjcG2A0fx8vr91FR8l6ogGNbyMoRHLjaaTgcqGUcn2wGwdBc5rSz2Yvl/nJHyfiSS/kAqa+GlG49DB4ocH5w6404TvclQq1VkhBKi/ThjQAqoLCIq8OhWFehrV6sK60Cl/4lo0dljAQD/c1GQWmwxOlBH8jKEV03MZkw1KZE8vUx3mOlY4iub7ZVIjjXI31Suk8idllQg+2qnk0OchvBoByoPwxQ5QAqoLHLj6SNxqMuP//tgF/U6uw6d06msyVJWQE911duRj2N0dYkPz93YiGJfehNOkxGLTkRROhK2zaqUSySS1KCXcsmfJHKnYs5OoWb6WM4cqAIHDtSxgpSRWaTI68bd8yYmvE7eyKqiUAl6VA5UZpsXz4HKQwcKAKaPqLRVKDLTOOmm7PZpZpecTKBPxyw8iUQSJ5/qQHkc5iWROHW7nYo10oFy1LZ+3GVJAZUH0A4UW0wte1+Rflw5SOcX5C2Qj/lpEklfJluOvx3ohPbMOlAkjh2oHAvNfEEKqDyATRQn1f1x9UTdqgzfs/GFNDN7nFyTzdNLxww/yoHq59+NRJJtUnF90o1HsAqFHVLJt3Q6C89RLqZMIpdkEtLxcSkKQkTBzcaRVVlrhyvPQ3h9kZmjqnDr2WMxtj75Aq50DpT8biSSdMLmoOYSOqzmTECl5EDZqQPlsV8H6lhBXoUccPu546i/2Wm0n+xtM/4eVlWUrWYZTpgcpC1w0FEpioLvnDUGc06oT3qXqhRQEknG8KQQNks39Cy87IXw7KRtkOVjci008wUpoHLAjV8aifdv/7LxNx3CA+ZNia5jdOroamqWGG8JknSi/yjkGG1O9h1pGcKTSDIF+VCSX7PwnDpQ6W4NDelAORFrZovb93VkCC8HKIqCBqImFGshnzdxIAYvKMJxdXTYJ9PheSOEJ0dpLqeOrsa7Ww/iqlOGZfW4NaXxGljSgZJIMkeuHSiXYAa2HSIZVlCkAxWycazfXDoJf1uzF9/58uhMNiunSAGVB5CCRVUUKIpCVQi/+YxR+Me6ffjWrBEZbYcxC6+fD9Knja0BAFSXOHsy+uO10/BFaxeOH5jdBanLCz14+TunwutW5QxJiSSD5Dq3h/x1ZzoHasaIaH5tWYE9GUBGSuyItQunDMaFUwY7alNfQwqoPICMe/N+Az+aOw4/nHNcxiuE6/Z1fx+jB1UUYtWPz0JZocd6YwKf24XxDWUZapU5Ewblvv6VRNLfybX7TnbxTgtpOvWf6ssLsPLHZ6HEZ08GkOOPHQfqWEAKqDyA/M2KniKysbyKkUTe3xUUgNo8WEBYIpHkF7leyoXs/p3mYyWTQ55smZWwFFAAZBJ5XqBS6xnl7sZ0yVl4EonkGCaf1gG1K+YKYvWZxtSWZLI5FKFIxHqjYwApoPKAQmJ2A7lobraJ50DlrAkSiURyzELqN7ti7sVbZuGCyQ3436unZahViYSlfgIgQ3h5gaIAa+84GxFNo6aKZhs9adEli6RlnTx68JVIJH2I4weW4beXTcnqMXMZKcknpIDKE/KhVsZlJw9BMBzBaWOqc92UYw7ZH0kkuUH+9JwTkhYUgCyE8Px+PyZPngxFUbBu3bpMH06SAnMnDMRfvn1KWtZvk0gkEkn/RCaRR8m4gPrhD3+IhoaGTB9GIpFIJBLH5FP0fMrQAblugi1kGYMoGQ3hvfbaa3jjjTfwwgsv4LXXXrPc3u/3w+/3G393dHRksnkSiUQikeQNI6qL8ep3T0N1ae5TOsyQOVBRMuZAtbS0YP78+XjyySdRVGRvQdwlS5agvLzciG8IFAAACRpJREFU+G/IkCGZap5EkldUOayKLpFI+ifjG8pQW5rfaRTSgYqSEQGlaRquvfZa3HTTTZg2zf7UysWLF6O9vd34b/fu3ZlonkSSd3xr1gicN3EgfnvZ5Fw3RSKRSEyRBlQURyG822+/HT//+c9Nt/n888/xxhtvoLOzE4sXL3bUGJ/PB58vd3WQJJJcUeh14aErT8p1MyQSiURiE0cC6tZbb8W1115rus3IkSOxfPlyNDU1JYihadOm4corr8QTTzzhuKESiUQikUhyxy++fiJ++MJ6/E4+7AFwKKBqampQU1Njud3999+Pu+++2/h73759mDNnDp599lnMmDHDeSv7KcOrirDjUDfOP1HOUpRIJJJccNbxtfjLyl0oLZBlEa245OQh+NrkhpwWfM4nMnLHDB06lPq7pCS6Rs+oUaMwePDgTByyT/L3hafis30dmDGiMtdNkUgkkmOSM4+rxXM3NmJUTXGum9InkOIpjpTcOaS80IPGUVW5boZEIpEcsyiKgunyIVaSBFkRUMOHD4cm0/YlEolEIpH0E+SqsRKJRCKRSCQOkQJKIpFIJBKJxCFSQEkkEolEIpE4JK+TyPW8KbkmnkTSv9B/0305N1L2TxJJ/8Ru/5TXAqqzsxMA5Jp4Ekk/pbOzE+Xl5bluRlLI/kki6d9Y9U+KlsePgJFIBPv27UNpaSkURRFu19HRgSFDhmD37t0oKyvLYguPLeR1zg7HwnXWNA2dnZ1oaGiAqvbNTALZP+UX8jpnh2PhOtvtn/LagVJV1VHhzbKysn77heYT8jpnh/5+nfuq86Qj+6f8RF7n7NDfr7Od/qlvPvpJJBKJRCKR5BApoCQSiUQikUgc0i8ElM/nw1133QWfz5frpvRr5HXODvI69y/k95kd5HXODvI6x8nrJHKJRCKRSCSSfKRfOFASiUQikUgk2UQKKIlEIpFIJBKHSAElkUgkEolE4hApoCQSiUQikUgcIgWURCKRSCQSiUP6hYB66KGHMHz4cBQUFGDGjBlYtWpVrpvUp3j77bdx/vnno6GhAYqi4KWXXqLe1zQNd955JwYOHIjCwkLMnj0bW7ZsobY5fPgwrrzySpSVlaGiogLXX389jh49msWzyG+WLFmCk08+GaWlpaitrcW8efOwadMmapve3l4sWLAAVVVVKCkpwde//nW0tLRQ2+zatQvnnXceioqKUFtbi9tuuw2hUCibpyJxiOyfUkP2T5lH9k/J0ecF1LPPPotFixbhrrvuwpo1azBp0iTMmTMHra2tuW5an6GrqwuTJk3CQw89xH3/F7/4Be6//3488sgjWLlyJYqLizFnzhz09vYa21x55ZX49NNPsXTpUrz88st4++23ccMNN2TrFPKeFStWYMGCBfjggw+wdOlSBINBnHPOOejq6jK2+cEPfoB//vOfeP7557FixQrs27cPF110kfF+OBzGeeedh0AggPfffx9PPPEE/vSnP+HOO+/MxSlJbCD7p9SR/VPmkf1Tkmh9nOnTp2sLFiww/g6Hw1pDQ4O2ZMmSHLaq7wJAe/HFF42/I5GIVl9fr/3yl780Xmtra9N8Pp/29NNPa5qmaZ999pkGQPvwww+NbV577TVNURRt7969WWt7X6K1tVUDoK1YsULTtOg19Xg82vPPP29s8/nnn2sAtKamJk3TNO3VV1/VVFXVmpubjW0efvhhraysTPP7/dk9AYktZP+UXmT/lB1k/2SPPu1ABQIBrF69GrNnzzZeU1UVs2fPRlNTUw5b1n/Yvn07mpubqWtcXl6OGTNmGNe4qakJFRUVmDZtmrHN7NmzoaoqVq5cmfU29wXa29sBAJWVlQCA1atXIxgMUtd53LhxGDp0KHWdJ06ciLq6OmObOXPmoKOjA59++mkWWy+xg+yfMo/snzKD7J/s0acF1MGDBxEOh6kvDADq6urQ3Nyco1b1L/TraHaNm5ubUVtbS73vdrtRWVkpvwcOkUgE3//+9zFr1ixMmDABQPQaer1eVFRUUNuy15n3PejvSfIL2T9lHtk/pR/ZP9nHnesGSCTHGgsWLMCGDRvw7rvv5ropEolEQiH7J/v0aQequroaLpcrYSZAS0sL6uvrc9Sq/oV+Hc2ucX19fUJSbCgUwuHDh+X3wLBw4UK8/PLLePPNNzF48GDj9fr6egQCAbS1tVHbs9eZ9z3o70nyC9k/ZR7ZP6UX2T85o08LKK/Xi6lTp2LZsmXGa5FIBMuWLUNjY2MOW9Z/GDFiBOrr66lr3NHRgZUrVxrXuLGxEW1tbVi9erWxzfLlyxGJRDBjxoystzkf0TQNCxcuxIsvvojly5djxIgR1PtTp06Fx+OhrvOmTZuwa9cu6jp/8skn1GCwdOlSlJWVYfz48dk5EYltZP+UeWT/lB5k/5Qkuc5iT5VnnnlG8/l82p/+9Cfts88+02644QatoqKCmgkgMaezs1Nbu3attnbtWg2Adu+992pr167Vdu7cqWmapt1zzz1aRUWF9ve//11bv369dsEFF2gjRozQenp6jH3MnTtXmzJlirZy5Urt3Xff1caMGaNdfvnluTqlvOPmm2/WysvLtbfeekvbv3+/8V93d7exzU033aQNHTpUW758ufbRRx9pjY2NWmNjo/F+KBTSJkyYoJ1zzjnaunXrtNdff12rqanRFi9enItTkthA9k+pI/unzCP7p+To8wJK0zTtgQce0IYOHap5vV5t+vTp2gcffJDrJvUp3nzzTQ1Awn/XXHONpmnRqcJ33HGHVldXp/l8Pu2ss87SNm3aRO3j0KFD2uWXX66VlJRoZWVl2nXXXad1dnbm4GzyE971BaA9/vjjxjY9PT3aLbfcog0YMEArKirSLrzwQm3//v3Ufnbs2KGde+65WmFhoVZdXa3deuutWjAYzPLZSJwg+6fUkP1T5pH9U3IomqZp2fO7JBKJRCKRSPo+fToHSiKRSCQSiSQXSAElkUgkEolE4hApoCQSiUQikUgcIgWURCKRSCQSiUOkgJJIJBKJRCJxiBRQEolEIpFIJA6RAkoikUgkEonEIVJASSQSiUQikThECiiJRCKRSCQSh0gBJZFIJBKJROIQKaAkEolEIpFIHPL/Aa1JoG9OtAA/AAAAAElFTkSuQmCC\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 40] train loss = 8.157e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 41] train loss = 7.205e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 42] train loss = 7.407e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 43] train loss = 5.772e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 44] train loss = 4.510e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 45] train loss = 4.862e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 46] train loss = 4.249e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 47] train loss = 3.728e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 48] train loss = 4.024e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 49] train loss = 3.714e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 50] train loss = 3.396e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 51] train loss = 3.416e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 52] train loss = 3.149e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 53] train loss = 3.605e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 54] train loss = 3.377e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 55] train loss = 3.221e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 56] train loss = 3.386e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 57] train loss = 3.252e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 58] train loss = 2.867e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 59] train loss = 2.898e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[ 60] train loss = 2.959e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 61] train loss = 3.224e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 62] train loss = 3.140e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 63] train loss = 3.102e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 64] train loss = 3.085e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 65] train loss = 2.834e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 66] train loss = 2.826e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 67] train loss = 2.889e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 68] train loss = 2.925e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "Model weights saved to ./drive/MyDrive/xai-l2o/weights/dictionary_model_weights.pth\n", + "[ 69] train loss = 2.720e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[ 70] train loss = 2.849e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 71] train loss = 2.727e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 72] train loss = 3.067e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 73] train loss = 2.760e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n", + "[ 74] train loss = 2.825e-03 | depth = 400 | lr = 4.000e-05 | K 2-norm = 1.000e+00\n" + ] + } + ], + "source": [ + "for epoch in range(max_epoch):\n", + " model.train()\n", + " for x_true, d_batch in loader_train:\n", + " optimizer.zero_grad()\n", + " x_pred, depth = model(d_batch, max_depth=max_depth_train,\n", + " normalize_K=True, return_depth=True)\n", + " loss = criterion(x_pred, x_true.to(device).float())\n", + " loss.backward()\n", + " optimizer.step()\n", + " loss_curr = loss.detach().item()\n", + "\n", + " if epoch % 10 == 0:\n", + " plot_dict_signal(model, loader_test, inference_depth=max_depth_test)\n", + "\n", + " if loss_curr < loss_best:\n", + " loss_best = loss_curr\n", + " state = {\n", + " 'model_state_dict': model.state_dict(),\n", + " 'optimizer_state_dict': optimizer.state_dict()\n", + " }\n", + " torch.save(state, file_name)\n", + " print('Model weights saved to ' + file_name)\n", + "\n", + " K_norm = torch.linalg.matrix_norm(model.K.detach(), ord=2)\n", + " print(training_msg.format(epoch, loss_curr, depth,\n", + " optimizer.param_groups[0]['lr'], K_norm))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "edF-2a_t5r9Y" + }, + "source": [ + "## Property Values\n", + "\n", + "Below we define measurements for the two properties of signals of interest.\n", + "\n", + "* $\\ell_1$ is used as a surrogate for sparsity, i.e., $\\|x\\|_1$\n", + "* Fidelity is a \"pass\" if tolerance $\\|Ax-d\\|\\leq\\epsilon\\cdot \\|A^\\top d\\|$ is satisfied." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "v3JLea-v5umI" + }, + "outputs": [], + "source": [ + "def get_sparsity(x, d=None) -> float:\n", + " \"\"\" Quantify sparsity of signal via number of nonzeros\n", + "\n", + " Signals are expected to be sparse asymptotically, i.e. if\n", + " the forward prop runs for infinitely many steps (due to the\n", + " linear coupling between variables 'Kx' and 'p' in the model).\n", + " Sparsity is approximately quantified by the L1 norm.\n", + "\n", + " Note: We use the transpose of Kx throughout due to shape of x.\n", + " \"\"\"\n", + " Kx = model.K.detach().cpu().mm(x)\n", + " return float(torch.norm(Kx, dim=0, p=1))\n", + "\n", + "\n", + "def get_fidelity(x, d, tol_norm=1.0e-10) -> float:\n", + " \"\"\" Compute norm of relative error for linear measurements\n", + " \"\"\"\n", + " fidelity = A.cpu().mm(x) - d.cpu()\n", + " norm_fidelity = torch.norm(fidelity, dim=0)\n", + " norm_data = torch.norm(d.cpu(), dim=0)\n", + " norm_data += tol_norm * norm_fidelity\n", + " norm_fidelity_rel = norm_fidelity / norm_data\n", + " return float(norm_fidelity_rel)" + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Compute Certificate Thresholds\n", + "\n", + "Here's how certificates work.\n", + "\n", + "1. Compute property value for each sample in training data (using trained L2O model).\n", + "2. Decide probability/threshold for pass/warning/fail.\n", + "3. Find property value for thresholds of interest.\n", + "4. Pass flag function with these threshold values into L2O model.\n", + "\n", + "For simplicity, here we only use \"pass\" and \"fail\" flags.\n", + "\n" + ], + "metadata": { + "id": "3k_trES-TdMp" + } + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "id": "viQL48s2FKDo", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "5a8a3df8-2f47-4115-f9e5-f66d2cd42187" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "creating list\n", + "list created\n", + "index = 9500\n", + "thresh = 28.128530502319336\n" + ] + } + ], + "source": [ + "# create a list for everything\n", + "val_sparse = []\n", + "\n", + "print('creating list')\n", + "for x_true, d_batch in loader_train:\n", + " optimizer.zero_grad()\n", + " x_pred = model(d_batch, max_depth=max_depth_test).cpu()\n", + " n = x_pred.shape[1]\n", + "\n", + " for i in range(x_pred.shape[0]):\n", + " l1 = get_sparsity(torch.reshape(x_pred[i, :], (n, 1)))\n", + " val_sparse.append(l1)\n", + "print('list created')\n", + "val_sparse.sort()\n", + "\n", + "# fail threshold = 5%\n", + "index = int((1.0 - 0.05) * len(val_sparse))\n", + "print(\"index = \", index)\n", + "print(\"thresh = \", val_sparse[index])\n", + "thresh = val_sparse[index]" + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Make a Histogram for Sparsity of Inferences on Training Data\n", + "\n", + "This is used to identify the threshold for where to flag inferences." + ], + "metadata": { + "id": "HhdLqaLF1DUe" + } + }, + { + "cell_type": "code", + "source": [ + "import matplotlib.pyplot as plt\n", + "plt.hist(val_sparse, bins=30, color='skyblue', edgecolor='black')\n", + "plt.xlabel('L1 Norm')\n", + "plt.ylabel('Frequency')\n", + "plt.title('Histogram for Sparsity of Training Inferences')\n", + "plt.show()" + ], + "metadata": { + "id": "z8Hsnehqzze3", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 472 + }, + "outputId": "a57fc8a1-7358-4061-b129-de7b061e6210" + }, + "execution_count": 5, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "P98UwLpvOeGe" + }, + "source": [ + "## Summary Graphics\n", + "\n", + "Below we generate signalx $\\mathsf{x}$ a few different ways and output the corresponding certificates." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "id": "0DOmeCuRb-3k", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "outputId": "4fd52e9c-c1dd-413f-ac90-d5b96b5cd11a" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "+---------------+----------+------+------------------------+\n", + "| Method | Property | Flag | Value |\n", + "+---------------+----------+------+------------------------+\n", + "| true | sparsity | Pass | 10.601624488830566 |\n", + "| true | fidelity | Pass | 2.9143777169338136e-07 |\n", + "| wrong | sparsity | Pass | 16.99894905090332 |\n", + "| wrong | fidelity | Fail | 2.330275297164917 |\n", + "| least_squares | sparsity | Fail | 96.85482025146484 |\n", + "| least_squares | fidelity | Pass | 5.277252626001427e-07 |\n", + "| pred | sparsity | Pass | 10.332365989685059 |\n", + "| pred | fidelity | Pass | 3.8547517760889605e-05 |\n", + "+---------------+----------+------+------------------------+\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": "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\n" + }, + "metadata": {} + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "from prettytable import PrettyTable\n", + "\n", + "m = A.shape[0]\n", + "n = A.shape[1]\n", + "\n", + "x_true, d_true = list(loader_test)[0]\n", + "n = x_true.shape[1]\n", + "x_wrong, _ = list(loader_test)[0]\n", + "x_true = torch.reshape(x_true[0,:].cpu(), (n, 1))\n", + "x_wrong = torch.reshape(x_wrong[1,:], (n, 1))\n", + "x_pred = model(d_true.to(device), max_depth=max_depth_test).cpu()[0, :]\n", + "x_pred = torch.reshape(x_pred, (n, 1))\n", + "x_ls = solve_least_squares(A.cpu(), d_true.cpu())\n", + "x_ls = torch.reshape(x_ls[0, :], (n,1))\n", + "d_true = torch.reshape(d_true[0,:], (m, 1))\n", + "\n", + "table = PrettyTable([\"Method\", \"Property\", \"Flag\", \"Value\"])\n", + "properties = [{'name': 'sparsity', 'thresh': thresh, 'func': get_sparsity},\n", + " {'name': 'fidelity', 'thresh': 0.010, 'func': get_fidelity}]\n", + "methods = [{'name': 'true', 'vec': x_true},\n", + " {'name': 'wrong', 'vec': x_wrong},\n", + " {'name': 'least_squares', 'vec': x_ls},\n", + " {'name': 'pred', 'vec': x_pred}]\n", + "fig, axes = plt.subplots(4, 1, sharex=\"col\", figsize=(7, 9))\n", + "t = np.linspace(1, n, n, endpoint=True)\n", + "\n", + "for idx, method in enumerate(methods):\n", + " for prop in properties:\n", + " x = method['vec'].cpu()\n", + " prop_val = prop['func'](x, d=d_true)\n", + " prop_pass = \"Pass\" if (prop_val < prop['thresh']) else \"Fail\"\n", + " table.add_row([method['name'], prop['name'], prop_pass, prop_val])\n", + "\n", + " Kx = model.K.detach().cpu() @ x\n", + " axes[idx].plot(t, Kx.detach().numpy())\n", + " axes[idx].set_title(method['name'])\n", + "\n", + "print(table)\n", + "\n", + "fig.suptitle(\"Sparsified Outputs (i.e. pre-multiplied by K)\", fontsize=16)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "source": [ + "## Save Sample Images to File" + ], + "metadata": { + "id": "5__kT3wR1jBU" + } + }, + { + "cell_type": "code", + "source": [ + "import os\n", + "\n", + "if not os.path.exists(\"./files/\"):\n", + " os.makedirs(\"./files/\")\n", + "\n", + "\n", + "method_name = ['inf', 'true', 'wrong_sparse', 'least_squares']\n", + "method_vec = [x_pred, x_true, x_wrong, x_ls]\n", + "\n", + "for i, name in enumerate(method_name):\n", + " filename = './files/dict_' + name + '.csv'\n", + " with open(filename, 'w') as f:\n", + " x = method_vec[i].detach()\n", + " Kx = model.K.detach().cpu() @ x\n", + " for i in range(len(x)):\n", + " f.write(str(float(Kx[i].numpy())) + '\\n')\n", + "\n", + "with open('./files/true.csv', 'w') as f:\n", + " for i in range(len(x_true)):\n", + " f.write(str(float(x_true[i].numpy())) + '\\n')\n", + "\n", + "import shutil\n", + "shutil.make_archive('toy-example-files', 'zip', './files/')\n", + "\n", + "from google.colab import files\n", + "files.download('toy-example-files.zip')" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 108 + }, + "id": "1d-AgI2y1gB8", + "outputId": "dae4f63e-8f9a-4bd7-f5eb-7c20e1da6c63" + }, + "execution_count": 7, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + ":16: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", + " f.write(str(float(Kx[i].numpy())) + '\\n')\n", + ":20: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", + " f.write(str(float(x_true[i].numpy())) + '\\n')\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "application/javascript": [ + "\n", + " async function download(id, filename, size) {\n", + " if (!google.colab.kernel.accessAllowed) {\n", + " return;\n", + " }\n", + " const div = document.createElement('div');\n", + " const label = document.createElement('label');\n", + " label.textContent = `Downloading \"${filename}\": `;\n", + " div.appendChild(label);\n", + " const progress = document.createElement('progress');\n", + " progress.max = size;\n", + " div.appendChild(progress);\n", + " document.body.appendChild(div);\n", + "\n", + " const buffers = [];\n", + " let downloaded = 0;\n", + "\n", + " const channel = await google.colab.kernel.comms.open(id);\n", + " // Send a message to notify the kernel that we're ready.\n", + " channel.send({})\n", + "\n", + " for await (const message of channel.messages) {\n", + " // Send a message to notify the kernel that we're ready.\n", + " channel.send({})\n", + " if (message.buffers) {\n", + " for (const buffer of message.buffers) {\n", + " buffers.push(buffer);\n", + " downloaded += buffer.byteLength;\n", + " progress.value = downloaded;\n", + " }\n", + " }\n", + " }\n", + " const blob = new Blob(buffers, {type: 'application/binary'});\n", + " const a = document.createElement('a');\n", + " a.href = window.URL.createObjectURL(blob);\n", + " a.download = filename;\n", + " div.appendChild(a);\n", + " a.click();\n", + " div.remove();\n", + " }\n", + " " + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "" + ], + "application/javascript": [ + "download(\"download_d36318ae-5bc2-4f9f-b5a8-eee74ca218fc\", \"toy-example-files.zip\", 12999)" + ] + }, + "metadata": {} + } + ] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "provenance": [], + "gpuType": "T4" + }, + "kernelspec": { + "display_name": "Python 3", + "name": "python3" + }, + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} \ No newline at end of file