{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "99d57579-b85c-4c0f-9641-26c7bd587b4d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6\n" ] } ], "source": [ "from utils import CustomDataset, TestingDataset\n", "from torch.utils.data import Dataset, DataLoader\n", "import torch\n", "import numpy as np\n", "from resnet_model_multichan_pool import ResidualBlock, ResNet\n", "import torch\n", "import torch.nn as nn\n", "import torch.optim as optim\n", "import tqdm\n", "import torch.nn.functional as F\n", "from sklearn.metrics import accuracy_score\n", "%matplotlib inline\n", "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", "# device = 'cpu'\n", "num_gpus = torch.cuda.device_count()\n", "print(num_gpus)" ] }, { "cell_type": "code", "execution_count": 2, "id": "11df53b2-8055-465f-9648-110211d5ea0f", "metadata": {}, "outputs": [], "source": [ "model = ResNet(3, ResidualBlock, [3, 4, 6, 3], num_classes=2).to(device)\n", "model = nn.DataParallel(model).to(device)\n", "\n", "model.load_state_dict(torch.load('models/model-78-99.655.pt'))\n", "# model.training = False\n", "model = model.eval()" ] }, { "cell_type": "code", "execution_count": 3, "id": "28fc83f6-5549-433f-8ded-e513170757b7", "metadata": {}, "outputs": [], "source": [ "from copy import deepcopy\n", "def transform(data):\n", " # integrated = np.mean(data, axis = 0)\n", " rms = np.std(data)\n", " mean = np.mean(data)\n", " masks_rms = [-1, 5]\n", " new_data = np.zeros((len(masks_rms)+1, data.shape[0], data.shape[1]))\n", " new_data[0,:,:] = data\n", " shift = new_data[0,:,:] - new_data[0,:,:].min()\n", " new_data[0,:,:] = shift/shift.max()\n", " for i in range(1, len(masks_rms)+1):\n", " scale = masks_rms[i-1]\n", " copy_data = deepcopy(data)\n", " if scale <0:\n", " ind = data < abs(scale) * rms + mean\n", " copy_data[ind] = abs(scale) * rms + mean # masked out to the bottom noise\n", " else:\n", " ind = data > (scale) * rms + mean\n", " copy_data[ind] = rms + mean # masked out be noise\n", " # copy_data = np.log10(copy_data-copy_data.min()+1e-10)\n", " mean = np.mean(copy_data)\n", " std_dev = np.std(copy_data)\n", " shift = copy_data - copy_data.min()\n", " normalized_data = shift / shift.max()\n", " new_data[i,:,:] = normalized_data \n", " new_data = new_data\n", " new_data = new_data.astype(np.float32)\n", " return new_data" ] }, { "cell_type": "code", "execution_count": 4, "id": "940dea95-11fe-4da5-ae0c-299bf016cb19", "metadata": {}, "outputs": [], "source": [ "# Create custom dataset instance\n", "test_data_dir = '/mnt/buf0/pma/frbnn/test_ready'\n", "test_dataset = TestingDataset(test_data_dir, transform=transform)\n", "# test_dataset = CustomDataset(test_data_dir, transform=transform)\n", "\n", "testloader = DataLoader(test_dataset, batch_size=256, shuffle=True, num_workers=32)\n", "\n", "num_classes = 2\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "312e2267-3c8a-4b46-9a99-5669a9ce8f8d", "metadata": {}, "outputs": [], "source": [ "dm_ranges = np.linspace(5, 1000, 10)\n", "snr_ranges = np.linspace(5, 100, 20)\n", "freq_ranges = np.linspace(0, 2157.7199, 100)" ] }, { "cell_type": "code", "execution_count": 6, "id": "a59feeda-f188-4631-b962-a4d7f160ba4b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "===========================\n", "accuracy: 99.4\n", "===========================\n" ] } ], "source": [ "from tqdm import tqdm\n", "# eval\n", "model.training\n", "val_loss = 0.0\n", "correct_valid = 0\n", "total = 0\n", "results = {'pred': [], 'true':[], 'freq':[], 'snr':[], 'dm':[]}\n", "model.eval()\n", "with torch.no_grad():\n", " for images, labels in testloader:\n", " inputs, labels = images.to(device), labels\n", " outputs = model(inputs)\n", " _, predicted = torch.max(outputs, 1)\n", " results['pred'].extend(predicted.cpu().numpy().tolist())\n", " results['true'].extend(labels[0].cpu().numpy().tolist())\n", " results['freq'].extend(labels[2].cpu().numpy().tolist())\n", " results['dm'].extend(labels[1].cpu().numpy().tolist())\n", " results['snr'].extend(labels[3].cpu().numpy().tolist())\n", " total += labels[0].size(0)\n", " correct_valid += (predicted.cpu() == labels[0].cpu()).sum().item()\n", " \n", "# Calculate training accuracy after each epoch\n", "val_accuracy = correct_valid / total * 100.0\n", "print(\"===========================\")\n", "print('accuracy: ', val_accuracy)\n", "print(\"===========================\")" ] }, { "cell_type": "code", "execution_count": 7, "id": "28e55845-2e3c-4325-938a-a74ca2805379", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "torch.Size([32, 3, 192, 2048])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "inputs.shape" ] }, { "cell_type": "code", "execution_count": 8, "id": "98f4626a-1ec5-4d6a-9a50-c2e36400f196", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0\n", "freq 1529.0\n", "dm 0.0\n", "snr 0.0\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "idn = 20\n", "# plt.imshow(np.log10(inputs[idn,0,:,:].cpu().numpy()), aspect = 10)\n", "plt.imshow(inputs[idn,0,:,:].cpu().numpy(), aspect = 10)\n", "plt.xlabel('time [64 $\\mu$s]')\n", "plt.ylabel('freq [0.5 MHz]')\n", "print(labels[0].cpu().numpy().tolist()[idn])\n", "print('freq ',labels[2].cpu().numpy().tolist()[idn])\n", "print('dm ',labels[1].cpu().numpy().tolist()[idn])\n", "print('snr ',labels[3].cpu().numpy().tolist()[idn])" ] }, { "cell_type": "code", "execution_count": 9, "id": "8818c29b-13de-4e28-bb9e-96c8e565e114", "metadata": {}, "outputs": [], "source": [ "recall_matrix = np.zeros((dm_ranges.shape[0]-1,snr_ranges.shape[0]-1))\n", "for i in range(1, dm_ranges.shape[0]):\n", " for j in range(1, snr_ranges.shape[0]):\n", " end_dm = dm_ranges[i]\n", " start_dm = dm_ranges[i-1]\n", "\n", " start_snr = snr_ranges[j-1]\n", " end_snr = snr_ranges[j]\n", " \n", " dm_index = set(np.where( np.logical_and(end_dm > np.array(results['dm']), start_dm results['snr'], start_snr< results['snr']))[0].tolist())\n", " label_index = set(np.where(1 == np.array(results['true']))[0].tolist())\n", "\n", " filtered = (np.array(list(dm_index & snr_index & label_index )),) \n", " pred = np.mean(np.array(results['pred'])[filtered])\n", " recall_matrix[i-1,j-1] = pred * 100" ] }, { "cell_type": "code", "execution_count": 10, "id": "563a2cfc-ad8c-441b-a082-d8e505b964f4", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20,10))\n", "plt.imshow(recall_matrix, interpolation='nearest', vmin=0, vmax=100)\n", "\n", "# Add text annotations to each cell\n", "for i in range(recall_matrix.shape[0]):\n", " for j in range(recall_matrix.shape[1]):\n", " plt.text(j, i, f'{recall_matrix[i, j]:.2f}', ha='center', va='center', color='black')\n", "\n", "plt.colorbar( label='Recall %')\n", "plt.xlabel('SNR ')\n", "plt.ylabel('DM ')\n", "\n", "xtick_positions = np.arange(0, recall_matrix.shape[1], 1) # Custom x tick positions\n", "ytick_positions = np.arange(0, recall_matrix.shape[0], 1) # Custom y tick positions\n", "xtick_labels = snr_ranges[:-1]# Custom x tick labels\n", "for i in range(len(xtick_labels)):\n", " xtick_labels[i] = round(xtick_labels[i], 2)\n", "\n", "ytick_labels = dm_ranges[:-1] # Custom y tick labels\n", "for i in range(len(ytick_labels)):\n", " ytick_labels[i] = round(ytick_labels[i], 2)\n", "\n", "\n", "plt.xticks(ticks=xtick_positions, labels=xtick_labels)\n", "plt.yticks(ticks=ytick_positions, labels=ytick_labels)\n", "\n", "plt.title('Recall (% of true also predicted as true)')\n", "plt.savefig(\"recall_dm_snr.pdf\", format='pdf')" ] }, { "cell_type": "code", "execution_count": 11, "id": "d4d33917-0016-47dc-84b2-d47565ca244e", "metadata": {}, "outputs": [], "source": [ "false_negative = np.zeros((dm_ranges.shape[0]-1,snr_ranges.shape[0]-1))\n", "for i in range(1, dm_ranges.shape[0]):\n", " for j in range(1, snr_ranges.shape[0]):\n", " end_dm = dm_ranges[i]\n", " start_dm = dm_ranges[i-1]\n", "\n", " start_snr = snr_ranges[j-1]\n", " end_snr = snr_ranges[j]\n", " \n", " dm_index = set(np.where( np.logical_and(end_dm >np.array(results['dm']), start_dmresults['snr'], start_snr< results['snr']))[0].tolist())\n", " label_index = set(np.where(1 == np.array(results['true']))[0].tolist())\n", "\n", " filtered = (np.array(list(dm_index & snr_index )),) \n", " pred = np.where(np.array(results['pred'])[filtered] == 0)[0].shape[0] / np.array(results['pred'])[filtered].shape[0]\n", " recall_matrix[i-1,j-1] = pred * 100" ] }, { "cell_type": "code", "execution_count": 12, "id": "9b19a5f5-3b18-4eb9-b76d-21d8d67b6431", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20,10))\n", "plt.imshow(recall_matrix, interpolation='nearest', vmin=0, vmax=100)\n", "\n", "# Add text annotations to each cell\n", "for i in range(recall_matrix.shape[0]):\n", " for j in range(recall_matrix.shape[1]):\n", " plt.text(j, i, f'{recall_matrix[i, j]:.2f}', ha='center', va='center', color='white')\n", "\n", "plt.colorbar( label='False negative %')\n", "plt.xlabel('SNR ')\n", "plt.ylabel('DM ')\n", "\n", "\n", "xtick_positions = np.arange(0, recall_matrix.shape[1], 1) # Custom x tick positions\n", "ytick_positions = np.arange(0, recall_matrix.shape[0], 1) # Custom y tick positions\n", "xtick_labels = snr_ranges[:-1]# Custom x tick labels\n", "for i in range(len(xtick_labels)):\n", " xtick_labels[i] = round(xtick_labels[i], 2)\n", "\n", "ytick_labels = dm_ranges[:-1] # Custom y tick labels\n", "for i in range(len(ytick_labels)):\n", " ytick_labels[i] = round(ytick_labels[i], 2)\n", "\n", "\n", "plt.xticks(ticks=xtick_positions, labels=xtick_labels)\n", "plt.yticks(ticks=ytick_positions, labels=ytick_labels)\n", "\n", "plt.title('False Negative (% of true also predicted as false)')\n", "plt.savefig(\"FN_dm_snr.pdf\", format='pdf')" ] }, { "cell_type": "code", "execution_count": 13, "id": "03633b49-5a61-4740-bd1a-491553b4bd78", "metadata": { "scrolled": true }, "outputs": [], "source": [ "from tqdm import tqdm\n", "# eval\n", "model.training\n", "val_loss = 0.0\n", "correct_valid = 0\n", "total = 0\n", "y_true = []\n", "y_pred = []\n", "with torch.no_grad():\n", " for images, labels in testloader:\n", " inputs, labels = images.to(device), labels\n", " outputs = model(inputs)\n", " _, predicted = torch.max(outputs, 1)\n", " y_pred.extend(predicted.cpu().numpy().tolist())\n", " y_true.extend(labels[0].cpu().numpy().tolist())" ] }, { "cell_type": "code", "execution_count": 14, "id": "e761def7-0288-4074-be7b-4e3874b28109", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AUC: 0.994\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from sklearn.metrics import roc_curve, roc_auc_score\n", "\n", "# Example data (replace with your actual data)\n", "\n", "fpr, tpr, thresholds = roc_curve(y_true, y_pred)\n", "auc = roc_auc_score(y_true, y_pred)\n", "\n", "print(\"AUC:\", auc)\n", "plt.figure(figsize=(8, 6))\n", "plt.plot(fpr, tpr, label='ROC Curve '+str(round(auc, 4)))\n", "plt.plot([0, 1], [0, 1], 'k--', label='Random')\n", "plt.xlabel('False Positive Rate')\n", "plt.ylabel('True Positive Rate')\n", "plt.title('Receiver Operating Characteristic (ROC) Curve')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "id": "e6809ad1-3f08-44aa-9cb2-575dcc692e35", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[9924 76]\n", " [ 44 9956]]\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n", "import matplotlib.pyplot as plt\n", "\n", "cm = confusion_matrix(y_true, y_pred, labels=[0, 1])\n", "print(cm)\n", "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", "disp.plot()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "id": "c7c62aef-38f3-42a3-b0f3-dc9fcc414c16", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "False Positive Rate (FPR): 0.007575757575757576\n", "False Positive Rate (FPR in percentage): 0.7575757575757576 %\n" ] } ], "source": [ "# Extract the number of False Positives (FP) and True Negatives (TN)\n", "TN = cm[-1, -1] # Bottom right element (True Negatives)\n", "FP = cm[:-1, -1].sum() # Sum of last column (excluding bottom right)\n", "\n", "# Calculate FPR using the formula\n", "FPR = FP / (FP + TN)\n", "\n", "# Optional: Multiply by 100 for percentage\n", "FPR_percentage = FPR * 100\n", "\n", "# Print the FPR\n", "print(\"False Positive Rate (FPR):\", FPR)\n", "print(\"False Positive Rate (FPR in percentage):\", FPR_percentage, \"%\")" ] }, { "cell_type": "code", "execution_count": 17, "id": "41b6767d-b6ff-4633-8505-e9795586c956", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "F1 score: 0.9940095846645367\n" ] } ], "source": [ "from sklearn.metrics import f1_score\n", "\n", "# Calculate F1 score\n", "f1 = f1_score(y_true, y_pred)\n", "\n", "print(\"F1 score:\", f1)" ] }, { "cell_type": "code", "execution_count": 18, "id": "0afade0d-bfc3-407b-848b-2bacc48e6494", "metadata": {}, "outputs": [], "source": [ "accuracy_freq = np.zeros_like(freq_ranges)\n", "fp_freq = np.zeros_like(freq_ranges)\n", "for i in range(1, freq_ranges.shape[0]):\n", " end_f = freq_ranges[i]\n", " start_f = freq_ranges[i-1]\n", " \n", " f_index = np.where( np.logical_and(end_f > np.array(results['freq']), start_f" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(freq_ranges, accuracy_freq*100)\n", "plt.xlim(0, freq_ranges[-2])\n", "plt.ylim(97, 100)\n", "plt.ylabel('Accuracy %')\n", "plt.xlabel('Frequency [MHz]')" ] }, { "cell_type": "code", "execution_count": 20, "id": "65891916-9fb3-478b-98dd-80b45dcba68b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0. , 1. , 0. , 0. , 0. ,\n", " 0. , 0. , 0. , 0. , 0. ,\n", " 0.02 , 0. , 0. , 0. , 0. ,\n", " 0.01754386, 0. , 0. , 0.01075269, 0.01149425,\n", " 0. , 0. , 0. , 0. , 0. ,\n", " 0. , 0. , 0.01020408, 0. , 0.00689655,\n", " 0. , 0.0212766 , 0. , 0. , 0.00662252,\n", " 0.00641026, 0.01851852, 0.01324503, 0.01351351, 0. ,\n", " 0.01298701, 0.00574713, 0. , 0.00595238, 0.01612903,\n", " 0.01129944, 0. , 0.01156069, 0.01219512, 0.00555556,\n", " 0.00617284, 0.02013423, 0.00613497, 0. , 0.00564972,\n", " 0. , 0. , 0.01648352, 0.01298701, 0.00689655,\n", " 0.01282051, 0. , 0.02054795, 0.00757576, 0.0078125 ,\n", " 0. , 0.01639344, 0.02173913, 0. , 0.00909091,\n", " 0. , 0.00909091, 0. , 0.01315789, 0. ,\n", " 0. , 0. , 0. , 0. , 0.01369863,\n", " 0. , 0.02040816, 0. , 0.0483871 , 0.01639344,\n", " 0. , 0.02439024, 0. , 0.02380952, 0. ,\n", " 0.02631579, 0.01851852, 0.02702703, 0.01818182, 0.04545455,\n", " 0. , 0. , 0. , 0. , 0. ])" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fp_freq" ] }, { "cell_type": "code", "execution_count": 21, "id": "70e05b26-3c93-457e-b1ec-e02ea315fdf3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Frequency [MHz]')" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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1Cl9++SXq1KkjbTNv3jwsXLgQS5YsQVRUFJycnNC7d+8KtUVnNs9O8b9F7KBMREQkW2Xus/P111/jhRdeQI8ePTBnzhy8//77CAkJQdOmTVFYWIgzZ85g0aJFldq4zz77DAEBAVi+fLm0LDg4WPq/EAILFizAu+++iwEDBgAAfvzxR/j4+GDDhg0YNmyYxf3m5+cjPz9f+lmj0QAorbLDsENERCRX5arsHDp0CN7e3ggJCYGtrS3i4uLwzjvvYNasWTh79izGjh1bqY37888/0b59ewwZMgTe3t5o27YtfvjhB2n9xYsXkZqaivDwcGmZm5sbQkNDERkZWeJ+586dCzc3N+kWEBAA4M7pKrWKfXaIiIisRbk6KKtUKsycORObN2/GokWLMHHiRISEhGDgwIGoV69epTfuwoULWLx4MZo0aYKtW7di4sSJmDJlClauXAkASE1NBQD4+PgY3c/Hx0daZ8nMmTORmZkp3RITEwHcueCn+bWxGHaIiIjkqlxh5+TJk/j999+h1Wqxbds2PPnkk+jWrRu+/fbbKmmcTqdDu3bt8Mknn6Bt27aYMGECxo8fjyVLltzTfu3s7ODq6mp0A+5UdvRXO79z1XOGHSIiIrkqc9j56quv0KFDB3z++ecICwvDDz/8gFGjRiEqKgoHDhxAWFgYTpw4UamN8/Pzw4MPPmi0rHnz5khISAAA+Pr6AgDS0tKMtklLS5PWlUeRMO6zo2afHSIiItkrc9iZN28eNm/ejAMHDuDo0aP46quvAABeXl748ccfMXv2bDzzzDOV2rguXbogLi7OaNnZs2cRFBQEoLizsq+vL3bs2CGt12g0iIqKQlhYWLkfTxqNpTLuoFzEoedERESyVebRWEIIKG8PxVapVBAmswo/+uijiI6OrtTGvfrqq+jcuTM++eQTPPPMMzh48CC+//57fP/99wAAhUKBadOmYc6cOWjSpAmCg4Mxa9Ys+Pv7Y+DAgeV+PP0Qc/3VztXss0NERCR7ZQ4706dPx+OPP47WrVvj7Nmz+OSTT8y2sbe3r9TGdejQAevXr8fMmTMxe/ZsBAcHY8GCBRgxYoS0zZtvvomcnBxMmDABGRkZ6Nq1K7Zs2VKhtpjOoKwPPRyNRUREJF9lDjtvvPEGevfujTNnzqBVq1Zo1qxZVbZL8sQTT+CJJ54ocb1CocDs2bMxe/bse34sLfvsEBERWZ1yXQi0VatWaNWqVVW1pcaZV3Y4zw4REZHcVfhCoNZIqy3+V2kSdnQMO0RERLLFsGNAmkGZlR0iIiKrwbBjwPTaWOyzQ0REJH8MOwb0HZTNKzucZ4eIiEiuyh12GjRogNmzZ0uzGFuTO5Wd2/Ps3P6XlR0iIiL5KnfYmTZtGv744w80bNgQjz76KNasWYP8/PyqaFu103E0FhERkdWpUNiJiYnBwYMH0bx5c7zyyivw8/PD5MmTcfTo0apoY7XRltBnRwiOyCIiIpKrCvfZadeuHRYuXIjk5GS8//77+N///ocOHTqgTZs2WLZsmdnlJOTAtIOyfgg6cKc/DxEREclLuSYVNFRYWIj169dj+fLl2LZtGzp16oRx48YhKSkJb7/9NrZv345Vq1ZVZlurnH7ouWllp3idgI2qRppFRERE96DcYefo0aNYvnw5Vq9eDaVSiZEjR2L+/PlGl4946qmn0KFDh0ptaHUoKqHPjuE6IiIikpdyh50OHTrg0UcfxeLFizFw4EDY2NiYbRMcHIxhw4ZVSgOrU0l9dgBAq2XYISIikqNyh50LFy4gKCio1G2cnJywfPnyCjeqppR0bSyAc+0QERHJVbk7KF+9ehVRUVFmy6OionD48OFKaVRN0emveq4qfloUCoUUeDjXDhERkTyVO+xMmjQJiYmJZsuvXLmCSZMmVUqjaoppnx2Ac+0QERHJXbnDzqlTp9CuXTuz5W3btsWpU6cqpVE1ReqzozAIOwpWdoiIiOSs3GHHzs4OaWlpZstTUlKgVld4JHutYDrPDsCLgRIREclducPOY489hpkzZyIzM1NalpGRgbfffhuPPvpopTauukmXi1AZVHZUPI1FREQkZ+UuxXzxxRfo3r07goKC0LZtWwBATEwMfHx88NNPP1V6A6tTkZaVHSIiImtT7rBTr149HD9+HL/88guOHTsGBwcHjBkzBsOHD7c4546cmA49Bww7KHPoORERkRxVqJONk5MTJkyYUNltqXH661+plHfO7qlv/5+VHSIiInmqcI/iU6dOISEhAQUFBUbLn3zyyXtuVE25M4PynWUcek5ERCRvFZpB+amnnsKJEyegUCikq5sr9EO0tdrKbWE1ujMa607a0YcdHcMOERGRLJV7NNbUqVMRHByMq1evwtHRESdPnkRERATat2+P3bt3V0ETq4+OkwoSERFZnXJXdiIjI7Fz5054eXlBqVRCqVSia9eumDt3LqZMmYLo6OiqaGe10HdC5mgsIiIi61Huyo5Wq4WLiwsAwMvLC8nJyQCAoKAgxMXFVW7rqlnpo7EYdoiIiOSo3JWdli1b4tixYwgODkZoaCjmzZsHW1tbfP/992jYsGFVtLHaFAcaRQmVHQ49JyIikqNyh513330XOTk5AIDZs2fjiSeeQLdu3eDp6Ym1a9dWegOr050+O+YdlPUTDhIREZG8lDvs9O7dW/p/48aNcebMGaSnp6NOnTrSiCy50p/GUloYes4+O0RERPJUrj47hYWFUKvViI2NNVru4eEh+6ADGPbZMa/s6CccJCIiInkpV9ixsbFBYGCgrOfSKY3lq55zBmUiIiI5K/dorHfeeQdvv/020tPTq6I9NUpfvbE4Got9doiIiGSp3H12vv76a5w/fx7+/v4ICgqCk5OT0fqjR49WWuOqW5FOAErOs0NERGRNyh12Bg4cWAXNqB10t8OOWsV5doiIiKxFucPO+++/XxXtqBW0lvrsqDjPDhERkZyVu8+ONdMXb1QGI8uUClZ2iIiI5KzclR2lUlnqMHNrGKllOPScfXaIiIjkrdxhZ/369UY/FxYWIjo6GitXrsSHH35YaQ2rSSqjPjscek5ERCRn5Q47AwYMMFv29NNPo0WLFli7di3GjRtXKQ2rSWoLo7F4GouIiEieKq3PTqdOnbBjx47K2l2NMuygrFLxNBYREZGcVUrYyc3NxcKFC1GvXr3K2F2NM+ygzMoOERGRvJX7NJbpBT+FEMjKyoKjoyN+/vnnSm1cTVAqAKWFGZQ59JyIiEieyh125s+fbxR2lEol6tati9DQUNSpU6dSG1cTDE9hAXeqPKzsEBERyVO5w87o0aOroBm1h1nYud1nR8ewQ0REJEvl7rOzfPlyrFu3zmz5unXrsHLlykppVE0ynGOn+GdWdoiIiOSs3GFn7ty58PLyMlvu7e2NTz75pFIaVZPMKjucZ4eIiEjWyh12EhISEBwcbLY8KCgICQkJldKomqQ2CTus7BAREclbucOOt7c3jh8/brb82LFj8PT0rJRG1STzys7t0Vhahh0iIiI5KnfYGT58OKZMmYJdu3ZBq9VCq9Vi586dmDp1KoYNG1YVbaxWrOwQERFZl3KPxvroo49w6dIl9OrVC2p18d11Oh1GjhxpFX12lCVVdjjPDhERkSyVO+zY2tpi7dq1mDNnDmJiYuDg4IBWrVohKCioKtpX7UwrO1LYYWGHiIhIlsoddvSaNGmCJk2aVGZbagXTPjtqVnaIiIhkrdx9dgYPHozPPvvMbPm8efMwZMiQSmlUTTKdZ0c/9LyIpR0iIiJZKnfYiYiIwOOPP262vG/fvoiIiKiURtWkkis7DDtERERyVO6wk52dDVtbW7PlNjY20Gg0ldKomqRWWe6zw9FYRERE8lTusNOqVSusXbvWbPmaNWvw4IMPVkqjapJZZUfFyg4REZGclTvszJo1Cx999BFGjRqFlStXYuXKlRg5ciQ+/vhjzJo1qyraKPn000+hUCgwbdo0aVleXh4mTZoET09PODs7Y/DgwUhLS6vwY6gUxmFHKV31nB2UiYiI5KjcYad///7YsGEDzp8/j5dffhmvv/46kpKSsH37dgwcOLAKmljs0KFD+O677/DQQw8ZLX/11Vfx119/Yd26ddizZw+Sk5MxaNCgCj9OSX12mHWIiIjkqUJDz/v164d+/fqZLY+NjUXLli3vuVGmsrOzMWLECPzwww+YM2eOtDwzMxNLly7FqlWr8MgjjwAovip78+bNceDAAXTq1Kncj1Vynx2mHSIiIjkqd2XHVFZWFr7//nt07NgRrVu3row2mZk0aRL69euH8PBwo+VHjhxBYWGh0fJmzZohMDAQkZGRJe4vPz8fGo3G6KanMhl6zj47RERE8lbhsBMREYGRI0fCz88PX3zxBR555BEcOHCgMtsGoLjj89GjRzF37lyzdampqbC1tYW7u7vRch8fH6Smppa4z7lz58LNzU26BQQESOvMZ1C+Pc8Oww4REZEsles0VmpqKlasWIGlS5dCo9HgmWeeQX5+PjZs2FAlI7ESExMxdepUbNu2Dfb29pW235kzZ+K1116TftZoNFLg4Tw7RERE1qXMlZ3+/fujadOmOH78OBYsWIDk5GQsWrSoKtuGI0eO4OrVq2jXrh3UajXUajX27NmDhQsXQq1Ww8fHBwUFBcjIyDC6X1paGnx9fUvcr52dHVxdXY1ueiVdG4uVHSIiInkqc2Xnn3/+wZQpUzBx4sRquyZWr169cOLECaNlY8aMQbNmzTBjxgwEBATAxsYGO3bswODBgwEAcXFxSEhIQFhYWIUes+SrnjPsEBERyVGZw85///2HpUuXIiQkBM2bN8fzzz+PYcOGVWXb4OLiYja6y8nJCZ6entLycePG4bXXXoOHhwdcXV3xyiuvICwsrEIjsYBSrnrOsENERCRLZT6N1alTJ/zwww9ISUnBiy++iDVr1sDf3x86nQ7btm1DVlZWVbazRPPnz8cTTzyBwYMHo3v37vD19cUff/xR4f2xzw4REZF1UQghKvwpHhcXh6VLl+Knn35CRkYGHn30Ufz555+V2b5qodFoikdlTfsVw7o8gHlP3xlCfzI5E/0W/gcfVztEvR1eyl6IiIioOuk/vzMzM43635q6p3l2mjZtinnz5iEpKQmrV6++l13VGmbz7Nz+mZUdIiIiebrnSQUBQKVSYeDAgbKs6pjiaCwiIiLrUilhx5qU2GdHy7BDREQkRww7JkzDDis7RERE8sawY6LEoecV78dNRERENYhhxwSHnhMREVkXhh0TpU0qeA+j9ImIiKiGMOyYKGnoOcDqDhERkRwx7JhQq0wqOwY/s5MyERGR/DDsmCipzw7Ayg4REZEcMeyYUCmMw45SwcoOERGRnDHsmCitsqNj2CEiIpIdhh0Tpn12lEoF9MUdVnaIiIjkh2HHhGllB+BcO0RERHLGsGPCdJ4dwPCSEbrqbg4RERHdI4YdE6bz7AB35tphZYeIiEh+GHZMlF7ZYdghIiKSG4YdE8pSwg4rO0RERPLDsGOitMoOww4REZH8MOyY4GgsIiIi68KwY4J9doiIiKwLw46J0is7HHpOREQkNww7JtQWhp5LlR0tKztERERyw7BjwnJlh/PsEBERyRXDjglLYUfJPjtERESyxbBjotQ+O4Jhh4iISG4YdkyUOs8O++wQERHJDsOOidIqOzyNRUREJD8MOybUKs6gTEREZE0YdkxYOo2lD0BFnGeHiIhIdhh2TKgszrPDoedERERyxbBjQqWwcBrr9iL22SEiIpIfhh0TKot9doqfJh3DDhERkeww7Jiw2GeHo7GIiIhki2HHhKWh5/pqD/vsEBERyQ/DjglWdoiIiKwLw44Ji5UdaZ4dDj0nIiKSG4YdE2oLQ89Z2SEiIpIvhh0TFrIOr41FREQkYww7JixVdlS86jkREZFsMeyYsNBlRwpAHI1FREQkPww7BtRKBRSWZlBmnx0iIiLZYtgxoLRU1sGdDsqs7BAREckPw44BdQnPhlTZYQdlIiIi2WHYMWBpjh3AsLLDeXaIiIjkhmHHgKUrngN3Tm+xzw4REZH8MOwYUFmaZAd3Kjs6Dj0nIiKSHYYdAyWdxtKHIPbZISIikh+GHQN377PDsENERCQ3DDsG1KqSKjvss0NERCRXDDsGSqzsqFjZISIikiuGHQPqEvvs6Cs7HHpOREQkNww7BpQlDD3XD0lnZYeIiEh+GHYMlDwai2GHiIhIrhh2DJQ4z46KHZSJiIjkimHHQMl9doqfJlZ2iIiI5KdWh525c+eiQ4cOcHFxgbe3NwYOHIi4uDijbfLy8jBp0iR4enrC2dkZgwcPRlpaWoUe727z7LCyQ0REJD+1Ouzs2bMHkyZNwoEDB7Bt2zYUFhbiscceQ05OjrTNq6++ir/++gvr1q3Dnj17kJycjEGDBlXo8e42GouVHSIiIvlR13QDSrNlyxajn1esWAFvb28cOXIE3bt3R2ZmJpYuXYpVq1bhkUceAQAsX74czZs3x4EDB9CpU6dyPZ6SlR0iIiKrU6srO6YyMzMBAB4eHgCAI0eOoLCwEOHh4dI2zZo1Q2BgICIjI0vcT35+PjQajdENAFQlPBtKqbLDeXaIiIjkRjZhR6fTYdq0aejSpQtatmwJAEhNTYWtrS3c3d2NtvXx8UFqamqJ+5o7dy7c3NykW0BAAICST2PduTZWJRwIERERVSvZhJ1JkyYhNjYWa9asued9zZw5E5mZmdItMTERQFnm2WHaISIikpta3WdHb/Lkydi0aRMiIiJQv359abmvry8KCgqQkZFhVN1JS0uDr69vifuzs7ODnZ2d2XK1ooR5dm4PPWefHSIiIvmp1ZUdIQQmT56M9evXY+fOnQgODjZaHxISAhsbG+zYsUNaFhcXh4SEBISFhZX78TiDMhERkfWp1ZWdSZMmYdWqVdi4cSNcXFykfjhubm5wcHCAm5sbxo0bh9deew0eHh5wdXXFK6+8grCwsHKPxALKMM+OlmGHiIhIbmp12Fm8eDEAoGfPnkbLly9fjtGjRwMA5s+fD6VSicGDByM/Px+9e/fGt99+W6HHY2WHiIjI+tTqsCPE3cOFvb09vvnmG3zzzTf3/Hh3Czvss0NERCQ/tbrPTnW722ksXRnCFxEREdUuDDsG7na5iCJOtENERCQ7DDsGlMrSh56zzw4REZH8MOwYUKtKqOyo2GeHiIhIrhh2DKgUd7tcBMMOERGR3DDsGCgp7BiOxirLCDEiIiKqPRh2DJQ49NwgBLG4Q0REJC8MOwZKDDsGfXl4KouIiEheGHYMqFSWlxsOSWfYISIikheGHQN3m2cHAIp0nGuHiIhIThh2DKjuMs8OwMoOERGR3DDsGCipsmO4mHPtEBERyQvDjgFlCWFHoVBwrh0iIiKZYtgxUNI8O8CdIMTKDhERkbww7Bgoaeg5YHDlc4YdIiIiWWHYMVBSnx3AeBZlIiIikg+GHQNlqexoOfSciIhIVhh2DKhLGHoO3BmWzsoOERGRvDDsGChpNBZwp7JTpGXYISIikhOGHQOlncZSceg5ERGRLDHsGGAHZSIiIuvDsGOgTEPPBcMOERGRnDDsGFCXMqmgin12iIiIZIlhxwD77BAREVkfhh0DKlXJ69QqfZ8dzrNDREQkJww7BlRlmGeHlR0iIiJ5YdgxUNqFQG8Xdjgai4iISGYYdgyUPhqLlR0iIiI5YtgxoO+XYwk7KBMREckTw46BUi8XoWLYISIikiOGHQOcQZmIiMj6MOwYKK2Dslo6jcWh50RERHLCsGNAXerQc1Z2iIiI5Ihhx0ApWYcdlImIiGSKYcdAWSYV5LWxiIiI5IVhxwCvek5ERGR9GHYMcDQWERGR9WHYMVCWyg777BAREckLw46BMlV22GeHiIhIVhh2DJStssN5doiIiOSEYceAopRJBZXss0NERCRLDDtlxD47RERE8sSwU0b6eXYYdoiIqKocuHADN7Lza7oZVodhp4zUPI1FRERVaM/Zaxj2/QGMWXEIwgrndMvJL8L2U2k1UjRg2CkjXi6CiIiq0l/HkgEAx5MyEXHueg23pvJNXRONF348jB8jL1X7YzPslBErO0REVFWKtDrsOJ0m/fztrvM12JrKt//8dWw/fRUAsCH6SrU/PsNOGalUHHpORERV48jlm7h5qxAudmrYqBSIupiOI5dv1nSzKoVOJ/Dx36eln48lZSIx/Va1toFhp4xUClZ2iIioavx7qriq82gLHzzVth4AYPHu+JpsUqXZeOwKTiZr4GynRgt/VwDAP7Ep1doGhp0yYp8dIiKqCkII/HsqFQDw2IM+eLFHIygUwPbTaTibllXDrbs3eYVafLH1LADg5YcbYWiHAADA3ydSq7UdDDtlxHl2iIioKsSlZSExPRd2aiW6P1AXjeo6o08LXwDAEhlUd/KLtEi6afm01PJ9l3AlIxf+bvYY2yUYfVr6QqEAYhIzcCUjt9rayLBTRioV59khIqLK9+/J4lNY3Zp4wdFWDQCY2LMRAGDjseQy92+Jv5aNlMy7B4iCIh3yi7R33e6d9Sfw6Fd78EvUZRRqzfurCiGwMeYKHv58N7p+tguTVx1FskGASc8pkDpav/5YU9jbqODtYo8ODTwAAP+cqL5TWQw7ZcTRWFRZhBCIvZLJ4EzVqqrnbcm4VYC/yvHBTHfoT2E9+qCPtOyh+u7o2tgLWp3A//ZeuOs+TiZnos+CCDyx8D+k5xSUuF1OfhH6/l8EHv58d6mTF+6Ku4pfohJw7mo23lkfi15f7sHvR5Kk960jl9Px1Lf7MXVNDJIz8wAAm46noNeXe/D1znPIK9Ri4Y5zyMovwoN+rlI/JADo18oPALCZYaf2kUOfndUHE/DCysNGyboqWONkV9Vp3tY4PLHoP7z52/EqfZzohJs4k6rh61UG59Ky8MySSHz6z5la/TdeUT8duIyQOdvxQ8SFSv19yCvUYtPxZLyw8jA6fLwdr6yOxtDvIpGZW1hpj2EN9p2/jtBPtmPpfxfN1iVn5CL2igYKBdCruY/ROn11Z82hRFwvJZjodALvrI9FoVbgRk4B5hqMfDL15b9nEX8tB8mZeZiz2fJ2hVodPr69rnMjT3g52yEh/RZeX3cMj83fg5d+OoLBiyMRk5gBR1sV3njsAfzxcmd0aFAHuYVafPHvWTw6fw9+PnAZAPBOv+bS9SUBSKeyohMyqvzzSo9hp4xqe2Vnz9lreHv9CWw/nYZJq45aLDlWhr+OJSP0kx34PqL2n0eujfbHX8eSPcXP3e9Hk/Dn7UnEKlORVoc5m07hqW/3o8+Cvei9IAJf7zyHhBu16xv3yeRM/G/vBRy5fBO6Gvy7iknMwJDvInHwUjqW7InH1DXRKCiqvikm/jiahHc3nMC6w4m4dD2n0sPp0YSb+ODPk0jPKcDHf5/GuxtiUXSP7w+ZuYV46/fjaD9nOyavisb202ko1ArYqpVIzszDh3+erKTWy99VTR6mrI5GmiYfH28+hagLN4zWb7s9Cqt9UB14OdsZrevcyBOt67shv0hnMSjprTqYgJjEDDjYqAAA644kmT0OABxLzMCK/cX7USiA9dFXEHH2mtl2vxy4jPNXs+HhZIvFz4Ug4s2emNGnGdwcbBB/LQdbTqZCoQCGtg/A7uk9MfmRJmgXWAe/vhiG/xvWBj6udkhMz0WRTuDhpnXRpbGX0f59XO3RPqgOAODvaqruqKvlUazAncpO7ZtnJzUzD6+ujYH+PTI6IQPztpzBO/0erNTHibpwA6//egwFWh0++fsMvF3sMdCgNEmly7xViNd/PQYhgHruDriSkYt31p9ASFAd1HN3qJTHuJlTgMmrj2Lf+eI3OluVEmfTsvHFv2fxxb9n0SbAHS3ruUKrEyjUitv/6tAusA5Gd25g9O3LVNSFG0jOzEXfln6wv/2mWhEFRTos2nkO3+6Ol6oo3i526N3CF31a+qJjsAdsVHf/HqbVCeQWapFbUHy7VViEIq3AAz4usFWX7XvcvvPXMf7Hw7hVoEUTb2dcupGDTcdTkJ1fhMUjQuBgW/HjLItfDyXizd+LK3w/IwEA4OVsi/ZBHghr5IknW/ujjpNtifc/lazB+WvZ6NvS1+JzlplbiCmro6HVCTT3c8WZVA1+iUpA0s1cfP1sW7jY25S7zbkFWoxbcQiHb88BU8/dAQPa+GNg23rIyivEkCWR+CP6Ch590Ad9b5+uqGp7z11DckYuhoQElPo7XNmOJtzEzwcuY1RYA7QOcDdbr9UJTFsbgxs5BbBRKVCoFZi6JgZ/T+0Gj9uv651RWL5m91coFJjYszFe+vkIvo+4gHaBdYxOdQHAtax8fLblDADgzT5NcTYtG6sPJuDdDbHYPKWb9LdQqNXhrT9OQCeAgW384e5oixX7L+GdDSfw77Qe0u96xq0CzN9+DgDw2qMPwM2h+HdkYs9GGNEpECv2XcL5q9l4sUdDtPB3M2vvgDb1EN7cB9/uPo+YxAx88GQLi8/d4638cOjSTfwTm4oXujUs0/N9LxSCNW5oNBq4ubkhMzMTrq6uFrfZdDwZk1dFIzTYA2tfDKvmFpasSKvDsz9E4eCldDzo54qXejbClNXRAIAfRrY3+8OoqAvXsjFo8X5k3CqEv5s9kjPzYKtS4ucXQtEx2KNM+0i4cQtfbotDYvot5ORrkVNQhJz8IuQWatGtSV18OqgVPE2+2dQG0Qk3cfBiOoZ1CISbY/k/HIDiU3+TV0dj8/EUBHs5YePkLhi59CBiEjMQGuyBVeM7SYG6ok4lazDhp8NIupkLR1sVvhjSGl0ae2HryVT8dSwZ+85fR2kFlCdb++PzIQ/BTm38AS+EwNL/LuLjv09DiOJgMqF7QzwbGih1pixPG19fdwynUzQAgLaB7jiflo2s/CJpGw8nW7z3xIMlBmmdTuDrXefx7e7zyCs0//Lh42qHkWEN8GzHwFKDwpbYVExZHY0CrQ5dGnvi++fb49CldLz08xHkFerQPqgOlo7uIL3ZV7atJ1Mx8ecj0AmgVzNvZOYW4nhSJgoMqi62aiX6tfLDs6GBaB9UBwqFAtn5RfgzJhlrDiXgeFImgOIKwOIRIUa/n0IITF4Vjc0nUhDo4YhNU7oiMv4Gpq6JRl6hDs18XbBsdAf4lyNoF2p1mPDjYeyKuwZXezUWPxeCzo08oVDc+d39fOsZfLMrHnUcbbB1Wnd4u9qb7edmTgHsbVR3DZNZecWnw0oKZUIILN4Tj3lb4gAAfVr4YsGwNvcUxstq+6niKnp+kQ4ONiosfq4dejb1Ntpm0Y5z+HLbWTjYqLD2xU6YtjYGF67loFczb/xvVHtocosQMmcbinQCu9/oiQZeThaPcfpvx/HbkSTYqpX4aWxHhDb0lNZPWxONDTHJaFnPFRsndUVWXiF6fbkHN3IK8Gafpni5Z2MAwHd74jH3nzNwd7TB9td6wN5GhUe/2oOUzDy82KMhZvZtDgD44M+TWLH/Epr5umDTK12hLsMXj4pIzcxDp7k7AACRMx+Bn1vFvvCV5fMbsKKw88033+Dzzz9HamoqWrdujUWLFqFjx45lum9ZnqwtsSl46eej6NCgDta91Lkym35PPttyBot3x8PZTo1Nr3RFAy8nzP7rFJbtuwhXezU2T+mGAA/He3qM9JwCDPp2Hy7duIXWAe5YPT4Ur/96DP/EpsLd0QbrX+6CYAt/pHpCCPxx9Are2xiLnIKSRwD4utrjmxFtERJUtvBU1fIKtfhq21n8sPcChCj+EP1s8ENmb2h6CTdu4VhSBsJun+M29PuRJLy+7hjUSgV+n9gZrQPccel6Dh5fuBe3CrRGb0qlKdTqsD/+BrLyCqFWKqBUKKBWKXAlIw+fbD6N3EItAj0c8f3IEDTzNf5dvpqVh60n03A9Kx9qpQJqlRJqpQJZeYX4dnc8inQCXRp7YslzIdKHS5FWh9mbTuHHyOJz7672amjyioNJHUcbjO0SjJGdG9w1EBRpdVi8Ox4Ld55DoVbAw8kWHw1oiX4P+SG/SIv98TewNTYV/55KkzpXDm0fgA+ebGH0gZieU4Bpa2PMSu8ONio42qpQoNUh63b77G2UGNSuPsZ2CUagh2NxBahQi1sFRdh3/jre//MkdKL4A/L/hreRQt7hS+kYu+IQNHlFaO7nipVjO8DbxfwD+15EXbiB55cdREGRDs+0r4/PBj8EhUKBvEItYq9k4tClm9h0PBknkzXSfR7wcUYLfzdsPZmKW7f/jmxUCqiUCuQV6tCwrhOWj+6AIM/iv8VVUQl4e/0JqJUK/DaxM9rcrjwcT8rA2BWHcT07H3Vd7NA2wB1anUCRrrjSp1AAfVv6YUj7+kbVIp1O4PV1x7A++grsbZT4eVwo2jcw/1stKNLhqW/34WSyBj2b1sXy0R2kMHSroAjf7DqP7yMuwM3BBm/1bY7B7eoZhSWg+Pd85f5LmL+teH6WVx99AKM6NzBqT5FWh1kbT2L1weKKmEqpgFYn0C7QHT+MbF+lX5x+PZyImX+cgFZX/LucnlMAtVKBL4a0lkL6wYvpGPZ9JHQC+GJIazwdUh+nkjUY+O0+FBTp8G6/5vBytsO0tTF4wMcZ/77ao8THK9Lq8NLPR7H9dBpc7NRY82IntPB3w77z1zHif1FQKICNk7rgofruAID10Ul4de0x2Nsose3VHhACeGzBHuQV6vD50w9hSPviuW62n0rDCz8ehkqpwJ+Tu8BOrUTvBXuh1QmseiEUnU1OP1W2pxfvx+HLN/HeEw9ibNfgCu3jvgo7a9euxciRI7FkyRKEhoZiwYIFWLduHeLi4uDtbfmDyVBZnqxtp9Iw/sfDaBvojvUvd6nsQ6iQXWeuYsyKQwCAb55th34PFZeMC4p0GPJdJI4lZqB1gDvWvRhW5rK+qfwiLZ77XxQOXbqJeu4O2DCpC+q62CG3QIthPxzAscQMNPB0xPqXu1j8Fp2ZW4h31p/ApuPF52U7NvDA2K4N4GxnA0c7FZzt1NDkFuLN347jwvUcqJUKvNW3GcZ1DTZ7A6xOxxIz8Pq6Yzh/NRtA8amF69nFH8LDOwbgnX4PwtlOLW37fcQF/BObAp0o/jb+dEh9jO/WEMFeTki4cQuPL9yL7PwivPHYA5j8SBPpcfSnMdRKBda/3AWt6ruZNwbFp8BWHUzAj5GXkHJ75IMl3Zp4YdHwtnB3LLmiYUnE2WuY+PMR5BRo8aCfK1aM6QAnOzVeWR2NnWeuQqEA3u7bHKM6N8D66CQs3h2PS7f7ADnaqvDEQ34Y0j5Aqj7oJWfk4tfDiVh3OEmaU6N3Cx/MGdgKdV3MP4yKtDp8ves8/m/HOQgBNPVxwTcj2qGxtzOiE25i0i9HkZyZBzu1Eh8NbIn+D/nD3kYpPWZBkQ6bjidj6X8XjYJCSYa2D8DHT7U0+/Z6OkWD55cexPXsfDjbqTGwrT9GhAahuZ/x+0NcalZx36uYZKhVCgxsUw9Ph9S3+A1d71SyBkO/i0RWfhHCm/tgyXPtLH57FkLgeFImVkUl4M9jycgtvPNFoWFdJwzvEIhB7eohTZOPcSsPISUzDx5Otvj++RC4Otig/6L/kF+kw9uPN8OE7o2M9p108xbGrjiEs2nZJbYz0MMR08KbYECbelAqgNmbTmH5vktQKRX4YWQIHmlWctX4XFoW+i36DwVFOnz8VEs82zEQW0+m4aNNp8zmVunQoA5mD2gpPbcHLtzAextjzdrW1McFswe0QGhDT+TkF2HyqqPYFXcNCgXw/hMPormfK8b/eBiavCI08HTEijEdS30dKkIIgSV7LkinjZ4OqY+PBrTEW38cx8aY4v537/ZrjsHt6uPxhXuRkpmHQW3r4auhbaR9/HTgMmZtiIWNSoEHfFxwMlmDyQ83xhu9m5b62HmFWoxcdhAHL6bDy9kWq8Z3wos/HcHF6zkYFRaEDwe0NGrnsz9EIfLCDTzctC6KdAJ7z11HWENPrBofavQ3OumXo9h8IgUP1XeDu6MtIs5ew6MP+uCHke0r8ZmzbNl/FzF70ym0D6qD3yZWrIhwX4Wd0NBQdOjQAV9//TUAQKfTISAgAK+88greeuutu96/LE+WPlg083XB/0ZV/S/B3WTcKsTzS6Nw81YhRoYFYbbBLzpQ/GbWb+F/yMwtXj+he8XOiX6+NQ4bY5LhYq/GHxM7o4mPi7TuWlY+Bn6zD1cyctGxgQe+fKY1DPPJxes5eOv3E7iSkQuVUoFXw5tgYs/GFk/XZOcX4a3fj0uhqHcLH7zVtzlsVNUbeIQo/tam709S18UOnw5qhc6NvDBv6xks33cJQHE/hZd6NsLm48k4cCFdun+AhwMS04vfzBWK4tlQUzPzcCwpEx0a1MGaCWFGxy+EwMSfj2LLyVQ0rOuEZaM6QG1wzJm5hVh9MAG/H7kifdh5OduiUV1n6ETxt3GdThSfCmnujckPN65w2flEUibGrDiI69kFqF/HAa72NjiVooGdWokFQ9sY9b8o0uqw+UQKvt0VjziDGV6DvZzwdEh9BHs5Yd3hROw5e006daY/PTWgjf9dg+z+89cxZU0Mrmfnw9FWhcHt6mPNoQQUagUaeDpi8XMhZsHDkBACBy+mY+l/F7HtdJrUn02lVMDRRgUnOzWGdQzA1F5NSmzLpes5eOnnIziTeuf42gW649nQINwqKMJvR5Kk00im2gfVwdMh9dG5kReUBi9Hek6BVFXp2MADP47rWKZTLpq8QmyIvoKEG7fwWAtfdGhgHCqvavIwbuVhnLiSCVuVEnVd7HAlIxc9HiiurFjqx5KdX4StsanIK9JCrVRApSyu9KVk5mHpfxekcN/E2xntAutg7eFEAMD8oa3xVNv6d23z//ZewJzNp+Fgo0L7BnWw9/ZVvOu5O+Ddfs1xOf0W/m/7OeQWaqFSKjAyLAgZtwqx/vZFIj2cbDGjT3EA+PSfM7h5q/iU1sA2/jh/LRuxVzSwt1Fi4bC2eOz2BHznr2Zh9PJDSLqZizqONlg4vG2pVefyWr7vktRR+MUeDfFWn2ZQKBTQ6QTmbD6NZfsuSsd4JSMXDb2c8NcrXeFkd+d0rxACL/9yFP/E3plBeOOkLhb7/JjS5BVi6HcHcDpFA1u1EgVFOtR1scOO13vA1eRUX/y1bPRdsFc6LWqrVmLrtO5mz8dVTR56fbVHqojaqBTY9mqPSg+KlqRk5iJs7k4AwF+Tu6KOU/lPGWdpNHiwgZ/1h52CggI4Ojrit99+w8CBA6Xlo0aNQkZGBjZu3Gh2n/z8fOTn3xnGp9FoEBAQUOqTFXH2GkYuO1jp7b9XLeu54veJnc36WQB3SpT3Sq1UYMWYjujaxLykeTYtC4O/3W/U58JUoIcj/m9YG7QNrFPq4wgh8NOBy/ho0ykUamv+1/LJ1v748MkWRhWryPgbmP7bMSTdvPPtVK1U4MnW/hjfvSGa+brg4MV0fB9xATvOXJW2cbFT4++plk8p3swpQJ//i0CapuShpQDQzNcF47oGo39r/yrrk3D5Rg5GLjuIy7erNp5OtvjfqPYlvnZCCBy+fBO/HkrE5hMp0ukVQ50aemB4x0D0buFbrnZfzcrDtDUx2B9/Z1RJnxa+mDfkIbM39tJk5RVCJ4pPdZW3wimEQOSFG/glKgFbY1PNRmOqlQr0au6Nwe3qI79Ih9+OJGHvuWul9o0Cil/LtS+GVWp/oFsFRXh1bQy23p6grq6LHf6Z2s3slGpZ5OQXYcX+S/huT7x02hJAuU436HQCI/5XXF0Aij9EJ3RviMkPN5FOTSZn5GLO5lNGlw5QKIBnOwZieu+mUoUy41YB5m2Nw+qDCVJwLel382pWHsatKA5+VeXdfs3NOtWaVn1s1Uqsf7mzWSdeoPhLTL+Fe5F0Mxe+rvbY/9YjZe5YfTUrD0OWREp/o4uGt0X/1v4Wt/3q3zgs3Fk8qd/03k0x6WHLp8r1pzwBYEL3hnj78eZlaktlGPTtPhxNyKjw/XX5t5C44BnrDzvJycmoV68e9u/fj7CwOx2H33zzTezZswdRUVFm9/nggw/w4Ycfmi0v7cnKuFWAQYv348rN6pve+m4a1XXG4ufaSefoLfluTzy+3nneqNNjebjYq/FOv+alfpPbf/46pv923GweCJVSgf4P+WNW/zunfMoiJjEDM347jks3cirU5nvl5WyHtx9vLp0WNJWdX4RP/zmNf0+m4cnW/hjbNdhiJ89zaVn4PuIC/jt/He/3b4E+Lc1HW+hFxt/A5FVHkW0SGpUKBbo09sTYrsEIa+hZLaf2rmfnY9qaGNwqKML/DWtb5j5fOflF2HwiBb8dTkKqJg99W/liWIfAe/pmrdUJfL3zPH49nIgxXRrU6OnNq1l5WHc4Ceujr8DBRoVB7erhydb+Zn1DUjPzsD76Cv44moQECxPstfB3xZLnQix23L1XOp3AV9vO4u8TKfhkUCt0MujIWhGZuYVYuvcC1h1JwnOdgkr8sCxJckYuXlh5GH5u9ninX3M0rOtscbuIs9fwyd+n4WKvxrv9HiyxynEsMQMfbz6NvCItFg1vW+J7362CIsz84wS2nkxFZX7CuTrY4J3Hm5c6CvW3I0n4Ztd5vPJIYwxqV/L75rHEDLy6NgYjw4Iwukv5+qskpt/C5NXRaOnvijkDW5b4N5FXqMWY5Ydgo1bifyPblxj2dTqBKWuicSUjFyvHdizXl4l7tSU2FTN+P468wrvP6GyJNv8W4r94mmHHUtipSGWHiIiIapey9tmR/Tw7Xl5eUKlUSEtLM1qelpYGX1/L36Tt7OxgZ1f7hjgTERFR5ZP9DMq2trYICQnBjh07pGU6nQ47duwwqvQQERHR/Un2lR0AeO211zBq1Ci0b98eHTt2xIIFC5CTk4MxY8bUdNOIiIiohllF2Bk6dCiuXbuG9957D6mpqWjTpg22bNkCH5/KmT2YiIiI5Ev2HZQrQ1k7OBEREVHtUdbPb9n32SEiIiIqDcMOERERWTWGHSIiIrJqDDtERERk1Rh2iIiIyKox7BAREZFVY9ghIiIiq8awQ0RERFaNYYeIiIismlVcLuJe6SeR1mg0NdwSIiIiKiv95/bdLgbBsAPgxo0bAICAgIAabgkRERGVV1ZWFtzc3Epcz7ADwMPDAwCQkJBQ6pMldxqNBgEBAUhMTLTqa4DxOK0Lj9O68DitS00fpxACWVlZ8Pf3L3U7hh0ASmVx1yU3Nzer/qXUc3V15XFaER6ndeFxWhceZ9UrS5GCHZSJiIjIqjHsEBERkVVj2AFgZ2eH999/H3Z2djXdlCrF47QuPE7rwuO0LjzO2kUh7jZei4iIiEjGWNkhIiIiq8awQ0RERFaNYYeIiIisGsMOERERWbX7Pux88803aNCgAezt7REaGoqDBw/WdJPKZe7cuejQoQNcXFzg7e2NgQMHIi4uzmibnj17QqFQGN1eeuklo20SEhLQr18/ODo6wtvbG9OnT0dRUVF1HkqpPvjgA7NjaNasmbQ+Ly8PkyZNgqenJ5ydnTF48GCkpaUZ7aO2HyMANGjQwOw4FQoFJk2aBEC+r2VERAT69+8Pf39/KBQKbNiwwWi9EALvvfce/Pz84ODggPDwcJw7d85om/T0dIwYMQKurq5wd3fHuHHjkJ2dbbTN8ePH0a1bN9jb2yMgIADz5s2r6kMzUtpxFhYWYsaMGWjVqhWcnJzg7++PkSNHIjk52Wgfln4HPv30U6NtavNxAsDo0aPNjqFPnz5G28j99QRg8W9VoVDg888/l7aRw+tZls+RynqP3b17N9q1awc7Ozs0btwYK1asqOrDKybuY2vWrBG2trZi2bJl4uTJk2L8+PHC3d1dpKWl1XTTyqx3795i+fLlIjY2VsTExIjHH39cBAYGiuzsbGmbHj16iPHjx4uUlBTplpmZKa0vKioSLVu2FOHh4SI6Olr8/fffwsvLS8ycObMmDsmi999/X7Ro0cLoGK5duyatf+mll0RAQIDYsWOHOHz4sOjUqZPo3LmztF4OxyiEEFevXjU6xm3btgkAYteuXUII+b6Wf//9t3jnnXfEH3/8IQCI9evXG63/9NNPhZubm9iwYYM4duyYePLJJ0VwcLDIzc2VtunTp49o3bq1OHDggNi7d69o3LixGD58uLQ+MzNT+Pj4iBEjRojY2FixevVq4eDgIL777rvqOsxSjzMjI0OEh4eLtWvXijNnzojIyEjRsWNHERISYrSPoKAgMXv2bKPX2PDvubYfpxBCjBo1SvTp08foGNLT0422kfvrKYQwOr6UlBSxbNkyoVAoRHx8vLSNHF7PsnyOVMZ77IULF4Sjo6N47bXXxKlTp8SiRYuESqUSW7ZsqfJjvK/DTseOHcWkSZOkn7VarfD39xdz586twVbdm6tXrwoAYs+ePdKyHj16iKlTp5Z4n7///lsolUqRmpoqLVu8eLFwdXUV+fn5VdncMnv//fdF69atLa7LyMgQNjY2Yt26ddKy06dPCwAiMjJSCCGPY7Rk6tSpolGjRkKn0wkhrOO1NP3Q0Ol0wtfXV3z++efSsoyMDGFnZydWr14thBDi1KlTAoA4dOiQtM0///wjFAqFuHLlihBCiG+//VbUqVPH6DhnzJghmjZtWsVHZJmlD0dTBw8eFADE5cuXpWVBQUFi/vz5Jd5HDsc5atQoMWDAgBLvY62v54ABA8QjjzxitExur6cQ5p8jlfUe++abb4oWLVoYPdbQoUNF7969q/qQxH17GqugoABHjhxBeHi4tEypVCI8PByRkZE12LJ7k5mZCeDOxU31fvnlF3h5eaFly5aYOXMmbt26Ja2LjIxEq1at4OPjIy3r3bs3NBoNTp48WT0NL4Nz587B398fDRs2xIgRI5CQkAAAOHLkCAoLC41ey2bNmiEwMFB6LeVyjIYKCgrw888/Y+zYsVAoFNJya3gtDV28eBGpqalGr5+bmxtCQ0ONXj93d3e0b99e2iY8PBxKpRJRUVHSNt27d4etra20Te/evREXF4ebN29W09GUT2ZmJhQKBdzd3Y2Wf/rpp/D09ETbtm3x+eefG50KkMtx7t69G97e3mjatCkmTpyIGzduSOus8fVMS0vD5s2bMW7cOLN1cns9TT9HKus9NjIy0mgf+m2q4zP3vr0Q6PXr16HVao1eGADw8fHBmTNnaqhV90an02HatGno0qULWrZsKS1/9tlnERQUBH9/fxw/fhwzZsxAXFwc/vjjDwBAamqqxedBv642CA0NxYoVK9C0aVOkpKTgww8/RLdu3RAbG4vU1FTY2tqafWD4+PhI7ZfDMZrasGEDMjIyMHr0aGmZNbyWpvTtstRuw9fP29vbaL1arYaHh4fRNsHBwWb70K+rU6dOlbS/ovLy8jBjxgwMHz7c6AKKU6ZMQbt27eDh4YH9+/dj5syZSElJwVdffQVAHsfZp08fDBo0CMHBwYiPj8fbb7+Nvn37IjIyEiqVyipfz5UrV8LFxQWDBg0yWi6319PS50hlvceWtI1Go0Fubi4cHByq4pAA3MdhxxpNmjQJsbGx+O+//4yWT5gwQfp/q1at4Ofnh169eiE+Ph6NGjWq7mZWSN++faX/P/TQQwgNDUVQUBB+/fXXKv0DqUlLly5F37594e/vLy2zhteSijsrP/PMMxBCYPHixUbrXnvtNen/Dz30EGxtbfHiiy9i7ty5tX5Kfr1hw4ZJ/2/VqhUeeughNGrUCLt370avXr1qsGVVZ9myZRgxYgTs7e2Nlsvt9Szpc0Tu7tvTWF5eXlCpVGa9ydPS0uDr61tDraq4yZMnY9OmTdi1axfq169f6rahoaEAgPPnzwMAfH19LT4P+nW1kbu7Ox544AGcP38evr6+KCgoQEZGhtE2hq+l3I7x8uXL2L59O1544YVSt7OG11LfrtL+Fn19fXH16lWj9UVFRUhPT5fda6wPOpcvX8a2bduMqjqWhIaGoqioCJcuXQIgn+M01LBhQ3h5eRn9nlrL6wkAe/fuRVxc3F3/XoHa/XqW9DlSWe+xJW3j6upa5V9a79uwY2tri5CQEOzYsUNaptPpsGPHDoSFhdVgy8pHCIHJkydj/fr12Llzp1k51JKYmBgAgJ+fHwAgLCwMJ06cMHrz0b8JP/jgg1XS7nuVnZ2N+Ph4+Pn5ISQkBDY2NkavZVxcHBISEqTXUm7HuHz5cnh7e6Nfv36lbmcNr2VwcDB8fX2NXj+NRoOoqCij1y8jIwNHjhyRttm5cyd0Op0U+MLCwhAREYHCwkJpm23btqFp06a15pSHPuicO3cO27dvh6en513vExMTA6VSKZ32kcNxmkpKSsKNGzeMfk+t4fXUW7p0KUJCQtC6deu7blsbX8+7fY5U1ntsWFiY0T7021TLZ26Vd4GuxdasWSPs7OzEihUrxKlTp8SECROEu7u7UW/y2m7ixInCzc1N7N6922ho461bt4QQQpw/f17Mnj1bHD58WFy8eFFs3LhRNGzYUHTv3l3ah37I4GOPPSZiYmLEli1bRN26dWt8uLKh119/XezevVtcvHhR7Nu3T4SHhwsvLy9x9epVIUTxsMjAwECxc+dOcfjwYREWFibCwsKk+8vhGPW0Wq0IDAwUM2bMMFou59cyKytLREdHi+joaAFAfPXVVyI6OloahfTpp58Kd3d3sXHjRnH8+HExYMAAi0PP27ZtK6KiosR///0nmjRpYjRUOSMjQ/j4+Ijnn39exMbGijVr1ghHR8dqHcJb2nEWFBSIJ598UtSvX1/ExMQY/b3qR6vs379fzJ8/X8TExIj4+Hjx888/i7p164qRI0fK5jizsrLEG2+8ISIjI8XFixfF9u3bRbt27USTJk1EXl6etA+5v556mZmZwtHRUSxevNjs/nJ5Pe/2OSJE5bzH6oeeT58+XZw+fVp88803HHpeXRYtWiQCAwOFra2t6Nixozhw4EBNN6lcAFi8LV++XAghREJCgujevbvw8PAQdnZ2onHjxmL69OlGc7MIIcSlS5dE3759hYODg/Dy8hKvv/66KCwsrIEjsmzo0KHCz89P2Nrainr16omhQ4eK8+fPS+tzc3PFyy+/LOrUqSMcHR3FU089JVJSUoz2UduPUW/r1q0CgIiLizNaLufXcteuXRZ/T0eNGiWEKB5+PmvWLOHj4yPs7OxEr169zI7/xo0bYvjw4cLZ2Vm4urqKMWPGiKysLKNtjh07Jrp27Srs7OxEvXr1xKefflpdhyiEKP04L168WOLfq34epSNHjojQ0FDh5uYm7O3tRfPmzcUnn3xiFBJq+3HeunVLPPbYY6Ju3brCxsZGBAUFifHjx5t9iZT766n33XffCQcHB5GRkWF2f7m8nnf7HBGi8t5jd+3aJdq0aSNsbW1Fw4YNjR6jKimEEKKKikZERERENe6+7bNDRERE9weGHSIiIrJqDDtERERk1Rh2iIiIyKox7BAREZFVY9ghIiIiq8awQ0RERFaNYYeIiIisGsMOEVEZjR49GgqFAgqFAhs2bKjRtuzevVtqy8CBA2u0LUS1HcMO0X3M8MPb8Ka/OjWZ69OnD1JSUtC3b19pmf55O3DggNG2+fn58PT0hEKhwO7du422txSWRo8eXebg0rlzZ6SkpOCZZ56pyGEQ3VcYdojuc/oPb8Ob6VWPAaCgoKAGWlf72NnZwdfXF3Z2dkbLAwICsHz5cqNl69evh7Ozc5W0w9bWFr6+vnBwcKiS/RNZE4Ydovuc/sPb8KZSqdCzZ09MnjwZ06ZNg5eXF3r37g0AiI2NRd++feHs7AwfHx88//zzuH79urS/nJwcjBw5Es7OzvDz88OXX36Jnj17Ytq0adI2liob7u7uWLFihfRzYmIinnnmGbi7u8PDwwMDBgzApUuXpPX6KsgXX3wBPz8/eHp6YtKkSSgsLJS2yc/Px4wZMxAQEAA7Ozs0btwYS5cuhRACjRs3xhdffGHUhpiYmApXtkaNGoU1a9YgNzdXWrZs2TKMGjWq3PsCgEuXLlmsuvXs2bNC+yO6nzHsEFGJVq5cCVtbW+zbtw9LlixBRkYGHnnkEbRt2xaHDx/Gli1bkJaWZnQqZfr06dizZw82btyIf//9F7t378bRo0fL9biFhYXo3bs3XFxcsHfvXuzbtw/Ozs7o06ePUYVp165diI+Px65du7By5UqsWLHCKDCNHDkSq1evxsKFC3H69Gl89913cHZ2hkKhwNixY80qMcuXL0f37t3RuHHjcj9XISEhaNCgAX7//XcAQEJCAiIiIvD888+Xe19AcaXIsNoWHR0NT09PdO/evUL7I7qvVcu11YmoVho1apRQqVTCyclJuj399NNCCCF69Ogh2rZta7T9Rx99JB577DGjZYmJiQKAiIuLE1lZWcLW1lb8+uuv0vobN24IBwcHMXXqVGkZALF+/Xqj/bi5uYnly5cLIYT46aefRNOmTYVOp5PW5+fnCwcHB7F161ap7UFBQaKoqEjaZsiQIWLo0KFCCCHi4uIEALFt2zaLx37lyhWhUqlEVFSUEEKIgoIC4eXlJVasWFHq8zVgwACz5frjWbBggXj44YeFEEJ8+OGH4qmnnhI3b94UAMSuXbuMtre3tzd63p2cnIRarba4/9zcXBEaGiqeeOIJodVqy9QmIrpDXZNBi4hq3sMPP4zFixdLPzs5OUn/DwkJMdr22LFj2LVrl8V+KPHx8cjNzUVBQQFCQ0Ol5R4eHmjatGm52nTs2DGcP38eLi4uRsvz8vIQHx8v/dyiRQuoVCrpZz8/P5w4cQJA8SkplUqFHj16WHwMf39/9OvXD8uWLUPHjh3x119/IT8/H0OGDClXWw0999xzeOutt3DhwgWsWLECCxcuLHHb+fPnIzw83GjZjBkzoNVqzbYdO3YssrKysG3bNiiVLMgTlRfDDtF9zsnJqcTTNobBBwCys7PRv39/fPbZZ2bb+vn5lbmvi0KhgBDCaJlhX5vs7GyEhITgl19+Mbtv3bp1pf/b2NiY7Ven0wFAmTruvvDCC3j++ecxf/58LF++HEOHDoWjo2OZjsEST09PPPHEExg3bhzy8vLQt29fZGVlWdzW19fX7Hl3cXFBRkaG0bI5c+Zg69atOHjwoFn4I6KyYdghojJr164dfv/9dzRo0ABqtfnbR6NGjWBjY4OoqCgEBgYCAG7evImzZ88aVVjq1q2LlJQU6edz587h1q1bRo+zdu1aeHt7w9XVtUJtbdWqFXQ6Hfbs2WNWQdF7/PHH4eTkhMWLF2PLli2IiIio0GMZGjt2LB5//HHMmDHDqOpUEb///jtmz56Nf/75B40aNbrnthHdr1gPJaIymzRpEtLT0zF8+HAcOnQI8fHx2Lp1K8aMGQOtVgtnZ2eMGzcO06dPx86dOxEbG4vRo0ebnXp55JFH8PXXXyM6OhqHDx/GSy+9ZFSlGTFiBLy8vDBgwADs3bsXFy9exO7duzFlyhQkJSWVqa0NGjTAqFGjMHbsWGzYsEHax6+//ipto1KpMHr0aMycORNNmjRBWFjYPT9Hffr0wbVr1zB79ux72k9sbCxGjhyJGTNmoEWLFkhNTUVqairS09PvuY1E9xuGHSIqM39/f+zbtw9arRaPPfYYWrVqhWnTpsHd3V0KNJ9//jm6deuG/v37Izw8HF27djXr+/Pll18iICAA3bp1w7PPPos33njD6PSRo6MjIiIiEBgYiEGDBqF58+bSqaHyVHoWL16Mp59+Gi+//DKaNWuG8ePHIycnx2ibcePGoaCgAGPGjLmHZ+YOhUIBLy8v2Nra3tN+Dh8+jFu3bmHOnDnw8/OTboMGDaqUdhLdTxTC9MQ5EVEl69mzJ9q0aYMFCxbUdFPM7N27F7169UJiYiJ8fHxK3Xb06NHIyMio8UtFGKqNbSKqbVjZIaL7Un5+PpKSkvDBBx9gyJAhdw06eps2bYKzszM2bdpUxS0s3d69e+Hs7GyxEzcRGWMHZSK6L61evRrjxo1DmzZt8OOPP5bpPvPmzcO7774LoHj0WU1q3749YmJiAKDKLklBZC14GouIiIisGk9jERERkVVj2CEiIiKrxrBDREREVo1hh4iIiKwaww4RERFZNYYdIiIismoMO0RERGTVGHaIiIjIqv0/qFMhw1FnhRYAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(freq_ranges, fp_freq*100)\n", "plt.xlim(0, freq_ranges[-2])\n", "# plt.ylim(97, 100)\n", "plt.ylabel('Accuracy %')\n", "plt.xlabel('Frequency [MHz]')" ] }, { "cell_type": "code", "execution_count": 22, "id": "4f14372c-249d-44d9-80fb-9e138851d451", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_351828/726731163.py:1: RuntimeWarning: divide by zero encountered in log10\n", " plt.imshow(np.log10(test_dataset[i][0][0,:,:]), aspect = 10)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(np.log10(test_dataset[i][0][0,:,:]), aspect = 10)\n" ] }, { "cell_type": "code", "execution_count": 23, "id": "e97dd7ac-4b78-4698-ab10-ce801676b48e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tensor([[ 4.4230, -4.4780]], device='cuda:0', grad_fn=)\n", "(0, 0, 1491, 0)\n" ] } ], "source": [ "model.eval()\n", "i = 2\n", "print(model(torch.tensor(np.expand_dims(test_dataset[i][0][:,:,:], axis = 0))))\n", "print(test_dataset[i][1])" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 5 }