{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### This file used to calculate and save Confusion matrix plots" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import os\n", "import numpy as np\n", "import pandas as pd\n", "from torch.utils.data import random_split\n", "from pathlib import Path\n", "from Src.Dataset import augment_sample,augment_data,balance_data\n", "from statistics import mean\n", "import warnings\n", "import torchvision.transforms as transforms\n", "from Src.utils import *\n", "from io import StringIO\n", "warnings.filterwarnings(\"ignore\")\n", "warnings.filterwarnings(\"default\")\n", "import matplotlib.pyplot as plt\n", "import matplotlib\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Current Working Directory: /data/beegfs/home/gaikwad/workspace/Jammer_detection\n" ] } ], "source": [ "current_path = os.getcwd()\n", "print(\"Current Working Directory:\", current_path)\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "path = \"./workspace/Jammer_detection/Datasets/Synthetic_Jammer_Data/train/00001_0.npy\"\n", "old_img = np.load(path)\n", "old_img = torch.from_numpy(old_img)\n", "old_img = old_img.permute(2, 0, 1)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "path = \"./workspace/Jammer_detection/Datasets/Diff_env_daten/env_data/test_subjammer_dep.txt\"\n", "sec_path = \"./workspace/Jammer_detection/Datasets/Diff_env_daten/base_data/test_random.txt\"\n", "\n", "train_filenames = []\n", "train_labels = []\n", "train_filenames_1 = []\n", "train_labels_1 = []\n", "valid_data = []\n", "env_label = []\n", "with open(path, 'r') as file:\n", " lines = file.readlines()\n", " for line in lines:\n", " parts = line.strip().split()\n", " if int(parts[1]) == 0:\n", " env_label.append(parts[-1])\n", " train_filenames.append(os.path.join(root_dir, parts[0].split(\"/\")[1]))\n", " train_labels.append(int(parts[1]))\n", "\n", "with open(sec_path, 'r') as file:\n", " lines = file.readlines()\n", " for line in lines:\n", " parts = line.strip().split()\n", " if int(parts[1]) == 0:\n", " if parts[0].split(\"/\")[1] in train_filenames:\n", " print(\"i found it\")\n", " env_label.append(parts[-1])\n", " train_filenames_1.append(os.path.join(root_dir, parts[0].split(\"/\")[1]))\n", " train_labels_1.append(int(parts[1]))\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def to_softmax(inarr):\n", " return np.exp(inarr)/np.sum(np.exp(inarr), axis=1)[:, None]" ] }, { "cell_type": "code", "execution_count": 199, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(644, 4)\n", "(644,)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_65986/1321891920.py:34: RuntimeWarning: divide by zero encountered in log\n", " log_new_ct = np.log(new_ct)\n", "/tmp/ipykernel_65986/1321891920.py:41: RuntimeWarning: divide by zero encountered in log\n", " plt.imshow(np.log(new_ct),vmax=log_vmax,vmin=log_vmin, cmap='viridis')\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pred = np.load(\"./workspace/Jammer_detection/Src/Env_federated/Federated_env_src/FedAvgM_env_1_6_8n/model/env_8/r_8/preds_0_1_2_5.npy\")\n", "pred = to_softmax(pred)\n", "print(pred.shape)\n", "pred = np.argmax(pred, axis=1)\n", "print(pred.shape)\n", "split_file = \"./workspace/Jammer_detection/Datasets/Diff_env_daten/base_data/all_test_nishant.txt\"\n", "with open(split_file, \"r\") as f:\n", " data = f.readlines()\n", "\n", "test_info = np.array([x.split(\"\\n\")[0].split(\"\\t\") for x in data])\n", "classes = test_info[:, 1].astype(int)\n", "mask_class = np.isin(classes, [0, 1, 2, 5])\n", "test_info = test_info[mask_class]\n", "\n", "environments = test_info[:, -1].astype(int)\n", "mask = np.isin(environments, [0,8])\n", "test_info = test_info[mask]\n", "test_list_raw = test_info[:, 0]\n", "ground_truth = test_info[:, 1].astype(int)\n", "\n", "\n", "ground_truth[ground_truth == 5] = 3\n", "\n", "confusion = np.zeros((4, 4))\n", "for i in range(4):\n", " current_inds = np.where(pred == i)[0].astype(int)\n", " real_classes = ground_truth[current_inds]\n", "\n", " confusion[i] = np.array([np.sum(real_classes == j) for j in range(4)])\n", "\n", "\n", "sum = np.diag(confusion.T)\n", "new_ct = confusion.T / sum[:, None]\n", "log_new_ct = np.log(new_ct)\n", "log_vmax = np.max(log_new_ct)\n", "log_vmin = np.min(log_new_ct)\n", "\n", "\n", "plt.figure(figsize=(5,5))\n", "# plt.imshow(np.log(confusion.T))\n", "plt.imshow(np.log(new_ct),vmax=log_vmax,vmin=log_vmin, cmap='viridis')\n", "plt.xticks(np.arange(4), ['None', 'Noise', 'Chirp', 'Multitone']) \n", "plt.yticks(np.arange(4), ['None', 'Noise', 'Chirp', 'Multitone'])\n", "for i in range(4):\n", " for j in range(4):\n", " plt.text(i-0.4, j, confusion[i, j].astype(int))\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(644, 4)\n", "(644,)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_259264/3375980225.py:38: RuntimeWarning: divide by zero encountered in log\n", " log_new_ct = np.log(new_ct)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#pred = np.load(\"./workspace/Jammer_detection/Src/Env_federated/outputs/2024-03-27/12-36-41/model_global_env/env_8/r_100/preds_0_1_2_5.npy\")\n", "#pred = np.load(\"./workspace/Jammer_detection/Src/Env_federated/Federated_env_src/FedAvgM_env_1_6_8n/model/env_3/r_8/preds_0_1_2_5.npy\")\n", "#pred = np.load(\"./workspace/Jammer_detection/Src/Env_federated/Federated_env_src/FedAvgM_53mmd_1/model/env_all/r_10/preds_0_1_2_5.npy\")\n", "pred = np.load(\"./workspace/Jammer_detection/Src/Env_federated/Federated_env_src/FedAvgM_52mmd_136_5/model/env_8/r_12/preds_0_1_2_5.npy\")\n", "pred = to_softmax(pred)\n", "print(pred.shape)\n", "pred = np.argmax(pred, axis=1)\n", "print(pred.shape)\n", "split_file = \"./workspace/Jammer_detection/Datasets/Diff_env_daten/base_data/all_test_nishant.txt\"\n", "with open(split_file, \"r\") as f:\n", " data = f.readlines()\n", "\n", "test_info = np.array([x.split(\"\\n\")[0].split(\"\\t\") for x in data])\n", "classes = test_info[:, 1].astype(int)\n", "mask_class = np.isin(classes, [0, 1, 2, 5]) #0, 1, 2, 5\n", "test_info = test_info[mask_class]\n", "\n", "environments = test_info[:, -1].astype(int)\n", "mask = np.isin(environments, [0,8])#1,6, 8,3\n", "test_info = test_info[mask]\n", "\n", "\n", "test_list_raw = test_info[:, 0]\n", "ground_truth = test_info[:, 1].astype(int)\n", "\n", "\n", "ground_truth[ground_truth == 5] = 3\n", "\n", "confusion = np.zeros((4, 4))\n", "for i in range(4):\n", " current_inds = np.where(pred == i)[0].astype(int)\n", " real_classes = ground_truth[current_inds]\n", "\n", " confusion[i] = np.array([np.sum(real_classes == j) for j in range(4)])\n", "\n", "sum = np.diag(confusion.T)\n", "new_ct = confusion.T / sum[:, None]\n", "log_new_ct = np.log(new_ct)\n", "log_vmax = np.max(log_new_ct)\n", "log_vmin = np.min(log_new_ct)\n", "plt.figure(figsize=(5,5))\n", "# plt.imshow(np.log(confusion.T))\n", "# plt.imshow(np.log(new_ct),vmax=log_vmax,vmin=log_vmin, cmap='viridis')\n", "plt.imshow(new_ct, cmap='Blues', vmin=0, vmax=1,alpha=0.8)\n", "plt.xticks(np.arange(4), ['None', 'Noise', 'Chirp', 'Multitone']) \n", "plt.yticks(np.arange(4), ['None', 'Noise', 'Chirp', 'Multitone'])\n", "plt.colorbar()\n", "for i in range(4):\n", " for j in range(4):\n", " plt.text(i-0.4, j, confusion[i, j].astype(int))\n", "plt.show()\n", "\n", "# for i in range(4):\n", "# for j in range(4):\n", "# plt.text(j, i, f'{new_ct[i, j]:.2f}', ha='center', va='center', color='black')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "matplotlib.rcParams['pdf.fonttype'] = 42\n", "matplotlib.rcParams['ps.fonttype'] = 42\n", "save_path = \"./workspace/Jammer_detection/Src/Research_paper/FLmmd_136_test_8.pdf\"\n", "# save_path = \"./workspace/Jammer_detection/Src/Research_paper/Fsl_env8.pdf\"\n", "font = {'family' : 'normal',\n", " 'weight' : 'bold',\n", " 'size' : 10}\n", "plt.figure(figsize=(5, 5))\n", "plt.tight_layout()\n", "plt.rcParams[\"font.family\"] = \"serif\"\n", "confusion = confusion.T.astype(int)\n", "plt.imshow(confusion, cmap=\"rainbow\", norm=matplotlib.colors.LogNorm())\n", "for ci, c in enumerate(confusion.flatten()):\n", " cii = ci % len(confusion)\n", " cij = ci // len(confusion)\n", " plt.text(cii, cij, np.minimum(c, 9999), ha='center', va='center', size=17)\n", "plt.xlabel(\"Class [Prediction]\", fontsize=17)\n", "plt.ylabel(\"Class [Ground Truth]\", fontsize=17)\n", "# plt.xticks(np.arange(4), ['None', 'Noise', 'Chirp', 'Multitone'],fontsize=12) \n", "# plt.yticks(np.arange(4), ['None', 'Noise', 'Chirp', 'Multitone'],fontsize=12)\n", "plt.xticks(np.arange(4), np.arange(4), fontsize=17)\n", "plt.yticks(np.arange(4), np.arange(4), fontsize=17)\n", "plt.colorbar(shrink=0.7)\n", "plt.savefig(save_path)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 102, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(34, 1024)\n" ] }, { "data": { "image/png": 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", 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", 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", 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whjfwwQ9+kKuvvpo3vvGNhGHIO9/5TtbX1/mFX/iFertPfvKTvOlNb+L888/noosuqqnxCi984QtZX18HJBj4oR/6IV772tdyxx131BMIy7LkrW9962mfe8c73sGLX/xiXvSiF/Hyl7+c22+/nfe+97287nWv46KLLnrE/n7sYx8DHrtE8PznPx/guxojnWUZz3/+87n++uu56667eN/73scVV1zBi1/84tO2W1tb40d+5Ee49dZbWVxc5Oqrr/6Of3OOOb4rPDGzjuaYw7m7777bvf71r3cHDhxwURS5TqfjnvOc57j3vOc9bjqd1tt98wTC6XTqfuEXfsHt2bPHNRoN95znPMd9/vOfd1deeaW78sor6+1+53d+xz33uc91KysrLo5jd95557mbbrrJ9Xo955xzaZq6m266yT396U93nU7HtVot9/SnP929733vO20/P/e5zznA3XzzzY97TPfff78DHvXP/v37T9v2x3/8x12j0XDb29uP+Z2PN4Gw+s0Pf/jD9WvfagLhH/7hH7orrrjCtVot12q13IUXXuh++qd/2t11113f0fE659xDDz3krrvuOtftdl273XbXXHONu+eee07bptqfb/Xnc5/73Gnbb21tuZ/4iZ9wKysrrtlsuiuvvPJbHv8nP/lJd9lll7k4jt2+ffvcv/t3/85lWfaI7cqydGeddZZ7xjOe8ZjHs3///kdcq/3797urr776Edt+85qrrtX/+l//y914441uaWnJtdtt98pXvtJtbm4+6u/9wR/8gQPcjTfe+Jj7Ncccf59Qzv0D6JmaY44nIdbX17nhhht4xzve8UTvyhzfI3zkIx/hta99LbfddtujDmN6NHzqU5/i2muvPW2GwRxzfL8x1wzMMccTgK997WtMJhN+8Rd/8YnelTmeYHzwgx/k4MGDXHHFFU/0rszxJMZcMzDHHE8ALrnkksccijPHP3783u/9Hl/5ylf49Kc/zbvf/W6UUk/0Ls3xJMY8GJhjjjnmeALwile8gna7zU/8xE/whje84YnenTme5JhrBuaYY4455pjjSY65ZmCOOeaYY445nuSYBwNzzDHHHHPM8STHPBiYY4455phjjic5zlhAeP6vvpNwoFAWTAo6c9hIUcagStAFOC+GNZnDaUW2AE6DmYKyYCOwgfzfhqBz0CWUsXzWRvJdwRiUk88COCPbqtL/OwNlHbqAdEmhczATR9FS9WeKBpjM75P/bp1COIJg4kgXFDaU3ylj+U6QY2tsOJR1pIsap+W7ULPjA4h6UDagjOQ7i4Z8TzCFYCj7aUNwAVjjfycBpx2qlP2sjgflsCGYVKFKUAXkXYfTEA4VNgAXiLTDaX8uQzkenStsLNvi5L18waIKBUpeC8aKMnHoVLbFKpxxOCP7oBz1v3FyrOVCgZoYzEijgKJpMRMt19mADR1ly2IG8vAW27SYkcZGDlXMzpdJZf91CdjqWsg5kAMCGzvZj1xhI4fZOyZJcuKgpLSKvd0+hZULe3Zrh4dGiyzGE8ZFRKQLmkFGw+QY5djJGnTCKWvRkKa/qEfSRVaiIVMbEqqSUJUsBGP+uneA/2vhfrSyGCy5C8idoVc2WApGLJshx4sFvj7cw6Wdh0lUzlowYGQjWjpjZCMsmoezZc6NTxKqguP5IlMXcHa4hVaW+9NdbBUtfqD5ADtlk4FNSFSBVpbtosWCmfBwtsRW1uKprWN8Y7yLUMlM/lEpx7cSjugXDR4eL2JR3Le5glIO5xR5bsh2YsKtQK43YANZD8qdcn4LRdTTs3UQyja6hKLlwMp1dUlJsBPImvD3Ttmw6Kl8oSoUZdPKetSgpxqbWFSuZO34degii2kXhFFBkRvO2bXFOe1tSqe4sHWcRM9G9WplWQsGhKpgakOsz1EujI4ydSH3ZrvInWF32CNzhkTl5C7gWLHAohnX5z3WObePzuJAsslyMCRzAbePzqJhcp6aHOPe6S60cqQ2YFfU51i6wIFkk42izcmsw3I4AiBUJRZFbmVtx7pgNRywkXcIVUmvbDAoEkqnWAlHaOWwTqGVo18k3NVbpxHkRKagFWRsp02W4jH39la5aOkYm2mLE+MOkzwkLQyTcYwJStKNBsoq9FQRjDRF28p1LBTBWKEc5G1L2bJyrS2EOwaTKcrYUcYO27RgwUy02INSoQsIB4q87SgbjnCgCYaQrjiSk4q8I/dkMBSbCGJHVCnrQ+dit20g9jHqO3AwXVOEfbGDlf2s1qAqxUZVdteGsjZ0NvMVOnegoGiq2mYUDYi3xbfg1Wx5G6IB5C2xtXib3TjpyFuQLSickX1zeuYj8ra3sQGEA78PSo5N7hMIRt4MBRCM5bicUWRdSLYckzWxySYTW6+c2OfqPJlM9qfyaXlbfIANZR+ckffDkcMGChfIMepcfluXrra51ojN1rkj6ypMKr4qWxC/WyTye8rKOc0WIBzKvsPsfRtC1BObWjQUNoKv/drP83g442BAlYqo7ygjRTByZIuKMpKDQnlnUsjFsKF/L5MFYCPqAzb+tSo40CM5kcHYMV1RdRBQfVd14MFUVka2oCgSUE4R9RxmKifXGlkQUd+hLAQjRdEEm8hvByMIh46iqZg2qpPuL8pYFka1kMe7VP2faODkhAayL8FEFkXRlkU73i3vmUzeK5rynipkwZYNMb46kwAib8uNayYKF0LUl/NVNF0dHJjUB0UjuZFtIDe+jf3Cm4gxTzYV6bKrgwUzUXLzpwozUeBvDBuIoy3acheoQoIIMjECTslrOFl0ZdOCccSbRhy4BqzGhnLswGmBQNkuUaUSp5EpyrYVQ1QoikgcDbmibFnZv7HGGQkm9ETLsSUOpWW/8n5MFJVAyVprxEM7i1yweoLE5JyctmmHKavRiDRI2UybjIuInawJwIHWJkvhmKkNuWO4h3MaW7SClDsHu9kVDznYOMnYRoSq5NLOYUJVsFW02RdtMrCa/eE2m2Wb1Ibk/i7b19imVzRZjk+wWbYZlgkEfXYFA0oUD2fLbBVtxjZiX7TFyaLD7ZN9rIfSOpjonC+P97Me9lkLBmgsUxdxbnwSg1yT1XCAdZoLmseZ2pD7J6s0TE7pFHcPd7G30aMdpjw4WGK5NUYrxyCVi5HnWgKuQq6NLsS4ivFW2NxhI0eRyD2UdyzBxAfOBbjQW91CYfqBrInIYQYaFzjCnjiWMpF7LOxripYEBgDaaWxD1kO5nEOuJYhIDbZUJM2McR6SW0M3nGJRlCgSVTC2EaUNOe40T288wF+nB2mbKWeF2xzKV+nbBtYpzo+PMbIxJ4slDJZE54Sq5P50jVCVLAUjunrCBc1jHIhOcihb457JOgcbJwlVyb1TCSj2hD22ihbLZsQJ1WWjaHMs7bIYTghVyb5oi62yxYmsS6hKVsMhJYqNvEOic7SyJC5nxzUIlWU1HPJgusxG2qZwGo2jE01ZCKdo5WgFKRpHbAr2tXdoGAmC2lFKO0o5tLksp74wYBxmaLChI1u04lBjiykM6a6CYGDqjEQVqg6elQ/kbKv0tlpjQ4eZSDKTL1is0ZQNh3Jil7NFsTd5F8rEeXvpMFOxAeFQHJs1s2QGxAZmXVXb5qJFbRvNRJJASSwcLlFgZ3Yz64LSYiN1KokciDOLt8WZyfpUxDuOvKXqRLBoyvq2odiqYOLI2+Lsgsks+Eg2HVnHr0tv24um7EOyIY61+s0qgAlHjnRRkS4qgrH8jrKQtxThCIz3PaoUO25yHwytyv9dIL8hPyqXSFWJTyCBjM5nCVxjKD6lTKAIFGYqvgIl+5stzs5btiB+LuvKvrlAvkNZhy4VJnOUiD8Lh97/NuRzOPElZfLoPv2bccZlAp3JjgKky2oWzVQR0sTJwTW9Q8skqlSld2aI43MaylBOeDCRPTCpZPXhqAom5O+o7yQK1f71QElUVULYlwhOMl/qG6KMFUVDFlEwkegxHEO2ICe0ukgmleAA5bNjz3gUTergBiBdlAitio6LxszolpEi6vkF6jP60rMfVbSGUxJdZxCMHGYCUU8RTAHrnauT7czUR4tVhBvIfqsq40JeL5piACo2AgU6VWKgHUQ9Tb4sDjkYKrnBARf77D6X81D/ceKMJezFG39F3rEUbZ9xxE6yQeWwiYXAUnZKXOCINo04dR/I6anGjDRmLI7ehQ4bOlSqMQNNuVBgY4eeaNm/TLIhlAQZYSfDaEtgSiZFyO7OgKwMaAcZSZAzzGPuG67wjf4qhTNMyxDrlDgap9nM2kzKkMVwwvG0S2E1l3Uf5ine0d47FgfS1Blfn+wh1AVTJ461RLEr6NMrG4xtTKIKmjpjNRyQ6JzcGVYDcfJfGJ3HoWyNfdEWa0GfpWDE8XyBps64qHGEWOesBgNiVbBgJpJRlg0ezFY5mi1yPF/gzule7pnsIrcBh9NFBmVCr2xwdNJlUoYcn3TZlQw5kXYY5jGLyQSAYzsdRpOY8SDGBbNAskycLKegWsdO2IBsll0qJwbeTP12hRgf8EughKCnq+Vb35MoR9kthMWazDImM1EEfSOZ5CBApRoVWVRg6XQnOJ81W6cYFhEnsg7beYuHsyW0T9NCVbJTtjiRdRjbiI6esGyG7Ar6XBgf5XC+xE7Z5K7xbnIX0NQp50XHOTc+Se4Md4z3MrIxHT3hvlSecbArHADQ0ROaJiN3hlCVdMyUe6e7ODpd4Fja5exkG4B+kTCwCV8f7mFX1EcrR6xzrNPsiXYonWY7bzG1IWvREItiI2+zlTWZlgFZaYhNwUo84sHREoeGyxybdtHKsZG2KJxmVMR0wpRJERLpkgMrW3Q7YxqNDBVbirXM21NF4IN7ZxzKKoqVXIKzHUO4ozGpMAguEDZI5RqVa+JNQ9jXBBMF2sl9qCUw1KmqnX/ZEKcWb4rtCUeSRZaJz5Snsyxald4+Nrwd8vYxGImdDfsOZxRFW+x52VA1MypMsXfmkfcjmjo5jHoSPFS2yKRix4Utle8Pxp4pthD3xDnr3Nti51kGxIE7b39bRx1xzxF5ViBdEltuUrHRcU/Y0WxB1YxwmUiAUzGgOveJayBBhA1hvK4Y75aAO+7JOVTOBxHlKf7As9xZR/yIzh02hqyjyFueCS/E59gQzzA4grHsizPU+1edP1Xi/aEPRKrzmDrKWL7TZLPf1oVP9M4AZ8wMhGOJCCvHrAt/wnRF8c/o4HonPaKeLDAzkYgonMwiHJO5+sJXWbwLQA+9g9c+MmxIOSAcyokrGz4S9NGezsF5qsmGsmhcICctGEHUl5MXDhzGLwxVyEWBmWMETwf5f9fRVjC74MHYUSYKkzqmq0oiQU9HBRN89uTIuwqmfvHFkAcSGFSL3PgH41X0W+XYp6uuDjiE6nG1QQgmkhW4QCg/iT4dLkaMdeKIdhRmpMk7Ts6BP75wOxDGpaL5mxaVa8LhbKHHm4p0xaKjEhsZYTCMsAU61ahCCVFgA7k+gZPF3LAoq7BxiZ4Yop4mXba4xELhjVrkQCuwqi5Z2FiJIbM+C+rmmMCSZgGBKdGho5cmdKIp9w1WaIcpZ7d2uG+wwiQPiU1BbsUIn9XY4aHxUp2RLYYTcqfRPq3JnWE5GHJWErFdyIVvm5TPbx3knNY2Z8XbbBVtzo+PkTvDVtFibCNWwwG5MyzqMd1oyuF8iY6ZsCfaYVgmGCxaW3Jn2Btus1M2mfoouaVTloMhZ0ebjGyMdZqOmXA8X/C/P+WcaJOtskWsCxKd85cb53GgvcX+xiYbYZtYF2xlTXpZwiSXwGexPSEvNXkaoKYancs9plNV35e26bARuMhRIveR8+Ub27EUoZWSgMW/6EtPhZR75DsstgFhz0Cp0CNT0582cljAxQ4XWFShoQQMMAxwxjEOYlYWh6w3BwyLmG44pXCGEs2kDFlIJpzXOE7uAjJnONg4yYoZkrvAMwEdssCwaMYcyZc4K96hYyY8kK1C5B29zvjh7h0kKudk2aWpU8Y2ZjkY0jFTHkhXaeqMi5tHMFhhI9AsRyMKZ9jI27RNShJIsLce9xmWCavhgF7R5Ei6yFEtQd5O0aShMwZW0q1hGbMWDelr8ZKtIOXYtMtaMqRhcmJTyPZFTKAs21mDTpiy3hxw7/Yq4zTEWo3WFpdq9MTgQkfRLlETjQulpKanCqYBqlQULQnqlRXmUe5NhRlo8sWSdKXETIQdcAq0leAPZC0oJ8xitKWFnc0g74jtCQfiDLMFsSsmlUChKntW2bQzQCksaBmJna3KkpM1RTiuyrmy7vKWJHfjdYWOxYY6JQFlMHHkzVkNtrJRypeQzVQcajCptpXfS5ckoavp8ECy/GAM0xWxy0VTWGpVeiY6d+Qd8Ql5Wwn9H4ttL0M51qIJtgnxli91GFWXk6vybhXYpItqVrbNfYKLJH7pssJMZj7JKc/YJczYjEiOD+9bylgc/3RZSvBRT3ykKmeMTBnNWBKdKZIty3RJ12X2KogpfeAWDc7Mx59xMFAk4hixs8y4oi9MJg5N56fUbXyQEO04Jrv8SU9UvfCMf5x80fDaggBULhclGAtFlS3KAjETX4sfOyYtT2V7rUIVLNjAsw7xrAThqsizL4Yt7yima7IQwpE3noUclypnmoOqXpZ3oHFCDGrcU2QduWgVZTNdVXXNvWYMvLEtWj5y7EvggPXMQSLHV0azBY+SG6diRJwBPRWHX5UvwoGWml8Etit0vJn6G65Uda3LBq4OnMrEoXKFySWIs4E7rWQjK8BJiUUDypF3LWiHHQe+3u/QhZKasYOyY3HKEW0bykSoZBs5VKa99kChM0XekgWsx8bvmzjkMnZSZw4deqooFgvJTJF9KqdCLbtME0cFUZIy8XqByAgN2g0mxKZgfWFA5q3cuIgYFTFnNXbIncE6RahKVsIRTZNxJF0k0CUXNo7S1BlHMzHuS+GIH1n7GifyLp/fOsi5rU1u659LoEt+oP0gW0Wbps5YNGNOll22ijZrQb929svBkK2izdSFpDZkWCZckBzlULZKonK+Mj6bpzaOcSxf5P50jdQGXNI8zJIvVj6YrtArmhhlaZqMTx95Gge6m8S6YDtv0ssbHJ90sE6xEE05q9XjUH+ZY5sLaG2xmYHEUlgtTqOE3K8PpyTby01Vm5WAEg0utKhMmBvjWRlVQLYnR00NeqqwiRPqv1ViQ8kmTarIFv33G6lFF0DQDyg6EhA67eq1tbI4pBVlHB116Y0aHFzd5ML2Mc6JNng4W6GlU04W3drOXJY8wLFikakLORBusGKGHMpX+dvJfi5sHKmDqPWgx+6gx5F8ibvG62hl6egpHTPh4WKZ0mkWgjGDMmEzb3F2ssWwTAhVydSGpDbgrt46mTUc6GxhsExsxP3FCuc0tmt9SdOkXNA8RomSUlE4YljGaByjMmI7XeCc1hYADZMxyBN2J322siYWxYlpm6VownI0Ji0DhnnMpAyZFiErzRFKNQlNSW/cQCUlVuHLNQasogxL7EIOU4MZy30jEd2sNKtySWzKhlxfYf/AjBXpiqvv7WCsSFtWyg1abGpuYLLHYcaqrsvbUBKKsiH22gazjN6kEixUdfKFBwqGewxlogh7YkOrsmY4FVs0XZHMGzdLlir2VnQQwvhWPqRszMqsVdlY57Mk03l7pTNxnsonflFfSgSVTR0ckMA4GHnGy0pJVpXiX1DibCvmukpggwlYr5/SufxtA8+O+MDI+YqNzqT0rEoJIuItSW6nK7NyRDCSZLBoyeeaxySLz1vyuXhH7peq3FI0FEqJj3JGzk/l5Cvflsd+nw2Md8n1jrd9sr3j/HHK35X24vFwxsFAFREpC1ZXUZuqBRhKVzS9z3z9hcsWxUCBHEQVQYUjidCqC6ByqRvl3ZkTJ51doHRJoryiMaP0begjKXUKrXOquKMSHWpIfaRoDbWQsaJSykQuQFXaKGNITkpU7AIoErmwwVg+WwlcdEZdF0KBc/Je3hTjmrcr5ygLJdkEl4MuZMFU9XcAFUngkXUVuvAXMFc4NRP6xdtSCohOaIqm8+JMEQaFQ0W26Aj7csLyBUcwlGjRVZl3WC0goY1x4kBE9KeEsk+ldpiHzpcOoPSRpk2k/q+c6B7Cga6DBRuKQXFaEW8p0kWHbThx9FXgUXonlGpc5LAaKBQ61XWAYrVDNyw6LMkLQ38as9ocY53i5LhFEhQE2hJooW60ckR+ge3kDY5MhJbd39xiWMYYLDtFk/3JJrkzaOV4OF3in7Qe4p7JOstmRIkWDcHCEZo64+mtBzHK0dIp96drsnadZmwjpjakYyZoLL2ywbIZoZUlVCUHkg0O50scyxc4EG1QOs3to318Y7rOQiDH0DYpg7JBrHMiVXBOvElqQ0oUR7NFdjUHNExOagNinbMrlv8fGS+QWcMdG+uMp5EETFaL4xhpL8hC6H4juoFoR65lMJxlkSIuU4BB5RUVDZN9BSqVCL7WAkx9sJtrbOwooC4X6bHGRlbuv8jhCvmcM1L+KTslUTdlMJHSxlntMf9k5Qi9vMHUhnxtsg+DZXewQ0tlbNoWpdMYpAZ6drBNieIL4/NYD3tc1bkTi+bu6R6aOmVRjzmUrZK7gP3JFhfGR9kpm+QuYCNvsyfq8WC6wjnxJg2Ts5F3RFCq4WTWwaLY19pBK8eDwyV0S+r65zU3SG3AOfEmR7NFcmcYFAnPbB8iCXNu65/LM7oPkNqQXtlgM21hnSa1hs10kQs7x9kpRMdSWENkCgaFWO5IF1zcPcqDk2WsvylCUzJOI5wDl2vQs0jdhV5DkGl0JtfCNiUQ0yXkLSkFYqBILGZoJLCzkgiIrZXPlZ4B1T5oL0MY7bOYVBFtzwRq4Gvjnh4vWl40uDEroUY9YWNdAIOzgjojzdsKG88YzyI55d5HHHKyKY6wjMVR69zVNH0w8tmsEzscjCUrtoGibEBzwzJe05SJ2NxwWDknqTrkHbGpVeDROO6Tr4ljuuxLIKH3H55Kr7QIZirblhF16RgFWbvSdc3YgEqfY1JhxJ0vuYUjJ+zFVBLAMgFXzvxDMJYyQJHMyrPgy72JmrHs3n9a/5lgIlo9rXwS6f2jKqjF33ks/jPqu1nwECjM1AcEZ4Az1gwEU6GEiqYckCjdpQZSOZlKlFcpL52ZRXUgn9O5nLjpiji8sO9rGyWky9ROS1mJmMKRo7EhQsHqQgtVTl3/D4cOnTsv0nMieCl9/T7yAUkKzeOOqO9LBVOp9+jc1epOM4F40xH2Zwsi64oQsVLVGi98yTrCHFQLoXnMK1Gr6HLsCAfyPWXDBwJmFt1pH1hVCzrqyfdWtaPQR5PoWTmm9ALCrOs8TStUrXKiCI96chPb2NXdAhIcOYqWq7s6lD1FTGiFagpHsnjzrqPoWsKFtO5gMFMJUJwRRxBtG6HPQkfRFE0BRkRqwUhES2VHugswDrTzAYkwDMrXqM1Yo6cSGOhCSakhspTTgCIzGGNxTrGSjAi0ZSmZsNYYshBOaAcpu5IBgbI8PFxkmMcsRyPOaW2zr7nDQ5MlJmXIyaxNpAu+Md7FUjDicLbEcjiSzDPZpKVTccZOsxSM2B9tcH+6iz/duoR+mbAn2mEhGFOiWA0GrIc9BmUD6wMIoywXxkfZHfQY2ZjtokXuAjp6wshGXNQ6UivnY114rULKrqDPyMY1bb2Rd7izv5uVeMQFzeN0A9E7HJ12ya1hUoSM84hukrLSHbGwMEYbydxt6LzwU+5H5bsFskUrr/n7SbpIIOwLa1UpzIv2KalDfqr1hmKhrK2WDSDoa4IdQ+GzUF1IaUKyJEVyQmhu4pIiNxSF4dDGMpkNOD7pclayw7CMSXTOQjBhYBv8f5PzOFl0sWj6NiFSJVtlm7GNubL1dQ5GJ5g6CZiMstw93cN92S4SndMxExaCMTtlk78aPIWdssmeqEfbTDFIl4hRlvWwT6gLShQWxVbW5NzmBqEuOae9zfFph420hVGWhWBCakMSnVNYzb54mwezFb4+2cO+xnZ9enaFff7pyj1YFIvhhJV4zN3DXfTzhF3JkHaYcqi3jHWK1WjEnqTP0VSYja1JkyP9LkY54rCgKAw6KcEpwp6puzOCsaqZWBDnrnNFtlSipxIkmKGWbB9h3pSFaFuyxWI1x0aOeEs8Tdj3SVHgCAcVUytivLwrayUcip2vaPG8BdM1T5kHYrt17m1SQp3VyyLx3VleWJ63fFDR9CxwR1HGsyAh7yiiHXGQFWuqi5lQuWgqdCHrb7hXk3e8Ut6XkE0mnV9ZR4KZR7DDWr4j6kPnkKvL21VdPpjMtq3Kw8rX5nXmCKaQLsq+Vfq3uoTrGeFwKPs3XVa1nkDus6rsJgx50fDliER0bWHf0diwwkz734x3HMmWq/UQNhIGumjNkuB4x3m9jvi6qjxRNpQI7BszJkR0GWdGDZwxM1D6iK+KGIOJZLGFF5vUB+RkQZwqPME7P6nf+5rNRBZK5WCrtg8sJDuyTbqkak2Amc7KATYEVUVvDnJfS0kXPWXj1au5p5KigdBHoz1qtgD7ErnqwhH6ToPJqsIZiabKhugJwgEEpwQWldK/EtBYA8bOGIfUt8TYWC42WonqtTmjyGrHjgQUqoTxHofOZy0yItISRzyrabmZSjX0HQl1DUvVwUgZi2hIFyIgjLaV3OheaCTZgjpNjFjiWZHE0/eZwQx9pujXkhlpiUI7FgJXq1RtQ7oCyqalNI6io4lPGrKuhVIR9VTd6pktl5ixJuwbiqbFxRY1FW0C1lA2NHQKwqTAOUVgLMMiprCaQFusU2xnTQqryWxAZg3NMMM6xbFpl9V4xGIwZika0w2mxLog1gULyYRhmXBWtM3RbBHrNE0zpUQT65xY55L5u5D98QZ7oh2MciQqZ2xjmjolVAX3p2ucE2/S1ClNnXL3dA87ZZPtolW3LTZ1ypcmBzicLgGwGg7p6CmJKoh1Tq9sMnUhi2ZM7mvWW1kLjePO7d0U1hDoktV4SKhKJmXESjJic9pimEf0xlIMDKOCaeTqEhJarq1OvTgMn907MfiV0ClddWCFNbANC6kSASigMo3TDtcAF0iHgC4UZeRwocMFPiiMLc7KPd08bJiuSRtc1hU7wMRAaFlfHBAHBVlp2N/eQivH2fEGJ7IupdI+uzdsFW0eSFd5WuNhShQaS+YMdxe7SZQUqjeKLk2d8azmfdybrTO1IQPb4OxwE4vmYOMkqQ1pmykn8i6pDXgwXUErx9QFhKrkaLYIQCdI2c6F9s+dYVREtIKMByYrrMd9npIcpyw6rIQjjLKEyLXdzNqUTteMzkbeAWApHGOd5sLOcREiFgkNk7O33aefJeyKh1inmJQhhdWkRUAzysmtJi81RWZQJ2K09nqetgWLZyBVXT40U3/PO7kOouHyqbG/T20AtivXWw8CdC7XGjwNH+OZQSlFJhuSUeendAhUrXJVbdsZyaqdbw2Xji6xr5VeZfGekuE+4/U/YouCiTjvdEnsk7b4coG07TktJVXjEznZf4VLZD+jgayxaEdYymAidXobgFEwWVW+ri6/1zghVHnenSWmwcSXidvKCwfFhlY2uIxmwUEZieOlpNbBJVvyunJes+YZbmeEzXBK1YLvMpiVyovmTOSYLklQN1kV8XjUE/tZWkXekXMjCaz4pOpeigbiB6R0Lf4kXVKiZVOKcFSJyb1gU3nf6wOVeGfmqx4PZxwMVJ0EZSRqyLqNKYdgMKNXqp79ai4Aeuboq0y7YgLibaFvdCHRTtapDJeqezonu1SterZGGAqXSdRW0SHBWGrhFZ1f0T/VScibymfREO3Ib0d96VGd7KqiVK9PmPr5CZUq09ZvSTBiZF/ztiJblPeKliycsA/KSZBUxmCXFdEOuI6UDCrnWTSlXSRdVDWbEozlhsjbiDYg8TfjWI5faDFVq2ezrlf/VotyLJ8rGhD4fv9qLsJ0VYxF9Ts28IFbIe1+eEGRzpW0M2aKtBFKfRk5ZhdIKcFpYQHMSPvPUncSqEKhptqvg1nd2EbyPdlqQbgtisayIcIoNTE448hWSigVLikhVyjlmE4iGlHOzrTBcjJmKR7TyxIGWYJSjnv6ayxEE85q9iicZjNtUTpFqEsmZcjuuE+sC46nXfYl22hluWeyTqwLcmdIVFZrADJnyJXhZNHBOgkQUhuilaWpU9aCAQObMCxjUhvycLnCqtcOPK3xMAeiDQDuSyVjXWbEclNKEHeM97KRtzkn3mJcRGx58WIeGQyOA8kGTZNhUTxt4UjtTDIbEOlCqPUiZJRH7Gn1GU5joqBkOIlx7ZKi8HXSSgRYKnRfrql0B6h6ZoCykPusUgJC3/8cW4K+oeiWmIHxGg9hcRziPIpOifXlAJVJeUCVUp6qZkdo36IaDAxFo+Shwys8df8xcmsorCG1AQ9Nl+sWz+2ixTnRpgRh0QahKjiZL3FxcpipDcmdYVcw5UTRZV+0ydSGPJSvEKmCsY1p6ZQHsjWO5132RVvcn635+n6DpXBMr2hgraJjNNtlwoKZkOiccRmxGg5pmym9oskgSnhq8xiJyinR3D3ZTahFXzAqYs/UdNiX7NDUGYezJWJVYJ1ib7zDdt5kd9yrywppGaBNzoH2JiemHY5MuhwddYlNye5Wn8XGBOsUJwZtxsMYOw1QsWh8woH2GiphcMqmq/UgVTIRnzRY4yibEthZ4zCZXHOhpBV52xIMZsK+cHBK8pD5xG3qM8mS2f0eujoAqcR7ygpdfuq8lSr7zHxCMzjH1MxCJTbUhdcwZZJwicbMUSSq3hblA4yWL4/438UHBGZCPXcg7/gEzJciGhvOz66RUkK2oOrWwEqDBTORXziWz5eJrNNKayZlXVVn2tGOL89aVc9bqM5TMJZjMlOfIGbSsaCc8gGQq/2WzmfnqXFSNF9FU4nvcmAyi51KsBCM/fk11e94H4qUHopEPhPtOJ9c+3OVgg4cKFUHAnlb2OW8rb73wYAupBsg7/jaeu5q8Zw1oIyqRRlV/74q5aTnHb+QoO63jPoOkzuCqajyo4FEX1XdJpjKIija1C0T4UCcYhlDaGcCjTxSQssPZyWG3A/CcMHMCQcj/38j0SXId4ouwAs2AmEEqsERZewDoWAmSpysyYWLN2UhZD54KSMIJl5Q6VW6RVOOvcqYgkkVSav6fFTHUXgnrbXXKAw95a+lHcj5+1rlwgSkS17xHVtfwxNxXtGULNFMFJPd0q8cDiVAoY4eRc2vfAAAvuMj990LzQKzGUnv8URhvTbDTJWv2Ymzd6EVJTFA4GvHVmELCSr02IvOurJ90XCEfXmvbFpcs0QNZbW6WJgE1SoIw5JOM6UVZaSl1F5PToXyX4gnaOVomJyGyTkxbbMSj2gHKaMiZhqGtIOMhydLNExONxDl/3bR4px4i42izWow4MFslUGZsGBG9MoWy8GQE3mXpWBER0/5+mQPqQ04K94h0TlbRZvzkpNoZdnKu/TKBvuiLY7lC/TKJj/QOMSCGXOy6JConKZOSZTj4uYRFs2Iu6d70DhCVbIe9mnqlK9P9rAQTNjM2iyE4iBiXTBRllCXtEzKpAwZuphdzQHNIKMZZyRBwdZOCzI/9Mcqgr6uyzlxTzHaJ44iHMn9W7T99e4byobFhZCcCMgWpOND54iTD/29PZ3VroORwo6MFw6KsygjV3eTuFDKBlUAYgNkoZWKI/0uuzpDOuGUSRnSDlOs0+Q2QOMwymKt5vbJPhaCMU2d1aLCRTMm84LQk0WXtaBPV08ZWUnrdgc9too21il2hz06ZkrujDjsdMm3BxZsFS32RCIubaqUcRnx0HS5tm+5Nfw/GxdwcfcoC8GEs+Lt+nvuGu+mRLMeDwh1yXbRZCGYkDvDUjDmRN6hbVJyZ/hqby/jIqIdpsRGgoVWIMzGenNIN5pwfNwlLw2F1TinsLkh6qZkgwhnNChNtCN6HOcV40XXSrunZwWlo0vBxGtBtKsDbCnvidcuG54JLGC6ZusSQjUoLVtwhCNVq/7DoWSZMBPsKSuJW0XvVxm/DYQBCKazjNSkYkujvrC0Rah8fV18h+gOxLHHOzOHVmXbVW+8suL0Kl8z2C8JR7wt9jDvCLOME9tfDUWygZRsi4bYaOWp9qLpO7gmMiMn8gmdsrP9x1F3qhWJ3DeqmLU56kyOAzxzEvv3I9F2VZq6rOPb0Qux686JnxE9nap1bFkb8pauk7kq0FNOrlflgxonhWbPm8LES4uwJNKSpMt5qssDriqFSNknb52ZZuCMgwF8XaVozCKOqofRGYn6ZOiOn+xnZosmHM2Cg2qa32SXIt4W6qNIJCKLBo5UzzLXojm7QMFo5nirWk2tPk0AVE3JSC1f+l5tVZd30i5z6lTCSrFqMggqQaKvM2UdqeMXTWaTFFM5Y1WkV7SoIzzwlJa/KZyP8LTvIKicvg09a+Ez9WxR6kMyNasaIqJqgUl1I+NEPOgAU0pwAPJbYV+Gzpi+Ju9ajJ9gVkXY4UBuvqJpfbAmjj2o+oo9heg0hCNPOU+Np55937Fx2G4BmUanUqsMehqTGpyC8dkFKhd1ujNCKdfDh5wi3NHYQuMiS9ER8RleQFhlmEFPnBRO4ZzCaMtiPGG90efoZIHtaYNmmLPeEKMcKMvD40WODroES5aGydlMW0zLVc5rb9DQml3RQCbKOcXUhhxOFwlVyZez/eyNd1gP+xwvFujoKVtFmyPTRcpYs9YYcFa8zYmsy0PTZWKdy3APZ9gf+iFEvnVtZGMWzJgcCWrWggFTG9LSGceKBbaLFtYpGWhTtOmVDXplg1AVrHrRSGoD9sY7HMu6jLzgDGBUxn4gjuW+wQr3bK6RhAXHhk3CqCBrKNRWhG1YySZHUhKQoV/KK7d9+5mfNWBjGUhTNixZ10rLp/UtS76EVCYyZVCFVaDo/25bVOaN6I7xNVCHmurayKlS4ZqliBtbBUvNCaEuOTHtcKC5ycNTEeadFW9z52gPHTNlb7jte/oVZ4Vb5C6gXyZ0zRSN5WB0gr8eHwRgoBq0tAgxQ1UyKBNyZ/i78Tlc1DjM3dPdtM2UpXCEwXHXeJ1BLqzAsIzRyrEn6nFousJSOOarvb3sbgwk4Mw6HEg26rLP0WyxLj98qX8ODZOzGI45kXU4kGzSKxtMyhCDZStvEWhLM8gorKGXJRwZLdCJpuxOBrSCjFEhJZ/MGjYmbaKgIE0KnFWYRklZzqYJBhM550VLJjyWXtCrCkXecX6gjNy7wUhLUmYlgci6Fhd7Bi92BIXofoKxIl+QLDJvy29kXREgV84/6uOdrbANuvClWM/uVn30wcRRWumfd1ocfSVom+yaJTvKzjqvor7YbWcg9dmrmYpjDkaQbItI0MZSLsgWkda+U/RVRWtmT0F8Tq3FyiSLDiaqLkMj5tNrCiq9g6rtsgRA4hOivviEoiF2OvTnopqNMF1TkkD6Vsto4vwUXFXP6NA5hGNJ3qquCWckKKj0DEVDnH11ftIF8RXN43Lv5p0Za5G3VC3GrMpFeVvV9j/vKEp/3FlHGCTxn6qeE3ImOONgIFuUrLA6WVV9P10WR523lNRmzKxGpAtPV/QligqHM2WjDEhRtUgl2aqMkXfuCi9O8jUYf2KjgXy3Kv1oSmaRZOVkzZRT2u38yfDRmY2qi35KZKVn7SxVNBbs+GDGCxe1p4qcnd0Mp/aXVp0UlUGsJl9VtL7xLIFzM01A1Q2gfRdDMPQDnRBlqDhhyDq+s8GIQE8VYHx7EXh2JnI4PZskhoJoRxF4GjDv2FoRWw3vcIHsG5UQLD/l2gK2XaJH0loGYLZDP08Aim6JM0amlFUU8VTLtqGDVHrTbegkCzXMdAQaCRyMTLrDSW27KjXYXDPaaDKOY0qrOT5u041S2mHGUjJGK8sgj+llDVaSEStNWQjVONmFcMLRaZdukHI0W6jHya6GA5aDEcfzLiXSHdArZcLd2MT0i4T1uE+ic9ZMX2YEmCFTF/FguoJ1iqbJ+PJ4vx9L22SraJPonNWgz13TvawGfR7OlrkgOcpm0cZgaeqsDgI6ZspyMKJ0mvvTNZo6wyjLZZ0HuWeyjlaO5WjERtamZVK2shZPaZ/gG5NdtMKMqFsyyiNU07HTb+Iy49kiTxFq6RaoWrIqIxkM9EwjUvr7ypcKskUr2X4JRewIpwrQlInv2Mil/IAFM9BUbaoErlZn43wG27Y4J/vjYksU58RBQWIK+nkirZXto6wGMrthf7JFU6fcl+5iORgysAkresThYoldwYCvTvexYCZ09YT1sMfxfIFUi44j96OJLYpdUZ/7J2ushgPOjU/y1dG+mrY/2NgA33O9EEwY26geQARwbks6Dqr1czRbZFjGrIZDFoIxqQ35xmQXl3YO89B0mabJ2BXJYCqAs5NttvMmnWDKQjhhK2sS65JuMOHodIFhEbOTNySA1SVGObbSJrEpUCpCG0tZasqptBNWM02yXQVqbFBWkZzwc0O8oLgIvf4nnZVG8a3Dxg+XclMJIKoavhhe+WMjVydo1QC4qu5tK4dvVZ0clQ1H1Ffe1kDm6e5gAql3TNUgNY1PgKpWQJ8UykS9GYNQ2W+nlW8pd6Rd6VKwIbjIzxaomIWWwngBYFUqqESEejxLUk/tOKhKY1X7XrVWqwzdBhJcVKWTouUZAN/KOF2lngJrQ2EdbCAO2ClhDaK+t/8Rs9HADV8q9rNnylhK5PGOZ9ULX9ZIZsllMIF0QZy+dI7MfGt1jXUhgUSy5Ygs9fRbYS/kPCYbrt6XqnR+JjjjboKqdi40RtX772pmoG4BiWY0E/4g0yW5eNWOZV2J0ipKPxwKbZ8tysyBYEzt6PLOjP4AP2Gq6lDwC7saTpG3ZxcbqJ9xkLdOGRfpT+p4t6+PxTOVfqVvsL60IM5aInDtp1ZVCxUk6DC5DBg6dZY7yOKrJl9VdZ+i6c9XRalls30qQymJVILK6ersd6rfNOmsX1fKLaIELxpOphZ6ww9Ss5/stqRLjmroRTBS9cAhFNJR4PBUbzV9S2YNmIUMlcmEwKovWVlx2jaAwFP7KD+YZCIjhoOhQaUa2yzJu6W0IxqHDRzpWoltldjIegETmL7vnw6gbFrsYoFuFLRWxzir6A0TulFKK5QiYaAsRjm2vTHNSkOgLeMi4uh0gdIprFOsxwPWogGFFYp5XMb0iqYfPDSibVIenIjAbykYk9qA1PefH0sXOFIs8f/2n0pLZ7R0yr5oi6c2jlE67R3FgKVgVA8kyl3ABckRxjZmakOO5QvyHALPKCQ656LGEZ4SH+fro90ALJgJTZNSOs3RbLEWIO7kTUqnODpdYFDEHM+73NNfY5jFKOUonSIJCkwg9FHdnluIbsSFwgZVotKy4U6bn3Fq8FoNrqqG2bhYFpDTUgrQuS/nVHVHXdGUsh6VD+CiHaGwg7G0ObqGlHyMscTm9BFoe8JtjNdv5P6Ln9W8jz/bvIj1oMehfBWApk45O9xiI+9wcXyUs8NNLm4c5orWXRyMj/uWzoJnNu/n7HCL53TvwTrNyMY0TM43xvJciGp41HrY8xqQjG+M5TkFwyJmJZTr+OBkqX6eBYBWlq8Nz/KCRsdG3qZhMjazNncM9/LgZJncGkqnpf1zssCDIylNHZ10OZ52OT7poJFnZmynTYZ5zHbaZDke0whyQmPR2gkzsB1IQN0pZQLhdlBf13TZUjQdRaekaDlsQ4xK1PP2MFX180jKhmSlldag/aD2g6J84J1BtmgpOo68KwlEMBK7UsaeQU3FLjc2pPzaflDsXDUsLd6eJW7B1CdKlV3zk1RNSl3briatRj3fdx/OGOWqKytd8rV03+oX77haNI4TB1i0VN1GWyVbRUORrih53owvXVR+pXGiGlmvmC5Lhp235b5onHQkm6LIL6OZzXdm5kOiPrVaXxfip6pyR7xdTTA8JfBw0mKoM0c49FoCnzgq69sXvV4Cz/7WI4szV09rrCY+mim+VCJ+IN5yNI9LCSZvybHkbd8J1pr5r6IlnRsmc/UgpMfDGTMDkm17esSA8Rlv9wFL5msvRcdT6Yp65CNINJUteMGd8ye26tH3LSRVK4ryGWpeT7aS78kWZqrK6v14h/oBRfUAnlPKCkVLnLhOK0oeqgmHVStH5XB1OQtOhFL3xxDLwkk2XK3YzP2Erqgnv1k2vDAH/1ulf7iEjzarmyYcSDQY7Xgtwkh0EnWf6lDqapUBcEooX1NlzaVQegrpEphdF6EWi47QiSabRb1lLLVEk0rdsaoJl6GTbgEkowNPOSqpK5eTgHAoQiZdQNAz9RREF5WokUEpAB8htywukilqZqwJe4Z8wVF0hV2QHwDlNGFPy8OUMj9ydKpwDXm+gRoZ7FQzLjTKOM5d2yItA1phylpjyLgISYxiKR6zOW2RJDnntLbR/u49kbbRkczuN8qyGI5ZD/sMyoSxjUhdwFIwoqkzzm1uUjrNvmiTXtnirHiblk7RWLbKNpe2HmbqQkY29uNym3XJoaMnGOV4IF2VdkObsDE5mwUzZt3XrstSsv/7xys8o/sgJwvpdV8OR6yHPdaCPn+89QOsx31WwwF/3TvAetxnX7LNdtGsH34zKUOW4jEnJ212pg2ywpA0ZGqXaRaUpZIALBInrnIxVnXJykiA4KzXAzihSvHBg/UBgMqV9KqPhUKuBMBo5wNXVRtmnSvyRVuXeaa7S2HzJppkQzMJHGo5IwoK8tKw3hrQyxMmNuJovkTppISzP9pgp2xyrFjgFetf5PzoBA8VixzOl+noCRdGxzg73OTr2Toniy4rZshW2eZwvsxD02VOZN36unX0lPVwhyP5Ev+k+SBbkQyDGnvZ+N2T3bRNilGWtWhA26vQxjbi4XSJc5ubrIc9Wp6pOJwuEeqS3AacnWzVg4gOTxYZFxHntU8C8OBkmcVwTDPIWI7GjIqYzUmTtAxYawwprCbROYGyFE6TlZD5dlGjLWEowVK6pggOx7jAd/sof+/jA3iv08FBdDIQvVTHybNBrL8/S6BqHdbCEozOkoFDlVDOZIoy90H9WO7ByS65/4OJBAa1rffDfE6dCVOxucEEVNXv7su6yokmq2JEq7HY0pPv/xhfmvU17UqQXXUvVBNZq3JrxbZOV6pSQzWqV9VMtPVTEPOOr897drn63sqhKwdWV35H7HE1xK7aTzOlTnzN1DHeo+qEU1r6Zna9YmqqzoRwJFl61X1XMSMVYxD15FiF0ZDfCSZSltaFkomKXgAo3RBy71Wix6o8oDNq9iPwvq96SFLlW6qhTNWcn8fDGQcDNpD6SBkpAt8HWjaUtF/4i69z322w4Osmg6qGr+rJd1WEVEU61ghTUP2/GuxjYykvlLFEeGU1h9/X7ivBhA1UfTF0Lt8Vb4NyohmoxkjGXoxSif/KaKYXqMY3Vs8mCHzrTNVBkXVmizqYONgW6r0OLrTU6XShhF3wgroqGMrb1BekGmYhgZCfo62qqFHV/awukLKBzqXVpWhKEFDV5MrEzR5EE7n6yXQucLhMRHtOOTR+iliEiPPKWa0pHMpnq+cfVLU0FzhMUlJGwWlsQjW8SOj/2U1T+ofWJCdCCUpajrKJ0MpD7ffPoscGG1hxNH4qYjBRFA0xdA7AawmcVSyvDDDaihgvyBkXIdMyZCGaMi0DDnY2OTrpcmi4zGoyZD0eMMxjsjggswEdM60Dgf3xBltFm0GZiHjNGRbMhOVgyEbRZcGMOZ4vMNYRwzIhVgWJyhkRM7YRBsegTGialCu7d3Fftsa4jPm/W/dwpFgiUTlnx1skOmOnbGGwfKm/n32NbS7rPMydoz0cbGxwoi5RxNyV7mFvssOwiHmoXOZZC4cAoan3RD0GpXQvxLpAK8d6c8DmtIVJLIMsxlpFHOeMexG6emhN4ddG6OrJgsFI1+2GairDpdAw3VXKUymtrhk/GzryBT8O2yocMl2ynmfftfUAm2oaaVWKC7dkXWRd34aYa4rSsDWRKXt7Gn0CVXIi6xBoy0WNI4Sq5Oxok6mNCFXBwEbslC1+qHEfh/JlDhUrZM4w9qOcpy7kULbK7rDHOBG6f8UMeShfhgASldeiwkUj8wf2JtvcPRWh5jfGu+gGoh3IneGBsYgIz21Jp8LxfIHNvMXh6SJnN7ZZiKT74L7JGiuRaEQWowmBLmkHKW0z5Su9s3zw6ejlDU5O2zRDmVFQBalPaUng8IXNA/SmCc4p2nFKabWUCEqFS0WDYcZeBKxk5ofyHRxmoCkW5XkgNvKDvlLR2ugSrJLuoHBH7LKLSpyWh03lbUB7ltDX7JMNmWgY9pXPtP0zUzzjKg8hUv7ZAT4I8Ep3nAj80mVFkDscatZG7mYOMhjPnnKYLvkAxHdlpX4gnVPUz5epW9gL//RTI7S6DWaahnTxlJHbofihamxxNSMhGImvqLRlVXZupn6AT60tOyVQ8MFHbdO9jasepFep9a2ZPS1QJtj65954drgajCdt2PLbjePOB2JQeB+Yt6iH3lVPKKzKC2Kk5ZyFAxFvVjqFSq9RNGbj7cOJk9JyQwa/pUuzYztFgvSYUM45dyYbXvoL75JBJT571Vn1t3fqlbCu9E8HbKi6tpN3qKc8BWOp+VePfrSRXLi6lW4kF18GM8gJqYKMwLfYVRGutN5Rj4Z0gW9DqV73EWbmGYuiIROwitasFqYctA4LPTPe7Y3iKaLIanSmKmVfT72IaGrRjkn9mOWKvSj8HIVCbobJrtmc6nhbaJ4qyKhYlKI1q2vFW145OpGpjNb44TBOIvuwJ4JCM1GUfhph0bUEfV1n6sY/EdD5R9oGfrAQyiu/A1frDeQJZ6dQzrunlL1IFvBIC1vgOwFsKMNozNCAlkDAhlVWoWo2o4wd+aJEQTrTfj8cNEp0LyTa0aRLwpXVj3V21A9CUqElauSkg5i4kxIElqLQNOKc8TSiLAxRnBMGMq2w3UgpraIoDVkeYK2imWT1434rZIUMNFpuThjnIaNpRBwWxGHBzrBJI84YTWKWOmNKq4mCgnaYMcwjrFPsafXpZQ0Gacxqc8ShzWWCoKQZiVop0DIeuPrszqjBuNdg794tpnnAeBqjtWWxNSEvDWkeYJ2iEeX0RwnpTkK0kLK2MOT4lqjqnVPESUZZaoyxTCcR4b0NskVLtKPJVkqCobie6pHW2gv9ZECYnN9sSbazsasZoXyhrBkAPTR+8IoEDFVJQeWy7iZn5zIq1ylsIuWeKhCVgMPK0CEFhJawJbR7FJUUhfb/lky4m6Ro5diZJOzpDAiNsC65NTSCnKw07EwbLMRTTo5aOKdY7wyYFiGDNGK5KfznSjLizpPrNCIRICZBwbHtDnuX+4yyCKMtpdUYbUnzgEkako4iOktjhr0GKytDilKLJiTOGKWRsG+mpCiNvGc1ZaFpNOR48sKw0Jow9k+OjIIS6yArAorCMN1JaCxNCIOSZpyR5gFZERAFBdMsJJ2GMitFOYqJtNsGWyE6pb6fq/KijRw69fdP4Ds5WsKsYUQPIg8TsxBZdD8QAV1bgvfmUU26KF0FZUPaQHGVXklYhEoXYqaioq8caDW/IBzKU2Xrxw+X3imOJAutbF62oOShdY1Zdgxiv6vJesFYHHK2SD3it3JwNpwxGKdOGgwH4nDr8kLlJ2LxE2VDbG/1sLsyETsejsQXJZue0u/6Vjuvmcq6nmGeek1CJna7ElKaTLRlJp1l99UgoWpYnYhoPZMwqa7ZjJ3GB0dVNxoKmkeltbz6XNWBVzRngUb9SOKgYj+qpzlKkBYO/TTHhpxzGUcv35PsWEa7NZX+4Kvv/PnH9fFnHAzMMcccc8wxxxz/OHHGAsI55phjjjnmmOMfJ+bBwBxzzDHHHHM8yTEPBuaYY4455pjjSY55MDDHHHPMMcccT3LMg4E55phjjjnmeJJjHgzMMcccc8wxx5Mc82BgjjnmmGOOOZ7kmAcDc8wxxxxzzPEkxzwYmGOOOeaYY44nOf5/aCqNvcWFvQkAAAAASUVORK5CYII=", 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", 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", 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", 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", 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import os\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# support_list = {\n", "# 0: [\"03926.npy\", \"04028.npy\", \"03926.npy\"],\n", "# 1: [\"02007.npy\", \"17355.npy\", \"22240.npy\"],\n", "# 2: [\"00592.npy\", \"16209.npy\", \"21062.npy\"],\n", "# 5: [\"03668.npy\", \"17264.npy\", \"22106.npy\"]\n", "# }\n", "support_list = {\n", " 0: [\"03926.npy\", \"04028.npy\", \"03926.npy\"],\n", " 1: [\"02007.npy\", \"22207.npy\", \"24553.npy\"],\n", " 2: [\"00592.npy\", \"21058.npy\", \"23407.npy\"],\n", " 5: [\"03705.npy\", \"22106.npy\", \"24462.npy\"]\n", " }\n", "\n", "root_path = \"./workspace/Jammer_detection/Datasets/Diff_env_daten/base_data/data\"\n", "\n", "for class_label, file_list in support_list.items():\n", " for file_name in file_list:\n", " # Construct the full path to the image file\n", " image_path = os.path.join(root_path, file_name)\n", " \n", " # Load the image data\n", " image_data = np.load(image_path)\n", " print(image_data.shape)\n", " # Display the image\n", " plt.imshow(image_data) # Assuming grayscale images\n", " plt.title(f\"Class: {class_label}, File: {file_name}\")\n", " plt.axis('off') # Hide axis\n", " plt.show()\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(157480, 11)\n", "(39370,)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_179361/1903435715.py:35: RuntimeWarning: divide by zero encountered in log\n", " log_new_ct = np.log(new_ct_)\n" ] }, { "data": { "image/png": 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yMDUdSdsPwbG7PzIu3lBL7ysA7wCcBeACoAzAdAABACIBlH+0Lgcwvor6ngHA3L6Ab09g+3XAyBj46ySwagJQWgz0HgMcWAdMWwd8O1x80oojgEtj8Uhy8cdA3BnAvi5gzANWRwFmlsDMnkB6itgwfndEnLdwKJB4F1h7qtI2NfVpgDUnplfe7oSXCB2yGZ8vG4xBX3RFcWEpvh2+FYuHb8O60zPB+fcPtYBfhG8GbUKJsDW8hv4FI64linKf496xABTlJsKj1+/SOl/cDIOVcydkpURXcdWqh3W/RTBvP1Ymr/DOcWQf/BqmLfowrpe8+xgerf4VnSN/gvW/39FHP/yKlPATUgN5b/FGPN8RgW7ntsPOtwVEpWW4OWkZLvebgl5x+2Far45KmuPGjcP9+/dx7do1ODg4IDo6GkOHDsWxY8cQFBTEaP8y313Ei8RN8OtyGrb2HQEA6a8j8c/1kRAI8tHEYwGjeoB2+6cLPbVQaWSonyNIOsWqAkWv3+LevDVotWqW1DgCgPu0MfBaN1+u/P2F6+H+1SiYuKj2sPmQbyE2jgBgDOBHABwA69So63sAKOADE5eJjSMAdBoAeHcF9iwHykqAVceARp5iAwgAHI74X6cGwMfTxYaSywM+XQhYWAOvE4Gke0CvsUBJEXArBrCtA/QeCzyJB94kqd13CTu+PQanBnYY9IXYv9HEjIvPwgbh8c0UXDwcLy33MC4Z71Kz4NLyKxhxLQEAptbucGgyHJnJkRAKigAABZn3kJl8DK7tvq122yrDotNn4Ll3lsvP/+tXmPmPAcuY2Z0NCl+9RcLcdfD6YabUOAJA068/QZsf50k/vzx4Fk49/GHn2wIAwOYao9nMsSjN4iPtzDWVNGNjY3HkyBGEhYXBwUE8WzBw4ED07NkTM2bMAGE4igrPxBmNm82RGkcAcK43FJbWrfD2dQSjWoD2+6dtPbXhsFVLeoh+troCcnJyMGbMGLBYLKSkpDBe/8v9JyEsKYNzH9kHnpGZCZx6dZLJy4iNR07CIzSZMa5amtEAhnyQZwrxVGq2GvXdAAArO8DOWfZA45YAPwt4cF087WrrBAxT4MjrUFf8b9tAoHk78f/Z/xrQkkLxv5IpVWGZ+F+RUI2W/kf2Oz7uXXsOn67NZPKbt2sIM0seYiNuS/PY//6iJUTWyZyIysRTxv9OGyddm40GvktgxLOuVtuqgte4PYwcGsvkCd4noeTpJVh0nsi43ov9pyAsKUPdPrLfRyMzEzj3/s+gsNhsEIHsfRGVia8ZEap2vw4dOgQACAwMlMkPDAxEUlIS4uPjFZ2mNo7OfdC0hfwPG0FZPrhc+an66qLt/mlbT22ogdQfzp07h7Zt2+LOnTsa08j6OwEmTvbIunkf1wZNRUy74bjY6RM8XvkLhCX/RVIhQqF4pLlyFjg8brU0jSE/OZEFIANAjw/yzwDoCcAbQGuIp2LTPijDAv57V1geiZFLfSqfV57XieJ/vcr9SKjnDrTvC1z4A2jVEfhoEPD6OXBqD9AuEHBtJl9POXIy8rBmcjhm9FyHz9qtwNLRv+D2pSfS48kP3oAQgrqNZd9lstls1HG1R/KD/97x+gQ0h3eXpniVsBYlBW8AAHnvbiIj8SCcW0wCx9gcGYmHISzjw8ljQqXt0hT5f+8Br2kAjB2bMF535l93YOJkj8ybD3B54Nc423YkLnQYi4ff75D5jrb89gu8i41H2umrAIDSnDw8/H4HTOvVQf2Pe6qkmZCQACsrK+loR4K7u3gEq8m/SQAQlOXhyf3FEAoL0Kz194zXr+3+6fp6Kg1dpCOGw1HwoFQTFouFp0+fws3NjbE6AWDFihU4evQojh8/jgcPHjBat4TC1HSUZuXizszV6HBwHSyaNkTm9Tu4PmI2sm89QMejPwMAkn45DJ6TPVwGdtNIO7YBcABQ/k2LGcTGbz+AOgCSAYwC0A7iUWP9f8v5A3hYkAukvwCcG/5XQdK9fzuZV7GwoAw4uw/oPhxo4i3OizsDbJkPZKUDrs2BRzeBz9oCue+BgZOA8ZVPYXLYbIhEBP0+7YRWndxRWlyGAz+ew6JhWzB9/Uj0+7QTct/ni/toKT8daWZpgteJb/+rj8PGsj++wBc97iH+d3dwTZ0hKM2Fa7uFqO8zF8KyQryIW4hmgXvBYmn/9yERlqEgbh9sh/+kkfoLX4m/o//M+AGdDq2BZdOGeH/9Lv4Kno2s+If4KFKs23jCELB5XNz8cjlYbDZKs/lw7tkBgVf2gGdvo5JmRkaGwugokryMDM2FNrx8zguF+U9hbumBth0OwdqmDeMa2u6fLq+nSujxyFBZlOodIYTRpAkuXryINm2Y/+Moj6ikFKKSUjSf/xksmoqNi30Hb7h9MQJvz17D+6u3UfI+B09+2IXW/5urkTbcBrAGwEEA5SdJ5wP4A2LjCIhXuv4K8Qjyu3LlFgCAqQWw9RsgPwcQiYCLh4HH/07bVPZO7LeV4veSU/73X177vsDOeKBZOyDjFWBhAyw7AOy8BTy5BayaKH6vWQGO9W2x6+Zi6WpVrokxPl04AE3buGLnt8dRWlJW5TUpDz+rADN7/Yhi/nP4jkmE37hkeA/7C++ehOP5la/x6p8fYOncCVbOnaquTAMU3Y0Gi2ME01YDNFK/sFj8HfWYPwGW/35HHTp4wf3LEUg/ew0ZV8XT0feWbMbtGT/Af9cyBCWfxuC0P2HWoC4uB01DfrL6q661Tdfed9F7CB+Nms5A3JXeSHqizpt5ilqwVRg9KhtQQANkZGSgXr162LZtm8rnKr2K9ebNm3JDflUhhKBVq1bVqqMijIw0vyDXyELsTmDdWnbK0Nq7OQAg+9YDpB44jfoj+sLKk9kRMgA8gvh9ZDiA7kqUbwnACkD5JRfNAGDdGeCPtcCsXmL3jRb+wJQfgB+nAnXqKa4sYjPwz0Xg+wjA7IMg7ud/Fy/Gmf+L2D1k2wJg9XFg8ipgeg8gcgvQzVlxvRXg4dsIT2+/xItHabCyF7tmFOYVy5UrzCuGtcN/7Tn88wWkPEqD98fHwTMX98XM1gMN/Zfj8bkRYBtboO3Iuyq1hUny//oV5h3Gg8XRzPfV+N/vqI2X7HfUxlv8OSv+IXj2Nniydi+aTB0F517i95JGZibw/t8snHDvj9vTV6Nr9EalNR0cHBTO2vD5fACAoyPz7wXLw2Zz4dpoAnIyr+Ppg0VwqjcE5hbuVZ+oJNrun66vp9KoMoLU0boiQggWL14MX1/1/NCV+itlsVhwdXVFnTrVW40JiN8b1SRKSkpQUvLfCEfyJVSEpYcbcu8+lRsFsyRfEpEImddugcUxwp8dP5EeL3qVDgDSvNarZ8MxQLUblgCxcdwFoJeC4+mQHVFKYEPBTjMNmgPf7JDNO/mreG83DwU7NpzcBdy/Ll7damEj3tutpEjsPwkAyQ/F/zZuCbi4Ac8SxJ/r/fuO7dFNAAMV9qsgtwhGXA54prLvaiVuGyIRgVuremCxWEhPyZQpIxKJ8C41Ey07/PcwTH4gfu9oaiNrIMp/fnR6yH91CMXv5dIf7kBWShRMrJvJuIIwSVlGIkqS/oLdmF80Uj8AWHo2Rs7dpyAi2bvOkrwmEYmQ++C5uGzTBjJl2MZGMG9UD5nXVfsB4ePjg7///huZmZmwt7eX5icliVcve3t7q9qNShEKi8Bmc8Fiyb76sbLxxqsUIfg5/zBqILXdP23rqY0q7xaJeiPI0tJSLFmyBGvXrkViYiIaNWokczwyMhIrV66EiYkJ2Gw2tmzZgpYtW0qP//TTTxg3bhx27typlr7SU6xMUWOWKP/LqlWrYG1tLU2urq4Vlq07IAAAwL//TCY/76H4gWPTriV6/hOBwPhD6PH3fmly7i92TZB8VtU4xkHs7xgOWeNYvpa6AN58cN5zADkAypu8TAC4p2AZ/42zgG8vwMFF/ti9v4DvjoqNIwCc3w+MdP9vsY/Nv79o018A79+IV8kCwLtU8b+Wsk7y5dm64Cgit1ySy3/6z0vwzLho6FEXtnWs0KqTOxIuP5Etc/slCvNK0HXof1PrNnXErh0leS9kyko+12s9Az7BN6WpRf/jAADnFpPgE3xTY8YRAAr+2g3Tln1hZKPgGjOES5D4u5Z7P1Emn//vd9TWtyV4dcT3pzA1XaYMEYlQ9OoteHaqrewdMWIEACAmJkYmPyYmBm5ubmr/eq+I+KtBSHt1WC6/qEB8j7nc6s10fYi2+6dtPbXR8CrWlJQUBAQEIC0tDUIFCwtv3LiBkJAQ7N+/H1euXMHEiRPRp08f5OWJ11HExcWhpKQEH330kdpdVKrVaWlpjIweAfGvoA9/BeiSBQsWIDc3V5pSU1MrLOsyNBD2HX3wdM1uFL99DwDIT3yJpG0H4dSnMxy7Mv/FvQyxURwM4AWAfeXSrQ/7AqDo3//nApgCwBriqDsSHgHA8rH/rVYlBDixSzwKnLxKtsJb//6BdhwAxJ0Wv6u8eBhIuCwOCLB3hfj9Yq9PxIEBfp4BZL8Dhn0FFOUDv4YBRlxgwGeV9vHEr1fxKvHdf593XcGD60kYM68PTMzEI8tJK4Yg/UUWondeAQAUF5bi12VR8PBrhB4j/vsJMPDzLjDmcpByPRTCMvHintKid3gZvxwcrjXqeHxaaVs0BRGUouDG77Do/LlGdeoPDYR9J288XrMHxeni72he4kskbj0E5z6dUadrOzh29oFtW08k7YpEdoL4RwchBA9X7kRx+ns0/Xq0SprdunVDcHAwwsLC8P69WPPkyZM4f/481q9fr5HINkmPf0BhQYr0c2bGZbxM2g5rWz/YOXap+EQ10Hb/dHE91ULDq1jz8/MRHh6OCRMUrzZfvXo1BgwYgKZNxZGfxo4dC4FAgD179gAAjh8/DkIIVq9ejXv37uHs2bPYv3+/Sm1gkZo2pKsmYWFhWLZsGZKTk9UyxHw+H9bW1hjw5pLCDZPL+Pl4tHwr0k7GgmNqAiISof7HvdFs/mdyLh1P1+3BqyPnUPQqHWXZfFi1bgYjMxN0jflVplxkJXFa2wL4p5L2Sm7eHxAv3HkG8WrWXACdASwD0Lxc+RcAGrXvK161am4tLt3UGxjzzX+jxz/WApeOiF01KsLDV2wUM16L3UFyxX/IYHPEI0ZhmXhV68hZQBNvnOn8h8Jqkh+8wdl9fyPh8jOwWOIpVztnKwya1FXG8AHiUHO7wqKQl1NYaai5xLupWDr+GQqzH4LFNgYRlcGijj9c24bC1Fr8xyQoycH96F4QCUtRlPMYxqZO4Jo5wcVrBuo0k416owxVbZhccOsw+Ke/h/Oifxh7wFW0YXIZPx8Plm3DmxOXwTEzAREK4RrcGx7fTJB+R8ty8/Fk/T68ib4EsFggZQJwHWzQdNpo1B/yoQORmMo2TP4wNJqxsTGWLl1ardBoFW2YnJ35F16l7EVO5nWwWGwIhIVgs7lwchkEt+bfwNhYvf0GK9swWRP9qwym9STPtdzc3GrvxyitK9ANVkbKjQz5AhGsY5KQmpoqo8/j8cDj8So999KlS+jevbvcM93a2hpLlizBnDlzpHkDBgyAkZERjh8/LlPH+PHj0aFDB0yePFmp9krQuIEsKCjAunXrsGTJEk3KSNG0gdQElRlITcA6of1l4hUZSE2xIvRLrepVZSA1QUUGUlNUZiA1QUUGUlNUZiD1HY0YyF7usDJWzgWQXyaE9Xn5H9xLly5FWFhYpecqMpCZmZlwcHBAeHg4xo797wftxIkTcfPmTdy9+9979D179mDDhg1wdXXF9OnT5QIwVIbGvxH5+flYtmyZ1gwkhUKhULSAKlOnInE5RSNIdSgsLFR4Po/Hkx6TMH78eIwfP14tnWoZyDdv3mDPnj1ISEhAdna2wheppaXa/2VNoVAoFA2jyuIbkXii0srKqtojWAAwMxO/VinvgSD5LDnGBGobyBs3bqBXr17Iz8+vcmWqNl4qL1++HBEREUhPF6/M69+/P7hcLvbs2QMfHx+N61MoFEqtQo0RpJ+fHzgcDqZOnYqpUxXEelYSe3t7WFtb4+3btzL56enpjEZpU9tAfvPNNxAIBJg1axbat28POzs7hc76mZmZGD58eLUaqQxLliyh07gUCoWiLdQYQd68eZORESQA9OjRA7du/beWnxCC27dvY9GiRYzUD1RzBLlp06YKl+BKePv2bY3zfaRQKBSKfhMaGopevXohMTERTZo0we+//w4Oh4OQkBDGNNQ2kFwuF926dauynJOTE0QiuVguFAqFQtFnNDzFWlpait69eyMnJwcAMGrUKLi6uuLwYXGQCH9/f+zZswejRo2Cqakp2Gw2zp49C0tLS7W79CFqG8guXbogNTUVjRs3rrRcWVkZ/v77b3Tt2lVdKQqFQqHUNNgqTLEKVZ9i5XK5uHTpUqVlhg4diqFDhyrXBjVQOzDq6tWrsWTJErx+XXnk/6ysLHTvrkxobQqFQqHoDXQ/SDHLly9XmF+vXj24ubkhMDAQTZo0gb29vdyK1fz8/Oq3kkKhUCg1C1UW6XD0cx2KUpF02Gw2WCyWzGIbiSGs7HTJOSwWS6GPZE2EyYgTytLgZ+3+iHh5vLVW9QAAfyZrX9PAabaqsOpCDPJ0AXP+ZRTtopFIOiE+sOIqGUmnVAjrvQlo1qwZI24e2kLpd5CzZ8+GhYXqodfy8vLw00+a2T2dQqFQKDpCjREkk24e2kBpAzlv3jy1dvRIT0/Hjz/+qPJ5FAqFQqnBcFgqGEj99GRQykCGh4fDxsZGLQF7e3tcvHhRrXMpFAqFUkNhs8RJ2bJ6iFLmf8yYMeByuVUXLEdeXh5CQ0Nx8eJFBAQEqNU4CoVCodRQJG4eyiS22NT4+fmhRYsW2Lx5s44brxxqu3lwOBy8e/euwuMlJSXYtm0b+vXrhw0bNqgrQ9EROWVCjHmYAdbFFKQUlWlV+9GjR/D19VVqu7Jdu3bBysqqyi1zKBQKw6jh5nHz5k08fPhQLxboANUwkFUtfnVwcEBOTg7WrVuHTZs2qStT4yguLkZoaCiaN28OLy8v+Pr6IioqSmN6mb9/iTdhnkj/XyeZlLbaH6kzLVF453jVlajIuawitI1Pw538yndieVRQiv533sIj7hWaXX+FUQ/e4XWJ/B5+b0oEGD9+PBo3bozmzZujRYsWMj+ayl9TFxcX+Pj4IDm58lWvb9++xaBBg7B582bk5eWp1D9t30Nt6wFAwdNzeLWzP15u6oyUdV548VM7vD+7VGN6hn5NDV1PLZQdPaqymKeGofH9IAcPHozQ0FBNy2iNcePG4f79+7h27RocHBwQHR2NoUOH4tixYwgKCtKIpnW/RTBvL7vLfeGd48g++DVMW/RhXG9FSg6OtnLE8feFeFCQq7DMy2IBuvyTjs+cLXDSqw6EBBj36D0C/knHbV8X6U7jmWVCdLyVBjfuC9y7dw8WFhb466+/0LNnT7x//x7Lly+XXtPt27fj559/xscff4xx48aBw6l4CfmGDRvQq1cvBAUFqRy9X9v3UNt6uTf3IOviariERIDn1AIAkHXxf+DfCodDn2WM6wGGf00NXU8tVAkAoKeBApTygwSAly9fIiUlRfq5W7duiIyMhK2tbYXnFBQU4I8//sD58+eRlpZW7cZqg8r8hWJjY9GtWzccOHAAI0eOlOb37dsXz549Q2Jiolpbe1XmB1mSHAeOZR0YOciG9Hu3dTCM67aA7ZBVKutV5QcpEBEYsVkIS87GspRcJHeoh0amxjJlJjx6j2PvC5HWqT5M/v11+KZEANe/XmFpIxssaWwDANI6/vrrL3Ts2FF6/qRJk7B3714cOHAAH3/8sfRfyY4wdnZ2yMvLQ2lpqcJrKhAIYGRkhJSUFDRu3FipnckBzd1DXegp8oMsy32NFz96w2n4Tli2GiLNF5UWoijlKsyb9VZLC6jYD9KQrqmh6mnED3LuR7DiKTfG4pcIYL32qlb9y5lA6XHv7t270b17d2kCgGHDhsnkfZiCgoLw+++/Y8SIERrrgDY5dOgQACAwMFAmPzAwEElJSYiPj2dck9e4vZxxFLxPQsnTS7DoPJFxPQAwqmLFmZAQHM0oQGdrntQ4AoALzwgeZsY4+K5AmneDL56mbd1a1ih7e3ujrKwMGzduBCC+huW3S7O1tYVAIKjwmiraWk0ZtH0Pta2X989+EEEJzJvLziywuWbVMo6VYejX1ND11EaNd5D6tkhH6adMo0aNZAKOX758GR06dKhwdSubzYaNjQ0CAgIwZcqU6re0EpKSkvDLL7/g5MmTIIRAIBCgcePGWLhwIbp06cKYTkJCAqysrODg4CCT7+7uDgC4c+cO/Pz8GNOriPy/94DXNADGjk00rqWIpCIB8oQE7qbyXx93UyOczCxCiYiAx2ZBYmo/jKQkmT59+vSpwmtqYmICgPlrqu17qG29opS/wLF0QnHqTWRfWgNB7huwjLgwbzEQtgFzwDbiMaYlwdCvqaHrqY0qwcr/XcVqsIECQkJCZPbZYrPZiIyMVCt4ANN89dVXePfuHc6ePQsXFxeUlZVh+vTpCAgIQGRkJAYPHsyITkZGhsKbK8nLyMhgRKcyiLAMBXH7YDtcd9GJMsrExs5KwR+HlREbIgBZZULU5RnB34qHU1lFuH37tkzQ+oSEBADiWL2KrqlkhMj0NdX2PdS2niAnFaLCLLw7PhMu4w6C69AURS+u481vw1H8Kh71QiIY1QMM/5oaup7a1IJ3kGovLVq6dKlaoec0xbfffgsXFxcAgLGxMX788UdwOBysW7dOxy1jlqK70WBxjGDaaoCum6IUU+tZoh6Pg3nz5kl3fjl37hyOHTsGAIy+u6EARFACIiiBXbd54Do0BQCYNuwAm45fovDJWRQlX9VxCykGA5utWtJDqmUgzcyUC16s6Q2To6OjMWTIEJk8U1NT2NnZITs7mzEdBwcH8Pl8uXxJnqOjI2NaFZH/168w7zAeLI7GFyBXiIOxeHqUL5S/r3yBCGwAdv+WceBycL1tXfj4+KB79+5o3bo19u3bh7179wIAbGxsFF5TgUDsLsL0NdX2PdS2Hpsn/tHKq+slk89z8QYAFL9i/v2VoV9TQ9dTm1qw3ZXGzfrbt29hbGxcdcFqYGxsLDcSycrKQkZGBnr06FHpuSUlJeDz+TKpInx8fMDn85GZmSmTn5SUBEC88ESTlGUkoiTpL5h3HK9RnapwNzWCJYeFpCJ5n8ekYgE8zIzBK7fQp76JEXbu3ImnT5/i3r17+O2336Q/mtq2bavwmhYXFwNg/ppq+x5qW49bx0P8H/LBjxeW+AcL+TCfAQz9mhq6ntpIYrEqlWqZgXz58qVSKTU1lcn2Ks22bdvg4OCABQsWVFpu1apVsLa2liZXV9cKy0pW48bExMjkx8TEwM3NDb6+vtVveCUU/LUbpi37wsjGRaM6VcFhsTDM0QzXcktQIvrPSyitRIBHBWUYUcdcmlckFOF0prw7QnR0NFq3bo3p06cDkL+m2dnZMDIyYvyaavsealvP3FPsI1eSfl8mv/TtAwCASX3mv6OGfk0NXU+b6NsqVrUNZKNGjdC4ceMqU/v27Zlsr1Lcvn0ba9aswcGDB+Hs7Fxp2QULFiA3N1eaKjPo3bp1Q3BwMMLCwvD+/XsAwMmTJ3H+/HmsX79eo+/TiKAUBTd+h0XnzzWmoQrLGtuCzQKWJGeLVw6LCOY+z0ZjUyPMcv1vgUFmmQhBd9/h8uXL0ryIiAgcPnwYv/76a4XXNDs7G7a2toxfU23fQ23rWbQaCpOGnZB9aS0EeekAgNL3icj5exvMmveBmVvXKmpQHUO/poaupzaSYOXKJuhfqLlqvciqV6+eXLQTQgjev3+PwkLxqKFBgwZavaGPHj3CkCFDEB4eLrNqsiJ4PB54POWXvoeHhyMsLAydO3cGj8eDsbExIiIiMHDgwOo0u0oK7xwH29QGvGZV96m6LE/OQcT7AqSXiler9r/7Dlw2sMfDAT6W4mvV0MQIl9s4Y05iNjxvvIaIAG0subjk4yyNogOIV7UG1zHDp59+CgsLC3A4HHh4eODKlSvw9PQEIHtN09LSIBAIwOPxkJOTAx8fHxgZGcn5fiUkJGD8+PEoLRX7WW7btg3Hjh3DsGHDsGTJkkr7p+17qE09FpsNl5CjyDy/HKlbu4FlbAaIhLD2HQ/b7vMZ15NgyNe0NuiphUr7QernIh2lI+l8CJvNRnp6eoVuHunp6di1axcSEhKwf/9+jb+HBMQPzSFDhmDHjh3o1auXWnUwGXFCWSqLpKMJqoqkoxH+rDy2KkV1FEXS0SQVRdKh1Hw0Eknnf31hZarcc51fVAbr+WcMN5LOh4SEhMDU1LTC487Ozli0aBECAwOxdKnmgiRLiIuLw+DBgxEeHi5jHPV5vp5CoVBqLDRYecXs3r1bqXL9+vVD165dsXLlSnWlquTy5csICgrC+PHj8eLFC7x48UJ67NatWxrTpVAolFpLLdgwWePOdK9fv8bbt281qjFz5kzk5eVJ43pSKBQKRcPUgneQGm3106dPMWfOnEpdJ5jg9u3bIIRUmCgUCoXCMGqsYtU3Nw+1R5CV7cEnFAqRnZ2NggLxrg4//PCDujIUCoVCqYmoMYI02GDlH1J+b8iKaNy4Mb766ivMmTNHXRkKhUKh1EToO8jKuXnzptyWLIB4KyNra2tYWlpWp3oKhUKh1FTU2O5K31DbQNrb26Nhw4YKDSSFQqFQDJxaMIJU26xPmzYNW7ZswY8//shkeygUCoWiD9SC7a7UHkEuW7YMpqamGDlyJJPtoVAoFIo+wIEKGyZrtCUaQ20DyWKxcODAgZoVG1BPeTlDyxtPz9B+2Lf+wfJbY2mSU0d0t1+mtqCh3yg6RZWRYW0bQTo4OMDHx4fBplAoFApFb6DvICsmICAAt2/frrLc+/fvK/WZpFAoFIoewmGplvQQtUeQ3333HUaNGoUmTZqgZcuWFZYTCoUysVEpFAqFYgDQKdaKOXDgAFq0aAFvb28EBATA09MTjo6Ocns/5udrdysnCoVCoWgeEYsFkZJTpyLWf6HmOBwOpk6dqhebJqttIMPCwsBisUAIwcWLF3Hx4kW5MpLjNWYHbAYoLi5GWFgYIiMjwePxwOVysWTJEgwaNMgg9LStWVT4Ei+TfkHmuwsgRAihsARsthHqN5qAhu7TNPLdMfR7aOjfGapXMxCx2RApOTKUlKs1oeYAYPbs2bCwqHwFZl5eHn766afqyNQoxo0bh/v37+PatWtwcHBAdHQ0hg4dimPHjiEoKEjv9bStmfnuIl4kboJfl9Owte8IAEh/HYl/ro+EQJCPJh4LGNUDDP8eGvp3hupp5h5S5GERNbe7YLPZSE9PR506dSotl56eDhcXF4hEIrUaqG0q23k7NjYW3bp1w4EDB2T8P/v27Ytnz54hMTGR0RGPtvU0qVmRm0dG+lnkZN1A0xbfyuRfvdAWLBYHnQNvqqwFVOzmYej30JC+M1SPOb3KnmuqIqkr49h4WJlzlTunoBSOQ/Ywoq9N1H5zGh4eDhsbmyrL2dvbK5x+1UcOHToEAAgMDJTJDwwMRFJSEuLj4/VaTxeajs595IwjAAjK8sHlOjKqBRj+PawN3xmqx/w9VAchh61S0keUbvVnn30mTTt37sSYMWPA5Vb968HY2BgBAQHVamRVvHz5EgsXLoSfnx/atm0rXTy0YcMGRveDTEhIgJWVlVz8WXd3dwDAnTt3GNPShZ6uNMsjKMvDk/uLIRQWoFnr7xmv39DvYW34zlA9zf4NKouIzVIp6SNKv4Pcs2cPOnbsCC6Xi6ZNm2qyTSrz559/YsOGDTh//jw6dhS/x4qIiEBwcDDy8vKwaNEiRnQyMjIUTg9I8jIyMhjR0ZWerjQlXD7nhcL8pzC39EDbDodgbdOGcQ1Dv4e14TtD9TT3N6gKhM0GUXKRjrLlahoqLdKJjIys8p2jLnB2dsa8efOkxhEAhg0bhtatW+Po0aOMGUiKZuna+y5EolK8fvk74q70RrMWy+HWnO4lSqHURFQZGerrCFI/zfoH9O3bF0uXLpXLz8vLg6Mjc++xHBwcwOfz5fIleUxq6UJPV5rlYbO5cG00AfUajMXTB4tQkP+c0foN/R7Whu8M1dPs36Cy1IYpVo0bSD6fj88++0zTMjLk5eVh4cKFKCgowOrVqystW1JSAj6fL5MqwsfHB3w+H5mZmTL5SUlJAABvb+/qN16HerrQFAqLQIhQLt/KxhuECMHP+YdRPUO/h7XhO0P1mL+H6iA2fGwlUy0wkOosZS4qKsLevXtVPk9dWrRoAVtbW0RFRSEiIgJt2lT+HmvVqlWwtraWJldX1wrLjhgxAgAQExMjkx8TEwM3Nzf4+vpWvwM61NOFZvzVIKS9OiyXX1QgDk/I5TK7Ibeh38Pa8J2heszfQ3UgLOVHj0RPg8Uo7QfJZrMxcuRImJqaqiRQVFSEQ4cOQSiUHyVoitLSUuzbtw9TpkzBd999h3nz5lVYtqSkBCUlJdLPfD4frq6uFfrrDB8+HA8ePMDly5fh4OCAkydPYvDgwYiMjNTI1l/a1tOUZkV+kHGxgSgrzULbTpEwM28EAMjMuIxb1wbBwqoFOna/AhZL9c3kKtvuytDvoaF8Z6gec3qa8IN8dnEqLC14Sp2Tl1+Cpt03650fpEoGUhI6TunKy4Wa06aBlDBp0iTs3r0bT548kS6RroqqvkgfhoAyNjbG0qVLtRZyStN6mtKsyEBmZ/6FVyl7kZN5HSwWGwJhIdhsLpxcBsGt+TcwNlbvj6kyA2no99BQvjNUjzk9TRjIJ7HTVDKQzQM2adVAFhUVYdSoUejYsSPS0tLAYrGwfv16lepQyUCOGDFC5RFkYWEhjhw5olEDWVRUBC6XCw5HdqSxefNmTJs2DYcOHcLw4cOVqovJLxLlP+iGyRSK7tCEgXx05WuVDKRnl41afa4WFBRg//79mDRpEgCgZcuW2L9/v0rvcFV6imzYsEFlN4/09HQcOXJEpXNUpV+/fvjyyy8xevRomfyUlBQAkHO4pVAoFEr10IYfZGlpKZYsWYK1a9ciMTERjRo1kjkeGRmJlStXwsTEBGw2G1u2bJFuv2hubi41jnw+HyUlJXBxcVFJX+OrWHk8Hrp27appGaxatUpqEAFxPMOtW7fC399fK/oUCoVSm9C0m0dKSgoCAgKQlpamcAbyxo0bCAkJwf79+3HlyhVMnDgRffr0QV5enky5/fv3Y9CgQVi4cKHKLjIaN5C2trYaj8W6cuVKtG/fHgMGDICXlxfc3d0xefJkfP311zh//rzc1CuFQqFQqofyLh7Kb4tVnvz8fISHh2PChAkKj69evRoDBgyQRnYbO3YsBAIB9uzZI1Puk08+wZ9//okDBw7g9OnTKrVBpSnWmrqvY6dOndCpUyddN4NCoVBqDSIWS7oRsjJlAcj5mfN4PPB4it9jtmrVCgDw6tUrhcdjYmKwZMkS6Wc2m4127drhwoUL+Prrr/Hw4UPk5+fD398fbDYbjRs3xvPnqgUeUclATp8+HaampujUqRM+//xzlYQoFAqFYjioE2ruQz/zpUuXIiwsTGXtzMxM8Pl8ODk5yeQ7Ozvj5k3xFnk8Hg8rV65Eq1atkJubi8LCQowfP14lHaUNZNeuXZGeng4ANS5YOYVCoVC0C1Fh6lSySCc1NVVmFWtFo8eqKCwsVHg+j8eTHnN3d8e+ffvUql+C0gby0qVL1RKiUCgUiuEgBAtCJadYhRCXs7KyYsTNw8zMDABkgrxIPkuOMYFBBCunUCgUinZRJxarn58fWrRogc2bN1dL297eHtbW1nj79q1Mfnp6Otzc3KpVd3moNzWFQqFQtMLNmzcZCxTQo0cP3Lp1S/qZEILbt28zur0hHUFSKBQKRWUIi6VSYprQ0FCcPHkSiYmJAIDff/8dHA4HISEhjGnQESRFK2g79Jvz9ryqCzFI+peWWtWjUHSNOqtY/fz8wOFwMHXqVEydOrXSc0pLS9G7d2/k5OQAAEaNGgVXV1ccPize/cff3x979uzBqFGjYGpqCjabjbNnz8LSkrm/RWogKRQKhaIyIhYbIpZyk5CScqpMsXK53CoXhw4dOhRDhw5Vqj51oAaSQqFQKCqjzghS39D4O0iRSISnT59qWoZCoVAoWkQSSUfZpI9o3EBmZGTA09NT0zIUCoVC0SIiNhtCJZMkoABTbh7aQqkp1suXL6stkJmZqfa5FAqFQqmZqBOLlUk3D22glIHs1q1bjQ1Urm0+3Omby+ViyZIlWttZXNN6utDUtl5Z6l0URK+E4F0iWBxjAIBJ+9EwC/wKLA7zr+UN/XrqQpPq6R51DKS+ofTToEOHDuByuTJ5hYWFuHnzJkxMTODq6gpnZ2cA4mgGqampKC4uRvPmzaX5hsC4ceNw//59XLt2DQ4ODoiOjsbQoUNx7NgxBAUF6b2eLjS1qSfMSkX2T0HgtewJ+8V/gWXERVlyPLJ+7A9R/ntYDlvOqB5g2NdTV5pUT/doY8NknUOUgMVikbdv38rk5ebmkvbt25P169eT/Px8uXPy8/PJTz/9RNzd3cmLFy+UkWGUbdu2EQBk6dKlKp2Xm5tLAJDc3Fy5Y5cuXSIAyIEDB2Ty+/TpQ9zc3IhIJKpOk3WupwtNTek5beMrTJajfyQAiN3CyzL5XK9+hG3tXOF5VSVt96+m6OlCk+qprlfZc03duk4lfU9iM9YplU4lfU8AkGbNmhFPT0+yadOmardDGyhl1keOHAlTU1OZvCVLlmDs2LGYMWMGzM3N5c4xNzfHzJkzMWPGDHz77bfqWW81yc7OZjTckIRDhw4BAAIDA2XyAwMDkZSUhPj4eL3W04Wm1vvI/nfzbKFANl9YBojkdy2vLgZ/PXWgSfWYv4fqoM4q1ps3b+Lhw4dVBgmoKShlIP/44w+56ATHjh3DgAEDqjw3KCgIFy5cUK91avLtt9/io48+YrzehIQEWFlZwcHBQSbf3d0dAHDnzh291tOFprb1TPyCwXHxRP6JVRAV5gAASu6dQemjSzDr+TWjWoDhX09daFI95u+hOoiggoGEgb+D/JD09HTpvluVUVhYqNWVrHfv3sXRo0dx+vRpHD9+nNG6MzIyFK7AkuRlZGTotZ4uNLWtxzaxhN3ME8jdNw0ZcxuDbWEPIhTAatxGmHYcw6gWYPjXUxeaVI/5e6gO6kTS0TfUbrWLiwu2bt1aZbnNmzfDxcVFXRmVmT59OpYvXw4bGxutaVL0B8HbRGSu7gYWxxiOa5Lg+L9E2E47jPyo71Bweq2um0eh6A0ilirTrLpurXqobSBHjhyJrVu3Yvjw4fjzzz+Rm5srPZaTk4OYmBgEBwdj+/btGDVqFCONrYqDBw+Cz+dj4sSJGqnfwcEBfD5fLl+S5+joqNd6utDUtl5+1HcQZb+C1dgNYJvbAgCMG/vBrOc05B9fjtLE64zqGfr11IUm1WP+HqqDiM2CUMnE9H6Q2kJtA7l48WK0bdsWR48eRa9evWBnZwculwsulwt7e3v07t0bERERaNeuHRYvXsxkmxVSWFiI+fPnY+PGjWCrsKS4pKQEfD5fJlWEj48P+Hy+3JRxUlISAMDb21u9xtcQPV1oaltP8Po+2BYOYJvbyeQbOTUFAJQl3WBUz9Cvpy40qR7z91AdJFOsyibAQBfpKMLc3ByxsbGYNWsWzM3NQQiBQCCAQCAAIQTm5uaYNWsWLl26BDMzMybbrJBVq1bho48+QufOnVU+z9raWppcXV0rLDtixAgAQExMjEx+TEwM3Nzc4Ovrq3rDK0HberrQ1LYe27IORAVZEBXny+QLM1+Kj1vYKTpNbQz9eupCk+oxfw/VQdf7QWoFJnxFioqKyNWrV8mBAwfIgQMHyNWrV0lRURETVStFUlISsbe3J69evZLmJScnK+UHWVxcTHJzc6UpNTW1Un+h4OBg4unpSTIyMgghhJw4cYJwOBwSFRXFWH90qacLTU3oVeSvaD15PwGLRUw7h5A6mzOJ0zY+sV9xh3AcGhG2nStx/OkVo36QmupfTdLThSbVUw1N+EH+8fpHcjxvq1Lpj9c/MqavTRiJq2ViYqLyyI1JLly4AHNzcxm3k9LSUgDAtm3bcOzYMTRv3hwHDx6UO5fH44HH4ymtFR4ejrCwMHTu3Bk8Hg/GxsaIiIjAwIEDq9+RGqCnC01t6pn4BIE98wQKzv6IzOXtweJwQUQCcFv1hnm/uWCbMh8n0pCvp640qZ7uqQ2h5liEEKJJgffv38Pf3186f64tUlJS0LhxYyxduhRhYWFKn8fn82FtbY3c3Fy9CqpLkcV5e55W9dK/ZG4XcwqFaZh8rknq+v3NTzCzMq36BACF/CKMcZmld89VRkaQBQUFyMnJgVAoH4nk3bt3ePHiBRMyFAqFQqkhqOMH6efnBw6Hg6lTp+rFQp1qGcgNGzZg06ZNeP78OVPtqTY5OTno1q2b3BTr7Nmz8emnn+q4dRQKhWIY0O2uKmHt2rWYP38+AMDU1BS2trYwNjaWKycUCvH69Wv1W6giNjY2SEhI0JoehUKh1EaELBaEShpIZcvVNNQ2kNu3b0ebNm2wZ88etG7dusJy6enpWo2kQ6FQKBTNUxsW6ahtIFNTUxETE1OpcQQAMzMzhISEqCtDoVAolBqICGyIlHSlV7ZcTUNtA+nk5IT69etXWc7Kygq7d+9WV4ZCoVAoNRFVAgDo6QhSbbP+ySef4MyZM1WW4/P5+Oyzz9SVoVAoFEoNRJ39IPUNtQ1kWFgYzp49ix9++AHv3r2rsFxRURH27t2rrgyFQqFQaiAisFRKgP4FK1d7itXT0xOEEBw/fhwLFy6Eubk57O3twfrgl4Ii30gKhUKh6DfikaGyfpC1zM0jJSVF5nN+fj7y8/MVlv3QaFJkCdPy5QnTaOykmoG2I9uYHMnSqh4AFAczG1idQlGF8iNDZcrqI2obSBaLhRs3bsDBwaHScu/evUOHDh3UlaFQKBRKDYS6eVQCm81GgwYNqty809zcHA0aNFBXhkKhUCg1ECFYECo5MlS2XE1DbQNZVlamVDkHBwckJyerK0OhUCiUGkhtGEFq3HuzuLgYv/76q6ZlKBQKhaJFCFgqJX1E4wYyNzcXkyZN0rSMQVOMHERgDJaBhRyk6Lo5FDUgBbko+/lLlAy3B3n3ssJyoic3UPq1H0qXDtJi6ygU1SH/7uahTCJKrnataag9xbp8+XKlylW0slVfKS4uRlhYGCIjI8Hj8cDlcrFkyRIMGqSZB9pznMMJTIYxzDRSvyK03UdD1xPduYiyX+aAxat47zxSVgrhodUQxZ0A4b8Hy66u2nra7p8uNKme7qGrWCshLCwMLBYLivZbLu/WQQgxKDePcePG4f79+7h27RocHBwQHR2NoUOH4tixYwgKCmJc7zJWYASO4gmOIxYPGK9fEdruo6HrCY6shfHcPRDdPA1h6mOFZUQJF0Dyc2D8w58onfNRtfS03T9daFI93VMbDCSLKLJwSsBmszFnzhxYWFjI5BNCkJGRgefPnyMmJgYjR45E06ZNsXTpUkYarGkq23k7NjYW3bp1w4EDBzBy5Ehpft++ffHs2TMkJiaq9WOgMj9IEQRgwwiXEIZYLMMMJMMGjVTWkNGr5I5rqo+GrleZHyQRCsDiGEFw6AcID/8P3M3/gFWngcIyAFDylQ9Yjg3AXRZVqaYiP0htX09daFI91fUqe66piqSuFTn7YGKl3MxWMb8Q39qMZURfm1RrYnjevHlYunSpTAoLC8PmzZtx5swZPH/+HK9evcKIESOYaq9OOXToEAAgMDBQJj8wMBBJSUmIj49nXJNdvT2tVUbbfTR0PQBSw1fdMsqgi/4Z+j00dD11kewHqWwC9C/UnNoG8uLFi7CzqzySR4MGDbBs2TJ888036sooTUpKCiwsLODj4yOXrly5wohGQkICrKys5IIjuLu7AwDu3LnDiI4u0XYfDV1P2+iif4Z+Dw1dT5vcvHkTDx8+xNSpU3XdFKVQ+2drQECAUuUaNGjAmIGqCl9fX1y6dElj9WdkZCicHpDkZWRkaExbW2i7j4aup2100T9Dv4eGrqcuteEdpMbn765cuaJ0UAEKhUKh6Ad0w+RKuHz5coXHhEIhsrOzER8fj82bN8PPz09dmRqFg4MDHjyQX0nK5/MBoMqwe/qAtvto6HraRhf9M/R7aOh66qJKAAB9DRSgtoHs1q1blSupCCEwMzPD6tWr1ZVRibdv3+LTTz/FkydPkJWVBU9PT0yfPh09e/as8JySkhKUlJRIP0u+hIrw8fHB33//jczMTNjb20vzk5KSAADe3t4M9EK3aLuPhq6nbXTRP0O/h4aupy61YYq1WuPeDh06oGvXrnKpe/fuGDJkCJYtW4aHDx+iffv2TLW3QjgcDkQiESZNmoS4uDjcu3cPPj4+6N27N3bu3FnheatWrYK1tbU0ubq6VlhWsho3JiZGJj8mJgZubm7w9fVlpjM6RNt9NHQ9baOL/hn6PTR0PXUhKmyWrK8jyGr5Qaanp6NOnTpMt4lR/P398fTpU7x9+xY8Hk/uuKIRpKura4X+OsOHD8eDBw9w+fJlODg44OTJkxg8eDAiIyMxcOBAtdqozH6Q2vKDBDTTR0PXU2Y/yMr8IMtTHT9IQPvXUxeaVE81NOEHOT/3CHhK+kGW8AvxP+tgvfODVHuKdc6cOTA3N2eyLRqhQ4cOuHnzJu7fv4927drJHefxeAoNZ0WEh4cjLCwMnTt3Bo/Hg7GxMSIiIjT24InFcjxCBPKRDgD4Hf3BARdDsAfO8NGIprb7aOh6gsNrxCHkct4BAMpWjgSMuDCaugnsxq2l5Uq/6QEIhUBWOgg/C6VzA8ByqA/j0N9V0tN2/3ShSfV0jxDKb2Ml1GxTNIbaI8iaRm5uLrhcLkxNZeNdzpo1C+vXr8eNGzeUWizE5C8tZVFmBMmonkHc8ZqFMiNIpqloBEmhfIgmRpCzc4+CZ6XcIKmEX4AfrT+uPSPI8pw7dw5nz57FixcvAAANGzZEnz590Lt3byaqV4oZM2agWbNmWLhwoUx+fHw8zMzM0LJlS621hUKhUAyd2rBIp1oGMjU1FSNGjMCNGzcAQBq4nMViYf369fD398ehQ4cqXfjCJFu3bkVwcDCaNWsm/Xz16lWsXr0aZmba2w2DQqFQDB0hYUFIlJxiVbJcTUNtA8nn89GzZ088e/YMtra2aNOmDZycnACI3S1u376NuLg49OzZEzdv3tT4sHrOnDmwsbFBcHAwWCwWcnJyULduXezbtw9jxozRqDaFQqHUNmr6CPL+/ftYuXIl2rZti2fPnsHf3x8TJ05UqQ61DeS6devw6tUr7Ny5EyEhIeBwODLHhUIhdu/ejRkzZuDHH39EWFiYulJK0bp1a6xfv16jGhQKhUIRU9MDBWRkZGDSpEno3r07ysrK4OTkhGHDhsHW1lbpOtT2g4yIiMCqVavw2WefyRlHQOyX+Pnnn2PlypU4evSoujIUCoVCqYFIQs0pm9ShtLQUoaGhMDIyQkpKitzxyMhI+Pn5oUuXLggICJCJQNS9e3d0795d+tnY2BhGRqqNCdU2kElJSUotOR44cKA0AgSFQqFQDANCWBApmYga7yBTUlIQEBCAtLQ0CIXyjiI3btxASEgI9u/fjytXrmDixIno06cP8vLy5Mpu3boVCxcuhKWlpUptUNtAGhkZobi4uMpyxcXFKlttCoVCodRshGCplFQlPz8f4eHhmDBhgsLjq1evxoABA9C0aVMAwNixYyEQCLBnzx6ZckePHkVeXh5mzJihchvUNpAtW7bE7t27qyy3c+dO6mJBoVAoBgb5d2SobALEizvLp/JRzD6kVatWaNKkSYXHY2JiZMLusdlstGvXDhcuXJDm7d+/HykpKVi0aBHu3LmDp0+fqtRHtQ3k2LFjsW7dOkydOhVPnjyRO/7o0SN8+eWX+PnnnxESEqKuDIVCoVBqIMrGYS2/2tXV1VUm9vWqVavU0s7MzASfz5d6TkhwdnZGcnIyAODixYuYMmUKoqOj0a1bN4wZMwZv3rxRSUftuc8vv/wSR44cwdatW7Ft2zZYWlpKt2F59+4d8vPzAYh3/Zg0aZK6MhQKhUKpgajjB5mamirj8qdKmM/yFBYWKjyfx+NJj3Xv3h25ublq1S9BbQPJ4XBw6tQpzJ49G7t27ZIOmSUYGxvj888/x7p168Bm6+dmmdqChn7Tf3QR9u1Tf5FW9X67Qf+OKf+hjh+klZUVIz7xksAvH07RlpSUMBoUplqrZ0xMTLBlyxaEhYXh4sWLMqHmunfvXuN3+qBQKBSK9vDz8wOHw8HUqVMxdepUteuxt7eHtbU13r59K5Ofnp4ONze36jZTitoG8rfffgMAmJqaYvjw4Rg5ciRjjaJQKBRKzYao4L4hKcdkVLUePXrg1q1b5TQIbt++jUWLFjFSP1ANAzl+/Hiw2Wx0794dw4cPZ6xBFAqFQqn56DrUXGhoKHr16oXExEQ0adIEv//+OzgcDqOLQqs1xbpjx44KfVQoFAqFYrhIggAoWxZQbYq1tLQUvXv3Rk5ODgBg1KhRcHV1xeHDhwEA/v7+2LNnD0aNGgVTU1Ow2WycPXtW5WAAlaH2W3dbW1sEBgYy1hB9obi4GKGhoWjevDm8vLzg6+uLqKjKd37XJz1daFI95sgrTsLt1AWIvu+NqPteOH6vBWKe9sfbvCsa0ZNgyNe0Nuipg+jfVazKJFG5KdaHDx8q9f6Ry+Xi0qVLSEhIACEE169flxpHCUOHDkV8fDyuXLmC2NhY5n3uiZr079+fnD9/vspyWVlZpHv37urKaJ3c3FwCgOTm5io8HhwcTDw8PEhGRgYhhJCoqCjC4XBIdHS0RtqjbT1daFI99RjnJ5RLLla9iZ1ZG/KxdyoZ5yckY9oVk2aOXxKARbo1iVB4jrJJF32keszoVfVcU6eu4HcxZHRxnFIp+F0MY/raRG0DGRcXR9q3b0/ev39fabn09HTCZrPVldE6lX2RLl26RACQAwcOyOT36dOHuLm5EZFIxGhbtK2nC02qp75eRQYyoMkRmbzR7fIJi2VE6lh00YiBNKRraqh6mjCQw97+SUYW3VAqDXv7p14aSLWnWB8/fgwvLy80atQIn3/+OdauXYu9e/fit99+k0mHDh1Sf3hbw5D05cOp5cDAQCQlJSE+Pl6v9XShSfWY1eveNAquNkNk8ozYpuBx7FAqzGZUS4KhX1ND11MXZadXywcU8PPzQ4sWLbB582Ydt145qrWKlcVigRCCX3/9FSyW4pe1hJAKjzHNmTNnsGbNGuTk5IDP58PY2BhDhgzBypUrGak/ISEBVlZWcHBwkMl3d3cHANy5cwd+fn6MaOlCTxeaVI9ZPTbbWC6vRJCFYkEGGtlpxhXL0K+poeupi4iIk7JlAWbdPLRBtVaxDh8+HKamppWWKSwsxJEjR6ojoxQ7d+7EihUrcOrUKemL2u+//x67d+9mzEBmZGQovLmSvIyMDEZ0dKWnC02qx/w9/JCn77aDZ+SAVi6hGqnf0K+poeupizp+kPpGtQzkhg0bqoyWk56eLrfyiGlevXqF6dOnIzw8XGYV06xZs9CuXTuNalMoNZnMgtt4mL4WAU2OwNTYWdfNoRgQ6rh56Btqv4NcsWKFUv4mNjY2Sm2LVR1+++03lJSUoH///jL5ZmZm6Nu3L2M6Dg4OMvFmJUjyJMHa9VVPF5pUj/l7KCG36BEuJQ5DZ7e9cLbqXvUJamLo19TQ9dRFnd089O0dpNoGctGiRVVOrwLieK2a3u7q6tWrcHZ2RlxcHHr37o0WLVqgTZs2WLZsWaX7jQHi4LYf7lFWET4+PuDz+cjMzJTJT0pKAgB4e3tXvzM61NOFJtVj/h4CQFZhAmKeDkDHRjtQ3yZIIxoSDP2aGrqeuqizSEcVP8iagEGE53/58iUyMzMxZcoUbNq0CQ8fPsTmzZuxYcMGDBs2rNJzV61aJbM/maura4VlR4wYAUC8UWd5YmJi4ObmJrN5JxNoW08XmlSP+XuYkR+HS8+GorPbXrhY95Lmn3zgz7gWYPjX1ND11EWdDZP1DlV8Qvbt20c2b95MNm/eTK5duyZzzNLSkrDZbLk0ZcoUBr1SFOPu7k4AkPDwcJn8JUuWEAAkNja2wnOLi4tJbm6uNKWmplYZKMDT01PqwHvixAnC4XBIVFQUcx3SoZ4uNKmeeijyVeztcZEYsy1J8zrTSOfGe2USAI0GCjCEa2qoeprwgwx8cY30yb6jVAp8cU0v/SCVXqSTlpaGTz/9VPp50aJF6NSpU3lDC0Lk1/zu2bMHK1asgL29vbo2vEok70J9fHxk8tu0aQMAuHHjBrp27arwXB6Pp9KmneHh4QgLC0Pnzp3B4/FgbGyMiIgIDBw4UL3G1zA9XWhSPeaIfzkbZaI8PHm3CU8Yr71iDPma1gY9dRASFlgqbpisb7CIIqumgJ07d+KLL76Aj48Ptm/fLueHY2lpiV9++QUuLi7SvOfPn+Pzzz/Hjh07MHHiRGZbXo4xY8Zg//79uHPnDry8vKT50dHRGDRoEH744QfMnz9fqbr4fD6sra2Rm5urV/46lNoH3TCZoixMPtckdXVN/htGVhZKnSPg5+Ny445o1qwZI/tBagulR5CxsbFo2LAhYmNjFa5eZbFYaN++vcxmlQEBAfjjjz9w4cIFjRrIwYMHY//+/bh7966Mgbx//z4AcdR3CoVCoTAHgQp+kGB+P0htoPRPwnv37uHrr7+u0LWjooHo6NGjce/ePfVapyTBwcH46KOPsHLlSqSnpwMAnj17ho0bN6J///7o1q2bRvUpFAqltiHxg1Q26SNKjyBfvHiBjh07Vnj82LFjMtOrEtq1a4c3b96o1zolYbPZOHnyJBYvXoz27dvDzMwMQqEQn3/+OaO7S1MoFApFjDqh5vQNpQ1kQUEB6tWrV+HxivaGdHBwQEFBgeotUxErKyts2LABGzZs0LgWhUKhUAwfpQ2klZUVioqKVBbIz8+Hubm5yudRKBQKpeYiFLHAEim5ilXJcjUNpd9Burq6qvUu8fbt26hfv77K51EoFAql5qJOoAB9CzWn9Aiya9eu2L17N4KDg1US2L59O10kQ6FQKAaGOsHKDXYV64QJE3D69Gls3LhR6crDwsJw5coVTJgwQa3GUSgUCqVmIhKxIFQyiQx9itXHxwdjx47FzJkz8fHHHyM2NhYikbyjskAgwLlz59C7d2+sWLECY8aMkUa0oVAoFIphQN08PmD79u149uwZIiMjcezYMfB4PLi7u8Pa2hoAkJOTg8TERJSVlYEQgg4dOmD79u0aaTiFQqFQdAcRiZOyZfURlQykqakpYmNjMW/ePGzfvh3FxcV48OCBXDkul4spU6bghx9+AJfLZayxFArlP7Qd+s15e55W9dK/rHq/WYruEBEoHYvV4P0gJXC5XPz888/45ptvEBUVhbi4OLx79w4AUKdOHbRv3x6DBg1SGDSAQqFQKIaBSAU3D319B6mygZTg4uKCyZMnY/LkyUy2h0KhUCh6gJCwABV38/Dz8zPMYOUUCoVCoUggIhaIkiNDSTmDdPP466+/IBQKGRGMi4tDaWkpI3VRKBQKRTeI8F881iqTrhurJkoZyC5duiAzM5MRwV69euHVq1eM1KULiouLERoaiubNm8PLywu+vr6IiooyGD1daFI9/dYDgLLUu8jZMgrvw3yRuaIjMld0RMG5DSBCgUb0DP2a6uIeqkpt8IMEUQIWi0Xevn2rTNEqsbCwIM+fP2ekLk2Qm5tLAJDc3FyFx4ODg4mHhwfJyMgghBASFRVFOBwOiY6O1kh7tK2nC02qpx96Ttv4CpPDygeEZWZDTPyCSZ1N74nTNj6x++ZPAmMTYtZ7ZoXnVZV00UdD1avquaZOXY1u3CNuD1OUSo1u3GNMX5uwCKlgI8dysNlsREZGwtbWttoGuV+/frh3757Mxso1icp23o6NjUW3bt1w4MABjBw5Uprft29fPHv2DImJiWCxmPulpG09XWhSPf3Rq8jNozB2J/L+mA27hZdh3MBHmp+9ZSQEL/6B4w9P1dKryM3DkK6ptvQqe66piqSuhnH3wbZQzhVHlJ+HF+1bMaKvTZRepDNs2DBNtkMvOHToEAD5rb0CAwNx9uxZxMfHw8/PT2/1dKFJ9fRbDwDA5oj//XA6VVgGiJhZu1AeQ7+mOrmHaiASQemXiwqCrukFSr2DbNCgAaPJ2NiY8Y6MHz8eDRo0gI+Pj0xq1aoVWCwWIiIiqq2RkJAAKysrODg4yOS7u7sDAO7cuVNtDV3q6UKT6um3HgCY+AWD4+KJ/BOrICrMAQCU3DuD0keXYNbza8b1DP2a6uIeqoPo33eLyiZ9RKkRZEpKioabwQzLly/H+PHjZfKOHj2KL774Av379692/RkZGQqnByR5GRkZ1dbQpZ4uNKmefusBANvEEnYzTyB33zRkzG0MtoU9iFAAq3EbYdpxDON6hn5NdXEP1UGogpuHQRtIfeDLL7+Ek5OTXP727dsxfvx4mJiY6KBVFIrhI3ibiOyfB8O4YRs4rkkC29wWZck3kfPLpxDlpMG831xdN5GiAUQiFmDgBlK7wRw1SMeOHeUW/jx//hwxMTGMRftxcHAAn8+Xy5fkOTo6MqKjKz1daFI9/dYDgPyo7yDKfgWrsRvANhcv5DNu7AezntOQf3w5ShOvM6pn6NdUF/dQHSTBypVN+ojBGEhF7NixAz169EDTpk0rLFNSUgI+ny+TKsLHxwd8Pl/OJzQpKQkA4O3tzUzDdaSnC02qp996ACB4fR9sCwewze1k8o2cxH93ZUk3GNUz9Guqi3uoLfz8/NCiRQts3rxZ101RCoM1kGVlZdi9ezemTJlSablVq1bB2tpamlxdXSssO2LECABATEyMTH5MTAzc3Nzg6+tb/YbrUE8XmlRPv/UAgG1ZB6KCLIiK82XyhZkvxcct7BSdpjaGfk11cQ/VQUhYKiVAHGru4cOHehGHFYBygQL0kYMHDxIXFxdSVlZWabni4mKSm5srTampqVUGCvD09JQ68J44cYJwOBwSFRXFeB90oacLTaqnH3oVOfRbT95PwGIR084hpM7mTOK0jU/sV9whHIdGhG3nShx/eqWRQAGGcE21paeJQAG2MU+I3fU3SiXbmCd6GSjAYBbpfMj27dsxadIkGBlV3kUejwcej6d0veHh4QgLC0Pnzp3B4/FgbGyMiIgIDBw4sLpNrhF6utCkevqtZ+ITBPbMEyg4+yMyl7cHi8MFEQnAbdUb5v3mgm3KvGO4oV9TXfzdq4pIBLAMfMNkpSLp6BvPnj1Dy5YtkZycjHr16ql0LpMRJygUQ4JumKy/aCKSjtXZp2CZK3ePSEEe+H2a6d1z1SBHkL/88guCgoJUNo4UCoVCUQ5VNkxW1l+ypmFwBrK0tBR79uzB/v37dd0UCoVCMViEtWCKVe1VrEVFRfjtt9/w22+/4enT/4IRP3jwAF26dIGFhQVatmyp9S1ajh49ChsbG/Ts2VOruhQKhVKbqA2h5tQ2kNHR0Rg/fjxmz56Ne/fuAQDy8/PRv39/XLt2DYWFhXj06BGCg4O1Gjtw9OjRePbsGeO7XFAoFArlP4iQpVLSR9Q2kEeOHEFAQABevHiBjz/+GIB45VVqairat2+P1NRUPH/+HD4+Pli7di1jDaZQKBSK7hGKVEv6iNrvIP/++2+Eh4fD3Nxcmrdv3z6wWCz8/PPP0gUyy5Ytw4wZM6rfUgqFQqHUGOginUp49+6ddPsVQBxhPi4uDs2aNYO/v780v0WLFnj16lX1WkmhUCiUGgUhKiy+0VNnQrWnWOvUqSOz7crBgwchEokwfPhwmXJ5eXlVOutTKBQKRc/4dwSpTFJ21w+mSUpKwtChQzFq1Ci1zlfbQLZu3RobNmwAIB5NrlmzBiwWC2PHjpUpd/HiRTRp0kRdGQqFQqHUQDhCgCNkKZl008a4uDj07dtX7fPVNpCzZ8/Gb7/9BhsbGzRs2BCpqakICgpCs2bNAABv3rzBrl27sGTJEvTu3VvtBlIoFAql5sEWqZbUobS0FKGhoTAyMkJKSorc8cjISPj5+aFLly4ICAjAgwcPZI6PHj1apVCiH6L23GfPnj2xbds2rFy5Eu/fv8fAgQOxa9cu6fFFixZh7969AICRI0eq3UAKhVIz0HboN9M/32pVr6iH/IbrmiZMSzOPJRqok63hRTopKSkYPXo0mjVrBqFQfgh648YNhISE4NatW2jatCl+++039OnTB48ePYKlJTPf1Wptd/XFF18gJSUF+fn5OH78OBwcHKTHdu/eDZFIBJFIhDZt2lS7oRQKhUKpObCEqiVVyc/PR3h4OCZMmKDw+OrVqzFgwADpfr9jx46FQCDAnj17qtErWQx2P0gKhUKhaA6OiKVSAiC3OX1JScVj21atWlW6fiUmJkZmb0w2m4127drhwoULjPWRcQNJCMGuXbswbdo0/O9//0Nubi7TEhQKhULRMeq8g3R1dZXZoH7VqlVqaWdmZoLP58PJSXZa3NnZGcnJydLPJ0+eRHR0NB4+fChdVKoKar+DvHnzJjp06AAA2LhxI7766isAwKhRo3DkyBFIdtHatWsXbt68qVdbnFAolJoPyc9F2YYFEMVEgPv7DbCdG+i6SYxSjBycwlTcw37MQDJs0EjXTZKBLWKBpWQIOck7yNTUVBlboO4CmsLCQoXn83g86TEAGDBgAAYMGKCWBlCNEeShQ4dgZ2eH8PBwfPLJJwCAP//8E4cPH4a5uTlWrFiBb7/9Fq9fv8bmzZvVbmBNo7i4GKGhoWjevDm8vLzg6+ur0YDs2tbThSbV0289XWgK4y+hdHIvkOcPKixTtncNike3Q8kXgTKpdPYwlfW03b/nOIftaIt0aC+OtTawsrKSSeoaSDMzMwCQm6ItKSmRHmMCtUeQZ8+exQ8//CA1jgCwc+dOsFgs/PTTT5g4cSIAwNHREb/++isWLFhQ/dbWAMaNG4f79+/j2rVrcHBwQHR0NIYOHYpjx44hKChI7/V0oUn19FtPF5qC8J9gvHQXhH+dgTDlSYXljELmwaivek7i5dF2/y5jBUbgKJ7gOGJR8Y8AXcJSYRWrJFCAn58fOBwOpk6diqlTp6qtbW9vD2tra7x9K7vSOT09HW5ubmrX+yEsIpkLVREzMzPcvXtX+hJVIBDA0dERhBC8e/cOXC4XAPD48WN07twZmZmZjDVak1S283ZsbCy6deuGAwcOyLiu9O3bF8+ePUNiYiKju4hoW08XmlRPv/U0qVmZmwcRCsDiGKFs7xoIf1uncIq1bO8asJxclTaQFbl5aPKaVuTmIYIAbBjhEsIQi2XVnmItAR+rofi5piqSZ6TdplSwTZWrS1TER9Y0V7X0L126hO7duyM5ORmNGjWS5g8bNgwmJibSvX8JIXBxccGiRYswbdo0lTQqQu0pVh6Ph/K29fz588jNzcWgQYOkxlFSrvycsD5z6NAhAEBgYKBMfmBgIJKSkhAfH6/XerrQpHr6racrTRZHe+ErddE/th7sZc8WsVRKTBMaGoqTJ08iMTERAPD777+Dw+EgJCSEMQ21DWTjxo1x+fJl6eeNGzeCxWLJxbx79OgRnJ2d1W+hkiQkJGDw4MHw9PSEl5cXvLy8sHbtWggEAkY1rKysZPw9AUiDtjO976W29XShSfX0W09XmsoiunkRpfOGo2RSD5R83g1lmxaBZKoWgKAm90+XsIWqJUA8xdqiRQul1qWUlpaiW7dumDlzJgDxAtDysb79/f2xZ88ejBo1Cl26dMGOHTtw9uxZxoIEANV4BzlmzBjMmDEDd+7cwcuXL3HmzBk0aNAA/fr1k5bJycnBd999J13tqilevnyJ7t27o1+/frhz5w64XC5u3LiBgIAAZGRk4IcffmBEJyMjQ+H0gCSvfPB2fdTThSbV0289XWkqA4tnCsJiwXjhFrBsHSFKe4Gy7yajZEpv8DafBsvRRal6amr/dI0q7yAl5VTxaOByubh06VKlZYYOHYqhQ4cqVZ86qD2C/Oqrr9CmTRts2rQJUVFRMDU1lS7SAcT7QDZo0ABxcXFyO3wwzcmTJ5GTk4O5c+dKp3f9/f3Rq1cvhIeHa1SbQqHUTIxGTQN38TawbB0BAOy6DWE87ycg8y0E+9brtnEGgDhYufJJH1F7BGlqaorLly/j8uXLyMjIQMeOHaWbJAPiWK2SF6r9+/evdkMrg8PhAIDcdGpZWZnCGH7q4uDgIBcMFxC/tAbEK3aZRNt6utCkevqtpytNdWE38gDMLSF6cEPpc/Spf9qETVQIQl7b9oMEABaLhYCAAAQHB8sYRwDo3LkzQkJCEBISAhMTk2o1sipGjx6Nli1bIiwsDDk5OQDEo8oLFy5gzpw5lZ5bUlIiF/6oInx8fMDn8+VW5CYlJQEAvL29q9cRHevpQpPq6beerjSVgWS9U3yAxQZEym8vUVP7p2vYQpZKCVDtHWRNQOOxWLOzs9GjRw+NalhaWuLPP/+EkZERHBwc4OzsjJCQEOzcuRPz58+v9NxVq1bJhD5ydXWtsOyIESMAiGMAlicmJgZubm4ycQGZQNt6utCkevqtpytNZSgZ7gXyPl0mT/QmBcjPBau5j9L11NT+6RqWSLUEiN9BPnz4sFo+kNpE4waytLQUsbGxGtV49uwZ/Pz8YGxsjIyMDKSnp+PkyZNYvHgxVq5cWem5CxYsQG5urjSlpqZWWLZbt24IDg5GWFgY3r9/D0A8Uj1//jzWr1/PuH+ZtvV0oUn19FtPV5rKUrbze5CSIgAAyedDsP4bwNwKRp/MULqOmtw/XaL8ZsnipI9Uy9nm/fv3WL58OU6ePInXr1+jrKyMqXapxOLFi5Gamop//vkHtra2AID27dtjzpw5mDVrFgICAtC5c2eF5/J4PJXCHYWHhyMsLAydO3cGj8eDsbExIiIiMHDgQEb6oms9XWhSPf3W04Wm4Ld1EF49JZ1GLVswBjDmwnj+z2A3aQUAMF60FcKLx1E6pQ/AYoEU5IHd0g/czafAdnVXSU/b/YvFcjxCBPIhHgH/jv7ggIsh2ANn+GhEU1VY5dw3qoLo6SIdtSPpZGZmws/PT+Euz3IiLBaji2U+xNPTE1lZWXJhh06fPo3+/ftjzZo1mDt3rlJ1VRZJh0KhaA+6YTJzaCKSTtPF6eCYKFeXsJiPZ985o1mzZoyEmtMWak+xrly5EgKBANeuXUNZWRnMzc2RmJgo3ST51atX+PHHH2FjY4Pbt28z2WY5nJyckJmZifz8fJl8ifG2t7fXqD6FQqHUNtTZMLnWvIM8ceIEvv/+e3Ts2FHqZlEeFxcXzJw5E99++y2+++67ajWyKmbOnAmRSIRZs2ZJp3mTkpKwZs0aNGjQAB9//LFG9SkUCqW2wRGp8A5SA6HmtIHaBvLly5do37699HNF06gDBgzA1atX1ZVRiiFDhuDPP/9EamoqWrVqhdatW0v3Abt+/TqdKqVQKBSGUSfUnL6h9iIdc3NzmZGjubk5Xrx4gaZNm8qUy87ORlZWlvotVJJu3bqhW7duGtehUCgUijhIgLKBAojybqc1CrVHkI0aNcJff/0l/dykSRNs2LBBZocPkUiEVatW0XeAFAqFYmCwhCyVEqB/gQLUHkH26NEDs2fPhpWVFQYPHoyhQ4di7ty58PHxQffu3QGIt8B6/Pgxxo8fz1R7KRQKhVIDUCnGarlFOvr0ykttAzl69GhERUVh06ZNGDx4MKZNm4YDBw4gPj4e9+/fByDewNLV1RXff/89Yw2mUCgUiu5R5d2ivvpBqm0g27Rpg8ePH0s/c7lcxMbGYvPmzbh8+TJEIhH8/f0xbdo02NnZMdJYCoVCoVC0BaPbVpuammLu3LlKO+VTKBQKRT9hif4LQl4Votrm5qEsBQUFWL58uaZlKBQKhaJF1AlWrm+oHWpOWd6+fQsXFxeNhppjEhpqjkKpnXzqr/2n+G83ND5GAcDsc01SV4fPMmDEVa4uQSkf13911LtQc0pNsVZnBPhh+DcKhUKh6D/l93lUpixgoKtYw8LCwGKxoOpgU3JObd0OhkKhUAwVVVaxGnwkndmzZ8PCwkJlgby8PPz0008qn0ehUCiUmgs1kOWYN28e6tSpo7JAeno6fvzxR5XPo1AoFErNRZ0pVn1DKQO5e/duWFtbqyVgY2OD3bt3q3UuhUKhUGombJEKI0g9XcWq1BKqkJAQ8Hg8tQRMTEwQEhKi1rk1keLiYoSGhqJ58+bw8vKCr68voqKiDEZPF5pUT7/1dKGpTb284iTcTl2A6PveiLrvheP3WiDmaX+8zbuiET1AN/dQVWrDbh4gKnD//n0SGxtLYmNjSVxcXIXlrl27RiIiIlSpusaQm5tLAJDc3FyFx4ODg4mHhwfJyMgghBASFRVFOBwOiY6O1kh7tK2nC02qp996utDUhN44P6HC5GLVm9iZtSEfe6eScX5CMqZdMWnm+CUBWKRbk4gKz1Mmaat/VT3X1Kmr16BM0v/jMqVSr0GZBABp1qwZ8fT0JJs2bap2O7SB0gZSIBCQOnXqEDabTdhsNnFzc6uw7J49ewibzSYDBgwg+fn5jDRUW1T2Rbp06RIBQA4cOCCT36dPH+Lm5kZEIhGjbdG2ni40qZ5+6+lCU1N6lRnIgCZHZPJGt8snLJYRqWPRhXEDqYn+acJA9hmQRYKGCJRKfQZkMaavTZT2Ur148SIyMjJgaWmJdevWIS4ursKynTt3Rq9evXDq1CmMHj1ajXGt6ly/fh19+/ZF48aN4e7ujk6dOuH8+fOMahw6dAgAEBgYKJMfGBiIpKQkxMfH67WeLjSpnn7r6UJT23rdm0bB1WaITJ4R2xQ8jh1KhdmMagG6uYfqUBumWJU2kOfOnYOpqSmuXbuGmTNnwsHBocKyTZo0wZkzZ7Bx40acOnUKp0+fZqSxFXHt2jV07doVXl5eSEpKwvPnzzFixAj069cP586dY0wnISEBVlZWcn13d3cHANy5c4cxLV3o6UKT6um3ni40ta3HZhvL+XKXCLJQLMiAs2V3RrUA3dxDdaAGshxxcXGYMGECWrZsqXTlU6dOxZAhQ7Bnzx512qY0ixYtgpmZGZYvXy79Is+YMQNubm6YM2cOYzoZGRkKo0BI8jIyMhjT0oWeLjSpnn7r6UJTF338kKfvtoNn5IBWLqGM110T+qcMklWsSiVDXsUKAE+ePMHQoUNVFpg4cSJu3Lih8nmqcOPGDTRp0gQmJibSPBaLBS8vL9y/fx+JiYka1adQKLWHzILbeJi+Fl3d/4CpsbOum6MzJH6QyiZ9RGkDmZ2djYYNG6os0KRJE6Snp6t8niqwWCyFwdA5HA4A4NGjRxWeW1JSAj6fL5MqwsHBQeFxSZ6jo6OqTa8UbevpQpPq6beeLjR10UcJuUWPcClxGDq77YWzFfPTq4Bu+6cKdIq1HGZmZmCzVY88z+FwYGTE6LaTcvj7++PZs2fIy8uT5hFCpHP1lRm9VatWwdraWppcXV0rLOvj4wM+n4/MzEyZ/KSkJACAt7d3dbqhcz1daFI9/dbThaYu+ggAWYUJiHk6AB0b7UB9myCNaAC665+qUANZjnr16uHx48cqCzx69Aj16tVT+TxVWLZsGUpLSzFz5kwUFhZCIBBg9erVeP36NQDITL1+yIIFC5CbmytNqampFZYdMWIEACAmJkYmPyYmBm5ubvD19WWgN7rT04Um1dNvPV1o6qKPGflxuPRsKDq77YWLdS9p/skH/oxr6aJ/6lAbDKTSfpBfffUVGTZsmMp+JMOGDSNffvmlyuepyrVr10hQUBBxc3Mjbdq0IQsWLCBr1qwhAMiNGzeUrkeZQAGenp5SB94TJ04QDodDoqKiGOmHrvV0oUn19FtPF5qa0KvIV7G3x0VizLYkzetMI50b75VJADQWKIDJ/mnCD3KEbzYZ20GoVBrhm62XfpBKz31OmDAB/v7+2LZtGyZPnqzUOVu2bMGxY8c0vkgHADp16oTo6GiZvPnz58PS0hJeXl6M6YSHhyMsLAydO3cGj8eDsbExIiIiMHDgQMY0dKmnC02qp996utDUpl78y9koE+XhybtNeMJ47YrRxT2kyMMiRPlNHkNCQrBv3z4MHjwY06dPR9euXeXeS4pEIly5cgU///wzjh8/jvHjx2PXrl2MN7w8L1++xLt372SmHgghaNWqFXr06IGNGzcqXReTO29TKBT94VN/7fsi/HZD9XUd6sDkc01S16i2OeBylKurVMjHgds2aNasGTgcDqZOnYqpU6dWqx3aQKXVM9u3b0dKSgqOHTuG48ePg8vlwt3dHTY2NgCAnJwcPH/+HKWlpSCEoFevXtiyZYsm2i3D5cuXsXDhQsTFxaFu3boQCARYvHgxCCFYsWKFxvUpFAqltsEWKr+IRfIO8ubNm3o18FDJQJqYmCAmJgYLFizA5s2bUVxcjIcPH8qVMzU1xaxZs7Bs2TKpq4UmadGiBTw9PdG+fXvY2tqCxWKhR48euHbtmtR4UygUCoU51DGQ+obK/hdGRkZYs2YN5s6di+PHj+P69et4+/YtWCwWnJyc0LFjRwwaNEitzZXVpW3btjh79qzW9CgUCqW2Qw1kJTg5OeGLL77AF198wWR7KBQKhaIHUANJoVAoFIoCqIGkUCgUCkUBbCHAVtIHQl+DlVMDSaFQKBSVYQtZYBPlgpCzRfoZrJwaSAqFQqGoDEuFESSLjiApFAqFUlugU6wUCoVCoSiAGkgKhUKpJWgr7Ft5PppcqhUdQSnzOtRAUigUCoWiALZIBQOpdMRvZjl58iTOnDkDc3NzNGrUSOmNNiRQA0mhUCgUlWELAbaSi1N1YSDz8/Mxa9YsPHz4EEZGRujYsSN69eoFd3d3pevQ/pwChUKhUPQetkC1pA6lpaUIDQ2FkZERUlJS5I5HRkbCz88PXbp0QUBAAB48eCA9dv36dTRu3BhGRuJxoJ+fH86cOaNaH9VrNoVCoVC0RfrDHbi2nYeX8TVndyK2ULWkKikpKQgICEBaWhqEQvkKbty4gZCQEOzfvx9XrlzBxIkT0adPH+Tl5QEAMjIyYGlpKS1vZWWFjIwM1fqoerNrN8XFxQgNDUXz5s3h5eUFX19fREVFGYyeLjSpnn7r6ULT0PXKIyjJxoubS7WipQqaNpD5+fkIDw/HhAkTFB5fvXo1BgwYgKZNmwIAxo4dC4FAgD179gAAHB0dpcYSEO9j6ejoqFojCEWG3NxcAoDk5uYqPB4cHEw8PDxIRkYGIYSQqKgowuFwSHR0tEbao209XWhSPf3W04Wmoeh1/rKkyuTccjKxazSQACCu7RYrdc6Hqf2EjEqfa6ogeUbOQioJRa5SaRZSCQCSmppKcnNzpam4uLhKvYsXLxIAJDk5WSbfysqKrF27Viavf//+ZNCgQYQQQvLy8kjTpk1JWVkZIYSQDh06kMTERJX6qhcGMjs7m3zyyScKLxLTVGYgL126RACQAwcOyOT36dOHuLm5EZFIxGhbtK2nC02qp996utA0JL2qDJtPcDwxNnMm3h/fqDEGsqioiDg7OxMAKiULCwu5vKVLl1app8hAvn//ngAg4eHhMmU/++wz0rp1a+nn6OhoMmXKFDJ37lyydetWlfta46dYz507h7Zt2+LOnTuVlnv06BH69+8PDw8PNGvWDKNGjcLr168ZbcuhQ4cAAIGBgTL5gYGBSEpKQnx8vF7r6UKT6um3ni40DV2vPEnXZqOB7xIY8aw1pqEqJiYmSE5ORm5urkrp1atXcnkLFixQqw2FhYUAAB6PJ5PP4/GkxwAgKCgIW7ZswZo1a1R28QD04B3kihUrcPToUQQHB1dY5uXLl+jSpQtatWqFR48e4eHDh2CxWAgICACfz2esLQkJCbCysoKDg4NMvmTZcFVGvKbr6UKT6um3ni40DV1PQkbiYQjL+HDyUPwOTpeYmJjAyspKpWRtbS2X96GBUxYzMzMAQElJiUx+SUmJ9BgT1HgDefHiRbRp06bSMkuXLoVQKMTy5cvBYrFgZGSEdevWITk5GevXr2esLRkZGbCyspLLl+SpukKqpunpQpPq6beeLjQNXQ8AhGWFeBG3EG6dfwKLVeMf01rH3t4e1tbWePv2rUx+eno63NzcGNOp8Vde4sNSEUKhEEePHkXnzp1hYmIizXdxcYGHhwcOHjyo6SZSKBQKo7xK+B8snTvByrmTrptSY+nRowdu3bol/UwIwe3bt9GzZ0/GNGq8gayKpKQk5OXlKYyO4O7ujsePH8sNw9XFwcFB4ZStJE/lJcQ1TE8XmlRPv/V0oWnoesX8ZKQ//AWNOqxktF5DIzQ0FCdPnkRiYiIA4PfffweHw0FISAhjGnpvICXTGxVNgYhEImRlZVV4fklJCfh8vkyqCB8fH/D5fGRmZsrkJyUlAQC8vb3V6UKN0dOFJtXTbz1daBq6Xs7rP8ExMsej00OQcMQPCUf88PDUYADigAEJR/zw+PwYRjVrIqWlpejWrRtmzpwJABg1ahSGDx8uPe7v7489e/Zg1KhR6NKlC3bs2IGzZ8/KBAeoLnpvIKvLqlWrYG1tLU2urq4Vlh0xYgQAICYmRiY/JiYGbm5u8PX1ZbRt2tbThSbV0289XWgaup6z50T4jnkGn+Cb0tSi/3HxsRaT4BN8Ex69fmdUsybC5XJx6dIlJCQkgBCC69ev4/DhwzJlhg4divj4eFy5cgWxsbFo2bIls41Q2TFERyxdulShH+STJ08IADJ9+nS5cwYOHEjYbHalzqjFxcUyjqupqalVBgrw9PSUOgyfOHGCcDgcEhUVpX7nKkHberrQpHr6racLTUPRU9aPsd0nT2qMH2RtQu9383B3d4elpaV0uqM8SUlJ8PDwqHQpMY/HU2mpcXh4OMLCwtC5c2fweDwYGxsjIiICAwcOVKv9NU1PF5pUT7/1dKFp6HoSBCU5uB/dCyKheD/H9Ic7kJUSBRevGajTbKxGtSkAixCio526VCMsLAzLli1DcnIyGjVqJHNs/PjxiIqKQlpamtTYpaWloX79+liyZAmWLlU+jiGfz4e1tTVyc3MVvtekUCgUptDehsl8xO12pM81FTGId5DLli0Dm83GkiVLQAiBQCDA3Llz0bhxY8yaNUvXzaNQKBSKHlLjDeTy5cvh4+ODbdu2AQD69+8PHx8fJCQkSMs0bNgQly9fxt27d+Hp6YkWLVpAIBDg0qVL9NcShUKhUNRCb6ZYtQWdYqVQKNqCTrHWbGr8CJJCoVAoFF1ADSSFQqFQKAqgBpJCoVAoFAVQA0mhUCgUigKogaRQKBQKRQHUQFIoFAqFogC9DzXHNBKvl8p29aBQKBQmEJRqy80jD8B/zzeKclAD+QF5eeIvUmW7elAoFIo+kpeXB2tra103Q2+ggQI+QCQS4c2bN7C0tASLxVL6PD6fD1dXV6SmpmrFEZfq6beeLjSpXu3VI4QgLy8PLi4uYLPpmzVloSPID2Cz2ahfv77a51tZWWk1UgXV0289XWhSvdqpR0eOqkN/SlAoFAqFogBqICkUCoVCUQA1kAzB4/GwdOlSlTZfpnq1V08XmlSP6lFUgy7SoVAoFApFAXQESaFQKBSKAqiBpFAoFApFAdRAUigUCoWiAGog9ZCcnByMGTMGLBYLKSkpum6OQbF9+3awWCyEhYXpuimUWgr9+645UANZDYqLixEaGormzZvDy8sLvr6+iIqK0qjmuXPn0LZtW9y5c0ejOgCQlJSE0NBQtG7dGq1atYKHhwf69euHK1euaETv5cuXWLhwIfz8/NC2bVu0aNEC3t7e2LBhg1ZiSGZnZ2PRokUa1UhJSYGFhQV8fHzkkqauKwCcOXMGgYGBaNeuHZo2bYoWLVpg4cKFjOuMHz8eDRo0kOtbq1atwGKxEBERwbhmQkICBg8eDE9PT3h5ecHLywtr166FQCBgXAsArl+/jr59+6Jx48Zwd3dHp06dcP78eUbqVvbv+9GjR+jfvz88PDzQrFkzjBo1Cq9fv2akDZRyEIraBAcHEw8PD5KRkUEIISQqKopwOBwSHR2tMc2PPvqI3L59myxdupQAIMnJyRrT6tOnD2nTpg15/fo1IYSQ0tJSMnnyZMJiscixY8cY19u9ezcxNzcnf/31lzTv6NGjhMVike+++45xvQ+ZOnUqGTx4MAFAli5dqhGN5ORkEhAQoJG6K2LHjh2kQYMG5P79+9K87777jri7uzOuFRISQnbv3i2Xf+TIEWJnZ0eKiooY1Xvx4gWxsbEho0ePJiUlJYQQQuLi4oiJiQmZP38+o1qEEHL16lVibGxM5s2bR0QiESGEkJ9++olwOBxy9uzZatevzN/3ixcviL29vbQNZWVlZNSoUcTd3Z3k5uZWuw2U/6AGUk0uXbpEAJADBw7I5Pfp04e4ublJ/3iYpqysjBBCtGYgIyIiZPIKCwuJkZER6dKlC+N6p0+fJmFhYXL5Xl5epE2bNozrlefOnTvE2dmZ/PPPPwZlIFNTU4mpqSk5cuSITH5BQQE5ffo043p//fUXef78uVx+r169yOzZsxnX27JlCwFAbt26JZM/cOBAUrduXcb1AgICiLW1tYyhF4lEpGnTpqRVq1bVrl+Zv+/x48cTGxsbmTa8fv2asNlssmzZsmq3gfIfdIpVTQ4dOgQACAwMlMkPDAxEUlIS4uPjNaJrZKS98LnR0dEYMmSITJ6pqSns7OyQnZ3NuF7fvn2xdOlSufy8vDw4Ojoyrlee6dOnY/ny5bCxsdGojrb57bffUFJSgv79+8vkm5mZoW/fvozrdezYEW5ubjJ5z58/R0xMDCZPnsy4HofDAQC56dSysjIIhULG9W7cuIEmTZrAxMREmsdiseDl5YX79+8jMTGxWvVX9fctFApx9OhRdO7cWaYNLi4u8PDwwMGDB6ulT5GFGkg1SUhIgJWVFRwcHGTy3d3dAUAr7wg1jbGxsdyOJllZWcjIyECPHj00rp+Xl4eFCxeioKAAq1ev1pjOwYMHwefzMXHiRI1plOft27f49NNP0b59ezRt2hSDBg3ChQsXNKJ19epVODs7Iy4uDr1790aLFi3Qpk0bLFu2DCUlJRrR/JAdO3agR48eaNq0KeN1jx49Gi1btkRYWBhycnIAACdPnsSFCxcwZ84cxvVYLJZCwysx1I8ePWJcszxJSUnIy8uTPmfK4+7ujsePH2vtvtYGqIFUk4yMDIUR9SV5GRkZ2m6SVti2bRscHBywYMECjeq0aNECtra2iIqKQkREBNq0aaMRncLCQsyfPx8bN27UyjZAHA4HIpEIkyZNQlxcHO7duwcfHx/07t0bO3fuZFzv5cuXyMzMxJQpU7Bp0yY8fPgQmzdvxoYNGzBs2DDG9T6krKwMu3fvxpQpUzRSv6WlJf78808YGRnBwcEBzs7OCAkJwc6dOzF//nzG9fz9/fHs2TPpvrGAeCspyQ9iTW+0LnmuVPTsEYlEyMrK0mgbahPUQFKU5vbt21izZg0OHjwIZ2dnjWo9fPgQhYWFmD17Nnr06IE1a9ZoRGfVqlX46KOP0LlzZ43U/yGurq548uQJunTpAgAwMTHB8uXL4evri7lz5zL+67+4uBglJSVYtGgRmjVrBgDo1KkTpk2bhlOnTuHy5cuM6n1IZGQkjIyMMGjQII3U/+zZM/j5+cHY2BgZGRlIT0/HyZMnsXjxYqxcuZJxvWXLlqG0tBQzZ85EYWEhBAIBVq9eLV1BWn7ak6L/UAOpJg4ODgp/LUryNP3OTNs8evQIQ4YMQXh4OLp3764VTS6Xi88++wyffvopFixYgOfPnzNaf3JyMrZu3Yr//e9/jNarDh06dEBubi7u37/PaL2WlpYAAB8fH5l8yYj8xo0bjOp9yPbt2zFp0iSNvTtfvHgxUlNTsWPHDtja2gIA2rdvjzlz5mDRokW4du0ao3pdu3bFpUuX8O7dO7Ru3Rr+/v7Iy8uTvjtv0KABo3ofInmlU9Gzh81mw87OTqNtqE1QA6kmPj4+4PP5yMzMlMlPSkoCAHh7e+uiWRohISEB/fr1w65duxAUFKQxnaKiIoXvd3x8fCAUCnH79m1G9S5cuABzc3MMGDBA6q8nWcyybds2+Pj4YOTIkYxq5ubmoqioSC5f8g5LJBIxqteiRQuF9WpKrzzPnj3DlStXMGnSJI1p3L17F46OjnJGoXnz5gCAv//+m3HNTp06ITo6Gs+fP8ft27excuVKvHv3DpaWlvDy8mJcrzzu7u6wtLSUPmfKk5SUBA8PD7rbB4NQA6kmI0aMAADExMTI5MfExMDNzQ2+vr66aBbjxMXFYfDgwQgPD0evXr2k+ZroX79+/aSrg8sjiSby4YKo6jJp0iS8ePECCQkJ0nTq1CkAwOTJk5GQkMD4qsAZM2bgp59+ksuPj4+HmZkZWrZsyaje4MGDAYgNSXkkI1V/f39G9crzyy+/ICgoCPXq1dOYhpOTEzIzM5Gfny+TL/nO2NvbM6r38uVLuRXqhBCcPHkSISEhGjdOHA4Hw4YNw7Vr12Sm49PS0vDo0SPpc4nCELr2M9FngoODiaenpzRQwIkTJwiHwyFRUVEa19aGH2RsbCyxtLQkX3/9NQkPD5dJmvjqBAQEkNatW8v06dKlS8Tc3Jz4+/sTgUDAuOaHJCcna9QPMiQkhNSvX588efJEmifx5Vu9ejXjekKhkHz00UfE09OTpKWlEUIIefr0Kalbty7p378/43oSSkpKiIODAzl37pzGNAghJDIykrBYLPL555+T0tJSQgghz58/J40bNyYNGjRg3HE+PDycuLq6kjdv3hBCxH6L33zzDfH09CTZ2dmM6VT2952SkkLs7e3J/PnzpYECPvnkExooQANQA1kNioqKyDfffEOaNWtGWrduTdq2bUuOHz+uUc1ly5YRb29v4uTkRAAQT09P4u3tTf755x/Gtdq0aUMAVJiY5tq1a+Tzzz8nLVq0IK1btyZubm7Ew8ODhIaGavwPPzs7m3h7exNPT08CgDg5ORFvb2+yd+9eRnXu3r1LZsyYQVq3bk28vLxIgwYNSPv27cm+ffsY1SlPbm4u+frrr0mDBg2Ih4cHadq0Kfn2229JcXGxxjT3799PmjRporGAGeW5ePEi6dOnD2nWrBlp1aoV8fDwINOmTZMaMSa5desW6d27N3F1dSVeXl7E29ubzJo1i2RlZTFSv7J/3w8ePCB9+/YlzZs3J02bNiUjRowgqampjLSB8h90w2QKhUKhUBRA30FSKBQKhaIAaiApFAqFQlEANZAUCoVCoSiAGkgKhUKhUBRADSSFQqFQKAqgBpJCoVAoFAVQA0mhUCgUigKogaRQKBQKRQHUQFJUYs+ePWCxWNIUFham6yZVi0aNGsn0h8Vi4erVq7puVrXYtm2bQd0jpvHw8JC755cuXdJ1syg1EGogaznx8fH46quv0LJlS9jY2IDL5cLJyQldu3bFvHnzcP78eQgEAmn5kSNHIi0tTSO7teuSo0ePIi0tDWlpaWjfvr00v1u3bnIP0/LJzMwMrVq1QmhoqNzOLroiJCSkynu0d+9eWFtbY9++fYxohoWFVWqICwsL0a5dO/j6+irczUSbXL16VXqv69evr9O2UGo21EDWUoqKihASEgI/Pz+kpaXhhx9+QHx8PO7fv499+/ahVatW2LRpE3r37g0XFxfcu3cPAGBqagpnZ2dYWFjouAfMYmdnB2dnZzg7O8PY2FiaHxERgbS0NHTs2BEAMGfOHOnDNSUlBcePH4ezszN++OEHeHl54dmzZ7rqghRl7tGhQ4fA5/Nx4MABRjSXLVuGZcuWVXj8wYMHuH37Nm7duoUHDx4woqkuDg4O0nst2faLQlGEZnYxpdRoysrK0LdvX1y+fBmbNm3C1KlTZY43a9YMvXr1wpQpU/DRRx8hIyOjxoyOtI1kn0EulwsAsLCwgLOzs/R4w4YNERgYiPbt2yM+Ph4TJkzQiynaadOmISMjQ+7eawofHx/pVkwfbt5ModRU6AiyFrJw4UJcvnwZgwYNqvQB2bp1a/r+SgnYbDY+//xzAMC1a9eQmpqq4xZVTb9+/XDjxg3069dPK3rGxsY4ePAgDh48CCMj+rucoh9QA1nLSE9Px6ZNmwCIN++tirFjx6JRo0YwMTFRWuP27duYP38+2rVrB3t7e5iYmKBZs2aYPXs23r9/r/CcwsJCrFu3Dm3atIGNjQ1MTU3RunVrzJ07Fzdu3JArf+HCBfTr1w/169cHl8tF/fr1MXz4cBw8eBCFhYVKt5UpGjRoIP3/q1evcPXqVZl3lePHj0daWho+++wzuLi4gMPhSPPLExUVhV69esHOzg4mJiZwd3fHtGnT8Pr1a4W6hBDs2LEDPj4+MDU1hYODAz7++GM8evRIYfmUlBSZdnXr1k1huaysLISGhsLDwwOmpqYwNzdH69at8dVXX+HKlSvScpJ3tBIU1T1+/HilFsScOXMGAwYMgKOjI3g8Hho2bIjPP/8ciYmJMuVevXolp5OTk4PJkyfD2dkZPB4PLVu2xN69exXqUChKo+PttihaZtu2bQQA4XK5pKysTO16JBu6KtpYuHnz5sTOzo7s3r2bPH36lDx69Ijs2bOH1K9fnzRs2JC8fftWprxkU19TU1Oyfft28vjxY/LkyROyY8cOYm9vL7f35Pbt2wkAMnbsWHLz5k2SkpJCYmJiSEBAAAFAdu/erXQ/GjZsSACQixcvVlpOUndFGynv3LlTuk/m06dPSWlpKUlLSyPr168nAMiAAQNImzZtyJ49e0hycjKJiYkhderUISEhIdI6Zs+eTQCQ3r17k9jYWPLo0SPyyy+/ECsrK+Lo6Eju3r0rpzt58mQCgHTt2pVcuXKFpKSkkIiICNKqVSsyYsQIuTYLBAKSlpZGjh49SgCQgIAAuTqfPn1KGjRoQCwtLcmWLVvI8+fPSUJCAlm+fDnhcrkEAElISCCEEJKZmUnS0tKkfU9LS5OmzMxMQgghOTk5JC0tjXTs2LHCax0aGkoAkL59+5Jr165J+9GwYUNibm5Ozp49Ky0rFApl+tC+fXvSo0cPsn//fpKcnEzOnDlDGjVqRACQyMjISu+rsvefUjuhBrKWMX78eOlGrNWhMgPZo0cPcvToUbn8q1evEgBk6tSpMvkXL15UmE8IIfv27ZMzkA0bNiSWlpZEKBTK5Ofl5RFbW1udGMjevXsTAKRFixYy+bt375Yaj+joaJljixcvJtOnTyeEEPLHH38QAKRly5ZEIBDIlDt+/DgBQLy8vGQ2II6KiiIASP369Ul+fr7MObdv35bqKmqz5Jp/aCAFAgFp3bo1AUAOHTokd97KlSsJALkNfCValSG5hh9e64MHDxIApHXr1qS0tFTm2MOHD4mRkRGxsbEhr1+/VtgHAOT333+XOSa5ZoGBgZW2iRpISmXQKdZaxtu3bwEANjY2GtOIiYnBsGHD5PI7dOgAADh58qRMfkZGBgDg5cuXcuf0798fGzdulCtfUlKCd+/eyeRbWFhg+/btUh1NQwhBSkoKvvjiC5w7dw5mZmbYuXOnwrKNGzdGUFCQTN6KFSvw888/AwC+//57AMD06dPlVlYOHDgQLi4uuHv3Li5fvizNX79+PQCxW4e5ubnMOW3atMFHH32kcp+OHz+Oe/fuoW7duggODpY7Pn78eNjY2DC6+vO7774DAEyZMkVmBTEAeHp6om/fvsjJycGGDRsUnm9paYnhw4fL5ElcdRISEhhrJ6X2QQ1kLaP8+yJNUVJSgh9//BEfffQRnJ2dYWlpCQsLC1hbWwOA3Pu0jh07wtTUFNHR0ejXrx9OnTqFsrIyAICtrS2mTZsmUz4wMBClpaXw9/fHxo0bZQzl8OHD4eHhobG+rVy5EhYWFrCwsICJiQkaN26M/fv3Izg4GLdu3ZK6g3xIZW1KS0vD/fv3AQC+vr5yx1ksFho3bgxAvAgIAAQCgfT/7dq1U1ivp6en8h37l3Pnzknboei7UrduXWRnZ6N169Yq162ItLQ0qQuRv7+/wjKS/LNnzyo83qBBAznDKll9nJ2dzUg7KbUTaiBrGU5OTgCAnJwcjdRfWFiILl26YM6cObC2tsZvv/2G+Ph4JCQkSH/NS4yfhPr16+PYsWNwdXWVWagxevRoxMTEyGns2rULQUFBSE1NxfTp01G3bl106tQJW7ZsQV5enkb6JWHy5MnSvjx8+BCvXr1Cbm4uDh8+XKkRdHR0rPBY+ZFzly5dpAa4fLp+/TqA/35cvH//HiUlJZXWXd4dRVlevHhRZXuZpHzf69Spo7CM5DsraduH2Nvby+VJDKZIJKpuEym1GLreupbRsWNH7N69G8+fP4dAIGB8yf2WLVtw8+ZNtGzZElFRUUpPxfXu3RvJyck4ffo0Dhw4gKioKBw4cAAHDhxAcHAwDhw4IK3L0dER0dHRePz4Mfbt24fDhw/j77//xt9//43Vq1fj5MmTjI1wPsTOzg5NmjRR+TxlR+5nz56t1LBZWVnJ5RFCVG6PIaGNWRFK7YSOIGsZgwYNgqmpKUpLS2WW61fEs2fPsGfPHqWd32NjYwEAPXr0UPk9FYfDQVBQEPbt24d3797hl19+gYWFBY4cOYJff/1VrryHhwe+++47PHnyBH///Tf8/f2RmpqKyZMnq6Sra8q7iFhaWqJJkyYVJskoy8HBATweD8B/73A/JD09XeW2NGzYsNI6maZ83yXvxz9Eki9pG4WiLaiBrGU4OTlh1qxZACBdIFIZX3/9NSZMmFDhw+tDKpvSqsiX7+rVq3IBCUxMTDBp0iR88803AIB//vlHemz8+PF49eqVTPkOHTrg6NGjcmX1gbp160pHvIp8PgHxu0cfHx/pIh0jIyN07twZAHDr1i2F51TkC1kZvXv3BiCO0atoZPry5Uv07NkTUVFRMvkfjuKEQiHS09NRXFxcqV75vsfFxSksI7kmffr0Ua4TFApDUANZC1m2bBl69eqF48ePY/PmzRWW27x5M86ePYu+ffvi448/VqpuyYKKD4OcA8Dhw4cVnpOYmIh169YhKytL7pjkfWX5kcbevXtx+vRppcrqC4sXLwYAbNy4EaWlpTLHRCIRli1bhrdv38osApIEevjtt99QUFAgc84///yjVsi7wYMHo1WrVkhLS8ORI0fkjm/evBmxsbFyi4kkq6Il7bh79y7q1q2LP//8s0pNSd+3bNki1/dHjx7hzJkzsLa2xvTp01XuD4VSLXTsZkLREYWFhVKfyKFDh5Lo6GiSmJhInjx5Qk6ePEmGDRtGWCwW6d+/P+Hz+TLnpaWlkTlz5hAAZM6cOSQtLY3k5eURQgh5//49cXV1JQDIoEGDyN9//00eP35MfvzxR2JjYyPjUC5xJJf4CrZv356cOHGCPH/+nDx8+JBs3LiRmJmZEXd3d5KVlSVtAwBiZWVFfv75Z3L37l2SnJxMTp06RXx9fQmHwyERERFKX4eq/OAkjvASJ3dJf9PS0iqtV+KQLwkUMGLEiCrP++abbwgA0r17d3Lx4kXy4sULEhsbS4KCgoipqSm5cuWK3DmSQAEBAQHk6tWr5MWLFyQyMpK4u7uTjz76SKbNhYWFcoECOnbsSNLS0khOTo60zidPnhBXV1diZWVFtm3bRpKSkkhCQgIJDQ0lLBaLbN26Va4dQ4YMIQDI+vXrSWJiIhkzZgyxsLAgb9++lQsUcPToUZKWlibj7ynpe+/evcm1a9fIixcvZAIFnDlzRkZPUR8k30FFwQsk37UPoX6QlMqgBrKWc+PGDTJp0iTStGlTYmZmRrhcLmnQoAEJDg6Wc2wnRNbxvXwq74z++vVrMn78eOLk5ESMjIxInTp1yLBhw2Sc1yUPdULERvfw4cNkxIgRpEGDBoTL5RIbGxvi7e1NVqxYQbKzs2XaEB8fT+bNm0e8vb2Jubk54fF4xN3dnXzyySfk9u3bKvW/qgekxLldUaqM5ORktc47deoU6du3L7GzsyMmJiakSZMmZMKECeTx48cKy4tEIrJ9+3bi5eVFeDwesbGxIb169SKXLl2SBnOQpK1bt1bYrvIRfQgR/9CZP38+adasGeHxeMTJyYn07NlTJqJNeVJTU0lQUBCxtLQkZmZmpF27dlKjFhISolAzOTlZpo7Tp0+Tfv36ETs7O2JsbExcXV3JZ599Rp4+fSqnV9l3UNE9UxQxiBBqICmVwyKkli+Bo9RqGjVqhBcvXuDixYsVxiWlGC70/lMqg76DpFAoFApFAdRAUigQb/8kccr/+++/dd0cigZp166d9F4rCm9IoUigU6yUWs2LFy8URvZRZXsvin7x8uVLudWy9erVg6mpqY5aRKmpUANJoVAoFIoC6BQrhUKhUCgKoAaSQqFQKBQFUANJoVAoFIoCqIGkUCgUCkUB1EBSKBQKhaIAaiApFAqFQlEANZAUCoVCoSiAGkgKhUKhUBRADSSFQqFQKAqgBpJCoVAoFAX8H2erM8J9jysAAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#pred = np.load(\"./workspace/Jammer_detection/Src/federated_darcy/Pytorch_federated_manual/FedAvgM_7_3_rmline2/model/test_10/preds_0_1_2_3_4_5_7_8_9_10_11.npy\")\n", "#pred = np.load(\"./workspace/Jammer_detection/Src/federated_darcy/Run_8_way/FedAvgM_3/model/test_10/preds_0_1_2_3_4_5_7_8_9_10_11.npy\")\n", "pred = np.load(\"./workspace/Jammer_detection/Src/federated_darcy/Pytorch_federated_manual/FedAvgM_mseit2/model/test_10/preds_0_1_2_3_4_5_7_8_9_10_11.npy\")\n", "matplotlib.rcParams['pdf.fonttype'] = 42\n", "matplotlib.rcParams['ps.fonttype'] = 42\n", "font = {'family' : 'normal',\n", " 'weight' : 'bold',\n", " 'size' : 10}\n", "\n", "#pred = np.load(\"./workspace/Jammer_detection/Src/federated_darcy/Pytorch_federated_manual/FedAvgM_mmd7411/model/test_10/preds_0_1_2_3_4_5_7_8_9_10_11.npy\")\n", "pred = to_softmax(pred)\n", "save_path = \"./workspace/Jammer_detection/Src/Research_paper/mse_cf.pdf\"\n", "print(pred.shape)\n", "pred = pred.reshape((-1, 4, pred.shape[-1]))\n", "pred = np.sum(pred, axis=1)\n", "pred = np.argmax(pred, axis=1)\n", "print(pred.shape)\n", "split_file = \"./workspace/Jammer_detection/Datasets/train_test_splits/test_files_0.8_0.8_0.8_0.8_0.8_0.8_0.0_0.8_0.8_0.8_0.8_0.8_split4.txt\"\n", "with open(split_file, \"r\") as f:\n", " data = f.readlines()\n", "ground_truth = np.array([int(x.split(\"\\n\")[0].split(\"\\t\")[1]) for x in data])\n", "ground_truth[ground_truth==6] = 4\n", "ground_truth[ground_truth > 5] -= 1\n", "confusion = np.zeros((11, 11))\n", "for i in range(11):\n", " current_inds = np.where(pred == i)[0].astype(int)\n", " real_classes = ground_truth[current_inds]\n", "\n", " confusion[i] = np.array([np.sum(real_classes == j) for j in range(11)])\n", "\n", "\n", "sum = np.diag(confusion.T)\n", "new_ct_ = confusion.T / sum[:, None]\n", "log_new_ct = np.log(new_ct_)\n", "log_vmax = np.max(log_new_ct)\n", "log_vmin = np.min(log_new_ct)\n", "\n", "plt.figure(figsize=(5,5))\n", "plt.rcParams[\"font.family\"] = \"serif\"\n", "# confusion = np.clip(confusion, a_min=None, a_max=9999)\n", "plt.imshow(confusion.T, cmap=\"rainbow\", norm=matplotlib.colors.LogNorm())\n", "plt.xticks(np.arange(11), ['0', '1', '2','3', '4','5','6','7','8','9','10'],fontsize=12) \n", "plt.yticks(np.arange(11), ['0', '1', '2','3', '4','5','6','7','8','9','10'],fontsize=12)\n", "plt.colorbar(shrink=0.7)\n", "plt.xlabel(\"Class [Prediction]\", fontsize=16)\n", "plt.ylabel(\"Class [Ground Truth]\", fontsize=16)\n", "for i in range(11):\n", " for j in range(11):\n", " plt.text(i-0.3, j+0.1, confusion[i, j].astype(int),fontsize=12)\n", "# plt.savefig(save_path)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib\n", "matplotlib.rcParams['pdf.fonttype'] = 42\n", "matplotlib.rcParams['ps.fonttype'] = 42\n", "# save_path = \".. .pdf\" #TODO Path to save the image in \n", "font = {'family' : 'normal',\n", " 'weight' : 'bold',\n", " 'size' : 10}\n", "plt.figure(figsize=(5, 5))\n", "plt.rcParams[\"font.family\"] = \"serif\"\n", "confusion = confusion.T.astype(int)\n", "plt.imshow(confusion, cmap=\"rainbow\", norm=matplotlib.colors.LogNorm())\n", "for ci, c in enumerate(confusion.flatten()):\n", " cii = ci % len(confusion)\n", " cij = ci // len(confusion)\n", " plt.text(cii, cij, np.minimum(c, 9999), ha='center', va='center', size=8)\n", "plt.xlabel(\"Class [Prediction]\", fontsize=12)\n", "plt.ylabel(\"Class [Ground Truth]\", fontsize=12)\n", "plt.xticks(np.arange(11), np.arange(11), fontsize=12)\n", "plt.yticks(np.arange(11), np.arange(11), fontsize=12)\n", "plt.colorbar(shrink=0.7)\n", "plt.savefig(save_path)\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(157480, 11)\n", "(39370,)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_179361/339522538.py:35: RuntimeWarning: divide by zero encountered in log\n", " log_new_ct = np.log(new_ct_)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#rmline4\n", "pred = np.load(\"./workspace/Jammer_detection/Src/federated_darcy/Pytorch_federated_manual/FedAvgM_7_3_rmline8/model/test_10/preds_0_1_2_3_4_5_7_8_9_10_11.npy\")\n", "matplotlib.rcParams['pdf.fonttype'] = 42\n", "matplotlib.rcParams['ps.fonttype'] = 42\n", "font = {'family' : 'normal',\n", " 'weight' : 'bold',\n", " 'size' : 10}\n", "\n", "\n", "pred = to_softmax(pred)\n", "save_path = \"./workspace/Jammer_detection/Src/Research_paper/mmd_cf.pdf\"\n", "print(pred.shape)\n", "pred = pred.reshape((-1, 4, pred.shape[-1]))\n", "pred = np.sum(pred, axis=1)\n", "pred = np.argmax(pred, axis=1)\n", "print(pred.shape)\n", "split_file = \"./workspace/Jammer_detection/Datasets/train_test_splits/test_files_0.8_0.8_0.8_0.8_0.8_0.8_0.0_0.8_0.8_0.8_0.8_0.8_split4.txt\"\n", "with open(split_file, \"r\") as f:\n", " data = f.readlines()\n", "ground_truth = np.array([int(x.split(\"\\n\")[0].split(\"\\t\")[1]) for x in data])\n", "ground_truth[ground_truth==6] = 4\n", "ground_truth[ground_truth > 5] -= 1\n", "confusion = np.zeros((11, 11))\n", "for i in range(11):\n", " current_inds = np.where(pred == i)[0].astype(int)\n", " real_classes = ground_truth[current_inds]\n", "\n", " confusion[i] = np.array([np.sum(real_classes == j) for j in range(11)])\n", "\n", "\n", "sum = np.diag(confusion.T)\n", "new_ct_ = confusion.T / sum[:, None]\n", "log_new_ct = np.log(new_ct_)\n", "log_vmax = np.max(log_new_ct)\n", "log_vmin = np.min(log_new_ct)\n", "confusion = np.clip(confusion, a_min=None, a_max=9999)\n", "plt.figure(figsize=(10,10))\n", "plt.rcParams[\"font.family\"] = \"serif\"\n", "plt.imshow(confusion.T, cmap=\"rainbow\", norm=matplotlib.colors.LogNorm())\n", "plt.xticks(np.arange(11), ['0', '1', '2','3', '4','5','6','7','8','9','10'],fontsize=16) \n", "plt.yticks(np.arange(11), ['0', '1', '2','3', '4','5','6','7','8','9','10'],fontsize=16)\n", "plt.colorbar(shrink=0.7)\n", "plt.xlabel(\"Class [Prediction]\", fontsize=16)\n", "plt.ylabel(\"Class [Ground Truth]\", fontsize=16)\n", "for i in range(11):\n", " for j in range(11):\n", " plt.text(i-0.4, j, confusion[i, j].astype(int),fontsize=12)\n", "# plt.savefig(save_path)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 364, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[1. 0.013 0. 0.0006 0. 0. 0. 0. 0. 0.\n", " 0. ]\n", " [0.0181 1. 0.0005 0.0002 0.0002 0.0012 0.0002 0. 0. 0.\n", " 0.0001]\n", " [0. 0.0011 1. 0. 0. 0. 0. 0. 0. 0.\n", " 0. ]\n", " [0. 0. 0. 1. 0. 0. 0. 0. 0. 0.\n", " 0. ]\n", " [0. 0. 0. 0. 1. 0. 0. 0. 0. 0.\n", " 0. ]\n", " [0. 0.0909 0. 0. 0. 1. 0. 0. 0. 0.\n", " 0. ]\n", " [0. 0. 0. 0. 0. 0. 1. 0. 0. 0.\n", " 0. ]\n", " [0. 0. 0. 0. 0. 0. 0. 1. 0. 0.\n", " 0. ]\n", " [0. 0. 0. 0. 0. 0. 0. 0. 1. 0.\n", " 0.0667]\n", " [0. 0. 0. 0. 0. 0. 0. 0. 0. 1.\n", " 0. ]\n", " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n", " 1. ]]\n" ] } ], "source": [ "np.set_printoptions(precision=4, suppress=True)\n", "\n", "# Print the array with the specified precision\n", "print(new_ct_)" ] }, { "cell_type": "code", "execution_count": 347, "metadata": {}, "outputs": [], "source": [ "##distance calculation FedAvgM_mmd7411 FedAvgM_mse7411\n", "station1_ = []\n", "station2_ = []\n", "station3_ = []\n", "station4_ = []\n", "station0_ = []\n", "station_dist_list=[station0_,station1_,station2_,station3_,station4_]\n", "dist_file_path = \"./workspace/Jammer_detection/Src/federated_darcy/Pytorch_federated_manual/FedAvgM_mse7411/logs/embeddings\"\n", "files = os.listdir(dist_file_path)\n", "for i in range(len(os.listdir(dist_file_path))):\n", " if (i+1%2)==0:\n", " data = (np.load(os.path.join(dist_file_path,files[i]))[:,[0,1,2,3,4,6,7]]) #for label 7 \n", " elif i+1 %3 == 0:\n", " data = (np.load(os.path.join(dist_file_path,files[i]))[:,[0,1,2,3,4,5,7]]) #for label 9\n", " elif i+1 % 4 == 0:\n", " data = (np.load(os.path.join(dist_file_path,files[i]))[:,[0,1,2,3,4,5,7]]) #for label 10 \n", " else:\n", " data = (np.load(os.path.join(dist_file_path,files[i]))[[0,1,2,4,5,6,7]])\n", " \n", " \n", " data = (data**2).sum()\n", " parts = files[i].split(\"_\")\n", " station_dist_list[int(parts[3])+1].append(data)\n" ] }, { "cell_type": "code", "execution_count": 348, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "x_values = range(1, len(station1_) + 1)\n", "plt.plot(x_values, station1_, 'o-', color='red', label='station1')\n", "plt.plot(x_values, station2_, 'o-', color='blue', label='station2')\n", "plt.plot(x_values, station3_, 'o-', color='yellow', label='station3')\n", "plt.plot(x_values, station4_, 'o-', color='green', label='station4')\n", "\n", "plt.xticks(range(1, len(station1_) + 1))\n", "\n", "plt.xlabel(\"local rounds\")\n", "plt.ylabel('Distance')\n", "plt.title('Embedding MMD loss on all seen classes')\n", "plt.legend()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import matplotlib\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1458, 6)\n", "(1458,)\n", "1458\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_236181/3705349387.py:35: RuntimeWarning: divide by zero encountered in log\n", " log_new_ct = np.log(new_ct_)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#FedAvgM_5mseit5\n", "#FedAvgM_5mmdit4\n", "matplotlib.rcParams['pdf.fonttype'] = 42\n", "matplotlib.rcParams['ps.fonttype'] = 42\n", "font = {'family' : 'normal',\n", " 'weight' : 'bold',\n", " 'size' : 10}\n", "\n", "#pred = np.load(\"./workspace/Jammer_detection/Src/federated_synthetic_data/federated_scr/FedAvgM_5mmdit4/model/testondata5_10/preds_0_1_2_3_4_5.npy\")\n", "#pred = np.load(\"./workspace/Jammer_detection/Src/federated_synthetic_data/federated_scr/FedAvgM_5mseit4/model/testondata5_10/preds_0_1_2_3_4_5.npy\")\n", "pred = to_softmax(pred)\n", "save_path = \"./workspace/Jammer_detection/Src/Research_paper/mmd_cf_synthetic.pdf\"\n", "print(pred.shape)\n", "# pred = pred.reshape((-1, 4, pred.shape[-1]))\n", "# pred = np.sum(pred, axis=1)\n", "pred = np.argmax(pred, axis=1)\n", "print(pred.shape)\n", "split_file = \"./workspace/Jammer_detection/Datasets/Synthetic_Jammer_Data/files_test_new_label.txt\"\n", "with open(split_file, \"r\") as f:\n", " data = f.readlines()\n", "ground_truth = np.array([int(x.split(\"\\n\")[0].split(\"\\t\")[1]) for x in data])\n", "# ground_truth[ground_truth==6] = 4\n", "# ground_truth[ground_truth > 5] -= 1\n", "print(len(ground_truth))\n", "confusion = np.zeros((6, 6))\n", "for i in range(6):\n", " current_inds = np.where(pred == i)[0].astype(int)\n", " real_classes = ground_truth[current_inds]\n", "\n", " confusion[i] = np.array([np.sum(real_classes == j) for j in range(6)])\n", "\n", "\n", "sum = np.diag(confusion.T)\n", "new_ct_ = confusion.T / sum[:, None]\n", "log_new_ct = np.log(new_ct_)\n", "log_vmax = np.max(log_new_ct)\n", "log_vmin = np.min(log_new_ct)\n", "\n", "plt.figure(figsize=(10,10))\n", "plt.rcParams[\"font.family\"] = \"serif\"\n", "plt.imshow(confusion.T, cmap=\"rainbow\", norm=matplotlib.colors.LogNorm())\n", "plt.xticks(np.arange(6), ['0', '1', '2','3', '4','5'],fontsize=16) \n", "plt.yticks(np.arange(6), ['0', '1', '2','3', '4','5'],fontsize=16)\n", "plt.colorbar(shrink=0.7)\n", "plt.xlabel(\"Class [Prediction]\", fontsize=16)\n", "plt.ylabel(\"Class [Ground Truth]\", fontsize=16)\n", "for i in range(6):\n", " for j in range(6):\n", " plt.text(i-0.3, j, confusion[i, j].astype(int),fontsize=18)\n", "# plt.savefig(save_path)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib\n", "matplotlib.rcParams['pdf.fonttype'] = 42\n", "matplotlib.rcParams['ps.fonttype'] = 42\n", "# save_path = \".. .pdf\" #TODO Path to save the image in \n", "font = {'family' : 'normal',\n", " 'weight' : 'bold',\n", " 'size' : 10}\n", "plt.figure(figsize=(5, 5))\n", "plt.rcParams[\"font.family\"] = \"serif\"\n", "confusion = confusion.T.astype(int)\n", "plt.imshow(confusion, cmap=\"rainbow\", norm=matplotlib.colors.LogNorm())\n", "for ci, c in enumerate(confusion.flatten()):\n", " cii = ci % len(confusion)\n", " cij = ci // len(confusion)\n", " plt.text(cii, cij, np.minimum(c, 9999), ha='center', va='center', size=10)\n", "plt.xlabel(\"Class [Prediction]\", fontsize=12)\n", "plt.ylabel(\"Class [Ground Truth]\", fontsize=12)\n", "plt.xticks(np.arange(6), np.arange(6), fontsize=12)\n", "plt.yticks(np.arange(6), np.arange(6), fontsize=12)\n", "plt.colorbar(shrink=0.7)\n", "# plt.savefig(save_path)\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{0, 1, 2, 3}\n", "(237,)\n", "(1806,)\n", "(6143,)\n", "(519,)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_25463/890064992.py:38: RuntimeWarning: divide by zero encountered in log\n", " log_new_ct = np.log(new_ct_)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "##environmental data\n", "matplotlib.rcParams['pdf.fonttype'] = 42\n", "matplotlib.rcParams['ps.fonttype'] = 42\n", "font = {'family' : 'normal',\n", " 'weight' : 'bold',\n", " 'size' : 10}\n", "\n", "pred = np.load(\"./workspace/Jammer_detection/Src/Linkhalle_federated/federated_learning/FedAvgMmmd_woembbls1/model/env_all/r_10/preds_0_1_2_5.npy\")\n", "pred = to_softmax(pred)\n", "save_path = \"./workspace/Jammer_detection/Src/Research_paper/mmd_cf_env.pdf\"\n", "# pred = pred.reshape((-1, 4, pred.shape[-1]))\n", "# pred = np.sum(pred, axis=1)\n", "pred = np.argmax(pred, axis=1)\n", "split_file = \"./workspace/Jammer_detection/Datasets/Diff_env_daten/base_data/all_test_nishant.txt\"\n", "select_labels = [0,1,2,5]\n", "select_labels_str = [int(label) for label in select_labels]\n", "\n", "with open(split_file, \"r\") as f:\n", " data = f.readlines()\n", " \n", "ground_truth = np.array([int(x.split(\"\\n\")[0].split(\"\\t\")[1]) for x in data])\n", "ground_truth = ground_truth[np.isin(ground_truth, select_labels_str)]\n", "ground_truth[ground_truth==5] = 3\n", "\n", "# ground_truth[ground_truth > 5] -= 1\n", "print(set(ground_truth))\n", "confusion = np.zeros((4, 4))\n", "for i in range(4):\n", " current_inds = np.where(pred == i)[0].astype(int)\n", " print(current_inds.shape)\n", " real_classes = ground_truth[current_inds]\n", " # print(real_classes.shape)\n", " confusion[i] = np.array([np.sum(real_classes == j) for j in range(4)])\n", "\n", "\n", "sum = np.diag(confusion.T)\n", "new_ct_ = confusion.T / sum[:, None]\n", "log_new_ct = np.log(new_ct_)\n", "log_vmax = np.max(log_new_ct)\n", "log_vmin = np.min(log_new_ct)\n", "\n", "plt.figure(figsize=(10,10))\n", "plt.rcParams[\"font.family\"] = \"serif\"\n", "plt.imshow(confusion.T, cmap=\"rainbow\", norm=matplotlib.colors.LogNorm())\n", "plt.xticks(np.arange(4), ['0', '1', '2','3'],fontsize=14) \n", "plt.yticks(np.arange(4), ['0', '1', '2','3'],fontsize=14)\n", "plt.colorbar(shrink=0.7)\n", "plt.xlabel(\"Class [Prediction]\", fontsize=16)\n", "plt.ylabel(\"Class [Ground Truth]\", fontsize=16)\n", "for i in range(4):\n", " for j in range(4):\n", " plt.text(i-0.2, j, confusion[i, j].astype(int),fontsize=16)\n", "# plt.savefig(save_path)\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib\n", "matplotlib.rcParams['pdf.fonttype'] = 42\n", "matplotlib.rcParams['ps.fonttype'] = 42\n", "# save_path = \".. .pdf\" #TODO Path to save the image in \n", "font = {'family' : 'normal',\n", " 'weight' : 'bold',\n", " 'size' : 10}\n", "plt.figure(figsize=(5, 5))\n", "plt.rcParams[\"font.family\"] = \"serif\"\n", "confusion = confusion.T.astype(int)\n", "plt.imshow(confusion, cmap=\"rainbow\", norm=matplotlib.colors.LogNorm())\n", "for ci, c in enumerate(confusion.flatten()):\n", " cii = ci % len(confusion)\n", " cij = ci // len(confusion)\n", " plt.text(cii, cij, np.minimum(c, 9999), ha='center', va='center', size=10)\n", "plt.xlabel(\"Class [Prediction]\", fontsize=12)\n", "plt.ylabel(\"Class [Ground Truth]\", fontsize=12)\n", "plt.xticks(np.arange(4), np.arange(4), fontsize=12)\n", "plt.yticks(np.arange(4), np.arange(4), fontsize=12)\n", "plt.colorbar(shrink=0.7)\n", "plt.savefig(save_path)\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "FedOpt_3\n", "FedProx_3\n", "FaultTolerantFedAvg_3\n", "FedAvgM_3\n", "FedMedian_3\n", "FedAvg_3\n", "QFedAvg_3\n", "FedTrimmedAvg_3\n", "FedOpt_3\n", "FedProx_3\n", "FaultTolerantFedAvg_3\n", "FedAvgM_3\n", "FedMedian_3\n", "FedAvg_3\n", "QFedAvg_3\n", "FedTrimmedAvg_3\n", "FedOpt_3\n", "FedProx_3\n", "FaultTolerantFedAvg_3\n", "FedAvgM_3\n", "FedMedian_3\n", "FedAvg_3\n", "QFedAvg_3\n", "FedTrimmedAvg_3\n", "FedOpt_3\n", "FedProx_3\n", "FaultTolerantFedAvg_3\n", "FedAvgM_3\n", "FedMedian_3\n", "FedAvg_3\n", "QFedAvg_3\n", "FedTrimmedAvg_3\n", "FedOpt_3\n", "FedProx_3\n", "FaultTolerantFedAvg_3\n", "FedAvgM_3\n", "FedMedian_3\n", "FedAvg_3\n", "QFedAvg_3\n", "FedTrimmedAvg_3\n", "FedOpt_3\n", "FedProx_3\n", "FaultTolerantFedAvg_3\n", "FedAvgM_3\n", "FedMedian_3\n", "FedAvg_3\n", "QFedAvg_3\n", "FedTrimmedAvg_3\n", "FedOpt_3\n", "FedProx_3\n", "FaultTolerantFedAvg_3\n", "FedAvgM_3\n", "FedMedian_3\n", "FedAvg_3\n", "QFedAvg_3\n", "FedTrimmedAvg_3\n", "FedOpt_3\n", "FedProx_3\n", "FaultTolerantFedAvg_3\n", "FedAvgM_3\n", "FedMedian_3\n", "FedAvg_3\n", "QFedAvg_3\n", "FedTrimmedAvg_3\n", "FedOpt_3\n", "FedProx_3\n", "FaultTolerantFedAvg_3\n", "FedAvgM_3\n", "FedMedian_3\n", "FedAvg_3\n", "QFedAvg_3\n", "FedTrimmedAvg_3\n", "FedOpt_3\n", "FedProx_3\n", "FaultTolerantFedAvg_3\n", "FedAvgM_3\n", "FedMedian_3\n", "FedAvg_3\n", "QFedAvg_3\n", "FedTrimmedAvg_3\n", "{'FedOpt_3': {'recall': {'station1': [1.0, 0.98182, 0.98182, 1.0, 0.98182, 0.98182, 1.0, 0.98182, 0.98182, 0.98182]}, 'Precision': {'station1': [0.04721, 0.03822, 0.06522, 0.09016, 0.07428, 0.07542, 0.06208, 0.06691, 0.06905, 0.15385]}, 'F2': {'station1': [0.19856, 0.16534, 0.25763, 0.33133, 0.28511, 0.28846, 0.24864, 0.2629, 0.26946, 0.47285]}}, 'FedProx_3': {'recall': {'station1': [1.0, 1.0, 0.98182, 0.98182, 0.98182, 0.98182, 1.0, 0.98182, 0.98182, 0.98182]}, 'Precision': {'station1': [0.04721, 0.00867, 0.06459, 0.11088, 0.06827, 0.06733, 0.01106, 0.04553, 0.06733, 0.05838]}, 'F2': {'station1': [0.19856, 0.04189, 0.25568, 0.3819, 0.26706, 0.26419, 0.05294, 0.19203, 0.26419, 0.23581]}}, 'FaultTolerantFedAvg_3': {'recall': {'station1': [1.0, 1.0, 0.98182, 0.98182, 0.98182, 0.98182, 1.0, 0.98182, 0.98182, 0.98182]}, 'Precision': {'station1': [0.04721, 0.00849, 0.06932, 0.09945, 0.06116, 0.06467, 0.03945, 0.0777, 0.01307, 0.06767]}, 'F2': {'station1': [0.19856, 0.04104, 0.27027, 0.35387, 0.24479, 0.25592, 0.17038, 0.29508, 0.06204, 0.26523]}}, 'FedAvgM_3': {'recall': {'station1': [1.0, 0.96364, 0.98182, 0.98182, 0.98182, 1.0, 1.0, 0.98182, 0.98182, 0.98182]}, 'Precision': {'station1': [0.04721, 0.00752, 0.07906, 0.24107, 0.08, 0.10397, 0.02988, 0.01974, 0.5625, 0.07531]}, 'F2': {'station1': [0.19856, 0.03646, 0.299, 0.60811, 0.30168, 0.36716, 0.13343, 0.09137, 0.85443, 0.28815]}}, 'FedMedian_3': {'recall': {'station1': [0.98182, 1.0, 0.98182, 0.98182, 0.98182, 0.98182, 1.0, 0.98182, 0.96364, 0.98182]}, 'Precision': {'station1': [0.05908, 0.05517, 0.08504, 0.05279, 0.072, 0.06986, 0.0408, 0.12888, 0.56383, 0.05832]}, 'F2': {'station1': [0.2381, 0.22597, 0.31579, 0.21722, 0.27835, 0.2719, 0.17538, 0.42254, 0.84395, 0.2356]}}, 'FedAvg_3': {'recall': {'station1': [1.0, 1.0, 0.98182, 0.98182, 0.98182, 0.98182, 1.0, 0.98182, 0.98182, 0.98182]}, 'Precision': {'station1': [0.04721, 0.01221, 0.07418, 0.0878, 0.06853, 0.0585, 0.06098, 0.06467, 0.07013, 0.19565]}, 'F2': {'station1': [0.19856, 0.05821, 0.28481, 0.32335, 0.26786, 0.23622, 0.2451, 0.25592, 0.27273, 0.54435]}}, 'QFedAvg_3': {'recall': {'station1': [0.96364, 0.96364, 0.96364, 0.96364, 0.96364, 0.96364, 0.96364, 0.96364, 0.96364, 0.96364]}, 'Precision': {'station1': [0.02912, 0.02912, 0.02912, 0.02912, 0.02912, 0.02912, 0.02912, 0.02912, 0.02912, 0.02912]}, 'F2': {'station1': [0.1299, 0.1299, 0.1299, 0.1299, 0.1299, 0.1299, 0.1299, 0.1299, 0.1299, 0.1299]}}, 'FedTrimmedAvg_3': {'recall': {'station1': [1.0, 1.0, 0.98182, 0.98182, 0.98182, 1.0, 1.0, 0.98182, 0.98182, 1.0]}, 'Precision': {'station1': [0.04721, 0.04468, 0.06577, 0.0777, 0.06767, 0.08648, 0.0765, 0.07826, 0.07181, 0.06448]}, 'F2': {'station1': [0.19856, 0.18952, 0.25937, 0.29508, 0.26523, 0.32126, 0.29286, 0.2967, 0.27778, 0.25629]}}}\n" ] } ], "source": [ "# Set the folder path\n", "summary_folder = \"./workspace/Jammer_detection/Src/federated_darcy/results/8_way_baseline\"\n", "\n", "# Initialize an empty dictionary to store the data\n", "data_dict = {}\n", "\n", "# Iterate through files in the folder\n", "for file_name in sorted(os.listdir(summary_folder)):\n", " # Check if the file name contains \"summary_r\"\n", " if \"summary_r\" in file_name:\n", " # Construct the full file path\n", " file_path = os.path.join(summary_folder, file_name)\n", "\n", " # Read the file\n", " with open(file_path, 'r') as file:\n", " lines = file.readlines()\n", "\n", " # Split lines into sections (each section has 33 lines)\n", " sections = [lines[i:i + 33] for i in range(0, len(lines), 33)]\n", "\n", " # Process each section\n", " for section in sections:\n", " # Extract method name from the second line of each section\n", " method_name = section[0].strip()\n", " print(method_name)\n", " # Extract lines 3, 5, 7, and 9\n", " relevant_lines = section[-2]\n", " # Process the relevant lines (assuming the data structure is the same)\n", " df = pd.read_csv(StringIO(relevant_lines), sep='\\t', header=None)\n", " df = df.dropna(axis=1, how='any')\n", "\n", " # Set specified columns as column names\n", " df.columns = [\"line\", \"Accuracy\", \"F1\", \"F2\", \"Precision\", \"Recall\", \"Label\"]\n", "\n", " # Drop unnecessary columns\n", " df = df[[\"line\", \"Accuracy\", \"F1\", \"F2\", \"Precision\", \"Recall\"]]\n", "\n", " # Create a dictionary for the current method\n", " method_data = {\n", " 'recall': {f'station{i + 1}': df.loc[i, 'Recall'] for i in range(len(df))},\n", " 'precision': {f'station{i + 1}': df.loc[i, 'Precision'] for i in range(len(df))},\n", " 'f2': {f'station{i + 1}': df.loc[i, 'F2'] for i in range(len(df))}\n", " }\n", "\n", " # Add the method data to the main dictionary\n", " if method_name in data_dict:\n", " data_dict[method_name].append(method_data)\n", " else:\n", " data_dict[method_name] = [method_data]\n", "# Create a dictionary to store the final data\n", "final_data_dict = {}\n", "\n", "# Iterate through methods\n", "for method_name, method_data_list in data_dict.items():\n", " # Initialize lists for recall, precision, and f2\n", " recall_list = {f'station{i + 1}': [] for i in range(1)}\n", " precision_list = {f'station{i + 1}': [] for i in range(1)}\n", " f2_list = {f'station{i + 1}': [] for i in range(1)}\n", "\n", " # Iterate through method data\n", " for method_data in method_data_list:\n", " # Iterate through stations\n", " for station in recall_list.keys():\n", " # Append values to respective lists\n", " recall_list[station].append(method_data['recall'][station])\n", " precision_list[station].append(method_data['precision'][station])\n", " f2_list[station].append(method_data['f2'][station])\n", "\n", " # Add method-wise lists to the final dictionary\n", " final_data_dict[method_name] = {\n", " 'recall': recall_list,\n", " 'Precision': precision_list,\n", " 'F2': f2_list\n", " }\n", "\n", "# Print the final data dictionary\n", "print(final_data_dict)" ] }, { "cell_type": "code", "execution_count": 128, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib\n", "matplotlib.rcParams['pdf.fonttype'] = 42\n", "matplotlib.rcParams['ps.fonttype'] = 42\n", "# save_path = \".. .pdf\" #TODO Path to save the image in \n", "font = {'family' : 'normal',\n", " 'weight' : 'bold',\n", " 'size' : 10}\n", "plt.figure(figsize=(7, 5))\n", "\n", "plt.rcParams[\"font.family\"] = \"serif\"\n", "\n", "# Iterate through methods in data_dict\n", "for method_name, method_data_list in data_dict.items():\n", " if method_name == \"QFedAvg_3\":\n", " continue\n", " # Create a list to store recall values for station 1\n", " recall_station1_values = []\n", "\n", " # Iterate through method_data_list\n", " for method_data in method_data_list:\n", " # Append recall value for station 1 to the list\n", " recall_station1_values.append(method_data['f2']['station1'])\n", " \n", " # Plot recall values for station 1\n", " plt.plot(range(1, len(recall_station1_values) + 1), recall_station1_values, label=method_name.split(\"_\")[0],linewidth=3.0)\n", "\n", "# Add labels and legend\n", "plt.rcParams[\"font.family\"] = \"serif\"\n", "plt.xlabel('Rounds',fontsize=12)\n", "plt.ylabel('F2-score ',fontsize=12)\n", "plt.xticks(range(1, len(recall_station1_values) + 1),fontsize=12)\n", "plt.yticks(np.arange(0, 1, step=0.1),fontsize=12)\n", "plt.legend(fontsize=12.0,ncol=2)\n", "# plt.title('f2 score for different Federated methods',fontsize=16)\n", "name_save = \"./workspace/Jammer_detection/Src/Research_paper/AvgM_selection.pdf\"\n", "plt.tight_layout()\n", "plt.savefig(name_save)\n", "plt.show()\n", "##station 4 label 10, station 2 is label 3, station 3 is label 7,station1 is label 9" ] }, { "cell_type": "code", "execution_count": 159, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[0.73309 0.01446 0.0343 ]\n", " [0.87081 0.10045 0.19942]\n", " [0.98998 0.22756 0.41691]\n", " [0.99139 0.30719 0.49915]\n", " [0.99372 0.37263 0.57399]\n", " [0.96528 0.2583 0.41052]\n", " [0.9739 0.3171 0.47985]\n", " [0.99494 0.44236 0.63126]\n", " [0.99791 0.61302 0.77938]\n", " [0.99512 0.45699 0.64108]]\n" ] } ], "source": [ "###plot\n", "path_text_mmd= \"./workspace/Jammer_detection/Src/Notebooks/results_per_round_summary_mmd.txt\"\n", "path_text_mse = \"./workspace/Jammer_detection/Src/Notebooks/results_per_round_summary_mse.txt\"\n", "\n", "# Read data from file for df_mmd\n", "with open(path_text_mmd, \"r\") as f:\n", " data_md = f.readlines()\n", "data_md = data_md[1:] # Skip the header line\n", "test_info_mmd = np.array([list(filter(None, x.strip().split(\"\\t\"))) for x in data_md], dtype=float)[:, 1:4]\n", "print(test_info_mmd)\n", "df_mmd = pd.DataFrame(test_info_mmd, columns=[\"Accuracy\", \"F1\", \"F2\"])\n", "\n", "# Read data from file for df_mse\n", "with open(path_text_mse, \"r\") as f:\n", " data_mse = f.readlines()\n", "data_mse = data_mse[1:] # Skip the header line\n", "test_info_mse = np.array([list(filter(None, x.strip().split(\"\\t\"))) for x in data_mse], dtype=float)[:, 1:4]\n", "df_mse = pd.DataFrame(test_info_mse, columns=[\"Accuracy\", \"F1\", \"F2\"])\n" ] }, { "cell_type": "code", "execution_count": 160, "metadata": {}, "outputs": [], "source": [ "# Set the folder path\n", "summary_folder = \"./workspace/Jammer_detection/Src/federated_darcy/results/8_way_baseline\"\n", "\n", "# Initialize an empty dictionary to store the data\n", "data_dict = {}\n", "dfs = []\n", "# Iterate through files in the folder\n", "for file_name in sorted(os.listdir(summary_folder)):\n", " # Check if the file name contains \"summary_r\"\n", " if \"summary_r\" in file_name:\n", " # Construct the full file path\n", " file_path = os.path.join(summary_folder, file_name)\n", "\n", " # Read the file\n", " with open(file_path, 'r') as file:\n", " lines = file.readlines()\n", "\n", " # Split lines into sections (each section has 33 lines)\n", " sections = [lines[i:i + 33] for i in range(0, len(lines), 33)]\n", "\n", " # Process each section\n", " for section in sections:\n", " # Extract method name from the second line of each section\n", " method_name = section[0].strip()\n", " # print(method_name)\n", " if method_name== \"FedAvgM_3\":\n", " \n", " # Extract lines 3, 5, 7, and 9\n", " relevant_lines = section[-2]\n", " # print(relevant_lines)\n", " # Process the relevant lines (assuming the data structure is the same)\n", " df = pd.read_csv(StringIO(relevant_lines), sep='\\t', header=None)\n", " df = df.dropna(axis=1, how='any')\n", "\n", " # Set specified columns as column names\n", " df.columns = [\"line\", \"Accuracy\", \"F1\", \"F2\", \"Precision\", \"Recall\", \"Label\"]\n", "\n", " # Drop unnecessary columns\n", " df = df[[\"Accuracy\", \"F1\", \"F2\"]]\n", " dfs.append(df)\n", "final_df = pd.concat(dfs, ignore_index=True)\n" ] }, { "cell_type": "code", "execution_count": 267, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib\n", "matplotlib.rcParams['pdf.fonttype'] = 42\n", "matplotlib.rcParams['ps.fonttype'] = 42\n", "save_path = \"./workspace/Jammer_detection/Src/Research_paper/Abl_study.pdf\" #TODO Path to save the image in \n", "\n", "font = {'family' : 'normal',\n", " 'weight' : 'bold',\n", " 'size' : 10}\n", "\n", "plt.rcParams[\"font.family\"] = \"serif\"\n", "\n", "plt.tight_layout()\n", "# Define line styles and colors\n", "line_styles = ['-', ':', '--']\n", "colors = ['#1f77b4', '#ff7f0e', '#2ca02c']\n", "labels = ['FedAvgM', 'MSE', 'MMD']\n", "matrix_label = [\"Accuracy\", \"F1\",\"F2\"]\n", "# Plot F1 and F2 on the left Y-axis for all DataFrames\n", "fig, ax1 = plt.subplots(figsize=(7, 5))\n", "\n", "ax1.plot(final_df.index, final_df['F1'], line_styles[1], color=colors[0], label='F1', linewidth=3.0)\n", "ax1.plot(final_df.index, final_df['F2'], line_styles[2], color=colors[0], label='F2', linewidth=3.0)\n", "ax1.plot(df_mse.index, df_mse['F1'], line_styles[1], color=colors[1], label='F1', linewidth=3.0)\n", "ax1.plot(df_mse.index, df_mse['F2'], line_styles[2], color=colors[1], label='F2', linewidth=3.0)\n", "ax1.plot(df_mmd.index, df_mmd['F1'], line_styles[1], color=colors[2], label='F1', linewidth=3.0)\n", "ax1.plot(df_mmd.index, df_mmd['F2'], line_styles[2], color=colors[2], label='F2', linewidth=3.0)\n", "\n", "# Set labels and ticks for the left Y-axis\n", "ax1.set_xlabel('Rounds', fontsize=12)\n", "ax1.set_xticks(np.arange(len(final_df))) # X-axis ticks from 0 to length of final_df\n", "ax1.set_xticklabels(np.arange(1, len(final_df) + 1), fontsize=20)\n", "ax1.set_ylabel('F1-Score and F2-Score', fontsize=12)\n", "ax1.set_yticks(np.linspace(0.0, 0.9, 10))\n", "ax1.tick_params(axis='both', which='major', labelsize=12) \n", "ax1.legend(loc='upper left', fontsize=12)\n", "\n", "# Create a second Y-axis for Accuracy\n", "ax2 = ax1.twinx()\n", "\n", "# Plot Accuracy on the right Y-axis for all DataFrames\n", "ax2.plot(final_df.index, final_df['Accuracy']*100, line_styles[0], color=colors[0], label='Accuracy', linewidth=3.0)\n", "ax2.plot(df_mse.index, df_mse['Accuracy']*100, line_styles[0], color=colors[1], label='Accuracy', linewidth=3.0)\n", "ax2.plot(df_mmd.index, df_mmd['Accuracy']*100, line_styles[0], color=colors[2], label='Accuracy', linewidth=3.0)\n", "\n", "# Calculate overall min and max for Accuracy to set Y-axis limits\n", "overall_min_accuracy = min(final_df['Accuracy'].min(), df_mse['Accuracy'].min(), df_mmd['Accuracy'].min())\n", "overall_max_accuracy = max(final_df['Accuracy'].max(), df_mse['Accuracy'].max(), df_mmd['Accuracy'].max())\n", "\n", "# Set labels and ticks for the right Y-axis (Accuracy)\n", "ax2.set_ylabel('Accuracy [%]', fontsize=12)\n", "ax2.set_yticks(np.linspace(50, 100.0, 6)) # Adjusted to start from 0.5 to 1.0 in 5 parts\n", "ax2.set_ylim(50, 100.0) # Ensure the Y-axis range is set properly\n", "ax2.tick_params(axis='both', which='major', labelsize=12) \n", "\n", "\n", "legend_handles = [\n", " plt.Line2D([], [], color=color, linestyle='-', linewidth=3, label=label)\n", " for color, label in zip(colors, labels)\n", "] + [\n", " plt.Line2D([], [], color='black', linestyle=line_styles[i], linewidth=3, label=matrix_label[i])\n", " for i in range(len(line_styles))\n", "]\n", "\n", "ax1.legend(handles=legend_handles, loc='lower right', fontsize=12,ncol=2)\n", "\n", "# ax1.legend(handles=legend_handles, labels=legend_labels, loc='upper right', fontsize=12)\n", "\n", "plt.savefig(save_path)\n", "# Show plot\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 262, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "First default color: #1f77b4\n", "Second default color: #ff7f0e\n", "Third default color: #2ca02c\n" ] } ], "source": [ "# Print the first three default color codes from Matplotlib\n", "print(f\"First default color: {plt.rcParams['axes.prop_cycle'].by_key()['color'][0]}\")\n", "print(f\"Second default color: {plt.rcParams['axes.prop_cycle'].by_key()['color'][1]}\")\n", "print(f\"Third default color: {plt.rcParams['axes.prop_cycle'].by_key()['color'][2]}\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Create data for testing for environment" ] }, { "cell_type": "code", "execution_count": 386, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "you are here\n", "1\n", "1\n", "7\n", "you are here\n", "1\n", "1\n", "0\n", "0\n", "you are here\n", "1\n", "1\n", "you are here\n", "1\n", "1\n", "0\n", "0\n", "0\n", "0\n", "4\n", "0\n", "you are here\n", "1\n", "1\n", "0\n", "0\n", "4\n", "0\n", "0\n", "4\n", "4\n", "0\n", "7\n", "4\n", "you are here\n", "1\n", "1\n", "you are here\n", "1\n", "1\n", "4\n", "you are here\n", "1\n", "1\n", "you are here\n", "1\n", "1\n", "4\n", "4\n", "0\n", "4\n", "0\n", "4\n", "you are here\n", "1\n", 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6): 8,\n", " (5, 8): 9,\n", "}\n", "\n", "unique_env=[]\n", "# Prepare filtered data\n", "filtered_data = []\n", "for line in test_data:\n", " parts = line.strip().split()\n", " class_label = int(parts[1])\n", " env_label = int(parts[-1])\n", " unique_env.append(class_label+env_label*100)\n", " \n", " if (class_label, env_label) in mapping.keys():\n", " if class_label==1 and env_label==1:\n", " print(\"you are here\")\n", " print(str(mapping[(class_label, env_label)]))\n", " parts[1] = str(mapping[(class_label, env_label)])\n", " print(parts[1])\n", " filtered_data.append(parts)\n", "\n", "# Convert to DataFrame\n", "df = pd.DataFrame(filtered_data)\n", "\n", "# Convert DataFrame back to list of strings\n", "updated_data = df.astype(str).apply(\" \".join, axis=1).tolist()\n", "\n", "# Write the updated data back to a file\n", "updated_file = \"./workspace/Jammer_detection/Datasets/Diff_env_daten/base_data/0168_test_data.txt\"\n", "with open(updated_file, \"w\") as f:\n", " f.write(\"\\n\".join(updated_data))\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.00063925 0.33307692 0.435148 0.21559541 0.00058092 0.00058739\n", " 0.00060277 0.00453349 0.00435952 0.00487651]\n", "{0, 1, 2, 3, 4, 5, 6, 7, 8, 9}\n", "(242,)\n", "(18,)\n", "(203,)\n", "(92,)\n", "(252,)\n", "(132,)\n", "(291,)\n", "(12,)\n", "(53,)\n", "(10,)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_246305/1943753403.py:38: RuntimeWarning: divide by zero encountered in log\n", " log_new_ct = np.log(new_ct_)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "path_pred=\"./workspace/Jammer_detection/Src/Env_federated/Federated_env_src/FedAvgM_53mmd_5/model/env_all_source/r_10/preds_0.0_1.0_2.0_3.0_4.0_5.0_6.0_7.0_8.0_9.0.npy\"\n", "\n", "\n", "##environmental data\n", "matplotlib.rcParams['pdf.fonttype'] = 42\n", "matplotlib.rcParams['ps.fonttype'] = 42\n", "font = {'family' : 'normal',\n", " 'weight' : 'bold',\n", " 'size' : 10}\n", "\n", "pred = np.load(path_pred)\n", "pred = to_softmax(pred)\n", "print(pred[0])\n", "pred = np.argmax(pred, axis=1)\n", "split_file = \"./workspace/Jammer_detection/Datasets/Diff_env_daten/base_data/0168_test_data.txt\"\n", "\n", "with open(split_file, \"r\") as f:\n", " data = f.readlines()\n", " \n", "ground_truth = np.array([int(x.split()[1]) for x in data]) #x.split() for x in test_info\n", "\n", "\n", "print(set(ground_truth))\n", "confusion = np.zeros((10, 10))\n", "for i in range(10):\n", " current_inds = np.where(pred == i)[0].astype(int)\n", " print(current_inds.shape)\n", " real_classes = ground_truth[current_inds]\n", " # print(real_classes.shape)\n", " confusion[i] = np.array([np.sum(real_classes == j) for j in range(10)])\n", "\n", "\n", "sum = np.diag(confusion.T)\n", "new_ct_ = confusion.T / sum[:, None]\n", "log_new_ct = np.log(new_ct_)\n", "log_vmax = np.max(log_new_ct)\n", "log_vmin = np.min(log_new_ct)\n", "\n", "plt.figure(figsize=(10,10))\n", "plt.rcParams[\"font.family\"] = \"serif\"\n", "plt.imshow(confusion.T, cmap=\"rainbow\", norm=matplotlib.colors.LogNorm())\n", "plt.colorbar(shrink=0.7)\n", "plt.xlabel(\"Class [Prediction]\", fontsize=16)\n", "plt.ylabel(\"Class [Ground Truth]\", fontsize=16)\n", "for i in range(10):\n", " for j in range(10):\n", " plt.text(i-0.2, j, confusion[i, j].astype(int),fontsize=16)\n", "# plt.savefig(save_path)\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "mapping = {\n", " (0, 0): 0,\n", " (1, 1): 1,\n", " (1, 6): 2,\n", " (1, 8): 3,\n", " (2, 1): 4,\n", " (2, 6): 5,\n", " (2, 8): 6,\n", " (3, 1): 7,\n", " (3, 6): 8,\n", " (3, 8): 9,\n", "}" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib\n", "matplotlib.rcParams['pdf.fonttype'] = 42\n", "matplotlib.rcParams['ps.fonttype'] = 42\n", "save_path = \"./workspace/Jammer_detection/Src/Research_paper/_source_identification.pdf\"\n", "font = {'family' : 'normal',\n", " 'weight' : 'bold',\n", " 'size' : 10}\n", "plt.figure(figsize=(5, 5))\n", "plt.rcParams[\"font.family\"] = \"serif\"\n", "confusion = confusion.T.astype(int)\n", "plt.imshow(confusion, cmap=\"rainbow\", norm=matplotlib.colors.LogNorm())\n", "for ci, c in enumerate(confusion.flatten()):\n", " cii = ci % len(confusion)\n", " cij = ci // len(confusion)\n", " plt.text(cii, cij, np.minimum(c, 9999), ha='center', va='center', size=10)\n", "\n", "labels_ = {v: f\"C{k[0]}_E{k[1]}\" for k, v in mapping.items()}\n", "plt.xlabel(\"Class [Prediction]\", fontsize=12)\n", "plt.ylabel(\"Class [Ground Truth]\", fontsize=12)\n", "# plt.xticks(np.arange(10), np.arange(10), fontsize=12)\n", "# plt.yticks(np.arange(10), np.arange(10), fontsize=12)\n", "plt.xticks(np.arange(10), [labels_[i] for i in range(10)], fontsize=12, rotation=45, ha='right')\n", "plt.yticks(np.arange(10), [labels_[i] for i in range(10)], fontsize=12)\n", "plt.colorbar(shrink=0.7)\n", "plt.tight_layout()\n", "# plt.savefig(save_path)\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "split_file_ = \"./workspace/Jammer_detection/Datasets/train_test_splits/train_files_0.8_0.8_0.8_0.8_0.8_0.8_0.0_0.8_0.8_0.8_0.8_0.8_split4.txt\"\n", "with open(split_file_, \"r\") as f:\n", " data = f.readlines()\n", "ground_truth_ = np.array([int(x.split(\"\\n\")[0].split(\"\\t\")[1]) for x in data])\n", "ground_truth_[ground_truth_==6] = 4\n", "ground_truth_[ground_truth_ > 5] -= 1\n", "unique, counts = np.unique(ground_truth_, return_counts=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Dataset istribution" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib\n", "matplotlib.rcParams['pdf.fonttype'] = 42\n", "matplotlib.rcParams['ps.fonttype'] = 42\n", "save_path = \"./workspace/Jammer_detection/Src/Research_paper/real_world_training_data.pdf\"\n", "font = {'family' : 'normal',\n", " 'weight' : 'bold',\n", " 'size' : 10}\n", "plt.tight_layout()\n", "plt.figure(figsize=(5, 5))\n", "plt.rcParams[\"font.family\"] = \"serif\"\n", "\n", "train_data_dict = dict(zip(unique, (counts*0.80).astype(int)))\n", "val_data_dict = dict(zip(unique, (counts*0.200).astype(int)))\n", "plt.figure(figsize=(6, 5))\n", "\n", "train_color = '#1f77b4' # Blue (from default color cycle)\n", "val_color = '#ff7f0e'\n", "\n", "plt.bar(np.arange(len(train_data_dict)) - 0.2, train_data_dict.values(), width=0.4, label='Training Data', color=train_color)\n", "plt.bar(np.arange(len(val_data_dict)) + 0.2, val_data_dict.values(), width=0.4, label='Validation Data', color=val_color)\n", "\n", "plt.xlabel('Classes', fontsize=12)\n", "plt.ylabel('Number of Samples (in log scale)', fontsize=12)\n", "plt.xticks(np.arange(len(unique)), unique, fontsize=12)\n", "plt.yscale('log') \n", "plt.legend()\n", "# plt.savefig(save_path)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [], "source": [ "split_file_test = \"./workspace/Jammer_detection/Datasets/train_test_splits/test_files_0.8_0.8_0.8_0.8_0.8_0.8_0.0_0.8_0.8_0.8_0.8_0.8_split4.txt\"\n", "with open(split_file_test, \"r\") as f:\n", " data_test = f.readlines()\n", "ground_truth_test = np.array([int(x.split(\"\\n\")[0].split(\"\\t\")[1]) for x in data_test])\n", "ground_truth_test[ground_truth_test==6] = 4\n", "ground_truth_test[ground_truth_test > 5] -= 1\n", "unique, counts = np.unique(ground_truth_test, return_counts=True)\n", "test_data_dict=dict(zip(unique, counts))" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Class Training Samples Validation Samples test Samples\n", "0 0 5747 1436 1796\n", "1 1 85103 21275 26595\n", "2 2 34956 8739 10924\n", "3 3 8 2 3\n", "4 4 16 4 8\n", "5 5 37 9 12\n", "6 6 5 1 2\n", "7 7 24 6 8\n", "8 8 50 12 16\n", "9 9 6 1 2\n", "10 10 9 2 4" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create DataFrames from dictionaries\n", "test_df = pd.DataFrame(list(test_data_dict.items()), columns=['Class', 'test Samples'])\n", "train_df = pd.DataFrame(list(train_data_dict.items()), columns=['Class', 'Training Samples'])\n", "val_df = pd.DataFrame(list(val_data_dict.items()), columns=['Class', 'Validation Samples'])\n", "\n", "# Merge DataFrames into a single DataFrame\n", "combined_df = pd.merge( train_df,val_df, on='Class')\n", "combined_df = pd.merge(combined_df, test_df, on='Class')\n", "combined_df" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [], "source": [ "split_file_train_controlled = \"./workspace/Jammer_detection/Datasets/Synthetic_Jammer_Data/files_train_new_label.txt\"\n", "with open(split_file_train_controlled, \"r\") as f:\n", " data_train_controlled = f.readlines()\n", "ground_truth_train_controlled = np.array([int(x.split(\"\\n\")[0].split(\"\\t\")[1]) for x in data_train_controlled])\n", "unique, counts = np.unique(ground_truth_train_controlled, return_counts=True)\n", "Train_cintrolled_dict=dict(zip(unique, counts))" ] }, { "cell_type": "code", "execution_count": 104, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{0: 1938, 1: 810, 2: 288, 3: 306, 4: 1116, 5: 810}" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Train_cintrolled_dict" ] }, { "cell_type": "code", "execution_count": 144, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from matplotlib.ticker import LogLocator, LogFormatter\n", "import matplotlib.pyplot as plt\n", "import matplotlib\n", "matplotlib.rcParams['pdf.fonttype'] = 42\n", "matplotlib.rcParams['ps.fonttype'] = 42\n", "save_path = \"./workspace/Jammer_detection/Src/Research_paper/controlled_dataset_training_data.pdf\"\n", "font = {'family' : 'normal',\n", " 'weight' : 'bold',\n", " 'size' : 10}\n", "plt.tight_layout()\n", "plt.figure(figsize=(5, 5))\n", "plt.rcParams[\"font.family\"] = \"serif\"\n", "\n", "train_data_dict_controlled = dict(zip(unique, (counts*0.80).astype(int)))\n", "val_data_dict_controlled = dict(zip(unique, (counts*0.20).astype(int)))\n", "plt.figure(figsize=(6, 5))\n", "\n", "train_color = '#1f77b4' # Blue (from default color cycle)\n", "val_color = '#ff7f0e'\n", "\n", "plt.bar(np.arange(len(train_data_dict_controlled)) - 0.2, train_data_dict_controlled.values(), width=0.4, label='Training Data', color=train_color)\n", "plt.bar(np.arange(len(val_data_dict_controlled)) + 0.2, val_data_dict_controlled.values(), width=0.4, label='Validation Data', color=val_color)\n", "\n", "plt.xlabel('Classes', fontsize=12)\n", "plt.ylabel('Number of Samples (in log scale)', fontsize=12)\n", "plt.xticks(np.arange(len(unique)), unique, fontsize=12)\n", "plt.yscale('log') \n", "plt.legend()\n", "plt.savefig(save_path)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 145, "metadata": {}, "outputs": [], "source": [ "split_file_test_cn = \"./workspace/Jammer_detection/Datasets/Synthetic_Jammer_Data/files_test_new_label.txt\"\n", "with open(split_file_test_cn, \"r\") as f:\n", " data_test_cn = f.readlines()\n", "ground_truth_test_cn = np.array([int(x.split(\"\\n\")[0].split(\"\\t\")[1]) for x in data_test_cn])\n", "unique_cn, counts_cn = np.unique(ground_truth_test_cn, return_counts=True)\n", "test_data_dict_cn=dict(zip(unique_cn, counts_cn))\n", "\n", "# Create DataFrames from dictionaries\n", "test_df_cn = pd.DataFrame(list(test_data_dict_cn.items()), columns=['Class', 'test Samples'])\n", "train_df_cn = pd.DataFrame(list(train_data_dict_controlled.items()), columns=['Class', 'Training Samples'])\n", "val_df_cn = pd.DataFrame(list(val_data_dict_controlled.items()), columns=['Class', 'Validation Samples'])\n", "train_df_cn['Class'] = train_df_cn['Class'].astype(int)\n", "val_df_cn['Class'] = val_df_cn['Class'].astype(int)\n", "test_df_cn['Class'] = test_df_cn['Class'].astype(int)\n", "# Merge DataFrames into a single DataFrame\n", "# Merge DataFrames\n", "combined_df_cn = pd.merge(train_df_cn, val_df_cn, on='Class', how='inner')\n", "combined_df_cn = pd.merge(combined_df_cn, test_df_cn, on='Class', how='inner')\n", "# combined_df_cn" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ClassTraining SamplesValidation Samplestest Samples
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\n", "
" ], "text/plain": [ " Class Training Samples Validation Samples test Samples\n", "0 0 1550 387 486\n", "1 1 648 162 228\n", "2 2 230 57 96\n", "3 3 244 61 102\n", "4 4 892 223 324\n", "5 5 648 162 222" ] }, "execution_count": 146, "metadata": {}, "output_type": "execute_result" } ], "source": [ "combined_df_cn" ] }, { "cell_type": "code", "execution_count": 148, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[(0, 486), (1, 228), (2, 96), (3, 102), (4, 324), (5, 222)]" ] }, "execution_count": 148, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(test_data_dict_cn.items())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Envronmental data distribution" ] }, { "cell_type": "code", "execution_count": 365, "metadata": {}, "outputs": [], "source": [ "split_file_train_env = \"./workspace/Jammer_detection/Datasets/Diff_env_daten/env_data/train_subjammer_dep.txt\"\n", "split_file_train_env = \"./workspace/Jammer_detection/Datasets/Diff_env_daten/base_data/all_test_nishant.txt\"\n", "split_file_train_env = \"./workspace/Jammer_detection/Datasets/Diff_env_daten/base_data/train_random.txt\"\n", "with open(split_file_train_env, \"r\") as f:\n", " data_train_env = f.readlines()\n", "\n", "env = 1\n", "ground_truth_train_env_class = np.array([(int(x.split(\"\\t\")[-1]), int(x.split(\"\\t\")[1])) for x in data_train_env if int(x.split(\"\\t\")[-1]) == env])\n", "dataframe =pd.DataFrame(columns=['ENV', 'Class'])\n", "env_class_data= np.array([[env, class_label] for _, class_label in ground_truth_train_env_class])\n", "env_df = pd.DataFrame(env_class_data, columns=['ENV', 'Class'])\n", " \n", "dataframe = pd.concat([dataframe, env_df], ignore_index=True).sort_values(\"ENV\").reset_index(drop=True)\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 366, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Class\n", "5 46\n", "4 61\n", "1 238\n", "2 506\n", "3 714\n", "6 814\n", "Name: count, dtype: int64" ] }, "execution_count": 366, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataframe[\"Class\"].value_counts().sort_values()" ] }, { "cell_type": "code", "execution_count": 360, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "294.40000000000003" ] }, "execution_count": 360, "metadata": {}, "output_type": "execute_result" } ], "source": [ "368*0.80" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "import numpy as np" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "file_x = np.load(\"./workspace/Jammer_detection/Datasets/BRAUNSCHWEIG/data/000000.npy\")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(512, 243)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "file_x.shape" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "file_xx = np.load(\"./workspace/Jammer_detection/Datasets/data/0a0a31ec-36d0-4532-a6b4-4e1e4bc8cb89/0a0a31ec-36d0-4532-a6b4-4e1e4bc8cb89_2023-07-11T05:19:40.053Z.npy\")" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(512, 243)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "file_xx.shape" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-135.99690198, 0. ])" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.load(\"./workspace/Jammer_detection/Datasets/norm_vals.npy\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(3296,)\n", "[0 0 0 ... 0 0 0]\n", "{0, 4, 5, 6}\n", "(3296,)\n", "(3296,)\n", "(3296,)\n", "(3296,)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_259264/2149188073.py:44: RuntimeWarning: divide by zero encountered in log\n", " log_new_ct = np.log(new_ct_)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "##environmental data\n", "matplotlib.rcParams['pdf.fonttype'] = 42\n", "matplotlib.rcParams['ps.fonttype'] = 42\n", "font = {'family' : 'normal',\n", " 'weight' : 'bold',\n", " 'size' : 10}\n", "\n", "pred = np.load(\"./workspace/Jammer_detection/Src/federated_darcy/Pytorch_federated_manual/FedAvgM_braunsh_250/model/test_10/preds_0.0_1.0_2.0_3.0_4.0_5.0_6.0_7.0_8.0.npy\")\n", "#pred = np.load(\"./workspace/Jammer_detection/Src/federated_darcy/Pytorch_federated_manual/FedAvgM_brash250_15/model/test_10/preds_0.0_1.0_2.0_3.0_4.0_5.0_6.0_7.0_8.0.npy\")\n", "\n", "pred = to_softmax(pred)\n", "#save_path = \"./workspace/Jammer_detection/Src/Research_paper/mmd_cf_env.pdf\"\n", "pred = pred.reshape((-1, 4, pred.shape[-1]))\n", "pred = np.sum(pred, axis=1)\n", "pred = np.argmax(pred, axis=1)\n", "print(pred.shape)\n", "split_file = \"./workspace/Jammer_detection/Datasets/BRAUNSCHWEIG/test.txt\"\n", "\n", "with open(split_file, \"r\") as f:\n", " data = f.readlines()\n", " \n", "ground_truth = np.array([int(x.split(\"\\n\")[0].split(\"\\t\")[1]) for x in data])\n", "replace_values = [0, 1, 2, 3, 7, 8]\n", "\n", "# Replace specified values with 0\n", "ground_truth[np.isin(ground_truth, replace_values)] = 0\n", "pred[np.isin(pred, replace_values)] =0\n", "\n", "print(ground_truth)\n", "\n", "print(set(ground_truth))\n", "confusion = np.zeros((4, 4))\n", "#for i in range(9):\n", "for i, val in enumerate([0,4,5,6]):\n", " current_inds = np.where(pred == val)[0].astype(int)\n", " print(pred.shape)\n", " real_classes = ground_truth[current_inds]\n", " # print(real_classes.shape)\n", " confusion[i] = np.array([np.sum(real_classes == j) for j in [0,4,5,6]])\n", "\n", "\n", "sum = np.diag(confusion.T)\n", "new_ct_ = confusion.T / sum[:, None]\n", "log_new_ct = np.log(new_ct_)\n", "log_vmax = np.max(log_new_ct)\n", "log_vmin = np.min(log_new_ct)\n", "\n", "plt.figure(figsize=(10,10))\n", "plt.rcParams[\"font.family\"] = \"serif\"\n", "plt.imshow(confusion.T, cmap=\"rainbow\", norm=matplotlib.colors.LogNorm())\n", "plt.xticks(np.arange(4), ['0','1','2','3'],fontsize=14) \n", "plt.yticks(np.arange(4), ['0','1','2','3'],fontsize=14)\n", "plt.colorbar(shrink=0.7)\n", "plt.xlabel(\"Class [Prediction]\", fontsize=16)\n", "plt.ylabel(\"Class [Ground Truth]\", fontsize=16)\n", "for i in range(4):\n", " for j in range(4):\n", " plt.text(i-0.1, j+0.1, confusion[i, j].astype(int),fontsize=16)\n", "# plt.savefig(save_path)\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt \n", "import matplotlib\n", "matplotlib.rcParams['pdf.fonttype'] = 42 \n", "matplotlib.rcParams['ps.fonttype'] = 42\n", "save_path = \"./workspace/Jammer_detection/Src/Research_paper/brnsh_confusion.pdf\"\n", "font = {'family' : 'normal',\n", " 'weight' : 'bold',\n", " 'size' : 10}\n", "plt.figure(figsize=(5, 5))\n", "plt.rcParams[\"font.family\"] = \"serif\"\n", "confusion = confusion.T.astype(int)\n", "plt.imshow(confusion, cmap=\"rainbow\", norm=matplotlib.colors.LogNorm())\n", "for ci, c in enumerate(confusion.flatten()):\n", " cii = ci % len(confusion)\n", " cij = ci // len(confusion)\n", " plt.text(cii, cij, np.minimum(c, 9999), ha='center', va='center', size=10)\n", "\n", "plt.xlabel(\"Class [Prediction]\", fontsize=12)\n", "plt.ylabel(\"Class [Ground Truth]\", fontsize=12)\n", "# plt.xticks(np.arange(10), np.arange(10), fontsize=12)\n", "# plt.yticks(np.arange(10), np.arange(10), fontsize=12)\n", "plt.xticks(np.arange(4), [i for i in range(4)], fontsize=12, ha='right')\n", "plt.yticks(np.arange(4), [i for i in range(4)], fontsize=12)\n", "plt.colorbar(shrink=0.7)\n", "plt.tight_layout()\n", "plt.savefig(save_path)\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "cc= confusion.T\n", "accuracy = np.sum(np.diag(cc))/np.sum(cc)" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test Acc: 0.95813, F1: 0.82301, F2: 0.88403, Prec: 0.73810, Rec: 0.93000\n" ] } ], "source": [ "tp = np.sum(cc[1:,1:4])\n", "fp =np.sum(cc[0,1:4])\n", "fn =np.sum(cc[1:,0])\n", "recall = tp/(tp+fn)\n", "precision = tp/(tp+fp)\n", "f1 = 2*(precision*recall)/(precision+recall)\n", "f2 = 5*(precision*recall)/(4*precision+recall)\n", "print('Test Acc: %.5f, F1: %.5f, F2: %.5f, Prec: %.5f, Rec: %.5f' % (accuracy, f1, f2, precision, recall))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(14.0, 66.0, 186.0)" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fn ,fp,tp" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.colors\n", "import pandas as pd\n", "matplotlib.rcParams['pdf.fonttype'] = 42 \n", "matplotlib.rcParams['ps.fonttype'] = 42\n", "save_path = \"./workspace/Jammer_detection/Src/Research_paper/emax_emin_experiment_accuracy.pdf\"\n", "font = {'family' : 'normal',\n", " 'weight' : 'bold',\n", " 'size' : 10}\n", "\n", "plt.tight_layout()\n", "plt.figure(figsize=(5, 5))\n", "plt.rcParams[\"font.family\"] = \"serif\"\n", "# Data for emin and emax combinations\n", "emin = [2, 2, 2, 2, 2, 2, 4, 4, 4, 4, 4, 6, 6, 6, 6, 8, 8, 8]\n", "emax = [4, 6, 8, 10, 12, 14, 6, 8, 10, 12, 14, 8, 10, 12, 14, 10, 12, 14]\n", "f2_score = [0.65534, 0.68010, 0.80357, 0.66176, 0.37139, 0.75419, \n", " 0.53254, 0.35248, 0.75000, 0.44262, 0.20737, 0.37815,\n", " 0.81818, 0.41731, 0.41602, 0.33007, 0.01578, 0.32105]\n", "\n", "# Create a DataFrame\n", "df = pd.DataFrame({'emin': emin, 'emax': emax, 'F2 Score': f2_score})\n", "\n", "# Pivot the table to create a matrix where rows are emin and columns are emax\n", "pivot_table = df.pivot(index='emin', columns='emax', values='F2 Score')\n", "\n", "# Replace NaN values with 0\n", "pivot_table = pivot_table.fillna(0)\n", "\n", "confusion = plt.imshow(pivot_table, cmap=\"rainbow\", norm=matplotlib.colors.LogNorm())\n", "\n", "plt.xticks(np.arange(len(pivot_table.columns)), pivot_table.columns,fontsize=12, ha='right')\n", "plt.yticks(np.arange(len(pivot_table.index)), pivot_table.index,fontsize=12)\n", "plt.xlabel('Emax',fontsize=12)\n", "plt.ylabel('Emin',fontsize=12)\n", "\n", "# Annotate each cell with its value (rounded to 2 decimal places)\n", "for ci, c in enumerate(pivot_table.values.flatten()):\n", " cii = ci % len(pivot_table.columns)\n", " cij = ci // len(pivot_table.columns)\n", " # Check if value is 0 and display without decimals, else show two decimal places\n", " if c == 0:\n", " plt.text(cii, cij, '0', ha='center', va='center', size=10, color='black')\n", " else:\n", " plt.text(cii, cij, f'{c:.2f}', ha='center', va='center', size=10, color='black')\n", "\n", "plt.colorbar(shrink=0.7)\n", "plt.savefig(save_path)\n", "# Show the plot\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import matplotlib.colors as mcolors\n", "import pandas as pd\n", "\n", "# Data for emin and emax combinations\n", "emin = [2, 2, 2, 2, 2, 2, 4, 4, 4, 4, 4, 6, 6, 6, 6, 8, 8, 8]\n", "emax = [4, 6, 8, 10, 12, 14, 6, 8, 10, 12, 14, 8, 10, 12, 14, 10, 12, 14]\n", "accuracy = [0.99647, 0.99685, 0.99840, 0.99657, 0.98847, 0.99784, \n", " 0.99406, 0.98748, 0.99779, 0.99144, 0.97386, 0.98880,\n", " 0.99855, 0.99050, 0.99045, 0.98616, 0.66027, 0.98557]\n", "\n", "# Create a DataFrame\n", "df = pd.DataFrame({'emin': emin, 'emax': emax, 'Accuracy': accuracy})\n", "\n", "# Pivot the table to create a matrix where rows are emin and columns are emax\n", "pivot_table = df.pivot(index='emin', columns='emax', values='Accuracy')\n", "\n", "# Replace NaN values with 0\n", "pivot_table = pivot_table.fillna(0)\n", "\n", "# Define a colormap and norm\n", "cmap = plt.get_cmap(\"rainbow\")\n", "norm = mcolors.Normalize(vmin=0.60, vmax=1)\n", "\n", "# Plotting\n", "plt.tight_layout()\n", "plt.figure(figsize=(5, 5))\n", "plt.rcParams[\"font.family\"] = \"serif\"\n", "\n", "# Create a masked array for coloring\n", "masked_array = np.ma.masked_where(pivot_table == 0, pivot_table)\n", "\n", "# Plotting the heatmap\n", "plt.imshow(masked_array, cmap=cmap, norm=norm)\n", "\n", "plt.xticks(np.arange(len(pivot_table.columns)), pivot_table.columns, fontsize=12, ha='right')\n", "plt.yticks(np.arange(len(pivot_table.index)), pivot_table.index, fontsize=12)\n", "plt.xlabel('Emax', fontsize=12)\n", "plt.ylabel('Emin', fontsize=12)\n", "\n", "# Annotate each cell with its value (rounded to 2 decimal places)\n", "for ci, c in enumerate(pivot_table.values.flatten()):\n", " cii = ci % len(pivot_table.columns)\n", " cij = ci // len(pivot_table.columns)\n", " # Check if value is 0 and display without decimals, else show two decimal places\n", " if c == 0:\n", " plt.text(cii, cij, '', ha='center', va='center', size=10, color='black')\n", " else:\n", " plt.text(cii, cij, f'{c:.2f}', ha='center', va='center', size=10, color='black')\n", "\n", "plt.colorbar(shrink=0.7)\n", "plt.savefig(\"./workspace/Jammer_detection/Src/Research_paper/emax_emin_experiment_accuracy.pdf\")\n", "# Show the plot\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "flower_temp_env", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.0" } }, "nbformat": 4, "nbformat_minor": 2 }