{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Approach 2: Background estimation\n", "For this approach, we consider a time series of motion (and lapse) images, i.e. all images in the serious are close together in time (here +- 10 min).\n", "\n", "We extract the median image by taking the median of every pixel over all images in the series. Then, for every image the absolute difference to the median image is computed. As in the previous approach, we assume that anomalous images highly differ from the median image.\n", "\n", "The median image is used as a (possibly more accurate) approximation of the background instead of the closest lapse image.\n", "\n", "### Advantages compared to approach 1a\n", "- more resistent to noise\n", "- more resistent to small object movements\n", "- only sensitive to camera movement within the time series\n", "\n", "### Problems\n", "- still no color information\n", "- the lighting difference within the series are still a problem" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n", "Found 2 sessions\n", "Session 'Beaver_01' at folder: ./ResizedSessions_NoBackup/VIELAAS_Spring_Session01-VIELAAS_Beaver_01\n", "Loaded scans.\n" ] } ], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "\n", "from tqdm.notebook import tqdm\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from scipy import ndimage\n", "from sklearn.linear_model import LogisticRegression\n", "\n", "from py.PlotUtils import plot_roc_curve\n", "from py.Dataset import Dataset\n", "from py.ImageUtils import display_images\n", "from py.Labels import LABELS\n", "\n", "DIR = './ResizedSessions_NoBackup' # dataset directory\n", "\n", "ds = Dataset(DIR)\n", "session = ds.create_session(\"beaver_01\")\n", "append_lapse_image = False" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Generating motion map...\n", "7 images in set\n" ] } ], "source": [ "img_set = session.get_random_motion_image_set(day_only=True)\n", "if append_lapse_image:\n", " before, after, rel = img_set[0].get_closest_lapse_images()\n", " if rel < 0.15:\n", " img_set.append(before)\n", " if rel > 0.85:\n", " img_set.append(after)\n", "print(f\"{len(img_set)} images in set\")" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b8935c14b57b463fab1f65fd45c02909", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/7 [00:00" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_images(imgs, range(len(imgs)), row_size=4, size=(4, 3), cmap=\"gray\", vmin=0, vmax=1)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Find median image\n", "median = np.median(imgs, axis=0)\n", "plt.figure(figsize=(10, 8))\n", "plt.imshow(median, cmap=\"gray\", vmin=0, vmax=1)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "diffs = abs(imgs - median)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "display_images(diffs, range(len(diffs)), row_size=4, size=(4, 3), cmap=\"gray\", vmin=0, vmax=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Complete test" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "43118b69ec8047109889c0d22249cf69", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/10 [00:00 0.85:\n", " img_set.append(after)\n", " print(f\"{len(img_set)} images in set\")\n", " \n", " # Read all images\n", " imgs = []\n", " for img in tqdm(img_set):\n", " arr = img.read(gray=True)\n", " # normalize\n", " # arr = (arr - np.mean(arr)) / np.std(arr)\n", " imgs.append(arr)\n", " imgs = np.array(imgs)\n", "\n", " # Find median image, calculate diffs\n", " median = np.median(imgs, axis=0)\n", " diffs = (imgs - median) ** 2\n", " means = np.mean(diffs, axis=(1,2))\n", " vars = np.var(diffs, axis=(1,2))\n", " for img, mean, var in zip(img_set, means, vars):\n", " results.append([img.filename, mean, var])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "np.save(f\"Cache_NoBackup/approach2_{session.name}_results.npy\", results)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([['Beaver_01_00001.jpg', '0.03157315058171535',\n", " '0.008842501879227922'],\n", " ['Beaver_01_00002.jpg', '0.01590260488964755',\n", " '0.004257656931850018'],\n", " ['Beaver_01_00003.jpg', '0.005390408061453107',\n", " '0.00032305310691840193'],\n", " ...,\n", " ['Beaver_01_00693.jpg', '0.06754646257597216',\n", " '0.012471854739153881'],\n", " ['Beaver_01_00694.jpg', '0.055833027874570236',\n", " '0.008597549614760561'],\n", " ['Beaver_01_00695.jpg', '0.07819557309669879',\n", " '0.009699179824057685']], dtype='" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "normal = []\n", "anomalous = []\n", "for filename, mean, var in results:\n", " vals = [float(mean), float(var)]\n", " if filename.startswith(session.name):\n", " # motion img, check label\n", " img_nr = int(filename[10:-4])\n", " if img_nr > LABELS[session.name][\"max\"]:\n", " continue\n", " elif img_nr in LABELS[session.name][\"normal\"]:\n", " normal.append(vals)\n", " else:\n", " anomalous.append(vals)\n", " else:\n", " # lapse image, always normal\n", " normal.append(vals)\n", "normal = np.array(normal)\n", "anomalous = np.array(anomalous)\n", "\n", "plt.figure(figsize=(16,16))\n", "plt.scatter(anomalous[:,0], anomalous[:,1], label=\"Anomalous\", color=\"red\", marker=\"x\")\n", "plt.scatter(normal[:,0], normal[:,1], label=\"Normal\", color=\"blue\", marker=\"x\")\n", "plt.xscale(\"log\")\n", "plt.yscale(\"log\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(695, 2)\n", "(695,)\n" ] } ], "source": [ "y_anom = anomalous\n", "assert y_anom.shape[1] == 2\n", "\n", "y_norm = normal\n", "assert y_norm.shape[1] == 2\n", "\n", "X = np.concatenate([y_norm, y_anom])\n", "print(X.shape)\n", "y = np.concatenate([-np.ones((y_norm.shape[0])), np.ones((y_anom.shape[0]))])\n", "print(y.shape)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "vals = [\"sqmean\", \"sqvar\"]\n", "for i in range(2):\n", " fpr, tpr, thresholds, auc_score = plot_roc_curve(y, X[:,i], f\"Background estimation, {vals[i]}\", savefile=f\"plots/approach2/roc_curves/{session.name}_{vals[i]}\", show=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Experiment 2: Add Gaussian filter\n", "Two orders possible:\n", "- 1. Gaussian filter images, 2. Calculate median image\n", "- 1. Calculate median image, 2. Gaussian filter images + median image\n", "\n", "Experiments show that order 1 yields better results." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "af31fe2077444c38ae96088f3e093982", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/10 [00:00 0.85:\n", " img_set.append(after)\n", " print(f\"{len(img_set)} images in set\")\n", " \n", " # Read all images\n", " imgs = []\n", " for img in tqdm(img_set):\n", " arr = img.read(gray=True)\n", " # normalize\n", " # arr = (arr - np.mean(arr)) / np.std(arr)\n", " imgs.append(arr)\n", " imgs = np.array(imgs)\n", "\n", " # filter images\n", " for i in range(len(imgs)):\n", " imgs[i] = ndimage.gaussian_filter(imgs[i], sigma=sigma)\n", "\n", " # Find median image\n", " median = np.median(imgs, axis=0)\n", "\n", " # calculate diffs\n", " diffs = (imgs - median) ** 2\n", " means = np.mean(diffs, axis=(1,2))\n", " vars = np.var(diffs, axis=(1,2))\n", " for img, mean, var in zip(img_set, means, vars):\n", " results.append([img.filename, mean, var])" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "np.save(f\"Cache_NoBackup/approach2_{session.name}_sigma{sigma}_results.npy\", results)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([['Beaver_01_00001.jpg', '0.014280600080679788',\n", " '0.0020734794305921735'],\n", " ['Beaver_01_00002.jpg', '0.008288921832863205',\n", " '0.0008510550557174119'],\n", " ['Beaver_01_00003.jpg', '0.0012486121280961902',\n", " '4.416768547282191e-05'],\n", " ...,\n", " ['Beaver_01_00693.jpg', '0.04721488717203606',\n", " '0.007299481326703805'],\n", " ['Beaver_01_00694.jpg', '0.03638954703417264',\n", " '0.004612428821338789'],\n", " ['Beaver_01_00695.jpg', '0.05964926270407911',\n", " '0.004056385288080761']], dtype='" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "normal = []\n", "anomalous = []\n", "for filename, mean, var in results:\n", " vals = [float(mean), float(var)]\n", " if filename.startswith(session.name):\n", " # motion img, check label\n", " img_nr = int(filename[10:-4])\n", " if img_nr > LABELS[session.name][\"max\"]:\n", " continue\n", " elif img_nr in LABELS[session.name][\"normal\"]:\n", " normal.append(vals)\n", " else:\n", " anomalous.append(vals)\n", " else:\n", " # lapse image, always normal\n", " normal.append(vals)\n", "normal = np.array(normal)\n", "anomalous = np.array(anomalous)\n", "\n", "plt.figure(figsize=(16,16))\n", "plt.scatter(anomalous[:,0], anomalous[:,1], label=\"Anomalous\", color=\"red\", marker=\"x\")\n", "plt.scatter(normal[:,0], normal[:,1], label=\"Normal\", color=\"blue\", marker=\"x\")\n", "plt.xscale(\"log\")\n", "plt.yscale(\"log\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(695, 2)\n", "(695,)\n" ] } ], "source": [ "y_anom = anomalous\n", "assert y_anom.shape[1] == 2\n", "\n", "y_norm = normal\n", "assert y_norm.shape[1] == 2\n", "\n", "X = np.concatenate([y_norm, y_anom])\n", "print(X.shape)\n", "y = np.concatenate([-np.ones((y_norm.shape[0])), np.ones((y_anom.shape[0]))])\n", "print(y.shape)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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dBJcAc/IFcHr2sceCsTOns2fBuTyXdbwI3GRmB5pZNYLR4Nmvh5kEJz93hK+XFsBZwKRwWyXCfVs6uGnlwuc4ZlbHzFqEx5ZyZnYrf10OyC/XcILj2HHhzzMEhbhdOP8tggbKFeFx73yCk9I54bZLhrlKASXC7Wf30nwNNAyPV2ZmhxMMKM7eX68BncMTtIoEr9c3nXPp4bqbhOurYGa3EPTsZOfPb39dY+G7HiwYq3MHweWB7F7W1wl6FSqbWS2C52vkselMgvEtsROr6wC+fgi6DrcSHEjTCa6hR15rPJ/gBZ4e7uzdRp8TvJg+46+R3leE01/ir9H1JQhetJMJLgnUIHjCZo+ufxiYGrFOR9Q1U4Iu6WUEI6LfI2LUMMEZ6A8EheVRgtHyu42uj1rXrvUTFMNZ4d9fkNH17cPMGwlae28QHMSbEJzNpkdkzH4HwAEEg1o2AF+F06bnlpHg+r6L2u4qoGUBH5P7CIr9RoIBOtHrb0kw2HBT+H/LiHm7ckVnI+jaSyeXa7IEXelrwn25gOAyUPa8Kwhe/LuNro+YXz5c94KodTYOM24mGNTZnz2vjbeJus9UIq7jRc37e3ifP8N9+s+c1kUwbuCVcB9+T1BkluW23fBvHxhx+xpgSvh7JYJxAOnh43Y5OTzHC/h6vYHgpHYDwTtUauexbCfg/fD3ngTP1+jxIuXDx+Sc8HYjggPy7wQnp+Oit0EwuOr98PmznuD1f3kMjk3/CDP8QVCIy0bMW8Dux6k+BL0X6QTXjPtHrevU8DGvnMN2ShN0GW8k6IIeCpSLeg5+Et5/IdAtYl6r8LGM/Jkecb/sd1+sC5+XzQuaK2q5gew5rud04DuC18Zc4PSo1210rpci5l9IcKxPJ3gdPEz4LpNw/sUEr9c/w+du5LtfHgmff5vD50H0sTqv/fVi+Jj+SfAaeiRqX1chuJSQTlBP7mH3kfzfAU2L+rkW+WPhhqQImdnDBIMvrsh3YfEm7Om40QVd8vu6rhUEJxNT9jnY7ustQzAyuIkLrh8W1XpvAHo6584sqnUWBzObA/RxUR+II5JoLPhwp8uccxfGdDsq8vsu7KIvQ3BWdiJBF/I1zrm3feaS4hOrIl9ULBgEWJ+gRdKQoOfpKefcEz5ziUhsJfUnahWjygTX2Q8h6Lp5lKBLSCRelCEY2VuPoBt3DH+NAhaRJKWWvIiISJJK6tH1IiIiqUxFXkREJEkl3DX56tWru7p16/qOISIiUiy+/PLL351zNQpz34Qr8nXr1mXu3Lm+Y4iIiBQLM8vr48nzpO56ERGRJKUiLyIikqRU5EVERJKUiryIiEiSUpEXERFJUiryIiIiSUpFXkREJEmpyIuIiCQpFXkREZEkpSIvIiKSpFTkRUREkpSKvIiISJJSkRcREUlSKvIiIiJJSkVeREQkScWsyJvZC2a2xszm5zLfzGyomS01s2/N7PhYZREREUlFsWzJvwS0z2N+B6Bh+NMb+G8Ms4iIiKScmBV559xMYH0ei3QFXnaBT4H9zKxmrPKIiIikGp/X5A8FVkbcXhVOExERSXkOx33ct0/rKFVEWWLKzHoTdOlTp04dz2lERKQoNR00mU1bM3zHiCvOsthwznOkt3h3n9bjs8ivBmpH3K4VTtuDc244MBygefPmLvbRRESkuGzamsGKIZ18x4gbGWRwNVfzCu/Sj348wROFXpfPIj8e6GNmY4CTgU3OuV885hERSSqJ0kKuWr607whxZQ5zeJVXuZ/7uZM747PIm9looBVQ3cxWAfcCpQGcc88AE4GOwFJgC3BlrLKIiMSjWBfhquVLq4WcQBwOw2hFK+Yzn0Y02ud1xqzIO+cuyme+A26M1fZFJLklSis1LyrCkm0ta+lCFwYykHa0K5ICDwky8E5EUlduxVwFUpLFT/xEGmn8xE9kkVWk61aRF0lyid7iVTGXZPZ//B9taUs66UxmMi1pWaTrV5EX8UzXZUVS00/8xOmcTglKMIMZNKVpkW9DRV6kkIqqOKsIi6Sm2tTmOq7jCq6gIQ1jsg0VeZFC0nt7RaQwJjCBIzmSBjTgfu6P6bZU5EXykdfALxGRvfEyL3MVV3Ee5zGWsTHfnoq8SEijuEUklp7kSfrRj9a05nmeL5ZtqsiLhNT9LiKx4HDcy70MZjDncR6jGEVZyhbLtn1+C52IiEjS2852pjCFq7iK13m92Ao8qCUvIiISExlksJ3tVKISk5lMRSpiWLFmUEteRESkiG1lK93oRle6spOdVKJSsRd4UJEXEREpUpvYRDvaMZGJXMiFlKSktyzqrhcRESkiv/Eb7WnPAhYwmtH0oIfXPCryIiIiRaQnPVnMYt7lXdrRznccFXlJPfpwGxGJlad4ik1s4jRO8x0FUJGXFKT3w4tIUZrLXMYznkEMojGNfcfZjQbeiYiIFNJHfMRZnMUrvMIGNviOswcVeRERkUJ4m7fpQAfqUpc5zGF/9vcdaQ8q8iIiIntpJCPpTneO53hmMINDOMR3pBzpmrwkLQ2wE5FYqUIV2tGON3iDilT0HSdXKvKStDTATkSKksMxj3k0oxnd6Ma5nOvlU+z2hrrrRURE8pFFFjdyIydyIl/zNUDcF3hQS16SgLrlRSSWdrCDK7iCMYzhdm7nOI7zHanAVOQl4albXkRiZQtb6E53PuADHuZhbuM235H2ioq8iIhILkYxislM5jme4xqu8R1nr6nIi4iIRHE4DONqrub48F8i0sA7ERGRCD/wA6dxGt/zPYYlbIEHteQlgWiAnYjE2gIWkEYaW9nKH/zhO84+U5GXhKEBdiISS5/xGR3pSFnKMpOZHMMxviPtM3XXi4hIypvLXFrTmmpUYw5zkqLAg4q8iIgIjWnMpVzKLGZRj3q+4xQZFXkREUlZ4xjHRjZSnvI8wzPUpKbvSEVKRV5ERFLSIzzCBVzAEIb4jhIzGngncUej6EUklhyOO7mTIQyhBz24j/t8R4oZFXnJVW7FNtaqli+tUfQiEhM72cnf+BvDGc51XMcwhlGSkr5jxYyKvORKb1kTkWSzjnV8wAfcwR08wAMJ8U1y+0JFXkREkt4WtlCWshzIgcxjHtWo5jtSsdDAOxERSWrrWU8b2tCXvgApU+BBRV5ERJLYL/zCmZzJl3xJa1r7jlPs1F0vIiJJaTnLaUtbfuM3JjJRRV5ERCQZZJBBGmlsZCMf8REncZLvSF6oyIuISNIpTWme5mkO5VAa09h3HG9U5EVEJGlMZjKrWMVVXEUaab7jeKeBdyIikhTe4A3O4RyGMYxMMn3HiQsq8iIikvCe4zl60IOTOImpTKWUOqoBddcL+qx4EUlsD/MwAxhABzowjnFUoILvSHFDRV708bUiktCyyKInPRnJSMpQxnecuKIiLyIiCWcnO1nKUo7kSAYwAIejhK5A70F7REREEsp2ttODHpzCKfzGbximAp8LteRFRCRhbGYz3ejGFKbwOI9zEAf5jhTXVORFRCQhrGMdnejEXObyEi9xBVf4jhT3VORFRCQhPMzDfM3XjGMc53Ku7zgJQUVeREQSwmAGcyEX0pzmvqMkDI1UEBGRuPUt39Ka1qxjHWUpqwK/l1TkRUQkLs1hDmdwBotYxDrW+Y6TkFTkRUQk7nzAB7SlLQdyIHOYwxEc4TtSQlKRFxGRuDKBCXShC0dyJLOZzWEc5jtSwlKRFxGRuHI8x3MRFzGd6RzIgb7jJDQVeRER8c7heIM3yCSTmtRkJCOpSlXfsRKeiryIiHjlcNzCLVzIhbzES77jJBW9T15ERLzJJJPe9OZFXuQmbuIqrvIdKamoJS8iIl5sYxsXciEv8iL3ci9P8qS+aKaIqSUvIiJeLGEJU5jCkzxJX/r6jpOUVORFRKRYbWMb5SjHsRzLUpZqBH0MqV9ERESKzSpWcTzHM4xhACrwMaaWvIiIFIslLKEtbVnPeo7hGN9xUoKKvIiIxNw85tGOdmSRxXSmczzH+46UEtRdLyIiMfU7v3MWZ1GWssxilgp8MVJLXkREYqo61Xmcxzmbs6lDHd9xUoqKvIiIxMRoRlOTmrSiFb3o5TtOSlJ3vYiIFLlhDOMSLuFxHvcdJaWpyIuISJFxOAYzmD70oTOdeZ3XfUdKaequFxGRIpFFFv3pzxM8weVczvM8TymVGa/UkhcRkSLzO7/Tl768yIsq8HEgpkXezNqb2SIzW2pmA3KYX8fMppnZ12b2rZl1jGUeEREpetvYxmpWU4ISvMRLPMET+qKZOBGzR8HMSgLDgA5AI+AiM2sUtdjdwFjnXDOgJ/B0rPKIiEjR+4M/6EAHWtOa7WynJCUxzHcsCcWyL+UkYKlzbjmAmY0BugILI5ZxQJXw96rAzzHMIyIiRWgta+lAB77hG0YykrKU9R1JosSyyB8KrIy4vQo4OWqZgcBkM7sJqAi0yWlFZtYb6A1Qp44+SEFExLeVrCSNNFawgrd5m0508h1JcuD7oslFwEvOuVpAR+AVM9sjk3NuuHOuuXOueY0aNYo9pIiI7O5mbuZnfmYSk1Tg41gsW/KrgdoRt2uF0yJdDbQHcM59YmblgOrAmhjmEhGRffQsz/IzP9OUpr6jSB5i2ZL/AmhoZvXMrAzBwLrxUcv8BLQGMLOjgXLA2hhmEhGRQprBDHrSkx3soAY1VOATQMyKvHMuE+gDTAK+JxhFv8DM7jOzLuFi/YFrzewbYDTQyznnYpVJREQK513epT3t+ZZv2cAG33GkgGL6SQXOuYnAxKhp90T8vhBoEcsMIiKyb17lVXrRi+M5nolMpDrVfUeSAvI98E5EROLYCEZwGZdxJmcylakq8AlGRV5ERHJ1AidwOZczgQlUprLvOLKXVORFRGQ3WWTxHu8B0IxmjGQk5SjnOZUUhoq8iIjskkEGV3AFnenMNKb5jiP7SF8RJCIiAGxlKz3owbu8ywM8QCta+Y4k+0hFXkRE2MQmutCFWcziaZ7mBm7wHUmKgIq8iIgwm9l8xmeMYhQ96ek7jhQRFXkRkRS2gx2UoQyd6MRSllKLWr4jSRHSwDsRkRT1f/wfR3M0k5gEoAKfhFTkRURS0Fzmcjqn8yd/cjAH+44jMaIiLyKSYqYxjbM4i0pUYjaz9UUzSUxFXkQkhcxnPh3oQB3qMJvZNKCB70gSQyryIiIppDGNGcQgZjKTQznUdxyJMRV5EZEU8AzPsJSlGMbt3M4BHOA7khQDFXkRkSTmcPyTf3IDNzCUob7jSDHT++RFRJJUFlncxE08zdNcxVU8xmO+I0kxU0teRCQJZZDBpVzK0zzNLdzCCEZQSu26lKMiLyKShHawgxWsYAhDeIRHMMx3JPFAp3UiIklkE5soQQkqU5npTKcMZXxHEo/UkhcRSRK/8RutaMWFXIjDqcCLiryISDJYwQpa0pLFLKYf/dQ9L4C660VEEt5CFpJGGn/yJx/yIadxmu9IEidU5EVEElgWWfSkJzvZyQxm0IQmviNJHFGRFxFJYCUowWhGU45yHM7hvuNInNE1eRGRBPQ2b3Mbt+FwNKaxCrzkSEVeRCTBvMiLdKc7s5jFVrb6jiNxTN31CarpoMls2ppRJOuqWr50kaxHRGLvMR6jP/1JI403eZMKVPAdSeKYinyC2rQ1gxVDOvmOISLFaBCDGMhALuACXuEVylLWdySJc+quFxFJEE1owvVcz2hGq8BLgajIi4jEsR3sYAYzAOhGN/7LfylJSc+pJFGoyIuIxKktbKErXWlDG5az3HccSUC6Ji8iEoc2sIFzOIdP+ZRneZb61PcdSRKQiryISJz5lV9pRzu+53te53XO53zfkSRBqciLiMSZ0YxmGcuYwATa0tZ3HElguiYvIhIndrITgH7041u+VYGXfaYiLyISBz7lUxrRiO/5HsN0DV6KhIq8iIhnH/IhbWjDTnZSjnK+40gSUZEXEfFoHOPoRCcO53BmM5t61PMdSZKIiryIiCeTmEQPenAiJzKd6RzMwb4jSZJRkRcR8eQMzmAAA5jMZKpRzXccSUIq8iIixcjhGMpQNrKR8pTnAR6gIhV9x5IkpSIvIlJMdrKT67mem7mZF3nRdxxJAfowHBGRYrCDHVzKpbzBG9zFXfSjn+9IkgJU5EVEYuxP/uQ8zmMyk3mUR/kH//AdSVKEiryISIxtZCNLWMILvMCVXOk7jqQQFXkRkRj5nd+pRjUO5VAWslAfdCPFTgPvRERiYDnLOZmTuZVbAVTgxQsVeRGRIvYd39GCFmxkIz3p6TuOpDAVeRGRIvQxH3MGZ1CSksxiFidxku9IksJ0TV5EpIhsZjNd6UoNavAhH3IYh/mOJClORV5EpIhUohJjGUsjGnEQB/mOI6IiLyKyr57jOQzjGq7hLM7yHUdkF12TFxHZBw/zML3pzXjG43C+44jsRkVeRKQQHI7buI0BDOBiLuZ//A/DfMcS2Y2660VE9pLDcS3X8jzPcyM3MpShlFCbSeKQnpUiInvJMOpTn3/yT/7Df1TgJW6pJS8iUkCb2cwyltGUptzJnb7jiORLp58iIgWwjnW0Cf+lk+47jkiBqCUvIpKP1awmjTSWsYzXeZ3KVPYdSaRAVORFRPKwhCWkkcbv/M77vK/3wUtCUZEXEcnDozxKOulMYxrNae47jshe0TV5EZEcZJEFwJM8yWd8pgIvCUlFXkQkyvu8z8mczDrWUZayHM7hviOJFIqKvIhIhNGMpgtd2Bn+E0lkKvIiIqH/8l8u4RJO4zSmMY0DOdB3JJF9oiIvIgKMYAR/4290ohMf8AFVqeo7ksg+U5EXEQE60YlbuZU3eZPylPcdR6RIqMiLSMrKJJNhDCOTTGpSk3/xL0pT2ncskSKjIi8iKWkb27iAC+hDHyYwwXcckZjQh+GISMpJJ52udGUa0xjKULrS1XckkZhQkReRlPI7v9ORjnzFV7zCK1zKpb4jicSMiryIpJQVrOAHfuAt3qIznX3HEYkpFXkRSQkb2EA1qtGc5vzAD1Siku9IIjGngXcikvS+5muO4iiGMxxABV5SRkyLvJm1N7NFZrbUzAbkssyFZrbQzBaY2ahY5hGR1DOLWbSiFWUpSyta+Y4jUqxi1l1vZiWBYUBbYBXwhZmNd84tjFimIXAH0MI5t8HM9BmSIlJkJjCB8zmfutRlMpOpTW3fkUSKVSxb8icBS51zy51zO4AxsMf7VK4FhjnnNgA459bEMI+IpJAVrKAb3WhMY2YyUwVeUlIsi/yhwMqI26vCaZGOAI4wszlm9qmZtc9pRWbW28zmmtnctWvXxiiuiCSTutTlVV7lIz6iBjV8xxHxwvfAu1JAQ6AVcBHwnJntF72Qc264c665c655jRp6sYpIzhyOB3mQ6UwH4EIupApV/IYS8SiWRX417NY/ViucFmkVMN45l+Gc+wFYTFD0RUT2ShZZ9KMfd3EX4xjnO45IXIhlkf8CaGhm9cysDNATGB+1zNsErXjMrDpB9/3yGGYSkSSUQQa96MVQhtKPfgxlqO9IInEhZkXeOZcJ9AEmAd8DY51zC8zsPjPrEi42CVhnZguBacCtzrl1scokIslnO9s5n/N5hVcYzGAe4zFKeL8SKRIfYvqJd865icDEqGn3RPzugH+EPyIie600palCFZ7iKW7kRt9xROKKPtZWRBLSWtayla3UoQ4v8zKG+Y4kEndU5EUk4axkJW1pSznK8RVfqXteJBcq8iKSUBaxiLa0ZRObeI/3VOBF8qAiLyIJ4yu+oj3tMYzpTKcZzXxHEolrKvIikhAcjlu4hQpU4EM+pKE+UkMkXyryIhL3HA7DeJ3X2c52alHLdySRhKCLWSIS117hFc7lXHawgxrUUIEX2Qtqyce5poMms2lrxh7Tq5Yv7SGNSPEaylBu5mbO5mx2sIMylPEdSSShqMjHuU1bM1gxpJPvGCLFyuEYFP7rRjdGMYpylPMdSyThqLteROLOvdzLIAZxJVcylrEq8CKFpJa8iMSdbnQjiywGM1ifZCeyD9SSF5G4sJWtvMqrADSjGfdzvwq8yD5SkRcR7zaxifa053Iu5xu+8R1HJGmou15EvFrDGtrTnu/4jtGMpilNfUcSSRoq8iLizY/8SBpprGQl4xlPBzr4jiSSVFTkRcSbuczld37nQz6kBS18xxFJOromLyLFLp10ALrTnWUsU4EXiZG9LvJmVsLMLolFGBFJftOYRj3q8REfAbAf+/kNJJLEci3yZlbFzO4ws6fMLM0CNwHLgQuLL6KIJIu3eZsOdOBgDuYojvIdRyTp5XVN/hVgA/AJcA1wJ2DAuc65ebGPJiLJZCQjuYqrOJETmchE9md/35FEkl5eRb6+c+5YADMbAfwC1HHObSuWZCKSNGYxi170og1teIu3qEQl35FEUkJe1+R3ffWZc24nsEoFXkQKoyUteYZneI/3VOBFilFeRb6pmf1hZulmlg40ibj9R3EFFJHElEUWd3EXy1iGYVzHdZSlrO9YIikl1+5651zJ4gwiIskjgwyu4ApGM5r92I9budV3JJGUlGuRN7NywPVAA+Bb4AXnXGZxBRORxLSFLVzABUxkIkMYogIv4lFeA+9GElyXnwV0BBoDNxdHKBFJTJvYxDmcwxzmMJzhXMu1viOJpLS8inyjiNH1zwOfF08kEUlUJSlJCUowhjFcqI/TEPEuryIfObo+00zf6ywiOfuRH9mf/alMZaYzXd8DLxIn8hpdf1w4mv4Pja4XkdwsZCGncRpXcRWACrxIHMmrJf+Nc65ZsSVJcU0HTWbT1ow9plctX9pDGpGC+ZzP6UAHylCGe7jHdxwRiZJXkXfFlkLYtDWDFUM6+Y4hUmBTmUpXunIQB/EhH1Kf+r4jiUiUvIr8gWb2j9xmOucei0EeEUkAO9jBtVxLPeoxmcnUpKbvSCKSg7yKfEmgEugCm4jsrgxlmMhEDuRAfdGMSBzLq8j/4py7r9iSiEjce5RHWc1qHuVRfVWsSALIa3S9WvAiAoDDcRd3cQu3sIpV7GSn70giUgB5teRbF1uKFKJR9JJodrKTG7mRZ3mW3vTmaZ6mJPpqC5FEkNcX1KwvziCpQqPoJdFcxVW8zMvcwR08wAN6H7xIAsmrJS8iQle6cizHcgu3+I4iIntJRT5G1C0viWwDG/iET+hIR87jPN9xRKSQVOT3UV7FXN3ykoh+4Rfa0Y5lLOMHfuBADvQdSUQKSUV+H+kauyST5SynLW35jd94h3dU4EUSnIq8iAAwn/mkkcY2tjGVqZzMyb4jicg+UpEXEQDGMx7DmMUsGtPYdxwRKQJ5fRiOiKSArWwF4A7uYB7zVOBFkoiKvEgKG8c4GtCARSzCMGpQw3ckESlCKvIiKeo5nqMHPahLXQ2wE0lSKvIiKehhHqY3vUkjjclMphrVfEcSkRhQkRdJMS/zMgMYQE968g7vUJGKviOJSIxodL1IirmAC1jPem7iJn3RjEiSU0teJAVsZzt3cicb2Uh5ytOPfirwIilARV4kyW1mM53pzEM8xAd84DuOiBQjddeLJLH1rKcTnficz3mBF+hJT9+RRKQYqciLJKlf+IU00ljMYsYxjm508x1JRIqZirxIksokkyyyeJ/3OZuzfccREQ9U5EWSzA/8QB3qUJvafMu3GmAnksI08E4kiXzMxxzP8dzDPQAq8CIpTkVeJElMYhJtaUsNatCb3r7jiEgcUJEXSQJjGUtnOnMERzCLWRzGYb4jiUgcUJEXSXBrWctVXMUpnMJ0pnMQB/mOJCJxQgPvRBJcDWowhSk0oQkVqOA7jojEEbXkRRKQw3EbtzGCEQCcwikq8CKyBxV5kQSTSSbXcA2P8Ajf8Z3vOCISx1TkRRLIdrbTgx68wAvcwz08wRO+I4lIHNM1eZEEkUkm53AOU5jC4zxOP/r5jiQicU5FXiRBlKIUZ3M2l3EZl3O57zgikgBU5EXi3GpW8zM/cyIncgd3+I4jIglERV4kji1hCW1pi8OxhCWUoYzvSCKSQFTkReLUPObRjnZkkcUHfKACLyJ7TaPrReLQbGbTilaUoQyzmMUJnOA7kogkIBV5kTj0LM9yEAcxhzkcxVG+44hIglJ3vUgc2cEOylCGEYwgnXSqU913JBFJYGrJi8SJ//JfTuAE1rOespRVgReRfaYiL+KZw/EAD/A3/kY96lGe8r4jiUiSiGmRN7P2ZrbIzJaa2YA8lutuZs7Mmscyj0i8ySKL/vTnbu7mMi7jf/xPRV5EikzMiryZlQSGAR2ARsBFZtYoh+UqAzcDn8Uqi0i8GsxgHudx+tKXl3iJ0pT2HUlEkkgsB96dBCx1zi0HMLMxQFdgYdRyg4GHgVtjmEUkLvWmN/uxH33pi2G+44hIkolld/2hwMqI26vCabuY2fFAbefchBjmEIkr6aQzmMFkkklNanIzN6vAi0hMeHsLnZmVAB4DehVg2d5Ab4A6derENphIDP3O73SgA1/zNWdzNi1o4TuSiCSxWLbkVwO1I27XCqdlqwwcA0w3sxXAKcD4nAbfOeeGO+eaO+ea16hRI4aRRWJnJSs5ndOZz3ze5m0VeBGJuVi25L8AGppZPYLi3hO4OHumc24T/PVGYDObDtzinJsbw0wiXixmMW1py0Y2MolJnMEZviOJSAqIWUveOZcJ9AEmAd8DY51zC8zsPjPrEqvtisSjDWygJCWZznQVeBEpNjG9Ju+cmwhMjJp2Ty7LtoplFhEfVrKS2tTmZE5mEYv0FjkRKVb6xDuRGJnABI7gCF7hFQAVeBEpdiryIjHwGq9xLudyDMfQgQ6+44hIilKRFyliT/EUl3Ipp3M6H/GRvmhGRLxRkRcpQt/wDTdxE13pykQmUpnKviOJSArT98mLFKGmNOV93qcNbSill5eIeKaWvMg+yiCD3vRmBjMAaE97FXgRiQsq8iL7YCtb6U53nuM5Pudz33FERHaj5oZIIf3BH3ShCzOZyTCG8Tf+5juSiMhuVORFCmETmzibs/mWb3mN17iIi3xHEhHZg7rrRQqhMpVpRjPe4R0VeBGJW2rJi+yFRSyiHOU4jMMYwQjfcURE8qSWvEgBfcmXtKQll3EZDuc7johIvlTkRQpgOtM5i7OoSEWe53kM8x1JRCRfKvIi+RjPeNrTntrUZg5zaEhD35FERApERV4kD1lk8QAP0IQmzGQmh3Ko70giIgWmgXciucgkk1KU4j3eoxzl9Dn0IpJw1JIXieJw3MM9dKUrO9hBDWqowItIQlKRF4mQRRZ96ctgBnMwB1NCLxERSWA6gomEMsjgci7nKZ6iP/0ZwQh90YyIJDQVeZFQb3rzGq/xIA/yCI/obXIikvDUTBEJ9aUvp3Ea13Kt7ygiIkVCLXlJaWtYw9M8DUAzmqnAi0hSUUteUtaP/Ehb2rKKVXSkI3Wp6zuSiEiRUkteUtJCFtKCFqxlLR/yoQq8iCQlteQl5XzBF3SgA6UoxQxm0IQmviOJiMSEWvKScpaxjKpUZTazVeBFJKmpyEvK+I3fAOhJTxawgAY08JxIRCS2VOQlJbzES9SjHnOYA0A5ynlOJCISeyrykvQe4zGu5Epa0pKmNPUdR0Sk2KjIS9JyOO7mbvrTn/M5n3d5l0pU8h1LRKTYqMhL0nqLt3iAB7iGaxjDGMpS1nckEZFipbfQSdLqRjfe4A26012fQy8iKUkteUkqW9hCL3qxjGUYxvmcrwIvIilLRV6SxkY2kkYaL/Myn/GZ7zgiIt6pu16Swm/8RjvasZCFvM7rXMAFviOJiHinIi8JbyUrOZuz+ZmfeY/3SCPNdyQRkbig7npJeNWoRkMaMoUpKvAiIhHUkpeE9TVf04AGVKYyE5noO46ISNxRS14S0hSmcDqn049+vqOIiMQtFXlJOG/yJp3oRH3qcz/3+44jIhK3VOQlobzAC1zABZzACcxgBjWp6TuSiEjcUpGXhJFOOv/kn7SlLR/yIdWo5juSiEhc08A7iXsOB0BlKjOLWdSiFmUo4zmViEj8U0te4tpOdnIDN9Cf/jgc9amvAi8iUkAq8hK3drCDi7mYZ3mWcpTzHUdEJOGou17i0p/8SXe6M4lJPMIj3MItviOJiCQcFXmJOw5HZzozgxmMYARXc7XvSCIiCUnd9RJ3DKMPfRjLWBV4EZF9oJa8xI3lLGce8zgv/CciIvtGRV7iwnd8RzvakUUWaaRRiUq+I4mIJLykL/JNB01m09aMmK2/avnSMVt3qviET+hIRypQgY/4SAVeRKSIJH2R37Q1gxVDOvmOIbmYzGS60Y1DOIQP+ZC61PUdSUQkaWjgnXg1hzk0oAGzmKUCLyJSxFTkxYv1rAdgIAP5mI85mIM9JxIRST4q8lLsHuZhjuIofuAHDKMiFX1HEhFJSiryUmwcjtu5nQEMoA1tOJRDfUcSEUlqST/wTuLDTnZyPdczghHcwA08xVOU0DmmiEhM6SgrxeJxHmcEI7ibuxnGMBV4EZFioJa8FIsbuZFa1KInPX1HERFJGUlT5HP70Bt9WI0/61nPbdzGozxKVaqqwIuIFLOkKfL60Jv48jM/k0YaS1jCJVzCWZzlO5KISMpJuCK/8Oc/qDtgwh7T1WKPH8tYRhva8Du/8z7vq8CLiHiScEV+p3Nqscex+cynLW3JIIOP+IgTOdF3JBGRlKUhzlKkqlCF+tRnFrNU4EVEPFORlyLxFV+xk53UoQ6zmc3RHO07kohIylORl332Oq9zCqfwCI8AYJjnRCIiAiryso+e5Vku4iJO4RRu4AbfcUREJIKKvBSKw/EQD3E919OJTkxiElWp6juWiIhEUJGXQvmBH7iP+7iES3iTNylPed+RREQkSsK9hU78cjgMoz71+ZzPaUxjfQ69iEic0tFZCmwb2zif83me5wE4lmNV4EVE4piO0FIg6aTTiU68yZv8yZ++44iISAGou17ytY51dKADX/EVIxnJ5VzuO5KIiBSAirzkaQtbOIMzWMYy3uRNutDFdyQRESmgmHbXm1l7M1tkZkvNbEAO8/9hZgvN7Fszm2pmh8Uyj+y9ClTgSq7kAz5QgRcRSTDmnIvNis1KAouBtsAq4AvgIufcwohlzgI+c85tMbMbgFbOuR55rbdszYZu+y9LYpJZ/jKPeWxjG6dwiu8oIiIpzcy+dM41L8x9Y9mSPwlY6pxb7pzbAYwBukYu4Jyb5pzbEt78FKgVwzxSQLOYxZmcyXVcRxZZvuOIiEghxbLIHwqsjLi9KpyWm6uB92OYRwpgAhNII42DOZh3eVdvkRMRSWBxcQQ3s0uB5hB+w8me83ub2Vwzm1u8yVLLKEZxLufSiEbMYhZ1qOM7koiI7INYFvnVQO2I27XCabsxszbAXUAX59z2nFbknBvunGte2GsSkj+H423epgUtmMY0DuRA35FERGQfxfItdF8ADc2sHkFx7wlcHLmAmTUDngXaO+fWxDCL5MLhSCedKlThFV4hiyx9Dr2ISJKIWUveOZcJ9AEmAd8DY51zC8zsPjPLfi/WI0Al4A0zm2dm42OVR/aURRZ/5++cxmlsYhNlKasCLyKSRGL6YTjOuYnAxKhp90T83iaW25fcZZLJNVzDSEbSl75UprLvSCIiUsTiYuCdFK/sL5oZyUgGMYgneEKj6EVEkpA+1jYF/Z2/8w7v8B/+Qx/6+I4jIiIxoiKfgv7JP2lDG7rT3XcUERGJIfXRpohVrKI//ckkk0M4RAVeRCQFqMingMUspgUtGMEIFrPYdxwRESkmKvJJ7iu+oiUt2cpWpjOdRjTyHUlERIqJinwSm8UszuIsylOe2cymGc18RxIRkWKkIp/ESlOaIziCOczhCI7wHUdERIqZinwSms98AE7hFD7nc2rpG3xFRFKSinyS+Q//oQlNeJM3ATDMcyIREfFFRT5JOByDGERf+tKVrnSko+9IIiLimT4MJwlkf9HMUIbSi148x3OU0kMrIpLy1JJPAjOZyVCG8nf+zvM8rwIvIiKAWvIJzeEwjFa04hM+4WRO1jV4ERHZRS35BLWJTXSkIzOZCQQj6VXgRUQkkop8AlrDGs7iLKYwhV/4xXccERGJU+quTzA/8RNtactKVvIO72gUvYiI5EpFPoGsZjUtaEE66UxmMi1p6TuSiIjEMXXXJ5Ca1KQb3ZjBDBV4ERHJl1ryCWAmMzks/DeUob7jiIhIglBLPs6NZzxppNGPfr6jiIhIglGRj2Mv8zLncR5NacoIRviOIyIiCUZFPk49yZNcwRW0ohVTmcoBHOA7koiIJBgV+Ti0ne2MZCTncR4TmEAlKvmOJCIiCUgD7+JIFlnsYAflKMdUplKZyvocehERKTS15ONEBhlczuV0pzs72Uk1qqnAi4jIPlGRjwNb2EI3uvEar3E6p1NCD4uIiBQBNRU928hGOtOZOczhWZ6lN719RxIRkSShIu9ZD3rwGZ8xhjFcyIW+44iISBJRkffsIR5iLWtpRzvfUUREJMno4q8H3/M9/+bfABzP8SrwIiISE2rJF7Mv+IIOdKA0pelFL6pT3XckERFJUmrJF6OpTOVszqYKVZjNbBV4ERGJKRX5YvIWb9GRjtSlLrOZzeEc7juSiIgkORX5YrKFLTSnOTOYwSEc4juOiIikAHPO+c6wV8rWbOi2/7LEd4wCW8pSGtAAgJ3spCQlPScSEZFEYmZfOueaF+a+asnHiMNxN3fTmMZ8zdcAKvAiIlKsNLo+Bnaykz704Rme4RquoQlNfEcSEZEUpJZ8EdvBDi7hEp7hGW7ndoYzXC14ERHxQi35IvYyL/M6r/MwD3Mbt/mOIyIiKUxFvohdzdU0oAGtaOU7ioiIpDh11xeBX/mV9rRnGcswTAVeRETigor8PvqBH2hJS2Yxi5/4yXccERGRXdRdvw8WsIC2tGUb25jKVE7hFN+RREREdlGRL6Tv+I5WtKIsZZnJTI7hGN+RREREdqPu+kKqRz3SSGM2s1XgRUQkLqnI76UP+ZDNbKYSlRjNaOpT33ckERGRHKnI74XneZ72tGcQg3xHERERyZeKfAE9wiNcwzWkkcZABvqOIyIiki8V+Xw4HHdwB7dxGz3owTu8Q0Uq+o4lIiKSLxX5fKxhDSMZyXVcx2u8RhnK+I4kIiJSIHoLXS4yyKAkJTmIg/iSLzmYgzHMdywREZECU0s+B3/yJ+dwDrdyKwA1qakCLyIiCUdFPsp61tOWtkxhCo1p7DuOiIhIoam7PsIv/EIaaSxmMW/wBudxnu9IIiIihaYiH8okk9a05id+YiITaU1r35FEROJGRkYGq1atYtu2bb6jJK1y5cpRq1YtSpcuXWTrVJEPlaIUD/IgNanJyZzsO46ISFxZtWoVlStXpm7duphpjFJRc86xbt06Vq1aRb169YpsvSl/Tf4TPuF1XgfgXM5VgRcRycG2bds44IADVOBjxMw44IADirynJKWL/CQm0YY2DGIQGWT4jiMiEtdU4GMrFvs3ZYv8WMbSmc4cwRFMYxqlKbprICIiUvRKlizJcccdxzHHHEPnzp3ZuHHjrnkLFizg7LPP5sgjj6Rhw4YMHjwY59yu+e+//z7NmzenUaNGNGvWjP79++e4jYIulyhSssgPZzg96cnJnMw0pnEQB/mOJCIi+Shfvjzz5s1j/vz57L///gwbNgyArVu30qVLFwYMGMCiRYv45ptv+Pjjj3n66acBmD9/Pn369OHVV19l4cKFzJ07lwYNGuyx/oIul5vMzMyi+UOLUEoW+Z/4ifa0ZxKT2I/9fMcREZG9dOqpp7J69WoARo0aRYsWLUhLSwOgQoUKPPXUUwwZMgSAf/3rX9x1110cddRRQNAjcMMNN+yxzryW69WrF+PGjdu1bKVKlQCYPn06p59+Ol26dKFRo0YMGDBg18kHwMCBA/n3v/8NwCOPPMKJJ55IkyZNuPfee4t0f+QmZYq8w7GSlQAMZjDjGU8FKnhOJSIie2vnzp1MnTqVLl26AEFX/QknnLDbMocffjibN2/mjz/+YP78+XvMz0lBl4v21Vdf8eSTT7J48WJ69OjB2LFjd80bO3YsPXr0YPLkySxZsoTPP/+cefPm8eWXXzJz5sy93tbeSom30O1kJ9dxHe/wDt/yLTWpSanU+NNFRGKi7oAJRb7OFUM65Tl/69atHHfccaxevZqjjz6atm3bFnmGwjjppJN2ve2tWbNmrFmzhp9//pm1a9dSrVo1ateuzZNPPsnkyZNp1qwZAJs3b2bJkiWcccYZMc2W9JVuO9u5hEv4H//jbu7mYA72HUlEJOHlV5BjIfua/JYtW2jXrh3Dhg2jb9++NGrUaI9W8fLly6lUqRJVqlShcePGfPnllzRt2jTP9ee1XKlSpcjKygIgKyuLHTt27JpXseLuXz9+wQUXMG7cOH799Vd69OgBBO+Dv+OOO7juuusK9bcXVlJ3129mM53pzP/4H4/zOIMZrC+aERFJcBUqVGDo0KE8+uijZGZmcskllzB79mymTJkCBC3+vn37cttttwFw66238uCDD7J48WIgKNLPPPPMHuvNa7m6devy5ZdfAjB+/HgyMnJ/23WPHj0YM2YM48aN44ILLgCgXbt2vPDCC2zevBmA1atXs2bNmqLYHXlK6iJ/P/fzER/xEi/Rj36+44iISBFp1qwZTZo0YfTo0ZQvX5533nmH+++/nyOPPJJjjz2WE088kT59+gDQpEkTnnjiCS666CKOPvpojjnmGJYvX77HOvNa7tprr2XGjBk0bdqUTz75ZI/We6TGjRuTnp7OoYceSs2aNQFIS0vj4osv5tRTT+XYY4/l/PPPJz09PQZ7ZncW+T7CRFC2ZkO3/ZclBVp2C1v4jM84i7NinEpEJLl9//33HH300b5jJL2c9rOZfemca16Y9SVdS34pSzmP89jEJipQQQVeRERSVlINvPuGb2hHOzLJ5Cd+4liO9R1JRETEm6Rpyc9hDmdyJqUpzSxmqcCLiEjKS4oi/xEf0Za2HMRBzGEOR6PrRiIiRS3RxnAlmljs36Qo8g1oQFvaMotZ1KGO7zgiIkmnXLlyrFu3ToU+RrK/T75cuXJFut6EHl3/IR/SmtaUSI5zFRGRuJWRkcGqVauK/PvO5S/lypWjVq1alC69+7ei7svo+pgOvDOz9sCTQElghHNuSNT8ssDLwAnAOqCHc25Ffut1OB7iIe7iLp7hGa6jeD9BSEQk1ZQuXXrXR7dK4ohZE9jMSgLDgA5AI+AiM2sUtdjVwAbnXAPgceDhgqz7Fm7hLu7iUi7lKq4qytgiIiJJI5b93CcBS51zy51zO4AxQNeoZboCI8PfxwGtzSzPz53NrPYbj/EYN3ETIxlJaUrntbiIiEjKimWRPxTC73YNrAqn5biMcy4T2AQckNdKs8pvZiADeZIndS1eREQkDwnxYThm1hvoHd7cPtAGzh/IQI+Jkl514HffIVKA9nPsaR/HnvZx7B1Z2DvGssivBmpH3K4VTstpmVVmVgqoSjAAbzfOueHAcAAzm1vYUYZSMNrHxUP7Ofa0j2NP+zj2zGxuYe8by/7uL4CGZlbPzMoAPYHxUcuMB64Ifz8f+Mgl2nv6RERE4lTMWvLOuUwz6wNMIngL3QvOuQVmdh8w1zk3HngeeMXMlgLrCU4EREREpAjE9Jq8c24iMDFq2j0Rv28DLtjL1Q4vgmiSN+3j4qH9HHvax7GnfRx7hd7HCfeJdyIiIlIweg+aiIhIkorbIm9m7c1skZktNbMBOcwva2avh/M/M7O6HmImtALs43+Y2UIz+9bMpprZYT5yJrL89nHEct3NzJmZRikXQkH2s5ldGD6fF5jZqOLOmOgKcLyoY2bTzOzr8JjR0UfORGZmL5jZGjObn8t8M7Oh4WPwrZkdn+9KnXNx90MwUG8ZUB8oA3wDNIpa5m/AM+HvPYHXfedOpJ8C7uOzgArh7zdoHxf9Pg6XqwzMBD4FmvvOnWg/BXwuNwS+BqqFtw/0nTuRfgq4j4cDN4S/NwJW+M6daD/AGcDxwPxc5ncE3gcMOAX4LL91xmtLPiYfiSu7yXcfO+emOee2hDc/JfisAym4gjyPAQYTfG+Dvt6rcAqyn68FhjnnNgA459YUc8ZEV5B97IAq4e9VgZ+LMV9ScM7NJHinWW66Ai+7wKfAfmZWM691xmuRj8lH4spuCrKPI11NcAYpBZfvPg6722o75yYUZ7AkU5Dn8hHAEWY2x8w+Db8hUwquIPt4IHCpma0ieFfVTcUTLaXs7XE7MT7WVvwys0uB5sCZvrMkEzMrATwG9PIcJRWUIuiyb0XQIzXTzI51zm30GSrJXAS85Jx71MxOJfgMlGOcc1m+g6WyeG3J781H4pLXR+JKrgqyjzGzNsBdQBfn3PZiypYs8tvHlYFjgOlmtoLgGtt4Db7bawV5Lq8CxjvnMpxzPwCLCYq+FExB9vHVwFgA59wnQDmCz7WXolOg43akeC3y+kjc2Mt3H5tZM+BZggKva5h7L8997Jzb5Jyr7pyr65yrSzDuoYtzrtCfU52iCnK8eJugFY+ZVSfovl9ejBkTXUH28U9AawAzO5qgyK8t1pTJbzxweTjK/hRgk3Pul7zuEJfd9U4fiRtzBdzHjwCVgDfCMY0/Oee6eAudYAq4j2UfFXA/TwLSzGwhsBO41Tmnnr8CKuA+7g88Z2Z/JxiE10sNr71jZqMJTkarh2Mb7gVKAzjnniEY69ARWApsAa7Md516DERERJJTvHbXi4iIyD5SkRcREUlSKvIiIiJJSkVeREQkSanIi4iIJCkVeREBwMx2mtm8iJ+6ZtbKzDaFt783s3vDZSOn/5+Z/dt3fhHZU1y+T15EvNjqnDsuckL4Fc6znHPnmFlFYJ6ZvRvOzp5eHvjazN5yzs0p3sgikhe15EWkQJxzfwJfAg2ipm8F5pHPF2WISPFTkReRbOUjuurfip5pZgcQfL7+gqjp1Qg+B35m8cQUkYJSd72IZNujuz50upl9DWQBQ8KPM20VTv+GoMA/4Zz7tdiSikiBqMiLSH5mOefOyW26mdUDPjWzsc65ecWcTUTyoO56Edkn4Ve3DgFu951FRHanIi8iReEZ4IxwNL6IxAl9C52IiEiSUkteREQkSanIi4iIJCkVeRERkSSlIi8iIpKkVORFRESSlIq8iIhIklKRFxERSVIq8iIiIknq/wFMz2FTPAFiFQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "vals = [\"sqmean\", \"sqvar\"]\n", "for i in range(2):\n", " fpr, tpr, thresholds, auc_score = plot_roc_curve(y, X[:,i], f\"Background estimation, {vals[i]}, sigma={sigma}\", savefile=f\"plots/approach2/roc_curves/{session.name}_{vals[i]}_sigma{sigma}\", show=False)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3.6.9 64-bit", "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": "3.6.9" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6" } } }, "nbformat": 4, "nbformat_minor": 2 }