{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Locate P, Q, S and T waves in ECG" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This example shows how to use Neurokit to delineate the ECG peaks in Python using NeuroKit. This means detecting and locating all components of the QRS complex, including **P-peaks** and **T-peaks**, as well their **onsets** and **offsets** from an ECG signal.\n", "\n", "This example can be referenced by [citing the package](https://github.com/neuropsychology/NeuroKit#citation)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Load NeuroKit and other useful packages\n", "import neurokit2 as nk\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "%matplotlib inline\n", "plt.rcParams['figure.figsize'] = [8, 5] # Bigger images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, we will use a short segment of ECG signal with sampling rate of 3000 Hz. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Find the R peaks" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Retrieve ECG data from data folder (sampling rate= 1000 Hz)\n", "ecg_signal = nk.data(dataset=\"ecg_3000hz\")['ECG']\n", "# Extract R-peaks locations\n", "_, rpeaks = nk.ecg_peaks(ecg_signal, sampling_rate=3000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The [ecg_peaks()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.ecg_peaks>) function will return a dictionary contains the samples at which R-peaks are located. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's visualize the R-peaks location in the signal to make sure it got detected correctly." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualize R-peaks in ECG signal\n", "plot = nk.events_plot(rpeaks['ECG_R_Peaks'], ecg_signal)\n", "\n", "# Zooming into the first 5 R-peaks\n", "plot = nk.events_plot(rpeaks['ECG_R_Peaks'][:5], ecg_signal[:20000])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visually, the R-peaks seem to have been correctly identified. You can also explore searching for R-peaks using different methods provided by Neurokit [ecg_peaks()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.ecg_peaks>)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Locate other waves (P, Q, S, T) and their onset and offset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In [ecg_delineate()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.ecg_delineate>), Neurokit implements different methods to segment the QRS complexes. There are the derivative method and the other methods that make use of Wavelet to delineate the complexes. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Peak method" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, let's take a look at the 'peak' method and its output." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Delineate the ECG signal\n", "_, waves_peak = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method=\"peak\")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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xE0muUJy21g/4auWfKGtMhgcCY9hHEqrssAVBeEUQhEpBEPaG+LsgCMI/BEE4KgjCbkEQJqrBG0WE0BW3JmeKea2GOFrVzCbXYz5awGxz0myxU1jdohmHluiel4EqIBoNTlV0p3ZUa4e9DHgGeD3E3y8Ahri+pgHPu74rQlsrKWNC239PyApvJZaXl0dRUZHn9+LiYvrkyc2iooii61HdbEFLCwf3mqq72sF0B3TJulPsQm6tcYaLmio7bFEUvwNq20hyKfC6KGEjkCYIwmmp5aZMmcKRI0coOn4cq9XKO++8w6JFXXtMojW6coyc4eOze0NDjWCxOTlVazrt+/90L38U3QuRusPOA4p8fi92fVbmm0gQhNuB2wH69esXoaJ1DgaDgWeeeYYlixZJbl233MLIkcNptti7umhRhImuegC1R+6AVMKJmhbS6lvJSooNcF1UDT1Wm/bYivXgmnUM3croTBTFF4EXQXLr6uLihMSFF17I9vPPByBdr8fuMNFkMWGKTyEp3d8POyFTOV+aXu/3e4vFSGtMHI3X3BAwmY1fqpzv0mT/g9TY2DF8PmEehbWpAX7YavAF4yxqGMixCfPonz2EPJU55VwpieP4+vAe0sbMZ/pV/hFvtWhPiziczyfMwybmBvhhK+Hz5UlLHs/Xh3cFrVO4PPJ6GIyj+PrwIU5OXsj4C/wje3c2f3nZ1204ROuY+fSdP0SxjMvLfaAyn9IJ85gyaAzygJdqy9be8jzKJ8xj1tBxpKnMFYoT/Ug+nzCPOnOgH7YW8tyWrKndnqlJ4/j68G7NxmowTr1xFJ9PmEdVS1bP8cMWBGEA8JkoiqOD/O0FYI0oim+7fj8EzBVFsUye1o3u6ocdCruL64Ge6Ydd1tDKjMe+ISXOwO6HztecD+CJ5Qd5fs0xfnn+MH48b7CmXGabg+G/Ww5Exrdz7ZEqbvz3ZmYPzuLNW7Xzw9baX/VYVTPnPvktA7MSWX3fXFXzvuDptRwoa+Tze2Yzqo/8yRFluO31razcX8ELN07i/FG9Vc1bDrcf9us3T+WsCPthD++dzPKfnRURzkj5RtsdTgb/5suIcLnhlvOCrES+UVnOg6E7+GF/AtzkshafDjS0paxPB9hFEbtrsSOKDvSCiMHpAJcLlhsOm/SlFheAXidiwIFQE2gBbKqWvpSgzuGgzsef3Ok00c9RQ6op8OlONfiCccboLPRz1BDXEGgaoZRTzuVwmEiJtZFuaoBq/4y1aE/EVvo5akhqqg9Iq4TPl8feRp3C5ZHXQ3RKHCktyttNXvbEGCvppgZ0Ksi4vNxxBiv9HDUY69QfP6G4DLXajNVgnG75Sm3RZrzK+dqSNbXbU0uuUJzu+S8lSHtGHKIoKv4C3ka6j7Yh3U/fAtwB3OH6uwA8CxwD9gCT28tz0qRJohz79+8P+KyrUGixiIUWiyiKomi2VInVjWVi0669onjwoF+6qoPSl1pcoiiKtc3l4p6vV4otM2YHpH31bOlLCZaUlIhLSko8vx88+W+xfHyBuLn/GE34gnF+u+dZsXx8gVg8bqrqnHKuo8WviP9Z+1dxQ9/Roni2f8ZatOeOoy+K5eMLxP1DJwSkVcLny1NY8mrIOoXLI6/H/hMvi/9Z+1dxR8E4xe0mL/vHm58SN/QdLTZPn6W47PJyL9/+D7F8fIFYM3mG4rzb4/p869Ni+fgCsW7qTNW5QnHuLXxJLB9fIO4aNF4TTjlfW7KmdnseK9aOKxTnvuMvi+XjCyQ5jwCArWIIvajKHbYoite183cR+LEaXFFEHl1qJR4J8m5rLaEORE5fA7fTvWu6ot1P9zZrC11lINpdEH2aNIoooohCI5zZ6iUKtRFV2FF0awin69awG+F0fNck2u1RRBGIqMIOAzfffDNT8vNZOGFCl/BHfDI7DSf8zqCHV48zoYbdFdGFRxRqolv5YZ8uWLp0KUvuvJM7f/hDAPT6RBrMJgwJqSRl+HuNJqrgyZEh88NuthgxxcRTt+TmAB/VyXcq57smJcXv95jY8bw/eSEn6wL9sNXgC8Z5qmEwuycvZHDvQD9spZxyruTESXyxfxepEy5k+vX+z9xr0Z5m5yjen7wQdIF+2Er4fHkyUibzxf4dpE64kIlXjydGBR55PfTGcXyx/wBHZlzC+ItHKcpfXvZNGw5RP+FC7jtvGEmytEryBthd1p8jkxcye1igH7basrW9pB/HJi/k3FHjA/ywtRo76Mfy/uSFNFsD/bC1kGdfWVN7/Mi5UpO0HavBOAXDON6fvJBaczQedkh0dz/sEydOsGjRIvbuleKddIUfdt+CwQzvndL+f1CIoloTc/68OqJ+2H9ZcZBnVx/jvvOG8pNzhmjK1WyxM/r3K4CeFQ/b7Ru7/+HzSYhRf22upR/2pc+uY1dRPR/eNZMJ/dJVzfv217fy1f4K/vWDSSwcra0f9g9e3sT3RyPrh72nuIGLn/meUX1S+PyenhUPu9XqYMSDkXszAeBgeSMLn1rbLeJhn9Y77KWlpQGfnZ+YyHWpqbQ6nZ4wab64NDmZxcnJ1Dkc/Lyiwu9vnvB0HYBV9NorOkU7Bp2IYHOA1Qox3v2M3Sp9N8i3OJ2A1bWoinFd6Bp0TmKwoy8uht4j/dI2uB6ATe0bPl+ZXXpmNdcgiYfD0cgoeynWhviAtGrwBeOMM5gYZS8lqTIZKWaMepxyLpu9gaxEK8ayBigqgr7ejLVoTx1NjLKXklEbGChdCZ8vj2+dhKIiGDRQMY+8HqKzkaxEK73qWxS3m7zsaXFmchur0JcUg0xhK8kbICmmlVH2UuLKe4NMYastWylxEldsWQnIFLZWYwdRkq/M2sD49VrIs5bjJ9JjNRin6JTaM6le3Qd8wsFprbC7EhU2m+cxE5utnpxkuxQP21zjFw+7/rj0XUk87BJZPOzMRDOt5kb63HdvQDzsD2+UviuJCXt/ZSXgXcCYTV/wytePS/Gw//4D1fmCcY7L2cjVXz+JfVUWXOsfD1spp5yrpu4T7p1XK8XY3b/ML8auFu2ZpP+aV75+nFpTKvzyEr+0Svh8eYorP+TeeVLc4Ji9r8J33yrmkdfDZv6Se+fVM2LJG/B9mqJ2k5f9qnENZP3hZQZuT4WN3ysqu7zc5w/byf898RTGb3Ngvn88bLVla9GI3Ux68mli1wbGw9Zq7Aj25bzy9eNSPOyHrlSdU87nK2tqjx85V1Xtx5qO1WCcTqvUnmWNyfDI1coyV4jTWmG3tSOO1+na/Hu6Xt+pHXV3QqQvMc5038coojgt0QMt3rpkJupG01/USvy0RjeSpNMY0VaMoichKs89F1GFHQauu+46rjj7bAoPHyY/P59XX32zq4sUhRL08Bmuh1evW6NLNrliF3L3SHSfEXRaH4l3Fd5++22OWyVrsoExMVis1V0TD7v7yFEUUUQRBNEhevqjO/VhVGGHiUwf32iDPon61hb0iWkkZSb6pUvKUZcLoMkcQ3NMAtU/+gmJsrQz7lXOtyTV3xrSEDOFZdMvo7g+JcAPWw2+YJzH64exYfpljMobGuCHrZRTzpWUOJUPd+8keepipi/xr6EW7dnqHM+y6ZdhNAT6YSvh8+XJSp3Bh7u3kjx1MWOvmxAw0MPhCZSLyXy4ey+7z7qK8Zf7e/x2Nn952b9fd4CqqYu5/4IRyAPIKskbYHtJATunX8b8UeMC/LDVlq3NpwayZ/plXDRuQoAftlZjx6GbwLLpl2Fx9GKMBpxyPl9ZU3v8yLmSk6bx4e4dmo3VYJzoJ7Fs+mU0Wbs+HnZUYYeJFB8lqtfH0WI1Q2wipKX5pYvz/1UxF0CrzUCTLo6kBRcEpB12sXK+eYn+ywC9oYDnU88hJSdQXNTgC8ZZ0ZzH86nncN/MoapzyrniYoew+dQJGDwNLvb37dSiPa3iAJ5PPYc5Q7IC0irh8+VJThzG5lNHYfA0bBeepwqPvB46wyA2nyqmatQsuHiuovzlZT9YWc3OwdO4a/7MgLRK8gYorM1hZeo5jJs7SXHe7XEdq81mbeo5zDhnqupcoTgdgjReR+cFvtGghTz7ypra4yf4WD2u2VgNxoleas9BveTbo8gjeocdJixOJxanEwCn00aMXiTWbgOz2S+dzSx9qcUFYNQ7iRVtGI8eCUhbfUj6UoLjVqvnyB/A4axlhvUYA6qLNOELxplobGSG9RhpRYWqc8q5bPYa8lLNFNQUwyH/jLVoTz11zLAeo3f5yYC0Svh8eSzWak+ddIcCMwyHR14Pp7OWvFQz+RUnFbebvOy9klooqCkm9phyGZeXOz2+mRnWYyQeP6o4745yxReqzxWKUxCl8ZpXcUoTTjmfr6ypPX4iPVaDcYqu+S+/MrA9I45QcTe7+isaDzs4lyiKYm2TFA+7SYVYwcEQEA/2xMs9Oh724VM9Ox62bc5ZqvAEixOsVTzsT7dI8bAbp0XjYXeWc9cxKR727sE9Lx621mM1GOceV3zxnYPGKc+8A6CNeNjRHXYU7aM7WV1ogEj7mXfT14CjiCKKbo6owo4iiq5ChGKHRhcIUUTRMxBV2J1EUVER8+bN47xx4zh//Hiefvrpri5SFFFEEUUUGqE7rXejVuKdhMFg4MknnyR99Giam5q4YsYMzp47mb4Fg7q6aFFE0WMQPRVQgmjj9VREFXYnkZubS25uLs0OB73S0hgxYgTlZfUk9TaiS8wgSWb6n5yrnLOXzK2r0RxDU2wC5Xffx2BZ2rN+q5zvRzLXNF3MNJ6ddQ1ljckBfthq8AXjPFI7klWzrmHSgGEBfthKOeVcCQkzeXfHDhJnXsv0W/3DXWrRni3OSTw76xoS4/oE+GEr4fPl6ZV2Fu/u2ETizGt5/oYJGFXgkddDME7j3R17GHTujYy/epyi/OVlX/PdXspnXsvvLx4Z4IetJG+ATaeGsG7WNVw8fnyAH7basrX+xCA2zrqGKydPDPDD1mrsWJjCs7OuQSQ7wA9bC3n2lTW1x4+cKzFxJu/u2K7ZWA3G6RCk9jTbMxkX/L9EDKe1wj5euizgs9TEUWSkTsHptHGy/K2Av6cljyc9eTx2h4miivf8/jawz9IOcyfp9Zw4cYIdO3Ywc+YcTjQ6ITYeZMHPY1UIV50kU9hmu4FmIY642WcHpC2Yr5xvRkKC3+86fX9eT5pFSlaguKjBF4yzxtSb15NmkT0x0A9bKaecKyZmADtLjsGA8TDfP3Mt2tMm5vN60qyg8ZGV8PnyJCUUsLPkAAwYj3XeuarwBJOLnSUnqR/SG+bPU5S/vOyFtWXsGDCeptmBfthK8gYoashiZdIsZs0I9MNWW7ZO1GXxfdIsFswK9MPWauw46MvrSbMYmx8YDlILefaVNbXHj5wrNmYAO0uOajZWg3E6df14PWkWQ7KT1CFQgOgddpioamxk8RVX8NRTT5GUFE+swUm8zQImk186m0n6UoJWp5NWPz9sB/Gilfh9ewLSlu+UvpTggMXCAYvF87vTUckCy36GlR/ThC8YZ0psHQss+8k6ul91TjmX3VZBQaaJkRWFsNM/Yy3a00A1Cyz76XfqcEBaJXy+PK2Wck+d9Lt3qcITIBdOqd0Glx5V3G7ysvdOamJkRaEqMi4vd6/EBhZY9pN8cK/ivNvjyk5qZIFlPwn7tRmrwTgFsYoFlv0MLA70YddCnn1lTe3xI+eyajxWg3G623NQSWB7Rhyh/L068wUsBA4BR4FfB/l7P2A1sAPYDVzYXp7d2Q/barWKc+bPFx944glRFLvOD7sxQn7Ye4/3bD/sgyf/HVE/7O1HXH7YwyYGpNXCD9sye44qPMHkQis/7E82u/ywVZDxM80Pe6fLz78n+mEfOqXtWA3GuftYD/LDFgRBDzwLXACMBK4TBGGkLNlvgfdEUZwAXAs8p5S3qyCKIrfccguDhg/n1p/9rKuLE0UUPRsa2E9FDdqiOF2hxpH4VOCoKIqFoihagXeAS2VpRMB9m5sKlKrA2yVYt24db7zxBhvWrOGiKVMYP348y79c2TWFiU48UXQlNJS/CLmoRw7RsXraojt1nRpGZ3mA7yPTxcA0WZqHgK8EQbgbSASCmgcIgnA7cDtAv379VCia+pg9ezaiKIYMrykSjUMbxZkC7aYyLXfBXbEY6E6T/mmNM7whI2V0dh2wTBTFfOBC4A1BEAK4RVF8URTFyaIoTu7VK9CCNoouwhk+SKLoWejpR+I9vHpnNNTYYZcAfX1+z3d95otbkAzTEEVxgyAIcUAWUKkCf5cgx+BtOoMhhZq6ZnRJmQzq5W/6nyJ3IlbIBdBgjqUhNpGSX/2W4bK05/5JOd9PM2TeqcaZPDFnCVUtybyhAV8wzkPVY/lozhJmDRnOFSpzyrni48/i9S3biD9rCR/c5e9GpEV7Njum8sScJaQn9eF3srRK+Hx5cjLO5fV31xN/1hJeumkSmSrwyOshGmbx+pbdFCy8hWdv8HeR6mz+8rL/fc1uis9awqOLRwf4qivJG2DdiWF8NWcJ10ydEHAUqLZsfXtsKKvmLOGGGZOQO5FpNXZandN4Ys4SjIZePKEBp5zPV9bUHj9yroREbcdqME4rM3hizhKcZPKUOhRhQw2FvQUYIgjCQCRFfS1wvSzNKeBcYJkgCCOAOKBKBe4uQ4LOe0Cg18VgtukgJg6S/B9OiVHBdc+XC8Bi12MSYomdGOjb2TfQbbXTmBAX5/+Brg8fJEwiJSNQXNTgC8ZZZ87ig4RJDBo9THVOOZfemMeBikOQPwJm+meuRXtanb35IGESZw8OPEVSwufLkxDXlwMVSZA/Atu0GarwBJOLAxWFtA7IVtxu8rKfqjvFzvwRNE9SLuPycpc1ZbAqYRLnTwj0w1Zbtkoa0/k+YRKLJkxWnSsUp03M5YOESYwL4oethTz7ypra40fOZTDkazpWg3E6Bak9h+b0AD9sURTtwE+AFcABJGvwfYIgPCwIwiWuZPcCtwmCsAt4G1jqMl8/bWFyOjG5fKMdTitxRicJVjM0t/ilszZLX2pxAcQaHCSIFhK3bQ5IW7Re+lKCHWYzO3zieouOUi43bWNcUaBPtBp8wTjT4qq53LSN3nu3q84p57LbShiR08zE4gOw3j9jLdrTKJRzuWkbg4/uDkirhM+Xx2Qu8tTJsGmDKjzB5GJETjOjTuxV3G7ysvdLq2di8QEStyqXcXm5c5Nrudy0jbQdWxTn3R5XXkodl5u2kaIBVyhOA2VcbtrG8OOBfuZayLOvrKk9fuRcVluxpmM1GKcgSvPfyCDtGXGE8vfq6q/u7IctiqHjYTsPRM4Pu0GFWMHBECoe7Ob+YzXhC8YZST/sAxH2w9525IWI+mGbZ2njh72n8CXN/bAbpin3X5aX+8ttkffDrp2iPlcozh092A9b6zcTgnHuPPZiz/HDjuJMwml9KBIaXVStqDdBaPQ4t64oolABp/Vb4l0Bs9nMWWedRZPZjMNu57qrruKB39zd1cWK4jRED13+qILT+8Ksa9GT265LqtaN2jOqsDuJ2NhYvvnmG6piYrDZbNx4zjmcO38Go8aP74LSdCNJiqLjiHZbh9FTlE8PqcYZjq4/9okeiXcSgiCQlCRZC9ptNmw2G4Lf+V10aEbRMURq+GslkVFJ7wSijdUD0PWdeHrvsOfODfzs6qvhrrukqFkXXhj496VLpa/qarjySv+/rVnTIVqHw8GlU6dSePQoP/7xj5k18xyOVDahS85iUHaS30Sc2jdkNh1Gb5kfdl1rLPWxSTh/+yhjZWkXPqWc7/8y/b12Hfqz+e3cOupbE3lfA75gnPuqJvDG3DuYP3IY16jMKeeKiZ/HSxu2Enfu7Xzx0zmqcgXjq7fN5Pm5d5CblsvDsrRK+Hx5emcu5KW31hJ37u28snQyvVXgCZAL3Vm8tGEXBZf8mJeX+EdK72z+8rL/edVOTp57O3+6fDTjZWmV5A3wbeFI/jf3Dn44ewJyTyC1ZWvVkRF8qBFXKM5mxyx+O/cOEuN6BfgNayHPvrKm9viRc8XFaTtWg3G2irP57dw70OvT+Zc6FGHj9FbYXQS9Xs/unTupr69n8eLF7N9/CGdaPhhjId4/lqoxIUQmnUC8zA/b6tDRKsRgGDkkIG3v8cr5RsTG+n8g9GJl7EhSUgPFRQ2+YJyNlnRWxo5k/OBAP2ylnHIuvT6bwpoEyCkA2dWGFu1pdWaxMnYkc/sF+mEr4fPliY/t7amTbcw4VXjk9RCFXhTWJODok6W43eRlL2tKZn9OAaYRYwLSKskboKollVWxI7li2GjFebfHVdmcwvexI7lyuPpcoTjtoiRf4/LTNOGU8/nKmtrjJ2CsGnI0HavBOB1I89+wnGR1CBTg9FbYbe2IExLa/ntWVod31MHQ7HBgSE5m3rx5fPHFZ1y+5DZ0zVZoEiDV+2CBpVH6HpsSIqMOcgEk6fUAxBkcJIlmUr7/Fgou90tbuEr6riSY+wZXTG9PIHfnKW5qXkdZaTJwvup8wTizEsq5qXkd+duqYd5gVTnlXHbbScbnNZK4rhBWxcJ8b8ZatGesroibmteRtK8PUuwcL5Tw+fI0mwo9dYpZI8LlixTzBJOL8XmNFOw5AKscitpNXvZBmTUkrt1DyjozDPZ/605J3gD90qq4qXkdmRtaYPTVivJuj2tAejUFzevIWN8Co9TlCsVpFCT54mA2MEt1Tjmfr6ypPX4Cx+oJTcdqME69KLWntSELOEtZ5gpxeivsLkBVVRVGo5G6hATMra2sXLmSX/ziTtITbMRW1CLYGvwUdlOZ9F2Jwq6SKezUOCvNFhN5zz4JN/kr7O/+KH1XIrQv1NcDXoHVOTbz43XvcqouCbhfdb5gnEMy9rNo3bvYv8+C+5aoyinnslo2cM2Eegb+5R0oX+k3CWjRninGHfx43bvUtabBX3/il1YJny9PVf13XDOhhoF/eYfUohUBCjscHnk9DM4tXDOhgRFPvQmHP1PUbvKyzx3UQK/179D3eAos8VfYSvIGmNr3KBPWvYtx0xq4zV+Jqi1bMwccY5JGXKE4E/Xb+PG6d6lsTgF+pjqnnM9X1tQeP3Iui3kj10yo02ysBuOM023lx+vepbwpBfiFsswVIqqwO4mysjKWLFlCq92O6HRywzXXcOFF53midfVsdL3RRRThQNt+O12l4nQt95kM8QzvtajC7iTGjh3Ljh07AsJrRhFFFOqjp0zPkaxHT2mz7oaud+qKunVF0Sl0B5FVH9EJLjy4261nSkUUUXQ/RBV2FJ1AVLWdjoj2WhRR9AycdkfioijKHirpGvTx8Y02GlKpqmlGSMlmcHYSep90qf3V5QKoaYmhNjYZ6yNPMlGWdtELyvl+n5Xl97tNN4+fzTPRYk3gEw34gnHurpjM8/N+yqJxw7lBZU45lyF2Ac+s3ULs+T/hm/vmqsoVjK/aPJu/zjMzICuXx2RplfD58vTJWsQzr31L7Pk/4bWbpyB/DiAcHnk9rMI8nlm7k4GX/5w3b52uKH952R/9ajuF5/+Ex68YK7OjV5Y3wNdHR/PavJ/yo7kTmKsw7/a4lh8axRsacYXirLedzV/mmUlP6sVzGnDK+XxlTe3xI+eKiTuPZ9Zu1mysBuNssp/FE/NaSYzL4GV1KMLGaaWw4+LiqKmpITMzs8uVdqyPb7ROZ8TqEMBgBFksVWOc/H8q4xJFkZbGZg41iIwYMjggbVag23KnMTAmxu93J+lsiBlEaqpRE75gnC22FDbEDGJ2vwLVOeVcOl06JQ1xkJkPw/wz16I9bWIaG2IGEZcb6IethM+XJzYmy1Mn2+ChqvAEk4uShjgM2RmK201e9uqWRAoz8zENHBSQVkneAHWtSWyIGcQNA5Tn3R5XrUk7rlCcdmcqG2IGMS4nTRNOOZ+vrKk9fuRcgsZjNRinwzX/Dc+O+mF3Cvn5+RQXF1NVVdXVRcHsik8dp9PhdNqob7GiM9s4WBGDzu2nCtgklz5FD6j4cgGcrK6jaeVnZBSNgiH++89Dn0rfh10cPt/qFimm97zERAB04nHubPiGklOpwHmq8wXjzE4s4c6GbxiwvjjAD1spp5zLYT/G1H71JH9zCD51wsXejLVoz3jdSe5s+IbYnYF+2Er4fHmaWg556hS/ogV+4O9SFA5PoFwUMrVfPYO27IRPmxW1m7zsw7OryFy9ncxvamHYjYrKLi93QUYFdzasJntNFYxdqijv9rgGZ1YyZtsaTbhCccbpTnBnwzfY6gL9sLWQZ19ZU3v8yLnsGo/VYJxGQWpPU3XUD7tTMBqNDBw4sKuLAcDS0lIAlvXpw/HSZeyuq2HgD5YxbEAGhu++9aRbNteVfo06XAAHNz3FDWveJXZ9b/iRv8Le8KT0XYnQvtbQAHgF1iDuYOnGj1x+2A+qzheMc1D6IS7c+BF2MQt+8yNVOeVcDus2Fo+tZ+DjH0L1d36TgBbtmRqzh6UbP5L8sLnXL60SPl+e6oYNLB5bw8DHPyStbHWAwg6HR16PGHaweGwjw598H46vVNRu8rLPGtBAr80fkn8qBe70V9hK8gaYmHecCRs/Qr9lA9yzVFHe7XFN7XecSRpxheJMMuxm6caPXH7Y/6c6p5zPV9bUHj9yLrt1q6ZjNRhngm4XSzd+REVTCvJ3KCKNqNFZFJ1A1HwpCi+i0tA90aP7pUdXrn1EFXYUUUQckZ11NAtRGZFqaEkS9Y6OoiPoPn0XVdhRdACR97iNTqVRRBFFFP6IKuwoOoGoaosiiijOLHSnWU8QNTsvU4bJkyeLW7du7epihESZXXo7PNdgwGZvYMZj32Asa2D5z+aQOtTrwtFQJH1XEhfblwvgkn9+ieNkMb9dNJkZcyf4pdWCb1PhCR5+biVWRzwr//4D1fmCcT69ajtfLd/G1VOGs+Qa/7i3SjnlXAdKS7jx35sxljWw4f5zoa83Yy3a87Odh3j+ze8YntubJ+/1t5BRwhdKJt+4ZSqDJ41UzCOvx4ajx7n77Z0MMFv57x0zFbWbvOy3vraVw9uK+PMVY5lzrv9rA0ryBvjZ299xZNsh7jl3POdf4B/HW23ZuvONNZzadUQTrlCcX+09wtPL1tA7LZN//9Y/OJAW8uwra2qPHznXobJSbnh5k2ZjNRjnN/uP8eQr35CemM6bf7hSWeYdgCAI20RRnBzsb6eVlXh3Qq7s4ZTqlhhI6YUzz19alAqPnAugrjWWIkMfLLl5AWm14HOKyewz9CE1OdAPWw2+YJyttgT2GfrQnJ2rOqecCyHZ03++E4AaXMH4bGIi+wx9yMnMDkirhC+UTNr65KvCI6+HiNRuiZlpittNXvYGcxxlKb1UkXF5uZss8ewz9KG1dx/FeXclVyhOh5jEPkMfDGmpAWm1kGdfWVN7/ER6rAbjdCC15/D0rvfDVuVIXBCEhYIgHBIE4aggCL8OkeZqQRD2C4KwTxCE/6jB25X4srmZL5ubAWho3sucgloWHfgO43/f90u3913pSy0ugEn5VdxX8wW9vvgoIK0WfAaOcF/NF5y/d40mfME4+ySf4r6aLxi8+nPVOeVcTvshT//xrn/GWrRnkrGQ+2q+YMqmlQFplfCFksnkj/6nCk8wuZhTUMu8nasVt5u87GN6l7PowHdkf/mR4rLLyz20Vyn31XxBnxUfK867Pa4R2WWacYXijNcf476aL5i97WtNOOV8vrKm9viJ9FgNxhmnk+a/s3d8ozxzhVC8wxYEQQ88CywAioEtgiB8Iorifp80Q5Ac2GaJolgnCELg1uI0w7uNjQBckJREbeNWLhxZw8A/fkFs7UZY4vWN3vq89H30NepwAZw9qIyZf1lOzK6d8PPb/dJqwRfDHq7autzlh/0n1fmCcQ5IO8qwrcuxi1vh4Z+qyinnwr6LC0c2MPCPX0DDJrjGm7EW7ZkWc4Crti53+WE/4JdWCV8omUyvWgd3/lAxT4BcCHu5cGQjw5/4BEq+U9Ru8rJP7ddArx1fkF+aDPf6++EryRtgXO4pJmxdjm7Hdvj1XYrybo9rQt4pJmnEFYoz2bifq7Yud/lh/151Tjmfr6ypPX7kXE77Li4cWa/ZWA3GmaiX2lPyw35IWeYKocYOeypwVBTFQlEUrcA7wKWyNLcBz4qiWAcgimKlCrzdFNrbBHRTswNV0aOrGOnK9ejGjKLLEZWviEENhZ0HFPn8Xuz6zBdDgaGCIKwTBGGjIAgLg2UkCMLtgiBsFQRha3d4frT7IzpS1EC0Fc9Q9FDfwag8q4vu1J6RcusyAEOAucB1wEuCIKTJE4mi+KIoipNFUZzcq1dgYIQozhx0fTw27RDdYEfRkxBR+TrDhVkNhV0CftH78l2f+aIY+EQURZsoiseBw0gKvMehJ8pTV9SpJ7ZjFGcuokpNLfToyrULxX7YgiAYkBTwuUiKegtwvSiK+3zSLASuE0VxiSAIWcAOYLwoijWh8u3ufth1DgcA6Xo9doeJiQ9/hb7OxMpfnE3WAO+NgKla+p6QFSyXznMBnP+3FbSWVfDHxZM5a6a/f60WfOuOFHH/i6sRhHi+/fNVqvMF4/zbV7v4aOUuls4ezs2X+ke0Usop59pTVM4NL29EX2dix4PngU88XC3a84NtR3jqnQ2M75fLP+5e4JdWCV8omXzjlmmMHucf3jEcHnk9vjt8ip+8tZ0BAnzyk9mK2k1e9hv/vYmDe8v461VjOXfOaEVll5f7x2+uY8+uY9x7/jgunT9OUd7tcd322loO7T2uCVcozs93F/LEG9/TLzODN3+9SHVOOZ/Z2szUR1dpMn7kXHuLy7n+Je3GajDOFXuO8+jra8lNS+fd3yiMLNIBaOqHLYqiXRCEnwArAD3wiiiK+wRBeBjYKoriJ66/nScIwn7AAfyyLWV9OsDdmQAGfQKNFiMkpOLMzPRLp1R45FwAzVYjJfpMrGmZAWm14HMSxyl9JqnxgX7YavAF47Q6Yjmlz6Q1JUN1TjmXKMR5+g9Z8Hot2tMuSu05ODktIK0SvlAyac9QR04C5EKU2q0hM0Fxu8nLbrLFUJeQqoqMy8ttshk5pc/Emqa9bLXaYjilz8SiAVcoTodLvtKTAv2wtZBnvY+sqT1+5FwI8ZqO1WCc7vkvMSlFHQIFUOUOWxTFL0RRHCqK4iBRFB91ffagS1kjSviFKIojRVEcI4riO2rwdiU+bGriw6YmAOqadjJ/aDVX7llF3Jtv+KXbuUz6UosLYMaACh6s/JDcDwObUQu+GOEgD1Z+yCU7vtKELxhnfspxHqz8kOHLA32IlXLKuQTHfk//scw/Yy3aMy3mCA9Wfsjs7z8LSKuEL5RMZrwf+OxBODzyesQKB5k/tJqFW5crbjd52SfmlXLlnlX0+TjQsVZJ3gCjcop5sPJD+n/6fkBatWVrTG+Ja4AGXKE4kwyHeLDyQ87Z9KUmnHK+hqZdmo0fOReOfZqO1WCcCa72nB+kPSON6FviYeLjpiY+dnVqfdNOznUr7P+or7B9uQBmDqjgoh2ryVVhMusIX6xwkIt2rOaSnYEPfag1SOScfVOPc9GO1Qxf8YHqnHIuwbnf039aTAJyvrTYI1y0YzUzVVbYoWQyXSWFLa9HnO4Q5w6tZuHWFYrbTV52t8LO//g9xWWXl3t07xIu2rGaAZ+pr0TlXGNyteMKxZliPMxFO1ZzzsYvNOGU8zW27NJs/Mi5cGg7VoNxJhmk9lywOaqwo1CCM9v+QjVEmzGKKMKH2MNHUHeqXVRhq43u1LtRdEtEXEQ0I9SuJoLLr+9MeCQoiig6iqjCjqJd9PhJs6fXL4ozClFxVhndqEGjCltldKO+jSKKHgD1R1T0XYEowkI3eM0pGg87TLQ6nQDE63Q4nTZG/O5LBLON1ffOJbeP1xXFZpK+GxPU4QKY95eV1FbV85erJnHelAK/tFrwrT5Uws/+vZ44YyybHr1Edb5gnH9Zvpc3vznAnXOHcceFY1XllHNtP1nJdS9uRDDbOPjIBZDgzViL9nx7UyGP/28bswb35rnb/WN9K+ELJZNv3TqNSSP8Q2yGwyOvx6r9xfz4re30izey8hdnK2o3edmvfXEDu49U8dcrx7FoxmBFZZeX+9bXNrBlXzG/WTSWq88apijv9riWvrKeHQdLeOCisVxztrpcoTg/2nGC37+9haG903n/F/NV55TztZjNTHzkK03Gj5xr56kqrnlhg2ZjNRjnp7tO8du3NjEoO40P7lvQ1n9VBdF42BrA3ZkAOp0Ri0MPRj1igr+0KBUeOReA1aGnQZeAMz4wcy34EI006BIgJtAPWw2+YJwO0UCDLgFbbLzqnHIuEW//EYH+cyL1nyUmLiCtEr5QMumIU0dOAuTC1W7mmFjF7SYvu92px2yMwx6nvP/l5bY7pfa3R0C2bE4dDboEHCrUo6OcTtfYsWpQv2B8gs6g2fgJHKvacYXidIqSvJiNgeM10ogeiYeJtxsaeLuhAYDahi1cNLKSH2z/nISXX/BLt+U56UstLoCzB5XyeNk79H3n1YC0WvDF6fbweNk7XL35U034gnH2TzvC42XvMPrjt1TnlHPpnbs8/cdz/hlr0Z6ZcQd5vOwd5n3z34C0SvhCyWSvN/6tCo+8HvH6vVw0spLLNnysuN3kZZ/at4gfbP+cAe8tU1x2ebnH5Z7k8bJ3GPLf1xXn3R7XxLxTPF72DoM14ArFmRazn8fL3uGC7wJdIrWQ58bmrZqNHzmX4Nyt6VgNxplilNpz0fcfKs9cIaIKO0ysaGlhRUsLAA0t+5hdUMuig2uJ/8h/kOx7T/pSiwtgct8q5u1eT+6KQAWqBV+c7hjzdq/nvH3facIXjLNPchHzdq9nyLeBvo9KOeVcevGop/94zz9jLdozLfY483avZ8rmVQFplfCFksnMLz5ShUdej3jdMWYX1HLO7m8Vt5u87KNzK1h0cC15KwN91ZXkDTA8u5x5u9fT72vlebfHNcLF1V8DrlCcyUZJvmZt/0YTTjlfs+mAZuMnYKw6j2g6VoNxJhsLmbd7PbN3rlaeuUJEFfZpjO5pfXD6oae3Yzc1U+kYTuey+6CHVOOMRHfqu6jCVhmR6dxuYK4YRRRuaCL0URkPF91JwUShLqIK+7REZIdkdAKIIhgiIRdackTlOorTDVGFHUW3RnRSPQ0Q3QxHESGc6fNB1A9bJQz49ecAfPfLefTLVMm/IARmPvY1pQ1mnr1+IheNzdWUC2Dl/gpue30rqfFGdv3+PM35AB778gAvfFvIT88dws8XDNWUa1NhDde8uBGAE49fpCkXwOsbTvDgx/uYPyKHl5cEdbdUBW6ZfPOWacweolLsQR8s31vGHW9uJz89nu//7xxV877y+fVsPVnHn68Yy9VT+qqa902vbOa7w1U8cukobpwxQNW85bjh5Y2sO1rDw5eO4iaNudx4b2sRv/rvbsb1TePjH8/SnK+h1ca4P0iR/LQeP1tO1HLVvzZEhMuN/20r5t73dzE6L4XP7p7T/n9QiLb8sKM7bJURyYfwI8XVlYu60/3YNShfhAm1kpNI1ENLGY9kN3TTfZE6iGDduqIdu1PXRRV2mHi1vp5X6+sBqK5fz+Vjy7lt0wekPPO0X7r1f5W+1OICWDCsmH8UvUbBa/8KSKsFX6JhF/8oeo2b1gWGCFSDLxjnoPSD/KPoNSa997LqnHIuI9s9/cdf/TPWoj1zEvbyj6LXOO/LNwLSKuELJZN5Lz+rCo+8HsmGXVw+tpzrvntPcbvJyz5zwAlu2/QBQ994ISCtkrwBpuQX8o+i1xj5nxcV590e17S+JySut9TnCsWZGbuHfxS9xmWrAsOqaiHPjS0bNRs/ci6DuE3TsRqMM8PVnou/flt55goRVdhh4luTiW9N0lt4TabDTOlXz7nHNhP/lb/f8OHPpC+1uADG9all2v5tZH8b6MerBV+87iTT9m/jrMObNeELxpmTVMa0/dso2LxGdU45l0E84ek/PvPPWIv2TI0tZtr+bYzb+X1AWiV8oWQyY01gHPNweALkwnCKKf3qmXFgo+J2k5d9aK9qzj22mT7rAn2JleQNMDizkmn7t5GvQt7tcmVJXH3Xq88VijM5pohp+7cxee96TTjlfGbzUc3GT8BYRduxGowzyXiKafu3MXXfBuWZK0RUYauM7nR8oha6pE49sSG7CqdzW/YQM/HTuQu6E870dowq7Ci6N870EaoCtGpCLbvGa3geFYDujkja7Zzp4hBV2Kc1eq709tya+SDqDtWl6Kky1lPrFUU0WlfYiBW8s61OMGK16zAbYhFlUXmMgQFzFHEBWO16bDExYAgS7UkDPlE0YIuJwWKM0YQvGKdDlOpoc6pfx4D6YfD0H/Ha95/TVTerIzYgrRK+UDLpjFOHJ1Au9FjtOkkuFLabvOw2p1R2e6zy/peX2+Z0jR9Be9myu7hEDbhCcXrkK0Zd+QrFJ2DUbPxEeqwG4/S0pzGwPSONqB+2SnD7vH5979kM6pWkKdf0P31NeaOZp68dz6Xj8zTlAvhiTxl3vbWdtAQjOx+MjB/2I5/t59/fH+euuYP41cLhmnKtO1rNDS9vAiLj2/ny2kL++PkBFozM4aWbtPfD/veSyZw7Ikf1/D/ZVco9b++gT2oc6+8/V9W8r/rXeracqNPEV/oHL2/i+6PVPLhoJDfPHqhq3nK4/bB/e9EIbp1T0P5/UAFvbz7F/R/siZgfdmWTmamPfg1oP37WH63m+giOVYB3t5zi//63p+f4YQuCsFAQhEOCIBwVBOHXbaS7QhAEURAE7WapLkY3Xf+ogkjWradydQW0qp97sS8I2p3tn+42Z0IX3HtEXJ59+LTeAHbFUO1O84NihS0Igh54FrgAGAlcJwjCyCDpkoGfApuUcnYHPF9Xx/N1dQBU1n3LtRNKuXvd26T/7XG/dN8+In2pxQWwaNQpXix8kaEvPhWQVgu+FMN2Xix8kdu/DYxNrQZfMM7hvfbxYuGLzPhPYIBbpZxyrlhhi6f/eMQ/Yy3aMy9pNy8WvshFHwf6mCvhCyWTA57/myo88nqkx+zg2gmlLP36DcXtJi/7WQWF3L3ubca88g/FZZeXe9aAo7xY+CLjlinPuz2umS6u8a/9U3WuUJzZCTt5sfBFrv5ymSaccr4W0zrNxk/AWEXbsRqMs1e81J7XLn9NeeYKocYOeypwVBTFQlEUrcA7wKVB0j0CPAGYVeDscmxqbWVTaysALa3HGZfXyKyTu0hY+61fuuNfS19qcQGMyKln3JG99Noc6MerBV+8oYRxR/YytXCnJnzBOLMTKxl3ZC/9d25UnVPOZRSKPf3H1/4Za9GeqXFljDuylxH7twSkVcIXSiYzNq5VhSeoXOQ1MunYDsXtJi97QUYts07uIndroC+xkrwB+qfXMO7IXvK2BfrVqi1bA1xcfTTgCsWZbCxl3JG9jD0UeKWohTxbrSe94+cbf39ztdvToPFYDcaZFCON13GHtynPXCHUUNh5QJHP78WuzzwQBGEi0FcUxc/bykgQhNsFQdgqCMLWqqoqFYoWeUT0KLeH8XQ1ZxTdDz1HDnpOTc44dKOu09ytSxAEHfA34N720oqi+KIoipNFUZzcq1cvrYsWRUfRhQLbjcaKeugplXLV43T1Tusp3SBHl9arRzZq96mUGgq7BPANp5Pv+syNZGA0sEYQhBPAdOCTnmx41lOhoW1RILrPGFEdPaVqPaUeEUG0sU5bdKeuU8MPewswRBCEgUiK+lrgevcfRVFsADyx/QRBWAPcJ4ri6eOzFQSpOu9aR69LoMnSQF18Co70DL90CZnqcgE0W4yYkpKIMaYHpNWCzyHGYkpKot6SrAlfME6rIwZTUhIWZ5rqnHIupxhLk8VAXXwKZPpnrkV72pxSe7YYUgPSKuELJZPWtDRVeILJRZPFTEOC8naTl91ka0UXn0JOinKZk5e71SaNH3RpivPuKJeo02asBuO0O+MwJSXRJKorX6H4BCGeJksTdfEpiJkZficup9tYDcbpaKM9Iw1V/LAFQbgQeArQA6+IovioIAgPA1tFUfxElnYNHVDYp6sf9vKfzWF47xRNuab9aRUVjRaevGocV0zK15QL4OOdJfz0nZ2kJxjZESE/7Ac/3svrG05y+1kFPHDhCE25Vh+q5IevSgZgkfDtfH7NMZ5YfpDzR+Xwwo3a+2E/f8NELhijftx0d9xlLeJhX/2vDWw+UauJ/7LbN/r+C4bzo7MHqZp3KK5fXzCcOzTmcuONDSf43cf7IuaHXVxnYvYTqwE4/McLiDFod9Ma6bEK8MbGk/zuo72MyUvl07tna87Xlh+2Ki+diaL4BfCF7LMHQ6SdqwZnFBE0OuuKGLSi+3t3OpBSBxF9exkN5eQ07ZqulOeeiJ5cN8BTwYheCYZA9C3xMPH32lr+XlsLQEXtKpZMKeZX3y4j69GH/NKtul/6UosL4IqxJ3jj8D8Z/czjAWm14MuM3cwbh//J3Stf0YQvGOfY3nt54/A/mbvs76pzyrkSdRs9/cf9/hlr0Z4DUnfwxuF/ctl7zwSkVcIXSiaHPvUnVXjk9egVv4UlU4q5Y/nLittNXvZzBx/hV98uY/ILf1Fcdnm55w46zBuH/8mUF5Xn3S5XgcQ17SX1uUJx5iZt443D/+TGj/+lCaecz9z6nUfWdL9Rd/xEeqwG4+zjas+bPglsz0gj+pZ4mNhl9rqTm8zFDM9pZmDJQeKFcr90xSqEUPXlAhiU2cTQ40cQdA0BabXgizNU0u/4EeLrA59cVYMvGGdmQg1Djx/BbK8NSKuUU85lFMo9/ccGf3dCLdozNbaawcePUG8OdF1UwhdKJtPtJQFpw+GR1yPBWMXwnGaGn9oPYqmi/OVlz09rJLPkINnmhIC0SvIGyE+tZ+jxI9jFuoC0astWnoZcoTiTjFUMPH6EtOYKTTjlfA57qUfWdBsrVeWL9FgNxpnYRntGGtEddhTtoiuPvHriaZu7TpE6YdOs/yLROT1RAHoYIn3FcyYjqrBVR1R4ozhTEJX17ogef6d8BiOqsNVGDx4s3cDmQhNEvMt6COHpusHuwUO0y6F1257pwT+id9hhIsfgbTqjIYWalibikrMYnpvtly5FBa8rXy6A2tZY6tMziIsNdNXRgs/mTKQ+PYMKZ6C7mhp8wThN1njq0zOwOLMD0irllHM5xCRqWizEJWdBvn+4Ui3a0+xIoD49g3pL4Gt+SvhCyWReTqAPcDg8weSipsVGVWoW5PdWlL+87I0WK9bkLDJ6KZc5ebmbzHHUp2eAvndAWrVlq8ni4tKpzxWK0+qU5KvGmBGQVgt5FoRkalpMxCVnIeb5z0mn21gNxulpT0PgOIo0ovGwVYLb5/Wzu2czOk9bB/upj66issnCE1eM4Zop/TTlAm882KykWLb+dr7mfAD3f7CbtzcX8cNZA/j9xaM05Vq5v4LbXpdkLRK+nU+vOsLfVx3mgtG9ef4HkzTjccvkU9eM57IJ6sdNf33DCR78eB/9MhL47lfzVM376hc2sPl4Lb88fxg/njdY1byvfXEDGwu1yVsOtx/2vQuGcve5QzTlcuPVdcf5w6f7I+aHfayqmXOflIIe7X/4fBJitNsHfrWvnNvfkIJwRMoP292eY/NT+eQnXeuHHT0SVxmRWP9EPNxtVxqdRaI9I1zByPtha3Qk3j3X+u2iS/ywI8klyn+IEF8EKKNH4lGEhceqqwG4PyuLsurl3DbjFLmPLCe3+jN4+XlPuuU/k74vfEodLoDrJxYy67l3SD0xEN75t19aLfh6J27ivX3Pc7QmDWQ7bDX4gnFO6rObxftewbk/Dy55Q1VOOVeKcR23zagk95Hl8LOV8JQ3Yy3ac2jmNt7b9xLNO3vDD/7jl1YJXyiZHHOqF/zHP/Z2ODzyeuQnb+a2GTUM/csqKP1YUbvJy37+0DIWvvQRE4+kw7xlisouL/d5Qw9y72dvEHOkn+K82+OaP+QAP/34DYxH+sG56nKF4uyXspn39r1A+aYskO0ItZBnu+UbbptRQu4jyzG2rIB/euOMq92eqRqP1WCc/VK28N6+fwVtz0gjqrDDxCGr1fOz2VpOQaaJgZWFxO2r8UtXvlNdLoB+aS30Lz6JoGsNSKsFX7y+lv7FJ9HX1wSkVYMvGGd6fAP9i0/Sam9SnVPOZRRqPP3HTn/fdi3aMzmmnv7FJ2kwB/rRK+ELJZOpYmVA2nB45PVIMNRSkGlicNkx2KlM7uVl753cRGZlIVm2QD9sJXkD9E5pon/xSWzOFsV5t8eVk6QdVyjOBGMd/YtPktAc6PuthTw7HVUeWdPvqleVL9JjNRhnglGa/+KDtGekET0SP40RuZOarjsT6k7HUVH0EJwpMtUFbh1nStN2FaIK+zRExO+wI8zXlayRQQ95SzyK7onoKrfHIqqwT2dEelz2VEfsKMJCpF9sO50RUaMzz0+R6Zno8iByiN5hh4n+RqPn51hjJqUNLYgZeQwemIPvi9uZQ9XlAqhoiqcipzcJcf3JkaXVgs9sT6EipzdFhjTkTkhq8AXjbDAnUZHTG4szl4Eqc8q5rM5UShtsiBl5TB/q7yanRXu2WJOpyOlNgyUbefZK+ELJZK9+Gci92cPhkdej1ZZMaYODpKx8xg/toyh/edlrTHYaMvJI7JOK3L1WSd4ANaYEKnJ6I+jzFefdHletKZGKnN6gy6evylyhOFtd47WiOYvRGnDK+QQhjdIGM2JGHhMH+7eo2u1p03isBuNstUnjtSwhkzHqUISNqB+2SnD7vH5410wm9NPWwX7yH1dR3Wzh0cWjuWFaf025AF5bf4Lff7KP3ilxbHzgXM35AO57fxf/3VbMjdP788hl8mlHXXyyq5R73t4BRMa3868rDvHM6qOax8MeeP/niCKa+eu/+N0x/vTFQQZkJrDml9r4Yd9z7hB+sUClmViW98/mD+Fn89XNW47rX9rI+mM13HPOYH5x3jBNudx4dvVR/rLiEFMGpPP+HTM15ztQ1sgFT68FYNeD55GaYGznf4SPz3eX8eP/bAci54ftlvNx+al8HPXD7lnoEn9LzXkiv6jzxMOOQIt2lR925Prv9MpXylx7ksj4+GvP0dWIZB27ItCIp37dICB29Eg8TPy+Sgrt9odevSit+pS755wi9zef0vfUe/Cf1zzpPr1d+n7xi+pwAfxw6lHm/O0N4g/2h4/8/Xi14OufuoFPdj5LYU0ayHbYavAF45zZfwdLXnkJy/ZcuOy/qnLKuXrFreXuOTXk/uZTqP0YXvRmrEV7ju61hU92/ov6jdlw04d+aZXwyWXyJ7MlmZx8MEMVOZHXY1D6Ru6eU8/Qh7+EI28rajd52ReNrOCyf/2X0btT4Lz3FJVdXu5FI/bx2w9fRdidDwveVZR3e1wXDt/L/R+8CrvzFNejo5xDMzbyyc7nqVyXBXd8rDqnnE+0reTuOeXk/uZT4io/gFe8b0Oo3Z6ZMWu5e061ZmM1GOfg9I18svM5ytZmwo8/UZa5QkQVdpg4abN5frbYauiTamZgbQlxhc1+6WoOq8sFkJPcSk5FOaLgCEirBV+cvpGcinLsDc0BadXgC8aZGtdMTkU5LTZrQFqlnHIuo67B038c9o+Fq0V7JsY0kVNRTqws7q5SPrlM5qWaGVBbQnKQuOnh8MjrEW9opE+qmb7VxXBYmdzLy56ZYCKztoR0Z2A8dCV5A2QmmMipKMfqtCvOuz2uDDeXwxaQVquxE2+Q5EvfEvhOgxbyLDrrPONHd8Sf83Qbq8E44wzS/Cc0m9QhUIDokXgU3RNnwFFi5Op4+jWmKPuuRd6nY7tEcWYjqrCjaBc9fVqL9D1jT2/PKALRNW5dPRE9u3btIaqwo4giirCg7dQZCYu2no2usZE6M9q2qxC9ww4Tw2JiPD/HxfSmsKaV1uwCBozMJdknXe/x6nIBnKpL5GR+f5ISBiCPsqsFX4s1nZP5/TmRkM5EDfiCcVabUjmZ3x+b2IcClTnlXGZHBoU1TlqzC5g+3t/rW4v2bDCncTK/Pw2WHOSOPkr4gsmkKbuA1EGZAf764fDI69FsSaewBox9BjN+vL//bWfzl5e9rNFJZXYB+vxU5A5pSvIGKGtM5mR+f/SGvgG+0WrLVnmTxKXT5yuuR0c5myySfFWbejFSA045nyj0orDGRmt2AePG9sPXqUvt9rQ4MjUdq8E4m13zX3lzVs/wwxYEYSHwNKAHXhZF8XHZ338B3ArYgSrgZlEUT7aV5+nkh+10ihQ88AUA7/1oBlMHBgaOVxOTHllJTYuVhy8dxU0zBmjKBfDCt8d47MuD5KXFs+7X52jOB/DTd3bw8c5Srp3Sl8evGKsplzveN0TGt/OxLw7wwneFnDs8m38vnaIZT8H9n+MU4ZFLR3GjBnLyj6+P8LeVhynISuSb++aqmvfi59ax41Q9Pzq7gPsvGKFJ3j+ZN5j7ztfWN/rK59ez9WQdd84dxP8tHK4plxtPfnWIf35zlKkDM3jvRzM059tZVM9lz64DYOtv55OVFKsZ10c7SvjZuzuByPlhu/3ax/dN46MIxBfX1A9bEAQ98CxwATASuE4QBPnCbgcwWRTFscB/gT8r5e1OcHaRs2XE/HgjQ+PPGUnfzh5+h60Vn0fuNTh6FTW0Ooukj7+7jSIpY5Gej3w3fdrHwz6zj9zVOBKfChwVRbEQQBCEd4BLgf3uBKIorvZJvxH4gQq8XYr/q5RCFj6RnU1p9YfcN6+UvF98QMHBLPjofU+6D1w1vfxNdbgAfjTzMGc/ugzDjjxY8ZFfWi34hmZ8z4rNz3CiLhVkO2w1+IJxnjNoGz9+6QVa1mfDFZ+ryinnyk/6lvvm1ZP3iw+g+G1405uxFu05MXcjKzY/R+23WbD0S7+0Svh8eYorP+DeeSX0+fkHjN2RqoqcyOsxqtd67pvXxLAHPoEdLytqN3nZrxxbxZLn3mHIpiS48FNFZZeX+8qxe3nify/j2JwL5/v71aotW1eM3ctj/30Z2+ZcuEBdrlCc43I2smLzs1SuzoAfrVCdU86nd6zgvnlV5P3iA5KPvwnvvq0an5yrd/wa7ptXp9lYDcY5PHMdKzY/Q9k3GfDjFW39V82hhsLOA4p8fi8GprWR/hbgy2B/EAThduB2gH791H9KUU1U2L0+nDZ7I5mJVnKbqokp9/cbbixWlwsgI8FKWl0tIvqAtFrwxepNpNXVkt0Q6EuqBl8wzsQYM2l1tRisgStqpZxyLqOuxdN/FPvzadGecYZWqf9anQFplfAFyqSN3KZqEisD/XHD4QlWj8xEK73qq6DYXzY6m7+87KlxZno1VZOsC4wjrSRvgNQ4SbYsjsCjAbVlKyVW4jJrwBWKM84gjVd7S+A7DVrIsyA2e8aPrtSfU+32NAjajtVgnO75z9Yc6LcfaUTUSlwQhB8Ak4G/BPu7KIoviqI4WRTFyb1cr8xEERo9+XAo6gajHjR83FOznKMIH9Fe6blQY4ddAn7Glvmuz/wgCMJ84DfA2aIoWlTg7T7wGSE9+u3grn9KN+Ioa2il3mQDUrq6KGcUtHw4JYrTF2e6PKihsLcAQwRBGIikqK8FrvdNIAjCBOAFYKEoipUqcHYr9HQh6un1awsna7r+OcLuCq/xlhaZa5Gp5ll3KVdXkYohf4lCbShW2KIo2gVB+AmwAsmt6xVRFPcJgvAwsFUUxU+QjsCTgPcFyZv/lCiKlyjl7kqMi4vz/Bwbk8fBCit1ecPJH9eHVJ90+Sp4VfhyARytTiZn4BBSEgaSK0ubMt5KnFEPQe63w+VrMGdxeOAQTtZlMEGWVo36BeOsaErn8MAhWMU8BqnMKedqtvbiYIVAXd5wps8Y7Pe3qrw6AEQxAyHMlyjkfDWmDA4PHEKDJQe5o4+SuvnyJMTlc6jCQm3ecOIGZQXISTg88nrUmbM4WFGHo99IJkz3D/Pa2fzlZT9RB8V5wxmbl8oAWVoleQOcrEslfeAQ9Ia+Ab7RasuWm0un74s8EK5WY6emNZPDA4dQ1dKLURpwyvmc9OZghYO6vOGMnjoAXy9mtdvTZM/mYAVBx6puRCsnqlsQxcywx2owznrX/FfR3CsgvnikEY2HrQIazTbGPvQVAP+5dRozB2dpyjfxkZXUtlj53aKR3DLb+3hAVZOFKY+uYv6IbF5eop5/79OrjvD3VYfpn5nAt7K4x2abA4dTJDFW3Td4fvzWdj7fU8YVE/N58upxquYtx6vrjvOHTyWnBrlvpzvO+cFHFroWQsrxh0/38eq6E5w9tBev3TzV729qtufgB77A7hT57UUjuHWO/PkZ5Xhi+UGeX3OMvhnxrP2Vuv75C5/6joPlTSydOYCHLpGrHWW48Om17C9r1MTHW44Lnl7LgbJGbp09kN8u8vd2NVntxBn06HTq3jU98tl+/v39cSb1T+d/d/rHw958vBabw8ksFeeozcdrufqFDQBsuP8cclPjVctbjve2FPGr/+0GQo/VzQ+cS3ZKXMD/DRdPrTrMU6uO9Aw/7ChA9DH2Dbb8idSiaMsJKbLRqgPq3jq05fs4/HfLGfX7FVjsgRapanBGJh52+2larerVr62j5MXPrWfcH75Shce9ydA6HrYW+WvpSywG/KAdQo39BpONkQ+u4N73d6nO6fX9DuS++oUN3PDyJlX5IumH3RG5KKoL9IpQAs9zA93Ahif6NGmY+Gl5OQBP9+5Ndd3/eGBBBX3veo9hO9JhxWeedC9cYGVjYQ3X/E9g4Wj5Q6Kd5wK4Z85Bzv7dy7AhF75d7kl3ssbEvA8nSjvBx4NmFRbf2Oy1rF73D07Vp4LPDtvhFJn3ofRYaeNv7PRKDn8HKudcOHQrv/zXczStzoKrv/ZLe/+UOsx2B3/fEd4uQc41OH0NDyxopO9d78GRV+B///Okddev9dcO0sNiC+Sb0XcDS9b9k+qVGXCz94kCp1Ok93OD6Q1YH3YSY+jcetqX51T5e/zfOeXk3fUuwzck+8kJwHtXSN+v/p88l47XY1Kf73lgQQtDf/o/2PysX7t1Nn952ZdOqSL9lv/Q/9sEuGSlorLLy33TpD1Mv/8FLGtz4ELv4qiyycz/Ta6jb3oCD29MDZpXZ7mWTN7L9PtfwPxdNizy1mNDYQ3zPpxI/YfANWFRheScnr+Bm9b9k/IV6XDXGk86i93hkWfnn8Swd/Zyvli+4IEFtfS96z3S978En3zkSRuOnLXF1Tf5Gx5Y0NDmWG38YaD7qRLOcTnS/Cdvz65AVGGHiQand1vtdLaSHGsnvbURY71/uhPHzcS2xvDl3lNhK2xfLoCkWDsJzc048SerM1mJbU0jxqbs4ETOZ9RbSWhuJsXkP8DLG6W6gfIdqJwz1iBxOizGgLR1FU6UmKzLuQw6i6f/qPHn89TPFn795HwxegsJzc0kmfwXODUtVg9fs8VOhsH/TePO8DicJpLjpDrFNgT6j5pqOpV1QP4AMXorybF2UkyNUOMvc53NX172BKON9NZG4psC46EryRsgIcZGQnMzOof/E5objtUQ2xpHVWv4/raBXJIcC3Z/rtL6VmJbU0iMVX7NEtAvBkm+klv8+6Sm2StfVc0WcsI8NpbzCaLZM350tf71KTxu5kR1C9Nr4umXmaCYSy+Yg45Vh1P01M1qV6awQ81/yc1dfyDd9SXoQjy35igDfv05dkfgAxadge+xrfzApqFVmfB0BvUmaXJzqH4uFTy/uhbvZGqyReZRAV9O9a4agudT61s/i7pH/sFQUu89yjMrWCBEHt3TDqZdyIr9/lbp5Y3kOO33MVXNkmerTotz1hDdUdXk9aZtjNC8VOuq53+3q/SqSQjUNHvrZlM4nwdC9PnXi1arg/s/2E11c+S8lM9ohf3n5YcAOFLZrBmH09XLLRpM+KEWB05nZCZQX4Wm5h1vW1h7tNrzs9mm0sAM0Vynar0uXS1W9RYkoXqnzEdhW+zqTTrB+Kx2p+J74rb+e4vFTkWjOfy8Q3zeZLaxsbCG/aUNYecdChmJ0g7NoeL48baRf57VLuVpd0TOf81XsagpX22h0SyNG63npMomLRV2cHy1v5y3Nxfx1sZTEeGDM1xhu1FnCjx26xTakMWEGOmIqMWi/Q5UeuBDWiSoOUBCTcw1Ld5BEimFXd7gVWpNFnV2CaFayrfPItF/1T4LIDWM+ELVq6HVxvZTdRwoa1TMEQp7Sho4Xt3iOfUJF/I6HK6QFtduRaBOrhLcitqmpRJ1wb3DtjvVVy6hHp3x3WFbNVJqoVpOLUv4UHNRlc9ixKryYiQUp9t17MIx4V11hoMz9g7bV6GFs/udFu91XTAY+7OrxEFp/3HkTMwnzSddWf9qTFYHKNih+XIB7CtPJWXIaNKTC+jj83lDqw1zf2kHarGnER8T3v2YnK+mNYddQ0Zzqt7fD7um2UpZf+mtZ5M1LSyuUJyn6rMQhozGTh6+3pZGvY4yVx1bLHH4BR8Pk6vO3JtdJdWU9h/H9HO94RabLXbK+je4fk7qPFEIvvKmXtiHjKbR2htfp6Kv9pXT2D8NAItNHsG6czyJ8QPZXWKnpP84Zg/JIs8n3QMf7qGsfyJlAH6vBnQ8f4DKlmx2ldTRWDCRiWd73cYsdoenj6qaYkhLaP8uXl72g5XHKew/jrH5aX7x0EvrWynr3+T6LTOsch+uSid+yGhiYvr5+UbXtFho7V9NrEEHYZoYyrkOVaWTMGQ0BmM/P3/yqiYLhv7V6HUCopiuyG84lHxVmbL94jdXN1so6y8teK328N265Hw2MZ9dJcWU9h/HiDkFuG/GRVH0yEH/ME/D5FwNllx2lVRSNsB/rFY1WSjrL52IWR3KXLrknNWmHMxDRlNl6uXXnu7rufTEztmaKMEZq7B9d9WmMJTpneneAR0XP5N3dphh1nVMvnkqbs9op1Nk87TDOJwiQ6zhT/i+XAAf7snn1YLbeeDC4fh6W9ebbJTPOgqAxT4wbIUt5ztSM4rnCm4nPz2eW30+r22xsmvWMQBMNvmTKso4N50azKMFt3Pp+D5c6PN5Q6uNXa46tljCW9nKuU42jOGdHYdg1nXc+zuvb2eLxe7hqjeF7wss59tdPpx3Cm5n1uBMrvT5PNag8/BZ7J1/S9+XJzv9bN7Z0Yxz1nXEnT/MLxrP8r3lOGaJDO+dDHQ8HrS8HgeqRvDOjhPknHMDP3pgvufz4rpWTz3Mto71kbzsn+1zUDLrOq6b2o8FPumK6kzsmnXUdc/csbLLy73i0ACeLbidm2cNZK7P57UtVg7POupS2EM6lHd7XF8e6MfzBbezdOYAfD3Vq5osVLrayOEcjEEfvsKWc+6pGMHbBbczLj+VG3w+r262smvWCQCs9gzV+FrFybyzwwmzruOqe+d5loBNPuNngn2AKlzFTWN4Z8cBdLOu4xc+Y7WqyeLhusQuj+6sjPNwzSj+VXA7Y2Xt6dYhafGBhrFa4Yw9Evc9QmlWeNzpe2LiawjVZLb7HLNpcPQlO6ppaLURZ9S5+FQ8Eg/B53uHbVb5SNx9ACLndB/7gzLLbV+EMl7zPQZXch8byBf8c183LjWOxL1t6E+Y6doRKL2XD+WHXdPsY9uguI/8My+qlXaIMfrwp65Q/e0ut9XhVM2g0Tt2vPk5nSI1LVYMrmNi9Y/gg+dXpdE9b6imqm/xjlW1jSjlJxJVTRaMend7qn0kHtroNjXeiEGBLHYWZ+wO21d4w7EA/lGZdKD4Qm4uTY3v84eFNfS/+S3GrE+F7yS/4fpWKwvemwIC7Lt1T9hl9eUC+NW8A5x1379wrs6GTd8C0oBotTm4+MPpmG0ObL8OX2jlfFP6fMsNq5+iqD4Zfr3Zk67OZOWiD6ZhtTsxXRwYBlEJ5+LRm3n4+WdoXJ4B163zpGtotUltCthuDa+Ocq6x2av5w8IW+t/8Fux6Br6Uor82WxwseG8KggCmmVXhVSwI3zmD1nH3X/5B9WdpcOsGT7q6Fhvn/3cqTqeI5abO182X52TZW/xhYSX9b36Lgd8kwObvPOkqmywseG8KRr0OfhV+PWb3X8vAlFaG3P42fP+kp91qWyyePjLf3LGxJS/73XNq6H3j6+SuiIPLv/ekK64zseC9Keh1AvwuvHLfMWM3M37+PK0rs+DitYB0f11nsrLg/SkgguOPYli7XjnXXbP2MOvnz9O6MhMulepRZ7LicIqesWr9vZN4BU8JyznnDVzPj594moqmVPjJRk+6qmYLF/xvGnaHE+sN4StQOV+y7jP+sLCe/je/Ra+tT8Mqybe9zmT1yIFlQqkqXMMzv+YPC5sZcMtbsOOfHpmrapLq1mp1YFugzCBRzjkt/ztuXP1UQHuW1JtdpzGRQ1RhE95Ow+K76hLtxBicxNkt6MzenVi9yYberifGoMOqYBVtka3wjAYnRqsVh+jlcrtpxDoN2OzKrE/lfHqdA6PVSqzN34CotsXKAIw47HZMClfQck6DTqqj0ervMlHbYiXeLk1uVkd4nHIuneDw9B+tXqO2ZosNg0OPQScoWrWHas8Ym3/d6kxWckQDZrsTi73zxlq+PE7R5qmT3uKvDDITY9Db9dDJ5guoh6vdYm3+7VbTYkVvl66AzLaOGQbKy27UO4izWzBa/ZVmcV0rw+z6Tr06FTB+9JJs2e3e8VPbYsUpQoJoxGJ3YnU4w9o5BXC55Njm09fu070EjNjsyneEgfJlDypf1U0W+ooGWuwOrI7wDTblfOCd/wQfOag1WSU5I/wdtpxL8HBZ/WTu8z1lLDIPwODUKzaoCzY/BGvPVQcqFPGEgzP2SNzXDUCpVWGo5zPdblZGvbIJPzSvF+5JwL3i08oK1Bc1LVZi9DoENLASD3EMVW+ySjtD1DtKDJVLvcmGQSegEwTVLU+Doc5k9Rz1qv3UqxuiKHrd/0Rtrmp8feXDPhIP8nyr0ylS4np2UlS57O7rHb37mNqunaW4e7PgvgKJlBtSVbOFGIOkQCPh1uX2ENDrhIi8K2B3ighCZOY+kPz1R+dFNuzuGauwq5osJMToSYjRhzUZWx2h/Fi9n9V7FLZO0aC0OZzt/n/5JKDEXcQpiv4KOIQvaU2zpDx1OkF1hR1quqw1WYkxSJNquEpUFDu2wJAUtk79SSBI5URRpLbFSqyCCdXq2hmG4gDJEMjuFD2LHiULkVDuQzW+7mlhWgcHe4qoutmC1eH02GmEqwSCNU25y0bB7YZpCfP0piNsAQpb4eLAbHP42VsEy81sc9BktnsX9BopbF9ut01ArEEX9gKhtkV62rmyyd+GRH7AkhJnoHdKnCqLa6coytw4gz+ckhhjYGRuVGFHBFVNFnolx4YtTNtP1nGwXHIvCTXc3DuNGL1OkRBtO1nHtpN1baapdg0ONSaBwqoWdhXXe4zxguVkczhpaLVh0AvoBBQfiZusdhrNgcd0cu66FptnFxruIqi0oZVdxfU+fsghjHSaJUMWnaDwSNzupKzBO+EEY2uy2LE5RE//WcJoz+2n6tjukhM/Q0ifnz0yGcaip8lsY19pY7s+6bU+BlUd3WE3mm00teNb7VaqcZ1c1DhFsd1HYk7WSDYY3l1v58ePKIpsOl7LiZq27TncClut07CdRfXsKWn73tb9aEqMCgpbFEUqm8ztvhBZ3mBGJ0gblnAXV4crpDn2iMv/Plg3mm0OGs12jAYBQVB+YnGsqoU9JQ00uAxcQ87vJmuHXBbVxBl9h90rKVYy+uik8FrtTuynmqkFmAQ6fQFbThVSOGgqmZPzPR6ctS1WigdV0n9wJnaniNPZ+Qf3nU4R+yn/l9h2FKcTO3ISWSkFHv9a9ySQfY6NddsrsTnDc3lyOkXK90uPNTePsZMUa6C8OZfGkZM4WZfORFc698SfdpaF/cdqiFH46tj29SXSDwWSZ+zhql7YR07CLvZhqCuN2eag2WLHMK2F4lP1WB3hucrpSkzYq5opzzIzIjeFypY8tpyqpnDQVKZf5PWMrm6y0G9KEw0tVgQFE9y+TaWYbA4aB/YlJc7IqfocWkdOosGcg9sBxf3yVfrZFjbtrcRi7/xE4CsnifFD2HLKQeGgqcwekkVf1+fuo1/HxCaKK5uxOhI7nL+psJG6ymaO5DQzvm8aJY292XGqnrKhU5m8wOtiVdtixTC2nqomC2Zbx+qxe6PLKKmgH8kJQ9lRfJhDg6YyNj/VEw/dveiJmdFC8cl6zLaOhXFc/63rJarrpdGypywD/chJxMZ4faMLqyQlmznXyuY9lVjt8kjZ7WPxc+uxpesopgnGSG5hO0syMIychNHQ1+PuWd1sId6oJ2uule+2V2Jz5IXOtAOQzw+n6ntjGjmJqpYsj9+we0GffY6V9TsqGe8IX9Gk1tpYt6eCN6oFfjhrIBZnP7acKqZw0FSGnF2Au1eqmy00jK4lJiku7FcJ3XUz5kkLjWpTHltOVVE8dCpTz5eiybtPdNLPsrD3aA0JCk8sKlzzX+NIG6kJRsoac2kaOYnK5izGutKYrHYsdqfnRCZSOGN32JVNZtcOW9/p+8L/bS/GvrsW+24pnKXeOJkPdvfmpWmXc/KHd3nS1bZYKZlXRMr10k7OFsYx9Uc7S/y4AD7f34d7+i5hx9Ver+g9JfXEG/UMv9PK3mmF2MJUMC1Wu4fP7Z9+uHoY9/Rdwluzr/akcw+SQbebKZlXrPjFJnkd158YwD19l/D1RTd5PqtsdO0SrqqT6hjmSrp1RzX23bUew6XjdcM9/Sfee68nXWF1C4lX11OzoCxso0FRFGncVoV9d61nZ7qzbDD39F3CZ+dd70nn3j2Ou8fO3mmFnZ7gtp2s9WvD1OTpnjptu/JmT7oKVxumXt/A3mmFnVqsVm4ox7671uOquL9yKB/s7s3rs66C++7zpKtptiIuru5UPXzLnpU2k88P9OGlaZez5uIlnjTlLoU94FZzh/MWRTFAtlYczOeevktYd9lSz2ebj9f65R2ObO0sqg/g+uJAHvf0XcJaHy736V7/W1s73QdyVDSaPZxu96PdZYO4p+8SPjjnOj9OgIk/cyqaHwD6FJtd84M0b7Y4xntkrf7HP/Wkq262YrqoEtslVWHZZPj2nXuHfqJBGqvLZlzpkTn3YnfoHVZK5hYrOrGw2p0+85/EeaBqaEB7HquUFniNCgLFhIMzWGFLg0ay4O5cB7+z2f/t2FCvgFY2mclMivU5wu38pO9rze5GML9Aq10Kx+g+irSH+TSp75OPboENFpvafT+VkRiDQScoskrfUxx4nOeJ6evD6X6oYITr3ijcic79Rrh7wvc9LnX/+NSqw4AUWzfGoMMaphGYyeeu3P2inuipmxfFLv/ifhkJGHRCpye4/2wq8vs91Amw+xqgb4YUOakz10HuRZp74eGph4yrvNFMbmocMXpdh47E9wV5F9z9EqFv/5c2tBKj19EnTdrDdeSYdd3RwNBewd4Kz0yKoSAr0ePLG45sXTyuT8BnwcZqVbM09xgVXu0A7Cqq9/zs7stg7yaU1Ekyn58er9gm41/fSo8lJbp2l34OMz4/lzeayU6OJdaoC2uH7Tt23HLk7jpfP+xS1xv8vVPjMOoFRXWrb/XaX7i9h5xBxqt7gX3xuNywucLBGXkk3tAq3ZflpcVLd9idFKaRfVI5ND6VxFip+ezm93hsUT0Dr1/G0G+SYfN6AE7VtjLlxQnUvGGE8w9Ik0BsWzkHIiHWQNwi/+O53523j7N+/Cz25VmwUwpGv+pAJQBbbkhhYcl0rD8MT8E0tto8fO5BctaANdzx4N8obkiCB3YBeIxAdtyYxriK8TQ/eDQsPoCyhtaAOi6dsoVnX/wHDR+nwQ3bAO9xbsld2Swsm47twvpOc1ntTg+XW/FMz/+GvotaGXj9MoSNf4E1a3hq1REAhv1jDLUtVo7+bG9YdattsXrb0zUBXTJiPb/7y9+pbkmFH20H4Fh1MzF6Hd9ckcD5J6ZjmVneKZ7slFi/NiypfJ3HFtUy8Ppl5H0ZD+dJ/vPL90r5Nvwij4UVqdh+2jHZtzkC223B4LWMyzEz+AevweoMWLMGs81BbYuVpIcHc159PuZpZe3m/fr6k35lP166jN+eV0u/a18l65NYuHorAGX1ZnJSYzl4SwYLy6ZjubN9GT9R0xIgW7+ct5vZdz2D6bMMuHQLIO0GB2Ylsv+HGSwsn471rs5P+kmxeuIW9SM+xjut3j9/L3PueoaWzzJgscTlXkTsvDGNhWXTsd4WvoKJMeg89TPbHMQZ9Swavo4Hnvg7FU0p8NMdAJyoMZEYo+eLi2O54Ph0rHMqw+Z087kt6jNiPuaxRU2SrK1Ng3VrsTucnKxp4axlU3A4nViu3dhGjsHRZLb71Q1gSp9VPLaolUE/eA2+fQzWrOFYlXRsvum6FMaXjqdRwVzU7MPpfp/j3EHfcc/Df/NrT7fNw4DMjl8pqYEzcoe945RkmJOZFN4O220c5dmZBbHwEUWRA2WNGPQ6z2ownJV0UwcMsdyr+LOG9kJw2U+Gu+NtCrLDDmYO7F5hGvWSFXW4O3rw94N3t1GwHWKRa5cQZ9S70oZxYuHzwp2bt61cYgw6dEL4u/ngT+AGMhZWtdA/MwEByYivszts391mgDGQD90hlxGPO6xjR+vl6wbpfRkwsB7u3U6MXo9O6NhJwSgf15hQu3aQjsRzU+M9Ze/IQjvYCUKw8XOypoW+GQmdbhdfuI9HfeMUyHfY7t/PHtrLcyWjxD3Rd7y6d7HBcttZVE9mUiwguPpFuZW45/Qk6FhtxeYQiTfqJL4wjM58jVDd8h1MLo5VtdAnNQ69TkBQaCDq++plW09Wv7S2EIC0hMg9SwpnqML+ZKdk4DIkOymsHbYn7nSQYzs33MeuekGagCG8ScB3QIYSRLcSGpuX6jMJhCe0vnFyTW1YAx+rbCE7OVYaJCgbJLUtHXtu9ES1iYQYvSLXFN8nRoNaJcu6UidIx2/hKmxfFyfvFUMgjle3UNBLWq2Hw+f/EJDD/5hSljYtweiVyQ72m2+UtLasxI9XSzuPOKMOna5j7nMNPs/NussTrI3KGlvJTY3zKFVzBxYDvtHCgl1FgLT4NFkdDMpOUjR+3P7tbcWjd/fTOcOzPfVQcp/sq9TaWhztLKr3zElKjsRFUfRsQExB+tZd9WOukMXxMXoEQehQX8nhu1kJxuXGsapmBmVLBqg6hVbizT5zgmdBH6Q73bYgSoK2hIMzUmG741+PzU+VjM462cFu46e24ubudN0tpSUYFe2wfRWoWbaidQtSsesxiZyUWEVc4N05Q9tvrB+tamZIjneQdGZHX1jV7JnYwT9Or1mm1HxzXXe0mpQ4I7h2oeFMOpU+9QumeET8V9bxMQZFk0BdEIUth/v4cGCWtz07q7DdMinxBO83m8OJToCbpvf3yElHeXzd0lraWXgAxBulHXZH7i5bfNrFbHWfsPgrV1EUKaptJTXe2KkFsO97955dpSxvtwHR4F5JnW4XX7iVp++8IH/CwN0+A7ISFS+uwd/oSV4/N9w7/n4uuwUlvsomq8PTN+7FdTA5KKyW5tg4o941fsROxxn3jRsQsNj1Ock8VtnMoF7S2FGyuAbJvdKNZs+T1cqsztXEGamw3T6LgiAQY9B16rhGFEWPgnQ4xZAPw39zULojSo4zdHo34wvfnVOoAXKqRlo5Ty/I9HRouMdsf1952PNzqB2he5AM9hkkHbUSL6lv5Zwnv2XeX9ew9UQt1c0WCqu8bikBx/A+OFTR5FlQCILQ4Z3JAx/uYcCvP2fArz/njje3ez73Gk/5p3evnv929TjpJbcwjhDNNgevfH+c1Ye8b5CHegL3WFULNodIXpoUFlAQOmc409BqY/MJr2Vyi8Ue9NTnZE0LThHX0a/0WUcnt/KGji3kCqtbSE+QAiLoOriz8lvU2OxBdzTuMdtktnuUakf6pDbIIy7y7N13oIOyEz3t0hklWtFo5rPdpex2GU+KohhwtePmPOkaqwMyE7yLg05w7SluYMCvP+ePn+0H/K9cQp0UVrjsTW6dIzmWCQqueHzbs62Tlu0n64nR6zDodN4rjE7ssqubLdzy2lbP76FOaioaLbRYHQzynE6h6BnoItcpBHhPGOWbBzUDAXUWqhidCYKwEHga0AMvi6L4uOzvscDrwCSgBrhGFMUTanB3Fu77vRunS/6+sYaOP2pyuKKJ8/4uBVHIKjNT32rDPNWJUxjC94WF7Bs+h+um9iMD75H42Gt1HCizgK1jj5mIosjA+7/w+8zg8uy2jJTKue54BuLYmeSkDiIfacLR6wT6ZSYwaLGDD78qw+5IkWcdFA2tNnacqmPpq1u8fIXSPWdLP8ka91R9HpVjZ3KiNp1JSLvwZoudwTnJDL8atqyv6dACYc2hSj+eK//lDXxhEKU6Ng90uT6VZmMaOxMHfRiGd5CcPyqHUf3g4y8qyOrARPfRjhL+s8nfqt9e2ERavJEmUbp/KmnMZ31hDfuGz2HyxaM8yql3Shx9r4ajOxs6NYHbHE6G/265t242qW6tg6Xg3YeqcqkbO5MmSw6j8NpUDMhKJO5qWLO6GkMHZfLn7+7kwx0lnnoBNPd3kB47nO8LD7Fv+BzmDMmiH7Bs/QkAhvVOJvZiO5+tKcPSwbjIf/z8AIaR6cQbdbQkSAu14zV57Cyu5+jIs5iySPIoP17VwsCsREZdDRvW1nToSLy0oRW7SUrXOsxBQvwIvi/cz77hcxibn8oQYGOhZKh165yBlBQ5+PirMiz21DbzFUWRwqoW7E5pAWYe6yAVI+uOZ+AcO5P42H4UII2f5DgDvZJiGXCphU++LsNibz8e9oBffx7wmbsPTBMdpCboPGM1NqYvg4DjNS0YdAJ5afEMuszOxyvLsDnS2uVy4+JnpAAiL39/nJe/Pw6AYaRrfsiX2vBIdR9qx86kukXyG955qh6AwdlJGK+Gr7+uJqmD8iyKImabE6NeoKzBzJ9XHMJukzYsLbHSjr3FVsD3hUXsGz6HgecMJgFYvk8ybhx1NTQek04VLDYnHXln5LEvD/DCt9Idsb2wiVi9QGuq1NcljfmsK6zh8Mg5TL14FJuOS3KRmRRLr6th56a6Ds/nVruTUb9fHjB3uduzpbdU2OO1eVSPnUlVSxbjgEOuB7PcV1iRhGKFLQiCHngWWAAUA1sEQfhEFMX9PsluAepEURwsCMK1wBPANUq5w8Eml7/l8Fxp8ozp4EtnT686wt9XeXefixMSeWnbcVqsdhy6sXy+vxkmXsTsaycyCmllPaMgkym3g+mwBV5peyVttTu56ZVNnqN0X4xocLKnpAHz+dKA/PJANp/kXssvFgxlHpLBUt/0eGINesb9yM7B6pPYHG3Hb16+t4znvy30cwtx45P5o1n0z7WYcjIBOFwziP/kXkvWkBh+jffVocG9kphyFzyfUI29qe02PFzR5Kes5bDvl5RW82xJYa87nscrudeyYGQONwBvu1zp5o/IYcpkKK4rYbgju01OgJ+9u9Pz83VT+5Eab+Sqyfnc9eZ2WrKklf/R2kF8vl8PEy/id3cupGKPNNnkpMYx6C749OM6rLs6Ngn87atD/OMbfytVd91M/XIA2FXan69zr2VS/3RuA97dKrlkTe6fQfxdUC9WkGxvf2hOfGSl347nybH9+ek7O2mZaSc3dSKf76+DiReReHYB5+PdgY3JSyXh1mYONp7E6ggdF7mi0cy0P33tV4+UtHiaC6STgP1VA/l8fwkJkxfxu7sWIooiGwprGJ2XwpS74R+xVdgsbbfby2sLWXuk2vP77jENnDtiIp/vr4aJF7FobC5XI+2k4o16Ruam0OtHFg5Wn8RqHx0y3yazjTEPfeWqiPTNcpFUli/35/Bx7rVcN7Ufl+K6A3Udh4+5zcnBupPtKtFg4wZgpt3Ad4eraLHaSU0wesbq1ZPzWQysPVKFUa/DoNcx9nYnB2tOYuvA4trpFCl44Iugf3PLl3mGVL9dZf35KvdahuUk8xNgq+v1u/6ZieTdBbX2cmLsce1yvrXpJL/5MLR3RPNISaHVWUfw+X4LTLyIHyydQ7zraiAvLZ4pd8HRzSb4oH2bA6vdydDffun32ZEbZzDl0a8xjZQWicdqB/P5fj1xkxfx+7suoHHjSQAm9Esj9y5YllqDraJj/vlyLjfs++tIjNHTkpEGwIHKgXyQey1Dc5K4G+9m7JnrJgb9/1pCjR32VOCoKIqFAIIgvANcCvgq7EuBh1w//xd4RhAEQVQr6Gwn4N7NLBghTZ7SwymhO/g/m07xwIf+oTEP/XEhH+wqBb1Ai8VOWX0zsXoHgtmGYDLhdIrsLKpnUK9EbCbQWdu+V65qsjDl0VV+n6391Tzm/Hk1Zw/txbUz+nHnm9s9d30GnYMEmxm9K1qNe8IBECw69DZdmzveRrPN72jYjV2/P4+kWANWRBLijZ4jXB12Up0mYl2T71GXDcCQnCRsJjDa9G3eYRdWNXtOJgBOPC4FnhdFkSaLnR2n6qk12/j5uzs9Rh96ncQZY5F2u+6HLS4e1webCeIcBqxtnFjYHU7m/nVNACdAq9PJoepmDlU08emuUv6z8RixehDMNsQWk2c3n5MS56lfe6v23cX13P76Nj8bgLW/msclz3zPxIIMvjlY6blb1uscUt2s0gnGDtcOKD5Gj80kRVxrj+/rAxUeZZ2bGsdjl48hOTEG9ALNFjsOp9UjkwaXnOwva2T24CwEQUBn0aO3hT5dcjhFP2UN8PLNU3h8+UHPUWhxbSOxegexVhuYTBS57NKGZCdL9bAbqHOEjjq2/lg1f/z8gPR/+qRwpKKJn727U8rT1R8GS6srbQ0Ol8FTe2UHvMoamDUsi3VHazwKQ6+zk2ozY7RIE++6ozUsnuB6bcw1ftrKe/2xaq5/SXKnfPKqcVw2IQ+bw4kowhcHyvnuWDUtFjtNZptr7FgwmKV67C1pJMnlDopFaJcLYOuJWr/TqA33n0NynBGHQ+Tx5QeYNyqH21/fFiBfsVbpBOnbw9K1TJ/UOK98tbPD/nhnSWhlrReY3D/dM1ZF0eY3/+10XSk9fsUYbCaI8UTsCs7Z0Grj/a1FHllw48ufzsEsisTHG2h11U3A5pI5K5hMvO9a7PZ2jdUYh77d07Dn1xzjieUHPb//+YqxXD4xD4PrCVWHAHP/usYj54Jgc81FUr+5T7QGZp2GO2wgD/B9taEYmBYqjSiKdkEQGoBMoNo3kSAItwO3A/Tr1w8tsPlEHYOzk8hOkVaYsSEexdhYWMOr646zYp83hNpVk/J5/Iqx6HUCb6c4iLugL1/tqyBJ9yEPXQADr1/GkO+SKV8pTXT9MhJ460JoMqfC3OD3RiX1rcx6/BvP72PyUvn7NePom5HgUTKXF54k7oK+HgO0359/mHl3P4dtRRaOCzdyvLqFOUOko82PLzew4MRUbJfUh2yDsT6T2ef3zGZkboqfteOdpWXozsvDVOzgWFUzo3p9w90rn6OoPgkeuZgjlc2kJxjJTIzhtXmQVTGEo7duC8oliiLnPCnF7B7eO5nlPzvL8zdBEEiJM3L20F5cc7KIuAv6ehYJt0/fzYw7/kn9J2lw2zY2uI5E44x6li2AyUXjsf3xeADf3pIGFv3ze7/Pvv+/eX6/31leTtwFfTF/doq7397BY4skn+uB1y8jZus/KL/vOZJiDSTFGlg2F8Ta/lgXBXKBZOC1Yl85P393l9/nRx+9AINex44Hz2NpaSkJBXGYaiU5u2zUZh75+9NUtXj9OrOTJQf9ty6EgWUjOPTTwPjpN/57k99uFGDesF68+sOpAJ423HGqngzjxzx0QTMDr19G7sp4LJdsYF9pI+cMl04lVl0Xx4JTU7FeHfjutfzqIj89nj8tHsMrSTZqp/fi6AeFDPj15zy26CCXj4FBN7wGG59i/zPvAHDJ+D68dSFkVwyl6PYdQdvNbHN4lF5qvJGURf2JK23A/NkpHrrA2x8ZX8RiumGjz7vv8MkVBhYcn4rl4nq/PLecqKXeZONll8sNwMFHFnL1ySLihiRgtjlYc6iSB88/zDl3P0fLFxkUnS/J5rqjUruuuDqGBSenYruiKWiZVx+s5M63pMXuHWcP4vKJeQiCgF4nKaXXE23EXdCX59Yc48MdJTy26Ajn3P0czZ+nY7lWqu8Fo6Vngz+/0iiN1ctCvwNutjn8lPX7d8wgN9X7JOtjl4/lWle/u4MNXTpyMw89+RTlTcnwf+eRkyI9wSwIAm9dCINLR3Li3v0BXDaHE6Nex/tbi/jlf3d7Pv/b1eNISzDy9YFKmi12amZnc6SymYr3jrLmUCWtLf/zzH/5G9L49vFlAIzNS+OtC6G2JQvODbzDdkeOG//wSr/Pn7l+AovGSo/QLC0tpWl2Nh99eJzHLh/L4PSveegCkYIbXoNNT9Ny8UMAnrolVw3C+gP/MeILh1P0KOupAzL4z23T/MKoxhn1LC0txTYvl5ZCaeGxcOgmfvXY36X2/PX59E6NIynWQHyEnyWFbvZwiiiKLwIvAkyePFmT3ffekgbmj/AepQYL/iGKIte+6HX075eRwJu3TKNfZoI3kUu/PfrFAR5b5M/xpetxihum9af4Ndq03PZV1scfuzCom4DbaGPtkSoyEmP8jGZK61ux2J0U9PJaGENwv+iyhlae/Mp7rB+KD6TFxbtbi3h3a1FA/Y5VNjM422tRKwjBjdz+vvIwT399xPO7r7KWQ+/KK1QAiJzkOKYXeI9vgz3yb3M4A5T1SzdNJj89ATl0IeoN0lFwTkqsT9rQrjq/eHeX577u/FE5zB2WzeIJeQGxlHWCgMlq54Vvj5GiD3TFGZqT7Fc3+eLuSEVTgLIGPMoavA9Z/OvbY/RP9nlfWoSHPtkH4Iku5DU6859Er3h+vV+gGV8ZeaW0NKgFurtl7nhTWrRN7p/OSYK72NS1WJnwiP8E/eFdM/lNa31Avu7cv3Y9CpTneuEsmMHc+qPVXP/yJr//+eYt04gz6j2ytauont99vM8rz6LXCOyRy6TjdSFI3gCXPbsu4Lrq1xcMDyituw/cuzBfuK+S8tLjXVzBjc6cTpEJj6xkYr80j9FirEHHzgfPC6ok3C+m7ThVR1GtiT4J/qcaFY0WRvXxHrsHsxI/UtHEAp9TMICbZvTnR2cP8rT7OcOlU8mlpaU0uIzdlr66JWB+2H6yHoBUl4+yxw3PZ4dtdzgZ/JvAI+nCP10YEG/B7R0z4sHlPLbIfxzaHKLfC3NtBf8ouP9zv1cp37tjRtB0bs5Pd5Xyz+smBBgpFtWamNAvLeT/1RJqKOwS8MQWAMh3fRYsTbEgCAYgFcn4LKIobzBT22L1PG0JXoXt61/4u4/9j4K++5X/Dg3wPAEaDGsOSRPMlAEZFENQy1P5nZTvka0c7odCXlp7nJfWHvcbIEcqpZ3A4Gy3xbb0uXxAVjaZmfGYd3Gw5r65YfkQiqLI4comLhjtfZJPEISAxzou/uf3fhGEdj90Xpv5uie63360l99+tJfHFnkVSVWThfJGM6PzvEZGwZTa+U95J5zfLRrJLbMHEgqj81LZHKx+wOGKZjIT/Z+kE0X8greYrHZGPrjCL82/fjApZJvqdAImq4PHvjzo13/u+M6XT/QGgAg2od71lv8VRkGvRP71g0l+n+nb6E/3ovRn86WgFMGUxdHKZj9lveeh88KSkeQ4o4fDdzFsczgDlPWBhxcSH6Mnpo1oU+47w5W/cC/4pKhMvju2x7486Pd/lszoz2zXqZNbof3u431+aUTguMv9aHzfNE+Zwb9d3FdcbgzITGDNLwPnhLYg4jWcO9el+DxuXbKrHfe84OthcODhhSEDB7k/f3uzdNDpK1+iKFJa38pZQ3p5PpMeOvKXL/exuRs/OquA+y8cQSi0teB1L2C9fG6F7e0vtwGkGxvuP8fv5MAXfTMSOBLkc6conVBe4qOwgz0KE2xx0N585MbqQ5XU+LidAuwubvAsYiINNRT2FmCIIAgDkRTztcD1sjSfAEuADcCVwDddcX9d7Hopy70bBf9weu6Qg29ulAyc9v3hfM/zo3KkxBmJj9ETzMBfrxNIiTN4VpjeScBb5TWHvU8Dbnrg3DbLHWpxIAJrXIPau0MLDDHncIpMfdR7H1mQlciAdu5fxuSlEsxErKbFSr3J5lkggMtvWLbDdivrqQMzeO9HoVeynjzaqKP7relRfbwKWydzfbI7nJ6IS1t/O5+spLbfgE2I0fPTc4fw/VH/XasoSorLN86te26yO0VidELANYY3XRsK0+bgY9eDPb6VO+lSRv19Tm+CPWzhfjugrYWdXieQHGcMkEkR+GC7tIZ27/yD7VJ9lVIongFZiRwM8nmwEx35Dvsj2a5z/a/P8ewYBUFgQr80anPqkKOkvpWMxBgSfJ78lC9q3GN790Pn0WKx+03+7vfBg8FtIOi+kgjWLrOe8Pb1CzdO4vxRoSPhJYeYL8AbKnKg2wUpyFiVx33+zYUjuO2sgpB5SvmERpPFjsnqoHeqdzxILpH+/fUP10nYwlG9yU2La1NZg/SGRbDHRt3T+uT+Xit7d5v6KlL3ffXBRxZ6NiSh0CctPqjCttodOJyi38lnsB22r7L+wyWjuGZK33Y5C3olsR/4oc8Jgih6XRrHn647bNed9E+AFUhuXa+IorhPEISHga2iKH4C/Bt4QxCEo0AtklKPODwhKJO9whvria3rIMag8wz8PqlxIZW1G2Pz0rjxpslU1XqnMFGUlOjMQZmez9yHo76TwM3LJB/DHb9bQHpi+74OKfGBEzHA6xskK8nUeO8TeQL+E6h7xw9w7E8XenazbcF3cvSF2798aI5XYQsIfkervgOmI8raXeas5FiKg/ztDVcd/ZSojMetbGYPzmpXWbvx8wVDuXXOQD7b6r0jdL9WNb3A23/u517dT9E+tzrwreK3b5veIU453H6f7mAcEKiM3DuTW9s4MXBjZG4K5T7H676I8TmmD3YS86bL4vbgIwtD5t87JY7sob34TrYjc7/o5jtRC/gvqtwLlld/OIUxeakB/RRr0LPi52fxze49HsM/Eenap3eKv1Wz78M5Da026kw2/m/hcFLijK7Hdbww6HVBFzIgeuxCvIstIWCh4X40Zs9D53lOD0JBEASmDczANKCJsflp4LO8cY/JJJ95RS7H7lcYb5ze33NM3xFM7JfOek4FfO5xUfRZwAiCf+TAhlYbjWY7iTF6/nXjpIA8giHOqOcH0/vx5R7/3bRbVq+f5rVB0sl22G6/9zF5qe0qTpDaqFdybEAgJPcCID/Nt26C3/Wc777wyKMXeE5b2kOoJ0dPuB6+uXhsZIN+uKHKHbYoil8AX8g+e9DnZzNwlRpcSuB+D7mXr8I2Sh1osTtJBr47LO24fr5gaMD/98WlydKkOD8vmdtf7YVTFEkbM59FY3NBhDH50m5w/FKoNznglHdg+r413BFlfWlyMnP1sTyEFCXn68NZtE6YR5/MwQFpxy+F/35USo7DK5h3uizCV983t0PK2l234WcVcLiiia8PV9M6YR4n6tLIck0Aw3unePiKdtX7TcxbT0i7JLeve0dwaXIytvhEfuVaS7vrKOry+Nq1SHCfWIxfCpu+rfYbmHtdO/qHL23bnc23fiCdsHx9WDo6TRszX7IWtkv3d26u+kNNIHon3HjZJPP5PbP9dv/B+Pql23nd9bu7bk22HNbtloJj9HIpr/FL4dg2f1/ST3ZJk7jvlUBb9Vr887P406eVFFa1kDZmPtMLMhEEuHPuIE/a8UsF3vlfCf0dUptWNVk8i55Qk6gn/5unUlRr4g8fSWNlx5hzuWRcHjjguR9M9NTj1M56v8dt4ox68tLimTcs0B3Pt09O1PVn/bEa0sbMZ1SfFNYcqvKzOxm/FD75rIwE153oFpcHge+pjy8uS07m4iGJfDBICkHrlufE+H70y0jws/YdvxTe+7CUPnZvG7h3ze0pa782umMm//z6iKev42P7UVzb6regCTZW3QuV3y0aSUfh5vzBDRPR6wTe3yTVr9qUxXiXgsl33ZuPXwoHNtX5LRI2uY7qO7pA8NTxsj788bIx3PqKJJ9pY+Yz0bXzdC+axi+FikYblHoV7Ouu4/DfX9x+Hd1cL/zfPMw2J/e+LcnczrHncsXEvmDx2gSMXwpV+xtxOKVX1fSu0zCAm2cN7LCyvjQ5GUSR9a7f3X1YZcpihKs93a8SRhrdyuhMa1Q1WdDrBDJ8vPfduw73BPnlXmkCvWJifpt5LfaZYNYWZkuvkI2ZT9KMAbD+hGc3OH4p1DSL8EevwnZPwLMHd+zRisXJyZAMSx+/iD8vP8hza2BV9mLuOWcwfHPUb8U+fimUFpVjc3iP7dzKtKNuCJ66XTiCBpONcQ9XsSp7Man9jVzWbCE51uBZ9IxfCitXNGFd450AvjkoWdb7rrI7ynn14xfx4Y5ifv7uLlZlL2besF4kn6gj1keJjF8KZrEGa7OX8+XvjxNn1HUoeo5v38XodaxyKWzGzCd9xkCE74+T63p1bPxS2PZ9C3wGDtcCwTdofUeO9BYnJ3PpiCReR7L8XnU4i1XZixnXN41jpZL1s3uHN34pfJzZiHWrzzGpaxI/Z0SgogtVrwOVfSUjtTHzKeyXhniqnt6p3l3q+KVQcrwMq12S872ua4cH21AUvvnHGr3tph+7gI2p8VBr8lt4rFjehG2td1G16kAFoeCb96mGgaw6LMCY+VQN7QWHq/wm2/FLobqykv4OSfntKJIWiH3SgvsWu/O+8rbpvLHxJL/7qJJV2Yu5YmI+p3aXMneY9353/FIoOVmGzSHdizZb7DRZ7Nx3XtsL+GD1EARvXy+ekEfhkWrOGe7PVSYbq7uLGxjXN81zVdcpzjHJlNS38iMX56BeiZxyzTX9XSc445fCf5LqsB329ovbE8b3VKmjdQT8xo9+cl/YWsRYnw1LUa0If/busF9znZhNHhD6DYBgXLEGvYfLMGYBwth82FLkuf4YvxQ2ftsCX0pzrV6nZ2+JNL46EwbTzbn48YsoqjUx58+rWZW9mIKsROqPSQsG3yusSOKMU9hZSTF+96W+O2zAY4kb6k7VjTqHJHzpej0ZCXaazHb0dSaaS6QjIvedsqka7Gb/RYF74vpjB1e0vlwGnUBKrI00UyOOqjQALhrjFUZTNSSYYzx3VG7ODmysg/LFGHQePlriKGvI8CgzN5+h2YhTlO6RDXodB8qaMOgEhvcOfjTbHme8Ue/hTGoyotcLHlcYN2dcaww2h9lTx+K6Vob3Tm633+RcgiC1J4C+zkTNyVJ6p8R5rkpM1SA0Sj+7LcXd957v/WhGh4703HwnHr+IE9UtXPLPlaSZGkluEslMSvS8ye7mM7YY/d6331/WSL+MhICj3rbqlRRjIyXWhr7OhKPSBhhJ9znmM1VDsjXWIx/7XQuHKyaFXqj65h/n6iMAY72JpuZ6SEj1BoaoBn2z5O8riqLnic6spOAnSr55JxitnrLbK0VA8BiQufNOMMd4yv7uFsnYakh2cHnzzRtR9MiWqdSAxe70vLHtzjvREuuxyXC/auU+UWoPwWQrzdSIWBVLdbPFT16kesR6xqooimw6XsuCkTkd4grGGeczXpNb7MTo0wBckbpc47XF6Gd0ZrY5yE+P98QZ7wwf4Dd+mkuM6HWCH5+z2TXH+hiddXRBEoorpqGVTZtbQEjw5GWqBl2TpNIsdidxRj37SxvQCR3vPzlnnM9clNJiZ/le6eqnI+NeC5xRCruyyex3HA5SGECQJn13EArfo8NQ+HmFpHSX9enDz+Yewe5wMvD6ZSQtN/Dfy/9IjuvO7b0rwSkaYIZ3p3usqgVBoF3Dr2BcBr2O+xcc45y7n6Pu0zSevexhRvuEJ3zvSph0aiy2cdIq1m3o0t6JQSi+GIOX71RdIj9O/ZvfwH7vSmit7wMLD2J1KWy3IVdnLIx9OWMNeg9njSmVTxc/4udm9d6VkFE5iEO3SG5E7kADizp4r+TLBXD/AumqYeD1y0iIMVB037N+XFWN2XCeZFnra+k6dWD7O4SAuhm97VnZnMI11z3G3KHeXdd7V4KzLh/rBUc8ngv7Sxv97u87wnPpqB2cNdDKwOuXYdDruPKaP3ke13HzTDk1DstE6d5zb0kD/TMT/Gwh2qyHSy5AajejXsfff/OiX/6W+jxYeAibQ/TcW84cFPxUyTfvGf020DdZik8eY9Cz7upH/U7F3rsSRhWPouF30vVJdbM0iYZSAr55O0U87V/WmMyXVz1Kvo/CltplLNbxUru4x8+wDi4+/caqTvDj+uiqRz3zgptrUtEYrGOlseq+K89NDX5S0BHOWKPej/NPv3ze7xj+vSshpqY/1iu8T2fsKq5nXH5aWHzgP37iYwxsv+Wvnqu3964EhzMGZkpK1GqXAtDccXb7c2ybXDe8RmqcgXvvetqvbnWNOXDeXs9p5o6iegZmJXbKZzrUeC1rTOYv9//LL6JXpHFGBf+oarZ4juzccIdqtNgdHivjaR2ciN3wVUtWu5MYvc5vNyN33zhQ1hg0wEFHYPCxeHUrD/nRks7H8MJtYT03yL1hRyC/865sslDT4m/84WvA5DbyyOjA3XwoxPpMvO5dVI7c6MgnpGdxrXRPNWNQx4702oLF7gjw23bXz+n0j1oVDtw7d5AinJmsDvrLjvF94yQ3W+ycqDH5+dF2BL5rJbfLnbxPfI3b9pY2MLqNe3g5YmT3gU5RDFA0vu6Mbn9ndwCKtpCbGk9uajzxMXrPTjBN9gi1ThdeTGffMrrlRz4n6HxiKi93vanQWSUK/nLsHqvyucXXMM/tCeB7YqaEE2DziVq/1/ckTq89htXupKS+1ROeUimsdkfgWPUxOitvMOMU/Q3FwoIoYnWInvtrN+TGlGuPVFPnE/Wrs4gz+Cv6sgZzAGckcUYp7MpGC9nJ/sLkeyT+4Q7JRjnYQxsdhdXuJNsnzCVIg1KvkyYBtxXykhkdN8jyhVHn7TL3oMuUHTMKgneSdkee8r2nCxduW7lrp/jfTbsHpHRKIe12Jipwe3D3CXhPJeSTgK8f9okaaaFVoIIhiMMpkp3iP4G7e9LudPLPb6Rd3Us3TQ4rf7/FiKtu8rtXT3s6nJ6ndHM6qTAE/BdaghCo9Ny+zNXNFopqWzulAOWnJw6n6He0LJVBgtXu9CwcO2JHodcJ9M9MQCcIHgNN+WJDwHuNlRxr6PB4WjAyh5G5KegEwRPuUW6t7itbbs8A+UM4HcGSmQMY3jvFz2dZfqomCN542O4nf0MZz3UEvnf97k2B3MJe8FmQVDaZEUXJK0YNOJxiED63rDk9Xjj5Kig9m8Ppd/IG3rFjczg9Lli+ftqdhdwlsLzBHNJfPBI4YxS2wylS02INciTuvV92K9NBCqOwyJULSB1vc8U9BpjSyV28G747bLdSTpdPxHh3D9tP1dE7pX0XtY7AvXsOtZOy2J0e5XmZ+23mMOC+pgCvRX3v1MBJwH2KsPWE9Fh/KFeM9iCfjLMS5W5hUgUdTtHjzxzuMwK+d1/uPLLlE5zru9Xu9MQEHtLJSVweXjMt3hhwWuLeYR923dMu9LET6AiS44x+bZeVLFd83snzn657/45YWgdDuqxv3WVvaLXRZLF3eNcjCAIpsmP/gMWAj1uX3SH6HSl3BoIgkJZg9Fs6ZchPCnyUZ1GtieRYg6LTKV+485WPRXd8alEU2XBMshAP57QiFOQbCBCIM+gx2xwUu6y2w90Upfn0nd3hDLo4AGnsuF0mJw8Ir/+k/HzmW6d0IhbOaYtaOGMUdp3JGnT35LY+ttgdNJntjM1P7dTdKwSuToMZ1hj10otq7pi58qOWjkKuXJLjDAHuClI8ZWnCbjbbO2Vx2hEETnDeHaE7ilFfBacUvjtsN+SLEp1PPOzl+8ppsTrCepULJN9hX+vyYBM44NmRQfsuVqGg1wkBi0a5MZnviYX7laXOTnDyp2KD3U3rXLsed5jGeZ08hRnVJ8Vvwgw8Wpa+hxMHXo7A0wFJYbtfigtXAaTEGQLGh++jPBVN5qAL8HAhN4r0XXgW17WSlx4fthy7MaFvOka9znM6EHCC4Ppud4qYXWNIyVObQ3OS/Vwdk+ICNwdxRh1mm2QcqhMCF+AdxfDcFL/deeBi1zsXlboWBx01pmsP7g2SnDOSOGOMzipdR8PyScV3h72/tLHDhkTXpHjvFEf1m0OvdAtPT5D8hRN9Hh2ZfKeL57AOm8PpmYw7M+H7cl06vg8vfDOE9ycv5GBlUoBymXwnrP2q3CNc5Y1mJnVyh+DLBzCo90zWLSjjm0PSoPRVnpPvhB2nTFAjtWFVswWjXmBkJ+9cfTnjDHq+2J9NjauOIC1MfDmLd9T5KYLOWKTL65eRMpndZZWsnHAhAJf5KLfJd8K2ky1QKynsWIOO1HhjpyYBOd+UQXNZc95JVh6UZM/XIGbynbCpsAUapPYsb5TaM7MDuy5fnvysaTz51WGyJl+EzSEG7Con3wkbvqnEYnd6FhCZ7Tw4E6zdNp4sY52r3X6Y6C8XW46boN5r1/HD2QM6lHdGinTd8N/Zl3Gy1kRSrL9SnXwn7P6+Govd4Xmaty2lGqzcH826iC2n4gKU2eQ7Yd2qCs+ReFWjhbOGdOwhnlBcn8xexKaTsQFXBh4uz/WVOSxFJufMzZzKuvMu5wvXS6y9kv37pX5/I1ik0wO3AZWvQWJn+QbnzsQiNvLmBMkldliQ+S/2mB6L3UFxnYmclLgObyKCteeGE2Wsd8nclT6L38l3wr7SVqiQZM59HdjZHbGc0+Ic7ZlvgQ6NRa1wxihstwW4/NjOvZtrtjioabF22BjsgiSvgKcmjabe0sJnI6S3jm/wmYBHu6J+xzwmKeyKRjOCENq9pT2ulDgjv7zwEoasM2DLFBknm4hHXwOmhjrsDicOp0hFo7nTK0xfPoCpg2ew4qxUPtNJO7HEWP/6le+3wuvSICmsamFAZmKHHykIxpmfHs9Zw2exrDaPksxWjHrB7+539DWwIr0F62onda4XtjpjNCOvX2rSaGrNxz39d72sfkV7LPCWtCPJTIxhRghL587wfTLiar4WpAVegtGfr3CXBd4Gq8NBeUMr2clxHXJX8+UZP2Aab9w+jcmVq6hutjBLtusZfQ04zA201jtotToYFuJ1tPbqUdkS62m3O2R9dMrVbrUtVqwOZ5CrhuB5pyZJ7o7fT25gV1E9fRMDZVykAetJpydYTHZyx/J25//vvpdxKtHEJNnkO/oaMDfXYbU4MVklH+zO7LCDcb3a/zIKE1oYERvYB+bmOk/M8Momc6cWnm1xrhh7LZ85JR9s30XJ6Gtg41oTfC7tQj/YLtntdObKLBifRaz0yMEkH1lzz39xf5F22OWN5k7dXwfjKm+J8XD90Od0avQ10HDUBi9LpxbeubbjC65gnEvPOp+flWbzmesVusAj/8jhjDkSb3VZaSbIzPvdO2z30VpH7zvK7HbK7NJkYbM3IDqbyG2sIrexyk/4G4qkL6Ne5xGizMTYThmx+HK5+UbaSshtrArwB2wogrjGOA+XzSF22sAjGF9OXSG5je7IQV7OhiJwVkn1tTqkI8pwDEp8OXU6gaUzM5lmqPC0p+8xYUMR6GtiEEWv283FYztuWBKsfrG6Fk//Jcn6z17h8sN2ijSZ7X67/XD5+jaf9LSn7w67oQjEKq8v6a7ihoBrnI7w2OwN2OwN9G6olNpQ9tRsQxEkNcVhstqpaLJ0iCNYPeIM3nbzta9oKAJnpcR52BWlKiU+dLsFK3uvOqn/5dchDUUQWyf5kFe6JuW2dlHByj3EXERuY1WAVXVDEcTXx2FzOD2ncm0tBjrCNcjFFW8M5EpokLicTpHqZmuH+7o9zrzGEx758r1OaCgCXY2k5Gw+x8ZK+fQ0tzn/xbrusKX54f/bO/MwqYqz7f+ql5meYdjBYRdHEUGiiKggShRUXDBqYowLijEqiflM4mtijHqZTY0x+hpN4qvGGPctKi7EaAQlGFyQTWXJsAxEBmYfZl97ur4/zjm9VvdM91mamTn3dcHpPl1Td9VTT+3PU9Xz7QulznkjOhddfvV7oEvXuY5giMrGdobl56Q9eVDKszFSX+PrkpPoNzNsw6giN27v2Jhh79lvXMLQM4Ozn1Vqs6MnxoyhtHIp7Z0h7l92PwAfXfBKONzSy7Wn/1xtz21/S0fMQfzpcgGUVi7lz+/+lpKaPB6a+ZeYsEsvh1HlRVRe91l4v7y7Azd6wnfRg3dxVEUuF196d0wHs/RyaGgbFL7vu7yhLaOD8VWctz5/J9urAjG+lgZnS90oOHML63Qr6nSWElVcRUPbuH+Z5n+d/4sLY7jqWobAPG1A0tQRZFCaHbaK7wdP3MmZlQEuuezumEYnhi8YorMrFDOA6ClPaeVSAH758v10doV49uSnYsIuvRwGV0+k5ZJyOoJtHDay+1UDVT6OHNnK/cseAsD3i2/E5qN1MJwasX4eOyR5Q61K+4+eeoCmtiD/p9DxQPUE2i/aQ1l9GwcNTD0AVqX77tfuYGd1Hn869rGEuEdUFLH72vXhY0LTmWGruH7zyh3sqM7jjzOScW0I29jEb9llynnNo3cytzLAxZfeHaM/Sy+H6oaR2rkCXZLmji6K0jSyVfEN9HZy/7IHAaj+buQmLKP9C1zoobWzi/KGtrSWqFVcXymM6Fwgrq42tRfAV7XBSJXi3I1MOa9+5E5O1uWZjXuwDfSfDlufYcePqI0O3DjUPdnxht0iasUyfhYP2gy7oytEVWO7pUYs8fmBiNtGfau2XDx+WM9HtD1B/KzeWK1tag9S29yR8vCNTBC9BG/AmHDX6G5kVriJGIgvP2N2v1/fMsnU0lmFPL83wcgoch2htoVyrgm3FAPxftOgGVc1twdp110RM0JU0n2eWA7juk/DlSdTdyWVEZPhevW3darrYnoO1dn6hhV1VVPi3QMZQadQnY5l3Mxm7LdabdA0IMebkMd4X2UzBqLxcUKiHoBm3FtW30ZXSFra/gX88QaD2rNdn2FbyWUg/i4BJ9FvlsQNw47EDlv7XqoviWdawNFVQtVh5/q0PezKxsTDW8xA3WFro+fWDm2QEm/sYhaBOE7DMtNwWTPc4yzjU1QQw3jPWBK30hDEF+d7aTQChh1EukviqaCq/AZfWX0rnV3SnI+sHpfK8t4jBM0dXQRDksIMO6VoScV3DMa1sCX6YDj9vT/t75MNNowOpycX2iSD6upawwJ99Q7N5SmdJfFUULULBpcxOIj3KzaLPMXyrTEgNK7ytOKMhmioZJrr84TbByvzGN82RA4dCvHF3nrLXORScTqJfjTD1ip3vHWi0RiUN7ThEYnuQ5lAVaB+r4fm9iBVje0xZ3HbweXRT0+qatIuOxli4YzX7xUJy49G/TT2/OYfkdmpask51YMSiJz9btYVJhpeEd9ha9/v1O/wtXSGnaQRB9itnw42ysRBDUZOVAO76I7Oipld/EDHq5fbjsomhub7095LNGJTd6qaEWB+jpeLZo5PO61GjB6F3hhXdz6/Rjue1KoVo2SDs0595Q1gZIG1M0LVXeCGOI2brNI1yuoOXgVnwO8Nu6+ZbWOjY09Y7dN/be3sQsrIoUpWIdfnMTVANIt+02FHZthxBewR+qEmkiH5OZYUhqphCvi94dmglY73yWbYRiMQf9mJWaiX9bT499Xb0wAkm2GB5gM/2iI/SwPxS3qG+Bp0i2SnZthf6o2N6SVZ1Odsx3TYFnDEyy26ozWzyuNXpN0o/5aOxKMw00H8IAOM+91D+DyCYEhaVn+UgzP9iF1jv9yKso6Geslfe2ccLGJ1fVUNsKLbjZ7eGtgTJKz2GatTdZo8z55m7b3V2dy/hn7UYSebYYPWiXd2BdNqtBYPjvhRjxg8m7rWTu45/gIAzotS2Nk3as/V+73h+7jTbWCiuQy+R048n60V+RwcNwCZfSP8d00NLe1dVDW2Z9QAqPg+/voVvLCuI6HDnn0j7G8OwkbYq1eSeNe5TDlfO+MiVm73JjTYs2/Ufb/3wL76tvDd42a4viiv4nW9/B7wxpZfZUMQ/WZMIHKClBm+t8++hLe3JDYAs2+EsrpO2ByZYcef8tUTnhGDZwPw0Eml1LZ0cKRCT9bsagbNU6VHeqLKx5o95fxTl9u9cXovJfg/0QbD3RlzKtN+WhXbKhsZ700s//e2NoB2DXa3RpyqdD9/yoV88mUO+Z7EuPd8WkNnVyh89G86UHG9eOo3+Wi3n8MVZf3lpzV0dknK69sYku/PqENQcb537mW88UUoofOcfSNsq2iHHZFtwHS3KlR8lc0N/FnXg+8o2r9N+o2F0Td5Zcr10e59rDj+AgQwK0o3Zt8Ija0hWA9767S6MyGDazBTyTOb+9fQnzrsYBc+j1COOHN9Hpra01sWPHVApAEaOGAybaF2Vhx2AgBfj1pmm3yu9sx/IVLQw1P4o3bHZfA9Nmw+bQNDfC9ub3LyuTAwt42m94PafnkGnaeKb+30b7CivoQJcQo7+VyoaQI2EnYRyWQ/WcX55sSFrJG1nBY3C5p8LtSVhEC/HCrdGYKKq6EjEC6/6EZu8rkwuJ6YDvuYCekdRKPiWz7pa6zoqOAEhTzzayVsJnwWck/zF6+TACsnz6KqsZ0ZvkQ9KSvugr9q33tieKTKx/42X1hu0Uuhmt4LBmz0UdfS2a1RoCrt644+iTW7arnak1j+xRO64Hnte3cDYFW6Xxh7JiU5zVygiDvX30LHqhATh+fzlTRusUrG9dzoBZT4mpmuKOscXwsdq7UZduHAzFYKVJyrplzAitZSDlXkr3NvCP4Q8YxJt76q+IKiOqwHS6IGQUb7F3hNe1c4MDetVUwVV3WrhxWHnZDQeU4+FxragPXmbJJUnB9M1eRZ5HbYzqAjGFIuH0Nk1j02jaXVXR2adfIhOTm0d1QT6uqgqEazWPV6ZoTDVRdrz2iDk3RHfdFcAO0d1RzftoPSuhxyfZNiwlYXQ6AyDynhy5qWHl3L2BO+ceWbKKqpxXvQEQl8ze2a/Koa2xmY68vIKEPFObX+P1TXdOD3xp5xXV0MoirSiaXbYau4Ar76qPKLNCjVxdDZEXUQxNhBaRuyqPgOq93C9ppWAofHGvxUF0NLkya/ioY2crwepbFSdzztHdre/ujy/zKwLUiub0oCj2dfRG49WfZV5SM/Sm7RF9MYem8YhnW3DaRK+5jy/1JUU4/fF3sVY3Ux5FVG6mp3A2BVuqc3bYMaiUfEXjtbXQzeslyCIUmlvqWUDpLpMTWCgD+xDHxludqSeA994XvKWVS9maKaRnyFiZwdNZo+G0Z18ce+ZsLnYX/S+gORrch0T3JTcQ3wN1BUU8rAOL/+6mJo74w1Is5kq0cpzypNnoHRU9OOz0r0mw67PRhKehyeceZu/EHyqfDLaq1ReWLMGPZVLyPYJbnrnT8C0HjD+eFwy5Zoz4KfRESdrhFLNBfAvupl3Lv8AUpq8thw2WkxYZctgSb9/ubG9mBGM2wV37kP3cWkilx+ceSfYsIuWxK57xsy34NTcV7/4l2cWRXg+fmxPsTLlkBHMA9O0r6nO4pWcY0vaA+Xn1dcG8MFXpilfY+3gciU7ztPa36df57zeEzYZUsg2OWHOdDYppVfTw3q4nUS4LY3HyAUkmy7akECT2fXQJhjLh+HDW3lrnc0n1iv55qY+AFaZmmeCt0ZzqnSfu1zD9LQ2smH3zwlIe2tHQNBO+yK8cN6HreR7ltev4cd1XksXTA7Ie423ce/paMr4Xa/7qDi+vmye9lZncfWK8+ICbtsCbTXFSLP3EJZXSuHTkrvBL1UnJc+fifHVgb41bSHEjg7goFw3YH0rexVfPmiM1x/fLd/K4YP4MurtNl8/G1lmXBNHqHpnN/rgQe/E8flgVkRV8JM9udVnJc8ficzKgPcc8zDacdnJfpNh63NsNWNbUOrtvTYXcXvKVTGsMPSXAbvDsZtTN1Z/1puAZrEb9UuPlAb8XmjZnOWlFtUHhJnm5Hv8X6fZqGa2UZ30PG3O6UL46hdleGe3+vh99+azvTxQzIniPG/TczLkHw/dS2dTBub/kqPkXZV+UcPvvMzOXlKT6rKojn6lVUuXaCuO4ZLZGVj4tW/VkBpJR6VjikZrMB1B1U+/1WsnRLmV/hoZwr1OFaEjQWHD8ix/OKjdD0drEa/6bDbg11JC8/Qr1lFwy3hUrmKGJbFR6Z5KUZ3UPnXRlcYJ6xOQZCjHwxjNR+oG53oepPOVoZZhKy7hRCIHeyo3g0dYM6lyLjCM1lDY+YaVA2RxKoGH39ZfBz/3l6d0R3CxqBUdYqZ1+PhtCmFzJ9izoUw3oVPi9ue+pPMhcyAlYMDA6msxJ3k/PwXZ3DK71Zy5wXTTMcvFJ+i4fd6CIa6bGmLsunSBf2qw06+JP7w5cfy0trStJbE4xFdF1WFasw+LHQXBtQjVjs7bFWjA9o50dVNHfz9izL+pAyROZINEgxYdX1eT1Cuu99YBeWsS2j/pEy86jNTWDixSQvHHjw07dviDBgz7GSTmscWz8wwVRGo5B/9zsqLHpSdZ4wvvPUdjOrUMY/Q/oWkPR12Mreuj2+ZbylPsqY0L8dLa2ff7LBNVWMhxDAhxLtCiO36M6FmCiGmCyE+EkJsFkJ8LoT4liouuxEMSaUiAZw8aSR/uOQYy/wtVaP2s6aNZuyQPG45a4riLzKHKs12LoknE5FhaJbp8ZOpoJKnitsMuiv5p646HoC6lg7TXNFQD4BEeAnbqmXSZAOt3gA7065qE6K3W9K5djIZDOcwlR5Hr3zYsSSebLBryNSyY4u7mbDYgiQ0xkFRdmzPZbvDNjvDvhlYIaW8Wwhxs/79p3FhWoArpJTbhRBjgHVCiHeklHUmudOClNJSYS8ZMiT8eeSQubR1dvHzEzWn1uujeObepj0H5/tZffM801wG3z1zvsXO6gFcGDfkmnub7je8Rg+bwShTxffvS2p4ek1bggyN/P1iuWaVOXdSZsccqjhfPGcv722Dw5NwvnnESbR0BEkXKq4tlZU8d+LFQNi+LIYrX79+0rj1zSzfm+eXsWxTiBFJ8nbHe1ozn45BXbxOAtx24l4ALknCkw5U+VhbWsZrKeSWSdxG2h9bsJ/d1S2cZjLtqnT/9fRFfLzbzzRF3Hv3d8I67Xu6g0EV14NzL2ZzeV6CC9nc23SfaN1lcEgP/e17wvnONyp59bPOhINhDNkFl2v6lckhJiq+mvIG/qDrwW+iBjyZ6Fl3XB/9dy9/P/FiRg0KcEzUb+F2YXsOVDeHt4Os4Hznwkpe3dhJIMsDX7Md9nnAKfrnJ4GVxHXYUsptUZ/3CSEqgZFAnUnutNAVkpaO1GfnR0amBflFeDqCrJ44HYAboipm0Wnxf2mOy+B7qmAOFMBFcXkqOg2GNnvCHXa6N0sl49t05EJWV+7gBAUfAMu1x7wMjyVVcb43YT6rO2qYkoyT9A5MScXV3OkPl5+KKxTK5fzpYzK6iEPFt7poAaubyrggSd6MBjWdy2jidRII52lRUhn2HKp8NHYIVk+cnrDVk278qrRvmDSTLQUNLPCYS7sq3csK51FMI0cr4h7VkRPusNOFiuu5wSfTFAgmDK6LTgNPtSfcYWd6ApiK89PDz2R1/R5OSSa75Zlzqvi6qAnrWrQhn9n2T8VV1x5i9cTpCbeMGVzenRr/tLHWtQ9rDz+T1XV7OKOXz7ALpZRl+udyoDBVYCHE8UAOsDPJ79cC1wJMmDDBZNJi0SV75mvaU2xt104tm5KbS2t7OZ3BLqZWlADg8ZwYDle+UXuOmm4NF0Brezmnt29hb10AjzgmJmz5RugMRoo1kzO2VXyH7PmEqRX1eA+NNcwz8nfH+dN44sPdzDksM8M9Fef06g3srwji8RQpOTOVqYor4KsJl5+aS/D7i49J+D1TvmkV6ympaE3wAzb4DKRjUBevk0CUTh6r5ElHhqp8DPDXMrWiJGGfOd34VWmfWLoNqlvwiFhDJTNxG+meVf8Z3grweQ5TxO1jREEOlx6ffhuk4jql5QtKqnPxiNgEl2+EzrbIHnmmFsgqzsn7PmVqRQu+OKO8eP1K180qGZ+X+rCu+TyRvWo76mqBfz9TK0oY35lHZL4Y4WrTV8EytW1JJU/vtFGp/tR2dNthCyGWA6pU3hr9RUophRBJ1yCEEKOBp4HFUkqlra2U8lH086tmzpyZ2XpGEkgpk+6/ZoLf1miHDjwxZgzlNW8TkpLbV2hHb3l/dXk43Ns/0p5XrrSGC6C85m3uWPkwu2ryqf2fC2PCanye2PVJC/jmP3IXYyty+dNJxyv44MqVB7No1sGWcl71t//l5KoAKy86PQmndVyj8tvD5QfXW8aVjO+iZ3/L9MoAr54zNyaswWeUXzpncMfrJBDOU+NPLlLypJMvVT4mDGrj9hWP6gPDzOWmSvuSpX+ktSPIru+dZyrtqnRf/+YD7KjK4+PLYv3TjbjXrozVuZ5CxXX78ocpqcmj+oZvxITVuHwwCw7O4AjNVJznP3U3UyoC/HVerJ+5kb/P3z6D4vLGHt+13h1fDsFI++eJnGNgR109dGgrt694VDvG9b6rE7i+9usxfF5az1cynGGrOM978m6OqAjwzOlpHFxgA7otLSll0kUNIUSFEGK0lLJM75Ark4QbBPwduFVK+XHGqTWBrpDs1njJDESUBYSThgnJlvm/+MUZtlwDlw3jpSy7PtoCQ4rJdOVX5x3Jb976j2X3I9slQ0Md7FELbcxuZ71NZohqB9T5EGy8/XTbrmxUucQBDAr4OW7iMHs4HZKpSGJ1dvXJRSyadbAtMs220ZnZavwGsFj/vBh4PT6AECIHWAo8JaV82SRfxghJ627d6Q5OdmrJsjQwkP51hj1BNhTWzgY720i2ZXHF7Ils/fWZlvHYrZN2xG7YDNlSb8MuY86NBpPlY0h+jn0ddjbqa5Y7NbDvzupst0VmtfVu4HQhxHbgNP07QoiZQojH9DAXoR0ieKUQYqP+b7pJ3rQRCiXv3KyGkwrrdOXIxgzbiYGWwWDlvdo9gVMNgN16Yqfc7FgdCLtaOdJf279SkAxOtQ/RLCrfb0u5wpXVVholsj0YMWV0JqWsARK84aWUa4Gr9c/PAM+Y4bECXVJaeixePKKL0dElccc7bEfpAIcauizVQ6d0JdszAzOwc5DoxAzbGBxk4/CavjnDFlH/O4te3WH3JoSktW5dPxwW2f8pHDYfKSU3ztUOjb8vqlDn32Utl8F328lfsrs2nx/G5ckuvve/3cZfPmziIBv4knE+fl4N722TzPdYy6ni+k91JX+eu5hcn8e4tdESrmR8r13SyMsb2pluoTzjdRII6+RPLOBR5WPjvnKenruYoQP8/MVE/Kq0/25BI+UN7VxlsvxV6b739DI27vXH3F2fSdw94TLq6g8crDtvXNrES+vamBw3SrBLn/eXN3LP3DoAXraw/VNxfbJnLy/NXcxhBw3gnqjf7JTnssuaeWFtK0e4HbYzCFnsh31MIGIMlB8YD8D6cdopZtGzmfEnYhrRXAbfq/nHQn7izMkuvu2Hz2P9l9s5x2M9XzLODwpPZH1LbYLvo1lOFVd7l4f146YkWM3aJc/PJ36V9VV7mBGnkmb4UuqkBTJU5aM5GGL9uCmMibs2Md34VWn//OAjKd3fyjUmdVyV7mWDjqNStCccZmKHboXrqoN154uJX2V9xZccaQOnig/P/rCuRa/62SHP5s4g68dNoWtcrBW4nfLcUnQK68t3c2QvPzil16DL4pPONrRpZ0ofEwjQ0rYHgBmlWwHweE4Nh9vzofY0o0zRXAAtbXv4ess6dtfm4/GcEBPWLr5J295nRmkj4qjRlvMl45xT/iGdpRKviD3O1SyniivgrWJG6VYG5HqBiKuPXfI8+r+r2FbahjfOx9wMXyqd9Hpi3Xsy4VHlY4C/khmlWzmoIZfo3bF041el/cjdmzmosT3Bh9xM3Ea6z6xbw6ayHHyer5iKuydcRl31CuvrajLOo3b/i62lbXg9Ey3nVPF5ZGNY1+Acy/hUXAN1nZvUWUD0PaF2ynParpXMKG1NkKfT6DcdtmZ0Zl2H/UBtLaD56lXUrgDgplVPAuD1fD8cbsUt2tOMH280F0BF7Qp++sGT7KrJB/HtmLB28Z301/sYXpHL8wtjTRas4EvGedkbD3N8VYBNS75uKaeKa0SgnZtWPam7wdxgGVcyvjOff4BDKgL8a9HCmLBm+FLppEd8JyZsJjyqfIwZoMkt1+8l2g873fhVaV/yzmN0BEM03XJ5TFgzcRvpvn7F4+yszuPLH8VebWCHboXrqsf6upqM84znHuDgigDLLz7bck4Vn7crGNY1+LFlfCqu8YPauGnVkxQEfHDfdy3jSsV52jMPMK4il39+6+xUf2o7+qCHqxohiw9OSQUnDXz6g5W4k3l0One93kpcxDwsRcSS2/rYjbgd9cPOwv5nMj9sy+Fg1iJVpv+dCdGvOmzHLHIPgINT7EI2tnCckaeNPU8KOKUqtvth29hj2+kJ0ZfrKjh5iInzyAan0145CfxZZXcQVl/+kQp92Q87G+5BTjZ0Tueutx/mE3GJtbFTtdWtq+/W1Wxx9mVk+5raftNhhyy+/CMVnByFOUYlDD4nFVY/cMLRRqdvDoBsl6F9h5HZ6r/s5JJ4NvrObPhh92Vk+zyD/mN0JiVeC2X90+GRW6lGDdeOkPz+/EYA/hZVqGf+3loug+8Hp1Sxty7APXEKZBffu9/z8fCq/Rwd13hawZeM8/4Lmvn3zhBXWpxHFdf22ip+P7+dUYMDPG4hVzK+lxaHeHFdc4KbnBm+VDr5oAXlpsrHFxXlPDy/g0mFBTxgIn5V2m8+s5XGtiA/N1n+qnT/eF41u2py+ZEDumVnXU3G+cIVXfxtfQsLvc60DyVVTfxqfisAb1nIp+LasG8fj83v5CvjBvFbC7lScS67VvDXDxsS7mZ3Gv2mw7Z6Sdy4eg0gL1e7zGxLoeaiEz2bMXOtporL4Hs3dyoUJs6c7OLbM3EWW4qLEw76sIIvGefaYdPZ0lSXsGJhllPF1RmSbCksoi3uukG75Fk89ji2lH7JuRbKM5VOxut+JjyqfLR3dbKlsIic8UNMxa9K+9bCIhragqZ1XJXuFXlH0lYYwue1X7eMumpFGfSUc8uomWwpLOU8GzhVfF5fQ1jXrORTcbV1dbClsIjB4+M6VpNcqTh3TziBLTt3ssCdYTuDUMjayz8+amkBtMvOm1q0e2Dn7N4IgEecFQ5Xol8Ub+Yi92gugKaWEq5oWs3O6gF4ROz1jHbxHfHFm8zZ3YJnVuwdwVbwJeNcsG8Febu9eMTRlnKquALeGubs3sjYugDRd+zaJc+Zxf/gv7s78XqOiAlrhi+VTno9p5jmUeVjgL+KObs3cnhrARC5ejDd+FVpP2Hnelo6QzH3y5uN20j3pfX/prgyH68n9rpYO3QrXFc9J1vKlYrz+O1vs293EK8n9gwDu/RZhFrCuhbth22HPAfmVDJn90aObB9I9D3Cdspz2ua/M2d3Gx5xuLnITaL/dNjS2v2HR+rqAK1Qq+pWAXD9hy8A4PXcEg636g7taUaJorkAqupW8f3VL7KrJh+v5wcxYe3im/nM/zGgPJd/XBJ7N7EVfMk4v/GPpzi6Ko8Kz5WWcqq4huR0cP2HL2h37HKjZVzJ+E595c+MqQiw6fuXxIQ1w5dKJz3ihpiwmfCo8jEy0M71H77AwIAfHvhhxvGr0n7NB88TCkm84vsxYc3EbaT7ux+8SElNHkGxxFTcPeEK11VhfV1Nxnnaq48xvjLAlv93qeWcKr6uzq6wrsGtlvGpuArzNZ0bnOeH+yMytVOes59/hKEVuaxb8q0Uf2k/+o3RWZeUjh2+7+Q2h/NuXX3dStwhrvD1jr3cENLwhrPTrauPWIk7WXfCBnsOUfYX07Zs36HTbzpsafHlH6ngZMV0D06xGI77YTtkJd4b78PWn7ZaiVtpidoNsuFi5ZTHimMD3RhS5zmzks8o9JsO20k/bCfhdJ6ycdJPH+6vHXQ1tJnARj3026J02nDAyfqTDQPjvtjmGei7OUuOftVh98VDBJy/D7tvL4k7Dcf8sHvjDFva54efjaNJ+3LdcTJr2WwNst0U9RujMymtVd6fjxgR/jxmhHaBw3cWtAPwXlS4hY9Yy2XwXXlqAxWNuTwXlye7+N784SAeWlnFGTbwJeP85TeCfLyri1s91nKquErqqrlzgeSI0YN4yEKuZHx/viqHVzc0siRuyGyGL5VOvmJBuanysbW6gnsXwJzDhvNrE/GnSvvjJtOeqv486IBuGVxPW8yVivOhxT7e/LzZUv1KxVfd1M73FnQC1rZ/Kq7NVeX87wKYVTSc6Cuw7ZTni9fl88SH+7nY7bCdQZfFl38ckpMT/pyboxVwyfBxCeFGTLaWy+D7KOdQGJ641GkXX/nor1AyfFvCCNMKvmScmwcdQcnw+oSBlllOFVeXDFIyfBxDRg2xlCsZX8mIqZQM32tp3lLpZPxKTCY8qnx0htopGT6OyWNHmYo/VdrjZ9hm4jbiN+qP2bjT4rJYj1Nx7hg+lZLhZQn2NHbps9/fZkv7p+IK6jpXNKbQUq5UnF+OnEbJ8F1Z38PuPx22xUvi7zc3A3DqgAE0NhcDMH/HJ/qvET/E4je15+RzreECaGwu5nv177GtagBeEevDYBffUeteYf6ONsQph1rOl4zz/D1vMWKnD0+cr6xZThVXwLOf+Ts+4bD6WH9iu+T51S2vUb8jhIjzMTfDl0onvZ4FMWEz4VHlY4Cvlvk7PuGo4DBYFLm3Ot34U6Xd551nKu2p6o/PE3uOgR26ZXB5ROzVtHbWnXnFr9O2Q+K1UL9S8XV2dNrS/il1zl/D/B2fcHT7EFg80zKuVJzHff4Ku3Z0AlNS/KX96DcdtrT4LPEn6+sBrVCr6z8C4Jo1S/VffxUO99F92tOMEkVzAVTXf8SVH7+m+2HfFhPWLr6j//YE15TnsurqWL9OK/iScZ67/CWmVOURjPNfNcup4irwd3DNmqWaPzE3WcaVjG/usmcprAywT1wbE9YMXyqd9Iqfm+ZR5WNwTjvXrFnK8C25cO+PMo4/ddpviQlrJm4j3ZH6c1NMWDt0y+AS4taYsHbWnVP//hxjKwOUeazTr1R8wS5pS/un4hqao9XVoZtz4P7/sYwrFecJS59mcEUum8SV5iI3if5jdObgfdhOwmmjs2wYXTiRRaeXugyjJ6fkaZuVuJ4RO7Nhp7FoX7+tyzFDt2x4dTlPmXX0nw47JLN+04od6It5iocTgxJDjDJ1MOt5HWp27Gq4w/KyMRs+G33SnL0P2zGqMJw6E8LRrGWlydM0PRsHR0XDVE0QQgwTQrwrhNiuP4emCDtICFEqhPijGc5MYLiHZFvYdqAvuzwZcKJRjTA422U7VXx2DezCKwW2xK7B3us1nZuzOL0a5iQczZkTo8QklNkuQbPaejOwQko5CVihf0+GXwOrTPJlhJCEgwbmMjDQ97bsHWxvsgYnBiV9fdxjW2dhLInbKMC+M8Puw0rWPw46y3o7YbYHO4/I1UZPAiuBn8YHEkIcCxQCbwMz43+3G16PYM2tJk+Ej8NvDjoo/HncQRcAcKnmPspHUeEueNpaLoPv/Pmd1Lb4+SBOg+zi+9tPRvGH98v5elxYK/iScd7wTT/rvuzkobhKYpZTxfXZnjpuWOjnK2MH86iFXMn4fnf1IN78vIGfWVh+PdXJTHlU+fikdC8PLMzl/GPGxlT8dONPlfZ/eczJKFX9+bvJuNPhes+GupqMM6xfcWHt0ueOYIhFC7X8Wdn+qbi2VJVzx8IcTp9aGGXeZq88H/1/w3nmkxqWJPkbp2C2wy6UUpbpn8vROuUYCCE8wH3AIiBlrymEuBa4FmDChAmpgmYdo30R0fl9gwEoGzQyIdzg8dZyGXybfWNgUOIMwS6+2uGHUjaoCxm3YmwFXzLOXfkTKBvUYHkeVVxSdFE2aCRjh8Xu6tglz70DJ1I2qCxhYmKGr6c6mSmPKh/twf2UDRpJ08jRpuJPlXaz5e9k/UnFFT87s7Pu7Buk6Vc87NJnIUK2tH8qro5QI2WDRlI/Itb33055Vgw5hLJBnqxvq3bbYQshlgOjFD/F+ChIKaUQQrUBeB3wlpSytLvMSikfBW2CM3PmTKftf9LCP5qaADiroID6pk0ALNxqrPhH/BA3vag9p5m4lS2aC6C+aRM/rnmL/1QWIMQ5MWHt4jv2wxdYuLUT4vywreBLxrlo16usLsnBI06ylFPF5Qk1sXDrKg6tHgBE7l+2S55nbXoBsVUgxDExYc3w9VQnM+VR5WNIbiULt67iqK6RcP60jONPlXaPONtU2lPVH1+cf7odumVweT1nWcqVivOsTS/AVgFYp1+p+KS0p/1TcRX4alm4dRUzWofBxZH82SnPueueoXarRJx3pLnITaLbDltKmXRWLISoEEKMllKWCSFGA5WKYLOBk4UQ1wEFQI4QoklKmWq/+4DHiw0NgFaotQ1rAVi04S3919+Gw639P+1pRomiuQBqG9byzbVvs6smP4bLTr6pb7zEovJcVvFty/mScZ6+6k0OqcoDYv1wzXKquPx0smjDW7of9u2WcSXjO/HdpYyoDFDDj2LCmuHrqU5myqPKx8j8NhZteItRJQH43Y8zjl+V9u8XL6e+pQMhzKU9Vf3xeu6KCWuHboW5xN2WcqXinP3PpQyvDFAhY88wsEufwZ72T8U1OKedRRveYsT2XKJ3YO2U57H/eIWCigDb+Z65yE3C7JL4G8Bi4G79+Xp8ACnlZcZnIcSVwMze3lm7cBbZNvSwE9m4/cxa6B4YNlgdTS4soCtk70KbPTeBqZENK3HX0M1qzl7s1oXWUZ8uhNiOtj99N4AQYqYQ4jGziXNxAEFvN7Nx+IMTrjfZ2n/J9p6YeWjpt0N+HiFs71D74g1+0ejLHXbfzVlymJphSylrgPmK92uBqxXvnwCeMMPpIjswGmRHG4DwIMF+qhyvh1ZgcJ7ffrIo9PaDb4zUy3hrxAMcTs6ss4k+Ph5xHNkWZ99zTM4ixg/Ld0fsvZQz4PdyyPgh5Pq9tnNBZADU2/VlcL6fBmBEQW62k5IW8vxejpmQ9JynPgOnq+uYIXm2c0SGhn2zLUoFcaCOjGfOnCnXrl2b7WQkxf6uLgCGer0Eu1oA8O3XnkTdp9pSrT3zY69YzZgLINjVwrybX6ax3ceGB2Mv47CL77Gla3hk1T6uOu84rp8/yVK+ZJyX/ebvbKvs5LWfn8fBwwdYxqniAmfL76aHV/B+cSP3f/80Tpkc8fs0w6fSycX3vMfW8gbWP2BeT+yUW0/rk9m4w+mursbnzTcdd0+47KyryThve2wl72yu4+4l81hwZMTJxy59Bnvqj4rrlXWl3P3MWi44Ziy3f/urlnGl4rzv2dW8sLaKmxadxCXH2+tyLIRYJ6VUnlfizrAzhFGYgFbxAUbkJ4QzqzzxXAbfl97hkEhnG9/YSYezf20zU0YPspwvGeeSC+fy8zc2M2pwwFJOFRfgaPnt849gf76HnLilWTN8Kp186qfnKJerM+GxU249rU9m4w7HX6hudO3QLTvrajLO6sBI9ufLhDmoXfoM2FJ/lFwiwP78wTQNHGIpVyrO2vxC9ud3WENgAm6HnSGWNjYCcMHAgexv3AjA0Fe0J1deGQ638QntOT3yyhQXwP7GjdxeuZQtFQOJ96+1i2/eh6/z8ehCRk21ni8Z5wkr3+CDgyaAL7YCmeVUcYGz5Xflf55jXLGP/Nw5MWHN8PVUJzPlsVNudqZdle6cZ99gQGCCJXLpjsvOupqM88LPnmJIsQ+PiJ2o2aXPYE/9UXENza3lwi+WM6NxKFwYue/bTnkuWPNXujZ78F14lLnITcLtsDPE61GFWmco7BNPaD9a3OC/HqdAdY0b+dpnK5lalbhfZBffqKefZ1TOKPjhdy3nS8r51HOQM8ryRlXFBc6W39yP3uWotiGMHjc4JqwZvp7qZKY8dsrNzrRnW7cu3vpvJInTPzvrztwP3+WwxgLGH36v5ZxO1h8V1+iBQS78YjmHVRQQfWaCnfKc+a9/kF+Wy+CxvzQXuUm4HXYvxYAcH8cdMizbyXCRIYSAMYMDWffrdGE/hID8HGebWuGBw0YWJKxO9QUU5Po44uBh+L3O1R2/18PMicPwxW0JOo3+4dvQFyF6v0uQCxcuXGQCJztrA74DwKPD7bBduHDhwoWLXgC3w3bhwoULFy56AVw/7AzRGgoBkOfxEAp1AuBp057kR9wbOnXXRL/aQyVtLkDja2nB4/HHcPVWPqc5lVz0/vLrqU5mymOn3OxMe9Z1qw/VnaR82FN/nK6rSTmTyNMOpPLDdjtsFy5cuHDh4gCBe3CKDXi+vh6ASwYPprb+UwCGPas9ue66cLhPH9Kex11HxojmAqit/5Tcx15mQN7BMVy9lc9pThUX9P7y66lOZspjp9zsTHu2dasv1Z1kfGBP/XG6ribjTCZPp+HuYWeId5qbeae5GYD65s3UN2+Gl17S/kVh80vaP6u4DD7PK68ncPVWPqc5VVx9ofx6qpOZ8tgpNzvTnm3d6kt1JxmfXfXH6bqajDOZPJ2G22G7cOHChQsXvQBuh+3ChQsXLlz0ArgdtgsXLly4cNEL4HbYLly4cOHCRS/AAevWJYSoAv5rcbQjgGqL4+xvcGVoHq4MzcOVoXm4MrQGVsvxYCnlSNUPB2yHbQeEEGuT+be56BlcGZqHK0PzcGVoHq4MrYGTcnSXxF24cOHChYteALfDduHChQsXLnoB+luH/Wi2E9AH4MrQPFwZmocrQ/NwZWgNHJNjv9rDduHChQsXLnor+tsM24ULFy5cuOiVcDtsFy5cuHDhohegX3TYQogzhRDFQogdQoibs52ebEMI8bgQolIIsSnq3TAhxLtCiO36c6j+XgghHtRl97kQYkbU3yzWw28XQiyOen+sEOIL/W8eFEIIZ3NoP4QQ44UQ7wshtgghNgshfqi/d+XYQwghAkKINUKIz3QZ/lJ/f4gQ4hM93y8KIXL097n69x367xOj4vqZ/r5YCLEg6n2/qPtCCK8QYoMQYpn+3ZVhmhBC7Nbr20YhxFr93YFVn6WUffof4AV2AkVADvAZMDXb6cqyTOYCM4BNUe/uAW7WP98M/Fb/fDbwD0AAs4BP9PfDgBL9OVT/PFT/bY0eVuh/e1a282yDDEcDM/TPA4FtwFRXjmnJUAAF+mc/8Ime35eAi/X3DwPf0z9fBzysf74YeFH/PFWv17nAIXp99/anug/8D/AcsEz/7sowfRnuBkbEvTug6nN/mGEfD+yQUpZIKTuAF4DzspymrEJKuQqojXt9HvCk/vlJ4Pyo909JDR8DQ4QQo4EFwLtSylop5X7gXeBM/bdBUsqPpaalT0XF1WcgpSyTUq7XPzcCW4GxuHLsMXRZNOlf/fo/CcwDXtbfx8vQkO3LwHx9lnIe8IKUsl1KuQvYgVbv+0XdF0KMA84BHtO/C1wZWoUDqj73hw57LLAn6nup/s5FLAqllGX653KgUP+cTH6p3pcq3vdZ6MuKx6DNEF05pgF9KXcjUInWuO0E6qSUQT1IdL7DstJ/rweGk75s+xp+D9wEhPTvw3FlmAkk8E8hxDohxLX6uwOqPvvS/QMXfR9SSimEcP39egAhRAHwCvAjKWVD9LaUK8fuIaXsAqYLIYYAS4Ejspui3gUhxEKgUkq5TghxSpaT09txkpRyrxDiIOBdIcR/on88EOpzf5hh7wXGR30fp79zEYsKfdkG/Vmpv08mv1Tvxyne9zkIIfxonfWzUspX9deuHDOAlLIOeB+Yjba8aEwmovMdlpX++2CghvRl25cwB/iaEGI32nL1POABXBmmDSnlXv1ZiTZ4PJ4DrD73hw77U2CSbjWZg2Zo8UaW03Qg4g3AsGhcDLwe9f4K3SpyFlCvLxG9A5whhBiqW06eAbyj/9YghJil741dERVXn4Get78AW6WU/xv1kyvHHkIIMVKfWSOEyANOR7MFeB+4UA8WL0NDthcC7+n7gW8AF+sW0IcAk9AMfPp83ZdS/kxKOU5KOREtf+9JKS/DlWFaEEIMEEIMND6j1cNNHGj12W7LuwPhH5pF3za0/bFbs52ebP8DngfKgE60vZTvoO1jrQC2A8uBYXpYAfxJl90XwMyoeK5CM07ZAXw76v1MXdl3An9EP1GvL/0DTkLb8/oc2Kj/O9uVY1oyPArYoMtwE3C7/r4IrbPYAfwNyNXfB/TvO/Tfi6LiulWXUzFR1rf9qe4DpxCxEndlmJ7sitAs4D8DNhv5PNDqs3s0qQsXLly4cNEL0B+WxF24cOHChYteD7fDduHChQsXLnoB3A7bhQsXLly46AVwO2wXLly4cOGiF8DtsF24cOHChYteALfDduHChQsXLnoB3A7bhQsXLly46AX4/1QfcMsRMrGLAAAAAElFTkSuQmCC\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualize the T-peaks, P-peaks, Q-peaks and S-peaks\n", "plot = nk.events_plot([waves_peak['ECG_T_Peaks'], \n", " waves_peak['ECG_P_Peaks'],\n", " waves_peak['ECG_Q_Peaks'],\n", " waves_peak['ECG_S_Peaks']], ecg_signal)\n", "\n", "# Zooming into the first 3 R-peaks, with focus on T_peaks, P-peaks, Q-peaks and S-peaks\n", "plot = nk.events_plot([waves_peak['ECG_T_Peaks'][:3], \n", " waves_peak['ECG_P_Peaks'][:3],\n", " waves_peak['ECG_Q_Peaks'][:3],\n", " waves_peak['ECG_S_Peaks'][:3]], ecg_signal[:12500])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visually, the 'peak' method seems to have correctly identified the P-peaks, Q-peaks, S-peaks and T-peaks for this signal, at least, for the first few complexes. Well done, *peak*!\n", "\n", "However, it can be quite tiring to be zooming in to each complex and inspect them one by one. To have a better overview of all complexes at once, you can make use of the `show` argument in [ecg_delineate()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.ecg_delineate>) as below." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Delineate the ECG signal and visualizing all peaks of ECG complexes\n", "_, waves_peak = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method=\"peak\", show=True, show_type='peaks')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The 'peak' method is doing a glamorous job with identifying all the ECG peaks for this piece of ECG signal.\n", "\n", "On top of the above peaks, the peak method also identify the wave boundaries, namely the onset of P-peaks and offset of T-peaks. You can vary the argument `show_type` to specify the information you would like plot.\n", "\n", "Let's visualize them below:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Delineate the ECG signal and visualizing all P-peaks boundaries\n", "signal_peak, waves_peak = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method=\"peak\", show=True, show_type='bounds_P')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Delineate the ECG signal and visualizing all T-peaks boundaries\n", "signal_peaj, waves_peak = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method=\"peak\", show=True, show_type='bounds_T')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Both the onsets of P-peaks and the offsets of T-peaks appears to have been correctly identified here. This information will be used to delineate cardiac phases in [ecg_phase()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.ecg_phase>).\n", "\n", "Let's next take a look at the continuous wavelet method." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Continuous Wavelet Method (CWT)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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PeSxpYQtRZtlsFijV3wW8LnEZwxbjwdEOu7t2UxWsGtZ+VcEqdnXuwtETtx62aZqcffbZHDzYf6br7373u6xbt44zzjgDgNraWr75zW96rf9169bx+c9/nnPPPZdFixbx8MMPA9DY2MgFF1xAQ0MDK1eu5PnnnwfgySefZO3atZxxxhl86EMfIpVK8Z3vfIdDhw5x0UUXcdFFF2HbNuvWrWPlypWsWrWKe++998TevGNIC1uIMnNb2G7ADoVCKKX6zE0sxGgrOkdKvQ6HUgqNpugUCZrBIe0z1vWwc7kcf/jDH/jHf/zHfrd58803+cQnPnHUfWvWrPEKeEApOP/ud79j27ZtvP/97+eDH/wg//qv/8rll1/OHXfcgW3bZDIZWltbufvuu3nqqaeIRqN84xvf4J577uErX/kK99xzD88++yy1tbVs2rSJgwcP8sYbbwCUrVa2BGwhyswdww4ESnWE3VniErDFePAbfqCUMnc4QVtrjUJ5+w/FWNXDdmtc7969m6uuuorVq1cP+Rh9ufbaazEMgxUrVtDUVJodf9ZZZ3HjjTdSLBa59tpraWho4LnnnmPr1q2cd955QOlvfe3atcc936JFi9i1axe33HILV111FZdddtmIzs8lXeJClJnb9d07YLtrXYUYa4YyWFi5kM5857D268x3sqhqEYYqXz3sY/Wuhw1wxx13sGXLlj637c0dw965cyebNm3iscce63fbFStWsGnTpqPu27RpE6eeeqp32+2qB7y/0wsuuIANGzYwZ84c1q1bx49//GO01lx66aVs2bKFLVu2sHXrVn74wx8ed8xEIsGrr77KhRdeyP33389NN9004OsZKgnYQpRZ71rYcKRrXFrYYrycN+c8slZ2WPtkrAzn1p874mOPZj3s2tpavv71r/O1r32t320++9nP8tBDD3kt/7a2Nr74xS/yhS98YcDn3rt3LzNnzuRTn/oUN910E5s3b+acc87hhRdeYMeOHQCk02neeecdACoqKuju7gagtbUVx3G47rrruPvuu9m8efOQXs9gJGALUWbuGLbbwnZni7utCCHG2uKqxVSHqunIdQxp+45cBzWhGhZXLR7WccajHva1115LJpPxJoUda/bs2fzLv/wLn/rUpzj55JM599xzufHGG/mTP/mTAZ/3t7/9Laeddhqnn34669ev59Zbb6Wuro6HHnqIj370o6xevZq1a9eybds2AG6++WauuOIKLrroIg4ePMiFF15IQ0MDN9xww4AXFMNRtnrY5Sb1sMVktX79erZv387555/PhRdeCMDXvvY1DMMY8uxXIYZrsHrYbqazwZKndOQ6cLTDzatvlvSko2y49bClhS1Embndfr3Hxdya2EKMl5nRmdy8+mbCvjCHUofoyHV4n0mtNR25Dg6mDhL2hSVYT1AyS1yIMnPH4o4N2DKGLcbbzOhMPn/G59nZuZPfH/o9uzp3oSnNBp9o1bqGW+P6iSeeOK4Ha+HChTzyyCOjdo5jbfx/K0JMMW5gdsewAW+dqeM4J7zmVIhy8Bk+llcvZ3n1cmzbopDPEAhGMCdxPWyAyy+/nMsvv3z0TmgCmFi/ISGmgGKxiFLKW38NpYCttaZQKBx1vxBjTVsW+Z07ST//PPmdu7z7g4sXE333+QQXL0b5JDRMRPJbEaLM3C7x3i1sn8+H1pp8Pi8BW4ybYlMT7T/+CXZ7GyocwTd7tpcjoHDoEPmHHsKsrqH64x/DP1PGsCca6ZsTosxs20Yp5a2/htIYNshabDF+ik1NtH7/fpxsFn/9HHyJo+th+xIJ/PVzcLJZWr9/P8UmqYc90UjAFqLM3PXWfv+RlI5uwB7t8ntC9EVbFu0//gkYBr7EwCU2fYkEGAbtP/4JepgXmJOxvGZLSwvvete7OP3003n++ef5xS9+wSmnnMJFF100rNcO8Pd///fD3mc4pEtciDJzHAel1FEB221tS8AW4yG/cyd2exv++jlD2t6XSFA8eJD8zp2Elk/t8ppPP/00q1at4sEHHwTgiiuu4Ac/+AHnn3/+kF+36+///u/567/+62HvN1RlaWErpa5QSr2tlNqhlLq9j8fnK6WeVUq9opR6TSn1vnIcV4iJyF3b2rtL3A3ebulNIcZS+vnnUeHh1WlW4TDp53834mNP5PKaW7Zs4Qtf+AKPPvooDQ0N/M3f/A2/+93v+OQnP8ltt93Gm2++ydlnn01DQwOrV69m+/btAPzLv/yLd///+B//A9u2uf32271Mb9dffz3pdJqrrrqK0047jZUrV7J+/fqRvI1AGVrYSikT+C5wKXAAeEkp9ZjWemuvze4Efq61/r5SagXwK2DBSI8txESjtca2bQzDOKqFLQFbjBftOOR37sI3e/aw9jMTCfI7d6IdBzXEpYiTrbxmQ0MDd911Fy+//DL33XcfAM8++yzf+ta3WLNmDbfccgu33nor119/PYVCAdu2eeutt1i/fj0vvPACfr+f//k//yc//elP+frXv859993n9TD8+7//O/X19Tz++OMAdHV1ndBr7K0cXeJnAzu01rsAlFI/A64BegdsDbi/rUqg/7ppQkxi7gxxpZQ3bg1HkqhIwBZjTRdPvB42WqOLRVRwaPWwJ2t5zf6sXbuWv/u7v+PAgQN84AMfYOnSpTz99NNs2rSJs846Cyj9Tc+YMeO4fVetWsVf/uVf8sUvfpGrr76ad7/73SM+n3J0ic8B9ve6faDnvt6+CtyglDpAqXV9S19PpJS6WSn1slLq5ZaWljKcmhBjy7IsLzlK71aDu8RLArYYa8p/pB72cGitQSlv/xM1Gcpr9ufP/uzPeOyxxwiHw7zvfe/jmWeeQWvNJz7xCa/E5ttvv81Xv/rV4/ZdtmwZmzdvZtWqVdx5553cddddgx5vMGM1S/yjwENa67nA+4CfKHV8kVWt9QNa6zVa6zV1dXVjdGpClE/vZVu9WzThcBgodeEJMZaUYRBcvAi7s3NY+9kdHaUkKiPMzDdZy2sC7Nq1i0WLFvH5z3+ea665htdee42LL76Yhx9+mObmZgDa29vZu3cvUBr6cmesHzp0iEgkwg033MBtt91WlhKb5QjYB4F5vW7P7bmvt08CPwfQWr8IhIDaMhxbiAmlWCyitfZKarqi0ShwpDCIEGMp+u53o7PDW6Ggs1mi7x7eTOmpVF4T4Oc//zkrV66koaGBN954g49//OOsWLGCu+++m8suu4zVq1dz6aWX0tjYCJRKbK5evZrrr7+e119/3ZuY9jd/8zfceeedQ35N/RlxeU2llA94B7iYUqB+CfgzrfWbvbb5NbBea/2QUuoU4Glgjh7g4FJeU0xGLS0t/OAHPyAajXLrrbd697/++us8+uijzJs377gJMEKUw0DlNbVl0Xzvt3Gy2UHXYQNYHR0Y4TAz/tefS5rSUTTm5TW11hbwOeAJ4C1Ks8HfVErdpZR6f89mfwl8Sin1KvBvwLqBgrUQk5Xbwj521mssFvMeF2KsKZ+P6o9/DBwHq6NjwG2tjg5wHKo//jEJ1hNMWX4bWutfUZpM1vu+r/T6eStwXjmOJcRE5nZ5954hDqVxPDgyi1yIseafOZPaz3ya9h//hOKhg6hQGLMnPanWGrujA53NYtZMjFziUl7zeHL5JEQZubPAfce0TCRgi4nAP3MmM/7Xn/dU6/od+Z07oWc2+ESr1iXlNY83/r8VIaaQfD7vTTrrLRAIoJSSgC3GnfL5CC1fTmj5chzLxsoV8IUCGD5z8J3FuJKALUQZuV3i/mPWrrq3JWCL8ebYDu2NGfZtbaOjMe3dn5gdZf6KGqpnRzBMqQs1EUnAFqKM3IB9bJe4OwnNTRAhxHhIdeR57Zn9ZFMFfAGDWCLojWF3t2V59el9hGMBVr93HrHE0LKbibEjl1FClFE+nweOb2FDKWjL4ggxXlIdeV7+9W6KBZuK6hDhWOCoetjhWICK6hDFgs3Lv95NqiM/zmcsjiUBW4gycpdtBfvJvSwtbDEeHNvhtWf29wTmgVONhmN+lFK89sx+HHt4n9fxqIf96U9/esC/qzfffJP3vve9LF++nKVLl/K3f/u3Zb9wfuihhwbMfV4u0iUuRBn1N4YNpVaMBGwxHtobM2RTBSqqQ0PaPhzzk2zL0d6YoXZubMjHGet62JZl8d73vpdf/vKXfOADHzhuu2w2y/vf/36+//3vc9lll5HJZLjuuuv43ve+x2c/+9khv67BPPTQQ6xcuZL6+vqyPWdfpIUtRBm5ucRDoeO/GA3DwHEc6RYXY27f1jZ8geF93fsDBvu2to342KNZD9vn83HuueeyY8eOPh//13/9V8477zwuu+wyoLS88r777vNa/l/96le58cYbufDCC1m0aBHf+c53APqtZb1p0ybe8573cOaZZ3L55ZfT2NjIww8/zMsvv8z1119PQ0MD2WyW22+/nRUrVrB69Wr+6q/+6sTfvGNfb9meSQjhtbDd6ly9GYaBZVlorYdd6lCIE6UdTUdjetiTyEIxPx2NabSjUcbQPq9jXQ87k8nw9NNP91sJ68033+TMM8886r7FixeTSqW8imDbtm3j2Wefpbu7m+XLl/OZz3yG3/zmN8fVsi4Wi9xyyy08+uij1NXVsX79eu644w5+9KMfcd9993k1tNva2njkkUfYtm0bSik6h1l0ZSASsIUoI3cMu7+ADcMvcyjESNg949AnVg+7tL/PGNoa7bGuh62U4pprruHKK68c8jGOddVVVxEMBgkGg8yYMYOmpqY+a1m/8cYbvPHGG1x66aVAaYnm7Nmzj3u+yspKQqEQn/zkJ7n66qu5+uqrT/jcjiUBW4gycrvE+wvYWmts2z4usYoQo8U0j1woDidol+phH9n/RPWuh31sK7t3PWzDMLjjjju44447vNz7/XHHsAezYsUKNmzYcNR9u3btIhaLeefSe4KoaZpYluXVsv7Vr37FnXfeycUXX8x/+2//jVNPPZUXX3xxwGP6fD7++Mc/8vTTT/Pwww9z33338cwzzwx6rkMhY9hClNFQA7YQY0UZisTsKLn08ArP5FJFErOjQ+4O789o1sMezPXXX8/vfvc7nnrqKaDUZf/5z39+0FrYfdWyXr58OS0tLV7ALhaLvPlmqShlRUUF3d3dQGnWe1dXF+973/u49957efXVV8vyWkACthBl5X7p9DVL3E2m4q7VFmKszF9Rg1UY3gqFYsFh/oqaYe0zHvWwBxIOh3n00Ue5++67Wb58OatWreKss87ic5/73ID79VXLOhAI8PDDD/PFL36R0047jYaGBn7/+98DsG7dOj796U/T0NBAd3c3V199NatXr+b888/nnnvuKctrgTLUwx4tUg9bTEbf/e536ezsZN26dcyZM+eoxx544AGam5u58cYbR335h5h+BqqH7dgOG3+5i2LBHnQdNkA2VcQfMDnn2kWSpnQUjXk9bCHEEUNpYbsVvYQYK4ZpsPq989Bak00N3DWeTZVquq9+7zwJ1hOMTDoToowcx0Ep1ecYtjvRLJPJjPVpCUEsEWTNlQt57Zn9dLfn8PkNQj1ZzbTW5FJFigWHSMXEyCU+nHrYw62dPVlJwBaijNyAfWzxD5AxbDH+Yokg51y76OhqXRpQE69a13DqYQ+3dvZkJQFbiDJyU4/2tWzLXT4iXeJiPBmmQe3cGLVzYziWTSFfIBCUetiTgQRsIcrIbWEPFLBzudxYn5YQHse2aTuwj92vbqL9wH7v/uq581l42hnUzJ2PIXkCJiQJ2EKUidbaS04hLWwxEXW3t/LKr/+TTFcn/mCIitq6I/WwW5rZ9PgviVRWcfqVf0JFde14n644xvgPVAgxRbiFPZRSfeZGdmeOu8lVhBhL3e2tbPyP9RTzOeJ1MwjH40fXw47HidfNoJjPsfE/1tPd3jrOZyyOJQFbiDLpHbD7SgHpVvCSSWdirDm2zSu//k8MwyBccXwRjt7CFXEMw+CVX/8nzjCz8k22etj5fJ5LLrmEhoYG1q9fz/PPP8+pp57qVd0ajm9/+9ujvgKkLAFbKXWFUuptpdQOpdTt/WzzYaXUVqXUm0qpfy3HcYWYSNxKXP1VHopGo8CRil5CjJW2A/vIdHUOGqxd4Yo46a4O2g7sG9Zx3OIf7j8301nvetibN2/ml7/8pZfK86abbiKRSLB9+3Y2b97Mb37zG9rb2wc8jptL/LXXXmPr1q388pe/7HM7tx727bffzttvv82rr77K73//e773ve8B8MorrwCwZcsWPvKRj/DTn/6UL33pS2zZsoVwODys1z4pArZSygS+C1wJrAA+qpRaccw2S4EvAedprU8F/nykxxVionEDcX8B2/0CkFziYqztfnUT/uDxNdoH4g+G2P3q5hEfe6LWw25ubuaGG27gpZdeoqGhgX/+53/m5z//OV/+8pe5/vrraWxs5IILLqChoYGVK1fy/PPPA/Dkk0+ydu1azjjjDD70oQ+RSqX4zne+w6FDh7jooou46KKLsG2bdevWsXLlSlatWsW999470rex9HrL8BxnAzu01rsAlFI/A64Btvba5lPAd7XWHQBa6+YyHFeICaVQKAzYwna/rNwSnEKMBe04tB/YT0Vt3bD2C1fEaT+wD+04qCHWq55M9bBDoRAPPvgg3/rWt/iv//ovAF588UWuvvpqPvjBD/IP//APXH755dxxxx3Ytk0mk6G1tZW7776bp556img0yje+8Q3uuecevvKVr3DPPffw7LPPUltby6ZNmzh48CBvvPEGQNlqYpcjYM8B9ve6fQB41zHbLANQSr0AmMBXtda/OfaJlFI3AzcDzJ8/vwynJsTYcVvY/ZXOdAO2TDoTY8nu+bydUD3snv19fWTu68tkrIfdn7POOosbb7yRYrHItddeS0NDA8899xxbt27lvPPOA0p/82vXrj1u30WLFrFr1y5uueUWrrrqKq+FP1JjtazLBywFLgTmAhuUUqu01p29N9JaPwA8AKXiH2N0bkKUhTuZrK8sZ1AK2EqpASfICFFuZs/n8YTqYffa/0RN9HrY/bngggvYsGEDjz/+OOvWreMv/uIvSCQSXHrppfzbv/3bgPsmEgleffVVnnjiCe6//35+/vOf86Mf/WjQ8x1MOSadHQTm9bo9t+e+3g4Aj2mti1rr3cA7lAK4EFOGbdtorfttYbvLumQMW4wlZRhUz51HrmeS11Blu5NUz50/5O7w/kzGetgAe/fuZebMmXzqU5/ipptuYvPmzZxzzjm88MIL3ph5Op3mnXfeAY6uid3a2orjOFx33XXcfffdbN488rkAUJ6A/RKwVCm1UCkVAP4UeOyYbX5JqXWNUqqWUhf5rjIcW4gJw50h2l8L271fWthirC087UyK+eFl2Cvmcyw87Yxh7TNV6mED/Pa3v+W0007j9NNPZ/369dx6663U1dXx0EMP8dGPfpTVq1ezdu1atm3bBsDNN9/MFVdcwUUXXcTBgwe58MILaWho4IYbbuBrX/taWV5PWephK6XeB3yb0vj0j7TWf6eUugt4WWv9mCr1w/wDcAVgA3+ntf7ZQM8p9bDFZPPSSy/xxBNPsGDBAm644YbjHrcsi//9v/83gUCAv/zLvxyHMxRT2cD1sG1+97MfU8znhrS0K9udxB8Mcf6fflzSlI6i4dbDLssYttb6V8CvjrnvK71+1sBf9PwTYkpyx7D7qoUNpeVe7hj2cMcThRgJwzQ5/co/YeN/rCfbnRwwaGe7kziOw+lX/okE6wlGcokLUSaDzRKXgC3GU0V1Led84CO88uv/JNnSjC8YJFwR93KJZ7uTFPM5opWJCZFLXOphH08CthBl4raw3eVbfXEDtjsrVoixVFFdy/l/+vGeal2bae+VyWyiVeuSetjHk4AtRJm4CVEGC9haa5l4JsaNYZrUnbSQupMW4lg2dr6IGfRLPexJQAK2EGXiBmy3yEdfTNOkWCxiWRaBISajEKKctK0pNmfIvdOO1ZwBFKDxzYgSWpbAPyOCMmW4ZiKSgC1Embhj2AMFYnd8W7KdifFgd+XpfuEgTqoIAROjMuj1+lgdOVLPH8CI+ak4bw5mZf89RWJ8yCCaEGXiBuyBWtiGYaC1Jpcb3ppYIUbK7sqTfGYfuuBgJkKYUf9R9bDNqB8zEUIXHJLP7MPukjKwE40EbCHKxG0195c4BY60sKXEphhL2tZ0v3AQlMKI9r3s0GVE/aAU3S8cRNvDy9Mx2vWwX3/9de+5q6urWbhwIQ0NDVxyySX9ntNA9bDL5aGHHhow93m5SJe4EGXiplYcqI6uaZql7kfpEhdjqNicwUkVMRNDK7FpRP3YHTmKzRkCs6NDPk5fxT/g6HrYwWCQpqYmnnvuOaBUD3vRokVs374dwzBoaWnpN+9279ng69at8ypr9ceth/3973+fyy67jEwmw3XXXcf3vvc9PvvZzw75dQ3moYceYuXKldTX15ftOfsiLWwhysQN2AONYbutb+kSF2Mp9047BIY5CzxgknunY8THHs162IMZqB42wFe/+lVuvPFGLrzwQhYtWsR3vvMdoJQj/KqrruK0005j5cqVrF+/HoBNmzbxnve8hzPPPJPLL7+cxsZGHn74YV5++WWuv/56GhoayGaz3H777axYsYLVq1fzV3/1V2V5LSAtbCHKxrZtlFIDjmG7AVu6xMVY0Y7Gas5gDHMSmRHxYTWn0Y5GGUObNT7W9bAHM1A97GQyCcC2bdt49tln6e7uZvny5XzmM5/hN7/5DfX19Tz++OMAdHV1USwWueWWW3j00Uepq6tj/fr13HHHHfzoRz/ivvvu41vf+hZr1qyhra2NRx55hG3btqGUKlstbJCALUTZuN3cQ2lhp9PpMTknIbA1oE64Hja2hiEG7LGqh11OV111FcFgkGAwyIwZM2hqamLVqlX85V/+JV/84he5+uqrefe7380bb7zBG2+8waWXXgqULtBnz5593PNVVlYSCoX45Cc/ydVXX83VV19dtnOVLnEhykRrjWEY/eYShyMB212zLcSoM0vrrIc70crbfoRrsnvXwz5W73rYAHfccQdbtmzpc9sTsWLFCjZt2nTUfcfWw+6d6Mg0TSzLYtmyZWzevJlVq1Zx5513ctddd6G15tRTT2XLli1s2bKF119/nSeffPK4Y/p8Pv74xz/ywQ9+kP/6r//iiiuuKMtrAQnYQpSNO4Y90Cxx98vBTWMqxGhThsI3I4KTGd5ERydj4ZsRHXJ3eH8mYz3sQ4cOEYlEuOGGG7jtttvYvHkzy5cvp6WlhRdffBEoXXS/+eabwNG1sFOpFF1dXbzvfe/j3nvv5dVXXy3LawHpEheibBzHKa1nHSAPs9v6lklnYiyFllWTev4ADLKk6ygFm9CyxLCOc+wY9hVXXMHXv/517r77bu68805WrFhBKBQiGo1y1113AaV62LfddhtLliyhpqaGcDhc9nrYt9xyC5/97GexbZuPfexjg9bDfv3117ntttu8HrPvf//7BAIBHn74YT7/+c/T1dWFZVn8+Z//Oaeeeirr1q3j05/+NOFwmF//+tdcc8013oXHPffcU5bXAmWqhz0apB62mGy+8Y1voLXm9ttv73ebp59+mhdffJGTTz55wOUoQgzXQPWwta3pemI3uuAMug4bwEkXUQGDyssXSprSUTTcetjSJS5EGQy1ZKY7IU3GsMVYUqai4rw5oDVOeuDPnpMugtZUnDdHgvUEI13iQpRBsVhEaz3ghDM4MoYty7rEWDMrg8TfO5/uFw5id+RKucQjviMV5DIWFOwJk0tc6mEfTwK2EGXgtpgHW08aCARQSkkLW4wLszJI5eULe6p1dWA1H1leONGqdUk97ONJwBaiDPL5vLesayBuC9udESvEWFOmIjA7SmB2FMd2sAsWZsCHYcoI6UQnAVuIMigUCmitB5whDkfGsCVgi/Fi2zYtLS3s2LGD1tZW7/66ujoWL15MXV3doJ9jMT4kYAtRBtlsFhh4DTYc6RJ3E0UIMZaSySQbN24knU4TCASIx+PeGHZnZycvvvgi0WiUc845p89UomJ8SR+IEGXgTjobasCWal1irCWTSTZs2ECxWKSqqopIJHJUPexIJEJVVRXFYpENGzaULduYKJ+yBGyl1BVKqbeVUjuUUv0uQlVKXaeU0kqpPteYCTFZuYlQBgvYblejuwxMiLFg2zYbN270AvNA3EC+cePGYQ/dTLZ62Pl8nksuuYSGhgbWr1/P888/z6mnnupV3RqOb3/722QymWHtM1wj7hJXSpnAd4FLgQPAS0qpx7TWW4/ZrgK4FZha8+yF4EjAHqjwR+/Hh7puW4hyaGlpIZ1OU1VVNaTtI5EInZ2dtLS0MGvWrCEfZ7LVw37llVcAvOf89Kc/zZe+9CVuuOGGIb9m17e//W1uuOGGQS+IRqIcLeyzgR1a611a6wLwM+CaPrb7W+AbgORkFFPOUFvYfr8fwzDQWsvEMzFmduzYMejF5LH8fj87d+4c8bEnaj3s5uZmbrjhBl566SUaGhr453/+Z37+85/z5S9/meuvv57GxkYuuOACGhoaWLlyJc8//zwATz75JGvXruWMM87gQx/6EKlUiu985zscOnSIiy66iIsuugjbtlm3bh0rV65k1apV3HvvvWV5PeWYdDYH2N/r9gHgXb03UEqdAczTWj+ulLqtvydSSt0M3Awwf/78MpyaEGPDLeYRDocH3M7tEtdaUywWB020IsRIOY5Da2vrsCeRRSIRWlpacBxnyPWqJ1M97FAoxIMPPsi3vvUt/uu//guAF1980Wu1/8M//AOXX345d9xxB7Ztk8lkaG1t5e677+app54iGo3yjW98g3vuuYevfOUr3HPPPTz77LPU1tayadMmDh48yBtvvAFQtprYoz5LXCllAPcA6wbbVmv9APAAlHKJj+6ZCVE+bsAerBXj8/kwDAPHcWTimRgTbk/OidbDtm17yAF1MtbD7s9ZZ53FjTfeSLFY5Nprr6WhoYHnnnuOrVu3ct555wGl5Zxr1649bt9Fixaxa9cubrnlFq666iqvhT9S5bisOQjM63V7bs99rgpgJfBbpdQe4BzgMZl4JqYSd4LKYC1spZS3jEZKbIqx0LtXZzjc7Ue6Jnui18PuzwUXXMCGDRuYM2cO69at48c//jFaay699FKvJvbWrVv54Q9/eNy+iUSCV199lQsvvJD777+fm266qSyvpxwB+yVgqVJqoVIqAPwp8Jj7oNa6S2tdq7VeoLVeAGwE3q+1llJcYspwc4MPNuFEKeWNYUt6UjEWDMOgtrZ22LOeM5kMdXV1I+6unoz1sAH27t3LzJkz+dSnPsVNN93E5s2bOeecc3jhhRfYsWMHAOl0mnfeeQc4uiZ2a2srjuNw3XXXcffdd7N58+ayvJ4RB2yttQV8DngCeAv4udb6TaXUXUqp94/0+YWYDNzg606qGYj7BSgFQMRYWbJkybA/b8VikcWLFw9rH3cM2/3nlpq9++67qaurY8WKFaxcuZKrr77aa+E++OCDtLW1ecH70ksvLXs97Lvvvpvly5ezatUqzjrrrEHrYQP89re/5bTTTuP0009n/fr13HrrrdTV1fHQQw/x0Y9+lNWrV7N27Vq2bdsGwM0338wVV1zBRRddxMGDB7nwwgtpaGjghhtu4Gtf+1pZXo/UwxaiDH7wgx/Q1NTERz7yEZYuXTrgtvfddx/JZJIPfehDg24rxFANVA/btm2efvppisXikJYdZTIZ/H4/F198saQpHUVSD1uIcVAsFlFKDTqGDUfGBKWFLcaKaZqcc845aK0HTe6RyWTQWnPOOedIsJ5gJJe4EGXgzvgeylpXd622TDoTYykej3PBBRewceNGOjs78fv9XlYzN5AXi8UJk0tc6mEfTwK2EGVg2zZKKUKh0KDbupPOZFmXKLfBsufF43EuvvhiWlpa2LlzJy0tLd5jE61a11Svh30iw9ESsIUoA3eG61ACtpssRbrERTmFQiHa2tqoqakZMGibpsmsWbOYNWsWjuNg2zamaY5a8hJxPK01bW1tQ/q+6E0CthBl4DgOSqkhtUx8Ph9aawnYoqzmzp3LgQMHjmo1i4krFAoxd+7cYe0jAVuIEbJtG601hmEMqZUiY9hiNPj9fhYuXDjepyFGkfSBCDFClmV5+ZaHkv7R7/ejlJIWthBiWCRgCzFCbqWuoU7UcWeSS6YzIcRwSMAWYoSy2Sxa6yEHbLdLXGaJCyGGQwK2ECPkBuzBamG73Ba2dIkLIYZDArYQI5TP59FaDylpChzpOpcucSHEcEjAFmKE3CpI7vrqwYRCIZRSErCFEMMiAVuIEXJL6g2lUheUusSVUl6yFSGEGAoJ2EKMkNvCHkrhDzjSJW7bNo7jjNp5CSGmFgnYQoyQW/0oGo0OaftgMOgVXJCZ4kKIoZKALcQIueuwh9ol7vP5UErhOI7MFBdCDJkEbCFGyA3YQ21hu7PJHceRFrYQYsgkYAsxQoVCAaUUsVhsSNu7qUm11jJTXAgxZBKwhRghN2BHIpEhbd87YEsBECHEUEnAFmKE3OVZQ50lHgwGMQxDWthCiGGRgC3ECLgzvZVSQ550Zpqm18KWSWdCiKGSgC3ECBSLRW8t9VAznfUO2NLCFkIMVVkCtlLqCqXU20qpHUqp2/t4/C+UUluVUq8ppZ5WSp1UjuMKMd6KxaJX+GOoAdswDEzTlBb2ZOY4UMyBbZX+LwlwxBgYWnmhASilTOC7wKXAAeAlpdRjWuutvTZ7BVijtc4opT4DfBP4yEiPLcR4S6fTOI6D3+/HMIZ2/esGbJCKXZOKbUHLNnjnCdj/B0gdhlw3hOIQr4e5Z8HSy6DuZDBH/NUqxHHK8ak6G9ihtd4FoJT6GXAN4AVsrfWzvbbfCNxQhuMKMe4ymQxaa2/m91AopSRgTzYd++C3fw+HtkCyEbQDhgnBCrBy0LEXug5A46tQdRKc8+lSEBeijMoRsOcA+3vdPgC8a4DtPwn8uq8HlFI3AzcDzJ8/vwynJsToSqfTXsAeDrdLXMawJzjbgjd/CU/8NeSTYOUBB1Clf/luMP0QiEJsJnTsAX8ENnwLLvgrCdqirMZ00plS6gZgDfC/+3pca/2A1nqN1npNXV3dWJ6aECcklUoBQ1/S5epdAERMUMlD8PhfweN/Dpk2sLKUgjWALv2srdL9mVZoeavUyj78WqkFvvH+UsAXokzK0cI+CMzrdXtuz31HUUpdAtwBvEdrLdkixJTgtrBDodCw9nMDtrSwJ6jkIZzffhN7xzOY+RQG2nvIxqCTOA4GMdKE6fk60w5kO8AqgFZQu6g05j1r5Ti9CDHVlCNgvwQsVUotpBSo/xT4s94bKKVOB/4ZuEJr3VyGYwoxIbgt7KFmOXPJGPbEZNs2LU2H2fHEP9PaDnQvB5ZRRzuL2UsdbXQRp0AAE5sOKoGuo4O2XYBsKzQX4c1HJGCLshlxwNZaW0qpzwFPACbwI631m0qpu4CXtdaPUeoCjwG/6JmYs09r/f6RHluI8eaW1hxqHnGXW7FLusQnjmQyycaNG0m3HiTQnSWe2YcijQY6qeBFzsBPnnk0kiCJgUWSKB3EmUEr1XRhosEuliaiRWfC27+C93wRfIHxfnliCijL2gOt9a+AXx1z31d6/XxJOY4jxESTzWaHVfjD5fP5ZNLZBJJMJtmwYQNKKaqKh8Eogp3FAQr4KeKjgEkrM9hHPcvZQYQioMkSop0qqkhSSZJZtBIoZsEfglQXHH4d5p453i9RTAGyWFCIEchms8CJtbBBxrAnAtu22bhxY6mASzgMmXbsXIY0EboJkydIAT8OBhY+wGEbS5lHIz4cHBRFfKQJkyRKF3EWWQeIduwFXwh2Py8BW5SFBGwhTpDjOF7AHWotbFfvLnGt9ZDXcIsyckrjzS2tHaTTaaqqqrCLebrzio5cgDx12JhoNAalhVwGNgEK5AmSx4/GRqPIEiJNlDQh2qmkgJ9TCm1EVA4at5SONcTEOkL0RwK2ECfItm2v8Mdwl3W567aLxSKWZQ17Hbc4QW62sh1PQes7AOxoCuOnmkxxLi0pi+60D8cOocgRwMLf0ylu48PCxIeDokCOCAmaKeLDwCFDkGzPvyQVFIsxGipShFq3QTEDweH1wghxLAnYQpygfD6P4ziYpnnCAdsN+hKwx0DyUGltdLoF7Y9RVMvItiTY19KGZRfoOHyAAhbKCBIkS5g8AXIYaCx8OBiEyRGmiEmRLGFOYysOJkkqaCZBJ3EyhMkR4G3mY9p51tivo9p3wezV4/0OiElOArYQJyiXy2HbNn6/f9gB162J7XarDzfgi2FKHiplH1MGdmgJ3Xtn4xQCNNvdtDhZitg4aPwY+B1NiEqCOomt/D2pUhwiZImRRmFgo7Dx0U0UHw4xUvh7OsqbqCWoinQQZGu6kqr4IpbuelYCthgxCdjC4ziagu0QMA0cR9OVLaC1JuAz8ZsGQb+JYchYqyuZTA67UpfLXYctM8XHgG2VWtbKwDZmk9w1j6Jjs9tpZmc2TVZbGCjCykfUMFDaAUdjO/UEjAOYKoNCozFJU5qrUBq3DnKQWT0j3KX7Sv/VFIgSJ0ObE+UVazlzDr5NRMaxxQhJwJ7mLNthe3OK595p4e3DSQ60Z9l2OEmmYGMfSe6Ez4BZ8RAXnzKTD62Zy8mz4vjM6f3l093djeM4BAKBIVfqcrnFQmzbloA92lq2lbrB4/NJvjOLTivHO1YHB/JZLA1hDEwUFaaBrQwcDHzaxlaQderxG4dQysHExkBjYJMnwBwaOZUdmFhoFDmCdBKnS9WQUbVktI+QYdNph9jcXuB8uwDG8DLiCdGbBOxp7HBXjv/zwm5akjmauzK8tKeTvO57W8uBA505/mXjXp7d1sQFy2bwufcuZVbl9P0C6uzsBBh2WlKAQKCUSENrTT4vmXpH1Y6nIBAl2x1ib6rATqeDFqtAEEWtz4/pD3CokMPCKAVkrdCmn4DWGJYmjEOQjp4pZ6UO8i4qOIOtVNPV60ApZqlOcmaSiLJ52z6JbLgKqwjbuvys6EpRXTt9/17EyE3vJtI0dqg9y/2PvkXxjU58mzqIvZHmvSk/Z2V91NkK1U/gtjUc7Mzx3DvNfOM32zjclRvbE59AUqkUWuthL+kCvPrZvZeGiVHgOND6Dmmzipf3+Hij0EablSeqFDMCQapMH2HTxKcURe2gUJiGIuLzE/eZVAXDhKklTB5/Tws7R5AYGepoO/pYygeGj5DfYYXvAMvqKwn6/QRVgW4nzG83bJDftRgRCdjTUEdzmp997xUqXu0itDdLdbfDkqLJgqJBQ97kiu4Al2f8VPSTNdPWpdb5tsYufvi7XVi20/eGU1x3dzcAFRUVw97X7RLXWks+8VHkFHPsS/l4Yb/N9u4cBWxqfUHmBiP4DYOsdsg7mpmBECYKlCLu8xP3BQj4AqiAHycwF8wIKB8ZwmgMzuGVUhrSntXZGL5SfWxfAKIzMGsWsmx+HfOrFJX+AsFIBY2NjezZs2ec3xExmUmX+DTi2A7bNzXz3Pp38GUslAblfeng/b8SmFE0WVo0eCpYYFtIo4+Za1Z0oCNdYHdrmu3NKU6ZHR/LlzLuHMchnU6jlDqhgO0mTnEch1xu+vZSjKauri727NrF7rYg7Vbpyy7h8xMyTbqcIrYuffbjpo9af4Al4Ri7siky2sGxNSGtUVVzcFobSceXUEx3ENXdnOO8TBwLjAgY/lI2M61BGRCrKd039yxCfh8LQh0ko2FykTpaWlp57bXXmD9/PsFgcLzfHjEJScCeJlIdeV761W62v9REMWcP2rWigCCK9+UDnFy0+X8xi9QxO7VnirSn82x4p2XaBWzbtr2x58rKymHvHwwGMU0T27alhV1mxWKRvXv3snfvXpqbm8nrCqp8WQyzChubTrs0K9yvDOoCQWYFwlT6/PiUoj4Qps0qsDfdSZsZQFtFCFcwpyLMkkQHdalGTCsBGV1qURsGODYoBeFK8Mdg7hoIVkCmjRlBh5mnXUz2cCcdHZ0cPHiQlpYW5s6dO95vk5iEJGBPA6mOPC8/vov929qxinavyr5HD1RrbBxlo40CjrLQhgVWkPlOiMsyBk9GbFK9lnUVbE06Z7G9qRvH0dNqyVehUCCfz2MYxrDziMPRk84syyr36U0J2tFgl3p3lAZMher5jLmP9b7PcRxaWlrYsWMHzc3NJJNJ/H4/VTPmEmjdSrdZwHT8hExNzPRRGwhRHwjh7zXD31CKOn+QulAQPecsClQSrI5Q+e7Zpdnm2/8fHPgjdOyFrgOgDQhUQGIB1CyBSE2pJna2HaIzMN79aU5yInRktxCPx2ltbWXLli0SsMUJkYA9xTm2w2vP7CeXscgkcxSdAhigUCjHh+pZYeqYeWyVw/KnKZopbCOPNiwMpUH7qMvXck4hxrNBP7Y68gVnOQ6WLq3fDhnmOL7SsZVKpbBtG8MwTnjSmbsWWwJ2KQDrooNjOVhtWXI7OrD2p7CSBXTOwgj5MOJ+fIkwKNBZq9SqReObESU9E/YnD9HS0kIymfSS0USjURw7SrEjQnUkA+k6IgGYFQhR6++nW7qYAX8UFavD11kgvLwaTF+prvWslV4OcgCa3oQ9G6B1O9g56D4Edcth8cVQdzKYPqqAuro6urq66OzsZO/evXR3d5/QUIqY3iRgT3HtjRlSySzNLS2kfU3Y/nxpuE0bmE4Iw4qglYXjy2KrApaZwfKnwCx9ITkOoGysYAuzCjYnEWO3DmHYFiY2juXH51j4p0/jGigt6XKznEUikWHv745hT+dJZ9rWFA6lyGxqIrezE6e7gC44gC6NyfgNzIoARH04BQdrb5LC7iQq4sOI+gmdFCelc+x85zVaX2knpXOYiSD+cIBYLIZhGBSLRXw+HzUnv4vQng2Qd5htJoj1l+emmCmNR89dg5OxMWJ+/DOO+f0axpH11HPPLP1zg7gZ6DM5Sn19Pa2trVRUVNDe3s4rr7zCBRdcUM63U0wDErCnuO2vHqSr0ExLej9Fw0LbYJs5bF8eDBvTMVD4wAqg0di+LCgbbBNDB8HxoZWFVhZ+mjkn+SYXpBoJFlIoHIz9CvOtML94eyELTzudRWecTc3c+Rjm1G5td3V1eUlT3O7t4TBN02thT7elPtrW5HZ1knxiD8WmNBT7W0PoYOdyEDJQhgGmgTKBokMml+Htrftoi6TosrJoxyaAH1+HgxkyUUphGAaRSIRYLEY4HCZR/xFmbf8V6R1hHNuHETFLrXStoZgFpwD+aClYW6WJZBXnzUGZQ7ga7R3E+1BVVUU8Hqe2tpaOjg7efvtt1q5dKznkxbBIwJ7CMukMe/fuKQVoW2MZGexguhSQeyaH24rSD0YGDA2OQukAgWwtShs4qouibkP7c2BCSHUT8DmYtkLZGtCQS3PwrTdo2bOLg29vpXbeAk6/8k+oqK4d3zdgFCWTSaCUNOVEvnQNw/BKajrO9FkWZ3fl6Xx6L/mtbTipgYcCHBy6VQ4jr4joIL5YgCQ5DtgtNKU6SRs5nLwmEo8RCIRAg2GD05whuDBBRUUF8XiceDxOdXU1iUQCtWw15u6tdD/7NnZXBgwLw5dHxWrRVQtwVBVkNEbMoOK8OZiV5ZnNrZSivr6ezs5OotEoyWSSXbt2sXz58rI8v5geJGBPUZZlsXv3HiwrD4amaHZhkwOtMYsRDB0stajNPBgWGg22gVmMEsrV4bdMitlNOIF2TJ+FpULgC6IjUYpWEeXYGLbdsyyspJDNsPe1LaAUG/9jPed84CMTPmg72qHoFDGVia1t/IYfQw08h15rTWdnJ1prYrHYCdWyNgzDa2FPly5xuytPx693kX+7A53tZ5F/DwdNp8rg4KDRNKlOOrMZ2gMZchTQOPgdHyEVwOcYKJ+BzzAwfCZ+yyARrGLOgnnU1dURiUSO/I5MH+aS1VQuXEXxcIrcO61YLYVSF7wNvhkRQssS+GdEhtayHoaamhqi0SjV1dWkUileffVVli1bJrXQxZBJwJ6CtNYcOHCATCaNpW1S3U04Rg5sRagwi1C6Hh8BHGyKZhpHFVHaxOdEMLQPnDRW5neo4mEMpdHKwCiaOKYPlIETCOFoG2XbGMWj02o6ts3e17aw/JzzeeXX/8n5f/rxCdc9bjkWOzt3smH/Bl5pfoWDyYOkrTRVwSpmV8ymYUYD5885n8VVi/EZx/+JFAoFr4Udj5/YcjalFKZZ6rqdDl3i2tZ0PbOP4r5udMGmp05G39uiSakcGXKkdZ7Dvk46yZDHwl808ft9hAgRwF/qJi9oAqEAQV+AoM9Pwqhgjqpn5oIF/Z6PMhWBORUE5lT0OeN8NPh8Pm/y2aFDh2hsbGTv3r3Mnz9/2LnoxfQkAXuKcRyHffv2sXv3bgqFAl3FRjK5FKbfRzBfRTg9D4NSADUwCdhxen9zau1g5Tbh2K2gFEa+C3xxKObQpokOhiAYxLLzKJ8fw7ZQztGtJceyOLT9beqXL6ftwD7qTlo4lm/BgA51H+KfXvkn/nDoD7TkW456rCnXxNtdb7Pp8CY2N21mcdVirj/lemZGZx61XSqVIp/Po5SipqbmhM7DHWOF6TFLvHA4TWF3F07ehp55ZS4LmwIWNpocBVpVkhaji26VJYcNOCgM/IAfExOFiVFqZRt+IjpAIlZFPBSnNpIg7A/hdObRjh5SAFaGgjFakjhr1iwaGxtJJBK0tLTwyiuvEIlEqK2tlaAtBiUBe4pwu2nfeustDh8+THd3N8lkkoJdQCk/MyrnUOyq5diOSLcgoPsNqu02tN1Zuq0zGNpBF/OoQAgjn8M2feAzcUIRHNvCcSyMvM2xX3epthbs4mJ2v7p5wgTsN1vf5AsbvsD+7v2lIYB+dFvdbDi4gbZsG+limptX33xU0O7u7iaXy2EYxgkHbMD7grZtG8uy8Pmm7p9jZnMTju2gi44XrHMU6VJp0ipHijxtqptulSNPEQeND/ATIKrDmBgYqNI4tWUS8AeI6gDV4WoqnDDV1bMI+ANHdy/beswC8VCFQiESiQSJRILOzk5aW1vp6OggFAqdcG+NmD6m7jdEL1pr2traUEoRDofx+/34/X4cx8GyLAqFApZloZQiGAz2e6XrfhnYtk0ul/NaRr1bSG7Lye/3Ew6HvaU7vasyuTWQLcvCMAy01oRCIWzbRmuN4zh0d3eTz+e99bpaa2zbxrZtlFLevo7j0NXVRVdXFy0tLaTTaYrFIo7jlAJKXYKoNZvayDzaMhlaD6TQx8xxUj3/1YBj7UHrTCkhBKWUmUY+j/YHwSqiiwUcMwymH8sfxrBKXePKOrpb17YsMskk7Qf2oR2nNMt3HB1KHeKLG77Ivu59Q97nzfY38Rt+fvrWT/n8GZ/3useTyaQXYEfyJesGaPdzOFUDtnY0+T1dqICBth0yRo42uukkRafKkFJ5CtgUKH2G/BgE8RPSQUL4AY2pfYSUnxghqqwoleFKfLbCH4qg8zZBf6BnXXbp7wuAMo9Bl4NSipkzZ9LS0kIkEiGTydDU1EQikZCALQZVlm8IpdQVwD8CJvCg1vrrxzweBH4MnAm0AR/RWu8px7GH6re//a0X7HrOycvlbNuldqfW2rvfDeKmaeI4jveY4zjeNlAK1u4XRO/7obRcp3fXp3sMODIz2A2+Wmtvu0Cg1FLw+/1e8HWP6wZ/9z7LsrBt23vcMAx8Ph/RaJTFixezYsUKooEqNj+xl+r6GMW8Q2dTpu83SWu01Q6OBRyZ+ay0gyrkIBjBLBbQfj/a54dgCMuxQTsoxzmuazzT2UG8phbbsvCdwNKncrEci3/a/E/s794/7H23tG6hLlLHzs6dLK8uzehtb2/HcRxCodAJJU1xubPLe38GpyKnYJPNZMkGLQ6pRlroIqmyFLCwsLHRpVShmITxE8BPQPu97u8QASp0iLiOENMh/PjANjACJrqoMaJHgjWAk7HwzYiO6nj0SFRWVnoz2DOZDIcOHWLOnDnU1NR4ExGF6MuIA7ZSygS+C1wKHABeUko9prXe2muzTwIdWuslSqk/Bb4BfGSkxx6qYrFId3f3US3i3kHQ5QbAoTJNE8Mwjlqi404iOvZCwA347v/dbXvfdn9Op9NHbe9yLwh632+aJj6fD9M0CQaDxONx5syZw4IFC5g1a5YXFNZcuZDXntlPzZwojnZItuT6mPRjU0paoXoyphxh5HNow4ftB1UsoJVCGyZ2IITWpUFJXzaD6tV812i0djB7Wo7uxYXbAzFWdnbu5JWWV3A4seVT29q38ftDv2d59XJs26arq1QDORwOn9AabFfvgJ3P50cU/CeiQqFAc3Mz+3fvY3duK52FNDkjj+04OJRKWfoxqSRMTIeI6RBB/ATwYWiTCAEiBAhqP358pS5xl9YYER/YDr6aY9Y/F2xCyxJj+2KHwTRNb5lZW1sbHR0dHDp0iPr6esLh8HifnpjAytHCPhvYobXeBaCU+hlwDdA7YF8DfLXn54eB+5RSSveORqPIba36fD601l4LFo5OYOHO3IVSd2XvL2O3y9wwDG/M0W2xu93PvVvgfr+fQCDgBV7DMLwKPb2DudsKB7xuc621dzEQCAS82cSAd3x3m3A4TDweJxqNEg6Hqaio8Lrie4slgpxz7SLaGzPsfaOV/ds6aNmTpJC3ewVuk1Lex56g3eu3owAzlwGfD6wijjIgaII/gKMURcMArTCLeZRVWqZUdDSB2lns2buXbDaLZVn4/X5CoRChUIjKysoTyhI2kGKxSCaT8fJ8K6V4dtuzZDuzRJ0oCoXP9hFwApi69Lt2lEPKl8LyWeSNPMcOyO9P7WdX5y4cXRp+6O7uRmtNZWXliLqxe3eJT5WZ4oVCgdbWVhobGzl06BCtra2k02lypLEdC8M0CTgGAUJU6BB1Ok5EB0utanz4MAjq0s8mBuq42RGUUuuaPeE7YGJGj1z8Oeli39nJJphEIuG1tDs6Omhubqa7u1sCthhQOQL2HKB3X+MB4F39baO1tpRSXUAN0Np7I6XUzcDNAPPnzy/DqZUYhsHSpUuxLMsLgOFw2AvWbqDWWnt1iguFAoVCwesOd5/HHX92184qpbyxZTeoK6W8hBpua9K9r9dr9S4e3IsJdzu3itNQu8fcNJeDvg+mQe3cGLVzY5xx2UkUCxadzVn2vt5K26EUjq1p3TuPbDKDP6joOHj0/ko7GOludLQCn2liWQXwBUtB2++nYAbwZ5MYRT8OYEVi5EMRdu7ciVLKWw+bTqdxHIfW1lbq6uqorq4eckvV7a3o/bPbQs1kMl5RDvd2Jpth3459zOycScAOEHAC+BwfPkp51BWliyzLb9EUbKIl0kJ3oPu4oF2wCxSdUk+NW1azurp6RGto3QtHx3HGdS22dhx0sYjy+4c910BrTSqVoq2tjcbGRlpaWmhvb6ezs9O7CPH7/YQCQUKFCBX+KJGiQbUdJ0wQHwYmBgHt84L0oAzlBeng/AqvO9xJF4eXnWwcxWIxr1s8mUzS1dVFc3MzM2bMGO9Tm1L6axMee7/7N+gOVfaeOwRHEh253ze9hz9797COtgk1y0Vr/QDwAMCaNWvK2vpOJBJesO2vpGEoFPIeB46qWesGX7fFbJpmn5NE+vvF9Z7Y5l409C4AcazR7jJWhiIQ8jNjvp8Z8+NoR2PbDu0HKnjhF510tzZjBgLYx7xPhmNDurvUCgdsDLShwOdHh6MUwuFSd7phkAnH2XfoMMpoLh2z57VHIhGvJbFv3z7C4TAzZ85k9uzZxGIx70LKzbPtXiAVCgW6u7u9349bk7p3sHa3z+Vy3ntudBvUF+q9QidHvR4MlFaovCKajxK0g+xI7KBoHt3iTRfT+A0/XV1d5PN5TNOktnZkSWHci0X3gmMsacsiv3Mn6eefJ79zl3d/cPFiou8+n+DixagBeg+KxSKHDh1i27ZttLW1kU6nvZ4Nt/fH7UVJJBLEzSiB17LEAiFMG4I5A79tHt3NPUQq7AO/QfCkOARM7HQRCqW83+XMTjaaDMMgkUhQVVVFc3MzmUyG/fv3s2zZshENs0x37oRg97ugv7khvS/s3QvLQqFAJpPBsizy+bw3sdgN4u4k395znWzb5qyzzuKUU04Zk9dXjoB9EJjX6/bcnvv62uaAUsoHVFKafDYm3ODYu3XdexwZSr8s9xfhtnxM0/T+eHoH4hNZL9m7dT0RKUPhM0xq559E9ex6Um0tRKsSJJubjtvWcGxUOolhFSFsoUMRbKcnL7PpA58BhoEKhrFsG6NnQp3bc+EG2GAwiM/nI5lM0tTUxNatW4lEIl6PgXvBdGxLulgsks1myeVy3vDAsfMStNZHuqsVFCniKIeiUcTBwTEcij2zkk1MonaUmBVjXmoeSX+Sg5VHf4SXxJegULS1tXkz9EfaGnJ7VMY6YBebmmj/8U+w29tQ4Qi+2bOPFCI5dIj8Qw9hVtdQ/fGP4Z95ZDmb1pqOjg527tzJjh076OrqIpfLHfWF5mbymjt3LjNmzCAWi5V+nyiK6SbUvhxGhYGlC5C1+k2e0h9zRpjg0irI2jhZC7KlCWajlZ1sNLnd4tFolEwmQ2trK62trdTX14/3qU1obo+me3HofjfncjkymYzX6HL/Tt3vnVQqRTqdprOzk2w2613cu98bvRsCvYNy79a4u23vOUaNjY2TKmC/BCxVSi2kFJj/FPizY7Z5DPgE8CLwQeCZsRq/di1cODHWAk90hmlyxlXXkO7q5PDO7Rg+P451/Piq0hozl0EV8jjZDCoUxQmG0QpQBgtXNxCtShAOhwmFQl5r2G0lFwoFstmsV0DDnSWfTCaPmgXfO89272Vv7h+T2xJ3/zDdiwD3Ysvn85GMJNnTtoeckcNRpQlPlrKwTAtDG5jaJO2k0SlNlVXFgtQCmmJNWOaRCYjnzjvXWz5n2zaxWGzEy3DcgA1jk55UOw75/ftpf/BBlM+Pv37OUY8rpfAlEpBIYHV00Pr9+6n+HzdTiMXYs2cPb731Fq2trV4rBErd+uFwmFgsRiKRYMGCBVRXV3srFdzfB4B9WSVdv9lD4XAaM+bH1hpy9sBBW/X8CxiEFleReP8SzMrgmGUnG03uKoOamhq6urpIpVLs27ePWbNmSRKVXty5Pe7FvttzlsvlvOWv7veCu0rGsiwsy6K9vd0bxnLn0bjcHi63geD+PboTiQOBgPf59fl85HI5r0HX+/O/ePHiMXsvRhywe8akPwc8QWnW0o+01m8qpe4CXtZaPwb8EPiJUmoH0E4pqIsJqqK6lnf/2Sf4w3+sZ49lkWxtRvdToMJwbIxcGl8uja0M/NV1nPnfPsyskxYSiUSOWqqmtfaucDs6Oujo6CCTyZDNZr2lab3HigCvBdp7bMkNxO62Pp+PSCTirX2PRCJelaZYLMaywjKe2/AchzOHjzv/olEEBZFiBEtbxLpixItxZqRncCh+yNtudd1q9u3a583gr6ioOGrI5ES4XxSjOYbtFApk33iD5OOPk978CtaBA2jHwQyH8c+pJ7h8Ob6a2qPGrrXWpCsqaE528dwDD9BeV0cqlaJYLHq9VZWVlcTjcerq6pgzZw5VVVWEQiHv99DXZDyzMkjlFQvo/t1BrNYsRtDEThVwuotgHRO1FaVvE5+JEfYRXpogfvF8r7t7LLOTjSa3WzwcDpNMJmlsbCSbzU65FQMnwrIsL9C6QdmyLLq6ushms3R1dXmTfwuFAkopr5vbDeruRb4baN1eDXc+TTAYJBAIUF1d7X3PVFdXU1FR4T1/NBr1usdjsZi3j9vlHovFxuw9KcsYttb6V8CvjrnvK71+zgEfKsexxNioqK7lvf/907Ts28NL//kf7Pjj77EHmMlsmCYLVp3GJTd9lmiixkvd6bZ03ZZkTU0N9fX15PN5r1s7lUrR0dFBZ2cnqVTKC/LuWmf3D8Tv9xMMBgmHw0eVTnSvgEOhUJ8T8KqcKk6rP439u/tfh53xZ2iMNVKbrmWmNZP5qfk0VjSilWZBxQKwoLW11XtddXV1I0504l7Ru19E5aIti9zbb9Pxs5/R/dTTON3dpXkFbqeW349tWdhvv0N+9x4C8+YSOessdDjC4WKRnfk8zbZFmtJYtdHRQSAcJpFIMGPGDObMmcOMGTOYOXPmsC9aSkF7IcXmDLl3OrCa0mhH4+Qs7IyFkymiLac0uhL2E1hUSfT0mfhnRSdVd/dQJRIJr4fC/TtobGxk8eLF07IoiLtsMplMenMi3PFktxvbTSLl9tC597tB272or6ys9OZRzJw5k/r6ehKJxFGTxLTWdHV1eat1YrGYN3wZi8Xo6Oggn88TCASO+7yPx4z+CTXpTEwshmkyc+Firv78bRRzOd7Z+AKvPvVr2g8dwLGKaBTBSJh5K1ZzxpXvZ+aiJV6hj/6CmdvVFAgEqKio8K6O3XE7NwOcG+zdlnQgEPC6u4abXMJn+LjljFt4sfFF2nL9T53I+rI0VjRS21FLZaGSinwFqVCKm1fczMGDB70vBsMwmDlzZr/PM1TBYNCbuFKuFnaxqYnW++8n/fsXKR46BH1dZBUKpfkGgQA6nyezcxf7TB+7T11BK1DkSAM36vczw+dj/rveRW1tLbW1td6X3olSpiIwO0pgdvS4rm3t6FL6UkD5jUnb3T1UpmlSVVXlrcnOZrPs3buX+vr6si95nMiSySStra10dXV5Xd9uQHbHmuHIxLBsNuvNU/H5fF4vRWVlJTU1NV4PmM/nO6pFfSylFFVVVX2ek5t62B0LnwjDFBKwxZD4QyFOvfBiTr3wYhzLIp/JYPp8+EOhEaUddScBjvbVan2snnvfcy83Pnkjlu6nNaugJdxCpitDzClNQMvX5Dk1fCrNjc3el4ff72fu3LkjPic3YEN5CoAUm5o4/M1vktn4B5y2QeZ0ao1dKNBYX887SxbTXVmJVSzi8/uJAAnTpM7nJ2EYxDo6WHbmmQRHYeLksV3bylCo4PTK9uV2i0ejUdrb271/feVTmEoKhYKXNCaZTHoB2p38Zdu2t+IjnU57SZeUUsTjcerr66mvr6e6upqamhovM2Qmk/GWxUaj0RGvuJlIKYMnzpmIScPw+QhPwrzHp886nXsvvJfbNtxGzs71uU3en6cl2EIsG2NObg4Xz7qYwwcP4/f7vRnqM2bMKEveZ3epIIx80pm2LJq/9S1STzwJgwR/yzBoqqvj7aVL6KquxjZNTMsilkwyryrBzIoY1aaPKtPEbxgU29vxT+HAMd5isRiRSITKykovMc+hQ4eoqamZUolU3GWa6XSa9vZ2GhsbaW9vJ5PJHDX5y+1xSqfTXuvWTQpVW1vLwoULmTNnTp89bW7v3VQlAVtMKxfOv5AfXv5Dvvy7L9OYbiRv572UpQpFwAzQXdONalTU+esI5AL4K0tX6G1tbRiGwZw5c8qyTr73srWRtrC7nniC5JP/b8Bg7ShFR2Ul25YtpWXmTGyfD2XbVHZ0MLu1lerubupq65j1rncdNcaHUqgxTCU73SilSCQSVFdX09zcTDabpaWlxaviNdlb2W6SpKamJm+c3m0x+3w+YrEYgUCATCbjTSiD0iz6+fPnM2/ePBYtWjSthgj6IwFbTDur61az/k/W89yB53h0+6Ps7tqNg4OpTBZULuCq+VfR8cdSV93hw4dRSnlLQyKRCEuXLi3Ll2jvZV0jSU3q5HI0fe3r0M9abg10R6PsmTePvSedRCEcAq2Jd3Yyb+8+ZrS3E8vnCTgOZiYD7zqSqNDu6CglUZkA43dTWXV1NU1NTUSjUW8GdEtLC1VVVZM2UOXzeQ4ePMjevXvp6Ojwuqn9fj/V1dUYhuHNCzl48KCXaXLBggUsXryYhQsXjmnNgclAAraYlkK+EJcvuJzLF1yO5VhkrAwRXwSfUco3/0b+DTo6Omhvb/fG1JQqlUYcSQ3s3txEPnCk6tuJXAgkn3oKp729z8cs06S5tpadixbRUleLNgwCuRz1hxpZvHs3ld3dpVxjSkEwiM4X0LaF8pW+KHU2S/Td55/oSxRDFAgEiMfj3prsTCZDc3MziUSCuXPnTogJTwNx8+G7hZYOHjxIS0sLXV1dOI5DLBbzuvfdi5KWlhYvYVA8Hmf+/PmsXLlSlrQNQAK2mPZ8ho944MiYtFKKBQsWsHDhQlpaWrwvy0QiwYoVK8o2rth75mnv9aLD1fHTfz2uuhpA3u9n39y57Fy0kHRFBYZtU9vUzLId26np6MTfu/tc6yPLvnpYHR2YNTUExzAxxHRWXV3tzXZOp9NejvHKykoqKyvH+/SO4+ZV6J27f9++fbS1teE4DqZpkkgkvIlfjuPQ1tbGrl27KBaLBAIBZsyYweLFi1myZMmUHnsuFwnYQvQhFovR0NDAjh07yGQy+P1+5s+fT319fdnGFN0Zr24FNncW7HA4lkV+167j7k9HwuyZN589CxaQC4cI5PMs3LWbpbt2Eeyv+90wUMEgyvRhdXSA41D98Y8NmFNclE88HicWixGNRr0A2NzcTDwe9xLSTBS5XM7L+mfbNs3NzTQ2NmLbtnfR0VtHRwfd3d3kcjmCwSBz5sxhyZIl1NfXjzgB0XQif4lC9EEpRX19PZWVlV7L1+fzlXXWrruu3E0E4S4ZGw47lTpurXUmFGL3/JPYO28u+VCQcCbD6tdep76pCWOgjMBKYVYnsA4dwqw5Ppe4GF1KKWpqaqipqSGZTHpZvZLJJMFgkBkzZngFKHpX83N/Hqtu8+7ubrq7uzEMg1Qq5a2f1lp7wdrN553JZLxUxO5F7+LFi6mpqZkSE+rGmgRsIfphGAYVFRWj+vzul+6JzhT3Zm+rUh3zXCDAnnnzODB3LvlIhFAuxxmbNjNrsHXZlBLlRM9+F1UfvG7Qal1idNTU1JBIJDh48KCXMKStrY1QKOSV4GxpafECoVLKy+jldi/X1dUNO7nQUFiWRTKZJJlMel32brGN3ueRz+fp7u4mlUphWRbBYJCTTjqJZcuWUVtbO+HH4ycy+YsUYpz0Ll5yohW7zHAYsyKGlc9ja83hmTM4MG8uuXCIYC7HytdeH1KwVlVVVFxxOTO/+AUJ1OPINE3q6uqoqqqipaUFpRRNTU3s37+ffD5POp2mu7v7qAppXV1dVFRUoLWmubmZaDTKOeecU5ZcAYA3kSyVStHY2EgmkwFKAdzN6++mBO3s7CSZTGLbNuFwmDlz5rBs2bJRvfCdTuQvU4hx0jtZhNaaXK7vZC4DPodhEDn7XSSffJKOWIy9J51EJhLBtCwW7NnDvMbGwZ/EMIisPYe6z3xGgvUEUFtby6xZs7xUpe3t7V5BC+eYyYVu97hbBe+UU06hWCyyYcMGLrjgghEFbcuy6Ozs9Ep/plIpb8WE3++nqqrKSxXqXkw4jkMwGGT27NksW7ZsQk6Wm8zkr1OIcdS7S/xEa2InPnYDrRtfZP/serrjcQwNM5pbWLRnL4OOEBoGsYsuYtbtt8t49QQRCASoq6ujsrKSHTt2kEqlAI6qy9y7op07ByKfz7Nt2zZWrVqF4zhs3LiRiy++eNjd41pruru76erqOmppo1vdKhKJEAgE6Ozs9FrUSinC4TB1dXUsWrTIG28X5SUBW4hx5CZPGUmJzdApp5A+7zya02lswyCWSjN//z7Cg10ABALMuP2LVH/4w9KynmBmzpxJOBz2up/1MZMF+wrejuOQy+XYvXs3J598spd8ZdasWUM6ptaaTCZDZ2cne/bsobOzE7/fj9baSw3qBv+mpiYOHz7sdX3PmjWLRYsWMXPmzFEZPxcl8lcqxDhyZ4W7eZZPRLZQ4HBDA9brr2NmMtS0t1HX3u5NROtL/NprmXXnHZhjWMtXDF0wGKSzsxPHcY4L1sfq/bjjOKRSKdLpNH6/n507dw4asN2CGd3d3bS0tNDU1EQ+n8cwDAqFglcf2ufzkc/njwrmM2fOZOnSpcyePdsrSylGjwRsIcaRWwBkJF3iBw8epDWZxEwkiAYCLOnqwh+rQCeTpQ20Lq2xjkYJNTQw+847CZ40v4yvQpSb4zgcOHBg0GDdl1wuR3t7O/PmzaOlpQXHcY7rnnYch0wmQyqVIplM0t7e7s06dxyHSCRCIpHwakyn02kymQwHDx7Etm3i8TinnHIKCxculEA9hiRgCzGO3NJ9bmrH4crn82zfvp1CoYAvGGT2smWc+uEPk33h9+R27EAXCqAguPxkKt5zgSzXmiQsy/LGrofLcRzS6bR3203I437GstmsF6zdYhtaa2KxGD6fj3Q67VUQi8fjdHV10dTURGtrK36/nyVLlrBy5UqZ+T0O5C9XiHHkdokrpU6oS7yjo4Pm5mZs2yYSibB4yRIip5xC5JRT0I6DLhZRfr8U75hkLMs6bkb4cDiOg2VZFItFL6lJsVj0usy7urq8bm+fz0coFMLn81EsFgmFQlRXV5PNZkkmk96SslmzZtHQ0DDkMXFRfhKwhRhHvSedDbeFrbXmwIEDZLNZlFJEo1Hmzz/S1a16Uo2Kyae5uXlE+7vFNSoqKrxlYcVikVwuR7FYxDAMgsEghmEQCoUIBAL4/X5aWlowTZP29nZaW1u9GeDLli1j9erVEyo96nQkAVuIcRQKhbwx7OG2sPP5vDfO6fP5qK2tlUpHU8T+/ftHtH8+n6ezs5N4PE5jz1p8n89HMBj05k24t9210u3t7aTTaW9tteM41NTUcPLJJ5c1h744cRKwhRhHvQsfDLeFnUwmvZnEoVCI+fPny5fqFOA4Dq2trZim6SUqGS7btqmsrOSkk06isrIS0zRxHIfOzk601l6g9vv93nrrpqYmuru78fl8xGIxFi1axIIFC6SK1gQiAVuIcRQMBr11tMOtid3W1kYul/MSWsyZM2eUz1aMBbfU6kgCttaaZcuWYds2hw8fxjAM/H4/oVDoqMll6XSarq4uWltbSafThMNhlixZwkknnUQ8HpfkJxPMiAK2UqoaWA8sAPYAH9ZadxyzTQPwfSAO2MDfaa3Xj+S4QkwV7jiibdveRKOhJJ6wbZv9+/d7Gaji8bh0h08R5Ug84qa99fl8XlEZ9zPW2dnpVdo6fPgwuVwOx3GYMWMGp556KjNmzJCx6glqpC3s24GntdZfV0rd3nP7i8dskwE+rrXerpSqBzYppZ7QWneO8NhCTHpuCxs4rmziQNLpNO3t7TiOg8/nY/bs2dIamiIMw6CmpmbEv8/58+d7S7wKhcJxlbbcdf+JRILZs2ezYMECqqqqyvAKxGgZacC+Briw5+f/C/yWYwK21vqdXj8fUko1A3VA5wiPLcSk584Sh1ILKJvNDmnMMJvNeut0A4EA9fX1o3qeYmwtW7aMl19++YQKwkCplb5v3z5vDbbW+qhCIrZtk0gkmDNnDjNnzqS6ulpa1ZPASAP2TK21Ww7oMDBg9QCl1NlAANjZz+M3AzcDRy1PEWKq8vl8GIbhLe0aarazjo4OLwtVIBCgpqZmlM9UjKUZM2aQSCS8CljDlUgk6OzsBEqZz/L5vFdJa9asWSxcuJB4PE4oFJKJipPIoAFbKfUU0NdK+Tt639Baa6VUv3n0lFKzgZ8An9Ba9/kJ1Fo/ADwAsGbNmuHn5BNikjEM44Qqdh08eNCboFZZWSnpIacY0zR5z3vewyOPPDLsjGdKKWpqauju7kZr7aUZTSQS1NbWEo/HZeb3JDVowNZaX9LfY0qpJqXUbK11Y09A7nO1v1IqDjwO3KG13njCZyvEFGOaphewh9rCLhQKXvYq0zRJJBIyfj0FLViwgGXLlvHmm28O+UJOKcXixYs599xzveQo4XDYW3MtrenJbaRd4o8BnwC+3vP/R4/dQCkVAB4Bfqy1fniExxNiSjFN08snPtQWtjt+7Qbs2bNnj/ZpinFgmiYXXnghxWKR3bt3k06n+y0GopTCMAwWLlzI+9//fuLx+BifrRgLI70s/zpwqVJqO3BJz22UUmuUUg/2bPNh4AJgnVJqS8+/hhEeV4gpwV1+A0MvsZnJZMjlcmit8fv9JBKJ0T5NMU7i8TiXXnopJ598MtXV1cRiMfx+P6ZpYhiGl7EsFouxevVqCdZT3Iha2FrrNuDiPu5/Gbip5+d/Af5lJMcRYqpSSh01UzybzQ66T3t7O5ZleQlT5At6aovH41x55ZU0NTXx2muvsXfvXq/CVjgcZsGCBaxevZqZM2eWZQ23mLgk05kQ48w0TbTWaK2HtIynpaUFrTWGYVBRUSHLcaYB0zSpr6+nvr7eq8QFR1YZiOlBArYQ4ywQCHgt7MG6xG3b9vJBG4YhiS6mIcMwZJb3NCWXZkKMMzdgD6UmdiaTIZPJeAG7trZ2jM5SCDHeJGALMc7cil2O41AoFPqdCQylJBjuhLNAICATzoSYRiRgCzHO3PWxhmFgWdaAFZoymYy39CsQCMiEMyGmEQnYQowzN2ArpSgWiwN2i3d0dOA4jjdDPBwOj+GZCiHGkwRsIcaZG3S11ti2PWDAbmtr83JLV1ZWSuYqIaYRCdhCjDO3AINhGDiOQyaT6XM727ZJJpNehjMp+CHE9CIBW4hxFgqFvLW0A63FzmazZDIZrwa2LOkSYnqRgC3EOAsGg5imieM4A7aw8/k8+XxeZogLMU1JwBZinPl8PkzT9Maj+wvYbl1jN3FGRUXFWJ6mEGKcScAWYpz1rtillOo3n3hHRwe2bXs1jt19hBDTgwRsIcaZ3+/H5/N5CVP6G8NubW3Ftm18Pp/MEBdiGpKALcQ4c0tsaq299KTu0i2X4zh0dXV5KUll/FqI6UcCthDjzC2xCaXCDvl8/rhsZ7lcjnQ6jeM4+P1+WdIlxDQkAVuICSAcDh/VwnbLJ7ry+bxXAzkUCsmSLiGmIQnYQkwAoVAIKLWwi8XicRPPMpkMuVwOpRSRSERSkgoxDUnAFmICiEQiKKUwTROtNclk8qjHOzo6sCwLwzCIRqMyQ1yIaUgCthATQDgcRimF1hrHcUin00c93tzc7GU4kwlnQkxPErCFmABisZgXsLXWdHd3e4/Ztk17e7sXsGtra8fxTIUQ40UCthATQDQaPSrbWTqdPmpddiqV8hKmyAxxIaYnCdhCTAC9k6eYpkk2m6VYLAKl4J3JZFBKEY1GiUaj43y2QojxMKKArZSqVkr9P6XU9p7/9zu4ppSKK6UOKKXuG8kxhZiKwuEwpmli2zamaZLL5byA3dnZSaFQwDRNKisrvTXbQojpZaQt7NuBp7XWS4Gne27352+BDSM8nhBTks/nIxAIeOPUbmUugEOHDnmBvLq6epzPVAgxXkYasK8B/m/Pz/8XuLavjZRSZwIzgSdHeDwhpiTDMAiFQti2TSAQwLIsb6JZU1MTjuMQCoWYPXv2eJ+qEGKcjDRgz9RaN/b8fJhSUD6KUsoA/gH4q8GeTCl1s1LqZaXUyy0tLSM8NSEml0gkAkAgEEBrTWdnJ6lUiu7ubrTWxONxyXAmxDQ2aPYFpdRTwKw+Hrqj9w2ttVZK6T62+5/Ar7TWBwarLqS1fgB4AGDNmjV9PZcQU1Y8HvdmhiulSCaT7N27l3Q6jWmaJBIJLyOaEGL6GTRga60v6e8xpVSTUmq21rpRKTUbaO5js7XAu5VS/xOIAQGlVEprPdB4txDTTjwexzCMoyaetba2UiwWCQaD1NfXS0lNIaaxkeY3fAz4BPD1nv8/euwGWuvr3Z+VUuuANRKshTieW+PaHccuFAoUCgW01l7AFkJMXyMdw/46cKlSajtwSc9tlFJrlFIPjvTkhJhO4vE4Pp8P27YJhUIkk0kaGxtxHIe6ujri8fh4n6IQYhyNqIWttW4DLu7j/peBm/q4/yHgoZEcU4ipKhQKEY1GyeVyzJo1i5aWFpLJJKZpsmzZMin4IcQ0J5nOhJggTNOkoqKCQqFAPB73MprNmjWLk046aZzPTggx3iRgCzGB1NXVAdDd3Y1lWUSjUU499VRisdg4n5kQYrxJwBZiApk9ezamadLU1EQul6O2tpZTTz11vE9LCDEBSMAWYgKZMWMG8XicdDpNKBRi9erVBAKB8T4tIcQEIAFbiAnENE3OPPNM4vE48+bNY8mSJeN9SkKICUKmnQoxwcyfP5/Zs2ejlJKZ4UIIj3wbCDEBSQlNIcSxpEtcCCGEmAQkYAshhBCTgARsIYQQYhKQgC2EEEJMAhKwhRBCiElAArYQQggxCUjAFkIIISYBCdhCCCHEJCABWwghhJgEJGALIYQQk4DSWo/3OfRJKdUC7B3v85jCaoHW8T6JaULe67Eh7/PYkPd5dJ2kta7r64EJG7DF6FJKvay1XjPe5zEdyHs9NuR9HhvyPo8f6RIXQgghJgEJ2EIIIcQkIAF7+npgvE9gGpH3emzI+zw25H0eJzKGLYQQQkwC0sIWQgghJgEJ2EIIIcQkIAF7mlBKVSul/p9SanvP/xN9bNOglHpRKfWmUuo1pdRHxuNcJyOl1BVKqbeVUjuUUrf38XhQKbW+5/E/KKUWjMNpTnpDeJ//Qim1tefz+7RS6qTxOM+pYLD3utd21ymltFJKlnqNMgnY08ftwNNa66XA0z23j5UBPq61PhW4Avi2Uqpq7E5xclJKmcB3gSuBFcBHlVIrjtnsk0CH1noJcC/wjbE9y8lviO/zK8AarfVq4GHgm2N7llPDEN9rlFIVwK3AH8b2DKcnCdjTxzXA/+35+f8C1x67gdb6Ha319p6fDwHNQJ8Zd8RRzgZ2aK13aa0LwM8ovd+99X7/HwYuVkqpMTzHqWDQ91lr/azWOtNzcyMwd4zPcaoYymca4G8pXXzmxvLkpisJ2NPHTK11Y8/Ph4GZA22slDobCAA7R/vEpoA5wP5etw/03NfnNlprC+gCasbk7KaOobzPvX0S+PWontHUNeh7rZQ6A5intX58LE9sOvON9wmI8lFKPQXM6uOhO3rf0FprpVS/6/mUUrOBnwCf0Fo75T1LIUafUuoGYA3wnvE+l6lIKWUA9wDrxvlUphUJ2FOI1vqS/h5TSjUppWZrrRt7AnJzP9vFgceBO7TWG0fpVKeag8C8Xrfn9tzX1zYHlFI+oBJoG5vTmzKG8j6jlLqE0kXqe7TW+TE6t6lmsPe6AlgJ/LZnZGcW8JhS6v1a65fH7CynGekSnz4eAz7R8/MngEeP3UApFQAeAX6stX54DM9tsnsJWKqUWtjzHv4ppfe7t97v/weBZ7RkLRquQd9npdTpwD8D79da93lRKoZkwPdaa92lta7VWi/QWi+gNF9AgvUok4A9fXwduFQptR24pOc2Sqk1SqkHe7b5MHABsE4ptaXnX8O4nO0k0jMm/TngCeAt4Oda6zeVUncppd7fs9kPgRql1A7gL+h7lr4YwBDf5/8NxIBf9Hx+j71wEkMwxPdajDFJTSqEEEJMAtLCFkIIISYBCdhCCCHEJCABWwghhJgEJGALIYQQk4AEbCGEEGISkIAthBBCTAISsIUQQohJ4P8H0/wE2UecrygAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Delineate the ECG signal\n", "signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method=\"cwt\", show=True, show_type='all')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By specifying *'all'* in the `show_type` argument, you can plot all delineated information output by the cwt method. However, it could be hard to evaluate the accuracy of the delineated information with everyhing plotted together. Let's tease them apart!" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualize P-peaks and T-peaks\n", "signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method=\"cwt\", show=True, show_type='peaks')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualize T-waves boundaries\n", "signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method=\"cwt\", show=True, show_type='bounds_T')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualize P-waves boundaries\n", "signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method=\"cwt\", show=True, show_type='bounds_P')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualize R-waves boundaries\n", "signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method=\"cwt\", show=True, show_type='bounds_R')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Unlike the peak method, the continuous wavelet method does not idenfity the Q-peaks and S-peaks. However, it provides more information regarding the boundaries of the waves*\n", "\n", "Visually, except a few exception, CWT method is doing a great job. However, the P-waves boundaries are not very clearly identified here.\n", "\n", "Last but not least, we will look at the third method in Neurokit [ecg_delineate()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.ecg_delineate>) function: the discrete wavelet method. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Discrete Wavelet Method (DWT) - default method" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Delineate the ECG signal\n", "signal_dwt, waves_dwt = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method=\"dwt\", show=True, show_type='all')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualize P-peaks and T-peaks\n", "signal_dwt, waves_dwt = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method=\"dwt\", show=True, show_type='peaks')" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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BBx/k/e9/P729vXzhC1/g7W9/O9dffz0333wzx4/Xl77dfffd3H777bzmNa/h/Pnz3HrrrRw8eJA777yTP/qjP2rK99O0/bBnxrD/yRjzojUAIvIm4L3AG6lPNvuUMeblV/p6uh+2Wsv+/M//nHw+zxve8Aa+973vUSwWufPOO9myZcvVH6zUIlxtP2yv0tnViqcUJsE4cMvvaHnSZbbQ/bCbMulMRP4BuBXoEZFh4L8DAQBjzOeAr1MP65NAAfiVZjyvUquRu5RLRIjFYvh8Pq12plovPlgP4Uc+B9NnIRC9WJ7UmHpQV/P1lrXWEl+VmjVL/O1Xud8Av9GM51JqtXNriFuWRSwW88qT6hi2arn4ILz2w/UKZqe+XV9nzcxs8FW2W5fuh/1irf+pKLXO1Go1r4UdDoe9YhE6hq2WmzEGudrSLZ+/Xr1s4EC9KIpdqS/dWqa10Iu13vfDXsxw9Or6CSm1DjS2sP1+v9fCzucXOEtXqQUIh8NMTk4uLAgsCwLhVRfW650xhsnJScLh+RWkcWkLW6kmc8eqRQS/308kEgG0ha2W1+bNmxkeHkZrWKwN4XCYzZs3L+gxGthKNZnbwvb5fAQCAe8qWiedqeUUCATYvn17q09DLSPtB1GqyWq1GsYYfD4flmVpC1sp1RQa2Eo1mbtTl2VZ+Hw+2tvbAQ1spdTSaGAr1WTu8i2fz+etxQa0lrhSakk0sJVqsmKxCIDfX58i4naJ6xi2UmopNLCVajK3he0GdjgcRkS8+uJKKbUYGthKNZk7hh0M1vcRdmeJa2ArpZZCA1upJnO7vhsDW0SatmWgUmpj0sBWqska98KGi13j2sJWSi2FBrZSTeaOYbstbHe2uOM4rTwtpdQap4GtVJO5y7fcFrY1U6dZA1sptRQa2Eo1mTuG7QY24O2JrZRSi6WBrVST2bYNvDiwtYWtlFoKDWylmsydXOaOYYN2iyullk4DW6kmq1ariMgle91aloUxRqudKaUWTQNbqSZzu8QbW9h+vx9jjDeDXCmlFkoDW6kms20bEfHWX0N9DBt0LbZSavE0sJVqMnecOhAIeLe5gV0oFFpyTkqptU8DW6kmcxwHEbkksN3Wtga2UmqxmhLYInK7iDwrIidF5J5Z7t8qIt8RkcdF5CkReWMznlep1chdb93YJe6Gt7v1plJKLdSSA1tEfMBngDcA+4C3i8i+yw77EPBlY8yNwC8Bf7HU51VqNTLGYNs2lmVd0sLWwFZKLVUzWtgvB04aY04bYyrAl4C3XHaMAeIzH3cAI014XqVWHXeGuIh449ZwsYiKBrZSarGaEdhDwLmGz4dnbmv0B8CdIjIMfB1432xfSETuFpHDInI4mUw24dSUWlm1Wg3HcbAsyyuWAheXeGlgK6UWa6Umnb0d+IIxZjPwRuDvRORFz22Mud8Yc8gYc6i3t3eFTk2p5mlctiUi3seRSASAUqm04ueklFofmhHY54EtDZ9vnrmt0buALwMYY34IhIGeJjy3UqtKtVrFGONtqemKxWIAWulMKbVozQjsnwC7RWS7iASpTyp7+LJjzgKvBRCRvdQDW/u81brjtrAbu8PhYgtbA1sptVhLDmxjTA14L/BN4Bj12eBHROQjIvLmmcN+G/g1EXkS+AfgLqN7Dap1yG1hXx7YbW1t3v1KKbUY/qsfcnXGmK9Tn0zWeNuHGz4+CryyGc+l1GrmtqAbZ4gDRKNR4OIscqWUWiitdKZUE7mzwBuLpoAGtlJq6TSwlWqicrnsTTprFAwGERENbKXUomlgK9VEbpd4Y5Wzxs81sJVSi6WBrVQTuYF9eZe4OwnN3clLKaUWSgNbqSYql8vAi1vYUA9tXRyhlFosDWylmshdtuXWDr+ctrCVUoulga1UE801hg31UqUa2EqpxdLAVqqJ3Epn4XD4RfdZloXjONotrpRaFA1spZrIbWG7u3M1csewNbCVUouhga1UE7lj2HMFNqCBrZRaFA1spZrI7RK/Ugtb12IrpRZDA1upJtLAVkotFw1spZrIDePZZom7xVTctdpKKbUQGthKNZFt24iIt/91IzewC4XCSp+WUmod0MBWqonm08J2d/RSSqmF0MBWqokcx0FEZh3Ddnfw0ha2UmoxNLCVaiI3sC/f/AN0DFsptTQa2Eo1kVt69PL9sOFifXHtEldKLYYGtlJN5LawrxTYpVJppU9LKbUOaGAr1SRu2dGrBba2sJVSi6GBrVSTuBt7iIhXhrSRO3PcLa6ilFILoYGtVJM0BraIvOh+dwcvnXSmlFqMpgS2iNwuIs+KyEkRuWeOY35RRI6KyBER+ftmPK9Sq0mtVsMYM2vrGiAWiwEXd/RSSqmFePHakwUSER/wGeB1wDDwExF52BhztOGY3cAHgVcaY1Ii0rfU51VqtXGDeK7AdqufaS1xpdRiNKOF/XLgpDHmtDGmAnwJeMtlx/wa8BljTArAGDPehOdValWpVCpXbGG7k87cLTiVUmohmhHYQ8C5hs+HZ25rtAfYIyI/EJFHROT22b6QiNwtIodF5HAymWzCqSm1ctwW9mwzxOFiYOukM6XUYqzUpDM/sBu4FXg78Fci0nn5QcaY+40xh4wxh3p7e1fo1JRqDncy2WxVzqAe2CLiFVdRSqmFaEZgnwe2NHy+eea2RsPAw8aYqjHmeeA56gGu1Lph2zbGmDlb2O6yLh3DVkotRjMC+yfAbhHZLiJB4JeAhy875n9Tb10jIj3Uu8hPN+G5lVo13E095mphu7drC1sptRhLDmxjTA14L/BN4BjwZWPMERH5iIi8eeawbwKTInIU+A7wAWPM5FKfW6nVxB3Dnm1rTaiPbVuWhTFmJU9LKbVOLHlZF4Ax5uvA1y+77cMNHxvgt2b+KbUuuWPYcwW2ZVneGLZbYEUppeZLK50p1SRXmyV+eWArpdRCaGAr1SRuC9tdvjUbEcEYo+PYSqkF08BWqkncgiga2Eqp5aCBrVSTuIHtbvIxG5/PhzFGi6copRZMA1upJnHHsIPB4JzHuOPbGthKqYXSwFaqSdzAvlIL213WVSqVVuq0lFLrhAa2Uk3itprnKpwCF1vYusWmUmqhNLCVahK35Ki7jeZsdAxbKbVYGthKNYkb2Fcaw3Zb39olrpRaKA1spZrEtm1E5Ipj2G5ga5e4UmqhNLCVahK3m3s+Lex8Pr8i56SUWj80sJVqEmMMlmXNWUscLga2u2ZbKaXmSwNbqSZxx7CvNEvcrYLmljFVSqn50sBWqkkcx0FE5tz8Ay7u5KWTzpRSC6WBrVSTuDtwXSmw3Qlp2sJWSi2UBrZSTTDfPa7dCWk6hq2UWigNbKWaoFqtYoy54vg1XBzD1mVdSqmF0sBWqgncFrNlXflPKhgMIiLawlZKLZgGtlJNUC6XvWVdV+K2sN0Z5UopNV8a2Eo1QaVSwRhzxQlncHEMWwNbKbVQGthKNUGxWASuvAYbLnaJO46zEqellFpHNLCVaoL5TjpzA1t361JKLVRTAltEbheRZ0XkpIjcc4Xj3ioiRkQONeN5lVot3EIoVwtst8vcXQamlFLzteTAFhEf8BngDcA+4O0ism+W49qB9wM/WupzKrXauIF9pY0/Gu/XwFZKLVQzWtgvB04aY04bYyrAl4C3zHLcR4E/BrQmo1p35tvCDgQCWJaFMUYnnimlFqQZgT0EnGv4fHjmNo+IvBTYYoz52pW+kIjcLSKHReRwMplswqkptTLcUqORSOSKx7ld4sYYXYutlFqQZZ90JiIW8Angt692rDHmfmPMIWPMod7e3uU+NaWaxg3sq3WJ+/1+r4WtE8+UUgvRjMA+D2xp+HzzzG2uduAA8F0ReQF4BfCwTjxT64m7rOtqLWwRQUQwxugGIEqpBWlGYP8E2C0i20UkCPwS8LB7pzEmbYzpMcZsM8ZsAx4B3myMOdyE51ZqVXBrg0ej0SseJyJeC1u7xJVSC7HkwDbG1ID3At8EjgFfNsYcEZGPiMibl/r1lVoL3PB1S49eiVu+VDcAUUotxJWntM6TMebrwNcvu+3Dcxx7azOeU6nVxB2Pdve7vhK/368tbKXUgmmlM6WaoFqtIiJXHcOGizPFtYWtlFoIDWylmsBtYV9tljhcXKutk86UUguhga1UE9i2jYjMq0tcl3UppRZDA1upJnCrls0nsAOBAKBd4kqphdHAVqoJHMdBRK66HzZcnHSmga2UWggNbKWWyLZtjDFYluUt2boSHcNWSi2GBrZSS1Sr1XAcB8uyEJGrHh8IBBARbWErpRZEA1upJXJ36ppPdzhcnEmu67CVUguhga3UEhWLRYwx8w5st0tcZ4krpRZCA1upJXID+2p7YbvcFrZ2iSulFkIDW6klKpfLGGPmVTQFLnada5e4UmohNLCVWiJ3a013ffXVhMNhREQDWym1IBrYSi1RNpsF5rdTF9S7xEXEK7ailFLzoYGt1BK5Lez5bPwBF7vEbdvGcZxlOy+l1Pqiga3UEhUKBQBisdi8jg+FQoiI1hNXSi2IBrZSS+Suw55vl7jf70dEcBxHZ4orpeZNA1upJXIDe74tbHc2ueM42sJWSs2bBrZSS1SpVBAR2tra5nW8W5rUGKMzxZVS86aBrdQSuYEdjUbndXxjYOsGIEqp+dLAVmqJ3OVZ850lHgqFsCxLW9hKqQXRwFZqCdyZ3iIy70lnPp/Pa2HrpDOl1HxpYCu1BNVq1VtLPd9KZ42BrS1spdR8NSWwReR2EXlWRE6KyD2z3P9bInJURJ4SkW+LyDXNeF6lWq1arXobf8w3sC3LwufzaQtbKbUgSw5sEfEBnwHeAOwD3i4i+y477HHgkDHmeuAh4E+W+rxKrQb5fB7HcfD5fFjW/P6c3MAG3bFLKTV/zWhhvxw4aYw5bYypAF8C3tJ4gDHmO8aYwsynjwCbm/C8SrVcoVDAGOPN/J4PEdHAVkotWDMCewg41/D58Mxtc3kX8I3Z7hCRu0XksIgcTiaTTTg1pZZXPp/3Ansh3C5xHcNWSs3Xik46E5E7gUPA/5jtfmPM/caYQ8aYQ729vSt5akotSi6XA+a/pMvVuAGIUkrNh78JX+M8sKXh880zt11CRG4D7gVebYzRahFqXXBb2OFweEGPcwNbW9hrj23bTE9P4zgObW1tC75YU2qxmtHC/gmwW0S2i0gQ+CXg4cYDRORG4C+BNxtjxpvwnEqtCm4Le75Vzlw6hr12pdNpKpUKxhhSqZS3vapSy23JgW2MqQHvBb4JHAO+bIw5IiIfEZE3zxz2P4A24Csi8oSIPDzHl1NqTXG31pxvHXGXu2OXdomvLfl8nsnJSW85XyaT4fTp0ySTSf1ZqmXXjC5xjDFfB75+2W0fbvj4tmY8j1KrTbFYXNDGHy6/36+TztYA27bJZrNkMhlyuRwTExMUCgXa29u9ZXzFYpGpqSk6Ozvp6OhgYGDA25FNqWZqSmArtVG53aGLCWzQMezVqlqtMjY2xoULF0in0+TzearVKsVikWAwSLlcvmRf82q1Sj6fJ5PJkE6n2bFjx7y3W1VqvjSwlVok940a5r8XtquxS9wYM+813Gp5VatVRkZGeOGFF0ilUt5YtXuBFQgEiMVi3s/L7RovFovk83ny+TxTU1NUKhX27t274LkNSl2JBrZSi2Tbtrfxx0JnCrvrtqvVKrVabcHruFVzGWOYnJzk6NGjjI6OUq1W8fv9xGIxwuEw7e3tFAoFbNu+pLu7Wq1SrVaxLItCoUCxWKRYLJLJZKhWqxw8eHDBKwiUmosGtlKLVC6XvbKkiw1sN/Q1sFunUqlw4sQJjh49yvT0NCJCe3s7iUSCjo4OfD4fpVIJY4w3Th2LxfD7/fj9fmq1GplMhvHxcaanpykUCpRKJZ599ll8Ph+HDh3SHhTVFBrYSi1SqVTCtm0CgcCCA9fdE9vtVte1vK0xPj7OE088wdmzZ6nVarS3txOPx0kkEgSDQQqFAiKCZVl0d3czODgI1FvW5XKZUqnkTToMBAKEQiHGxsYIhUKkUimOHj1KZ2cnu3fvbvF3qtYDDWylFimTySx4py6Xuw5bZ4q3RrVa5fjx4zz77LOkUilEhL6+Pvr7+wkEAt68go6ODsLhMJZlUavVGBsbwxiD4zgUi0Ucx/GWcxljgHqt+EqlQjweZ3Jykscff5yhoSEdz1ZLpoGt1CJls1kcxyEYDM57py6Xu1mIbdsa2CvIGMP09DRPPfUUZ86coVqt0tbWRk9PD11dXZTLZarVKtFolFKpRKVSoVAo4PP5vJ4Uv9+Pz+ejr6+PcDjs1YUvlUpMT0+TTqcpFAoUCgXC4TDT09M89thj/PRP/3Srv321xmlgK7VI09PTAIuaVOROXDLGUC5rpd6VUKvVOHv2LEePHmVsbIxAIEBfXx+dnZ2EQiFvyZZlWV5ot7W1EQ6HiUajRCIRryfFsqxZx6UHBgYolUpEo1GeffZZisUitVqN48ePs2/fPrq6ulb621briAa2UouUy+UwxixqvW0gELhkDFstr3w+z7Fjxzh16hSZTIZ4PE5vby/hcBjbtimVSl6vh9/vp7Ozk97e3kX9bMPhMPv27cMYw/Hjx6lUKmQyGb773e/ycz/3czrBUC2aBrZSi5TNZgFob29f8GPdcDDGaD3xRXIcQ8V2CPosLEte9Hn9GIfh4WGOHz/OhQsXABgcHKS7u5tKpUI+n/eGNaLRKO3t7QwMDNDR0bGkc/P5fOzZs4dCocDw8DDlcpnR0VFeeOEFnYCmFk0DW6lFcByHfD7vLQFaqMYqWaVSaRnOcP1oDOKa7XDsQpb/c2qCU8k8tuMwna9ScxxCAR8dkfqF0O6+Nm7aFMKXT3LmzBlSqRShUIju7m6i0ShTU1M4juMt1err66O7u5uurq4Fz0eYSzgcZtu2bWQyGUqlEslkkqeeeoqtW7cSCoWa8hxqY9HAVmoRbNv2xp4X0xoLhUL4fD5s29YW9ixqtsOJ8Rzfey7JcxcyTBdrnE8VmMiVCVj1ZVY1xyFdrFFzHASwBDqjQV6xLc7ZF8Z5/slxInaOgXY/vV0JotEotm0zNTUF1H8GAwMDDA0NkUgkvGpmzeTOPC8Wi6RSKc6fP08ymWTz5s1Nfy61/mlgK49btSmTyVCpVCgWi7S3t3utDrcbV9WLbZTLZSzLWnAdcbh00lmtVmv26a1pF9Il/vo/TvN8Ms9IusjwVIFSzaFiGyzAzPy7nGCo5qZ5/tgZhsJVNkUcbGNxLid0dfspFAqEQiFCoRDxeJz+/n62bt26rGPKlmVxzTXXkEqliMfjTExM8MQTT2hgq0XRwN5AbNv29m/2+/1EIhEsy/KWuqTTacbGxhgbGyOXy5HL5ajVakSjUfbv38+WLVvo6elZlpbIWpPL5bBtG8uyFj3pzF2LrYF90fBUgQ9/9RmeOZ8mX7EpVm2Mod6CBpw5HtdGkUErQ6cUiVKhWjKM2iE2dbeB43B0OMUr9w55M743b95MX1/finxP7gS2dDrN9PQ0Z86cIZvNLmooRW1s+s67AVSrVaanpzl79iy5XO6SmbB9fX2USiWmpqbIZrNMTEx4OxQZY/D5fFSrVY4cOeIViOjt7fXCZqOanp72qpwtpiCGO4atk87qarbDf5yc4HcfeoqpXBkRoeoYr6vbnq1JDYQps8WXposCEakggA1U8FGsOljTeQa728g6QUpWmKHubq655poVL2IyODjIxMQE7e3tTE1N8fjjj3PLLbes6DmotU8De50rFAqcO3eOkZERqtUqIuJd6ZfLZYLBoLe5gbsBQrlc9loi7qYHpVKJM2fOEIvFCAQCdHd3t/pba6l0Ou3NLl7M3sc+n8+76Nnoy7oupEt8+t9O8G/Hx0jlK4hAzakntGH2sA5RZciaplfyxKSMYCjjo4ZgIRgEA0zYFgmJEIyEeT7r4w2v3tOSi83Ozk7i8Tg9PT2kUimeffZZbr75Zl3ipRZEA3sdKxaLPP/8815reXJykvHxccrlste6KxQK+P1+JicnvRZ0R0cHL3nJSwiHwxQKBVKpFBMTE6TTaUZGRgiHw4TD4Q29328mkwHqM4EX86bbWHjDcebq6F3/LqRLfOrbz3H4hSlS+Qo1x2BJPagFh3apYCMUTQAHiwglhqw0fVaONioIhjw+HONHABELh/rYdYEgdjXI2aKf6zf1c6bsR6Q5M8AXSkQYHBxkenqaWCxGJpPh9OnTXHvttS05H7U2aWCvU7VajRdeeIFisQjA6Ogok5OTOI5Db28vnZ2d1Go1stksxWIRYwyhUIjBwUH279/P4OAg1WqV559/3lt6lE6nGR0dpb29nUgk4pVl3GjcMX9jDG1tbYuaiGdZlvfabdQu8Zrt8Dc/eJ7xbJmxTImqQ0NYGzqkjA+HAIYeydJhFemSIiFqCIYKFrYJYMTCiOAYqBmLKkHKxk/KRMkSYTIX5sZIO1RKVGyHsNWa39nu7m5isRhdXV3kcjmefPJJ9uzZoxM51bxpYK9DxhiGh4fJ5/NUKhVOnTpFKpUiEAhw4MABXvGKVxCNRqlWq0xNTVEoFAgGg3R1dREOhy95A+nq6vICu1QqUa1WGR8fJxqNEovFSCQSLfxOW8OtXAUQj8cX9TVEBJ/PVx+r3aBd4ifGcySzZY6NZhDqv7fWTHd4TCqEKBExVQb8WRKUCVKjgkUFH1UCVIxvpuMbKsaihp8aflJOhKSJUiWAJeCvGaozvUdBX2ta2FCft+BOPhsZGWF0dJQzZ86wdevWpq39VuubBvY64zgOZ8+e5fnnn6dSqXD+/HnS6TTBYJCdO3fyqle9yuvCDQQC9Pf3X/Hr9fX1kc1m6e7uplAoMDExQSaT8cbB3Zb2RpLL5bxhhcWO5btbNsLGnSX+veeSlGs2xVKZuN9gl8sEqdIhBfqsHB1Sxo/tTSQrAQ4+HATbWIgYbGNRMkEKJkDOhJkyYSpcOqfAANOFGrv72rwKaK0yMDDA6OgoiUSCZDLJ448/TjQapaenR0NbXZUG9jrhdtMeO3aMCxcukM1mvfXUbm3jV73qVQtekhUOh0kkEtRqNfr7+72wunDhArFYjFgsRigU2lDdetlsllKp5O2RvFjuG7Rt29RqtQ21XM5xDCdHpshPJRmQadrtCtf4MrRRJkBtJqSFEr6Z8WsBBGMEYwkV/BRNgIwTJkuYkvFTxUd9AVgDA5Ggn3LN5pY9vS34Ti/l/j0lEgmmp6eZmJgglUoRDocX3VujNo4N8Q7hTrgSEW/HnUAggOM41Go1KpUKtVoNESEUCs15peuGkrtZgNsyamwhuS2nQCBAJBLxJnc17srk7oFcq9W8ddDuJgTuXrvZbJZyueyt1zXGYNs2tm0jIt5jHcchnU6TTqdJJpPk83mq1SqO42BZFl1dXdxwww1cd911iw4Ed2ZrPB6nu7ubCxcueK1tdzejjfRmk8lkvIBdyvft/jzc38ONENjGGHK5HGfPncc/9Tzh9BTXUCRADcuqYRxDBR9lfFSMnxIBBKFqLKriI0+IaTtM3oSpYvGigL6Mz4LuWJDe9jC7+xZe4KbZRIT+/n6SySTRaJRCocDY2BiJRGJD/Q2pxWnKO4SI3A78OeADHjDGfOyy+0PAF4GbgEngPxtjXmjGc8/Xd7/7XS/sZs7Jq+XcuAG9e7sb4j6fz6s57B7vHgP1sG7cuL6xpekuo2q8AHCPdWcGu+FrjPGOCwaDiAiBQMALX/d53fB3b6vVati27d1vWRZ+v59YLMbOnTvZt28f/f39S+puCwaD9PT0MDo6SmdnJ5lMhkKhQDKZJBgMEggEvOVhG4Fbh3qpM+XdoYnG38H1yN0rOpfLeUsMJycnsTKTtNkVwOAANZ+PvOOjip+y8VGZaTEX8ZMzIbImTN6EqDG/SWNCfcx6W0+UX3nldvwtHL9u1NHRQXt7O/F4nEKhwMjICENDQ3R3d2/ISZxq/pYc2CLiAz4DvA4YBn4iIg8bY442HPYuIGWM2SUivwT8MfCfl/rc81WtVslms5e0iBtD0OUG4Hz5fD4sy7pkiY47iejyCwE38N3/3WMbP3c/zufzlxzvci8IGm/3+Xz4/X58Pp9XcnFoaIht27YxMDDQtHWevb293mzyRCJBtVqlXC6TTCa9rSKHhoauuCbZvbhweyDWItu2SafTAEQikUWtwXY1Bna5XF53y+QqlQrj4+MMDw9z4cIFJiYmKBQK3gVqyNQoIdhWhJQToEqYrGVRsoWaY5EnQJEAlZnubnOV1rRLqI9bW8DW7hj3vmkfAx2r52LS5/PR1dVFIpFgcnKSVCrFyMgIg4ODRCKRVp+eWsWa0cJ+OXDSGHMaQES+BLwFaAzstwB/MPPxQ8CnRURMYxotI7e16vf7McZ4LVi4tICFO3MX6t2VjW/Gbpe5ZVnemKPbYne7nxtb4G6r0w1ey7K8HXoaw9xthQNet7lbYcyyLILBoDebGPCe3z0mEokQj8eJxWJEIhFvyVWzx5Qty2JwcJBisUhbWxulUonJyUmy2Sznzp3zLlJ6enq8rr18Pk8+n6dQKFAsFqnVagQCAW8dd0dHR9MrTlWrVQqFglfn2/2ZNPZglEolisWit5wqGAzS2dlJNBr1yrXOJZ1Ok81mMcbQ0dGxpG7sxi7x9TJTvFKpMDExwejoKCMjI15IVyoVbNvG7/cTDoeJRCJ0BWN892wV2x9iqmSo4Ae/j4mSIW8sao7MO6QbGerLw35qRxd/8tYb2JxY2apm85FIJLyWdiqVYnx8nGw2q4GtrqgZgT0EnGv4fBj4qbmOMcbURCQNdAMTjQeJyN3A3QBbt25twqnVWZbF7t27qdVqXgBGIhEvrN2gNsZ4G1xUKhUqlYr3Zu9+HXf82X2zFxFvbNkNdRHxCmo0bprR2GXstpLdLmW/3+8d5+7iNN/uMbfM5XILBoNcc8013k5VbsnTXC7HqVOnmJ6eZs+ePcTjcRzHYXp6munpae91iUajXg+C4zhMTEzQ29tLV1fXvFuqbm9F48duC9UNhnK57H1eLBa9HbGKxSKlUsk790bhcJjt27eze/duent753w9s9mst61mV1fXkl5398LRcZw1uxbbHZOenJxkdHSUZDLJ1NQU09PT3mvsXry61b7cPaejsRjHvnOaIxfyRDsjTKWrOFiEI1AtVRHHUK1dvKaffcMPELk4ki1S7wZ//f5+7nnD6mpZN2pra/O6xd1VF+Pj4ytW33yjmKtNePnt7t+gO1TZOHcILhY6ct9vGoc/G3tYl9uqmuVijLkfuB/g0KFDTW19JxIJL2zn2tIwHA579wOX7Fnrhq/bYvb5fLNOEpnrB9c4sc29aGjcAOJyq7XLOBqNsmPHDu+X2XEcLyhHR0cZGxvzioK4ww4u93t3W7IAZ8+eJRKJ0N/fz6ZNm2hra/MupNw62+4FUqVSIZvNej8fd0/qxrB2jy+VSl6rzu2CbWxlu493b89kMkxOTpLL5bjlllvmbOmk02nK5TI+n4+enp4lvZbuxaJ7wbGWVKtVRkZGOH78OJOTk15PSmMPkduLkkgk6Orqoru7m7a2NiKRCNFolFAoxG/e0c2v/d1hMlXDpkSM0XSRmm2IButvTeWqQ6lmU7ON180d8gubE2Esy8dkrky5amMbCPp9bOmK8Nuv38NP7+pdNWPWs7Esi0QiQWdnJ+Pj414J4T179ixpmGWjcycEu+8Fc80Nabywdy8sK5WKN2RTLpe9icXue5g7ybdxrpNt27zsZS9j7969K/L9NSOwzwNbGj7fPHPbbMcMi4gf6KA++WxFuOHY2LpuHEeG+g/L/UG4LR+fz+f98TQG8WImcK2nCVnRaJTdu3cTj8c5e/Yso6OjZDIZrzu68Rc8GAxeMs7v/qG4Wx36/X4ymQxjY2McPXqUaDTq9Ri4F0yXt6Sr1arXWnaHBy6fl2CMuWQIBPB+nn6/3+vRcIcYUqkUqVSKI0eO0NfXx4033vii79tdbeDO0F9qa8jtUVkrgW2MIZVKcerUKU6ePEk6naZUKl3y83Yrebm7YbW1teH3+7Esa9Yhh81dUf74rddzz0NPkS5W6W0L4RhDplSjUKlh+YQwFm1tfl4y0E53W4g7rh/k+IUsJ8ZzM78Xhp29MV7zkn6uHWhf1UHdyO0Wj8Vi3qqLiYkJBgcHW31qq5rbo+leHLrvzaVSiUKh4DW63L9T930nl8uRz+eZnp72hsQaJ/U2NgQaQ7mxNe4e2zjHaHR0dE0F9k+A3SKynXow/xLwf192zMPAO4EfAm8D/m2lxq9d27dvX8mnW/f8fj9DQ0MkEgmGhoY4c+YMExMTlyxVsyzLK6zitobdVrLbRe1uoOEen8lkLpkF39hCb1z25v4xuS1x9w/TvQhoDGf3NneYwr0/Eol4f9i9vb2cOHGCsbExHnvsMfbu3fuiiyx3+Zxt27S1tS15GU7j/uKrtUvc/bm98MILHDt27JKJY1Dv1o9EIrS1tZFIJNi2bRtdXV3eSgX3tb+S6zd3cv87D/HJf32O4xeyFKsObSE/bSE/HZEA3W1Bgn6LvvYwv/LK7Qx0hHn1tX04jqFiOwR9VssLoiyGu8qgu7ubdDpdX+529iwDAwNaRKWBO7fHvdh3eytLpZK3/NV9X3BXydRqNWq1mrcLYT6f9+bRuNweLreB4P49ug2MYDDo/f76/X5KpZLXoGv8/d+5c+eKvRZLDuyZMen3At+kvqzr88aYIyLyEeCwMeZh4K+BvxORk8AU9VBX60A0GmXr1q1s3bqVUqnE+Pg4mUzG6/puXKpmjPGucN0WbeM4c+Pkvcalco3B7faUuK029w8uGo16a9+j0SjRaJS2tjba2trmnH3tBryIkEqlsCyLqakpJiYmePbZZ7nhhhsuOX58fNybwd/e3n7JkMliuG8Uq20M2y3Cc+HCBZ577jlGRkbIZrNUq1Wvt6qjo4N4PE5vby9DQ0N0dnZ6O7y5F0ULsTkR5WNvvZ4T4zm+9+w4z47lsKT+M9rd18Yte3rZ3dd2SevZsqRldcGbxe0Wj0QiZDIZRkdHKRaL627FwGLUajUvaN1QrtVqpNNpisUi6XTam/xbqVQQEa+b2w119yLfDVq3V8OdTxMKhbyyzO77TFdXF+3t7d7Xj8ViXvd4W1ub9xi3y72tbeXW9zdlDNsY83Xg65fd9uGGj0vALzTjudTqFQ6H2bp1qzcG1Dis4LYku7u7GRwcpFwue93auVyOVCrlTWBzQ95d6+z+gQQCAUKhkNet6oayewUcDocXPQEvkUiwb98+Tp48yfDwME8++SQHDhzw5hiUSiUmJia876u3t3fJhU7cK3r3jajVqtUqw8PDHDt2jPPnz3vDHID3ZtfX18fQ0BB9fX309/cv+aKlkd9nsXdTnL2b4mu+9TxfiUTC66Fw/w5GR0fZuXPnhqoe6HKXTbq1HtwAblzZ4RaRcnvo3Nvd0HYv6js6Orx5FP39/QwODpJIJC6ZJGaMIZ1Oe6t13EJQUJ8YmEqlvG2IL/99b8WM/lU16UytD26AzsbtagoGg7S3t3tXx+64nVsBzg17tyXtjoW73dnLoaOjg/3793uzncfGxrxdy86fP++9MViWddUa7PPhtu7nmgS5Umq1Gs8//zyPPvooo6Oj3puiO7Fy06ZN9PX10dPTQ09Pj/emt5zWQ+t5Pnw+H52dnd6a7GKxyJkzZxgcHGz6ksfVLJPJeFv4ul3fbiC7Y81wcWKYWxPCfa9xeyk6Ojro7u72esD8fv8lLerLiQidnZ2znpNbetgd5lsNwxQa2Kql3LHk1bD+VETYuXMnP/rRj0in0zz55JP09PQwNjZGMpn03jwCgQCbN29e8vM11mBvRQu7Vqtx+vRpfvjDHzI+Pu5V9otGo3R3dzM0NERvby/d3d0kEgmdvbxM3G7xWCzG1NSU92856imsJpVKxSsak8lkvIB2J3/Ztu2t+Mjn817RJREhHo8zODjI4OCgtwLBrQxZKBS8ZbGxWGzJK25WU8ng1XMmSq0C7e3tbN26laefftqbaJXP5wkEAt4M9b6+vqbUfXZnqcPKTjqr1WqcOnWKH/3oR4yNjXkXIYlEgu3btzMwMEBfXx/d3d0a0iugra2NaDRKR0eHV5hnZGSE7u7uVXEh2yzuMs18Ps/U1BSjo6Pe9r6Nk7/cHqd8Pu+1bt2iUD09PWzfvp2hoaFZe9rc3rv1SgNbqQY+n4/rrruOZ599lnw+TzKZpKOjA6Be/3qmBGsz1sk3LltbiRa24ziMjo7ygx/8gLNnz1IqlfD5fAwMDLBr1y4GBwfp6emhs7NzXbfsVhsR8daqj4+PUywWSSaT3i5ea/1n4RZJGhsb88bp3Raz3++nra2NYDBIoVDwJpTBxTkxW7ZsYceOHRtqiGAuGthKXaa/v5+BgQHOnz/PhQsXEBFvaYi7Br0Zb6KNy7qWszSpu378ySef5MiRI97Evv7+fq677jq2bt1Kd3d3UyeQqYXp6upibGyMWCzmzYBOJpNeydy1qFwuc/78ec6cOUMqlfK6qQOBAF1dXViW5c0LOX/+vFdpctu2bezcuZPt27ev2gJSraKBrdRlQqEQ119/vTeW6I6pyczWiEvZA7uRW8gHLu761uzWVLVa5cyZM/z4xz/m3LlzOI5DLBZjz5493HTTTVcsw6pWTjAY9LavTafTFAoFxsfHSSQSbN68eVVMeLoStx6+u9HS+fPnSSaTpNNpHMfxKtwB3kVJMpn0CgbF43G2bt3KgQMHdEnbFWhgK3UZEWHbtm1s376dZDLpvVm6S7+aNa7YOPO0cb1os+TzeY4ePcrhw4dJpVL4/X62bdvGK17xCgYHB7VFvcp0dXV5s53z+bxXY7yjo8MblllN3LoKjbX7z549y+TkJI7j4PP5SCQS3sQvx3GYnJzk9OnTVKtVgsEgfX197Ny5k127dq3rsedm0cBWahZtbW0cPHiQkydPUigUCAQCbN26lcHBwaaFqjvj1S2P6s6CbYZUKsXTTz/NU089RTabJRqNcuONN/Lyl798XU1kWk/i8bhX6McNwPHxceLxuFeQZrUolUpe1T/bthkfH2d0dBTbtr2LjkapVIpsNkupVCIUCjE0NOTNm9ALx/nTwFZqFiLC4OAgHR0dXsvX7/c3NezcdeVuIQh3tvZSpdNpnnrqKZ5++mmy2SzxeJzXvva17N69e9nWsKulExG6u7vp7u4mk8l4Vb0ymQyhUIi+vr4XX9A5DtgV8AVhhbrNs9ks2WwWy7LI5XLe+mljjBfWbj3vQqHglSJ2L3p37txJd3f3uphQt9I0sJWag2VZtLe3L+vXdwO0WTPF8/k8R44c4ejRo+TzeeLxOG984xu1lv4a4a55P3/+vFcwZHJyklgsRiqVqm/p6thw4Sk49jVID4N7EdZ7Lex8LfS+BHzNf2uv1WpkMhkymYzXZe9utiEiXmWxcrlMNpsll8tRq9UIhUJcc8017Nmzh56enlU/Hr+aaWAr1SKNm5c0Y8cu27Y5deoUR44c8brBb731Vg3rNcTn89Hb20tnZyfJZBIRYWpqip6eHoJik3nkM3Q89QBU8zOPEAi1Q//1YPlh/DjEeuEV74F4c3b9cieS5XI5RkdHKRQKQD3A3br+bknQ6elpMpkMtm0TiUQYGhpiz549y3rhu5FoYCvVIo3FIowxlEqlJX29kZERnn76aaanpwkGg9xwww3s27evSWerVkpPTw8DAwNMTk5SrVYJ+P2MPPrPxM78A3kni48abTgzrWgfVPJw9gdw/idw7RugWoDvfxxu+Z0lhXatVmN6etrb+jOXy3krJgKBAJ2dnV6p0HK5TD6fx3EcQqEQmzZtYs+ePatystxapoGtVAs1dokvpYVdKBQ4evSoN6v9mmuu4cYbb9QxwjUoGAzS29tLR0cH0xNjBMceoZgdJWkibJEMGdOGhU3Udi/wBHwhcGpw7P+DvT8HkQQ88jl47YcX3D1ujCGbzZJOp0mlUt7SRnd3q2g0SjAYZHp62mtRiwiRSITe3l527Ngx+3i7WjINbKVayC2espQtNo0xnDt3jhdeeAHbtkkkElx//fXaDbmG9ff3s6kzwtRzz1MoTNBJgQv00W7ydJNimjgWhjBlwIBdAqTeLf7sN+Cn/h/IjkLyOAwcmNdzGmMoFApMT0/zwgsvMD09TSAQwBjjlQZ1LzDHxsa4cOGC1/U9MDDAjh076O/v14mNy0gDW6kWcmeFu3WWF6NQKHDs2DFKpRLBYJAtW7awdevWZp6mWmEhv4/Bif9g2EmRJUSXqRLA4hyDhCnTRpEUHSSYJoz7e2PqrWxj4Pzj0L0TTn37qoHtbpiRzWa9XerK5TKWZVGpVLz9of1+P+Vy+ZIw7+/vZ/fu3WzatMnbllItHw1spVrI3QBkKV3i58+fZ3x8HGMMsViMffv2rao1u2oRksfpI8nm8mmOm01M0MMWhkmR4CyDbGOYCJWZ0M7MtLQBDJgaXHgCtrwcks/Wl35d1j3tOA6FQoFcLkcmk2FqaopsNuv19kSjURKJhLfHdD6fp1AocP78eWzbJh6Ps3fvXrZv365BvYI0sJVqIXfrPre040KVy2VOnDhBpVLB5/PR19fHpk2bmn2aaqWd/BbBQJjN5nkmCTBOH5N0kiBLmnbOMkQfE3SQZYoOYhRoJ4+FqT++lKkHNaa+TtsKe79jxWLRC2t3sw1jDG1tbfj9fvL5vLeDWDweJ51OMzY2xsTEBIFAgF27dnHgwAEdcmkBDWylWshtCYvIorrEU6kU4+Pj2LZNNBplx44dOtlnrXMcmHgOxM+AGWeKDjK0kSVOJzliFCgSYoR+0rQTJ4uDUCRCiDIhKgRMDakUKFV9VNI5bJOlWq3iOI4X1G63t9/vJxwO4/f7qVarhMNhurq6KBaLZDIZzp07R7lcZmBggIMHDzIwMNDqV2jD0sBWqoUaJ50ttIVtjGF4eJhisYiIEIvFdOx6PbArYBwYP4IFbGeYKeKcY5AUcTYzRokQVYJkaaNIhElqgNBGjg6yGARnsgQd12BPTXl7uZdKJarVKpZlEQqFsCyLcDhMMBgkEAiQTCbx+XxMTU0xMTHhzQDfs2cP119/vQ61tJgGtlItFA6HvTHshbawy+Uyw8PDGGPw+/309PToTkfrgS8IpTRUcgDEKLKd86Rpp0CUPBG6mKZCCINQwUeWOGWCTNFBkCo+bEg7WJ1b8Y2OAvXhl1Ao5M2bcD9310pPTU2Rz+e9tdWO49Dd3c1LXvKSptbQV4unga1UCzVufLDQFnYmk2F6ehrHcQiHw2zdulXfVNcDywK7OrNUq24TSSbp4CTbGaOHADZ9TFAlSJ5uQpQY4jw2AfJE8WMT7ozBNXtp7+jA5/PhOA7T09MYY7ygDgQC3nrrsbExstksfr+ftrY2duzYwbZt23QXrVVEA1upFgqFQl6ls4XuiT05OUmpVPIKWgwNDS3z2aoV4TjgC0A5793kx2YX5ygR5gxDjNCHwdDPFNsYpkSIAhEsHOLkEBzYcxsl2+bChQtYlkUgECAcDl8yuSyfz5NOp5mYmCCfzxOJRNi1axfXXHMN8Xhc50OsMksKbBHpAh4EtgEvAL9ojElddsxB4LNAHLCBPzTGPLiU51VqvXDHEW3bplarefsIX41t25w7d86rQBWPx7U7fL2wKxDqAMe+5OY2CuzmBWwszrOJEQYQYCdnGWKMHFGmiZMnioMfgu34fX5vUxn3d2x6etrbaevChQuUSiUcx6Gvr4/9+/fT19enY9Wr1FJb2PcA3zbGfExE7pn5/PcuO6YA/BdjzAkRGQQeFZFvGmOml/jcSq15bgsb6ku7bNueV2Dn83mmpqZwHAe/38+mTZu0NbRe+IKAgUgnlKYuuauLNHs4gwCj9DHMAHli9JNkE0n6mcCHg42fykAvRSvijUtfvtOWu+4/kUiwadMmtm3bRmdn50p/t2oBlhrYbwFunfn4b4HvcllgG2Oea/h4RETGgV5geonPrdSa584Sh3oLqFgszmvMsFgsksvVJyUFg0EGB5uzM5NaBSyrvlXmuR+/6C4BeqiHeJAKo/SRJkaBEEm6iVDGwiEgBs6OUBO/N6mxWCwyNTNj3C1hOzQ0RH9/P11dXdqqXgOWGtj9xpjRmY8vAP1XOlhEXg4EgVNz3H83cDegy1PUhuD3199Q3aVd8612lkqlvCpUwWCQ7u7uZT5TtaJ2vx6O/m8QH5hLu8YF6GWKCEWilBihnwIRUrSTJ0KICuILY2ULIEKpVKJcLns7aQ0MDLB9+3bi8TjhcFgnKq4hVw1sEfkWMNtK+XsbPzHGGBExV/g6m4C/A95pjHFmO8YYcz9wP8ChQ4fm/FpKrReWZS1qx67z5897E9Q6Ojq0POR60/sS6NsPE6egmpv1kDaK7OUUAyQZoY8kPZQIUZQI0r4DJ5fDGOOVGU0kEvT09BCPx3Xm9xp11cA2xtw2130iMiYim4wxozOBPD7HcXHga8C9xphHFn22Sq0zPp/PC+z5trArlQrpdBpjDD6fj0QioePX643PD6/5IJx9BFJ5YPb2iwBdZOgiQ43nKRKhaHVRfdWvY/r2EgqFiEQi3pprbU2vbUv9K38YeOfMx+8Evnr5ASISBP4R+KIx5qElPp9S64rP5/Pqic+3he2OX7uBrbXD16nOrfB/3Q/hDurRTMP/l7PwY2gPQt/+/8TQDa9h8+bN9Pb20tbWpl3f68RSA/tjwOtE5ARw28zniMghEXlg5phfBG4B7hKRJ2b+HVzi8yq1LojIJYE9n2pnhUKBUqmEMYZAIEAikVju01StsuVlcOdDEN8McvnbtVB/C/eB5YNwJ+z8Gbjtv9db6GrdWdJP1RgzCbx2ltsPA++e+fh/Af9rKc+j1HolIpfMFC8Wi1d9zNTUFLVazSuYEo/Hl/s0VSttfhn86tfh2/fVu8jz4/V9r6E+KS3cUd/7evBG+E/vhbiuGFiv9DJMqRbz+XwYYzDGUCqVrnp8MpnEGINlWbS3t+tynI2gcyv8/F9A8jic/Fe4cLReWMUfhP69sPO19Ylq2rJe1/Snq1SLBYNBr4V9tS5x27a9etCWZWmhi43E54eBA/V/jlOviOYL1tdtqw1BA1upFnMDez57YhcKBQqFghfYPT09K3SWalWxLLB0Kd9Go5dmSrWYu2OX4zhUKhWMmbsEQalU8iacBYNBnXCm1Aaiga1Ui7nrYy3LolarYdv2nMcWCgVv6VcwGNQJZ0ptIBrYSrWYG9giQrVavWK3eCqVwnEcb4Z4JBJZwTNVSrWSBrZSLeaGrjEG27avGNiTk5M4Tr2yb0dHhxbDUGoD0cBWqsXcKlSWZeE4DoVCYdbjbNsmk8l4Fc50ww+lNhYNbKVaLBwOe7XAr7QWu1gsUigUvD2wdUmXUhuLBrZSLRYKhfD5fDiOc8UWdrlcplwu6wxxpTYoDWylWszv9+Pz+bzx6LkC293X2LIsgsEg7e3tK3maSqkW08BWqsUad+wSkTnriadSKWzb9vY4dh+jlNoYNLCVarFAIIDf7/cKpsw1hj0xMYFt2/j9fp0hrtQGpIGtVIu5W2waY7zypO7SLZfjOKTTaa8kqY5fK7XxaGAr1WLuFpsAlmVRLpdfVO2sVCqRz+dxHIdAIKBLupTagDSwlVoFIpHIJS3sWq12yf3lcplisYgxhnA4rEu6lNqANLCVWgXC4frOS5ZlUa1WXzTxrFAoUCqVEBGi0aiWJFVqA9LAVmoViEajiAg+nw9jDJlM5pL7U6kUtVoNy7KIxWI6Q1ypDUgDW6lVIBKJICIYY3Ach3w+f8n94+PjXoUznXCm1Makga3UKtDW1uYFtjGGbDbr3WfbNlNTU15g9/T0tPBMlVKtooGt1CoQi8UuqXaWz+cvWZedy+W8gik6Q1ypjUkDW6lVoLF4is/no1gsUq1WgXp4FwoFRIRYLEYsFmvx2SqlWmFJgS0iXSLyryJyYub/OQfXRCQuIsMi8umlPKdS61EkEsHn82HbNj6fj1Kp5AX29PQ0lUoFn89HR0eHt2ZbKbWxLLWFfQ/wbWPMbuDbM5/P5aPA95f4fEqtS36/n2Aw6I1TuztzAYyMjHhB3tXV1eIzVUq1ylID+y3A3858/LfAz892kIjcBPQD/7LE51NqXbIsi3A4jG3bBINBarWaN9FsbGwMx3EIh8Ns2rSp1aeqlGqRpQZ2vzFmdObjC9RD+RIiYgF/CvzO1b6YiNwtIodF5HAymVziqSm1tkSjUQCCwSDGGKanp8nlcmSzWYwxxONxrXCm1AZ21eoLIvItYGCWu+5t/MQYY0TEzHLcfwW+bowZvtruQsaY+4H7AQ4dOjTb11Jq3YrH497McBEhk8lw5swZ8vk8Pp+PRCLhVURTSm08Vw1sY8xtc90nImMisskYMyoim4DxWQ67GXiViPxXoA0IikjOGHOl8W6lNpx4PI5lWZdMPJuYmKBarRIKhRgcHNQtNZXawJZa3/Bh4J3Ax2b+/+rlBxhj3uF+LCJ3AYc0rJV6MXePa3ccu1KpUKlUMMZ4ga2U2riWOob9MeB1InICuG3mc0TkkIg8sNSTU2ojicfj+P1+bNsmHA6TyWQYHR3FcRx6e3uJx+OtPkWlVAstqYVtjJkEXjvL7YeBd89y+xeALyzlOZVar8LhMLFYjFKpxMDAAMlkkkwmg8/nY8+ePbrhh1IbnFY6U2qV8Pl8tLe3U6lUiMfjXkWzgYEBrrnmmhafnVKq1TSwlVpFent7Achms9RqNWKxGPv376etra3FZ6aUajUNbKVWkU2bNuHz+RgbG6NUKtHT08P+/ftbfVpKqVVAA1upVaSvr494PE4+nyccDnP99dcTDAZbfVpKqVVAA1upVcTn83HTTTcRj8fZsmULu3btavUpKaVWCZ12qtQqs3XrVjZt2oSI6MxwpZRH3w2UWoV0C02l1OW0S1wppZRaAzSwlVJKqTVAA1sppZRaAzSwlVJKqTVAA1sppZRaAzSwlVJKqTVAA1sppZRaAzSwlVJKqTVAA1sppZRaAzSwlVJKqTVAjDGtPodZiUgSONPq81jHeoCJVp/EBqGv9crQ13ll6Ou8vK4xxvTOdseqDWy1vETksDHmUKvPYyPQ13pl6Ou8MvR1bh3tEldKKaXWAA1spZRSag3QwN647m/1CWwg+lqvDH2dV4a+zi2iY9hKKaXUGqAtbKWUUmoN0MBWSiml1gAN7A1CRLpE5F9F5MTM/4lZjjkoIj8UkSMi8pSI/OdWnOtaJCK3i8izInJSRO6Z5f6QiDw4c/+PRGRbC05zzZvH6/xbInJ05vf32yJyTSvOcz242mvdcNxbRcSIiC71WmYa2BvHPcC3jTG7gW/PfH65AvBfjDH7gduBT4pI58qd4tokIj7gM8AbgH3A20Vk32WHvQtIGWN2AX8G/PHKnuXaN8/X+XHgkDHmeuAh4E9W9izXh3m+1ohIO/B+4Ecre4Ybkwb2xvEW4G9nPv5b4OcvP8AY85wx5sTMxyPAODBrxR11iZcDJ40xp40xFeBL1F/vRo2v/0PAa0VEVvAc14Orvs7GmO8YYwoznz4CbF7hc1wv5vM7DfBR6hefpZU8uY1KA3vj6DfGjM58fAHov9LBIvJyIAicWu4TWweGgHMNnw/P3DbrMcaYGpAGulfk7NaP+bzOjd4FfGNZz2j9uuprLSIvBbYYY762kie2kflbfQKqeUTkW8DALHfd2/iJMcaIyJzr+URkE/B3wDuNMU5zz1Kp5ScidwKHgFe3+lzWIxGxgE8Ad7X4VDYUDex1xBhz21z3iciYiGwyxozOBPL4HMfFga8B9xpjHlmmU11vzgNbGj7fPHPbbMcMi4gf6AAmV+b01o35vM6IyG3UL1JfbYwpr9C5rTdXe63bgQPAd2dGdgaAh0XkzcaYwyt2lhuMdolvHA8D75z5+J3AVy8/QESCwD8CXzTGPLSC57bW/QTYLSLbZ17DX6L+ejdqfP3fBvyb0apFC3XV11lEbgT+EnizMWbWi1I1L1d8rY0xaWNMjzFmmzFmG/X5AhrWy0wDe+P4GPA6ETkB3DbzOSJySEQemDnmF4FbgLtE5ImZfwdbcrZryMyY9HuBbwLHgC8bY46IyEdE5M0zh/010C0iJ4HfYvZZ+uoK5vk6/w+gDfjKzO/v5RdOah7m+VqrFaalSZVSSqk1QFvYSiml1Bqgga2UUkqtARrYSiml1Bqgga2UUkqtARrYSiml1Bqgga2UUkqtARrYSiml1Brw/wPgHKjFHnV5dAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# visualize T-wave boundaries\n", "signal_dwt, waves_dwt = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method=\"dwt\", show=True, show_type='bounds_T')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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/7rjjDgDuuusuurq6OHDgAIcOHeKWW27xe7j33HMP4+PjfvC+6aabGr4f9l133cWll17K5Zdfzstf/vKL7ocN8O1vf5srr7ySq666invvvZf3v//9dHV18YUvfIG3vvWtXHHFFVx33XUcP15b+nb77bdz88038+pXv5pz585xww03cPjwYW677Tb+6I/+qCHfT8P2w56ew/5nY8xL1gCIyJuA9wJvpJZs9iljzLVzvZ7uh63Wsz//8z8nl8vxhje8ge985zsUCgVuu+02tm/ffvEnK7UIF9sP2690drHiKflxMB5c/7tannSZLXQ/7IbMYYvIPwA3AJ0i0g/8dyAEYIz5LPAAtWB9AsgD/7kR51VqLbJLuUSEeDxOIBDQamdq9SX6akH4h5+FyTMQir1YntSYWqCu5Go9a60lviY1Kkv8rRd53AC/2YhzKbXW2RrijuMQj8f98qQ6h61WXaIPXvvhWgWz5x+srbNmOht8je3Wpfthv9Tq/1SU2mCq1arfw45Go36xCJ3DVsvNGINcbOlWIFirXtZ7qFYUxS3Xlm4tMRu80Tb6ftiLmY5eWz8hpTaA+h52MBj0e9i53AKzdJVagGg0yvj4+MICgeNAKLrmgvVGZ4xhfHycaHR+BWks7WEr1WB2rlpECAaDNDU1AdrDVstr27Zt9Pf3Mzo6utpNUfMQjUbZtm3bgp6jAVupBrM97EAgQCgU8q+iNelMLadQKMSuXbtWuxlqGek4iFINVq1WMcYQCARwHEd72EqphtCArVSD2Z26HMchEAjQ0tICaMBWSi2NBmylGswu3woEAv5abEB37FJKLYkGbKUarFAoALW9egF/SFznsJVSS6EBW6kGsz1sG7Cj0Sgi4tcXV0qpxdCArVSD2TnscLi2j7DNEteArZRaCg3YSjWYHfquD9gi0rAtA5VSm5MGbKUarH4vbHhxaFx72EqppdCArVSD2Tls28O22eKe561ms5RS65wGbKUazC7fsj1sZ7pOswZspdRSaMBWqsHsHLYN2IC/J7ZSSi2WBmylGsx1XeClAVt72EqppdCArVSD2eQyO4cNOiyulFo6DdhKNVilUkFEztvr1nEcjDFa7UwptWgasJVqMDskXt/DDgaDGGP8DHKllFooDdhKNZjruoiIv/4aanPYoGuxlVKLpwFbqQaz89ShUMi/zwbsfD6/Km1SSq1/GrCVajDP8xCR8wK27W1rwFZKLVZDAraI3Cwiz4jICRG5Y4bHd4jIt0TkMRF5UkTe2IjzKrUW2fXW9UPiNnjbrTeVUmqhlhywRSQAfBp4A3AAeKuIHLjgsA8BXzLGXAX8KvAXSz2vUmuRMQbXdXEc57wetgZspdRSNaKHfS1wwhhz0hhTBr4I3HrBMQZITH/dCgw04LxKrTk2Q1xE/HlreLGIigZspdRiNSJgbwXO1t3un76v3h8At4lIP/AA8L6ZXkhEbheRh0Xk4dHR0QY0TamVVa1W8TwPx3H8Yinw4hIvDdhKqcVaqaSztwJfMMZsA94I/J2IvOTcxpjPGWOOGGOOdHV1rVDTlGqc+mVbIuJ/3dTUBECxWFzxNimlNoZGBOxzwPa629um76v3LuBLAMaYh4Ao0NmAcyu1plQqFYwx/paaVjweB9BKZ0qpRWtEwP4JsE9EdolImFpS2f0XHHMGeC2AiFxGLWDrmLfacGwPu344HF7sYWvAVkot1pIDtjGmCrwX+DrwNLVs8KMi8hERefP0Yb8D/LqIPAH8A/BOo3sNqg3I9rAvDNjNzc3+40optRjBix9yccaYB6glk9Xf9+G6r48Br2zEuZRay2wPuj5DHCAWiwEvZpErpdRCaaUzpRrIZoHXF00BDdhKqaXTgK1UA5VKJT/prF44HEZENGArpRZNA7ZSDWSHxOurnNXf1oCtlFosDdhKNZAN2BcOidskNLuTl1JKLZQGbKUaqFQqAS/tYUMtaOviCKXUYmnAVqqB7LItWzv8QtrDVkotlgZspRpotjlsqJUq1YCtlFosDdhKNZCtdBaNRl/ymOM4eJ6nw+JKqUXRgK1UA9kett2dq56dw9aArZRaDA3YSjWQncOeLWADGrCVUouiAVupBrJD4nP1sHUttlJqMTRgK9VAGrCVUstFA7ZSDWSD8UxZ4raYil2rrZRSC6EBW6kGcl0XEfH3v65nA3Y+n1/pZimlNgAN2Eo10Hx62HZHL6WUWggN2Eo1kOd5iMiMc9h2By/tYSulFkMDtlINZAP2hZt/gM5hK6WWRgO2Ug1kS49euB82vFhfXIfElVKLoQFbqQayPey5AnaxWFzpZimlNgAN2Eo1iC07erGArT1spdRiaMBWqkHsxh4i4pchrWczx21xFaWUWggN2Eo1SH3AFpGXPG538NKkM6XUYjQkYIvIzSLyjIicEJE7ZjnmV0TkmIgcFZG/b8R5lVpLqtUqxpgZe9cA8XgceHFHL6WUWoiXrj1ZIBEJAJ8GbgL6gZ+IyP3GmGN1x+wDfg94pTEmJSLdSz2vUmuNDcSzBWxb/UxriSulFqMRPexrgRPGmJPGmDLwReDWC475deDTxpgUgDFmpAHnVWpNKZfLc/awbdKZ3YJTKaUWohEBeytwtu52//R99fYD+0Xk+yLyQxG5eaYXEpHbReRhEXl4dHS0AU1TauXYHvZMGeLwYsDWpDOl1GKsVNJZENgH3AC8FfgrEWm78CBjzOeMMUeMMUe6urpWqGlKNYZNJpupyhnUAraI+MVVlFJqIRoRsM8B2+tub5u+r14/cL8xpmKMeQF4lloAV2rDcF0XY8ysPWy7rEvnsJVSi9GIgP0TYJ+I7BKRMPCrwP0XHPNP1HrXiEgntSHykw04t1Jrht3UY7Yetr1fe9hKqcVYcsA2xlSB9wJfB54GvmSMOSoiHxGRN08f9nVgXESOAd8CPmCMGV/quZVaS+wc9kxba0JtbttxHIwxK9kspdQGseRlXQDGmAeABy6478N1Xxvgt6f/KbUh2Tns2QK24zj+HLYtsKKUUvOllc6UapCLZYlfGLCVUmohNGAr1SC2h22Xb81ERDDG6Dy2UmrBNGAr1SC2IIoGbKXUctCArVSD2IBtN/mYSSAQwBijxVOUUgumAVupBrFz2OFweNZj7Py2Bmyl1EJpwFaqQWzAnquHbZd1FYvFlWqWUmqD0ICtVIPYXvNshVPgxR62brGplFooDdhKNYgtOWq30ZyJzmErpRZLA7ZSDWID9lxz2Lb3rUPiSqmF0oCtVIO4rouIzDmHbQO2DokrpRZKA7ZSDWKHuefTw87lcivSJqXUxqEBW6kGMcbgOM6stcThxYBt12wrpdR8acBWqkHsHPZcWeK2CpotY6qUUvOlAVupBvE8DxGZdfMPeHEnL006U0otlAZspRrE7sA1V8C2CWnaw1ZKLZQGbKUaYL57XNuENJ3DVkotlAZspRqgUqlgjJlz/hpenMPWZV1KqYXSgK1UA9ges+PM/ScVDocREe1hK6UWTAO2Ug1QKpX8ZV1zsT1sm1GulFLzpQFbqQYol8sYY+ZMOIMX57A1YCulFkoDtlINUCgUgLnXYMOLQ+Ke561Es5RSG4gGbKUaYL5JZzZg625dSqmFakjAFpGbReQZETkhInfMcdxbRMSIyJFGnFeptcIWQrlYwLZD5nYZmFJKzdeSA7aIBIBPA28ADgBvFZEDMxzXArwf+NFSz6nUWmMD9lwbf9Q/rgFbKbVQjehhXwucMMacNMaUgS8Ct85w3EeBjwNak1FtOPPtYYdCIRzHwRijiWdKqQVpRMDeCpytu90/fZ9PRK4GthtjvjrXC4nI7SLysIg8PDo62oCmKbUybKnRpqamOY+zQ+LGGF2LrZRakGVPOhMRB/gk8DsXO9YY8zljzBFjzJGurq7lbppSDWMD9sWGxIPBoN/D1sQzpdRCNCJgnwO2193eNn2f1QIcAr4tIqeAVwD3a+KZ2kjssq6L9bBFBBHBGKMbgCilFqQRAfsnwD4R2SUiYeBXgfvtg8aYtDGm0xiz0xizE/gh8GZjzMMNOLdSa4KtDR6LxeY8TkT8HrYOiSulFmLJAdsYUwXeC3wdeBr4kjHmqIh8RETevNTXV2o9sMHXlh6diy1fqhuAKKUWYu6U1nkyxjwAPHDBfR+e5dgbGnFOpdYSOx9t97ueSzAY1B62UmrBtNKZUg1QqVQQkYvOYcOLmeLaw1ZKLYQGbKUawPawL5YlDi+u1dakM6XUQmjAVqoBXNdFROY1JK7LupRSi6EBW6kGsFXL5hOwQ6EQoEPiSqmF0YCtVAN4noeIXHQ/bHgx6UwDtlJqITRgK7VErutijMFxHH/J1lx0DlsptRgasJVaomq1iud5OI6DiFz0+FAohIhoD1sptSAasJVaIrtT13yGw+HFTHJdh62UWggN2EotUaFQwBgz74Bth8Q1S1wptRAasJVaIhuwL7YXtmV72DokrpRaCA3YSi1RqVTCGDOvoinw4tC5DokrpRZCA7ZSS2S31rTrqy8mGo0iIhqwlVILogFbqSXKZrPA/HbqgtqQuIj4xVaUUmo+NGArtUS2hz2fjT/gxSFx13XxPG/Z2qWU2lg0YCu1RPl8HoB4PD6v4yORCCKi9cSVUguiAVupJbLrsOc7JB4MBhERPM/TTHGl1LxpwFZqiWzAnm8P22aTe56nPWyl1LxpwFZqicrlMiJCc3PzvI63pUmNMZoprpSaNw3YSi2RDdixWGxex9cHbN0ARCk1XxqwlVoiuzxrvlnikUgEx3G0h62UWhAN2Eotgc30FpF5J50FAgG/h61JZ0qp+dKArdQSVCoVfy31fCud1Qds7WErpearIQFbRG4WkWdE5ISI3DHD478tIsdE5EkReVBELmnEeZVabZVKxd/4Y74B23EcAoGA9rCVUguy5IAtIgHg08AbgAPAW0XkwAWHPQYcMcZcAdwH/PFSz6vUWpDL5fA8j0AggOPM78/JBmzQHbuUUvPXiB72tcAJY8xJY0wZ+CJwa/0BxphvGWPy0zd/CGxrwHmVWnX5fB5jjJ/5PR8iogFbKbVgjQjYW4Gzdbf7p++bzbuAr830gIjcLiIPi8jDo6OjDWiaUssrl8v5AXsh7JC4zmErpeZrRZPOROQ24AjwP2d63BjzOWPMEWPMka6urpVsmlKLMjU1Bcx/SZdVvwGIUkrNR7ABr3EO2F53e9v0fecRkRuBO4FXGWO0WoTaEGwPOxqNLuh5NmBrD3v9cV2XyclJPM+jubl5wRdrSi1WI3rYPwH2icguEQkDvwrcX3+AiFwF/CXwZmPMSAPOqdSaYHvY861yZukc9vqVTqcpl8sYY0ilUv72qkottyUHbGNMFXgv8HXgaeBLxpijIvIREXnz9GH/E2gGviwij4vI/bO8nFLrit1ac751xC27Y5cOia8vuVyO8fFxfzlfJpPh5MmTjI6O6s9SLbtGDIljjHkAeOCC+z5c9/WNjTiPUmtNoVBY0MYfVjAY1KSzdcB1XbLZLJlMhqmpKcbGxsjn87S0tPjL+AqFAhMTE7S1tdHa2kpvb6+/I5tSjdSQgK3UZmWHQxcTsEHnsNeqSqXC8PAwQ0NDpNNpcrkclUqFQqFAOBymVCqdt695pVIhl8uRyWRIp9Ps3r173tutKjVfGrCVWiT7QQ3z3wvbqh8SN8bMew23Wl6VSoWBgQFOnTpFKpXy56rtBVYoFCIej/s/Lzs0XigUyOVy5HI5JiYmKJfLXHbZZQvObVBqLhqwlVok13X9jT8Wmils121XKhWq1eqC13GrxjLGMD4+zrFjxxgcHKRSqRAMBonH40SjUVpaWsjn87iue95wd6VSoVKp4DgO+XyeQqFAoVAgk8lQqVQ4fPjwglcQKDUbDdhKLVKpVPLLki42YNugrwF79ZTLZZ577jmOHTvG5OQkIkJLSwvJZJLW1lYCgQDFYhFjjD9PHY/HCQaDBINBqtUqmUyGkZERJicnyefzFItFnnnmGQKBAEeOHNERFNUQGrCVWqRisYjruoRCoQUHXLsnth1W17W8q2NkZITHH3+cM2fOUK1WaWlpIZFIkEwmCYfD5PN5RATHcejo6KCvrw+o9axLpRLFYtFPOgyFQkQiEYaHh4lEIqRSKY4dO0ZbWxv79u1b5e9UbQQasJVapEwms+Cduiy7DlszxVdHpVLh+PHjPPPMM6RSKUSE7u5uenp6CIVCfl5Ba2sr0WgUx3GoVqsMDw9jjMHzPAqFAp7n+cu5jDFArVZ8uVwmkUgwPj7OY489xtatW3U+Wy2ZBmylFimbzeJ5HuFweN47dVl2sxDXdTVgryBjDJOTkzz55JOcPn2aSqVCc3MznZ2dtLe3UyqVqFQqxGIxisUi5XKZfD5PIBDwR1KCwSCBQIDu7m6i0ahfF75YLDI5OUk6nSafz5PP54lGo0xOTvLoo4/ysz/7s6v97at1TgO2Uos0OTkJsKikIpu4ZIyhVNJKvSuhWq1y5swZjh07xvDwMKFQiO7ubtra2ohEIv6SLcdx/KDd3NxMNBolFovR1NTkj6Q4jjPjvHRvby/FYpFYLMYzzzxDoVCgWq1y/PhxDhw4QHt7+0p/22oD0YCt1CJNTU1hjFnUettQKHTeHLZaXrlcjqeffprnn3+eTCZDIpGgq6uLaDSK67oUi0V/1CMYDNLW1kZXV9eifrbRaJQDBw5gjOH48eOUy2UymQzf/va3+ff//t9rgqFaNA3YSi1SNpsFoKWlZcHPtcHBGKP1xJeR53n09/dz/PhxhoaGAOjr66Ojo4NyuUwul/OnNWKxGC0tLfT29tLa2rqk8wYCAfbv308+n6e/v59SqcTg4CCnTp3SBDS1aBqwlVoEz/PI5XL+EqCFqq+SVSwWl6GFKp1Oc+rUKV544QVSqRSRSISOjg5isRgTExN4nucv1eru7qajo4P29vYF5yPMJhqNsnPnTjKZDMVikdHRUZ588kl27NhBJBJpyDnU5qIBW6lFcF3Xn3teTG8sEokQCARwXVd72A1WqVQ4ffo0p0+fZmRkhFKpRGtrK7FYDNd1mZiYAGo/g97eXrZu3UoymfSrmTWSzTwvFAqkUinOnTvH6Ogo27Zta/i51ManAVv5bNWmTCZDuVymUCjQ0tLi9zrsMK6qFdsolUo4jrPgOuJwftJZtVptdPM2Jc/zGB0d5cSJE4yMjJDJZAiFQrS1tflrqiORCJFIhEQiQU9PDzt27FjWOWXHcbjkkktIpVIkEgnGxsZ4/PHHNWCrRdGAvYm4ruvv3xwMBmlqasJxHH+pSzqdZnh4mOHhYaamppiamqJarRKLxTh48CDbt2+ns7NzWXoi683U1BSu6+I4zqKTzuxabA3YSzc+Ps7Jkyf9QG2L0cTjcT+xr7W1lUgkQiwWY9u2bXR3d69I22wCWzqdZnJyktOnT5PNZhc1laI2N/3kXec8z1CquBggGgrgOC/tAVcqFSYnJzlz5gxTU1PnZcJ2d3dTLBaZmJggm80yNjbm71BkjCEQCFCpVDh69KhfIKKrq8sPNpvV5OSkX+VsMQUx7By2Jp0tTSaT4dlnn2VoaIhsNuv/TJqbm/3lWcFgkI6ODpqamojFYlxyySUrXsSkr6+PsbExWlpamJiY4LHHHuP6669f0Tao9U8D9jpUrrg82T/JV54Y4JFTKSYLZRwREtEQr9jTzi9evZ2X9bYQDNQ2JDh79iwDAwNUKhVExL/SL5VKhMNhf3MDuwFCqVTy157aTQ+KxSKnT58mHo8TCoXo6OhY7bdhVaXTaT+7eDF7HwcCAf+iR5d1LVwul+PZZ5/l3LlzpFIpjDE0NTX5yVy2nKhdS93U1EQymWTr1q2rcrHZ1tZGIpGgs7OTVCrFM888w3XXXadLvNSCaMBeJ6qux/GhDH/zg1P8y9EhskV3hqOKHBvK8qWf9POz+zr53dfuppQa9HvL4+PjfhKO7d3l83mCwSDj4+N+D7q1tZWXvexlRKNR8vk8qVSKsbEx0uk0AwMDRKNRotHopt7vN5PJALVM4MV86NYX3vA8r6Ft2yhc12VycpJAIEBLSwuBQMDvUZ89e9a/aGpqavIvmmyGdzAYpLm5mUQiQSKRoL29nWQyuWo5GCJCX18fk5OTxONxMpkMJ0+e5NJLL12V9qj1SQP2OjCULnL3N5/ju8+OcG6yiGvmPn6q7PJ/jw4yfOZ53nHtFrrjQQYHBxkfH8fzPLq6umhra6NarZLNZikUChhjiEQi9PX1cfDgQfr6+qhUKrzwwgv+0qN0Os3g4CAtLS00NTX5ZRk3Gzvnb4yhubl5UUHAcRz/vdMh8ZfyPI/x8XGq1SrGGE6fPs34+DjDw8Pk8/nz1k7bIjR296xwOExzczM9PT10dXURi8XWRLJkR0cH8Xic9vZ2pqameOKJJ9i/f/+aaJtaHzRgr3FD6SIf/5fjPHYmxbn0xYN1jaFTpsjlCvzDD05y43YoTNUyZg8dOsQrXvEKYrEYlUqFiYkJ8vk84XCY9vZ2otHoeR8g7e3tfsAuFotUKhVGRkaIxWLE43GSyWTtQM8DtwyBMDRoHetaZStXASQSiUW9hogQCAQQER0Sv4AxhnQ6TTabJZvNcurUKUZHRymVSv6OWLZkqDEGYwzRaNTPAO/p6aGvr2/NbbYRDAb95LOBgQEGBwc5ffo0O3bsaNjab7WxacBew6qux1//20meGcowli3hzmvk1KNLpuiRDAFxaa3kONXvsqW9hT179vBzP/dz/hBuKBSip6dnzlfr7u4mm83S0dFBPp9nbGyMTCZTmwefGKcpc5LoqW/C+PPgVsGtQPdlsPfVtf/DzRsugE9NTfnTCoudy7dzrKBZ4narStd1yefzDAwMcPbsWVKplL8Pte052w047OqGUChEPB7396/u6elZ01M1vb29DA4OkkwmGR0d5bHHHiMWi9HZ2alBW12UBuw17LmRKV4Yy5EvVZkqzzRnXc/QRImdToqkk6fJlIlLhRAeOTdAx/ZdvOY1r1nwkqxoNEoymaRardLT0+MHq6ETTxB/7K+Jl48TKZ5GvLpqXcf/Cb77R0AA2rbDpTfDlf8Reg5CYP3/ymWzWYrFor9H8mLZD2jXdalWq5tuuVw+n2diYsJPghwaGmJycpJCoYDruoTDYX9pls2qt3P/0WiU5uZmOjo6/KHmSCSy5oeX7d9TMplkcnKSsbExUqkU0Wh00aM1avPYFJ8QNuFKRPwdd0KhEJ7nUa1WKZfLVKtVRIRIJDLrla79MLCbBdieUX0PyX6ohEIhmpqa/OSu+l2Z7B7I1WrV7ynYTQjsXrvZbJavP3qa0kQGJ1+kVzwcDIJBgAAGI2AMNFMkHijTRoEwVYK42NVdaSKcqrST9LYuOiDYzNZEIkFHcxNDQ0+TL6QYI0WzqRAlyMwfNS5MnoKffB6e+ddar/v634VE36LasVZkMhk/wC7lQ9b+POzv4WYI2MYYpqamGBoaYnh4mPHxcdLpNMVikVKphDGGcDjsVyazQTgSifhBrbu7m2QySTgcXvMB+kIiQk9PD6Ojo8RiMfL5PMPDwySTSQ3Y6qIa8gkhIjcDfw4EgHuMMR+74PEI8LfANcA48B+MMacace75+va3v43ruv4fuIj4tZzrN6C399sgHggE/JrD9nh7DOAnxdS/pmWXUdVfANhjbWawiPivYY+zH0Sjo0U6ykWaq5XaO0vttQOAmQ7eQQyB6a8BPMAQoECIAa+Fs16SSWKETk/ieWbGddoXEw6H6ezsZPCFp2kb/j6ZQoo8IUZNkjAlQpQJUyHKLNtEeuVa4H7261DOwY3/fV0HbVuHeqmZ8nZqov53cCOye0VPTU35SwzHx8f9IO15Ho7j+EsJ7SqEcDhMIBAgHo/T1tZGe3u7X7VsPWttbaWlpYVEIuFPAWzdupWOjo5NmcSp5m/JAVtEAsCngZuAfuAnInK/MeZY3WHvAlLGmL0i8qvAx4H/sNRzz1elUiGbzZ7XI/Y8zw++lu3pzFcgEMBxnPOW6NgkogsvBGzAt//bY+tv269zuVzt60qVGIbwdDA20wHbUAvdhlqArv0LUsJhijApL86QSZAyMTwCCJAtVilWXGKRxf3Iu9qTFB78KiZ9giQOFdNGiRCjJAlRwcGwlRHCzJZA5VHNDOGeeQzn3/6C0Ov/YF0Oj7uuSzqdBjhvOdFi1AfsUqm0pudeF6NcLjMyMkJ/fz9DQ0OMjY2Rz+fPu8iNRqO0tbXR2tpKW1ubv5Y6GAzS0tLir6Gea+RrvQkEAv4ys/HxcVKpFAMDA/T19dHU1LTazVNrWCM+Ma8FThhjTgKIyBeBW4H6gH0r8AfTX98H3C0iYuxf7TITEUKhEMFg0B9ys0GyvoCFzdwF/CQXyw6ZO47jzznaHrvtIdT3wEOhEOFw2A/CjuP4RR3qg7nthQP+sLntbf/o5ATD2SoTnovtf3kIAfEQ4+ERoGJC5AhRJEjFhMkTokwQ2xuvfV/T/5bwHjqjx+ib+AEFL0QzQYo4jNNBlhbO4lAhgIdDJ5MkqG07mSNGjhh5IhSIUSVAKO0R7e8n+vRDtO6+puGZvJVKhXw+79f5tj+T+hGMYrFIoVDwl1OFw2Ha2tqIxWJ+udbZ2OxlYwytra1LGsauHxLfKJni5XKZsbExBgcHGRgY8IN0uVzGdV2CwSDRaNQvZLJlyxYSiYRfwMdWjrNLBtfbkPd8JZNJv6edSqUYGRkhm81qwFZzakTA3gqcrbvdD/y72Y4xxlRFJA10AGP1B4nI7cDtADt27GhA02ocx2Hfvn1Uq1V/mK2pqckP1jZQ26xTOyReLpf9D3v7Onb+2X7Yiwiu6/pB3A6L2w+f+k0zotFo/ffqXzzYiwl7nN3FafAHpzl+dIijA2m8WS9tBBdhrnAcCQhtsTCR0BKG2574ImFT4hJ3ANd0UMKhQohJEkzRwvPEmaSV/ZwiQRwPh0lamKSVKgEElxglxHjkJsfxnvoBY6ZWY7m9vX3ePVU7WlH/te2h2sBQKpX82zaByW5mYodhLwyQ0WiUXbt2sW/fPrq6umYNFNls1t9Ws729fUkBxV44ep63btdi2znp8fFxBgcHGR0dZWJigsnJSf89thevttqX3XO6paXFXzttl2Vthnl8gObmZn9Y3K66GBkZWbH65pvFbH3CC++3f4N2qtLW+q//7Lef2RdOi9aPsC63NfXXYYz5HPA5gCNHjjS0951MJv1gO9uWhtFo1H8cOG/P2vqlJDaozpQkMtsPrj6xzV401G8AcaFQKMQNl23hkbMZgsN5CtXFV8NqjgS5dlfHouavgdoa6zMPQTBGzJxmN3kCuBgCeATIE6FMlEF6GKYLhyoBaiMAHi/2VgVDmBKxQoWmkTF44QXOnDlDU1MTPT09bNmyhebmZv9CytbZthdI5XLZrxdda1ZtT+r6YG2PLxaLfq/ODsHW97Lt8+39mUyG8fFxpqamuP7662ft6aTTaUqlEoFAgM7OzsW9n9PsxaK94FhPKpUKAwMDHD9+nPHxcXK5nD+yYWvQR6NRWltbSSaTtLe309HR4Q9x24SyjTLMvVCO45BMJmlra2NkZMQvIbx///51P0e/mmxCsP0smC03pP7C3l5Ylstlf8qmVCr5icU2iDuOc14+k+2svfzlL+eyyy5bke+vEQH7HLC97va26ftmOqZfRIJAK7XksxVhg2N977p+HhlqPyz7g7A9n0Ag4P/x1AfixXzI1Peu52tfdzO7OuM8PZhlYLLAYq5gQo7QGgvzC1ctIcmrWoRiBuK1q/8YRfZxmgQ5ztDLID1kECpEyRP1g7SDR5gKDi9muJeJUDJR8kUhkkkTDEfIZDIMDw9z7NgxYrGYv4THXjBd2JOuVCp+b9lm1l+Yl2DX7tpRDMD/edpenb0Ic12XVCpFKpXi6NGjdHd3c9VVV73kbbCrDWx2/1J7Q3ZEZb0EbGMMqVSK559/nhMnTvjZ3fUfaLaSl90Nq7m5mWAw6Nf1vtiUw2Zih8Xj8bhf42BsbIy+vvWbkLkS7IimvTi0n83FYpF8Pu93uuzfqR0xnZqaIpfL+UsH7cW9/dyo7wjUB+X63rg9tj4naXBwcF0F7J8A+0RkF7XA/KvAf7zgmPuBdwAPAb8EfHOl5q+tXbt2reTpGiIYcHjXz+5mOFNkNFukPL8yZ+fpSUR4xe4OXtbbgCUj4oATAA+CuGxlmCRptjLMabYyRpIqDg5VDAEcDE0UiVLCwyFHjDJhsjRT9hwK6QzedEC1vd9MJuMHZ/vPql/2Zv+YbE/c/mHaYdX64Gzvs9MU9vGmpib/D7urq4vnnnuO4eFhHn30US677LKXXGSl02nS6TSu6/p1qpeifn/xtTokbkcxTp06xdNPP31e4hjgr5Vubm4mmUyyc+dO2tvbCQaD/trozTLMvVB2lUFHRwfpdJqpqSnOnDlDb2+vXtTUsbk9tldsRyuLxSLZbNYP3DaXKBgMUq1WqVar/i6EuVyOQqFwXlKxHeGyHQT792gTicPhsP/7GwwGKRaLfoeu/vd/z549K/ZeLPkvaXpO+r3A16mtOPq8MeaoiHwEeNgYcz/w18DficgJYIJaUFfz0Nsa5f954wHKVcM3nh6mOvtk9ktsb4tyZFcH733NPoKBJXwABKMQTUC1ANFWmCr4D8UosoMhdjBEkRAjdJChhTBVYuRxpscFwlQwQI44k9JCqncXqdYt580z1yfv1S+Vqw/cdqTE9trsH5ytKW2HW+0uTc3NzbNmX9sALyKkUikcx2FiYoKxsTGeeeYZrrzyyvOOHxkZ8TP4W1pazpsyWdTbOv1BsdbmsG2t9KGhIZ599lkGBgbIZrNUKhV/tKq1tZVEIkFXVxdbt26lra3NX5ZlL4rUxdlh8aamJjKZDIODgxQKhQ23YmAxqtWqH2htUK5Wq6TTaQqFAul02k/+LZfLiIg/zG2Dur3It4HWjmrY+vKRSMQvy2w/Z9rb22lpafFfPx6P+8Pjzc3N/nPskHtzc/OKvScN+asyxjwAPHDBfR+u+7oI/HIjzrUZ9bZGufs/XsX/98QAH/nnY0zmK3MOj8dCwuHtSQ5ubeVdP7ub3taFD8efx3Fgx3Vw4hvQ3ANTQzMeFqXCDoaoMkqJMDI9yx2m7KfEdZCmT5ooXf96Ci07/fW5qVSKyclJpqam/N6FXets/0BsHWk7rGqDcn3ikg2CC5VMJjlw4AAnTpygv7+fJ554gkOHDvk5BsVikbGxMb8kaVdX15KDkr2itx9Eq61SqdDf38/TTz/NuXPnyGQy/vye/bDr7u5m69atdHd309PTs+SLls0umUz6IxT272BwcJA9e/Zs2Az5udhlk5lMxs+JsPPJdhjbGIPruhQKBTzP8++3Qdte1Le2tvp5FLa+fDKZPC9JzNatt6t1bI16qCUGplIpfxviC3/fVyOjXy+D14lgwOEXrt7GGw718vVjQ/zND07x/EiOUtWj6no4DnQ2R9nf08y/29XBDS/rZl9389J61vWufCuc/HZtWDwQBbc466FBXIIUZnzMwSOc3Ep459W0BIL+1bGdt7MV4Oxwt+1Jh8Nhf7hruYpLtLa2cvDgQT/beXh42N+17Ny5c/4Hg+M4F63BPh+2dz9bEuRKqVarvPDCCzzyyCMMDg76H4o2sXLLli10d3fT2dlJZ2en/6Gnli4QCNDW1uavyS4UCpw+fXpNbl6ynDKZjL+Frx36tgHZzjXDi4lhdodBe7FuRylaW1vp6OjwR8CCweB5PeoLiQhtbW0ztsmWHrZz4Wvhd14D9joTDQe59fA2bj28jWrVY6pYIRhwiIYCVI0hHHAWnw0+l56DcMnPwOkfQGIrpE7CYtLgnDC87i6/aIqdS14L609FhD179vCjH/2IdDrNE088QWdnJ8PDw4yOjvofHqFQiG3bti35fPW1r1ejh12tVjl58iQPPfQQIyMjfmW/WCxGR0cHW7dupauri46ODr8UqGo8Oywej8eZmJjw/9Unx25E5XLZLxqTyWT8AG2Tv1zX9Vd85HI5XNf1e8eJRIK+vj76+vr8FQihUMivw+C6rl8lbzH71ddbS9M7a6clasGCQYe25heHaJb1hxkI1uqAf+N/wPDR2px2McOCgnYgDPtvhr2vXbZmLlVLSws7duzgqaee8hOtcrkcoVDIz1Dv7u5uSN1nm6UOK5t0Vq1Wef755/nRj37E8PCwfxGSTCbZtWsXvb29dHd309HRoUF6BTQ3NxOLxWhtbfUL8wwMDNDR0bEmLmQbxS7TzOVyTExMMDg46G/vW5/8ZUeccrmc37ttamqipaWFzs5Odu3axdatW2ccaQuHwxv6d1YDtpq/RF+tDvhDf1EL2gOPQzENzKMOdiQBu66HN3x8TZckDQQCXH755TzzzDPkcjlGR0dpbW0FYHx8HMdx2Lp165Kv2oHzlq2tRA/b8zwGBwf5/ve/z5kzZygWiwQCAXp7e9m7dy99fX10dnbS1ta2oXt2a42I+GvVR0ZGKBQKjI6O+rt4rfefhed5jI2NMTw87M/T2x5zMBikubmZcDhMPp/3E8qglkW/Y8cOtm/fzu7duzfVFMFs1u4np1qbEn1w4x/A6HE4+o/w9D9DcQLyafAq1CqbAwhIAAIR6DkA26+Fn3nvutj0o6enh97eXs6dO8fQ0BAi4i8NicVi7Nu3ryEfovXLupazNKldP/7EE09w9OhRP7Gvp6eHyy+/nB07dtDR0aEJZKuovb2d4eFh4vG4nwE9Ojrql8xdj0qlEufOneP06dOkUil/mDoUCtHe3o7jOH5eyLlz5/xKkzt37mTPnj3s2rWrIRfGG4kGbLVwgSD0Hqr9e9UHYeipWkJa/08gcw4K6dqQeetW2P4K2HcTdL1sTfes60UiEa644gp/LtHOqdmtEZeyB3Y9W8gHXtz1rdG9qUqlwunTp/nxj3/M2bNn8TyPeDzO/v37ueaaa+Ysw6pWTjgcrm1fO70mO5/PMzIyQjKZZNu2bWsi4Wkuth6+3Wjp3LlzjI6Okk6n8TzPr3AH+Bclo6OjfsGgRCLBjh07OHTokC5pm8P6+ARVa1cwDNuuqf3zPHDL4ATBq9bmrNf4B81MRISdO3eya9cuRkdH/Q9Lu/SrUfOK9Zmn9etFGyWXy3Hs2DEefvhhUqkUwWCQnTt38opXvIK+vj7tUa8xdvvQpqYmcrmcX2O8tbXVn5ZZS4wxfmlgWx74zJkzjI+P43kegUCAZDLpJ355nsf4+DgnT56kUqkQDofp7u5mz5497N27d0PPPTeKBmzVOI4DzvSa73XSm55Nc3Mzhw8f5sSJE+TzeUKhEDt27KCvr69hQdVmvNryqDYLthFSqRRPPfUUTz75JNlsllgsxlVXXcW11167oRKZNpJEIuEX+rEBcGRkhEQi4RekWSuKxaJf9c91XUZGRhgcHMR1Xf+io14qlSKbzVIsFolEImzdutXPm9ALx/lb35+qSi0TEaGvr4/W1la/5xsMBhsa7Oy6clsIwmZrL1U6nebJJ5/kqaeeIpvNkkgkeO1rX8u+ffuWbQ27WjoRoaOjg46ODjKZjF/VK5PJEIlE6O7uXhND49lslmw2i+M4TE1N+eunjTF+sLb1vPP5PNls1v/d3rFjB3v27KGjo2NDJNStNA3YSs3CcRxaWlqW9fVtAG1Upngul+Po0aMcO3aMXC5HIpHgjW9847qspb8Z2TXv586d8wuGjI+PE4/HSaVSS97SdSmq1SqZTIZMJuMP2dvNNkTEryxWKpXIZrNMTU1RrVaJRCJccskl7N+/n87OzjVx0bFeacBWapXUb17SiB27XNfl+eef5+jRo/4w+A033KDBeh0JBAJ0dXXR1tbG6OgoIsLExASdnZ2Ew2EymcyKz2fbRLKpqSkGBwfJ5/NALYDbuv62JOjk5CSZTAbXdWlqamLr1q3s379/WS98NxMN2EqtkvpiEcYYisXZy73Ox8DAAE899RSTk5OEw2GuvPJKDhw40KDWqpXS2dlJb28v4+PjVCoVQqEQAwMDxONxcrkcgUBgRTacqFarTE5O+lt/Tk1N+SsmQqEQbW1tfqnQUqlELpfD8zwikQhbtmxh//79azJZbj3TgK3UKqofEl9KDzufz3Ps2DE/q/2SSy7hqquu0jnCdSgcDtPV1UVra6t/8WWXQW3fvp1MJuNvfrMcjDFks1nS6TSpVMpf2mh3t4rFYoTDYSYnJ/0etYjQ1NREV1cXu3fvXjPz7RuNBmylVpEtnrKULTaNMZw9e5ZTp07hui7JZJIrrrhChyHXsZ6eHrZs2eKX7mxra2NoaIiWlhY6OjqYnJzEcZyX7Nm+FMYY8vk8k5OTnDp1isnJSUKhEMYYvzSovcAcHh5maGjIH/ru7e1l9+7d9PT0aGLjMtKArdQqslnhts7yYuTzeZ5++mmKxSLhcJjt27ezY8eORjZTrbBIJEJfXx/9/f1ks1na29sJhUKcPXuWaDTqb/2YTCaXHLTthhnZbNbfpa5UKuE4DuVy2d8fOhgMUiqVzgvmPT097Nu3jy1btjT04kHNTAO2UqvIbgCylCHxc+fOMTIygjGGeDzOgQMH1tSaXbU43d3dbNu2jePHjzM2Nsb27dtJpVKcOXOGnTt30tTUtOig7Xke+XyeqakpMpkMExMTZLNZf7QnFouRTCb9PaZzuRz5fJ5z587hui6JRILLLruMXbt2aaBeQRqwlVpFdus+W9pxoUqlEs899xzlcplAIEB3dzdbtmxpdDPVKgiHw2zbto3x8XFGRkYYHx8nmUySTqc5c+YM3d3dtLa2MjExQTwep6WlZc55Y/s7VigU/GBtN9swxtDc3EwwGCSXy/k7iCUSCdLpNMPDw4yNjREKhdi7dy+HDh3SKZdVoAFbqVVke8Iisqgh8VQqxcjICK7rEovF2L17tyb7bCC9vb1MTEyQyWTIZrP+vtmFQoGBgQHS6TSJRALP8ygUCkQiESKRiJ8bUSwWKZfL/t7Snuf5gdoOeweDQaLRKMFgkEqlQjQapb29nUKhQCaT4ezZs5RKJXp7ezl8+DC9vb2r/bZsWhqwlVpF9UlnC+1hG2Po7++nUCggIsTjcZ273mAcx2HXrl1MTExw9uxZUqkU27Zto1gs+uujC4UC4+PjQK2krq3O53m1nfNc1/X3crfPcxyHSCTiJ66Fw2FCoRCjo6MEAgEmJiYYGxvzM8D379/PFVdcoVMtq0wDtlKrKBqN+nPYC+1hl0ol+vv7McYQDAbp7OzUnY42oHg8zq5du/xdvHK5HO3t7ZTLZf/3JpvNUiqVmJiYOG8XuPpqesFg0O992551JBLx10pPTEyQy+X8tdWe59HR0cHLXvayhtbQV4unAVupVVS/8cFCe9iZTIbJyUk8zyMajbJjxw79UN2gtmzZwvj4OCdOnGB4eJhQKER3dzeVSoVcLudvqOG6Lrlczh/mBvzlWJ7nMTk5iTHGD9ShUMhfbz08PEw2myUYDNLc3Mzu3bvZuXOn7qK1hmjAVmoVRSIRv9LZQvfEHh8fp1gs+gUttm7dusytVaslGAyyd+9eisUip0+fZmBgAGMMPT097Ny5k2KxSD6fx3EcEomE/ztULBYZGhrCcRxCoZC/JMwml+VyOdLpNGNjY+RyOZqamti7dy+XXHIJiURC8yHWmCUFbBFpB+4FdgKngF8xxqQuOOYw8BkgAbjAHxpj7l3KeZXaKOw8ouu6VKtVfx/hi3Fdl7Nnz/oVqBKJhA6Hb3DNzc3s27cP13U5d+4cAwMDiAh79uxh69atTE1NMTk56ZcIhVqgt5vK2N8xW3RlamqKoaEhisUinufR3d3NwYMH6e7u1rnqNWqpPew7gAeNMR8TkTumb3/wgmPywH8yxjwnIn3AIyLydWPM5BLPrdS6Z3vYUFt247ruvAJ2LpdjYmICz/MIBoNs2bJFe0ObQHt7O/v370dEGBwcpL+/n1wu51dGs5XG7HathULBn5e+cKctu+4/mUyyZcsWdu7cSVtb2+p+g2pOSw3YtwI3TH/9N8C3uSBgG2Oerft6QERGgC5gconnVmrds1niUOsBFQqFec0ZFgoFpqamgNp63b6+vmVtp1obRITOzk6g9nMfHBz0k9FGR0dpamryh7+htoGHTWosFApMTExQKpX8ErZbt26lp6fHr6Sm1ralBuweY8zg9NdDQM9cB4vItUAYeH6Wx28Hbgd0eYraFILBII7j+Eu75lvtLJVK+VWowuEwHR0dy9xStVaICF1dXTQ1NRGLxRgYGCCfz5NKpfwENBHxR1yKxSKlUsnfSau3t5ddu3aRSCSIRqOaqLiOXDRgi8g3gJlWyt9Zf8MYY0TEzPE6W4C/A95hjPFmOsYY8zngcwBHjhyZ9bWU2ijql90spDzpuXPn/AS11tZWLQ+5CTU3N3PZZZfR29vLwMAAo6OjFItFf12+53kYY/wyo8lkks7OThKJhGZ+r1MXDdjGmBtne0xEhkVkizFmcDogj8xyXAL4KnCnMeaHi26tUhtMIBDwA/Z8e9jlcpl0Oo0xhkAgQDKZ1PnrTUpEaG9vp729nWq1SqFQoFAoUKlU/OVbTU1N/ppr7U2vb0sdEr8feAfwsen/v3LhASISBv4R+FtjzH1LPJ9SG0ogEPDric+3h23nr23A1trhCmrTKy0tLVrjewNb6mX5x4CbROQ54Mbp24jIERG5Z/qYXwGuB94pIo9P/zu8xPMqtSGIyHkBez7VzvL5PMViEWMMoVCIZDK53M1USq0BS+phG2PGgdfOcP/DwLunv/4/wP9ZynmU2qhE5LxM8UKhcNHnTExMUK1W/YIpiURiuZuplFoDdOJLqVUWCAQwxmCMoVgsXvT40dFRjDE4jkNLS4sux1Fqk9CArdQqC4fDfg/7YkPiruv69aBFRAtdKLWJaMBWapXZgD2fPbHz+Tz5fN7vYdsiGkqpjU8DtlKrzO7Y5Xmev2XibIrFop9wFg6HNeFMqU1EA7ZSq6y+MlW1WsV13VmPzefz/tKvcDisCWdKbSIasJVaZTZgiwiVSmXOYfFUKoXneX6GeFNT0wq2VCm1mjRgK7XKbNA1xvi7LM1mfHzc3zqxtbVVK1cptYlowFZqldkNGBzHwfM88vn8jMe5rksmk/ErnOmGH0ptLhqwlVpl0WjUrwU+11rsQqFAPp/398DWJV1KbS4asJVaZZFIhEAggOd5c/awS6USpVJJM8SV2qQ0YCu1yoLBIIFAwJ+Pni1g232NHcchHA7rJg9KbTIasJVaZfU7donIrPXEU6kUruv6exzb5yilNgcN2EqtslAoRDAY9AumzDaHPTY2huu6BINBzRBXahPSgK3UKrNbbNr64OVy2V+6ZXmeRzqd9kuS6vy1UpuPBmylVpndYhPAcRxKpdJLqp0Vi0VyuRye5xEKhXRJl1KbkAZspdaApqam83rY1Wr1vMdLpRKFQgFjDNFoVJd0KbUJacBWag2IRqNArYddqVRekniWz+cpFouICLFYTEuSKrUJacBWag2IxWKICIFAAGMMmUzmvMdTqRTVahXHcYjH45ohrtQmpAFbqTWgqakJEcEYg+d55HK58x4fGRnxK5xpwplSm5MGbKXWgObmZj9gG2PIZrP+Y67rMjEx4Qfszs7OVWypUmq1aMBWag2Ix+PnVTvL5XLnrcuempryC6ZohrhSm5MGbKXWgPriKYFAgEKhQKVSAWrBO5/PIyLE43Hi8fgqt1YptRqWFLBFpF1E/q+IPDf9/6yTayKSEJF+Ebl7KedUaiNqamoiEAjgui6BQIBisegH7MnJScrlMoFAgNbWVn/NtlJqc1lqD/sO4EFjzD7gwenbs/ko8N0lnk+pDSkYDBIOh/15arszF8DAwIAfyNvb21e5pUqp1bLUgH0r8DfTX/8N8PMzHSQi1wA9wL8u8XxKbUiO4xCNRnFdl3A4TLVa9RPNhoeH8TyPaDTKli1bVrupSqlVstSA3WOMGZz+eohaUD6PiDjAnwC/e7EXE5HbReRhEXl4dHR0iU1Tan2JxWIAhMNhjDFMTk4yNTVFNpvFGEMikdAKZ0ptYhetviAi3wB6Z3jozvobxhgjImaG4/4L8IAxpv9iuwsZYz4HfA7gyJEjM72WUhtWIpHwM8NFhEwmw+nTp8nlcgQCAZLJpF8RTSm1+Vw0YBtjbpztMREZFpEtxphBEdkCjMxw2HXAz4nIfwGagbCITBlj5prvVmrTSSQSOI5zXuLZ2NgYlUqFSCRCX1+fbqmp1Ca21PqG9wPvAD42/f9XLjzAGPM2+7WIvBM4osFaqZeye1zbeexyuUy5XMYY4wdspdTmtdQ57I8BN4nIc8CN07cRkSMics9SG6fUZpJIJAgGg7iuSzQaJZPJMDg4iOd5dHV1kUgkVruJSqlVtKQetjFmHHjtDPc/DLx7hvu/AHxhKedUaqOKRqPE43GKxSK9vb2Mjo6SyWQIBALs379fN/xQapPTSmdKrRGBQICWlhbK5TKJRMKvaNbb28sll1yyyq1TSq02DdhKrSFdXV0AZLNZqtUq8XicgwcP0tzcvMotU0qtNg3YSq0hW7ZsIRAIMDw8TLFYpLOzk4MHD652s5RSa4AGbKXWkO7ubhKJBLlcjmg0yhVXXEE4HF7tZiml1gAN2EqtIYFAgGuuuYZEIsH27dvZu3fvajdJKbVGaNqpUmvMjh072LJlCyKimeFKKZ9+Gii1BukWmkqpC+mQuFJKKbUOaMBWSiml1gEN2EoppdQ6oAFbKaWUWgc0YCullFLrgAZspZRSah3QgK2UUkqtAxqwlVJKqXVAA7ZSSim1DmjAVkoppdYBMcasdhtmJCKjwOnVbscG1gmMrXYjNgl9r1eGvs8rQ9/n5XWJMaZrpgfWbMBWy0tEHjbGHFntdmwG+l6vDH2fV4a+z6tHh8SVUkqpdUADtlJKKbUOaMDevD632g3YRPS9Xhn6Pq8MfZ9Xic5hK6WUUuuA9rCVUkqpdUADtlJKKbUOaMDeJESkXUT+r4g8N/1/coZjDovIQyJyVESeFJH/sBptXY9E5GYReUZETojIHTM8HhGRe6cf/5GI7FyFZq5783iff1tEjk3//j4oIpesRjs3gou913XHvUVEjIjoUq9lpgF787gDeNAYsw94cPr2hfLAfzLGHARuBv5MRNpWronrk4gEgE8DbwAOAG8VkQMXHPYuIGWM2Qv8KfDxlW3l+jfP9/kx4Igx5grgPuCPV7aVG8M832tEpAV4P/CjlW3h5qQBe/O4Ffib6a//Bvj5Cw8wxjxrjHlu+usBYASYseKOOs+1wAljzEljTBn4IrX3u179+38f8FoRkRVs40Zw0ffZGPMtY0x++uYPgW0r3MaNYj6/0wAfpXbxWVzJxm1WGrA3jx5jzOD010NAz1wHi8i1QBh4frkbtgFsBc7W3e6fvm/GY4wxVSANdKxI6zaO+bzP9d4FfG1ZW7RxXfS9FpGrge3GmK+uZMM2s+BqN0A1joh8A+id4aE7628YY4yIzLqeT0S2AH8HvMMY4zW2lUotPxG5DTgCvGq127IRiYgDfBJ45yo3ZVPRgL2BGGNunO0xERkWkS3GmMHpgDwyy3EJ4KvAncaYHy5TUzeac8D2utvbpu+b6Zh+EQkCrcD4yjRvw5jP+4yI3EjtIvVVxpjSCrVto7nYe90CHAK+PT2z0wvcLyJvNsY8vGKt3GR0SHzzuB94x/TX7wC+cuEBIhIG/hH4W2PMfSvYtvXuJ8A+Edk1/R7+KrX3u179+/9LwDeNVi1aqIu+zyJyFfCXwJuNMTNelKp5mfO9NsakjTGdxpidxpid1PIFNFgvMw3Ym8fHgJtE5DngxunbiMgREbln+phfAa4H3ikij0//O7wqrV1Hpuek3wt8HXga+JIx5qiIfERE3jx92F8DHSJyAvhtZs7SV3OY5/v8P4Fm4MvTv78XXjipeZjne61WmJYmVUoppdYB7WErpZRS64AGbKWUUmod0ICtlFJKrQMasJVSSql1QAO2UkoptQ5owFZKKaXWAQ3YSiml1Drw/wMmRAVy2K6OrwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualize P-wave boundaries\n", "signal_dwt, waves_dwt = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method=\"dwt\", show=True, show_type='bounds_P')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Visualize R-wave boundaries\n", "signal_dwt, waves_dwt = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method=\"dwt\", show=True, show_type='bounds_R')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visually, from the plots above, the delineated outputs of DWT appear to be more accurate than CWT, especially for the P-peaks and P-wave boundaries.\n", "\n", "Overall, for this signal, the peak and DWT methods seem to be superior to the CWT." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }