neuropsychology/NeuroKit

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docs/examples/ecg_delineate/ecg_delineate.ipynb

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{
    "cells": [
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "# Locate P, Q, S and T waves in ECG"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "This example can be referenced by [citing the package](https://neuropsychology.github.io/NeuroKit/cite_us.html).\n",
                "\n",
                "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."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 1,
            "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"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 2,
            "metadata": {},
            "outputs": [],
            "source": [
                "# This \"decorative\" cell should be hidden from the docs once this is implemented:\n",
                "# https://github.com/microsoft/vscode-jupyter/issues/1182 \n",
                "plt.rcParams['figure.figsize'] = [15, 5]  # Bigger images\n",
                "plt.rcParams['font.size']= 14"
            ]
        },
        {
            "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": 17,
            "metadata": {},
            "outputs": [],
            "source": [
                "# Retrieve ECG data from data folder\n",
                "ecg_signal = nk.data(dataset=\"ecg_1000hz\")\n",
                "# Extract R-peaks locations\n",
                "_, rpeaks = nk.ecg_peaks(ecg_signal, sampling_rate=1000)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "The [ecg_peaks()](https://neuropsychology.github.io/NeuroKit/functions/ecg.html#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": 18,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1080x360 with 1 Axes>"
                        ]
                    },
                    "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)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 20,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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gDXCL1npeK5+/HLgdGAZUAR8At2qtd4frGsPJK0FbEpJhav7x5t8AqP3x2VG+GhFtzvrw78mPR/lqRDzwmqbUmQTjdTwHjP87L8pXI6LJ1E114eNz/xflqxGiSViCtiilLgUeAO4FJgILgHeUUv1a+PxxwDPAU8Bo4HxgFPBsOK4vErwBaRlkwJcoJAKXcDIkTYfoIEPOdyecwMirUbwQEXUStEXEqnBF6fwZMFNr/ZjWep3W+magFLixhc8fAxRrrf+htd6qtV4E/BOYGqbrCzu56ROTJF4XToYhAz7RMRLZNfFImQqbIYN/EaM6fcCnlEoFJgPvBb31HnBsCz82H+iplDpXWQqBbwNvd/b1RYozD5+c4UsczrQMMpAXkn9LdJTsEkg8Ae2CPAeSmqzgi1gVjhW+QsAN7Al6fQ/QI9QPaK0XYg3wngUagL2AAq4J9Xml1PVKqSVKqSV79+7trOvuVNKoJyZZ4RNOkpdRdJS0DYlHgrQJm9zfIlbFRJROpdQorC2c9wBzsQK9/AX4D3B18Oe11o8CjwJMmTIlJu8or8z4JSTT1Dx29AUAnCcP86RnmPjrg6RUE+3hdTxDpM4kBsNRpldKu5DUDN1UF4qk7ydiSDgGfPsAAygKer0IaCni5h3AYq31X3zfr1RKVQPzlFK/1FoXh+E6w8orWzoTktfUfDx0KqaGb8jDPOl5TZMPh1hHjcfKfS7awTC1v86MMeWQTyJwlull8hxIal5fXXAp+JbUBRFDOn3Ap7VuUEotBWYALznemgHMbuHHMrEGiU729+EKLBNWErQlMRmmZnhlCfWNJqY5PtqXI6LMNGFQuTUfZfTMjfLViHjgNU1HnRkV5asRncEwNYMritEaDD052pcjosg0NYPKi0n1uDDMPtG+HCH8wrWl8+/AM0qpxVgBWW4AegGPACilngbQWtvbNecAjymlbqRpS+f9wDKt9Y4wXWNY2at6LiX7uBOJ19Tc/fY/MUzNjh9IHr5kZ2jNvXP/hVKK347+V7QvR8QB08RfZ3496p/RvhzRCbym5r65/8bUmoofSx6+ZOY1rTbB7VI8f9LT0b4cIfzCMuDTWr+olCoAfoU1eFsNnK213u77SL+gz89USuUAPwL+BlQCHwH/F47riwT7DF+axy3BPRKIYWqUUoCWlVvhD9qilJzVFe3jddQZmQxMDFa7AGgp02Rn+if7lfT9REwJW9AWrfVDwEMtvHdSiNf+iRW4JSHYZ/jSUlzSACQQw9S4lO/P8jBPenaeJZdScp+LdjEcHUKpMonBa5rWMwAtEz9Jzt7dJRM6ItbE5fm4eGDP4qa6ZcCXSJpW+ORspnCs1oB03kW7SIcw8ZimVZ4gZZrs7AG/UkoG/yKmyIAvTOxGPS3FJTd9ArFmcq0/S8Mu7CCLSlb4RDv5t3whdSZR2Ct8IO1CsrN3d0n8BhFrYiIPXyIyfDe9rPAlFsPU/O+Ma9hWXsMpUqxJz2uaPHzst+mZmy73uWgXr6n5j6/OaJkMTAiGqXnh9KvZub+Wc+U5kNQMrfnnsd+mX36mf8u/ELFABnxh0uh76Kd63HLTJxCvqVk7+mi+2nGAk6RhT3qm1swfMIHhRTmYdY3RvhwRBwzTqjMjeuRg1DRE+3JEJ/CamjWjjmbVrkrOlkF8UjNNzaJBE6nsmUN3qQsihsiWzjAxTBO3S+F2SfS+RGKamiElmxm1Z4sEbRF4Dc2oPVsYvvtrWeET7eI1nXUm2lcjOoNhaob62gU5253cvKZmTNkWhuzaLH0/EVNkhS9MvKbG41K45WxPQvGamuteeoDK2kaWXXNWtC9HRJmpNb/58FGy0z0suPrP0b4cEQcM0/TVmRTmXfWnaF+O6ASGqfneKw9SVdvI+u99I9qXI6LI1Jo733+UzFQ3f/rFI9G+HCH8ZIUvTLyGNeBzuSRSUyKRKJ3CyR9xUQJwiHZqSuUhQR0ShbNdMKRIk5rX8OVklCidIsbIgC9MDFPjcbt8uZbkpk8UXmcePtmOlfSacqpJWgbRPk2J15VMGiUIr6n9nSkp0+Rm9fcUCpnQEbFFBnxh4jVN2dKZgAJncqVck519b0vnXbSXc5JAniGJwWoXrD/LBG9y85omSll5GU2ZFBYxRAZ8YeI1NG6XwuWSmz6RGKbG165LB19I5110mNcxSSCTgYnB6uTLRKCwdv7YfQSpCyKWSNCWMPEHbXEpGmXvX8IwTM07l9/MvE17mSwP86Rnas2fT7iG44cWYjRKfRBtM02rzpw4rBCzXupMIjBMmHv5zXy0fi+nyCA+qRmmySOnf5e++RkyoSNiiqzwhYlhatxuhUtmcROK1zTZNXIiK/qOlhU+gdfULOszkuKRE2Url2gXu86UjJokbUOCMEyT0tGTWNZnpJztTnKGCWsHjmHLsPFoaRNEDJEBX5gYpsbjcuGWKJ0JxTA1AzeuYPKuddJZE5imZlLxOoZsXin1QbSL4aszgzevxNRIpzABeE3NoI0rmFS8TrbxJTnDNBm/Yw1DN6+SuiBiigz4wsQwrTN8ErQlsXhNzenPPshPP54pD3OB19Tc/tlTnPncg9J5F+1i15nTn30QkOiuicAwNafNepDbP3tKdn4kOUPD9XP/y8WzH5LVXhFTZMAXJl7TxK2sPHwy4Eschp1jB4nKKJxBW3y5GaVKiDaY/jpjfS/tQ/zzmhqULxCPTPokNdOO2KoksJuILTLgCxPDxIrSqUCe/4nD0BqFskIuS7kmvaa0DIHfC9ESZ5ROkDD+icCU6M3Cx8qz6cvDJ/e2iCEy4AsTwzTxuK0onXLTJw6vb/ZOHuYCmuqAdN5Fexm+PD2ywpcYtNa+dsGaCJTyTG52WgbJzSpijQz4wsRralzKitIpN33ikDx8wskwArfnyYBPtMUbtCosdSa+2c2AbxefTAQmOcOXeB2kLojYInn4wsTUTXn45KZPDFprDFPzyU138v6a3RTJgC/pGVpz96nX893pA2CTzO6Lthmm5u7Truf7xw+CDWBKYIe45vUV4Pwf3cnLS4sZLY+ApGZoeOLin9C7S4ZM5oiYIit8YeI1JEpnorHLcf/QUXzde6gM5AWGqVnXYxAHho8BpPMu2maYmk09B1M5bJT1vTxH4pq/XRg2ms29hkh7n+QM02RHv2GUDhwh7YGIKTLgCxM7LYPLJVs6E4XdMev/1QKO/nqZlKvAMDUnbF9OnyWfW99L5120wTA107ctp/fS+f7vRfyyy6/fsgUcs/UreQYkOcPUTNiwhOGrF8m9LWKKDPjCxNCOFT5pABKC/fA+atZDXPPRLInSKTBMzU3zX2T80//2fy9Ea7ym5qb5LzBu5r8AOcMX7+x7fuLT/+a7nzwnE4FJzjA1F70zk9NeeVz6fiKmyIAvTAzTOsNn5eGL9tWIzhAcTl0e5sJwRG0F6byLthnBzxEZIMQ1ZxAeidIpJLCbiFUy4AsT/xk+lxXsQ8Q/OyIjWA27PMyFlZdROu+i/QxfCH/n9yJ++Qfwvv+VicDkZpgalOThE7FHBnxhYvq2dLpkS2fCCJjJRYLxCOm8i47z+lYAZFU4MTh3fshEoGiaBJT2QMQWGfCFidfUeFwua8AnN31CsDtmCkmyLSxGUOddqoRoi52ny5+rS9qHuGY6VvisVZ2oXo6IMsO0720l7YGIKZKHL0wMU+Py5eGTGb/EYM/kLvvlfby+vESCtggMU/PH82/h+hMGwReHZDVftMlrav5ywc/43gkDYeFBmTiKc3a7sOJXf+KZRdvIloYhqRmmyXPf+SU98tIxiqUuiNghK3xhYgdtkcTricM+w1czcAilPfrJzLzAMDW7uvejZuAQ//dCtMY0NSU9+lE3cCiABPWKc4Yv2VrtoCGU9ugvA/gkZ5iafX0GcqDfIOn7iZgStgGfUuompdRWpVSdUmqpUur4Nj6fqpS62/cz9UqpHUqpH4fr+sLNn4dPKUm+mSC8voLsPe8Djl4zXxp2gWFqjl+/kJ6fvQ/INl/RNq+pmb5uIT0+ew+QSYJ4Z6/w9fzsfY5Zs0DKM8kZpmb8ss8Y9sUnsrtLxJSwDPiUUpcCDwD3AhOBBcA7Sql+rfzYC8CZwPXAcOASYGU4ri8SvKaJW1lROmWWJzHYDfmQWY9y/ocvSsMuMLTmss9fZvAzj1rfS50QbTBMzbc++x8Dn/oPIJME8c7r2/kx6On/cNEn/5PyTHKG1pzy9iyOfvVJ6fuJmBKuM3w/A2ZqrR/zfX+zUupM4EbgjuAPK6VOB04FBmut9/le3hama4sIwwS325d4XTqBCcF+eEuwBWHzOgI2gNQJ0TYrSqeS50iCMB3tgkRmFIahA4K2aB0YyVmIaOn0FT6lVCowGXgv6K33gGNb+LHzgS+BnymlipVSm5RSDyqlsjv7+iLFME1/4nWQXHyJwJ7JtUMuS5EK00687mvPZXZftMUwmzqEIDtA4l3TpI9dntG8GhFtVloGJZOAIuaEY4WvEHADe4Je3wOc1sLPDAKmA/XARUAX4J9AL+Di4A8rpa7H2vpJv36t7RKNHq+pcSnrDB/4gri4ZZYnnvkT7Noz89JRS3r2ao2/8y6Nu2hD8HNEJgPjm7M8JQ+fsBKvOycBo3s9QthiJS2DC9DA5VrrSgCl1I+AuUqpIq11wOBRa/0o8CjAlClTYvJ2Mh1ROsEaHMTK/9ni8AQk2EU690JW+ETHWSt8zhWAqF6OOEJex5KeQo5wJDs7N6tN2gQRK8IxBtkHGEBR0OtFwO4WfqYU2GUP9nzW+f7bj+arhTHPa2rc7qYVPonUGf/shnzjXx7ihS93yINc4DU191/9K35w4hB4u1hmc0WbvKbJv7/zG747fSC8VSwDhDhnl9/Wvz/Co599LTs/kpzX1Lz60/vonpsGS6vk/hYxo9PP8GmtG4ClwIygt2ZgResMZT7QK+jM3jDff7d37hVGhmFqf5ROkO1/icB+cBu9+1BZ0EMGfAJTa/YX9MDbqzcgq76ibYapOVDQA6N3H0BWAOKd3bYbffpwoLCHbOlMcqapqS7qRV0PX5sg97eIEeHKw/d34Fql1PeUUiOVUg9gncd7BEAp9bRS6mnH558DyoEnlVKjlVLHYaV1eFlrXRamawwrr29Lp/MMn4hvdhl2f+c1jl78vmzFElYevmUf0u3t1wA5vyPaZpia45Z+QKGvzkjbEN/sxOuFb77KsUs+kA5+kjO0Zuzn7zL4o7cAaRNE7AjLgE9r/SJwC/ArYDlWQJaztdb2al0/35f9+UNYAV3ysKJ1/g/4FLguHNcXbvYN7na5/Gf45KaPf3bi9e7PPslJH8+WMhV4Tc0Z816j6LmZgMzmirYZpua0T1+l+7NPWt9LnYlr9hm+wllPcOqnr8q27iRnmJpJb7/AyNef9X8vRCwIWxwRrfVDwEMtvHdSiNc2AKeH63oiyesf8BEQtEXEN380Nt+XlKkwHXUCpHEXbfP6gjrYdUYmjuJbU5ROKxCPlGdya0q74vte+gkiRoRrS2dSMxwrfP6gLXLTxz1nkm2llDTswuq8KyVROkW7+cO2O78XccvrKD+J3pzctNa+Fd6mTHzSJIhYIQO+MLBndJxn+CRKZ/xzzuSCdO6FVQecIbjlXKdoi73ChzxHEoJdfsq3bCvlmbwCdgGpwNeEiDYZ8IWBYdgrfBKlM5EEJNhFylRY53ekcRcdYUoevoRin+Gz13TkGZC8vI4+gk3qg4gVkgs8DOzgHu6AFT656eOd/eAue2IWT8/birlPemrJztSa//z4T9x44mB4Zq3M7os2eU3NUz/9C9dNHwhPrZGJozhntwv7n36Wxz/YiHFIyjNZ2c//D373L/Kz0+D9ndImiJghK3xhYDfg1gqfpGVIFPbsnatbN+q6dJUyFXhNTX1ePhQWArKdS7TNMDV1XRx1Rp4jcS2gXcjNl/JMYnZdaMwvwMgvAKTvJ2KHrPCFgX2De5wDPukIxj0731L2C7M4au0ePu55TJSvSESbaWqOmTeH3PIioK807qJNXtPk6E/eIHdPd6CP1Jk4Z7cLGc89w7QVpXw1cHqUr0hEiz3YH/7ubLLTPMAwmQQUMUNW+MLA3tPvki2dCcWevct6fhaTP3kDLQ/ypOc1NdM+m0Pui1bOJWncRVsME6Z8+gbZL/jydEmdiWv2gD3j2Vkc/dkbEqAtidl9hKHvzKbfnJcAOaMrYocM+MLA1LLCl4icOdfkcL4AZ4h9e+t2lC9IxDzDNCUPXwJxBuqQdiG5BfcRQCYBReyQAV8YNCVeb1rhk0Yg/jU17FbeNSlTYZiBUTql8y7a4vUlZm7qEEb1csQRCojerJR08JOYs49gk36CiBUy4AsDI2DAZ70mbUD8C3xwK+moCQytAxt3udFFG6xJgqYRn9SZ+OZ1rOqArOgkM2cfwT8JKPVBxAgZ8IVByKAtMjqIe7J1RwQzTcnDJzqmaRuwRVaF41tTsm3Jw5fs7MGd1R5I30/EFhnwhUHTCp8Ll5zhSxh2uXrnvMn/fveIzNwJvKbmud8+TNXs1wGZzRVtM0zNK/f8h+pX3/B/L+KXv/zefovnfvuwlGcSsyeFv/jnM6x+7DlA2gQRO2TAFwZNZ/jALVE6E4Z/5TY7GzMzUx7kAtPUGOmZuLOyAOm8i9ZprfGaGp2ZhSvbqjPyHIlvhqlxuxQqKwsjPVO2+icxfz8vKxOVabcJUbwgIRwkD18YOFf4ZEtn4vAn2H34ISavK+M/OUdH+YpEtHlNzdHvvED6192AQdLZE62y68fEOc+Rtq4AGCRtQ5zz+gZ8PPQQR68u5fmC46J9SSJK7D7CwBefIiPVDYyW+1vEDFnhCwPnGT5/lE6ZxY17hmnicSnUSy8xfN67mBrJxZfkDK0Z9fm7pLzyMiAr+aJ1Xl+StmGfvUPKbKvOSNsQ3+x2gf/9j5Gfz5XyTGJ236/ne3MofEe2+YvYIgO+MLAbdZdqCtoiyVjjn9fU/jOZdsAFeZYnt+C0DNLZE62x2wHnU0QmCeKb19T+oxsKKc9k5kzR4b+/pU0QMUIGfGFgN+oet8Lt+39YOoLxzzC0NZPrfE3KNWlprX0RF5V/AkC274jW2JOBdi5PkDM+8c40NW63b8CnpE1IZnbZ2xFbQdoEETtkwBcGdqPudil/ji6Z5Yl/htb+FVsJwy/sopfVGtFeoZ4XMkCIb17TORGo0LLVP2kZjkZB8vCJWCNBW8LAH7TFkZBZOoLxz3A07JJkVzi378iWTtEewbk8XUrahnhnR+kEZ7sAbtXyz4jE1JST0fladK5FiGCywhcGTVE6JfF6IrGisbngk09468HnASnXZGaX/ZwHnkN98gkgnXfROrt+fPjwi/DJJ7hdSiYJ4py1wme1C6/9YxYg7UKysst9/fNvsH32WwGvCRFtMuALA3+UTndTlE5ZCYp/zjN8dvAWeZYnL7ujbq/kS+ddtMVe4fM/R5SSSYI4Z5gal68n1dQuSJkmo1CT/VIXRKyQLZ1h4HVs6VR20BZZ1o97/nxLf/0r47ZWQM5x0llLYoZhlf24Fx+Hxfm41Wi5z0Wr7A7hyGcfhU+74HaNkRWAOGfYK3x//SsTvy6HvOlSpknKnvDr+di/SPW4gQlSF0TMkAFfGDhneZTvASAz//HPME1rwPfmm/StqoPTj5NyTWJ22fdf+BGsScd1/GiZzRWtsicDe37+IWSn4T5xrDxD4pz/DN8bbzKgsg7OmC5lmqTsScC8j96z6sTxE6RNEDFDtnSGQVPidVfTlk6Z5Yl7hqZ50BYp16QVPHMr2/NEW5qCOjRtDZf+YHzz2onXHeQ5kJz8aRkc1UEGfCJWyApfGNiNussFbiRoS6Lwr/CB/4kuM7nJqylKp+8Mn5IzfKJ1gYmZrSid0jbEt4AonZKuJ6k5J3SUv+8XzSsSooms8IWBN9QKn3QE457XCB1+WySnpiS7FpdLVvhE6/yJ133fS6Cf+Od1DPhsUqbJKVSqHmkTRKyQFb4w8EfvcykMLQO+ROGfyc3IwGiQrbrJzj6vYaanQ0a6dN5Fm+wOoVVn0mQbcAJwtgtmvfWaKas6Scm+v3V6BtoO2CdtgogRssIXBoZvDd/jUv6Q7bKsH/+8duL1d95h4b+eAWTrTjKzG/JF/5oF77yDSym5z0Wr7N0fqx5/Ad55x5okkGdIXDMc7cK8B5+2XpNOflKy7+V9/3uNqtlvBLwmRLSFbcCnlLpJKbVVKVWnlFqqlDq+nT83XSnlVUqtDte1hZvXf4ZP+fPzSAMQ/0zdtHXH/q+Ua/IyfNP4TXVCVnxF60z/dv+mPHzyDIlv3oAzfLLzI5k54zdITkYRa8KypVMpdSnwAHAT8Lnvv+8opUZprXe08nNdgaeBD4He4bi2SLBvcI9L4ZUGIGF4DV++pXvuYfjuKsg5Sco1idmrecMfux+KcnB7jpXOu2iVPRnY/6G/Q34m7rTp8gyJc4apSU1xwz33MLqkEvJOlk5+krKf/3l//SNulws4Su5vETPCtcL3M2Cm1voxrfU6rfXNQClwYxs/91/gKWBhmK4rIvyJ112qaSVIbvq45z+r8eGHdFs8H5CgLcnMDsBR+MXn8OGHErRFtMluB7osnAcffug79xnlixJHxGtqazXnww8p+tJqF6S9T0523y/ts09I/fRjALm/Rczo9AGfUioVmAy8F/TWe8CxrfzcTUAR8PvOvqZIs4M5uF1KlvUTiNeRlsGOySYNe/KyAzPY0dgkaItoi90h9Ed2VbL7I94ZAXn4pL1PZmbQ/e18TYhoC8cKXyHgBvYEvb4H6BHqB5RSY4HfAldqrY0wXFNE+aN0KmfQFrnp450z35JNGvbk5fWH4ms6jyW3uWiNv0PonCSQShPXDJMQefiieEEiapy5Wf11QfoIIkZEPUqnUioNeBG4VWu9tZ0/c71SaolSasnevXvDe4GHwTA1LmUd2nX7V/iifFHiiBla+2dyJcGusAf7ziTaMpsrWtN8hU9WheOdc4VPdn4kN2e5S10QsSYcQVv2AQbW9kynImB3iM/3BEYCTyqlnvS95gKUUsoLnK21DtgeqrV+FHgUYMqUKTF3NwVG7bJek5Wg+OdPvF5QQGOqlXBJyjV5eX1bt40uXSE7TVZrRJvsyK5Gfj6kp+CWc59xz9/eFxTQmFIHSLuQrOzJG1VQ4B/xyf0tYkWnr/BprRuApcCMoLdmAAtC/MguYCwwwfH1CLDZ9+dQPxPTTMeAT7Z0Jg7D1HjcCmbPZt2/rLkJadiTl924b3r4KZg9W1ZrRJvsFb7dTzwLs2fLuc8E4N/qP3s2qx98wv+aSD52uXtfeglenm29Jve3iBFhScsA/B14Rim1GJgP3AD0whrIoZR6GkBrfbXWuhEIyLmnlCoD6rXWcZmLz0rQbY2lJUpn4rC26gYP5KN5RSKa7CN8ztyMMpsrWmO3A3adcSlZFY53/p0fNOVek05+crLvZY/L5djdFcULEsIhLAM+rfWLSqkC4FdYWzZXY23N3O77SL9w/L2xwj7DB02Hd2UlKP5ZA3kFd9zBgP010OV06awlMTtoS9+/3AO56bh7nyMdPdEq+3lR8Pu7IDMFd79zpW2Ic6ZuahcGV9RA19PRUqZJyV7Bd/3yDpRSuJTk2RSxI2xBW7TWD2mtB2it07TWk7XWnzneO0lrfVIrP3uX1npMuK4t3Kytf03/17plFjchWFt3XLBwIbnLlwAykE9mdtlnL/sSFi6U1RrRJrt+pC9dDAsX4lbKv1Is4pPX0S7k+doF2fmRnOzjPGrRIuv+li3bIoZEPUpnInIGbQFrm4fc9PHPMB1ROiXfUtKzg7bYd7rbpaQ+iFb5I7v6vldKtv/FO2e74HxNJB+vqf3HPcCXqkfqgogRMuALA8M0A256t9z0CcFratxuadiFxT+4c5zrlPogWuNPy+DIwydtQ3zzGqZE5RaAVe7OyX6J3CxiiQz4wsCZiBXsmf8oXpDoFM6BvDTsollONZcc0BetCx7cyZav+Gc4dvTYOz+kk5+cnAF8wDcJKPe3iBHhitKZ1Mb1ySMz1e3/XilpABKBf6tunz401jQCclYjmdn3tNGrN6R7cCmFVyqEaIU9SaB79wGPS7Z8JQDDDtrSpw+N1Q3+10TyMbUvYF+fPoB1nEfubxErZMAXBtccOyDgeznbkxhM+6zGrFmUlFTCg5/LQD6J2WVf8Z//klOQhfu/X0hHT7TKrjN1Tz5FWkYK7plfSp2Jc/4Vvlmz2LnzAPx7vnTyk5TXNK2AfbNmAeC+533Z9SFihmzpjAA525MYnGf47G0bEn47edn3tJ2bUVZrRFvsiT9PQB6+aF6ROFL+dD1I3t1kZ5hN7QGAS4IyiRgiK3wR4JIVvoTgj8Z2yy0U1TRAvuRdS2Z2py7/ztshzYN7whVSH0Sr7C2dabf9HFwK9+QrZZIgjpmmRmtfwvVbbqHnoQYoPEfa+yRlOvoIAK5u35D7W8QMWeGLAFnhi39a66Z8S8uXk75mFSAzucnMHtylrF4Jy5fLao1ok935c61YAcuXS9CWOGcP4D0uBcuXk7HWbheieVUiWvzn/Jcvb7q/pY8gYoQM+CLAuumjfRXiSNjPbGe6Det1eZgnK7shb8rD1zwKoxBOdjtgP0ZkG3B8s5//bpfVlZLozcktOC2DS6J0ihgiA74IsMK1y00fz7ym1VPzuIPDb0ftkkSU+Qd8qun8jjTuojWG7znSNEkgdSaeBazwOUh7n5z8K3w+kmdTxBIZ8EWAW8kZvnjn66c1PcxlJjfpBW/VkdUa0RZ/CH8f2e4f3wzDXuGzJwJ9r0uZJiUzxIDPkKogYoQEbYkAlzTqca/Bt5TncSkYNgyjwQvIFr5k5r+nhw4Ft0vSr4g2eU1tBfgYNgyQPF3xzt754faVqbfeahekvU9OXtO0jn3Y97eSSWERO2TAFwESpTP+Vfsa8uw0Dzz6KIeq6uDeD2U7VhKzy974z3/weNy4Xlwu9UG0yjS11SF89FEA3C+vlDoTx+yBndtllWnlgVr440fS3icpw2yqCwCuv38qEzoiZsiWzgiQbTvxzx7wZaVZcyR2rh15mCcv/3augDx80bwiEesMM/C8l0sCesU1Iyivov0skDJNToZpNt/SKX0EESNkhS8CpFGPf/VeqwBTPS64/npyGg0ouhB5licvu7PnvuEHoBTu038ojbtolWGa1pbO668HwH32zWhZDYpbXucZvuuvJ8/XLsiqbXIy7JyMvvvbNfoqWe0VMUMGfBHgliidcc/uyKe4FWzciMfUUCRnNZKZYWpcCtSmTQC4z5SIi6J1hh22feNGAFznSJ2JZ/bz32O3C4YJRbLzI1kZpmmt9vrub/dYWeETsUO2dEaAbOmMf17/WY3AW0YG8snLMJvnXJKOnmhNqDojbUP8stsFe4u/8m/plDJNRoZ9RtfHJVE6RQyRAV8ESNCW+Od1RulEwm+L5p13yakm2hLcIZQ8XfHNv8InE4ECK31TQJugZLVXxA4Z8EWArPDFv6aG3Z7J9b0uDXvSajabK/e5aIMR3CGUSYK4FhClk6aJQBnwJSdviKAtUhdErJAzfBHgksTrcc/rPKsxYQLa970Ua/Ly2it8EyYAsloj2uaP4uerMxLZNb4FTAROmID27d+TIG3JydAE3N9KJgFFDJEBXwS4XEijHueaEuy64P770YYJd74jD/MkZtoBOO6/HwD32+tktUa0yt8htOvM3PVSZ+KYv11wW2VqeA341bsywZuk/BM69v396CJ/HREi2mRLZwTItp34Z4ff9udbcsnh/GRnrfA1PUKVQtJ0iFaZwec+ZQUgrgVv9XdL0JakFnLLttQFESNkhS8C5GxP/AsIv33llShA9b1MZnKTmNV5B668EgD3lb+SLZ2iVV7TtAYFvjrjuvY3gFWXXI6OoogP/ujNvjJ1A/S5TNr7JGUE39+n/FiidIqYIQO+CJCDu/HP65zJLS4GwN1PBvLJzDC1FZ3Prg+yki/a4F8BsOuMvSKkNS5kwBdvTGfQluJi30SgBG1JVoapre29/vtbonSK2CFbOiNAtu3Ev4AzfD5Wuo1oXZGINsPUOKOxu5RCa9DS2RMtMIKi+Llka3hcCwjm5SPtffIKlXZF6oKIFTLgiwCX3PRxL/gMH4BLyUxuMjO0Dsi/Jec6RVsMTcDWTbvOyHMkPjWlZQicCJSV/uRk6MAzuhKhXcQSGfBFgFtu+rhnyEyuCOI1Nc5jV/4Bn9zrogWmqQMmjSTIR3zzms0nAt1K0rMkK8MIHPB53NJHELFDzvBFgMsl0fviXaPzrMYxxwCycpvsTPsMn10ffJ13icItWuIP2uJ4hoDUmXhl+ArO5ShTaxtfNK9KRIuhdeD9LZPCIobIgC8CXDLjF/cMXwue4nLBffcB4L77PVm5TWJeO7KiXR8++xqQFT7RMtO0JgD9dWb+VkDqTLyyB3Yed9NzQN01V9qFJGWYvpyMvrrgeeErubdFzAjblk6l1E1Kqa1KqTql1FKl1PGtfPZCpdR7Sqm9SqmDSqkvlFLnhevaIk2i98U/f/htt+zPFxZ/WgYf+xyPzOiKlrR07lOeI/GpKZhX4LlMKc/k5E/L4ON2ufzn/4WItrAM+JRSlwIPAPcCE4EFwDtKqX4t/MiJwEfAOb7Pvw282togMZ7IWa/4F3BW46KL4KKLfNs1onxhImr8idd99cEjQVtEG/yrwr46o/zbgKXOxCMjRLsg7X3yMkzfGT5HmyB1QcSKcG3p/BkwU2v9mO/7m5VSZwI3AncEf1hr/ZOgl36nlDoHOB+YF6ZrjBiXS7Z0xjvDeYavvNz3Z+moJTNTa9wKR32wOu9eOZAlWuAP2hJUZ2QHSHzyhmgXXLLCl7T8Az77/nYrfx0RIto6fYVPKZUKTAbeC3rrPeDYDvyqHGB/Z11XNLmVbOmMd/a2jBTndiwp16TmNQK358kKn2iLFdlVonQmioCJQB9Z4Ute1pZtR5ROl/IH9hEi2sKxpbMQcAN7gl7fA/Rozy9QSv0Q6AM808L71yulliilluzdu/dIrjUiXBK1K+4ZpolSgTm0ZCY3uRk6KPG6vcInZzZEC4LPfUqUzvgWcsAn7X3SMuwt2z5ul6zwidgRc3n4lFIXAX8BLtdabw/1Ga31o1rrKVrrKd26dYvsBR4Gt0sO5ce7xqD8WWA37FKuycowZYVPdEzzoC1Nr4v403SGz5l4Xdr7ZGWYoVb4pC6I2BCOM3z7AAMoCnq9CNjd2g8qpS4Gngau1lrPCcO1RYVs8Yh/AZ37U08FZMCX7PyzuY76AMiMrmhRcJ1xyZbOuBZwhs9+Dkh7n5S01pjad0/b97f0EUQM6fQBn9a6QSm1FJgBvOR4awYwu6WfU0p9C3gKuEZr/XJnX1c0uV0uCe4R57yGbtq28+tfA+D5x6fyME9ipn1ew64PK0sB6byLlhmmL9CPr864V5YAsiIUr+zzWc7ngOtvn8iKbRIKiNhqtwlz10t7IGJGuKJ0/h14Rim1GJgP3AD0Ah4BUEo9DaC1vtr3/bexzuvdCnymlLLP+jVorSvCdI0R45FITXHPME0rua6D2+WSck1iXiMoAIds6RRtMOxUHj4StCW+eUOd4VMSlTsZ2XUh8Ayf1UfQWvtTsAgRLWE5w6e1fhG4BfgVsByYDpztOJPXz/dluwFr8Hk/UOr4eiUc1xdpsvUv/nmde/PPOgvOOkv25yc5/wqfoz6AdN5Fyww7aIuvzrikzsQ10zngs8tUSTCvZGSXuTtEmyC3t4gF4VrhQ2v9EPBQC++d1Nr3icbjUpKbK84ZznDqtbWAROBKdl4755JdH9ySh0+0ztC+FT67ztiJ12WAEJf8K3yq6TkgUbmTU8CWTkcfAaw2we1yR+3ahIAYjNKZiNwuhaklSXc8C46+BZJjJ9mZpg7YyiUrfKIt/hU+H9kGHN+sicDgbXwygE9G9j3s3OYvbYKIJTLgiwD/TS+NQNwyTO1fwbG5XEpyriUxb9CAT6J0irZYQVsCc3mCDBDilTcoNQtIlM5k5V/hczdvE6Q+iFggA74IsA/py00fv0I17B5JvJ7UjGYrfHKfi9aZQUFbmlYAonVF4khYaTYCX3NJu5CUQq3wyYBPxJKwneETTTwy8x/37K07AHzjG4D1MK9tlDJNVv7VGkd9ALnPRcu89pbOZnVGRnzxKCA/q12mssKXlOwdXB5XU5sgfT8RS2TAFwH+SGyy/S9uBTTst94KgOfJxdKwJzFD+7b52vVh5wHrdem8ixb4g7bYdWablXVIniPxKWCV31emrv8slPJMQvbxDperqU1wf7EDkPtbxAbZ0hkBHpnFjXvB57XAl2NHBvFJK/g8ln+1RuqEaEFLQVtkBSA+eU2zWTAvt6RlSEqmc4XPR1b4RCyRAV8EyD7u+BeQeP2kk+CkkyQPX5Lzz+7b9cEt97lonX+SwP8M8Z37lEmCuBSwwucrU8m7m5z8KTocbYJbdneJGCIDvgiQWZ7453Xm4fNxuyW/YjJrHrRF7nPRsqYk3U3NrqzwxTev0Xznh8uXhkkkF9M54PPxSG5WEUNkwBcBssIX/1rOwydlmqyCB3wSjVe0pmkFoOk1WRWOb9aZzKABn5I0G8nIf3+H2OYv9UHEAhnwRYA06vEvuHMP1oNdZuaTV3BnT1b4RGvsTl9gkm5ZAYhnoSYCJUpncvKnZXDe30raBBE7ZMAXAfbMv9z08cswdUBCVUDOaiS5loK2SJROEYr9/A8V1EGeI/HJa+qADj5YHX4pz+RjhLi/JZCXiCWSliECpFGPf15Tk2mfvfnWtwBr5VbKNDlprZtWfe36EEMrfGVVdfxvyU6+OaE3ffMzo305gqDEzL46I2f44pvXMEkJahckSmdyMpwr+I4+AsRO3y/UTiWRPGTAFwGybSf+Was5vm9uugkA92urYuZBLiLLLna3SzXVh0P1QPQb96q6Rs58YB4V1Q28saKEt358PClu2cwRbaZzBcBXZzyVdUD064w4PAE7P+znwLPLpDyTUKj7271xLxD9CZ3K2ka+/egi1pVW8cOTB3PbGSOiej0iOqQXEAGywhf/rJkx3+1SUwM1NXhcrqg/yEV02JM3HrcKqA8Q3e07tQ0G1zyxmKraRk4bWcTGPYeYvbQ4atcjmgSEbffVmVhb4TNMTV2jEe3LiBuNhuMMn69MJUpncgoI2uJvE6Lf99Nac8MzS1lXWkWKWzFr0Q4aDVl8SEYy4IuAWGrUF2+t4I5XVvLE51ujfSlxJeBw/tlnw9lnyxm+JBZwXsOuDzGwfWfmgm18teMA95w/hseunkzf/Aw+XF8WtesRTQKCtvjqjH8bcAx0wD7buJfJv3+fMb+dy5fbKqJ9OXHBWuHzdaPs54CSyd1kZDgndBx9BOd70bB6VxULt5RzyeQ+/PvySVTWNvLFFrm/k5EM+CLAEyPh2ssP1XPTs0t5fvFO7n5zLTvKa6J6PfHEa5r+Dr3N44qdPHxlVXWUVdVF+zKSRtNqTdMjNBbO8C3cUs6gbllcdnQ/lFJMH9KNRV+Xx8SAItmFDOoQA5MEAJvLDnL1E4s5UNOI19T84/2NUb2eeNFomCHz8EW7PG2VNY2U+7aai/DyB2VyN28TolkfZi8rJtXt4s5zRnLCsG5kpLh5d01p1K5HRI8M+CIgFiI1aa35zswvqar18t9rpgDITd8BwREZITaidGqt+fn/VnD0vR9yzB8/YmXxgaheT7IwjJYjskUrSmfJgVo+27iX8X26+F87bkgBB+u9rCmpiso1iSYBQVt8YmGSAOA3r68B4MXrp3HjSYNZ8HW5TAi2Q0tpGWIhaMvakirG3/0ek3//AVv3VUf7chKe/dwPGaUzSm1CXaPB7GXFnD66iC6ZqaSnuDl5RDfmrtmDjoE6KiJLBnwREAuRml74cicriyu5/oRBnDqyiGFF2czbtC9q1xNvvC0kXo92R+2tVaXMXlbM1IH5GKbm4U++jur1JIuA81g+0c659OhnWwA4Y3SR/7WxvfMAWL9bBnzRZoSoM7Gw++P9tXtY8HU5543vxdRBBVw8uQ8A8zbvjdo1xQuvc0unj9sV/QGf1ppfv77a//3M+XKEI9zsCX13yEnA6NSHpxdu42Cdl8un9vO/dtyQQvYerGdnRW1UrklEjwz4IiDaszxaa55asI0umSn8bMYwwLrpv9xWIQf028kMEc7Y5VJo3RSdK9L2VzdwywvLGdEjh+e+b83Mz12zm9JKeZCHW6jteS6XwhWl8zuGqXlrVSlnju7BmWN6+l/v2zWT9BQXG3Yfivg1iUChJgk8MbD74zHfRMEvzx4JwKDCLHrlpfO5TAi2yWuazSYClVJEewf1k/O3sXT7fv5wwRhOHdGdTzbK4D3cmrZ0hlrhi/z9rbXmxS93Mq5PHscOLvS/bu8AWS67gZKOpGWIgGjv4168tYL1uw/yp4vG+pPETh9SyJPzt7Fs+36OHVLYxm8QXmf47WuvBRzlqjUuIp/b5u431+I1Nb89dzRul+Lccb14+JOv+WJLBedP7B3x60km9uSN26X89QGIWuTWL7aUs/dgPeeO7xXwusulGFaUw8Y9ByN+TSKQverjrDMul0Kp6G0D3rL3EIu3VfB/Z46gR146YA1Ypg8t5N3VuzFDJBYXTbzOKJ2+MnW7oleeAFv3VXP3m2vpl5/Jt6b0xWtoPlxfxpa9hxjULTtq15XovM5JQH8fIXor+CuKK/l6bzV/vHBswOvDe+SQ6nGxelcl5wW1FyKxyQpfBEQ7SufTC7eTl5HCeeObBgFHD8zHpWDRVonW1B4BCUuvvRauvdYfsCMaD/PSylreWFHCicO6cczgAsB6kOekeSTCXgQYztlcX32A6J3rfGNFCVmpbk4Z0b3Ze8OKctggA76oM4I7hI6Jo2i1Dc9+sQO3S3HRpMAJosn9u1JV52VHhZzja02zicBrr8XjckV1i+7j86wV28eunkKK28UpI7qjlPWMEOHTdIbP5egjRK/vN3tpMWkeF2eP6xnweorbxdDu2azfLW1CspEBXwREc5Znd2Ud767ZzaVH9SUj1e1/PSc9hVG9cvlSBnzt4nUGbdm3D/bti2rAhde+KsEwNXedN9r/mtulmNS/K0u27Y/49SSbgCidvvoAvs57hLfn1TUavL2qlBmjigLucdvwohz2HqynorohotclAgUEbXHUmWhNEhysa+TZL7Zz8vDudM9ND3hveI9cAJkoaENAflZHuxCtAV91vZfXl5dw4aTeDO+RA0Df/Ewm9u3CJxtkW2c4BZzhC+ojRPrYR73X4I0VJZwxuge56SnN3h/RI5d1pXKuO9nIgC8CojnL89ziHZhac+XU/s3eO2pAPl/t3E+DV0K2t8V0NuwXXwwXX9x0IDvCHXyvYfLc4u0cPSCfgYVZAe8dNaArG/YcpLKmMaLXlGy8ziidvvoAVpj9SG/nen/tHqrqvFw4qU/I94f5On6yrTO6AoK2OOpMtLYBv7mylLpGkxtOHNTsvaHdra1/G2UVoFVe0yTF3vlhtwvu6K3YvrWylEP1Xi47ul/A6ycO686K4gMcqJFJn3AJ2PUR1EeIdH2YtWgHlbWNXDS5hTahKJu9B+upqpN+QjKRAV8ENJ3hi2xH0DQ1rywrZvqQQvoVZDZ7/+gB+dQ1mqzaVRnR64pHAVt3fOzvIx2M561VpeysqOW7xw9s9t6UAfkALN0hK7fhFHCGzyEa2/NeWlpM7y4ZTG/hLO7wIhnwxQK7XgSfiYvGCt+hei8PfriJMb1zmdy/a7P3s9I89MvPZL3UmVZ5jebBvKK5Rfe5xTsY0j2bKUFlOnVQPlrD0u2y+yNcGkMFZXJHvu/nNUzue3sdWanuFtuE/r7+oKReSS4y4IuAaOXhW7S1nOL9tVw4KXQAj6MGWoMDOfPVtoAzfD7RCLncaJg88MEmhhflMGNkUbP3x/fpgsel+FK2dYZVqCidEPnOe/mheuZv3sc3J/RqMbhGUW4auekeNshqTVTZ9SLFFdjsWgOEyE4aPfzJZkor6/jdeWNQKnS9GVaUIyt8bQiVlsE+wxfpPGdrSipZvvMAlx3dr1mZjuuTh0tZgTxEeBi+0KzO+zsaqXoe/HATXlNz86lDm/VZbP3yrZ1B22XAl1RkwBcB0crD9/KSYnLSPZw5umfI9wuz0+hfkCnJutvBa5rNEq9H4wzfnBUlbNlXza1nDA/Zwc9IdTOmdx5LZBAfVqFC7EPkt+e9s3o3hqmbRed0UsqK1Llpj6RmiCavr0MYvFMg0pME1fVeZs7fxsnDu4Vc3bMN75HNln3V1HsldU9LvEbztAzRisr9vy93kupxcXGIrd2ZqR6Gds9hlbT1Ie2urOOeN9ceUUojf5sQIi1DJOvC++vKALj++OZbtW32jq/tFdURuSYRG2TAFwHR2MddXe/lndW7+ca4niEDOdiGds9mc1lidwQbDfOIAlZorTF18869S0X2Ya615umF2xlQkMlpI5tHY7RN6d+VFcWVNEY7GVQMq6huOKLGvWmFr3nS5Ug27m8sL2FI92xG+M7ptaR/QZY07lFmb/lKCd4aHuFAP68sK6a6weBHpwxt9XPDe+RimJotexOz3ngNkx3lNUeUizbUVn+3O/LtvWFq3l69m1OGdycvs3mQDrBW+VYWV0Z85TEePDF/K//9fCvXzVzC7sq6w/odoXZ92O1DpO7vHeU1rCut4lfnjGw1nUp2mofC7FTZ0hmkpsEbtbzKkSB5+CIgGlE63129m9pGo8VADrbB3bP5bOM+a6bSnXjj/9oGgzPu/4wdFTVcPrUffzi/5S1MLWn2IL/xRuv7CDfs767ezfKdB7jr3FGt/hvG9smjwWuyuewQI3vmRuTa4snHG8r4zpNfAvDd6QP59TdGdfh3BERk89UHiOz5nY17DrJ4WwW3nTG8zTrdvyCT2cvqqWs0SE9peQJIhLZoSznPL96BWymumNa/1ZWxlvhX+FyugDpjBfqJXNvw3OKdjOmdy6R+XVr9nH32c8Pugwn3HGnwmky99wP2+4Jbrbzr9JDRDNtimLp5uxCFCd4vtlp5OL8xPvRuHoBxfbvw0tJidh2opU/X5mf6k9miLeUArCutYtp9HzLru1OZPrRj+YkDdn346oI9+DcjNMh+Z3UpAKeP6tHmZ/vlZ7KtPDEncw7Hl9squOSRhWSnefjFWSO4clrzQIfxLmw9fKXUTUqprUqpOqXUUqXU8W18/kTf5+qUUluUUjeE69oiLRorfC8t3cmAgsxmh7eDDe6WTYNhsnP/4a92xLI5K0r8uaSe+2IHC78u7/DvaLZV49JL4dJLI5qHz2uY3PnaarpkpnB5iIirTqN8nTMJuxzaC4t3ADCkezb//XzrYa1wB0Rk89UHsFf4IrOy+ud3N5CT5mkWkS8U/yF9yat2WB74YBPvrdnDK1/t4o5XVvoHbx3RaISuM5HcBry57BDrSqu4cGKfNicJBhZmkeJWCZmaYfHWCv9gD+Dv7208rN9jBW3xdaN8Zeqf4I3gqu0jn26hS2ZKyDyctgl9ugCwYqec43OqrG1k9a5KfnzKEO6/dAJ5GSm8tHRnh39PU+Rml6MuRLbvN2dlCeP7dgkZpC9Y/4IsWeFzeGGxVeaH6r386rXVzF2zO8pX1PnCMuBTSl0KPADcC0wEFgDvKKVC9kyUUgOBt32fmwjcB/xTKXVROK4v0iIdpfPLbRUs2lLBt47q22ajboff3pSAjTrAR+vL6N0lg/X3nEn3nDT++dHmDv8Ofzh1+//LnTth586IntWYt3kfFdUNfOfYgaR6Wr9t+xdk4XaphN2KdSRqGrx8unEv1xzTn+e/P40Ut+K5L3Z0+Pd4/Ul2lb8+gDXgi8T2nUVbyvlg3R5uOGkw+VmpbX6+X77vzEaCNfCriiv50XPLuPn5r/h6rzVwLzlQy6cb9/q36q3fXcWNs5by1Y7DC2R0sK6RL7dVcPWx/fn35ZPYuOcQb60q7fDvsetMitvVrM5EaoXvzZUlKAXnjGt5JciW6nExqDA7IYP9LN5WgUvBqrtO56pp/Xl64TbWlnR8gsxrmk1bdO12IcLRmxdtKeezjXv54UlDyExtedPW8B45pLpdrIjDc3zV9V4+Wr+Hn7zwFct27Oe+d9bxvaeW8Ls5a9h14MgmqxdvrcDUcOyQQs6f2Juzx/bkvTV7OpzayDBNlPJN8PvqQiTP8O2sqGH1rirOHN326h5Yk4ClVXVJc0Z3275q1pZU8ZvXV/Or11YFbG3WWrPg632cM7Yny38zgx656dzz5toj2u4di8K1pfNnwEyt9WO+729WSp0J3AjcEeLzNwAlWuubfd+vU0pNBW4FZofpGiMmkit8WmvufXsdRblpXHvsgDY/P9QRsv30dj4o4sma0kom9utCeoqb608YxO/fWse8TXs5fmi3dv+OZgE6rrrK+v7fL/jeD3/D/sLiHeRlpHDDSS0fxLalelz0y89ky774PJt5oKaBu95Ywxmje3DWWKtjapiar/ceYmj37BYnMdaUVPLE59vIz0rhlBFFZKd5GNsnL+AzX2ypoK7R5LRRRXTLSeP00T2YvayYn84YSk4HtnQFnOG70qoPfPIJnghszzNNzW9fX0O3nDSuO655ao5Q+hfYUdniaxKg7GAdm8sO+bbOuUj1KNI8bkb1zGVtaRWXP76Ig3VewFrNH9M7l7UlVZgaslLdTOjXhfmbrVX9d1bv5sJJvfnxKUMZEJS/MpjWmpXFlYzsmcv8zeV4Tc1Jw7ozdWA+Q7tn8++PN3PuuNCRUbfsPUTXzFR++eoqXC7F3y4ZT3qKOzB341WOOhOhKJ1aa+asKGHqwHyKghKtt2R4j5yEDOW/vrSKQd2yyUlP4dbTh/PWqlJ+/9Zanvv+tHb/DtMMOttttwt/egqITHu/p6qOKx7/gqLcNK46pvWdH6keF6N65bJi54GwX9eRWL2rktnLillXWkWD12RHRQ37DjWdwX99eUnA55+cv43bzhjO6l2VVDcY1Dca/oFXmsdNdpqHMb1zGdwtmxS3i4xUN5P7daWytpFD9V4Wfl1OmsfFRN8W56uP6c/zi3fw0/8t5y8Xj6MgO63ZNdZ7DZZu30+K28VRvlRIXuf2XrsufPSx9V4EJgGfWbQdpeC8CS0H8HLqX5CJ1rCzopYhvon/eLTvUD3rSqtwKcWkfl1J87hYumM/S7fv553Vu2n0mhRkpzJv076AnztqQD7fnGBFsN+6r5rSyjqOGVxAl8xU/vat8Vzx+Bf86rXV/PWS8dH4Z4VFpw/4lFKpwGTgr0FvvQcc28KPHeN732kucI1SKkVrHdfZIf0rQRG46d9etZuvdhzgzxeNa3W2z5ad5qFP1ww2JGAEv6q6RnZW1HLplL4AXDG1P4/P28o/P9rc6oBve3k1q3dVcdwQ6+a3t2+lNAu/HZnZu81lh3hv7R5+eNIQ0jztO381uFsWX5fFXud+c9kh+nTNwONSLN5WQXW9QZ+uGeyurEMpKKuq50/vrqe8uoHXlpdQlJtGj7wM1pVU0WCY9MpL5/yJvZk6qIDi/TW8tKSYukYDr6kDtmY+Nm8rAJP7d+WBb09gf3UjD32ymVSPizRPUyN9wwmDeWtlKTfMWsoz101t9aC7U0tROt0q/Gf4XvlqFxv2HORPF41tNSCTU9fMFHLSPDG3pXPh1+U8+8V2xvfpwuOfb0FrGFCYhdbWAG/hltBbsHt3yWDXgVryMlJ48+bp7Kmq418fb8atFFMHFuBxK6pqG6lpMJjcvyt9u1qff2XZLl79ahc/nzGMUb1y0dqKbHvMoAJW76qioqaBRq/JPz/axIriSqYPKaRvfgbZaR6mDOiKy6X44clDuOXF5Tz/5Q6umNqfd1fv5rF5W6j3Ghhm863Up48q4psTevuDKAU/RyK1wrd85wG+3lvNddPbN0kA1oDvjRUlHKxr7NCESKSUHaxj9a5K+nTNZFhRDjsralhZXMnZY3uglGLXgVq27D3EpH5dyUprag8P1DZS4FsZz8tM4YYTB3Hv2+t5b83udk982vd5cHnaYfnD/Ryo9xpc+NACDFNz2xkj2nU2d2zvPF77ahemqdv9rAu3RsNk/uZ97Kmq44utFbyybJf/vUn9upCV5qGq1svtZw5nTO88nlm4naLcdO48ZyRvryrlrjfW8Je5GwDIz0qlorqBnnnp5Gel4lJePtu4lzdWBA4Sg89aHzu4wN+2juyZy+VT+/HcFzv47lNLePWmY1FKUdtg8MinX/Ppxr2s311FXaN1P7/+w+MY37dLyNRNLpfCpcK/u6uqrpFHP9vClP5d6d0lo10/Y6dm2FFRHVMDvkbD5PXlJeSkezh6QD6pHhcLvi6nwWuSlWZNnL29qpSt5dWYmmYTGEO7Z7MpxDGNkT1z0Vpz3oRezJy/jYc/+ZqVxZUs27Hfv9PtOF/ewuOGFDJ1YD4vLy0mw7dYsHpXJbur6hhYmEWD1yQ73cOxgzt2zjPawrHCVwi4gT1Br+8BTmvhZ3oAH4T4vMf3+zq+fyaGRGqFr8Fr8qd31zOiRw4XTW49WIvT8DjItzRv015S3C6mDsxnw56DrCutIs3j5mBdI2+uLKVLZirby6sZVpTDfReOJcXt8s9MT+xnnWPMSHXzveMH8vu31rFg8z6ODZGU9KUlO7nt5ZUAnDKiO09ce5S/3EKFU4fwlqvWmt++sZo0j4vvHDeg3T9nB+NpNMxmHZJIqqhu4OWlO/nfkmIU+B/EXTNTAs7QOOVlpHDbGcN56OPNlB9qYHiPXKYOymf5jgNkp3t46JOveeiTrwN+5phBBQwoyOTaYweSnuLiYJ2Xf360iaXb9zP9Tx8HfPbEYd38naOxffK4YGJvXv1qFxc8NJ/XfzSdtSVV3PnaKopy0tldVUeD1yTF4yI33cNvzx3FkO45Tas1EQ6xv7+6gXveXMvInrltBmRyUkrRvzAzZrZ0rth5gIVbyvnjO+sBeHNl0yN+YGEWbpcLr2kyqV8XjhtSyPQhhZja6gysLD7A/M3l9O6SwR1nj2BM7zzG9M7j1BB5KYMt3V7BT15Yzl+Dzmxlp3k4VO9t9vnPN1uzwmeO7uG/j74xrif3vbOOO19dzcbdB3l5aTGZaR5qGwz/7xhUmMWFk3rzxPxtfLpxL9+c0LvF54jHpfzn+8LpyfnbyEnz+Ge122O4fwfIocMKVNPZDFPz2aa9KKyzNj967iv/ewMKMtnmq98DCjLJy0z1dwYLs9N48tqjMLSmICuVyppGBhQ2nXP69tH9uP+DTdzy4nLm/98pdA2xTfrDdXt4Yv5Wrpo2gDPH9PCvyraYnzXMZfr0gu3sOlDLHy4Yw8XtbO/H9M7lmUXb2VFR0+Yqd2fTWrN85wHG9+niH2y+sqyYn/1vRcDnRvXM5WczhjGxX5eQq2vTBhX4/3zu+F7MGFXE8p0HKMxOpV9+Fst27Gdy/67++7X8UD2Pf76VUT1z6Z6Txv/NXumvJ7bTRwU+O/5w/hi01jy/eCcLt5Tzwdoynl64Da+pSXErpg0qYGzvPB765GsWbilnfN8uNBq6WdRm8G3zD3Pf7+e+/w+vP6HtHUA2+1z3tn3RbRPqGg0+Wl9GeoqLFLeL381Z265z9d1z0uiXn8n0IYVcMqUPn2/ax0tLi9lUdohzxvbkuukDGFSYzdd7DzG6V17A5GhhVhq3z17Jel+/96sdB8jPSmWA4+zjPy+fyPF/+phnFm3nmUXbm/39E/p24bUfyoAv7JRS1wPXA/Tr13bAgmhTSkVkFvf2l1ewo6KGmd85qsWEm6EM65HDpxv30uA12zwfFi5Lt1t548b2tmb60z1u8rNSMbXm0417/ds4WuqY2VYWV/Ly0mKGds8mPysVj0v5t2oAXDmtP0/O38Yf313P6z88jvLqBm55YTn7DtVT7zXZus9aFRtUmMVH68uoafDS4G1phS/8QVvueGUV8zeXc/uZw0M2fi0Z1TOXBsNky95qhrcRsv9IfLpxLyluRXFFLdOHFqIUfLltP+P75FF2sJ6fvricYl9AoOOHFlJ2sJ6++Rn06ZLJyJ65DOyWxdsrSzl2SAGjeuaS4nYxsFsWuekpVgJhCOh8aa3ZuOcQh+q9mFqjNfTMS6dvfvND6ieP6M4Ha/fwvaeX4HEpThrejQ/WlfGDoEbxb5eMZ01JJSuKK7nz1VXM27QvYCVs2qB8Uj1uPtu4lyfmb+PeC8a22Nnz+AYq4fKDZ5ZSWdvIY1dP6fBAvn9+FmujEMhnc9kh0lNc9OmayZ2vruLTjXv9dSLV7eK3541iYEEWHreLcX3y2lypOGFYtzZTCrRkcv983v/pifxl7gZ2V9Vy5dT+vLGihD1VdQwszObssT1I9bjITU+hd9cMht75DgCnONKgeNwu/nX5JC55ZCFPLbQ6Aq/+8DiGds9mw56D9OmaSbZvNWnVrkq+2nEACIrS6RCJtmHjnoO8ubKE7x0/yH9t7WE/OzbsPhj1Ad/OihqueXJxs7PJt50xnG37qimvbqB/QRa1DQbpqW601pw5ugfdctJ4ZtF2zv3X5wE/N75v03bv3PQUHr9mCpc/9gVPLtjGz2YMY9mO/XyyvoxPN+6lsrbRP0jYtq/GN+BrHoYfmgb0jWF8DhTvr+Hfn2zm+KGFXNFGEC+n0b2sf/OqXZURGfDtKK/h2icXU9NgUFHT4G9L++ZnsLOi6ezdRZP6cOGk3mSmupnQt0uHImmnp7gDBoHOPwMUZKfxf2eO8H//9k+OZ11pFYO7WXkmX1pSzBVBERmVUvz23NG8v3YPlz/2hf/1u785mkuP6utfDXxn9W7/2WDDNEP2u8J9f2/bV83H68sY3C2rQ8dyCrJSyUp1R3XXx75D9Vzw0PyAugDWM37GyO78+vU1APx8xjBOHN6NiuoGstM8pLhdjO6VGxBZ/psTenPrGcPZe7CekT1z/WUxJSu/2d97waTebNhzkKxUNz3yMvjlq6s4Z2zPgHrXPSedL355Kr+YvYpGw+TogfmYGib260KKW1HYgf5YrAjHgG8fYADB061FQEthb3a38Hmv7/cF0Fo/CjwKMGXKlLhImhHOWZ791Q2c+6/PKd5fy+BuWZw4rP3n0wBG9MjBa2q2+VbIIuGrHfv9N1Jto0FpG7lvhhVlM6JHLpW1jRRmp3HRpN50zUpFKWtFqKK6geFFOfzkheW8tarUv5I0pX/XgK2t6Slubjp5MHe+uprXl5dwy4vLAWswkpHipmdeOnd/czTrdx/kR899xbZ9Nf6ZoeD8WXa/LVz78//w1lpe+HInk/p14YYTBnfoZ+1InWtLK494wPf2qlKqaht5fXkJC7eUM7Awi/F98vhwfZn//FRr7r1gLDN8Z+ZCOa+FpOGhgpEopTr07zltVBFf3nkaLmX9vj1V9fTICzy/5HIp3vjRdE7926c8+8UO0jwunrruaLrnpNEzL50umdZ1XPH4In9gh1A5l8C+z8PT0Vu6vYLF2yqY0LcLRw9s3oi1pV9BJnPX7I5YCpZt+6r589z1vL3KeuxnpLipbTQY3yePs8ZY5zP7dM2ge077zpN1loxUN785tykVR6iVftuz35vKmytLuSRoBeWoAfm8e8vx/O29jVw0qY//uTmiR2D6ggGFWXy8fi+mqf2reM3z8IV3ksAwNT//3wqy0zzceGLHniO9u2SQlepmY4SDen21Yz8riyupqm1k2Y79NBrav9oKcOqI7mSmefjRyUPa9Tw4bVQRrywrZtf+Wpb4dn4Er5AfO7iQM0YX8eCHm3jtq13+jrBS1grvuD5dUMo6Q7bfkdc11DMAwjcRWHKg1r9r4RdnjWjj04GG98ghzeNi+c4DnNvCc/dwfLGlnOoGL1MG5PPOqlJMbf37f/Xaav9n0lNcuBScNaYndY2G/+zYY1dPYWAEVxszUz1M7m89Pyf1S2VSv9ATGekpbn5//hjrHJhhcv+lE5tNiA8szPIPVuzVv2AelyusA74/vrOeVI+L569v//lTsNrSfgVZET/XvX53FUu27eetlaUs3laB26W47Oi+rCyupCA7jeuPH8QxgwtwuxTnjOuFqXW7B1dFuentOp+c4nYFpGNqqX/SJTOVR66a3P5/XIzr9AGf1rpBKbUUmAG85HhrBi0HYFkIXBD02gxgSbyf37N5whSuvfxQPWc/OI89VfVM7t+Vh66Y1OE8c8Mc+ZbCOeBr8Jq8sqyYr/ce8p+xmtC3CxP6diE91c07q0rZX9PIzacM4fyJvVFYjafH7WpzX3rPPOv9By+byC/OGsGK4gP8++OvufOckc0+e+HEPvzhrXX+wd51xw0M6AAC/v3528qr/fu7/SsqP/85EN4Vvg27D/r/P3ru+9M6fN5iYGEWaR4Xa0uquGDi4V2D1pprnvySzzbuDXi9sraR13wrrmeMLqJXlwxKD9Thdiu656SRm55CyYFaUjwubjxxcMjVt0hyPsiDB3u29BQ3n9x2EtvLqynMTvMP8pwGFGTxti86Y8AZPl99AGt2v87b+fWhsraRix5eSEFWKrO+N/Wwfkf//Ey8pqa0sq7TymTXgVpuenYZW/YewqUUlbWNjOqZy+6qOiocneJTRnRHa012egr/d+bwuMkDdtyQQv+5jmAjeuTy2NVTWv353l0yaDBM9lXXN0V2dbua1ZnGw0jz0F6zFm1n1a5K/nHp+JBbFVvjcimGFuWwfnd4V4YbDZO3VpZS3eDlw3VlfLS+LOTnfnHWCG7o4KAVrG3c9kTo84utSZ3glSCAH586lM837WPn/hp+ePJgvjGuF73yMvzJzBdvreD15SV8ua2CCb6dI+4W2oVwTQT+431rO/KjV032r9i1V4pvFf1wI9Y2GiavfrWLwd2y/UFVXv1qF6t2tZzq4SenDuW66QNxu1TA6nLZwTryM1NjOv/vmWN6cuaYliPa9sxLd6zwOc7wOe7vcE72/2/JTt5ds5ufzxh2WBNnAwoyw5p2ZfnOA3yxpZxUj4vdlXW8tnwXe6rq/e8XZqfyn6sm+wfgwdoTgboztDQZnWjCtaXz78AzSqnFwHysKJy9gEcAlFJPA2itr/Z9/hHgR0qp+4H/AMcB1wKXhen6Ii5cN/0f3lrHnqp6fvONUR06jO80qFsWHpdi/e6qTp31s63YeYD5X+/jP59uobLWGr/nZ6XyxLVHMaFvF//n7j5vNPtrGo/o5nO7FH3zM+mbn8k3xoX+t2SkuvnLxeNZtKWcaYMKOHts820Q9gBzd2Wdf6+7fyvWuedaf5dvptjo5KSqhqm58r9fkJXq5u2fHH9YibI9bhcjeuQc9ha+3ZV13Pz8Mr7ctp/TRhZx13lWsveeuenUe0321zSQl5ESEAgh3qW4XQzp3vKEx4CCLPbXNFJZ0xgYpdNXH8Cqf2YY7vPvzrQSxf/41KEd2pLnZOdm2l5e0ykDvpeXFnPrS9bZkb75GUwdWMDLS4tZW1pFmsfFZUf35djBhcwYVZS0yd57+SaiSg7UNeXhc6lmdaa2sfPrzJwVJdz8vHXGbVK/LpzfgbN7TiN65DB3zW601h2eTGzJ+2v38OKXO1iyfT+mqakKsVPg5lOGAFYKicLsNHLSPe0OWtWa1vJWju6Vx+I7T0NDyPtsbG9rgLVxz0F/BOAUu5PvK1PPWit8QTgmAreXV/PKV7u45pj+hx1Ve2K/rsxcsI16r9Gh/z//8f5GHvhwU7PXU90uLp7ch7yMFAxTM6pXLscPLURr65naUnse6ZX9cOjVJYP9NY3UNhi+KJ2BfQSwVvTDMaGzcc9Bfv3aanp3yeD7HTi75zSgMIsP1u3plLP+WmsafP/OO2av4p3Vu6kNSmvQu0sG1xzTnxOGdWNo9xz6dM2ImeBBySAsvTWt9YtKqQLgV0BPYDVwttbaPvnYL+jzW5VSZwP/wErdUAL8WGsd9ykZbJ4w7OPeus96+N940uDDHuwBpHncDCvKYWXxkSdk1Vozf3M5P37hKw7UNOBxu/z79gEunNibX5w9IuTMnqeVxqGznTOuZ6u5qPIyUnC7FBXVDf6ZWv92jQ1WRDBPprULuTNXbp9ZuM2/b/1nM4b5w+kfjlG9cnl3dcc7aqt3VXLhQwtoMExOG1nEf66aHHA2ISPVTUZq+yKBJRJ7kLRzf03gCp+vPjB8eLPob51hxc4DLNm+n1NGdOeadqRaaYk/NUNFNdM5vMPmuyvreOHLHeysqGX2smLAWmmwO59/uGAMh+q85GakRDVYUKzIz7ZmqA/UOJ8jrmZ1prPbhsqaRn4x2wo+9Z3jBvDDk4cc9mBtWFEOL3y5k72H6g+rk6619oes/8vcDQEBl9JTXAwoyKJq90FOH1XExH5dKTlQy+1nDo9aVNDWJrEyUt0UZKWy60Ctvzz9z0Zfmbrd1hbBzj7D5zVMzv/3fBRw/WGsctom9u3Co16TdaUHAyZcW/KDZ5Ywd401iC3KTWN8ny50y0lj456DXH/CYKYOyic3BiO4RkKh7/6uqGnAa5jN6gLDh5PidnX6au/eg/Wc/o/PAHjquqMOe0JtSLdsGg3NzooaBnU7/EidlbWN3PDM0oCoyhP6dmHGqCLOn9ibzBQ39V6TbjlpHYovITpX2KbntdYPAQ+18N5JIV77FJgUruuJNivqXOfe9A98sJFUt4vvHEEn0DauTx7vHuEs7sG6Rq58/AtW+AaO547vRa8u6RiG5qyx1hmIeOkEulyKrpmplFfXNw+n/oMfAOB+9nWg87buVNY28oe31wFWx/nyVmai22NUz1yeX7yT0so6erUzVPO60ioue2wRGaluXvjOtBbPNySjrr5tXQdqGjH8ATiUvz5YOdVcnTqb6zVMfjdnDflZqTx42WHuzfXpmZtOqsd12JE6F3y9LyCAwcDCLB66YhIjezadW0vzuEnLTs7VvFBy060mtqrOi9eZmNlRZ9yuzu8Q3vHqSqobDGbfeEyL26Xayz4jt3H3oQ4P+JZur+CihxcC1iSavcNjQEEms743lV55GSgFNQ1G3OwW6JGXzp6q+uZpGXxlmvLYy0DnrvDtr27gmicXs7+mketPGNTu0Puh2FGrv9qxv80B38tLi5m7Zg+F2alcf8Igrjl2QKessiYKe6B7sK4xMA+f4/5OcXdumwDwU99xlD9fNK7VXSltGew7rrJxz6HDHvC9s6qUG59dBsAFE3vTq0s6w4pyWsxTKqInPp6wCcDjUp0apvnxeVt4bXkJ1x03kO7tTKLbmnF9uvDClzvZWVHr3/rVHofqvTy1YBvby6v53xJrxn94UQ7PfO/ouN+y0SXT6qA0thCC3/6+sxr2v87dQL3X5M2bpzOmd8fOZoQyqpcvcEtJVZsDvorqBn7/5lpe+WoXBVmpvHTDMUc045eI7HM8lbWNTSt8QXUi1ePqtBD7WltBD5btOMAfLhhz2Fs5bS6XYlBhFlv2diznptaaP767nifnbwPg4SsmccboHtKYt0OOo0PYaGh/jjanzl7he335Lt5etZuxvfM6ZcLGHvCt313F9KHtWxmuqmvkf1/u5PdvrfO/Vu81mDown4evnNzsbE68DPagqV2wo662lJahswbx5YfqOeoPH2BquHhyH355dvNz6R3RIy+dnnnpLNtxgO8c1/LnyqrquPWlFYzvk8fLNx4bN5O1kWTf31W1XgxTN+sjgLUzqL4TB3wvfrmDzzfv45pj+vOto/oe0e8aVpSNUta9feaYjm0RXlNSySOfbmGOL8fh3781vkOpgkTkxc9TNs515hm+P7y1lsfmbWVI92x+dvqwTvmd43znEVYUH2jXgK+u0eDfH2/mnx9t9r82oW8XrprWnwsm9k6IzmBWmodD9YZ/di61hcTrnVGu60qreGbRdi6c1LtTBnsAw3vkohSsLa3itFHBQXCbmKbmhllLWby1gsLsVB67eooM9kLIy2ga8LUUpTMlaAvzkfhkw15e+HIn35rS54hXe22Du2WzpqRjW7f/8NY6Hv98Kxkpbp773tRWo1qKQDm+Fb6DdV5fdNQQYdvdnRfZddu+an7ywnIAZn13aqecuSvMTqMgK7XdkTrvemMNTy3chn20ec6PpvvPuyWCLhmprK+s8p9Xapaux223C51Tpr9/ax2mhj9fPI5vTTmyDr5tyoB8Fm0pb3FHT4PX9K/a/Pobo2Sw14LcDPv+tiYB3SEmdFLcLho7qU14a2Up/zd7FT3z0vnZjOFH/PsyUz0MLMhifWnHArc8OX8rv5uzFoCjB+TzyFXNJ3FE7JEBX4R43J0TpXPp9goe/3wrp43szr8un9RpwRCGFeWQ6nGxaldlm4FbGrwm3396CfM27aNbThrXHTeQG04c1GkH+mNFdpqb6npvYHQ9B3cnRelsNEwufGgB0PEw263JTvMwoCDLn0qgJQ9/+jWLt1ZwzzdHc9UxAzrt7080zgGfqYPO7/ikepS/I3gktNY87DvrdOc5ozrt3hrSPZt3VpdS12i069mxYucBHv98K2eP7cG/L+94BOBkl5Hixu1Szbd8OXTWuU+tNXe/aXXCZt94rH9FujMM75HDht1tdwofn7eFmQu2MbpXLldO68+Zo3t0ODJorMvNSOFATaN/YifNE9wudN5E4M6KGt5aWcq1xw7otMEeWGmI5qwoYcOeg81SidR7Da58/AuWbt/P8UMLmTLgyLYEJzL/Cl+dNQkY6v62dn0ceZtQ7zX8QbLe+NH0Tru/R/bMZXUHJgH/+eEm/uaLFPvktUdx8ojubfyEiBUy4IuQzljh01pz20sr6Zmbzv3fntipke9SPS5G9sxlxc4DrX5uZ0UN5/7rcw7UNIZMZ5BIslI9lB+qaSV/Vuc07H+du4HaRoNbTz+80MqtGdUzt9WQ2et3V/GXuRsY1C2rQwl8k1FGipsUt5V6INOXmzE4iXZqJ53XuOOVVSzeVsHvzhvtH2h2hhE9cjA1bNpzqF2rLn99bwNdM1P488XjZbB3GJRS5KZ7qKr1YmodcqXE00ln+Ox0BneePbLTk6QP75HD84t3tBrNr6K6gT/P3cD4vl14/vtTA/KfJpKcdA/VDV5/uxCcm83etnukRzi01vz8pRV43IofnHh4URhbcrxva+68jfuaDfjue3s9X27bz4UTe3PP+WM69e9NNLmOFfxGI3TidesM35Hf388s3E5to8GDl03s1OB2I3rk8NaqUg7Ve9s8NlB2sM4fqfWrX89IuMmcRJeYT+QY1BnnNG6YtZQt+6r500Vjj/g8Tyjj++Qxe2lxYD4Zn7pGg9/NWcPzi3cCVgTJH586tNOvIZZkp3k4VO9tHrTlV78C8G9bPZKV281lh3hs3hbOGdeTH53S+f9/juqVy1urSqmqawwZSe2vc61oYg9+e2JCbMMNJ6vznsLBukZSfYN/l8JfH6BztnS+s6qUF77cSWF2Gpce4RmNYM7zWK0N+L7ee4ibn/uKtaVV/OqckWF53iSL7HTrOZLqdjVt6XTUmc5YFTZNzV/f28CgwiyuPW7AEf2uUCb168qT87extqSK8SECfWitufCh+TR4Tf544diEHeyBNfFT12hS5ws5H9wudNYK30tLi1m8tYLbzhjuzzPbWXrmZTCiRw5vriwJCOn/5soSZi7Yxrem9OHPF4/v1L8zEWU7BnyGM/G68/52u474/l6yrYLfv7WOaYPyOa+TU2fZQbc27K5qM8DTi4t34jU1H996kgz24pBszI4Qt+vIZnk2lx3ivbV76JWX3qlbO5ymDiygusFgybaKZu/d/8Emnl+8k/4Fmdx2xvCEH+yBdYavut7rn333b9c47TQ47TR//qUjKde/vbeBjBQ3vz4nPCulduCWUHv0P924lw/WlXHLaUM77dxgostMc1Pjz7mkrFUvX32AI9++U1nbyG/fWENBVirv/fSETs9f1y8/k1SPi81lLQduqa73ct3ML1lbWsWMUUVcOU1Wfo9EVqqHmgYvjabZtCLsqDOdEcXv7jfXsn73QX5y2tCwnLc6eqDVEfwyRNsA8Lf3NrKtvIaTh3cLiNqaiOzV/ao6K+Kof4XPV6adcYZv14Fabn95JV0zUw4r0Xx7nDehFyuKK/3PgndWlfKj574izePi9jM772hBIkt1u3C7FDUNXrymxqUC+wgAKUfYJmzac5ArHv+CnHQPv/nG6M647AAj7eBubZzjO1jXyHOLd3DckAIGFh5+uigRPTLgi5CUIziYr7XmL3PXk5niZs7N08O2teqk4d1IcSvueWut/7Wyqjru/2Ajj3z6NScN78ant53MD08eEpa/P9ZYAz6j+eH85cth+XL/997DfJhvLjvIO6t3c930gfTIC09E07G981AKvnDkxwHr3OA9b66lf0EmN54Ung5FIspKtSYBGg2zqaPnqw/QtH3ncJOvX/jQfMoO1vPEtUeF5RC8x+1iUGEWm1oZ8F3x+BdsL6/hoSsm8djVU5I2aXpnyUz1TRIYjhUAR51JPcKgDst27Gfmgm0cN6SAc8d17uy/rSg3nf4FmSzaEjjg01rzsxeX86+PN3P6qCL+e81RYfn7Y4k94DtQYw34gsvU7d/5cXjPAK01P3n+KwAevXpK2PKWnTe+F6keF7e+tIL7P9joD9Lyz8smUpgdmXy48U4pRWaKdX+31CakutUR7fr49eurqfeaPP/9af4J3M7UKy+d3HQP60tbPuu/tqSKsXe9R9nBen4chp1IIjJkwBchRzKLe8+b65i7Zg83nTyEgjA+iLPSPJw9tierd1VxxysrqWs0uOChBdz/wSaGds/mTxeNC9vfHYuy09w0GCa1DUFbd265BW65hRTfw/1wV/jueXMd6Skuru2EPIotKcxOY2LfLryzenfA6y98uZPNZYf45dkjJa9SB2SleXyNu25WH6Bptv9wki6/vnwXX++t5uTh3UJum+ssQ4ty2FQWejZ3275qlu88QGF2GmeP7Rm2a0gm/p0CptkU+MlRZ1KOMJXHvz/aTJrHxT8vmxTWbdnHDCrgs017OVTv9b/2/aeX8spXuxjZM5d/Xp4c28IzfNtV7ZyC/qAtdrvgsicCD69MF3xdzpLt+7lkch+OCmPAlD5dM/nJqUNZvvMA939gnct69ntTOX10x8LzJ7uMVDe1DQYNXrMpkrfz/j6Cvt/OihoWbangokl9wrYLRynFiJ65rGtlwPd/s1cC8JtvjGLqoIKwXIcIPxnwRYg1i9vxBmDFzgM8MX8r/fIzuf6Ezj24HcqfL7YGdc8v3smIX7/LrgO13Hr6MN768fEUdUK+v3hiN+xVtUEzuT72Fs/D2Z8/b9NePt24lyun9g/rIB7g/Im9WVta5Q/Is6O8hr+8u57J/btyeivpGkRzmaluqhu81HtDB6+wG/yOduAraxr5/Vvr6JGbzkNXTO6Ua23J0O7ZFO+vDei42+55cy1ZqW7e/vH0sF5DMrFX+BqN0FH8UnxnfLTuePuwYPM+Plxfxg9PHhL2sOgXTe5Dg9fkqQXbOFDTwP0fbOSDdXsAeO2HxybNxJG9wmcP+FLdgf9u9xHkZzVNzZ/eXU9uuiciAVN+ePIQHrt6ChdN6sO820/mOEm50mFN97fZLIAPHFnQlj/P3YBLwc87Kf1WS0b1zGX97oMhd6bMXbObVbsqueW0oVwTxslpEX6Je7I6xqR4XNT6Goj28hom3/z3fAD+94NjIpILJ83jZt7tJ/OHt9bhditOGFrIpUd1Tg6weBN8ViM4LUPTls6OPcy11vztvY30zEvntjOPPJdOWy6Y2Js/vbOeRz79mqum9ee7Ty2httHgd+eNlsiLHZSV6qGsqt5q3FtIsgtW6hI6MI6/9+117D1Yz2s/PI6M1PB2nMf1yUNrazLJ2cH7dONePlxfxh1njaB7kk3uhFNWqhXV0dtChMtUd1OQj+BJpdbUew3ufG013XPS+E4YArUEO2pAPscNKeAvczfwj/c34jU1OWke3v3pCUkz2AP89+eBmgYAUjyhJwIPZ5V/zsoSVhZXct+FYyO2lXrGqCJmyMTfYctItXZ9NLQwCXi4gbw+Wr+HOStKOHFYN3p16dygPcFG9MihpsFgW3l1QA7eHeU1/OCZpQzqlpU0R3kSmQz4IuRw9nE/6At/e/Ux/cN2xiuUvvmZPHJVeFcZ4oF/wFdrrYQEJ153uxRul+rwdo3/fr6V5TsP8KeLxkako5STnsK3jurLk/O3+bd2zvruVAnUchgy09z+yK0hZ3P923zbXyfKDtbx6vJdXHZ0XyaEcSunbVL/rrhdivmb9/kHfA1ek9+/uZa++Rl857iBYb+GZJKZ5qam3hfoJ+QkgVVnWuowhlLXaDDi1+8C8MiVk/35wMLtjxeO4+FPv0YBZ43pybGDC5JiG6dTZkrwCl9Q4vXDPMNX0+DlJy8sp3eXDC6e3KcTrlREQmaqm9pGK01HqDYh1dPxPkL5oXpue8naRvmXS8J/lOaYwdY2zY837PUP+GoavHz70YUA/PKskRFZcBDhJQO+COnoPu6PN5Tx4EebmdK/K787r/MjM4m2ZaQEr/CFXtHpSLnWNRo88unXDCzM4qJJkWvUbz3dWknUGr5/wiB6h3nGMFFlp/kiLra4WtPUeW+vmfO3YZia60+ITPCc3PQUjhrQlTdXlvrrxU//t5xNZYd44topITst4vDZK3z1XrNZkm5oGvB15Dny2GdbALhwYm/OHBO5M1d98zO594KxEfv7YlGWL0WJHbQl+H7xHOYZvhe/tFIehSvSqgiPzFRrErClbf6Hc4bv1a92UV7dwJs3T+/03Lyh9C/IYnhRDu+uLuW7060Jv9teXklJZR2/O280p8kKcEKQAV+EdCRcu9aav7xrJcOe9b2psu0uSjKCzmr4z9/ce6//M/b5m/aavayYfYcaePCyic22iIZTVpqH354rEwdHKjPVQ3WDQYPXEbTFUR/szl9764Rpat5YUcKxgyMb6vrSo/ry0xdXcPMLX7Gy+AA7K2qZNiifU0ZIw97ZMlM91DVawZ/8uauOoM7UNhg8uWAbp4zozt8vndDZlyvaENwuBD8H3IeRlsFrmDz22RYm9esStrRLIjwyUtzsPWht8/dP6Djv78PY0jl72S7G9+0S0V04503oxV/mbmDh1+Ws313FWytLOWN0kZzbSyAy4IuQjhzc/WrnAdaWVvH788dISPQocp7hS3GrpoH3scf6P5Pagdk7w9Q8Pm8r4/rkcYxEuopLWaluGrwmtY1e//bN4PoA7V+t+XTjXor313LbGeE/y+l0+qgeZKWu5q2VpWSmurnuuIH84izJvRUOWWnWc2R/TUPT1vyQdaZ97cNzi3dQUd3ATZJOJSqC0zL4t3T6ytTjS8jekcTrp//jM0oq67gzTPlYRfjYQVusLdnN+wgdjcK7fncV60qrIr6z64qp/Xjww01c9tgiwDrX98C3J0b0GkR4yYAvQlLcLurbOcsza+F2stM8nD+xd5ivSrQmI8WO0ultSpgMsGCB9d9jj7UG8u2Mvvr+2j1s3VfNvy6fKKu2cSozrSkku73lN7g+QPu3dP7zo030ykvnrDGRTYGQlebhzR8fz/trd3P+hN4SpCWMMlObtgD6VwCcdcYX9KM9ufjqGg0e/mQzxwwqYEoYQ/aLlmX62oUDtQ14XKrpDKOvTD1TpwFgtLOTv2nPQbbsqyYn3cPZYyUlQryxg7YEnOsOahPsKLztaff/8+kW0lNcnDs+PDk1W9IlM5XZNx7LK8t2MbAwk/Mm9JYFhwQjA74ISWvnls6K6gbeXFnKt4/uS3aaFE80OVf4As7v/fKX1n8/+YSUDhzI/vfHm+mXn8mZkucobmX56sT+6kZyC3yBMgLqQ/tX+FYVV7JsxwF+841RUTk3N7AwK2LnBpOZvcJ3qN7bVM7OOtOBVeHPN+1j36EG/npJ+FP0iNDsLZ11jaa/jQD8Zer++GOg/St8j3y6hcxUN5/ddrJMBMahzFS3L8+mY5u/4/7uSBTezWUHeX35Lr53/KCwp1kJZUzvPAnmlsDkZHCEtDe4x0tLdtJgmFw5rX8Erkq0JsOxdaelma4Ut4vGdjTs//54M6t2VXLNsQMienZPdK5Mf8CGhlaDtrRnNf+xeVvISnVzkUTkS2j2Ch8QMipvSgfqzOsrSsjLSOHYwZIvLVpSPS7/ee5QEzVKWdGb23OG72BdI2+uLOHCSb2bzneKuGJF6bS28baUhw/aN6Fz/webSE9x84MI5FwWyUd6nhHSnlwspqmZ9cV2jh6Yz7CinAhdmWiJMx9aekroWyXF5WrXVqy5a6x0CJcfnZw5DRNFtm+1prrBCD3gs7fntbGda3t5NW+uLOGKaf3Jy4hMSH0RHc5VoFBROtt77rOytpG5a3Zz/oReEkk1yuy2oaVomh6XatcK3wfr9lDvNblAjm/ELWc/IThFBzgGfG0c/diw+yBvrSrlO8cNoCC7A0lchWgnaTUiJMXtwmtqzFYagU837WVnRS1XyepeTMh0rOpltLTC144tnXsP1rOyuJKfzxgW9qTaIrwCV2tCdd6t8m1rEuA/n23B43LxvemS8y7RtTXgS2ln0JZXlxXT4DW5IILpXERodpmG6uCDb8DXjjN8b64opVdeOhP7du3U6xOR4+wntJabtd4wWv09T87fSqrbxfePl9U9ER4y4IsQ+0HQ2Mo2j1kLt1OYncYZcsYrJnjcLn+D3tqWzrbCqX+8oQyAU0Z279wLFBGX5RjwhTqPYQfgaK1O7Kmq4+UlxVw8pY8ES0kCWWltTBK049yn1prnFu9gfJ88xveRMzbRZj8HQpUn2JEZ21ixrWnks017OWdcz6RLXp9IMgPahFCTgG3v+jhQ08ArX+3i9NE96JIpW3tFeEhUkAhxht4OFYtld2UdH28o48aTBst2nRiSkeqmodYMHPDdf7//j+1Jqvrx+jJ65KYzqmdumK5SREpmWlM98DfuQfUBWu+8P/H5VrymyQ0SMCUpBKzw2c+RgDrT9iTBku372bjnEPdeMFYCe8QAe6dGQFvtKNNUt4v6xtbbhTkrS2g0dMSjMYrOFXJLp7Mu2BM6rez6eGrBdhq8JtfL6p4IIxnwRYi/UfeaEGJ79uxlxZgaLpksSVdjSUaKm8raoKAtEyb4/5jqdvkPbIfS4DX5bONevjmxt3TUEkDACp/d2QuqD9ByAI7yQ/U8s2g7Z43pSb+CzLBdp4gdWaG2ATvqTNMZn9B1RmvNj5//ilS3i3PHRzZ9hwjNHsQ7V28DngOe1nd+aK2ZtWg7o3vlMlaiIsY154SO/8+h7u8W6kNNg5eHP93MsYMLGCur9yKMZCkpQloL1+41TJ77YgfHDCpgQGFWpC9NtMJ+gGc4g7Z88IH1hTWQ97bSsC/aUk51g8GpI2Q7ZyLIcqzw+c9uOOpDW9vznpi/lZoGg5tOltW9ZOFcFfavCIWoMy0NED5aX0ZpZR2XT+1HTroE+IkFGb5BfEBaBkeZpnlaD9L2xdYK1u8+yJXT+stEYJxzrvD5/xzQR2j9/n583lbqGk2umCqxG0R4yQpfhNgz/6EagQ/Xl7HrQC2//sbISF+WaIP9AA9Y4fv9763/nnaa7wxfy3vzX1paTG66h+OGSBj1ROA8r+Hv7DnqQ2orqzW1DQazFu3grDE9GN1LZnKThTOwR7qneZ1JaaVtAHjww010y0njjrNHhPU6RfvZkz3O1duA54DH3WqajWcWbadrZgrfnCDbOeOds03wr/iGaBNaur8/3lDG0O7ZnD1WYjeI8JIVvghpbRb36YXb6JmXzmkjiyJ9WaINTSt8LUXpbPkM375D9by7upSLJ/dtMeiLiC9uR3CFjNTm82X+iGwhGvc5K0uorG3k6mMGhO36ROxxruDkpDevM3bKl1B1Zv3uKlYUV/LDkwaHzOEnosNuF5yrt06tbemsrG3k/bV7+OaE3gGDBRGfnKu8ofoJdtvf0tGPHeU1HDUwX1Z6RdjJgC9CWtrH/fXeQ8zfXM6V0/pLQu4YZD+sW4zS6Wo5LcNLS4ppNDSXT5Xce4nEbpczQuRmtGf+axoCG3fT1Pzzo030yktn6sD8sF+jiE25IXIuZqZYnf7gOgPw7KIdvrN7shIUS+ydH1ktDNjS3C4avKE7+HNWlFjpNST3XkJwDvKyQkTksweEtSHu7zUllZRXN9C7S0b4LlAIHxlhRIg/mENQ5K5nFm7HpeCSyZJbKRbZD/OsFmZyU9yhE68bpnUof9qgfIZ0zw7rNYrIcvlGfKFm510uRWaqm+p6b8DrK3dVsrOilptPHSoh2JNYqBU+e/BQE1RndpTX8Myi7Zw/sZckYo4x2b6OfdfM0GcqU1s5w/fGihKGFWUzTgJ0JATnCl92iAGffX8Hr/CZpua3r6/B41KytVdEhAz4IsS+6escN31lTSMvfLmDU0cWST6uGGWY1vm8ri3kxkn1uEJuxVq0pZxdB2q5cpocxE5UzsP6TpmpHqqDZnM/WLsHt0tx1hg5p5HM8kKs8KV6XKS4FTVBHcLHP98CwPUnSKj2WGNHW23p9HZLWzoraxtZun0/M0YVyRa+BOGc+MvPat5PyGhh18fsZcUs2b6fey8YS5+uErFZhJ9sII8Q/yyuo1H/y3vrqWs0+fnpw6J1WaIN9mAu4EH+n//4/5iR4g4YxNveWF5CVqpbzmUmIHsSoMCuE476AJCdFrjCZ5iat1aVMqV/V0mqm+T8W7eC6kxmqidghW/1rkqeXridS6f0ZUj3nEheomiH00f34KWlxZwx2jGB4yjTVHfoFb7PN+3DMDUnD5eozYnCOfHnP+Pt7COEmOyv9xr86d0NTOrXhYtld5eIkE4f8Cml0oC/ApcBGcCHwE1a6+JWfuYO4EJgOFAPLALu0Fqv7uzrixZ7lsfex72mpJJZi3Zw9tgejOghCblj1bFDCvh88z56OffYDx/u/2NmqpuaRgOttX/Gtq7R4O1VpZw5pqcEa0lg+dm+wZujPoBvhc/Reb/rjTVs3VfN7WcEfk4kj/svncDqXZVN57Sb1Rm3fwVAa81PX1xOVqqbH50yJNKXKtphTO88Ft5xauCLjjJtaUvnxxvKyMtIYULfLmG+QhFJN54UlGYnqI8AgSt8T3y+jX2H6vnHpeNli7+ImHCs8N0PfBNrwFcO/B14Uyk1WWvdUobqk4CHgC8BBdwNfKCUGqW1rgjDNUZc8E3/uzlrAbjjLEnFEMu+f/wgJvfrytHOQBtz5lj/Pfdc0lPdaG2tBNqDu/fX7uFgvZcLJ8mh/ETWzT5X5agPYJ3jqG6wBnyvfbWLZxZtZ1yfPM6U7ZxJ6/yJvTnfGaQjqM44B3y/m7OWTWWHuO/CsfTNl61eccNRpqG2+nsNk082lHHCsG4SoC3B/N+ZQSlTnH0ET+Bk/+ayQ/zp3fVM7t+V6ZKuSURQpw74lFJ5wHeB72it3/e9dhWwHTgNmBvq57TWZwT9nquASuA4YE5nXmO0OA/uriw+wOKtFfxsxjBp0GNcitvF1EEFgS/+7W/Wf8891x+VsbbB8A/4Zi7YRu8uGUwL/jmREJ689ig+WLenKZCGoz6AFeBn36EGlmyr4NaXVgDw2NVT5MyOaBJUZzJTPdQ0eNlcdpCZC7YByIRRvHGUaagVvrdX72bfoQbOk4iric9RF1wuRXqKi1rfTqDfzVkDwK+/MUraBBFRnT3NNBlIAd6zX9Ba7wTWAcd24PfkYF3b/k69uihq2tLp5aP1ZQAS0CMB2Ae27bOZ8zbtZen2/XznuAEBOdtE4jh5RHf+cMHYFt/PTLO2dN7+8koA5t1+MkUSlEm0wl7he+yzrQB88LMTJe9eHEsLGvBprXl83hYGFWZx6gg5v5ds7AmdF77cybxN+/jdeaNlW6+IuM7e0tkDMIB9Qa/v8b3XXg8Ay4GFod5USl0PXA/Qr1985DjzDwwaDBZtKWdM79yQEZ1EfElPbRrIa625/4NNdM1MkcF8EstO9bBlXzUAt50xXFbxRZsyU61V4ffW7ubCib0llUucS/W4qHdE6Vy8tYKVxZX8/vwxcmYrCXXNTKGsqp6P1m1iRI8c6R+IqGjXCp9S6vdKKd3G10mdcUFKqb8D04GLWjrzp7V+VGs9RWs9pVu3bp3x14ad26VI9bg4UNPIsh0HmDZQtvslgqYtnSYfrS9j6fb93HbGCAnWksQyfTkblYJLj+ob5asR8SAzzcOG3QfZX9PI5AFdo3054gil+aJ0am1F9H1m0XbyMlK4aJJEZExG3XLSeG/tHkoq6/j56cNl94+Iivau8N0PzGrjMzuAaYAbKAT2Ot4rAua19Zcopf4BfBs4WWu9pZ3XFjeyUt3M37yPBq8p57sShD/dRoOXZxZtp1deOpdMkUY9mdmh9wcWZlEoCbNFO+Skefx528b36RLdixFHLNWXp6/R0JRX1/H2qlKuPmZAi7k7RWLrlmNt6c/PSuXk4fGxSCEST7sGfFrrfTTfptmMUmop0AjMAJ7zvdYHGAksaONnHwAuxRrsrW/PdcWbrlmpbCo7BMDk/jKLG7eeecb/R7sBLztYz+eb9vHd6QNJkQhsycVRHwD/drwThkrDLloQVGcKfCk+UtyK4T0k715ccpSpPeBrMEzeXrUbU8MVU+Pj+InoBEH3d35mCgDnjO0pEVpF1HTqGT6tdaVS6r/An5VSZTSlZVgJfGB/Tim1HviX1vpfvu//DVwFnA/sV0rZ5/0Oaa0PdeY1RlNhdhpb9lZTmJ1KVzm/F7/6Nm3Ts9NtLPi6HK+pOV46+cmnb+C2zROGduPPF4/jG+N6RumCRMwLqjN2io/+BVkyYRSvHGWa4T+z7+XzTXsZVJjF0CIZyCeNoPv7nHG9WLbjANefMChKFyREePLw3QJ4gRdpSrx+ddB5vOFY2z5tN/n++2HQ7/odcFcYrjEqCn2zuIO6yYH8uPbii9Z/L73UH3110ZZyAMb3zYvWVYlocdQHAJdL8a0pcnZPtCKoztiDgcn9ZOdH3HKUabbvHO+Bmka+2FohZ/eSTdD9ffTAfObcPD2KFyREGAZ8Wut64GbfV0ufUa19n6jyMqwB3+heuVG+EnFEHn7Y+u+ll/qjr27dV02//Exy0lOieGEiKhz1QYh2Caozxw4u4M8Xj+OMUR0JZi1iiqNMs3ztwtLt+6lpMJg6KD+KFyYiTtoEEYPCscInWtArzzq4O66PrAIliq6ZKbgUmBpGyNkbIcRhUEpWhRNJdrrVtVqx8wAAw2U7pxAiymTAF0FXHzOA7rlpfGNcr2hfiugkHreL7DQPVXVeRvSUlVshhEh22WlW12r5zgO4XYr+BVlRviIhRLKTAV8E5WWmcOlREqkr0VTVeQHZqiuEEAKyfAO+9bsPMqgwyx+1UwghokWeQkIcofF9uwAwSQIuCCFE0stJa5pLH9xdgrQJIaJPVviE6KiXXw749pnvHs26kiq65UiS7aQUVB+EaJPUmcTjKNPcjKbgXUNkwJd85P4WMUgGfEJ0VGFhwLe56SlMHVQQpYsRURdUH4Rok9SZxOMo03Rfuh6AwZKGKfnI/S1ikGzpFKKjZs60voQAqQ+i46TOJJ4WynSorPAlH7m/RQySAZ8QHSUPc+Ek9UF0lNSZxBNUpueM7QnAKAnmlXzk/hYxSAZ8QgghhBCd6B+XTuCrX88gxS3dLCFE9MkZPiGEEEKITpTqcZHqSY32ZQghBCArfEIIIYQQQgiRsGTAJ4QQQgghhBAJSmmto30NR2TKlCl6yZIl0b4MkUxqaqz/ZmZG9zpEbJD6IDpK6kzikTIVNqkLIkqUUku11lNCvSdn+IToKHmICyepD6KjpM4kHilTYZO6IGKQbOkUoqMeesj6EgKkPoiOkzqTeKRMhU3qgohBsqVTiI466STrv598Es2rELFC6oPoKKkziUfKVNikLogoaW1Lp6zwCSGEEEIIIUSCkgGfEEIIIYQQQiQoGfAJIYQQQgghRIKSAZ8QQgghhBBCJKi4D9qilNoLbI/2dYRQCOyL9kWIqJCyT15S9slLyj45SbknLyn75BWrZd9fa90t1BtxP+CLVUqpJS1FyhGJTco+eUnZJy8p++Qk5Z68pOyTVzyWvWzpFEIIIYQQQogEJQM+IYQQQgghhEhQMuALn0ejfQEiaqTsk5eUffKSsk9OUu7JS8o+ecVd2csZPiGEEEIIIYRIULLCJ4QQQgghhBAJSgZ8QgghhBBCCJGgZMAXBkqpm5RSW5VSdUqppUqp46N9TaL9lFInKKXeUErtUkpppdS1Qe8rpdRdSqkSpVStUuoTpdTooM90VUo9o5Sq9H09o5TqEvSZsUqpT32/Y5dS6jdKKRX+f6EIRSl1h1LqS6VUlVJqr1JqjlJqTNBnpOwTkFLqh0qplb6yr1JKLVRKneN4X8o9SfieA1op9S/Ha1L+CchXpjroa7fjfSn3BKaU6qmUesrX3tcppdYqpU50vJ9Q5S8Dvk6mlLoUeAC4F5gILADeUUr1i+qFiY7IBlYDPwFqQ7x/O/Bz4GbgKKAMeF8pleP4zHPAJOBM39ck4Bn7TaVULvA+sMf3O34C3Ab8rJP/LaL9TgIeAo4FTgG8wAdKqXzHZ6TsE1Mx8H9YZTUF+Ah4TSk1zve+lHsSUEpNA64HVga9JeWfuDYAPR1fYx3vSbknKN+gbD6ggHOAkVjlXOb4WGKVv9ZavjrxC/gCeCzotU3AfdG+Nvk6rPI8BFzr+F4BpcCdjtcygIPAD3zfjwQ0cJzjM9N9rw33fX8jUAVkOD7zK2AXvmBK8hX1ss8GDOBcKfvk+wIqgB9IuSfHF5AHfA2cDHwC/Mv3upR/gn4BdwGrW3hPyj2Bv7AWZea38n7Clb+s8HUipVQqMBl4L+it97BWDUT8Gwj0wFHGWuta4DOayvgYrIHiAsfPzQeqgz4zz/eztrlAL2BAOC5cdFgO1i6I/b7vpeyTgFLKrZT6NtaAfwFS7sniUeBlrfXHQa9L+Se2Qb4te1uVUi8opQb5XpdyT2znA18opV5USpUppZYrpX7k2GqZcOUvA77OVQi4sZZunfZgVRwR/+xybK2MewB7tW8qB8D357Kgz4T6Hc6/Q0TXA8ByYKHveyn7BOY7Z3EIqAceAS7QWq9Cyj3hKaW+DwzBmnkPJuWfuL4ArsXaivd9rHJYoJQqQMo90Q0CbgK2AGdgtfd/BH7oez/hyt8Tyb9MCCHigVLq71hbM6ZrrY1oX4+IiA3ABKytfRcDTymlTori9YgIUEoNx9reNV1r3Rjt6xGRo7V+x/m9UmoR1gDgGmBRVC5KRIoLWKK1vsP3/VdKqaFYA75/tfxj8UtW+DrXPqwzP0VBrxcBu5t/XMQhuxxbK+PdQDdnFCbfn7sHfSbU73D+HSIKlFL/AC4DTtFab3G8JWWfwLTWDVrrzVrrpb5OwHLgp0i5J7pjsHbnrFFKeZVSXuBE4Cbfn8t9n5PyT3Ba60PAGmAoct8nulJgbdBr6wA7wGLClb8M+DqR1roBWArMCHprBoF7fEX82op1k/rLWCmVDhxPUxkvxDr/c4zj544BsoI+c7zvZ20zgBJgWzguXLRNKfUATYO99UFvS9knFxeQhpR7onsNKzLjBMfXEuAF3583IuWfFHxlMwJrMCD3fWKbDwwPem0YsN3358Qr/2hHykm0L+BSoAH4HlYEnwewDnX2j/a1yVe7yzCbpoa/BviN78/9fO//H1AJXAiMweoYlAA5jt/xDrAK6+Y/xvfnOY7387AeJi/4fseFWJGcfh7tf3+yfgH/9pXBKVh76+2vbMdnpOwT8Avr7MbxWIfoxwL3ASZwlpR78n3hiNIp5Z+4X8BfsVZzBwJTgTd9ZdJfyj2xv7BSJDQCd2Kd373EV9Y/dHwmoco/6v+nJ+IX1kHQbViH/5cCJ0T7muSrQ+V3ElZY3eCvmb73FVY451KgDvgUGBP0O7oCs3w3dpXvz12CPjMWK+JTne93/RYJ0xzNcg9V5hq4y/EZKfsE/AJmYs3s1mMduP8AOEPKPTm/aD7gk/JPwC+aOvANWGHyZwOjpNyT4wsr/94KX7lsBH7sLJdEK3/luxghhBBCCCGEEAlGzvAJIYQQQgghRIKSAZ8QQgghhBBCJCgZ8AkhhBBCCCFEgpIBnxBCCCGEEEIkKBnwCSGEEEIIIUSCkgGfEEIIIYQQQiQoGfAJIYQQQgghRIKSAZ8QQgghhBBCJCgZ8AkhhBBCCCFEgvp/soCro0sFgygAAAAASUVORK5CYII=",
                        "text/plain": [
                            "<Figure size 1080x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# Zooming into the first 5 R-peaks\n",
                "plot = nk.events_plot(rpeaks['ECG_R_Peaks'][:5], ecg_signal[:6000])"
            ]
        },
        {
            "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://neuropsychology.github.io/NeuroKit/functions/ecg.html#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://neuropsychology.github.io/NeuroKit/functions/ecg.html#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": 21,
            "metadata": {},
            "outputs": [],
            "source": [
                "# Delineate the ECG signal\n",
                "_, waves_peak = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=1000, method=\"peak\")"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 25,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1080x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# 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[:4000])\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://neuropsychology.github.io/NeuroKit/functions/ecg.html#ecg-delineate) as below."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 26,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1080x360 with 1 Axes>"
                        ]
                    },
                    "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, \n",
                "                                 rpeaks, \n",
                "                                 sampling_rate=1000, \n",
                "                                 method=\"peak\", \n",
                "                                 show=True, \n",
                "                                 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": 27,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1080x360 with 1 Axes>"
                        ]
                    },
                    "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, \n",
                "                                           rpeaks, \n",
                "                                           sampling_rate=1000,\n",
                "                                           method=\"peak\", \n",
                "                                           show=True, \n",
                "                                           show_type='bounds_P')"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 29,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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9fwvX97dQrVqKlSqRYGBVs3Gut23btq342Hg8XpN4TJansW8RiIjIJVUqlZo7qS4hy6ZNm7xtQ0ND3rICPhGRjSEQMMTCwaYK9mR9KOATEWliC0syuKGb/uLrZ8+eVR0+EZFVsrDgt8hquJrXlQI+EZEmZa2t6d1ra2vzAjv/5HZ/oV318ImIrFwymeTs2bMUi0V9nsqqsNZSLBY5e/YsyWRyRefQHD4RkSZlraVQKHjrPT093rK/LMPk5KR6+EREVsHmzZsZHx/n1KlTlMtXVkxdZCmhUIjW1taa0TlXdPwqt0dERDaQubk5b7m/v99b9mflzGazqsMnIrIKAoEAPT09NTfYRNabhnSKiDQpay3j4+Peuv8CJBAIEAqFvP38x4iIiEjzUMAnItKkrLVMTEx4662trTWPJxIJb1lDOkVERJqTAj4RkSZVqVS84upQG+DBfBIXx1qLMUY9fCIiIk1GAZ+ISJOqVCpMT0976/5ELYBXbN3tq4BPRESk+SjgExFpUv4MccaYmkQtAO3t7d5yPp9fs3aJiIjI2lHAJyLSpPw1+FKp1EXz9PxZO2dmZtTDJyIi0oQU8ImINKlisegt++frOf4evpGREQV8IiIiTUgBn4hIk/IP0+zt7b3o8Xg87i2PjIysSZtERERkbSngExFpUv4MnZs2bbrocX8SF/XwiYiINCcFfCIiTWpsbMxb9g/fdFzhdYDZ2dk1aZOIiIisLQV8IiJNyFrL6Oiot55Opy/aJxB45isgm82qh09ERKQJKeATEWlClUqFiYkJb90/X28x+XxeAZ+IiEgTqlvAZ4x5hzHmhDEmb4w5aIx50WX2f70x5pAxJmuMGTbG/A9jTF+92ici0swqlQqZTMZbX1h03XHDOhXoiYiINKe6BHzGmNcC9wL/FbgZ+D7wNWPM1iX2fwHwWeDvgBuAXwb2A5+rR/tERJpdpVLxCq8vVnTdSSaT3rJ6+ERERJpPvXr4fgv4tLX2r621T1prfxM4B7x9if2fDwxaa//CWnvCWvtD4CPAbXVqn4hIU6tUKt5yIpGoma/nl0qlvGUFfCIiIs1n1QM+Y0wEeA7wwIKHHgDuWOKw7wH9xph/Z+Z1Ab8KfHW12ycici3wF11vaWlZcr/W1lZv2R8kioiISHOoRw9fFxAEFlbxHQEWnZNnrf0B8wHe54AiMAYY4NcX298Y81ZjzMPGmIf9acdFRGSev+h6d3f3kvt1dHR4y+VyWT18IiIiTWZDZOk0xuxnfgjn/8t87+DPMx8c/vfF9rfWfsJae6u19tZLXciIiFyrZmZmvOXFiq47XV1d3rK/V1BERESaQ+jyu1yxcaAC9C7Y3gsML3HM7wEPWWs/dGH9EWPMHPBdY8x/tNYO1qGdIiJNa2TkmUEWixVdd/wB3/T0ND09PXVtl4iIiKytVe/hs9YWgYPAPQseuof5bJ2LSTAfJPq59Q3RCyki0kiGh5+5v3apOXz+pC2Tk5Ma0ikiItJk6hVMfRh4szHm/zbGXG+MuRfYBHwcwBjzGWPMZ3z7fxl4hTHm7caYnRfKNPw34MfW2tN1aqOISFOqVqtMTk5665cquh6Lxbxlf6+giIiINId6DOnEWvt5Y0wn8D6gH3gMeJm19tSFXbYu2P/Txpg08E7gz4Fp4JvA/68e7RMRaWaVSoXp6WlvPRKJLLmvK7wOtfP+REREpDnUJeADsNZ+DPjYEo/dtci2jzCfuEVERK5CtVqlUCh46+FweMl9/fX5MpmMhnSKiIg0Gc2PExFpMv56epFIhGAwuOS+xhhvOZfL1bVdIiIisvYU8ImINBl/eYVkMlkT1C33OBEREWkOCvhERJqMfzhna2vrZfd3c/w0nFNERKT5KOATEWky/qGZAwMDl93fn9RFQZ+IiEhzUcAnItJkJiYmvGV/YfWlpNPpejZHRERE1pECPhGRJnPu3Dlvua2t7bL7Lxz2qV4+ERGR5qGAT0SkiVhrGR8f99aTyeRlj/EHfP4MnyIiItL4FPCJiDSRarXK1NSUtx6Pxy97jH/YZz6fr0ezREREZJ0o4BMRaSLVapVMJuOtR6PRyx7T3d3tLRcKBQ3pFBERaSIK+EREmkilUqFcLnvrgcDlP+b9SVtmZmbq0i4RERFZHwr4RESaSLVa9Zbj8fiyAr5YLOYtT09P16VdIiIisj4U8ImINBF/Db50Oo0x5rLH+OvwTU5OakiniIhIE1HAJyLSRLLZrLe8nJIMAMFg0FvWkE4REZHmooBPRKSJ+Hv4BgYGlnWMvxfQf7yIiIg0PgV8IiJNxF+Dr729/YqPV8AnIiLSXBTwiYg0keHhYW/ZX1B9uUqlkubwiYiINBEFfCIiTcJay8TEhLeeSCSWfWw4HK5Hk0RERGSdKeATEWkS1Wq1JumKv9zC5VzJviIiItI4FPCJiDSJSqXC3Nyct+4vt3A5qVTKW9aQThERkeahgE9EpElUq9Wawuv+cguX45/vp4BPRESkeSjgExFpEsVi0VuOx+MEAsv/iPdn9PQHjSIiItLYFPCJiDSJfD7vLafT6Zr6epfT2dm56HlERESksSngExFpEtls1lu+0hp8XV1d3rJ/HqCIiIg0NgV8IiJNwh/w9fX1XdGxyWTSWz5//vyqtUlERETWlwI+EZEm4Q/UOjo6ruhYf8A3PT29am0SERGR9aWAT0SkSYyMjHjL6XT6io71l3Dwn0dEREQamwI+EZEmYK1lcnLSW/fX1VsOfwkHf/F2ERERaWwK+EREmkC1WmVqaspbj0ajKz6XkraIiIg0j7oFfMaYdxhjThhj8saYg8aYF11m/4gx5g8vHFMwxpw2xryrXu0TEWkmlUqFXC7nrV9NwOdP/iIiIiKNLVSPkxpjXgvcC7wD+LcL/37NGLPfWnt6icP+F7AZeCtwDOgF4vVon4hIsymXy1hrvXX/EM0rVSgUVqNJIiIisgHUJeADfgv4tLX2ry+s/6Yx5ueBtwO/t3BnY8xLgJ8Ddllrxy9sPlmntomINJ1isegtR6PRFQV8oVDoosBRREREGtuqD+k0xkSA5wAPLHjoAeCOJQ77ZeBHwG8ZYwaNMceMMf/NGHNlWQdERK5R/mGYyWQSY8wVn+NqhoGKiIjIxlSPOXxdQBBYmNd7BFiqEvBO4IXATcCrgHcCPw98erGdjTFvNcY8bIx5eGxsbDXaLCLS0PL5vLfc1ta2onO0tLSsUmtERERko9goWToDgAVeb6190Fp7P/NB36uMMb0Ld7bWfsJae6u19tbu7u61bquIyIbjL6XQ23vRx+ay+Gv3aViniIhIc6hHwDcOVJhPuuLXCwwvccw54Ky1dtq37ckL/25d3eaJiDQffw2+rq6uFZ3D3zNYrVavtkkiIiKyAax6wGetLQIHgXsWPHQP8P0lDvsesGnBnL29F/49tbotFBFpPuPj497ySod0dnZ2esvK1CkiItIc6jWk88PAm40x/7cx5npjzL3AJuDjAMaYzxhjPuPb/++B88DfGmNuMMa8gPmyDv/bWjtapzaKiDQFa23NkM5kMrmi8/gDRRVfFxERaQ51Kctgrf28MaYTeB/QDzwGvMxa63rrti7YP2OMuRv4CPPZOieBLwG/W4/2iYg0k0qlUjOkMxaLreg8ra2t3vLk5CSaIy0iItL46lWHD2vtx4CPLfHYXYtsOwK8pF7tERFpVtVqtaYsQyQSWdF54vG4tzw6OsrevXsvsbeIiIg0go2SpVNERFZoYbH0cDi8ovMkEglv2d9jKCIiIo1LAZ+ISIPz1+ALhUIEAiv7aPcfd/78+atul4iIiKw/BXwiIg3OH/DF4/EVB3x+s7OzV30OERERWX8K+EREGlwul/OWV1qSYSF/ECkiIiKNSwGfiEiDm56e9pY7OjpWfB5jjLesgE9ERKQ5KOATEWlw/gQrPT09V3UuNxy0Wq1e1XlERERkY1DAJyLS4PwB39X08MHKSzqIiIjIxqSAT0SkgVlrawK+lpaWFZ/LGFNTi09EREQanwI+EZEGVq1WyWQy3nosFruq8yWTyZpzi4iISGNTwCci0sCq1WpNls6rDfj8PYQK+ERERBqfAj4RkQZWKpUolUreeigUuqrztba2esvFYvGqziUiIiLrTwGfiEgDKxQKNevBYPCqzuev4zc3N3dV5xIREZH1p4BPRKSB+evlxeNxr6zCSiUSCW95YmLiqs4lIiIi608Bn4hIA/PP30ulUjXF01fCn6VzbGzsqs4lIiIi608Bn4hIA5uenvaW/fPvVsof8PnLPYiIiEhjUsAnItLA/AFfe3v7VZ/PPyRUQzpFREQanwI+EZEG5g/4urq6rvp8/iGhMzMzV30+ERERWV8K+EREGtjU1JS33NnZuarn9s8PFBERkcakgE9EpEFZa5mdnfXWk8nkqp5/YckHERERaTwK+EREGlSlUiGbzXrrsVjsqs9pjPFq+VWr1as+n4iIiKwvBXwiIg2qUqlQLBa99Ugksirn9WfqtNauyjlFRERkfSjgExFpUKVSiUql4q2HQqFVOa+/p1DDOkVERBqbAj4RkQaVz+e95WAw6A3FvBrGmJp6fuVy+arPKSIiIutHAZ+ISIPyZ9GMRqM1NfSuRjqd9pZLpdKqnFNERETWhwI+EZEG5a+Tl06na2roXQ1/AXeVZhAREWlsCvhERBqUvyRDS0vLqp3Xfy7/c4iIiEjjUcAnItKgpqenvWV/r9zVMMbUDOk8f/78qpxXRERE1ocCPhGRBuXvfevo6FiVcxpjaso7jI+Pr8p5RUREZH3ULeAzxrzDGHPCGJM3xhw0xrxomce90BhTNsY8Vq+2iYg0A38PX2dn56qcMxAI1JR38M8TFBERkcZTl4DPGPNa4F7gvwI3A98HvmaM2XqZ49qBzwD/Uo92iYg0i2q1Sjab9db9wzCvhjGmJvnL9PS0iq+LiIg0sHr18P0W8Glr7V9ba5+01v4mcA54+2WO+xTwd8AP6tQuEZGmsDDgi0ajq3LeQCBQE+Dlcjmq1eqqnFtERETW3qoHfMaYCPAc4IEFDz0A3HGJ494B9AJ/tNptEhFpNuVymUKh4K37591dDQV8IiIizaUePXxdQBAYWbB9BOhb7ABjzAHg/cAbrbWVyz2BMeatxpiHjTEPj42NXW17RUQaTrlcrgnM/PPuroYbzumKuFerVQV8IiIiDWzds3QaY6LA54H3WGtPLOcYa+0nrLW3Wmtv7e7urm8DRUQ2IH/vXiAQIBgMrsp5XaAXi8W8bQr4REREGlc9Ar5xoML88Ey/XmB4kf37geuBv72QnbMM/AFww4X1l9ShjSIiDS2Xy3nL0WjUC9SuljtPPB73tingExERaVyrHvBZa4vAQeCeBQ/dw3y2zoXOAgeAZ/t+Pg4cv7C82DEiIte0TCbjLSeTyZrMmlfDncef9bNSuexIexEREdmgVmfSx8U+DHzWGPMQ8D3gbcAm5gM5jDGfAbDWvslaWwJqau4ZY0aBgrVWtfhERBYxNTXlLbe0tKzaeV0PX3t7OydPngSgWCyu2vlFRERkbdUl4LPWft4Y0wm8j/khm48BL7PWnrqwyyXr8YmIyKX5C6K3trau2nldD19bW5u3TQGfiIhI46pb0hZr7cestduttVFr7XOstd/xPXaXtfauSxz7AWvtjfVqm4hIo/MHfJ2dnat2XtfD5w/4/L2JIiIi0ljWPUuniIhcudnZWW+5q6tr1c5rjMEYQyqV8rZNTEys2vlFRERkbSngExFpMNZa5ubmvHV/gpXVEAgEasoyjI+Pr+r5RUREZO3UK2mLiIjUSbVarSnL4C+hsBoCgUBNmQf/8FERERFpLOrhExFpMJVKpSaRSiQSWdXzB4NBrLXe+tTUlGrxiYiINCgFfCIiDaZUKlEul731cDi8qucPBAI1AV8ul1PAJyIi0qAU8ImINJhCoVCz7h9+uRoCgUBNgFcsFhXwiYiINCgFfCIiDcY/fy8ajdYl4LPWEgwGgfk5gwr4REREGpMCPhGRBpPJZLzlWCxWl4APapPBKOATERFpTAr4REQazOTkpLe82iUZ4JmAL5FIeNsU8ImIiDQmBXwiIg3GXyahtbV11c/vhnL6z12pVFb9eURERKT+FPCJiDSY2dlZb7m9vX3Vz+96+PwBn78MhIiIiDQOBXwiIg1menraW+7s7Fz18y8W8PmDTBEREWkcCvhERBqMP2lLPXr4jDEEAgHa2tq8bf55gyIiItI4FPCJiDSQarVKPp/31pPJZF2eJxAIkEqlvPWxsbG6PI+IiIjUlwI+EZEGUiwWawqvx2KxujxPIBAgEol46+fPn6/L84iIiEh9KeATEWkgc3NzNSUSwuFwXZ4nEAh42TphPjOotbYuzyUiIiL1o4BPRKSBZLPZmvXVLrruP68/wMtkMqrFJyIi0oAU8ImINBB/wBcKheoW8AWDwZoAL5/PqxafiIhIA1LAJyLSQPzlEaLRaF17+Pz/VqtV9fCJiIg0IAV8IiINxB/wJRIJjDF1eR4X6CUSCW+bAj4REZHGo4BPRKSBzMzMeMv+wuirTQGfiIhIc1DAJyLSQObm5rzllpaWuj2PC/jS6bS3TXP4REREGo8CPhGRBlGtVslkMt56d3d33Z7LBXxtbW3eNn/9PxEREWkMCvhERBpEtVoll8t56+3t7XV7rsUCvunp6bo9n4iIiNSHAj4RkQZRqVQoFoveuj8YW23GGAKBQM08wfHx8bo9n4iIiNSHAj4RkQZRKpVqAr5YLFbX51PAJyIi0vgU8ImINIhCoUC5XPbWo9FoXZ8vGAwSDoe99fPnz2OtretzioiIyOpSwCci0iAWJk2pV9F1//n9df5mZmZUmkFERKTB1O1qwRjzDmPMCWNM3hhz0Bjzokvs+0pjzAPGmDFjzKwx5kFjzC/Vq20iIo0om816y8FgcE0CPn+PXjabVcAnIiLSYOpytWCMeS1wL/BfgZuB7wNfM8ZsXeKQFwPfBH7xwv5fBb54qSBRRORaMzs76y2Hw+E1D/gKhYICPhERkQZTr6uF3wI+ba39a2vtk9ba3wTOAW9fbGdr7f/XWvsn1tqHrLXHrbX/GTgI/HKd2ici0nBmZma85UgksiYBH0AoFPK2qfi6iIhIY1n1qwVjTAR4DvDAgoceAO64glOlgcnVapeISKPzF11PJpN1f75gMAhAPB73tqmHT0REpLHU4/ZwFxAERhZsHwH6lnMCY8xvAJuBzy7x+FuNMQ8bYx4eGxu7mraKiDQMf8BXz6Lrjuvha2lp8bYp4BMREWksGy5LpzHmVcCHgNdba08tto+19hPW2luttbd2d3evbQNFRNaBtbYm4Ovs7Kz7c7oevnQ67W0rlUp1f14RERFZPfUI+MaBCtC7YHsvMHypA40xr2a+V+9N1tov16FtIiINqVqt1mTpbGtrq/tzuh6+jo4Ob5t/HqGIiIhsfKse8Flri8wnXLlnwUP3MJ+tc1HGmF9hPth7s7X2f692u0REGlmlUqFYLHrra9HDZ4whEAjU9PCNjo7W/XlFRERk9YQuv8uKfBj4rDHmIeB7wNuATcDHAYwxnwGw1r7pwvqvMh/svQf4jjHGzfUrWmsn6tRGEZGGUSqVagI+/7y6egoGg7S2tnrrExP6SBYREWkkdQn4rLWfN8Z0Au8D+oHHgJf55uQtrMf3tgtt+csLP863gbvq0UYRkUZSKBRqAr5IJLImzxsIBGoygipRloiISGOpVw8f1tqPAR9b4rG7LrUuIiK1CoVCzbq/Nl49BYNBL3kLzBd/r1arda8BKCIiIqtD39giIg1gbm6uZn2tAi5/sAfzAZ+Kr4uIiDQOBXwiIg3AH/CFw+GLArF6CQQCGGO89WKxqFp8IiIiDUQBn4hIA5ienvaWI5FITRBWTy6wdD2K1loFfCIiIg1EAZ+ISAPwB3zRaHTNAj4X6PkTt2hIp4iISONQwCci0gD8Rdf9ZRLqzfXwpVIpb5sCPhERkcahgE9EpAHMzs56y+3t7Wv2vK6Hr62tzdu2MIGMiIiIbFwK+ERENrhqtUo+n/fW1zLgM8YQCARqnlPF10VERBqHAj4RkQ2uXC7XBHydnZ1r+vzBYJCWlhZvXQGfiIhI41DAJyKywRWLRcrlsre+lj18MD+sM51Oe+tjY2Nr+vwiIiKycqH1boCIiFxaLpejUCh46/7gay0Eg0ESiYS3fv78earV6poVfxeR5bPWUi6XsdZijCEcDq93k0RknSngExHZ4PzDOQFCobX96A4EAjWF3mdnZxXwiWwQlUqFYrFIPp+nUql4P04oFCIUChGLxYhEImv++SEi60/vehGRDS6TydSsr3WgFQwGa54zl8tRqVR04SiyDiqVCtPT04yMjDA8PEw2myWbzZLL5SiXyzU3Y4wxGGMIhUKEw2EikQhtbW1s3ryZvr4+UqnUmtX0FJH1o29rEZENbmpqylsOBoM1vW1rIRAI1FwUVioVqtXqmrZB5FpVqVSYnJzk3LlzPP3004yNjTE9PU2pVKJarda8F621Nce6LLvu31AoRCAQ4NFHHyWVStHV1cV1113Hrl271vxzRUTWjgI+EZENbmZmxlsOh8NrfkfeXQjGYjFveKmKr4usvmq1SrFYpFQqMTQ0xNNPP83Q0BDT09Pkcjmstd7cPGutF8y5baFQyFuHZ967/s+MarWKtZapqSlmZmYYHBzk0KFD3HLLLezcuVNDtUWakAI+EZENzh/wRaPRNQ/43AVgOp32Ar5SqbSmbRBpdvl8nrNnz3Ls2DFOnjzJ9PS0N0TT8Qdw7icYDHo9eO69Wq1WvcQtLvhz+/t7/MLhMJVKhaGhIcbHx9myZQsvfOELaWtr01BPkSaigE9EZIPzz+FLpVJr/vzuIjOdTnslGbLZ7JqXhxBpRoVCgcOHD/PjH/+Y0dFR72aKP8umC+qCwSCVSsUL7lyPf7VapVQqUSwWvSDPWkswGCQUClGtVqlUKlhrqVQqXvBXLBYxxhCLxSiVSjz99NNMTExw2223sXv3bs3TFWkSeieLiGxg1WqVbDbrrbe1ta15G1xvgP+5JycnGRgYWPO2iDQ6ay1zc3McOXKEJ554guHhYfL5vNeT57LihkIhL9BzwZ8xhng87gV3LoGSf+6evwevVCpRLpe9dbefP+hzZRzC4TChUIjx8XG++c1vMjo6ym233UY0Gl2Xv5OIrB4FfCIiG1ipVKqpwdfS0rIu7QgGg7S2tnrro6Oj69IOkUZVKpU4efIkBw8eZGhoyMuq6bikKv7ePP8QzUqlQqFQYG5uzsvE6ebt+YPEhUMx3bEu2ZK/B9A9r3usWCwSDoeZm5vjJz/5CZOTk/zMz/zMun3uiMjqUMAnIrKBFYvFmoCvo6NjXdoRCARqCr67oZ0isjRrLefPn+exxx7jiSeeYHp6mmKxCNTOqXOBWiQS8R5zAZibi+e2R6NRkskkLS0tdHV10d7eTjqdJhwOE4/HsdZSKpXIZrNkMhnm5uaYnZ1lbm6OXC5HLpcjn89TLBa9QNCf6KVUKhEOh6lWqxw/fpxsNsudd96pHn2RBqaAT0RkA3PFlB1/L9taCgaDNQHfxMSEiq+LLMHNhzt06BBnz54lm81672P3nnE9cpFI5KJeNsB7f7lAzgV4nZ2dtLe3k0qlaG1tJRKJEA6HF22HtZZsNsvU1BT5fJ6ZmRmmp6c5f/48MzMzXkBYKpVqhoW6uX3lcpnBwUHuv/9+XvjCF7J37946/+VEpB4U8ImIbGD+C0WYL42wHoLBoNf7APOZQ13yCBGZl81mOXLkCI8//jgjIyNks9mauXn+ZCvhcNgLsvL5PNZaL8iLRCKkUina2tpob28nmUzS1dVFR0cH8XicQCCwrIy9xhiSySTJZNILJnO5HHNzc2QyGTKZDMPDw5w9e5ZMJlPTXje3r1KpMDw8zL/+678yOzvLLbfcogyeIg1GAZ+IyAY2PT1ds77Unfx6W1jw3Q0HW6/2iGwU1lqmp6d58sknefzxx5mYmPACOMCbZ+fm2rnhmtls1kvG4gK4RCJBX18fra2tdHV1kUgkSKfTpFKpqy7JEggEiMVixGIx2trayGazzMzM0NrayubNmzlz5gyjo6PMzs6SyWS8G01uiOjY2Bg//OEPKZVK3HrrrcrgKdJA9G4VEdnApqamvGWXyGE9uEQSbq6PSwQhcq0qFAqcPn2axx9/nNOnTzM7O1uThAWoCfRg/kZJtVr13kvRaJTW1lY6OjpIp9P09PR4wzXj8TjRaLQuveiu5y+RSHhDO1OpFB0dHZw7d465uTmmpqZqPn/K5TLnz5/n4MGDVCoVbr31VmXwFGkQCvhERDawyclJbzkSiaxrwAeQSCSYm5sD5i9ek8nkurRHZD1kMhkmJyc5evQoJ06c4Pz58+Tz+Yv2c1kzg8GgVwS9UqkQDAa9HrYtW7YwMDDg9eAlk0mv5t5aMcbQ2tpKPB5nYmKCeDxOKpVicHDQSwwzNDTkBbLWWsbHx3n44YcpFArccccd6zbMXESWTwGfyDXADRuSxuO/w+7m7qyHxQK+XC6n4uvS9CqVCpOTk5w+fZrHHnuMsbEx5ubmapKcOG5+npsHVywWveCvs7OTnTt3snfvXvr6+jZUoBSJROju7mZ6epquri5isRhnzpzxRhWMjY2RyWS8/aempvjJT36CtZbnP//5JBKJdWy9iFyOAj6RJmOtpVAokM1mmZiY8OaTGGNIp9MEAgHK5TLxeJxYLEY8HvfqPRljCIfDXtY3N+xI1ocr0OysVm/aSrJrunlGra2tXkmGyclJNm3atCptEtlIqtUqhUKBkZERDh8+zPHjx5mamlp0GHMwGMRa6wV2bshmKBSitbWVvr4+9u3bx86dOzd0YBQMBuno6CCbzRIMBkkkEoyMjDA4OEgwGPQSvDiZTMYb3nnHHXeQSqXWsfUicikK+EQaSKVSqcmi5lcul3n66ad5+umnGRoaIpPJLLrfUtyd6Wg06k3sTyQSdHR0MDAwQFdXlzenxAWDUl+lUolcLuett7e3X/Hf3VpLLpejVCp5F7Eu4IvH4xhjiMfjy0q+srD4umrxSbNw741iscj09DSnTp3i6NGjjIyMUCqVLtrfZdt0dezcPL1IJEIkEqGtrY2BgQH27dtHb2/vug3FXolEIkE0GmVqaopNmzYRj8d56qmnsNbS3d3N+fPnve+WXC7HwYMHMcZwxx13aIi3yAalgE+kAZRKpZqCvf7emXw+z6lTpzhy5Ajj4+OLXpwsh7vgKRQKzMzMeNvD4TCPPPII8Xiczs5Oent7GRgYoK2tjVgspgCwjlxxZOdKh0+6YssuwDPGEIvFCIVCXnp214sYjUYJBoNEo9Ga7Hv+RDELa/GNjIxc5W8osn5cpsx8Ps/ExATnzp3j5MmTDA8PLzovD/B68JYqodDf38/WrVsZGBjYUEM2r5QbgprP5wmFQsRiMY4fP461llAoxNjYmDevr1gs8uCDD5LL5bj11lu9oM+fpTSZTCqrp8g6qtu7zxjzDuC9QD/wOPBua+13L7H/i4EPAzcAQ8CfWms/Xq/2bRQu0527qFrJ3ftisYi11jve1c6pVqveRTzgfdiGQiGSyWTNc7l9/evFYpFQKLRoKmj//u5D3Q0LdFwR2ZX+bhvBwr+LS0Xvfh/3O1/q97PWUqlUaubRubvDy5HJZJidnfWGZMbjce+CfXBwkEOHDnH69GlmZmYWnVMSCoUIh8OkUinvYqVYLFIoFCiVShdllVuoVCpRKpW8ZAWDg4McOXKEtrY2enp6vIn9mzZtIhaLNX3w509eEAqF6vq7+lOjA7S1tS37+bLZLLOzs15P7VIXn9VqldnZWfL5PIVCoWYIqRONRolEIlSrVeLxuLf9/Pnz3vtBpBFUKhVmZmYYHR1lbGyMsbExzp49y+zsbM3NFT/3ver+DQaDhMNh0uk0nZ2dDAwMsGXLFjo7O0kkEk31+edu6rkpAEePHuXs2bO0t7czOTnpfR5WKhV+8pOfkMlkuO2222quMdw1TktLy3r+KiLXtLoEfMaY1wL3Au8A/u3Cv18zxuy31p5eZP8dwFeBvwHeCLwQ+JgxZsxa+4/1aGM9nTt3zvsgDAQCWGu9i0M3bMoYQ6lUolAoeMWLXU+JCw6q1ao3pMsFF6FQiGq1Si6Xo1AokMlkvEnhbg6BC7Lc87pj3XO7HiAXyLiCyuFwmHK57A39ckGje9z1DOTzecrlMsYYKpUKpVLJqyvkAgp/oBeJRLz0z+4C2dX1KZVKNUGr+4Jw5y8WizXBq7u4LBaL3pwiF3S5HgwXaAaDwZpAy/2+7nFXJ8m1MZFIeIFbKBSiUqnUDKdzf8+Fga67mE4kErS3txOLxbyLdHdO9zx+/kDaBYXu/8X//+wCvdbWVm/+3ejoKEeOHOHo0aOMj48vejc6Ho/T29vLzp072bFjBz09PV7hbGst+XyeTCbD1NQUMzMzNRdB09PTiwaC5XLZK9Y7NjbG0NAQra2tRKNRnn76aXp7e+ns7CSVSnmvmY0WAFYqFfL5PPl83nsvVCqVmteg//3k5kMWCgXvtW+t9S742tvbaWtro7W1ddV/z4UBn3845eXk83lvTs6luHl5ra2t3nvRf5PDfU7Nzs56PYKOK76ugE82skwmw9mzZxkZGWFsbIyJiQmmpqbI5/OXHfbuvlfc90Q6naarq4udO3fS19dHOp2+qFe82fhvNsbjcZLJJEeOHMFay+zsrHdTGeDYsWNYa3n5y1/ufV6NjIxc0fQCEVl99fqE+i3g09bav76w/pvGmJ8H3g783iL7vw0Ystb+5oX1J40xtwHvARou4PvCF77g9ci4IAFqhze4f93FpRsi4r+YcuuL9drIxuUCRhcEuuDHzZMyxni9L66nzaXsBrwhQtFolGQyyebNm+nr66NcLpPL5Th9+jRPP/00Y2Nji87nCwQC3ry7ffv2sXfv3osuyN28rXg8TldXF/l83pvn5U/4curUKc6cOVMT+DruTvnC4Z/udw+FQiQSCdra2ti0aRP9/f20tbWRTCYv2bvpbnTAfIDpep5gPoiZmZnx5tq4QsKhUIhgMEgqlaq5meJ6q+bm5rwg1v0u/gs09/d3NyH8Py4YX+qCJRKJsGnTJvbt28e2bdvo6+tbtcDPX5LBtXk553Y9+1c6n8bVBfNzPXou2Pd/HhUKBSYnJ2lvb99wgb1cu8rlMpOTk4yNjfHUU09x7tw5rxf7ciMa4JkERe4zrL29ne7ubnp6eujs7PQ+x5o5yFtMKBSio6ODAwcOEIlEePzxxzHGMDc3Rzab9fY7fvw4X/jCF3jJS17Cli1bvGscEVk/q/5pZYyJAM8B/mzBQw8Adyxx2PMvPO53P/DrxpiwtXZlk5LWycKLNLm2+HsvZ2dnr3qe05EjR2p6MF0P02LS6TTbt29n7969bNmyhZaWlstehPuDP9fzl8vl6OzsZPPmzWSzWYaHh3n66acZGRlZctgTPDP80x8gnjp1iscee8zrEevr6/OCv0Qi4QVbhUKB8fFxstksmUyGXC5HLpfz7sK7ZCNL3URZrxsjxWKRkydPcvLkSbZv387zn/98tm7dWjPU2f3AMwGt+z3K5XJNwB8KhYhEIgQCAUZHR2uea7nDgLPZLNbamuGXV8td/Loha+73c718/t72RCKxajUD/X8vdzNExKlWq8zNzTE5Ocn09DQjIyOMjo4yOjrK3NzcsgI8wAvwYrGYV4DcFUFva2sjnU6TSCSWldyo2cXjcW688UZaWlr40Y9+5I2kcaNmAM6ePcsXv/hFfvZnf9Yb+SIi66cet6e6gCCw8Cp3BLh7iWP6gG8ssn/owvnO+R8wxrwVeCvA1q1br7K5qy8Wiy054XvhxfflLlLdnUa3r3/df/Hnvwh2wx/d4278vP/5/cMn/ePsF9vHn5rfP0x0sYtt/zndXT33rxsmubBN/t/F3+vp/51csOPfxw2z8feE+o9Z+Pv4l935Fh7jhs263go3hNPdnfQPdXU/K02SciUWziVcKBKJsHnzZvbu3cvmzZvp6uq6qKdmOfzBH+D9rrt27eL2229ndnaWwcFBDh8+7GUCXQ6XyS6fzzM2NsZjjz3mBbHu/9oN2YXLvy8W2ii94CdPnmR8fJyXvexlFw2/XNib7+dedzCf9c7dLfffLIhEIkxPT3vDTC/1O5dKJW+I+GpyAVw8HvfamE6naWtr8wLzUqnE5ORkzVByNw/oSktBzM3N1cxNDYfDdHd3r+rvJI3DDTkuFAqMjo4yODjI6Ogo58+f93rwlvtZ4F6f8XiclpYWuru7aW9vp6uri+7ubi+4c6VqpFYoFGLnzp20tbXxne98h8HBwZoC8zBfq+/rX/86+/fvZ8eOHbS1tV1zvaIiG0VDvvOstZ8APgFw6623bowrPZ/rrruOsbExQqGQN3fLXei5hBlujpob/uev3+MuivwXSe5CyyXZcHfUXG+Su4h0F+iOW3cfsv7AZbEvRn89Ntd2F1T5Ay733K7Nbu6b+338F4bhcNi7Ow947SyVSlQqFcLhcM2Fv5v76CZ9u3MVCgXvwtg9z8KgNRqNevPm/L+TvzaS/3dxQxCr1SrhcNjLUun+f9xzuKGD7vdxwUm5XGZ6etq7MJ2ZmSGXy3lDXNzv6f42/myJ4XC4JuObUygUvDmalwry3N+ov7+fXbt2sW3bNm9+xWrNqXKvGzfcMZFIsG/fPq677joKhQKnT59maGiIiYkJ5ubmvKGUC3v5FnLDJBeraVVP/nmf7v8XqOmdCofDXmIcl+zGvYf8vayuN9PNC3IymQzf+MY3eNOb3kQymfReJ/6eWVdAfbGERv4kP/65Me6zoFAoeBk1lxIKhWqyaa4W19ZoNOoFfLOzszVFpN17OJfLeT237rXg5kG5mxH+171/Xq17rFKpEIvFvM8CDRm9trj3wOzsLGfOnOHcuXPeHPnlzL/zc+/tcDhMMpmks7OTlpYWent76enpIZ1Oe0PCZfk6Ojr4hV/4Bb73ve/x5JNPesO+3f/N7OwsjzzyCFNTU1hr6e3tveJsw061ailWqkSCAQIB/T81EtcD7KahuB//95+7JlqYo8H/Xeeugd21VCgU8q473Ogjf+4Ad82Xy+Vqssq672R3U9KNSMnlcjWPu+fz35S21pJKpbj99tvX/g95FeoR8I0DFaB3wfZeYPji3eHC9sX2L184X0PxJ1/xB0cuEEqn094Lz70g3Rwh/4tqbm6Oubk573h/wOT+dRep/oQwLihybxI3f8wd4y50/ReW7k3lslAuDAZdQOQCM1dryNUhCgQCpNNp7wLan73Sf1ffXSy65/cnVHHP7WrBuXP5ew8Xzov08wfGa2mpL69iseglRvF/SLmLfDe3z39DIJfLkclkvCAyk8l4c9bca6ilpYWuri4vWYALRMvlMtlsllwuV9O74++R9Qe7fu7xYrHoDZ/zW+rCatOmTWzZsqXmot4lE3JDrCYmJpienq6Z43ElXIDgboC4BED+pDChUMjrQS6VSt7FnRv+594jMP9l4Ia6+l+n/tfqUllX3XvTfVm5Hstz585x8OBBZmdnAZiYmOCrX/0qr3nNa4hGo1fU2+ren6VSqWb4bHd3t5ccZj1rXbnXoBu6PjIywu7du2tuvrgLa8c/V9UNGV5MJBKp6QFwN3Ckebmgzv1kMhnGx8c5d+4cIyMjXnB3pYwxXjKudDpNMpmkvb2djo4O78c/r1pWLhqN8qIXvYh0Os1PfvITpqamam5Y5nI5nnrqKfL5PNu3b2f//v10dnYu6/u6XKlybDTDt4+OcXz0mREle3pS3Lm3mz09KULBKxs5IJfnvyZz16Vumor7LvdfT7jvXf+cd38HRT6frxl15Z/S4L8WddeT/velfw69/+a5P4Ge++7331xdOBLMtdN1KrjzuE4T/zW4s3BEm2tnOBxWwGetLRpjDgL3AF/wPXQPSydg+QHw7xdsuwd4uNHm7wFe/R1/gFIsFr1Mf/7ePX8A5r6g3LLrGXAvTP8QOHhmSIp7YywM9ICaQNG9iVypBf95HLfd9Wj5544tHK7pfw5/z9VKNXLBVhfIwTN/TxcUXy4Vtft/djcIYrEYkUiEjo4O7w6Y6xECLvr/LZfLFAoFL1B2gchKAqylynC414N/CK2/93Wpv0epVCKbzTIzM8Ps7CwzMzNMTk4yMzPjfQG4130wGCQWi9HV1eX16ri/YXt7uxc0Xa4MRj0tLKcRj8dpb29ny5YtdHR08PWvf90L+o4ePcojjzzCzTffvKK2uvmLTm/v/D2x9b44Xaz4erlcvuSwN/f/CNR8oS72OpPm5v8+PH/+PENDQ0xNTTE6Osrk5OSKPrfcTYZIJEJrayvd3d309vbS3d1NS0uLlym6UcsDNYJwOMxznvMcAoEAjzzyiJc92r3Xy+Uy586d866Drr/+etrb25fsVa1WLWcms3zuh6c4P1ckEQnR3xKlCgSAwckcn/zu03SlorzlBTvoa23eOYJLDVNebO66u8b030z33zQvFoveTWgX0Lm/v+sl8wdsmUzG66CIRCLetanLWu329486c8/l/391vXf+TO7u+fyB48KAceEokI3CP/qmUdRrSOeHgc8aYx4Cvsd8Fs5NwMcBjDGfAbDWvunC/h8H3mmM+UvgvwMvAN4MvK5O7asrf9IFd+Ebi8Voa2vz3hT+N45/UvnCN4i7UHK9D+68wKK9YIv14Li77e7Oh/uQcKUg/MMxV+JSF/6NarFeRDckwf8B6v9wdfzB8qW4D1z/B6RLjOEfZuAeu1KLfTi6O3D+32nh46vBnce9fv0Bgn/epH/OZiOLx+McOHAAay3/9E//5N3J/Pa3v82OHTtWNIRpbm6uZsirC/jW28Li62NjY5RKpWXPc2rGzwtZXLlcZmJigpGREQYHB5mamvLqimaz2Sse0u1uKroALh6Pe8FdR0cH3d3dXr1RWXuBQIBbbrmFUCjEI488wsjICLlczvsuKhaLTE1NceTIETKZDLt27aKvr4/W1tb5USoXevO++eQIPz49yVNjGYwJ0BYPUa1asqUKWAgFA3SmImzrTDJXKPPf/uUY/58X72RLe6Jhh3r6h8EDXkbZhVM7FgZGrmd84ZBDN8LIjdrxj7KAZ3rw3M3mhYGhW/d3Tvh71Nw+rj0bKRiTxdUl4LPWft4Y0wm8j/nC648BL7PWnrqwy9YF+58wxrwM+AvmSzcMAe+yDViDD+aLIy8cyuiGRLa1tdVcxLuewIUXwHDxUMartd7Z7RZ2k/trmi3n93MZ1Fb6Ze7/QFs4dNH/AXa5uXPwzJ01Nx/E/39dKpWWlTzAzcFzd738wfxqWOpc/r/1Wt3tXo/nXA/PetazOHPmDA8//DAwn8HyyJEjKxr6MTExUXNB3NXVBaz/3y8UCtHW1uatz8zMrEniItnYqtUqs7OzDA0NMTw8zNjYGOPj48zNzV3xfDt4Zii3K4uQTqfp6ekhmUySSqW8xFSNfrOo2RhjuOmmm4hGoxw6dIjx8XEmJiZqhtTNzMx4ZV6GhobYu3cv0+UQH/7mSX46kiNfrFKxcKlv0FjIcOTcDOFQgHAwyMOnJrhxoJV9vel1H+q52LBAxz8E0o1ycZ+hri4zPHO94m7Su1E7LnBbWC/ZBX6ut83f4+afXuTas1jv4Ep/1/XmzwEBFycP9F9D+xOn+acd+b9X3d/c38ni5vG70QT+78BGUbekLdbajwEfW+KxuxbZ9m3glnq1Zy319/fT19cHLP/ibKl5VfXgnzDrvogXvvn9HwjuTeF6Gt2HyMKaRpdqr7uTtJA/Qcxy2j09Pe3N23JDDxcGxO738hdd93+Q+tu7sM0uCF8qk1g9Mh9Kc7nzzjs5evSoV5/w4MGDXHfddVf8BeFPBAN481vX+/UXDAZrhl/7C9jLtaNSqXh1QU+ePMng4CDT09MrDu5cUfPW1lYvuGtvb/eSqyiwayzXXXcdoVCIRx99lGAwyPnz52uydLv8BMVikSdPDfOts5axaoKoDVG2YcqEgKWvKfJlS75cwgCt8RBdwSihAJyZyK7LUE83P9kFbou9B/xTMFzSr0qlUtMLV61WmZiY8AI7/9w0F7y5ayl/UHe5IG6xEUv15p8/5+bZuwDLP13In8DFf2Pfn6fCnSMajXqdF/7pSe56zn0/ur+/S7YWj8e9UXWAt81d17ps0qt9430jacgsnY1gve/C+7m7QC5zoj8RhLuLsbCXzT+/8FIlAfxzIi71AeKGKvqfIxKJXNHFq0tKks/nyefz3lyppbi2uQ8Kl+nPPbbYXDWRq5VOp7n55pv59re/DcD4+DiDg4NXHfABdHZ2rnta84UBn7sgkebiLjD9yZwmJyc5efIkQ0NDjI2NXTTseDncZ3FHRwepVIp4PO7VvYvFYl5SotWq4yjrZ/fu3YTDYX76059ijPGyWMP8dUk2myVbrDAyV6GfMMlAjvPVBBFiFAjN/9gQZQIsFfxZYCpXZq5QZjpXoisdpTMZoViu8t/+5Sjv+rm9Vx30+ZOKAF7g4IarusANnpnS464vyuUyMzMzzM3NMTY25s19y2Qy3lxWl0HS9QwuzKa+VFb1xdq5WlxA5hICukArmUx6Cfr8wVEsFquZm+0ffu2fvuS+v/w33F1PvutciEaj3jQQFxi73rXLZaiWpSngayL+jEf+u0X+eWKu+LXLkrmcuWaAdxfK9Qb6E22sFZcdsKWlxZuPCIvPt9OHgqynm2++mQcffNBLuvLUU0+xZ8+eK8rWOTU15S377z6uN/+dWneR41Kx6wZKY3LDwnK5nJcpeHJykvHxcUZHR5mYmPDKzFyJaDTqlT7o7++nt7eXlpYWr7i5Xi/Nb9u2bSQSCb73ve95iblcht9qtUoxnyMKGCpEKZMIFJi1McZtkhJhSgQpE6BIiJINUCZAlQB2QQBYqkKhXCUVCTKTK3M+UyRg4KPfPMYHfukGQsHART1iC3vPFr4e/cNQl+qx82eXdP/mcjlmZmYYHx/3smy7wMW91/w1Z92Ndfc38Q+9vFoLk/65ZfcZHgwGSSQS3o0Xd8MlmUx6ve3+pHHL4U+4stj12ZWMVFnvES3NRAFfA/BPqnUB3MIJtnDxh5LrCk8kEl6Cl5X2DrhMkRvF1fwuIvWWTqfZuXMnTzzxBABHjhzhtttu84Z6X06lUqnJVphMJr06d+vNDdNJJpPesNWZmRkqlYrekw3AXeS6FOv+n/HxccbGxryL1OVyc126uroYGBhgx44ddHV1efPZ5drW3d3N7bffzoMPPsjMzAzRaJTx8fH5uVIVmP9kq5DHksYSN2XipsC0TTBroxRNmLCtUDbP9PRVMVQIYAGLoWINhUIZU4mSDAUgZCgUS/z42Bm+cSjKrds6akY3OS5Zmj/ocjfPAe/fQCBANptlbm7Oyy7pppm4ear+um3ucX8gt5A/ILpUJk7/UE3/+8k/L82/zZUCcuWMYrFYTeDmAjr3vk0kEovmI1gplxBQNhZ9O28QrsfKP/zSfQgsHC7lLz4Oz3xouDe4v4C0iKy9QCDAzTff7AV8uVyO8fFxent7l9Wr4YYuO62trRsqmHJ3hV3A50ozbKQ2yjz3HZLL5bzanpOTk97P+fPnmZ2dXfRieCnRaJTOzk56enoYGBhg06ZNtLS0kEql6vibSCPr7e3luc99LocOHbqQyTrOT546RZwqQSAOhKhSoAwE6KBK0pTJBkPkbJRZouRsmBwRSjaAMRaDwQAGS9TMB1Sl7CzxxPxIiEgQKgY+98PTHOhPE77Qq+WGYLoeL5dkzU0byWQyXjkCV2PWHwC6HAH+xCnuOszdjF9YomA5gZ1/fpt/iOjC5CP+2rFuzls0GiWdTrNp0ya6urpobW31Mn2rJ11AAV9d+YdTug8Cf/IQ/5twYVDn3qT+iaUL6/CJyMbV399PKpUik5kvFjw0NMSuXbuW1VO+MPNld3f3hgqmXGmG4eFhAEZHR694LpfUhwvwXBbATCbD9PS013t37tw5MpnMsv+/XFbW3t5etm3bRl9fHy0tLcTjce+iU+RyjDH09/cTDAZ57LHHeOr0OSYqCZImTwtlwnDhp0qBKgUgRJg0FVKmRJvJUbBBsiZM0UYo2CAVghQIMh/6WaoYzs9USIaShEIBrAnSEg9xfjbPibFZdnQlvV66mZmZ+TmE2SzT09NeshV/j55/6Ke//JJ/aOjCoZj+ZHeL8ZfBcglFFgZk7jrPH9Cl02nC4TCJRMIb8dHa2koikfBuCOomv1zKxrmCaCIuU9liX6j+N6X/To+7Q6OgTqQ5xGIxtmzZwpNPPgnMD+u85ZZblhXwLSzJ0NPTs6ECvlAoVFNbcWJi4ornd8nqcMPH3E+lUiGTyXDq1CnOnDnD+Pj4FRUzj0QidHR0sHPnTvr7+9m6dauXsEE9BXI1jDH09PRwyy238MNT36ZiJshjKFOhhSwRIAhEgQhQokQRqBAmTIWoMSQoUiJHiRAVDMULyV3my7FbqtUA5dk5WuIRjJkf8Bkr5fn2d0Y50Ra+qCQT1NanTSQSNaWVXEkDl3jE/7nsD/IWXrP5E8S5bJP+rOL+3j8X3LkcC+l0mo6ODrq6urx6k+660CW784/yElmOjXMF0UTC4bD3BvfXCVIgJ3LtCAaDXHfddV7ANzExwfT0tFdP71JGRkZq1js6OjbUZ0coFKKjo8Nbz2azytS5RlxyFVe4vFgsksvlGB0d5eTJk4yMjDA3N7escwWDQVpbW+nu7mbHjh1s27aNtrY2ZTCWujHG0Nraxmh0M8fKOQaC08RNiaI1pE2eOBUvfHO9fmVKlDBeMGjNheLgBDBYLIYSASoYqhgCJYgSIGQMAVuliiU7E2CKZ5LUhcNhAoGAd6PE9dZls1lvPp8L9lyPnn8enkt84u/Nc0GYu/7z9/75k6a4nAguKcrAwAC9vb1edlr/c+h9KKtFAV8dJBIJEonEejdDRNbZtm3barJZTkxMsG3btsv21o2Ojtasb7TPE5cx13F3xKU+rLXkcjkmJyfJ5/MUi0UymQzj4+MMDQ0xNDS0rNp38XictrY2+vv72bRpE9u3b6elpUVDwWRNFStVQuEQo7RQrAbpN7NETYgiEVrIkqBElCruFlcQCGCxgHuVV7GEqF6YwzffIwi1xRuMnd8SxGDKQXIFM1/g4cK8PXimSLq/PJX/vbSwnpv77HZBnX9enr/X0NWVi8ViJBIJOjs7vaHR3d3dylIra04Bn4hIncRiMbq6urweu9OnT7N///7LBnwuGQrg1UDaSEKh0EUJOlwhZV3ErI5isejNwZuamrqoJ89ftmMpbmjY9u3b2bFjB+3t7V69q43UYyzXlkgwQNVaokGYqiQp2DDdJkPcFJkmRpwy6cAc7eSIYmuq8FlgfvB4iMqF7fNFGmoLNZgKhIMGCwTN/DzTALUZLf2JUfxJXPz1hd2wTRfc+XMwuFEN/lIH0WiUVCpFd3c3PT09tLS00N7eTiqV0nxXWVcK+ERE6iQSibBt2zYv4Dtx4gSZTKamcPlChUKhZkheMpnccAGfMcarC+iyO05OTqo0w1Uql8teLbyZmRkymQwTExOcPn2as2fPXnaeZCqVoquriy1btrB161YvW5+CcNlIAgHD3t409wcMVCw5IgzZVtLkSZs8ZSpMV2OMUKbNZOk0c0QpE2H+ojUIVCgTvDCUs0TQK9FQxhDCEqhCPBgkQIVQMEA4FCAajcyXgvDNrzPGeMM73Rw9l8XT9d4FAgFKpZI3184lXHE341pbW2lvb6enp4eOjg6vrp0+C2Uj0atRRKROjDHs2rWLhx56CMDLDtfb27vkMQszdLa3t2/ICwdXDN4FfCMjIyrNsAKuULOrhTc5OcnZs2d5+umnLzsXLxgMsnnzZvbv38/mzZtpaWkhGo1qiKZseHfu6ebj/3ocSvM9ZmWCTNokczZKm8nRYvIYE2TSppiySRIU6A5kiVAk5A3nNESxVCldmL8XIAxeX5/BkAoHKFUs8cD8XDyX8ASeGc5ZKBS8mnnVatVLrOJ/L7kSB4lEgvb2dtra2mhra6OlpcWbxqMbK7KR6ZtZRKSO+vr6CIVCXu/MxMQEpVJpyYvysbGxmppovb29G/ICPhQKkU6nveGn586dU6bOK5DL5RgcHGRoaIjh4WGGhoZqhvIuJZlM0t/fz3XXXceePXu8wFsXm9JItnUmaE1EmM7narYXCTFqU0zbKK0mT6vJEzclSoQ5XWkjbXKkAmVCVAlSJowleGHYZ5Aq84M85+fdpYMBKlUIBwJEwgEvAUu5XPaGZrph6MYYIpGI9+PKHyQSCfr6+kgmk7S2ttLS0qKhmdKQFPCJiNRRLBaju7ubc+fOATA4OMj+/fuXDOLOnj1bM/m/t7d3Q863cvXZzp49C3DFxbuvNdZaCoUCp06d4sknn2RwcJCpqanL1sNLpVJs2rSJLVu20NvbSzqdprOzc0PeBBBZrkQkxA39LQxN5SlXFxYjNxSIMGojnLcpkuTpDmSJB0rkiFGwFUJYIpRJmBJBqoSpEIRnkriEL2TtNAHaEiFvKKb7bI1Go4RCIUKhkDdsPpVKkUqlSCQSpNNpL+BT7500AwV8IiJ1FA6H2bp1qxfwuaF66XR60f0XlmRYThmH9RAOh2tKM+RyOWXqXKBcLpPP5xkZGeHxxx/n6aefZnp6+pLHBINB2tra2L17N5s3b6ajo4POzs4NN49T5GoEAoabtrZzfHSWY2NL14msEGCGBDPVOBHKxCgTN0VaTIGgqTBlLQEsJRvAWEvUlImaKgOJOIlEiBv720jF5ssnuOAuHo8Ti82XaAiHwwSDQQKBgDcvORqNeo+LNAsFfCIidWSMYffu3Tz44IPAfM26yclJent7L7prXK1WawKCYDB4yQQv68n18DnWWmZnZ6/5TJ3lcpm5uTkmJiZ48sknOX78OFNTUzW9tgslk0na2tro6upi9+7dbN++3cumKdKsXry3m4dPTJAtVjg3XeDShUUMRcIUCTNj44zZKiGqREyFIPPLMF+KYWt7nFe+ZC/bO1MEAxd/FoVC8z1+/lrJbkinSLNSwCciUmc9PT01GS2np6cplUoXXWDMzs5u+AydjjGGtra2mmFS58+fp1wuX5PDDXO5HOPj4xw+fJhjx44xMTFxyeGaiUSC1tZWry5XNBqlu7ub/v7+a/LvJ9eePT0pdnQnOTedIxYJcnYyT758+XqSAFUCFAlQtPOXsYYqIWPZ3Bbnw7/+PAbaF69d6jJsilxr9KoXEakzV49vaGgIgFOnTrF///6LAr7h4eGGyNDppFIpQqGQ1+azZ8/y7Gc/+5oJWKrVKnNzczz++OP89Kc/ZXx8/JKJaxKJBN3d3WzatMmr0+X+VpFIRCUU5JoSCgb4v164k/OZAo+dnWF3d5JcqcKpiSzLjPs8gUCAgfY4977uFrb3tNanwSINbONeSYiINIlwOMz27dtrAr65uTlaWlpq9jt58mRNwLB58+YNHTzF43GSyaRXBHx0dJRisUgisfjd9WZRLpc5ceIEP/jBDzhz5sxlg7xt27axf/9+tm3bRjwe9wo1K7iTa11fa4zf+fnr+eg3j/HQiQksht3dKcZn84ClXLXMFqpUlhgRbYBULMQLd3fy+y/bz+aO5v7sEVkpBXwiInXm5vF9//vfB+aH/01NTdHX1+dd9FtrGRwcrDlu69atGzooCIfDNQHfzMxMUyZucQWYZ2dneeihhzh06BDZ7NKJJqLRKAMDA+zdu5ddu3bR2dm5of8fRdZTX2uMD/zSDRwenuWLPx7koZMTRCMhZvJlgoEAe3oSbO2MMzJd4Ox0nlyxTNVCPBzknv29/Nrzt3FdXwuhoOa8iixFAZ+IyBro6uoiGo1SKBSA+Xp8xWLRm6OXy+UuyuDY3d295u28EpFIhK6uLq80Q7FYJJPJNHzilmKxSKFQoFKpUCgUGBwc5ODBgwwPDy+ZfCUQCNDX18eNN97I3r17aW9vV9IVkWUKBQPcONDKjQOtVKuWfKlCpVLl9GSOfzs+zrHRDC3xKLt70+zoTPCCPd3c0N9CJKyaeCLLoYBPRGQNRKNRent7OX36NABPPfUUN9xwgxfwDQ4Okss9U4TYpQ7fyAKBAD09PTXbJiYm2Lp1a0NlvKtUKuRyOS/QK5fLnD9/nieeeILTp097Qfpi2tra2LdvHzfeeCN9fX0bes6lSCMIBAyJ6Pz76IZEhBsuBIHFSpVIMEBgkcybInJp+mYSEVkD4XCYPXv2eAHf4OAgMzMzXmmDJ554oiarY09Pz4bN0OnX1dVVk6nzzJkz3HDDDRs+4KtUKuTzebLZLKVSCWst58+f56mnnuLkyZPMzMwseWxLSwt79uxh//79dHV1efW7RKQ+AgFDLKDePJGVUsAnIrIGjDFs377dWy+VSoyNjTEwMEClUmFwcLBmuOCOHTsaYkhge3s74XDYKzlx9uxZCoXChq0fWKlUmJmZIZfLYa1lbm6OI0eOMDg4yMTExJIJWEKhELt27eJ5z3seW7duVU+eiIg0DH1jiYiskdbWVnp6ehgdHQXg2LFj7Nmzh6GhIWZnZ2v23bRp03o08YqlUikSiYQX8M3OzjI7O0tHR8c6t6xWsVgkm82Sy+WYnZ1ldHSUo0ePMjIy4rV9Mf39/TznOc9h3759JJPJhp6bKCIi1yYFfCIiayQej3PDDTd4Ad/x48c5deoUhw4dqgk6UqmUN9Rzo4tGo7S2tnqZOt38t4GBgXXvBbPWks/nyWQyZLNZhoaGOH78OENDQ5fMJhqPxzlw4AAHDhygt7d3Q5fGEBERuRwFfCIiayQUCrFt2zZCoRDlcplKpcKDDz7I+Ph4zX5bt24lHo+vUyuvjMtOeerUKW/b6dOn2bdv35oHfNVqlUKhQKlUolQqUS6XGR4e5tChQ4yNjTE3N7fkscFgkM2bN/Pc5z6XXbt2bfiEOSIiIsulgE9EZA11dnZyww038NOf/hTAK2ngBAIB9u/f31ABh6sn6OYgnj59mnw+X/d5fOVy2cusWSqVqFQqlMtlMpkMR48e5amnnrpoqKyfMYbu7m5uuukmnvWsZ5FKperaXhERkfWggE9EZA0lk0muv/56nnzyyUXnjm3bto0tW7as+3DIK9HV1UUoFKJUKgHzBdjHx8fp6OhYlTlvrh5etVr1smu6f6vVKjMzMxQKBYaHhzl16hQzMzNL1ssDSKfT7Nu3j/3797Np06aGyIYqIiKyUqt+RWGMiQJ/BrwOiAP/ArzDWjt4iWN+D3glsA8oAD8Efs9a+9hqt09EZD0ZY+jr6+MFL3gB3/rWt2oei8fjvPzlLyedTq9T61ams7OTZDLpzeOrVCqcO3eOHTt2rLhcgb9sgquRVy6XvRIKU1NTjI2NMT4+zuTk5CVr5QEkEgk6OzvZu3cvO3fupKurS6UURETkmlCPW8h/CbyC+YDvPPBh4CvGmOdYaytLHHMX8DHgR4AB/hD4hjFmv7V2og5tFBFZN62trezcuZNCocCjjz5KLpcjGo3ycz/3cxsuu+VyxGIx2tvbvYAP5jOQ3nTTTVccVJXLZUZGRpidnSWXy5HP5ymVSmSzWSYnJ725eJfKrOlvV2dnJz09PWzdupXNmzfT3t5OMKh6XiIicu1Y1YDPGNMK/F/AW6y1X7+w7deAU8DdwP2LHWetfemC8/waMA28APjyarZRRGQj6Onp8Xr7Jicn6e/vZ8+ePevdrBUxxjAwMMCJEye8bWNjY5w7d4729vZLHlutVslms4yPjzM6OsrZs2e9Onlzc3PePL1qtXrZdgSDQeLxOC0tLXR1ddHd3U1vby99fX2kUimVVBARkWvSavfwPQcIAw+4DdbaM8aYJ4E7WCLgW0QaCACTq9w+EZENIRKJ0NPTQ3t7O4FAoKGStCxm586d/OAHP6BSmR/IUSqVOHnyJDt27Fg042i1WmV8fJxjx44xODjI+Pg4mUxm2cGdE4/HSSQSpFIpUqkUnZ2d9Pb20tXVRWtrq+bniYjINW+1A74+oAKML9g+cuGx5boXOAT8YLEHjTFvBd4K8+nLRUQaUTgcbpoab+3t7SSTSWZmZrxtx44dY+fOnezdu5dAIADgJVk5fvw4Tz75pBfoXS7ICwaDhEIhEokEsViMYDCIMYZYLEZHRwdbtmyhp6eHtra2pvmbioiIrIZlBXzGmD8Cfv8yu/3M1TcHjDEfBl4IvHCpOX/W2k8AnwC49dZbl07FJiIiayKdTtPZ2VkT8E1NTXH48GGSySQdHR3kcjnOnDnDo48+yvDwMPl8ftFsmqFQiFAoRCAQIBKJEA6HvXW33NraSm9vL1u3biWdTpNIJNby1xUREWkYy+3h+0vgf1xmn9PA7UAQ6ALGfI/1At+93JMYY/4C+FXgZ6y1Ty+zbSIiss6CwSDbt2/n1KlTWGu9QO7o0aPkcjnS6TTj4+OMj4+TzWZrAj3Xcwfz8wFDoZDXoxcMBgkGg0QiEVpbW+no6GDz5s10dHQQj8c1L09EROQylhXwWWvHuXiY5kWMMQeBEnAP8PcXtm0Grge+f5lj7wVey3ywd3g57RIRkY2jv7+fWCxGNpslGAxSqVTI5XI89dRTBAIBKpVKzdDNSCRCe3s78XicmZkZqtWq16PnevdSqRR9fX0MDAzQ09OjOXkiIiJXaFXn8Flrp40xnwL+1BgzyjNlGR4BvuH2M8YcBj5qrf3ohfW/An4N+GVg0hjj5vtlrLWZ1WyjiIjUR1dXF21tbeTzeS9oK5fLXpBXrVYJBAKEQiE6Ojro6elhYmKC6elpYL4ovevZa2trY/v27Wzbto2Wlpb1/LVEREQaWj3q8L0bKAOf55nC629aMB9vH/PDPp13XPj3Xxac6z8DH6hDG0VEZJWl02kGBgYYHx/HWktPTw/T09NewGetJZlMsn37dqy1DA0Nkc/nCYVCRKNRQqEQ6XSabdu2sW/fPlKp1Dr/RiIiIo1v1QM+a20B+M0LP0vtYy61LiIijScUCrF161YOHz5MLpfDGMPevXvJZDJYa+nu7qajo4OzZ88yNDREtVolGo16vX79/f3s37+fTZs2eVk9RURE5OrUo4dPRESuUb29vfT29nLq1CkmJibYvn07AwMDxGIxSqUSJ06c4Ny5cxhjiEQilMtlotEou3fv5sCBA6TT6fX+FURERJqKbqGKiMiqaW1tZdOmTcTjccrlMqdPnyYQCDA7O8vRo0cZGxsjFAoRDocplUokEgkOHDjAc5/7XAV7IiIidaAePhERWTWRSITNmzczODjIuXPnmJiY4JFHHiESiZDJZDDGEAgEKJVKJJNJbr75Zq677joVSxcREakTBXwiIrKquru76e/vJ5fLMTc3x/T0NPF4nGg0ijGGfD5PIpHgxhtvVLAnIiJSZwr4RERkVblhnbOzs8RiMQKBAOFwmGq1Si6XIxaLcd1113HgwAFCIX0NiYiI1JO+aUVEZFUZY9iyZQtzc3MMDw9TKpUAKJVKpNNpdu7cyU033aRgT0REZA3o21ZERFZdOp1m69atGGOYnp6mVCphrWXz5s1cd911CvZERETWiL5xRUSkLnp6eggGg14h9ra2Nnp7e1VjT0REZA0p4BMRkbowxtDV1UVHRweAAj0REZF1oIBPRETqSoGeiIjI+tG3sIiIiIiISJNSwCciIiIiItKkFPCJiIiIiIg0KQV8IiIiIiIiTUoBn4iIiIiISJNSwCciIiIiItKkFPCJiIiIiIg0KQV8IiIiIiIiTUoBn4iIiIiISJNSwCciIiIiItKkjLV2vdtwVYwxY8Cp9W6HiE8XML7ejRC5BL1GZaPTa1Q2Or1GZaPZZq3tXuyBhg/4RDYaY8zD1tpb17sdIkvRa1Q2Or1GZaPTa1QaiYZ0ioiIiIiINCkFfCIiIiIiIk1KAZ/I6vvEejdA5DL0GpWNTq9R2ej0GpWGoTl8IiIiIiIiTUo9fCIiIiIiIk1KAZ+IiIiIiEiTUsAnchWMMVFjzEeMMePGmDljzD8ZYzZf5pjfM8b8yBgzY4wZM8Z82Rhz41q1WZqfMeYdxpgTxpi8MeagMeZFl9n/xRf2yxtjnjbGvG2t2irXpit5jRpjXmmMeeDC5+WsMeZBY8wvrWV75dpzpZ+jvuNeaIwpG2Meq3cbRZZLAZ/I1flL4FXA64AXAS3AV4wxwUsccxfwMeAO4GeBMvANY0xHXVsq1wRjzGuBe4H/CtwMfB/4mjFm6xL77wC+emG/m4E/Bj5ijHnV2rRYrjVX+hoFXgx8E/jFC/t/Ffjici/ARa7UCl6j7rh24DPAv9S9kSJXQElbRFbIGNMKjAFvsdZ+7sK2LcAp4Bestfcv8zwpYBr4ZWvtl+vVXrk2GGMeBB6x1v4/vm3HgP9trf29Rfb/IPBKa+0e37ZPAjdYa5+/Fm2Wa8uVvkaXOMdDwHettb9dp2bKNWylr1FjzH3ATwEDvNpaq9E7siGoh09k5Z4DhIEH3AZr7RngSeZ775Yrzfx7cXJVWyfXHGNMhPnX5QMLHnqApV+Tz19k//uBW40x4dVtoVzrVvgaXUwafWZKHaz0NWqMeQfQC/xR/VonsjIK+ERWrg+oAOMLto9ceGy57gUOAT9YnWbJNawLCDL/GvS71Guyb4n9QxfOJ7KaVvIarWGM+Q1gM/DZ1W2aCLCC16gx5gDwfuCN1tpKfZsncuUU8IksYIz5I2OMvczPXav0XB8GXgi8Sl8SIiKXdmFu6YeA11trT613e0SMMVHg88B7rLUn1rs9IosJrXcDRDagvwT+x2X2OQ3czvxdwC7m5/I5vcB3L/ckxpi/AH4V+Blr7dMraqlIrXHme517F2zvBYaXOGZ4if3LXNx7LXK1VvIaBcAY82rmE2K8SfOdpY6u9DXaD1wP/K0x5m8vbAsAxhhTBl5mrV04PFRkTamHT2QBa+24tfbwZX6ywEGgBNzjjr1QkuF65jN6LckYcy/zmT1/1lp7uI6/jlxDrLVF5l+X9yx46B6Wfk3+YIn9H7bWlla3hXKtW+FrFGPMrzA/hPPN1tr/Xb8WyrVuBa/Rs8AB4Nm+n48Dxy8sX/J6QGQtqIdPZIWstdPGmE8Bf2qMGQXOAx8GHgG+4fYzxhwGPmqt/eiF9b8Cfg34ZWDSGOPmBGSstZk1/BWkOX0Y+OyFLIbfA94GbGL+AgRjzGcArLVvurD/x4F3GmP+EvjvwAuANzN/Q0KkHq7oNWqM+VXmg733AN/xfWYWrbUTa9x2uTYs+zV64cZYTc29C9cEBWutavHJhqCAT+TqvJv5oW+fB+LM195504L5ePuoTX7xjgv/LqzT85+BD9SllXLNsNZ+3hjTCbyP+aFGjzE/pMjNd9q6YP8TxpiXAX8BvB0YAt5lrf3HNWy2XEOu9DXK/MV2iPnh9n/p2/5t5uuaiqyqFbxGRTY01eETERERERFpUprDJyIiIiIi0qQU8ImIiIiIiDQpBXwiIiIiIiJNSgGfiIiIiIhIk1LAJyIiIiIi0qQU8ImIiIiIiDQpBXwiIiIiIiJNSgGfiIiIiIhIk1LAJyIiIiIi0qT+/5zt0GR8TelzAAAAAElFTkSuQmCC",
                        "text/plain": [
                            "<Figure size 1080x360 with 1 Axes>"
                        ]
                    },
                    "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, \n",
                "                                           rpeaks, \n",
                "                                           sampling_rate=1000, \n",
                "                                           method=\"peak\", \n",
                "                                           show=True, \n",
                "                                           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://neuropsychology.github.io/NeuroKit/functions/ecg.html#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": 30,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1080x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# Delineate the ECG signal\n",
                "signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, \n",
                "                                         rpeaks, \n",
                "                                         sampling_rate=1000, \n",
                "                                         method=\"cwt\", \n",
                "                                         show=True, \n",
                "                                         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": 14,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 576x360 with 1 Axes>"
                        ]
                    },
                    "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, \n",
                "                                         rpeaks, \n",
                "                                         sampling_rate=1000, \n",
                "                                         method=\"cwt\", \n",
                "                                         show=True, \n",
                "                                         show_type='peaks')"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 15,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 576x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# Visualize T-waves boundaries\n",
                "signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, \n",
                "                                         rpeaks, \n",
                "                                         sampling_rate=1000, \n",
                "                                         method=\"cwt\", \n",
                "                                         show=True, \n",
                "                                         show_type='bounds_T')"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 16,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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xbPvvrrvuAuCee+6hvb2d/fv3c+DAAW677Ta/hXvfffcxNjbmh/ctt9xS9/2w77nnHq688kquvvpqXvGKV1x2P2yARx55hGuvvZbrrruO+++/nw9+8IO0t7fz5S9/mXe+851cc8013HDDDRw9Or307c477+TWW2/lta99Lf39/dx0000cPHiQO+64g9///d+vy/dTt/2wZ8aw/8EY85I1ACLyFuD9wJuZnmz2WWPMKy/19XQ/bLWe/cmf/Am5XI43velNfPe736VQKHDHHXewdevWyz9YqUW43H7YfqWzyxVPyY+B8eDG39bypMtsofth12UMW0T+FrgJaBORPuC/ASEAY8wXgYeYDuvjQB74j/U4r1JrkV3KJSIkEgkCgYBWO1OrL9kzHcI//CJMnIFQ/Hx5UmOmg7qSm25Zay3xNales8TfeZn7DfDr9TiXUmudrSHuOA6JRMIvT6pj2GrVJXvg9R+brmB24uHpddbMzAZfY7t16X7YL7X6PxWlNphqteq3sKPRqF8sQsew1XIzxiCXW7oVCE5XL+s6MF0UxS1PL91a4mzwetvo+2EvZjh6bf2ElNoAalvYwWDQb2HncgucpavUAkSjUcbGxhYWBI4DoeiaC+uNzhjD2NgY0ej8CtJY2sJWqs7sWLWIEAwGicVigLaw1fLasmULfX19jIyMrPalqHmIRqNs2bJlQY/RwFaqzmwLOxAIEAqF/HfROulMLadQKMSOHTtW+zLUMtJ+EKXqrFqtYowhEAjgOI62sJVSdaGBrVSd2Z26HMchEAjQ2NgIaGArpZZGA1upOrPLtwKBgL8WG9Adu5RSS6KBrVSdFQoFYHqvXsDvEtcxbKXUUmhgK1VntoVtAzsajSIifn1xpZRaDA1sperMjmGHw9P7CNtZ4hrYSqml0MBWqs5s13dtYItI3bYMVEptThrYStVZ7V7YcL5rXFvYSqml0MBWqs7sGLZtYdvZ4p7nreZlKaXWOQ1sperMLt+yLWxnpk6zBrZSaik0sJWqMzuGbQMb8PfEVkqpxdLAVqrOXNcFXhrY2sJWSi2FBrZSdWYnl9kxbNBucaXU0mlgK1VnlUoFEblgr1vHcTDGaLUzpdSiaWArVWe2S7y2hR0MBjHG+DPIlVJqoTSwlaoz13UREX/9NUyPYYOuxVZKLZ4GtlJ1ZsepQ6GQf5sN7Hw+vyrXpJRa/zSwlaozz/MQkQsC27a2NbCVUotVl8AWkVtF5HkROS4id81y/zYR+Y6IPCEiT4vIm+txXqXWIrveurZL3Ia33XpTKaUWasmBLSIB4PPAm4D9wDtFZP9Fh30U+Kox5jrgHcCfLvW8Sq1Fxhhc18VxnAta2BrYSqmlqkcL+5XAcWPMSWNMGfgKcPtFxxggOfNxEzBQh/MqtebYGeIi4o9bw/kiKhrYSqnFqkdg9wJnaz7vm7mt1u8Cd4hIH/AQ8IHZvpCI3Ckij4rIoyMjI3W4NKVWVrVaxfM8HMfxi6XA+SVeGthKqcVaqUln7wS+bIzZArwZ+GsRecm5jTH3GmMOGWMOtbe3r9ClKVU/tcu2RMT/OBaLAVAsFlf8mpRSG0M9Arsf2Frz+ZaZ22q9B/gqgDHmB0AUaKvDuZVaUyqVCsYYf0tNK5FIAGilM6XUotUjsH8C7BGRHSISZnpS2YMXHXMGeD2AiOxjOrC1z1ttOLaFXdsdDudb2BrYSqnFWnJgG2OqwPuBbwHPMT0b/LCIfFxE3jpz2G8BvyoiTwF/C7zb6F6DagOyLeyLA7uhocG/XymlFiN4+UMuzxjzENOTyWpv+1jNx0eAV9fjXEqtZbYFXTtDHCAejwPnZ5ErpdRCaaUzperIzgKvLZoCGthKqaXTwFaqjkqlkj/prFY4HEZENLCVUoumga1UHdku8doqZ7Wfa2ArpRZLA1upOrKBfXGXuJ2EZnfyUkqphdLAVqqOSqUS8NIWNkyHti6OUEotlga2UnVkl23Z2uEX0xa2UmqxNLCVqqO5xrBhulSpBrZSarE0sJWqI1vpLBqNvuQ+x3HwPE+7xZVSi6KBrVQd2Ra23Z2rlh3D1sBWSi2GBrZSdWTHsOcKbEADWym1KBrYStWR7RK/VAtb12IrpRZDA1upOtLAVkotFw1sperIhvFss8RtMRW7VlsppRZCA1upOnJdFxHx97+uZQM7n8+v9GUppTYADWyl6mg+LWy7o5dSSi2EBrZSdeR5HiIy6xi23cFLW9hKqcXQwFaqjmxgX7z5B+gYtlJqaTSwlaojW3r04v2w4Xx9ce0SV0othga2UnVkW9iXCuxisbjSl6WU2gA0sJWqE1t29HKBrS1spdRiaGArVSd2Yw8R8cuQ1rIzx21xFaWUWggNbKXqpDawReQl99sdvHTSmVJqMeoS2CJyq4g8LyLHReSuOY55u4gcEZHDIvI39TivUmtJtVrFGDNr6xogkUgA53f0UkqphXjp2pMFEpEA8HngFqAP+ImIPGiMOVJzzB7gI8CrjTFpEelY6nmVWmtsEM8V2Lb6mdYSV0otRj1a2K8EjhtjThpjysBXgNsvOuZXgc8bY9IAxpjhOpxXqTWlXC5fsoVtJ53ZLTiVUmoh6hHYvcDZms/7Zm6rtRfYKyLfF5Efisits30hEblTRB4VkUdHRkbqcGlKrRzbwp5thjicD2yddKaUWoyVmnQWBPYANwHvBP5cRJovPsgYc68x5pAx5lB7e/sKXZpS9WEnk81W5QymA1tE/OIqSim1EPUI7H5ga83nW2Zuq9UHPGiMqRhjXgReYDrAldowXNfFGDNnC9su69IxbKXUYtQjsH8C7BGRHSISBt4BPHjRMX/PdOsaEWljuov8ZB3OrdSaYTf1mKuFbW/XFrZSajGWHNjGmCrwfuBbwHPAV40xh0Xk4yLy1pnDvgWMicgR4DvAh4wxY0s9t1JriR3Dnm1rTZge23YcB2PMSl6WUmqDWPKyLgBjzEPAQxfd9rGajw3wmzP/lNqQ7Bj2XIHtOI4/hm0LrCil1HxppTOl6uRys8QvDmyllFoIDWyl6sS2sO3yrdmICMYYHcdWSi2YBrZSdWILomhgK6WWgwa2UnViA9tu8jGbQCCAMUaLpyilFkwDW6k6sWPY4XB4zmPs+LYGtlJqoTSwlaoTG9iXamHbZV3FYnGlLksptUFoYCtVJ7bVPFfhFDjfwtYtNpVSC6WBrVSd2JKjdhvN2egYtlJqsTSwlaoTG9iXGsO2rW/tEldKLZQGtlJ14rouInLJMWwb2NolrpRaKA1sperEdnPPp4Wdy+VW5JqUUhuHBrZSdWKMwXGcOWuJw/nAtmu2lVJqvjSwlaoTO4Z9qVnitgqaLWOqlFLzpYGtVJ14noeIzLn5B5zfyUsnnSmlFkoDW6k6sTtwXSqw7YQ0bWErpRZKA1upOpjvHtd2QpqOYSulFkoDW6k6qFQqGGMuOX4N58ewdVmXUmqhNLCVqgPbYnacS/9JhcNhRERb2EqpBdPAVqoOSqWSv6zrUmwL284oV0qp+dLAVqoOyuUyxphLTjiD82PYGthKqYXSwFaqDgqFAnDpNdhwvkvc87yVuCyl1Aaiga1UHcx30pkNbN2tSym1UHUJbBG5VUSeF5HjInLXJY57m4gYETlUj/MqtVbYQiiXC2zbZW6XgSml1HwtObBFJAB8HngTsB94p4jsn+W4RuCDwI+Wek6l1hob2Jfa+KP2fg1spdRC1aOF/UrguDHmpDGmDHwFuH2W4z4B/AGgNRnVhjPfFnYoFMJxHIwxOvFMKbUg9QjsXuBszed9M7f5ROTlwFZjzDcu9YVE5E4ReVREHh0ZGanDpSm1Mmyp0VgsdsnjbJe4MUbXYiulFmTZJ52JiAN8Gvityx1rjLnXGHPIGHOovb19uS9NqbqxgX25LvFgMOi3sHXimVJqIeoR2P3A1prPt8zcZjUCB4BHROQU8CrgQZ14pjYSu6zrci1sEUFEMMboBiBKqQWpR2D/BNgjIjtEJAy8A3jQ3mmMyRhj2owx240x24EfAm81xjxah3MrtSbY2uDxePySx4mI38LWLnGl1EIsObCNMVXg/cC3gOeArxpjDovIx0XkrUv9+kqtBzZ8benRS7HlS3UDEKXUQlx6Sus8GWMeAh666LaPzXHsTfU4p1JriR2PtvtdX0owGNQWtlJqwbTSmVJ1UKlUEJHLjmHD+Zni2sJWSi2EBrZSdWBb2JebJQ7n12rrpDOl1EJoYCtVB67rIiLz6hLXZV1KqcXQwFaqDmzVsvkEdigUArRLXCm1MBrYStWB53mIyGX3w4bzk840sJVSC6GBrdQSua6LMQbHcfwlW5eiY9hKqcXQwFZqiarVKp7n4TgOInLZ40OhECKiLWyl1IJoYCu1RHanrvl0h8P5meS6DlsptRAa2EotUaFQwBgz78C2XeI6S1wptRAa2EotkQ3sy+2FbdkWtnaJK6UWQgNbqSUqlUoYY+ZVNAXOd51rl7hSaiE0sJVaIru1pl1ffTnRaBQR0cBWSi2IBrZSSzQ5OQnMb6cumO4SFxG/2IpSSs2HBrZSS2Rb2PPZ+APOd4m7rovnect2XUqpjUUDW6klyufzACQSiXkdH4lEEBGtJ66UWhANbKWWyK7Dnm+XeDAYRETwPE9niiul5k0DW6klsoE93xa2nU3ueZ62sJVS86aBrdQSlctlRISGhoZ5HW9LkxpjdKa4UmreNLCVWiIb2PF4fF7H1wa2bgCilJovDWyllsguz5rvLPFIJILjONrCVkotiAa2UktgZ3qLyLwnnQUCAb+FrZPOlFLzpYGt1BJUKhV/LfV8K53VBra2sJVS81WXwBaRW0XkeRE5LiJ3zXL/b4rIERF5WkQeFpEr6nFepVZbpVLxN/6Yb2A7jkMgENAWtlJqQZYc2CISAD4PvAnYD7xTRPZfdNgTwCFjzDXAA8AfLvW8Sq0FuVwOz/MIBAI4zvz+nGxgg+7YpZSav3q0sF8JHDfGnDTGlIGvALfXHmCM+Y4xJj/z6Q+BLXU4r1KrLp/PY4zxZ37Ph4hoYCulFqwegd0LnK35vG/mtrm8B/jmbHeIyJ0i8qiIPDoyMlKHS1NqeeVyOT+wF8J2iesYtlJqvlZ00pmI3AEcAv77bPcbY+41xhwyxhxqb29fyUtTalGmpqaA+S/psmo3AFFKqfkI1uFr9ANbaz7fMnPbBUTkZuBu4DXGGK0WoTYE28KORqMLepwNbG1hrz+u6zIxMYHneTQ0NCz4zZpSi1WPFvZPgD0iskNEwsA7gAdrDxCR64A/A95qjBmuwzmVWhNsC3u+Vc4sHcNevzKZDOVyGWMM6XTa315VqeW25MA2xlSB9wPfAp4DvmqMOSwiHxeRt84c9t+BBuBrIvKkiDw4x5dTal2xW2vOt464ZXfs0i7x9SWXyzE2NuYv58tms5w8eZKRkRH9WaplV48ucYwxDwEPXXTbx2o+vrke51FqrSkUCgva+MMKBoM66WwdcF2XyclJstksU1NTjI6Oks/naWxs9JfxFQoFxsfHaW5upqmpia6uLn9HNqXqqS6BrdRmZbtDFxPYoGPYa1WlUmFoaIhz586RyWTI5XJUKhUKhQLhcJhSqXTBvuaVSoVcLkc2myWTybBz5855b7eq1HxpYCu1SPaFGua/F7ZV2yVujJn3Gm61vCqVCgMDA5w6dYp0Ou2PVds3WKFQiEQi4f+8bNd4oVAgl8uRy+UYHx+nXC6zb9++Bc9tUOpSNLCVWiTXdf2NPxY6U9iu265UKlSr1QWv41b1ZYxhbGyMI0eOMDg4SKVSIRgMkkgkiEajNDY2ks/ncV33gu7uSqVCpVLBcRzy+TyFQoFCoUA2m6VSqXDw4MEFryBQai4a2EotUqlU8suSLjawbehrYK+ecrnMsWPHOHLkCBMTE4gIjY2NpFIpmpqaCAQCFItFjDH+OHUikSAYDBIMBqlWq2SzWYaHh5mYmCCfz1MsFnn++ecJBAIcOnRIe1BUXWhgK7VIxWIR13UJhUILDly7J7btVte1vKtjeHiYJ598kjNnzlCtVmlsbCSZTJJKpQiHw+TzeUQEx3FobW2lp6cHmG5Zl0olisWiP+kwFAoRiUQYGhoiEomQTqc5cuQIzc3N7NmzZ5W/U7URaGArtUjZbHbBO3VZdh22zhRfHZVKhaNHj/L888+TTqcRETo6Oujs7CQUCvnzCpqamohGoziOQ7VaZWhoCGMMnudRKBTwPM9fzmWMAaZrxZfLZZLJJGNjYzzxxBP09vbqeLZaMg1spRZpcnISz/MIh8Pz3qnLspuFuK6rgb2CjDFMTEzw9NNPc/r0aSqVCg0NDbS1tdHS0kKpVKJSqRCPxykWi5TLZfL5PIFAwO9JCQaDBAIBOjo6iEajfl34YrHIxMQEmUyGfD5PPp8nGo0yMTHB448/zr/5N/9mtb99tc5pYCs8z1B2PcIBB8fRsbb5mpiYAFjUpCI7cckYQ6mklXpXQrVa5cyZMxw5coShoSFCoRAdHR00NzcTiUT8JVuO4/ih3dDQQDQaJR6PE4vF/J4Ux3FmHZfu6uqiWCwSj8d5/vnnKRQKVKtVjh49yv79+2lpaVnpb1ttIBrYm1TV9Tg2PMUjzw/zwtAkjgieMVzZ2chrruxgT0cDwcCK7g2z7kxNTWGMWdR621AodMEYtlpeuVyO5557jhMnTpDNZkkmk7S3txONRnFdl2Kx6Pd6BINBmpubaW9vX9TPNhqNsn//fowxHD16lHK5TDab5ZFHHuFnf/ZndYKhWjQN7E2obzzPZ779As8NZskUyhQrHuWqRygg/OD4KF9/sp/9PU38l5v3sqVFx93mMjk5CUBjY+OCH2vDwRij9cSXked59PX1cfToUc6dOwdAT08Pra2tlMtlcrmcP6wRj8dpbGykq6uLpqamJZ03EAiwd+9e8vk8fX19lEolBgcHOXXqlE5AU4umgb2JVF2PbzwzyO/9wxGypQrlqsEzLz3u3GSZ585N8Y/PnuNjP7uPt718q7a2L+J5Hrlczl8CtFC1VbKKxeIyXKHKZDKcOnWKF198kXQ6TSQSobW1lXg8zvj4OJ7n+Uu1Ojo6aG1tpaWlZcHzEeYSjUbZvn072WyWYrHIyMgITz/9NNu2bSMSidTlHGpz0cDeJM5linz24Rf4/54aoFhxqXiXf0yu7PLh//0sDz0zyB+87SBdTVoAwnJd1x97XkxrLBKJEAgEcF1XW9h1VqlUOH36NKdPn2Z4eJhSqURTUxPxeBzXdRkfHwemfwZdXV309vaSSqX8amb1ZGeeFwoF0uk0/f39jIyMsGXLlrqfS218GtibgA3r7x8fpVj15gzrAB4BPOJSIoRHmCp5E+JfX6hy19ce4/d/4eV0N+t6YZgutlEqlXAcZ8F1xOHCSWfVarXel7cpeZ7HyMgIx48fZ3h4mGw2SygUorm52V9THYlEiEQiJJNJOjs72bZt27KOKTuOwxVXXEE6nSaZTDI6OsqTTz6pga0WRQN7g6u6Hn/x/RfJFCqMThYIuyVCCC5CmSAGAQwNUiZOiZTkSTkFoqZERKqEgJIJcPbFUe79R8OHf/6VRCO6E9HU1BSu6+I4zqInndm12BrYSzc2NsbJkyf9oLbFaBKJhD+xr6mpiUgkQjweZ8uWLXR0dKzItdkJbJlMhomJCU6fPs3k5OSihlLU5qaBvcEdG55iNJuf7obzRogEyhiEihFyJsIEMSJUaaREVCokpUgLORqkgsHgAUEJss2kOXX6NI+/0MVPvewKAmZmZnMgDF51+v86jf2tBxMTE36Vs8UUxLBj2DrpbGmy2SwvvPAC586dY3Jy0v+ZNDQ0+MuzgsEgra2txGIx4vE4V1xxxYoXMenp6WF0dJTGxkbGx8d54oknuPHGG1f0GtT6p4G9wX3ncB+x4ijBTB8NUqXiQVJKNDhFQni4OJQJkjMRDIYmyRPGo4BDmRA5EySCS0yqJPInGH/4h0w88jytpTNQyU+fpKETWnfC1lfBnlug/WUQ2Ni/WplMxp9dvJi9jwOBgN/C1mVdC5fL5XjhhRfo7+8nnU5jjCEWi/mTuWw5UbuWOhaLkUql6O3t9Z/3ldTc3EwymaStrY10Os3zzz/PDTfcoEu81IJs7FfVTS6Xy3Pm1Is0SImKZ0iSJ+kUCONhEGSmBR2hQoMUZn4ZhBwhTrnNeI5DL2Psk9MknCqOgeDEWcYZIMoECab3gqaUgfSLMPQcDDwOqR3wqvdBsmf1vvllls1mgemZwIt50a0tvOF585gBuAm5rsvExASBQIDGxkYCgYDfoj579qz/pikWi/lvmuwM72AwSENDA8lkkmQySUtLC6lUatU24RARenp6mJiYIJFIkM1mOXnyJFdeeeWqXI9anzSwN6hqtcqJF09h3DJuAJpkigRFHGDCxMhJGMd4JKRCGBfBUEIYNXFOeq2ETYX/KN9kizOBAOOSIksj5+ikkTwxKkQpEWAmbLwKZE5DMQ27HPjep+DG396QoW3LWxpjaGhoWFQIOI7jt/S0S/ylPM9jbGyMarWKMYbTp08zNjbG0NAQ+Xz+grXTtgiN3T0rHA7T0NBAZ2cn7e3txOPxNbFbVmtrK4lEgpaWFqampnjqqafYu3fvmrg2tT5oYG9Axhj6+voo5nPgViE/SlKKlBFOeS0c9jqpEiaASwMlwpSpECBHlApBOknzX4Jf4yrnJFUilCSKS4ASYSqEGSFFghIJCqTIXHjyUhZOfAeufBP88Ivw+o9tuO5xW7kKIJlMLupriAiBQAAR0S7xixhjyGQyTE5OMjk5yalTpxgZGaFUKvk7YtmSocYYjDFEo1F/BnhnZyc9PT1rbrONYDDoTz4bGBhgcHCQ06dPs23btrqt/VYb28Z6JVV4nseZM2d48cUXKZfLNBSGKBfzBAhwjkae8XrwmG7ZuQTIEAfOv7AFcPmV4DfZ65xFgO0ywGm20cYEBWKMECFLExmmmCBBjAJRLmohlrIw+Ax0Gxg5Cl0HVu4JWAFTU1OUSiVEhNbW1kV9DTvGCjpL3G5V6bou+XyegYEBzp49Szqd9vehti1nuwGH4zgYYwiFQiQSCX//6s7OzkXN2l8pXV1dDA4OkkqlGBkZ4YknniAej9PW1qahrS5LA3uDsN20zz33nD9jNpvNEnLLlMQh0trLsdEmTHWW0mY19kg/OxjEwdDCJAlKNJOhQooOGWOKOCUinKONBHkSlIgwxoWdegYmz0L7Xjjx8IYL7MnJSYrFor9H8mLZF2jXdalWq8tSuGMty+fzjI+P+8udzp07x8TEBIVCAdd1CYfD/tIsO6vejv1Ho1EaGhpobW31u5ojkcia716ORqOkUilSqRQTExOMjo6STqeJRqOL7q1Rm8emeIUwxjA2NoaI+DvuhEIhPM+jWq1SLpepVquICJFIZM53uvbFwG4WYFtGtS0k+6ISCoWIxWL+0p3aXZnsHsjVatVvKdhNCOxeu5OTk34XoN2+z3VdXNdFRPzHep5HJpMhk8kwMjJCLpejUqngeR6O49DRlqIkHVQat7DVm+T5oSwVd+7n6kbnKVpkkgoBmiUHQBvjTNBEkhytZDhHO3nijNJMAwWilEgydeEXKk5BYRxGngfP21BLvrLZrB+wS3mRtQFtfw83Q2AbY5iamuLcuXMMDQ0xNjZGJpOhWCxSKpUwxhAOh/3KZDaEI5GIH2odHR2kUinC4fCaD+iLiQidnZ2MjIwQj8fJ5/MMDQ2RSqU0sNVl1eUVQkRuBf4ECAD3GWM+edH9EeCvgOuBMeDfGWNO1ePc8/XII4/4YTdzTX4t59oN6O3tNsQDgYBfc9geb48B/EkxtV/TqlQqF3R92nPA+ZnBNnyNMf5x9oUoFAr54WvPa8Pf3latVnFd17/fTr5JJBLs2rVretegaBN/+sgJXtbVSKHscnI0x2ztbMFjt/QRkyJTRP0JZWGqtMkYg3TQTJYscfLEGaGNMFVClAnPTEI7z4OpkelJZ24ZnI1T1tTWoY5Go0vqfrWzy2t/Bzciu1f01NQUZ8+eZWBggLGxMT+k7ZtLu41lNBolGo0SDocJBAIkEgmam5tpaWnxq5atZ01NTTQ2NpJMJv0hgN7eXlpbW1dlyZlaP5Yc2CISAD4P3AL0AT8RkQeNMUdqDnsPkDbG7BaRdwB/APy7pZ57viqVCpOTkxe0iGtD0LIBOF+BQADHcS5YomMnEV38RsAGvv3fHlv7uf04l8tdcLxl3xDU3h4IBAgGgwQCAb/kYm9vL9u3b6erq8sPhfe/bg9/8f0XubKrEc8Yzo7nubh3PEyVAAYQHGqWGgm0kaZADIOQYpIKYUqEGCFFiAoOhl6GCVMzgcp4YMx0UZWZ591WB1uv609d1yWTmZ5oV7ucaDFqA7tUKq3psdfFKJfLDA8P09fXx7lz5xgdHSWfz1/wJjcajdLc3ExTUxPNzc3+WupgMEhjY6O/hvpSPV/rTSAQ8JeZjY2NkU6nGRgYoKenh1hMS/+qudWjhf1K4Lgx5iSAiHwFuB2oDezbgd+d+fgB4HMiIqY2jZaRba0Gg0G/y82GZG0BCztzF/AnuVi2y9xxHH/M0bbYbQuhtgUeCoUIh8N+8DqO4xd1qA1z2woH/G5zY4z/ZsC2Muwx9vz2mFgsRjKZJJFIEIvFaGxs9Lvia3U1RfnQG6+c3gP76DD/emKUZ/szTBWruDM/hTJB3JlSpdNPyPnHBzD0MESBKA3kKRJijFYmaeQsDhUCeDi0MUGS6W0ncxUhF99D/vRpCoUC1WqVUCjkt6Bst2c9VSoV8vm8X+fb/kxqezCKxSKFQsFfThUOh2lubiYejxOLxS4ZDHb2sjGGpqamJXVj13aJb5SZ4uVymdHRUQYHBxkYGPBDulwu47ouwWCQaDTqFzLp7u4mmUwSDof9Ne22lV37e7/RpFIpv6WdTqcZHh5mcnJSA1tdUj0Cuxc4W/N5H/BTcx1jjKmKSAZoBUZrDxKRO4E7AbZt21aHS5vmOA579uyhWq36ARiLxfywtkFtZ53aLvFyuey/2NuvY8ef7Yu9iPhjyzbU7aQYO5vVfs1o9Hy3sG0l25mvwWDQP87u4jTf7jE7IeeyxwUc9nUn2ded5P95zS4K5Sonx3J89+gwx4YmqRoIjr2M5vIEOyIgYxdkNmGqXEE/Lg4lQlQIMUGSKRo5QYIJmtjLKZIk8Agw4W1horqV6okTiIi/HtbuQTw6Okp7ezstLS3zbqna3oraj20L1QZDqVTyP7cTmMrlMoVCwe+GvTggo9EoO3bsYM+ePbS3t8/5fE5OTvrbara0tCwpUOwbR8/z1u1abDsmPTY2xuDgICMjI4yPjzMxMeE/x/bNq632Zfecbmxs9NdO22VZm2EcH6ChocHvFs9ms2QyGYaHh1esvvlmMVeb8OLb7d+gHaqsnTsE5wsd2deb2uHP2h7W5bam/jqMMfcC9wIcOnSorq3vVCrlh+1cWxpGo1H/fuCCPWtrl5LYUJ1tkshcP7jaiW32TUPtBhAXW+4uY8cREtEQV/c2c3VvM55nKLse4dEwznf6IHMWAjFwCxc8Lk6RnZwlgIuZ2d8rT4QyUQbpZIh2HKoExMGrtOCdGQMnDeB/77YlC3DmzBlisRidnZ10d3fT0NDgv5GydbbtG6RyuezXi4bze1LXhrU9vlgs+q062wVb28q2j7e3Z7NZxsbGmJqa4sYbb5yzpZPJZCiVSgQCAdra2pb0M7BvFu0bjvWkUqkwMDDA0aNHGRsbI5fL+T0btvfH9qKkUilaWlpobW31u7jthLKN0s29UI7jkEqlaG5uZnh4mHw+z9mzZ9m7d++6H6NfTXZCsH0tmGtuSO0be/vGslwu+0M2pVLJn1hsQ9xO8q2d6+S6Lq94xSvYt2/finx/9QjsfmBrzedbZm6b7Zg+EQkCTUxPPlsRNhxrW9e148gw/cOyPwjb8gkEAv4fT20QL+ZFprZ1vRY5jhB1AtCxD1p3Q6YfGjtg4vRLjo1TZA+nSZLjDF0M0kkWoUKUPFE8HCCAE2gh7Lo4M0Fpey5swNoWVTabZWhoiCNHjhCPx/0eA/uG6eKWdKVS8VvLdnjg4nkJdu2u7cUA/J+nbdXZN2Gu65JOp0mn0xw+fJiOjg6uu+66l3zfdrWBnaG/1NaQ7VFZL4FtjCGdTnPixAmOHz/uz+6ufUGzlbzsblgNDQ0Eg0G/rvflhhw2E9stnkgkyOfzjI6OMjo6Sk/PxqsOWE+2R9O+ObSvzcVikXw+7ze67N+pfd2Zmpoil8v5Swftm3v7ulHbEKgN5drWuD22do7R4ODgugrsnwB7RGQH08H8DuDfX3TMg8AvAz8AfgH455Uav7Z27NixkqdbvwJBuOE/QW4EBp6AQATcl4ZJEJdehkiRoZchTtPLKCmqODgSwGy/Caexg1gsRjQa9VvDtpVsu6htiUnb+s1msxfMgq+ts1277M3+MdmWuP3DtG8CasPZ3maHKez9sVjM/8Nub2/n2LFjDA0N8fjjj7Nv376XvMmyy+dc1/XrVC+FDWxYu+VJ7c/t1KlTPPfccxdMHAP8tdINDQ2kUim2b99OS0uLv1JhM3VzL5RdZdDa2komk2FqaoozZ87Q1dWlb2pq2Lk99s2+7a0sFov+8lf7umBXyVSrVarVKuPj4/4wlp1HY9keLttAsH+PdiJxOBz2f3+DwSDFYtFv0NX+/u/atWvFnosl/yXNjEm/H/gW08u6vmSMOSwiHwceNcY8CPxP4K9F5DgwznSoq7Uq2QM3/7fpeuDV0nT3uJm9aylOkW2cYxvnKBJiOLKb7E9/hHD3PuLx+AVL1Ywx/jtc26KtHWeunbxXu1SuNrhtT4lttdk/OFtT2na32l2aGhoa5px9bQNeREin0ziOw/j4OKOjozz//PNce+21Fxw/PDzsz+BvbGy8YMhkMewLxVobw7ZFeM6dO8cLL7zAwMAAk5OTVCoVv7eqqamJZDJJe3s7vb29NDc3+8uy7JsidXm2WzwWi5HNZhkcHKRQKGy4FQOLUa1W/aC1oVytVslkMhQKBTKZjD/5t1wuIyJ+N7cNdfsm3wat7dWw82kikQjhcJiWlhb/daalpYXGxkb/6ycSCb97vKGhwX+M7XJvaGhYseekLn9VxpiHgIcuuu1jNR8XgV+sx7nUCkn2wJv+EIYOw//9LDz3D+AW5z7eCRHd8Rq2/exnqDb0+KU7bUvXtiRbW1vp6Zm+33ZrT01NkU6nmZiYYGpqyg95u9bZ/oHYOtK2W9WGcu3EpflOwLtYKpVi//79HD9+nL6+Pp566ikOHDjgzzEoFouMjo7631d7e/uSQ8m+o7cvRKutUqnQ19fHc889R39/P9ls1h/fsy92HR0d9Pb20tHRQWdn55LftGx2qVTK76GwfweDg4Ps2rVrw86QvxS7bDKbzfpzIux4su3GtkWkbA+dvd2Gtn1T39TU5M+jsPXlU6nUBZPEbN16u1rH1qiH6YmB6XSaUqlEOBx+ye/7aszo17fBam6BIPRcC7/wP6Gch8N/D4/9BYwem+kmF4g0wo6fgZ96H3QfhECQIMwZZrarKRwO09jY6L87tuN2tgKcDXvbkg6Hw35313IVl2hqauKqq67yZzsPDQ3R09NDpVKhv7/ff2FwHIfOzs4ln8+27ueaBLlSqtUqL774Io899hiDg4P+i6KdWNnd3U1HRwdtbW20tbX5L3pq6QKBAM3Nzf6a7EKhwOnTp9fk5iXLKZvNMjo6SiaT8bu+bSDbsWY4PzGsUCj481SCwaDfS9HU1ERra6vfAxYMBi9oUV9MRGhubp71mmzpYTsWvhZ+5zWw1fyE43Ddv5/+51anN/gIhCEUX1LZUTuWvBbWn4oIu3bt4kc/+hGZTIannnqKtrY2hoaGGBkZ8V88QqEQW7ZsWfL5amtfr0YLu1qtcvLkSX7wgx8wPDzsV/aLx+O0trbS29tLe3s7ra2tfilQVX+2WzyRSDA+Pu7/m62ewkZSLpf9ojHZbNYPaDv5y3Vdf8VHLpfziy6JCMlkkp6eHnp6evwVCLYyZD6f95fFJhKJJa+4WUvDO2vnStT6EQhCvGW1r2JZNDY2sm3bNp555hl/olUulyMUCvkz1Ds6OupS99nOUoeVnXRWrVY5ceIEP/rRjxgaGvLfhKRSKXbs2EFXVxcdHR20trZqSK+AhoYG4vE4TU1NfmGegYEBWltb18Qb2XqxyzRzuRzj4+MMDg4yPj5OPp+/YPKX7XHK5XJ+69YWhWpra2PHjh309vbO2tNme+82Kg1spWoEAgGuvvpqnn/+eXK5HCMjIzQ1NQEwNjaG4zj09vbWZZ187bK1lWhhe57H4OAg3//+9zlz5gzFYpFAIEBXVxe7d++mp6eHtrY2mpubN3TLbq0REX+t+vDwMIVCgZGREX8Xr/X+s7BFkoaGhvxxettiDgaDNDQ0EA6Hyefz/oQymJ5Fv23bNrZu3crOnTs31RDBXDSwlbpIZ2cnXV1d9Pf3c+7cOUTEXxoSj8fZs2dPXV5Ea5d1LWdpUrt+/KmnnuLw4cP+xL7Ozk6uvvpqtm3bRmtrq04gW0UtLS0MDQ2RSCT8GdAjIyN+ydz1qFQq0d/fz+nTp0mn0343dSgUoqWlBcdx/Hkh/f39fqXJ7du3s2vXLnbs2LFu9xxYLhrYSl0kEolwzTXX+GOJdkxNZrZGXMoe2LVsIR84v+tbvVtTlUqF06dP8+Mf/5izZ8/ieR6JRIK9e/dy/fXXX7IMq1o54XCYZDLpr8nO5/MMDw+TSqXYsmXLmpjwdCm2Hr7daKm/v5+RkREymQye5/kV7gD/TcnIyIhfMCiZTLJt2zYOHDigS9ouQQNbqYuICNu3b2fHjh2MjIz4L5Z26Ve9xhVrZ57Wrhetl1wux5EjR3j00UdJp9MEg0G2b9/Oq171Knp6erRFvcbY7UNjsRi5XM6vMd7U1OQPy6wltq5Cbe3+M2fOMDY2hud5BAIBUqmUP/HL8zzGxsY4efIklUqFcDhMR0cHu3btYvfu3Rt67LleNLCVmkVDQwMHDx7k+PHj5PN5QqEQ27Zto6enp26hame82vKodhZsPaTTaZ555hmefvppJicnicfjXHfddbzyla/cUBOZNpJkMukX+rEBODw8TDKZ9AvSrBXFYtGv+ue6LsPDwwwODuK6rv+mo1Y6nWZycpJisUgkEqG3t9efN6FvHOdPA1upWYgIPT09NDU1+S3fYDBY17Cz68ptIQg7W3upMpkMTz/9NM888wyTk5Mkk0le//rXs2fPnmVbw66WTkRobW2ltbWVbDbrV/XKZrNEIhE6OjrWRNf45OQkk5OTOI7D1NSUv37aGOOHta3nnc/n/VLE9k3vrl27aG1t3RAT6laaBrZSc3Ach8bGxmX9+jZA6zVTPJfLcfjwYY4cOUIulyOZTPLmN79Za+mvE3bNe39/v18wZGxsjEQiQTqdXvKWrktRrVbJZrNks1m/y95utiEifmWxUqnE5OQkU1NTVKtVIpEIV1xxBXv37qWtrW1NvOlYrzSwlVoltZuX1GPHLtd1OXHiBIcPH/a7wW+66SYN63UkEAjQ3t5Oc3MzIyMjiAjj4+O0tbURDofJZrMrPp5tJ5JNTU0xODhIPp8HpgPc1vW3JUEnJibIZrO4rkssFqO3t5e9e/cu6xvfzUQDW6lVUlsswhhDsXiJWu3zMDAwwDPPPMPExAThcJhrr72W/fv31+lq1Uppa2ujq6uLsbExKpUKoVCIgYEBEokEuVyOQCCwIhtOVKtVJiYm/K0/p6am/BUToVCI5uZmv1RoqVQil8vheR6RSITu7m727t27JifLrWca2Eqtotou8aW0sPP5PEeOHPFntV9xxRVcd911Oka4DoXDYdrb22lqavLffNllUFu3biWbzfqb3ywHYwyTk5NkMhnS6bS/tNHubhWPxwmHw0xMTPgtahEhFovR3t7Ozp0718x4+0ajga3UKrLFU5ayxaYxhrNnz3Lq1Clc1yWVSnHNNddoN+Q61tnZSXd3t1+6s7m5mXPnztHY2EhraysTExM4jvOSPduXwhhDPp9nYmKCU6dOMTExQSgUwhjjlwa1bzCHhoY4d+6c3/Xd1dXFzp076ezs1ImNy0gDW6lVZGeF2zrLi5HP53nuuecoFouEw2G2bt3Ktm3b6nmZaoVFIhF6enro6+tjcnKSlpYWQqEQZ8+eJRqN+ls/plKpJYe23TBjcnLS36WuVCrhOA7lctnfHzoYDFIqlS4I887OTvbs2UN3d3dd3zyo2WlgK7WK7AYgS+kS7+/vZ3h4GGMMiUSC/fv3r6k1u2pxOjo62LJlC0ePHmV0dJStW7eSTqc5c+YM27dvJxaLLTq0Pc8jn88zNTVFNptlfHycyclJv7cnHo+TSqX8PaZzuRz5fJ7+/n5c1yWZTLJv3z527NihQb2CNLCVWkV26z5b2nGhSqUSx44do1wuEwgE6OjooLu7u96XqVZBOBxmy5YtjI2NMTw8zNjYGKlUikwmw5kzZ+jo6KCpqYnx8XESiQSNjY2XHDe2v2OFQsEPa7vZhjGGhoYGgsEguVzO30EsmUySyWQYGhpidHSUUCjE7t27OXDggA65rAINbKVWkW0Ji8iiusTT6TTDw8O4rks8Hmfnzp062WcD6erqYnx8nGw2y+TkpL9vdqFQYGBggEwmQzKZxPM8CoUCkUiESCTiz40oFouUy2V/b2nP8/ygtt3ewWCQaDRKMBikUqkQjUZpaWmhUCiQzWY5e/YspVKJrq4uDh48SFdX12o/LZuWBrZSq6h20tlCW9jGGPr6+igUCogIiURCx643GMdx2LFjB+Pj45w9e5Z0Os2WLVsoFov++uhCocDY2BgwXVLXVufzPA+YXp9v93K3j3Mch0gk4k9cC4fDhEIhRkZGCAQCjI+PMzo66s8A37t3L9dcc40OtawyDWylVlE0GvXHsBfawi6VSvT19WGMIRgM0tbWpjsdbUCJRIIdO3b4u3jlcjlaWlool8v+783k5CSlUonx8fELdoGrraYXDAb91rdtWUciEX+t9Pj4OLlczl9b7Xkera2tvOxlL6trDX21eBrYSq2i2o0PFtrCzmazTExM4Hke0WiUbdu26YvqBtXd3c3Y2BjHjx9naGiIUChER0cHlUqFXC7nb6jhui65XM7v5gb85Vie5zExMYExxg/qUCjkr7ceGhpicnKSYDBIQ0MDO3fuZPv27bqL1hqiga3UKopEIn6ls4XuiT02NkaxWPQLWvT29i7z1arVEgwG2b17N8VikdOnTzMwMIAxhs7OTrZv306xWCSfz+M4Dslk0v8dKhaLnDt3DsdxCIVC/pIwO7ksl8uRyWQYHR0ll8sRi8XYvXs3V1xxBclkUudDrDFLCmwRaQHuB7YDp4C3G2PSFx1zEPgCkARc4PeMMfcv5bxKbRR2HNF1XarVqr+P8OW4rsvZs2f9ClTJZFK7wze4hoYG9uzZg+u69Pf3MzAwgIiwa9cuent7mZqaYmJiwi8RCtNBbzeVsb9jtujK1NQU586do1gs4nkeHR0dXHXVVXR0dOhY9Rq11Bb2XcDDxphPishdM59/+KJj8sB/MMYcE5Ee4DER+ZYxZmKJ51Zq3bMtbJheduO67rwCO5fLMT4+jud5BINBuru7tTW0CbS0tLB3715EhMHBQfr6+sjlcn5lNFtpzG7XWigU/HHpi3fasuv+U6kU3d3dbN++nebm5tX9BtUlLTWwbwdumvn4L4FHuCiwjTEv1Hw8ICLDQDswscRzK7Xu2VniMN0CKhQK8xozLBQKTE1NAdPrdXt6epb1OtXaICK0tbUB0z/3wcFBfzLayMgIsVjM7/6G6Q087KTGQqHA+Pg4pVLJL2Hb29tLZ2enX0lNrW1LDexOY8zgzMfngM5LHSwirwTCwIk57r8TuBPQ5SlqUwgGgziO4y/tmm+1s3Q67VehCofDtLa2LvOVqrVCRGhvbycWixGPxxkYGCCfz5NOp/0JaCLi97gUi0VKpZK/k1ZXVxc7duwgmUwSjUZ1ouI6ctnAFpFvA7OtlL+79hNjjBERc4mv0w38NfDLxhhvtmOMMfcC9wIcOnRozq+l1EZRu+xmIeVJ+/v7/QlqTU1NWh5yE2poaGDfvn10dXUxMDDAyMgIxWLRX5fveR7GGL/MaCqVoq2tjWQyqTO/16nLBrYx5ua57hORIRHpNsYMzgTy8BzHJYFvAHcbY3646KtVaoMJBAJ+YM+3hV0ul8lkMhhjCAQCpFIpHb/epESElpYWWlpaqFarFAoFCoUClUrFX74Vi8X8Ndfaml7fltol/iDwy8AnZ/7/+sUHiEgY+Dvgr4wxDyzxfEptKIFAwK8nPt8Wth2/toGttcMVTA+vNDY2ao3vDWypb8s/CdwiIseAm2c+R0QOich9M8e8HbgReLeIPDnz7+ASz6vUhiAiFwT2fKqd5fN5isUixhhCoRCpVGq5L1MptQYsqYVtjBkDXj/L7Y8C7535+H8B/2sp51FqoxKRC2aKFwqFyz5mfHycarXqF0xJJpPLfZlKqTVAB76UWmWBQABjDMYYisXiZY8fGRnBGIPjODQ2NupyHKU2CQ1spVZZOBz2W9iX6xJ3XdevBy0iWuhCqU1EA1upVWYDez57YufzefL5vN/CtkU0lFIbnwa2UqvM7tjleZ6/ZeJcisWiP+EsHA7rhDOlNhENbKVWWW1lqmq1iuu6cx6bz+f9pV/hcFgnnCm1iWhgK7XKbGCLCJVK5ZLd4ul0Gs/z/BnisVhsBa9UKbWaNLCVWmU2dI0x/i5LcxkbG/O3TmxqatLKVUptIhrYSq0yuwGD4zh4nkc+n5/1ONd1yWazfoUz3fBDqc1FA1upVRaNRv1a4Jdai10oFMjn8/4e2LqkS6nNRQNbqVUWiUQIBAJ4nnfJFnapVKJUKukMcaU2KQ1spVZZMBgkEAj449FzBbbd19hxHMLhsG7yoNQmo4Gt1Cqr3bFLROasJ55Op3Fd19/j2D5GKbU5aGArtcpCoRDBYNAvmDLXGPbo6Ciu6xIMBnWGuFKbkAa2UqvMbrFp64OXy2V/6ZbleR6ZTMYvSarj10ptPhrYSq0yu8UmgOM4lEqll1Q7KxaL5HI5PM8jFArpki6lNiENbKXWgFgsdkELu1qtXnB/qVSiUChgjCEajeqSLqU2IQ1spdaAaDQKTLewK5XKSyae5fN5isUiIkI8HteSpEptQhrYSq0B8XgcESEQCGCMIZvNXnB/Op2mWq3iOA6JREJniCu1CWlgK7UGxGIxRARjDJ7nkcvlLrh/eHjYr3CmE86U2pw0sJVaAxoaGvzANsYwOTnp3+e6LuPj435gt7W1reKVKqVWiwa2UmtAIpG4oNpZLpe7YF321NSUXzBFZ4grtTlpYCu1BtQWTwkEAhQKBSqVCjAd3vl8HhEhkUiQSCRW+WqVUqthSYEtIi0i8n9E5NjM/3MOrolIUkT6RORzSzmnUhtRLBYjEAjgui6BQIBisegH9sTEBOVymUAgQFNTk79mWym1uSy1hX0X8LAxZg/w8Mznc/kE8L0lnk+pDSkYDBIOh/1xarszF8DAwIAf5C0tLat8pUqp1bLUwL4d+MuZj/8S+LnZDhKR64FO4J+WeD6lNiTHcYhGo7iuSzgcplqt+hPNhoaG8DyPaDRKd3f3al+qUmqVLDWwO40xgzMfn2M6lC8gIg7wR8BvX+6LicidIvKoiDw6MjKyxEtTan2Jx+MAhMNhjDFMTEwwNTXF5OQkxhiSyaRWOFNqE7ts9QUR+TbQNctdd9d+YowxImJmOe4/AQ8ZY/out7uQMeZe4F6AQ4cOzfa1lNqwksmkPzNcRMhms5w+fZpcLkcgECCVSvkV0ZRSm89lA9sYc/Nc94nIkIh0G2MGRaQbGJ7lsBuAnxGR/wQ0AGERmTLGXGq8W6lNJ5lM4jjOBRPPRkdHqVQqRCIRenp6dEtNpTaxpdY3fBD4ZeCTM/9//eIDjDHvsh+LyLuBQxrWSr2U3ePajmOXy2XK5TLGGD+wlVKb11LHsD8J3CIix4CbZz5HRA6JyH1LvTilNpNkMkkwGMR1XaLRKNlslsHBQTzPo729nWQyudqXqJRaRUtqYRtjxoDXz3L7o8B7Z7n9y8CXl3JOpTaqaDRKIpGgWCzS1dXFyMgI2WyWQCDA3r17dcMPpTY5rXSm1BoRCARobGykXC6TTCb9imZdXV1cccUVq3x1SqnVpoGt1BrS3t4OwOTkJNVqlUQiwVVXXUVDQ8MqX5lSarVpYCu1hnR3dxMIBBgaGqJYLNLW1sZVV1212pellFoDNLCVWkM6OjpIJpPkcjmi0SjXXHMN4XB4tS9LKbUGaGArtYYEAgGuv/56kskkW7duZffu3at9SUqpNUKnnSq1xmzbto3u7m5ERGeGK6V8+mqg1BqkW2gqpS6mXeJKKaXUOqCBrZRSSq0DGthKKaXUOqCBrZRSSq0DGthKKaXUOqCBrZRSSq0DGthKKaXUOqCBrZRSSq0DGthKKaXUOqCBrZRSSq0DYoxZ7WuYlYiMAKdX+zo2sDZgdLUvYpPQ53pl6PO8MvR5Xl5XGGPaZ7tjzQa2Wl4i8qgx5tBqX8dmoM/1ytDneWXo87x6tEtcKaWUWgc0sJVSSql1QAN787p3tS9gE9HnemXo87wy9HleJTqGrZRSSq0D2sJWSiml1gENbKWUUmod0MDeJESkRUT+j4gcm/k/NcsxB0XkByJyWESeFpF/txrXuh6JyK0i8ryIHBeRu2a5PyIi98/c/yMR2b4Kl7nuzeN5/k0ROTLz+/uwiFyxGte5EVzuua457m0iYkREl3otMw3szeMu4GFjzB7g4ZnPL5YH/oMx5irgVuCPRaR55S5xfRKRAPB54E3AfuCdIrL/osPeA6SNMbuBzwB/sLJXuf7N83l+AjhkjLkGeAD4w5W9yo1hns81ItIIfBD40cpe4eakgb153A785czHfwn83MUHGGNeMMYcm/l4ABgGZq24oy7wSuC4MeakMaYMfIXp57tW7fP/APB6EZEVvMaN4LLPszHmO8aY/MynPwS2rPA1bhTz+Z0G+ATTbz6LK3lxm5UG9ubRaYwZnPn4HNB5qYNF5JVAGDix3Be2AfQCZ2s+75u5bdZjjDFVIAO0rsjVbRzzeZ5rvQf45rJe0cZ12edaRF4ObDXGfGMlL2wzC672Baj6EZFvA12z3HV37SfGGCMic67nE5Fu4K+BXzbGePW9SqWWn4jcARwCXrPa17IRiYgDfBp49ypfyqaigb2BGGNunus+ERkSkW5jzOBMIA/PcVwS+AZwtzHmh8t0qRtNP7C15vMtM7fNdkyfiASBJmBsZS5vw5jP84yI3Mz0m9TXGGNKK3RtG83lnutG4ADwyMzIThfwoIi81Rjz6Ipd5SajXeKbx4PAL898/MvA1y8+QETCwN8Bf2WMeWAFr229+wmwR0R2zDyH72D6+a5V+/z/AvDPRqsWLdRln2cRuQ74M+CtxphZ35Sqebnkc22MyRhj2owx240x25meL6Bhvcw0sDePTwK3iMgx4OaZzxGRQyJy38wxbwduBN4tIk/O/Du4Kle7jsyMSb8f+BbwHPBVY8xhEfm4iLx15rD/CbSKyHHgN5l9lr66hHk+z/8daAC+NvP7e/EbJzUP83yu1QrT0qRKKaXUOqAtbKWUUmod0MBWSiml1gENbKWUUmod0MBWSiml1gENbKWUUmod0MBWSiml1gENbKWUUmod+P8BYa/iUBf/E+kAAAAASUVORK5CYII=",
                        "text/plain": [
                            "<Figure size 576x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# Visualize P-waves boundaries\n",
                "signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, \n",
                "                                         rpeaks, \n",
                "                                         sampling_rate=1000, \n",
                "                                         method=\"cwt\", \n",
                "                                         show=True, \n",
                "                                         show_type='bounds_P')"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 17,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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o5F+YDw4OEo1Gufvuu3n/+99fkz2xVytgDwDbqm5vnblPqQ3JBuxYLOYHbF3apeqm8+rpCma51MKOz6Ug1jX9vEXYSPthA3zxi1/kwIEDHDx4kB/96Ee84x3vYP/+/TzwwAO84Q1v4Prrr+f2229naGh6dvfee+/l+uuv56677uLZZ5/1E9N+//d/nw996EML/p7mUrP9sGfmsP/RGPOSNQAi8mbgvcCbmE42+1NjzC3zvZ7uh63Wsz/5kz8hm83yxje+kW9/+9vk83nuvvtutm3bduUnK7UEV9oP2690dqXiKbkUGA9e8x+0POkKW+x+2DVJOhORvwVeC3SISD/wn4EQgDHmU8BXmQ7Wp4Ac8Mu1OK9Sa5FdyiUixGIxAoGAVjtT9RfvnQ7CT3wKxs9BKHqxPKkx04G6nJ3uWWst8TWpVlnib7/C4wb49VqcS6m1ztYQdxyHWCzmlyfVOWxVd/FeeN3vTlcwO/3o9DprZrLB19huXbof9kvV/6ei1AZTqVT8HnYkEvGLRegctlppxhjkSku3AsHp6mU9B6aLoril6aVby8wGr7WNvh/2Uqaj19ZPSKkNoLqHHQwG/R52NrvILF2lFiESiZBKpRYXCBwHQpE1F6w3OmMMqVSKSGRhBWks7WErVWN2rlpECAaDNDY2AtrDVitr69at9Pf3ozUs1odIJMLWrVsX9RwN2ErVmO1hBwIBQqGQfxWtSWdqJYVCIXbu3FnvZqgVpOMgStVYpVLBGEMgEMBxHO1hK6VqQgO2UjVmd+pyHIdAIEBzczOgAVsptTwasJWqMbt8KxAI+GuxAa0lrpRaFg3YStVYPp8HIBicThGxQ+I6h62UWg4N2ErVmO1h24AdiUQQEb++uFJKLYUGbKVqzM5hh8PT+wjbLHEN2Eqp5dCArVSN2aHv6oAtIkuqbKSUUpYGbKVqrHovbLg4NK49bKXUcmjAVqrG7By27WHbbHHP8+rZLKXUOqcBW6kas8u3bA/bmanTrAFbKbUcGrCVqjE7h20DNuDvia2UUkulAVupGnNdF3hpwNYetlJqOTRgK1VjNrnMzmGDDosrpZZPA7ZSNVYulxGRS/a6dRwHY4xWO1NKLZkGbKVqzA6JV/ewg8Egxhg/g1wppRZLA7ZSNea6LiLir7+G6Tls0LXYSqml04CtVI3ZeepQKOTfZwN2LperS5uUUuufBmylaszzPETkkoBte9sasJVSS1WTgC0id4rIcyJySkTun+Xx7SLymIg8LSLPiMibanFepdYiu966ekjcBm+79aZSSi3WsgO2iASATwJvBPYDbxeR/Zcd9iHgi8aYG4FfAP7ncs+r1FpkjMF1XRzHuaSHrQFbKbVctehh3wKcMsa8YIwpAV8A3nrZMQaIz3zdAgzW4LxKrTk2Q1xE/HlruFhERQO2UmqpahGw+4DzVbf7Z+6r9nvA3SLSD3wV+I3ZXkhE7hWRwyJyOJlM1qBpSq2uSqWC53k4juMXS4GLS7w0YCullmq1ks7eDnzWGLMVeBPwVyLyknMbYx4yxhwyxhzq7OxcpaYpVTvVy7ZExP+6sbERgEKhsOptUkptDLUI2APAtqrbW2fuq/Yu4IsAxph/ASJARw3OrdSaUi6XMcb4W2pasVgMQCudKaWWrBYB+wfAXhHZKSJhppPKHrnsmHPA6wBE5BqmA7aOeasNx/awq4fD4WIPWwO2Umqplh2wjTEV4L3A14DjTGeDHxWRD4vIW2YO+y3gPSLyQ+BvgXuM7jWoNiDbw748YDc1NfmPK6XUUgSvfMiVGWO+ynQyWfV9v1v19THglbU4l1Jrme1BV2eIA0SjUeBiFrlSSi2WVjpTqoZsFnh10RTQgK2UWj4N2ErVULFY9JPOqoXDYUREA7ZSask0YCtVQ3ZIvLrKWfVtDdhKqaXSgK1UDdmAffmQuE1Cszt5KaXUYmnAVqqGisUi8NIeNkwHbV0coZRaKg3YStWQXbZla4dfTnvYSqml0oCtVA3NNYcN06VKNWArpZZKA7ZSNWQrnUUikZc85jgOnufpsLhSakk0YCtVQ7aHbXfnqmbnsDVgK6WWQgO2UjVk57DnCtiABmyl1JJowFaqhuyQ+Hw9bF2LrZRaCg3YStWQBmyl1ErRgK1UDdlgPFuWuC2mYtdqK6XUYmjAVqqGXNdFRPz9r6vZgJ3L5Va7WUqpDUADtlI1tJAett3RSymlFkMDtlI15HkeIjLrHLbdwUt72EqppdCArVQN2YB9+eYfoHPYSqnl0YCtVA3Z0qOX74cNF+uL65C4UmopNGArVUO2hz1fwC4UCqvdLKXUBqABW6kasWVHrxSwtYetlFoKDdhK1Yjd2ENE/DKk1WzmuC2uopRSi6EBW6kaqQ7YIvKSx+0OXpp0ppRaipoEbBG5U0SeE5FTInL/HMf8vIgcE5GjIvI3tTivUmtJpVLBGDNr7xogFosBF3f0UkqpxXjp2pNFEpEA8EngdqAf+IGIPGKMOVZ1zF7gPwKvNMakRaRruedVaq2xgXiugG2rn2ktcaXUUtSih30LcMoY84IxpgR8AXjrZce8B/ikMSYNYIwZqcF5lVpTSqXSvD1sm3Rmt+BUSqnFqEXA7gPOV93un7mv2j5gn4g8LiJPiMids72QiNwrIodF5HAymaxB05RaPbaHPVuGOFwM2Jp0ppRaitVKOgsCe4HXAm8HPi0irZcfZIx5yBhzyBhzqLOzc5WaplRt2GSy2aqcwXTAFhG/uIpSSi1GLQL2ALCt6vbWmfuq9QOPGGPKxpgXgeeZDuBKbRiu62KMmbOHbZd16Ry2UmopahGwfwDsFZGdIhIGfgF45LJj/p7p3jUi0sH0EPkLNTi3UmuG3dRjrh62vV972EqppVh2wDbGVID3Al8DjgNfNMYcFZEPi8hbZg77GpASkWPAY8D7jTGp5Z5bqbXEzmHPtrUmTM9tO46DMWY1m6WU2iCWvawLwBjzVeCrl933u1VfG+A3Z/4ptSHZOey5ArbjOP4cti2wopRSC6WVzpSqkStliV8esJVSajE0YCtVI7aHbZdvzUZEMMboPLZSatE0YCtVI7YgigZspdRK0ICtVI3YgG03+ZhNIBDAGKPFU5RSi6YBW6kasXPY4XB4zmPs/LYGbKXUYmnAVqpGbMCer4dtl3UVCoXVapZSaoPQgK1Ujdhe81yFU+BiD1u32FRKLZYGbKVqxJYctdtozkbnsJVSS6UBW6kasQF7vjls2/vWIXGl1GJpwFaqRlzXRUTmncO2AVuHxJVSi6UBW6kascPcC+lhZ7PZVWmTUmrj0ICtVI0YY3AcZ85a4nAxYNs120optVAasJWqETuHPV+WuK2CZsuYKqXUQmnAVqpGPM9DRObc/AMu7uSlSWdKqcXSgK1UjdgduOYL2DYhTXvYSqnF0oCtVA0sdI9rm5Cmc9hKqcXSgK1UDZTLZYwx885fw8U5bF3WpZRaLA3YStWA7TE7zvx/UuFwGBHRHrZSatE0YCtVA8Vi0V/WNR/bw7YZ5UoptVAasJWqgVKphDFm3oQzuDiHrQFbKbVYGrCVqoF8Pg/MvwYbLg6Je563Gs1SSm0gGrCVqoGFJp3ZgK27dSmlFqsmAVtE7hSR50TklIjcP89xPysiRkQO1eK8Sq0VthDKlQK2HTK3y8CUUmqhlh2wRSQAfBJ4I7AfeLuI7J/luGbgPuD7yz2nUmuNDdjzbfxR/bgGbKXUYtWih30LcMoY84IxpgR8AXjrLMf9AfBfAa3JqDachfawQ6EQjuNgjNHEM6XUotQiYPcB56tu98/c5xORm4BtxpivzPdCInKviBwWkcPJZLIGTVNqddhSo42NjfMeZ4fEjTG6FlsptSgrnnQmIg7wR8BvXelYY8xDxphDxphDnZ2dK900pWrGBuwrDYkHg0G/h62JZ0qpxahFwB4AtlXd3jpzn9UMHAC+JSJngFcAj2jimdpI7LKuK/WwRQQRwRijG4AopRalFgH7B8BeEdkpImHgF4BH7IPGmAljTIcxZocxZgfwBPAWY8zhGpxbqTXB1gaPRqPzHicifg9bh8SVUoux7IBtjKkA7wW+BhwHvmiMOSoiHxaRtyz39ZVaD2zwtaVH52PLl+oGIEqpxZg/pXWBjDFfBb562X2/O8exr63FOZVaS+x8tN3vej7BYFB72EqpRdNKZ0rVQLlcRkSuOIcNFzPFtYetlFoMDdhK1YDtYV8pSxwurtXWpDOl1GJowFaqBlzXRUQWNCSuy7qUUkuhAVupGrBVyxYSsEOhEKBD4kqpxdGArVQNeJ6HiFxxP2y4mHSmAVsptRgasJVaJtd1McbgOI6/ZGs+OoetlFoKDdhKLVOlUsHzPBzHQUSueHwoFEJEtIetlFoUDdhKLZPdqWshw+FwMZNc12ErpRZDA7ZSy5TP5zHGLDhg2yFxzRJXSi2GBmyllskG7CvthW3ZHrYOiSulFkMDtlLLVCwWMcYsqGgKXBw61yFxpdRiaMBWapns1pp2ffWVRCIRREQDtlJqUTRgK7VMk5OTwMJ26oLpIXER8YutKKXUQmjAVmqZbA97IRt/wMUhcdd18TxvxdqllNpYNGArtUy5XA6AWCy2oOMbGhoQEa0nrpRaFA3YSi2TXYe90CHxYDCIiOB5nmaKK6UWTAO2UstkA/ZCe9g2m9zzPO1hK6UWTAO2UstUKpUQEZqamhZ0vC1NaozRTHGl1IJpwFZqmWzAjkajCzq+OmDrBiBKqYXSgK3UMtnlWQvNEm9oaMBxHO1hK6UWRQO2UstgM71FZMFJZ4FAwO9ha9KZUmqhNGArtQzlctlfS73QSmfVAVt72EqphapJwBaRO0XkORE5JSL3z/L4b4rIMRF5RkQeFZGranFepeqtXC77G38sNGA7jkMgENAetlJqUZYdsEUkAHwSeCOwH3i7iOy/7LCngUPGmOuBLwMfXe55lVoLstksnucRCARwnIX9OdmADbpjl1Jq4WrRw74FOGWMecEYUwK+ALy1+gBjzGPGmNzMzSeArTU4r1J1l8vlMMb4md8LISIasJVSi1aLgN0HnK+63T9z31zeBfzTbA+IyL0iclhEDieTyRo0TamVlc1m/YC9GHZIXOewlVILtapJZyJyN3AI+G+zPW6MecgYc8gYc6izs3M1m6bUkkxNTQELX9JlVW8AopRSCxGswWsMANuqbm+due8SIvJ64IPATxhjtFqE2hBsDzsSiSzqeTZgaw97/XFdl/HxcTzPo6mpadEXa0otVS162D8A9orIThEJA78APFJ9gIjcCPxv4C3GmJEanFOpNcH2sBda5czSOez1a2JiglKphDGGdDrtb6+q1EpbdsA2xlSA9wJfA44DXzTGHBWRD4vIW2YO+29AE/AlETkiIo/M8XJKrSt2a82F1hG37I5dOiS+vmSzWVKplL+cL5PJ8MILL5BMJvVnqVZcLYbEMcZ8FfjqZff9btXXr6/FeZRaa/L5/KI2/rCCwaAmna0DrusyOTlJJpNhamqK0dFRcrkczc3N/jK+fD7P2NgYra2ttLS00NPT4+/IplQt1SRgK7VZ2eHQpQRs0DnstapcLjM8PMyFCxeYmJggm81SLpfJ5/OEw2GKxeIl+5qXy2Wy2SyZTIaJiQl27dq14O1WlVooDdhKLZH9oIaF74VtVQ+JG2MWvIZbraxyuczg4CBnzpwhnU77c9X2AisUChGLxfyflx0az+fzZLNZstksY2NjlEolrrnmmkXnNig1Hw3YSi2R67r+xh+LzRS267bL5TKVSmXR67hVbRljSKVSHDt2jKGhIcrlMsFgkFgsRiQSobm5mVwuh+u6lwx3l8tlyuUyjuOQy+XI5/Pk83kymQzlcpmDBw8uegWBUnPRgK3UEhWLRb8s6VIDtg36GrDrp1QqcfLkSY4dO8b4+DgiQnNzM4lEgpaWFgKBAIVCAWOMP08di8UIBoMEg0EqlQqZTIaRkRHGx8fJ5XIUCgWee+45AoEAhw4d0hEUVRMasJVaokKhgOu6hEKhRQdcuye2HVbXtbz1MTIywpEjRzh37hyVSoXm5mbi8TiJRIJwOEwul0NEcByH9vZ2ent7gemedbFYpFAo+EmHoVCIhoYGhoeHaWhoIJ1Oc+zYMVpbW9m7d2+dv1O1EWjAVmqJMpnMonfqsuw6bM0Ur49yucyJEyd47rnnSKfTiAhdXV10d3cTCoX8vIKWlhYikQiO41CpVBgeHsYYg+d55PN5PM/zl3MZY4DpWvGlUol4PE4qleLpp5+mr69P57PVsmnAVmqJJicn8TyPcDi84J26LLtZiOu6GrBXkTGG8fFxnnnmGc6ePUu5XKapqYmOjg7a2tooFouUy2Wi0SiFQoFSqUQulyMQCPgjKcFgkEAgQFdXF5FIxK8LXygUGB8fZ2JiglwuRy6XIxKJMD4+zlNPPcWrXvWqen/7ap3TgK3UEo2PjwMsKanIJi4ZYygWtVLvaqhUKpw7d45jx44xPDxMKBSiq6uL1tZWGhoa/CVbjuP4QbupqYlIJEI0GqWxsdEfSXEcZ9Z56Z6eHgqFAtFolOeee458Pk+lUuHEiRPs37+ftra21f621QaiAVupJZqamsIYs6T1tqFQ6JI5bLWystksx48f5/Tp02QyGeLxOJ2dnUQiEVzXpVAo+KMewWCQ1tZWOjs7l/SzjUQi7N+/H2MMJ06coFQqkclk+Na3vsVP//RPa4KhWjIN2Eot0eTkJADNzc2Lfq4NDsYYrSe+gjzPo7+/nxMnTnDhwgUAent7aW9vp1Qqkc1m/WmNaDRKc3MzPT09tLS0LOu8gUCAffv2kcvl6O/vp1gsMjQ0xJkzZzQBTS2ZBmyllsDzPLLZrL8EaLGqq2QVCoUVaKGamJjgzJkzvPjii6TTaRoaGmhvbycajTI2Nobnef5Sra6uLtrb22lra1t0PsJcIpEIO3bsIJPJUCgUSCaTPPPMM2zfvp2GhoaanENtLhqwlVoC13X9ueel9MYaGhoIBAK4rqs97Borl8ucPXuWs2fPMjIyQrFYpKWlhWg0iuu6jI2NAdM/g56eHvr6+kgkEn41s1qymef5fJ50Os3AwADJZJKtW7fW/Fxq49OArXy2alMmk6FUKpHP52lubvZ7HXYYV00X2ygWiziOs+g64nBp0lmlUql18zYlz/NIJpOcOnWKkZERMpkMoVCI1tZWf011Q0MDDQ0NxONxuru72b59+4rOKTuOw1VXXUU6nSYejzM6OsqRI0c0YKsl0YC9ibiu6+/fHAwGaWxsxHEcf6nLxMQEw8PDDA8PMzU1xdTUFJVKhWg0yrXXXsu2bdvo6OhYkZ7IejM1NYXrujiOs+SkM7sWWwP28qVSKV544QU/UNtiNLFYzE/sa2lpoaGhgWg0ytatW+nq6lqVttkEtomJCcbHxzl79iyTk5NLmkpRm5t+8m4C5XKZ8fFxzp07x9TU1CWZsF1dXRQKBcbGxpicnGR0dNTfocgYQyAQoFwuc/ToUb9ARGdnpx9sNqvx8XG/ytlSCmLYOWxNOlueTCbD888/z4ULF5icnPR/Jk1NTf7yrGAwSHt7O42NjUSjUa666qpVL2LS29vL6Ogozc3NjI2N8fTTT/Oa17xmVdug1j8N2BtcLpfj/PnzDA4OUi6XERH/Sr9YLBIOh/3NDewGCMVi0V97ajc9KBQKnD17llgsRigUor29vd7fWl1NTEz42cVL2fs4EAj4Fz26rGvxstkszz//PAMDA6TTaYwxNDY2+slctpyoXUvd2NhIIpGgr6+vLhebra2txONxOjo6SKfTPPfcc9x66626xEstigbsDSyfz/Piiy/6veVUKuUn4djeXS6XIxgMkkql/B50S0sLV199NZFIhFwuRzqdZnR0lImJCQYHB4lEIkQikU29328mkwGmM4GX8qFbXXjD87yatm2jcF2X8fFxAoEAzc3NBAIBv0d9/vx5/6KpsbHRv2iyGd7BYJCmpibi8TjxeJy2tjYSiUTdcjBEhN7eXsbHx4nFYmQyGV544QVe9rKX1aU9an3SgL1BVSoVzpw5Qz6fB2BoaIhUKoXneXR2dtLa2kqlUmFycpJ8Po8xhoaGBnp7e7n22mvp7e2lXC7z4osv+kuPJiYmGBoaorm5mcbGRr8s43rmeYaS6xEUoWIM4YCD48z/oW7n/I0xNDU1LSkIOI7jv3c6JP5SnueRSqWoVCoYYzh79iypVIrh4WFyudwla6dtERq7e1Y4HKapqYnu7m46OzuJRqNrIlmyvb2dWCxGW1sbU1NT/PCHP2Tfvn1rom1qfdCAvQEZY+jv7yebzVIqlTh9+jTpdJpQKMSBAwd4xSteQTQapVwuMzY2Ri6XIxwO09bWRiQSueQDpK2tzQ/YhUKBcrnMyMgI0WiUWCxGIpGo43e6NBXX4+TIFN88PszhM2P0p6aYKrm0RsNsbY9x47YEt13dxd6uJoKBl67JtZWrAOLx+JLaICIEAgFERIfEL2OMYWJigsnJSSYnJzlz5gzJZJJisejviGVLhhpjMMYQiUT8DPDu7m56e3vX3GYbwWDQTz4bHBxkaGiIs2fPsn379pqt/VYbmwbsDcbzPM6dO8eLL75IqVRiYGCAiYkJwuEwu3fv5tWvfrU/hBsKheju7p739bq6upicnKS9vZ1cLsfo6CiZTMafB7c97fWiP53jv3/9OR4/mWRk6tJAOTRZ5vhwlideSPGDsyn2dcX55VfupKfl0u9vamrKn1ZY6ly+nWMFzRK3W1W6rksul2NwcJDz58+TTqf9fahtz9luwGFXN4RCIWKxmL9/dXd395qequnp6WFoaIhEIkEymeTpp58mGo3S0dGhQVtdkQbsDcIO0x4/ftzPmLXrqW1t41e/+tWLXpIViURIJBJUKhW6u7v9YHXhwgVisRixWIyGhoZ1Maz3TP849/3tEc6ksph5jpssuDx2YpRUpkS2WOG9P7n3kqA9OTlJoVDw90heKvsB7boulUpl0y2Xy+VyjI2N+Rd/Fy5cYHx8nHw+j+u6hMNhf2mWzaq3c/+RSISmpiba29v9oeb18Hto/54SiQTj4+OMjo6STqeJRCJLHq1Rm8em+ISwCVci4u+4EwqF8DyPSqVCqVSiUqkgIjQ0NMx5pWs/DOxmAbZnVN1Dsh8qoVCIxsZGP7mrelcmuwdypVLxewp2EwK71+7k5KQ/BGi373NdF9d1ERH/uZ7nMTExwcTEBMlkkmw2S7lcxvM8HMehra2NG264geuuu27JAcFmtsbjcdrb27lw4YLf27ZDk2v9w6Z/LMd9f/s0L6ZyC37OM4MZQkHhLx5/kfff8TJ/eDyTyfgBdjnft/152N/DzRCwjTFMTU1x4cIFhoeHSaVSTExMUCgUKBaLGGMIh8N+ZTIbhBsaGvzfs66uLhKJBOFweM0H6MuJCN3d3SSTSaLRKLlcjuHhYRKJxJr/G1L1V5NPCBG5E/gTIAB8xhjz4GWPNwCfA24GUsC/NcacqcW5F+pb3/qWH+xm2uTXcq7egN7eb4N4IBDwaw7b4+0xgJ8UU/2all1GVX0BYI+1mcE2+Bpj/OPsB1EoFPKDrz2vDf72vkqlguu6/uM2+SYWi7F79272799Pd3f3sobbwuEwHR0dDA0N0draSiaTIZfLkUwm/WFKuzxsLaq4Hv/9n5/j3CKCtfXkuQm6WyKcHJnimi3TH6i2DvVyM+Xt1ET17+BGZPeKnpqa8pcYplIpP0jbi0u7lNCuQgiHwwQCAWKxGK2trbS1tflVy9azlpYWmpubicfj/hRAX18f7e3t6z6JU62sZQdsEQkAnwRuB/qBH4jII8aYY1WHvQtIG2P2iMgvAP8V+LfLPfdClctlJicnL+kRVwdBywbAhQoEAjiOc8kSHZtEdPmFgA349n97bPVt+3U2m73keMteEFTfHwgECAaDBAIBv+RiX18fO3bsoKenp2brPDs7O/1s8kQi4c87JpNJf06xr69v3g9Te3FhRyBWy8mRKQ6fGWOpIfHoQIbvPJ/kmi1xXNdlYmIC4JLlREtRHbCLxeKanntdilKpxMjICP39/Vy4cIHR0VFyudwlF7mRSITW1lZaWlpobW3111IHg0Gam5v9NdTzjXytN4FAwF9mlkqlSKfTDA4O0tvbS2NjY72bp9awWvSwbwFOGWNeABCRLwBvBaoD9luB35v5+svAJ0RETHU0WkG2txoMBv0hNxskqwtY2MxdwE9yseyQueM4/pyj7bHbHkJ1D9z2Om3gdRzHL+pQHcxtLxzwh81thTHHcfxehj3Gnt8e09jYSDweJxaL0djY6C+5qvVQoeM49Pb2ks/naWpqolAokEqlmJyc5Pz58/5FSkdHhz+0l81myWaz5HI58vk8lUqFUCjk96DssGctlctlcrmcX+dbRPjnp86QnxwnLtO/biEqNIhLEA8wVIzDpGmgTIgiQQyXvnfnxvKcHJnC8y5mLxtjaGlpWdYwdvWQ+EbJFC+VSoyOjjI0NMTg4KAfpEulEq7rEgwGiUQifiGTLVu2EI/H/REaWznOLhlcb0PeC5VIJPyedjqdZmRkhMnJSQ3Yal61CNh9wPmq2/3Aj811jDGmIiITQDswWn2QiNwL3Auwffv2GjRtmuM47N27l0ql4gfAxsZGP1jbQG2zTu2QeKlU8ofD7evY+We7dlZE/LllG9RtUoztedrXrB4ytr1kO6QcDAb94+wuTgsdHrMJOSstHA5z1VVX+TtV2ZKnU1NTnD59mvHxcfbt20c8HsfzPMbHxxkfH/ffF7se1u5BPDo6SmdnJ21tbQvuqdrRiuqvbQ/VBoZisejfzuXyDJw+zzZvnJDj0oBLUFzCeH5YNkCJIBfcZgZpZcI0QlXQNkC5XKHkTucW2G0129ralvW+2wtHz/Pquxbb88AtQSAMi+zF2jnpVCrF0NAQyWSSsbExxsfH/YsQe/Fqq33ZPaebm5v9tdN2WdZmmMcHaGpq8ofF7aqLkZGRVatvvlnM1Se8/H77N2inKqtzh+BioSP7eVM9/Vk9wrrS1tRfhzHmIeAhgEOHDtW0951IJPxgO9eWhpFIxH8cuGTP2uqlJDaozpYkMtcPrjqxzV40VG8Acbm1WrIwGo2ya9cu/5fZ8zw/UA4NDTE8POwXBbHTDpb93qPRqN+TOHfuHI2NjXR3d7Nlyxaampr8CylbZ9teIJVKJb9eNFzck7o6WNvjC4XCxTyEySm2ORUEM5Md7mAwXHznDU2UiQfyNJgKx9xeSpf9aWSLLuGAw8TEBMVikUAgQEdHx7LeS3uxaC84VpVbgeQJOPUNGH3+4v2dL4Pdr4POqyEw98dDuVxmcHCQEydOkEql/JGU6hEiO4qSSCRoa2ujvb3dH+K2CWUbZZh7sRzHIZFI0NraysjIiF9CeN++fet+jr6ebEKw/SyYKzek+sLeXliWSiV/yqZYLPqJxfYzzCb5Vuc6ua7Ly1/+cq655ppV+f5qEbAHgG1Vt7fO3DfbMf0iEgRamE4+WxU2OFb3rqvnkWH6h2V/ELbnEwgE/D+e6kC8lA+ZtZqQtRTRaJS9e/cSj8c5d+4cQ0ND/g5JtgoV4A/pV8/z2z8Uu9VhMBgkk8kwPDzMsWPHiEaj/oiBvWC6vCddLpfJ5/MUCgV/euDyvAS7dndakAIeBoeKcfAQKhKgAhgjiDE0OyVaKLJTxpiQCC+aS3s6L+uKIYJffctxnGX3huyIyqoH7MwgPPEpyCYhHIP4VhABY2D8PPzLJyHWCa/49xDv9Z9mjCGdTnP69GlOnTrlZ3dX/7xtJS+7G1ZTUxPBYNCv6213iFMXh8VjsZi/6mJ0dJTe3t4rP3kTsyOa9uLQfjYXCgVyuZzf6bJ/p/ZzZ2pqimw26y8dtBf39nOjuiNQHZSre+P22Ooco6GhoXUVsH8A7BWRnUwH5l8AfvGyYx4B3gn8C/BvgG+u1vy1tXPnztU83YYXDAbp6+vzN1Q4e/Yso6OjlyxVcxzHL6xie8O2l2z327YlJu3xmUzmkiz46h569bI3+8dke+L2D9NeBNiLrWAwyIRT4PT5DHkvgIuDi0PFQIUQgiGER9a4IGO0UWBPIEl/pY1y1Z/HT167xV8+57quX6d6Oar3F1+VIXHPg/SL8PjHwQlD62XTTiIQbZ/+l0vBdz6G96rfJBto4cyZMxw/fvySxDHAXyvd1NREIpFgx44dtLW1+SsVNtMw92LZVQbt7e1MTEwwNTXFuXPn6Onp0YuaKja3x17s25GzQqHgL3+1nwt2lUylUqFSqfi7EGazWT+PxrIjXLaDYP8ebQcjHA77v7/BYJBCoeB36Kp//3fv3r1q78Wy/5Jm5qTfC3yN6WVdf26MOSoiHwYOG2MeAf4M+CsROQWMMR3U1QYQjUbZvn0727dvp1Ao+PsR26Hv6qVqxhj/CjedTpNOp/2ENLs0rXquCPB7oNVzSzYQ22ODwaBfU9oOt9pdmpqamtgz6fH/PfwUg+Mv7cWWCABCjAIVx6PFGaGVAlskzTnTCUz/Ul/X18KZF0/7GfzNzc2XTJkshf2gWNE57EoJBp6CZ78E5/8Vxs9MB+5wDFq3QfcBaOoCuXTp4bi0cmEsw/N//RCD0sPk1BTlctkfrWppaSEej9PZ2UlfXx+tra3+siybk6GuzA6LNzY2kslkGBoaIp/Pb7gVA0tRqVT8QGuDcqVSYWJignw+z8TEhJ/8WyqVEBF/mNsGdXuRbwOtHdWw+TQNDQ1+WWb7OdPW1kZzc7P/+rFYzB8eb2pq8p9jh9ybmppW7T2pyV+VMearwFcvu+93q74uAD9Xi3OptSsSibB9+3Z/Dqh6WsH2JNvb2+nt7aVYLPrD2lNTU6TTaT+BzQZ5u9bZ/oHYOtJ2WNUG5erEpdkS8FoTHjfu7OHM05fP1FyUJcJ5r4MemWCL5NkVGOV8pR2Dw6v2teG5ZUZHR/3vq7Ozc9lByV7R2w+imnErMHwUDn8GTnwFChPTQdoKhKbvG85A6hQkdsBVr6QcjNE/UeH4KAxMQqYYo+yWIZQm3DCd1d3V1UVfXx9dXV10d3cv+6Jls0skEv4Ihf07GBoaYvfu3Rs2Q34+dtmkrfVgA3ChUPCHsW0RKTtCZ++3Qdte1Le0tPh5FLa+fCKRuCRJzNatt6t1bCEomE4MTKfT/jbEl/++1yOjXy+DVc3ZADobO9QUDodpbm72r47tvJ2tAGeDve1J27lwO9y9qPYEHH7r9n088cIoQxNzzxVnCXPea6czMEAbBVrIkQ80c99texkYGPA/GBzHuWIN9oWwVbzmSoJckswgfOdj8OK3IX0evFm+X7cICAQiUClQGX6eFycbeTJwiKFCiFJlejo74EA8BFsShq7rfoyOjg46Ojr8Dz21fIFAgNbWVn9Ndj6f5+zZs2ty85KVlMlk/C187dC3Dch2rhkuJobZmhD2s8aOUrS0tNDe3u6PgAWDwUt61JcTEVpbW2dtky09bKf51sLvvAZsVVc2CXClr1a3tkX5n3fdzN2feYJsaa79p4Uh00KOYZopsScwyvYDu2gP5BgaTvofHqFQiK1bty67TdW1r2vSw84Mwtd/B05/B/IjVzjYUHGLvCA7+BduYCTbTgWXQCBENATtUehrhs5omHZ3mMTNNxPeQImTa4kdFo/FYoyNjfn/VqKewlpSKpX8ojGZTMYP0Db5y3Vdf8VHNpv1iy6JCPF4nN7eXnp7e/0VCLYyZC6X85fFxmKxZa+4WUvTO2unJUqtsBu3J/j8u1/Br/3VYYYmZ+/R5gkz6MV4WajM3nCBO3cIA/39hEIhP0O9q6urJnWf7VJBqEHSmVuBr/9nOPYIePO/VgWH02zj+9zAsOmiJEFCuCQYZ2eimZ72ZrqiDu2NEA46MFEBrZi5YpqamohGo7S0tPiFeQYHB2lvb99QhVTsMs1sNsvY2BhDQ0P+9r7VyV92xCmbzfq9W1sUqqOjg507d9LX1zfrSJsdvduoNGCrTeXG7Qm+9Kuv5GNfP8Hhs2lGMwWK7nSZlIADiWiEWNMuGqeepSFsKGfHiba0ANNLumwJ1lqsk69etrbsHvbRv4cT8wdrD2GIDh7nJs6xlQJhAlToMSPskSF6JUWH00lr16su9uyMYXr4fON+CNabiPhr1UdGRsjn8ySTSX8Xr/Xey7ZFkoaHh/15ettjDgaDNDU1EQ6HyeVyfkIZXMyJ2bZtG7t27dpUUwRz0YCtNp2tbVE+9nMHOTkyxbefG+H40ASeEUIB4WU9cV6xI86z3x1ncHCQCxcuICL+0hC7Br0WH6LVy7qWVZq0XIB//h2oFGZ92AApWvkh+zjKy5giioOhm1Gu4zjbGaadHA3iQnYCeNXFJ+dS08VU1sD83UbW1tbG8PAwsVjMz4BOJpO0trau20BVLBYZGBjg7NmzpNNpf5g6FArR1taG4zh+XsjAwIBfaXLHjh3s3r2bnTt3rtkCUvWiAVttSsGAwzVb4lyzJY7nGUquRzjg4DjTWdvODTeQTqcZGxvz59RkZmvE5eyBXc0W8oGLu74t6ULgua9CbmzWh8oEOUsv/8p1nKcXD4cYOfZxmps5Tifp6SKsRkAi08Hfq0xnkgOUs9OVz9SKCofD/va1ExMT5HI5RkZGSCQSbN26dU0kPM3H1sO3Gy0NDAyQTCaZmJjA8zy/wh3gX5Qkk0m/YFA8Hmf79u0cOHBAl7TNQwO22vQcR4g4F+fDRIQdO3awc+dOksmk/2GZSCTYv39/zeYVqzNPq9eLLtrTnwf3pT30LBGOsZvDXEeaFoJU2MEAr+AIvSRpoPo5ZrorXn3+XApiXdNlStWKs9uHNjY2ks1m/RrjLS0ttMxMy6wltq5Cde3+c+fOkUql8DyPQCBAIpHwE788zyOVSvHCCy9QLpcJh8N0dXWxe/du9uzZs6HnnmtFA7ZSs2hqauLgwYOcOnWKXC5HKBRi+/bt9Pb21mxO0Wa82h3YbBbsorgVGDsNXJr5nqaZZ9nHM1zNJM1EKXAjz3ALR2lkjqVtIhCMgBOcDtbGmy5POk9NcVU78XicpqYmYrGYHwBHRkaIx+N+QZq1olAo+FX/XNdlZGSEoaEhXNf1LzqqpdNpJicnKRQKNDQ00NfXx549e+jt7dW1/Iugf4lKzUJE6O3tpaWlxe/5BoPBmmbt2nXlthCEXTK2KKWpmZ6xA2Z66H6CGM/wMp5lL5M0ESfD63icvZwjwDwVgcWZLks6cW66Z31ZLXG1skSE9vZ22tvbyWQyflWvTCZDQ0MDXV1da2JofHJyksnJSRzHYWpqyl8/bYzxg7Wt553L5fxSxPaid/fu3bS3t2+IhLrVpgFbqTk4jkNzc/OKvr6dw15ypni4aWYY2wE8sjRwlL0cYy9ZmogzxZt4jJ0MLaRBsPPVcOMvXXG3LrUy2tvbSSQSDAwM+AVDUqkUsViMdDq97C1dl6NSqZDJZMhkMv6Qvd1sQ0T8ymLFYpHJyUmmpqaoVCo0NDRw1VVXsW/fPjo6OtbERcd6pX+RStVJ9eYlS96xKxCE9j0wNYxbMZw22zjKHiaJESXHa3l8YcE6koBr/x94w0c0UNdRIBCgs7OT1tZWkskkIsLY2BgdHR2Ew2Eymcyqz2fbRLKpqSmGhobI5XLAdAC3df1tSdDx8XEymQyu69LY2EhfXx/79u1b0QvfzUT/MpWqk+piEcYYCoXZl2Vd0Y13w9ARBisJnuVljNNCmBI3cJz9nFlAQxzYfRv8xPs1WK8BHR0d9PT0kEqlKJfLhEIhBgcHicViZLNZAoHAqmw4UalUGB8f97f+nJqa8ldMhEIhWltb/VKhxWKRbDaL53k0NDSwZcsW9u3btyaT5dYz/etUqo6qh8SXvCf2vjvJffsTHMs1kpQOHONxFQPcyHGuPHjqwL43wR0f0fnqNSIcDtPZ2UlLSwvj4+OEw2F/GdS2bdvIZDL+5jcrwRjD5OQkExMTlyxttLtbRaNRwuEw4+Pjfo9aRGhsbKSzs5Ndu3atmfn2jUYDtlJ1ZIunLGeLTRNs4PzB3+TMP38VF4eETHG9eZ5m8vM/MRCBOx6Am39Ze9ZrTHd3N1u2bPFLd7a2tnLhwgWam5tpb29nfHwcx3H8naVqwRhDLpdjfHycM2fOMD4+TigUwhjjlwa1F5jDw8NcuHDBH/ru6elh165ddHd3L3pzHrVw+leqVB3ZrHBbZ3kpcrkcx0dKFJq2EZ66wDYusF2SQGgmc/yyzU4kADf/Ctz+e9Cwenv5qoVraGigt7eX/v5+JicnaWtrIxQKcf78eSKRiL/1YyKRWHbQthtmTE5OkkwmGR4eplgs4jgOpVLJ3x86GAxSLBYvCebd3d3s3buXLVu21PTiQc1OA7ZSdWQ3AFnOkPjAwAAjIyOYQAOxrdeyf9cNhE6MQ+okeAZwptdWJ3bAj98HB34GQvrhutZ1dXWxdetWTpw4wejoKNu2bSOdTnPu3Dl27NhBY2PjkoO253nkcjmmpqbIZDKMjY0xOTnpj/ZEo1ESiYS/x3Q2myWXyzEwMIDrusTjca655hp27typgXoVacBWqo7s1n22tONiFYtFTp48SalUIhAI0NXdw5afeBPcds90UZXC+PSBkVYd9l5nwuEwW7duJZVKMTIyQiqVIpFIMDExwblz5+jq6qKlpYWxsTFisRjNzc3zzhvb37F8Pu8Ha7vZhjGGpqYmgsEg2WzW30EsHo8zMTHB8PAwo6OjhEIh9uzZw4EDBzTzuw70L1ipOrJD4iKypCHxdDrNyMgIrusSjUbZtWvXxQ/tQBBiHbVsrlplPT09jI2NkclkmJyc9PfNzufzDA4OMjExQTwex/M88vk8DQ0NNDQ0+LkRhUKBUqnk7y3teZ4fqO2wdzAYJBKJEAwGKZfLRCIR2trayOfzZDIZzp8/T7FYpKenh4MHD9LT01Pvt2XT0oCtVB1VJ50ttodtjKG/v598Po+IEIvF2L59+wq1VNWD4zjs3LmTsbExzp8/TzqdZuvWrRQKBX99dD6fJ5VKAdMldW11Ps+bzl1wXdffy90+z3EcGhoa/MS1cDhMKBQimUwSCAQYGxtjdHTUzwDft28f119//Zoqj7oZacBWqo4ikYg/h73YHnaxWKS/vx9jDMFgkI6ODt3paAOKxWLs3LnT38Urm83S1tZGqVTyf28mJycpFouMjY1dsgtcdTW9YDDo975tz7qhocFfKz02NkY2m/XXVnueR3t7O1dffXVNa+irpdOArVQdVW98sNgediaTYXx8HM/ziEQibN++XT9UN6gtW7aQSqU4deoUw8PDhEIhurq6KJfLZLNZf0MN13XJZrP+MDfgL8fyPI/x8XGMMX6gDoVC/nrr4eFhJicnCQaDNDU1sWvXLnbs2KG7aK0hGrCVqqOGhga/0tli98ROpVIUCgW/oEVfX98Kt1bVSzAYZM+ePRQKBc6ePcvg4CDGGLq7u9mxYweFQoFcLofjOMTjcf93qFAocOHCBRzHIRQK+UvCbHJZNptlYmKC0dFRstksjY2N7Nmzh6uuuop4PK7FT9aYZQVsEWkDHgZ2AGeAnzfGpC875iDwv4A44AIfMcY8vJzzKrVR2HlE13WpVCr+PsJX4rou58+f9ytQxeNxHQ7f4Jqamti7dy+u6zIwMMDg4CAiwu7du+nr62Nqaorx8XG/RChMB3q7qYz9HbNFV6amprhw4QKFQgHP8+jq6uLaa6+lq6tL56rXqOX2sO8HHjXGPCgi98/c/sBlx+SAdxhjTopIL/CkiHzNGDO+zHMrte7ZHjZML7txXXdBATubzTI2NobneQSDQbZs2aK9oU2gra2Nffv2ISIMDQ3R399PNpv1K6PZSmN2u9Z8Pu/PS1++05Zd959IJNiyZQs7duygtbW1vt+gmtdyA/ZbgdfOfP2XwLe4LGAbY56v+npQREaATmB8medWat2zWeIw3QPK5/MLmjPM5/NMTU0B0+t1e3u1DvhmICJ0dEwv1QuHwwwNDfnJaMlkksbGRn/4G6Y38LBJjfl8nrGxMYrFIq7rkkgk6Ovro7u726+kpta25QbsbmOM3bvvAtA938EicgsQBk7P8fi9wL2ALk9Rm0IwGMRxHH9p10KrnaXTab8KVTgcpr29fYVbqtYKEaGzs5PGxkai0SiDg4PkcjnS6bSfgCYi/ohLoVCgWCz6O2n19PSwc+dO4vE4kUhEExXXkSsGbBH5BjDbSvkPVt8wxhgRMfO8zhbgr4B3GmO82Y4xxjwEPARw6NChOV9LqY2ietnNYsqTDgwM+AlqLS0tWh5yE2pqauKaa66hp6eHwcFBkskkhULBX5fveR7GGL/MaCKRoKOjg3g8rpnf69QVA7Yx5vVzPSYiwyKyxRgzNBOQR+Y4Lg58BfigMeaJJbdWqQ0mEAj4AXuhPexSqcTExATGGAKBAIlEQuevNykRoa2tjba2NiqVCvl8nnw+T7lc9pdvNTY2+muutTe9vi13SPwR4J3AgzP//8PlB4hIGPg74HPGmC8v83xKbSiBQMCvJ77QHradv7YBe8uWLSvdTLUOBINBmpubtcb3Brbcy/IHgdtF5CTw+pnbiMghEfnMzDE/D7wGuEdEjsz8O7jM8yq1IYjIJQF7IdXOcrkchUIBYwyhUIhEIrHSzVRKrQHL6mEbY1LA62a5/zDw7pmvPw98fjnnUWqjEpFLMsXz+fwVnzM2NkalUvELpsTj8ZVuplJqDdCJL6XqLBAIYIzBGEOhULji8clkEmMMjuPQ3Nysy3GU2iQ0YCtVZ+Fw2O9hX2lI3HVdvx60iGihC6U2EQ3YStWZDdgL2RM7l8uRy+X8HrYtoqGU2vg0YCtVZ3bHLs/z/C0T51IoFPyEs3A4rAlnSm0iGrCVqrPqylSVSgXXdec8NpfL+Uu/wuGwJpwptYlowFaqzmzAFhHK5fK8w+LpdBrP8/wM8cbGxlVsqVKqnjRgK1VnNugaY/xdluaSSqX8rRNbWlq0cpVSm4gGbKXqzG7A4DgOnueRy+VmPc51XTKZjF/hTDf8UGpz0YCtVJ1FIhG/Fvh8a7Hz+Ty5XM7fA1uXdCm1uWjAVqrOGhoaCAQCeJ43bw+7WCxSLBY1Q1ypTUoDtlJ1FgwGCQQC/nz0XAHb7mvsOA7hcFg3eVBqk9GArVSdVe/YJSJz1hNPp9O4ruvvcWyfo5TaHDRgK1VnoVCIYDDoF0yZaw57dHQU13UJBoOaIa7UJqQBW6k6s1ts2vrgpVLJX7pleZ7HxMSEX5JU56+V2nw0YCtVZ3aLTQDHcSgWiy+pdlYoFMhms3ieRygU0iVdSm1CGrCVWgMaGxsv6WFXKpVLHi8Wi+TzeYwxRCIRXdKl1CakAVupNSASiQDTPexyufySxLNcLkehUEBEiEajWpJUqU1IA7ZSa0A0GkVECAQCGGPIZDKXPJ5Op6lUKjiOQywW0wxxpTYhDdhKrQGNjY2ICMYYPM8jm81e8vjIyIhf4UwTzpTanDRgK7UGNDU1+QHbGMPk5KT/mOu6jI2N+QG7o6Ojji1VStWLBmyl1oBYLHZJtbNsNnvJuuypqSm/YIpmiCu1OWnAVmoNqC6eEggEyOfzlMtlYDp453I5RIRYLEYsFqtza5VS9bCsgC0ibSLyzyJycub/OSfXRCQuIv0i8onlnFOpjaixsZFAIIDrugQCAQqFgh+wx8fHKZVKBAIBWlpa/DXbSqnNZbk97PuBR40xe4FHZ27P5Q+A7yzzfEptSMFgkHA47M9T2525AAYHB/1A3tbWVueWKqXqZbkB+63AX858/ZfA22Y7SERuBrqBry/zfEptSI7jEIlEcF2XcDhMpVLxE82Gh4fxPI9IJMKWLVvq3VSlVJ0sN2B3G2OGZr6+wHRQvoSIOMB/B/7DlV5MRO4VkcMicjiZTC6zaUqtL9FoFIBwOIwxhvHxcaamppicnMQYQzwe1wpnSm1iV6y+ICLfAHpmeeiD1TeMMUZEzCzH/RrwVWNM/5V2FzLGPAQ8BHDo0KHZXkupDSsej/uZ4SJCJpPh7NmzZLNZAoEAiUTCr4imlNp8rhiwjTGvn+sxERkWkS3GmCER2QKMzHLYrcCrReTXgCYgLCJTxpj55ruV2nTi8TiO41ySeDY6Okq5XKahoYHe3l7dUlOpTWy59Q0fAd4JPDjz/z9cfoAx5i77tYjcAxzSYK3US9k9ru08dqlUolQqYYzxA7ZSavNa7hz2g8DtInISeP3MbUTkkIh8ZrmNU2ozicfjBINBXNclEomQyWQYGhrC8zw6OzuJx+P1bqJSqo6W1cM2xqSA181y/2Hg3bPc/1ngs8s5p1IbVSQSIRaLUSgU6OnpIZlMkslkCAQC7Nu3Tzf8UGqT00pnSq0RgUCA5uZmSqUS8Xjcr2jW09PDVVddVefWKaXqTQO2UmtIZ2cnAJOTk1QqFWKxGNdeey1NTU11bplSqt40YCu1hmzZsoVAIMDw8DCFQoGOjg6uvfbaejdLKbUGaMBWag3p6uoiHo+TzWaJRCJcf/31hMPhejdLKbUGaMBWag0JBALcfPPNxONxtm3bxp49e+rdJKXUGqFpp0qtMdu3b2fLli2IiGaGK6V8+mmg1BqkW2gqpS6nQ+JKKaXUOqABWymllFoHNGArpZRS64AGbKWUUmod0ICtlFJKrQMasJVSSql1QAO2UkoptQ5owFZKKaXWAQ3YSiml1DqgAVsppZRaB8QYU+82zEpEksDZerdjA+sARuvdiE1C3+vVoe/z6tD3eWVdZYzpnO2BNRuw1coSkcPGmEP1bsdmoO/16tD3eXXo+1w/OiSulFJKrQMasJVSSql1QAP25vVQvRuwieh7vTr0fV4d+j7Xic5hK6WUUuuA9rCVUkqpdUADtlJKKbUOaMDeJESkTUT+WUROzvyfmOWYgyLyLyJyVESeEZF/W4+2rkcicqeIPCcip0Tk/lkebxCRh2ce/76I7KhDM9e9BbzPvykix2Z+fx8Vkavq0c6N4ErvddVxPysiRkR0qdcK04C9edwPPGqM2Qs8OnP7cjngHcaYa4E7gY+LSOvqNXF9EpEA8EngjcB+4O0isv+yw94FpI0xe4A/Bv7r6rZy/Vvg+/w0cMgYcz3wZeCjq9vKjWGB7zUi0gzcB3x/dVu4OWnA3jzeCvzlzNd/Cbzt8gOMMc8bY07OfD0IjACzVtxRl7gFOGWMecEYUwK+wPT7Xa36/f8y8DoRkVVs40ZwxffZGPOYMSY3c/MJYOsqt3GjWMjvNMAfMH3xWVjNxm1WGrA3j25jzNDM1xeA7vkOFpFbgDBweqUbtgH0AeerbvfP3DfrMcaYCjABtK9K6zaOhbzP1d4F/NOKtmjjuuJ7LSI3AduMMV9ZzYZtZsF6N0DVjoh8A+iZ5aEPVt8wxhgRmXM9n4hsAf4KeKcxxqttK5VaeSJyN3AI+Il6t2UjEhEH+CPgnjo3ZVPRgL2BGGNeP9djIjIsIluMMUMzAXlkjuPiwFeADxpjnlihpm40A8C2qttbZ+6b7Zh+EQkCLUBqdZq3YSzkfUZEXs/0RepPGGOKq9S2jeZK73UzcAD41szMTg/wiIi8xRhzeNVaucnokPjm8Qjwzpmv3wn8w+UHiEgY+Dvgc8aYL69i29a7HwB7RWTnzHv4C0y/39Wq3/9/A3zTaNWixbri+ywiNwL/G3iLMWbWi1K1IPO+18aYCWNMhzFmhzFmB9P5AhqsV5gG7M3jQeB2ETkJvH7mNiJySEQ+M3PMzwOvAe4RkSMz/w7WpbXryMyc9HuBrwHHgS8aY46KyIdF5C0zh/0Z0C4ip4DfZPYsfTWPBb7P/w1oAr408/t7+YWTWoAFvtdqlWlpUqWUUmod0B62UkoptQ5owFZKKaXWAQ3YSiml1DqgAVsppZRaBzRgK6WUUuuABmyllFJqHdCArZRSSq0D/z/550j2rpxhrQAAAABJRU5ErkJggg==",
                        "text/plain": [
                            "<Figure size 576x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# Visualize R-waves boundaries\n",
                "signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, \n",
                "                                         rpeaks, \n",
                "                                         sampling_rate=1000, \n",
                "                                         method=\"cwt\", \n",
                "                                         show=True, \n",
                "                                         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://neuropsychology.github.io/NeuroKit/functions/ecg.html#ecg-delineate) function: the discrete wavelet method. "
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "### Discrete Wavelet Method (DWT) - default method"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 18,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 576x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# Delineate the ECG signal\n",
                "signal_dwt, waves_dwt = nk.ecg_delineate(ecg_signal, \n",
                "                                         rpeaks, \n",
                "                                         sampling_rate=3000, \n",
                "                                         method=\"dwt\", \n",
                "                                         show=True, \n",
                "                                         show_type='all')"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 19,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 576x360 with 1 Axes>"
                        ]
                    },
                    "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, \n",
                "                                         rpeaks, \n",
                "                                         sampling_rate=3000, \n",
                "                                         method=\"dwt\", \n",
                "                                         show=True, \n",
                "                                         show_type='peaks')"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 20,
            "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==",
                        "text/plain": [
                            "<Figure size 576x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# visualize T-wave boundaries\n",
                "signal_dwt, waves_dwt = nk.ecg_delineate(ecg_signal, \n",
                "                                         rpeaks, \n",
                "                                         sampling_rate=3000, \n",
                "                                         method=\"dwt\", \n",
                "                                         show=True, \n",
                "                                         show_type='bounds_T')"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 21,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 576x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# Visualize P-wave boundaries\n",
                "signal_dwt, waves_dwt = nk.ecg_delineate(ecg_signal, \n",
                "                                         rpeaks, \n",
                "                                         sampling_rate=3000, \n",
                "                                         method=\"dwt\", \n",
                "                                         show=True, \n",
                "                                         show_type='bounds_P')"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 22,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 576x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# Visualize R-wave boundaries\n",
                "signal_dwt, waves_dwt = nk.ecg_delineate(ecg_signal, \n",
                "                                         rpeaks, \n",
                "                                         sampling_rate=3000, \n",
                "                                         method=\"dwt\", \n",
                "                                         show=True, \n",
                "                                         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": "3.9.7"
        }
    },
    "nbformat": 4,
    "nbformat_minor": 2
}