- {
- “cells”: [
- {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“# Locate P, Q, S and T waves in ECG”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“This example shows how to use Neurokit to delineate the ECG peaks in Python using NeuroKit. This means detecting and locating all components of the QRS complex, including P-peaks and T-peaks, as well their onsets and offsets from an ECG signal.”
]
}, {
“cell_type”: “code”, “execution_count”: 4, “metadata”: {}, “outputs”: [], “source”: [
“# Load NeuroKit and other useful packagesn”, “import neurokit2 as nkn”, “import numpy as npn”, “import pandas as pdn”, “import matplotlib.pyplot as pltn”, “import seaborn as snsn”, “%matplotlib inlinen”,, “plt.rcParams[‘figure.figsize’] = [8, 5] # Bigger images”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“In this example, we will use a short segment of ECG signal with sampling rate of 3000 Hz. “
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“## Find the R peaks”
]
}, {
“cell_type”: “code”, “execution_count”: 5, “metadata”: {}, “outputs”: [], “source”: [
“# Retrieve ECG data from data folder (sampling rate= 1000 Hz)n”, “ecg_signal = nk.data(dataset="ecg_3000hz")[‘ECG’]n”, “# Extract R-peaks locationsn”, “_, rpeaks = nk.ecg_peaks(ecg_signal, sampling_rate=3000)”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“The [ecg_peaks()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.ecg_peaks>) function will return a dictionary contains the samples at which R-peaks are located. “
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“Let’s visualize the R-peaks location in the signal to make sure it got detected correctly.”
]
}, {
“cell_type”: “code”, “execution_count”: 6, “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”
}, {
- “data”: {
“image/png”: 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n”, “text/plain”: [
“<Figure size 576x360 with 1 Axes>”
]
}, “metadata”: {
“needs_background”: “light”
}, “output_type”: “display_data”
}
], “source”: [
“# Visualize R-peaks in ECG signaln”, “plot = nk.events_plot(rpeaks[‘ECG_R_Peaks’], ecg_signal)n”, “n”, “# Zooming into the first 5 R-peaksn”, “plot = nk.events_plot(rpeaks[‘ECG_R_Peaks’][:5], ecg_signal[:20000])”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“Visually, the R-peaks seem to have been correctly identified. You can also explore searching for R-peaks using different methods provided by Neurokit [ecg_peaks()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.ecg_peaks>).”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“## Locate other waves (P, Q, S, T) and their onset and offset”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“In [ecg_delineate()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.ecg_delineate>), Neurokit implements different methods to segment the QRS complexes. There are the derivative method and the other methods that make use of Wavelet to delineate the complexes. “
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“### Peak method”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“First, let’s take a look at the ‘peak’ method and its output.”
]
}, {
“cell_type”: “code”, “execution_count”: 7, “metadata”: {}, “outputs”: [], “source”: [
“# Delineate the ECG signaln”, “_, waves_peak = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000)”
]
}, {
“cell_type”: “code”, “execution_count”: 8, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: 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n”, “text/plain”: [
“<Figure size 576x360 with 1 Axes>”
]
}, “metadata”: {
“needs_background”: “light”
}, “output_type”: “display_data”
}, {
- “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 the T-peaks, P-peaks, Q-peaks and S-peaksn”, “plot = nk.events_plot([waves_peak[‘ECG_T_Peaks’], n”, ” waves_peak[‘ECG_P_Peaks’],n”, ” waves_peak[‘ECG_Q_Peaks’],n”, ” waves_peak[‘ECG_S_Peaks’]], ecg_signal)n”, “n”, “# Zooming into the first 3 R-peaks, with focus on T_peaks, P-peaks, Q-peaks and S-peaksn”, “plot = nk.events_plot([waves_peak[‘ECG_T_Peaks’][:3], n”, ” waves_peak[‘ECG_P_Peaks’][:3],n”, ” waves_peak[‘ECG_Q_Peaks’][:3],n”, ” waves_peak[‘ECG_S_Peaks’][:3]], ecg_signal[:12500])n”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“Visually, the ‘peak’ method seems to have correctly identified the P-peaks, Q-peaks, S-peaks and T-peaks for this signal, at least, for the first few complexes. Well done, peak!n”, “n”, “However, it can be quite tiring to be zooming in to each complex and inspect them one by one. To have a better overview of all complexes at once, you can make use of the show argument in [ecg_delineate()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.ecg_delineate>) as below.”
]
}, {
“cell_type”: “code”, “execution_count”: 9, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: 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n”, “text/plain”: [
“<Figure size 576x360 with 1 Axes>”
]
}, “metadata”: {
“needs_background”: “light”
}, “output_type”: “display_data”
}
], “source”: [
“# Delineate the ECG signal and visualizing all peaks of ECG complexesn”, “_, waves_peak = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, show=True, show_type=’peaks’)”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“The ‘peak’ method is doing a glamorous job with identifying all the ECG peaks for this piece of ECG signal.n”, “n”, “On top of the above peaks, the peak method also identify the wave boundaries, namely the onset of P-peaks and offset of T-peaks. You can vary the argument show_type to specify the information you would like plot.n”, “n”, “Let’s visualize them below:”
]
}, {
“cell_type”: “code”, “execution_count”: 10, “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 and visualizing all P-peaks boundariesn”, “signal_peak, waves_peak = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, show=True, show_type=’bounds_P’)”
]
}, {
“cell_type”: “code”, “execution_count”: 11, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: 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n”, “text/plain”: [
“<Figure size 576x360 with 1 Axes>”
]
}, “metadata”: {
“needs_background”: “light”
}, “output_type”: “display_data”
}
], “source”: [
“# Delineate the ECG signal and visualizing all T-peaks boundariesn”, “signal_peaj, waves_peak = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, show=True, show_type=’bounds_T’)”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“Both the onsets of P-peaks and the offsets of T-peaks appears to have been correctly identified here. This information will be used to delineate cardiac phases in [ecg_phase()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.ecg_phase>).n”, “n”, “Let’s next take a look at the continuous wavelet method.”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“### Continuous Wavelet Method (CWT)”
]
}, {
“cell_type”: “code”, “execution_count”: 12, “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 signaln”, “signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method="cwt", show=True, show_type=’all’)”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“By specifying ‘all’ in the show_type argument, you can plot all delineated information output by the cwt method. However, it could be hard to evaluate the accuracy of the delineated information with everyhing plotted together. Let’s tease them apart!”
]
}, {
“cell_type”: “code”, “execution_count”: 13, “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-peaksn”, “signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method="cwt", show=True, show_type=’peaks’)”
]
}, {
“cell_type”: “code”, “execution_count”: 15, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: 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n”, “text/plain”: [
“<Figure size 576x360 with 1 Axes>”
]
}, “metadata”: {
“needs_background”: “light”
}, “output_type”: “display_data”
}
], “source”: [
“# Visualize T-waves boundariesn”, “signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method="cwt", show=True, show_type=’bounds_T’)”
]
}, {
“cell_type”: “code”, “execution_count”: 14, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: 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Ktddey2tf+9qG74d93333sW3bNq6++mquu+66C+6HDfDjH/+Y3bt385KXvIR//dd/5U/+5E/o6uriq1/9Km95y1vYtWsXN9xwA4cOVZe+3XHHHdx6663cfPPNDA8P86pXvYrdu3fzjne8g7/+679e9NfSsP2wz4xhf1trvXOWx24D7gLeSHWy2We11tdf6HPKftjiUvXFL36RqakpbrrpJg4cOMDk5CS/+Zu/ya5du5b70sQqdqH9sL1KZxcqnpKfAu3CTXdLedIlVO9+2A0Zw1ZK/TPwKqBTKTUE/DkQANBaPwA8QjWsjwJ54J2NOK8QK5Xp2ovFYgQCAQDZYlMsv+beagj/8gFInoZA9IXypFpXg7qSq7aspZb4itOoWeJvucDjGnhfI84lxKXArLmORCKEw9XlMEtZUEGIeWvuhdd8rFrB7Nij1XXWnJkNvsJ265L9sM+2/D8RIVYhU+UsFAoRCoXQWssscXFRzLWMyePzQ8/O6pvrVtdZ+4KLng3eaKt5P+yFDEevrJ+OEKuA67pel3goFCIWq5aDlElnYqmFw2GmpqbqCwPLgkB4xYX1aqa1Zmpqyut9my9pYQvRYGZbTcuyCAaDXj1iaWGLpdbf38/Q0BCJRGK5L0VcQDgcpr+/v67nSGAL0WCVSsXrlgwEAkSjUUACWyy9QCDApk2blvsyxBKRPhAhGsy2bbTW+Hw+/H6/V7FJNv8QQiyGBLYQDeY4jjeG6Pf7CYfDKKWklrgQYlEksIVosHK5jOu6+P1+fD6fN4YtLWwhxGJIYAvRYGY2uGVZWJbltbDNzHEhhFgICWwhGszs1OXz+by12IAEthBiUSSwhWgw08I2gR0IBKSFLYRYNAlsIRqsUqkA1cA2/yqlGrZdoBDi8iSBLUSDmS5xs+mHUgqlFK7rLvOVCSEuZRLYQjSYWb5lAhuqrWxpYQshFkMCW4gGM2PYZrIZVGeMa62llS2EWDAJbCEazLSwg8Gg9zHTwpa12EKIhZLAFqLBzKSz2p14rDM7IZnHhBCiXhLYQjSYCeXaMWy/34/Wmnw+v1yXJYS4xElgC9FgJrBrx7D9/urGeIVCYVmuSQhx6ZPAFqLBzDh1bWCb8WxpYQshFkoCW4gGm61L3Pw/l8styzUJIS59EthCNJhpYZtduuCFwJYucSHEQklgC9FgruuilDprWZcJbLNGWwgh6tWQwFZK3aKUOqyUOqqUumeWx1uUUv+plHpGKXVAKfXORpxXiJXIcRxv0w/DLPGSwBZCLNSiA1sp5QM+B9wK7ADeopTacc5h7wOe01pfA7wK+BulVBAhViGzK1dtC9sEtimqIoQQ9WpEC/t64KjW+rjWugw8DNx+zjEaaFJKKSAOTANS8kmsSlprlFLeUi54Yca4BLYQYqEaEdh9wGDN+0NnPlbrfmA7MALsA/5Eaz1rUWWl1B1Kqb1Kqb2JRKIBlyfExWW6xGsDu6mpCZDAFkIsXCMCW83ysXO3JXoD8DTQC+wG7ldKNc/2ybTWX9Ja79Fa7+nq6mrA5Qlx8dRu8GH2w4YXZoxLaVIhxEI1IrCHgHU17/dTbUnXeifwb7rqKHACuLIB5xZiRTFhbVnWWS3saDQKIJt/CCEWrBGB/WtgQCm16cxEsj8EvnXOMaeB1wAopdYA24DjDTi3ECuK67reGLbZ8AMksIUQi+e/8CFz01rbSqm7gO8DPuAhrfUBpdSdZx5/APg48FWl1D6qXegf1lpPLvbcQqw0lUrFC+zqHMuqWCwGIPthCyEWbNGBDaC1fgR45JyPPVDz/xHg9Y04lxArmW3bswa2z+dDKeUt+RJCiHpJpTMhGqhUKgGcNX4NeOEtgS2EWCgJbCEayHSJ145fG0optD53AYUQQsyPBLYQDWSWbZ0vsGUMWwixUBLYQjRQuVxGa/2iLnGohri0sIUQCyWBLUQDmUpmtUVTDGlhCyEWQwJbiAYyu3HN1cKWVrYQYiEksIVoIDNLvHZrTcMEtrSyhRALIYEtRAOZSmaztbBNN7kEthBiISSwhWgg0yVeuxe2YVrYshZbCLEQEthCNJBpYZv9r2uZVrfs2CWEWAgJbCEayIxhz9bCNoGdyWQu6jUJIVYHCWwhGsgs65orsE23uRBC1EMCW4gGMuPTcwV2Lpe7qNckhFgdJLCFaCAzhj1bYJulXoVC4aJekxBidZDAFqKBTJd4OBx+0WMmxCWwhRALIYEtRAPNZ5a4jGELIRZCAluIBjJFUWbrEjchbmaSCyFEPSSwhWgg13VRSs3ZJW5a4UIIUQ8JbCEayLZtlFKzliaNxWKAtLCFEAsjgS1EA5kW9myBHYlEgBcmpgkhRD0ksIVoILN15mz7YUejUUBKkwohFkYCW4gGmquFLWPYQojFaEhgK6VuUUodVkodVUrdc55jXqWUelopdUAp9ZNGnFeIlcbMEresF/9pmS5x2a1LCLEQL24G1Ekp5QM+B7wOGAJ+rZT6ltb6uZpjWoHPA7dorU8rpboXe14hVhrTHa6UmrVLPBwOo5SSwBZCLEgjWtjXA0e11se11mXgYeD2c475I+DftNanAbTWEw04rxAriuM4Xpe4UupFj5tuctMKF0KIejQisPuAwZr3h858rNYVQJtS6sdKqSeUUv/7+T6ZUuoOpdRepdTeRCLRgMsT4uIwLefZWtfm45ZlSWALIRakEYH94qYE6HPe9wPXArcBbwD+TCl1xWyfTGv9Ja31Hq31nq6urgZcnhAXR6VSQWs9a+saXghyCWwhxEIsegybaot6Xc37/cDILMdMaq1zQE4p9RhwDXCkAecXYkUwBVHO18I2XeVa6zmDXQghZtOIFvavgQGl1CalVBD4Q+Bb5xzzTeBGpZRfKRUFfgM42IBzC7FimBb2bDPE4YXAdl3Xm6AmhBDztegWttbaVkrdBXwf8AEPaa0PKKXuPPP4A1rrg0qp7wHPAi7woNZ6/2LPLcRKYgqinK+FDUhgCyEWrBFd4mitHwEeOedjD5zz/v8E/mcjzifESlQsFtFaz1o0xbAsC9u2cV13zmAXQohzSaUzIRrEjGFfKLBBiqcIIeongS1Eg8wnsE2rWjYAEULUSwJbiAYxITxXV7dlWWitJbCFEHWTwBaiQUwIm00+ZmO6xCWwhRD1ksAWokHMLPFAIHDeYwKBAFpr2WJTCFE3CWwhGqRQKADVTT7Ox4xvF4vFi3JNQojVQwJbiAYxk87mCmzT+jbhLoQQ8yWBLUSDmG7u+bSwTbgLIcR8SWAL0SAmsEOh0HmPkS5xIcRCSWAL0SBm5vdcgW26xGWWuBCiXhLYQjSIqV4217Iu85iMYQsh6iWBLUSDmMCeawzbBLaMYQsh6iWBLUSDOI6DUmpegS21xIUQ9ZLAFqJBTGDPVUvchLm0sIUQ9ZLAFqJBzB7Xc9USD4fDKKWwbftiXZYQYpWQwBaiQUwLe67SpGYGuQS2EKJeEthCNIjrusDc22uaMJcxbCFEvSSwhWgQrTVKqTm7xEOhEEopCWwhRN0ksIVoANd1vcBWSp33OAlsIcRCSWAL0QDlchmt9Zzd4fDCsi4T8EIIMV8S2EI0gKkjbllz/0mZMWyttQS2EKIuEthCNEC5XMZ13QsGts/nw7IsHMfxJqkJIcR8NCSwlVK3KKUOK6WOKqXumeO465RSjlLqdxtxXiFWClMI5UJd4rWBLku7hBD1WHRgK6V8wOeAW4EdwFuUUjvOc9wnge8v9pxCrDQmsOeaIQ6glMKyLFzX9brRhRBiPhrRwr4eOKq1Pq61LgMPA7fPctz7gX8FJhpwTiFWFLO/9VxFU6DawlZKobWWwBZC1KURgd0HDNa8P3TmYx6lVB/w28ADF/pkSqk7lFJ7lVJ7E4lEAy5PiKVXLBbnNUvctLBB9sQWQtSnEYE926LTc6e/fgb4sNb6gotPtdZf0lrv0Vrv6erqasDlCbH05tvCBiSwhRALMndzYH6GgHU17/cDI+ccswd4+ExBiU7gjUopW2v9Hw04vxDLzgS2WWc9F7/fj9ZaduwSQtSlEYH9a2BAKbUJGAb+EPij2gO01pvM/5VSXwW+LWEtVhMT2HPthW2YiWkyS1wIUY9FB7bW2lZK3UV19rcPeEhrfUApdeeZxy84bi3Epc60liORyAWP9fl80sIWQtStES1stNaPAI+c87FZg1pr/Y5GnFOIlcSEbzQaveCxZpxbZokLIeohlc6EaAAzgczsdz0XGcMWQiyEBLYQDSAtbCHEUpPAFqIBbNtGKTWvMWyzVlta2EKIekhgC9EAZsb3fLvElVLSwhZC1EUCW4gGcBwHpdS8AxukS1wIUR8JbCEawHSJz6dwijlGKp0JIeohgS1EA5i9redb6QwksIUQ9ZHAFqIBXNfFsqwLbq8JMktcCLEwEthCLFK5XEZrjVKKM/Xy52QmnUlpUiFEPSSwhVgks7Wmz+ebV2CHw2GUUjjOBTevE0IIjwS2EItUKBTmtRe2YWaSO46D1ufuRCuEELOTwBZikWpb2PNhJqbZtu1NVhNCiAuRwBZikQqFAvDCZLILCYVCKKXQWss4thBi3iSwhVikfD6P1npeS7oAb6zbdV1Z2iWEmDcJbCEWKZvNAvMrS2qOMy1sCWwhxHxJYAuxSKZLfD47dUG169zMJpfAFkLMlwS2EIuUy+WA+Qe2ZVlYliUtbCFEXSSwhVgks01mLBab1/GmcIoEthCiHhLYQiyS6RKfb2CbSWcS2EKIekhgC7FIpVIJpRSRSGRex5ua47KsSwhRDwlsIRbJbK25kDFs2QBECDFfEthCLILW2qsJHg6H5/UcpZRssSmEqFtDAlspdYtS6rBS6qhS6p5ZHn+rUurZM2+/UEpd04jzCrHcXNf1WtjzDWzAK2MqLWwhxHwtOrCVUj7gc8CtwA7gLUqpHeccdgJ4pdZ6F/Bx4EuLPa8QK4GpB66UmnelM5DAFkLUrxEt7OuBo1rr41rrMvAwcHvtAVrrX2itZ868+0ugvwHnFWLZFYtFXNfF5/PNe7cukMAWQtSvEYHdBwzWvD905mPn827gu+d7UCl1h1Jqr1JqbyKRaMDlCbF0zNaagUBg3rt1ATKGLYSoWyMCW83ysVk3+VVK3Uw1sD98vk+mtf6S1nqP1npPV1dXAy5PiKWTy+W8wK6HCWxZ1iWEmK/59+Gd3xCwrub9fmDk3IOUUruAB4FbtdZTDTivEMvOBHY93eFQDWxZ1nVpcl2XZDKJbdvEYrF5F8wRYrEa0cL+NTCglNqklAoCfwh8q/YApdR64N+At2utjzTgnEKsCOl0Gph/HXHDVDszS8LEpSOTyVAsFlFKkUqlvN3ahFhqi25ha61tpdRdwPcBH/CQ1vqAUurOM48/AHwM6AA+f2aXIltrvWex5xZiuZkW9nyrnBkmsKWFfWkpl8skEgn8fj8+n49cLsf09DRdXV10dHTU3dMiRD0a8tultX4EeOScjz1Q8//3AO9pxLmEWElM66qpqamu55kxb7MszLKkhtFK5DgOuVyOdDpNJpNhenqaTCZDPB73JhmWSiWmpqZobW2lpaWFnp6eutbkCzFfcjsoxCIUCoW6ypIaJrAdx8FxHAnsFcZxHCYmJhgbG2NmZoZsNkulUqFYLOL3+ymVSt6ua1Bd3pfL5UilUiSTSTZu3Ehra+syfxVitZHAFmIRzE5dzc3NdT0vGAx6Y9jlcrnuWeZiadi2zdjYGCdOnCCZTHrL9syGLT6fj2g0imVZ3pCG1ppSqUQulyOXyzEzM0OpVOLKK6+kpaVlub8ksYpIYAuxQLXbYy6khV0b2DLTeHlprUmlUhw6dIjTp09TLpfx+XzE43FCoRBNTU2Uy2VKpRKhUAitNUopbNv2js3n85TLZcrlMs8//zylUolrr71WfraiYSSwhVggE7ZKKeLxeF3PNWVMHceRiWfLzLZtjh8/zoEDB5iZmcFxHJqammhtbaW9vR3LsiiXy9i2TUtLC62trcTjcfx+P36/H8dxyGQyTE5OMjk5SaFQoFgscuLECQBe/vKXy2Q00RDyWyTEAtm2jW3b+Hy+umeJh0Ihb/xTqp0tn2QyyTPPPMOJEycoFotEo1E6OztpaWkhFouRy+WA6paobW1t9Pb24liL6nkAACAASURBVPP5vNZ2qVRCa000GmXt2rUEg0HGxsYIhUKkUimOHTtGa2sru3btWuavVKwGEthCLFA+n0drjc/nIxQK1fVc0yXuuq60sJeB4zgcPXqUAwcOMD09jdaazs5Oenp6vN4PrTVNTU2Ew2F8Ph+2bZNIJNBao7WmWCxSqVRwXRettfccM1TS1NTE5OQk+/bto7+/n/b29uX8ksUqIIEtxAJlMhkcxyEQCNS1UxdUA9uyrLPGwcXFkU6n2b9/P8eOHfNa1R0dHXR1dVEqlbBtm3A4jG3bFAoFCoUClmV5P2e/349lWXR0dBCNRvH5fN7PMZlMkkqlGBoaIpvNEolESKVS/OpXv+KWW25Z7i9dXOIksAUArqspOy5Bn4VlzVYeXpwrk8ksaOMPwFsSJC3si8d1XUZGRti/fz8jIyP4fD56enpobm4mEolQLBa9YLZtm1AoRHt7O+FwmFgsRjgc9m7MlFKzLsXr7u6mXC7T0tLC/v37yWazKKU4deoUJ06cYNOmTRf7yxariAT2Zcx2XA6PZfjR4QlOJHK4aHxKMbCmiZuu6GKgO47fJ+uDzyebzaK1XlCRDFPpzCwJEkurWCxy6NAhjh49SiqVIhKJ0NnZSTwex7Ztb121qWDW1tZGd3c38Xjcm2swX8FgkIGBAbTW7N+/H60109PT/OIXv2Dt2rVSVEUsmAT2Zch2XH5+bJK/e/R5hmbyFG1NpWITCviIBCyOjmf47xNTbO6M854bN9PTIi8ws5mZqW7xvpBlO+Fw2OsSlx27lo7WmtHRUQ4fPszw8DCO49DZ2Ul3dzdaa3K5HLZtEwwGCYfDxONxuru76ejoWNR5lVJs3ryZbDbLyZMnKRQKTE1NsW/fPvbs2VP3TYAQIIF9WbEdl8ePT/E33z/MobEMRds96/FcpRocw6nqmOrPrAQ/P5rg/75tBy/b3CGt7XNkMhmAupd0AWcVSpEx7KVhwvLUqVNMTk7i8/no6uqiqamJVCqFbds4jkNzczM9PT10dHTQ3t7esCVYgUCATZs2kU6nKZVKjI+Pc/jwYa666qq61+0LARLYl42xVJH7f/g8Pzk8zli6TMWddcvys5RdODiW5e6vP8Nv7e7l3f+btLYNrfWC64gDXtUskMBuNMdxGB4e5sSJE4yNjZHP54nH41739tTUlFe5rL+/n76+Pjo6Opak2lx7ezs9PT1ks1mSySRTU1OcPHmSHTt2NPxcYvWTwL4MjKWKfPbRI+w9OU2yYJ83rC1cfLjEVBk/NkEcCgSYypR59mSC+0sV7nrNNglt8MY9YXGBLbPEG8eMFR89epSxsTHS6bS3fjoYDFIqlfD5fF7Xd1dXFxs2bFjyMeUNGzZ4m4aMjo7y7LPPsn37dukWF3WTwF7lbMflKz8/QapQYSpbxCkViKJxUZTx457ZEj2mykQp0aoKtFo5opQI4hDCoaL9DA634DRt5aHHnudDb7zqsu8eLxQKlEolLMta0CYPPp/Pm2Use2IvnilSMj4+TjKZ9MalY7EYWmsqlYpXZtQUOenp6bkom65Eo1F6enpIJpNMTk4yNjbG6Ogovb29S35usbpIYK9yz09kmcwUSExO0e0kCPgKaBS2hjwhkjqMBTRTJGqViVGinTzNlAGNC/iVy3qVJDU+gq0VB4enubonCvrMGLiywB+Gy2jHqWw261U5W8iks9oucVnWtXD5fJ4jR44wMjJCOp3Gtm38fr+3Ptr8jNra2ohEIkSjUdatW1f3Zi2L1dvby+joKO3t7YyOjvLUU09JYIu6SWCvcj96bphIcQpfcogmp0xJu0RVhbhVJoyDg6KCn5wO4KBoUkXC2BSwcAiQw49PO8SUTSh3nOvHHyf8Dx9F61Mop1g9iT8CTWth681wzR/BmqvAt7p/tTKZDK7reuFQr9p1vNLCrl+pVOLIkSMMDg4yMzPjrZuORqNeV7NlWUQiEeLxOOFwmLa2Nvr6+pZlZ7RIJEJ7ezvZbJZEIuHNHK+3pK24vK3uV9XLXLFY4tTJkzRRpKJdYhRYaxUJ8sIyIo3GpUJMFfBTfaHL42fQbaFEgH6VYKc6RdyywVWE82NUyJFG08KZlmG5AlMZSJ6Cw/9VDe6b7obm1duCSKVSOI5DNBpd8BiotLDn5rouqVQKqM7EDwQC5PN5Dh8+zOnTp0kmk1QqFS+UAe8myOfz0dTURDwe9zbs6OjoWNZ9x3t7e0kkEjQ1NZFMJtm3bx/XX3/9sl2PuPRIYK9Sruty7ORJlF3G9StayRGjiIVDmjAZQqBd4somiI2FpoxiSoc55bZjaYd3+h9hnZXEAqZVC0namKSTVlJEKBGhNvw1OEVInYQj34dyDl7756s2tJPJJFBdT73QFpsJD1mH/WJmApmZkDcyMsLk5CTj4+PecIQZozZlXs28ALMdZldXF93d3cRisWUNaqO5uZnm5mY6OjpIJpM899xzvPSlL5WdvMS8yW/KKqS1ri5nyWTAtdHpKZpUHgfNad3GPmctZUL4cIlSJEQZjUWGCGUCrGGKD/m/wVXWccBHXsXRWJQJkSfCGN2EqRCnQCcznDXXVbuQHoHTv4bHPw+v/YtV1z1uwkRrvaBKWIapdua6LuVyue565KtZJpMhm82SSqU4ffo0ExMT5PN5AoEAoVCI5ubms3Y8CwQChMNhQqEQXV1d9Pb2Lmj2/lKyLIuenh6mp6cJhULMzMxw5MgRtm3bVndpW3F5Wl2vpAKA0dFRjh49Wl1/WkpQyqcIoBiniWedfipnfuwOFhmiZHhhDNaHw7v83+MKaxAFbFAjnGAjbaTIqQh5ImSIkSROiiaiFIlROOcKXEgPQuJQ9a1n58X74i+CQqFAPp9HKUVbW9uCP49pWZkCHpcr27YpFos4jkOxWGRiYsIrdlIqlXAcx9sRrbZ8qKnjHo1GaW5uprW1lZ6eHmKx2IpdMtXZ2UlTUxOdnZ2MjIzw9NNPe2VQJbTFhUhgrxJaazKZDIcOHWJsbIyZmRlyuRyBcoEiFsHWNRycacO25+4aHFDDbGIUC007GYI4dDBNiW66SZAjSpYYE3TTdCasIxSxOGdtt2vD9HE49uiqC+xMJkOpVFp0YNd2pV+O3eKlUompqSlvh6vx8XGmpqYoFovYtk0gECASiRCLxbyQhuqEPdPtbaqTmYllKzWojUAgQFdXF5OTk0xNTZFKpUgkEt6kOCHmctkE9vT0NK7rEolEvC3yoPpCWS6XqVQqKKUIBoPnvdM1Lwau61IoFLBtG631Wa0jM/vX7/d7++jW7pFr/l+pVLznaa0JhULeY1ANhUKh4LUozLU6joNSCtu2vevJZDIkk0kmJibI5XLeHr0Aba3NFK0uKi3r6VM5MmNpzqlIepabrGdoVxkq+GhVWRTQTopp2rDQdDJDiRBFgkzSQow8Ycq0kTrnM7mQHoOJQ+C6q2rJVzabpVgsopRa1B7H5udaqVQum4lnWmvy+Tzj4+OMj48zOTlJKpWiWCxSKFR7agKBAPF43NshyyyBC4fDtLS00NXVRVtb2yUR0LPp7OykpaWFeDxOMplkdHSUzs5OWltbL8mvR1w8DQlspdQtwP8CfMCDWutPnPO4OvP4G4E88A6t9ZONOPd8/exnP6NQKHh/EOZfrfWLNqC3LMt7ETWB67ouSikcx/EmsJj3TTgqpby32k0dLMvyPnbum2VZ3ucwzw0GgyilCAQCXviax811Oo7jncO2be/x2puFjRs3ctVVV2HF2vnCT45zZU8ThbLDscncrN8jhctWNUREFckSxnem1ezDpVtNMkgvLWRJkiNNM1O0E6ZMiApByi/uGndKYFfAKYO1eqqjmWVEgUBgUa0iM2Z9OVQ7K5VKZLNZhoeHGR4eJpFIUCwWKZfL3k1oKBQiEokQDofPurE2Xd4dHR20trZe8rtdxeNxWltbaW5uJp1OMzo6ysaNG+ns7JR5DGJOiw5spZQP+BzwOmAI+LVS6lta6+dqDrsVGDjz9hvAF878e1GYus+5XDWoTMCZ0KxtOdfTNWlmpppQN4FrWsLmhcicq/YmwTy/9uOGuc7aY+GFG4Lax/x+P5ZlEQwGvck4PT09bNq0id7eXu8F4K5XD/CVn59gW08Trtacnspz7qhpEPtMSCssaprhClpJkyfCJG20kjkzVS3ABF0EsLFw6WOCCMVzv/vgq16D4zhez0AgELhkWxPJZNLrrVnMOlrTwl6tgW3bNolEgsHBQcbGxpicnPR2xzI3ucFg0Ft21dra6gW2z+cjHo/T1NRENBqds+frUqOU8rryE4kEuVyOwcHBs/5ehZhNI1rY1wNHtdbHAZRSDwO3A7WBfTvw97qaPr9USrUqpdZqrUcbcP4LUkrh9/uJRCK4ruu1YAGvRWqOM61hn8931nEmyH0+nxc85kXHhKp5zARSbSiZ5SZQvTEw3eGmK958nlKp5LW8fT4fgUDgrDKW5hyu655VF9nMmq3d5KBWT0uYD75hG89PZPnxoQl+dmySfUNJskXHi+YyfhwUmPHomk+hgLUkKBCmiTxlUkzQTpYwg6yljA8Hi25maCGNQlNQMbLxbRQGB8nn81QqFa/1Hw6HaWpqavhMXtu2yefzXp1v8/0y31PzPc9ms1QqFe+mp7W1lVgsRiQSmTMYisUiyWQSrTWxWMz7mS5EMBj0elhWS2Dbts309DRjY2OcPn2a6elpstms15I2N5eme7uvr4/W1lZvvNr8nZr/X6o3dRfS2trq/f5PTk6SSCRIpVIrbma7WFkaEdh9wGDN+0O8uPU82zF9wIsCWyl1B3AHwPr16xtwedUg3LZtG9ls1nuRNKULLcvywrG2xVoul73uZvM5zAt+uVz2XmBNt7gZlzYfC4VCZ3VtK6XOGnMz3dvBYNALZXN37ff7vRKL8zHfFza/z2L72ma2r23m/3jlFgplm+NTOX5yaIIjY2nKLvhmrqStnGRjENT0WZmND5f1DOPgo0yAMkGmaCFHlBNsJEUzmxikiyigSVlrmXI3Yj//PFCtqWxZFrlczvu+dHR00NnZOe9uztpxfvN/syyqUChQLBYplUqUy2Xy+bw316BSqXizuyuVylnDCK7rEgqFWLduHdu2bZuzxnQymSSfzwPQ0tKyqPW95ud2KbewzZj01NQUY2NjTExMMD09TTKZpFwuezfIfr+f9vZ2by1yT08Pzc3N3u++6QJfjipky8H0hrW1tTEzM0MqlWJ4eJi+vr5Ve5OyHGp7KOf6uGksmUaY+b2s7Q01f6u1w5e1j10MjQjs2a703O/SfI6pflDrLwFfAtizZ8+F94CcJzOL1ITwbC+QtY8DXjczcNZSEvMDam5unvUHZVmW90M1aicWhUIhfD7fWRPKzrXUL1yWpYiFA1zd18rVfa24rqbsuAQnQ1g/GoLUIPgi4Jw9Lh3CZhOn8eHionDwkSdAgSjjdDFBJxYOflzwtVM5PYlS097zTbELc/MyODhIJBKhs7OT3t5eWlpaXrSTlQncYrFIJpM5a5JfNpulVCqRz+e9GylzrPkDNC1po3YIpHaS3/T0NKlUile/+tXnrTWdTqfJZrMopejs7FzUH6q5odNaUyyeO5SwsjmOw+joKIcPH2ZycpJ0Ou3dMJm/kXA47IVSe3s77e3tNDU1EQ6Hvd6J1dLNXS+zwqClpYVIJEI2m2V0dJRcLreg/dVFleu63t++uTGfjXmNqFQq3ooP27bJZDJePpib/do5SiawTQbYts2OHTu47rrrLsrX14jAHgLW1bzfD4ws4JglY1pzZh1nJBJ50eSz2pnVphVe241de+xCWlUrfaKMZSnClg+6t0PHVkgNQ1N3tdzoOULYbOY0TWQZpMAQawAfWcIUCePiA2WhAp0EKrZXIMTn81GpVJiZmSEYDBKJRLwW9/j4OIcPHyYajXo9ErVDEuZnY/7ITDiYmfrm39phChMG5ubHrOU1Qw3mJsx1XZLJJNPT0xw7doyOjg5e8YpXzPpzNtW3fD4fa9asWdT33PTm1PbOrHTpdJoTJ05w+PBhksmk96IGeD1Xra2t9PX1sWbNGq8Vbep6X2jI4XJS2y2ez+eZmZlhfHxcAvsCzJCiuSE3rxGmV83ctJuNX+CFobJsNsv09PRZoW5W+tTOa6ptRdfe7JtjTGi7rks8Hr+kAvvXwIBSahMwDPwh8EfnHPMt4K4z49u/AaQu1vi10aju9VXP54eX/Z+QS8DIU+ALVWd7n3sYLj1M0kKaXsY5zVom6KCMH0tpdN+NWO3rvJm/puvUzBYulUpea6y2RZ3JZAC8PyAz7mn+SGpnzJubADNxz7IsL4j9fr/3/1Ao5N2w1T4eDoe9sOzq6uL48eOMjIywb98+du3aRUtLy1lfsxm/Npt+dHR0LOpbbSp1reQxbPNzO336NAcPHmR8fJx8Pu/dIJkb4FgsRmtrK5s2baKzsxO/3++1oi+Xbu56+f1+by359PS0933esGGDlCs9R7lc9l4zTI9bqVTyaiKYYUmo3qCbYbJkMun1ipmbfcM0JMzQlLmBrn0tCQaD3oRH8zcaCAS8Xr5AIMD27dsv2vdh0b8VWmtbKXUX8H2qy7oe0lofUErdeebxB4BHqC7pOkp1Wdc7F3tesYSae6t1wB/7FNilave4nr0SV4QyfUzQxwRlfCSsPmZu+BCBDdd7E4fghVZuLpcjnU4zMzNDMpn0/pDM3tK1s+bNH44JaXih98OEnekJicVi3mSmaDRKNBr11vLONZEnFAphWRaZTIZQKMTU1BTpdJpnn32WG2+88axjE4mE1yVvNpZYjNqW5kpqYZsbp/HxcY4cOcLQ0BDpdNqbIOn3+72lSe3t7fT19dHe3u51dZubJXFh7e3tTE9PE4vFmJqaYnx8nFwu96KbxcuR4zjkcjlvjb5p3WYyGe/N1LYoFAre3CMzh8XUujCvKX6/35tDYSbmmrlGZnmm67o0NzfT3t5OKpWiUqkQjUapVCqUy2VvOC8QCHjDpwvZrW+hGnIbp7V+hGoo137sgZr/a+B9jTiXuEiae+HW/wHjB+AXn4WD365u7nE+ykew/3r6fvvzrG3d6BXBMJPpTPdyZ2cntm1TKpW8bu18Ps/k5CSZTIZ0Ol39dGcmg5muc3O3GwqFvGU/ZozUtJjNkMdChiyamprYvn07g4ODHDx4kIMHD3Ldddd5QxmVSoXx8XFv9nlLS8uil+DU1sJeCYFtxqWfe+45Tp8+TTqdPqtV0d7ezpo1a+jt7aWrq4u1a9fK9pCL1NTU5O02lkqlyGQynDp1ip07d66IDUsuNtd1vUJQpkfOtKzNhFHT82Z66MzrSO0NpZnkaFYjdHR0eL+3pmUNL9ycmnFsc7MPeD+TfD6Pz+ejp6fnoobzbKTfRZyfzw+918Dv/j9QzsOB/4AnvgKTz1eLoQCE4rDxRrjhvbB2N/j8WEAsFpv1U9YueYvH47iuS6lU8saDTXdXbbeUuRM2s/mXqrswFouxfft2jh07xszMDCdPnuTKK6/0gqy2wtmaNWsW/YJqvqblHsN2XZfTp0+zd+9ehoeHzxqqiMfjrFmzhu7ubrq7u731w9Jl2xhKKVpbW+ns7GRqaopCocDg4CAbN24878TH1chUv0ulUl4L2dSXrx1rtm3bW+1hlrYGAgFvDX8sFvMqyZkb+9oW9bnM5OHZmJ9NPB73evKWm/zVifkJRuElf1R9c2wopasFUQLRRZUdrZ2MtBKsW7eO9vZ2xsbG2LdvHxs2bCCVSjE6OurNWvf7/axbt+7Cn+wCatfpL0ctccdxOH36NI8//jgjIyNeZb9wOEx7ezu9vb2sWbOGtrY2Ojo6VvzEyUtVe3u7N9ksl8uRTCaZnJz0gmK1qlQqXmlWM4HRFJyCFwpZFQoFr+COuZGPxWL09PTQ19dHZ2cn7e3thEIhrxvdtu2zhsoWYyXdnK6cKxGXDp8foguvob2SRaNRBgYGmJiYYGRkhIMHD1IqlbwCLKVSiXg8Tk9Pz6LPtVyB7TgOJ0+e5Ne//jWDg4PeTUhLSwsbNmygt7eXzs5Ouru7F1UYRsyPKXjU0tLC9PQ0uVyOoaEhurq6VlUhFdOTVCgUmJ6eZmRkhKmpKfL5vLfzmhkKM0Nm5XLZWyLY3t5OZ2cn/f39bNy4cdZ5Eub3eLWSwBaihlKKK6+8kieffJJiscjY2BidnZ1YlkUikQCgp6enIUFWOzv+YgS21pqJiQl++ctfcuzYMQqFAj6fj87OTrZu3Up/f7/X5b2aW3YrkVmnPjY25i09mpqaWtR+6yuF2T9+fHycTCbj7SRoWszRaJRQKEShUCCdTnulmYPBIBs2bKC/v58tW7asqpuXhZLAFuIcra2tbNy4kUOHDjE+Pk44HPZmtweDQTZv3tyQtcS1E+TMjNOl6n5LJpPs37+fZ555hlQqhWVZtLe3s3PnTjZu3EhXV5d0eS8jMwbb3Nzs/a5NTEx41eEuReVymfHxcU6cOMH09DSVSsUrTdvS0kIgEPBmgI+OjuI4Dn6/n/Xr17Nhwwa2bt0qv5PnkMAW4hyBQICdO3d6y5lOnz7ttYQ7Ojro7+9vyHnMRBazdG0pAttxHAYHB9m7dy/Hjx/Htm0ikQibN2/muuuum7MMq7h4zA1Ue3s7k5OTFItFpqenmZycJBqNrqhx1NmY7m5TIWxoaIhEIkEymaRSqXh7HGitiUajlMtlRkZGvDLF8Xic/v5+du7cuaq7tBdrZf8WCLFMent7ufLKKzl16pS3DKS1tZUdO3Y0rBJV7czT2sk2jVIsFjly5Ah79+5lfHwcy7Lo6+vjhhtuYP369Stmop+o6ujoYHx8nFgs5q0znp6e9ta7r0T5fN6ro1AqlTh16hSJRMIreGTqFZiJXzMzMwwODlIsFvH7/XR2drJ582YGBgbk93EeJLCFmEUkEuHqq68mGAySzWbx+Xz09fXR19fXsNKatZXaTGWm8y2Hq1c2m2X//v089dRTJJNJgsEgO3bs4MYbb5TSlyuUqStgusXNpirt7e1Eo9EV1T1sqoiZineJRILh4WFs2yYejxONRs/aICOdTpPJZMjlcliWxbp169i8eTPr1q2ToK6DBLYQ59HV1UU0GvVKoZpdpRrFFHmAxu6Jnc/n2b9/P08//TTJZJJoNMqNN97Irl27VnzX6uWus7PTW5NtNqOYmZkhHA7T3d29In5+ZowdoFQqMTY25m2aYWqjm1re+XyeXC5HoVAgEAiwdu1atmzZQnd3txfqYv6W/6cvxAplxtaWklnK0qjiKaVSiQMHDrB//35SqRSRSITXvOY1XHXVVfLieAloaWmhtbWVUCjk1c2empqiubmZmZmZRe8QtxiO45DJZLzqX+l02qtGprX2Js4Vi0VyuZy353wgEKC3t5dt27axZs0a2fxlESSwhVhG5sXL7Me7GK7rcuLECQ4cOOB1g7/85S+XsL6EKKXo7u6mq6uLoaEhoDq8YWrdz8zM0NbWdlF/nqaln81mSSQSpFIplFKUy2UCgQDRaBStNcFgkHQ67XWVh8Nh1q1bx8DAwIodg7/USGALsYzMTkGmNvJiTE5Osm/fPqamprAsi+3bt/PSl75UwvoS09bWRnd3N+Pj497krbGxMVpaWigWi6RSKVpbW5f8OhzH8VrTU1NTpFIpr16AWb9vur3L5bLXjR8Khejv72dgYGDRO9qJs0lgC7GMzOxZrfWiArtcLnPw4EGvhOq6deu47rrrVsSYp6iPZVl0d3fT2dnJ6OiotwvV6Ogomzdv9jajWKpCIlprr0RqKpXyglhrTSgU8gqdmE06ZmZmvPXVa9euZdOmTaxdu1a6vpeA/DULsYwCgYC3tGsxY9hjY2McO3bMW/O6Y8cOad1cwrq6uujp6WFsbIx8Pk9HRweTk5M0NTXR29tLJpPxamU3itn5Kp1Oc+rUKaamprzQDYfDxONx7/c1kUgwNjZGuVwmEonQ1dXFpk2b6Ovrk5vEJSTfWSGWkWlhO46z4PKkpVKJQ4cOkclk8Pl89Pb2snXr1kZeprjIfD4fa9euZXh4mImJCVzXJRqNMjIyQjgcpqOjwxtLXuyWj6ZbO5PJeHty5/N5lFLYtk1raystLS34/X5vw5iJiQlvHfWWLVvo7+9v6M2DmJ0EthDLyGxgoJRa8KSziYkJBgcHcV2XeDzOlVdeuaLW7IqF6ezspLe316t4tmnTJlKpFMPDw962kclkEq113WFpWtPZbJZUKsX09DSZTMara28227BtG9d1vRKiIyMjlEolmpqa2Lp1KwMDAxLUF5EEthDLqHaHooVUOrNt29vIw5S33LBhwxJcqbjYTIGRqakpBgcHmZiYoKuri1Qq5e3m1d7eTiqVolwu09zcPOe4ce12lWZ9tJlUZkqGmkJBkUiEaDRKIBAgk8mQSCS8anmbN2/mmmuuoaWlRSY0XmQS2EIsIzMmaCqd1SudTjM8PIzruoRCIdavXy9bYq4iHR0drF+/nlQqRS6Xo7W1lXg8TqlUYnx8nHQ6TUtLi7fKIBQKEQ6H8fv9+Hw+r2yo4zhUKhVc16VQKDAzM0OxWPT2lw6Hw4RCIcrlMqFQiPb2diqVCtlslqGhIXK5HB0dHVxzzTUN2QteLIwEthDLqLbreiFd4olEgkwm432uTZs2NezaxMqwbt06JicnOXnyJMlkkr6+PoLBIOVy2VtSNT09DVT3c29rawOqLWrzb6lU8lrXZq6E3+/H7/cTCoUIhUIEg0GKxSKWZZFOp5mcnCSVSgGwadMmdu/eLWVEl5kEthDLyHSJA97Smfl2MzqOw6lTp3AcB5/Pt6I3iRALFw6H2bJlC8lkkmQySTabpbu7m3K57JW0zWQylEolkskkExMTBAIBtNZYluV1k/t8PkKhkDdvwrzf2tqKz+djZmaGTCbj3QjYtk1LSwvbtm1jw4YN0v29AkhgC7GMQqEQlmVhaNmtbQAADcZJREFU2zaO4+C67rzXr2YyGSYnJ3Ech2AwSG9vr2yVuUp1dnayadMmnnvuORKJBH6/n56eHgDGx8cJhUL09vailCKdTuPz+QiHwyiliMViXkjPzMx4vy+mlKhZbz06OkoqlcLv9xOLxVi/fj2bN2+WVvUKIoEtxDIKhUJntbBNa3k+0uk02WwWpRShUIiNGzcu4ZWK5WRZFhs2bCCfz3Ps2DHGxsZQStHT08OGDRsol8ve70Jzc7O3U1apVGJiYsJraYfDYVpbWwkEAhQKBaanp0mn00xMTJDP5/H7/WzevJkNGzbQ1tYmN4ArzKICWynVDnwN2AicBH5faz1zzjHrgL8HegAX+JLW+n8t5rxCrBbBYNALbDPxzKzNvpDh4WEqlYpXQONilKsUyycSibBlyxZs2+bkyZOMjY2htWZgYIDe3l5vMlkul/NWHPh8Pvx+P7Zt4/P5qFQqpFIpLMuiWCwyPDxMoVDAcRxaW1vZvn07vb29MnFxhVpsC/se4FGt9SeUUvecef/D5xxjA/+X1vpJpVQT8IRS6v/TWj+3yHMLcckzs3mhGtjzrXZmtjWEauuro6Nj3kEvLl0tLS0MDAyglOL06dOMj49TKBTo6emhp6eH7u5ufD6fNyu8UCiQy+W8ce5cLkexWCSZTHqlcJubm+nt7WXDhg1SHW+FW2xg3w686sz//1/gx5wT2FrrUWD0zP8zSqmDQB8ggS0uez6fD9//397dhUZ23ncc//7PvGhGM9ZI65X2RYq7AS1s9yImZV0CLiRpbKjVUqfQQErrLiVgStuQQKB1a8hNbtybEAptwuIUXBoIpTG1KS4ldpuLEBLqtCElLK1Na7u7llfaXe2upHnTzPx7MXMOWq1GmvVYc+bM+X1g0YzmsefPg0Y/nec8L5lMtBZ7e3s7muV7kPBMYncnm82yuLg4gmplHMzNzbG8vEwul+Pq1atsbW3x1ltvsba2RrlcJgiCuw6VCdXrdW7evBldUVcqFU6fPs3Jkyf1B19CDBvYJ3qBjLuvmtnCQY3N7AzwUeBHB7R5Gnga4KGHHhqyPJHxFgQBQRBEw+KDHgCytbVFrVbDzMjlcszPzx9lmTJm5ubmKBQKlEolrly5wubmJnfu3KFWq0WTzcKfq3q9Tr1ep9PpkM/nWVpaiu5RT09Pa/Z3ghwa2Gb2Kt37z3s9ez9vZGZl4DvAF939Tr927n4JuARw4cIFv5/3EEma8GrI3aP1soNYX1+n3W7j7hSLRWZmZo64Uhk3xWKR5eVlFhYWWF1djYbHwz/6Op1O9PMR7or24IMPMjs7q3vUCXVoYLv7Y/1eM7NrZnaqd3V9Cljr0y5HN6y/5e4vvu9qRSaMmUXDl+Ga2sO4O2tra9E620qlEi3bkXQxMyqVSnRvu1qt0mg0oj/8crkc09PT0QYpuppOtmGHxF8GLgLP9b6+tLeBdX9CvglcdvevDvl+IhMlHNIODXKFXa/Xo/vX4dnJIuEZ2Ud1TrbEb9hFds8Bj5vZG8DjveeY2Wkze6XX5lHgKeCXzewnvX8rQ76vyMTYfYU9SGBvb29TrVaB7hWUZvaKpMNQV9jufgP41D7ffxdY6T3+PqBxGJE+8vk87t3pGoMGdjh0ns1mB5pVLiLJp21sRGK2ez/xQe5hb2xsRAc4FAoFyuXykdYnIuNBgS0Ss90zdhuNRnS13c/6+np0/3pmZkbbR4qkhD7pIjELZ++6e3QASD/NZpM7d7qrIoMg0OlcIimiwBaJWRjYZkar1TowsGu1WrRTVTab1YQzkRRRYIvEbO+JXQdNPGs0GtTr9Wj9tiaciaSHAlskZuFWkuHez7VarW/bzc1NWq0WZkahUNCaW5EUUWCLxCzcz9ndcfdojfV+bt68SavVwt2Znp7WDmciKaLAFonZ1NRUdFBDu90+cEh8Y2ODTqdDJpOhUqloq0mRFFFgi8Qsm83edWJXvyHxcIZ4uKRL969F0kWBLRKzTCYTndgF9B0Sbzab1Ot13J18Pq8lXSIpo8AWiVkmk7nrXnS/K+zwXGPo7o5WqVRGUp+IjAcFtkjMdp+JHQRB33vY1WqVZrNJEARMTU1RLBZHXKmIxEmBLRKzIAjuusJuNpv7bp6ysbFBu93G3SmVSpohLpIyCmyRMRCe2BUEAc1mk3a7fU+b69ev0+l0NOFMJKUU2CJjIDwAJAzsnZ2du15vtVrcunUr2pJUgS2SPgpskTFQKpUAcHdardY9M8UbjUb0vampKY4fPz7yGkUkXgpskTEQbk8aBAGdTueewA4P/Qjb6gxskfRRYIuMgXB70nCL0vAIzVC1WqXRaGBmFItFCoVCTJWKSFwU2CJjoFQqRTuduTvb29t3vR5OOAu3JA0CfXRF0kafepExMD09TSaTiZZzbW1tRTufAbz33nu0Wi2y2ax2OBNJKQW2yBjI5/PR5imZTIZ6vR4t7drZ2eH27dtAd4ez+fn5OEsVkZgosEXGQC6Xuyeww6Vd1WqV7e1tOp0O5XJZS7pEUmqowDazY2b2XTN7o/e1728SM8uY2X+Y2T8O854ikyiXy5HL5e4K7GazCcD29ja1Wo0gCCiXy5pwJpJSw15hPwO85u5ngdd6z/v5AnB5yPcTmUhBEFAoFGi32+TzeVqtVjRTfG1tjZ2dHTKZDLOzs5pwJpJSw37ynwRe6D1+Afj0fo3MbAn4VeD5Id9PZGKVSiXcPRoa39jYAODq1at0Oh1yuRwLCwsxVykicRk2sE+4+ypA72u/3yZfA/4YuPdEgz3M7Gkze93MXl9fXx+yPJHkCHc7C9di3759m1qtxo0bN+h0OpRKJU6ePBlzlSISl+xhDczsVWC/3xLPDvIGZvZrwJq7/9jMPnFYe3e/BFwCuHDhgh/SXGRihOurw/XWm5ubvPPOO2xtbWFmzM7ORqEuIulzaGC7+2P9XjOza2Z2yt1XzewUsLZPs0eBXzezFaAAzJjZ37r777zvqkUmUKVSwcyiAz52dnbY2NigXq+TzWY5ceIE2eyhH1kRmVDDDom/DFzsPb4IvLS3gbv/qbsvufsZ4LPAvyisRe5VKpXIZrPRxLOdnR1u3bqFuzM1NcXS0lLcJYpIjIYN7OeAx83sDeDx3nPM7LSZvTJscSJpUiwWmZqaotlsUi6XqVarvP3227TbbWZmZjThTCTlhhpfc/cbwKf2+f67wMo+3/8e8L1h3lNkUuVyOcrlMtevX+eBBx7g2rVr0dKu5eVl8vl8zBWKSJy0oFNkTJgZc3Nz0RKuubk53J25uTnOnj0bHQ4iIumkwBYZI/Pz87g7W1tbNBoNisUi586d04EfIjLckLiIfLAWFhYoFAqsra1Rr9epVCo8/PDDuroWEV1hi4yTmZkZjh07RqPRwMw4f/48MzMzcZclImNAgS0yRoIg4JFHHmF2dpbFxUXOnTsXd0kiMiY0JC4yZo4fP87Kygpmpo1SRCSi3wYiYyiXy8VdgoiMGQ2Ji4iIJIACW0REJAEU2CIiIgmgwBYREUkABbaIiEgCKLBFREQSQIEtIiKSAApsERGRBFBgi4iIJIACW0REJAHM3eOuoS8zWwfejruOCXYcuB53ESmgfh4N9fNoqJ+P1s+5+/x+L4x1YMvRMrPX3f1C3HVMOvXzaKifR0P9HB8NiYuIiCSAAltERCQBFNjpdinuAlJC/Twa6ufRUD/HRPewRUREEkBX2CIiIgmgwBYREUkABXZKmNkxM/uumb3R+zq3T5sPmdm/mtllM/uZmX0hjlqTyMx+xcz+y8zeNLNn9nndzOwveq//1Mx+IY46k26Afv7tXv/+1Mx+YGYPx1HnJDisr3e1e8TM2mb2m6OsL40U2OnxDPCau58FXus936sFfMndfx74GPCHZnZ+hDUmkpllgL8EngDOA7+1T789AZzt/Xsa+PpIi5wAA/bz/wIfd/ePAF9BE6TelwH7Omz358A/j7bCdFJgp8eTwAu9xy8An97bwN1X3f3fe483gcvA4sgqTK5fBN509/9x9ybwbbr9vduTwN941w+BWTM7NepCE+7Qfnb3H7j7Ru/pD4GlEdc4KQb5mQb4PPAdYG2UxaWVAjs9Trj7KnSDGVg4qLGZnQE+CvzoyCtLvkXg/3Y9v8K9f+gM0kYOdr99+Dngn460osl1aF+b2SLwG8A3RlhXqmXjLkA+OGb2KnByn5eevc//T5nuX81fdPc7H0RtE872+d7e9ZKDtJGDDdyHZvZJuoH9S0da0eQapK+/BvyJu7fN9msuHzQF9gRx98f6vWZm18zslLuv9oZi9x3CMrMc3bD+lru/eESlTporwId2PV8C3n0fbeRgA/WhmX0EeB54wt1vjKi2STNIX18Avt0L6+PAipm13P0fRlNi+mhIPD1eBi72Hl8EXtrbwLqfvG8Cl939qyOsLen+DThrZh82szzwWbr9vdvLwO/2Zot/DLgd3qKQgR3az2b2EPAi8JS7/3cMNU6KQ/va3T/s7mfc/Qzw98AfKKyPlq6w0+M54O/M7HPAO8BnAMzsNPC8u68AjwJPAf9pZj/p/Xd/5u6vxFFwUrh7y8z+iO5M2Qzw1+7+MzP7/d7r3wBeAVaAN4Eq8Htx1ZtUA/bzl4EHgb/qXfm1dLLU/Ruwr2XEtDWpiIhIAmhIXEREJAEU2CIiIgmgwBYREUkABbaIiEgCKLBFREQSQIEtIiKSAApsERGRBPh/zBHG+cMkcboAAAAASUVORK5CYII=n”, “text/plain”: [
“<Figure size 576x360 with 1 Axes>”
]
}, “metadata”: {
“needs_background”: “light”
}, “output_type”: “display_data”
}
], “source”: [
“# Visualize P-waves boundariesn”, “signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method="cwt", show=True, show_type=’bounds_P’)”
]
}, {
“cell_type”: “code”, “execution_count”: 15, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: 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n”, “text/plain”: [
“<Figure size 576x360 with 1 Axes>”
]
}, “metadata”: {
“needs_background”: “light”
}, “output_type”: “display_data”
}
], “source”: [
“# Visualize R-waves boundariesn”, “signal_cwt, waves_cwt = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method="cwt", show=True, show_type=’bounds_R’)”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“Unlike the peak method, the continuous wavelet method does not idenfity the Q-peaks and S-peaks. However, it provides more information regarding the boundaries of the wavesn”, “n”, “Visually, except a few exception, CWT method is doing a great job. However, the P-waves boundaries are not very clearly identified here.n”, “n”, “Last but not least, we will look at the third method in Neurokit [ecg_delineate()](https://neurokit2.readthedocs.io/en/latest/functions.html#neurokit2.ecg_delineate>) function: the discrete wavelet method. “
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“### Discrete Wavelet Method (DWT)”
]
}, {
“cell_type”: “code”, “execution_count”: 16, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: 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n”, “text/plain”: [
“<Figure size 576x360 with 1 Axes>”
]
}, “metadata”: {
“needs_background”: “light”
}, “output_type”: “display_data”
}
], “source”: [
“# Delineate the ECG signaln”, “signal_dwt, waves_dwt = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method="dwt", show=True, show_type=’all’)”
]
}, {
“cell_type”: “code”, “execution_count”: 17, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: 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”, “text/plain”: [
“<Figure size 576x360 with 1 Axes>”
]
}, “metadata”: {
“needs_background”: “light”
}, “output_type”: “display_data”
}
], “source”: [
“# Visualize P-peaks and T-peaksn”, “signal_dwt, waves_dwt = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method="dwt", show=True, show_type=’peaks’)”
]
}, {
“cell_type”: “code”, “execution_count”: 18, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: 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2bdu4+eabue222y67HzbAf/7nf7Jnzx5e9rKX8Td/8zf8xm/8Bul0mscff5y3v/3t7N69m1e+8pUcOdJc+va+972PN73pTdx1112cOXOGO++8kz179nDffffxB3/wB0v+WgLbD/vcGPY/aq1fMv9fKXUv8AHgzTQnm31Oa/2Kyz2n7IctrlZ/8id/Qjab5Y477uDQoUNMT0/zcz/3c+zevXulT01cwy63H7Zf6exyxVPKWdAe3PGglCddRu3uhx3IpDOl1P8C7gRSSqkx4L8BYQCt9SPAEzTD+hhQBtpf4CbEVcR07XV0dBAOhwFki02x8rqGmiH8o0cgdxrCiRfLk2rdDOpGqdmyllriq05Qs8Tffpn7NfD+IF5LiKuBWXMdj8eJxZrLYZazApIQC9Y1BK/9WLOC2fF/a66z5txs8FW2W5fsh32+lf+JCHENMlXOotEo0WgUrbXMEhdXxKWWMfnsULN62eCuZlEUt95curXKKvFdy/thL2Y4enX9dIS4Bnie53eJR6NROjqa5SBl0plYbrFYjGw2214YWBaEY6surK9lWmuy2azf+7ZQ0sIWImBmW03LsohEIsTjcQBpYYtlNzw8zNjYGFLDYvWLxWIMDw+39RgJbCEC1mg0/G7JcDjsbwQggS2WWzgcZmRkZKVPQywT6QMRImCO46C1xrZtQqEQyWTSv10IIRZLAluIgLmu648hhkIhYrEYSimpJS6EWBIJbCECVq/X8TyPUCiEbdv+GLa0sIUQSyGBLUTAzGxwy7KwLMtvYZuZ40IIsRgS2EIEzOzUZdu2vxYbkMAWQiyJBLYQATMtbBPY4XBYWthCiCWTwBYiYI1GA2gGtvlXKRXYdoFCiOuTBLYQATNd4mbTD6UUSik8z1vhMxNCXM0ksIUImFm+ZQIbmq1saWELIZZCAluIgJkxbDPZDJozxrXW0soWQiyaBLYQATMt7Egk4t9mWtiyFlsIsVgS2EIEzEw6a92Jxzq3E5K5Twgh2iWBLUTATCi3jmGHQiG01pTL5ZU6LSHEVU4CW4iAmcBuHcMOhZob41UqlRU5JyHE1U8CW4iAmXHq1sA249nSwhZCLJYEthABm69L3Py/VCqtyDkJIa5+EthCBMy0sM0uXfBiYEuXuBBisSSwhQiY53kopc5b1mUC26zRFkKIdgUS2Eqpe5RSzymljimlHprn/m6l1P+rlHpaKXVIKfXuIF5XiNXIdV1/0w/DLPGSwBZCLNaSA1spZQNfAN4E7ATerpTaecFh7wee1VrfAtwJ/KFSKoIQ1yCzK1drC9sEtimqIoQQ7Qqihf0K4JjW+oTWug58FXjrBcdooFMppYAkMANIySdxTdJao5Tyl3LBizPGJbCFEIsVRGCvA0ZbPh87d1urzwM7gLPAAeA3tNbzFlVWSr1PKbVPKbUvk8kEcHpCXFmmS7w1sDs7OwEJbCHE4gUR2Gqe2y7cluiNwH5gCNgDfF4p1TXfk2mtv6y13qu13ptOpwM4PSGunNYNPsx+2PDijHEpTSqEWKwgAnsMWN/y+TDNlnSrdwN/q5uOASeB7QG8thCriglry7LOa2EnEgkA2fxDCLFoQQT2T4CtSqmRcxPJfgX4hwuOOQ28FkAptQbYBpwI4LWFWFU8z/PHsM2GHyCBLYRYutDlD7k0rbWjlPoA8C+ADTymtT6klHrg3P2PAJ8AHldKHaDZhf4RrfX0Ul9biNWm0Wj4gd2cY9nU0dEBIPthCyEWbcmBDaC1fgJ44oLbHmn5/1ngDUG8lhCrmeM48wa2bdsopfwlX0II0S6pdCZEgGq1GsB549eAH94S2EKIxZLAFiJApku8dfzaUEqh9YULKIQQYmEksIUIkFm2dbHAljFsIcRiSWALEaB6vY7W+iVd4tAMcWlhCyEWSwJbiACZSmatRVMMaWELIZZCAluIAJnduC7VwpZWthBiMSSwhQiQmSXeurWmYQJbWtlCiMWQwBYiQKaS2XwtbNNNLoEthFgMCWwhAmS6xFv3wjZMC1vWYgshFkMCW4gAmRa22f+6lWl1y45dQojFkMAWIkBmDHu+FrYJ7EKhcEXPSQhxbZDAFiJAZlnXpQLbdJsLIUQ7JLCFCJAZn75UYJdKpSt6TkKIa4MEthABMmPY8wW2WepVqVSu6DkJIa4NEthCBMh0icdisZfcZ0JcAlsIsRgS2EIEaCGzxGUMWwixGBLYQgTIFEWZr0vchLiZSS6EEO2QwBYiQJ7noZS6ZJe4aYULIUQ7JLCFCJDjOCil5i1N2tHRAUgLWwixOBLYQgTItLDnC+x4PA68ODFNCCHaIYEtRIDM1pnz7YedSCQAKU0qhFgcCWwhAnSpFraMYQshliKQwFZK3aOUek4pdUwp9dBFjrlTKbVfKXVIKfXtIF5XiNXGzBK3rJf+aZkucdmtSwixGC9tBrRJKWUDXwBeD4wBP1FK/YPW+tmWY3qALwL3aK1PK6UGlvq6Qqw2pjtcKTVvl3gsFkMpJYEthFiUIFrYrwCOaa1PaK3rwFeBt15wzK8Cf6u1Pg2gtZ4K4HWFWFVc1/W7xJVSL7nfdJObVrgQQrQjiMBeB4y2fD527rZWNwK9Sqn/VEo9qZT6Py/2ZEqp9yml9iml9mUymQBOT4grw7Sc52tdm9sty5LAFkIsShCB/dKmBOgLPg8BtwL3Am8EflcpdeN8T6a1/rLWeq/Wem86nQ7g9IS4MhqNBlrreVvX8GKQS2ALIRZjyWPYNFvU61s+HwbOznPMtNa6BJSUUt8BbgGOBvD6QqwKpiDKxVrYpqtca33JYBdCiPkE0cL+CbBVKTWilIoAvwL8wwXHfAO4XSkVUkolgJ8BDgfw2kKsGqaFPd8McXgxsD3P8yeoCSHEQi25ha21dpRSHwD+BbCBx7TWh5RSD5y7/xGt9WGl1D8DzwAe8KjW+uBSX1uI1cQURLlYCxuQwBZCLFoQXeJorZ8Anrjgtkcu+Px/AP8jiNcTYjWqVqtorectmmJYloXjOHied8lgF0KIC0mlMyECYsawLxfYIMVThBDtk8AWIiALCWzTqpYNQIQQ7ZLAFiIgJoQv1dVtWRZaawlsIUTbJLCFCIgJYbPJx3xMl7gEthCiXRLYQgTEzBIPh8MXPSYcDqO1li02hRBtk8AWIiCVSgVobvJxMWZ8u1qtXpFzEkJcOySwhQiImXR2qcA2rW8T7kIIsVAS2EIExHRzL6SFbcJdCCEWSgJbiICYwI5Goxc9RrrEhRCLJYEtREDMzO9LBbbpEpdZ4kKIdklgCxEQU73sUsu6zH0yhi2EaJcEthABMYF9qTFsE9gyhi2EaJcEthABcV0XpdSCAltqiQsh2iWBLURATGBfqpa4CXNpYQsh2iWBLURAzB7Xl6olHovFUErhOM6VOi0hxDVCAluIgJgW9qVKk5oZ5BLYQoh2SWALERDP84BLb69pwlzGsIUQ7ZLAFiIgWmuUUpfsEo9GoyilJLCFEG2TwBYiAJ7n+YGtlLrocRLYQojFksAWIgD1eh2t9SW7w+HFZV0m4IUQYqEksIUIgKkjblmX/pMyY9haawlsIURbJLCFCEC9XsfzvMsGtm3bWJaF67r+JDUhhFiIQAJbKXWPUuo5pdQxpdRDlzjuNqWUq5T6xSBeV4jVwhRCuVyXeGugy9IuIUQ7lhzYSikb+ALwJmAn8Hal1M6LHPcp4F+W+ppCrDYmsC81QxxAKYVlWXie53ejCyHEQgTRwn4FcExrfUJrXQe+Crx1nuM+CPwNMBXAawqxqpj9rS9VNAWaLWylFFprCWwhRFuCCOx1wGjL52PnbvMppdYB/zvwyOWeTCn1PqXUPqXUvkwmE8DpCbH8qtXqgmaJmxY2yJ7YQoj2BBHY8y06vXD662eBj2itL7v4VGv9Za31Xq313nQ6HcDpCbH8FtrCBiSwhRCLcunmwMKMAetbPh8Gzl5wzF7gq+cKSqSANyulHK313wfw+kKsOBPYZp31pYRCIbTWsmOXEKItQQT2T4CtSqkR4AzwK8Cvth6gtR4x/1dKPQ78o4S1uJaYwL7UXtiGmZgms8SFEO1YcmBrrR2l1Adozv62gce01oeUUg+cu/+y49ZCXO1Mazkej1/2WNu2pYUthGhbEC1stNZPAE9ccNu8Qa21vi+I1xRiNTHhm0gkLnusGeeWWeJCiHZIpTMhAmAmkJn9ri9FxrCFEIshgS1EAKSFLYRYbhLYQgTAcRyUUgsawzZrtaWFLYRohwS2EAEwM74X2iWulJIWthCiLRLYQgTAdV2UUgsObJAucSFEeySwhQiA6RJfSOEUc4xUOhNCtEMCW4gAmL2tF1rpDCSwhRDtkcAWIgCe52FZ1mW31wSZJS6EWBwJbCGWqF6vo7VGKcW5evmXZCadSWlSIUQ7JLCFWCKztaZt2wsK7FgshlIK173s5nVCCOGTwBZiiSqVyoL2wjbMTHLXddH6wp1ohRBifhLYQixRawt7IczENMdx/MlqQghxORLYQixRpVIBXpxMdjnRaBSlFFprGccWQiyYBLYQS1Qul9FaL2hJF+CPdXueJ0u7hBALJoEtxBIVi0VgYWVJzXGmhS2BLYRYKAlsIZbIdIkvZKcuaHadm9nkEthCiIWSwBZiiUqlErDwwLYsC8uypIUthGiLBLYQS2S2yezo6FjQ8aZwigS2EKIdEthCLJHpEl9oYJtJZxLYQoh2SGALsUS1Wg2lFPF4fEHHm5rjsqxLCNEOCWwhlshsrbmYMWzZAEQIsVAS2EIsgdbarwkei8UW9BillGyxKYRoWyCBrZS6Ryn1nFLqmFLqoXnuf4dS6plzHz9QSt0SxOsKsdI8z/Nb2AsNbMAvYyotbCHEQi05sJVSNvAF4E3ATuDtSqmdFxx2EniN1no38Angy0t9XSFWA1MPXCm14EpnIIEthGhfEC3sVwDHtNYntNZ14KvAW1sP0Fr/QGs9e+7THwHDAbyuECuuWq3ieR62bS94ty6QwBZCtC+IwF4HjLZ8Pnbutot5L/DNi92plHqfUmqfUmpfJpMJ4PSEWD5ma81wOLzg3boAGcMWQrQtiMBW89w27ya/Sqm7aAb2Ry72ZFrrL2ut92qt96bT6QBOT4jlUyqV/MBuhwlsWdYlhFiohffhXdwYsL7l82Hg7IUHKaV2A48Cb9JaZwN4XSFWnAnsdrrDoRnYsqzr6uR5HrlcDsdx6OjoWHDBHCGWKogW9k+ArUqpEaVUBPgV4B9aD1BKbQD+FniX1vpoAK8pxKowNzcHLLyOuGGqnZklYeLqUSgUqFarKKXI5/P+bm1CLLclt7C11o5S6gPAvwA28JjW+pBS6oFz9z8CfAzoB754bpciR2u9d6mvLcRKMy3shVY5M0xgSwv76lKv18lkMoRCIWzbplQqMTMzQzqdpr+/v+2eFiHaEchvl9b6CeCJC257pOX/9wP3B/FaQqwmpnXV2dnZ1uPMmLdZFmZZUsNoNXJdl1KpxNzcHIVCgZmZGQqFAslk0p9kWKvVyGaz9PT00N3dzeDgYFtr8oVYKLkcFGIJKpVKW2VJDRPYruviuq4E9irjui5TU1NMTEwwOztLsVik0WhQrVYJhULUajV/1zVoLu8rlUrk83lyuRybNm2ip6dnhb8Kca2RwBZiCcxOXV1dXW09LhKJ+GPY9Xq97VnmYnk4jsPExAQnT54kl8v5y/bMhi22bZNIJLAsyx/S0FpTq9UolUqUSiVmZ2ep1Wps376d7u7ulf6SxDVEAluIRWrdHnMxLezWwJaZxitLa00+n+fIkSOcPn2aer2Obdskk0mi0SidnZ3U63VqtRrRaBStNUopHMfxjy2Xy9Trder1Os8//zy1Wo1bb71VfrYiMBLYQiySCVulFMlksq3HmjKmruvKxLMV5jgOJ06c4NChQ8zOzuK6Lp2dnfT09NDX14dlWdTrdRzHobu7m56eHpLJJKFQiFAohOu6FAoFpqenmZ6eplKpUK1WOXnyJAA/+7M/K5PRRCDkt0iIRXIcB8dxsG277Vni0WjUH/+UamcrJ5fL8fTTT3Py5Emq1SqJRIJUKkV3dzcdHR2USiWguSVqb28vQ0ND2Lbtt7ZrtRpaaxKJBGvXriUSiTAxMUE0GiWfz4PhLygAACAASURBVHP8+HF6enrYvXv3Cn+l4loggS3EIpXLZbTW2LZNNBpt67GmS9zzPGlhrwDXdTl27BiHDh1iZmYGrTWpVIrBwUG/90NrTWdnJ7FYDNu2cRyHTCaD1hqtNdVqlUajged5aK39x5ihks7OTqanpzlw4ADDw8P09fWt5JcsrgES2EIsUqFQwHVdwuFwWzt1QTOwLcs6bxxcXBlzc3McPHiQ48eP+63q/v5+0uk0tVoNx3GIxWI4jkOlUqFSqWBZlv9zDoVCWJZFf38/iUQC27b9n2MulyOfzzM2NkaxWCQej5PP5/nxj3/MPffcs9JfurjKSWALsUiFQmFRG38A/pIgaWFfOZ7ncfbsWQ4ePMjZs2exbZvBwUG6urqIx+NUq1U/mB3HIRqN0tfXRywWo6Ojg1gs5l+YKaXmXYo3MDBAvV6nu7ubgwcPUiwWUUpx6tQpTp48ycjIyJX+ssU1RAJbiEUqFotorRdVJMNUOjNLgsTyqlarHDlyhGPHjpHP54nH46RSKZLJJI7j+OuqTQWz3t5eBgYGSCaT/lyDhYpEImzduhWtNQcPHkRrzczMDD/4wQ9Yu3atFFURiyaBLcQizc42t3hfzLKdWCzmd4nLjl2L43mauusRsS0sS73kc2iOKY+Pj/Pcc89x5swZXNcllUoxMDCA1ppSqYTjOEQiEWKxGMlkkoGBAfr7+5d0bkopNm/eTLFY5IUXXqBSqZDNZjlw4AB79+5t+yJACJDAFmLRCoUCQNtLuoDzCqXIGPbC1RsuhycK/OD4NMczJVzPI1dq4Hge0bBNd7w5mW/rQJLbhhOEyllGT59ienoa27ZJp9N0dnaSz+dxHAfXdenq6mJwcJD+/n76+voCW4IVDocZGRlhbm6OWq3G5OQkzz33HDfddFPb6/aFAAlsIRZFa73oOuKAXzULJLAvx4T0Px8c51uHJ6k1XFytaLgu+YqD43kowFLQk4jwyk09nD59mpMHp4g35hhMWvR1d/nd29ls1q9cNjw8zLp16+jv71+WanN9fX0MDg5SLBbJ5XJks1leeOEFdu7cGfhriWufBLbwmXXF+XyeWq123gxa27b92bECf9wTlhbYMkt8fo7r8fxUkW/sP8MTz4yTKzcoN1xspfFQOK5Gv+RRmmoxz/HDp1kfr7M2rnFdxWgxRm8qRq1Ww7Ztv+s7nU6zcePGZR9T3rhxo79pyPj4OM888ww7duyQbnHRNgns64jrupTLZTzP84t9mFZePp9nbm7O3/Agn8/7pRYjkQjbt29n06ZNDAwMtL2E6VpUqVSo1WpYlrWoTR5s2/YvfmRP7POdzpb4o289zzOjs5yeLaM1aA1oqCv8Nc+tEtQYtOboU2U6qFGveEy6Edb09YDncXhshldtW0c8FvWLnAwODl6RC9BEIsHg4CC5XI7p6WkmJiYYHx9naGho2V9bXFsksK8DruuSz+c5ffo0+XwepRS2bdPT00M6ncZ1XaanpykUCszOzjI+Pu4Xk7Asi0ajwZEjR/A8D6UUAwMD1/1mFcVi0a9ytphJZ61d4rKs68UW9Vd/PMrf7x/DcTwqjocFhGxF3Wm2qC/M6jAN1ls5+lWZhKpj4eGiqBGiWgeVK7G2L0nBC1Ozoqzr62P9+vVtb9ayVENDQ4yPj9PX18f4+Dg//elPJbBF2ySwr3G1Wo3Tp08zPj7ud+EWCgVyuZy/VWAsFqOzsxPbtv1ayIlEgmg0SldXF/V6nVKpxOjoKMlkknA4TDqdvq679AqFAp7nEQqFFjWBqHUd7/Xewp7IV/nz75/khekSPzgxjeN61B2Np0EDjvPSFrVNg2FrjgFVpENVCaGpoahrG4VCK9Aopl2LHitGJBrjZMHinjtuXJGLzXg8Tl9fH8VikUwm488cb7ekrbi+SWBfw+r1OidOnCCXy+F5Htlslkwm4+/hbHYcKhaLzMzM4LquX45x69at9PT0UC6XyeVyfmifOXOGeDxOLBa74q2U1SSfz+O6LolEYtFjoNLCbob15//9ecp1l5+8MEO14WErhac1FpqkquMBFR3GxSJEgw1qlgG7SJI6Ni41bMo6hFKAUnha4WpFlTCNRoTRcoibNw9wuh7GtlfuLW9oaIhMJkNnZye5XI4DBw7wile8YsXOR1x9JLCvUZ7ncerUKcrlMkopJicnmZ6eptFo0N/fT29vr7+lYLVaxXVdIpEI6XSaXbt2sX79epRSnDhxwq+bPDs7y/T0NL29vX5oX6/j2blcDmiup15si820sK/XddiO6/Hn3z9JpeFy4EyOct0lbCkcrzlg3WVVCeGhNfSqEl2qQr9VJk4DhcbBokIIDxutLDytcFA4WNSIkPPiFIiTLcXZk+iGRpW66xGz2qtKF5Suri66urro7+8nl8vx7LPP8vKXv1x28hILJr8p1yCttT9xzHEcTp48STabBWD79u3ccccdfoWn2dlZSqUStm3T19dHR0eH3/IG/DFuszNRpVJhYmLCL9eYSqWuu65xU7lKa72oSliGqXbmeZ4/ue968vxUkUyhxqlsiblKs5dBKfC0JkGDKHUSuk7KKtCvqkRwaGDRwKZBiKoOYaEA79ztIVxscl6UaZ2kSgRLgeVoGueGHSL2yq1ysCyLwcFBZmZmiEajzM7OcvToUbZt29Z2aVtxfZLAvgaNj49z7NgxyuUyk5OT5HI5LMti48aN3H333X4XbigUIp1Ok06nz3t8awClUilyuRy9vb2Uy2UqlYo/Oa2np4dEIrGoSVdXs0ql4vdc9Pb2Lvp5TMvKFPC43nz7aIa661Gu1bHdGnHlEFMucUr023P0qgph9LnWNNRQeNh4KFxtYSuNoxVVolR1hKKOkNUJaoSBF3+HNZArO2wdSPoV0FZKKpWis7OTVCrF2bNn2b9/v18GVUJbXI4E9jVCa02hUODIkSNMTEz4LedqtUo4HGbLli3cddddbY+3hkIh+vv7qdVqDAwMUCwWKRaLTE1N0dnZSUdHB/F4/Lpan10oFKjVaksO7Nau9OutW9zzNMfGZynNZul3CsR0gSQlOnWFkOVioXGBKiHK58avFRZag2cpXGzKOsKcF6VwLrDr2LQGNQAa4pEQNcfljhvT853KFWUmbE5PT5PNZsnn82QyGWKx2JJ+l8T14boJ7JmZGTzPIx6P+1vkQfONsl6v02g0UEoRiUQueqVrWp6e51GpVHAcB631ea0jM/vXzL42xTFMgQzz/0aj4T9Oa000GvXvg2YoVCoVf0MCc66u66KUwnEc/3zMrO+pqSlKpZK/Ry80i3rcfPPN7NmzZ9GTo/r6+piZmUEpRSqV8ouqTE9P+7sYXU9vNsVikWq1ilJqSXscm59ro9G4biaeaa0pl8uMnhknNPMCkdksvapGgzq25YDn4WBRJERdh2kQxj3Xom6oEGXC5NwYRR2bP6AvYFvQ3xEh3Rlj60D7JWSXQyqVoru7m2QySS6XY3x8nFQqRU9Pz3U3vCTaE0hgK6XuAf4nYAOPaq0/ecH96tz9bwbKwH1a66eCeO2F+t73vufPjj53TkDzDeTCDejN2uNGo+EHrlmD7Lqu35o0n5twVEr5H62bOliW5d924YdlWf5zmMdGIhGUUoTDYT98zf3mPM2MblOdzNzferGwadMmbrrpJoaGhpbU3WbbNgMDA4yOjtLT00Mul2Nubo5sNkssFiMajRKJRK6brvHZ2VkcxyEcDi/pQsWMWV8P1c5qtRrFYpEzZ85w5swZMpkMVj5Lp1snhEYBdcui6oVpWGGqnkUdG42iQoiKjpLXMco6Qn2Bb1uK5pj1plSCd796hNAKjl+3SiaT9PT00NXVxdzcHOPj42zatIlUKnXdzWMQ7VlyYCulbOALwOuBMeAnSql/0Fo/23LYm4Ct5z5+BvjSuX+vCFP3uVQqAfgBZ0KzteXcTtekqUdsQt0ErmkJm9awea3WiwTz+NbbDXOercfCixcErfeZcqGRSMRfNz04OMjIyAhDQ0OBvQH09PRQKpWYnp6mp6eHarVKvV5namqKcDiMZVmsW7fukutKXdf1ewbC4fBV25owy+Ti8fiS1tGaFva1GtiO45DJZBgdHWViYoLp6Wl/dyzP84hqhyrQsGOUdYwZL0TZsmh4IRpaUSZEyQtT02HqWGgWFriK5ri1BWzo7+Cj9+5ksHv1bGmplPI3GslkMn6NgyD/XsW1KYgW9iuAY1rrEwBKqa8CbwVaA/utwFd0M31+pJTqUUqt1VqPB/D6l6WUIhQKEY/H8TzPb8ECfovUHGdaw7Ztn3ecCXLbtv3gMS1rE6rmPhNIraFkWRbRaBRoXhiY7nDTFW+ep1ar+S1v27YJh8PnlbE0r2HKi5q6yF1dXUSjUZLJ5JJmLl/qe7h27VoqlQqdnZ1+WBeLRUZHR6nX67iuy8DAAN3d3SilqFQqFItFf5JWo9HwW/+mWMti6nBfiuM4lMtlv0iM+X6Z7yk0v+fFYpFGo+Ff9PT09Pjj8ZfqjahWq+RyObTWdHR0+D/TxYhEIn4Py7US2I7jMDMzw8TEBKdPn2ZmZoZisej/fpiLy1gsRk80wclRFzcUw45EmC241JWioC1qlk3V1efWVTNP3fCL0zQ3AvmZzX3897fdwnDv6tsZq6enx//9n56eJpPJkM/nA/97ENeWIAJ7HTDa8vkYL209z3fMOuAlga2Ueh/wPoANGzYEcHrNINy2bRvFYtF/k0wkEn4QmnBsbbHW63W/u9k8h3nDr9fr/hus6RY349LmNtNN3NqajMVi53XJa62JRCJ+KJur61AohOM4C16fGQqFrkhr1bZtNmzY4AdMvV4nm81SKpU4efIk+XyekZERf9Z5Pp8nm83638NEIoFlWZRKJf/70t/fTyqVWvD4eus4v/m/WRZVqVSoVqvUajXq9bo/q91xHBqNxnkXDq3DCJ7nEY1GWb9+Pdu2bbtkjelcLke5XAagu7t7SZPtzM/tam5hmzHpbDbLxMQEU1NTzMzM+MV2zAVyKBSir6/PX4s8ODhIRzLJc/95kkMTJbrDCZI9FmP5OigNjksIjeN4KNUca3PnSe1ztVL8kWylmt3gb7hpDQ+9aXW1rFuZ3rDe3l5mZ2fJ5/OcOXOGdevWXbU9T6vRfHXn57vdNJZMI8y8J7f2hpq/1dbhy9b7roQgAnu+M73wu7SQY5o3av1l4MsAe/fubefC+pKSySSxWMwP4fneIFvvB/xuZmi+uZofoPkBdXV1zfuDsizL/6EarROLotGov/vVxUJ5tdbqjkajjIyMYNu231NggnFycpKpqanzei1aexAAf6zbXLyMjo4Sj8dJpVIMDQ3R3d39kp2sTOBWq1UKhcJ5k/yKxSK1Ws3fqMRMIDTB7Xme35I2WodAWif5zczMkM/nufvuuy9axW1ubo5isehPwFvKH6q5oDOFaa4mrusyPj7Oc889x/T0NHNzc/4Fk/kbMdXwent76evro6+vj87OTn8NfzQa5UNvSfFr/88+pqua3o4w63psxvMV0BYRGxxLUXc1DbcZ3GiwFQz3RomGw2SLtXPbbUIkZLO+L87//YYb+d+2pFfNmPV8zAqD7u5u4vE4xWKR8fFxSqXSovZXF02e5/l/++bCfD7mPaLRaPgrPhzHoVAo+PlgLvZb5yiZwDYZ4DgOO3fu5LbbbrsiX18QgT0GrG/5fBg4u4hjlo1pzUWjUb9r/MLJZ60zq00rvLUbu/XYxbSqlnsLvyspGo2yefNmOjs7GR0dZWxsDHhx9nTrL7i5UjXDDI1Gg9nZWSKRiL8crFQqMTk5yXPPPUcikfB7JFqHJMxzmj8yEw5mpr75t3WYwnRtm4sf27b9i6VwOOxfhHmeRy6XY2ZmhuPHj9Pf38+rX/3qeX/OMzMz1Ot1bNtmzZo1S/o+mt6c1t6Z1W5ubo6TJ0/y3HPPkcvl/Dc1wO+56unpYd26daxZs4auri5/joMZ828dchjuS/Cpt+3moa8/Q6ZQIxkNsb43TqXhkSvXKdYhgkciEmJtV4zhvgT/x20beH6qyPNTxXM/c80N6Q7u2r6GbYOdqzqoW7V2i5fLZWZnZ5mcnJTAvgzTUDAX5OY9wvSqmYt2szkPvDhUZsowt4a6WenTOq+ptRXderFvjjGh7XkeyWTyqgrsnwBblVIjwBngV4BfveCYfwA+cG58+2eA/JUavzaC6l4XTbZtMzg4SHd3N0NDQ5w+fZqpqSnq9bofQuaCJx6P+12nZrawWRpmgtW0qAuFAoD/B2TGPc0fSeuMeXMRYCbuWZblB3EoFPL/H41G/Qu21vtjsZgflul0mhMnTnD27FkOHDjA7t276e7uPu9rNuPXZtOP/v7+JX0Po9GoP6SyWrvEzc/t9OnTHD58mMnJScrlsn+BZC6AOzo66OnpYWRkhFQqRSgU8lvRl+st2j3cw5f/r7189v87ypGJAtmSQzRk0RUPs6EvQXciQjSkWNMV592vHmGwO8bdO9bgeZq66xGxrRUviLIYoVCIzs5O+vv7mZmZ8b/PGzdulHKlF6jX6/57hulxq9Vqfk0EMywJzQt0M0xmVrSYxkTrhbFpSJihKXMB3fpeEolE/KW+5m80HA77vXzhcJgdO3Zcse/Dkn8rtNaOUuoDwL/QHGp6TGt9SCn1wLn7HwGeoLmk6xjNZV3vXurritUhHo+zbt061q1bR71eJ5PJMDs7SzgcJh6P+2885k27VCoxNzfH7OwsuVzO/0Mye0u3zpo3fzgmpOHF3g8TdqYnpKOjw5/MlEgkSCQSJJNJOjo6LjmRJxqNYlkWhUKBaDRKNptlbm6OZ555httvv/28YzOZjN8l39nZueSWUGtLczW1sM2F0+TkJEePHmVsbIy5uTl/eCMUCvlLk/r6+li3bh19fX1+V7e5WGrHcG+CT75tN89PFfn2c1M8N1nEUs3fga0DSe64Mc3WgeR5rWfLUitWFzwopsZBR0cH2WyWyclJSqXSSy4Wr0eu6/rFnyqVit+6LRQK/oepbVGpVPy5R2YOi6l1Yd5TQqGQP4fCTMw1c43M8kzP8+jq6qKvr498Pk+j0SCRSNBoNKjX6/5wXjgc9odPF7Nb32IFchmntX6CZii33vZIy/818P4gXkusXpFIhHXr1vmzyQF/Mp3pXk6lUjiO49clr1arlMtlfz/uubk5AH8ymOk6N1e70WjUL0hjxkhNi9kMeSxmyKKzs5MdO3YwOjrK4cOHOXz4MLfddps/lNFoNJicnPRnn3d3dy95CY656DDPv9LMuPSzzz7L6dOnmZubO69V0dfXx5o1axgaGiKdTrN27dpAt4cM2RY71naxY23XVd96XqjOzk7i8TjJZJJ8Pk+hUODUqVPs2rXruqoeaHie5xeCMj1ypmVtJoyanjfTQ2feR1ovKM0kx1gsRnd3N/39/f7vrWlZw4sXp2Yc21zsA/7PpFwu+z2KVzKc5yP9LiJwpsU7n9Ylb8lkEs/zqNVq/niw6e5q7ZYyV8JmNv9ydRd2dHSwY8cOjh8/zuzsLC+88ALbt2/3g6y1wtmaNWuW/IZqvqaVHsP2PI/Tp0+zb98+zpw5c95QRTKZZM2aNQwMDDAwMOCvH17uLttrofW8EEopenp6SKVSZLNZKpUKo6OjbNq06bravtbse5DP5/0WstlFsHWs2XEcf7WHWdoaDofp6enxh2ZMJTlzYd/aor6QmTw8H/OzSSaTfk/eSpPAFiuqdTLSarB+/Xr6+vqYmJjgwIEDbNy4kXw+z/j4uD9rPRQKsX79+ss/2WW0rtNfiVriruty+vRpfvjDH3L27Fm/sl8sFqOvr4+hoSHWrFlDb28v/f3919TEydWkr6/Pn2xWKpXI5XJMT0/7QXGtajQafmlWM4HRFJyCFwtZVSoVv+COuZDv6OhgcHCQdevWkUql6OvrIxqN+t3ojuOcN1S2FKtpPsHqORMhVoFEIsHWrVuZmpri7NmzHD58mFqt5hdgqdVqJJNJBgcHl/xaKxXYruvywgsv8JOf/MQvehMKheju7mbjxo0MDQ2RSqUYGBhYUmEYsTCm4FF3dzczMzOUSiXGxsZIp9PXVCEV05NUqVSYmZnh7NmzZLNZyuUyWmv/78H0ulUqFX8Sq7mITKVSDA8Ps2nTpnnnSZjf42uVBLYQLZRSbN++naeeeopqtcrExASpVArLsshkMgAMDg4GEmSts+OvRGBrrZmamuJHP/oRx48fp1KpYNs2qVSKLVu2MDw87Hd5X8stu9XIrFOfmJjwlx5ls9llqVp4pZn94ycnJ/2teVtbzIlEgmg0SqVSYW5uzi/NHIlE2LhxI8PDw9xwww3X1MXLYklgC3GBnp4eNm3axJEjR5icnCQWi/mz2yORCJs3bw5k7+LWCXJmxulydb/lcjkOHjzI008/TT6fx7Is+vr62LVrF5s2bSKdTkuX9woyY7BdXV3+79rU1JRfHe5qVK/XmZyc5OTJk8zMzNBoNPzStN3d3YTDYX8G+Pj4OK7rEgqF2LBhAxs3bmTLli3yO3kBCWwhLhAOh9m1a5e/nOn06dN+S7i/v5/h4eFAXsdMZDFL15YjsF3XZXR0lH379nHixAkcxyEej7N582Zuu+22S5ZhFVeOuYDq6+tjenqaarXKzMwM09PTJBKJVTWOOh/T3W0qhI2NjZHJZMjlcjQaDX+PA601iUSCer3O2bNn/TLFyWSS4eFhdu3adU13aS/V6v4tEGKFDA0NsX37dk6dOuUvA+np6WHnzp2BVaJqnXnaOtkmKNVqlaNHj7Jv3z4mJyf9HdVe+cpXsmHDhlUz0U809ff3Mzk5SUdHh7/OeGZmxl/vvhqVy2W/jkKtVuPUqVNkMhm/4JGpV2Amfs3OzjI6Okq1WiUUCpFKpdi8eTNbt26V38cFkMAWYh7xeJybb76ZSCRCsVjEtm2/QEwQ3eHAeZXaTGWmoPYULxaLHDx4kJ/+9KfkcjkikQg7d+7k9ttvl9KXq5SpK2C6xc2mKn19fSQSiVXVPWyqiJmKd5lMhjNnzuA4DslkkkQicd4GGXNzcxQKBUqlEpZlsX79ejZv3sz69eslqNsggS3ERaTTaRKJhF8K1bbtQN9cTJEHCHZP7HK5zMGDB9m/fz+5XI5EIsHtt9/O7t27V33X6vUulUr5a7LNZhSzs7PEYjEGBgZe+vPzPHDrYEfgCg1tmDF2gFqtxsTEhL9phqmNbmp5l8tlSqUSlUqFcDjM2rVrueGGGxgYGPBDXSyc/PUKcRFmbG05maUsQRVPqdVqHDp0iIMHD5LP54nH47z2ta/lpptukjfHq0B3dzc9PT1Eo1G/bnY2m6Wrq4vZ2dnmDnGeC5MH4fATMHsS7FBzX9H0NrjhtZDe3rwtYK7rUigU/Opfc3NzfjUyrbU/ca5arVIqlfw958PhMENDQ2zbto01a9YE1kN1PZLAFmIFmTcvsx/vUniex8mTJzl06JDfDf6zP/uzEtZXEaUUAwMDpNPp83bBKxQKRG3F7IG/pvfJ/4mqzoD2AAWhKHRvgFoRJp+F5Bp45QPQNRTIOZmWfrFYJJPJkM/nUUpRr9cJh8MkEgm01kQiEebm5vyu8lgsxvr169m6deuqHYO/2khgC7GCzE5BpjbyUkxPT3PgwAGy2SyWZbFjxw5e/vKXS1hfZXp7exkYGGBycvLc5C3FxMHv0j3211TrU+Sp0IMDlg1WGFwHss/D7AnouwHWWvCdT8MdDy4ptF3X9VvT2WyWfD7v1wsw6/dNt3e9Xve78aPRKMPDw2zdunXJO9qJ80lgC7GCzOxZrfWSArter3P48GG/hOr69eu57bbbZMz6KmRZFgMDA6RSKcZHX8DKPEk9f4ZxImzGo0wcG5dOrwReA1BgR5v/Zo81b1u3F370CLz2Y213j2ut/RKp+XzeD2KtNdFo1C90YjbpmJ2d9ddXr127lpGREdauXStd38tA/pqFWEHhcNhf2rWUMeyJiQmOHz/ur3nduXOntG6uYul0msGuKBP5FygXZ+hnjmndRydFhpikQAcWHh1UAA1ulWZwRyA3CtFu0C5kjsDgrgW9ptn5am5ujlOnTpHNZv3QjcViJJNJ//c1k8kwMTFBvV4nHo+TTqcZGRlh3bp1cpG4jOQ7K8QKMi1s13UXXZ60Vqtx5MgRCoUCtm0zNDTEli1bgjxNcYXZaNZO/jtn1BxThPC0JkGZswwSo0o/efJ0otAkMD0zujlj3ApBcQK6h+H4v102sE23dqFQ8PfkLpfLKKVwHIeenh66u7sJhUL+hjFTU1P+OuobbriB4eHhwJYkiouTwBZiBZkNDJRSi550NjU1xejoKJ7nkUwm2b59+6pasysWIXOElJthyBllRvcyTYoRTpOnizOsxUbTRYEcXWjUuZY2gAbPgUoOKrOQea659OuCJV+mNV0sFsnn88zMzFAoFPy69mazDcdx8DzPLyF69uxZarUanZ2dbNmyha1bt0pQX0ES2EKsoNYdihZT6cxxHH8jD1PecuPGjctwpuKKOvYtrEic9dWjZNnIKMNM0U+aHHmSjDFImjB95MjTSZ0wXRSx8QANjTKUpqFr7blWd+y87SrN+mgzqcyUDDWFguLxOIlEgnA4TKFQIJPJ+NXyNm/ezC233EJ3d7dMaLzCJLCFWEFmTNBUOmvX3NwcZ86cwfM8otEoGzZskC0xr3aeB9NHIZGi38uwgTh5uinRQQ8FkpSpEWGSNHN00s0cLhZVokSpE6NGSLvYnke1oajli7i6QKPRwPM8KpUKs7OzVKtVf3/pWCxGNBqlXq8TjUbp6+uj0WhQLBYZGxujVCrR39/PLbfcEshe8GJxJLCFWEGtXdeL6RLPZDIUCgX/uUZGRgI7N7FC3HMXbsoGPNZzhmm6eYH15OhmHWeJ4FAnRJkYdSLM4MK58execoDCq3ZBdARvdpZarea3rs1ciVAoRCgUIhqNEo1G2/lBwgAAD1tJREFUiUQiVKtVLMtibm6O6elp8vk8ACMjI+zZs0fKiK4wCWwhVpDpEgf8pTML7WZ0XZdTp07hui62ba/qTSJEG+zmREQKZwGI0eAGRsnRRY4uiiQZYJo6UTRQx6ZAJzVi5OhmihRhGmhvDZbaiH22+Ty2bRONRv15E+bznp4ebNtmdnaWQqFAvV6nXC7jOA7d3d1s27aNjRs3Svf3KiCBLcQKikajWJaF4zi4rovneQtev1ooFJiensZ1XSKRCENDQ7JV5rXAsiB1IzzzNf+mFLOMcIZniZOhnxAOg2QAxSRpojgMcQqFZo4ubDxi/TeiNm2no7PLD+nZ2Vn/98WUEjXrrcfHx8nn84RCITo6OtiwYQObN2+WVvUqIoEtxAqKRqPntbBNa3kh5ubmKBaLKKWIRqNs2rRpGc9UXFE33A3f/SP/UwvNRs5QJsZxNjJBCoVmkCwbOUOdCEUSKDRdFFFo1K6fp6abqwgsy8K2bWKxGD09PYTDYSqVCjMzM8zNzTE1NUW5XCYUCrF582Y2btxIb2+vXACuMksKbKVUH/D/t3f/sXHfdx3Hn+/v/fCdzz6fnThxbDdNaSIlAS0qStFEhyi0RatBtEgMbYISoUkVGkObNIkFKsEfIBT+mQYSY4o6RKdNGohVtJqKUBvoH2jqRFemTVuAVpBkdZ3YSezEPt/ve/PH/ZDjH/GlV9/3frweUuS7+36ce+vjHy9/v9/Pj78HjgCXgN9w9+VNbe4DvgpMAVXgvLv/ZTvvK9Iv4vF4M7AbA88ac7N3Mz8/T6lUIggCUqkUmUxmL0uVTho/AtU7Zw0kKfAgVygTcIn7uMoUDhzjCtMskmOIZTJkSVIhAkO1S93RaJRyuUwkEqFUKnHr1i2CICCfzzM/P08ul6NSqZDJZDhx4gTT09MauNil2j3DPgtccPdzZna2/vzzm9qUgc+5+1tmNgp818xedfcftfneIj0vGo02z6ir1WrLq501tjWE2lKW+/btaznopQcEURhKQ2n1jpfHWOMYlzHgCoe4xiQ5hpniOlMscYAbRChTIUZpepKcDZPNZikWi839qPP5PCsrK82lcNPpNNPT09x///1aHa/LtRvYTwGP1h+/ALzOpsB29wVgof541cwuAjOAAlsGXiQSIRKJNOdiZ7NZxsfHd/28xp7E7k40GmVmZqYD1UrHRBOQmoC1+S2HxlnlKFeIUWaeKdZIcolpFhlnhDwBVaLm2KX3qASx5ufl83lu3rzZPKMeGxtjenqaqakp/cHXI9oN7IP1QMbdF8zswN0am9kR4CHgO3dp8yzwLMDhw4fbLE+kuwVBQBAEzcvirW4Asra2Ri6Xw8yIxWJMTk7uZZnSaUEARz5S2/ca33J4nNskKJBinXeZZpVhbjNKjgQJilgkSXA7i0Ui5PN58vk81WqVeDzO7Oxs8x718PCwRn/3kF0D28xeo3b/ebPn7uWNzGwE+CbwWXe/vVM7dz8PnAc4ffr01u9UkT4SBAHRaBR3p1qttjwXe2lpiUqlgruTTCZJp9N7XKl03KlPwFtf23JZvCFJgaNc4QA3WWCyfnk8Qd6SMPoTVLPZ5vfH5OQkExMT7Nu3j0wmo3vUPWrXwHb3x3c6ZmbXzOxQ/ez6ELC4Q7sYtbD+uru/+L6rFekzZtbcE9vdW1rtzN1ZXFzE3QmCgLGxsea0HekjB38Sjj4KF7/FdmfZAEbtvnbt3vYl1hmmEExQ+LlPwcETxGIxhoeHmwuk6Gy6t7V7Sfxl4Axwrv7xpc0NrPYd8hXgort/oc33E+krjUvaDa2cYefz+eb968beydKHIlH4pT+HhR/AymVqoW3sFN4RjNG4MXr8ETj16D3vgy3dr91JdueAJ8zsbeCJ+nPMbNrMXqm3eQR4BvhFM/te/d9cm+8r0jc2nmG3EtjZbJb19XWgtlKaRvb2sfHD8LG/g/EHIIhRC+yGxuOgdiyRqc3ffvxPFNZ9qq2vqrvfAB7b5vX3gLn643/nzu8yEdkgHo/jXjtrajWwG5fOo9FoS6PKpYfNPARnXoILfwY/fgPWFmtbaEJtvfHEGOx7EKYfgp/9NKSnw61X9oz+DBMJ2cb1xFu5h728vNzcwCGRSDAyMrKn9UkXyByGp78ES/8F77wKV39UW1glGoeDJ+DBx2DyuM6s+5y+uiIh2zhit1Ao7LoByNLSUvP+dTqd1vKRgyIShamfqv2rVmu7ekXitSlgMhD0lRYJWWP0rrs3NwDZSbFY5Pbt2qzIIAi0O9egCgKIJRTWA0ZfbZGQNQLbzCiXy3cN7Fwu11ypKhqNasCZyABRYIuEbPOOXXcbeFYoFMjn88352xpwJjI4FNgiIUskEs0z7EqlQi6X27Ht6uoq5XIZMyORSDA6OtrBSkUkTApskZA11nN2d9y9Ocd6Ozdv3qRcLuPuDA8Pa4UzkQGiwBYJ2dDQUHMDkEqlctdL4svLy1SrVSKRCGNjY1pqUmSAKLBFQhaNRu/YsWunS+KNEeKNKV26fy0yWBTYIiGLRCLNHbuAHS+JF4tF8vk87k48HteULpEBo8AWCVkkErnjXvROZ9iNfY2htjra2NhYR+oTke6gwBYJ2cY9sYMg2PEe9vr6OsVikSAIGBoaIplMdrhSEQmTAlskZEEQ3HGGXSwWt108ZXl5mUqlgruTSqU0QlxkwCiwRbpAY8euIAgoFotUKpUtba5fv061WtWAM5EBpcAW6QKNDUAagV0qle44Xi6XWVlZaS5JqsAWGTwKbJEukEqlAHB3yuXylpHihUKh+drQ0BD79+/veI0iEi4FtkgXaCxPGgQB1Wp1S2A3Nv1otNUe2CKDR4Et0gUay5M2lihtbKHZsL6+TqFQwMxIJpMkEomQKhWRsCiwRbpAKpVqrnTm7mSz2TuONwacNZYkDbQPssjA0U+9SBcYHh4mEok0p3Otra01Vz4DuHr1KuVymWg0qhXORAaUAlukC8Tj8ebiKZFIhHw+35zaVSqVuHXrFlBb4WxycjLMUkUkJApskS4Qi8W2BHZjatf6+jrZbJZqtcrIyIimdIkMqLYC28wmzOxVM3u7/nHH3yRmFjGz/zSzb7XzniL9KBaLEYvF7gjsYrEIQDabJZfLEQQBIyMjGnAmMqDaPcM+C1xw92PAhfrznXwGuNjm+4n0pSAISCQSVCoV4vE45XK5OVJ8cXGRUqlEJBIhk8lowJnIgGr3J/8p4IX64xeAp7drZGazwC8Dz7f5fiJ9K5VK4e7NS+PLy8sAzM/PU61WicViHDhwIOQqRSQs7Qb2QXdfAKh/3Om3yReBPwC27miwiZk9a2ZvmtmbS0tLbZYn0jsaq5015mLfunWLXC7HjRs3qFarpFIppqamQq5SRMIS3a2Bmb0GbPdb4rlW3sDMfgVYdPfvmtmju7V39/PAeYDTp0/7Ls1F+kZjfnVjvvXq6ipXrlxhbW0NMyOTyTRDXUQGz66B7e6P73TMzK6Z2SF3XzCzQ8DiNs0eAX7VzOaABJA2s6+5+2+976pF+tDY2Bhm1tzgo1Qqsby8TD6fJxqNcvDgQaLRXX9kRaRPtXtJ/GXgTP3xGeClzQ3c/Q/dfdbdjwAfB/5VYS2yVSqVIhqNNgeelUolVlZWcHeGhoaYnZ0Nu0QRCVG7gX0OeMLM3gaeqD/HzKbN7JV2ixMZJMlkkqGhIYrFIiMjI6yvr3P58mUqlQrpdFoDzkQGXFvX19z9BvDYNq+/B8xt8/rrwOvtvKdIv4rFYoyMjHD9+nVGR0e5du1ac2rX0aNHicfjIVcoImHShE6RLmFmjI+PN6dwjY+P4+6Mj49z7Nix5uYgIjKYFNgiXWRychJ3Z21tjUKhQDKZ5Pjx49rwQ0TauyQuIh+sAwcOkEgkWFxcJJ/PMzY2xqlTp3R2LSI6wxbpJul0momJCQqFAmbGyZMnSafTYZclIl1AgS3SRYIg4OGHHyaTyTAzM8Px48fDLklEuoQuiYt0mf379zM3N4eZaaEUEWnSbwORLhSLxcIuQUS6jC6Ji4iI9AAFtoiISA9QYIuIiPQABbaIiEgPUGCLiIj0AAW2iIhID1Bgi4iI9AAFtoiISA9QYIuIiPQABbaIiEgPMHcPu4YdmdkScDnsOvrYfuB62EUMAPVzZ6ifO0P9vLfud/fJ7Q50dWDL3jKzN939dNh19Dv1c2eonztD/RweXRIXERHpAQpsERGRHqDAHmznwy5gQKifO0P93Bnq55DoHraIiEgP0Bm2iIhID1Bgi4iI9AAF9oAwswkze9XM3q5/HN+mzX1m9m9mdtHMfmhmnwmj1l5kZh81s/82s3fM7Ow2x83M/qp+/Ptm9tNh1NnrWujn36z37/fN7NtmdiqMOvvBbn29od3DZlYxs1/vZH2DSIE9OM4CF9z9GHCh/nyzMvA5dz8BfBj4PTM72cEae5KZRYC/Bp4ETgKf2KbfngSO1f89C/xNR4vsAy328/8BP+/uHwL+FA2Qel9a7OtGu78A/qWzFQ4mBfbgeAp4of74BeDpzQ3cfcHd36o/XgUuAjMdq7B3/Qzwjrv/r7sXgW9Q6++NngK+6jVvABkzO9TpQnvcrv3s7t929+X60zeA2Q7X2C9a+Z4G+H3gm8BiJ4sbVArswXHQ3RegFszAgbs1NrMjwEPAd/a8st43A/x4w/N32fqHTitt5O7utQ8/CfzznlbUv3btazObAX4N+HIH6xpo0bALkA+Omb0GTG1z6Ll7/H9GqP3V/Fl3v/1B1NbnbJvXNs+XbKWN3F3LfWhmv0AtsD+ypxX1r1b6+ovA5929YrZdc/mgKbD7iLs/vtMxM7tmZofcfaF+KXbbS1hmFqMW1l939xf3qNR+8y5w34bns8B776ON3F1LfWhmHwKeB5509xsdqq3ftNLXp4Fv1MN6PzBnZmV3/6fOlDh4dEl8cLwMnKk/PgO8tLmB1X7yvgJcdPcvdLC2XvcfwDEze8DM4sDHqfX3Ri8Dv10fLf5h4FbjFoW0bNd+NrPDwIvAM+7+PyHU2C927Wt3f8Ddj7j7EeAfgU8prPeWzrAHxzngH8zsk8AV4GMAZjYNPO/uc8AjwDPAD8zse/XP+yN3fyWMgnuFu5fN7NPURspGgL919x+a2e/Wj38ZeAWYA94B1oHfCaveXtViP/8xsA/4Uv3Mr6ydpe5di30tHaalSUVERHqALomLiIj0AAW2iIhID1Bgi4iI9AAFtoiISA9QYIuIiPQABbaIiEgPUGCLiIj0gP8H8h53hZxGCuUAAAAASUVORK5CYII=n”, “text/plain”: [
“<Figure size 576x360 with 1 Axes>”
]
}, “metadata”: {
“needs_background”: “light”
}, “output_type”: “display_data”
}
], “source”: [
“# visualize T-wave boundariesn”, “signal_dwt, waves_dwt = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method="dwt", show=True, show_type=’bounds_T’)”
]
}, {
“cell_type”: “code”, “execution_count”: 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 boundariesn”, “signal_dwt, waves_dwt = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method="dwt", show=True, show_type=’bounds_P’)”
]
}, {
“cell_type”: “code”, “execution_count”: 19, “metadata”: {}, “outputs”: [
- {
- “data”: {
“image/png”: 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n”, “text/plain”: [
“<Figure size 576x360 with 1 Axes>”
]
}, “metadata”: {
“needs_background”: “light”
}, “output_type”: “display_data”
}
], “source”: [
“# Visualize R-wave boundariesn”, “signal_dwt, waves_dwt = nk.ecg_delineate(ecg_signal, rpeaks, sampling_rate=3000, method="dwt", show=True, show_type=’bounds_R’)”
]
}, {
“cell_type”: “markdown”, “metadata”: {}, “source”: [
“Visually, from the plots above, the delineated outputs of DWT appear to be more accurate than CWT, especially for the P-peaks and P-wave boundaries.n”, “n”, “Overall, for this signal, the peak and DWT methods seem to be superior to the CWT.”
]
}
], “metadata”: {
- “kernelspec”: {
“display_name”: “Python 3”, “language”: “python”, “name”: “python3”
}, “language_info”: {
- “codemirror_mode”: {
“name”: “ipython”, “version”: 3
}, “file_extension”: “.py”, “mimetype”: “text/x-python”, “name”: “python”, “nbconvert_exporter”: “python”, “pygments_lexer”: “ipython3”, “version”: “3.7.3”
}
}, “nbformat”: 4, “nbformat_minor”: 2
}