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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# HEART RATE ESTIMATION"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Buriola Lorenzo 2021860\\\n",
+ "Leonelli Elena 2028635\\\n",
+ "Sabatti Alessandra 1237354\\\n",
+ "Sartore Marika 2017916\n",
+ "\n",
+ "January 2021"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The aim of this project is to give an estimation of the __heart rate__ from SCG and BCG measurements performed with _MuSe_ sensor provided with a three-axes accelerometer, a gyroscope and a magnetometer. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Analysis of SCG signal"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The SCG data were collected with the sensor placed on the sternum of the subject laying supine. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Needed packages\n",
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "\n",
+ "import scipy.linalg as la\n",
+ "from scipy import signal\n",
+ "from scipy.stats import norm\n",
+ "from scipy.integrate import trapz\n",
+ "\n",
+ "import math as m\n",
+ "import pywt\n",
+ "\n",
+ "import matplotlib.pyplot as plt\n",
+ "from matplotlib.ticker import AutoMinorLocator, MultipleLocator, FuncFormatter\n",
+ "from matplotlib.gridspec import GridSpec\n",
+ "from matplotlib.patches import Circle"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#colors\n",
+ "colA = 'royalblue'\n",
+ "colG = 'darkorange'\n",
+ "colM = 'brown'"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Load the orginal data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Log Mode \n",
+ " Log Freq \n",
+ " Timestamp \n",
+ " AccX \n",
+ " AccY \n",
+ " AccZ \n",
+ " GyroX \n",
+ " GyroY \n",
+ " GyroZ \n",
+ " MagnX \n",
+ " MagnY \n",
+ " MagnZ \n",
+ " qw \n",
+ " qi \n",
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\n",
+ "
16506 rows × 16 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Log Mode Log Freq Timestamp AccX AccY AccZ GyroX \\\n",
+ "0 5 200 1576222772 947.086 435.662 70.638 -6.824428 \n",
+ "1 5 200 1576222772 969.168 387.777 88.877 6.183206 \n",
+ "2 5 200 1576222772 989.603 380.335 78.751 11.709920 \n",
+ "3 5 200 1576222772 954.894 418.033 88.328 17.877860 \n",
+ "4 5 200 1576222772 972.096 427.732 99.857 25.221370 \n",
+ "... ... ... ... ... ... ... ... \n",
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+ "16504 5 200 1576222847 965.630 300.852 -56.242 0.702290 \n",
+ "16505 5 200 1576222847 959.957 298.473 -55.998 0.290076 \n",
+ "\n",
+ " GyroY GyroZ MagnX MagnY MagnZ qw qi qj \\\n",
+ "0 -14.244280 1.404580 -454 -490 -178 0.792622 0.254952 -0.553850 \n",
+ "1 -12.290080 -7.969466 -454 -490 -177 0.736461 0.275124 -0.617969 \n",
+ "2 -4.961832 -7.450382 -454 -490 -177 0.729465 0.275246 -0.626118 \n",
+ "3 2.519084 -5.984733 -454 -492 -176 0.723413 0.277200 -0.632221 \n",
+ "4 5.404580 4.015267 -454 -492 -176 0.721948 0.280007 -0.632679 \n",
+ "... ... ... ... ... ... ... ... ... \n",
+ "16501 2.305344 -0.671756 -494 -449 -126 0.650810 0.379162 -0.636402 \n",
+ "16502 2.488550 -0.702290 -494 -450 -125 0.650239 0.379803 -0.636708 \n",
+ "16503 3.374046 -0.900763 -494 -450 -125 0.649365 0.380627 -0.637227 \n",
+ "16504 3.664122 -1.587786 -495 -448 -124 0.648973 0.381329 -0.637348 \n",
+ "16505 4.061069 -1.343511 -495 -448 -124 0.648462 0.382336 -0.637471 \n",
+ "\n",
+ " qk \n",
+ "0 -0.000031 \n",
+ "1 0.006806 \n",
+ "2 0.009827 \n",
+ "3 0.011383 \n",
+ "4 0.010193 \n",
+ "... ... \n",
+ "16501 0.166356 \n",
+ "16502 0.165960 \n",
+ "16503 0.165502 \n",
+ "16504 0.164953 \n",
+ "16505 0.164159 \n",
+ "\n",
+ "[16506 rows x 16 columns]"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# original dataset\n",
+ "DF = pd.read_csv('center_sternum.txt',sep='\\t') \n",
+ "DF"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Select the meaningful data\n",
+ "\n",
+ "From the sampling frequency of the dataset (Log Freq = 200 Hz), we obtained the time vector (in seconds) associated to the measurement. \n",
+ "In order to select only a meaningful time interval for the data, we plotted AccX, GyroX and MagnX as a function of time. \n",
+ "As we can see from the plot, at the beginning and at the end of the dataset, there are some irregularities, so we cropped it in the interval $[7.5,70]\\;s$. Then time was rescaled to bring the first measure to $0\\;s$.\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# plot raw data\n",
+ "(fig, (ax1,ax2,ax3)) = plt.subplots(3,1,figsize=(17,10), sharex=True)\n",
+ "\n",
+ "t = np.arange(0, len(DF['AccX']))/DF['Log Freq'][0]\n",
+ "ax1.plot(t, DF['AccX'], color=colA,label='accelerometer')\n",
+ "ax1.axvline(x = 7.5, color = 'red')\n",
+ "ax1.axvline(x = 70, color = 'red')\n",
+ "ax1.set_ylabel('Acceleration [mg]')\n",
+ "ax1.set_title('Range selection')\n",
+ "ax1.legend()\n",
+ "\n",
+ "ax2.plot(t, DF['GyroX'], color=colG,label='gyroscope')\n",
+ "ax2.axvline(x = 7.5, color = 'red')\n",
+ "ax2.axvline(x = 70, color = 'red')\n",
+ "ax2.set_ylabel('Angular Velocity [dps]')\n",
+ "ax2.legend()\n",
+ "\n",
+ "ax3.plot(t, DF['MagnX'], color=colM,label='magnetometer')\n",
+ "ax3.axvline(x = 7.5, color = 'red')\n",
+ "ax3.axvline(x = 70, color = 'red')\n",
+ "ax3.set_xlabel('Time [s]')\n",
+ "ax3.set_ylabel('Magnetic Field [mG]') \n",
+ "ax3.legend()\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The most interesting columns are the ones with the measurements of the instruments accelerometer [mg], gyroscope [dps], and magnetometer [mG], and the corresponding time [s]. Quaternions data were neglected."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " AccX \n",
+ " AccY \n",
+ " AccZ \n",
+ " GyroX \n",
+ " GyroY \n",
+ " GyroZ \n",
+ " MagnX \n",
+ " MagnY \n",
+ " MagnZ \n",
+ " Time \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 1500 \n",
+ " -24.949 \n",
+ " 115.046 \n",
+ " -951.661 \n",
+ " 0.687023 \n",
+ " 4.870229 \n",
+ " 1.511450 \n",
+ " -212 \n",
+ " -434 \n",
+ " 435 \n",
+ " 0.000 \n",
+ " \n",
+ " \n",
+ " 1501 \n",
+ " -10.980 \n",
+ " 106.323 \n",
+ " -971.059 \n",
+ " 1.358779 \n",
+ " 3.358779 \n",
+ " 1.099237 \n",
+ " -212 \n",
+ " -435 \n",
+ " 435 \n",
+ " 0.005 \n",
+ " \n",
+ " \n",
+ " 1502 \n",
+ " -17.690 \n",
+ " 109.800 \n",
+ " -970.022 \n",
+ " 1.068702 \n",
+ " 3.160305 \n",
+ " 0.702290 \n",
+ " -213 \n",
+ " -435 \n",
+ " 434 \n",
+ " 0.010 \n",
+ " \n",
+ " \n",
+ " 1503 \n",
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+ " -965.630 \n",
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+ " -435 \n",
+ " 434 \n",
+ " 0.015 \n",
+ " \n",
+ " \n",
+ " 1504 \n",
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+ " 0.778626 \n",
+ " -214 \n",
+ " -435 \n",
+ " 435 \n",
+ " 0.020 \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
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+ " 13996 \n",
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+ " -0.778626 \n",
+ " -210 \n",
+ " -430 \n",
+ " 427 \n",
+ " 62.480 \n",
+ " \n",
+ " \n",
+ " 13997 \n",
+ " -32.818 \n",
+ " 118.279 \n",
+ " -942.145 \n",
+ " -2.992366 \n",
+ " 3.679389 \n",
+ " -0.549618 \n",
+ " -210 \n",
+ " -430 \n",
+ " 427 \n",
+ " 62.485 \n",
+ " \n",
+ " \n",
+ " 13998 \n",
+ " -22.692 \n",
+ " 113.704 \n",
+ " -948.184 \n",
+ " -3.022901 \n",
+ " 3.786260 \n",
+ " -0.564885 \n",
+ " -211 \n",
+ " -432 \n",
+ " 427 \n",
+ " 62.490 \n",
+ " \n",
+ " \n",
+ " 13999 \n",
+ " -38.674 \n",
+ " 119.743 \n",
+ " -937.143 \n",
+ " -2.854962 \n",
+ " 3.419847 \n",
+ " -0.885496 \n",
+ " -211 \n",
+ " -432 \n",
+ " 427 \n",
+ " 62.495 \n",
+ " \n",
+ " \n",
+ " 14000 \n",
+ " -41.419 \n",
+ " 113.826 \n",
+ " -928.847 \n",
+ " -2.900763 \n",
+ " 2.946565 \n",
+ " -0.839695 \n",
+ " -209 \n",
+ " -430 \n",
+ " 425 \n",
+ " 62.500 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
12501 rows × 10 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " AccX AccY AccZ GyroX GyroY GyroZ MagnX MagnY \\\n",
+ "1500 -24.949 115.046 -951.661 0.687023 4.870229 1.511450 -212 -434 \n",
+ "1501 -10.980 106.323 -971.059 1.358779 3.358779 1.099237 -212 -435 \n",
+ "1502 -17.690 109.800 -970.022 1.068702 3.160305 0.702290 -213 -435 \n",
+ "1503 -21.533 104.249 -965.630 0.687023 2.793893 0.381679 -213 -435 \n",
+ "1504 -23.668 104.737 -967.033 0.305343 2.748092 0.778626 -214 -435 \n",
+ "... ... ... ... ... ... ... ... ... \n",
+ "13996 -30.866 118.767 -941.108 -3.175573 3.358779 -0.778626 -210 -430 \n",
+ "13997 -32.818 118.279 -942.145 -2.992366 3.679389 -0.549618 -210 -430 \n",
+ "13998 -22.692 113.704 -948.184 -3.022901 3.786260 -0.564885 -211 -432 \n",
+ "13999 -38.674 119.743 -937.143 -2.854962 3.419847 -0.885496 -211 -432 \n",
+ "14000 -41.419 113.826 -928.847 -2.900763 2.946565 -0.839695 -209 -430 \n",
+ "\n",
+ " MagnZ Time \n",
+ "1500 435 0.000 \n",
+ "1501 435 0.005 \n",
+ "1502 434 0.010 \n",
+ "1503 434 0.015 \n",
+ "1504 435 0.020 \n",
+ "... ... ... \n",
+ "13996 427 62.480 \n",
+ "13997 427 62.485 \n",
+ "13998 427 62.490 \n",
+ "13999 427 62.495 \n",
+ "14000 425 62.500 \n",
+ "\n",
+ "[12501 rows x 10 columns]"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# new dataset with only the interesting data\n",
+ "a = 1500\n",
+ "b = 14000\n",
+ "sample_freq = DF['Log Freq'][0]\n",
+ "df = DF.iloc[a:b+1] \n",
+ "df = df.drop(['Log Mode', 'Log Freq', 'Timestamp','qw', 'qi', 'qj', 'qk'], axis=1) \n",
+ "df['Time'] = np.arange(0, len(df['AccX']))/sample_freq\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Calibration\n",
+ "\n",
+ "Here we show the calibration procedure of the dataset, according to data contained in the file \"README1.txt\"."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# calibration matrices and offset vectors\n",
+ "gyro_off = np.array([-2.242224,2.963463,-0.718397])\n",
+ "acc_cal = np.array([[1.000966,-0.002326418,-0.0006995499],\n",
+ " [-0.002326379,0.9787045,-0.001540918],\n",
+ " [-0.0006995811,-0.001540928,1.00403]])\n",
+ "acc_off = np.array([-3.929942,-13.74679,60.67546])\n",
+ "magn_cal=np.array([[0.9192851,-0.02325168,0.003480837],\n",
+ " [-0.02325175,0.914876,0.004257396],\n",
+ " [0.003481006,0.004257583,0.8748001]])\n",
+ "magn_off=np.array([-95.67974,-244.9142,17.71132])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " AccX \n",
+ " AccY \n",
+ " AccZ \n",
+ " GyroX \n",
+ " GyroY \n",
+ " GyroZ \n",
+ " MagnX \n",
+ " MagnY \n",
+ " MagnZ \n",
+ " Time \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 1500 \n",
+ " -28.504953 \n",
+ " 100.373720 \n",
+ " -894.980558 \n",
+ " -1.555201 \n",
+ " 7.833692 \n",
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+ " \n",
+ " \n",
+ " 1504 \n",
+ " -27.187979 \n",
+ " 90.304963 \n",
+ " -910.399517 \n",
+ " -1.936881 \n",
+ " 5.711555 \n",
+ " 0.060229 \n",
+ " -280.778107 \n",
+ " -636.057418 \n",
+ " 395.652380 \n",
+ " 0.020 \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 13996 \n",
+ " -34.443708 \n",
+ " 104.012984 \n",
+ " -884.386623 \n",
+ " -5.417797 \n",
+ " 6.322242 \n",
+ " -1.497023 \n",
+ " -277.245071 \n",
+ " -631.610104 \n",
+ " 388.689191 \n",
+ " 62.480 \n",
+ " \n",
+ " \n",
+ " 13997 \n",
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+ " 103.541515 \n",
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+ " \n",
+ " \n",
+ " 13998 \n",
+ " -26.245083 \n",
+ " 99.049690 \n",
+ " -891.489056 \n",
+ " -5.265125 \n",
+ " 6.749723 \n",
+ " -1.283282 \n",
+ " -278.117853 \n",
+ " -633.416605 \n",
+ " 388.677195 \n",
+ " 62.490 \n",
+ " \n",
+ " \n",
+ " 13999 \n",
+ " -42.264295 \n",
+ " 104.980254 \n",
+ " -880.401686 \n",
+ " -5.097186 \n",
+ " 6.383310 \n",
+ " -1.603893 \n",
+ " -278.117853 \n",
+ " -633.416605 \n",
+ " 388.677195 \n",
+ " 62.495 \n",
+ " \n",
+ " \n",
+ " 14000 \n",
+ " -45.003985 \n",
+ " 99.182862 \n",
+ " -872.061215 \n",
+ " -5.142987 \n",
+ " 5.910028 \n",
+ " -1.558092 \n",
+ " -276.332748 \n",
+ " -631.641871 \n",
+ " 386.943072 \n",
+ " 62.500 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
12501 rows × 10 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " AccX AccY AccZ GyroX GyroY GyroZ \\\n",
+ "1500 -28.504953 100.373720 -894.980558 -1.555201 7.833692 0.793053 \n",
+ "1501 -14.488596 91.833874 -914.453062 -0.883445 6.322242 0.380840 \n",
+ "1502 -21.213892 95.250842 -913.412547 -1.173522 6.123768 -0.016107 \n",
+ "1503 -25.050763 89.820226 -908.991605 -1.555201 5.757356 -0.336718 \n",
+ "1504 -27.187979 90.304963 -910.399517 -1.936881 5.711555 0.060229 \n",
+ "... ... ... ... ... ... ... \n",
+ "13996 -34.443708 104.012984 -884.386623 -5.417797 6.322242 -1.497023 \n",
+ "13997 -36.395733 103.541515 -885.425685 -5.234590 6.642852 -1.268015 \n",
+ "13998 -26.245083 99.049690 -891.489056 -5.265125 6.749723 -1.283282 \n",
+ "13999 -42.264295 104.980254 -880.401686 -5.097186 6.383310 -1.603893 \n",
+ "14000 -45.003985 99.182862 -872.061215 -5.142987 5.910028 -1.558092 \n",
+ "\n",
+ " MagnX MagnY MagnZ Time \n",
+ "1500 -278.962788 -635.189046 395.663599 0.000 \n",
+ "1501 -278.939536 -636.103922 395.659342 0.005 \n",
+ "1502 -279.862302 -636.084927 394.781061 0.010 \n",
+ "1503 -279.862302 -636.084927 394.781061 0.015 \n",
+ "1504 -280.778107 -636.057418 395.652380 0.020 \n",
+ "... ... ... ... ... \n",
+ "13996 -277.245071 -631.610104 388.689191 62.480 \n",
+ "13997 -277.245071 -631.610104 388.689191 62.485 \n",
+ "13998 -278.117853 -633.416605 388.677195 62.490 \n",
+ "13999 -278.117853 -633.416605 388.677195 62.495 \n",
+ "14000 -276.332748 -631.641871 386.943072 62.500 \n",
+ "\n",
+ "[12501 rows x 10 columns]"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# calibration procedure\n",
+ "df[['GyroX','GyroY','GyroZ']] = df[['GyroX','GyroY','GyroZ']] + gyro_off.T\n",
+ "df[['AccX','AccY','AccZ']] = np.dot(df[['AccX','AccY','AccZ']],acc_cal.T) + acc_off.T\n",
+ "df[['MagnX','MagnY','MagnZ']] = np.dot(df[['MagnX','MagnY','MagnZ']],magn_cal.T) + magn_off.T\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Statistical analysis\n",
+ "\n",
+ "Mean, median, variance, standard deviation, 25th and 75th percentiles are reported:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " AccX \n",
+ " AccY \n",
+ " AccZ \n",
+ " GyroX \n",
+ " GyroY \n",
+ " GyroZ \n",
+ " MagnX \n",
+ " MagnY \n",
+ " MagnZ \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " mean \n",
+ " -34.309794 \n",
+ " 100.734210 \n",
+ " -892.685252 \n",
+ " -4.328721 \n",
+ " 6.644769 \n",
+ " -1.585265 \n",
+ " -278.662436 \n",
+ " -633.718653 \n",
+ " 391.202763 \n",
+ " \n",
+ " \n",
+ " median \n",
+ " -34.260318 \n",
+ " 100.958415 \n",
+ " -893.069606 \n",
+ " -4.394896 \n",
+ " 6.597051 \n",
+ " -1.573359 \n",
+ " -278.962788 \n",
+ " -633.416605 \n",
+ " 391.286894 \n",
+ " \n",
+ " \n",
+ " variance \n",
+ " 49.866401 \n",
+ " 29.206212 \n",
+ " 212.532768 \n",
+ " 2.080482 \n",
+ " 0.532462 \n",
+ " 0.145359 \n",
+ " 1.437342 \n",
+ " 3.149817 \n",
+ " 6.780515 \n",
+ " \n",
+ " \n",
+ " standard deviation \n",
+ " 7.061615 \n",
+ " 5.404277 \n",
+ " 14.578504 \n",
+ " 1.442388 \n",
+ " 0.729700 \n",
+ " 0.381260 \n",
+ " 1.198892 \n",
+ " 1.774772 \n",
+ " 2.603942 \n",
+ " \n",
+ " \n",
+ " 25% percentile \n",
+ " -38.950034 \n",
+ " 97.321571 \n",
+ " -901.411472 \n",
+ " -4.944514 \n",
+ " 6.230639 \n",
+ " -1.832901 \n",
+ " -279.099931 \n",
+ " -635.184788 \n",
+ " 388.689191 \n",
+ " \n",
+ " \n",
+ " 75% percentile \n",
+ " -29.601040 \n",
+ " 104.292364 \n",
+ " -884.704283 \n",
+ " -3.707873 \n",
+ " 6.963463 \n",
+ " -1.344351 \n",
+ " -278.046984 \n",
+ " -632.478477 \n",
+ " 393.907037 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " AccX AccY AccZ GyroX GyroY \\\n",
+ "mean -34.309794 100.734210 -892.685252 -4.328721 6.644769 \n",
+ "median -34.260318 100.958415 -893.069606 -4.394896 6.597051 \n",
+ "variance 49.866401 29.206212 212.532768 2.080482 0.532462 \n",
+ "standard deviation 7.061615 5.404277 14.578504 1.442388 0.729700 \n",
+ "25% percentile -38.950034 97.321571 -901.411472 -4.944514 6.230639 \n",
+ "75% percentile -29.601040 104.292364 -884.704283 -3.707873 6.963463 \n",
+ "\n",
+ " GyroZ MagnX MagnY MagnZ \n",
+ "mean -1.585265 -278.662436 -633.718653 391.202763 \n",
+ "median -1.573359 -278.962788 -633.416605 391.286894 \n",
+ "variance 0.145359 1.437342 3.149817 6.780515 \n",
+ "standard deviation 0.381260 1.198892 1.774772 2.603942 \n",
+ "25% percentile -1.832901 -279.099931 -635.184788 388.689191 \n",
+ "75% percentile -1.344351 -278.046984 -632.478477 393.907037 "
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# statistical descriptors\n",
+ "stat_df = pd.DataFrame({\n",
+ " 'mean' : df.mean(),\n",
+ " 'median': df.median(),\n",
+ " 'variance': df.var(),\n",
+ " 'standard deviation': df.std(),\n",
+ " '25% percentile' : df.quantile(q=0.25),\n",
+ " '75% percentile': df.quantile(q=0.75)\n",
+ " }).T\n",
+ "stat_df.drop(['Time'], axis=1)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We use the mean to center the data. Variance tells which components have bigger variability (this will be important later in the PCA procedure)."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Correlation coefficients"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " AccX \n",
+ " AccY \n",
+ " AccZ \n",
+ " GyroX \n",
+ " GyroY \n",
+ " GyroZ \n",
+ " MagnX \n",
+ " MagnY \n",
+ " MagnZ \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " AccX \n",
+ " 1.000000 \n",
+ " -0.175850 \n",
+ " -0.406324 \n",
+ " 0.211097 \n",
+ " 0.006664 \n",
+ " 0.027037 \n",
+ " -0.380642 \n",
+ " -0.022166 \n",
+ " 0.071081 \n",
+ " \n",
+ " \n",
+ " AccY \n",
+ " -0.175850 \n",
+ " 1.000000 \n",
+ " 0.173606 \n",
+ " -0.049653 \n",
+ " 0.000488 \n",
+ " -0.103754 \n",
+ " 0.233688 \n",
+ " 0.353350 \n",
+ " -0.491820 \n",
+ " \n",
+ " \n",
+ " AccZ \n",
+ " -0.406324 \n",
+ " 0.173606 \n",
+ " 1.000000 \n",
+ " -0.079548 \n",
+ " 0.117838 \n",
+ " 0.019098 \n",
+ " 0.119201 \n",
+ " 0.202044 \n",
+ " -0.247645 \n",
+ " \n",
+ " \n",
+ " GyroX \n",
+ " 0.211097 \n",
+ " -0.049653 \n",
+ " -0.079548 \n",
+ " 1.000000 \n",
+ " 0.400553 \n",
+ " 0.368676 \n",
+ " -0.061395 \n",
+ " -0.057079 \n",
+ " 0.024329 \n",
+ " \n",
+ " \n",
+ " GyroY \n",
+ " 0.006664 \n",
+ " 0.000488 \n",
+ " 0.117838 \n",
+ " 0.400553 \n",
+ " 1.000000 \n",
+ " 0.426017 \n",
+ " 0.012710 \n",
+ " -0.129760 \n",
+ " 0.021824 \n",
+ " \n",
+ " \n",
+ " GyroZ \n",
+ " 0.027037 \n",
+ " -0.103754 \n",
+ " 0.019098 \n",
+ " 0.368676 \n",
+ " 0.426017 \n",
+ " 1.000000 \n",
+ " -0.011409 \n",
+ " -0.072499 \n",
+ " 0.012388 \n",
+ " \n",
+ " \n",
+ " MagnX \n",
+ " -0.380642 \n",
+ " 0.233688 \n",
+ " 0.119201 \n",
+ " -0.061395 \n",
+ " 0.012710 \n",
+ " -0.011409 \n",
+ " 1.000000 \n",
+ " 0.216823 \n",
+ " -0.307836 \n",
+ " \n",
+ " \n",
+ " MagnY \n",
+ " -0.022166 \n",
+ " 0.353350 \n",
+ " 0.202044 \n",
+ " -0.057079 \n",
+ " -0.129760 \n",
+ " -0.072499 \n",
+ " 0.216823 \n",
+ " 1.000000 \n",
+ " -0.744287 \n",
+ " \n",
+ " \n",
+ " MagnZ \n",
+ " 0.071081 \n",
+ " -0.491820 \n",
+ " -0.247645 \n",
+ " 0.024329 \n",
+ " 0.021824 \n",
+ " 0.012388 \n",
+ " -0.307836 \n",
+ " -0.744287 \n",
+ " 1.000000 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " AccX AccY AccZ GyroX GyroY GyroZ MagnX \\\n",
+ "AccX 1.000000 -0.175850 -0.406324 0.211097 0.006664 0.027037 -0.380642 \n",
+ "AccY -0.175850 1.000000 0.173606 -0.049653 0.000488 -0.103754 0.233688 \n",
+ "AccZ -0.406324 0.173606 1.000000 -0.079548 0.117838 0.019098 0.119201 \n",
+ "GyroX 0.211097 -0.049653 -0.079548 1.000000 0.400553 0.368676 -0.061395 \n",
+ "GyroY 0.006664 0.000488 0.117838 0.400553 1.000000 0.426017 0.012710 \n",
+ "GyroZ 0.027037 -0.103754 0.019098 0.368676 0.426017 1.000000 -0.011409 \n",
+ "MagnX -0.380642 0.233688 0.119201 -0.061395 0.012710 -0.011409 1.000000 \n",
+ "MagnY -0.022166 0.353350 0.202044 -0.057079 -0.129760 -0.072499 0.216823 \n",
+ "MagnZ 0.071081 -0.491820 -0.247645 0.024329 0.021824 0.012388 -0.307836 \n",
+ "\n",
+ " MagnY MagnZ \n",
+ "AccX -0.022166 0.071081 \n",
+ "AccY 0.353350 -0.491820 \n",
+ "AccZ 0.202044 -0.247645 \n",
+ "GyroX -0.057079 0.024329 \n",
+ "GyroY -0.129760 0.021824 \n",
+ "GyroZ -0.072499 0.012388 \n",
+ "MagnX 0.216823 -0.307836 \n",
+ "MagnY 1.000000 -0.744287 \n",
+ "MagnZ -0.744287 1.000000 "
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# corr.coeff.\n",
+ "M = df.loc[:,:'MagnZ'].corr() \n",
+ "M"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Correlation coefficients are not very high, probably due to signal amplitude, which is not big with respect to signal noise, expecially in some components. The most significant correlations are between the directional components of the same instrument."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Centering the data\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " AccX \n",
+ " AccY \n",
+ " AccZ \n",
+ " GyroX \n",
+ " GyroY \n",
+ " GyroZ \n",
+ " MagnX \n",
+ " MagnY \n",
+ " MagnZ \n",
+ " Time \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 1500 \n",
+ " 5.804840 \n",
+ " -0.360490 \n",
+ " -2.295306 \n",
+ " 2.773520 \n",
+ " 1.188923 \n",
+ " 2.378318 \n",
+ " -0.300352 \n",
+ " -1.470393 \n",
+ " 4.460836 \n",
+ " 0.000 \n",
+ " \n",
+ " \n",
+ " 1501 \n",
+ " 19.821197 \n",
+ " -8.900336 \n",
+ " -21.767811 \n",
+ " 3.445276 \n",
+ " -0.322527 \n",
+ " 1.966105 \n",
+ " -0.277100 \n",
+ " -2.385269 \n",
+ " 4.456578 \n",
+ " 0.005 \n",
+ " \n",
+ " \n",
+ " 1502 \n",
+ " 13.095901 \n",
+ " -5.483368 \n",
+ " -20.727295 \n",
+ " 3.155199 \n",
+ " -0.521001 \n",
+ " 1.569158 \n",
+ " -1.199866 \n",
+ " -2.366275 \n",
+ " 3.578297 \n",
+ " 0.010 \n",
+ " \n",
+ " \n",
+ " 1503 \n",
+ " 9.259030 \n",
+ " -10.913984 \n",
+ " -16.306353 \n",
+ " 2.773520 \n",
+ " -0.887413 \n",
+ " 1.248547 \n",
+ " -1.199866 \n",
+ " -2.366275 \n",
+ " 3.578297 \n",
+ " 0.015 \n",
+ " \n",
+ " \n",
+ " 1504 \n",
+ " 7.121814 \n",
+ " -10.429248 \n",
+ " -17.714266 \n",
+ " 2.391840 \n",
+ " -0.933214 \n",
+ " 1.645494 \n",
+ " -2.115670 \n",
+ " -2.338766 \n",
+ " 4.449616 \n",
+ " 0.020 \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 13996 \n",
+ " -0.133915 \n",
+ " 3.278773 \n",
+ " 8.298629 \n",
+ " -1.089076 \n",
+ " -0.322527 \n",
+ " 0.088242 \n",
+ " 1.417365 \n",
+ " 2.108548 \n",
+ " -2.513572 \n",
+ " 62.480 \n",
+ " \n",
+ " \n",
+ " 13997 \n",
+ " -2.085940 \n",
+ " 2.807305 \n",
+ " 7.259567 \n",
+ " -0.905869 \n",
+ " -0.001917 \n",
+ " 0.317250 \n",
+ " 1.417365 \n",
+ " 2.108548 \n",
+ " -2.513572 \n",
+ " 62.485 \n",
+ " \n",
+ " \n",
+ " 13998 \n",
+ " 8.064710 \n",
+ " -1.684520 \n",
+ " 1.196196 \n",
+ " -0.936404 \n",
+ " 0.104954 \n",
+ " 0.301983 \n",
+ " 0.544584 \n",
+ " 0.302048 \n",
+ " -2.525569 \n",
+ " 62.490 \n",
+ " \n",
+ " \n",
+ " 13999 \n",
+ " -7.954502 \n",
+ " 4.246044 \n",
+ " 12.283566 \n",
+ " -0.768465 \n",
+ " -0.261459 \n",
+ " -0.018628 \n",
+ " 0.544584 \n",
+ " 0.302048 \n",
+ " -2.525569 \n",
+ " 62.495 \n",
+ " \n",
+ " \n",
+ " 14000 \n",
+ " -10.694191 \n",
+ " -1.551349 \n",
+ " 20.624037 \n",
+ " -0.814266 \n",
+ " -0.734741 \n",
+ " 0.027173 \n",
+ " 2.329689 \n",
+ " 2.076782 \n",
+ " -4.259692 \n",
+ " 62.500 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
12501 rows × 10 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " AccX AccY AccZ GyroX GyroY GyroZ \\\n",
+ "1500 5.804840 -0.360490 -2.295306 2.773520 1.188923 2.378318 \n",
+ "1501 19.821197 -8.900336 -21.767811 3.445276 -0.322527 1.966105 \n",
+ "1502 13.095901 -5.483368 -20.727295 3.155199 -0.521001 1.569158 \n",
+ "1503 9.259030 -10.913984 -16.306353 2.773520 -0.887413 1.248547 \n",
+ "1504 7.121814 -10.429248 -17.714266 2.391840 -0.933214 1.645494 \n",
+ "... ... ... ... ... ... ... \n",
+ "13996 -0.133915 3.278773 8.298629 -1.089076 -0.322527 0.088242 \n",
+ "13997 -2.085940 2.807305 7.259567 -0.905869 -0.001917 0.317250 \n",
+ "13998 8.064710 -1.684520 1.196196 -0.936404 0.104954 0.301983 \n",
+ "13999 -7.954502 4.246044 12.283566 -0.768465 -0.261459 -0.018628 \n",
+ "14000 -10.694191 -1.551349 20.624037 -0.814266 -0.734741 0.027173 \n",
+ "\n",
+ " MagnX MagnY MagnZ Time \n",
+ "1500 -0.300352 -1.470393 4.460836 0.000 \n",
+ "1501 -0.277100 -2.385269 4.456578 0.005 \n",
+ "1502 -1.199866 -2.366275 3.578297 0.010 \n",
+ "1503 -1.199866 -2.366275 3.578297 0.015 \n",
+ "1504 -2.115670 -2.338766 4.449616 0.020 \n",
+ "... ... ... ... ... \n",
+ "13996 1.417365 2.108548 -2.513572 62.480 \n",
+ "13997 1.417365 2.108548 -2.513572 62.485 \n",
+ "13998 0.544584 0.302048 -2.525569 62.490 \n",
+ "13999 0.544584 0.302048 -2.525569 62.495 \n",
+ "14000 2.329689 2.076782 -4.259692 62.500 \n",
+ "\n",
+ "[12501 rows x 10 columns]"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# centered dataset\n",
+ "dfc = df - stat_df.iloc[0]\n",
+ "dfc['Time'] = df['Time']\n",
+ "dfc"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## PCA\n",
+ "\n",
+ "Since the measurements of accelerometer, gyroscope and magnetometer are performed along x,y,z-axes, we applied PCA analysis, in order to rotate the dataset and mantain only the components with major variability. We aim to keep the componets where the signal amplitude is greater with respect to the noise. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "N = dfc.shape[0]\n",
+ "\n",
+ "#Acc\n",
+ "U_acc,D_diag_acc,_=la.svd(dfc[['AccX','AccY','AccZ']].T)\n",
+ "avl_acc = np.real_if_close(D_diag_acc)**2/(N-1)\n",
+ "avl_acc_n = avl_acc/avl_acc.sum()\n",
+ "\n",
+ "#Gyro\n",
+ "U_gyro,D_diag_gyro,_=la.svd(dfc[['GyroX','GyroY','GyroZ']].T)\n",
+ "avl_gyro = np.real_if_close(D_diag_gyro)**2/(N-1)\n",
+ "avl_gyro_n = avl_gyro/avl_gyro.sum()\n",
+ "\n",
+ "#Magn\n",
+ "U_magn,D_diag_magn,_=la.svd(dfc[['MagnX','MagnY','MagnZ']].T)\n",
+ "avl_magn = np.real_if_close(D_diag_magn)**2/(N-1)\n",
+ "avl_magn_n = avl_magn/avl_magn.sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#Plot\n",
+ "fig, (ax1, ax2, ax3) = plt.subplots(nrows=1, ncols=3, figsize=(15,5))\n",
+ "ax1.plot(np.arange(U_acc.shape[0])+1, avl_acc_n, color = colA, marker = 'o')\n",
+ "ax1.set_title('Acc')\n",
+ "ax1.set_xlabel('# eigenvalue')\n",
+ "ax1.set_ylabel('eigenvalue')\n",
+ "ax1.xaxis.set_major_locator(MultipleLocator(1.000))\n",
+ "ax2.plot(np.arange(U_gyro.shape[0])+1, avl_gyro_n, color = colG, marker = 'o')\n",
+ "ax2.set_title('Gyro')\n",
+ "ax2.set_xlabel('# eigenvalue')\n",
+ "ax2.set_ylabel('eigenvalue')\n",
+ "ax2.xaxis.set_major_locator(MultipleLocator(1.000))\n",
+ "ax3.plot(np.arange(U_magn.shape[0])+1, avl_magn_n, color = colM, marker = 'o')\n",
+ "ax3.set_title('Magn')\n",
+ "ax3.set_xlabel('# eigenvalue')\n",
+ "ax3.set_ylabel('eigenvalue')\n",
+ "ax3.xaxis.set_major_locator(MultipleLocator(1.000))\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Eigenvalues and eigenvectors (Acc): \n",
+ " [223.79621083 40.60562833 27.20354118] \n",
+ "\n",
+ " [[-0.23593172 -0.93513285 -0.26431569]\n",
+ " [ 0.07623228 0.25334565 -0.96436747]\n",
+ " [ 0.96877493 -0.24767426 0.01151503]] \n",
+ "\n",
+ "Eigenvalues and eigenvectors (Gyro): \n",
+ " [2.21252496 0.43814605 0.10763217] \n",
+ "\n",
+ " [[-0.96234803 0.26653218 -0.05335597]\n",
+ " [-0.2491525 -0.94340978 -0.21886303]\n",
+ " [-0.10867058 -0.19732864 0.9742957 ]] \n",
+ "\n",
+ "Eigenvalues and eigenvectors (Magn): \n",
+ " [9.00334116 1.32824113 1.03609186] \n",
+ "\n",
+ " [[-0.13892355 0.9203879 0.36549468]\n",
+ " [-0.5098297 -0.38287722 0.7703757 ]\n",
+ " [ 0.84898406 -0.07931672 0.52243175]] \n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('Eigenvalues and eigenvectors (Acc): \\n', avl_acc, '\\n\\n',U_acc, '\\n')\n",
+ "print('Eigenvalues and eigenvectors (Gyro): \\n', avl_gyro, '\\n\\n',U_gyro, '\\n')\n",
+ "print('Eigenvalues and eigenvectors (Magn): \\n', avl_magn, '\\n\\n',U_magn, '\\n')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "From PCA eigenvectors we can see that the first principal component for the accelerometer is mainly directed along the z-axis, for the gyroscope it is along x, and along z for the magnetometer.\n",
+ "This is in agreement with the orientation of the sensor, whose z-axis is dorso-to-ventral directed, x-axis is foot-to-head directed and y-axis is left-to-right directed. We expect that the most important movements due to the heart beat are orthogonal the sternum. \n",
+ "\n",
+ "We notice that the first principal component contains about $80 \\%$ of variability, so in the following analysis we will consider only this one for each instrument.\n",
+ "Thus, data was rotated according to the new axes:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ " Magn2 \n",
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+ "
12501 rows × 10 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Acc1 Acc2 Acc3 Gyro1 Gyro2 Gyro3 Magn1 \\\n",
+ "0 -3.620661 -4.951137 -1.213096 -3.223768 -0.851720 1.908990 4.578555 \n",
+ "1 -26.443051 -15.398988 3.093484 -3.448854 0.834583 1.802331 5.038141 \n",
+ "2 -23.587832 -8.501977 1.587854 -3.077112 1.022839 1.474503 4.411004 \n",
+ "3 -18.813683 -7.384770 7.890016 -2.583671 1.330052 1.262692 4.411004 \n",
+ "4 -19.636443 -4.914679 7.971240 -2.248087 1.193202 1.679825 5.263942 \n",
+ "... ... ... ... ... ... ... ... \n",
+ "12496 8.321046 -1.099466 -3.030988 1.118839 -0.003412 0.214672 -3.405889 \n",
+ "12497 7.739033 0.863841 -2.072332 0.837763 -0.302238 0.357848 -3.405889 \n",
+ "12498 -0.872291 -8.264608 -0.493359 0.842180 -0.408187 0.321212 -2.373816 \n",
+ "12499 14.100415 5.471909 -1.850801 0.806698 0.045518 0.080076 -2.373816 \n",
+ "12500 22.384886 4.499419 4.560199 0.963717 0.470771 0.230728 -4.998864 \n",
+ "\n",
+ " Magn2 Magn3 Time \n",
+ "0 -0.067279 1.087950 0.000 \n",
+ "1 0.304745 0.389426 0.005 \n",
+ "2 -0.482168 -0.392049 0.010 \n",
+ "3 -0.482168 -0.392049 0.015 \n",
+ "4 -1.404706 -0.250373 0.020 \n",
+ "... ... ... ... \n",
+ "12496 0.696579 0.829244 62.480 \n",
+ "12497 0.696579 0.829244 62.485 \n",
+ "12498 0.585901 -0.887704 62.490 \n",
+ "12499 0.585901 -0.887704 62.495 \n",
+ "12500 1.686930 0.225993 62.500 \n",
+ "\n",
+ "[12501 rows x 10 columns]"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# rotated dataset after PCA\n",
+ "rot = np.dot(dfc[['AccX','AccY','AccZ']],U_acc)\n",
+ "rot1 = np.dot(dfc[['GyroX','GyroY','GyroZ']],U_gyro)\n",
+ "rot2 = np.dot(dfc[['MagnX','MagnY','MagnZ']],U_magn)\n",
+ "dfr = pd.DataFrame({'Acc1': rot[:,0], 'Acc2': rot[:,1],'Acc3': rot[:,2],\n",
+ " 'Gyro1': rot1[:,0], 'Gyro2': rot1[:,1],'Gyro3': rot1[:,2],\n",
+ " 'Magn1': rot2[:,0], 'Magn2': rot2[:,1],'Magn3': rot2[:,2]})\n",
+ "\n",
+ "dfr['Time'] = dfc['Time'].values\n",
+ "dfr\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# principal component plots\n",
+ "fig, ax = plt.subplots(nrows=3,ncols=1,figsize=(15,9),sharex=True)\n",
+ "ax[0].plot(dfr['Time'],dfr['Acc1'],color=colA,label='accelerometer')\n",
+ "ax[0].set_ylabel('Acceleration [mg]')\n",
+ "ax[0].set_title('1st Principal component')\n",
+ "ax[0].legend()\n",
+ "\n",
+ "ax[1].plot(dfr['Time'],dfr['Gyro1'],color=colG,label='gyroscope')\n",
+ "ax[1].set_ylabel('Angular Velocity [dps]')\n",
+ "ax[1].legend()\n",
+ "\n",
+ "ax[2].plot(dfr['Time'],dfr['Magn1'],color=colM,label='magnetometer')\n",
+ "ax[2].set_ylabel('Magnetic Field [mG]')\n",
+ "ax[2].legend()\n",
+ "ax[2].set_xlim(20,60)\n",
+ "ax[2].set_xlabel('Time [s]')\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## FFT analysis\n",
+ "\n",
+ "For each principal component, Fast Fourier Transform was calculated in order to highlight the heart-beat frequency in the spectrum, which should be between $[40,100]$ BPM."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "heart beat freq acc = 1.152 +/- 0.009 \n",
+ "heart beat freq gyro = 1.152 +/- 0.009 \n"
+ ]
+ }
+ ],
+ "source": [
+ "# HeartBeat freq\n",
+ "min_f=40./60.\n",
+ "max_f=100./60.\n",
+ "\n",
+ "# FFT\n",
+ "A1_FFT = np.abs(np.fft.rfft(dfr['Acc1']))\n",
+ "G1_FFT = np.abs(np.fft.rfft(dfr['Gyro1']))\n",
+ "M1_FFT = np.abs(np.fft.rfft(dfr['Magn1']))\n",
+ "freq_FFT = np.fft.rfftfreq(d=1/sample_freq, n=len(dfr['Acc1']))\n",
+ "\n",
+ "X = []\n",
+ "YA = []\n",
+ "YG = []\n",
+ "for i in range(len(A1_FFT)):\n",
+ " if freq_FFT[i]<=max_f and freq_FFT[i]>=min_f:\n",
+ " X.append(freq_FFT[i])\n",
+ " YA.append(A1_FFT[i])\n",
+ " YG.append(G1_FFT[i])\n",
+ " \n",
+ "peakA,_ = signal.find_peaks(YA, height=4000)\n",
+ "peakG,_ = signal.find_peaks(YG, height=1500)\n",
+ "\n",
+ "# spectrum\n",
+ "fig, (ax1,ax2) = plt.subplots(2,1,figsize = (15,10))\n",
+ "ax1.plot(freq_FFT, A1_FFT,color=colA, label='Acc1')\n",
+ "ax1.plot(freq_FFT, G1_FFT,color=colG, label='Gyro1')\n",
+ "ax1.plot(freq_FFT, M1_FFT,color=colM, label='Magn1')\n",
+ "ax1.set_xlim(0,5)\n",
+ "ax1.legend(loc='best')\n",
+ "ax1.set_xlabel('Frequencies [Hz]')\n",
+ "ax1.set_title('Spectrum')\n",
+ "ax1.set_ylabel('Amplitude')\n",
+ "\n",
+ "ax2.plot(freq_FFT, A1_FFT,'-+',color=colA, label='Acc1')\n",
+ "ax2.plot(freq_FFT, G1_FFT,'-+',color=colG, label='Gyro1')\n",
+ "ax2.plot(freq_FFT, M1_FFT,'-+',color=colM, label='Magn1')\n",
+ "plt.axvline(x = X[peakG[0]], color='k', linestyle='dashed', label='peak')\n",
+ "ax2.set_xlim(min_f, max_f)\n",
+ "ax2.set_ylim(0,6000)\n",
+ "ax2.legend(loc='best')\n",
+ "ax2.set_xlabel('Frequencies [Hz]')\n",
+ "ax2.set_ylabel('Amplitude')\n",
+ "plt.show()\n",
+ "\n",
+ "print('heart beat freq acc = %.3f +/- %.3f ' % (X[peakA[0]] ,0.009))\n",
+ "print('heart beat freq gyro = %.3f +/- %.3f ' % (X[peakG[0]] ,0.009))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We notice that magnetometer does not display any relevant peaks. For the following analysis we will focus on the other instruments.\n",
+ "\n",
+ "On their spectra between $[40,100]$ BPM, in fact, it is possible to distinguish a peak that is the same for both accelerometer and gyroscope (with this sampling frequency). This peak is at $1.152 \\pm 0.009$ Hz, that corresponds to $69$ BPM. The estimated error is calculated from the sampling frequency interval.\n",
+ "\n",
+ "The analysis of this spectrum cannot show anything about heart rate time variations: the presence of multiple peaks around the higher one (which are acceptable heart-beat frequencies as well) suggests us that the heart beat may vary during the acquisition time.\n",
+ "\n",
+ "For this reason we decide to make a more accurate analysis, that takes care of both time and frequency."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Signal Processing\n",
+ "\n",
+ "Our aim is to perform a peak analysis on the signal, in order to identify the periodicity of heart beat along time.\n",
+ "For this reason we need to clean the signal and, as far as possible, to highlight the major peaks.\n",
+ "\n",
+ "Our first idea was to apply a basic pass-band filter in frequency domain, with a band in physical heart frequencies.\n",
+ "Anyway, the peaks identifying the heart-beat are very fast in time, about $0.05 s$, which corresponds to a frequency of $20$ Hz. But we cannot take the Fourier band this wide, as this would not clean properly the signal, which would remain very noisy."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Our signal processing pipeline was the following:\n",
+ "\n",
+ "- Discrete wavelet transform: we used a level 4 DWT and neglected the first detailed coefficients and the approximation coefficients, as each level splits the frequency band into two portions. In this way the selected frequencies are between $[6.25,50]\\; Hz$ as required before. For the wavelet analysis we choose to use the wavelet named _'sym4'_ as its shape is similar to our peaks in the signal as shown in the plot below. \n",
+ "- Signal envelope: to highlight the periodicity of the fast peaks so obtained from the wavelet analysis. It develops low frequencies. \n",
+ "- Bandpass filter $[0.66, 6]\\;Hz$ : filter of the frequency spectrum around relevant frequencies for subsequent analysis. \n",
+ "\n",
+ "For the development of the signal filtering procedure we referred to:\n",
+ "\n",
+ "[_Wenyan Jia et al., \"Estimation of heart rate from a chest-worn inertial measurement unit\", 2015 International Symposium on Bioelectronics and Bioinformatics (ISBB), Beijing, 2015, pp. 148-151, doi: 10.1109/ISBB.2015.7344945._](https://ieeexplore.ieee.org/document/7344945)\n",
+ "\n",
+ "[_Yue-Der Lin, Ya-Fen Jhou, \"Estimation of heart rate and respiratory rate from the seismocardiogram under resting state\n",
+ "\", Biomedical Signal Processing and Control, Volume 57, March 2020, 101779, ISSN 1746-8094._ ](http://www.sciencedirect.com/science/article/pii/S174680941930360X)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Beat width, example: 0.03 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "#Zoomed plot of a single peak and comparison with the wavelet used\n",
+ "fig, ax = plt.subplots(nrows = 1, ncols = 2, figsize = (12,4))\n",
+ "ax[0].plot(dfr['Time'],-dfr['Gyro1'],label='Gyroscope PC1',color=colG)\n",
+ "ax[0].set_xlim(35.25,36.0)\n",
+ "ax[0].set_ylim(-8,7)\n",
+ "ax[0].set_ylabel('Angular velocity [dps]')\n",
+ "ax[0].set_xlabel('Time [s]')\n",
+ "ax[0].hlines(-dfr['Gyro1'].values[3544],35.45,35.48,color='navy',linewidth=3,label='beat width')\n",
+ "ax[0].legend()\n",
+ "ax[0].set_title('Peaks Zoom')\n",
+ "\n",
+ "import matplotlib.image as mpimg\n",
+ "wavelet = mpimg.imread('sym4_bis.png')\n",
+ "ax[1].imshow(wavelet)\n",
+ "ax[1].set_xticks([])\n",
+ "ax[1].set_yticks([])\n",
+ "ax[1].set_title('Wavelet sym4')\n",
+ "plt.show()\n",
+ "\n",
+ "print('Beat width, example: 0.03 s')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Define signal array variable (NOTE: the gyroscope was inverted during the PCA analysis)\n",
+ "sigA = dfr['Acc1']\n",
+ "sigG = -dfr['Gyro1']\n",
+ "t = dfr['Time']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#definition of wavelet decomposition and filtering function\n",
+ "def wavelet_decomposition(t, signal, n, wave_name, color):\n",
+ " coeff = pywt.wavedec(signal, wave_name, level = n)\n",
+ " sigs = np.zeros((n+1,len(t)+1))\n",
+ " for i in range(n+1):\n",
+ " ca = coeff.copy()\n",
+ " for j in range(n+1):\n",
+ " if j != i: \n",
+ " ca[j] = np.zeros_like(ca[j])\n",
+ " sigs[i] = pywt.waverec(ca, wave_name)\n",
+ " ax = []\n",
+ " fig, ax = plt.subplots(nrows = n+1, ncols = 1, figsize = (15, 5), sharex=True)\n",
+ " ax[0].set_title('%s-level wavelet decomposition' %n)\n",
+ " ax[n].set_xlabel('Time [s]')\n",
+ " for i in range(n+1):\n",
+ " ax[i].plot(t, sigs[i][:-1], color = color)\n",
+ " return coeff\n",
+ "\n",
+ "def wavelet_filter(coeff, index, wave_name):\n",
+ " for j in range(len(coeff)):\n",
+ " if j not in index: \n",
+ " coeff[j] = np.zeros_like(coeff[j])\n",
+ " sig_w = pywt.waverec(coeff, wave_name)\n",
+ " return sig_w[:-1]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# bandpass filter\n",
+ "def FILTER(SIG,f1,f2):\n",
+ " FFT = np.fft.rfft(SIG)\n",
+ " freq = np.fft.rfftfreq(len(SIG), 1/sample_freq)\n",
+ " filt = np.zeros_like(freq)\n",
+ " filt[(freq>f1) & (freq f1:\n",
+ " filt[i-1] = 2/3\n",
+ " filt[i-2] = 1/3\n",
+ " break\n",
+ " for i in range(len(freq)):\n",
+ " if freq[i] > f2:\n",
+ " filt[i] = 2/3\n",
+ " filt[i+1] = 1/3\n",
+ " break\n",
+ " new_FFT = FFT*filt\n",
+ " new_SIG = np.fft.irfft(new_FFT, len(SIG))\n",
+ " return new_SIG\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Gyroscope"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "n=4 #N° of levels for DWT decomposition\n",
+ "wave_name = 'sym4' #wavelet\n",
+ "CG = wavelet_decomposition(t, sigG, n, wave_name, colG)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "In the previous plot, the signals corresponding to each wavelet coefficients are shown. As said before, we will neglect the first (approximation coefficient CA4) and the last one (detailed coefficient CD1)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# filtered signal after wavelet decomposition\n",
+ "cg = CG.copy()\n",
+ "SIGG = wavelet_filter(cg, [1,2,3], wave_name)\n",
+ "\n",
+ "plt.figure(figsize=(15,5))\n",
+ "plt.plot(t, SIGG, color = colG)\n",
+ "plt.xlabel('Time [s]')\n",
+ "plt.ylabel('Angular Velocity [dps]')\n",
+ "plt.title('Wavelet Filtered Signal')\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# envelope\n",
+ "SIGG_h = np.abs(signal.hilbert(SIGG))\n",
+ "\n",
+ "plt.figure(figsize=(15,5))\n",
+ "plt.plot(t, SIGG, colG,label='wavelet signal')\n",
+ "plt.plot(t, SIGG_h, color = 'r',alpha=0.8, linewidth=2, label='envelope')\n",
+ "plt.legend(loc='best')\n",
+ "plt.xlim(20, 30)\n",
+ "plt.ylabel('Angular Velocity [dps]')\n",
+ "plt.xlabel('Time [s]')\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# signal filtered with bandpass filter\n",
+ "f1 = 0.66\n",
+ "f2 = 6\n",
+ "\n",
+ "signal_G = FILTER(SIGG_h,f1,f2)\n",
+ "\n",
+ "plt.figure(figsize=(15,5))\n",
+ "plt.plot(t, signal_G , colG)\n",
+ "plt.xlim(20, 30)\n",
+ "plt.ylabel('Angular Velocity [dps]')\n",
+ "plt.xlabel('Time [s]')\n",
+ "plt.title('Filtered Signal')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Accelerometer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "CA = wavelet_decomposition(t, sigA, n, wave_name, colA)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# filtered signal after wavelet decomposition\n",
+ "ca = CA.copy()\n",
+ "SIGA = wavelet_filter(ca, [1,2,3], wave_name)\n",
+ "\n",
+ "plt.figure(figsize=(15,5))\n",
+ "plt.plot(t, SIGA, color = colA)\n",
+ "plt.xlabel('Time [s]')\n",
+ "plt.ylabel('Acceleration [mg]')\n",
+ "plt.title('Wavelet Filtered Signal')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# envelope\n",
+ "SIGA_h = np.abs(signal.hilbert(SIGA))\n",
+ "\n",
+ "plt.figure(figsize=(15,5))\n",
+ "plt.plot(t, SIGA, colA, label='wavelet signal')\n",
+ "plt.plot(t, SIGA_h, color ='red', alpha=0.8, linewidth=3, label='envelope')\n",
+ "plt.legend(loc='best')\n",
+ "plt.xlim(20, 25)\n",
+ "plt.ylabel('Accelerationa [mg]')\n",
+ "plt.xlabel('Time [s]')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# signal filtered with bandpass filter\n",
+ "f1 = 0.66\n",
+ "f2 = 6\n",
+ "\n",
+ "signal_A = FILTER(SIGA_h,f1,f2)\n",
+ "\n",
+ "plt.figure(figsize=(15,5))\n",
+ "plt.plot(t, signal_A , colA)\n",
+ "plt.xlim(20, 30)\n",
+ "plt.ylabel('Acceleration [mg]')\n",
+ "plt.xlabel('Time [s]')\n",
+ "plt.title('Filtered Signal')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Here we show the plot of Fast Fourier Transform of the filtered signals for gyroscope and accelerometer. The filtering procedure mantains the frequency peaks."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig,ax1=plt.subplots(figsize=(15,5))\n",
+ "signal_G_fft=np.fft.rfft(signal_G)\n",
+ "freq=np.fft.rfftfreq(d=1/200,n=len(signal_G))\n",
+ "signal_A_fft=np.fft.rfft(signal_A)\n",
+ "freq=np.fft.rfftfreq(d=1/200,n=len(signal_A))\n",
+ "ax1.plot(freq, np.abs(signal_G_fft),color=colG,label='gyroscope')\n",
+ "ax2=ax1.twinx()\n",
+ "ax2.plot(freq, np.abs(signal_A_fft),color=colA,label='accelerometer')\n",
+ "ax2.set_xlim(0.66,1.66)\n",
+ "ax1.legend(loc='upper left')\n",
+ "ax2.legend(loc='upper right')\n",
+ "ax1.set_ylabel('Amplitude')\n",
+ "ax2.set_ylabel('Amplitude')\n",
+ "ax1.set_xlabel('Frequency [Hz]')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Find peaks"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "After the filtering, we can proceed analysing the distance between peaks, in order to obtain the plot of HR as a function of time, its histogram and the heart rate variability. \n",
+ "\n",
+ "We use the function __signal.find_peaks__ contained in the __scipy__ library with some tuned parameters (__height__ : minimum height of the peaks and __distance__ : minimum distance from the previous peak). \\\n",
+ "We plot the results in a scatterplot and in a histogram."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# function to plot HR vs time and HR histo\n",
+ "def histo_func(bins1,peaks1,t,color,label):\n",
+ " peaks_time1=t[peaks1]\n",
+ " period1 = peaks_time1[1:]-peaks_time1[:-1]\n",
+ " rate1 = 1/period1*60\n",
+ "\n",
+ " fig = plt.figure(figsize=(12,6))\n",
+ " gs = GridSpec(3,3)\n",
+ "\n",
+ " ax_main = fig.add_subplot(gs[:,:2])\n",
+ " ax_marg = fig.add_subplot(gs[:,2])\n",
+ " ax_main.plot((peaks_time1[1:]+peaks_time1[:-1])*0.5,rate1,marker='o',color=color, label=label)\n",
+ " ax_main.legend()\n",
+ " ax_main.set_xlabel('Time [s]')\n",
+ " ax_main.set_ylabel('Heart rate [BPM]')\n",
+ " ax_main.set_title('Heart rate as a function of time and histogram')\n",
+ " l=ax_main.get_ylim()\n",
+ " h1,b1,_=ax_marg.hist(x=rate1, bins=bins1,orientation='horizontal',color=color)\n",
+ " ax_marg.set_xlabel('Freq.')\n",
+ " bin_center1=(b1[1:]+b1[:-1])*0.5\n",
+ " ax_marg.set_ylim(l)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Gyroscope"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# gyroscope peaks\n",
+ "%matplotlib inline\n",
+ "plt.figure(figsize=(15,5))\n",
+ "plt.plot(t,sigG, color='grey',alpha=0.4,label='original signal')\n",
+ "plt.plot(t,signal_G,label='filtered signal',color=colG, linewidth = 2)\n",
+ "peaksG,_ = signal.find_peaks(signal_G, height=0.3 , distance=100)\n",
+ "plt.plot(t[peaksG],signal_G[peaksG], 'rx', label='peaks')\n",
+ "plt.xlim(20,40)\n",
+ "plt.ylim(-8,8)\n",
+ "plt.ylabel('Angular Velocity [dps]')\n",
+ "plt.xlabel('Time [s]')\n",
+ "plt.legend(loc='upper right')\n",
+ "plt.title('Peaks Detection')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# BPM trend and BPM histo\n",
+ "histo_func(15,peaksG,t.values,colG,'gyroscope')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Accelerometer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# accelerometer peaks\n",
+ "plt.figure(figsize=(15,5))\n",
+ "plt.plot(t,sigA, color='grey',alpha=0.4,label='original signal')\n",
+ "plt.plot(t,signal_A,label='filtered signal',color=colA, linewidth = 2)\n",
+ "peaksA,_ = signal.find_peaks(signal_A, height=4 , distance=122)\n",
+ "plt.plot(t[peaksA],signal_A[peaksA], 'rx', label='peaks')\n",
+ "plt.xlim(20, 40)\n",
+ "plt.ylabel('Acceleration [mg]')\n",
+ "plt.xlabel('Time [s]')\n",
+ "plt.legend(loc='upper right')\n",
+ "plt.title('Peaks Detection')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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qCHAzOBH5CgPqAg9uGQMAvORFcXS2Gx81DjFDTUTkuTWrO/BXb5kNAPjgWxlME5G/cFJigYe2jGHhvBBOXRCCiCAeFZZ8EBE1SMb8QDCd0cpnJCJqMcxQwxwo8PcH8OCWJE4MZ3HXwyMAgM72AEs+iIgaJJM1AukUA2oi8pkZn6G2BgpYPVDHxhU33DIIAOjqCDJDTUTUIBkzkE6lGVATkb/M+Ax1pYECRoaaATURUSOw5IOI/GrGB9SVBgp0dQSYoSYiapB8yQcz1ETkMzM+oK40UKCrPYCTrKEmImqIiQx1c9dBROTUjA+oKw0U6OwIYiSp+awJERF5h5sSicivZnxAbQ0U6OkOQgD0dAfzAwW6zCEDJ1lHTUTkOWtTYpolH0TkMzO+ywdgBNWlhghYU7uGRrLo7ipdGkJERO7ImLkLbkokIr+Z8RnqSro6jCCaGWoiIu/l2+YxoCYin2GGuoKJDDUDaiIir1k11MxQt4bTl0Rw941Lmr0MIl9ghrqCrg6zhpoBNRGR56wuH2ybR0R+w4C6gnyGmq3ziIg8N5GhbvJCiIgcYkBdQTQSQCwizFATETVAPkPNkg8i8hkG1FV0dnD8OBFRI+Q3JbLkg4h8hgF1FZ3tAZwcYckHEZHXuCmRiPyKAXUVXe1BZqiJiBqAmxKJyK8YUFfR2RFg2zwiogZghpqI/IoBdRVd7QGcZJcPIiLPWQE1NyUSkd8woK6isz2AxJgim+ULPBGRlzJmu7w0Sz6IyGcYUFeRHz8+yrIPIiIvZXLsQ01E/sSAugprWiI3JhIReauwD7Uqs9RE5B8MqKuwpiWydR4RkbesPtSqQJY5DCLyEQbUVVglH8xQExF5K1OwV4Wt84jITxhQV2FlqBlQExF5K1PwQSBb5xGRnzCgrsKqoWbJBxGRtzJZRdA8KrF1HhH5CQPqKmKRACJhYYaaiMhjmayiLWYclljyQUR+woDahq72AE5yWiIRkacyGSAeEwBsnUdE/sKA2oaujgCGOC2RiMhTmayiLcoMNRH5DwNqGzqZoSYi8pSqIpsD2vIZagbUROQfoWYvwA+6OoI4ui/V7GUQEU1bVoePODPULeO5vSlcfs3epq7h7huXNPX6iexihtoGZqiJiLxl9aCOR5mhJiL/YUBtQ1dHAMOjOWSzfIEnIvKClaG2unwwoCYiP2FAbUNnexCqwPAos9RERF7IZ6jNGmqWfBCRnzCgtmFiuAsDaiIiL2TMjLTV5YMZaiLyk6YE1CLyERHZIiJbReSj5mndInKniGw3/53TjLWVMjF+nK3ziIi8MLEp0cxQsw91zfx2jCWaDhoeUIvI2QD+HMBqAOcCeJ2IrALwKQB3qeoqAHeZ37eEro4gAGaoiYi8YpV8cFJiffx4jCWaDpqRoX4BgAdVdVRVMwDuA/AmAG8AcJN5npsAvLEJaytpIkPNgJqIyAvFNdQs+aiZ746xRNNBM/pQbwFwnYjMBTAG4LUANgNYoKqHAEBVD4lITxPWVlJXe+vXUG/qS2DDxiH0D2QxvzuI9Wu7sGZ1R7OXRURkS77Lh9WHmgF1rXx3jCWaDhoeUKvqNhH5EoA7ASQAPAHAdrWciHwAwAcAYMmSxjR8j0UF4VDr1lBv6kvghlsGMZ4yDkBHB7K44ZZBAGBQTUS+YG1KjEYEIsxQ18rNY2y0o9eTNRJNR03ZlKiq31LVC1T1ZQAGAGwHcEREFgKA+e/RMr/7DVW9SFUvmj9/fkPWKyLobA+2bIZ6w8ahfDBtGU8pNmwcatKKiIicsUo+QkEgEhLWUNfBrWNsJN7duEUT+Vyzunz0mP8uAfBmAD8AsBHAu82zvBvAHc1YWzldHQEMtWhA3T9QOnNe7nQiolZjlXyEg8YngsxQ186Px1giv2tGDTUA/Mis70oD+KCqDorI9QBuE5H3A9gL4KomrW2KTX0J7DuSxq4Daay79kBL1CcX1kxDAJQ49szvDjZ8XUREtbAy1MGgIBwWpNk2rx6+OsYSTQdNCahV9dISpx0HcEUTllORVZ9svbi3Qn1ycc10qWA6GhGsX9vV2IUREdUon6EOseSjXn46xhJNF5yUWEUr1ieXWhNgJKoBoKc7iI9dPafpWXQiIrusEo9QUBAOCUs+iMhXmlXy4RutWJ9c7rqtw8/3Pr8IoaCUPA8RUSvKFpR8RMLMUBORvzBDXUW5OuRm1ieXu+6OuBFEJ8d5ICIif5nYlAhmqInIdxhQV7F+bReikcnZ3mbXJ7/r1Z1TTotGBJee1wYASKZasxsJEVE5hZsSWUNNRH7DgLqKNas78LGr5+THj8/ran59cs48zszpDEAwUTN9/hkxAECyRH01EVErswLqcMgs+WCGmoh8hDXUNqxZ3YFwKIDPbziG6z80Hyt6I01dz88fSGBFbxjf/MwpEJnInv/u8VEALPkgIv+xOimFgkanj5MjfB0jIv9ghtqmeNQIXMeaHKw+tzeF7fvSeN1LOyYF0wAQM0tTmKEmIr/J5oo2JbIPNRH5CANqmyYC6ubWJ//8gQSiYcGaF7dP+Vk8ajyczV4jEZFT3JRIRH7GgNqmiWC1eS/yY8kc7np4BJdd2IaOtqkPnZWhLtWjmoiolWUK+lBzUyIR+Q1rqG1qZsmHNWb8qNl/uqdM27xYlCUfRORPmaxCBAgEmKEmIv9hhtqmZpVTWGPGjxYMc7ntzmFs6ktMOW+UNdRE5FOZrLEhUUQQDjOgJiJ/YUBtU7My1CVHn6dLjz6PR1hDTUT+lMkqguaEV5Z8EJHfMKC2KZ/9bXCw6mT0uVXywRpqIvKbTFYRNgPqcMjIWOdyfC0jIn9gQG1TICCIRaXhGWono89DQUEoyJIPIvKfTMYo+QCASNgIrFn2QUR+wYDagXgTAur1a7vyBxlLpdHn0Yg0PItORFSvTFYRymeorYC6mSsiIrKPAbUD8Wig4fXJr7ioHe1xQTiESWPGy40+j0UCzFATke8YAbXx/4gZULOOmoj8gm3zHGhGhrpvaxJDCcX/ed9cvOKiqcNcisWjgjEG1ETkM5ksJjYlmiUfKZZ8EJFPMKB2oBkZ6p/eN4y5XUFcen6brfPHItKSmxKtXtr9A1nM7w5i/dqusll2Ipp5MlnNl3pMlHy03msZEVEpLPlwoNEZ6r1H0nj46STWXtqRry2sJhYNtFwNdWEvbQVwdCCLG24ZLNlLm4hmpnRGESzalMiSDyLyCwbUDjQ6oL7jvmGEgsCfvNR+JjcalparoS7ZSztVupc2Ec1M2RxKbEpsrdcyIqJyWPLhQKNKPjb1JfDNO4bQP5hFLCJ49Jkx2+URsahg8GRrHYSc9NImopmpuA81wBpqIvIPZqgdiEUFSY8z1FZ5RP+gEWwmU+qoPCIeab1NiU56aRPRzJTJYErJB9vmEZFfMKB2oBEZ6nrLI2LRAMZTrVVDvX5tV37SZKHLL7K30ZKIpr+SmxJZQ01EPsGA2oF4VJDOeFvXV295RCzSejXUa1Z34GNXz0GbORq9Z04Q3Z2CezaPYjTZWsE/ETVHOqsImkekfB9qlnwQkU+whtqBuBkQJlMTmRS3ze8O4miJ4NlueYQxKVGhqhDxZo21WLO6A48+O47N25K49bpebNk5jg/fcARXffoAkuPKVnpEM1w2W7ApkaPHichnmKF2IB417q4xD7Oq69d2IRKefFqlUePF4hFBTluz9nBkLIf2uHEfHj6eRjAAjI0rW+kR0aSSD05KJCK/YYbaAStD7WXrvDWrO7D/aAbf/eVJAMaocSeZ25gV9I/nEAm31qa/kbEc2mPGfbhh4xCyRe9LrFpxZqmJZp5MYR9qlnz4zt03Lmn2EoiaigG1A/GCYNVLL1weBQB89eMLcNaKqKPfjZmb/1pxWuLImKJrlnEfspUeERXKZDHRNo8lH0TkMyz5cKARGWrAyOQCyJdHOGF102i1jYkAMJKcKPlgKz0iKpTJar6GOmL1oWbJBxH5BANqByYCam8z1CNJ4yDSHne+qTAWbeGAeiyHjpjxlCvVSs9JrTgRTS+Z7EQf6olJiU1cEBGRAyz5cGCi5MPbYDUxagTsVvDpRDzSmLKUWiTGcvk3CVad9IY7hnB0MIv2mOAj6+awfppohirclBgICEJBZqiJyD+YoXagkSUfgcBEttmJVs1Qp9KKdGZyGcua1R249bpeLD0lhPNOjzGYJprBMllFMDjxmhcOCWuoicg3GFA70KhNiYlkDu2xQE19pFt1U2KiQl34it4Idh5INXpJRNQiVNXclDhxWjgkzFATkW8woHYgn/1tQIa6lvppoGBTYouVfOQ3WpYoY1nZG8bh49l80E1EM0suB6hODHYBgEiYGWoi8g8G1A6EgoJwqAGbEscUHTV0+AAKaqhbLENtBdQdbSUy1IsjAIDdzFITzUiZrPF6FSzKUDOgJiK/YEDtUDwaaEgNdS0t84DGZdGdqtS5ZGWvMRpy54F0Q9dERK0hY7aftzYlAkaGmoNdiMgvGFA7FI+K9wF1svaAulX7UFcq+Zg3O4jO9gB27meGmmgmymeoA4WbEtnlg4j8gwG1Q0aG2uuSj4kR3U4FA0ZZyniqteqRrVaApd4oiAhW9IaxixlqohlpIkM9cVokJOxDTUS+wYDaoYZkqMe05gw1YAb9rZahTpo11GVu18rFEew+mEY211rrJiLvWbXSkzYlhljyQUT+wYDaISOg9i77q6p1lXwARuu8lquhNks+4mUy7yt6w0imFAf7mZIimmmy+U2JBSUf7PJBRD7CgNohrzclJscVuVzp0gi7YhFpuRrqxJiiPSaTaiQLrew1On1wYyLRzJMv+Sjo8hFhH2oi8hEG1A55XfKRqFIaYUcsGmi5GupqnUuWLQwjEAB2sXUe0YyTKZWhZts8IvIRBtQOxaMBT4emjIyZ7eVq3JQIGJ0+WrHko1JAHQkLTl0Qxs79zFATzTRWQD2lbR4z1ETkEwyoHYp5nKEeqTCi2654RFpyU2K127SyN8wR5EQzkNXNIzRpsAuYoSYi32BA7VA8atQne9WNwo2AOhZtwRrq0eqtAFcujuDoQDbfYo+IZoaSmxJZQ01EPhKqfhYqFI8age54StFWR1lGOQk3AuqIt2UptRhJKk5dUPk2rchPTEzh3FWxRiyLiFpAxny5mrQpMcw+1H5y+TV7bZ/37huXeLgSouZghtqhuDna26uyj4kMdX011OMtlqG2M049P4KcddREM0qpPtTWpkTV1notIyIqhQG1Q1aG2qte1NamxI4SI7rtarW2eaqKkbFc1c4lc7uC6OoIsNMH0QxjlXyEijYl5hTIttaHbUREJTGgdqgRGepAwKiDrpVV551rkamDqbQik62edRcRc2MiM9REM0na7EM9eVOi8XqRZh01EflAUwJqEfkbEdkqIltE5AciEhORbhG5U0S2m//OacbaqonHvM1QJ5JGJlek9oA6FjHrvFvkQJRvBWijLnxFbwTPcwQ50YxSalNixAyoOX7cOT8fY4n8quEBtYj0AvgwgItU9WwAQQDrAHwKwF2qugrAXeb3LacRGep6elADE9ntVin7cDKsJpnKYTytuPJD+7Du2gPY1JfwenlE1GT5PtTBySUfAANqp/x+jCXyq2aVfIQAxEUkBKANwEEAbwBwk/nzmwC8sUlrq8j7gFrr6vABGJsSAbTMxsQRsw1ee5W68E19Cfz2wZH890cHsrjhlkEG1UTTXLk+1IU/I0d8e4wl8quGB9SqegDAvwDYC+AQgCFV/S2ABap6yDzPIQA9jV6bHd5vSqzeDaOaeMQK+ltjN0/CZueSDRuHkCo6eI6nFBs2Dnm1NCJqASU3JVolHy1SuuYXfj/GEvlVM0o+5sB4p7wcwCIA7SLyTge//wER2Swim/v7+71aZln5DHXSowy1jYmC1Vg11K1S8jFi3lcdbZVvV/9A1tHpRDQ9pLOl2+YBnJbolJvH2NTYgFfLJJp2mlHysQbAblXtV9U0gB8D+CMAR0RkIQCY/x4t9cuq+g1VvUhVL5o/f37DFm2xMtReDU5xtYbawxHpTuR7a1cp+ZjfHXR0OhFNDxmry0fBS0S+hpoZaqdcO8ZG4t0NWzSR31WclCgiT9q4jH5VvcLBde4FcImItMC5NBgAACAASURBVAEYA3AFgM0ARgC8G8D15r93OLjMhgmHgEDAHzXULZOhtjn9cf3aLtxwy+Ck2u9oRLB+bZen6yOi5ipV8sEMdc18fYwl8qtqo8eDAF5b4ecCYKOTK1TVh0TkfwA8CiAD4DEA3wDQAeA2EXk/jBeEq5xcbqOICOJR8aQ+WVVdKvmwNiW2Rg31yFgOIhPlMuWsWd0BAPjnmweQyQI93UGsX9uVP32m2dSXwIaNQ+gfyGL+DL8vaHqbmJQ4cRoD6tr4/RhL5FfVAuq/UNU9lc4gItc4vVJV/SyAzxadPA7jnXTLi0cDnmSok+OKXM5ev+ZK8hsnWyRDnRjLoS0mCASql7KsWd2Bn/1uBMEg8K8fXdCA1bWmTX2JSdl6q+MJAAbVNO1ks8Ynf4X991nyUTu/H2OJ/Khi5KaqD1S7ADvnmW6MDLX7L/JO+jVXYmWoW6eG2lkZSyzaWqPTm2HDxqEpbQ/Z8YSmq3RWJ/WgBgrb5s3s1wIi8odaa6gFgKrqOe4vqfUZGWr3yynyEwWn2WCXkbEcOqpsSCwUjwqODrbG2puFHU9oJslkJ5d7AMxQE5G/VCv5yAFQALcA+BmMDQ4znmcZ6lF7m/eqsfq3etWJxKmRsRzaq7TMKxSLBFpm7c0yvzuIoyWCZ3Y8oekom9VJGxKBwtHjzVgREZEz1Uo+zgPwDhibGW4BcB2AswAcqFZbPZ15tSlxJOlOQB0ICGKR1imbSCSdtQJspbU3y/q1XQgUPQ1CQbDjCU1L6axO6kENTGxKZIaaiPygauSmqs+o6mdV9QIYWervAvgbz1fWwuIxbzYl2m0vZ0crBaUjY+qoLtyrTwD85IIz4lA17guBEUx3tgsuv6i92Usjcl02CwTLlHywhpqI/KBayQdEpBfAOgBvAjAII5j+icframleBXwjNkd02xGLSsuUTTgdpx6LBpBKK7I5RdBGZ5Dp6GcPJKAK/NenT8HinjDufGgEX7zpOB55JokXvzDe7OURuSpTclMiA2oi8o+KUY6I3AcjKx0G8B4YzeB/ASAiIjN2hFI86k2Nr7Up0ckGvnKikUBLZKhVFQmHAXW8xSY9Nlo6o9j4u2FcfFYMi3vCAICXX9CGOZ0B/Pie4Savjsh96YxO2ZQYCgIiQIoBNRH5QLUM9VIYmxL/wvyyXtnE/P8K75bWuqwMtapO6ptar5GxHAKBiS4d9WiVko9kynlv7VjBpMf2GZiMve/RUQyezOHNr5iVPy0SFrz+pR347i9PYv/RdD7QJpoOsllM2ZQoIgiHBGnWUE87l1+z15PLvfvGJZ5cLpEd1TYlLlPV5QVfK8yv5ao6I4NpwMhQ59T9zTKJZA4d8YArQXq8RQJqq4ylw0EZS8wcTNMqJSuN9pN7h3HqghAuPDM26fTXXzoLwQDw0/sSTVoZkTfSWUWoRHlXJMQMNRH5Q7U+1D0APgPgNABPArheVU82YmGtzCpJGBtXRCPuXe7ImLNuGJXEooLjQ83vWZzvrV1DycdM2phojRm3WuW98uK2KZMl53YFccbSMH5yzzB+cs8wx5HTtFFqUyIAhMOCNNvmEZEPVItyvgtgBMBXAcwC8BXPV+QDXgV8TicKVhJrkRrqWloBFpZ8zATWmPHCvtP3PTqGTX2JKefbvi8NhVFvZY0jLz4fkd9ksprfhFgoHBJuSiQiX6gW5Zyiqn+vqr9R1b8GMCMnIxaLmyUJbveidtoNo5JoRFpiU1++c4mjSYne3L+tquSY8fTUMeMbNg5NydZxHDlNB8amxFIlH8I+1ETkC9U2JYqIzIGxCREAgoXfq+qAl4trVZ5lqJM5LOiu2snQlli0NWqoJ6Y/2i9lmWklH3bHjHMcOU1X2RKjxwEzoGaGmoh8oFr01gXgEUwE1ADwqPnvDO7y4WGG2qUaamNTYvMzvCNJsxUgSz7KsjtmnOPIaboqNSkRMGuomaEmIh+w0+VjRVGnj+Xs8uGDGupoAOkMkM0192CUqGH640zr8rF+bRei4cnBRDQiU8aMr1/bhWik+vmI/Cab1ZKbEpmhJiK/qBrliEhIzD5uInKqiLxVRM7zfmmtK+ZBQK2qGEm6V0Odz/I2uWxiZCyHgEy8CbFjppV8rFndgbdcPtGpo6c7iI9dPWdK9441qzvwsavnYP4cI/LoiEvJ8xH5TSaLMpsS3W9PSkTkhWpt8/4cwJcAJETk/wL4OxglH+eLyH+r6pcasMaW40XJR3Lc+QCUSqItMhzF2mjppLd2dIaVfACAqiAYAO74l8Voq7CBc83qDqxZ3YHX/e0+vPLidgbTNC2UK/mIhAXDozPjkyoi8rdqNdQfBbASRsu8bQCWquoxEWkD8DCMYHvG8SKDmsgPQHEnoI7ng9IcgObV2BoBtbO68GBAEA3LjCn5AIDN28bwwhXRisF0oe7OII61QJ9xIjeU25RotM1r/HqIiJyqFlCnVHUQwKCI7FDVYwCgqqMikvJ+ea0pGhaIuFvjm681dm2wi1WH3OSSj2RtdeExc7z7THBiOIsd+9N4z+vs10LP6wpi4OTMecNBU1nDgPoHsr4f8lO2bV6YNdRE5A/VAuq4iJwPo9Y6Yv5fzK9Yxd+cxgIBQSzibsBXy0TBSlqlU0ZiNOeoB7Ul1iKj0xvh0WeTUAUuOtP+n1R3VxDbnp+x72lnPGsYkNW/3BryA8CXQbWxKbHMYBfWUBORD1QLqA8D+NcS/7e+n7HiLmdQa5koWEmr1CGPJHPomeO8t3Y8Gpgxg10e2ZZER1xw+lL7c+zndgVxfCgLVXVUn07TQ8lhQOaQHz8G1JksEC5T8sEMNRH5QcVIR1Uva9A6fMftgG+khvZylcRbpPXcyFgOHYucB3ytMpjGa6qKzduSuODMGIIB+/fT3K4gUmnFyJiio40B9Uwz3Yb8VNqUyNHjROQHFaM3Ebmg2gXYOc905HqGOr8p0aUa6lbJUNfYWzvWIqPTvbb3cAb9J7K46AXOWrHM7TLSece5MXHGyeZ0Sj9yix+H/ORyRoejUMm2eQyoicgfqn0W/20RuQyTJyUW+xaA811bkU+4n6GefjXU9fTWjkcD6B+c/tv7H3kmCQC40EH9NGB0+QCMgHrpwrDr66LWUrgBMWp+ehMKGqUSFr8O+bFuQ+nR40A6YwTdAQef4BARNVoto8eL9bu3HP+IRwUnXeyPOjKWQyAwEQjXyxo+08ySj3p6a8+Uko/N28bQOz+EhfOc1ZnPnc0M9UxRvAExOa4IBoDX/lE7/rAlif7BLNrjgo+83Z9DfrJZ43aV2pQYMbPWmSwQcSfXQETkiWo11MsatA7fiUUFRwZd7EOdzKHD4QCUSmLm0aeZQWk9vbXjLndRaUXpjOLx7eN41cXtjn93rpWhPsmAerortQExmwMe3JrED6/rxZ/+nwM4c1nUl8E0AGTM9/wlNyWGjdfDVFoRCTNDTUSty3n7BQLgzaZEt3pQA8bI3oA0tw91Pb21Y9FA0zdUeu3pXeNIjqvjcg8AaIsZrRuZoXbGj72bq21AXN4bwa6D6UYuyVVWjXTJTYlmhpqdPoio1TGgrlE86u6muVo375UjIkbZRBN7uNZTFx6PCMZSOq3bwm3elkQgAJx3hvOAWkQwtyuIAQbUtvm1d/P87iCOlgiqrQ2IyxeF8eCWMd9mca2Sj3KbEgFwYyLZcvk1e5u9BPLY3TcuafYSymJVWo08yVC7GFADVqeM5mV5rd7aHW211VDncpiWY4c39SWw7toD+P5vTiIYAB58arSmy+k2e1GTPeV6N3/19kGsu/YArrhmL9ZdewCb+hJNWmFp69d2TSmHKNyAuGJRGLkcsO+IP7PU6UqbEgtKPoiIWpmtSEcM7xSRfzC/XyIiq71dWmuLRwXpjHuZk1q7YVQSjQSaWkOd761dw6REq4/2dBvuYmVJrYxjOgPccMtgTUHc3E4G1E6UK50YHlEcHchCMZG1bqWges3qDrz4LONTDAHQ0x3Ex66e2IC4vNcYCLTrgD8D6ky2fMkHM9RE5Bd2I50bAbwEwDvM74cB/IcnK/KJuNlFw62Az+0aasAom2hmDfXEsJoaaqhboO2fFypNuHNq7uwgNyU6YLdHc62Ph5dUBcsWhnHXjUtw6xd6J5WoLO4JIRwCdh/yZ0CdrRBQM0NNRH5hN6C+WFU/CCAJAKo6CMD+nORpaCKD6lKG2uUaaqD5refqqqHOt/2bXgdSNyfcze0MIjmuGE02J4tvla60aqlEsfVruxC2uWuk1SYO7jyQwsrFpfuNh4KCUxeEsftAqsGrcodV1lWq5MN6vJihJqJWZzfSSYtIEIACgIjMBzC9Pot3aCJDXf8Lvap6V0Odat7DlKijt3ZsmpZ8lMuS1jLhrtuclnisCWUfhaUrrVoqUWzN6g5ccrYxkdIqnehsL/0310oTB4dHczg6kMWK3vI5jBWLwtjt004fdjYlpqbhXgoiml7sRnBfAfATAD0ich2ABwB80bNV+YCbNb5j44qcujcl0RKLNr+Gutbe2tO15KPaBjMn5pkBdTM6fbhZutJII2M5rFw8UTrxoatmTxnj3WoTB3eZmeeVveUnYi7vjeDoYBYJF4dNNUraRslHmiUfRNTibEVwqvp9AJ+AEUQfAvBGVb3Ny4W1Ojcz1CN1DECpJNoCNdS1vkmYriUfa1Z3YMnCEAJSeoOZE1aGuhkbE90sXWmUTFbx9O4Uzjktmj9tzeoOfOzqOegpyEh/dF1rTRzcud/IPK+oFFAvMn62+6D/yj7yo8dLvFSwDzUR+YWtikIRuVlV3wXgmRKnzUjxmHsZ6noGoFQSjzS3hjoxlqtpQyIwfUs+Tgxn8fzBDK66Yhb+4s1z6rqsuU0MqKv1Rm5F2/emkEwpXnTa5L7fa1Z3YM3qDtz76Cj+ccMxLFlQPnBthl0HU+jqCOQf71JWmAH1roPpKbev1VUs+QizywcR+YPd9OFZhd+Y9dQXur8c/4i5mEGtZ/NeJc3vQ63oqKFlHjB9Sz7ufXQU2RywZrXzcePFOuKCSLg50xLXr+1CtMQQkXdcOavha7HryR3jAIBzVkZL/tzKXD+xfbxha7Jj5/40VvSGK5ZOzZ8TRHtcsNuHrfMmJiVO/ZnTDLXfNsoS0fRRMdoRkU+LyDCAc0TkpIgMm98fBXBHQ1bYolwt+Uha7eWmXw11vSUfbnVRaRWb+kawYlEYKxfX3yRHRDC3M4CBJrTOW7O6A+teORE8d3cGEBDgoa1JqLbmY/bkjnEs7gnlS2WKdXcGceqCEJ7YnmzwysrL5hTPH0xjZYUNiYDxXFixKOLLjYn5ko9Ko8dt1FD7caMsEU0fFaMdVf2iqs4C8P9UtVNVZ5lfc1X10w1aY0tyc1OilzXU2VzzPi5N1BVQG7/XzAy72w70p/H07hSucCE7bWnmtMQ289OH27/Yi/+5fjH+6i2z8eCWJH72u9YLYHI5xZad45Pqp0s5d1UMW3aOI5trjTcFB/ozGE9rxfppy/JFYew6mGrZNzTlVBzs4qDkw68bZYloerBVQ62qnxaROQBWAYgVnH6/VwtrdfGI+5sSa603LqewbCJcoj7RayN11FCHQ0BAgLEWLPnY1JfAho1D6B/IYn53MN8Rovi04o1tdz9sjBi/4qI219YytyvYtKzk1l3jOGVuMF/b+6bLZqHv6SS+etsgbv7VEAaGcmXvi0Z7/lAaw6M5GwF1FD9/IIGd+9M4fUnzW+3v2m92+LDxicby3jBGfqfoH8yip9tmw20XlPp7cPJ4ZyqMHp/oQ139cvy4UZaIpg+7mxLXA/gIgMUAHgdwCYA/ALjcu6W1tmDQqF8dc2Gohlc11IVZ3llt7l52NbmcYjRZ+7AaEUE8Ki1X8mF9rGxlwo4OZPGl7w5AZCIwsD5qBpAPLFQVd/aN4NxVUVeDnbldQTyyrfElCqqKrbtSOO/0iQA1EBC85OwYHn46ieNDxt9FqfuiGaz66Wob9ibqqJMtEVDvPJBGIAAsPaV6hrpwY2KjAupSfw9OH29bfahtlHz4caMsEU0fdqOdjwB4MYA9qvoKAOcD6PdsVT7hVsA3UscAlEqsy2tGlndsXKFaXxmLUQPeWiUfpT5WzuYmgmlL8UfNz+1NYf/RjCubEQvN7QxiJKkN74ZyZCCL40NZnLVicsb31k3DU847nlJ89fbBpm4We2rHOObPDuKUuZWDq/lzQlg4L5QPwJtt5/4UliwI5/sxV7J8kfEGoJGfWLhRZjGxKXHqbQwGBMGAvZKPP33V1A2xrdZTnIimL7vRTlJVkwAgIlFVfQbAGd4tyx+MgNqFtnnJ2gegVGIF1MUHvEaYKGOpI6Buch/tUpx8fFx43jv7RhEOAS8/371yDwCYO7s5w12e3m0EnMUBdbn7Z3hEm7ZZTFXx5I5xvOi0qK2/sXNXRfHUjnHkWqCOetfBdNmR48U62gKYPzvY0BHkpTLCgLO/k0olH4Ax3MVOhjpsNrK22o/OmRWoucc7EZFTdqOd/SIyG8BPAdwpIncAOOjdsvwhHg24lqF2uwc1gPwEuGZs7HOjc0krlnzMn2P/4+O2uEBVkc0q7nlkBJecHUeHy6U33Z1mL+oGd/rYumscsajkywwsdj9eb+RmsYPHMjg+lK1aP20557QoTo7k8Pyh5nbMsDNyvNjy3jB2NShD3bd1rOzPZnfaf55X2pQIGGUfdjLU9z82igXdQfzwn3oRCgJXXtzOYJqIGsbupsQ3mf/9nIjcA6ALwK89W5VPuFfyUXutcSX5GuoGZ6g39SXw9R+dAAB85YcDyGRyNR3YWrHk44rVbfjBbyaXNQSDxtTDwrKPQMB4XD/+70ex+2AaJxI5PLljHJv6Eq4e5Oc2afz41l0pvGBZBMGiIGj92q5JNbWVNGqzWL7/9Cp7A0/ONc/35I5xR8Gs2+yMHC+2YlEYjz6TRCarZQNUO6ptvJ3VHsDwSA49cwI4kdApGeQTwzm8+RP7MZSovjF1IqAuvZZwqHqGOjGWwyPPJPHGl89CWyyAc1fF8NDWJP7yzQ5vOBFRjapGcSISEJEt1veqep+qblRV/824dZmRoXanbZ4XAXXMxU4kdlmblAaHjfvlxHCu5o/349HWK/nYuS+NtijQMyeYHx3+yXd14xPv6kZP9+TTXvKiGB57bhwnEsZ9MZSo/b4oxwqojzUwoB4bz2HH/tSUcg9g8ihv677obC/93G7UZrGndoyjsz2ApafY26h3ytwgeuYEmz7gxc7I8WLLF0WQyQL7j9poi1FGqX7OX7ppAF+6eSB/2smRHCDAu17ThY//6eTH+1WXxAEAJxI5WyU+Wavko0wnoki4eob6wafGkM4Al55nlFStPiuGPYfSOHy89vuBiMiJqkcYVc2JyBMiskRV9zZiUX6wqS+BLTvHMZ5WrLv2QF2twUaSOSzwYFe+Nc2xkTXUlTYpOb1/YhFB/2DrBNS7DqTQ93QS7319F971mqkbnYpv37d+NrWkodb7opzO9gDCocZmqJ/dk0IuN7V+2mKN8rYUd4IAjCCpUZvFnNRPA0aHmXNOi+KRZ4whNW7vbbBr14HqI8eLWcH37gMpLFtY2wj1khtvFUDRU0wVuPnXJ3HrF3onPd7rrj2A4lbYlZ736axCxNiAWEokVH1S4v2PjWJuVxAvXG58onDxWXF8/Ucn0Ld1DGtf1rrTO4lo+rAbxS0EsFVE+gCMWCeq6lpPVtXi8gFCuvZWUYU8r6FuYNmEm71gYxFpqZKP2zYNIxYRrL3U3mPciL64IoI5nY0d7rJ1l5G5feFyezXJ1t+EVS6gAF60MtKQ+tZjJzI42J/BG17m7LrOWRXDpodHse9oBksW1BaY1mvngTRWVhk5XuzUBWEEAsZmxlfUeL21bryt9vvlTs9ky5d7AMZwl0olH2PJHPqeTuK1f9SOgBmUn7oghIVzg3hoa5IBNdE0cvk13uV1775xSV2/bzeg/nxd1zLNuJmF3dSXwJGBLA4fH8UTO+rLdBeLRxpfQ+1mL9h4NNAyJR/9gxnc9fAI1r6sA10d9m5Lo/rizmvwtMStu8axdGHYUW/zwqz1P998HPdsHsWJ4Sxmz/Ku7GNTXwL/cbtRy//DO09izqyA7b+tc1cZbxae3D7elIDaGjn+eptv3iz3PzYCAfD9X5/EnX0jNb2elHveljuv3d8v97zPZCrXe0dCUnGwy0NPJ5FK66QOOiKC1WfH8Zs/jCCVVlttB4mI6mHriGjWTU/5quUKReQMEXm84OukiHxURLpF5E4R2W7+O6eWy28EtzKPm/oSuOH7g/mPR91uJ2aVfDQyKF2/tguRordptfaCjbVQl48f3TMMVeCtl3fa/p31a7vynxJYvOiL290ZxPGTjcnk53KKp3encNaK2jfrvX1NJ8bTip/eN7VntVusT5GGRoz7ZeCks/r1xT0hzOkM4IntjR+aA0yMHLfbMg+YuM1Z86lQ6+vJ+rVd+QmFlmBwaha53HPZ6fO+2gbKcEgqlnzc/+go5swK4OyiLi4XnxVHMqV4ckdzHsNmmQ7HWCI/auz4PACq+qyqnqeq5wG4EMAogJ8A+BSAu1R1FYC7zO9bUrlMi9PM44aNQ/myEYub7cRCQUEo2NjBLmtWd+DS84xNSdYmpVp7wcYigvG0ItvkfsCJsRx+/kACL7+gDQvn2a91L7VBz4u+uHO7gg2rod5/NIOTI7my9dN2LF0Yxh+fE8dP70t4NpCm3oEjIoJzT4vhie3j0OKC4AawRo476TLixpAVwHjeXn6Rke2ttPG23HPZet7P7TIOL53tlftBZ7NAqMKfVaVNieOpHB7cOoaXnts2pQb7vNOjCIeAh7bOrIB6OhxjifyoMfNpy7sCwE5V3SMibwBwmXn6TQDuBfDJJq2rolKtwWrJPDaixjYWEYw3uA55aESx9JQQvv0Pi+q6HKvt33hK0eZBjXk1Vusw6+PrZYuc/7kUb9DzwtyuIIZHcxhP5RCNePse2aqfriegBoB1r+zE7//lCH75+wTe4iDrb5cbf1vRCHDsRBZXfHAfeqq0fnObk5HjFnf3LwTQHhNsvGHxpBpuu7d/zeoOXPiCON7yyQN4z+sq32/prCJUZkMiULkP9cNPJ5EcV1x6frzkbTj/9Bge2jKGD751xiZjfXmMJfIjW0dfEfmIndNqsA7AD8z/L1DVQwBg/ttTZi0fEJHNIrK5v78508/zmUdzyEc8KjVlHt3KdFcSjTS2DjmVNqbSXfiCqQc4p5pRsmIpbB1mueU3ww0fmW1Hvhd1A8o+tu4yWtCd2lPfe/GzVkTxotOiuP3u4XwfYjeVG8Bj929rU18C9zwymv++0dMdnYwct7j5erLncBpLFzrbEFksbv79jiYrPy+Nko/yP49U6EN9/2Oj6GwP4LzTS/cYX31WHPuPZnCgv7lDepqormNsamygQcsk8j+76ax3lzjtPfVcsYhEAKwFcLuT31PVb6jqRap60fz58+tZQl3WrO7Ardf14oylEZy5rLaOBevXdqE4MeN2jW08Kg3dlPjUznGk0oqLXmBviEYlcauPdgMy7Jv6Elh37QFccc1erLv2AL52+wlXPj5vhG4zoG7ExsStu8bxwuURV1rJvePKThwdyOKtn5q4390KWK1NhYWc/G1t2DiEVFEM1ojH33oePrglicPHM47uDzdr9vccTmOJg+x4KdGwICDAWLLy608mU74HNQCEQ5iSod7Ul8C6vz+ATQ+PIpVW3PvISMnfvfgs43Wob4aVfQDuHGMj8W5vFkc0DVUMqEXkHSLyMwArRGRjwdc9AI7Xed2vAfCoqh4xvz8iIgvN610I4Gidl98QKxaF8XyNo34vv6gdkbBRluFVjW0sIp7VqZay+ekxhIKlAxqnYtakR48z1KUGWZwcKX2fNWq6nxPzGhRQnxzJYs/hDM6us9zDMjyahYgxJMTOABC7jg9l8fsnx7B8UWjSAB4nf1uNKMcqVvypSDKlju6Pwpp9AAgGUNPrycmRLAZP5hyVm5QiIojHBKNVXn+qbUqMFLXNy99Pg9Xvp96eMBb3hPBQhTHp09i0OMYS+UW1z23/F8AhAPMA3FBw+jCAJ+u87ndg4qMoANgIIxN+vfnvHXVefkMs7w3jV38YweBwFnMctgDbfTCNZAr41J/NwSsvcb82c1NfAnsOp7Fjf7ru4TN2PfJMEmeviObrn+thfWTsdaePUpu5ymnUdD8nGpGh3tSXwI3/Y7Sg+9E9w+jpDtb9XPrWz4YcDQCx6z9/PIh0RvH5D8zH4p7agsJGtTws5EY7Tqtm/zs/P4Hv/eok/victuq/VGTvYaNHXb0BNQC0RQNV/36rlXyEi9rmOb2fTpkbRN/WJK64Zm/VMejTzLQ4xhL5RcWoR1X3APgdgJGilnmPqmrNM11FpA3AlQB+XHDy9QCuFJHt5s+ur/XyG2nFImMX/u4DzrPUjz1nfAxZrv6vHlYWxzoQNaIGdOBkFjv2p10p9wAmNiV6PdzFbtbRi5Z3buhqDyAYMO5/L1jPJWuE+mAd4+QLeZEFfvTZJO56eBTveGVnzcE00LiWh4XcvD/OWBpFToEdZrcQJ54/ZLyWLa1x0mKheFRs1FCjetu8ggy1k/tpU18iP0LezU9BWt10OsYS+UXVNKKqZgGMiohrRxJVHVXVuao6VHDacVW9QlVXmf/6YjfEskXGQWfXQecHrsefG8ei+SH0eDB23K0WWk48+ozxBuFClwLqWKQxGepyWcdZ7eJ5yzs3BAJi9KL2KEPt1XPJ7U256YziK7cOYOG8EN7xyvo6h1jlE92d9lq/ucHN++P0JcYb/ef2On9d2ns4jWhYsMCFbHw8ZjdDXbnkw6qh3nvE6H5SSqn7acPGoSlDYVp1L4SbptMxlsgv7EZySQBPicidmDx6/MOerMpHujuDmN0RcFxHnc0pntiexGUXOP9I1o5m1IA+xaRnhwAAIABJREFU8kwSne0BnHZq7UM/CjWqy8dbXjELX//RiUmnRSOCv76qNQPoUro9nJbo1XPJrfaTxe0Nr1ozy5X2gWtWd+DlF7TjT/5mH177x963P7z6yln48g+nPg9ryYrP7QpiblcQz9YQUO85nMapp4TyY7zr0RarnqGu1Id6U18CP71vGDkF3vSJ/RhL5hAJG1ntwkC53P3UjNdBIpqZ7AbUvzC/qITlvWHschhQ79iXwsiYelLuATS+BlRVsXlbEheeGZsyYKFWjSr5OHbCuJ/mzQ7i+ImsL+ss53YFcfhYzVVYFXn1XLLu32/+dAj9J7Jojwk+ss7ZmxirHKUwKN94fwKrFoddefzCIcGSU8LYdcB5YOrUlt0piADdnQEMDOXqfh6esTSC5/bUFlCfs9Kdjadt0QCGEpWfl+ms5jcgFyp+bIcSOYgA6984G7M7AtiwcQj9A5X/XptRC09EM5OtgFpVb/J6IX62fGEYv/zDCHI5tZ3VeexZo67vfI8Careyf3Y9fyiN40NZXHime7enESUfY+M5/Op/jSmIn10/z7Pr8drcriC27Bz35LLXr+3CP988gExBXOLWc8naRPeRG45gLJVzHDy6sZGvmhW9YTz+nDf3rWXztjFs6hvFO1/Tife9frYrl3nGkgj+8NQYRpM5tMXsZezHkjkcHchiyR/XXz8NAPGYYMxWH+qpr5ulHltV4H/uHsatX+i19fg2+nWQiGYuu4NdVonI/4jI0yKyy/ryenF+sbw3guS44tBx+xnCx59LYukpoXyHBrdZNaBdHcZD3N3pbQ3o5m3u1k8DBSUfHvbRvuvhUSTGFG+6zD/Z6FLmdgVxciRXdqJcPdas7sAFZxgZS6/qyS8+O4Yd+9I4dsJZlr0RH+mv7I3g2IkshhLelAmMp3L48q2DWNwTwjtf7V6gt2pJBKrA9n32s9R7j7i3IREwPmUarVZDnUHJLh9uPLbFtfBdHd7XwhPRzGS30PDbAL4OIAPgFQC+C+BmrxblNyvMjYl266gzWcWTO8dx3hneZKcta1Z34J/+yhh+87dXd3t6EHlkWxJLFoSwwMUNlsGAIBIWJD3qo62q+Mm9w1i5OIwXufQRd7N0d1rTEr0J+pIp4IXLI7jrxiW2s4NOXHyWMVnT6QCOtnjpT4Tc/Eh/Ra+58biGTj6VWENcXvPR/TjYn8Gl58cdTUasppaNiXusDh8utMwDgDZbXT5KZ6jd2qS5ZnUHvvePiyACvOFltdfCFw9/mu6dQojIGbsBdVxV7wIgqrpHVT8H4HLvluUvyxZanT7sHXCfeT6F5Lh6Vu5RaN5s73sUp9KKJ7aPu9Yur5AxmMabDPXjz41j98E03nzZLFcm/zWTl8NdcjnFjv0prFrizmbTUlb0hjF/dhAPbrE/gOOuh0cwMqZTuj64/ZH+yl7jdrtZR11qtP2P70m4GqR1dwbRMyfoLKA+nEEoCCya784b47ZYAOkMKo6Xz5bpQ+1m68JYJICF80L5loBOlRr+NBPa7xGRfba7fIhIAMB2EfkQgAMAerxblr/EYwEsnBu03Yv6cbP/tBvTBKvp7gwiIBMb79y2qS+BG390AuNpxd2bR2sew15OzMPR6T+5dxid7QFcfpE3nVYaaft+o8b3Q//vCHpc3lS5vz+D0aTmM55eEBFcfHYcdz08gnRGES4xitrq5tE/kMXsWQEMJXI457QoXv2SdnznF9U3qNVqTmcAszsCrmaoG1H7DRhlH8862Ji453AavT3him3snIjHJvZBzGorfZnpMn2orfvBzuZDO5YtDGPP4do27jbq8SIi/7IbUH8UQBuADwP4vzDKPt7t1aL8aHlvBLttZj8eey6JlYvD6Orwfqd5MCiY0xn0JKAu3oV/ImEM/ADg2kEmHg14Mjr98PEM/vfJMbztyk5XWqw106a+BL7/6+H891b2DHDncdhuZjhPd6kdYjkXnx3Dzx9I4Kkd47igaHNr8XNtcDgHAXDFi+N49Us68OqXeBfUiAhWLo64GlA3qp3bGUsi+P0TYxgZy6E9Xv15vudQGisXu1PuAUx06hlN5jCrrfT1Z7OKUIk3UMDEplU3LFsYxkNbxsq+YauE7feIqBpbkYSqPqyqCQCDqvpeVX2Lqj7o8dp8ZfmiMPYdSU+a6FVKKq3YuivVkHIPy9yuII55UArQiOExsYi42ofaqoO8+v8cRE6R36zkZxs2Dk153rn5ODy3N4VIWPKlTV654IwYwiHgoa1Tyz5KdnwA8P3fDE85rxdW9Iax+1Aa2QqlC064PdSmHOtTBTsbE1NpxaFjGVcf5zZzY3GlOup0pvLocbcsWxhGNgfsP+r8jVGjHi8i8i+7XT5eIiJPA9hmfn+uiNzo6cp8ZvmiMHI5YN+Ryi/WT+8eRyqtOO/0xm2Cmzfbmwx1I7I28YhgzKWSj1J1q9/aOOT7OkivH4fte1NY2RtG0KUygHLi0QDOXRUrWUfd7Azhit4wUmnFgX53en2/7/VT64C9aOdmBdR2yj72HUkjp8ASlzYkAkY5HFC59WUmV3n0uFusNwp7aqijvnL11LIwtt8jokJ203NfBvAqAMcBQFWfAPAyrxblR8sX2esE8PhzSQQEOGdV4zLU87q8Cag720s/fdzM2sSi4lrJRzPGsTeCl9mzXE6xfV8Kqzwu97BccnYc+45kcKB/8t9RszOEbm9MnD/bqLbrag94Otp+9qwgFnQH8ZyNDPXew+52+ACMSYlA5YA6W2X0uFtOXRBCQOB4Y6IxtGocs+KCnjlBTx8vIvIv21u5VXVfUScEFo8VOHVBGKEgqtZRP/bsOFYtiaDDRj2jW+bNDmJ4NIfxVM61euFHn0ni5KgxuUwLjpVuZ23i0QCS4+5kBZud5fSKl8MrDh7LYMTjDYmFLj4rhq/dDjy0JYk3v2IisHvbFbPwtdvdGctdiyWnhBEIADsPpHHZhfVf3t2bRxCLCn5w3SLEPK7hP32JvYmJew6nERDjtcwthTXUpagq0mX6ULstWmOnj/seHcWze1L4xLu6Pa3VJyJ/s/tKvk9E/giAikhERD4Os/yDDKGgYMmCMHZXyGCNjeew7flxnO9x/+liVus8t7LUz+1N4R++0Y/lC8P4m3Vz0NPtXdYm7mKXj2ZnOb1iDa+wHueOuLj2OFgt1xoVUPf2hLG4JzSpjlpV8eCWJEJBYG6XtxndciJh4+975/76M9TpjOL+x8bwx+fEPQ+mAWNj4oH+DBKjlT/p2XM4g4XzQq72wrZqqMtNS8yZJ5fblOi2ZQvDtucFAMZjtWHjEFYsCuPKi9s9XBkR+Z3dDPVfAvh3AL0A9gP4LYAPerUov1reG8ZTO0qPKLbay2WywK//kMCKRaGGBQP5gHooi96e2rJPVsuyowNZBARobxNc/6H5mDc7hNddOsvN5U5i9KF2p+Tjna/qxL/+YHDSadOlDtLqhvDefzyInm73nlvP7U0hHAKWLfJ2Q2KhS86O4477hzE2nkM8GsDG3yWweVsSH3n7HLzh5d4916pZ0RvGll31jyDfvC2J4dEcLr+oMQHa6UvNAS/7Urigwpv5PYfSrtZPAxM11OWmJabNTZ6NKPkAjID6D1vGkEqrrTcOP38ggYP9GfzTNfMRDPi7Vz0Rectul49jqvqnqrpAVXtU9Z2qetzrxfnN8kVhHB3MTskEWZvhTgwbp58YzjV0KMA8s16z1gx18Wa+nBq1x1Y/bS/FogHXunxYG8q6O5uT5WyEC86M4akd41W7zdj13N4UVvRGGhbwAMDFZ8eRzgCPPZvEgaNp/NePT+DCM2NY+7LmPk4rF0dwdGDq37dTd28eway2gCeDkEqx6t8rlX1ks4r9R9OujRy3VKuhzpgvSY0o+QCMN4Y5m50+RsZyuPmXQzhvVRQXn9XYTxWJyH8qZqhF5KswulOVpKofdn1FPrZikXHgev5QGmcXjLJu9lCAeks+Sq0/lUZD1h+PCrI51NQ7ttChYxn8+N5hvOqSdnzyz+a6uMLWcsEZMfzk3gS27R7HuXW2ZlQ1NiQ2KpNqOee0KMJB4LpvH8fYuEIEeMmLYk2fZpkfQX4whXNOq+2+TaZy+P2TY7jiora6ns9OdHUEsXBu5YmJB45lkMkCy05xZ0KiJRoWBKR8DXW2CRlqwMjGr+gtXcZU+GkcAJx3RrTpzz0ian3VMtSbATxifq0t+L/1RQWW5Tt9TD5wNXszXHtMEItIzb2om7n+WMTKcNWXFfzmT08gGBC8bxqUd1Ry7ukxBAR49Nn6Pz04eCyDkTFtWIcPy32PjiCbm8hqqgLfvKP57Q2tgHrn/toHvPzhyTEkx7Xhb1JWLYng2QoBtdVKzu2SDxFBPCpla6jTGSugdvVqyzp1Qbhip49SrTV/8Nvhpj/3iKj1VQyoVfUm6wvGUJebik6jAgu6g2iPCXYXbXqZPcv79nKViEhdvaibuZkvZnYJqKfsY8vOcdz76CjetmZWvl3ZdNURD+CMpRFXAurtDd6QaNmwcQi5ooe7FdobzusKorM9UFfrvLs3j2JuVxDnrGpcH3oAOGNpFIeOZXBypPRrgNUyz+2AGjDqqMvVUE+UfDQmAxwJCxbNL9/pY7q21iQi7znZYu7euLppSkSwbFF4UkA9lMginVEUHy4avRnO6EVdW/u59Wu7pmSQGrX+uNkloNZOH6qKr/9oEHO7gnj7lZ1uLq1lXXBGDNueT2FkrL6svrUhcXkDNyT+//buPUyuus7z+PtbfalLEjq3DoY0EGC4mqRDCDEsGoPEwOxoiM4geNllVbw8OvuMu+rIOtFR0UcdRRQVxhgUZhW8wKBZnEFobkEFmkRQEBJU7JBOIN1Jd5p0+lpVv/3jVPW1qnPprnOqzvm8nidPd51Ud//qV9V1vv0939/3B8Ff0SnGzDh1Qc0xb0He3ZOl+dleVp+X8n2B25lDOyYWHvvOlwaZN6uKVGLqu46k4jZBDbW/JR+Q6/RRJKAu19eeiJS/yt93ucycckItf9kziHMO5xzX/bCDvgHH/3jzcSVtL3c4k8lQr1kxnTNP9i6V+j3+Yy35yG8xfvGHd/FcywArFyWGeuKG3bKzEmSz8PsiHWdgxPx86EWu3LC74CXt518c4JQTan2r9c0r5/aGpy7wfr+zY1PoR+CRp3oYTMMblo/fda/U9uQ2yvn4DW0Fn++dL0/9gsS8ZCJWtOTD70WJACfPr2F3e7rgwt1yfu2JSHk73KLEgwxnplNm9kr+vwDnnItGyu8onHJCDXf/Ksu+rgyPP9PHr37XywffOpO3rTmO//bXMwMb19yZVezvyuCcO6YFNl3djgsWJ7n2g/UlGF1xx1Lyka+DHHnptqm5h8bT46Hq6FHMq0+NU1tjbNvexwWLk+P+f+z8tHVkuO42r51gfn68BYmDvH6Z/8FfKTeqmazTFtTQN+DYsy9Nw1G2oHxgaw8n1Fdz1sn+ltA0NXfz7TuHN8UZ+3xns44XX06XbPfWZNyKlnwMLUr08Y+2hfO9Th+79g5yWsPo5+LqdXV86d86hvpjQ/m89kSkvB2uhnqGc+643L/qEZ/PUDBdWMcrXlnFFZ/cw9du62Dh/Gr+7g3B9c7NmzuzmnQGurqPvgyguydLa1uasxb6GwjAcMnHRFsXj1WwDnIwOnWQtTXG4tPiPFmkjvpI6kRf3p/hYE+W00/0t9wDhjeqCfKKTjFDnT4KlH0Uy/o3NXfztk/uZtv2Pg4czHD/E4d8HfNEz3dTczdX/tMe+gcd9z52qCSL71KJWNEuH8OLEv0NqKHwwsRV506jusq7MlZurz0RKW/hXqHls6bmbu64f/QJac++DA9sPRT4G/LI1nkzZxzd5ct8d4CzFvq7kAqGSz76Bo78D4E21UGy7KwE3/3ZATq6MsyuG/18H0mdqN87JI6V36im3Cyc75U+vbB7gFXnDmfvi2X9n/lzP798vGfoeE+fG3c1oNSKPd9tHRm+8oMOBnNLKw72ZEsytolrqL2PfpZ8nHi8t418oYB62/Y+Bgbhix+ey2tePf7qjohIMdEoKvXJps1d9A+O7ddcHpnRyfSi3t7i1eKeGUBwla977i2yKHFUVvCfdnPtze1Fv1eU6iDPO8u7fP9kgc136mcdvk70+RcHqK7y1gTIsHhtjIZ51fx5TIa6WBZ48yOHAu8aMdHrfnDMOuVSjG3iGmr/M9S1NcaC+uqhVoEjPbjN23Rnoh0lRUQKUUA9hcp5hficuuHtx4/W9p0DNMyrZnrK/5fLUMlH3/iAemTPWAe0dWZ4cFsvr5odG7etcNTqIE9rqGFGKsZvt48PqM84aXwZR8zgvW8enp/nXxxg4Qk1R7Q9c9ScuqB2XMlHsasixfj5nnD1ujriteN/H4qZ6rFNVEM9HFBP6Y88rEKdPgYGHb/5fS+vW5r0fSGuiFQ+BdRTqJxXiM+pq8KMY2qdt71lwPeFVHkTlXwUygoCZJ3xsXeWZw2uX6pixtIz4mzb0Ydzw3PU2jbI43/o45xTaobmZ0YqRtZB50FvjvM7JAZV7lHunHO8tC/NxR96kSs+uZsP/8tLRe8bK/IO6+d7QrGa9Hk+vV+lEjEGBt3QAsSRhko+fA5gF86vYc+YTh/Nf+ilp8+x+jz/F+KKSOVTDfUUKufuBNVVxswZsaMu+Wg/kGZ/VyaQ+mnwLs/GrHAf6qJXBDozZVuD66dlZyV45Kle9rSnWTCvBuccN/y4k5pq47Pvnzd01cI5x2c37eO7PzvAq0+NM6euilcOZTnD5x0SK0FTcze/eboX8NoftR/I0H4gw5kn19CyJz2q5Ctea1zymtSoGur8cb/fE4r9PvjxfpW/ytTT75iRGh04pwNYlAhe67ysG93p46Hf9lA3Pca5Z6jcQ0SOnjLUU6icuxNAbnOXoyz52NHiLU47M6AMtZmRKLKoqZyvCJSDfB3otlzZx5Yne9n6XB/vefPMoWAavDn+2LvmMG92NZ/8dhsf+OLLANz6H8Fv911uNm3uGld3DF52/6MFrop85O1zyvY9wa/3q/xmMYXqqNO5Q0GUfMDwwsS+gSy/ebqXVUtTVPkc3ItIOChDPcXKOTM6d2Y1ezuOruRjx84BqmLwVw3+t0/LS9QafQU2drl6XR3X/bBzXFawHK4IlIOGedXMm1XFb3f0sWbFNL59Ryd/1VDDZavGvz6nJ2NcekGK7/+/V8i3nu98pTRdHyrZROskiv3ul/N7gh9jG5mhHiuoDHXDvFynj9yuts1/6KOv3/F6lXtUtAduPCnoIUiEKUMdIceyW+L2nQOcsqCGeG1wL5VkPFaw5GPNium849LhHt/llP0rB2bG8bOreOSpXt70v1vZdyDDhY3Johm4X/x6fH9kvztSlDtdFTl6qfgEGeoAunyAV0rWUF89lKF+cFsPs2bEaDw9mNI2Eal8CqgjZO5Mrza20Ja7hWSzju07+zn75GBPMsVKPgBOmOtlzm/e8Cp+9PkFCqZHaGru5rmWAUasSeRH9x0sWsZRzl1qykWxjhm6KlJcMjFBhnpoUaKfI/IsPMHr9NHbn+Wxp3tZdW6KqpjKPUTk2CigjpChXtRHWEe9uz3NoV4XyA6JIxUr+QBvUZEZLKgPriSlXG3a3DUUsORNlHFW9vXwyn2dRDmasIY6oAw15Dp97Euz5cke+gfV3UNEJkc11BEyN9+L+kCaE+Ye/qnfHvCCxLxkvPjWxbva0rxqdpX6JRdwtBnncu5SU07KuSa6HKUmqqEOOKB2Dn54zyvMqati0Wkq9xCRY6cMdYQc7W6JO3b2k4gbJ88PNvubqC1e8rFr7yAnHq/sdCFHm3FW9lVKITlRDXVujbTfXT4A9uz36qdb29L09GV5cOv4NQQiIkdKGeoImTvTe7r3H2HJx/adA5x+Ym3gdYWJeOGSD+ccrW1pliizVNCxZJyVfZWpNnENdTAZ6qbmbv7vLw4O3e7td+poIyKTogx1hExPGvEaO6IMdTrj7ZYX1A6JIyXjsYIZ6n1dGfr6nTLURSjjLOUgUettztRb4I/ioLYe37S5a1S7TVBHGxGZHGWoI8TMjrh13gu7BxlMUxYBdaLWCrbN27XXu16sgLo4ZZwlaGZGMm709BXu8lEV8+7jJ3W0EZGppgx1xBxpQL1jZz9AYFuOj5SMewF1Njv6hLxrr1cDeeLx+rtQpJwl4rGiXT6CWJCojjYiMtUUUEeMF1AffrfE7S0D1E2P8ao5wZ9gErlFTf1jstStbWkStTZqG20RKT+phBXdKTGIHtTqJy4iU02pvYiZW1fFvq4MzrkJL7Nu3znAmSfX+n4ptpBk7sTXO+BIJoaP79o7SMO8amLajEGkrKXisSI11MG0zMuXQW3a3EV7R4b62VVcva5O5VEicswUUEfMnJlVDKbhlUNZ6qYXzuz29mXZ+dIgr1ua9Hl0hSVzfWzH1lHv2psuixpvEZlYMmH0FqqhzgZT8gFaXyAiU0slHxGTb503UR3187sGyDo4K+Atx/MSBfrYDgw69u5Pq35apAIk4zF6CmWo08H0oBYRmWoKqCNmaLfEIr2om5q7+dS/tgPwtds7aGru9m1sxSRqx2eo9+xLk3XQME8dPkTKXSpRrMtHcBlqEZGppPRexEy0W2JTc/eojUD2HciUxWYHhUo+1OFDpHKk4rGCmzOlM47qagXUIlL5lKGOmHxHjEIB9abNXeM6aZTDZgeFSj7yAbUy1CLlL1k0Q62SDxEJBwXUEVNTbcyaESvYOq9cNzsoVPLR2pZm9nExpiX1EhYpd8l4jP5BRyYzOqhWyYeIhIWikQiaU2Rzl3Ld7KBYyYd2SBSpDKlErvXlmF7U6bRThlpEQkEBdQTle1GP9ebXTht3rBw2Oxgq+egfWfKRVkAtUiGSud/hnjG7JQbVh1pEZKppRVcEzZ1ZzfaWgXHHX9iTpqYaZk73MtjlstlBfmOXvlx2q6s7wyuHslqQKFIhimaoM24o2JbK9sCNJwU9BJFABRKRmNlMYBOwCHDAe4AdwI+BhUAL8DbnXGcQ4wu7uTOrONCdZWDQUVvjneh2tw/y8LYe3rZmBu9/y6yARzhaVZVRU+3tlAhe/TRoQaJIpUjlM9T9hTLUQYwo3HSOFfFfUKmBbwD3OOfOAhqB54BrgPudc6cD9+duSwnke1F3vDJc9vGTpoNUVcHfvuG4oIY1oeSIrYvVMk+ksuTXQYzdLVFt80pG51gRn/keUJvZccAq4GYA59yAc+4AcBlwa+5utwLr/R5bVIztRd3RleGeR7u5ZOX0obZ65SYRt6GSj11701RXwfw5CqhFKkEyUaSGOq0uH1NN51iRYASRoT4VaAe+b2ZPmtkmM5sGHO+cewkg93FeoS82s/eb2VYz29re3u7fqENkOKD2SifufPAgmQxcsWZGkMOaULLWRmWoT5hbTZVOxCIVoWgNdVYlHyUwZefYgd4O/0YtUuGCCKirgWXATc65c4FDHMWlJ+fcRufccufc8vr6+lKNMdTyAXX7gQzdvVk2bznIqnNTLCjjmuREbWyobV5rW5oGdfgQqRjFa6iVoS6BKTvH1iZnl2qMIqETREDdCrQ65x7P3b4D75d/r5nNB8h9bAtgbJEwIxWjtsbYdyDD5i0HOdTnuHJtedZO5yVzJR+ZrGN3+yAnzlO5h0ilKFpDrT7UpaBzrEgAfA+onXMvA7vM7MzcoYuBZ4HNwFW5Y1cBP/d7bFFhZsydWcWefWnufPAgy89OcMZJtUEPa0KJuFfysbcjw2Aa9aAWqSCJuGFWpMuHFiVOKZ1jRYIRVJrvfwI/NLNa4AXg3XjB/U/M7L3Ai8DlAY0t9Jqau2nvTLOn3auhPvO/lH9w6pV8pGlVhw+RimNmJONWsA+1Sj5KQudYEZ8FEpU4554Clhf4r4v9HkvUNDV3c91tnQymh4/dcX83J7+qJvANXCaSL/nIt8xTDbVIZUnGY/QW2ilR+7pMOZ1jRfynt7KI2bS5i/6B0Vmi/kHHps1dAY3oyORLPnbtTTM9acycrpeuSCVJxo0e9aEWkZBSVBIx7R2ZozpeLvJdPna1DXLi8TWY6SQsUklSidioGups1pHNopIPEQkFBdQRUz+78JL6YsfLRTJupDPQsmeQBnX4EKk4qTE11Onc3/Dq8iEiYaCAOmKuXldHvHZ0Rihea1y9ri6gER2ZRK7tVufBrDp8iFSgZGJ0DXU64wXXylCLSBgo1Rcx+YWHmzZ30d6RoX52FVevqyvrBYnglXzkKaAWqTyphNEzKkOdD6iDGpGIyNRRQB1Ba1ZML/sAeqz8xhCglnkilWhsl4+hkg8tShSREFDJh1SEfMmHGSyoV0AtUmnGdvlIp1XyISLhoYBaKkIy7r1U582qIl6rl61IpUklYvQPOjJZL5BO55LVKvkQkTBQZCIV4ek/9QGwtyPDlRt209TcHfCIRORopBJeJjrf6UMZahEJEwXUUvaamru5/d5Xhm63dWS47rZOBdUiFSR/lSlfR60uHyISJgqopext2tzFwODoY/0D5b+7o4gMyy8sztdRDy9KDGpEIiJTRwG1lL1K3d1RRIalErkMdb8y1CISPgqopexV6u6OIjIslc9Q52uoFVCLSIgooJayV6m7O4rIsGRiTA112juuLh8iEgaqXpOyV6m7O4rIsPE11MpQi0h4KKCWilCJuzuKyLBiNdQ12ilRREJAJR8iIlJy42uoveNVOguJSAjorUxEREouvw5CfahFJIwUUIuISMnFYkYybsMZ6vxOiSo8FJEQUEAtIiK+SCViI2qovWPKUItIGCigFhERXyTjRu+YLh81CqhFJAQUUIuIiC9SiRg9faMz1FXqQy0iIaCAWkREfDGqhlqLEkUkRBRQi4iIL7ySj/xOiepDLSLhoYBaRER84S1KzGWovbhaJR8iEgoKqEVExBepRIyeETslxgyqYspQi0jlU0BgCmgKAAARxklEQVQtIiK+GNXlI+2UnRaR0FBALSIivkjGjb4BRybrSGe0IFFEwkMBtYiI+CKV8E45ff2OwYzTgkQRCQ1t+ioiIr7IB9Q9/VkyGS1ILHdnnFTLAzeeFPQwRCqCMtQiIuKLZNzLSPf2OdIZp10SRSQ0FFCLiIgv8gF1T182tyhRAbWIhIMCahER8UW+5KO3P78oMeABiYhMEQXUIiLii5E11IMq+RCREFFALSIivhhZQ53JqA+1iISHAmoREfHFqBrqDGqbJyKhoYBaRER8MaqGWosSRSREFFCLiIgvErW5ko/+LOmsFiWKSHgooBYREV/EYkYybvT0OQbTWpQoIuGhgFpERHyTjFtup0SVfIhIeCigFhER36QSMfWhFpHQUUAtIiK+ScaN3r4s6YyjWl0+RCQkFFCLiIhvUokYPX3OC6h1BhKRkNDbmYiI+CZfQz2YVh9qEQkPBdQiIuKbZCI2YqdEBdQiEg4KqEVExDepuHl9qDNOixJFJDSqgx6AiIhERyoRo6ffgYNqZahFJCQUUIuIiG+ScaOv3xGLKaAWkfBQyYeIiPgmGfdOO9ks1CilIyIhEcjbmZm1AAeBDJB2zi03s9nAj4GFQAvwNudcZxDjExGR0kglhrPSWpRYGlN1jn3+xQHe8KEXj+hnPnDjSZMYsUjlCzJDfZFzbqlzbnnu9jXA/c6504H7c7dFRCREUonh045KPkpK51gRH5VTycdlwK25z28F1gc4FhERKYFkfDiIVpcPX+kcK1JCQQXUDrjXzLaZ2ftzx453zr0EkPs4r9AXmtn7zWyrmW1tb2/3abgiIjIV8jXUoAx1CU3JOXagt8On4YpUvqCWhFzonNtjZvOA+8xs+5F+oXNuI7ARYPny5a5UAxQRkak3soZaOyWWzJScY4+bt0TnWJEjFEiG2jm3J/exDbgLWAHsNbP5ALmPbUGMTURESic5ooa6SiUfJaFzrIj/fA+ozWyamc3Ifw6sBZ4BNgNX5e52FfBzv8cmIiKllRpZQx1Thnqq6RwrEowgSj6OB+4ys/zPv805d4+ZPQH8xMzeC7wIXB7A2EREpIRG1lCrD3VJ6BwrEgDf386ccy8AjQWO7wcu9ns8IiLin5FdPtSHeurpHCsSjHJqmyciIiEXixmJXFBdo4BaREJCAbWIiPgqX0etRYkiEhYKqEVExFf5Omr1oRaRsAjdkpDBwUFaW1vp6+sLeihyGIlEgoaGBmpqaoIeioj4KJnrRa0+1CISFqELqFtbW5kxYwYLFy4kt8pZypBzjv3799Pa2sopp5wS9HBExEepXIZaJR8iEhahK/no6+tjzpw5CqbLnJkxZ84cXUkQiaD8bolalCgiYRG6gBpQMF0h9DyJRFN+t0RlqEUkLEIZUIfZ6tWr2bp1a9DDoKWlhdtuuy3oYYhIBcr3otaiRBEJi8gH1E3N3Vy5YTcXf+hFrtywm6bm7qCHNKUymUxJvu+xBNSlGouIVI6m5m4e2toDwEe/3ha691wRiaZIB9RNzd1cd1snbR0ZHNDWkeG62zqn5A1+/fr1nHfeebz61a9m48aNANxzzz0sW7aMxsZGLr7Y27Cqu7ubd7/73SxevJglS5Zw5513AnDvvfdywQUXsGzZMi6//HK6u8ePqdh9Fi5cyOc+9zle+9rX8tOf/pTbb7+dxYsXs2jRIj7xiU8Mff306dP5xCc+wXnnnceaNWtobm5m9erVnHrqqWzevBnwguCPf/zjnH/++SxZsoTvfOc7AFxzzTU88sgjLF26lOuvv77o/R566CEuuugi3vGOd7B48eJJz6uIVK78e25PvwNgX9fUveeKiAQpdF0+RvrWTzv5c+tA0f9/9i/9DKZHH+sfcHzlBx384teHCn7NaQ21/P3lsw77s7/3ve8xe/Zsent7Of/887nssst43/vex5YtWzjllFPo6OgA4Nprr6Wuro6nn34agM7OTvbt28fnP/95mpqamDZtGl/+8pf52te+xqc//emh73+4+yQSCX71q1+xZ88eVq5cybZt25g1axZr167lZz/7GevXr+fQoUOsXr2aL3/5y7zlLW9hw4YN3HfffTz77LNcddVVrFu3jptvvpm6ujqeeOIJ+vv7ufDCC1m7di1f+tKX+OpXv8rdd98NwMaNGwveD6C5uZlnnnlG3TxEIm7T5i76B9yoY/0Djk2bu1izYnpAoxIRmbxQB9SHMzaYPtzxo3HDDTdw1113AbBr1y42btzIqlWrhoLK2bNnA9DU1MSPfvSjoa+bNWsWd999N88++ywXXnghAAMDA1xwwQWjvv9jjz024X2uuOIKAJ544glWr15NfX09AO985zvZsmUL69evp7a2lksvvRSAxYsXE4/HqampYfHixbS0tABeFvz3v/89d9xxBwBdXV388Y9/pLa2dtR4JrrfihUrFEyLCO0dhcu+ih2XYJ1xUi0P3HhS0MMQqQihDqgPl0m+csNu2gq8kc+bXcX1/+v4Y/65Dz30EE1NTTz66KOkUilWr15NY2MjO3bsGHdf59y4bhfOOd74xjdy++23F/0Zh7vPtGnThu5XTE1NzdDPjsVixOPxoc/T6fTQ13/zm9/kkksuGfcYx46n2P3yYxGRaKufXVXwPbd+ttp9iEhli3QN9dXr6ojXjg5m47XG1evqJvV9u7q6mDVrFqlUiu3bt/PYY4/R39/Pww8/zF/+8heAoZKPtWvX8q1vfWvoazs7O1m5ciW//vWv+dOf/gRAT08Pzz///KifcST3AXjNa17Dww8/zL59+8hkMtx+++28/vWvP+LHcskll3DTTTcxODgIwPPPP8+hQ4eYMWMGBw8ePOz9RETySvWeKyIStEgH1GtWTOej75jFvNlVGF5m+qPvmDXpWr5LL72UdDrNkiVL+NSnPsXKlSupr69n48aNvPWtb6WxsXGoJGPDhg10dnayaNEiGhsbefDBB6mvr+eWW27h7W9/O0uWLGHlypVs37591M84kvsAzJ8/ny9+8YtcdNFFNDY2smzZMi677LIjfixXX30155xzDsuWLWPRokV84AMfGHps1dXVNDY2cv311xe9n4hIXqnec0VEgmYTlQSUu+XLl7uxPZmfe+45zj777IBGJEdLz5eIRJmZbXPOLQ96HIUUOseKRNlEv6+RzlCLiIiIiEyWAmoRERERkUlQQC0iIiIiMgmhDKgruS48SvQ8iYiISBiELqBOJBLs379fwVqZc86xf/9+EolE0EMRERERmZTQbezS0NBAa2sr7e3tQQ9FDiORSNDQ0BD0MEREREQmJXQBdU1Njba5FhERERHfhK7kQ0RERETETwqoRUREREQmQQG1iIiIiMgkVPTW42bWDuw8hi+dC+yb4uFUIs2D5gA0B6A5AM0BBDMHJzvn6n3+mUfEzA4CO4IeR4mE+fWux1Y6RX9fKzqgPlZmtrXYXuxRonnQHIDmADQHoDkAzcFYYZ4PPbbKVM6PTSUfIiIiIiKToIBaRERERGQSohpQbwx6AGVC86A5AM0BaA5AcwCag7HCPB96bJWpbB9bJGuoRURERESmSlQz1CIiIiIiUyJyAbWZXWpmO8zsT2Z2TdDj8YOZfc/M2szsmRHHZpvZfWb2x9zHWUGOsdTM7EQze9DMnjOzP5jZP+SOR2YezCxhZs1m9rvcHHw2dzwyc5BnZlVm9qSZ3Z27Hak5MLMWM3vazJ4ys625Y5GaAwAzm2lmd5jZ9tx7wwVRnIexwn6eLPT6r1RhPr8XeWyfMbPduefuKTP7r0GOcaRIBdRmVgV8G/hr4Bzg7WZ2TrCj8sUtwKVjjl0D3O+cOx24P3c7zNLAR51zZwMrgQ/nnvsozUM/8AbnXCOwFLjUzFYSrTnI+wfguRG3ozgHFznnlo5oQRXFOfgGcI9z7iygEe81EcV5GBKh8+TY13+luoXwnt9vYfxjA7g+99wtdc79h89jKipSATWwAviTc+4F59wA8CPgsoDHVHLOuS1Ax5jDlwG35j6/FVjv66B85px7yTn329znB/FOnAuI0Dw4T3fuZk3unyNCcwBgZg3A3wCbRhyO1BwUEak5MLPjgFXAzQDOuQHn3AEiNg8FRPI8WanCfH4v8tjKVtQC6gXArhG3W3PHouh459xL4AWbwLyAx+MbM1sInAs8TsTmIVfq8BTQBtznnIvcHABfB/4RyI44FrU5cMC9ZrbNzN6fOxa1OTgVaAe+nyv/2WRm04jePIwVhfNkodd/mIT9Nfz3Zvb7XElI2ZSzRC2gtgLH1OYkQsxsOnAn8BHn3CtBj8dvzrmMc24p0ACsMLNFQY/JT2b2JqDNObct6LEE7ELn3DK8y/ofNrNVQQ8oANXAMuAm59y5wCEq99L4VIrCeVKv/8p1E3AaXtniS8B1wQ5nWNQC6lbgxBG3G4A9AY0laHvNbD5A7mNbwOMpOTOrwQumf+ic+/fc4cjNA0Du0vZDePVpUZqDC4F1ZtaCdyn7DWb2A6I1Bzjn9uQ+tgF34V3mj9Qc4J0PWnNXaQDuwAuwozYPY4X+PFnk9R8moX0NO+f25hJDWeC7lNFzF7WA+gngdDM7xcxqgSuBzQGPKSibgatyn18F/DzAsZScmRlereRzzrmvjfivyMyDmdWb2czc50lgDbCdCM2Bc+7/OOcanHML8X7/H3DOvYsIzYGZTTOzGfnPgbXAM0RoDgCccy8Du8zszNyhi4Fnidg8FBDq8+QEr/8wCe1rOP+HQs5bKKPnLnIbu+RarHwdqAK+55z7QsBDKjkzux1YDcwF9gL/DPwM+AlwEvAicLlzrmKK/4+Wmb0WeAR4muHa2U/i1VFHYh7MbAneApUqvD+mf+Kc+5yZzSEiczCSma0GPuace1OU5sDMTsXLyoFX9nCbc+4LUZqDPDNbirc4tRZ4AXg3ud8NIjQPY4X5PFns9R/gkCYlzOf3Io9tNV65hwNagA/k68WDFrmAWkRERERkKkWt5ENEREREZEopoBYRERERmQQF1CIiIiIik6CAWkRERERkEhRQi4iIiIhMQnXQAxARERGJEjPL4LVxzVvvnGsJaDgyBZShFgkRM5tjZk/l/r1sZrtzn3eb2Y0l+Hm3mNlfzOyDE9zndWb2rJmVTQN+EZGA9Trnlo7415L/D/MoPqsw6kMtElJm9hmg2zn31RL+jFuAu51zdxzmfgtz91tUqrGIiFQKM+t2zk0fcXsh8J/Ag8AFwHrgbbl/ceAu59w/5+77T8B/B3YB7cC2Ur7Py5HRX0AiEWBmq83s7tznnzGzW83sXjNrMbO3mtm/mNnTZnaPmdXk7neemT1sZtvM7Jdjtnwt9nMuN7NnzOx3Zral1I9LRKRCJUdcTczv3Hgm8G/OuXNzn58OrMDbGfA8M1tlZufhbQd/LvBW4PwAxi4FqIZaJJpOAy4CzgEeBf7WOfePuTf2vzGzXwDfBC5zzrWb2RXAF4D3HOb7fhq4xDm328xmlnD8IiKVrNc5tzR/I5eh3umceyx3aG3u35O529PxAuwZeNnqntzXbfZrwDIxBdQi0fSfzrlBM3saqALuyR1/GliIlx1ZBNxnZuTu89IRfN9fA7eY2U+Af5/qQYuIhNihEZ8b8EXn3HdG3sHMPgKoVrcMqeRDJJr6AZxzWWDQDS+myOL9oW3AH0YsmFnsnFt7uG/qnPsgsAE4EXjKzOaUZvgiIqH2S+A9ZjYdwMwWmNk8YAvwFjNLmtkM4M1BDlKGKUMtIoXsAOrN7ALn3KO5uuoznHN/mOiLzOw059zjwONm9ma8wHq/D+MVEQkN59y9ZnY28GjuKmE38C7n3G/N7MfAU8BO4JH81+S7LTnn/jWAIUeeAmoRGcc5N2BmfwfcYGZ1eO8VXwcmDKiBr5jZ6XgZ7vuB35V2pCIilWdkh4/c7Ra8MruRx74BfKPA134Bb01LvptT/rgC6QCpbZ6IHDO1zRMRCY4f7VHlyChDLSKT0QVca2Zzi2VHzOx1wI3APl9HJiIScs65zwQ9BvEoQy0iIiIiMgnq8iEiIiIiMgkKqEVEREREJkEBtYiIiIjIJCigFhERERGZBAXUIiIiIiKT8P8BCqWmH8XZY4gAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# HRV and BPM histo\n",
+ "histo_func(15,peaksA,t.values,colA,'accelerometer')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "In this case it is clear that __signal.find_peaks__ fails in finding the true peaks around $55\\;s$. For this reason we implemented a simple algorithm to fix the position of evident misdetected peaks. This function looks for large differencies in consecutive periods (time intervals between consecutive peaks) and tries to reduce them moving the wrong peak to the nearest maximum."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def single_fix(time,peaks,data,thr, r = 0.5):\n",
+ " \"\"\"\n",
+ " time: array of time\n",
+ " peaks: array of peaks\n",
+ " data: array of signal\n",
+ " thr: vertical threshold above which the peak is not changeable\n",
+ " r: horizontal range in which the algorithm can move a peak\n",
+ " \"\"\"\n",
+ " peaks_time=time[peaks]\n",
+ " period = peaks_time[1:]-peaks_time[:-1]\n",
+ " \n",
+ " peaks_new=peaks.copy()\n",
+ " diff_mean=np.mean(np.abs(period[1:]-period[:-1])) #check parameter for modification condition\n",
+ " for i in np.arange(1,len(period)-1): #cycle on all peaks\n",
+ "\n",
+ " peaks_time=time[peaks_new]\n",
+ " period = peaks_time[1:]-peaks_time[:-1] \n",
+ " to_check=np.abs(period[i]-period[i+1])\n",
+ "\n",
+ " if to_check>1.5*(diff_mean):\n",
+ " if period[i]-period[i+1]>0 and data[peaks_new[i+1]] < thr: #Subsequent period decrease case\n",
+ " array=data[(timetime[peaks_new[i+1]]-r)] \n",
+ " der = array[1:]-array[:-1] #derivative of the signal data\n",
+ " change=[]\n",
+ " for d in range(len(der)-1):\n",
+ " if der[d]>0 and der[d+1]<0: change=np.append(change,d+1) #simple maximum condition\n",
+ " if len(change)>0:\n",
+ " peaks_new[i+1]= peaks_new[i+1]-len(array)+change[-1] #peak changed\n",
+ " peaks_time=time[peaks_new]\n",
+ " period = peaks_time[1:]-peaks_time[:-1]\n",
+ " if np.abs(period[i]-period[i+1])>to_check: #Check the improvment of solution\n",
+ " peaks_new[i+1]= peaks[i+1]\n",
+ " \n",
+ " elif period[i]-period[i+1]<0 and data[peaks_new[i+1]] < thr: #Subsequent period increase case\n",
+ " array=data[(time>time[peaks_new[i+1]]) & (time0 and der[d+1]<0: change=np.append(change,d+1)\n",
+ " if len(change)>0:\n",
+ " peaks_new[i+1]= peaks_new[i+1] + change[0] +1\n",
+ " peaks_time=time[peaks_new]\n",
+ " period = peaks_time[1:]-peaks_time[:-1]\n",
+ " if np.abs(period[i]-period[i+1])>to_check:\n",
+ " peaks_new[i+1]= peaks[i+1]\n",
+ " return peaks_new\n",
+ "\n",
+ "#Implemented iteration possibility of the function\n",
+ "def fix_peaks(time,peaks,data,thr,r,iteration,color,ylabel): \n",
+ " peaks0 = peaks\n",
+ " for j in range(iteration):\n",
+ " peaks_new = single_fix(time,peaks,data,thr, r = 0.5)\n",
+ " if all(peaks == peaks_new):\n",
+ " print('fix_peaks exited after %s iterations' %j)\n",
+ " break\n",
+ " peaks = peaks_new\n",
+ "\n",
+ " plt.figure(figsize=(15,5))\n",
+ " plt.plot(time,data,color=color)\n",
+ " plt.plot(time[peaks0],data[peaks0], 'rx', label='old peaks')\n",
+ " plt.plot(time[peaks_new],data[peaks_new], 'gx', label='new peaks')\n",
+ " plt.xlabel('Time [s]')\n",
+ " plt.ylabel(ylabel)\n",
+ " plt.legend(loc='upper right')\n",
+ " return peaks_new"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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RRx0VW76nuIJ4ngchBM4880y/7H/+85/44Q9/iJdeegnTp0/HQw89hKeffhonnXQSNm3a5N/b3NyM+++/H6LUUSNGjMCyZctw8MEH4/LLL8cVV1xRcX84oc/BwYENsRVZPxyqi3xnBx7du/aMn1RsFLYyDUeupRWfXzcW9454Al/cNM4JfA5VQb6zA6cvvdQXfGSMWz0IPjaoidLGfvbirTJRWv6lPG5YegOmHDUFNyy9IRLjlxZ23nlnDB8+HLNnzwYACCHw1FNPAQDGjh2LRYsWoaGhAYMGDcLIkSNx4403aq1sDz74IN555x1s3LgRf/zjH9Hc3IxPfepTmDNnDt566y0AwDvvvIP//Oc/WLt2LXbYYQcMHjwYb775Ju6///5QWVdccQV23313nH/++QCA119/He9///vxla98BZMnT8bf/va3ip/dCX0ODg5sFLYm84dD1aBqvNNi/BLFqkmhbysb6vnODvxppyU45YUxmDNo8VbBdDvUHl3L5+H2Udf4go+0Om8Ngk8kUVrv1pcoTcbwzfriLFyRu8J39cxK8Lvzzjvx29/+FoceeigOPPBA3HvvvQCKlsF9990X48aNA1C0/K1btw4HH3xwbDlHHnkkvvrVr2LkyJE49dRTMXr0aBxwwAG46qqrcPzxx+OQQw7BcccdhxUrVuDQQw/FqFGjcOCBB+Lss89Gc3NzpLxrr70WmzZtQltbG5555hk/GczUqVPxve99r+LndjF9Dg4ObDiZzyELSI33lWu/CKAc49e1fF5FFqdgrNq4Ey/BkvuvtcaqlS19iatNjGlTT0TTAZ8OPXO+swNdy+dlyghKoftbg67A/MFfQ/tudxT7CXAWP4dM0dY+F6vX9QGPvOZ/l2tp3arGnecV99aevnrdYPXP1fV6VyiGT8b4db3eldjNc9iwYXj22Wf9/ydPnuxfDx8+HA888EDsfQsWLPCvzzjjDJxxxhnaOvbcc0/86le/inz/pS99CV/60pci3996662x5bz88sv+9S233OJff+Yzn9HWnQTO0ufg4MDG1mb94MBlQEwOVeMNIBWNdzBW7Yyvf5KUGVAO8VooOGqVxVQK3bsd9E0AwNCmC7Yaa4tD7dFbt8IODTI6LM01Z6DsR23NbRHhLjc8h7bmthq1qD7hLH0DFEKISACpg0O14Cx9ekiGXVpHJMPuMiDWFrmWVuTunYXZI5bg0k2ElOilQd5Xg8Gea2nFTCEwYfFknPdkJ36zuTpZTKVw/dysdwAUmdCtzdriUDv09tW6BTWGB0Ckq1TtD/tRvXKqZ511Fs4666xaN4MFZ+kboHCWFjMGinZroMKNPz1yLa34w+hrcNriybjgkvo7aHegIpgS/RaxyBqrVkv3TgDo2+c8NHc34aqG2mUxddPcoZrY2i19EmkmSgse/H7uBTU6/7Bepb4BiJoJfZ7n7et5Xt7zvOc9z3vO87yLSt/v5nneg57nvVj63LVWbezPqBUjMlAgtVsP3/MzrFzdW9NDnusRwkl9Row78RIc2d2E63dZVNNjB+oZHMWOnP9fWPt9rB08G9fvf7U1QUytj2x46qFrsXBoF85565M1y2LqLPoO1UTfVm7pk7JR2onSci2tOHpFE2bs8TgmblPdg99F4FnccpIuRIJxUktLXy+AbwshPgFgHIBvep53AIDvAHhICPExAA+V/ndQsLWlEeciGMMz8ZvuvKm04YafGY/eWzxv6r9e3LrOm6ompGLnobt/BiGEUbEjY9V69/4GAODQYy+yxqrJ/bSvBoM939mBn66Zglx3O8YdP7fq6evlIzc2OBW9Q/XgskIXkXY35Ds7MP+DxWNwZvQ+VrV1ZNCgQVi1apVTEmcAIQRWrVqFQYMGse6rWUyfEGIFgBWl63We5z0PYB8ApwA4pkT2OwDzAVxWgyb2OziNCQ+5llZ8/sHZuHnEYkx655NO4EsRztKsR76zA2c+1YZcdzve+8C5mDV2tsuAmAFkZs/TFk/G5x6cgz/vskSr2JGxanc8twIA0NNrj1WrZSKXruXzcOnOV+KBwV+F1wDkTkkniykVcn43uAAQB4eqQaZpSHPNkcqwE1d+D92Dz8H/HDSravvR0KFD0d3djXe738La9/rwzvYe1qxszLTOrQmDBg3C0KFDWff0i0QunucNAzAKwBIAe5UEQgghVniet2cNm9avEFSWOIWYHcHzpmYPXYzTOjsc050SnEZWj67l8/A/B03DL9ZOwPZI79gBhyhyLa04cs5M3DpiMaYUxlv714/TI4xfqZ2uhYKjrX0ubrlvNfDaWkhjWzUTqsjucbnCHKqJrX1bkfMtTcOY9HL41eIJwLoCDj/+IszaoaEq+9G2226L4cOH44XF7+Gnv38Hxxz2fnz/nA9kWqeDGTXX43metyOAuwFcLIRYy7jvXM/zlnqet3TlypXZNbA/wQl9ZEjt1gXbX4G1g2ejffepVXWPqne48adHW/tcHH78RaHvtraDdquFh+7+GRYOLbotUdxoCwxBTg7xWnkmyXobauFi6YQ9hxrA7StFpNkPkYPf+6q/H8m1bCC83npPAlhToc/zvG1RFPjuFELcU/r6Tc/zhpR+HwLgrbh7hRA3CSFGCyFG77HHHtVpcI3hLH10SO3WLgecDwDYz503lSrc+DNDph53lpLskO/swH93XYpcdzvWDp5NinuTwh5FkJNjvNbx02mMocSMTA0evd6ZLgc93L5SRJZxxH21yJDqJ8Xq/y+4VmekVgu1zN7pAfgtgOeFEMEV/k8Azixdnwng3mq3rb8iOF/6/9SpLbI65NmhCBeXbYYUFAbAHlcxasWkdy2fh9tHXYNVgycCKCdvMil2fI0zR+ir9TtMoX4uI1POIlh53VzItv7vrJ9h46ZCv2S6nGCaDWo91WoNefZylvtGT2/1e5mz7tYawSMupnx/fN0duVTLmL5mAF8F8IzneU+WvvsugKsBzPI87+sAXgFwWo3a168xECZPf4CztGQDN/7M8NP917YZVUGtDv9ta5+Ld9f1AY+85n9HjXujWO9qfWRDmmuXjCudsHgyvvTo3Zi5/eNGRiaLhBJUBBP0HHnvLDy2b1e/Y7r6w4HX9YitfV/xlS0ZxBH3lcqsRR/Xei3l4uDchWieMxNXjViIKdvbY8UHEmqZvXMh9JEDn6pmWwYKgskHBoKZ3KF+UWuXN4f+g6BAcXTnTDyyd/WY9J6eZONwILl3plV7rqUVzXNm4voRi+xJb/yEErV5dpmg594RT5AS9FQbuZZWzBQCExZPxtld9+DmwqJ+J5gORNQbXzNt6oloOuDToXGR7+xA1/J5Rq+jLPqhfARN6kXT21C7qlnIdxaPXJrw8ljcsNdC5OooCWDNE7lsTajUJSTk3jlQZk+NUdZYuw5LE647zSi7s2wdHZVraUVzdxPu/sgTOG/76h3+28OMT/HXA0Yil3p5hZKRoSa9AezPnpWbY5K2Vhsfbb4Qzd1NmLb9Y5i0/ZF1wxTWEvUy1yTYbtUZZO+UKIcc1MC9cwBlcsl3duD8f34Hue527PDhzqqfkZo1nNBXRVQaIOqEPj6cd2c2cIY+M7a2+Rlk0n+zuXqH/ybtZ9KRDaK2cZlprl1yr+EkvQHsbmZZJD1I2tZq44n7f162BvRTwbTW4CoF6m3dDMaHtV1+JDk+LIt+6GMksUobQvnsz+haPg/X7381K1Z8IMEJfVVEcAG49Dv0BUDCJXJJDtdf6aLeNue0sbVY+IAok37rodOqxqQnZWBIRzbUOJFLmnF1MpsxlZGRAqet6lDSgx+kk/SA29ZaIN/ZgUn/KFoDdvpI/VkD0gJXKTBQVk2OMJtracVRrzXhmkEEi3CWlj7fXT39sm0YSDF9be1zcUiufo9cckJflZFraUXzq02Y/j6+S0hwvgyEydMvUKNMLvWe3S3OUlLvz8zB1jQ/VSZ97GcvTo1JtwrPzH7mZKXsL4xKGgqEpNmMKVW/72OT0PxqE65qWJiKm+NAyLzctXwervtY0RrQ0NA/BdP+AF8psHgy/uvLY61KgVrPNSqkMPvgnJ+hryCMwmy+swOP7E1zVfaVLRn2Q20TuQyMFyyPXBoYreXBCX1VRiWxCib3Tsdw9y/ITeHPf5gOIcybwkBEXEyUfOa5d03H5i21SbXeX+ZBPW4WOqhMel8hPSbdJpxxNeIc65mvGR8gjEqaKMc+2p99yf3XYuHQLpz95ritxs2xrX0uPjH+QgBAQ0Oxs/qbYNpfkGtpxXFvj8G9I57A18QRRqXAQJlqUpg9vetSnH3eJ7XCbHK36vQ7QgqUWZ4BqIN8r94ASacu+2hgtJYHJ/RVEZXGKgS1JKrGpN4PlKwU1d5Mci2tmHHQNJz1ZBvOv7i57s56ids35Eb4tb+34axJR6T2zBxBrr/Mg/5iJaoF4rLDcd5heJ0z15VUc8y5j5L0pd5AtYjmOztw1dvtyHW349Cj/7JVuTnKcZ4mH9tflFZpIt/Zgb9+4Amc8sIY3OYtMo6NgWIJAkoZZrubcNs+S7QWbrZbdYZHpdTyGJaB9F6B+t63ndBXRVQaq2CK6Qu6UXzjW+kx3AMdtVQsDRtzAY7sbsJvdnu87rK76RZFuRHetZ9+I+SCI8gF58GFrbUTtvu70Jclc9kXk1GT8w6DfWaLP0nav5S05bWP6avh4kU8JLpr+Ty073ZV0c3R27rcHLPISNhflFYUUNYQ2f4J63+AtYNn47qPXm1UCvTT5TIWFK+tpK7KWa45NYnpy6DMLPewek5U54S+KqLSWIWQ0BczcXMtrTh6RRNu+sDjOG+76qVNd4jHMw9fh4VDu3DGq/WX3U3n8vbwPT8zboRJFuqgIHfZd+3JIuTxAb8cvKhmwnaawl4Wm1uWzGWcQBVM+PHf/2+c8R2GY5fNHZm0n2nunbXN3ilRy/ptzE9b+1zsM/qC4j/e1uXmKNKX+ULzpL8rbylriFR09+1zLgDgwGMuNCoFBopVPasMs+XD2bMw9ZXKrsGCkkWVWe5hWczt/gIn9A0gBNeBuMGY7+zA/CGltOlbqpc2fSCg2utcvrMDrS8Vs7vteeC9def2FNef+c4OfOmJS40bYdKF+uhTLimdiWVPFtEfzvhK050li80tKEhzUolTEGfpk3WevHosZg5bgv/e/El9XUFLn9W9k9c21jlYW3FMnwRlHEvLQUM9BsAY4KehT3l85FpacdK7Y3HTBx7HWTDHwNUSwTXk8vZ4ZZxUdPeVEmMULPG+A2WmdS2fh9+Pvib9DLNZunciu7JtyKLO4Pi75NJ0vXpEf3fVqQBO6BtIMCRyUTVPt426pq6EDBVU6wcnW1+a6Fo+Dz8bXszu5qH+3J7i+rNr+TzcPsq8EcrvTls8GWcZAuBVPHQPTZDrL2d8ZaX9n3RRetp/aRElpRJnQOc6me/swJ8HL8EpL4zBXds9rn0nBcM6Z6LlgCTM1Hjf988JrE3lAHj9O0ByNKSGrKxS+c4O/HmX4jy5FeYYuFrj0E9dhObuJly9nUUZJ5UtGblrVxtt7XPRfPIloe/SsHBnya/I+UlxbU8bWfFfR5WUwdfumK5Xz0AZh0nghL4BBNORDZG06Seklza9P4J9/k+VJ3Fb+1yMOPJboe/qye0pjuFpa5+LMZ+9OPRd3DPLuL/fDVlMWqjznR04Y6nZgijRX874kv2T1rDLtbTihFVj8JvdHseZKWn/s7KIxln65Pz85nZXYO3g2Ziyx1TtOwzF9GU0b0nn9GXcBmv9UuhMiUnjWKQKjLq3NmFPopCBUC7nyRmbijFwPx9ujoGrNRb+qXhA/an/Mq8hZYEjG3ftWqCnN7vG1pulLyvN1UN3Z7OHuZg+h36BoJuROibVeMEtvWJACxk2S17QtH/62eYYISAjH3kLtvQU62xsrD+uqE+zc1A2FK6w0bV8Hn43chpJkMvqjC9uXJ2IXFSGfGcH7t+tmAHvdylo/7O0iMZpkqUwvttB5wMAhh5+gfYdcrJ3cuc165y+Qviz2khb6OSUk6TugcSwp4EsnlfOk+0/MgkA8PGjvtVvlbf5zg58/dk25Lrb4e1zj3ENoc67gTSEpMtqmpDJm7JN5FL9Xpa8a5oKonxnB768jKYM5mKgxBVbC5AAACAASURBVJYmgRP6BhJCbk/miTvQNRUUS550T7vrQ0vwDU3iGlMMT9bpseXi2lCHs0y3KNrin5IIG23tczHus+m70nBQS8tyJAPexyrX/mcWk4J4S58UxoO/6N5hkMbGoHC7mZO2vCz41GYx9YXOlOpnFeO7ttpvosRJ1uNRBP7zpjg85DxpbCz+39vbfz1EupbPw/X7X03L3Ep076yFQJIUPZrY5UrAOR+TX3jxoyZdnJGC5I7DstnD6jmOuw7Z0f6NSjZwVqzLAFo84xC05F36nfhEE0GL0Y2WxDVx/ZV1euxaxwRlCe0jWZ41qftlbwYbLAfB8XjON+2xiJTsX1RGWPZZbykD3shPXVTx5pZVTAoA9JoYu1KHmBQhQYWC/Zw+crNCoKyPfkxdjYZe+XD4dMrjPEeiug0VVLLW9tczvrLM8Oe74mVQdlpoa5+Lg465CADgleazbg3JNCtljZDl0QcZynw1ObIhi+dpa5+L5s9ls4f10yUnFWxT6wZsbahkwgmO0FcHgzbX0ormOTMxfcRjmFIYHxH4pMVo1eCJ+N3IWUVGvHSfirjNJtfSitu3CJy2eDLOXHwPbvMWpZoeu44TQGmfiZLiHQCufPAV/7tcS6u1z7PQqnIhx+NvRyyOjEcVlNZKRliOWTmmZ42dHqKTffaHH68AUHQrovSZDVkJ0ibGTo4bk5dPyNKXldBHsfSlLHRx4RuSaiD0gbF2FQjxq7mWVswCMGHJZJw2fw5mv28xea0tCKA/eshnua6XLdK1X/dM6CmFMNgyt0q3RVsSkX7+uCFk2dQs+6EWYyqrGrNSItQD/6yDs/RVGalpbW311IFPsin2S7UYjTvxEvP5P5oO2/PQb+LI7iZ0vD/dDIZAdu+gP7hK6cZxVvtJ0viJNDcFTiwipd5gVk7KsQmNJc4qLWGttzeVYiIwjQH/JwOTGD6c3eLemdC/k5TIJQOlDWfuShev9GL66AVxYvqo/ZRracWJ747FDbs9jq8JejKi/ioIZGkJlkJSf312CepSRI3pG0jMdiYumCVkk70z+3hBLTKqM6v5Uc8Keyf0VRmVDKKQe6dVYzawR6st9ktN2NHXF5+4xuamtPzR4gHqp2dwgHpW7yBrt1QSKkjkkgRJBZ20Njh1PM4cQzsShcIIn7BqDOnYBOkSmVbWuMwsfSahj2LpY3g0cOdYOYMdxb2z+GkbQxxBjjN3yxk003lPnOQEvkBDqJuaxTLf2YG/lI4iuI2RjKi/KjCzZJ45sae1BJU5lu6fVmVYP3/eIDJx683QwusR4yqzQGZZmAdYuf0BTuirMmwpi00IZbWz0PbXjRKgMUldy+fhriZ6kG6vxhIkmRbdYeKX/Kt4gPpu+/9Rm1QkqWWtHNOX7gqSa2nFH0ZfgwmLJ6N9SvyhuFlDN4yzCoBOHruVTv2qZfmoU8zjkdreYFZOm9IhbUYwK5dZo6WPYB3huHcmXU5JFiz5aSHmCHJB6+6UH9DmblqvieXdyXBt9d+lgVb2yenyKIIP05MR9dekCpTnToqBENMHlIU4Wzup8WT9/XmDSLL2UHmBgRYvaAPluZPwWVll2czSiltrOKGvyqhk/wprwM0F9ecxS2GS2trnYvzn6an3dVYLk5tS1/J5uG5EMftYX0EvWCa1rGUZ6L/NhyehubsJP97GcihuRtAOPxKTyO+R5Mx9Or2vWpZ7esxHolDaq1oP7zycZj2sRWIPDigxfabYnuD92SVysdNQBZ9gkp/Jl9nddHc54Hw0v9qEqxrMc5dzVh4FSY5fIMX0EWik0sTb7zwAwCGfupCcjKi/pk+nxDImRg0tfSwXZKp7p29lsvEt/ZhxUZGgqba5kuVZetR3kAUo60kSPiur8eKvvZmUXls4oa/KqGS+8dyekteTFNTNIqjtvuy7em03x/3MllgkTnPT1j4Xhx9XPExcLoS6w8QlU/fFM8eSLWtZZu/856O/wMKhXTjz9XGpu6VSkDSRC5BMi1lrS1+kXFt7GIywtB4ecbI5LjVtS18tXGPKQh+t8rQPc2Yd2cCI2ZLHx/yMEBv8+NzigdZnrTDP3bTjSjjlmJRlunJN5ftHdgT6lJppr78qMH1DX4aWvlo8exIXZCp3bN3S++m7jkMyS192ZdtQy8PZy3NFX3mQL7zo280kPiur/X0g6R64cEJflRHWYvNGVpDadmslbqRJwXVzOnn1WEzbfqH2jD2O0Kd7XqkltnWHLauYZOru/vATOG/7+PZG6s7oFeQ7O/C9Fe3Idbfjo2PvS/VQUiq0iVwI99r6OrbchJ1Zq02B0lrVetjba7YeSqSm3cxofFJcN03vJXR/Vpa+FGP6AHqSn3xnB37wRnHu7v/JPxvnrhzzab1vzhziuC5yhNMGmcWRkZipvzJgWcbNN1Bj4DKAZL5PWzwZEy3H05Bj+ojxZP31XceB+v6DdP0h7KYm7p3+maNmulxLK47sbsJ1Oy8ieTBl9SwDaRxy4YS+KoNjrYvcS1gwahkAHtwszr/oCONmke/swH2DlxjP2NPF6cVB97w2bazcVG2LcZCp+81m85mAatlpM9ddy+fhqr2nZnIoKRW6DS8rV6yki3tWyg8bI56EUbclaPEz+tXA3S+tcimCVChhlaUu7iNwzqoqM7TmWmxJp4LoWj4PV3ywOHeFEMa5m7anAMvS578ninBMF06lMGNT6IUY5SptZtyYomq4gNVKSJDM9//sudjiglyy3FrK8zNHWt07ae3rDxmsqcMySEcdy1kI+zV175SflqrznR1YsA8tQzalvKQY6IkQTXBCX5XBOWBdRZDcmuCgxpvFDbs9rt0sfCbptSKTdPMh02KZpF5GlkKt0GdhMik1qEzd7aN4mRvTXj7a2ufio0dcGPourUNJqbAJ2SYkYeKSW3SS3WeDtT0J6qW2Nb2Yvmw6hxIE32di+kNMkrmcpAwM5S7fKmkhVt10TYJcW/tcfOST3wqVr527DEsjBbyYvhIzT7jHz5DMUErarP2V7JNJwY0pyjLWkCokUcEVkqiWayqfkfbB4PJd/XX2z7ClR9Qkg3USoY86ZjIZ8lLoq4E8Q1GQqHzWH0bb+SwqL5FYoVOHsp8T+qqM4KLHnXyh7J2ae8uxALUZrZTNQjJJ75SYpKbPXBzLJHH6x5ZNUmuZItQRPRMwvr26NmX5Kmq1JumFbIJloA5i+jhMKxW2tqYd51OLeMcGAuMRXLvSZqypGucgja0NqpsuYFHC+O4Y5nJTt/RxjmwofVJcsaku9AAjJT1B8E/b2hOMKfpOuz2zaoEzmJiQcz2tzK1SSHr4HruQxLFckx+dKOxTy5Pv6oyll+KrE80uqFkhSXyeNZFLhp5aaQveLBCUSNwYd1t5QbAVOnUo7Ek4oa/KKBAENx049LWY2NTNQmWStmhimZK4I0V/KH7o+oPST5HMjcTYqywXDtluyURXGzbLqvHeFOuzIStXliwSKVkVNZIh6K+ZLUowzSmKi5HQXMfWFbIIVe4ZEEeTeneTTQTFj7RclEP9amkDa69J0E5OTKxOWA0ycmve60vF2pNracVxb4/BT7ezZ0WmWkOTCKflc+1o7bZBCklfWnIpJpw1zigkcSzXVMUEdZvizGHpVTRr+JKaZLCmDveweyex7Az5N1MXZ+U2y0n2JEHhs6j9FFTofJdwzFU/32IrQk2FPs/zbvY87y3P854NfPdDz/Ne8zzvydJf9Zy0q4DgBsZO5BJcPHSjsoYm/K7l83Dn4fSz9aTAonP14jyCrj9sh7MncXGjJiKhxjskgSy7VkKfvj+T32u+J1kvJkkaQ0EWlnTqBlYLdz8OTHNK/mR6L5w1khsjTY3TC9JQaDnKBUnaYJm8/hhLiUnjKBx9gZfwXH5MH2OuccITdHMtmFX5zG+YY8ipyHd24K+7087NpLrvJ0lFX7bKpDdJcy2tOH7VGNw74gl8pe8IbT+1tc/FUZ+/JHJvHPNNVUBJKtu6yVlWqS6otUbwmWsRT6fC1AI5Vv93Vrpus0nOLKbkdOB0Z66lFc2vNuEnhGOunKUvO9wK4ISY738uhBhZ+qteoFIVwDH1qwgxOAzaaqGtfS6aT6ZtFoA9oxfHomGzPGkTuRA37rh7yG3K4F3IBdHGOGYF3eJN6psE/dHvYvoycO+kasvT0tRmtUZQkrQYhb7gNcOiyrEyk44WIVoxgGRJpxosuy/F0sgRKMLCtKVu5dMETj8lSRtvos21tOKEd4qCzJd7P1mxwBf0VPm9JaaI64p42uLJ+PI5ZiubhJeB8jbf2YH/LQm0dzQsMgpJm3toFVfCw8T+TiyH44KalfWKKsBx5p1fdoYMnImvkmP1y8uycZtNQ5EfKo/RTxwlQX8QzrNCTYU+IcSjAN6pZRuqjbQSuVjjQWo0aJO5tWnKSqMMn3HSWBOTMOfEvs3y8F6Z5KaxRjO4EvfOJJrP/ubeaT+nL4kFuXJGi3XGVlZ9Q7D4UA5wV6/jaQNjiSL0FaT1zk7LSaRiTEyj0hJdsykuUbmWVtzVdA0mLJ6MS79jPhg+WIztmagp1oM0HPdOq6WP+F7znR24f7eiIHNn4+MVWXuisdvmmCKuleHI7ib8fl+aK2La8VdyHfjKlh9g7eDZmD78J0aBdgtR6CNbzomKAeqyyXFBTWJppYD6+kOKfmoilwyWZj85kKXsLNxmfcUQYzxTvHSo/clREgDO0lcLXOB53tMl989da92YNBEUGCqJ6bN4dxondpbpjjkaKlt8Dy/bnLk9WmtigslN5e84ZXPfSU+pESZLX5bvWS/0UbRz5eusM1aaNoVK+sfKNGdh6SPEw+VaWotZzxZPxve+b45dSHNfowpfZbdBO42trAgtYZBwrFJJaCmQxxV4FqGPWv+o4y5Gc3cTpr/PfDA8S5hW2mCkJbzTyD2WgiltlYzcOfgR1g6ejan7TK3ovNLIuZl95pgiilAebCvLFTHl9PpSSNp2+CQAwAFHXWgUaG3Hx0hwPWXSEvo4yZOCbsBfnUiztFJADs0NrWfZKjnTKDsLt1mqK3QQnLXHBo6SgFr3QEV/FPpuAPARACMBrADwszgiz/PO9Txvqed5S1euXFnN9lWEPsbGq4KUvZNwCGpWmi9Tu0zQWulYWiGzJa8Sy5QKeuyVtCrYK+G+E9kGE9+Y5XuuJKYvzKgTK0y4CJusD5X0j41pzTJ7p62P1+5+Lpq7mzC10Ry7kCZjEWbS9QWXlTAGS5+m3Pjy4q+1ZTOsd77gQ3IzspcnIRlqm2u2zUtBYsGffo6FQ7tw6r8s6fUZzKdgcGm2uOkgqNYGSvZOycht/5HzAAD7H3lRqueV2uYjlYHnWhmA9DP1SiFJvtfePnPoBT2EgcfNpyX0heomINfSiubuJtwxdAnO2745FetVEldN6z1VyMlgs5xzxyoFnCNg/HsYSjwbuBmWnaWvihBCvCmE6BNCFADMADBGQ3eTEGK0EGL0HnvsUd1GVgBBCFDXgZMS21R2rqUVt426Bqctnoy2y80uQVykKURxikoq1CU7M46nraOQ51pai+f/LZ6MdkZ2KVPRwYxV37qkuSrvmWsVIR9Wm3AVtrnGyf45exIvfiGLTTktq+e/H78OC4d24Zy3PlnxGVtUa2iwScb2lX4zJ3IJMkmVW4RiqmcRc12WbegjKGyK9doZpXxnB855tg257naIIXdb0uuXC0ozaVA5kQu9D1jCvKZcycgFf07zvFLb82RlZQDKwnHaiahkeWk9G3cdJCsbCODE0QatV7/Z/Fiq1isOHfl9cveXadOAfD78XT5f/D7SHn3hScYqBRxeSILiUZVd+AZfSB0o6HdCn+d5QwL/tgB4Vkc7EFHJkQ1h7afF0mBZXN73sUk4srsJ1wwyuwRxwZmDcmOrxFXQVm/Z9SiewK+CU1dGWRbXfWAimrub8GNCdqkyQ2quJNfSis+tGYtf7bIIXy3oM7ZxoT33kHRz+TLrGAdb+TJ+4ZYPLsa529I1wFYrQAJmzbqBEc5wynd24KdrpiDX3Y7Djv0LWQjQgWoNpVpvKS6LHEsf11VYCpS0RC50Wp6Fgkdnou9aPg/X7391kUnzzEwap6/8eGRCYzlusNT6yUoE2Nf4pEjrTDnVyiCEPRU9xZU7CeR7TeucUU7sZ5Gwop9DoPaNXLOOW/E9rB08G787dFqq1isbkuRxYCs5m5qACRPKgl8+X/y/qSlSpqnb2GeOEiGUTwooe2hWluF6FPYkan1kwx8APA5gf8/zuj3P+zqAaZ7nPeN53tMAcgAuMRYywFDR4ezBawYzFId/LvgFFg7twtdeH5dquuMkk8XmmllJvTaLWBYMi61NOry85JdFC81Ks4Wm2IaSJspSZr6zA3/aeQlOeWEMbvfMGds40PUBKYlHRhaHJPflOzuwYJ+iBvimHroG2KqxpjYweA+VITA8VNfyefjOLldh1eCJ8GxCAKGuoDXUZIEOvkeKQGekYTBJIeEg5Zg+jnaaF39Mm7uUvmprn4tRn7642IbSO9AxaRzmk6MLYzP+YFpwrQqWInH6VjGLYjXhmkRpJyVMoxLYE/nwBBrqWLYn8CFVy6KV1qv1exStV6M/c3Eq1iuuYFy8h3oTszG5HDBrFtZ97ov4x5mXFQW+WbOK3ytlcsJm0oJgKJEkOOs5qQ0Z0Q401Dp75+lCiCFCiG2FEEOFEL8VQnxVCHGwEOIQIcTnhRAratnGtMF1RwoitAFYNbV6gnxnB773ejty3e34SNN9qfltAzwNlS1DGUsQ0wqOwlhWMndU4obIsCrkOzswrWShafqU2UIDBC2U5jInLJmMs/qKGdt+ut+PU3vPlSDs7kLry+SWPvM8mLBkMo5/o6gB/s0nfkruH2t7EjSYfv6j/re29rkYMuqbAIDGUsyY/owtWn2fPOliNL9qtkCHE7noGyjrNNIwLFLcxFgcQc63IDEEHwooczdYL9XSZRXkgswn0dTGsXKytPjWZ6KNp2D9umdKmrDJJnAlXZMoSVLSjulTC7a9f7KrObOBVuqEjLlJmJDWq2A8aSpuwNQ+qpaSM5dD58e/go/fNg2YNCks8IG+nmQBjhJJIn1LH6PuBGvaQEG/c++sdyQx9dvKCYISKN+1fB6u2ntq6n7bAI/58SzuamlMaBtDlEzo47WJUkfQQiM3JdM7obp+zRo7HYM+ej4AYESzOWObDZSYIIrQz3XJU++x09IEAdk/q3ctzoPDjqMnguDEJFFh04JStf9SeGxsNNNR2/jwPcV4mJYX9YlCqOsaZfNPbOkjPA+H8Sm3laJxpr9wqpBE1Y5LxpvTV+TxS+rTknKLYcGy7ROcMSDL1ClNkiZssgp9rBjGMi1J6MvIvbOBuIZwXZCpqNRDKYjgM1Di+8rjJJ0+TbJ3ZdWvANA372F8/rk7cNvhFwI33BCJ8SvzDNUXZTi8kATHBT+t8iRksbU5BTlbbFPrBmxtCC7i/EQuAWbWQmtzCfrrkvXAP1dhmxJjmGtpTSfBR4J7dItwGq4eNneuJAlCuAk3KFW0tc/F7x9YA7y6xs/qZ3onFMZRajLn37TSb08l75myeXFd4ahKgiRMtVqXCtk/V+dfAQD09dH7hxOTRAU9e6e5dDmfqOfAmZDv7MCZTxYThazedSJmjZ1TdPEEwv0UKMuYpIUQVxKOezY3kuMGGKTnHC2SlcbZ+mzEssnlhaxntjLt74lbfxBU6yVg73+5XurGXa6lFbMATFgyGafm5+Du9y8mJWyyxs0z1veQgNJrp+dYmTkoe9fQns0Gah9Qk/3w9vwycV9BYFsii56Wyyy1qUkU/ezXns+j4fQv4Yrjr8eT+xyBr13zXxEXz6zGFAVUl/YgKMI5512yEk2VaG3H6gxEOEtflcFlUnT32maPzVXMP9y7Md1RzZKhrJa+ZIx+3Pfa37NIuKHUTRVYfAsNYVZyGA6fKWIcIB0HyvDjuM0B2cQ4cDWrkoZ1uLQt+12ScWW1aNDS3ZctfZYjAQht6lo+Dzd+4qdYNXgiGhs9rQWabOljanw5wkEfSZBLIszYacPPn46wQE1zTi2PEx6gtsFME25HGuUytrqyBcewvuVaWnHMiibcuPvj5IRNabp3bglY93oI67D/TtOOv5J9RRx7NmRpubIhFEfMsDKnFfuZ5NnJ2aq5kllXFzb87g94cp8jiv+XYvzQ1RWpuwaGvvJayhLSCDQsJUE2tAMNTuirMkLMAfdmwuKRtiaPiyTlphLTpyG2CV5JfLezsPQBZaGDIvRxzr1paAi3JzFCCgtzfxKLSY3515VP2WSpGe047UnS1Wm5usrfbZY+CmPR1j4Xh37qIgDlcRkXDyMIYyNIZ6qbFbvMVKL57SQJfXwBkUJPFub8+Ed63VSkasVi9Gn5SCEzXfBdWt07S5+m+Zvv7ED+g7yETdbsndYSygi6H3IsxxXq6SJo8AVkMx3/LFozHVUxkNRaTOknKm9Erp+Z7AYgzCdi06Y9Ng35l/LlL9ra8OB+wH/e/5vyd7kc0NYWKTvNd0AFxTNJRdrno2ZFO9DghL4qIziQuQOLs3jYipYCRtqDmxPn4G/WFoGNAr3gmP5zkmP6ZB9nkC2LY0VMy5YbfLXa10xhkAM3UwWtpGOB4/7Ry+CwqEwOB0mYiDhQD3GntnFzj10ZEUpWYCg3bUsfiPWqNFxBjuNmSrUQURUHZIugmSwR88mxlCeJmbFUXyzXUrBUauks9TKG7zNv8hI2WbN3Fmj9DoTj+GhZCeXeYablJqnxvQVsngpMBZTNDc4fyykdFQGEn4HSp1lmRDWtD5xkU9S51LR3EybMmeALfvmX8vj6X07Hzj2HaO8pW48rf/fccVdWIjGEeoqlL9S3NEUWqW4n9DmkBRLjrAGLnKhFThucZ7IF9XOeVzff7TF9jEqY93AYzKRt4LzHSgXfEBOsoSElctGUSa3bTssTBHymkXHYr52x53c2eVwRpT4bGbW+zVuKhNsY3EWpLrXyJ4pgGKTXgRsvwxE6Q4KHtS/pDKig0hEZJbq7aPx1LK3yaa6fr1iznnMZKMxWrO0gc5mwad3uvIRNVOGd8ty9AaGPpFuiMv+lJDV/vGM6hBD0JDWMtcE0/ugK0NKnlZBWHsAbzwDI6yIV1LUnibLeJhznhucw89SZOOX3p+GSv3wPE+ZMwK+P+z127TlCXzZV2UTon6TJkThrBGWesNa0hDxEvcElcqkyqG5Qtnt1t1KYqmBZaQ/uZK5Gmu/TcLezbMzcdwDQLTIUV7YgPE7UMIPhyALa/iS0J6z4oPYl/UG5QqXsdo6lj5pGngPbRm/LdqvCGsNJLEdaKUzDM9gmk4WEkmmSxSQFxxLDHYgTq8Zth9UtkOm2SV7LzWRKEjFi3QxXRI7XgbX/GX3vZ6TUjHfpivyLRd0ABAoFWsImaogEZSz1Mb0PqArDXEsrblrXh3OeacMDF91jTVJDtXaFrWj6TMBUwZdyMDjAU/QWGHMOABp85UA6myZZ0UXg21RaSgsP3OUo7Lb6y7h26VRMOWoKxg05BjdCf8IZ/V3Z6w4lR3p4Du7ewTzukrh3kngJhhs4x603S4V9reEsfVVGRYezB7WfFWo1fPdOXhOs4DC7Nh97FqNviTHTlcSNuwveQ6XjvmeOm1paGxgFBcL4o7jEceJ1ynXT6NTyKQt9g8VSYKsj9nd6UT4oiUgAistjiY5hTTHSEQ7f5lrc0rJqchiqIo1d6Iwtm+GWZrUQxdwTXz+NU6LG1HGUIRzhOIs1lNOf3AQd5PMwU3LTLdIEhSiGcoJAO2TUBTiyu5ikRneOpgT12ALqvKIr7WIKjisvtDfQaTkMPcejwwR6HwXvofU75XEefWU+Xn//HfhE70W4YekNeOy1vJGeLHgTuzLX0opTN4zDjR94HKdtGmccd8m8AShrT4AnsdLS6/Yt03Uo9Tmhr8rgDFIVoQmjZbpF6FPbDrlgpjymWUcgWNwtkmr9QmX4DLBOsGRUIu8hx6HxFjqfnqRdLy3gGaUsjq8zWn+ERkOvo+GeeUgBVwCxxQTZ6ohDXL0vvroFGzfpHzgtSx9VIUB5n0BZGKW6ZFIYILPLWLL3wBHkKFVQ+wcIvztrLBhZKA9/6isvfTDGpLVIuRZZ6IAAg8RhqjhtJRZs6/cGpkXfnuGy9EmKPQqUm3Iil+cfvQ4Lh3bhK91jtedoSpQVreYyw0K3aa7a2xcsj8V4W9e5AC9FKLecRCgdpoeqhOco6/22WQjzL+Vx3v+ejgNXX4/9N0/GrC/Owrce+jLe3XaRoR3MNliQ7+zA3e9bjFNeGIPZ2y82x8gmUAxx5glAUNIk8ByrP5HPCX1VR2gzq+DIhkrdyzjMDwfJLH2aslKIV+MkYKCCa5Gh9jFno6cu4AA9Y5690vKlVsgmWPG4MXemsmJpA9cUpoSa0Y7THvX3TVsK+MZP3sCVN7+tvSc961fxd9umSY0v9t0RTcwflbEhCDyh95dQ2LfR0ARE+jjlMKBSe2wVbplMmu2RwinuLWPIp7MUGqAlvasEaxHVJdA23j0/dpdWuX2O25UhcWXxErmY6fKdHWh75XLkutux76g/YdbY6eYkNdTsqdS1gbl+U/sU4I1nioBAFXipoPJjYQWGrVBZnpms6/Uu/CJ3J3btOQIeijF+v8jdibXbPm1th5V3JFhbZQzfxTtcibWDZ+OyXa40jrtE3gCkeWJva5mWXjlrTRtgcEJflZEknklCaK5ttLHtyGg0s4Q+y7ljnBZq4wIti2iihBvc4HWmGx1nseOdLUcmjUVo/BHema5lSbT4STXElDmW5BxDrtJFJkN59l+bDWWa64xjnFaujp70LBkg2/NQmRHKhk11qSVt/gwmiZvBL0lWSgo9S+Ms6azCXJjeVneqh6NTE28E6k3T0sex4ArieKcc7RAq18pE0spRaXlxkma6ruXzMG2/n2DV4Il+rKIpWF2qgAAAIABJREFUSQ39SKfgvDLRlcq1HQ9DVmAE/klJMJWgxDNyslJSFficdlL7qa25DaP3PBpA+bnGfPAYfGjDedZ2cDKo6vpKJkfa45BvAgD2HnWBcdz5SiTOGsW19DHGi7VcGf6UUcLDWsIJfVWGKfDUtuCEBqBWiIkvO9IOIkPBRRJZUrcB8Rj9eGJbfyRpL1e7yY0B5Lg1kDY7pfykoDBiFGaBwyBbK4xrQ6ChHEuoPEtrS4/AO2vMZj9u9k4p9DUYDs+jxq/Juuf/bQO+9N3X8dQLm+LpUhJUSDFIQXqTcEhoG4vhjynbhLISiK5YUa9j28FQNKjv0U6XjvDBCS2gCqZA+TnSiMH2f0/gEme19DFjd+neMoSxFHhe3vpuLrutfS5GHPmt4j2l7+LO0ZSgJnIJKXGM85ko8DOsopR61d9JsVeEeEZOVkrq+pBkPaNMJblfld3+LXMqpj2xdITnamufi1xLq69oaWj0jOMuiQs4be2hrxNJzuFNmz/uD3BCX5VhcgOyLThUxiqu7Gg7JKGZjnseC8/SV2oLQThIqnW1CX0JDH2M89R42qJynB6dySZZLJTy40B6z5RNjvDOOMw0ly7JfY1KTN/0O1fhi5e/ZrQcUK05EqSz7oiJV2TZz/xfUdh7sXuLQldqg3WNELHX0XrN5ah1GS2CPpNY/HxtZQ9+/8AaLZPPsajS2plsN+dYKNIS5qgMNXl9KcRfx9cd/kyLVoKzf9GFLzOdn8SEaNEnW2XYFgnC+k5UDATbwQE17rTYBvvaYHumMr9Bn88cKz/ncHYT859racX1+1+N0xZPxrcvOxITlkw2ZqWktJXl2UIcy0Awq7I8e9HUBsEwCJQJqAon074GBHgQM1m4bKZ7Z5qWvkru6e8wHtnged5hhDJ6hBDPpNSeuocp5inX0orf9wlMWDwZE5d1YkbvY6EFhxU3QlwwbRNFCqKzSu2TguissdON5XJAcb0sCMBwTJhVcLRZ+tLWQAXLZFv6CLFl5bggWtk2Wsp7Dj1GBQIdZ2Pn0qn1JrH0zXtiAwBg42aBHd8fP+hsxar1Uix9XOZ2+22LZW3ZIhQ62tymCipcxtNoGVBovvvrlXj1zV585pM7YvfBxbzwIcYoReEAKD8LV5BNM4uozeVcpbOONUnPUERYhWn5ybCIJnXBtv1OFShs1h4/djeBkBz/O22eqXVy5lNWQrf1WBHqfPZDEmjlcdYkG7geI+Qjb/Y9D0fOuxsdIx7DlMJ4rcBXII5RzlEpVOEYiB6lQ/GwKNIx1jKb9dz8c6BMESnbBu4abc9yTK+c4xEy0GA7p+8RAF0wv9vhAIal1aB6h4052mbYeWjunIWfjFiIKY3KgsPaAGgbpY2Z8c9jWTwZX1/aid/2PWY+j8XexGhbNG2gMHSeV/xNL9TJxcZeBxX8jGW0SjhCIqdsintn8D1/4++duHFL9D1TNi/KOwsJ88RdnvOeuEc2SE2pOka29Orv5SYIkhu0QeYjlymZzW23KRbWoygJ6Ja+6D1x8M/WM5VVoL1TlUHdsKl40RPo67BwYqgU4WegxLdyGGSWW5aioKLQWtvgv28zGTmRSwKGmiZ0EKXT4D2lz74+gXld6/HpMTugMTA5klj6bNYe7nmcdMHYXlZwfNDcO0WJli50c8Y05zgX0/ij1k1uY0Q40S+Yfcx1nkr72rJfYeHQLnz9zXG4YeeFyHV2xPM7RCU8bywXCUiWPulaSRBmQ7IRQ/Cmzimq0M/axynjOeSGzNuTSbT1J/NZ3Tu7hBDHCiFyuj8A/65GQ+sFYUYiOqL+sbCYfvnMFeMi6ZeTaJO1vxM1dEBRIGjubsJPt1toPQeI48pg07xxNE42oY5iTaSCa+mjul9RE3AAAYYjhQynEqM+fRGau5swtZH3nnXfp2npYzGsCe+TY0we4dBjFPosZSm/y3drSnhAFXAknS6Wo3z4N30TNJFylBA2ev8ZlP7YFLBWcs5x5MR+AYhYGi2F+5c8qymt36muU5xsexIvvLIlItwkWU+DSsS3Y5IGhdtpLjN0T4n4oa71+Olt7+Duh9fp22rdy0qMsuWZ2JY+y+8cxRtnfABM5QSj46lK4ZAyxUBLFVL8xBg2Ok0bTHVTaAGa8jPf2YEfv/M95LrbMe4z9xuzoVLXvCQuiJTn6S1NR8rZi5z5xFGaNhCsjMH6OdwWRzkSrEMHlhMaQ/geaDAKfUKIY20FUGgcyghpxJUBle/swPdXtCPX3Y7ho++LLDgFwopIHaO+KyFhVP919s+wcGgXTnlhjPUcoCSHz+vobAIypQybxobqQhUuk0ZNdaFVyyW5NTDc1CRs73r+vT/HwqFd+OK/498z14pHEQzTyqQXBPf8pvJ9xc9GgtBn7Xfld0r7OZY5IGihjKdjZWkzVO4LaKa2Ba8Jmexkf/SW+jio6OAwflQXVVknlelVy07LahqkTYtRKruEFT9WvN2L865+A9fPeTdMF6iQ+jzylvsWvIcJ330d/1LiR0PtZEjdknTV2uJLW72uL46seJ1SjGS5PCod7XeuRYKVyCWQJOeFV6J9H6QljWmpWGSsDTRLH21/to67UMVm2pBFKiXlZ9fyeWgbfCVWDZ5YPArBkA1VxPTRgic34JU3evT1pSn0GZQ6KsLHtZjLpWZuBQCvQcYT0pQInMPOuWs01dBBAcd6PtBgFPo8z2v0PG/HwP/jPM87qvS3U/bNqz8UDAtA1/J5uHrfH2PV4Ino7RXkBScOVmap1BDbYpnv7MCXl12KXHc71g6ebT0HiKt9M9ElYaRU2LTQ8j6qbzqlLWrZXGtW2m5qILh/5Ds7MPHZNuS627Hdhzpj3zNlgQ1bE+KJOMJ8XLl24mAb6LfJ9m5TCh6txNKn/kzZROyMWFgp4Fv6LHTaNhLnKkUxQrXOqcKEZFyCDAzHWyA5rZG0SBO4tsaVMWK2qHPXl+WYwuG6DcUGPPdv/fEgtsdX27jsH8WkQd1vRa19VCE2WG/ZzbB4oca6cs5rUwUkGypVRkbqpTw3YV2Mq1t+PvD4epx39RtY/OzGKG2C4zVY1h7KfCbH9FnmqOY6DuE5R98gTLRt7XOxz+EXFOlKZLqslGH+pPjPD256G2ddsSJcX8hjgCgcMcYUZxxy2gCkZz0XyicFpNhXVnIqhsDp30O+ZcDA5t75UwDnB/7/A4BLAUwB8L2sGlXPMFnC2trn4uPjLwRQHnTBBYek1SAuAFT3zq7l83DLodOwavBEvz2m81g4mvfyPfGN5QiQ2t8ti2iSs+syi+kjamGBIPPE2OwMpF3L5+GXH7va/J4JDDbFOsIR5uPu4Vh9KQu9GghPiVNgaawtZZXLJDIEpbJ17tHU8x6p74FzmDRgcQdT6o5Lo88RzjgMCnvcBdvBYCi4R2/o4MdSMl0xpQC9rZL5imW5VMqWSY62aYyrn1YmELRchdukuj3HMdTaMrlMb0pHNnCyMwcVeaxz+kr3vfR60XqkWpFC7aD0v7KG6OmCgoqerk95nzqwrdaWetU6acpP87nAEg2aGG9b/Vt6NHwMx11d+TShrCQu/W94sKR8gmktB8rPYwtJ8dcyhhBFmc9Ub5ViG8rX9Cyq9Sf12RK5fApAU+D/1UKIz3nFnXpBds2qX9gEGaNFgDMArRtWtD1xaGufW4zlWPC6/12upVWfyCXCcNttaNla+kqLjfY+8++cunR0bHpSdrcEi6hFw7n8pc3Asjd9lzv1PQfv5jAYKsIMsr0ctayCMGdyDbaNcd56pC1mDbdlM1RoK+mvcjlhOk/5Xi2HIzBRXLiM7p3UshSXZxk/qXPv5Mx7K632n3gURDlRlFWJxmBAy5ZYGkNla6pajOzLiCDFsIyoa5c/3mMGAWctUo+l8YsTKl3gmijMUzwkgm2olI5qvQrSArxYpahFNErLcfGX/WxbF6mWyWA7hRC+EkfXRuveJjTXMQi+b9YZbESrFMdToiD0niFJBFnO2Y+UxFBJlWNUhVNaZ18GQYt9jd83bHULQYuvr0OZz2rpaxBCBP05LgMAUezpHeNvcTChL7QAREcU1bpAZSy0vyvMlwlJ/eUr1bxSnrccnB1PoGpMI78T2qeCfk5f+NOGPn8DJSx2DKugf49tzFjchCixcgWCVpMrPKp0aQkzKtT3ZKqHK4xwGcPY3xU6naVPFQ51oGpJKe5j3Hkv6ePcg1ixZ5o2xIEbbyxEOb6TM+aork5pMZ/q7zqGhcFPBzTdxc/GkpYl7jgZTnyxOob9cpWbOePJF6KpCbMSrDmm30kKHaYrYlnYC//fEMOp+mscpR1KuTY69dpEZxY6SoKJpX2cMRoeI/Sd3O4FZReigOjaQ1FeU/oIoO1b6vijuOHa2qCWQ117rJa+BEIU19LHiWG3tmMrFvq2C8buCSH+CgCe5w0GMCjLhtUrbAfkqtqb0G+EySgiFxq6hBuWDZzFxUYXdhU1F0YRMEz3cWL66M9VepdULVgC9840F1HrxskZf9BrysPxIrQH4FgHqa5JEr7FTLE+ULOhWX8XtDlkFQIUVyq/3Wo5RMsLda5yBVbSYc6Ki6puzFufIeg2JwQ2bi7g2PNfwX0L1kVpQ0oLyjMJP9aMfPg0CGsVUUjy3zdz7SsrutQ20oVpn1YKZw2yTP2+ROpT5dl1667KUBvLJAoyahtsoDK8NOaUtyapFlY1s3BcOygrKXXfp1qGuLG8dsWMiFw/9eImrHg7GkvKYfh1dcT/Hi0/lk7ZD3VrBHXehdZjc9Wh+imCPM/aSF8n5O9WnoUxRiU4btAAXZintCMJfzVQYBP6ZgCY6XnefvILz/M+hGJs34wsG1avKFgmNtlVwzIabcVwDilmBUkzNzf1Hh1YTHbwe8tzJonpo1rXyn1M6wiONqys3WO8G2sMEa3O4j86GvuGwdK4xd5DZ4I5wduqsrKimL5gOYLK6NkEC0WY0/h3Ui191LPluIezm6pVmT/pDpY4kYvSzpWri6aoWfOiQh933AmUmey0BGhZLocuqaUvYj3jJJtRyvIM8VAsBWICoSMtN0tqf8a1wfQ7Z70GEmbvLH0fJyQn2Z+px4UU26KnpTLdqrKHg0t+/hYm/nhF5PtgWRTrLfVwdjlvbNarsAJfkDyWTGOUqzBXx4hx/CfcP2Ufv7uuDxs3RR9Qt9boqucIUVyDRFqKDCAwTwL33Prn1XjiuWgipYEGY0yfEKLD87wNABZ6nrdD6ev3AFwthLgh89bVIWwHXJsCo0MDXFM+leGTroSUiZXUhVBeb9xcwPu21+sXSJY+JuOjfq8VCvl7EFmQYGugGRtjksBoq1DBcvmJL4vCBAS/ThILwHKtJJQfSdxCYA5YWkXBY4h1KDOtxSvdkQ1UywtVCOIKrMZqlfXJd+8MMFhUAVKlLQhgS+m8v8aY5YbLVEEELFzWMRdgQKmZDK2MN3WdUYQ7zR7A4rdF6KNcRpx3CmMvEcqnlo5llSx+pn38C9Uzoji/9fFsats45/TZLKJBWo6gYB2jIYubno5rxbK/9/jrDZuid8YJJxRYeaPS8/bGuDKH6lfKtPEgAIwWyeDtNIFHjj9hLZujjI/ju0697DXsvcc2uONHe4do5TiJc/sOtxWhtlJAO/9SxF7H05avrfkmYvbQ2+auBQA8/Ov94u4YMLBZ+iCE+I0QYj8AHwIwTAjxISfwJYeN8fAncty9QTrr6mn5mZjhD6AHyAPKglEQePXNHpx0STfmPbGedE+4jfSNXyvUWX5Pkp2JbsE0161rC4nJlp8MrbFto5fvObgUqmcBqfXr6lKvuTSV3MMREMP3hYmN454xboQQZQbRQMdN9a87bLg8t2nlxZURbhdl8yWWpQgIfiKXYFs5708ZF5J+S0xSBe64KAigsSSVUpOJFK8tzEeBNs+pCryI0E96XzQGKZqFVt+vLLdFhqWJ3E9MDwwb0jwChKuI0lnk4qpR3TsLBYEb7n4Xr7wZl+mT1l5q/1OtWFQlJUfho8v4a4NtfshyTUf2qHUKoS9XEJT1xXYFrgkPpO4H1PdkHauafn19ZdTFVrIH5CRKtt+DQhzTvTNNvoCjSBlosAp9AOB53i4AzgbwI8/zrpN/lVbued7Nnue95Xnes4HvdvM870HP814sfe5aaT39CapQpMKsLaOviFRtDteEboN6vs8//1M8UPbxmPOF/HssAluxLNsCrFtwhfH3JJlc6IIKXYgLlstK6c14f5wNFwD+79UtOP5br2Lp8xsj9+uYYJKlj6Gd45Qb9zvHwqYKxdQYiTioU5W7gZl+p1og7NbIQNkGYo4FoViWgU7WXbohNpFL0HrAtD6bmEuuskGIoKWPIaQQXSep75sb01d2ydS3kZpFkWIt5DBIJqVmXP2Ucn0hmrjQmpnjwNjjzHFiGwHeOazqu4wbW2r/v/VuH2Y/tA5X/fbtKC1R2UtNPMO1YlnHiFIe1bWUYuXVKclU9MWcHRpff3AfoymWkyg5dYgI+0ShL82YeGoeAurxJhxlD6DsYbb3yjAiSFL5aRsLAwkkoQ/AXADDADwDYFngr1LcCuAE5bvvAHhICPExAA+V/q8bULVMcbuibZPhJCrILHtn8LpQPtcpzj++LORoBDYGkyJp128s4J01ZV8Dm3DLcnli3hN1J7DQM6yvBUvfxdIGSDdsKkTapG4Gf3+heCDzkuc2le63bwZhJqDy91ouV5GiDOAKlWQLWszm3Tl/HVqvfTOmveHyTc0onxNIY+7VeaPeZptXcTBb+uz3UzX+EQFBntOnObLByiMqAqJffgxtgbE+yjbKRC4c7Tg1HT752ARzcVpLb2RcFOL7OLZu5X9/TsS6d8r6ko83neAaR6uCq5U3K1ZpdOrvLJe5BJkZYVgjVCFSWrnXb4yLwaLt+9R435DgRaCz9qlyTXUt5R3Obvld8OiAYn/plZzx90TLowslxfaF13+TcojDi4QFRGGMbZS01vhH4lqm1m1DVvNVvWfT5gSMYj+F7Zw+iUFCiPiD2SqAEOJRz/OGKV+fAuCY0vXvAMxH6aiIeoBtMzOeiaMpx/+dMS7jhCFdXALPvTPMcJtSfZfrtX+vbYIHQJR/P+uKFVi1pi/id01ZkKmgbjBq+01ny0ma4KexbEYiHvVsrFVr+nDa5a/hvC/sggmf3rlcv1KYfGd+fBSjLlPbuNo8tW6qcKRe66BzpYq4VsWU+8tZ72oaEabluL7p2xmmUzW9Ph3ZsktjMjiWCVtZZQal+BlrwahgI/djog0WEUlrgxAicFCzmZbDsKnvT18mjS4qMMXfYNs/KHVXbOlT3r8O6r5EKZOqnDSNZ87axPEo4I49neBhtvQVLzaX4lq9huiGIzTl6uq30VKPV6GOZVU4Mb1TjpUnCKtFiGjpg9JHun4KPTNBIUZpY7BcofwfX7imPYR2bNpimi+CVSZnnnAEX0obksxX+bm5JwGj2E9BtfTd7nneRM/zhpTcL3fzPG+3jNq0lxBiBQCUPveMI/I871zP85Z6nrd05cqVGTUlfdisHDpGTqWP2whZmkcl49Pt96/BaZe/ZqSlQPUHN2reLdbGJJN01ZqwdOmXYanDdFCnrq6Vq3vxwitbtHTcTUlNz22kZZSrCgFvrCr65s//24YQXcS9sXRD3NEAJOuspm1JNG5JGSxSpjzFRUWXqZDTbnWfNykKqG5H8DfY8LxRh67Nuq0UZ62bIqRQXYJ0ZemUBZxkNAVRpo9dP0MvxVisT9LYGN9eU9ncg89thFaXqIiywlwvq26FLk5gYsUiK9koackaLGX6Y4q2mBiFE1Y2QBF7HV+uiL3WF16iVdZgs6W1+Clj0eIsPwViX1HHSlg4NAg01EQeivKEmu2S441kU2IVlP1AS6f0USXJzTh0Kj0lhpt3XEv4mtJmWyKXJEIfO2s0Y0zLsfqfFT14b4PeIi7LtVkyBxKoQt8WANcAeBxl186lWTWKAiHETUKI0UKI0XvssUctm8JCcCD3xQxSk5ZeZSQj9zI2dXWjuOW+NXhnbdTlD6ggkYuI1hOEbSHguOlpy7AIlj6TyNjgZVkTp76B865+g3YPZQEjWmiCZXM2hz5/cyh+oSqC1bK28Q9Ojv5eiUAXVnzwGTWuptIG3RiNnnMWLDdMrM4Rta9o77T4+es57+KHM6KKrIilTyt408ZGIUaJtOS5jSH36CBduud1Kf2neWd2QTjYBkFeP6nzhuremcRCRGUqrV2gjlvNDXHv21amLjNoPK2xyCIN8R6OOzf3cHYzExtcs2nCga1M9XeapS/8TGWLeBzPoKw9imAdRHntsNVfvqZaRs3CIXWfDV8bM1IyrDxABkc2KO+UsidS1sbitf2B1PUhjaM1IrQFYZwHXCWCbOMLr2zBsee/gleVZENxysPv37gSX78qemRHtK3GJsRapf/flStw/rQYHk7Dx9YDqO6drQA+KoSIRganjzc9zxsihFjhed4QAG9Voc6qwbaZUQ+ENi3o6nVsO0r1qItqTy+w3bYqbbBcc2pqtQ2Uw+ZJwoHueTTMifJzxUdcxLVl7XrzKhMVEszmxLJwRljwGSmQy9bO4kVPKQlXo+Jvqi7u/ibpNzDQVk1dwe+17yRmYbchVC5HA0uoQBWidDF2po2zp1egcTsvlliAJtDL+uc8HD1jLtRO5VMtkmzpC9VdZHIuv34lhg3ZFjdPGeL/1ueXR2P+jBp/RSD1rcgaoTGpVjrWE4JteTcfSq7S+u2wui7q18S4Mjnv0UQvCDQqrfrYse6FDGVV2SootOWpZZEtfUSXUSMTS8y0GCxPvbaVW0mirjg5RK2bIqSlpThTE7fZyuPMZ2Epk7rmmO6L/b30TNYjG4JrvBAoFOL3d6rylzM/gzSyfEpMJaVsVZg2WfGoVlGVD/vrkmI298XPbsS+e5UZzvBZokXqhU/pkwAmMXTIa9lv3W9Fs5IK5R+O4aO/g2rpew7ABitVOvgTgDNL12cCuLdK9VYFtsln1FRbpL4kZxupY3nj5ujs7WNoNMPnVQlSLB8l4YdWMLT8XrDUYWIStW1RytILN8F7jMUDKC8sDO8fosUiXO6Wkn+6epZZGin+Ke5R3H4p0gU3Itu7Cm9a1rI1ljG1bab516PsGypDYnRTIra1PF/UT3U8yvKKF2ve68NPbn07criuuhatL/3+yhth7at/FlMKDIuO+VOZPUpZKm2hYLaOhWgJXJUQCS19RAGRLMxYKjeOU833ZKa/9CkVIfHunbR2xpVbkcJP/u4znjTGzKh44dSruc9WLm1NKn1KRVTp+zjrU0QwlNbBmHJ9zxerFZMmqFDdBqmKqCCEsAh9CWP6qMn0qAeOA2ZrkE1ZH0tH2dd9hbr8X0+bZH2S13EeaeVy5XiytFWE2yrH8bbbKIpn5jwJ8bw2WmW8kBUKgs6nDARQLX19AJ70PC8PYLP8UghxYSWVe573BxSTtnzA87xuAD8AcDWAWZ7nfR3AKwBOq6SO/gabSwhFW0a51zYBdJki4xg7dQOIO/g4ro3FiaUXZFiWPotGWCtgGFxdKPdLmBajOOuo7R5jWzia4ARuo7rNzLoZBK8ZbYzUExojfEbNyoxxN09NX0aY6eBvqtCiEbxU+jgjOfW9qwKNbv6o7pi3z12DB5/YgP0/tD2+kNupXK+i0ZUHIMs4NrVeo5aa2Odq28ttDmzewWsrwx+kDbgixa439HIlDflwdqUvbeUC9rnrl2MtL0ygu48l0FjGVoiWWGZcuTpXZJOSTQXVelW24NvbV6zXXB41iUnx9+AeSumocLm6eROi8ceViUnXlxNXZpFWT0ylswn5ceUJQXsWgJlh3LbXE5RcajmmtlL3O47SPlhu3DtVPbJYlj5lDlDWfclTCCFCyjKVzq9b4/TE3bs5ZzWqSQaNcYhKOzhKhf4OqtD3x9JfqhBCnK756VNp19VfYHctoC2wcYMwLCRZNkqNVSlOIAhOjr6CwLYGN0VV0PHvjW2vXCgoZUWJTIukXPRsDAlVA2kSQHt6BbbbVp8pjVJ+kMakWZOgHnYLRDcF3WZmTzUf6G9tXXbm16a8iL1Hc7+tfJKrrGYMRAQ5wwZj0xpq0+gzrC/w54sItU9Xpo3BU5mEDSVLX8Tt18BM+DQBIqNFUPa1tGDExNkEm2u16irtND4zcz4WhPAPj+coRKgWc2sbDAqzICiCGWAevxFaDV3svsNYi9Rn79POC0ZbydYGe3mcYz1YginDWyZIU064Fi1HrVtATyPBVjhYaLl0nMRMAhYFEleQ9mnNv/uWPk5MX0HfVup+x90XVeWO6pYZXMbVddIEVZA3ZlBVxtMd96/FLX9egwd+sW+IJ1LnXmNJKFQzpIbXUXsncOagysNRlRnFLLL08dXfQRL6hBC/y7ohWwtsTJ4pVss27DiWPt0GGKf96AstrrRygeLEMrksqhtatKzgBhxzv2GRLBSKFgudxrrcRhpjZXpvutTOHJfEYLkcV4Ik59BpLQEszWZ8vRRmjSsMAyDHjqi/k5h7uckrxBHrQ/BapTUmfaEJwFSGKMIIqu9Red9lBt6wwYpyDEskG2hwHBeilsBgXQ2e+Tl081H3zljKGKEXrtU6qHt4oyaTq6kdVAGReuA7pw+C96kvMvy+LW0MaO5DZcc8G7WdQZrImqQqWGLK16GgKSNSN+x0HOGMM06pwlG5vPC+ZDpUXe1/ivDFilE1kNLWe/M+rivQFCcHhJ+TMvYoll4gmMjFTKcqpQtCF9MXuCZ7SxD4BUXYN70LjvdESPFRMI8VdVze8cAaAMUwoe22LW8U6hjVJdXhJufh7PVag0Qsbbgd9eTeaYzp8zzvJlsBFBqHMkLm6DirmjKRgwhvSFEKziYUl5ERiNduBScHS0MoLNn0/IUgmQARXkzDBOXnExHauPZyFoxo5sb4e7jCDdkCEGgPxc0ymjwhvgKbi6Kq2YwDhfkNfkt1y4lb3B/B046pAAAgAElEQVT9+wbMX7be3AZSv8t+Ueo0CHJRJYO+74Sg9QWVyVQFp+jGGW6TnL9q/ISujWozQhmHNe9LtqWx0fwcujbr5gpH4OkrlAV323pBO3MSvqXPuj5wlBJS0ZSSRTDal/JGA52tTE3ZpkQirLmmrEURBQtDUKAIO0CAQSWMT0q9HCUC98gGVRiWt8TNP5XxNnmKkDP7Clp7KUw6p09DQ1SYlRPBcklH81j4DbUsq3UnxH8Y1vjgWDYUx1VWBteHYtx4oCxjaIK5cFXBSonpVPs/crafsiRRFMKUWGWOW72qJKAq/ji0AwE2S99/eZ63yfC7ByCXYnvqHiGGxvI7tRwJToxBWRgKE8bG9IUWV8uCoWzWHNeAaFnxbYj7Xf3Zz5ZJXOg5rjyR8+x0QhSDKSiWG2aEKO0hMVpK4g9dSm9rTJtl7EZodAt7aJzSBnzcpvXDGcVkwsccvoPSBvo8AAL9UaLVZe80uQeqY0LN7EbZ5MjMrRzTPkMoYunkp1TkmLK1FgrQqgCjCo+4wMTiR2ODZ34ODdPZp1m7uMoYo6dEaD7aB0ZBlPuM5QmQsjAn27phUwEnt3bjktN3xefG7xShk+3QMt8MBinSRv/IgJhyiWtsmDb8v3GtsZTrC0TEsUK3tpjLSzpOORaMgjIG4u7tU/u0gj1XgvpsITqt0BO4NlcbEXxMdReY+4hJcA6XW/y0Ze+MWIN0a3zw2rg2xt+jrz98He0PL5aWO1YpGeVln227jYeeXoFNm8P36PhNNVLAqFgVYZdVlcY+X4Pvy3z2nk4hWg+wCX2XEspYkEZDthbYBmlBYdDD95oHnk1ICtFqtJ5xrorBycE9sFQuGOrkpsQy2RZL08akusDpui6ZpS++LmP7OMlZCOsLlXEMllfe8ONvslqvYurXtSuuvLjvydo2lkKDV74vHCnE0U1HP2ajlorwtXaMG9qqxs+pzLXP7EUskmEG0dNYq1TGWhd/S8nkJ+tsbDD3Oc3SR3/XUN6JkUlkKgMgymdZcoVPS7HFeyyDU+0reUTMHfevDQl96nNp16PgtW1/UNpgUp5RzzoN0qjMomk82Pey0ngnKiRNwiFnjHDOka30yAaTe2f5+QnlU/c7ouWatN5znl2EL6lWWVKfFmjj1Hfv5Fj6DPMu3E59mUkSTZXLNe97oXhehsBfPKdPT1s+siHM56l95y8j1jkVrlutK5JxnLHuqjwcNVbVRjvQYBT6XCxf+rAxUHJDslm2TBrXCHEMdAxjfPbO4LVlY1Vcwfz00Qk0NLZ6TYKjqv3UCim+tST+97g22hj+8vd0piBYDospIEg1KvOo9o1Pp5SlMkdxC/Kz/9qMxc9uxDmn7FKk0dDrQGK+wRTkiJusWp5NmA/9buk7tR/0rj/6MmzxczrFjTrm/bPwhL6NBVH+wtQPOoZZ3tPYaLb0lYUJ5VlFlCaOTkV0c5bMh94aqdZhaqvsf04MlD0hUqlM4tj336OOoVL6gKKQsTJfijBWZoSjtKpSyViuMsbKVjrDeLCUS103ywpVfYFh1zbG2GMy0jaUhb3w/mTa9wvKu4pLFRyhIbTX1A2U7IlUbw4g2qfUjMGUsacqPfsKAuvWF7DLTuFFViq/OArughAQmpg+agKp0LpHCtsoX/f1CeM7i6z1xnLLBEXFvb0N/pCT7dHsnWUlUmlcaxSWwXv83woCqpdJkqzJktY4B5R3y8kO299BPafPISWEJmbM79SsjLE/M5gaHeMRa+kLEFEP4SzWIWjMruZhOYlcdJpim9BHtfSp7npB6BYPVUh/Y1UvXn87ehCoSk9jCsLMgJHWZxzCC616a9TSp7YvWtnlv34Lv//ftdi8pUgcXoTjG8fVeqtgHc7OeK+yLZ7/v565NgktahsLQv+ejIoLzYZoG9vljbh4IQWgyPtUGDZfGaC0kaSgKX3f2GAev6qrsX9/4B6TcB0pTwTccQvm+cBh0mXZjYnO6bOXq94TX2b4fevczlSFiD5mN9gGC9Ov0KltCNFqrHWxbVCe3d/v1HIZDD113aQIp7y1I/6++HLpzGmw8D7l2WL7318H9DQqLau9pvkcoNMeBUTY68sFhi+NMX0MZTQQffYZf1yNL1z2Gt7bEO4wWacuQVtMU4sKJ91+R+XLKOMiSB7ky4TSHxF+SO4FhLlPXE+C5UpvsPJeo9k7LTxGWGFroQVTOaRYOznnzlKU9gMFTuirMmzm6LJbov634s1xZdM3lrJwqQgwMX7sHCY9qk0pXkczAgbuIbgjxT6PoS8jgo6W6Y6220QXVxYlRXpBAGdMeR1f+f7r2jp0SQ1M7eFY02zMkS5WMc4tRhaxfmPxQh5OTmGsw++VtphyGAceM1a+jrh3RoSu+DriaNVqbcISEO2viEVHsez1+WNbQ6dY2aNCZPhatyZQklDIWxosMX3yJ511Ur2mMPzls/RE5Jnj6qaVWyRooJ7Tl0BYsFqH1Pdd0DCjIUbJFD9K3x+ia0a5/Aitcg+l4Igwqc4ni8IvTBtfRoSOqFBVy6X8zmE4OVapiMU1li8oMd6Gd1QuV67p5vqpc5DUB4Q9IYYUpljoYt308Rykke/i4aUbAADrFKHPt/RZYvqiwhGBjuhSKJ9t1Zo+/HDGSqxaE22MaukzW8mKnw0eb1wXCsQjG0qfur1GTeTit1vdcw37vCmJlHpvfFtF6No4rhUlZD25dzqhr8qwBdObNiYbs8zRkOvOR4o9py9k6TMXrE4WPx4wSUxfzIYy88G1eOGVLZH7dFYSKgPGceWhaKDUe1ha8JTj/9SF2V+QIxuDyuyX6OMWbOXeLb0i8jXFukVlwGznTuqaZrvPxKxH7jTQRhgtIkPASg6j0OksLKqFqEHrFkjb2ILl2zLV2mL6dMoK3VyxvXUhygcBFzWyBtqgoolQLsCI6eOskRphPdIGvy0leu37Dl9r31Hw2rouhuez6eid8ByiraM2YVJl/s1tDZdlp9OXF/qJuHcU76M99zaN5vrVsssKntL/BmuHUGhjy/XXdPp+J0Tx/b+2skfbTvVaW5ax1mg/UtYSoLI9c9MW1dIny2TwOgYvA5OXUFz7gtd/eew9PPr3jXjwiWiWanXeh/sjvh6b+z2AiAcI5exoauZrf/3X0Jneqem4EvXeOETGtM0PP3Afg/3o9yCd0+d53ggUk7p8KHiPEOLYjNpVt7BtKtSYvnhLn6aeGOgWwFQtfYXoZI9rn14zHaQXEELgxs7VAICHf71feJHULB42oU7HhEboDLELFPdU0nl6mhitOJT7lc5AqBagSJmqZUhZ0E1atV4p9BE2eJMArUOwLHvsTrDfbbT6cnnxBibashbWnK1MYXgiQlq5vOC9OquZ/718n33xdLIunVAR3Bv1c7X4Q2ODeS6pKftj28LYyAUClr6ChUEpfXoeXRlQzt5Jo1evTbTcLJ96N/LwuKzkDE3/99JnREiL3XfC803NsBfXhvLYja4boQYQ2kp1dadYBHkp4PXrgY52m0aPtL6r+5Zp7Y70KcUyY11Dy9d9BeDmP63BH/66Fn+4am/stVuZbaTwHKZ9I0ocbkOcxT6ujTSlqhxr5bUKKHupSEhhwJa9Uy1bF9NHff64+bmlR5TaGL0x5N7ZJ4z9IUkbLEq5Im14DpASuSgClPp/iHUVQrummcaTaewXf7es0RFh1kArVFrCABsgIAl9AGYD+A2AGQAYU8FBhe2QaVP2Tpt1TBUK39tYwB/nr8Ppn9nZj00p1xO/2cZb+sy/h8oNTZZyRkCjRkezYofKKgCbewwLiXqv8nw6txI6wyBir4t16e4JtI+xKZFcHombd1y5lNiLYtlhehPT2BMn9Okeg8MExNBRmWqAwlhH55SI+S34vdqeuP+F8o9WWAq1JfybLRheFw/lP0fpQmfpi9Pmx7WDEjsjv25s9IzjV0QuLOUSrGaNARdMisBJcXGSP/9/9t48WLflqg/79fedc997khgdDLZBBgTBCXFcBWJInJAyGDuOsR0cJ5VylacUUMZMRRgSwmjHJhgQIGwkSwyBgIhEJAuJQRJCQpIlZAkhkJFAAiELDTy9QW+64xm+7vzRe3X/1uq1eu/70JHffXpdderb++ze3at7d69e85K2b8Ys7QOVssGae2/xxZ35Nd6UiaHBmzPtx0wgNtRtm0vfW6H7TQkwN5g11ufrMNrza2vZKmTd77fi7OXXuHu42g4z/i2amfXvVNT1r/32dQDAg1cyPvajx/ZmbSp8sFy+472nuPP95/jz//njXPg8OEYYgz6i+pHZu1l8NiJlVCz+3BK/YAqf07bkVj13mL7Zvo8EgfubEHhJu1ui3Q7KA9u/EZD0OZ7XU315Wu6bYMbs/GxJRVGv5xFMb7Wylek7L6U8/UIh+RApa8Sr9UVTZcSdcdsAnv7c+/Gi117Fp3z8JXzun73DrWs3jSfd4s1xsz590Xg2EfGmrROT8HMmabXJ5+Xxz77yMn7wOffj557y8Xj8HbuBCImKIs4nvlHqnZsgXLj+zTFyG+oaYickHi1TYA5Jiwi5dHNaXitzBgFYP4B6Pf99ty5frxHW6oCL16iFYS2Yz9YEt7M1EmkPI22JfU+er0VUk7qHYF3oYA3OIKitVU2f3ZdmLBX+7Qc5imjjCkqe+59IX7sVGFVdCUywto5uQjDGY7ZpOVQ9Uz+ce7XWJj59HhArMEotiwu43IxAxmrb2pqbrM2tba5HW1xw5kYJ/1bNIbAuFJC6R/u00bzT7PWJFUgU8MeHQ+ZgDoMlkGPrkHV87zFnX/LP3gegWuxE/a5pY3SwmbiebdviResj2yLV3qxP34Z9N117loBDNQeuMK73P3ObaNrNDZpme85P89kZ5m0XMNL2TO45iXV7s3PA9We9if261Z3Bg/fRxPRt9en7uZTSP0op/YmU0kfL34VC9igtuZQmYZoFcnEZQrUSx+c2cuIDV2pjZ86mDU253Oid/rVXouTsc02f35Y1pzt1pF1eXW7THp4//ZKHAAAPXDmoelulyV7dGXPjaQoiJGoJ4Sk8VHezz8vKWK0fpI0YN9M0e7CHxOdNIGrvndXxGiJ4a7trTJc9CDbXpbYteW+jhyrfMHtwBt8xOuAt4T5ItC2BFcC4JSx7CxSwS/Pk16adNoY81rEwuv0WHWxli2Zgv0ubffokZcPNaUbq77c94x78/KuvhG2vtWu1Mls09Pwdbe2Hw9BYc1zvvZth0Pra1Gt0au67lYle6v3BnWe404mSPAuS5vW7NdDOWpvc9xH5VL3otVfw9Ofd77fd3jPztMG8M0qTxHVXz/Gsr4UxOrXWNhu+/UwoMNuvM0Yq6vv1b7mOn/s3l/32jCY0LRzKGMCs/q5G77T7LhAKbjVD1Xhv/WDkuamBXOL35dkuuaRj2K79BkOQL7P3okAuaq7AdKFZTwEcte4I683sV2uxslXTl8u6D+ytVLZq+v7e8svJ2guAT/7AgvPoLyXXjXcIENqMMF8jhixTeOm47kDPHjyKFOm2u0Ga572fcxwAwDpBe8VKCKcaNnuYmMOyS+7rrxxe/fnNjMsgvlACX7DfJxyyjqx1elZwh+P4skbceXXleur7YOYgjtKo69tw4Wq6g++5RfL2sAK5cF8O4aCTmG9v365X3W58P8IQ35dMRC7iejaiWHRwtt9A+m9xSKgJUUx8GQ7u9myDeaf8d7+b+8IMzN7yD0VfbSAk+TmnVdiixdnvsKphZlNQvo+Kt45e/abrePWbruOL/qsnmLrb1qcVdLSx2bVG14c8+UZ5W78eDLO0DKPpe4yMpGYkWLL1tsBqGdJ/8H/eCWDUItn9M2uLYTg7Lzg5K3jCHbuw7lphPzLZh9/zk/cBAL78f/iosb7FxQ2/Ome5mcvZ+bFVsGjxuNx6JuJiLn3IwINXDnjFr1/DX/+8JzScPBOYnh+AY6JCZ3jUFn4mcH3z0+/BIQN/7b/+sLC+/K5q+vJ4tkT9V+aoqHvPt3U27TPmeK3/QxkZda/j/X4ulLPtWpxqxxUJEWbpjrjN0byT2zBC0BXzzpvN6bod987PlVutbNL0lVI+yfl7jOF7GCWXHhzADcZimBUulgiYPWctkxucJUD+3nlxc5o+bqsTKlvCSM/aYgm235d+ZgPiSB9Hi438jVM9zzdjtmrBjeaEvwG3H2ksLQH0wOUDfuNtN8K2I3hsaQl+B81d0L8wKIKYnbUyvisP1uHSjM02wulmgqjw47Xm7XqN+rR1xzUwqYt4v02lxQGsVvsStWm/98x8lRMhWxrH0/A++6UP4V3vOxvq7HdpyiANY2jmfWMfXP/q9Yzff8+p255o+qpwxR8Dt7vbbTBxQq9rYXLrm3W0VYq8xRxV+g8DuRhmzhK13IbX9qzvQQDkHkwMy0q71pog2hc8pnmTm3H4TKBq2+J63/qv7sFf/7r3zOuu9H1YhL07J4+la/ETzI/v17Rep/W14Ty2MOVcQhPxnAtpwwue9eKH8NTn3I+3/kHfq9yTHar1VRsCYG3cR5b5mEV6tDjCjonv52uFYM1lYFh6G6ZeKXjhqy7joas2sha3Hffb++iVRk2fqSu4b4s/M3V+yNpCZKQXNW2BSNOn2mfzzvj726Torj/xw8Bpte013KvH/CHH9KWUjlNKX51Seu7y95UppeOLBu7RWHIuzU7b1apNDqabWdSl6PxVUT+jL5JTd4Ok37YrMETmnVsIkDWi56aYEEMItQAzQjj7IFD/PlFqn1n4jhYGn6WJMyZR3gOA7/jhe/F1T717CCnNdTx41tpdMxMbgzfo92uCV/9dffBEH5YuNxxuDBPDI2VNWjgrM41zdMC5z4Z3LfEy/r+2qa/VARusd0vcRcycrb/u0xesCzOf125kPPP5D+Drnnr30Od+P1+P1q/KWzfe2v66p96NL/3O97nt7VNfk1v8pXa77YzEVvNOq+m7dmMrsRrXU0Mp4z50+y6d+LMt8/06ziiqrzCJumlrHY+a30BbrYa+kZmbarhYqLCR0Zb99/rfvrE8M/sxeC9qd7fz81jO/LXsN/f6sZrOTfvvJtZzKXHQk1I4wi3wtiWd0o0TTbxzfS6D64nZ+7N5VYyM+aY26Bv3PZwfg6aPn8X9WzylcYA/5lyAt7/nDD/w7Pvx1Odo014P700MeAacM/fpq7/7/Rzn2HZLKUM/Xrtrka+1YKoH+JueSXl93x6cOYuKXYdTwZx579EUvXOrT9/TAXwmgKctf5+5/O+xcpOllHnuJ0/y3d+t/0uBtMYS2U1K7dlCyyFejFTPafcDE8jF9q/ruW2Z+iMiY7jsYeQfhPbwmh2mETBrBL+UQ+6MNx/skU+fZcp+550nAHoCdF03RvBRu2vSdRv8xvpASP0qLdQvuyagK8ytvZ4VW23m+7aJ8ZR26fEsgqAFYsa82XZLiefcaklmUuaIuBv2hdlzNnmz1z5LM605k53Pq9drxesnvUH51vuV5Ow2aqO3/4qdPKDl5hwO6lJ9cwQnTgne5eFut85INCIpaRz69U+9Cz/6ggfC+kCF4cQR1BDIBNMMBo2XNwUDyv6c2vvVyJTB94mEkVuT2FtYbBh9D1Zp86df/CB+6kUPjm0FgsW4vRjIGW7yhEtbx51z9eUX1w4uXmRG6/tocbOuK330vvj/s7oPXT3gzb9/EtZrfafA/60AR7v+jmcyOQuAdW5cL4u5OUzebSbYThqCG6fj4LNZc0KHWab7MDlbvPYqLPHasehM2nzPXTrvoRflNLgd2j3k+bnX52pDnj4zDs3A6pfl+zQ/0vZ/0z9ds4Bx5lLBZ5LXJmDX1vA4bNtqEWftotjvuRHJPULLVqbvs0opf6+U8vLl7x8A+KyLBOzRWg6lS8a8xbMlCW7CHKEDdaN2hsPphw7xmSTH/m8tn6WS6BARO1PjR3vI2mtPEYQD84wxGqJ7lvlmnhEDMTFW2rfmg32rpk8KE9e9bX5v/lFC6bpjqsO/VksrvXjRDxvs6pv58Dg0/WqZIezzjcSeVzwtdkQ0z9dAfMiVMjJivR29xg/qgNV1G1wrxJ1dR6HJkznI7MHd2jNCnysL03dEzh1N6r6SB2pYi8LI8rid+lJObQTfhdDcNU1f3HcXWmyPYLdrBG39xxvfdoJnLcGgVH01R/MQ31sj0Q7EYlB5ZN6DepO1NfSt4CjxGlr63xPhPyvWnzjU9DlE1o+88EH82M+NTN8W7dWWYERjv/qZDWKix72Og3cpuVopL9Ca3bvF2Set7TaHek5nJs7y+09+5F589VPuGoQUlsgNifmiNX0SP4DjCEQMEDDSJqouRsGH7TslYWSKqsuaRh4HMM7PzEd/zZ2FYdM4QMPZrtH3lo1Grttbnk3zFGqcM1u7crvfkqfPWHbMBJFdiKAfWA2pelyIWZwITw+5aE2ea2WwHacpHJD9vUQgKpisX+OtXLYyfYeU0pPkJqX0ycBj+foeTim5E0ve4plF7yyoxE1KcEU/FrmIps8mHxU45J3I/lwKS7tWfQHomonYmdR5S6hnK0mr7ft1AXHCHp+nJt0TyjhuYyu8cdJkSgBLcxhFBeu+d1C/3uGwxqiruuYbyPccEK5Ze1ZLK//3tDke8SZ17nvwgMvXSCvEB/lEiuiNARgR9sxXbfWAmxwaa87oXKbRyso4h+2ZeWfTAWuI3LV6Vrrf29cE1aZALqWvxz2dHio5+8bDtJTuBzOTjHPxcnWmBSfmTD59k773G049qbtZk2PW3Jzx3UaolKKZziilBux3HFGb2/asWGl/JAgR2PbNqmTlfDBrNmrX9r+lzZngLoqmOKtnWxrWHgn1tsDYzTt1Zavt4vai+fLq9uAYyz4O4Kjv1Is3/V7V8l0zTFLJPcp4LmwhM/bNDL+0wtozS5dwmZl32jPfE2417WnWdI7nEjG6KYjrha7H5/ksgqdljLfgsJwpd3FwhgI0DXLhfHj+l6V3hjNhaXubpk/jJ+1XZ2AuQkvUe5nTgY40a6AJlq1bo5k3RXu6uGd7sC07P5vNvMvNMZeP9LKV6fsGAL+SUnpFSumVAF4O4OsuDqxHb8mlzM07Jwd2yQDSzLyT6hZMNX18iGiN2rzdrc7y0vYfyafP1J8R4Z7mRT/XFTxzmdlenjES0YGfS2Te6ddn7SsTee7B8zCIIssseIeo92tNjTxtjicskPp/65vei7/9re914ZXr/+vH78Xf/Y474zEYOGdhsK22GQDe/PsneMGrxlDe9uDk/80I0ZthEJkQH+qZA3XGBDe47L2BxeY+C02sIwLLMn2WaHEEU00gsJYHKpiXaG7t2OxeKLniw/0SnGXGcMqaqdLutU0jdXtk0Gl1gyO3+ousBXzhxPNbNH05d0bazsXNCEPUeAn3eqgoZ81In5xmfMcP34N3GfO1pSl1EZt5bSeytpxP3thvnGbc9+AhrGfnzzMj36rhbIFc0iggcjV98rucBVG0w1qntLpcZ9zv/Uy07Q05cM3YBCWM+Esz/DsrVIUhmA38g3mnxUkThkPgEssT1sR6Z2wxa64HcjFjz5RvbrPJsIZPWWyYdyJBuNf2XHjEMBum087V8runQEIPXT2oYFxhu+pMCuA02tOZpq/ist6+bk/3ZWHxYN1PYmSots04tn7btXV4q5VNKRtKKS9LKX0qgE9D3WdvLaWMhuCPldWS8zw4QHeY9w8C0fR569suVJESuykbqDIzJK6zrNL0OR0HMHDkp0GgNyHs2v/NRpsR4YMNfPGRQA/kIoh3G3ExqzfztfHMO2NNn3631x/rbmGabV2bSDWS2llNoyXMd46meabpA3y/RK7z0tdfm45hkABOCFi5Zd/Dr37KXQCAv/F5OpS3B2+czoQJGfNsoukD+n6eCEDVYei1OUj/jVlX71vDL3MV5f2TttrBrbt1DmwHNy3/WkvObufbI254na3OMwgnFp8psaXmEpxXbH4/xHRtMQcS86mbkSLP2twtZh2W8IjaUwKGYQ1u63fWpucL2fFcJTzf+s5TvOo3ruPKtYzv/ZqPVXVHgZL8mrUZwBLBKmslFMCpsddK3/aMe/GG37mhUjvMBYljv/sFGcqz173lOv7cp96G2y/tTN2C3S4t0Tt1O65Pn9GuR/PEcHXBkl/X7ncADR4bUVrGdn5YxhYwQZbo7pY0Qb8G/NG8k89Za7JYwNhJaBzR8rMm1jLSrImzwjLvOx8fJZycrSQmN8xsTj6NYF0eIqZc7lOCawEx9t+vJb1Eb8vOa/1l14wv/6734c73H8LUJnI9swRrNMXETNe2idLrzwToh2z69sw7c12nZyireEKfYyuRYaHrjr6lsxA7j+wy1fSllD5/+f2bAP4qgE8B8CQAf3X532PlJks/KCKmb/n1nhUxZfKJFusX06VzDhz0P+V07fR7MJtlVqxUKApMs0XqrA/+0fHWEswKZmvuYCRR4ge2VYKj2zJjiSTwmXz6biJ6p732mERrIvnglQP+4Xe9rwW88GC32qbIl6GZbBhGpRHjuxQeKvaAnxEpkcbaKxZhz8JINwZk7xFqM0JIH0TTpW4ODVtVrU2Sws4OQ5WLzXnWrs13iqKO2oiLswO27q/6j9G8k9ca7WmnLdG4RcWa2bk+fUSg2I/gaS8gvlJl/s2YkVtbdrzW5T5KtcLwH+0TVn36NuA+qbcjbcsWLRabPs8EDKumUAaOSMAg/TfrldzNIN38ZmZvbdkXa+upMp1L3aCydxa84XdqVM5IqGmH6plws0/fe+8+wzf90D146rPHhOs5a/8zLt66yuE+GccW4fWZIEraa+4Hjr9ijzJOZ5cjOBJ3lZqDeBRyKjxmYJ9qW0zf3t5PKTWcM9P0eetJ/uX5tkvuwK3+4lbg4JpqLjeewJnb4wTqs6A8NsDeVBDs4Oc7318nacaw2QAxtl27f61Qvb/H37FMtNH6nbU8fdW0fGnrJhQSpWwLEiR116zhbqWyZt0bEk8AACAASURBVN753yy/f835+6ILhOtRWzIfFM5zz3SqleWfgUufkS5xm/5BLUWZHnp1VzSBIQyzze0QeTMYPQbChgG2YfKVn5E8kChkJnqnvBOVGRESHVxMFLC/QRy90yc+ZqYqcv2bv3uC333XKX76JXGgg84M+HCPPn3m/0s9T5tjAzRIO244cmpncyhkM17LBHrj8HwPrX+rx2hbpsm2K3VnwSGsb5BlnL33rBYtOmyt1iVi5jphXS+8IAzstxMGcima+fAP3/rrBfmJ+mRJvkcYegykNwbR9FlTpBjGdb8WKZ2gKKtJ51Pq458Jx2YCpF6n4y555+DssaG9EgsYtgjabP9yHTMS9f9dI1qaf5gwYh4Mnagdx2Dvt+Dl5icf4OJoXwHA9SCgxqgBKsNzzuMofsvveO8oeJNzPy2BXHhMs5QNcj0VBhthVchIq3f0M5eh3XeBRzPbc9YUp4YafObtWAxQ0zRMeZwH23ff+5rpG8zA1Z7T/xyY+wJcOu50wtXrGf/fyx5yTBH5WufpY3/5xhAljWejM4PdJ7ZEba31ylSTz0y+fWYjnQ403MSvjk2LeU2v5+lb2gtoELnWPu7jJGRep8NTXSwOmKWDGPaft35u0TI17yylfPty+U9KKf+en6WUPunCoHoUF9b+uNo6kegFm3yXElJAWCkiEWTW5arFfQTpSpQm0rYZDLyxZuHiwzx3hjH0TLtaG1azRxt1t+sHq5VE2TmLiiXAt5iFVmnpqOkLzTuDOfF8Puw8i1R2FrRn1acvJB704eiZF3vEu2VibN0jx/9LpLe22PlXktRgXXiRyg6HAhyTiZCD+GcRdDUM/O7s4JzMuVlHB2UWRc8w/v8QtNmZPRmPwDj2LSHk1XicQC5H+4TTXLWBnvS5ExWjFtjCtl/2I+9R9X1zJ37GNWrHIH49SbXnQSBt7dO6sEEeK6ZrJagDB5X4o5p3dtwlZpOx9tAKi/peNGvyJkTUpXTTPzWvwVpr1ivoWp7duI0bTEMUz6Bd75lX72gxLz2oue24ZMZo3zjJeMIdu6Wv+EAYXRSKctXwTBsZzup7WteHdqnwcaTUPeTRNNHW5d+IqfCsWtJiPjz4tRWtQennpu27YL9w/CKAAcz46NwYGWlzb6Z/NbAVCVpOJkxfNuuCi+fTd3y0MH0ZeNpz78eLXnsVT/r4S/iMT7td90/tJ+6Dx0W4hC0qor20o0S47UxaoQEO2dBDk31qnw1zZZgjG/WSi3VHkDcHQc3w3Ytbz0ZrVb6RgbBxawRdK1Cwa2sf1bX0xnY0+ogsWwO5PM/533M/kIB8qBRepL7Urtcbni0HRwqeWwmN1dREdc8D8xYph5UDSjes+7Ahp11YI2KGrq35AjAeEAMxRUiUGRagH0qe2ZwLiyIaLBLw54S/9dmGlA2RP5dv3sl1u4R1djg0ZqBJ7c3h157rem1eiBCNkL9dgy4BxET9RNKn3rGHwQbp434xteNizXWymUcew8ig6estkTblujNi8WHIZly2TY9RiNqMxjHMbdHh1mOfvtJNvfJc87zfr+8jNpn0cqzJaHbJ+QbOGNJuqUv7coYf17SRum6fnzXH/91ivsfBbvy68dq1/XuavqiuXEeanpuRVjPuwqRN/u5A/QaekMrWt2tyttdm60nqHTnmnXa/WhikKP+ziWbBY1D2zvpwfehzZUDFvJPNH6Pz+Yg0bZ2hm+N3rZWdEdTzsZWscUP36Rvf27FPnxM8zmqt9fsTfFjGta3HI8FxEg6lGE3fWJdh5v+NOKZ0pu9QcPVGfeGhK7pRZvSV0Az+2hPB1OHQ31HtLb/7PQvs6oUby43+d8gmcF0ghNztRnrFrlc7V0qDN6Hj5jlm9XWYnN28oyyenDnIWePoWdEwWD+9ORxaS7jS0SO8TDV9KaU/A+DTAXyE8eH7cAC3+299YEpK6Z0ALgM4ADgvpTz5Ivv7YBU+KLylM/OdAHp4cu+p1T5ZIt/CIUUxdU6/a3bVUbuVOSrtOqy3QvjU69F0y5oz2DaZIDg5q210QnnsY4Y0bFRFnoeZj1736ev/36bpo/YnJpLyXmvfka5bDV7PkWPrcZskNGhzVi88nyhf++Mzoe1wc8zsDtk3C4sIW/uM4fVMWabBTIr/6/ZT7HyZuuY9qy21fdZnxWj6qJ5zoK757gz1LKFXNFPRJfJ6EYmmD4uz/MEZS2dSuiT5Rb96Bb/wmiv4l9/wcb0etNCra5/L0JZnhumNIQHN+sESS1wYxtVjW2AIiDpbRCDXzDtX6rbrUMix9E8M8hafvkooL9/HqS9KhC1MrwSRyaULaizBmA2cufiBSWz9Yu63mOXOnvWAWf3Z4aDNcy0MUs4DAZLHDKi+M7A/6nXXNMFs3nm+cn7UswPAmT5HvbmwuCEyBWW8OJp3jt+V04VEmj5Fz7Q14wuSPS3TjC4A4Yda19n7qQt82DfSrsGbCcKVM5l3ZuC25XowgwRZLeTO8No+mtlmmgtl2p4nYVf7ll4wt1y6Nn4iMBRYAf/bWwbZ7oGZAEbRKRM6URh0YeTDqL1trdTxrWnYcilK4AQA/+Jn7sPnfPod+OxPv2OAga81vAUqSFBAC0Vw3EplLXrnp6H67n0kqh+flMsAvvSigKLyF0op934Q+vmglWreWa+jRQz4B7YgOdL+D8/5OopCKH3LJlw17ww0UF6xviCNwRiQwLxP+/9cYkRW4RpDC2vCaSFeTP8WEZRS8LTnPYAvePLj8Gc+8Ta/r7IV/m4isy2Qi3/AuZo+Q8RIHS+mVJNoGg2e58DObQ4pDJZne8dMx5OalkArxMSHlRxa80v7Tr0uc8kbffcZgWdh6QSowG8OeSMpt470HgzyXuR/p9fwzTEEEfHQBRp6/3vBDWR9HnIJAwxkYsRrvREmj9H+np+6b+m3KP8gLziJx0D6wgU7hrIQflXaPyOO2/rdj3MW1xVmZkV7l4tKvj1rX+M1v2Kh+az15r7Drb08Cmt6X51IXaNbCjoRWzBaAURwAr55o61v98OMwRrXQCEmsz4VTd+psqjohFwkQLHwzoSAbuRKYipzjiP6SSCX/WJOrZOX+3imRQYtZcBNXn2BP06DUX+P9mnQ7nh1OcWECII8HzzWss6id+6cHJ6eyWy7hiW+x7ri7pILcEpMmbXo0JHAS2sf0PMvUT5Z07cLhPTVBLZGOK20Tv/+UWCqmXDAE3b1VCkODVDY7H5lrvLYtpSppq8UgMc1+V5sBuxpGne7yrwWRVsE5/FezPV9mojHpbXtBc9/xRU8/xVXhqikI33sjxnAILTl52uKj0d6WfPpewGAF6SU/otSyms/SDA9qkopBc94/gP4C5/5OHzan75NScZcDVxwYNe2Fqk2xs0iz/sNQoar/q8yn/ncBnIZ61Yb9+ovthq902yscHNPzGi8tjxJd4QwavtFaabqC/3Q8ea5oI7xeS+/jOe9/HIcyjsb+AMKL2fK07clZcNygIrksNd32jZzs0W63gN69PcsvHw9BADhQ8ke3llVaf3Ocgzu96OZaBQtzTKTM4TdD47x2Wj2I0RjHdPM9G6UFI7teO+ywCI6jKXewTGLqs9GuMrKd7S/vjS/a/DioBoFx8S0WaaS36mHtW7g+knBEx7Xoxb2MPej5h2AlkpboYBLnKYm7ffaa+PNgg/GdTfUFdyhNH2z+ouZ6eLT+Ef16bMBUlD69xs1sfo7eN8HWBjTxYlzzb+vlMqgtDZDRpK/6WTPU7v8XphDcvnltCtSDlkLDgDfdzqyxhja4z3nwNrec+aMtVwzYjCXnrLh/BxT886B4c/jvOm2GUb+VhFB3S1fIhjEHFUEzE3TNzC+pQfRIeJYM7X1V4Q4M19oC4PFo3Y8ounLuSiz4llEyqEdx4riEvn0teLgbk7psoM/nwUUcIbWycjs118WQEbCFql/vAdOz5y5smsKY9tS5mkz5viK2zrkQkJ1C2shU9guYIwFE+M57+L0on36rlyLN+EYWX62B7sW1dZdIYEf8WWrT99vpJS+IqX0tJTSj8nfhUJW1+kvpZR+PaX0ZRfc14WVq9cLfuaXL+N/+5f3AOgSj6jMfFKwbJy0+KhdvZ7x1nf2dImWcOpBVMbGSulS7Fn4e3lfJF9bfEF4LFvCR68RPoA+UNy+HOTEErZWh+qP8I4O7TwWbnuWJ47rNbMjJkACSXguUAfozE9PDhKpeyaBatzgCfrX+uw1uAakaN4zh7eFvf5yG752hLVCgzR9whDvAq1HxJztPYJxcFpf6u7rN7XMtNeuXCvzEOeQ6zf6G8QBWuJx6b6XfS2E80Dcyf9ljPqe29mzr575zgwHE6DuehSGyrFCuH6SVbueSaknRPGYM9dXJaFJ+21i+qGuwDg+NpWXujxutT9GODiS4Fpy9rZ3Q62/9N81WmuaX2AJ6ODgttbvxJ+8t9fnv8LoR1kFQBoEuS+uTxu3K7AwHMMZIGulEX+01xwCTPCs8p0OI0jqrrQpYnwWjqaIRfmzTb95Wx/V5/NcrfexLo+paiX8PWzfZ61ghL/4jJHiCoQSRZKU9WrN4w0DHmkZgW7eOfOl8nBPVBeF02DodmfRO4fzUNEA9VfMO88PRfntme5dXDbAnTkWAwVyCYTYO0KiTWDn4NxDBo6aRtJvq8Oj9zQ/t8HfIhqO2+GxcV3vWtpkt6bszD23LwHBZkFkWrskkHzoakygWnpxJggqfOYVS++tnh6P6LKV6ftJAB8H4C8DeCWAj0c18bzI8udLKZ8B4K8A+IqU0ufxw5TSl6WU3pBSesM999xzwaA8/CLIRxajmHl4iYeBmJCr/0OXvgH4tmfeg3/03Xc1B2bLwHgEFbfVgowEh17/Xz8obsqnr3RkNEPmM6aJr6fhncsoFeqSs9EhPkoxEJtQacQ3kxIxDG4gl0lydjYXEv7NN+/k4Allo6avww/45kr9ejQT60z0aCLSNAdFE5azHIM7J2XDbP7VAbsipQMkkIt+5mmKAMmvNq4hLtHaBvwDqT2DZYZHWLHU8Qja6DokxOn/Yq4ErBzEJTaNzExcBMyHvOKZTjbtKq0fC49nueAxZ57jv5ihMUPt4U/5jxfMYKjr4I61tZHQieSppi8Tsx2BIXNFBGcYyEXB3S0cZsz7bPRWWAb0/TbgYOi6vC9mBH1boytaqV3SUVkB64Nef73oxZGverg+DcyrWuYM7Ck6aCTMA/q536J3Dmao45iU6aiZLwUHz2uOGS/5hp57iatB3y1B0CbCLSWoJPzpMdL7HcAaa6/fIZDLhOFojOliMsvnqmVkZqb4nuZR8vQdctdy2j1T54gZ86DNYpjTidAX0LThLJJ0KaxlLUOfunL98YIIzkx9x3H5MMuzYuDm7rtgiLSdAU23b0I8XnvjJHCU2TWmT8M699Mr6BYVFvevWYk80stWpu9TSinfCuBqKeUnUBO1/9mLAwsopfzh8ns3gOcD+Gzz/JmllCeXUp78MR/zMRcJyh+peOYQ+10V+7h+exNNX12Ii09fBt70u1XLJyptz9HZ+7/0IwSNF15Zj4E1ff7h32A0BG1jYofNTcTtBgk2S5v95+Zgp4OSHdLb86J/5TpiyPggZubRttFhk4NumeMN0TurUzL5oDj+EdyntH0o3ZfFS3dg/RcjhGsRWxRa2vPp4/nUEQd9OFhjzWVm+rprSNgi7IBoclJChD59+/G7ztbbTLJr6+ZJu2uCC++6Cy6W+ynz3ut5+EEFVRGpslOPEzB7ZoZ9f4zaOREqSavsR9jeNwdwWuzYRwZ0XLOylpQ/m0cci1Z3NwoDbBkI77Lmw1maz5Y1tfLa3jsS91n/dm14deU6NNPNmomNijxiRs4KfkY4uxRfvndEeAosANygQHzfA+P0Z55g5KidZcWtN2PYtwZy8fZFZ97jUPyt7q6PJ+qT3+dv3/a82zaNmfd72O4odIk0faJBb/93BUdy3efA0+bZ6JW1PUMXgCJiZvM9PIGdCHyMBcI8YJf+TpaOALRPX6jpK5qBDvE6dCyGjj91e2xdYHF8JLgXYcfhMD+7RlqIxxzPFX9Tv93SBFOH0t0jPPqgCbCoz5mWe3DjCOhlPsOmmj4zjrXAM7yupwz1LVa2Mn1ny+8DKaX/DMBHAPjEC4EIQErp8SmlD5NrAH8JwJsvqr+LLN6GahGn3PrLr/NQmQlQHQkpbAnNCGF0P6Z6r8LfBxvriJDby37tKr7wK9+N+x4cuRHLWOUVTV+V0vm7aEYQe23a+g2BELIZCGZuo0w0mYSMsqk3i44qh8IZTdWMsekBM9iPYqyvNF95HjzBJniNiEJlQsWEhpE2zvKnVWTJ0u9xbeVSx+aad04EAHzAzghw/u4jU2nr1gr7JdS+1gjYvaufRf53DEO9McRLUC/beqYNruf98nsqlPjy3JfmszRTE0Otv6w1UzLfTLQwoRqZ1Mp7u8b0jWOS64Tuq6NhwVDYciJiTgDNzGw9t72gMxUOA9cyl0nyBU4ogwJtLhvVAbSvXFjXSOLtvm31Cvdbnz145YAbp476FCRkIeJrlUEhLdY0V5p5PxL87XYjw+3h3oZng7D9MyI3jJgb4DiuuyNKdurTl8VHbjHvVIyPbVfG1L99JKiz7/M6jYRhRxSUaQZDSqkJ+KI1lXNx16hNhA10geksRVTOljkY4e/3EshlNAWcWrE4fbb3lnps3omGS+18FtojmjHQZonLt1/gaOvNMH39fOVALtKeRwN05tSeHeE+Ja2sB6uMi5/N9gRbHB0oFsEoFPMjEUd0YQ3yptebL/DQ5p0PLmk1Lq0Fg8twBRN8v3MEohEct1LZyvQ9M6X0UQC+BcALAfw2gH9+YVABHwvg1SmlNwF4PYBfKKW8+AL7u7BiN9Qha6deWxrhtUiuXvq6q/1/6OHJmWo59ySrtGHijTX6QXiS50PWyUpf+vqrAIC3vet0hN8QrWuRxLxgG1yH/dbWiHCL9OzhWfJIbOh3Jj59TNRmjYxcAtMg2bW8TNLHER2gUqKUDRxZ8Lxp+mJYehCb+jtP2eAg5qUhyTWlYS+tSqTpa9cljkI707SqtbCCsIGaP2rmt8hjO9o77fq0cLuZHQR8m0sZCHMPduu7FPlSWALMYziZqZhJVb3okB7B0E24+h7htab88Mz71tSqaagjs/LStXd2NYzmZZL/TDOuPoGw4IMPQJ6+iNGW6J3zSJ+aoJ/33+/bvJu6dm2EzHspA3744m98L772++429eovm4KGKUca09VxkQi4zme+Qm0N63s7pv0iHVV4xPHVk/UZuSrMtBVeTjlgOS+MENPCeKQIw3hR5YWIlOAQKtBJgJOYQI80KPZ/LLiambLzvVdXmK9qVVRCHFKJ7v5OwyEOI92Tk/uwS+nEtg6sNezZAtKur/to2T6Lua9jqDdM7ySnnjSghGFOO9KPaE2teatpDoAWhs6iETPDczhoS6joTNy3M5TXn19XrtesajzG08OPKijWpB4gmr71taLPsNI0fbdfcpg+M44cnT8NXhLoqHN65fB4hJe1lA1IKe0APFRKuR/AqwB88kUDVUp5B4A/d9H9fDCK54e22y2mUaXgjW+9ASTgMz6tpj3sm6HguS+/jGc8/wEUAH/pcx5fkdwOi8Sot9uIKiEUkpaSRaYOIvFbi96pzDsLqfMDXzPOHRMRkgKbZw7W2gJahFGLfHgc0q8lpgvNh8DQGB+HiLFMiteXaDJmkjI9vvobmR3ZPo7IT6/Vj3z6iCBsJnQDEh0jJFqCq/VjDi1resWEaPQ9JUodllDj2oypAEidAEp1LtbSU0jfe84Vt0KAA3DzAEZS3qO9aPom7Zo+Z4TkcHAq4qXOg+1jljC2mHr8Py1oqTcSSpyFISMu0ubEkQb4kDVz2DR9zni9tdE0fU1o0Nv1xxcLBWaWE6MwoGhz5wbjuC5sYQJM+pn6BZXuX7TGABTTrleYia7tbwvkkp39zv0mSStBz6zwzjKcyr/XmX9AR/qUPTwG06A9YJjzSFPuzae394X4Vnn6ov1j5jFKWWTn3NWc0v6Za/rqWISgn6bwobOmwRF80xFmTHwqBTd0mGZjk2i0bDLq0TNewBkvpc5+n1BOrZm0g5N2CWcosBYSkU9fcuZ03J/jN7ZCUH5PMX1p1I5J/7zu9TjMdRL/1I7jB7aE1ryUruG1lWu7x2QZpNe4mdfl181nGQgdvLgTHg0mOVyzEg7YNnXqi1k9oO+T2RqV+vsFUZWCKdOnhBwF02B8jKMt/rnFeb51TV8pJQP4yg8CLI/K4iEfPni//gfvxtc/tUtaOZz+vYv55P0PHfq76BJwGySEiarKcC0IONi426N3QkXvlEV/cjZWZskLS/XGQ10OgngTsfmE1eRZWAuM9IoOjHYwg6R7DlyWkFd9obfFkipvbGp8jt+kRxwIc9a+SZnXr4xTJzhE0zfzZWjEYEDAWcRmpfB8GFgVDGvxFKGs/Cz6WIHu07clD6SEUG6wDUwUtcEHx0RQwPf7henbcnC2sU3gtvNuCTNbkkPcZufbMSCdYB7b7sKD8Tty3W6Wp5n8Yub3mLQOjWgx/BQHVOFiBRJN0xeNFWQCv4HoEJy4FrZcrV/4+7a1a5muXOAFEGE4kBa/pbyesmHnzIFXWv67GW4yY/bWBVDXwi4h9Ce3JZGke9Ucaz/iopk5vlxa5s8W36eP2mnr3dP0jfVqX7qzmU/7uYO/uK7SlE9TVfTI24N5ZzSnSlu/tBMQvq0fOveHfWzP/RUhBic+l6F5ZpNHznnvRV0UmucwOQtFICjXqxYdTbtepm4qXp4+L1qxvNeSsx9K6GZRYE1waa0YuJvWtKBpmIbUK41+62lvuo+k891zUd8yChZWx7+0vXR56qTUUAPDQptlnd5lXKtFm3caGoNLo1dyXycDHmUhrJlTD11Xmqn3KUyfTzOZfTJdLwWRaf+awPCRXraad740pfT1KaVPSCl9tPxdKGSPkhLarDsETX3eD0G2bZffFr0zd+Qoh6wlqiyR3/ogyRtgDr0AuRzRxpJ2b5w6dUsJJH+2Xoc1Ir5UhMriS2O4PZWclAh43rxNyucQRjNpLUcgsw7mHsHSGev6O8shxHAokx6pH1BETHCISdXZhOmTZqKIYNa0MSI0JPS2V9ShnX2Cqh6CqWmFeHyhpg86+MUqAQ7xv9QPR6lmve/mnfEhY5mwWShrgNad8257z66rifbLXnumjMM6Kh023yeptxmZq1ppvmfe2fyN00hsilTZ7sfIr6n5wGxk+iINW7QuNqUtWH4TiFhjAZGzjnhNz9pmQikiILID61p+L6k3Y9DSji1Bgr1GQpPWpggEAuEGC3rku1pfbVcA5eBh3W4a1uZoPTAKQGHGN7MMiISeB4O/hvHQGcyErDerFS/29TEz77R7mM8tDz1qn7TYWsEykyIwqWO1MPTE54zrxj0VnPdO7sOeWoHHbgZTfDNAv2/Z+57w0O7P8dqzbJBvzIFcooBqgvNqG9a8UuOhheRT+9gWxk8tqm1gfSHtsjB+JliUWy+1SSScEUuZ6OySd5tAsMQWATnr8zCMMNvWPgYhnissz9pc+aGr9SPNaCzpR68Js/5B0TsBA8cEud8CZdW8cyn/y/L7FfS/gg+CqeetXrwDWkzbfKav17NO9zaQi5hB2Ghp4vyeS1LvNxiEIXFMD731fMjA7ce9LYHxxGH6SiG7cdIKhIf6RNNXQKaZeWQ+LBFhEXtDog5i9hifUmJpLRMhg4NxoIkDKKrcSvROSzzxPHs+fcqBPhfS9Plw1D40op05tHMIaEuY+YFcljUKE8iFCS9ap6zJYZijgDQqncXKQcRzuco0tL2QlJZE+tGV+VlsiinPRdNYJgdyO4x3Y2h6hTucMbXv4qxFzxzTD+wxEpZ2PIcMEvqQeZKJ3rnbaR84KeeDpm9pN/KlgiaSuHiMRNr3NRmNQfef3Ode3WqKj0FDMRBVmZjPHDNUMkAvgqLff4e1m9jpuoMwQhg07+xJfTzRXvOYg9a3adOa7NZ2fYLO2wP21z6X9Brcr+d3u+Y7zcHLxjx9fr8o6yaDXrAVrzTzzraW4nY7Tqi/bAK/JWVD6DMsZ5IjWIw1fWlKzLPpNzNe3pyK/74X0bndQ9Z8CTWVvd1FOLQb53/Mm0rvtX0k63T8FpeclA1DjkJogVPkt42yaHl345nowciBpqL9ASwMz6U+li1notBC51OhQ70XE0s9dyNOOSLGMxIoF7A/IZ1JARKOzPVtORRtBv3glZmmDy1lirXG8OZrT2feWgyHW6lsYvpKKZ900YA8WotHhCc6eG1hAtvmsxIkI1rCLt3s7wCjSUzku+Uyfd5myZynqxOAN07GynWzdKTNjsjsY2OlSV4Z2poi8hHpjQlJRwZG+2nFZlmKCDEIw0XIdNABsVbDttG/SX/m57rT2pcoTLqn+chm3thviNuPCDMvz1mm+WRfoGjcbQ/kuY8Ht9/NQ+ZMN6+t2ZrhulXTpwOueIwcP8vRIb88r2u9DFoVjxCTOVX1zNqUejaogsfYd40xCzpGGHUgFzOnpI3Subi89di1c3aMVvDTTRt5fBqutAOSFzDII/yQ+loqST1jzxlpyQtbPo6nX4twQu8bC0f3gWLGuNbte0zqMqEy6599hlg6zrhUTAcF3zahgDtXi1l1LqFWXSaK81Q1fGlfMd+0lJ6cfc3kudZZzgePSoTMp27r4Agpu3kn1XOFISNOONjFByEOjUXBZP9U4VXhJoa6TYCQi4IzMrNnDcaM+LeCqgE3UloJQAfdkeJG9m04esQ5XI9xQzfvHPFdJeS1GaaX90+Fyldj05UFRhG0zKOCMjwx/uxMn1hB9eBH4xwVgCyvuB3rLyYuPcz0hn53KQ37w6cZCo4X29pR0zfOFdBx3+lECJ3p25cVZjKXbt57oH3qW5V007VQ8Ez7Oee5cATAkvO075PLS/oyobuL7wAAIABJREFUD7flRSt4WHDkVPBSNO79kDPvTCk9LqX0LSmlZy73n5pS+qKLBe3RUTwifLeE7/UkF7xZm4SJD1zR9NEm6j59tV6PeFb/ESU1P/LMO50FrfP09X6vu+admqCZEXYV1v7/84MNg+8HE+jPF0JYNqdhcLgPac+aFVhCfnvKBnrPmTQVfQ4mObtLNNff/k1ipCzgKJOqhfGfmbUU57CxBAP32Yh1wynvUhwgpcAEN1AHfF+nYpYzSGgjzQePF1qYMuwj+u72UbQXRNOnNAq2WbN+p76wZu1G0lK7D8L9gg6nJcD1Yd/bk2czp3mdnJ3HxweiTtng+fTl0tMs1HfG8fYx1N9pnj50PKdgDphrWZOhtB19Hd+Mpo8FdJrZGNfRLvk+aN464ojCfv8LrI7plG1T41xzXqhGKyMt5p02KTNVA2Bwr7QZClh6n82801lvdnwRM8NrpSCez443629ktqaEO1lHhfT23NHiu+0lGee6WzV9hyzmvyMxG2ml2KevMQHOorXnnrXYmLUrW3j4VnnR9AleKv3/vb1iGF8/T5+K8Grhs3NWTLqZqRBOYEwDMzk7B21wFA9XHYtPnzqb4j1f6Q3/PCigXKLF93sE+t5iS5rIpFv62CuGi3IKBvtUaLcZzVdyn1dO3eTWLT1BPGsbPZyn0wiVdq377mtlELQ56Mrivusn4/rrdQulK5m3XVBxpVyvwXErla0+ff83gFMA/+Vy/x4A//RCIHqUFQ+ZihkUL3jXxrkRUH2DVEntSJQBTNRo5B9JvfYOg+Eyotmad9U6p0EgF9asRdIUhkHg/jvf/of4hh+8m9oqikDzoncBHelqYqAjIM4jJMxCI2IM7HHKgD63a0SdtCX1gS3mnfqbrDGJFdl1Rlw0fVGYbobTk2wClpEiZsHMlZdfryde79FdB4ZOArksHIKbqDgkgg3zPmHOPK0Yt+PVFTPjYoia6N1SNLHmSW1FUogyvmuvBR+EpllNU9G/wyafPiV9VyDWNtk8KVgXueiUDfKMeL6Km3ZQGh9+n//XUzYEY0UcFCaK3pkaDojXhdwyMxMVeVIZ2TRq9z0t2iLNrwRFvKZ5LUcERF8X/T70hSqakfU0GHLPASXWzDvZN9c+s3By/zdl3pnHZ0A/y5qWlTr2mO8jF286cDp5Vj3hTcspt8a8OwyPJ02o52Lfa5t8qhw/WjdBtcITxYSX1zAAtJepnrVIqoGzEs3/Us9jIpVPn7Q31muBXBw6oNWFNhGP8KZUVsFmGm0Vrz3GKR7+FLDZpy9ysxBBVw1INmr3W99Z+zv3vKXj2AHtix7RcNL/ft+tHIAJXin6+VrKkOaClAGPbuv3ZAV2GOe2dm1ho0AuAXN+JC5KOYZThsVn3fUbsaZPCdtWhARqb2c7nqHpW6psZfqeVEr5bixJ2ksp1+FEnH2sjMVD6GLmwYvHi3hmzQqEoJbonfY5S3MKRmkRwwCwb00Mb31euhN67vVPHUkxS1NGRmy8ZgbirvsO+M3fO1F1dMRGfr80LLnbpRE5FdBzeYkQPTHS3N+ak7VElZpJv/h/TXMXEBlDfQcpe8SZCiJQCq0fH4lKvVqHn/uIT/tx6LZcnz6id7TUv4x1UAlpMR06BCZZqv1MZqh53R4f6ASebieo6zitR8SYXHtmZnzPxIv6Dqr/5UCUQDKKqBrb35F5mkdj2nW0FsK/m/EYpsLsCzY1izTV0hZgCQUNZ0/ZoNdba2uhptJkndkxdF86DZOFkfufRbBsEWZ37DPEe2VsW6TjVmvqabw2M32B1sNq69n/xEZetTCK5jLS9DVNeRqFghF+UT59AS5S38Os3ZhBX8xlA3zb93r9VcQsdSjfoPmVBZYUMseyzyKBVNdyOZo+J1lqbuujzss0eJo5n5XJbnDWtH1XxrXRYUabA3lW2rPxu3K0Uc/M0Bcw1X/6aTXSYqUR76Pqq87vruDYZe8flm+63y2muQHe4BgCXXs5wtPNOzujOzASpQdGmtEEjKOYxhjHU//BjGkU8AToOLcLmmIrBkvznZ3F36CZ6osP4kyQVrpCIDoPWbBp+4yE1Hsx71wRrtcxd7hF0ycm8ENdtlhxYOz32u1lpvG91cpWpu80pXQHFhyRUnoSgJP5K48VwNP0dfNOfnQWmOfVNupvKeg25IxgDFElUsruVGsOX9IaAOuBXGRjNUndUv80CuSizPt4HGM/U58++BLsdk8ERzHjZBt7V8JUej2GaS2QixzamjkY32k+JA4xMg3ksiGPDqDnhgm4iNDl68gfzjI8lrmY5TljooQDzBwc4qYTQGLuQnMTaB8AP7CEhZthcc07nYMA8A8uT7Lcn80DuVgzJfUdPIJoN4b69/aiRPnkPl0TLscHzyPY2YQrYpgO2ZjFOERLa2sZs5ckm7+LtNXrUN+IA7mMJptoqRIGH6AB9y79c1S2XPCLr7mCq9d1wwJr1fSNAiFXOi4MlSVW7H4vUAIMrzCTL/BEmkZmyq2AwV6zpm+zeedsrwkzRXtT/NUcGnloxxO+8b2bssHz6XPM1jxN8pHjc6lM9ZdfiR4YBhsqvR6wnDctFD+GUs/97qO4JaecyqHp4O4GCzFKVvDhrQXGz1HSd2EoZlZDModuwJ/szBVp5GwbXDiWgXd+9ftFu77r+3O/r6beYXCSfX/maZmbeWfL00fCT4uLio3uy+0YuFnTJ4yxPetkzSttJBoctgjO5XRDPSqwGf/yK9/+dE3Tl6pg9lDW/NzJOikSkCy/Hj4JBbb0Tb02GfbdYmFxdl7TiPFZpdrO2joqr0QAJxfED0lN37cDeDGAT0gpPQvAywB844VB9SgqoyRr0fTt9EaWTajys4kpohyMWA5tjEQZ6H8tKIRBHA2GpaLnP+YynYfSTFJzLk1r5Wv62K+n5o45ooAQUvjQjAQnLMVhaac864gMSqPRnovkzCGcPMmpJeQtLLUvJ+y0A/+YFqNXmmn6BGkrR2tP01d02PfztlZMuw6cEfEoklJpsxNkZn0lR4pG85oIq5x7DF0ZzXJaHdPub739Bv7Hb3ovHrqaleZsS2J0T9M3hJxf7sVE5WxyEIyBXOI1UGCIISUtLboiyHcmOBCzqrfgCvk+DjPiSTRHEy5hAlLTXERjZd8ym2y91imNAAK6EItht4xMJGwqpdaxZuzSj7oHMVvmmwzrYvnd0dy85R0n+N5n3YcffeEDpp/6m4K2hz0vBNiideC6r3vLdbzxbTfUu2vJ2aXolA20l8y34vYiQlkCT+yW7x2mR2l4c+lrhegDfLMpl0E37fS1MX5XgM3paezcjuxfV9M3wimpWTyzc4EfWJjDYphIpz1X0+cUWdOeeWeo7fACZDifrAZX6/sz0ghzBNP6jNpwrBrYJNFjOnt7I27w5lRw18w3Vu+N2GRS4Gdt5OFQcBSYdzaBDwkCPe2lXLNPXxuTqxHrwvDIFFHSX7R6zcXE4ja0ebL7w8MTjeHZ9TXC61G13TTY9VetP+f8bN8+w91HPEZJEM+Cag8PC104Ne+ltcJRa7kdC6tYzl1bAgt+2OPqIC2dZWlRHRF4xD/KvFONe4TjVipbo3e+NKX0RgCfi8pzfE0p5d4LhexRUkLzTmjEyOad3ediIeoIATTtgdMHMznM4IT27Y55p7exaljcnmNI4PJ8+pigz6W2felSwvnBajEW4nSB1ZU6E+E1MFqZD8fRH4q1Jp5fDDM0bJ6xFk7ZSj6BkZHg/3nROGeaPj+QywiTQvCZkrM7CBzQ5sRKsGAISYluxUSMPYB8886+Vu33t3W6JFHqEAyGMfmJX3gQ73+w/vM/+cRLrY+pn4F8q4QlX6NPCDJMbd5noayXX08K6TEnvFcjaSkTj+fn1odhbJ+1rL7gorcn9y2Ajx17LkhpR742ft/s08sEoNVYClELBEQt7SEgxjt9zY4a5dFsa5mXRcM2O5ybtJ80sFev1//94T3n8IqErR8JUAsHWlCH83MNxz/9sfcDAF7+tCfWfqE1sV7JZq6AmFiqpt6dSB2IWPp2zCCf+UOm82Fpc8X3heHMmQKLDfuSCbh+3skYIhgsvnXPETf/2Hi93yecn5oIko7wQcxAlb+7A8MRaVZmZl+H3NfHYAEREP/MSEcaOYGLE1R7fnca5pEx8L6rwtF5PF/sGmXcoOME6PHM9pH0C0C5qNixyHMVbCaLCWkJ12k936Dg8ExIjyVlw6ELz71ALj1v8ih0HuBueKQM88DvsAl/JECRdndizpoXWiYQJrWzy83NPMKxU/Pqr6c2p01gqmkJW29N2Mf3EkgpckXxYBVrjSc8bof7L+dxfrP2TV9NwcPuGZOz/lYrU6YvpfQZ5l93Lr9PTCk9sZTyxosB69FTPPPOfUpIKanFzwfl0b4eyIOEqRFDUIlBbW4U6/xuYWhmGY5a3mNIDoeKWPZJS75OHKZPNmEiIux4n3ADRR/6xBTlUnDdSf+g2nIQAEfvtNIY3pdN81gY0VMfuyp9KyU2L2TzkEHy7OAAKwmeMRP8P8/R2tX0Ud1cKFcjtf3a37qOF/3qldauZ+ZniYKjI+DkrI7Xc3SXMQ1Isshv1/iUDJehKwXdZ+t8zsAJkgZY62GYowGW/q0ORT+P4BbizSNW2j0JEex6dEOeC+OV44TJ7TDeAafFrmGHcFKS6hFOS4ixKXIYBMUzTzLXR0Swcb5FHohI3QHffGgIGe8Q5QJXM0OELoOAZZnn3a7g/NzOhU/4cbCZo+UEPBukwvVX1jLjDr9tSVmRkHOeSoN1zkmfgLCRRjmAVr3XsLJZ18hcdeJFvrfNQafHUn9dyXxApLU5RWx1IK8q87WAmWEY7Nr0iFBPaONpKI/2CddLQRQdWeXtNOeBtzc9TV8UcKJZy5TYFI778Uw2XRO3InBImiR65syBzf/rwrAIhLpP36Q9DjjTIrf642G/P37GbapALvyt4dQli5HzxVKllBT79O06E23xaIV7+a4pVWbqEM99AbspzOfd9ekLcITAyHWsBYyMqZrgLmkIoNeMnSsArlBuOBdy12CWYmmE8dt5QZRm624tVQLQffpmQjypL+eOCPCecEftyOK3UvRana1/+bby3hoct1JZ0/Q9ZfKsAPj8DyAsj8piicEWYSrpTXJKmr5LlxLOzruzN5tvesTQ4NO3OEx3CZWGYTgoVzR9Etq9OdVLIBc3eme3s5dNJ4SV52tQo3cCN06itnzkwwmvxafPanS4D/mfRzDvd4smsmzV9JncNcEhX/uuv3LIH+23afrO1nz6CIGVwj6hvc43P/2edi2SM1vHHnjHS15E5dPX5qr+g5PHtnZKh0tMTkZCubezW8zMDllL5OzctCA80Ga6UYQ6ea7MR2c5sSZ7YSBIll/PxLeUuh8uHXcYm9QVvoSUG5WDfs0fhzV9XXARE8F8uA14AFqa78Ho5f1zAyAIYTMJFNDnDwM8VmDD+56Lx3QkYEn/kZFzFxKEBIVjCpng19VmyDGRkHP3gTrkGI8AIrCZa/rkbZbcR0IG1V7BoIHlMfH3XvPp83y+B0FIY356f+eeUADEUO3nggtutyVnZyGby8zV3whvHlTfsU+fZlBK6PpgGbM1Yp6ju+YSJ5HXY6I9bPajrm+CpwXCieE8XGHmWyRManNtDqzpOY9HcNcMH7O2CkXD5TOmdY8elm96tB99o6VdoD4/PZvgWRLs7Rerl1nqKy004zHreWIzcas5ZyaX5wnozJ5HlwlzJsw0+6xFZvHy7U8n669++zQw/HauBoHpuT9+62YzPWN5/xV/b2pYu4nryWkF9HG3L+adzri8/cr98j2niFoT8t9KZcr0lVL+wgcLkEdrmUnXVZCTw0L0FU52WdozQA4ONDMBIVSs9kocpj1ELe0AkeRlXNGHAx0ARNB4TJ8QPymlhgSOHXMSu7lvOEFhgG4+YREA548Rqaxt3xJ5HvGiiPMyIoo2LkUMzA/M+j+ZYy2BvnSc3D76gVx/mSC7/3LGd/3E+/FlX/yR+OgP3w9wMxERBYbgKKlcRdu1W2ZBj6UdSslntNpv6n5inpmqYtbtdzXtsqYvDuRi1/eioZGDY5Nksf7OCVyGW5uH/JvfvIaffslD+NFv+Th80p+81BiqBq9DfDHsu4CR7Dd9DjozPhIEnK6i963rtyYz+2745tejGRuaT4plEpsWCb5vFWtRgHiuC9ACH8x8VKVySHjBVCWiSuAS4kc0lLYk0UgPa25sO+0Ijpmmr+i8h17hvSZjiX21jFbIwbPyTj0/6v+jlA1do921u1Jm0fbkvpmaB9pTyc/J78+0spaR8QjBnpzd3+uNQN2NUQE9Swqx6Jj5nfK4M2nAXfyeieHO1rxufj57wkrbds+jG2uEOVLw2K6PG3ZmX3lrkDWHjVZxCHtJNzONggt9rmkcM66RlFIXwi2aPi9VT264R2iJcRx8LWaT5zNNX+mBniysdg3wXFphV5NrKkGH7pP7ft1bruPeBw6NOdvtuktGhFcsPmGhnLenGzNpzyTnjOh7zx+/7TuK2sx1RegyswKq/+tzKwIfEbyOmr7u+3wwbY8MPaULs0KEAGffKmW3XgV4LDn7wy8e0SJBCnhRiqYJGLUOfHimlNYDuey1dGJAAIQApe/ab8DAZEKmRCxEefokjLHUO6IDqdfrB0Ypmulj04bmU5OLOQBYMuYTrQ2BLwRdlChcOY6vmDxtThpqiGWZi0tHye2DGVhAE82/9fYT/NLrruIFr7zc4Kx1l3cz5ekLENJeafr8Q7cSDx0eu644emeUQ6fA+oL09jlHYmS2O9OQsDZj6uBdJr5YwWF45DAiISEqcNPzd99VT5y3v/us1WXNpFq7Duxrydm7UKBLcj0m3jJW8+hzRZkneYe7xUnsM2SZV9FkACYQEa2NOob6GxG+Ir31+DD7rSvhgx62PNBiM7zMEAuhsDMnocAjid+3JH9uc5mLixN4DKsJ4s33tmZxlmhlpsviSb7uiezLevROIdKCCJbcPhP+UfROKTr5tMExBINiOnjsjmWKlw/V9/3DIAjSTEjHrSNzwO31sVQ4ODK0j99VMLRD6X5jDv6qMIznli9gNEKZFc0Mmww388Fhr5SOozMnFB9xl/jycsJrjUtkToWR7v0cMvDKN15T66BF1105Z2WNiHDoPNf9IhFS7RwBfH7750fX9C3mnTR2l+kjgVMYhIuELZYpd/1JXaav1/umH7oHT3nWfZo5yyt4pY2//kapTQSOXfIFWJ6Lju8PP/btmotPNLKr5zz6vkqpnzm3HftWFDmj0d6zNSAgh0G0Zsj9FiibmD48lpz9YZfBvLPUTcpMEVCvrfRQEAInu+WDMJlN1A6shUhpROGK+QgzZ54k8ZAFsSeFtFxNX1mkX2TeeUwHEteTsVqfvkMG7n3gvCN1x4cq56KYkGLaL/2xS2T2sPdFmX9u0/RtSxoKjPbux0eRpk+Q3QKrQ5AJY9xhSe1dL88jF60h0vbqUmpo/s4sdCn8Upfasu/atm0wIh4jCwZmBJ03Bnl/i2mSHwDIEK3ZzLuzRtp9IxwTUHxYpR0Uq+mjdlSbMrbFhyE45GwQklx86b+8ogOv1P960TtbIIISfc9lfvgA9DR97bvLeqe2sq7vMRPqsyzXKaWBIPEi6AGdkZhpgKWo9AILDrMMpry5GFasE6ClmxlZYsUWWZ9Arcf+s7Z9ZipmxHyPyFhcwlzGpPZmxPTRnAJ9D3MwKAsHWwhEwSc0UdtxgR2P/J9N4mJzPNqTMNF3HeGWhLfndeS5N+x3qfmJ9X7HedU+ff4+E1jk7JZzpmvnTN12Ngp8eo17jHfkq/T+Bw94z91dEAUAXh7dgegtXYvE8+/tAWEQwtyHZi3znP78q6/gH//IvXjRr16lfgUGm3PSgTF1YbTS9Dl169hHk0UV2EzmPi1BXw59Pj1tkOC8IXo470F0YcswNw6jyJpwG6+BS6bx14AzRTEqtq60DRgzaPdcEEHaKGxv78mcOn7RdvzA+P1n+X4bPldziqHUCKZ1XGdkTeXVz6XiHhESzAK5gNahfR4K6m6RspXpeyw5+8MsnpnBbqEkBk1fO5jkf/W3RVHEMunm8LVmXrtdrdykc4GZjY0UebTzCaWc62YRfxWBywvk0hGho+lzNo6n6fuF11zB//R//CHe+s5T18RE2mIzmOF5HolMz1SHCTDLIPzm797Am37vhgLYTeIdIGSBjfs+Pk6+j57R0Jw5hION5soR26R+RGxKHjOBreey0XPGSbitaQlLQQczMkKwirhxzK1KEWLa8RmYEMs9qfY8Rx4H+OH16tVte0GS8QYh3/m+EfYOqO07FA6jX2I/KxrbPNx6ryf38j8/f1g/+KyZLvfNWlmPsG5jJp8+jwjitgDr02fXrRY22XyKQsxVs1M7Pkt4YdEKiqArJhK76VYXlgihsLOnmby7spbbPRFK1vx7KEWb7v3wCx7EX/zKd/uWEKL1QCy8EOJPrjXzrudjl9DyH64Fcuna4nrvWYIwHgfq94qidxaafyuwcP1yQYIbJjYds2BPWOadN0ducvbxnf2+arSjCLPWtJHH4pqhFfQI2Ln2z5EE7dhr20Yo67hJyPsqKiGdaV/1vXfh737HnXpsnlWDI3RohH8Q6VG+WUoi5O3PPGuWHi28P5PIzA9dPbSxM+PinbMnpxnveO8pCcE7I7/fpyXgnB3P8r32I67zUt6IT995ngjPgZaKoeTOgAAYoldGPn1+lEu59wPoMKxV05favo80fZZmiFKb1PselEpooln6luOm6Rufcfs9GnC9l0jhLpye/6eDrkoB0qK9OzOavsgH0/UXdNa/MMiCzxuOneH2W6BsZfoeS87+MIuHoMUcwkbvlEVomTEm9pvfCNDYbuvT15KVB1KiRhQb5vI41PQtMC9arqbpcyTFQoSx5IVNw/o81F9BWBzI5XVvvg6gHgihtDcTwew8Z6ala075/eVts7m5zv/6A3fja7//7vpMEQP+WPQ8yCHTD+4WXtmTBBvixTO9ErrUkzKvavr2mijxpMyHXFTQnS4F1rB4GrrOJMiBsTBnjp1/C9AjyLeMddwxsHlnGfuW0tag+AxSB/c9dMBXP+UuvPPOMzX+Y7PnpB3brsBh2+11lr2KrvUqMMS3c3B6ZsOehNUPo9/rWWED7wsvWW3oDye4Qxh9+V6Zv6OGT7TygAkU0Leagq1FyjP5FJngLMH43Lor+5LxhfxDpNPWp4/rupo+h6Coc6StIbySi/aBe/YvPQQAePBqB3ggAPNkbNTe3KdP+yiereTVspYkElFPjYW+YR1bD0AWzb/nX+yZUrOJdmiS3vCmaDB6Pc8cV8zG4jx9AuPo0+cRvJ75rSsEFAalCfVq8JWZVspG2fTy3Up/NpAL+0Lbdv2gN2NdT4NnzbABMZlLStPjpQSYCzSpX3Jk9XDlP/9/7sOX/LP34cr13M4Rwcf7ZkJrxiOCi+bTOY6DYW3mneTTNzARGZAo1MKgtii6Bu7QXHJFsNdoOE+QkNHossNiKbYnjb+ClYTWQKyVE9j5fK7ra2QmRy27v1dgxiXr6XiP8TuZNbqWQ1oEXjti+lqOxYOtW5qA0FpOeGf9XjHf7Icd4/ZboWxl+r4djyVnf1jFiyAkpmdaMtY3gJhSyYJnIouln61NQ4TtFtMUuffylQBjkBGO8Gjr7/fokp8NPn0seWkMhiOxr/54wI3TDiTPS0I/+K0EmwMOjGHxC6yZEhMETdJMiBKI7bUVMZB9ZM3F+k0KEtnvRpM11b5DvLSSNOJVZmpBxDwp/G0P2WfE+f++ho6+memLzbW6yYuPtOVgd8077QFE15yMXktq9Tu5rcE61+dU93VvuYE3//4JnvvyhxTcrp+ZQ4jK+CtxO0H+RUusZ9oXgAUXTIyMfdu8jxYXdHNVWStd++Vpp3Y0Tx4xzWO2OSotE6Q0fU7ofJuG4ECaPnugJ9JIzXxAWl3RsKl51vUGQr0g1PRJP117N8/rxKb3VkOhYZA5kPd6xWs3YqZvYFQM0crf25OyyzPedyFDA9234ALPEoTXr9xz9E4vR2Y3x49xaIERSARjH/BmoEVhYYho2vz2+vcpEysBK1zhc9HVyix7jTXh++VbjPtScFKg6XMIZdbwVM2fB4Nud67t6Uxq6Ndo9ogW8PlzCvhmxf1sKMqE3RO0vPFt1frm6vXcNG2HRRhVffp8XFfHXudhbUx+9E7dZkFnOMqC4z1tLO+RMsFn8kr7luhr2Dtqzg9liRjc3XlCTV9ru/560ZXbPa3VPi4Zy7j3PEG1FspqHMsWYB6zBfDaj9eowC4MqtCjzafP4irC0bJeBKbX//YN/Kt/fb+qz9G3cx7NsV/1G9fw7c+8p+UHvFXKJqavlPJSAH8TwN8H8P8CeHIp5RUXB9atX17yb6/gC7/yXbjr/ToDrqiJrQTtzAnkYs0zm+nkci1Mz4EQJgCKkiV9jkRx7af+ciAXz25dpCn7XUU+s+TsLHnhdmXsFgZBWKzpY1vqKHona/r2S+AaRfwWep5GBCKXfGDaw0DPQ4dtPDTGeWAGXMp+l6qm0NX0+QfyMcXXTUnX5XxjYloRMa026uORI7XKmTRedKAzgyz9DhJLms8mmIAvUc9UJ9t27PzTcJpGNui7vVLQoqqJBFiK+I4m866N/ifj/trvvwu//PrubwJUf49K3Nb7YycGcgGtY0O86HUq3x1LWgC/XidaBDf0vcXEtSVG2cy53o/EWDdP4nrSr9TpIby94BtV2JPIp4/XVWlzImPVYzCavly61rD4TDLPi5JKO+Oz7zKDItoO69PHJbX1HhNKjaFy/I89GFhrLYXxqcUfdS/5/YtASdpTc2D2SYIw01po4SbTNuade0co2L9pr3t+YFxFdVs7znpr+KPg5199BQ9dPbTAQDMcYX2hPV9SHtPR4kMeRSTlfZYN7vAEfZyMC8S6AAAgAElEQVRvMQrtL+MS6wOBc7/vmmFdV7ct3ybSNLDgUkzRXE2fEUTOAhPVdACjRZLHSIsQ2xP0cD1PyzTAWHxNl9xzuXojk2CgNJNZCTRm2wXIoiJoV4JU7UnTN3OTqedYat/fM9ktRWv6IisNxsd9/Mu1g0/Ozjvua5q+wKfPCpH0txrnSuAV9wsPX8l1N++M8VPt255do3lnJPDwGHmpv1uEzLL3b7vka/oOpVusVOa7Wzw97+WX8TO/fJn8kXUqjUMZGfq3vOMEr3vLDdxx2+TweASWTUxfSumLAZyXUn6hlPLzAM5TSv/9xYJ2a5eUqoSMfdXYp6Qi017/cOgmLNaBW2n6yNa6E/HLLyHXTMRSpEIffAYcyQubSIpUUjbT2blzWJRuQsRmo9wvX4uPhZ6nXq+ZbuXxfSbiPC0JJ9MGjBkPEbXsjxJF7+S55bnnZ379/j/R9LmMmanfnJKPOkKRq5HgIE1fQGxy/p5cRqlxMyESp+ym/R3HZ83zuB05MOSb6TQbpQ2VfTGstjEq2tchJgYK+NDy25R3mBgEtPbp2o2CN/3eCb7zx9/f+q1waPNO/kat3dyFDbn0fWHh7WvY07bxGOu1Z3LnjUcHduhtWqZylxKZJ/H+0etJmePSt2ZmUxhtwE/Uy0IDNYadJmoKuoZ/5ucoMDQzwGyDKWCoW/vv8DRN387W1biax81j4fuOq8bALNKm/Je11qnN2dh+FLzIwhKlbFDEb8PNVSJzFvjg2Hlqmj7XvBPLMxlDretF0GsEXULTTEg/0ufvvPMU3/fT9+EXX3O1C48yVGoZL8qsnyCa36m/QvQfVhne+n6kabCmbYXWR5SyYTTv7GuLi93D3fd1nFOBhc1rc+lnbm9zFCpHybRlrBwV146b4bRCXgksMtRrmj6Epfarzyp+Bmhtlcyp7M/9DotPn223tHeFMZbinWO71DV9kZsMClRAslK0mS333c67QeAQz9OayfDZuWj6aj0O5DKciUS/1HcZPl23RWJu81rgmRb3dbrAE/l+0joBtLA0hlPq9u/m56jsONrSTN6+EgGF+IAeGYGtCN6EhgA67WnTYVy9nvFhj9spwf6tUDabd5ZSHpSbUsoDqCafj5WgSAQhNlvkQ24M5DISckKANp8+kMkLOkLomkBqn4glu/hZS8Dte+adDSZBrstBaIm7s/OCB68cOsKg8XFEyKHdRaKqUzb0/tkHxSJqliAVS+zk8ZBwI0lmzTzFmj46NAqUSaErgSIGX4i6HgbaqW8O5Jbi4ZiYPsM09GhYzLz58DPCymUMrnMwxNPBfDtmzuTbh5q+Xf9mnm9HyUbixgTdRAqspKUOMSBFktY2Yt0hQOS3S/brL69Za7YhrVjm54iZPvpNTLAXuFJYPjhnEmh7GLLJHbdpxyN9HzdfTU3EqiiqTn+Ms2YmqIybgIChiA50o+mrxFQnpuda3aJyMgpx7dW1uTNLKc3MKTIHa4xHscShbryUhVHdJRwCPMJaV9aiyX7yLCc4vH7UfyVI+nx560bGtON9EeCwts6NgMEP5KLnVHw5LwXBFIBO1HMwFBEgMI7u/tyxYKjjzfobaZt6KPhREDTT9Hn4S9VTGtaxHteXyIEC52qkyYHp1n1z20yUH3L3P2LYrYAr0opKm7smvPXnVPaTMAhMdPuavvrL0WC9EufpWy6Ieejm17XdnqdPt8n7Ts7AoV0wXbJYPk3O1iy4R/Ai7UNbNy0mWoMgdKIR43Yif7a0oxQVRVst2bq17fo7S86uBLdF4xdPAOCmbGCBJXTfysIj/E5obYoJa0Q3CY044B6rmc2VNpU1cDiUpqWU0oITFmveWVpaJxn32blvRv1IL1uZPq/eNLH7h3oRIuuEmBlZhPskNvD92Rlp+mwgFw6R7vk5DASfYZIi85Eheud+JFZkg+7IVv6QgTtur+/KJvnun3w/vvgb39uILvZZ5NxvHQYh+Or/b1DKBkYYO5KQWURtzVmLOeQtEtX+ZUs9el4QM33MlE2l6QRf7bsfbnvxE3ADgPQ6QEdgx8T0WUJcvh8Ti3GYek1EHzdzoKJ+rc8YO3B35D3OZ9f4FKWl8Q64LvnUxBIA/NjPPYgv+Ip39XZ5EIkOWIeg63PQCRGbp68xfeZeJONCuOz3wHke223jLxiEGgCtq8JmOgUld3MRS4gDCzHiCC4s3GNERU1kWCL8QIyV16aYxghhbQULTXjRiKtgPnOvA/h5+rIdg2gw9nrd5iIMlMNsOQQya+MsAWzr1v77vWjIB/9MIjC3aPqYUIq0y5xHkIMECHFx4kQ81aZufv+laDNDjZt0PRZERCZeHGUT0AIgb6/xeAa/GkUk9rq81hnHKMuGRH7kTjvyDkBasShPH+0Xy/BGWqlSfBzH9Rj2aR7HLJEW6/3pWSHrmQDPDOfziD/knvECm+lLqXmAO24DNH47mEa74Gzdp0+EcQcSVHrMgfXTstpIGQsrTrxzVsz8TxeGoOMJUJ4+PR4WXADmW1FVXuv7XVJR1f1okBy9kxlzvQ6bFQC0xZHHfO54LweCeyld0ydMp26rN15/vDzAUeTW5ifN43JwsQg9zxz6CgCZFWu8L3vR8/u1AfC89A4yTsa7AAucnLo7FuKNa1BwcC6aZqpaQb3/zrNvRv1IL1uZvjeklL4vpfSklNInp5S+H8CvXyRgt3qRw+s6MX1nzT55CTG7Eshl0PSV7pPBRMCo6dPmnWEglxbmeul3H+fFEgmabOw7bqtAyiH/sl+7BqAGIxBEbA+ryKevFKPpG6RkoxaEpYDd5NI8h8zHMk4H2TLBZA9uVQxC9ggFLu3gpoNeDvlNmj7HvLMRIBNCi9vmw1OZf2Wdm1D+D3QkOPhjFoxzEGn6Us/9djAmzFI4wqcn7XNDfic/+MtAgENLgJVw5VzvlVHQUv+/36XRDInmXaIUHu21CW/bi4Bi8kTSDwA//vMP4Bdfc0WPjbSHszyInpas1l0OK0vcWJxi2qwM+gijjdDp5ezi/nIp1afPIyra2jBEZzPdSaN5Z+qBXDQjPBJekDHkJcqakcgOdR3zTi9IA9B9doY8ec6aTUSceJJ5Xoe8/xoRyz59Uk9Jm33/6FJ4zLpvvYaK2kMh8Wn65jMglMwbAZT41US+PXx+8XpneJlQjoI9dZ8+ITzh1juYM29NIyjmnfxNZrnnrDDEJziTspBpkSYt/iIYFOzUF9ctxeTlpHXC8FjBEQfzsGeuEL3WVDOK8rpLnTY4PkouU9VdF7DUw1CY2K7ayQmMWZiuxdf4sC1PHxCbInLEcWGmDga3cptiLi2B4zxap+GzJjzy57PNEwneulAWeNGvXsEfLFGnpVRBQmqWT6EJsDDMjtWTF9W50nCjryLvzyYwNXSkN37uu2n6XGVA/WWFhNDLXkRS+QasHY1SNggz2wVzRVnp8FwU6L3NcRDYx/PRrOn7KtTk7M8B8DMArgP4iosC6tFQhHhmTZ8Q8oIALDE6SDmyJkgakmlE2vJciCqjrYk1ffag7PcjYu2E2T51E47HLc6rNlff9ZOuxRmjd3K7ULBy5DquZ6X4/D4fvNYEiCNszvISKYddOrit6clIdGMZ24hgAX0gSnCLXapEh+9jpglim2gU6ESadXZmQkvBwkwfR3MkSXCXYtbfI8P0sdlYLv76AvqB3JCwHHCO9C/ToXIICGQWArTh0MHp9c33bBZsU6MInPw7MCL7UfvD603aPdontVbaUEo3gRZiVubt3775Br73Wffp/ulA7A7jI4FlGe69YQIsYWel6mquSzFzqqNAqjEHTHQzky5a0+f5C1nY2GxNgZX7t4b91g4x1wkUKGl3RPhxSHghQO23Lt64A2JN5mFHBKiHE66fFFy5lpc56HPT0lzMArks/ct3tNpPlvB7wgJuU4jUUDJv+m4CoKORQelnVv0VRuKSAycTf4X6UYndCY7KcHctihRP8+RGEHSYuaM2JmrP8+kjtwMR3CnidBnXjgVc0/XRteoVTnSfvoiRNvNvBXV83TX5VaO3NxqI80MZcI0nBGUYusWOP6d8JqYdafqOhMnUuNaOh8827liZ1TljZWEm+xo3RtWZ00HLGZgi9vgGPdCIPSMbqNBmkDn734hxo2iNWt8OnvD8RM8OBd/zU/fhy7/7faqurE2hhzyBYQMWo6D4+Gj89iLAaxrMAsI7XG+ZKzdyLu+pet380Sd5J/u+Wsa9CEfEJFPDucwBCVOAWNPXIkwv+C8f6lrl0nBBIUudpa9jczaeHzAwjbdC2WSiWUq5CuB/v2BYHlVFNgmbLbKjM5s/yjM5NEQC1pKzN01eIfOrzqBkiopY29cS+WGztINyQcLsEGzqSh+iYhdpzu1G0yfl6o2MP572SCk1xOoRnPbAv0bROxnedvAXi0j7jSSjtweEJZS98NuDpi/rg0r6shLt0B+p9d+JAkEe+31FXicOpu9McCcKAH0wDsnZjVlYN6lapGPUvg30cGR8vJr0bTDvRH9uiEHP7E4OQm1CsQT9YSJADsHsM8E3Tgsef4cn+a8BOw6E5T2ChX3Q9D6TOkW924hBkfTuEs4NYG3eU8LZIiDY74w5Eu05S7zUtaOBteaYV69nHO2Bk7NxDXK9weey6LmwGsFI277bafMkyzBJ/UZc5aITCtN4Za8C8+TslnGtJtOEGwDylYlztLV+d0DKHUccLfMcEdOepi+qK3m4WDPF88P1LQFqy5d+5524/7IwfZ2wk/XjMn1J+luENUcJ10/GHFMqcI9DRLW+dt1SRPurxX1bn+96DiVVV3iM5ldzSa9LVdeY7SoilxcXzyevAUeL5PkVeT6L1o99MEVs+KDCc+O04PbbqrDT08q0wBDFaE5drRRruwou3bFzzdb62biMY5KywZ4Fwjhb804x/wPGM6w+10AIk7pLxlrDwUmibbOCSsEng2WRCKLYLJ7wF1tIeHn6REgC9LOmCqPq99jvRheKHjl2ZFC4D17rNnqnl89OuRyUwAxyQY41+nHG4VCmgoK+5/tziW7OUc4BcWOo+JZdCGKfPkNfHPnRY5uwa/kGXv6/Yvav4HwJzsftAY4gktezCK2WdziFUg++osBUeIoFr0wHDeNqWkNf06fP774OBfcCwNvfc4aTV12uQt+dfv9WKJs0fSmll6aUPpLuPyql9JKLAwtIKf23KaW3pZTenlK65RjOxvSxpo9Mx3ZpTGY6MBbG9KhAmIikkha3qIh0ELFmxiOUaj/194zspkdfBIG5PpdDXcLUnhkTuBpRS0cn9XxsrNboOmv6CIauji9D8JTuUyC24b19jvzlhqhWh0y9fu8957j3gTGfApuZWJObI2fO5B2Bv/v09YPEFnvQC2K8zTB9P/qCB/CKX6+mtIKUBpMqORwJH1lC22r65J3RvJMQnyEGtXnYsgaXg1C+mdJOCMO1tJEcgk5K18j1Z+2ALzBrwR5wpZnl8VhUu8v9OO/1t2r6NExKG7sQqPt9N2kEtNDAmintHWxr+//l118bguzwNUd2A8ZALlaLP/iyGCKKzZM6w9Th4vQgNmqp7hctKAwQm88Bjomq1aIskmbXn2sgkEszUT3kui6strLVlf5JcHa6Zt5Jay4KfCJwMQHqrWlh+ABmPLsgz8sjyoID3kt2bciYBE/uzLqQ62YyWTSD9LTnPYC/8jXvdvu2a0jhcUP4zX36+lridjkVAdPqnEiZ/+/5lK5p+qwlQw86Emv6rt7IeN7LL+PajdLOGFuP51NHKoYqNbIip2woS2CXkeiOmLPIX6w+0wSqDeTCmr4jT9vlaEXEbC40RzRnXCPmjaaFI+HWfjs9IYXPhh5Nuwx4AVAGLA1GEQ61ZOXD/C9jN64zgK7LDMl+Lz59ZXhHYBXcUxb642g3rnuga4RlXmzON2kPQD9PytiOLdV6qFr4qLmzeHL5ZaFDone5CJ6Q8/lQOk59551nePFrr7R6ACsplnV6pNsc6DBn39u6bN4p2ls7JvYpVZq+S3r92XGJIKm6Z1jhSKc7rEuM7JvnvfwyfuDZ99c9fAuad24NxvIfLRE7AQCllPtTSn/8gmBCSmkP4IcAfCGA9wD4tZTSC0spv31RfX6gi2dCIQSGSFtt2Ghr8iibqGl4FoIaMAea0fTtdwBIE+g5IANG07cLHKCbdrI+P1+ikQrTd3Kqd5bkjkmJgpF4pgFG8nb1xrjxgU6UljL6IzVEtheka9poxMtI/DeTM3Ti/F/8jE7OKaU6wS99WZOnUNO39E0IiRO+RvVtnj6l6cvAs17yULu3mj6WsGKvmT4btKdF41r6tZqjpvEiDYJAbW3zgS4tLRCGLjVtwqWjhGvocyiSz51D0EkReJS5VyKtL9X1DjiRgAKaEGzXAkvR86H8zALCQXJLni82/XzgWHj53f1OHzDc5m2XOgXEWmg1KPjrD+jEmBXoHOgg5npSl4kWNu9kU1yApP4ZLvHbGMjGwIxjtHuo+yolo0EguKD7G6S3WNZRwrKW0mDy2uoapqOULp0eNANKU+/59Jn6mQjQHOf7lMIExW6xY9VMX1+H0v4h+4EoiuwnZeYmwgYeUxe21L3ZH77yjddav32fi7BG75FcurTYCipPjYWC1eDy2Jumj8eo/H67tkEzcLyGNWzKV0udF3q/9JxeOz/oyA64er03YDVyjN89k/MxcqA27zw9L8pvjIvV3s1SNthxWTze4WFB64JDnPOYYRCtyFoE092y9mzI/MOhAMeJ9r2Mp7SAKw0+IbaztZAY6YLBvFPwVxFNH3BuLJDsOvUELEC3ZNrv0VwxrHC9v0fm8YuA0wukwnhWhJzHR8Dpmfn2AqPQeEUHZfIKp9WwGn93/Ls+fvFHd7/9cj7nnKuWa2GkfvaVleH7gs96/EBHNl9Na7mxXMrZMLoceHBKXVlfXu7Fes/5YQFf4KTH1YU0lwKfPoDPiSW9g9lTD1yuKRtutbIV4pxSeqLcpJT+NDoOv4jy2QDeXkp5RynlFMCzAfyNC+zvA148glMIaTl4rV8Bh7IFyLyTCOq0/HkHVTcP0Jovu/iHlA2LZNhzgGaEvUt9DLcvROqp1fSdl46IhgiQIwIXGKJALowsixkzJzP1ogpabeJ5oJmyObpsuev+Ax68sphlGYny8dEoKZP+gW6aUOGIUzZwSHHbvpQzc5BZ6frtTcK1IENChKO5n4Zz8I0h34ZWr43JYeIbYU/fpNR13SRvRAiJ5JM1tlysabOMRxiBqfYna2abv/u6pk+vGdUufdMaXr775TRYSNPH2hw2kfEKM/fiB+w6+RuNnTXHtIe7jcI6aPpo32vzzqLa4whq/E1YMioMEmBDguu2LEMqyboZrt2C6Ng3l8fZ6pKJVVlwhOcrAoxMBzM+oXknfKJ+xJM9OqMQdrPCxFljlB0NKmvscok1BDrIkU/8STqdBNmbI1wnZx2vdguJ+usFkbEE/akRQHlauTGKX29rwI0kkJCi2jSaLs9vm2EezDuPfHzMDMlf/tzHN8K6j6Xj2GZyPlunxJAAOmXDILSyzBntE2krGpfgbRuV8JALzVWHocOrgchEIK8FcrHn/SUj5O31hDEvg1k80zicCJzX2mv+3XX88M8+oKRpKbG5nmgQvVQAlhbwx8QMiQRI4WAquk36/gu95aWnknx+4p96yJRLzlkzbM1h14YtXVtXmrBHYLOw8virliotfvXm2zctb9dg2rPr2o1MQpv6vygK/LDvzZ71hHq89iPzTnlPYJUSpmwoIpiUwD8Y8vTxtyaF6/Jtxzm4FQO5bNX0fTOAV6eUXrncfx6AL7sYkAAAfwrAu+n+PQA+5wL7+4AXLzSuEGDNj4bWZE10Xq+t1I59uWQh6pDo9VckXY0AKv3/XEZNH1oaibmmr49BNH3Wp0+kWmmXcLaIEnuOsBGGxric5iFaFkDIslgCRh8mBeYwLONh42n6anJ2fUDa8vf/8Z3t2iNYvKShMo+SOgAozafPi0w5ahLrPUui+JvXuvVXtK2XjISLRzWY+5lDp0lpF2bezdNnDg43gmnRmhQ+4HidKv8nh0DuWu7+v6bpy1oC6mnkZN3w2Lg9eaeZux71vcDj5qKZvsi8s8PQDo1l7V5y1pm0KQw7UAlvWfND30Za2gQqRjM3aFOc4CbCqPH+un0I8FNav+2wdPZxO1CNsGtHhzVrz4Cuaah+sWYtiUQWPt5o9zQnrOXy6naiqhMbIp2OrCEi872ZZkT8ZmfFg1GZyht8ANT1dtvty/40AjTWOOTSzdhsmoGuLdeBXKScnhU1doCFhCy863ucn1nzTjfxdaTpM3PMUnlNGNK1wUmNWCMmhN+xicm9SJPWXOxvff6H4Vf/3XUttBQcm8gMbqI5O+SeXgCoArz9Pg3mnT/6wgfanAo+Pz3T82/PQWB0CbFEetX0+XUrfLq+rJVq3kntOAS6mOG26J3m24/nBpbgHL0tj8axfvq/8oaqjf5TH9PJ1h0JWg55MQV0tFddyKzPVxHoWDgEvsOBrGGWNu++7xw/+8rLOIj2dtfX6J7oFe47tb6KNu90cLzncxkVoSXFtJ0jTnLpJrb1/uy84IjGaOdKC2XLIES4dkOnxNqTptfGObCRQ4e8kw6y5CijQnsOgjZjhQLodTXWr+cdr5dROFJ/C8EgQidLE1w/Gf93K5StgVxenFL6DACfi7p+v7aUcu8FwuXNpPqEKaUvw8J4PvGJT3Sq/4ctNt8aQIFcnNGxCaGVRnKePpiNAzBR1c1NOMzzYdm4TOwAbBJTk1R64aOlmyqZ687adwTRO4FOKA0maM6BwSaKt19KuHpD2/EnkFmEOXRZemUJA2YMrMaHEYgnxZqVQap1E5o+OfR9TV/9tVLY24gZsAx2T4hc74XQakQbHapWEn5smMDTpsHVh+IxfTvWrPK79Xk/4OWbiSbFRvJrBIUQdGatcttMBCagrdGce32p8wd3nuFbn3EPPvzxu2aewnPJRf4zCEBkjzprojNePXGzNe9sa6HovHwcVp+LDO82E8nOEiNy2U3uNNxWWrvbB9/RSOpTEjOeGvXP7lV7sB8scUv1+PBl82TGTxVmLGPoOGDUXEW+dJaYQdX0YSFQdgVHyyYdzKhpT8q7m336sr/eeR60fxGmhdNKeMKJgZlZ1ryr6ctC/Pa8VyJosgyzfG/WcnJRvuVGAOURU9aaouGtZT2/4JVX8GGP2+Hv/HcfMRCe1lfQzhv7U0bmnVbbxILPgwOnJfptIBcVOXYpx8edAB76ZaGAoz367p98f3ueUjdDOzsnxoLgfNaLu/m+MH0nFCCD2+ZrSzOMgVw4GNlSdyJMaUxq0oyQNwfiy2sFlQcjYOM1Iu4ibRwUYCtKzi6Fvw1rboTh36URH1p3kp6aQY9JcHpKqUbvPJTuPrPM9ff81H349bfeAAD8yY850mabe3+tCJwFdZ2IpZSup89XjhBuYyfw+FnTx0I8LgwDUDXCVdPn49TU9lMPWMbl7KCFQ6wQON5D+dwPFkLG5cAyyGLOCVQhbNvbgWCOaawjMhseTfZ7XcHnlunr5zcJB3PdozYi7vWTPPzvVig3k2D9AOBuALcD+E8XB+tXXQxYeA+AT6D7jwfwh1yhlPJMAM8EgCc/+ckOavgPW/qi7aA16fdOm48A4tPnH0wq91fCYN7GEjXLcB0fJRxOF4Sw1LcM1+FQcNuxH+qYCbP9rpsgRdE7ZeyMBGaBKWSsJ6cFty1Mnz74uzN/zn3OWJPZGQFNNA2HHB2I7AO1pulTYzO+I8crPn1serBvPhz6hWf86/vJXE8fSkrTN5h31l/R9N1mzTuduqOpVln6q/dCaDSfPjHvJCZbDg5X8yFE+C61A2N07CfNUemao+PjhMMSncz16TNaXwmpLeVlb7iK99xdB/In/tjeNbGW0vaUIZrOjKCCC5sIlQLcOM24/ZImGs/PC37n358oDZSsVbvn20No5h7ohKSUHjBjuTdru0fR9InAI0OISRsJNKdsFkgMOkBMeh4Zx1rf+vR1/GNNRZs/KTGuw1iFSMrGl84jZsDMVnLN4NScLevi7vt64CYe01vecYLff89pH/du8T1dCGHLhEhfQnBKZLhZ4e8obZ25KRuW+yxBkWSO9LjU3sh+0JWmRRGBjENIHg5l6LtHlfYZzjqe+qyZdy7r+bkvvwwAlemTsRuizCZBbqUxqDpypufaID68+bBoXGHOgwZn/WWhBLsWCNPIW/V437UDXA/o8241fXL94tdeBdAFfiwMFtPwnu5GrxnL9Lkmu0aDac9cKZWZ1/N96kTYlcKaazYRd80Rl30vfnQ2GJj1pW2+0MRINIEgurCuBmPre66Ppd+wW0rOZTljtSD2H37X+9oZOZr36jFJGh6AfPqKPotYkC9jZxxvGXnx/esWAxzngPY8jQno++P4KLlnmPQvgmTW5A9aLsL1QMU1wiB5GjRhvPis5XJ+roXqNa9tP2tYGWDxLgfB43ugC13YomW/0BMjPl/WFbkVcN5cL5CLjCuXmtdx8OkTc/9C1hgQgZtur6ZdwS1XNjF9KaUvAfA1qMzXb6Jq/F4L4PMvCK5fA/CpKaVPAvBeAP8zgL99QX1dSLGJSAFt3mnJv3NOzm41fc10qyCl3RAEpknSF/V1NW3RxJ8E9+D6x43B0MiTSzfJWRi5ZTyReSfQEU9L2eBKKOsva/o+/Al7AFnVEwRg7dsPuWgkWUYChzUzgGZk5JlIf7aWpukjBOeZJ2hJcGrv2mhZORc855cvD+13ornXjTR9Z0bTxwynFKvJslI2K6G3zE8upSc9JzMdO15Bliz9bmanZMLD31WQ96Wj1EJSdy23PmBZqiqpDWzQEQCLc7eMDUORvWiFD1aDxqUdcrt6ENw4Kbj9tp2KPPsrb7zWgu38x4sBQpF5cQ4I71vJvRKWysGZ9Hdk/xeAiPBBIyj9acYi0bcqdLh3885lzBjv8+0AACAASURBVIaRb/APe1WvSaXpg8AmbZd2b7dQgi/gyhl4zksfwl/87Mfjj33EHi0qomJ4RuK4jrcTCQDwbc/sxircx1d9710KDtY2HR0lnJ6NARa6pq/X9czMpHTCtn9LFUZe6glDtIzd19jqCKa5AJcCU8BGfMIXhpwfqO/U/weMkV25fWvZYjXXQF+bFn8wA+z6/Ra99yI/qF1V8ShTT1vPmndeOkoqiJiNNAlUHCyms6293NdSWt7zBLHcP/uxlQUfyJ665/5zPMEEhThagnEN5p3OuCKfbSkcvVO+DecQ9swhra+U1Yp1hlsLmq0/5whjxU/MWDez+wwoH91lnrJDR0npgpbOBDGcv/uu03Y9+DobSx0JcCJ1OcCejPeY5rZZSizfX4SZKlUK0Oiynm8Tao4ALcRmGCuD6DN9KXWLFxY8DRrSopmp0/NqWeUJ+sVSQPZeyaMZpHW74Mjux/uaVobH//+z9+Xhlh1Vvb/a+5xz53t7THeGThgSQhgCxBCERAYZDBAiw4MwGJ6EWRFUZgEfiogKD0UZ5KH4HogSBRURIjMoioAoQxiEgEBCAumkOz3c8Zyz9/uj9qpaa9Wqvc9taEjz9fq+7nPPOfvUrqpdtWoNv7UWXcfHbJXyCkYXkoPGsS8amMANkoRqKpusq7pdeq+Vb71PRCIXtlfJoKDpWIR3TiruPgvAXQF8q67r+wC4C4C9R6tTdV2PADwDwPsAfBnAX9V1/cWjdb+jQW2ZAwn3zckncvF/l8pqxy1beuP4v/33weLLvrcCi+nPPjuYqYxEEtPHlLOiiBYnggGanr7ACJs+mPh1ebiOxsCMkWq3cBEzz8fw7n8+jE9euer7pgQDgJTEZr4VnKVfRu9MXafQhTZKsyemwqW/Px2IUfkIVkA2Ph2nZ8GPwrVqrmmNxZINEjLClxjNwZNe7ou76jg7rfRpSBcdwNybY9bpq6Mg4IU4dq+gGNbBMk+COiChFtHLHcdAAjgx7FIJoZyBW1BDTiNm0QOQFqU31gSHvdVVjdWNGjMDCVO6dm+UTrgHw68zQxBuXldV/aXCEBwABNhpYtSp5atWrHSJDuqXhlHq9vg+LRulwi59EuMDAb8mPfSIXcMMSL5vTV8N7yLtGzpwib5x7RBv/Nub8Nv/9wZzDByimoU4Gc/WirMFUhiyZcACosFNWPNbBIKomNRR6WvW6We/uoZXv+3GZq5i36s6w0vRWLuL6BWL+5atoSo+o6qSybOIRBFvdXZMkmJdJ3LhxD0Dst3meVWpdT56l/37fulMYxMJ+0D0qFlKmjbaDQYyps+vJyfO534vlitJ7ltkkCaGsu+cjP/tlX5PDUfAJS+6Fi//sxuTsfdKrvTRvdNx0boI82/A1qh7dHavsczbCby5iud46G9Px2rRHLgmhl8rfXE/AzKWUKOdwt6H3s8p3+TzTOse8Hs4PI9wb32+IvTBv5eZg1fXa8w2cbOUkEQbFXmCtMCnSOkyjOeijFFzJrbVLs7VWLXIx6g1CWdI/nO+/NRv/MkNOLziO01KPHV9feiNsVY2cW4citBGed/hKCYuoj7whENiXMoQaZWDinNAbfr3VHuRe8R5P+laup6HW5ievkIm/jETHinZlNAmFj//sfX0AVir63qtgdpN1XX9FefcmUezY3VdvxfAe4/mPY4mxRTWcUXz7J1a/huO6iTugEgnwABsT19wX7uo1PQMSI4WGAHGrNh1y6tVgEWQNT3G9OXhnZy5AHGziOyb1FcmgBHETQjp7ADgzOHDTVA34OeaF1D37efLLPQb75yGu0xCvGgoQJCX9DoufFPzHiIrhQzthUos0TyrY+Lpk5+HOn3BfcTaVWPUNf3e92/L4vPgpWXKIUHpqCUrmx0JTVH4jZ6+vfvHeN+/HZaevjquOb4e6UARMX2FC5BQHlyuoYiAjF+wYpd0nEZSp69N6WsUmbX1Cru2lXDL6bXUB5obLoiLNpux3/2OM/j0l1bxxW80sEJLcIBhqQ57S86BNh5EAT62GZVvl3rJyJAUBB0IJb1Qe1LDcjYoJbhLvR5dmWRJeNJeHsDPOYCQTVcLKA4RNmTVP3NIea+eF04k1FHsKFnd856RKID2e94TbbcbPXPEA+j1lW+9Edfd6B8cHQVVRW2mz9EqEm1n74y8ua7rFqUvFbwA29MUCzT79zqRS7iujsgMvRZjrKCEcTqXroFezz8HilEPrM7FudJZAunvgj0fnuVSx6jyepN0DT0rfh3NkfNLovFg0VpBQho2Stk7bzrkO/Ovn18V1zvnMOi54JFrK87eU/KGVrr9eef/Jh7PC32T7PGf/7WGf/nciucNhVR+e6UTiiJXuEsXjaoD8mIpNEVIzlHFUAeiMdv7pCCh9mtb800N+Q8e6YrFqdXptQALnwiygOQTK2sVZhqlT2fvtJ4p8RMyODnnghE6zBPiOqnRnImGXJYaRRD6mCPy9JGRm6COVILlHnecwf3vNsdQOs062fDnsmVoCR7DIpaqseCd5DQg2XHIkqBpWYyuA1L5U3s7KTEQELOM8nZCu+JscuHeOsM1vz54gmvJT4kIKcH7W6MxuBkK3o+zp++apjj73wH4gHPuXVAxdsdJEm1cGSTsV5MrnBTIS8+wLOGX/46Ebg+liN8Hr1VVh5iNgAc3svaNA3OOnShpM7ALH/Lsa/CiN3iHLm1s+u10SyIXEvrD+HrppqUYIH7dlEoiAkQlVtfJkvcjy01kLhzeGRXl2B+ynANH7ukjTwbd53NfXcNTXnEdDq9WEnrAhBGKEyDKee8spS8H71xXglZon12uLXU8ZXRd10Hpi4lcGsbMYKDRkmkcWNwwQQJ7RfVt/DP6h48fxu++ZR8OHq4iDIYJeqanT3t9G2HAC7bxnpq4QcGM6RNepbwVklMUcvz62XvTGDuWSlOJAKSXpmaCuGizeV2aK/CaX90VPteCg06YoWP8uBdVfN6SKY17bqvGaKLT8vM9Ep9pnXicyIjDs3dSzEid9E0ppEXalkP06vJ1drCxXId9wZQtMvzkalXRtRbllT7p6esppauua3zk35exMaoFPxsaAgWnAFkSBiD/996bxuK6pusY12CwMC6wR4WCPDo5byfB0Wp4T59WDsZjKcz7z5TSoRRJgEPNc0pH6sn41BdXRbvkIQ19RXxeEVrn8J5/WcbzX7u3+Q0pqNHjQ/HniVebxdSNWD91Yhi/jmP/e2VEJfDriIIHhxm4LMh/6eRZUzZrYGU9vRbw/eXxURa/04pzztPKhVk6J1YNeOfr3rEff/PRwz7kQ53PCbyTn3GFZSgkHluH8QNNnJby9I2ZjKM995pvVmqNFOyZkgIaECwZQynvK2/vv68dhjOwKP1+4OE1mlwRkUikVCRQ4CC3UWkPu6SJTngyZN7IHNF5TIl6NJIhlqaqBeqoqsmDjUSuEoY0du5z3jlksFcyCIo8EgY/DXOvHBJSQUQoIwT4dVE2zzTtJ8l7cVxl6UIIROLBrKicWMxCrWNfq6oOz4EnrvIomPQ5/NgqfXVdP6yu65vqun4pgJcA+FMADz2aHTvWyRLwyBKimemg74NgK7UZiAJUkYQWJxc0h3fyFL68rcq4ngslHnroWHpi/8fh1ch4SnUQcugJJ6cYRF8JkrGvEioxbXn6YFv8OVGMFbd6VkyAoPvHOA4phJgJNjIUrIpUZ8lFoeHN/3AAV109xLe/OxQHYuLpYwPRYyXmOgm8M1jXVSKXYOVkl2vmRO3WtWx3ad43GjxJzArPoZuADfOLhomYIZDSaBMdWK5EDFLIEMv6+LmvruGnf+Hb+O6N0hXKvYNasBWzwwwPlN1UWJaZFZoOLUAmW9JE7ReFVz5W1mrs2t7LKhI8bquq272Hrjm873PuLF582fZEcEgE8WAgau5RyesSJTaTIpx4EcWa5LJ3kmJF+0rDHKOFPu7hXikz2eWUidJoyzmwWCm2X4wSMTQGMvzoRC51XYc4PG4VFu1kmItXPEhIqMO4aS984gureNmbb8T1+8bK0NAtEBSF3HtByOPGOAbT5JZpC6bLPbFWgfqgmDvg0HKFb3xnmIx7NDaKs5NikUkOw/uZU/p4ojJaI295r4995enrRV1OEtCYwY+upeyJgs8GeGdaf4zieWiv8kQeSXIjFxUUf8+4Bog4NJWMExK2h4S056wsIUImkuub8QZ4JxkArPnX8FrDg8Fha/0emAcx9veb10bXNI+t8te5ZN0BcU3pM4tnYiYjH0Bnp65v2rzWddhzdKZrvinhnfyZxjAUuiYpc2QkYqNnufemEa7+3iiEmYTsncrTxyGjdNaR0YzDfeNERZmIEDN9wzigPWK6iLlFhYsGjqhcsluzszGROxvYspnEJyivTXIb9bxGI6l0lWwdE5IqjKuZtyR7pxmfLPs5auCdGvkCxDOPX98rbd4X2i5kciLL06f5X0TBIKHNZH6/udBmsncCAOq6/tjR6MiPG1nnPY8X4srOoOcwGseDxBIWKIsUCUOi0DgTqnLQSgF1MTJ8hfp+zXVryvrYUwdAWXrmrpkqQAIIUxAtgbOKMTBElMZYxjDyJA324cjhaQBCdsWKHcx+3JEpDcecGZnNZsbl/x6OIwPR1vS1jTpmLHMxjiN4S9mz0/OnUy5zppTW6WsOep3IhQ4pNo/aCMEP5iHrz44tpPTJtUjeKiruTL8lSmIyimi57zX1CanNtfUqWPO0J4eIkttor28QsKqaKaTA3v2pcqgz6PLsoKvrFZ76iusElMXPmT1fAIOyFXF/LM2XWaNB4ukzlT7fDrXwkst2AAD+8PL9iYLG+6UFAl4yA2DQGVWyQccvBU9fI4zovcrjNoInKVhIozAennszEEqIILLVhjHIvtE6/sQXVvGx/1zFuIop3fX6IMEiegYaCzbz7mth4s/+4QD+/IqDePh9FhL+SNTq6WPrVM/P/kOVuJaex/pGlRjvOBGCYYMtWxob/xUvs2PBb/13ZMV3wTgTFQT2vJnic9U1XrifnS5wcDmOgYQsf2/6TAlpXJnSSofiRWFsbB9rQYm8lxx9QfNAZ1JY12pOheDX9Lc0+IpPO88NQVE5lXuiUTqatih9v042FNcuwrwLpdw4qvS5SBDHUU7pc964oks2WCVM6Ls2eCdXkAd9F6DSPAsy7wmtUSIfv57emwqUEwVPH/feMUPwkErdCI9U80fdKMdAKLuk+Ss3ZjrVx1DTrfIKMMW0EZmevgZVSwrvxfecD9fymD4rIy8/k3iiEGlsqeFAyoZ8PpanTyfhalP6KDZ+TAlPCpu/kVFOyIY9L7/pYVHCQA6DpOcVPKjjGnWTTZ32niiDYZxd0diHcB0Qn+evvf56XPn19ZCNGUCo06cz+ALM4MPGLEo2qOvJ+MBrCvYVL+LPm/ob5BjjOfzYevqO0+bJ9vRFywjffIO+kwH0xlPhFligxdOnrDl0wK6uVfjO3qG4nmPFQ1HTplkd70EWzfDeeavfOz98CN/+ngxcySmefA+SG59DEayYPm5xavX01QxG0sBUY5rupl3GRHmSjInhnWxuRyFoPGUS6xu1YEjB01fGoGsi7blwLvaHPIPhWhX/p4uzx5g+iFcgtVJxGBIdgM+8ZCuD2DYMnFmuuUIHyDUYLIr84GsOjJLh7AEvmIii4LkHqygeqHXjzfB9u/Lr67jkRdeG4r10LVdAAGn9vmbvCF+7eoirrhkmsDw/X+n+pW5yIWRxtuiGdza/NRXJcCDK71LBwb/yDHhAatWMGRLVc2zx/ESjSgoDjd5wWuu18AgG6GZVBwMN0NQhK8mSrMcgD2W65++8ZR8+9h8rONh4gsP6YMtDw35DnIbjipG8359f4T1K1+4dij5yCjy0SvcjIQ14chZdY87PkQv7anW9TgSKpN2Mp48vhSAYN/NgxQJx6zglKKB1cf3+MfYdHIf54BAvAPjVx26T82CUbEi8/uLeSunIwQvHad1UokHO0+eihV8rN0SSz/p2fJbkFInAoelU/4uSdcTxIKBlgChwO7UfuYE2esqZMG/EEXN4KeDn0zmZtVVe7zy8szmLdeIqPn6dSCfxYIylgsxLVfRYiAJvW6+VnhH/SOPS8gwgMyRzfjweNzBMthB4qnxSumk/ayMBfw6k5BFRnGRVA7/0qu/i0pdeJ36b1KtldRopmdapu/tNW07UTzYNQ5z31EyOUmcj8Z20lqFcozQG3se2ZCFFIyNUNecDcV75c+VGOcA/Jw2DDtc2+6mu6xgryX48GtVBWStcE9PJ8xxwpY/1lY+L5qBuFPR/u3INh1e1Rz72JVFO2f2jjBXnLyk6X9VhrdKe0qWStBfZz4dPttVXMrAfK4452rSn7zhNRpb3iGfvLNTm46mBTU/fOB5IZHkgSjx9rHFi/i98/V5cc/0IH3ztHgZ7jNcVBSlyvo9kBSTSCkhRRMXwbVcckGN3TsJjCEpYSQZXKgVVFwYH4JlqEWtwWUT34tkAyRsERGFFlFmoo9Vy0kQuHKJCWHPP8KWAPGRQXcGQSBhhU5t6+ohpp8qSJnrO2rpOGaj4ffSail5BqehwoR2QMaHBWti0kSvZQHPk4Z3peg8w5yI+76KQ68Mcb+M1JUWA4pi++I11AD5jGRGf9xi0HzvBPdll4ZKDVhsCPv2lVVy/f5x8N9+i9FFsAcVN6ut4cgVdwyUXQ5Qoc8wT5F9JQPTvdYbMsWjTMwznHMZVJRTTqMw13aN9WBGMTd4vseaPasxOS6813TpRXNWYDhyuMD/jS9NwgZ/a5eOKFuw4D3oMg76HyAVlEimNK+CqqzewdVFuODII1A2/0HB5p66dYkrfloW8NYnalUofkjZDbAvBwoxU7yRU81hmmgPKCPn3rzoFaxt1shcX52Qf/+Dt+0LcJAl5GoFiKR06pk97+kZM6dDGj34Q/iTPkigPqbSF+5P33cU9XBQuGFr4ddoTbcHtKdac1hONmc4gIuHpI49IFWP63vVPhxPPgBa6yShi1Uv04yd4Z/TIUR95f/l3WaW7Vp6+Xkyrr+PaeH8FvLOQ142Nc4PaA1hMXyUz+47GNcqyMD19NeLeADyPasveSeMJfS5ckGO+dnWaRUkjILj3ksMT6TsLUSXuDeaNriKf1LybFJk2T19qbLEVeD12Qg85J+P2ePukTEuPrO9rLntnMHY1hlv+vIYjaRziY9ZlMPTZlWRtrmtp6Gfn8bAxENTqPPzbjx4Kc8jjeXssQZClJBKCZK3ZU4QuC/PF6lkSHJu8f2UJcZ7xMRxLdFzpO0pkCYIbLLuRsLgQvFNZTTmRJ9A1Qje3EMk6frIGIB0GVLT64HJlxg6ShYzasjx9hWCuwJMfugVv+rubQmAuEVloYx+a/nFGGKBGsVGyuvBNFeATFR0AqcVNZ4MjS5M+EEUcR8W9IpiIiMEC0pOhhVrPEGs2F/7+XrkgyFptxnPwudOKtiZSbOign2aePs3wtBLDYUhBwetJayzABeg6wdubJRsQDz7Kxhdr53DGDikEFGmfc+MlRYCEEvN3XMAb5vcVWH/9uP1ner4ocYT/Lj6TuRlnlgCgPhBxz2T4rI4zoi2IOoaI/ooB7v5VB8OHg1dbtJkHb3W9wl9/6FBM1sD2lPZkccNIr4yxHLR+bjpU4cv/vZ7Ey22Maiw2gl0udbsuBUC0vlElEGEinVShhiWcymt97LFXJik+hFO/59f7U17xXZxyQnokRvieSzONsuvIgwJ4o1l/a95iE5Q+tv8/85U1/NUHD4p1o+syWkmxYnp9Mvik6/fi51zj2yud4LlaoPzWd3nJEf9q1dMj4pB6IB/T9/p37g+eeM1vRUyfUPrQKP7eq6DLMADxOXCIlwUb90qjFCbJ2KNj+ngsW1Akne3po3ORDFyklL//k8v49JdkNk4SOIkou23O0+fg96OGd0p4rdxDeU8ra7dZp+QB9mUL0j4k2UYZD/HKQvN5IZ+pVadPZNk0DIFhbmv+3Ml7Jvulk3tpYzTnZ5pCdmyRydt/p+cuTSBjzRHVs6OMsrQP4zXEo5xzSbKb5QaBdfLOPquPSXse4lqLaPwe1u0SpNd4XOOmQ2OMmkRTTj0n8tC9518O4/7nzfmMnuyc9zF9KRzX15UmGUdmYu2rkg1JuRQDfaLLkvGzu2xiK6Nzo8Yf/dV+9gzimPsc3qn2FUe2kFOD6k2H+aqYcaTpCy/voT2jxyK887jSd5TIivfaYFm4BPyxSeTSVhiaF9+soA4qgibVFGPA2lYMY3U9BiZzuBvBJKi/um6YZuxl4fCYByziQ59exg37pR9dQwys4PYxWV1Y96YH6bg5VJAEZ22ZCkoI89KMxjX+qynKqsss9HuecQQr9SY2roaoCNhP097GKErz3ApKWeWAhgEhhWxSPTR9fa4vjVMQhZPZ9bRVUo9xboaeSS2YWkjEoayM1+4dYWWdYHfp8wxCeMUU9ZpiaVJBzzmIbG6U+KWVmutDu43xxNKLufVvY0SHlv2cudIwacY0Ij5nVrtkLbUEcZFMSDWhleBaHZwaGnn5Bw7igjvNBKVAC+wcpvvWKw7i7e/3kEdaQ7ksn9zT54vuVt7T18zPi/54L9bWa9zq5L7ItrjRHNYlg+Vw+LUfQ5xD/33z2xGCR9mK5aDfkiFCr4HYnlQ2V9arABUietyFi6hr4C+b+SDjGBEvP1LVKS/TRYqnBLwzv4aoVIZOzvTHf3NT2JsA511yPyYxQ4X3gredIX488Rl18RedYr2tthgZcYKnT/FyDr0u1X4JSJBatu3QGMyCkSc1kgmIF7P2EwyZX8dj6cdjQl44IXDSfQLPDp4+eZbz0i48po+fqTzek/rIH0tZeIORhviH8Ts/N7ni7B//7Aq+8i1/xpHHn86TgZLsuMe8cB6GHIx9fdvTl0MNjSupWOk9paGLEVrYKDOUyIW1ncA7Xeq1JhIQVCXvBHhnxoLYlr1zQylkMtMqQxeoNgP6qo7wTuHpqxCMkDrZzWve7pWXf3zNnvh8MsqRRTGmL8qVXLFbXa/x8Od/BwCwoFApgyZ755VfW8eVX1/Hd28Y4Yk/uyXECJPBrq6jwZpGz2GvRSGfkfYcR2XWv47VHHhvIhsTpFewXwKoo6c9kZk4T2PwzsTTx2STtQy8czRm2ZObc4XLBM7FOfCf4Zij40rfUSSvfMT3nHmLRC5NUDUtUitglGIinANcbVtbbQFItrM+ZMqliOmT3gVejweIXi0iYkxz00WAAxFpRmwlAODKAZF2tQMIcAWKVek3VntOCWygAP7pP6OVVde+I6aUE7hzRNZioIEdFFI4p9ENm8LU1JfIkFz0cox9XJQW+riVqyurKPfS9HoRfqEFHj8H8rfTTZ1F7+mL8xLTX8vfveSNvhj23Ez0UluevoqtQW/9rkMsoxgnokBB8TWTevpuODDG3v0j7NzSyypcfB9QJsmcgOtcaoVsMwTotZ3pQjjoSWHQc8Djp6x7WDF9HBILROXrI59ZwUc+s4KXPnlH6BeQQvPGlY/vJaI51fX8OFyXruv1XFNPNPIogskur1Y4YWssX0GxdSQAcUuthnPGDJX+dWNYB8NRDRtWxaGxOkZal2wI6IX1NO32nl19XLt32PocInyrxlS/aNqMwk+cSycEmV5bfa2mbTP7Mfs7ed5Wnb6aP0c5p5q4VbyneHp6reKrVmw2UyS4UKvhnaLdJJGLv/ayl10X4qkAafAj+LAW+IKnj+3hogAcVPxZJWOFNkbEl6IBwcOcNc+O7dMzP7RS4Tf+xPNDMurR+WQVpQ/jVl7mmP05fz3n29SXz3x5DVf862F84FNRkZ4kppJ7Rbly2i/tPZaUXhJJhGICHB3v37c8fWzuh+NaCOcAWJ0+qg8YyzS1GiachB2SNzV3luj4/h7zSrV5+vo9HwMpIPmQhr2oVKQoDdqfZEzV+2Pv/lEij1gZvNPxRxkk1kqN1+8/FAVQ/gwA/5z4/qeETpGfOIGS4b/lcO3CSecCIa1oT2l4pzYoX3XNBnqnDWI/1frslTH86Zrrh9i6IBkI5/8ikYv29DUe6rKIcbKDpgYnPa53//MhvPov9vl+NHM2DGdjarw+7uk7ToKKwokgmo2RvYGm+g6HVyLzsRIAjCsAwQIT2+z3ZBKCwknrnFYgN4ZRIaBsZiSQlkXsrlUIXHv6AF+v79obtEVTY/z9q/Bc1BLyAaRWF8BvPJ8OuGLCpuxbjHuxBfaeYS3nqXkn9fRR9ifAKyplczjFpBdkiYq1hTgslhg0tUXXirE4Yo51Ev+XUGDwPmkEr5+nD3HOnM7Y08ctGuGKQyv4uszVq+OxGWPG9IX11ZGQxCzqhqeP38uCbiXDbdb2F67yMXwn7uh5CGAmHiUIGSM/lzn5lsOudIIUqw/aqJJr1zX/dMp7onEd14wWvnUMEVGqnMrvg/c6XBf7CUThl4/HC7vSqixi5hAFUJ7mndPqOmXcjJ/1imiwuf8vXY0Tt5ehLe9dpL4a+75ZZ7x4MD+ceT05Lejo5DbRkFVjcU71sWyHUPuY4miNJms670fssxTQ2jx9BEOjM8GCrQMMqmp4Yv/kXTfh81etC0PLqMPTV5YuaJW9XrvBK+dxoP32havW8M3rvAXOkQFMeW/NPqivBux8oPYApnDXkfemnr6odEZEhUPFMssCKbyTSu5wRbZ0JBjG9URrgzzWH/2PFZzAYLukIFq1bzXpLJe6QLlFWvgFgLe972BynS7Z0NdKH4P8F2qd9nrO9DZqXqf3FUfWSA8S3TOei+LcGKfKGvcKkrBNikMr2gWqj01fLCXWj6Hh8yy5l67pR3POeRwPUdFnXUACVNEQzPUNWqOO7Q+tyB1aqViiNKm0tO0lv+/o7JJxq0Dk17Gv8ctBT64/upKUR++595/pmL7RuA6Q4KJwcq5YNl5uvCzY3gOi0vfKt+7DCdtiA9x45ttzKIY1Pvu1dTz+PHsUZQAAIABJREFUpdfhVx6zVcwBj/WlfpSFL6v0unfsxxMvXsL0oAjQbe7pG/SbxDsN3+RxoEXjCBkKJJS49XFP33GSpJnVxkZcPMLi0vOWDCtdfL/nNx6505Ue2aRb9n97RUopXIphrG9UCRa/ChmS4gZNMkWWMjkLbeDpgUvSIicWJRPe2RwErLMmvLNg3pLKZoBp7IlW+qRA3+/JFMCbMdYERaVi2TtrKyFD+qz5IZ9T+rjF2luk8lqfn784Jvrdn/3DAdzypL64lq/F33zqTuaRqFlMH0vkomKIeP8iTCMqHtHTF+FRoxoh06Ol1PB76eB3i3TmxX7DhNeMmBjh6RvafQh9cQxq2gHvJMWTSB+GSR+KFB5H9NHPrOCrDQRZ300LLtpLlhMIamX40Mr7S954A047kXtTZFY5DY3kcRu9MlpIU9h4FRRIorJRqJYbz+J1N47DWL3SZyuuQOQhHJbWYzXLKN6H2uPPoB/GgGYOEN5roUjXkNRElvu6iSsjiz0pPiIWpZAW/LaSDSSA0XhmpwscavgoV/6CZ0LFylUV8BfvO8jaQgPvzM8pjUd6+vJjp6WlYbgkxD7r1deLdgn61Cu74NHyu1zMEgn0tAaKQkIxCd4L0F4jRc3/ejSuceDwGEvzpRD4gMhzeuzsII8JN14Q33QF8KkvruFTX1zDebebjnPU8KCAlmjxymjjlw7zSObJObGG2uaUhE/aa3PT8sFyD5Vz8qzl+1rcv1AGZEILkMGDrQsdKwbE85gbJQBCf0hjS4SAszXa7PEu1IUog0HG6w54J/c20bUR3umv4bJTv++A1VoghOj+XrGpg2GBjFWB6saIxT7S8NtDKxXz1MV5oj7mSBuS9RnJjfea91GdPqLxuMbf/9Mh3HBgjFN29aDLMIjsneNaZoM11imFsBCFZE9GrOL1+6RHUih9ysP25W9uyDlgRgcOx37Xxw4DAPac0MPF91wInlgdf9q+BzlCL92vx6Knr8POdJy+H9IH6jqDdwrLGBVnNxK5RHw8zwLFmBGzVJFSyBemhhh5eGe00PCDkuqhACnsqFdo5upfpwcu8QrqPoTsbOwynnyAKOfpK1y0VFrCjE4Br5Vtbd3T8M7NFNiMnr46KC7XXD/Chc+6Gl/8hmdGw1EtFWsn5xiIAq/O3skV5rIAbnOqhz1sW7Sgr0yAYwz837+8hr/+0CFxLWdOPPUw9/T1WRsa3mn1T2dLBXj8gveAjnKePjAPLRO42kivK1rvXfEoGwTvzHnvmBe7Ex7npIJGdbzMdp0U2LUB5tV/sS9AtHQTvBQIYMTDZTw6NIW5uDkA+BbzptCcpgVz5e/Lwq+PdRVfRBSSwnDe0ygVllGI4m4BW6jjzzrA3tnzE6UFNM9j3rBaWRKKQie6avf0CcVjHJV8Enx5jbXCSR7WmnUPEPBOvt4479UeW50ZEYjnQum64ck8kcvk8E75zN/9z4dx4LCM4xa8qGWv8TERzc3Ym43OOoL5cSEUQFPbtukrE+boGX36S2t42PO+g5W1CuOKsi1H/lYWQKFg0Dzuh4+ZT9N1N8pkN66ICTo64Z3J/mhZIxl4p0X0vJdXG6VPzSnV+fVjcQHe7/sRIa6iv8l+9q+hDqxxxgFp2Qo662nj+TNBGhx4iArB4smr1urpU15G8vrkPH1BcWWxzjGmj5KZNee1gnf6McvSWc65Js8AgmFBozRC5lljjogOr1RBOSbixtjs+J0Ku1G8UCjz6nmSl4vowHKFP3j7fp/l2EnYo+aRozEzujlp7NBG/rjuaFzteyXxRKtwKF3XknuN6fnyZ7e8VuNFb/CJ2Kw8EvnzG4Bjim/PJQGdx2L2zuNK31Ek2ijELNczFoNBj7Ih+fd8k9Pf5OnTkAuvwMQDK/lee/qGdYhbAOJBSZsh54HSHg1iNPzwIPJCndy0QDxY/997DuCKTywnsX+m0uf8ZvMxQWlMDh8DDywXfWcCvXPRM6W9J5NQtBSnsBaijVEtlAfH5loL41q55glIisLhzNOm8NevOBn3P2/O7Av1h3v6LOLMqdeLc1RVMOELOXinF1YlU+fQzBpRAOMxEha8M2Ypm8zTpw+ttY26xXvHCjEP61YYJp/zUceaSLzYBuSDX1s4B539MHet7JOKgaXPw/qhg0j+LioRcW6t60QfC64cUvv+lQfr+yyY0hqu29LKV1FIb1i8zpkKqW7Lx6em13EhVaMbeFyiFTObeAbajD4uIg0og2ThIs/lmYudc8Li3S6sOqHEWBlK+Vj0HtUGEirMHOYqc++SPSMrRkW26V815PnvPnZYZM8DIOB7ZUvSJOorp/ms0hfPJCumb5Skjae+yLm/fv84eGG4cYcbo2iPjitZ1oLGzPvMz0YKkSDPUSe8UxlOu7zMlgcld61zwOGM0tfm6euXXrHWxltK5qHvn8A7DeQSICHivI4ikJ6dY3V+NE5jMxbaGjd/3xYfrrPM9hlKZTiSiXg4jxvwMSlPXz/EnNUBNaLjsXWCvRy8UyBpFOQ+Nx7Bv5IzMnaEI4P8+OS5rA1Y0ssrzyOdyEXG9Mn+8z3K75PdK04hJhQMeijtTQGGye/Nr//Sf6/jE19YTa4FgMX5MjF2hHad9OL3ijRW9Di88zgJooVH8E2C6um02YO+w4gJN1xA5+mPyaLLTdW8uGxV1wFeEL7XMX0bMY0+wA63QnoXEqVPefroTwuSyRkxP4Bpb/2/9/i6fqViUDNmIhc/xuHIp4m3hBnuPSsKJNnhePB2WSDEbuh015MQr5M2M7AttaNRjTELBo9zHBO5rKxVuH7/KIV3MkGA5m37Upn1hvCYvjYhkzOnfhkTq5A3DrBLNiRKH3u2PDaUw3PomvWgIBiJXFg7o7Efy6jD1acP+LUGUmgRPzwpkcsk2TtHo/aDVsNntMAjrm36MVG9Jd0nZa3WFtdc7NbKmlzTAVraBld1LlHy6SDkgl2vxws6W4pamvhhXKVQ8Qgpzc919PIweCe7jgsdFvoBaJLWqCzE2tvSFuvJ+1rVgKso62DkkzKRCzBg/LBNoHfwz3JljSCd9trX8ciaT8d+yrWW9/QxQ5GC7GvSqIQem6hvXiuzaTm2h9qSJvl249/Pu3Rbq6ePPDHjqhZKA+AVLYIzO+cC3y9LoGY7anm1EnwJ8Ia5AeNLwtNXxPOZhmx5YAD/vJ3jWTPzE6oRD1aMkBg/oOCd+WvLIvbDOWBWpaL/18+v4uvfGYYx8VT1NMdrxl7R+xmwUQACMqe80QT5F8qZkieSWsOOyhDkDVYAIUb4novZdi2iMXz8c14J8KEent9tDOvEw5SOXSZJ88/IzztBg6luIxElNHHGHBEdXK6MeoYIfcyOX8lQWlmzjMqhD30ZY8pLh1jPnkNWfSKX6DkW8kWmjBCXnbRhRvZRx5zK/ZeOKfY1ePoKLxfp6/lZDwCLs+1+L763e2W6ro7DO4+TIFrktIA5Nlh760ajyCT7xgbycKaGKUB+XzGLil/U+YNiY1RjOI6f06Uc6llVte3pU8IukNY5AaIV21/HYFpaUFEKag7eOeg5DMcTxPQRNEet6uC9alJFu8IF6AiNfVKi57GxEeGdmoZjFeReuPA39fVVf74Pv/h738N1N+gU8dzKHBu3GCQXtPp9lxX0AHWA8UyftU5JHMfgx5veMyp91HaMYaBEIYWTSp/O2McPq1GjrFsJWcRvIA+ttY204DkRXwdUsiGbvbPgffGvubl0sL1Z5rXO/2CijKB6zRZG2m9w74utfFFMj65dmR1P8xx0YpiQqIR+71SMiyGIJNbhnvRmiXsWXGg09n2jbNWwk4OQEQwgBSr+lgxDdV1jRZeecVLB5hl1LSJDAxUO53G8QFqyYYYhH1pho87zeRK0R2P7uqDksxqv3iCg5hTe2NWVyIXzrLYyJoA0mgBSENO15aIBqlvp49/d9XYzrUYTOgvXh+leH42kJzoay6Qyu7ZRBw9enM9G8AzGEf9KED3qYxAiWXtc0Z8ZqJi+FgVFG620ITUZf+Em9vQ5JkTPTKWxmp/84hpuYKnoLXinrs2rjSmkfFECD50QjkjH9GmFG0CSxEZDscm7XhnKvuhjoeWS9n2n1yUvZUOG5fCd4Hdoxqz2fME9ffH85vszyCXsvpp/7js4TrKc5ng8J7+G4/daCWyL6ev3pMFb8zIt73GWMxoxo1uRielTaJHoZW3kwuy56aSnr5AGW40c4Y4OGo/wDPI5KOK6KxwwO51HGBFSh/a2VS6sLW775krHlb6jSNzTB0BayYOyFT2BVtF07unLwzv935pphHsx+trVQ7zzw4cCY5QxfbEdnc2rp6x59PeU4Z0r2GER67tIeABdxxm66TUsXMguVtW16ZXjkDc9PwBjolWE+fEC5l0Z1DgRM1pZrwV0k9NoFAVEykJIY6G5+MLXfQbKb39XKn0cfiaD/i0hmwtw7VbjgbIYB0W85gKLi16YTEIT7s3h3kB6tjVozC4kLur3XOJ95Th8gne2ZipFMy/8QNuo8wIjgxNRNtU2T5+GMrUpiNwL4IXo9kOZIIBWVt7Qrn7volD1T/+5gis+cbjplxSotFFnpYF36SyfOWGULMvjJGbMvw/JjkqVoS3jnZPWYQiBmI/VOQkPTvvVXFMzYxhbw6OxhPZpgRLwv+XlKYDU0NRmDAh9aYxEAb7FlC6eFtw5rwTwMeTIOW+oIaHsTJaynFNIxc+yfBZFml2ZFJghu84cCzsf2pIQ8TYspU/vVQ7VL8t2A4eE/ufnyRXxLFzfqJO+/uMnDuPyD7BkNgwhwa9d26hEkg3Az1+v55LQg5ABm/FV6gsRh8GRp5/2WVtMn1PCqzakatIej1bjBONLM1NFpzLP1+mg7/n36rp8qFqZI0+vrlFZqrjmKLOQp08aM33bUuHlRhzurSNoZJtxT/Bt9V6TPq+nmHyVevridTxOTSRvgl+j/swnaLBTnj7bc8b3KCnkpGgAPAFYy3gUukIbotPsnfE77+mL7yW8UybZ09m1ubxaunZ4J8FhgxGpKePUVt+Wj7nXk/3UsilfW2SY5GtrQ8FWaU/PzxatYSXEB3imT31t25l+c6XjSt9RJK308Tp9tCbJUjMaR9iAtDD5v0fjuskCBSEh8kQutcFctUXpbz7iE3xQprjQD8aUqipNMJJ4+pq/rXpMnLlwLLsJSWIr0PL0AcySVuc8DFEQJpiLvg/QBO83zJZ7+jYT08e9tr6Qevpbn4m1FhYlgIQh2afv7dNKnxNzR2QKcUw4GfQ6PH2MifJ7eHhns+6auW2DiVmevrKQUA5iliSYDpRFMbZDa9u3kYO4EemD0xs57DGTYgFQTF9b7J0L4wBSi6joA1vbYb7aBGxMmHpb3bB08YB56ZtuCEmCujx95NnqgoHG+/p+0n4n48BH/n0Zz3r194QSYRmjkvFyHqEEYnnPDmGW2qrjOuN7nydi4oYSfl1lwTu1kFjkjQHUdvQ6xDHl4J1lGa3UXR5EPp4nXLSEc8+aTq7TWVgpi/Kh5VSZHTD4be7ePq7Zf9fvUPpCXa0GMqgT6cjxTG6AEvPfAY+mdUv8ltOf/P0BLDdw5oKtAW3g+dq3N/D17wxBcamAF4Z5TFM0ckCgXmKcYGyPUBCXPWTJ99PFkgddNdX02NvmX7fXCpllfGlmqgM26hymObyz9IbjKxtDZLxO9pd7xQCOZtElmprzmM2pfsb6N9pzDwdRey67RpS8ww2rFmlFgyv9G0MZ08f5HUdcaUNPv0RAIlHcqMy83NSIFAq/3KMf/9wqbrhp7MfSfDxZIpfU05eDd+p51Nk7ucyXGvCcyGHiE7n4T1zhhOyg63nGMJqGl43qxImgx+RcLNug0TRaNuVQ4VAqi3v6uNJXxPlcnPMXZaWOZr4oOdL8TJHIsMcTuRwnQRreGQ/kuPmoxglP5CKydypPn/aOUXHRa64f4vBKlWzsrkBTDokJ8M66xoYu2cCgMXxslqKWsyZrmZ5iuYhy8YH9nt/oJHRpigd3DbiUsdPbYaOIUWbJ4OlTc3Sfn5hN7kHEldx+zz6MKHun7iv3etIBd9Mhievih7dOOKGJPFSAV+ra42j0nMQkCeFwCUkLePFv2Y5DvCeP94oMPh4u60wQSu8fxzluMP4n72wPMdYenbPPmMp75FwU6Hz2zvQ5E5VKsNOZ1kS74b8UIp32gRTo5vqOw1u8L9L9AqSwTd0mxYiRsWWcUd51H3USqa9dPcQXrlrHvoPUnhPwzi5jD+DRAb7GpnGdEH7TftE+qGqmNKvlQUKqjhei9uo6zgdv1yn+OYkwPa4g4J2hHAQbm4a8t9qSnBTmdm4p8cj7LiSX0VgixMjf55CREXUwcFhbl55eTRsjZYRq81IzT59OPqY9fQVDPfSKTXr6shsoWvwJ3vm4n1m0L3UR0lk4Of63vPcgrrth5GPCgxItY43f+t4DIWkQ9yzFRGexPXoWF959rrm3nYZek+ntalkjhUuzGGavLeI5OztdZJUkf62EIfebUii//5c6OY8tS1jZO+k656SCBMRcA9LLKeeUZ8XkfKSq63alD/qcbPf06e90QrM8vDMqMhIG6YKnL3j0CgnNp2Q0fAg8U/r2JT+xX/32BngilklLNvAxOcg1ta6UPm0c4/uEx3Tqdr2cGd+LRC7smfM1LjKygo+r3TBEz3qhibfzCCR7TICfW1qbXIYJ49qQ49JKX07rI8MEKX0zU2kil7Znc3Ol40rfUSTaUFSThXv6aKkUjrJnydgqIjr0CM5kWWvGFfD4l16Hz1+13lhcU2aVIwHvbC79yGdW8I1rjFoohufJrK3npCeTe5U4jUYSnjedS+TSxDxWDTwzvci/jCuI7HS8P3Q/bokLNc0Y9/nz3zwJj/jpVPgi0inZTXhn5Q+8GFvkX/UcAsDhVe1Rlc+Ef66JH45WshRO1lc0D9rTx3HsVp2+4LkNnlJ2INSxX1yR0PcvXBQSh81zefFlO/C0h2+JzDgZQ2S6599pBi94/Pa8R45Z9NbW2+Ek0QBDry3eBzbnAfqVm3bnYa5dyWGsNvj86c8B9szUVNEBRVbKcUZ5J9IwK80vKDV/oTx9FqybQ5kBij9L76mVQzumz/+3MazxunfcBCBNfvBrTRruxCMRLM118PQFBV0JX9wQY5Lz7VF2vrLhrxTXxD19IaaqqZHWnpnRqUyBzuTVusYoCUta6Sucn584XntM43HNjBbdNQqBWPKE7x/tlefe280kctE1a0WbYPDOoYd3XnbxEn7t57eb/Yxx5Lb3tq/iN3lM0xWfWMbXvzMMCgopW1pg5Z/xcg50tufQKtQ/GW/fXbJBw/Lb2qZ5nB60r2kHeW6XZeoRB1KPPBl9Yp2+OnhYObRWlxkx62M6OfaqivzOOd9HyjiaQ3MASODavC8WJecQM0hvjPLwzgBZHNcS3tnIb1UtjfKf+coaXvDa68PYtNxWFpE33+OOMwD8nuYGLFJWLBkrjl8Z49V9hPcOSnZUxliuHOlSGLwsE2DV6Wv+Zmu8qmtc/oGD+MdPLIc2eXtt4RYAMD/j/5idLsQYdcIh5+JeJH7Br+druyhckKlJqcx5+vwZlM+IC3Q7VW6OdDx751EkOmD67OACpHWzKOLBw5VCogGzmlU1QXPiMuUZ9ag9LXi1EfcqEQN85Vv3Jdcl9WBIoe2AefFMpXUtYUGeSbKxWtAY5+dv2FiWzJINzUfjsZ1chVuYysayT0wakMrV4myBQ8uZrAqqj4Oenf1upDx9NGKrXp2mkinMMpGLLRiH4uxle+p569x0zie74DF9gG9z3CTns7J3asWjLB2z6qYHT7/nUsbqIkR4OPJenD27+tizq4/LP3jQHENZxD1y9ulTpjLJ+8kPy+mBFPY5WVb9nOBgBY23eQW9p6/bYpsofYWs9URE99SKOhHB3ahIMWVEzXkZtYKri0sfOBwTw/ADLldeRaIQ7INd8xI7PjB9ttki3k4KKP3gkQBWGs/X0nyJGw+MhbHBjyvvAQb8Mxz0vfJJCYm4kUMqfb4TwdPXIXjzuJV+35m8LSh9KqbvoIZ3Ov9MOJrEIhLAfdvtimnM8JsqiGPFIrlxryuZhjYe5i7lijElznLOJUJwzOJKAp89Lg7vBGQWYwDYu38UknFopc/a4tzoQx7WWaOEUby/CpHo8PTR2gvXq/Vx0s4ert3rXc2kbAA1pqc6Ck4XKntnTvhWClTJ9hXQJEZTPJAnyuAxfaTIhbaVh50bhP255kISJzqvzT6qvd+G0qD+yd/TGq8xHMmi6UIOa57DpS+9Lrk/5618zj71pTXfNnkA1bOnMe3Y4ifx4HKFxbnopaWzziqLxftfFlxZk2tsQ8iGKQyXPwMe01k4mWF+eqATubB9xwysHLZbVcAb//amOGbH13J+7dN9ybA4q9azjj3lMnTM3pkZF+vrAsE7W9dWTI41O53nz8cSHff0HUWKnr5G6dsgmAxjEs5QCrkwEGL6ILwo+nui1Opt921nw2ikhU62pX8rmat/Y3r6mLWHKzpkTSMaj6Wnz+pr4VxIVjMa2XX6ItwQAmYEAI++v/TalUVkZhyeEr9vtyxOJ56+9NphU6dPl6rgJRtyxGEvXZ4+HkfDC6tzevJDt+CVzzzBZLBl4UQ2sgCN4M9EcQhuseTeh1iywS9S7W3WXl5+qGyo55oTGHkmSDqErfmnMfDDcnqQtwDzpEMAklIiaT9cGAP1K9cHr/T5960xfcZvrWymXYlcllcivK8QXsb8nFoKExGHi1pCkO4z33u9nj2PidXfuKhw6Zy0xSWK9UPGlhpYbZTgpbnofdMW7PaYPu/1GVKiBkdCfo0/v+KA8NTTfp1tPH2tiXvUfHpPX3pdSKbCYjiLwpmw8CmWaCA3VySAA02ChAmVswTemcRpRtRDd3H22JD2DstG4zjWh3UwEuXGVoqzLP1+o0neQuThnvH7A4cp4Utc37pUirgf8x6TN8ESDIm0gtLtaXVZz9Mj77uAV/zCzngtUzbaeB3g55zzRm7AucfZM6K/lgGZePn6sA7oHMfnXkHQqTi7VHrSmL4QI+ZiIpdx1ZSXygjmDlKR6zKs6sfIYzrbErm08W5+nZ4zgJWs4P1k7S3Nxw5zw9n7/s17yFo9fU6OV3sUN1Q8mzbGChgk84hpOXNqEOGoAALyAfDKnFR8/eu/NbXx9OdA+9qnPm5p5mVaZaPVWWb53uyzPWmNi8vbXeUa9HwRX+d0HN55nATRYuQxfcRguYeNrlu3PH10+DQxaKkXRd6zq04fANz6lD7+9CUnhuv9a8qsdNFcC97JmST9Xlh9Wbu8EDgQvUK875ocWPD90IZ3cs9TtHgCu7eXeMrDtqqDNo4jWM+VwNh2aMxOF+H3OU/TaBxx60CseVZ0HEj+GuZJEoeZMTcuzlkupu/WJ/fxE7edNhXZorE2jhSUs239OBc9EjzJR5LIhfWFaiGlffd/D4da6ZPX9gN0xEXrp9pHFvHDcipTU5G3Qff1B2f+WvqmNJRkQc0+aKtHFy5VbRQuwqg4JVk5lTBCJRuKwgveFGuULdat+AXVoSMiYZZbSIEWY88kQm0iANrXaOh0PgOp5JkR3hmtvIvzpPRJj+8kUESfXZmMSn4dffQ/VvDmdx8IRX+pbSB6UVpjOCG9qv3SFiDiXvPvyYulYeFOKwiZMS3MFmH8vbK9Tp9YF2UqpGuKHsTJE7nw31n377HQiAjfbG+3LG1449qG5DM9Bandf2jcZGBM4Z1dnj5SDlu9MsoDSYaZHHl4Z3yvS6bwuFp+5k4Pitb599fYCshjWcyk9kTqVPzrhjzDlS4e0+cKGQrhM1/HxjeGNd7+/iYTa/PZhz69gm99d9Tq6eNZY4HUO5lcr/lsc+3lHziIw6tVZ0yfJq5EUHt87dV1HZRe3gLnORw2WDgk1i6rLBa/XiCwnFxTPJ5ae/qm1ZnI59hBrtXpgcvG9HFP37iKCZdec7mMEdUlqHJLn5TJ827vDRA7tvTEmKgWLR+zvgfnEZxXcU90rj4okXPxrBhkkRitTdws6bjSdxSJFh4/3KeCh8K/9wKL/3tjoxbMG4hK1WicK86uhXK56a2izCft6AWFjiufmlnOK0uIpYQIwZrGxqy+3JJOBVCJRuParE+mx8M9obanz7+OVVpu6qM8bKKgE+sM8e/znhuih9/bew8Pr1a20jeqsbZRh7kRnr6O05jHWHV7+uLzG/Rs4ZWYoAl3cg2sZRxT0VM/iSxPsvZMW4lc9BrWhza3SFKiFSL9jPkYyHJJay03nUXhxGE50yII8Vg+em3PLNb0i9ZXi9Dq6/TZ45LXyu90MoD4OR2uTR+00rcqPXPDoVToNWnBU8NuVkNiEIc55sWwErmkCVVs4d8LKvG91TfNBwHbKASQIUKOCfBre2XNr625xkpL0DF+bZdngBvt2gw3tEdpbrrgvDpToDkPZBhhHltrGXHvFAAUxkWPvv8CHvOAxWgomhDeCXillM+/tTaDx7xM13OuXf47TQWbo9X1Knoos17ryCesca2tV0IZ7veALQtx4dx0qArJeiJEOBo90nHEfhK1C+hO7bXu+LMcvLNXqufNzo2pgWudf91PPp18zfLQDCAq4MTLV9kZFwy+RVP2p2CePjIEsvt7711cRKvrNd7yXlZ+g/ORjjlKz+/82LWgT9f+9YcO4dq9o2ziHB1PTKRRBvrsoKLtSYwcezM9iPxLjx3ojhNNPH05/uTkXptuyfKqPfu6XAFPPMj36Xic9j/0lX3eyxhmgLhuLr7nPF79yyfgnDOnJlbku5Kr9Vk41EyLgYbaoLmcy3jwj8M7j5Og4OnjCRBIMWrecyvJxqgWzBuQFpRY+DovlKeewHRRckVNWuhc9jpAHnxWTJ/M4CSF8sLJTJEAZe9UAr6h9HF4bC6hCcACy9mYAH3YRKGPhHEdq9hmfQWAc27rU6u8O1GKAAAgAElEQVTvOzA2D5jhuMb6RhWYNc8SavWfH8CciYsD2OJi7Fn3Shs6Sj+zhkT1x4YK9iQ9P8ktY9mKjag0r65XuPwDB82g9X4vTUrCLZQbHZ4+EtRKxxMmNEJ8VhGQTH3U1Aaie+tr+X3brJDOWF9tMX0+JqAjrs56tC6FxPJ7WrXTgOgBojiHjY4kMnqsGu64xp4xNwKZMX2Qc5HLzOgghQ9LqLOmNPdMCicFYoJwVrWHp85OFyzmxPJGtglVEnbZb/Fi0R4lI1+XZzfwy4b3WoIl8XMeP2vHSUpF3Lr3ox+wiEHfCZ7RNnZpdJLjNuNNi9huG+nn3SbQkVJ2eDV6ELKevrAv7We0uq7gnaXDrm1luPYdHz6E//rWhkcuJG2n5yz1h3+1dSH/0BNPX4fSDUiDsa4bN6UUQupHGxyQiHskc+EgFP8ev4uyyOHVCh/595VQX47mhxfHDiUbKKaP73nX4r1zKU/KkUY2dXn6dm/v4bmXbsOfvGg3/u6VJydrURpiYP4t+yr5g+anq+tVkwBKGZ9VhvYQT+/S2HPLcE/k693Ks7vNuMn7NjXIoxx04rPpQSFj+sY1QzDFOaD4RbuvvP38dRyifufbTAe4b45E9tKwDu0f9MsI95xuMdD4tmKfLWgn0I7muLnScaXvKJIlvJOwGpWiKKyvb9QJ3Ep4+pAyBTOmTwncmiTDd+FVb6zUIhv/jvEDsa1wL8a0uZemrmXdmNEoLbhrlVugzTka2wyQujkaS7hHFPKl8hSvTz193EuZo5Oa0gLj2mawoxEaT59viGKzctYtYXVlz78nlL70PlzB1QVMw+9aLF/e0+chgDz+KCjqhsXcC6v+7+DpK4D9B6sQtM2VfsAfpFqB4et0qDx9mmFH4Tim/+/09Dm/d867vVfQz7ntdDRUaGOGOiisvRD77YIVgcNB7Wv9a4DP5taV9dwKWygifkCwS76/eTxR4Rx6hTMzAnMqCrnetfdndb0OMGKh9GVKNkirqz2PPNmABSsHkMTqAHmLP1egaEzEb5ZXK8zNFDEGNOFx7Z4EyyOXjSOl9dVc355qPQpKdL0JXW/4wTorEJzjBZyvW3yGeCd90xVTpp8lf2/BO6MymW8TsHlK7v7bFmNjXUolj4W2lFkdHtDvOSzNl3jP75+CE7bFL4oiJm8gJU73mQvt3KBFsfK5/kl4Z7tHrlCGAA1h1l4pGnKbZ4hIGH7ZXA3YOaJlEbr/V7+1gf/8L5+khIxCGv3Ak3uF+sFK6eFZrTklCmKHpy+J6esY/gPvPo9bnTzA4lyZrJMcvLMtnnigDKa8yPnqet14+nQSHzbnQumTyuFpJ/Y79yifH4220Nfy9T8zKEw+4fsnn8uU8ip/9qvrePO7D8R2e/Z6Ou3EfmxTxe3n+mnZAtqNU3mZUFO/57BlwQ9sKZMlPLYbeWVOQcyFHNyc6Rjs8rFDvFBkUfjDYUoJHyWDklDcglTa/JtxU7KhcBBCYhLTpwQvy+KR8/RpZYfH3/lrXPI3P2AGTBBPvG3O19USGbtqQwgrAQzje+2xMZmvi3NUskMg3Esw28jMSHBJ+tBxaJy8s4cHnT+Hh95zAf/82RXx3aDvM426jRgTSendc9DR2eki1EPjnt5+iyLk+x2FBl8A3WJ+LlybfFc0xdlHNtO2ktpwOIsVgxr7Fd9TIh59DR1APP6R7suJGw5IUZ9SsCJN9Pnv/OIJWF2rMD3l8MkrffzVVN/JoPUgTDbjd/Z8EfFMddQvuw/+oB8xpd+8LtP/qkpT45OA8dVv+5IqvHTC/EyBlTUvrXp4J6/vlheUtTDC36+uRwjzwqy8V9Jn7UXLrHeH+Lk2EMR+pRZveibbl0q86Anb8at/cH3zuVSoydpe1R6CPTcTFSyt0Oc85KEtl8be5S4v1TrqKgXRV8phNjspopLP43B2bimxt/G0OOcwH3NwmIpXiNll/WzrojRWpin2NQWe38FALa+ZRc55Aa3f8wiRCEvNCapR4ShcKjr2ShmXQ891alAkyR7udMYUHvczi6F8j+4jb4fiaJ/7c9taLf8a3tlVI1IrFPzafk+u2x7jjdMtBeKJNLoktNMk96jGqfJMa+o1l+8PGSd/4yk7mrHJtsqCxfRRcXJ2/7KI2Yl7pcOGyt6ZU5A0af6lkVJdlHj6xF5PZRtNWj4pnMymvrpeJbkL9H250qf54W88eUeSuIRTokwXNj8FyICk97TdrlbKZphBcXrgsLIWy+GUap3ysZ62u4dvXTds7h8/77Vk+K0Na2fLcRwMfEDMn5DjQb3S4bE/s4QdW3q41zn5esz+ntHAZxk5gRg2cCzRza7HzrmXOue+45z7bPPvQT/qPh0pxVihuMm1sOpcXKCk9AlPH/OqWPFSVvyTgIcai99i+JaFbG1Y497nzOIpD93ir1XMFZCbgSu0ieWvcPj8Vet46xUyHb/e9/q9cy57QOnfUEyfFj4krCB+T4dSIoR0HBpl4fCcx23H6XsGCTOanfKZ9b7yzY1QdLXahKevcPE5dHn6+FroZWP6YruaisKFOn18HdGYeHZQ3r8AR96wGWzibc7E9E1nlHndXogbYZ91efr44TYzXYCXCdAwulopZVp54UTFggEO78z1AcJLk7PAm2u6cI1CrpQ+1QZP9DDDDiAP74ye0fbDXa4zqfRFWOyW+ahJLM6nDRZOQ5jyUET62Dm7b9pryMegM4kWTq4ZzwP8/C2v1Zhj8M6kj12evkIJ3i3esWCsmQDyw/cRQceyySKKGFvJBbWdW5l3ykml3OIz0ajhwlhaY+8Yr1ya704OQm11wTu1Qprrg/diOOza1gvvgfzz4oaEkcqCdLtbDvBbT9shlT7Wj+dduo31z/PpJ/7slgAv1euYt7PSxNFuWypbvTKWp6/DLtAa06f7M0mtQCIBDeW8mnl0NaSXj5lgnXe49RQAvjfjeS9j+nTCKA7jk31zkPPUPqdyP3q4Y3x/j7Nn8ORGfjF/r6ZKxjTGz9uVPsk/uQFhbaMOZUCER5LN5VTfRT6ubpPz7If7F3Kv55ATgD3WnKyjY7v5PfT64iFK/tr4HYdF6vZy/bQQLq37xLFs1gzGn6NB3+GiC+Y75Tx+TuWe/yRQ6psb3Vw9fb9f1/WrftSd+H4pCIWFawSwOlH6PB7av1kfengn32BkRXrDO2/CFMVjsHWmBViNKbew6BySWTAmrTdBVdX49SftYNfG7+hSzgA4dDUqXhDj1ZQmsHDgDv7EkpYREIFYAkILB2I+mCWQIDxdyWTaSAtXO7aWuOpqb9m61128JSkmcpHMaG7GYXm1FuPj8NK+OOTTCSxcZJC54uxtyUYK54sSn3WLgVAe+LOzfjdg65XGxUkL7D57Z5pxS9SKMhJxENF1vAVSfroycorPmnY1Aw+eWPLQuHRNEFFKd37vbFwh/DysbXjppyuGQPd/38ExPv45mfZaWxz5WEJ9OOfXUakUI/M+2jsXFDWy0gNlg9Dh8E4rCN4pT0Yuu61zku9k4Z3q87AuCymQ6UQuZP0meOfu7b2IQiiQJJRo9SQ4l8QtdwkLOrutRQ7RSkwCS74OYSwJMN2P/dnBoISukEkqrLaI19I3bSUl6LpezysTvH5YjmhfdME7tVGnS5lcbGBYwRiW81ozAW0kK1rg1b+8C4O+E55zbnS6x9mzeMgF83j3xw+bZ2aCBmHLf6V5NtsWy9axaK9Mr8zzDrpe1IU14udDf0pgozHwtGUQDW2z+/I+9Pt+PwxRJ+gf67nOBp4jhe2yBN71T4fxU3eZ9QnolFxStPAmHadneZWJzERUrMGH3mse2xZLvOnv7N/rvZyb47bsndrYtso8c2vrPvYtiT3kMpz29LE5nxo4rK7bfQf8XuBna1togumdbzEG0j7VyYm0J7lQ/JePU2QmZR1rSyJlJzCzr6W+Uuw6yUz5JDF5npy2G//WMsPLn74T/V63g+DmSDc7T9+PE0WrV4QfaQ9F4SIz9Uqf3DQ8Tmd9mGb31HCSpACnBe9kmzgqn+nGSgrw8oPCsOrS77lQ1waBO213rxX2AHjBY2Yqva/oV/PRKEBSmrbIc8N+wi31o+Dps9ubhKjt3dtLPPfntuH0Uwbhu1ud7KXlUM9GQcm2N/EqurYTHWI9FSBu3ZuYWK44ezQ8pN8RLOnL39wwE7noAwjwSmZPx/QZQpz0VhuCslOwXeVN4bQ4FwdGBxfPxmiRqeQa3mneJq3lSQ9OK1GQ7IT09OWsgjno7b6DFV7+ZzeKz/Xhw4WRWBTcv88dxJzSRC7p+udr70kXL+F//PSCrag5oy1r3bL+aK9wuKZAMrGBZyrDWKEszTyRy/5D4wYiGIVTLSROUrKBSGe140T7nMQK54BzzpzCnW8zZY6PlGjy4uWUJYeYuXkwcMEzvXNrZBDa09fPWKapX0A3DNMVUTFcmm/3YlEfgCPx9NnXkfBHUGLqbzYpUfP9oB+FwKc+bAv+8Nm7wr6RBlV5Y3oe1pmZg5wDsZ7Y1oWiHRZepNk726bKFfI55uL76P1QZTaelKTRR6J0hHdG8/kCSaxsSDTVnA3Pec31HoHjJJ/jYS1ayOeZP4F244k+a3SfNaQ3+b16rjxcZpLsnYCUp4rCBSMf4Pc2jT83lwOWuVfnbJjqyzWjSSfgK5SizslMvtRyLtB5pRVeHlJA99Qx1UQ866VOClRmxtWWGdiiwgEPusccAOCsWw6Se3GyYpFzJDx9ag5O3tnDuWfNGL+6+dPNVel7hnPu8865Nzvntv6oO3OkREI4jxsJnjEXBTQJ75RMqygcLrlfLDCeJHJRByDh54msGINZU+lLBV1tFWkTjgAulKWHgGZcj77/An77F04wIFzyA+ekJa0t0x/ViInFttN7c/gawTvb+vCCx2/Dsy7JL0E6NLYulHjgPeaFwEDQBppGHcOxvbHUa69JFNrzihD1OxRWzxXCDop4+uUyq/XVF8o7V37k7+o6HvTrG7E8gOgX4pw75/uWzLGTSpAMmvevDzp/Dn/47F3B0l/XXrkGoqKc9WAZn9MhowViUuT6QenLHzK+0C7CdTTGXB+ci16HXIpo7QX1bduNaivrQCh9jXDc/LbH2sgXvE8FuyS5ErvgsRcu4Rf+x1Z7rTntycjAOwvJK6xrtHLG+0HxipysJAHDYY2bDlXYsVSyums1khIuLUKhc0gSZuThhf46ShAwO13gVc/ahVf/8q60XUQljYxrWZhjc7+dW0qUTKg8gcE7nZOJdtoSDDiDv5jXISqwS3NFq/Dp++Bf2wqzW/fNKZOkRM+RMtaj9jNrufm433MBFr1jSxkgiJp0Rr6F5rm1JamJY4h/P//x23HJ/RYCnD9HlqevNUkHNLQ4fqd5WI8lRpkE3in6xT0aPYnSaSv/NDMVz9pYnN2/53Ukq7pOFcgiKmPa+VK4eDYDssB42ncN75TnkUYFpL+X7zkKajJ4Zxp+ouGdwdPJfsf7ODWQnj6+1qb67YnlPDKMvXeprEVE6+P0Pf0oG7XwgHCeaCix4i3O5WNPpacP4u+8cpp+1mWYu+Pp0/jga/fglicNkntx2rWtgznxdh2L6VN7qovH3ZzpRwLvdM59EMBu46sXAXgDgJfBnzcvA/C/AVxmtPEUAE8BgFNPPfWo9fX7Ie7p0zF93GodaxGlnr6iAM665RSAQwCa7zgjNgRYbbnTxOEfMZ4pFb52bJHLo8sDZlnvc56m+99tDifu6OHq7w3F54lDyKUxb+l9/YfjSio/QdBV86nhnXrcvK/3OXcOo1GdFBqN/XHiNz0RY0WCZtMf7elrhAT9jLjwQmQruxGu1OvZ8Tk0B13PTiRyaf60vBrjJhnRVN+F5DNJIhcGZQk1o5KYvryQSn1enPMC2zs+fDD06yVP3IFPXrkaDqTNePqoCzlLeIh/LPKCvS9JEZViwLZM0vfiAM8IY21JMTRp4YOvJ+3p0wfTB167B5+8chUv/uMb4u8LCe+ykveYNSItZc5J5TKXKMSx31txo3SN9vRxA5WO6RPwzmaP33BgjLr2fOxwE3c1Gqee2ba9UThghhsnWuCdNO8Pu/cCagAPuNtctl3nXFD6LCHn0fdfwE/ecUb0j4oVU3FinimycDK5Tptngr7pyjznXLzX4lzRmdU4IBQ6mI2V+KmNJvb0Nfcd9FxAIbRBqmfVd/Q8uKeGqC2m77a3mMJtb2Erlpy0V7vfy8c10T1FLT7+WyOmj2hST9/jLlzEji2lQPRwg63O7qr5wKxIYBJ/r2k8NhAFBUOp9CJ82bch4bk847emJBGVkmO6PH3aGCZiKNl3OaWvcHIeSic9kx7e2ShznM+WLiRimp8twprmKCm6rs02U5ZAVXOlsztW7refvlMY0CwaV9Gwmni+DSV9kMkGOydi+uRzybEJywjauk/UeQykz/WErSVe9rSdOGPPAJMSDwXQ/PRYrM9H9CPx9NV1fb+6ru9g/HtXXdffq+t6XNd1BeBNAM7LtPF/6ro+t67rc3fu3PnDHcCEFPHtEY6ks3cWTKlZXqsE0wU8E+HCoj449OIbV/IQtRYnhxNyxsvbfcJFS/itp+0Qv+vCL/MyFMTgcrXRaBNpiE2SvhnycM4Jm4CHawovo5HEhHsyaOy6SWmRbIdB6QB2mu/pqfjMxww+yJnsjoxlOB66sh/JvV30EuSEvK6yAkQWFNBizHVdwzkXvJT6t/R7EhBpvT+q8VbT83aNkLp1sWg+T725PLsn4AXus24xhZ+/KAbm59akJUjSYaIPcDpiemyttkHOtBc7J5I4JwXsxUyKaDNwPetNytwM0XNqeYopW9pP3mEGv/uMnbjVSf1mDEY2S3UPy0towmfVZ7mDnSd1yCUecM4whjBlVsT0GUpg4YDr9/sgpx1byrA/+PML42ux2jrngqcJaIqUZ9YGfT43U+DSBy5lBUUaHzd6aLrNaVM4+/Rp8dm2Zq9QyZg9u2I6dN1eWzIZMjJ0wjvZ10vz7fFqAPcgtl+X1OnrEFKJ//dK+aqJe95JUZhtiW+b0Z4+UvrW0w2Zru1ss1nSaz0Xh83vKQuws/2chHXEvydV+p548Rb87D0XxG95wivNB/W8czkiomvSe4+rWtQRBPzau/dPeKPIT91ZwuR4lmYgb1Sj+/F50Ylcyg6lTz/H3NwNcgYSl8I773RG3Lcr61X4XCu9z/+f2/HEi5dQFi6WU7H4Zcsa0fxbK8GcaN/v2NILpVBy146rmGugy3PsnBMePT6G6VyW2JZYajumr1sGa/ts0HebUvgABe9siaU/1uhHovS1kXPuRPb2YQCu/FH15fslXrKBBItE6Svixlhbl/BE/71LSizog4PTUNW+sw5/LmBH6KFklt4KqDx9mdXyxhfuxpt+bXerp08zM9o0GmKTet28tTNYEjMCItBYFJnnICQxYddyeGdI5KKVvkLOf1eRZX+df6X55hYuUjZ0CvstmUK+PDlL6HcW3lkn13IqmRLaRpZX0YL60cHBoUxJPUfEOaYD4wE/OY8PvW4PtqrD5tRGcJ0xIMd0WIcxZpLZcNL7i1PW0xdShzdtthyc46pO1lfW08f26p4T+ps65PIezPjFsx+3TXyXwDuNkh9F4XDX282ETcGLdfvfInGFmVlhM55ncU0G3gnHodcZQ04h19XPX7TEjEoqjkUpiFR78Pp9foPv3BLhnVVdJ/drLa0AYJ7Dyw1F9sQGcnzmad3eHt5nyr5p1XbjnhxK2U7P9+mP2IrH/swiTtohY/pEDFKLUMJ5fhvx57k0X0xg9POvnSUbtGEvczmhUGZVeZC2mmmAh4UGY1jLPPAagEBUmq0U+brPbWvmGY/cigefn3p5dbbUfq+7TmIuFb7mhbxdneG3i/RQCFY7PVD5AdQZM2NkZrTGs2HkKigL4DanDvDh158aIHnhOwfh6WtT+sjAE94r3t0r2xX0aRWfllNw2jx9fC30ew5Pe/gWPOEhSwCip1z3syyAc86cxuMu9Ndx47h+Hm0GWw1fbfP0bSaMYDyOZ/JdbtPUuj1zSvSVE0cZlGL+baUvlyQO2Hz2TmvN6f15JJ45OkeA9PlrlMCxRDc7pQ/A7znnvuCc+zyA+wD4lR91h46UuPBKTDlmuIzXzBgwifC+kEKq3igaojMad8f0LRgeB52JyIyzyayWM/YMcOtTYvkCLuxSOzpOgjYRKbS3PoU8D+k9OW6+rWRDVdUiS1iATCgLEwmPkyZymaQwqBa0uRLDLeuixEUzds1EdWIR3356b+cilCR3KNGB0GbxBuSBzmMidXwAPcftTGAqDI9MWO992a6eylNO6DX3SvtPyY8uuJPPgsoLvYZ7qZ/dovFgmY+sOUwSTx+D39JvszF9Verpy0klju2DpYXNsdo2ofINz9+Fy19+Eh58/rz4nGfvBHScm2yjZnPBbzXouySBk50JMu2X/ixXp0/zh4xeGPr40HvN4/EPWhLj0p5pvVcK53Bw2S/WHVvKwCdNT1/Ho9EeND2mc283gw++dg9uYazPHDnn44B/9bHb8DvPSJEq/NmF5EWNYHWbUwd40s9uEdfoLJBtnj6Kl+ryVvEWFue6SzZotEO2XfUAcu3SriIBK9acbO9Hv+dw7lleULXqSRJppAWtAyvD3ySQZ6KH32cB9zk3VfrS5CsdsLXCifNdnuv53206kYt6ADR8XZtRrxez9FMzxpc9bUeInzq8WoszgV8PpPvPOSdi+nSiM9l32VahjEVdMbtaycspfVszBlp9db8H3PqUAX7uwkUUzmcPBlJjve5TmFuXKm1t/KksZexzG0rFilXNyXTj2ieie9ETtuNJTcmLX3/SDvzxC3abCcnmM7F70pjM11Le4DFJ9k5uxLb4TRKHOIFn3pID6SOSGe52+2nx/likm13JhrquL/1R9+EHRTxVPx0kgSGTYO1kILCG6fGSDv5nsvCsPtzHY20RjH//ryftwNe/s4FTdsbHTgwil15d9KULI9gQt4YTw9J1k2IKdYc/es4unLrbFpionempAstr4w54p/QcZD19dLhnEijkmNE9zk6zNWkFgJ4Hf47joPRJD+C97jKLD396BZfcbxH/+Illdn3qvctB7ELGtsxhRb/TMFpNfcOi3CvTIHKyFnKoYuLpc6mnL1yr4L6n7xkAWBbXBE9E06eLLpjHvX9iNlsQHAB+8g7TeNojtuLDn17Gf31rw/b05ZS+5pVn75wE3knrJGeI5lbbzQpibVtNe5Qeff8FnLSzj8MrfqENm70mExrYgp22wE/1pcAF2AqExQsSpS9TO9KvDxf+zkFFNfyanrX2ajmkFmXueVici9k7qzoV1Lo8WHy9TA9S7+UkZRw00ZgvumDe/N5Mj6+EX12mQvcpR2PDqNTWR8DDOzUP1xQTl/nXP33xbqyt1/jFV34v2y6QKqxExGvI00dZcHP9fui9F/DVb2/g7necwdJ8iQvuPGMaiu55lxl8/HOr2KIMMXtO8Nc+9F4LyW90F7vmziqHYSk33bXC+LqOf5On7wkPWcJXvrkhfrNZXqP7tTBbYGVtjOmBLNORwDsNYzW1df7ZszhwqMKr3rYPh1cqM5FL+NtI7ENr7dyzpvGLj9yKD3xqxey7RkZ5uCfvc7vAr+cqN3c7t5Z42L3n8bcfPQzAr+G6RsJMaN855zA1cHjvvxxm/WT9Nnglfd6GPNKUePpc/npLmcoZFym2+753jcaLxbkSi3MlnvCQJfzyq68X1w/6Drc6qY/7nTeXNRRIpbfF2DOBp29mygUYdq6cFSfL+aGpz2KBqQ0yuNEZ8MuP2YZrrh9ljcLHAt3slL4fRypKF1IYTytrPHnyiIkkWH0nmaJmCnrBj6paMkH2/Wkn9nGvc2bNPvZZ2uDsOCZ0VnBBMnj6lPeAK0W3v1UeFhUKarM6W8k1zHPH637FGoFyPmjug1A5AXTndc/bhRO2pttFw1pC3AkbHwkv2uq4ZaHEa56dZvbjGTljv5PLULhYfDt3WEXIosOdzpjCA+8Rhcw/ffFu/K//cwOuuX4kLcpF/G0K/fGv0tImr3GIz1/3i4ZPgt6Dz5/HaFTjIT/FBC0Dfpaz2PNC06fuYhBKS+lrXnOePhqHLlDOqarT+BX6feEkNKVgm1XDiLpo0r0GAE95mM8u+66P+WRPFM8ks7/K35x/9gy+dd0QS/OF2Iu+xtkESl+Lx53/zjocnYu/Lwr70HaFSwruSk8fU/qU4FMyWA5lGAwxfVXazy5PH6eZqdRCnY33aaEuocGMxU6y/LI5UJe3wjsp+VOXp481sWWhwL4D4/zFkMYiAAlsT1+Xe6+JDGVxXdvXnbqrj9c+N+aHy8FtX3zZDqxtpDDfbUslPvx6OymcfubdZSnS702PxBFirWhPXPrApeS7zcI79dp56ZN34OOfW8XcjM7sK6+bMWL6+DyRkeLQSpXA+fi4rf04as6Zpzx0iyjZo6lw8p7cqOv73B7Tl8D2pu0H0u85/NKjtuHjn13F3pvG6Df1K9sS/PDkNNzQBaSKGf3OMoK1wztV9tIif/1msmLuMCDnRGefPo03vnA3nvqK74rP3/Si3XDO4cvfjIUFdaw1yblWXejYz24Yqj9P86VuUk/qJEofsM7yCroiZo4lOWbXth52bTu21aZju/fHCJVFjBOYVfXFXGOZmRp4y0WSirwwrCXMSq4ZMYefAbrAaNo3+rZXutaMb0D34cz7rL1sWpDMQS5SK5d/JcHKiuuim4wr6WUq2BzzviXF2Z2PYST4lMU0z8pkZ9OJXGi++TMjy3pXtjyijVDXjXnTMjF9RNmMlOyh/f6vSAXzlicNcMGdZ/H29x80s8Tp4HsgKk65cgu+X1FY0MpOSLbAfvuIn1407zFJWmTtaW0TougsWZq3LxIHb0s7WtHn/a1G8rqcx7OLJvWqc5oJMDj/XkIeZXtPuGgJF10wjx1beiIDsHMuCOExiOUAACAASURBVFxE1qE6Cbxzqm9DeByDMBXOhqo5INS3u8uZHlITPPiK7xXOKT4X1x9B52mMlSrZAHTHoHGamUphjpNYkTV1PV5T6ZvJ/0j3aa4FEjexpw/AhXefwwc/tdwqpIXrgwGm9bLEINMF76R1TUrf92tl75UO8y1zaVGimHQlqzGVvvS6Ix3KZrxXRJfcbwH3/onU6KszOZ552lRQmHUmTE5zRkwf5zOzotRSmsgl/i37w+GdXXxTx/CltRDbz4RtiyW2LhS4511m8ZVvbeDU3fYhHeSZgOgBNoZp2/nY+tZhBM+wV/pkG+3wTqAU2Vfbasx2x6ouzRd4wN3m8NMGPJmT9VyC4s++EuuUKX2bLc6u9wn3pE8SijQJvLPfdwArNVK4aAA9luGcmo4rfT8E6pVx8dBh7BSTJHe1Vrx4PRv6HVdqdIFLDdPki91S6ujnvV73wu5KeEDfcmVBZ2DcLNEtiZnaHi//Om6ydxIT4NkYibhljMf0PfFinhFy8v5pQSd4i9gzI2GFFKAzTx1kDxcgwvM4JDMHkyMm2hXTlyNKRy8TY0TFVTNUYshcmUvrukVPXlJioEifiSa6h6ngK+IKKoDWukM0h9uXSpxzphds/vL9B+P3zCvapnTpmlQknZaFwxDSukutfD8FkyelaeUJasv+WpYOu7f7NaifkYZ3WnzD6p+V/jxno4kGGcnfpvoeYuOcT4X/7v99SjDG8GfN7+WcHF+PxSfTHmqHd6Z9zNHstA3v3Cx1PV9LSJnLeCGAyMe3LhbYf7BKPOOUrRWICIdOpa8Anv3YbXhmU6e0S0GhdrvOET32rlIQpDxY4NI73noKD7u3DZH9QdJmk/9YBj5LETwS445vP/+7HKrgnneZNb2fubJKQN6ArN9Hnhi/n1X1dfOePtluUUTDlRU/Jq+VyqSuhcvzKVg06Du883dPab0HEM8GeoSDnsMy6mRPaJ47qYGlZAZHvbTajPG+TmHcGXqeOVnKlO7XwmyBpz+iuzR223mWyzLrII29uS1kfaynr8tQdySJXPT65uuwyyFyLNERgguO02bIYoTaC0UWaSsVs0hPzgRJ/R0APPj8uaT4MJFlkSaGOOi5Tk/UZuCdWhiflIgxaXgo9b0tqcS4khZFzkhD3xhkkYTbJGPoJrocPUyyf9wSRUofWcde//xdeOHPy3IY4v5Nm9NC6bMF7wCjzByOXcyO7sEFfV68Wd/WKgCcCHGIa1Qf2sHTN4FHbqLgayVsxOQq6bXcu/SqZ+3CebeblvdjnqQ2WYy+or3HY3dl3yLMcLOevi5B2CIdtykEiZZFnSp98nOLb1jt6fEP+s6M1+L9KQup3Os6pqK4b+AJKfpBZEUsuac58jfAwzs3Y0knut953kOybTEtXTCJcUJTFy81sy63KH0kOL/iF07AMy/ZKvjun754N/7oudHLH+Dj6rk/6n4LOGMPKwMBv4amVfKxHIWY2Q4BKRT0DvuxS4Dzrxbs65cetTWk/j+a1CbcWzSpp+9I4Z1tSl9O6c55pNvOav7MdUypFaPG+QK/XmculUnj1D3ZeyvpnO5fW4KQH1Q9NbrHsNk70RAl1zJ/Ln/4nLjnegZqhlMIw3DpdXRGLxglXqb60gDWZrC04J2bNUaGPrWcZ9LpoNdA83eR99ibqCbFfLp6fUSevgSx1J0d/Vik40rfD4H4Ip4Nnj4p3GiLNP8tX4wF0/o05OYdrzgZDz5/XsIb2BNuW7i90nUu7EmVPi/sRqHuSEiXeoiwybzSR3+3wzvjnL3nX3wCEd3iZuBDUTmF6B8/YC+8uxdK5gN8NG3/j1+wG29+yYmiP6J2XQYaRDF2uRpwXfNP9+CZvSJUJxV2KD5xWpRYSJllDtYYFJH2bolr20jH17Ud8nStztZJZJVsaINkKUdfoghxA02XxVrTkcgqMxlPX9ca0EI6CQcEgbMTuaTt6PFP9W1rLl8fzkl4J82TCR9lPEXW5pLXmfBOuodL+ViX1wYAnvmobfi/v36iWcakLZNijroUHa2QAe2QTVpotzl1kCQi2bGlJ9bGaESCjGziogvm8TvPOCE26fT+aO8zrZsuTx8PbeCvCTXtndIkWLHi144EWnskpPfQDyqmb5Kj5sTtJW53Sxkfae3JN75wN17wP7e39Mn+nMOm2/qnvcdC6TMQHNrTJxE37G9149I5PP0RW7BlvuhUSvQZpWsfHqn8kdynmTvKiUDZPKl9mhue6fesW0wFec+Kj+dE69ghfbbOObzxhbvxR89J4//7Pe01zd/DgnceKby4zYipE+mEzx1bay37xzxbNtlPzdMnkSUSTx9X+o7DO4/TZsjy9IXN1rySsKMP4sKpw4IrNYVse1uTgloy4/i3ZYElSM701CQxfZMtfB60PYlAZbZReEgs/bqv4JO5flnF2UWxepZy/cYmMcEksWOT9Jf3jyvqz7xkG55w0ZZWYeg2p8ZD/b53ncPXrr4JJ7Msq3b2TodX/OJOXPGvh4MV8A3P34W19Rq/8gfXh2vaiIwNPOaSw2MTT1/zOm3EAPLf0xzrQ7tT0ENULCexrhXqWYeC6ZanD/K7JH6WZe/kSryOR83VjbLKjZBlePOevs3vG+3po7nv2oMhSZK6bGG2wL6DlYkAmLQgbg4yFhO5SKMWjcFat5Y3wSKelErHOe7a1ksMDpPs//nZIgh0ej6PCN7Z5ekzhBSt1Iv22gRK9TOCj1uhBLwd3ce21PlAFConhXfyWo0W0Tabny2yCVasLJlHgzZTsgFI5xyI433updsCVHeSrK9ve9nJSY0166w+Y8+gtQB1V1F7SzDWXqR3/u7J+Po1G3jeH+3F2adHqKg+cwHl6SvyMX0W3PeR913EI+8rY71lv7yhkvNqun/O0zdpTL19P9/OZQ9Zwv3Pm8Pb/vGA73tzr8suXsJr3r4/Ke0wNXBYWaubcyTffognL2wD4Rl7BiE7MwDc4dZTuPLr63BOe/ry2aQro2SDlXl7EmqFnHLUhcpArve+RRaiYTMQfKv9SeCZ2nhXFDGZ2Pezdm5u9GM0lJsvOQfc7fY+TTRlRdLCb4B3aqtXKRkph/QVLiN8cR2RKzzGQXXLE/v4+jVDzE0XndaMSa1mYnMb96SafBaFTIiGAAl4JvKqZ56AvTeN8Ltv2QcghZlExhK/EAHEapjfDwSEPGQ6qYeuVbNtaXLp5FH3W8SDz58X0LZcTN/dbj+Du90+lpLYTIFoII6dyxQcHpsIJRa80+hbrkg6vW2zvB1ZIpduC+IFd57Buz9+GHe4tZ8j7ZXlMaA8rlFTKBpPh2hmzRaOQXt/KDF9SulrYHld80h7SyumpOTYHgpLQJTvNfQo/jY+r8JJbw3FJdqeRPs+iaegjEoT8dVbn9LHebebxqUPXEzW5GbjqvTlR2LY6oZ3pp+1KVNt615/F7MDa6WvXRgvCoczTxtgfaPGN68bQlOAfk/o6cu93wz9sDx9+nl1KfptoRQPvHuMQZx06ej9diRCaK7PuX3l7yvfb10oce5ZM7j8t0/Czi2xExEZEX/APX1FKdEdpVLURH8mmJOydBhXTQy/QDbJM4vaft3zdmFnS0bKSWlmqsBtTh0w+c3/cfFPzeMhF8ybaAfArwc3zKlj0XhRuJSPE/E5+71f2onl1TT7eFk4ZjSNxi7ADhm40xlTuOBOMzhlVx9vf//BiRA4/p4tSl9G6daxlhZdcr8F/Mzd0xjd5HYdHdXXTyK7ar5VOFYH+ccI3nlc6fshUFUDz710O37ugaMghNASolcS8FMXc5rIJaZHzgtVFlkb9Yk/uwW3PHmAPbt6WF5rr8PUaW1hVhwdk0f0qmedkEBVLCqVEhUSuRTAObedFunDpXW6HVraMxSZzcYdciLrNt3r1F1eob3j6ZtTvjTNKShNV7zFkRI9Jyt2ylKQ6XlMsWQBqRAdhfesV6yl79ET1z1ALbBoyCWnu95uBh947Z6wZ+hwpcywHN4p40Jla7HOo/88l8DCOcfiOTdnqrTiL7pIe4LIYpx7BuE6EkzUfBNkaVKFNRF4BnYcS+EcS5ojFevgHTB/Z98nUQILF6y29IxnpooAXdRek816+jdrdTbb6IJ3blLIaM3wp76jlvUa8wly4nvrvHjD83fjHz5+GK/+i33hM1ofk8A7F+eKZJ1tpq6Yph9UzFYXbdZQOEkMEXDka+lIlN0cxLxg8kT6nd0WV/gAbnxjfSxdSMxUOq2csL+TGNvuscl1qvqslCAgn337+6UYhmLzOlIWekX7ec3P92wmbnbN9KDA9ED2AfBjD7Xleg7DUR0+s3jOzHSB33zqTlzxiVh/8PulLLyzYDV4M/vnqQ+3k8iQzEuKbNcSCYgkquc3wbgsVNKkiXiOJTqu9B1FCpkrRzUWZgssMAhfjGnxf1BMVhrTl+KiuZfQhllNvkB3bevhMQ/wMIqpvANuU+0WhYsFyVX/tswXrTXLaLP2lLAdvCuNricENa70OQ75i1/EZB1pXS0LijMpRU+fv9fpewZ480tOxGkt2TmPhExY6w9A+DznzGnc/Y4zeNyFEUrDoY36EKgMa74+TBxTmnKCW9taqkKJiwmUPorpo2fdcV8uUJy8s4fHP2gR9zvPx1yGenDMU23NcUzc4i/KWQO5p2+zMX06g+YkpOGd0wZ016KdTd0hHRe6NO8X3aQHHu31k3b2cO3eUVO0PHMtSzLDvRhTGagpENdMasVNL46ePssolj6nzdCRQqLEPTs9fbHRl1y2Hd/b357+uO0Z5ZIaUGwfES+1A+TnhfPe33raDpy62x8cXNi06B2/czLmph32H6qa9uMa4DToN8aSiZS+7mt+EGTF67bRpHtmM2c1pyPxLudq0EV4Z/67Lkr4cENzM43SV8oatZMmcsnfz786GPzgByifv/klJwpYJZFVl9AiqpnIz1Jr7YhMqM7hlBN6uPie0uOVu5fIkOlYQqW+w/JajX7psF6lmUZFG0VL5zZJPNSFj8vywD74/Dns2tbDm999oLVNSuI01feKLJyPQbbiFIE4BzNNKbRJRtVmjPpxSuRyXOk7ikSLf2xgqXXMDglcSQa+Qma9cs7BIZYasKxCR7o8+z2HSx+4iHPPmja/7zpnHGPEVSNo6kNg0s2jGdxI1e3JCSfcS2MxyV7PpWUEvi9PX9qHW5zYoT0fAU31He58myk89F4LeOmbbvD3/AG4+uZnC7z86TvFZ/EAN86AULJBHjScHOLz0hbptmdDRAVRJ1GUdKrwzcyIcw4/f1Es1aELflN7czMOu7b28I1rPaSNYi0JJkowz9TTl2ZuPZqkeQG97yqXsntbicc8YDGp4UWZ8zaTwAkAXv+8XTi47CfFzDpbxOeVs/KbiVzos0Tp8693OmMKn/uaLwxM667NwBTb3dyz0UM6GjF9/By4T0fNLKDd06fH97gLl/Dlb+7FbW8hEReJpy+n9LEv7nF2XDMkmOXCBJbmC5SFw6BP9fbS+/zcAxexe1sPr3rbPqOFlH5YwthmZWHOS57+iC343o0j87ofBFqji5576Ta880OHspBQC5pJNOnesDx9gEeQ7DtY/f/27jxOjrrOG/jn29XdMz0zmTszkzlCDhJICDmAhMQIRA4FBSKXwCK6EEFEl2PFFdd9lgiiL9YHPOLyuK7rI6g8Poi6HCqnu8prH9dzcQMiK6sCkSOyi0AgZJKZ3/NH1a+6urqu7q7qo/rzfr3ympk+qn+pqq76Hd/f92dl2Sw+HpjIJcL1xtk5HHXkuBp+93J3p70fe161417q9Rbd8azrijdvHff9TLfSxDVid8zm7AgOc9HxoN2SdYSXRnXNu4cxd6D8pNJ12YXjubLwTh1locv8/nOGMDur8MU7X8TGlYWybWmzznvsboWMCP78TwZ9X69c+yDoOC2dn8d/PDld1sfknC/Mdfooko2rCrjjwV04aFF5aIFdf7F+0eF17hGKstAcKa38uNfmcm5T68iFL8egnXdSv+9zYRUVXbnMZJzD4qWvCbtJu0dR9Ddxy8n9eG1aORZqLr6nJBW0K77fLWuUN/pq6S1ePGHeFLyOcZxEBDdcVpq9K67MZOWfpbdfvsaR3YsYMKfPrNjpSrf38Q46l/RNI1J4p92IrP2irM8Ds/e4eLO48/pJPPHMXpx3zTMAzPXjvrx1Hsatxp+yR7VdlQ8pNmArndNX3eiR+aZlVmU+anhnJiO44K3l33udHGhPwFwUJ30+9nYb6O0uTyqlCRyNu7L5edZrAhK5lH2udZ781fnDdiNb8xrp01Yvqe47K45GZk9XButXeHeSOekwN83d2NU2H9WD27+/q+KGaCUdV2sO6MS3PzlVvo1M6ffSd2TB53p50MIOPP7UXvT1lL5xw8EF/HD7bvuY62Oy7iBzvzn/q+ef1I9/fXg3gEgDfXULu6r0WuvcR0EJSeKI1ghzwoaeknmEbkFrp0YNfS6G2ZduRI8u5l3ze4PmjkZpyBczMJd3qNVjnzqnsgS+zDq587nivdTrPXp/zATE9Ue5x+WyxYaVHnHvLmTwymszOHyFf6PKa3mrMBtXdXk+3tWZwTUXDWPp/LzvSF9p2Kfgto9PlGQ+dZt1dayGFdMONY9wLl33vrl4cdcsPvv1F0oed3ZYM5ELRbJ2eQH3bZvyXnfE1eujLwR7XaFYXskhij2k4lmpcV8bbt46D69NVzFJqGy7wV+g6eniqIZz4XMnd9rnMronSK+BZj08fyyH6xzpxI2SRp+jjBn/ddP0dr2y1lVr1dJOfPXqccwbrv9XqZZyB3HO6XOLlr0T2HRIFx7+zz049Q2l6eOL7/Ev+/vOGMAdo7uwaCJ8xFRcZa0lOsXenyXfMes5176YGCmW7fAVnfjnn7+KBeM5PPbktP14JiOe6xpGoSsII4MGNh3ShVvvfznS+265ZtyudFc6j9Bt/YoCvvLdF3H0Yd43dzev75tf9s6wnuWgsHX35VR/7pAjWZI7MsDt7k9PlZT3mouGMW8oi3dd+6x3gZyfZx2b+WM5XH62f2+z0y0fHcfLr8ziT682Ow781mG89MxBXHpmtG2WlCmGiq57IWu/hqdfQ+s9pw3guMO7MTG39Hv7/nMG8eKu4nBzoSODbVeMYqG1YHxZenU9nzvCLSuOzMtR+CWk8lPJVIhGC8reGXUNSvG5TurOrnxOSp4LSuQSqdFnb8drpC9KiWujPzHsHF00nsPD/7kHPYUM/iDmd8Dre6X/z7MhURlhsoaUza3t7cngE5eMYGzIv45iVDHSF2SjFQHgbsT6LZcUluhOh3HaCeLCjrErA3hQvaCvx0Bfj1F2LJ3nPsM7KTK/Hlh7kWrr70OsEaxNh5RWsMoq9lI6Sug5Z8X1hfAagq9G2MX02HVdeOzJaYwOZothj1b5D9gvj8eemEYhJO23Ftag8espzBrie2HRz5eHd5Zv//KzBzwXQ/XSiAYfkNzNzb3moJPuRewoCe90709BX4+BD59XvgC9XxiQ0+RIDhef7j2h249XFtJK2b15yhm+Y/4MOh/feHg31i4r4IGfvlLyuHO3VDqnT7/31E1z8LZjeyM3+pw39mpDSs85vhdfvfslLJnK4Z7PTEUedfJcsN1rpE8cows++zUwk6BHJ4ObTrXtt8yB+xqwcWVXWYIXP/rzKqkIDMwxStK5x13Xj+NaUJ4Qx+d1PvWzfE6wfGH56Olgr4HB3tI3OSMjypYpqmDnJNXx5VY2bzmmj22CNl9g9s6oCWNmfaId9HfEPdLn3K5730Y5l08/eg6+8t2XMDlSfu/1G0WPkx2IFHLJ2LK5HyuXdGDRRM7OeBs0olrFVO4SuayUzOkzP08wNRrcgWpnro75hHSfD37LJYWZcf2foo70VdIZ5r7+O5dwYKOP4mOdS4sn83jgb8srWGVrf0lxPqDAO2ys0hTkUYVdjE99wxy8eWMPCh0Ze3L/wBzzTVe9axhPPbc38k1aXxT8KmLOzTj/u1mj+IX3+qisUV7h8yrTSUd4j1A1k6BdueXkvqrnKtphKJ6NPvNn0JINQeUKSpBSDWeCHqAYYlxNyK5uIOydUWUj8UHbE/FeksO5H5yjbnqNqSA6TLGWm02lDU1ty8n9OP+kvsrnukVMKiWO7J1lIyh2CJRHA9Lavvv65vVae/3RCvZB9Mat+bOWNeLibqzUMi/Zbxt+uyPusuv9vr+1lI8rsr8pVHO9GuozcNQa/5A6oLRzKUqfw2c/MBpL1E5pGfR3rvy5Ss9xd8n0ddNs9Dm3WzyHqhmlPm5dN8470fsaVc/wzrCOojldGRxtzckNTORi7Q+/xCRRZY3yhEpRLmvZKsI7a1FpWLZOlqanM4WVs5rO3/I5fcUP4Zw+qpkz+5TmfQET+/WzqjSRi5klUfC6lQWsd8RrJ/XF1Td7vy+AOMJNj7JGLHVyiLGhbGB4gVtYj1Np9i/HDcQo3j09E7kY5YvQ1ytEKG5B++ic4/uq325AQ8fuRXRlDHOKklQirh5Fe0TZukDrm0M1Kc31KLSZ5rr0JlhNRdc54q4bH3fdMAkAOPHPdwS+99ADO3Hng7uwyjHvbN5QZSdqLcljKm3wAd77KKzhoO+rl545AAXg361ELH5hoV7b9Drf9EhfNQ3frBGc/MZOH15DRSDuimkS83v9vqNJZMz8vx8bR4+9YLn1YEDNbfWSDvzKEUqdtGouV1//+ET4du2oitI11fx4jaT62XrBcKQswM7pIm6VJl5zN1qcI31+c7qcn7F+RScmR8LD+g2jfL65uyxJ0p9cSdsiqMOz2MldS6n0SF/pEkJRzt2s3aFW2+eHKYblVvY+d8K8sE4ufRpW8nl630+OZLFj576S9RJDpyW1EDb6GkRfsMLqVnaWOwOY3We93r5Imz8/epE7+2KMBXXot0btosy1yucExx0ennXOTX9Jo6zVNtCbwcGLO8pG+pzx/m5ZQ0qSkPi9rp0Fhnfar3E0ussq4f77MyiUqBp6REffNA890AyTfuO6ys89PdK3b6Y8o101HQPOMCPdAPNLm+525Jou3Hn9pJ3g6RvXTUSeX6N1+YQ2JsWrMuN3nO05mNbzm48yR9a3P77Hep9/BEPZ+eaxX/bpkb6ARC5err90BCODBs696pnQ11Z6PJzi7pir5Rp25JoCfvBvuyO/PonkKc5136L8Xz5xyUjoaHmcyhrAMe0CfU7nrDXV4nTkmmhzcReN5zDUZ2DL5vKOwko7z9yNFn1NcHe0OrerO4onR7L42MUjiMJ9XVm+MG938NRjnqSuv1XSSAuMYog4PeF/nD+E3h7/m5HXnL4o15rQOXIxscOAK7yGHLmmC7fc8xJO2NCNX/x6D5ZMBa/1rPfj3r2lDeAoZTv/pD5sOtSsP5x7Qi++/N2XGN5JtYs6glCeGdF7lNBr23HrzGdw3fvmYvFk+OLq1QrLXur01avHkc8Knnh2r/1Y1hA7Y6JnamTD3Oc3XTUP7/xIeMWuHQXOu/O4KZWtexY40qdfE89J6s72On8sh+/dOL+mbTqLpisrUSqifhUeAOiO2Nhz6nb0Ljrng0U1d6C+Q9iVrBlazBjo97z/9t1v8fqIffZIX2X7XWcHDmJ3NNRQEYg/vLP69171rvK5t0GSzpipj3NQBdhc9y3RYpRIqM3n6mBrTEBroTPjOyoZtbK7YUUBN972RxyztrSzbcTKJ+CehuI8h8aGszhhQzdOOzr6lAr3tWbbFaPFqQd1CMXT16DKGn3mT6+vvp3IJWR7Ycu3lMzpqyC8U4+uvnmjf5bXOFXaiFo6P2/f18eGszhwv+ARbz094rBlnXjyuV1Yuzw4zBooXtedERznndQfmNG+FbHR1yBR5zbpHhEjI9gLZaXRt570DW9I7qIX5csTB+c6PH50ha5kLRhDoKb9G316f06N5nDte+biSUeDkUxBo6xRRnOCevHs8IyYehZn7bLWvq0FYznksuair/rc0SGfUSqY7gqACHDSET2470evNGROgB5VPG5dtB7/WnmPzvm8VmeLc58HAeE7vuGdXiPS1onRXahuv3/uyjF0+ySd0j3CtaTxjjsErbZRx8rem9RSMVozzulzj4TE1fNfTVKgeop6jk+MeHe2nf2mXuSygrXLSztTnNdrIyP4wLlDFZXLfa0RKdaL6rEvdQOhku9CscOz/Dk7W3mN8Z3OnAbFkb7w/THYa+C+z07VLbFQlKUU/KzcP7xjTi+Pc9CiDpx/cn+kCJsZ11zItGKjr0GCJvU6uRuHzkU+/S449ZqMmwR7iYbRLJ54Zq+dECaI8yKfM4qVb7+RPm3DwQVsOLg+jdhWYme+8mjoOEc3brhsBEN9Bh75zZ6S1wQmcglYE6oWcYw+DPYZ+M6npmBkzCVHjlnbhdOsJSc682bW1ws8QqA0d3pqIyO45MwBvPuU8p7C95zWj+f/OIOvPxAtK2e17t1Wvxu5Z8ZN3wyQ3uFMuqheZS4+V/qk1+dedcEwbr3/ZcwPyVrnZ+l8/2gG/em1nHNxH5OoYcNxiCNpTBB7Pm2in1Kb2Bp91rmcxDzJONTSmQCYEQpea4DWuv+S7ngIU02YYrEuV/4eO5FLjT0dzmWCKgnvBOo7zSXpde9OPqIH3//5q1i+qCPytVHPf23WDpi4sNHXIPZwfsi8BPdk3ExGwtcIauVz1rpgve3YXpy6aQ5WRlhA2XnDzBpSnHfmFUZRp8V8W5k+J70qtc6HVi81e9we/a2r0VfH8E57zmtMlQB948saUrLkhIjg7k+XL2jtVJb8Q8ztdXmMGJ1xTC9+v3Nv4o2+eixerROfeC/ZEBy+WZ6903o+IImQ+z1ey9YsHM/jg++obPQgKt2QDbt2B4nr/D92bRfu/8mrniPJi8ZzFc9pjCLpBkpxHnvzXKuVdaxft7IAI2MuGRAHe86bdfw6cmKPUjSDpJKi1Hq9bnQ2xRl7iYro7wka6bOXHKry/6XToQAAERVJREFUmvLlrfOw8wXzBqST6eSt2n0z1geTblitOaCz4mkeM3YERxPusBix0dcgUWO4dXy6WUlQ5pw+V2ZBt1Ye6dNfvM68YPGiaJnKnF9SwwBmlQ7v9KiENlFFolnN2slRSvfVfmNZ/OmJHvHtEVLoh7ylana68SY4ru5MeWGZI5thYeY4ZDICzCjPxoBfpTF0LrPHCaL3rnv0sN4VQH2qzdaaai8GH3zHkO8C8V/4q3mJfGbSHQn2kjtNlDBPH+n+ngyueHt8nQnOOX0fuXAYkyNZbPnos7Ftv1bu5TTi3m61wubtfe7KMfT3JHcC6dDvSuYM24lcPKedmD+rvaJMjOQwYc3LKwvvrHKbcXnT+m689Eppa7aZG1bNXLY4sNHXIMWRvuCvua4YOkc07F5yn/e0cqNP/98qSTfvrIRkDbF7y/zW6aNgesRK3zQuP3sAc/uzWB8xFDao91PXk+Nq79iL2tYxk5+fZVY69Q+8fRDdhQyWLQhOeNToEKW46EPpVRHzXbKhiu+hHlnTm7zufXPx/7bvrrkCWa0maPPBMASFOnd4JJ1ARd8Tm6lPxL5Px1wm3bkhAhyxustOQNFMvvbRcczpauzF6tADO/GzX71m/x3WYRYUnh2H95w2gMnRHNYdFD6/TCtGMXiEd2a9w92rsc9KZKezUdcrM6efD75jqGyuYjM2rHQU2L4Iy5y0Mjb6GkTHNPu1+fafzOHxHcUkI/ZcqIyEjmoktTh7PUyN5rDzhZmKepOdF5CsIXYDwOtiV49wt1ZXjG03/w5bqN59QQ86P+0KXUw3In3vr3VR2zisW96Jv/vQGPafzEVqiDTTSEYtxBWi5uQ3omcvBuzelvXT62jq80xvcu3yQt0SSznp8LtCFUtibFxZwL/8e/TlEZpR0nN/iiN9zXOtLobzxVsm3fETd4KrOI0MNr6aePWFw9g9rbDr1Vn8+qn6rc/op7uQwVnH9Vb0HnuKjmdntI78qv0+ppf+KE4Navz3yH0/bMZG3yVnDeDG216ItCRZK2v8t7lN2THcPt/x6y8bxa5Xi8MXzptC2I2hlSuTF5/ej/t//CpGKkg37+x5NgzHRc/jwtKqC7HX094Z//3nxT23KcpIX1x0xbCW+VVxyWQkdP0gp2YISY1DIS94bY/yHNXzD++0fvFt9ZWfKPZgS4MbA2e9sRdPP78PR6yuvMF5jWtN1VaUdLTEgrEcls7P44LNzZMq3V2Rjov7GtDK9+4kFTozKHSaWSajJHdrRnbyPs/1g82f1c7pc9KROs1c10k6kUs1li3owLYrxhpdjMTxEtMg+gLgV1md05XBvOHiN0P3phuGhPaANmMvSlQLx/O44K39FfXyOntf8zmxh+e9RvVaed/Ui75pRN1X7tDKoOQRR6w2lw+YmBvPjdtOnd3ENzg/TTSQUZMtJ5uV81GPEYFK5/TNBGTFizs0uFoTc3O4/tJR9AUskpxmSUdLFDoz+NyVYzjkwOihc0nTjb64R+JGB81z6PgN5vpojQpVpuTZ4Z2BI321f84pm8zInNev6sLkSBbnn+SfcbpRGp2Ip501pL0tImcA2ApgGYB1SqmfOp77EIAtAGYAXKKUuqcRZWw2huOC4Zf5Tmvnhk0hL1i1pBMPPrQbfR4TudMQ3rn/ZA5PP78vse3rRnPUC7N7qYKg953wum5sWFmoarFxLzoOv5pQu0ZLy0jfseu6fRf19V183efwZwI6w5phDh2l4xpaqQ0HF/CF21/EupjDift6DNy7baopwzqT8Lkrx8ruF+1CXwszHte+4jp9tX/OKZt6cOLre5DPCW7eOl77BhPQXWiTE74JNWqQ9WEApwL4O+eDIrIcwFkADgIwDuB+EVmqlHInQ2950/tK502FsRO6GOFz+ppx6LxeOvIZvGVjAeNzs1jlsdxDK44IuX3y8tFERzvciVzC6LIsX5jH/pN5DPX672QRia3BBwAXntKPwV4DG1e23nqLaak7B4X7+Y30+c3pe/2qLjzwk1ex2CNb4HRA2DbVT7s0UJwWjudx37apRDpq2qkRnXSClWZWXF/ZIwJJXw9jOBVEBPkmjYC9+PR+3PngrrquCUilGtI8UEo9CniGMmwG8DWl1B4AvxWRxwGsA/DD+pYweftZcembDu2O9Hp7cXbHnD6/XqF2XouuMy/oyGewfoV3IyANN9ike8kqXaT0DYd144fbd+OyswbrPum/r8fAliaa+1OJfAUZaptZUCi231N+c5qPOqQL3/7kpOfI7Z5pq9GXkv3WrN59Sn/gWnFpGaGuVLv+vyke+n4a1N5Je5TW6Uf34vSjK0uAQ/FqtjGhCQD/6vh7h/VY6kyO5PCdT01WtM4LoOf0Bb8m18bx0l4LNTul/aIaBz2iErYWktZTyOBjF48kWaRU0r2dqz1GpFtBV6fg1deiLTnjpr+nez3SY/uF6h6xuoBb7nkJr4u4dAhV58yQrIR6ZHe4PwVhE03orOPmtPWIWFrpKCOv6FYdVbNmaWveC6h1JNboE5H7AXilwvmwUup2v7d5POZZqxCRCwFcCADz58+vqoyNVkmDT4fcdXaIXVn0XQOrDcNvtIGA0EIgfMFsKoYdMu4+ef/4iYmKO36axU1XjePFXcGR93692kZI9mIvB+zXge/d2JrX+jTJZMyFxJcvZAU1CReeMtDoIlACFo7ncPDiDlzw1vLIlP45Bv7+L8cwNdqkcZmUGok1+pRSx1bxth0Aphx/TwJ42mf7nwfweQA47LDDUj8zWPcE5bMS2qjTYbPnHN8+w+gjgwZ2/vdM6HyxNIR3Ju2ai+bi9u/vwsgge/KT1tvduvt4qM/AUF9w+Tt8Oln0vGOOvLcmnYWXiKLpzGfw6feP+j6/eJKju5S8ZgvvvAPALSJyA8xELksA/LixRWoOW981jDsefBkjA0akzI33bpvyHDZNqw+eO4Tf/H6aqYBjsGgij8v/ZLDRxaAU8Au3PnC/Dhy/oRtvP6H50okTERGlUUPiikTkFBHZAWADgG+LyD0AoJR6BMCtAH4J4G4A701j5s5q7Dcvhz972yAyGYmU9S8bIctnmqw5oBOncYIwUVPp7TaQywLveHPpdzOfE/zFuUMYH262fkciIqJ0alT2zm8B+JbPc9cCuLa+JWot7dSYi8uHzxvCc/+V3Np2RFQunxPc85n5eOHlGdz8nZcaXRwiIqK2xW7WFlRcnJ2Nv6iOWRttaQwiil87J5ciIiJqBrwVtyC9ZEOWTXYiagFBa/kRERFR8tjoa0F6nZcMR/qIqAUwIp2IiKix2OhrQfOGsujICTYf1dPoohARhcrwTkNERNRQDBBsQf1zDNx1wyQTuhBRS+C1ioiIqLHY/9qiWIkiolbBKX1ERESNxUYfEREliolciIiIGouNPiIiIiIiohRjo4+IiIiIiCjF2OgjIiIiIiJKMTb6iIiIiIiIUoxLNhARUeLmdGWwbEG+0cUgIiJqS2z0ERFR4m7eOg+FDgaXEBERNQIbfURElLi+HqPRRSAiImpb7HYlIiIiIiJKMTb6iIiIiIiIUoyNPiIiIiIiohRjo4+IiIiIiCjF2OgjIiIiIiJKMTb6iIiIiIiIUoyNPiIiIiIiohRjo4+IiIiIiCjF2OgjIiIiIiJKMTb6iIiIiIiIUkyUUo0uQ81E5A8Anmh0OTwMA3i+0YWgxPE4twce5/bA45x+PMbtgce5PfA4l9pPKTXX64lUNPqalYj8VCl1WKPLQcnicW4PPM7tgcc5/XiM2wOPc3vgcY6O4Z1EREREREQpxkYfERERERFRirHRl6zPN7oAVBc8zu2Bx7k98DinH49xe+Bxbg88zhFxTh8REREREVGKcaSPiIiIiIgoxdjoS4iIHC8ij4nI4yJyZaPLQ/EQkS+KyE4Redjx2KCI3Cciv7Z+DjSyjFQbEZkSkX8SkUdF5BERudR6nMc5RUSkU0R+LCK/sI7zR6zHeZxTRkQMEfk3EbnL+pvHOIVE5Hcisl1EHhKRn1qP8ViniIj0i8htIvIr6x69gcc4Ojb6EiAiBoC/BXACgOUAzhaR5Y0tFcXkSwCOdz12JYAHlFJLADxg/U2tax+A9yullgFYD+C91veXxzld9gA4Wim1CsBqAMeLyHrwOKfRpQAedfzNY5xeb1BKrXak8OexTpdPA7hbKXUggFUwv9c8xhGx0ZeMdQAeV0r9Rik1DeBrADY3uEwUA6XUDwD8t+vhzQBusn6/CcBb61ooipVS6hml1M+t31+GeVOZAI9zqijTLuvPnPVPgcc5VURkEsBbAHzB8TCPcfvgsU4JEekFcCSAfwAApdS0UuqP4DGOjI2+ZEwAeMrx9w7rMUqnUaXUM4DZYAAw0uDyUExEZAGANQB+BB7n1LHC/h4CsBPAfUopHuf0+RSAvwAw63iMxzidFIB7ReRnInKh9RiPdXosAvAHAP/bCtf+goh0g8c4Mjb6kiEejzFNKlELEZEeAN8AcJlS6qVGl4fip5SaUUqtBjAJYJ2IrGh0mSg+InIigJ1KqZ81uixUFxuVUofAnFrzXhE5stEFolhlARwC4H8ppdYAeAUM5awIG33J2AFgyvH3JICnG1QWSt5zIjIPAKyfOxtcHqqRiORgNvi+qpT6pvUwj3NKWSFC/wxzvi6Pc3psBHCyiPwO5jSLo0XkK+AxTiWl1NPWz50AvgVzqg2PdXrsALDDisgAgNtgNgJ5jCNioy8ZPwGwREQWikgewFkA7mhwmSg5dwB4p/X7OwHc3sCyUI1ERGDOGXhUKXWD4yke5xQRkbki0m/9XgBwLIBfgcc5NZRSH1JKTSqlFsC8D39PKfV28Binjoh0i8gc/TuANwJ4GDzWqaGUehbAUyJygPXQMQB+CR7jyLg4e0JE5M0w5xIYAL6olLq2wUWiGIjI/wGwCcAwgOcAXAXgHwHcCmA+gCcBnKGUcid7oRYhIq8H8CCA7SjOA/pLmPP6eJxTQkRWwpz0b8DsAL1VKXW1iAyBxzl1RGQTgCuUUifyGKePiCyCOboHmGGAtyilruWxThcRWQ0zKVMewG8AnAfr+g0e41Bs9BEREREREaUYwzuJiIiIiIhSjI0+IiIiIiKiFGOjj4iIiIiIKMXY6CMiIiIiIkoxNvqIiIiIiIhSjI0+IiIiIiKiFGOjj4iI2o6IDInIQ9a/Z0Xk99bvu0TkxgQ+70si8lsRuSjgNUeIyC9F5OG4P5+IiNob1+kjIqK2JiJbAexSSv3PBD/jSwDuUkrdFvK6BdbrViRVFiIiaj8c6SMiIrKIyCYRucv6fauI3CQi94rI70TkVBH5GxHZLiJ3i0jOet2hIvJ9EfmZiNwjIvMifM4ZIvKwiPxCRH6Q9P+LiIjaGxt9RERE/hYDeAuAzQC+AuCflFIHA9gN4C1Ww28bgNOVUocC+CKAayNs968BvEkptQrAyYmUnIiIyJJtdAGIiIia2HeVUntFZDsAA8Dd1uPbASwAcACAFQDuExFYr3kmwnb/BcCXRORWAN+Mu9BERERObPQRERH52wMASqlZEdmrihPhZ2HeQwXAI0qpDZVsVCl1kYgcDnMU8SERWa2U+q84C05ERKQxvJOIiKh6jwGYKyIbAEBEciJyUNibRGSxUupHSqm/BvA8gKmEy0lERG2MI31ERERVUkpNi8jpAD4jIn0w76ufAvBIyFs/ISJLYI4UPgDgF8mWlIiI2hmXbCAiIkoYl2wgIqJGYngnERFR8l4EcE3Y4uwA7oQZ7klERBQbjvQRERERERGlGEf6iIiIiIiIUoyNPiIiIiIiohRjo4+IiIiIiCjF2OgjIiIiIiJKMTb6iIiIiIiIUuz/Azxqmy+kxeYBAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "peaks_new_A = fix_peaks(t.values, peaksA, signal_A, thr=16, r=0.5, iteration=1, color=colA, ylabel='acceleration [mG]')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Here the fixed peaks are plotted."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "histo_func(15,peaks_new_A,t.values,colA,'accelerometer fixed')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Qualitative comparison between the two instruments"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "In order to visualize the position of the peaks in the two signals, we plot them together to verify their coherence."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "N° of peaks found from gyroscope signal: 73 \n",
+ "N° of peaks found from accelerometer signal: 73\n"
+ ]
+ }
+ ],
+ "source": [
+ "fig,ax1=plt.subplots(figsize=(15,6))\n",
+ "\n",
+ "ax1.plot(t,signal_A,label='filtered accelerometer signal',color=colA)\n",
+ "ax1.plot(t[peaks_new_A],signal_A[peaks_new_A], 'bo', label='peaks accelerometer')\n",
+ "ax1.tick_params(axis='y')\n",
+ "ax1.set_ylim(-15,35)\n",
+ "\n",
+ "ax2=ax1.twinx()\n",
+ "\n",
+ "ax2.plot(t,signal_G,label='filtered gyroscope signal',color=colG)\n",
+ "ax2.plot(t[peaksG],signal_G[peaksG], 'ro', label='peaks gyroscope')\n",
+ "ax2.tick_params(axis='y')\n",
+ "ax2.set_ylim(-2,6)\n",
+ "\n",
+ "ax1.set_ylabel('Acceleration [mg]')\n",
+ "ax2.set_ylabel('Angular velocity [dps]')\n",
+ "ax1.set_xlabel('Time [s]')\n",
+ "ax1.set_xlim(30, 50)\n",
+ "ax1.legend(loc='upper left')\n",
+ "ax2.legend(loc='upper right')\n",
+ "ax1.set_title('Peaks comparison')\n",
+ "\n",
+ "plt.show()\n",
+ "\n",
+ "print('N° of peaks found from gyroscope signal: %s \\nN° of peaks found from accelerometer signal: %s' %(len(peaksG),len(peaksA)))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We can see that the number of peaks found by the algorithm is the same for the two signals and they are mostly at the same time. In the following cell we print the number of beats occurring in one minute. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "N° beats in one minute gyroscope: 70.51\n",
+ "N° beats in one minute accelerometer: 70.53\n"
+ ]
+ }
+ ],
+ "source": [
+ "#number of heart beats in one minute\n",
+ "print('N° beats in one minute gyroscope: %.2f' %((len(peaksG)-1)/(t.values[peaksG[-1]]-t.values[peaksG[0]])*60))\n",
+ "print('N° beats in one minute accelerometer: %.2f' %((len(peaks_new_A)-1)/(t.values[peaks_new_A[-1]]-t.values[peaks_new_A[0]])*60))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Peaks errors"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The main causes of the peaks errors are the 'smoothing' effect from the envelope and the bandpass filter, and an error due to the sampling rate, which is less significant in comparison with the first one.\\\n",
+ "In order to estimate this error for each peak, we decide to obtain it from the FWHM (computed using __signal.peak_widths__ from __scipy__ )."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# gyroscope\n",
+ "widthsG = signal.peak_widths(signal_G, peaksG, rel_height=0.5)\n",
+ "# accelerometer\n",
+ "widthsA = signal.peak_widths(signal_A, peaks_new_A, rel_height=0.5)\n",
+ "\n",
+ "fig, ax = plt.subplots(2,1, figsize=(15,10),sharex=True)\n",
+ "ax[0].plot(t.values,signal_G,label='gyroscope',color=colG)\n",
+ "ax[0].plot(t.values[peaksG], signal_G[peaksG],'rx')\n",
+ "ax[0].hlines(widthsG[1],xmin=1/sample_freq*widthsG[2],xmax=1/sample_freq*widthsG[3],color='red')\n",
+ "ax[0].set_ylabel('Angular Velocity [dps]')\n",
+ "ax[0].set_title('Peaks width at FWHM')\n",
+ "ax[0].legend()\n",
+ "\n",
+ "ax[1].plot(t.values,signal_A,label='accelerometer',color=colA)\n",
+ "ax[1].plot(t.values[peaksA], signal_A[peaksA],'rx')\n",
+ "ax[1].hlines(widthsA[1],xmin=1/sample_freq*widthsA[2],xmax=1/sample_freq*widthsA[3],color='red')\n",
+ "ax[1].set_xlim(20, 30)\n",
+ "ax[1].set_ylabel('Acceleration [mg]')\n",
+ "ax[1].set_xlabel('Time [s]')\n",
+ "ax[1].legend()\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "In the following cells we define two functions that will be used for the result section."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Function for computing the KDE using the errors found\n",
+ "def kde_func(widths,time,peaks):\n",
+ " const = 2*(2*np.log(2))**0.5\n",
+ " sigma = widths[0]/const*1/sample_freq\n",
+ "\n",
+ " peaks_time=np.array(time.values[peaks])\n",
+ "\n",
+ " period = peaks_time[1:] - peaks_time[:-1]\n",
+ " sigma_period = (sigma[1:]**2 + sigma[:-1]**2)**0.5\n",
+ " rate = 1/period*60\n",
+ " err_rate = rate/period*sigma_period\n",
+ "\n",
+ " #KDE \n",
+ " xx = np.linspace(min(rate),max(rate),1000)\n",
+ " fx = np.zeros(xx.shape)\n",
+ " for r,s in zip(rate,err_rate*1.06*err_rate.size**(-1/5)):\n",
+ " fx += norm.pdf(xx,r,s)\n",
+ " fx = fx/trapz(fx,xx)\n",
+ " return xx,fx,rate,err_rate\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#heart rate variability calculation function\n",
+ "def hrv(time,peaks,widths):\n",
+ " \n",
+ " const = 2*(2*np.log(2))**0.5\n",
+ " sigma = widths[0]/const*1/sample_freq\n",
+ " \n",
+ " peaks_time = time[peaks]\n",
+ " period=peaks_time[1:]-peaks_time[:-1]\n",
+ " sigma_period = (sigma[1:]**2 + sigma[:-1]**2)**0.5\n",
+ " period_diff=np.abs(period[1:]-period[:-1])\n",
+ " sigma_period_diff=(sigma_period[1:]**2 + sigma_period[:-1]**2)**0.5\n",
+ " \n",
+ " hrv= np.mean(period_diff**2)**0.5\n",
+ " hrv2=hrv**2\n",
+ " N=len(peaks)\n",
+ " sigma_hrv2=(np.sum((2*period_diff*sigma_period_diff)**2))**0.5/(N-2)\n",
+ " sigma_hrv = 0.5/hrv*sigma_hrv2\n",
+ " \n",
+ " return hrv, sigma_hrv"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Results"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "In the following cells we report the results of the analysis on the SCG signal. \n",
+ "\n",
+ "Firstly we plot the heart rate as a function of time, extracted from the two instruments datasets, during the acquisition time. We associated to each point the error previoulsy calculated. \\\n",
+ "Then the __histograms of the HR__ obtained from the peaks analysis are shown. The KDE is also plotted to give an idea of the trend. Note that, as said before, the KDE was computed using the rates errors. \\\n",
+ "Finally, we give an estimation of the __heart rate variability__ for this dataset."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "xxG,fxG,rateG,err_rateG = kde_func(widthsG,t,peaksG)\n",
+ "xxA,fxA,rateA,err_rateA = kde_func(widthsA,t,peaks_new_A)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(15,5))\n",
+ "plt.errorbar((t.values[peaksG][1:]+t.values[peaksG][:-1])*0.5,rateG,err_rateG,marker='o',color=colG,label='Gyroscope')\n",
+ "plt.errorbar((t.values[peaks_new_A][1:]+t.values[peaks_new_A][:-1])*0.5,rateA,err_rateA,marker='o',color=colA,label='Accelerometer',alpha=0.8)\n",
+ "plt.legend()\n",
+ "plt.xlabel('Time [s]')\n",
+ "plt.ylabel('Heart rate [BPM]')\n",
+ "plt.title('Heart rate as a function of time')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The temporal trend of the heart rate measured from the two instruments (gyroscope and accelerometer) is the same. Both of them highlight the presence of natural oscillations in time of the HR of the subject. Notice that the HR values are mainly between $60$ and $80$ BPM, with a bigger amplitude in the oscillations in the first $15\\;s$"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig,ax=plt.subplots(1,2,figsize=(15,5))\n",
+ "\n",
+ "bins=np.arange(50,111,4.3)\n",
+ "ax[0].hist(rateG, bins=bins, density=True, alpha=0.5, color=colG)\n",
+ "ax[0].plot(xxG, fxG, linewidth=2.5, linestyle='solid',color=colG,label='KDE gyroscope')\n",
+ "ax[0].set_xlabel('Heart rate [BPM]')\n",
+ "ax[0].set_ylabel('Relative Frequency')\n",
+ "ax[0].legend()\n",
+ "ax[1].hist(rateA, bins=bins, density=True, alpha=0.5, color=colA)\n",
+ "ax[1].plot(xxA, fxA, linewidth=2.5, linestyle='solid',color=colA,label='KDE accelerometer')\n",
+ "ax[1].set_xlabel('Heart rate [BPM]')\n",
+ "ax[1].set_ylabel('Relative Frequency')\n",
+ "ax[1].legend()\n",
+ "fig.suptitle('KDE')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "From the histograms, we can see that heart rate values are peaked around $70$ BPM with a tail in the higher values due to the earlier rate values (see above).\n",
+ "We cannot give an estimation of the distribution because the dataset is not large enough, for more precise statistics on the distribution we would need a longer time of acquisition (way longer than one minute). \n",
+ "\n",
+ "We choose as a final estimation of the HR the weighted mean of the rates. As the temporal trend suggests, we know that this estimator does not totally describe the data sample. The values computed from the two instruments have an optimal compatibility ($\\lambda = 0.1$)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "HR gyroscope: 68.7 +/- 0.7 BPM\n",
+ "HR accelerometer: 68.8 +/- 0.7 BPM\n"
+ ]
+ }
+ ],
+ "source": [
+ "#HR mean with weights\n",
+ "meanG = np.average(rateG, weights=1/err_rateG**2)\n",
+ "meanA=np.average(rateA,weights=1/err_rateA**2)\n",
+ "err_meanA = (1/np.sum(1/err_rateA**2))**0.5\n",
+ "err_meanG = (1/np.sum(1/err_rateG**2))**0.5\n",
+ "\n",
+ "print('HR gyroscope: %.1f +/- %.1f BPM' %(meanG, err_meanG))\n",
+ "print('HR accelerometer: %.1f +/- %.1f BPM' %(meanA, err_meanA))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We estimate __heart rate variability__ with RMSSD method (Root Mean Square of Successive Differences) applied to heart beat periods, where a heart beat period is the difference in time between two consecutive peaks.\n",
+ "This parameter is important because it tells how heart period varies from one beat to the following. This can also be found in the HR vs time plot, which shows different values of successive rates."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Heart rate variability for accelerometer: 71 +/- 13 ms\n",
+ "Heart rate variability for gyroscope: 69 +/- 13 ms\n"
+ ]
+ }
+ ],
+ "source": [
+ "#Heart rate variability\n",
+ "hrv_A, sigma_hrv_A = hrv(t.values,peaks_new_A,widthsA)\n",
+ "hrv_G, sigma_hrv_G = hrv(t.values,peaksG,widthsG)\n",
+ "\n",
+ "print('Heart rate variability for accelerometer: %.0f +/- %.0f ms' %(hrv_A*1000, sigma_hrv_A*1000))\n",
+ "print('Heart rate variability for gyroscope: %.0f +/- %.0f ms' %(hrv_G*1000, sigma_hrv_G*1000))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The two values are compatible ($\\lambda = 0.1$). However, we notice that there is a probable overestimation of the errors of the HRV that comes from the uncertainties on peaks positions."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Analysis of BCG signal"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Now we perform the same analysis on a BCG signal. Data were taken with the sensor located on the chest attached to the sweater of the subject (4_Chest_sweater.txt)."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Load the original data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
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+ " \n",
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+ " Log Freq \n",
+ " Timestamp \n",
+ " AccX \n",
+ " AccY \n",
+ " AccZ \n",
+ " GyroX \n",
+ " GyroY \n",
+ " GyroZ \n",
+ " MagnX \n",
+ " MagnY \n",
+ " MagnZ \n",
+ " qw \n",
+ " qi \n",
+ " qj \n",
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+ " 45 \n",
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+ " \n",
+ "
\n",
+ "
14938 rows × 16 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Log Mode Log Freq Timestamp AccX AccY AccZ GyroX \\\n",
+ "0 5 100 1555414552 687.836 380.823 580.354 -7.926829 \n",
+ "1 5 100 1555414552 -812.703 -108.946 726.876 -11.707320 \n",
+ "2 5 100 1555414552 -812.520 -108.824 733.952 -37.073170 \n",
+ "3 5 100 1555414552 -787.144 -45.628 616.954 -56.341460 \n",
+ "4 5 100 1555414552 -800.259 -137.433 411.689 -1.097561 \n",
+ "... ... ... ... ... ... ... ... \n",
+ "14933 5 100 1555415471 -890.722 -81.008 446.764 -2.682927 \n",
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+ "14936 5 100 1555415471 -894.992 -76.311 502.701 0.121951 \n",
+ "14937 5 100 1555415471 -889.319 -90.951 471.835 3.536585 \n",
+ "\n",
+ " GyroY GyroZ MagnX MagnY MagnZ qw qi \\\n",
+ "0 8.048780 0.975610 -592 122 -113 0.788006 0.002899 \n",
+ "1 -81.829270 8.780488 125 60 -128 0.183978 -0.428877 \n",
+ "2 -145.487800 14.756100 123 59 -136 0.128994 -0.427229 \n",
+ "3 -174.634200 23.048780 118 58 -145 0.113618 -0.421033 \n",
+ "4 37.073170 1.341463 113 57 -157 0.107202 -0.424787 \n",
+ "... ... ... ... ... ... ... ... \n",
+ "14933 2.926829 0.365854 144 47 -50 0.017279 0.534410 \n",
+ "14934 3.292683 0.365854 146 45 -51 0.016416 0.535050 \n",
+ "14935 2.804878 0.365854 144 46 -54 0.015920 0.534349 \n",
+ "14936 1.463415 0.609756 144 45 -53 0.015192 0.531663 \n",
+ "14937 0.853659 0.609756 144 45 -53 0.015803 0.530137 \n",
+ "\n",
+ " qj qk \n",
+ "0 -0.432874 -0.437788 \n",
+ "1 0.002594 0.884426 \n",
+ "2 0.000702 0.894894 \n",
+ "3 -0.001770 0.899899 \n",
+ "4 -0.001251 0.898923 \n",
+ "... ... ... \n",
+ "14933 0.040437 -0.844081 \n",
+ "14934 0.041231 -0.843654 \n",
+ "14935 0.041780 -0.844081 \n",
+ "14936 0.041749 -0.845790 \n",
+ "14937 0.041749 -0.846736 \n",
+ "\n",
+ "[14938 rows x 16 columns]"
+ ]
+ },
+ "execution_count": 48,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# original dataset\n",
+ "DF = pd.read_csv('4_Chest_sweater.txt',sep='\\t')\n",
+ "DF"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Select the meaningful data\n",
+ "\n",
+ "We proceed as the previous dataset, noticing that the sample frequency of the dataset is Log Freq = 100 Hz. The interval in time we selected is $[10,140]\\;s$."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# plot raw data\n",
+ "(fig, (ax1,ax2)) = plt.subplots(2,1,figsize=(17,10), sharex=True)\n",
+ "\n",
+ "t = np.arange(0, len(DF['AccX']))/DF['Log Freq'][0]\n",
+ "ax1.plot(t, DF['AccX'],color=colA,label='accelerometer')\n",
+ "ax1.axvline(x = 10, color = 'red')\n",
+ "ax1.axvline(x = 140, color = 'red')\n",
+ "ax1.set_ylabel('Acceleration [mg]')\n",
+ "ax1.set_title('Range selection')\n",
+ "ax1.legend(loc=1)\n",
+ "\n",
+ "ax2.plot(t, DF['GyroX'],color=colG,label='gyroscope')\n",
+ "ax2.axvline(x = 10, color = 'red')\n",
+ "ax2.axvline(x = 140, color = 'red')\n",
+ "ax2.set_ylabel('Angular Velocity [dps]')\n",
+ "ax2.legend(loc=1)\n",
+ "ax2.set_xlabel('Time [s]')\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "As we saw in the previous analysis of SCG dataset, the measurements of accelerometer and gyroscope better describe the system; thus we consider only this two sets for the analysis."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " AccX \n",
+ " AccY \n",
+ " AccZ \n",
+ " GyroX \n",
+ " GyroY \n",
+ " GyroZ \n",
+ " Time \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 1000 \n",
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+ " \n",
+ " \n",
+ " ... \n",
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+ " 13997 \n",
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+ " 129.98 \n",
+ " \n",
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+ " 13999 \n",
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+ " -79.788 \n",
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+ " 0.243902 \n",
+ " 129.99 \n",
+ " \n",
+ " \n",
+ " 14000 \n",
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+ " 611.586 \n",
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+ " \n",
+ " \n",
+ "
\n",
+ "
13001 rows × 7 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " AccX AccY AccZ GyroX GyroY GyroZ Time\n",
+ "1000 -822.219 -105.957 579.012 -1.829268 0.609756 0.609756 0.00\n",
+ "1001 -818.498 -111.386 577.731 -2.682927 0.731707 0.731707 0.01\n",
+ "1002 -827.587 -108.214 577.670 -4.512195 0.609756 0.731707 0.02\n",
+ "1003 -829.600 -110.105 570.594 -3.536585 1.463415 0.731707 0.03\n",
+ "1004 -833.260 -108.824 563.701 -2.195122 1.341463 0.609756 0.04\n",
+ "... ... ... ... ... ... ... ...\n",
+ "13996 -807.213 -78.019 617.259 -2.682927 0.609756 0.365854 129.96\n",
+ "13997 -803.980 -72.041 616.344 -2.682927 1.219512 0.609756 129.97\n",
+ "13998 -803.065 -78.934 597.068 -2.804878 1.097561 0.243902 129.98\n",
+ "13999 -802.211 -79.788 614.697 -2.682927 1.829268 0.243902 129.99\n",
+ "14000 -802.455 -81.313 611.586 -2.560976 1.707317 0.243902 130.00\n",
+ "\n",
+ "[13001 rows x 7 columns]"
+ ]
+ },
+ "execution_count": 50,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# new dataset with only the interesting data\n",
+ "a = 1000\n",
+ "b = 14000\n",
+ "sample_freq = DF['Log Freq'][0]\n",
+ "df = DF.iloc[a:b+1] \n",
+ "df = df.drop(['Log Mode', 'Log Freq', 'Timestamp','qw', 'qi', 'qj', 'qk','MagnX','MagnY','MagnZ'], axis=1) \n",
+ "df['Time'] = np.arange(0, len(df['AccX']))/sample_freq\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Calibration"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Calibration parameters were found in \"README_5.txt\"."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# calibration matrices and offset vectors\n",
+ "gyro_off = np.array([-2.804399, 1.793105, 0.3411708])\n",
+ "acc_cal = np.array([[1.002982, 9.415505E-05, 0.004346743],\n",
+ " [9.04459E-05, 1.002731, -0.001444198], \n",
+ " [0.004346536, -0.001444751,\t1.030587]])\n",
+ "acc_off = np.array([3.602701, -20.96658, 54.97186])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " AccX \n",
+ " AccY \n",
+ " AccZ \n",
+ " GyroX \n",
+ " GyroY \n",
+ " GyroZ \n",
+ " Time \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 1000 \n",
+ " -818.561316 \n",
+ " -128.123523 \n",
+ " 648.273377 \n",
+ " -4.633667 \n",
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+ " -5.609277 \n",
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+ " 129.98 \n",
+ " \n",
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+ " 685.099032 \n",
+ " -5.487326 \n",
+ " 3.622373 \n",
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+ " \n",
+ " \n",
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+ " \n",
+ " \n",
+ "
\n",
+ "
13001 rows × 7 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " AccX AccY AccZ GyroX GyroY GyroZ \\\n",
+ "1000 -818.561316 -128.123523 648.273377 -4.633667 2.402861 0.950927 \n",
+ "1001 -814.835299 -133.565163 646.977212 -5.487326 2.524812 1.072878 \n",
+ "1002 -823.951369 -130.385234 646.870258 -7.316594 2.402861 1.072878 \n",
+ "1003 -826.001308 -132.271361 639.571807 -6.340984 3.256520 1.072878 \n",
+ "1004 -829.702063 -130.977239 632.450211 -4.999521 3.134568 0.950927 \n",
+ "... ... ... ... ... ... ... \n",
+ "13996 -803.341688 -100.163103 687.715099 -5.487326 2.402861 0.707024 \n",
+ "13997 -800.102461 -94.167163 686.777527 -5.487326 3.012617 0.950927 \n",
+ "13998 -799.269170 -101.051067 666.925868 -5.609277 2.890666 0.585073 \n",
+ "13999 -798.336075 -101.932782 685.099032 -5.487326 3.622373 0.585073 \n",
+ "14000 -798.594469 -103.457476 681.894018 -5.365375 3.500422 0.585073 \n",
+ "\n",
+ " Time \n",
+ "1000 0.00 \n",
+ "1001 0.01 \n",
+ "1002 0.02 \n",
+ "1003 0.03 \n",
+ "1004 0.04 \n",
+ "... ... \n",
+ "13996 129.96 \n",
+ "13997 129.97 \n",
+ "13998 129.98 \n",
+ "13999 129.99 \n",
+ "14000 130.00 \n",
+ "\n",
+ "[13001 rows x 7 columns]"
+ ]
+ },
+ "execution_count": 52,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# calibration procedure\n",
+ "df[['GyroX','GyroY','GyroZ']] = df[['GyroX','GyroY','GyroZ']] + gyro_off.T\n",
+ "df[['AccX','AccY','AccZ']] = np.dot(df[['AccX','AccY','AccZ']],acc_cal.T) + acc_off.T\n",
+ "df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Statistical analysis\n",
+ "\n",
+ "Mean, median, variance, standard deviation, 25th and 75th percentiles are reported:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 53,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " AccX \n",
+ " AccY \n",
+ " AccZ \n",
+ " GyroX \n",
+ " GyroY \n",
+ " GyroZ \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " mean \n",
+ " -782.610405 \n",
+ " -94.627886 \n",
+ " 707.983191 \n",
+ " -5.620871 \n",
+ " 3.297117 \n",
+ " 0.622097 \n",
+ " \n",
+ " \n",
+ " median \n",
+ " -780.100191 \n",
+ " -94.335121 \n",
+ " 711.157509 \n",
+ " -5.609277 \n",
+ " 3.256520 \n",
+ " 0.585073 \n",
+ " \n",
+ " \n",
+ " variance \n",
+ " 198.130373 \n",
+ " 180.768600 \n",
+ " 491.788827 \n",
+ " 0.641299 \n",
+ " 0.901328 \n",
+ " 0.056764 \n",
+ " \n",
+ " \n",
+ " standard deviation \n",
+ " 14.075879 \n",
+ " 13.445021 \n",
+ " 22.176312 \n",
+ " 0.800812 \n",
+ " 0.949383 \n",
+ " 0.238252 \n",
+ " \n",
+ " \n",
+ " 25% percentile \n",
+ " -791.461692 \n",
+ " -103.978008 \n",
+ " 694.757991 \n",
+ " -5.975131 \n",
+ " 2.646764 \n",
+ " 0.463122 \n",
+ " \n",
+ " \n",
+ " 75% percentile \n",
+ " -772.174827 \n",
+ " -84.323690 \n",
+ " 723.607053 \n",
+ " -5.121472 \n",
+ " 3.866276 \n",
+ " 0.828976 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " AccX AccY AccZ GyroX GyroY \\\n",
+ "mean -782.610405 -94.627886 707.983191 -5.620871 3.297117 \n",
+ "median -780.100191 -94.335121 711.157509 -5.609277 3.256520 \n",
+ "variance 198.130373 180.768600 491.788827 0.641299 0.901328 \n",
+ "standard deviation 14.075879 13.445021 22.176312 0.800812 0.949383 \n",
+ "25% percentile -791.461692 -103.978008 694.757991 -5.975131 2.646764 \n",
+ "75% percentile -772.174827 -84.323690 723.607053 -5.121472 3.866276 \n",
+ "\n",
+ " GyroZ \n",
+ "mean 0.622097 \n",
+ "median 0.585073 \n",
+ "variance 0.056764 \n",
+ "standard deviation 0.238252 \n",
+ "25% percentile 0.463122 \n",
+ "75% percentile 0.828976 "
+ ]
+ },
+ "execution_count": 53,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# statistical descriptors\n",
+ "stat_df = pd.DataFrame({\n",
+ " 'mean' : df.mean(),\n",
+ " 'median': df.median(),\n",
+ " 'variance': df.var(),\n",
+ " 'standard deviation': df.std(),\n",
+ " '25% percentile' : df.quantile(q=0.25),\n",
+ " '75% percentile': df.quantile(q=0.75)\n",
+ " }).T\n",
+ "stat_df.drop(['Time'], axis=1)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Correlation coefficients"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " AccX \n",
+ " AccY \n",
+ " AccZ \n",
+ " GyroX \n",
+ " GyroY \n",
+ " GyroZ \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " AccX \n",
+ " 1.000000 \n",
+ " 0.728544 \n",
+ " 0.721530 \n",
+ " -0.039568 \n",
+ " 0.051239 \n",
+ " 0.009302 \n",
+ " \n",
+ " \n",
+ " AccY \n",
+ " 0.728544 \n",
+ " 1.000000 \n",
+ " 0.718113 \n",
+ " -0.029258 \n",
+ " 0.045958 \n",
+ " -0.029860 \n",
+ " \n",
+ " \n",
+ " AccZ \n",
+ " 0.721530 \n",
+ " 0.718113 \n",
+ " 1.000000 \n",
+ " -0.034282 \n",
+ " 0.008241 \n",
+ " -0.031668 \n",
+ " \n",
+ " \n",
+ " GyroX \n",
+ " -0.039568 \n",
+ " -0.029258 \n",
+ " -0.034282 \n",
+ " 1.000000 \n",
+ " -0.524570 \n",
+ " 0.489724 \n",
+ " \n",
+ " \n",
+ " GyroY \n",
+ " 0.051239 \n",
+ " 0.045958 \n",
+ " 0.008241 \n",
+ " -0.524570 \n",
+ " 1.000000 \n",
+ " -0.548018 \n",
+ " \n",
+ " \n",
+ " GyroZ \n",
+ " 0.009302 \n",
+ " -0.029860 \n",
+ " -0.031668 \n",
+ " 0.489724 \n",
+ " -0.548018 \n",
+ " 1.000000 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " AccX AccY AccZ GyroX GyroY GyroZ\n",
+ "AccX 1.000000 0.728544 0.721530 -0.039568 0.051239 0.009302\n",
+ "AccY 0.728544 1.000000 0.718113 -0.029258 0.045958 -0.029860\n",
+ "AccZ 0.721530 0.718113 1.000000 -0.034282 0.008241 -0.031668\n",
+ "GyroX -0.039568 -0.029258 -0.034282 1.000000 -0.524570 0.489724\n",
+ "GyroY 0.051239 0.045958 0.008241 -0.524570 1.000000 -0.548018\n",
+ "GyroZ 0.009302 -0.029860 -0.031668 0.489724 -0.548018 1.000000"
+ ]
+ },
+ "execution_count": 54,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# corr.coeff.\n",
+ "M = df.loc[:,:'GyroZ'].corr() \n",
+ "M"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "With respect to the previous dataset, the correlation coefficients among the components of the same instrument are more relevant. This is probably due to the oscillation we can see in the following plot."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# principal component plots\n",
+ "fig, ax = plt.subplots(nrows=3,ncols=1,figsize=(15,5),sharex=True)\n",
+ "ax[0].plot(df['Time'],df['AccX'],color=colA)\n",
+ "ax[0].set_ylabel('Acceleration [mg]')\n",
+ "ax[0].set_title('Original Accelerometer Dataset')\n",
+ "\n",
+ "ax[1].plot(df['Time'],df['AccY'],color=colA)\n",
+ "ax[1].set_ylabel('Acceleration [mg]')\n",
+ "\n",
+ "ax[2].plot(df['Time'],df['AccZ'],color=colA)\n",
+ "ax[2].set_ylabel('Acceleration [mg]')\n",
+ "ax[2].set_xlim(20,60)\n",
+ "ax[2].set_xlabel('Time [s]')\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We can see that the same oscillation is present in all the components of the accelerometer and gyroscope, with a period around $15\\;s$. For this reason the components correlations are more relevant, and this affects also the variability of the dataset. To avoid the PCA to be influenced by this issue, after centering the data, we use a filter to remove this low frequencies component."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Centering the data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " AccX \n",
+ " AccY \n",
+ " AccZ \n",
+ " GyroX \n",
+ " GyroY \n",
+ " GyroZ \n",
+ " Time \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 1000 \n",
+ " -35.950911 \n",
+ " -33.495636 \n",
+ " -59.709814 \n",
+ " 0.987204 \n",
+ " -0.894256 \n",
+ " 0.328830 \n",
+ " 0.00 \n",
+ " \n",
+ " \n",
+ " 1001 \n",
+ " -32.224895 \n",
+ " -38.937276 \n",
+ " -61.005979 \n",
+ " 0.133545 \n",
+ " -0.772305 \n",
+ " 0.450781 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 1002 \n",
+ " -41.340965 \n",
+ " -35.757348 \n",
+ " -61.112933 \n",
+ " -1.695723 \n",
+ " -0.894256 \n",
+ " 0.450781 \n",
+ " 0.02 \n",
+ " \n",
+ " \n",
+ " 1003 \n",
+ " -43.390903 \n",
+ " -37.643475 \n",
+ " -68.411384 \n",
+ " -0.720113 \n",
+ " -0.040597 \n",
+ " 0.450781 \n",
+ " 0.03 \n",
+ " \n",
+ " \n",
+ " 1004 \n",
+ " -47.091659 \n",
+ " -36.349353 \n",
+ " -75.532980 \n",
+ " 0.621350 \n",
+ " -0.162549 \n",
+ " 0.328830 \n",
+ " 0.04 \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 13996 \n",
+ " -20.731283 \n",
+ " -5.535217 \n",
+ " -20.268092 \n",
+ " 0.133545 \n",
+ " -0.894256 \n",
+ " 0.084928 \n",
+ " 129.96 \n",
+ " \n",
+ " \n",
+ " 13997 \n",
+ " -17.492057 \n",
+ " 0.460723 \n",
+ " -21.205664 \n",
+ " 0.133545 \n",
+ " -0.284500 \n",
+ " 0.328830 \n",
+ " 129.97 \n",
+ " \n",
+ " \n",
+ " 13998 \n",
+ " -16.658765 \n",
+ " -6.423181 \n",
+ " -41.057323 \n",
+ " 0.011594 \n",
+ " -0.406451 \n",
+ " -0.037023 \n",
+ " 129.98 \n",
+ " \n",
+ " \n",
+ " 13999 \n",
+ " -15.725670 \n",
+ " -7.304895 \n",
+ " -22.884159 \n",
+ " 0.133545 \n",
+ " 0.325256 \n",
+ " -0.037023 \n",
+ " 129.99 \n",
+ " \n",
+ " \n",
+ " 14000 \n",
+ " -15.984064 \n",
+ " -8.829589 \n",
+ " -26.089173 \n",
+ " 0.255496 \n",
+ " 0.203305 \n",
+ " -0.037023 \n",
+ " 130.00 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
13001 rows × 7 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " AccX AccY AccZ GyroX GyroY GyroZ Time\n",
+ "1000 -35.950911 -33.495636 -59.709814 0.987204 -0.894256 0.328830 0.00\n",
+ "1001 -32.224895 -38.937276 -61.005979 0.133545 -0.772305 0.450781 0.01\n",
+ "1002 -41.340965 -35.757348 -61.112933 -1.695723 -0.894256 0.450781 0.02\n",
+ "1003 -43.390903 -37.643475 -68.411384 -0.720113 -0.040597 0.450781 0.03\n",
+ "1004 -47.091659 -36.349353 -75.532980 0.621350 -0.162549 0.328830 0.04\n",
+ "... ... ... ... ... ... ... ...\n",
+ "13996 -20.731283 -5.535217 -20.268092 0.133545 -0.894256 0.084928 129.96\n",
+ "13997 -17.492057 0.460723 -21.205664 0.133545 -0.284500 0.328830 129.97\n",
+ "13998 -16.658765 -6.423181 -41.057323 0.011594 -0.406451 -0.037023 129.98\n",
+ "13999 -15.725670 -7.304895 -22.884159 0.133545 0.325256 -0.037023 129.99\n",
+ "14000 -15.984064 -8.829589 -26.089173 0.255496 0.203305 -0.037023 130.00\n",
+ "\n",
+ "[13001 rows x 7 columns]"
+ ]
+ },
+ "execution_count": 56,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# centered dataset\n",
+ "dfc = df - stat_df.iloc[0]\n",
+ "dfc['Time'] = df['Time']\n",
+ "dfc"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#filtering low frequencies (cut-off frequency=0.1)\n",
+ "Sig = dfc.values[:,:-1].T\n",
+ "n_Sig = np.zeros_like(Sig)\n",
+ "for i in range(Sig.shape[0]):\n",
+ " ft = np.fft.rfft(Sig[i])\n",
+ " f = np.fft.rfftfreq(len(Sig[i]), 1/sample_freq)\n",
+ " ft[f < 0.1] = 0\n",
+ " n_Sig[i] = np.fft.irfft(ft, len(Sig[i]))\n",
+ "\n",
+ "dfn = pd.DataFrame(n_Sig.T, columns = ['AccX', 'AccY', 'AccZ', 'GyroX', 'GyroY', 'GyroZ'])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "After this filter we recalculated the variance and the correlation coefficients, and we can see that they have decreased, as we expected."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 58,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " AccX \n",
+ " AccY \n",
+ " AccZ \n",
+ " GyroX \n",
+ " GyroY \n",
+ " GyroZ \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " variance \n",
+ " 54.602597 \n",
+ " 20.949014 \n",
+ " 187.926273 \n",
+ " 0.524324 \n",
+ " 0.69157 \n",
+ " 0.049929 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " AccX AccY AccZ GyroX GyroY GyroZ\n",
+ "variance 54.602597 20.949014 187.926273 0.524324 0.69157 0.049929"
+ ]
+ },
+ "execution_count": 58,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# variance\n",
+ "stat_dfn = pd.DataFrame({'variance': dfn.var()}).T\n",
+ "stat_dfn"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 59,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " AccX \n",
+ " AccY \n",
+ " AccZ \n",
+ " GyroX \n",
+ " GyroY \n",
+ " GyroZ \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " AccX \n",
+ " 1.000000 \n",
+ " 0.294988 \n",
+ " 0.172427 \n",
+ " 0.009658 \n",
+ " 0.014608 \n",
+ " 0.050421 \n",
+ " \n",
+ " \n",
+ " AccY \n",
+ " 0.294988 \n",
+ " 1.000000 \n",
+ " 0.303391 \n",
+ " 0.076325 \n",
+ " 0.015768 \n",
+ " -0.002925 \n",
+ " \n",
+ " \n",
+ " AccZ \n",
+ " 0.172427 \n",
+ " 0.303391 \n",
+ " 1.000000 \n",
+ " 0.022885 \n",
+ " -0.070615 \n",
+ " -0.019341 \n",
+ " \n",
+ " \n",
+ " GyroX \n",
+ " 0.009658 \n",
+ " 0.076325 \n",
+ " 0.022885 \n",
+ " 1.000000 \n",
+ " -0.411272 \n",
+ " 0.406293 \n",
+ " \n",
+ " \n",
+ " GyroY \n",
+ " 0.014608 \n",
+ " 0.015768 \n",
+ " -0.070615 \n",
+ " -0.411272 \n",
+ " 1.000000 \n",
+ " -0.470671 \n",
+ " \n",
+ " \n",
+ " GyroZ \n",
+ " 0.050421 \n",
+ " -0.002925 \n",
+ " -0.019341 \n",
+ " 0.406293 \n",
+ " -0.470671 \n",
+ " 1.000000 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " AccX AccY AccZ GyroX GyroY GyroZ\n",
+ "AccX 1.000000 0.294988 0.172427 0.009658 0.014608 0.050421\n",
+ "AccY 0.294988 1.000000 0.303391 0.076325 0.015768 -0.002925\n",
+ "AccZ 0.172427 0.303391 1.000000 0.022885 -0.070615 -0.019341\n",
+ "GyroX 0.009658 0.076325 0.022885 1.000000 -0.411272 0.406293\n",
+ "GyroY 0.014608 0.015768 -0.070615 -0.411272 1.000000 -0.470671\n",
+ "GyroZ 0.050421 -0.002925 -0.019341 0.406293 -0.470671 1.000000"
+ ]
+ },
+ "execution_count": 59,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# correlation coefficients\n",
+ "M = dfn.loc[:,:'GyroZ'].corr() \n",
+ "M"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## PCA"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "N = dfn.shape[0]\n",
+ "\n",
+ "#Acc\n",
+ "U_acc,D_diag_acc,_=la.svd(dfn[['AccX','AccY','AccZ']].T)\n",
+ "avl_acc = np.real_if_close(D_diag_acc)**2/(N-1)\n",
+ "avl_acc_n = avl_acc/avl_acc.sum()\n",
+ "\n",
+ "#Gyro\n",
+ "U_gyro,D_diag_gyro,_=la.svd(dfn[['GyroX','GyroY','GyroZ']].T)\n",
+ "avl_gyro = np.real_if_close(D_diag_gyro)**2/(N-1)\n",
+ "avl_gyro_n = avl_gyro/avl_gyro.sum()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#Plot\n",
+ "fig, (ax1, ax2) = plt.subplots(nrows=1, ncols=2, figsize=(9,4))\n",
+ "ax1.plot(np.arange(U_acc.shape[0])+1, avl_acc_n, color = colA, marker = 'o')\n",
+ "ax1.set_title('Acc')\n",
+ "ax1.set_xlabel('# eigenvalue')\n",
+ "ax1.set_ylabel('eigenvalue')\n",
+ "ax1.xaxis.set_major_locator(MultipleLocator(1.000))\n",
+ "ax2.plot(np.arange(U_gyro.shape[0])+1, avl_gyro_n, color = colG, marker = 'o')\n",
+ "ax2.set_title('Gyro')\n",
+ "ax2.set_xlabel('# eigenvalue')\n",
+ "ax2.set_ylabel('eigenvalue')\n",
+ "ax2.xaxis.set_major_locator(MultipleLocator(1.000))\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Eigenvalues and eigenvectors (Acc): \n",
+ " [192.54927235 53.90214694 17.02646402] \n",
+ "\n",
+ " [[-0.13307117 0.96680284 0.21813832]\n",
+ " [-0.11691521 0.20324628 -0.97212231]\n",
+ " [-0.98418641 -0.15486514 0.08598773]] \n",
+ "\n",
+ "Eigenvalues and eigenvectors (Gyro): \n",
+ " [0.8836895 0.34657325 0.03555983] \n",
+ "\n",
+ " [[-0.57865026 -0.81143569 -0.08207317]\n",
+ " [ 0.80513527 -0.58439334 0.10120093]\n",
+ " [-0.13008106 -0.00752007 0.99147484]] \n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('Eigenvalues and eigenvectors (Acc): \\n', avl_acc, '\\n\\n',U_acc, '\\n')\n",
+ "print('Eigenvalues and eigenvectors (Gyro): \\n', avl_gyro, '\\n\\n',U_gyro, '\\n')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "From PCA we can see that the first principal component is mostly along z-axis for the accelerometer, for gyroscope along y-axis.\n",
+ "\n",
+ "We notice that the first principal component contains about $70 \\%$ of variability, so in the following analysis we will consider only this one for each instrument.\n",
+ "Thus, data were rotated accordingly to the new axes:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Acc1 \n",
+ " Acc2 \n",
+ " Acc3 \n",
+ " Gyro1 \n",
+ " Gyro2 \n",
+ " Gyro3 \n",
+ " Time \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 15.491248 \n",
+ " -5.080693 \n",
+ " 7.154127 \n",
+ " -0.892206 \n",
+ " -0.347657 \n",
+ " 0.184328 \n",
+ " 0.00 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 16.870863 \n",
+ " -2.368021 \n",
+ " 13.107089 \n",
+ " -0.312097 \n",
+ " 0.272442 \n",
+ " 0.387695 \n",
+ " 0.01 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 17.781577 \n",
+ " -10.503280 \n",
+ " 7.979827 \n",
+ " 0.652035 \n",
+ " 1.827638 \n",
+ " 0.525539 \n",
+ " 0.02 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 25.422653 \n",
+ " -11.723227 \n",
+ " 8.700495 \n",
+ " 0.778619 \n",
+ " 0.536716 \n",
+ " 0.531909 \n",
+ " 0.03 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 32.738114 \n",
+ " -13.920504 \n",
+ " 5.984763 \n",
+ " -0.076136 \n",
+ " -0.480014 \n",
+ " 0.288608 \n",
+ " 0.04 \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 12996 \n",
+ " -28.430115 \n",
+ " 9.125879 \n",
+ " -13.122464 \n",
+ " -0.385621 \n",
+ " 0.348900 \n",
+ " 0.012301 \n",
+ " 129.96 \n",
+ " \n",
+ " \n",
+ " 12997 \n",
+ " -28.678783 \n",
+ " 13.638517 \n",
+ " -18.364018 \n",
+ " 0.077415 \n",
+ " -0.009679 \n",
+ " 0.315886 \n",
+ " 129.97 \n",
+ " \n",
+ " \n",
+ " 12998 \n",
+ " -8.485874 \n",
+ " 16.136148 \n",
+ " -13.235909 \n",
+ " 0.101210 \n",
+ " 0.162888 \n",
+ " -0.049128 \n",
+ " 129.98 \n",
+ " \n",
+ " \n",
+ " 12999 \n",
+ " -26.430925 \n",
+ " 14.061175 \n",
+ " -10.651135 \n",
+ " 0.623588 \n",
+ " -0.364079 \n",
+ " 0.014966 \n",
+ " 129.99 \n",
+ " \n",
+ " \n",
+ " 13000 \n",
+ " -23.101556 \n",
+ " 14.014021 \n",
+ " -9.539391 \n",
+ " 0.458654 \n",
+ " -0.392173 \n",
+ " -0.007331 \n",
+ " 130.00 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
13001 rows × 7 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Acc1 Acc2 Acc3 Gyro1 Gyro2 Gyro3 Time\n",
+ "0 15.491248 -5.080693 7.154127 -0.892206 -0.347657 0.184328 0.00\n",
+ "1 16.870863 -2.368021 13.107089 -0.312097 0.272442 0.387695 0.01\n",
+ "2 17.781577 -10.503280 7.979827 0.652035 1.827638 0.525539 0.02\n",
+ "3 25.422653 -11.723227 8.700495 0.778619 0.536716 0.531909 0.03\n",
+ "4 32.738114 -13.920504 5.984763 -0.076136 -0.480014 0.288608 0.04\n",
+ "... ... ... ... ... ... ... ...\n",
+ "12996 -28.430115 9.125879 -13.122464 -0.385621 0.348900 0.012301 129.96\n",
+ "12997 -28.678783 13.638517 -18.364018 0.077415 -0.009679 0.315886 129.97\n",
+ "12998 -8.485874 16.136148 -13.235909 0.101210 0.162888 -0.049128 129.98\n",
+ "12999 -26.430925 14.061175 -10.651135 0.623588 -0.364079 0.014966 129.99\n",
+ "13000 -23.101556 14.014021 -9.539391 0.458654 -0.392173 -0.007331 130.00\n",
+ "\n",
+ "[13001 rows x 7 columns]"
+ ]
+ },
+ "execution_count": 63,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# rotated dataset after PCA\n",
+ "rot = np.dot(dfn[['AccX','AccY','AccZ']],U_acc)\n",
+ "rot1 = np.dot(dfn[['GyroX','GyroY','GyroZ']],U_gyro)\n",
+ "dfr = pd.DataFrame({'Acc1': rot[:,0], 'Acc2': rot[:,1],'Acc3': rot[:,2],\n",
+ " 'Gyro1': rot1[:,0], 'Gyro2': rot1[:,1],'Gyro3': rot1[:,2]})\n",
+ "dfr['Time'] = df['Time'].values\n",
+ "dfr"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 64,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# principal component plots\n",
+ "fig, ax = plt.subplots(nrows=2,ncols=1,figsize=(15,5),sharex=True)\n",
+ "ax[0].plot(dfr['Time'],dfr['Acc1'],color=colA,label='accelerometer')\n",
+ "ax[0].set_ylabel('Acceleration [mg]')\n",
+ "ax[0].set_title('1st principal component')\n",
+ "ax[0].legend()\n",
+ "\n",
+ "ax[1].plot(dfr['Time'],dfr['Gyro1'],color=colG,label='gyroscope')\n",
+ "ax[1].set_ylabel('Angular Velocity [dps]')\n",
+ "ax[1].legend()\n",
+ "ax[1].set_xlim(20,60)\n",
+ "ax[1].set_xlabel('Time [s]')\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## FFT analysis\n",
+ "\n",
+ "For each principal component, we performed the FFT to highlight the heart beat frequency between 40 BPM and 100 BPM."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# HeartBeat freq\n",
+ "min_f=40./60.\n",
+ "max_f=100./60.\n",
+ "\n",
+ "# FFT\n",
+ "A1_FFT = np.abs(np.fft.rfft(dfr['Acc1']))\n",
+ "G1_FFT = np.abs(np.fft.rfft(dfr['Gyro1']))\n",
+ "freq_FFT = np.fft.rfftfreq(d=1/sample_freq, n=len(dfr['Acc1']))\n",
+ "\n",
+ "# spectrum\n",
+ "fig, (ax1,ax2) = plt.subplots(2,1,figsize = (15,10))\n",
+ "ax1.plot(freq_FFT, A1_FFT, label='Acc1',color=colA)\n",
+ "ax1.plot(freq_FFT, G1_FFT, label='Gyro1',color=colG)\n",
+ "ax1.set_xlim(0,5)\n",
+ "ax1.legend(loc='best')\n",
+ "ax1.set_xlabel('Frequencies [Hz]')\n",
+ "ax1.set_title('Spectrum')\n",
+ "ax1.set_ylabel('Amplitude')\n",
+ "\n",
+ "ax2.plot(freq_FFT, A1_FFT,'-+', label='Acc1',color=colA)\n",
+ "ax2.plot(freq_FFT, G1_FFT,'-+', label='Gyro1',color=colG)\n",
+ "ax2.set_xlim(min_f, max_f)\n",
+ "ax2.set_ylim(0,6000)\n",
+ "ax2.legend(loc='best')\n",
+ "ax2.set_xlabel('Frequencies [Hz]')\n",
+ "ax2.set_ylabel('Amplitude')\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "In this case applying the pure FFT does not give a clear result. The spectrum does not display any particular frequency peak that can suggest the right heart beat, in both gyroscope and accelerometer. We need to proceed with the analysis, in order to extract results from this dataset."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Signal Processing\n",
+ "\n",
+ "As before, our signal processing pipeline is the following:\n",
+ "\n",
+ "- Discrete wavelet transform: in this case a $3$ level DWT was performed and only the detailed coefficients corresponding to a band of $[6.25, 25]\\;Hz$ are kept. We have changed the upper frequency limit with respect to the previous analysis because this signal is way more noisy and the wavelet corresponding to $[25, 50] \\;Hz$ worsens the quality of the signal. The wavelet chosen is 'sym4'.\n",
+ "- Signal envelope\n",
+ "- Bandpass filter $[0.66, 6]\\;Hz$ \n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#Define signal array variable (Note: the accelerometer was inverted during the PCA)\n",
+ "sigA = -dfr['Acc1']\n",
+ "sigG = dfr['Gyro1']\n",
+ "t = dfr['Time']"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ " ### Gyroscope"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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LLiU9j831wKu/Sme46QgKcT3qV7Xt92yIY0P7hnJtOoNpvwH+ORhYn8JQKClKkS++fgWw4IX0+/zoVqqu7Sk4XpFrLUvfbf/KkHFI5YmF5sTwHp4IVMI2OdCaztkmzWTdktk4BZU41i0j4WxTJasQpXg+lr0HTJmY3rvdnkoGe+Q2VEWOBRT7uj7/o9YXq3CFKhby/OtWtm/Rm3lPRitt1nwNzH8692/XLQXWLmjb8VUbxlTmxoHA48e1fT+FZOVntByHpKWZcq3T0p5Gvln/pjzwD65vv2Pk4rpewD17tt/+s89mwpg36w7g3b8Cb/4+2FQDDx9GFWg7ihWzwtdtVeSWvQ9c36dtSxlkx0nH9Vv9BTBlQueHgH71UseEZPM4uC5Pr1ya/MxHjwQeOjj9eTx3NlXX9hQcr8h1RVocE2RSyfRC5JXMvgu4e3dgzsPm52kUtLt2Ba6ubHsbugo3DSpcwnuXJI/cjiknA5/dF1Y9A6i/zr7XrQi2Z44UC+XO424Ayl3cuX94c2GLVRTyGj85Ebhzp/Yzej16VLTS5qNHAo8ckVuRuGkz4Jbh1E8/uBGo+5ZyEGf9O/3xC2VYmP9U+Pqx44BHjmz7PtcvBz69L/328h7duycZCGS/f+fPVP1Y5s0k0Z4eubYYJQvJ8hSe2KZ16Twijx0LPHtW+J7n1qQ+xt81BV6nTCPw5bNUgbY9Wbcs9I5P+1X4eVujBTiU78vnws/ev56K56Q29gXbtVj/AeClnwCf3Q989WLb2ilpbiBvU9oxbvlHFEk19eeFa0McJRX0P9d9WTXXKo6VMBcyK4Plp5pjimrNvge4Z69UzfS0Da/IdUUMASV44JKEr+x3bZj8Vs2h/ys+DnbFx00xWS//oGO8HO/8Fbi+X+t++9YfgL+p9hE461cDNw8FFr/p/r5hLZXrX/lZ/D5Wf1H4drU7KYTc7PUWffPN3wNPTQLmTo5un49w2LQuP6XENfEz8plbPa9zcsvaVTAWFPJZXRAIZB0Zgs0ewLRW92UzgBfPJ8VlzXzgmTPyOFgbFTnXePPF46Zi11omn0iKtAxHXTXXHEtm3xu+lka5hrX0X4alLZ1O/9d+me747dpfg+umYkSYTCPwxv9sGJVb7xkP3Ng/93ZfTAY+vi187/Io2RQH6R3sFemoMeKmQVQMw6atOXIuT9C0X9GYlLrfsUeOxzGxr9KgAFRjQipKvsz4O3mbpAGoqS5eAa9ZSP9XtEOkgn3MNJ61lgyl8Uw5WfwuhSJXXE7/45aceOpUYMmbm1Y0VifhFbmuSMbhyk4SWFuzwPF715BiwwIYDxB2KFE+E8eLP8m/Hfkw7VdA/bets5K/+T/0vz3CHRa9RoP3W793f//lM1Su//X/cn//9TTg1q2Bj+8ofNvag3yUYVaapPLw1hX0n4v0GNvH9LdMI/DihRRWx1xTDUw+KY+28L5dHjmhiNy6VeesodhRFRvTHmf9cuCzB9Nt25GhTC4jU2NNvMBRHyjl86a0b7sAasOUCWE/bU8hpzY4hlRmbhtJYwnz1KTwtbxeLKRJRS7fMNL2PDedQ5H76FbgzctJiersnE82fuZLquvXhvm4tXz1svm+YU34ui0euUwj8Oov6bWcQ7gvyqIdaxeS8dV1b7M5co5xrChQfF1RTcyKj8nLn7bf1H9L/3mZmrqVwDXdoiHf2bZ/Sf+7pVDu82H9cuCqIneYvbwWL10EPCo8tixPGuHoKdIjOBUh19jengVwPn8E+EgaPzTJma40oI0Yr8i1ho60LrsGE9fx03jk8pmI3/oD/WchhwVtfnhzHfftP5IiKL0bH1yX/viSxhqycKWlNUIjD1i5Bp3VXwDffmJ+9vU0czKLtCdoe2lMOXieXOL6FXtDv56a3LYNhTRJ+tltg+vuumdFDkUuTrhZ/Ably7x4ofn5F4/nbgNjJ8l/cKM4rnVv1i9Lv1/XcVqTgN9hilxKj9yTE8iKu26p+/s3heGivavbGn3NUYjp2h7x4c6s6LgMZIVm/tMU2vXyz+h9ewre+a5DJq8Xr6loXBNHyLTWFGbnIp9zW7uQ5oy0wnMuRa4x8Ciu+Ci/ggxp6QjlMNU4an1XCNlk9j3AC9Yi5HLcffCA8HVzvRlq2xaDzRdPhOOqVCB4HlgnPMvPngG8fpm7qmKSIpdGBnr4MOqL9flGXQT3gisQz7o9uknTemBOYPwq6Zbn/nNQExT++eAG8aHDqPX+tcA8kUOZfcbFtUkaO2zlLte8FDdnN9a2vVjR5BOB50Q4clMtyZn37du2/XYxvCLXGlpTVam5Pl5Aaq4HVs5xf+camFuryEleuZRiz+NQVshmi6XI8eQSN1m/dSX9Z2tVW7i2R34ekFxC43tXh7kxTJJCIbl1a+CO0eH7pjrg/u9QfoMNXzP2BJTE5Amy5yl2Es4x+dgT/WcPRMuhtzQDnz+WXgCpWdQ6YWX9cpoIqWHmd69cSkqvJJvPIM69vBf9d/bzmP7G9y0uXj8NvG/uCy+eH35XKOPNnIdpkrm2R/7XtzWe9daQ9jirPqf/cc/bu38JX7d3WXLp0Y0L+47zyEX6TGtC0NPeS1aGuN93QB5ZWg+5fAaVS5Fz8NBBFGbnWig4n2fmqUnkBbGNZHFkz8khwix7D5j26/B93TcUaZFPoZZctPW+LXsvdwXWNMVO7EgZV7smnwg8e3b6tj11KjBTKANzH6cK3TLagVn4Cj0/BwdeoLaMv7KvybGRFTl5vdgQ5jrf7LPlGsdS5G/z711huXMnhyHG8TsIDuXom0+fTtcMaL9qmi5lNelZdMk8SQXLbMUs13wR96w8eGDhl5Ph8+wIo9wGhFfk8kVr4KnTxPuUk+TVlfG5F09OBG7fxh3W5xoYC1HsZMZVwEsXRj/PYlm1eXDjsrTZfQcP6YIXyAO3OihaURKEQ9SvTjhGHqSNjwdyTyYv/4yq1RlCA59vngInH2vpO9HveEkI3kZa4K6uAqb+Ijg0K8e5+lIwQWgN3DAgtLzJ+5tpAqacAty9h/nT6X8DJh8PzH00xzFA1vGbNwfevCL3to215oQk112zFeUZV5HSK+H+IycHvgeufh43KRQitzGSWyG/C9rS1qInT5wELHnLPB6TS7FrjUeuNcp42uNkjR9i3HriZOChQ6LHbu/QSlfecFpFwhbY4rw8SXC/yDSS0Lx2oXu7rICko21sqnN7N+u+bV2/y5XHbIcfyWcwq8jluG9rvqT/NQ7LepKyYxcASRLMXSR55FxLQbzxu6BQSyvXhXz3/9zhaLHtc3kyxGd3jQNu3zZ5H9lrIX63cg7w6q/jn2tXn//8EeDjW5OPlcR7/6D/bLiRcJGqzQMPSFtyEuW4I8dzvg4y6iV7/g6lJVK1UpBmaRxersm1pNPjxwJ372b/wPzP7bWjlwBg0evha/YaA2TgXLuA2l63snXzWUuMjCbb5MLVlxMLf1n74uv9zQfAc+dGFb3Y8SeQmQrp3Zbn8uXz6WSYjQCvyOVLcx3wlQjVyCcPYHbMGhq8FpHLsu36LF+PXGuKFyhLGGKlp8ganPj8uQz0N0GYBce1NxRIkcsHOZloTd4lSdUg+i8rJbJAkK/AyffHNWizcJINrQwUuZYMKXfT/8/cPnbwtiatTANQtxx4MQh/eedP4aZcZrhuubkLDmGYfGLuRG/ex7wn6PpxEZapvwQWWuGd/xoBXNszptnifOJyD7MeX9Gn+R7k5ZGzBIhWTYRNYZvs8teFsPTZwrj9bOfady4F652/RoWt1ih/+VaHk8L+nAeBBc/zjsLPC6nIuc7JtSRLWqWg2fLUSeVg7mQzNO/j24H7v+toU3Csr14kofmFH8UczBIkZRtfPJ8qaRr7bQZu6EfFFJJYNZcMaXNlKDGPFzHXwT6PFkdopXxuXUJwryDfzpm3nXD9797DLACSK1TSJmn7Ysf6rpz/s/Dl6HdpePUXZjharv7sNAZZ/TaXRyarkIjr/djR5OmusQ0Fefb5NGS9fQnLsvAc1GM4/S9ERAQdLGwDhzgaHnX+PuE6p/HItTQDVxWToTO7CS/p1Moxi58Fl0JVLuZKVuS0JgPnHTsAz58H3NCX2vTZA8nHaVpvtpHHQJcskmTUci1rk7SmanZf1hj2n12Aj25xGIhyGNQKWWBOXo/nzgLe+O/4SAzJqs+pOFJn59O2Eq/I5YstfCUlzWa3SSkYZeqp07/+3+FnLgtXq0Mr8wkZ4omhEfh2NhXkAEJrlRSWZt4UemIqg6qRWUXOCkOV16KpzlSydIvb6pcvUrC8e3fyLslEaX5YG2vo9dLpIkcuT0Gd+4Nr0OaJmivAFQelgOusUtRJRTZke3lwtQemN0R/iQvXke37dpZ7m2x7OKeyGPjwn2Q5XvQ6MP1/gQf2M7etWw7TuhnzOs6yz8dyCZvOsOKEeHvJXbbVNAXZtjSYXnfZlraEWNpCjn1NWqPIyYln2q+At6+0fiOuV/2qdJMmW7JbMmZ/+uAG4IUfi33zAuUx99blZS0EruO1tMEjZwvUUjl4/FhaK4l59ofA169G983XOVvJLUag5VBzvm8PHhR+N+uO+La5vpNwGfxP7hQfijHcRcSQkNIj56zqmqciZ49B3C9TC3WO4ltr5pPiaSt3TetF4ZcUQt2MvwNvXJ68TVwYYPb7PIxQcbg8ctn2W4qMbXjNh0eOCHOLZTVePke+nkntLymnOaYt1SDl+LZ8Jnm1G9eGx5X3LuvRdrQpVY5c8PuGNdTn5FIAfL5JY5bRT637z+OTcsgE0sjAcgEbu5tqKX+WkRVMXVxTZYYmJskiSffO1c+SjEBxHjnGfsZy9ft8jI2rv0iuRyCfSzZ2vHB+bqV88glUHMkVWdAF8IpcvtgTdJJHrqWZFqxNGlxlp2+uo+3fEu7g5vXA549SPHH2mK7J1WFV4detscrLiUEqHkXFwH/Ghvte+g4Jd7ywLk/yLNBw6A0jhaYXLyAli5PlP/kPcNsoWiwzX2QxFB7QVs4BlgXx7DKMIZuUvJzKo9+9W/hZvlY4vn8uKzCfKydw84DG5b95jZds+GouISa4J0nhK9ITJ3MgZftyWZ34nFQxrUkEpM8vcYXHfHgzLfLqIqs0pFTk4iaFbBhMcI2+ybHWlW4hD8Y7f43u2yWU8jPXFo+cLeQ015lCsex761cAt440K94l5YMwqz4398P3o7GG7sGrwZpPSX2A2/T6ZVRinI0gL15ARhuGr0WcwKNjzi0N335ClXNdOO9PSo+cayy0BYM0XiE70oDngSTvxZovhWctuP6rxJIj5ZZnW2uzz8z4e0JelcNIpxKEMafyIb1vCTlyLY5r7bq/cXOjSxHMzlUplJ1MY1gR8PXLaP5ZOYeiA17+aVRBXfV5mNfuCpezeeWSsIpxHC5PiNHGhD6a1uqf3a+4t9x/eb6LCNWt8MjNfzqMqHlUrF+YVeSCvtBYm9tg/O5fWl+tVF7HVXOA20eFlSABy3PO3iBXmkkeOXLO/sB9mq9xhrxjcn6+qjich+08Re4bdvQSEBpz+24PNK6h38p8ds4PB9yeNZv134SvP7sv/neuPiq9khFE9E/svmKWvsrUm/JYTkUuj/5y69YUlhzZR9CG7HOpgOrB9PKTO3MrxTw+dNGlErwily+20CIHkvrVZgz+jH/QgrWfPxS/P1n8obneUjhAg8VzZ5nKjStMzWWFarEGtKyAk8ZDGGPh0y1mHpT9EPKDz4rcC+fR/7Lu9F8KQEuCddUWv0H/Ob9OLgaaFllhigfg+/YOP6tZSILhghdCwe3ln4nCHNZv08KCVpFDkeNJgkM4+VqxdbgqCKPKqciJiX/tgnB/LsubtMi/9hsSStZ8Gd4PIPc58uKyRcXh+fGEoYqo/718senl5AHQEOiCdr9yafyx+HdZj5foT/xsyclK9rfpfxOJ43wfYia/hVPNxZHZwPC6WEya9+26PnfvDsx7yrSYStIoKral0s6JkmPLgueA1XPD6rGAe8K1P1v8BuXjZr/n/JJgXOG1jnIJZE11YciunbdlV3nkc5fr/tnCar7P1X/GklCeXZ4iR5hm2hw5l0fGHnPTKHJ27q9dKCfrxciEXg4Zyu3K0SnrYb7PNITPIkDPcuyzlBIDR3UAACAASURBVKSYO4QTo9S4Y7tsaKW81i7FMEGRk/trWBPejycnRLfNRkQEv3n/eloU3aX0fGPluc28iXLMAQrrte8xzy9AOo9cEtJrzzRbAj2QbIRyGbucRSUsj5j8LR/T9my2tSgT5+8CdK3e/d+wanJjTZjXLTkhWPOw/xj6b3iF88C+N831ZNx1fe/KMWX4s0RFLhhXXB5EO83io1so79wuDhdZ99XKs3dG6awFtjkFGH44jcmvXGIqJqUij54NvWnQLaGyIudA26jFa2zKz5yKVEKEUlbmjVEEm+usQlcF9MgB7jV1baOiKgK6DQq/z1WBNGvE7cBlcgqIV+Tyxe7Y3EnnPg5c3xu4a2wofHDp86QSq1Kxaa6jxHb7eLbFONNAi0t/+Xz4mQyHYrLChW0xSeNVEBYZOYBGHlr7erAiZyk2Q4JkaBmyxtYnPj+u6ii9dmnDUg1FLngYpSfxjctJMHzo4OTzT/sg2xa9OI/cknfC8szcV9iqXtGX/rekVOSUomqbHN7oKs8/RxgNGmvIij/lFFMYaKoF3r8OePJU9+F4clNFZDUEgLWB1bC0CpjzACXAy3XxOGRMhg/y+SRZwe3qfVKo5r7/wP7hZ3LSmfrz8Du21sZZux/Yj4oKMSycsDK9+otQAIirSjvnQepDNsveJ+XJtYA58/pllEMgaa4jj3T2veh7dlEMIJ0iF/neCkviCqm5cmrf+XP43hZIeIyyFbnHReVWW7Bf8XF++Qe876Z1wOu/Ax4ThSZy5g1bIYVyDHEJbnZopTR6xMHjtu1Jskt5v3g+8K8tSWgzjq2iQqid95RpiLZtlS08wmyHoYRa10GOL2xEM47nqFpp9MmEUE3XuMn7W78cuK4X8Pjx9F6OUdk+YV3Hly6kRdFZCVv6LhWR0S3JRpOy7rRupySbt12WziOXhMsLXbcCuHMMlXW3tzN+y8Yq8Vt+Ll3G2SRPX6aBPI1ZD3mBcuSkN2f5TFrXjQ0QTbVh4RPJlofT/xOD9It8lOUPbwmN1HauKmBGJxmKHOfnBtfDGCebzG1cZMdFlyJnKWS1QfrHGkuByBpmrHFt5j+D/TiMig2rSe4p7Ub7t6+nrGzdYBmYkpBjIh+3ZhGw5G163dJEz9CdO0V/48w5FgbWhjXmEhOusHI7suTTe83vkyhEXmc2r14YP+Qz+MENOaJQXIboroPDZOBJxB6guQO8+7/hZ401FBpkTygADUYNa8jtu2quKVxmGsJBw96/0YZ64N696DV7ulyVmuJixeVDr7W7XK2ctJMUuSZL0IizCHbfgv4vFlWbsiEbgbKQFY7EoJA2lE0qAM11oWe03w4kRKadXNI+yC1N5E3lCmmsyMnB4vHjrN8E14bvMVvfeNB0KXINa0XeoHWfXBY/AwVAk0fLWBy5FngpWJz9yLujP2sSihwrNRz+UVodKqJyouLraxeaSQtfG0ORayQBUMLXKlI4IGhzpj6dhY9DUEsqycspF0m28zqZuDwlrr41/0lga6FwNK2n/StletaYZXZSuCPvRj6bripsadfwyd7ToM/YeZr2PuV9sAWihlUAthDHqI8qv6woM9N+Re3f4/8ltxcw+03DatNgALgVOVe4X8ZhZXV65KwxLI0lnK+nbYjIChJBGz68mf7XLAyLCCW1ReI04oniUxV9wsJNrip+2VCvBuDJScDoH4TfORdSzrWOnNUGeQzeThot+ZqwIjX/Kccxm8m4EBdayd7gx46h13tf4e67g/eie7J8ZnRtseY6qhjcY6jbK75mHtBvNFLR3ED9SoaOLXiBjimNPE6PXPCZnGMaa6h9rpBZvqar5pAB9Ii7RCXkevdv7Plr/fLoNnE01pjPun2dXcVZ2BgJAGXV7jYk8fy59P9Snfw89BjulkMyjVSYSspaSR4520PlLDhjhVbGzTkuz5BuCYvi2POz1jROlvciY5Frvjeu/zfR7+OQ8y4fV4YHZxrNXF+Azq+8Z0zIPl/femDKhLBGAuDOkftCFgKqM2UDe3vd4vYy5+KVS8LXDWuB18Rckl1+iJ9LTXPHgF3Ig79uCeX5b76Pe9/NllGyi+E9cvnCN3z0mfSfBw3pkWmqpbAoRnbkR46gvBOArF3Gvh2Dc6YREQHenggAehia68l6nT1unCInfh8b8iTCk5IUOXsgzAQTnR12MHhPxyGC7udK+gVo3bO05WOlwNNcR55RAKgOPB62EBVH2ge5YS2tofTab+g9W/HTJBXzPc5OEI7cifpVdO0fOSKsbmkr3LkUuYogL62xxhxoF70avnZZgrM5ckVhW9cIjxwLB3LSyVqWxYTSsMpdTt1Z2CT4TOZUxoUnrVsatVZmBZy6ZOX/yUn0n71KRSVRj3ncAtdxbXatubNuGSWjz/h7/O+ftyobusJSJa7cyFzWTJ6QbY/cLUPFPixFTWdMr1RLk9U3V5repSVvR3Mg/zMm2pbXfkvWd1d5eAmHywJuY1i+HjkpdLss8I01QK+twvcuj5yt+PD5Z5cdcORXymerbrnlcVO5FbnmhvjCSHeMNitc8vPpCgutW04WchlG7hoPM43A7HsDD4mj4EM2/FFc62zBm+AacwVmILz+rORzZUPjfCxvYUuT2c95v9JQ5FLkem8D9E4o598cGFXs8f2FHwH/3iF5bVg5533zPkXe3C8WHP70nuhvnApwE81TskJiw1oqzCS99a6wwUgV3XrrXuvwc8lto6LtsNvEvH6Z+Z0djibzr7laKRc3A8L8r9aGpyU9Dz23BFbMorGmfnU4rk05mZRcmbvb0kjX8KGDHDuyjDxpQiv5XtqyT91yMhLPuIre6xYz5Jrn5/nPADf0Bx45nPp3Re94Y5HMiV6fjyInrp0qAT64kUJCmZamqFFoyTuUJy6PycjxbOnb5nd37kxjCbev5ita2oipXwWsnC32ZcmQkeUJYhS5D2+mQnu8jZxLZ/07zOsEwnHikSPC7WsXAYN2A0aeQJ8te5f6xfSrosvDsNySbwrABoJX5PKFH2q2PrU0kVAoyxo3rTMHchk++XUgRLdkogNepgFYZylyjx4ZtYg745abgc8fNl31PNhl10tTJBxIzwILNjJ0BTCLnRgPoXXsyATTQJYSW2DqtxPQexQw4uigvZnQ88EDDE+mrBxOPt6MtU7C8MiJ68rhh1xwxAUr5UD6SWiZtSgoK/K28lFUAkx8kyY+/o49cizE2Gv1ASQYPznR9GAusdaqc4VWMv3HhOGO9d+auRRy0nN6KGrD/zzAsRBaWhVaCrNl5sV+5P7WzI+WUwfcwvTrv6X4/RUihl++Zpa+S/vkydNuc3NdcjGYT++lyfZVzvVQUeNJ2sp5fG1cYZCsDM66PY/iBi5FTiTnP3FS+PXde5DAndYjx4q8q5LajKtoQmdamk1lJtNkPvf1q0yvhyvcKo4HD4yGmErWrzAVngWOfFmnIucok5/N27QUuW9mms9A41ozpClrlJHrMzaYzzb3c9uTlK1YVwT8c3C4fd2KMDeW25irwl+mHnjlYvMzl+JeuyQ0KKkiWvPs/euQ7TuuKm925AdA5/TUJLpHduga4PaaZcNrg/8yDzAbWhmMveVWDqDcRubIyeIP/IxJQ5HL0FI92FQqXJRURvsOh266lMOWDLVFfrfcYYRY9BrQbYD5mcsI1bCaIgzknNa8LlopL67okjSaNteby2JE+l9xeEybum9DmWDOg+HnK6x8uzpLkWPj9FbHAvtfTa/77xh+X1RMc1JaYdhWquOeh+1OBSr70zx2z3hSpJOqW2caoykqTNYjxwYu65hr5ofRBPYyOLYc1rSe8qaZlibgX8PFsYKxdvrfqA9x4TD2yMXRbQCw+6/JYBo3F0VykKVHrphCuiWu/siym1T4svsXxUNkrhnD5wKYufIAMPs/5vuWptB5AVCIqjRmuMa05noydN4znt7bBj3bW9lc5zYQF5UBh95Or1+5hOSHqZeGaQDfzKRaFsymnCOnlDpMKfWZUmquUurXju+VUuqa4PsPlVJjC3HcTiGryHFIYyNVmpQ01dIinIxrUGmuiw5kzfXxA5C9f5upl5jFHAB6eKdfZQpan/wbeP2/xL6CCfLu3Wn9o69YIY1R5HKtE5NpMCcYpqI3DWCsvDxzRmgJ4tDK7P8c6+u4sEMrmVyT+/7XAKO/L34r7snMf5KA6wpPMQoXICx2YlvRzvgEGDyeFL2WJuDxE4Cvg7XY7JL22ZyyoP2yDwFRISLJI5d27UBXX+L77bLal1aF5yi9zq7Qyjj4/srJqHYxFadZ8TGF6xSXmUIGw3kKdpl96ZHL1X+m/TqcyBvXxodSHni9+/PsMflcHYunSu+pDLtOwuUN5v3YAhlXi7XXCxznEPy/+YCWjgDcfebdv5rvdcZUOmxrbsMasyhCoVg6ndYWe0aEAC56DageYj7HzXXUB5cIS7EUVLIejYZwe6ZpHfD8OeYyCo1ryZuwfzBOupYQaFpnem24v9kFA7KKpzI9Gq9fRpZ5iRyHXcy6IzqerJkfHY8MJUSRkeKln4R9Z6qjQErtomhxFRnmz892cz1Zr5e9L7yPQsGwc8aWzwS6B97eTCMpzFzxVirLDF+3mq/D93Js5XuXHRvXUZlwm77bRcf6I+8FjgqKE+15OSkZX71oGm543ObjTBcGoveupkqYX70YfhZXNXSHH5rvMw0kFzwm8ka/csyLLuUle00t4VuGxtWtMPPHskVQeF1Th2i3/CPgie9RGPkdQSjpUyJP2v6NPG8glHNGnwEMPQAYcwHwHWtsK6lIH9Vie0Hjxu3tTqN5Jy0tTSTnuLCXUpDzn9bANBmuF1zLhS+Zv8l+v86Uh76YbJ5DUTFVHLfve0Xv0HvJ9B4Zvi7vRakoOuPub2//GbhK3Cu51iudZPQ3rvGaozOWzYh+Jz1y5b2i30tsI0jWcRBgzx9vXG4u98B99+0/hikIfB1ZrpOKIxA1TjWvD++T/bk0IHEf5r731CTTWLaphlYqpYoBXA/gcADbA5iolNre2uxwACODv3MB3NjW43YaPMiWBh65TFP4MHMe2LIZZkwxT+hSiGpeH+00rpwIZugB4evXfhv9ftXnwLwp5mfNdeYkrlS4TED2mNbgZK9TYxc7yRUO1NLktrBU9CYBia+fXBw9G1oZ/G+soXjmOD69D3joUHq9dgHwwAEkBDL88Jd1B3YTA0b3oTQp/GRtGBpSNTBUygFT6Pvwn+ExbOxlFXiCuHUr83MeoItKaWKe+2j4XUsTXc9pQUl4FrzqhTLvEn6yx0woT2xX4ovDdT95cnNZ7aHcIR+u0EpG5lHI/dv9pLGGlNX+O8VbLG1ho6Sbuc8mhyInraZ2GxvXxieV99sBOORf5mdSWGxaRwJm1qIpPXJCCeb7u/3p0WPseE742rk2laJz+uCG6G9XzaEwF6bHcHN/AAnY0gPm8uLa/eirl8xyzS1NUUPJkrfC8Y4ZdRJwzpfh+xFHRY/l4pkzyMNoCwAA5aH02SYsSsPHf3JiaK0F3JbUlibgsweBKd8LP2usjS5Y21hDz9nYnwJbH0f3dNEbZuh70zpTMWuqJaGDjTL8LGcjFCxhauWnZlTAF5MpgsKm7+jwHnKJfRu5biRg5Qc6ip24qF0E9BwBHCEiKlyRHs31VHn4rrHhM5ZppDnuvn3D/NBMA/XZbz6gcCaAogBe+HHYl+IqDH72oJlrKHOPmixLuxT+ewdhg923ALadaD6bRaXAthOAbU6m/Ku9/juMouC8LADGPAeY8yVHzyycGn4Wt85Ur5Hm893SSErSF6IAkmsecRnS+DrZ0SjScGF7JTNN5InlOctVvfeD66nQTDYX3fLqrJ1vvl8cMwdX9CKF7cDrgJ7Dze9KKtN7NaQBbc2X5oLrQGgQqOiTW5GT/f6xY0xFAaDw+W9mml7lxW+ZBp1I9FE9RW+s/DRobyCbjf0Z0GfboN6BMLAttSJmVDGtT2ZT3ssMrRxzIXCMMNpmGml5AsA9Jr5jjQuz/m0exyV/yZBnJi50s2m9MAzUxxs6mZlibuLIpM32AHYKUgfs1AVZRZbbm2kkufb1y6hdNcKQqFuihaAa11J+8JhgQfqvp0UrkPN2QBg6z8YPli/s69uwmmpXdDGFrhAeud0BzNVaz9NaNwK4D8Cx1jbHArhTE28B6KWUcsRcbeBoHebYsPCfaQjXQTsyqNSzxIopzipyQohqWhcNQcjUu0MhAKD/zu7Pk7Dj43VLVDhoaTTDI+0qUC2NwIc5QvEAYPcgtGfdUveC02Xd6SF3Teb8sPH/ZdOB+4KkVGmpYp6cSJbvhrVk5V74MgnTXP6YJ+yDbzGtzrv9EjjiP9SWbgODdvUwlSVXTghPEvLarf3SbFOuXCX2yDHdBtK1YGEBoMn4lUtNATIpTIUtZRW9o9+lDedzKnJW2JikpdFdyjfJI9fXsus01tAk6rLAfvM+MGj3+LBR24LNwpwsdmLvV66NBEQrg8lnTiqdpd2BEdZv5fdN6yhkMWvtFGsR8qQi78PAXU2DDGAZdxxrUylF1fByeW94X903Nz9bMz+6zXIrZNXOvWTBRbbFUOTWk8C+2Xhzu9FnAD2GhQVNBozJ7dUESBBZ+k688t5rpGlsmXxCdK1JI9dT5Bi9dYW5BqIzR25tKFgVldJz+sRJoVAM0L2W0RJN68LcVT6WDEVzFZBKg26h8uQS29tjK2jymZPHtZ9tORbWr6JxY7tJwAHXIpZMQ1ikhNMHMo2Uv7LotXCMaK4nYathNT2/QNSj31wfHf8zjWYFzZYmqshctRmdZ/N6M6yKhc/9/4HsfR5zIY3RUpHrL6rzMfysuYQ012esDEnlTVbclPTc0lyCptlhlLUjd4AYj1yKJQRsRa6liTyxLCS7jHxxSwUxHK7IxjFm3z+b75M8NMUV6UMrZT6ZK9x6VBBK3mNYbkWOlb44bhlGebsfBYa5libTmAyQIVwqk8115lzH88T236f2NK1PPte4ZUzs0MqiEnNeaWkUuf2OMGL7Pto5bi7lz4VMjWBqF1Nu95wH6H3dNzQfjDgSGOrKORSMuyScWysHALsEBdXswld2/ndLs2m4r/k6rHEAkHxqRyE0rQPKe5NhHohWFGX4/hxtGc1WfRYYcK2xdMlbwG0jW7eWcSdSCEVuCACpLn8dfJbvNhs+zetDaz4PZhzmw6GDQGiBHHcxfVYvCiswjbXAaivOu2kdCRpbW9UOh+xL1XfaikvBWv6RuSRAdnAPHrb61eFgUloVX755lwvp/9zH3d+rItMjJ1k1h5QYu33dBgIjTzI/qxFeotpFplVpr6BKE4ckDtjFLELTY1j4+qj7SfAcso8Z5tBcT4PG5JPCffPAKT2hdthfptEU2gftBhz1QPi+qDTc3+gzgC2PoP2uEuGJmXrKV5Kle5OoW07JwMXl0ck3TrHc+/fA4L3D9677aU9OR4hk/kwjCYG7XAQME6E+SR65qoHm+5cuAu7d051b1dJMYVJSkfueGFRdS3HI82iuy11i3C4SIPNSZfvLqqPKhexPtYus6o6BUGsokqJP9B0d9YBLgWvqz2lcWPSG2K9y5+UAwNbHm++LSkjhOVgoILY1tLjMLEENRJV+W8CxQ2Oa1pOQbiuNrCiwcj1wN2CMlauR3UfQX2ShlfqYsPLeI8MIiDgMA0xwPo1rokKEK++yuT4UQFiRsw0JtkeusTZaEMYI+WulIgdECyHs88fk76XCJtfdsoVAO4+LDUB2P5K4vCv130YFq0w9KWBA6JGLFO6qD6t4Mg2rzCIGmSZg0TRg6IF0T9YtAR4+NPyex9DS6vB54+shlf1jHN5OzlmS87AWxhc7BJqfTTusCwAuXAN8R4Qk99wyDFUDgIcPif7GFeHgMmZlGoD7vhP9XLLeVuQs5c+lRNgLzseFMn7PCqkcc374TAPJilxJhbuAlgvp6bEN2Ke+Swrk2fNo/uAKz1zAy6Y6T3Ey0xQNb1z8pvneXteXx8DSbjTfNq1LXiIgrqhTeU/rGdamMba5IQwHfOYH0efIzlnjha8Bujd22kfctmnazE6JolJgv6ui20t2/1V4TSv7hXOlPQbbed3v/Al4UBg4bSN5/cqo97C5jsYH7hfrYmog8LFcxu4nTiLvsoQ9gblScjYwCqHIuWYs2x2QZhvaUKlzlVLTlVLTly/Po3RuRyAfWu4YzXUkUFcOCAugMPtdRRMOT3pyAln9edRiyp11i/2AH4tzP+ZhoMwahIFoyJqLk18JX7usjrb1vTmYbNmVLSefotKwzQdbE3I21DQ4xv5CSN8vmKjjFLk189wVppQC9vxdWGK7pTn01HHbuJ1nzDZLv5dWA723NoUt+XB2HwIcdjvdMzmo1q0AbhxAYU9sUc40ALMdlckA8vJV9KaJVApOYy8GthEhXcVlYSz60ANp0s80WsUBUk6AAHkf1y0F7tie7pnd9wbvFb6Wk9z4/wImvgZMCgZol0fOFt5kae6mdTS5VfY1w92aask75aqAZfdTDkH50JFkDZDQwKFW+/wpvP9ANGSUr5ksdpIrR872GsqwDanElnWPWoKlgP/tJ6YSlPVOSA9JEYV1DNwVGHZgVMGWY0LNV1RN8r69w2Ius+9yK/al1ZQQ72qbFHbskJTW0NJkjn1v/I76QTdLQedrtf3p1L/4eTzk1ug+2QIvvR1xbe0xPNq/bd7+Y1So+vAWesak8h1XRbRv0MeLS2k/dkhz0zpznbyG1TSu7/pzEswyjWY4aq5c4jgG7BJV1GzhVSq19avNMH6J3YYhe5vveTwstYxAo8S41dwQXSNz1h1miDhAY9BHN5OxjCsU2yFUzXVRY51t+W6qpXG39yigpBz47AHzmckqclWhUYSvB59Hj+Gm0Y7hAg4ub1XtomgV6aRF1st7mJ7S7psnF5+KY77DS/fShaTMAmGlT1uwtAVXe24vKjHXmQUowkASF1pnG96KK8LnA8ityKUNrUyqFDpoV3oWe25J7/mebXeq2zNUmUIWkmQaoiGDkRw4q4o4vy7vFRi117mjUw66iUIL48Jwuw0w5RLdYj7zmXrzXs2yFli3z1V6cHNdh347Jn9vOxeYA67Nvb5mWY9wm279w9cRRc7K3//sfqsNliLakonmgrMix+M0y15nfRHKG1WDwogQlyK39N2oAZzDnzdBRe5rGIsKYXMAdoZmmm0AAFrrm7XWu2qtd+3fv38BmldApNDLg9nCV6iTdetvDnBHByEYZd1Da5MhBIryrAznUJT1NK17JRU0qdlIYZ2xJ91ujmsof7fSakemwSyLzspMzxE0OXBlK9u6V1JJ3/O5bisS53c+L2xbpgH46DZE4BBDXlwUCDxNFRSTDtCAJa01tYspuX7gOKCvVXr61HdDLyATZ82T28x0pG82N5hJ4ZLv/AUYdigJFbI4iS1EyXu/5eEUhrP+G9NCbYfBxTHuYtND27DaDOsBzNyuMxyeWBa6XYqc7ZGrElY8LoJQ2c/sA421lJtgr+EEAANjahvFVRLtOSJU0Mp7mPcn4pGrp5AlLs6hW6LGCRtb0atZaJaf3+5Umgy6DaA+e+S9wI5nUx7DoF3D7dZ+aRaV4Sp3Mu9CFZNAwKFevP2AXYBT34kKlSzc5FLAug0ANtsd6LNd+BkrhSNPDJ8Zez8uY06uKp2ZpqgCzW2Q0QMsUKsiahuzox0aiDCMS07yMi9CUj0kOuHarPgIuK4n8PHt4bPHY9uZnwLjrIIfWx1jvu+3A/0vKqPxfNVnwLBDwnw1adCqHhyMQ5oEzdLq6PPuWjYhFwfdSM+tbbQrthQEKSi/fBEV5UjDrr8Iw/8BClkFzHmrvKcZDlvzVbpQv3lTSCkbfUZ8afVMQ1TZsRUSHgO7b04KhN3v6oRHjr1QrOTzmBYX1pr1qEijQKCsuQo7xT0XxwV5b7JPFpVEz80V3rntJPO9K3dJhmCyUrzjOcDww+jZBqIeOWkEHHogPbMvWMub2F67OEXD9lQVl5peYVf1Ufnb1hY7SWKHM0kJ2eEs4Mh7gNPfN793CepJZBqC4ysa7wEzMqO4jML1ZFj++mU0F3UbQH2teb07f6y0yl0dGCADuL38ABsDOVLGVuxs7PlLLqRemUNm7ufokxJXKOfQA4LnsSz6naSkIjSWSI+cLIoGxEdeHHYH/bcVv6baqNGhiRW54Bnk8OyqzcLxcsJr4bzuiuhwhcWuCorGVA2KfrcBUwhF7l0AI5VSWyqlygBMADDZ2mYygO8H1SvHA1ijtU65sNcGRG+xaDBPfu9fQ5bZyv5mDgILODLco6gkFNxsBQoIJ7XyXqZgXlwRtYbseDZN/JKqzUxrKhAVCopKgGMfpxLCQDSfz7am8UN38D+DpNNg8LfbU1RCAlx2shSeDN62uIwEuOfOCr/bz7KQS0sqDwT8e9tjtWYeeXd6CiG8/xhg5/NDxU4OPnGKXK4FgDMN7lCVYx8Pj5FpMC3QEc9LMLiMOJqsZsVlADRNBsVl5LFJS/WQqGJvXxsZMlBSCex1helF5fsjczS0Ji/GVy+ZVk9baQdIqNjzcuqHQDQcgjn0tnCbtHQbEAoDZT3Me2gLds31wLOWomAXg7CxJ4WarylcZZ8/kTX1iLuAC1aE93zbCcAhtwAjj6ey25PeJgF+7VfAJ8JaqluAt/8EzH86/EwVmaF77EU45BYKQYvLo7CxC6WwgUZeG+5jSpHgA5gekDhruW3ttHGtQQSQR+5Y4ZnJ5TWz0doseV4bo8jl4+14zir2UlxG92o/kc922B3AsY+Fyi4Qhh3Kca24PMzz4Ou439/JWs7FjroNoLbFFalKy0E3kcGrtJIWrrYZEkQiVPQxnwFXxbk4SirpuWU4XE4qPmfNMz10dgGtXIKiXWxH0lwfffZYeOa8So5QqN7cHJdZ0eZS56Xdoh65XMr+cUH+Ez8z854MhUaXImd7DhgeO+15fBaObgAAIABJREFUwxZ0T3yO8rQlY38arRYa5yU59jEyUgI0T5z4NHDMQ3RcFrgPv5POn8fxvf9A40pTbdQwyPl9XFiDw67H/87czlVgq++2wCUtwMXNyWOWa4xpyQB37OAIq42pB+CiejDwgw+BATvT2DfAWqfSntu3PCJ5f+yRG7J3GFrMRq/zllLOnSvXrGoQPS+l3eI9cqXV8RWlWb6RyjI/f8cE90e3mM+kbZiwUwekMbbM8rpKtjwc6DUi/nuAjOP2WFsReKdyKXJA2A8r+0eNy7ng3Frb2z/jqqg8tepTM7SSKamgtA/AjERyGXcyDe7IibLu0f1u4LRZkdNaNwO4EMCzAGYDeEBrPUspdZ5SKnDF4CkA8wDMBXALgJjEiS6E1NhrvqLBRSlSIg65NUyUNhS50vABtz1yqij0UFT0Mq2wRSXRh2Lv30dzHia8RgmgElsIr+wHdOsXTpy2Vc5WCNhqVlplDlq2IqeUabmVkwE/RPY5jD4T2Mma+LsLRW6PoMBD3BptXMlvc7E46/ffBw4SFmU56djx0IxtgbRZNcdtneU1dIrLSZGRC8PaceB8Duyyl4NlRR8Kp01LURki0cquKmXZ70qBPS8zrzULP2u+oHLUK+fQAMoV3aSnqbgUuCRjCmndtwAq+5BCUt4ranUDgOOfJIVC3oPSasotOWWau63jLqH+wgN3WQ/z2stQ1JJuJBxGJs0chV5YeDww6D/NdWRl3uPXwM4/iv8dQBPFZrvTOc97wly8Gi1RK58qIsGG+xgXO+Fk9j7bJB+PsYU/FlxcihwQHk96Jyv7Jyfnj7vE/XlTLXl+bOzxJ1cem82ch8wqgXFeyKpBUYv7FvuFa1lJ7GU3jpsS3abnVtTHRp8RfsYKirF+Xn0otLPCufm+dA3ZctttYBCOmaDIyXtkG9/GXUph4bLfuQSmE5+lcPuy7maRiFylwSUlFaaAIo1mJz5DnqbKPm5BfvQPgO/+X3JRpxFHU8i6zf7XUAh6poEUJhmSy+FqewT5x1yxkj1yzKnvBssHBKXcS6tCIyMbELKKVYxHbqujSGliwfdzITCyYiSLG8Xl2sZ5/mwBuKwHsONZwM7CQ1/eM1pA6aAb6doecF34WY9hwNbHuiMniivC96NOJg8c59GWVMYL0DxGc5954bzwWK7zs1EqeZ7httkeufpVZAh53hpb46oh2pWC02DLPcc7nntJc1CRsrx32N9rFlIIadXAMD/ThqNTkkIrS6vMOWn4YeTdB8K5UM6J/Jr7e0TpsN7bHjkee468L3ztCh8+4NrcRdBqvooWJ+NwzSTF7MRg2RV+ZqRHDkhnsOQ5zl7OgM+JjRoA9anSblH5VilKObhoXdTQsu9fQmMOw8/R+MvC9k5oRTRFJ1OQdeS01k9prUdprbfSWl8ZfHaT1vqm4LXWWl8QfL+j1np68h67ABV9gO8Gixo21oSCwEHXm6FEUpErqQwfsNWf04A68Q1K6C2uMEMr5YOoVLRTlvUIYsiFhaWse1SotQdlViSkwNJ7G2CL/em1vY4dD1T2fnJZZ1QRTUyySp9UTsf+lMoX21bUHkEEbtWgcH23OI8cexLiPG02cVayomLgovVhPoINC5t7Wp4e9nbKezNwHE2MHAKTPYaVvySv39EP5Y4/lxSXRS3bI452h9oCbmsU389Zd5Dw9P41VGSDsa+1KgrPs6KPeS9Lq6Jx7QAwwmEVPedLYLdfhPc58hu7SmRvssZutmd024peJGyzUmSvaRTHmvl0nzYXBQVsRSkXLgG6JRO18HFZ+tJAWNj3z3QNOA9lhx+mmzhKKs0+wvdPCo/y2K4Y/8p+pIS4BLWi0mhhEg4hcxUIAeJz5Fzw+CjHK84DYo9AzUK3562ohAoZ7SXWzTrqwdyedCC6RAIQhtvI68keTrlPea3YI9djuCngdRtAAg4vQwCYgtB+fzf71qA9osYlOywcoHlBUtqNDHCl1aYnw+Utj6O4whx3pMV6+KHAVkfTa1VEuX+Sff8M7HqpaQjoaVn3K2PG4bE/oblJt9A4MfSA0ONfu4jGExams9d5qBm1UlJhKpElleG5ZCvlBfcwySsoC3bJa8H3VD43cUu4SIPFUQ9Q6C7gWBqlIhQsmfJeFKUwSazrNXAcXVuZi/yD4Jnb/Lv0XxakkcVdSsqtcaFb7rnZfk5tD7AdypsPrnXkpGAuQ/fqV4VjN3Pmp6T85ou91EmuqrFzHiDlt7JfeD1rF4fjRUlF1BgLANVBXnhJ0I/qHV7FkkrLUNsbGP9bipji6uOyL/P4UN6DKtaeICI6AOpXn94HfPspKWJ2pdOGNfQsbntKeK1Peo4icI6fEs5zVYOBkSckV/is+dpRFCl4rmUU0GZ7mNuwgYiNrjJHDqDlGpI4ZVryUksAsM+VZnRPXKQUe0xtdv8lGXMkmUaaW/a+giJtzp7nDonewCmIIrdJcdp0mpyVCic+wJ2LBoTJugB1bLZoNdbQRDp4T9qmpFyEVvaMDkQDdgkVRyDs9GcI939Zj2jHVspUCisdbvIj/gOc/BJ9xsrRzoFQxx45W+FKo3jscoFZAUtadEZ9jx42+zxZOZJhLXEeOSYfYSaO0kr3wC0Zsi/wA1HMg5V0OQBVDSJBnQd8hj0FWetWMNBvdyqFd8QJpeMvAyZY6/kUlURj2XttDUx8ncKl+N4lhaPxoJyddJWZ6JxpiCoDfP8inpiq+LA4G25TnCfBtqxWDaLzneDw4KmSMNx39A/cQrtETialVWa/KYQiV/t1ND+PS9+ztbW41LSAK0X3XxoZXEWMtjmFhD8Ow2KBWt5jqQS7ckYq+wUls2PWXLMtrmwYcOXzAuGYNz7wnCdZ649/goTes7+gsKeqzWi/g3YL13rMNMYnmZdVk1d54pvkwerWL96TLsuluzxErETLZ46PKz9ryYRC7+q59LxX9DHH2Mr+5j3Y+/em8S7TYI6/Fb2B3X4Vvo87h8F7kndg+KHm52XdTcHYVQRrv7+HYd8SW1BKKozw3f81z4uVdjkG993O/I397Er4PGu/JmV43z8F7xfRtbfngVzl5ku6Aecto5D/AUEObkUvssTv/qv435VWi+VVxBzDOY0VUpGLKZok27bN90Kvuv3c8jnJuZYrFm62B837vbYO+5ycU7kP9d2OoiGkUYyvJY8jhrE4jSJnG0+HJ2+fD8VBaOXCqWG0guyvjwuFlJfAYAaMTR+hIJn4BjBwF1ovMF+qB5vPIK+LZz+XrLxzga/SIBrEFf1RVGIZjRUpU+ctDsdMNoL0Hhkq+qoIOOq+aHTO+mW05NId2wXFgbQ5TjWsCvske6m7D6UInBFHUojuhNdJxqkaCJwjQm5tg83qudExmMcJOX5MtCp82mNLj2HmNZBVT1303ym3ItdjuHlf4ipV5gtfuwFjTHm9C+EVuXwZOA4YF+RWyAIJlQPc28uiFDpjTuqyFGxxRWgpdAlhSgG7XmK+B6yiKOVuQeisueF6bC5FjsMFisrCHISh+9OgxVbJiEdOTDo/jql+ZSMFvbhywTwpyXC6OI9c9jcFUOSAaDK4TZ9tzevG114OLtvGFEVhDxqfNw9y2fsRI9D12hoYsldUkd7jNzTw8YKY3PYffhaGlp71ORkeXKgiagMLMys/MRevba4HzvwM+LEYLIvjFLkUIXUcisxCRFwsv933+XcuJYGV5XVLqQ8nTQRl3YHTRD7R16+aylshFLml78av4ZNrkvpJLfDDORRiNulN0wK//9VUZGXAGFo2Awi/Z2H76AdJiWBcFunyXvQ864xbeLMt8bzvr6fS659Ygi0LE3v/nvJnkthsj7CKa+9RNNat/jyoTij6tvR2HXh91Fs5eHzowZLCzPjLwteDdqdxt7Kfu5+xIibvoZ2PC9DzIYXe0qoghFyMQxW9YAhzA8ZSnhJT2Y+q4zLlvYB9/xjm3sVFCQBUDMcOESvrYQrGXFzgglWhEFLey20Bt/Nqc3kt2Gtw1APhttL4wcVSGPnsnjadchBPCNagk/eqx7DwOjfXRees4ybDiZw7S7vRtd/pXHNscBkHJWXV1PeWvS/WfxRIg2waj5xkzI/dYYGyT8nrcMYnZiGq/jvReGdHfrg8fQBF0gCm0dD2Bg3ZJxoybc/lLgNYmvUfXbBH7oH9gAeCKB8Zfsg5+S3NwBePm/c01/xrM+5i8lgOdkRruHCN8VWbmfeEvVX2eM1jI8ts8hoferu5bXkv87l2eY2qBpLi+cM5ufOxeP1GIKzuLceu+tXhPR0eFIuTS8NU9CYZwtWe7zqiWCr6UtoBGybYQGOck22AD67t9t+nfFbOJWRkeLGLsu5RY7Y9p3QfaoYY11shmK0ll9GoC+AVubagisgTALgtv4AZ19vSbCly4jeGNS4PodIeJHa9lHISJD2HUxw9IHK0pJUwOF5xWViwo6IvDAEl0tnFd3HeSBtWzir7m14JaQXhczdytIJrEzexJlXRyodc1dmqB7s9kTwADT0A2G5i9HsgDJvlAZbPJZubE2NF5etuh+yNOBL46fpw4nGFePQYZvY/m+Ly0PPJZcA5dzLTQKFSUmnL5vlZ95tL9iYx4TVKzOfJIC5m3lbk4oSmI+4xleaeW5qTrz1xFJXRhMlW21Enm8U5kgRqZzuDiVSW5WbshbKBFBW/ysnYss8f6P+xj4TjgxwP+m5Hhhked1zGBJuDbyEFUVa43OGHlHclsT1yUlgZtHtyMZN8FsAuqyZvx9oFdP3iPHljzo+WzJfwszjiKBr3mOrBwEnPkyIk2e2XpgW6ohc9uzLUSPa3w243+6mropsqsnJAuwHDDgJ+1ggc9m/KEd3ycLpn+18dzdNNum6l3aL9stxS5OY8REprRa/QS1ve0y2cpC2sYyMNlrJATK+tze2kcDlwHLD/38MqxHLc7DncfM/rzjF9LE8fs8+V4etchU3iKK2i0LS7xpoLxTPyejesdR8nTvArKnGHBcZtX2KFupZWAecsiCpyNixDsPdKyhTFDmOuXTXYbo+rIvaY8ymf6FhHVc0kSioc64BZ6RprFwD/CMarlqZQ0cwVEWOz31XAKa+Yn+36C2D339Br+VwP2MU0SjLVg00Fguc7W6ngyCT2yMkKl1KRPPpBMjTJsTOfsVFySlDJ21UJur8o9tKwOlQGD/4nGQjShJ3HoRQZJbYIwnrjFM2LRIgny2CH3W4aTJnhh8TnxfMx7esU8dJXmnmrrNSdmzIaKI7WjiUbEF6RaysHXEexyFxVzKbPduHDbyfiS48cD35lPZJDlI57wlyjzaa4jHISIgS3mkNk7AkEIMsZKwyVfU3FxvUwc+XLtLDSsMf/syqliUIZbEGXgzq31ZV8DOQOrew7mkLTcpGkyO1zJbXZpcjx8ZNCGTkMgHMCeG1BnnTjJjHnICquHQ/YadfukRSXmQPjVseQRQ1wez/53G1li8MmuGCBi15bRSsvMuP/K/QY8/3nXALZT+TSFNtNNBW3XlsJq+nmwEE3hMteAGa4ysVNFMIiBVu7nHcuWGh1ec+3Pz3qcU5bklsil2CQ9NoqqhC7ivHs/w/KG9zpbFIQ5fpQ/Xc2F3QHosqm9NDxb/k+9W5FCBQjlSW5FhdzzCPuJTNsWFAbMMacjCv60vhlh8l85y9RC/SkdyisnOHqiDueYyowQLikDMOV8QyPS9Ani0spx5fvT6+tgLGOgjH5UtYjWoSDj5lV5HolK91bHp5uPGRkDvKevwMuXE3VC22FIalinhQse46w8m0swwd7iDhkksdVqYTn8nDHIUMrbY6bDGNsbaoNz3E7YTTKV0guLqMw5VxrePG2uQR/DmPnZ1A+xzoTPqMAjQu2gSbJAyHDQ7c6igqu5IPLoMR59/tfDUADr18WykL7XRVWUk0qpJOW7/6VPN4ApRrwnKSK6b7Zhs2qzcw28/nHGcZYZtv5fGDUSaTMyHDQkScEvxf9264knhYu4uaSDXb/VbiESsNqytkDaK6wQ57zhXNweV3OOMeC7Ee8jSoy55E9Lw9Tgux57KQX0reJnRPSaLFDYDSJc6KkZSPwyOVphvZEKKuOVl6UKEWx0U+dDix+3RS4pbej72hK9M41SdjJmmmR1YSA3BWF+o42hUNpqdzzciqXf8zDudegkvC2tpVZFdGD2mNYKIDIbXhQXGJZ2JlcoZVnOBapdpG0IDcLii6lkS3TSaW5hx9C1nMedFg4YmEz7tgua5Gc6FmRSFMa2MZWSve6Qizs7lBqXSFpAOVYcsL121fSBLdTjuqPkr1/b4YFAuRRsZWfQ28HbhLVYm3hkItycDVR9lyMucC05su+deq7wFt/yG0Ft+Fr4BI+ug2kHIJbhEU4rgJeEtwn7IV8JZuNpzLqnNshGftT8/22E6kC6/Y/oJwSgM7/7t3CtZEkqpjuuW4Jx43TP6BzbkteKldOG/vT6OLDh95OyzykYeAu1P4BY6wcwzwqOfa3hOshe1OOmUv4GhUUMDpuMvDVi26DWt7W3Tyt9S6hip8DVlAqepvtOOp+YKkIseZwx7RIRU6p8N7bylRcxARgjjW9tjbXkBxgeYxYyTv6QeqvXJZcGjhbM94BNL7JUL8h+4T5cb23Cdc3ZMqqgR8tpv4/+276LI2HxV6H6sRnclcMTAuPC2w8HrI3VUVc8BwJ/TIfSevoteL7porD0Pt9/0L58dLj2hpc8kv9Sno+uaCanMf7bBN6uvP1yOWi++a0dMzbV4bjzGnTgfu/G65b23ukOfdmc9hLwu+3PRV483J6z0b5/jtS/7ThOZJ/P/4ys5ZCoeClpr6YHHjk2qCMnPoO8Mol4XPQJyjWNPwQqhKbVKikuJyuX5zcupeYV235qLfl0ZfY8gMbUvb7GxUFGnexOf6c+Vn+y98wXWypARdekesoikqi67pIgfjkl4EnJ1EFnUJwyjRzMhmyN6155fLI2Ux6mybNuFAcfjhVMYAc5YglbIVzlcZlL2JzMKhKwZstme/+xb3fJEtwPnD7dv818M6fze/4YS+poHATqYQP2RfY7jQK3Yrju3+jcuc84O7xG5oM2JoaVzzGaXkWgsS2E6kS3LiL448dh33MnsNJ0Bl1EjDWsT+21NmKnPRcXLQuqM6aQtgZflj8dq5w3aqBwNnzwwlftr/7FtT2it6hUjbyRFKed/tFvOIxaFfguDzDh4DwGkiFd+xPaXHmnsOpKmdZ97BgQmuEFP5tXAEQgLzbI0+Ilox2UdE7qnwM2pWEzL470L04ZRpwf2AJVorGieb6sA2FmPTYmOXK07O9hLmQC7Qz+YbJSlRRmAMdx1ZHm8KZVObTXp/WCvUuRY7XU+M+1n0L05u6zcn0ly+9t6FlFuLG1y0PB8ZcSN69F88HRp4Uvy9+VvvvHJSxF/OP9CBJeo2Irns16iR6plsbrlZaZd6vfjuSF3bekzSO2QJpUWm0cFUufrwsOm4Xao4CgOOfovxSeW12+yUpcoP3ouf8uMnAY8cA0I6lgoqo+EW/0eG4uHvC3JUP9jO96nOaN8p7hcqUDLWs6BsaIArhkbPpO5ryvaQHmg3Kh/yLFDe5MDmPc2yUGHcJRXbYipzNIbeaxgl+FvNZHiQfqocAxUHIpW6JX8c1DYN2I+M8599xX9j1Ugrht3PiJROmAd84Qj9dyDn9tBnJyxnYy7Tw81M9OCyuJemTo5hKErmKpHUBvCLXUbiUF/mQd+sPfO/51u/fztXZ3Ar13OEsCjnjKmhJVSd5cGdFjhO4T5sRDQ+VqOLk77OKXNKCouXR6lMuob7bwHDgzLW2Tb7s+gvgs/tNxVtOzHa4SWkleaWS6DHULPNc0dsMNRz9g3CZg+Jy8tSt/DRUuE+bQQnkjTWmEFNUYlq98oEXhGXKetC+XZZGgEoTA1FrsyQfQf/Ep3NvYyM9TywQDD2Q+kC3fsAFwtq+7QSawFsr9CWRVeSENXffvwDbTgrDd7hM9OC9otXB8sH2WklUUTolLglZGXHzfagEMxsL2LCSpEzmyw5nkRXetVB8ofJdC8mwQ5LHmG0nhQtzp/bI8RiXZ990GSQ4X4et4+xB2//qsHx9azjxaWDV3Pjnp7gUOPBaev0DR76ZhJ8TDqMr607zxU7nhPvf/x/xgjJz5H3A4W3w3NhW+72uIGF+/2a6xzucRaGAn95Lyx/YVWF5nbskkgTfQjB0f/qTDDvQnDezz6t2yx6y+EUh2eFMYOrPwxSN20bR81HWI4yckTmepVVhxEGmHRQ5zveSsJLFSqd8Ztkjx0Y0e4mVuEqvO1oh4tl1UFvpJWIG702RXACFNE/7DTDzRtqv7Ju5qkLanP6+6cVjA0Z5T3Otu1x9edBu0RzXOKSBbeDY6FJXTFn36JjTliUxbEaeAHz+CC17021AGE7fhfE5ch2FSxAolLXmvKXAqW/nPv6II8J2uAb3bLuCAZctVwOCxNqBY5Mf2gtiHkyGvRetCYuRVpi+o6mceXtR3jNqMW/vhNjKvqHCfPSD0RCNgWPJ+g24y9O3Cusccyk8nKO2xf7J23UUnCPFFQBdtIcSB4The9IjV1JOi4VnCa7vMQ/nF+5nYwsT7U3PLYXCHJxDIRW5HlsAB9/kFnLyXVS8Izjp2eRwxF0uDC3GaQU3foZ4bE2Ly6jFlYa//yGtQcV9fuxFwICd89u/pOeWwPA8PaRxbHk4Gch2+wW9Ly6l/KIDbwi3GfvT3J7DomJ3cY60SOF1nz+R8UepUFAsKadlLthKLw2eRz8Uru+2ocPze3FF/MLb7UFJhVl4CAA+vYcMfCXlUY+nUuHY2NpcsnxhRS67fJC4x2wEyUZDWM9b2oJB7GVsa0XtY4K83K2PJ7nkgGuAnwTeQilHcZGytAwYY3rCuZ8n5fkDwJH3UhXb1rLl4eHyKy458MffAOcuDN8X0pPNHHkfVfnd+39oiayNAO+R6yiU41LnyjPpOSK+TL8kyWIf256kEs28llsw4KVdcJvPZ0RMTDjnPCVV2ItDVmk66fn8w13ScMC1ZO0qKkZEyWltcn0+7HAmKamDxwOL36RS9tJCPf4yCoexF80uBDKZP3abSRTa1Nr8lEIz4gjyHnXG2i8ytPKYR5KLmbRW8T7s38CXzxTe49wakvI/C0lbFW9X8Zn2priMKsUtfiO94DHyBMq9ynccc90H9n70GdW2EKP2pKw7FaKQtKWyXmuRxlO7ErCEnzm5LmRntLe1DBxLlXt3/1U076+9cRk9awLhvLwX0GwVlirrDvxoUft7MpkRRwHLpru9a2w4zRZ9E7nBMrcyF7xOnJ2Dmy9Vg2gdQdk+HmOk0tXW8ZkNHLnWB952QtuOIw1ipVVUhGwXkcttG6rO/CxcuqlQFJcCxe0U8tpJeEWuo2iNR+7sFGEc7UFpoLT0HE4lmvOxxl/cHC+McXhNayyqMjeEFca+2yPv0KQkdrmQ/gCaVGRZ/Y6obKSKSIkDqPjHuIvNyaa0Mp3C1RqOuCvddhuKEsd01gKe3B+Uii/OsXsQBtPasJDR36e/DYGkxaMLwYgjga9ezr1dEheuTo40aE+6b55fHppSrTNGdZSwu7GyzSnAm/9DRVSS0gD2vByY/3S0dH5XoaiEKvcCVERs4hvAve0UTmlTKoye1YOB2sVUDAsgmYeLm0iji6zg3d7s9gvyDNlVaSUH3wy894/Qa5WvZ3uvy6mqZFvD3oF4L6Cci9sS8QGEhuqOMtgBdF4n5xjzqzdrH6P9RoZX5DoKtp6MOhmYE7im2ysRNh+SrIzHPwl8PS0/93aS92C7SbQIqF2lLA2yDTzopClR3lpGnkgLPDMdXaK2qDj9+nyejqcqWFNw35gCPACVweZS2F2dbgl5kYXg+Cltr+rXlkqaXQWXItdexp2NkaJi4ORXgKdPp2q2cSRV6uuKpF00uxBIY8qAcaTIMRw6vfP5wL5/6rg2SUq7WSHwAI551FyQfPN9w/L/raGiN+UttieyWEhr14hkegyjAnPbTmrbfjydglfkOorsYsoiTLGzE/snvZVcsaf75vELXLeG1lZPA0xFrr3yniS7/ZIq090RFJHZCNYa8RSQ0krgZ61YG66rseM5wKzbO8YT1BHPdVfHtphPfDO6NpYnmerNgO/lWMOqPXJzOpu+ozsoD008x2yM5Dxmzj0bPL7z5R/JyOM6uwX5U8g+qlT+eXaeDQavyHUUHHttrMnTybVmNtvDfH/K1HCg3dDo6IlVKTMsYmNW5E5/v7Nb4NlQOfB6CvNtS4EJT+GQ9+FnDRteqPPGAhsVNpTCToUg7XqqhaS4wqpCHRRQ48XMPa2H16/14dabPF6R6yi4jHdZD6qa8817ndseF5t/p7NbEE9nW0g3ZkXOT6qeOIpLW1dMydP+eCWufflJjb/GbcVO3Rh3KfD+tcCAXTqnPRsTpZWUy9d/p85uiaeT8YpcR9EUeLpKq4FtT6E/T3o6S5EbcSQtFrsx5990pWpsHs+mzilTkxfT9RSGtq4BtqkiKx/ufJ753c4/oj9PYdjpnM5ugWcDwCtyHQUvDuwnh9ZR1Eld9fgpnXPcjqD/TlSV1OcmeTxdhw05csLj2W4iRRztc2XnLAfi8WxieEWuo2gKFLkNccHbrkRnlRffGJnw2oabE+nxeDyerkdpVbj0gcfjaXc6udrGJsRWx9D/AWOSt/PEM+H1zltbb2OkrHvHrt/j8Xg8Ho/H4ykY3iPXUYw+g0r/+tDK1jOkgxY09Xg8Ho/H4/F4NnC8R66jUMorcR6Px+PxeDwej6cgKK117q06CaXUcgALOrsdDvoBWNHZjfAUFH9PNz78Pd348Pd048Pf040Pf083Pvw97XyGaa372x9u0IrchopSarrWetfOboencPh7uvHh7+nGh7+nGx/+nm58+Hu68eHv6YaLD630eDwej8fj8Xg8ni6GV+Q8Ho/H4/F4PB6Pp4vhFbnWcXNnN8BTcPw93fjw93QmaqSkAAAgAElEQVTjw9/TjQ9/Tzc+/D3d+PD3dAPF58h5PB6Px+PxeDweTxfDe+Q8Ho/H4/F4PB6Pp4vhFTmPx+PxeDwej8fj6WJ4Rc7j8Xg8Ho/H4/F4uhhekfN4PB6Px+PxeDyeLoZX5Dwej8fj8Xg8Ho+ni+EVOY/H4/F4PB6Px+PpYpR0dgOS6Nevnx4+fHhnN8Pj8Xg8Ho/H4/F4OoUZM2as0Fr3tz/foBW54cOHY/r06Z3dDA8AtGSATD1QWtXZLfF4PB6Px+PxeDYZlFILXJ+3ObRSKbWFUuplpdRspdQspdRPHdvsp5Rao5T6IPj7XVuP6+lgXvgxcE014BeQ93g8Ho/H4/F4Op1C5Mg1A7hUa70dgPEALlBKbe/YbprWekzwd0UBjuvpSD6+jf5nGt3fT/sN8DfVce3xeDwej8fj8Xg2YdqsyGmtl2it3wte1wCYDWBIW/fr2cAoLqP/mQb39+/8uePasrGjNfDhv4Dm+s5uicfj8Xg8HkZrYPlHnd0KjydLQatWKqWGA9gFwNuOr/dUSs1USj2tlBpdyON6OgAVdBXdkrydD71sO3MfBZ4/B3jdRyB7PB6Px7PBMPsu4M6dgC+mdHZLujYtGfqLY8184JkzgUxTx7Wpi1IwRU4pVQ3gYQA/01qvtb5+D8AwrfXOAK4F8FjCfs5VSk1XSk1fvnx5oZrnaTNB2GQuRa6lmf6vXQA0x3jvPMk0raP/65Z0bjv+P3vXGWZFkbXfniGDAQEBUUFMGFFEFMwBc8CwBsxZ17C76gbX3W/dVTe4iwFRERUMIKAiAoIgSEbJUXLOOWcm1PfjdN0+VV0dbpp7Z6z3eea5093V1dXVFU4+FhYSxfuAPlcBm+fmuiUWFhYWuYPUxm2ek9t2lHd0rAl8bPLCcvH9I8Dsj4FVo8qsSeUVGWHkHMepDGLiegghvtavCyF2CCF2uf8PAlDZcZy6prqEEF2EEC2FEC3r1fNF2bQoK8z8QDUfcGIychBE9H3QBBh8f5YaV8HhuMFkSwMkUUIA87/0pFm71gALviqbtpVnDLgdWNQv160on1g1Blg2BBj+dPafVVoM7F6X/edY5C92rwN+7pbrVlRM9GgFfHtnrltRfpGwTgrRJllEo2Q/sHVB8HXbz7GRiaiVDoCPAMwVQrweUKaBWw6O47Ryn7s53WdbZBD7tgLLhnrHQx8l8wEfIkwnRakXEGXpQO98SVG4Gj1dHNgFrJ+SvfozjfXTgvsjyox1bnfg29uAqW/R8ReXAgN+ZTWgUVjwBdCvXa5boaJoN7B1Ya5bYUbxfppXgCfIiZr/URACmPYOsDdk+R/xO6BzQ2DftvSeVR6weAAJzSxU9LsZGPIgsHN1rltS8bBuEjC/V65bUX6RLINxYCcFglsYaIgWja0LqY5sWETs2QDs2ZT5etOFU0i/kcqDJNHpUKKZKhAyoZE7D8A9AC5l6QWucRznccdxHnfL3ArgZ8dxZgDoCOAOIawzVV6hXzugzxUhxFNMjRy/zj/xm1WAT05Lvl3blwEL+0aX+/Y2oHtLj/DMZ6yfCnRvAYx/2Xw9imiWRPAON6XITve3vEmuSkuATT+nfv+KEcH28+unAEsGmq9JLBsKLP8h9ednAt/cCHQ9IbdtCEKPlsDbB7kHcv5HLNs7VqoCBX292DQLGP4UMOju4DoWu1rTA9uTam7WIUpJYLLmp8zV+c0NJDTLNEqKgDF/BvbrXg7lBHvW02+JDfhkUcbocQ7wbog1mJMk2SwFdT/9PfU2zf+Cfud8lnodQXivPvBeHlq/yX5ORwGwbQntr7uYm8r+7cDKEem1Lc+QiaiVY4UQjhDidJZeYJAQorMQorNbppMQ4hQhRHMhxLlCiB/Tb3qOsXsdOWOmXc96YFqn9OtJF1vm0W/QxhnXtFKUBjMiWyKkSaLUT3h0Pwvof3P4fQCwdjz9BkXVzCdI37d1EwMKRBDNBZXpN2F6GTMQTb7hp5eIud80O/l7100CvryU0l6Y0L0l0Pe68Dr6XAF8dbl3PON9WvglhAD2bkm+bQBpWjo4wI4V4eVWuIxkNrXVJsz9HOhztXe8YyXQ/xagaI93jjPZcTRyohT44Ghg4B10vGoM8HohsJot99KHVhLqRsRkGssau9eTCXOc9SiT2DAd6FQ7OXPTeZ8DE/8FjH0xe+3KJKa/Rz4xEgXSvLw4e88s3g8MbE/CQonSYrJOyVfM7QlM/E+uW0Fr2+g/5boV2cG6icDeGBqquOtTQrOUxhov50N5E9amAycD6aymvU2MdAXXQGc0auUvCp0bAh82BTbMSK+egXeQ30mugwhEbpxJMHKpEmCj/gB0OgRYN9k7t88lpCPrzDAzI0rT0xaFIaqvo4hm/XpZ2JJ/1gL4KcPpH9e4zPeuFMyn9riBkDbHZAL18XNgp3pcWgwMexzo2do7N/sT4N060XN81Rgi8jmkf8+6SRENc78l94cs2gv0vij9tSUMg+4Clg32jkf/AVj4dYgPYQzmSs69Ra4JkWRSl3/PqnGJmjACPSHxzgNGbs8G/7lk1rctC8x1BGHCv4hI5lrNb24A9m8Dlg4Ovs/XRvdbFGXRQmH3emorN8lPFT/8Gpj1oXecWNOyOAaWfw/M66n6fQ5/BnjnsPw1Ux/UHhiTQQaqtBhY1D+1fp6UBwxlGNaM9/aYXKIgSRPB0mJg5LPquhFn3aywYGNz/ZTUhJ75JhTMMCwjly4+O8P7/4engWFPJne/NJMLCmwhsXUh8OXlWTQdjNg4k9HIyTLJTp55n9Nvj7P916IWMBPzs3ke0O3kcH+cIEz6H2mL1gZpzZJA8X5g+TDvOFJCFyWJ0q4nTBCyuMhvmAb8+Ld4ZZcOBrbMjy5nIth3LCfiMIqJ0e8t3hdhRqaNxQG3aZfd63zzlIzIxuneuf07/Exb7wtJcyxRWkIpJIDoeS03eV5u7Xhg1WhgxG/C780kEsRGEsKFRf1ojknoa4MUWEif2aB6gp4VtX5sX0panGyFp148gMyO5NxNRULc7UTgg8bxy099k373uybuJQeAnSvp/2SEVAURAZMyAWlRMO2t8HJLvwNWJhl5bsu86DIc41+ldYNj/3ZVw67DRBzP702/uqCnvOLAzvCcZxP/A/S7kcZ6eUZJkedqINGztSqYSxUHdpJWPAg7VwNfXRGiydVop+L94f6/iwcAU94goUKiCm1sr5tMGtGoNXLrIlUwHhfzepW9Znr7Us3VQdsH1k8lS5tkBMqZ8u3Oc1hGLpOY3gmY8W5q90ZNyNF/JMKSS7dThRAqcZXczRGXS1mZJLVjYbbnUdomkwR3wqtkzqn7Su1crZYr2gOMfF41K1vvLn47lkU2OxKjfw981ZYFY4lJEEaNCf06PxYid4ECvr4a6NYsupyJYF/Un35nRQSA0AUL3VuSNjcIOhG8YWr4dQAorEK/nFHodiLQuYG/LNcq7mVpUyKFGQYBSdycjclACLN2UBKxCaYriPB327mfESD92gEfn8SeobVXEsrKmpEMMxTRd0MeIi3O6jFJ1JkEVo+jXx8hFNKu0hK/OW1xEn5eBXLMueuz4nOchCS6LDRacU1gv74G+OJi73jVaGK6dgWkV1H626174deq0EDHuL/429KjFfDRscH3FBgEanLOl6a6P+YZ+rWjoGVBWgzpHpKM1ljH3i1kph3GNKeDZUOjTdxH/JYiZScrtC3aE113v3bAZ2d6a+PSQfQr96CJ/waWDwXmdDffrzNhX14GvFM7+HlyPIYJZj8/lzSiUWtC1+PNgvEwbF8GDLzTL+zMNj46XnV10PcKae66JhnPrAyYZ5YDWEYu14grMZB+UalIn4c+rtrVz+gMvFk1gNAPIh5T0MhFTaK1E7X3CSkfl6hVCGJD326YAXQ5EpjOGO5pnYApHYBJ//W3RX/u/h1qm4v2Rqv6pbOzrsmRREfJAaonrN0cgYS+rK8IeL2A3pNrtnatMQSf+LlszA52rwdWDA+4yJ4fmwDVykWZWPr6Sh9rpucZvkMcPyVFIBGzbzPNyPW+mExDJWZ9SIStnsQ28Ywoc0b3/MaZwZJaH1FhIPS/f9h/zgf3vo+OCymD+H5UxfvIBytOfyoErd7GGGvgpNdIAxcUifTdw1VfMB2JsZOkVcPGWRpjVAaS6FR9WKZ2pN8148zX9xmI8f63qEKDIPBvo4c2LykCvn+UaW5Ma41hzG5ZEC+9y+Y58fzXiven5hecClaPpd9A33Fpnp8Gwbv8ezLTTieYRxAO7CJf5ih/5+VD6Hdfkj7N3VuS+XwY5L4lmfsN09TrhVXpNyi+wMenqMf6uN+2RE18LcK+iTaf+dq3fioxs2lr0txnbEszmvK4vwHj/i+JxwbRUbI/YvgalpZQQBidJotaR0uK8tecOgYsI5dzxJRqRpk+hWHm+6pdvXT83LaINYMRKaa2JHzVooihmD5yG2cCn5/jSVKB9DRyXkH2v6Fv5ebOoxYlTB44MxXAUHQ6BOh/k3fcsQbw3b3hTdIJTp1R69GK6kk8S2v39mUkwZYaPd8CL9T34H4x0kRp+1Lg/UbkgyOxYjiZj87solaXaoCPMPQ6nySRCgzfJ/FubJyVHABmf6qVK/CXC4NPW1QQfl1pS7LEcMg41k1qjCbLGSDCV41S8zhKxkL3+0yFWQySeg99XD029Z8pwM+83prJuOG9p7xJAT+U+mP6jYz7K/lgLdRSnI76g6cBBmg+vFffMzNLEFT6WAn5LqtG029QfqS9G1VfMB0+LbVpXBjw6enAh03853lbD+yi4CepWmPs2RRgMq31x1dXkBYuCPIdgyKXJjS5qSDk26weS5r+7+4LLmMas92aUbTSKPS6gPbZKA3s8KeAT04lwZpEaTHQocC/FqeLhAA4gEiNs1fP7EIRgoPukfMvGz7asu4tEcm3E7lXk2xDVAA2Dn3e6OuDPJ7cgfbrLSE50jiGPEiJryXTbRSEx3CnGP8yCSnCIjLu3x4iUNXrZn1ZvC88Wu+BXcC3d6jC6vH/CI7MHQc6nRNnP/65G9Fj02UAwZgKiO4tgLeqpdLKvIBl5HKOZIm2DKiK5UTdaLD7FqXqgqxr7RIBDfoDfW8w3C/gER8hbZWmaKti+k7wiTj17WC1v5HYNzEK7FyBgSA0MRQSuqmm9O0DyFRj/CsBmkaNUZPY6GrNJv/P/yzAC0rh2+T1DdV9JieEJOO/cxX9csZZEvc8/96yISShjFrskwUXGoTCMGYmdwAG3wfM7cGKBQhANs40V6v7T8Rh5DISPZHdO/ZFMqmZ29PwDDbngt5t/VS/md/Qx/y+QSYERT2Tx1F+acr5gDJzA0yLwvpv3WQK+PRDhG/xyN+RWafR307DqrFqpEypZdP9iyf/l/yDJOQ8TIx9TTIux8i+zcHvlGxgAx+0tcJUz/4dZjM2hdA0rHM/vgRM+KeqqV36HY2fOHmkPjlVM5kOGDPLh1K9gXDnXhBzkYpGO1E8RJMZpTmhh6v1JNMG+T5RfomrXFPg/Sy9RvFeeg73i9owHeh6YnoalsgQ7gF7EsfQxyhCcOKWAKFYLqMmpxvwizPVQSjZH7EXuNdGPU+/cd1gZL/pe9KBEJ9vuSbxsRbHamvAbSRQDTVBNawdw58GerYJNp+d8yn5lwZpZVeOInoxaIyE+aTKPh/yoHpsglQ4SHpHIkrjnK3AdmUEy8jlHDEWUmN5F1vmJ2+mIReMEb/1XystUSfbfm0Tkdf63QgsGeDfIIr3UkJfACjeEzzpJNO0dkK8NvM2jXgGWPAlJVNOXJfPMWnkoqTaGWCO5UI0/hXSAPzclVUfoN3Tj2UKBX0hHfYE/SYIH0ZALR3sPVuarfE+CNIqAGZTBalRCJK+rQ4wh4oLE0PQ91p/uRmdvf/l4sw328SGofXhp83Nz43y2UtVI2cc3wGb1YR/0u9SJggICyK0VvsG3c/y+zvEleCb/IGU54a8q+L3GtBWI2L0nyRmd7GNN2yjjqNN6n0B0Os8diKm+Zijac5985X1HQ9exCGFPPq6GNckXh8PJlPxvteG+34p9bB3KNrpr3NyB/pdPVq9f8Vwf47FoJQRyUbGjDTjY9eDGJAuRwNvH2IwoXLfjfvYBmlOvAL+Z6fCEMj1VB+jvS4ABt1jeJ6hHzhhPv4V0uwuTyIqaMkBsuDQ53Wk2VqMPVD2ta5lkf06rycCUbSbBAbfs5yJ25ZER5WMu9bEab9sg0nw1fXE6PtL9sO4lgUJwXx9HmG2ru83y4Z4RSQdJp+h/wJEE4U+B54LAo8HEAhWjwz2ws2ety1hz4/QfPW/mehF+b25KwlAYz3xWLdOXfgqj8PGhPSjS/R9svR1+YRl5HIONomFYGHVdVOCgIHYrRlJStMGm4h8c/RtpNrE0KWbc7urGqqgDcS4QYcsQKbyPc/znxOC/or2+NsKhBPOej36vYFl4Pl9SKaKS5t17V4QgxDb/5Hd/zXLBSYXfiNTYmLkDJLUKOnq7I9jtjEAQQnjTZDf3DFoOSTDmTEpsKktcTRyQYyP/N9wXTEFNIxHxRQ4riYz4PmJx0itszaPSjWNnAmlJWqbYudPSqb/opgsqcUxMXIR7YkzlwEDsysJKleyzvtVzu+i3RRhTu9zfd37Ma6viNtGGWnQ9C0TJlhh721iEtxxxwPzyH7tf4ta9svLtMADJgivPalGU/7hKa3KUnUsBs3vnStJYzFdy8Eqy/N0PkJfd0OQ0HQY9hu5xkdB/y6rx2raaoNwzcS4JzSI7piPE8jju3uBD48Bvr1Ta5Nbr655jTs3AE/Lqmtd+Hvwftu6yGu7DAA06wOPKfj4JH9UydmfqtqRQPqhWPVpirMmhQV0iSOMKC02j4sg/+zYfv1u28fKgD2G+xKMjiawDvquQUhY64S1zWANoFstrZ1IwqSZ77v1umNAHuuQ2kIpYJv0mnqdCzBECb2PtJAo2af1Sci3nvxftZ2muVYBUbHfLleY1omkPpM7REdy4gvprI+A9w4nJ9GPTwnJ6ZQiuAaLY9sSYKeMtFYKZZKXFmlEXCmwbTGMkx3wMyOBtvnJSjwNC89GQ4j64j2UCLdjTW/jM27gURtXnA2O9UuCwDTdpxO0AXVKZ+oogmPoI1p9erNMi15YnfxaBCPHn7ltMY3TpCKeRZnosXNycU+YBRp8oVIxeyzaq0ZfBAKYnxQ1ckkxlyGEI5BagntTot4gR3G9rfO/8N/r80HT3nnv5oDUD2H9p0uUHf81pSppIhYzOJLpWZEauQBGbsUw7TxDx1qU82melnBWLzvx3/ECZsg2Sj9cZVxo7Z/yRnQ9ynxyvyPXqKRD4PCxE4cQ3qdpFQBg+jtqmSANm4SMsijhi3wpvzU3Ly/RnhuDATZ967jpQKL2NhNjaZr/OvE89FF/ma4nqEnfZfqEBV+oz5Bt4iaSdMHfliDEMYWVZfZvp4iJQx+Thbwycr8wCWUG3wd8cjprnv7tXPQ8z+zTFPYe6RLzJUXmtT3haqFr5GLGC0gIRMaox6G3yDKG9oQ9M44gO076KDkPZYqeKOGL3vfFmkaOz9fSEs96AKAImtyflmsj5/Xyr72yDl521HP+Mn2v958rp7CMXDYgTRZHPU8BPdZNBuZ+rpbZMt/d2NyBNv5lYJkr8Zrn+gL5tHJpIig8LveVKy3RNHLF6sYkStWcKvoGNF7L8RFkCmXa7OIkGw4uQD9fXu5NbMmccjO9UOms4fnbGSPOHb4B7d01wpTXHzdoRpAzddBxUH3GvorJ8EjiYeeKgPxDrJ5J/6UxqgeRCANnCkzt5O+o+/yZckutHhMevMCEjjX8Qg1jn8WIoGl8h7jaXvi1tVTA+zdubkBep8nEKa5p5QqDyaAoUdukj6V36wKdG/rvk+8W6gfrPp/PMxMSGsUUovbG1TrowVN8QR34Oqj1o+7jYRoDPGDGrK7+63ob+14PvFcvsLlG4kSvh7cjnTyTSwaxegzEdZwgE4mgUFq/8nWGr9UA9TNnWHWhkc5cSIsWk5YoMKeYYa3WNQZxkI61h5H41fxadeETQH7O0mTb3Cj6kcnkN2lrunyufF8hKFCN0dol4L1MjJwU6C7uR3PjAPMHjNyLDOOqgBH6y4aagyZFQWHuUwiSJTRaKOo9Rj2vMiBb5gGTXzc8w8AABrYngCaIYsSTEXgmnm+wwpDCmALNwoPXb6L5IgMY8blQ4mnwJJQ9zX3W9HeJyRuoaZ9lHUB4Xy75NvhaOYNl5DIFztzwyb53E/m1DLqLpFQrR5JJQLdmFPpWToCFfZiNvSFoRaLuGMzAno3ma0GSQrlhAPAFOyktVifD9qWeX0WifMhk0Se1jAhnJCoiCOa5n1MYcY6xfyHnfdkvu1b5CTK+6Ac5FuvPl/Xx4CC6NNPYn+59ChOuaeSk/1zgAs4WNcWHMMZivHez2q65PcjfjT9L5nGSAUhmd2MbQoHXxk+ZZDTRBL5gu5u2NAHSMfRxv8nVwPa8MkP93HzNHTty0+DBTjjmfGo+D8TPKxSmkdu+OLn7UgmUEHRPXM21Ui6MKY0wATShZxs1nH5piRogByBNOMf095AYx3pZQJWqAsTImdatpd8Bb9UMDyQRtSbKd44KuKMzu2F9JTSBV7L9qvs9Te5A6xUnyHRCw0Ss6SGzd6wgc0W5/izs410zrblxCTzeFvkNlLkaI1deIgCB9kye0mPEM14CdIAYj5HPsudo76vvLx82JV8a3leLvlEtReKYpHIfZxNWjwN6XWg2h49k5Ex7kOEeaYkgTffCiOFAJst9n6GGlBei1POVkuNlWieaczJXl26No2PrIi94C8C+DzMV/eh4ynuWDKQvlbTC2LfViwY6s7P5nqA2Jq7xvSumQEgXhIR+W8O4mqcJ8I3CF33tiMFkyjJjXnCPIwTjumYzLJgZ18jtXu/OT/c+6c9uCiQnoc/JjbNUH2gdHRzPt423NbB97jNndwspE4ORq0CwjFwm0PWEcEdfiU6HAl9cQpsVQMQLl+Q6TBsCmAnUSLO7R8k807RpB0maOYQW7GT5UJVg+eZ6NQiDKFGjoOmY85l6LBeQMCYIIO2hLvEddBeFEeeY8KoaZh0Il4zKc9zMKdGnEeZdHEGLujw34z3vWI9eFcR46PUtGRC+AZr81Qb8Sh2Ly4YQIT6XfYfZn3rXEs+WvlJRS4JBW7R1IX2rJYPUbzbzfWDqW+rti/qyqkx9bGDkkg1H/kYV7/84BETnI5hpMfxBgMJM2BShjcs0xtUeK6cCfORM82TnKk/CLhGlbdElqKbnSuiJwzfNogA+EtuXkhAqDPo8LdprjijKn79jmXuOvf9Pf1eZRIUAiyuNLvXqCkOQH6GpraUlfr8OjqI94dFEdTPhUc9HMw8mrNOCRS0eQOaKP73EniUJM/bMH552gwfE1dQzYV+CUGP9sW1JDD8d91l6eP69mpaNp3PRx7VOJM7roa0jgnJpcR+5Qe3V/tD9jLgWmo+llaOAHuf43gIApVNZPYaZDvLqY5pWftXWf45DztkpbwTkfGWY9nbABW0M8vX99UJ1PQb8gpIoC4quxwNT3/SO5fyULiWiNDhIjoRJ0NOzNQXb4c9fOZLWkbD94JPTQtZCzWUkDvg7/9xVPV412ttLU0GQn3fY/jHrQzeFEGNmdq42pzqYxvxHS4rcb+PelwiMZgDXyHVu4Le2EAJ+waCmkeNr/TAtLY0Ja1nQG10Y7UMpRXCuUT+kiB7sJAB6XtS0IlTnDpaRywS2LkzOFINr7zgBqfsZKE60hgHGc1LJxM/Sx8UUDUo6yYdqvkqAmSzi1/h/+IkOjnm9wn2kRv9ePS7abXYa3jhTjUr43T1amP8I4tiURDZKW7J/B7Vfao22L1Wli8p9Wp/98CSMZhb6AvTNDeGhdZVnRBAAcz6Lzk2zfYkqwZZQTJZkW9l3HfNnIgKjGILZH9MY27rIc+Cf+C9iHvte6zeNCpPUm5gXYWAUORHZwYmOdMo36ThpD3avVRmTqW8BQx4Kl+CWGiR+Msk8J6rGv0zjms+RLfP8vrMmM13A/D26HEVBbnhQgL2biQDet1Wta/1U+pUE3JQOap3fuaY/nICVYZ45+No0/Gn/dRP4d+hYwx9R9KPj1IilPVrRL2fcuLWAXqdXyPtXFxzQTd6/YRpaPXVAmJbt29uAxSwHnV7W5M8UhRkBgQLC0PsiNbrk8Kf8ZeT35mN4eif6zqY10hixlvtzaYmLAUrarJuBTvin3xy1aK9f0xiUT07ew6Ezcvu3m1MdLBmgHnPGbv0UV8PM2p9glNh7Dn3Mb8LXwVHzbHKtQGINC9ir5H4tr3NzYmMQDdbmPev81zlMZuclRfAxcmFMQgdHE04IzTepJDrhufxe0ozVFARHz6XZvSXt9foeu32xFjxlPq0jieiMoPdZOwHKtxz/qlpPaQkJvxSXkQBGjs+RdZPU/pr2trqfrfiBfPpSRe+L6DeMkdP97Ir3AGP/rJbvciRF6vVuop/lTFDbsQbwZhVV261DD5bGn8sZs1G/D18rS/arptgm6O/M8/l9eAxFXg3C2gkUwXlpyDOklZG+h+v7+KfNgXcO847TMT/PISwjlwo2GPKvJYMg+26Tza4+4AfdDfS+mP7nvkmfnUGhfaW0SpnYLuQCuHKkd65oNzCLhTDv0QoY+4J6H2fsdIx4BpG+J1wyPesD0pLwCdP5CHPYeE78/hCTeAS8RaHIwEDx/ux0CNlXS2ntor5A7wvp/72amZf+zWZ2IemfDn1DVphRoQWTEP5FGwjXMHSLCJMcR6IkN1u+OE/+LzGdP/5NLbtng0pQAMC3t5MklmO3G3TAlAg50ISUnZdaXUXrEWBinKyZTpjGOAg/dwU2TPWO36yiEiDj/kJzhxOaywbTRjGF+UFsXUiJ2N9j0sNNs1j4eKY9lvVzn78wyTGfHzPeJUZ/0muq4KD7WWR+w9pA508AACAASURBVIUkMp0FYDaxKdrt/2bcpI0Ln8IQlgcJcIMmaVjQRzWzWaOlu9AJTY7d680pVfiYercumSOafE3kOBeu6SiPiLh8mH9uf3u7+gyeFywKQvhDcG+YqpqwxkVUdMm9m0i7pDM3K4Z7wQoAL79hzzbeuaK9hgBWLjMVpXke+6LKZEUlKzZB9+ueYvAxMqUv0aELlPR6uhxJ+xRnrqSGWMdKbc6sm6yGcw/ql77XudfZOJL+3IrZrjs2dd9SvV4+/03PHPaEKqyLszeMYYGS1o73gqYAxASMMQRS4ti3Vc3haBIaD7zDf67vdSpBDZBglbffNLenvEH7AWdkdeHdxH+T8It/2+8f8WuQZ3+qzukerdS1ElDXcR2bfgb63Rx8PQg+Ro5bJPwDeD1ZMl2QZY6e71bHqjGUxFti8uvAkIfZGmtwowCA6W9D8akuKVLX5QPb1flWoAnjhIgWWn9xcfj1OBjyABQh3ptV6C8MP71E1iex0jPkDypFF4mG4zhXAXgLQCGAD4UQ/9auO+71awDsAXC/EGKqr6LygLmfk4lfWWH+F0AzbeFbNcoNvKEtkrM0hmvXGqDWEeH1D3koesKHOtXDi7YYF+unqPfs1iOPueABKXQiJAzSdIcTr8X7SKJWtXb0/cu+V5ndmR8CUw3mdXqeEwDKwjFNC4094V9qYJnifcC7h3vHa8fHS+4chjhEdjJ5B9+rDzRoFaOg225uZgNQ2GSeIwYgk56HFqsb2JAHgFPvV6NZ7VxBDM/Rl8Vvrwm66W1crNW02nxTn/hv+jvuJu/cmh+jN4qwZw15gJhWvsltmQcceaH5Hs5YyBD5E//tL6efm/Wherz8B1ULs32p53uRDsKCMGyZaz4/4NbwOtdNovF0MZuPk14DatYP1nzrhNLn5wB3s8Tqy4aSRilRvsRvOvpVW+BugwkYv+eLS8LbzrGoL0nJk8HaCUDNBsndA5AgIQ7m9/bvNR1rAA1bA1UP9s6NfQGodSRQWxPmAMD8L9Xjb1hkuAM74zFdHDojv+IH1fQyLnSt3YzOZqETR1CURh60BiAf+IMbI7Eff3Qs8Jt9QGFllbBfM45M+vl4HNgeOPpy1QVh5vtAc80cTR+PurbMhJ8/Uo+THW+coQfiRdDteW68XI8mra8ezGXiv4G6Bj9tDpl8m2PJAHWtln7u3GR8YR9/1GuTdi2ZdDtx3Gt0FO1V1/s9G6HQEFHm4CbM/TxcWyXRW9tXpAuItG7atwVGlBzw6KHiff497+NT1GM9cMn4l80CmXSwfipQv4V6LhUBrtyzap8InBwxv/IIjkjTJtRxnEIACwC0BbAKwCQAdwoh5rAy1wB4GsTInQPgLSFEgPG5h5YtW4rJkydHFStbpEtop4J7Z5oDT0Sh5fPAQUepYZMbXcDC3OY5Gp7rJ6ZTRd3T/BG7Mo02f/drtH4pqHZY8MJvQtVDibDjm9hDi6MTHVckNH/C86UMw30/A3VP8a8957xIPqLpotULZB5bntD0WjKXMqUgkbjha9rMi3apmicAuH+2n+CIwvG3qMFDKhoatwVOvAP4/qF45eueqpr3Wqi4Zxrw2Zn+85Wq+8Ov62h0PnOFiIk2/0giX6FF3uLE2700EhbxcebTIb6iSeK6L4ATfxVdrozhOM4UIYTPQT0TjFxrAC8JIa50j18AACHEv1iZ9wGMFEL0dI/nA7hYCBGgiiFYRs7CwsLCwsLCwsLCokzwxHqgxuHR5coYQYxcJnzkGgHgHpSr3HPJlsl/xA1Za2FhYWFhYWFhYWFRvlBoSDafx8gEIxcns3LM7MuA4ziPOo4z2XGcyRs3BuRDyxWinPctLCwsLCwsLCwsLMonKlXPdQuSQiYYuVUAjmLHRwJYk0IZAIAQoosQoqUQomW9evVMRXIH3Rk336FHC7LILg5ukusWWFRUtDBEbMsUrkrBKby8o3rdXLfAoiKj6XXBQYriwI5PC4vcoZzRzplg5CYBON5xnGMcx6kC4A4A/bUy/QHc6xDOBbA9yj8uL1HzCAqaUV7wzG7gLC2n2DU9ctOWXKLqocDTO4Hrv4wumw4eWQrc0De6XHnDQUf5z+lR1bKx8FWuCVyc4ehW6aBdEpFTdZxliPz6bEQIZol7ZwItDfffHxD5MVkcf5N63PzX5nL5gIOOooiAz2kGHW3+4S97xpNA2y5AW0N+tgsM0T05jro45SbmHY6KGU3z7ik01uLgkWVAnSSDxfyScGVX4PZR/vPt+gNn/U4996wWVfXaXsCv88waKVe48ZtctyB7OPQ48/lrU4h+aQGcnEI02yCEpYDKQ6TNyAkhigE8BWAIgLkAvhBCzHYc53HHcSS1NwjAEgCLAHwAII8phRBUrg4c0Sa6XCZRqRrwiCGkfOMr/Od0FFYBTntYPXdSe/W46fVIG1d8FF2mrHDcTf5zjgNUqQWccKt/E42Lu7WgO63+5IacdlHd1R7XPdV9ppb7DAAq1/KHML80Q1GWJJpcGb9stTrxyp39R/X415uAy1m0xcIqwKMrgVsGU7SnVHDYSURE8lDFx96Y+vfKBqoZUlfo37nG4UCL3/jL6aHaz/6jl6Sb49ah/nP1TjObetRpptYXF7pwp0ALH930WuDekGiQJpjGexTumgTck2ROTqcQqFTVf/6EW4BLtNQXh58JnP6Iec3m7X16B3CSFmr6NkO+s9NDknxXrwec+9fg69lElBnQ4WfEq6egEo01jgatgGe0pM6Nzqe1L4750ePlT16bFKodZj5fyeBjc/zNwLHX+/dux1HX4qbX+O9tcpV63KAV1ccRlh4DoOi3yYIL8a7pHlxO4syn42n4TzVERm35e/W4Wh3guBvD62lyFXDmM+q5s571E/V3jNNoA8cvSKun5bKtVlvd5wCgzsnh7UkGLZ+nyMOXvOWdq9mQ9r10YRIitNFSGVz4X3+Z1n8jOikZPJGk0KHpdUDVQ5K7JwqPrQauCMl3nAzuGBddJs+QkYTgQohBQogThBDHCiFedc91FkJ0dv8XQogn3eunCSHyLBRlEtAZo2yjRgPgYING5KYBFFlH4qxnzRPTRCxytPgNUP+s1Nt3zNXAqQ8kd0/9lsBDWtJOvpgBwNWfUjj6ZFG5puEkk65ESeJ11GxI0n+9j06+Fzjnz97x/e4mKfvbcYD756j3VKoG1NJi/Jz5lJqn7cLXgokDgDa3IO3XibcDJwSEzOWmOmc8BTQ8h/IcxYFOsPkYGofyWzW5EqhykP9+bnLa6Hzgko5A+wlqmQZnExHJ3+2i/5nbE4eg0NGsfXSZKFQ9VD0+5mo/cV9YFUaX4Mosh1PL54ELtHD/J9wKPLUdaHw5cORF7Jnuhse/wR1j6Y+jVkPv/7ZdvP+fE8AzWnLTC1/T2mwYB1IgERen3B9dRh/7DVoChzc3lw1CQQDDWOtIP0EntWr6Gnh5Z3WcVTkIuOpjf506MaTnQ+LE6EMLiQjiOOQYc1szicZXAOe9HFEo5javM/QApVzQ19RCtxwfpxK6NoHXec3n5ucmI3wC/ExNFE6+l9JN6ODfp4Yh0XODs831XfaO938Qk1zoChtuZvnrzniKfk178oksEXUlLd/bNZ8Dt3ynCj3O/r1/zh1uSHXAkUoOwnos7dHxt/r3aR1HX6buQY3O95dp2Bq4tKN3fNDRwK3D1GcB/n6qfYK/riq1gEu1NjV/XF3jjr0BaNRG3Zt+u89f/10TgaeY+8w5L8K3lpvmSKpwHOD8Vzzaov5ZwKMr1HbFcdd4tlQVzlU52GzWqzPKJkFMm5egrBet/6aOYQC48yevXTcNBGrUVRmzUyLowSu7Ar8aHl4mWdQ6wluX0kHL39NYKWfICCP3i0KDln6znkwgyPwlaDMprKIS/Bd3AM5+Hrh7KknmZBujGLka9YDL3g0voxN+fNIeeVHyaui7JwGHavnCTn9MPW50PnBoU/Wcfk8Qzn9Vk86z9kVpDp4tUSXQQe9WWJWSskrIULWc0KxzEnD+P9V7atYnzZwJd/5IG3TYN7tthJ+hkKjZMNgkjCeGv+xtoP14tS9aPq8KBjh0xjKsfaZrnIhq0Apo8TTQUEsyLvv5RJaQmDMnSlntG1Y52FzOVH860KXsNw+iPudo/oT/WU2vV5mYC/7lL1O5lpd0mffhXa7Mq5BpoWqfADQ6T73/iPOIELlnund/0+vcurUNW2eGTN8sat3Q0TAiLeiFr/mZ90yh3unUd3qfJtYL7V2aP+aNIWkeWFDozUspEeca9wcX0hyRuHuK2kdOgb9fH14S3m6dENcJeBNuGaIeVz2EkvJK3DeLpNOcMdG/JSfgWr8UXA7wGF7lmvv/hQahGCcg75mu9snhzf1mhEC4RUedk4lwlLhlCHDSXWqZKgcDF3Wg/02+pHVPg5HU4cz8UZcAv9USXvO+kaheDziDGxQV0Bqvv4Nk+mswP385PmVfVj3UWxt5/+rj6KQ76Zcz1IXVoOxr5/41eo3TBRFReHKrqpFzCoAWzwSXB0iDxvtV1xoCQPsfVcFWg7OBxpf526+Px4OOjNfugkpqG6TVCz+nE/1XfULneJmCSv426RZNOnQBdSi08QDHfSZf/yeR9U9oNQ6UsSD3ioeXeucatvbvX0EadT7+2rwEHKMJTgqrem2UzDW3xLmqK/AkyymrW3cUVDZbt2Qa7Qb46UodOm1b1hZ3GYJl5LKBVNTGQYuwSVKcuMfAlNQ/U81wH0WQ1TvdT1Tr4ERko/PV5ya7OZjQfoLfXMr0brr50zU9iPjiflROAWnKWvwGuOV795yjXpc49y9+psgp0CTQAd+lUnWS9Pmg9ffZTAomtWKBklF9YTeg3mnBbQKIeOWaQgC4+rMAjRSr57RHzHlTruyq9gc3MTVJgPl3O/oy8kusXMO8GV39GTtw3/mSNwztDHkGANwzlV8Muim6XokH5pF2TAf/bue7GjU+N57Z474ne9bto4Gb+qsEgmlsK9fZ/bVdPwq+uZrub9CSCCKu4TJ9z/q+FDR+JMv03jUp2lKhcq14ElPdb+SWwcSYSJikvTxU9PkyQXrAnJf9LPuzzknsmnsu4VOnfYdDmnjH9VsABx/NnqF9kygrh0OaAldqxP9ZGhNy2wjg9jHquSaaWd5l76o+jnVPJaGNvuZd/yVw9KX+djS+nJUzfPdT7qPf+5gw5own6ddkGSDXioLKNBYVZtcljHWrgYM0TS03catyCHDEud5xkyv866Pejou1NeS0h8yWAo5GtOvj86iL1fXuvFeAX2+g/49r59ZRAJzzAnDag6z9p7O+DJlL9Vt4pnpxBCd8DSisAiXwtzSbk4R1pWp+n17TXi2195Vr+oVS1Q5VLVhMbXy2xN9vyfpLC8ncRzBybT8wWx3pcCqp7yrrMfnRSsi+5fO4+uH+NkWFpdc1aEFCV94u/T35PKxRl9wOOLhpbsL3mo2F81+hX75etf/R1QAywbLO2F3nJiGXfcDNSrm1Q2EVr43y2+kaQN6Puqa1sDKS2o91mMyWE9dc5vSYa4Bjr1Ppjobn+sufrWkpj2+XertyCMvIZQNPbVPNv3TfjWRQ2SClreeac8QhuMI2CFPglkbnqxqUY29U7c0Lq5H0X0KX1ui4+lNvgQCAB+b7y5gYSX0zOPlev/mLUwg8s1P1o+J9wgkt0/XzXgae2hrcdrrBfLpSNbPGiEvXAPU92vX3n1PaZNCihm0+gGoyaRoP988BTr4bOPsPhray8ocZzFYAoPaJ6jEnsqQjukI0sv9/Ncyzt09o9fgzmY+XNA+LQwTU0KLZck1t287+8o8sT445OexETzsGkBbh2RKVoT3KNSuTRMyZz5Dmy3GgbKpHXkC/gmkiTG1RiKyIZTnIvFCHMFgOtB8ffV8UUfnYGlVY1aBldP86Bep3KzT4uT2xkUwUOY6+XNUm60IKva5WL9BvM6bZ5UTabw947QG0PtIEKVH9wIkEvextI8PvvfEb/z3nvaIeH94COJKZppkI8Rp1zX47uobnhFtVk9u6p/oFjnItuelb+m3+BFDd9d2q04z69u4pZmInwdy5bZTjnVsfyLmtm6Dq4ISa0VReG9cK0e4QQ8z3imq1/cziMVerJsWmdadSdZUh530qJf2mcX8s7x/DHEyMOYOwQWoWTXA0jVKp6+N17A1eO5o/Qb+nPUqELIduQv3b/aol0CPL/P5OfIzomn55Tjc3dBxPaCDbbPLhlXXLsSI0nzXdLPPQpmR1xP2N6xsslnSNnGQq9DEAMDPdArUsADS7nQQuiXoK/P5juhZdX5tDtWkas69rbCXqaIzcrUO85yYYKtZ3Yb68XBip9+9R8pu5z+dM60WMgS6o7JU1WZEA4XtUQeXkLT44rvqE/LjDlBxXdnXbxeZY+5/MfqIms+tyBsvIpQo9kp9+zDUg0nzn5Hu8c5IATDgGF5BZJBCuDm58BXDH6PjtrMmIIKmhkmZQJsl+s/YqYdDuG5LMSVSpBVzH/CCinH9PvkeV1sQNq6yby9VsSCZR1/byzDWMi4Hj/z9q0ZD9wKX9Nw9yr3GtFdM6BJklcB85HZKx9BENell2HBU9z2S6wpkGuQmY2nPEef5zOrHoFEAhRhyTZojVbWIe+HkT03fQUWyTDflWv9lLc4RLjm/sp5apUV8VnNwxzu1391l1TlH9y46+HJFwHMNG5faT/Jalxd41Ux9EBYbgY0L3n/MaQj/pJCvVN1jOTOvPCUKthqoviY62XfzEhNS0SZOa+2b576uhrQ1NrjSYgRraxk2uHIeC8SgBF6RQpdCvKeFzRY5zozmhAQqxqJWtoplP6+aAuv9cm7/7301/dymwkAI4PTiDAlaXHKu8jffOJNM5iTqneN+m6bXE8HJfMAC44J+qtQfHZZ3InF/ua7Jf+dyJK4BQNKyv+K/r86vG4fAxTHdN8t/XuC39HtyYoguHWZb8rtj7HtKklpeXhLNpD+WCRZOgwCSwSwgWDKanJjQ6n4RJBx0FtP4/Vk/I3HUKVUKWa1bg0LE+B5X7tfZLmJjgY66l34OOonFhMsO9sptbr+HdbxsRTKi3n0gmjHdNJMZOh87IhQkHpabWNEadAjL5TBwX+oW3bV7y/tc1k09tMwd14fUDjBkzMPiA6l4jtUrym8s6jNZBBshnnPIA7Yt8HfdZTAj1mtQ2FlSi+X7/HI8x9K2V2jG3BiisopZ/TgAn3OYdt/mHP2DYZe8CjVyhaI36JGwK83vXBeq+8wyZDGCTI1hGLlXUcomHKz6kX31BdxyyUb6xH5mv3PmjSlxIaVpik3XILPI5ER6Qo11/v5nIcSHqYG6y2MTdyC7t5D7T8Pn1sPI62vw9QEoagjB/DQ5patfofD8hVFBI9za7nTEFUQxawGTWIRf6yzp55xKSOHbvFR9QSof75war901SNX2BlFJKXfqqv1elap5GB/AYEPmMu6eYo16WlvjPmSClVhy6PfvBR0Nl5Ewma7x/o/xHeVmD5iOMEKlUjeYI3/B1gtgpVDcB6bhcWkS/57xA/mWS2HIKKOJmWCACDrnhSJMZOe+5RNTEtDWIMF/mTHWDAPPHmwfShs3n9EX/MwSRCCC4TDCuNSmavTRsTb91TlZD/v9quEcQlbgasTj+YHGltnp6gep1VO1DgmBia7SURnNzxgTzYRBQRCHK9/a8lz0/ySMv8q9vJh9pvU4ZICBB4Ia1j12TfmP6PONzTdfOFVYOn4uBjy0ki5Fr2ZhM9KtkkLlvF2NCAD9xZvK95Gtv819TwAUdkrk3mfO27UJzSPcR5uAEfaL9rP9KDYxcuwFkwsoFn3yv1M3ReH1SYBfkEw8AwhUWHXIM7VnValNwDK41DBKknfsX95u77ZVm16loRqQGXO5fJk1xi9+QWXRY1Enpg3qEu26ccBsJJm8dRv1hskYCqH8PPZb6yujfW6gyb7oFB4f8FgmtfUh/mKwIeN+30YIOFVbzCy8uedMLbKMzcAnaIWTe3TJYbbec50dfSvTmI8v89/BgQnIfTAiruLmu/n5aO/i9hVVUTWGURq6dq+VPzEe3bqmxv9ZNi1W5JtD6r6ow9tBjgTOe0N8qQpAfYNqcSnTlcgDLyKUMd/JJAs7kF3dIE+A4V1JyRGuaoPVOJ42bnIimiHFhi4nuS/bU9uRDvps2knP+TH5SUZu3bu8cB0E+ajrkJDf5kHHTQB/BpTzM/9yod7rpW5dAZgR4kGatcg017Lvv8Qbm5uGlamhouYgmTBsCJLXyHrnhcRMzgBhkhVBx69H9aIKgB8EA1MX50ZX0zKB8N6Y+CiIkoG1W/H+TZJrj9tGqaY4kiI++3AuXLk1kgsbXATeAjdw4pHTeKSCiTwpD9GASOq78kAhH6bsmCXJOdJz7F/99jkMBM24dZq632e3m8xzHXA200zSQLZ/zgiGEISiaqYnQ0sf83VPipQkocYNFJAhttx5uwpMoEyN0Pf+Wx1zjF1hJMyeT/5NSj2Gc1axPQjNuLaBL55MhcqPK1mzoCapM65FJu6YTVkHBf8LwyHLGWIS0MXDeJgnHAe6dppq2Ssh1Tz7rsJOA8/6ulSk0p+/g4GHkz/kzRXVOtJ+tSZe8CdwzzVCBW1b2ee0Tg03LAW+PV5g7w7ljr/Ob3ilmcSGM3LHXkyZZmmwDfub+4Cbk/5dKeHTddD3BYMbcIzkue5ciOkohiIkmKCgkBiKs3votyKxN5sisXB24oY+qBYsLnvqjEgvGEeUTbPoWQdAjBdc5RdU06VYITgEUOuCwZjS2E4xvyHjQIa20Et/NsJ8e0kQN0ASQ+SwXdEjtkxxbCiMn22WoG/CCQFU3pS2KYJhk3TLdlcnP9fL3zCk0gnwIjUx8hHl8OcsPFxflK315PkFOvrqnEZNx+qPARwEEL4fUeMx0pciFGtEDmE1Q7p4MbDAQU1VjROzToUuhABYkIMsIW6wSUiZDGc4oJ8xaQiaycj1i8ja+XHX6V+5JduIbnlnrCJUJa/4E8P1DqjOy6ZkJrYVueiFPu+cv/C8w+vdeOd+7pAgp1Q6KFmrq3yBTUONmZVqQDf195AWqZrLqwf7IsVJaGBRQo3gv/UoGQm9P48vIzCQqUFGVg6DkeWp2J7BjharZCZIk1z7OYwCzCVNfX9MjPM/OsTcCi/v57wOCzel0NDof2DDV08A7BTRX+ZyUJqhhDus39AX63wRlLNxs0Lpc/2W8dpn8X0z41QjqA8mcJ7PpR/oIFpL0vtYRfsk9YF7Hg+qsfQIRdNzs8IavgW0sYl7iG5q06VzwIhmSMiAFAn2DGVq94PcJ8tVTSPPwwE7vPbkpp4SPIdTW0cs6ASfeFr1eGjVy7jiOI+Fv0ApYN9HvP6jPM51AvmWwJ/gAkPD/C2+sV9YEuTbpPlbJ7HM162tjrw/QKSSoRxgyZdZ2yn3AeHdeSZrq7qnRKUDCaA4deqqU2zUXF1/UTQfK/EuYtQZ9o5BvcNk7FGFRziEZqTbKzF7fD4+8AHh0lefKYDIPDzLxvPQtoM3fzBZZURFHCyqRtpDvDfQwr0yQNZhuvWFy00hc0zWsMUwrAXJZOjYDOZVzBMvIpQw5mAqBC/+TvETzio+Aif9iKm6DyRmfSPXPSj3fW+VaQBELqZ/M4pUs7p4M7N0E9AkIghLKyEVsQolyho2wbRdg6KNQF580pC9xtXmB94W852kPqlHOdBO4IF8Er4D2a8B1vVOXst/0bXguu0QzDBq5wsoB6TlC/EKiNHJxIAkeuXFd/amad0gyDnJTMBF+qUSbLagEnPti8vdlFQaNdWFloJC934ML1E38hj5Aj1bEiJlMiOLgov9RaHYpALjkLWDEb8zEbtgz4syhZBC3vsNOAA7jUcwyKL0tKCRmjUfgNOHhJUSkhTEzVWr5k3TzyJUAjeWd2n1GDbo7VuJoSNOFzsiZ1qcoJk6H75uGfDN9Xa1UzW+9ULkmULRbPWcyo6zpEqRGH1MNpz9KjFzCsiGAUNZRWCWN3Fhu3XdNVP13ax1BUZ4TWs0Qn+64yHRy51Rw6LHArzcDm+d4RHz9iLx6QLhQOArVI9LycBPPhud67fIxSjH2abl+SLT4LbB1QbT22gQe9MWkNDjnRdoHmmrBcgoqmSMhmyDHkwyCBKjawjjj7Y5xwLe3G4KqhfRXgpHTtJ4SQVFEb42wxMlzWEYuVeiEYLILoSTml34XXCZu3pQoPDAP2L3GO5baoVRMGKIQxWyGSjBjmjnIjUkhDEyme2lsUkFSKR1VDwH2s1D16TzTq0Rrg/5uAcccJ97mP2fCJW/5E/s2vTa5dsbZBE3Md6L9MX3kwiB9r2QENR5YCCBf1pldmM9cSLACiSZXAcsGp9aeuDjqEpXQygQkUR4W+ppHfgNoQ7/iQ2DUc6kLjAorU8RPiTOfpD+OptcCSwaGB75IxtwpDkw+cvFuzMzzeRuikKkk4jcNAOb1pmTLXiP85RpdQP6iuo9YNpBYr2MK7EJT2+j7bhyhVYzv+cR6v49x3VPpl8+ZIy8Ebh0aHYwKoPQHp7GgF5ke3xw6c2zyuQuK8pxttP0gczSNCdUPU6O8mvDAPDWSqsk6KWUYNHJVDiLTRsXXMwWNnI7qhwHX9UqlkdojC8ik8WhGC9ZplnokRy54+F1RyJqra/8MaNQGeGyldxwnNoJuYaD3cfU6FCgnjvVcOYJl5FKFaVDVbxnD9CGgHj6JK1cnB/7GMX2donBQI1UKc0gTksgH+T5lE7FMK1lfPLHBf0/L54GVw9UAEkbGK1XzSCA2sfHQYjX4hk8ilAJ04kTf+OMymToq1fD7cEQleA1DwpwxRhRFY66gmKaVcXDWs8DAO1RGgqNmfXKiTrQnBiPXrj9Qsi/4ehh0/4gg3DY8tfrD0Kw9sHudF8AlLuqfmZ32cFz/FbB3c3iZjBO6KWr4skFo62j9kponLVM4uDHQSks5YjKFLihU83BmE3KuqbTvuwAAIABJREFUGQVxGh5eGjOolib0isOYhBGPpmee/igJN/Q0OamasGeTkYu7byWQYe13GE6PyDVZFtD3B8lYVq7lLxuEmwYCezf6z8s+r1Yb2MciwnJTfMDvz5nM2M0GogLcxcW1vVTBQdj8NplWRiERUCxkrLb6EzD+lfDIw9JVRAbnqgCwjFyqMBGmdxtCHkdX5FajTeKwXCCZgC6RLyvEYeR4GVPEqSZtSdqj3uze6/jPpcIcxGWWdL8GycA1CTAtjQWNOPGZwmpChNKYfi6/2R1+PVnUOJxMPLi0OQjG/jSZW6a4mTW7PV7AEAmZLiQsSlxhZXMwojh4WrdrK0MUFPoTnaaC6vXih7WOi0rVzPmcOIISBKeLZKXuqYzFWwYDm5KQZreJyKmWSeTa0T8R7EQKUULWK5//sA6ZKkIL0BA6ZmJGO9ZRUGjOdZoqssrIScT81iYfubsmxTOtrwi44N8kENYTWpuSR0vojFkC7ve8ZzqwZW7w/Ynoj3I9SoNOyScks/+m4psZR3t63steYJ+w+p/emYbZcv7BMnIpI8VNwVdNOZ3Ep9wHpc2/Gh5vYoT1l5SGpqLNCmUUsqiR01H1YDLfkDlXUoFOnFz8BjDscc8vQycESl2zwmwuTA3OBtZpggrHAS55I2YFhvlSJgRNABq2osBD0mwq0wgKeFKe8OsNuXlupsdFMoEpFKSwbjS5Ug33nVdI0Q0gY493+7/eGRQhOR1zzgRRl4S5Zi7XGw7dDDyTiJuHTsKkpQ1Kf1IRUa22XxD52JrU/P7k2Dv4aC9nrAlHXgQs7OPtPZmKGFuekIoLyqHHAWvHqzmGD2sWnqsvyCpLT/9SzmEZuVRRswGwcUYKxIGOHKvVU4WerPPoS+LdF/aeja8gszCeZDM2DP2YzsadzmYbZN4XBdn2dv3Jn0uavp74K/qT0B15T3sYWNg3PJF8urjzx/j56UwwBRcpTcPRPBNIJZWGReZx00BVA5MtgjtZK4R8WZOPuwnYH5KAPS7iRvHNNG4bCSwf6vVnQSFwRRe1zLl/BQ6PEZxColINCkqSjLl5vjByMkDKMelYbQQgrnVGAnkyxvMJqaT5AOL3+ZlPkYuDfE5ZRo7NG6SgkWvbmXLw1T3FO/dAiOYT8NacXM/5LOOXNHIyi0vfBmZ/kn743PKqkcsGqh7sJYZMFqZ+LAnQVN38nRrR0ITqdek3LNl6xiBNKGV+pROAi/8XXPy24cC8XiRNBCh4zb2mfEkZREGlNDca0zgPIKzO+p2Xb+aXirsnAzUM+RQrInymShkmuA8+ipKmx82vKBGH8bl9NAn0sokbv05e02JEjjRyR12k5kcz4bx/JFfn7aMpVURC8x1DIHr5e8CYP1GAl1yi/pkUVCVuBMBkEMf3lyPVYG06DjrK228rGu6Z7plDhiGZPufMYhyf0QqHFCzaKtekXI3JICPB5/IfaY0cx3H+C+B6AAcALAbwgBDCJzp0HGcZKBhyCYBiIUT5193XPl7NpZI2KvZAyzpMecRk4ujWf1fLxpGE1moIPL42O5utDp+ZUATqnJw84ZNrlBi+T1AUqrIKvpDPSDVyZFni4aX+UO2ZQDZ85OIkTfchxvP1HIc6ah8PbF2YwrP1pmSAqY3jm1ZeUKcZ/UnEEYjWPp7SbOQDsrWvHH8LMO4vwEnt45XPlJbykeXp3R+Ge2eG553MNvT8cUFIlVmQZpjHXJ3a/eURJgudrMBq5OJgKIAXhBDFjuP8B8ALAP4YUPYSIcSmNJ9X8ZBOHhMLDzJsdz226FapFZDTLCZqlpFGJCGRy0QI5DyFzBvG7dtl7rd0Inxa5A6RASlShMz1F+ZnUhbIhLbinmle8t5cIxuSf6cQOPXB6HLZRln4CZcH1GmW3J4nBWxha3BhVTUxuQnZJMjrnZa9ujOBdIU1tY93hcb1M9emfIeMEtrm7+Hl0oU1rYyGEOJ7djgewK1BZS0CkEhknGIS3vKC428GFn7tP18rIoJdXBx3I0XbKg+aDB21GgEbpgGV4oTbLqdo9Scisk5jIahru76EZwfJfix+kTj+Jso5dcq9OW6I9OlKQ9BQuWbMMPplgOp1yT/rwtcyV+ezGc6BGISL/gfsWhN8vYGbp+uI88qmPRUFUtMV1m+PrgD27yib9pRH3DEufa17WQmN8wWFldMTsieLtGNZ5DcyaWPxIIDeAdcEgO8dxxEA3hdCdAko98tD02spKfAF/8x1S7KL67/0+3k8tNjz88oEymu0ras/pcTw3FSooqFydeDcF9VzNeqW7WJuUT7gFORHzqlEEAKNkZP+s+UNhZWjgwPkK1o+F3792Oso56gpXY1FMGrUA+6aCNQJid5b4/CycTEor6hRz467fEXCpaNiK0oiGTnHcYYBMIkLXhRC9HPLvAigGEBQpIrzhBBrHMc5HMBQx3HmCSFGBzzvUQCPAsDRR+fYtKYsUOWg7CfhzQc4BX719qFNc9OWfEO12vF9GiwscolfkkN+5VoUeOeke7xzT++o8NLdcgtLTKeGsFyaFrlDBUpYnTNUr0PpCZpnMaJ3HiByVxZCXB523XGc+wBcB+AyIcwJMYQQa9zfDY7j9AXQCoCRkXO1dV0AoGXLllZcny+4+TvPx8LCwuKXh7un/LJMgBzHH3inykG5aYuFhcUvB09ssGtNJuA4wJUf5roVWUe6USuvAgU3uUgIsSegTE0ABUKIne7/VwAoZyH3LLKS88bCwqL8oH6LXLfAwsLCouLDapctkkC6djKdAFQFmUsCwHghxOOO4xwB4EMhxDUA6gPo616vBOBzIcTgNJ9rke+4bxZQmMOQwRYWFhYWFhYWFhYVGOlGrTwu4PwaANe4/y8BEDMRh0XeoGFrYM+61O+vG+I8bWFhYWFhYWFhYWGRFn5BnusWSaH9j7lugYWFhYWFhYWFhYVFACp2ljwLCwsLCwsLCwsLC4sKCCcg0GRewHGcjQCW57odBtQFsCnXjbDIKOw3rXiw37TiwX7Tigf7TSse7DeteLDfNPdoLITwRcLJa0YuX+E4zmQhRDnNPm1hgv2mFQ/2m1Y82G9a8WC/acWD/aYVD/ab5i+saaWFhYWFhYWFhYWFhUU5g2XkLCwsLCwsLCwsLCwsyhksI5cauuS6ARYZh/2mFQ/2m1Y82G9a8WC/acWD/aYVD/ab5imsj5yFhYWFhYWFhYWFhUU5g9XIWVhYWFhYWFhYWFhYlDNYRs7CwsLCwsLCwsLCwqKcwTJyFhYWFhYWFhYWFhYW5QyWkbOwsLCwsLCwsLCwsChnsIychYWFhYWFhYWFhYVFOYNl5CwsLCwsLCwsLCwsLMoZKuW6AWGoW7euaNKkSa6bYWFhYWFhYWFhYWFhkRNMmTJlkxCinn4+rxm5Jk2aYPLkybluRnYhBLB9KXBo01y3xMLCwsLCwsLCwsIiz+A4znLT+bRNKx3HOcpxnBGO48x1HGe24zi/MZS52HGc7Y7jTHf//i/d51YYzP4E+OhYYOWoXLfEwsLCwsLCwsLCwqKcIBM+csUAnhNCnATgXABPOo5zsqHcGCHEGe7fPzLw3PIHIYCFfYHSEu/cugn0u3lObtpkYWFhYWFhYWFhYVHukDYjJ4RYK4SY6v6/E8BcAI3SrbdCYuHXQP+bgUn/ZScd91fkokUWFn7sXEVCBwsLCwsLC4vyiaI9uW6BRRkgo1ErHcdpAuBMABMMl1s7jjPDcZzvHMc5JZPPzQlmdQW+vCy5e/ZupN+d3MzVZeQs4WyRSUx9G1jzU/L3rZ8KdDkKmNE5822ysLCwsLCwyD5WjgQ61gRWDM91S1LDnM+AzXNz3YpygYwxco7j1ALQB8BvhRA7tMtTATQWQjQH8DaAb0LqedRxnMmO40zeuHFjppqXeXz/UPITxHG7m5tWWlhkAyOeAXq2Sf6+LfPpd9XozLbHwsLCwiK3KN4PrBmfXh3rpwFTO6bfltJi4MDO9OuxMEPGXVg5MqfNSBnf3Qt8bPLSstCREUbOcZzKICauhxDia/26EGKHEGKX+/8gAJUdx6lrqksI0UUI0VII0bJePV+UzfINp5B+BWPknApgWlm0F+h9MbBxZq5bYpExlOPxaGFRkbFsCNC9JRHCFhbJYPhTQM/WwLbFwWWKdofX0b0FMEKLabdvKyBKk2vL4AeAtw9O7h6LYHx1BTCzi3csFQd2Lw+HKAUW9SvXVnGZiFrpAPgIwFwhxOsBZRq45eA4Tiv3uZvTfXa5g5xYyoJXAUwr144HVo0Chj+T+bqL9gCrxma+XgsznAowHi0sKjIG3w+snwLsyWOLlXzEwm+AuT1z3YrcYsM0+t231Xx93WSgYy0KyhYXu9cB7xwGjH8lubbM7e4/N+UNYP6XydVjQVg+FBj6mHds9/J4mP4u0K8dmXKWU2RCI3cegHsAXMrSC1zjOM7jjuM87pa5FcDPjuPMANARwB1C/BJHVwXQvpmQTa3i948AvS8AdqzIfN0WBjjRRXKB7UvVDWnjTPLns7CwsIiD/jcBg9rnuhV5goC9et0k+l02JH5Vu9bS70KfMVbyGPks8O1t6ddjwVDB6M1MY+cq+t21OrftSAOZiFo5VgjhCCFOZ+kFBgkhOgshOrtlOgkhThFCNBdCnCuE+DH9plc0lLPJtn4aUHLAPcii5GfjDPo9oLtdWmQXMb7lptnAt3cCJUXZbcraicCHTdUALJ82B7qfld3nWuQPDuwClg7OdSv8KC3JocS7nO0ZmcSqsbT+WCSJiL3aJJTdOAvYH7L/OmkK/36JMv0ygdXIxUIFcG/KaNRKCw07V6kLoGnBizuI9m4hG2gp/colti0mO/mRz9JxWUyEX/JitHocMc5lgWQ25e/uBeb38pjtbGHbQvpdbU1s8xpbFyUnyU8GQx4Avr4a2LYkvFzxPmBBn+y0wYQ3KgGD7yu75wHIutZciGDTu3xB7wuAT07NdSuisaAP8H6j7Au74iJyrzaMrU9PB/pcGaPyFPfoZH3r8g3Lh+VndMV0GeyyxIFdwJeXh/tuZg3ln+G1jFymULSX7O/5YOhyFPCxIdOCMmBiTrafPyIb6Mkd0mpmRrBvC/2uldGvsjgR8klasnM1sGxo2T+31/nEOOcbysyZ2uRbWg6xfBiwakxunt2hAOh3c3af0fV4oM9V2al76wL6jYpyN+YFYMCtwIoR2WmHCbnyrcgW4fFzN/J50jVe25eVL2Jn/ZTcrxk/PAnsWgPsy5eQADHpDf07rw2LdJmuRi7Jb1S0Fxj5PBH/ucCSgcCG6d7xV23zNLpiHtFOB3YBcww+kRJLBgIrfqD1Oy6K9gATX0s/Cnw+0ZgpwjJymcKEV8j+flE/9fyuVfHuj9wg82iwJaJvygU4Q5IfIQwaxzySKvU4G+hzRfr1zO1ZDhxrY4wzY/CeLKCsnpNtfNUW6H1hjh4ugEVJBDDIO8Rc/3aupN+8IZyzgGxL2pe5JqybGSO3dgLw4TFqVDwTSg4Ay3/IXtviYs1PFNlz4r+zU/+cz6j+KGR77XqvAdCLrSmiNFz7FxUAIx2iNmUmP8n7ZnYGpnQAJv4rxeelib7XAZ+dmZtnJwX5rfNg3xz+DPDdPcDqAK+qVMbd+FeAMX8E5nyaZuOsRs5CYtca+u1/U0ihmKaVO1dTaN5928LLmVBywHNYzhYCN6c0J8KMzsD7RwAbsmyqlyp2Z8isdVB7MksMwsK+wNLvMvOspJHEolbmjJzNv/jLRcxx6eQR8ZIKlg0FOjgUCTDTWD8V+LIt5RILgxTUcUm31IhGmTePfRH46vL0c5WlCxkci2tOMonv7iWNXxQyOR43zaaxwc349qwHVjMtf9/rgTerhDUooj3aPIu1D5SxRk6m3Uj46FsYkU9RK2UgkaBYB4k9Pom2yjQZ6cZPsBo5iwTk5pf8jf5Tsz4EZn8MzPs8vJwJo54HerQCtixIsT0xoBPwmVowVroJ1rfO91/L1GJ0YCflvNu6UK17wj+BPZsy8wwdK0cl59vY/2bg62uy05YoJLMpp7L4poJMMIxzPiMiJ1n8UkO8S6IxHaHQztVUx7ze6bcnMS6jxkAaY3L2p7kPqDLNTbS8dmKMwkm+49DHgBXDon1aEybTpjQ5Ef2/xV2792xIrm3lFZFrUhrjcdPP5BsvMd+dR/O/CL5n6aCISg1Ea9FeMlNTrstiIe/neyftWBdGbJptZr6SXtfLmbBmQR9g+nvJ3fNzt/CozEsHA9+0yw8mLQ4i3TBSYKYKKtFv2v6necTwpgjLyGUKBXEYuZgDZc96tzgrH5dZkhLIPRES3cTC7dY5+o/A5jnx2udbSFOUaHCNo1Kv4b153Uu/IwIxlcAvS7+jnHdj/+ydWz2WJMnfPxSvjmQ3kC8uBj47I7l7co443zILG6ooBX54mgJnJB6TAVOy7+4Flnyb3D2rxwHvHQ4s+Cr955c3SIIwjAnbujBc47FpJv3O7pZ+e+IKDdJh+gffRwFVsol+N4Vr42MJ7Axl5vYAxv01/LbCqvRbsi+iercPuUYurtQ6X7TnYWvGjPeJ0SzeDwy6J73UNlFJ2Y1McUx8chrQg5lvZkKgpdMRpcVAxxpAx5rq9cR3Dvve8pppPPYEOjekfRWgvfqTU4EfnjJUk+T7lDcNyoBbgR9+HV1u/Ksekz7kQYrKPOhuc9mvrwYW90NoH5iYJyFyo8mMGrtx6Ns9GzxBEa8zrA/2bY0hkHSfvbP8priyjFy6kAMvjkZuzJ+i66EDt06+QAYQzXs2qpExCyvTb9hkXT6MFu5Vo+l4/3Zg0mvmwCxxYFpYS4rUDXL+l8DAu7z33DADeKc2MDdK6+iem/KGd0pqq2Z/knxbhWHzKXUlOnFV9Kk41+ZaQi0EMOm/mTXZysaGunEmML0TMOBXhotlvHFL06mVo8r2ufmAhB8sG+vrp3gm5ADQ9YQIX5EYm3PxPtpo+98S1SC3rgiiL7bmLkdY9E3m/GN5vw66Ozohc2xm2DSvY95bYBg3qWD8q6oJ4ZqfUoyIamjvsMeBAbeRUG9ud2D40yk3M7F3BCGuaeWO5WZic/tSVlcaTKFXifsrvOearsv2hn1v/Z14WWnuOeGf9CsDpBlNc5Nc18vKEiRbKN5v1vyP+wvw7e3qubk9wusK7QPD2Bv3V+DNqp5ZYhAGP0ABSFJFabFqXh05D2LMk/fqA92akaUHB++D9dOAkc8Bb1UnWmL4M3S+R6vgemXbfu4aXCbPYRm5ZLFmvBrQJA7zIwenJKK5c6Zp00xIy4rCywGkMfjoWHYiBvG0cqT7O0qrOyb0tujSltJistP/oDExiQAl+Zz3uecsv8XdpPXgMIC6ecn3MTq0prKhGRi5ZDcGTqSI0tQlpKkGBVgxgphZ+dzifSrRU2yQuK+bCIz+A0lJOaQJnWTqE9DGxLpJhsU/CUZuRmfgi0uiyxkl+u5zFn0TfX9cbF1I/kKhkc9izovN87IXdj8K41+l75fp8OYmgrx7SwqlHhemNat4nzqOVo+j36hkwrGFBjEtFw7syq75eaqI9Z4pClBM6/y8XkCXozXhVIhlRCQjnQGtUdFuImp7XeCd69kmyYioEeNgzwaEapTiInaQsgh80CSc2AQypJHTtBiORgKGaeSK9gbUaRiPct8H3P0o4HlA9PssG6KamOaLaSW3auJYN4miL/a5GthrCLo05k+kUZvcgQTupcXA0Mejn5Wsmb/pu0j6Kyri5+yPKahLqvjpZaBnawqSRI1xmxLwzUb81v0nxpqWED4Y5lb3FsCU12nMTX83fIzsWOnO3zwKqJciLCOXLHq2Bvq18463zHUj8YQMwFDzC9MgcutKDG5WzrRx7N3kLxcGXdqeqo16UNv4IqEwZSBpaI9zvOMFzN5fLjxjX/CfA4ARv1PripJsb5gOdKoN7F7vnROmDSXJjYF/g9cLVYIjGcRxljfhy0tJmixNU98/gsIfD2xPpls8UpvcSILCtstcTBP/E/y8TT8TkdGxlno+Gd/IYU94AoQwGImVkDGdav6erieQv9DbB9HxlDfCfU8kdq9XzT4B4OOTshd2PwqT/0u/RWzOFe/LgAY4gmjkwoJhTwILTUy2YXx8eIw6jmJrbmJutnEZvn7tgG4nZkeqb7KG+Oh4bT0PgqHP1vxETOey7+k4EQk5VQKE1f3DrynSJ88bZxTsZUD7vn5a8HxdPc5vql9kIDZ3BkSB3jw3hQBRJssXA/ZsJIbXWEUKe0aqSIWR27eNiHehvWtC6KrPP/f6no30vXi7O9ZQ83z53on1I/fv//YO73mbDUncw/pm/w5aW9+twx6TJ6aVG2eaz/doRXvwssHADOYbt3kOvavMizrqeUpPMf09YOb74c/qeR4J7X1a2zgaOa4kkHENUo3pEBNbXDcdaZVlYuA5pFljnHmyfKgqVAh0IxLmub1/Bwk/PziaGNbylG8vAJaRywR6nRdhghBjcPKN1FR+xG/kRe/cFkNQEK+S4Eu6tD1O+zo4wKjfa4/QN0IZ6YptNCbTq3UT429sG1gi7Klvqte2zCNb/CBMeR3Yv03TlmgBWpT/U9DIAcAaFlK3tITyLcUxv5T9NPUt8lFMFhtd/yQ5dub1JK3VfuZ7KBk4/k1+etnQFr29rC+CiKdUsHFWRIEkmepktXTT3jGfH/ksmbUoc8rQhvePoHxpg+9PzuQyW0FTHNfhmwuL+l5PZigT/xPMPBfvMyeZ3ziTmNwDrkR97Xhg5gf+ctxaYMa7AdF6tXlVUuQ37U1WiBRXA6KX27ZYFWascLXhUaZxQSgtMbdlyUAyXZJhtvdsJD+sbYtonktwf+Q53clcSJSa16KebYjp7HNlMPEYhN3r/cRfQkoOoMCNcCji+npF9X+IdUP3Fl6+Lb4+rhpNuTInyHDy2j6i52bl5r0L+9LY/+pyslLYPDfmeiW8enl9Jrx3ODDwTs0nO0kNZTpMR0K7lQLBOfQRCnKTGANuHXK9+OklryzPG7h0kJu7VGu3wojHfKfF/QLmbYw+LDFFWM2X4BRJPv/jU7xgRhLLhwEjnom+V+71PVoBK4Z752d9FHyP0drLnXfFAdrEuBClwJCHgtejAtfFp1QKtdy2zOxC7d++DOjazD/3lgxw6w/p259eIgGUfD/udqO0MaAOvv6tHgdlXi3qH/zcPIZl5DKFsMXomxtCQj67g2jCq7yyeM9ZZSAk5eDmzMvCrzV/Mm0hjNqMZLnJ/1OfsWUuMRHy3Yr2uFoirf1cI5aA6ZlsQnVw4jnlDmpPv5tmA2P+DHxyOgsmEGK2Oo8xgNLEKrZpZUh/TXiVtA6fnxunIvoZ8VvyUUwWX15m1rxwoj7BrDPC6cf/M9wTxngG9UsKktHx/wi/bpI6x5WYzf4UGP0nIpL3bCL7+A4OMPNDr8z0AEZOgn83qUGZ3sk7J9s1+xPSjJpQcsCVgrN3CIoUOPVtlcBPFjJfGv++K4bR75g/BZuzDn2MCLVPm9O43zKfNMvf3Udmp5LRWT8FGPqoeu+ge+IxYPK7rfiB+pLndpvWiTT3sTVy0tw8iuEIGCsfHUfzRUISGiYzZE6wm0yQDuwC3qik+qRJywNpjrRqJP1O60R+WDo+PoWYkGnvUH6lLkeSdl8KJnYsM6+b3GTNNO8W9HEvCfJL/uRUz2RP3jvmTx4TL4V6RtNcVr9JIGSC7P/RfwguM68X9d+c7qTtl++5Zpz6DNPaBahrXv+b6TtIgvDjk4nZM72DDvmcdSxC6FdXUJCRqW/T9+EwMRX6eFw1Vu1Lk0nqzlWedtXXJkN75b0ysJCpjO7rJvtD9pUk3ItdTYa0KuLCqE9O9c8f/Vn7tvivRc1JIGLchH0jw/rw49+i70sHujnkF5fQ3qIjDr2gv/fqH7X0SqbvHVEvjz0wzDXJNO3fJpcRKeT9/hHv3LYlqoaLC0KkP9qy70k4KM3ity0mn7L+Nwc0UhtHsi1LB9E6PK0TRSc3+QAW7VHnWgfHb9YbS6Cl9aNsOxdaOY465vvdmETQv/yBZeSSQRixG5ZjbPn35C/GIc0LTZFy4joYhy2gU173/u9/C2kQJHyEvOF5xfs8h1y+mO5cBWWSvnMYMOgu+n/LXApgordfbtDKI2MsgkHmgCZ8ciolCN00yzO5lGYg/N1N7zrUXdS4lGr/djVFAUfYpiSlZesn+6/t2aAuSLvXqYFq9D7x+a0BWDVGPR71vL8M1zIkNtsIglkS/xILv6YFVG8X34TkArhB0+zM+ij1PFLSLJSbVelSO5N2a+9mijo46T/ky9XtBGDa23RtOIuUZtLATH3b+3//NpfBMIwTnzYxgGmY+G9ilAbeRWM4bLyMeCamyR1IUDEqgECOG4lMMhxSKrlxJuX46daMAhFIyW9Ym+d2j6dxXs3m/dS31HuGP01aaH6OC5ZEKfWd9EORGoWRv1PLB/p6GL4f10zJcWASoHQ7kX6XDSHT29cLyedFQiYd5+uoLhmf0ZnaFyaE2DxHHZscI58FOjfwn+cmUaZgBANupW/71RXkl8zN7rl5U/cW7j/uuQ8as3eUgjqmnZYRfYPW7XWT1W+5c4V3/4YZ5NcrIYm37+4hpkn2kTSNTDBypSRk08ea3gbTWjvsCfVddAgBZYzIZywfSszliGeISOWMsyL5d+/l43HBV0DvC9SxIp/f91rvVI9WpF01waRdkO+bcEMwfINF36ga9iEP0q/cQ765kX4l0yqJ2kpVze2Q0E0hB9/HG0Y/MhJlWLAwKRgCGN0SIkiW89pE40hmJFmNnBAUsTTI1w+g/fXdut7eB5BVw+D7iCbi47jXeaqAfPsyf336XuUUMNNoGILNwJ9CQh//upni8mEBwsAQjedWJrz+6Fgym5UY+az3f5cjiUYZ/Uc3aqR7346YppA+qy0XMnLuco3uACgQX4JZd+Ezn4zDRAu17zrWon3yJy5MdmjOK88qfym8YLoTAAAgAElEQVSHLCOXDMIYJx7a3KSe3aNJV+WCuuBL71yCcdEGKR9YvLyRmGIThtuzmyADjnBGbckgWsR6XUAOubO60iaduGe+p5mT0JnR9+qpx8aIdOwd3z2cfucH+CFEQY9iBFDfcAaSS6olVmsMJv++nQ4lE7MNM0gax++TGxZnNLcsoM0nTKL5Xn3gWxaNcVpHz9QIABb3V/3m1k5UJYGrxgK9L/S/pw6FqJebpVaupMifvqGkiGzGOWZ+AOVbKWkU3Hcd+SxtcHLD+P5h8iUFaDx9w3xKF3zl93XkkEFteN/qoZu3siAVezeT9m0aY8aK9wb7/JgYOd20ZecKL9qaRJ+rgK/aqudEiZbGQwY1cvt1fi/g7YOJsOPjoIOjMvBxMfFfnk+cDoXACoHsV56rUdFguNA36HUasRyW3kQSj9xsC/CHvd+/VR2XUgrbvSXweiXqO10Axon26e8Qo6WEj3e/9QzX5yQqSMCEV/1BC2QfSasGUar6nfI5K6Fr9nauJM3TT38PfnYcTcamn9VjLjQJCmm+b4tfMLN0sJnoShCVgr2jW26SyW/WUMfaiUCPs6kv57N0Fd2akaXEZ2eo2mudOeCE5vop6hrY7URVY2Zqg4mh3adpVXwaR6H2h262L8EDPmwzCPb4+8pIu3yMSiHU1oXe906sDwafXJOVjS9StUtL8H4a8VvGnMMffOnADpU5kdB9pRShJ8IjbQO0nst99sBO0rKaxjX/5m9UVn3n5fvxfVwy4nx90Ptr+xJ27UvSzI581mMOJvxTZW6XfEsaLO6Dr4MzECUH1L5/q7rfCoP315Jv/dq8Uk3AxjWaQVC07qB1n0OPO/BVW9LgS8ixzvdJHTuWkaUKH7/yu+lrmSnCpaRjpKBIlKrlEvEOXqT30eeofMbyAM20Tpvpa1csJl745864/yN3AYkN0/wC81TN7XOIjDByjuNc5TjOfMdxFjmO45v5DqGje32m4zgtTPXkPeL6cwxqH0+bpCegfvtguo9r95YOJht9iX1byMSiRyt1s5IDexPTGnx0nBelCCCGqTvLS7PwayJieCRDKTmUm9H3D3lEOUBSmUyEaeV9uXdjvEATgDlRdpcj/ef0xWfAreQbxp/b63y1zKZZwMTXKAqhxGdnEJHMJUcfNPYYPIluJ7o5qLTNUpeU6QvaLrZ59Wunfp/Rv1cJdGk/zmFadLiESYbr5RpaAPiwqV8qvLCPv31DHzUvmmvGqwvgl5f681gV7aXxtFiLTDr1TW/sz+hsNluRhIfOQEx5g/xVEscdSHAQRjDzjWnH8uhohdPepqh5HMuG+IUxgJd/CSAiBqB34pj0mp+w5PmhAHpX+bd6HBE7n7cx5FoEjT19M185kjR2pvQSkxjz92lzYMjD/jI6dJPdvRozFBatN8jf86Pj1ON5PYENLOntW9VprG2YhgSxvndTcA4gGTZ+/RQiurYt8QQBa38igVrHmmowIpMpT8eawOTX/ef1NUQIEqaYUGyQ8kuz7yDojK4JentNGjx9fpoEW19f7Wlb+X2moAdcy6Cvt7pP6rIhjIExBG8ymZXqGgXe/u4t/QITXXjFfYQiIcivS9+zDuyAwhCOet4vvAHUcPmm/b+0yM9sc+aDW3n8/LFaTg81D5Awb9catU8+b6VqfGd/QutElHnZ19eGX6fGhl/mDIKOJQPVNDH7t5GW1ZQGQxeWfNjU+79zA+CrK1WiXmqq+Fj+9nbVR2/ZYHLrWNCHtM/j/kr7w1dtKcrl2BcpF1vxPvqTgiKpUV/4jeczLQSlQlrJNG5vVjVHnQzC8KdJm8fB6S8gmHHh0AU0+r5qWjf4eHmzCgmRpBvB9E5mJn7oI2qQlTcqE6Oj0xndW3hrx/6t9E2koLT0APliv15IGq9+N7mm3O7zdq4gobhulszXSxPjr1txKZHZARq37J3WTvDPh5+7qsH0AJpfHCZtvj6fywEckabDqOM4hQAWAGgLYBWASQDuFELMYWWuAfA0gGsAnAPgLSHEOYbqFLRs2VJMnmzo6FyhaLc/cl8QDm+hEillgabXm4n9fETlmtG5TOqcYo5yFQfXf0XMm456Z6gETY3D40X4q3uqf4Kf/081sbiO++dQkBpddZ+vqFZb1WRJXN7Zs8UHgOeEeWOodQRw7l+ZWVMEeD0PLqDNSJq1SZz1u2Bn5nzEk1vJvDgOrunhmSUHocHZwF2uRkLv86DvkA3c2I/8B7KNVi/4JdA6rusNHHS0KmAyocpBZoFa02ujcyTdMQ6Y9YGqoW58RTghdudP0W1KFsfe4Cc+OM79P2KM4jCFOg49joKwcNw1ibRrHNd87mdKC6sCt43MzPse3NhsYpZtNH9CjSoYFw1bk6CA45I3/SbSN/RRrVFq1AfajycfaokLXyOhjN6OgsrZ1wyU5foR5334WG9wNu3NUfO09glmzVObf/hdSK7tBQy8g/4/+V41pZHpmwJA88f9gjmL9FFYJfOJyeucnDn/tudyHUjHDMdxpgghWvrOZ4CRaw3gJSHEle7xCwAghPgXK/M+gJFCiJ7u8XwAFwshQhzL8pCR278D6HRIrlthYVExcMR5Zv9JCz+qHuI3ubl1qF97YWFhYREHdU9TLXgsLCwI988mxjDPEMTIZcK0shGAlex4lXsu2TL5j1wnoLSwqEiwTFx86EwcYJk4CwuL1GGZOAsLMzKZcqkMkAlGLiSjdVJlqKDjPOo4zmTHcSZv3Jhn0WNih8q2sLCwsLCwsLCwsChfKF9JwjPByK0CwMOeHQlAz7AZpwwAQAjRRQjRUgjRsl69eqYiuYNl5CwsLCwsLCwsLCwqJo4OyBGbp8gEIzcJwPGO4xzjOE4VAHcA0L2z+wO4141eeS6A7VH+cXmJfDGtrHd6vHIFlYB6zbPbFgBodEF0mbJG2w8yW9+TMcIGm9AqJNRxecUxhsihAHDCrUDDOInQAbT+G3D6Y+q5u/+fvfOOk6JI//+nNhCWnHPOOYoEFRCVnEEUUAQFxYAK3pnu653nhZ9nONMZMeeIYkQxYkIBAyASRJIJEEQRkFS/P56p7erq6jCzszuB5/167WunezrUdKh6clnyYfMjFhdKF/zetwsSmG6g8JidgQu1Kl81uwLdLwFmlmDEQt8bSu5cYZz1rTsZvVJT/21tlK3uXTcqoKCIou/1wd/3NOfnPMIoUzXVLUgtDQe4l/tZKqFGpW7vorUF8O+nFSOfD/6e8d7TTKEk5L5sJsdSzTeNKbIiJ6U8COB8AAsArALwlJRypRDiHCGEKnX3CoD1ANYBuAeAzwQ4aU6USXAVURSJWt2iHevCvZSYrJhozqvjw8UHgNONktMXJVAp6Jh/upePMiYlLlcHcVOpSfg2gy1l6W1MsEyc3dFSYr3pcGDEPPe6sa8DbYzKgcOfAcprUxrkl6OKjiZ6MqzIBcYZczeduQ5oPsq9rqiKXV5B+DYmHabb1+fkuZdPvMsuFJ/6oXt5jE8lsUEPAKcY5dkbD6LqnSa9/wYMuA2YuRU49lqgQX96HxppeV99rwdm/QY0HebdP13QjSoVGwOnGZOjT14KzD7kvm8dZ5AiYquM1eNyoPWp7nWnLQPyymjLS4G+1wEFmkLSKVYptEqLhH5GKB3OTP4x88tT1TmdQQ+E71cxNrecKp1/+hf2vrRURar4mVfWWdf/FuBciwKcq13fKq2AYZbpUCob0yeY72IfYwqM6cb8monQIcJUESbj3gCaj3avO/5W93KVFsC5Rmn1E+8GxltK+0/fSEYak9mHqfrfsCeB+sdR5VmTZiPC21uzS/g2RaW8ZYqacwxbch1LIe2Ji93L/W60/07AeR5GvgCc/R3Q1ahiec6PVOlT57wdQGujIuj0Td771fZ0oEw197qeRll6E79+WtE8QhXa428L3yYKpSqEb6OPlbP2eMetY68lI45J5eZe47bet45dAJz9vXebaWuA7n+ivrXv9cC5xnRQQPKNE1GuQ4N+7mXzHVL9XxCnf06VfXVmGHlfs/YAs3aHH0unbm9gjDZhebeLgWO0KsMD77dfxyCmbyA5QefEu62bBnLSveHbRCEDlfekzCMnpXxFStlSStlMSvnP2Lo7pZR3xj5LKeV5se87SCnTqBRlHMTjkWseYQCzeSBM5kjqaHJLOevySpNwrAvdw5+mcuY2jrsOGPA/8grk5ru/m/U70E8r755bmv4ra179vsDRWon9JoO9cw+ZxxzzqnvZ1q4c7feUr0/tM2kz2btu6OPedfUjegRHzwfq9HCvK1uNBD6dlmNRmMI5doF/ZzdUm8B89kGgkdEBVG7mVZYqG/Oh6Fb83n93f2caA9pNAS40pmywCe76/arWjhS0dme4txn3hleBbTwIqNTYvW7UfDqGiamQnvkNKby6JavFWFLWqrVxb6sEyJw8oKAG0OPPwMkxAbKidv7uc5ztdKJYuv069RqdyMARxIwt9t98sWW+mzGvOZ+HPUEToY5+yVlXqyuVh9fnzjpRm7vHpEFfoNtsZ7lSU+8k8zbyygIzNgOTjD7l2P9H90anUlOaKkLHVKgKarmXzbm/TGpphbTGvEr9lp8BQZGT6/W41ujs3W78m87nNpO810PkksKm359ydYALdlEZc10o6HqBvS26otxyLNBqPNDnGmfd6Jeo79NpNtz5bD6TU5YDFS0TrcdL+xAF+uzvgPONQjgN+nsFxkZGYZwpK4GyhpDacTrQsL973RkrgYoNAaG9g8OfJgFYCGDwg0Crk4EJ71JfalK1jXddHW3KglM+8I4npqc+jLPWe9eZv9cm/JrPdD/LpOD6eHHcdSS46n1u+2nAgNuBycsAxOQDIej9Mp/TcrXo/VY0H00GwqHa+Nj3enpu1DgMUH808F5331q1DRnDEqVcbe+6zue57w1AfbofE94DZv7kHm/8GP2K/3cdppMxZuD92nnLAsca05AcdQmNT7oB9fhbgTPXAs1iSmnriV4jRvX2QPk6FMWgmLaW7mPf/5ChvPscen57GvOHhvV7+nPWbAQwKmz6J+OZ6GSZqscc94+/xb1c+2i38WPmVprWQqF+gz5uzpFABaO+YH7Z4Ptro/ko6gfbTaXlio2Aoy9zjBE5efZ+IBDLNQ6LsjAV7JEvAB2mGcdo4pWpopAMb3gJkxRF7ohB5cjpg74vIZfW7xh+XihTmK3WhoRxgISWluOANpplr4E2IB91CdD5XLs1KL/A7W2asYlCLpQQbXZkHc/2up1zDEVOP/ewJ93tKtxHO8bZm6l9JjYBtvUp3nVxYRwzJ89Zd/QVZLkDUKjI2QR6gBTp0papKLr/if4rRVi/bx3PditPU1YAvf/qLHe90C2UtJ5AQoJigDHX0IwtZDEuqOler5+jQX+6jsf9x1l39BVAoxMsHmbhFarq9nHfByUsH6tNntt4EFBZ63hrdQMangCMeMaruA74n1eAdGHxUpkDUreLneV6x9iVWbNTVxTU8r5LJhXquQfGwnZYwi3Ka95oFc5iM/iEKWPDnyHhv/FAoHZ3MrAAQK+o4XoCqFAfKK0ZJfpcQ95z/Tm94FfyFE9aAkxd7aw322wOpGY/ULOr87n2Ue4wLSVkeIQgUwHLA1qMcZbbTAJqWkKCfPMVYs9KTh6dS78/+nOsDD1BoZGu/jjWztrafGpV25AxbY6k+cEAd0h5tfbu41U3lm1E2ca8L7pB7/jbSGHQ73nFRvbnNMz4ZkZZ0E6O0Kwfs+U4EoCj0NQI75u+0e1xrtvLfezzdgJVjbkkzbZN3+B8nn3YG91xygfuZ2/II8BIIxIDgPd5DBmzzX4WAKq2BjrPBGp1cebFMsdDk8lL6RkabvH6qtB0/RgV6tEzrvdbU7/yttc0xgRRu4d3Xe+/u89xwh1AeUP412WInDy6JrrHu1QFr1Fj0ANA3YCQ+/rHkrfM7JfLVnP6QcD5vfq1Uc91z/+jPnTII8DI59zHUUartqeRR/T8XUAVw7uu6HiOe9l8b0wFWL8eo17wGpX7GJOjm/fMFs1UyjBumVOEiRy4nt2CGm5jtDJABY1z+hiqk1fGa3gf/BDJJvoxCxXAWDuUzFE34rySw550PtvkUlM+NkP7TW96mcreY/S93uuFNY3y5et5Pd1HX+k9VprDilw8qEH1hACLOkAPpvnCHn0FXC/fdMsEqMOeos7GSmxfXbBXHZpNSDQ7oCD0bQtqUsiFsqSaoT3NR3qPrYcY9bicPIaKVid7z9dtdvigmWyUBUm/Vr3+RiGrMqacVGjoCOZB8yuecGfMy2S57vX60H91b/TO9MQ73R1UQS33dcjJdQslOfkkJCjytQEToAG+TBVHgTjqz7GwB61d6vfqFl5lnW453n08YShyFx8gpctso4m5bvISYLzPJOh+inEQImBAGjWfQmTK14sW4msKloA9xNEcTJsO9T+musfq2ikFOR7LXsuxbsE+v4Da1W5KtP31e9DwBPpfoQHdU/0ZLFUh5jGoA1RtSYLNxI/hUaA9QoDxvurv9aRP3NbecjFvnmnoqNHBvSxyyAugqH+c+/u2pwXnXCrPTdgzWbERXUtlnAIc5UAJobrAWs7SB7g8zWPICq57VypYQvcAEi79KFPVP1R6xLPA4Ie9+Xy6V8FUxgA47755P7X2m+HegF3oq6B5FOMZTwB6z2cfons6RStzX9EI9xLCHfZYprLbu3vSXLcxY450v+e2sa9eb7eRqs0kEnZ1dAOewjQ6mVjHLO0Y6lmu1dW7mW6MqNWVniH9misPeKGyYrkfQf0gQEY3hfJu6R62KpqCrO5nF81DbSqLnc5xPzdzpDvXVx1DfzYu+NWrJLSbAs+1Pu467bylnPOb5FveD12RU+Ntbj71ofrzMOJZmuBep0Fft+EjDN0rmFualHAdPYIEcL/P3S4Gelzm/l4It9LV4zIjKudqeOUKU5ET3mfR9mzaDAqlYwqPaXgCyJN36keW8+U4hjuV4qNkYXXepkPo+TDfocrNydjiaUfMeVCpKb3z5nusG6wAMjyb3+vPna1OQzNL6HCuoSCKHO9zZ+1X0xtW5OKhUmPqqIK8QlVa0DaeFy3Xba0xXdrl61I4jy+xB91a6MSmyMVxa22DdPk69GLavGn69tPWuoVe3VPjx3H/sZ9zSpLntVHXYOjjwKD71Er6l1+evGFCkLWpQgO3gKOEcNtAoqjYgJQ/3RKqvLaFA3Ip735m+wqxPDPx0HBALPxLfx5in/WOUlnPPOG/wj1wF3ZwYc9SPM9aiGdKDRAdZ2iHD7gO6hrN2AycvYUGI2XtGx3LEWkxhsJnxr8JdJllP44SaOprwrnu6QsKmemtLKCqnbHfYLPgF4XA/EjtuhZajWPrgjwEDfpSbpDpndWv+cyfvPuZobo2el3lDpMbZyj3ObnG8xD7PGUFKTGDHwImfuR//AG3UZ6HVYgJEXrVc9bzKlLK9FDTQuOJJtCY+SYFNdznNcOHFfWO8W+DyAWmfu1e1zKmILcYA7SdTMq2rrzpfYLtvnaKeRQ8VnzdWxnxfdXvTbx9kX6e6u0pMqAw2iTWts7n0/8BRh5WvWMolPXMdZSbaY6VQfdWCZzNYnm1ZogwQB6HM75y/76hj4eHhNlC+PVr2XwkjZlWz53P86GY9AkZOFWenhK4dcNuUGrHMf8G+muhoUpxPfltZ9007VlrEstJ0kOZc3Kd8U7lLAXd90JDcoTnyez3q2sGPeXFifqM6X1TUOG3FmMouiFRRr7gNjzUO9ZtRBj0gDesVFcC+t1oGbuE+1ro2/f6a8xoYby7Zn6nyPEqo7Z7YCpDgJMXadu+zzVAzc7e5yyvLD2HU1c7CpWSc/zeRTV+K8Ohh9g5lOIX1F/N+t1+n10RGJZz5OR6j2veD5Frv0cZBity8SBy6ME0XxB9WT04NouJvs7stMqGCH3WF0c9pD4PsR9DHqP/aoA082XC0I9dpbnzW/LK2re37W9Lgtc9EvG6t8e+HrNmGetqdqFcLYW6By4hrC2FlJbTBv3BD1Heg63Iic6MjcA0LUStICZEq44nyMrrCVE1l0OEUYWnE7R45PRnRBeM9NyRvDKwdgnqGH7tiTKQF4byhGyrCpvohQKCjq+umbJS9rnG8RYpK+GIZ+m3NTze2+GrxG09xE+hlJs6vZz9lGeuQgNH+Tv6MjqPqbzbEuVtVsKonLUeOGOV/Ts9tFX1C2H3TUf1Lye/Q++Nbv0vqEnXr3QlCh2eI93vih/55cgLPXU1RRLoAm6D/rF+SLsfyvtWvR0pMdZ2as+6yPF6qZ0vg9umlOJS5b3eGnUf1bkaDypC1IPWXrNPEzlkDNI9wkMe8RYhaTXB2zbArjD0uJT+m0qevp8t2iDsHQ7ySNswr9fJb3mjTdQ2Zo6yEHQ+v77T1lalMCtlpsssyuWbanlf2kyMGWksRoQgrHl2EYW+sOtbsSHQ7wZnu7JVKT9Rz+/UczZ1mg6jPsgl3MfapUfH6Kj8VVf7c5znpqP6PuAZV+Fsahs9t9cTNmwozXpxC6UsRa0UWD02tuoe46Rh9C86fa9zX692UyKm2WiInOBoH5NhT5GyN2uPlr8X0Be5Inos/X6hJ824H7rnUhkRus2m0NBmI2n7qprBWr0LZuitQkVA+RkRpSG7Ho5FRQ1/msY4PYzWz5ieiHEJiOWzqmOY6SQi+judRkSUFJlApq0D7ol1RqbLWeFR5GKfy9cHdm8BBt2PQOr3BX78BCinKV22czUZDHxrFBsxaTUeeGWiU41SDxGKgvkCqfMHJT23GAOs1WLXu80GPr7Ge6wLfgUO7AkWFAtqAXsML0HjE+nvQy3nrNEAqvjnbmzsX8jLml9AeQ86HaYDy0OqkdbrTUngyqMXdJ6w8IjIHYrRKerHUeFqfseq3Bz4dSPdu7LVHKv0sdd6t60Uh2BlElUpbTGaQjr17YOOn2hnrjALWOgcjhVFGaYV2Bn+LLB/V7C3rekQun6djHyLC371hnbEQ7la3vdi9mFg40J36Ik5SEa59gU1gd82k3e5fB1g93fAJq0KqxDA+b8EH6PhCfb1VVu6hYBa3Z3iNvt/c9aboZc61TsA2+Px2IcISz0uo+dK9/z64ffumLkVAIXM6xZtXWjr/TdgsVYB2CaI5uZ7c0hrdyfv1ee3GX19QHn5vteRYF//OOC9S92eKf339L7a3Wfq6F7almOpuJOtsqPOsCeBlyZ4lTMX5r1JguBkM2bZKm2a2xR+jl3XCe8CPy0jZe+wpbiR9yDR2pdIKoFe1AOgNi2Y6jaCXrg3PCevQT9gq1FN1/ZM55d1+lP1DAcpV0ppyDH20VGRDPr5/CKaol6j/jeT0ceWtpFMXMYxkLcKoHfxYGw6mLBrr6jQgPrXwOfFpqCpCKKyTtVcq1Epdu1ckRWW7cyxAfDej6bDyPjZbIT/2HHUn8lY7dcHmSkdVVoAO9eSAn9wDzzGRpXeUroKUK01sO1LWq7a2nvswjE7yrun9QszNseOqYcYG6GVc9JkirE4YUWuqHiETosw3f5MipfeskjbLtb5qU6wtCVZU88POfZfJBjqldBsilync0mRC/Ri5NnzgqLip4AETc8w/BngxhynypOfcFSqgjv5tdscYKmR6Fq5mVeRU9TvC/xunWveOG8CwkPL8aTIBYVLAdGraJo5D35KSX65aGXIzd9WqqLmafJ7HmLPgSpQo9qge5PyypBlsF4fWImicPp5qm2E5We5zp2gItd0GLBeqy5ps5IefQWwcKbbW55XGsgL8Z6LHKrEaWJL6p6+AdgbZ7lm17kEGTB0el4J/LTUGWSjXPNRLwLfvuLkiLabQkJjPIx7PXybc34whPyI72O//wLPnOCdAsCkWlvg56/CowPyy7oLDdlQQoitbwbc0z8ozBww9X6Vq03P9cTFpCx/+7I7lHv4M/7hmYCTbyhyqCrfunnB713Zao53yuZt9mA7lvFOtJ5g2cagMPQsSv9qGSvjIZGpWGznB5xxuP5x3lzNAbcDuyxl74HoxjazGmQi5JaiUFw9zNfPI6S3Sw+v9EPl4ppjefUA40rhuZQH2zL+RymVHy/5Zf2LWRUV9a63m+JWpHUDxgBtaogoRrKZPwH7dwP3NnM/64XFpoJkMe0+6mOoXyiirkyrZ2PQg9qGhgJlPaUI7zNycoO99LWPopBwFbVy8jvAd+87yvd6VcVURboMBza/41TNLnymLIrV8GfDf4PN0FoYOaftV7U1sGO1d9sMgxW5oqJe5FHzgedHAKW0AVcxcK53nRniZ+sEdWtPTp7XQmT1/gWEWyaLjjOA9zRB1daJmAgRK0qhPIoRPWP9rqe/G7TtlCX8xLuoyp/OhHfCWh87bwLCQ+MTi6YAm3jitX2uRehcL0abVCemV+nzO3bhM2QYFmDcy6D8zUjXMsIA4odfeBAQPRzHZOTzjscNoDyNxoPc16zTOV6vWrKp2Cj5wk61tu58mCiUr+OeK07dJ70oQRhR7q1Z9S3q89BoADD2tfA5fk55H/hfVbLaF5WGx9PzEDYFQBBKaW0dy0tV5ezNqT9ajkUg3eeQMtHlAlLq4gnPUgy8D1gwDVbhUF/XeCCwYUGIV82HOj2BVqcEl8aXRl+QSJ8w8oVoVT9N/JTyoPnu9IJTii4XAJ/d6l1vMut34OeV7gqoRcGs6GlSqSmwaz2ij//GdoVjeUweMYs+ARRt8r02t2izkcDbFxXtPUkXSpUnL6deHGx2gIFa5NCzY8ohOgU1gbI1KF2g/TTgiZgh2DfqyOfeqb6v49nA+0b0U6AyrSn+tve9OBA5FBWgKF/X8KAafUDXC6marTIkBv0etU+VVsBWM+IqxpSV7vMAjuFc72+GPAY8mqR3M4WwIpcogx9yyg0DjiUyyOPjUuTUIGZRgkY8B8wfEy6kqmPo1eESGeCjohK2zWp0yloVNljpxSPiHby7XujMOTXofmDVYxTqGKd+4pEAACAASURBVO9xCq9zGsRBFzUsUJEf8/Qoxb90RYvC6afImUJVgCXMRIWL1A4Jt6IDBrcjiGP+BXxxp3tdwwHAnq2JW/NzjCTnvDLA2JCQ5CONZBotfIlDmA8SlhRlqiTe7uNvI09ZYdOEu9JlIpQqTyGpUSYCDsKcbywR5Uf1n659LQaWPteQIhdU6MmP3Hx3KHJQOwqVqgSiJHznaQ04xjk/Gh6s2G8vXSl66Hc85wPoGiZLiYtC45Oor/TL7a7RGdj2uXe9Ggc6nQOsfsJdBbD31e5+9pT33ftWapy8vqLN5Ige5GLE9HKGjTGjXgg/phBA/9h8vepZC8ptL2yLFllg5tPqlK9DBaj0KsBmri8t+J+rJDEjdHJy3VP5mAYFHbXP4AeBBzvYQ9Rt0RKFIeua7F26IskXL45LrKJ2msCKXKJ4pgmI8FLaOgSb4FxoCQ152So1pQl/W+uVJeMIYYuHWbvdoYC5pZ0JcZsMopAp3dqek++28HuIc/DWK3KVreY/sW8oadCRKYumukctxgJrn3W+H/wQsPIh+742TpoLLO/hDQnS8f29hoJVNRZOYlbKsnHmOuCHxeGhppHaEYBNKBm/0LuOyUDSwKCi6HIe/cXDiHnAwd+Dt7HNN5kuWAufxISoouRzBtF+KnDgN0oDAIrmmSskgiJhekCK4p2ofxx55PT5FNOBfv+lyAK/XMaT34557GKY17xBX6+yYM5lmayxc8YWYJ9R2GfIw8k5djoz4V3g68e1fsG43mq8q9raqS5qop5dVYVZ5FjqLKj8M1vObor7XeVNbz3J/r2azuWoyyxfqtSROIxj+iTxZn/TciwV+KrVLfrx0gxW5JKOKjBgSYINVOQC3Pe+pxJOlTJFcb2oZgnoi/a5l82QqYv3I5BUKVKp6MhGzIsl+MYY8yqFSalrMPRx4IAWPtn2tID5BEFTPuz6xlkuqB5caAaAr+Jshud2OZ+SuqPk+eWWip4PWFRP8fG3RZ9slPHS/xZvwYN0INWW4aLSwjInWybRZhKw+B9uY2DNLlQhT586Ipnk5LrnGlN9T5Q8YD+OuhR4YaS7rH0oRTDqtRxHuU/JnmKkqOSVcUrM2yhTGSijKZ8qZ73L+cXbLhsV6rnnnwxCj+bJdKq3dwrN2cgtFd3D2WK0/3eFz7XFI5dqRS7Mi5tfzv/7oo4Zqr/Rc5TNPPMMgxW54qIoHrmiDDDK6mhWvEo7UtWRpMAjZwp7pSsCNTs5y7n5QG7INAc6VZrTXzyE5cjpIW5RlbN4KGpIa7yeEsZNwh7sADqfH20agkCKUHyIiROLYFS1pTcHSAj/UvfFgcihXLJ4S7nrNB8Rf3ifCvH0m1syjHRT4hKhfN3iCaGu0BDYvqJo91Rx1rfh0wAdcUS4Z2pqANMID2S2Aa2o0WY5ecD0Tdnx/sZgRa4ksT2AbSZT4mpBbe93iQg3dXtRhSC/CoN+HH8rJeSWGMkIp0kAFXNeN87rk/H4XO/jbwXemlX8YQWdz6VCC0Hz6jGZxYAIxR7CyGSBImNJw2ueSD5eUckrXUJ5oEcgQx6hPMtkeNJUJcNMYcIi/6raNtSk7DU6BW9nJeBdHnA75ZLrkSzFWUOhxIij/1L1A8yIsYrFMQdh6mBFriSxKXI9LqNqRr4T2yZAvPPCASUfWpEqAa50JeC0z6gE+JFE4Vx/f3Gvr9UVOPV97/bJpv1U+mMYF2moVGQrWSHEMRlBmSr+88VlO/XjyBkHKEdr6mr3XJthRHmXS5V3ppVwdoz9z+B+Nx7ZsdEJwMD7i3/OwRRTJEVOCHEdgOEA9gP4BsBUKaVn1lghxAYAvwE4BOCglLJ7Uc6blkR5sWp0ck+KDdBDaSpx6ZKQWiKk4DeqiT2PJIRg6zOTvrBnrmjUPy58XjVVYCBoIvF0pfloyxx9TMbRrYhVYLOVeJQ4AAmniKipbspaqjqmOzn57imD1DRUHWf47yME0P6MYm1WOlBUj9wbAC6XUh4UQlwL4HIAl/ps219KWYSZbzOEoBerx+XAhyGT0AJIi8qKDMMwxY2aAqLnVcHbMcFMeDd8m+rtaCqEdK6i6cfI58K3YdIbNiQmj4H3Ax//Pf6J5o/5J1XNbhQyH2c6ctoy4NvXnOVS5YGLD7oj3aq0BHauKfm2pZgiKXJSyte1xY8BjCtac7KcRCcvzkpiSmq5OsGbMQyTvYgcFvBKkkxU4hiGcVOlOU1TFC+5pYIrXaYz1ds7UQUKU6aevBQ4EDIdTBaSzBy5aQCe9PlOAnhdCCEB3CWlvDuJ580gonrYjgDBJq80dUT1E8jnYxiGYRiGYRhFqfL0d4QRqsgJIRYCsJVUvFJK+UJsmysBHATwqM9h+kgpvxdC1ATwhhDiaynlez7nmwFgBgA0bJhlMfFRQyWPlBy5oLnSGIZhGIZhGIbxJVSRk1KeEPS9EGIKgGEABkhpr/ghpfw+9n+rEGIegB4ArIpczFt3NwB07949g1xTxdBUzpFjGIZhGIZhGMZCkWbWE0IMAhU3GSGl3OOzTTkhRAX1GcBJAFYU5bzpTTKUrwzSXxmGYRiGYRiGKXGKOEU6bgNQARQu+bkQ4k4AEELUFUK8EtumFoD3hRBfAPgEwMtSytfsh2MAAKUr0/+KjVPaDIZhGIZhGIZh0pOiVq1s7rP+ewBDYp/XA0hkyvrMQs1pUatr0Y9Vtxcw4lmg8eCiH4thGIZhGIZhmKwjmVUrj2yqNAcmLqZJvxXn/JB4KdQWY5LTLoZhGIZhGIZhsg5W5JJJnR7u5XKWYp9lqgE9/1Iy7WEYhmEYhmEYJithRa6kOW97qlvAMAzDMAzDMEyGU9RiJwzDMAzDMAzDMEwJI3ymfksLhBDbAGxMdTssVAfArrXsgu9p9sH3NPvge5p98D3NPvieZh98T1NPIyllDXNlWity6YoQYomUsnuq28EkD76n2Qff0+yD72n2wfc0++B7mn3wPU1fOLSSYRiGYRiGYRgmw2BFjmEYhmEYhmEYJsNgRS4x7k51A5ikw/c0++B7mn3wPc0++J5mH3xPsw++p2kK58gxDMMwDMMwDMNkGOyRYxiGYRiGYRiGyTBYkWMYhmEYhmEYhskwWJFjGIZhGIZhGIbJMFiRYxiGYRiGYRiGyTBYkWMYhmEYhmEYhskwWJFjGIZhGIZhGIbJMPJS3YAgqlevLhs3bpzqZjAMwzAMwzAMw6SEpUuXbpdS1jDXp7Ui17hxYyxZsiTVzUguPywGanUDctL60jMMwzAMwzAMkwYIITba1nNoZUny46fAYz2Bj65OdUsYhmEYhmEYhslgWJErSXZ/T/+3fZnadjAMwzAMwzAMk9GwIpcKpEx1CxiGYRiGYRiGyWBYkStRRKobwDAMwzAMwzCZw8E/gAN7Ut2KtIQVOYZhGIZhGIZh0pP7WgC3lEt1K9ISVuRSAodWMkzaIw8D61/hUOioHNrPFlOGYRgm+fy2OdUtSFtYkWMYhgGoGNGBvc7y53cA84YCXz+eujZlEo90Y4spw2QbS/8LfP9RqlvBMMXH7u+Bg/tS3YqEYUWOYRgGAO6qBzxzorP86wb6v/u7lDQn49i+ItUtYBgm2bwzG3i8d6pbkbnIw/THpC931QOeH5nqViQMK3LFyW2Vgac1wVBwsROGSWu+/yDVLWAYhmGyhTvrArfXSHUrmDA2vp7qFiRMiSlyQoj7hBBbhRBHjtn2j13ApoWpbkV68PMq4OevU90KOwd+B1482Znnj2GY4mH9y5R3yDAMcySw5ydg345UtyK9kRLY8Dp7LhOkJD1yDwAYVILnS2OOwOIJD7QFHmiT6lbYWf0UsOZp4P0rU90SJh3hYieJ8ftPwN2NyIijmDeM8g4ZJpksuxV4pHuqW5F5bHkfuK0KsG9n0Y/1xy5g4bmUZ7z7B+CnpUU/JnNksPpJ4NmBlJdeFJbcAHx5d/A2H/8TWHJj0c6TZpSYIielfA/AEW6WiBhauXcH8M4c4NCB4m1OKtn7M/BgB2DHmlS3RCNDBPZ3/wwsujw5x9ryHvDrxuQcK535ZT0JLYoti4D727iLm3iIva8Hg7YB8NXDXqHlxyXZL8jsXAfs3+3//brngd82ActuKrk2ZSNvzSJrNePP27Oy/30rDj6+BvjjF+DHT4p+rI+uAb64A/jyLuD+VqxYM/7s/w345FrHA6cqUqq89ER59xLgjbODt/ngL8C7c4p2njSDc+TSkff+BCy9kbxEim1fAjfkZI/Qve55Ko7w6bXx77t9BQnPOocPAR9eTVbBbGfJdcAn/y85x3qyL3BP4+QcKx359Drgx0+Be5sBTx7rrH/7ImDH18DPK/33PfA7/f/ob866Nc8CNwjgV60U8qune4WWR4/KfkHmvhbAc4NL5lxbFgEvTjgyQ28+u5Ws1QyTzshD6gMJ6gzjx7uXAIsuIzmQKTJpp8gJIWYIIZYIIZZs27Yt1c0pGT64isL7FIf20//CjhHAl/cAkMC6+SXatLTkwQ4kPOuse54E7ndmp6RJWc+6F0iB2bM91S2Jxq5vgc3vAu/9GXi0h2WDmPc1SOA4ZClHvOI++r/9yyI3MSv47v3wbZLBvGHAmqcyX0Bc/wrwQxK8HwyTdmRIREsmsvuHNIteKiJ//Er/D+4FDh9M7Bg/LSWZ5DsuUJZ2ipyU8m4pZXcpZfcaNbK00o+ecyMlhTe8NCF4u2zF9ht3rAFen05etqgo5TehCYm5mmgob82i/0EerHRiblPgqX7+32/9jP6/c3HAQQKei0Teza1fkILJlCzffwTc1cARHlLJvKHAY0cD374aX/9m46HOwNtBzy+TFPZsAzZy0TImhdxVl8JVi8rWz4HF/yr6cZLFK5OB/+Yntq8KN//mxaK1YU/mO4zSTpE78jgClDWdrV/EBKoAIfmlCcDyuRROGjclfD0/vQ64t3nJnjMKq58Gdm0Aft2UnOP9lqTjFBc7VgNrEwjT+OOX+LYvyhQiD3cmBTNT+eZFKmCSTKQEVjwAHPwjucfV+eAvwO4tFGKbLjw3JLGwcp1tX2RP/uHGhe5wZZNltwI/f1Vy7dG5oybNL5mp8yQW57vlIs6+cdty4IXRwbUApAQ+/gfw25aiNS0TWTsPePMC+3cH9gCrHo3/mA93zaKibup5s8h88Rjt9BSmDKUkpx94HMBHAFoJIbYIIc4sqXOXKD99RspKFHasKVp+kpTAhgWZ5bl7uLN/1bot7wP3tQYORvSqrXyQrjfgL2D/VoTJnPf/RoVngnjvz8Av3yR+juLipZOBuU2Aexr5K8R+3ss3LwDWPld8bSsO7m8NzB+d3GPqz9SLJ9P/sOchWzn4B/D8CODpAXHsFOuXvrwbuLuhfZNv5gMLppKg/PE/i9zMlPPjp9GnMTlSvbMH97kLDwF0/x9s7yyvuN8dxv32LPJAhvHzV1RIqzj4RktrkDIzxt2fPgNuLhOekvHsIKpeGcTif3nvm4s4r8eCqZQSse1z/21+Xgl88H/Ai+Oddft3U0jdw13jO1+mMX8M8Plt9u8ePYq8WR/8Nc6DZsAzGy+f/ofm6tMjHG6rFPKs6mR+RFZJVq08VUpZR0qZL6WsL6W8t6TOXaI80pWUFRvCsCAsu9mp1mPdLoSVD1AHvPKBOBuZYvzyat6dA+xcDezUYsEP7fe3xr12Bl1vHX1w/eYl4O76FMYUBXNgvrMucHu1aPumgjtqRfMG+imam9/xrvtjFw0e88eGH3fPNuDdPyUe454ORBXGlNXuh49i/z8GlhtdWDZXmVX5ursSNFrY+jnA8Yh+t4g8Z/4NoH/vzAHurJNYG0qCR3sA97ZIfP/DB+l9XXYzCas2y/Kub8mjlwwO7KUKqyXJm+dT4aGda93r98d+6851wIJpwMtGusHhCO/XA+2AhzoGb/PepeQJsnHgd2DeCHsupl5o57PbgBtzEssZPnwQ+OKu+PvNP36lgl7x7PfjYvr/wsgIxw+JTnj/SnfBqL07SClXxFuISFUZVXnHOj9+Sr9XCee6cfejq+m/Co8vaXZtCPb4HNpf/GOi8k6v0wyur8+g50NdVymBxf8vc/LagcSNW7//4K0u/UlICKl6dkXmByZm/i9INR9dQyEChw74h03dIKj8ebLZtYH+Jyt8LiWECNKvTQXubuAeMKKydRn9//6j+PcFgAMBpdXTgT1bI3oDtWv8xy5nELAZDOIJNXzrAmDJ9TTJc8aSoIVy8T+B189yr9t9BIT/HNwHvDwxeNqGKJV13/1TcCidHyvuBX7/Mf79TH7bAiy6wi18HtqfnDw6M6Lg56+A22tG89S9dykZZ96+KNZOrW///iMynrz3Z69xau3zdE11Y8Lye935H4cOAJvecu/3+llk3d/9Q3C7fv8JeKx3+HZR2BaLWPHraw7FQgE3vUXKg/48vXdZeG6hfp2/eQl4MKbY3SDo79P/+FfLu706sP5F4OVTvd/pz8qKubFzJfDOf34HsPAcUgbjYdFlVNBrdRyhYPHm/8RTUOP2asATxzjLn91K/xdd5qyLEp2kzzMJ0Hv4aA+KALD1zwnlwSeRuU3ondHZ9DY9Wz9/DdxUGnikW/zHfe9SKskfD9tXACsfos/L76Hn45HuwE/LyDj2/uXAG9O9+9kMmC+dAqx5xn6efb/Qb0waPuPu2meNzaRTPVrxwpiYN9Y8huWYe7YBN5cDvv/Y+93ye2k8K0q6RJrAilxR+GU98OFVZAHcuz3YmvDdIufzvp300n/1UPzndA0csQc3iqUy3Yj08kgnnOWPXU5BExuf307/d37trMuJJdGa++2LMy8qCstuDRYCDx+kRGOA5oG7IYmdx851jpDy9InB2z7Zl6zWgN0SpQsrH1wVLDTvi4UZyiIWbUiEX9Y717MoSEmGkJ3rEt9fMbdp8c5ldWi/d3qNRZcn91nyRfudXz/utgSbwmIUZWjJ9cArE+3fHdpPVVJdJOE3ykOUSwmQMvrJv93eqKeOp5AcT3sOJF4t8+AfwPt/AfZui1Zq21S09Ofr8d7AYz3t+80fTdf0plIUSr1zLSlpukLywf9RaOx3Hzrr1PxhYUarL+8ib3SYgHpoPxVgCZyf0WDjm/7fLf6XE9YMUF7hhtcoZH7XBvIKBXk/nh8ObF9O82VGQRkMbcZR/V4oZfKD/wO+uDPasRWq3/xuUXyFJ5RAezhgHDT58Cr7+lWPAq9O8a7XPW5BLLuZ/qv+Tg971cdbM7f60AGvh8iUBdQY9EMcBthfNwNfPxG8jcq327PVvS5MMdy1wWtI1qOGpKQ+EQC2vEP/48nvP7AHeOU0MjDoSnBUXrPcx93fOW02FSEArv588b+BmwtoUm49hFVn/mjg6eOTVzBqv3Ecv8iYz24Dbinvfh/XzbN7Y81jSAlseZcMa0uu827/1vlURIZDK49wrC+ID1I6HjQVEx7q8ZFe6+On//FuttiSW7LxTZrzKhkcPkRhfF89ErydtLQ3DD0s1KaQqmt0Z22adsAPpSiHCeRb3gf+VyU4Z0AetpcI37/bv4N+exbw9oVkNb+5rFu4/W0LzZvycBeyzpudyoKzgGe1+bj+2EUCp15Y4uA+stLbOtIt7zqfN4VUV9umW0htipzWGX58DYWv+rHxDe8+fvywmDrkZFWIurcZXc94WXoTVURV7N5CeYR6iO6aZ2NW/Qgd/E7Dgr0yAeNMVI/6TaWB2yq71yVrPkEg8dDQO2q6C1H8vDJa3+hnmPnwr8ALo4pWKfDAHu91/fAqyqXcscYxuu3VhMrvjTLWe3fQNCfPDQZurZhYO54fToJHEIcPktV4uSXEzGTX+vD37YdPnDCjvdr7tiNm5NIFWT++fsJtNFDC9e+aR+7wQQrd0gXhRZdTAZbbqwccPNb+7SvIC+AXdqswn5PDhyhkfm4T8grdVMa7z8F9FIar+PT64HN4mmgbx7Trrqr3rn8JWDjTvdlHfyfBXLHqUbcHVYUGrn2OPI5+78Gh/V5vlcneHe5xYuWDZNgJ81q/MtluSFYGiz3bgCU32p+1N893PMaKbT6et+VzKWIJIOX7uUHAHTWM45r9bGxZSvd3333g/+w/eSwZLYLkj+8+IMV7wTRn3We3ALeU88+lP3SAnrNXJvkf945a5A0rbLMP6rstiygf+O2LY2HEZwKrQmQrxa4N0QzR8rDzzoaFDr5/hTcs0UTJPYk6DX7dBNzdyPGuK1lY8cUd9v3WxjyENieJ2ZagXMu1z1HxGJN9O8GK3JGO/oL4PYiFSLIAAOFhgqozfe0M4L950dpyaD+Fnah9nzkBeHEcfd6+Ilyp+3UzDfB6hyYlHffAbvru1dPc++z7xR068dqU6O3VeXE8DTxhMe+m0GzD5unTLbZ6zoDffE6fXEslwk1urQA81Mlf8N77MynaB/c5eYCHD1JoqLJg6oOu6thX3EtWZsVtlUngvLO2ozwvv5eOoYQAFwl0RFved18r1RYzz8F8Vm3Xd/ty9/J3H1KIic684STcm5bxrx4hBTkKUoYPYmHHeudiEi48+2kelxfHAXfVi9gm43p9dkv4Pls/jw0goNDhexqRwvCiZQqSqISFKf7wCXBHbee8ig//Rh7ijQvJm7PqcRIE186jMJtdG4DP/me3dup8qhknXj6VlPYgD7rfcQDgl5gxZl+EwjJ7ttqPMW8oXVedH2Lv/u/fO5ENQfnFj/cGvnoY2GTxGO3ZTgLqDYKqbu5c534WlNdBGTsAeztfO4PKbx/cA7yexPpfhQKtbYgPUQR//oru4WtTnXUi17vdVw9T6JY+Lqi+4OAe/3dRKf0LppEXwKxG6eljQtprU7q+vBtYeqOzvN6nRPl7l9qNc7Z8LzOnz48P/+oI5jvXktLkymmMGM799kXAA22DKzbeXo3GCYUyvNlKsi/+N/0Pyok8uJcMpvc0pJx12/vx+f/CWu7wzXwnZ/Hu+prHWbsGuhx1+JB7YnG13bYvKYzTlLNeOoX2sY3JS24gT1PhsdUURZqRaeWD9P/XDfb2K2Xh21fs3wNuY0ngvY199+RxlA+87Cbg8V6OVzwKc5uQPBGGlM4zvGGB11v57avhcqiUwFsX+ke+rH/F39Cw7BbqG9e/QrLdivvIO/vlPfbt9euvoqvcjfGu+tAo9GILC9X73Plj7Ofm0MojmJ+WkXVHEZarFE+Fq7AQnEJhVnsAP7uVwk7ub+0Vlh/sQMJpUMW9exqSZenu+k4M/juzyQtgC125QZBn6+HO1DE+fQIN7DoH/wAeP8YRoPxY84z3pUyUA787lnxlxVl6gxP7/+4lzraPHU2Dmvkih81LEmSdU8wfQ51gUNiPKSy8OMErkK98gAqPKCOAzSK2N8TLpTylH/7NWbdzjXsAvTEnNsiGPKcqD0LHVC6f6AM80Ca4jVJSWNGrpwFvnuv+7sOrSXlQHDpAORPzx9Azp+ebLr/X3YG/MSO4/fFgPhdWxcRyvcLm9nq4C/BELIRJCUpfPUwTXisOH4qu4AL0/pohlircFiDv6p6fHAODPExepo+uJg/x6ti5F11K/xdMJQPL3Cb07O1cbZzQ+N02ge+Tf4c02nLtNi7ULMma8mB77nesoT5LGUnWPkfe1kWX2wv52FCCpa1/9vzmGB//g7wKSvFaMBW4rwXwxtnONrbKu+b7vnyuI0gqzGdut81TEDaWSKeAhG6lLgxzs+yv/34l6G5a6PSbersW/8udu6JXuNUV11sr0H/1HP7+U6xAhmH9149trThptPeXCGHQUQpvfHEXGd4e6uTNYd/xtVMRWfH1Y/5TnKx9ngRmPcfp4D5S4hR++YUr7qfraYYcqiiTLe/Sc7rx9fDfpHhjhtdT+P4VJFTr+V2/W9q0fYUj5OveKz/iLXICuHOWNr3peHXvbUYeMsA+du4w3snVTwK3FMB5RrRn5d1L6FlbdrNbBtn8jpNH6Wc8lofd0zYc/IO8aPoYsHBmfNWdDx/0egz3bicvu85Xj1Bup8Icd6Lk7h/83X1fXj7VbaSfN4xy6aztPETv65d3kWFSj3y5vboj984bSoYGnS/upGf+7Qudbe6s40zdsfifFH2wJ2AamzfP0wyrsb4hSmEbsw///Xt4+o4oxsUMhBW5RHmkmztk5uvHiu9cZijM/1SZYO0hVWEzu7+nPCgbC88mb4kaWG8QFAJiurlfiuUkKOuX/vA/faL3hVl2i9tqrQasxf+kcCWzKERkLAJHlBfxmRPpmi3XrD/3t/J6IwB3YvxXD5GF1ozN/2mZe9k3X0a6lfDPbgn21JoK7pqnSCDX2bM1fLAw4+ptQunaZw2FywhbAeg+egZlSeGIhW18Jnr+yy/fWNoSq6T18qnOfDa6sPrZbZSwrRRXgATQHz91rq0+8L1+ljuu/6dl8YU8B2EOujeV9m5j5jQB7rm97m9rf+7CJlZ/6wIShA/sJWuqLhCuehTYHsfE7FJSCJjO3u3u51i9KyrMzQzhNeeiMit22jDz+Vbc717+8VO74qLeC93QYAv90Sd1v7cFGTyWz40v3HTfz3Q9b4wwFB7cR32mEmTMeelsnl4XEYx5piITJbx0/jj38ue3uxWqGwT1I+p6SQm8cQ6FeKnrv3eb08+pULj9v2mTEGv36f0r3eHc6pg2dKv/nbV9qgBrx76/jTfE13z23p2DUHIiRIYsPMf5fG8zb7nyR7p6+/r5o905hvr6Zwe5++L3r3B7W+6qa2/Hb5vomb2jht2z/spkym1U4ZKHDgCbjeu/8Fyv58SWu2eOZWY0RSIkMr/fE33cy7eUi+UrhxRKEsIJt1PoMsH/qtGfztsXeXNLzaks9Of3i7uoqunNZbRjS/Ki6d7IL+70VnfWvacfXUMFghR31IwWsfTqaRSSrVj9lP+2CnPMe+sCryJ8yHiPfl5pV5aVvGEaAhQf/8MdGbP0JseYunCmfX67zdo4eXBPeLSFksvUWP/O7ODtAe9UZDAfvgAAIABJREFUDdu+9Moz374GD2/Ncj7fIKIbAdOIBOLgjnDubQE0HRa+XVg+mY0bBHDyO971d9QC2lkSWuMtMrHmGa/7edUj9vjs+WO1F1/r5DYt9CogpoveHLBsE6malr6oE36anTRAFniTO2pZ9q1qOaAh5NpyEB/pBjTRQmPkYWqvWTZ5g6WT0L1gAIVRKn7d4IR6+mEOtFE8u6ZH8deNQEEN97qvHrJPkLzXsApvec/r4b2lAJhjtOPXjSRo6J6Ze5sDA+8HKjV21tmSqTe9RVWoOp5NA5DiBgGMecUrKARdg52r/ecsi5sI1/otnwlbFTtWkaW+9SmW7ywen59XkeVdGQCeH+ZVFpVSZ94DxQ+L3WEk97V0Pj8/Ahj3Bhk74sEMLTIFeRum8hXFur99haPYb3wdaOFTJn7fTuBl7Zr6eWnWPOO9fmZxA11JBsg7U9lSgfjmsv7tNnlxPHCSEUYUZIVWmMUhlt7g3cY07JiV3my5Inpe6C/ryNr+5V1A5dj0Jar64BzpVgIBCjPuZHjNn+rvXv7kWqDrLHiIcs2+0EKp9m5zDIkKP89oEH5T3ARhK/Rhy400lRA/bJWqVzzgXScl8E2suM+G14COsXvlNwG5qkJ4kjaWfHFHhPQO+Bc/KQpBueuK7z4I38ZmTLHlQQfleKoiGjblUlda9m5zRzA8eSzQZZY3NL7QaB7DLxdQoUchmNfaNGxFxUxpsXFLeffyvp2W8vuW8eK/+d515vtnQ78u78QiUEYF1B2wGTODuL81UKVVeP5sGBsML7ZtGg4zemLNs0CDfkU7bwkjZBpPatm9e3e5ZEkJz3ETRqIV4mp1B35K4m+ZI91tqdLSnkM2+xBwoyW/IR4mLIpezSqZTF6aWBlfJrup3iE5luQwWp0CrA6phBYFkUMVVE2LaFGZuZWsvDp9r3eHD2c6cyQJbjbDTKLklwv32o5bSHnGRaHtad5w83Tnwr2UZ7X6Sff6psO8Xl2T/PLpP2VLOlK1tRNRA9B4+94l4SkJmUS//zoCf1GI+k61nuiNkhryiNdocyQxbY3bqMf4M/twWubOCSGWSik9MbElqsgJIQYBuBlALoC5UsrAGJi0U+T2/eK10KSK0S9RnDPDMEy20m2O3SvFFB8N+gObkzlnFHPEU6mpNxespDnuPzQHI8OEMexJoFUEz2QJ46fIlViOnBAiF8D/AAwG0BbAqUKItsF7pRl/xOkeLk5YiWMYJtthJa7kYSWOSTapVuIAVuKY6BQ1pLOEKcliJz0ArJNSrpdS7gfwBABLwGoak1Mq1S1gGIZhGIZhGKY4iGdC9zSgJBW5egB0NXdLbF3mkMuKHMMwDMMwDMNkJb6VydOTklTkbJmDngQ9IcQMIcQSIcSSbdtC5scqaXIsFX4YhmEYhmEYhsl8gub/TUNKUpHbAkCfkr4+gO/NjaSUd0spu0spu9eoUcP8OrXksiLHMAzDMAzDMFlJoyJWLC5hSlKR+xRACyFEEyFEKQCnAAiYeCINybVMCMwwDMMwDMMwTNEpY5kvuCRpNjx8mzSixBQ5KeVBAOcDWABgFYCnpJQrS+r8SSGH508HQPPeHGlcuM+7rlsS5sWpZJl4mAmmZtdUtyD1nHgPzXNnMvFjoCCJc64dqaiJshOllqdCNM2zVmIkOAdS02FAnZ7JbUom06B/+DbFwayQeQ4zjQH/C9+m25zknW/IY951+eXiP07n84relnShy6xUtyA6Qx5J3blLVQAqNUnd+ROgJD1ykFK+IqVsKaVsJqX8Z0meO6OZfdi9XLU1cPytwfu0HA+ctwM4NnCqPqJURffy2NeCt+/3X/+2mRwT8TYPvD/adlGYI4GLLJMvT/zYu+7Eu8KPd+JdQJ7hjT35HaD33xNqnouzvgHGvg6MeyPa9i3Hh29z9BXedfo9sxEkZM6xzDU55tXwdgD+v6vh8e7lDmcBM7YAtY8KP+bYkHM3HhitbaEkaULQys2B8W9G23bKcqDTTO/6Hpc5n6u0ADqeZe8D6hwNzPzRve6cH9zLZatHa0u6YBPKAPtzbjJ5abRz6M/dcdcBXS+Ktp8ftvetuELza3bxrusaILS1mmB/pwFg9ItAuymJtWPWHvdy76uB6ZvC9ytXJ/j7JkPib0vrU8O3qdAgfBvbcaZv8K4beF/4sQBg8EP29fX70v+OZ9N1zCvj/r7/LdGOH0b5usk5Try0O8O9XKcXUN6oddfvevdyjc7e40RVrCvUdz5P+hRoPw2Y8K6zrtUp9negTFX3cosx0c4XD7V7FP0YUZ5dk1rdom1nU7pNGbHRSe7lio2A8vVRopSu5G2DyfBnwo9jygv9bkq8TSmiRBW5Iwq/gTIRzBnmJy8FupwP9Pw/Z12Dfu5tel0FlKkC9Lg0+Ni1j/JW46x1FLW/3rG0nFfg/r50ZXfbBj3of3ybsFW7B9B4kHudKMKj2OUC7zrzN/W93ulAdWt7h+lAM2MWDFOwsHk4GvQFSlmUH9PqVf849/KMLd59Gp8IVGnpXQ8AVVo5n0fMAwbea9/O1QbL9eh8rvt5MTnxTuD8XXYhxYb5vNmYIynWvPlo73fj3iClQ3HSPUCFeoDI9W7b70b3svk86lRpEW6IiMLJb3uFqURpMsSruPpRvT1wwu3O8qRPSZE59t/OOvXuFERQyFqOA8rVdq9rdKLzueMMoM2k8OO0n+Ze7vMP93KUaAWrRTxEWZ4jgTYWYbr2UUCFhvS5oBZQrS3Q/kzvdrUs3ltTKAGAUz90Ph91CdDpHK9gcPoX7uWhj/u3u/4xwNlGCnjDAf7b+xHFWGQquuXrAlIbfyYvM3aIXfMpy+3HM9+vcQvdy6NfBs5Y6TaCVWkF5Jd1b9frKqBiBIHTHAtMEvGkRDF4mUYmq8fC8nzaBMb2U6Mp/21P867rNNMZYxr0j11H7byTPqHxXtH3BjLsDHrAWWcqRX50uTDadvHQbXaEjYzreNy17nWnfODdpXRF4KS57nUdZ3i363MNULGx/6krNqRxU5dbhprvTH1SHM9Y6VY6pSHHHRUyF131Ds7nqauBC351ls//BRj/ln18Vpz2GTB2gVt+MZ/TnLzw8bfleEd+K9zPYkg6+R1jv5PtUUIX7HIv1+vjXm5/JnB2Mc69dtx/vOvMfsGmgJmetSkrvNuYsqdtzEhzWJGLl+FPAxMWAV0vdKxoUajcLHybqJbQ/NhAq3deqjNtOpQ8cdXbe/cb8hjQeqJ73aRP3Mt5ZagDBRyFZ8wrIQ0KUVpNa5wQzm8AaPBqPsrbwZ2uzeVRswswa7fdQtbj8uCBW+QA3efQeS/4DZi6ipThqatpnWnZGTnPvdzUmHw9yPpqdhyjX3I+z5GkrARhWtp0Jb7FKHL7m5geFrPDPuUDGhj6/N1RDG1KSumKbiW2amu7R7V6e/v+PS6ze2htAq/IAQY/TJ91xbpmzArb/kwaiC7c5w1vMQ0bOg0iKkxh1Ojs/Y02RcGkahtve83c2j7XRG9H7e52RUbR94bgQX3408HHP/EuCmOp1s69fugTRjsMK7KpmNq8iErRUjQZ6t2mgaUPVaHbNsPDSffSczZ2AQr7neYjSQAbOBc492dnW5sx7dhrSSjRhZxmI72KaE6u1xtjWuvzDMUllCIOty3HkWfGbFc1I9S951Xu5Vpd3NdCCS7V2wNTvwaGPOreXglIDY8HRs0HGg0Apq11vm86JKY4a8p9lIiCs74FzvyGxqggjr7S+dz5PGDA7f7bRuV0y7xQVVu5lzudU7RzVGvrXddUy7UxLf/HXkshlCfc7nhr1b0Rgt6DrheS0UIIMlIBNB4d+2+3vDBjs/e+A+7+fPxbwX1nVAY/RO+homJD/20VQrgNSKZiV6+3ZZ8crwdR5HgNMVbPvHb8srGiebrgb16HLucDp39GRq8T7tC+MPqQJoMt59JPK8jgOnYBULWle7wuXQloGOJRrNkZaHwSUE2T3zypBJZ7eMKd7uVKTd2/sU4voJVFRtKvSY/LgOFPBrdPYSq4JrN2u41jKmqgzSSSwcJP4HxsM8luZJGGrBHF8Fq9nXedrsiNW+jIIBkEK3Lx0nIcWVv73wRMeMdZ7xcyoTCVGRsn3Om1+gaiPewqr6HbHPLE2WhzKg0MChW6MOpF+j92AXDhXkeoGXArCXQ2YUtHt6jOkaQg6QwywyaF++U5+S1SIsyBqHp7YOTz9Dm/PHU6uvXZ5WkI6Fj0c5UqT7+vVlfqaAHvQFRQ072cY3iJ2k91Pp/+paNQt5lMIU162GGpCsDMbW4BU2F6mhKliiGQlK1GIbWjXyLlQ/d8KUbON/KALIPD1FXRwtfU81K5OQ0es/a4cwrNsFRF5WakvI/Sah71u4kUz4FzgVPei+0bInzklnKEvbAwrSjM2gOUqQzkGRa/KGHKlZv6G2ROeZ+E2Z5/oQFDV3CHPEbvniLIS9Hrr87n7rPJezjpU7fRAPB6mguxXE+lsFdqSn1IXUOwMgc3U6mxHdN8b3SvIkBGD9OLMWGR026bolS7Ox3H1cfpQpvZLrit/T1iFvVyMQ9Iz78Ao5737qPTfBSFYpWvC5y1Xrs2xm/uNpvu4UX7adm8RkUVooc/DXS9wG5Zr94e6P4nOn+ns4OFGr0dVVsBbSbatytd2Un6r9TY+72u/BZ63gJ+Y6XG9H6MmEfh5ApTAarWjqIDZh8GBtxGnudhMQGzxRhSWsIw+3A91G7sa86Yp1NWK7DQ5QLyvDUf4T2WTp9/0LsHOJ6Mur2B2YdImB31Qkxh2+ONFKhQ3zFo9vsvjc3NRznfT11FcoZCeZRsIbpCAH2u9q7XjZAN+9vzanWCoh0UbU8DOmhKfJQ8MimBca8DdfuEb6sQOaSA6NQ71h1mrrbrfK57XY0OFKZavYPzvJerDUx4z65IKCUZoHdn6tfUn5pG3lIVyHDW+2pg+kbazt0YMrg2NkIPdcw0Bls+rQvDCKOHbfe8Cpj5E73znt20/YY8bI+acBn81bsboqS1Pc0xOPvlY+eVBepq906dOyePZDDzvpoUaLLdkEfsMoSpyCXC+Lfg6rMaJRA1kQawIpcs2p7mH045YZFdIDY9KXllgBodHctVlZaONWnCIvqvC2utJ9J5z/kRKKhB5w+z+NTpQQNk90uAEc/Suro9aV+z88kvB7SeQJ8vPujkkZgCSTnjZa7akhTSUX5FSUW0AUMIdzgEQC/02d9TWJCy8uSWDrEQhQlQEQWs42/1etxqdCDh7tQPqbMUOUATQwgvqG4XMJNRLAWAtePtcSlZvgfO9QrUAHXEk5dYjpWAsNlqAg2QykKfX9ZfeXOdKgc4/hagWhtnXV5pr3XWIwAby3kFQMfpTsiRSVg+gS48la/rhIiZIRZlLZW0xr/lXef3LNbr4wjEjQYArTWhKreUW/ge87KjECi6X0LPvK0dtbu7PR0XH/R6lnW6XOD0LYAT0lq1NeWqqGtevh4ZInRjwPSN0aqKmSEr+nM4+iVSsJoNJ2VKYYaBKgKTz0MED5u1X6GHQpkoD2KPy4Fhj9PvqdTE/7eXrU73UAnanndAUD8xfQPQ/2a7YaC3IYwX1CTFVvd42XIcpywH+v7HeYa6BxSOsIWx+xn/FH6hs+b1U5ERpnFJJzefwsknLqbfq/rB5qPomrQ6mQx7+nuv3imR61bK/LCFaCsaDwSaxRQcv5yxqm3oPhXUDP4t1drRuwfQOz3pEzLYiBwaP4Ug44EedjplOb2rrSY46wpqkNIWlEc5Yh49N0HvQtU27uXahpIQdu2mrfb/7uzv7QZJ89mwhUnaCDVsCBS+26UrkYxSvo5jVNKjnI76E31/8tv0rpSuROkCUwxPbP1j3SkR5/5M4ctmpE/VVnSPah9FctLMbWRIqdWNztHrKjIAm17dKONn85Hu/ObJn4bvo5h9COhynvM+VG4WYGjQ+kW/iDCbwaduH9pe75cVDQeQ06L9VDKGKONEC0v6hAvh/j/2VXeEi+65nPgxRREMe9JfhswrAA4fCj5lqYoIHRsa9k9d3mgS4TKMJUH9Y+h/2erA3u3O+p5XAV/cDuwwrDpDnwC2vOPuXOof41UU88uGewIBsnj+/JWzLATQ97q4fgJycsma9+On3pApGzU60p8NISih9quHgGlrop1f7/TL16G/YU8C2760K0mufUPsFR6BsxR5S14+lfJBFF3Od+cq6G2rG2JhKgqdzwc2+BT4KFs9mlJsI0jYie9ANECWGNqz0HoiWYRz8sg7ZWPaWuBmY8AqXxfYHcthGjkPeLADsH2F+9jmc6E/g+3PpLw+m1XQND4EUbEx8OsG73qRA+Qa54/nnbUp74qOM8jLfrxeQEEJyhZBxMzFq9iQfnfT4dTOb16w79d4EPC5njivbaMrnX2uAT42cu7M7Ue/Aiz7rxEC6iM0VWvnFbCaDvNRVgIEL1uf68fRV4QbZvR+QhUjWWQYHnpdBXz4V/c6j8cwgrCYG+SRs/SH0zcChw64vzf7hw5nUf+vM+kT4JBWWGrArcC6ecBQLVxz3EJguyW0sU4P+gNIUC5dyV+RaTyQlJRelvDBSPhcsxmbgdtrAPt20DaVmgC7vnVv4/E+BxClWFP19l7veRQq1AsuYmOjw3Tg21cdA4H+nl70B/BYT2DrZ846W/6oonzEaIdABS3i+1S5OXDMv0jAL1PV7ZlsMhg4c51dOYmSu61TtirQKyB3HHDksJbjwo8XJYVGCJIj3grIlWt3BrDVzG2Nkz7/AJ7q545Smb4J2LsNWD7Xu73yKJeuSNd33Qu0rMKDZx9C4XskhGMMsfaRxjPQ7gzgRy2Np3QlMjKviIXotppAber5F8do2Opk++8692ca7+c2tn8flTaT6X/n84Ev7w422KQ5rMiVJJ1mAh9r+TFdL6C/G4yHvmzV5FZLmrAI+C1C9bAwul1MeQT5FsVh5lZ7/lZhG94jpeut8wEIsor5CUllqwPnbgtvT6kKWtKt5Vj9bwbevtAbJmaiOo5BD5ASV6EeeUtah4ShBHHy28D+3XHsEDDADTCqE1ZuRkJN/5uA0lWAwweAO308GZHPo3XQYZgJ3/GEjLWbai8WEEjA8Yc+6v8dQMYSm3ew7jHAmqec5dEvA/c0QqAi52qSiP1ZFKaqLb3b+lGrq12RKy783rlCL2LEeylygNHzgSU3kiJn26/xQLciF3n6Fksbq7WOVmEWAM6wJLSPtoTSmdTsGk14UhZ9vSBBWHXeglp2C3cQ7c6wF8eIB1uf3NEShqVv13QYeWz1XDWADBcmeWXcVv2CmsDFhie50YDwkKWwwj1lKgNTvwrexoXxDPm9gyLH/Z43Ogn40njOBt4LfNWPcrmV4abZCOCbdJwG1/K7/TzzuaWAkS8Aqx4F3r/cvk3vq72GhXg48R4ywKg+uEE/4PsPw5XCM7WczPMsXsAoClMqiCdvtsNZjmwy6VO3waDL+ZSjuvqJ+AwJOkqB0z2QFRvQXy1L3mkHIwdcFdBRkU/xFKQz37ew/LUWY0mRsxVGM1GG+7I1gX073d8Ne4oixJ7sRwXugiK1jo498+p3BRk/0xxW5EoSvxehRidgWzy5cXFStmq41yoKZpESnYIa9vWK+seS0PrFHfSC2ShbjcLHEil/bXthVdy7WcHSpMlgChuJanGMQryWwUKMDtCWD3PmOu+6OdJrEAg8TYL5OhcfsAjkcRxrUMQy3a7DG8ePUsb9vB3Am+c5Ic0n3AH8uolCYyo0AJaYz6DNIxX0uyL+5qptvPkbrsPkWc5bDEz6BDgQMDeVygWJ4m3XUYKLrYKrCvlpMYbCFINCWCo1BXatj+/cKlG/VKXg7aIyaXG0vIvjb6Moh6A8GEWZquTtOWOlPSQ2CE9usSLBishdZgGf3WIv666Tm294azOApsOB9RGUdRt9rgEWzvTmQynKVgO6FXE6inSlYgPg6MsAHAa+sXgJm41IQJHT+rJWJ9NUKYrefydjXuVmZND7bXO4oTWTCCuGoqMbRswQWCGoMEf1kMJYvgaKBMYTc5/a3UnBtE1vkmyaDKJ0gCBlasZmd//c/ybgOeN6q4Iuc2Lb/WhLHzFJYoX5FFEiipwQYjyAvwFoA6CHlDLK1c1CfF6uSZ8mJ3Ez3ckvZ7eWKxIJ+SykiC9jMpW4MJqPAtYZ4VLK6tZ+KvBRLAymx2UUGlNsaNesUDkLGQBsxgg/5V6n519o0E4EkUPx+LW6kcEgimenTBV3iemwinQ2j1SYR87+hXsxzIsw4FZ69vTqdsVBWMhXg74U0t1sBC2HVSVTdDiLwsW7X+INj6xzdKzq4YmORfbEu4MVmngEkNanAnu22itmhtF2CrDmGfd1ieoxLFvV8a41GVK0ib47zSTjVknQ70ZSWsxpAjKZo6+kiqrNY8+tnzErKPy80zne/qG4DSupxpxy5Ogr6O+PWJn5UhXcpfPj5dSPyJtU2gjVzMkFqsSKbKl8WL0A24RFwO/GtB2ZwgW/2j3gp3+RQIXbNMFUMOOl7WnA5nejbRvmETPzO81+N95UEU+uc+a+8yXlkVsBYAyAiLExGYZeuaft6cDmt+3b+Q0OxTVRbHFSp2e0SVeLirLqe0rwGiQy11CqGP4McPige12pCpSzkJPvKHJmlb8w8suHzyfUoD+wc403jytqKK+u3PT5B/DBX6IJsvGU3Leh4vGTRY9LgTVPa1MDWDxydXvTNlXbADtWuffvbMmVBIwS2xEoqOnO/0glrbXiC0rZOupPwfvk5js5JuftpOf6Ds0738xQUDvGYZgIE6Zzcv3zIsNoNiw5c32OeTl8myAG3Eb3/6YIxYGKSk6uV7DOdI6x5VaCQs4BMjTYQkKzhXELgV+0CI3ydZ2cez8Dx/m/+I+Xav1xmkF1+kbvFComsw8Bj/Vy8qDq9qS/SGjvuaonkIn4pZb41QrIRlqMBdY+6yyrGg4r/KILkkCVFlRkyRq+benjmwymvFFVpC+q0TKNKRFFTkq5CgBENlq5Rr/sflEHP+i/bVEmvU43Jn5UMuep1oY8ljU6BW+nBm7bxJHpRk6u3fqkQkBzS7sLCEQligX1+Fuool25WsAf2vaqPfG8o2Ehq+lMhVienqq6Z/PIdb2QPC6VmwGHYtMplK4M/PGLvfrbOT8GlyrPJPIL4ld0ymjGAb+y1H4U1KDQSt0rlgUDLOr2Ata/7P+uiJz436M2k4ClSZq6JFup1pomO7ZNvRJInM9cqmUaM/9w6JPAt68A7U7338cvhBSg98987yPNE5dFsk1GkMS+cfxbwE9JCpIb+pjj1Y3C5CVuOSQuYtegbE3/HOV8i3LtNy9yqt/lIsA5ckWl6ZDo2+rz5ZiJ5Iw/kdz7sZc6qFpbpnDWeuD3H+PfL0pHlFtKmzMnjsGgZhdvB91hOrBlUbjXJh0pqE5zt6mJrZUiq1c2FMIpXJKjLNgB18ychuNI5cxvwsvZm4x8nsKN4y6Ek+YMexLYsTq4EBRAOYJmESE/anWNkBObBUpwUTHnP+3zD2BJ1ND9DBXqCqoHK3HFSkDlW+vmWfKMdpqZ2HidFHyudTx5bQ37h09bFZXcUvZ6Ca1OATa/451ypVa3op8z6Hmr1poqxM5LckRPmpE0RU4IsRCArXTelVLKF+I4zgwAMwCgYcM4E+/TnQYxobFURf+QEKZoZLBVpZDydUtmbpOcmCcgaPJpxWmWan5lKlPlwkyljRYaXLERTbQapcQ0E0zlpvHvU662k6ek5smK4glId/LLeecjtHHWN87nMlW81dgSJgv6w2TR80r6C0LNrRhUhp8JIc5nLtPH7BMsFSCTzbQ14Tm8nWaSZ7TrRZSHuCPi1E4lQX7Z4Gi1RFDjQ9MQJU2f6sZK5hsUkqbISSlPSNJx7gZwNwB0794986+wizgtVgxTnOSXBSYv0zx0QMYIfmWqAfssZamLQrZWpss0Op5NHqp48w2zhTNWAb//kOpWpDeTPrF7QTqdE39Yr07P/yMBUc8XZaKRLR62dMQ1RsN+rT0KZZbfj4qNaP7JKNWAhzwKbHwjZKMMkX0scGhlSsjcByYz4evtS60SKC1cHEz5Evjlm/Dtig1+pooNIaKV9s9WytWKFqY74jkcsc+hXxXWE4pYATSvNNBxRtGOwUQkyxWNtCGL+4iw+ScVbSbSn40sMECU1PQDowHcCqAGgJeFEJ9LKQeWxLlTSkFNKo+tyIIHJm3ha5scMsVbXFLhpyZH8nPWbATQ2mcwZEqeFgGT56py+72uKpm2HKkcyf0Bw2QDKn+5auvUtqMIlFTVynkA5pXEudKKGZvtHX2mCMuZhKoimC1VA1NNvQwuA10S6O/wqR8586QpGg/Kvms4KnKqM5NqcvOTM70Cw0Sl0znA62dRWDRTvKhiUkHTLikFJRkFRbKZyk2BsQsyemJ6Dq0sTjxlpXlgLTaO+hOViW85PtUtyXxO/xKo1DjVrUhP+l4HvHG2ewC1zZc09tWSaxPDMKmBjbIOHc6kv7jhaxg3x11LeXPNR/pvU74u5ZJWa19y7cpUMjyUnxU5JjvIyQNanZzqVmQHNTqkugXpS8cZnEPDMEc6PS4DNr0J1O2T6pZkLsf9B9i/G2gSoWoy4ya/HM1zGoZfLimTVbAix2Qv5erQ/5qdU9sOhmEYJnuo2wuYtTvVrUgtVVomMOG6RuVmwLgFyWsPwxyhsCJXkpSuTB1fT05ALxFqdgYmLo42jxPDMAzDMNGYtjrVLWAYBqzIlSw5ucDEj1PdiiOLOj1S3QKGYRiGYRiGSTo5qW4AwzAMwzAMwzAMEx9CpvE8KEKIbQA2prodFqoD2J7qRjBJhe9p9sH3NPvge5p98D3NPvieZh98T1NPIyllDXNlWity6YoQYomUsnuq28EkD76n2Qff0+yD72n2wfc0++B7mn3wPU1fOLSSYRiGYRiGYRgmw2BFjmEYhmEYhmEYJsNgRS48oa6iAAAGyUlEQVQx7k51A5ikw/c0++B7mn3wPc0++J5mH3xPsw++p2kK58gxDMMwDMMwDMNkGOyRYxiGYRiGYRiGyTBYkYsDIcQgIcRqIcQ6IcRlqW4PEz9CiAZCiLeFEKuEECuFEBfG1lcVQrwhhFgb+18l1W1l4kMIkSuE+EwI8VJsme9pBiOEqCyEeEYI8XXsfe3F9zSzEUJcHOt3VwghHhdClOF7mlkIIe4TQmwVQqzQ1vneQyHE5TGZabUQYmBqWs2E4XNfr4v1v18KIeYJISpr3/F9TRNYkYuIECIXwP8ADAbQFsCpQoi2qW0VkwAHAcyRUrYB0BPAebH7eBmAN6WULQC8GVtmMosLAazSlvmeZjY3A3hNStkaQCfQveV7mqEIIeoBmAWgu5SyPYBcAKeA72mm8QCAQcY66z2Mja2nAGgX2+f2mCzFpB8PwHtf3wDQXkrZEcAaAJcDfF/TDVbkotMDwDop5Xop5X4ATwAYmeI2MXEipfxBSrks9vk3kHBYD3QvH4xt9iCAUalpIZMIQoj6AIYCmKut5nuaoQghKgI4DsC9ACCl3C+l/AV8TzOdPABlhRB5AAoAfA++pxmFlPI9ADuM1X73cCSAJ6SUf0gpvwWwDiRLMWmG7b5KKV+XUh6MLX4MoH7sM9/XNIIVuejUA7BZW94SW8dkKEKIxgC6AFgMoJaU8geAlD0ANVPXMiYBbgLwZwCHtXV8TzOXpgC2Abg/Fi47VwhRDnxPMxYp5XcArgewCcAPAHZJKV8H39NswO8estyUPUwD8GrsM9/XNIIVuegIyzou+ZmhCCHKA3gWwEVSyl9T3R4mcYQQwwBslVIuTXVbmKSRB6ArgDuklF0A/A4OuctoYnlTIwE0AVAXQDkhxOTUtoopZlhuygKEEFeC0lIeVassm/F9TRGsyEVnC4AG2nJ9UFgIk2EIIfJBStyjUsrnYqt/EkLUiX1fB8DWVLWPiZs+AEYIITaAQp6PF0I8Ar6nmcwWAFuklItjy8+AFDu+p5nLCQC+lVJuk1IeAPAcgN7ge5oN+N1DlpsyHCHEFADDAEySznxlfF/TCFbkovMpgBZCiCZCiFKgRM/5KW4TEydCCAHKu1klpbxR+2o+gCmxz1MAvFDSbWMSQ0p5uZSyvpSyMei9fEtKORl8TzMWKeWPADYLIVrFVg0A8BX4nmYymwD0FEIUxPrhAaAcZb6nmY/fPZwP4BQhRGkhRBMALQB8koL2MQkghBgE4FIAI6SUe7Sv+L6mETwheBwIIYaAcnFyAdwnpfxnipvExIkQ4hgAiwAsh5NPdQUoT+4pAA1BAsd4KaWZ0M2kOUKIfgAukVIOE0JUA9/TjEUI0RlUvKYUgPUApoKMj3xPMxQhxNUAJoDCtD4DcBaA8uB7mjEIIR4H0A9AdQA/AfgrgOfhcw9jYXnTQPf8Iinlq5bDMinG575eDqA0gJ9jm30spTwntj3f1zSBFTmGYRiGYRiGYZgMg0MrGYZhGIZhGIZhMgxW5BiGYRiGYRiGYTIMVuQYhmEYhmEYhmEyDFbkGIZhGIZhGIZhMgxW5BiGYRiGYRiGYTIMVuQYhmEYhmEYhmEyDFbkGIZhmKxBCFFNCPF57O9HIcR3sc+7hRC3F8P5HhBCfCuEOCdgm2OFEF8JIVYk+/wMwzDMkQvPI8cwDMNkJUKIvwHYLaW8vhjP8QCAl6SUz4Rs1zi2XfviagvDMAxzZMEeOYZhGCbrEUL0E0K8FPv8NyHEg0KI14UQG4QQY4QQ/xFCLBdCvCaEyI9t100I8a4QYqkQYoEQok6E84wXQqwQQnwhhHivuH8XwzAMc+TCihzDMAxzJNIMwFAAIwE8AuBtKWUHAHsBDI0pc7cCGCel7AbgPgD/jHDcqwAMlFJ2AjCiWFrOMAzDMADyUt0AhmEYhkkBr0opDwghlgPIBfBabP1yAI0BtALQHsAbQgjEtvkhwnE/APCAEOIpAM8lu9EMwzAMo2BFjmEYhjkS+QMApJSHhRAHpJMwfhg0NgoAK6WUveI5qJTy/7d3hygVRVEUQPcOZpPRJCaLTZyHg3AUFqNFnIrZAdg0GJyDBqvlGl4T4cHnf+Ty1+oXTrts9oFz3fYiS9v30vZ8jPG5zcEBILFaCQB/eU9y1PYySdoetD1be9T2ZIzxPMa4SfKR5HjHcwKwpzRyAPDLGOO77VWSh7aHWf7L+yRvK0/v2p5mafSekrzudlIA9pXzAwCwIecHAPgvVisBYHNfSW7XDoInecyyagkAW6GRAwAAmIxGDgAAYDKCHAAAwGQEOQAAgMkIcgAAAJMR5AAAACbzA3aTtO1NMtx8AAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "n=3 #N° of levels fot DWT decomposition\n",
+ "wave_name='sym4' #wavelet\n",
+ "CG = wavelet_decomposition(t, sigG, n, wave_name ,color=colG)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "In the previous plot, the signals corresponding to each wavelet coefficients are shown. As said before, we will neglect the first (approximation coefficient CA4) and the last one (detailed coefficient CD1)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 68,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# filtered signal after wavelet decomposition\n",
+ "cg = CG.copy()\n",
+ "SIGG = wavelet_filter(cg, [1,2], wave_name)\n",
+ "\n",
+ "plt.figure(figsize=(15,5))\n",
+ "plt.plot(t, SIGG,color=colG)\n",
+ "plt.xlabel('Time [s]')\n",
+ "plt.ylabel('Angular Velocity [dps]')\n",
+ "plt.title('Wavelet Filtered Signal')\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 69,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# envelope\n",
+ "SIGG_h = np.abs(signal.hilbert(SIGG))\n",
+ "\n",
+ "plt.figure(figsize=(15,5))\n",
+ "plt.plot(t, SIGG, color=colG, label='wavelet signal')\n",
+ "plt.plot(t, SIGG_h, color = 'red',alpha=0.8, linewidth=2, label='envelope')\n",
+ "plt.legend(loc='best')\n",
+ "plt.xlim(20, 30)\n",
+ "plt.ylabel('Angular Velocity [dps]')\n",
+ "plt.xlabel('Time [s]')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 70,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# signal filtered with bandpass filter\n",
+ "f1 = 0.66\n",
+ "f2 = 6\n",
+ "\n",
+ "signal_G = FILTER(SIGG_h,f1,f2)\n",
+ "\n",
+ "plt.figure(figsize=(15,5))\n",
+ "plt.plot(t, signal_G ,color=colG)\n",
+ "plt.xlim(20, 30)\n",
+ "plt.ylabel('Angular Velocity [dps]')\n",
+ "plt.xlabel('Time [s]')\n",
+ "plt.title('Filtered Signal')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Accelerometer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 71,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "CA = wavelet_decomposition(t, sigA, n, wave_name,color=colA)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 72,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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Z7OQIIUnAS1fkZ3FtyoetSsexi0wmE19uwJwlybL0IekmbYv1JEalTwjxBwDVUsq5Hs8/TQgxRwgxp6amJmDpkk0pDqrsOwYgpViRCSkh2ERLh2febsHFdw+suRKJCHYUqSHOnb5fAjhMCLEawDMAxgghngRQJYTYFgDy/5vGVJVSTpRS7iOl3Gf06NFRyZwISklB4s4ZIYS4x8s4EER/K7m8T0JESokP5rUr+Y+ShDCAXlVrR7KCIbolNqVPSnmplHIHKeUuAP4M4D0p5V8BvArghPxhJwCYEpOIhJAIGEDjRWRMn9WKr75hlEviD7ZNEjUfzG3Hfx6uxbPvNAd2Ta5ThMNAW7SfuaAdh12wLtVja9w+fWbcCOBAIcQKAAfm/yYkUXAQIUnmpifqcc5tVXGLQUIkap8+MrCRUqKnN/wK1NCS20mpbfSfu3egKSUkXL5YlssRu2wNlT5fSCk/kFL+If97nZRyfynlbvn/6+OWj0RASiYjHEOCh2VKSLSoTobZNonGpGnNOPicMrSl3LyNkIFMIpQ+MnDhpCJa6pszWF3RE7cYBaRE3yeEgLuFA5U3P81Fb21ui0bpC6Kasa6SICmF6kSlrwTJZCVWre+OWwxXlEJjSgPHXbEeJ11bEbcYAKjwExIEYU5s/VyafXp0dPdIZLIscSto5kmCRKS4QlHpK0EmTW3CyddVpkLxS3LbWbamC2PGrkVlXW/cogRGdw8nBoSQ8EjzhCit/PbcMtzwaF3cYgRKkLWIO36E5KDSl0YcOrDFq3LKXhCO0AOZN2a2AQA+X8SEtoSkhZXl3Xj9Y7VE4qVAmDqW2aWd5s9M6RAP789tj1uEQAmiFnH9IRqibPFSSixZld5AKnFDpS9FuO3AOPb6w664WbSExE95dQ9mLSxclDnl+krcPpnxv4LATz/H+TbxAhU1YsdL77fgzFuqMGcJF+O9MCRuAUjwpLHTTLKCWiBaCsuWkFJC3x7/dnXOP/W9+3aKR5gE4KrvVDw2kCTu/i9BBiBJngsQc6KcFq3KB6KrrKMlmxe405ci3HaGqeg7k6xEabKloiDTCwd5QtzjSzFzONe2TTq0V/r0kSBgLUoerR3ZAR0XoBTmKlT6SCJIoh8Idb5w4dwwWmZ91YFJ05riFsM3rDbRwbImccFxN3kcdsE6nHtbVdHnkb4rVgxfUOlLMDMXtOPrsv4InKU4SU7yI5VieZOBy2X31eDR19Kv9JEcUayTeblF0hbwXvuoJRWRrEmOUhp3H5nSiKWrSyvoyLK1ujlpjHLEUU+S1bN5g0pfgrniwVqcNr7S9Xkl1GcmAtM5jO6zTEaisYX25W5J2NyQpARWm/Cxm1ClrfwnPN2Ak69zP44mgZlftuOWSaWVimEg8dT0Zoy9uXhnjPiH8wdvUOlLIazsEZGf+OjL22wydMcz9ThyXDm6urPRyEVsSdpOAyFhEOZKt58mRJ++4LjigVpM+7QtbjEIMSWWkTbG7qUUejYqfSnCbYXj3NcfpjmqTMr0w3m5/EjdpZPDPbXMXNCO/c8sw+p8hC9SepTCwBsVT05rwknXVng+n2VNyMCmsi5hE5sY57WlMKWm0pcilCtchCN1b0biknuqPdutq6wKL1jeiTFj12JJwm3jucPkjSBL7aP5udw9y9Yku67EyWeLmN9ooPDf15p8LYCwRyOlQKnW4+4eiZfeb0E2G94Tjn/M2rx4oPn0JeHefqHSl0KSVOHKqnrw+eJO3DTJXzLktk7rTkubpM5fHu1EXvSZd8qizwqPE/njopCKEH+8+F5L3CL4gs3MgIsCUT3U1qePL4CQRPDE1Cbc83wD3pndHto9smzwJQWVvhSydE3pRCLT5hYLv07ezoydbq3vBpOkhKeJMIcSjlOEWMMui3glCV2rW6uaUq3vLe25OAIdXQMvngDHeG9Q6UsRWlLMGx/v326XUqKn16L2s1EEQoGCF5sUySOTlfg8YaaCZgp4d49EJsPGoJH2wTLsNrhgRScaGI2XEEJIiUGlL+W8/EErDj6nDPVN/ZOUUlVMHnqlMdobmphtpny+HCjPvNWMS+6twayFyVL8jPz23DKcdWu4YbOllFhfmzCHd+KJ8ydU46yb0xniXxU//VjaFw2IP0p1fhE0kfj4D+C2SAsrb1DpSxFmlfyd2blwzlX1xRPOUukP4ppksFOxZ31Nrs7VN/vcFYng/S4L2ST6uXda8Ncr1+Obdck3vU57vY6iO6ioS89On5vyoMJGUkOAdZXVfmDx9mdteHd2CKlOSqAiUelLEaopBFI1qUuwrGai2fr5pbRDmL24A63t3n0Conrs9bW9fSbOSWPhNzmf1DjCW+t3+VVIaz0lBnz0nVF0u6xnpUlSX2tjSwa/O7cMi1f1xwdI8PQiGCJ4wKTl3VTpV8Y/XofrH7WOOuqXhBWJK6j0lQpxV8IBPML3RfmMVwxPNLZkMO6eGlzzcK3rc/ujm3q8uYvzunsk/nrletzwmJqcUb+LuKr/pws7cNSl5Zi9ONkmtkESZldX20gT3YFGT6/EW7NamXInabhs6PNXdKGrR+K5d5rDkWeAotIu2HTSA5W+GJBSYszYtZgYtY9aAglyxaS+KYOvvgk+CqhZh1YqnZy2c7a20kMurwgXGrrzwYrmLumM7qY2lFX1mOdGinjxZfHKXH13E9E3zauUYXPZ/TVxi6BOwvugtNSzSdOacOMT9ZjxRXIXTn57bhmmfdoatxgAIuzibOq36vgbZxOJZI6Q8D4gDNLSryQVKn0xoM0Vn33bekXKVHlxWdsjXblMQEs8/cZKnHNbcAE7EvBIkZGWsSMJcq4s78YJ11Rg8vT+9hvbLoFWR93kaktCIfogTPGbWoILfT7ji3Y0twXnG/jaRy2Y8UVxPi437zPlrz4UNJ/kFh8m7mHT3SNx/wsNcYsRCV7HXbvTBtBQHjgq5p0Daa6Udqj0xYBK+/hqZbHSF0XDend2GxYsj243JchHqrPxbapvymBtlYfdLAv076Jv3s0Z1YCguj5XzxaZtdGIZUmzaXEpU9vYi6sfqsXVD7k3m7ZiwtMNhddL+ESL/WGwJKU4kyKHG9IosxIJ6QOibOvsV/xBpS8GlOqsqklhwA3g+kfrcP4d1e5P9NgSo2q/R11ajn9cUxHY9fSPm8RVrs5ud6vWcT6Cm6pjlPOqiTW49pHgJtZuSMLYMxAXHBLY3IroybsGBhHYp7ymx1egpaBx2tVOYn8YJ69/3Ir/ePCZHqj47csKxmZ/l/JFJF1yzP1+nG09jluXwjhLpS9GXFcgmxOiagA9vRJ3PF2PxgGUvFhZwUtQh9DVnRNmxhft+PLrcHZutaL4eEGxyVlYGIv4o/kdeH+uyf0T9C5IsKTh1QYp49+uqsAZNyUzb+CcJR246K7qAv/WOCdGHV1ZjBm7NrZgHvc8V48xY9cWfHb75Hp8MC+APjIhFT+pOv1AXmwYiI8eZ3NIc3lT6UsRZnEjoubDee149aNWPPCSIQiNxx43rY1HJmU50YGrH6rFebd72Ll1weeLCpXKmsZevDHTOehAkNX51ifDC8/shqSFty4pAi7abFaioyvcHbSgRNZyYpqhb0fL13Zj3lKbRZ6Ax5BrHqrF3KWdaO8qvnAcTaGpNfc+X/qgJfR7VdT2Ytonhf3cSx8kI9hKFDS1ZvDgSw3IZIKtVGnuQjMZGYt/96oKd64rz7zVjLNv7V9IamjJYPKbTcqyq/gqpy0abmNLBhNfaUTGZqKdricyh0pfHCjUHLNDqupd5uNydbQaWnsoilyYsgbuhjQPQqoE+fYuvbcGtz1Vj4YId4OnfhJCIlYrTIKnxBbHpS9tRum2vz4CfsR7X2jAIeevQ09v/4XT3tbPuLESF97lvMij+pxm9cr0NZRwhGMrzrmtCrc8WY/egJWepKM97d3PNeDZd1rwycLkRj2N8s00tWZw4NlleP7d8BccjEz50N1iw8RXGrFoZX/E55ueqMPDrzZh8ariKNBmXUUSgh4F3VVPeLoez7zVjDkJiRAeFlT6SpAwdxuMV+bORj8Da+i3fveaspeNYVwIozrO+KIdV03sD+Uf5D06OrOYsyS5k6YkElTxv/lpbqFAS1tCPGDyMgbKkBC1i0PSaqm2WBJHP29XFnEtNtQ25urDW5/lFyCT9sJM0PK7dnTmhDVbwFBd5AmL9s4sZkbgQqKNA3b1uRS6Nip9MeDUXl7+oEU52bLttRxu9NH8dsz80ltj0i4dxQ5D3H2n0yP2B9OIW1LvhNGZpeWaTlz9UC0+mh+OYnbTpDpcfHeN54AfA3HRRbWV6dujlLLIbGdQiJFP09wX6BmI9UuV0njD7tFqRBqqhqqIk6Y1YaqCS4KeTFaaz9NSVDHG3ZNfzIzhXXb3SEx8uaHIxL67R6KmoX88vOXJelzxYK23XMIuULGaSdGrtYRKXwK5+7kGzF/uLsl4QQoBxQZ81cRaXPFAQFHF0jAChEQpTIy8dGZWT93Q7G7p18291Sf8rkTwjXY7tzVhTWVucDMOfAu/7kRVvboimEYdozcj3e2y+Whmj7/RhAPPKiuMats3yJufs2S1uz7YlCj6hojz9CWxrmWzEpOmNaGtI/ptJz9v2Nb/kkTGo6814dan6l2d8+xbzRh3Tw1mfVWo+CWweahjIrzX+u3UT0yZ0YJn3m4pyHcLANf9txbH/nt9nwvR+pqcstfZnaCSTfGUj0pfyknMinLEcrR25KK0GTvcgciC5Z045rJydHTGb2fvhsTUXY+YSh/QYHDu7dU4/or1BZ89/24z/jRuXeHtfO5WdfdInD6+wjTnoBVSykBSCJx6fQV+e26Z+gkuH1JfvV7/OLeK39ah899zOP/Mm6vc3TBioph36Nuonf4ad0v+5MsOPPpaE+5/MZ/A3IVAU2f68wf28+xRBJwJmqjetdfhISr5yvPBlept8gPHzbuz2/DNumI/PSO++xIPhd6bLzZjIKBPvuwwvWTa5wtJgUpfDKS57hoHfpVdrkxGFgRLCILV63OrP0+92RTodf0Q12t9aEojahszWLneu/lDiheufJPJSv8R6EJ4+cZYSfe/2IiGlkJly2+evpXl3VhR1oO7n2tQPueNmW047MJ1vs1ttF1Ot/ipq6aBSVLaIUcttVkxRd1vrCzvxpixa7FqfeFEVhtfOkyiiCYZN1UvqdU0KWLZLkqEIKTTJZNQLtc/WodTb4g33YuUOTNYu6iYerT3GIav6Jk3V+Ky++wDXflxmUoDVPpSjp3SFeYgoV1bZcL0z5srcfA55iv6fq2fkjAQ1iVkpc9PWfgtxruercfRl5YXfmjyblvbs54CZ6hWEy/V6fTxlTjwbBc7Tnb3j3oWbBJJ1NXpHqJ/arvrZVXh+lgAObPXyW82FUwYVCWd+EojPp5v7bM8KO/Ul4Q+JKmYji8xlpeW7+7jkHxsvRBVk4+q2FdX9GDKDOsdyKLnDakBee1LZy7Q1Q3dNYJOLWGkBLw8vNcxm27ik4UdGHdPjXJU00F5raSuKYPVulQUH5jl43XJktXdmPWVuUl1KbjpqEClL+WYTdaSVnW/Lgt/chgV02fZmAJFPBlaWd6NTzwG4rEjk5Fqiqyuor3yYavSOYdduK4gP1ASWFnurn4mqX35lUUb6OLWe1at78b+Z65FRW3h7t+jrzXh4Veb8O7s9r6H7eySOH9CleNO43PvtODKiYU+y2YDeyhzVg/X/OTLdk8LSNqturqdl8b97GomaU5k9RSRyhh3o8kT9E71qddX4M5n1Hf+o6CjM1v4nCaPbBoMK39cVX0vDjy7DG9+Gn4exSgXkYK6Vf/iX/CC1Dbk+jRj327FoLwwx12xHiddW9H3+bPvtDjdKnDmL+8stCpIUB/oFSp9MRBGp2A6mXFx/vK13bjnefcdfdJXR778uhPTZwXX0bvNlRgmp1xficsVA/GoTgw+nt+OA88uw9GXluPzRfar6V7f/ArDIoDXSYvdTlMQTayitrdAttsn1+M/DwcU+ChgEjL/9Mybn7ZBylxEYT3t+QA33T2y7yHnLe3EghVdmPhKo+v7qPqouaWqvhcPvtRQnL9UkWxW4vIHanH+BHU/QqP43S6sZVUfXbVtKufzCxgpJcGvx+EAACAASURBVKZ92orOvPVAUnZtP5gbYd7QgMk4rB1E7dNX09iLQ/61Di+8Z79TdP+L1v2BtkAUxG6RkWVrzH3m3NTFsP3xx4xdi3nLPAYNiniKNyhurUT33v51RzVOvq7S9Lu0MsTqCyHEvxTOb5NSPhigPMQlbuvg0281Y/99RxZ9fs5tVUpmdwnX8Yo47/ZC++3bnqrDktXdePjf29qet2xNV1+n/eDLjTj2wI3DEtGU3oxEWVUPvrXdsECu190jscGw4pdnfJ8zv+xX9Jat6cZPfzAikPsbWbC8E2t9mgeecE2F80EeWb62G2fcWImzjt6s7zMtGMhv/19x+4lrLAisPcY8mFlOkMw+D7gPCuLRr32kFotXdWO/n2yI3XfewPbYxpYMRo4YhKFD+h9Ek0ELDgHk6tu3tx+qLEPYvolJUaj0zFvWhVsm1WOjDeObKZoVyzNvt2C/nxT3E6VEWAu+xqtW1eUWWmd80Y6j9/c2Dofi05e/5msft+LsYzezP9iB1s4sRgy3rsOd3Vl0dUtsPHIQsllg8GD3Zf/KBy3Ye/fh7oVTKDvTQxTLXP9uMhnp6Jcb1hTUzW5nyqbBBdj1lBcBGAVgI5ufC8IWsBSQUvYlrI4Ss4rp1pTNCq1dhDHReHJaE8aMXRuKDf4bM9sKyqC7R+KsWyrx1Tf90QsXrezCP2+qclxZDJMHX27EyddVYr2iSYQTlnNqwxdBjuN21zr/jmpMeDpZJkR//nc5Hp6SWy0ur87VEX29MDJ3SWfRbmhcg4HXZhhErrqyqh6MGbvWV2AXra0p1b+AuoVBZoO8xxeYyZhcC+bPc+S4clxj2DE2C8hz++R6nHVLOBFEVYvQjwVJGG3h1Rm5hRetnNrzOyQtLqLJfrOuG585WDH4JRQF3OKSQd3q3dltSrvnxvca9KMGejlj/xZSB53N+o+kbMcZ4ytxxMXluOvZhgL/czePY/eefLqGY5VNEDntmiqyTppWHJjP2AclcO0pVdgpfZOklP+RUl5j9QPglagETTOvf9yKP40rx8py59C5QZLWxjH5rVzeli4PAT/csq66B4tXdWPC0/05eqpd5EezIpuVeP3jVk9BSwD0hdBvimGxICjiUID8KK3VDZminEGmG01adDEJXHJvLrltmLsgvRmJaZ8Umii3d2bxhstkwmb49uUA8N6c9vz/IZi06d6nn4Uz010Js5mOz/eoevonXwaX28uNguH2PTuZw0Zt3t/cZh69VkPl8U69oRKX5ttt3CQpcuz1j9bhmbcK+7/ymp6i3IdRS5ykMgoLp1a0tio3J5kyo7DPd1MytsfaCRBhLCezRW6r9++m6/m6rDsxAffixlLpk1Je7HSyyjEEmJtPwOo3xLkyAY7DmYzEmgprucMY9Ifka2VvJjo/jSDuob/GjC/acfvkejz2RnJSSpjh5/XFYeqb9PE/jDJ5+q1m3PJkYeLgO56ux21P1bvKr2eLn8ivHl6KSu6oTFb2he1uas1g6ifelUo7Gb08enNbBi+81xx6RMCwcKymLiuyWfGms2TUsXs+s+/WVffgw3nB+5Q5lXNHl7eIyQDwt6sqcF7ezzSq7t7qPvocm2kgaWNV0uSJAq3fP218JY67otz2WL+7nWnB0qdPw8K3rwnAXCnl/OBFKj00+2vNQTqqlSvV29jl0Hvw5Ua88F4LJl+7HbbZQlddpHaP4J9lyGABQPYl7zQjiB0KPdmsRFNrBpuMGhzI9VrzA1Rza3CrSz29EkMGh7u6rr9ykjo/t7KU0gBnttur5evr7Pb3oH3mcr6u4h6V3FEHntVvxlSwwxNQ9TdeprUjq2xdcMuT9Zi5oAP3vdCI9+7bqej7qMvz0nursfvOwfj/ArBtQElqW0V5Y+MRQ4l//KcC2SwK6ktvBrjx8TqcfNgmGL2Z/XTMa7kfcv46bLGJ93Htm3W5RV/j7aOeJOvD97u+Z4LqbBBIKV3PA5Tmai7LyTY3ootjvdxf5XFWlvfgOzvk+sUeJwOuJHceAaLi/bwPgDMAbJ//OQ3AfgAeEkJ43ukTQuwohHhfCLFECLFICHFu/vPNhRBvCyFW5P/35yGbADSf2+qGELaXTSq+27prtwO58OvcTkJjhGaGwjCahKHjVNT2FkTaW1vViyMuLu/zEfFLUDJrErZ1ZHHwOWWYNK3Z9njL65TIoBd0XbDaqXF7n7SW72sfO5uIllX1YMYX/TsUbp51RVm3Y0RL17sfZrtKDkLZ5zPNnXvYBevQ1KrW/lsMZoZWnW5U84jPFnXiiane+gY7khqd2ep9x9EMTUUx+cws2fScJZ1467M2T5Gz3eDFtM3KwieZNcI9Xhesu3sklq62sbDwcF33CpzrW9j79CX4pRqjfbshyE0BoDTWDlSUvi0A7C2lvEBKeQFySuBoAL8G8A8f9+4FcIGU8nsAfg7gTCHE9wFcAuBdKeVuAN7N/51qtAb1kIcQ4xq2nQwKG22YFbNoZdVnb6FyutuGO3uxs5P+8Veux1NvNhfdX1XpK6tW8/szyn7ns/UYM3at43nGYtF2Ooy+XX5Rce7WOOjstbjywRrrA4znBzmQhFSpu212uYH0+JP4lVL/mHOXdqJJt0N9wjUVuPoh96kqlq7uwunjK/HUdHtl5L4XkhXQR4Uvv7bvjy++u9r2+yI8vECnKHdB4KxM23wXsCxx0tqexR1P1yvlQgTC6a60a36+qKNwjPN5s3nLOk0XZqzSh6SjRwyeuqYMxoxdi5Ouq8DYm6tQZfD978t5alFAsxd3BGYO7uUqKueEUm8VLlrflMHvzy/D1+vUFTx93/PNum7PJszZbGGgRaXonSnu3FSUvp0A6B0wegDsLKXsAODZoURKWSGlnJf/vQXAEuR2Eg8H8Hj+sMcB/NHrPZJAc1umaIfPS9Uce3M4Udw04qrDZqufKsLYNTr9roQdXyzvLGrgqu/m/TnefDOmfBh+cljA+wqXXbn2ZoCPF9gr1Au/9pgLyIFFq3JdjeNzua3IVtdLSK9+8DlrMf2z8HN+acWQyUhcdFc1LrjTWmlRLRqt31uxNuAAVgGbdoexm1VZ57yz8sJ7zYWJfz1iVg6TpjbZLy45PbLdzqiaWNEoBxE108feaMKrH7UW+JUGvR60rroHbyu09UvurcG4e4IJRPPpwg5ceGe1aaRq44KYsajj7CLdjr/au/Ij8pcrcmPb+nxaldYOdaug2Ys7MO6eGscFMGUC1vpcxnHp453Z1u9hwYouNLf194PGQFz66362uAOdXbLAhFeVmsZenHpDJe56tr7oO5VievyNJvxpXDkamvvlm/xmExav6ldvtPqTlkVgOxx9+gBMBjBLCDEl//ehAJ4WQowEsDgIIYQQuwDYC8BnALaWUlYAOcVQCLGVxTmnIWdqip12KvapSAp/vXJ9n39XVHjp2KwkNH5eWZfr8KwaQSYr0d4plfMm3fZUcUN1kskJ5XZpcVxC5vu+UDUl9hXIxeSzmV8WK4VV9b2Ys6QTh/xylOl1nN5Xa3u2L9peb0aitrHXUyj7ecs6XecpmvFFuKHdnejptfe5RQCTGQCQBvMVL4OvnvrmjKcQ5lb10ameSqloNWB6bjwD+X0v5Cw/zHwC/fLo6w4BpDw8slA8zS7NSVrpM+8yKYDOblmQc9HqOCf+eVMl2jokDvjphq4WIvzU3uqG3Hiuzw+poRoZ1W/zaWzJoLNbFsYMcOChKe6spszbfYBuGA6FUJ9XKNbrynn+8v4F0qDWKu1wsLLPXdfkOexOM0Z71XPRXTk/44N+lstXGdRYahSxPT+/Xuix33k+v+ChV/oefrUJudAlOZ5+qxl//d0mnq6fNBxn5lLKawGcCqARuVI4I5/KoU1KebxfAYQQowC8COA8KaXyMoiUcqKUch8p5T6jR4/2K0ZomCl8Qc4x7C6VzUqMGbsWj73u3axUQ4hch/DwFPvJxL3PN+DwC9cpp6eoaQzeV1Clc9MIUsFbvrYbb83K7eSZXdbPqr7dBHrxquLrnnFjJY4cZx+tyvxG/b86FaPVQGrkwjurcdtT9VhX7U2R0Oc06+kF3p/b7qjUvvhec1/0V70cRaRdwQ84N5Sf4njm7dzgOXNBO466pBxfLMtPaoLWqWLc4Zs+q9V+B80gm+ot9Kc1BRj8SZWK2l5U6MOlu5z86TFTIFTo6HLvTx1ZREmbG91tssPgBS06pVXACZXFiWxWoqYxmNyuYfupVtb1YszYtThyXDmOu2K95XFmTz1IUYgg60dRHTAIZkxt4cRnXzkrQZOmNeGBl4Ixf7c1xQ5ppXtleXeoyc47OrN9OTrNAv+p3LtTwUxeUyi1cnrunfhyOPtFbTsGWAngfQAzAGSFEHsHcXMhxFDkFL6npJQv5T+uEkJsm/9+WwAunSNKj1kLnTsHfaPR2q82eGiTMdXz3WDsLF7Jmy9edn+4eZD6dhxNvlNVqk0P8zGhvHJiLW58onACoF2uozOLk69zjlhYimhBgP5+dYWn88tr3CuLayp7MeVDhY45AAVCb7ZSCrvEXtF8KhblFyGW5806sxJYsLzT9aQoDMxez9LV3cq5Od/53J1Z2brqXlz+QK4v/GxRB562WRnXOPpSd4s1sxQmj0Cuz2y1SGJ+/JXrcfyV1hPvAgKy71yyqquv7Sxd3YVDzl+HmQv6y/fDee140iRZc5yYKV6V9blnKFhk8tGvzFnifUfkqTebcexl6wsVeBVcyOuny2xuy/nFfTC3DQtW2LsCaLuQerp7JP5xzXrPQfHCjH2g+T1rkZX1dcXrQv+jrzWZKhjL13b39a9BYianWZ8Zp5Wj/h2efmMlzrktZ/Xjxl/Sro2Zpp8xWLZ5XdhKAo5KnxDiWgBfArgLwG35n1v93ljktIVHACyRUt6u++pVACfkfz8BwBTjuQONtz9359OjVdCs1ExSom+h0mRuYWumpkNl3nzdf+sAwHQSo/q4bnYE/UYvdQoYEjoezbn8fO/+wGBPb+8Mp8yNit0l91T3tbH5y92ZmMSlIza0ZOwHSZuvWiwUByDX17z4XqFi09yWwfl3VOPaR5yDwdz3QqNpgl59OS3LT3a8TODMjrtyYi3+YrHT8NU3XZBSYurMVuUgHka0ROyX3lujFMzLLlWNGc8rrjofd8V6nHRdfuHFg0+fn7ram5HIGDrcM2+pwhnjK9Hake3zWZ+9uF8RuObhWvz3NXulz7jo2Bf42aJCvPS+txV6u/QEWjt67p1g/LXcRmHVP+ucJbnyM1OYzHDjy1V0rIsK0dmdxdGXlvf5tJv5EBqZ9VVn0W2qG3r7EpWrEOgIYKhr0vC7FiHVbp5juSiounOZP+6sW6pwxo3BLyJPnl5sIeOHsKee6xQD6hlZW2lynhaIR/Eabnw6k4TKTt8xAL4jpdxPSvmb/M+YAO79SwB/AzBGCDE///N7ADcCOFAIsQLAgfm/SwuXDcFrw5nwdM4sIJu1Dr/sVQ4vpn+OfiZF9/P24FkfPY3VqUeOK8eyNd59VbzuAAXZaX4833mXQi9mGl2Wg5Lfzeuqqs9g3rJc3Zg8vRllVT2QUuKuZ+uxZJV9nYmjjLt7JP40rhwTnvbmT7vQJnLl2srePgsDre525XMJflOu1ge9/EHxhFCl/Rx8zlrc8Jj7KKOAdTs757Yq3PlMA259qh4PvGytsMW5w+umDjnmqvIqg5kQujI56Owy/GtCsdFOTWMGz+p2P8NsD9+s6/acGuGlD6wDcGnByPTpPtw+R8EChp9O30479YnxklZVfsnqLnQaFkjWVvairimjNAeYaohQnYZxaNV69/MrL89VZGHqoa5Y7fYDueArr85ojXSjwO2d3Ijm5TlUdzaDisQaNSpK31cANg36xlLKj6WUQkq5p5Tyx/mfqVLKOinl/lLK3fL/B2MwnxC8VEKvA4hmbpXJ5pJUesFr4zc7rTYoXwPHm3s/zu5UN2VonAQO8jgrnDS1qbDcfJqfBonTIyn7M4W0COKUH84rTv4PJ1xTgZ7enKnzeRZhz+NES0BuFuVWKzEpnXfmMyZzB/1ujjT8HzY9ve7NL1XQ8pjWhJFnNY+fOZbf+Vm9Yg43U73ORbfmNdCCqSwWz6x9bCaX5hLgh9b2LM68ubLAP3nZ2m5Mn9VauCjqo0/Tfl+00n15BevDZn41u3vUN2Vw5s1VuGWS87TN6jp2edkCXVsJsGN6d7ZaHtPps9o8uSsExdylnZi71N6stqMri/rmaHexPE2P/AShszn3K5t2l041rxAVpW88gC+EENOFEK9qP2ELRtSI0nLTy60KghJEJGtIc31lMlnZN2Huez8eO6jPF3fihkfrlI71szoXdLJXILfynclIV48++c0mnHK9wfcvxG2UIKpKszFRtwv8Pplbc1IrzMrhndn2ZuW3TLKvl0tX58wwneqJ6g6Cq4sEyODBOYn8mD09+3bwidM1/D76ycb25uF+pjLYCGZlLm8WAOzyB2osF3Cs6opqf/bIq+6CnH3yZQeWrO4uyi15k4Uvtyr6YFzauZ8tKvQ7slR0dZ97iZjrFrtrt+eD8Sxz8Ddz06X76SP7zg2gQIp22Ry6fatbnnNr8UKgcnkYjnMV5VXmImrqA6OZ3T+TjdYlqLYxg7ue9bADbxDRzM/T1WPkD35RwfTY9bUThEqM3McB3ARgIYB0GrEmCCm9bGc7n6FvtEkKJqGaM0+PsSPTT6rLa3qw/eihRed4mZCZTl7s3JwUbzHu7uo+cz8Nt69EXwRdHpOO6lG9QpBRvE64pgKH/9+o/DXVJMiFSrZHOVBPAjrlyGSwuFFZVQ923Lq4vahgmkNTR1unxILlnaY+eIWyebp9IQ710mzXMSjcNAmrR3394+Dyc7a0ZwtT4visZHqzRDvUW7EzVpGFF63UFgr67/TJlx1o75IYNUL9RdQ0ZjDrqw787Af2KVpedOnjp0ml+ZsFRV2Tu+TQVmglFMTCp7HeqyjYYUw9vDzK7MUdeO6dFgy22dbwY4Lr57ggFwnDUM4yGVk0Dxgzdi3+/vuNbc+bs6QD395+mOP1P5rfjrlLOvtSdLznMeexCkGVjlbOCZpae0Zlp69WSnmXlPJ9KeWH2k/okpUogTdRhQsaO6ExY9cWDDJCOHdUayp60KELjGEaxczEfEbzKzQT1SkXmASweFUXps/q33G45uFa3D652HREn+9PVdEMazXLqPAB5uXb0ZXFvGXOkweV9+OXuqYM5i3tdNWpqcg044v22BYhEqDzxY7mT6eK2yZx/h3VBSaVZu9am4Ba1QOVe35qEsFYf57bvF1B4yEuSh9SSlflbozMGEY35tYHvDfgQFVen0l/3mX3KUSQTmInobUXL+eG2Nd6jZipypixa/GWITn9mLFr8a6DyXY2K4vG8qsfqsXcpZ3oUAjHr2f52m7fKS/MFG5p8rtdHe/NyNDcE5yQKOyvNDEmTbO3Vrj47hqcd7u9O0N3j8RVE2vx6kcBLILFMK9IYnfhFhWlb64QYrwQ4v8JIfbWfkKXrIQJy4fJDY+/Ubij4nSPG5+oxyX32mfP0OfaMVOojH3YSdc6mxWtKDOYiUjzVfMP5vYPDFr0uyrFMOyq+HkNZuV786R6XHhntStfkyAmQ1ZceFd10aAbFY0tmQJl3c7Z3A79CqWUwNsxPU8aUKlKXnbq/WKmIDkpIU7h37VFrmsfUTOV1qNFRLQrsKD7BjumfRrcrqEXzPp2LZpyAYqTsi9tAgNZ0ZPJ+6wb7rFsTfBh7KMmkLm+y2s4BT+b+WV73256EHNtK4uSd0wilb+mH+9NTjvgrLKCxeXCG+X+s3s6ve/kGTdW4i//Vktd4vk1mZw4fVYbJr7SiO6eXKTgg84uw/WKbh0aTzrk9Ovrxwx8urCj4DsB74vMxmiaxmoVRpoJI81twbsUlYKyp6Fi3rlX/v+f6z6TAIKI4DnwsKg9VfW9KK/uxd57FJuj2PbHCo3T7HxVcyP9qWZJwN3w/px2bLtFIyZPb8Y79+xoeVzBLqTitYcMBrp088JsVuKsW+xXnaIwvZs+qw0//f5w/PQHI4q+03Y63SYlLqvqwYgNikum3WZVU/VRgzAldXtjiVxeR80HDAAOu3AdXrppezyUHwhdXjJ3nATGP148cH6xrBODBwN77mpt+uV3dzJJJtZG6kwCd1jlJtJyT0WJ8X37pUYXvv6rAIOJBMVNT9ThguO3UD7+9Y9ace6xm/f9raIkqOR69YNpkBbF12h2rtOpz7zVjGfeasb4M0er3cSC0BZg/fhX+7ik137njZn2i2NXPNDfD2hi2O9ee5PDq/xO85k+8zzDoiAAnG3wsfOkdOse2CltiNnHE/ORgb/6pquvj3p/bvGCm9GMXf88WnqTM47cTE3mPP82yans9BokclFaVYg6Zdhp472lsrCTcsmqbowZuxbf22WY0vFJxnGnT5emQf9Dhc8jVhXlL5evx4V3me+kmZ1zzcO1uUS2Cal5xnZtJdYz+fDcwdla5/4fNKiwm5q7tNN0cms817ji6GaH6eqH1BLQvznL326T/tlqGjM44ZoKHHNZ8WqkMbiAXx57vcmxDI147d+rTHY7H57SiGmftrmWQcNq8L7gzmqcd7v1rvWCFZ2m5oReMJbHmooetHfa1zFjPrOgsSvPMMZnt5ecMqMV9c3BmZJpyZLDxI9559suI44ay1PlnX2xvHCVX3VuXduYKVw593BvPf+8SXFCVvSQ7u6jitvL2kVwDkxEi0K1VgaLv1GVJQjFreA4Vb83i8+dUtyo0vdcAbyUyrreohQUfrArV7eLUmbvfszYtb6tAVRSiJx5s/vI1BP1eUpDWBitaehFdX3wZsideTeJJavTb0lgqfQJIf7gdLLKMaQY1/2QyQkfzmvHFQ8Gswpv1fH3ZiS+tgmf7AXf81kLWY3PoJoI3siFd1Xjg3lqk7AZX6gpBmbBe9ysvAuo9Y8tdg7iVsXhcOHHXo/IVyqAAeCNma2BBMw4f0J1gR+pF8bdnVMqM9lCc7wTr63AxXfbm0m/YpKnTs8RF68rCru9dE033p/jXWavSW5VkPlGbx0Iorhy1ja6HLgjWPxKyPqaJ0FUA90Yc3mOu6cGR19aGHTFz8KAqvml2S28LP7oZTUzIw1yF2KpbudDu2xB9GpFtHO97HpppyxY0Yk//7scHQ4LTLFi8oCtHQH7htp9p3ir465Yj8vvrykSNwmBwqx45q3gogUH+ZxhW1pcZzCJtZz2mLQtt80tye/fDjvzzluEEOWwL4sbALwerEiljVNFmb3YJGCB3fX8idOHsRHMXNCONZU2q5qGGxc1Ig+CranoQVmV7p5S/bpe8uItWd1dtKPQ3JZVVuZUMXvnl91fg523LY6qeM/zDfj+t4YVmNLqc0LZ4ck0xuE9mcne3JbBxiMHK3WS0uwdmmD2vqZ+YqHEWMisD+bTd3MHvHTcKs89f0X/4HbLpHrsss1QfO9bGwDoN5N+89NW02BGTjmSzKItzl/ehfnLu/CbfUYqSJejLeAJVlqQsjg6nd/rafT0SMed3CDQB5tQeYvGoBBW51w5sRYTzt+q4DOzhO4dXVmUVYWzUPD8u804Yr+Nij5vMylXp7e4rqZfxuffdRepEwAaWjLYYKhaXTFry0dcbB6l1A63rbJgoy1fr5/MB91Y6SFpuBNeWs6VEw1WMSGbv1tNG/TN/pt13UWJ4K2Yt6yroE/XX9OINDvAwnw+LPxe26x7TJqSow8sqOF1sR9I0KJeyNgpfVUAbnc4f0WAsgwIjA3nkSmNOPHQTfr+HndPscngJ1+qKSG1jb3YYpPBvuTTuOLBWhx7QPHAq0pDSxZn3eLOtvpEk8AuKmajdU2ZoomwUAlRBGvnZjPMOj0V/yNpkafDLDjFS++34KX3Cz9raMlirkKUT7uB1GuHZrYze+/zDbj0H1vipQ/iCSjx0XzV6KwhC+KCTpMomnpz3NPHV2L8mVvhR9/ZwNaczi0ry7txzu1VePyqbQO7ph3/NUm5oX/y7h6JZ0LMWafC/meW4e4Ltw7seplsfzs5/w7zXdwg57hZCRyrM++WCuYTblJa2FoM5Ln2kVrM+qrTPiS+BOYt7cReu2+gfnMA97/YiD/+n/exR48xYJkdNQ29WFvVg510KU7+NK4cozdVG1P1yrGfrqesqhe3PVWHNZUGpdpw0Y7OLEYMVxzoTGhsydgq7la7oDWNvXh4SqP9BNtwrtHkbuHXXTjkl6PUhc0T5GLNmQ4+/0acUti4JczhKUgPAbNq8J5DDtcouOf5YncWY+245cl6PHpF8dhnFjDINQmaX7jBUumTUu4XoRwDimm61aWnpjebBm9xyzflPbjx8Tqc92d3Trx2iEHqHaxZx+A38EsmWxwm2uw+j75WbIKoKrrfIcQuWpZGEH3DhyZO3UFwrEOkMimBsTdXFuRB7OqRKFfcfZRwLuNs1l3wjrjt6q18b+0wXTnV/d6bAW59sg7bjx5imvLDK6/MaEVnl1ReOPLLTJP76NvsKx+24LHXDZGDwxbKBGPwBhVmL+7ET0z66oPOLnM812mu6sfM0MuZduI4Xa+mIdOXp85OmXxjZiuWrO7G5ScVBql5SSE3nmpxOJWrU7+iv8+kac2YNK0ZL960PTbbqF/Rq1E0NQ4yAJFTYBUAKKvuxXd3KsyLVpRbz6Z8/n71eltzSqt38OBLjViyurvv2r1ZifqmDDbfZHByJsKG5w46OFTSUVkIsj3f4fQnpqov3EVZ8sb6buVD73duCgAfzGvHLtsNxd67+5+/R4lK9E4SMB8YJvBBNArNLPKL5d4mjGY7EXZ24VHsokye3qzmo2Vmnx1R9ESVCYHFRp8rPl+skM/PVgZvEmSzsiCqZu5awN0mq2yA9+ds8ZiiwQ4VWcprwvNlc0sma57j0Q/a4kfQq9RecZs3sFQo2rUJkKD7Yqvr9e9mWivMGOnKSQAAIABJREFU+p01bXHGmFfQbIU+LOYvt+83zZ61tT1boPQFjde+2HiWZrJbkBxdcdw7/opyR/85q2+HDhEF950wuR69GWDaHTvgpkk5E/uKukyhq0ZMaIuV77gMlqSC21yWUZKVznmQVfHTvSShtz/i4nVKx7mdMmr92Hv37eTyzHjxbhtAPCGlLGoIweS90f/u7orTrHynPN5fCYXeQEXha2nPmvqDqZaB79D8CsfMX94VSaLVIE1fNMyUoqxU30mVEmhSMBcLA5W51a1Puc/b5gXT4jLIl8kEX0cGDyqcoDmhn5DePrne5kj3WFbPAB7763V2/sdJmHrYY5RQNRy6KsaAIn4CZtj5gk6aVmxO2RuAtfL6Wm9Ks52sb9pEOGxpz/rqs6OocnXNGZw+vsJ24dGqyVXUqS1WmjHYoA9r77e7tzBQh5fddCfOVnQZ0Z7buNgV1lpwgftevuDsqsCpN1SE69MH4DaPY1uSA9asq+6xDbJmtoNn5pNsRoIeM1So9MVAkI0oiGu98J57B3e/cjw0xWNUSMN9mtuyaGwpHsBUO3c3g4BZOOmPF6iZzX003/k4rwnJVTC+n/fmtBUkpbXCrBOVsl+Z8HLvqAhDifKDk5N5GOsC2gAedhoIPyRpUhEXrxj8Y92EQ1cpv6CDU7nBi/JkVNTPvrUy8An7Q1MaTSd6jS0ZHH7hOhxwlrPZrheCqu9TZ7ZhRVkPzrrZne/8BMXFHL9iOgU08vI+o0i/EgbGd/7Nup5Q++Tq+gwWrQzIDcKnmEH272a5C4k7lMw7hRC/ALCL/ngp5RMhyVTSyL5/+vGzQaNt4fcnBJWRDPDaI3gV/bl3vCma60x2nkwVrxC0vmmfet8RXbDC2TzzsAvVzBCscFOPrvuv9x2ubFb2mfgYMcu3FxdxBZoxRQCPvBpR+gsd2o5RnOad+kH/uXfjDeKSVDwvgoWAr0maybmNAUzUrVbr/cgqs+btwil6rgrra3st/ci8imz1rPpd26Je2aSbfk0xrY20KAbVYSbOdaac1UtyVpPMdsCTzFe6BeEKn2N6Q4A5V/1E5yQ5HJU+IcQkAN8BMB+A9vYkACp9HpASWLa2cAUmyBXMFQHn1bNEFvwXGUE7ZEfl+/fu7PBXqCJ6FACFCeP1qO58xkWlcQCLsAIb7x3FrbXJ8oMvqykVYcikv6aZuV1PyDuyadgd8KW8BFx8fhJRm4nyrof8kWbX6TWpJ2/M9L6wE2aty2a9m9eVCqWwg+/VNLyzO1sQGbwqhIThYXLnM/1+t80+3TOeedt8gd9LcLF2kzQNxB0qO337APi+TINjxABGU16iWgkx3sXvalBcRKkolRJpLbfjruiPVlpe0xPZanRlXW+sJnaq/P48693myrpebLNF8LG/vOYL7FJUTi67rzgNTikRdBW+6Yli8z8zE3pTWQISxuw61zxUW/RZW4f3CWlHl8VOXEAPMXephXVHQGVktmBZ1RCcctFlscCqGmwqCTPGonfpcuBS94Uu/HvC5Hq87RQ8JoDyCauIA3t3NtfxlKg9CZUq5aj49H0FYJuwBSlFTDt9szob4Ax6UERemsa2p+osGxUX3uk+rH5cnHxdpW2k1CCIq6/0u0oYJn+7qgIry6PZGTebSBsxS7qeJI67Yj3e/szDro2HuqeyAx90pFMVwogy65co2vaR45yTjK9ab+5D5Ek+k3PWmuSU8xO8ytL8MjClzFy2oBaazC5vjCiZ1sU5v2jtNC4VIcxovXqmKqT28EJQCx8JdiUfsKgs224JYLEQ4nMAfaOslPKw0KQqEW58vNi84wuTENJBmBhqA4ybABskOvNOJya+Eq5PT9B9b1LKLa1M+6Q1laYq4036NCe0kP2lsEi7fG28OSKDZtLU4HyNTr7OXUCRUqeuyXzXLTClMpjLxEYUY8hKm6i+Tsz4oh1L16i1dy/P4idGQNgktatOqlxpQkXpuzpsIUoVs9WSax8pDTv/+qYMDv1XGc77y+Zxi0IUWBX0jlbaZxwxc8uTwaZDSAOqSa4BoM7FsQMdP6vyj76ezAATqk9kTEVBColycS6KtERuMYpUVa++A3e1iTmxFbN1eXRVm2OiE8YnVLRQ01wk9JmDxlHpk1J+KITYGsC++Y8+l1Kmx3YuRszqUNakZgXZL0fVyWvBaIJI9xAnYeS2SyIX3sUmOxBYXdGDtzyYYCaNy+4vbT+8ICnFycoDL6lZPtjlZ/RK2DswZnOAsIhyfLv+0eQvaH+tGOju0AvcpetYV92vTEqZ/jXRBOrvAHI5j8MibcF2vOLoASaEOAbA5wCOBnAMgM+EEEeFLVgpYBYOOhNSvdL69qg7m2WK5g9JhSGA3ZPNJis1A+nnknuqPfuHzlqY/EAzJDjOnxB88uygeF0xrUAY6KMuhsHjCd1d9YvbctPSySQRr8GlgMRukrkiqQtJqysiik5fwqiYd/4bwL7a7p4QYjSAdwC8EKZgpYBZwzFbQQliNU4bJAfIxlVgTJ5eOnnDGiMydfp8cbiTIhIP3F1LJ15TUixYkdxJdynz/rxg0vc0KQTJOuPG5PpZvpykPKpBIktD8SOliUqsx0EGc846xfMGPBnFPfIgIiXV0gdmwJO0CKokegazZyYk2QSkESz8mkp7EsnK9Ad8SupOH/GPyk7fm0KI6QCezv99LICp4YlUOqg2nNkBmpNwp4+QAQw7AEJKljc/LdHdMZIYXnivJZWRpYkaKoFcLhJC/AnAL5FzGZsopXw5dMlKANWG8+S04EwMOeUjhBBCEoqPQfrmSQMv6i+JFip8pY3KTh+klC8CeDFkWUgAmCWwJYQMEGiXQxJGRxfrpJ7qARIlkBCSPCyVPiHEx1LKXwkhWlBohS4ASCnlxqFLRwghhBBCCCHEF5ZKn5TyV/n/N4pOHEIIIV7hngohhBBCzFDJ0zdJ5TNCCCGEEEIIIclDJcD3D/R/CCGGAPhJOOIQQgjxSmUd/YUIIYQQUoyl0ieEuDTvz7enEKI5/9MCoArAlMgkTCk9vTS0IoQQQgghhMSPpdInpRyf9+e7RUq5cf5nIynlFlLKSyOUMZVkFROzE0IIIYQQQkiYqOTpu1QIsRmA3QAM130+I0zBCCGEEEIIIYT4x1HpE0KcAuBcADsAmA/g5wA+BTAmXNHSzZLV3XGLQAghhBBCCAmBTFZi8CARtxjKqARyORfAvgDWSCl/A2AvADWhSlUClNcwSTohhBBCCCGlSCZlsdNUlL5OKWUnAAghNpBSLgWwe7hipZ9NR6kULSGEEEIIIYSEi6N5J4B1QohNAbwC4G0hRAOA9eGKVQKkZ7eXEEIIIYQQ4gKRsrm+SiCXI/K/Xi2EeB/AJgDeDFUqQgghhBBCCEkoJaX0CSEGAfhSSvlDAJBSfhiJVIQQQgghhBCSUFKm89n79EkpswAWCCF2ikiePoQQvxVCLBNCfC2EuCTq+/slbRWBEEIIIYQQUpqo+PRtC2CREOJzAG3ah1LKw8ISSggxGMC9AA4EsA7AbCHEq1LKxWHdkxBCCCGEEEKUSNkOj4rSd03oUhTzUwBfSylXAoAQ4hkAhwOg0kcIIYQQQgiJlZTpfEqBXD4UQuwMYDcp5TtCiA0BDA5Zru0BlOn+XgfgZyHfM1BE2rw7CSGEEEIIIUqkbarvmExOCHEqgBcAPJj/aHvk0jeEiVkxSoNcpwkh5ggh5tTUMFc8IYQQQgghhJihkkH8TAC/BNAMAFLKFQC2ClMo5Hb2dtT9vQMMuQGllBOllPtIKfcZPXp0yOIQQgghhBBCSI60WfWpKH1dUspu7Q8hxBAYdt1CYDaA3YQQ3xJCDAPwZwCvhnxPQgghhBBCCCk5VAK5fCiEuAzACCHEgQDGAngtTKGklL1CiLMATEfOf/C/UspFYd6TEEIIIYQQQkoRFaXvEgAnA1gI4HQAUwE8HKZQACClnJq/FyGEEEIIIYQQj6hE78wCeCj/QxRJl5UvIYQQQgghpFSxVPqEEAth47snpdwzFIkIIYQQQgghhASG3U7fHyKTghBCCCGEEEJIKFgqfVLKNdrvhuTsI+zOI3lo30kIIYQQQghJAF6Ss++A8JOzE0IIIYQQQggJgKQmZyeEEEIIIYQQEgBJTc5OCCGEEEIIISQAVJQ+Y3L25xFycnZCCCGEEEIIIcGgovRdAqAGhcnZLw9TqJKAe6GEEEIIIYSQBKAShXMEgP9KKR8CACHE4Pxn7WEKRgghhBBCCCHEPyo7fe8ip+RpjADwTjjiEEIIIYQQkl5OOXyTuEUgpAgVpW+4lLJV+yP/+4bhiUQIIYQQQkg62Xjk4LhF8MxxB28ctwgkJFSUvjYhxN7aH0KInwDoCE+kEoHJ2QkhhBBCBhwixXPAwSqaAUklKq/2PADPCyE+EkJ8BOBZAGeFKxYhhBBCBiLXnr5l3CIQ4otBKVb6GIewdHEM5CKlnC2E2APA7sjtXy2VUvaELhkhhBBCBhy//B96kBB1Dth3Q7wzm7EFCXHCcadPCHEmgJFSyq+klAsBjBJCjA1fNEIIIYQQUmpsP1oleHx6GUQTyZJiy03T66OpR6VaniqlbNT+kFI2ADg1PJFIKbHJKPZ8hBBCiF8O+tnIuEUIjGFDA7R/jNmUcuORxfMckWanPlLEczdsH7cIgaAyIx8kdLU3n6dvWHgiEVV23XFo3CI4UuqreYSQ4PneLhxiCDFyyQlbxC0CMWHHrYvnOWn26SOli4rSNx3Ac0KI/YUQYwA8DeDNcMUqXbbe3P8W8c7b5pQ9fZ/yo1038H3dMIhisWu/ven/QUgpMWQwZ0yElDKyxKOFcKOPJBEVpW8ccgna/wngzPzvF4UpVElg0aHt873htqe9covzFvKwIcW32GNn65XxYw7YyPGaXvnODva7jVGYOAwuDVNrEgG7JWh3/Gc/sO8LBjIMGU4GMjtsNQTDNyhtrUEmWOs78KfuFpJLzZQzwa+G+MRxaJVSZqWUD0gpj5JS/gnAIgB3hy9autl7D/MJ3SCHzsFV56FrmHanff9b4e0CJqGrO+GQTUK/xxlHburr/D0TuhPrlbROyuManI9nsltXaNYMpUigvkykgD/8alTcIgTGrjuky8T52eu3c3V8kO0gyBY11INHitn9ad5JkojS1E0I8WMhxE1CiNUArgWwNFSpSgDLDs2hI1DpJ7SJq34xZiD3LztsFf4E8ZgD/E3ad7fZiU0jaV3YNIr9l4OiUcZESpVkt5x19GaBXOenPxgRyHXcEMXiEZDsHQ6SDNJYRUZv5k5buvykLXHK4dG0OTtGDg9gMDO5hEip1hfX2K5qkXb1qdHn8CylSKyWjyKE+K4Q4kohxBIA9wBYB0BIKX8jpeROX1i4aHCqh+r9CH+8W7Q7Tuns9ogTfgaGfx23eXCCuGQrg0+tk7l1UJiN/2lVnMNmJ5OgCH7YLmHBpDKZuCUoXUqpSRmfxcmVIii+/63iBcorTwl+or3VZoNx3MHxK32bblTsH+JW5/6WiWXCztskq99RRQCxZGdXbbtxWEqUUr9ip78uBbA/gEOllL/KK3ocrlzwPyYKllPlcVO5VNvl7jv3yzE06AYTc2swi5pF1Dg0ZFOoIRa+ltttaf3Owo5IO/ao/p2oN+/cEXvtHo3SZ2ZWGvRq/v77hh/Q6J9/8mfmrIIQzrthh/xyJA75pVr4+ievcWd2pufNO3f0fK4V2RTu4iSBX+zpvPsbtoK/a0SKl1kVMVMsoiKMxbGk+MEZxdB3PRttqLbFM/aozfDzHxaW0agRKd0eCui1bLWZu2ALQXSL//hDMIsIB+y7YYGZb0KqaiDY1co/AagE8L4Q4iEhxP6IfYqfLiacv3XRZ05mXl4rV1yVMu4KcdSY8ILUlDwhvDz9KtzYozbDq7ftoHTe09dthwcv3Qabm6y6BskGOvmiXDHcfONBprmcguTfJ/pbjVfxowvTP9gNFxy/BX7yvWBNQM0UTac6MnyY+zpktpMy0Nl2C+d2v/nGzseEXbYnHRb+ogdgbhlQamsFSTaZ04p/h63UFhGGDRX48XcNinHckyOPBCW2WRwEfYAcbTzUFiuDuO/ffx+M0nfZiVvivL/0WyQNCKVPSvmylPJYAHsA+ADA+QC2FkLcL4Q4KCL5BhxKPn2hSxEcaRyopt6xA47/bbGvV1D+SknBqh55mciaXXOQMF/tNKsTW28+BLvt6G/CNsIQ7S4pwVMu+fvmOOSXo4pWIVUHkp9YBIXyg9HMFQCGJiUKrmLBJKEf9BI45OQIFAcVJSpIfvp9d3V0F8MCwx42iwmPXL4NHr9qWyVfSL+7R0558KKyLLn+n6N9VfA/HxjsYmgYbc3rNYP2jzfb6dNqWpjzl//3o+j9llV238JUcH6xZ7/SpzXnLTcJtq9yG3nVCpkN5DKJQyV6Z5uU8ikp5R8A7ABgPoBLQpesRHFsT14bnENLvfZ0d7sAabVH13PY/xZOyPb9/nCllbvhwwaZTsyO/M1G2DAIp++EYFVlgjI7jHp1zCj2kCHFAsSxYvebfUZikA+nfjcpSQ7+uZrJY1T8eq8ROP0Id0qOWUmN3tS/300Y/PV37hcWokgxs+Wm0fbf2yvuiGj894ptC/62ax27bDsUO26tZtrod/doQ4c0CcOHRbM9tePWQ4vKxE2/HLTpuGq/+XsHk2u9eax2Tbdm6UH34cbL/fxHI7BTvr5t4UIhcSvXd3eKfsd/H4XFGSGc+9Yn/6NgMu9QINoijnaYcvk5CHfx3+0XblTR10unqPtpwlUPJqWsl1I+KKUcE5ZApY5T3VGpW176c7MJsMaJhxZviW8ySq2z06+sPn1dcUegv2tQKzBW93fCuLqcVA755Ug8cvk2GH/m6ECva4xUaVV029j43Dmh8jpsDwmwbw1jh8wLUY4Xoww+KFZ+lWFpTMZnvfrU0Tj2QP87rnvs4m2C9NiV2zof5IONRyZle7QQP6/3W9up9ZP64/xWcbtorW76eL9ylNDczhInk2U/ZWC3O7LRhoNw3Rn9Y5p2n0sddldVCMo/cPK12+GKk7bEXw7eGLeftxX+EVFEX7d4ncuollLWwfHYzC//8pO2UA748+u9RuDa00fjl3uOiNT38duKfRsAbKBb4CmlfiHBVtWliVnd0U/Gw65bZtc3+8zLpGHrzYcU+EwZ+dGu/ZPw8/68GSZfu13q8ipF0faFEPjWdsOwl9FHwIYb/umsIBpXYc06shP/sAnOPiZcM9Yod2huPjtYxdmJkcMFTnO5sxUkxoAL/7d3+MFd9DgNjsf/dmPH6K2qA6zKYdtsEeyOl5ccXknAzY6FqjWDmf+M1w3tg3420nH3QKXfCHtypu1OmPnn/ug7wfq7FpkdGr4fOcLbw7500/buZVE87oj9NrJtI5vp/DI1Rc2tFUTQr1hfzttsMQTDhgoMHpTz0fvODsM8Lzg5Bu3z8SAH/szZosOrVZIQAr0mIRsPcNiRHbPPSOznYrz5n+8Ox7Vn+DNjNiOULoBKHwkSfZ+nsmKlqrip4qfzMZ56gsFvyWqg3mGrodhmiyFKk4T7xxUHxPFCKa3W6Bk0KGeS4haz4vjFniNsFXdX109Agf/g28UTsTAjhP56rw2xiWFC6LsUDI1o45GDTM0dAeBnPxiBF250P6nzghffz5MP29RxoUcguIWBoKvgHrtsgFvP3cr3dYLY3bDD6P8W9v2CKOhRHpQYY19lp0CMHC5w6P/a1z0ns0jt66EmljN/SYgPcZzsuuMwTL9rJ9MoqmP22TCQ9hj4sBLTOBX2Xc3GPhUGCfOdRD8uCmHiKqK010CJ3k5LJFT6QsZoXmSasDPmGuXl9tpqXpBJp63CI48Ybn0TN/21106w8Ib+L6HH6Hfo5RYqx2+20SCMNvj5WCWPzZR4TPnbz9u6yKfIyO9/kVtJ9bRrZyzW/N9B+dlcefKWuOhv1rtlTkq7Wx87K8wmvoFg1kUmaNS1SzmiispKvRU/VNhRMtY1u90XSxPgPJtv7NzJx/V+fr1X4WKXbaJtAZz/l81DS7uQ0DlxEc47UOE8yFmKFiT3XhzMIq8qYUdVThJKmwoC+N0vivsnt9UirOZQ5Ls/uPBOYVTfrTZPqYmHCQOntsfETtsUDjBOikeSJjd6fvDtYXhUN1E+5fBNceR+o3DE//mLEqZ/XqvobHZF4qa4/vfH0Zq6hYEbm3Q9L960Q5Evh1XZxZk8WvV93nPR1ko+e2btadSIQY4+EZpC4yeSaZ8MPs8388EZOtj6qoVtqv/3ffNO/N/abqipAqqik+rNBAebjB5BdF9CxBM5TVUpN5qM7h5wQIYD9t0Qz16/HR67ynxh4nsezc1euml7vHJL8S7wSBufmqFDgLsu3Mb0O9PiMqkAQVkOqLD9Vv4UOrvgGjtFnBP2d78wLAgaC9ymvtpWZYfXEdb7GqyoFUcd4OSyf4S8Cx4AEy/dBi+Mj8aCQwhz5TC0RQ2tsgqBW88ptqIwLuyoRPENGjO50gqVvgjZeOQg/N9exeZz+vblRumLMprX7jtvUJDHa9SGg3DWMZvjAENwFjvx3TbWPXYZhtP+uKntAGZXXvrvnFazVYnCsuTI31gr0g9eZj4B84KVzb9K5x636eb3v7WBp/DpKmLrFT237UYIk40+H0V19P4b4ZQ/Fu/M7bnbBjj1j5ti01HFXbjV7bRn8SrPucduVqDwGE24gsp7KAD0GpS+uOubHX/cz59fstEP87ITt8TozYb0RRA0YrV49cjl9n3DphsNdh145g+/GqW0s2n3drbfaojr6NGqBFkvfvDtYdjIYtdnwnlb4Y5/ba20MuLGf9KOgwy7wSp9kdYG7Y51KjKVfJ1xYia/0zPZ5W/cxKQP9YLrquji+B23HoLNA6hXQgDj/l5oJXL1qYVtc3sT01wgWKsuq/q5t8lCrmrEXM1STKVPcJs4Pqg2nQSo9EXI8GECQgiccrh1RCilfiBo8yfduRf9bXOcc+xmBYPb8A1EnyLy8x8WNko3g27WYfXeeK19vzccfz7IwU/C5vb6jsV1WGAFRmwgcJrJhNwv2qBrJqvZaqmXZzrgpxvigJ+am5jtudsGtnXUGAW0UBh/crmhyEzRMJBIKV0r6SOHC0y5dYdAtXuzNqK6O/TPP22GUUbz5vxK7F8O2tiVaZLfhR+jSaJpouqAym1I8SMnlgMt2pEqbgMuWC2ebT96qO4Y7/J4Odeurf9o1w2w524BRNI1kSvwPsbi2f/nu8Ox6Ub6ICTWp6pGPw2DR6/YFhf9bXPlctH7Q71w4/ah+wOriBWG+akxqnEUGM0Ojfitukfvv5FrP1izo3+9V+EiklWuSi/ynnToJp6tkzRUNwvGKKT+0KpOaK4JKYBKX4Qo1d2Y6+Lv/t8o/NFgsvn4Vdv2rfaqpnIwI2Om9NmYd+5qkqzbbU6fMHljwo44av/+shrukOMpLMzGQKeO9tBfjcIOWw3F3RcW+08IIXDcweZK3647DMWpioqu9Y6TdUPQP8trt/3/9u47TI7qTBf4+3WYnjw9o8lBOYAklBBCEkooIAkJCWWBRAYRJBBZCAzGJC8ZDJZt7LXxOoAT2DhgsK1d+97dxb7OgG28rLEBg21gvQYRJXTuH901U91duau7qnre3/PwoOlQdbpOhRO+c06vZSibk54ltwWEeFxyHgh+RpLot9XWHLeuPBfD5Cfr10Uy+llWv3XvnqGorbZfDmL+VB+uT8lMKJTzUhkuLa9ZXewEB/oZDZ1wG4YbpDNWNWH7+mZHjzXt/DMb2+2bIrLL6Bq5/KQW3Ld7oJdVfzro8+Hui92HiE0a7W4celdrAstn1fdHKxj12mnJSyaADYsG7kEtjXG0uDwXy2HT4sLIF7fLGfk1RGTs0Cp86irrHvWF02tx9elDchoJDPfrYsdGz7Fz1zXjytPMe9CNNu+kt87sHPBS2d66vAl3X2JUxjDYvsk2SjHFQP7+vc7QGkWs9IWAmPzb6zbsPnjTeW246byBm6afC09abSqnsK99zuKC1sKYtI/2ticK4v0tb+YlKCjm3/j0rXkLp3so8BaRRq1wccmWwpa5ey7rwEcMbrb5XE9uIzn/s/5okce/tlosK9JeHkJOv+N0y0ahMGatiPnhkPolTPyUM6YPhf8WEd8XbwYy52O6Ie6oZfeTFmHKAoOKlMfoBr/vAZYThbj0wA3dWLugHue4nFjHbOF1/W89e03adsbO7evTuPykFscLn3sxc2INEnExvM3fe1lpJuyYdViN8Yx+Nue8iHE6jTahPwvqamIY3Vc1cE3p3uxocV+JOmPVQIOb0fXrxAnHNOKUFU34J4PKUSlCpf0K7QYKr9n1i/LWlwXQbFOhyi/E+/mTR/ZYVxDS9TEcPd1b7/8og8XrjfS/ZdBQMm1cyvT7xbRPuT2GMYvahZvnT/4cA6Zf9fhM++SVnbjl/IEGmfxotkrDSl8IeB3T59XMiTWYOVHXku5lnyYXWH769X+OG+Zt9kyvY/pyPycF6dGzivn3sr9y0NJy9OGFlc2aVAxjPCxNEK7fJwXjiZbPqsOXb7Jez8sPR2avD7uZEj/3oe6C42y2VlHONZdlN4W8kZxGIhctpv1j+gzey0/HlmUeeiFdnDujet21rBptOuVgkh2jyWaMWBWGtBl2O4fEsetk/yZ96GhJYMfGlpxFgPNdc0bh/rpbE/ji9YXXgP5cSFWJ7Qyh6xY2Ytmsel/H2+UfRi2fjXr3x49I4eFbevDgDd6vZ/1vbs9WsG48ty2nB8vxtuA87MvwPmlxfbnhdG1Jq+diqiqGU1Y09Yd/z7JY0md0bxKXbtGN83LZItSajuPRu3pz02a2CZODs2NDZmbP/OO6d89QNDfYx3rnf2+Wwb3WTLGVYG1Bcgft2Ln7tXnfSUTNweyBnjCyqn+uiGu3tWHNgnpcsqVwhmc3Pe753FYYtc/bHV6749WzWtcDAAAgAElEQVSUzf/j5tbbruVpJKd8bfD+qN6qsi4QH7TB80sjIv8G1FgXwxV5A2/9Xt3a4vlV+Nnsh50+F/Qfq6+NYcpYnxewNXhNe4AsMKgMrc4LXZ08JoVPXtlpGOYYNKc3S7ObsVVhUu9juzp87cHw044NzbjhnIFCaUtTPKenQz8pkpNz0un4gCMn1ODxe/rczyQnmRBRx3TJOflYZwXVnPPC4CQxK8Ro40GN3tZXrq8/p9VxZUlPOw+LvT0Zpd8ozTPGW7fIXnRCs+MCXWdrwvT80TaxcXFjUeHtXpgtV2NXMXAT3ukknPLiE3OfQU4aBbp055TZsW2qj/syHfq569J48AZv49Emjxl4JiUTgodvMd+O0e/QzrCDuvBpI54qF7r95d+7po2z75GoScXwzdt7LZdpue/KLhx7lHXjk909rdiK04qjMg0UYrAtq4Zkp/yKbMjf96N39fY38rk+BjYf37TYeqF7QD8518DG4jHg/I0txhEBIrbHz/RQuT3wbg+HyecXTa/DtWe14oJNzZnnlMsGBcMwV6teVBf5aJc/YcRKXwDc3n8mOgkD83wlW3fDezVlbAprjzYYaJyfDichWpZvFr47tDOBvXuGYrJu8oCN2XEBaxbkVvq6WxMY1VvlS8iLly143euQprhhOJHj/ep+77hhKbQ1u7t7mRZsTP/wJlUVw+xJ5mGzj97dZ/qeQnE9l3YD8f3g5F7gVxvP5Se3YMOiBkwak+pfq0ybIVB/D+hoTuRcO05ZHa1TVzbhdoeLml91mrPetHLN6KkViI16avN5HadpdmycLF0xujeJVFJyGn/8PjYr5wxUCnZubsYZq9I5JWlt3yv1Pca69/0odBttw6r34f4PduEuB+PoTl2ZDafMbstRxd4khNrO6nn1uHlHYcilWbizVdjk2WudhQXX1cSKfsZXJcXb8IUsu7UR+89Xx5E7eX/bfN4oj6aMTbleE1A75lPGpHDcnHrHDatdQ5w1wuS259nHdxrNyGz1Nf31MmN8tWHEQP511tueKEibE9qwIbvIFCf3hnlTa+2X/DDZTkI/Rt9+V47LDDfvaMNnP1j6qCO/sdIXRW7jCBz45w904hO7i18OIJ19YB4xvqa/x02jnwrfryKJ0ZT1etrDbuNiD+E+DsJIct9z9qt2bGgumI7bjY9c0oFPXNFpGa6nOfnYRsyZbF9Y1S2V49nI7mRO+JuXTZ1+nPvZUO16fNwotnDq/sHo377ttKUTOHddM+IxwdVntOKui9tx0rGN6G5LYOH0uoHwNAGmjqsuCNmyZfHjTz62CVMd9Ewcfki14RgzkeAWUR7TV4W9e4Y6Crs76/g09u4Z6tu+nZwSK+fU49G7+ywnlLG6N/lRP5SY4Lt39+H8DcYLcLs5tf2qrw7tSKJO11O6c3Omt1LfszmyO+nbc1Q/ZtbMzs0tOGJ84f3YLNx518kt/YXufE7XvSuWNpFK/prDpx2XqSyn88MvkVlrUu/2CzOVK7sUO/lFXpZsMMrjVfMacOjwlO13a7Ljyj+2qwNTxmbuYXdc1IGLTiwMnzTj55hHPbftvvrGm6b6mPE9Le9YaeMj7da2zefXdWy1ne62hO1+luiWFZO8/xfjiPE1jkOxwySQp6iI3CoivxORX4vIwyKS1r23W0SeFZFnRGRpEOkrFS8dM87HrLlNTe53R3RXYYxutkwvC6UDmaUArjptCDYuyu1RO25uve0FYjuIXg0UjFfNrceHt7f1Lzidk0aj8DCbbRvxM5pBn6S1Rzf0jwPTP7edzv45cVQKLU3x/oexVd6fujKN684ubFkeXoJpxT/1ga6C6Z/dMpqx1c6N57XhsY/0GZ4/5R6jqKVh+3pnldczVg98zmnUili8B+T+5vzrUFNbHcOk0dXoaUvi8x/qNgwHdNqKrdFadoupvJr1SAiAW7ML5LY0Fn4ov4HJk7x0WzUorZ5fn9Nwc7jB+lJumJ2nTsKRnZzjfi5obFbXqEoKYjHpDwXtdBDeqddYF8Pq+fU5kyoYOfaouv6ZY91c39oSNVed1opz16Vx98XtuP3Cdk/PZb3+NtiD7tNkpzWdyPSqBsgs4kGbsMno3VNWNOHbd/bmNPQ6YVyhy33x+PkNhfu0uklioNKVvyamE1ee2orTjmtyHOrv9FIznEAv7yVtbGrcpKPQ7dqr+oq7WTLzX58/tRYf29VRsDTN9vXp/nG0RkpV0dWMHVqV0/ht5sLNLQURGGGau6Dcgurp+x6AiUqpSQB+D2A3AIjIeACbAUwAsAzAHhEJ3xzCLmkPKO3/+edou0Vond/nptH2vMzeaT7mT7DoiLqCMQBHTvCnN0Z7iKQbYjhyQk3RYUzluvjzb0wHB5qF+1/7zNVdOaE/dkk7e20z9u4Z6m3dIo8Dl/1osMhv1R43rLjpkuMxcTwBQ6l70zQjuo1/U/5CuA21sf4QtKljja8RtxMZ6V/zOnmSF770GJlsY/zIVH9Pn1EPh1FF0Ou9QVu41+q479zUkrOe1fXntBqGSjllNq6uHKer2+NkNwavMxvKlrNVBz9ERLBzU4tt4Xr88JThWCbjbRa+1tIYx4ZFjThsdLXrMZpW0RVag4X+XuTn88Wve5eWTrNZW/N3s2lJo+X+jfIgFhPUpAbOab8Ow949QzF/Wq1heOe/XNtl+r14XLB3z1CT2Uyt9zmkKY6Tljc5vk78vGbPXJ2JHDDr1XVb6QMGZkZ2Wu5TKvscyfv4uoWNOHJCYa/19We3YnRvElO1+Ruy30smgKrstaFf/sdto4v2m1vTcdQ5KMfE49K/dIm2jIbVkJFKrw8GUulTSj2ulDqQ/fMJAFoc0WoADyql3lVKPQfgWQAzgkijn64/J3OjaawrfMDcdG4bls/ObUFxOqYlCF4fYtoN07IA62DfK46qx7bj06bryJltx7dQAwdvutmX/rMdLQnD0B+n3C7yrKfNkGZXeXIVpmXw2rY16YLptku1pphS/t7AT1vZhC/daF2w97K/SaOr8dhH+hyFP3reSUQYlW0+96Gu/hk0/XL+xtyeQcHAuT1nivve6uqq3FAp/ViyxroYTj/O/H4FmIf3Dev0p0feawVY/62Hb+nBFSe39Bf0jFbgMdtnskSt/qW+FK7b1ooPbRtoqKmrKewx0n7mkRNrsGlxA3Zu8qHXWcfvhslEXHDzjjbcdoGzMbbawuZ+9habKaZ80dtufq1om43FBPOmen/G+sq+o8+Wl2EZ86fVYvW8euNlTeAun40+etTkWtx3ZZfhPWfGhGpsW5P2JTKjP1TTxW9P18fw0M09OcuimG64QoVhTN/pAB7N/rsHwAu6917MvhZpTRZjUWYeVthbteiIgUqg05A1s/PUSQXSaC0hq97HUnFyq4nHBZuPabQOHSjhRev2oaQtMl2f15Kv3Sz9HJZxx4XeZyC95oxWXLKlpeDBOdrDsg/9HIbZuilLuC4UuPy81QOvrzNpOOFNdarw+rYLn83/HU57Kgu24/C1cvCjcGrUctvTlrSvtIjgwRu68SWHy3nkT+jkd3F20uhqHH5INS7b2oKv39qLrcutK31mrAqybnjNG/1xaaqP45iZ3irfDbUxR+uGBsGqt2TOlNr+9WKBTMPtF67rxgWbBsZzad+PxwRnr21GuiFuu0aiH4qpgx0xvsZ28XBbrsI+sv/zeB7Om1pjOAGO06Q4mBMlmvSTJTn8SjIh2Lm5xbSXOz+ct9j7uv77sZhg85JGRz10Zvv3dNrruujTDXHL8c+VrmSVPhH5vog8ZfDfat1nrgJwAMAXtJcMNmWYxyKyTUR+KiI/feWVV/z/ASHi9fQcO7QqpwJp5qjJhS3bRmu86DlessHH0pTTbbkNK9IUTAji8sBr95FV8wYKRtuOT+OR23pRmzde76CH46ItumqmmIku0g1xrMibtvvTV3fhjgs7cqYwl4J/mLP6yCO39fa3NPd1+NPAoG+RL6erTx+CtnQ2pC37hGppjOOBG7rxYYNwomLZPoQDep55XbJB3+KsL0ybMfv97S0JtJksXG7E6RIZXt16QTuWz/a3h9KIk168Updx1i0cqESb3aft1ry0o4z+7cPv0sY5LZ/lbHKtrtaEbSNNV6v3e5pZXhXzLPUz+5fMqMWZq5rQ6iBCw3k5wfqD157VZh0FE4IyfP9laPBTrJb6yN2Gux8y0HjszwG49qxW08YA45k37TPYcRrz3j50eHHDPoCBUHMaULLuHKXUYqv3ReQUACsBLFIDZ86LAPRzsPcCeMlk+/cBuA8Apk+fXqaROt5oYT/Lsg8V7dc6mcFRkLsWmf77OZ+z6f1ze4Bqq2MYN6wKz/zpvdx4cq/hF/l/l/AmbRTm6GR3/7QjN9zFdRIF+O7dfUjEgW/8cF/mJSns5QOQM1Oi1fY086fV4oNnlrdSo83W9Y9973v6vtV4s/raGKYdUo3bdrZj0ujcwmBPWwJ/fuVA4ZdtHDmhBh0tcfz1f7Lp9Tm802xbrekEti5vxJ0P/D3nIdjRkkCHD2uQuRVU+ec0DzOvAgO9nKvn1VuuGed3dFn+uOP83vdyjf8sh1Lcb7XW+rUL6tHSWL7CVU7PgU1eOfndQ5riRc24arQPbUbLQ4an8PQf3nO3PbPxWyb72LGhGfd+5e+u9mHF7rzvak3gxGVNeOZP79pvK/t/p7PtO6282C3Z4KqRw6+hHy6348c1edBJOcIFJzN96wUxK68b91/jYTH3EqQjTAKZb1RElgHYBWC+Uuot3VuPAPiiiNwBoBvAGAA/CSCJvko3GD9UnPbMtDTFcfOONuy612WPZpFn743ntuFnv32npA90J0l0E7d+zRlDSjt5hU2YiBZ2ml9xyW/Bc/owjDKj/MqfndFogeF7Lu3AS6+6r/SZ7TPqWhpjWLewAV/b+waAvFPQomJdbsWs41UuK+fUY+6UbMEmoEpduswLvAPwHM5k9a0jxldj18ktOPpw48bLkp6HDmd/8Fpx//gVnZ7vQUAmLPeTV3ZiWFey/7o1cvOOtoIe0PysMjuONalYf7nCz0qfHTe9UVoj2MD4K+Pvaq8aTchknIbcv1vTudfU2gUNePm1A/jOv79Z8F1t6IpVA5MXPW2Z7Y4wCO03+tlG+3d7yXiZyMWK1XY89ybaTsvu7WtODlb+MCAnv6ASyxB6QY3puxdAA4DvicgvReTjAKCUehrAlwH8BsB3AWxXSnnrZggxNxeq9hl9aEO5TsqWxjiWFLGenBN+l7sWmBRATK92q0qcTe+pE9o28sMglK6Jbtq4lO3g8rDdrPJ3tXSms/PEyYMj3RDH+BHeKu76wzysK+n6mDQYTLakcXa9+p8JIoLt640HvofpAaUlRZthd+ZE/9ZPdLpvO0Oa4v330rju6VfOw5i/3lk52J0nOzc347KthaG11jPHCpbOrC8oWJWjhzR/F35fB2OHVmHBNIeNGCb7HtVbZbrcgSZVlTvLJeDst5Tz2tIUla82vylVFcPlJ7XgjoucjfvUh9deffqQgin5a6pjuHSLblylbv9nrk7jmjNb+4dL+HXqHDG+Bh+/ohPHOZh0aseGZkwaM/CMu32ns0l18k0YmdmGWdTYQzf34Bu3uVxv1YThPArFzuymfzvvfW0W5fxlP8zOQ6vzs4KCNooWSE+fUmq0xXs3ArixjMkpOy/juYzYbWa6wdpRRQ/Kdfn5/DSWO2TKane11YI1843XMTPjV6F++VH1+I8n38aaBfVoSxuHxen3dKrN7H/5n/eTUZ5duqUF13/6tf6/9Yuy96fHIEHxIpuZnJ4/X7iuG+mGuKMxB7XVgrfeUbhwczNmGExB7We6tKUy2tIl7D33eI76dWlqS9PkF8R8U8SJrj8f1i5swJP//S5+/PQ7ADIL/QKI5IK7duxmyF09rwFP/8E+XM8JLzMKeuVHeGfRfB5rZ7ZWpbafYkJRnVg2qx5fzw5PMNi9riHTfltuJixbNsv5+Ff9BEdHT3fXMF2VFOcVepecrOU3dVwKa49uyOlJdrqe4dKZdXjsiTf7z5uu1kTB+aDfUtGT9dhwUpa165TvyN5vu/Luu5dtHYL5U9/GyB7jYyp5//dLmBpSS6Hynm4R4mxRXWev6SUTwP4DwInLSjdRQX5h2nbArMlvzXnZ7Hf5UBo1OtbfuqOv8EWf9lHYEp2bgOaGOO69rNPxtoearKlUDkYzbR09vQ43fOY115V40wKNQw4mccz72/4i++cPdOH5v+x3vVzGp68uXBfKbm9Tx6XwgdOHYI7B5ElOlaI3MXf7A/++88J2/PEv+3PeH9mdxB9e2o8CEXhY6sMcq6ti2L6hGT9++mUAwLGz69DdmsDInmRZw+VK6TNXd+GgUp5D9L1kqda7lT8WvVj6e43VenlRYnQtN+aF/fnyG11sZOzQKuzdMxQLz3s+53Uvx9zpeopBKkfSjMtxDmd30bEaErT4iFp85z/eLBir7ERjXQyvv3kws8yRi6+/t9++AGA37nDJjFq0NsUxNW+iurqamGWFXuX9n5xhpS8IRU5Rb/yaYOnMOsycWIOb7n8VQGnGixndvD9ySQd62kt/Knm5ORdTODDa30GX3bTaJsK8xpGdZELwsV0dOPfmv7pLT8F2gJkTi1sjyelPNG0/MHjD64Qr2kQ3bogIFrpsmS7chu7fRW0p16QxKTz30n406AoWk8dWY3LeovH3XNqBfe8cxMsmY56cFvCmjUvhyCLPB7cKz8nMKy1NcYgIpo6r9jxxURgN83CO6nm5a00dm8LJxzYWLIvhm7DVH3xOz2GjjUM3Q1O4dfF7vaa5tz2BDYtKdP7kKXeFVHsG+V0kuOiEFpy9ttk0pHjKGPMhEx+9rAM/f+Yd12N/ty5vwt6fvmX5Ga3x57g5xj25IoJpBlFpdryV6cJ28yg/VvoCUOwkHmZf00LsbrrfYJ8+3WG2LmvEi3/bnzN433IqbrOwGxf79CPpfl3s7x/0ZTOBmTulxlHrnB+0Q37juW148r/fxbbjvc3uaLRN0/eL3kOwxvQl8V8vGPSi6eT0lvr4g7evb8aa+Q22yx7UVMdQUx1Duj6OeVNr8KNfvJ3zvtN7zW07M+N3vv5D84kufJd3vDpaErji5JacsF6t4GM4624FG96VRCopOGVFk/tJw3RiMcGpK4u/1vOtmluPx554E4frJ3+yuSGEKQ+9Lzzubzr8Zpk8jxON/Mu17mddjJqDBmUJp8fJcOhEXNBQa7yBR27rRcoihLSnPYkeD2uCOmn4TCYEj9/TV/TQDk1/yHB2e8VcHkdHYPIxv7HSFwClXNwJixw767f2loSnRcC1n6qFCroJQXA4UVtZWPX0WaXPS6WzFA/7D23zb904u7L9lGwP0azDajDrsPL26ETVx3Z1QgFYsuMF08/EXbYWjehO4jmjcMw8ibi4mmQkmRBce1Yblu98Ae/uV6EvnALG12j+guMNtTHs3NRc9l5IKzUpwdvvGl9wfh33upoYHr07N+Q9TFl66IhU4fglmwS6Wbex1Izul/pK6Zdu6sYBiwlDA19CxMP+zRq462vKfGYFfex0tHPWKmhoWKe/523QjR92Exq54VcHxrfv6DWcnMaqrHb+xmbc8+Voh/6H5444mBR5zva1ZxaH3XZ8Guff5i7krtwmjkrhJ795p38mpstPasGj//kmJozMDM51Nq5ROf6smWLHkml6O5L43R9N1l2ySGA5wjvLUULT3xBFrAsifg4iN+pR8sKPAvIDN3QXtNL6lbtOwmvctpjee1mHaYWhFEo+5tBwn95fM7La5QRPpfTI7b2IC7Di4heDTkroJLO3GL/u7+Wm7ykxraCGpOa9eEYdvvDY6zj6cOe9I8qgxfayrS0Fa7OWWuAVZh0tLWYNyLdd0I4RPcaNbxNGpvCVH7yBMX3FL1weVfmLvTvJWqP8r6l2f9PQluWIsuj/gggqNrwzmRDcfXFub1tYW9lPXNqIBYfX9s+21VQfx+YlAxPM6C/G3acOwee+8zqeed7dYraAfVicX4fn6tNbseWalwwXgKfSGd6VdFXpM6pkn7+xGU0+rJFmOf6vDKeF2/GzNakYaspYxipVA4cvYd7Fb8Kzuy9u93T+1RtMpGTmnLVpjHMwg2DUjRtWhWf+9B62Lm/CeweAVXODq6Q7PaeKfUYXc1350RAzrCuZ09Pa1Zq5Dx17lP0YZf3el892PktnJdMmZVmRd/ysxrfNm1qLr364By02s/FWMi8L0pdzRuGwY6UvAFrs9NAOj4ffqAXb6GO6M1xrFXEbGlasWExyple2MntSLWZPqi2YNcyJey7txLtWY9V8+tlWYRI5s3cG0LJYyfczx7PAWbxfsoklyqy6KhrdGn73+BXbWAYg0IvEbIKOYul/0sbF/s7Y7GUmwHK49fx2vPC3/aitjmHHBuM1LCtFVXayIaNZlIPUVB+3XT6iukrwznvBhX6fcEwjHnj8dcvxbOWmHYvWdAKfv64bHc1x/GNfJnTESS/qYK7w5ZCc/+X40o3d2Pe2twkYrM6UEHUYe8ZKXwDmT63BRy/vwCHDPLbIGp15RmP/lOp/44jx1Vi7oB4nLrVf7y20LJ4cVUkxXjxU+6pfSfD4nqd9uXxSap9vaSxd4UDf2hymkJlyKGfBZcmMWl96JcvBfKZUf08Q5bKJ164hrFJUp/z/TWcdn8Ynv/6/vk2+4Lf62hgOHV7eEMFieT31Dj+kGmcdnzad/dAN26WVfLZnVyd+8vTbgV13vV4b1kuoJjVwUXVne0tbmuJ49C7jMWaBs0nSGaua0FfGJaWcrP3Y1pxAm8e2ICenakOIJohyK3xXxCAgIiV9YGVusLkFrnhcsGNjS8n26ZWbZ0FRDfwevmx0HMOsuSGGY2fXYdW8ck11Hb6K3yVbWvCJh/6O9ubcW1u5x5AUa/eprUEnIbSKKT+GsEhVtFIsNP3++5kLu9yRIVHktELj9V4ZiwlOOKa4HtygcnF4V9LT0jZ+mTgyc99fGJJZGhfPqMV564xrI6mIRHDk27KsvB0J/W1/Zd1rrkOGRzeEnpW+kOMjN7glG9z2VBjuIu+1Ug4EjsUEl24dUrLtA8H1lDiNyZ82rhqf2J27aPrnru0qKiTmqEk1+Pdf24wnDFnlt5zMssTpubL4iDr831++hROXWhds/TjEFdjR53ptLSfWLGjA83/Zj41L/A0XpWAM1ttTX0fSNgS1HKaOq8bzf92Hc9Y0+zrB2aDkw8R+Re460uVyVvpCzq7gtGFRA77ygzcMT8JKu9GHosDmMA3nb2zG3Q/+T8GMbEdOKM24nsHCyyngZf0ht8K0rEi5FXufqa+N9a/ZZ7kfHx64o3qD63WIkrqaGK48zf/e5ku2tOCPL9svHxIl5ZrIxcr6hQ3o9rlB8YZzWvHyqxZrSJCtmpRg9qQabN/QjHULGyI1Hm/WYTX4zyeLnzHbb5PGZMpQgUwIVAEPelb6Qs6ut0lb/yQUFaIKU0x458yJNZh5Q4+/CQqZuVMyyyiUY82lsIWRmhnM16H20886Po2b7n8No0ymHffKjxnYph8anrX3BqMVR7krqLWlI1BIDsE1f9566wFMXpI4e1I4QiKj7Nt3Dqx76XRCO7LWOSRh2HtrWURwU36wuFgqoM7HSl/Y6c/Vc9am8fGH/tfwcw4iCyPL7wK/1ULHTjldK6xSGOXB6cel8aNfvF2eCUdCcLe1nNUrIpXSUtIOwaTR1XiwFA0eFX6Mv3Fbb8Xcs/3wlQ/3oDpEsy6aidJ9n/cpGsz8WjYlStd8Plb6Qk5/brmdsjmq9/dbzm/D7w3W6vNynd15YTv+7edv5bz2tZt7in74OZxAtaJp6wxNHVe+kNXQH+MyJ/DEpU247lOvlnenARlYtsPZ56P2YI7yjHClMCQioXBROM2idi0QucVT3BlW+kJqRHcSz720HymbKXwrsfIx/dCanDAs7YGVTLj/ZZPHVmPy2NxKidN1zpz2nq5b2ICv7X3DddqixKjQkG6I43PXdqHdarHyCuCkfSCoFvQZ4zPndimm7Xer1Clw2tk7c2I1nnjqnRKnJni372zHsy8WNo4R5WMPH7nl95I7pVaO1EbriBhj02JIXX5SZnmF6pRNFkV8OiEnyR7RncSWZY344FnBT2NvdNG3NGZapK1aU7XPtDZHs4Jkdv/vaU96qoy73n/J9+CPiF6GkeA0tGawzI43dVw1Nizi7JpBYy8aUYAcXH9+11+jvN5rNEugg4DTgvRAyFN0T0I7IoIzVqWDToapFUfV4Ze/fwfrLQpgCw6vRSKRmcmL3HMb2lduQcf6h/Sw+Kot22CyZkHhOpT64x6xBmoaJIK8RsN636TwikyZ0sH9PpEtT9tFzgE212kFPFtY6asQEbk8I8/oODfWxXHzjnbr74lg7hTOhuZVVfZmXY5eRTNOnoHlTp12XIwqQpWmviZmuuZW5xA+yigYTsvGFVBepEEkauGdVhZNr8WLf9uPTYuLi4wIe+OzE3xSUihEZdB+uW+Dve0JnHBMeEK4grrXbVrSgP0HFI6fX/mVGzcScQl88eGVc+rx0L++0b98jF9uOrcNb7170NFnx/RV+bpvIqci0yMCVjypAjm4/OJxwenH+RctFp0rvhArfRFndROPUkPN5iXhK8xbPcvLddH/y7XdZdqTNW1mwVF9waw1VF0Vw5mrgwnxdXIdRehS891569I4e00acZ8rfTMP8xYKnci2H8V0w6E3LGrAz35X+ZO7UHhFuaBIg0+UGjPKpRKe86z0hZTTCpsymNKO16o/rPKgEi5+N3rak7jn0g72qJgYuA4H38UXi0lOBSto29Y0I1UVw8Lpdf2vnbvOevFqIq+icMVr6x2O7OYC4eRMVMI766ozD59Gn5a8sXqEG5W3o4aVvpBzem5F+BykiJgwMuXocyvn1KO5IUS1gCK5qccNwjpf6DTUxrBjAyt5VA7EiPAAAA2eSURBVCYRuObTDXHceVF7RTXafeqqzoK1i6eMTWH+NPdj5z9/XTde3/e+X0mrKGE/vRdOr8Wbbx/E8tn1vmwvHityspeQY6Uv5Ly0tXx4exu+8cN9/a17URDGNqUwhHdG0cUntgSdBF+5afDkeUE0uDi95oPuDZ88ptr+QxEysqewAnvHhR2ettXdmkB3K4vDRsJYNtOLxQSrfRzrf+4682EknMiFAjd3Si2+8oM3MP3QgRv65DHVjm7wn7m6C39/I+DWrYhePWG/EVIJOAn7IKJBxWkERMxBDwIRBaup3nxSwUoYxcFKX8jZnVsTR6U8z943rCuJYV0Bx/iHubQc4Qub/ONmbEOUHwZE5F6Vg7W/AIB1PooinrYDOloyFcKxQ6MbJs1KXwSFuZ7kVShvLBbHOZTppcCE7Zo8bm49fv3su0Eng4iygg7vJKLiHDo8hU9e2YkREZ4QiZW+kKqEWYLcCFmZGQCwfHYdHv63faitLsyEMKaXSsPJ1NVhOx8uOqGyxlUSRV1PW3QLikSUMao3ur18ACt9oWdU3qyoELIQ/5gNixrx8L/tQ71PUwFTNDkJ7+xpy9xKh3aWrmD38C09Jds2EZWW0zBQorAa0Z3Ecy/tDzoZVARW+og84ON78LHK87lTanHvZR04dHjpWgGtBpgTERH5ZfyIFJ546h20Nw9UE+7b3YmDYQtrIVdY6Qspq+sqbOOH/BDm38QKHjkxfoSzWfyIiIjC7MSljZg7pTZnsr94XMCmx2hj3FpI9a8HEmwySi7E0Z39QlwfJSIiIvJVLCbBz+5OvmOlL+wqfExfmHv4iIiIiIgqAcM7KRTCXJENcdKIiMjCiUsb8d5+ti4SEbHSF3JGFY5K7B2rxN9ElcXJ0g1EFC5nrk4HnQQiCrnBMjMpK30UqCiUo1kfJSIiIqpMd13cgb+8diDoZJQcK30hZbU2WBQqSkSVgr3QRERElauhNoaG2mgvvO4EJ3IJkca6gezon73ToIbHQmh5icG/a6t56RARERFRNLCnLyS+c1cvYgYVPKMKRyWZPDqFr+19A2OHRqOFpa4mhvPWpzHrsJqgk0Jlwp51IiIiijpW+kKiuiq358ioM68SO/jmTKnFw7f0oKk+Okt+rl/YGHQSqIzYs05ERERRxxi1sKvwdfoARKrCR4NXhV12NIiN7uWiy0REg02gPX0icimAWwG0KaVezb62G8AZAN4HcIFS6rEAkxgci94F9jwQlQ8vt/C6fWc79r19MOhkRMrXb+1BKskmDCKiwSawSp+I9AFYAuB53WvjAWwGMAFAN4Dvi8hYpdT7waQyePpePT6my4uVa6JwmzquOugkRE5jHSMriIgGoyDDO+8EcDlyG9JXA3hQKfWuUuo5AM8CmBFE4oLG+gZROLCxhcKgt51D8ImIyLtAniIisgrAn5VSv8pbkqAHwBO6v1/Mvjbo9C/ZoH8tkJQMXpU2dpK84XVHYbBnVydef5OhrFEzeUwKNSk+TIgoeCWr9InI9wF0Grx1FYArARxj9DWD1wzLXCKyDcA2ABg6dKjHVIYfKx7BYXgn5eC1SAGqr4mhvoZzr0XNnRd1FLx2+852HOTzhajAjg3N+NV/vRN0MipWySp9SqnFRq+LyGEARgDQevl6AfxcRGYg07PXp/t4L4CXTLZ/H4D7AGD69OkVd/sc3pVELAZsXd7U/xrLnMFgxZuIiPzCsahExtYe3YC1RzcEnYyKVfbwTqXUkwDatb9F5I8ApiulXhWRRwB8UUTuQGYilzEAflLuNIZBXU0M37+3cnswo4Q9fkREREQUZaEaGa6UelpEvgzgNwAOANg+mGfuzMe6BxERUfA+sbsTBw7wqUxE0RF4pU8pNTzv7xsB3BhMaogKMbxzkGO5jojyjOmrCjoJRESucFR4hLDuQRQcVv6JiIgoqgLv6SMKO47pIyIiIho8vnh9N96vsGl22dNHRGRh7LBMGFdrUzzglBAREVE5dA5JoKctGXQyfMWePiIbDOsb3E5Z0YS5U2oxqpdjeIiIiCia2NNHRGQhHhNO2kBERESRxkofkYkhTXHUVQvOXtMcdFKIiIiIiDxjeGeEjOrNxBZPHVcdcEoGh6qk4Jt39AWdDCIiIiKiorDSFyHjhqXw8C09aKrnhBJEREREROQMwzsjhhU+IiIiIiJyg5U+IiIiIiKiCsZKHxERERERUQVjpY+IiIiIiKiCsdJHRERERERUwVjpIyIiIiIiqmCs9BEREREREVUwVvqIiIiIiIgqGCt9REREREREFYyVPiIiIiIiogrGSh8REREREVEFE6VU0Gkomoi8AuBPQafDQCuAV4NOBPmKeVp5mKeViflaeZinlYd5WnmYp8EappRqM3qjIip9YSUiP1VKTQ86HeQf5mnlYZ5WJuZr5WGeVh7maeVhnoYXwzuJiIiIiIgqGCt9REREREREFYyVvtK6L+gEkO+Yp5WHeVqZmK+Vh3laeZinlYd5GlIc00dERERERFTB2NNHRERERERUwVjpKxERWSYiz4jIsyJyRdDpIfdEpE9E/lVEfisiT4vIzuzrLSLyPRH5r+z/m4NOK7kjInER+YWIfCv7N/M0wkQkLSJfFZHfZa/XWczTaBORi7L33adE5AERqWaeRouIfFpE/iYiT+leM81DEdmdLTM9IyJLg0k1WTHJ01uz995fi8jDIpLWvcc8DRFW+kpAROIAPgpgOYDxAE4QkfHBpoo8OADgEqXUoQBmAtiezccrAPxAKTUGwA+yf1O07ATwW93fzNNouxvAd5VShwCYjEzeMk8jSkR6AFwAYLpSaiKAOIDNYJ5Gzf0AluW9ZpiH2WfrZgATst/Zky1LUbjcj8I8/R6AiUqpSQB+D2A3wDwNI1b6SmMGgGeVUn9QSr0H4EEAqwNOE7mklHpZKfXz7L/fQKYg2YNMXn42+7HPAjg+mBSSFyLSC2AFgE/pXmaeRpSINAKYB+CfAUAp9Z5S6n/BPI26BIAaEUkAqAXwEpinkaKU+hGA/8l72SwPVwN4UCn1rlLqOQDPIlOWohAxylOl1ONKqQPZP58A0Jv9N/M0ZFjpK40eAC/o/n4x+xpFlIgMBzAVwI8BdCilXgYyFUMA7cGljDy4C8DlAA7qXmOeRtdIAK8A+Ew2ZPdTIlIH5mlkKaX+DOA2AM8DeBnAP5RSj4N5WgnM8pDlpspwOoBHs/9mnoYMK32lIQavcZrUiBKRegBfA3ChUur1oNND3onISgB/U0r9LOi0kG8SAKYB+JhSaiqAN8Gwv0jLjvNaDWAEgG4AdSKyNdhUUYmx3BRxInIVMsNivqC9ZPAx5mmAWOkrjRcB9On+7kUmNIUiRkSSyFT4vqCUeij78l9FpCv7fheAvwWVPnLtKACrROSPyIRdLxSRz4N5GmUvAnhRKfXj7N9fRaYSyDyNrsUAnlNKvaKU2g/gIQCzwTytBGZ5yHJThInIKQBWAtiiBtaCY56GDCt9pfH/AIwRkREiUoXMQNZHAk4TuSQigsw4od8qpe7QvfUIgFOy/z4FwDfKnTbyRim1WynVq5Qajsx1uVcptRXM08hSSv0FwAsiMi770iIAvwHzNMqeBzBTRGqz9+FFyIypZp5Gn1kePgJgs4ikRGQEgDEAfhJA+sglEVkGYBeAVUqpt3RvMU9Dhouzl4iIHIvM2KE4gE8rpW4MOEnkkojMAfB/ADyJgfFfVyIzru/LAIYiUzjZoJTKH6xOISciCwBcqpRaKSJDwDyNLBGZgszEPFUA/gDgNGQaNZmnESUiHwKwCZlwsV8AOBNAPZinkSEiDwBYAKAVwF8BfBDA12GSh9nwwNORyfMLlVKPGmyWAmSSp7sBpAC8lv3YE0qpc7KfZ56GCCt9REREREREFYzhnURERERERBWMlT4iIiIiIqIKxkofERERERFRBWOlj4iIiIiIqIKx0kdERERERFTBWOkjIiIiIiKqYKz0ERHRoCMiQ0Tkl9n//iIif87+e5+I7CnB/u4XkedE5ByLz8wVkd+IyFN+75+IiAY3rtNHRESDmohcC2CfUuq2Eu7jfgDfUkp91eZzw7Ofm1iqtBAR0eDDnj4iIqIsEVkgIt/K/vtaEfmsiDwuIn8UkbUicouIPCki3xWRZPZzh4vID0XkZyLymIh0OdjPBhF5SkR+JSI/KvXvIiKiwY2VPiIiInOjAKwAsBrA5wH8q1LqMABvA1iRrfjdA2C9UupwAJ8GcKOD7V4DYKlSajKAVSVJORERUVYi6AQQERGF2KNKqf0i8iSAOIDvZl9/EsBwAOMATATwPRFB9jMvO9juvwO4X0S+DOAhvxNNRESkx0ofERGRuXcBQCl1UET2q4GB8AeReYYKgKeVUrPcbFQpdY6IHIlML+IvRWSKUuo1PxNORESkYXgnERGRd88AaBORWQAgIkkRmWD3JREZpZT6sVLqGgCvAugrcTqJiGgQY08fERGRR0qp90RkPYCPiEgTMs/VuwA8bfPVW0VkDDI9hT8A8KvSppSIiAYzLtlARERUYlyygYiIgsTwTiIiotL7B4Dr7RZnB/BNZMI9iYiIfMOePiIiIiIiogrGnj4iIiIiIqIKxkofERERERFRBWOlj4iIiIiIqIKx0kdERERERFTBWOkjIiIiIiKqYP8fwwljo6cZhIUAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# filtered signal after wavelet decomposition\n",
+ "ca = CA.copy()\n",
+ "SIGA = wavelet_filter(ca, [1,2], wave_name)\n",
+ "\n",
+ "plt.figure(figsize=(15,5))\n",
+ "plt.plot(t, SIGA,color=colA)\n",
+ "plt.xlabel('Time [s]')\n",
+ "plt.ylabel('Acceleration [mg]')\n",
+ "plt.title('Wavelet Filtered Signal')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 73,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# envelope\n",
+ "SIGA_h = np.abs(signal.hilbert((SIGA)))\n",
+ "\n",
+ "plt.figure(figsize=(15,5))\n",
+ "plt.plot(t, SIGA,color=colA, label='wavelet signal')\n",
+ "plt.plot(t, SIGA_h, color = 'r',alpha=0.8, linewidth=2, label='envelope')\n",
+ "plt.legend(loc='best')\n",
+ "plt.xlim(20, 30)\n",
+ "plt.ylabel('Acceleration [mg]')\n",
+ "plt.xlabel('Time [s]')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 74,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# signal filtered with bandpass filter\n",
+ "f1 = 0.66\n",
+ "f2 = 6\n",
+ "\n",
+ "signal_A = FILTER(SIGA_h,f1,f2)\n",
+ "\n",
+ "plt.figure(figsize=(15,5))\n",
+ "plt.plot(t, signal_A ,color=colA)\n",
+ "plt.xlim(20, 30)\n",
+ "plt.ylabel('Acceleration [mg]')\n",
+ "plt.xlabel('Time [s]')\n",
+ "plt.title('Filtered Signal')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Here we show the plot of Fast Fourier Transform of the filtered signals for gyroscope and accelerometer. The filtering procedure highlights the frequency peaks between $[1,1.6]\\;Hz$."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig,ax1=plt.subplots(figsize=(15,5))\n",
+ "signal_G_fft=np.fft.rfft(signal_G)\n",
+ "freq=np.fft.rfftfreq(d=1/sample_freq,n=len(signal_G))\n",
+ "signal_A_fft=np.fft.rfft(signal_A)\n",
+ "freq=np.fft.rfftfreq(d=1/sample_freq,n=len(signal_A))\n",
+ "\n",
+ "ax1.plot(freq, np.abs(signal_G_fft),color=colG,label='gyrosocpe')\n",
+ "ax1.legend(loc='upper left')\n",
+ "ax1.set_ylabel('Amplitude')\n",
+ "ax1.set_xlabel('Frequency [Hz]')\n",
+ "\n",
+ "ax2=ax1.twinx()\n",
+ "ax2.plot(freq, np.abs(signal_A_fft),color=colA,label='accelerometer')\n",
+ "ax2.set_xlim(0.66,1.66)\n",
+ "ax2.legend(loc='upper right')\n",
+ "ax2.set_ylabel('Amplitude')\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Find peaks"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "As in the previous analysis, we perform a peak analysis on the filtered data with __find_peaks__. When it fails the peaks are fixed with the function __fix_peaks__ mentioned before."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Gyroscope"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 76,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(15,5))\n",
+ "plt.plot(t,sigG, color='grey',alpha=0.4,label='original signal')\n",
+ "plt.plot(t,signal_G,label='filtered signal',color=colG,linewidth=2)\n",
+ "peaksG,_ = signal.find_peaks(signal_G, height=0.3 , distance=50)\n",
+ "plt.plot(t[peaksG],signal_G[peaksG], 'rx', label='peaks')\n",
+ "plt.xlim(20,40)\n",
+ "plt.ylabel('Angular Velocity [dps]')\n",
+ "plt.xlabel('Time [s]')\n",
+ "plt.legend(loc='upper right')\n",
+ "plt.title('Peaks Detection')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 77,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# HR as a function of time and HR histo\n",
+ "histo_func(10,peaksG,t.values,color=colG,label='gyroscope')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Accelerometer"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 78,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(15,5))\n",
+ "plt.plot(t,sigA, color='grey',alpha=0.4,label='original signal')\n",
+ "plt.plot(t,signal_A,label='filtered signal',color=colA,linewidth=2)\n",
+ "peaksA,_ = signal.find_peaks(signal_A, height=-5 , distance=52)\n",
+ "plt.plot(t[peaksA],signal_A[peaksA], 'rx', label='peaks')\n",
+ "plt.xlim(75,90)\n",
+ "plt.ylabel('Acceleration [mg]')\n",
+ "plt.xlabel('Time [s]')\n",
+ "plt.legend(loc='upper right')\n",
+ "plt.title('Peaks Detection')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 79,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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A0dFR/OY3v+FqHkzDURfFiwUBwL0oBoDhod44TWsbeIwZhmGq09YOdTX8znS17fXwmc98Bt/85jcBAM888wyuvvpq/Mmf/InjVA4MDAAARkZGcPPNNzvP6+/vx3e/+108/PDDeMlLXgIAKBQKOP300z2vf++991bc5/Wvfz0A4Je//CU2bdqEwcFBAMAb3/hG3HnnnTj33HORz+dx9tlnAwBOPPFEdHR0IJfL4cQTT8RTTz0FQEbBf/WrX+G//uu/AACTk5N4/PHHkc/nPfZU2m9oaIidaaYpXLN90nH0FIsFgWu2T7Kz1yB4jBmGYarT1g51tUjylm27sG+8XNe7diCDT777kMjv+9Of/hQjIyO455570N3djU2bNuHkk0/Gb3/727J9hRBl1S6EEHjlK1+Jm266KfQ9qu3T09Pj7BdGLpdz3tswDHR0dDj/l0ol5/mf/exncdZZZ5V9Rr89YfspWxim0YwFnL+VtjP1w2O8fHlsRwGvuHBH3GbUxe1XHRG3CcwyZVlrqLdu7kNH3uvMduQJWzf3Lel1Jycn0d/fj+7ubjz66KO49957sbi4iDvuuANPPvkkADiSjzPPPBNXXnml89yJiQls3LgRd999N5544gkAwNzcHB577DHPe9SyDwD84R/+Ie644w7s378fpmnipptuwste9rKaP8tZZ52Fz33ucygWiwCAxx57DLOzs1ixYgWmp6er7scwzWRwIFPXdqZ+eIwZhmGqs6wd6uGhXlx0fj/WDmRAkJHpi87vX/Iy5tlnn41SqYSTTjoJH/zgB7Fx40YMDg7i6quvxmtf+1qcfPLJjiRj27ZtmJiYwAknnICTTz4ZP/nJTzA4OIjrrrsOb3jDG3DSSSdh48aNePTRRz3vUcs+AHDYYYfh0ksvxctf/nKcfPLJ2LBhA84555yaP8vWrVvxwhe+EBs2bMAJJ5yAt7/97c5ny2azOPnkk/HJT34ydD+GaSbNuihmXLZu7kPOt5bJY8wwDOOFKkkCks6pp54q/DWZH3nkEbzgBS+IySKmXvj7YpbKyOgMPnXzBOYWBAb7M3jrOX2s7W0wV39rAjffKlek1g5ksHUzj3GjIKL7hRCnxm1HECvXniROfd134zajLljywTSTSudrW2uoGYZpf4aHevG7nUV8bWQaX/rgYejuXNYLb03h+Ud0AJjGBZv78MazOTLNMAzjh2cehmFSj2UvtFlWvHa0KzPzcmBNHl+GYZhA2KFmGCb1OA51iiVsSWZWOdQmjy/DMEwQbSn5CCpF10qmZk2MHTRRKglks4TBVRms7KmcER/lOa2m0TamWb/PJAvL9qg5Qt0cOELNMAxTmbaLUHd2duLAgQOxOWtTsyaePSCdTgAolQSePWBiaja8ZmuU57SaRtsohMCBAwfQ2dnZSDOZZYpypNmhbg4qQq0uXBiGYRgvbRehXr9+PXbu3ImxsbFY3n/sYAlWgI/57C5gcFXwcEd5Tqtpho2dnZ1Yv379Ei1jGM2h5lWPpjA7L8eVI9QMwzDBJMNbayC5XC7WNtfvunAHgqZ0AvDjkHI+UZ7TatJgI7N8MQVLPprJDGuoGYZhKtJ2ko+4idJVLA2dyNJgI7N8cSPU8drRrsyyhpphGKYi7FA3mChdxdLQ7S0NNjLLF3aomws71AzDMJVpO8lH3AwP9eKZvUXc8IPau4qpxz7ztQnMzAus6cvgba9JVicyZctnbzmI6TkLAysN/N1rVyXKRmb5opLlBHvUTYElHwzDMJVhh7oJbHh+F274wTQ+8ObVGB7qqek5w0O92HPAxJe+M4lPvnstDl+ba7KV9TM81IvZBYFP3zyBf33bII4/piNukxgGAKD8PPb3mgMnJTIMw1SGJR9NwHS6ttU3u6tl6yRPWq6N7LkwyYHL5jUPIQSXzWMYhqkCR6ibgJp06o2WOc9L8KRlprSBxsjoDK7ZPomxcRODNchwmHThSD4ils3j4yOc+UXhaNPrudjnMWUYZjnBDnUTUM6mqNPpdKK/yennUkYaouh+RkZncMWNE1gsSK9g37iJK26cAACe4NsEp/V4hOOSj4/KqOg0UPvFPo8pwzDLDZZ8NIGoFQccHWiiI9T2bYrEqtdsn3QmdsViQeCa7ZMxWcQ0mqVU+eDjozIzukNd48U+jynDMMsNdqibgCuLqFdDnfzEnzTY6GdsPNgLCNvOpA8r4jkH8PFRDZWQCNR+sc9jyjDMcqNpkg8iuhbAnwHYJ4Q4wd52HoAPA3gBgCEhxH3a/u8HcAEAE8DfCyF+1Czbmo0ZMVpmpSD6m8YI9eBABvsCJnJuStM+OJKPCIclHx+VURFqotovpHlMm0/a59jbucMu02Y0M0J9HYCzfdt+A+C1AO7UNxLRCwFsAXC8/ZyriCi1v7xR9ZxREn9ajRMJTI8/zU1plgFLqfLBx0dllIZ6RbdR8/hGaXDF1M11WKZzLMMkkaY51EKIOwGM+7Y9IoT4bcDu5wC4WQixKIR4EsATAIaaZVuzcZ3O9pN8KA1lmiLUw0O9uOj8fnR2SKdpbX8GF53fz8lRbURUmRUgj493v6Hfud+/wuDjQ0NFqFf2GDWf98NDvdhy5krn/toBPucazXKeYxkmiSSlysfhAO7V7u+0t6USp8pHO0o+UhBFD2J4qBf3PbKIW38xi69+ZB0yGar+JCY1LLX1+HFHuU2KPnjBGrzoDzobYFV7MKs71HWc9xue34kbvj+F9/z1AF51OjvSMdNWcyzDJJGkJCUGeTeBUyMRvY2I7iOi+8bGxppsVjSiRprTJPlIciWSMEpm8lcAmGgspWweADzxTMF9LT4+PMzMC2QzQFeHUdd5n4YyoMuISHNsYX48aBeGYQJIikO9E8BztPvrAewO2lEIcbUQ4lQhxKmDg4MtMa5eondKtB2+JEeoU9yRTjnU9UpxmOTjNnap/7kjozP4xI2u43Dfo/ONMiv1jIzO4Nt3TKNkAr/+3QLGJ2v3jt0AAZ9vCSDSHJvvGmiJcQzTDiTFod4OYAsRdRDR0QCeB2A0ZpsiE1Xy4VTQSLCzmgaddxgqUpbGiwGmMu65U99JpxqQzC24z/vG7dMYGZ1ppHmpRI3N/KIcm0IR2Dth1jw2boCgaSYytdNWcyzDJJGmOdREdBOAewA8n4h2EtEFRPQaItoJ4HQA3yOiHwGAEOIhALcAeBjADwG8UwiR2p9htyZutOclOaKTxqREhROhZoe67VAXr/VexAY1ICmWwA1IEDw2QtQ+NlEvcpjaWM5zLMMkkaYlJQoh3hDy0DdD9v8YgI81y55WEjVBSu1fSvDPXBp03mGoceUJvv2IehHLDUjCWerYpHk1Kw0s5zmWYZJIUiQfbYWrM65XQ62en1yHzzSTH0UPw3Q01DEbwjQc59ypM0Qd1miEG5AsfWycwEIKV7MYhmHqhR3qJuDUxI0YoU6y5jDVEeoUJ1QylVE+m6jzu926uQ8dOW8BhFwW3IAEwQ1v1PZaSPNvBcMwTL2wQ90EonZtS4eG2r5YSGHUydVQp892pjJRO3gOD/XiH7b0e7b92Ut7uQEJ3IZIWTsg3ZknrOimmscmDb9nDMMwjYId6iag5g9Rd6dEeZvkCHVaG7sAXIe6nVlKY5eXvbgbAHD26T0AgBOO6ai0+7JieKgX69fm8Mcv6sIZp3Ujn6t9yjBT8HvGMAzTKJLSKbGtiJqMY6YgopNuDbW8TaHpTBXcpMT6v1x1nuayUt4Q5/ExMjqDa7ZPYmzcxOBABls397U0Wh70/iVTIJshGAbVVd0nDTkhDMMwjYId6iaw1CofSY6gupNkvHZEgSUf7YvbTCnCc+3jwXGoYzq2Vd1nVapu37iJK26cAICWONVh79+ZAzIZIGPU95umGiil8beCYRimXljy0QTUBC0iVvlIsj45Dc1nwihxY5e2ZSmSD3Vc5LPqNeI5/4LqPi8WRMtqYoe9//ScQC5DyGQiRqgT/HvGMAzTKNihbgJOpLneCHUK6ramoT16GGmWqzCVWZLkw/RFqGM6POKuiR32PpYAshlCxqjvtynNF98MwzD1wg51E3Baj9dd5UPeJtnhS/MkyZ0S2xfnnItw6pRpqGM6PuKuiR32PkRK8kF1/TalIUDAMAzTKNihbgJRS3g5FTQSnBWf5lJYJU5KbFuWkn9QrqGO5wDZurnPkZ0oOvLUsprYQXWnO/IyMp3LEjKZ+n6b3Lr6fMIxDNP+sEPdBJxOiXWXzUu+s+p2gYzXjihwUmL7or7TektVAu6FVtySj+GhXpzzshXO/bUDGVx0fn/LqnyoutNdHXIcBvvl+8sINcEgOTa1jnGaE5gZhmHqhat8NAE1IdfrdIolRNlaRRpkKWFwUmL7EvWcA3QNdfTXaBSHD0ojXrahGx/auqbl7z881IuHfl/At++cwdXvPxQrewxcev04shnpVANyfDI1qFDSUAaUicbtVx0RtwkMkzg4Qt0E3GhZfc8zU5AV70ySCZalhMGNXdqXpURD/RrqmIp8AADGDsoTq1iKzwg1liVT/i8EZJUPe7aodYzT0KiKYRimUbBD3QTUBFJvZCYNSTxmSiPUQgittFq6bGeqYy5B8uGv8hHnsb0/AQ61+vzFknAuQlVSIlD7Bb+ra+fzjWGY9oclH00g6vJzGhq7qMkxbbKJkhYlS5vtTHWWUoc6URHqiRIAoFiM06GWtyVTOOeN7JTofbwaaQgQMAzDNAp2qJtAVMlHGhohpDXRqKSNKTvU7UcjNNT5mMvmAa7ko5CwCHU2QyDyPl6NNPyeMQzDNAp2qJtAVFlEGiI6adB5B6HrOHkJur0QQjgXr5E6JaoIdS7esnlCCMehLsWoOzY1DbUboQbUqNSqiXZWs/h0YxhmGcAOdRNYclJigmegNDj9QXgi1MkdXiYCekRZLKFTYtauXBHX8TG7ILCw6EaH48JJSvRFqN0OsHVqqFN28c0wDBMFTkpsAkvWUCc4Kz4NTn8QLPloX/SLuyi+m3p+Pu7W47Z+OmPEnJRoD2LRFCjZdmTtxi7y8dpeJ63yMIZhmChwhLoJRE2QSkNjF6stkhKTO75M/eiVPZaioc7G3ClRVfg4ZHU2Zg21vC2VvJIPoL4qKGldzWIYhokCO9RNwK2EUaeGOg1VPiKWBIwbfdk5yePL1I9H8hGlU6L9/GwGTjfAVjMyOoMrbzkIANg/UUI2xl9m9btVNL2SDzW2tZ4/ac23YBiGiQJLPpqAmuDbsspHCmQpQXgi1MkdXiYC+ukSqbGLqrVsyEoWosUXXCOjM7jixglMzck3LpSAuQW5PQ7MQA212ymx/jrUDTeRYRgmcbBD3QSiTiRpWCJNgywlCK+GOl22M5XRv88oNaTV+ZbJAIYRTYe9FK7ZPonFQvmbXrN9srWG2Kjx9Fb5INh9XWqW1aT1t4JhGCYK7FA3AUdnXOfsbqUg4U85H2nTUOsXKWmznamM5fluo1f5yBgEgyhSpZClMDYevNwTtr3ZeBu7uJIPJymRW48zDMOUwQ51E1ATTr1Lx2mQU5gpiKIHwRHq9kV3qCNJPnwR6lYfHoMDmeDt/cHbm40aD9nYRf6fzWqtx+tt7MLnG8MwywB2qJuAM5HUXYc6+UukaS2bp5chS7BEnYmAXhc5kuRDi8IaRusvFrdu7kNHnsq2v+lPV7bWEBuv5EOLUKvW47U2dqkziZFhGCbNsEPdBJSzGTUpMc4uadVI6zKu6SmbF58dTONZquSj5Eg+ICUfUbzyJTA81IuLzu9Hzq7s0dstnes/flFPS+1QqHPF33rcSUrk1uMMwzBlsEPdBJw61HW3Hpe3SY7+qskxyTYGwZKP9sXjUC8lKdGQEeo4LriGh3rxwqM7cNKxHbhg8yoAiK0WtYosl0yBkuw1g4wBN0Jdr4aaL2AZhlkGsEPdBJxOifVGqO2JzEpw9DdqF8i44U6J7Yt+gRSpsYuuoY6pDjUgbc9kgJwdCY6rW6IVEKHOZcnVUNdaNi8FEjaGYZhGwQ51E4jaTTDpEWrLEo6MJak2hqHLaDhi1l7oh+LSNdQU2wqGaQkYRMhl43WoTU1D7VRAydQfoVZ+d9rkYQzDMFFgh7oJOKXl6i2bl/BGCLqfkbZJUo+q1fu9MMnGU7FcZrIAACAASURBVOUjSqdE+9gwCLKxS0yHh2lJpzWXi9uhhvP+Ra0OtdJQ13rBkfQAAcMwTCNhh7oJRIlQC6FFfxOaxONt351MG8MocVJi26JfIEWVfBgEGEY8VT4UliVgGHCSE4uleOwI6pSY06t81N3YpdEWMgzDJA92qJtAFJ3xUmvptgJvNYX47IhCaYk6Wya56N9n1E6JqmlJhuJLWpURaopfQ21//qLprkSpGt1AlMYu6br4ZhiGiQI71E1ATST1lN8yU+BQp8HGMLxl83iCbye8x2W0TolKzkAGxSb5sCzYEepkSD5KJeHY4CmbV6ODnNYmUAzDMFFgh7oJRFnq1JetkxrRURNkxkij5IMbu7Qr+gVS1KREJWcwKL7jQ0o+EpSUaAnntyiXJdj+dO0Ram2lrtW1vRmGYVpN0xxqIrqWiPYR0W+0bQNEdBsRPW7f9muPvZ+IniCi3xLRWc2yqxU4rcfrmEPSIPlQduVylLqkxHYomzcyOoMt23bhjAt3YMu2XRgZnYnbpESgX9tF1VBnbW/RIEDEpaEWMkKdt5MS46pD7TSYKgElraRg1MYu/v+ZxrCc51iGSSLNjFBfB+Bs37b3AfixEOJ5AH5s3wcRvRDAFgDH28+5iogyTbStqThVPuqI4lpLXLZuBerz5LOUWBvDKKVc8jEyOoMrbpzAvnETAsC+cRNX3DjBTjWW3tilpEeoDYqtCoyKlKukxFJcSYmm0lBLyQeR1HarMarVOdbPs6QGCVLOdVimcyzDJJGmOdRCiDsBjPs2nwPgevv/6wGcq22/WQixKIR4EsATAIaaZVuzcap81DEvKwc1l01uSTonQp2l1EWczJRHqK/ZPonFgveAWiwIXLN9MiaLkoPpSTiNoKG2kwEBu7FLTMeHKaQd2biTEu23LZWk5COrEjbrbuzi/p9UGVuaWc5zLMMkkVZrqA8RQuwBAPt2rb39cADPaPvttLeVQURvI6L7iOi+sbGxphobFbf1eB3PseebXIKjv5bjUEt70xTpVRHqjJFODfXYePBVVtj25cRSpQUyKVH+bxjxdko0KAFJiZ5Oia4cRo1RvY1d6nkOs2QaOscW5v3+OsMwYSQlKZECtgXOJkKIq4UQpwohTh0cHGyyWdGI0npcaNHfpE4+pib5AOJzPKJQMgUMks5Bmi4EFIMDwauzYduXEx4NdcSyecpppBjL5qk61Or8iktDrXdKLJrCdaiNejXU6a1b34ZEmmPzXQNNNoth2odWO9R7iegwALBv99nbdwJ4jrbfegC7W2xbw3AlH3WUzRNuNr1IaPTX0pISgXQt45ZKwqmlm0bJx9bNfejIe+fEjjxh6+a+mCxKDtYSJR/lGupGWVYfTh3qmDslukmJAqYJZG1Nt1OHusZFEa/ko3H2MRVZFnMswySRVjvU2wG8yf7/TQC+rW3fQkQdRHQ0gOcBGG2xbQ3DjCL50CLU+mskCVfnrVoQx2lNfZTsKKR0qNNzIaAYHurFRef3O3rWtQMZXHR+P4aHeuM1LAHoX2fkxi6GisLGd1yrOtTqO44jKVEI4Yxn0ZSdErPa2ADRqnxwhLplLIs5lmGSSLZZL0xENwHYBGANEe0E8CEAlwG4hYguALADwHkAIIR4iIhuAfAwgBKAdwohUhvTUA5blLJ5efsbMS2BXOAqXXykwekPo2QvXVOMdYaXyvBQL742Mo3pOQs3XxIof1yWqOMyE7FtuK6hJormlDcCVYc6H6OGWneCSyUZpXaSEjP1XUibem39FP1WpIXlPMcyTBJpmkMthHhDyENnhOz/MQAfa5Y9rUQFY+qJyli+6G8Sl0hNx+mvT0uZBExTRv6knCZua6KzWBCJPDbiRD93ojQQka3H7SofRnxJwbLKh7TFoHg01LrjKyPUQDbrVkDx71MJrvLRXJbzHMswSSQpSYlthdt6vPbnqPkml2BnVS/tByTT6Q+jZLeXTqvkQ1EoiVTb3wyUg5fJLKHKh9YpMa4ItW5HLkuxRKh1x7dUEs7KDiAvNgyq/bdJH0eOUDMM0+6wQ90E1IQTRUOdTbCcQjnQqpNbEp3+MEp2PV3DSF8NbZ1iUSTy2IgTp+RkhiLJeTydEmPXUEs7clnp0LYaffyKproQdbdlMvUkJXKVD4Zhlg/sUDcBJymxLg21tyRdEpdIVdWSfIKd/jBMU0tKTN7Q1kyhKBJ5bMSJOncyGYoUXfZU+aD4OiWq1uOAilC33gb92DJtyUcu4+ZyZOqQxJhWOlezGIZhosAOdRNwG7vU33rcmYAS6KyqSTHJspQw1NJ1po4l6ySyyBHqMpzVncwSOiXGHKG2LAEh3GojuSzFoqG2PBFqr+QDkONTs4ZapDPfgmEYJgrsUDcYT03ceiLU9r6unKKRVjUGvZsjkEwbwyjZSYlplnyYlowYsnPiRU9KjNTYRYtQU0ytx5XdRkI01FJyIs8bj+TDqL0xkmWJVJbYZBiGiQI71A3GmRjrnJjLq3wkz2lyZCkpbOxiepIS47YmGsrBStOFTCtQh2EmE+1iyROhpvoaMjUKp/SfHQyOzaG27ejIkROhVr9JgF2asI7GLmm8+GYYhokCO9QNxp9cWHM0JwXRX7/kI02OqScpMa4yDkukUHSTXaOUh2tXhJJLRZV8aBHqTEydEtWqg56UGGcd6o684VT5yGizRCZTp4Y6hRffDMMwUWhaHerlippsshmgUKy9BFdZ05QETkBue3T7fqocatga6vRqkBeLeott71L8csbSItRRnFA9Qk3kOuitxIlQ299pbEmJ9mB25AklEyiW4NFQ19M8xxICuaxhv27DTWVi5BUX7ijbdvtVR8RgCcMkB45QNxg3Qaq+SLO/rXcSJyCnbF4KE41UclWaJR8FzaFO4vERF/q5E7UOdVZV+TDi6aTpRKhjlnyo8eu0I8uLBStA8lF76/Gc1vmVYRimnWGHusGoeUO16611ab6s9XgCI9SOLMVZxo3RmDox7eQqo46kqqThcagTeHzEhV7lI4oURibeKQ01QcRwfKjPYGhVPuLRUNt5Enlpx8Kitw617CRZ22tZll4GtKFmMgzDJA52qBuMctaydeqMHUc80RFqfx3q9Dh1JUukvg61LgFI4vERF845l6nd2dMxLa0OdUzHh+tQy9v4qnzIWxWhnl8U0SUfWpWPNP1WMAzDRIEd6gZjOglStkNds4Y6DVU+5G06kxLtsnkxlUVrBF7JR/KOj7jQV4Wi5Gp6OiVSPA61yk/I6EmJMUR11WfvsCPUi0XhbeySqX2FxxTJlrAxDMM0Ek5KbDCWlpQIhE/OI6MzuGb7JMbGTQwOZPCyDd0Akj0Bleu80+PUlUqybF49nd6SxiJrqAMxtbyFKHIeT6fEmCRBKjKciT1C7SYlKrx1qOuJUCc7QMAwDNNI2KFuMM7kXqFs3sjoDK64cQKLBfnYvnET3/rpNIBkyykcnXeCm8+EUbITz9onKTF5x0dceCQfESPUepWPxDR2KcbgUGt1qBVZf+vxmpMSRSorAjEMw0SBJR8Nxl/lI8jvuWb7pONMK5Q+1pmAEpjE40ao7fspijqpsnlp1lB7kxJjNCRheJISI1b5cOtQx6WhVlU+kpGU2JF3p4Zs1hutjhShTutJxzAMUyPsUDcYvxY6KNo1Nh7uDSV5AvJHqNMU6TVV2TxqkyofKf0MzUBP6I3UelzvlBiT5CO4DnWMEeq8HqF2HzdqlEwJIWDpGmq+AGQYps1hh7rBqKCtqmsb1JVvcCC8I0eyNdTyNsk2hlEyZfmvejSgSYM11MHoko96u2AKIWSTHPt8JYqW2LhUyjolZmJKSrTt6AyVfNTmHJd3fuULQIZh2ht2qBtMeevx8n22bu7zRIAAOYECyU7icWrUpnCSLFma5CNFdusUfJ0SGYklpCOciaCPN53IsIpQx3Ox4pTNU41dcjJC3eoW8+qz5/UItd56vEZJTFnnVz5eGYZpc9ihbjD+Kh9B8+HwUC8uOr/fub92IINX/VEPAN1Zba6dUSiLUKdoGdc0BbJZkkv66fSnUdAkAEm84IoLy5KOaJToshpHvWxePBFqeatLPoRo/e+A0ylRd6g9GurakhIt5+Jb3ufjlWGYdocd6gZT3no8eCLZdIp0oF/8/A7cfMnheOHRHfJ5CW7V60ySuRRGqNugDnWRJR+BWJaAYdSu79Up+crVxaehtutQa0mJAFpe6cNp3lRJ8qEdeyOjM9iybRfOuHAHtmzbhZHRGQAcoWYYZvnBZfMajNtkQk4kYdEuVeVDTegqgJPk6K8/Qp0Wx9S0BIRoL8lHmi5mmo1pyXJuUS6W1Dg6DjUhUum9paLOLadsnh2pLpQEumKwQy+b561D7V60BJX/vOLGCQDAxhOTX1efYRimkXCEusGoyUZFmsMmeJVgVrKX8Z0KGgnWJ7v6cHmbRBuDUBcnWUM6BCkxu4xFLpsXiCVgR6gjSD58K0oGRSu9t1ScsnlaHWrAveButR265EPvlGhoSYlB5T8XCwLXbJ9MRedXhmGYRsIOdYNxljqrtB5X0caSqRxqfxfCJhoZEdMSMEiXs8RsUI2oMc44EeqYDYoIR6iDsezj0qD6x0U/NgBb8hGDiNopm6eqfNgR4laXznOSEj2SD/dxPUIdVv5zbNxkyQfDMMsOdqgbjF7CS7/vZ8GO7KhoT1mZqQRGdCxLRqjU8ngSbQyi5CSeKQ11Ouz240lKZAfFQR6XMuG0/qREeatLPuK44FKnkopQq5WqQosdajdC7U4NmYxX/qHGJ6z85+BAxlNXO8qFDsMwTNpgh7rBmD5ZRNjkXB6hlttzCW7rLTvKkRNFS8scqZbNpYY6WnvqJOAtm5fSD9EEVB3pKKsPZRrqmDolqotTJ0IdV1JiQIQ6p1f50CLUWzf3ebTWgGwIs3VzH0zhfp5MhiVKDMO0P5yU2GBqaT0OAAsFuaNq3uBKPuT9JDrUulYVSM8kaWrL+lFqFSeFpDR2GRmdwTXbJzE2bmJwIIOtm/swPNQbmz2mECBb8lGvM+yvQ61K7wkhQEQVntlYLF+EWsks/JKPZo+9Gg9dQ+1NSnTP++GhXiwsCnziJpmIuFazZ+94SX4eku3UOULNMEy7ww51gzF9WuiwSOKiI/mwI9T2bvkESz5khNqNoqVlknQj1PGVRWsExaJwnMa4jo9KlR3icqp1yYe8L5z/q2H6NNT66kumdf60pqGWt0FJia0Ye3VOe1uP++pQa+fPxhO7gJsm8Nz1OXzhA4eVfR7DkA55EgMETGN5xYU74jahIrdfdUTcJjBtDks+GoxbNk/eVi+bZzvWZfWrm2ZiZEwhHRcVsUqijUEUteYdaa5DXSgKdHXEe3xUquwQF8JeOVEB5Xqul/waavUarc5LVI69uhAI0lC3YuzVeOhSDk+VD/Iee8qe+UWvXW7VEikRS2KAgGEYppGwQ91gyhu7BO/nlM3zST6SnMRjma59QDKj6EGYelJiTBrZRlAoCXR2yFM2Loe6UmWHuDAtgQy5EeV6LpicMpda6/F6X6MROJIPrfU44JV8tGLsgyLUHslHxnveq+TqhUXvgKldMkZ5MxiGYZh2hB3qBuOv8iFCQl1hSYkGJTeJxxQCBhGI0qVFdrrhqaTElHrUi3qEOqaLmUqVHeJCST7IkWvUPjZlnRIpHjlTWB1qPSmxFWOvl7tTzr23UyJ5I9TFsAi1vDWoXCbCMAzTjrBD3WBqrfKx4OuUaHkiOsmcgEzTjVYZRjKj6EGUNMlHmi4E/OiSj7g+w9bNfZ7oJeBWdogLVc5ROYD1NGZxqnz4ItQtl3z4kiODkhJbMfZ61ZNs1ltxRG23AiQfCwXhyU3wSj6SGSBgGIZpJJyU2GCcetJVqnwshjR2MRKwRBpWScCyl9YBFXWKz8Z6MPWkxJRrqAdWSk8rrosZlfx2+ZfHYVrAql4DF75uVaxVPiwh7KREeb+e4L3eRROIT/LhONT2+fXLh+cBAB+99gA+/62Dnmoen73lIKbnLKxaYeDCv2js2FuaY5/LAIWiG71X2/VjTznUQnhXUDxJiSm6+GYYhokKO9QNxvJFvEId6oIr9bAsAUvIhCgikpNWAqs4WEKvhpAeDbW3U2I8nfAaQaEknHJmcV7MnHFaDz7+1QmYlsCFr+vH8FBPfMZAjkWG3Ah1PVVcyiLUVL9spBHoEd2R0Rlc+50p5zF/NY8DkxY+/82DuOiNA3jJSd0NtcPUpBoyQi18kg/vsbegSVLmFwW6OuzPo5UBTNPFN8MwTFRY8tFgXA2iuh9SNk+biEqmvWytor8xRqgrVRIwTd3G9DRIUQ51LqOkKjEbFBEp+bCTEmMc/MkZy8kBmJmPfzAdyYeh8hZqf26ZhjqupEQtonvN9klPEx/AW81DHc/FUuPtMC27prdBjiOd1cIuqhul+l1bLLgDtaD9bjgXKkSpuvhmGIaJSiwONRH9AxH9hogeIqJ/tLcNENFtRPS4fdsfh21Lpaz1eMg8UtAmItMUdu1ceT/OxLlKlQQsIdwIdUZW/UgDeqfEdtFQx3lRsG/C/eJn5uIfTFV32qk+swQNdZTSe41Az6GoVs1D6ar9TndD7NAu7JWO2x+hBtwx1p3o+QV34L2SD45Qt5p2nmMZJqm03KEmohMAvBXAEICTAfwZET0PwPsA/FgI8TwAP7bvpw5/PenQpEQ9Qm3Zy9aG66zGlcRTqZKAaboRvDR1PzN9kg8gfa27LUugWILmUMdn/75xNzQ6m4QItS2XipJQ6K9DnYnp+NDrUFer5qEi081wqE3TvWhWyYj+xi6Ae/zpq1l6pQ89J8TIcIS6lbT7HMswSaWiQ01Ev6rh78d1vucLANwrhJgTQpQA3AHgNQDOAXC9vc/1AM6t98MkgbIqH2Fl87SJqFgSTltvALE2Qti6uQ/5nHebqiRgWsLr9MfvS9VEyZeUCKSvFrWKSnZ1KslHfLaoCHUumxzJR8aA0yq8Lg21GRKhjisp0ahezcOVfDQhQi3ci4usr+KIsg9wx2fRo6EOilDLxi5pO99STlvPsQyTVKolJWYAvLrC4wRge53v+RsAHyOi1QDm7de/D8AhQog9ACCE2ENEa+t83USgJvNctQi1rje0JR9qMo9TQz081Itn9pVww/dlUtRarcrHyOhcIpz+ehgZncGVXz8IALj4yn048bkya8qyII/ulFCwo5JOFYUYh37fRAn5HOGQgQxm5uM/BlSVD8fZqydC7Wv5bUR4jUagLrwNg5yqHf/+lXEUS95zEHC7JzYrQq3GQAUFKkk+wiLUTmMXApfNaz1tPccyTFKp5lC/XQjxdKUdiOjCet5QCPEIEV0O4DYAMwAeBFBzeg0RvQ3A2wDgiCOOqOetW4LberxyglQhIClRRX+zMTdCeOHR0ul89Ut68E9vXO1sNy19aby+8mRx4K9YcmDSwl0PynJkcnypwrOThUr+SkJS4r5xE2v7M+jtMhKioZYrD1ESCss6JcalofY59sNDvbjn1wt4/JkCvvzhdZ59S6XmRah16VkuKEKtJB+mW39aof/vKQPKjV1aSiPn2I7ew5tiI8O0IxUlH0KIu6q9QC37BDzni0KIDUKIPwEwDuBxAHuJ6DAAsG/3hTz3aiHEqUKIUwcHB+t966Zj+SUfIROJPvkUTeGt8hFzp8Q5exm/6IuAmXbyF5COsnlBFUvcVu8xGLQEVIS6MxFJiSUM9mfQ221gdiH+gVRVPqJIPsI6JYpWa6i1JD5F/woDE1PlPwSOhroZkg/tolk1dslqjV38iZ+LBcuxOVzykR55WLvQqDk23zXQOqMZJuVUjFAT0a/CHgIghBAnRXlTIlorhNhHREcAeC2A0wEcDeBNAC6zb78d5bXjxvRLPqo0dgGkY2oK4ZVTxBjRmV0ILstlWd7kraRPkmHVEoD0aajVikZnjkAUc1LihIlTjutEoSiwZ38TarfViWkJ5HNGNMmHT0MdpTlMI3AiuuQ6rwMrM5hdEFgoWOjMu552UWmomyH50C6acxmpKVcRa6A8Qr1YEOjrNTAxZfmSEuWtqvJRKCb8x6LNaOc5lmGSSjXJhwVAALgRwHcg9ViN4Bu2vqsI4J1CiAkiugzALUR0AYAdAM5r0Hu1FL3TmH7fT6EoZNc+odWh1qO/Mc4/qnKDf0nZtARydku5NGTuDw5ksC/EqU5blQ/lUOfz8bZyLpkC45NS8nFw2kpMlQ8Zobbv1yX5kLdK1hClfXkjcH833G39ffLOxJSFw9a4DrWSfDQjQm1arg3ZLHnkHkBw2byVPRlMTFlY0CLUpq11yxiUqgTmNqJt51iGSSoVHWohxIuI6DgAb4B0qh+2b2+1s4cjIYT444BtBwCcEfU1k4LTerwGyUdPl4HpOQslU0DoVT5i7JQIAHP2Mr5/wvZHqJPuk27d3OfRUAPScSqZ6ZvgHYc6S7GuYOw/aMISwNqBLIqlImbmLQghHLlFHLga6vq7HDp1qA0VoY6nU6LpRKjdbf0rbId62sRha9yf6mbWoTYt4bQ/z2XIk5AIlJcVVO3GOzsoOEJN8a+4LUfaeY5lmKRStQ61EOJRIcSHhBAbIKPUXwbw7qZbllJqbT1eKAr0dMl9SiXhmchij1AryUeZhlov7Zf8zP3hoV5cdH6/c3GzdiCD4SHZqjm1EeqcjPjFoQEfGZ3BO//tWQDAF7cfxLMHSiiWmuPY1YO/sUs9Y+PXUMdZNs8geC5MBlZKh3p80nuiKSlWpU6JI6Mz2LJtF864cAe2bNuFkdGZmu3IZGT78/seWcD8ovA8X0Wv9SofnTlCVwdhIVTykYwmUFHHhGEYphaqOtREdDgRXUREdwH4K0hn+nNNtyylOK3Hq5bNs9Bt1xROquSjPEKt1aFOSdRpeKgXh67O4k9e3IWbLzkcxx/TCSCFSYm6Qx3D2KuKKRPTcuAOTrsVU2ZjLp3ntB5Xco06zLF8GuooOuxGYFnehEQAGFgpN4xP+R3qyhFq9V3tGzchIKuyXHHjRE0OpGUBcwtyf5XnoT9fnf96Y5eOPKGrw/AlJbplAJNQ5WMpY8IwDFML1Rq73AEZlc4BeDNkIsP3AOSJiNN/A3DLcMn7lSPUyqEWngk1KZKPcg21L0KdEqd0fNLEaluPGled4aWiLm7yWYIRw+pApYopcTd3Me1mJFG+W6cOtX2+uhHq1h4g+sWqYpUj+fCOb7XGLkHf1WJB4Jrtk1XtME2ByVkR+nxHQ21/9wtF5VD7JB/2vypCHfdvxVLGhGEYphaqJSUeCZmU+Hb7T/0ikf3/Mc0zLZ24bZDDS3iZdhvpnk6VMW83p0iK5MOJUHu3eyLUGUJhMfke9ULBwuyCwGp7+VzJauKOmNWLikZ2qKTEFttfqWJK3A61bIpEToWMesZGOafq3HM11I21sRp6p1RFNkPo6zXKItSFKkmJYd9Vpe9QtyPsYm1s3HSroDgRalmBpDNPngi1c6HiNHaJ93xbypgw7cErLtwRtwkN4/arkteDg6melHhUi+xoG0zTGy0LWn5Wbcd77Qh10RR29DcZcgq3bF7lCHUafNLxKTmz9zsR6spSnKSyWJaU2Nr3r1QxJe7mLiqht9I5F4ZqVqS0y/7W2q1C71CoM7AyU1aLuqQ01CGSj7DvanCgemtQ0xRO4m7Q852yeZqGuiMnJR96xZdyyUfVt24qSxkThmGYWqhWh3otgA8AOBbArwBcJoSYaoVhacWfIKUmkpHRGVyzfRJj4ybWrJI/4kpDbZZJPmJu7KIkHxWSEo0ERJ1qQSV0qQh1lG56zUQ/LgbtFtMAyrb5kxJbPfZBFVPyOaBQlCsaQZ9DtcpuNqYlI6GRyuaZwlPJgiLosBuBlK2UV0rpX1EeoS5WiVBv3dyHy7887nFiO/LkHFsV7bCAtf0ZHJiyPN+1ev6Djy8AAN7173uxdiCDmTnLkXwcmAxPStRtieNY2bq5z2nl7v9MDMMwjaBaUuKXAcwC+CyAFQA+03SLUo7lRMtU63FRlhAzdlBOkGMT8tddJiXqko+YI9QV6lB7kxJbblrdHFAOtT9C3WqPKYCgRKnLbxjHv90wXpY89dDvpSPjJiW21lZVMaUjJ8dv7UAGbz93FQDgl4/Mx5rwpS5iMxG+25JWdxlwj49Wn396SUqdoAi1auwSlpQ4PNSLIw51YyVrBzK46Pz+mpxWyxLoXyn3XzuQAWnPB4Bv3D7t7Ltv3ETRBHbvL5YnJXo01G5OSFzJgcNDvfjTl/Q499f21z4mDMMwtVBNQ32oEOKf7f9/RET/02yD0k5ZtEwEJ8QAwK9/twjAbj0uklPlY24hOALmqUOdkmYNyqEeUA51TGXRggg6LoJWJhYLAr94SHeo47F/eKgX3//5LEwT+PRFh2B+0cJnv34Qdz0wH5rw1QqHxW097t6vFdP0JgNGqRTSCNRFgZ/+lRlMTHtrfavGLmFJifIxefuOv1iF885YWbMdUgJDGB7qLfvutmzbFViq78HHF3HGqT2epESnvjd5G7tUSg5s9rHynEPykPEh4BPvPgTr1lSb/hiGYWqnWoSaiKifiAbsqh4Z333GhxMt0yQfYYkvM3a5MdP0O6vxVfkomQILhTANtTdCnYZazhNTMpGqr0cOrr/TW5zUkxA1Oy81ttlMvGXI5hYEuu1k2k47QXImpGxeqxK+3FUh936tmBY83QDjkgSpOtR++ldmsFAQHmdVObVhEWrTEtg7XrL3re84sXwRe52w73N2XpRX+fC1HlfHa5zJgQen3ffYsz9yXzKGYZhAqjnUfQDu1/5WAvgf+//7mmtaOnFq4moJUmGJLyt7tLJ5QiQiQq300z1dhGJJSlYUHp13Akph1cKBKRP9KzLO2FaqvtJq6kmI6u4k5HPqM8R7fHTbybREhN5uA10dwV0SW5XwZVlCRkIjfLemLzIcpVJIIwiqQw1ozV002Ycj+QjxrgvzJQAAIABJREFUCQ8cNGtq/hKEaQlnDPyEfZ8rug10dRooFIUzbm5SorcJVNhrtOJYOThjORct7FAzDNNoKjrUQoijhBDHCCGODvjjknkBqGiZWp61LIGtm/uQz5Xve9ZGqelz6lAnQEOt5B6q7bE+Icvlcfm/YcRbK7tW9BrUQLLqUG/d3IeOvK+1c6ZcS9uRJxx3ZB75rKZfj2nsZxcs9HS6BvZ2GTh6XbYsutrKhC9zSZIPv4Za3sYh+chkAiQfK6RBuo5aJQuHRZ91Z7HeCLV/PHS2bu5zNPQ6m07pci6qVLdEV0NN8rfC3rB1cx/yPqVFq46VyRkTh6/NIpthh5phmMZTVURGRFkAphBCENFzAPwhgCeEEA803boUYtkRHr3j2vBQL/YcKOFL35EFUvp6DUzOWHjJyV34+o+nUSq5S60jozMY+eWs0/K3ldUSADchsa/XwM59ckJWkdFKOu84qzxUYnzKraoCJEtDPTzUi8WiwBVfnQAgJRT/9/x+/OyBefzsAdmFcG1/BhtP6MStv5jDQkEeE1nDXd1oNXPzruQDAHq6DPR2G+jpLmF6VjpNa1v8/UuZVfDFkjou99k1lC3La59fQx1b63ERLPl4bIfMs/iHT+zD2oEMLvjzPue8C5N87DmwBIdaq4fvR32fl143DgHZyXF8ysIpx3VhalYaNb9ooafL8Nah1jTUw0O9ePTpAv77JzIJsZXHysFpC/0rMrAsdqgZhmk81TolvhXAPgBP2///GMDrAHyNiC5ugX2pw61rK++rifnU47oAAEccksXf/6XMmO/pdCUfpiUwMVXCFTdOOFrEONrjztqSD9WlTU9MVDW2AXh0vElu63tgynQSEgG3NFlSGrusXyuXLgwDeP6ReQwP9aKrwz0tzz9zBX5kO9OAHNs9B0yMTRRbbmvJFFgsCl+EmrBrn3SmDUNGVG++5PCWXkypCz33Yqn8uJTb5eP68enXUEepFNII9NUfxcjoDL7yA29VjU/cKC++DAovm7dnfwkGAV0dFLpPGJaJwEi5YnioF4cNZvGKU7vxkbcPApAR5k57pUX9dnklHwQh3G2Dq2Qc55h1uZYeK5MzJlatMHDYmqznooNhGKYRVAtz/SOA5wJ4KYBPAfgjIcQWAC8G8DdNti2VuNEyt2we4HZk2z9pYsGOLHVrDrUlgD37zdjb487O+yQfWhTMr/NWDkpS2/qapsDBacupQQ0krw71YzsKAIBTjuvE7jE5ye+2HSIAuP4HU2VjKwSwe3/rC5Urfb0eoe7tNrDLtvvU4zoxMW05+7UKJZdyzzm5Pay6DuAen6WQKh+tPj4srbGT4prtk05DH4W639VJsKzgeuR79pcw2J9BVwdFiFAHl+/TWdVr4OC0+1vVmSNH8uE61HJfWc7Qfm172247OrwQEmFvFgdnLPT1ZqRDzRFqhmEaTDWHuiCEmBBC7ICUeewHACHEHIBC061LIboswiB3Eina/s/cgnTyALeNdMmu8hGWZNTK9rhzToTa7uLoj1DbvqneTjipbX0npk0IAU+EOkkaakA61IOrMjj+mA7snzRRKArsHiviuKPyAICJqWDPrt5ks0ag9PUqKRGAJ1r9sg3dAFq/nG7aNdz9zZSqHX9j46ZcUdIi1Hq5y1ZiBTiylexX4x4Ugd5zoITD1mSRy1JoN8Uw/BKYIPpXZHBw2m38Ihu7SHtULWpPHeqMd1VIXTiGXew0A9MSmJq1sKpXRqinZi1PZ0eGYZilUs2h7iKiFxPRKQDy9v8b7PudLbAvdZimO7Ebhhst0yNJu8bkcn1nnpDNkJ2UKAITF4HWtsdVk8yqXq/kQwi7Vrbz2dzmInFm7ldCtR0f0CPUWrJoEvjt0wX8wZF5rFuThRDAU3uKGJ+ysOG4ThDJaitBZGMYWnVseCQf3fL/5xySxXPXy4sAFbFuFUJJPnwXS9WOv8GBjOyUqEeoY7rgCqpDXcl+tboVpKPes7+Ew1bbDnXdVT5qiFCvMDAx4660qU6JABxpkiP5IK1UpX19oCLUi4XWObTTsxaEgIxQr5aSk2dZ9sEwTAOp5lA/C+ATAD6u/X+Fdp/xYQk3W5/InVhKWrBp9z75Q96RI2SzboT6yENzZVUfWt0ed9aOQvb1qgi13K4cDPXZ9KTEoGoVgMz4j0tHPTI6g/dduQ8A8Kmbxx07klKHemR0Bq//513Yua+EBx5bcC6y7ntYJiMedVgOa/oyOHpdDjlf6rBBwJq+1nvUfsnHyOgMvv9zOa5jE6aTQLe7xQ61U6rSvlgSWkWJoKoUgHtelfxVPnyv0SpUpRKdoPNKJQir70BfQRoZncGWf96F8SkLdz4wh8WCFaEOdXCDGZ1VKzKYnLGcaHRH3kCnT/Kh6moT6ZIPgZLp1sj2y1maycEZd+Vtx165uPrW//cstmzblYhcD4Zh0k/FKh9CiE0tsqNtUJ0SAW97bn1i2zVWQsZeCs3aTVwsARy+OovzzliB//j6QUzOWljdZ+Dtr1nV0gSvuXkLhiFrywJuBExFl5zPlnEbu/iz/xVTsxausJOoWvkZVDKaWlKemHLteM4hchkgzgi1377ZeYGbb5XJZ798RHZEXLcmi3WDWZRMgdNe0Imf/3oBBBm17OsxYpGsqIutnk6j7DMsFAT+478OojPvRiBbgVo5yRgA+aLLw0O9mJm38JmvHQQAp8pHPgen7fT3fz7r1VDHFqEujwyrc+byL4/DtKuTnPuyXlz9zUn0dinJh9w36JiaWxBYsb++5NVaItSqUsb+g/JHoTNHMMgn+dBr1juSD2DveAmWBRy2OoM9B0wpMamQBNkoJu2mLr/bVcB/3+460CpBFWjtbxTDMO1HtSofG6q9QC37LCf0iSRM8jF20HSy4rMZkq3H7cjQ8FAv3v/m1QCAD791sOU/8jMLFnq7DCcSpi4EVNUDIyBCDcjJKKgfRBzJiZWSJN3GLi01yUOgfUUBAvDQ72WUd91gFuvWZLF7fwmLReDY5+Tw46uOwM2XHI5DV2cDW5Q3GzdCbYSOcckEdo+1rgKJXu9Y+WX6d3vs+g4AwKXvHMTIlUfgT17chbX9Wee88muo/TrsVuFvMKMYHurFc9fnsfGETtx8yeE47QWyWpBf8hH0fQgBPLOvvoubsHrYOiq/Yq8tmdAlH/MLruRDT2AG5G+gWr04+nApD2pVlFpFqH90z2x5omcCEqgZhkk/1SQfX9JbjQf9AfhiKwxNC/pEEib5AIC87VBnMnbrceE64mqybHW1BEBGqLs7Cbms16F2ItRa1EkvhQWER/VanZxYKUnSqeIQo4Q6zD4BeZys6DawsieDdYNZTExZeOjJRbzgyA5nv7ga/7hJiRT6GUpmayPUTjUJAiig5N3OfdK5Xz8oF+MOH8zh2QMl5wLXn4Tnr87TKvSVLT8deXK0yep87O7ynp9h30cUDXUVxYdTUnOv/Z56UuKClpTodlV1I9Tq2Dh6nVwpWmhRYqJqOx6W5Bt3AjXDMOmnWmMX1Xq80k/sWOPMST/+iUT5PapsXmcHYWFRoNOOAOfspER9QlWJaGqJvZXMLQj0dBmOQ60iYI6GWqtgAgRrP/20OjlxcCDj1B72b3fL5sXnUYfZ15EjLBYF1q2Rp6W6XVgUTtUPQF6ExRFh15MSwz5DTydh37iJYkk4x1Az0esdB10s7don5VWHrlYOdRYlE9g7YWLdmmxZZ8C4GrtYlkAuTO+dI2fs1YV5jy9CHfZ91Ju8KiUYlfdR3RufPVBCNiNX2YQhy4XOF1wNtSsPg7Nt91gJHTnCOvsCp1WVPlSEerA/g30Twb8NDMMwS2EprcfV31CrjG02I6Mz2LJtF864cEfkZBW9hbiMUMv/lUN96ICcSPJ5OfTZjEpKFM5k7pSgiiFCPTtvobvTcBLh3Ai167iMjM7glhHZ9fGvP7QbI6MzzufzT8atTqoEgpO5lB16tCwuwuxbf4gcvN/uKGDLtl24439mncev/c5BLbEyrgi1BSJZnSbsMzzviBwsAZz1989gy7Zd+NRNB5Z8TlVCr3ccVEN611gJh67OOjKGw9fKA3uXHbk2LW+EOhOnhjokRN2RJ0em4ESoO71lLYO+D4NceUbNdmhlP8NwI9Ql5z1//MtZCAv46g+nsGXbLux4tqBJPuTtzx6YxfY7Z7BYFLj6m1LXvtCiSh8HZ0z0dhG2nhP+28AwDLMUqrYeXy74k3qiJqvoE7SuoVaRpUNXZ/DUnqIToc5kCKWS8DR26LETjmbjcKgXLKzuy5RrqG1THtuxiJ/cP++O04QcJ7V0u2lDF/7n0UVMTFtYtcLAhX/R2qRKwP2+/u2GcZRMb3tjJQGIU0Ot7Pv4VydQKAqsHchg4/Gd+P7PXQd637jpiTgemHQTKw0DsWioZxcEujvI0foD8LSb33h8J35wj/czbP+Z936jE8BMZ+UEgasPO8eKjhMNuJ0pd42VcBpQ1inR1di31qO2KkgtOvPknG+uQ+1dQVLj+ambJzC3II+p1SsNTM/VW4e6elLiyh4DRPI3rS/vJqiqd9o3buLAQdMpA6pe70vfmUTBltdP2hHjnz0wh6PX5dFsJqctrFqRKR+n/gy2ntOa1ucMw7Q37FDbVEpkq+fH1pOUSATT1ylRLT0rDbWSfOiNHbrtBJ+5GCQfswsCRxxqIK8kH7YGU0VE735wIXCcvvx9GbE+6dhOvPHsVfjbj+7B/zmvHy8/tad1xmsMD/XiC9+axIbjOnHx36x2thsBOts4GB7qxffvnoVpAZ++6BBs2barTGfvRx2Pp72gM7YIdbdWg3p4qNdzbmzZtquqZjfKOVUJvd6x+93Kx4QQ2LWvhJOe6+rPB1bKEm877WQ9f6fEuBq7hCUlAj4NtRkcoQbk9/GrJwq4+8E53HzJ4bjs+gN44PGFuuywRPXGLhmD0Ndj4OCMhXyOAn87TQtYtFt/qch7ISBX9dt3zOBvXr2qLhujcHDGdEqBDg/1YnzKwn/+90F8cdthTgCDYdLCKy7cEbcJkbj9qiPiNqGp8C+JTaO6/ekaaoMA4Ug+5K1yqDucCLUr+XCWSDOEzjzF0slrzpF8eCNgSiIxPRdskyqh1ZE3nIlrcja+MLAQApOzlmOLIq7W0kHMLQp02ZHGWo+zsXHTU46xlcwtWJ4uiX7q+QyNopLkY2LawvyiwLpBt2MSEeHwwawm+fDKlBzJRyytx4Mf68iR0wRFXbD0+CLUitkFy3EQc1nU33rcrJ4TAbiyj858eIKqpa0ehDEx3ZqBnpyxHJsBt9nT+BQnIzIM0xhqcqhJ8ldE9C/2/SOIqG2000Djuv1ZlnCaQ5CBsqREx6HWyuappEQ9MNTVSU6ThFaiJuSyKh/2B1nZE3zIDKyU2zvzhJV2DWu1rBsHC4sChaJwOj4qktLYBZAOqkouq/U4GxzI2JVhYjg25oXjyAVRz2doFE7ZPHIdQbX4oJzm9Wu9C3GHD2adbo6mKZDNBESoW93YRYQ7nh15w9FQl3waan/rcXVBDKDu1uN6Te9qKG12R55Cv09/lY8g/Be8zeLgjIlV2nuxQ80wTKOp9dfsKgCnA3iDfX8awH80xaKYqJTIVg+6BjFDriOqJsKn98h10LsfnMeWbbswOVNyWo/rkaGeTqPlGuof3jODYgm4+dYpXHDJHgDlGuqXn9IVOE5//sdyCb8zT8hkCCu6DRyciW+yUtHxsgh1TBrZIOa1CHVYt0kdPbGyFeb7k3T37C96JB9+6vkMjcJb5UMlnMoOnR/8/H4AwL9/5YAnGbJYFNi5r4RXXLgDe8dN/OjeWSdh0i8baQZByc+WFS616MzLFuKmJZzzUUWh/RKb2QXh6KvrbT2uzvFqkg9ANncBZFOXwIRIA+i1qxU9+ES47ORlL+6q3cCI3PaLGUxMWfje3e733G8HACbYoWYYpkHUqqH+QyHEBiL6XwAQQkwQUfMzSVqI0nRedv04LCEdsXe+rv6EOlO4jrFhkCcpkQj46o+mnX332XWR1w7IqJquoezuNDDXQsnHyOgMPn3zhGubXVrqt0/LRiMqonvy8zpx/DEd+Nw3DmJi2kL/CgPv+ItVGFiZBTDlTKx9vQamYoxQT9rO/Moyh1reJsCfxuyChe4OV9cJlCf53fvQgnNfJVb+budE05MSg5J0CcCKkBUK/TPoyaAbj+/EbaNzmF8UWNlj4F3nNTZJ1SP5sE177OlF3PUrV+uvJ3QCbjdKHZUw+a7zvBeQjSYs+bmrI1xqoRKECwURmpSomJu3cJhdki6fpbokH6bjUFffV49QByXZDvYZmJiRFzb//ZPpsuev6CZMzwkc+5yOsscaycjoDD6hffdqvN/xWnlRNx5Sl5phGKZeanWoi0SUgew9ASIaBNB2v0SbTunBpdePAwD+7rXRJn7ZQlhv7CK3l0wBIconQEtI/XE2S56JrLuTWpqUeM32ycCuZf/7mHSo3UggYfiUHjznkBzecfleXPTGAfzRSd34+a/mAMDpANnXazhObRwouYlf8pEUDbVlCSwsutFEoDzJLwyjBWXzAjvvAXh6T+WQ5/BQL35wzywKRYHP/tOhAIDpOYGf3D+Hv3rVyoZXU3A7JbpyjV88FJw4q7rhhSV/LhYEbrCTa5uVsxqW/FwsVa7yAQALRS1CHSL5mNFkRLmcXMmotb23OqaMGvZVemR1AT081It7fr2Ax58p4MsfXoePXrsfk7MFXLN9MjBK3pk3MD1nNr1sXtDv2mJB4MYfTSNjsOSDYZjGUavk4zMAvglgLRF9DMBdAC5tmlUxMTZhOhPpVMSEOj25KBOgoQ5CJiV6J9RWSz7CEouUU++PXjm1sm2dt3ISOu362n29GaeZQhyo9/ZLPtw61PGGqNW4qXGsh0ym+RrwsOOhls52K7oNzGjJqzP2SstMSELrUlDfY4bc73ZmPtjGsXGzakLkmL0y0yxJUGgCX5U61IDteNtPV8mhfo206nQKwE0srjFKXU+EWkk+OrRmNPkcuY2gLPk6YZ9XJTE3u7FLaLL5hIn+lRmWfDAM0zBqms2FEF8F8F5IJ3oPgHOFELc007A42DfuhlKiO9R663HytB6nkMBPxrAbu2gedVcntbSxS1hiUVeHV3OsPpvS/irHcMGeSNXkv6rXiDUpUUXH+/wR6piqOPiZs1s0d1dI8gsjY5S3fW80g/3Bx0OlpERFb5fhcWpVZZhmONRBkg/VadTP4ECmakKk+tzNGtrQBD4Kl3yomvWLBeHkYnTm5efVnWUhhNPpFADyvuZM1VCJrrVoqFWCn7qAVjapCy71Oxia7N0vu5Y2u/V4pWTzgZUZjlAzDNMwaq3ycYMQ4lEhxH8IIa4UQjxCRDc027hWs7cRDrVeNk+LUJumXN4PSt7p6SIZ0SmLUMsnN6KDYzW2bu5zuiPqHLtelhzzR6+U9nfOdvoXFt2JHgBW9mYwNWtCxFTveWrGkmPbWT7eQPwa6vkFb7WGemh2pZKR0RlMzwU7GhtP6Kz6/N5uw1NeUTnSYZHjpeA61O4F64bnd4YmGFdKnOzIEy6wEyabdXxs3dznieqq9+3MA5mQK25Vs35Rk3xkDKmR1iVkC4uySkePVuUDKE9cDEOXz1Tj8Z0yufo7d804v0n+CLVhVEj2PqfPLge4tIGu9tsY9LumjoWBlQbGp8yW/L4yDNP+1DqbH6/fsfXUpzTenHjZay/3HjKQwXREh9rUHGND01AXSwK9XQYuOr8fawcyIMikrROfm0cua3gcccBOSlywcNsvZBLTvnETAm5STaN/9IeHevFnL3X1rWsHMli1gjDYL2cj3XEBgE6n+Yx8wJF82Nv7egwUS/E0pwHcRg7+ZhmqEkTcVT7UuEVyqDPNk62opLn5Re92dWFy8h9Ur8rQ22WgUBSOc6Uc6rAa5ktBNejR61AfvS6Hi87vdy481g5kcNH5/Y5GXZ2D8nn+fWQjomYdH8NDvXjXX7qNTNT7ZrNGeITajgIvFCwUTVlfmoikA6tFn2cXvKseOV+302q4EerK+42MzuBrt00599Vv0u6xIhYKAkII2aiG4Blv9Zunvgu9A2QU1LFa6bdxeKgXr3n5Cue+/v4DKzPYvb/Ukt9XhmHan4pJiUT0fgAfANBFRFMAlHdSAHB1k21rOXvHS+hfafx/9t48TJKrOvN+T+RSWVVZXdXVm3pFEtoASUhIags86APU2OClBYyxZQyfMO7BHjxjwMwAGrCNDR4bg9gMAsvNGKHRgg1CasAIKAkQYFAhkIQWENp776rqWrNyz7jzx40bcTMyIjJyiczKzPN7nnqqMiuXG5GRcU+c+573YMN4rOnJX5d8SJcPS/JhyoyRu/DsozfP46mjWfvxitEUoVwBPtumDo5hOGOHNG656f3bcMqGON70/mNOYxfXcnDMkM1nbMmHVVykOizqzV260YlsKWNifLR2ubdbjTvcZK39prpiNkKU2+BVNAc42d+0j5xCZ8zyIc/kTKyPG46GOgLXGvtCj2SQSSQzrXt2p/EvX1nCuc8ewtVv3Fj1nHrFnwZFu4Jx0TnDABZw+vYE9r9nKwDgE19Y8Peh1iQfpbKwM88Jl4uHunh1JB+NaajD2ubtP7BU0/WwUBR44DF5FVYqq5U6p2DRa3/LDpDNHxNhu9uee9oQ/hUr+KerT8GZOx1zqvXrYlj1WDWJ6vzKMEx/ExjpCCH+TggxBuBDQoh1Qogx62eDEOLqDo2xY8zMV7B5fRzrRg0srTanrdOLEnWXD79K+0TMmfCqMtTWpKiKpNy0s9ucQgXHKsOVTDgTtqqp1MeoN5/JFwWGEmRPospdo1tOH15dEgFn/N0uSlSWiMNrTPLhd1wpuUaYjHpaBdRZE/misF01oilKlL/VPtFXhYplx3KuEfTvbRSo/aAHw3oA6ialFSWWy04jmmS82jVIdVatkXyEbO5Sca1C+VHvGMkXTbsoMQi9YU0zhO1uq86van8o1o/56+mjOL8yDNPfhLLNE0JcTUTrAZwJIKXdf3czb0pEbwewD9KJ60EAfwhgBMAXAJwK4GkAvyuEWPB5iUg4MV/GadsSSCUNPHW0VP8JHujSjZjhTFKlMhD3OH/HYoRi0XEqUKjM5eS4gZNLtbN7O7vNKXJWoZxynlCti6emM7j2S4sAgL/ZP4f/+p+lpeDwkFEl+dC1knaGukOthd0srVRw6rZEzf16FnNqOlPl+6x8njtB1nXx0ggq8IqiW+KmyRhmPIIJw5BBZkMBdc60i1eJvAPqVj8Dd7GsXrdQKJo1euUw6K8RBSseAXVQy2+3hloFhvKC13mcLfkYrnb5CC35UI4pdTLUfsfImKWdL5RE1UqdHykPDXUjx4PfONznxpIdUFc/bnLc/xwaxfm1k6zVOZZh+pmwRYn7ANwN4BsA/tr6/b5m3pCItgP4MwAXCyHOBRADcCWAdwO4UwhxJoA7rdsdQwiBmfkKtkzKDHUrLh+quEiXfLhbHCviMdKKgaobuwDAFf9f2q7WV7S725wimxeIx1C1pDyzIDWGi1ZgvLBi2hrDkaHqDHVKky+ssyUf3cxQ+zsqPHG42FXtpHJwGWnGNi/CDLXsxFh9n56x9XPQ0ElbqysrWdMOojeOx2okH2E0sPVQNa9KkmJozjrNZqj114gCJ6B27jOFfwCqXD7ytuRD3p9wFSXako+Uc0Es36cxyUe9DLVfoeFLL5L6+kJR1NiAejHk0lA3ejyE7W6r9rP7WJhcV72fgl6jl1ircyzD9DthZ/O3ArgEwDNCiJcCuBDAbAvvG4fUZcchr5qPArgCwPXW/68H8KoWXr9hljIys7JlMo6xUQO5gmioy5ii4iP5KFeEZ4ZaP5l7ST7OOz2FvZdVFwuqopp2kyuYVRnIZJxw/GTFV6c4nDLswDBfFPbED+iSj85nqCumwIqP5AOQ+/mBxwqBzT+ixs5QhwhQ3dhFiRFkqPfsTuM5pyWlawbk8XbBWU43uzAZ6jFN8qEC6lM2xpEriCo/9iANbFhqJB+GDLKFkEWRTQXURnSNXQBvyUclQCKh+1CXK3BlqD0kH8PNuXzYGeo6jV38Cg1fcI4TUFdE/cA8lSTbbhNo/HhQ41AXUxsnvM+N6qIjGXcH1PIcddZOZyUrFkNk59cOs+bmWIbpd8J2SswLIfJyuZyGhBC/IKKzm3lDIcQRIvowgIMAcgC+KYT4JhFtEUIcsx5zjIg2ez2fiN4M4M0AsGvXrmaG4Ilqtb15fQwnrQL2lVUzcFnQi4op7IkxphU3lSpAwmOi0icvfQJSrgqreRPbN8kT/obxGG75wPaGxtMIuUJ1ljmRIN+ucrPzFZy6NWFnrgtFsypbNJIixGPdCagzWROmqO2SqIgZ/l0oO6WdzOZNGISmJAlR2+Yl44RznpXEJ/+n7HR467dXcN+jsuBsNIzkY9gJqJWP+dYNcTz4eAGrOWflIKwGNgjd5QOQWdGK6Z+VDINhRNs4xy35EEIEao5TmuSjWBb2ecSdoVaSj9aLEus/1qvQ8J6Hc/Y4TVMgGQ9+oaEkobDojK2Z4+GyC0fxvz8nu9t+4h1bcMqG2imt5KOhVgH1k0fLiBnA3svS+Mr3MnjJRaOB417rtHOOHUpHN98wTL8RNkN9mIgmANwG4FtEdDvkFW/DWFrsKwCcBmAbgFEien3Y5wshrhNCXCyEuHjTpk3NDMGT4yflDLxlQxzrrAzbchNFVLIo0dKNunyovTI/ugzE0HxoVbFaNi/srmKrEbgk6OQKZlXnvqSrHbrOpskYRoYMW3ctJR/Og4kI4+lYV4oSl3y6JCoMw2lY46ZT2slcXuqLya/bTwBK4xqVLGFusYKNE85+eNZWJ4M3HKaxi6ahVoVqp2yQr6e75wQ13QiL7vIBODIrVezWlIaaKFL/dHeG2kvypZO0XT5MlF0a6qKHy4eqv2hcQ63GEXZLqhnSpCmjRTHRAAAgAElEQVR6cbbv47VGMEBzx8PJJef8UvQpcPQLqIeHHKeic05N4uxnDaFcAY7MhEzpr1HaOccmhyejGibD9B1hOyW+WgixKIR4H4C/APBZNL9ctAfAU0KIWSFECcCtAF4E4AQRbQUA6/dMk6/fMFPTGXz4xpMAgPd+etZuWrDchP5Xn0gMV6dEL8mHfl91htppnDJnTRpKQxkVuYKosnFLxAmjw7XNaJTGcCTlZHrzRWFn0hTjo93plqiC+HWjPgE1Ac87Pem5XZc+L9WRJg+redGUfhqQy9JAdFnUuaUKNmorMwePFe2//+Avj9bdJ8mE9EjWNdRbN8rMoV6Y6NfkpJ5+VW/E8TefnQNQK7Oyl/mbLUrsQIa6XJEXRfUyw0SEoQTZ3/+4pqF2Sz5SSbIv3BsOqBvolOiF+j4VQ2qoU0kDhWL18dConnlu0Ql+/bZTXXS4z793/njV/t9TR0s4MS8L0Z861lxB+hpizc2xDDMI1J3RicggoofUbSHEd4UQB4QQxaDnBXAQwKVENEIyPXc5gJ8DOADgKusxVwG4vcnXbwhVCJPJyhPr7GIFt961AgBNNXfRi4t0t4ByWSAer5ehdu5X7g96hhqIxstXkSuIqsxtIi7H947XrbfHs3m91phBy1AXLNs8nfExA0tNFne2wqIVxE/42GIZBmH7pgTe/vvr7fs2T8bw678ygm/ck+1IoaLUqzcXuKiAJwrrv2zeRDYvsHFCRjZT0xlcd5ujYQ27T9LDZGWo5WexZVK+np6h3rM7jT/87XX27TD1Ae7CNSU5+umjeQAyKDVNtJih7kxADThBNeCfoQYseURJVEnH3J0SV/PVnu8NN3ZpQPLhhbqgzpcEKgFFloqky+Vjz+40nn+mo9cPczzo50bfDLWlpddXg9RxpD7nbF7gpjvkef/po81ObWuGNTXHMsygUPfUKYQwATxARG0RLAsh7gHwRQA/hbTzMSCbxPw9gJcT0WMAXm7djhyvQpiilfRoxunD3SlRVBUlegXUzt/6BJRKys5vq3kTc4tlu/AmCi9fRTZfLflQGs09u9N4yQtGpIb7b7fbE9yI5UMthKhx+QCA8dEYFle6KPnwyVCroOtXzx8BILfjlg9sx48eznesUDGbF015UAOal3YEu1YFKErysf/AUo1XcJh9MjZiIJM1sZKVFw5KfuOWLb3gbFnIdvauJG75wPa6xWB+jWe++n0Z4EtLRNFihppsbXYU6AF1sSxqZCteqK6CpbKwA2Vla6nI5kTVRZrj8hFuXGFt8/xQ+7po+VCHKkp0fZZzi86++b9/va3u8TAXUvLhznx7FkCWZP3L0z2eoV5rcyzDDAphixK3AniYiKYBrKo7hRB7m3lTIcRfAfgr190FyCvpjhJU8NJMQO1u7FLROiV6Sz6cyUvPDBGRJakwMbdYwSkb4jg2V+5ohlr3uV1eNWskFCNDBoSQco9C0bRbJCvG083bD7bCsiX58NdQEypC2Nn1bF66T7SjSC4s2bwZqsDPC6cosf1BnzugbnafjA4bVlGiifSwYeuq3R1IVSHdSsjj2u99F5bl8w2DWpZ8RN3YRd8HpbKwr8CDAlCVza1q7JKozVC7XXoA/0DTTSNFiV44LdKDiywVQ0lCxXSSDfPLFTx9rIRNEzHMLlaqClj9qMpQ+2TiS+Vahw+/46hiAs/0eEANrK05lmEGhbAB9V9HOoou4tccAGg8oHYv3casyR1A1USoE/dx+QCkRdnJpQpW8wLnn5mQAXWEGep8wazKmuoaTa+AWgXfubzMUOua5KnpDKamV7GaF7jyPUew74rONE2Zms7gpm9Im5ar/uaYZ2MItaSvrOsAuX1hG0W0g1xBYHJdk5IPZZsXwaGgNKkqoG52n4yNGJhfrmA4ZSI9YmjtyKuDnpylwQ97XPuNR3kKK5lVyxrqDtjmAVKOoBLCQZlhlc0tVZzMc01jl5xpO6wAzTd2abUoUbl81Cu41TtAfufBVXzq32TzKJU0WMm2J6AuaoWcCr/jKBEHnjlexsvectDW0m+2GswA6FojKIZh1j5hixK/6/UT9eA6gV9zgJFUbTatHk61vvxN5PjZ+vlQV0k+XBPQSMrAoRNyxjzVclqI0umjJkMdl01nKhWBlaxpB0UK24mkYFb5UCt94qoVLM0sdKZpinpfFSj76X3VRJnXAuqVVRP79o53sImOGcrT2Qs7Qx2BD7VaQlcBddjmGW7SIwYyOYFMVgZ5Qwlpo+j+TmWtVYJMzgzlrOFVyAgAr36JDGzkxZLj8tFcY5foHFQA2DIYQAa76q2CMrpDSZmN1jsl1trmuSUfTWqo6/hQB40RsBq7hPChVp/jt+6R31tVb6GaRd1576rvcxVzixV7JcqvxbpXQO11XMdi1SsT6u+Z+Qo+eMM8/uGG+a41gmIYZu3TZC6if/BrUrBpIt6wy4e9ZGpbeMHl8lE7Ufn5UANS23t4Ri4/qoDaneFrFxVTZpndGmpAZvuWV027+6E9Piv4XlmVmkmloW5Hw45mCPu+UhYg7LbpgHR02bM7jVe/dMy+Ty/AbDe5gghlQeeFY5vXzhFJ5hYrSA+TvXzv9/2ot0/SIwZWraLEsREDRISxEQOr7oDauugyTfh6g+vs2Z3GH7/aCeZVMPXC86QeXtrmORnq5lqPU2SNXYQQyORM2wO5SkMdFFAnCHkf2zx1IZLNVV+kqYv1hjslNndYIh6Tzy0URVUtiR8qQ33jN1Y8dfG3f7d+sDq3WMY2y0Gm6KMVL5VqA2qv43o0Zfiu+lQqqPHk72QjKIZh1j5hJR99jVeTgq98b7VhyUfFS/KhZ6g9XD70E707QzU6bNhLuqduswLqiCQfKlurZ7jsIqOywPJqxfbnVqgM9bxVeKgyPp3UIod5fff9MQOoCCcTBjie46dpnssffutm7NicQLsRQmA1Z65J2zzpQV19WvD6ftQjbWmoU0nCGTvkdo4OG7UZau2iZiVb7VLhx8XPHQYg5QFv/K1xfPyWherGLgItZ6gjSP4DkBcNpgmsXxfD4ZkySmVnpSHY5cPA8mpZZqg1Wzwh5HEQj1m6fG3/EVFN4WIQtm1ekxlqIrLdSEyzvsvHkHXRpntJ6ygHFz+EEJhbquC5pw/h508XA4sSvY4D93F9+VsOBr6fF51qBMUwzNon1IxORG8Nc18/MTbaeEGduzFCdetxwKtxmC75cGsO9WzTjk1xxIzGZShhUQV61Rlq+TuTNVEqA+tGqzUrKkOtCsJUVrMdDTuaIez7Kg212mbA0csvar7ZR2ajafBQKstjpVnbPCUNiqQocamCDQ12B/VibMSAKeTrqYLEsRGjpqhWD6jDypn0C6ETVkMmx/u9DT7UmjtPu1Hf3w1Whjqs5MPWUGuOFXrRoWkKZAvC7rCqcFvrBRFmHPUYsoonwzZ2AYD167wf6JaYuVlelecl5XHud+Hg5fLhRTPnp041gmIYZu0T9tR5lcd9b2zjONYc60aNhn2oTdt2St6u8qH2sc0LlHxYAetoijCcMixdajQzvdIdD7sauwCOrnbMXZRoBfwLVoZaLeE2q7tthanpDHIe+8brfR3JR7WGGkCVzV9UHdNUENm0hlplqF3JMb3hSbNNadxdEptFFceZpvN3eqQ2Q60Hx2EvFvPahdCxk3InqK8RWZ0S16ptntpGVURZLoualS0vHA017JUuXSMt7StrjylZWBxubGEy5fWwM9QhNNTqfPEbLxpFwuOQu+icodo7NVRBoi358M1Q13ZJ9MLrvKWIxWq3J+pzGsMwvUXgKY+Ifp+IvgLgdCI6oP18G8DJzgyxO4x5TP71cLSQavmZrE5oMmPj3djF+bsmoLYCERXgeGX42kU+IKBWS7J+Lh8Ly9WSD1ufuF6OezRFkWmRAacYccWlL183ani+rypK9MtQb5yIITVEODoXUUDtIa9pBK/GLu6GJ80UTVVMgfnlNgXUWnZRZRqVrlrHLfkIgx6EH7cz1JbMimT2vyUNNUXXhdIJqGs11IFFiapTYsWRfNiSrJJTD+CWzCTi5Ot+4abVxi7OOE2YpkCsjsuH+myed3oKl10o/ciVntkgpxmQH7MqoN6kNNQ+RYklUWOb54Wuqwac83EyDrzrDZN41ilylbCRWgKGYQaHegth/wHgGICNAK7R7l8B8LOoBrUWWDdqIF+Uma6wWS53cZFhSJcPVczi5fKR0H2oXROQWr5VmtbR4dqirnaRy9dKPtR22wG1awl2xM5QK8mHM36lT3zNOw/jxReMRDrx+DX7SA2R5/sahgweVWCmr0YsrlSwfszAeNrA0dlo/Gi99nUjOD7Uzn1BBZlh9/3CcgWmibYH1Olhsn4bNTUA2bywdL7h6wP0ZiA1kg/rO9eShtpAZEWJahvXa5IPWyoWMNShJCFXkMW/qrGLcqQploQdTLolH4kENVCU2JptnhpnsSS3Kazko1AUWJeOYTRF+MpHdgIAfufdh+smD1SGestkHAbVk3yEOw7cuupPf2kBt313BZc8dxgfvnEBr3rJGP70d9YHvALDMINK4ClPCPEMgO8BWHVZ5v1UCBFN+m6NoLKxjTh9qCYuMb1Aygwu9gl2+ajOUKeHuyP5sAPqdLgMtc7EWMyWhERFo0WQMZLForm8iWSCsH7MwJL1OS+smJgYi2H7pnhkGmpH8tFkhlr5UGuVc+0oBHU3dWkFXf+qguu0VZSo2+Nl8yY2r69tSx6EWlmIGY7mvbpuQZN8hAykdNRrRMFKTUCtScUCigFTSUe6oS7M9aJhJV8a8chQN956vHnJRyppWI1dRAMBtYmZ+Qo2axnpMCuEqoPshvFYjYWgTtGnKDEMlzw3hVIZ+Py/L6FYErjkOammXodhmP4nTOvxCoAsEQ2UWEy1n/3d/3U0tB7VbTultJglK/Dx0gn6ST6mpjO48Q7ZoOR792cxNZ2RGuoOFiUmXQG1u0goHpMuAo6GuvZwWr/OiDygbrQIUkk+spbv9thozJ68lzIVTKQNbNuUwPGT5UgK/5Q/d6s+1PrQWi0EnZrO4OprZwEAH71pvmV/Xb3BiF6UWDGrM8zZgsDGCbnEH/ZiUa0sqKV+wFndMSxnnUJJZr6b0QMbmjtPu3FLPkohW48Pad8t24c6oTTUzkWau/uml8uHn9be8aFuYsMsVPdGqaEO3vd6Z8UTC2VbIgag7rluajqDf7tzBUIAr/+rowBEndbjzQXU55+RQswAvvwduY8+0obvBsMw/UnYGT0P4EEi+iwRfUL9RDmwbjI1ncFXv++cNMPqUd2SD7LcAhzJh4eGOq5nqMl+/2tuWrAn32xeyMYHK9G1Hs956HpVZfzJRaWhrp1pR1KGnaFO+WSo69lftcq+veM1VfxBBUPKHzxXMDEyRFinObosWhnqbRvjKJWB2YX2Xww4ko/2Zajf8Mp1NY8LWzSljrclK9s7v2y23LRizEdDDVRLO3JWgxuvgkU/lN7/Wac4loZeLh/NZiXVa0RBJmsiZjgrYLrLRz0faoXtQ625fCht+uhwrcuHXpQYpLVXF4/1tM9BKDcS06zvZ21nqEuiJkOd9rBYdG9DTmvgVCgBTx8tej4+rMuHF3fft1ol/+lUkyqGYXqPsAH11wD8BYC7AfxE++lL9h9YqqmMD2Pi7249rlw+giQf8SoNtfP+XnrYXx4qRWablw3QUM8tVZBKkmeAMjJEdrMZL8nH+g5IPvbsTuMVLxy1b9crGJLForLt9fCQbIu9smoiZ3V8VJIPADgagexDyWvc2cSwqEBF11CPuy52GimaiqIRz0iKoOIy3eUDqM5Eq+5+ox76aj9yBRNEwI4tHgG14Ug+mg6oI9RQq46jdjBcFiF9qAMC6rLwXfVwFyUGfdbKNaalDLWtoRZ1ixvVBfhSxsTyqoktWoZ6zOq06YVfzcQvnvGueSh6NHYJy/4DSzWrFdzQhWEYL0Jdtwshro96IGuJZvWoKmGoJpKYpcUsWU/zypLo3tQqKPB7H6WTbCVY8CPI5WN+uVLj8KGQAbh/hnr9mIFsXqBQNKuWrdvNaduSAFbxpQ9ux/qx4IjAsBu7mBhOORlqlaGdGDOcgHqujBe0eaxts83T4s8fPZzD6DAhZhAuu3AEf/66ydCvF0UjHsMgjKbkxZajoZbHx4pHhroRV518USCVpKoArMpZx+qU2IzDh3qtKKQ+gMxQp0cMTa4hQrlr6N8tJR3TXyPI5UO/gAn6rJVVYCu2eamElqGu8zrxGCFmAAePy0B4ywYtQx0g+fDbhrxHkA2Et81r5L24oQvDMG7CNnY5k4i+SESPENGT6ifqwXWLZvWobi0kWVrMshVpe0o+tPtUYxe/9xnzWDJvF7mCLNDTs+hqEsrmRY0HtUJvn+0n+QCqG6ZEQVYteYcIUh3Jh8xQK0eXmQWZjZ5Ix/DAY3kAUjPZrKezHzmPi5dGsG3zKkLqYd9zBP/+g1WUy0A8JhpexYiiEc/UdMbOxP/h3xzD1HQGP3+qAAB420dm7H2aLQiMDMm25OEz1AKpIcImPaC26xbk97AQ0irNiyglH8urMkOtLq5LZdiBbFAxoJfk475HcwCAqz81i898SXaO3PeBY1XHqrsoMeiztjPULVz3JpNWY5cQPtSAPGccOiED6s01GWqzqjhUab/9LnX8LqD8OiWGoVtNqhiG6T3Cnjr/BcCnAZQBvBTA5wHcENWguk2zjUlqJB8UQvKhZa3VROb3/i+7WHq1RqGjzlkFejp6VscvQ61nWb0mrfVjlrXecrQZndW8QDzmvQrgRkk+sgUpN1DbdvC4DKh/eaiAj9y8YD++GU/nILJ5E0Oui5dGUMfJI08VpB7W0nkXSgILKwLPHPPWkvqxb+94TTDSStMKpXFVQenMQgUfvGEeN3x92X7MzHwF19y4gGJJ2BrqRiQfw0OG7Q4C1NrmFUsCSZ8mHfWI2jZPBtRahrrivK8f+vkgHidMTWeq9qcarlvjm4gDJa1YL+jc1o5OiSnLh1qI+hpq9d7KTadKQz1iQAhHHqVrv70gArZtqg1yKxUZ3Dd7cdWNJlUMw/QmYU+dw0KIOwGQEOIZIcT7ALwsumF1F2XwrzKuYfWo7tbjKtOl9NjeLh+1tnl6gwHS3v/S80YARBNQZ/NmTUCtB8h+bYDVc1JJqmmdDsCWX0RdmJi1pANeY3AT0xq7DA8ZGLP0xypT9rXvrbZdU1w9VtG0ZR7gXJj98MFczTiFAA432OFxz+40/ugKJ0BotWmFl8a1UnGKcxXKK3o4RUgPE1ZCHtd56+KvOkPtSD4qSkPddIY6OsnHSk5KPmIGwTBksBuqKLFK8kHYf2AJRR+bdP1YTboy1Ht2p/G2Kx0fZSLg7VfKz7pdnRLV+S6M/d5Q0kC5Is+VG8erXT4AZzXOTzcNyON1x+aYZ9G00o83K/nwOxdzQxeGYdyErX3OE5EB4DEi+m8AjgDYHN2wus+e3WnMLZq47rZF7P9fW6saVfhR23pctkEOW5SoT2TuBgMA8PCTcsk8GsmHwIir0YgekLiL3hSqiNFL7gE4frsLmagz1GZNUws/pIZaIJeX0gEnQy0jFGUT6KZdusls3rTbtjeDOr78irbcgWsYlGPGx/58M84/ozWv3Ub306iloc5YHtX1LopyBROppPzchhKy1XVMy1DbGuo1nKEGrGC3IrTzhv94dUvKRILq7mP1f1mUWP2/C8+Sn+9F56Twk1/kbe1yWzolauMMI/lQKyMbJ2JV58cxSwu+kjVxygb/Y4oA3PKB7XjXJ2c8z4vKSq9Zlw/A+1zMMAzjJuxp5m0ARgD8GYD3Q8o+ropqUGuFnafI3XPoRAnPOW2o7uN/9JDUNL73M3PYPBnDGdsTqJiwfai9OiXqFfX1EjrKLSEqyUeqRvLh/O2noVaZVr/gZTzdGclHNi9qmlr4YRhkZ6hHhgy7A+TBE2UMJQjjY4bn0nI7dJNT0xl8/4EsiiXgyvcewb694w1P1irwSg+TZ1DdjOuZupjYpTlnNMumyZjv0rwXw5bko1QOFwjni1ImcuePV+36hD/4y6PYd8W4bVVZNEXTRZ/URg311HQG+w8sYXa+gvQIYSUrcPvdGfzwoRyEENWdEgOGq68WxWP197E6Vr0au8xZF4yvfNEofvpoHu/59Cxy2qpJSxnqhHeCwPfx1mftbjOuLjpWsiampjMgQ36ubvTt9Go9XmoxQ80wDBOWsC4fPwYAIhJCiD+MdkhrBxVcHAwRUE9NZ3DTN6o1oicXZStnlTFMeHVKNMjWWtfL6KS1SabdKPmDThgNdb0M9fCQgdQQdUzyEQaDZOBWrkjJitq2EyfL2LQ+hj/aO45rblqoWmJuh25S6UDVUr3SZgNoKKhWGcQXnJ3CPY/kq8YZM2SmUXaqCx9EHDxRxrpRw74AaoV9HvsvFpPZRD17rlqOq6JEQB7b9dxgcgWBclnuu4qm077mpgXs2BwDEaFc9r/Iq4f8Praeolaft9oPK1nnNVUw/NTREl5wjswYB2eonf8l4+S5jxX6serVelx5qx+bkweicg9S1ntT05mmM7L6Pg9z+OmyOh11rvuPn2XxtR+sel7g6NuZjFOVVlyh5CftdkViGKZxXvaWg90eQiB3XburpeeHdfl4IRE9AuDn1u3nE9G1Lb1zD7B1YxzxmFOsFoSXd7Wa7Mvl4NbCKktdT3Oogo7ViCQfbg21YZAdvPlmqG0Ntf+h1Akv6mxeNCT5UMvDIynD3jZTSFcSpZvcMC7vXzdqtEU32S6/Z3Xhdeq2BN7xuvX2Z7R5MoaXXCQLV1VwFJZDx0vYuSUeSoNeDy/d6bveMIl3vmESyYQz1te8dAyA/AzSw+EvFnMFEwdPlD335eETFVmUWG5eQx1rU6fEIN2v4hdPF+1gMUhq4S5K1Pcx4BwTbo2vW0MNALOL8kR14O5VT2lLK7UC1RnqEI9XAfX66tyOCqin7sl67kPDQNV2JuLgDDXDMF0lrOTjYwB+HcABABBCPEBEl0U2qjVCPEbYvimOgyd8qn80gjSNSsfnJflQ71Mqi7oTUDIhW31HI/nwzvAmE4RcQfhnqK3nBGUD148ZHclQ79gc7nCOGYRVrVthKkl2tnTCytDu2Z3Giy8YwSvfdhi/87Kxtmgo2+VpSyQL2ioVOc5/vm0JFz0nhXe+YQPu+GEGd/44ZzcQCcvBEyX8yvOGGxpHEH660/seLWD6kTxu+cB2fPenWQArGEmRZxdFP/IF4es5XChJD+RCsXmXDyUbaZUwn6vybAaCA9CUh21eGG1vIi5XBfQVi7nFCpIJwtxi+2sF9PNAmKJEvwy1OnaXfY4HYVav6qiW5244oGYYplOEnnGFEIdcdw2Es/3OLQkcOl4/oA7S19arNFf3h1miTwd0EGuFbL42Q62PbV0Ilw8/OpGhXm1E8mE4S8HDljOIcgiY0JrCDCUNbBiP4dhce7olttPTVko75HGgy12a8SrPZE3ML5vYeUrr+ul6TI7HsLBcQcUUyBa0VYIG5Ey5gr9LylBCZpdLLWSoVeMfN8oH+fK3HKzrTa50v/UYSpBjtxmwOpCscvmo/7r286x9oEttZhcr2DgRi8RjWT8P1EsQTE1nMP2w9Hu//qtLVftzeEheNPp9zu4xJhNUs0IIOMmMZo8FhmGYsIQNqA8R0YsACCJKEtH/gCX/6Hd2nZLAkdmyXfzkx7694zVLtkrKoU7q9SQfYTSH6QZaNDeC1FAHBNQ+Lh8qkHMXNOpMjBnRSz5y4a3o9P2stlll4CdcGuKtG+NtC6jb6fcci5Gtlc4WHLlLMzp7ZRe4c0sLVggh2TAegymApRXTbsYzrGmo610sVkyBQkngonNSnv7Ap2+LwzQFCsUWOiUSVTUUAap9kAWCvcndPtx+EAE7NsdCFSXGDLKLhBvJtqpuirocYm6hgk0TMU+PZQAt1QroWuWg85naR2qlYTFjVu1PIkJ62MA5z0rWOHR4fWcSce8MtZ3MYA01wzAREzag/hMAfwpgO4DDAC6wbvc9u7bEUTFlC+og9uxO49RtUnOtdKOXXSiX0G3rJj/Jh9YIph7pYaPtko9yRaBUhqeVW9KazHw7JVoBaVDwMjEWw9KKWROktItyRQZZYbokAtUrAUoDrgK6CVfb8q0bYjh6sj0B9Z7dabzhN8fs26142qriw3xRQAjUZKgbCaiVpKkdDh/1mLRsFE8uV+ymHaqxC1A/s670tM89bcjTH3jrpgRM09JQN916vNY2rxH9e5B2et2oYY9328YYxtMxxzavTqMf9R2LNxJQaw1kFHOLZWycqK0VAICRocYKZN1UZ6j9xxlmf46NGJgYi+GS58iizSAf6KRVfClcH5za7mT014oMwww4YV0+5gD8QcRjWZOoZfBDx0t1A45SCbj03GH8zR9vAgD869Qyvn1vzj6p+02YcVvyUX886RGj7S4fQa2wVVBS3+UjuCjRFDLIG0+3v2VvNq+kA+ECDX0lQY1fbZ/q7KjYujGOqR9nUSqLtugwz9wh3WI+/uebcV4Lfs8xQzYfUVrwUauoT134NLKKcfB4GfGY3Nao2WA17zi5VEEubyIRl0Ff2KLEvHasemmIpx/Oo1CSFxnNZ6idgmJFI/r3IM/k2z60w7795x87gVLZkZfUu6AeShrI5CoNyRfsgNq6qDdNgbklmaEGHB32m95/DE8fK2E41dr3U7+ICSqyDLM/VffMYlngrF1JfObdp/i/b1xKfSpmda2K3VSLJR8Mw0RM4AxKRP8Ip6ttDUKIP2v7iNYYTxyWbZz/4p+kt7Sfb7BpChw7Wcal5zmFXSpAVo0V/IsS1eODT/pT0xn87PECCkWBK/7nIRAIK6smNgWMK+i1lD+uCnLctnlT0xm7LfDr/+qo53v87HHpvf2V72dwzyM5z8eoIHV+uRJRQG1lOhvwoVYMp2Qb53t/IbWcn7PCv6EAACAASURBVLl1EYbhZOm2boxDCGBmvoztm1vP4KqmMRsmWgteYwZgVqTUBXAuJuxirtVwEpup6Qxu/fYKyhX/z7idqGNtfqlidYyU443FCCMpqhtQ5yzddWrI+7M2DELeekyzy/yqIZOOn++zl9447GOTccJSwQzl8gE4BX/xBg4dd4Z6adVEqQxsdB1/OzbH8PSxEk4uVZr2RweqL6yDEgRh9tHYiIGljIlnTpTw65eOBr6v2s5iSVQ1y+KiRIZhOkW9COReAD+xfvZqf6ufvmZqOoNPfXHRvh2km5xbrKBUBrZpWT5VZOR06/LJUFsTQNCEWuNpuyqwvGrW1XMGvZbSg6pGD08cLtQ8RhUzeb3H1HQGn//3Ffu23zhUt8SonD5WLQlMaMmH9jH8+JGc1HIWvLWcKmtbT/ITFjugXtea37NhZaizrgz1kHKCCZGhto8p6/hs9DhqhirJR960JTeAzEiu1pEzBa2mAFKXrHS5zWaovRq7eOmN/fTvXvUUXo+NW5Z2YVt+K6cPLz97P5TUQWmJlbPHxgkncNWLA4HWjoMq27yAIssw+3NsxMATR4rIFwSeV6cPgMqMuy0C7XMva6gZhomYwFldCHG9+gGwoN+27utrGtFNqoBr2yYtoFYZ6rBFiQ1qDsOMq5HX+s5PcoGPcb/H/gNLNYVAXuNQuuSoChMblXzombNbvrkSuJ0qoG5XYeLcUgVjI0bd5iX1iMXk8rYt+bAuJogotCyoXb7YjZBMyALE+SWpodZ1+2Mhxq2CZb+AOmY4jhbNaqhjVvtynT2703jb7623bw8lyFf/vmd3Gls3xpCIB+t+E3FCuSzs9wqToTaovtba/R6AI32YXZB/bFrvBNT7DyzVtCdv9jgYCuny4eVV7t5H6WHD/iyfc1oy8H31DLWOo6HmgJphmGhpZN05moqyNUwjusmjljRi+yZHFqASNCo75Cf5UBmnoARVGG/YsP6xfo9bzJh1H6PfH3b/KMlHZBlqS/LRaFGiQU7XODdqGzask4FRuwLq+aUKJsdbl73E7Ax1teQDAMaGwwXU7fLFbpTJ8RhOLskMtf6ZpUOM25Z8+FyQ6BelzRcl1rp8AMB5Z6bs1x0ZJlx+ibcMQQiBpYzAKy5N4+2vm/R9H+l9Hs6HGpDBaiMFifI9qjO3s1aGepOWoW7ncVDtQx382Ho+2qpQdTxtVK38eaE+a3dAXeSAmmGYDtF6n+E+xs+PVQA1PrRH58qIGcBmLfOjGhs4Lh/Bko96msNmxxv2cZOaDCGMR21YH9vph2Xm+5P/tmDvt0Y8feuRszPU4Q5nNdEPD1HdbTAMwikb4jjWJqePk0sVbGxLQF2doda3XRVz1SMKH+IwbFhnYH5ZaqiHrQuBqekMfvF0EQ8+Xgg8HsJIPhTtlHwAsjU9ALzwvGEsLJu+MqC5pQpWsiZO2x6suU/GCcWy4ycetEI1NZ3BI08VUCyJhr4v7oB6brECw3BkWEB7j4N4zOmuGsZX34+p6Qy+8j0pJ8sVTNz549XAxyc97AEBTUPNkg+GYSImMAIhohUiWiaiZQDnq7/V/R0aY9fw82kFanWGR2fLOGVDvGo51s5Ql9SE6f0+YVqPB40FaMzP+Mo9Y573v1a7P4zGMcxjpqYz+MjNC/btmfkKPnjDPP7hhvlQnr5hWLWLEhvzoU4NGaG2oZ1e1HNLThFoK8QMoFIRtpfzqFaQuW40XIZ6397xmlWTZn2xG0HPUI8MGQ1pufN2UaL3Z61/x1qxzfNyeDwxL4+Bl108AgB4+Mmi5/OfOiJtCE/bGhxQJ5SGWhUl+gxX7Z+i1V+qke+LV0C9YV2s6lzTiD48DOq1mo2n1fYqT/JiCXW3V3lVu5u7OC4fzY2FYRgmLPU01GNCiHXWT1z7e0wIsa5Tg+wWus7PC11neHSuXKWfBnSXDyH9qX2KdNSkF1DDU6M5HBslpIcdZ4dG/IzVBD7pKoy7/GJnCTuMxjHMY7x0upVKdec2oDXtrq2h9nF+cKMyZyMpCrUN7QqoTVNgvm0BtWzsYks+XMV9YTLUe3ancd4ZQyAK1vq2mw3rYlaG2sRIihrScjsZah/Jh/YdajqgJnhKPk5YEohLnpvCaIrw8BOFmscAwFNHrYC6ToZaBdT1fKhb0bq7M7ezC+Uq/TQQ7nvcCHZA3eT6ZzPbm/TRUNcrCGcYhmkXfN1eB6Xzu/wtBz1F5EpneHS2hOecWq2pVPNjsSQCtY/OEmm4sSiEEHjt1UfwgrNT2LM7XWWF52Wlp/4/M19BPAb8yWsmcPt3V/DwUzIA+NMPncB/ucJ5Tj2NY5jHNKLDbFa7qwJqPxmAG8OWfMg/6m1DJltBJidw+VsONmVRqFheNVGuoC0BtRGTGerVvIlUkqqCMb24r94xQQDOeVYSn3qnv8dvu5kcj6FUBhZWZMv0IA2ve/zPO10Wp/l91u3SULsbuwDSOnFynYFU0sDmyRi+/sMMvvr9TM1+fepoCRvGY77dRRVOQK3e1/txrWic9czt1HQGDzxWQMVEjTVemO96WJTUplnJRzPbGyT5MIzg1T+GYZh2wAF1SIJ8U5dXZcDlzlCrjHSpLBAPCJbjIYoSvSAinPvsITz4RKHGVk8tCwOwg239/+UK8MEb5qtKTWcXqp/TDvz2m99jm2E1L9uOh53A1QXMSIgAfGo6g7vvkxpwXZ4CNL6PlGWeblnWLDGDYFoZare7ydiIgUxO4Jv3ZPDRm/2PCQA4PFPG+WcGW5K1G3VBITs8ku8xkh6lmmP65KL8LPz00foh0FJjFx/Jx5bJOKamMzh4ooyKy1ISkPv1yaNFnLatvmd5Ii6/h2Vlm+cz3EY8sGvfQ77o/Y/m8I0fZe3VqVaO43pIB5tK3aJEP5rZXr8MdamFjpkMwzCNwEWJIQnSGSqHD3clum6bFw+wuorHpB2WnyQkiPPPSOHEfAXXfTl4mdRPeuHuCNdu2zSv/RaL1ToAtKLZzObM0AWJgJM589Ph6uw/sFSjy2x2Hym/77ZpqK2iRPe2K3eEz94efEzkiyZmFirY2YaGNY2wQSuIGw7QsROo9pi1s7n1A+pWJB/CqyhxvoItk3HsP7BkB9MKtV8rpsAzx0qhAmp3EOi3Ta1onFVA/Z2f5GyNunvM7SbVYoa6me319aEuC3b4YBimI3Q8oCais4nofu1nmYjeRkSTRPQtInrM+r2+/qt1DqUzVLrjdaOObtnLgxpwJvd6ko94vHm94bnPltlFFay5UcuknZBeeGHrMy3d5lCS8K43TOJXn+90lJwYa0wD7mY1b2I0pAc14HwuwyGC8HZaip1cbGNAHbNs83JmjV2g6paoLNLcODIly+pxc2cXqnTbwCodu3WMjKSkx/PKauM2i3oQ17TLh0EwXZoP0xSYWShj82Qs8Jg4MltGqYxQAbU6J+SLIjCb24rGWQXUyz6a+igsEpMtFiU2s70JH9u8UlkMnH66V+dYhul1Oh5QCyEeFUJcIIS4AMBFALIAvgzg3QDuFEKcCeBO6/aaYs/uNL7wv7djdJhw2YUjtpTiozfPAwCu/tRsVSW6mtxVUaIXU9MZfP/+HMqVWiu+MDx9tIig6UItkzYip2i3bdqe3Wnc8rfbcfklI0gPG7j8klGs5oQdBP/X17RWCKe3sA6D0YDko52WYkryMbmufRnqbF7UuJuogNpddKpQYz88IwPqHZ3OUFcF1I6O/Za/3Y7TtyVw/hlD2LM77buPgy4+25GhjnnY5i2uyJbdWybjvuNKjxLees0JAMD+2xfrfpdVoFcoilD1E7d8YDvuvHYXbvnA9tDfF5WdTfs44ERhkZhqsSgRaHx77Wy/R6fEQXP46OU5lmF6mW5LPi4H8IQQ4hkAVwC43rr/egCv6tqoAogZhPOePYQHHsvbuuRVy95pZqHazkopOEo+kg/1/LxL49pIC/GP3rLg23FHXyb1aocci9U2m4nSNu38M4ZwcqmCZ46X8fCTBbzwfJmlXsy0liXLesgeglAXOn5OETrttBSbW6pgPG20RdMZM8guSnRvuwqof+3S0UBpzeEZWYy6o8MZ6pGUYctt3GPfsSVuB/r79o7XBGUGBbdtj8o2T1nmbbEKEL1kTLm8wJLVHGl+2Qxh9aZnqKPJoqpg8uLnpGoyxlF919V+72QhoAqoSzUZ6oF3+Oi5OZZhepVuX7tfCeBm6+8tQohjACCEOEZEm72eQERvBvBmANi1a1dHBunm/DNT+NFDi7juNn+N6p7daTuYKZaEZ6vpIHuoMBmooHbkw0OEt/++k/m97MJRXHPjPOJxQrEobGcC9Tp+LhDt5PlWp7kv3rWMfFHgReeP4Nv3Zu0gpFlW8wIbJ8JPmnZRYgiZiNoXn/iC9MXdNBHDf3lVc/voZJss8wA9Q10r+VAa6rN2JjExZmB5VWZXk6522YdnpGtFIxcj7WLDuhiOzJZrVgl2bkng+w/kUCoL7NmdxnW3LWJuUR4fmydjGBmiwPHqZQjNBtREsmBSCGHXNTgBdRzP3iGdRvbfvoSZhQqGEoShJGHZJVGp911OWmffepKPVlDB5I4tCcRiOQzFCPmCiPS73o4MdaMkAlw+BrwosaU5dii9vSODZAaXu67tThwXBV0LqIkoCWAvgKsbeZ4Q4joA1wHAxRdf3JV26IWSnDjn6mhUndbjwOiw/+PC3t/I4zavj1VZ6amq+d97eRp//Opq6VzUvsOKnVviGBkC/v0HsuvZtV9cQCrZeoY612iG2vpcUiF9q/fsTmM8HcO7PjmLq9+4AReclWpmmG3rkgjIYEW1Hvdy+QCAQyfKOLlkYt8V43joiQJ+9FAef/e5eew/sIR9e8dxZKbccbkHIFdWZhZkgPr+/zOHP3nNhH0M7tySgGnKVu9bJmOYX5bftR2b4/j8+7bhv33oeODKgsqKxmPNZ0jV80zhWF8et74/WyblKVPZzL37kycw/UihpuBPEfQdTWhFia10FQzCMGTnwkeeLKBUBq6+ahIvuci7ZXq7sG3zOhjHJn0buwyehlrRjjl23ebzuzLHMkwv0k3JxysB/FQIccK6fYKItgKA9XumayMLYGo6g1u+sRL4GL1tNSAnTK+mDa3qc321nMOEZ46Xcdt3lnHNTQtVFlS3fSfTUpvvVrjzx6vIa83l5hYryBaAxw56d5wLy2reDKWHVtiNXRp4zhk7ZVbysUPNj/XkUqWqIK8VYjGCWQFWA4oSv/dAFoAMKn76aB5AtfXfE4cLHZd7KJmTCnzc0oidW+R4Dp0o4cmjJZimDKZPzJdRMQXyBRHozqIuYlvJSqrX0HXUJ+bLGE2Rnf1X23L/L72buyiCvsuO5MOMNJubSBAetJrQPL/Ji8FGcBq7dC6QTfjZ5pUGN6BGj86xDNOrdDOg/n04S1EAcADAVdbfVwG4veMjCsH+A0u+2SigWpeoSz68Tuqt6nP9nv/ay2UL8eu/tlwrKSlFY5UVhv0Hlmq0qUI4neWaQQgrSzvcQIba1dglDOvHYtg4EWs6oK6YAvPL7ZV8ZAsmKiZqtn0oaSARBx4/VMJIivD1/1i121YrCkWBbKHzBYn1uuDt3CLHc+hE2b7QevEFIyiV5QVYrmAGNvBRn22zDh/6a+hGHzOWZZ57W4oBDTTrfZeVTCEfoiixFZJxQqkMnLo1gfVj7S9CdDNka6gjfysbwyDEYx6dEgfbNq8n51iG6VW6ElAT0QiAlwO4Vbv77wG8nIges/73990YWz0CZRYueye7KNGnsUurLX/9nv+6V4xjNEVY8rEdi8IqKwx+7+tuQ94I+YKwGoSEP5TVkn4YDbXOGTsSeOxQc8H/0ooJ00TbJB+xGNm2cl7bobLU5z17CLML/ju40xnqejKn9LCB9esMHDpRwuOHS0gPEy48W1pDHpsrI18UgRdCKiuaaCWgtr64Fe3q78S8tMwLsy1ASKs3zeUjygI+9T7PP6szDXxUvUgnNdSAXJXw8qEeNJcPoLfnWIbpVbpyqhFCZAFscN13ErIieU3j18Vr82QMt3yguoDD0LWYPo1dWm356/f8UzbG8MRh7/RZFFZZYfDbd030s7FZtdqOh/WhnprOYP9tiwCAa26aR65ght7/Z+1KYvrhZeSLJlIeRaZB7/mZW+V7fu5rSxgdppZ16zGSxZgAaiQfU9MZu9Dz4ScLGBs1agrmFB//wjzyxfD7oFXCdMHbuTmBQzNllEoCZ+5KYtsmmbU+NldGriDsojcvVFzazgz11HQGTx0t4ckjpaqW3Y2cC7xIxqPPUE9NZ7CwIsf4nZ9k8bzTkpF+1lPTGXzprmUAwDv/cQZ//OqJjh1byTh5+FC3Jv/pVXp5jmWYXqXbtnk9RyMyDT3p1MksydR0Bs8c8w6mo7TFq4ef3ZgQtR3OwpK1gsowGWql31VNLhZX6lub6ZyxIwlTAE8eCZ+lVu+piuuWMo29px/6BdrocLWu95qbFuyOgpmctNbz80E/udSe8YQlzPdn55Y4Dh4v4cmjRZyxI4nN62MwDODIrMpQ15d8tBJEqdcwTWt/3rhgB9e6tWWrki31mRSKAgGNVJtGHQtKC96uY6/e+2UsG9FOH1uJOHm6fAywhpphmA7CAXWDNCLT0LNOfhnqKNh/YMlTRmEYaKkjYat47buXXzICAFhq0unDyVDXP5Tr6XfrceauxgsTW31PP3R9qi758GsxP5yiGslCO8cTljDfn51bErbV31m7kojHCFsm47bWPsidRck1WspQa5IPr5oJ3Q6vFclWdVFi+88PUR17a+X93HhJPga8KJFhmA4ygOqy1gkr0zA0LYNXY5eo8NN2CrNzFnl+uPfd3fdlccePpBf1xonGX8/OUPt0gtNp1abwZ4/lQQR8/JYF3PzN5VA+vu1sXa6ja271iwm/182sCtz+oe24/C0HPRsBdVJXX+/7ozpKAsBnbl2AEALbNsbx1FF5IRMqQ91CEKVLPup9fq1ItpTOu1SOpoAvqmNvrbyfm4SH5KPIGWqGYToEZ6gjRM9QJzooW25nu+yoGU/LnbTYZHOX1Vz4DHUr+2VqOoOP3Oy99B/VewZhaE/XXT7qvd9aPzampjO4/W7HllLJBiqmwPGTMjAbDtBQ27Z5AY+ph26bF+X+0oP+KDLUnf6su31seWaoOaBmGKZDcEAdIXqxXSclH+1slx01ysZrcaW5LFY2r5wuom0j3uxytlfL93Z8FtUZaufvetu41o+N/QeWPC3+HtdkNkGSD7VfWslQO41dBPbtHa+pf2jX/kpUBdQtv1wNnf6su31sJRNeRYkD3ymRYZgOwZKPCNGDnk5mSdQSdKdaireCnaG2AmrV2THsuJ2ixPBtxJvZL80sZ09NZ/DPty/ZBYKA1Nm247PQg3TdRq7eNq71Y8NXspJzAqVAyYdy+WhThnrP7jQefrKA2++W3T3b9fkB1YXKUQTUnf6su31sJeKo8gUXQkiXD57lGIbpAHyqiRCjKkPd2fdu1Y6vU4yNGDAMKflQLgEqE6xkFYC/9ltlqMM2aWl2v4Sxe9NxbwvgZOva8bmogDoRr3W0qLeNa/nY8NvPk+sM2ykl6LOmNmqolQ31WbuGAKzipvdvwykb2nfK1C+yo/Kh7vRn3c1jKxknZHPO1avqxsmSD4ZhOgFLPiJEl3x0siixlzAMwviogaWM2ZSsIps3PYPKduO1nJ1MwHc5O2rHAxWAhdGO9xJ+soE3/qazn4My1Opr1oqGWsW2KqDOW59jK1lvL5JVAXVbX3ogSSaqbfPU3xxQMwzTCfg0HiHdKkrsNcbTMSyuVJqSVazmRUeCSrdFGgA877Qh32xc1I4HasWjkZbrvYCfFd1vvXjM7v4Y1NiFqHUNtXLnEVZErWzzWrHi8yIWIzt4j6IocdBwu3yUOKBmGKaDsOQjQnTbvE4WJfYaE2mZofZb7heA3aEOcDSa6VFCLi9QrqCqg11U6MvZb//ocdz3ywIuf8tBT61ooxKRRmm2fXov4CUbmJrOIFeQy/lv/9gM3vwq789aXcS2kk1Wr1GxYrNiRAE1AMStIJDj6dZxu3yUrM+NixIZhukE/ZXeWmPoGWqWfPgzMRbDYqYiHTF84s2Z+Qo+eMM8/uGGeczMVyAArKwKu4FNWBu7djA1ncHPn5KuE8LnvV/9ktpgr52OB0oi0G+SDy+UHl191nOL/p+1Ckxby1DL36rDYKEoEI9Fc1GsChM7XWPRj3CGmmGYbtL/s3EXqWo9zhOmL+NjBhZXTOzZncapW+O+etJKBZ4dIBWd6sq2/8BSlZuA13sfn6vAIGDjRHNd9OphxFSGuv+/wo3o0ZV0orXW45bkwzIdLxTNSLLTgBP466tZTHO4M9RKQ80uHwzDdAI+1USIrotkyYc/E+kYVrImyhWB2QUTv/Yro7jjh6ueHf3q0YmubEH66KnpDP75tiXMLlaQSpKvNKFVnAx1/x9XjejRbclHCwEwuTPUJdFSkWMQKnvKRYmtk4xXFyWyywfDMJ2ET+MRUu3y0b1xrHUmLC/qh58oYHnVxLnPHmpaa9yJrmx+75EeJVxz0wJmF2Wgly+KyGQojoa6/7/CjXTgsyUfLQTUMZdtXqEkkIooQ62CvSh8qAeNRFwG0ab1wSn5BwfUDMN0As5QR4iedYrzSd2Xcatb4vd/lgMAPO/0IezbO17j4xwzUNUkxU2nurJ5jS0RBwiEQrF6gEqa0O4stTq2+s3lwwuv/e33WbdD8uFkqJ3ALJmMZj87GWo+P7SK+szLFSBpOBpqLkrsfe66dle3h8AwdeGAOkJ0yQcXJfqz3spQ/+CBLNaNGti5JY5dpyQASP2scstQwfRISrp7pEcJBMLKqtnRrmzujnACMpu5vOod7UchQ1ESokGQfITtwDc1ncG1X1wEAHzy3xYghGjqeDDs1uPydr4oItNQq6JEzlC3jgqciyVRpafmDDXDMJ2AA+oIYclHOFSG+vjJCi49N2V7Catg6MM3LlRV71cqwNVvnOxqtz9l7TY1ncEHb5hHJSBmjkKGYmeoB0DyAdTvwOfuTLmUMet22fTD7fJRjDSgVpIPDvpaRe1Lda7ggJphmE4yGLNxl4ixbV4olIYaAM599lDV//YfWKoKpgGpae2Em0cY9h9YCgymo5KhDFJRYhja2ZnSbj2uNXZpd5dERZKLEtuGnaEuuzXUXRsSwzADBJ/GI4Rbj4dj+pGc/feX7lqpKuKLuuNgqwSNo91WeYqp6Qyu/ZKUNnz61sWOeG+vddp5nLglH4UIM9RxLkpsG+riRAXUtoaaM9QMw3QAvnaPkGoNdRcHsoaZms7gozcv2LcXVqqX6qPuONgqfuPbPBnDLR/Y3vb3a6e0oZ9o53FS09ilI7Z5HPS1itqXqkOi8ornokSGYToB50UiRJ8j2eXDm3pL9fv2jtcst3fKzSMMnR5fO6UN/UQ7PweVLRaabV7kRYl8emgZt+SDNdQMw3QSzlBHCLcer0+9pfqwDg/dotPjW+sSmG7Rzs9BdS2saLZ5kWuo+fzQMkkuSmQYpotwQB0hejvhOK8FeBJmqb6ew0O36eT41roEppu063NwZ6ijtc1TrccjefmBQmWoSzVFibxzGYaJHg7zIsTgxi51WeuSjrUG76/o0VuPCyFkhpo7Ja55dB9qQM9Qd21IDMMMEHyqiRD2oa7PWpd0rDV4f0VPzHb5EHZwFpXkI5FgH+p2oQJnVYxYKgvZwZR43zIMEz0cUEdIVVEiayR9WeuSjrUG769o0V0+CiqgjjhDzT7UrZP0cPlgyzyGYToFn8YjhIjsyZkDaobpDWzJh4DtqDKUjOZUmbRSGhxQt46XywfrpxmG6RR8Go8YsgPq7o6DYZhw2J0ShZOhjsrLWF1os+SjdWwfaq0okQNqhmE6BQfUEaMmZ7bFYpjeQLnzmKawM9SpiBu7cFFi63gVJSa4qQvDMB2CT+MRoyZnzpQwTG+g2+YVI85Qc6fE9pHw8KFmDTXDMJ2CA+qIUZMzSz4YpjdQsW3FlB7UQHRFickEZ6jbRTwmJXalKg11lwfFMMzAwKfxiFGTM0s+GKY3UHpmIYStoY5O8iF/8+mhdYgIyThpGWpeGWQYpnPw9XvEyMlZIMEZaobpCfTGLp2SfHBRYutMTWdQLAt8YWoF//7DDLI5gYoJXPneI+zVzjBM5HBAHTGOywdPmAzTCygLuyrJR8RFiTG+4G6JqekMrrlpwW4Xv7Iq7P/NzFdwzU0LAMBBNcMwkdGVgJqIJgDsB3AuAAHgTQAeBfAFAKcCeBrA7wohFroxvnYSM2RQzRpJhukNdMlHsSTvi7z1OF9vt8T+A0u2I4sXhaLA/gNLAxNQ98Ice9e1u7r11gwTCd0K8z4O4A4hxDkAng/g5wDeDeBOIcSZAO60bvc8hkFWsQzPmAzTC+iSj0LRBBBdhjrJko+2MDtfactj+oiBmWMZZq3Q8YCaiNYBuAzAZwFACFEUQiwCuALA9dbDrgfwqk6PLQqIuCCRYXqJmEdjl6gy1HHulNgWNk3W18yEeUw/MGhzLMOsFbpxGj8dwCyAfyGi+4hoPxGNAtgihDgGANbvzV5PJqI3E9G9RHTv7Oxs50bdJIYBJDigZpiewclQO41doipKvO+XeQDAx25ZwJXvPYKp6Uwk79Pv7Ns7HriKMJQk7Ns73sERdZW2zbHF3HznRs0wPU43Auo4gBcA+LQQ4kIAq2hg6UkIcZ0Q4mIhxMWbNm2KaoxtwyD2oGaYXkLJL1SGOpmgSCRbU9MZ3HzHsn1bFc9xUN04e3an8Y7XrcfmyRgIwNgoYd2oAQKweTKGd7xu/cDop9HGOTY5PBnVGBmm7+hGUeJhAIeFEPdYt78I+WU/QURbhRDHiGgrgJkujK3tGAZxBT/D9BCGrqEuicg8qPcfWEKxXH3foBXPtZM9u9O83yQDNccyzFqh4xlqIcRxAIeI6GzrBBuAvQAAD5hJREFUrssBPALgAICrrPuuAnB7p8cWBQaBPagZpoeoaj1eFJHJPfyK5AaseI5pM4M2xzLMWqFbPtT/HcCNRJQE8CSAP4QM7v+ViP4IwEEAr+3S2NqKQeA2aAzTQxiWvMM0BfIlEVlB4qbJGGY8gudBKZ5jImVg5liGWSt0JaAWQtwP4GKPf13e6bFEDRnE3XMYpodQGeqKlaGOyjJv395xXHPTQpV/8oAVzzERMUhzLMOsFTjWi5gYAQYnnBimZ1AaamEVJUaVoVZ63/0HljA7X8GmyRi3yGYYhulROKCOGMPgtuMM00tU2eZFGFADXEjHMAzTL3A7gQiZms7g6WMl/OLpInvMMkyPQEQwyLLNKwokI5J8MAzDMP0DB9QRMTWdwTU3LaBs1RyxxyzD9A5E0dvmMQzDMP0DB9QRsf/AUlWxEeB4zDIMs7YxDJmhLhbNyGzzGIZhmP6BA+qIYI9ZhuldDKLIbfMYhmGY/oED6ojw85Jlj1mGWfsYhpR8SNs8Pk0yDMMwwfBMERH79o7X+NeyxyzD9AZ2USJnqBmGYZgQsG1eRLDHLMP0LoZBKJcFyhVE1tiFYRiG6R84oI4Q9phlmN7EMIBcwQQALkpkGIZh6sIBNcMwjAuDgLzl0sO2ecygctauJO66dle3h8EwPQFrqBmGYVwYBiFXkAE1a6gZhmGYenBAzTAM44KIJR8MwzBMeDigZhiGcSE11JyhZhiGYcLBATXDMIwLXUPNLh8MwzBMPTigZhiGcSE11FLywQE1wzAMUw8OqBmGYVwYxJIPhmEYJjwcUDMMw7gwCMirgJpbjzMMwzB14JmCYRjGhWE4WWnOUDMMwzD14ICaYRjGhRZPc0DNMAzD1IUDaoZhGBeGdmZMclEiwzAMUwcOqBmGYVyQFkNz63GGYRimHhxQMwzDuFAaasMA4jEOqBmGYZhgOKBmGIZxoTTUrJ9mGIZhwsABNcMwjAuloWa5B8MwDBMGDqgZhmFcKMlHkjPUDMMwTAg4oGYYhnHBkg+GYRimETigZhiGcaEkH2yZxzAMw4SBA2qGYRgXhuWbl+K24wzDMEwIeLZgGIZxoTLULPlgGIZhwhDv9gAYhmHWGqqxCxclMoPMLw8W8bK3HKy5/65rd3VhNAyztuEMNcMwjAsuSmQYhmEagQNqhmEYF8o2b4iLEhmGYZgQcEDNMAzjgjPUDMMwTCNwQM0wDOPCLkrkDDXDMAwTgq4UJRLR0wBWAFQAlIUQFxPRJIAvADgVwNMAflcIsdCN8TEMM9go2zwOqJlehOdYhuk83cxQv1QIcYEQ4mLr9rsB3CmEOBPAndZthmGYjsO2eUwfwHMsw3SQtST5uALA9dbf1wN4VRfHwjDMAGOwbR7Tf/AcyzAR0q2AWgD4JhH9hIjebN23RQhxDACs35u9nkhEbyaie4no3tnZ2Q4Nl2GYQcJ2+eCAmulN2jLHFnPzHRouw/Q+3Wrs8qtCiKNEtBnAt4joF2GfKIS4DsB1AHDxxReLqAbIMMzgohq7pFhDzfQmbZlj120+n+dYhglJVzLUQoij1u8ZAF8GsBvACSLaCgDW75lujI1hGCZmnRmTybWkimOYcPAcyzCdp+OzBRGNEtGY+hvArwF4CMABAFdZD7sKwO2dHhvDMAzAkg+md+E5lmG6QzckH1sAfJnkmmocwE1CiDuI6McA/pWI/gjAQQCv7cLYGIZhbMkH2+YxPQjPsQzTBToeUAshngTwfI/7TwK4vNPjYRiGccO2eUyvwnMsw3QHFggyDMO44NbjDMMwTCNwQM0wDONCaaiTLPlgGIZhQsABNcMwjAuVoU5xhpphGIYJAQfUDMMwGlPTGXztBxkAwH//8AlMTWe6PCKGYRhmrdOtxi4MwzBrjqnpDK65aQGFouxnMbtYwTU3LQAA9uxOd3NoDMMwzBqGM9QMwzAW+w8s2cG0olAU2H9gqUsjYhiGYXoBzlAzDMNYzM5XGrqfYfqZs3Ylcde1u7o9DIbpCThDzTAMY7FpMtbQ/QzDMAwDcEDNMAxjs2/veE13xKEkYd/e8S6NiGEYhukFWPLBMAxjoQoP9x9Ywux8BZsmY9i3d5wLEhmGYZhAOKBmGIbR2LM7zQE0wzAM0xAs+WAYhmEYhmGYFuCAmmEYhmEYhmFagANqhmEYhmEYhmkBDqgZhmEYhmEYpgU4oGYYhmEYhmGYFuCAmmEYhmEYhmFagANqhmEYhmEYhmkBDqgZhmEYhmEYpgU4oGYYhmEYhmGYFuCAmmEYhmEYhmFagIQQ3R5D0xDRLIBnWnyZjQDm2jCcXmMQt3sQtxkYzO3mbR4cen27nyWE2NTtQXhBRCsAHu32OCKm14+fMPT7NnZy+3y/rz0dULcDIrpXCHFxt8fRaQZxuwdxm4HB3G7e5sFhULe7EwzCvuVt7H3Wyvax5INhGIZhGIZhWoADaoZhGIZhGIZpAQ6ogeu6PYAuMYjbPYjbDAzmdvM2Dw6Dut2dYBD2LW9j77Mmtm/gNdQMwzAMwzAM0wqcoWYYhmEYhmGYFhjogJqIXkFEjxLR40T07m6PJwqIaCcRfZuIfk5EDxPRW637J4noW0T0mPV7fbfH2m6IKEZE9xHRV63bg7DNE0T0RSL6hfWZv7Dft5uI3m4d2w8R0c1ElOrHbSai/0NEM0T0kHaf73YS0dXWue1RIvr17oy6NXy2+UPW8f0zIvoyEU1o/+v5bV4L9Ovc2Oh3qNcYhPneOr9PE9ED1jb+tXV/17dxYANqIooB+BSAVwJ4LoDfJ6LndndUkVAG8A4hxHMAXArgT63tfDeAO4UQZwK407rdb7wVwM+124OwzR8HcIcQ4hwAz4fc/r7dbiLaDuDPAFwshDgXQAzAlejPbf4cgFe47vPcTus7fiWA51nPudY65/Uan0PtNn8LwLlCiPMB/BLA1UBfbXNX6fO58XMI+R3qUQZhvi8AeJkQ4vkALgDwCiK6FGtgGwc2oAawG8DjQognhRBFALcAuKLLY2o7QohjQoifWn+vQAZY2yG39XrrYdcDeFV3RhgNRLQDwG8C2K/d3e/bvA7AZQA+CwBCiKIQYhF9vt0A4gCGiSgOYATAUfThNgsh7gYw77rbbzuvAHCLEKIghHgKwOOQ57yewmubhRDfFEKUrZs/ArDD+rsvtnkN0LdzY4PfoZ5jEOZ7IclYNxPWj8Aa2MZBDqi3Azik3T5s3de3ENGpAC4EcA+ALUKIY4D8EgLY3L2RRcLHALwTgKnd1+/bfDqAWQD/Ykld9hPRKPp4u4UQRwB8GMBBAMcALAkhvok+3mYXfts5KOe3NwH4uvX3oGxz1AzafuzLc0U/z/eWnPN+ADMAviWEWBPbOMgBNXnc17eWJ0SUBvAlAG8TQix3ezxRQkS/BWBGCPGTbo+lw8QBvADAp4UQFwJYRW8v7dXF0sldAeA0ANsAjBLR67s7qjVB35/fiOg9kEvcN6q7PB7WV9vcIXg/9jj9Pt8LISpCiAsgV6d2E9G53R4TMNgB9WEAO7XbOyCXivsOIkpAfrluFELcat19goi2Wv/fCnml1y/8KoC9RPQ05HLly4jo/6K/txmQx/Rh62odAL4IGWD383bvAfCUEGJWCFECcCuAF6G/t1nHbzv7+vxGRFcB+C0AfyAc79e+3uYOMmj7sa/OFYM031uSxu9A6uK7vo2DHFD/GMCZRHQaESUhi1kOdHlMbYeICFJT+3MhxEe0fx0AcJX191UAbu/02KJCCHG1EGKHEOJUyM/1LiHE69HH2wwAQojjAA4R0dnWXZcDeAT9vd0HAVxKRCPWsX45pG6wn7dZx287DwC4koiGiOg0AGcCmO7C+NoOEb0CwLsA7BVCZLV/9e02d5iBmBs1+uZcMQjzPRFtUs4+RDQMmVT5BdbCNgohBvYHwG9AVok/AeA93R5PRNv4nyCX634G4H7r5zcAbICshH3M+j3Z7bFGtP0vAfBV6+++32bIqud7rc/7NgDr+327Afw15An1IQA3ABjqx20GcDOkTrwEmUX8o6DtBPAe69z2KIBXdnv8bdzmxyE1vup89pl+2ua18NOvc2Oj36Fe+xmE+R7A+QDus7bxIQB/ad3f9W3kTokMwzAMwzAM0wKDLPlgGIZhGIZhmJbhgJphGIZhGIZhWoADaoZhGIZhGIZpAQ6oGYZhGIZhGKYFOKBmGIZhGIZhmBaId3sADMMwDMMwgwQRVQA8qN31KiHE010aDtMGOEPNMH0EEW0govutn+NEdMT6O0NE10bwfp8joqeI6E8CHvNiInqEiB5q9/szDMP0KDkhxAXaz9PqHyTh+KzHYB9qhulTiOh9ADJCiA9H+B6fg2yc88U6jzvVety5UY2FYRimVyCijBAird0+FcDXAXwbwAsBvArA71o/QwC+LIT4K+ux7wHw/0M2OJoF8JMoz/NMOPgKiGEGACJ6CRF91fr7fUR0PRF9k4ieJqLXENE/ENGDRHQHESWsx11ERN8lop8Q0TeIaGuI93ktET1ERA8Q0d1RbxfDMEyPMqytJn7Zuu9sAJ8XQlxo/X0mgN2QHXAvIqLLiOgiyHbwFwJ4DYBLujB2xgPWUDPMYPJsAC8F8FwAPwTwn4UQ77RO7L9JRF8D8I8ArhBCzBLR7wH4WwBvqvO6fwng14UQR4hoIsLxMwzD9DI5IcQF6oaVoX5GCPEj665fs37us26nIQPsMchsddZ63oFODZgJhgNqhhlMvi6EKBHRgwBiAO6w7n8QwKmQ2ZFzAXyLiGA95liI1/0BgM8R0b8CuLXdg2YYhuljVrW/CcDfCSH+SX8AEb0NAGt11yAs+WCYwaQAAEIIE0BJOMUUJuSFNgF4WCuYOU8I8Wv1XlQI8ScA3gtgJ4D7iWhDNMNnGIbpa74B4E1ElAYAItpORJsB3A3g1UQ0TERjAH67m4NkHDhDzTCMF48C2ERELxRC/NDSVZ8lhHg46ElE9GwhxD0A7iGi34YMrE92YLwMwzB9gxDim0T0HAA/tFYJMwBeL4T4KRF9AcD9AJ4B8D31HOW2JIT4TBeGPPBwQM0wTA1CiCIR/Q6ATxDROOS54mMAAgNqAB8iojMhM9x3Angg2pEyDMP0HrrDh3X7aUiZnX7fxwF83OO5fwtZ06LcnNT9HEh3EbbNYximadg2j2EYpnt0wh6VCQdnqBmGaYUlAO8noo1+2REiejGAawHMdXRkDMMwfY4Q4n3dHgMj4Qw1wzAMwzAMw7QAu3wwDMMwDMMwTAtwQM0wDMMwDMMwLcABNcMwDMMwDMO0AAfUDMMwDMMwDNMCHFD/v/bgkAAAAABA0P/XjrACAAAwBAb2ztnR1fQmAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# HR as a function of time and HR histo\n",
+ "histo_func(15,peaksA,t.values,color=colA,label='accelerometer')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 80,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# fixed peaks for the accelerometer\n",
+ "peaks_new_A = fix_peaks(t.values,peaksA,signal_A,thr=15,r=0.4, iteration = 3,color=colA,ylabel='Acceleration [mg]')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 81,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "histo_func(10,peaks_new_A,t.values,color=colA,label='accelerometer fixed')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "In the case of accelerometer, the function __fix_peaks__ manages to fix the peaks up to $100 \\; s$. In the last $40 \\; s$ some mistakes appears. They are probably due to the fact that around $110\\; s$ the __find_peaks__ algorithm finds an additional peak (with respect to the ones detected with the gyroscope) and at $120 \\; s$ it loses one peak. This causes some irregularities that our function cannot fix."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Qualitative comparison between the two instruments"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "Also in this case we proceed with the comparison between the two signal peaks detection."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 82,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "N° of peaks found from gyroscope signal: 167 \n",
+ "N° of peaks found from accelerometer signal: 167\n"
+ ]
+ }
+ ],
+ "source": [
+ "fig,ax1=plt.subplots(figsize=(15,6))\n",
+ "\n",
+ "ax1.plot(t,signal_A,label='filtered accelerometer signal',color=colA)\n",
+ "ax1.plot(t[peaks_new_A],signal_A[peaks_new_A], 'bo', label='peaks accelerometer')\n",
+ "ax1.tick_params(axis='y')\n",
+ "ax1.set_ylabel('Acceleration [mg]')\n",
+ "ax1.set_xlabel('Time [s]')\n",
+ "ax1.set_xlim(95, 110)\n",
+ "ax1.legend(loc='upper left')\n",
+ "ax1.set_title('Peaks comparison')\n",
+ "\n",
+ "ax2=ax1.twinx()\n",
+ "ax2.plot(t,signal_G,label='filtered gyroscope signal',color=colG)\n",
+ "ax2.plot(t[peaksG],signal_G[peaksG], 'ro', label='peaks gyroscope')\n",
+ "ax2.tick_params(axis='y')\n",
+ "ax2.set_ylabel('Angular velocity [dps]')\n",
+ "ax2.legend(loc='upper right')\n",
+ "\n",
+ "circ = Circle((107.1, 0.4), 0.9, fc = 'None', ec = 'green', alpha = 1, lw = 2)\n",
+ "ax2.add_patch(circ)\n",
+ "\n",
+ "plt.show()\n",
+ "\n",
+ "print('N° of peaks found from gyroscope signal: %s \\nN° of peaks found from accelerometer signal: %s' %(len(peaksG),len(peaksA)))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "As we underlined before, although the number of points is the same, there are some regions where the peaks do not coincide (see green circle). \n",
+ "\n",
+ "In the next cell we print the number of beats within a minute extracted from data."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 83,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "N° beats in one minute gyroscope: 77.15\n",
+ "N° beats in one minute accelerometer: 77.19\n"
+ ]
+ }
+ ],
+ "source": [
+ "#number of heart beats in one minute\n",
+ "print('N° beats in one minute gyroscope: %.2f' %((len(peaksG)-1)/(t.values[peaksG[-1]]-t.values[peaksG[0]])*60))\n",
+ "print('N° beats in one minute accelerometer: %.2f' %((len(peaks_new_A)-1)/(t.values[peaks_new_A[-1]]-t.values[peaks_new_A[0]])*60))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Peaks errors"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "The errors of the peaks for the BCG signal are overall greater than the previous ones because the peaks are less defined and larger. Notice that in the case of accelerometer some peaks are smaller because of the noise. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 84,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# gyroscope\n",
+ "widthsG = signal.peak_widths(signal_G, peaksG, rel_height=0.5)\n",
+ "# accelerometer\n",
+ "widthsA = signal.peak_widths(signal_A, peaks_new_A, rel_height=0.5)\n",
+ "\n",
+ "fig, ax = plt.subplots(2,1, figsize=(15,10),sharex=True)\n",
+ "ax[0].plot(t.values,signal_G,label='gyroscope',color=colG)\n",
+ "ax[0].plot(t.values[peaksG], signal_G[peaksG],'rx')\n",
+ "ax[0].hlines(widthsG[1],xmin=1/sample_freq*widthsG[2],xmax=1/sample_freq*widthsG[3],color='red')\n",
+ "ax[0].set_xlim(30,40)\n",
+ "ax[0].set_ylabel('Angular Velocity [dps]')\n",
+ "ax[0].set_title('Peaks width at FWHM')\n",
+ "ax[0].legend()\n",
+ "\n",
+ "ax[1].plot(t.values,signal_A,label='accelerometer',color=colA)\n",
+ "ax[1].plot(t.values[peaks_new_A], signal_A[peaks_new_A],'rx')\n",
+ "ax[1].hlines(widthsA[1],xmin=1/sample_freq*widthsA[2],xmax=1/sample_freq*widthsA[3],color='red')\n",
+ "ax[1].set_xlim(60,70)\n",
+ "ax[1].set_ylabel('Acceleration [mg]')\n",
+ "ax[1].set_xlabel('Time [s]')\n",
+ "ax[1].legend()\n",
+ "\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "In general, the non-sharp peak shape leads to error overestimation. \\\n",
+ "We also notice that the error estimation is sensitive to the peak shape, which is particularly irregular in the accelerometer, as shown in the figure above."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Results"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Finally we report the results as we did for the SCG signal:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 85,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "xxG,fxG,rateG,err_rateG = kde_func(widthsG,t,peaksG)\n",
+ "xxA,fxA,rateA,err_rateA = kde_func(widthsA,t,peaks_new_A)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 86,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=(15,5))\n",
+ "plt.errorbar((t.values[peaksG][1:]+t.values[peaksG][:-1])*0.5,rateG,err_rateG,marker='o',color=colG,label='gyroscope')\n",
+ "plt.errorbar((t.values[peaks_new_A][1:]+t.values[peaks_new_A][:-1])*0.5,rateA,err_rateA,marker='o',color=colA,label='accelerometer',alpha=0.8)\n",
+ "plt.legend()\n",
+ "plt.xlabel('Time [s]')\n",
+ "plt.ylabel('Heart rate [BPM]')\n",
+ "plt.title('Heart rate as a function of time')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Also in this case the heart rate oscillates during the time interval mainly between $[70,90]$ BPM. As said before, the main differences between the two signals are above $100 \\; s$. Comparing with the previous analysis on the SCG signal, the oscillation of HR in time is different, in particular it displays a longer period. The difference is probably due to the fact that the subjects in the two measurements are different."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 87,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig,ax=plt.subplots(1,2,figsize=(15,5))\n",
+ "\n",
+ "bins=np.arange(59,111,4.3)\n",
+ "ax[0].hist(rateG, bins=bins, density=True,color=colG, alpha=0.5)\n",
+ "ax[0].plot(xxG, fxG, linewidth=2.5, linestyle='solid',label='KDE gyroscope',color=colG)\n",
+ "ax[0].set_xlabel('Heart rate [BPM]')\n",
+ "ax[0].set_ylabel('Relative Frequencies')\n",
+ "ax[0].legend()\n",
+ "ax[1].hist(rateA, bins=bins, density=True,color=colA, alpha=0.5)\n",
+ "ax[1].plot(xxA, fxA, linewidth=2.5, linestyle='solid',label='KDE accelerometer',color=colA)\n",
+ "ax[1].set_xlabel('Heart rate [BPM]')\n",
+ "ax[1].set_ylabel('Relative Frequencies')\n",
+ "ax[1].legend()\n",
+ "fig.suptitle('KDE')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We report the weighted average as estimation of the heart rate in this interval. Despite the are some wrong peaks in the accelerometer signal, the two means are compatible with $\\lambda = 1.6$."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 88,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "HR gyroscope: 74.6 +/- 0.7 BPM\n",
+ "HR accelerometer: 76.2 +/- 0.7 BPM\n"
+ ]
+ }
+ ],
+ "source": [
+ "#HR mean with weights\n",
+ "meanG = np.average(rateG, weights=1/err_rateG**2)\n",
+ "meanA = np.average(rateA, weights=1/err_rateA**2)\n",
+ "err_meanA = (1/np.sum(1/err_rateA**2))**0.5\n",
+ "err_meanG = (1/np.sum(1/err_rateG**2))**0.5\n",
+ "\n",
+ "print('HR gyroscope: %.1f +/- %.1f BPM' %(meanG, err_meanG))\n",
+ "print('HR accelerometer: %.1f +/- %.1f BPM' %(meanA, err_meanA))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Also in this case, we estimate __heart rate variability__ with RMSSD method (Root Mean Square of Successive Differences) applied to heart beat periods.\n",
+ "HRV are different because the mistakes in accelerometer peak detection introduces high differences in successive periods, so accelerometer HRV is bigger."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 89,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Heart rate variability for accelerometer: 70 +/- 10 ms\n",
+ "Heart rate variability for gyroscope: 57 +/- 12 ms\n"
+ ]
+ }
+ ],
+ "source": [
+ "#Heart rate variability\n",
+ "hrv_A, sigma_hrv_A = hrv(t.values,peaks_new_A,widthsA)\n",
+ "hrv_G, sigma_hrv_G = hrv(t.values,peaksG,widthsG)\n",
+ "\n",
+ "print('Heart rate variability for accelerometer: %.0f +/- %.0f ms' %(hrv_A*1000, sigma_hrv_A*1000))\n",
+ "print('Heart rate variability for gyroscope: %.0f +/- %.0f ms' %(hrv_G*1000, sigma_hrv_G*1000))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Even though the compatibility between the two values is good ($\\lambda = 0.8$) this is probably due to an overestimation of the peaks errors as discussed before. \\\n",
+ "The most reliable estimation of HRV is the one extracted from the gyroscope; this value is lower than the ones found in SCG analysis. This can be observed in the plot _Heart rate as a function of time,_ where successive points are closer than the ones in SCG."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Conclusions"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "To sum up, the method introduced in this notebook manages to identify the heart beat from an SGC and BCG signal. To recall it, we used PCA to select the component with the greatest variability (and less affected by the noise); then we performed a time analysis to extract the single heart beats. In order to do that, we processed the signal with a specific pipeline: \n",
+ "- the discrete wavelet transform allowed us to select and keep the main peaks caused by the heart, removing high frequency noise and lower frequencies;\n",
+ "- the envelope helped us to highlight the peaks;\n",
+ "- the passband filter finally cleaned the signal we were searching for. \n",
+ "\n",
+ "At this point the signal was ready to the peaks analysis from which we estimated the heart rate and heart rate variability.\n",
+ "Moreover we have used a simple algorithm in order to fix the peaks estimation when the filter and the peaks detection did not work properly.\n",
+ "\n",
+ "In the case of the SCG, the heart beat signal was already visible in the raw data (expecially in the gyroscope), and our procedure succeded in finding all the peaks. The final results of the two instruments matches and are compatible also with the preliminar value highlighted by the FFT of the original signals.\n",
+ "\n",
+ "Concerning the BCG, the raw signals were more noisy and from the FFT we cannot find any relevant peaks within the heart beat frequency range. In this case our procedure was fundamental to extract the beat structure from the data. Nevertheless, in particular for the accelerometer, also after our filtering pipeline the signal showed some imperfections, for this reason finding peaks was more difficult. After fixing some wrong peaks with our algorithm we obtained a compatible HR with respect to the gyroscope.\n",
+ "\n",
+ "Also comparing the heart rate variability of the two subjects, we have a good agreement between accelerometer and gyroscope in SCG but the two values do not match for BCG. \n",
+ "\n",
+ "To conclude, as we expected the analysis of an SCG signal brings to more reliable estimations, due to the lower noise that affect the signal (the sensor is directly placed on the sternum). However, we showed that is possible to obtain a good estimation of heart rate also from BCG, which is an indirect measure, in particular looking at the gyroscope.\\\n",
+ "Also we can not exclude that after applying a more complex and _ad hoc_ filtering and detection procedure it would be possible to achieve better results."
+ ]
+ }
+ ],
+ "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": "3.8.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Project.ipynb b/Project.ipynb
index db570e5..6b6362b 100644
--- a/Project.ipynb
+++ b/Project.ipynb
@@ -130,7 +130,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.5.4"
+ "version": "3.8.3"
}
},
"nbformat": 4,
diff --git a/sym4_bis.png b/sym4_bis.png
new file mode 100644
index 0000000..0b42a6f
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