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Realtime Low and High Pass Butterworth Filters
name: filter
channels:
- conda-forge
- defaults
dependencies:
- numpy
- scipy
- matplotlib
- sympy
- dynamicisttoolkit
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from scipy.signal import buttap, lp2hp_zpk, bilinear_zpk, zpk2tf, butter\n",
"from dtk.process import butterworth\n",
"import sympy as sm\n",
"from sympy.printing.pycode import NumPyPrinter"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"plt.rc('figure', figsize=(16, 10))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# High and Low Pass 2nd Order Butterworth Filters\n",
"\n",
"The following example demonstrates a 2nd order lowpass butterworth filter explained in Winter \"biomechanics and motor control of human movement\" and compares it to the 2nd order high pass butterworth filter described in http://health.uottawa.ca/biomech/lab/docs/ncb2_sm.pdf."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Simple 2nd order digital filter that operates on the unfiltered data $x$ and filtered data $y$:\n",
"$$\n",
"y_i = a_0 x_i + a_1 x_{i-1} + a_2 x_{i-2} + b_1 y_{i-1} + b_2 y_{i-2}\n",
"$$\n",
"\n",
"The coefficients are a function of the desired cutoff freqency. Note that this requires data from two samples in the past."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def winter_low(cutoff_freq, sample_time, x0, x1, x2, y1, y2, print_coeff=False):\n",
" \"\"\"Filters a data sample based on two past unfiltered and filtered data samples.\n",
" \n",
" 2nd order low pass, single pass butterworth filter presented in Winter2009.\n",
" \n",
" Parameters\n",
" ==========\n",
" cuttoff_freq: float\n",
" The desired lowpass cutoff frequency in Hertz.\n",
" sample_time: floaat\n",
" The difference in time between the current time and the previous time.\n",
" x0 : float\n",
" The current unfiltered signal, x_i\n",
" x1 : float\n",
" The unfiltered signal at the previous sampling time, x_i-1.\n",
" x2 : float\n",
" The unfiltered signal at the second previous sampling time, x_i-2.\n",
" y1 : float\n",
" The filtered signal at the previous sampling time, y_i-1.\n",
" y2 : float\n",
" The filtered signal at the second previous sampling time, y_i-2.\n",
" \n",
" \"\"\"\n",
" sampling_rate = 1 / sample_time # Hertz\n",
"\n",
" correction_factor = 1.0 # 1.0 for a single pass filter\n",
" \n",
" corrected_cutoff_freq = np.tan(np.pi * cutoff_freq / sampling_rate) / correction_factor # radians\n",
" \n",
" K1 = np.sqrt(2) * corrected_cutoff_freq\n",
" K2 = corrected_cutoff_freq**2\n",
" \n",
" a0 = K2 / (1 + K1 + K2)\n",
" a1 = 2 * a0\n",
" a2 = a0\n",
" \n",
" K3 = a1 / K2\n",
" \n",
" b1 = -a1 + K3\n",
" b2 = 1 - a1 - K3\n",
" \n",
" if print_coeff:\n",
" print('num:', a0, a1, a2)\n",
" print('dem:', 1.0, -b1, -b2)\n",
" \n",
" return a0 * x0 + a1 * x1 + a2 * x2 + b1 * y1 + b2 * y2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The high pass filter can be constructed by finding the coefficients in the same way but using an equivalent lowpass cutoff frequency and negating two of the coefficients."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def murphy_high(cutoff_freq, sample_time, x0, x1, x2, y1, y2, print_coeff=False):\n",
" \"\"\"\n",
" Parameters\n",
" ==========\n",
" cuttoff_freq: float\n",
" The desired lowpass cutoff frequency in Hertz.\n",
" sample_time: floaat\n",
" The difference in time between the current time and the previous time.\n",
" x0 : float\n",
" The current unfiltered signal, x_i\n",
" x1 : float\n",
" The unfiltered signal at the previous sampling time, x_i-1.\n",
" x2 : float\n",
" The unfiltered signal at the second previous sampling time, x_i-2.\n",
" y1 : float\n",
" The filtered signal at the previous sampling time, y_i-1.\n",
" y2 : float\n",
" The filtered signal at the second previous sampling time, y_i-2.\n",
" \"\"\"\n",
" sampling_rate = 1 / sample_time # Hertz\n",
"\n",
" correction_factor = 1.0\n",
" \n",
" cutoff_freq = 1 / 2 / sample_time - cutoff_freq # covert high pass freq to equivalent lowpass freq\n",
" \n",
" corrected_cutoff_freq = np.tan(np.pi * cutoff_freq / sampling_rate) / correction_factor\n",
" \n",
" K1 = np.sqrt(2) * corrected_cutoff_freq\n",
" K2 = corrected_cutoff_freq**2\n",
" \n",
" a0 = K2 / (1 + K1 + K2)\n",
" a1 = 2 * a0\n",
" a2 = a0\n",
" \n",
" K3 = a1 / K2\n",
" \n",
" b1 = -a1 + K3\n",
" b2 = 1 - a1 - K3\n",
" \n",
" c0 = a0\n",
" c1 = -a1\n",
" c2 = a2\n",
" \n",
" d1 = -b1\n",
" d2 = b2\n",
" \n",
" if print_coeff:\n",
" print('num:', c0, c1, c2)\n",
" print('dem:', 1.0, -d1, -d2)\n",
" \n",
" return c0 * x0 + c1 * x1 + c2 * x2 + d1 * y1 + d2 * y2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This comes from the guts of `scipy.signal.butter()` and shows how they generate a high pass filter:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def scipy_high(cutoff_freq, sample_time, x0, x1, x2, y1, y2):\n",
" sample_rate = 1.0 / sample_time\n",
" nyquist_freq = 0.5 * sample_rate\n",
" # nyquist normalized cutoff for digital design\n",
" Wn = cutoff_freq / nyquist_freq\n",
" # analog 2nd order butterworth zeros, poles, and gain\n",
" z, p, k = buttap(2)\n",
" fs = 2.0 # not sure why this is set to 2, related to nyquist I guess\n",
" warped = 2 * fs * np.tan(np.pi * Wn / fs)\n",
" # convert zpk to an analog high pass filter\n",
" z, p, k = lp2hp_zpk(z, p, k, wo=warped)\n",
" # convert to a digital zpk\n",
" z, p, k = bilinear_zpk(z, p, k, fs=fs)\n",
" # get the coefficients to the difference equation\n",
" b, a = zpk2tf(z, p, k) #b: num, a: denom\n",
" # Y(z) b0 + b1 z-1 + b2 z-2\n",
" # ---- = ---------------------\n",
" # X(z) a0 + a1 z-1 + a2 z-2\n",
" return -a[1] * y1 - a[2] * y2 + b[0] * x0 + b[1] * x1 + b[2] * x2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"These can be more simply created with:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def scipy_high(cutoff_freq, sample_time, x0, x1, x2, y1, y2):\n",
" sample_rate = 1.0 / sample_time\n",
" nyquist_freq = 0.5 * sample_rate\n",
" # nyquist normalized cutoff for digital design\n",
" Wn = cutoff_freq / nyquist_freq\n",
" b, a = butter(2, Wn, btype='highpass')\n",
" return -a[1] * y1 - a[2] * y2 + b[0] * x0 + b[1] * x1 + b[2] * x2"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def scipy_low(cutoff_freq, sample_time, x0, x1, x2, y1, y2):\n",
" sample_rate = 1.0 / sample_time\n",
" nyquist_freq = 0.5 * sample_rate\n",
" # nyquist normalized cutoff for digital design\n",
" Wn = cutoff_freq / nyquist_freq\n",
" b, a = butter(2, Wn, btype='lowpass')\n",
" return -a[1] * y1 - a[2] * y2 + b[0] * x0 + b[1] * x1 + b[2] * x2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The two implementations give the same results."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([0.39133577, 0.78267155, 0.39133577]),\n",
" array([1. , 0.36952738, 0.19581571]))"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"butter(2, 0.6, btype='lowpass')"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"num: 0.39133577250176854 0.7826715450035371 0.39133577250176854\n",
"dem: 1.0 0.36952737735124114 0.19581571265583303\n"
]
},
{
"data": {
"text/plain": [
"0.0"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"winter_low(3.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, print_coeff=True)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([ 0.20657208, -0.41314417, 0.20657208]),\n",
" array([1. , 0.36952738, 0.19581571]))"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"butter(2, 0.6, btype='highpass')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"num: 0.20657208382614795 -0.4131441676522959 0.20657208382614795\n",
"dem: 1.0 0.3695273773512413 0.19581571265583309\n"
]
},
{
"data": {
"text/plain": [
"0.0"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"murphy_high(3.0, 0.1, 0.0, 0.0, 0.0, 0.0, 0.0, print_coeff=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The above filters can't be considered real time because the cutoff frequency has to adapt for each sample period. The above enforce the same cutoff frequency for two adjacent sample periods."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Create a signal composed of low and high frequencies"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"low_freq = 1.5 # Hz\n",
"high_freq = 11.2 # Hz"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"time = np.linspace(0, 10, num=500)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"sample_rate = 1 / np.mean(np.diff(time))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"low_sig = np.sin(2 * np.pi * low_freq * time)\n",
"high_sig = np.sin(2 * np.pi * high_freq * time)\n",
"sig = low_sig + high_sig"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Hdcd48c4J3HqYUwlqK7Yvob9K4kxdXXUmJdA9V7sjdD5VeHRcK5/ndiHnBUB9GZ83i6XUuNJayHT/+T7KlWRcfSsYZu/92idfClnyyh3XOOMav1fb89dP9E+3C6pxvYkZ14ksZS0Blame9z5wWcn+K4HOTQWa9gt1XHeM//bnn4J/8Fufy16for/UBPrwasa1DlBBsFoiuCWc18cVDZrKl8wbLrUHTQCWc/adB1QVrt0JoutUyrieVpZx5YzmJ5+7Bf/GWw7h2rqt/jnb9GVV4d4773XMcVJV2Duu9We8kCpsXZ51rU3Ms1RW5Zwjz2Ad+68Eeq7X0qZoKVDHdcd4+d4p3GMaFE8dxjUhFmeqey7nYSktSZYkzhRUhReece2WURMPAIsxXM7D6VIyrn35vAiOax0Zr6m9Z62Do3ULbWOqr3Gl52FOFa5L6Geyj6tvh1PH/pvCK/dCr/H0mA+q3vsc0ZuHF2dKJkKXsPaMK72LVVl4v1DHdce4f7pljc2+sghaCTFVuO7L49X7Z/B7n3ul+P4SxZlq33/OUxWXXeO69RnXmQdyCaiNqvhmEWpcZx7IBRFlXDNDtC7H1U7QFHsH0DYGGlP/GX/WU6pw6rgOX2vRN3gUVeGTBWVcARj1bqQKV7JmyL4rCYMB1O+4nkcVPt508J/+8Pvhqedu7XNYVwLquO4Q297C6daytKNA/dj3qC4X9BytnSr8i0++AH/zXU/C/VM+erZdSC/NRWVcz6EKL0VVONTE1/2MAVwlcaZlUIW7SSeoTqowR5O1zoExAE1jql8zmnEtOUG1MB6mgvw+47oAcaab90PGtdR7txZ7cVNQFabPVS37rwQ6Nc5xffX+GXzh5gP4/CsP9jiqqwF1XHeI+6eD0cxdgn1lEbQS4oxr3QfRprPgHMALt07Y97fdMgxRuma11DmVgMM/X5xpXyPaDXyNK1P/VBuWwjY5D0sRZ+omAl0+41qZOBOX7bHWQWsMtKZ+x5UKJaaBc3zsamE8PJKqcCUZ/xKcc1HGtUwVrmPNSkKWUdC8kv1XQn9OxrWUdVZcHOq47hCYueN8g6XUuC5JnAkdghdu8z3+Qo3r3oa0E/QTNWu1wasKMxkf55yvfardEKXR6cqXbDLrtSQspcaVrlNuiA5fa2mHg3Phsj29ddA2Bowx1Z/xZ9uyONMU9VYipmpc8c4+rrwdyYOzDo43Pbz98UMAyLPkfXWqwvx4+yjjWvdDFokzMY7r2UISHRKhjusOgaJMrCT4QpQ1l1SzgIdqqTl9SXCgNiypxnWKKnzWWf9+7SqhU3TN2oBrwTkPn7pxZxEKoda6xRgu3UQ7HE8VriTj6hV1mXPPOgBjDLRN/awGmnFNnYeprLNETGZcF9IOB2nC3/DWIwDIz/jaypRw/2WBLnLm187Qw+foaN3wGdeFaKJIhDquO4TPuHI1rgvpyxhRhSvPuOJS3LidU4V766KG0zXDLogqHMRh8r1Hm4LXEqkuYUm9d4MhGq/Ztrfw1378Q/AT7//SHMO6VFDqeuXLFe29kjhTLRlX3HIsVdg5aBuAxpjqn7FIVTiZqrc9Kjn7MWjXs1ny4Wvtwa47xxsAAPi6xw4AIA+c1Jbo8DTZiYxr/VTh4evXXT9gHdczr3Gwz1FdDajjukPcOy0rmi4lE7QkqjDOhcu4bheU8VqSE+QNZybj85A4rpVPM3q2anfCQwP6hMLYO9j0Fp78Sv0qjCeEqln7GU8dnNTZqa4dTmHvAQxnSWMMNKb+djiPlHGtZJLeaWPOPbuQjCsu10HbjD+nGde66N2l8dKzsJaMfwm499722AHbDqeUdVZcHOq47hCYcZ1SFa7lICphiTULXI1rJHZRu+NAL4/a95+nCud7jypN1n55LCrYUBBnwrPkky/cqX6O1JGrPdBAM+NZT9Da2uF4mjqvUNsYA01T/xk/1cfV2x6V3NdBUbecADjrbDXz4YBrtEbHtZBxreUe25aowm45tgfO7ese4zOupayz4uJQx3WHeDRV4bo3NR1/Sdm1FuC998Ktk4yqs+2Wk3HtIyeo8jUbp8I6roQ+VvuaUaOsFuOlhGA485mgh5senr15f+/jeqM42fTwl37kA2yGGDOubVM/7XRSVXgicCQR57XDaZulqAqXg3a1iaP58TLPEV2nmpWFcY3WrQGAXFV4O/E3kIigqBu/HgXNKzkzSkCH9K3XD+DOsaoK7xPquO4Q96ZUhRfSl5FeHJuKI54AYS4n2x5ef7iJ3qPUstojaLEkfd1zwQDDGWO0PIiownXPc7sQJeiIKjZBI/vYc3f2NqY3i1vHG3jmlfvwmRfvZe9hBvKxgzYzQmsDPSNKfVw766rIeOHZzd1V1gI0Znk1rulc8CysxfaYagVjrYPrBy0ADIGkWoFLtCpQhfvKhCHxvsoYGhNBsNqAwz9aNSyDA4NHtQeaJUId1x3CZ1wnqMK1X5D0ea09gkYP2bTONapxrdzZizOuy5gLV1/9cEGO6xRdsyZMiXPQvfjx52/vbUxvFniuc/V13nE9XFX/jNG9lztB4fvTCs5/XDPOye6xxrUx1QcbpkpbahOGRIeVC7L2zsHjhysAiM/72tB7qvCQcc1bGNWVJS8p6tKfq090WAeNGVg13J2sVOHdQR3XHWJKVXiK/lIT0BBYNab+g4g6romy8JTYRW2ge672OpPpGtfliDNNZb1qwlTEnT5XH39BfsaVMjRSoMr19YO2/vNiYu/RM7OGOtcpbQnnxZnqfsYA0oxr/J7PuFbiBE0F+a0FeMvR4LjWLNCEa7JqBpM8PTLwb1BL0LLUx5WOv/ZER++m+z5vfDu0PQ/sCkAd1x1iqsYVo9i10wjwYLq2bqsXZ+rtQO0DyDOu9JKvfs2iDErdazalKvyAiDPVbohuJ7JeNSGmqcd7D4/Jb3zrNfjCzQc+8CcVU4q6SFt87HC1gPPifKowQB2OK54XHEOjt4Mh2iyixrUcaEUnqJb7eirI3zsHbzlaA0DljismADDjmmXJ61IV9tnGTIU8fF/LXEpAFfJS32ffx7vyeUqEOq47BDquWZTahp6gtT+8OLejg7b6djjOOXj8aAVf/9gB3Lg9QRWu3KiJLo9Kou4l+Iwr00dySVThbeeKNLKaEFGFC07QE285BIC4RlkicPhcbd1phzWuq/r33sTZ10cZV/nn/7QTBNA0pkj9qwlnXQ+rZjgvUsPZTvwNJGIy4+ocybjKPi+mgFNbF2pcaystK2VcI3GmSgInJVgb2mdxNuGm8DdQXBzquO4Qvh3OxGVfy0F0uu3ZujOc29G6qUZZsgRsh/A119ZRtg4giWDXPU3orYWDFX9B1gZ8lM6nCtc9z85aOFoNbICaL0IagU8NF9yLpV6G0jBFFQ4Z15adx1nXs/2iJWKqFRN1ijjWgzTg+DmjeaAKwzL6uHYWrq3H86LgBNXiOPQFp805B86Br3GtOeOKcwuqwmnGtS7HdYPiTBMMjVr2XwnWgWdocOuy0YzrzqCO6w5xz1OF49drVFZ7zydfhP/ix/8Q7iay3z7juqqfKmzdYLQYkzs6tB6j9oOosw4OR8e1+hpXohKaXh40Y1f51oRt7+BwPaxZzfsvFmfi659WhZYQ0oD7ja1x7bDGdcU6Qb/45A34S//XB6pgqUw5rjFVWP5ccI9tOaEf66AdxZlqcRBKOOssHB3wga7a2uF0hdaB+PMSxJnQUcUa1xK9u5Z9uS0IE0V9XCvZfyX0NgS6uLtK2+HsDuq47hAlcaYpQ0Aq7p92YF1upOH4ry2AKmydg6aBoY9fsi5LaodjXXBc+8o9ukilMNl/x5seWqTLVb5mXW/hsJBxfeHWMfzk+784x7DeMKaCdvhjqSWENPiMK0cVPifjeufhBo43fRXBvi5im/DBBgC+JZU04FS4v7t1AGYUZ6r9vDjrrG8TU+zjWom+QWm8eA5ijSsXQKoF56oKF1R6peI8VWFj6sm43rx/Cjfvn2avD/biUOM6lXGt3V6UCHVcd4h7hRrXvkKF0K7A18cfj1ZtUVV409kqDinrhoh7y0Tc6fhrzngBDJF2dIJqyfiXMEVVfHDW+fqn2tdsa0PGNc2UvPfpl+GHfuuPMzaERMSOK08VXlcSbMDhs47rNtS4coZLTe0tpjOu4fvTGqjCXlGX7wnaYuBS+N47D2eUKlzIem17x4rKSEOJJovP3+NHmHGVv/9KSIN2JVXhWu5rtJfS58iXlq3aajKuf+eXPg1/919+Onsd7cWm1A4H/waVrFlNUMd1RzjreiKHnWZc61MI3RYeQrwEjw5a2Hb8XP72uz8Gf+eX8gdfGrDG1TA1Tktqh9MTJ6iW/VcCXYu0zvXhWQdfM0bja1+zrg81rvl5Mvx81ss33GJV4WmqsHTnAfcUW+O6HcRxDlYN6xzUlPXqJtgmtYkz4f3FGc3WEVVh+VOZxKazcK2Uca0scF4S1KL6GgB8MKIW0LaCABxLj7clpQKpwukZjz8frZsqkhkAAHeON3D3JA8K9xYZGtN9XCt4xKqDOq47AioKA0zXBdVguACEi76kBHpt3RQzrs/efAAv3zth35ME58BTP7Ia1wm6nFRY69iWIr1zXgCnlghuCdaBF5pKlYUf0oxrxdPs7aBCXgo2TLX4kIYpcQ58D7MO0tcM/+5cG5jT7ZDxKgl31JRBwZZZq8Zk7S2oU1RDO5wpcabeucEQbeoPdJ11fVGcaUrZWyJK9Z2eXluoC60JeJZ4VeGCOFMNDA0AIs5Uyriu22oCDb0r930ODI383ylVeHdQx3VHQMf1sYM229T4EKzbekQgtoWaBTRcjtblGtc7x9sq5onF9i1jbOL81209NLJf+9SL8C0/9PuZQTlkXEeqcCUXYQnWOl/LxVGFMeNaM10H9x7WJWcZ13ENa1D1xkvcmHIGpR6q8HTG9XDdjDSyXCUU51aD44BBy8NVM9neoor9NxEwsCjOxGgcAADceriBP/zCazsf42VgQ2pc0yO+NnHIYsZ1/DnoGOx3XJeJELQrqApb3hGUis14F5eSNkfreqjCvbWsneTF3AyfzDhTqvDOoI7rjnBvpBa89fpB3g7HoiHQVnFxAJwf9by25mtcrXVw53hTxaWCDaW5mgWkQR+tebEViXjh1jHcP+uyNgFd7+DAi0DINzan0DsH19fouKYZ195nXGtZMw4duewB8mBDX1HG1fqzr8mpwuPwS70MpcGrCjM1rr21sGoaaA1vVIcMivw18/cVc/bFVOEKMq5Y38k8K9bBELgs1Ky9+6PPw7f/7EfF70uAUVV4PS3OBFDH/jtPVXigd9ftIOB289njZFlwnWqxF9EpzYImLpz/JYaeNHS9K/R9RoYG3y9ZVYV3B3VcdwTMuH7ttXVRVfhw1WTUK6koPYTUEOUMZ1QjrkEEwjuuTM0CHrI1Oa7osHLGZtsYWLemmouwhN46X8uVZlwHqvCYca1g/5XQJRnXNOuFz2ANjms4+9qiSmhJoEQa8NHhHFfrBoN6nAoTvKzHEN3asP+m+rjWUOPqqcJMwK63g0qoMSYzuAEAjjcddNZVcf7HGdey41pD1qskzoTzGsp76mFCcQhnX6nGdcy4VrD3AMqaKN5erIkqbB0b4Hcu9HEFyM94pQrvDpfiuBpjftYYc9MY83Th/b9gjLlrjPnE+N/3Xcb/VzKwtvBrr62ZiCcxBCrZ1CVxgOAE8cX2t443w+cqOHC9sTlBFT5a58abVKDjymX8V00DbVO/4+ocBMeVGM7OOXi4oTWu9c5z6wUtMIMSv49nSE1UTTbjek5LCGnw7XCYTKO1DowBH40vGaLS5wgQxHw4x7W2jOuUOJNDVXnDB1q7Qt2eRGyoqnDlGhulZwWXoTUYbJC/LiWkNa4ZVbigMSIR1jpSwx/vL88eWjVVBE0AhjOOzbhaNwYnjf8chRdnqmDNasNlZVz/CQD85XM+80Hn3J8Z//vBS/r/igVmXN96fV1sJn24rocqjFTZXJxpuDgOChnX26PjWsM0fUPpJh+vd1xXLRuNl4iTQsa1Gw/cVZM7D7Whtw6urwfnlDpu1g3/eWev4ml2Ns64psZATRlXNNAOGVXJoKzJ1/JKA629y4SmiEItQFmkpAZlze1FYxslAAAgAElEQVQ4z4PzMq4VtcPprWMV8pFxwwUUtoXMn0ScdT1cO+BbgdE7vIbzv9jHdXy9McN/wo+LSeCS+KBdwWasYe9RCnAaF6GaKDWcfQDD35ytcXVjcNJgXXL8vm+HI3/JqsOlOK7OuQ8AwK3L+F1Lwb1TrHFlqMLjQ3DQ1pO92xbqTIYmzINR0zHGwB3vuMqfJzaU5sQ5aNarlgja8ZZ3XC06rq3JKDDve+YmfMsP/R5Lf5SI3gWqMM34+J6glWTvptClGdcC9W9TQTscShUuZYLWbR1iK3Qd0qzrUC9pfI1r6Q6oYV/21o6ZhaaoKg+Qq3pLBD27U7pwb4cMOQpqpegqoXd3vQXroNjHle7bGpyH82pcm5ElVcu9zCEN2pXa4dRwXkQdGArts2pqh9P1fHkAMjTGhGv2GaUK7w77rHH9j40xnzTG/JYx5k+XPmSM+S5jzJPGmCdfffXVPQ7vcoHRlmvrVRaJCWIXg+NaQ/1nKdqMympIcUkL7m8/HBz4ahxXM1A/SrQPji4nFSebIevP9f0cMq45VfjLrz6EF++ewot35bcvAkhVhWnGNaZe1WzUpKrCmXDHOLeaHIejdeMzeYg+XTPhZwYd32kS6LGevcE74aEti+w5AgyG22o8L/JSkeHrwarJaswlImoFk/ztnXM+e8edF7hW0s8SPAexv+lkxlX4XAAmVIXHtUQl6BochN/+zMvwG596KXs97WFdshlrmCM900rBhsPV0G2jBluqt46l1A8MPUNUrXmbUfp5USP25bh+DAD+befcfwAAPwoAv1L6oHPup5xz73TOvfOJJ57Y0/AuH7hZ121+oFJxJoA6Hl4spOcOoqYxfi6Z4+prXPcwyAvCWii2Q9j2FtYt79RKRVGcyVpYjbUZpTrDV++f7WeQFwTNuFLDOTUEKnjEiqBZSgCe9QCQP3sSgWM/aJtMnAMfK79mwheN2jJ5xnWsfzL42Xqpf50dHNeGCXThvB47aCsRZwrfc+rcWLPGBU38HSj8/KdBVu6+irLOFZwZ/lnJ7qrhazvuTeHLAgAAP/eHX4Gf/uCXstcD24S3CUvtCCWC7qlyH9cm+6xU9I7PuFoHXswNIKdFbypas9qwF8fVOXfPOfdg/P43AWBtjHn7Pv7fcyHULDCCFqkhWsGJ61XimIOobYYaV4C8zcCd4yHjWkNWOdQs8DWu63YwBKQb1IgpcaYGa1wLe/O1B/IdV+ccOAdsxtUbAgtoTk8NUYByFLsucaYh4k6fJd/LsCB2IQ10fGnLKYzGN4W54M81KGt2vYVV2wwZ10KW/PrBqgpxJloakQZ67LhmJaGfWoINeA4crNpRaDB+P26HI3suAOWMK6UKl3ppSkNv83p4ABK0K50Xlew9gFhroVQigWUvVTiu1rHMmKHkCnxwsijOJPweqxF7cVyNMf+mGcMSxpj/aPz/vr6P//dcyDI+ET1n2hCViG1B1e5cqnBFqsKORNzziKfzjqt0gxoRxJni1/sxg8LVuOLcasi44hJdH0VIKFUW30OjRnqwwTkHP/sHX4Ybt4+z99I+rqWatRrEmfo04k72X0oVlv6Y0T1VqnH14kzpuVmRSihmXDm1dfz5scO2Esc1fJ+JnLlQl8ztvVqyXjTQNQgN8msGUImqcKFMCec11XtXGqzjHVd/9q14VeGahMGoDVhas1JPconoesv+3b2YW4EqfKZ9XHeG1WX8EmPMuwHgLwDA240xNwDg+wFgDQDgnPsJAPhrAPDfGWM6ADgBgP/a1ZCCuwDQUPHiHM5BA7FQx4FXCZX/pyj25RoFjQ7Qce14x7WGS6W3Dg5X5T6u67ZhacRS8XCscWVVhcfajBL1r4aMK84LRUgiqrCty6i59XADP/jrn4V/8dQN+OW/9S3+YgcIWblSzVpNGdcp2rMXKKmmxjV8n9W4jqJ1pVYJtWTvAMYa15YP6OGaDRlX+fsvEibqmCBsA8XsXS2CWngOHqwaPtgwUecrEeepCmM7HOnnBcBE9g4d14bXMagp47qdcFzxraNVRVRh69hkxXnBSXwOK1iy6nApjqtz7q+f8/6PAcCPXcb/qxZYF2ovAIbNj7ZoVuNaweVR6iPmM66FgyiIM+1hkBcE1ixwjuu2s3BQWY3rSYEq7FWFmRpXXL46Mq4hANSYhCqMwh1NHT3+8IL/3Ev34Ad//bPwv/3n/75/Dw2dUo0rrlkNGdfQgB7PC+K4jt/WogRN91SaccVzEQOX6VSQ6VCD4TZkXAe2ScqoCVThWjKuxHHNMq4hg8LWuBZ6mUtDoAo37FxqE2cKf/chE4k1hbmq8GxDfGT0jj+nQ9COD3TVku0HCAGha+u2WCJxiFThCuZTrHG1cR/X9CNKFd4d9qkqfKVgR4VC3NR07/aJIVrD5VEqNO/tMEfMuKZZn5oyrnTNOHGE9aoZe/zNNMA3iJI4U2cxg8LUuDrMuG72M8gLwEfcGwOHq5ZVFZ6i/kkCLsPbrq/h3R99PnICfGnBmi8tqIoqnATtOiY6jy0hxK/ZJFV4MLBNQZwJ/fUaDNHOWli10+JM12sRZ5poBYPsoVJrlVK5jDTQtlKcJkNt4kz0GaHf41JiSxLpwUmA4W/P/c3ToF1KSKxJVRjbsh2tm+LeOyxookgEZsm5NUEVcoB4bZxzKs60Q6jjuiP0o+FCqcKI8wxRiShFm5ES51WFC+JMNczRurEvF9PHD2tcV01eFyoR1jpvTHNCD40xg+J1Mhc8nGvKuLbGwOG6gbMtpQoPXxtTh3AHrtETbzkE52KDskszroUMShXtSBKqMHUCQgujOjKuUR9XhipMo/GcsjdAHRkH2j6LE2dqzJBBOa1g/0VaE4xKrVeVZ5bF34HC1wzPB7Q/SucFQB1U4VKGmLJqSllyaSiJM6VBOy7YjK9Lr7LbjBnXIybjmuo11BA4wTGnj71naDBU4c46H1iRfo/VCHVcdwSHlyBjuGRUYeEHEUCgf5SowiUDDTOuFUwReouXPdOTi6gK13AQnTL1nojeudAOp1AvWYXjis7p2I6JZnyCUTO8L33N0gb0NJ7g+7iWMq62ooyri8++yBD1maI6alzpOmQZ17G1VrHG1ddLyl+zrrewbga2SX5eDI7D0aqtoo9wRBVOac829N7l7mQvkCN8XzoS0BvOvvh9a51Xr61BnKmUccXvh04AfJb8Xzz5AvxnP/L+3Q/yEWGdY89pN3Y0KNlRdJ2EX2X+uTpat3kLo8xxlT0ZSxzQXMxtCOh5x5WcCxuG/aW4PKjjuiPgJcj18UvFmWqocd0Wos39SK8KD29472TTV6WsNqgKw0gHjseLfVy5bKxE0PYcWband9A2DV/jOh6yrz88qyaz0JrB4aM1a0GcaXAepEeps2xjRGmMnb2SSmhNfVyDqmR+wYfeu3WsGUCecQ2ttXjqH/5b6YYbAIoW8RlXzDocrZs6alyZ5wqAnBejCjl3XuBelZ6l7AnbhKM9d9YFqqbwuQCUM66ecYPK8cxUnr35AD7/yoOdj/FRMagK5wNNFWrT7Uf3nPRgQ+S4Fmpca+njSsefl+gE+yJ9f6olkOLiUMd1R7Cu3Mcvpf5JP4gAyuIA1iK9FrL3MdvaMBlMiaC9F9PL3vdxrYB2ChAb0hxdp234Wl6c97Z3cPdku/uBXgC0xrVp4sue1rg2FYgzhRqnPKuK50OphQDOraaMF2c4e8cVs86ylywO0iVOG22tBZCrhNakKjyUSSBDI89Sto2Bo3V94kxc0AQNUVZV2FMGZa+ZnwsqJDNBE3+WVGB7nJdxDeU9+bpg+YiUIGxvh9rHPJAFkZjbFL1b+pKh03Zt3RTVkWuxfTmmJH2vaYiOAXk7agkkY+stCuq47gjOQZyJZA7cmvq4lloBoOHSMpkFdFy/7rFD8Zc9QCzOkan6dc5nXGtYL5pxTe+G3g0Z13XbMIZo+F56Sxzca76WizNqmnLNmiRMZRvRuTsaL3tOJRqgrowr0p7p/sPhryvJuE5RhX0QzOSfpT93lazZaiyTSJ8jLBU5XDVVtGOKsiKRcRmfF9wZX0svTco24YKwXV9ZxrW3XvwxpszSLHnBcUXGl5CzBJeCEzkzVOgnWzOieSDc2duQjGuJHYQZ100nY11KmKoHTwVYS1Rh6WyvGqGO647gqcKMVHZa4ypdpRCAZFw5caZCZhlb4Xz9YwfiHQcA0perybM9W4sZ1zpEILCHKwAvzoQ1riWFWgD5da6pOAedZ2zUyIm4l4Dj4+o7u3NqXHHeNdS44rx8xJ2ha3JZZ4mga5T2ce3TwGWhxrWWsx+zx1ydVzNmXDvrxDvi8XMVvseXkd7NHfFdgXUkDTg8XDOOrnlYYG9IRE+ozXHf5+FroETn//ZMWEsSHD+naE3bJ6bOTk0ZVx9oXbfFgF0tGf9+gqKNYp4tc8afKVV4p1DHdUfwqpIM9QMFOfDyqGFjl1oBYMYVDTSOKvz1jx9UMcfhIOKFHrZj1LcWcaaTDS/O5JzzFJdVY7KIO53bq8IzrpQqNrS8oY7r8LXU3kgacHgomhL3m0wYGoUodg0Zr6mgXZp1FmJrFhGERpqI4QAwPGelaDz9Wfq+BBjGGFqr5O8NVOFhPU+F78GSOFNEOy20VqmF3o1jHzQ28rOPOoLSHQeA4fzjgnZUgM8U1uzUU4X3MNBHgHdcu3RNggNOP4foeuc1UaSvGT5X19YtWxNvDPgMes01rr2FkSqsNa77hjquO4J1A4URI2ipVDZAXVRhPGC4foSY1QKIjc37p0PW723XD8REPKeA9D4uSj1QhfmG7hJREmeiDhLn0PXO+UtFesaVqgqn9L7YEJVPFfbtEDDjSu5zn3HFdjiFYEMN7XBSVcmOoWuWWkJIAy7D44crlipcUpUHCHdADVTNrR1KC1rDZVwHgxv35pnwOtfeBlHELesEjQ46qyosi3ZaQlTfz8yltzVmXPMg/6MI8MmjCo9ndZ+3z2qImFu6LFHWWchcSkCn7XDN9Ikfz0UMTsqnCudt6RA2YVXSZUG69MGqqcJerA3quO4IYVMPP3NGNdfLUCpKNa6DOBMv446Z5YNV3ohaIhwGGwoZ1/WqYSPYEnFcoArjQdw2BlZMjau1Dr72+hoO2gZee7DZz2DfJPKWN+Q9NGoapH7LXjMcHwYNWDG39XTGtQaq8KQ4k6cK11HjiuN97HCVCRNZN00Vxr9DDe1wemth3RhoW761Cj5/ADUIajk4wr1H69DGb40ZMijcsuCaSV+yyKGrPOOKDKGDifZZU3XJGMyTcpYEqnCeicS7CiCnCm+tZZ13iaAZV46m3jSGrVmWiClxptAOJ/9sEKjK6dKKi0Md1x0B+e8hglZvxtU55yNIJXEmzkDzWaRKWsj0NrTDSce7Gdvh1EA7BShThellvyrUuK4aA29//EB+xjVSAo33Hn5bMt6kAceLkWhOROagbcAw9bo47xrEmfzZx4ozoeM6vCfE1iwC/+7XD/KMqw9cehpZ/G9x3jVkXLs+lL2kjnbv77nhZykOQglRttHm2f52DDbzGVeX/TuJoDWuXB/X3rpq+mhOCVnmmeX832NvbymBc98GKwkyolYIlwDAXqK12IuROFNqL/aDfbGqhCpMs6zc2VfSd6GOq/DlqhLquO4IQx+/c1SFGeNNIri6EvpzYwqO6/jtetWIp7cA0MsjvxywxrUG2ilAQhUuBBNatsZ1MATe9tgB3DmWnXFNMwvx3ouzseIN6oQmSyPueHmiOFixxrWCdjiZOBNHY2d62UoEju/xwzbr4xrEVsLP0fvjUkk3QgFIK7BC+yxUYgeQ77gOrWDKrZh82QFb4ypL6OcjX3od3vfMzex1XCNTcMKjjKtwxzUEuhgxN+q4FlruYcZVynNWEmfCe5dLdGy9JkodjivW7x6tc7sPA13IqpEeOInE3JK/u3PxmtE7ezNSwa8d5MrKiotDHdcdwbmhjxqrKpz0cRV/EEVRp9xwKfUr9NS/Qv2JNAS6Tu7oDL0MG2gb+YEGgLg9R6lNTCnj2jSDY1uL49COAgncPPFikX55eKrwimNo2NEIRWXX1BgYvlaVcWUM57yPq+w1w+E9driCk20ejcc2TQB5xsdnXCs4S3pyxqdXVe9Sxs0MA3wD6K3zbaWo82CT88I5RtnVl8vsabDn4Cfe/0X4P977TPa6Iw4dSxUedQyMkX+XTWVccR1CyzPGcd1Kq3EdvqZnNYq5BScovJeWlkm3Fzd9P9oXDTgXn30Y6FrXknGlVGFGWyISYCVTwYwrp6ysuDjUcd0RMqpwUvtpDE8LlIgtQ+fzPzs0aoaf6eURVEIb8XMEQKERYC/BbYdZh0Z8jRNAXOPKRQ1DjStzGJvcEZQI6pymgiqOOLWlVgmSgJc7J0y07R2sx9dbpi+j7+NaQY2rTYywSJxpfO/AC1TVsf8eO1jBCXneAAbDMxJnKtW4Cs84AAz7b9UOga687zOeF8PP0tess0GhNqIBkvOi5IR7cSYhh0lnHTw467LXU6ow1/e5aQysm0Z8xitXIed670LxjD8dM65C/NbiWe27UHCq8n38N5B+L2975zswACSMr3Ge3nEVfmdN1bj2duy9y9i+Z54qXIe+S21Qx3VHoAq1ALnzsBozXvhZydhOSHvbcZ7GcFRhdFzroNeiEcZFqTe9hfVqpBFLuQUn8PCM1rgC+T7NuDJ1Gw2qNO5lqG8aoY41b/tAndpSqwRJSGmyqaowvj7MM/63eKHWoCqMY/d0zQmqsPQzwzuuhy2rKhyphGYZVxd9lYx+vK8aph2OJecF/iwZlmRcadbL0rOkQO8O7XB2P85HgXUOHjKO63ntcLz90RrxfXenso32Ec54n3EV8pzhGEslOpzQT5Z1Fv6MbbqgBwKQZ8kHx7UOqvBUjatLklPUQY0yrsLXq0ao47ojDFTh8kFEo2vSjRdOyc//7GK6RJRxrSyDYrEumaHE4WVfg9APQCzOxAmDYY0rJ/GOYivSjVBKezYmdnSC8WbYLKU04N96zakKj3sPgK/XrSnjipc/zrOLnIewN4fPyl4zzOpfP1hlNa69nXbocG7SqZoAwxhXLd8Ox7f9qYUq7PiMa+wE5fsP1W3xd0iAtcBmXClVuOFano3B5hVTdiANXVLfyfV9Rltqsh2OkHmWalzdWKJjRic81jjAv0EdLYy2vYWDVcOefb21Qzucpg4nPEo4pcGGJEtOtxgGxQZV4d2P86pBHdcdwfflYugSgyHaVNOvMGqmnBlgiaiAjd8DqKdmDet1vUJmGmwo9OWViONt7yO0nDBYYwa6DksVZmpGJcI7p03unOJWm+rLKAmBKpwbzeg44PuZ8+Aqclyd80ETAD4ohk6t9DVDw+XaQevVSxEYjQ81rsm/9dk72XMEIEG7MaDnIkN0eP4ME6CVCDvevY1JalyTQBdATC/dTmRe5kLvHJx1NsuaRiUUTNkLZtDXbSO+xjDNNpbusvPa4Ug5SkoK8ChyCQCZAB+ekdjGSfq5uMGyKrZMLgSa0/ckYjJpY7F94vgzFWfCjKuKM+0E6rjuCJ4qXFAVXkrGNfTxCz/7zxKqMP1ZKqwL9CqAMF4fjaeF+MLncrLp4C1HKwBIakxsWBNWJdSFfStpip944Q7cO91Gr3na82hscvNszHC5CA9S+2htaAWTOAcmZFy5XpoAdYgzoaMTMq783gSQY2yW0Nth7x2tWtj0sQOBhqhhjBqAcKZKp8oBDGu0ahqW+jfU5gFx9mTPB4MNq7ZhtRuivoyJQFr47H7Geh7wb03LQgDiGlfujMdykIEqLHu9uqS+k8u4BkHF+N8653xAScp97TOuWY1rsDuapBwk9PHOldglAjOuIcgf3kPxx2rOCzL4bfJ3dy60TwSIAwpxOxzZc6wR6rjuCIMTxNMIOmujrIP07B2NypbFmXiqcGOAjWBLBF7oTWKghR5/+XuI7/3FT8JPvP+LexztNI43PbzlaA0A8f4K4kwNm72zDkU95ER2u97Cf/mTH4J3f+T56PXY2DRs0GQINsh/xnC8a0awDYNDAChCkj+DAIMTJH6eSBVrMWgX9p9zzqsnA8gxNkvA8XKBOesgpgozAT8A+RkHAMz4G3ZdUqqw9DXDINBB2/CtVSJxpvD+lqEVzw3cOw8SYTAcnxkZX6lvihnXVdOIV7WeqnH1qsKF0pbNhN0yB5xz3g5MA1bWOh/kapqEKox0aSbrLBG+AwMTAMrOC9nb79w+rufVuF5TVeGdQB3XHQFrFnhVYefFcQDqiKAhuIyrKRgumL3j6nwlwrm4Jy1OhRo1pZq1p567BZ94/s7+BnsOjjc9PH44Zly5uiATqH8pG2Cql+Ec2PYONp2Fh1mvzOGrMTAaLuQ9m84zn8t3vutJ+L//1Rd2Nu43AqrADcA/RwCQZZYB4vWVnnXt7UB3RpXkbaLsWuoJLRF4jgfDJbyXBu3omjnnSMZV9noBYMaVF1vxLcR8ecUcI3x0WBuEiWKq8PCVrlkU8Euy6RKAj04q0BTVfjJBO29/tPLLQXJVYS7YACwl+qyz2WfnRFwDyfd9BsgFtab+BhKxIX2fAXIl6KgcS8C6TCFiXbDBBv5c3PRD55CDlaoK7wLquO4IaISxqsKZISD7tp/q45pFnVz8XimCLRFeVXh8KgJVePiZUr85pUZJRugJdVxptr8PRo2na6aGqG8JtL/xTgGzAlnWKnHCY4N6+IpiK5yB9pmv3oVnXr6/o1G/MWCEfdXkTlCfOq6MIYo4E1Lnaq2D73rXk/CRL70ev05oigBpOxwoRrAlAs++9LwACIYody5GZ6TwOaKTXVLBz8WZZM+HtuPg7rXSXdYxjsTcwDMjFWhKhem48wID59Kpwnkf19wZDe3b4n97SpS+JezLqMVNl69JVA7COEyYdZZ+Lm46CwetgRa1Tehd1gcNDVORAGT6PUBgpxkTfkYMf4OGDTQrLg51XHcEpApz2cbeOmjbejKuU9Fmm0bQUoqj4TMSEjGsWZ4lp/3iuLqN4WcnKtt1vO3g8bHGlRO0KPWMC4aonPoTvLg5ISkAvgG9r3Edo/HcVDrrxDx7uHU4VWEUDQN4FMdVRkuc+2cd/M5nX4Enn7sdvd5ZW6zvx/qnhjEEJMI5zPbzz1EUuIwcH1I3VYnjsGqbyXlW47ha7GGaZlyHcaOqPH4WEX1WyMbE8eUZ1+ErrgsnzhScdzl3FoegKpzXd8biTPl9dbYtM8XmQFQDmfzd0V4EGL7SqUwpK0tEUBUefk77uFIRKunnBf1bpzWu2PKMS06ddWOdr5HfQ75GqOO6IyBVbEpVmHMcJCKqFcnoEnEtL6cgJ63H3//0C5+ADz77avQaFWAKVOHRcSUXJFe3gT9LUnU92fTwlkNGnIlk9kLgJL7gPVVYyL7EwAlXYwJAVIWTjBdAqNflop69ddl+ngtpO5woAOTC5dgYPniELaek7MGzMduR0xSTbH9SO9gaeedFCanIXrpmpcBllIEQbtX49lltyJLnVGFqvO1/jG8EQ2AOYL1q4lZMWC9ZoDFyImJzA4eROa7+vioHupAqLN0JyjOuXHCSLweJqMICHrO4Zjp1XJ0XuEzXLKUKS8/gbUeqMMecoUHYVIQKcfvhBj7xgoyyq36ixtX3sGaCdmedhcNVw97XiotDHdcdgaqzAuRZr7YJvaxSus7ptheTOQFILm02eksykVltXsigSHiAnXPwyx//KnzoizmFEYB3wn29ZCFLiT9Lil4/POt9xjW+7IcxRlmvRKQERaik2DQY6Syp6WJWn6vlnWqVICnjaomDABA/R70Lwh1cT9reOjhay3JcS2qeKM6EFKu0/on20ZSS2SohFabL65JJNpYRWxm+lz1H2vd5Sq/BMM6eRGBgbtWYrL4aYGDVcIZoGtyTAHw+HmSqwjRox2RcxzN+1dSQcY2dNk5QCxk36bqIpgozjmukKjxBFZYSbC1hg+JMXDKD1PKmIlSIH3//F+Hbf+Yj+xnsOZiscR3XjOv7HFGFhZwXS4I6rjuCj8YwkehtP6gK+xYyycP7N3/uSfjBX/vsvoZ6LqZoUqHYnndc8fJM35sLOHyuXgEAovH6GlcqdlHovdsLogpb6+BkG2pcY5GRMJcVU+MaBGckUYX5jGtEiUsc7ShL3vDN6XvrxGS8cOxFVWFf48r33r1+MKy1lBrX02464woAsG6aTK0Vn71WUOCkhEFVmK/JTbOxcXujsjEkDWgkr0YVcoCUwRH38ZYebEBjM6XJRlRhxhDlnNy5gWNOM644bmOwj2t4zzkX6NJVtcMZnbbIvhi+YqA1XZazif7zc4BeNWmJQG+dd4DSuzdVFZYwlyl0vZ3s1R1nXPO5fPm1h3CylZG4mapxTctB6LJs+kAVHt6TvWa1YTX3AJYKa+ERVIX5moWX752CAzkbnR6y6VitTTLLifMQGzW7H+t5wEsgk6P3hkuIuONZ0xOjhqvbABgzrp2MNUOn4XGujytxwlmxFQfiqMK4ViU13aGONacwApBoPHNxdNaKyXh5VWEUtGACQABDRigXqQK4fjAYdnIyrsMeLNXEAyAlLlecBOAp0dKQCxOF95yLVcijvowTxpA0oDDaqg0BvYzeXQjQSgSt74zqqyl7gzFEJVKF8flIxZlw3FwfV/wW2+Gk7dCkAcd3MEkV5s8LylqTEFCh40sDjM5Bci4yGdc1HzSXBgyMcCUfeGYCQBZUQdy4fSLmHJmqcbXeVhp+jjOu/VjnG2wsZFMpLg7NuO4IaKCxqsK23F4AYDhk753El9Gc2E6IM6GxaZiHd6oGYC54wSWmXgEg9ISjn/X1TxOZBUkZV3RejhgVQi+2EkVE44x6O9ZmS1gvgDC+PEseO6dxD+HhK64ZZ5/11onJOIQa19zR6S34aHzLOOEDVXh0XIXswZOxdVEaGOhIxH1oSRIb1VSgRMr+KyHU8I8/ZyIkEJi0QpIAACAASURBVM7FaG9SY0jGepUQzouQceUM0Vqowngvl9vh8IboNjkjJQD/1FnG1ZdJDPsvrpcMpSLp8ycRaY0rF2zAwPlUjasEZ2+KKoxCPwB57Wf4G+S9bCXCuVHpvyTmNk60pCp84/axmHMkCqwyzMNSD+tNZ+Fw1bJlJIqLQx3XHWGqhymVowfI6WK9c3DvdLu3sZ4HGvXkHLaSemZq1Eg4cHEMnEIcQKCd0tei+qdSjauTI85Eac+pHDte/E1h/9E2HlLOWq8qzNCrAEKWJNp7JIPeFC7IzjoRexIgF2fKW6sM3zcFsZVr0jKuXaGFEXFch6xXbAxQ441zEH7gPZ+BX/3EV3c06jcGN9YesyIkIyWV0zioKuM6Gmvn93GtgypcUtSN2BtcsHmCdTQXyqrCZYeOilClz59E4N8aA3M9E0THOsN0KmdRjeuOB/oIiMSZujxwHtrhxNRS3KecQJVEDG0QIbOjAOJaXk5Q6+7JFu6fduCcDHptiSkTnjEgDA3iuCZUYeGPWXVQx3VH6F0srZ8KPayaBpoxU5mppVoH907kOK5IgT1a5fV1nirGUoVjESAB51BwRjOq8PCVZohxvFFktxBBs1ZOtoseqm0SvfUiQBM1rhhwkRIlxIubo50ChFouLqvF0eUAhnk6B2IMN1yjFasqHC77FTcX5zxVWIqom6cKJ3/eiCqWzCWuf+KNzV//1EvwB8++tptBv0Fk4kzjgJ1zY6uccsspRC0Zr1U73T6rJqpwY4b6zi0n9EPFwSLHNa+HnRs4jlScCYfH9XH1GdfxPSmMkxJ6X+M6kXEdWQ+TqsIC1uw8cSbaJiZibyRZZ+mOayZMmjI0Jmpcb9w+Jr9nD4M9B1HGlQmMU3uRLum2d6OgXfx5xeVAHdcdwbmBclmiSyDfnaP+Wevg3mknIuIEEGhSR+u2KM7EUuIw8sZQKeZCyLgmF4d3TsGLZnHiTKXMQmetGIVGHNsQOMlp6gDlGld66Ui47AHCmCepwk3ioJOsM0d7LtGP50JKFU4v+yDcwTvhniosJeOK7XCyvzsRYErmQnv8lajq296KOEcAhj3WMsGs3sb7cvhsKeMqY70AhjX7qz/6wahV2JaIubXMOR7E+SB7TyKsI9lGxhmNS1vCv9sm97cE4DlfEmfCbFA54yq/HY5XFWbqO3EtAfhzUVof16gGkgmcB7XdeC5b/zeohypcbpHoonmmU7lx+yT67Nygz0ccNBm+Yrs9gPiMd84V/waKi0Md1x0ho9CSfUvrvNomvzx6N1AYjzcysidIazlccxlX8C0smkQNz9OlGeNtLoQa1wknKAk2pAq1ALGB5pwD63L6z1yIqMKpc5BkIgHyVg9DIEJO42yfcc0ctuFry+y9mCqcX5D4u6QYbs47rpyBFp8XsSE6fH9tjRlXGYuGRiP3nK3IXGiwwbkQNCpRhbveiqGjWstThT17g77HZFAAZKkKP/mV2/D0V+/BH79037+GY123TVGcqWn4LKVEdNZ6YcQNI7hUKu/pGFrx3MAz7uGGpwpz539U49rEzrtEpPWdUdDHkdICxgk6JewTCQGVqT6uvQ0tz9IyHQxu1aIqjPW6HFU4FeBLz3LquEo4S0pndUQVnsgsq6rwbqCO645gXUIVTjOuKFDSmIy2imealDpXX2eyarPDpKf1d4yTRMWOJBiceOhzdcUAMb0P50qj8ZxKNH4rkSqcRm8jcabCXFApT8LFARDWihMxAwh1aSxV2JhMcRignMWdCz2J4ALwAjj4fmq8AQChCsvYg2g0ckJSeCambIB0ntzSbK0DKb4eGidpcJLL3nFiKwdM6cWc+NCXBgo213O2MYYXZ0qYRdINNAy0Dq1gwqIEei3fk3wrUFUYh5GqClPGTUbHJ05tDeJMWSsYG5/xQcyNoQpv6frOP0+6bVJmDGboAHImynaCLi0RWPfOdi2wEM0zXTNKFRawZMnY8/rqiBIdPWepqryAySwI6rjuCG506Dh6Vdc73w+Uy7jiwyxFWRgdsqN1y9IUfePs1HlwqarwngY8AXSC0ognDjtub4HOTXgviFCR30la7Ei4IPvEcOGyPW1TaBBuR0O0QNWcAyVaLzXCuKCJf4+ZCwaLpBgBOL4Dn3Gl7wV12rYxWRAMAMSJM6GqMCfmhl0BWKowicZzmYVtb8XQa0sCfJFCOUMjo8a4JIPmQ198HQBS52D4SmnPKWUuDujtabBvEhhoLYkzxeUg4d91jNE6N0pU4ZRCS7dYRBWuoB0OzfgDTPcEzWtcScZVwDSnalyjTGRTqnHNuwRIBAYUuBKxQRNl+N4wZXIRVVjAcxazFfLAeDxPiN5vSRBMwlyWBHVcdwQqcoM/0/d8xrXNjRf8WUzGdXwij9Z87ztasxZTXFBVWE7UqUQVjuqCClThQVV4/DxTNwQgI+saiXNkVDFqVPPZPaT+CZgKAJA+roUAD1K4U0EjgJH1wNBO8e8ghSrn+7i2pct+Wrjjmrga1xK92/letVmgiwTBjDFZEAgFtSScIwDUcU0DXdPReDwvjtatmLr4h2cdfOrGXQDIhcEAhnPPZ1w5Vg3joEsEjjfNNkYZFC7YIDLjio5rXFJEKbRtkxrfcTscSVR1DnhOozhYqhzvg+bMGX8qrMZ1iio8MAGG79OyF7yjsM5XSrC1BOvKQf7ehfO/bfLOBdKowiUFePw2qnFlgirh/N/9WK8S1HG9IP7qj34QfuGPns9e920CWHEOC21LRAWSBxQfACnKwtvegjFD1JNrORIuD4YW0uTU2zmBY86bSQcnPD1wqYPEUYX76EKaf47U2MzFOcb3Wp7GiAq26eU5J7pCdjSOesYZ/bTOK73rpdW44lzWjKpwFo1PDAEAeTWunirMZMnxom9NHmyIaGTJVEKt844G/QaRUoVDxnV4P8pECs+4/tFXbgX6PFsrHs6LlKpeSy1XUBpv4CBpBePIGW+YNeOys3MDx5FRhV0scsYFWVuTtwSSiFDa0mTstKEmns8sA8QZVwn7clqciZx9DR9sRqqw+IzreMaz/a1twqpJ5nLj9rGs0rJxDAerhi0XiFqBpWxDEgTTjOvlQh3XC+KZl+/D5195kL3uXBxxL2ZcuRpXpAoLybhuewfrNr846MOLX/voYhloIf4gEvDwhixqHvEE4CPukRNUoNciJGS80j5+3CW4IpFCTvVPIlU4o/smdOD4ghy+YjYovTjkqQoPX9fjosSXIHhjeljPvBG6NKqwb4fDrBkVmuICXQA8VRiNbCn70rq4JtKrkFP2RiFLCTAYolIchw9/6VZQtE7OcIA0gxIHwmqhCtN+3FnGlVBouXpdrofj3MBhPDyLOxDQ2s80OITn3qodahClBO5KSFXw0/YkNLM81Q5HguMQUYWn+rgaE9FOO1/jmgtUSYR1zjOdADiGxvB9GlTHHq7f8NZr4+/Z35hLoGd1zwa6Ai0/ddBR5BJAhhO+JKjjekH01rHGB9J1QsY1vHeuqrDPuMqocd32FtaMM0MdOvyaKrvGqsJ7HHQB+LdNM6M0S5lG3CPq3zmOqwRDNOpvmmboiNgKZ6BZF6KIUpw6XKtcUGv42o5z4anCPI1MXMY1pQonzoGvC235Wl4MLG16GUrkU1RhrO9P69KsI0JvTOCkRBmfC1kNf5KxjBx0xgk6XOWaAXPhi68+gH/n7Y9lY+2jgF4h41qg10oDDbSm2UZOJZSem0jXXLdyzkUvNGhd0rO0vPdoUHPVNuKpwv34d1+N9geX7Qeoox0OfTbSkiK6ZhlVGM+LdR7UlAikCiMlOOsTX6hLvnnvFAAAvuFrr/nPzg0c+8DQiPceQKyJEpXJpXeD8DWrDeq4XgDYBoXLclh/ofNRp1DjGkcR8d8CyKEKd72F9aopt1aJIoXJIVWg186FYo1rkqUECGvG9/jjHVcJGS8cDmYbubGuCI09NWyGumQZqn4AwWhMo+Y+6tkwThCJ1HPZY2mqwqnjWmrantKeaSP0w1UjYv8BAJwV+rhG4kxJxhX3HgAfbOiEZVyxXjKnCofAEUC+ZpYYomnJwlywdmTVmDTQFZ6xR8osCFkbDlQ0q+i4Nny9LgZNjlatqGAXlghQgabe5q1V8KykjJt1a7J+5tLgM64tZlzjM55SotOtR9vhSNiXUwFuS9YsowpjjSuqCgsPNliftBl+Lp3xaTlI6qDLoHdbXw/O2b7YgYG+BhD0GlRVeDdQx/UCwL3IOq42rgtKI+5TqsLSxJk2vfM1JpziZKnOBPtPSmqV4DNtmaowcVyTDDGnKpwexggJ4kw0e1AUZ2oL9boj/YqTqp8LaNyXBbVQOTisYxoRLf1bKeJMOAykCqd1x6X6J3wGV42Bg1Ujv8bVuiizEDnh1gVnr8lr1rZ+zWTsy1ycaXydnBcAY9sf5hmUVOMaem7H5xl3LtLSllRBVMqZwSGlnXJ9GVuTBy6HfxsEcqTQ/qwFeMvRCgBigSbnYkYXQB6wHdqVNKLEzjjQQGvbNFn2jp4laWDzbGvhCLOUAo5F3GNcgJH26k7vK5r1A5BBe54CnuOl1m4YnDXJmtG1Hv7dvkZcBrIjV01c44rDbkrzHNeT07hRXBzquF4A+KCdMcYvRp0ME42hGdfUscAsLoAcqnDXWzhoJ3rC+eguV8/AR6TmgleTzQzq4WszZhuH19LLnpc3p79LAlUYx4t9hLnLoS0cuL5mLfl3cwKdy2zNaO1x6jzgxTLSnjMnyAv9yJgjrsF6xdW4JvVPBcrSQSsn44rtcNLHITLQmNIDfC81agBCXZiUfTm0gslr+GnZAQDf3xogUIUlBPSsC4wSdn/R+v6ktIC2fZPgIJRAxdxWI/XPB7rI+c+VtmxJnaGQuAlY5+Brrq0BIBZo6l0c6MLXAOLzHx0IyS1xshrXPt57Uz1Bz7oerh8Mjr2EMwP3GKcm3idnPB1uN2b9QumP3PUCGJw6eifngXG+tMzfgYIcdDva6ikzMuhrAFvHiv2iOQFMxcWhjusFgA9akSrc8FThrrdFgRJ6WUrJuG57C6u2ycSXqDgOfk2zQdTZk+AjhExbPBhqbKZ04EighD2kSMZVgOOA571X1C0ZosyhijVrxshYL4CwVmmmgxqibUJLsnZauMPXOguZJO4xvml7cOhSuhwacs2YcZWw/wBCjStH0Y5a+zCBLgA03tJ/O/5OIWvWJ2d8GuiKBLWYQNeRoPYWgd7H30fF+n6H7bPC75EKel9lgS4anORYUui4rhsxjkPvXMi4boLjSh26tCet/xuM1FsAOQwGDiELl4tDonotALbPilldp1vrqdQSzgx8No7WTa6xYSFy6NLzYhXZWHsa8JsEsrbYdnsTmWWq1wAgY83wvuLqqwHKazbc2ZDZJYrLgTquF8CU49pPUIUjQ7TAnQcQ5LhaB2usMWEiZOdRhSXRyILDYtnXDWOg0TrCmsSZGsMot/bBQeJquXBvtozjMBdwrUpZcq7G7jzhDmk1rp4q3OYZV+cS5W6XX6BtM1DQpFGFuRZGUauOxEmKW+XEv3PTxc/j3Aj02viM94EjMk9eVbiNfp4TVJOBqxVvDB9UwVquGihx8Tk+voaBLmKI+gx6RNccW8I1Mujdzg09jb/mKM+4pkE7AD7jyoltSQOybfAuy+6q1EEnUxkyrm32+lzA/cRlXDFwBJCfi12fMvRknPElpKJ1aQ9kev6n9iIABHVzAWcJ2kNpwJiWUAxfk7IXV0/tf41Qx/UCwI3MOa6+FQyTbYwjaE0WRURIoQpvO0uEO3IDLKrlSozqUkP3uVASZ6LGZuYEWWrU5AcRXT8JjkM6Xm6sUUAhi2LLUhUuZlwTB52+lvYyTLce3QcSHHQ6FwDIsuRR9ph5BhtGcGZO+IxrGmxwsRGW0dRNmSosLeOK4y2pCnsnPDHQguM6fEDCmlFqG1e/XwpA+qwz4zggnnruNrx092SHo3800Hrw1NHmKNGpONO6QdbRHgddAP6dQ40rzbjGtFOA/N5bkXlKOP9KQFvJmLx9D2b7AYC1Mc466x1XCcEu2nN7usY1XpOhLnSY4ErI/puCcwlDIznjY40DOs/h68oHb/c04Ang/mubtI/r8JUGx7M2YYanSysuDnVcLwC8CDlBnlRQhXMOABjqn8CMa2dDH9eSshpA2RA1gh5e30Kg0DuXqmfmNWs04xr+Lac+OSfwz2yYjGuoveYvFlqXLGC5AIDWuOaXvTEJswEzKDSyyzlBTDPxOZGuC7cmAMMzxgW60LEQMBUACKrCWaa7p8ZmXk9Zaq0FQOqSBRihAOdThUv7jwr90M/PiX58ltK6YzoX395ifHYw60ezlNxcvvufPgU/9YEv7XgG54PWg2fnxTjskgp+11vf+1RCxgvHhjWusapwXL4DQIIq5M6WpPZfAmWnpfWdzoVzkbMxTre9728tIdjlA1brNrMZkaEHkJcWbHvrg32NkP03BQy0smVythy4DFRhOfsSHe11UuOaBpq5VpEl4SbFxaGO6wWAhwvbx5UYzulBlBuifKNsKe1wtuOlzTlBAEk7HMYQDarCexx0Ab0tO0EAfEF9rCo8vsYcuABSalyJM9Mkzcyt8wYoZ7gMdM2QkZAQjZ9SFaZ0TABay0WMNyZ7zKk2zoko0GXiqDoKZgEMDA0u44rUbwnrBTAYjQC5kxm1vEn2ZhxsyNcs9HHd1ajfGIYsJaUpBocOIK4znKIKSwh2oRJtY8IzBJBQaEu0U0KJ4/bf/dOtz8DPiVDHmgftKCWao52iwZ3u2bmA63J9rOGkf1/n4tYqAGTNHD0vyllyKcCgOcDYgSEJOKYOOt1+Q8Z15T87N6iqcGozIkMPALKs/pBxJYkOIWd8CWkryLS8jJaWcfYkrreEuwztpazGNQtO5mumqsK7gzquF8A0VThsamPCxYiqwfTAtYmRCgDw2EEL9047EQ/vth+owueJM+XR+nIEey7g4ZKJM5GDKBUaCbW8VOyCd1xF0P5I9qA1+VgphXH4fGy8tcLWrNTHtY8uweG1mCo8vMY54R2jEDgnMGAAkFPuraORXT5ogs+ZFKPmtCtQhYkRlu5Nei5yGf/OO67zP2MAXFR9eJ3STvErd24eCcq4WkeowsneA0jZJrETFNNrk99rHZxuraiMV8uc4/Qu4/u4DgKF6Z6dC6kKeeoAUAojQBgzGt+0/6Rko3paDyRkKX3GP6EK+4yrgDnGqsLMXUbrJSObggSbGzklPByQhWEMX4oUB5uTulAfhJVDFUZ7KeshnJzxKe2ZnqfD79njoK8A1HG9ACbFmaK6tLDpU2dv1RrWiH7r9QPorYOHmx7mxrZ/NHGmVFAl1PnGn58TfUHohzPQ8MCN1Wtzh06a4xqEpnijmWb7h9fG9/xhTB3BPQ16Aj7TxgQb/FzSDEoS2QUor5mIjKsl50WBuQDACRoRg1sQVdi3w0mDDTYuoUjXhAYb0vNCWgsjH1VPaLK+vzXNuDIGWsi4yjgzPFWYzSzkPUHpPEtUYaz5l3D2dxPnOI6Plh1k/SebgS4tYf/hENZMRqcnQfM0oIBru2r4eUpDZ+2kHghtOYWvIc62vc9IS5ijD1iN/ZtTkbOotCzaezbOuArYfyVMBbowaROJeSb3HADAeiUoaE4zrkkrJgByxjMlFtT2lTCXJUEd1wsANyMnyEMNZxrF5qLxnMz22x4balck0IU7zLimBjWh0ALwDaWlqQr7Pq5ZjUns7AHk9Co6l9SxQEgQZ6Lte9IsHI1gp5nlqP5JEMUFAzs57TQ42FwGJXVq6d1Bn7l0L8yBVEyqJFqUOrVpBkUCQ8M551WFp8SZUuGwVFSm5LhKsQFSVeGMoeGd8Pg5wjU7ZLJlcwGpwml9NQ1OpnWhUaCrcF6UKONzgNUqSNaM0p7jgKQbWUcy1ivUA/IZVxoEAwjzpM47R4mWhijjOhGE5bJ7p1Scaf4j3u+xo3UesMIMHQBkd/bWxhl0CYHWEjjBRByvd2oLDjqu3dpnXOefZ6hxbdgEU2TjJzYhPTMlzGVJUMf1AvBUYVacKY7G4L5No/GZiuP4/tuuHwCADIGmzUhVKQlJtYR6GqnhOReJAEk4b3HM6eGfOnsAhPpHLnuMfJZqXCVkT3w0cDTQMqpOUhfkM8u0nk3QgRsoookTZPOsqs8skMBR6qCnv0uGIRrXimdiboYYb8xlj/tWwnpteuvPOzbjOkGhpXXJKSN4W9gHcwGzB7nQTxKcLNRyoeMqwRD1CvCFsVJxppQ9RM+LdPudbPkAxhzoybOSZ1whe4/OpbNE50HAM4b3lacKFwJd/uzzWfLh66o12XsSEbWCaWJ2WpQcSGwM5xxsOgvXD1f+s3MD9xr2lt308Vxo9ji6s0dFa4Bh3SSvV0gA5MJEuHZoQw0Oev5vV4La4WDG/zx9F5OwatI2YVLurKVAHdcLAJ8rjioc91IjVGESpQbINzy+/1Z0XAW0xOl6Cwer8sNbElTxD2+BRjYHSo4r7fHXpJc9jdSfQzuVIM4UmmMzjbFd7rhyPf5EUoWTwdhoLsNrQWwF8qwDk6lMv58LqJAMUGpmHgfBXLpmjZwWRlQoJlPvtqk4U+Kgk2BDqR2OhDkCjPuPodBmwh3JPPFvgpmXVChuDnihqYzyNnwdjDB8LXaCIrp0IeMqYcloliTLHhPGDXdfoQMl5RkL9YB5ptFyZ3xy77WMYyERvXXQ+pp4TiEfbY/weYDAfPJUYQFrFjKuYxusLs7gxVTh8O86a6MgmIT7qgTcSrGtNLyWl1DEDKFUnEnCNHFd0lZMVMwNgGlT5+SxDZcEdVwvALykWcfVxfSO1DkIh1Ry6Yzfv3WUub8vIOM6yLE3xVYJUf1d4oRLe3ipoRIfmsNXtv4pMt7yucRCCgKM0CRzyvUXw/fxteHr8JlG2Jp1hbrkKapY7ziqMDVEZYkzufS8iJRdY4YGQE7XRNVXAVPxrXAA8v2TGqKpOBM13vJ2OHEgaW6gUZNThYf3KY0s7csIAHCAGVcBMrVeaKqUcW2CaMpUCUW6NicCqcKRoq43qqfnggKFUmoMcQgHnm4e3otaq0xQoiUJ8JVAVfBzcaZcVR6fs7MxeHZNUB/XnCocxuRcXPuZBlmxRUxKr5UGShVOtU3SpE2eCBm+rho5+7KzzjMtIkVrkugAiFv70DZhNQSHaoQ6rhfAeVRhqniXUnUixUnGqJFEI8P6Hq4BOAB9eJMIWqIqLOHhLWXd+HYIiXPQnJ+9k5Bxpe04prJ3RZVQkzuCc6JEFbbkss+DDTR7FxupAPIyrlRVMgtmuVi0CIDUDfmm7cNzJqHGlWZcOXo3DSjkbcKG7zmhKQwKSVgvgLDHQh3T+Dox3oavfF0yijNJmA+t101bMQGEwAhAnnGdogrjXpBwjkQZ15ShQQKXXHCSGrASDOqUjk6fo6i1ShrQow66oBKeEtL7Ki2rapJ54t/hbKyxPxKUccXn6pCpcaVino3Jy1roPSch0FUCDaSWWA2Bxs6L1klqh4P7b5XUuDpyXgAMc+HahKmq8G6gjusFQEVtUoosAKURcFThEF2LFQHHqLCgh3eINqNhzDjhJarweIGGWso9D5wBR9kDSCLRaQYlMt4YqjD5nRsBl0pPKDlZfzEXC/0A5LW8lPon4L4vqslSOn4abIjocgyNMY7cz78xaaCLa8xOBUqGzydBFSOHxojCTCnlDSCmqjdJHSs10IzJ1xuz5BKMUIBhzTgKbZ+ei6kzmFAGpey/phmDJgwTpW2YGleXnxfpmgWq8PxrRuvS0mxjVF6RnIsAhHUkpI48LetIaYqpqjAvzjR8XsJ8SqCqwlzgnLYjAQhrhlThw1XDnkNzANcIn/usxjWiCsd2Cq3zlbJe3DnsiO2RiTONX/1cMsYNOq5yAiq9RTXxR9F3Gd+LbMn484rLwaU4rsaYnzXG3DTGPF143xhj/pEx5gvGmE8ZY/7sZfx/50ZJlCct3KZU4TTjylE5AWQ9vNgEfJVcghxVOIsUmiACIYGuE2c+GJU4k0fJ+H6F+ZoByMi4UnofR0X3qsIJlcdnagvznAt48WXZO5dTxYJDx7WEiDMo3PdzYViX4fup2s+8ntL61xshBhq2wrl+0GYBPecgMjbpmrjE4E6DdhgUknCOAIwOQsMHTQAoGyClqQ/fh3Y488+nRBXGvzWt/Uyfx6l6Sd8Waf5jMdTrMuebGzNepqDJ0GFLuFZGcMgmZ3XaezctB0mz5Ku2DsXTyYyrK5e9oFN4sGqgMTLODBxD2gaL9j4FyANdaSBCwn316Rt34U9933vhxTsn0es0AGSSoEqX2Yt5ZhmAV8qeC50NvbpZtiFhVaalZUoV3h0uK+P6TwDgL0+8/60A8M3jf98FAD9+Sf/fWUEfLNoGJaPQkmgMFUfA91LxHABZD++2GxQV02wj9/DaJLNAnSAJ2ePUGEHEVLHxs0zGlaN+0ANNQo3rJFWYOA7F9hbGEHrt/GvmM67J/qF04FwIImRjubn0ZJ0kUK+yVjA23pt5Le/wXiSeY2Q8Y5hle/xwxTpB0dmXZlCYYB+iK2Te5wLWi2eqwucox2Ow4UBQOxycC9eKCSCcCVSlnNbEl84L3xZJwL7kg5PBCadiWgDxszRk/vKWcHMh7qHL6RgM36dsp87mZ7yE+ZTQWUcyrk1W3pM5rhxLyshQ4sW/s1cV9j2Oh/cjOyp5BkvO+1z46p1j2HQWnnv9OHo9U1Qn9kca0EvPeC84Joht2NuhRGCVULRdavuSeUZtwip4xmrEpTiuzrkPAMCtiY98GwC8yw34MAC81RjzJy7j/z0n6OFCM234siGXR8bzn6DLAciSBN9aCwdtk0WPwuU5fOVr1igta39jLqFY40qylKFeCw/c4TOU+iFZnCmlCp9n1GTCYVFGYk+DngBeGJSmDhBTxdqEksMpa9K5SMu49jbOEKdtAtI1SxV2cd9KyCycw4FQCwAAIABJREFUoqLnQctG1P3ZlzE0yuciAOnjKmC9AOK6UIB47wGEPZnOE43xlEo3J4YsXbl1D6dqmoqtDAZ3/Hsx4yrhHuPqO2nQLm2tFTOqnKh2OHSPcZnIoto6Q+8WMJ0ipjKunEI+vp2ypCQ4DpmqcBKI87RTpnyMPn8y5jJ8Tds14riNoed4bF9MtX0DCGxDCc/ZsP+ascY1vqsAYuZkqvQvTd9lSdhXjes3AsAL5Ocb42sZjDHfZYx50hjz5KuvvrqXwb1Z0AMkrVcACA+oMczFYcLFEjtBw1fs2yVhv+OlvUoMrdSoyep1rTxV4dhh4desJCrAvQcQH7CiqMKmEExIDLQ0gxK3w5GwZiQ7mmQiqTjC8BqTQWGo6tJqXN1IOwXgxdwyqjBriObO3hygGVcuOLQqGGFxL8N8722lUYXHZykN6PWc8cYYomigdQKCXciOaVLnwMZzoTV2qdgKV3+HQQwJxjZ1tFOarHMkAMvUuHZ2UBWW4gSlIjjp2Ub3Hr4GEIKApbIXaeh6oircmKS8h57/+Fq+NwdHcI+DLgDHdOQzrvEZHlOF+TtbzP4bx3D3JHFcU7bJRNImrT3GY1BaO5xQ48qXlgHEd5lzdT1jNWJfjqthXmNX0jn3U865dzrn3vnEE0/seFgXA32wNt30puZU/fAznBOEGde5Dylr3fjwNrlCIUP9oBE05+SJQJSowtRAK2VQDBGa4ow7AF5het+I6p+Y/ZXXfob3hn8HomhkW0ZECyDJHjN1hqX6J4AkgCGMKkwv+zzQlVKFw/ucszcH0HG9frBi/+aPWrOWzmWuPq4Pzjp45d5p9joGTlKaukvXLH0G+9jhFZFxtY4Y+fEZDsCvWRq4pMqaiFNBGdegL9Fk5ziygwCAZdWgQI6UjBelKjYNd+8O32csqSTQBSDjjC8hCrQ2Bnp6F9gQ6ErLkSzJiBkh52JwXOOMa/qMpXYU3ZtSHFf8e95LHdeEhUGDKmng0hg+AZAKEM6JUo2rI7bS8DU44VN6KYhP37gL7/nki7sd/IKxL8f1BgB8E/n5TwJA9atWogrjBm4mLvsyXW74PkSd5n14t6QeC53pVCUuVsML/7Z3qarw/AdRiSpML4+UQkWdA2NMfuASg1xCxhXHzRk1tF7GZyILUWr6u+ZEKeOaRqLxNYCxLjSjkfHBBgmGQO8SClWSvUtrefFvkmVcBSwY9lB87LCNRWOSgF7a8oZmyTkl0G2hLdKu8SO/+3n4Gz/zkex1bFOU9StMsg5NA1EmvBv3LWaSZAROCEODMSapI8QxUfBruv28qvCej8U7xxu4cTuuv4uCPIxDN00VFpZxTQRgUp2Mko4BDR7V0A6ns9bPZZXMk1Ki03Y4UXZdyJp5qnAizsQ9Y9m5SG1JAWe8d1xPO/Z1z9AgYmZZ4NLEAnxemHSs/ZdhL1peVTgJTlKWFL2z/d2QzOXnP/wV+Pu//tldD3+x2Jfj+h4A+PZRXfjPA8Bd59xLe/p/7wxRpi2qcY0PosgQJXRM/MrVFCGNbO4zKqoLSjOuWfY4dwgaQ0QgmLmkqnS7RokiGpw2pvbT5QcuRzu9tm6F1LiSuaRjJZc9OuFsNJ7JOswFLjMOEGePkSoWU4WH1zhDVFqNq3UuqonP68hDoIu+Tp9BztmbAyjIc/1glZ0HAIFN0jbxmkSK1ya/7H2Nq9uvcMethxu4fbzNXvdU4cK52JBsUBo0WTWGBALnPzPQCRhERuLXAR6N+tcwa3YyOq77Nrb/999+Br7zXU9Fr/H9uIf3qNBPqSYeBQolnIk0s5W2PIuYC035zpbEhCrhvBrXlBKdnovo2EuYIw79MBNnygN6qYO+KvwN5gL+nbOM64R9ywUuOTsKy+QETHPYf62BtmlYMU+uhIL+DVJbEtFZJ8JWrBWX1Q7n3QDwIQD494wxN4wx/40x5ruNMd89fuQ3AeBLAPAFAPhpAPhbl/H/nRtRG5Sec4LKl31J0MIbd42MjGtU35k8hNyBa5MDd0pV+NM37sK3/IPfh2dfub/bSRCkghsIOpfU0aEZTIDxkGIM8qN1IyLjGs2lSaT1iYEGEF8sMe2UP3DnwJZ5tgBiRyc1NqMMCptx5X/nXIgz4Vzf5+FzaUsq2pdRCiUOBXkeO2zZ54RTYgTIs+R5jWvOatkHtr1lo/++LjR5VjLFSTZ4FNqLyci4Dk5AmzifqbFJKXPnGdwAwXHdd/bk9sMNY1TngTn6nNGgCQBHFW6yXqJzIXbMkjVzkDnhWQs7kwdcJIKeCenf3loXZbyGz+dBWCOEiUID3ADBZswduryspSF/Awn3Fe6nElU4ptDyCYC0fVsmziRhnmOQcd3G9dVpW8uhTGL8NzTbX6Dj99aJaINWK1aX8Uucc3/9nPcdAHzPZfy/JKEkyoN7tGEe0HCgNuE9xlBAusTcjgOdS5sYWqmyGpdZoEI/6cP72sMzAAB4/eEGvnlXE0hQEuiJ6kITRzvNLJfodEfrVsRh5KI1gzyYEPzWyHmgf4PG8sGGOZDSgxFRXWhyQUR1Qb7+lfxOsk4SDNE0S9In50WaQUmj2EGcaf65nG5RVXjFtvqizIVUJRqdBr4dTnK20I28Q/TWsXtkcBCYrFZqoKXz7IcSipWglmc4l+xsS894MpcsCNtwVOE4q7QvnG773Fgk9L68Jp4RZ4qCnBbWrck0KeYCPRdSVg2t/U+DsPQuC0yo+edTAmXOtE0T1bjSYEMqAJk66CLWjAS4AULgHIdWsqNiBz2fy43bx/DV2yfw5/7dr9/p+CnQLkjFmdIWiVxgvOSgB0aOnHY4WNaBbCZswZeXSYS50EBEKhqJ6K0ToYdSK/ZFFV4kSqI8OVU4bNwuuezTSwffXwupP6FzSS/7vB1CrKxmHUQZiXQu/Qw1a2ndEsJfHlHGNf431LDhaveurVsRGdc+WbOUrkkNfmqIxqrCMvYfwBRVGPKsKskGZarCNn/Oht8//5pZR2hHhUtweC8xRCm928hYr9Ouh3Vr4GDVsK2+ogDQhIGWMmg55fZ9YNs79ozKRFOIEwSQMG6SM35FMq5bKVRhk9dJ2+Qum8645uty6qnCOx1+hrPOZg4ZpTan4odcT9Bszdq4j+2coM5OFvx2HBMl3LWNAd+TF2D+cqQp0HN81aYZ1zyz7BMEZK3bhHU0F3A/pVTh1L7A2n9H7CyfdW5zx/X/+eCX4Xv+2cd2Pn4K/Hum7XBStgn92wc2YSHRkWZcBWxMPONTplOo5R0+F5cDhnuupO8yZFytCOe8RqjjegGUxJneSNSp/PDKiDrR8ZbEmWg2CIeLX2MnKJ4L/p59ZrxKmTZ6eXhHhxxSxsRy9Zxa6rWDVkQUjSrR5hn9sF4AMVU9dYIAZGSDtr0lrZhiuk6bZBaC4RLTlYb3eAd4n/vvxu1j+OiX85bXqUImlyEZvkL0On0GpdTfnW57OFq1xVpw6py6goHWmPzsmytL3lmbPQdZmyJSZ2jJWTJ8TXt121GcSRYlDp2ZlNVAzz56X3G9DNO5nM5EFT7rcnr3VClEJPTDBI2HM6jJBILmAs7FGL5W0BDbY3htfM+F9jIpvVYiUqXxtIUdnocmua+iu6yZ344CIGy6xDELCrUlJ/z8ZyzNfO4auGeydjhc0C5Rgy/NBZdoJazGdTXWuAKEOyhVVKdZ2KiHsD9n8t/rnIyzv0ao43oBUGOEowq3Jt/UXAsB+nvwcBPTDgcPouZ8cabWkFoayvOfiDoNX/fn7KV1Swh6eZiR3kypwi1x9jIVR6QArWSIM+Gf2TA0MuocACQHLjHGOWdvLnTWwaFXGgyvx8Id42usE2Syf9vNVOP60x/4Evztd+fR8VIrmGAIDF/bpPY9FlvJqZpz4HRr4XDd+r01RbnH151zvn0WQIEqPNOadUzGNadw8/V1w2eSoImDUalSjqqwcyF7lym3Jmdfl57/NKCXTMXXuO55Y551fTHjSjMhPSl7yQJ6ESvDDVThJncc5kDaKzJ1ANLWPvSMb7yzV7YxNp2MbJB1cY1ryh5KM67pWYOaFSKCDc7FzLXE0UkZQoGlZ/2/4QInWC95Nori7QOhHU6sKpyx0xqm7IXcy3Qq+G+DMKmANbNJz23vhA/vxwrJw2txMDl+jf5eABBRWlYj1HG9AKIa1z4cGrhJ8R6kvfEybnwDrBN0IKQJc0QVTugS+YGbO0HoBNLPI/AQ2KfhFrdWKQtqpQI5eNiG98Lv9DL3BzKowjTjk9esJVThxuQGN8lICLg7YNtb37Q9jbin9D6OKpw6tQDzZVxPt9aLF1H0idOWrkmIxo+f93sTxteH50yCUX227eFo3WS1xTQwAhCfJ2mknnOCNh1xqPaccU2Vf6fqdTlWTfwM2oHCKExVGI3quO4sdugoVTY3RPN18VThfWdctzaqhwSIAwpcxrUh1lDKhOqshVXbiKmXjB2z+JzuyVw4qjAGTEpUYWsd/MUfeT/81Ae+tMMZ5DjrejjeJO1VbKq2Tnq1kns5reWlay1nzZKgiR/r8D4NANH3exuXxKT2Eu7hB0lrml0Cn/M841o+E9KOGo3h72RJtf9Y1pGvWWzjN8SOjzKuic2MwJ8lMPRqhDquF0CkKtzFBjUAb7jwFDOX/VspBerUOU3FmVJlNUoVTlX9jMmd8G6WGlfy/4/+7sPXKEvuqTyQZB2SaPz4/bV1IyTjSiN+jNIznQtLY+frQudC15OMa2Eu2cViGae2kG3fZ8a/d7zQj3NUhKTcKxPnErJe1v8bKW0fzjoLh6smpzWPQ1slxqa1NBsG43u5ExQFmvY4z653kcEMkCuNl0TO0vfw92FvQAAZ4mCYvWqSczpz6Ahdk6P+pfvvZBRn2ve25Gtch69c7Vl6LhpDz/8ho7VuTOY8zQUa6OHo3VOidXjOlM74z9+8D8+9fgwv3T3d4Qxy/OCvfRa+4x//UfQaV69L55KeiyFINnzFchkBx6Jfl6yHMJPoiN53gRK9Ys54/PcPz/aXccXr82TbJ60gh69THTVKbcKwLGHVxGs5J/BcTM9qGuQH4GtcuQ4V9PcCgAh7sUao43oBnKcqzMl+c5LgAJTiMnwOqcJzG6LUoSuLM5EI2oTBXaJL7NNwo05K3JdrvDyIaBbNoKSCRpw405EQcSZv1DDR5nQu1LGlQRVZVGGaceXnkqlKslTh+N+iM7zf/VdSqD1HVTgx3rI6Q4NtH3Y5+kcDGpvpHsppZOHz3Dwn2+HscaLb5Eyj3wcngGYiIXqP0siG911U4yqFKozPfeQEWaZMgtRLAqRMgfj3nm7m6eM6pSpMg7C0TUw0T7JmNBOUOk9zgYpmpVTYKGjHPIOlMxPx4S++zr6+azz91btw8/5Z9Brt1Z2umXWx7TG8ljtJcjKuyXPPZIcBOCc8zpKn9wceHw/O9pdxpYEbKtCUByBN9IwBhBrWtEwOn0F8DCWIoBVrXC1z9vmg+fBvKbOjTBWe316sEeq4XgD0MNwwyqeeRmA4442nuOBDfuDpErsa/aOBRgPbc8SZWGVNSqXLqMK5QbhrxD1N8yw5pbHQi4PYNJngEf7Oa+s22gdzgdK7MWhCa3/SjKtNDNHowJ15OpjtOFjFFwcAxKrCaZR6QnESIK6b3e/+c6yK8VB7hs8KZJdgMbPsHb68lnIu4B5Lsz25Cm0wRLkIdrou22jt9zdPXK8oaJJShZvcQIsUhxOGxopk/SRkXCOqsIvnmVKF8dzMGTf5/jvtZhRnKmSmIqrw+JojZwlAHITF9UFVYYD9O+IpIipsch9Rh45TIfet+AqO60dG8bh9O3sv3D7J/p/cOU5ZNZRGDBBnKfF1Y+ZfLwDw9eKlFkVpsCHOkpOAXvY3Gn5+uNmf40rXifZyDRTafLxpF4q0VR+WZKVrOSd8sCGtcU3tW3r+k3lytgf+XgCAbTf/HGuEOq4XQElV2KVGDTHCPBU4pb8kWS85GVcSpU6iRxxVzCXzQNVX7vJAA2iujGtkCCcOQiqoldaFxpm/4R8PGdf90XVKoBdhWmdIaUfDZyAzuJEyiJ+neP71Y/jWf/hBeP1BHBnfFXBMmHGNqEU2qAoHowb85xqy9+jvwu+xLcE+BRJ6O9BOM+PDJYIWpcu+9AyOaz33eQGAc+GzWgBMZsG6zHgzJqeXUod/n1nK1MAEAHDpeWFCJjJVCTUm33soArdqjIh2TOigckI/TXL2BTbA+BqhpWZU4c184kxZZoo+K0wmkkwzYqJgVmTdNBG9fU5QDQlOLDB16Pwe7mP1coDYqHbOecd1n37rw7MObj3c5I4rOcdTFe7ehSx5KjSVrrWE7B32AM1p6sP7NHBJ3x+cJxjfYzKu48/7zLjSIdxlHFffwojYSlyWkmuHltafz4nO2qisIy35iwT4svaJZX0X/IzWuL45qON6AdA9x1GFOSeIayEAADktqZFR4+qNkyYXFfDCMEyWpE+Mt7bJ60y2vsZ1fw9vRy51rraYq7/gaGScUu+6NSJU4uI1G76P6oJSqjDJOvh/V6C4/PHL9+BzL92D524d73AGAXjpYdP2LlmzVIkxov4lWYdUbAV/515rXDHSmvw/rY0pfJk4U5J1yJRdR0dIgoHm3FAXmRpo3JkAMDrz6AhOMDS2DLV/H9hOZFwp7bkozpTMBWtcAfi+jPsGVXROa+JTh45mXNOaNZYqvN0/Vdg5B2edjVotAcRnPNcmJlYVDs8SBklWrWHbcs0BelbnbUWoQxd//rx2OM/efAC3Hm7879kXXrh9nI0FgKc2c3dZKjQV9qac2n+0E9rEMbPJWZLRux1h4zRNTjsdP/dwr45rGMM9IgqVBrOaxI4CSBMdcZkcZsjp75oLzrksCJv3sP7/2Xu7WOu6LC3omWvtfc771s/XRmySjprgBQkh0ZhIvCYmJuIFXpAYvDFcGBITw51RiBo1XoliNDEGBAmoAQQFQUD8SSN/3eluGqymG5puqrqrqimrquurqq++9+/svdb0Yq4x5zN+1n6/75y15j5dvUfy5ux3/6y95l5zzTnGeJ7xDCx/2zgZuBJx0rVrdqMKP85ugesTTIkzkaqwq+VKfPPOy2vG4TbOXe31dW2qcKV+xFQdwAZ70K9doP5do8Z1zo0iGtXMRc7mnD3qYKnC45BwdxieRQaNr5kTgshQDtoaxVEy2PbS2Ozp3ibX6P4wuu9leq2tFZ/VZu8D11Lj6utm97Y1erxVSHZ1x5ZGxuNMot79fGpcw82e5hegx1KRZXLebLDD92vPYC+a89YJ42SWQyINisn114dhuHqyS35mYWisnSugx2Jr81LgoL09Ca14t9N3dpqyC2D4cam/xnJezdl06snLRyXJdBiHtp4+E8S1IoqWcmnptYwsX2iH86NfLPWtd+PQ9R77yodv3LkA5V6S87QtArWqMNRrdi97BvlkiEJ3m0PmPgpKKOR9jaHn9ysZa9fAlc5BUYUD39f6eWu1vFyuAFwftGkgkm9dZuv7LdBhX1tDXG+B6+PsFrg+wdaowpdUhV3/p1WqsFdRvYax4+w2wQuOSyTc9BxqXItCrQ9YrLOZiPoXC5SwQ1T6rB2Xzf7aCIq6Zhey1IDeWBoiFmfjgbbQ9hqjbBRriCvTFPm8OECPHLTTlBvi2tGrafTDdQctpgo36hVgaWTNqbn2egEUJoYE0sB6aUFD9X0QFAXhKtHUcZwyB3nuWTqwEjmTxJEgkYMeyzRrsZWeiH9kjB57qvCFmniTiHAB1JxrIq/n9eJ+lkrN+dJeZtbFIbXX5Pofh1QTK9emMcr3pwSXbCiJ1vI4Wv8vtcP54jdf4XP3B/zg5++7JsG+8mGMuHJpi29544O9SDiSNQOuaYVVUx5HCWNe/8v7y3vP5H+Mw7AaBH3cVVW4nQNThS2rxpZcAaD5B/W83INrSry9rQbao69x9VThwI/iRPRKsuEWuD7OboHrE2xdVdhMXKLJ2po159zVmzstdV5XDoIkoIuowgFKuSZQYgWNynv693FlxDWi/rXaIH1NmC5n2z4w4gpcfzHiIPx96pmRqjBfa+tIyDzv5bgJ2iHJBouguAQQB3T1WsaIqwigXQNxtXWNJQgvj5UKuUVcA0c0QmqvaXkZy1qiqyX0UJ9vInCU6DLX5Tw3ka6et5ht/wKsZNwDtKe8x9LUG1J0HH3NWm9jRWebMOD5BRTUqzpv1kk1809ownKcXiYor/3emhQeIuEwK86UkO1eNiSMz6THJNMRh0EjwO9TFW70RtTnxKY54zj2p9cKVfgSE+UQ7GVM1SzvXz5n9rJrXy/AI+Fy38vPzEl+oIzdtU8c4t8I6E0Vbo9ZVZjZG4BmrlnE1dUlZ6tGv9/5fxLTiKtfL4DYx58DcGqNbfhwE2d6lN0C1ycY0yIeFBpQ/rbaH4+orime8uvPgfrHXH632VsEZWCef/m8rlnTx74K4jrn1lqFrpn00UzBgiuiCmJ2IRLxJgmErk0XVlRhkxhhehVgRAWIsrRGFT5VOfjdTl+ZRVw1GqQFcOQ5eR/PPUCf83mea3uLnvOv1s1dcNDG1MbZHIHyNwzQyRG4NoURIKqwWy/K66E4U4i46t/otPSH5WP2sIa4+oBI1ffLGh44b5ahweJ8126Hw8rV1jGec7sm8p6J7jEgZqkApcdjO06/MSrENUg2aOeY1kWTnHS00yDgvZZN6poZkRu1lqwjrpGqcA0eUt9rtkYVVom55QKdJx/QDRa942v9TBJ6nFCw7fYAXS8pz/OeDCyI65wVoHEtqvCQgLvDoBFXM5YDJeYEqLDCpC3ga72k5f/XtIihYX1WTgJFqsLy+RtVeFu7Ba5PMJl8L48j3l2iCq9sguU9+liqDoduhmsZ01i8OJN3XByNjOpp7FgiCt7eVmobvfNrkQU+X1vnxX025bMKcb1yL9c5FwGq8JpZxDVAydOFzaMJ1fQZYwtcA8SVnE2L7jHFUYZrlTelJUlfxLX8bnbDmuaYXuXotQGKuYbsXcvkXrL1gL4dAjloNhAcAqrw3Gj+1xBn4ikvX5/IcbE1azVxOcQ18UChzT0bxDX52mJuOQIUp9OKMzFVnR1qQVxfHIeuCVi1Fxsksq6LUQmFKQeRc1a000E/dy2b6V6y+hGcbLCtVRjtj3p1z3Tv9rxmX63iTPr5nPleaefrAjoThHsA4Bmsi1kzhFgBH4jADFoXRztOOu7yn76qwmWefPDiiI/enNXzgGFhyNybVnxfQxVeY3v1NmZo2BrXCOiwgA7r2Nih3MSZnma3wPUJJsHLy7tRK17aics0soBGDHCmsBxjfCYLbqbzWRdnao6LzXgyLdDSnm0mrodNc8b9USi9erNfE2CaM7RTQ04qsDgDqdS4Av0Q17/9le/gj/yNX3DPc+1nKOazOk520OLN49S5Zq1RheNkw1qNKwd0LbOrr9k49G9HYhM7YrIRAmUs2d5HNnCle5Bfu/Z6AUi9LpyTb+nAHIRHgSB/BigMiajWeW+r9O4IcQ3oYFaEyvVGJcSVqbfXMnXfJxNkR0k763CvoOQSuH727tAVoXzHVGGLJtp1kZkoqoQCDhHj+rtro0GNVeNpve/rb+paawVJ2Kguby/LOdca1xhxXc6XUK+KeBHbhD+vUPLOrJo1Y3YMJxmj+6g871kNVqCKP98TcRWl4w9eHpQ4k6MKUyIs0jHg54VK/Vza4bQa1yHo4+qBDmZ7AZ+MKnwLXB9nt8D1CSYL+/1B9++UORoqTkoWx2TQfDAodTY7D+I9ploIRGiPo5GtZZ2im7d/H9czoTYcMFuq2Eio6nupwgt6J1ThXk2l//RPfhX/6f/+99zzc9ZofznH8lrZPNt7tUgE6mdszZBYa2G01Sgum0Vcz+Z3X0MPFIJZ77F2XEFcuc9cD2uIq/5OqyrMyLE8B3hkge/B9AxKC4ClxnXwIhtr6pncx9UJN9ECWAS1PPK+t0UlDRG1ea2W16KYjHr1Rvwjk7Uh6gnqk3aMuLbn5PM8raXW9DP3Y9dAb5UqTGvCwawX89wQciBmohwGFml5HoGr9G92pSsuoVdeO8++HY5nsfTtCf3t1ye8ephwf/DCQ5E6fKHKQj1naacKAOiMHq8Z+xgq0VWDveUvM1FWgj2bwAX6Iq45l/P9gZdHVeMallDQ3APavWeTQIKuy3Jzbd/3Uo0rryWArj2O9A/W+7g+g4n5K9BugesTTCbjy7sxFGdKtBBxvzggcN6M01OpwldecZtoUUQ71U4N9+WKa9b0sa9R4zrP3A5HB0E8lpQ4CArqn2wmf0g4HgRx7aPuN+Ucors6497eC6xQhYOkSQqcGqC/qnBrh+NVtjVN1m6C7CS094udp4xxGHDo3PZBppxF2bgmV60XJjioqAMlEJyox9Wd6nI9xEG2bQIi2rNbL0ySDChzQRDXvqrCPsGWaV0Eynm3VkzlPZou144nSRNAo+vXMkUVTrq3oqUKj9R3llXIgcJE4bG8IcS1b43rijhTwMJg9JiTsKzJ0OrZno/iKde4cmkB0NAwIKj9JLRf5q7qdbuggqmj7yFo66/7NZ91a1cozkQBXQ32zH6lAYDr006Bkhxpa18L0iOGBgAtzkTMNXlNTPaUnoGr+BEfvDiqGlfr+0b9re36z/fZkDjZft1rJns0sw3PgX8BaLZTpDi8qip85bKyX6l2C1yfYDJRXx5HLc4ULDZWodAhRYZC2OpMrnvzVvXCFCkxZpWl5oWIBT8ATb0S47qbXiYUUYuaWuqHEk+wrw22Zq38DndLNr6XUtw0l+D70mbvxZl0pnBIJI7AlMGAXgv0pwrL3AgRVxpLa+qO5a9vXG8FLa5R42rrfcRy1uuFDfa4XhLQjuhande1bFqCHXGyZKxObZ3WE4sst2vWjnua5lBdek+b5+wCmPK4/I16tYpwidg4GMrqrOfmtYOg6L7nNd4GdGuUaDuWNw9L4Hp/6Er7U2rGF353wNPx7/lWAAAgAElEQVQUxVKKHe5nU3/HTCiDjkaMm4nWnbXAASjrZxM02n0YAIAPXz0AAH7tB/cB4uqT/FwT7/a5AACwiPS1TKsKo7ZhY3AAoARkzg2lHM1vYJINAPCqYzsc8TFeHkd1vzX02KONqzWu7GcNz4cqzGKCro+rAzpSOPfk740qvK3dAtcnmCwYL48WcS1/QxqZza6t1IHJ5nHtRCEvRNapOU+NdlTeg/q6rWeIqEenSf8mPWzOLWA5EQySTUBnHdHRvuaCoKGKM/WqcZW5Yr9vzuvUokiExCIoTBW2m0fvayZo1/0xoHdTgFCRBRpnFCDV485z6c829O2jeV7ZsAp6XB6zo2UDuoY6oP61KOW1fTRLFWb6NhBk3GeNIJW/WD7TruecCXnvhfgHda38WCtHLq+F6J1PmgB4FjTGkFWT/X0ELOJMKwj6Wo3rZ+7GrmrXWpzJJBgrEqSZC/McJCcDR9RSBq9ltr+6LV2x4+T7qAVBUK/xZ5lBsLfJ998fBoX2y2tynlzf6VAtl9Brv49FpK9l7Edw+ZilPTNVOCq5kmOJyZ7SXVU4AACc3zc0RpOrcTXJcWG9PZd9TBDXw8i+L9W4fgKGhvy9qQpva7fA9Qkmc+7+OKjA1dNYvEqoL8SPgofrZ3bbTeg3QZuN583jkmPXjt2/j6tknI9DqhnPci4aJeF6QTfOFKG1qOJMvRYjmSvvzjZw9eIcn6oueSBVYXNpuoszTc2pAdo9B8SoKjsDjpJqnNhrIq7WkVIo+eDF3NbGyayHlNqxrmmC+DinOes1gZN20XpRjqU3+Frj2tmpBiza34I9YKEj0rqYKAgS4Q5x0IT1YT93LZOfckjsGJfnGL0DFhq7RdCrI6rXi+dGFS5Bm6nvrPcR1Pof7dlR3fa1jJPjNvnB+1VKSZW9lLm3/AYBeiyo9JD63WPy/ZIEd0k7s/ad56gUSY61/GWU/BkAAIDZr3iNJx8L0LoUEXoH6PtMjtNXVXhZL4K5B/BYPLPOtmOyqsLy+Wuvi3zfH01tOzOkAKiyPh+gr6sK32pcH2e3wPUJJpPv/hC3w+H6p0i5FQionCp4uH6mkJ0TGwSd59kFQfIZR38ZPOJ6DVVh2dRtwOIocUohWS9SjmY86T6uveoWKuJqA9dZB0H83khoylHiCHFdowp3Q1xnE7AYBCxqIdBeK+9rmV0+bkHJD52z8aviTHPcQ9hmb+s9SNfhuVGFRYTEKVqvoQc5k8MTo8dyr0oCo1eyQSuP+8drVGHLagCgX19BKa9hSujHMoCyLgcJEVe6nuxsirpvb6rwO6Iu8jxhqqa0/OK1z+5lFkGJlPWvZSwAo/s+F2YCJ05sOz4njpP9b9RT6E2+pyKqK2sf18zb9SISrZPnB0PVv5aVEgpaL+geA3QCSJ7391g7Vj3u8vneqsIlKRAzUdjvixJAAF8zLH/1fn7tdfF84b5364Xyo1A/J39vVOFt7Ra4PsHEAbk/DIqumSOnxtLlrCMaIGLPgUbWsvFU30M3qKXEleeJyhMgEmLXqnE9DAOO46AWDYuS2FouzsZH9bEi9AP0owq3rN06VbjVftL8skE4BehAS5oA3kHrHrheQFxtACDPAZrKY9EVOe5VENcaiHmUvKKNwzqNLKrljdooXNPEQbMiGxG1VF73CT2oz54N4torG8+tks6GoQHE5SB8//F7WsKPlF2fwRqvaJXvKS1QjmiABrGzWRHX+9FRQPe0KIkMyHrR3meDB40se9qpqgG+drKBUDq+JnW9sNcsQPujdjiyplodhz1NfmdJ/DLaD2jkCij3odXQSGatsQDAtdE7YFnjCVW1CJ0rbclebX2t9y4AvHqYurYwSgENO9qvKtpvalyTWeM5GEwBvba38W8v6/VpWlkvaJxcf17+XqAK38SZHmW3wPUJJkHA3UEHQb5eK9FibCa1cxR0sHdtxUlFFSaqTnmtKRQCGiV5X/2TPk7HwGFeqc2wCsmDRr0u1ayJQyTv6XXJ5PQZYSjPB4q6cxHAyVnX8jKyoJyhlSDoZGiCe9uDpYiqFkZESaoZ0fL/nC8jkec5LzWuQ9c+rucVerwV1PJibeX/0oieHbTWjkR/5lqW80qW2qIk9PoasizXrM0D3893T1OIHa8Xy0Om5LMDRkuJo986StyV1/hMY7HJSW5HAkAxFCyCblG6VuN6WI613xjYLlGFraK6GmeK1/gwcL3yPaYEtfhcDVUTgBYaVKrCWJ6zSdi+ZUqVKmwQV6tQy4irLzvQ+xUDAM8BvQP0fc/nNK+AGZ+0TRgHRa9PnToaLPeSFwYz+1WQ6LJ7tmK20bp47Usm530Yk993cwBmGGaRCt5viOumdgtcn2DSKuBuHMJ2OLVNQJC9lUXYBjtMzXpuVGHbtP0826zT8pm5KXGqAnVzj0ZtJva2gnakBXHViz8vRINxBi5Rhc/LIh7RePa0dXGmTLV3zWm2tKPyukYpAambasdia4jrliNZN4u4OurfCqrKNGKbjS+vz7UvY9/ESflr5zz3hWMVWhfsWQTdOEOAT3Z9+OoB/96f+SnV33JPkzXMolNRmwB53dLlkhlnmwdj/Y4edlb3uV/jI0dUxKnEbAsLLrHo2S9zzUJV4TUkMiVKOKJ+rrymr0urce2rBK1UhVfWC8A41SY5mVKMLFuV3msZUzIVTd3cR4AkG8pj7iG8prYuyHu/wHU5z+VGsTXUVsjyPEeiReW1GAC4PnoHlLWfE3NVodYE6Jw0djTiYP7x4150YUkaO/ZZkIBsvm/Zc5kuzZ8pSdhynCjY622VKryUFPFzF0sLggTtGlX4VuP6OLsFrk8wmbx3Bx24Rq0dfN0G1N+ImtVTkn7NZL0fkldUnOemUAjoDFrk2FmH2tY+9DDZmMtioh1RqxLHdUOunoFOWepjo5qhPU3OT2rJ6vnMcNlb3Suzvdc6b4CmDNrNowWufSJXX+NK2V2FNhYRkoIql8RJ1Li+HTcvFKC+VOGGuOrfT/WdNXMP8HS5yOFeQ8n/xj/4ZfwPP/pl/NzXP952MCs2LYmThhy05/k8+XVbQiG/hdxKtZ/v0VPG97Tz5INVgIJwtcaX12yiywlqqd67usfrNezSfW+ZKAdGli2CYoKdt6cZd2Mroei1Lq72cZ09c4Yp+YySl/1qOQZRHK1mwLWMKZnMDrIUWqCwNGTd4RrXUOiH9rJe81J+S6EKr9W4iqhUhERaCq0FAK59jwEaBebEgFvjKTh166JZU8vjXH+7XgJNwlyz2iXVX6Q5JvvrefbJIYBQcrOXXTvZEGl+iN9TAvcYAIi0HOzaJ2O7Ia6Ps1vg+gSbMypVWKkKB1ThnMsCJaIxySxECikiJ/VZUYXNuQrSKBbVZnCAbhciXtB6mWzchzHhZJwaX+PUPqMdnoCCpgLXnQch32tolGJMY9HS+vo5YH0DXRuL9KjtlWwQVDyiiEZtRyZC+z1VuB1X5kGUDd3T5FKdzHdaVWFA1ovyukNcKXiwdaF2PK+Xfpq9AoecdRB0ps0e0EwUwCKuy2smCXQyiGsvp4ZZGWfD0ADWBPisU6ODnbOha17bQZPrkpIPsksSor3XUuJ4L0smQDhPMw4jK5T3ClxX+rjmoBwkuI+AZb9yAXpyyMu1jJMGUb0kJycPw9D22unyeiGJc67x3duaqrBNjJfXba/u8xzVxOv1ggGAcbg+Qg60pABgE8bl9ahMQtbO9rl2LLEpZ3zwstDx+yGuCwBgWIEXO2pMfr+WY8lneQ+8NkjOv30E2gwGAIhKCwDtS8pnbUL2Zp/OboHrE0xQujsjzmQ3D1XLFTjbAPWyys8r68TCAVH9k6VLlNdpAaOMqN072sLdt4/mMCQch0G1w5kz3FiaU2Mc0cFThYfU6LW9kg1rqsKCeAF6c2ClRbFoAx3TJ6AKd5qWtY+rCVhqva69LhwELS+lYCzSFqLUuPYMXGPElanNKuN+YS2xn0tmLRET6mQv301ESGwNU4RSyvNrisOtLMHWuPZF/PlcAKpLoyBAOTUm2JPPSxkFO6nXTk5ywqo5xstfm7QbUpg0ATxVuCqPBoyHPY0ZKLY8wI2F912TbLDz9jAml2i+ltl9ea2OHFiowkS/bUmTxlKpx52Lo31NqrATuRFEv86jmepf4+QkAwDPpcbVqv3LtmP9RU70+HXGz79pBj54eQQAfPy2T+A65VZaoGv/9Rqvav+D9YI/o8UWr59skN+ea1zPPBa6x6S+P+dcr+uaqjBfu1vg+ji7Ba5PsEoVXuolbcsbx+XP2SN71UGjYz4jqnBFSVJSGU9AZ28BnQ2MnFRLr5KAoWfgIBt3obDo3rvvQxbqa2ZTlwU32lT2NPkeW7uYM6NaFASZTCDQgj0+HqsKe0GtBT3rhbgu31MDluqAldctXSdnYgkM1qnRyMJ1ENd4znMQbtcLACo4VUGSyeKX5/R3CuLarfaasvHle6G+356vDtAt6lw+e1qQ/prA6FxjDcR9XLnv7JqYmxKtM+jSc9Ax4GDHUYVtopXuF7uX2QBBfodWY77vOMQuijOZ5KTMI25HJa+1muS2l1ml7GsZrwvsJ+RlPMlcl5MkzObWx1U+r1Hptpf12pZlLNIrM6otBki8KSgtkOFG62LqGIRfMiUYlbDqLw7huliOEZXwzDnjByRw7Yi4CkNDoYnLYxkLl+IwTR3Q4wTM7/MMkg2MuFqmk2XVNACK7k1SFbbropgw2G726ewWuD7BhNpwd9BtUDgbyn9FIEc7NcuxaBFjwZlr37xM4bP1PZGghTzvnNRg8+C6m152nkrW/Tjq2kZWoQUM4noBdQD0Zg90pAqvIK6MHlxCteSxXJZL7WXEJIDoFZxbxNUqUat63UoVNkGQCaCEsj8OhTJuW9PsafJzOnGmnAPnxK8lgE6q6ESXfIc+dm+qsAQB0doGEAuDEj22ns3SGE8Gce3WDicIVoGYKrzm1PB1qfN2bE7q1ZOTRFV0iH72QVBFFsJA0ASKKVXBlatQhdX52PvI7mWg10htneZtb/R4zeTrBSV3VGFKtLIAnQ0eRhN4sAZEN+ZQlsBVl4O4gK4mzme3/luhKUUVfgbJIUDPv0Lf1v5ipILv63y9j3GeZnzwogSurx761bhK32dbR87neRhtjatOmgBQ/gcnaK99ybjG1ZbJSY2vWN2vsk/COsSVHt8Q18fZLXB9gkkbFCmMr4Grkzdf3r9MakXVNGiQRVyvTSOzjrPKoGW/CQJL1mk57bYQ+c3+GjWuc24UF9uX0RXbk+NiKakRsiA/Re8N/50LXGP0zi6ogK7X5bkZ1YUCbY73cgTkGh1H3aIhUs8UCnebe/I81Gfk3K/Rx7WKMwV9XAezXkR9/ACdVBFqH6ATR2yVKtwRceX2UK72xzphc6v58ejxErguc/xF5xrXtT6ujlFiaKeDSagAOqHXENfr6xgwJdM6aCWh196rxuLocrqFhSRh7TH3NqYK83c69DiZa2bGYtkRh+H5BK6sIbHGmhHjPVsSt2IpwaF3spf1Y2gs5znqe976UQdaE6xfYgM6BgA4CXFN4z7Cw9DGF2milPfzXrX0fTYJPaCMuVKF33VUjk/J9Sj19O4B01wEE6fJ+IsusalLL67NajjT3ltrXIlyb+vlAb3GK1q4ATrEboHr4+wWuD7BJMgUxFWcqzV580oVNugdwM6dRoquvUHaAFRtkitj4TpDdkSt38JZ4F4mwiiHUffenbNXlYxoR0DZSG1/R60812c88j0ucJ0b7Zk3B27KLsaLKgsORHWhQFto+1GFy/cdx0EFmTYIAhq9z2WpDXpcN6Tax7Vj4kTEmVwfV48sMHq81kuzJI+W1lomgy32esnC9wocPFVYO9WOKpy9mFtTnNTX7L5zH9eTSW6JMeIFlN++IgcXnJqzmZvPTcfAMi1cQm8Q1Cvey1xCLzFVuFPguoq4mvMdTR9XM5aK3tHv0zsIX7O8UDXTcp9Z2qmucW16Dg5xvXDNem3L8lsehxhxtfX958kHrjagcyVXzyByZfEhW18NMLW0vb+VvSyvmXURKGP94EVfcSZp32bb1shDueePtF7YGle7xpe1prz2LNqESdJgbPc9+x/WXwQ0VXiNbcjaKrfA9XF2C1yfYCKCY6nCa/Lm83LzHoKbV1OFy2vPg0amHUrVDmG2Y0F93jqikYNWa1w7UjXFeWHnH9A0WcDXrK31/5PXWYSk1zWT7wmpwnbu5RVxJjtOm/VduWb9EC+NdlgHzVK4VX21+Q1sm4Xj0p+td+IE8OJMnI1vm6BHj4GyLjBbgVXIAX/N3jzIurTZMC6aBOFr4kyXRKisI1rn+KQR115ODc8Nm6wCQAkiTcdcq3/yiOv1W3VwEG4DM7v2MerlxVZMveSMq6yL786zm3vy2KLHLXjwSbDJzFt2YK+dUFbsGA6ConY4QyKmR640dXkfD0Wu99iR7SXfczSIa7vHLKrqmShWaIpbrwzp+okGQNNLGZSw6yIzUSKxI8CXLXzu/oCU+gWu0r6N556cM5/nSHXLruTK+BjMekjPIKF3prVatCX4XCOhKcVs4/tzBXG99XF9nN0C1yeYBDuVKnw2bR8sXXPONVMlFtHpuGbt+dDIWvZorS+XdrglU9iQWutsXgNxlWD7MA66HU62VGFSlcy+LlSrVYoISTtWD5Nz8FThHMw9QinX+rjm91OFeyOuEuCJQMK5bvbldSuoMlFdqBX6qYgr9WUcO9a4ciBq6cl8zVRAFyDLjJJw0/Y1cbA3p3M9Xg8TMTNGSMr3l9cjOnCUpZbX+BiCuPZCyU9GwE0sqqOW3zdny2pon7cONztD17JWS6jnHlDGYucesCAoc7Qu6uMOA9GLO43z3WnGZ+6WmvjJr9P1fF2yoR2DhZsicaarB67026fU2u1ZlBKA0nOIks2T2QdFVb7negE0VeGmRVD+2qCN2+HY1m66BhH1c9e+XoBPNrB/Ic8BnDRGsF74+Sd+6IvDWMtC9jbW9ZC5V85Z/MXyPkHRT9OMs5l7VhOE78+IodfbLHOL20pFPmF53jPbUtJ+lKpxPd8Q18fYLXB9gs253GAVcRWqsEUbFSVuDmtcq/JmjrNye1vO2aFAQLCoGsTVZtwB46BREO6EfigL3MMkcBiSIK7slPqEgqYdteMcRq/EyEq8vZINtY+rbYczr9BOg2w8U8I4I8zoOVutce00xtOccRxTRfAc7ZQRlKGxGoBYVAZoqOdh9Mj7nqbQO3KoeV4Cer2IHDQWe+B7cG3+VVXhXgkVcmr4e22PP177bLLPMlGsSFevYE8FPlHLM17fAsobgCpIMpGojDjplqp5DWPEp6E95bWJGECAQYOIJVA+r+deo53q79nb3p2nGrhaSqVFwhXao9b/wBkfng/imum6cJLRopRA28tyzk4gx4owyXrCidu9TW6xNVVhq5A/z62/tWcPtWNy/fm1gyDABGbJ72UylNCPsklY439IXXKvaTlnzapx1ywEbXR9tRXv077v9e+xhrgu9cWUzLFMFMuqjJhgYipwvVGFH2W3wPUJNmWNLLCgBdAWmVZj1+hTYpbeJ2ptALouRH/4r/8C/sX/4q+45+dZL6oHooZMZhPUaqjlOc3z18fujbgyTe8wJBc8qIw7BTrRIqWQhSWTaNVr97aGuNp2OJ52qqjCxkHjzO/7gqDax7VbO5K5bhyHcXBzJqIqWlGP8pqnCguNsVfihANHRnnlaV+T62lkgM3WR/Ru/b1vlsC1n2iYDYLa2pYSt32Q96/3q5VTrlThzjWuSpyJvjOiMSoHjK5Xa16vWywAnqp5DeO1moXBymu+5Q1ANWsr9Fo5Bgd7/VSFZ3zmrtT88TrltAoGTde0CIpdaw5DCgOHaxgH4axjYFFKoDjep2mu19miXppJgJqE7TUvG1V4rY+rXhc14tqOk5Jea1QQ9Awi15x1QNdYDToJpgN0E7hKEiijflaOG7Ha9jJh+njfF8t5luclGXGaYhVyYM33fUYJvWWOHYbmf7iyg7ouLD6+SajY0jKx07UX/1+hdgtcn2CufyfRCAC4jUXU8AaVpdbOnUJQOi5Ev/SdN/jSL78K6yX5PC29Kr55I7qER7Z693FVojxjLLAkNhKCYlvljIMNQhq9CuhYf7eCuMZU4Vih1mZ+L8nuA0z77BO5nqZcN7+BqMI2OSSvs+LkaO4zK/QjCYxrIK4s+uOVGJf3Z9/MvLye6Dpk59TY8bw5SR/XbcbxPpMA1To1TrSI1j5f/4rlnPUa8eLYWVV4xeGI6Oi8XsTB3qyCIMCrul7DLlGFo16t8rxrCTGYesmp9UrmY+5tb08TXgbzJHKcVZmEG4sOXEUbAeirhB/ZnDWiWJ6jWnFa+6Qdjk2aAHGN65j6UtjlexpVuM09OUdA10u+L6HH+/laO5zvvj6FLLO9rMy/dq42MeLr+33tvxO846RK6ocsV1VhSrKWv3Yva9fU1bgG7A5eT6+da4jEBDlw1Ymu5TNzVmwIQPvM8h6xG1X4cXYLXJ9gkvV0N6C5eW1/06hmKMpw916IAOA7rx/M8/o8D4OlKTLiivq8L1D3G2FvxJXpfUVNVlP/VjPuNlNvNkJx4LpThZfTd1Th7KnCHNBZlVDOUre+ePIdeiwPvRHXea6ZeCUMFoxlXF6P6HJcl9wC+AHjMDiF371MU4V97aTtb6oCOhOEM/32Eo0MaIhrz/tMOzWUGAkcl7j2U49FkP4qztQLcV2rca20+/JX0RSNg1aDnampCrMz9GyQhRQIamWf6AIa4mqdN0U7XV636qF727vzjM/eL4GrLQcJKLTl3HzNGl9PAEo5vtf8e/Mw4Xf/L1/Ad1+f1PNzJuV48i+iNV5YJTZpUt6nxyLsoq7o3fI1R+cLledt3bvyL1wiAvUYaxoH8vg3/2c/jD/241/ZYUSx2XOy44w0DpzQoBkL7x1D6steGwKGhr0uh4q4RjWu5W9DXHXwfm2qcCSMJfuBY+Fx8siBIIYqTI9vVOHH2S1wfYIJ9ejgFlztiKqG0nmFGx84PT1vXlkIPzSBa1R/sSb0YG/e8v72OadQK2hKJ/RO9eUyiCv3wwR0QMc1o/Ja+UxbrDVVuO81s+JM3HvxEyGuQZbaqjSKVXGmXojXlOvmx7ReW0Mtr0/Zbzj1NSO2chgSjqOudd7TVOBKjy29SjEXAgdtHHQQ7und+ntfX4EqLDRsOUdAU8EAE6AHzA45FtAoVa0dzs6DWEy1w+HHFgmxQVAQoJ/nTCrZQ/38tWmMHCBEiE6EuEYIitVkEEbSmtDbXrZKFbbnu6wX8hq9pBg3vG/0Ro9/5mvfxR/7sa/gb375Q/U80545ARQhkZJstkkTeeyVl5Mrh9nT5LesVGGHRLZzBco4o7EwSszX2gq9AeWafvv1Cd/46O3m4/nyt17jN/z7fxE//42P1fPMXlAtjExyktd/3qvKGPW9VMtilrnZa18u9OSAobF8vfhLh/esF4Au4WmJ8+eT0NPlIMtr2ZYiGR9/JUEGaJT8Frg+zm6B6xNMNvXWp0879RFdU+ohxWrWqQZBGnnpnfX88JUOXHMwltYPcw4XIoXuUabQ7vWcvephE6nJ2hpXV8uVkkpEKCXeYMGVFgLl/bsOo9onogobtB9YRx2ipIody4koqj3sNFGfUtqYK+JF5yu0y7j+td2XE1Hmuta4qsB1ds/zpi3PR8jygRxuTjasoeSVKtyR+pcS3ydyXt5pLs8H64XJxgul6q7SCTsluya+ZjooA0yt6tzWCw6CjkSBDGtcr94OpwUINilnx8LXTJxXfo2nniBMXIPZw96dSJzJoolqjdfjXAvC+Vq34GnfMYi19VY/z2PRCSDUcxUTVgnvf2KMUspxJdnQLwhaHHkjzmT9qBoETS0BdGTGF+0PEeJqaeNAYxBtaV/59mu8Pc34pe+8Uc/zOY1D8kCHY0kFIIhBOOt6kvr33uX7Qe4RqxUi9G8pk4j8xRxds5X59wf/6hfxi996tf2AArP3Egt6smo1YFgPBo0tAEB7r8y9l8exG9vr+81ugesTTIJMqwxcJ7xDD/LFDDYgqER5rSdVWBbC71hKkkG22GkWZEWMfweLiLFjV7+z9nHtFDjIBjmUdjjKEbWOy2BQ8ABx1bW+Calzjeu8svkqyo2prwb0NUs0x3wvW0uPbEFhryBomucYca1jae8VZ6tlfdtr7NQ8hxpXmzQBIrQxRlAGt4Fah8cErleiCktN2moQRIGtVQkdk/6sOGjHw+Dm5Z7GAbJGpspf1jFYq+WNalxb3fb1W56xCndYlxwlG3IJwg/kvaWkfyPZ66xC9N727jzj5Z2vcXUJyKGp7c7Zs2rko1z20vZrveb+5Z/9xi7oXdtjbHKSg5koOdneK6wSi94BcKwaUVfu2g5n+ZqalFoJ6DRzoSnDi3GwEwf27TvlO07n7ccoYonO32HEdWgJKxsgsdpu5EeVz/gEbs+1pK7xZr1YLZOYRdE68n2XY9rfxwzlzcOE/+TP/138b1/42i5jshaxBtn/sHsysPTqDtbMKGlyfxx3SZz8arBb4PoEE0qmlfVmsQtAB3RRZheIb/xh6OegyYJnEVfxr7U4k7SxieXNOXhodGnvUFva595WFyJBXE3901pNpGzmYrYOTK7ZGlVzL5O5YVWFp0z1T/VcPbInj1t9iqe/8DXjnpa9aryYkjPS3OM6VTFxREN6LSEoqo/rMHRPnABWnKn8rZQklQBCPVcxK6jlE2TtO+c5V8S117yUa8b1kIB3aup6MXuV0GTWRfm9jmNa1B13H4b6XsAINZnzVTXxJjnJdDlLcXwOVGFWNbXUP1smwQgL0/gBn5yUvW7suC6el1q6zy5UYZucdDoGtFc5FXK6ninFSWqx3/lH/yb+6I/84ubjESqh6/s8tyRQ2D7LXDOucbVrpk02dEfvJKCuVOHyvA3oUpKWL7mWDhxd4CoEnzMAACAASURBVCqfZXSzPVe/c5J1ZfuF5N0pZpJZqvDZMPSsv8hUYVf7bxO4yVP19zQZiz0fmwDi+v5SWqYTXeUztJcR48aOpTdDz6LdhzGpcdokv5yb7W+9pir88m64UYUfabfA9QkmjpjcjFxfATD1A/V167zJY6ZLcKawm0Ltcs5WnEnOS9BERqhm29qHKUufwEGrgUTnwPUwiDhT+16uCwUMlccgrlEd2LhkPIG+lEzAU4Uzb9pMYYmcGkOJUyilQfxVvV/HYE/OyQqDAdrZTMv9Er1m2xsBV+7jGiQBWl1ye79VHAYkeSTv8fRazrpz/XNfxFUnsoA4Ey3Pr6ErMhTZ4I/DsLAh+owlonSX8zJIyKBp7FHvUy2QM9Dn9jv/T2IylyJxJm6tBWgEpfRYtkEQHzdrlLLDNZP5vkoVNvOPkyYWjQ0Vas3vA5Tf6GGa8b23mq20hZ1XSjM4YaXaZwVrvJTF1P7VZs+e7DVbAvRe6F3OsQq5jJn3JAnCK+JqxCFV7b9BKW2rJmAffQ2Zg87foXuJ13DLarvkR1mGHpfFRKU9e9mcy+8dMjR47o3vR1z5msnYZS9nO3dm6EV7knz3qtp6DvpbDzqhJ8d4cRhvqsKPtFvg+gSTG00maZ3UJlPI1NLz7LO+5bXyf6Zr9l6IAODDV169ENCLags4Z7UJKnQvcuzMPdq9xpUSCkWcSTulTlWSUS2FFJnNI2vEtR9VuPy14kxlU7EoHDVtD8YiNGBHFaZrw4tsTyaASn4EG7bYOOi6II2gM+20BQ9MF9zbpmDzAnxm19aKp+Sz2DM7CkFtrNjrh7P7nj1N+gqm5IV+ol6Z8rqnxOlzPk8SDKfV9hZ7mCRr7kad6LL14ioBlC3iulAgqTaPkYVe7IWP3p7w2//Aj+ArH75WzzPiYxFFrxzcrtnpPCvEKyVDzV0CeIus7GktcBVxJr7PdDJLkpMtQPJJMDmGDRyiufDqQTNftrA1VhKzgLjuUd6m2+GU/pNztP4nT4EfFmSzXwLWJE3oPrLnK8mGKnI2mteC5FGkBC17/8MOVGFJJHvEVdeqckKPz7Mh6ORHub1hOSbtHcPQs6OBrnGV62FFzmTtO09zUIpkxmLuMzuUdi/0CfaqHx+s8dZfZOV029+a9VLkPUBp7XarcX2c3QLXJ5jQUTxdQqMkTP2IaikBpmtqukS3moXl3L9tVYUpGw80OmZ5zYr5LJ9RzkB7TW2Qc9tke/VSs0jb2dA114SJZkuXS/p4gjx3pwov328DV6G2lXNdDw7U68vctHUbiirM7YN6ZT2JdiP9CIGVwHXZWCIHjcVGWra+b19GXeMatMMJUB1bXw2U66KVvQf1eR7Ka3KmewQO1XFOXoF1jW3CtdPc95k/e+ZxXgElvz8MjlLJ56sQ/RVkWSGuVLfdK9H1C7/8Cj/6xQ/x0//wu+r5TM6xLXtxtGcS0LE1roNB6eR1G5DsaVI2URFXS4O1a/yc63rt1wv/uYhVI4/f7BK4XqIKm2Bmjlk1UhZTEdcL9O5pQYuSeX5PmxaGRpToknMUKxTbXMtWGPFnoSkrhMTHLccuf3ehCp9jTQGLkrdE13L+5nzD/taWxUJ7es+yg5JQTcq3LX/93ANixNUi4XPWCT33+5nE85Z2nmb8yZ/4Skjprb7UYJOT7fOqHND6xYSul+8qx3i51LheW+PgV6LdAtcnmM062QU3Jb9wWkfUipDYDak3n98Grq7+wjnNQQZtjikus3Jq/AKxt7V6kWHZzBvS5tohkDgFU3zKa3rBPc/zsnGU13vSaIHLVGFGhy2yx4/DpIqlCvM16xWcLxuknI8VZ7LtmCTjCWjqX6JNnYPe0ShZ7mk6cG2P5Te2jui0JHfYEQCg1FAntV7I8dqx356aM90jP8S0S2mpxMiCdULleRs8WKqwrlnrF+xJguF4GBRDw52vCh5wMdjjz/Vk1cj8s1n+y1ThuBxkyhmnKeN4IKqwGYsXL+wQuC71hZ+pfVz1PmOd6imzcnc7DjvOHHDUOssgCHpF7IatbI0qzE4++xdhsLc43DFLxfeYHAZprbL5cEKThGmUxAfisbS2UhoEyDlYF+ucbt/Zauf3owrbNYrXMNs/3c49eb8V1IrKlOR4fRl6pgyAA7qB1z5BXDMmw9Cz+9X7yuQqQ28H5+Ov/fwv49/+U1/A3/ryt+tznNArY9GBa1TjWhFXdY95ATSgtXbrRX3+frJb4PoEE0Efz/NfoWPm7OqfLL3Uyrh3c2qW7/n2SjscOafjmFStQYigZC94kZLOOq3RJvc0zk7Kgrq6EA2Gjqk2zyYiIYqUstnL+3vYWh9XdpwtesfPAZxsiBCJdapwr2w819jpGtdyLhYl5wDdiso4qvCYajuFLogro9dB4kaGYpMJg1mlLeuB66bs9/RHXE3SjpJvOZu1jxFXEzzYJNB50nXbvdaMUsfpa6Ht+Sq6pkuCCerQVIXFgUup373EJR5szBCK+7i297KjeppmHC+sF6KQ32h0Gw8oMFvj6pXj23sFCbG0b3lNUYUJpTwMQ4i4vn63H1XYzvdIgE8JTXHwMCScJh8EAX5fFj2HIfXbx3KOqcItodfeK2ufBJwHi7jynm1Q8m7iTMsctBoaMk4ANXFuz1XGAWjmGjM7eCzyt/SR7+h7LGt5dD5ra9+6qrAP4KPAdU/E9f/7blEEf1CaEO1cAL3viM8nxgCBBacsEi7jeHksa9RNoOnT2y1wfYLJxuwocRdoBFPWymq+tQojL33lzQHg26Ydjr15D0NDHqxokapZM+ieFXuQY9wfhu60v3FISjQA0Mge0BbOuuGYDJp8Rk79MKSuDpp8PwA8WFVh2gDs3ANsBrsda8r2tXWq8B6iFpHZIJzvE0A7YbUdDiUo6muDpv6V5xqNcY8srjVdF+fbrPC9Ut6DkCostXlAQ0iAZ0IVjkoLOABYGYsNHmxCzyGunW6y89TorpdqXC2zwQYO5Vi5op0chEfX5a/93C/jX/jP/zK++3o7wZ81xFXXyQWO6Iqz6VSFl9cY9WJGUp8a1zLfXx5LjatVObaIf6EKxwm9SOgHgGsVI2vHPoiroEwBqyagClt6I9BqXHndE7M+RtVrGPqxGmS/ivqjl/PVSeOJkEiusXb07mTXU59s2KPGMBJnsmMZzBq+ptxt63wd0EHHtVT9PU2Yga4mftb3mFyf8ySiRbG/CGjQJkL89+wh//WP3tVzEHMlfwxmzDF7KGe/ZlrmpDx+IYHrDnXW3+92C1yfYHVjtrUZLghCfX6aL7dWYUWyNarwF7/5Mf7OL33XPf8UqzWur2KqsJxyETVqma9x9AvRnBEsUvFCfn8YFGV3T1OBa80EtuyuK6ifVxRqyVHw1L++AglAhLgyTao9Z+nbgKGlmmtmWyJwz7FeScJpzopyb1GjwTiU8xw7PInmn+rjWhMY+w9IJwE4G1/+2msmQZCjCtPvwMmjCFnQVOEOgWt1tOhcxeEwGzog9xnc3LQOGrfe4vHvbee5BGccgAOeicLny3OW38PriarXNevF29OE3/Onfwpf/OYrfP172/UGZfSajesirTMZBXvy+mmaXY1h+QzUZ1kle297K1ThoI8rK3AD60kTeY3HEdXS1+MK4rpDjaswM2x8xQECI65W7RrgGte27omxM86oYAncNx9OaOLo2yR+VNoyDlhEzryqMLMX2M+yyZjyevn8njWuczBHVMLqgu9Rzrftsz4Il3Hoe7dnaVl0b1skkuv7XY1rTXR5RDolv17sibh+Y1lnFWMka2FE7kRRygfa55nm7soBTaLVIq63Xq6f3m6B6xOs1WbohdEuREyJm82EH81mr8WZ4qzn7/1LP4vf86d/avOxAMD33p0VXSK7mzepuhubiZZjWdTZSoKL435/FBGNTYcTGtdFstIn4ClxQtO2yDFga4qW91P2u9vmsXyPr3HV9BY51ygItwI5tpehUmKc9KLew5h6xMGD/O5WVVIpaxpnoCFBLdkQCXfsZWf1W/o2KzXYoyDICj0Aeo7Z9QLQ10wjrluNZN2sOAwrKlqGBoDa2kbOramQ63OeZh0k9hIhOU+5injprDnqufB5V8RVoQ6Njm4FclLy1+UP/JUv4suL8u+W83KtBUhbw4L9yFwzrtc9zTZwbZ+pn1VMlP2vmayFL46jo2Hb6yJ7Ul0v1hJdkwlc3Vwoj1+92x5xFaTVKqlygHCJ6STnKzWG8n+xUvuvx1HQuytQhQOWBaDXcaFpP1BfZzH2l/haczmMmNy/u/ZxZfTuPUwUXuIT3Uf2mkUtxuT1vqVlcSeFbPy+tvaVMomoxpWTR7zGWwCgdaHY/poJ4qoERN16YRJ6AQAge1mUIGvjKI9fLDWuN6rwp7db4PoEk0wsN5iXv3zzckbU1hHyIgVoCsIweElwoMjuM5KyhfG98503DXW1giqHsTVNLrTnOBsftb7gRZURV6AP4sV1keKAiTqhX4j0edpsPCD0Wp3F7r15AD5jV5Atc64zizO196oaWPoc4GmMpyDY2ts4CfRexDXpGleViEj8WU5gJPXcnjbT94btcOi+l+et0APQUBJRRPX1zO29b2id6EGvla9INBZFuQwQV65xlctpndhpEUADOlOF5xmHcVBKzgAltJbzbcnJVv8l1u5BX+Ma9cv8Q3/tS/j8i4XqumHwUJkylxBXcYxXEBQOkiSor6+ZBG4V+ukYuDLib2uh7fwbl+A0Wi9UosuiziZwlc/vgbiu1bhyPeBo5h4At2ef50ZTP5jfgMcpx7MtPPa0ShWu90l5vqrDB8FDofAnr2OQ/VrD5TBitR3OnlThS+tFShVptL5HFQDLvoWdTU5qxLVnFwro3ru8xq+wTQriqsXcgLbP8fsjqnAfxJW/L06aAAXwWGPhuT6uhr0gc/TFrcb10XYLXJ9gQkeRScvF9mubva0BsIIETKdYy3qezvPmgQMveN+mXq5z1hu6IA/iNI9Bva7Q5WyWeg42Drl5ewRCXBdZEdcgYQC0RVXqD+xCJJ8RxHaga9avLrn8lQxve75RFVnZNerjWtuOZJ9suEQV7lv/VM6JUS8WpRCTLG1EFWZJen59NPNgT2uZVt2/zQoaeVVhfRz5HWzSRC4dX5s3nfu4NlXT8n+FkpsAoLwvKUEjnrcAO0Taqemlan2aMo6CuBqxFT7fkX57ex/ZlhAyBiBmaLx+OOOHfuBFOd6GPk3bY1bEmQYtNGivZRlLu19O06xUhWXMMs2a0I8OSPa0ie4lS8N2yVS5j+SaBEmwct45ZHbU75wlcD1vvvbXur4g2RAFZvE1W/ayySOuPE5GBRMFVnubZa5Jgtkms4AleFjuI74m5X1tjV9DpOt3CuJ63n5SRn1c7Z6kWVtxOQgHdDZJYZlHgn72pAqPfM3qGq9FEUX88DT5gK4yMeaIueb35Opf7zDGr3/kqcLCNhQbKXl5mrMSBlPlINkG7zZpcgtcn2q3wPUJNi9okA0+GQUBDKrlsr76xueM1Rol7jTNm6N6/D3cEsc6m5K9bQ5YO4alS/DNm1K8kDfEtUfg0DZuu5nb85UF+RQgexHiKnvoVajCTrhjpV63nquffyVb73sMR3WZ9lruaXPW6pm2Ts9R+PIaXa45Ya2VwuDmwZ4205zX4kzLOTrkNHZqZI7VbPtKNh7QKFAPBCUSE+GEgUVcBZH1LQR0EDRRjWtxavps9tPioIzD4IKVtTXB1USyUzO3uQfEDI1pzpVit2WyQb7bizOVv0PylGfAI14AKoJnVYUBpiQXRNbSG/c0uceFemrrDEfDKNFMFL3+z0vg5kso4pq1OXu9gaeazHOvKryW6IrXRaAlOG1Cz9NO/f23p0mQaes3I9Es2QOKorV2X3mNL9cM6vOROOQeTK+oj6ttU8S1n3OGWxeF3m0TeraOnK9ZATo2H05otcbV7DnZsrZqacGsenGXc25j4XEAcZkcd7PY0qY545vf81ThCHyp9+M0K5p6Sxo3QEvMjkV+KwlcH27iTJ/aboHrE8xRXGjR5HVIJvjDWeiYPkCSe5HR2jWBhBM5QFvZnBvnngWarON8HNISOMtCE1A/Zo86j0nTnmXxkcC1C42RspMHUrsDNL0WaBvEWpYa0I7ouKy4tpfhnsbz7WzQUJ5/gjzUzdMEdHIspypsFlz5jheHsS9VmLLUzGqQ58RKQKOd1/aa7+N6GJOq2dvbeM5H9cI1q04OXEivHVLopEaqwtemCo8D0dqynnvl9VSDPX29yt+JPivjFNSlh50WSmLUDidcx2ep76dkH7Vc8ogr6ueA1l7rsGPgukYVZgRFoT2DH8uc8+K8ReJMDRlRbcJ6rvFJrll7zTqU9T4yaI98HmgqoaP6DWKqP7B9naskGew8kI4GMg55T1TaIv7H2yWgsmvmTIkl+axNQuxpEpy5Pq4r1+U8z07RWt6nfDCLuGZ/zfZUFVZBkFmrXYmOHgqO44CHyQd7dr1Q12yINVH2MBE6c1RhgzZKYus0edCG13g7b8PAtda4bjvGb338riUC1H3tAQuZk67uXYE2vkyO2QvyHS9vNa6Ptk0C15TSv5RS+tmU0s+nlP7d4PXfkVL6Zkrpby///o0tvvfaNq1szHajk+DsYZpjgZKkFyJWCY2oOntQhec549d89h4A8KFCXA3taOnjGiKuVlnNUpJUECROvO+3t5cx4mqTDTlbBEWfZ4iuzJ5mJrTcvU1U+CJlOocGLQjBGiUO4NoMmyls3ykL7Ivj0G+DpOsyDoPrxWrPtyAk5f9r1D9B0XvXuMpcuz+O9RwAcj7E0SKlRhsEyfuUoAUFiYClCk/Vce0R60VBOIszWQdNENmoJp6PpxBXE5DsaeIg2xrXiNUACF3zwnoxtbkHBMHe8hV3o35+C1sXZyrPp6QV8uWrw3VxQVxtH00+njixUeCwlzXavcwTFho0yazF0ee62PoaBW7WSbVCgzwvtq5zPa8grooqrBBXOX++ZmVggrha1IsTDfJcT0GtNfQuui4SPEjtORvvV5E4E/tMsq9bYcMtrPZxDZIbvuVZdr4HANwtWiKzRTBNoMjJSwmQepiUSth7Owr25HzP87xaE29V5XvWuH5jQVvlXPix8n0ZcZ2zSto5VuXKb8B/b1Thx9uTA9eU0gjgvwbwWwD8RgD/WkrpNwZv/RM55392+fcHn/q9z8FkcZRJymgQ8/zvRqEEzE7QCPB1YEKvuEwV3jhwzRn/2OfuAADfeX1Sz+ssdaEKt5qN2HEJVYUDqs79sV+NITv6tsbVBnvyWALCEKWcWVQA9X09W/u8vGtzSyxne75ls7dZX34c1V8nSqgATcjixbEf4qqowon67gaBqyAoLRCEek0uy7VqXJkqrJvTl79eZEl6COvjHBbHuSJFgyRNvLP55jThs/dF6GfrMf7NX/zQHdMKTY3jej9MoCGyXMMKtDHxNeMAvVfipDhbg3Ja5HzU+mbomtbhAaATfqO91u24AIgqvN1Y3kcVHgfdkqTdJ+29cr/Ms6gKewSljQVKA6Jv4sS3MHK1Z0mXUNigVo5nERR7XF4jt+7latc7sWluPobtWlCea++V+ScBlU9OtkSDvM6CT3ubBDtrQZkVYJrm2dHUAQ0AsFZINBYZ6x5Bw0PQDscKTbGYm913AeDuMOB0DmjqNC8B7dMMqV8Jj5R22N/WquBLcuE0zSWhZ+YeoNkdcrwIAFi7F55qUt9qj+20agZuBamDcNZkKONsx3eMzGx8t1vg+qltC8T1nwfw8znnL+acHwD8cQD/ygbHffYmqKLrPzZrlPJ4KP+Jbl7AbB6MuAZZJznO1jfvNGe8OI74zN2IDy9RhcdUpc0B3xMOKBuRR1AQ0iV61rjqgKU8d65UrJgOXGspV9AgW7uylmzY2urit2TtuLbKUYWTOdeVzaNk8dvnrKDWiVpN9BLH4esyEkU0RI8XhzKmCnuqJNe49kH8lzl/HJ3aqZwjn3eUvQWELketVVbQO6AgQJ+R1iAbzssvf+s1ftt/8yP4yz/7DfV8DYIkyEya3h32cc0+2GPEC4AKbG0fzT2tZNZTTYqIuTom44jaIDylghrbdVMubUNcl9fH7RMqbf6viDMlT2Esz+tgDyjOVs5YRR3kL9dL9qSqN7Ga9to6VThaL9r1tEJAthyE1/tX7zZGXCe9Zokx4m/rq+Uc6/kur0sngoOqzWtCZ/w7DGZe7mmCKtqgbG0sUy5z2CKuFj2u6GbARGlJnP0Q1ykIlFvLs/a89T2ARhWO6iUBTccvx00hvXYvE//OKjavJe0ixJVbb0V+lF0vpp1qXKUVjpwnP7b9kIsoqWebcE241WvgtYTPX9iGe9DVv99ti8D1HwfwFfr/V5fnrP22lNIXUkp/KqX0T64dLKX0O1NKP5FS+olvfvObG5zefjZnzfNXG7ZCXBeq8ELx9VThuGVECfb8pD5NefMFSmhUL4+jarVTsqHtfdKEubYjUVmn8jcUKDFZd3vzWtXEPSxC2ngD4Msi595qXNtrDa3V9ZKAp9fuZbIIRoirowoPGllYy+BG9G4tzrSg5IehixMK6ATISH3UIsRV7qMIWY5qXMeRs/x9xZlsTTJAVGHK3tpaSnnfPLf2FhI8jGaDBApV+OXduLlT8/FSy/fdNyf1fKOdtnOdVtZFHktUEy+fATxVuBviOrWWZ+zUrJUWiCOazDgPQ8Jp9jWufpzl7x5U4bXWKlO9ZlogJ0c1hst5vVsJggBf9lKTEF0CVw7CiXYaJbqWtVpOK7qesi5eYqLwuF5vjbiu9HFlTYZIc0Epu8o1CxDXtXY4URJsL7NU4bbGl9f9XjYvqq76HkuU0GJ0nZXzxdbqvbew2seVBfhMYDZSYsr6HkC5ZhK4xi0Hl3GYa9ZpWawouS0PsOyE2nZwERQdI38x2LMjqvBefVwZcdVUYY/2M9swFKab/XpRg3eTbBDfbQ9l6+932yJwTcFz9vb5cwB+Xc75nwHwfwH4I2sHyzn/gZzzb8o5/6Yf/MEf3OD09jNxxFpWqTw/ZUMVPlDgGqEOg5Fx56xTsBA97IG45oYeW56/EqZYEFdZO6JFVeoMI+qVDTy69nEVNGPwtY3Wqa6qwkIVVq8txyNHtF2zPi0EPOJqkg0WWVCIazuOEgLK1kHTiMVp+fwLgxjuaZzBFZp6OV8fnI6pjN0KPQBl3tr6WDUPOiRO1sWZoM5XU4WDVglLEC5zUxxTi94BhSr8mbvDglJuNxb5Dqui6qjCK0m5Opah1euOZu4BFARlHez1uF7AIs40DtVpEVvNqgfMBaAljxjt58+xw82vb7mUyG9pUSb5jrL+o47DtuIA2nrxdnHOj0OEuLbv01ThHkFQ+ZtSKQc5m99VM0rWKdFcu+eSsCaJwVvX5oirOf/6nTmvrBdy/u29tcZ12SNsC7GIxWJRoj1tzlDdGayDb2mX5T4KVIWTLgdxyaEg2bAHTbOqCgeBclyXHFGFx6JlYtcZgx5X/2O5d7shrtn23m3JhkiYTvaJiKEngnQAKNngE11rfaifat/43tu6d6q65DlWIa/+Q1DfH60X1fc1iPGLw02c6bG2ReD6VQCMoP4TAP4hvyHn/K2cs+Dx/y2Af26D7726VapwXYTKBMwms3RH4kzT7J2aIemMe5MEj7PUp0VtbkuTWkJLw7P1uochKcR1rQjd3bzGeano3RVqXLUa3pLFW0F8BNW6pCDHrw+pD43R1ri+UzWuvv5uTZyJ63WtOBO3FwCYKtwRcaVEzmHw9VhW7GGa1523FvR6ka4egbic+/1BizNZSpxTFbaB61iCULmHZH2xVDugIEAvjyOGYduEisyldyftqFcHhDLnLSjzZRLcksQmW/h4jLjaGsM9bY0qzPNSna+sfeaaHRemyjTPZZ0dbLIB9fMAdlG7XnP8FEppHGoeGz8WVk5c49ruUdUurkfgOrexsCPPa38936HR1Mtn/H6VZ68gatkLPBffnLZGXPX5iykmCq0X0TWTNfIhqnElZItr5u213NPE94jQO8BT1SUB5FSFqV+mZurotQS4JlVYzqk9z0k5sbsFcV0VrZuz+ivJhl7rovN9l+917XCGUiYhv0lEexZxPn69JCH0WGyCZSv7+kfv8IOfK8Kkqi45QI+n2SeMeSxR+yymhfN3vAiENW/2yWyLwPXHAfz6lNI/lVK6A/DbAfxZfkNK6Yfov78VwN/d4Huvbo3n325AwPP8j5R1igVKtEPe1EVjStzpPG8eOEjQwuhved5QhUcrzuRREsli681+OZ5xJHqqCnN9WQ1YqMbV1kSW1z3iagWN5JjyWo+YThb1qirMVGFHYxSqcPu/mBVIsJtkRBUuNa59NkhGHMchEXXOO6LSvieam0z1PPNm39Gplrn24mgQV3K2AcqqzwtzIQz25ppUkay2peMDmiq8ab1kjhGLJqiyjCXpujPja9Y1zomQyGYfoLXj4Ouf9rLzxOJM+ppFSKSgx5YqXJIN0t4iRh0Apgpv3w7HojRiXMuqko/RPSaBq6B3lIXl9V++ZxyTclD3Ng7cOAnbkll6TVCCRtH8yz4R4QJX+j23RlwlweWTDZQsZbHA2Y9FAry3garwkJjVIL8d7XGdkg2RHxWVfNTgYc4rqsKUNFleTmYt4cdz3j4Qegja4bByt5yrPC+BO9txURW2fhSvMzyOVuO66VBWLeeltIASdkBcDnIYUistWPEJI50HO/f26uP69Y/e4of+kZcA9FyIkpPMmokSepJsjtZMy6qpVOFbjeunticHrjnnM4B/C8BfQglI/6ec80+nlP7jlNJvXd72u1JKP51S+n8B/C4Av+Op3/scTJRzeZMD4Djuw5BwHJf+p7OnCrNTye1y1moWTlPefEORm9TSTexCJLz+Sv0Y/Q2as9Cl4V6TdaHSJToirlxfFtGSFEopWepAVXigz1pHIaU+QVBFXCNx1ddfVQAAIABJREFUpiBLu9bHVQtN6YWahTuA69S4lk2gPOakgE0YAO0+CkVlhqRoxgWR6at4WtvhHArV2taWtd6n7ZpY9FxejzK/EUry5jTh5XFUbWm2MDl3qeeyz3OyIQo+61gq4qoTZFYhmQPb3oirJLqs4xvSwebsGDdA6/0Z1ZHL5wBiEuzRDqcGlDFVeEilDYqsYZfEmSpVePSvyfFkL7P0xj1tprFwfXVU3y/3RFh2QPfgNGe3z/F6YRkOW9oayiRrmD3Xei0DxPVd0MdVJc1pL+vdDmccfO9YGTL7EbLGF6qw96PmOvc0eiffI8brx9aoa22HM/nvc4Jayz5ggz2lKqzAgfK3jpPu0SH1KVMCWmLA+lFTjur7h7pecBeKaK3ROgbmO3dCXD989YBf+/n7ev5iIhrG4+Be3FqcqX1mrezM3mcvDrd2OI+1wxYHyTn/BQB/wTz3H9Dj3w3gd2/xXc/JZFGRzFNrIu9RkrtxqDWuoUCJyhQ2R9TepDlnPEwz7rZpwavGIgIJykHLGj1o4hxB7SdnqQ2CYrPxwve/BuIqYiv83JqYVKQqzDUz1unpJZDgJNVtOxwTtCnRohX02NbmjWYjPNE16xU42Fou24TcJhTm3M7ZI66LQzFnqjFs37O3VZYBJWsOY5svPIcAoZH5YE8ctBq4LlRhWxcKLKrCd+PSpmnLsZS/FnG1gioleCjPRbVc0pPVJvQ4CVaOm/Hi2H6ffohruUa2xtVm47kmkIMKsZqtp7kHsFOD+nmA2uFs6NPUwNWidwbt4GSC/L+Oo6J3QhXmsSzHM3tZFDjsZYz4H4ZU95m19SJnzxIoj/Uab/c53iP599xNVdjMd7UuMtMp62sJcI2rrzNMlNBitLpRHzcdTmhzliAmKQQ4EtQ6DK2+31GF6bPsZ1nEyz4+TXOlbW5hkiCIUPmRkrBynnZ+AeW+evVwcuu//Y1qz/Ih1aC+h8n8s4m3KNF6GFJYXw00lpRXFfZB+In27y1tmnPVWrFUYce0mFuZ3NFcF/nMKkpuAu8Xd7ca18fattHPrzLjuixu+xA5LneHoakKj/7mlcwbBx0RVXhNrGGTsSSoLDUgQXh73/E9Qg9yLB8IyvH0RiwLRg9VVw4yubZRxAE4QJcx11relSbgLlMYJBv2MPm5XgRUYUtVH5fgIUIWPq2q8HH0Cqt7Gt8PFr0DrNiDjKOdf3tN3582SOwRCE1mzrMwWDkXfd6R0ww0gbSqKixUYRMEASXAeHE3bj4v5Vhr4kxyv3DCIERc5ZplO/eW7wlYLD0R19Ms4kyDc2p0LVc730iAT7L17yuhqE7RDlThtbo+i6zW2s/ZB3TihDXGTSxQwnuZdW73NN3ShYKyGgS1917UMaB7yQvkeAFDsa0RV7lWl8SZbM9ZwAR7Jtkwmto8Tg7JZ1n7YG9jthPf22GN61A0Nk5TVkkTeY1RrdomzCBe8rrYllTNnDPVuNIcMXuSron3QMdxHIo40+yBDv6NmN691j5xa+N729avR2v8YUxhjav8P+oxHwXhbe/f1lecc5tLVlDLUu7PMwnsMeJKvq8Frqwwqe2o8XBTFf7Udgtcn2BzbhOWKbYRsnBcENeoBmBIutbiEnp3mvyiuM1YWnb8UtZJNsFQWp8W4/epCouDVp34nu1wUmotbaZGr4p6tT5MfvNUdaH2mgXJBgD44Z/9Bv7iT31tu7Es3/GZQJzJOs6SoY36FVphD0cxNpnpwzDUFiY9TOj4QFynGp1vdcQVzYc+S8IeUbC3l01mw7L3cus72O6V4iDo45TMb6u/vkQVfneacX8YNg/25Du8OJMEOy2hxzRYuy5Kxv0cJE34eFMmRzT1UxU+TxnHhaFhe++u9XYOlaAr4jqvJvuA5uAeBv38JmMx946Y/JeTsFz7eUmc6e6CQIm836LKe1pFiQfNggpbZA0SuHqhQU6cWHEmmbNiqsb1YVvE1TKU+HmXfFPJBtqzB5NsMAnlSMDqGlRhQLMpIpRcgtPzPLvAVdrh2JIYe48B+h7YEvE6z82f0AwNPf8qo2s5X7vG3x+GpYWMT4Ilmn+2924PqnBdL5Jun1VeC+r7hyGce+UYer3gwN6uF3vVuM657aF8L9sAdK1Eh89bgvAoQaa0HoZUfd9bjeunt02owr9ajYuw2UGbM5zjcneIi+0B1EAgRO8sXeLMWTy/qD3W5JyjWi4raAHE9TJKJc4hKNp5abTJUf1/T2so3dAELfIavWpxaiRTGNBrlUhVpbjElMw/9Fe/hI/envBb/ukf8i8+wmovsKpMZ3vv+gU3dt7K3ylCgwbtbJYsd9q8XvKS8cYtFNlMDpoNAjhA15TogTa+FjzIW3rOP6nrlvORn9JR//I6SjnlXGm6liqsaIwL8pCSV2ncYixOnMlRhdtzYX3/MjffnaZa88Ofry2MpvZZVpfe28rvP7j2DNah1Em7WKAkQlytoJbcV3JNt5yW6+1wAobGDOdMymvAmtCPdt7k/VbAZU9j2q9C71aCIIBankX71RyLM9lyGrHX7zZGXFeSDexU6+RjeT1KNkTJZqWvQWitrVfe0+as6/sb7VSfvzw+zxnDlEPaac409+x6qkQn28C2RLys1oRYS6Ym9beV6OixSB/X88o4bXAvVOGeJS8F5S3PNXEmn2g9jqmh/cFYSrIB6vWU/HqxV43rnJvQl22ZpNbFxe9p7fSCMolljb8kznRe9gdJvNyowp/ebojrI806x7zgWhoZUALXd0sT5jAbn7N3+oKFiNtobIqgzK3nns068enKDd6K7X2WWpBIvult1pMVVoG+Na7D0BYd2TjK895xqdl4tRC14820cZTPxQvrq4fzLlTN2g6HRHKidjhKnGklG+hruTSyeppm3B2GSu/pYSwYxXXJZ/O7y2Omy9mEi9o4DL22T6Z6SdaYuu7JXBe1Ca6glCXzuwQ5biztvYK+29r1p5qsPVacydKeNfVPUzXL+8o1e3Oa6lzmscgpz4S42uTanib0+FIKYun4PgCV2lDrvJVz9o6oHMI6okfj7Gxha+1wohpOdR8Fa3wtFVlph8N7GaOXexvf+6q0IKKdLo9fLyipICAAlFMZJvRWgqDXGyOuTUXd07vD9SJY42svTQkeDBPKUYWHpBKaexuXtnBSdC2hLKiXRVylHY5FaiNxsL0QV2ag8Hx3/iLvu9kLGglVOGLvSWKJv6NnjSuzaqw4k22pJ+e2jrimSscv710+E/i+e/Vxnebc1lu+ZnaNN4jrGkPI6rtYqrrEB+Wa3ajCj7Fb4PpIczeaCVydStw44O3DetYpunkFvdMCORS4brhIyeZhKYU2G3gJcWWVOI9ItOPxuYsT3wXxyi1TxqipTRjw45PZBPk1oTgCmt4dZT3fPEyboidVnCnoBWYd0Yr2L9c4rSyqc/aLsa9xHWpdYg9jp2bgaxaMReZuSDEbqcZ10rTT8j27D8XVdUsgZANtrhuKaae6zvx4aEkTPh6Auomys7OFVVXhlRpXRsk5U77Wx/Xtaa5JrGgsZ/psr1ou+d7DmGrvXDFHFTaBphvnkHCacm0Rw88D2qkB9qlxtXW07fmYElfROxqnOKuNKhwJTWW1l0VUzb2MqZOWBQX4oA0AXi0oKQv03BGNz6HkQ0wVvj8M2weuK4gr+xgcPETJhlrjGiKuUH6LfLbrNaOxcBnKWo2rJC69OJNOXF7SMVgLYp9qq4ir8RN0OYhvE3Z3GPAQzD1Ady7gxPnWAnxrxr+vFR5aK5OL/EVA1nJPFbZaK+U79imTy7ntqRf7uFbfN1BUp3vQJptbwr38vyQvW7K5ly/1/WS3wPWRJjePorgQsmAzaHeHAW9W6BJCi3A3b0DXUVThDSe8qPC9jyp8vIC4Ai1TZoP3qMcf4IVq9jTePNpiMtNC3N5bA9ug/mmkhchRgFLsVL9+mDalylWqcKAqbB3Rqmg9BxsHXRePLOixiCDG1ujdJePECdf92ZpIQO4jX08kn2VVYUbIgT5oUKPHa6qw/JT2vpcgPKIKA9ySZHCfq9+ZRfl8W1RZNmEfuOqx8MYc1vcv6NVbQxW2CsnzTIhr2t55WTOp6+b5A8TBHtASSHacx3FoDndIr9UJPWG2bDktZY21NVWcHAKCBJBxqkvgui7ONM+tJnOkJGEfqvByjilVGjp/t+77XP6KEvAq4pp92YtN7gLA518c8WpjcSbZf+xeP8+6jhww7KHI4T5Ny1oQB+FVoTZ1DlxnvV44erdByac5K+dfTBhCtnzHooKARu22RLz4WKom3lwXK4oYa6JMKmEnxtdM9SRPna5XXeM9mjjlmFH4bsVflHO2e3YJzvX3nnarcW2tffR9DecPAa2+P1z7crmPIqCDE9Xycko+QL/Z++0WuD7SoqweO1l2s78bW+C6JtwR0U4BveBaZG0rk43QZoBsED7SJgjAbx5Dq4/SToIOwps4kyCu+9MluHF0C0zX+n6Wv63+CfRac8RsreUwxAHC64dp0wVqTZyp9dFs770/FnGENdoR0DYPftluhA9LC4JxGDoGrr6/qQharCdN2vnX1wZWFW6tFFhQZm+rNa5GnOkSQjCZAAlo/6+I6yA1ruV1Gco8t56idlPeaixyDmKOKmwQ14hGNuVCFX5xN7rX5rpeaFSm1/yb5tbHVYmtzJaOv5yniLkF4yw1rnNMFc7t+4BYLOSpVuuFLeJqHOeUtDhThJI3582vmQpxTRycbzaUVas0xkHTDbkur51vOS/Zlxlxld//YZoxm4SfTU7KvPjgxQGvN26HUxO9QbKhMrPUGl6eixKtD+c5SPYFfVwH7YjvbRPtO4WhAfXdKgE5MlU4CoIajduKM9kadbFNqcJGJLF+n6nhlDXgPHl2GiAsqfLaWgsZHkct8+q4j2lxpvLcejucmCosvq9LNiSvyWCZAVuZJA7G5Fk1fLoOcVVrQvlba+JDf7EdV4Jeqcu+2aezW+D6SLM3GtfQRcX2dwduwqyPJQtO1IRZjie2J1V4HODQtGxuwqNTFbZjaTVOmpalz1k24vueNa7kVCs6ZkAVlmBJsnyRQAkX6jNaFm0ebx7O29L+lnMWlMBK8Cuq8EitmIJNsHzOI2KOKnyecbdQhbsFrrR51N9dKJdRAiigHQFRjeu6U7OXWcTVUfTsOGeh+urjyLgr4nrQyItTUl025S2HKOds0Yr31/5bZ1PEmWaFuJbX4tqpnoh/UaD2LIMIhQMo0WXmpiC2TqF20ImTPanC60GQCXSSFkyJxiLrDVOFbS9DoNVxbT2WNWPE8cDlAUFy0lKFGXGVcZ3OM87z7BSHIxro519uj7jK/mPnO6N0qo/r8j6+ZI0lNYWqrnLomdeLoC50L8t0L40DrV8B4i/rRUgVXpLunDQpx9RJc8DWuG43Rk7kheJMFKDL8wVx1se5G0nM09x/iQIs9kOFcbS3ZbqXbIlElBwv7XCEbeiVoEuyQSfJonrdVuO67SDzkhznziB1LMFa/S5gm7A/aa8Zt0qTcTR/sQ8T5fvNboHrI81l9YyDFlGFm7Ka7z/GSqkXqcK71rgmJzzh+fqWKmzGInSdFcfOZndf9KxxnedKlaoZz3lFVdg4osrZZGqWQ8l9gJBzxuvTxlRh2jzuDq2GJMpSqx7CAVVTxuKowimpuXCeC1U4qj/Zy3gjrPTuFQqt1ITbeqLyeFBiSCz0U75n33HI9w6p3UPWKU20mQGtZm0NJZf1xFKFLXpX2ltsu0E2xDWmCkcqodH8E4bH29OkalxlPEyJq2jF2LeP67HWuLJTEyezak28TTYMpYXPZBxuS+9uVGGftHyqXaqX5MsiSLfVXKjnPMSIqxIoyTz3+tMYhe7KLCggXselLlUhrqrG1dPCI/TugxeHHWpcW3kD25y17wG0ekk5Rz5foNyraywV+by8P1Io38v4XjoMQ513eZmXtrXPlHOl8LM5qvBg1tMg2QDsiLjyHDGBGaNwEdBxHIfaM9QKfYbB/ZBClHIPi0qumG4e9bBeA21a6y3UYwK+TKkce58aVwFtDoZJZvfedh/5tS8ZnzCiCnPZAmts3KjCn95ugesjrWUny/91bYZ3XI7jgDcizmRek+xS1A4HWF9kt6X+LYufCUrmbKjCo755fU/ahnpp2qle4GqNq6n329O4xpPFEaKaSKYSA3GmnrO7B7pmdvN4e5qVTP82Y2nnfL8gqnJOgM643x3GQnlbQbzkc9YZt84mK6z2yhLyObGDtha4Ai0j+0lUheUtPZzq0ot0oKSJ0LvL662+J9VMrKXc8/uErm+pwq3Wvs0R62w/1eTYNnC1VHVOcqwh/tO8qAofLeKqhVpUHXknhDxnUI2rdkQtEgRQTbx13saGFI1BjWttGSSIq4iFbDjMuvbaFkZmXRDkIaqXBMq99DYoFeHWPpaR1F/xVO/JlxDX1w8ecdWqwr73rhZnKn8/d3+o6O1WZpXHxbhOTqM97RzFmOJoEddE14X1GqKk+V7GvsLAQVmQtBuGVBg3S2s2NmGVWIp7WPu/U+D6sBK4+rpb1HOKxiksmjdLXTJbRBUeB2mHs9lQVk2+Y0iaHQRcogrHoI34GK4GWPZlGtBa4u2pJr//kGyyQfu3cu+0tc/7izKWiKofJWF7CWp9v9ktcH2k2SBTKxjGVOE1cabi3MWbvRxP7OGsb6ytTBYc62BYxTtxqKKecDKWnP1vYJGtqda4atrknjYR5UscrvMUN22Xh9J+aA1x5YwnEDto4hhteb2UkzFcVmK8P1ygChPyzP+XY+i5NxfaZE/EdfaIq6DknrlQ/kaolwRu0uzcqQp3CoSGoWVqT5O9Zu29rJAZoZRAUwkVJ0cCXgkeeT2x13KLsQDAg6lxtWJlnOSwiRF53zQL4uqpwoweq3Y4HeafJBYOtR1OVr9ttL6JE2wZN4L48zgActAIsQDaNd0DcY3EmWKqcBy4DkOqc0+pCpOz6dbFAEH56O0Jf/GnvvbEUWmTn2tI0h6k/D8qH2DE9TAkRf3jGteQicLJ3eXYn39xwLtlnd3KzitUYb5mttyjnGN7LyNFMdurPK6CWqlRhXvsy4oqTAjUnH1iXBDX8zyr6wXAtcOx4kycUNaB63ZjZKpwJOAV6RhE6+Id0bsjeu1k1otxYcttvS7+5Je/jb//9e+p52xdbTmPljiPknar7XAG3aqP5wF/F7B+LzzFcs6VKmz1Xbj2upyb9n21yB6W8w32Bou45oaiW3DgZp/MboHrIy2ifjRlNZ9Bu2dxJpdBw0IVhnq9IXvtvbshrrmpCs9mgVfZW4O42jqTKjRlnCGLHstmcddVVViLKAENaZRzF6tU4bPeBMtnfeDKyQa7EAl9bNsaV3Yy9GZfzqO9V6jEEe201uYFiQgWxwGWPq7jUCm5W9KS/srf/2aY+WZkoSUbZkyTrr0G2nU5TzOG5ClmAAj10k5Nj0x1CVqGiua0Ho0xGjQJCh7UxAOeKiyv1Ww8rSdbB67ye30SVWFGXG02fkxpEQ6DpwoPmiqs6sg7XDBxlIo4k0ZAbSlEC1zlvtTHEsT2PM8uCCrH1U6ZzPU9lMitONM063uF5x4QoMdDqshSSJcjtLati379+/Nf+Br+zf/xJ/HLH7976tBoLC1wO1BCz7Ia+PHrh0mhrQDVuAa91y17Qeb3518cl+Nth7raNaJ+59zKkfRe5um1DT32Qj+MMnEyPpl5uadZVg1TKs12hWEoCaTTlJU4DoBlX4qTyUAL8spjDlw3pAovlNiXxzGkk/O6KOcRinkeWkmW0ziIEtVDG/+W9u//mb+D3/d//H31HI/FIq48L8UOwxDef3KMnAPQZmhriRgjrluNs55X8gJ82a3x5W/bd/06Lr6vZrDo5Dgry2+9L/9qsVvg+kiz1AapYQJiZEHqDIEVeu2se9+V58vftT6uWzs1Kened2UscU8qqVnwgZBkPXWAHjloQ2qbag9V4Wme6znVIGhxJgF9XaTGqSUb2nFsIT4/V2h2+nvlGHsgXkIRakqMPgi6G4eKBLgaE4MUaYEqT9U5jkltulvYV7/9Gv/6f/dj+AsB+jLndo6MVArtlq0J5AQ0YkZr56ZIKcPtpcYoDrX8HyCUyCRO5urU+MABiClLCmXKHHhtTBVejrXaxzW185npfCLEP+qj2T7bnFhGXHsg5DVwHYc691S9brC+RTXx8v8IcbWJEy/OtOF4xHEyCJOl91WdguX9LngIgiKAkS1fZx4JagnVXebxFmbp8WdTFxepfb56d3Zzj6nCZ1IhBzy9T479+RcHANi0zrU5614EzaJT1WleYWjYx4BODtkeuICffz/2pQ/xr/7+H9k02OOElq25vZw08eu/Kv0xgb1tEya2R43rZ+504FqRUZMwlZ7kUY0rIIirv541gUYB3x5U4benSXWy8N+5PJfbXhaJM/G5s8m+JJ+Xj8pffZ+R77vROFnfxJagWNBGkpdRKzBG9a2WQ/WX6D4b6ji37a8OAP/On/oCfv//8w+2Pegzs8O1T+BXql1C2iKev0JFIroEOQpWnGm1xnVLR3QJEGyrCYv4yM26Sv1ITWjKKtQCDQUqqoCDon/ubefZi/Lw784L7AeLE/LRm5M6f0BTs7wQhO73CDRHZssFihMnClkIapwaVdgnTbwIVXstogofx0EtxFssIOK4fv2jt+61QtfRyQa5Zk60gsbis77tenNg29o09QlcxyG1ANwgHSp4GJa2UoFT0/rJlQBco2VtLOLsFsR12yBIznlNVbgl9IgiNQc11hcCV3bQLEreI9EgZQLHMeE0+cDV1oMDLSiM5t95mnGaBrw46uSQPa58J/9/C5NrYx31qKxDaPVAsGbQezXq0I7nE3oeWVijLj/F5OcqKqHk4AcJPTm3NwFNvYoznUX1VY8zqpf83H1ZDd/sELh6qrAPgkrQFtNr62PXQkYzxeR4UZkSAHzhq9/Bj33pQ3zv7Rn/6GfvnjS2Npa2xnOCLQIAmDYbsb3mlaQJABeUiO3Rx/WlDVwNKGGT307Mc2yJc/sbJJp/OoG9PbVbGEpsud5jWo8BEOaePkaUqBNLaWEKrF2zAHEtj2eMg75nH2NMe7bJ3eL70r2zPK5swyBxWej6MWjDa7z4MuNK+8Sn2I9+6Vv46O1p02M+N7shro80S+vlSW+dGqBRP4A4eGAxDN7sAe1wPkx+MdzChJI5Jl+/Ewo9rNTrcgYtrnGV32iuSFD5//6OKDto3Eet0vvofIX29Z03D+61psQ7B4JaF2pcN6UKo34vU1yiIOjuMKyKM8mllSzincki8lBO04zjYXBJiCePZfmOb716cK9xEqghrrNa/MVkbKdpXnW2G+pllHg7JU7GYVCUZ4BQIuMcy5rgnDeiCh8D1MFShcfqxG83Rpnjvo9rOw9AB5lhvW4CXgd9NMsxoD8brLV7GjuFct7cRD5yyB4uIK7THNW46sRJRcl3aIezJm4yucDMtBUJUK/6OGiHo9lDlNh1wddyPhtm9FT7LHLkI1VhGfOrd2dHFeYa17MRZ3KtkWqyYftrJkkGd81yJnQqqQDAIuQRMiTGCS1GpWsSws0VnRTbwjIF27x/cplIPX/DJGIThpAVZ7K+B48D2DZpLuvhZ+7GsA66rot0r/D4xY6Hhri6AJ3uJUGryxzYnnZaVLVXENcgkRjtV7xPr/WkjdYL/q5Lj59ile2UfB9cO/9q/3RpQxfU908Be8/OvzMlcPegCr87bVtn/xztFrg+0qIMmsSUNuMCmMB1hfrhUdzyOmdkzjtRhaflZvJZJ70QVQrLmjjTQn2wG6ilZAqCwpTdvY17KHINxXn2C5HQvr7z+jLi6trhDJ6u82aHGleef9x/LFJIvj+UGpMizhEHdB8vqNfLuxY8JJPBlboi25fsyWNZvuPDj33gysiCOJMSfHqnpvy1vTKB9RrXpji5yVAuWqH3ReJM5fVkNrtS/xShDkvgGqiERlRh6c+8bY2rBK6zWp+45krOdV7Qu2hdZNplpCqczXoBxLTTn/iFD/Gbf+8Pb6rqKkHDcSCWgTjuU0wVbirk+li1vcWcw0BChiPricz1LX2auvYGVGGeYhxkAx495mt4DGiATBWOEhhisuZbKuJTjPerkdpbRHXkFXF9mHBv5p4ERQ9L/TWPOSVNFfb07u0TRHavzyYJVAW1AoaGSjSsBA583kNKan9kW0OAP4n99z/6i/gzf+uX3PNTzmq9UIGrHcv4/rFUocHl94la++xW41oR10P4fR6UyGr8YndjWxei9Z9Rcg4gtyainJfe02y2HEmXdATCdBeowlJK4tiGAWjD57GVv8g18bYExSZaa4nO2YM2KSXcjUNl13FOhUESOa5qh7MxVfjdeboFrjeLLSq2l2xLRBW2SBabBAirogI5XmS3RFxzbhsWz3m7acu5vwvq68q5L0JTK4hrJuepP+KqN4HDcs1YhEXs5XHEYUg1cI3GMgWb5JA89aNRhbcPHApVeFCbPaA3D0mavHmYVpHIjwO6phV7OE+FKhxlQ7cYy4cB4so0KiXOdAFxfZhmhzqMIog06/YWcoguVOGsxZnehwYJjWytLvntaVIJsfI5SmKQM7C1oBHX51pBC/lOAFWNV96yRlUHAnGmxamZBZUwySG+Zj/3jY/xC996HdLNH2utxjW5Gte19a3Ss4P7rKzxOtmwRhWW/WJTVs1y7JOtlzRjEZV7+epLgdBxiFCHrBgh5TWf0GvU5S3XRUba6Hc181JeB4BXgTiT3KPvAl0KPi7QHh8o2NjKZA56lNxQ1QdpQ7ee6CqPvUJtzlKb197fmAAr5/OIa/YnfvzL+J9/8qvueaYKy9yTMUZ6IGJeVbi14ivjaOOR7xFj5sOWVOFa43qMqcIR4hqhlJeADq6LZEYcr/1b2XnK7pgRoq3XRX2MY7BOijUhOBPYL2/TGhvk+260ZlihKT6sFa1rvm8rIWFibyGUAAAgAElEQVT77P1YKbqX9F0U4roDVfjhPG+6bzxHuwWuj7SIk/+JqcIh4horMQIXqMJbOqJLdmlMeoGwdAm5WWWBjvqCSm+yqMZVFtxGm9TZqD2NZcgBVIrt2TgeQFmwPv/igO+8XqjCSb8mtKQo2WAXjYq4bhm4qqCEgyDU58VUvUxwvQBUpIpRL+mLJ/YwZRwPg0IvtxlL+WupwrYnKCOVvPjbsbwXcZ0CxLVD4kTqcm2QYwWNgFYTeEls5d1pCoN31w5nSEt/xO3Gwj8XCzTZPpLSqsk6k2J8ndaowpNZFyPhGDn+tsI4TYTDIa5zHLgKehgJap3n2X+uBgg68bQHeifrXM6m3s8k9Ea7tpkkEDvKaw5aJDToaafl75aIFyeNGeWNgnA53zcPk0uaHGnNBLzAjAqC6jXzAdJTTZIMUY1rKOYWJM01pV2/xoi/EmcipWK2aeV8PomxJgRbznxvt/OYc1wrLmYDh5RkHKjjKMfUvgdQrpmsN5u2w6llD4OmnRo/QdUlB/6iEj1z6z+XXOm9bOt9jP0jMflvvc/SZarweIEqLIl+butTPhMnG/i8trA6liG5NSqbILyW6KyIg33uxQEfvTmr9wJ8rZfvnDXiujlVeOOWXM/RboHrI806U+wYRhQX3e/O3NhJU7OsU80300k5iVtmqnN1RNjBdarCpHYHrNF1ym9xWVW4CMsMQ1oQ5/1VhSPqR2lm7vtyAcAHL494tTjCFsGTfnIynrYQ+QCh1bhuNhRdf2cynuX59t67Q9mg35zWaz8jqrDtCye1Xluj5GuIq0XpjoSa2hpDHst5vlDjOi11hqPdIDcZykUTlFhQKnGYIkomU//WAvR357n2++TXqnBH1nNk2xrrdixGLOz8E6fGZunFeMwucB0a6gw0ylnUY3KfwLXd263GVRJEuo+wpQp/4hpXYm+UcZTnK3q3Q7IL0KirDXYqTT1AKfncovrqcryYKrwWBJ02RLw4acwUxihxwsmG+4NVFW7JIR4HAFdL2OjdmknxVBOmAaAd9RZgtveWaxb7HtKjsrzPMzTknKN2OHYsa3XSn8SY3cTG80/tZfN6yzPA79fjwhCy9ZJy6VQQNOWarNiUKjzNuD8MC029Pe+Sb7SHPpznVcSf31v/nwxVmJKEm1OFJx8EuZK2wfTqNuerywnMNZO1pgb25XlurVXPJVjvn2p8L9kyOQtAyf6z5vt+9u6A70Zinqa0iv2Tsl9vMpRy7GmupVTfz3YLXB9p1tk8DANlnfxmfwlxFeqbde4ius4eqsLShHkYgnY4hnpk6TXhWGYvCW6pH4w8HIa0WQZN7O/80nfx+/5P3X9sjV51Ikogm9S5Amu1GUQVvpBBk+B3azEt+T4OVi5Rhd8+eMRVrpEgrp+5W6cKTwtSyfU5W5icuw1cLZrN6HyEuMpYHqaol1xzFCYKOiKnZi+TulyZZ5IwidAgcUQjuhxThX3w4Oslhfq3dd9nMRZosvPP1ktG6IFYTBUOeiVfyMa/2rSHJgWuEeJqAgeA2koFiP+5ov2eXivXrKF3g3p+k/EwYkHeUjbJSZkrUb28vM7nWJ8nlM5T/3wtl4z1tOEg59zmiSQX+bsirQLAz72UEo5jCp1UL86E5T3lGFvdZpxcsLoT9vzLfe/7p9dzNmto/RzdS5NZLwA/Fktp/zQ2zdnR1OV5TjZcEnN7n0JyVHJVk5OKZZBxNw5IaVtxsHenGXcLKylq38K1vHIe784z7s38ez9VuAX3zV/cfh87LWsWW7jGZzofM/34/O38SwvQ4cWZyus8HI24bnPN1vwoeS1WFfaaKEDxFy9Shes14wB922smjJ9b4Hqz0FwNDwVfZcHV79cLkX5NKAqWLhH1H1N9XDea8I36kdQiJN/Ba429eb1T07K3UW1sddBm3Zpm6xvtf/3bv4T/6v/+OUP9sBlbvdG5hej+6M6f/z/NudZasINmL8seVGGuRzqMWhxBzkNMsrmvT2c395LUeb3zyq62Lm1aUE6uz9nCJDj++N15JQgq/2+Ia1Z0mzqW5b/naV6lxFWBHJMc6qEqLIirbYcTU4WbM2kdATn3N6dJ1RiWY2hBIwCtx9+m848C11NbkzKtJWUcWjVyTSEZWG+HY52aqIWW/Iav322HuFZxptU+rj4AlSSYd94GTFOAuBomilyjw6Cf38L4WGdTcmJFi3g/imjPQNCOhKnCLtngx1Lb4WyIuJZ6yeW8h1TX57COfOA10rfWOI4D9fE2v49yqHVruK2umb1G9XHAXmgJIk+v5XNbS0JwsmFI62v8Wl/ZT2JSpmGN92UWyOFWaPV86fx94kQDALa0wLYwGseE4zio8qun2rtzQe+tTzPb+4H2HfkMm2LoBb5HJM60Rjv94b/3DfzL/+VffVSAzsyLNpZ2HvK93Ef+Eu3ZJ5vj9SJqh7MHaNMSCknNPXktSnS9PU1Iyd9Ln71viGuU1OR6+9oOx4ADTzUBlHok4q9pt8D1keZUhRPXZgQ1rpeowoMWFRB/yDo1gK1x3WAg8LRTq6wWUYXfBcpqcs5zzi7zZqkfXGd4GIbNEddvfu+d+j4ALggYl++VLLAdywcvG+Ia0rtzrsEHi/1YZOv1zqrCIoDD38FDaeJMAYV2+f/HQY2rJCHEBOUczEL85LHQPGbUtSKRhl51XlpUrCGRUTsc2wOWa9OBPlRh+f0k2JwkO7qCBk1zdskWoP1/jSosjgUjD4zEbmGKKhw4FHLKlfJsUBA7FsCrCqe01LgGySH+Ln78ekvEVe7tMdUglVVVVc9jg7i6+Te2enpW2bSJkyr0Mwy1jn6z8dDecTJokAuCFGqqjyPvtYFDonvJlr1EqtZrfWWfYpkSplx7Z6nLfG6AR1yBMj5pE8aOqL0uEjxsXUIhc+3+MKhj2uQQ0K6ZrcsTq8kGFzjE12yNifIkxDXn8Fo7qvDynTn7PfmSQrL819L1I4VaSSLejcPGqsJF6MuKXLr7geaKfIbtYo2rWuPbPBD00gZCP/O1j/AzX/uoJmE+qeXFJ/U1rmaNH/T6dUkcLFLBV0mTT7DGA1vWuLaxRKBNFIC+O88uYQyUwPWjN17M04qsunY4G1bJCaB0Q1xvFlpUw9PoGz7rebxEFTY3r83K8UK0T9apHCeFN68+32Pl+ccOGo8lEi9pymozNWHeHnH95sdL4HopCB+kxrW8xy5G0suVz19MKNGnaV4oR+tZzzenVuO6VXZNiTNRBjai991RT7goews0iqWucfW1XIy4bof4t+N8i1ri2IDuSEgl023sWL739uzaW7CjcF7qqwHfpmlPk7pcCVxYLAfQjmhVFQ7ocpf7uLax8Hqy9T2mqMInDoL0NRMHrmXU9XEuIa6CHtfepsbps8EDsG2NK6MAFoFyfapTS6oAQUuIioiZnqDGqW5ommc8PHk8K4irVcEXdD4qOwDadTi6faz81WJcbR6soXdbtsOZaI2Pav/tPSb2PsR1NIGETogurIYgQHqKyVy6PwxaUdUkh8rjRqu3gQPQEs6edtqOyfOd65XVOS3n8aga18kHQfLda3XJjrlAY7Nrn7xW6frqWpv1Ym5lG1sGrg8L7fdg5rtT4q3nWkqVHOJ6kSpMazwl0JrQmz4nGd+nDZCsBoOYRfz5fsg5YGhcaocz6MSmLQfhsexS40rrghW3svfSgere7TgA4PP3B3xvAQBCtuHcrpmsoXwttzDZi2+B681CswEC0zciSfC7Cxk0V8vlsk7tvadACOWpxg6uvXltP9aWdYoR10rvm23dVDsesGQ8x5YF3rKhOQB846P3B67jIHVnohKnx8I1rm4DXQL803lW4gMRVZid6a3WE54rB+WgldfZ2bwnhcy19gKRqrAdS6nr20GciY7DiKulCnM7HE58iMmYf/4bH+PX/9rPqdd8jWvLUg/JJxRyzvjDf/1L+JM/8ZWnDq+aRVytY8BzTBwqPlcxGfbbk8/8crLB1qxtSzttj5neXYNwg/CcDAoidgn1EmRhrWYtUu3cssaVnU075+c5Tsyd5nichyHhtIjT8GscOPA4xiVBtEc7HMAnQCP0LqqllNcBr6rJyUnr3Ebzb7d2OCppIveCPkf7OEJc76jGVdWT2oRezkuiofx/q+RkRVyPY6HAUtIkGkuhdfrAgd8bIV5yzm2++0Sz2FMR1+hzjPiresmcVxOtQFDjOkhC0DOobEJeENfj5ohrof1GQRBA7KHl3MU3sDWuUX9k/j/PBdkHq49lrtnJMHs+qbUkhf59bMszLc7kfd/3oeRzRhUo4npd4ALiulk7nPJX/Br+7SzbiUUR7dwDCuJqWWKA36/Os06ubUoVnrbXU3mOdgtcH2k2QyRBEBBThe/f0w5nCjd71OOJ7crzT++nCrPTXShFKxm0HNMl5NBcZ7gr4noBPZaFitVD2T4gxDVs+zOX68Fo+pD8ddGB6zbjZDRySJepwrIpTvO6IxD3cY0c6mFzcSb+uRRV2DibTdQolxYediyCes0Zv+GHPtCvVZRzxmnSPWCtUz3PGf/hn/1p/Ed/7mfwx398u8BVMq1WnClCyX/g5REfvTkj5wjxauceUYVlKBx4bR640kVjVeHJzD+mb8u5qPPl4OGwQhU292dUlyzL4psNEVeuF7ctoCSJU8chCIq0CQsSXTkXdDGqcY3qklPatrxAiTPNel20DloRBtPnyGMBfDsSXuPd/hhQ4mq95E7tcFj0L6I9X0L7gcKSEgRD0cLNWKZlLkT0xqeYnLsE1RXVCq4LC2oFLMaKjkeqrvj/2Xv3oNuSqz5s7d7nnO/e786dxx3NSIIRkrAYxEuOLQFGjm2IwICpAAl2IKlQuOLESVVcDiah4nKIIfEjdlViHCpOcBKnAnZSDjgJUAUV8w6JeQUcYRCSrBFiNJLQjEbzuvd+j3P27s4fvVf3b61evc/Z++xrXSbf+uecb3/n7N19du/uXuv3W79FTBXOx2pO0DF1XHtvU4Xxnu3Ll0SHoSgFNnx225X3Wuf4cxAxUoWXe8YuuyjOVNT61UDH0NazgY2lqcIC6DD2HhicTKllRkCPKAeGpoIDKS1C/T5W6RoUQStz4sf3vh4RVxWcrOXlL7b3GK7bNGSIrml9l8xc02g/EdEDJwB0WHtfA3FdmlVzkRDX5c55P9qV4zrTzIhyikaWm81RVeFhIazRJao5rks5QYBo7KMKO1jULPVC1+Rke5PnDxFbjAIvWcf1suvppbOYa2DRg9iS0ifUa0QTqsLF5o2o9562e5wgIrmZXlrQSOclWyjJppW1WdH497jYeXKNXEARWcjqyfkci+VYI1X47hhVeAiaeF9QLrltbJ/zupvifzXElc+Pffnp9z1H3/cLT9O6XdbZ47zchEKOoOQPXd/QS+e7gZIqz4N/m1RhmIeI/hlQha1yOED9I6rnfvLfm5UzgyqcZ4XnshBXfn93QXEmdHYw8EHEiGs5p3dergtsfJ9itL78Ht8aHWxYMnAuN4Fj5XBIbCYLSr56Htn41lapwhpxHf5eEvFCFXz+/QSaKJDT/D3tOBApqrC41/K35IBg6v9C94zvEQd0kKZOROqeYR3Xcl1ugd2EhsiWoE2qQA3bUYirt8WZJL0bN/g2O42tDJzE14y4yudMo+QrF5WjF0Vcd/1QDkfto9Qcxk3jvcEUqnB8luJ7DpoQ5edvKaow36vac4v7QGR8jdXerTnhulwQ5sun9vhcNmj5HFfeR8n/WQyNy67cexBJx1WXXcQ2d94Dq3JZWi+vxf8sxCY/lXbluM60osi1Q55/udkcVVYDBVE+F54b5w2hKrywE+QaO5qs10HMTdXWwkRkUYwDbFbSedplN9XPY56kRo/VRNQPCByRgbheH1EVHpydrve0Qaqws6jCmb64GOIK0XFBrxqOW+Vw+PNoTZM3XNfXrfheDb2z6mgeY/ibvHD3sjiOCAoR12ItkSD8u0BcYfHolNPrnKT3vXgWx89n3DpduI5mvBbXVeyFEyT78vDpml4+24qNSWqvWBQPpAob4/K4vtQc1/jawEaUCNR2K4jrNcNxYLpdTdhEqq7GNiwpzoQ5njrHNZbzwrbG11QmrIJSEpFCXIf263t2D4INQpxJoRejVGEjoEBk5BhCoLXIdW7K9YrbM0fV9Sd+81n62fc/VxzvwQlHerceQ/q9ibi2LlOFFXpXiLi4PEaWov7xPULGDF9Pt78dnBlrviAisdai5VzCw8rh7GDzPdUwSIzmFXUS0bty7wHPUaWOsBUk08HJlLaxMFV4m+q4NmQxQnTQP1GFJ4kzSdq4zptdjCpcKa2ihfaExoY3qMJ70GMet0TZ+bYQ/86H9Jz2M8afZdw1vY/iazdNOV9UEddK+UQdBEKGi64Jfaxx2s7SqXf3m632f+TKLCtUhWGTYdElhPNgbER1xDO+DtdCiss9oArjgtUqVVxd448o0nW2ve24cl9CsOu44gaNF9OlVYVZURivR1TJce3r5XAevFZXFU5lPnwoqMJ6IronOa4hT/QW4oq3ZrOqB02I4njsQhDCTHwOzMsgihsHV1kg59q+HNeULwnlcCzEldt1fd3SZ9w6Ff+rqQrz9ywhjXXrFhfH2bh2aE9mGWjEi4jo4etrenFgDVhCP2ybEaqw3Igum/eCv5fMcZXj71DEVY89In7G6jQ7iXrF17tLUoVhPtZU4YiE5+eKA0C/8/I5ERG95oETca4a6qCpwsh+aYy55Nj+aJYJUYlsNQN7qFrCKD2P9vMX6d3ysxrx4s8RzUNc/5uffYpOVi196Wc/XvTRyoXWqD2RvCcW4rppG7p9USKuiOQ2TZNo40uLM3GbGY1LtOe0yZfrK9Iete3LccXfKNKe4//LHNf54i9RzLD8XggSJed+hGDl99v3D/+Xg2TwP/Us5bQNl6jFS9jlztOjN1qh9E9kzGHD63k1x7W+ZiOry0OgoiaotevkuDnUMkKoHNeQ20GkEVeLKjwSaG0GRoQOTppzfMiI60IMPXSYsaRlvLacF9FxreW4pn4Z870UJs3jYMmAci6Hs9w570e7QlxnmqZ+iIfXG47rWNQpOUHy/xZVWEfKlzBESTTPXz+8RPWacLHNnC8TzKgTn7rzWZxpaWThuVcucvuR+uHLiciHLM6k+zOmKsxt3vVBLjJN2ReUoV9a0IgVT8tcLnRuMGhSniuhXlqJtynRO9dAjubCgRMiqSqsWQ0ZcbVFi/jvJ193s/o/XceVz49d4edwtTATAGXwUVDLqlf40PU10BTrjusoVRiprsa4PMZqVOEarXdbeca4+RbixZvNGuJqBRvOl0RcFdUar9kbyELbNPTMC9FxfeLWdfm/KuKqo/EYRFy29m6HGz/12wl2TMOIq2xjajMjroU4Gp+vDOwysoLGfZ5Tx7X3wVQjRicI75kOgnGb2LQKOZEuh2NtROPfzJjQwdljjR36awXiKtvB77mf1rpcW7OxHA6PA6ap4zXZUo7rjHGJQohoGiXH4PaYE7RZlXMftlH/PhK9i2kbm6WpwlgOB58xH39bnuc50MUMEU0VFuJMxvNnpVzxx/Q921WQ032WqMI6x1U/2w7zksv5YiXEK+U1eNzWqMJakEmzD441FJpCJJuvge1dwXNvPWM3K1RhnVol0xmWDU5elcO5slGzNlN8LBgPr0C9DNRBPLxOfg7HIIp7LM3zF1FjRI8rtGeL559zbWQ/88ObHyysLbcktYGFmbj9+L5RE1EHUWCdMyPEmawJN8TNk46O6tsiENd7gJLjQmZtNseEwYgA9SrqaGZkAQVylhYh4dM8fLq2EdehyegwW44rj12d38rtJoqb5BA0gqIiuwJxXW4BQFGGFqK7wQgOPXw6HjRhswRKMBrPx/heLmV4rq1BFdaqwvyZOlW4dBwYlS7EmYyAHn/mXuS4Ng0VwRqTwu0a2vaeHrq+FnMHtp2oRO/itbgfw2eapgioHN0fH5KDpoVOCqqwhxxXNWWkcjgK7UeqbK/yDBERZEuO6wzHoQ9BIP14zuQEwTylBWVi2+w5km3dOro0qcKy/TwXLc1EyXVcGXGVlE+8L0xftpw9IhIK/mgp2MBzaiOfMd2VY3Jcfch1z/VxRNpy4K0+X1h94XPUqcLoSMbPr1u36N5j2w/iTI1VE7R0wmtU4aZpEtih0T0MKOOzq9OxsE1E0wMqO29/D1Mo4nWH9AAVtMR+cvt0gJZrz2r6cWuMv4i4SvbBsYZBIA2gWKllbLU6rvmz+Th/FEGAXA5n2YDyleN6ZaOmaVQY0cMIItu4ShzJhxeiMUQacfXA81/WcXUNLPaBN9UlGqQRYdmXxiwJkaPf8e9YFiLnyi75oCFVGDdLmnrE190nzoSR0vTdBuu4yoiiXjjOLrvkFC+HkueJfuVKZBSbOxY04TYTlXRN3FRLOvm96ctrHjiplMMZNspJ0doXdTSJ8th9q+G48md5Yl+pvGRNI+PrLensoQz+qnWKoSE/+9DpJr3Xt0wIbxlU4ewE4T1bdjHDwAEirpoqzEEdzhUsAkBDX64ZVGHeVBYoropgc3uI7k2OKyt383VQYRuN2/UGhbbqz+r8arxWfq6Xj8YLxLWXwQZNXw7BZm8Q5X7WVF0tR9GkCrPjOmNc9l7WD859gZqgKQgrf1fdXqK6qrAlzqQDJ5wapGnfxxo7/4y4+oTYlA5CpByOlcNx4jX1BZxtK19SOy01+ughxgFHbT7kOR6RSl1fmEg+O6U4mHRcBbpuIa6D47pbkCrMaFrbllRhi/LL48sOnDTpc+J7jsQcn/ZjBtBBhOJM0/rZV+61pRguU93keWo1hPm7nJYg5yDZBm4H/05Lp8m5RgZ9iUrmpAgYm1RhWUowfU8F+pF51S4cUN5eOa5XNmaWfDfSvfRDKgVy5Ll4si5QXJ6IYBBGx9Wl6yxhmFdlJZLrSOEY4uqaJlG/rAedF2Pk+WPZgiXsOcxxLagfGLF11PUj5XAGcSZL7CJThX1JFYb7EkKgs12fFOeWVoJmlDyj/eVmcyxoQpQXeI24trCpzmPTFRPxscbj+LEHToSqMP9UiAK4ZhBn6stn7NEHorP3+9/4SHGNVDzcqD/cqgUr5Tyvlq+jiTL4Cb0zNjUPozBYhapJZFCFndxQ87W08MSx1odAp8N4QeRLO5lM7eJcrppokSXOtG4dbRFxTakF8lpEuc9ni+a45jZijjQqbKNxX554WOZXE+3PccX61kSIuC4bbGAHbad+O7wtHOTAdQGN21+ouiaHDhGU4X8GsnAMVdj7EapwWj+H6wS7Ju0+xHUDzodVRkcK0mBwY3J3TEviTApxtRSSkSo8Xg5HHm/VPcv5kiSuxZYR12md9D5QGAKg2rHHwB0ilRarQai1GkgkEaQlKOdB7AWGYM165cxxNNdYr4AdsnTc6gsirpXASfycPI55wIhKW84eEdQLn4q41sSZQm4HUQ4KpOOV+cLcLyZhUoWQG8HxzmfQZmm2YRZMxHlRs5tw7JUP2c0TmyWl00xYa4BIrtdLGK/FV3Vcr8w03NQQyY0oRhDZpONaRupFHdfhu5Yk+K7LdIml5tsAE5GVy1VG0OxIYDxG9MFP3CEiok97+Fo6jjmG/NreoxzXujiTnFR5M8+0OT2xMuJaQ5Z9iDRjmcMhF6zLgZrKNJKlWEko9qDl6LkdbBtFZdbG90Yjrg1s0JDGrunkxxq3/aHr61RPFo/j47JqXSyHY1CvPuf1D9Iv/0fvorc98XBxDb63CXGF3yHSdfJneSFZuWWpwiiDH3Nc40WDgZKMUYXHxS5KqjBTtJYsdI60U5MqPPSHSzExsmChDkQ1VdcYBEslZhJ6V0bdM+J6L8SZ5PyVkUg7x+6JRyzE1d5w63xJkQLQlLVPjzEfKoirgSygs1cTZ7Lyq4kGqrAKoFlO+NFU4SriOrQzibl58bvqfhDVVYXZ8DfQqRLsBGn0/FjrkuMqx7vVl6aJOcQWJRU/q+cL/iij5Dlfstx7EGXneao4Dq7DWqAJA/0yX7KkPY+lSVzfxL/PLo3gpJNzfM+Iq1s2xzUpTKtAIf62qU1NA+VwrMAJ0+zL36CHOZ6nE75nep4/OsdVBRv0ulwirhroyPs8bRzo1wEXCz3ue0Rcl7lnGBzXJbt0apkIGBt9qSGunM+cxJl6L+bFJZ1MnhOvyuFcmWkmVdjnyUSP6zFVYaZRaRQXNwJs294nFGP5fMmSIqQlwbF9Fl2idQ1ddrEm6Jc+mRUfV65cfNewmC5Zx/W5ClVYq7cmqnBFOGbdOrq2dpMRV5yHeCPNiOvSSrwaTbOowlxonaiCHg/HNOKa0aAs0NA6l4MbC/WFT7NeOerV/cJ2EMUFg/MedWkHIqLHb14rjnG7iSjlrOmSJNbCvG7dsuVwIIKLGykrOPTwdaQK284eUZlnKKjCyQEvRdeOtd4HWrdxXFl1XHkTwhuNswriyv3WY4+IUqkKDCQQAeIayrFyd0GqcH6WZEBvH+L6hlsG4mo4q/Hcw7XEfAsIwD2iCkuRvxIFZp0CojpKXitHgmitpArL9nDf5pTD8cFGXJFV0+L8ZaDHNR0ANpzXVxZVGKi7rsnnWypA1CWqsFIVHk4vUPIm56nq+YKIhBAiGuZFCqe/Epycm+MqKZ/yvmGgH2vkcvkwq71EJeJ/uolr7O2LqMYuqcJy7eVyakuXw+G+ROp2/v0s5XjnGhBnqo8/Swla5ktKKq6+NbPruPoyIEkkBY24H2NU4Va1T/eFkXirCoVEXG1xuWOsh/VKo+S6MoZEXMu+YDmcAnVW4IJQ0V7Qx0w5rleI65VZpoUrVhgFM6jC61ZOomjNEFkvotSGg7DrfS5IvpQTBBORRtNCMBy6PRMREdE73nSLHrmRN988ASRVwnuY4/r87cu0ER4TSGgdl4aI1A1rwX/w2rqYiIkoFQGPOa51oR9emBi9XVrQiKO7vMboRYVts2DtiAMAACAASURBVBq5Z4y4jlGFEXFdmCqcHEU19iz0mHNDLRrZmGnEtYV7pvPvsjjTsouKQFxbqONqzBcPCaqwPE+NBk4knXDcrFuOwzHGeX2blROIqx5/PO4u9igkX1vbG7eoRCqdYWv88WeWRFyDesaINHpnO257EVfDecJ7lpU1l6WRCXEm2JTqwAk7zFYQDPuiUQdBOw157PFrlSo8w3HwPqQglDgOm0IMcNTotWx7EVdDnAnLW9wLqnBCXA+t4+qDuV4TZcd7XzkcHTTX429ujiveexE0UfuofaVVJHNBPn83Bsf1lYsunSt9T1OFh1Sl9WrZoDnn5WoAAH/b1H43ThWurdnIxOh9gHkxvup7NpcqjL+LmC/U+ONUG4sJQEQAUNQBgNgPeb+IZOCk98g2XHbvawUKdWrZGNpPFCn9CV3WAVo4d+c9sBbtQNd7PvYy/ZUf/c3JQbCU47rgmL4f7cpxnWn6IXWD88ACCQVVeCTPkGunluJMZQQNc1yXF2dqcl4QRFb1fLOqPJzY5q/4nNeK423KccVIYd7EL6XsF0KgT9y+pNc9dE1cL76X94XpmliaR9vNa6tK7dM4qe46VQ5HTX7n9whxRVGBWA5H1u+q5Vibwh1M16yKM0mV0LxBXXb88e+IASDd5vVQvqAzNgJjxp/l8hbaeRBU4eFHRAGlJYyVLLk9WMJIzxc3r62SwzCVKlxQCpmqtGBfeIN8snIqxzW3gygjCfwcVFWFK47DtrMQ13L8JfSu84shKIggrBw+C/y7ys9zX0zEVYgzlewbqeKe5/8lA+dSnEkG9GRN0FyLm6gebCjFcfL5NOKqA3pEeXxaJVL2GSu6awshFAGOiESSaI9+b40/FD4T90wFlCMN1IlA3xLGc7rerFv5ulJVuDxXrRyOYNUoyi5ek2024orImRAGK9E7fBbKuQ+fI/m/04GqmRHX/L+CBjqsH+u2WTTHlZ0d/ftZfXGuSYHUUaqwsV9EHQNN7y5zXGdShZXTyJYDyvGVy8ZlJoA9X1jrNQfndPA29UUgrpltuFSwIcCzpFMzfChTy9hq+0Xe52m/duWa5EzKcji2jsGPv+dZ+u/+rw9NHptXOa5XNmoFVXhwHoJ6qNlQ3twSHBD0qpGo567PAhvLOQ7c5qZYlK2o51gdVz725Z/7WvM7OWLr70mO68vnO9r2nl73YHRccSKKqsKyrb2PE7slb04UBZpq/UxUYaXai11JVOGhPMZSvgNSCnVeUGyH/Hwae0Y3+bNWORwiptrFY1w3lmg5ZCE5riu58Fp9aV2kCrMgyqGWEdcS+XNOU4Xj67pdNi+UawcSKWTBl3OCc01CXQuqMLS9oAo7SSMjGhDDZmFxpmGDfLJyItdQ3zMOmJztKuJMHDSpOA4cpIj9kN8Rmyl4vxTqikJTCXEFsahWPUzcrk9/uERcazSzjHjFv1HEZWkmivcgzgQPbwjKoXNN1dnDv/XmTTqKEnHVAmhEiLhO76P38Xs6GIPrFZYwMlWF4f0+qrAshyMDJ35YVxp1/Fjjca8D1Uhhz+1jerddDifnuOp7RqnNmOucmQDyPHyvJiOuAr0rnSBE7/Leowy04j3TgRN2GmqIq0bvWhf3ZEtThZGhgXoDVmUCNl2TlijP7WV6hQxOamq8vmdzlWbxd+mMuRbHSh/QCVT9SJTnso98Xyw2HPaFUxeuLYy4YqAVlfetUmD7EFeirGVi7vEh2CDL4ZTnYU2IqXjOVTmcKxu1Ih/VRYdFF1JGS6hXBXVIGzSNuMIg3HbLl8MROa6O82fj/0Io2zsmb/66h67R733iIXrza26I4zlHjFWFdR3XZfpye1i0HrkRN/37qB+999T1Y4jruoos957ruOJGVDpBOsd1yXuWy1LIUkxEdXGwSVRhC0FxWYRkadozLwaY44Tt48/sGCWfgbha4kxaIAFzQ5ec/3sPG3mFuFpdYWVhS9SDzaIKc5uRrqnp0McaI4MbpcoZIKBClNGijLjK84whris35LimsSfnT4m45u+dL+S4piCkkzmuFuIV29fQrRsbUc8v/a+S48q/R6YK5/8vTRWu5YjpWt2JKpzmErsv2nHIaru53WMbNJ4/5iBete/2AUqrQIBDl/AgmkgVVugmUZ6feC7WDu2xlsWZZI4rUtjZ+J7VHNec42rT23mO30cVznXYp90ziZyh4yrHGAZrLK0QXiOappwXTwfG0Cvnu3QuNh0EYqRy1TazAic144DyCuYLfq3lihONB04spFYGTXgPmtuANhdxFb9XX94zre9i5ZFj+y1fL6clyO/x28TKGF43C+e4agE+zfaSOa65Azq/mo33eeY9G1gsSItunU0V5jVsarCZgxRLrhv3o105rjNN8/z1RGXRS6v89+HvncrlspLtd73P+ZsTH17vA337D/4a/fpHXpbHwdnRwidWTdqV6jPad3zN59AP/jvvLI5rlK7vs6iAVSphrhW0U7VIauoH57jqBZ2tShV2WZF4ozY4eM3zXXSkHxhoTIvV+AtBOEF92tTYm+qTMaowO66aKgwOgkDvDMfhqL6oRalEXHOb1+2AuKp7uc94rJmIq0LJecOkc16ONc6rIoobSaTEWfnVXMt1rByOKdyRNkuUvs959EsZI4Mnq1YhrvJ+7S2HkxBXe+O2g3JVZUBPtodtKYEmiyrM8wVRyV5wjugNRn4rkaZ3l06QzOuL/7NQSiKiF+5uEx1yivUhmOUkLKowp724xqD+Ney4yuP8sT7gb5Q3aIXQz9C3uarCRGUt1yioQuLaMke//O2Jpokz6TWS56Lk7C1WDkfSSLPTWKJBKKg1muOqS8jAHoPz1vl8ROXGeYkc171UYcMpy+2NrxZD6kYSZ+rSudg0JZPLqcU6rgsirl7W9EVBntKZye91ABKPWYFL/jnRIa4FTnhfOXW9RodeAwDYLt7zcJv0fMFjzkIpm6EvulyQZi/wNZdWFcbgrlg74Tgb3garHA4RUoXL5ywGlobvw29n3RcGPKbeM97fLFle8n60K8d1pvG4wKgTUY4AWw5CQr0qiwcL+bBjyqeQVGFQFZ44qG9fdPSDv/oR+vkPPi/7AhtcjfJaEdxaJDC2uTFpL7ywC8SVJ7R2OcSVT8NtxN9Ib6pXLqsK1yJoTz5+06T+IVV4pRBX7ApPQDcWruPq1YKFtFM+hjaGuNZUhTHPBFFITfs+1gKcmyj3waIKr1pH3RzEleu4phxXDDaU+ZIstrIkVRgRjdY5gaBY94UR14LxAH+v1bOGyKpQTHT22Puvf/Yp+vu//OHZfTlZqxxXFejizdf5HnEmU1V4oArrjZKlKowbYy6HcazpOrhEmVIZ26Gpimv6zMceMM8l0Z8SycONKG+KdM4V25/+/l+hv/Kj753eH2+XwwlBI5EE+ZKWE8Tzts5xjbnUIZR6DRbif6w4E5GsIUwk1yuklEeqZkmvZavVcWUzS3UoNG1pxJV/nxRsUA6IVdqt96FAyInq6T0p2OBl+kWNKpwQxKnlcOD51IrWRCTYQ4hSlvmStgNOlHNcXxmCOhpdLxDXZqAKLxjRYwcVGRrxeFlfl9t3snJm4LIuziSRXB4HNap6NxNx1QJubHz6jJLnPFXsF5vWJkDjgJbOAdZU4ZTvzTmuS+0XBVU4B6oT20Y50ym/v7L3qFGFWUeD+6Gdfm0MeEzVpWBGWQjLgST3o5Wcpis7yMrSNfGVo3fWuE4TUQVxvX3R0aZ1YuNCJAdg19tR80OMJ2i9gfVig5sn3BCCWWNyLNl+zFawWS828QvlmfAkUENccb1rhzI8Y+JMf/Zdb6E/+663FMc5UrbV5XBcvmdN06TNxvL0brmRRxEIopLeNybOlKjCG00VzosHBxw4Mkk0fVKtWXHPUsRdto8obmy2nT0ux6xQFdbReBwnEDVfNMcQHFS9QbMeJc5x1f/DtpcCOTkan0SmnKtGdn/k3R+j1z90jb7piz5jYl8GVeFWUoV1oIs3GhzAqeXrmjmuqhyOnmstcSaiJRFXStfjzVfX1xHX7/3Xf79JEyaqi8poeh+iXk1jO0Ev3N3SJ+9uJ/cnOq7SCeLjOMZyXUabOcTH9Njj7/oA+bGwqdbrzjE5rglxVWiZyPmDtawPpROOzpKFoMgcVzlfEEk0yLkG5v7J3TFtlxzX/UwU3hi3zbQc1xbWqz7gM0bimmzd3BxXRFx9ibhyk5n9wnuPan61MS5Z1ZVrgZdUatmetm0Sq2MpY6qwrggxRhW2giZEefyVeb6NABZQNyEek+fhclNTg+bynpVzLe4DMYVC35qMuBpzSZNLQVrK3Tqve66qcAiBznd9KpnEhm22hA2ttRf3rtq4JI7FFPA+ZJCInzNnC/Dxejm1n8hA6Uf2tb/b7QpxnWl6YPMa1/lyUWGrUT/4z7uXnaDMWfL6WyiHM9VxqEVLLWQBaQ0l4jrPccWo5w5ok21TTrZzjZ18bqMWZNCIqw9cDsd+FCKKUPaTHY+yHI5cPLi/q7RBmN6nX336xSJvT1AKnYNIoVxU2GpjL7Y5vpZ1XPO1eAyujGjysZZRcnne3niW1m1G+ObluJbf1WgQL0zx+NTe1A3L4UglaJv2/PCpneOqqdPyf3kxRootK9TqKKwPYZ44zrDJPVlLcSYdUDhp45iqlsNp2HG1HQcfct5O4biqYAPbcjmusKmBvO6MAMs2v/HRG/SaB07Mc1loQjy37EtEvfLnLMe1gzYcanx+DiTsfD3YkBVRvRlQ4WfHQh3YgerVJlaL48Tzs+M6P8dVO64+yHxJ/mxfEUAjsoMmRJLNoOcLbAM7D2mzvRTimqjCsrSbRiljm2zkKrW/uvfIfcGc0lo6iJ6bD+4LOkFmOZxKsEGjlMN8Z7G6iGItVwsti3sPualvm+i49jOep5rxs1TkuBpzfHJcK+OP1+wi2ABByEPyknMd14lABwa3RnJcNVW4xhAyg+bDd3VgSQeHdgkAKAGJQ+xn3v8cveMv/2RC44u+uHjPMCBgtTkL01WowoNjbH0vplB4cR5cr9HO5ua4wlz6alYWvnJcZ5qm6/AmhjdZdo6rHUHjiefOZSciQpa8viyHM63NPIHpaCnWXsSNVDWClmrCTRs+LMIUk9Rl1GkxelWinUr0jqgUmnJDe7reT3KC+LvRcVXlcHSkcLi+zt881F4+39Gf+N6fpx9+90fFcYlYy1ya2A7luI6JMyXnwS6H0/s84Yr8nYXuWS0vORjjb9XmEgJTclx5och1XPN3EaUkyjSyplkOVSaiohyOEEAzFvVEFa7MF0S2QA4qWRJJJoXuTuftsiL7jFG6k1UrF0uF3mXEtVT6jH2Jr6Y403CPtNNrBU46H5I4y1KIKwZOcD5JjusMxF+/1yiJzlmzhl98HqeNS/68VQ5Hz4t8/V1v10rmz1qbN1boZieIg35WEGgJqvBWOa4hBLGuEHEQtnSCiOK92Id4EWnK4NCGoT/M2GnVZvtYK+7ZCBqUcui8zfaq6VJgoBXXlKapzxf4OrUvRPJ+JydcP9vBFprKiKt9z24Aa6hVY1rPF61r0hyzXAktUsr7EJCqMO2q429EzFMoL6t7pvcYs8vhVJwgK9hglXNkq+VX82dDkPMenqPMcZ3HNvzYSxd0tu3p5bOK49pIqrAlDBn7MgTtauJMFcSVUXJ93tocz8HXqVOJLE135bhemTK9eeFxzJOEtXicVHMW0HHNE6+VoO5DGYE91HSOTO4LpXbphYOofHh50z/FceDv4aYLHfmlHASeGHRpFX4vnCBwPmsRtJpFxCxuYi2qsHYeNA32ULt72ZEPlOhPqS+wQcNFuUZx4TEzR5wphPy7rlrI91swSh3PbVOFpbJfYyoD7zPOsb4067iW6J1zTVUcZ65hORysXVylCg/iTAVVDP40qcIsgAbouw6osHkf5jkOA4KwactyONjenOPKwQZ5nlrQBL97oUrpaFYDX/fmsGmYmuP6zAtn9OFPnhXHEUGQ6F3+XQ+1GuLKP5UQwwPHy9p8dN7TVHESHscbI8dVjz++/rb3lRrW9c0bU/808tc05dhLjms3/RnjU5U5rrChxiCs4TgQxb7WEFfMcbXquOIc74CZs9R+cafTTHq5phTiQ35/OZxSVZhSXzTq1ToLJZ+nKozzqKUqzO1A4TUsz6P7UaNAngJVX47pvIbF8+dyOERLOq5hYGjkfhDJoADbfqqwHMdsmPve+6z1oPNC2RLiOnEt28F96n0ZbEjofHMYVbiW45oDS+UcmYNDWqhsWl/489rhzTmucr6t9aVNtOdK4CSpCqvvOanUntXW7b5woPdYqvCr1a4c15lm8fyJQBnYogqnPEN5HBFXdB5KuoRP59Gb7UOMH/7i4YU8E0kdku1gY4rYVJQyIq6G2Eol6jTHEnqnSqvwe72B7HpPna+LM9WsdU3aNGEtTS1qoSeqqQnzlxV58xAwl2voKywemt6cgyZ2X4hIBE1iXyhdGxFXDG4sYbxn2Ch6N48T7MvKObqs0E732cohzVhuRE1xJlfm5c21EKTiZ6sWyTHEVd8zIRIxQhVGxNAqIUMU+zqXqtk2pTiTxWpYt02dKuzqjis75RcKJbfKPvQ+JEXHs4mI63f80G/Qf/i//pPiOCL+SZCsBxGSCeNPKNQqtL9p8rWkQI692ex9EIjpIcZz/mq4Hzs/Pi8SRed2zAmyclyZKqydDrOOq1rXphh/VyOuUdAnvke6pkXV5HYdhLjCRzSymsXc4v+tdfmXP/QCPfXcnQN6hn2Rm/VcPmtok6bCVlDK2Bd7zUYnXNfGtsbfbMQV67gaVOGMzMfjvMmvzRfW2CPKjoNrSiEuXZKHnwXdprnGebkNUoVDfY7PjqsdOKkBHSyGRCTTn3C9xjbxnnTqY9bDF0SOq9q/JTSRA80VlHIsx7VEXOW1tA7G3BxrraUiEFcEACpz/FjQjojo5skIVdjDPgr2vqPlcCb2U+hNLFhF4H6zK8d1phVFmJPjWoq/sLHDWQiUDH/eVYhrjhjHv3lQrtummIgPsTyBlagL9yWjafWokxaPOtR4s84Pb8p9cPeSdir/J52gpqBIHWrONXQxRLc2FlVYIa6ZKjzpMskpsGogIlWYrxkqi0dNGCy2OR4rc1whiAEOeE2c6Zc/9AL92jMvHdw3tgJxHc67jyo8J8c6obXKeZDCHTQgKMuhJ3qxx9rFVcf11KYKE+ECqhGUkircujqNse/DLMSLBWlOVk44D5h7zbZpXZUqnPIMR8qR6FI6mobH729ei7/X3Yk5rmfbjp69fVEctxz/flC0JpqXYx2/V6d390Eiy9a0OCfHVdOeO0XXFJt8pAqbKMkwhk3ElfJGVDnDpdrp4LjO2GFlVeEDqMK+dMqwXbUcw5o4k6Zk8nxRywslIvrz/9s/ob/1M08d1rnBeL0+UXl9eVMN/Rg2xi+d7ZKoGxoHN/VvgChxiZLX6d2Tc6yF01inCuvAuZ76cP60jKnCFqsN28wIH9Nxl0BcMaCA80V8LanqiSps5PcTjdRxbfLeLz5n8nx4a2olbQ4xdA47I8e1gfkYUyiKcjiuvl+MTu/wDBnPmNZrWLXNwJSbdr+qiCs4rs5lYbAaALAP8b9RqePKe9/EXIPxbj1KrMI/mSqMiOuCbLH7za4c15mmVRN5IHJSda0unJljyIjrRUfXIceVn5mEuHaIuE6n13Y1xxUWD3SCashCLXq7z1as4turiF0l6jTHuC88scjFSm6c2wEB3vXerAs3Zm2TKYxWXUaNelkqx4cYT0QWvVsHTcboOuxcmyqhw6Eix9XlhRDvmZVjSET0V3/svfSf//j7D+/cYDU6tRXBXbeuit7ts5Wzkb+2kUg4C+TUoqFzTEdwcSOFSCzawwNV2ES2hkNFjquDGn98zaasK4jtmksVbptY+gqdB0QA2E7WbXI+9fh7+xsfoW/+A2+ktz3xcHENnmcuVO1dCz32IdD1dUutayYjrj5EpV7rOF6Xgw3JCZww/ixxHzZGKYkyTZ2ozMtj6/vpOa58nqig26iSJCNUYaOLOc/LGpfxmeEcQrYG+ojXJZpHFa4hrj7I3Dv+rKUqTBTnPksYjEiKM1mItId71rp6XigR0cW2L9q6z1jMTes1mKrCrqFt5+n5O5f02gdLgbBaORxEifWza6HkS+S4Wk4QtwPTUFAxN7UpOQ51caZ4vvJ7mq68ck1a9+fk+WvL+yUMrsX/YUCKje/JPsTfmi9CYCVozEseroW/NQYJJt4zPUfo9zgf994ONBOBqvBIoCuyPvJxTXvmMcN76MnzHzvACllPwQa4Zz7kZ7t2z2pU4T/85Gvom77wDfRpqoSiBm1ScLIC2swVZ0L2U/cqhlyvHNeZVsvN4E2TpXq3qTiuPIhvX3Z0Cs6D3qDxRLJyTlANDzXMqUNDBci8wfXp4a1FnXQ92n2WH16JWNSiTnMsO4rl5lbncqX29NNlw51rklOJG5xEFYYFi+h4qnAZbMgRXESgEFlB46iuhbhWc1yHj2IEEtE7za7a9b7IxT3EuGtaCTqX9sltxhzXyYhra+fHusagCjfLlsMpENd2fzmc3/eGh+kvff3n0zvf8mjxP144NWWpaWTuXdOQKNWh17LezxNnYmf7ZNUKx9WH0qE7Wblcx1WNvwevrekvff3nF2Mv9m2gCm+V42qgx4zwnW7atOgfar0P9PL5rkojS9TTVjquU8SZBOJq3DOeF5Ayh/cS7RjEtXVRSVWXJMG+MGp1+6KroiRE9RzXPm1E0dmr006nBk6YkklkqQqHYk2O82KFueDqVGHMcdUKvnwtosOowrsZ9ywJCCn0zhLBaZuGnr9zST4Qvfaha8W5dEqTPu6Ne+aasi+pJuhRdVzLPDwU8SKCvMeK41Cjat44sRFXDAKxOCQio0vEJxGlSwAAXNMSWSKqU4VrJeww/xMp+dnZg98agkLTg102VTgjy9weSjnSRHVnT+dX82cZrR2jCmP905VrZo8/ze7w0Ga8ZzUAIAnTVfYeTzxySn/tG95WZUIV5XCM4HjvQ3Xft8/EWvzq9VuvHNe5Fmmn5YR7nhBXQ2xk5UZVGu8WOa58rfi6Q6pwM50q3KlJAPsSr4do2ghV2NWdoDHTiEWmHC+XSJ7L4ZQIpxYA4PZodOAQa5sGqNslVbgQZ1rJqPmhlqnC5eTWGos9n14vkuOI6+C41qjCAWtXNjnH0GjTVGEcPj+RhbiW42/dQo7rjPFXq+MqxonPdRmXDqjgIo6Oa42J8c1/4I3mXMIfNxdIQEVQdp/IQu7n57g2DQ3oXf5+sKjCq1wrcU5eKFPy0+ZboRlEMYji2HGdOAb98Ny8fK4UJ5WDsHaxruwccSZ0Vq08Q6SyZaX6WjkcP/me5TY7UUOYiAMcuU2P3IhI/yfvXJp9HEVcG0i/2IPeJWXgmX0hKsWZeugLtzPnb5bnal1dnGkvVRjm+H1U4V3vZ4kprl0+bxZXLNuEc9Vrb5aOa40lJZ175Tw4ucfAPMbj6rjm93z6QniNgw0VR7vmODDiaqUkaKr1CoMNC3iuqAnCThrqGNRq0k5HXCmdGxFXiyoscx6n9VHQjH35HkXQkAZbUIUrZX34syGUe7Mac43L8c3Nsbb2UdwOBIpqrJqEuE4V89SI6whow0FebssU23a5POMVVfjKCisW5mEgJqqwQT/arNyo4+CDRL10XhpPQpuVo7adThXOsujyuMhxhYVsaapw9eGtbNDmGP8kPLF4tfBKQQtHIcTfpSb2UDP8TUSOKziRRHmR3hiO9CHGqK6FkuMGlyjTq4gMqvBIOZyEuFYc15iDksdCq/rI5kOYVYqES2doOqtVk/boHNddKc7knFzsD0FQpppe7DHHtfN+1kJItJ8qrMeIvmfRcZ3eP0ZntENioSS4MZsSa6hRhXUKBdFA12yIbmxWk8cgn+fFs606Hl+FEnS/hKqwFY3PbcGcNWvozUJcgca4cpoqLFGdW4Pj+vydywq9lsew5bhmhobOWdNtnou44hguy+FQEdDr+pBYFFZfDhFnkqkFeb7lfojcf+PW7Do/+Z51fZwXdNpL3mznz+I08DoTca3TTrnN3ucUBP5fUPNiej8zx5BIl8NhB4HbiUHYMgi2t47mgLgWDi/MU+iU1FIo9vXlnz57uzguqMKQcsXfmV7HVY5jNu1gcR8sqrBAtycDHYC4ivJZci3L4kz2vKgda+t/u94XQROiMse1dQ2tWjd7/tNzTQr0N5K5lo/bfZkq5hmDQDjec0BZ730x1WXqvviy83Q6PANLlvK73+zKcZ1pWqUwOa67eo5rlSoMH0WqsM6Z2QHCNwtxTVGnMi+I+yAmRYOqGT9XR+/GjHNKNfq0ZDkcPjdP+p3aoFmUvYtdP6uOK5tV7y8hrgpNnOqfJ8qIgVYUGzSf75mecMfEmfj7OtcLo9FIj6zluPY+TKZp8vm1MFg8H7cD7plzYhGbYlFV2EZccfxxUOqYuoy//KEXEvuCz4nXFShbH2YFgYj2U4UtJAOt9yHlzk+x9Bsp9M6iZG4quYL7jFkKOpccAzVskTXh6PRkDlU4vr5w167xl6nCkWJbU5wcM3TyStRLIgtjVGGmOU4Wx4HAyarV4kwSjXzklBHXrV37tK1v3pi9YAV29djzMP6n9SW/N6nChVhN6Uhju6YirkjVJMpOiRVQYZtLFV65PA/xvGcF9PC3fnwkx1XT1FGhW4sz6U11DTU9xMR3DcEgRO/485aqMP/ONceBEdcxVgPuP5y6l4fYT/zms/RVf/Pn6LlXpKCbEPpRDrGFuGaqcIWqvqd8olaCzhUNKo7rTJRSf1fru/BetBY0HwM6+FDXq/10Uz5j8Rwzc1y5okaR42oH5C0BNP5crS9j1jZxvtNpclZAz9o3HGqXXZ98iKm/0e8mu3JcZ5quC8fvz4YcP2sy+sI33aI/8uRjxXHc6J1aVGGOTHfZ4vb0HwAAIABJREFUCarV+BuzWjkcjOCiU4LRKLRjEVdNG0SU6FjjSVsLWvB7XDv4d7/Y+ck5rnjvcREtyuH4ID4zZyIish0OnbeEVK6a81BD/K+vW0PtWkZ2+VqWqmv8XFlv9hDjIJCOUmvHgWhc5Gaftc7OcdWUTN7kavT8UHv2lQv6V/72L9CP/vrvpGOF49rkOq47P6OOcAVxRSe892W0Ww+/PszLceXNOj+7/NwFcBzYkOo8hd5d1IBVgRpNY2xdZA2cT3Rcue1aoInzJfm5WA9IZe+nI/6W48OGjBN0sCxn71hxnFU7iDN5Nd4NxLXzJXpOBNRpY8zyeMCxh8fRkJUyJXA5hrjGFB41TjyJDT7aV3/+6+kPf1a5JhMRbVb2PdPIFjslteBQLEniJwfAWHtBU5Ct4CSOmUdvGI5rQu9KRWs+d+81I6mpOqtT+yLR2vzeQu+IqFrHldtcr6NZQVxdSRVGVs0U7YlXznfkg5VaEF8baJ8ISBUocHzdSxWuUIy1c68DKkQ2un2oiRI4obz33B3+bWt7j9Q+K9DFiKvaT2PQHPsxX1WY++TV8TLYIJlrui8D7XkmVbigWbtSOR4Dr1O66Ye99bXBh1gq/e5+tNX+j+y3pmm+ioj+SyJqiei/DyH8NfX/EyL6fiJ6OxF9koi+MYTw20tc+1NlemHmB/B8V89x/Ya3P0Hf8PYniuP4cKCqsF6wOLE85bhOHJjsMFoLK18P8xoxcR1tVaEd7bMix3U4T9Msx8dP+StK6IdoKJUg0Lv4/rLz1YWwZth3Kc40tENFd3X+5qE2Ks6ko9QDvQrbwcbj0fLPXVMKMxHJhdCkChvO9Lbzk6nXIdAoVVggriiYMmP8Wd/VZR8YLeLLTh2aH3nxnIiIzoHyU9R9brPKau99qo18qNXK4WBNZBSq0UEBNu/nqQ/yZh03Uau2ManCFpX+EOP7pRHXjGzlz2Z69/S0Ax5vJVU4qLEXkUq+b1MCd/hZK8/QQlwtqrCeVw413DCtdTkcL1k1D11fD2ibHWhYpc1b+b+mGVBhkrRTa47HjfHOezpxNvJZ6wtRmePqgx3g6EO5CSUi+ov/4udWryMQVyNIrZ0SjRJhe+eg5Dsf1yX+vXWenoW4Pn7zxJwXa7U0sbSPFmcq5sVKLdZDDB0NFMjRzo6salCnl+5DXC01Yl2iTu93Du7L8FkL7Y/XzmM/3bNgOdPxQzVxJh5/RRkd4dyD06+cPSKiLYgzzaGq5+9KB7iBgB4H3jQNNvWD54tK0JwoUunbE6yoIfdvx+a41hBX/qk0aGMJoGEfJlOFGZUuyuFYVGFAXCeMSw5AM/i1VPrd/WhHI65N07RE9LeI6KuJ6HOJ6F9tmkavBn+KiF4MIbyFiL6biP76sdf9VBtuConyRHk+Ug6nZrhYIOJaUIW5HE7LqsLT2owCIOI4OAhJ0MKIDrGtKrkX+0znuKbzNMuXw7ES1K2IMlHc/ExGXNFxxXxJtanhSd6i8RxinJNZ5pMCmja8Yv5dlSps3LPWNUV+K5FEFlDQomkak8bI156j6ooU5LwhzO1jw83kXHotkdx068WDRUFqVOHzbU/f+cO/QbcvZMSdjSlklqAFUo1wMZ36LCV1Q4P6hxtqXXO5RPC8CEwcarxZ16i05SBgvv8UxFVThbFMDJHsC6MzcxxX/nyJuJZBk93IvDhmo4hrg0GMjLhaqtaZNTMvx3DlXMrVZdNU4dY1qRSTTa+Nr3VxJoMq3NhUYZ6np+RZB7ExL50HfiTyRtSnPPopVqMK6/w7RsnTfFlx0OfQa1dtk5AqHbSwNDYef7DMb43/Hxf6Ycd67J7hmJs+X+T3FgWV24HBS73Hyn2pI64PVOpoRiYK96N0XKc8TtxmzVRBx02vHZyDL/sRX2t1XHnN1n1FB7XzXtBOieT4O+aeIStDzxda0Vo6e/I8/GyYaUrDsc57M/WOmyByXN0ctqH9DCJVGNeyGnqcmQ3TgQ7vbXGmMarwlLWM9VA4ePNqRlyXoAp/ERE9FUL4rRDCloj+PhF9nfrM1xHR9w3v/wERvavRvMTfZaapH7y4nI2oCtdMIq4jVGGuZbVyYoN6qGVxptIJ4nZYVGF9p2o14fYZ13E1c1yNrlzsevobP/7+IpeEiOh//Ecfoj/3v7y7OM6/SRJnEvQmuRHjTf/lbkYdV+FMlZsapArLvNBJl6kirrjBxUUy3Ut1b05GVIVjnpe9CY19KVX2LMSff/taHc2/94tP03f9yHuK4ynHVSGuVs6MVTP3UBOOq5POlKYKt65EgNl+/aMv0/f9wtP0jz/8knmdj7PjimiF2mxi1PgYcbCN+l6D6B1sMHRAhYhFdCi1YYqFIKPUqaZlCMV8MRdx5e9d7ryJlotgw4AWzUk74M8XjquXtGcuw5DmrwnBLhFwKejd2RnDXDgrGn8s4tq6eP0xqjAR0SOn69QGbe0IgpKpwrocjl0TlOedKXnWEnG1yuHIebH3NlVznyXEq5GItJ4XMkOjEaWN2NjBmVN3feVyMLlT995ypl97s6QJE9URV3yWcE2J/VwyxxUQV1OcSe4pUvCjMsZqzx4H/vVy3jpYV4TjKttxiCWxTDX2UBNEs5JMqvDwdw3kOKkEm5FJgHuaFtZrtmOowv1IjqsWUsLgp+Wgrp2t78If/e1PntFrHtjkc3IQiH8/VQpy6vjLe2j7nuH+Q4pRyvPMRVwZ8dcCVrHutfysUBWe0M/LPn7v9P8HVOElHNdPJ6Jn4O+PDMfMz4QQOiJ6mYjK4oS/i8yKOhFRUrS06rjWDB9oRL70ZrMQZ5qxEBIZjitEyrSghW4fUd54TS1HkhFX9fA29kP2X/30U/Q9P/0U/dwHni/+9+5nXqJf+q1PFse5L1qJ0YoGcl+3vZ9ckxbvvUUVFs6DK/M3D7VxqnB8j32tUYXHxJn+jT/4Zvr2r/zs4rhFFV7BhGsp1BLFsk6W/fwHn6efff9zxXEsP8N/cx+JVB1X4QBMDJxUSpI0jWQv8Ea0JtyR6yHbm+1nX7kU/eBzYhswaszIyhSr5bgKqrDPSJpF78b3k0uSBFljkn8TTccnkqqZU5yHVA6n6wuFWt1+pHfPpgqbOa4y2IHiTFMCJ7XgC5F06nCDq1VdiY5D7+K1HK1dk2iAHLzQcWTOc7X6+EVvukV/8p1vos/9tAeL/zElWG/UmXaaHPShPSyMpOsrjvYFfpTCcfVIYeRjQQRxDjUOnNQcBxGcBOdBj79dRWBvn3FAKzvKci2wqMKWojBRnSWlEU58djVVuKvMHYeYQFzhu/yTWOJMQQWa2VrXFAE7thsn+6nCaf/RNGZAb39fbMc190U6l3z+moZEDeT40s9+nL79Kz+bPvM1N8zv8X6uFODLn5VU4QM6B4bPJI7doIKTOuBsYVK1YAPuAb/1XU+m46Oqws5NruOqgz5s/GcMwsb36GCWwqS8fs/Lce2UvosVnMTA/5TnjBFX9iHwu9/8d36J/u4vPj2pzfezLeG4WquB/rUP+Uz8YNP86aZpfqVpml/5xCc+cXTj7pW9+TU36B1veiT9zQNxDlUY52akCmu6BG8uWQ1vrrx5DSmT+YtI45G3j6NNU529VRvb3EH0jAhRytyu93/8Nn3v//lB0T7ZlyBQg9yX+JqpwqqPYiMKzufEaDyumwJR0qghROOJymj8rvf0PT/1gSpKmcSZDCexWLDCfqqwtRH44s98lL7q819fHBdUYQNxLah/gR1Xmyq864O54fahvtjztdgsIaxDDek9OHZbJ+9LEmfiIISBdhPV87wSVdhAK1CEJCOu8+oIExlU4UYu9i1cL/YN+oGR+YnKwsm5V5slzLliw7lwElW4zXPqPsQ1BT+McUkUgynf+cO/YQZVElXYKIfj1NibK84UBVvqzkOiCsNmvTXmeI1AHGqiHA5Qhfn0+r6wsrD1jD10uqbv+trPMzfcnPahHcWMBsW/eewzw2gKVXifqnARrAkxoDcZcV3V7ld8tdA0iz1U2zTvMw5orWBNJsr3UrBPGHGtUoXtDTcyhPah5BJxnTZfyNIqJX2VL5vominYUJ5rdRDiWj5jOl8S9zvWrfnhd3+U/t8Pv1gc5+/Xc1xhHwVggeVME9X3ig9dX9O/+2VvMftClIEMHu9pvV4Ica2rCutxEl95f2reMxAZQ+Nj3/rlT9JnPHqajuuAAl9/3TZi7TzUamt2gHtmiTOV+i72urvPGGjieS7tx5pyjpdU4cOvweOR51Q87y996AX6yItnk9p8P9sSjutHiOgN8PcTRPSx2meaplkR0UNE9IJ1shDCfxtCeEcI4R2PPWar/d0P9m/+oc+kv/3N70h/86BP4kyVvAXLcGK6LnJc42v58DrTcdhn/NDUVIUjVXg4BjRCvXfBPL0pxhQPi+eP7SAi+i9+/P0FAqfbbG0EvFrU02KlKEl4faIZKnFiQ1tSIblpLOJVU+J9z8deob/xE/+Ufv6pEj0mGqnj6ssanZ2v52acjCCuNbOowrj51hHchLhWnPBd7+17GbKwDp4HC7qzybIi0+5ZTSBH50XWcm7Z9qFeH7dyXNW4XLn8/HZ+PlVdfw/l9b3HfEkq+oJ7z6m1XPncOtiglbuJJPtkSjcT4rrrK+I4+bNcp7NGFX73My/R9/3C0/Rrz5T0br4PGnHtvdw4p3I4M8SZiOrzJtJLMRfOQo8XQVxbl9CUWgkLRlwn5143TVKEtTa3Oih1bXB+J1GFBeKqxZmAKgzz4jFU4aKMSVOOeT5305Tr1bbCmtlnOx9LPHGOoEZcrfIhj1epwhWhH3B2fJDn1GjQMYirF85UKI5rxJUZX9Z69a63vpa++M02Ye+BAxBXdFz1HgvtP/ux99Hf+8UPV/tS5ldT6oseI1r4iq9PNG2vGL8XX9kpxZx4ouXK4fQ+56DrsoKWorVGE9He+Xsepbc98XBx/F946+P05778SfpT//ybxXE9x+OecZ6q8BAkHlEVRlZSupcF5XxYd+fUcfVBsCaJ4nodgrxnZ3NzXIe58MaQ46qFSacG+u9nW0JV+P8hos9qmubNRPRRIvomIvrX1Gd+hIi+hYh+gYj+OBH9dFhKjec+sZXKca1RWSzDSfYUVIW1oEqmS2TqwRTjSKf+XqK4OBl1surFEeXN8lSqME84GD3D82Oznr9zSW+8dUofeO6OuRHtYBJA49+K6bu8cGhKElGdOnqIyTqucrGP18sLlkATCwd0KIlS4fFkqrA87kPImxFF94rtk58fE2eqGd6XDib4+FrPvzurIK5dBXHlSVU7ipmukz8rRJUmht00mpDO08hniYMCltgFUY6i15yHZwfHVQib9HKz2Q71aMPAQJgawWUhNSsanyiMQVIYuW+pTZW8s0OMHUWnxrWFbM1HXNlxzUXVicpyJPy+bZtq2gGjARZLhT+uEdcQZM7fyknEdWod65Vr6JJs6mmNKlyIafXHiTPp2rtWQI+I6JEbdXGmMUtU4VBShbkd6zY/O7xpnzL+8DexnIdUDgfWsj7YFMYxy6qutsORgw0knOWCKlxZd/dZ12e1cVbkx/NIFkJ8rVGFv+T3PEp/8p1vos96/Kbsi2Lr4DSk50VESieXY6qgd9lBKIMNoXLP/voff1v1Oqcj4kx6zGOw1Aqonm0700Hin2Hbq6CJz+tVzv3ntcwYR3uowjXLiGt+prk/fC22YxzXXe/pZO1o23t1z2xhUp6TrHuGIA/aE4+c0r/35Z9VHNcBhe7IHNdePTtsGGzAIGyNuTabKjwEx7fJcZVzVBzr8bOY4zrlnvFcyKwDHWiaul+/n+1oxHXIWf0zRPQPiei9RPQDIYT3NE3znzZN87XDx/4OET3aNM1TRPRtRPTnj73u/WY8wM+23cDnn0IVRse1rHnI4y+LCrgCJTrEapSlnLMlHaxaLletJtw+a10jnBeMUhMpIYiQUVBzs1lFXOMrO9d6whITLqJ3R9VxNajCia7padW6amkVnpBrOYajVGGF4Hhvl5AhyoGUKRtREY03EVd7ERhFXI17GZEtRKX5fGXgRKKmxyCuEiXHZnGk39XuWRpT9j17bshxtWrfaZEUDgpMDZxwPU5trVIV5t+0gQ1qahPmQk11XAfl5dwP2KDpsbcqn49DjBf3be9NBVWdQ8yUfDO1oJLfT5Tv04t3VV1G1Zf1EeVwuN0tBETYIl2MrxmUE6T6cSTi6lwc+ztFFdb35dGU4zrpMtS6JjE0LAX3FFQZ2sM5rlPGH97DMscVS0BBQE85ZYcYz5lW+aJ43qE9QE8eowrPWa8xN7VYyzD4NryvUYVv3djQd33t5xXaG1h2BFk8fE5s8mKIqyqtQlRShcfQuzG7wVRhw+GYShW+2HmyiCh1xDWf1xLUKlWF2XGdto6VVOEcTMZ2xM/Mv2edD8mp1muZxVzb9vJeHmM6oJDu2UCdn6xjMHxeM4vSfsnJ+aK2j6qJnO0zfn414mrdszOjjN4hpqnC/NuxjsHUIOT9bIvUcQ0h/BgR/Zg69hfh/QUR/YklrnW/Gg/6s20/fSKCj6M4UxF1qkTND7V6gno+Lzpemaopz5Mcpqk5rs5Fh1jluFplR2KpBBnZ1n2xcgxrdVwtJ0jmu069ZzXHlds/tMeX0TyrvXoRZOPJqCxhVEapY6SQ22E7D1Oibujs6GDDWP5dLcc10sTtYEPrmvQcJKqrsanGgNBEdrdCWUm81/moJ6t6OZyxHNe7lx3dHvIoZSkJudnMyIKnrveTqequaarlSHoY8626HjqrhyCu/9MvPU0fe+mcvv0r3yqOB2YSpGh7vqaeLxBRmLJ4ouiZ9dziUOJATtuUgkZEdbYJUb5Pdy47uux6sVnTDI1uJKC3z1ato9aVvzOyFzAgZVGFM7ItqeD7LKN0jtZtFmeqUYU5x3WOAF9MWQjm86bpmuy4TqkLis+qWQ6HN/IQVJlHFZbPDpumPcsAUTnGtpU5fJ91vRd1SccQ1xubFbWuqSKuNcsb5xyww/9Vc1xniuPo7+p6mWk+GcmXHLP0exkouR57sbTb0A71nHW9p+1IoJVoD1VYBfR0UIAoj8+p+0XuW6IKq+Ak3ieBuE509na9T20bQ++cumdTnzPLdEChg3vGAMgUSwE/rSoM4w9ZSRjcQOO+Tl6vhyBk4bjC3o2dMaQKW3vff+v7f4X+5d/36fTVXyB1SZLjupbBBv4NrxDXKyuMB8XFDMdVUoVlHVfcvKRJnqnC057dKs0sU1w0z9/eoOVo0byoUy3HVW9EE+JqoSRwHjR+0NcKreWPItpRQ/IO7QubJRiE96x1NlUT21XLMeQcV6sGIl820zV9dSPKOWsPXV/v79xgKK/PZU4SDc81hUAM/9Y1oalOUY6wL4JepajC2Bf8recg/kS5Fm063pQ5rkib123OtTTLvjwLpZu0EiNfC9vS+ygyNkdV2EpH4JwZPnd2XOMxXUKGbdfZ4+9n3vcc/cP3PFscT3nJCv3sfameWSvrsM82re24JqqwQAF4w2hv0LZjjmvIiDeiruycszFS2YNI3hRDJAZNCMcAmmHpGOCGbYojJMWZXOEE6bl8TFV4zK6tWrrY9dXNrUYNrx9JFS5zXGFzCajXHFVhzoHU30Ohvbwm5+faEuDT7T7EaoirTtsgIvqGtz9BP/Bvfwk9eO3w+Z3PS2Q79wVVeHh/snLTEVfhuCLimq9FlIP4Sehn6pyxcrRpXUWcKb7HMV+jCl909XvG39doPx9vmnK9t/J1E1XYqKE+Zty3nUKlNashfgZ+64n3rPe5XFWv7pm1j9KO9DGWAl1pvshz7qqdDtrU0nusYAPmuOqupKoAkxl6w1rf8f5U7n3xnqE4kzUt/sz7nqNffboUDUtU4RNZxzU74ZOafF/bq6grn1pLiOuun1QKB79LJMWZiOSmOked3LCQTaP38USnfaQUkXGHOa5z6RKcp5P60eYoNV8ztykIOqW2zvsYJa6gx1qcKaPKZT9iW44QZzKokMl5COOqwhlxtVFK3phZKLmmCvc+S9Vr5+GNj96g/+Nb/xD9wbccXoUKKXGazto20xHXXV8X1GK0DM+jN4Wxr/PyJeN35QLP1sCmhojvWb6u9oP0BhKNS+HEz1HxXm+qObo72QlqDqEKG9H4iVThi11FUMtzXnL+myj+VrUc17n3i0jOQc1A4y6owo6pmmV7R6nCPtCjQw1BrOWq6a6MVPL8OSfH1XLesc2sQp6Pl2213u+zrIQcy+EkZ6rSl5zjevAliIjo9KSls21fOEE6L/QoqvAexJVvmcj9n4G4NgOroShfhMiMCkiNqgpPpQr3Wcdg1bpiXsT+PHCyore/8ZHyJHsMUTpNAdV94TF0snIzVIXzuozVAHT5Nv4dd4l2Ot0JOj1pC1pu3HvI4BUq3ep7xsHX2npFVDquqAmiNS0sxH8+VTi+luJMsn1Emb5b68uYdX3IjAjcm/kgnKDsuM6/Z9p0TeQdsPRYH2KKpdQttflFTRAtDEZUrlkcLJ8qppjEmYYxuBmhCu/Lce2Dre/Ce8VTVQ4n9/H4+3K/2JXjupAlx/Wyn5xsj07GNfVdXDx69ZBNpwrzxF2jS0jEMG9q5HlqohX7jKPGmuqkNzXcJr6OtXHmLpQKyUObm0F9jjdKxsOLJVHmqMSxiXI4Wj3TK/XVor0szmTfy8tKDUDcVDu1kaotHG993YOTBEpSHcQBWdBKgrUyMbUc187biGsfbHqVjsYTyUjn1I2odvTZSkrcQF02AiqxH8OYMhYPRFwF9R2eXWxL17PjOj3YVaMKZ8fV52i8gSwcQhW+7PpqjjmKm6B6pr4tuRTTQV1LxogXURnh1iI4jFSiOBVaEsgx/hkC0WseiGqsL4JAk1dOeJ6/5lHiqoirk3N8prqW7RVlRabUPh0+ygEP3sBZ9a2JiG6NlMMZsxubFd297Ez0LrZDzsdJVXipcji+VBXm8hZzKIwWeid0IFRwzTXlPdsl9G7atTvvxRqp85uXoP4hSleg5E7OYTxmTtbtdMQL0FpRDkety3leHJ6xGX1k2jQaP2MhBIFYW44DEdHF1pvHsS9jVGG93uugANF8x5V/k61ifljMNVTrnkwV9pkqrEEFK3890bsX8iqwVIzOcZ07/mpsw1JV2Hb2eBmao4niQ0j3Q7MWsT9n2x70NWQ/Q4iiZVagj9l5zNosENcrqvCVacNaVnNzFq6v2+JBsajCK+fiojJ1IWS6RDXqdBjiWnMA9lnMEfNlHVfj4e1DSM6kiaAkuqYtkOAcR7nUcUURTW2bjHjl95Y4U3IeFJpYIijxtS7OVKEKh3KDxhSXpSYolNcvEFfXKPQuv7dqZRJlJ01bUl426FWxHfmz6yMc15RTbWwgdH61pXLMNo64XqQ2i8Xey/HHv+XFECWdGjgZowrzBs3Kg8Ymy3I4dcS1FvWNjlgpglalCk8cl4x4Wd9tmnL8saCW1d6dWsR1X9hxRcQV0TsiSmVk5oozrVtnMjsQPfZeplAUDI2jEdcmlfUhsudFIqJHbqzT56fY6aal820vxh6RzOUiytQ9piJOKYfDbV63jek86PVpN6Dkc5CgdVsGG/g07Ozhtax7tkvzRdnHu5cd/c+/9OGqjgMHV7EECI/LJRCUFJwzqMJWCgURI64zHdd1W5RWie3gYI10yuYsZaebttyzwPqbWVmuqhzPqFdtvsA2puMQBNKaFjooQISO60yqcCedez49rsU8r29aN4sqbIkz1Wo0L4m48nm5yUWO68zxpwNkOP50TjwfF21ixHXGet37XMeVWXrpnkGzzrc93WC6b2X+1wE7PJbEmSCYzG14tdiV47qQ4QCfXJdr+O7pppzAMP+pEGfSUcJdT//BD/4aPXf7ojgPfl9vxHHzgs6D3myzYd7NFOOcGYyeERFMGNAmDzmuI1HPImfBy75kpz+3IfVDoK8T7xlQPSxkIagFqzFyDLEfdXGmuIBatXd1/mIfQrHZPsaQKsx5n2wa8cd7hOICaDvvbXEm5SjqSGGVKjwTcdVIZax9mv9mp8xS4iUaV3b9+CsXdGPT0o2TlYpSyzbwAshR0qn5us5VqMJp/Mk8aB4TtXtWd1z7KuOhShUuHNc2tXmqsXNeBBsaifhjzq1NFa7nuPY+0IND7jfmZ2uWwco1Q/BlXi5XDXHFwAlucMdop/r9PkuIq2sGqjCvBfG4vjcPnKxo3TaT+3i6aenuti9UfHFcEgHimko3lOPvlYsd/cc/9Bsi5yv2JX73+rotEVeY/5qmoc3K0eVQP3rOvm09hrgGoAqD46q7squUNCMi+qn3PUd/4X//dfrAc3eK/+Gz5BqJuE4NmtRMM6w0JR+H2DE5rvw7aadXBye1EzRns33z2qpI18J5Kpcmw3FZcVyNbvK8U1MVtnJne2P88Wem7heTGJJaH61AK8/rJ2s3Q5wJc1zzd0OQqGpypGfOizVD0EYE3tz0NDmdK8uG4w+rGvBPpe/ZSq3fhxo7rkU5HFeOv7NtRzdVnipbVxl78dhAFd7wd4c+Gvouv9vtynFdyHBDPaWGK1GeBHR+KxFvauL7lNsybCj0oH7quTv0D371I/SLv/WCeZ0szmRHnWJdRj4WRDQKbV3ZTO4zznHlCS5HqfM12fqQi19b821WiatH0FDQIked8meFwNJkxHWIhKt7rUslMEWoKs4UOBJYcVxZnKkINuCClSnVerN9jPHkyhRfkXPo7Gg80Tjiyu1E80EJ/YTsBBGNBBtmjD/re62TC0eid1dQci3Rj/bcK5f02oeumVTW2Jd8TaIcJZ0awT1ZuZR/hIbPkghuGE44LuLbijjTZecrtU9zTmk8V37OlqghzFZXdpXzYghM7x6nCtt1hPPzj48hondE8VmPedrD3zPGn/UbRPQ4vhfiTK6c42cjruBgtc4V86JuVtM0dOvGZrKzd3qyioir11Rh2WYee0wV3hql3MpdAAAgAElEQVQewq/89gv0d3/xaXrPx142+3J90xriTHL+O1k52nbezDE8xNatq4rqcApF7F9eywqqcG/P4UR5TX7x7rb4Hzo7q7YBVH65OR4dLM4TZ2udCg4N76+t2+mIV4/fLQWDNHvoGKGfv/DHPoe+7SueFMdwbUHEVa/XbBwssZBw/qwee7heoYYB/68MgMTX6Qy9+JrL4eTrEimqMNO7V60ZOBmzrvcp6DimKszXTwGBBQPnGrSZi7jymCsR16wJglUNEriiOsP3cFY5nADlcBTbELtztu3pgWur1D7d3tiPEcR1LYOBOQ9/UpPva1ukHM6VyQjU3ILSFuKKUSeNuNYGdc1xqNHl+O8G0MPel3l5bFrF7lBrnaO+LycFTa8lilEiRpRqKAnRHqpwU6J3GHVCxGqyONPwcR2k0E44T/I1EQi+p/UcQxsp6gHRECh5WG7h4ADFdnBeNI1M572wVRFXUPbbwLl6PyhaG04/kewP3qe5StBWXUbtZK5cPf+pFjQhInr5fEcPXV/Ty2e7UaowBxsuhsj+1L78+3/0yQKJIpKUTLxnVjQeh9wo4mrsEZgups+rHQei+VRhony/S0EteLbTwjxCFa4ETfj7WoWc+yKpwjHVwcqXP8SqOa5N3iCj8AnO/bkfmOM6wXEVVOEyoGc5CK978FpSqDzUbmxa2vaeLru+yImP7eB5MR7nYK1FFT7f2nMf38PTzYpeOpMOn57/TlaOLjtvjstDbLNyxtiTzh5RHp9WHeFRmvpw7KXzXfE/zIvUOa7LIa58LRk04f+JHNeFENedQRXWe4GcLzm9n+94063iGK6RubSbXUOeKM/LtdQWohL1Qg2SVI8W5qiqqvDM/SJfPwvwyXYQxfmC6e5zqMKrtpxT9bPE73Vd2WMNg5Ndn1lQc3JcsyZKuV9Ma7JgH9jzIj93lr7EmDHQtOtj3roW1ML+nO/6pOqugeUxhh6PNQ4U4x6U6NVFFb5yXBcyHBSTqcLDd69vytuBUSfkqlviTPz3nYt6ORL8HBuq4RE4DTWqMEeLJquEDnUQecOvz4PN6j2IM41RhWv5usq551PISOF8J4h/E42UlfXbiFBkpgg2jExERHVVYaTucje4fuJS6nH8+8cSIApBcYpeC+27U0NcVV4dW2D0TgtbQQSbDYMNk1VdGb3T90zTnr1Ugi5/ezu/OrY5pIXJEmfSzjMHJqZS1d/6ugfN46hq7X2g9Zpzacq+HCbO5IsFjwUi0HHNG7SSkpTFmWY4DjWqsGuKhZlz9MdUhe06wrnsiB/ZoK2cS1ThOY5DDXHFlAbc4OLczybu3xQlXhBnkkyUfFzbd3/jP2ei+mPGa9idy64IdBHlebhLiCvPMWVfkvMQ7N/gWoUqjH05WbVHIq7lPRPiTCqI0boS8d9Vgo/cXiKil88MxxWQVdys67SNYwwDT6hoTcQpFOV4O1m1k8YeUWxz08Q1RZbDyUFzbM92YfQO6d1ZlTkHJTSyysHXsWBDjSqMZQVFALuC3h1LFdasGuxLdFydmVq2z3beD6rargjoibShhJLXg2BzDIOTnccgrJtRx3VYsw2GnlWiztp74GfmlK/zPua4Ck0UY/ydbXv6jFt2jisv2ZYmSi4FWQEArhzXK9OGE/5kqvDw3evGBKajTnzMudJx5QFadRwqJSFQiZdzMcce3tm1rJyd45qcOnQeApTDGVk8atF4vUHDaGhqT8UhOrQvRGXkzakNGiu71qjCaRHcoypsoeuJruyyg88OxRImqMKhpAdphJytXsfVdh4Seqfygqyo5/qIYEN2Gst7hj+vVoLW6/1YjmvcoJWBJS32wOfmzflUqnrNECVGEQ0LcT1MnKkvnBeM4LbqGQ1B5jYSQY7rjC5WqcLg7GFQQOflsdXomuyEJ8TVy99HlL1qYxmZ3s/bBKCYFRoGTtApwbmfbX6OKwdI4thMQSQvHQe0z3zsgYPPz3ZjQFBvX3RKnGloR0KW4988tkzHdQjaFagDU4XXTjgPfC8xcCIQ11mOa4m4CqEfL49plBL7Zjuu8fWl85IqLDfVOTfUh+UQV4Ee72HVJMR1PQNxHVBiDl6zlUyU4VpHqApbhpRoZK5VqcLDvGwGzRlxVV/CWt0We8jKI9+0rqgksc80nRoDXdxHtl3PgVR7HzVm3fBdnbIQ9Q2gPQpxXeiWDUEgnhdzsHCWqnAKmJX7RW4vspX2sQ2nlsPhwMG28wLssKjC59ueHhiYLkXgsoL24zl0NY4exvurxa4c14VMIq5TqR/x9dREXCFqB9RJrfhHlCfJmuOa1Q1th9c1lGad3kMtK/WMvuaBE9q0jl7/0PUDepeNa6lhvkI8v7Wp5vIWJb0W+6A3POhsO2Nza8m4x7bMQ8lLxzW+ZoeZhBNU3LORiYgo57iaVOH0++VjlgjEXGPlu4RYoKKvdsygX/U6rhXqX5DoXUKDPIzLwVbGpH+o1VSFXSPbz066ReMhyvla1uIZwiD6oRBpHQTSiOtUqnrNMOcUx0hyaJUIFZsVOAkh0GXni0CcyJdUARmLkrk5gio8qio89AUXZstxIMrCIbXAkaZX8ftGjb3OH4O4Ompd+ZzHsiPDNQH1sqjCs3NcFeLqQ7y/SytOMrX4bNubdXh1IDE7rmVfmApfQx1ON6vhfgTh5OP426wcXQ5097njT38Nhfa6RMHO19b3Zaf6jJaowhbiGnK+eOts9GkJ4021Dno6J+8LX3+uqrBrGlo7J9bshPgDmkZ0XI6rZQIlh8AbBvrQxlSF6+JMlNqcr5fnHT3+vvEL30Bf+KZbhZDUPiuowmmOL52gbe8j3b2Zgbj2USCTRenYtKpwokUvTBV20GaBuLZzVIUZcT2AKuzrdVyT8zy1fGITRdsYAc/Hh/YlZmCgs22XHNca28Rar/l/fP7EguJ91BXiemXahOM6txyOmeMqRUgYVRgT7qiL48goOxsmqMdrZsSG24D22M0Tevd3foXpaI8Zby50LoRVDocRxRrFpYq4cpuT86CdIHBWj6njOpxHLzpFLVIfESiMbFv9sBCH6DjYCyhGcPH3Y6GjJWyDVGGvEVdbnKlp6ohr1XEdnO1aHVfsD96nxXJci77EY7o9bGN5yT4EWnO5KoMqzBtRPjff38Vy1lKb5WYpjRHRT6AKj8jr1xwHLCGQyz6U88XJEVThmhBcCwhCao9rzIAeEdGuq80X8VWLqcT/lVRhzpGb4wRxfqk21zQ5jQOeX6svAnGtsDSefeWCtp2nN9w6Tce0Kmc8VmfVzLVTCNrq+YKIBIJCNI641kqBaad323m6vmnNQOvJytG297MDepvWFfdAKu9z//IYr1GFTXXu4cO1HFd+loSg1sKOq2skmysfl2tvznGdV8c1C+uUVGG+bFFaZeF5kcv+EGXmGraD7WLLiKvdF6KyJElm1aCjzAGisi83r63p977h4el9GU6j6/lalQt2nU/K2LYwnb3Hi23P+Zi4VgQ1L+a6suUe6xhzKjjJa8EcVWEe3ztj/tc6EBjc0L/LfH2XOPY6TRVW+8Jt78kHSuVw9C2r5VcT8X0p2S08HF5NiOuVqvBChpPSVMc1iTNVVEJRWQ35+LVBfbuaYxjEK36vVRNR70Oa1KyJaKrTSoQok9ysW+VwOIpuiV3w/4lslTjuA058lhNUe3+IZcRVOUEFVVgK5NQiaNbGrYONZeE8AIKgczOWkj3POa5ljlirorD8uz9wsjIRV499MZx3vaEmIjNwgsj45BzXyqKjy45E5x8j2PY9M/OfgPasnSCifM9SHdcdI65LLfbxNQwbNF0qAXNp9okzMdpfY2i0rnT4ePFEuxeqwsimQNVEnZfH1lUQVz6HLc6kWRk8f/lZG+pbD2yS6EatLx5oyFY5HNyw1ZyH7/ih36Bv+4F3q+/lzXqbUgBwgza5O6adnuQ1TAr9lAEOIqjjOpbjWrlnLGbI64k35ouIuHrxLEyxr3nb6+mPfcHrxTFEtnp4FuL/6lThWikwoijqVvwvyPlCIK4LbkJd0yTaq3Zc5ZrMOa4RcbUUd2vWDb//qm1oZ6wbfM94eteKucdaRtMkY6Q2xx9CFbbyq4koMcX4s2nvsTB6nIT9eI40+pJyXBtbnOkr/+bP0f/wj37bvE7Xx9z/ldq3WHsBvhbRco4rOqi7Xu6jpiKuaa1Q+0XOvSaS631y9oqAKe/7JoJTTRZnWq/KeZGvxyyTm9cqVOGE9ht7rBDPl1LH1D5qIqnwvrYrxHUha9ViOem7w8NgqQrrXC758NoRv32Iq5XjqqkfUcQgt2EJw9qV7JQSybw8Nn4IaxOupkFgX+I5pVALRkNTe6Bfc1TiiKx8SW5HnjSQijIlgoYLo97XaYeYrzW3XqFl8R7ZjquOxnN/H7y2po9enNO28+I52I1suBlZ0KITlhNkORJT+mN9D4ND3D7MU9L3bCzHlcetMxZ7IgIERW0+lkIWNPquEVcYR/vEmZJDUEG8BOLqyzmK7RhV4RriiuNPUv9q5XDqQbt4HRn55v/hZZnOfbmbRxX+q//SF5ibfQdByM57kS+pnxUMFlniYEREH/zEnYLejUIuiBgKYb4F7AYENPF+a1ZNl5ygejmcOlU4/n0dEFciu3zWyaql811fBGcPtW9555uKY1gyTueuW1RhndOJDjR32xJnQpQY13vvQyEwd4xFxL8MUut5EXNcidixPuwanJe7bp2JuOogbOfL9hxjq3ReL9gHae9RyXGdQhXG8cesOKk8vUhX0vjhfR6DCGY5HB+SwJjVl2deOKcPPHvbvA6LMxU5rkHuozRVeMn9R97nHZbjetn1tGldEbzv1LzDhugxouTWfpGI6I88+Ri9eLadPF9mhpWiCiuUnAPZzL6ssSotcSatFaID7Es9S/eDvYp88E+tSarwPHlzS1UYqcIdRJ2YM4/GC3xVVbji7IUgay+ys5gRr0ndqRoiFtoJIpKOa3SUOIJdnitF4irlcJpGUYUN9HgJJ2itqcKqL0jrahrDCRiZiC53OapW0LshUogCOXM3aDVbD7UrY45J7isvyrofHCnUpVp0jozoC9DCuR98vFC0bmUbpli9jqtSAPZBRs2Le2bny6TvNlQEXHQElwMeKcd1oXBoDgINz1BCLIe2i37m71mOAy+iNcdBCGoBvbsshzOIM81CXEdUhdWzHVVCbZQkiTNVnr8sziT/hxsgdm4vu35WXx66vqaHTy3ElaP8klJoKU7uy3H1PtBHXjwvfgPMZRWBLsPZO8ZuVBDXjPhzO+Prqm2S6JW2i1rghB3XhLjKgCzemijOVNaVPcbMXLgRlBwdnNqzZIszAWOiuXeIa+saE+GspYPk2p6H0zU5R1HnS2LaARHQTlWpl2Mtsbp8fsZXY4jrmKrwcKgoh6PGXxRBC7AnWTY4eWdgNjHgwafHNieqcI25FgLdruwX+9o9CzL4kujdSwcbWjXmYV6s0Z6/5nv+b/run/yA2Rcii6GH9N/hs6FeDucdb7pFf/nrv2ByX/g3utj1IqiomSj8TPFnamyvnVF3nXPisR4tnmPJ9IJPtV05rgvZMTmuPNCuW1Rhh5tCKchj5QoSjYgzVRHXUDh0nJtBtNxExG3fdhKxyDx/aNMwOVrqydgHywnna7kmTwjWRCTruE51XOPrpkIV5mbpWpq1CNpYjhefR3wPHFR+ZWrxUgskUZxAd71P9Fk2TXvm3/fB62siIrqr8lyF42osHs5B7hjQCbWDgPdpOr2bc2Tk88nBoZR/F2Q5nFqeYa20CjsHlpOBCAoR0OaXogqDsxMRkbyh5uOpTYpSpo3bFoLtPAkniCn5PhSBrqPEmVY5rwkNA1pYl9FCvIhykKFEXOPryqAKhyDHGAbelkLIiTKrhttSqIRCk/epCj9/5zKJqaHhZj3Ru/tgOnvHGAZfcb7QQSDeoLmmKUqksFUDJ0E7rpLWifeMqcJzVYUtw81mehaA6qpRdXy2ivsyfNYSZwoQBEI1Xq3+e6xFVk25PmqFbp7DeX8zJc+VA7jrVooz6eB4rn+6tDhTvh4HHsd0DM63daow5iOK40AVjq8SlV86cML7PH4OrDl+x+JMlX2U94FeubDG3lC6xcXUgrHcf15OX7wbgy83JtZ+rplEXMNexPU9H3uFnnruDj378kXxPz3vpOMBWQ08rn1xL481Ps/5rjdzXHMd73jcEgvk9hLZQAeXz8LAZOyPnKNeDXbluC5konbc1Dquw3f3UYU776UTVInGaKeBLZcjKdXwJK2LH15K11rCeHN+0fUKceV2YCQ2o3AWva7m8BVU4RR1KvsiN6VT6d3x84Wq8PBnnojGqcI5Z6GciESk3nB4NVXYB67jOqkro8ZoiEZcXWMjrg8OiKumqwuqsDFukXaKpVX00EMZ+jl1hPE194WG6+X2oFOmh99ojqvPtGeBVqjASXoWOMd1McQ1Ozs4RiwBtH3iTNy24nuwqOfzDojmCFV4Xh1X2X42pGIjAmyJ4xBlNKBAItOiXlIja1Thi12/KO2KFZI1pRBz19n2Ia7PvHg+tF0e78ER4JrBiAYthrhubHEmLeLF12X6qKkqXKFr8hzPmhC5ZFg8rsvhsODJYqVVYJ5Kjj88Z3p+60buGf8Oh1CFU85av6zj6hpEXCWSZs3xGXE93HFllFiXw9FU9YTedfJZONak2jqlayFDBS3nuJbn4t/hUuUZaqo6o+Q1hdq5xqe5MzicvG/M+4D8Wa4bGveLRl9CoFcMxJX7uGpLRWJOpWHj9x9/+YJu3dhMTpWr2co1Kcjd+ZDmXxYq0/vCn/jNZ1Ofav3RgnYhgABaGiOwX1yYqn6x60fL4XDbLQYQUZ2mzueQitZyn/JqUhW+clwXMhwUU+u4PnK6oW/5kjfSl731sfK84OxgLqp2HIjyIlijCufNm4zK6bIP7BQvHY1PKJPKEUPHi42jytZGgKhOe0aVQtc0xeewn+gsTEZchxPV6rimaFdQVOFKBM3auPGG7GRV1s0TNDKYqO4NVdgndWS2GuJ68xojriNU4T15Jri51Rtqvk9NM30i1o5+Ol7QXcepwmOIaxg2yDrCndgLypFcHHHlNgcujVSOEba94kywMbMoxrwRxXPx4om2SRuO6f3hZ1T/Pm2DNf7y5tcZzxhRdsytGsJElEpW6Q2aTRX2i90vonjPsDSNg/mCSPYH75N1zz7y4lnxHSKJuMocV27DMv1B0T6LTujVBpJRuLFUidqcqanCVvmsk1WbxZkW3LdFGm2JZsylCt++7OxSHYAyScR1ua0b5s+KgLKi3fP1WVBLM2fGjPNyV84p2ulwrYRYD47r0J6l2EO4x8AcV0vQiAgcVys4yajXPqrwsAag6vkSxn1hxPV0zTmu8f/Yl23vk5qz7gvXPb5tIK6pZGHLStDynun9IhHR77x8QY89cHJk7/C8uexS18scV24H2k++99nh+IjjqvdRXrIl4rF7t/e92FXK4ah96rpGFa6MPf6sa8q5dunAyf1gV47rgsYP1OQ6rq6h/+TrPp/e8vjN4n/o7GCCuo24xtdaHc2aIqVGSZgqvHRuBqoKryyePyBtIRAgV1Zf7AgaO+EojsDn5L6x4YM8FfHij9ccVww2jFGFuX1jjsPppiw/gFFPFMixHIdjLOe4eqno28g6pfyeEdczjbjChy3nASPuWQK/nGy1guIU0wtf6otBrWmbOo0sRYFrAgmOEUE4roTO0rMwoJpTyzHVDOX1OU+cKG80gmhTbv9Yjms8Xz6OqsI6UKODYETxt9gMkfupxlThAnEFSrBWCR0LdNWCfY7nGhFssOeIy12/eI6hoBQWVGHpTFvv2T4yIK61vGzngCocAjjui3SFNitnPmc6cIK03nXbjCL+NdThmhJnstDjDSOufjmqcLyG/P3axAwoqcJCjKiCHhNRgXxh4A7XDnyulzDX1KnCVvksZlDMQlydFJWspVBwexYThhSIax57tTJ1SdF6jCpcUxVW9wxVz5cw/o04N/V6ynEt+5Kowo2x9xj+fOW8BDqS4+pisKEXeclKqHF4f77r6bGbyzmuqCpsMcxwHH3spXN6z8deSe3TlveLY1ThPC/qQPOxxmPiousFIl2WAGTH1R6XqImi5xme47TAWUKPrxDXK7OMB+HUHNfRc8JmCp0gK5cL+e+axkKkFSnlBkiqCcZrhoUHfFIV1jmuKoKGGzjXjEc9LZVQC73LCyRspo7JcR3Os1nJ73G3sF6hjMbrTU09gsZIwulmJb6nRVxEXUHDcTjGmCocy3Tk41hHk69NNIK4jmy4PTIJVE637gtTheeMybzw2cGGEORvWxPuqKH9/NkoWlTSTrl/2BbeIC2FoGBfdH41EamNaP7eWDmS8ns5oFUIavkSJSeKDsScAFi1HI6DUlfwbLOqcC3P0Iq483d1YEnT7leAuC5N1RQbXPVcY5P35bg+88KAuI4Fh3gs9MtThYkydXGsHA6qHOu8R7ZaSRK+R6cacR0+pkvTXe56oQmwhPEa6WGt4uN6XkAhlRpDiIjopbOt+l8+r873W7ovNaow/vTsTG5WtuIp23O3jRzDYfytWin0o+uIZnGmeO+XCqhgcBfHXkYp5efHxZlqjutwLbX/WDrHlU9z57KjlWuEI8RMADYuh+Nc6YRzu0zEtc8pLCXiatdxJSJ6fEHHFa/b+VAExPDe/NT7niOigZ1mDMuxUpAlVbhUC1+iL0QxUG3nuFK6NpFdno1IBpBNoakmBmMk4MXP2CJduS/synFd0HjgL+m4orKfLodjUT/YLNQVNwdF6RmNuIZ7QZeIr6WqcHxFcRz+PPY/tRec6pJeZW8i9KJCJBGB9cQVsk2T6LiqsMgzrPSFqKYqHI9dV4hriqBpGmgIVcdhrvGmsg9B9LVGFWZhhvOdpgrX83UxlxAjwyGUKElbcWQOsSri2uR24W+Ltf/Qkqqw5bj6LJDgjd9H57hmVeGFNjWojOiD4QTBJrpCQWW7rORYI/UIhcHi/2yU5GQQCJlqmWasxoGz5oum2Aiw1YTpNHrcq99Hzhc5x3VpcZwQpAPOx7GNuv2jiKsRbElzVqrjmqP2S84ZPAcItLqVzxJu5tdtk9JY0C4qdM1EFS7K4ZTr1Wbl6LIry3kdaxyE1E6JFZwcE2cSjquq5SrmRZfTRe5FXzoD4XRNOfbY+SSyVYV//oPP0xf/1Z+iD3/yTBznvFwdpNBo0LV1ROwZBVzMcYD5z1LYnkQVrqzZGaWjdH5Unl4avbt72SW0Nf9P0bv7XA6nxja57Eqgg52iXEoH6e7lfpFtecS1HPMaUSQi+uiL57RpHT3xyHWTKqxTFNhCILE/I+IxEv+/dF78ZdcrYVJK1ySiYj6pzX1EtjgYO+H4212pCl/ZqPHAWNJxFeVw1MNbi6AR2XmutWi9rv2ZoskLb2pa2PhZqsLpQYOcEE1JHesH96VJi710+uO1sD3lxupQ44momuOKOX/gPNRQ8n1UYcsJ0iIuqRzOghPUunW07UIqIM9WE2eqUVx2fflZNmwzqkhbKMlxiOvw3aoStKy5x5cuFZ3jq14E4zmAsqqeMSKDKjzc46l1hGsm+gK/n0Uj483IylXKkVTKMeHi2qr7XRMHY7raVEvlcCyqsMGmcJV7xvfKotzjdyVKrgJdEGxY0tGrITPW5mUf4so5rha9tqzpm4VqluzPdSUWg+fvvAwgtM3gzJhU4T11XJWqsBZAI4o5rp0v569jjdNp9DUjY0R+Fp3ysTUbBZowXYaovolfqi+8CdZzfK/GW+saE/Fi+8dPv0ghEL2g0GPOy8VcXTwHX7ZpGnrkxoY+cecytWEJQ6o60mCbxu5LrYYwUV5/d32Q86IaC1wOR6cALNWXO5ddIeiplaC3fS6HMzb2dEmcPBeVwk5aNBHv0ZKOq0Bc+yzOhKrobLzuWNovRHmu1OUTMfddM9eIiJqFtvK5HI4XJRSLvS8Ghffs8S2qOvfFWh+vclyvzLTsuE7LcR0z3EwhghIfUPlZ4bgaJXFqJUm0oA8/MPzMLLXg76/jOrQNHl6rvIBcTMuHV+ZL1qNOMn9tWh+rVGFO8EfENU0m5aaGN45jVOHr69Ze7BWa1g0b0SXL4azbmJPkfShy1jQ6FT9viwpYeU34N9KrcrCh7MvqXiCuLo8/jI5b5QViexlxNXJch8BJqSo8XEs5D5zHtxyNLLe5h826zjGM7+Pr9XVLW6MuXK0cE/5GuoQRRn3RTlZuFu2vrgQNzzbnD7t6XnJCXLUTBJtNTbPTG7R7J87UpEADUR6Pel4kymNPv49/B/roS6wqrJ8/g2oXEA1aqjdENzYsFlOiMhaywHmo2vjZKJGi+FrmuA7XQseVhYT80vTaAZmBsRePlyr4uwpzAdtMJGu5aiSyzHFdri9NkxkxooSRk1Rh1tiwEC+29378dmojGuflrlotzjQ4CHBvHr2xoecHx3WxeRHRNCPQpf3TQ1SFiSTqxYdRaMpSnj7W+Py7PqRnLf9PPvu73kd9AQNxxblQO648X67aRuSaEpXP0j1DXEUdV9B3GQbpzmiTxdAjosKJY0Pas9QKWTrYEF+LOq5OzvE4L9r7RXlvRV+0nkqf/Qa81qvBrhzXBe1eIK74IHaQL7kyojH4wFolcaz6afy+URMR5lwtNd4Tz7/Ttaxk++XDa0SdFBUGDVES50pqGvbTuSahaquJiBf3pYa4ouJprutmLB5DA21VYVucSSPh3A/vA20HMYaljKldnS/zWgQKnBBXu8bfGOIago1KW+Vwas7nIaaRLLY0/lR0vFWLClsNvcttHlMV5n5wvjcjrstuanovUTYrX5Lv2cm6nYi4UjpnWezcni9OVu1RVGGNvLSwqe4AOc7iVPI8PP6sGsJ8viIYoxwEFGdaEqHkICSqNcfjuR1sAnFVfXnu9gXt+kCb1lAhN4IY3T3OcbWChL2aj293Ra4AACAASURBVNPvbjxLF7VyOEObN6qeqE9zfP7sxlhnljBO+8C0lngNI8cVnRuNhCNVGBBXjUSiqNHSdVxjjms5DlxTjr2IuNbruL7vdwaBHCPY3Do30MLzjxDg+WO7dWOTfoulhiWOP0Rc51CF8R5icE9T1Xk+WdoJQgdEU4V1CaNdN5TDaZoi0BBQGEzR1PmzTBXWStByv5i/tyziCqrCvkx7kUGVQDWGHv+fyKYK63kxMq/i/5eaFzPjJKhyONyOHPglyoHzmjgTkaFqDU44ljDS2gmvBrtyXBc0HjRLOg5I/eg9CSeo97KWFT6wFlUYaRFyU61pXTIXZKmHF5VUxaZGLR4YETVrn1ZEpogy4sXn5YfWWiCxTZOpws2445qpwuA8mNSP+DqW43q6WdlUTeVI9iHQtusXDZxEGl8oENdGIf7cJv4dddBzLM8Llf0wD9hCFpqmEQ7KFEvonTqnWLBgkreeFfzbCjb4wA6dVhWWzxJTbFMd14WownwaH4JY7Bs4zoblLfbmuBqIa+skvYr/Z+a4rt2se7ZW9DA23FTLxV62kQ03/WgoXKE3CnqDhlThpXKSuS+mE+RkEIxIzn16XD7zQkRb33CrzPOKOepyg9Z7KNVxjx1XHeDgvvKzbIAkQBWWx/kebRS7IzGEDMQ1tmG5PqYaneq5dq5cr5AqrFkavQ9pvn4ZnAedF+nAedA1tY/ui6uIMyn0qh/WAAx8oF3sevrQ83fTZ9GYebRyLgrH6WcXbs2tG5vchoXptcweIpKsGj0vjFGFRZ6hgaYXqsLpeot0Rfwmmirs1H5p10d2CKbgWP0oqcJSnEmnvQhkHtrz+M1r0ztUsRUE+nnsxetROpbaNARzdAknosw+IipRSpsqjM/fMn3B58oSZ8psitwWK6CHfbs0qMJp79vK3w6v9Wqw1f6PXNmhxuNxcapw2sgDXQIQFPa5cCKyqMK73tO1dUtn295QFc6fWw1CEJr6cqxlxNUXThC3A/vRApKIhot/EUUMkk7dFw9v2aZdHyZvRKuIq0UVhvboTQ1/btt5UQybCKjCm9asoynykVyMNF52nh44We6xXq8cnZ/vItovNjWKdpqowvZGQNDUDaYAIoMSvSvvC9eWm2oZcZX3rIHNSwuTfI12OqYqzOVwtKqwjnrqHNelHKGUyzoEnizlad2m6wcgrr2aL/haGn2JOeZlX/7Ml70lUTunGD9f2umQOTzxmETJ5b3ZKdoUG5bJslByvCy3Zel8SaYKF06QgZKP5bgyvfJ1D12jj78slV1N2jiiQQuGsE9PDqcKc7ChZGGEKurFn83sjuG4sdnEtXhRqvDgoGb0jpkBhqI1bDALcb4QEfLNygnEVTvha5cRM11T+1hrGlB5ht9I50uyw1zLcf3As3fS5y3EdeWcEHZqXV7XcKw8Co7r0rVPvZe0eb4sNtf7kNZec45H1GtEaCoFNxbeR+FPcl1RhZtG/vac46oZUkSyH1pZmOdLDlTowKX1bBPd2xxXXretdZnbZPWzNn/i9+J58zE9Fy/RFzbLcc3gVJ7DTNBmBHFFAAoR9lejONOV47qg8eKFUd5jDXPlUM2thQi2JeJh5rj6kBxXXarDcoKsgu7HWE2Vk98HtehxTaqxCdeuy5U3aKU4k+xMbJOsUXqI8e+/qQj9IPUj56zVN2FEJY1EiDMhupmoR9CeJuahXO48PXpjufG34XI4gYp7ZjnTtRzX3UiwwUNeLoue8DmsdWPt5inU8mZF03IzXaekqVt9yXk35aamThWOr8gGIMqo+mKqwkCVxVwki/bcDz/0tXVr1nHFiK5ZxxWowpiXbC32f/TzXjerP+uVdPTZECXCxb6B/qPVyuHgxrlQFfaaKmy/P9Z4vsWxRwTBBtUm6z3+fbJqTWQ50+xzsMHKMTzWbgwokPV76UAiI65WoCFt5gxnj6gMkllzvFUzcQnjuVyjaVZqi2SbyPMwhfvB6yuBuOo0nVJVeEHEtWno6UEF+OFTcBqVE9QPAd4WnE+09378FeiXvEYMnORx0PWBTlY2Sn7rRnZ+lnMchnYMzAYd0MN1+aL7/9h7l1hZti0rbKwVmXufz7333Xur6r2qevVuUT+7sIvPM4UpPgYElAS2BC5kG4Fs0wBj2R1LyBL+9CwZ0bDccBO5Q8Nty3QNxg3bcoMGliWEhG25RUEhoPw+95yzMyPCjRVzrTE/K89990Su3PfUntJR7hOZGRErI2KtOecYc8y4RKJuY9SLyynqsyTHTOoZ27teFwBemGSg9ZdqH9e3oHffMYGrJJoPU1bCYADU7wdopqH0cd/DbB9Xed6jcpB5KdtTQNVXQEfQhYLptXIs+Wn2RvwBMydV38MEmSm5JASg58IYPZYgnHzfyqrZYSCPxJ6owjuarCW71rgSJZPpmlHWiR/Y73fEmaLm4T6Ddh2qsEZc+zWuXOsV1Qz1HLmyDz0ReUpSHLT8oI6o7MdSPKMMmqIKu0m1PxFxO5xI3Mg61QVxnXdF/A+5iGlYxDUlLUJyJmoR0K8LBbwzUGg+5W/Vx3WJa7m+POLaaa1CASoL5PTa4TRl1FicSYKg6Nm0NafiJO1FFa40qnVVyYZknrHymfL6/DhdVHWV/dW/6f6zok98Lfewu0uIq80op1STOV9UnIlpVFbAxApNcaZ83xrDjc5mHNx6zRb9nMkc7sQ51hYM+ntWJ/SAa9a4bohr4Nw6BkwncOXgoReg1yTZ9v+otc/94TrXTEozbFASiSYqVeFgLZtywsfP71QfV3tdpJ+27GPPZyynoir8H/zBn8Ev/fSndbtFr96mKvz3fvW7alxs0k5N5rmzYUDwpfn0Ax0872Et2NFlLxFV+PONJvzsmN06BlxAXAPGRKmX1HP/u9rbqcKc2C8BX0Rh14irEWeS9XxKpdZU9d6N2RRf//B+1wSYQlzJ/5hMshRo9GXWPmjvtb9DxNV0Z5iXNhfvNZxJrSMaJALa/fe22v+lc+8B4se341kG4xNV+MlCa0qze9a4tgeUxZki6h8/yHYiAspkJHQ9drqXJaiXZIrLTqsH15EeVIG6cWqIvhbRa3kStXWGTO/jB9/SeNp5ZOT0g49RAjRf4wo9lsVShS9MROcFlPCu6sv3hwnLikoltvVP8veyFnGmXWtcD6X+kRXrAD0xAu3eE5VlR++mSTaqS46TDfFkO70j4urrJdv9l9DOQw7dC3YutcNxdUHGwXU1rjtn4+X5dugdn5MgdMeMf/Z5VOPKwYOnO3KNGNOS9lwgLylBy8+vUPIgoQeQoFYgziHfnWif8h6PheesXYOgrKnCPF8AcI7os+NUe5OyVSTykMMWMs3xa/eCFYTaw2qNK+3SJjjYmZ9ywoNpO/76oY96WQVzO8f3ENc9xyjzsA1KLEoJvF1VOCc4xNUGQYepOfG2p/a72r/zu38SU0740//yZ2p70THgoHupYj2An8f/3j/8zhZgr37+35BlcdolMHobVXiv54zvvzMlk1tCr31W6ls/uD/gOx2tEJnfHxQNXB9LrhknafYw/q2sOBPTu5dtrMcANZVxiFlxJmZEuLKgZQ2f7T1pwnJsZjddSjZI67eo5aAkmo9TCsQ823qVDMqZ035MFL72sTBpG4d8PtZE0f4iG69XirkWAB1fdXtCXHc0uTn3rXHVkL9zPgIkJCWPuAr94b4qMdJ7hpKZs6252mcsET247F8ctPJ/JVcfFNvPZjG170VU4Us1rl8G7RK/wdFOjeP8tsD1UkPpN5vQklWEjTK4spC+OS27UtWPU8nGc9KEj1fHsZ16Q1yN83YBdVjW9rtlmqy7VOEpfSkntFfj2kRwTNKkbvdOGL+qsSxbOxyz6DTFUx2ICdVsr/Yq3CqhjONCELSd07NOjasg/oCZLyjYkXG0Pq47t2Pa5it7vadEyt202KfAqQG+COLqqfzFGWqfVe2gdhyjoMfcBgzo0LuXFc+OnjVT3iuvxw6zw4kzrfsjCwDwcqtxjeb4SOkyJT8nvOZ7r5Psq1Rhi+LSWDiJt+cYBZ13IkrBHF+0JbZ1NxhLTqWXrWZBteMATXfCtrnaw/7tX/pJF7TKsfmyvE1V+P/6te/hZ37kg+38/TgP9N2KuEqygcbD4kx7q7rOm18jicOUkqtLFqbJy/uDC8DLOa94bloxyfayz3ZMRRXeLQhqf3vEtT0fpxqw5ZC5xpfIBui1HU7O5d7jtcwx9MrfX985cGWkV9W4Jr8uC+U+pf4cX3o696nCQEucsx+5y1g6zB27LnO/95x8ay1Vv2xVhY3vO5vk0FPg+mShiWOwfzuc8jfTJZj6IiY36If3B1fjKg9sowprGfcITdubRtarEYsEjYANBQkcAU2v9UFQ/Y1yQBW2iGtOOH6JB1qOYdH1NqmW/3PrAusIAHrxt2N5cy7oKdcz98YitJo350W1gHhXu9va4cxLQwkBwCqBesEUc80uqApbistC44wW+y9LFe4jru28rKJ1OQ+9H+so27FI5tcq1EaJG6kjPe6EoMghxPHgmhcA5pzK30WcyY+lR9dUAhImgVYc8V2GAqDdTy7ZwMg8o3fm+ROr7XA6KGXNcJvfRyGuXN6w4yBT0vXVsu+GBulkgyRGe2M5GAqtvJfN/T+TwuqeTo0403Z+4nOaKbFS6H0mcL1QZyhTSW2HQ4kue1wlzrQzSj7TNeNkg50WRFuinLt3qqWe3orNAO15Pta60uJU71lj3TOLHp/ndVOZRT0XttenGR89OwII5v/NqZYEncxPUcuzH7pC4Mr3HyOucgw+XxEFe3l3iFWF6XpGgatNnEelPXuMBfDiTJyslzmv9HG9XC9pGXoSMArCbpk66tnexntNxJXv+caQap8VPyuaS2QfQv1e7FgMaCNlNruqkNO+7oLAldsnyuejZAM/cyFVmHxNy0h6n6jCT4HrjiY3xp6BK1MXZnJ+LfUKaA/k114cfeC63cX3wQJqs0t5C4Js1vddTTvunsLVxsnZ+MsUl6gGQIbCqmz9Gtcvh7h+8uIOP/v1D/DPf+NDsz+oMSwL17z067UAn0F7c1pwf5gcihvR+yRQenOe6zXeww4bvWY2iGs2mU0rmGLXe6UqHDjcUR0w/3ZsX1acyT47bSzt99ULR3y+MpYIpRThCkvzmY2D1vq4LhWh3cPkd2ztLeg9i6DMbUG/1I4J0E4P1xJWehUnG3Zc8O9q4Kq3c1LqHFwzn+yKVUJ5XrDCOiwaBphShz2dmu249rm2wZ6cPwcxaiwmeWRrrC3iep7XyoTYq48wwFRhH7g6xDVJ0Kb38eohrq/m/9skmXxsRI2rrMs2KOH1Wuzh3Mo3ouCh3nssgLbtt4nWNaRybzSoZ9ZxFsR1qoirR69ETK2HuNp7NxrLp9ekCq+rm6Ps/cdU4XX1jJtlBZ7ftfm7bjcBgqxlvaT5lzX+vS61wxGK+iEIPgFDFX7doQpvNOOzKhWBC/YA4Ec+2K8VDlAS5cxukvk3rHFdUXUKeuOUJNbJlL04xHWr/d8zN8TXPi6Ta+cj25nua8cCeH+Rz5mR973FwR6DPdW47mjiOO0ltAJsE1Gd5AlxNY5Aeb+8fvTs6KjCzUn1gavNLk1JlGRl8dxnLIxYXGqHo1Cv7IvtFUrpFk9Ll+gHe0CZRL6ME/rsOOFv/MU/4LZb6kfJBG7v5ctUYSfOdJ5xf2xUYV8DrB1DQVz37uP6MC9IwfGiBEJ1Ji1dLhCX4v/LPaCo8WtMFf6y16zXx7UlBoAVFARlnQ215x8jri0Iskq8KjlEp7AX2gq0Z0my7faYNpgGyoIetsPpIa7m/uNm58u6M1W4g7hOhPgzamjr5YFy/fqIa9uf0D/be1oER1G8dnQCZF6wv6stoQBKAN5q1nzgUM6zrQ2ywFsaWfn8WpkQe9ZMXhJn4t6CkrCJEnq6FZPe/7rNCw7FretG++z9waMbe5gkCm3gyuu12GleaoBha+zWVZgLFiGH2i/Xhg5DXLNl1Sxq7rVjKefVEefbfBcb9EbI1scv7ioLYa9h8rxQaKecqNdzvCCuL+6neo6c15mXFS+O5R5/E9W4pjYvnpdFlVbsORbAB66cRGytmmIBNK2JYtvhNO2FKSfdP9oE/h89O+Df/wM/jX/tt3455fieaVXh1kLR+otAQ05T0joFcr4AsQ03RWtAo5T1mOsKLPtdL+ACVdixDbfP5+TuS/4cEAWu7d6Q0gK1z/cIcX0KXHe0Kadd61sBoeuUv0XyGyCU0tAlgBK4WsT1ZKjCnhKnx/H6fN1eVjrrVF6ZXivHfRtKacVWllU7ETbYs0MpNa47OqGWKrzoHqVvE2dia1Rhn6UG9FhyLoHuuu6L+AtVmHtkluPF1Db5LXviOHz+9buLplMzJTrKEh5y/lKBQ1UV7rTDWdYVaZVtcRAENPSuV+OaU3FE/cKqkzUy1n3vv+0cTY1rec8EZtvvfnfIoarwm06doaUeVYZGEDi8q9ksu1jOAXqnkg3ts7ZnNZulPV+q5bpaO5wNJbFU4QjxF2qpJKrUWAwSqdtFrC5xc96ceGC/GmsAeHnvEddDMIcx9c+rCsdov3yXaeGX2uFckyocJxuioK1RS7tjCRgasj9At5HZu49wz8pY2jmd6d6Tc2db1tXVHbf3ym8kZTmSSIqowlNO+OTFHf7p9x/27+O6XTOd0DNU4YdW4ypj4XtnXlY82wJG3cd1W5dJpfbN2bdM2mssQEsS8VgW8zyImOElP8pRhZc2L9i5xvabTynhP/1jv/ldhhQaH5drXKNykDovpkCTQijTUUeNRV+XLMnLvG+ii49xkSpcrxkcAwjQSbxLVOGcfR/XHXOTN7f3aCi3tymnXYVxZJ9cuG3r9PjGlkXgg2cHfO+Nlmm0iKtth6NooFmEJ7Zz2OkB7jl+vKgAzPOPH17Vlytw3ipVmOo6VuNg8HnsiTbUIIgd+SCQjs7fizNtzcMNshBRPw451wV3T1Xr45RxmtdNyZKumaFXWcQ1Qh3qZwPqleya1WI5g6jP6UsirubZ4bGU42lH9EvXuGbviHJCpR6XgvW9TPbFGXN+zzmiKdVrbO31ea6LbFQbO9HvyUI1e2Z27zqIq2ai6EQXbwPenjRp37U1rpYqfB2F2ryhJPb36wlqlTkr+aQdOZuAfs6idjjzshIqs9+c8XxDo1Ry0gQ7jABHgeurt6gKZ0pSsDAYHwu4rqqw7nXeHMZIVThKGKuxBEkl3m9rI7M4JsC1bDJr70z3HhC3Fun18RbE1bbD6dGehS68W9KcKJnneTW9NA1VeENcP9wC1wipfL75eZdqXGUt21srhJcLi7hyOUgroSjHjq4XUPouW6owizPZdYOT8dc0pyosfVxF88MkeqI5XM4XIN/XJBus0NS8FiHTPYeoENeDTpqUc9zOh577SCGZ54i4j+t2PPJ99wagHoM9Ba472pTSrsI4gJY3P0dUYeOUTTnhg/sDvvcmnohqrY3J4mueP66iONmrcbXIVmuYHCurzRce3nWN6yVn2qc+p3wVxJV/v+qIZo2CAGYiCmoWhKoj+wQosDc0UOk/tyfqf5xypVdp6p9HguTz5dz1fnjRjJINrSG8DtCjmI4poT+ItUBRP6MSnCyLDoIkc96jd0f3ngQ71hEVaiSbOIC2pdK7WKMKb+JMBnFVdXRbkH23KUc7gZzTUtst6GtdXplJMC9x4PCuVqnCZpcxstDuC0WpekvSRL5rHTTpDdjOxSfb9jAZi0VmLHsDuIy4yrnLGmRZNVGNa+2/fAXENVIe5eQkn4+dL1QrpoClouZ4k5zkS3M9VWGENa5WtA4obKdIW0LOudazqSQ06v4ALc50npddEw09S9tY5Hd9G+JaUP04QJeOCAeiPANCw+0Hrrv1Pq1I8ILTvOhemknPF69OHnFlm5eeqjDUOQvVde8aQ9EVAKJ2OHHAYssgyvvl9eMXdw5xrTWuW6LCKl4PAPwx5awYGr6Ews7VnX612+fuI8R19fXO8+JR9ncfCwWuYTsc49vVscS+BxC3w9Fr8qq+81Tj+mSh5SsgrpKNBzRqM13IOn1wf8D3OtSP+OHVNAIpCpdaor1q1jRC6LPxMhSFem10G7ZL4ky9TH6PLjHlnWl/1UHz1L8pJ5XtA/T1s6iX1H5G9WG8X9n35ycJXPe7Bw/kMFlUXs6JJ9jaHsXRdbyIhZg4bzIORmWie+9P/c5vfanA9W2qwsuWaZXzsKJhYnOnXrI5mzHttIe47ks7La81226SGy5znlNdSEvPv/b5N+cZL+8m/H+vTjFV2NRu710TDzSHPfrtWiJn25aSev7ELvYQpmAn6k3cUxXeNXDNmipsxZkUcropux6mHM59fJ78nHHiifcrc86eddbf+uQFfuKT5/jpH3lZtzHiBbS+nkAsaMQ1rpGqsC4tkO0eWbi7kjiTlH3IlM19XO11Oc1vURVOvgZxNusVizOVwOH6TijXWE/buO6OU2tp4xIn7Xn1ictSbnKkcZTPxToGoiy8W9Kc7r+TCfxtgOCowhHiugWMnGCx8x8HQfL/vWxKCed1xYtjJM6k16cqztQJgj5+ccQ//M5rRQHmEoIpZwWQWFXha5lGXJdKM7f+ENDmaqvmD7Tf4T5gG86r9m+l1nxJO1+vXuBqE3qEzpex6P3w/PHmLe1w3mfE9Slw3dEOef8aV74Bo3Y4to6u1Nl66p8UuYfiTMuKg6XOLKujEL+rKdpiUONqEUXpy+UyaApx9YunnLKtlyzHsg5wxnEyB3hHy0nQN5+Nj3qM5W2MD7Omd69rC94BX8ulVTszXj2UZMWeVGFmECjEnJDljOY89qnC5ER3nDdA/0Yyfmt/6nf6noNfxGqgONl7oC0eDYHzNB57/udlVYs9XxdPO/XP0jUCV0sVVohr9pSvnFqv1IJEtOv9+rTgo2cbXY5+g9U8SwX9W7rP2LtY7eMaUoWxnVtz8m0GG7A1Td4Jlf1ZRoQNEKJk2x4mu2pK0C2g43MEyhog9D3bk1A+FtWZF8Q1b+NoqFgVZ9oRcf3k5R3+l7/0h9Q2K0LCCHAkaCTBQ0px4CC/WUk2NPRO9id2PVXhTTHWJHEi1H5eVjwzrXvE5gVEFW7b7bPE4kznTSTp2sbqrRNSQ1wJvaznu+gESJhsmBriKvedFccRq4jrTteM6aWnea3zCuCp6pI0+UDEmULEtcyLDxdVhU0JwM4sDWB1Na4c7JzpfOz9JeMASuA6Lys+f5hrsM49YKdsg70x4mDiv0nZWq1xDZKT87o9R9k/Y7VMrooz6VaQPBShx+d13zmer31c41r+z0KDvblPLFIVZt/3bBLs7xPi+kQV3tEkaNzTEqOGJtMMWASloQ5R1hdAa4R+gS4h2TkWg9rDVNYpCIIc9S95+h5gxVYCqjAHihK4BggUsFFhdnYC5LhMt5Ht0SLYesLFQa2c86WJaMrXogrr+0KsmynMMfXvdAFxZerRYdJ9XPeca5vjrnfKSSBFFQ4CB/lc+Hf9DTw1a148c6EiwDurkANtUbMtk+y5H6Zcg9WTuf/enOYQdXCqwllThfdMdh2rs6K3M3oc1yXHC3yvhUxYl7xoxFUUcIH92+EA7fnmmng+Rzl/UXZ1qq7buVeq8Oq/BxBVeGk1rtd2aqwyugRBcmw7X4g404vj5BJH86LRY3k/ogofSCNg77UsEmfi0h6gBQBVnClkm5T72yaT+ZwPjLjuvC73zCbkRNk1qnGtwmAHnWSt7wviWgPwNsdH88UPXanGdVlWnOYFd6YlCV8WmS/uOmUv87LWdjghVTi3ayZ+FJ/DHiaB+EWqsGKu9YOgj5+X35rpwuy7TNs4xEaJg8l99uask2vyMzrQJvkkBNDGKYgrJ9G7+i7LvnRovo8jqnBE643o3TznW00UTvQzAGBZIe+DPQWuO9q3P/sEv/M3fbrrPnlSFboN4B0BoGVcooe39nE9ROJM2qmWh1eownuZptpx7ZF20BTPPxiLQlyDQFDTJbbtQTZePmPRnHc1S/2LzofP93mdUOPWPjZJUZEFE/y/etifKnzsIBbNqd7OlRIDOcgU9mpcQwErQt73bK3yIx/e49uffYx/8ce/prYzvXQxCwcQqBR2xrLSPeZr1rygSg8BfhcTB/n7mzibTTbw/SeCPeLE2YXw9Xmp96at1wXoviaGBrAzVfggz47+8ZhNwcFXMvclv2/HAeixRCi5dV4kybCv4qQEAjrZECILy1qTba6OcPv9K+LKCJ6ZFwFgnpe6LuxZZx2ZrYtkJfGUPIX2dW1JcgjFmZiae2leBFjga0/EC6omvjmMOmlyqutuTK+V1iK+tABqv61kY0NcBwQOdo4/z2ulnQJxAo/RfLZWmy3vN5Q8muN/9GvPkdJ+axmfs2WWlGupg/BLtbzLCtxNE1KKVYXl0giAYEsrdhnP9pvFfVy1H3XIl4V+vvbiCED3cpX79pCzouzKfocgrpMErnota6rC+pyqv2iDvcU+g9yaz1KFU9Un2bUdDoM2QR/XXl3yJcTVaqKwWjYHvZYV8j7YE1V4R/uLv/zP7b7PiZGFhRz8zuIxbaiAUzasmd8O4krPqNAlorq8dxoLHSRqhyOnpOh76XIT5qgdjs7Gl/drNt48vPeHjL2n4JzK8SKnJnI2nwVCD/Ke0AIBcvoCqnDOqSGuO9ZZH3tUYVNj/bZkw2kuyppvzoummJmx8ITbowp/WXt+N+G//w9/r9suh1DXLHE7HP35LuJaFx1NZZX3bLDTQ4DfxUQYR/ryWUEtq1x6yK3G9WQoVA/nJRQosdQ3WWCvUUsjgbN1YJn2bJMmfI6Apob1xJkiITieS8SOOeEB+14z+bkeTAujkCq8tYU4kHBJPd9FB6EWJbfiTPNanLiUro+4JkloMeJKiQ+bHHp1KorWx8h5c4irIAs6cBC7P2a8Os37JhuSsJLM/GXmPnEuBRmLkrCNyumfO5GP9wAAIABJREFUMYvw1xrXEYGDoXcXRevcOhoESTspU4kEFSdCayUwkvZh1v7kv/RN/KYfeoFPNuT1XY0ZQg9zQ0wBn+hn5pp8x4+lJEQiqnCq90L57PWowkHgmtucxkm5iSjc1XfczuvZwSfO65wq9bEbkCH73TvZH5lDXK3va+a3KkKlL1f9HcT3ZdQypAovK6a8b9JcBa5MU6/JcX2uzY+Kx3J3yGE7HKYKu9KyAXPGKHsKXB+56Qxay7RGlDiVve1QDGqN66oXSVvLVTKF+zqhUQsc/psp0bJdgkA1lrpA6OxZG0v526J3so3tL/3Rn3cqkO9qVSWUqKO8na1QhX3gUMay/Qbm94kyuIecqhrinsrWnB1UNX4denfU2gEo99+z47QFrm27/Y24BcOyropSfi1jqjAjwFEQBGxCEVPCaV7VIniJmrWsMdoP7NuK5MVWeyW0L9vCyC72UydwFWdBHCMtztT2B5T7sDhoZfuel+wnf+gl/ps//W38kd/8DbW9JOfkfPh39/OiLPB3By9oxKJtNsNt+z0CgrjO+yb0KlV4q0s2rBqLdh86c3yrM/ffY3GmFngspd5vUCpeOVPLWhOZUe3/m9OCZ8fc+iqSMb0vctDsNZOkx5735ZQTHs6LS04mM/dZqnAk6JZTcO+ZIEiQfuvEX9PqvKgClg7iKmh/B6WUxEkVgiNxpsjHeHac8Ht+9od3Gwsz1E5nTRW2wU6pu41ZbTKWnFNNxLbv6XvMIq77UoXLvixVeEoecZX1qJ47ZH4o24TVskTrMiW1mAE1gnYqwbH0E+eSK0AzUZaltDiyrBmg/Q4x29CoCm8JUWaE7GGKKqw6amznGNB6baKZP/f8OAVAhy3fsQm9p8D1yQZZIuRmXnRdkGwTEzqYrbMBmlPU+slpuoQTcdkyhXve6zwR8MKbzALBTZhjB00mogB1UHSJ9uDLx+xk9Avf1LTRPUxQ4sU4+FG9Lte4Rn25UuIFtGyPkC0lSHLcs8bVCwnw347e3cl6npelZuP53mN6LSCLfdkWBQ7XMF4IucZE2g5E1+z+MOE0n1XiRP5MyVOzxBlik3vxuCNVWByZ727tsGyNphNnylqcSaxSNe88VdhSjw45Xw1ZAIA//tt+3G3j39cmTcq29lkW5+gFrk1Qq71ns/FAX+X4XUzO2YozhQrJy1JEbrIXZ6pU4YCuaYO9sq+11B4OysRzQosR16iFxevTjGfHKaTLsaow79OKhondVYGvfa/ZsrY1UtYwi5JYqnCPQmuTfTJk+Y0kgSfP5YhrVoVjqtiP1Lh62nOlpVa0X+9L6pLbvUftcIagxy0IL4lHLlXyySFGXCOK7ZQS7g6TCVxX5+PwvLi3oNuUfftF9v14LeOxiHtQ65IFjTVgRjmOFodM20dGiIM1xHW75yedgIpUhXOwXsu9dh+IM1kmlKwrCwn97WEacb0AANDaGvm+8n4YuNJY1PrYAW2+yvYesZ7fT+MHkSf5iMZSM6JBpr7x/KUJMy+SsbLauu5MFVaorqegylD4QQvrdetENDmBkmXRtC2bjR/x7Mo14wC8bA+C8LXVuFp5c/n9a7bUBfY6ayy2a40rLYyHQKgpOqeU/GJfkJ3icIetVbZds5x9hFJewxhZDes3A8Q/ckRbEETPJwVXPVXhPZ+xu0PG3ZQr4mrrkj16l1uNK4kzNcTVizPZADUn1NICYL/2WZeMg3BOmsihVR383FCvXhIspaQSXUB8/8m8tWsQlCVwtfPFdo6rvWYx4ipBlDynFvG391sRqlmHOKFyXJ4vMt0/EVX4+d0U1+ZREkjtc5s+PeK69ZXd+ZrNawtyxKS/q5hQhbvtcFaiCq96ezlO+b9FXMcEruW1PmdzH3GV6ydzSUQVZmEndtTHrMn6nrcJWZ/Qa0kwy8gSpsr9ITtxJp77jlPGaV7cmrKHTTnhxd3k5lpG6RTiGjD05HPhfEHnzCj6NcbSM7nPXhvENWLViKpwBA5Ifi9CXNdV+4SSOOf5aZexmPuiHs8kWlWyIWToldfnd1NIFdYAgJ4X3yeq8FPg+siNH0Ruh2NROIB5/uX/qjbK1LhGAa+Yenh3prfIYaIa17BeMsjGy7k/O2aHOsyEEudcGqgXlbjm3F7bynF9zV/YHHtpKJlrYVSvpw6SosXjWoFrJN0O+DoTKyrg6N3zgsNUqH+WqsPnPxGSFCFe1zBeCH1QplG4IloWi60oVeGAZueDoPL/PVWFAeDF/YTv1MC1bZ82Z7ue77K1wwmowhZxjWiBVghi6QQO1zAOwq0SI6Ad5xOVSXQR1+zFMMSBZbPKvPuMpbxaqrDNxgNNjfdgniP53JSaQJWq16UAoVKTF48+XdNUInHR7XDsdXl9mvHsMDmWAKCDxYgqbG8/eVZ3FVvZgm3r4Fpn06I9Fj1e17ZmR0kwuQcONbnk1cKvZXaOZ0VrQCe/HeJqglpJAk3muz2q8N7Wgu3yG9okLN9+gpxaHQegjGXdxmLrDK2Y2/2GyMq+d6UKp+TqW9tYfEIvpHdvf0ct7Oo5K5S8JeNHUNUd4pr1vGjZhlOSNlV6P9b3teU9GgAo29ad70tmW2mfqryu5pr1QBv5/W3SRL5b/Wu+D+pcss9YHoM9Ba6P3Jj6we1wal8y+/Dm5rjwhNsoSzHP3zVhrovNvuOJEAvroLFjHFI/aCwWceUJh4OHkTx/J9xRkw1+LMuy1mvialwXgBMRl4rt+e89+7geOjWuTdlvOzdVl+zpfSdyejTttLxWqh05EaOcmtb2gcaxbUsGDZLnRhCUqMY1BzSzJcjgXoMqDAAv7w747quAKmzuP0FcL9W4huJMNiGTShDV7stdhxOarZeU8wipwhQ8eEGjbX9J0zWj1ipAc/L2dkIBRly1g2bVMy/VuOaUuklNZuvkVPZ1nscohMpxmSqsEh8mofd6q3GNEFcOFvl3WIN5EbgeVVhq4vle4NIeoLEYeu1wKlXYJE0s7Vmu0S2owhwIybkWVo0XPavoXMCqkfuW98lMgGsaJ8dLOxxNFbbnq8X5/FiEpvtwbr3X7b1wtwUX11B1LYGrr/TT7RMJAKiIc/usfE7Wn2icOVHQP69VDHOMOJgErm+vcW3114GPRcEe0OrOAQ/OyHxjmRR7jQWIEVdL6506c7yImUXiTJJQAaAAAvnOCCbUKHsKXB+5MfWD2+FEdUzzalGHtp8a7IWqwtoRm1LCeV52zzoB7QEOhX6ihzdyXJY2EXnUwdOplXDMoAV/WT2lN0IWSu1ncSQjVeGc/OQW9YXjv/ft4+oV8AByBAzqVc4XzhE9zwuOuTiiIeJa0SA9zjHXazuXxbcusNQjef+uIq6+xpWRBRYci3oIl2PsjLjeMeJq0CCDnObcBFMeAsT1eUBxtAkZ6b07lCpMCT1OmiRzXwKaKtzLYKekg+EeJc4qW+4ylm1f4lBZxJX9kxOrCkdJu9wSB70aV0CYDeumFDvGoWGUeFlW1ZfRBnSvthpXrnkX4wBB1zqX9/viTPteszn4/WxyiO89IKIKN4aG7fvM5yzr/ViqsA52RFW4nE9ylEugzYtRmVLOvgfs3joaPUtJAoEF58VTha2aeArmcECv6ffHSJyJ1+ESXFyjV/KUU52b2Xjt5ePa2uJyvhK4Cguv7UdaIaakr9lQxNW0w6mtyAJGoSS5w9Ke6vtuzyAnmxdPFRbQZs/7UgeuNF/Ue6z8v95fSZJZej+SgLSK1mUfpIFjGEnvE00YeApcH72J41zpNtXZLe/bugQJHAC9SDa6hF9ALcWF+5DuHbjaOgWAa2m286bFIaXkakxqvW5EFV60JHjZ79qV3b+G5QRFFeZA2itklsDl7pDDPq686FxSFWZH+lrtcJSDZhFFyupZRwCgHoCTD554f1yb8RipwhW96zxH5btM5W+Lh32UZMx7Kye/uD/Udjg2WPElAsDdJhbBVPWGuPo2HraheauJL9tH1SW3Wq6lbot6/DWqcFbCHPw5mySTy2oX/CjxtsdYgOZgWVaNvmZLRa6iuU+jztZBM/fCslYK/whj2q9th2OdzTdVnMkjKFzaEtU620tztyXy9qZ3rytUexE5xiWqcNTCaDJJE4DYG9ulEWd3JOJqS474d7dokKOd0jCbaFiHiTIICZq2ufx01vT4yaDkyzYvRqrCnJx07XDMHC9BfL1mO1NPI6pwVEKR+XdXc0l5PdRrZpKalRHR3q+9pofcf7GqcFivuza2YQ/oqFRhJQ65BqDN/qrCqsaV2+Gkdh4AsYdyquUIdixCU3dinmu/Hc77JMwEPAWuj96Ehsd0G9kO2LqEplAI9KjCAVJrF1+hQa37U4WlBQI7S93ALPnaH/7csw5V2NcB79+T9pLlbSHk7FnZ7pHIeXNcjpOnfsgkZRfQiCrMjvS1alwnc4/wuSgqYrB4FKpwH3GNxJBGTbiMaHNdUHnP02uBolAL6GCPhX6aOFN5LxI6i5I4e9jLuylEZmz9T3FEiSpMTpg4W40q3L5nqW+27cOoZMNs7j3+3Xnu41Zg/vnDds5JJZZ69ZKVKrxrECSJA6MqHMzxtc5w8jWu8+aE9erZOD6VPrBC4R9hVglaB5/6s5eowjwv9NSl2a7VDkdKUOwzxqcrVGFBxyIaY04tQescWEFcbyDOlMwcL6rCQLt/xCwLYzb3rLxn2+VETJRrWd6SIA/zopRdUzIB3aprxWPEtYkviVkfQ+47aVO3r6pwcq1wynl5qvAhs2Bn+2xTFQ4C9LVdF4W4XgE97lmlx5saV9uFQv5u+hp6P60u1GuJOKrw9lzv7XuoUq4LVOG3+VFSKnIMEFemCpfEZNnOasPviz0Fro/c7g6FEmZppz3nhDPuq3JSmxIv4JXVug/vzhNUW/j0Yg/AOY0FPb5E/fBUYZ6IOHgo2ahRgWs53tnUg9isOtCSBhH1Y11NttQGrjSe3JkY39V4gVcoec3Gb6/LqidNs3gUqrBX/bOCPpzJj8RxrmFcM2Od36iFDBAjrow4SixwSZyp1bjuTxW2xyh/B1nq1GiIqsZ1y3I/7/R95n23RNc4pyaToz+T8yuH5vtPxnV/mEIxNwC1b6OrI7dU4SuIM8kxxKHiZ8GORRyXQ/ZOzboWJzwK3r0IyUZ13Sj8I6wcs/x9no2DZubFV6cZz499cSadNCl/9xD/GrjuHDiU0gJ9vHr/bdfGU4X1fmSOm5K+1hbxd0I1AxN6vXZ8Idsk+RZiqtYyWMtG+dQyT53MPe+ownJNTPKRz1uCJM9cCwLXh/2v2ZRjcSZOnJzVuW7nH1yXY4C4KjE3uWbz2MC11rh2VIV5Wlg2XymqC72EuJbv6WMuy1op/HsZ7+uiqjCvZZ2x5FwQV9uFwlKFZZzcPux9sac+ro/cjlPCaV6aiIjJxkfOSZ1oOnQ5IMjGmyBIlHj3ztRYp0yMgx0l9NNxXIDiiPri9eY8cPCwrmMWe4DrJCx656nC4oj2qB85+abujSpMjuh2jLtD3jVAV22LlIPmz6llRH3NmlCFDzmFgkYTOaKyzSZUrmUyxBIE6WtmaYxcXw3ENUPSf5g/vwQLYa0X2xnxYtEOe48oGqNpb6ECpO1zUc2aFTqTBVY+MqrGFWjJhhrIBChJCx4yTNzaqMIb4lp7JXeCIHF493QE5BAecZVz0ejVlDOmoMa1CpR02DiWKnxeFvXcXtsyJU40suApca9PM+4PU0gjnmku52QMJzzZqjjTjvelJFSFVirGTJSMRKUFPjiQ/08cWGzXw46l1fuNpGq2cwQE7ecaVx0AyHlZlPwi4jqQxphz0e5YVh082ESr3JuXgj3xTbRKu5777q6IuP5Hf/jn8CMf3rvtmZIGsTiTX3uFuhpRb+X7wKaxgrYuXttasiaeF70P69Fz/ly/FaRJ6K3r7mVKnFiNAQB6HnL7TjhfZK9oDegyOb2WjSuTG2VPgesjt+MklC4tg9+ygebhzSl2eAh1kM+K8cMixyiI6/60vwhxBRpKCWiaVJmI9T5aT9q4LtQGx0JjHPXwChpks5M9efMpp412FDs1rvWMCRyA9nvuSRMGLlCFa7BDjqhCXPVYHuYFHx4PTj2T6bWAp/6NuGacBLLXzNJr+d7j85fvy/7kmq1rfyzWMdjLpC4V0A6Grf+xDlqEkoiDp+u89P13yFtyrRM4XMPY0efEW+SgcTucqC5UvhcFQdY/uwriKo7hrOf4kKp4AXGVua+rumkdtGXrr3wDqvC8rDgem2hSSImbUvjeSkwgu0/ZH9v9FWpcxcF9fZ4rmgoQy2c75aoqHDjN8rmc+XttPgXaPSBJrluoCsu8uK4a9YpqXIUhxJcsCqCaONM4NGjKqfYEZSZRTnEiP1QVJlbJZBK0pRykHU/uu88f9r9mf+K3fzPczsEOCyn1GHpA672ry0gi5scK1LrYEYkTCVzL7ydrUZScZOaC09dwyWbzPZOQF5HGa6gKW3aVVY5Xa1nulZYl3E/e9+VEP69lI5OTo+yJKvzITW50u2BFqOq82vo6n/W8P/qH12Y9pf/p3k2YAdQaV/sg5WDCjbK3cr5Avy+jowqv16E990wWQks7jWgsgmofp+RV4rYMrkVQIlVhOcaeisJAnyrsalyX9vsW6p/ej9RHWYdbbl/Vl3Fp98FQStwaUIUNGtRoR75ehltYWEbEEoylLma7qwq3fKRNNnhxpsu1XBLU6O/pfcs1ixIq1zJ+tvnei9BjFshZVtPfdG37U0kTk8AQE8TpKu1w5JgyR5rrIoyAKReRMxuEyxwXtkozAUJ5DpfyXI7q40pJK6mvBuIaV0mq5AyHkrNzx/PFSteS7SqqwqnUkL16mJW6qxyC60IBUvO3CMoS6xgwEwBoz+EtVIXX1YvydJkzySu7VsQ19RDXKw9ksymlWi+p2+GY8pXVUIWDhN4XoQpfU5ypZ9yOiZMJkb8o4zqQ+BK/J9clqnEdMccfjDhTBQCi67K2ZEOPKtwQV6sE3T57rRrXXJ/jOHCd6ZqxH+XFPFsngKiPK3cdiepm3xd7ClwfuckE+/ohFu6wSMiU2OFp+xEH+5hz5fHX7616IpLvP5yX3SdbmYyiB1jmIUa97KICcB/XCKX0dUHzch3ac8+E7moDzBKc689WefPD5Kgfy5bBdbTTuiC1z8ox9kZcLaVKzAokcFavoOT+mh2nrPqLAbrGsHxX9y0eQzuV4/lrZoO9i4grt8MJfp9ejeve2euXVPtkn2tbrzVtLYoA6wiU1whxtQ3NxVmw9crXNM66M63NBg6ARlyBHnrcSiTK9/VxxETI5CpU4bNGXCOnBkAfcV1a4FDGoMfJQ5m25/A0sI/rlFNtRSHUPsDXhcr7NTgIqH9RMrCH+Muzuuc1kznu1WlWIjn2txdU5G7K5TvWqa6sBx1YuHY4U+zEX9M4ocf3HlCSK1GNa04xginnbNeyQm8cty5LEKl6kmct6CMBQKQqzEl1y6Cy9c7iu0mN64hh8trLZS8xQ6+8yvpjacQ2GchaKyPmjIa49lSF22dlDQiTYG8DbWgseWNYLYv2r/Yai2W31LmPE9w8twVz35RS7RHMZktm2F98EmciSyl9mlL6H1NKf397/aTzuTml9He2f3/9XY75G82qDP45RlwjBCWqf5Us02FK1Wmx3xOTWOXXvvsGn76823U8PXokL3aM3Nggu5zvRveZMuYAdZBnlIP7kZQkSxVuk4kP6OZZ+nKlLu05Up4DbK3E2MC1LYT6XIE4U3iaSwuCg7meNoPLKtKj2uFwEBQF0ppCZUXO4hpXqyocLYQ92vy72ov7hrhyUJySz7hPyQdI5XwFcfVIkW1ozllqYBBVmJ6Jt1OFW40rEKMOld2x2jlIH/eqVGE7XwQ1hkAJGuwcDqDWxEe0QIv4y7wqlNwRxiJMjLhGgbbQ3iIEhceS1TVrx2G7mqrwsuLzh1mJ5Fia9mmjCsu66xDXtakKA01QcTHzkBNnGhK4ltd5WV0v0p6qcKMKx4FraZfGc/xAqnBKNQiyLUlsAjLnDhPFBIOaPaSTQxIovRpM73aBa6YgPGDV3EVz/KpZDbI/27LrmibzkmUb8n0pJvXFUX1/ZUkFdH0b1E0ZtSf5vohrebWATUpFzCyiCof1/ZvQUhy4xn4UB8Pvi72rl/ufAPib67r+HIC/uf0/slfruv727d8ff8dj/oayo1WmM1kn5VRLoBNk12SRadn6fv8x+f6v/vorfOOjZ7uOp1vjSoudronxPH9p+n6Ykq8ZoomIg3tx6kaYBKhMn5LzcTSWbYGIqR9bA/BJLzq8eIrJ73m3e+Dqg9Xydzt/OaeJgj2HuC6tZu1sFnv5DgBVAzuK4sL00sX8tjlraqmce1Uo7LTDsb9PtHg0xHXfa9ZFXE3SQMSZeg3dAaIK2yDIJDHmRSecrm0NWdWJt5AqLIHr5rhELSEs9Y/76bFVqvCu6F3Z14OpcY3qn4ALiGulCsdOqr1m52Xr4zpQVbiVO9B8EVwzed8yHtp7ye9zledPH/fuGqrCG7LTowrLtRFtirspd0pFhKEBNQY7L9bWICd9j1zTWAFYkPJejWsVjwySzTbResjZ9Ji87jjEJkJcjxeowpIwtclZ/lues0vK3RVxHUgVnghx5MDVqjkD7R5rfVzbflhoitkAvM9rm0dc9XO8ut+egtoLa/ZJ+b4xVXhv30MSNlEHAZ18awgw077F5mVBztjEPOMkGGD8qGXMmjzS3nXF+hMA/tr2918D8K+/4/6ezJircSWHGjAOZUVct/+rh3epGU/XS9Nmnba///H33uAbH3nlunexPuLKDkg7D7s4lPeboJFr6L76YxRhiYFU4aT7WnJthhlKdcIiVeG1TsZ60bF1mHyM++PONa6mUbuYFUiwMu4u2TCvOOSMw3TZqZmSpmuOoJHVICi6ZknffxKo3gVCDyvftwFKbu+/msTZGfF63qlxtQmFSq+6kKVuVOG2f9taSq6ZfH1osmFZVSATzX21h3XUDoEQf5U866B31+i9WwVrOn1cuYVMeb+oCjvHZdH1knpt0M+SBL5DxZlMUkoc0RRcM9FXiDQOuFUF79PWhYpVcaadEZRGFfbPm5yL0L+PU9yTlgN0+X95lePo+60irgOumdzry0qIa1dVWNYkP2f6dfBWVOEW+N+ZdY3X5UuqwtzHldcqwJdc3RnQYYTGRkq0Jhs2CWCSdnWO9/MFC03Jczovvi3jNc2yDGSdDEWzFi1kGdUlR6rCEVVY1rK978tDziGwUJBVPQ5Ao6Zi81r2c5yKqrAN3mUozGxjCvH7Yu86nG+s6/qrALC9fr3zuWcppb+dUvrfU0pPwe0PYLXG1YgyyGRi6wWjOhJAAoftgZj8hBvRQNcVV0Rc9a3HmUKu4Sy0W/PwUhuPSCVU5htFAV3GBq7L6oOynOCCcFVsb9tbrK3OSz4LxIirjO1+Z/SOkXEOsGywwwtATr6Wq1CFo6QJ6ncA74iOyMYrZN4gbbyoAFQvE6hzq56g5ppZp4aPsTdV+GVQcyfH41vsvPTb4Szm3rVUYUs7PS9NVXjEY6ZQAEoKRPS+07xsypobssAICgXbVtEaCKjCht66h8kxznOZu2QMnircar0sawYoTo1KRJjryVODMB+KaNoYr4Zpv6pONbhmco9FvQxFy0H2WecgSkKwScJiV3p3EqrwGc+PTDvVv70kFw5TZyyWJbXq+0+uWUpFwO/NeRziyhR2W+NqKdxKUT3Z8gr93QO1clrXMWOR49YaV17LMlygzSU6vdIWS/2eDXNN1ohXp3kYVTN6HpRPGCQUQh2DxTPXzrfq4/pFaly3+aRds/ae+BtRstlSgmvZC80xe1nOvsYVMMkG6rkalhYsxSeS8gfWRVnMnHqmuXbUMzbK3toOJ6X0NwD8aPDWf/4DHOezdV3/QUrppwH8Tyml/3Nd1/+7c7y/AOAvAMBnn332Axzi/TSZVCxVOAfZQMm4p+DBPm3iOIBkS/sTLk9KX985cG30SOPEU1D3NlVhcbiP2dd5rWtUm+GD82ua0EutMmlvLIccU4W94uS2XdCgIKi8P+7rhKaUcLdl9+wEX86JJkeacHtUYfuepZdKfbAoqI4U+pEgCGiLYzJBuJfWD1CH5IU9ZMFh6yVx3tW4xlULeBl6VZ0vyv817W37zsbgsKIeCsndkk6W3nhN4wB14XsvCILOy1rrq8v/2zVrjqigaLqfrxNnukKNK1OFL7MaWhB0mPzcJyUfkaqwRfyF+SDP5QjjZ39eVhUE2fMVhzKu84oFTCQpY6/Z154fkRKUiNK7mtBLXz3Mum+yPEvbWE6kxxDNi1XBtsOq0Sh5dk78NY2RNqsq7KnCHCTFSuwcCHGAfhy1LqcWBDGTqMdEiQAATuiVILHtn30PQCOuowIHmcMArebcqMJ+vQp1DFa4wJVBgTGIayxIljqlLYWmXv7f0zEoath9qvCzw4RXDzM+uD/svo5JSZg1Fia1AksOtFlEE2ULXM9LTZDwNeNywWt0B7m1vTVwXdf1j/TeSyn9o5TSj63r+qsppR8D8GudffyD7fX/SSn9zwC+DSAMXNd1/asA/ioA/OIv/uIafeY3kjUZ/LjG1dIuFS3EUIWZamFrHSyCIvaNoMn1u5hMRr6Pa3tIeaHjiVhMnJ4p5yqCxKgRB0HyeauqeU0TqtTZLNhcm5G28a7b+cY9aYXCuP0/yKTyMYH9xZmA4uQ+zDrAsgJg3LomJd8O57TV0k05bqMQLZKjkg1yXyyrp7VZZ7MKPRxjoQeg0U7583GNqyhs7ztGhbiae8QGM4d8WdCiipB0KElAo51aeuM1jalvM90nkdDUw3mpiBegnRoRVOE2YiVxArU/sev2cdUOhr0uXqfAZ+OVgigxF9ZVj2XaxHWYiXNt42efk1K2xnVdtx7i2QvglM81eml5v30PaI6t2B/7hR/DZ5++wA9/sN9aJnWcD/PHtrZhAAAgAElEQVSiAmJbf3ee9TVzglqCLHcCV6tj8OY0jnYaIW012ZBNr1Z6XmyClhMusl8JhKMSimvZlBM+f30GoKnCwpDi8+Vr0hdnMkGtqSWUtfjVaR5G1eRyB2YPhZooRlXY0U63c27I+4KU9mec9EyOK8Kklu0SlRZE10w9gybhZ0XrPnl5h1///IRPX97t/owJs85tTwYAIP810kTJG/sC0O34eF1mMS7LkHof7F0fp78O4M9uf/9ZAP+D/UBK6ZOU0v329w8D+L0A/u47Hvc3jHXFmYJsoBRhT0FG6jSvKmjs0UIAPfnuTRW+XOO6nTcFD5HQVAnQc51wFYISTLgilDSUrrP6ANPVPdL7x46q8JQ9LdyigmUf5XXvPq4ANf5WVMPyWjOFCvWCyxSet1o6R68KAkUAVaV2xHwrvyOj5Jz8sAkgIG6HwyilXVyjWq5WL7kz4so1d/xcm+deAqVosa/oaUUW9DWLAmKrhHpN48w6o9ktCaGvmdQYyvmLccJFLfadsVTnace5RM751EVcoc5balwjxJXvvRYEwZ2zrAHneWAf16Sd6ibmVl7lnqvnm/rtLfiaCYoUBXtAQb6+/VnY8ODLjyUnPMwLTvOqxJn618w/R/K5nKCSJgCXUNA1I6rwEMR1aveRVRUuCWU/jwvjKxLH4eQks4dGlvBE4kw5af9CFOAvBa41qXKRKnwLxFWjd4D4Uds5BuhxVRVWJRTcE7T9DjYJcU2rNa6CuLoaVzrfpdHUy//5mpUP5pwMTb0k9Hhd/uTFEQ/zgu++Pu9epsRIKZtNNkStvsTEz7rb/Dxm6anv0rNr1+v3wd51xforAH45pfT3Afzy9n+klH4xpfTfbp/5zQD+dkrp/wDwtwD8lXVdnwLXL2i1xtVKgmc/qS6bM2B7bAJF+KPS3FwPNp3B1VThnRHXSSZDfevlFFCFe1nPDSWo1D/KOrEI00ST9Tx0gdzohqte7G2dCb/fayjNiKtVFebhyCKzt6owAKKYk6CFSZxogZyIEl0cZEcxk0y9Ce6XpVFZr22cULDXLKW4XivqCcfXxf4+6+odavnM7ojrfYy4WtrlsiGukeKkreVyWWo1X7TkkHzn2pbIQbHUUcAoQW9Jk0M4Ts+I4PtgBFVY9nWaF7VfS4l7G+IqSqB2bWA6dD3m9oyelsHiTIQeTyYJ4NDGXJJgEeIaUVYZ9bu2pdTQDt0Op7yySqgg+j1HtARB+nuRQvJhyrdBXJfF1UNaVJWDJEGj7XuMmEkwMUrHQM5NxJmsWr5F7zRVuO1jMb6JFzRq+71TiOs436OtyWWbYtUYfxGIqcJRjetJ1bheP9nValy3ZEP1fcv7/poxWAH1Hgshnmuiq7zP88UnW/vHf/L9N7sHe1NKOB78PjnZYBFXk/+v96bcW+wzMquGk5e2jvd9sLdShS/Zuq7/BMAfDrb/bQB/fvv7fwPwW97lOL+Rrda4Ghn8CD2wGXerIMc0Y3GClo5TAwAf3h8UerOHdRFXWjy4FQUHe3ImUuMqSIENHhxVeJWHd9ehdE1QOlvbI688SQGoE5ENXNdV03wuUYVlIbkGVfiuOuttm6VdWil2i96d5lLLNOWMeZnre1YERyFp6xiqMFMV7fNg67WqtH7Qx5VrPF3wQEwAMRnb7n1cO6rCk6FJyXNk0fNy3tt3AuofUzXlGOdlDVGiaxk7Ykw3DKnCG0291xIiYmj06nWv2Q7nNK/hPNwC0FbrJUHQStdClEB79ZI2OSnZ+GHiTLmVELBYlNVkaAmgnqARJboIkY0SetcyTkIxVTiZudpR/4wnKoi/ZeNUhWS6Zsc8GHGlxLCwgSb1u0eJLgkE234ksczPmTyfo3QM5LiVdura4bTPyTmFqsK09voSCksVjhOI1zQOwivSmOJ6XTn3iCq80jPGyPucWuB+bZPjvjHCpD3RLF3Lq9e5JoTY1NitABoAfPqiBK6vT8vuqsKC+LrtnGxYGQCAny8WTRVW4kzMHiL/bJQfNdLeM5Hk98/kBvVNmOPMkqqJpJu+ZNab08UBB+AphcD+aCvQFkOb5efsJT+8clqrWlgKMtEW1rjYvjqiy23a4Vhl1pqNJ6cGKL/9IcdOjTgC6nvBNWtU4Ssgrge5bwhxJWdZzk3RyCJVyU0gJxT1cIHHOKqwXJcqZJBI2dU4m1VaP+jjWoO97GuKIvS4qXzve80YcbU1k7Z9lnJqDBoLFNRvmryTaimty7K6JMQ1jZ+JeWkCQ9HcdxlxJWRB3XvlfYe4Zv3ZPUx2ZRFXG4RbxNWNZV1DJzWsl9yQB3vMa9qUdEBX+zLK82fXpHxBnCm1fV4K9q5lfAymCrd5cTvXdVUBgEfJrbK3RstUXTJRhUesZVyi4mpczRzPyZGU4rmklipNTO8egx6Xc24I1t0lqvDabxPG43SaAYtOPDH7aZTvwUG43ENccmXXspRiEITHwveBpYxf0xriqvu4WlVhBjrsXCLvs98p/iInyMQ+eXlsx9/5mvXEmTjZwH5CxNDozRdA8xcBHdzb+/J9sKfA9ZGb6+NaM57lfU8Vpuytct4WpWIqDcVnmojF5Nnau76Vz99OfJylLfS9bXs0qa6t0N6+t5CjwN8dyfPPuUyqdeEIsmAA1THlrS7IIQtxbzKeqNsxy99793EFvAw94J1q21vRqroCW0uI5BWtgbZ41HqagRQXpqM7xVyTjW+qwhfa4aT2fHLwEN3zAHZX1Xx2iNvhRDVZh/wFREicg6Z/I0m6RMjetUyGVZ6z1SU+NEpealyjbPyyUtKk3nuMrOjjXgNxleP/w++81gq1lipc+7imWsMUsU1sss8yP2Qfpcb1NlThKGFgqc0iNBUFroy43oYq3I6hqMLmms0kfhWpyq8ram91IELJ22eP1M5lxFp2qcbVo416voiU2OVZYsbXaKqwGFM27T1WFa2j4IDW9IgSbZkoVjn72pYTJZNpPeJ1VawBHR0/yqzJ53mheXFc4qTe89v9KD9lBL70VOWj0oI1mC8+2RDXsn3X4WzMOr9TlWxgxLUz9+nEeHuOZC4B9LPLPvH7Yk+B6yM3ydrZBeuS0EjkvClELPPCUd6PxJmuGbhaygRnaRXtNHSqNeJ6ClAkQNNZlxW7Uz96VjK7JPRD8uYAsNZgTyZcuEWQJyK51izOZBcO+S2i4v93tYrUm953ADlahIJYlFLoLMecVWNsoN1/NqFRKS4DrhnXxdhg2Wbja43r9lyeFk3VKd8JxJmCILzV3ex7zXJO1ZnWdHLdvmG24kwmoJPv2AWUFSfleMwwGEIVJqeSF2ZLuQSAh/Na0X7Ao0FyunL/chBu54xe4u1dTM79u6/P+HO/76fa9oDVAGztcAJnc10bVVPGAegEWR1HEuXzgeJMOanglFXuZRug695tjXl5X4szWaR2hI+mqcLcDkf/9iz+FTqia6xLEVHVWRF1BFU4qnFtKLllYbTvuECwBjst6aPEaAaty3zNjo4qrMfCQj9h7X/2wfu6+nnhrrKVdhzIBeO1V/yk1B1LC8ABWypCgSslyawGxDXNI64SuKY4QM/9a1aTxFOu/mJEFVaB694J5WPG86MvvWMfg5Nyk0mayzlHlGjrRyndjmUd4keNtH0LGJ9sd2uIq++jBpgs2dJEIMp7bT82g3ZRuGP7zzWownXxCqjCIe2UUBCx87zVuEqfOUPXtL+RCP0MXTyCSV5+Y9lee+PVHn9tHxw4OKrw4gM6ubZXqXGVxddkk8t5+mtma4YEKRJV4V4fTYCv97i65IbeeWS+hx5LOxx17xGy5eiaiw/o5Fm4hhP64u6Azx9mjbIl89uv0laqBe51LDVw80iRXQjlfanRvkbyxJqqcV10IFO2t88WxLU5NUzvVrX/dM2ihB5w3T6uP/+jH+Lf/d0/6bY3qrCsAbneO9FYeugdT7lTLq1pzsu4PpoTJUyVFoFxnLnOXIS/2Ow14+QZMCZByT9ZpCpcFZKNIxpS/4LgIULJVTuyIYhXu48Y7Zfziii0Kcn61/bD/URlH2eqMxyGRhr0um4365X4CqEAJqF75TeAes9elrtDxueDVYVbEOTZXlZ7oqgnl//bel0LMpznFfOk/dBrWlMVntX/geZjAZSYo4COp4xSltB830oVDpJDHz0/lkBy3T8B+1//W78dn768c9s5CVQCU9mOcL64P8SJcfkOoJOXHAy/L/aEuD5yE0fplUFc00YJc7VnOW4JYRf7s3VqTDYeAL7+4f6IK08gbBMtApr6B3We9f3cqMIn44yn+uC3h3fkAplSozAC/WTDQrQjRpz5M4ygyILEgjJi8hmpvdzTjgE98hKiaNvhyEJxCAP0li3l/Z4XL1V/LWPxKxuUWQq31GZJMK/Vdrf9ZV9TFDk1Et9do7WA1Lkq2nP2CslcF9SrPZ7s9wz1SIIHyYw/u8I9aI0RKl6Yo+b0p7lQhbmtgxhTuNlR7VKFr9AO51ufPMdP/fBL/Je/8gsK/bRzn+0JCmhxMJnjImEwHh8gvZmXDSUaJM7ETvW6Eo2ynT+frwThUQlFVJbAzva1jX9LrSqsEyfMjrE1a7XvbPJCQHUuUSghB7ED5sXc5mJG++U9G+zJ9pz9es3742u2ruNqXLtUYetHrTYB1PbBY5myX7PteiWJ5FvU8S5rlJRrn5W1rodSyik32ulSvz/y/rPiTICwF7ZzJeSUO0mI9XxfYb5ZevfHG+q6d7Lht33rY3zr0xduOydOYtCG780NWa7rnLzqpJ1VFX5CXJ9sqPXa4QABEmImXEv90/2hNnGE4OGVz33jKohrHLhy4GYdE8AsEKu0w9kQV+MMWBn3Irozrs5kyhtVmLKzACML1kGTwN1ndlXzcEY3OxTG6/Rx1b8n4Klty7LWYM6KVgg1J0JcLb1UfiOb4b+muQSHyux6tB9ARSoj9FhQSqA9g3GNq28ztJdJrSQfkpkWcr4laVISJ6t5xsr3vSNqhc7EEZV+e9eos7am2BTrqiiMgA1cNbJsW/v0FnvAJ06ugbh+/aNn+Fv/8R90221ykgVyevX9h+z71UYU7inner1G9GQsxyw0xtWgAD6hx/ee732qEHaThB0FLPD1fx61wyHUqye2wkGQp0tv9x9NDcpxH7CW8fra0P6WbIjq++OaeB+43uaatR9T93H11GYWubS+B9DWZUvV71OFRwWuxOiadYs6wI+FOzfw/M/rYC3JmlfcUU/Ua1tFXM+N8iyWg3lR0buDdQ4o110S6RETBQA+fnHEP/3+gwMHrmU5M0OD5gsaS0bzJ6YUlFcQVZ9fRa/hPqit/SrbE+L6yK21w9kCVxNg2qznJZVQmWsUvSp4eCVL+GNfuybiqm89CfbknOyEGyGuU51Qtapw1DJopAiEZNAiehVAATpNuK4uSAUOOgiyiBcf45p9XC2Fls/Tiwq071fENW+Iq2kcDvhrJij6iGvWGAo64wl4qrCtMzwrx4Wz8XphkR6bbD32wR728m5yi32h6HmqMODrklVLqsARdaJPy1r77V2Drm5tqhln08fVIF5Auf/uDtkxF8rfPrFUAtfyvqtLrj2NBwV75FSfzb3H24CGONr6J+vUlP1Sf8RRgWtK6rflmjWA0YN2vpO5LwGNBnGSbF494nUt48uvqMJmXuQSFW4HBBhk2X7PJD0BXQs/ItlQEz0z17i2+UKvV+VVWhhZBJP3x/5HVPt/LeOfzNW4GkZJFwAgJopdl23tP9ASyaMQL81A0D4f0BhDAPmLAbKsa1yFXXQbxNX+DehEP6+7XX2XScaSlFYI4INwaYkzTlCL6pI7DCAx6/v26vtbknZRoNX7Yk+B6yM3aUXy5hTQJRLcAsHOKjtv7GwezMIB6Bv79/zMD+O/+jd/G779rU92H09dvIIa1yhL3YRj2mclk3gMUAfl1FDG1AYk1zTJRvdosHK+7IhKXWgL3qG+I2gF0BYcNvncVdrhXKAKR+1eCkqpES+gjDOqswRa8NicpRjxuoax2INFRm1Ax+qah5xUjatCKU3CRXpsslX2wRWc0Bf3h7AOugYHy6poelYIQoIgQBxufsZgUOnyXanDHxG4VsR/XZWitQx5NvcfI64WKaqLPV2zKHAAtOM+wiyNDCjI0RSwTQpVMU4qlX21/SrEdWAf16WD3vXO16KUgKaXTpkd2DGJrnJu7UARVVgel/PS2ACTmRflM8zQaAllfxxOMIwIhDg5EqkKxwJMvoXRbK43+x9R7f+1TFGF+bcMqM1TMIfLe7Ivx4QKgnBhzI0KHJKZL6oKehCcNn+x/V+ME3p8H9hreU1jvRYbKGsRKh+42hprHgvXV8tx2D4eHLhOqUMVDnxfSSi8jVXDQe9IVsMoewpcH7n1alyBgCpsEFdLPeXF3ta48kN6d8j4N37HT1xlsu2hTIzScZaakRUxj7jqzJuloInQz0hVYVUnZyaTlSYp+bxFiljsAtDXLFIVru1wrkkVpt+voZT+nKxTI47qccqYJl0vaXsv5npNxy2QQEucWDTRCnc05CGrawJoZ9PWFIWqwtvvGvV2e1d7cZyCOmhCgE1gloxTbQM63+eQ91s++PmDIK4DqMKEhszL4gJKzrif5qXWVwOGXrvElFUWCGL79mcf4/f+7A/hx772/Aqj8sbXJerjamnPxXmT/2+vi5/jD7n1BB1GFd6cTUcdNQGCowpbxHVduwm9kciW2LNjnyrMKNwh57C0QOj6ALFqFj3/y/ej41/LmI4u5yNzlS0H4bH497b90TN6i3Y4OgnwFqpw7reJke84ZsPqg51I2PCaJglYoMwNLZAp77vysZRq4tbO/3LKrR0OJTAGP2eRv1j9KApAwxpXw+CTz8v37Vg+3Xq5jvI9UtLIaSstKO872nMO0H7T95kTFVFp2VfdngLXR26ifhfVuHIPO0ACvl4TZk0j6N3w17apI27C6DE7JraWUt4/5FwXn16WmoV+OIN4bROBhK6qsEkalCAcahtnsAEdPMxBlrq2wxlNFQ7OKVmUkutCU6uvlu8B/ppJ4DrMqdkSJ76Pq17QeeE+TNoRtWqoAFRW2F4zW4u9p724n4I66Oyz1EpsxSS6ODgwTmqkMP35wxkpjaGeNlTR1xHKdrHzsuKOA1czzoiaJd+3ya6f/fqH+O/+/C+pusZrGl8XRjtC6t92zXr1knbteJjHIq4labU2BkZu8wXQ1iKLalnE1aIS8r0ocLiWMbuEGQZOGIuelZw1ehJThct7NqEHaOd9SOAqarLL6hKJHDgAmjnjxmnqIg+TFum6BeLKv6VtuST+h2UuAG29iuiaURAu98aouEGr7TIAEMx95n2rY8CJaECLdFnG3LWs1zIup6AUooeSz431oO69TnLyk035d+Q143P6QcrkbC9b9vHl86wn8L7YU+D6yC1v2fXX5wBxzb6WRNMlYgeNa/OaU3PdcYhJFjeifnDQZum1vEiezcNb5c3NROToEgOL7ed1dUiHnWyijHs3CM9tcY1a+8i+h1GF7cTJi2DSTo04PccteIgy2BZhP5vf7tomiRN7n7hnrLYwSoryBugAodF8Wna3l2y4RqD30bOjE0lSiKtlAxjnTVO/oz6uUeA649lhGkTvLq+CjtY6QpMcAgRxjcWZWLSNs9RRsHcL4+vyNsRVAnifVIoR1/r34BpXma+tcI2r78ypJpR6wjGs7LoQSnRtk+O/uDsY0RgdgM6rRvRV308SRvSJLr0/QF+nEfeldX4BRk11EGTr+6NgL0Jcl3UcjVaOczdlU/tv7y9oUcQw2eDp3VFycrg4U9Zqu42m7n1CTqrYZDOPJaVU28jYdePaZoNn3u5VyONg70z+pL73Yh/jkyupCveM19fZrLuAR8JDVo1ZrxR7aH3/ENcnVeGvgB2njFcPm8PME26yiKutr2v74MymrieVTOm4iYjrcOt2ypzrAvW2TUwaa4vD7yYiE/TOyzo0sysNzTk7C3gao0IWgkw9AJpwY0RaTPZ9ncC1nYM9Hi+SjCzzfcm1vL3ANZnJ+nRe1P+vbZL1tGiibYdjgwfbR7Oes6EszReSDddAvP693//T+OV/4Rv6ePzcB2wA62zyImivWTbzEAB8/+F8lXZMkTG9lO+9SCH5PGu1XVdCUbPU5VXVp994vVfPfTBf8P0nddS29q4mwTqI3TBxpmwRV6GdYjtPPY+npEso5DT5GZ1yhojv2fr0a5oc5plJDrmxMOKakkmaSBDgndTo/mPUaQzi2u4xV+OaYjqwJO3seg20Meoa14GqwnL8QF/DqwoTvda8J9+RKVAh/mYwVZxp8H3ZlLu37RF6vGpF9V4XCqD8ZuJHAePG0ystS0kDHYBJ2pHvW9TW234aQl7e74oz3SDZwGU4UWmLq78263m9njfSdxllT4HrV8COU6pNmC3dyyOuPoMNaARFJiGgz/O/lv3Jb38TP/6xrw9LlMGdzWIPmAzaLIhrU7vjzziEc1mH0sgEcbSiKFY4IBJ6sFSx5lSbxT7IQALXaUUiSKmVo5dzqefUQehOREk8GNTBiuDIOB4GU4VFIMEqNudkmpmTUvQ0WVXh8lriVhs8+GvGPRH3tm9+/BzfNM+ZPC/LsqpxAH4u4YDOqaGa4F7G9ephHiLMBOg5zoqV2brk81YDGyGu9r6t++w4NaOtUDLLyXDAF7XDkWx9pHYKmCBIBbED+7iuNB9M+ndncT4AG10T9b0pS5sxn5xcVp9QuabJcV/c2cDVOJSLZjot5noBlvot63JBj3nOPXYSD9eynLf+4gurCjexITUvVsdZUx8BPc7ymuu2Il41LnECeE0BV5NrmGtvvWZfgCo8msJu9RoixHWhe3PKyQV7er7IOM1+3bi29UrLGOhgtJGZOGKMuE6UbO5RhT9+cdy2j0s2MJhhS1csvTuH84Xsy8+pI1kNo+wpcP0K2N0h49c/PwEwgWvStSRCCYgK1Jc1XjiaqvA1R9Ds577xIX7uGx+67VNO1aFhJz9aPCSDxhnhsh3bd7ZX49yOzHryMV0WzP32fsJlhdry3XxRnOmzT1/gxd2EH79CC6Mj1QeK2YnTyrizUyPX5xggrpYSZ/u4jlNjpGumaGRWaKoF2ke6JoBeQOUrqlWCZRlsD901xJkiYxq2a1Fh2RtMcUzm+Vv0fCHP4ecP8xBhJkDXvtvnIScYxKecr6XQArqEQiW6Fv383cq0emajqdukHWAptIHqprmvxY6DnjGhqss8bxVXK3ujBgceKZLPTMGcuqzjmEONKtwJXBWCQtdEJbraHFcdTWLVeDE3QlwHjVPKiizimhPCsUhtKAdBc3DNauC6CaeNMPk9o8BVBeGLUW414IB8x66B0Rx/iz6u5Vz0mjxFiS7yCVOy/qIeSwE7Fifqd21r5TRBjatlp6W4LnlZdNs3y+yw1+zTl6IqvOtQuqbqkglgicrkhG3n5guaM4GWYJLyp0GkmmH2FLh+Bew4ZUVRFOMed+va2lu0djg2Gy/fC+i1j8FB4yy1QeA0glIm5EOPKkyUpLI/n0G8pslYLKXXXheuG7JOdeSg8Xt24fiFb34Nf/e/+KNXGc+Pfu0Zvv7hvdp2UYTELII2S20Rr7K/8n8vzjQuGy9K0Oxk2NofuY8k66mEpvj+S3pbdM1+6ac/xZ/5XZ/hp3745bWGpcwmcgB2XHzGXSm3GkTiSJGr7Pfzh/NNEFeHABvEf1212npUFyrfk30+Hqpwuy5y3scgaQd4p2c2iESPKjwscNiCaS4dAL4YVdjVZgcUyJG0U/mde1RhVnblUhHLkJLtnirs54vR4kxynPOyYq6sGZ8YAfQcbxFMO8cfSCTutKzjaqy34985qrAPdKS+Wv7P75V9eSGgqMb1frSqMM+Lc9Tf2q9lgE/QWgHIQ044bSiurH8jrFfjygwhnt+icpDzVloGaLZhBTrMvkWc6SZ1yWq+aNvEpBWd9xfbnFn2WT5/ntfwvvyq21Pg+hUwJd3OyEL2CmlTShcmKZkEGuL6aJAF9fC2ccYP7xa4bk9nRWrNWDgrNfLhFcSx0Dradntd1DWzyMIiE1H7rurjOtCj/nO/76fwZ37XZ2pbNBbVW7Hj1Ezqt0mwyQb5HU6D70txtqL6TYUeLyR4kZMLHOw58/NpL9nXP3yGv/wrv2XnkfSNgwDb1oATI+Uzuu44oqTa/X7/zTysxrUGO4t/HhyCssZN2+XvqA4supa3sJzg53gKXH39U/k7JeoJHQn9qMB1HHqyEOJaRd9c0ObnRaeeaRzyKkIyED0GAsTVnC8/KzZpF8//5b1l8UJTHOiPQpaPOesaV6J3r8EcX9Bj/4wBuiyBEdfjILpXpQqb5JrrU21R8iDZENO7fRAkiOswYUhC6eZ1deuqFeDjwNYn+9pnDzlXcaaR9ZIXxTzrvFi2KZFLc2+2enoOXOPkpIgzjWuf2AEAgjleamDtfCHDtdTwmtC7dQZ2Z3tSFf4KWK/xuKKDBbQjRyPObRLoUVJvZfzwqvq6IAiXGlfrvFWU0mTplmUNVV2vZTIWbnzN5+OSBtlPuNFir+qmBl6v45Tx0bOj2hbV67JCYeS4RPQrLxJUXs+Da1wFcbQLc4Qec/Y2RI+Tvta2v/CtjBFHW3cWCZRU2tHkUWf+jeRzr05FVXiEcVLK1slF14zvPZ1siOrANP3slsZJoHNQ42qp6uyoeiEu3m/7z7Aaw5S21irlfGRda0yU8jmL3gFNgddeFw5sl6FzfDnOD0oVtpR7QBCU8jfP/zZAqC09RkVBwNbCiGtc42SWTA/CbLAMDXlP9iE1mMs6UNWa/B82WxO/ENrIzIXyXrCWUSBkHyWhw4+mCktXA1tH7ll4nEyAek/P8amuGyMD1x7iynR0ZmHI51Tikn4H1tjosQ2/9vyIb3x0j29+vH/ZVWSWvnypo0YTZ9r+b0CQylwj/yMS8/yq2xPi+hUwRlwnE8S2IKhsK+Ic5e+evH1fpZcAACAASURBVHmmzK91YG9l/PBquoSfcGuNqzhvnWJ7qyo8bvFoCzMHKzJ31AmXs7cm2RA5aBzs3XoesoqLdsJVjgAHrlRrc5zab1GRZUFch1OFNyVGkzW3okVFoVYWwX6Na6riTI8rCAKK8+USIykITi8grpaaCxSq8I8PWuztWC5dM0EWLHoHlLFYepVONlx1GG81dqrrXN2rcV30M3jJQeMgdlQgJOf2cDaIq0HCGVW1DpoVc2OK7TJwXnwbVThCUCx6x4hPRBW280VVdx94T/ZqXH0da7su0fMHmLUsQN6vbXIdonpJhR6v1F4r+2APgKYS07rsqMLH24gz2cS5TZrLZxo7zVCizViOU6rI+8ggqK8qHLAwUqzv4nxf0UQJmChA+a3+17/0h4YmG5YAAOj68TkqLegk9JZVMRjfF3sKXL8CduyIMvACEfWyinqTAVoS3GZSb2WF+lH+tshB2dY+W+qGsmqQDrTxWkdUatZGzbeCOHpkSi907AxMLhAs/1eOKCG1t040RLVn3EszEmDiAN2izlZs5TRYnKlShRctZMCUJACYl6UG3wU5oBrXpd1/NUmxjG8h0DMO3JzYSvYiEImeQZepp7FIAmmkOBMjW1EgbccSUfuAMuaoDqyyN26cbEjkUDK9O+oxuawU0BG6F5WDMOI6rB3Odvw3W0/yfjsc1O2epbK9Z5AYeXZH1sQDb1cVZiEz10LmAu20JFT0MQ+GWj3CJMhsfkI5B74vAY342MSlbQtXkPcl1O24ptU+rpYqfCEx5+Z/mhdskMRIrdjdNLodzub7ia5HTUyW9y1Vna/J3PEXgXLvyX0wFnHN9fhqe2pUdZUwNowu+ftA4/TiTP64o+r+y/FjxLWx2vQ1OwTzhQ1cJWZ4mJdKL36f7D0bzvtpiipsKHERQhfWMxCNpdTmLep7041lx3IyWertZGUdiB7eRpcTNeLyvqWX1IBk0IT77Jjx+rQ4h9rVcpEjmlJvItq+mzX179ZBUCRMoZxms3AAmsrTpURv+xhNFRZky1GkjBPGtNQppxpgA1RnknWduWy/NUquUEqLoATUv957jMYCjLiObIdTXqM+dTZxIg5lry6UnzHZZvvi3co4aVBVhXOCZTwAG+JDVDHbx5V/I13jOhZxfXMSpE3meB+0AQ29AzSqVd4r+7RU4dEBwnODuNpEa3Gam3qyvi/bmm1VQteQKqzXtREmrJLzFkh3Ax01Fo/slffK/wv9uM3xo+6/LuJK6DGX78h3wnFmvwaG7XCGI67lVeZFuWfSdl16vVovtUMDNnGmW9S4du55K+Yp2xq9to3lTCJVWpzJJ/RuYZxoZQAg0mSQdn12vmjJvrJd1uGHs/dD3wd7Cly/AqYQV+WgacEeeb9XzxCphD4WxFU7aJ7ioieiohJnlTW7fVPXsfVPH9wf8P2Hc0AV1pMN046s2JGlxNlrdvPJloIgYEN7SAAhUmJUSRVD707mep+XsYtKrlRh0xM0oIrJOR6nrIMguv/YoWZH/JZWazwXL87kkg0U0FmHO6p/ku2jAldNEbVoYtzfOhK74OvNwjq2j/KtrMzx5W9GqCyyBzT15Pq9TtkBYNCUQYOU++T1hrhaqrBcMg4e+qrCQXJyKFW4vD6/06S1yrQgVg0znXRAJ/vyCrZhO5xOT8trmqw753lxqsY60Nm2b2OxgWtKNMenwlSRpJ9V+b2W9Wtcy+u6ri6YYeYC0EPJ23secR0cuFKwczZ+QkRVl5/eM4t0sCMBX5lLB9ZY964ZJxvWNl9Y7Y3yty49a4GrPsatLGftE0YCS2LSrm8y84VNDt1R4GpLad4HewpcvwLG1BbXY5IWOtmWzeIJaMU7LlC3DuytjCeUcq5tO2AzuGWckqmtiKtx0PjhHhnsvbw/YF2B7705h+JMtnE2B3Q1U28COksnufVkC+iF0GYKGaXkcVbUa23XWr4jnwEKxQUYTBVePTJvhaacqnCILCQTWGln+1bGgVuj9vn7C2iZXUDTqwBPI+N7fDxVeFX3HuCvmTgDEeLKyNb0GK9ZomTWhnqpBvQu2ZDq9yyVziIo9e/BVOHXJ0Ha2rkCnirMdYQOJTHXTALXx0cVpuAgSA6VfbGTivpqbz35vUYGDj2kLaVW2gNQ0m5LNljFYScquax13R6N+EdUYTlP19/aBHsRuseBUE9VeBRVk+dFu5ZFwanW0Gj7WVfNNplyLu1w5nUoyNFHXCnJQ6rCPSYKB8AWOLg1GKl9u3YPWSYK4MterL8o31VU4UcAdOxtT4HrV8DkJhSnRUzRwSJUy01S9L1OBvtWJi1kAD3RWJVGoASqB0ZcKeDl73AdWETjuZa9vC9Z+O+8PhtkqrzaGtfDlBwl2gZ09prdOtEAaBotBzopeYcaiB1Ri5JXxHXW269tMhZLw/b1WnoRPFNqN34GW6Li1rTTQ13sWmCman/IEWX0ju89QO6/9ln+vZ4Naodjab26HQ4lh2hBt7RT+X5P0KLs69aBawsCmKZ+KaEH6GsWBeGaNjz2mr0+FcTVolHRnHCphRjAzI/yb1i/zO04b6UKLzoxElNovaAiP39ixxq47jiQt5ggbZywk3OwFFq5pazQm30+G4qr56BrW48qzNfMCvYwcwEwzDYzn4RU4cNYlLzpmwRrWTCPcw2spQrzz3TMm7r04KR5D3G1DD2ggB0WiZT3qz+ZU2V7rfT83dKsAJ9lG8o9ua6tO0b1Fw0AIGORhMlpHn/NRthT4PoVsLpgmQdM8fzJObHtBeR9dmqsqvCorHvPeOK0yAEQ0zW7VGHTl3Fex6oKf3BfnJnvvDq5LDWfZ1SX7CZjytZLRrRk5a47hi9iibKeC0247GwDGiXxLYz04tEC17GqwjIWm53MSQcHtsY1ov4x62GmIPHGj5iiYVcq9oVkg6YRQ71nHVGx++MgxJWDcIvoUAab1U5toqt8X6POdZ/r48nGRyUCll4LNES2fs85dhystr+HiTNtx3xz1kibTU5eSsLasXCt81Cq8Hb85w5xLa9KbIWuWY+hYfUPIoZQFaoZStXMYRsUz8IwwYHtF5r0vVfaIo1VFW5olP5dE10z2zoqJ684DMAIpPWvWe3jOiyhgnou0TW7pBzfQ2OBcu+e5vHiTLWNjblHUmr+0ErXxNZ+AkHyKGB23NIUeqz8dNRtQKe0zPlR5TuKKhyIhn3V7RG4v0/2NrO1QGJR1inivwMeQVnXRqEt2257K6h6XRNkyzax86LpEmf38OoJV+rgRiFeL+8EcT25hQPwk82lGlddH9Uo0beebAGDAhvKpQ50ULdbdMXSuxtVeGw2VJ4lm+Dw9L6lvn+cslNpLOesxTBmcy1vZYq+LAmrzHNCHNBNJnhfVtM3lQPXYTWu7Txncz6pE7TFKGUkzkTO0K2vWdbZ+Ia4tm1i3K+Py0iiebGXeLimVXGmWuMaz/ERQ6NX+8/XdFkHzhfbcSxVOCU/Fl7LIiVeXS/ZnGp7XW7VDkdovfYZW9f2nMzKv/AdDSzyJzWYwHiqug2CbNkBb3PJSZpPLF2/3H/6mFI6MfoZqyUU5pm34kwRQ0Pe4zlC9BzOy2jEVZI1xvdN+t4rn2V9l/ZZnjenybMNbx3TKaqwQsHNXLL25wub0BM2y5uzIK4jRjLO3rPhvJ/Wa2Id9nHNcY0rZ9C4zvAx1bhGvayc2u6yVsVTq5QXtn1IXLs4ZiwfCFX41UktZJ5G1s7RqwqX95j2zEHiY8igyW/LFBbAo5QtCAcpQcdZT4+4Xn8c5Thb4GqykzYTzQqFdrG37ZiEyv9Y1AunC889I3uAof6ZcVrnRde4jlUIPW/zgQ3EZOrj5FBPVdi2YprXx0QVbvMa/+4RsmATfpWhQfOMmEZcx16z1yeNtEUoZdnu2/70xJkEJR8V1Mk5W6pw5GzmrOcDMSUqYwP0JWiHcxPENcWIq1nLmKlikb3ZjEX2KYjrOKp6eb2zVGEKdqzaekR7ZmQZ0Ilom5ysVOFhiGs5zrrCXbND9tdFaxy0/ThV4amUxYxOmv8gqsLiDwIatOF5k/2oR0MVzrrkKupRXV5Rt/uEHtR35B5/UhV+sptZD3FNCeqGL5+JnRrL85dt3GLhlpaToQqbCWs14zwEzkBE/cgZVWxlpDgTAHznla5xlcO3CXf77SdGyctnHLKQdd3erSdbALUu2TqTuV6zwBHdnBSXKdyGwwGJfGeEpZS2elSd4Jjy5RrXE9e4GmRBgt5eo/PR1pICq0IO5FWN0yHoNqiNg6Bh4kyC3p2kJyj/7nFNpM1SAx2q8PJ4qMKWVXMwa4FW72YxN00/AzRSZx3aESbPVevj2klOqvkC4XtyXTgZYds0XdN6VOHGqkE9L65L5jryul5FTJRgvbJiViNMmD5nI8ojf0YIcbJJsNUHvevaenWPoqr/YFTh5l9olLxdY0sV5uStWKUKj0JcaSz2d3cU7rVpFfA8097Tc8RpLsj76D7Ccnw2ZkIp5lo0x5s1+zFShVcGAIzvK2OpYmY5Egaz/mLCcUq1LOPWbK+97Slw/QrY8RBnnXhSZYoLZ93E1jVe7GUiu3WN62QmookcMMAHOlHrlUg9UzJsUf3JtUwC14d5cbRlPk9GXK1wU0OP23cr/XEdm/XsmSCrdrF3YiscPLjFXrdKEOdaVIVHjVPobfa3TUkngLjGlXvCAYKE8z5TdajlGLc0pqPbBBAHe+UzBjk247QOkdj9IHEmucdePZQg6BkhX5yNZyZKSkXUoocss6OwGkfgVpYICeH2FpamCEiAgPp+j44PaJRrmKprkmTDhrga4ZqanJR5MfvWbtbZtFThUeUgv/UnvoY/87s+w+/4yU/Udg6C5LwqRTWn6nzKe0B59iJV4R5VeDjiKrWNk3/mtS5F+86l1ioNed8SGIPuP5nrXB9XTliZZ4WZC4Cgqtv3ghpEu1zdCnEVWq9Vf+/VsWYzLxaUXM8X4i/eBnG114yTQ+WVE0CutIwCunXVyclbu1KyXrGfJNsBZjVsn89eVdj6i0BBXeUZu/U6trcd3v6RJ7u1yUQbKauxCqFsi7JOuv5J2sg0SfpbB0KCeAEGHTYTUaU4bvOYCD3I92RfYjkLnXUc4vXhs/ZYhTWupmYh50C4iWhkgKXG3B69A4gKaxBFT4luY3G1GatF77Z7c7sZRg1TKGFenMkLTXE23oqtRDT16L68hfFvb8WZnOLpcrmNR5SQAYBngxBXeZa+93AGoJEvq1BePl/+b+lySlSGnkFb63Yr44TCsnhVYYuSc614L9grf7fvjUJcJTkqztSxJh/L+76Wy6MO1rmzyYZRy9iLuwP+8q/8Frc9ovxaVkNJ1iXFerBtPObVU4VrsnZk4DAlvD4tXlXYJRRMLa8L9uje2+4DQYOOw9DIOHDl9conYX3JleuzSSypXjucYYgrjYXnC8BT1Wd3b7b3VpM4maaE07JgXpahIIecg0XJS0Jl0/wgPypSji+Iq04giGAncPt1WX77SBgMCObF5BNk8rzxWO4OuSZ2nxDXJxtuvSbWjDay2p1FKQG9sDQ13sU5ArcyoUsAHfqePLyzQVwz1yyUfUW9bkcWqAviKscXi+p1AY1ELmYsHAyyM3Rr9A5o95+dcP2k2k+qLKu+XuIbnQeLMwmy9bZ2OIUy59F+wFNoRQzD0nhuZaoeMMju9lRCw6CWEVca1zDEdTvM5282xPXAiGtAFQ4SQIAECCbhsqF38vlbGtO0dY1reb/NF7bO3CsrazYAI65jA4casEx6jo9qz1gZnj/DDre8P5JV0zOLnKqEcYCqAtu8GPwGdr44mvV7hB06qsKXqM2WpVJUTXmfOoExCnHtBUEcILTnXl4DlDLr+YJbktj7T0onRl0yHsts7iEpmxJbzL3pk5Ntv8fNz5oHAgDAW2pcDTuNnyO1Zi9r64E86UQXcPt1uSTHNaIKXEjaBfMF+1hixynj9VaWcet5cW97BO7vk73NvgjiyqiOUOJWs3hYB02JtNw4I2Nrubj2AvC1vDyhRQhm3a8gaes4p+aFoS3WczHZwKqqmHMXpVTIMrX9ufX1Appz7JQYe/S+RAI5tOjwZZHvDqcKb8+LU2JMgZgP3XsavbOoltx77f+3NK5xtc8911ADmir2Nqow/z1OVbgc8/sR4krBaazObZFlPy8uwVxyC9NMi4Z2RAkg+by8f5kqTA7Ojfq4+pr48jmeT+Ta2Hp5j3qJONOtndDyyuUgrnWPSTbnFDupvsb1Bohr3mpcjaowI3uAGacN9mwAZRIYw1SFa+DqW6sAF6jCHQDAijPZUhGgIa6j5n4Z22leMM+eKmxbgfUSeg4lz3mjjC9DEyc9VWEWk3obaMPPEgd8j0V7IieNAB/M/TWvfi3z879PTjLi+hiAjj3tPRvO+2nHzoKViV67UF0Q0AI2MUYclaCFBE837+Ma9yu0E5GlNk+Bk+qowltz+pF0nZd3XgbfUYsqeuCFm+xYnGT6I8igTfW39agW4DOFKdFkvDSaTxQESZA+aphy/zG1D2Cnut1/B0KKfF2Q3ace/y2NqbDRNeuJc3jF4X4QNEqcSc67Iq6E9CqnxiLLzhH1962uf7rtRUupBQe2VguIkGXU91vfZ5+cbIyWcfOinPub84LjlJDsHB+g5G0ugXuPX6XG9db5PA6CAFt3rIXpOEiybXSW1c8Xtafl0MChJEzP86p8BIv42wSQRlz1nGoR11GJky9EFX7LvBhRhXnNtujd6D6uSk129W3LetfFJi5tov84lfrs8zw2OXS5xtWDNhFVmH8HTk42qvAVB/AFTNDuHgCw2nmRwKm3UoVPT4jrk93IeuJMOUW9rOQ9X2dikYUIebmVCV0C0Nm+voPW3pf3IuqHZH+tvPu1TejCfC41OHXXrN/HVTkDyhm6/USUc6MkAe2ayDgrJY6uWUuaoL5aei3QEhSjJlyuM4nQAQ7CVS0XPWSrC8KxtW96HM+YOJ7LEjMXLHqcq8OtqX8OfaHf61aIqxJnyn6+6CGunGywQRAf51Y25aTQRk7YyTZ+rSh54NhFyYaRQj9yDV6fZhU8XOphnQ1KaRF0m4x5DNcLoGTDvNTfmNstAXEQrqjCZr44mGs/wkSArtDU6ZoZNIjRRlnL2TeJkpO3QlzvDj4IAuK1LEJcI6qwUPVtveT9zRDXVaHgQIyEZ5r7rDifLbk6z8WPGpo4kWRNUOMaliKZxJGwqNw1mx/Pulzq3S8BANhe9dyn22H6sdxNuQrh3XqMe9tT4PoVsG4f16xRSoBqnLJ+eHlS5V6a8r2RDkxkQpcAdFbTiTPN+gE9qN8A6jvyOcmujVzwpZdrtGBHDqWlEVsaC2dLR4+lZ5IpjOhVQJBUSQ1BORPiyrc1ozK8z2tbyeDCL/bWEV3WbrBnhaaqONMjQe/4t7eLIKvXAoZelXO9H9eN+hz9RsBIVeHy+nlHVfhSAojpclxL2BxYdhKuN4YvYox2cw9h69RYVFUHQdu+gms2VGiFnm12fhvaCPWqav9XPcfbJOyyeJToFsZBUHmlOTxA6Hg719OHVOGq63C987c2VTVZ2w7HJxu8LgXqqw6CygCkldWodjis7szG2hN2LWPmgnzG+iYyJ/I2sdFUYTle6d+5uODTlb0wq8Ygy3zKxylvYp636eMaXTPr96m2UvQc8fd1OUj5zGOYM9Y16M7QSdox66Y9Y2vdl9g9Ia5PgeuTDbfax9U8YBzMWMdFiXOYbMyhUpaWhrg+gkx1tAhGyn0At/FojmhUl3Z/LDz/KBt6TXt5KXANJlUr3GTrdTlbOpL2fMnEqX5bOxxWz2TUD4hqacrfv/adNwCAT1/eXXkUqOdcxDm08FVDjz3impPvyxiKMz2SWhpOjjh11oQuesyIKwcVbb/tGKOpwt9/s9W4usC1/B2hWh51aI4AUH6fR9mcnu892z7LXBd2ROfVz/E9h/CaxjWujHr1E3oaBVfvZf1dcURvPS+6eXzRLYoATSMGTLKZA14zllu0wxHV/vOyaKq5XZcXPV8Aev7nx8iJM42iCm/HdVThGoAiWMu0Vgi3g2n3Zhw4AH1hzWuZ3COnTXjTXjOrtpvVWtaADkDff0VjY3HCfNe2qTNPTYahB2BTFS7bPBPRJrpWNc/c0mSu7gEAThOF+jk7ZtETVfjJHosde4grTTbeEaX6V3FqzCRwpgzjdOMa10RBwLK2xc/Say21mR3RqC7ta8+P+PVXD+o7I+zl/aYmqJCF8hpRxewkZR1n2/bn1pMtQPRac+9Z4Y4S0G3fMYirF0Mqf/+//+T7AICf+OT5dQex2URjic6HFw+m/rmaoaT3qYR+bnzNWk3WF6jlWrWghVc2pP2S4/lsEOIqAUIVZzoaVeEOtTQSKLFJssdEFVbOCdH0bH2draMudE0fCNb9dpz4axoHrhyseJSyXbOeQIlvh7MMbYfTs8Y2Kf+fKTHH6y5ASFH2z1lU2nILcSZB6Szi6mjPjCybtcwFUNvf46nC5fVoqcKUBIrqDD1VWO9Pi7npsTSq8G7DuGgVcZ0XVb9fziGo76fnyCb7FHtoSjgJ4jpwTuzWuHIyNfCjWtJk+3zS8+Z56V+z0SbJyR4AsJhxRvdmtF5pcaZH4DDuaE99XL8CdjRKkmJMVWRUS159/RPUfrjGdWTmPTKbPbKOiStQp8C1ipAEyNZHz474x999U48xyipVWGWay+TLTnVKxQm3yLKlPQt6B/iaoVuZTJxWxt06ony+B+PULAYJ5/qnr394ryig17SUyn1khURce4tFswF6ipP8fiSOcwtjJz+qFdc0ssAR7Sz27MiMQlyBcu5NnGlS27vU0ilAHcy8qPu4XnUIbzWlJr7o+mrZBsDVa0054c35MoLCnx9h/GyLbgOfl0uOJF+zFtV5le2eqn8Lc0E40zHd3KfvMX4GI9rzLVDyQ044zYWZ9ewYJPSCQNvRu81YnDjToKhOzuHOtcNpz70VufTzYlDGtKyufZ1YSgn/2b/68/hXfu5H9h1Mx1icyaHk2dCeDb3bBkH83SNRxsfOGZuqcHDNXDcJRRW2iKvsr801vWs22nJqtbgA3P1lWXjRvdnm+LbfuynjTW2Hc+VBDLanwPUrYJJFCyXBJdAJKC69Oi9d4/o4ircVVXjx9TLigIoTd+BxGnSF18GvPT/i7/+j75bPDkVcA6owZfsAvQhaNNaOhVWiH4MICRBlCst2J7aycL1kS5rIe3y9+BJ969MX1zx9ZbUdzqozyvW6LIK4tvo8DuhEvdpRhYMs/q2MqW1OnImoVwAUejWRM2AXV8BQ8weJM8k5fC+gCqcUlUm07yhHdPV1oyKoJUmlW9phcxgB3UNYzsujquTUGATF1rsBYxFXObfXpwUfPTu47Y3617Y7BCWg18r7Vu36FhY5zoyoAsFYAtbDsujrBUCpmY8yEWd6a43rEtVf+/eAAHEdtC7bUql6PvQsRWvZmepBONjje/NSousv/P6f2W8QbzHxFU/zUu4hk6zyfcfL35G/yLeZoLXcE3WEXerjyorWss3OJQ5B/4LXbKRJ0qDXx7VHB1YJ2qAc5Dg1xPXW8+Le9kQV/gpYvx1OUPtDN3XvvcdY4yriMDZ48LVcsrA0+rTNSLGz+dHzA/7Z56eyr4FjlMDV0m0AjR5EtRcALx6cXSv7eSyIqyQNnNMc0Bh7SJFFFlJqvdg+Gxi41npd42RZxJ+dgck4qRLs1O8axPXWlCSmtlnkiqlXgK2npMU+QI+VONNAxDWl5vzeq3Y4viY+mheBOKlSatYex2JfKHqNVq96VGdfx9qQSJpnAmTh0EEyrmkNcZ3D1iqePRQESAGyLNtHK8dHJj/xujYkLnqO+DVSjp/NXALQNRuKuG6iPHOsKqyYKI6hge0zqwugAKpxHZQ8keM6qjCxapw6dzBfOERsfTysmiMhrjYJeylpZzVG5PNtv6nud+S82K1xzbGOQZ1LTFDr/I/18bQ8k7F0AYBLLS8NSt5rh3Pr+3JvewpcvwLWE2cKJ5vtBmWVUJvJqbU281qFE27uVFOmzArgAEGBep2IsgoceF9AoQrXh3fgBBWqCkeIq3PAsL1ap0Zn3m492QLNcXbCYLldSwBqAT3QwiGvdiyyn28Nqm8F2vNixaJsEH4mpUbriFoHrfYQ3n6HWyeHJqKqR7Qk3Q7BIwuRgjS/D4xTFebjpqSRXk0V9o6LrfNqCZey7RYq5D07mmCG0SLWMWi0t+29fJlGZnt6jzA5ZunjqvvuAppaWj7PiCvUa9RLc30EyQamNlsU5ODmi/KdrJ7Bsi1qh9MrGbqm9WpcLROFnyPJSbTraXqrE/IOjFMV7lOFy2tBvfQ1S6ldJ/lMlGyOAodbGNe4clkLECcnFUOjA3QAbe0o9ekjEydx4JqSf46mgKFxSZypzpk39n3LPeYBAMvCcy0vs54vynfbfu8OOaR9vw/2FLh+Bay3YOV8oZYredEima/54T4vY/ty9YydxkhVuE2qmto85X4hPlCowmIj15SXdxviGiBTqvYzcJoBX+PKlMHRyn49E5SytiiyY6mOM4nGmIWFEQneLwD8xEiqcG4MBE2D1QmFeWnIub+edrG3C9LVh3HROHFSAzqiHyoamXJE9XwBaKRO17iOpQoDwLPD5BxjV/9EiS4tztSo6oL2Sy3vI4hby/nOLWk3GUfUBehBIsIG77JfYHAf1+3cHs6LQtk8Vbg5cL3ep5mcN/lOoXFedQhvNUbvXD2uSdotZizS9xmIk5Pym42c+4so4FYvyc+8mfs4aecEtZbVaD2U/0j93ah7sEePV/dQkOhyCT3L0FAJvSsO4AuYjK327zQJRq0cT8lmBjqCgE580DfnZaw4mKy1/z977x5rS5Pdhf2quvc+j/v63u/HvIcZz4zxzGePB4wxeGxsB7AYjHgkCgSiiZAcEiKiEI2QSCJFSiJFigQIjyKUf0gIiodFzQAAIABJREFUSmThiBHG/JOHoghHIg/AEFkQiWEiwZgZz3zfvfecvXd3/uheVatWrepzv3vP3b2qT/+kq33O7n3O7TpVXbUev/VbihI0728NDM+Rcw7OcYZU6gwmZ6Di7M0BOnuLbJJCQIHOKn4tZT/le+xSsDquFaDYx9UpUTI60F0ewQ4ZV5JMV6iRc0EeHnkf1+Fzso9r8jdQajPuMsf1mOMkVWGtriyp7xR1S7kaKsJ1Pk4Tc+ZGSpxYX1kGha0xmXUYDLT098aM63Gpwv/4m++h74EPvXiLvT+8xrF0araHPsPHYo0qHGj3XY/duAY3jHKfZRZEsIE3SdcyrtvWHzXjQP/V2bYR73PBttSh48wFIHcQiEWgBVTmADkOwLD2EmVXJTip1UtqfYRbcRYcA/zvuVWcIEnv4zVruY5B/gxqgkbHBs+SZEwUMZYsG+R4e7s80LoRBu0xwGsbN2LtDffJ9vHSOIWNQWfe0TOuJceVs71kaYGk12psMMXpmAtkKz4INOw0oFcqB2mYvag54QnN30DGlY9FOm3JtYIzyM/luZk1g62ulw4ALAB0xX4x/C6+x+bU/qVgdVwrwKbQxFqjg/GoZxbZZdk7QM8wzYV4CIzZnjAOjO/rRhjPOsu/AZBmXI9p1BBVOBW0GF55ax+5SZXa4SSZ5f64YymB08gAlu2RWco+P+x5713p0NHvefO541GFvXfBmfv8h57P7kVzwrNaLuEE0dq01sf10PfYH9JWFJx6BYjMAlu3Wo0r/R2OmW3l93AmlKdJaAtgNDJ22MuMq6SGE5V67vkCojgOMAS85L3GPT6+B8izIb0G8CDm8andQJply4ND8fMZ9a9k3HU2qMKUtddUQouGKD/L2Hmunff89RgIfVxFjavsV5uoCotxynIQGu/F/oDGu6MFu6Q4JSGcy90jqAoz2yR1gobrVqjCWv9OWSbB66ilojV9nkD7xMW+O+r641omHEl/ayXYEBlS5f3CypxlIo5ZAmD4nEza8P1CdhUBkPTKnntfvG6sjmsFKPVx5fSOzKFLovFIfp5n/sxkXMdbICGSPOOaGi50+KRZZyQ/Aww1ruH/OGrGNacKO+fGw2O4UW4054JGw8+UAhFHtDeLIMM5ODOsMTaQRnC9MBrSNgr5odR6h1fvHdFxZc7y68+cZe/zgzA64RivxbHImuYksjvznIXnvuuxo+eIOXRZmxjFQJOGAP8dxxRm4vcl62o1mmyixJg4rjkrgubMwlnfsoBK1wtlV6+Ugyj1TxqNLAjVHDl7R+ACOUTvy4OTbF/MaIH62jRwlIX1V1IJ5YwbgAnwiUxRkSp8xIXZeI++H2om0z6uImjHyl5kC7FejCWKM3VHzd595KXb+A2v3MFHXrydvC/p5kB8jrR9MZRchbXJ6e1PcwRXo/FD4CT272TXRPZYCk3J5487dLRPHJuJEvYpJdigqQoDSPaSrFUfC6pYoXd75xLmmiy5ykv+WHBS7otsLKnj+vTufw6s7XAqAD20ubJaHolOpbKHz0kuPzkPQXRhbosa+aGe9d0qGKJapJD/mdKM61O6eQWxj2seNY9CI1f3+KMfb8TBYiFL3ng3yu6LDXUiSykFqrS2D413eO2Zs6MekPRf/eAHn0/ed+LwkEqM9B4wBBuSWkvKSCuGwBzgwjH70RDlRnNay6Vl0HNjnH4WOH7Gle5dZlydi8+Y3BMaL9pbdAq92xJVuGHtcCTl0ueUOJ4lz88GJD/LX4+BRjGECVKYyLsY6AOUWi4li2mBKgxQWUeck1bsfY8iHKa19glaF8dsR0K1jbuDqHEdXjWqcLZndj1OlL69D3eHo7Zjeu2ZM/yNf/uHs/cTVeEJOwqQjJvhvYQqbGD9bVsfFJt5ljzPHqfnchS5RHiPUGJLPG3EZ8Nn72sMDXrNxZmGz7RsP7FC7/YOaas5JSjHX7UyOZ0qnPY2XxLm91hWXAniqmeZKZdHXHg2qEwVHl53XZ8ZQ3OBjFCiMMpDkDZTOc5Wc1zZeO6exdjMMQ8VLeNK93AINWvpJgTEDagUXetHo3puJwggAy3fcHMaWWoIDO/Fg0UOxTt3VJowEP/OnCYMKPfb6TVOANH70t/ZjXPG/4+5wA9C2Y+Pt1sCkAjd8DpCaQjw33tMRWF+X6eSKuzz/qbcGCC/tVf2C8pimqEKj8EhYBiL7KUZ9ouJgJ7WkzZmMo4ozsSNXy2Dwp2gbL9AuMbf589g3x+XVVOCH9cfBUi07DDAmFAsw8LPOTkUchiOuY9EIaU0Oxr2eEZV58EhgBncYl7o9wwiXQbmixxtxXng2TsgzYSnQRP6XfOPZ9OwNigiKMdLkTi1XmNo8PWnqYAfA5M1roWEhUYV1sSZrFCFaV4ynQLFVpLXab/QdAw2SrBoKVgd1wpQpAp7xwy04T1O/chU14LjGmtcudjMnKAN9vKQUoWlAA5lZHlj6pwuwRzX03lqXIM4k3jC2iTj2iWBhuE9PdjQjJvUXhysc2KgLyvZnvHeEiNMZNBpHrVarpfvnuBTr9172refgA6vz3/wueT9nMKd1yUXa7ko42qsxrXre+wOXRBmAshoZhlX5jwkfVy7/Bnj6r7HRKnGVQqZAanzEMWOlLF4x7J3T/f+HwW8xpVntQBBlxOGMzdSNYaGFOo7BtK+kDm9O3mOROBSZoNqogpfyaphe2NaM5oOphVjPgaiKE9a2xjb18X7lZkiXiqSOFAs43rM7F0JWgujpFZcUoVF0GSojSVWzdFuu4iTJOOan0eAVj6WU1K1jgjAPIJuWpmcDPLQGe5c/oxla7OzQxV241g0Gx7IRbN4oEtq3PCxJOJMFhbmNWKlCleAojgTjzrRQ6gcgiUKwlDjascJAqJD40sPb59fl/UM/CG9cxqX+DGjTndONtm90D2EjGvPMgdZdA3J+/R7KPtiYc4aRwfA+H3BCdecPS27Qvir/8YXjpoJAoDXnznFJ1+9izdFCx4uNNWPkXWZJS+JZgXHXjybc4HXuO4PacY1M9B4ZoE9gxq9KogzHTnjSn/q04ka11xV2OPQD0adKjTFaMZzBxqA4X73XR/EfmSdYb7H59fkugR4JmMecSbNcQ2GaKfUS8pAxPireJ3hxf5w9DprDZIqLGmKdMZlonYJg0oPVHt33L2frzeZ7Qeisc2DdtqZLR0oYHCGt0cuL9Dgwv0qoojMxgL0UhFOO7WwZwwZV7ITUqpwKas6JfQ2/M587o+BtlAm511aPibXV6lNGD8D7VCFaV8ghsbwfiOfMYVtUmJVAnlv8yVhdVwrwHQf11HBUDyEjtPIhBOU1rhaoeukjllGlwgG2vD5pJ5BUCn4vto2HrdPWrx7sT9qZI0yrtJZbn262UgDjNNOAXawjF/s9nYOSDogtMbYQEpxyQRKuFEt/kZEsz4m/uSPfQz/5o9+NHufbk2jkemqwunPdh2jChs5IAeqcN5LM6HEdbmBRg4vkBsSrXezqQpLqnBCocrqghACRyF7l2RcdSNgLvD2UUNZRzpnJbZJsv93eX9TXmpxLKSOq8uucUe7VOclGSe8zvDhrsuCGHPAO6oH14OwU606uOCMtvzOt+1Rx8j7Z6ZO0PDKA+fZOJnB7ZJnbPj64e6A8xMLgYbhddjjh6/5Hp+IuXV5QI9Thefe44GxxlUVZ+JB1jSrmop59vnPsrk/7p4x9puWfVx9yiiR6yur7xdntiV6N/05Jdsw7G2FPZ7vFzLRASxbVXh1XCvAVB9XYDjo88iSQv0gJ4mcoM5OjWt0XGkc/BqrcZJOEsuQaDVrwCDQ9O7F/qjjvFUQZ/JiU6WMRzRqEK4BuQEXNrf57bNRBKdsoPF6mqwuKKHEHfW2VTjn1H6CPNuYG5rDZ7jzIOl0vC507sODC1PsDmlfRl4vCSCpf3qUzIL37viqwuM95FRhFB26xvssgs3XH4mUOPH+XKCg4r4jBfh4LXF0snFOsxraYBDO47hKQ5TT+w5d2qYDKNPlQtlL3+Ph/pAFMeYAlfCU9vBYYz28hrGKQIR2Xn31X/0cPixUcZ8mShnXnCqs7ItsbWpCPxf7tFxhLnAWkKYqnPQ+7bk4U74vWvAPNo3Hw73WDsdnDh3PREobK1GCFnoIx0KpxtU5lwSM+fpynHHTy/3C3pxJtmGme/IISRuVKrxmXFfMiVDjKp4wfkBoEbSsQfP483RYHA5dQuOcE/RcUf1ZVptRoESkDvr4eTEeogsfswj/pPU43fiMPsnFpPYda4cj+tXKaGAUycgPpLlAdXSa2h2QCqpkhmbBqLGGQCPrysIw3BiQqsKdochumjmVGdd4yANE/Ut/TlM+DL/bHT/jGqnCso/rlOJkzLiWaM/dOI8WBC1aNmc80AWkxqbM+EjFySyANn57VHEmTj2U7CGX1qyV6Pg562H4mQeXB/R9vhbmAJ29VwW6MqowD2oqNa4A8Js+/MJTvXcJjeILpJkrIA2OyMClpHLyNW2B7cWpwrnIWXy2gGE/UWviDbE0No0P7XBaoQQthX54eU9eL8mf17kyrmnQJ77PM5FinTKntnRm71nAfW77o8g2LDI04s+V9kUgVRU2cJRdK1bHtQKQcSE3eccOCK1epmOGABAfiCaL4s+/qgMV9pDeK5BG0IgqFjIG3itiK+nvppY4x9ygnHP4S3/4+/Hhl0TPOOcYTTZmUDJBC3F40Bq43BuqcfV6RpFuLW6qfDMeru273OCxiJRGRmtPZFBC1BMJJTOoBRbW5bER+mX2Qx/XrMa1QBXmDroUO+I/f3Jkp4Hu72ybt8PpWO3d8Nnh+5ZlHegzkmbWhYzr/OsyBHqUntvO5U4Qz1QmvZKVjEXj3YxU4Zz690gCaIUg2XsXewDHb8mkgRhCecY1iiIOr3IsTNCumz8TBKSUbq3GldsYdDmvcU33i5R2amO+AAQ1cSB1dCRVOO+NmgeO5sS29fjuwx0Axckm51TUsVKQFYjBPvmz2tdPG5OqwknQhF9TGDf0e1gfeSsBZbp36q2eibmFfTGtW248D/bR72KOK6cKG1iX14nVca0AdHjIByyhuAguf1ovg+Tned3UwUjUUxaoJ9Qil9b+ANFB4IIDJarw3dFxPfaz+5s+kkfH24bVJTADTUbXpLNDht7DnR3H1Y2GVicOe5cZLvGwd86NWWfKeqXOnjWozxgZ1SIb1PV9EpkmQ8GKCAQQM3F7oSpMyoaEvo/zyCmOpSh14x1Oj+w00DzI/5dnj7U2MZISl5YlDIJaHjYo7LQ377puqEvOMguCEsczrgXDLvy8d7OpCkuqcDJnzNEJThDLRAJ5Jua9McMkgxhzgBT9Mzpm2C+Gz9F5xZ8znvWaOxMECCdTMDQApGeZmJNSOUiqLm1hjGyPV+oIS1RhgDKyvITiWHddxrZxqqowF63LniONXsse0Y0Ich4Lz98+AQA8d2ubvE8MjX7822usGSBX6uXtcDRNlDkQSveUpESi4ZKpDuc1y3wsCVV47kFeM57I0nDO/T7n3N9zznXOuXcmPvcTzrl/6Jz7Vefcn36S//MmgurvZNSJG85aH9d8k0LymX2XC37MBbo3LeNKEWxA23BTVdfh88JxHVviWIg6NVnG9dEMNDo4qD/b3FFCIG6qJWOSzntJR288+xuYz7imQR4gOhNeGGiS3kdOktZ2ZS6QcZyrCkMx0OI1eq9EFb571mbGxdNGcFy3so+roirJIvf7Kaqwi9F4C/sFp9Z3HUTmSlGVV5ygUr1k691RM178v9pmfVxTJWi63egEYXzNg2TOAfcvh4zrsVsyafBjxj8Xhhmu8/1COhal1lpzoVjjqjmnPt0XE6ow3/95FteAWAPPHssgLKdjAvl5FXQMAuNh/jnbtj4EuOWccaYTEB1tjXaqCWrJ3/m08RvffAb/65/+7fjQizlzDYjMBunsyf2fJzqGn+vV/tZzgP7/0PeZ2xDM9s2SNi4voSsFhSwEza8TT5px/bsAvgTg50ofcM41AP48gB8D8HUAv+yc+4W+7//+E/7fNwrbxmcOJlc11XpAZQpyRDsdf8+e6GcG1nTg+Xd5xlUKGvHr2jX5jN4LGdf5B8o31f1B632H5JU2NYqeXVhyXMWhXaIKd31a+9l6h8NBN96sgbfDKWVck0xRYtQMP0P+oAVHiByagSosVIWZ48prj1WqsFh/f/mP/SCeubXBMRGowhuFKiwCXbz+jot60Of577QUaCAjcXfIM65+apw+zaBoY3n2fItnjxhsmBJn4vNySNZefA/I93/6+r2LYV+0UeNKqqUi4yoDXR2ygB6VglgJnBRrXJW9L2thxAzuJOAizoK5QbfD9zd+Lidq60p2j+/xFjJbQzuc3E5QbULP94shg6mNZSPOimPitWfOsvfodijb7eQ4+3gdiGPhbMNBoNBC4GR43QlxpuGam2Sb8P2CPk84WVWFdfR9/yvAlRGLHwDwq33f/6Pxs38FwE8DWB3X94H/4Kc/hU+/fi95r2GHetyIhveSTUqhyzk3cOYHY8jCwzsaaApdgqhXgE6Jy+pClWzQ8DNP6+4fHY13sY9f35edPRFFJGVpUgu0MBai5GTZfhFx16g8PPJrwXgpIVDiWGZZ1rimLSHYz3pZA3ykm54AUUgHqrB8xiJ9UaUK93nPXsJbz6f9b48BWmdZOxzHRM4mM65Irg0/O6oK90bmKziuaQ9hINIUgchuSBk3w3ulOvL/7o9/IQT1joEra1x5xpVlVPl8ahl/712ocTXRDsfronXBaA5zlrYpkhkUC+svybgqvTxT5Wq6hvAekAYigOl1MAciQygXWWp8qrausYc6xf6aE9vGq88Jd8JLNPa+Z0EwoWBOsFBaRmcTBc6TRIdL1yWQZtCBgW24O3QmqOpSnEkqx08pQcta3oQqzMSZLCcHHgfHqHF9HcA/Yd9/HcDnj/D/Lgo/87k3sve44SypAo13oXWKZqC1o/PQdTYWNd9QAIUSx7KU9F64VsgsE8g4m5sSAqQZ167rQyaVC+cAeV2QrHG1EEEj41jL9gNlqlibZZ0NnPYFcEn6vaCxX+WgZ6rLBuasGWusc6pwzJLIvrO8JEFT/Z4LdAsy45pQxZSgyoFl9vjvCT/b9eicjWeM5ogi67LGtcQ2yVSFlfl69V6eyXiamKptzPc+ff+nfTHJkjsXqcImMq5DEEhT+gdSJzwrLej0v8FcKGVcJYVbpQqzzLI8zwkWnKCEKhwyV8Orc2kJhZY95sFJCzbGptAGRXN0oibK8JkkCVJ4Xi2ty77P9zctS6mJM0ll/bkg2+FIKnpk4eX7SbpfpOsvbYfz9O5/DlzpuDrn/haAV5RLX+n7/q89wv+hrfJeeY/+vy8D+DIAvPXWW4/w628uElVhsdkMGdXUqOH7Tah16zqcbObX6Ip0CYUqzLIH+YabGmjyZ4FY42rCceDZxoKjQ9f4JkSHkSa6MBfoIJS1F9HZQ3hNo7e+moxriOxq1L/g0GF81Ruhl0TD5gDVWO+6DrfZcy+zJPw9rV+hifU3/q1llm2KbZK0w1EowbSmXedMGGjEhgltsESmscQ2Seas601kgqbq5Hg7nMOEIar1HW+9w7uWMq7j2UuGaImhkWUik3POxjPWJgrA/DkZXnkQVlKiaSy9CMKm68DGfAF6DT8XQKPPyDImqpccftf8c3bS6I5rWiYxXg/2Yp4ESffFedrhlMDnTO5vk7X/POPa9SYy/sH2VYLCPKCnZVy5XSzX3vYmU4X7vv/iE/4fXwfwJvv+DQDfmPj/vgrgqwDwzjvvFB3cFXrGlTt0Gb3WpQfGbqxxtbCoZTucRlCoihSXK+gSAFcVnn+ckvqR0RRZc3otQ2FJVZjmRWa1HDtU6FX2gaMa133XJWId1kB/5r5nrZiCONNwLSqBQjVqLNVM0j3tD2nAQGaP+Xthn+n7LLs+J4I4U1bjmgqDAZyuydrhKMYmOb2Ns+Hs0Vq7uCLjKscSgipjUNPC2iNWSd+nWSEgNzalo5NeE06vd7h/aajGlZ57OSfCce17hVnExmlgykTGLlUhB1IByKzshV0rBS0sUTVJoRYQgXG2J2bZY0fK8fH7ucGdsZTWnM4JwILNIoPJ3wN0Ya45wVldWTAhyVIOr1mLmb7Hbm+LKqxmXL3CqmEZV14vf5Mc12Mczb8M4KPOuQ8657YA/gCAXzjC/7t4NPLhlU6QdFwFRWeocbWR8ZLtcOTDW26cXY6uET784i1sGodXnzl9iiN4NEh6X+ropBFsPi1U42pNVVijwvKaIUCn/tWScU3rO3XnIDHesh5/toyadjwId4ImxQ0BGejSlJUtOHV0D9JZSZkL8T1AHvb5vshr1qzMF8CZFmlvvrhfDO9JA43Wn4WxAPE+pCiKzCxIJgoXZ8rU9T2vcTXguBJVWNSD8wAQkNaF0s8lZQcG5qzUx1UVpvPpflGiRE+JdM2BxAnq8r2v79OzLK9B5LbHEW+8gE2r/6310gIl0KUw9DaFLO5c4Gssp9znWUrabrg4095IxpX+9rHGVTiuYixteM64xkEeaN0am7PrxJO2w/k9zrmvA/gCgL/unPvF8f3XnHNfA4C+7/cAfhbALwL4FQB/te/7v/dkt70C4HSwXKEwUWkMG1F6CO27vKn9XIjtcHRxplBLI6k8nvP8kf0sAHzoxdv4h//RT+LDQlJ9DsgImoze8toMfi2oCu/tUIXJCaBgAxkh0dEZPiezJBQ0AXTqnyVwCtVeHByZOJNWm8fotW7+MxJ+pAoPh3ZuiGoq0YnzbokqPN6DrHH1nIUhDZeGB/Ti58PvdFSzZqNejZ6pC6W9hXfROZI9CWXAxQJNHYh/a25cA2mwQT5H3kca8V4Zi3cu9HG14bhKhdrhfdn3OSsV4WdDb2POSjWu2h4v2+2VhAYTcSYDY+RjKbV2o72iFGy2VONaEuWZKvkILClW2lIS1LK093d9Wl8N5HsJ/zwP6F0eOhM11vRnLqkK03xoa7NkewAi42pgzq4TT6oq/PMAfl55/xsAfop9/zUAX3uS/2tFDllQn/L8UXx46WsyUm08vBR1SukQw9cx4knOg0YVLrXDkb9vTjQ+SpjnanhxLH0vxREsijMNlJyH43iovoz+1DwTKddebRnXvleoOiKDIh10+vtoVP25QIGe/SFVE3dhzhAUCAJdjht2nZ2x0N/6bCtVhfM2MSpDo8/3C+8HZ1DW5c0FejaIKiyppRToywJ6IYuUC73NidY7XCKvbUzq76Tj6tLgkDSch7rl4fppO390iDKnmpo/IFk1+v7f9XnJyxwo1bjS20mgVTA0klY5SrYWMCLOxFuryDljDh3tnVqgiwIrFpw6HhTi98pVrUutmnpOcecBBmM9Qfm8dCJp4zRWzXg9ybgeuiQrORem2IZXdQeJtm9+Jm8LlPElYP5ZW/HYkBS+nOev08gAgzWugi5RPNCF8zAcJsPnyLm1EPUsIXG0+zRowFUlZSZ8EzIvdjKuZDBSNuikHRyIvAF9Op9EVwUo42p3G0oOyF5kXAUlLjPQPD2b9LsszNnQ425XUhXu+syh47W8pZZTcyDUuLZ5O5wQpRaHPV97WkAhCI4pDtIcoHsgpoXs45oJ0ykZFCt7PMCowrKPq2f0biVDN0kVZmOzkXEdAid5fTUZqOXMMu0lvRGqcCnT1mR7fNlxHYQG4++kdnyAjXY4vMb1IOjd2Vkm6ynZfjH8rmPddRlcnEnTMUhLPlLHlZe2FOndBgZJ902OtgzoFUXryEns+uwMnAt0Dw8VNh1R0QFka7NxkYnS9XlNfJpxfQo3PiMWNpybBX54SNop9ZAEchoZYK/Glau98e/pa55BkdFb3pfRgrE5BU7vkAI5uUpc/LnQx3VnqI/rGBy52B+waVyS1QLK9bpEVwXsZ1z5WGSrJkmJG1SF2c9Ko8bAnA3rb+jfzOsMpdgFfZa/kqgTYCOCS/d1ur1aVZgbol1PRmoe6KKflQrRc2EjxJmkUSNpZHRZBiKs7IuBKiwMRu/0esnhWhrQ08SZCCYcV68/R1pALz3LUkqqhWADN+w3Sk08ZwhltbycRizG0oZ1MP+mqFGFw3Mk6d0yqDKuTW0vmQvaPAGchRH7cccuFHE+tXrd0u+cC17cb1J37PIyuUzxuqM+rvOvvzunA/H11x8Mdfol3RNtj0+owhkTxSVO7pIw/6yteGzwjKs0TjhdTvZlpK9jjev8y4BuLWRc2S05x4Ue5IPNDFFDlLgSeMZnoGnzA4HRTkU0nug/RBW2cEBSluRi34VsK8AzkcP3cm22DWtvcejMGNUaEtGiLs24Sge9lzWuo1FTEg2bA0Rtk31cOe25qFDb5cb4nKBbkM4K7QkAoworVDEpnkNfD7W8NrIntDcT0yLLuLK1R+8NP8fn08baA1j2UWZcXTloJ3UB5Nqjv8m28SbWZda/2efPEUDGZvw5HmyWzvtcuKrGNQ0o0OeG15KqMP95C0FLSRX2Lp6vUlArq6f09qjC24k+rsB0/XXfl0vLCBaylLwUQmbBHbOjis9gPzquBmxfatf47fuXAFLbN2VOpmtTlr1oziklPCysy+vE/LO24rEh1fDynnDR2eOfB6IDZSXjJZswS/peHEvq6OS1XPOPZQp8s9kduswQDbRTQa+lyCCpCluIoJET9HB3wAk7LANNkRku6WEf+7hayfiXwEUgtPpqukavGu1UOk9zwo/UIxltpinoe2TR+IRG1uVGzVwINa7ScQ1j0duEAcNcdsJ4A3jNmo0spaxxlc7DQWQWMrpml7Nx5gTdV5Zxlc5poVREdYLG708M9HAFBsMyoQpPOUEZs0jPeM0FvjdrLVF4gEjSMfu+H//lgRP6XZZUhakdjixTAlIHXSvJskQV3pSowjwAKfaLEGxQrpV+z5ygW6D9TfZPj+U7girsB5o6BW+lSNwcoHaN3xod16IeSJacSlkqWjLM5H/UAAAgAElEQVSDghgWEh3Xifl3jRWPjUh7yCOBSdsHzUAba1w1lcY5EGpclSbMaQuLvI5weF8/IK1hoGjzjGvBQRebFG1ADw3VuFJm6+GuSxxXLvQA5FSxrMbVQAS3BPozc4MyUuKGa6kSKP9ZaouRU/XnQjuuMRkw0LOq4zU1Uj//YIgKldVLirGUavM0JVByoKxRNbX+zY1P66v59TTjaoeJQlOVz5mol5RZ8ImMK61dCzRhINZYaz1BAYQe1lmw2acq5DbWn569oy9p7+M1uSkTDMl74ee9HsCYA3K/8Mo4idUlM+EN2y/475oTJTXZtI5V0NivmDPnIu1UCqvNAb6PS0ZXmugY31Psj50QKJwLlHH91ns7AHnAICYz9K4F8Vr+u2ktWDivrxPzz9qKxwan5OQy7bFwW9LIgOHAOHQdDl1nIuMV2uHs08MemKaR8bqhQ+HhtYQ84+rFteFrWWwfalz3uXjVXKC/9cP9ITEaZasEXVU4KitbWH8laO1wogBOXHuAQhX2FIxJKT5zwo8R3P0hDRholGgnDdHeFu3ZO5dlW4E0GyRLC3gtvdr2wXGq8PxjpP1BE2fiokUyONIkhqgNoR8g3pd0XHkLi15lLgxfy3OOrgNR1Xxu8DppgGVc2XME5MFmx9YeYMPYTDKuSmmBJs6UBLrCnqn/XguOQ8LaUoIJQDoWKXh06FF00OdASU02KQcRazPZ/0PAJf29sg3cnEgcbU1VWJSKyIDy4Lja6ON692yocf22mnEts9OSPt4FhlCgChtYl9eJ+WdtxWMjpX6IBe/SzB7/PCBrXOdf1C4YlGNmIdlw0wNSU7gj6p+F7PEUWmZsSqeNj1P2vovtcOxkXGmOHlweVAU7rmrN902KeJJAjoUa6xJi9jhvraIJd6iO695OHW/jhrWViTMJ9sbw2dRQ6bq8bm9OeO/ULFugkVG2MWGa8LGMv0eJYptthyMMNCncEYMqw2f6Ps9gzgkKlshgFW+HkzMXMJlxLalLzwUyKOWzwvtoDq8ptZRUyEPfZwNTJo1oAnd0ZCbSsz2zpEIea53nH6Rj55W0o5LAuFb7Oa7NvuDszQFOf1XLqpgIlazl7fp8/w+/11C9pGf3K/eLxqVsr+G9fI8fymXmH8vZpsGmib2o03sV9oWYz5jQ0YMmxISzsC6vEwsbzs2CpEukQg+ps8c/DxiscSWq8EGhxLkyhTaNvNmg903BexfqeHeCJps2zs4Nau94rdsRb7oA2kTvX+5xomRck2hgIWgC2GhCXwKnxB1Eg3AejQdyVWs6NO7vDiayrcBwf7tDh64XGZTE2Yuf5a9Dve54zcB4TluPu6d5K/LJ2n8lgyIFcoIxZGCMdL8h4yr3iy4+Y0CpLtlG7R1Qzrg6p2fvgJQSp1KFQ8bViOPqhANQyJLLNUaGqKW+z8UaV8aq6cWeEPbMPs86h5/3tA7mH6PMNibBBJfvFxnrgZVQWNgztg0TSkzudXgdMq7pda1Vjjyz5HkwJ5LzqsttQpm00Z7BfWcj4+qcC3RhQNK7fSrApKw9YKQKK0PZLDTjmp/6K6qBVBWWogKcegXk9Q77scbVwkZED9bukB8ASUPpQ6FmbazNsDCWKVCNITDMm8x6JfWSYiibxgd1UQsHJP2tH1ymVGHZ31TLkifUWwPGSwlTbWIkXa7rUnr37ZNhe/3Og52Zg6PxLtRLbpT6tUMfFTLplrlASRQ7OtINT+BP/OhHg6AFR6I4KaPUzEDTqcKxXYSFLGXs30wBq3TOsv7W0nEdjXEL6plAubaRAipAbqBxcSZNgI9+p0YbnwPeOewPXVZaQF/vmbEps3uc1WBpj5dfc1ZNSaF2qiaeKMLWqMLyrOIOnTaftDYjVfhINz2BTVOYM7aPyznjjmAIRIjB0O+1YGM14lxObF/u0CkZf3L4LvediYw/MAg0/dp7l8pzMi1axwOX2n6x1riuMAepHJkpMTInaHgv/uym8dh3nSGq8PC61zKuPtbrSulzqyIkJVDNQqTJloIN+Ua0bXxUFTYwULqF+5cHNeNK2bm8hYDH/qBHsK1B1lADGlUY4TN8bd4aHdfvPtybWZeNdyFrz//uFF3nojJaZlkz3ubCm8+d4zNvPJO9T1OgqQOn2ePcqKF908peEjOu+Zxxeq3Mkksj1YITBJQzrlLHIFOV53Ve0ukdv7WiKtw2HrtOrweXWfKsvIc5QRamjDuWmrKs1sOU75n9uD5l9o5+rYWMKy8t0PrEA0hE9jIhIE4VNjBpj9IOJwt0CZbKcC39vVGcaf4xcu2JTLTIMXtRyfjHwHmX1APPCWIOacwEKp/LBVh55wZ97W1bD+ds6GtcJ2zM2orHgqxLyJQYJx5eTnGxsBGFesBAx4zXvGN0zE4+vCwb1PfmH1BSAiUHYJNR/4avtYDCpvWhxtXCAUn3cP9StMMZv6TDPKdrIijbDt/b3YZ4DbV8jjyjXtErX5sh4/pwZyJ7BwxzFmmnuYjHgdW4Zn1cC/RHa4h1yX0e6Bq/3h909UzKellprUX7A82ZV54jAJmxmQT0DJVQRIqocFyTzEJqaCX0WmUs5FxZoQqftAMzpkhTDLW8uqK11nd9LpQyrjxLKTN0nHETW4GlvzdkXA04DpJRku4Hw+uBnVeaQJolJeiSOJMM8vP3eGa5NBaaMwtj5NoTkmnnfXom888DqTiTpYwroAtihQ4Mhz4pq0qowoVA67bxJubrujH/rrHisTGlKuxcjBDSQcgPydY7XB4GWogFx0HWuJZoz6X2FlS3YYWSWUI7ZlxDv1pJFWY1rtIJ3zY+0DwtbEaBKiz6uPLo7fCaRm/pb1BDxjU4rodyxpW3JOHzkmZcbYyx9S7QTlNK2fCaRtxTB71TnHeL8MyoPgjKb6ILoGQWeNbLQrCB7pee+1YoQZcocbK9hQUnCIj3JQ1G70T7LEUFFBjGmQk7jZ+14rhuW4/LQ6fWg3snBPjYUOics0QVTmtc9V7dsk81Z9yUxNzoWwt7P08AaCwoQNbEC9uk04Xe5sJV7XA0Onp03suCWvTMWnD26NZoXkr2osp68FycaX7bF4gtcfSMK0sACGXvKYYeMKwFy2f148LGrK14LKR0HbFJOZdF46XDR1F8C89uaIejUIW9GIvmuO4PRIk70g0/JuigI/rHRgjk8J5dcl42rTOlKhwzrvvJdjgyS04Hx17p2WsNZKwlGVeFQgvkvdRunQx/k+882JkZI3/uU0M0jkVmUOhw342lBfyaRXCjRs5J2C+U+QQo6wUzWcpQ47rPn3vZDgHIa1y7Ts9SzgUyevV2OMPXWnCSxrc/5ArJQZypNXCQAThpPC73nVoP3o4lOoAmtiL6aBp4xrx30clkZ5VzLpxXkSpMPzO8EnOBfg8H7T0WHAe6Na1ekge6iuJMPOM6/3CSv6kqqKVkiHngMpQdZBnXdG+ZE5yOPjxH7Bqj4x+ECBV9feiNOa5jSxxtbwsZ165Pzuxkzyzs8dvWm1iT140FDunmIKlZkA+vyN4BguffeFXwYy7Edjh6hIw/oBr1jzYw61ThtnEi46obaBpVcdN4k6rCD3ddknGV7XAkXbP1LtRX0/dWQcba/tBdLc4kDNHbBmtcvYsZV6lQC+g1TjzrTP2FLT9nsR2HQhVmWQeNEkf02xpqXNOWZ/E9IDXGrYwFiH9rWdvIBfhyoUGwWt68j2toh2Mk43qyGRzXMk1x+PrQpeeVVBW2MmdRSCk3qjlzIQvocUqqkkkCbGTvQj/uMWiXtlbJM66yLdCgrGwnS66J7gEpHVg6dLxXd6nG1ZJCbaYcrzimgK7vEgLnBxtlcgDLuGYBnrKieipCpQe61ozrCnOQm02mODY6e6EvHI/8el2kZS7QWDSj2jkUH95UJdRGNHAKpEIY6mUacQiGOcsPwa347Nzg6+2kVdrhTMzZ4aA779YQHFct45pkKfuM3k1U4Qe7g4n5AobxPByzd0m2PwQbeNP2aIg6NzrvXe44WAOnCmvZfiD2feafB6IzuDvYGGfo46qUCPCAnuz96YXzYOUZiwIvUpwppdBK6l/S+1pRJAaAs60Nx3U7Bhh1phMvLRBnNlubgI09HsgdUoJzabYxEwaboD2X1sFcoGcps6NYcDJqMvCfg22qsBbkZ31cgxI0C+j1Yv8PP28o45ooQWeBLiZaNzJuZM38vrPTDgeINa5agCdmXDs1g05zpk3LSeNNMDeuG2s7nIohhYl84YAsiTNp9LO5QPf2/33nAbwDnr91Eq95F+uf5CYlqDwGhjIJrmhH3xOIegXoxfalSOpc4Hv+6SalsABIjOqkvrpJ+7haiLqXQG1EdofcEOWZBaLX8mmhjCv/7NzwzgUBtNbnBs4wxtTYdM5h4/1QE4+cqmkNgSpMGddCoCswUUQU+72LPX79wQ4ffun20e65BOdcSu8WAT1eWgDo9deyJdCciKrCevYO0KnCl2OQVaPE0e+0QhXetmPGVTt3hRN+0uaGaFDWN+AEAfGMkk4mKSQfQtBEOK5d7BdacoIsqAoDMXAiBfZ47aeWcbVIFd6WqMIhMNJlGWK1lldShSnjamAvCXt8pwhqsSCY3EuAYd1SW0Er649UhTVKfVLjKuxFgCWulHnZNN7EfF03Vse1YmSiAoUotWag8YyrhYVNt/5Pv/UAr9w9zaKG/LDX1A1JDdWKgVYC0Tv2wXmQGZQpqnB+oM4J7ozyjKtjGypAqn/x5/IaVwOnfQFU45WIM2kGmkKJO2l9GKuF+QLSZ11bT5Q5BtKxbJqhN6VzdgzqEqbahGnUv4RG5qIYxg9+6Lkj3fE0mgI7ptH2+FCzFsfZK+yNueD9MIasPQpnCHWKmMqEIUp7/okRqnAQZ9Iyrk1K7+N/BhoHBZaMTFkQhJH9tilL2Qmaelx7eWaP/yxgQ1UYYNljuV8IAUxAa0lltx1O4oSLID+gZcn10jKABzDmH2Na4zpRcqUFuth+WlfGNaU2p0rQevnOx165g3/8a+89rdueDavjWjHkpiojhX2f9mXk67odBSSG3zP/RsSd8DeePU+ucerHIdukxveNGWgl0MZzeZhWCdWyJKX+bHMhcdJYxpWEO0rtcIKycgU1rgD1ZeQ1uWnkmRtofM6cc7i1bfCdh3sTkXgA2TyE97mjM77nxX6xO3Tw3pmfr+iEK23CxuctzZLkWYnzbaP2iJ0DmyTIKLI9XXToAEYV5mUkfapeOyca71RjkdoQATnbRIqtaHVggKEa17YJqqXOIatj5bW8sv4V0AUK50TJYaESnk44p/SxR6EKb4yMkXp/TqkKU6BVC6pYUoKmgKSWaQTG80rcLxeh0krLgDj/FpIDMhPO/+5DvfzwtZaJbHwUubQSOCnVuA605sg20dhDUzoGf+yHPog/9kMffEp3PR9szNqKx4LM+MiMKxCzsYA0WvWv5wLfeN549kxc4/0KO/Hw+vH9OqjCQWyFankFXbPUQgawSBVOs4sc5IRHZc08Sl1DjSswGFc84+qFgZZShdOxEF3YgkEDCNaFoJ0CsS4USOds0zjsiJZlfL68COiVMq5ajSuN7Z0PPGcmGs8NLVl/l7ZDiE5SrFnTg2BzwTunlgake/yE2ErX5eJMwXG1MV8UYHywO6j3eigE9Gi50b5oZc+QgToClfBEVWEXXt04n6VMZHCGjTxj3rGSK+GYAtQ+a3hPE0jr+vh75gatv3ztDa/J3hcyrvm1LONK7XAMDDJVQU6FSZP+1oqY27CfDpO5NRLRi6rC6fuNj0mbQUxKL8nSROuWDBu7xorHAs+S5If98MojaFq0Rn49F/gDKx3XpP5pgsqj0WutIaqEUksSYaCxmjU5L9bEmbgxLLMdRP2TPf4ApcbVwPqbQtv4RFWYDg+tJYQcCgk0WTlUUqqw3ntXU0PdNB67USnVwn4xhVQcJl2nbbJnDu9pju0XPvT8ke72aiRq4kIJmgxmmXXg+78lJkrrXbKPEfhYZJZcKvGWMkmnrY2MK43v4e6Q13Y6nllOs7Eh4zpaqkamLKubJlAJj+bokEOn7SX8eyv6BjSWcikSK22RvTQVR3BObAq1qI3YF/l7KY14uJYHG+zUuIb2bYU5S6jCNWVclQBPKeOaUIU7O3v8MWBj1lY8FlI6WE5TBJBkvRKBHGuOa5JxzanC0aFLnVxO5anCcXXkuBJVOK1HSYw3MZZN4rg+5Rt9BPB7yDKuHkk0Xu/jWknGdcw2yowrELNBWnAIiI6rlWWpOXH8fd7HL6UKU7DB/gGZMVFEmzAg3RelIQoAX/iwHceVixNJMTdOFVb3fyXrPCcar2dceTscLTjJnb2SE2RFVZjKJu5fHtQWMvuOByfTawDMMVHaZgjQSQeAAgqhJlLsJ1MU2kgVtmGCej9Shfv8rALS4KQmtlVi3MyBbclx5UE7ISYl2wryawRLfVzpfqkUjtu2yV5SEGeKyvo21h/VuE73ce1EC7vhlQTSDCy9o8HGrK14LHi2qQ6iAvEaPax9XzrsbdFOJ6nC46EC6IqTgF6kbxEx41pQFQ4Ul/wQ3FiucW3zjCvVHdP3hLyPq+1tqPU+tIKh7wlEeyY6jxRIIKqwhfkCRImAksFP6N1sLJuxxlUa2xYhyyS0EolD14fMFv+bfPLVu/jsW8/gU6/dPeIdT0OKwYSv2f7fi9KCRFW4783UWHvn1OfdOzDleDEWRq/di1IR+p2AIapwEx1XjabYFYzq6LjmtZRzovH6nDVTwcmxZjQINxWyf3YyrkQHTu0orR2aDPglGgcGhkM6BPJeeIssetY0QS1t/wfi38LCWRbPq9G+FfRuXhMvx+F97GVuR1V4KuOql1DI+bQwL8fCKs5UMQKNRaHJ8msHpXCbP7AWHIcmcVxlxhXMcOlTpzvLuB7hZp8AscY1b2/BhTu0vlwbJTM0J/g9yIwrUf80VUlSo9wpAlUW0fihxjX2V0yvpXVB6c/eOmnGn7ExxtQZTYMmQBQ0yj7rB8dVqxmyBlkmoSlrllRCf+JTr+AnPvXK8W72EcADDFofP7WWlznovSEmSuNdIjLH3w8KyV1OFY5tf7Ts3fBqhircTlCF+Tj7XFQGiMJ9Vuas9U41ioOOgeK0ERvgKlVhK44DH0tKuU81NIb3+HWRpTQyZ5vGZzRY2SILiPdLt80ZN3mNq147Owc82+O1mvjAXFMCrS2jClvJuJ5uPDZN/px5P/S8Bwa1cS2I2Y011lbW3jGwOq4VIz68Y+G2Irai9bkC7NW4koKdd8Ar906Ta7JmgZ91POtw6HpVEtwSZMZVRtB4zZqcF+4cmjg82D3IGlfnyqqSQVlZyTpbxGakyarNzKk2qlDjdMuyOFNBVVijPW/awXmvQZyJl0kUM66HXu1naxGJs6oEr1QHPalnsxON/5GPv4gPvHAre9/xet0+nzOeddDot4CddjjEPrl/eVCzw1zHQAs2R3GmY9zt1Wi8LwhqpXRgKRzG9xJ5LocaVyPPHp29UsiM1truEDP9sp6yxCyaE9vWF22+pBWYGFPalzf9nZaowmmvYBkAigHzojiTMdvDOYe7pxtVxKyUcQ3z2dvq1X0MrI5rxeARtMtDhy2LOEeqMNV55Q+E/OycoLHIHq7AaNQUxDloHPvx8LAwlilIx1XWrZaEO+RnLYyTBytPBE2PBLU02hFFsUmgysJYptA2HvuuG/uoyVpeIc5REVVY6+Nayh60fuxNWQElKdY/5YZoogvQ1ZHxb5t8vwO48aY4QYz6Z6mP8O///rfU94l2CuRtYkgcDRj2ea3WErBDFaYA44PLg2qIlurvaD/dGcy4agb+oCrMGBpZ1ovVkZccVyPPnnfRVuJ7PN1fSWiK9v+SON9c2DS+mOXWBDs5e0MqlBNa79X350AcCz1H7JpzcS9R9guuGbBR2B9z4e7ZRi3p42USPIvOVYU1ht6SsTquFYNH0C52B1V1ltQz8+ibTj+bC3R/kiYMRDoOkNOrJPXPwFAmIVWFZQSN0+XkYb9R5ndO8HsotsNRDvs2/A3ylkAW0XqH3YGyWuk1oiVRYEXOS8y4HuNOr0aSTVDWUyLOxMa6bXygS1t3XDmNTBqifM/cGRPBKaHx+nOfKqrnFEa61ldAI5MCfNw4JnE0gJza9Get9XHlVGF5r5SJBHLaM31tTbSu8S5ZgwSiA2t7H7GkNHotEOfMClWT1t+h63HS6oHxg8LQIMbN5b6Dd3bmTJ7HgAxmje8FqjBzBAuBriGAYWW+hlct28j3kpI4E8GKOBgA3D1tszR3EugSbJOEbWioHOQYWB3XisGpYkPG1SvX8obuQJptsbDZ0jMnhZkAsRFJukTC86+AKjzeXxAHKPZxzZ0kexnXeA9ZOxyf1rhqSo0aXdoiNmPGR/ZRAyJdLjro6c+GPq5Gxljq5czLDtS+z80QpdYCKtYgFXU1Q5TT5awYzyVsrsi4Hrpcx4D+Bv1IYzc+RFD7LEDJoDDjbX/oVNYDAJwZc1wHVeG8zpDaW8hzOYgzGWuHs2n0jCv1EdbqWAdlVy5a5LKfBWwEzYG4/nJV4VjjGjQOlLX53uUe59vWjP2xaWIQnMDZJlI5mFOFu14/r1qlBnMueLa/ackMykJqiuqyP7kVfOCFW6H2lkDrq+/zoHEITnY3rx3O6rhWDG64XOy7JMpG6zs2aNapOoCNw4P6+739fF7/NFX7yTMo+643Y7yUQNQjtcbVpYqTciPaKmI6c2I640r1J8P3mnBMbAlkYDAToFYwWgCIWnWQYS0Nl1tbY+JMyaFdFjkDRPusxuO9y4OpeskSmsRpS8fM2+FE9dbj3+P7QUmPIDE2C/WStbQJS/a+rC7ZB/qsJkIS+rga2ftPguO6x73zTXKtbRwu9tM1a7u9xYyr4riOgVattID2xVj7mf4s2RxW+mhS+7ZMVZjmhCUGElX50Xl/cHkw044JGIInRIclRFupy0p4HkXksiTSNQfSNojCvmClIrL2Hygr68+N//RnPgMRa8jqktXAZV+es6VidVwrBq9LuNynGde02XRuuGiUgznRNh7/zZc/j4++fCe75h1vE9Nnzh4wXN8duoFuYRh0vxehj1hquFCUVKP3kaNhpc4kdVzTQztQxZRovFRWtnIYlhAUdbs+O+im2v4AkSpsJUuZHtrxa8eeI43evW0c9oeuGicIGNkmBUOUAl2bxpl4lqbARVESYTCfzple4zpG440/Y7THU22azIqQYNHwDOpBWCs1rpEq3OE5me3hlGgRVKG5pTZNVp6ztiDORMJEqo7BFVRhk6rCipAZr3HVKNz0N7h/eQhBSgvYND787QnROWVq/4EqPHzm0OtingDwmz/yAi4Pffb+HEhqXDOq8PBa6mHtk3PNxp4B5DYUwFkYfdZRQ/Yrt7JfHAO2rfwVkwj0vlGc6UShCocIWnZw2KpxBYDPvf2c+j5XFc6i8U3cjC/3nXnan6zvzDOuw9daZouEBKw4evw+ZMbVEYVWyUTmNa42xlMC0WT3yoH+qFRhK2dKohSs1H4Oxub4npL1qiHjGgyXLjdEeaS+hnpdIGZ4pAGWUqJz0RgAIXhkJXBSAgXtVBXyURwN0OvvaKxm2uGMm8DloXuEdjjsGjmue1tU4WLG1UclXvocgfb/ktq6NVVhat9WCgANfVzLnQDuXx5wtrVjTm/byFIgcHsxBBtYUAxgpQXK4vvx73kFP/49NlqFBUeb5sQV9j4laFcK3lqELG3RRFU1jYOlw86TtuJ9gx7Wy8OQ8dHEmQbFSYWqY6zGdQrOiRYCiiG67zpcHjpTKnEa6N5jA2yhKsyMGnl20PxayRBxJy2vcU17gqpU4UoyrkST7Tq9FQdvIVDMuBoZo1eCPkAajY9U4fhzm3YQZ5LUW4vI2sRoga6+x/7QmxLnKIHuuSQy0nWjqqTPr9F8Gp+y0A5HU27deNYSQqnX/fwHn8M//dYDM+uSt+XJsj1j7SeQB2FpXCGzZ2SfL6kKh3IQhW1C+2JJVZgcVisZV+f01lEtq3GledN6Kb93sce5sYxrsR1OqHtXnKBuOLeNLL0i6H4vD3nAOLF9tfIeNjjriQ4+Z3vWkgnIx2l9zq4Tq+NaMWgRU0F3QhXmDZqVCFqrbM5WQbL7wPAAa1EnogqfGN+IYraxoCrMHPRMVbjVMy9zgTvQsoXRFFVM1vlaX38bP9BktQzdkEGJrTzKqsI25qxMFR5ekxYWwnm4PHQZ9dYi+IFeEnMbqFdd0hfVKkI9YLb2hlcyRFOBkvFa1w1lB0acuhKoHY6qUOt9aG10EHQ5APiRj7+EH/n4S8e83UnwALKmpktZolIQltSurczZJ169iztKCU5oeRP2vvTaoZCNHT7rMur7nKAa61LGdWCb5BlXmup3L/Z4RtQzz4ltk9O70zpWkaVM2Bv2mSghYUE6BcqclMZiVZxJA+87Xsq40pltfc6uE6vjWjGcc3Bu6BcHpM5DVrhdoOoAqUqeRXgXD0BZz8AzC7t9bz6CFjKuijARF6HSREi2hczLXKC//UZRG5TtcDSlxlpUhRs/1NhpImeUdTgoBjdgT1U4ObQ1qnAhg7IJ7XA68/NFt0dBO03RuhupwtaDJkB8XqSTndY46QIloeWPEQehhLx9VrxGeySJzVgfSxpAVgJdoca1QEs11sf1T/2Oj6vvD3Rg3Tkl9hDtJXIot0+asDdaQHTCdceGZ1w1Sv67F3u8eu/0eDd8BT779rP49v3L5D0vHB0+JzQkTaXXIqLjmgeMZU/yKX0X6/ZiM95fqHFNmJLDKwUirM/ZdcLOzrHisdA4hwdKxjWRC1fFmbz6tUWQch+Q06t43cbu0GHT2n54adOkLHmiUOhEv1ph9HBxJgsIoihKbZkfs+R6vWSadbZe47oZa+yKGdeCwQ0At06Gv42VwC7dh3dQsz2crumF87A7dOg6+4EGaaBpNPX9qCpsfe0B0XjWaDmG7kYAACAASURBVKeAbojSvnKpZCQsQlKF06BJul8YtzWTen8t20POXCY0SNm9Ls9gWkRDQTslOMkzmED+d/ijP/RBM/WSAFt/glFyVY0rPZPffbgzRRX+d37sY9l7POM61Z1Bsz2sgW5vp9W4CtGiqYyr9RpXOWf8vJJt326Q37o6rrXDc8dVqXEdFOQUylJFNa68v2lxwx2Vlc1H0Fw540oKhUCp964tcSbaKE8UNU/Kkh8UI0y2w7FO1wztcDTakUtFZST17bYxqnAQRZHqyIxepdWlbZpRnKm3XxfKHbpSLVfIuBpfe0C855Iy60Ex0E63Y0uWiz0AO+uvhGCgKRkUcsIf7shxsL3+tHOY0LiYoZS9FyNV2FbGtQTKUlKZhAwQ8f1fBl2eOd/imfPt8W72CkTmTOq08RpXqj3W6Jrffbg3Jc6kgQt2yvKxRMxT0USxBtk6SmPVBAd9IuNqSVVYA91rDJwrnUO64Rm0zkS5TtietRVXwnvgoUIV5jWumhOU1rjaXvCk+AfkFFoeEb08dFmtpTVIp022JYoZ19xQtea40n1oMu5Zjz8lSl2NqrBnNFlF8IL3K5TXbxmjCtPBt1EccCBSxfh7wNiShAw74wckFy2SzkGacc3FtiyiVOOaqmem87JtPLwDvjs6rsbts5hBOeRZrdoyrt67mCXPgg2xTcm+SzP+of5a+RtYBIkmamUSU/u/RfB63TR7N7zuR0V1QGeqXOw7UxlXDS3bL0r11f3IerDuBFGAeB8yrvFa3BfH/V/sF1Kx3DJijXU5aHITqcK2Z23FleBUYU5RCjSCTqcKa1kIq6DobT8aaJoaKlGFrUfQpKJuShV2IdulOQg0v1Y2KPrby1Y4QG64JNF4MkR3dRhom5EmK1uOACRC0qv02uFnPbatNxPBpsdDHtiSkgRIStWQcdWoV9bAhaYGhka81ghnz7rhAsS5ynQKGKtG1nI553C2aXD/YthnrOwZJdDY9srao2AL1bhaHwsQMzl5oCueyV0vNQ6GVzJSrQ9TCvDxvc/72GOTPmsZCVVY0DF50A7QnQcA5h1XrhxMPazDNaGJYkU0q4SoKqy1FRxeNcaN/Kx5caYsaJcHG6jEwjgR5Vpxg4a6THjvdFVhHkFTKI6tIsxiFbS57A55ZoGr/nV9BcX2ExnXvMef7YwrGZcnG71xdmK4KBl+2oytU0/bYLjkwkSZCJVy4N8+ae3MGRPU0t7veoTsMb/lgSqsU6+sQYpzaDVphzHQVXPGNWXV5PvC2bbFu5d1UIVzsZV4jYw3ogrXMGe0J8qtjfZ4qs3j51VUvK4joEd7fKAKi+eMMkFADeuPsdO04CSjCqeZ5fi5c+tUYbYv7g5pWVVUIa9DoTZmwsuMLo2JAghxJuO2R0x06PYigEDXt/6MXSdsz9qKK9F4hwfjot42TfI+EJsTZw8vM1ytGwK0wVKNXdKzy5NRc0g+axXccfVOEbQgSnSn1bi68DkLoPvQM65IHDp+y/xv4MTfwCJaT/WdStaLKGaKUUO4fdKamTN67qUgGxc5K/XSBIasl/X5igf6hHJrl7M3rKLUx5Wzag7KfnG29XgvUIVtj5O27ZBBmRRnsj0WgGVclUBXN9LUAd0Q1ZRSLcK5WC8JCIdO7ou2j+Uke6z1nN0d4lhkeQ+hlozr/tBjd0g7MKSlIvZrXLN2OEqtuFb7D8Q5a7yzf5aJsiqtFdNNpArbDhGtuBKN0zOutIajSlz6cyW6i0XQBrtXMj70taasbBHRaTvkzoNDOBw7xUmiPq5WjIApqrALhsD42STjGtvhWA+aAGN952HIuGZZL5FZ0J6lr/xLn8BLd06OcatXgg436bAlgkaKE05r7+H+UEHGdXiNVOF4v8658JzthNiFVdDzIvcLnlnQMkVnmyY4rtYfs2CIdrkKMt8v5DWroHNIrq/Wu1BfDaSUfRpXUII2PszGu1C+A4hactr/C6rC1uC9i4wSNePahYyrxuAAgDPjjivd9qEf9EBUqnCHrIWYRQQhM4WKHmpcqY93IeNag+3B7UUgvWepKlzBcK4Nq+NaOZxzah9XWvAktqKJymhfW4SMuGsKcg9D1tn2WDj1I2sQzqjCB4X6Uaqbmgtkk50WqMJ9H9v7aC1JLnYH82sPGIzLfdeph6D38YAE9Lq032Go7QP9vSUzgTM0eiWD0rLnzPqc5ZnI/Dkj6rcUqbII+tuXenGH4KQY59mmwbsX+Z5pEUFsRVUVLhtvVkHBPHkcee/GoAlRhfNMUS0ZV1JU75WgHZVQ1FLj+uz5Bv/4m++h7/M9PBWmS5Xja8q4JkG7vaQKp/u/9bUXVYXzYBYvoZAq0UB8rqzroQCsxpX0QJTSgq7TA5dLhv2ZWzGJxuOKdjjU4ymnv8TfYXvB0war1TjRvT+ohCocjTC9XrIfa4b6iXY4VjaoqCo8QRXWhH4Y7dR6D2FgoMlORuMLzp5FlKLNdNtJ711OFR7XXg3Bhhi009W5id69O9RBFW4afc6keqZ0Dk43De5XUuNK0xBVheO1Nqy9isSZQsZVYWj0nCpcrnG1Ps7BOQXLuLJrY0CP9kXrYj8v3jnBP//uhaqoG1r79H2R9QDYd1wBVmOtdGAghfw6dAyG15gF59eiEz6VtKli7xf9uPUaV6gCrEuGfatxxSS4qjDfiLjYisbzT2tcbS+DYLhoGVdHmaA6HNcon3/I7jVRiVOcpGAMGdmgQo2rknElVWGNKsZrXK07QUBcf5eHQh/XK6jClkBzphnUQFqXzD8SgkcVzBk3atRgg3Oh7MD63gdEYyVfe8MrPWdyWzjbRqqwlT2jBNrTd1rGtYn7BWD/GQPiXq1l+0kYDBAZV6rz3ddBr2384JhqNa5BbV2h11rEC7dP8K37O1wq+xvVuJYCl4SzjX0CI9VYyxrX4VoUejO+XcA5B+d0pXFerzs1Z1Uoygu2iaYqTPaH9WfsOmF/5lZMwnsXHt6TxHEdXgeBhNxwqavGlZzTXLiDDB6KxluvceX1WvmGOrzSRiSj1KXegHNhWpxJtEpgt8wl3mug/U1Rmyl7d1CcPYsoUYWloIVz6fqjObvcd+Yju9RX+HLfqQ4dzdn+kNP1LSLWuE4EGxQD7Xzb4F2qcTW+MGWNayoMRoybesSZTkoZ18xxzZlP9Dcw/piFoJ2mKhwDl8P31gMnL44aBHuFWhpqXLXAZUVUYSCuP1njCnDqt31VYWC432/dvwQA3D3bJO8D1CasXGJRA1VYlsIldckh4xrP7JsC+zO3YhJ8g9FqXEvR+JpqXLch26MbLoOyciUZ1xBVz+vrQp1JoS6I/g5WHAeah9NN/jenVglam5iglFdBvSTAa6yVYIO7uh2OJdAay8SZAr1Wp4ptEwP7Kd/kE4LW48PdYXDo1BrXQWylhsBJqcY1ipDoNa6nmyYYPNaHOVXfWWfGldrhKE5QH1uraD3Jq6lxDVnV8XuR9eq6elSFX7gdxfOyIP9Y46ox16qjCrtIFdZ0DogqbH3tAcNYfu3dwXF99nwb32cJgOEsS3+uLZyBFsGD5sP3+Tlc0jhYMoxvJyuuAt84kxpX5gRp0XhOkbNuB7RNGnHP6FeOKyvbHkxS01RQdt11urFpro/reBuU4eJwjtbe8H2JKlyH41Cu7/RjBHuqHY4l0N9b61/n3aO1z7Ky/kogsbCH+0OhAb3HoRschCqowk0h48pqnLRWTWebvD2aVdDt7ZT2FhldzvgzBsSzOKtLHnUMLkMfb94JYNz/D3U46M04lsA2YY9SoApXoir8IlN9l89R66mPq6Iqz8Z8flIBVdgTVTh3XKkdn5altAjngF97jxzXPON6lTiT9SQHkNpKgK4qHPp4V7AvXhfsz9yKSfC1qte46pHClgl+WBdOkFThPFtUT42rRoEL12TEXcxZbIdjY77oPjSqcGiVoCrURsEB6bxbRJJxVYImdHAA9g00un8t2syz5NKf03r+WUVgaFwe0CtOeOMxtreoY/1dVeMa6H1iKNxxtT5nssY1aZ8lxJmsP2MAVxXWgw1kiGrUP8rGGp+yTIAvKeEZhZtqYaK8OJFxbViNa8kJAoBzRevBGoI4075XqMI8ezfTDb4PNN7hX7x3AQB4hmVcM9u3JM5UwSBbsV9orZhKfbyXDNtW/oorUaQKB6nsIRqfqwrrxpBFBEXTvZ5xbb3Hg9AOx/aSnqJo06GoNdUGWI2rkSmjNaa1w6F6mWDU8HFXJAwGpBl/6eiQszfVDscSIlW4UJc8GqKltQfY3zO8d9i2Hvcv9dKCljKuXV9HO5ySqnDY43V6H+8rad1xyGtc47Up480qTgpBxui4jq19lPYWIeNqfc68C84BIGtcx1Z8lTBREqqw0vP+MLZDK7EeAPt9XAGqcUWZKlxw9iyCMsSNd7h7GrPdvE3YlDiTdT0UIN7rpZJx5eME7Ct3Xyfsz9yKSdCB4JykEQyvpWg8LfoajADZDkfLPISMq/HNSMskEAJdTpF4B1gfVyNzdtJ6vP38OT7y0u3smncUNCn3ZQTsjGUKSQsjcTgQ9UoTKLGISBXO75MrQctx1pRxBYDT1uO9guPqKeN66JOaIasoBRm54aLR+7ghbTyeF+6P2CbcCNuIUhHrzxhQVoDPMq7c2Rv/BpqyskVQoEsznDetx+WhU1trWcTZtsHtkeqbUYXHGte94gTRZ73TmUfW0LjYR1gG+bmgovW1B0R76dnzTbL26MvIHqo545ombZLgkGBoWH/GrhP2SfkrJsEV0vjDS+/3hY2IHogaFnsbqMJ6jVPjWY2rcQstcVwLG+pOkXgHBsNg09ihdreNx//47/429RodgpFCG69N/Q0sggxnTcyncUhquawf+CVxJiBG43vFCeKZ8Rrm7HTT4EGhh2nrPQ79kN2TdDmLaAp7ddKvUKGKVUUVnsg21inOVMi4MmE6QGRcr2DcWAMJ/WgZ15PWB1VvwL6OBjDUub57sVf2C1fO3o2fPd+2Zs7lKaRUYeG4eqJ32xfTAuKzxWnCADuvD50qNFhS1rcIusULpSY+lpbVIcB3nbA/cysmUaI9cElwrTaj1NTeIrZXRNy542p9M+J/76xWN9Dlyk7QpvEV0Xh0qlh1Gdek12Ieced9XGswNgGdKuwcE7QQw6iJKgwMjmvMuKbXhlquTjVELSJShXNqHxB7acqx1Om4KjWugl5bw/4X2+Gk73sxFv5ckcjdP3/3Yvzs077LJ4P3UcwHSOflpG1wse/QdXlrLaugOldVhfyKPq410IQBYpuM4kxCyJKysVqpiEXQPHFhJiDagMXeu1WJM5Xr+0OHioImypJhf+ZWTKLUS5Oeya7v0SuKY5F+Zn8JxBrXElXYBRqx9bqFkgPHr+0LqsLA6LhWsEHJ2s9SbW8dTcDzKCf/fqDL1ZENCtFm5T6pxklzghKqsPExAkNLnPtTGdeux+6QZx0sotgOhwUnhz5+wnHd1qQqLPe+fI+oMeMqgw00l1qg9blbW/zu730N376/A1BDsAGCKhyvnbQeF7tDNfWSAPDCnSFzp7FN9oUaV5qjGlrhAAjt2y4LNa6UQa/hGaP9TmZc6dnbHTpVIT9mXO2PUQbtkiB6lnG1P57rgv1Te8UkSs2UuVT2QVEJjY7r07/HJ0WgilE7HCXqGfu42n54k4xrlkEZXnf7cs3CpvFVOA6OjBqtj2t1VGF274Wm7RQRtV7nFOp7SuJMY018Juam9Ju0jJO2wXsXpRpXF5goNRho5XY4wytRheW8cNE063tGqO8/5NRSCrLUpCq8bcY+rkpNPMCof2I/+Y+/9Gl86IVbAOyPM4j5KMHJk43HxUgVtr72CDHjmr7fNtQOJ89EhoxrBYrCAELv3d0hr3ENjBtFzNMi6PbzjGt8xoY9Xv5c+Qy0hiDOpLTIClThrh46/nXhiWpcnXO/D8CfBfAJAD/Q9/3/Xvjc/wvguwAOAPZ937/zJP/vigharCdi4+RS2Rr1Ixao2394A1V4r6stJsrKxjcjfoiXqMLUx1U7PLaNM6MqPAVp1PBxTykrW4R2WBDICaKDpRbHVQvwUAsLrS5I6xFtGacbj19/MGSuclXhQSV0d+iqaEJfboczBidHqrq8fp6oCj/lm3xCSEV1tR3OXg9cWsTJRqcKZzWu4vy9fdLiL/2R78f//KvfVNXaLcG7tExCowofDhVlXMlxVfaL/WhHyf2C5vdWBT1cASbOpLBNGh+FBivYFsP+96zIuNIZfHnQAyelZI9FhIxr2C9YxnX8Wut9vXQ86dP2dwF8CcDPPcJnf1vf9998wv9vhQAtVvkQ0sNJympyM3bOofGuCschE2cqRNCAOuoW6CAsUoWVOi/Cpq2DKhza4ShGTW1CP3xN5TVOw/N1URlVXQtYeTe2sFCcIK1th2Wcbhp849sPAehZr8NIY69h/dE9lsTcqC5ZTgvPAlmfMynOpAX4HirGm1XQeZwbzcPrwwmG0AdeuIUPjFlXy6B2JMSqkVRhAHi4P1RxXgGDOBOgM7r2B1IV1rVEqqEKexdqPzPH1cV9sQYniO6xJM60G2usi31cK/DOpQq5FvTfV6JCfp14Ise17/tfAeqgFSwVJXGmIAk+0jW1Rd16V4URkLdDyDdcgnXHARgPRuUQzFUl85/dNr6KDWpolcDa4Xh+LX5dg1EzJSZFNUOUDSKBFatoJw7tQVW4D4IqHKk401O9xWvBSduEGtd8zsZ2OF1fBeOE5qpc40pZkvR6TVTh0A6HaKeKFkCpj7dFlNvhpPW6NdAVS6CgHSlaczuQHNf7lwfzva0JLxTEmajGtZtoK1gNVdi5KAwmxJmIKqy11rII2rolVXgrMq51izOle5+mt7G7garCx+I39AD+pnOuB/Bzfd9/9Uj/7+JRclx5NL7r9MO+9a6KDSrv45pe52OoYTNqvcMl8mh7oH5MqAr/8R/5MJ67tc3etwbvkNY/sbE454pZZ4vgxmWWJR/pVdQg3HqN9VQrAJ5BWYI4U1AVVgxRraG7VZCzo609gOkYTIgzWXf2yOnRsgdkrGl1XlYRHNdCxjU4DxWMpQSiCmv7BZUuPbisP+MaalwPeaCrxoxrqXUgUYW11loWQft6Js40juty3w2t3SoWZ5rKuMq+z7U8Z9eBKx1X59zfAvCKcukrfd//tUf8f35z3/ffcM69BOCXnHP/oO/7/6nw/30ZwJcB4K233nrEX39zUaIKJz3+en0jaqrJuE5H3LlhWsVmNN5vXrM2vE6pxH3ps2883Zu7JgSF2oIT3oyOax2q1vywUDKufY+LfYeT1ptnn4Q+rspz7z2LuBdUyEs/aw2nmyY4p3kLI+D+ZT0ZL3JuSpmDoS45H2dCFTY+zCx7wO53UyFV+KTguNJzdRECXcYnZgKedAwUMTeecbVOUyd84PlbePHOCT7wfErTprNquh1OHTWu3scODFkf11CzXIdoXaxxFeJMRFOfaJ8I1PHstaIdTlLjOo6fhElrYBteF6582vq+/+KT/id9339jfP1nzrmfB/ADAFTHdczGfhUA3nnnnf5J/++l46o+rtSSRNuI2kpaq+QZ13IEzbrjAERlWq3GBIjGWw1zU4JzLrTpALQWAw4XqMMInarJJXrtxb6r4uCIVGE943ooRNw3bGzWs3dAKpIlh9p6j4vdbvza/liikF7ugANDcLJXgpM8C2R9X5zq40p6DFWJMxWpwuSE5+0takMzMjSmFK0fXB6qmC8AuHe+wS9/JTd327HG9dD32BbKe6rJuDrgfqHnPWfcWN8vgLgPPHtLz7g+uMJxraFM5FFUhb99/xIAcOd0g5uCpz5zzrlbzrk79DWAH8cg6rTiGkDrOHdch1dSnNQOj1pqXGXvu5IxUINKHDCRcfWp8VbB2VGEdyT0o9NY6HvZXsYikoyrIvTThYyrfeOF7l/t4+piBiWjCvPamgr2jKS+U5kzrS+eVVCQQcv2A8NzptE1T6sSZxpeqY+r1nc8tMMxPhYgnsdawA5AMetVE7xD6Icsn6OQcd3tq5ivKTTeY9+ROJOeQa/FcW29x8O9LgxGLKm+r+MZo6mQqsLScS1ShVv7Y4yqwkofV0+O6xCEvXNaR9b/OvBEu6Zz7vc4574O4AsA/rpz7hfH919zzn1t/NjLAP4X59z/CeBvA/jrfd//jSf5f1dEBKpwocaVqB+arVlLjatzDpvGxXY4BYdvU0HGCyjXWARV4a5+efNIFR6/l4ZooTelRUzVuIaG7iNV2DqmetiFPn6KqmQqzmR/zk43ZUe79S6K41QwlpKqMBdn0lqeDdT14Wvrc5YH7cpzZn0sQBRpK1OFSWzF/lhKoDn77sM9bot2MLQXPrg8VFEvOYVNM7TPOnRdUdn7rBLH1fsYNMmSHSN76FBJjWtUFU4zjX5MyFwUNFGC/VVBxlX2fdYSANT27SZlXJ9UVfjnAfy88v43APzU+PU/AvC9T/L/rCiDFvKJpH14ogr3al9GYMh21XJwDvS+AvVj/LaW6HXINmab0PC6hGJ7Xi8DpDVrdB2oY4xa7zT+fdcPhmgNjut2dGa0DMEgzoEx0KUbaEAdAZXTtpxtHJQ166lxpSh71oojCU7m8+Kcw9mmqULZNbYC0w20tvHB2athzyirCk8bojWB5uy7D3dZH1Ny3GuiCpdA7XC0OnKa3/NKVIW5OFNeqoTAuKlhzrxzuHPSqnbftvV4cKlnXAPrqIK9H5CB1ry8LDqua8Z1RSWgDaZc41reiFpfR40rMEQ9LwpiK9VRhQs1FrKPayVTo8I7h36sr6bvOUpZJIvYXJFxBQYaew01rrdPWvxX/9oP4Pd89vXsGu+9KwMNzrnwfNWwZ0y1ghmi8fU4QW1BVZgrx++7TqU9k0CT9XHGoJ1OB+b7v/WxAFN9XON+UYsmQwk0lu8+3OeO64aowvWoCpdACvhaxvXe2QanG483nzuf6e7eH7wrO66eSkVq6ePqgWdu6VnGTRMp0RrjBqijTARAUt8v79n7WON6d824rqgFdMBnVGEmzlTaiIYaV/vGNjCMr1TjWqJLW0VRbGVBVGHvBpEHclxLmYcaVIXbCZosnf0PdnVkXAHgt37sRfX9IdhQZmi0jcPloY76pxNOFVbW3kUl7YuACYYGUxV+uOsSZ51wtm2A9+zPGTlw1ApM3m7rPUbyRhWOEK2/Ut/Pi31XzdlbAp1P33m4y+iaXFX4uXP77dum0Hg/tMNRalzvnW/wt7/yRdw5qcOUbrwLjC6tHR+xN6zvF8Bwj7K+lcAzriV9jVoSHa13eO9SL23xzoW2bzcp43pzRrpQlB5C2ndKfdboZ2ughACjqEAhS9IGld46xlKqMwwKcvv6Hdco9FBQFW7qybjyeyzVV9+/rCPjOoXGR3p3ScwNqEPVNaEKK4bLngIqFTgPm0AVllTg4ZVESHhdL4EyrtYze1dThdkzaHwsQDyPm4Jy/MVOz5DXBJqi7z7c4/VnzpJrRBW+3HfmaepXYdM47LtuUE9W9r6aMl382cn6uLK+vBVsi3jl3mmW6SdsGx80UUplL7U8f82E/RESV41XA5dLxeq4Vg56JkviTH2hLyMwFLXfO6tj0920Dr/+oCDOVFnNAm025Yxr/TWubeNwue8mgyb81TJ4gKF0cDy4POCF2ydHva/rhncjQ0OpcQXiHlNDsIFnXEt0TUBXV7aGEkOD3n/vYg8g7dtKINEY689ZExxXfe+bqjO3iBOiaCuK1sBQE19LxqcEmqPvqDWudamQT6EZdQx2hzr6m06BPztSzNL7YYx9Yf+3hj/3hz5bvLZtPR5ekXGtxV5MxSF1nYOblG0FVse1epSowp7RyLS+jADwX/yB76vCCAUGBbhSzUJtG1Ep4kfDoqxDBWdHEefbFl0PPLjsiorWQB1Zcq3pN4Hm8kElNa5ToNY+Raqw1+v2LGKqFcxUBNsiNoXaYhrX/cvBcdUi7qcFB8oa6PZ2pZr4iTpzi3jt3in+1I9/DF/8xEvJ+7wdTi0ZnxKiONMet07StZcEjoyvvavQsmBDDWtvCnwf0GpcDwVVeYuYsve2jWftcNJrMdFhf4xA+vzIsTSr47qiRgSqcKGP66HQlxEAXr57+tTv77qwaWKNU+Y8VFrjmqn6je8vQVWYVGu/+3CnHoJE0ayDqlk2mj3LuNZS41pCEOfo9aAJ9b2z7gQBUpwpvTZlvFnE+bbBtvVZPRcFEN69GAw0NeMaqMJP+SafELTXUdBObn1TdH2LcM7hZ3/7R7P3eca1hr7PUwg2RtcXVYWBOuZrCnRGXey7BYyF7315QK+jGtfKx7lpowiVtD8oyFJL+xguZClLPmhstYzlurA6rpUjqApnNa5u6MvYkSFa/0ZEKNUZ1kK9oo2oNI4liDPd2g5by7sXe/UQrElVuPHDs9T3ZdrpgyXUuFILo65Xx7IJwYZj39n7xymnKhbomkAdBtqd0w1+6U/+MF4TdYTAcP/3Lyjjmk/MeSVUYamoLu93M0HXrwm8xlX2Pq0NfB5ub9OxTPVRrg3k4C3BceV7n7SXhsDlYDNWbHoAGMZGbWLknL167wz//R//Aj7zxjNz3Nr7xlRZFU3h3bO695L3iwpMkBVToINQy/Y0jomQVL4TcW5/qSVJNdSPgtOWt8OpYzwazseo5rsXe3Xt+YnN2CI2hZYkNI6aVIVLcG66xpWchxrW5cmmnPHhc1gLXfPt52+p2WHvgPcmqMK1tcO5PEy3PAPqPstCO5z9oYoewlPgwXCZceVOUe1Bcy6aWLsSNN/u5H5y66TFrz/YDQy9yuds6EJRbp/1ubefq4JtA0wLWYaM68nNyrjWMXMriihRhYHh8I8qjUe9rWsHPwgzoyaoCtcxyFK2kQ6L3QL6uEaq8H5SobaGjCsQD49SneG+kKWsCUQVOyiZZaD8N7CI00cVZ6pkzyjBO4f7l6QqrNS4buugChPV7Z99TSUHsQAAGQ9JREFU5yGA3DnlQckaaqxL4OUgtex9JSQZV+G4OudCIK+S2FARUxoHtWFKnOmNZ8/wjW8/wK7TVeVrwqaJ4ky1z9lUxjVShdeM64qKMNXD1LuoUFt71HOqHUJtNa40ZzLiTsFcogrX4CCUcD5Sx4Ya1/x62IwrsWpK9G4+hfXXrMUG9Nq0hIxrBesyaYdTuTjTFBrv8O6UqnAl4kwv3z3FK3dP8Y1fHxzXTJypwHioDUsKmjQTGVcgssDqf8YY26uS86oE/vxIRfW3njvHvutxue+qd/ZO2ijOVP36K9iLABdnWjOuKyoCPZPbJjdaGucC9ar2h3eTZFzTa9U1lC5QP7zIuNYcbOAZ19prXAGm7FoQRwDqCZyU4L3DYZIqPDrvFazL0wmqcNoOp+45a5zD/YtyxrUWqjAAfN9bseZMTgvtmTUETabAn6vanSC+DZyf5GuP6Pq1O0FJ0Lzy9TcVOHnz2fPwdeXDxKbxIWlT+/qbrnFdM64rKsQkVdgxqnDlD28izlFwHmqJYJcyrpFGVn+w4ZyJM+mqwrQZ1zFnRaow+772Glfvhr7PhwJVrKasF6cKy+W3pIyrc7EdzlQf1xqCYJ9969nwdU4V1gNHtWFRGdcJqjCwnIxromhd+frjZ7GkCr/5XBR/q33OtgvqIzxd4zq8ro7riqrgJxzXbevxYFd/T1AgrXGSAgl0/nPlYcsoZRujOJPeEqImUMb1/uVhERnX1utGGP++9owrqQr3vb72yNCpIes1mXFN2uHYH8sUGu/wXqhxzdffp1+/h0+/fi88j5bBM66l56yW/aKEhKpZ+drjTtCtbdlxXUrGS35dI6ba4bz2zFnY92sIdE1hm6iQz3gj14CmYHvw9+6e3Syq8M1y0xeIUN+pPJ33zjb49v3L4XOVb7iPRhW2b5wBzAhrpOM6vO4WQHHhhsx0H9c6xljKuPKx1V7j6kbH9VDo+0w1UTXM2XaCobE0Q/Qw7heninP6wx97ET/8sRePfVuPhU+9fg+tH5TwpeG8WQpVmCtaV8I2KYGPRc+4NtnnagSfp9r3iyTjKtbfpvF49d4Z/um3H1SfWebZ5JrtKGA6yE9ju7tmXFfUhKmM692zDf7Fe4PjWv3DO1FnQt/XknEtZQ/o/ZhxrWM8Gs6YEa3ZZ/VlXK92XKvPuPqhV23X1d8Ox3sX5mPpqsKE08oDJ6ebBt/z2t0CQ6OuQFcJi8r2J+JMWo3rQlSFF1jj2nqnBhTeeHagC1c+TJFxrXswj6YqfLMyrnWf2ism+7jeO9vgW+S4Vv7wJu1wSqrClRih8fDIG4ADUZyp5g132/pJMZ+pzdgiQo3dpKpwHeuvBO8cDn1fFGeqqR0OAJyGdhzLzbjSPDXeVe8IAcA7H3hOpTXXtvZK4Ft+9RlXNhVLVhVO+j5XPpYQ5C/YSm8+Nwg0VW8vtmXGTW0IqsLKfnFTxZlu1mgXCNpfSo7rvyCqcOUP71TU01+xGVtDoMlKqvA4jm++ewEAePa87ija+XZoaK4dgiW6tFW0BSc8pQrXsf5K8H5oh1OiCm8rE8g53TT4jqJqzb+vZf2VQGM5bX31dWkA8G998aP40mdfz94nWmMta6+EdkGtVXwIwDp176M689rX5RIDXaUgFykL18CqmUKS6Kh8zqaCdj44rnXbiu8XdVtaKyapwvfONni4q1/oB5hWFa6tjyudGbLGhMbxjW8/hHfA87dPjn1r1wrKnGjGZqTe1jFnjyLOVL3j6hy6rkfX6WJusSXJkW/sMUGGszRc0gxKJYMpgG7/rALxpUfB3dMNvue1e9n7zUIyrilVuO61R2M53zaqc3pSYDzUhiXVuNKSK9lKpCxc+dJclKrwVJCf3lprXFdUhal2OM+wjF3tUSeKoDlXrlmrxRAoCRPR+fjNdy/wwu2T6jdcclyn2uHUQr3alMSZFqUqDHRjH1c12FCgS1tFyXBeUi/NWCqyDMe1hJqEwaaQUoWXMRZNmAmIa7L2OWuTjgZ1j6Vx07ZSoApXHmzYTJSW1YaSvgZ/b824rqgKV6kKy8/VihJVE2BZ50qM0NC+J1MVjt+/fPf0mLf0VEC9XNWeoBO9ySyimHFdkKqwJ1XhbpoqXMucxYxr+v6SDFF6tpaScS2htqBJCYkwWOWBLjqvtPpWgLXDqXzO+B5R+1iuKqt6e3Rcaw/CLjHjKhl6wEDDP2l99fP1fnGz8ssLxMdfuYNPvnpXjbjw3k6VM+KioqmqOLmMjGuTOK5104QBRhVWpqXaGtcJqnDth4f3Dn3fo+v1ujR6zmqJYJ9uHiHjWvnGSGPRerguCYGmXsfSKyJxXCsfzJWO60JUhZOa+MrnLGZc9XG8dPcUf/Ff+Rx+8EPPHfO2rh08iVF70mZKyLJx7sZlW4HVca0eU336eMa1FmOzhM2EMAyNrRbHoeRoc6f8pUVkXKdqXMl5r2POSqrCSxJnapiqsBZs2FSmEkoZ10lxpkrGUgI9W7W3wrkKlG2oPdDQJDT1yscyPjtXUYVrtz3SGtfK56y5Osj/E5965Vi389TAbcHKpyysObXG1bsbV98KrI7ropFQhSs30DYT1NL6alwL9ZLs25fvLMBxPSlThWurcb2q9y5QT+CkBO+BQ9fjct+pwYZNZRnXYDgX5swr9fK14aZQhcOcVT5fS1K0jhlXfe0thiqcdDSY8UauAbUJWT4ulkQVnqpxvXvW4tDVbyu+X6yO64KRiDNVYmyWMEUVrtVxlXQdvjEtgSp8a0KcaWoztohNozttaR/Xup0H7xy++e7QPuuzbz+bXS9lna2iRBWe6otXG2j91b72rkIUR5v5Rp4Qzjk4B/S9XrNWE2gbKNe4lhk3NYEHK6vPuFZmKz0uprpQ1IapIP9/+NOfwqHrj31Ls2N1XBeMJVGFp8Q5IlW4jjHGjKugCi9UnGlKUKuWjGtboCryOas9ik1jeeZ8g9/xPTldrDaBnJKqaRAGqzzjBcQ5W3rGNa69up8xYNjzdoe++vV3JVV4s4yM65JKC67q47oULKqP60SQ/4XKWyY+Luo/BVYUkTquM97INWBbyHgBrDdZU4fxVoqg8bG9tICMa2iHo+wytWVcSz1Ml9THlcbype97I9SHcpSyzlZBGVd5v/R9LWtvCkGcqfK1dxXCflH/lDHnoe45I4eAApQSgSpc+ZzxYGUte18JNyXjmlCFFzJnS2AIXRfWv8SCcbZpiv0na0PMeGmO63CtlihioCpOUoWXkHEt9/GrbTMuicMsMeP6B3/gTfX628/fwjPnG9ypRAyiJM5Umwr5FGhsS8+4bhr9+asRtdX3l0D7xe1CjWvp+asNS2yfpbVPXBL4+Gpff1OqwjcVdVggKx4LzjncO9vim+9eVE+XmFI0pXOllr54JaeNhtZ6h+fOt8e+rWtH6OO6gBrXm5Bx/enf+BpeuXeCj758R73+xU+8hL/zZ35MbZVjEWebBs7lGR9f2dqbQlAVVjLkS0IUZ5r5Rq4BzUIyrjSOK/u4VrJflJDUuFYSHC9hKWvvKqSqwpXP2UICXdeJ1XFdOO6dtYPjWvnhsS04DkB8sGuJIpY2IhLueOnOSfWbLcCowiq9uyzxbhGljE+iKlzJ+ivhe998Bt/75jPF67U4rITf984beOv58+y+Q8Z1Ac8YLcelO65LYQ4BvCVJ3WOhx+pKcabK54zff/200+G1liD/42JJ4ky1BfmPgdVxXTiozrX+h3eijys5rpVsxsFx1fpyOYcXF0ATBmI7HG3DrW0zjjV2er3ktvXVOXZLx9vP38Lbz9/K3g8Z18odB4DVuG7q2PseF7X1fZ5CLBWpeyxkW7x0R9djOKms73MJPFhZe9brxogz3ZA+rjcVq+O6cNDhUvvDu5noCVcb/eXZ8y3Ot43qaHvv8HLBEKgNU+1waqO/BFXTQl3ySSVrbwXPuNY/Z6HGdeEZVzLalmC71aaoXsKbz53ja3/it+ATr+qlBaQqXHs8L+3jWvdgamOnPS6WJM5UW5D/GFgd14UjOK6VP7ybicP+refOcfukxXO36qgL/ZnPvYHf8tEX1N6LG+8WIcwERMEY7YxsK6P+BapioSfoycIzXksCzVkta28K/obUuNbWQ3gKSxIH++Rrd4vXltLHNaEKV77+boyq8ILEmWKga9lz9n6wOq4LxzOjyE/tD+9mQujhN33kBfzff/bHq6FqbluPN587V6/9Jz/zGXzPa/eOfEdPB7cmxJmIRqY57xZBh4Y8O+j7pUewl4RI1a9/zm5KxnVJypo+UIXrH8sUlkMVXo7jupRWTFdhSeJMa8Y1x+q4Lhx3Q8Z15ht5Qlz18NbitF6F3/mZ1+a+hWtD7OOaz81PffpV3D3d4MVKaNE/+omX8N7lPnNQA1V44Y7DklAbTX0KNISl17guSpzphmRQTgp9lGsDX3O1z1nI9rd1z8lVWJI405LOq+vC6rguHIuhCi+IKnZTEMSZlLV353SDn/z0q8e+pcfGp16/h0+9nmfCaWxrxrUeTImj1YabQhUOjIfKzzGA1Rku3HlYiqqwcw6td9h3ffVaIRREXkJ9/xSSGtfK19+acc2x7NW7IqoKV77otwvpCXeTcL6QBvRT8CHjum6ltWBJEWway+Id12Z5c1Z79u4qxD6uM9/INWApc1abkOXjggeSa7cZl3ReXReWvXpX4IMvnMM7VCNcVEK7PrzV4fykrCq8FKwZ1/oQagwrN0KBGDhZeo1rrDGvfy9pbkiNKwVTljBnS8l6NTeGKrycuuS49uo/r64LK1V44fjc28/h7/yZH8e9883ct/JEoAjhEg7Bm4Jt49F4t4iIewlrxrU+hOzdAhyH5qZQhQuq3jUi0DUXHuyilm93Tuu2PYDliIOFnvcLX3vOOWwbj8tDV739saTSluvC6rjeANTutAKsxnUBhstNgXMO59um+sN+CjS0pRsCS0LIeC1gXdIQlp5xpZq8JRhvtFUsYf1N4XTT4H/42R/C28/rCvo1geyP2ufsplCFgSHruu/qF+6kTGvta+86sTquK6rAklQlbxJ+7BMv43NvPzv3bTw1BFXhStr6rFhWOxzKoCxdVZgc1iWUHZAhehOch4+/cmfuW7gWLCfjOrzehLW3bT0u9t3ct/HEWApN/TqxOq4rqkDo47o+vFXhP//9v3HuW3iqIEOaqxiusI0liV0EqvB22YGTJQUuKWm8hOzxTcFSnIeYca17HI+CbesXYS8u6by6LqzW1ooqsFnpEisMImZc1620Fiwp4xpUhRee8acsZe2OA7AchdqbhGYhgZPYimn5a2/T+EWUloX6/gWcV9eF9S+xogpsFkQVW7EcNGvGtTosKYLtnEPj3eIzKCHjtYD9369K5NVhKYHzmyIMBgxncu2BBoCr4Nc/luvC8lfvikUg1pjMfCMrVjAEVeGFZ7yWhCU5ro0HTltfvQDJVQjifAuYsyWpWt8U0LqrnXpKzIyzhZcWAENgqPLpArAcmvp1Yq1xXVEFSN58fXhXWMO29TjbrhGVWrCkPprf9+az+NZ7u7lv46mjXQhVE2AZlAWsv5uCpQS7PvHqHfyFf/mz+C0feWHuW3nqWErGdSlr7zqxOq4rqsGmcStVeIU5/IU/9Fl88rW7c9/GikdEG2h/9Qcbfu/n3sDv/dwbc9/GU8dmgTWumwWsv5uCpQROnHP4qU+/OvdtHAVLSXQsZe1dJ1bHdUU1aBu/Rp1WmMMXP/ny3Lew4n2A/IXVEKgHSxHHAZaV8b8poCDXEmqsbwo2jV9EoqNZUKD1urD+JVZUg02zDHnzFStWzIc29NFc95JaQHO1hMBlc4MEcpaCtc6wPiyFKryuvRxrxnVFNXjxzgleuH0y922sWLGiYsSM6+o41IKTtsGf/V2fxI98/KW5b+WJsdas1YfGD+rdSxdBWxKWknFdVYVzrI7rimrwX//rn8fpZvlqeCtWrHh6WDOudeKP/OYPzn0L1wK/ZlCqQ9u4lSZcGU6WknENfVzrH8t1YXVcV1SDZ29t576FFStWVA7vgM+8cQ8fe/nO3Ley4gaiGRXy1+xdPWj9Mpygm4Tf/htewlvPn899G0+Mj718B1/8xEv41Gv35r4VM1gd1xUrVqxYcWPgnMMv/OwPzX0bK24oWu9WYabK0I5U4RX1YClq6/fONvgv//D3z30bprAW+axYsWLFihUrVhwB3ru1Xq0yNKvjumKFGTyR4+qc+8+cc//AOfd/Oed+3jn3TOFzP+Gc+4fOuV91zv3pJ/k/V6xYsWLFihUrakTj3KooXBnaZg02rFhhBU+6e/4SgE/1ff8ZAP8PgH9ffsA51wD48wB+EsAnAfxB59wnn/D/XbFixYoVK1asqAo/8vEX8aXPvj73bax4H2j92opvxQoreKIa177v/yb79n8D8DPKx34AwK/2ff+PAMA591cA/DSAv/8k//eKFStWrFixYkVN+MlPv4qf/PSrc9/GiveBdqV3r1hhBtcpzvRHAfy3yvuvA/gn7PuvA/h86Zc4574M4MsA8NZbb13j7a1YsWLFihUrVqxY8ej4bb/hJbx093Tu21ixYgUewXF1zv0tAK8ol77S9/1fGz/zFQB7AH9Z+xXKe33p/+v7/qsAvgoA77zzTvFzK1asWLFixYoVK1Y8Tfyu730Nv+t7X5v7NlasWIFHcFz7vv/i1HXn3B8G8DsB/Gjf95qj+XUAb7Lv3wDwjfdzkytWrFixYsWKFStWrFix4ubiSVWFfwLAvwfgd/d9f7/wsV8G8FHn3Aedc1sAfwDALzzJ/7tixYoVK1asWLFixYoVK24OnlRV+M8BuAPgl5xz/4dz7i8CgHPuNefc1wCg7/s9gJ8F8IsAfgXAX+37/u894f+7YsWKFStWrFixYsWKFStuCJ5UVfgjhfe/AeCn2PdfA/C1J/m/VqxYsWLFihUrVqxYsWLFzcTaBXvFihUrVqxYsWLFihUrVpjG6riuWLFixYoVK1asWLFixQrTWB3XFStWrFixYsWKFStWrFhhGqvjumLFihUrVqxYsWLFihUrTGN1XFesWLFixYoVK1asWLHi/2/n7kL3HuM4jr8/bYRJyENsy6aWh5QmaawkczCROVEULTn0MFIaJ04dSBxIrRkra9KsLMlDo5wtbMpmZA3bn7FJHnIyy9fBfau1kO5p1/Xf7/06uX+/q//B5+Dbff8/931dP3XN4ipJkiRJ6prFVZIkSZLUNYurJEmSJKlrFldJkiRJUtcsrpIkSZKkrllcJUmSJElds7hKkiRJkrpmcZUkSZIkdc3iKkmSJEnqmsVVkiRJktQ1i6skSZIkqWsWV0mSJElS1yyukiRJkqSuWVwlSZIkSV1LVbXO8I+SHAC+bp3jX5wF/NA6hAbPOVQvnEX1wDlUD5xD9aL3Wbygqs7+L3/YdXHtXZIPq+rK1jk0bM6heuEsqgfOoXrgHKoXx9MsulVYkiRJktQ1i6skSZIkqWsW16OzqnUACedQ/XAW1QPnUD1wDtWL42YWPeMqSZIkSeqav7hKkiRJkrpmcZ1QkqVJPk+yK8nK1nk0PEnmJnkvyc4kO5KsaJ1Jw5VkRpJtSV5vnUXDleT0JBuSfDZ+b7y6dSYNT5KHxp/L25OsT3JS60wahiRrkuxPsv2wtTOTvJPki/HrGS0zHg2L6wSSzACeBW4ELgXuSHJp21QaoEPAw1V1CbAIuNc5VEMrgJ2tQ2jwngHerKqLgctxJnWMJZkNPABcWVWXATOA29um0oC8CCw9Ym0lsLmqFgCbx/fTksV1MlcBu6pqd1UdBF4GljXOpIGpqn1VtXV8/Sujf9Bmt02lIUoyB7gJWN06i4YryWnAtcDzAFV1sKp+aptKAzUTODnJTOAU4NvGeTQQVfU+8OMRy8uAtePrtcCtxzTU/8jiOpnZwN7D7qewMKihJPOAhcCWtkk0UE8DjwB/tA6iQbsQOAC8MN62vjrJrNahNCxV9Q3wJLAH2Af8XFVvt02lgTu3qvbB6EcP4JzGeSZmcZ1M/mbNxzOriSSnAq8CD1bVL63zaFiS3Azsr6qPWmfR4M0ErgCeq6qFwG9M4y1xmp7G5weXAfOB84FZSe5sm0o6PlhcJzMFzD3sfg5uA1EDSU5gVFrXVdXG1nk0SIuBW5J8xejYxPVJXmobSQM1BUxV1V87TzYwKrLSsXQD8GVVHaiq34GNwDWNM2nYvk9yHsD4dX/jPBOzuE7mA2BBkvlJTmR06H5T40wamCRhdJZrZ1U91TqPhqmqHq2qOVU1j9F74btV5a8LOuaq6jtgb5KLxktLgE8bRtIw7QEWJTll/Dm9BB8SprY2AcvH18uB1xpmOSozWweYjqrqUJL7gLcYPS1uTVXtaBxLw7MYuAv4JMnH47XHquqNhpkkqaX7gXXjL5V3A3c3zqOBqaotSTYAWxk9/X8bsKptKg1FkvXAdcBZSaaAx4EngFeS3MPoi5Xb2iU8OqnyaKYkSZIkqV9uFZYkSZIkdc3iKkmSJEnqmsVVkiRJktQ1i6skSZIkqWsWV0mSJElS1yyukiRJkqSuWVwlSZIkSV2zuEqSJEmSuvYnja7M7P5MwTIAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1152x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(time, sig);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Filter the signal"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"winter_low_filtered_sig = np.zeros_like(sig)\n",
"murphy_high_filtered_sig = np.zeros_like(sig)\n",
"scipy_high_filtered_sig = np.zeros_like(sig)\n",
"scipy_low_filtered_sig = np.zeros_like(sig)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"for i in range(2, len(time)): # start at 3rd time sample\n",
" winter_low_filtered_sig[i] = winter_low(3.0,\n",
" time[i] - time[i-1],\n",
" sig[i], sig[i-1], sig[i-2],\n",
" winter_low_filtered_sig[i-1], winter_low_filtered_sig[i-2])\n",
" \n",
" murphy_high_filtered_sig[i] = murphy_high(3.0, time[i] - time[i - 1],\n",
" sig[i], sig[i-1], sig[i-2],\n",
" murphy_high_filtered_sig[i-1], murphy_high_filtered_sig[i-2])\n",
" \n",
" scipy_high_filtered_sig[i] = scipy_high(3.0, time[i] - time[i - 1],\n",
" sig[i], sig[i-1], sig[i-2],\n",
" scipy_high_filtered_sig[i-1], scipy_high_filtered_sig[i-2])\n",
" scipy_low_filtered_sig[i] = scipy_low(3.0, time[i] - time[i - 1],\n",
" sig[i], sig[i-1], sig[i-2],\n",
" scipy_low_filtered_sig[i-1], scipy_low_filtered_sig[i-2])"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x720 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(4, 1, sharex=True)\n",
"axes[0].plot(time, sig)\n",
"\n",
"axes[1].plot(time, low_sig, linewidth=6, alpha=0.75, label='Orginal Low Freqency Signal')\n",
"axes[1].plot(time, winter_low_filtered_sig, linewidth=6, label='Winter Low Pass')\n",
"axes[1].plot(time, scipy_low_filtered_sig, '-.', linewidth=4, label='SciPy Low Pass')\n",
"axes[1].plot(time, butterworth(sig, 3.0, sample_rate, btype='lowpass'), '-.', linewidth=4, label='Forward/Backward DTK')\n",
"axes[1].legend()\n",
"\n",
"# NOTE that the scipy high pass works correctly. The one I constructed doesn't seem quite right.\n",
"axes[2].plot(time, high_sig, linewidth=6, alpha=0.75, label='Original High Frequency Signal')\n",
"axes[2].plot(time, murphy_high_filtered_sig, linewidth=4, label='Murphy High Pass')\n",
"axes[2].plot(time, scipy_high_filtered_sig, '-.', linewidth=4, label='SciPy-based High Pass')\n",
"axes[2].plot(time, butterworth(sig, 3.0, sample_rate, btype='highpass'), '-.', linewidth=4, label='Forward/Backward DTK')\n",
"axes[2].legend()\n",
"\n",
"axes[3].plot(time, sig, label='Original Signal')\n",
"axes[3].plot(time, winter_low_filtered_sig + murphy_high_filtered_sig, linewidth=6, label='Winter + Murphy')\n",
"axes[3].plot(time, scipy_low_filtered_sig + scipy_high_filtered_sig, '-.', linewidth=4, label='SciPy + SciPy')\n",
"axes[3].legend()\n",
"axes[3].set_xlabel('Time [s]');\n",
"\n",
"for ax in axes:\n",
" ax.set_xlim((0, 2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Filter with Ton's real time filter\n",
"\n",
"Ton converted the second order Butterworth filter into two first order filters by utilizing the midpoint Euler method, which eliminates the need to have more than one past data point.\n",
"\n",
"$$\n",
"y_i = A y_{i-1} + B y'_{i-1} + E (x_i + x_{i-1}) / 2 \\\\\n",
"y'_i = C y_{i-1} + D y'_{i-1} + F (x_i + x_{i-1}) / 2 \\\\\n",
"$$\n",
"\n",
"These coefficients are also determined by the desired cutoff frequency."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"def tons_lowpass_filter(cutoff_freq, sample_time, x0, x1, y1, yd1):\n",
" # Compute coefficients of the state equation\n",
" a = (2 * np.pi * cutoff_freq)**2\n",
" b = np.sqrt(2) * 2 * np.pi * cutoff_freq\n",
"\n",
" # Integrate the filter state equation using the midpoint Euler method with step h\n",
" h = sample_time\n",
" denom = 4 + 2*h*b + h**2 * a\n",
" \n",
" A = (4 + 2*h*b - h**2*a)/denom\n",
" B = 4*h/denom\n",
" C = -4*h*a/denom\n",
" D = (4 - 2*h*b - h**2*a)/denom\n",
" E = 2*h**2*a/denom\n",
" F = 4*h*a/denom\n",
" \n",
" y = A * y1 + B * yd1 + E*(x0 + x1) / 2\n",
" yd = C * y1 + D * yd1 + F*(x0 + x1) / 2\n",
" \n",
" return y, yd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Ton's implementation can be written back in the second order form and we find that:\n",
"\n",
"$$\n",
"b_1 = A + BD/h \\\\\n",
"b_2 = BC - BD/h \\\\\n",
"a_0 = E/2 \\\\\n",
"a_1 = BF/2 + E/2 \\\\\n",
"a_2 = BF/2\n",
"$$"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"def jason_rewrite_of_tons_lowpass_filter(cutoff_freq, sample_time, x0, x1, x2, y1, y2):\n",
" \n",
" # Compute coefficients of the state equation\n",
" a = (2 * np.pi * cutoff_freq)**2\n",
" b = np.sqrt(2) * 2 * np.pi * cutoff_freq\n",
"\n",
" # Integrate the filter state equation using the midpoint Euler method with step h\n",
" h = sample_time\n",
" denom = 4 + 2*h*b + h**2 * a\n",
" \n",
" A = (4 + 2*h*b - h**2*a)/denom\n",
" B = 4*h/denom\n",
" C = -4*h*a/denom\n",
" D = (4 - 2*h*b - h**2*a)/denom\n",
" E = 2*h**2*a/denom\n",
" F = 4*h*a/denom\n",
" \n",
" y = (A + B*D/h)*y1 + (B*C - B*D/h)*y2 + E/2*x0 + (B*F/2 + E/2)*x1 + B*F/2*x2\n",
" \n",
" return y"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This form can now easily be turned into a high pass filter as before:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"def jasons_highpass_filter(cutoff_freq, sample_time, x0, x1, x2, y1, y2):\n",
" \n",
" cutoff_freq = 1 / 2 / sample_time - cutoff_freq # covert high pass freq to equivalent lowpass freq\n",
" \n",
" # Compute coefficients of the state equation\n",
" a = (2 * np.pi * cutoff_freq)**2\n",
" b = np.sqrt(2) * 2 * np.pi * cutoff_freq\n",
"\n",
" # Integrate the filter state equation using the midpoint Euler method with step h\n",
" h = sample_time\n",
" denom = 4 + 2*h*b + h**2 * a\n",
" \n",
" A = (4 + 2*h*b - h**2*a)/denom\n",
" B = 4*h/denom\n",
" C = -4*h*a/denom\n",
" D = (4 - 2*h*b - h**2*a)/denom\n",
" E = 2*h**2*a/denom\n",
" F = 4*h*a/denom\n",
" \n",
" y = -(A + B*D/h)*y1 + (B*C - B*D/h)*y2 + E/2*x0 - (B*F/2 + E/2)*x1 + B*F/2*x2\n",
" \n",
" return y"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"But these have still two still have the same issue as the previous section: the cutoff frequency is not adaptive per sampling period.\n",
"\n",
"Here is the solution! You get 3 first order difference equations from the high pass filter:\n",
"\n",
"TODO : Add the math to explain this."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"w0, h = sm.symbols('w0 h')\n",
"xi, xim1, z1i, z1im1, z2i, z2im1 = sm.symbols('xi, xim1, z1i, z1im1, z2i, z2im1')"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Eq((z1i - z1im1)/h, -w0**2*(z2i + z2im1)/2 - sqrt(2)*w0*(z1i + z1im1)/2 + xi/2 + xim1/2)"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eq1 = sm.Eq((z1i - z1im1)/ h, (xi + xim1) / 2 - w0**2 * (z2i + z2im1) / 2 - sm.sqrt(2) * w0 * (z1i + z1im1) / 2)\n",
"eq1"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Eq((z2i - z2im1)/h, z1i/2 + z1im1/2)"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eq2 = sm.Eq((z2i - z2im1) / h, (z1i + z1im1) / 2)\n",
"eq2"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"res = sm.solve([eq1, eq2], z1i, z2i)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{z1i: (-h*w0**2*(-h**2*w0**2*z2im1 + h**2*xi + h**2*xim1 + 2*sqrt(2)*h*w0*z2im1 + 4*h*z1im1 + 4*z2im1) + (h**2*w0**2 + 2*sqrt(2)*h*w0 + 4)*(-h*w0**2*z2im1 - sqrt(2)*h*w0*z1im1 + h*xi + h*xim1 + 2*z1im1))/((sqrt(2)*h*w0 + 2)*(h**2*w0**2 + 2*sqrt(2)*h*w0 + 4)),\n",
" z2i: (-h**2*w0**2*z2im1 + h**2*xi + h**2*xim1 + 2*sqrt(2)*h*w0*z2im1 + 4*h*z1im1 + 4*z2im1)/(h**2*w0**2 + 2*sqrt(2)*h*w0 + 4)}"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"res"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"sub_exprs, simp_exprs = sm.cse([res[z1i], res[z2i]], symbols=sm.numbered_symbols('a'))"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"a0 = numpy.sqrt(2)*h*w0\n",
"a1 = h**2\n",
"a2 = w0**2\n",
"a3 = a1*a2\n",
"a4 = 2*a0\n",
"a5 = a3 + a4 + 4\n",
"a6 = 1/a5\n",
"a7 = a1*xi + a1*xim1 - a3*z2im1 + a4*z2im1 + 4*h*z1im1 + 4*z2im1\n",
"a8 = a2*h\n",
"z1i = a6*(a5*(-a0*z1im1 - a8*z2im1 + h*xi + h*xim1 + 2*z1im1) - a7*a8)/(a0 + 2)\n",
"z2i = a6*a7\n"
]
}
],
"source": [
"p = NumPyPrinter()\n",
"for var, expr in sub_exprs:\n",
" print('{} = {}'.format(var, p.doprint(expr)))\n",
"for var, expr in zip((z1i, z2i), simp_exprs):\n",
" print('{} = {}'.format(var, p.doprint(expr)))"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"def tons_highpass_filter(cutoff_freq, sample_time, xi, xim1, z1i, z1im1, z2i, z2im1):\n",
" \"\"\"\n",
" xi, xim1 : current and previous samples of unfiltered signals\n",
" z1i, z1im1: current and previous samples of state 1\n",
" z2i, z2im1: curent and previous samples of state 2\n",
" \n",
" Returns\n",
" yi : filtered signal\n",
" \"\"\"\n",
" \n",
" h = sample_time\n",
" w0 = 2 * np.pi * cutoff_freq # convert to radians\n",
" \n",
" a0 = np.sqrt(2)*h*w0\n",
" a1 = h**2\n",
" a2 = w0**2\n",
" a3 = a1*a2\n",
" a4 = 2*a0\n",
" a5 = a3 + a4 + 4\n",
" a6 = 1/a5\n",
" a7 = a1*xi + a1*xim1 - a3*z2im1 + a4*z2im1 + 4*h*z1im1 + 4*z2im1\n",
" a8 = a2*h\n",
" \n",
" z1i = a6*(a5*(-a0*z1im1 - a8*z2im1 + h*xi + h*xim1 + 2*z1im1) - a7*a8)/(a0 + 2)\n",
" z2i = a6*a7\n",
" yi = (z1i - z1im1) / h\n",
" \n",
" return yi, z1i, z2i"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Run the new filters"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"tons_lowpass_filt_sig = np.zeros_like(sig)\n",
"tons_lowpass_filt_sigd = np.zeros_like(sig)\n",
"jasons_lowpass_filt_sig = np.zeros_like(sig)\n",
"jasons_highpass_filt_sig = np.zeros_like(sig)\n",
"\n",
"tons_high_filt_sig_y = np.zeros_like(sig)\n",
"tons_high_filt_sig_z1 = np.zeros_like(sig)\n",
"tons_high_filt_sig_z2 = np.zeros_like(sig)\n",
"\n",
"\n",
"for i in range(2, len(time)): # start at 3rd time sample\n",
" tons_lowpass_filt_sig[i], tons_lowpass_filt_sigd[i] = \\\n",
" tons_lowpass_filter(3.0, time[i] - time[i - 1],\n",
" sig[i], sig[i-1],\n",
" tons_lowpass_filt_sig[i-1], tons_lowpass_filt_sigd[i-1])\n",
" tons_high_filt_sig_y[i], tons_high_filt_sig_z1[i], tons_high_filt_sig_z2[i] = \\\n",
" tons_highpass_filter(3.0, time[i] - time[i - 1],\n",
" sig[i], sig[i-1],\n",
" tons_high_filt_sig_z1[i], tons_high_filt_sig_z1[i-1],\n",
" tons_high_filt_sig_z2[i], tons_high_filt_sig_z2[i-1]\n",
" )\n",
" \n",
" jasons_lowpass_filt_sig[i] = \\\n",
" jason_rewrite_of_tons_lowpass_filter(3.0, time[i] - time[i - 1],\n",
" sig[i], sig[i-1], sig[i-2],\n",
" jasons_lowpass_filt_sig[i-1], jasons_lowpass_filt_sig[i-2])\n",
" jasons_highpass_filt_sig[i] = \\\n",
" jasons_highpass_filter(3.0, time[i] - time[i - 1],\n",
" sig[i], sig[i-1], sig[i-2],\n",
" jasons_highpass_filt_sig[i-1], jasons_highpass_filt_sig[i-2])"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
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H+xyeybj7fwWJKOvQ4s2LPZx+PkFwacUeas+0qLHm58dQy2LthCMudmoh8xEhNtjH6Z/NT5KjtH0YBhPzKbfONoia646sCFAU8O4lbqK1JxpUCA/0wunHt+Nr2+Lx7qU+FPyhCAcr+5bF5QVBeNKH1f2o7RvD4zclLTg2zEcswI4UBT6pGWQ9BbmwUQV/iQBZ0c5d5tlJfURIC/XHeZayMi60DcNspZHvRERlQ5wMZiuNS12e2cgThKfRNI2DVf3IjAqEn0SAf5xp98g6StqHERnkhbBAr6VfPMfmxGCYLDRKO5jPWCluVkMi5DkdxACAQG8RsqKlOMFxXe3h2gFkRAbiWzsTsTFOhqcON0A1ZuB0DQTBlRV7qP2wqh/jBjMef7vKo3WY5Z06ZMdIHW4YMNvWJDmmzVZWHr5vljnXIGqu8EAv5MUH452KXtbTVQwmC861arAjRQEvER9P7EnBh49uRkSQN775ZiU+98+LnEWMCWK5mTZb8PtjTUgN9cetGeGLvnbf6lBoJqZRxsIzxc5qpXGqSYWtSXII+K7/CtkUL0N5l46VS72iZhW8RXxkRzuevpgVLQWfR6GUzKslblBVvaPoGp7Efeuj8Jn1UThcO8j5716rlUZZp/P1tHY5MUEQCXis1NUWt2iwIU521UgwZxSkKNAwMIb+kSmGVza/Hu0kqntHsW9VCCiKwq/vWI1psxU/9WBqOUGwibNDLUVRL1MUpaIoqtbd96JpGkXNakTLvNE4OI7/O9HCxBKdNjRmQLd2EjlO1tPabYiVQSTgoZjhFGSrlcbByn7sSFE41SBqrruzI9Crm2Ll0D3bhfZhTJksV40GSQvzx3tf24Sf3ZyGik4tdj1ThBeK21ht1U8Qy9HrJd3o0U7hyb0pS2ZdfJqC3M/aemr6RqGZMLqcemy3KUEGo9mKSyyMISpu1mBjnO356ihfsQCrwkldLXHj+uByH0QCHvasCsHDeTGgAPzzXCena2hWjWNk0uTwfNq5JEI+sqOljNfV9mgn0aHRu5R6bFeQqgQAnOQoBdne7HPf6lAAQGywD75ZkIjDtYM4VsdtI1CC4AKXkdpXAOxh4o0aB8cxNDaNb2xLwD3ZEXi+qA2XOZzPaFd+pZ7WtYevl4iP3Nggxutqq/tGoRqfxp5VIW69z03pIfATC3Cwso+hlc2vsEEFLyH/mnl0fB6Fh/Nicfzb+dicIMevP2nELX85hyGSOkPcIMYMJvy5sAV5CTKHuvh6iwQoSFHiSC17KciFjSpQFLDNyVE+c+XEBIHPoxhvDNep0aNbO4n8ZOc3nxtig1DVM8pK9JggljOzxYqPqgewI1kBf4kQoQFeOLAmFP+92I3RKRNn63B2Pu188hKC0Tg4DvX4NFPLurJPc6VJlF283AfRMm8UNgwxtaxFfVI7gNXhAVd1qP/K1jikhPjhJwfrMG7g7r8rQXCBs0MtTdPFABgJ+dkfLvnJcvz4QBpCA7zwnbeqMGXkdiNysVMLiZCH9DB/l98jP0mOVtUE+hhMRzlePwg+j3I7kiIR8pGXEMzqPF2apnGyYQibE4MXTOkJC/TCPx7KwnMPZKJhcAxvkUYHxA3i70Vt0E2a8OSeVIdLHPavCYVmwshaGu2pJhXWRQYiyEfk1vv4SYRYExHAeF3tlc2nCxGV3LggGC3sRI8JYjm70D4MzcQ0blsXduVrX9oSB73RgjfLujlbR2nHMMIDvRAhdb6e1m7LzAUgk7Owi5vVCA/0Qrzc+f4pdhRFoSBFiXNtw6w3pOsfmcLl7hHsXX11cEPI5+HpO9dgaNyA3x5pYnUNBMG1ZVVTS1HUVyiKKqcoqlytXjh6ebpJhZQQPyj9JfCTCPHbu9agXaPH745y+w+0vEuLdZFSCN2oK7M3MmEyBfl4/RByYqQI9HZv0wnYmi70jxrQoWFnnm7j4Dj6Rw3Ymbr4AZyiKOxdHYpEhS8qyIaTuAGoxg146WwHbskIw+oIx2cibk9WwEvIx8fVzHdBVo0ZUN076vaFmd2meBmqekYwMc3cBq+4WY2oIG/EuNC8LzsmCDwKKGlnfyzSQk43qaCZYC7CRBCOOFjZDz+x4KoMjFXhAdgUL8Mr5ztZnSltR9P2+bRBLvUpsUsPC0CAlxBnGaqrNVmsON82jK1JwW6tCwAKUhUwmq0418pumYM99XjvqtBrvrc2MhAPb4rBqyVdnIyAIwiuLKtDLU3TL9A0nU3TdLZcPv8tu31Uw+wHb15CMB7aGI1/nu/grB5qYtqM+v4x5LjQBW+2BIUvQgMkKGpi5lDbNaxH89AEdqW5l3psZ7/xZGvum729/XYHUxmzoqW41KUjs9aI697pJjUMJiseyY936ue8RHwUpCpwpHaQ8Rr00zPPqe2MHWqDYbbSuMhQ3f602YIL7cNOdT2ezV8iRHpYAEo9VFfbpp7Aw/+8iKc+afTI5xM3JoPJgiO1g9izKuSajKkvb4nDwKiBlUuyudrUE9BMGJEb51pJlx2fR2FTvAznWjWMZJld7rZdvLlTT2uXExMEP7EAJ1lOQT5cO4DUUP8FJ3M8vjsZ4YFeePK9Go82WyUIJi2rQ60jzrVq5h3V8OTeFEQFeeO771Qxeuu/kMvdOlhp1+tp7SiKQn6SHOdaNYzchB6vtz0od6cp3X4vAIiW+SAyyAtnWOgkCAAnG4awJiIACn/HGlplRkkxZjCjTT3BynoIYrmo6NTBXyJASoif0z97YE0ohvVGxpu8FTaqEOIvQVqo6yUXs2VFSyHi8xhLE6zo1GHSaHGr7i03NgiXe0Y8Ulf7eoktzfPjmn5O6xiJG9upRhUmps24de213dXzk+RIUPjiheJ21sfrlbgxn3auvATmssyKm9W2g3KC43OvFyIS8LA1SY7CRhVrl/NDYwaUd+mwb5G+Kj5iAX55+yq0qibw3Ok2VtZBEFxbcYfaomY1fMXXzkf0Fgnwh7sz0Kubwq8/aWB9HRc7deBRwLqoQLffa2uSHOPTZlQyMOj8WP0QUkL8rmoM4K7NCXKUtA0zHvXRTEzjcs+IU6mM9v/uFV0kBZm4vpV3aW3psC7Mmd6WrIC3iI+PGIyuGM1WnGlRY3uKwu0UPDuJkI/M6EDG6mqLWtQQ8ChsjHd9U5wbZ+vKXMXA89gZU0YL3qnoQUqIHwwmKw5VsdfBmiBmO1jZj2Bf8bz/bng8Cl/aHIv6gTHGm7rNVdI+DKW/GNEy9/cv9iyzcwxkmRW3qLEuMhABXkK33wuwpSCrxqdR1z/GyPvNdbRuEDQN7F19berxbNuTFbglIwx/O9WGVtU4K2shCC5xOdLnDQAXACRTFNVLUdQXnX0PmqZR1KTGpvj5RzVkxwThy1vi8J/SbsY7Cs9V3qlFaqg//CTuP+TyEoLB51FupyBr9UaUd2qxi6Eord2WxGCMT5tR1cvsJu90kxo0DexMdXy9scE+kHoLyaGWuK7p9Ea0qfXXXN45SiLkY2eqEkfrmEtBLuvQQm+0MFZPa7cpPhj1A2PQ6Y1uv1dxswbZMVL4igUuv8f6mCBQHqir/bC6H2MGM352SzrSQv05bc5D3LhGp0wobFLh5oxQ8Be4QLttXTiCfUX4x5l21tZB0zRKO2zzaZm4NIsK8kaE1P0sM63eiJq+UbeyP+balqwARQEnWEpB/qRmAElKXyQofJd87U9uToO3mI8n360hZV0Ea14r6cKT71az/neMy+7H99M0HUrTtJCm6Qiapl9y9j3a1LYuwYuNkvj2riQkKHzxxDvVrKVvmSxWXO4ecXk+7VwBXkKsiwxEcYt7h9rCRhWsNBg/1G6Mk4GiwHgKcmHjEJT+Yqe6R1MUhaxoKWkWRVzX7Jc22S4eagHbbEKt3sjY4exI3QDEAh7yEtxPDZxtU7wMNA23uzWrxgxoGBhze/MZ4C1Eaog/a92jF/JaSRcSFb7IjQ3C/esjUdc/hpreUU7XQNx4jtYNwmi2zpt6bCcR8vHQxhicalKjZYidiF6HRg/1+LTb9bR2FEVhc0IwLrS7l2V2psV2+c7koTbIR4TMKClONjJ/qFWPT6OsQztvg6j5BPuK8cN9qSjv0uE/5CKNYMlLZzvw5sUevHiWvYsxYIWlH9ublCw2f1Ai5OOP92RAPTGN//2wnpV11PWPYcpkQbabTaJm25okR03fKIbd6Hp5vH4QIf4SrA53vFOqI6Q+IqwOD2AkjcfOaLaiuFmDHS6kMmZGS9Gu1kPLQGSHIJaj8i4dhHwKGZGulzdsS5bDR8THxzXup7GaLFZ8XD2AXWlKeItcj4LOZ01EILxFfLdTkItnLt2YaOaSGxeES906GM3sd3wFgOreEVT3juLBDdGgKAq3rA2HRMjDGxfJJpNg16HKfkTLvJGxRIf1BzdEQyLk4cUzHaysw17/78582rnyEoIxbjCjps/1y6HiZg0CvYWM76sKUhWo7RvDwChz4xwB4Fj9IKy07VLTUXdlRSAzKhCvnO9kdC0EAQDdw5Po0Ogh9Rbit0eaWC3tWVGH2qJmNRIVvggPXHx+2ZqIQHxjWzzevdSLY3WDjK/D3gKdqUgtYGvGQNOudxk2mCwobtZgZxpz9W6zbU4IvtIBkAllHVpMTJtRkOJ8VDkrynaZcJlEa4nrVEWXFulhAQvObnaERMjHzjQljtQOut2ErrhZDd2kCbctEs1xlUjAQ05MkPuH2mY1gn3FjDSxyo2VwWCyoprhkouFvFbSBS8hH7dn2v58A7yE2Lc6FIcq+6HnoPEhcWNSjRlwvk2DWzPCltw3BPmIcGdmBN6/3Af1OPMjp0rbhxHsK0acC6O4FrJppkbY1Qt5mqZxpkWNzTMlYkzaPTOh4kQ9s9HawzWDiJP7IEm5dOqxHUVR2J6sQKtqAqOTpEEdwayimSzUlx/OgcJPjMfeuIxxAzt/z1bMoXbSaEZpu9bhUQ2P7khEWqg/fvB+DeNDri92ahEV5A2lgx17HbEqPABSb6HLdbXnWjWYMlkYG+Uz1+ZE2+iNEoYaRZxsHJpJZXS+m+CaiEAIeBSpqyUYRdM0/n2hE0XNata7fC5m2mxBVe+oW6nHdvtXh0I3aXK7wcsHlf0I9BYymoI326Z4GVpVE1CNGVz6eYvVtvncmhjsUmOtuXJjbReWXIyIG5004VBVP25bFwb/WT0a7l8fhYlpMz6uYX+UCnFj+rB6AFYauMXBy6ovbo6FyWrFqxc6GV3HlXraOPfm084l87WVN7kaLGgcHIdqfJqV516Cwhdxch8cY/BQq9UbcaF9GPtWhTr952jv33Cph+yrCGYVNakRGeSFtZGBePb+degbmcIP369lZZ+1Yg61Je3DMFqsi9bTziYS8PDD/anQTBgZmwEL2B6+5Z06RlOPAdtctS2JchS3qF0qpD5ePwRfsQAbGKpHmSsrWgqJkMfIvFqapnGyQYVN8TJ4iZyPRHmJ+EgP8yeHWoJR3dpJ/ORgHT73chnu+fsFzmZez1XbNwqj2crIM2Zrkhy+YoFbMyYnps04Xj+I/atD523QxwT75dYFF//Ma/tGoZs0Mbb5lPqIkBLix/hIpPm8e6kXBpMVD+RGX/X17GgpEhS+pGEUwZpDlX1YFe7vUEMhAIiT+2JnqhKvlnRhysjcyKse7RQGRg3YEMv8/mVzQjAqunQuBTeKZxqOMlHSMJ9daUpcaBtmrP/L8fpBWKw09q52PriRERkIHgVcJvsqgkFGsxUX2jTIT5KDoihkxwThfwoScaiqH29X9DL+eSvmUHu6SQ0vIR85sY5v9HJjgxDkI8LhWuZSkDs0egzrjYymHtvlJ8mhmTCifsC5Nu9WK40TDSrkJ8shFrierrgYsYCP9bEynHGzmRVga/jVrZ3EDie6Hs+VGS1FVe8II7N9CQL4NCr3je3x6NZO4r4XSvDgi6Wcp7mXd9o+Lyva/WeMRMjHrjQljtS5noJ8tHYQBpMVt69jPvXYLjXUHwFeQpxvde1QW9ysBkV9OsaDCbmxQSjv1LH6jKFpGq+VdmFdVCBWzanZoygK9+VE4lL3CJpZas5D3Lg6NHpU9Y7i1gzn/l1/eUscdJMmvHuJuQ2p/dmby2A9rV1eQjBMFhplLlxQFbeokaz0Q0gAc1l5s+1OC4HZSuP+fS1uAAAgAElEQVR0k4qR9/ukZhDRMm+XSjB8xAKkhPiTJpwEoyq6dNAbLVddDH19ewI2xAXhpwfr0KqaYPTzVsyhtqjZNsrHmUObgM/DrlQlChtVmDYzc6to33DmMBypBYAtSbYNmbPjiC73jEAzMY3dDHc9nmtLQjDa1Hq3GxucbLA9wAvcGA2SFS2FwWRFg5MXAExSjRvwx2NNjP3dIjyrtF2LYF8RHt+djKLvbseP9qeiYWAMt//tPL70r4uo6+emE215lw7RMm/I/cSMvN8ta8MwOmVyOVr7QWUfIqReLo8XcgSfR2FDXBDOt7uWCVLUrMaqsADIfJn5MwNsG+wpkwXVLHYgvtA2jHa1Hg/OidLa3ZEZASGfwhskWksw7FBlPygKOJDheEMhwLb3yYgIwEtnOxgbz1HSMYwgHxESHYwYOyMnJggiPs/putpJoxkXO3TYmsTcRdlc6yIDEewrZiQFeXTShHOtGux1IfXYLitaisruEcbGwBFE8czs+E2zSg35PAp/uncdJEIeHnvjMgwm5vbQK+JQ26HRo2t4ctGuxwvZszoEE9NmlyMAc13s1ELqLUS8nPmHr8JPgrRQfxytG3Tql8Xx+iEIeJTDqdmu2jwTBTnr5mifk40qpIb6I2yJhl+LsW+wPZmC/PND9Xi2sBWnGtmdiUxwo7RDi/WxtpouiZCPL22JQ/H3tuO7NyWjrEOL/c+exTdev8TqkHqapnGpS8foATI/UY5EhS+eL2pzuoZFNW7AuVYNbl27dCMZd22KD0aPdgo92kmnfm50yoTLPSMO91tw1PqZVEg2R/u8VtqFQG8h9q+Z/2AR5CPC7vQQvH+5j9Ff/MSNjaZpHKzqQ25sEEIDnPs9TFEUvrQlDh0aPWNzVkvbtciNZbae1s5LxEd2jBRnndwDlrZrYbRYWesjAAA8HoVdaQqcZiDwcrxhCGYrjX0upB7bZUVLoTda0EQyQwiGFDWpkRV97ez4kAAJfn93BhoGxvD04UbGPm9FHGqLZlIztiU5f2jbFC+Dn1iAw7XMNNso79IhK5qdhy8APLQxGtW9o3jdiZv54/WDyI0LQoCXcOkXuyElxA/BvmK36mpHJo2o6NK5FaUFgNAAL4QFSDx2qL3QNnylgctxhrsXEtzr0U6ib2QKubFXp7/5iAX4xvYEnHliBx7bkYDTTSrsfqYYpxhKF5vLXt6QzUDqsR2PR+Gr+fFoHBzHaSezQD6qsjWSYaPr8Vz2TqXONrU636qBxUozvvkM9hUjUeGLUobm/M41NGbAsboh3J0VsWiX6/tzojAyacJRFjr5Ezemuv4xtKv1i86mXczeVSFQ+ovx34s9bq+lV2d/9rLTDwSwpSA3DIw51bW5qFkNiZDHSqnZbLvTQqA3Wtxu5ne4ZgDhgV5ujR660iyqm5uu78T1TTVuQP3A2IIByYJUJb6QF8voKKkVcag93axGbLAPomTeTv+sWMBHQaoCx+uH3E6pUI9Po0OjZyX12O7enEhsSQzGU580OBSxaFdPoE2txy436lMdZRtmLsO5Vo3LaUdFzWpYrDQKUt2PKmdGS3HJA4das8WKn39Yh/BAL+xJD0Fh4xAsDKVhEZ5hbwiUu0CjtQAvIb6zOxlnntgBma8Y75Qz3+AAsF2aAWC8Ed0tGWEIC5DgudNtTv3cwco+pIX6I1Hpx+h65pOg8EWwrxjn25y7NCtuUcNXLMC6KNdn+i4kNy4I5Z1aVtLx3izrgdlK4zMLpB7bbYqXITLIC2+WuX+AIAjA9u9ayKewd5VrUT0Bn4fb10XgdLPa7fE+9ksjNupp7TbPpD4682wpblEjN1bm1lg1R2yMl8FHxHcrBXnMYMKZFg32rQ5xK+ASIfVCsK/YI/uquSamzSQNeoU707z07Pgn9iYjPcz9MXx2y/5QazBZUNI+7FZq2Z5VIdBNmlxqFDBbRZft57NZvLmjKApP37kGPIrC996pXvLwaI8S7mS5ntYuLyEYmgkjGgddS0852aCCzEeEjAj3N6BZ0VL0jxrQP8Ls8PKlvFHWjcbBcfxofyoOZNhGplwizRVWtNL2YQR6C5GkWPzwFuQjws5UBYqa1TCamf+FW9GpQ4CXEAkMlzeIBDx8cUscyjq0Dv9dbVdPoKp3lNUGUbNRFIVN8TKcbxt2OE2apmkUN2uQlyCDkM/8r7PcWBn0Rgtq+5mt3TdbrHijrBtbEoMRu8RcTh6Pwn05UbjQPoxOjZ7RdRA3HouVxqGqfuQnKRDoLXL5fe7KCofFSuNgZZ9b6yntsD17k1m8OFsVHoAAL6HDdbW9ukm0q/Wsph7bSYR8bEu2BV5cDRYUNqhgtFixd7Vz9dFzURSFrOhAj0+WONWoQvYvj+PZwlaProNwT5EDs+PFAj7+fP86xj5z2R9qSzu0MJisLtXT2m1NkkMi5OGIm+lbFzt1EAt4WBXO3K3CfMIDvfDD/am40D6M10u7Fn3t8fohpIX6I0LqfBTbFVtmblzOtjpfR2q2WHG6SYXtKQpGZkl+mirD3QNYpzfi98easTFOhj2rQpCfJIeQTzE+QJ3gVmmHFutjghz6e1mQosTEtJmVWsvyLi2yoqWM/PuY676cSAR4CfG8g9HaD2YaydycEcb4WhayKV4G1fg02tSOHd7a1BPoG5libfNpj9yXMjze6WSjCoNjBjy4YfEord1dWRHg8yi8yUC6J3FjK+vQYmhsGreude/fdYLCDxmRgXjHzbEcpR1a5Dj47HUVn2e7MDvbonHowqx4JsKUz2KTqNl2pSmhHp9GVa9rab+f1AwgNECCtQwFC7q1k25H4F313qVefOnf5TCYrDhGSi5WLGdmx8cxeIm/7A+1RU1qiAU8bHQjNcVbJMC2JIXTDZjmKu/UIiMykLWxObPdZ09DPty4YBqyZmIaFd067OIoSgvYirsTFL5ON10AbKmVYwaz2/W0dqmh/pAIeZzeKv7xeDMmps346S1poCgKfhIhNsTJSF3tCjYwOoVu7aTD6W95CcGQCHmMX2To9Ea0qfWsdRn2EQvwuY3ROFY/tGSzK5q2RWA2xslYG2cxn03xM/NqHUwTLHIgvckdCj8J4uQ+jM+rfa2kC6EBEoefhUp/CbYnK/BORS8ZY0a45VBVH3xEfOxkoGTprsxwNA6Ou9wZvmvY1gSUzXpau7yEYPSPGvDyuc4l94FFzSqEB3qx0hB0PtuTFRDwKJdSkCemzTjdrMaeVSGMXAxkRnEfLLB78Uw7vv1WFXJjg/C1bbY+EJoJzxyuCffYZ8e7E5B0xbI/1J5uViE3zv26hj2rQjA0No3LPa7dhE0azajtH2O1nna22WnI332nat6HcGGDCjQNTg+1gK0+paxj2OlunIWNKgj5FLYwFFUR8nnIiAjkrP6jvn8Mr5d24cHcKKSEfBqt35WmRLtGjzY1s/O2CG5cqelycGPlJeJjc0IwTjSonO4mvBj75Uw2i6NzPrcpBhIhD38val/0dZU9I+ganuSkQdRskUFeCA/0wnkHm6YUN6sRJ/dBZBB7mSq5sTJc7NAyVjffodHjTIsG9+VEQeBEyvT96yOhmZi+MhKNuH70aCc52bxbrTQO1w5iV5oSXiL3L+dvzgiDiM9zOVr78tkOCPnUgt2/mXTbunDkJ8nxi4/qce8LF9CxQCq/yWLF+dZhbE0KZr3ju12At+1y3JXI5KlGFYxmK/a5mXpstyo8AEI+xWldLU3TePpwI375cQP2rQ7BPz+fg5vSbfXejv4uIJYX++z4zQncZDvYLetDbY/WVtfAxKiGHakKCPmUyx0kK7tHYLHSrNbTzhUe6IUf7U9FSbsWr82ThnysfgjhgV6MFlk7YktiMAwmq9MPvZMNQ9gQJ7umtbc7sqKlqOsfw5SR3XEXNE3j5x/WIcBLiG/tSrrqewUzN94kBXllKu0Yhp9EgFQnBtbvTFWib2TK5dry+ZR36SDkU8iIZL7hkZ3MV4x7syPxQWXfovOmD1b2QyTgYY8b4yFcYa+rvdA+vGQ0xd5vga0ord2GuCCMT5tRz1Bd7X9KuyDgUbhvfaRTP5efJEeIvwRvXiQza68HZosVR+sG8dmXSrHlt6fwyKsVrH9m4+A4RhiMngR6i7AzTYGDlf1O9xgYnpjGf8t7cOvacKfHCrnCVyzAK5/Pwe/uWoOmwXHs+VMx/lHcfs1lVWXPCManzaw/V+balaZEm9q5y3GapvFaSRcUfmJkRTFzGSoR8rEqPICzDDizxYon3q3G80VteCA3Cn++PxNiAR+rwwPgJxHgvBvTNgjPKWpWY3U4s7PjHbGsD7X28RPbGHgA+0uEyEsIxuHaAZeiK2WdWlDUp6kZXLk3JxJbk+R46pNGdA9/moY8ZbTgbKsaO1MVnN0m2uXGySDgUTjjxMOmU6NHm1qPHQylHttlRUthttKodrEWxVEf1wygtEOLx29Kvqa5hv1igamZfQS37DMS+U6kbu2Y6d59ksH/5hVdWqSHBbDebfNLW+JgpW1RkvmYLFZ8WNWPnakK+EvYHRM2n00JMoxMmtAwuPghsqxDi2mzlfH5tHPZxzwxUUNtMFnwdkUvdqcrofR3Lq1bwOfhnuwIFDWr0cdxczyCOapxA/58sgVbfnsKX321Aq2qCeTGBqGiW8d6HWPJTG343NFl7rgzMwJavRGnnRxz9u8LXTCYrHgkP46xtSyFoijcnR2J49/Ox5ZEOX71SQPufO48WmbNZS1uVttqcDmOMNkz7pwpZTpcO4jSDi0eK0hktCY5K0qK6r5RVpohzmYwWfDIa5fwVnkvvlmQiF/eturK72E+j8KGOBnOOdkNn/A8++x4ri+GgGV+qC1qUiNC6oW4JbpDOmpPegh6tFOoH3D+xr28U4dkpR/rs2DnoigKT9+xGgLe1WnIZ1rUMJis2JXGbSQFwJXxGWdbHH/YnGy0/cIrSGE2VXrdzCVDBYv1H1NGC379cQPSQv1xX07UvK/ZmapERZcOw6T+Y0VRjRnQrtE7vclT+EmQERmI4wylgk6bLajqHWU19dguMsgbB9aE4j+l3RidNF3z/bOtGgzrjS7PsHTXxjh7Xe2nh0iapqEen8albh0OVvbhL4UteOZEM0QC3oJjmJgSEiBBXLAPChvd/2/9cfUARiZNeHCJMT4LuTvbFt19izSMWlFomkZZhxaPvXEZeU8X4g/Hm5Gg8MXfP5uFM9/bjh8fSANN21JJ2VTaMYzIIC+EBTIXGd2aJEewrxjvXnI8BXnSaMa/LnRiZ6oSCUt0nGeD0l+CfzyUhf+7by26hvXY/+xZ/PVUK0wWK4qb1VgbGcj5Xi9sZsasoynIBpMFv/q4ASkhfvjM+vn3Ja7KjJbCaLa6XCvtiNEpEx56qQwnG4fwv7em41u7kq4J0OTFy9CjnXJovCWxfNhnx3NdTwss40MtTdtmim1LljMWidyVpgSPAo7UOpeCbLZYcalbh/UcNDOYT1igF350IBWlHVq8WmJLQz5ePwQ/iYD1Dd1CNifIUds/Cp3e6NDrCxuHkKjwdWnW8GKCfESIk/vgUhd7kdrnitrQP2rAz25JXzCatytNCSsNRja+NxL9tNnp2mwmlSwxn3Yxu1IVqOoZgWrc4PY6avvGYDRbGZ9Pu5Cvbo2H3miZt6zh4OU++EsEjGTIuCIkwNac6bWSLnzxlYvY/UwR0n5yFDm/OoE7/nYe33yzEr8/1owe7RQe3hQDbxFz5QwLuXVtOM63Dbu9uXqttAtxch9sjHctUhYZ5I3NCcF4u7yHzMZeIc63abDnT2dwz98voKhJhYc2xqDwO/l49Yu5uCk9BAI+D+lh/ggNkLCa7WO12g7WTEZpAVtvi9vWhqGwUQWtg/uB/17swcikCV/bxl2Udi6KonDr2nAc/3Y+dqUp8bujTbj1L+dQ3TfqkQgTYNtHXHbwd8o/itvRNzKFn9yc5lSWkSPszQrZSkFWjRlw798v4HKPDs/etw4PbYyZ93WbE20XnI6OYiKWh+IWNfzEAqxlsZRqIcv2UKs3mjFptCA/ibl0VZmvGOtjg5w+1DYMjGPSaOG0nnaue7IjkZ8kx9OHG9Gh0aOwUYXtyQpWZjM6YnNi8MzFw9IpeQcr+3ChbZi1WbpZUVJc6tYx2rTHrkc7ib8XteHmjLBFLzW42JRcbyxWGrf/7Rz+581Kj62htH0YvmLBonPUFmKvpS5kIFprn4GdFc3NMyYtzB/bkuV4+WzHVZcKk0YzjtUPYf+aUE66vC/ktrXhGNYb0T9qQIzMB5/JjcLPbk7DS5/LxvFvbUXD/+5B+Y924gf7UjlZz13ZEaAo4K1y1yOktX2juNw9ggdzo926qL1/fRT6Rw0obnF+rBrBvV993IAxgwm/uXM1Sn+wEz8+kHbNCAuKorAjRYGzrRrWLvlaVBPQTZqwwY1JEgu5MysCJguNQw7MrDVZrHjxTAdyYqScPe8WE+wrxl8fyMRzD2RCNW4ATcMjESYA2J2uBE1jyWZwA6NT+NvpNuxdFXKlYzyTlP4ShAd64XI388ECmqbx0Mtl6NZO4uWHcxYdGRcv94XCT4yz5FDrtJFJI6PlUY6iaRpFTWrkJQR75HzC6SdSFLWHoqgmiqJaKYp6crHXjhvMEPJtTUOYtHdVKFpUE2hVOV6Mf2ZmJitXnY/nY+uGbEtDfvDFUgzrjZx3PZ4tI8JWxL/UvNpXL3Tif/5bifWxQfjG9gRW1pIVLYVWb0TnMPMpKr/+pAE8isL396Ys+jqKorAzVYniZvY2JdebT2oG0Dw0geMNQx5r21/aoUV2jNSpLrR2KSF+CA/0YuQio7xTh2iZN+R+3DVVeCQ/HsN6I96e1bn0eP0QJo0Wzrsez/X/ChJR87ObcPibW/DCQ9n48YE0PJwXi4JUJRKVfox0bnVGeKAXtibK8XZ5r8sR0n9f6ISXkI87syLcWsvOVCW8RXycJlkhy964wYSGgTHckx2Je3OiFv17uzNViUmj5UrdK9M+radl/iCZGuqP9DB/vHtp6UPtR9X96BuZwiP58Yyvwx17V4fi+Lfy8crnczwSYQKAZKUfooK8l0xBfvpwIyw0zeqlXla0FOVdWsaDBc1DE2gcHMf396ViyxIRcYqikJcQjAttSzcOJD5lNFvxpX+V44v/Kkc7x1M52tQT6B81sDY7fimcHWopiuID+CuAvQDSANxPUVTaQq+fMJiRExMEHwY75QK2mzAADndBbhocx7MnW5CXIOOkQ99iQgO88OMDaegbmYKQT3ksPRCwNS3ZGCfDmQWGmdM0jT+fbMGPD9ahIEWJVz6/ntGux7OxlSpzvlWDw7WD+Pq2eIdqkHamKTFlsuA8aWywJJqm8ddTrZD7iWGx0viwqp/zNWgmpmeatLh2cWa7yLBFV9zpvk3TNCq6dKzNp11IbmwQ1kYG4h/F7TDPzD59/3IfwgIkyPFgVspydV9OJAbHDChudj5CqtMbcbCyH7etC3e7Vk8k4CEzSoqyTu7nSBLOudQ9AisNh/49bYyXwUvIZ21kU2nHMMIDvVgbf3VXVgRq+kbRtEhHeJqm8feidiQqfLE9mdmmkUyQ+oiwzYProigKu9OUONc6jIlp87yvKe/U4mBlP766NY7VUWaZUYEYGptG/6j75TWzHa+37b13OxiU2RQvw7DeiKYh5iYNXO9++XE9ymf2w67MPnbH6Sbb78etSdw2WrPjMlK7HkArTdPtNE0bAbwJ4NaFXmwwW1g5tIUGeGFtZKBDKcgT02Z87fUK+EmEeObetYyvxRV3Z0dg/5pQ3JIRDj8PdCadbXNiMHp1U+iaEyGlaRq/+rgBfzjejDvWheP5BzNZ7egaL/eFv0TA6KHWbLHi5x/WIzLIC1/e6ljdz4a4IPiI+DheTyIoSylsVKFxcBxP7klBepg/3r+89A0/08rcqKe125mmhMFkdavmp0Ojx7DeyPlBkqIoPJIfj27tJA7XDkIzMY0zLRrcsjac0U6a14uCVCVkPiL814UmTW9X9GDabMVDG11rEDVXTkwQGgfHMDp1baMvpo1MGtGqGkdFlw6nmlQ4WNmHV0u68NdTrXjqcAO+/14Nvv9ezYKbcK5VdOnws0N1yyKyU96pBZ9HYV3U0pE/iZCPzYnBONkwxHh0zN6oio0ord0tGWEQ8KhFG0adblajcXAcX82PJ8+YBexKU8I407BqLquVxs8/rEeIvwRf28ZupNueGs50sOB4/RAyIgMd7v6el7A86mp7dZOslLgx7Z2KXvz7Qhe+vCUWq8MDXB5j6qriFg3i5T6IkLJ34bIYLg+14QBm7wZ6Z752BUVRX6EoqpyiqHIAjNbTzrZ3VQhq+kYXbfpB0zSefLcanRo9nr1vHRR+zo1fYAtFUfjrZzLxh3syPL2UK0OVZ4/2MVus+N471XjxbAce3hSD39+d4VJqpzN4PAqZ0VJGh4UfrRtC09A4frA31eEDuVjAR36yHCcbhpbFhmq5omkafznVigipF25ZG4bb14WjunfUqZIAJpS2D8NbZJuH56rcWNvc5ZONrt+G2m9Uueh8PNfuNCXi5D547nQbPq4egMVK47Z1C9c43chEAh7uyAzHiYYhp0avWK00XivpxvqYIKdmIS8mJ1YKmv60Fpst9f1jyPzFcez8YzHufO48Pv/Pi/jmm5X48Qe1+N3RJvzzbCeO1g3ijbJuj9RvzedPJ5rxyvlOFLkQUWdaWYcW6WH+Dmec7UxVoH/UgIYBZqNSbeoJaCaMrNTT2sl8xdieosD7l/uuZH7M9fzpNoQGSHDLInWUN7qsaCmCfETzpiC/c6kXNX2jeHJvCusN8lJC/eAl5DO6rxoaM6Cqd9ThKC1ga5QaG+zjUP8WttT3j2Hzb07h5XOdHluDI2r7RvHD92uwMU6GJ/ak4KZ0JS53j0A1xmy0fSEGkwWl7cOsnd0cweWhdr5ruat2/jRNv0DTdDZN09mpof5IUvrO8yPu27PKNgZnsRuMV0u68FH1AB6/KdnlTpXXu9hgH4QHeuHczGifabMFj/7nMt6usM0c++nNaZzdxmZGSdGsGmcscvFhVT/kfmLsTnduZNKuNCVU49Oo6WOvFf5CpowWdGr0nH+usy60D+Ny9wi+mh8PIZ+HW9aGgUcB7192fCQEE0o7tMiKlrrVzEAk4CE/SY4TDSqXLzIqOnUI8BIiXs7O824xPB6FR7bGo35gDH860YyUED+khDBz8Loe3ZsTCbOVxntOjC8palajWzuJzzIUpQWAdZFSCPkUyjrYTUE+WjcIGsAz92bgX19Yj/e/vgknv5OPsh8WoPEXe9D8q724+MOd8BMLUNrB7gHbEYOjhisRnRfPtnt0LUazFZU9I8h2ohnS9hTm518DwIV297NSHHFXVgTU47aMj7kud+tQ2qHFFzfHQiRYtj1KPU7A56EgRYHCRhVMsy4Hxg0m/PZIE7Kipbh1LfuXAkI+D2siAnCJwXGJ9v4TO1Od6weTlyBDafvwVX8eXPq4xlYe9YdjTct2RrhWb8RXX62AzEeEv3xmHQR83pX9K1cpyCXtw7bZ8R4sjeTyydILIHLW/x8BYMFCOgGPYmyUz1zRMh+khvoveKit6hnBLz6qR0GKAo9sXV7NDJYTiqKwOSEY59s0GDOY8IVXLuJI3SB+ciBt3pljbMqKtkUuKnvc79Y3MW3GqSYV9q8OdbpV/vZkBfg8yqkB6kz5zZFGbP/DafzxePOyHvdhr6W9e6ZhjsJPgi2JcnxwuZ+zCLdOb0Tj4Dgj6XgFqQqo3bjIKO+yHa49lY5367owKP3F0E2acNs6zzaIWu4SFH7Iipbiv+U9Dqei/ftCJ+R+Ytzk5AXZYrxmMgzKOtiNXpxuUmFdZCBuXxeB/CQ51kVJZzqSSq5ksPB5FHJig1hrcOSM9y/3wUoD96+PxLnWYTS4MJOeKbX9o5g2W7E+1vEMDPv86xMMNwErbR9GiL8EUSzWYAK2339SbyHemefS5/miNgR4CXE/wzNVr0e70pQYM5ivlMgAwF8KW6GZmMZPb07jbG+VFS1Fff+YWz0jZjtRP4SoIG+nA1Z58cHQGy2oYmB/5yyapnG4dhCpof6gaeCnB2uXXRqy2WLF/3vjMtQT03j+s1mQ+doaTiYqfBEb7MPZoba4WQOxgMdqmcNSuDzUXgSQSFFULEVRIgD3ATjE4edfZU96CMq7dNfMAxuZNOLrr1+Cwk+CP9yTQeo+lrA5MRhjBjMOPHsWJe1a/P7uDHxhcyzn68iIDASPYqb+40T9EKbNVhxYE+r0zwZ6i5AdLeV8tA9N07bZxWIBnj3ZggdfLGVkfirTLnfrcK51GF/eEntVWvcdmeHoG5lCWSc30R775+QykI63PVkBHgWX/pvr9Ea0qfWcN4maTSzg45H8eIgFPJIW6IB7cyLRrtZfSRtfTNewHqeb1bh/fRTj0an1sTLU9I2y1m1dPT6Nqt5R7EhZOpUsNzYI7Wq9R585NE3j3Uu9yI6W4sk9qfAW8fHS2Q6Prae807UxXQUpzM2/Bmx/LqUdWuTGBbF+GBIJeLbZr3VDGJ38NGuqTT2BY/VDeGhjNOPNP69HWxLlkAh5V1KQOzR6vHyuA3dnRWBNBHedmbOipTBbaVT3un+Y1E+bca5tGDtTlU7/PdwYLwNFAedaub84a1VNoF2tx2fWR+Lbu5JwokGFo3XLo9TC7vfHmnG2VYNf3rrqqr8f9sZjF2YCT2wralYhN07Gag+dpXB2qKVp2gzgUQBHATQAeIum6TquPn+uPatCQNPAsVl/Oa1WGt9+qwqqcQP++kAmAr1FnlreimEfuTQ4asDfHsjEXW6Oq3CVr1iAlBB/Ruo/PqruR2iABJlRrh00dqUp0Tg4vmjNNtNaVBPoG5nC9/el4nd3rcHlHh32/d9ZjzdXmOuvp2y39Q/kXp2KuTstBD4iPt53YCQEE0rbtRALbOlV7pL6iBaYE94AACAASURBVJAdHYQTLnQtrfBgPe1sD2+KQcn3Cxzq8n2j2786FD4iPt4sW7ph1GslXeBTFB7IZT46tT5WCpOFZmWWJIArNamOdIO112qWtnsuBdlel39nVgQCvIW4OysCByv7OKsnm6usQ4fYYB+nx3QVpNr+vE83MlMT3KHRQz0+zWo97Wx3ZUXAaLHiw+pPE/FeKGqHiM/D5zbFcLKGlc5LxMfWRDmO1w/NNN6sh1jAx3f3JHO6jnUze6AKBlKQz7SoYTRbXRpFGegtQnqYP855YLLE4dpBUBRwU3oIPp8Xg9RQf/zsUB3GOTgkOuJwzQCeL2rDA7lRuCcn8prv705XwmShcYrlEXC9ukm0qfXYmuiZrsd2nBY20DT9CU3TSTRNx9M0/SsuP3uuJKUv4oJ9ruqC/HxxGwobVfjxgTSPzSlbaWS+YvzurjV44yu5jKbXuSIrWorL3Tq3Um9Hp0woalZj/+pQl6P09oc2l9Fa+wNrW7Icd2dH4tCjmxHoLcSDL5XiTyeWRzpy4+AYTjQM4fN5Mdfc1nuJ+NizKhSf1AxwMue3tGMYmVFSiAXM3CjuTFOgYWAMvTrnLjLKu3QQ8ilkePh5Q1EUpD7kEs8RPmIBblkbhk9qBha9/Z4yWvBWeS9uSg9xuNOnM7Kig0BRuCpFkUmnmlRQ+ImRHrZ0jXV6mD98xQKUspwOvZh3KnohFvCwfybD5vN5sTBbabxa0sX5WqxWGhVdWpcuq9JC/REWIGHs90eJvZ6Wo5TA9DB/JCv98M7M/OuhMQPev9yHu7MjEOzL3RzulW5XmhL9owb87XQbTjSo8NiOBM4blgb5iBAX7MNIsOBY/RACvITIiXHtAjcvPhiXu3WYNHLbZf1I7SAyo6RQ+Esg4PPw1B2rMTRuwB+ONXO6jvm0DI3j8bersC4qED+5ef4JqesipQj2FbOeglzcbLtw8OSoUYDjQ+1yQlEUbloVggvtwxiZNKKkfRi/P9qEmzPC8NkNzDX0uBHcnR3pdIoVG7KipdAbLYvOyVvKsbpBmCw0DriRhhkt80GiwpfTQ21howopIX5XZiknKf1w8Bt5uH1tOP50ogWffcnz6ch/O9UGHxEfDy9wW39HZjjGp82s/7mNTplQPzDGaOSiYKbxRaGTt6EVXVqkhwV4NF2HcN69OVGYMlkWna/8YVU/RqdMjDaImi3AS4iUEH9cZCFl3zwzUmRbstyhVEEBn4fsGOmVAxTXps0WHKrqx+70EPjPjLqLCfbBrlQlXivpYqwm0FHtmgnoJk3IceEgSVEUdqQqcKZFw8gFX2nHMOR+YsQG+7j9Xo6gKAp3ZUWgsmcEbeoJvHyuA2arFV/ZQvqTOKMgVQkeBfzuaBNiZN54OC/GI+vIjJbiUveIW3WkZosVpxpV2JGicHkaRl5CMEwWmrVLvPl0D0+ifmAMe1d9GrBZGxmIhzZE418XOj1S42s3ZjDhq69WwEskwHMPZC14Qc/jUdiVpsTpRhWrAYPiZjXCAiQeaXg52w17qAVso30sVhpvlPXgsTcuIybYB0/dsZrTBkcEc+x1ie6kynxUPYDIIC9kuJmWujNNidJ2LSdzJMcMJpR36a50zrTzEQvwh3sy8Ns716CiS4f9z57FeQ+k7wBAp0aPj6r78eDG6AXT+jfEyRDiL2E9BflihxY0zWwn0Hi5LfPDmQZh02YLqnpHPZ56TDgvIyIAyUo/vLXAzFqapvGvC51IUvqyGiFbHyNFRZeO8a6gl7pHMG4wO1RPa5cbK0OragKaCcfHHTGlsEGF0SkT7sy8utHZl7bEQTdpwnscd1a3d6V2dfZ0QaoSUyYLLrjZfIumaZS22+bTcrmvuXVdGPg8Cq+c68R/Srqxb3UoomSemVu5UgX5iK78/fnR/jTGsoqclRUthVZvROew6+VUFV066CZNLqUe2+XEBEHE53E62udI3QAAXJOF+PhNyVD4ifH992oWHF/FJquVxrf/W4Vu7ST+9kAmQgIWj+DflK6E3mjBBZb+7EwWK861apDv4CUom27oQ+3q8ACEBUjwmyONGDeY8NwDWfAlTQxWrAipF+R+YpdTZXR6I861arB/dZjb/zB3pSlhttI43cRuHQMAnG3RwGKlsX2e2jeKonBPTiQOPpoHP4kAD75YihfPcD/q4vmiNgj4PHxxkSZifB6FW9eFoahZjWEWN8alHcMQCXiMlxgUpCpQ0j7scK1Nbd8YjGYrsl1MxyI8h6Io3JsTiareUdT3X9th91L3COr6x/DQxhhWf8nnxAZhymRB3TxrcMepJhUEPAp5CY7XR22YuSTyRF3tu5d6ofATY0vi1alvOTFSrIkIwEtnOzidHV7eqUWwrwgxLh7kNsbJ4C3iuz3ap1s7icExA2f1tHYKPwnyk+R4taQL49NmPJJPorSu+GZBIr5ZkHilztoTrgQL3EhBPtEwBBGfh61Jrqemeon4WBcVyGmfkCO1g1gV7o/IOV3D/SRC/PyWdNQPjOGV852crcfuo5oBnGgYwg/3p2K9A5emG+Nl8BULFh1j6o7KnhGMT5uxNdGzqcfADX6opSgKe1bZ6m9+ddtqJIf4eXhFhDsoikJWlNTlh++RukGYrbRLXY/nWhsRiGBfkUvNg5x1qlEFf4kAmVELH9JSQvzx4aObsSVRjt8eaeKkbtWuf2QK717qxX05kUvWBN2xLgJmK71oWqe7Sju0WBsZyHjK785UW0OG+WY0zqeiy7XuqMTycPu6cIj4PLxVfm209tULnfATC3A7yyOS1s9Eci4ynJJ3qlGFnJgg+M2k8v5/9u47PI7qbPjwb7ap11WzumRZki1b7lWuGGwwtunlSyAkhBcSwvuSQkIIJAQIIb1AEiAhJAEChNDBNONeZUvuspqtZvXepdWW+f5Yy7jIlna1u5Ls574uX8ba2ZmjbDSac85ThmJyTBC+Bq3H82obO01sLmzguhkx57RgUxSFry9MoqShi81F7r8X99tb3szsROd3R731WhamhLExv35YYZ/9bZbmubk/7UBumGEvGrloQhiTY4ZfkO9StCAlzOPtEc+WEu5PgLfO6eeq/s4M/ROr4chKCeNoTTstXX3DOs9Q1Lb1sq+ilSvPUytmZUYUl0+M4LefFTlcS2O4thY1EOKr5475iUM63kunZWlaOJ/n17mlvsqWwga0GoUFDiyCusslPakFuO+yFP5+xyxuGKGqvcK1ZiaEUNHc7VT+6IeHqkkK8xtSYZTBaDQKy9Mj2VxYT5/FfeEpNpvK5qIGFqeGD5qr4uel444FCfRZbS4p/DBUf9tWgqrC3YuTBz02LSqASeMCeWe/e0KQO3rNHKlqY54bQkJnJoQQ5KPn8yGGIOeUtZBg9HW4OqoYHUL8DKzIiOSd/VVnLBI1dpr46HAtN8yMdXv7kohAbxKNvmS7cFJb3dpDQW0Hy9IdW3XXazXMSvR8v9r3DlRjsancOGPg3+GrpoxjXJA3L2zzTHuf2rZeTjT3MMvJ0ON+l0+0Fwo6Ooxeu9kl9h3jkchzu3xSBNdNj+HBK9M9fm3hOhqNwvT4EKefGY7Vd1LW1M3lwwg97peVYkRVGXZY/lB8dtS+q9m/8XU2RVF47JrJKAo8+l6eR3vXZpc2MScp1KFipiszomjs7GOfCypZn21TYT0z4oMJ8hn6Iqi7XPKT2lA/w6kiL2Lsm3kylHOjgzukDR0mdh1v4uop41y2Knr5pEg6zmqg7mpHa9pp6DANGHo8kNmJoWgUz/xSAPsD/mt7Krh2egyxIUMLxbt+RgwHK9s43tDp8vHklLdgU13Tn/ZsOq2Gy9Ij2FRYP2iejaqq5Ja3MEt2ace0W2fH09ZjPiOs6z97T9BntXGbhwoOzkkKJae82WXhtZsL7a1khnpPOd3cpFCK6jrdmj5wtrdyK8mMDWJC5MCRVnqthq8uSGTn8SbyqtvcPp7+wl3OVnnttyw9AkWBDcOI9skubWZuknFEdvq8dFp+f8s02aW9CMyMD6GovsOpXqfrT4bQX+GC5+zM2GD8vXRs90AI8seHa0mJ8Ccl4vwLQjHBPnz3ilQ2FNSf0UnFnapbezjR3MOcJMeeYZamhaPXKqd6H7tKXXsvedXt59R0GSmX/KRWXFymxQYzNS6Y33xW5FAfsU+O1GBTYfXU4Yce91uYEoa3XuPWar791XaXDLGMeoC3nikxQW4rGHC2F7eXYrLY+ObSoedUrZ0ajUbBLQWjskua0WsVp3sQD2b5xAhaus3su0Dv0CNVbfzonSM0dfVJPu0Yt2C8kdgQn1MhyBarjX/vLmdhStgFH4ZcaXZiKK3dZorrXbMItKmwntgQH6fG35+76akKpfk17RytaT8V6no+t86Jx9eg5e/b3b9bm1PWjK9By6Rxw4v4CQ/wYmpssNN5tSeau6lq7XFpQTxxaZqREIyqwgEnemKvP1pHZmzQoMWMhkKv1TA3KZSdbp7UNnf1kV3adN7Q49N9dUEik8YF8uj7eU5N+h3Vf291tABhgLeeBePD+Oxk72NX6W8n6UhRQXeSSa24qGg0Co+vzaCpy8TTG4qH/L4PDtWQEuFP2nlW+53hY9CyMOWLBurusKmwnqmxQQ71/5s33sjByla393tr6zHz8q5yVk0e51D4W0SgNwsnhPPO/iqXF3fJLm0iMzYYH4N7KkkuTrWvhp79INrea+aV3eWsfmYbq5/Zztv7KrlhRizXTHO+dZQYeRqNws2z4thxrImKpm4+z6+nuq3XbW18BtJfKGSPC1r7mCxWdhxrZFlahFO7e5mxQfjotS4Nh76Qt3Ir0WsV1g7Sgi3IR8/Ns+L44GA1de3ubW22t6yFGfEhTrcuOd3y9AgOVrY5lU7THwY+18EdHSHONi0uGEVxvFhUfUcvB060crkLoyEXpIRR1mRfsHGX9Udrsalw5eTBJ7X9vWsbOk389tNCt42pX3ZpMwHeOiY6sWi2MiOK8qZuCuucb3t5to0F9UQHebv02Xk4ZFIrLjpT44K5eWYc/9hRxrH6wX9469p72VvWzOpM14Ue97t8YgRVrT0uvYn0a+7q48CJVofDPuYnGzFbVXLK3JtX+/KuMjpMFu5d5njly+unx1DV2uPSHpzdfRYOV7a5tcVKoLeeuUlG1ufbFzJyypp54L8HmfvkBh559whWGzx+TQZ7fnQ5v715Kr4GqbY+1t04MxaNAm/knODl3WVEB3mz3IOr1vGhvkQGermkWNSe0ma6+6wO59P205/qV+v+SBCL1ca7B6q5LD2CEL+B24Sd7s6sJCw2lZd2lbltTO29ZvJr210WgdGfGrXJwf7XYH/4DfHVM8FDEQPi4hXgrSctMsDhfEx7oTOG1crnbFkp9kUad1ZB/uRILbEhPkOurzI1Lpg75ify0u5yCmtd/6x3uuzSJmYnhp5TFG8oLp9kT2n4LM810YMmi5XtxxpPpkqMjlaoMqkVF6UfXJmGr0HLT98/Ougu6bpDNagqrM50/a7Z0pN5aVuLGlx+7q1FDaiq47lvsxND0WkUt+fVvrWviqwUIxnRjudUrciIxNegdWnBqNzyFiw21S35tKe7fGIEJQ1dXPbbLdz43C4+OVLLdTNieP++LD76v4V8ZX4iQb4jX1BBuEZ0sA+LT7Yv2XGsiS/PS3DJLt1QKYrC7MRQ9pQ2DzsiZFNBAwadhvnJzlexnJsUSkFth9srlG4tbqCx0zRo6HG/eKMvKydF8e/sCrdFqewrb0FVv6hKPVwTxwUQHeTtVBX97NIm5iYZHSomI8T5zEwI4UBFq0PVcz/PryMm2Id0F3YWSYsMIMzf4LYQ5PZeMzuONXHV5CiHJmr3XZaCquLWdLP6jl5KGrqcXpiPCPBmRnyIy1r79C+CjpbQY5BJrbhIGf29+O4VqWw/1jjoD/CHh6pJjwpwSw5cVJA36VEBbHHDpHZTYT1GPwNTHCzE4eelIzM2yK27KdWtPZQ2djlVbAbA16DjyslRrDtc47L2Q9klzWg1yqm+e+6ycnIUfgYtIb56fnVjJtk/Ws7Pr5tCZmzwqFnNFK516+w42nrMGLQabpkd5/Hrz0kKpba9l8qW4YXkbS6sZ36ycVjh+f15te4OQX4rt4pQP8OphcOhuGtREq3dZt5yQ74+2CuaazUK0y7QXs0RiqKwfGIk24sbHboPVp0sJiP5tMJVZsSH0GGyUDyE6DewR0ZtK27kikmRLv29pygKC8aHseN4k1vSujYV1NNntQ0p9Ph0Yf5eTBwX6NYd5L2l9p3yofSmPZ8VkyLJq253SRuijQX1eOk0LBg/8q18+smkVly0bpuXQHpUAE98mE9P38APBFWtPeyraGXNIDlZw7EkNZy9pS10mVy3O2C1qWwpamBJWrhTK/Hzxxs5VNlGpwvHdLqdJwtRZQ2jb9n102Pp6LUMq/rn6bJLm5gcEzTsXnmDGRfkw5HHVvL2vVncPCvO7W1dxMi7LD2ScUHeXDMt2qH8dlfpf8gZzkSyrLGLksauYa+6Z8YG463XuLVfbWt3H+uP1rF2ajQG3dAfY2YmhDA1LpgXt5e6PF8f7HnNk6MDXZpWsHxiBD1mq0PF/bIln1a4WP9i8FDzarcXN2Ky2FjhwtDjflkpRho6TC4rjne6T47UEhHgxfQ4xxe/s8YbySlrOe/z5nBllzbha9AOq6L4ipPFr1wRgrypoJ7544e3COpqMqkVFy2dVsNP12ZQ1drDs1uOD3jMukPVAKzOdF3V47MtSQ2nz2pz6c7ogRMttHabnd4JnZ8chtWmujRn9XQ7jzcS6mcYVvGA+eONRAZ68c7+ymGPp7Xbnn88z0M7F7Ije2kx6DR8cv9ifnbd5BG5fmpEAEE++mHl1W4qtC8eOXtP6WfQaZiZEMLuEvft1H5wqIY+q40bHewvrygKdy1MorSx61TleFcxWawcPNHKbBeFHvebl2zE16B1KKwxu6SZIB+9S8M+xaUtweiL0c/AJ0dqMVkGn7StP1pHoLeO2W6oYdG/M+jqXdGePiubCxtYmRHl1GZB1oQw+qw2csrdc+/bU9rMzIQQ9MNIb0kK8yM10v9UH15nlTTY+w+PptBjkEmtuMjNSzayZmo0z205TkXTueEWHx6qYUpMEAlGP7eNYWZiCL4GrUtDkDcVNKDVKCye4FxBF/uNUWG3G1r7qKrKzmNNzE8eXj6XVqNw7bQYNhc2DLvv5QeHajBbVda4IW9aCIAgXz1eupFZsdZoFGYnhgxrkWpTYQPJ4X7EG4fWT/pC5iYZKahtp7XbPXm1b+VWkh4VMORCLqe7anIUMcE+vLC9xKVjOlLVjsliY5aLJ7Xeei2LJoSxsaB+yOGW2aVNzEkKlXxa4TKKonDXomS2FTdyy/O7qb5A9WGrTWVjQT3L0iOGNQE7n7hQX+JDfdlxzLXPL1uKGugxWx0OPe4352S9ElePC6Clq4+C2g6XFLpcMSmKPaXNw6p70L8oONxFUFeTSa246P1oVTo6jcIT646e8fXypi4OVba5dZcW7E3oF4w3unZSW1jPzPgQpwsO+Ri0TI8LcUuxqNLGLmrbe1mQMvzQt+tmxGCxqXx4qGZY5xnOQ7AQY8HsxFBKGrucav/S3Wdhd0mTyx5Q5iUbUVX39Ks93tDJgROt3DAj1qmICJ1Ww5fmxrO7pPmCD+aO6l9QcEfv6eUTI6lp6yWvun3QY2vbeilr6nZrlXdxafrm0vH85cszOFbfydVPb2Nb8cDPNPsrWmjq6nNpK5+zZaUYyS5pwmK1ueycnxypIdhX7/TPjp+XjhnxIW7Jq+1v2TbHBSkFKzOisA2zqNWmwnpSIvyJCx3+IqgryaRWXPTGBflw32UprD9ax+bCL0LO+idKV7t5Ugv2EOTypm7KGruGfa66dvvDzVIn2270mzfeyJGqNpc3DO/Pp3VF8YD0qEAyogN5bU+F00UhhvsQLMRY0B/m50yrrl3Hm+iz2Fw2qZ0aF4SXTuOWYlFv5Vai1ShcM935qIv+nZj1R11XqTSnrJnkMD+35FTb+wbDusODL+715zLPc3OVd3FpWjVlHO/dl0V4gBdfeXEPf9pYfE5++vqjdei1CkvShveMciELxofRYbJwqKrNJefrs9jYkF/PFRMjh1W9PisljCPVbS6PUtlT2oyXTsPUOOfzaftNjglkXJA3nzl5/+s0WdhT2jzqQo9BJrXiEvH1hUkkhfnx+AdH6bPYV/Y+PFTD9PhgYkPcv9K0JNX+w++K3dothfZzDPcBdH6yEZsKe1yc+7bzeCPRQd4kuiCMEeD2eQkU1HaQ42Dj936ueAgWYrSbHB2Ej17r1O7oxoJ6/AxaZie5ZpfRS6dlenywyyusW20q7+yvYvGEMCICvJ0+z/hwf8aH+w07r6yfzaaSU97i8nzafuEBXixNDefZzcf51r/3Udt2/t343SXNBHjrmDhOolKEe4wP9+fdb2Wxdmo0v/msiLteyqGt+4vF8fX5dcxLNhLo7b7WdQvG2xdtXNUucefxRjpMFq6a4lzocb+sFHuUiiOF3YYiu7SJ6fHBLklxURSFFZMi2VrU4FR7s+3FDZit6qgLPQaZ1IpLhJdOy0/WTKKksYsXd5RyvKGT/Jp2t/SmHUi80ZekMD+XTGo3FdYTFeg97CIg0+ODMeg0Lg1BttlUdh1vYv74MJftil4zLYZAbx0v7Sp3+L2ueggWYrQz6DRMjw92eFKrqiqbCxvISglzaU7wvGQjR2vaaetxXSTIruNN1LT1coODBaIGsjIjit0lzS7ZUTne0Elrt9ktocf9nrt9Jg+sSOXz/DqW/3YzL24vHTD0Mru0iTmJoWgln1a4ka9Bxx9umcYT12SwrbiBq5/ZxpGqNo43dFLS0MUVbqh6fDqjvxdzEkNZd6jGJa19PjlSi7+XblgdGwCmxgXjZ9Cy3YUhyO29Zo5Wt7sk9LjfyowoTBYbW4scH+emggYCvHVuvd85yyOTWkVRblIUJU9RFJuiKLM8cU0hzrYsLYLLJ0bw9IZi/r69FEWBq6e4P/S435LUcHYdbxpW39U+i41txY0sSw8f9qTRW69lZnyIS1cU82vbaek2k+WCfNp+PgYtN82K45MjNQ7nC7ryIViI0W52Yij5te0OpRQU13dS1drDMheHks1Nsu9YDKci89nWHa7G30vnkly9FRlRpwraDFd/vpu7dmrBvjB732UT+Ow7i5mVGMrjHx5l7Z92sL/iiwiW+o5eShq6pD+t8AhFUbh9fiJv3DMfq03l+md38tP38wDcmk/bb83UcRTXd1JQO7Teuedjtal8drSOy9Ijhr2wp9dqmJtsPJWG5Qq5ZS3YVJjnwjz52UmhBPno+SzPsWgVVVXZVFjP4gnhbikCNlyeGtER4Hpgq4euJ8SAfrx6EhabyqvZFcxOCCUqyHO7d0tSw+kxW53KeeuXU95Mp8nisrCP+eON5LuwSukuF+bTnu62eQmYrSqv7znh0Pve2ldJoLdrHoKFGO3mJoWiqvaHoKHadHJSt9TF+W/9kSCu6ldrtamsP1rH0rRwvPXD31HOjAkiMtDLJf0ac8paCA/wIsFFKRcXkmD0459fm81fvjyDpi4T1z+7k4ffOUxbt5nsk6kk0p9WeNL0+BA+/N+FzEkMZVtxIxnRgUQH+7j9uqumjEOrUXj/YPWwzrOntJnmrj6nqx6fLSsljNLGLqpcVIguu7QZvVZherzrdkb1Wg3LJ0bweX4dHQ4sguZVt1PfYXL5IqireGRSq6pqvqqqhZ64lhAXkmD0457FyQCsnuq5XVqAucmhGHQathQ5vzOwubABvVYZdohMv/4qpa4q6LLjWCPJ4X4uXyxICvNjcWo4r2ZXYB5itcNOk4VPjtSyemq0Sx6ChRjtpseHoNMop3YOh2JTYT0TxwUyLsi1D6Heei3T4oJd1q92X0ULjZ19rMxwzYOnRqOwYlIUW4oahhU9A/bKx7MTQzxWiE5RFFZNGcfn313C1xYk8dqeCpb/bjN/316Kv5dOqrwLjzP6e/GvO+fw2NoMHrl6kseumZUSxgcHq4cVgvxpXi1eOo3LFvb6I9VcVQU5u7SJzNhgfAyufY75yvxEOkwW/vB58ZDfs7GgHkVx/SKoq4yqvWNFUe5WFCVHUZSchgbXtT8R4nTfWpbCo2smcdPMOI9e19egY25S6LDyajcV1DM3yYifl84lY5oaF4S3XuOSEGSz1cae0uZTBRxc7SvzEqht7x1yxdKPDtfQY7ZywwwJPRaXBh+DlimxQUPOq23vNZNT1sIyNz2gzEs2klftmgrrnxypxaB13YMnwIqMSHrMVrYVO//wWdPWQ2VLD7MSPB/yG+Ct5ydrJvH+fQuJCfHlwIlWZiaEDKt6qxDO0moU7liQyHw3PQMMZO3UaCpbeth/otWp99tsKp8cqWVJaji+Btc8V6VFBhDmb3DJpLa7z8LhyjbmuKFF17S4YG6dHc8/d5ZxdAjtwsA+qc2MDXZLlXdXcNmdT1GUzxVFOTLAn2uGeg5VVf+qquosVVVnhYePzlUAMfZ567V8LSvJ5ateQ7F4QjhFdZ1O9Uc80dxNcX2nSx/qvHRaZiWEuqRK6aHKVrr6rC4PPe63LD2CmGAfXtpVNqTj38qtJCnMjxnxwW4ZjxCj0ZzEUA5Vtg5p93F7cSMWm+q2ULJ5SaHYVHu7m+FQVZVP82rJSjES4MKKqvOSjQR46xzOKzvd3pOh3u546ByqyTFBvP3NBfzpS9P58eqJIzYOITxtRUYkBp2G9w84F4K843gjte29rHJhfRVFsUfT7TjWNOwiVvvKW7HYVLf1nX7wyjSCfPT8+L0j57RmOltTp4mDla1cNgqrHvdz2aRWVdXLVVWdPMCf91x1DSHGuv6+bc6Uod988j2ufgCdP95IQW0HTZ2mYZ1n5zH7xHi+m/ojajUKt89PYHdJM0V1Fy4McaK5m+zSZm6YESO9IvOBCgAAIABJREFUacUlZXZiKGaryoEh7FxsKqgn0FvH9Dj3LPxMjw/BoNWcyvV01tGadipbelwWetxPr9WwPN2eVzZQJeGhyClrxs+gHXY1+uHSahRWZ0aTEjGy4xDCkwK99SxLC2fd4Rqsg0zKBvLCtlLC/L2G3crnbFnjw2jsNFFU1zms82SXNqFRYJabitAF+xp46Kp0cstbeDO38oLHbi5sQFUZlf1p+0mMihAeNCHCn3FB3k6FIG8qqCfB6EtymJ9LxzTv5CR0uHm1O483MWlcICF+BlcMa0A3z4rDoNPw8iDtfd7eV4WiwHUSeiwuMbMTQ1EUBg1BtlhtbC5qYHFquNvCVX0MWqbGBQ07EuTTvDo0ClzuhjYhKzKiaOk2O90He09pMzMk5FeIEbN2agwNHSayHbzPFNV1sKWogTvmJ7i0nRlA1gR7xNpwW/tklzYzOSYIfxelnA3khhmxzE4M4amP82npOn/R0I2F9YQHeI3qnH1PtfS5TlGUSmA+sE5RlE89cV0hRhtFUViSGs724sYhFzwC6DVb2Xm8kWVpES7fecyMDcLXoB1WXm2v2UpuRYtLW/kMJNTPwJrMaN7eV3nein2qqvL2/krmJxuJ8UAFRiFGkyBfPWmRAewdIOS312zl86N1fP+/B5n95Oc0dJhcvvt5tnnJRo5UtztUYfNsn+XVMisx1C15XEtSwzHoNE5VQW7rMVNY1+HWVj5CiAtbPjECP4PW4SrIL24vxUun4cvzElw+pphgHxKNvuwcxqS212zlwIlWt4Ue99NoFJ64djLtvRZ+9WnBgMeYrTa2FjWwLC0czSjuge2p6sfvqKoaq6qql6qqkaqqrvTEdYUYjZakhtNhsgwpPLDf7pImes02t1Sc02s1zE4MZdcwdlNyy1vos9jclk97uq/MT6Crz8o7+6sGfD2nvIXypm4pECUuWbMTQ8ktb8FitdHWY+bd/VXc++9cZjyxnrteyuGTvFoWp4bz3G0zWZ3p3irwc5OMWG2q0zuh5U1dFNR2uG3y7eelY1FKGJ/m1Tqc/7avogVVhVmJrmu1IYRwjLdey4qMKD4+UkufZWibBU2dJt7eX8UNM2MJdVN0WVZKGLtLmhzawDjdgROt9FlszPFAi670qEDuzErk9b0n2Fdx7r06t7yFjl7XtZN0F4mXEcLDFqSEodUobCkcWgiy1aby503HCPDWnQoVdrX5440cq++kvqPXqffvONaITqMw2wPFUqbGBTM1NoiXdpUP+BD6Vm4lvgaty3rOCTHWzEkKpbvPyk3P72LWz9bz7f8cYG9ZC9dNj+GlO+eQ+8gV/PHW6Vw5OcrtOeczEoLRaxWn82o/PVnEaYUbQo/7rciIpKq1h6M1Q6sA2m9vaTM6jcI0N+UkCyGGZs3UcbT1mIdcr+SV3RX0WWzcmZXktjFlpYTR1WfloJOVmfeUNqMo9uJ/nnD/5alEBnjz43ePnFNjYFNBPXqtwsIJ7t+4GA6Z1ArhYUE+embEBw85r/avW0vYW9bC49dkuK3fan9xJ2d7Su483sTUuGC35n2c7vb5iRyr7zwnZLrXbGXdoRqunBzlsrZHQow185KN+Bq0tHT1cWdWEm99cwHZDy3nyeumsPhkuK2n+Bp0ZMYGk13qXCTIp3l1ZEQHEhfq6+KRfeHyiZFoFPu1hqq5q49X91Qwf7zRZa1AhBDOWZgSTrCvfkghyL1mKy/vLmNZWjgpEf5uG9P8ZCOKAjuOOXfvyy5tIi0ygCBf11V8vxB/Lx0/WTOJvOp2Xtl9Zt2SjQX1zE4MdWn1eXeQSa0QI2BJajiHq9poHKTicF51G79bX8jVU8Zx7bQYt40nIzqQAC+dU3m17b1mDlW2uq0/7UBWZ44jxFfPS2cVjPo0r5YOk4UbJfRYXMLCA7w4+OgKNj2wlIdWTWRmQsiI5kHNSw7lUGUbnSaLQ++r7+hlX0WL2/N+jf5ezEoIdai1z1Mf5dPZa+GRqye5cWRCiKEw6DRcNXkc64/W0d134fvM+weqaezs465FyW4dU4ifgcnRQU71q+2z2Mgtb3FbdN75XDU5isWp4fz2syLq2+2Re/3tJEdz1eN+MqkVYgQsSbXfHLYVn3+3ttds5Tv/OUCIr4GfXTvZrWGCOq2GOUmhDlcPBNhT0oxNxSP5tP289VpumR3P+vw6atq+6Pn71r4qYoJ9PP6LQIjRRq/VjJp2VpelR2C1qees/g9m/dE6VBW3T2rBHoJcUNtBRVP3oMdmlzTx39xK7lqUTNoIt/IRQtitnRpNj9nKhvz68x6jqiovbC8hPSrAIwvxC1KM7D/RQpeDC3qHq9roNds83v9aURQeX5uByWrjyY/yAdhUaP/f0139zF1JJrVCjICM6ECMfoYL5tX+5tNCiuo6+dWNmW5tk9Nv/ngjJY1d1LU7lle743gjXjoN0+M9m1f25bnx2FSVV7MrAKhr72V7cQPXTY8Z1dX5hLjUzEwI5bL0CP688RjNF2gZcbZP8+pINPqSGum+EMF+KybZJ86fHb3wbm2fxcbD7x4hNsSH+5dPcPu4hBBDMycplMhArwuGIG8/1khRXSd3LUr2yKLfwpQwzFaVPQNUo7+Q/pZsnp7UAiSG+fHNJeN570A1O481stFN7STdQSa1QowAjUZhcWo4W4sbsQ3QMHzn8Ub+vqOU2+clsNRD1eb6dzcdDUHedbyJ2Ymhbsv3PZ+4UF+Wp0fw2p4KTBZ7NWSbCtfPcF+YthDCOQ9dlU5Xn4WnNxQP6fi2HjO7jjeyMsP9xawA4o2+pEcFDNra52/bSjhW38nj12TgY/DsPU8IcX5ajcLVU6LZUthAW8/ALcRe2FZKmL8Xa6a6t+p7v1kJoRi0GnYUOxaCnF3aREqEv1vamA3FN5eOJ8HoyyPvHmHX8Sa3tJN0B5nUCjFClqSG09zVx5HqtjO+3t5r5oE3DpJk9OOhVekeG8+kcYEE+egdmtQ2dpooqO1gvgfzaU93+/xEGjv7+ORILW/lVjIjPpjkcPfv6gghHDMhMoBbZsfzyu5yShu7Bj1+U0E9ZqvKCg+EHvdbkRFFTnnzeWsdVDR18/SGYq7MiOKydPdVYxZCOGfttGj6rLZTVdNPV1TXwZaiBu6Yn4CXzjMLUj4GLTMTQtjhwHOVxWojp6xlRHZp+3nrtfx0bQYljV2YLLYxkU8LMqkVYsQsmhCGonBOCPJP38ujrsPE726Z5tGqmhqNwpwkx/rV9k+As1JGpsz7opQwEo2+/OLjAorrO7lhphSIEmK0+s4VEzDoNPzqk4JBj/00r5aIAC+me7BdzsqMSGwqbMg/d7dWVVV+8v4RdBqFR9dKcSghRqOpsUEkGH35YIAQ5Be3l+Kl0/DleQkeHVNWipH8mvZBC4P2y6/poNNkYe4ITmoBlqVFsGpKFIHeOuYmj+xYhkomtUKMEKO/F1Nigs5o7bPuUA1v76/ify9LGZHeh/OTjVQ0d1PV2jP4wdhb+QR46ZgcHejmkQ1Mo1G4bV4CNW29GHQaVmdGj8g4hBCDiwjw5p7F4/n4SC05F8gx6zVb2VzYwBWTIj2aHz9pXCAxwT4DhiB/fKSWzYUNfHdFGuOCfDw2JiHE0CmKwprMaHYca6Sh44tJZGOnibf3V3HDzFhCPVCj5HT9i/5DjYLrb382N2nkC17+7uZpfPLtxR7b2R4umdQKMYKWpIazr6KFtm4zde29PPzuYabGBfOtZSkjMp7+MOKh3nx3Hm9kbnIoOu3I3UpumhmHr0HLyowognxGdw81IS51/7M4iYgAL578KB9VPbeeAMC24kZ6zFaPVD0+naIorMiIZNuxxjOqlXb0mnnsgzwmjQvkjvme3eURQjhmzdRobCp8dLjm1Nf+vbuCPouNO7OSPD6eKTFBBHjrhtzaJ7u0mQSjL1FB3m4e2eC89Vqig8fOIp5MaoUYQUtSw7Gp9op833/zEL1mK7+/eSr6EZokpkUGEOI7tLzaypZuypu6PdrKZyBBvnre+1YWT1yTMaLjEEIMzteg43srUtlf0cpHhweuNPxpXi0B3roRac21MiOKPovtjAia335WRH2HiZ9fP2VEF/CEEINLiwogLTLgVAhyr9nKy7vLWJYWTkqE52tu6LQa5iUb2T6ESa3NprK3rJk5iWMj3He0kbuzECNoWlwwAd46nvjwKFuLGnh41cQRLXSk0SgsSQ3nnf2V/OS9I7R2n7/9xs6TE98FKSMfIjMhMoBgX8+GFAkhnHPjzDjSIgP45ScF9FlsZ7xmsdrYkF/H8vQIDDrPP6LMSgghxFfPZycLzRyubOOlXWXcNjdhRFJChBCOWzstmpzyFqpae3j/QDWNnX3ctSh5xMazMCWMypaeC/bBVlWVTYX1tHabmTsCC3oXA5nUCjGCdFoNiyaEUdvey+LUcG7zcAGDgTx2zWRun5fAK7vLWfabzfw7uxzrAG2Hdh1vwuhnIC0yYARGKYQYq7QahYdWpVPR3M3Lu8vPeG1PWTMt3WaunOzZ0ON+Oq2G5RMj2VBQT6/ZysPvHibUz4sHVqaNyHiEEI5bc7K+xvsHqnlhewnpUQEsGKEuDWAvFgUMuFvb0tXHi9tLufIP2/j6v3II8dWzeMLIRsCNVTKpFWKEXT89ltRIf359Y+ao6AMW5KPnsWsms+7/FpEaGcDD7xxh7Z+2n1HYRVVVdhxrZP5446gYsxBibFmSGs6iCWE8vaGYtu4vekp+lleHl07D4tTwERvbyowoOnotfPv1AxyqbOPHqydKvr4QY0i80ZdpccH8ZfMxiuo6+frCpBF9Vhkf7k9koBc7jtsntTabyvbiRu57dR9zf76Bxz88irdBy1PXT2HrD5YRETjy+bRjkef6hQghBnT5pEgunzT6eh5OHBfI63fPY93hGp5cl8+Nz+3iuukx/PCqdDp6LdR3mEaslY8QYmxTFIWHrprI1c9s48+bj/GjVRNRVZXP8mpZnBru0XZmZ1s0IQwfvZZP8mpZNCGMtVOlqroQY82aqdE88eFRwvy9WDttZH+GFUUha3wYmwrreWZDMf/JOUFlSw9BPnq+NDeeW2bHMXHcyHSRuJjIpFYIcV6KorA6M5rL0iP4y6bj/HVrCZ/m1TIzIQRgRMN5hBBj26ToQG6YEcs/d5Rx+7wEWrr7qG7r5bsrRjbU11uvZWlaOBsK6nn8mskSjSLEGLQmcxy/+qSAOxcmjoqWNFkpYby9v4rfri8iK8XID65MZ8WkSLz1Iz+2i4VyvpL6I23WrFlqTk7OSA9DCHGa8qYunvgwn8/z64gJ9mH7g8vkgU8I4bSath6W/WYzKyZFERfqw3NbSsh95PIRL/xW395LfYeJyTFBIzoOIYTz6jt6CfPz8mi/6/Pps9h4Z38l85PDiDf6jvRwRhVFUXJVVZ013PPITq0QYsgSjH68cMcsdh5vxEevlQmtEGJYxgX5cNfCZP606RhGPwNzk0JHfEILEBHoLXltQoxxEQGj52fYoNNwy+z4kR7GRc0jhaIURfm1oigFiqIcUhTlHUVRpC6+EGPYgvFhTI8PGelhCCEuAt9YOp4wfwNNXX2szBiZqsdCCCHGNk9VP14PTFZVNRMoAh7y0HWFEEIIMYr5e+n4wcp0fPRamdQKIYRwikfCj1VV/ey0f+4GbvTEdYUQQggx+t08O45rpkePioIuQgghxp6R6FN7J/DxQC8oinK3oig5iqLkNDQ0eHhYQgghhBgpMqEVQgjhLJft1CqK8jkwUNzQw6qqvnfymIcBC/Dvgc6hqupfgb+Cvfqxq8YmhBBCCCGEEOLi5LJJraqql1/odUVR7gBWA8vV0dpHSAghhBBCCCHEmOKRnFpFUa4EHgSWqKra7YlrCiGEEEIIIYS4+Hkqp/ZPQACwXlGUA4qiPOeh6wohhBBCCCGEuIgpozUSWFGUDqBwpMchnBYGNI70IITT5PMbu+SzG9vk8xu75LMb2+TzG9vk8xu70lRVDRjuSTwSfuykQlVVZ430IIRzFEXJkc9v7JLPb+ySz25sk89v7JLPbmyTz29sk89v7FIUJccV5xmJlj5CCCGEEEIIIYRLyKRWCCGEEEIIIcSYNZontX8d6QGIYZHPb2yTz2/sks9ubJPPb+ySz25sk89vbJPPb+xyyWc3agtFCSGEEEIIIYQQgxnNO7VCCCGEEEIIIcQFyaRWCCGEEEIIIcSYJZNaIYQQQgghhBBjlkxqhRBCCCGEEEKMWTKpFUIIIYQQQggxZsmkVgghhBBCCCHEmCWTWiGEEEIIIYQQY5ZMaoUQQgghhBBCjFkyqRVCCCGEEEIIMWbJpFYIIYQQQgghxJglk1ohhBBCCCGEEGOWTGqFEEIIIYQQQoxZMqkVQgghhBBCCDFmyaRWCCGEEEIIIcSYJZNaIYQQQgghhBBjlkxqhRBCCCGEEEKMWTKpFUIIIYQQQggxZsmkVgghhBBCCCHEmKUb6QGcT1hYmJqYmDjSwxBCCCGEEEII4Qa5ubmNqqqGD/c8o3ZSm5iYSE5OzkgPQwghhBBCCCGEGyiKUu6K80j4sRBCCCGEEEKIMcslO7WKorwIrAbqVVWdPMDrCvBHYBXQDXxVVdV9rrj2paLLZKG4vpOiug6O13fSY7bio9firdfiY9DirdPY/9Zr8Tn5NaOfF6mR/ui0snYhhHCvth4zhypbqW3rxWJT7X+sNqw2FbNVxWqznfyaikGnISXCn4zoQOJDfbH/ihBCCPfps9ho7e6jpdt87t89fbR2mem1WIkI8CI+1Jd4ox8Job7EhPigH4nnqMocKF4PyUshfh7IfVKIC3JV+PE/gT8BL53n9auACSf/zAWePfm3OIvJYuV4fRdFdR0U1nVQVNtBUX0HJ5p7nDqfv5eOmQkhzE0OZW6SkczYoJG5OQshLhqqqlLS2EVueQv7K1rILW+huL4TVXX8XAFeOiZGB5IRHUhGdBAZ0YGkRPjLfUoIMSxdJgu7jjexpaiBbcUNlDV1O3UerUYhOtibhFA/4o2+JBp9mZkQyvS4YDQa1080u83d7KrehaX5GCu3/AK2/AKipsCce2DKjaD3cfk1hbgYKKozTyEDnUhREoEPz7NT+zywWVXV107+uxBYqqpqzfnON2vWLPVSyak1W21sKqjnzdxKNhc20Ge1ue1aPnqtfZKbFMrcZCNT44Lw0mldeg2T1YSX1sul5xRCjBybTWX/iRZ2lzSzr7yFfRUttHSb3XY9g05DelQAy9MjuWlWLNHB8hAnhLgwVVUprOtgS2EDW4oa2FvWjNnqmmfcgUQHebN6ajSrM8cxJSbIsYiT+nwo/BjKtkHqlTD3Hk50nOBXe3/FrupdmKwmEgMT+aDwEPS2fvG+W16BiWtc/80IMYIURclVVXXWsM/joUnth8AvVFXdfvLfG4AHVVXNOeu4u4G7AeLj42eWl7skb3jUyqtu483cSt4/UE1TV9+IjMFbr2F1ZjRfX5jExHGBgx5vsVn48NCLTC/bS4JfNFzx2DnH3P3Z3XS2n+DK7l5WRi8iMnEJxM4C7yB3fAtCCDfpNFl4K7eSf+0so6Sxa0TGoFFgSWo4t86J57L0CM/s4PZ1QV0e1ByE2kPQUAgGP0haAqkrITxdQgGFGAUsVhsbCur5/GgdW4sbqGs3jcg4Eoy+rM4cx+rMaNKjAs4/we1uhvU/hv2vfPG1lMvhtrdo72tnyetLsKiWUy+9p08luehz+z8CY+H+g6AdtTVehXDKWJvUrgOeOmtS+wNVVXPPd76Ldae2sdPEeweqeTO3kvya9pEezhkWpoTx9UVJLJkQfk5IjcVmYV3+6zyf+3tOqH2s7uziqdYe+E4e+IaeOq6xp5Hl/12OTbXvNiuqysxeE1d1dbMiKJ3gxQ/ChCvkgVCIUaykoZOXdpXzZm4lnSbL4G/wkCR/C/clVZGmz6WyeT9ai4lZfrGEhE6A0GSImAhpVzl/AZsNnl8E9UdBvUDETFCc/T42YSUkLbJPeIUQHmOyWHl7XxXPbTlOuZNhxe4yPtyP1ZnRXD8jhgTjyXuDqsLh/8InD0F345lv0PvBD8tBq+ee9fews3rnqZfu90/nrsPrARWW/wQWfQ+Aww2HifCNINIv0n5gdzP4hMizlRiTxtqk9pIPP84uaeKF7aVsKqjHYnNfOIwrpET4c9fCJK6dHoO33h6avKFiA9/e9O1Tx2hUlXerakjK+gEsffDU11/Nf5Wn9jw14Hl9bDYeaG7lpuAMlOWPQmKWe78RIcSQ2WwqW4oa+OfOMrYUNYz0cADQYybDsI8E3/14+VTQ4NVNvpeBLs0Xu7VaVeVPdQ0s7OmFyMnwzR3nnqinBV6+Dkyd0NcJOm+4/8DAF/3LAqjPo02jsMvHh60+Puz3NqAFpvaamNVrYmaviTiLBQVA6wWJC+07uGmrIDjOHf9TCCGA7j4Lr+05wd+2llDb3jvSw7kgjQI3zIjlgTleRG59CMvxjbwYFIgWla+3dZx58F0bIHYW/yn4Dz/L/hnRftFcFn8Zq5NXk6H1g5wXYcH/gV8YZpuZa9+9lvruem6bdBt3TrydgH9cDQHjYNWvwTh+ZL5hIZw01ia1VwP3Ya9+PBd4WlXVORc638UyqS1r7OKpj/P5NK9u2OeKCfZhQqQ/aZEBRAZ6Y7LY6DFb6TVb6emznvrvXrOV9h4Lh6va6DFbnb6e0c/AbfMSuG1eAkZ/Pde/dz3H246fen11ZxdP6RPgfzaeWh18KvspXi149YLnXdbVzWONzYQkLYXLfgwxM5weoxBieLr7LLy+5wQv7SpzupBKv9gQH6bGBuPvpUOnVdBpFHRazcm/FbQa+3/XtveSV91OQU07JsuZO6I6pYfpoa9j8z9OjVcfHYOEG+tUlc0VlQTZVHuu2S2vnHtQXxf8PPq0N3nDI2fek1VVpailiG2ffY9tbYUc9PLCeoFdj3CLhZmnTXKTzWY0Gj1c8TjMv3fw/7GEEEPW1mPmpZ1lvLijdFj5/CG+ekJ8DQSf+rv/v/UE+xrQaxUqW3oob+qmvLmbiqYup6+nw8Jd2o+4X/c2DXobPwo3ctDbC52q8kp1LRmByTD3Hntag3E8KAqtva3UdteSFpJ23hDm/olvvyCNFw/UVXNtZxdoDZB1Pyz8Lhh8nRq3EJ42qia1iqK8BiwFwoA64FFAD6Cq6nMnW/r8CbgSe0ufr52dT3u2sT6pbes28/TGYl7aVeZwoQJ/Lx1T44JIjQwgLTKA1KgAJkT4E+Ctd+g8ZquNQ5VtZJc2kV3STE5ZM119Q5nkqsAXN1ODTsNtcxPITC/jxzsfRKeqXGM18D9T7yVm+lfPye+o7ajh06P/5uPyT8nrqR3wChEWC082NDGv12R/EF32CESkO/T9CSGcp6oqn+bV8fgHeVS3Ob7jYdBqmBwTyMyEEGbEhzAjIYTIQG+HzmGx2ihp7CKvuo28qnaKKstoV37Ece+hL8Yt7O7h2Tr7znLD1G8Sft0vTr32WsFr1HXV4af3Jejzx7m5/bTdkR83gVZHbVctzx96nm2V26jrdn7xMdhq5bLuHv63uZWwBffD8kclFFCIYWroMPHijlJe3lXuVCpEsK+eRRPCWZIazuIJYUQ4eI8CaO81U9HUTUVzNyUNnWwoqGd/ResF3zNNOcZT+hdI11TwZoAfvw4Noee0CJNkfRD/uX4d3g7WGuk2d7Pq7VU09Tad89rajk4ebmrBV1UhOB6u/CWkr3Lo/EKMhFE1qXWHsTqpNVtt/Ht3OX/YUEyrA6t7imLPab1xZiwrM6JOhf26ksVqI6+6/dQkd1tx4zmVlhMNefyRf/Oo+U4OqClnvBYVZGD+zFy+N3ExsbHzh/TAVtFewbrSdfzz8It0W898cFZUla+2dfC/La3oUSDzFlj8AIRNGP43K4Q4rxPN3Tz6fh4bC+odel96VADXTo9hdmIIGdFBLr1PdbaU8c13r+OAZvAHVy+rFl1fML1aK7FNE5jd4UuCUscm23SiZ63hgRWphPoZWPHWCmq77AtrMRYrn5yo+uIkD5aBTwhNPU0se2MZKq75XZjYZ+bF2jrCM78Mq/8gRV2EcILFauOv20p4ekMxveahd4TQKDAtLpglqREsSQtnSkwQWje03als6WbdoRo+OFTNkaov6qMkKTV8XfsRX9JupFmn8GiYka2+51Zv99UG8feVf2Vy+CSHrmu2mXmn+B2ePfgsjT2N57w+vq+P39Y3Mt588j6aeiVc+QsITXLsGxTCg2RSO8qoqsrGgnqe/CifkoahVwlNDvPjhpmxXD8jhnFBnm1b0dBh4uXd5byyu5zmrh7mG/9JYXgRDzc2M7Pdn6v7fk4X545pZUYkj62dTFTQ0Fc8K9oreHDrgxxpOnLOa5NMJn5Z30Si5eRNOCTR3mw8eak9LOe0QlRCCOeZLFb+trWEZzYeOyfs93w0CqyYFMVXsxKZmxTqWNuKIepqyOcb79/CAd25v4/8bCoxZl9MXeOo7p5MS28aqjmUL6JJbMCZIcoB3jr+30J4reqBU19L9I3igyXPgJc/GPzt1dhPfi9fWvclDjcePufaKcEpLIpdxKKYRQDk1uWSW5fLwYaD9FjO3zt8fF8fL9bUE5q6Cm74O+gd3x0S4lKVX9POD948xOGqtiG/Jy0ygLsXJ7N8YgTBvgY3ju5cZbVNFG1+lcji15lqtT/jbPD14bGwUFq05y78WTom0ltzPfHBkTywIo3VmeMcvq92m7t5Jf8V/nbob/SetWHgY7PxSFMLaztPPotqvWDhd2D2XeAf7tw3KYQbyaR2FCms7eCJD4+y/di5q2YDCfDWsWZqNDfOjGV6XLBbHhIdUVmbx8Prvso+nf3G6GOz8UZVLdm9C3nQcveA7/H30vH9lWncNi9hyKugZpuZZw88ywuHXzhnV8THZuOhphau7ezizLMpMC7z5CR3GcTPk8bjQjhh57FTcQU/AAAgAElEQVRGHnnvyJAX3UJ89dw6J57b5iUQ48Y+sV1VOXzj4zs4oD9zYjrFpuPJxb8mIWkZGo2W0sYu/rP3BG/mVtLYOXjbDq+IjzAYt5769/ig8bx77bsDHvvswWf5y4G/4KPzYW7UXBbFLmJhzEKi/aMHPN5sNXO0+eipSe6+un10mjvPOCbN1Mffa+sJis+CW18F78FbpglxKeuz2PjzpmP8edOxIRfUnBYXzH3LUrgsPeKcrg1u11AIuf+Cg69CTwvdisJeby/W+fvxsf+5FdFVmwFT3WrMrbM5PcXrikmR/OL6KRj9vRwewrGWY3xvy/coaSs557XrOjp5qKkFn1PP+QrEzbWHJKetkqg4MWrIpHYUUFWVf+wo4xcfF5wTxjsQL52G/1mUzDeWjsffa3SEpG3a/Tt+kv8irWf9MphkMnHriSQeMH8LK+cPMZwWF8xT108ZUo/bfntr9/LQtocGzF9b0t3D2o5Osnp68Rvo/5taL4iZCdP+H8z4ypCvKcSlqr6jlyfX5fPegeohHZ8RHcgdCxJZOzXaLWkQp+s6volvbLyXA4Yz74dT8OL56z8kICDqnPeYrTbWH63jd+uLOFbfec7r/RRdKzr/AhR9O8lhPlwzZQLfnPH1AY+t7KikvL2cWVGz8NI6/mBptpr59uZvs7Vy6xlfzzCZ+FtNPQGRU+C2t8A/wuFzC3EpOFzZxvffPEhBbcfgB2NP17p32XjmJxs9uzFg7oGj70PuP1ErdlKq17HNx4ftvt7kentjPs9YrN3x9FTfgmo2Dvh6eIAXv74xk6Vpjt8jus3dPJn9JO8ff/+c11JOhiMnmwdI6zBOsLdAS78aYmeDxr33eyHORya1I6ylq4/vv3mQz/OHlpN27bRovn9lult3PIbKptoobTjCq5t+yBu9J855PcBm477INexsuYkPDw9c6Ol0Oo3CXYuSuX/5BHwMQ7sptpnaeGzXY6wvXz/g63pVZXZPL0u6e1ja00O05azCMUsehGU/GuCbs0JPK/gN/ItDiEvJGzkneOLDo3T0Dp6nmmj05adrM1iSGu6Rh8Suo+/wje0/5IDXmaGCUzR+PH/DOgJ8L/wzbLbaeGlXOX/4vGhI319UoDfPfGk6sxPdk85gspr4v43/d0aPSbC3AXq+th6/kCS4/R17eoUQAoBes5WnNxTz/NYSrEPYnb1iUiT3Lh3P9PgQD4zuC+r+V+k59Dqt1Xsp1Kps9/Fmu48P1foLb1BoFS0R1msoKpwJF9gg6PfVBYn88Kp0hxcUVVXl3WPv8mT2k5isZ0ay+NhsPNrYzNVdF6hu7xsGaVfCpOsgeQloHStMKsRwyKR2BGWXNHH/6weG1CNtZkIIj1w90eM34NO1mdo43HiYgw0HOXRiO4dbCuhQB34InKkaeOqKZxkXY++4tK24gYffOUJF8+CtPpLD/Hju9pmkRgYMaVyqqvJ28dv8cu8vL5ifBpBq6mNJTw93tHUQZLPBl96w94U8W30+/GUeJC2GNX+E0OQhjUWIi0mv2cqP3z3Cf3MrBz3WoNNw79LxfGPJeLfvzPbryv0H38x5iv3eZ+6KTtEF8dwNHxLoHTzkczV1mvjNZ4W8vvcEg/0602oUvrcilW8sHu+WUMUeSw/f2vAt9tbuPfW1cRYLL9bUEWux2kP/7vxUqiILAeSWt/CDNw9yfAgpEQvGG/nJmkmkR3kmjD+vKY8/5v6RVlMrLaYWWrrqMTH0glUAyUHJPLXoKSYZJ7HzeCO//KSQgycuXDUZIDXSnz/cMp1J0Y5/r0UtRXxv8/coay8757XEPjNZPb1k9fQwq9d0WljyWXxCYdJayLje3oNbdnCFm8mkdgRYbSrPbCzm6Q3FDLagGBviww+vSufqKY4XAHBubFYaexpp6GmgrruO2q5a8pvyOdR4iNK20kHfr1NVvhUyna+tegGt/swHzZ4+K09vLOZvW0sGzXPxNWj59Y1TuTpz3JDHXtpWyg+3/ZCjTUcveJxehe3lJ+zl6h84dkbBgzcK30BRFMJr8ojc8SdS+8xovQLhmj/BpGuGPBYhxrqKpm6+8UouR2vaBz120YQwHr9mMklh5+Z/uUvXjt/zzSN/Yb/3mcWTphjCeO76dwn0cqzFRb8jVW389P08cspbBj12SWo4v7t5qlM5bIPpNndzz/p7ONBwgBj0vHiizB5p4hsGX//M3o9SiEuYzabyzMZj/GFD0aALUf5eOh6+eiK3zo5z77NUXzds+w3MuQcCItlfv5+vfOx4ilOMfwwLYxayKGYRWTFZ6DRf7OT2t1H79acFg07kDVoNP7gyjTuzkhxegOsyd/H4rsf5qPSj859fVZnV03tqkptstjDgVfwi4IrHYNqXHBqDEI6QSa2H1bb1cv/r+8kubb7gcX4GLfddNoGvZSW6ZdfDZDXxUclHHG06Sn13/ak/jb2N2FTHVhH7xVvhl3N/zOSMmy94XEFtOw+9fXjQ/mwA9yxJ5vsr0tBpNYMeC/aQ6Ny6XDaf2MzmE5up6Kg455is6Cyem/0jqD1yTu+1ZW8sO6O8/URTH69V16INHQ/37gKd6x9ehRhtNuTX8Z3/HKB9kHDcyEAvfrI6g1VTojyaj9Zl7uLe929mX+eZP9+TfSJ5/tq3CTQMbxdGVVXeP1jNUx8VDBpJ485w5I6+Dp7Y/QTfnfZ/RK3/KRR+Al/9EKKnufxaQowlXSYL333jAJ/mDd4TemlaOD+/bgrR7k7bqs+H/34NGvLh+hcg8yZK20pZ++7aQd9q0BiYHTWbhTELWRizkITAhEHvqX0WG79dX8hft5YMOqlfmBLGb26a6lC3CbDfC98sfpNfZP+CPlvfoMdHWSws6Onlqs4u5vWeVYjv1lftebdCuIlMaj1oQ34dD/z3IC2D9J3NjA3imf83nQSj+3Y9LDYLd312F7l1ucM6T4DVRqYV5kfM4Kblv8HXP3JI77PZVP6dXc6vPimkY5BG6FkpRp75fzMI9XOsvL6qqpS2l7LlxBY2n9jMgYYD2FQbj8x9hFvSbznneIvNwoyXZ5xRUfn3dQ1c3qfCXZ9D1BSHri/EWGO1qfx+fRF/2nTsgsdpFPjqgiS+c8UEArw9mzPVZe7i3s/vZV/9vjO+Ptk3hueveWPYE9rTdfdZ+P36Iv627cJRKu4ORwbAZoOmYxCe6p7zCzFGVDR18z8v5VBYd+FiUIHeOh5dk8H1M2LctuhmtVn5R94/mNJax9wtz0B/CtS02+DaP9Pa28qi/yw64z16RUuIIQijXwTTI2awMGYhs6Jm4aNzbtK983gj33vjIDVtF16AC/bV8/St01mc6ng7nsLmQn6f+3uya7KxnCft7HTfbu/l602n1YrxCoLvF6Nq7c9xI92tQ1ycZFLrAVabylMf5fPC9sHDd/9nURLfX5mOQTe0ncnhqO+u56YPbqK598K7xv00qkpKn5mpJhOZpj4yo2aROPNuNKlXgta5Ksx17b389P08Pj5y4UJSMcE+PHfbTKbEOhdSCNDa28q2qm3MGzePcN9zb+r13fUs/+/yU/++JXgyjxxcD1f/BmZ+1enrCjEWNHWauP/1A4O2FEuJ8OePt04jI9r5n8Xh+KjkIx7c9uAZX5vsn8Dza1516YT2dJsK6vnOGwdoHWRB0p3hyANp7W3F3+BvD03sbZd2P+Kit/NYI/e+um/Qn8UVkyL52bWTiQh0X2/nqs4qfrTtR+yr30eE1pe3SwoJ6k+tCoyFbx/CpijsqNpBiHcIwV7BhHiH4Kvzdfmkrq3bzMPvHubDQzUXPE6rUXjimsl8aW68U9fpMneRXZPNjqodbK/aTnXXwNXw/778OeZ0d0He25D/IUxcA9c9y+GGw9y74V7mjZvHfdPvIyEwwalxCDEQmdS6WU+flf99bT+f5184RCbUz8Bvb5rKsnTPtmrYVb2Le9bffUa312CrlQiLlXCrlUirlTizhUyTiQxTH37+42DG7TD9dgiOc9k43syt5OF3DmOynD/02aDT8OS1k7lpluuue7rm3mZePvoyDd0NNPc286vFv8K/o85eJEpWFcVFbH9FC9/69z6qB1npX505jl/ekInfCLcS+1fev/hNzm8AyDBm8NcVf3XbhLZfdWsP//vafnIHybWNCvTm71+d5fZJf11XHXd9dheTwybzs2n3o/3HKvuD4+U/lfuVuOioqsq/dpbxxLr8C1Y3DvUz8NjaDFZnurcOSZupjVVvr6K974uaAyuVAH5dkmfPKc28FVb/Hgy+bhvD2VRV5Z39VfzkvTw6B4mAu3txMj+8Mn1YkSWqqlLWXmaf4FZvJ6c2B5PVhILCzv+3E3+Dv/1Acy+YOsA/nNcKXuPn2T8HIMgriL9c9mcyD7wJk6+H6OlOj0UIkEmtWzV2mvj6v3IGrVI3P9nIH26dRqSbVhQ7+joIMAxcSbixp5EDB18idNMviLBaCLda+f/snXd4U9Ubxz83TbonbSmbskcZhTILKBtRZO+9l4hbcQAKKENF8KfIhrKXCKIIypJNF6PsWSil0En3yLi/P8IK5AaQ3FDK/TwPz2POOcl5qSXJ95z3/b4OD/+vFFRQobXxtrJ8q/98K/s4TsamMmJ5BLG3LTsY921QigntAmxym22O1NxUlpxcwsgSLXHc/jm0/8mqAl9BwZasDr3GhM0n0eql38PVKoHP36jCwGD/55M2dmkXlG1mItZCToWw7co25rWeJ7ugvYtWb+C7v88x79/LFte5OqiZ1y+IRuV9ZInjRsYNhmwfwvUMoyt1Z50DE2MuoAKo1RfazZbtfVpBwdbk6owu7OvCLbuw1y7lydx+QRR2k+929kF+iPiBxScX33vsZe/BuqQsijT+CAJ72SQGc8QkZ/Hu2mOPPYBrE+DHrB61nriF4uPI0eUQeSuS6LRoelcxbwj1+f7PTfrg+qmc2HrpHPb2btB7jdElWUHhP6KIWpm4nJDBwCVhFlvYqAR4r2VFRjcrj51MdVhbL29lyuEpzG4+m7pF6ppfpMuFGWUhL+P+mJ2DscdYpdeNTbXdisgS38MkZ+YxdvXRx6ZA1intxcIBdfB0fro622dFFEXe3f0uu2J2Ud6gYsaNWCqo3WDQX1C4sk1jUVB4FkRRZNaOC8zeecHiOj93B+b0qU1QaXn6sj6WPdNhzzfQcAy0nmIibLV6LZrn0AfxSdKRNXYC33atScdaxa2+/6Btgwi/Zfq5Nj4xme7pd97D20yFhqOtvq+Cgq2JT8th5IoIIh9jLNmjTkkmdQzAQS1z25jsFNC4gNoerV5Ln619OJN8hkbFGzGl0RR87D3zxYGSTm9gzp5LzN55weLNds0SHiwYUMdmBwGdNnfi4m2jZ4OjYMeC2FgCc+8YUNk5QM+VUKGVTWJRKHgoolYGIq4mMzQk3KIhVFEPR37sJY9jJhjdjWeEzmDd+XUA+Dj5sP7N9fg4SdwcrOsPV/ZCxdeMQrZcc3BwlSW2x6E3iHy7/Rxz/71kcV1FP1eWDa7/1G5+z8Kas2v4+sjX9x47GAyMS06hq6YIDN8Njs+nzlBB4WnQG0QmbD7JyiOPuoM/SMOy3vyvdy18bFQj+jDa3d+g/nf6/RYRDd6CNl/ni/TaJ01H/rRtZYa/UtaqN9wx6TEM3DaQ+CyjEUvzHB3fxt3AHozv3b3Wgtq2B34KCtbmZGwqQ0PCLTqQ26kEJrSrSv+Gj3cLfmZuX4Olbxjb+7WeAsDl25c5FHeI3pV750vzo0OXkhi5IoLUbOnvo8U9nVg8sC6VipjP6LMmeoOeWZGzWHF6BT961aVJxNr7k87exv7bPhVkj0OhYKKIWiuz7WQc76w5ZrE2tH6ZQsztG4TXU7r5Pg1hN8MYvH2w6b4qV+b1+hc7c192MpOMgiwfnDDe5a+oOD5cf5zMPL3kmuKeTqwYWt8m/TF1Bh3d/+jOhZRHb7a+TkiifbEm0HM1qJ5PWrSCwpOQq9Pz3tpjbI2ybM428tVyfNi64hO307I2WbevMnr9a9TNzGT07VSjsLV3g1H7wcv/ucT0ME+ajjww2J/x7apaNSMnOjWagdsGUqdIHaZWGYpmZVdw9YP+m5/bgaSCgrU4cjmJISHhFmtDPZ01zOldm2CZ0vxN0GbD4jYQd9z4uM+GF+ZG8VJCBoOXhnE1STpz0NVBzc99avPqf3BG/i9Ep0bj7+EP+3+AHV8a39sHblHqahWeCUXUWpHF+68w+c/TFvuFta9ZjG+71ZA/RQb4MfJHFkQtAMDeIPJJcgrdAkcitBgv+97W4sKtdEYsj+ByonSDcR9Xe5YOqke14vLfkmZqM/n68NdsubzFZNzJYGBd7E38G30AzT6TPQ4Fhf9Ceo6W4csiOHQ5SXKNm4Oa77rXpE2AbUoOzJGlzWL0ztH3Wo6NTElldJYBod9vUFKijOI5svlYLB+uP26xLvn16kWY2T3Qqn3Hb2TcoLBzYaP7cdoNUDuCs0T2jyjmixtuBYXHsftsPCNXRFi8HKjk58aC/nUo5S2/EdPRW5F47P8fZaM23h909oaRB8C9qOz7W4PkzDxGLA8nLFo6s8ROJfBV+wD6NrCxI3FEiNGQs4yx9VGWNgtHtSMqQbkgUHg6FFFrBQwGka+3nmHRY1r2jHy1HB+3qSRfH8OH0Bl0DFvTgltZt/g+PpEqeXfST3qthUqv2SQGa5Ceo+WDdcf5+7S0g7Sbg5qFA+pQv6y3TWLacmkLXx36ilz9/ebiVXNzWXHjFhqlwbhCPiQhPZeBS0I5dSNNck1xTyeWDalHOd/ne9P39q632ROzx2RsfKV+dG/w8fMJ6Ak4cDGREcsjLN4s1fMvxIL+dfBwtnEdsF4HKzpBQCeoPQBU8h+qKij8F/44cYN31xxDZ6EOtE2AHzO7B9rEhT0xO5FuG9uRmZfOZ0kpdMjINGaNVHoDui19odL8c3V6Pt5wgs3HzLfhucvYFhV4r2WF55JOna3LZsQ/IyjqUpQpjaegUdneM0HhxcVaovalPU7J0xl4e/VRi4JWJcDkjtUY1/bZ7NOfFrVKzXet5rL2tv6+oLWzhyzpW5r8iJujhrl9gxjQUPr0MD1XR//FofxjQfhakzfLvckn9Ux7ZZ52cOBHL0/YOAISztskDgWFJ+FaUhZd5x60KGgr+bmxcXTw8xG0osiDKS5Dqw/FVXM/jqqFqtCm1gjbx/UUNCrvw9oRDSjsJl1/HBqdTNe5B7nxGId3a3DoxiFWnllpfBCxxOiZ8Md7MO9ViN4v+/4KCk/L2rBrjF191KKgfbdlBX7pE2QTQWsQDXyx420SdZlkq1SM9/XmC59CiN7loNPcF0rQAjio7ZjVI5B3WliuWf1x5wWmbzuHrS+rtAYtH+z5gKPxR9l6ZStjd40lKy8Tki1fGCkoWBuriFpBEF4TBOGcIAgXBUEYZ2Z+oCAICYIgHLvzZ6g19v2v5Or0jF4ZwZ9R0s2unTR2zO9Xh362Tue4g7dvFdy6LgXBztgMfPA2qNXnucTyLKhUAl+2D+DdltJvxrk6AyNXRPBrhGXbf2vRtUJXWpZqaTK21NOdA3ZaWNMbclJtEoeCgiVO30ijy9yDFuup6vp7sW5EQ9nailkk/Sas7QtR6+8N1fStybxW83DVuFLVuyrzWy/AwyH/m7AFFPO4czAgXeN/IT6DznMOcjE+Q3LNs7L3+l7G7BzDtNBpjN4+jJP7pt6fvBVlNLtZN8BofKOgkA9YtP8Kn/wahZSeVasEZvcM5N2WFW12ObA08mcOJJ80GSsmqhB6rAJH27QRszaCIPBeq4rM7F4TjZ30z3Huv5eY/McZmwrbmeEz2Re7797j/bH7+WxtG8T5TZX3KgWb8szpx4Ig2AHngVbAdSAM6CWK4ukH1gwE6oiiOOZJX1eu9ONcnZ5RKyLZdTZeco23iz2LB9alZklPq+//IKFxoehFPQ2LNZRedPp3KN0IXGyTnisnIQejmfj7KYtrvnijCkOblJU9ltTcVLpu6crNzPumO946PRti4/Cp8Br0WKkYRyk8N45cTmJoSDjpFlJiW1YpzE+9a1u11vNJOJkQxZIDk/j8fCiFsm6Dkxe8FQquhe+tOZN0hmKuxV4IQfsgt7PyGBoSTrgFZ2RfNwdWD2tA+cLWvRnfdW0XH/z7ATqD6f/zJlnZjEpJpXpe3v1BtSMEj4UmH4DmORxoKLz0iKLI7J0XmLVDurWYg1rFL31r07yyn83iOn4zkoHbBqB7QPfVzslhUaOpqKt1tVkccnLkchIjVkRYbE3Wr0FpvmofYJODhJj0GEb8M4KY9BiT8UkJSXTyqAyDtr1wt+MKtiU/pR/XAy6KonhZFMU8YA3QwQqva3VytHpGLo+wKGjL+rjw2+hGsgvaq2lXeW/Pe4zaMYrVZ1dLL6zavkAIWoABwf7M7hmI2sKb7JQ/z/DddvnTZzwcPJjWZJqJoUGS2o4vfL0xnNsKe7+VdX8FBSkOXUpiwJJQi4K2W1AJ5vYNsqmgDbsZxrCt/ei1tTd/p55lhcOdf6PZKbD1I5O1VbyrvHCCFsDT2Z4VQ+vTJkD6S3hCei69Fhy2+o2tk9oJlZmP5H3OTvQuXoRRfr6ccLjzxVCXA3tnwPymcOOYVeNQUHgcoigy5c8zFgWti70dSwfVs6mgTctL45Mdo0wErYdez/SSbxYYQQtQv6w3v41uRMlCTpJrlh++yme/RWGwkBJuLUq6lWRZ22WU9yxvMj7N24vrt47BPy+OyanCi401RG1x4MHjmet3xh6miyAIJwRB2CAIQkkr7PtU5Gj1jFgewe5zCZJrgkp78euoYNld+dLy0hizcwxpeWnoRT3fHPmGKQcm2rwO4nnQIbA4C/rXwVEj/av30+6LfGsDYRvkF8SIGqb1fgecnVju7gZ7voFzf8m6v4LCw4ReSWbw0jBytNLuoSNfLceMrjVs1rLnWPwxhm4fwuDtgzmccF9ArXZ3I/2uIUlqDOTKl5ZrSxw1dszpE2Sx9EQOYduwWEOWvraUQN9As/P7nZ3oU6wII/18OXZX3CacgYUtYM800Evf2igoWAu9QWTcr1EW/Ug8nDSsHNaAhuVsdyAviiJfbRtOrN60XGOyqghF2sywWRy2ooyPC+tGNLTYFnFNWAwfbTiB3gbC1sfJhx+a/oCj3f3MkSyVis99vdEfmQunNskeg4KCNb4Vmbt2e/hf0BbAXxTFGsAOIMTsCwnCcEEQwgVBCE9IkBafT0uOVs+wZeH8e176NYPLebNiSH1Ze9CC0dn4438/Jjot2mS8yNltCJmJsu6dX2hWuTArhtTH3VHaMGLOnkvM3il9CmwthtcYTu3CtU3GZhXy5LS9BjYOh0T5Y1BQAAiPTmbgklCytdL9nb94owrj2la2ibvlqaRTjNoxin5/9ePIzdBH5jNUKra5e0Lrr2HIPwWqx6qdSmBShwA+alNJco0cwra6b3WWtV3G/FbzqVXYfN/HA85O9CtWhBF+vpyy14BBB3umGsXtrdNmn6OgYA30BpH31x1jbXiM5BpfNwfWjWhIoMzZbg+zIfJn/k4xLW/qk22gWdc1YCe/OdXzoKiHE2uHWy6F+DXyOu+tPYZOL31Qai38Pfz5sM6HJmORjo6EeLjB5jGQdEn2GBRebqxRU9sQ+FIUxTZ3Hn8KIIriVIn1dkCyKIoWc9OsVVObnWcUtPsvSgvGxuV9WNC/Dk728qfyTQ+dzoozK0zG3sjIZGpCEoKXPwzdCS42aEieDzgTl0b/xaEkpOdKrvmoTSXealZect4axGXE0WVLF9Lz0u+NldZqWRd7E2fvCsYv7E62/YBWeLmIuJpC/0VHyMwzL2jVKoFvu9WgU60SssdyPuU8Px/9mV0xuyTXBGXnMNyhJA3fnI/gI++/z+fN4v1XmPSHtFiUq8ZWFEWO3DzCL8d+ITI+UnJdm4xM3k5JpbROZ3TJb/Y5BL+ttP9RsCoGg8gnv55gvQVDx+KeTqwcWh9/C7eHcnDh5jF6betH7gNnfVVytaxosxj70sE2jeV5kJiRS9+FRzh7M11yTdtqRZjdsxb2ankzfERRZNTOURyIPXBvTC2KrLlxk0pelWHoP6CRTptWeDnJTzW1YUAFQRDKCIJgD/QEfn9wgSAID3a5bg+cscK+jyU7T8+QkDCLgrZJBR8WDrCNoN1wfsMjgrZGTi5fJSYZr7tLBRsbg78kVCnqzoaRDSlVSDrd+9vt55i/V97TvaKuRfkq+CuTsasaDd94e0HieVjdC7Tyt/JQeDk5FnObgYtDJQWtxk7gl75Bsgvay6mX+ejfj+j6e1dJQVs/O4elCWksDRpH8IAdBV7QAgxuXIYJ7apKzstVYysIAg2KNmDpa0tZ2HrhIxkld9nu6kKHEkWZ5O1FPHrYMREWvwaJF60aj8LLiyiKTPz9lEVBW87XhQ2jGtpc0GblZfLR38NMBK2TwcCMqkNeCkEL4ONqPFgLKCbt7PzXyZuMXhlBrk46E8gaCILA5ODJJp4KOkFgnK83ufFR8NcnFp6toPBsPLOoFUVRB4wBtmMUq+tEUTwlCMIkQRDa31k2VhCEU4IgHAfGAgOfdd/HkZWnY/DSMA5eku7t+mpF3zv1nfIL2t3XdvP14a9Nxvx0OmbHJ+AgAuVaQPsf4Tk0zX6elPY21oWUtlDH/M3Wsyy2UL9jDVqVbkXXiqZGEpvdXNnq4gzXDsKGwaCXNu5RUPgvRF1Ppd+iI5KmUGqVwE+9a9OqqnxmKzm6HL48+CWdNndiW/Q2xEeqR4zuoYvjbrHQtQZBQ/dD3SEvlTv48xK2YPySWL9ofZa+tpRFrRcR5Bf0yBq9ILDe3Y03ShRllpcHaTfCYG5jODLfpI+wgsLTIooi32w9w/LDVyXXBBRzZ92IhhT1sO0NnN6g55NNXbgk5piMj3eujH+jDyWeVTDxcrFn1dAG1CwhnQS540w8Y1YdRWYx9ToAACAASURBVCtzKrKvsy8TGkwwGbtob8//vDwhMgSOr5F1f4WXl2dOP5aLZ0k/zs7TM2hpKIcvJ0uuaVbJl19s4B6q1WuZHTmbkNOmZcROBgMhcbeokqeFojVh4J/g4CZrLPmZ2NvZ9Jh3iOsp0jeikzsE0K+hv2wxZOuy6flHTy6nXr435mIwsPrGTcpodRDYFzr89NIdPCjIw8nYVPosPEJqtnmDHzuVwE+9atG2elGz89bAIBr48N8P+efqP2bnq+XmMiYllWDREeG1aVCz50v9+/+8UpEfRBRFDt04xKzIWZxJNp/05K7XMyQ1jd5pGTg2+wJeebm+4CtYj+//Psf/dknf+geW9CRkcD08nDQ2jMr472Dq1iGsTgwzGW+v0/B1/wMvbYprWo6WQUvCiLDQlqxjYDFmdg+Uvd3PZ/s+Y8vlLfceC6LIopvx1NXbwbBdULiKrPsrvDjkp/TjfEWezsColREWBW2LyoWZ209+QRuTFkO/v/o9ImgBvklIMgpaz1LQe/1LLWjBWIuzelgDinlI91wcv/kUa0Lla+TtpHZixiszsFfdNwvLVKkY7edLskoFx1YYU/sUFJ6R0zfS6LtIWtCqBJjdM1BWQQsw7/g8s4K2Um4eP95KYNWNWzTyb4XwVigE9nqpBS08+Y3tlcRM2WIQBIHg4sGsabeGGa/MoKTbo80E0uzs+KGQFx2LF+Xq3mmKk7vCf+Ln3RctCtpqxd2fi6AFWH5wyiOCtqJWz+ftV760ghbA3VFDyOB61CtTSHLNpmM3GL/5pOwdJj6t/ylFXe5/homCwOe+3qTrsmHdgALjmK+QfyhQovauM98eC217WlbxY07f2jio5RW0Wy9vpdsf3TiVZOrGZyeKfJqYTMusbHAqBH03gpvt+rjlZ0oWcmbVsAb4uTtIrvn0tyg2WKjreVYqFarEB3U+MBm7rtHwtp8vOYIAB2bDgR9l21+h4HPuZjp9Fx3hdpa0oP2hRyDtahSTNY4dV3cw5/gck7ESWi3f3Upg3Y2bNBNcEbqFQI8VynvUAzyJsO278AhxqfLW4asEFW3LtGVzx818Uf8LfJweNRiM1agZ4+dD+sZhkHBO1ngUChYL913m2+3SvzOV/NxYPrj+cxG0/5xcwXcX1pqMFdbp+bnJdzj7Krd/rg5qlg6qS6Py0h4tK49cY9pfZ2UVtm72bnzd+GuEB5qkxKnVTPP2gsRz8OtQpRWZglUpMKJWFEW+2BTFHyfiJNe0rurHnD7yCtosbRYTDkzgk32fkKk1Pa0votOxJO4WvdMzQO0IvdeCTwXZYnkR8fdxYdWwBvi6mRe2oggfbTjO5mOxssXQq3IvOpbvaDJ2wtGBz3y9MYCxkfjRlbLtr1BwuZqUSZ+FR0jOzDM7LwjwffeadAg01+rbepxLPsdn+z8zGSuk17PoZjxtsrJR1egBb4VCQEeJV3i5eZywjb2dTb9FoZL/n62JRqWhR+Ue/NnpT8bWGourxjT1Odpew6eejhhW94Rs6ZREBYW7LD98lSl/Svt5lvV1YcVQ+VsgmuNYzD4+DZ+O+EDWiIvBwJxqoyhS6XWbx5NfcbZXs2hAXRqWlRa28/Ze5ufd8hrK1S1Sl35V+5mM/e7myt/OTnD+L2PrRIO85lUKLw8FQtSKosjUv86yOlS6d1qbAD9+7lNbVjvz8ynn6fVnL367+Nsjcy0ys9gQe5NauXkgqKDrYihZT7ZYXmTK+bqyamh9vCU+MEUR3l93nH9O35Jlf0EQmNBwAg2KNjAZ/8fFmZmF7rT2+fN9SL8py/4KBZP49Bz6LQolMcN8CytBgG+71pTd5TglJ4V3dr9Dtu7+TaJaFJl5K5Fijr7Qex10ng/O0ulrCo8XthfjMxi4JJT0HNvcRDhrnBlWYxh/df6LVqVbmcz96+zEWm08bBiifIFUsMi68BjGbzopOV+qkDOrhkofPMvJtZRLjN05xsTp2E4UmenXgkr137Z5PPkdR40dCwbUsdgz+Lu/z7PkgLxGnGNrj6W8p6lT/iSfQiTYqeDURvh9LBjk76OrUPApEKJ2zp5LzN97WXK+SQUffuxVC42d9f66ufpc4jLiOJV4ir3X97IwaiG9/uhlYjIEYG8Q+TwxmR/iE/EwGMDOATrOhcpvWC2WgkgFPzdWDquPl7P51Ca9QeStVZEcuSztbv0saFQaZjadafJGbCeK+Gu1oHaC7svArYgseysUPNJytAxcHMa15CzJNdM716BrkLyCVmvQ8v6e94nNMM10+DQphSDRHvpvgoptZI2hIDG4cRnGWxC2J66nMmxZODla2wlJT0dPvmn8DQHeAffG3kzPpFNGJlzaCTu+tFksCi8Wvx+/wSe/npCcL+bhyKph9SliwftCLlKykxn9Ry9SBFPxM9GxLMFtZ9s8nheFu6nIlYtI+7Z8teU068KlL4WeFQc7B6Y2mYpapb43lmpnx7uFfckSBKNfyV8fK07tCs/MC+9+vOxQNBM2n5KcDyrtxfIh9XC2V0uueRoy8jJouaHlI6nF5vDP0/JdQiKV8u6c1HuUgh7LoFgtq8TyMnAyNpXeCw6TlmO+5Ymbg5o1IxoQUEzaxv5ZuJFxgz5b+5Cty+b7Ml1ptG8O9FwNperLsp9CwSNHq2fgEstu7N90qk7v+qVkj2XK4SmsPWdai9YjLZ0vklONhnUVWsoeQ0Fk9o4L/LDjvOR8yyqF+aVvkFUPVh/Hzcyb9PmzNwMysul37bSxqk2lhtemQb1hNotD4cVg7/kEhoSEodWb/05Y2M2BdSNs34cWjJcIwzZ24GiW6WHccIMrb/fdDRrbi+wXjYT0XLrPOyRpYqcS4H+9avNGDfnMCRdFLWJW5CyTsQbZ2fx8MwF7gEbvQMuvXnpDwpcRa7kfv9Ci9rej13lv7XHJ+apF3Vk9vMETGRlkabM4nXSaqMQoTiScoHmp5rxZ7s1H1omiSO0VtdEZLPcs7ZiewadJKTjf/fmWawFdFiopff+B4zG36btQupenj6s960cGU0amD9vTSaexE+yoVKgS5KSBo3SDcwWFB9EbRN5aGcm2U9Kp6hPaVWVw4zKyx7Lu3DomH55sMlY3O4d5N+PRtP0W6g+XPYaCiiiKTPrjNEsOREuu6VyrON91qyl7G40HydJm4ZyTBvObgj4PuoVAmSY221/hxeB4zG16LThMVp75jAJvF3vWjmhA+cK279JgEA18vPdjtkdvNxlvlwff9NqF4Opr85heVGJvZ9N97iFib5s3sVOrBBb0r0OzyoVl2V9v0DPinxEcuXnEZLxFZhbfxSeiBmj2Obz6sSz7K+RfXvqWPv+cvsWH66XTZMr4uDyV1fyac2sYtH0QMyNmsuPaDg7eOGh2nSAIFHKUFqbOBgNT4xOZnJh8X9C++gn0Wa8I2v9IzZKeLBlUF0eN+V/XxIw8+i06wq20HLPzz0pV76pGQQuWBe2t06CVJwaFFw9RFBm/+aRFQftWs3I2EbThN8OZemSqyVhxrY7v4xPR1B2mCNpnRBAExr9RlS61pdPHNx6NZdIfp2Vvo/EgzhpnY5lE77UwbLciaBUe4XJCBoOWhkkKWg8nDcuH1H8ughaMt3sPC9q6uTomtV+jCNqnpLinEyuG1sfH1Xw9tM4gMnJFhGxlXXYqO2Y1m0VVb9OSjZ0uznzpU8hoxLn7azj4kyz7KxR8XkhRe/BiIm+tikRvMP/loJiHIyuG1n8qI4MaPjVMHkclRkmu9Xb0xk6ww1fjRiW1Ow0N9ryRkc3olNtsuh5Hu8w7dXOOHkbTlWafgUreFkIFnTr+hfilTxBqiVuO6ynZ9F8USqpEmxS5EEWRXH0uZCTAsvawoLlR3Cq89Pzwz3lWHZHuq9yzbkk+bF3JJrF4OXpR1PV+WpkTKmbfSsCrTDNjOqrCM6NSCUzvUp3WVaXbHy09GM2sHRdsGNUditYEr9ImQzczFaO7l534tBz6L5Z26XZ1ULN8SD2qFnt+2Un1i5qW+pT1KMsPnX5D4xcg8QwFS5TxcWHFUOkLn1ydgaHLwjkTlybL/q72rsxtOZeyHmVNxje7uTLL646h1d+fQ9giWfZXKNi8cKI26o7xRp7OvFOat4s9y4fWp7jn0zXfrupdFTvhvvC8mnaV2zm3za5d+tpSIhvPZtf5U2y4cJL5Vy8yLSGBUbfTKKq/c9pZpDoM/1cxXbEizSoX5rtuNSXnz91KZ3BIGFl5llPDrYXWoOXLQ18ydPtQ4jYNh8wEiD9lTPULXWCTGBTyJyEHo/lxl3SrhNZV/ZjSsRqCjWqHynmWY/Ubq+85en/z6ndUaj0Nui0BO+v4DSiA2k7Fj71qEVxOuo3G7J0XWLxfXrfRx7Hp4ibe2PgGv1/63TiQT8uQFOQjLUdL/8WhXE8xn4pqb6difr8gapSQds6VDYPhXv/SGr41aF+uPWC8UJjTcg4evpVtH1MBonIRd0IG18PF3vxlS3qOjgGLQ4mxYGz4LHg5ejGv1TyKudzvxe5mMNAi64H9/nwfjq2WZX+FgssLVVMbnZhJl18OkiRxqujmoGb18AZUK27eNCgpO4mbWTdNXCEf5J1d7+Cscaa6ZwVq6u2olHoTtV91qGym91leFkwrCeZqa2v2hnYzQfN0wlrhyVhy4ApfbZG+DW1ayZcF/evIasqSkZfB+3ve51DcIQAcDQbGpqTSLy39ThCfQtNxsu2vkH/548QN3l59VFIn1PMvxLIh9XDU2D57Q2fQcSTuCI2KN7L53i8TGbk6+iw4zPHrqZJrfughf/umh9EatHwf/j0rzxj7bNur7FnmWpOA0k2hdn+bxqLw/MjR6hmwOJQjV8yb1wkC/CSzadDD6A167FR2kJUMv42EQmWg7XQA4rPi6bO1D7OaziLAR7mhtRaHLycxYHEouRKXRGV9XNgwKphCMvUjvpZ2jf5/Gd935lUdTqVN74L+Tss7jTP0XAXlmsmyt0L+4qUziopPz6HrL4ckW2I4alQsH1Kfuv7m61YP3jjI5/s/R4WKDe034OXoZX7joyth81vAnZ9LQGfjbYY5FjSH2Ij7j73KwCsfQmAfxb1NZmb+fc7iTViHwGL80D1QNlOW8QfGs+niJpOxLxKT6ZGeASXqwaC/lBuwl5D9FxIZtDRU0kG0chE31o5o+MS1/govLimZeXSfd4gL8Rlm59UqgYUD6tC0kjymLOa4mHKRnn/2NJZM3MFPp2NtfBreI/ZBobIWnq1QEHgS87rJHQLo19DfJvGIosjWK1v539H/MSdgNGW3fgpp142T3UIgoCNgdEB2sLN9b9yCzu6z8QxbFo5OopyvZklPVg+rb7UOIg9zPuU8jnaOlHIvBef/hjW9Qe1o9KEp3VCWPRXyHy+VUVR6jpZBS6R7PGrsBOb2DTIraLV6LTMjZjLinxEkZicSnx3PhAMTpM06fCpyT9ACXLfgwFy9G9QbAV2XwPtn4J1jUKuvImhtwHutKtLHQguUzcduyGrK8m7td03qsCt6VaRry5ngXhw6z1cE7UvIieu3GbE8XFLQlvByYtlTmNc9MwY9/PkhJJyzzX4KJni52LN8SH1KeJnP2NEZREavjOR4jPkyFzko71WeiQ0n3nusEUW6p2XgnpsBG4eD3jalGwrPB1EU+WKTZfO6sc3L20zQnkk6w4BtAxi3bxyxGbF8u/+L+4IW4Pe3IfkygCJoZaJZ5cLM6FpDcv54zG1Gr4xEqzd/m/usVPSqaBS0ABVbGy+RBmxWBK3CfyLfi9pcnZ6RKyI4dcN80bogwMzugWZPu2PSYuj/V3+WnDS9ad1zfQ/bT0vk6hetAXYPpFqkXoN0iQ+ABqPg9RlQrTO4FzO/RkEWBEFgUodqFtOjlh6MZs6eS7Ls7+3kzbK2y/iy4ZcUcizEuHrjsKvZA8YeM6ZNPYCJsNaZT51XeLG5nJDBoCVhZFpoibF8SH0Ku9umn+LWy1tJ3v89hC2Aea/A4V+MdWoKNqWIhyMrhki7jWbl6Rm0NIzLCeZvc+XgzXJv0r9qf2o4FWV9bBzDU9PQgFE8JMvzfqmQP5i14wKrQ6XN63rVK8V7rSraLJ691/dyNP7ovcf7NSJ7XVzvL/CtBColq0VuOtcuwWevS9cp7zmXwCe/nrCNc3uVN6F4EACZ2kxWnVlFju6BrhLRByBHuqxD4eUmX4tag0Hkg3XHOXBR2l58YruqvFnTVFBq9VoWn1xMly1dOJl00mROJYqMSkml5RWJG1i1g9Ep0rey8db1zdnGVAiFfIedSuCH7oE0qeAjuebb7edYY+FD/Nn2t6NLxS5s67KNukXqGgfVprUnWdosum7pyvrz6xEjl8OCZpB63cyrKbyo3ErLod+iUMlafxd7O5YOqidbH+WHiUqI4tN94+h4MYS/XJwRdTmwbZyxVYKCzfH3cWH5kHq4OZjP3kjOzKP/4lDiZWpJZo73g95nWZetlCvTyjhQoTWMOmQUEQoFkuWHrzJ7p7TzdpsA25rXAQytPpTahWvfe6xWqbkaYDSFouEYGLgVPEvaLJ6XmeGvlGOohfZyGyNjmbbtrM3iSctLY+Q/I5kaOpV2v7Vj08VN6JMvwaoe8Esjo7hVUHiIfF1T225CCEsPRkuuGd20HB+/Znq6dCD2ANNCpxGd9ujz/HQ6piUkUScn13gbO/YYeBR/9IX1WrBTTgdfFDJzdfReeEQyjU8lwLx+dWhlodWGXPwY+SMLooxOyE2zcvgqIZFCzoWNfSOLBdo8HgXrkpqtpce8Q5y9mW523t5OxZJBdWlUXvrgxZrk6fPo8UcPLt6+X2/eIy2dLzJFGH1IySh5jhy6ZDRlyZNI46tS1J21Ixrg7mjDz56MBDj3J9QeoJTNFGC2RsXx1qpIafO6MoVYNvj5mNfFZsTS9feuBPkF8VHdjyjtVgquh0HJejaP5WXHYBB5f90xNh27IbnmizeqMLSJvLX3SdlJjNwxkrPJ90W0u707W7Oc8YgJvTMiGM04FUPOAkGBr6lNSM+1KGi7BZXgozb3T5Wvp1/nnV3vMHLHSLOCtkVmFr/G3jQKWgB9Hhz80fyLK4L2hcLFQc3SgXUpX9jV7LxBhDGrIgmPNu/0KBcx6TGEnAq593iPsyNdihfloP42LGkL5/6yaTwK1iVHq2doSJikoBUE+KFHoM0ELcD68+tNBC1As6xseON7RdA+ZxqW82Z2z0BJ7XgmLo3hy8LJ0ZpPYZcFV18IGqgI2gLMoUtJvLvmmKSgrVzEjQX968gqaDPyMtAa7vSQ1+tg9zeQFgdAcdfibO64mZ9a/ERp99LG30VF0D4XVCqBGV1rWsx+m/LnGTYdjZU1jhMJJ4jNMN1juFfNBwQtgAjO0q3TFF4cDBImZf+FfCtqb1pIxWpRuTBTO1dHEASyddn8fOxnOm7uyK6YXY+sddfrmZCYxA/xiXjcrSlTOxlTW5p8IFf4CjbGy8WeZYPrUdTDfKp4rs7A4KVhnL9lXoDIwfnk88YWBQ+QqLZjRJHCzHCzJ291Lzg812bxKFgPnd7AmFVHCYtOkVwzqX2ATVtiAHSv1J23a72N5k4dWodSrWjUaBxU72rTOBTM07Z6USZ1qCY5f/hyMu+vO4beih/yT4NWryXkVAgZebar8VWQj1M3Uhm+LFwyO6C4pxMhMpvXHY0/StctXZl3fJ6xXc/KLvDvdFjbF7TG73mFnW3nAK5gGXu1il/6BlGjhPnWmAAfrj/O3vMJssXQrFQz/ur8FwMDBqJRaSjuWpxeTadBg7fuLyrfCuoOlS0GBdvxzdYzVnstq6QfC4LwGjAbsAMWiqI47aF5B2AZEAQkAT1EUYy29JoORSuIRQfMemS8dilPVg5tgKNGxc4Lm/k24jtu5D1aNC6IIl3SMxibkorXg2K23lAIHguuyptoQeT8rXS6zT1EarbW7HwRd0d+HR1McU/b9BCOSY9h3L5xnEg48chcpdw8pickUq7WYGgzVXFMfkEQRZFPfj3BunDp2uixLSrwvg0NVx7m0u1LzI6czeRGk/FwkP5yovB8eFxLsv4NS/NV+wCb1jeeSjrFhAMTOJ9ynm4VuzGhxp3Wdi62yzRQsB7XkrLoMvcgCem5ZucLudizYWRDyvqaz3B6VnQGHfNOzGP+ifkYRAMqBJakC9ROjL6/KLAPdPhZyRTIhyRm5NL1l4NEJ5nvOuJsb8ea4Q2oUcJT1jhiM2K5lXmL2n53aq8v7YZ/xkOfX8HNj4SsBMJuhvF62ddljUNBHubvvcQ3W89ydXq7/NGnVhAEO+A80Aq4DoQBvURRPP3AmtFADVEURwqC0BPoJIpiD0uv613SXaz01aMGAXc/5EUgXaIHaY2cXD5LSiEg745xi8bZeKITPNaYbqVQoIm4mkyfhUfI0Zo/nS7n68KGkcF4ydRQ/GG0Bi3zjs9jQdQCDKJpTA4GAx8m36aHXzBCtyXgIM8XDAXrMWPbWYuu2r3rl+JrGxuuKLxYiKLIZ79FsTo0RnLNB60q8naLCjaJZ3/sfsbsHINevJ/6vOh2HvV8a0Gv1YroeMF4EkGyalgDAkvKI0hy9bmM3jGa0JuhJuPFtDo2xMbhdvd7p3txGL5HuWTIp1xLyqLzLwdJzDB/MOLtYs+GUcE2M0G8hyiCIJCnz2Pw9sEcTzhOv6r9eD/ofdQq5XLgRWFj5HXeX3ccwGqi1hrpx/WAi6IoXhZFMQ9YA3R4aE0H4G5x4QaghfDYb3wi6XaqR/6kqQTSVIJZQVtIr2dyQhLL424RoBOhbDNoOwPejYLWkxVB+5IQVLoQP/WqjZ3EocelhEwGh4SRlWebnowalYYxtcawuM1iirqYpqPmqlR87VOIsWmRJIe8DnmZNolJ4b+xaP8Vi4K2bbUiTO7wHARthnypYArWRxAEJneoZtG87vt/zsvm3P4wdfzqUMKthMnYRBeBrAvbIGKpTWJQsA4ZuToGLgmVFLRqlcAvfYNkE7QA34d//4igBWielYU9dwRtyfowbLciaPMxpbydCRlcF1cJ5/akzDz6Lz5CfLrtnNsBEAREUWTK4SkcTzCKouWnlzNqxyhSI5bAxR22jUfhqdl9Lp6PNzyawfisWEPUFgcePG6+fmfM7BpRFHVAKvBIhbcgCMMFQQgXBEGi34557ESRfqlp/JGUQ8dyHVB1XwYfX4b+m6D+CCV96iWkZVU/pnauLjl/9Nptxqw6KltDcXME+QWxof0G2vq3fWRuj4szfVTxpPzxrs3iUXg6Nh2NZfIfpyXnG5b1ZlbPQMnDFNnITIRfguG3kUr/vhcItZ2K//WqRV1/L8k1n/0WxT+nb8kei6PakUnBkxC4/7t7XaPhJy8P2P4ZJCn9a18EcnV6RiwP52RsmuSa77rV5NWK8h3w77y2k9VnV5uM+ej0zL0ZzyfJt3EQgVr9YMAWcLN9RwKFpyOgmAfz+wdhb2deLsQkZzNwcRjpOeZLvuTiatpVtl7ZajJ2OO4wPY/O4OL6vnBqk03jUXhyjl5LYfSKSHQyeEdYQ9Sa+wb3cKRPsgZRFOeLoljnSa+g7USRRjo7Nvi15uOO63D74AJ0+gWqdgBH9yd5CYUCTPc6JU0csh9m19l4xv0aZZuG4ndwt3dn+ivT+abxN7ionU3mrms0jL+1GzFyhc3iUXgy9pyL58P1xyXnA4q5M79/EA5q27bEWHt2Db9s6ok2Mx6Orzb277uyz6YxKPx3HDV2LOxfl4p+z9+5vbZfbXpW7mkytsLdjeMqHWwcZmx1p5BvMRhEPlh3nAMXkyTXfPFGFTrWMtPG0ErEZcQx4cAEk7ESWi0bYuNolJ0Dgh28/h20/x+oHWSLQ8G6BJfz4Yce0s7tp+PSGL4sglyd7Zzb/T38CWkbgp+z6cHIdY2aPkW82bl1FEQut1k8Ck/GpYQMBi8NI1sml39r1NQ2BL4URbHNncefAoiiOPWBNdvvrDkkCIIauAn4ihY2dyxaVqw8eAKTOwbwSgXzp4r2GleclFtYBQuIoshXW05bbA818tVyjGtbWXJeLmLSYxj370ecSDplMv5xSgb9ev0JflVtHpPCoxy9lkLvBUck34RLezuzYWQwvm62/ZJ2MeUivf/oTrZBS8XcPCYlJhGQp4VXP4Fmn9k0FoVnIy41my5zDnIj1Xwan7ujmg2jgqno5yZrHFnaLDpt7sSNzPt9KsvmaVkfG4d9lfbQdbHS8i4f8iSfcyNeLcunbavIFoPOoGPQtkEcSzh2b0wtiiy/cYtqeXngVAi6L4MyTWSLQUFeQg5GM/H3U5Lzb1Qvyo+9atk0WykxO5H397zP0fijj8yNTrnNiHrjUAW/ZeaZCrbmVloOneccJPZ29iNz+ammNgyoIAhCGUEQ7IGewO8PrfkdGHDnv7sCuywJWgBBUPNJh+a8WbcuHp7+Zv8oglbhcQiCwIR2VWlnobXK3H8vsWj/FRtGZaSkW0mWvr6cGh6mZjAzPV049Ws/yFXaajxvLsZbPlX0cXVg+eD6Nhe055LPMXjbALLv9H4872DPiCKFySoWCK98ZNNYFJ6doh5OLBtSD09n84IxLUfHgMWh3DDzZcCaOGucmRg80WTssr2GuV4ecOZ3WD8QdHmyxqDw9MzZc8mioO1SuwTjXpP34HbOsTkmghbg3eTbRkHrV81oCKUI2heaAcH+jGlWXnL+z6g4Jm05ZdPsNx8nHxa1XkSXCl0emZvj5ckHx2aStXMSko2aFWxCaraWAYtDzQpaa/LMovZOjewYYDtwBlgniuIpQRAmCYLQ/s6yRYC3IAgXgfeBcY973Up+bvSqV+pZw1NQQKUS+L57TRqXlz4EmfzHaTYfk7ehuDk0Kg0zWv4PN7v7okgnCHxkn0nGH2OVN+LnSFxqNv0XHSEly3zapZuDmpDBdSnl7Wx2Xi5OJ51myLZBpOSZ1s29m5qJc6cFyk3aC0r5wm4sGlAXR435iyXlxwAAIABJREFUj+W41Bz6Lw7ldpa8ojK4WDCdyncyGVvs4c4hRwc4+wdsGKQI23zE6tBrfLv9nOR888qFmdaluqzmdYduHGJh1EKTscZZ2fRLSzcK2sHbwau0bPsr2I4PWlekR51HO5PcJeTQVYtminKgsdMwseFEvqj/BWrB9P1zh4szfS+vJHH/dzaNSeE+OVo9w5aFc/Zmutl5a741WeOmFlEUt4qiWFEUxXKiKH59Z2yCKIq/3/nvHFEUu4miWF4UxXqiKF5+3Guq7ZQWAgrWw0Ftx9x+QVQrLl1rLXdDcSmKuxbnqyZTTcZiNBom3dyDGBEi8SwFObmdlUf/RaGS6aD2ahXz+9choJhte8CeSDjB0O2DSdWafjj0SEunS4Nx4Pv8euMqPDtBpb34ube0c/vF+AyGhISTnSdv7dqHdT/E1+l+2Y9eEBjjV5i9To5GYavc2OYLtp2M4/PfoiTna5Xy5OfetdFImPxYg8TsRD7b/xniAzYpvjodXyckoXLwgB7LlVZ1BQhBEPi6UzVaVpF2rf52+znWhtnGuf0ugiDQo3IP5rdeiJfatMXQBXt7Pjm9AMP1p/KgVbACeoPIu2uOEXpF2hdicodqVtvvmWtq5aJOnTpieLjpL6BWq+X69evk5NjYPlyhwKA3iCSk50q6rqkEY0qpvdr4JcDR0ZESJUqg0ch/+zXlwJesvfirydhXyWl07vUHFJF2clawLtl5evosPEzktdtm51UCzOlTm9eqSae0y8HR+KOM+mckmTrTVh19U9P4uHgbhM7zlH6iBYR14TEW2x20qFyYef2CUMsoVvbE7OHtXW+bjKlFkW/jE2mZlQ2VXoduIaC2Tb9vBVMOXkxk4JIw8iQc/MsXdmX9iIay9mM3iAZG7xjNgRsH7o0JosjCm/HUy8mFXmuh0muy7a/w/MjO09N30REirqaYnVcJMLdvEK0Ditg4MriRcYOx24dyLsO0D/gH2QIDB+5XjGRtxJP0Y3+nRQXea1URQRCsUlP7QonaK1eu4Obmhre3t+37QCoUGHJ1ei7FZ6IzmP8yoFapKOfrgr1aRVJSEunp6ZQpU0b+uPS59N7chfPpV++NORoMrMm0p9zQf5U3Yhug1RsYviyc3eekb+yndq5u89KIsJthvLXzLbJ1pvUog26n8Z5fE4RuS8FOaTpfkPh590WLaaXd65Rgepcasn4Wrji9gulh003G7ESRrxOSeCMzCyq2he4hipOtjYm6nkrP+YfIlLixL+rhyIZRwRT3dJI1jiUnlzAzYqbJ2IiUVMbcToVXPobmn8u6v8Lz5XZWHt3mHuJCvHn/D3u1iqWD6hJczvb+N1naLMZs6UlY+n2/FLUostq5BpW7rVQOgG3A9G1n+cVCKnqveqX4plM1BEGwmqiV75hXBnJychRBq/DMOKjtKOPjjJ3E75HOYOBKUiY6g4i3t7fNMgMc7Bz4tsWPOKnu3wrnqFR86JBFzu9vK/W1MmMwiHzy6wmLgvaDVhVtLmgP3TjE6B2jHhG0I1JSea9QHYSuixVBWwAZ3bQcA4P9JefXhV/nu7+lRa816Fu1L+MbjDcZ0wsCn/p685urC5z/C9b2A12urHEo3OdyQgYDl4RKClpPZw3Lh9STXdAeTzjOj5E/mozVzslh5O1UKN8Smj7WOkXhBcfT2Z6QwfUo6uFodj5PZ2BYSDgnrpvPepITZ40z37SZj7tw/7NRJwiMS40g5+gym8fzsjHv30sWBW2bAD+mdKxmdT33QolaQBG0ClbByV5NaW9nyd+nPJ2BK4mZGGwsJMt6lOWzhqZ9/i7a2zPj1r8QvsimsbxsTNt2lo2R0mZhAxqWZkxzaedHOdh7fS9jdo4hR28qGsak3GaMZw2EniuU9M8Cyl3n9jcsOLf/vPsSC/c91qLimeheqTtTGk1B9YABiygITPD1ZrWbK1zYDmv7glYpC5KbW2k59FsUSlKm+XpmZ3s7lgysS/nC8rZ+SstL45O9n6ATdffGPPR6pscnofYsBZ0XgMq2PbsVng/FPJ0IGVwPDyfzJVqZeXoGLA7lYrx5kyA5KeJShImNJpuMXbK354eDkyHxos3jeVlYG3aNqX+dlZyv51+I2T3laf30wolaBQVr4eqooaSX9Gl2jlZPdFKWTe3pATqU60A7/7YmY+vd3dj+75dw45j5Jyk8E3P/vcT8vdLioF2Nokx8M8Cmh2o7r+7knd3vkGcw/QL7fnIKI1wqQq/VoJH3Nkbh+aJSCczsXpPgct6Sa6b8eYY1ofKasnQo34Hpr0xHLZhmBHzjU4il7m5w4W9Y0wsybG+097KQmqWl/yLplhgaO4G5fYOoVcpL1jhEUeSrg18Rm2F6ADg5MZkiqKH7cnAuJGsMCvmLin5uLB5YR9K5PSVLS79FoVxPyTI7Lyety7WjQ/GmJmOr3JzYv7GvkmEiA9tOxvHpRmnzuipF3VkwoA6OGnkOvRRR+5Rcv36dDh06UKFCBcqVK8c777xDXp75U9MbN27QtWvXx77m66+/zu3b/y0948svv+S77x61KpcatwZNmzalUqVKBAYGEhgYyIYNG6y+R1ZWFn369KF69epUq1aNxo0bk5FhrNsIDg622j6ezvYU83Qi7NB+xgzs8ch8Zq6O5EwtOgkzDjkQBIEvgidS2sX0huaUxg7WD4CcVJvF8jKw/PBVplk4VWxc3ofvu9dEZaOG8hG3Ihjxzwje3fMuOoPOZO6TpBQGOfpD3w3gIO9tjEL+wEFtx7x+QQQUk66p//S3KLYcvyFrHK/5v8b3Tb9HozK9kfne24tfPN0RL+2Cn+tB1AalVMLKZOfpGRwSxrlb0i0xvu8eyCsVfc3OW5NNFzfx99W/Tcb6pKbTLCsb2s2EYoGyx6CQ/wgqXYi5fYPQSHQuiUs1ZhkkZtheSI57ZSrFNaadCsbbpZG8XUmRtyb7LyQydvUxJHxY8fd2ZpmFW31r8MIVYvmP+9Mm+0RPe+ORMVEU6dy5M6NGjWLz5s3o9XqGDx/O559/zrfffmuyVqfTUaxYsScSfFu3brVa3LZi5cqV1KljvqZbFEVEUUSl+u9nJrNnz8bPz4+oKOOJz7lz5+45EB88ePA/v645fFwd8HKSTuHM1ur5eMMJvutmO2HjonHh22az6fNnLxz0Wr5MSKJNVjYULgbZKeBo21YyBZVfI64zftNJyfkaJTyY2y8IB7W8qXSiKHIo7hDzT8wn4laE2TXjE5Pp7lAM+v0GTvLexijkL9wcNSwZVJeuvxziWvKjtx2iCO+tPYaLgx3NK/vJFkfzUs35sfmPvLv7XXIfSImf4+VJmkrF6JQU3H4dAid/hTdmgrttHcILIlq9gdErIyRdZgG+fDOA9jWLyR5LTFoMU0NN289Vyc3j/eQUCBoItfrKHoNC/qVppcLM7B7I2DVHzZ5rXUnMpP+iUNaMaIC7o+36qbvauzKtxf8YsK0/d68nEtV2fHn1d2afbY1Qua3F5ys8nqPXUhi+PFzSjd3P3YHlQ+rj6yavqaByU/sU7Nq1C0dHRwYNGgSAnZ0dP/zwA4sXLyYrK4ulS5fSrVs33nzzTVq3bk10dDTVqhn7L2VlZdG9e3dq1KhBjx49qF+/Pnfdnf39/UlMTCQ6OpoqVaowbNgwAgICaN26NdnZxlSjBQsWULduXWrWrEmXLl3IyvpvaRwzZ86kWrVqVKtWjVmzZgEwY8YMfvzRaPjw3nvv0bx5cwB27txJ375P9iF1N/bRo0dTu3ZtYmJi+Pvvv2nYsCG1a9emW7du925at23bRuXKlWncuDFjx46lXbt2j7xeXFwcxYsXv/e4UqVKODgY/zG4uhp73hkMBkaPHk1AQADt2rXj9ddfv3eI4O/vz8SJE6lduzbVq1fn7FnjTVxoaCjBwcHUqlWL4OBgzp0zGq14uWiwt9AeY+PRWL7YfNKmqchVvKsw7ZUZrC/UxChoA/vC0J3g5W+zGAoyf0XF8dGG45LzZX1cWDKwLq4O8p39iaLInpg99NnahxH/jDAraAVRZFJCEt3tvKH/ZnCV/zZGIf9R2M2R5UPqUVjiS4HOIDJqRSSHLyfJGkfj4o2Z02IOTmrT1PcVHu60LlWc2V4epF7YBj/Xh8jlyq3tM6A3iLy/7rhF87qxLSowwIKhmLXQGXSM2z/OxLDOyWBgRnwi9sVqQ9sZssegkP95s2Yxi31HT8elMXRpODlaeXttP0ygXy2GVR1gMrbbxZmNf4+FNHmzXAo652+lM2hpGFkWzevqU7KQs+yxKKL2KTh16hRBQUEmY+7u7pQqVYqLF41F54cOHSIkJIRdu3aZrJszZw5eXl6cOHGC8ePHExFh/jbmwoULvPXWW5w6dQpPT09+/dXYt7Rz586EhYVx/PhxqlSpwqJFT28aFBERwZIlSzhy5AiHDx9mwYIFHD16lFdeeYV9+/YBEB4eTkZGBlqtlv3799OkSROzr9WnT5976cdJScYvUefOnaN///4cPXoUFxcXpkyZwo4dO4iMjKROnTrMnDmTnJwchg0bxpYtW9i3bx83b940+/qDBw9m+vTpNGzYkC+++IILFy48smbjxo1ER0cTFRXFwoULOXTokMm8j48PkZGRjBo16l4qduXKldm7dy9Hjx5l0qRJfPbZZ4Ax5ddRY2fx9HDVkWtM+fOMTYVta//WlHh9lrFOqePPYC//m8LLwO6z8Yxdc1QyTcbP3YGQwfXwdpXnVFFv0LM9ejvdtnTj7V1vE5VovgYlKDuHJXHxdBI8YMDv4C7/bYxC/qW0twsrhtbH09n8+1SuzsCQpWEcj5HXbbRe0XrMbzUfV42ryXiGSsUKdzf0ALmp8PsY+G2krLEUVAwGkY83nLCYVt6vQWnea1nBJvHMPzGfEwmmvZM/Sk7B394Dui9T2jop3KNvg9J81KaS5HxodDKjV0aitWFZF8CIoHeo7m7annG6mz1XNw4Cg21FdkEhJjmLfouOcDtLa3b+rnldRT/blEspovYpEEXRrFHMg+OtWrWiUKFHTRL2799Pz549AahWrRo1atQwu0eZMmUIDDTWpAQFBREdHQ3AyZMnadKkCdWrV2flypWcOnXqqePfv38/nTp1wsXFBVdXVzp37sy+ffsICgoiIiKC9PR0HBwcaNiwIeHh4ezbt09S1K5cuZJjx45x7NgxvL2NJialS5emQYMGABw+fJjTp0/TqFEjAgMDCQkJ4erVq5w9e5YyZcpQoUIFBEGQvAkODAzk8uXLfPTRRyQnJ1O3bl3OnDnzyN+nW7duqFQqihQpQrNmzUzmO3fu/MjPMTU1lW7dulGtWjXee++9R36OpQo542IvfTO3aP8VZv5zXnJeFjSOULW9bfcswBy6lMTIFRFo9eYVbSEXe1YOle9UMTYjlj5b+/Dhvx9yLsV8S5bgrGyWxN1i6c14guwLGW9olRt6BYymLCGD6klmEGTm6RmwJJRzN+V1Gw0sHMjCNgsp5Gj6edcpPZNCD/YAr/JoJo6CZURR5PNNUfwaeV1yzRs1ivJle9uY1x1POM78E/NNxprm6OiangVdFoJnSdljUHixGN20HMNfKSs5v+tsPB+uP45B6mRZBjQqDVNb/A+nBwzvslUqPs29gnavPB40BZn4tBz6LTrCrTTzddL2dirm96sju3ndgyii9ikICAi4lzJ8l7S0NGJiYihXrhwALi4uZp/7pLd7d1NswZjerNMZjWIGDhzITz/9RFRUFBMnTvxPvVOlYtBoNPj7+7NkyRKCg4Np0qQJu3fv5tKlS1SpUuWJX//Bv7soirRq1eqe8D19+vS92+Un/RC+K7znzJlD3759H6k9ftzP9O7P8sGf4/jx42nWrBknT55ky5Ytj/wcVSoBfx9nnO2layj/t+siP+9+vnbwoihyOO6wzZ2ZX3Qir6UwJCSMXJ35E2J3RzXLh9STtSXGueRznEoyfyjVNDOLVbE3mXcrgTo5uVCzN4w6CL4VZYtH4cWjZklPFg6og4Pa/Ef47SwtfRcdIToxU9Y4ArwD+L3j74wJHIOXgxdqQc3AWqNBc+dAKKATVHkTML5nXUxR2mg8DlEU+WrLaVaHxkiuaVzeh5nda8rSEsMcpd1K07xU83uPvR29+arzrwgd50C55haeqfCyIggCn7atTPc6JSTXbD52g3EbT9hU2JZ2L80n9T83GYtydOBQ6CyIPmCzOF504tNz6LXgMNFJ5kshVQLM7hlI4wo+No1LEbVPQYsWLcjKymLZMmPjZr1ezwcffMDAgQNxdrZ8q9O4cWPWrVvH/9m777iq6v+B468DXPaSoeLGPZgOxK1Z7j0zM83Ssn5tKxuWpZWV5TfTNDNTy5W5zVHuPVABGSoCKrL3Hpd7z++PiyjBvaBwL6Cf5+NxH3jPPZzzkXs5nPdnvN8AISEhxQmQKiozMxMXFxeUSiXr169/qPb37t2bHTt2kJOTQ3Z2Ntu3by8eie3duzeLFi2id+/e9OrVixUrVuDl5fXQvcC+vr6cOnWqeFp2Tk4O169fp23btkRGRhIerinKvHHjxjK//9SpU6SmahJjFBQUEBISQtOmTUvs07NnT7Zu3YparSY+Pp6jR4+W26709PTitbpr1qwpcx9jIyOaOVrpTDn+7YFrrD4ZWe759CE9P53Zx2Yz458Z7Li4FPzL/hkKJQXHpDNt9Xmt6z4sTY1ZM92HDg30m4TriSZP8IrXK8XPJWBAVjZbomP5MSEJ94ICsG8Cz26D0ctFeQyhTL7NHVnxbCdMtAQ2iZn5TF51jtj0skvAVBU7Mzte8nyJ/WP3s6z/Mhr0ek/TEdNuBAy+l0Dx+J3jjN89nj+v/Sk647SQZZmv9l1lzembWvfp2MTeIMnr7mdvbs93fb7j8+6fY6WwYn6P+Tg4twevZwzWBqH2kSSJL0e7M6hDfa37/Ol3hw+3XzFoYDum9Vj6uWiqaDgVqlgel0DvnBz4cwqk6bc82qMgMTOfyb+cIzxRe6fpl6PdGexu+ESBtS77cVlZiQ1FkiS2b9/OK6+8wvz581Gr1QwZMoQvv/yy3O995ZVXmDp1Kh4eHnh7e+Ph4YGdXcVvnufPn0/Xrl1p2rQp7u7uZGaWP7VswYIFxcmgQFOOaNq0afj4+ADw4osv4u3tDUCvXr344osv6NatG1ZWVpibm2udelwRzs7OrFmzhkmTJpGfn1/cntatW7Ny5UqGDh2Kk5MTPXv2JCiodPbZ8PBwZs2ahSzLqNVqhg4dytixY0vsM3bsWA4dOoSbmxutW7ema9eu5f5M33vvPaZOncr3339fnBCrLCbGRrg6WRGh45f28z0hWJoa87RPE53nrEqBiYG8c+wd4rI1a5G/uvIz3rEJNHNsCY27GKwdtc2NhCye+/U8GXmFZb5uZmLEqqmd6WigaTIvebxEWGoYBaoC3m43lebrxkGBEpDAdxb0+wjMrMs9jvB469e2Lv972ovXN5a9Pjw6LZfJq86xaYYvdW3N9doWS4Ul3RsWlVtzcIWJvxe/Jssyq66solAuZP7Z+YQkh/Bhu2mYiin1JXz/73Wd9bI9GtmxZrr2qef6JEkSo1uNpl/jftib2xv8/ELtZGJsxA+TvJi+5gKnbpSdxG7ThSgkCb4Y5W6QChOSJPFZ74XYH5nNmxe23VsukZMMGyfB9APi768WSVn5TF51lrCELK37zBnc1qD3xfeTamqPaefOneX/TvUNDQ19oOmwNYlKpUKpVGJubk54eDj9+/fn+vXrmJpqLyXzODh69CiLFi1iz549D/X9WVlZWFtbk5ycjI+PD6dOnaJ+fe29gg9KWajmpF8Az+8oO1mHJMHiCV6M8m5Y5utVLTI9kol7JpbIQNkpN481uWbw0nExqleG28k5TPj5DHEZZU/ZVxhLrJzSmX5t6xq0XfmqfBRGCowkI/DfAKd/hBE/QqOyS2UJgjabL9zm/a3aZ/80d7Jiwwxf6tvpN7DVxi/Oj+cPPF9i24cZ+UwavREaddLyXY+XHw+F8Z2OfA3tXGzZOKMr9pYGvGdQq+DKFnCfAJUo0ScI2fmFPLPqnM4kds90bcKCkW4GK50IwJGv4NjCe89de2sSn4myeaUkZ+XzzC/ntNbLBni5TwvmDG77wMeWJOmiLMuVvvkRVykDycnJoWfPnnh6ejJ69GiWL1/+2Ae0VWHYsGF4eXnRq1cv5s6dW6UBLYDCxAgnG1NctNwMyjK8syWAfVdiq/S82rjaufJ+l/eLn7fLL+CT5BRIj9LUhhRKiEzKZuJK7QGtZt2Ht14C2msp1/ji7Beo5aJe4OySvdRmxmaagBbAcxLMPCYCWuGhTOzShI+Hau/wjSj6PYhO0+9UZG0KVAUlSgD1yMllQnI8rB0ONw5VS5tqkpXHw3UGtK3qWvPHCz6GDWgBji+C7S/B+rGQpb2skCCUx8rMhLXPd6FDA1ut+2w4d5u5Bi6dSJ/3NUslAHxmapb9iIC2lJTsAiav0h3QvtDTlfcHac96bQhipFYQyhEaGoqZU2Mm/HyWpKyys7wZG0l8P8GTkV76H7GVZZl3jr1Dw8QIXgs+gqnCEoYtBs+n9X7u2iQsPpNnVp0jMbPs9wxg0XhPxnXSnsjiYR28dZAPT35IbmEuMz1m8praBvZ/CFO2Q5OuVX4+QQBY/O91fjhUuvzZXY3qWLBxhq9B6gX+V1hqGK//8xJSZgwbY+Kwuztf2qYBvH5Zk+X9MbTmVCTzdodofb25kxWbXvKlro3hfj5/XvuTOukxPLV3HlD0PlnXh0kboWFHg7VDePSk5RTwzC/nCInN0LrPFN+mfD7SMJm9ASjIhmv7wH0cAEq1khupN2jnKOINgNTsAp5ZdY5QHe/Z8z2a8cmw9g/9nlXVSK0IagWhHHc/d9fiMnl65RlStdTjkiT4arS7QdYSqGU1RqpC2P0G9HgD6j74dI9HWXBMOlN+PU9KdoHWfeaP7MCUbs2q9LyyLLMycCVL/ZeW2L4oPpGBOblg5QwzDmsSQQlCFZNlmS/+DmWVjiR2De0t2DCjK00dy87Ur0/peWmkHf2CpmeLysOY2sC0PdDAy+BtqQnKC2ibOFiy+SVfXOwstO5T1a6lXGPS35NQqpWMzszi/eRUrGRZc+16+STYVO1sKOHxU5Eg6bluTfnMQCWr7peYk8jsY7O5mnKVjUM30txee1mix0FFOiGmdmta6fJiNWL6sSRJDpIk/StJUljR1zLH7CVJUkmS5F/02FWZcwpCdWlT34Z107tioyVJhyzDnG1XDJIV2UgyAhNTTXZcEdCW4B+VxqSVZ3UGtB8MblvlAS1oElA4WThhalRymmCgeVGpruxE2PQMqMpOWCUIlSFJEh8NbcdLOupDRqflMvHns0TqudxPWezM7Wk66FsYtBBMzOHp9SUC2r8j/iY5t+xkMo8SWZb54WCYzoD2bueDIQPahJwEXjn0Ckq1puN2u401L7jURUaCMStFQCtUiTpFteDb1tdeOm/dmVt8tjvEoFORL8ZfZMKeCVxKuEROYQ5vHX2LbKXhr5M1RVqOZspxeaPqhqqXXRGVXVM7Bzgky3Ir4FDR87LkyrLsVfQYUclzCkK1cW9kx5rpXXTWsf18T0i11rHNKyxaP5p687ELni7cTOHZVee0ZjkGeHdgG17q00JvbRjbeizrhqyjoXVDTCQT5tp34t2UouQYCkvo/S4Y17rE80ItIUkScwa35dV+2j/jcRl5TPz5DDd0ZLDUK99Z8NolaN6neNPxO8f54MQHTN47maTcpOpplwGo1TLz94Sy+KD2NbT1bM1Y/2JXGtUx7DRxJwsnXG1dS2yb5tIHqc97oh6tUKUcrEzZMMNXZ2C75vRNgwa2YalhJa49EekR/HDkPU1G5ELtneSPopTsAqb8ep7gGO0B7eSuTQw7TbwCKhvUjgTWFv17LTCqkscThBqvU1MH1k730TpiC5o6tl/vv2rweoyhyaFM2DOBBSc/Jue3oZpELBllZ25+1Jy6kcRzv54nK197QDt3WHte7ddS723p4NiBzcM2s2bwGiYMXw1th4FtQ5i+H9qP1Pv5hcebJEnMHtCGN/q30rpPQmY+T688y3UdiT/0yu5e/oGb6TeZc3wOMjLRWdG8e+xdCtWPXodcoUrNe1sDWX1K+2weJ2tT1r/oSzMnw08PN5KMWNBzATammkBjRIsRDBr+C/T70OBtER59DkUjtm3q6Q5sZ28JRKlS6709E9tMZHjz4cXPu1k2Zta5zXBtL+x9RzMd7zFwJzWHcStOcyU6Xes+k3yaMH+kW40KaKHyQW09WZZjAYq+akshai5Jkp8kSWclSdIa+EqSNLNoP7/ExJqZac/Y2BgvLy/c3NwYPnw4aWna05OXp1mzZiQlle6R/m/d2+7duz/0ObQ5evQow4YNq/LjPi66NHNgwwxf7C0VWvdZfjScz3aHGKSouFpWsyZoDc/sfYbI9Eg2h+9krK2Ki/EXYUUvCD+s9zZUpyNXE3h+zQVylSqt+3wx2o0Xerpqfb2q2ZnZ4ensqSmFMfpnmHEEXDwNdn7h8SZJEm891Zp3nmqtdZ+krHwmrTyrc22bIawNWUum8l5w7Rfvx+J/Xq3GFlW9/EIV/7fhMn9dvKN1HydrU/54sSst6xq4RmZ2cvENe32r+nzi+wnjWo/j026fGrYdwmPH0dqM9TO60rqe9s/81kt3mLHOj5wC/XZ0SZLE3G5zaVOnDTMcOrI8+BR1VEU5VC6tg/O/6PX8NUFobAZjfjpNRKL2addPd2nMF6MMXHqpgsoNaiVJOihJUlAZjwcZbmhStAD4GeB/kiSVOS9KluWVsix3lmW5s7Oz8wMc3nAsLCzw9/cnKCgIBwcHli1bVuXn+G9Qe/r06So/h1B57o3s2DyzG07WZlr3WXP6Ju9vDUSl58D2QtwFFl9aXGJ0445CwfMudfnGvJC8P8bCkS9ce2n+AAAgAElEQVQ1dQcfMfuD4pj5ux8FhWX35BpJmizHk7s21W9DVGUnEAM0hdxt6un3/IJQhtf6t+I9HWUWkrMLmPjzGc6EV99a1g+7fohPfZ8S29bFn2bfpeXV1KKqlZ1fyItr/dgfHKd1n4b2Fvz5Ujfa1tde8qSqpOalsjt8t+bJzZOwzAfO/Vz8+iDXQXza7VNMjUXZQUH/nKzN2DDDl1Y6OnOOXktk0sqzJGupQFFVLEwsWD90Pa/3X4xxnWb3vSJBYdmlAR8VZyOSmfDzGRJ0VIyY0LkRX452r5EBLVQgqJVl+UlZlt3KeOwE4iVJcgEo+pqg5RgxRV8jgKOAd5W0fp5d1T4eULdu3YiOji5+/u2339KlSxc8PDz49NN7PZyjRo2iU6dOdOjQgZUrV+o85pw5c8jNzcXLy4vJkycDYG2t+UU/evQoffr0YcKECbRu3Zo5c+awfv16fHx8cHd3Jzw8HIDExETGjh1Lly5d6NKlC6dOndJ5zpSUFEaNGoWHhwe+vr4EBgYC4O7uTlpaGrIs4+joyLp16wCYMmUKBw8eLHGMo0eP0rt3b0aPHk379u15+eWXUas1QcasWbPo3LkzHTp0KPFzmTNnDu3bt8fDw4PZs2cDsGXLFtzc3PD09KR37946210TtKlvw5aXu9FASx1bgC0X7/DGpst6nT7T1aUrawatoYlNyay6siTxu50t4xvUI/DsYvh9FGSV+WtaK23xi+LVDZdQqsruNDA2kvjhaW+9lO0BOBl9knmn55GXHgXLu8OVv/RyHkGojFf6tuSjIdorB2TkFfLc6nNsv6x9FFGfFEYKvu3xJfX/c4n8NHAZ16Nqd6dueo6SZ389x4kw7euEWzhbseXlbjR31v8I7anoU4zdNZaPTn7EuUMfwtoRkJME/3wEN3XfKwiCvlQksA24k864FWe4nZyj17aYGZuBpQNM2gSm1pos7c9shh6vFydRe9TsD4rludXnydSRj2Rcp0YsHONRYwNaqPz0413A1KJ/TwV2/ncHSZLqSJJkVvRvJ6AHoD3lXy2hUqk4dOgQI0Zo8l79888/hIWFcf78efz9/bl48SLHjx8HYPXq1Vy8eBE/Pz+WLFlCcrL2HvGFCxcWjwavX7++1OsBAQH88MMPXLlyhd9//53r169z/vx5XnzxRX788UcA3njjDd566y0uXLjA1q1befHFF3X+Xz799FO8vb0JDAzkyy+/5LnnngOgR48enDp1iuDgYJo3b86JEycAOHv2LL6+vqWOc/78eb777juuXLlCeHg427ZtA+CLL77Az8+PwMBAjh07RmBgICkpKWzfvp3g4GACAwP5+OOPAfj88885cOAAAQEB7NpVOxJluzpZ8efL3WjmqD2px57AWKavuUB6rv4uiN51vdkyfAuT2k4q9dpNUwVTXOrxQ1oABSt6QtDWWp1ESq2WWbjvKu/+pX0UXGEs8dPkjgz3bKCXNkRnRTPnxBy2hm3luW3DiUoLh60vwInvHpu1N0LtMaN3cz4Z1l7r60qVzFubA1hyKMzguQAAHKzrsbjVsyjuO3euJPHmoVlkZNfOjriEzDwmrjzD5dvalym5NbTlz5e60cBeP1mO1bKa4KRgfg74man7pvLywZdJzE1ERuajm9tJl4p6EtSFsGXqI9XpKdQuzjZmbJzpi3tD7YNMkUnZjFl+miAd6z2rTN12MGEdvHgQWg8kR5nD8O3DWXxxMen5Bji/gfxx9haz1l/SOtsNYHoPV74ZW7MDWqh8ULsQeEqSpDDgqaLnSJLUWZKkVUX7tAP8JEkKAI4AC2VZrrVB7d1RVEdHR1JSUnjqqacATVD7zz//4O3tTceOHbl69SphYWEALFmyBE9PT3x9fYmKiire/jC6dOmCi4sLZmZmtGjRggEDBgCaUdWbN28CcPDgQf7v//4PLy8vRowYQUZGBpmZ2pOBnDx5kilTpgDwxBNPkJycTHp6Or169eL48eMcP36cWbNmceXKFaKjo3FwcCgePb6fj48PzZs3x9jYmEmTJnHy5EkA/vzzTzp27Ii3tzfBwcGEhIRga2uLubk5L774Itu2bcPSUhMQ9ujRg2nTpvHLL7+gUtWeqbKN6ljy50vddPYynghLYvRPp/RaSsNSYcmHXT9k1YBVNLAqGcypJYlV9nY8bSexbf9rRC3zRj7zE+RXU6KYh5RTUMjLf1xkxbFwrfuYmRjxy3OdGdhBPyUo8lX5vH307eI/bKFGKiY3qE+mJMGhzyFws17OKwiVMb2nK/NHdtC5z/f/XufdvwJ13uDoi1vP9/nYrmTN2ihJzYfbx6CuZUsnIhKzmLDiDFfjtF9ffVw1uRkcdSxheRhJuUnsCt/F+8ffp+/mvjz999Ms9V/KpYRLJfaLNzFhrd190507vwCWTlXaFkF4EE7WmsC2Vyvtn8OkLE2Su1M3DJAlvWX/4rKJG65uIDormtVBqxm0dRDL/ZeT5bcaLq4BteGvl5UlyzLf/3udj3cE6eyH/2BwW+YOa6e3gLYqO1ErFdTKspwsy3J/WZZbFX1NKdruJ8vyi0X/Pi3Lsrssy55FX3+tioZXl7ujqLdu3aKgoKB4Ta0sy3zwwQf4+/vj7+/PjRs3eOGFFzh69CgHDx7kzJkzBAQE4O3tTV7ew8/LNzO798fPyMio+LmRkRGFhZqRN7VazZkzZ4rbEh0djY2N9uxyZX2gJEmid+/enDhxghMnTtC3b1+cnZ3566+/6NWrV5nH+W8WNEmSiIyMZNGiRRw6dIjAwECGDh1KXl4eJiYmnD9/nrFjx7Jjxw4GDRoEwIoVK1iwYAFRUVF4eXnpHNWuaeramrP5pW64NdS+JioiMZtRy05xUsdUtKrQ1aUrW0dsZWyrsaVeCzM15VNnR4bYwaDgH/l4dWd27ZxGXJy/XttUFWLTcxm/4gz/hMRr3cfS1JjfpnWhbxtteesqb+H5hYQkl+ybm5qegY0sa0pfuJX+uQtCTTClWzO+GeuBsY4blL8u3mHab+f1OrNEmzEj1zJOKjlSc0yVzs+7p2r5jprn8NV4Ri49xU0d0ySfaFuXddN9sDXXnmzwQSTkJLDk0hLG7x5Pvz/78dHJj9gbuZfU/NQy9zeSZWampjMrNR3M7GDSZuj3gSaxnSBUI2szE36d2oVRXtpnWWXlFzLtt/PsCjBMdYeMggxWB62+d35lFj8F/MSgK9+x+vjH5KwZBAlXDdKWqlCoUvPh9iCWHNI+yGZsJPHdeE9e6tNCr1mOF19cXGXHqt3FEudV3/C/nZ0dS5YsYeTIkcyaNYuBAwcyd+5cJk+ejLW1NdHR0SgUCtLT06lTpw6WlpZcvXqVs2fPlntshUKBUqlEoXi4P3YDBgxg6dKlvPvuuwD4+/vj5eWldf/evXuzfv165s6dy9GjR3FycsLW1hZbW1uSkpIoKCigefPm9OzZk0WLFrF06dIyj3P+/HkiIyNp2rQpmzdvZubMmWRkZGBlZYWdnR3x8fHs27ePvn37kpWVRU5ODkOGDMHX15eWLTVlVsLDw+natStdu3Zl9+7dREVF4ejo+FA/h+pwt/ba879d4OKtsm8m0nOVTP3tPPOGt2dKt2Z6a4u1qTXzus+jf5P+zDv9KQm5pTOKxyhM2KmAnWkX4cAUmkjmdGnYjW4thvJE4ydQGFfNDVdVCLyTxotr/XQmMbAxM+G357vQuZmD3tqx48YO/rpecu3sE9k5TE/PhLodYPxaqEE/N0H4rwldGlPPzpxX11/SWgLrdHgy45afZvW0LjR2MGC9VCNjPhi7nWub+3PF+F6H6/JUfzqc/obe3d8zXFsekCzL/HQ0nEX/XNM58jHCswHfTfBEYVz5AFKWZXbc2MG3F74tkUFalw75+cxJTsUrvwCc28HT68FRf7W7BeFBmZoY8f0EL+rZmvPz8Ygy91GqZF7feJn49Dxe7OWq18ArMj0SU6PSidPSjYxY7FCHdYV3mLF+AOPaT8as6ytg31hvbamszDwlb20O4GCo9sEBC4UxPz3bkX56HBwAWBO0ht+Cf6uy44kuuUrw9vbG09OTTZs2MWDAAJ555hm6deuGu7s748aNIzMzk0GDBlFYWIiHhwdz584tcy3qf82cORMPD4/iRFEPasmSJfj5+eHh4UH79u1ZsWKFzv3nzZtXvP+cOXNYu3Zt8Wtdu3aldWtNSYhevXoRHR1Nz549yzxOt27dmDNnDm5ubri6ujJ69Gg8PT3x9vamQ4cOTJ8+nR49egCQmZnJsGHD8PDwoE+fPixerOmpeffdd3F3d8fNzY3evXvj6Vn7SqDYmitYN91H5/QZlVpm7s5gPt5xRe/113o16sW2kdtL1F/T5racx9Y7R5h9bDbjtg/DP6FmjN7uuxJbbla+xg4WbHulu14D2qspV1lwdkGJbU2UShYkJiNZ14fJf4K5/rOXCkJl9WntzJaXu+GiI8ldWEIWo386TeCdhy9d9zBMrZz5fuAqHO67NsqSxJxra7kdfsCgbamo7PxCXt1wiW8P6A5oJ3dtwuKJXlUS0MZnx/PqoVf55PQnOgNaG5Wap7JzmJeYzL+3o9kUE68JaDuM1qwXFAGtUAMZGUl8MKQdHw/VnuQO4Iu9oby+yV9njfrK8nT2ZO+YvbzV6S3szEqv+U02MWahgx09YnYxdXN//vfHExy7sJT0PMNeO8sTGpvBiKWndAa0dSwVbJjRVe8B7c4bO/nu4ndVekypOhJCVETnzp1lPz+/EttCQ0Np1073h1uoHkePHmXRokXs2bOnuptS5R72c6dUqZm/J4R1Z27p3K97C0d+mtwRe0v9l08ISQ7h+J3jXIg+hX9iIAXoDqglNAXJ3+j4JtamBq6dyL2Rj28PXNO5X+emdfh5SqcqX5t2v9isWJ4/8DzRWfcynpur1fwRE08bTGH6PlGHVqh14jPymL7mAsEx2mvVmis0oyZD3F0M2DI4f3kVMwP+h+q+EZhWhTJ/jNmNZR3D1Zwuz63kbGauu8i1eN0jpbP6tuC9gW0qPaJU3uisJMt0KCigR04ePXNzccsvKDktz0gB/T+B7q+BHke3BKGq7PSPZvaWAK2VDgCaO1nx07Md9V4WK7Mgkz9C/mBt8G9kF+aWu38LUwe8GvXE28WHjnU70simkV5HlbXZ4hfFxzuCyNeRL6GhvQXrXvChhZ4zsR+LOsYbR95AJWtyJQRNC7pYVPq1UkRQK1QJEdRq9/vZW8zbFayzVm1TR0t+ndqZlnW1r32uavmqfAJiznEucC0X4i5wxVhNoZYLbT0LJz7v+QXdG3Q3WPvylCo+3HaFbZejde43pmNDvhrjjpmJsd7aEpEewcx/ZhKfU7J388vEJIZn52nWo7UeoLfzC4I+ZecX8trGyxy+qjvz7SSfJswd1g5LU8OtXFp74P9YFHesxLaBKlO+nrAPY2v9jiRUxImwRP5vw2Wd648VxhKfjXDjma5NtO5TUXHZcXx25jNORp8s9Zq5Ws3/paYzIiubOmUlrrGqCx2nQKdpYF/5tgiCIZ0MS+Kl3/3ILtCeNM5cYcT8kW6M76z/6b9peWn8FvQbG0J+J0+ueP4BL2cv5nWfRwt7w8yQyFOq+GRnEH/66S7Z1ra+DWun+1DPVvvsnapwKf4SM/+dSb7q3sw7EdQKgoFUxefu9I0kZq2/pPPGx8bMhIVjPRjqYdjREADUanJCd+F/7gf+zrnJLpvSvXQrWj9Pj25vG6Q5gXfSeGuzP+GJujNFvzuwDa/01W8Sg+DkYGb9O6tUwpXxGZl8kpwKQxaBzwy9nV8QDKFQpeaz3SH8flb3zJIWzlYsmeRNhwYPXtv9YciyzHubB7I/P7bE9icK4OsRmzCvpzubsz7b9cuJCBbuu4qO/kqcbcxY8WxHOjWt3LKIu6Oz31z4hixlVqnXO+blMT8xhSaFZUzBdO0DnadDmyFgov8ZQYKgL0HR6Uz77QJJWdqXIgGM79SIz0e6YWGqv87uu5Jyk1gd8DMHwneTUFix6hamRgpe7/gGU9pPwUjS30rQyKRsXll/idBY7TNxQJOJ/ZfnOmNnod98INdTrzNt/zQyC+7NMJFkmSvPB4ugVhAMoao+dzeTsnlh7YVyA7VhHi7MH+lGHatquvkI3c25/W/ymY2CqKJkZcMzs/kyKVnTwz/wSzC10suplSo1Px0J58fDYRTquFM01HTIC3EXeO3wa2QrS75nA7KyWZiYjKL7azBggZbvFoTaRZZlfj0ZyRd7Q3WuCzU1NuK9QW2Y3sPVIHULc/IzmbypLzcoKLHdu6CQH/v+D7tWA/Xehvul5RQwd2cwu8vJvOrZ2J6fn+1EfR3rlisiISeBT05/wqnoU6VeM1ereTM1jUkZWSWTpFjUAa/J0Ol5cGpZqfMLQk0SlZLDS79fJKScQK1tfRuWTe6o96m0d8myTGxWDJdDt3A5bBeXc2IIU5gg6+h071SvEwt6LKCRTaMqb8/+oFje3RJIZjlrjSd3bcLcYe0xV+i3AyA6K5ope6eQ+J+kpXOTUpg4O0YEtYJgCFX5ucvIU/Lahsscu146E/H9nKzN+HK0GwP0VGe1XBkx5G6fwfK0IHZbW7EtOlYznc22Ibx8EiyrPhlTeGIWb2/2J+CO7qzmdW3MWDW1Mx6N7Ku8Dfc7cluTMKtAXfJGemxGFnOTUzBuN0KT6ViUwBAeMfuDYnljk7/OtVcAvVs7s2i8B3Vt9DtdDSAqKYTpe54hTio59bB5gZIVnm/i4vOy3tsgyzJ7r8Tx6a7gCo0UzR/lVukbxajMKF448AKx2bGlXitzdLZuB+jxOrQfCQqLSp1bEGqqPKWKz3aHsPH8bZ37WZka8/U4D4Z5aC8PpDcZsWReWElg0EYuyzmctzDjsnnpa6WliSXvdXmPMa3GVMmsM6VKzdf7rrLqZKTO/SwUxnw1xp1R3g0rfc7yJOcmM3X/VG5llJwJ9GpqGi+nZyHNSxNBrSAYQlV/7lRqma/2hpZ7wQEY492QT4d3wM6yGkrEqNVwegk5RxZgqVICEkzdDa736hTLskxSbhLOls4PfRpZlvn97C2+3BtKnlL3TXSHBrasmtoZFzv93qztDt/N3FNzi5MY3DU9LZ03U9OR2gyBcavFTaPwyAqISuP/Nl4iKkV3IhRHK1O+He/BE23r6b1NcRlRzNo5jhvqkvVf6xYW8lOjYbQZ8I3eEh/FZ+Qxd0eQzhrZACZGEp8Mb88U36ZVkhBqyr4pBCQGlNhuoVbzxn9HZxVWmjqzXWeBce2u1igIFbX98h0+3BZErlL7OluAiZ0b8/7gtjhUxww4lRJCdyOf+ZG/067ypaMDmWVkP5/rO5cJbSZU6lSXb6cyd2cQQdG6R7FbOFux4tlOtKqn3zwusixzLfUan57+lJDkkBKvTUrP5IOUNKTRPyN5PS2CWkEwBH197v68EMVHO67ozOYHUM/WjIVjPfSeXl2rmMuw9UVoNwKe/LTES0suLeGv63+x4qkVtHds/8CHjkvP492/AjgRllTuvsM9G/D1WHe9J6lZH7qehecXltr+ZkoqL6RnQpcXYfA3YKT/tTqCUJ0y85R8sjOY7eUkawOY1r0Z7w9qq/c1bBn56by+YywX80oGl9ZqNUssO9BlzDpQVN3IsSzLbL4QxRd7Q8nM0z2Nz8HKlJ8md8S3edXVVr+VcYvn9z9fPGWvo21zFgSfpPH9o7NthsLgr2t0bUxB0Jew+Exmrb/EjYTSa83vZ2ehYPbANjzj0wRjAyybKEWtgpPfE3/8az51tOeU5b1O8WbKQv70eAuLLjMeqmMuJbuAb/ZfZdOFqHL3He7ZgIVj3LEy0++91OHbh5l/dj5JuaXv7wYXLeEyGrkMvJ9FkiQR1FYXa2trsrJ0//IIjw59fu4u307lnT8DiEgqP7nAxM6N+WhYO2zNq2HUNj8LTMzA+N65VwetZvFFTX1ha4U1y/ovo2O9jhU6nFotszMgmk93BpNRzo2irbkJ80e5MdJLv1NkZFlmRcAKfgr4qcR2SZb5JDmFcZnZ8ORn0OMNUQZDeKzsuBzNxzuCyq0DWd/WnLcHtGZsx0Z6vWnMV+XzwZ7n+DetZM+/Qpb5Uu3AoInbwarygeXNpGw+2HaFMxHJ5e7r1tCWn6d0pqF91c/eiEiPYPr+6XRv0J3Pe3yOydYZELwNbBvBkG+g7dAqP6cg1CbZ+YV8tP0KO/x1r3MHaO9iy/xRHSqdvO2hRZ1H3voCW1QpLHKwJ1+SWBcbj2d+AbQbDsOXVHiJl0ots/H8bb49cE1nIlLQZGH/ZFh7nq3kLJJCdSFRmVGYGZthZmyGuYk5VorSeVaCkoKY9PekUtu75+SyND4RxfAfNHlaQAS11UkEtY8XfX/ucgtUfHvgGr+djtSZnAXAxc6cN/q3YkzHRpiaVN9azgtxF5h+YHqJbfXMHdg77l9MjbVP75FlmcNXE/jun+vlJnkA6NXKiW/GeTzQdOPwtHDUshpLhSWWJpbYmtpiXMao6umY01xJvEJsdixx2XFEZ0VzM+NmiX1MZJmFCUkMzFfBqOXgPq7C7RCER8nt5Bze2HyZy7fTyt23TT0b5gxuS982znrLTK5Sq/jm8NtsiD5cYnvf7ByW5FsiPfkptB/1UFNxC1VqVp+K5Pt/r5e7JAJgim9TPhraTq+JVmKzYqlrWVdzLcuMg3MroNdsMDN8/XBBqIlkWWbj+Sjm7Q6moJx8AKApBzhncFuD5AQoJS8d9rxN1NUd+JmbMTrrvoEN24YwZiU066nzEP5RaczdEcSVaN15SEBTf/anyR3xbFx+LpJsZTaHbx9mWPNhZV6/47PjefKvJ4ufO1s4c3jCfdfhvAwwMkatsKDv5r4lKkd4OrqxMjENS7exmllvRURQC7ivda/Sc16ZeqVC+1lbWxMXF8fIkSNJTU1FqVSyYMECRo4cSXZ2NhMmTODOnTuoVCrmzp3LxIkTOXToELNnz6awsJAuXbqwfPlyzMzMaNasGVOnTmX37t0olUq2bNlC27ZtOXbsGG+88QYAkiRx/PhxbGwMV8NUuMdQnSnnIpJ5969AbqfklLtvQ3sLXu3XknGdqie4lWWZxRcX81vwbwBYqtX8mpSF2+jV0LJ/mfufupHMon+u4R9V/k2xucKID4e049muTR84u+rEPRNLrN3YMGQD7s6lrxUfn/yYneE7tR7HQq1mcUISPWQzeHpDuX9gBOFRp1Sp+fFQGEuP3NBZxuaubs0d+WBIW70ldZNlmd8ufMfi0LUAeOTl80tcApayDKY2MOcWGBkTkhzCnog91DGrQx3zOrS0b4lXXa9Sx7uWHM5bhz8iJiMJJZkgKyjMaosyrTPqvEZAyWtRcycrFo71wMe1akZ8ZFnW3ESqCjVBa5cXxLp9QXhAQdHpvLL+UoXupazNTHjzyVZM7d4MRRnrXPVKliFgE+ydDQX/GSjznASjVxCQGICFiQWt67QufunuVOPNflHlDoQA9GvjzPcTvMqtqBGcHMxf1/9ib8RecgpzWD1wNV3qdym1X1RGFEO2Dyl+3tC6IftH74XIY+C/AUJ3w4D54DODOSfmcOT2EXxdfOnbuC/DWwzHBKnU8i0R1FK9QW1aWho5OTnY2tqSlJSEr68vYWFhbNu2jf379/PLL78AkJ6ejpmZGa1ateLQoUO0bt2a5557jo4dO/Lmm2/SrFkz3nnnHV577TV++uknLl26xKpVqxg+fDhz5syhR48eZGVlYW5ujomJSP5QHQw5QyA7v5CF+66WWyvyrob2Fszq24LxnRthZmLYNZ6yWs0vf45gZW4ky+MT6ZKXD5IxPLsVWvQr3u98ZArf/XONc5EpFTquZyM7vp/oVWYafrWs5mT0SSxNLOlcv+zr3/Dtw0uMuO4YuaPMIufL/JexImBFmcewUan5KT4BL7O68OxfULf6Z4gIQk1xLiKZtzb7E5OeV6H9h3s24N0BbWjiaKmX9uwO3cTqc9+w+nakJks7QPO+8Jym02p72HY+Of1J8f4jLJrwRZ1OYNMArJ3JajGMjRei+eXsOXLrfVnmOVR59VCmd6Iw3Rsj2ZaXejfn9f6tqmx0NiAxgG8ufMMPvp/htGc2RBwB9/Ew5hex3EEQHlBGnpKv9l5l04XbFQr8WtW15tV+LRnsXt/g91Ikh8PWFzT5SwCc28GMQ0TlpTB572QK1AUs6rOIVjad2Xj+NmtO3yQtR/dUY4A6lgreG9SWiZ0bax0cyCrIYm/kXv66/hehKaElXhvsOphvfOdBehTkZ0J+BpjbccPSjtG7Rhfv19yuOTvrPgn/fHzvmxt0hJlHSMlLwUZhg8JY97K5qgpqRZT0kGRZ5sMPP+T48eMYGRkRHR1NfHw87u7uzJ49m/fff59hw4bRq1cvAgICcHV1pXVrTU/L1KlTWbZsGW+++SYAY8aMAaBTp05s27YNgB49evD2228zefJkxowZQ6NGVV/DSqh5rMw060cHdqjP+1sDiU7TnXk0Oi2Xj3cEsezIDV7p24IJXRob7IIsITPTpi3DbpymQWFR5sFGXaBJN0CTPfW7f69zvJzyRXcZG0m89kRLXu3XslSPaVpeGttvbGfztc1EZ0XTsW5H1g5eW+ZxcgpL9s5aRRwHxWUws4HW9+pZuliVXePWOy+Pj5JSaePYFp7ZArb6rYUrCLVN1+aO7HujNx9uv8LfV0qXmvmv3QEx7A+K5RmfJjzt04R2LrZV2p7h7Z5mUIvhKPa+C/7rNRsb3RthSMkr2aFmnxgGIScBUEkmdJfXk5GnAiMTbLQkcTY2j8fYfC/U3U/nuj3o0n48xsYtgMpfby/FX+KVQ6+Qrcxmxo7R/HrnDg4AV7ZAPTfo+WalzyEIjxNbcwVfjXFnkk9jPtkZXO4MsbCELN7c7M/ne0wZ36kRk3ya0Myp9DpRvXBsAdP/gSML4MJqmLCWdLmQV/ij2ocAACAASURBVA+/Wjx1d9bBVyiIH0l+im+5h5MkmOTThHcHtNE6OhubFcvKKyv5O+JvcgvLvs88GLmP1OO/UafwvrKGrQchDfmSprZNyVflU6AqwN7MXrPU45+5QFEPQswlSAjFwcADAiKofUjr168nMTGRixcvolAoaNasGXl5ebRu3ZqLFy+yd+9ePvjgAwYMGMCIESN0HsvMzAwAY2NjCosyGs6ZM4ehQ4eyd+9efH19OXjwIG3bttX7/0uoGXq2cmL/m7344u/QCmWzi03PY+7OYJYdCee57k0Z0L4+LZyt9LaeDdBMHxnyLQ0cXOHAR+DgSuyQX9l3Lpb9QXGcv5kCkhIoP7FVC2crvp/gVWq9R1BSEBuvbmR/5P4S9WIvJVzi+omvaX3HH1oPgk5Ti19ztXPFRmFDdmE2OVnxWOx5C9QyKCxhTlTxGrsOjh2Y1mEa9a3q43LzHC6XN1C/UKUZ6WnxBExYpwmEBUEoxc5SwbLJHZlwPZGF+64SWs4aeaVKZu2ZW6w9c4s29WwY6d2AEZ4NaFSnakZvFaZWMHIZuI2Bq39Di3vLINLyS97Q1im4dxOXoLYlI7+oU05tjiwbIUk61uNJavwST+B35AQO5g4Mbz6cUS1H0bJOy4dqd4GqgB8u/UC2UrOm7oYxzKxfl99j47GQZbiwCnxmgKmBbrAF4RHi0ciebbO689elO3y97yrJ2QU690/JLuDn4xH8fDyCXq2cmNy1KU+2q4uJvqcmm5jCU59D99fByomtgX8QmX5/2UcZ2SgTTdCo/b7Os5Ed80e5aV3ykZ6fzq9XfmV96PoS91T/5VxYyOjMbCT1f5ID5mfRwr4Fe0bvKf1Nrr01U5AB7JpARozBZ7nV6qC2otOF9SE9PZ26deuiUCg4cuQIt25ppovGxMTg4ODAs88+i7W1NWvWrOG9997j5s2b3Lhxg5YtW/L777/Tp08fnccPDw/H3d0dd3d3zpw5w9WrV0VQ+5ixMVewcKwHg91d+GpvKFfjMsv9nriMPL7Zf41v9l+jmaMl/dvVo3/bunRxddDPehFJIqLlVK5Gm7Ez2oYDP9xXT1HKx7LpLyCpUaZ2QZnhCeqSN7Audua83r8V4zo1Km5fXmEe+2/uZ/PVzQQlB2k99Sb/5XySnKqpAXdfULtqwKp7O63sB+qiqdzKHEgIBhdPANo4tKGNQxvNa+aN4dIWaOIL7UdqMvKVM11GEATo09qZni2d2HE5mu/+uVahKcnX4jOLr1NdmtVhpFdDhrq7lLvmq1ySBC2f1Dzu092lNxlZZlxLjEOZ7E/7goTi15Lk+0eNjci9NQNZbYGssmCB9QLO2uZzwtICVRkdhCl5KawNWcvakLW4O7kzquUoBrsOxsa04p1hpsamjG8znksJl4q3PVGgxlyWoXFXmPC7CGgFoRKMjCQmdG7MwA71WfzvddaduVmhnAAnwpI4EZZEPVszJnZpwvhOjWhUx0JvgwVKlZorycb8uT+Qnf6OFFoPw6ze30iSjDLdk2EppvRT/Mgc5QyyKbnWvo6lgvcHtWWClqnG+ap8NoZu5Jcrv5BRUHYHpCTL9MzNY1xmFr1zcssOEPN1dF52fh5sXMB7MjTtCUaGz/dSq9fUVofCwkLq1avHtWvXGD58OEqlEi8vL06dOsW+ffu4du0a7777LkZGRigUCpYvX07nzp11Jory8/PDyckJPz8/Zs+ezdGjR3nttdc4cuQIxsbGtG/fnjVr1hSP6AqGVRM+d2q1zD8h8Sw5FFahrMH/ZWNuQp/WzjzZrh592zhjb/nwN49Z+YVEJGZxMCSe/cFxXI8vIxO4pMSi8RpMrMKLNxmpJYyyWpGR3g173HmtX2ue9mlSvCbtTuYd/rz2J9tubCM9X3s2P1O1zKDsbCZlZOFWUAAm5vD+zbITqqx6Eu5cuPd8yCLNqMd/qYp6Ix8iU6ogCBp5ShVrT99k6ZEb5dZ0/S8TI0kTILdyormzNc2drGhgb/FQpYHUapnQuAxOhiVx8kYSF26mFGcxdiaV7kbBuBrF4UQ6cbIDS1WjSx3DS7rBDjPNOtwkYyP2WFmxw8aKcFPd104zYzOebPoko1qOwqe+D0aS5sZOqVKSp8q7F/DmZxbPBClQFfDklidJzU/lde/XmWHVAoK3a65XJuLvviBUpdDYDD7dFcz5Cub5uJ+zjRmejexwb2iPR2M7PBra4Wj94L+jsixzOyUH/6g0AqLS8Y9KJTgmg/z/ZG02tg7BtM4ZGkf3Y6ficyykAsLVLsxSvsl1uTGSpGKSj6vWqcYqtYq/I/9m6eWlxGaXvVSkbmEhYzOzGZ2ZhYtKVXoH20Zg7ay5Xjm2gmHfP/D/tzw1IlGUJEnjgXlAO8BHlmU/LfsNAn5As/hklSzLC8s7dk0NagMCApgxYwbnz5+v1nYIhlMTPnd3ybLMvyHx/HAojOCYBw9uQTOY4WhlipO1Gc42ZtS1McfZxqz4UddGc4GOTc8lJi2PmLRcYtJyiU3PIzott0I3q+YNNqOwu6z1dQdjS4a2GMaINuNJyElg09VNnIw+iYz261FDZSETMjMZnZl9LxnMXc9uKzPrMgc/g5RwkIw0SazaDgG3seW2XxCEh5eWU8CyIzdYe/oWBaryS2toY2pihKujFa5OVjR31nxtaG9BrlJFZl4hmXlKMvIKychTFj0vJD1XSVB0OinlTDPUxbuJPW92saB36k6kwE2QFQdoJv5dMTNlh7UV+6ytyCpnJKKBVQNGthyJSlax9fpWhrsO5h3LVpp1v1Hn4e3Q4pI8y/yXYW9mz+R2kx+63YIgVIwsy+wKiOHrfVcrnPBOm4b2Fng2tsOtoR32FqbIyMhy0epSWXNXczfUSskuIOBOGgFRaaRWINkTgDXZ7DT9hBZG94LSFNmat1x+J8Luc6xNLWhh34Lmds1xtXOluX1zmts1JyAxgMUXF3M99XqZx61bWMirqemMyMouOSprZKLJjdJ6kObh9HBLKx5ETQlq2wFq4GdgdllBrSRJxsB14CngDnABmCTLcsh/971fTQxqV6xYwZIlS/jf//7HgAEDqq0dgmFV9+euLLIsczA0gR8OXSco+uGCW30yMovDrO4eTKxvVPpYPXNyeTojk565efdSskjGmqnCLZ+EVk9pkqmIDKGCUKNEpeTw3T/X2BkQU6EMpNWtXxtnXu7TAh9Xh3tTDFWFEH4Y/P+Aa/tApQmWcyWJQ5YW7LCx5pxFxepc2qnVHLwdrZlaDJo1wN7PAveV8xEEwWAKVWoOXU1g/bnbFU5qaWgNSOJX00W0M7pdvC227/dYdhtHz00PXmrQWq3mhbQMJmdkatbtA1g4QKsBmmSaLZ4AC/2UYdOmRgS19zXmKNqD2m7APFmWBxY9/wBAluWvdB2zJga1wuOpJn/uZFnm8NUEfjgURuCd8gtwG1pHuzAGWCxmt7UFtxUVX6Nqq1IxOiubiRlZNC5KnoaNy70gtnlfMLfTS5sFQahaUSk57PSPZod/DDcSyliuUI2MjSRGeDbgpT7NaVu/nKzMOSmajMSX/4C4wOLN0SbG7LK2Yoe1NTEK3UsY5icmMypLkxSKJt1g+v7K/hcEQagCt5Kz2XD+Nlv87lRqpoc+eNZT8J31elpG7wDvKTByKZcTLvPcvucqfAwTWebpjExmpmVoZrtZOYP7BOgwChp2KlU71pBqU0mfhsD96VvvAF0f9mCiN1MwpJq65vwuSZLo364eT7Sty5XodA6GxHMwNOGh1t1WlUZ1LBjsVp9BbvXxbjwEo9xneSloG/5Bf7AzJ4oD1pZap+21z8/n6YwsBmXnYKGwAtf+0LwPuPaBeh3EaKwg1EKNHSz5vyda8Wq/lgTHZLDTP5pdATHEZ+RXW5vq25ozxN2F6T2bVTwDs6UDdH1J84i7AoGbIewgDRNDmZWWwUtpGVwwN2OHjTX/WlqQ/5/rnJVaTeb925Q5UJADpvqp3ysIQsU1dbTig8HtePup1uwPimP9udsPte62qiiMJYa4u/Csb1M6N62DJA2A4B3FpQljsmIqfKwhWdm8lppGI7URtBkKXpM1gwSPWELMckdqJUk6CNQv46WPZFneWbTPUbSP1I4HBsqy/GLR8ylo1t++Vsa+M4GZAE2aNOl0N6PwXZGRkdjY2ODo6CgCW0HvZFkmOTmZzMxMXF1dq7s5DyQ6LZfDVxM4FBrP6fBkCgoffl1bRbSqa82gokC2vYut9t/P5HDyAjZy5NoWdpLNGQtzTGQYmJ3D09l5uNfzRmreVxPENvB+5C64giBoqNQy5yKT2Xk5hr1BsQ+cWOpB2ZiZ4NvCkZ4tnTTJqJyqsORZerRminL4IYg4CrmpZEoS+60tOWBlhQoYnJ3DsKxsLC0cNKMj3pOhvnvVnF8QBL0Ii89k04UoTocncz0+E1VF0iZXgo25CV6N7enR0omxHRvhbKM7CVVuYS43028SkR5BRGoYEeeWEqEw4bbCBAnwyc3j9dQ02ju21wSybuPAylGv/4eH8VhOP1Yqldy5c4e8vMot6haEijI3N6dRo0YoHmDqbE2TnV/IyRtJHAqN5/j1JOIyKvf7Y2IkUc/WnCYOlvRs5cTADvVpWdf6wQ4iyxB9kZywAxgDZk17aMpXlJXBWBCER1qeUsWpG0kERWcQmZRFRFI2EYnZZOU/fKCrMJbwblKHni2d6NHSCc9GdvqvNQmgVkGMvybAvXHoXvb1Vk9pbipbD9LUpBQEoVbJLVAREptO4B3NI+BOGhGJ2Q99PIWxRHsXW7wa2+NZ9HB1tCqzJE+FKHMhYBMkhKJMCEZS5mLS2Be8noH6bg/dTkOoTUGtCZpEUf2BaDSJop6RZTlY1zHLCmoFQai8PKWKpKx8EjOLHln5JGRovt7dJssy9e3McbGzoKG9BS725jSwt6CBnQXONmYPVWZDEAShomRZJjErn8jEbCKSsolMyiYiMYu0HCWWZibYmptgY64o+lr0bwsTbMwU1LFS0La+LVZmNaBEl0qpSWxXDTUbBUHQr4w8Tbb1wDvp3E7JKVqyJiFJcPcuSfNvzTZjI4mmDpZ4NalDOxcbzEyqbx1rTVIjglpJkkYDPwLOQBrgL8vyQEmSGqAp3TOkaL8hwP/QlPRZLcvyF+UdWwS1giAIgiAIgiAIj64akShKluXtwPYytscAQ+57vhfYW5lzCYIgCIIgCIIgCMJ/ifkwgiAIgiAIgiAIQq1VJWtq9UGSpEzgWnW3Q3hoTkBSdTdCeGji/au9xHtXu4n3r/YS713tJt6/2k28f7VXG1mWbSp7kBqQRUGra1Uxv1qoHpIk+Yn3r/YS71/tJd672k28f7WXeO9qN/H+1W7i/au9JEmqkiRKYvqxIAiCIAiCIAiCUGuJoFYQBEEQBEEQBEGotWpyULuyuhsgVIp4/2o38f7VXuK9q93E+1d7ifeudhPvX+0m3r/aq0reuxqbKEoQBEEQBEEQBEEQylOTR2oFQRAEQRAEQRAEQScR1AqCIAiCIAiCIAi1lghqBUEQBEEQBEEQhFpLBLWCIAiCIAiCIAhCrSWCWkEQBEEQBEEQBKHWEkGtIAiCIAiCIAiCUGuJoFYQBEEQBEEQBEGotURQKwiCIAiCIAiCINRaIqgVBEEQBEEQBEEQai0R1AqCIAiCIAiCIAi1lghqBUEQBEEQBEEQhFpLBLWCIAiCIAiCIAhCrSWCWkEQBEEQBEEQBKHWEkGtIAiCIAiCIAiCUGuJoFYQBEEQBEEQBEGotURQKwiCIAiCIAiCINRaIqgVBEEQBEEQBEEQai0R1AqCIAiCIAiCIAi1lkl1N0AbJycnuVmzZtXdDEEQBEEQBEEQBEEPLl68mCTLsnNlj1Njg9pmzZrh5+dX3c0QBEEQBEEQBEEQ9ECSpFtVcZwqCWolSVoNDAMSZFl2K+N1CfgBGALkANNkWb5U2fMqVWqMJQkjI6myh3rs/BsSz47L0ZgYS7zQ0xWPRvbV3aRaRaWW2ekfTWx6Hm3q2dC/XV00H3NBEAShOsSk5bLiWDjpuUp6tnRibMdG4v7gAZ0OT+LotURszEx4rlsz7CwV1d0kQRCECqmqkdo1wFJgnZbXBwOtih5dgeVFXx/K34GxfLoriKSsAtq72LJgtBsdm9R52MM9dn49Gcn8PSHFz3cFxPD79K70bOVUja2qPVRqmUkrz3L+ZkrxtomdG/P1OI9qbFXtE5+Rxy7/GMwVRgz1aICDlWl1N0kQqk1KdgGf7Q7mbEQy1mYmvP1UG4Z6uFR3s2qNO6k5DFx8nOwCFQA7/WMIvJPO/FGl+tkFLZYducG3B64VP1975ha7X+uBi51FNbaqdknJLuC3U5Gk5yrp3MyB4R4uosNbeKz9GxLPqhMR5BWqGdexIU/7NEFhrJ+UTlVyVFmWjwMpOnYZCayTNc4C9pIkPdRf6xsJmby64RJJWQUAhMRmMOuPi+QUFD7M4R47+YUqlh25UWKbLMP/Dl6vphbVPjv9o0sEtACb/aIIik6vphbVPqdvJPH+t0vwPTia1vsmMuv7PwiJyajuZgmVoFLLnAxLYldADCnZBdXdnFpn1h8X2ekfQ3xGPuGJ2by64RIXb6VWd7NqjZ+PRRQHtHdtOH+bqJScampR7ZKclc/SwyXvDZKy8ll5PKKaWlT7pGQX8OT3x/jx8A3WnbnF6xsv8/l9AwhC7ZSnVBGVkkNmnrK6m1Lr/B0Yy4x1fpyLTCEgKo25O4NLxSBVyVDZjxsCUfc9v1O0rQRJkmZKkuQnSZJfYmJimQdaf+52qW3xGfns8o+poqY+2q7FZZZ5w3npdqroGKigf4Ljy9x+5GqCgVtSO6nVMvN2XGah0U+4G92kq9FV5im/54eD18r/ZqFYVn4hv56M5KPtV1h35iaFKnW1tSUjT8nkVWd59tdzvL7xMj0WHuZAcFy1tae2CYnJ4Fxk6X7hpYfDqqE1tdOp8KRS21RqmbMRydXQmtrnTEQyuUpVqe3HrpV9LyaU9uPhsFL3V7+fuUVMWm41taj2yc4vZPG/1xm4+DhPrzzD6Rulf68N6VBoPN0XHqbXN0fo/tVh1pyKrNb2VEhBNkQchcNfwG9D4dLv1daUn4+Hl9q24lg4Wfn6iTcMFdSWNfdCLrVBllfKstxZluXOzs5lJ8EK1jKaI/5wVYy2n59ahqBoMVJWHlmWuXi77NGTq3GZBm5N7RQSm4FFcgj1pXs/x3ZGUfw/e+cdHUd1vv/PzGxRd5HkKrl3gxvGxrjQO6EGCJ0YSAg1JKTANxBCCS3UAKFDgJhqsA3GYGxjjG3cbcm2JEuyrGp1WX2l3Z25vz9Wq93ZnZFkaXclfofnHJ/jvTO7ezU7c+9bnvd5yw5s71XHDDy/rxBBS1Ofg9OtceVrW3j4ywz+t7WQB5bv59fvbO+1uS/ZWsiWPJ9T5nCp3PfZXup/jmx3CXtLag3Htx6qwdXLz8RPAU2tbg5VNRkeSys2vrY/Q4/dhcbX6VB1Ew5nsLP7M/QQQhgGvN2aYJtBwOpnGOOB5ft5fm0OB8ob2JJXw9VvbuXHg71j39c2O7l9ye72QEVDq5t/fJnBLhMbsM9g66vw7oWw4Uko2OhxcHsBLS7VkMHY4tLYHqZnIlJObTGQ6vc6BTjq1KoQguxyY8dhS17NT8IY7W3sP2xOkU3/efPvFMVHHFQ2tBoeyyz7OSjQFfyQU8UMOTh6d5b0I0VHeieiXdHQwuJ3tjPtwdWc9vT3fL67uFfm0VW8v6WAvQGbxQ85VTrHMpL4am9p0Fh1k5M1Gcashr6EvrBvZJc3Go43O1XSi38ua+gMWWUNmP2MaUV9+PpVZMLb50LOGkz/gAhht4mhLgQcMLG7foYP+dXNlJhkZHMqeu/6bc+v4S+fpnPbkl1828fX48zSepbu0u+9QsDbvZQdXbm3NIi94JlPfq/Mp8sYOV//umBTr6wvh6qa0Ey+dlOYMvCRcmpXANdJHpwA1Akhgq2gTlDZ2Epts3Hkv6y+hcKfa2c6RUd1i2k/G0+doqMIXX7VzxHtruCHnEpmyME1FefLP5LbC8aTEIIb3trOuqwKGlrd5FU18ceP09iQ3Xdpd5/sNHa6f+wFxooQgoMVxk7ZV3v7LgXZrWo88mUGxz+6hvmPr+O5NdloZjtwmJFjcv3gZxZSV5BRar6vZZbW02JAq+0T2Pisx+D836Xw6qJey6i0ulX2dWAbZHZwfX+GBxs7MNJzO3i+w4l1WeVc+doWPtpR1F7b+MG24BK+voLlJmWEvRXYyzEJNq7NLO+ztp6mCf5vqwWH8BPebCiFI5EPDJglIQE2hyn7HhKnVpKkD4AfgYmSJBVLknSjJEm3SJJ0S9spXwF5QC7wOnBrd77H7Abz4ufNv2OomiCz1Pwm+zlT2znMKFrgoXD3ZkT2p4Bmp5sd+UeYIQU7tSPkSmoPbov4nNKL64KMYk3AY6uy+kQWLxBZZfWmRqYZBTOcqGhoDRLo8WJDTmXYamd6igdW7OeNjYeoanRSUuvguTU5vLw+fAIWHSGng83/532tc/gHaxVULPjuObcmOnR6ew01h2Dvp77XZenQ2jvOT2ZpA063Oc09qy9evz6GjTnmQdCOglbhxMvfHcQdEKj7xxf7qW40Zpv1JjRN8EWasVNbVt9CUy/sI3km+2mzU2X9gb6pofLWpkP8b2cZu7TxunFX3saIz6WjYE5GaT1HwiAoGSr14yuFEEOFEFYhRIoQ4k0hxCtCiFfajgshxG1CiLFCiGOFEDu68z0def0AW3uJevdTwaGqJkMhCC8Kqpupbf5ZtbQjdFZLkdVB0CCc2JBdyQ1vb+PCFzfyzOoDHRoovYmteTXEqrWMlo1pUIkFKyM8I/MsRGZpPRtyelekwgif7yoxPXaoKvLG08FK8+90urU+KaCWXlzLEgPRQaOxcKO+xUVpXYvp8R35R/rs89xX4HVax0vFrLP9kdyo6/i75b9IeK5belEfDNhmfwPCbz9OngQTz+2VqezqRGW7o2B4uLHtUA1LthbyfXZlnwwygof10VHmqaC6OeLPsEvV2G1w37e4NN7Y2PfEjnYWHjGlb0PvBGzzOtjbvjQouelt1NdW8ca6fQBs0ybpjlXs+y7i8+ksERkOZlmk6MchgVndkRdb8qr77KKHENRmb6Iu7UuE2jviKR3V03rxc/2WOVpcaqdtZ3qjrnbzwSp+/c521h+oJK24jhfW5bL4ne19UmBmQ04l0w3qab2YemRdxGs/8qvNyxZeWW8+196AqgmW7enAqa1sivgamFfZsbGxal/f2vyFEDy6MtPw2OG6FupMSlzChc42fodL7bNiR6omWJleynNrslmZXtor+69b1doziXdZPmOk7Ami/NryDdcp3wJ9tLTmhFvgN+th8gWABAvuBrl3TDIj58cfmWX1vfLbPvRFBpe/+iP3fb6X69/axs3v7uyTtM+9JXU0tJhnElVNkF8dWaes5IgD1aSc4t3N+X0ugbG8g30NIu/UtrjUDp3sdZkVfe5e3PvZk3yv/Zr3rP9kmqxvxRVfFnkWXHYnzMXNBor1PcVPzKnt+AIdrmuhuJeEZjpCZUMrS1++l/5LzqXf51ez9YnzO3xYwoWu9AH9mYJsjvTiuiAqTyB6I1P73o8FQZvXxtwq/r5if58L8vyQU8XMDpzawVoFomRnBGcEBR0YGz/mVZPWh7I8Px6sprzenDrW5FRNhczChc6c2u+yKvvU5r82s8KwfY4XBTWRNZ5yu1Cy0Fvqnx2htM7BhS9t5LYlu3huTQ63LdnF7Ut2R3zNya9uorUtCzZL1vdbv9eyhHFScZ96hnUYNhOueA9u2wbHXNpr0zATifKiocUdcZslu7yBtwIEgtZklnP7kl19LmC7sQuMns6CV6FGR050k1PtU2JHLlXrVH8h0k5tQXVzh/F1h0vluz5EQa5ubCW6YD12yc1CZR+nKbt1xxNaiqGu48BBKNHqVinoIGEA4amr/ck4tR0pH/ujN4RSOsLWvGp+9fwqzql4q33sBOcWnvlwVcTn0pW6oj4Z0e4j6IqMe1YvRLTNsutLthbyzuZ8/aDqAkfvGHiHax3kVjQyU9L33mwSdv3rXZ9EclqdbpavfH/Qkz3OXQOu3g2afdYFVWazOqBwIa8TyrPDpfJ9HxHdcqsaj3+d1eE5nW3EoUZnDCToe07tvpI6LnppU1AbuJV7S9nZCZU11PC2qetHI8MkfbAiSnLxnPVliqrqIp6BPyokDIOSnbD1NVh+GxzJj9hXVzR0LRkQaQqymVLv2qwK/rp0b58K2HYkEuVFpPU28jvZB97edIiGPtJybWNuVVB/30B0RAUOB7ryfSvT+w4L6a01e5iG3rYqFkn6kwo2R2w++VXNpkwB8Ggf5FU2UdZB6U138JNxasvrWzukd3jRV+pqNU3w8vpcrnx9C6c4VhMj6bMnrYW7qGgI7Y/ZEYQQpj1q/dEbmdqaJid3frCbhU+uY9GT33H7kl28ufEQuwuP0OruOxmerhhrR5pdVEQwU+Z0a5TWmRskD3+Z4RM0yFsPT4yGJ8fA+iciM0E//JBTCQjGyfpo4avuX+heW7KWR4yCLITo0ImR0ZAyl9P60gJ4/1LY/X5E5mWEZqebr/f5R7MFdyqf8bHtH1yvfNM+GumIdmeZWug7FOSPdxR3qkTaUeY+HOhKsHZn4ZE+o+C7JqOcy1750ZQxsP5AZAMYXgbSJKnI8Pgxcj6/t3xKukkv4HCitM7Be1sKeObbbP63tYD1ByrIrWgIZi58dDW8dRas+pNnjSnuluxIt7CnA/FDf0RaLKqj53DprmIeX9VxcCpSaGp1dyngHWkF5I7KagDqW9y8+2NBhGbTMVaYqB77I+L7Whe+b21WOc3O3hdCLK1zsHHHLkr8nNgDWgrL1RP1JxZsiticOtrXTpLT+Mb2F1KkipBTkC0h/bQw4fjKKQAAIABJREFUoisbP/QNpcgjTU7+8PEevjtQiYzG9crqoHOmyvkcqmxiUHxUROZUVt/SaSQMPMGD8voWBidEZl5CCG54e5su21hY08yXbREwmyIzdXgCs0YMYOaI/swcMYBh/aKQJCki8/OfZ2cULS8yS+sjdv1Kah2mfcDAo+J7x5LdLFs8mbGfLgZn23P0/RMw6zpIGBqReQJtoksSC1ufZ6JUxAz5IMdIh3hTPYffWVYQLXnuz6jmUo9Rl3p82OdU0dDaoXjab5Uv+Yv1Q/Cuu5ueh+NuAMUa9rkFYvX+cpr9jOFL5B/4g9WjnjpHPkCOGM5m7ZiIbv6tbpXiI51nNtdlVtDqVrFblAjMyhhNrW6e+Ta70/M6MwZDja7QEp1ujd2FtcwbmxiBGRlDCMFbm/J5ZGWGLuY0SSpknryf77Xp5IlhFHXhfgglvAykSbK5yNctyhcs23cBjL8sUtMiraiWG97exhGTDHFirI2UAdEMHxDNtc3Dmed/sDQNjv1lRObpX0/7ovUF6kQsaWIMadpYDomhnCSnsUGbFnG9iM5aNL66IY+kODs3LxoToRkZY9uhGlxq50HYSDu1XQnOvbnxEL+eP4oYW++5Ag6nyjf7O2/9llfl0YuIlO3XlWBti0tjXVYF508bFoEZmePf63JJc4/gJJ5jpFTGSXIaDuxUiAHcxor287SCTRHLZJopfs+VMnnV+gxRkotPbA/xbkYizEoJ2ff+f+fUltQ6KKppJnVgTJhnZIxdhUe4/X+7ONyWUj9N3kWqHBy5nirlU1jTzNwxkTFS9pd0fUNKK6rlzKlDwjgbH9KL6zoUp3KqHmPOv5XO2ORY/nrOZM6YMjgSUwSgqMZBVWPXhBWyyho4eeKgMM/Ig670Zm5odZP57t2MVf0CPkL10N0Szg/j7HxQNdHebFtFIUOMIkMd1X58rTaT85Wtvjfs/zwiTm1nFK1P1UX83rIUu9RmmNYVwd5PYMZVYZ9bID7brc9w321Zqnt9s7KSzdoxXdqMQ4WC6uYOgypeNLS62ZRbxamTIvfMBuL1H/Ko6kIri8IIOrV1Dhdl9V1j7PyYV91rTq1b1fjHFxm8t0Wf2ZksFbDM9gB2yUWL+JAznE9SUN0/YvMSQvhlas2dWkUSLNr/NzjnLIhKiMjcnluTHeTQLpTTOSwSOSiGU93kpLrJSVpxHRZ5APP82kpSlh6ROYJP+TiGFs6Rt6JIgqtZC4BD2IiWnPzeeStppQMiNifw7Lmd4dGvMhkYa+PS40JnFB8tukI9Bo+T5FY1LEpk3IqulFHUNDlZsrWQmxb2XmBgTaY+WGuGhhY31U1OkuLsnZ4bCnRWVuPFyvTSXnVq86ua+Hi7j6VSIIbwruqx32NxoAoJRfJs0nJVNjRWQlxy2Ofl1YqQ0dDaXOlxUjFv2p4iqs2eGirVcFPuHQjHopB970+GftxVpxboUAQkXBBC8MYPeVz+yo/tDi3Ar5WvDc+fKudTFEGaW1eox15EUgH5aOblxcHKJn73/k72lURunl2hF3kRSZpWYRfuoeOlLM5X1wQfiKDhtK+kjtoOatpWqifoBzKWgRZ+MZDOFCkr6c9H6skACCSPUumQY8M+r0BU1Lfo+iDacAUFy7ZoU4DItvU5mjqnzoRAwomKhhZe25DX+Yl0fk+EEkeTvdnSS3W1DS0ubnp3R5BDC3CbZVl7wCdKcnGVso6iLgTaQoWKhlaq2xhIkwMyta+6z9O9TnaXIVb9OSLzcqsaPwSIB9lw8ZT1Vb61/ZmXrM8xVfKJIO0XI/UfUJoekRIMt6q17/fHSIfajV8vvOyZKy3ryK9uihjVstWtcriDshp//Hlpeq+2DeuKSBR4AvRdCUKHAm5V6zJj4tUNeb1a2rC8C9RjLyIVsBVCdPm71mVV9EoPXS+eW5NtKmDaRDT7xGj9YGFk6mq9WhHPWV/iB9tdvG59mkuUjWQLfQDqOddFFDSFjvn2E3Jqj2Lz91KQq3I9zc1bwuv81Dlc3PL+Th5Zmam7uSZKhZyoZBi+J1FqoK4icvUMXWnn40V6BJ3F7lLV3Jpg6a7ORXNChaNyassiJwjRWTTWiptHrW8aHyyNnFP7QweN6QG+02bQ7C8YVV8CxeGXoO8K1fQ19Xw+VRdxoXia+gvf6hWndkXaYV1GdKaUqzteKgbyqurJuhfWNOOOkDrowaMwMr7NKO811dJnv83pUjYAPI5SpIz3nKMI1u4uOhJxFemSWgeXvfKjYZ2sFbeeXQEsVr6muslJY4SMPG+WVkZjgqTfD95wn8ub7nN0Y1LaB5CxPOzzKq1rCTI0L1F+YIh0BFkSnKds4xPbQ8TjWX8OiaF6wTxHDdSFf387UN7QXn7RUau1uXIWoznMgQjtbSVHHF326VVN8Lv/7Yy4QBl4gmUHjuIZjhQF+XBtS5co0eDpzvHxDuN69HCjttnJ99ldD0hEKmB7pNlFnaMrIlqCQWopmWvfgzX/gGW3eXyOCGmCHChrYHlax0GBwH61kRCLcrq1dhbcFKmAVLmSM5Sd3GpZwWOuq1jiPgWAx1xX8p56JptCWFf7k3BqhRBHtflvPVQNhVvhxdmw9Eb4z4KwqZYeaXJyycub+GZ/sFKfv3iLEexV+8MyJyN0RfnYi/Ti2ogpC/YkchlJifyjcWpzKxojJnDV2fW7WVnJBNlExr1sbxhmZIwN2R0vWi3YWavN1A/u/zyMM/KgK3VHxSKZe1y3kN46hCVbAyiOWmR+58926X/DBYr+t9ukHQN4ao1cqohY+42jiZzXOVy9onmQU97AR9vNqalGiFRG5WiCtS5VHNU61FN4FY7NgnQnykb7l8CCO2LZWm+wdoRUrhNjrBbxVNKfJ91XcEALoKZ+cRfUh1e4LPDvV1C5RflCN/aBeioNeMqkNGQyA7O1EWDS+Jf1TJeNmQyNIool7lNxYomYAnLBUd4/LS6Nxe9sPypGXyiwqYvUYy/M6gxDjaNlm7yy/iBOd+QDjqv2lXXZ+YbIKfsbMZBkNMZKJVwob+T/LO/zgfUR0u0384P9bmZv+z1sfAb2vO/xOQ6ujcg8n159oFP/OdipDb9YVEF1E25NYMfJaEm/1maKEdznvonrnX/hVdUjEhrK1j4/Cae2pNZBk0GE2mZSm1BU46D1mweAtl+7rhAyvzA8t6d4fm2OYbaiPw1crOhvniJNz2NPbIiMel9ds8tUst+qBBfd1za7ulTPEgqYGT/TUvrRP6ZjSkKkBEmanW7TzdxmCb4H3ZrgYEVkFl8z4/vEsYmkSuXcafnM/M31xdAcfqp+Q4vL1BiPsvqu35eBFOSirYQbh6o81+8qZS0PWd7mamUNs6UsRscbb/Brf/gB99f/B+//Ep6ZCst+F/Y5HihrCApKLZD36V5vVI/RvY7Y5m8SOY+zG8s19AYF+YmvswzrfmUJUgdGG74nvyoya4tZmw+7wboCkWvtU9vs5NfvbO+w5/HlsbuCxuySm8lSYcSCAu0iUQHKx9liBCDRio3fu27DKfwEyhxHPG1zwhi4DdybzpO3Mkr2Bb6dQuF197m6c/ZrBhTkMMPfqZ0m6TO1z7sv4c+um5nT+jL3uW+iWAwiK0JiUWZ2wYzU/sRHGa8tdQ4X1725LaL9dAMp5l7472v+iFSm1ixYO6yfsYDl4boWPosg882L5XuMA+5mv/GhCNGP9cFawR8tH5Nuv4m19j/xvO1lbrZ8xTwlgwTJZJ3LWhn2Oe4pqmV1RjlW3CSgv6/897Xt2kT9G8v2edbAMMIbrB0vFetKGorEIBqJASS+16a3j4dyX/tJOLVmGbkJQ+KYNCQ+aFxCw16yRT+Y/nE4pmYqEvAr5bv2ehSAEpHEf9QLdOeMduVGhOa2v9SYTjwqMYYpQ41FM9Ii1NrHbPN66apZ7L7/DNb98SSeuNSY7nm41tFhH6xQIa2ozvB7kuPtzB5pLJ4Ric1fCGFqPD5z2XRe7v9Be0E+QI2II18LEOqJQDZgS14Nbk3wK2Udb1if4nblcxbIexkZ62bheF+gZ702g0PaYP7rPoNv574FN60L67w87Xw8m9eZ8g6us3zLo9a3+NT+EE/PMO6RKDdVYdnyIuR+6wkKVBiXF4QSgb1pE2gKMkA3aVN1ryOx+XdUd3TNCSMNx7/NKIvIM+vFlrxq1mQa09sun53K/LFJhsci1dbHbG+7cIax8Eik+rCv3l/eoUO7YEx/zrEEO7Ufuk+mBVvEMrVe+nFgPW1r4uT2/2eKkTztvlz/xrjB4A5f6zX/oLCExq0WPeVZmXkVH/3pUhZN8K1/QbVvpWlhm58Xu4s8xu0A6hnhV6OvovCy+wI+Vk+hGZ8jlBkhvQizspqTJiTzxnWzDYPJ4OnysPjt7RGpERVCmGZqL5453HA8Uk6tWVnNL49L4djh/QyPvbz+YMTKVsDThsZM/+bGBaMNxyMXrPV9zwJ5H3dYlhEnHUULzvLw2wX/+uYA4GHM7Lb/lqW2v3OXspTjbIU8+AufPVBLPJlaqt87hYfJGkZ4g7WB63Jt/AQscnAirSudWbqKn4RTa0YpmTAonhMM1IPHSQYccxH6h1UIYbh5K6jcaNfTD5ZZzyVd0z+oU+SCiGREM0zEmKYO68e0FGOlykj0q21ocRm2O1BkiaFtbXvGJMdxxfEjDCN3LlV0WTm0JzDLMs4a0Z/JJkGBSNTVVjU6DesEo6wyg4u/5liHvib1MfdVvKWezbOuS7nJ+Udu6PcWYlToVOfM4K2nXSDv5XRlN/dYP+F922PcmbiDCYPj2s9rxcYpzmf4u/vXbHZPAjm8y1NlQ2v79Zsg6zM9M46bx/GjggMW2SLAWKnMDisFWdMEy3fr17MT5Axd9POAlkIl+rlGoq1PTZPTsO7IqkgsXjAKg72LqkYn2/MjI+SnaYJ/fpVpeCzaqvCHMyYwMjHW8PjR0h+7AzPlY0mCq+caBwXSimojIkrS0fp1xexU3jnNjezQO9jjW97lr+7fkCNSIpKpbWx1txvvgcrHqZP1yumvq+exVZtErYhDu+y/cPF/wBq+tmv+f/+p8m4m+a8vkoyy8G5GJsYydZhv/8jQRuk/JAwBxx+Kf+D6Vddzz/f3kFtd0h6UCqQetwycRCu2oPdnlTZEpDTJ7P4ZMTCGuWMSefHKmYbrC3jqhPX9vMOD3IpGw17NsgTXnjDK9D1aBIJ6ZkG5UUmx3H7qOMNjhTXNrOikPjOU+DKt1JAscUpsATfa1jBFykdGb7cXVDdFJCjqTz+eZ1hm4UO9iGanNl4/WJERVibI5tyq9oTaIjkdRRIcJ+dwt3UpDwzZwuyRA3Xnh5OCXN5Uzp83/JmbVt/E9rLtgI9mH8igUQdNZeaI8Krj/0ScWuPo1vjB8cwdPTBo/Hj5QPDJlQZjPURlQyutBnUI59t2k6z5CWtYotmd9AuyRSouPxpUilRFSWn4FxEzheEpwxKYlmIctUuLgAKymUM/rH9UkOz9CJMWTZFov2HUn1ZC41r5G24o+TvnyluCjkciol1YY7xxTRogkL7+q25sqzaJT9STeFc9i+fVS1mjHcf68ihK6sIbFBBCsCHb8yzMlPXiRgMmzGPcoLiAd3gslUhEtL0GcQJNDJN8jpYbBTlpPLecNDboPUdIoFL4PTNqK9QcCjovVNiSVx3k+MwPoB576mk98v0ny7uZIeVGxKk1i5qPGBjDoPgo5o42bj+zam946xm9+HJvqamS+82LxjAoIYpRicbrSiQytbkm1OMRA2OYltKPxNhgp8KtCXZEQBDHrLTj5oWjefzSY7Fk6ct5lqoLcPl1COxKO5HuIKM6g+W5y6lpqdGpzAc6tSOnzNFRQDVkfu+8jTNbnyAv+bSwzM0fvusnuC0gS8uUiyDRs7akDvDdf9kiRU+Tri+BptAJqFQ2V/LH7//IropdfJP/Df/Y/Fj7sWmS3qmNHjXbkALf0Oo2LWUKJcz29ZFtz+uZU4fwz4vNBfsi0RnBjKU3LaU/k4bEE2ML7sntcKkRoUebrf8jE2M5Y/JgQ4YjwIvf5UaMSbM8zZh6fEvibuLX3ctX9vtIs9/MlYovQeRSBSURuP/897bxkn6etQOn8ZL7Am513smi1meZ3vo6lzofpFH4lbK01nva/4UBQgieWu3zZxbJ+uDXuBMvol+MVVe+t02brDsnlGJRj217jFWHVrG1dCt3fXcXtS217RpIkyW9GG5UyjTmmbCjQoWfhFNrVnc0YXAccwyc2uOMnNr6YnCENvtotvHfaA0QiJp2OYlJQ3Bi5VX1fB5yXcsVrfdzbMsb5DWGTsraiz0Ve7h+1fXctPomDtQcMFU+njIsgempxlGTfSXGlNtQwiwa67/RdzQG4a+rFUKwqzD4vjlP3sqCnCdJLV3Ni9Z/B0XzIpGpNbt+d/ARNPoi1Zps5UH1ZrwOoz/CZXxuPryZs5eezZmfnkORI41BHGG45MvstAoLx8yaz/hBxptrZJxaz8Y1PkA1tdyaChYbp0wcpMske5EdKDwTRgpyYG9aCK6ndaPwme0B0uw3847tKW6wfB0Zp9aknc+YZM81O/dY417XX+8vC3u2otWt8uTXxpoFSXF2frvI05fRLFMbiZpa02DtoHgkSTJkIUFk6mrN6MNnTBmCJARkfakb/1qd06X39wQbijdwxZdX8LdNf+Oar65hT4lvjXvEfQ3PuH7JV+ocyqwpWAZPDqJZlpJIBQPYUxSJgK3n7z9BzmRWQDCPhX9o/69/sNaFhWyRqj83hBTkFQdX4HD7HIK9NZuhrURqWoDysTz8OCaaOD7hDth2VFbjf71+NWcEvzs5OPAIkdHbMGvls3B8ErIsMTY5eO8AyD2KNmjdgaoJ04TBqMQYZFkyzdbmVTaxal/4g465FY3sKzG+j47VfOyaeMlBtdCz4braP7a7cKuaLqg5LsCpjb7wWV6Wr+Yr7QQKxWAEMiCRFfjshomCvC6ror0WfhhVjPcTAtVQiJ10KqDf24IytaV7oLXn17HR2cjaQl/QocHZwLLcFW32h2BSAP04edwsTgxzr/U+79RqmjCvqR0cT2KcPcjwDIystKPCmIrWXRgtHFOkfKapAXSFub9lRFuE8V/uK3hLPYetYjINxIR883epLu75/h52Vexia+lW/vrDvRw0WUSnDktgbHKcYUSx2amavi9UKDbZeIyysmaCLsVhorm5NBcHag6QV9VgyPc/z+Kj9sqS4F/WV3THKxtaqWoMX80WGDuk06SDnFqvzwzI8+9izNRZhp8RDuOz3lnPH9f/kZLGEsqaS4ga9ilVxHN26+P81XUTH7lPZpNtAYMG9mNMsrFTUVrXQkNLVyT1uw+v5PxEWe/U1sV7NnxZlvjtomCjKbDPGpXhEXxzONWgrOZQqhkr+8aEbGGjdgyz5Fwskoc1cqKcQUltc0jryowoh2b1tN7f9KypQ5AMKILl9a3sLgpvecN7PxaYZpTuPmM8sW1CViNMMrWH6xxhUTAvqi+i2eV55szKasa37WcnmGz+4a6rFUKYXrvUgdFQsgMafPdgk7CzQZumO6/4SOj1Dl5Nf7X9/0UNRawtXN3++lttNi+ol3Cr6/d8MOdzsEYz3aS0Ji3M916z001Vo2fPCFQ81sadqWsJFriv7Q8TBVkIwbLcZboxFRdKzCFABLfzGT6LyUP0zoQFN2fK2xnx/e9BDR8FvrKxtb3NkD+irDLJ8Xbd2EkTkomjmRetL5Buv5F/W1/ARviELr3X8ZEtj7KlZI/hOfPHeTJR44NYSB7khrlrQ2mdA6dBbWy83cLANvbHOccMNd17X1yXG/agoxnNefJAiehqvTO4U5ugex3uXrUltY52RWY7TkZKen0N+5BJnDFlcND7srRAp3Zf0Dk9haYJnvrGL0ur6NcHkXI8RHmCef4spEr6c1Ab6vdB7pC0TNxWFvwZS7M/x6VqDKKWgZLvXndgZ+DwCcwc0d9USC0U6PNObfERh+ECF2NTGN7fsyEERrQvdD7Maa1PBX9YiDMqZg5BbsJc34vRi2DwVFLN6LMhdiq2lG6hvNn3EObW5iCswZG35Hg7g+KjUGSJY4aZUJDDvPmbZmoNnVqzTG3oN69qRzXnf3Y+v/zil9y45nKQgym6x1v00fdikYwF/UYf7p5+gRQtBZV/Wt9Ewm9DGjAKFt0T0Uz3kswlNLp8i5lsrQN7BVliBB+qp/IX92/YMvNxAGJslvbnOBDtquKtDWGpW/UGBSYE1H24En1RzQtmDAtSjAxyasOUqV2dURak+j5f0W+UUsrxHIqbpetxOUiqZax0+KjbOnSEX638FTevvpk39r5BWmUaqqaa9qgdm+Qx5gYlRHHcCGMhtXBTkD/YZtzCZ2xyLFfM9hkfcXYLSXH2oPOEIOQ0y/s33c+5n5/Lgg8XsL1suykbwRuknWeSqd1XUhfWgE9ts8uwz6xNkRkcHxXU5/UHZgXVXzpVjfIQ6h2UN5WTXqk34HKbjSl03jpVMxZSuEUQvQ6VFXdQqYC86I+618P6R+tqQ/cHtvUJkQLynso95NfnB41b4rIZRjXJki9rpilRkDyZSUN9mdpblWVstt/Ja7ZnmVSxCnJWB31Wd6AJjdLGUpyqL3BsZleNGBiDFBAlS+1v40Xrvzlf2UKC5OAXyhYuVDaFLVO7JGsJ92+6n48OfIg09BUkiz7rH21VmNW25o0zYPmAOfMwVDBjX41Kim2/fooscfspxtnarLIG1mQaCyWGAkIIVpioHi8eXYMkfHtenjaEavT2abhZSP5O82ipTKdfQb8RYI/jvGnBQn5ZYoR+oCon5HNbk1muYwEGUo+VCae3/z+QhRSOfrXTk6dz64xbdWP5DbnIUSVBIlFF1lFIigW7ReH4UcEM21Chzzu1ptHsQXHIbbtBYO2WQOagGM4btqv1bwq1U2uwcGaIUXw/51W4bTscfzPMuwPooCY0xE7ttwXfBo1Z4oML3f0FKszqas3q0UIFs83rqJzaMGQaX0l7hcNNnkhitbME24Afg855aeYXMP4sGHMyKxNv4HrnX3CjF7MKN00r8N65TlnNMXK+/qTzngZrtGmmO9QR7SZXE+9nvh80rsToa7YWjvfVVYw32PxjaKFl98fw4dXw5FjI3xjSeQohOFjlqU2cGEA/tg/zKQdaFZkbF47RHQ+mH4cnU/u5IfU4oLfwmJNJTe7PjjbZ/oPaUN5zn44bJWQKyFWOKjKqM9hSuoXndz3Pdauuo9ndbEoD888AnHPsUMNzVu0rC5vgTFOr29Th/us5k4Pq9SNRV7u/en97psyluXh4y8McKDdeH7yU/LHJsUGZKfDQC8MptmXmEAwf0OaAZa7Qje+JW6h7nUAjs6WskO5t3xV9FzTmUA6AHPwdU9r2thkmTm1mab2PxeB2wpECw/O6C++eNFoqxSr5DPRqOQlG6NuWWRWZof18a/M+LTwKyJ/lGLd2U2KzmRbYn3bodFAsOhHEFKmSQZJfMGDXf3s8J5fqYvE3izlz6ZlcsOwC9ld57BQzp2zEwIDMohAM3fwgJyv6azRHyqKhxU2dgQhlT9DsaubxbY+3v5YUJ5Z4/Xo8d8zAdmXmcWb04zCX1pgFM0cGrHMXTB9mape+sTF8OhHpxXWm6synBtgJBWIwlyvf8br1aX7bxnoIt1Prz1AMLE0i2bPPLhyfRHxA27ot2mSedv2SLXNegDv3wEX/Cfnc1vop+SuoQaVIjPXpBQTua+FwahOjE/nd9N+xcLh+D7D22xGkc1Ab78u4zwsjBbnvO7UmUa3xg31RxLljjL3+LY0BNV0RoB8DpA6IhuQJcN6/YMKZgLlTW3TEETKqh0tzsa4ouA2KJS747z52SAzsXwa5aztwanspUzsg2AEzyzSGOijQ4m5h5SF9jzElLrhGe9aIAXD1x3DdcvKPuYMWgo3PUNbVbj68mY+yPuJIi08kxl+hdQjV/NHyif5NUy+BcZ7Inf/1s+BmklTIpfIGzih8Fja/GLJ5fnzgY+pag4MhSqyP3ma3yLpIndHm/3fLu5yw60+e2j21FfZ30G+3E5Q16R2o4oZibllzC8XKfwHBxICI4oDRM3Svf3V8Kv2ifbXvOYGZ2uocj3EcAjQ6PRtqZUOrXw9EDdl+GAwyP4w5mdFJsTzsvoY5LS9xmvNp7ncvpkAMCVn7g22leorR1MSpRCmxpmIuY/x+z7OPMa6rLal1mNZU9RRmTtnQflGcPnlQ0LgZBTmUdbUuVW9gH6o7RJUzN+g8SaJdPE2SJNNs7Za8MDq1JvtayoBoDx221u95UeyUDlqEgspjltdZbfsT6VG/4QPbo5RUho4mvaZwTdCYJGlY4vV7W0KUj/mRMiC6nW7pjxi1AceS6+GlE+CfQ+HNM7s9r7rWOiqaK3Tri/f+mxjAAKmMMa7/9A84ZokRaMIvG1lz0MNU6QGaXE18k/+N4THFXskYm/4ayinHAejoxx+qp+rOETmroc6kzKuLWF2wmp3lOwEoaSzhptU3sadiT5fqaQHY8h/kHW8EnTexTWk61Nnajw8Et4W0xOmzcQvGJXloHrlrOa70A4YRXHebU9EYVgXpfJN1f1RA5s6iyNxqUpO8I78mLOUXAMv3GFOPpw5LILFmt27sFCWNJ62vc4ayk/MUjyBnKJ3a/VX7aXLpP8//88fJAfd4m1MbZVU4PYCCnCtS+Ld6CW9UToGBo8PSvcF/bjOkXH2f3JhEGOqzXQKDGEFObfEOcIWGTXPx+It1r6399jBOydeNacm+ZIFZK71QICRXXZKksyVJOiBJUq4kSX81OH6DJEmVkiTtaft3U1c/O9vEMZjo59QmxdkNVFThQKDxWb4/pDLbukVTciIpHoPUKKs4IMZKnD24LY3TrVHRQT/Ao8G20m3GDkV0CZJF76BeXfgAfHI9vH8JJxW9bPh5maUNOA3UnUMBTTOv2zIKAKQYOLrALb+/AAAgAElEQVQAFQ2tIa0dXFO4hgan/p5ToguDKMiz/PrTmikJhqpX7Wc5n/Hbb3/LI1sf4aLlF5FVk0Wz063rI3mn5XN9HzV7ApztU7f0vyfny/v52v5Xnra9wi8cy2Hf0pDMs8Xdwjv73wkad5RcSWuZb9GbOyaRKKuvjtvo2V2l6VtykLGiW3VctS21nPHpGZz2yWnc/d3dnPvZuVyy4hI2H96MFL+bgbG79XUfwkZyqr5ZeazdwvXzfLTAemIpFX6BNM3tMT57iBZ3C9d8dQ1/2/g3Ptmdi9xvI9GpbxI34R/EjnmB0VF7dDRBbHEw/DhGJ8WSK1KoCFNbn/3VeqbHnCFzKKppxm0QjOsfY9U5EsP7RzPdJGj2VZgEScycMiP6IpUH+E3V4zxpeZUUqVJ3KJQBsxmDZnBK6im6MWv/nYZz9H82zCLa4RSLMnMGUgfGeJ5Df4w7jcHJSagonCBnMKHNCLRKKq6C4L+vO6hrrWNH2Q7DY5Z4fZBnyrCE9t9YkiTDe6+JKBLyV0FlpufZbSyD5qMPEnyT/w2nfXIap31yGud9fh5Pbn+S7WXbya/27B8TA9qENfWbYPQxuoBjM1EcEgGBoLKe1eatzl+tE4gKhBYbkKkd7nFq+8VY20sv0sUYMjTfGigJDfb8r0fz2lGu/00bXY385tvfsKfC+L7RGelZX8E39xmeN0EqRkYz1ezoDhxuB2/vfztoXIkuAL+2MwvHJ8PeT+H9S0jc+CAf2R8mHv08GlrcIbP5jGCWBQ10cgAumZWiU8n1QhOERWVY1QRfpBs7tRdNHwxF203fO00+xGBqKKl14DBoZXj0c1G5afVNzP9gPletvIpndj6Dw+3Q0Y+D9HmSfY7heSYspA3ZVYat7kIB/7X5pACGAmNP1TnSgfTjEpIpFn7OpNoKh/VBhO7i5JSTGWD32R+S0kJtnD7LHZM6vf3/U4clGLbpDAV67NRKkqQALwHnAFOAKyVJmmJw6kdCiBlt/4LDayYwb+ejN4RPMMjWFotkWmU/Z6ilVidw0RO4VY3S+kYs8XuJSvkvcRMfJG7CI9gHfWXo1EqS1D4ei4PjpSx+raziX9ZXaNwVHAHsDlYXmNe5WOJ91OvhVDKk1KdYlrDrZWZGB9dQOFUtZI5ZICobjdshxdgUw+h6lFVhkAEVD0Jb+/Z5zudBY5KkYYn1ZVUGJ9h1dZZmvWqzyxtD0sz8kwO+DGxNSw2Lv1nM2jz94h+UwTvlPoj3GUfD+ke1i/YEipGIioyQCH8szVlKTYvPOJSEnYbs+3HXT0e4fddo0Xh9lM7Iqd2kHUsDfouyPR5qj54muKfSI+ZR6ahkTeEaihqK9Abe0JU0+zk6hZYRyEqwcNqZU/WGZjAFuecskOd3Pc/BuoMsP7ic1w7eii1pLZa4HCTFYwClxAZsQKMWgGI1FfwIlVN7z+x7WHnxSh6Y9wBnjzqbBcMXmItEJQXP5exjjDf/r8NEQe5yWYOmwcfXM6liFZdbvudJy6u6w6GsSQa4aNxFutfWhDSQ9MZPoBq4WaZ2/+G68BlOHanSB1CPmXxBexByl9A7bbEmzsnRYn3RelRhbMRaY7O5QFnHFCkfGy6mDNU7sUZ92N1YKLcF1K524/l9budztKqeZ7OooYj3Mt5j8TeLWX7kN0QN+xBHfC4N/kGUQZMMPyfwvtwnQktB/jxXv6cNjNLbSkWxAXv8sJnt//XtbRIfqPqgDLve7ZHWQVpl8N/lcDvY5XwKJTY76Fh7sPvwHlh6I2C8dkRJLkZK5SEtrVmard/bAFy1s3Acvrx9HsnxbaKl23zrSKpUycXKD0GfZyZ+Ggp4gyqBGGWwNtsssuGaDeHRK9mSV+0LxitNKHEZIDcjSXDR8HrwTyhED2SfpO//6hVGCsXanHUki0ZXI6pQ2Vu1l89zPseu2DlY1dBeK92RU7twQjAFGTx285qM0NYkby3dyoaiTbr2fovkdOpkmd32Nnt5rL5VWWKsLSiR9qU6j0/VRRw54xm4c3dQOUR3YVWsnD/2fN3Ylnh94GbIhOPa/29RZNOWfz1FKDK1c4BcIUSeEMIJfAhcGILPRdWEqQLvhMH6zd/oAglkDhKgSNbDulohBHsq9nDfDw8SPfYRolP+hzU+E6lNedSWuIEjrcaO84g2mtG1yrd8Yn+Iv1vf45fKBpS84Hqho4VLc+mktQPh79Qeb9c7B5LQuDfKOFsXin611Y5q3st4j68Pfd3uUByNGIQX5mJRoYnIFtYXGqq5AbpNdtaIAbo5Du0XRYJB1Mnp1nq8+La4W8iq0ddsNjgbeHD7nSgxnuygHWdQlomZ1+pe2i0KQxI8jngV/agQPmNPcrdAVbARcTRwqk7e3qePZLfWnABqLDcoX3On8hmL5DQSaPREs/1g5NS6sPCu+3TcJ9wBN38Hd6W193Y8Guyq2KV7PS15GrLkW/b6uyw0+EU3q6JNKIIB9PdgsaieObVbS7fqapFVuQbZEnBfRwf0vRtzMgCjk4xrt0Ll1EqSxIiEEVw24TKeOukpZg+ZzcHKeixx+4ka/j/AZ9iOMaCSn2NCQT5U1cQBE82EnmBPZRr+2RMvgkoYDu/2ZOvacKKSQTI+Rkuo210tTFmocygkpUW3LkObSJQflX1kYgxDA4TKwJNJ2XYoPBRknzGrIUcVYUnYjWStYbKlRL9OyBaYeHa7s+FVKdWERKaWyuGW0LSrM6Ie++agcm7/JXxlv48M+6+5vuyfusNmdbUZ6nDfi4Th0HJ0+1xFcwXFjcWGx1SasPbbw7tDGlg0MoXfDEnmk/hYrMOMYv3BzKT9WoDD3QMF5Ly6PHZX6INhd8/6i+71zmgr3vCIZu8PA30aAv5iUcvV+TiEX8C5rggOds92aXQ2knskmH4PICQXUUOWQ4Dw4ojEGA/l+YNfgcv3bGooHBZ6R32iVBQyu6BVbQ3e26pOoqX0ctTGKYAnCLpgXBKSuxWK9QHnq5Vgu8ysR3VP0Oxq5omtT1BifdPweCD92ItI6pUs31OCLXE9MWOeIX7Cw8SkvoslNo85owaSHEA9JnUu++IWkKaN4RnXLzm39Z98op4EhGZvC2R/HDf4OL7M/YbGxCeJGfE6oHGN816ucd7LP9zX4p55vaessA12i8IZU4NVkAFWhlAIcVPJJm5bext3r78LOToPUEkYuoT7Ux0sGJnC4qGDaZXwZGr9IElSUHb+cfeV3OO6hcwhF3qecxNbuzu4eJyegrwtJopii+fZOEwSycn60p/54/quUzsc8Le2itvGAnGpJEnpkiR9KklSqsFxJEn6jSRJOyRJ2lFZWUlhTbNhNi/ebgna6OeOGcgtygr+Z32Uuy2fskDeSwwtpDsDVMp62DvqXzv+xbWrrmVVwedIinEka3elcUrfu3kFRmJja3ou/a0JjTtm3MHcIXORJZkoRX99lJi8dlGNk+KCa2HmODZybEADdoD0Hiogt6qtXLXyKp7c/iR/2vAnTvvkNJ7Y9gQ7DxuL66SY1M5CB3XJIVp8AyPa/rDEZuONyM4KUHSVJIlJQxOQ0Dhb3sYy2/2ktsnAZ5b2bPPKrMnELYKzqE6thejUt1FiD9CKjWmtb3BB68N8NPz/4LQHwB7sXPgb9d+r01irzuQF90Xsm/9v6Gf0yHYdKw6u0KluWyQbzuoFAFyprOMP1k951/YE6VG/YUKrXlyjf4zNUIH2KfcV5M74Mwyf1e3Fd1e53qm9dsq1XD35aqxSDC2ll3BzyUAGqz6nzDHAmCLYL8aqC1wEt/XpvlNb76znb5v+phvTnP1pLrix/bVwxzCSAMN7zMmAh5pvkYOvT02Tk9rm0NT6+uOLg1/wdsFtRKe+hzVhL5YE3/o1Lb7eQyFz+p7JUUmxpmyGr/aWGY53B0II3tn3Dt/VP4AtOVgwL0gsbdDkoHNm+/U4Lz7SHBKmhRdW2cp5Y87Tj/XTG1YX1rwFj6XAv4+DrK86rKsNBwXZ4XZwsHEr9iGfETv+MWJHv0T08I+IHfMM0ZUBWdrRiyB6QPu6vEadxTXOe5ne+jrnOJ/gNcepBt9wdGh2NfPjYb1Q39whc3Wv18Z4fleLpJHQT+/EmulFPNt0No1Xfwl/yYc/ZMCkc49qXnur9nZ+EuCWJH6MjuahpEReP7LM8Jygtj5ilP6EHiggB7bxmT14NknMRnP79ocmWSbd7ll/5RT9Wuv/3NYTy1ea/tqz651uzWtv1V6EX6Y12uK7Bpo7nuaiG8BPeFGSICXGDUuuCGLb7Z3+f0F9kifJhSGzC5blLKPC4RPoQVhx1SwMOm/+uCTDrPpY6TD90dsBOSEQi6p31rczXbaVbuPSFZfyftb7KPFpQbT8WJtCUlwwAw7M9UpC6dRqQsOlaqzaV4akNKDY/QSPovO5cMZwKNqqf9OIuewdvZgLnY/wgnoJGWIU4Lk3zXqkHw2iLdGM6ecL4KwtXMv/bf4zSlQZsr0KS0I65Qxko3Ysq+MuwXLhC+3tcrw4f5oxC+mHnMqQMGm+L/qeO9bdQavailNrJTr1HZToIuyxOeTbPEFDtySROXQyxAc72GaBjJ4GbPdW7uXZnc+yrXRbu17E+AHjSY3Rs1GWx3nWmcO2MUHJqhPDVFcbCqfWyNoM5IV8AYwSQkwD1gCG0nlCiNeEELOFELOTk5NNlY/HDY4LukCD4qM4MyqD+cp+7rJ8xvu2xzhH3saBwIbIPczULkwJXswCkZ4XbFCBzykLjMQObMoDd89qLOyKnSsmXcEbZ73BusvW8fLpL5Og+AxvSdKwtAkeHSsbK9v9yfJR0FhPFZA3l2xuVxIGT5bx/cz3eTHnt0SPeA1LfBr+EVkzxxWMBaQgNIuvW3OzPHe56XHZVotkq2KKlM81u34Fn/0WfnypvQbkwug0vrX9mVdszzFDPsgtypdAz+tq0yo6oJ4JBaF6Fq0mokkXY6kadwks/KPh6f51yX9y38KNrj/xjPtydsUtClqsjwZuzc0be/UVBSmWUxBqPHE06yg8GhLS4KmBH8G4QcaLb09oWi3ulqB60JnJM7l9xu3MUh7DVTuHSQFCEPJg42wK6CPaoVRAfnzr45Q1+Tt3Ei2HL0dtHkNL6SU0HfwDk3Iv45Eqv2x83JB2KpRVkYOem/40cJa8nUMVoS8f2Fm+kybhMyxtid8DgpPlPVyz7WJ483R4aix8dK2nvqy1wTRb+3WI6mpdqosHf3yQp3c+DQjsSd9h6aenvwZlJGwxMO923dAc2fc7ulRBaV3o2tIAXDhWT2JSYnPbqW7jpGImZr/qqXWqzsW7jYa7X60mND7L+Yw71t3Bog8XUd/vNWwDtiFbfPuvJLv5rjogKzf5AsDXlqaCAWzUjqUBz3WubnIatgY6GlgVK8+f8jyXTbiMgVEDGR43nCvG36w7Z0NMtCdTAcSP1Iu8JcbZDZXf94tR7GEyRBu3nOoM+6r0TsP8YfO5YOwFJNjM19H1pd8FUVgh2KkI6lVbmdkt+8CluViRqw9EXDz+YtKK61Gb9LTO/V4K4zB9P/NJAb1qP3AHUJAPrILGCo4W3rIQL84edTb3zb2PBFt/HAU3IZx6Nk9KvBX7spuhPCCYcMJtqMctJivAzvNkantOn3WpLt7Yp9/bnDVzEWpw0HjBuKRgxwxPsOUMRb8WhcKpvX7V9Zz+6enc8/093Lj6Rh1zwD5kmU4ZfGRibAcMOBO7KkSZ7tqWWi5afhFv7fmUhhYXqmOU7rglNt+zPxQGXLvUExhtoiAdChHEyydezvKLlvPd5d/x1ElPMXeoPmBjS1qHl/FjVuKzYFyyrjZURmOqlM8vxPdULP0TfHqj4fu6iuLGYlyazzmWZCdyVAnjWvSuW1rymMC3AsZ11NBz+va3Bd/y1r63uHH1jSz4cAH/y/TU14+yn6w7b1l8LCpQ329i0GdMGBxnGmjpCULh1BaDjuObAugqwYUQ1UII76r8OnAcXUBXRKLaobo4RugplNvFxODeUT10ao8ffDyDY3wREc0dw+xm/ca9r86YVuM1qo6QwGZ1CsvUE3nUdRWP9H8IpNAppSVGJ3L8kOOxO4/VjXuoboLUFmOq6SJlL/NkvROQU9FAs7P7hkl6lXmU2RKbR3TKB8SOfxxb8tdI1hrjBbbFY5inmGZqe755bSzZSKXD5zREKTG4m/XBB0tsNjOUfKJrD0D6hx6hio3PAjAmzs042Xfb/1L5nkEcIauHmdrA6zc92VNsLwkbjqIb0Fr0zlVHQQHz69ezzWvVoVWUNPqcQ4tsoar4RACmyXnIfn3eGuPHGDrQgbWEXvSk/cG+qn24Nd+9OzxuOINjBxNjjaGsxoqEFiTZHz9imunn+RufQQrINQe7pSS4On81X+R9oRtLVs9EdYwBFFy1c9Ccg1ioBLTlGnOyLqMyuq0u6g7lM1ba7mWX/RZetT3LkTxjgZ2e4Pqp14OfQqsSdRglJpdbLF8gezdgV7On/nLpjfDkWBYX3cfF8g8koN9Ms8sbOVzb8+e3uqWa9UXrdWNRQ5a1ifcJJGs1ZU6DANHIE3Uv/Z1a6PnmX95UTkZ1BprwGEcTB05kQn9fNFuSBNZ+HjbBbNlPSbVfKjg8SudmmdrM0nqONPU8Ey9LMm/ve5v1RetpUc3v4X2q31omyTDJU0Nls+jb0vijp2uLVbYyf/h8Hpj3AOsuW8ebZ72JcIxAc/mcrWZZ5osoz55sGXps0GdMN6irhZ71qw3M1P5i7C94dMGjvHDiMprzf8uomlGMdAVnagKdYfDUYtotvv2/lni9oIvm7pbdsqlkE9UtvsBHrDWWM0aewe7CI7gbpuKqn8aNFQrfFpZwXX3bbztc79SOToolyuqb2w4xkRzNj9WjubslGBVYTztj0AyunHQlf5n6DpozOON0TuyB4N64E8+DMx8mdUAMB7Rgp7b4SHOPa/ZXHFyhCzgqkhVnzaKg88YNimNIvyioM6aknyvrHbaDPXRq61rryK3NpaK5wljZWrMgW33396ikjpIF4bOrAJ7Y/gSH6g7x4r6HiU59G83leR6FkFBbhpJkmUR/VwXU+auq22DYzLDrRQAkRSdx9qizeeCEB5D8XCLFXtGe8R5r4lzbLDJn+eltyGh8brufZ2yvMD73bdj3abdE6Ly4evLV3H3c3e2vW8ouwHXkRE5u1atqp9mMRZdMM7U9VPbfdHhT+/+b3c0kRnv2KKlpBkLzlZ2UWSxsjY6CIccEfYYkScwLQ7Y2FPJT24HxkiSNBkqAXwFX+Z8gSdJQIdpD+xcAXeLqZZs8+OONnNqyvdg034ZcIfpTKAbRJALqkSoPeMQN5GAxmK5AkRUuGX8Jn+7dQUHBZOIah/FUzO2cMtJn5B5wlNGqtmJX9JRKf4fjKpePbpjcZOdBJTT1R14IIaiuGA9DV7WPWWIPMEwqw+4y38z/YvmQi5wP4U3AawL2ldQzZ3T3miXvreycpiVbGrEnrceW+D3rarZwqfMxEmwJ3j8E3rsYFCvHjl2MRDQCGTtOJAQt2EMSUQzs4zclYRGbDytYYnz1x5a4bBZgB/+1fqjHCYqadTlFe54jVfY4xnbJzc2WlbxTFtyku6sQQgRlau+dcy/7q/fzwtfV1DtGBL2ne5nu7m9eqqby+t7XdWOnpZzPp/s99/4MKZc6WWJHVBQ7ouyMSx7FpQafY1RXC5DbA5pRYC3ZrEEeg00IQX5VM8Olap1idJ2IYViqccQT9BHtZqIo0pLbf2+E5mntMyTYqDZDZXMlD215SDc2rv84qrPPBPQGsVF/Wn94ndrJciFTZd89qxRsBM7u8py6goHWFFwNU7Am+BxtW+L3TK3IN36D2kpc/mqetYFTKGzSjuErbS6fqwtwY+FQVRPD+hvfm13FkNghvHDqCyz+ejFOzYlQo2g5fBlRQz9Fji5CtjTx0LYozhn3IxbZb9sbMU/3OZOlQuJpbs825lc3s1Cf1DoqrDi4ghd2v0BiVCLzh8/nkvGXcHzSmWTX+pxna7+dOKtPZnZ0qY+0UlcEtZ6qntSBMQzvH02JgfO/9VC1qRDX0eCU1FMM1V39kWmz4QKsACNOhDhfNm3EwBjD+RXWNJtSz48WiqwwPG44S8tycDdMxTbQR0v+W9Q80kbezMMBThl46mq/TA9mBOzpZmmNJrT2nqpeHJvkee6Lj7SiOkZzoSuWm+pKeTBpIEvjfWvb/qr9LErRO0VeEUn/AF6GNpIUxc9wLU3XCTh1BYGih+eMPocoJYrdhbW4m45BapjE7+yLsfv10vUqH3uhyBITB8f7aWtIfKiezP2ynyN7cB0suJuuQhMa6ZXGwdqKOuNsYu3wRThO+g/RX9wFqtPTuuTS10FWSIqTKbKMRBNSewB1lFQOTgeVja0Mig+uSe8KjBhIQ6STqHUH388LxrUZ5+c+CafcC7veg2/vbz8+X95HAo3U47kXqpucVDe2kmhQdtMVBAYFJg6YyKkjTuU/aa/grJlHa8VZIHyf7a+E63K5KC4upqXFs/clOB18eGE/GoTedlAkyMzsmVZEi7uF06NO5/Qpp7ePCTUaxBsIYQEkYm0KWQXlcJafYKrFDrmHSFY1Xr8geH0LxdyM8MKUl1DxY0VMVtDc8fSP0Uy/78oJMmcN980xS/oEq389+MECsHRfOGqeMo9jZhxDi1PQOt6KDTcD5JcZ5ydoqUiK4fwmRKmG18+qSN2+fqqmcuvQW8HvY4c0DyEzM5PLx8RwCc+D7BdsnSwYaEtq/76oqChSUlKwWq2cODaRL9KM1bC7ix47tUIItyRJtwPf4KmYf0sIsV+SpIeAHUKIFcCdkiRdgGfLrgFu6Mpn55jQjycMNjCAh82k6tdbePy1tzlOyqaRaECimn5UigRfKwx3C9QcgqRxR/mX+nDrjFtZs3kTeY21WKnjM+c5DHTto8bqWVDdmpvM6kxmDNJToYYPiEaSgrsKVTa04nCqRNu652gbobSuhbraIcQmxSNbPddRUpyMjN8O/sH9uCGelgZtmCEf5Ex5B6v9WqqkF9d2y6lVNZV91frI9D2z72Fd4bogAR/wZC321GzgjfQ3+MPsP3gGCzZBiSfbNLnwRw5FQZ42hFSpkvvdv+ZD9dQeZwMqmyvZULxBNxbdeiJq4xEY7OtZq8TkMbE5wPge4nFqJwwdyGPq+Twi+wzDq5W1vFx7AXUOl67PaVdR1lSmq+WxK3YmDJjApIFT+L93V2Gk/mhGN4HwCG2tKVzDoTofnV2RFEbI5wFtGYKE/SwcnIJoyyrOt7mOzqntAf048B6bOdhjFHppkXMD+tPmkEqsWshQMUEnJuVF4PXLFimk4kcJrsjsslMrhOCBzQ/oWnBZZAuPzP8nF27VlwfE08x0KaBl0JiTdC9Ht0W0N2tTOVfxiZ0lVQbT4bqKpdlLWXFwBXOGzmHOkDlMT56OTbFxsKoRZ/VJOqfWEpdLcZ2byZ0kDm2SyilKGqcoaVwgb+Za170U1jQzv9uz9GF68nRunnwv/979Io6i69GcydiHLkO2eKL6LWoLOUdymJzoV0sbM9BD4670OJmyJDhOzma95lm7C3uYqd1YshHwZJJXHFzBjEEzSJLmIcRLSG3OhGyvQoku4MjA6TAoCkp2epxav5rfeWMT+XRnMYnUcZqyi4/VkwGJHw+Gxqk9OfXkdqdWc/XD3TAFd+NkT1DA6tk7nbJEts3GVKcTplyge//IxBhDOrRZL+OeIONwPe6GY3ROrSU+k5Epg8EgOGykgAzd78OeX5dPo8u3LiXYEkiN92QKvUr8E9oYINNbWnVOrVktbuqAaJ1Tu08bzZn+lNWjVECuclQF7WkXj7uYwppmqtuy+xOlQuySz/gW8UOR4oPLBCYNSdAJRn6nzeR+/Jzaoyy9yK/L17XNi7fFM7qfR2fEbC9P7ufkV/kf8Y8Ln2XG5lfhyg/B5lnzJEkiccAACmsHeZxZPM/xeKmEohpHt53arw59paP0WmQLFUX6IJhkqUeJyUPEFwFtZTXRA+DEOzzq0NUe9oVNUjld3sVnmi+gkVvR2G2n1tvf14uZg2Zy87E3syk9iU3lwdm5UX52QXFxMfHx8YwaORKpuQpRX4JELIXaIGrRv3fCsASUbvZbVTWV3NpcbJqPYiqEFa1VLxg0OCGKwaIKmvy+J3YQ9BvuybSX1Ovqr70YPzQBixLaXrBKRQ0uWR8A05yJjBqYSHyUsQ3X1OrWCdqmSpUM8GsTSEKKLgDYXeRWNNDsVEmW6hgsWcmyWRF+1Z9jB4zFpujpvC5VI7M0uATJIgkmJSpIzkYPq2rg2C7rlqiaSqorlUZnI42uRqyKlTH9xiCEwH24HkVqRtj8umAAY/qNJ8pq8yTbqqspLi5m9OjRnGhSWtMThOSOEEJ8JYSYIIQYK4R4tG3sgTaHFiHEvUKIqUKI6UKIU4QQna6CAkzbRgQqHwMgSSSNnMzOAedyr/tmHnVf034okJpCRQCVrxvw1mtU0Y9/uq+m3KE3Zo1oRnaLwtAE4wU21I3C9x+uB2TcjfoaQWv/AGr01Is9NB4/3GP5GNlPPbS7CsiH6g7pGlv3t/fnuinX8doZb9GcdzfOmnkINXhR96c2eOm9/hgjl2GVVI6VPMZ/fYubuubuF+UvP7hc1zJiXP9xHCoZiOYchObyUWUl2UWlCFCgbcvUxtotbOt3DuV+qsIxUis3WL7hgAmNvjOkVekNmamJU7EqVkrrHLjU4EU+IcqC1eriy7wvDT8v1CqHQgheS39NN3bemPNIz/cGZwSnukraHVqAXY5SXY2IF+NNnNrSqhrUzK9gw7/gkxvg4+u7NDdVU9lToa/bOm6QJwvhbU4/0Y963CRJvJYczRUrL2dpjrESeCgVkD/J/qTd4fHi9hm3kyCPDOr/OlfOxCL5CRYlTYQEPQPAm6n9UdM/72Oa00Ht3rOx6fAmdlXs4pW0V1j8zQYYKckAACAASURBVGLey3gP8KzLWssI3M2jdOe/3c8vgzFoCpx4J/QPUHL1w0JlHxOlopD2g02xnUhT3u/RnIMACdWhX/sDM0RAhxRks56PXUG9sz4oo7Jg2AKKqyTcDXqRKku/ndSOvQB++SbctQfuK4WJ57Qf91KQ/2H9L09aX+d/1n+SKpWzJS80CsjTk6dz16y7uDj5aZpy/0pr+YX8P/LeMz6O8mr//85sk1a9WL3ZsmzZlmTZxuACxmAwxuDQAqYE4iSYkpCQUEISSEISwkMCIYQEQo+BPAEChBI6hBhjMBhjG7l3SVa1elttnfm9mC1zz8yqGD//T/L5n1fSanc1Oztz3+c613WuExqaYj5/+VMF6XEk4q0tnUdajkqWP1LsaO0j5ClDCcb+p2Qb1swQLaKqMBULHzXa+320HUXPtBGYVmdXR/sVI2tpZEZtlU+s8uzo2mEpiTWevx3ql3NA7vH2MDMnNheyPK2c6uxqtjTGgPxMWTxfUqF1V9i0fDHfalBz8ak6PmToyLgklsZ7oiY75kjfYFoLFJA9vNP9Kw72HeSlwX1w9TpIFQs5xZluk39Kpdx41LNqQ0qIR+tEBdLJ+WfR3R8G0vZ+kibdQ3LFnSQWPsvbrU8S0o83kiSYLvbPn6krNsIxViHlzsZhc9DVbe1doJeher1esrKykAZaob85CouKpA4SEa9Xf/Do5dvtnnah/QdADZh72J12GfyGc6ErWDjD0nwnQbKlfiZKbeRKvZYmsl8mVFXFH7BpTLIubI5eXHL88+C0izBqiAT6VTcdajpqeumX8ivRR+S7cONFBhIN64jVLGq7LCFbgNUKDiN1H4DBdvANQGDsaj2bbCPNlUZhSiFTMqZQklISPj4FVVVJUMCpOzYVGAqGiTVJIisrK6oSKAmrkI5lHNsyxzEMf1DBb+E8mZboiDuvFKzn1e41mkWN0QH53s/v5dr3ruXhLx7m09ZPoxeNNxCKzdoKh2nzj9NLGm/zP9qKdl1HHfdvvp893XuEzXJHiwZEgwNiknsooVMcdlFQC6feht7va4rczLlyLOE+2oq2cfOvyq5CkiSae4YJ+XLxtZ/D4L5b8baeLzzvQO8B7VwHfWZaW/9+OsOroy0KqKpqkmmdNfHc8HxkieDADIIDlXjbVpBx4ApO8OgAfmKmNg4iHJPys3k0KBYIVtne5kDT0ckrjNLjmgkagNaDgGKpnd85HuTbtlc4L2Uz3317NT/76Ge0D5nlLnmpCThs4gIno5Djq8ez6W+wf4TRGRbxQdMH7O2J9WdLSHyr6lt8Gk60i6RO5gR7yQ7q3IVDPnZ2me+/CSkuy2HczpAH23OXwPu/gh0vwd63xjRTd3/vfoFNSXelR9mACFCZEk48t7qcnFuUz4aUblRUfr/p9xzxmM1PTEztUc6qbRtq455N9wiPzc6ZzaoZqyyv43KpBSV8fwaBobITTc+ZFB7rc0AtEMY1JeJFbR7/vFBFVfisTRxNETHSiDhP+rtEtvidJDfNYQt/ShfC0l9po5iuXgcn3Uh/Upnp/xxrUHu4exjUWEVdMUj0v+j4Aho/gZe/Aztf0fr1S0RQO1cHahu+BFM74B9gcfFikhxaglaeVk5+cj77jgwQ6DtOeK4jtY7SbB0TYHdqErxwzC/P4gz5M862fQLAQtsO3nT+GOeRL+ga/HImg6AlKldWX4lnKBf9XqB4xX1t2+RFcPMBk1u6vu3hDPkz7rY/xL+cN/Lj7WdBvXlO59FG33Ag3C5hMxVsD3g2WL7G7bRbFsIL6aD3X7+Hl78NjyyGf35/TMdgta9ForHbQzoD5EranjkpECBRie243d5uwTgxEvHMonodOVrR2VBEGC0qMipYs2wNr533GqurV/P1GV9HkiS2NPZEn2NSf8SRNxvl4yFsHFQN6oCOsbO1RlAbkR4DprVAdrXhLn2MNq+212/v3G7JKBVnJFqbRR3l2vJ2/dvU99dHf7dLdoql2N6uBpPBFnvvocAgu3sM58AAahfJ20gm9pqjNUH0hXwm0mRWzixUVY3ramucUStJEiSmo7/XJVTckljkscrBxxJDgSF6vD3CY7KSKvRbRsIlYwZVztjxuuwyqXiolA9TIHWRIg2TytBRg9qgEjSBbe1xFUVVUYPiWqFKIXw9e0zPj4QROHarKdSrubSqGQRd6dpa/iUjpKgEw+tIpPDgNhS/PUHzd68vCgjPxYChjEWFMYYkSdF2Hm/4+0iQ/KQr4nfT4+uJ4hO9YZkkScecrf2PBbXegPVQ7ykWzsf6sJpXG1vsJG02k2NslYH1zetZ37yeP239E1e+c2V0rpVV9U8xgForphbi9zwebWL36oFXeXTbo3z1n19lxcsreKdeM1PQmFoIecoFNrTXprDt+Ctg0imaTCa/FnKnQ81K4X1/YH8x2hfQ0OU5qtEgRmBfk62BMsGVUHWGzXBi31tIDWmzWe0uuPwfWlJcdQFkic1tlVJj9BiPdvPa1L6JxoGYDNUhOyiynxjF0r72rzDctIpAz0JOdnpEq++8amGDrcxP4W+hJfSoMdYxTfKQvuPpozq2eH1H+gLIdKmBC2zrudL1PEfcj/NZ1zYCSsAkTwKtP0rfu3iqvJkdrm/ynuuHuF+7FjY+anpNvLBiaZeWLSVJLmAg7HhaK+1HAuZ6vVT4/VyqJHPfKfdRnmaeBStJkqUEuZM0fC6dmUDQC93WjIw+jNLj2pza6LoRASoRpjYnFKJPJ7EaCAyYeqlAdI+Gox/r8+ahN4Wqqtvu5o4T78Am2yyv40dtx3PexCu5smYxCyaW8bjbvGznprpIdNgAycTWDu4e/yzJfT376PXFilkpjhQqMzWDo4iCJjQ4lZBOShaSJJ5ODSfAEYdrSYL8mbDkZ2w79z3+EjxD+D8VcvO4711v0Eu/39rV2VgUCBlAbV1nHex8Fbb+Ff5+Bfx2kmmuZI10EFc4cWjs9qAoR8dWFCYXct8p9/Hhyg954ownoi0V+9oHCQ1WoOiSJ8nmo5v4xYeCVCc/dT0rPJYseVltf/2YsbVg3tuMxdptnds0ybYh9PvaSXIdF9rXUR6R8Vk4wo4WW49s5ZZ1t/Buw7t4dDNJd+ukdMF+UR31YfO/RbZMF1bzakvkI1TW3aUZHbVs0WTfYwgjqI0UG0G7/qboFCA2oMwnkexIZWHhQq6uuRqHbE7sjQWzNjKZ5X2I7+Q+DZf8DU4cG+A2RmlqKd+b/T3Oq9BmSG7R9RHXGJhaCudYsshGB2SwMMobB6g1Kmgi+1pIUWky+DsogXRsCbEiQLTgbYjiTLNZVKXUeFR+EYqqmPa2s8vP5mC7HgjIhDziaEbj3FPyqiEj9hyXFOBUOfbZj9YEcXvndkHtVJhcSF5SHkcGfAxb5M0JDhlF7jGfN2cSpGnfo4JMg5pLlyp+1/6jAI6KqtAyKBZunDYnoUBsvWtvbeb6b17KipPmUD19Ktf/7G78/vBnsrmENoKezjauuvoagd9IlPwE/SIAX758Ob29oxMwvb5e9nTvYX/vflqHWvEEPNx+++389rd3A5pE2hYG3w/89gH+8sBf6LDZovdGWVkZnZ1av/uCBQuQJAlHHBm0P6gIz48Xa9euJS0tjenV05lRM4PFpy7Gp3M8jxQXbCg4wy0DJqY2Dtvq1B3bB++9xUXLFjH/9HOZvvgCHn76BQAeevgRnnrqqRGPcbTwha+9RPykh8ckrjpnFdu3bscX9MU1IVxwjOfVHgujqP+T8AZCWHWYWppE6eIEC6b2X6HZfEX5FU/c/DWyM8fWGzrgHzANB49sXlYLZchbAKoMYZng4YHD9Hh7yEgQ5RZGUJuIl2lSI7l7Poey5VAkVvBHipAS4r2GGLvW0N8Q1dTvDINaVDvBoak4UmMA6f3cScxc/keRBT3lx7D9RQgvlsVyB5fY/sVTIS0JrWvqY9GU8fUFGE2iqidoSYgVgA8NFyE7Yz1Z2zu3MysnXDnOnwlffQJCAfrumkZaIGbGNEVqYodadtRMbctgC8mO5Cirt6RkCXtbrRfyk1JaQF98zBedcivzUvGQwF+Cy7jB8UL08fntz0Lg9jEXUwD8IT+7ukWQZMXUTpa0zePJtBTWu2Pvv61zG8snmWcvFme4o9XcVjWLRElXrBjHPMQNrRtMyd3q6tVCpXiWrN0//9PRpd3LCy6CkiVx37MiJ1mQx0XiiLucYr3bX/s2YQi6VWxptzaJAs050U6QSeFzVxAM8d2ePn6bFbtXP201J+IJDhs5KS6OhFUa+9VCwZyEngbwDwlVZqswnreraq6K9uRZrS1yQgsHeZuDYRX7Fr+5d1GSJCZmJ7GztZ8NynTOsX0c/Vvo4AfAj0c8JmMYP/+cvDnRiuzBzkgyJuPvWkRiQexa/0dKEtf09pFuMbapJCuJlwwzOKdITTw+TlD7ccvHXP/v6ylLLaMqu4pTik9hadlSwFzcCg0XoaoyUnhdbuhvoLe5lSjEUQJQthB175tIvVpxyyUFqZUO8Kk6DW9A4ciAT3M2Pcpw2BzMzdM8Cvo8gfD1YyPYNwtnVqzv8dOOt7mGi6zfRLbxv1P+wIKdv+QkW6xgOkOqZ83BLs6KMy/RKtY1rePFvS9SlV3FjOwZVGVXRY35jNefdv4kpPA1Xt9fT5+vjzSXKKnT72ublQq+xr+iv6uNn1rO/Rsp3q5/mzcOvcEbh97AZXPxvVnf44oZV7AzCmpVSoYT6Qi5kGza/djt7WZrx1bm5JpltDOL03n2M7F1xNSWNEYTyd+c9BvqOuvY1rGNbZ3bmJGlXevBkEJLr5fFsvh/zmst5Kyv/5PUxPiMjdn1X6KH1GOqYvAGQrG8APhtcCU18l6S3fvoS+tmw/b7WeY5wJXVVwqvS3M7TEZle5UihARtjH21/f5+DvTFGGIJKZoXtPd7zcyg4oZAFji0Na8ktYQjniOUpory7KIMN8+EyYsWNZM9SjGfKZVHlRe81/CecIyyJLO6ejXf3twgPC/kKceesovy1GmcWjY/eo/HPlxYgvzRfdGHzrR9yquKpgzZd+To2pKM0uNInlRv6QisMCF/K+e9+gsuqLiAm+feDEDZj163eK61c/OXiddvKgMg151P/ZAGxlRV5Qerr+Ciy7/JH//yDJVJA6y+9jp+9JsHuPen3xf2z2AwSElxEfc8/BRDtJJMDBjZAwNADIS/8cYbYzqmSEucL+jDF/ThkrVihb7tJzlop88ZKxwMozIUGCLZKRbeP/5Y22dddhlf0FxQCIyD6V5w4gLueTKm4GocaKQiQyNyAkGFYDBIkj3GMLsNbKg36EVRFZMfiMshg1czCPvVLT/gf197j7L8bAqCLTR19EJ6Kddc/8MvzShHmPME/DiAZCNb6+0hMdmcAx/rebX/sUxtPGnBlDi9d5HIT0s0meV0kUadWs6WtrH3lm3rEIeDT06fHN3ILRdK1UmKPDpbW6I7tqts/2S761v8w3U7Zx3+Hey0Hs4eLzYf2SxY9ic7kllQsICeIb+wARklyP8+HGZuJCnGNGaUwZxVwvO+a3+ZxPAiMl4JsifgYV/vPuGxqEOkFag1jKaxNNSwOehOFT9LRIJ8tA6+50w+h/cvep87T7yTOblzOL/ifDY39lg+d4ZULz6QN1P4NdJ7tCa0lAE1dvOmq70on1uOZo4bO7t2CtXY/KR8ctwaK6bvO6qQtY2o2tC7FU8poE+e9qmFYm/UQAsMjVxRjISxkr24eDFTM6cKcs3aMKiN5j5Fhk3fEHHNomSxIk6b9WeLhKqqfH5EZF1m58ZAbUOXh1KpXTBJWdhvQ9Kl3of6DglmJpHQMyo+nDSoetMLVUuMRwnjtT0vf170Z+uCj5jAbe/cHh14rg+9WZQ+ko9sHndf48Y2sf/rhDxNehxSVKHPNNhXi6qrwA/LMs+mJgsmR5HIT0vgAOJ9PllqptcTGNeg+si1Xd9fz2sHXxNUCU3G2ZSqE8Un9pnVDemSN9kBk05BGkGC/GXH+uhjry6RDfSK4GtT+0YTw6GPymlVXB24QXisTGrjUNvY7tlIbGzdyPuH3+f+Lfdz9btX81idpkoIhBRa+4znz4XiE0esGJ1/AdLdDlJc2lryuSoWnNTmTWNqGYg+X1X5V2MMFPtCPvKTNdAeAWUT6OPfzh9xpkfbl8oUN9+d9V0KkwvNb4j1WJ9uUulSdeA85BuTCqQsrYyvlH+FW+fdyrNnPxsdZ9Ha5yWkqHyhlPPH4Lm8E5pDg5JDhzxpREAL8duSWnq9BI9SAmqM7c19QuL+vjKbB5In8ofCIdYku9jTu9/U5x+JyjyRTNinGs7zGFUqxkJ3eXo5KU7tvY3S2alSIw847uP8wVwer1zNhuUv8Oq5r5oALWgqmoNqPjXeR1jg+xPfCNzCg6FzzOvBKGGlQDpz4pkUpxSbji/QN4fBPT/ngVOe4PqM2Ux/ZhW8cp3mfNwVBsUGQ7VT5K24wzlVe7+Pfu/4/Q6MKqzI3mY8PsneT2LJY/QmPctQYIi/7vqrSfr9/0VkJGRgI1YU3PjROlwuF+ddvBKbs4dDwX6uufPH/OW5V/AMD7Pm769y4YUXsmLFCpYuXUpb02HOXzKfAdx4hoe56OpbqDntIlZfeSUnnHACmzZpDHmEEa2vr2fatGmsXr2aGTNmsHTpUoaHtevgkUce4eyTz+b8xefz/VXfZ9gzjNuh3Xsh3b0xrCThUMTi1pHhIyYlQ3KylrPYZfj1T27kvCXzuW7VSr5zxYW8+/orURzzxz/+kdmzZ1NdXc3u3dYFIKPKJNGeyKpVq7jhhhtYfsZp3Hfn7ajDvXzzhtuZu/xrzF16CR+8qeXy3mEvN66+kZqaGlauXCmclwhT6xkcJBgKkpaeyTAuulKmMHXuKeDO5PY77uSeezRA/dlnn1FTU8P8+fO5+eabqarS2ivWrFnD+eefz7Jly6ioqOCHP/xh9FivvfZalp9yIucvmc//3HO/9r0bQG2fry862k4fuakJx7Sv9j8W1MaVH+dZMLX/uAre+wXsfQeGeziu1JqNta5kWce8gnm89JWX+Pn8n3NO+TmcXnp69G8RNqBI6qBIOkLEhbYgURwwbAXM9JtXq5qFTTfDczxMGUBlZiV3LLyDRUWLsMt2FhcvxmlzmtzOgoNTUdXYV32o75DgWBuNRTcTkGOLzwSpj2/Y3gLGbxaVYE/ghRUv8IsFWoVwcfHiaFHAKnE3yretEicAX47IjtZIB+O+51gj0Z7IivIVrFm2hhPy5lmyhaCS4zHM9zUwtcUZbtxOG/0k89fQacLflPV/gODYJdwj9h3pNq+/BJfxs8DX2eM5gSxVZnF2LdfVXsd1s66zfN8iXe9WELtZQjsGQ5JNbZtMG+tV1VcBsXvDQZAqYxFgFBVCPFC71WdIoNpHNnprGWoRemJdNhfTM7ViiDbOZ4ipksimNIWKKU4pi/6uolr2/hrHIpn69UeR4XV4OoS5hw7ZwZSMGAiwuo7VQAZpjphExxvymlh8gEnhvqlGNYdmNfZ8u+IzSWxHiqASZFO7KKU7Pv94AJp7hg2SNDtJPWJx529p6XgtXGjtNhlPqug6Xya14SQwLgmysWAT6WlUFJVmiyTWJEGeewXM+w5kTYbS+ZCQOqJZ1LF08N2rc/RX/Lkmee+rB16N+9qIEqRBiRVSbJKKrdN67ni8MO5LM7K1IkhrrxcrpbU9IIIIK78ISZKiBdsGNZdOnYxRDnjGZc64q3sXrUMxB1KXzcXCAs0fO8LUVoady6/r7eHNw838dcDBVTVXkZdkbZQzJTdZmLca/V+mvvijn2MfuXfr1HJ+F7yIqwI3crL/Pt7LvHSUV0JqgsPSIT+kqLQehZmVVVjta8EhsaXniyNfMGjRX2fsqzXLj0cv5sHI+5pxDaiRD3KWbSO/6H2L49/8Kcn/Esef6aM4042KHB2ZE4mW3mEBrIwWaw+vZY+uf1JC4qrqq+j1BBjwGgoziguHnKDNaD78CXTugS1Pw6vXwYe/055TMFubOR2OBCnA4i8hQQ4pIZPXRkSFZCy+qSEXsiPWmqCoCr/+5Nfj+n9fNhyyg1x3rsDA79+7m+nVtSCpKNIQflSSU5LJL8xn36HDYE9gw4YNPPnkk7z//vvRntB+1c2DTz5PRloKde/9nZ9f/00+/9y6ZWDfvn185zvfYceOHaSnp/Pii5r545lfOZNn332Wf6z9B5OmTOLlv70cHb2pL/gM48IX1PbQpx96mgsWX8DyhcuZWTuTlhZz4fGd11+lpamRF9/9iNt/ez9fbNb220B4r8zOzmbz5s1ce+21UfBojE8+/oQLFl/ABYsv4OF7HybRruUae/fu5ZmXXuemn93BA/ffx6kL5/LZG3/l388/wt23/w7PkIfn1jxHQmICazeu5dZbbxXOS2QGdlpGBotPP5Nl82u45Tvf4vnnnkFRzCDzG9/4Bg899BAbNmzAphsbpCgKn2/5nMeefoytX2zlueee4/BhLY+64447eOaNf/PCO+t5+5NtvLvjCIFQkqDQUVQlbtvQSFM7xhv/saA2npbfZPgw1AV1z8H6e+FvF8Ldk5mSaf2xGrrHDmplSWZyxmS+OuWr3HHiHXy79tvRv0VYwWtsr7Le9X3qXKt51vkrjjMkclabf6kO1O4wSPHUtroRjZGMkeJM4ZzJ5/DAkgf4YOUHXD/7eu19WwwXjpJIaGgSIDE7ZzY3HXeTST6mvWEuHTO+KTx0jf010hgcN1MrSzIVGRWcX3E+ty+4nT+e+sfo36yY7pC3AFmyUZpayvKJy7mk8hLL/h5HsTiHMMrUHiP36IOdg5asUbG9F4dX17vmcGtJsS5kWWJquOjyeHA5Xp1hjX2wZVxGTPH6aUEEPl+ok3kqdAZ3e1fz1IqP+eNZT3P1zKujpj6mz2F02QwbkkRjDIWVx7c/Lvy+oGBBVEIWYZGnSQ24pNh5HHLlmBx7jTF5gnVrwbp+kSmifWSmdnO72E9bnV2NI3xvdg/5GfAFmSqLUqsDFFNrKJiMVpQCKwfkkZNiIyCbljktemxg3a8PElXZ4ngwowQNYg7IWl+tQf47DrOenV07BdfyzIRMJqdr1/qBTnMS1t5zGpJuHniPDK/sf8XyvSdkZdGkxuRGNkllktQ6ZlCrqqppTFgE1LYPWMgXAUegTPi9LtgHy+6E734OFz+jPWgAtbPlfdjQCqvHkqk1msMY2dpXPn8A5ZlLNUdKQ0QkvkaX1wnD++MWgY0RVIKmgkjk/BnX0FQGedl5G2eoonIl3liamARZYrNiGO57eKPp+fFiasZU1ixbw+XTL6cgqYCFBQtxO9z4g0q0KFApaaC2NBikKBjCUTDyKC27TaaqwLznmYpS43AwN0a8a7g4a+R2hEjE89sYz972zO5nONhrzTZbKZDUQCbp9ljRMKSGLIt5RlBrckAebB+TA/JIoNaYn1UaCo9YtDREIi3RQaqF0WBQUc3qgzihqioP1z0sPLa0bCmT0idZuDJrUZzhxiZLcNhQNIyokixckPUj18Y7sm5/734GArG1Ic2VFjVANJlEqS58becJD+3q3mVpkvR/FQXJBdhkm5jPqypIEqriENRRiqoStNlBtnP66aeTGW4VtMsSkiThw8EHG7/g4nO0lriaaZOprrK+JiZOnEhtrbZnzpkzh/r6egA2123mirOv4LxF5/H6i69Tv68+6rURNAA8VXGAaufyay7nxbUv8uLaF3l13asUFJjzmE2fbuD0s85FlmWyc3KZO/8k7T2CXlAVzj/zFNOxGGPOvDnR/3P1DVdHQe2FF15ISNWO8YN1H3LXA2uoPf1iFn91NX6fn9bmVj7f8DkrLlyBJ+ChpqaGmppYLqM3irr97vt59JmXqaqdw2MP3s83vynm+729vQwMDLBggbYfXnpprCDnDXmZe+Jc+qQ+GoYbKJ9aTkODJsl/5tnnuHDZIi5atoh9e/eyeW8TzWo2qiqy3b1eaxzx/wtQawXtMpOcZBvnehlNKHJnUJRjrdGO5ww33ohsMtNl7QtNlTzMk3cxJ9UsPzYCs8wkJ0nhebSH1DwGdcmgNNyjzSc8ikh1pkar1BHnY3342r/CqqK/8OSZT/L1GV8nM8GazU4/7Ub6wkO4+1U3DwXPxoeD9n4f7f3HpmJsyXyoTp4/811eW/4Mv+n387UJcy0NwTLKRQlrxCyqqWf4qA1d9LG5wfqmW5bdRp3LyZ/TU7k8P5fteVMse68iphqdpPFSyOBS22IGIvHCNPYg3E/bF0eqaZdlCjNGXxiMTKOxsDIaU+sNevmk5RPhsatqror+HLnHItLjSHhyrJ019VGYkWjJpmz356HqzVX6m0dMoOL1HIHO+diQMHUmlVOTPfpYLtNYHxPTMzJTO5Jz6pAvSOdgjM2Xwj7lkgTzCkTwYzRbAdHhckNIlOlzaOyg1ig9nps3N9qnYzlmTUmgxC4qE9bsWGNp2lOc6WafEkuih1UneVL3mJUWjQON4oxLR0pUjhivBSHXJcpht3Vui8mgXGFmJ2syw87YmpgseZkuaev7ePcNT8DD5+2fWyaPxj66QH8N6GRuTTbY3PwxOM2qhUSnjdxUl8nlVTPEGdsxypLMmmVr+Om8n3Le5POYkzuHgiQtSTO+x6nyVmrlg6zu/0B4fFvHNsuCox6Ufa4Yet7HYRZlk23MyZ3DD+f+kLcueIs7TrwD0FityCizSsOM6cSiGtP7GGOmhVmUsUAwmgpkpIgHPo1rRrww99WG37fbo43latsO3viKqYb+Bu789E7OeeUcLnvjMl7c+6LwPVkrkGBRwVLOKT+H3y76LetWrouqMvRRaRjrY+2APDJbq6iKuViboy/WivdvpHARjRzDmmaI+CPrxgZqP2r5iB1d4vcf2dviuaCXZLk1kGY0GSvWFZUNoPYUeQsJhH0ZxjnWxzR7PWdWdG0+ZKFEzPNk9WRNogAAIABJREFUMtsr5m1WI/X+ryLSg6oHteVTKtlZp+3RrrCtz+DAIG0tbeRNngySRFJSbC+TpBj0DRpAEnGM4VyuGE6w2WwEg9pafN3q6/jJXT/hpXUvce1N1xLya69XVZWQxZhEVRHxxlBgyHJmrjFVtaFQzBGKgw2gBHH5+0zHoo+QEjJJcxPsGjZISkrCH9LmH0iqyouP3M3Wd59l67vPsn3PTsqnlIePQWI4OGxamx02WcilK6bN4PLV3+ahv70UZbCjn3cEUs0X8uF0OqPPi3yWQ4cOce+99/LoM6/wwrsfcdKpS/H7tOtblsRC01BgyLJ1qiRzbIW/scR/LKi1CstZlo0GG//ieXFRv1Bxt6DdxxqHuz3IKKZKYuWU06PjG0DTkB8eEJ8jSVJ08VWR2aWK0rjxSpCtwsTUAqn+RM4MboHOfSN+dndaNn9LvIw/B1dwku8+Hgydizds//3F4fGxtVbR5wnQb5TxoFXjyrOy4fM1sOkJeOB4eOZSaBI3i4ycItrUWPIZMYvyBxU6jsFoi91xZsoeSn2XywryeDAjna0JLj5MMSdIIM7026wa2IpRGMZItA210e6JjeRxyk6mZWo9ivGS/6KMRK1iPEoUGRKsnYqhP2mU688T9HBuxblMzZiKLMkUJhcKxiyR46uVxXERtmKtGNE53Mlbh97ijk/uwBcSvy+bLEVH0+gjgJ2hVINj8gjJpxHU6o8v0oKwSZnC+6HaKGvoz5xK1YQq4XVjYWp3qqVsCE3nNddZcNa9muHaCBFPOgvmftBVtrd533kDv3M/xdxh8brcfGSzaQOapAe1Bgdktekz8I8N+BhNoo7PiyW5B+MkYSfmnCu4ujYNNlkqVYozE3kkdDbf8t/IIt/vmeF7grVK7ZhBrZV0NpLUxQN2E9PKBGXKYGDQzGZJEp48MZk/XtZYu/EofAA+af2EVW+tYtGzi7hh7Q1Cf+heIzOjuMkYFOX1L2flWI4tASjNTGKPIu4ZU6XDY56nK0sy07Omc9HUi/jlwl+yZtma2IxVAyiLuOOWG8bS9Ph6aBo0m8oUC6DWyNSO3wEZtP0y0nO5U9dWM82w90q54r1rFZag1jTD/uiZWiMoi4QerIaUEPt79lsWpazA72rba5y89kK4sxAeWggHPzA9JxIv7495ctR11PHqgVej321bn5c2i6K0LMFPFnyPO068gzMnnkl6gvW+VpaVZCo47h9nX+2B3gPCmLVUZyplqWXR3xsNwPHO4KX8KHAlLVMu10aE5Y3MxscrHoyV6X7z0JvC76cWnxptDYnXglCa6dbu1e9tgctfgsU/0UYwTaiMPanwODwJMbVRkuTjZFlbG/e1j88sKp4BojbOx7xOVUhNzPSKbU9WoOL/OvQKmhNOPBnv8DD/fOFZklAJhULc/bO7OfficyHZGtxElsOZc+fz93++C8DOvQfZvmvPmNWNiqowODjIhNwJBAIBXnvxNexh0BVPoi5jj5qv6t/HGItOPJH33nwVRVHo6jjCpxs+FmdjK74R825/SPyOXHZXdF9TVRV/UMFBkNNPns8f//IsqqoSUG3s27kPWZKZM38Or73wGkElyNa6rdTVxfZeSZJw2mQ8Q4N8tiHWM79nxzaKS8T8LyMjg5SUFD75RCMunn322egx6N2YAWySVmDo7+8n0e0mOTWVro4jrF8bUyTKkozL5sIm2chMyGRS+iRBmRaJsmPI1P7Huh9bhdWsORpF1oiSeYIZUyQS8fKV/lcIPf9XbB27tLlM37eWUY0UfcMaKCuXWnFLsS+5S02loHAyM7JmCEzHts5tlKSKSUhJpjsKnnYoZcyVdT1RbXUwbXwz6fQx7A9xwCLxnCvvYfqGe2ED4EyB2ktg+d2W73Gw/HKe/9yctGxr7mPpDOuepbFGvA2mMCMRm+KHDQ/EHtzzuraRFcVAiSRJHHJUkBeMJUlV8iF2hMo43O0hN3V0l1Jv0MuHzR+yuGix6QaLJzVcGAryqa5I+LHk5VqL5+nHH5gA4ygGR5EwVrOnZ02PHme8BLtkjBK37GQniQ5b1Pp/l1oqOvh27QffYIzBMkRmQiY/n/9zQGOk2jyx/tABb4DuIW1xniWJJmGpk+dx9btX83FLzJX3jLIzTI6Rk3OSheQ1Em0J5UxGx4K274CJJ5me1+frY39vjCWWJVmUuIW/38dDZ/F4SJs7mIKHi/OmMiV9Ck7ZiV/RPsMRzxHah9rJTYolJEY25YBayCWB20jzOzh77lLT8ehDURWTdLZaxw4bgd1CeTuT5DYmhd4i+PpbJE6axLCqFYS6vd0cHjgsrC3pbicZbgc9ngAtZFOv5FIma8URSQlofV/lp454jP6Q31QU0EvZLZlaoDqvhE7Xqbxd/3b0sbqOOoElB23tM0mjMYz5GiFGKgrEW1tKMpNwJtbwYXOMra7rrGNyhtg+YJu4EBrfiv5+vLyHx0Nn0dDpQVXVEUfJ6SNitjMQGODdhnfJceewpGQJvR6/ab45wMyBZNbq1J3vyH5+EvBEDUyEz5LlZkuDgamVD/PKMZBIGxmtiJrBBszw+dmUGFtbt3Vsizp2R49NB2q3qZPwqzacUphJ6W2E/lZIHbtLszEiJlF2gkyWDPvTCNLUSNRamEWZDI+6D2gzMy2c6rd3buf9xvepzq6mekI12YmiIixeUaUk082hvkP8csMv2dm1E0/Qw7TMafx9xd+F51kxjQVSF3lDunWvrc5kPgQaWH51v9iPfe7kc6M/63OCCqmJaukgX6jlOHOmkOQaPQ20yRJTc1MEb43xOiBbqY/0Tq3G9W+HOpEdoYl8+4xTwJDTWbm8GtdmGYVSqZ2mrkkjHlckjPvuJdMuif4cT34c2XdVVwpNORVsUvqYPftiSnUj4pBlhiYtx73zL9GHzrR9ytvKXPaNo6fWygAxsr52DvoZ8ptZy+m2Zqp84prjV/zU33WW6bnNHd0UBmIOz37Vxm61hJJMN+nu0Z1xD/YdFMbK6NcHPVMrSRK/f+xpfn3rTfzl/v/BpyosWrKI62+9Ho9qzbxG1t7zrria3/5gFTWnXcSsGZXUTJtMmtsMkqzCG/Ry3Y+u49Jll5JflM/U6VOxBbQLOKioWFm022SJJLuYW1mxmRde+FX+8dpbXHDaAkonllM9aw6JKYZ2h2B8paOxwB+RHoMmy1ZUFT92zv/eHdzzix8xbcllqKhUTJ7Mn/73T6xctZLbvncb5518HrNrZ3P88WKB1mWXUVWVNX/+A7/60Q9ISEgg0e3mTw8/qqlAgl7wKhDw8vjjj7N69WqSkpJYvHgxaWlp+EI+QrrvRpIkbGGl4syZM5leVcP5S+ZTVFJK7XGxfEGWINedy5TMKab7VR9WmO1o478L1BpNogLDZklnyTxSExxkJjmjCTZobM/1thew7dDdNJ5uy5l7I0Vk45ohifbuB20TmWuTqc6uNoHasyaJC0jJCH21tH45d7o97QOWZh8nJDRCZF3xD2B5B4ejpjjdEtSO1yzKKuIxMiWZbqj7OwzEDEKwJ8LxV5me255cCb0xUFstHeQ5TqGx28NxZaN/n+82vMtP1v+EzIRMVkxawflTzmdSmrbxxQO1SwZauTcrtoNvG25j0D9osnifqrtG96uFBFUZe3icCH2NMNwbHnoeP+JJjyG+FLI0jvTKGJIkUZSRGN1MPSRwSM2jXIqcd1UDjCXWPbn6cDvc0fMGse82nQEmyjGmOYiMvWg22S1vCa/f2LbRBGot1RjAXqkUAYK0WxekjIBsSsYU4Ts6ZHH+BnBTkpOGw+agMqtSSG62d20XQG1+WiJ2WRJMJUArdvUNByzNXiLR2G+QzjpTBFCqvzfsBJkn79L9DjUZlXzaHQN1W45sMRXMJmYn0ROWGW5QpkdBrfbh140Kar/o+ELYYHPduZSkxP7HQYueWoBJE5LodcwygVpjxO0bHCNTOyKoHYEpy0k2gNqOOs6vOF94XuqUk0BHhGkOyCoDviDdQ36yjK0vFqGqKh81fyQ8dmKh1oZgYmnDsVzxsjMY5Ihd246HCfFOwzsCKIlEWZabl9Q8fKoj2rM+Qeqjs70ZGFvyHi+MRYEHQueyXqlmVYWX6uAONhG7LqxGhpUYnMF3qBOZJenaEJo2mqSY44mdrdr+M0lqjYFlYDghl8TwPt482Mx7De+R5koznb/izMRo0ScSQyTSqEygRNbGxKEq0LlXGyNniA+bP+TRbbFZ3qtmrOLG426M/n6428NMaT9DJFCv5hEMp1fFGW5SXTbBfG1fzz58IV/UpEY7PvO9Yc4PrJU0w8Fhzph4BluPbGVX1y4cNgdnlMVmQuulqcvkjdwYHjk3PJAEH/8YFnzX8n31MS0/VQS145xV2znciV22R2X5+mJjvzcgfC+RsMkS+ekJdA538m7Du2zv3M6Ozh2Up5fzu8W/E54bOX+32v/K8fJupkhNJEp+fn3kfwGzG7sxHl36KHUdddR11LGtcxs12bF9dySm9tndz/LE9iei5mY3zLmBb1R9Q3he0uwLQAdql8hbcBKguRc8/iBu5+ipuJUBYmScVDx5dG1CKzP8BqZWCVgW6SR7AoqfKMPolELYVGVMs2oVVcFrAG0RYKaoqmm0TV5BEX/6y7NMSx1mr787Kuj1K0Euu+IyVq1aFX1uWVkZn2zaQmO3B6crgT/d/3vyEwMcqD/MkpXXUJqjgcdIr2p2djbbt8f2iZtuugnQTBov/sbFXPyNiwFIdaVGgfcNP7qVtrAhmxsfKloP7w9/cht5aU72dMek9W9vfpuMTG383+CgtqbLssxPfnknkiOB3p5uLjt7CRWVmlqq/tPw+KTgMMcddxxr1641nb/ZC2bz4HEPms7dmjVr8PiDUUOxhMREbrvrDwC47Dam5qXQPtROQmIC9zyqGVBlJmRyydmXCO/vtMskJafwwFPPC49XOLuhfTu3f3tl+AsYZMaMGVGm96677uK4445jMDDIuZecy7mXaGtqkiOJ11+LjYW6874/W85IfvOdf5E6Qk4UidIxkjJjif8q+bFpnE/z5uhcVQDSS6NmNEYJchA7B1RDg3ccU5db19/Kn7f+mY9bPjY5ATYZ+mkj0e7WZCrVhr48KwmjvipxNEY9j217jLs/u5utR7aapBBW/bQAc12G/pSCWsvnAcwssjCRAvbGkeYa4+X9L/Pg1gf5sOlDU2N4XDON9AT46A/ig3O+DknmwcxDhnM83rE+L+1/CdDYrid3Psk/9v4D0OYMWh1fGoOU9Dcz2+tl6eAQv+js4a1zXjUBWtAMKyL25D6c5mtuDD1bI5lE6Y/vLPkT5ss7mEAPJbpe2YASYFfXLv6+5++WLtdWElohxuCAbBWN0X5aUXrc5JgIziQTgN3YajaPieeAvNk7Ngdkq54jfcTb/CPyF+P9awRRNlmiII79/GjAzNRPm1UlVC/1r58steBCt7Yl5VBbtFB4vbVZVOz8mRjRMfTVmkb55J8QTX4GfUHa+81MoyRpYHpMa18cUNvU4xnVpTSgBNjdLSbOVVmjM7XFGW5q7OKaZjXaQs6vYYjYd5spDTJZagYYs7z3UN8hWoZi7pgum4vjcjXX73hzKafLzXxlULwu4xltlWQlEcLG/jHuZeMJ4/q5QZnBQ6Gv4DnrAWpOv0v4m9V3W5iRKEjuzBLksZtFGUNV1ShTa+y1DE2Yzp7uPax8bSXLXlzGPZvu4amdT5neQ5IkZliYRZn6auNIkI3jaCIGPaD1w3cN+fmlYw3vuX7IDtc3edP5IyrlwxSkJ5KZkCmMGwqqQdO1bPQ7ANiu6MaZpeRDkvWs+GRnMj+c+0P+dtbf2HDpBp456xmB6ddPfpipW58TlSFwiSZQ8cJoFmWWH48Maq+ZeQ2fXPoJT535FDfOuZFTik+J/i0eaCxMT8Rhk2kbauPOT+/k1QOvcqDvgHVrQ1h+XCXVM1M+GJ3B7ugcm6Q8LymPpWVLuWnuTTx55pPC+YunkIrkmXq3buMaCuCetIDO2HRsUqRhTpS3oarx1S/GGMkAMd76VCE1kx8MkRmKAQ5VVU3MIIDDbsOHyMgm4Lc03zOGL+QTGEy7bI8eWyAOKLbJMvbUfBLs4nXvCZg/S8TsyDvs4YzzLmPmaSs578ob+fP//ASnMra8zxMU31fPwPoDsWMskLqokJuZIdWT7z2IPeg3SZC9ITPres3lF3HRGSfxjQuWc9X1N5OWY7g/AvGPczgo/k3P1MYrKkTOiVHRY/yc+ucaw4cBcAY8vP7669TW1lJVVcWHH37IbbfdJhhHgjY+NBKaNFnBRYBsqZ9kvNjDJotWHilWkTwGtchY47+LqTXKjw8bpcfzoz+WZrpNxgh71GKmoevF6ToAZaKZT+dwpzBWwSk72XDphuhFHdn4pxvGlQxkaFWZiAtsJHZ37SYQCggyVz2o2KcWiTKtgRYY7IBk681LURWe2f0MRzxHeGrnU+S6c3nwtAejvR9W/bQAfRPmgt0NLVtRvb0cTMnm/bpHmTlhpskYwlLmDbT1exnyBUeVK72y/xWhKn3/KfdzSom2gcVjahcpG6ErJln1yHZ2TTmZCf2NJjZKyp8FOgJgWtgsaiy9M439jXzWJjoVRhibll5v1IhEH8cnaKz1k63hKmnODEgzz8qLHk9+SnRO8C61hKn6oebt26FsYZxXagtEZkImKc6UKKsnymcjn1HlfxyPkipp/yewPhXmbObB/c/zxPYnopvWTcfdJCRfYGEWpZSxwqa7l44S1DZE+2lFk6j2lCrKEHszQUuMh4PDwgIeD9T+uzeH2/QPHNmlzb60iddivJ4j0M6tlZkGaD1jIDJ/kWM0RnFmouV13NTjoarQuiAEmExIjP9LD2p3qyXM9D3K8fIubpt2hMkFE4TPAtagdtIEfV+tgZ1o2QLefm2ETZwwFhr039khi+TrCtvbrHRuIOHNt6mcMA2HbCcQZmJah1rp8HQwwR1by9ISHaQk2E3jMQIhlbZ+74jz6vb37BeSsZzEHIFFt5p/Ddp6W7D7IJKqooYB+oHe/Qz4B6L9mgDINg4mVlE9HFsfjpf3sD9URGP3EHNKM+IeWySMcz6PyzsuavhhdD4GTSJZEGjknIEQj6XHrp0tR7bQOdxpkrhGFBm71WJmECusJvWObaRKvBj2h+i08CSQJA2sJrnFfW1X1y7TvuawyRSkJ0Z7wz9XpnAluj7FUfpqn9/7POub1rOkdAknF50s9EE39QxHvRimGUyi3MU15LhzBDZlX88+GvobTDNNJ01IYv1+ca7vXrWI09EBBouCmaqqpgKXvohzuEfz2ZgSlkW7pKC2L6VMiCaUVdlVNA82k+5Kj45R0kdhRiKSJLYI7lcL+Lr/Fh666RskZo5Nup1gT6A8XfQgiCmQVGbKhn7yQnFdiYSRzTPOqq1X88TcJeKAPIL6zWVzMStnlqnYOKKCC01xo2d524baTPdHRH68Wy1mPrEiT/qg2Aoz3vAGQpbFPO1/upFdYrF2c/tmgkoQu6zbm2QbW5NP4rTBf2rHr2aQgvaZ9x0ZGHHfiMSIBogW+5qEQkGwEQltjv0H7tjaOhwcjq5LkXDaZbw4SSTG7CZKfrxjYGpHBGVxQLEelOlf7wl6TNM5ImNpkpJTeOaNfzNNaogV0EI+TT5rj996pqiKCSzr/W98us/oCn9+SQKbGgCbHbfdLfS9egIe4fUAL73+DkcGYmDXqw6Jgsg4s+IDoYBgKihJkqDgiHv+bNqbJxqKAt6gl3+9/6+oPBhi588YHtWJoBv0e1i5ciUrV66MPqSoCh3dHcLr9KA2EFJQVJUUaZgCqSv6mbvUVBy20a/rYx3/NUxtdrKLjCSDrt/UTxuTTFrR2f8IncQbxTfBqjfgh4c0JtAQRgOHqZlThSqNBpxUE1Or5mobXI47h6WlS/lW1be475T7ePOCN019m3q2IoDdXCluiy9BruuoEyQo/f5+QR4YD9QOzv0uXPEKay9dw9lVJ3Du+hu5f8v9UdZSHwkOm5BcOghSITVRJHWMOt4ipIRMyXtFRqxib907p3JCi1ZZfz3JzXmFecwvLWDV+lsE84tITMgvptXCLGosEsaO4Q5OyDshuhDMypnFpPSRpcfz3c3iA/kjO23q+2p3mfpqR+7jliSJP5z6B9ZfvJ5Xzn2Fu066S0jcI5t/Dr1RQAsgE4KkbFKdqULib+ngOxpTe5RmZZFjEySHgCdHUwUUJBcIbEVACZgYs9KsJOwWhlcHhpNQ3LoEP+iFbjE58wa9pp5V/cbfYzVrEHDYYuyrkW3c0bnDpIaIa0gyilLACJCN/8tYlPGQwFplFn2LfgFLfmrqQTvYd9CkhJioM4vqIENwGkYNmY319P8v4DGpBASTKAvpca18gBnqXtj8JM63f0SlU0xojYyKJElx2drR5sGO5BztDyq0xnFnL8pIJGX/WsoDMeZbxfre6MgQE/y54Xm19Z1jY2qNoPbEgljRdK+FKUyJ1I5D9VEWDFLr9VEWVLh+9vW8fcHbJkALseKL0eAod/ggwVEYlQ+bPuSRukf4uOVj+nyiosd6lBTkpiTgstvITcolxx2bj+tX/OztMc/HHdEBufWLuIkdwBsH3+D9w+9z6/pbWfzcYt46FGtX0PfZG5laOa+ajISMKCMeiXcb3jX9jzKLvMBovGXF1IbUEDfPvZlLKi+hOruadFe60HpxuHuYYulIlB0E6FaTSdIB0e/Ufoc3zn+DdSvX8dBpDwnFStDkhHkGT4ggdj5QZtIUsC72jTUiTJ6DEM+ETmFdqJpeNQnFlgATtOKXJ+BhXdM67vz0Ts5+6Ww+aRXzq0oDUxvCxsdKFf8OzcR/wnVwzoNgYQIzlogLasNMqNPmZGrGVOFvxtFDERNEfT7Vpabg8QXGPPJqPMeWl5pAgsPGpLRJwjQJT9DDri7zNdRYuILHgmdyvu925vv+yCuKtjZYFbuswsjUzs6NrVVWuUuR1IFT0e43Y1+tEYSCBpK8R8nUfimm0W5gGi2YWpssY7dpzw8hM4QBwHqt897on4NeYR+3y6IBVATUOglik2JVJVWygewwAUfL82cAjsZzicVrrN4rwZYg7POjnT/jZwEzk+y0WUO9gZDFMRocpT0Bj8DCO2SH8P+8YZY7AfEaU23OMftQHMv4r2Fqp+YZFnVFgUZD5VfP1Fo0Hq9TZuKw5bC8bK7pb5EwglrjxnO420MOvWRLsZtoWHWSVBhbcI29HsYoTBcrsjuUMqrl+tgTWutg8mmWr9X3rAEsKloUrbiFFJU9bdY394wCbUNKdqbQqJPKrGtaR0AJCM6loCXHs/v/xffsL1EmteGQQjwSPIv6zjMsJVyR2N+7X7hJjbIrK+A5Q6ono0dLfhUJ9jtjN4xV4lmS6Wa7MpF8W2ysS5V8iA+7K03PNcac3Dk8dsZjBJUg+3v3C3PS4oHaGrtYwCBvFFCrc0A2uVuP0QFZlmQmpU0SEid/UKElPHOvwjBnlewpIEljYhqNDsgmCfyRnZp5gCFBaehvIM2ZFtchUwMlqiBvA7AVx4DR8XnHC4WUja0bmZc/L/q70y5TmuXmgAUrOJBWSZpHBxrat8GEWOK8o2uHUPEsTC4UCgKR77dYaqdZnYASrukVZ7qjztElKSWkOlOjQ8IHA4PU99cL34P16AiV3vYG2H9IA9vHrxb+GggF2N1lkM7qvitVVeMmTxEGItmZTEV6BXt6YozU1o6tLC5eHP1dD2oBPlUqqZB1RZmWrTDlDKxiy5EtBNXY+StJKSE/OZaUW30n0wwAozpzOttaYkW3bR3bWFKyRHhOSaabvtYDzJd3UCE1M0Vq4gOlhsPdNcwvN7cbRGKkftqW3mFLE8ysJCdJwT5o+oya7AxhbanrqGN+wXzh+b7CedASm1V5fBjUxpOt68MT8AgKFYj104J1T+1UneHRH9s7SCtZgFR9Zdz/keZ2kJboYI9PXFemSI209nnjjjUBeKv+LUGF9NN5P+WiqRcBI0i3deY7S0uX0u/vjxolRdRB+ijJdPPxgS4AjpBBk5pNkRRmRkN+Ddha9Ot3e7uF1oGgGoz2C0LMJAo0YywhwiZRS0qXsLFtI7NyZrGkZAlLy8zGbRMnWIBa06xpMyCxy3ZWlK9gRfkK7fiUoMCENHZ7cBFgXaiaqfJhcqVe9iglFOtGVRgVM1ZRnOGmtc8M/Bu7PVTEUVCNFiFFjRaMAti5N3hR+C8qW66pIiOsdvntZ7/lxX2xER8fNX8k3B+R1pqICglgVeAWAF6cPp85pePzJ9GH3ivCRogrbW+wWy1hWlJmdK5pVXaVUDDf3rmdRUWLor8nOGxMSHHx74Favqb+mD1KMR2kARIreocpn3B0hYF4PhYlWW7Y+ChS82bmOrN5WzfHfmPbRpNqL7F8Pj/+wnwM+8dgFtXr7eVAX2xflSWZ2gmxFjKrY5yiW1uqfWJfbTxQ5lWdAruYgJ9AUB3VKO+omFqbtXzWG/QSUkLC/QUa2xgp3A2QRAq6+8TbD8k5xAujfNbtcMfm04aU6IxaoeUHwO4CSSLRYQa1xnNiBI5+HKIJpxK0zKuMANQIoOOCWt3/G41JdthlJCTTOCKfIqE6nEh69+WgF5yx1+ody0HLQ/Sf2xcMS40RrzHVgjkPhAJ4gh76fH30eHvISBhd/TTe+K9haityDAt6xy7QV5sT0iE7BizjNR7Hc7GLxNYOEdTW5oi9p4d7hpmhB6BoUsHirLFvOAkOsSI71lmhqqoK4yFASzQi0dwzHK2a6CPZZY+yS7U5taS7YqCk399vqgAClGW7kYAKuRlHWF5UITVxKI5RTCRy3bn8csEv+eqUrzI1Yyq1E2qjN0BIUWm2YGpn6eSqMwyL746uHSa3uaKMRLYpYoJQLR2ktd87JlMD0JKUysxKpmbGrpm40tSACNK+DFOrRmSzRxFNPZ5o4j5ZahFYZzzeAAAgAElEQVT+ZsvRAH1lZmXUph4045Qeb4/wXKNLZBdptKm6xSXkt5w5eMcnd3DScyex/B/LuWXdLRzsE5nShu4hJkptpEux89ivusksjSWnxr5aoxQc4kuQmxMMRjgGmaCpkm2Q69Z3DpGChw9dP2CH65u86ryVu+yPMFEHBCRJGrWv1ggcJBQ+c32bm3ecC389H964yTRHt93TLshw85LyhN87Bn2W926CQ2aCzqDIKNszStKMTNR21ZBIxzHYAvi0zTDKx9CWYBznYydIuSSqGGqKxXaOeH21C+Tt3O14hKvsr7PY9gVz5T2jjvUxsvBjcT4uynTD/vcAlRqvWEm26stzT5yLT40lHYVSF4V0jLpvAGxq3yTMgCxMLozKX3uG/Jby3qk6gJauKEg5o7v4lma52W1gaiukJuo7R/Y8MF7HepAV12RLVwC75fhb+PWJv+biyouZkTXDVAgF870x1nm1aw+vFZiUqRlTKdbNfd8dLtamM0C+FLu3QpIdsjUl0NmTzub9i97nyTOf5IoZV0TntutjokVecFAtIKC38e1v0gz9RghBWopWrN2rFnNF4Mec4HuQWu/D3BJcHVeVEC+KRppVe5TR0jtsCSxSEhyk58X2J2OB56OWj4wvEUbW6WNn6/hG0xhD//nKpDZ+7HiGJ52/4fKPl8GDWtFTX+SAeHPEE2knk/VKNR2kE0FoX+b8xStolWa6Yfdr8MXfmHtQZLU/azfva/FMEMcCakcyQFRV1bIgP0W3NhvzKiNzCRob6pdFMzwNqJiNnvQRUkKmcS/jYWqtmEYr0K2X0A6ohvsk4BlxtI+pnzae9FgSz5MUBrMJtgQByAWVoGner5GpVQGvsWfVwgF5pIIAaK05WVI/k6RWCqQuMqRBnARx6P6fFejWhyxJOOzWRYmQzXAu/eK1ZPQV0kuPIcbU9pBCj5rMsOpEUSUkp7j2NfY3srdnL00DTQwFhix9LY5F/NeAWlOfp1FGVzIPdDbq8WbVNnZ7UOIYkvhCPpOkRZ9EqqpKU4+H6Qbn4x1K6ZgHrEdCv/mbzaKsv+ymgSbBkMBlcwlMwIE4gLM8Jxk5zETZZTsnF52MXbazsHAhP533U0EeHImJ2ckmd8MKuZmDcYBfJNIT0jmv4jx+Pv/nvPCVF/j9Kb+P/q2932u5uVbZY4tvWSBIsqQtBKWppZxUdJJ5QXLZaXCJx1wlH0JVtQ38aMOq2pmAj6xhI1M78ry8six3dAHuIJ0ONQZypaBXGxtxFKFP+iuMIy0maOA8wZ5g+j5HA2VgcQ0aCiuKqkTf5/DAYd449AaybvkIhBRaer2mUT5fKJMo1ZkXGUHt9s7tJrmRqYAVjj2jjEgaCAzglGOb46xcEQDWd3mi5y1R8lMjH2K2vE84PrDoqzUYxBh7klVkOlVDn6rBNKUopYi3LniLD1Z+wANLHuDGOTcKf48HKkoy3cJmagS1RmVJotNGQVqsYLbLKK0cYayUsZ/2hDyRUTMamgSxcaLvfraf8gSc9gs47lvUFCwQnrO9czshg5ypONPNPsWwtkjNI4JaT8DDgV7xvtH3JcYHZYmwT1O31BgSu7qOOlPBrDQnk62q2I84V94Tl63Rx4dNohHXiYUnRr+7eKM7ZiW0ig/kjO7SWpqVRDsZ9KqxxCxJ8tHVFL93cCgwJJjGSUhMz4rNMhaTfpWv2j6gVtrPxNSxzYCMhBHEjXVerVG2bWT3IyoBI0vrS58cZT5SnCmWkm19FGUkmtobAtg5qBj6VUcxPTKGUb7dSwqNau6IzLlVxJ+1Gn9f29O9h7ahtrh/j6dAmpidJKwt8/LnCbLH/b37aR9qF15jNIuKxC6LMWyRsBqBYgy9EZNR/UGK9t0Y+5CtCt7xzvdI529d0zp+s/E3vHXoLVoGW0zvGQ8Ql2W6oElTZsz1imBlS/sWE+iJV6yt7xqKsl3xYqR+2nhtNZW2WI6QrigUO0SFndGtGEC2OQiosQKPLKk4CYxIFpilrk6BZbV6bSI+Ta4aPtfG/lQrsyM9qPXhIKTq4Isa0orxFmHZT2u3BrUJJqZW20slSRpVguywSSY22yRBNphFqapqlh/rGE5VVfGHFJLwkix5yZb6KZY6SJGGTUytPjxBj+k6dtlF5jt6SLJFgSDyYyhgMhUzfleRa7dLTeWwOoF9aiE71DKcDvGzG4ugVrO6j0X8F4Faw4JgMZ9WH1lJTktHLX9QsRxCDmHzC91CVJBUIPQRRdgUI1O7T55IdvLoc7yEw9UtvrvUEhRVdzN0H7TsETBK22on1ArSjQNxEqdygyTxu7O+y4crP+Sh0x7ioqkXCf0gkZiUncQhNY9Q+Lha1EwOKAU0dIzcu2CMeO6u+pjhiLGOMvDYjGtZf/F6XjvvNe466S7TTQTQmyFucNOkw9jHaBYVL6zMFqZKh5HQLcoZZQQcbja2buT3n/+ey16/zLQ52G2yUIQZb19tvNAn/ZNlkanVqxSMoMwIalMTHKbRMztG6aut76sXZCipzlTBhKWld5iQopqcj3fbp5KSEPtfeUl5Qg94UA2aNux4m/8m78hO0jfMuYENl27g6TOf5gdzfsACA8Bq6BoSmDGAvWoxZdnihjBepjbyPkLEcVDNTMhkUdEilk1cJjwe1xXckOQaQe32zu2mwe16ieUetTh6DwPQcwh8Zlalz9fHrm7xmPUFCEWxMtmSOEIGmTOXw4nfh7PvpSiliAxXjPX3BD0mRr8k022aD1omtdHSFX9k2M6unQKzUJZaRqozlmDHnVGb4QwztTApECBJib1Hr6+XxgExgS7MSGSTWkmvmsS7odn8OnApW9TJdA/56feaR47ow8hsnVQYm6Ns1U8LovwYGNO8Vc0sSjJ5MQRb4xcsdnbtFKRnE9MmCuuq/vxNoJd7HA/zsutnfPfTxfDAvBFZEH2YQa2Rqd1oei9VVfm8XZy/eVJR7NwFQ0qULTP209ryxbVutLDbZEv21DSeZpxu0qO1Dow1xjTyarhHYFN++ckvOf2F0zn9hdO5+YObOdwvrnFW+xqY1WxprjTT2qefKw6iCkkf+0foC93Xu4/Tnj+NG9feyFM7njIRB5GCaCSMa3TknpiUNkkAFt3ebqHID/GLAvF6xgH+ffjf/HXXX7l53c2c8eIZPL79ceHv8VQa0+3NEGaxJgaCZOkK9p6gx/Q5091Osi3Gginq6D37Rld/fT9tPIXZNLt4bqrSxbnccSXIBnZR66uNf/8b38cIsKyIjMrSAhYcfxxV0ypYccapBPrEz2DVV2sEZcNhwFh2wll0dvcIYAzgzjvvBGKs9GXLLwPMzLBfV1BwGSS0evMpK1C7Zs0arrvuOkADvnqg+Z0rLqS9z3CODaB28eLFfLE5RmLJkiyYRAVCmvTbKO314Yy2TIFGcOlz7ZASwq+Ir4nngOyVDNekP3YejdJjt8MtFCxUVbVUmKmYnY+NMnOjKvZYxTEBtZIkLZMkaY8kSfslSfqRxd9dkiQ9F/77p5IklY33f5j6SYz9tMUiqB3JkCRe5dKYXM/MMfbTRpyPReauK6Vy3A3R+mMbJoGDqqFSbNF7adz45+TOEX63YlHdeJmV3KX1IIcjNynXchyNPiZmJ+HDyVf8d1DtfYwFvj/x9cCPONgV3+hjtLDe+FUmKuL5nDHpdJP7nTFSs4sMZlGBsFnU0TG1wZBimRjPkI0sbQ0XvXYR33rnWzyx/QnqOuss5dv6ebVj7av1BDwmVksferZoskH2GWFqwQKUdVnItAzJ1mhMbb+/n8rMSmySLfo/9Nd8Q3Scj9n52BijSZDjgdoPezJBL/vrbzLJfJ02J7U5tXyz6ptCLzdoyZ2LAF1q7LvZoxSZJLtGRmB3z24BOGYlOUl0iBvsXqWIIdVFIG8W1H4NskS2b7TQJ62/sT/CHfbHudC2ltmJ7cK9m5+cL8gq/YrflDzp+2q9uKhXDTLMdnPC/nn75wJorMioICsx1t/a1u+1nEOXaGilkHR93anOVBYWLjQxFiWZbgZx82xwMfcHz+W7/utY4f81Dd3x15bxOEfrYxb7wKuBZRtQbdiAjcZYDpvMy8mXMMv3MKsDN/Fo6GwawudvJCOrhv4GDg/EknGH7BCu830WoNZJgLyAUXExui9AxDzHKEEeaXTJSCZbIDLdU439+k63ZgU6hjAqpHarJXhUXdI0dAR66oXn1PfX063rR3Tb3VRmxs7D4Z7hqCu9EdQ6C0ZuBbGKsmxzkXS3UdFgcY/EC1VVR5iRHJ+pDSkhE8Ma7/lJRzbDO7fBw4vgNxNh12uAqC5rG2rjrfq3cNnFJPVQHMA00ULNtrBAdOY3FmpM3ibh2N8RH9R+0fEF7Z523ml4h7s33c0DWx8Q/h4piEbC+B1HQK1dtjMtU1QyGAuORRZjkQCaRsgLjEoc/bUH8e/7yb7Y/SYBc+2i14RVa41RgpyMhxrpQNxxX6CBMuP6N2tCrLhpJY+WUChVxfv4/7H33mF21HX/92vm1D3be8lustn0tmkESAIhNKmGEooFrCgCit63oqg/UbF7IwIqIrcgKigGIdIMUiSEkgRC2ibZbOpme+97+pl5/pg958z3OzO7G+D5Pdd9X8/nunJdmXPmnJ0z8y2f8n6/P4vKReSNc1AriUUp0XErteNVGuMJzdKqTQEy/D52v/Q4+/79BAU5mfzx938WzgnGgxZ4tByUhZCCMYegNsmnfeyfjwFGpVHkhE5cqQUDdpvnz6M8q5wZeTMoDZQim/kaf/OnJ/DlSF1MpHuV0MU91e8WYc7RhIaKLnB9dR006Ty5kuxz+yy+pJNYVFCXCnKJSEosysKnlaDHSeVj2VRFwSP9vQx3hnGdngyyPFl8asGnbK/n/dr7FopSFMUF/AY4H2gB3lEU5Rld1827wmeBfl3XZyqK8hHgZ8C11m9Lm4sYVV7jKwoyvQx05ZBiuYT6YbSNTJdKUUIDlxcqllq+o7ooIKgmAmQSItLwCnT1GNnY3CpYa8ThcjncTMQHI9uXTZBqNQ3JSegK8UKrI6LrOieGTlDXU0ddTx3zC+cLzeDlgHufXs1MTNW39j0wTaw0yZXaU8pEtUeZ8wawUt3P9e/8AvbmGA3l519mEbGxsyRMa7/EXe0PxugfjVqVqCdhdhCgEgbI0kwLuicTcqdazpOtKj/DIha1SD0+LoSxebiZyqxK2wSEUzufpR5pgy2vZbF7lCMD6eDtjbY3WDVFfFbmzctcqR115eDUZvqBPQ+w4dAGFhYtZHHxYi6qvoiZ+ensavK35TMkCJUlVC+u/OrUsV2lVhY1qMoPsK81/R3WXrV1RjA1BulfUrKEJz78BKF4iPreeiErCOls9qOJ81ihNbBEPcoMpY1gsXVenlp2qiBIIm/+M4qzLK0tAJqGEiSqZuPqNi0tXQcsbbmcrLE3yJ7EhTySuIAihpitNtOqF3G1FNQWZRRRkVmR6jca14yekrXFhgOtKApVBRmC8M/vExdzf2Idf79o9XsSTEk+Ww9xLne9iU+JcR2vQP2DMFKf6r8NhkOzaTTdKmVX1y6B+z9dglPX69OYgSlr31lnEeux9KedAHqc/luZKWpD0r6y/Ct8fcXXmZYzzXauVeQZ/Uxvj39efCOYYCQSt0XYTBiUOcAL5w6LlabarGlsi6UTQnu696TEf5JWVpTP4X6x7QsYyVCn1hsyfHZ56XIhM20nElWjtBuq5UnLrQJ/DgktweGBw+zq2sWB3gN8f9X3hfmWbOvTICXL8sdpXTKeyBaIldo5ilQpK54YEp36CVLLpgQudmszWOUyzdmmbVCQ3lfkpODi4sUCZ9WMQJortfNRyiaubMsmi6mBXaU2HbDs7d5Ld6ib2qJagQeftJ6RqG3CR+bDg8FP+93e37GvZx/7e/eT7cnmlWvSOhlOld25w1vhrafSLxzfAouv5UDvAYs4nhldBumgZ4lyBBWNPfoMErhsg/vVU1Zz/577U8fb27ej6Vpq/E0tyMSlKpZAZWA0zEBLA3kjRw16Tl464bKnS6RTyX6VvGfPlcefCb2woGiBULXc37tfEARzhh/b+wXBWJDDA+K8MSeFE5ru+NmSAfF3rShcwAs9aVrcjo4d3CCJvs0syeLdYx1cqm7lItfbrFH3MkSAxzrOh1oJiTRmdT11EwggWq+vSunGp5tgoxkFLKo4Hfamn20qGP1eek2zaxplDd2kvyUdh76dTtTYVWnlquPKU5awp7E71bLp4V8/zL+e/hfEYf2V6/n+978PwLVXr+fwsUYikQgf/8yN3PDxq8WWOaYK4+23304oFGLJkiVUz67mR/f/iBXTVvDOiXfYuXUnH//RxyktLWX37t2sveBSps+ey18fegA9Msw/HvoFM6qr6Ood4KYvfZSmJmPNueeee1i92tqOsa2tjQsvvJCjR49y3kWXctPXvwvARStr2fD8y9QUwQ9++d88tnETVRWlFE2ZzvLly/na176Gpmu8+MyL/PDrP2R4cJh7fnsP0z+UXhujcY3tW9/kU3f9iML8XI4fO8qq007hjl88CMBNN93EO++8QygUYt0V6/j2Hd8mw53Bt7/1bZ555hncbjcf+tCHuOuuu/jnM0/xgzvvxOVykZWdwx+e/CcA4ThG8G5GHMaC6N4sRiV+rYVP65Ds8LlVy97vUT3MLZiLqqhEfBFOq7IKBn4Q9kGoH58KHNF1/RiAoiiPA5cB5qD2MuB7Y///O/BrRVEUfRyyRYa7l4EZRpuXAeDSzdIJVcYCsCYY4h5vDR6PVWlraoF10V6oNHL22z9Iv1C6CNbejq7rE4tE9QUtWcSjegWlhVYFr41HNvLdt76bOl5buVYIauXFd79WzeUukwMmwT87RjtoHUk7Y27VbanI2amTLlLHeFSRIWh8XajojWdJmJZd9fd47+h7C2ptAk4L1KhkrsCNdrKqggB12nTOd6Wr14uUY2x12ICGo8Nc8tQl5PhyWFy8mKUlS/nsws+mJt5xh+r9YvcJMNNVyhaz2qcIQdlbrW+BJKhtrja+qS3k09HbqNemUlZZwz/Osw/C9nTvYTQ2yvb27Wxv386s/FliUDu2eckiUZHcGgImSEgSppXctPrCfbSNtgmVSzmj3ayXMKQHyFHG7l9kCAZOCM4nGNk2M/QpfW3G/duQOJsNGD2Jswjy6VLrRi1Xavf37mc0NpqCQ2Z4jZZSLTaBymDObArMQW3HvkkFtf2jUQZDyWynQg+59Gi5Y+18rGvHwqKFqaAWDMciGdSCkZQyByrJpvXNfSGWO7cwdrSkYzdHacKnpLOy4YxS/DniPVxaupRNjemgdmfXTj7Np1PHNZKzekCbyqXmPsQ2fTi3t0siUVJPYbt2PiD2xU2anSqu2bxulfJcUUU1ac19QVve3kRBmVOP2tKOLcLx4qlr4OhfU8dypRaMauPrNvHheLxaSyufKeKYtOPUzpad95J56LrORU9dJMAqPzn/k8I6kAxG5EptZfS4o0rp/h6p0l2Yvn+DEidvtgyJlni+I9ER9vfup66njoSW4MbFN6beSyKkzK3lduizWWV2B068CUs+mjqUoZUyAunoWLJWRbOBa9vDj3Vd59jgMXZ07GBm/kzhO20rtRb6wP6U6u4Th55ItZYrDZTyjVO/wfnTzk+d2twfxEeUKG50E/itKj9geRY+t4+/HvxriqcWiofoHO1MBSml2X68LtUSDGyOzeNG85bbaIzribo1QHpv+5J7I+e6djGkZ7BNm0+VcicgBvMLCheQ7clmOGYkmgciAzT0NTCv0BgDSXV6c5LrG+6/8mnXC/h/P7ZuXXoPnJJej2Rag3yN5nmVRZAq1dQTU3GJ1JpC8XnL4zoJP/YR5WrXa8xRmpmjNlPUM4LokhrmUl3cfdbd7OnZw97uvQRjYo/U9sGQbbI72+/G2yEVGaZfAKagdmfXTktniVljNLrvef6U2muLGSLavBOwTx61jrTiUT0pxIs8P+wqtXZzeE5hGmkFEE1EjX66tn/1vZsZKeBc4VVAdZOIRXjlrXf57E23EvAE2PTCJpqONfH4i49TEijhM9d+hi1btrBmzRr+8PDDdEfdDA6P8rFLz+Giiy9iqlksPxZKzdmf/vSn/PrXv2bnrp009DUIVV+/y8+ePXuor68nPz+fadU1XPHR6/nHc8/z7MN386uHH+eeO2/jy9/9Bf/xn7dzxhln0NTUxAUXXEB9vRUNs3v3bnbt2oXP52PW7Nlccd1nKasw5lUcF9t2H+TJf77Crn/9hXgiwbJLPsXy5cYz1HSNRDzB4y8+zpaXtnDPT+/h8g+l44SkQFfdnl1sfGUb5ZVV3Hz9Vby86Vk+/8mP8aMf/YiCggISiQTnnnsuxw4eo7Kyko0bN3Lw4EEURWFgwCgH/tdPfsxvH32S0vIKhgbTVJ9oQgN/QAxqo0HCqluoJLsUl6W3ccQGegyGGK7liSuK0G3k/y37IODHUwDz7twy9prtObqux4FBwLl3w0nYlkAGGwrspbyrbeA1Fvn+ngZIxGgZbhEgUBnuDItz1txnVT4+oE+zzQ7KSn17e0RRErlSO5ECsgw9XlS0SBhgw+EY3cNWdc1FynHxhfIllnOczC6jDc4cneePPc+Wli0Wtd2k2QW1do7dZKwqP0CdpOy6UD3u6NzWddehozMYGWRLyxaeP/a8BJ+1/00vlX8ezvmOUeHOnw7ltZxWfpqwORwdPGqBkZmD2m7yeFVbSgeFHO0etRXOiCViFojR4qL05m9u+TJTFaHHaomYqHCpLkEEBqyVLuuYVWyqtZPvV2tXIR8hYEsBKA4UU51TnTpO6AnL+HaCILd4JVjvOGq+ZnOiHFTlB1L978w2Ea9WbouUNLsxPhmhlGQAL3OSY2XWSrfMq93TtUf4G/K8rTc/1/zpkCEm4XpCPQLyQFVUlpdJ1AaHSm3Ne2yT4dir1ub+9YX7xISe4hYggqOROL2jVpGQKUoP3j6T4I+ismjBR4RzDvUfssDn7HqZgvMaEUlE2CE5uOag1kn52NKapmQeiqIwU+K+ycnWkmwffo9q4dROo53uPqtqb2+oV0jQuFW3oPouV6Jmy/Bj05rcONjIqr+u4oYXb+DenffyaP2jlvEtP9u3NWlNPyFCWuW5LyfNkmNvmtIp9IENefIgy1pH+uexf7J2w1ouf/pyfrj9hzx79FnhfTnpA9CiFxM2wxlD/TBiILLMc78z2Em2V6RCNfcF+ZJ7I3W+G9jovYOfuh9khXLQ1i9IVivMZv5+VVVsIbQ7tVloJhE8Bpqgv9GKLpMS8fGERnNfEA9xTleNoC5HCfEh17tU5Fvnrkt1WVTP5X61cmuckO7Db0rEySJbj1/yOI9d/BhfX/F1Lqi+YFzqgCUYK5wJpoKF/Nn9vWIf8fI8P6pi9DL9jvvPXO9+mVPVBmpoZaRfFL0Cg4t47rRz+c/l/8kjFz7C3y79m/C+E/S4Nj+KYu6TrrqZPuNCQagsFA9Zgu6ZJVlE8fCmJvqH3h5nuPvlMy9n68e28scL/8iXl32Zi6dfLLxvV6m13MfiuWS4MywiknZiUe/XhB6rNpXaEF5C4TBLLryewkXn0Tcc4vzzzyfgDvDW5rd4a/NbXHX2VZy98mwOHjzI4cNGhvG+++7j8vNWc/1l59PZ3srR4002YlHiOmvXn9ajelixYgXl5eWobg+V06pZueZs/EqMRXNn0thiJBRfeX0bX/ziF1myZAnr1q1jaGiI4WErTPzcc88lNzcXv9/P3LnzaGsR1/XX3tnLZRecRUaGn+ysTD58kYEs0HUdTdc49xJDFG/+4vk0N4mfTSYFFi5eRuW0alwuFxeuW8+7bxvJkw0bNrBs2TKWLl3K/v37OXDgADk5Ofj9fm644QaeeuopAgFjHVq9ehV3fPUWnvzLH9FM0ORYQkPzWMWiZOhxpjfTkqQLxxKo6AQI4zJpz/g8Hwiz9T3ZB/GX7UJv2YubzDkoivJ5RVF2KIqyw+Z8R/tLrN2Cv4c098hsA2TTq5jggYko9B2zOA61RbVW2X5b5eNqWwd3Rt4Mi6iB2bEoyhJ5eRZOY/dBoVG9BXpcKkOPnSqNjeILFeKml9AS1PfW8+iBR4WgHuwz2mAvTKDrOnftuItbXrmFNX9bw8VPXUz7iChUYOewWjLvJfMt5wRjQXpCIhywqsCAH5ttntJMe589N0V+vnK22ElsITr1LFjzNbjmT/Dl3ZBdRo43R6jagdHTz2yV+QFbYv5wJE6XTfKhfbRdGC8lGSUCd7J7JJKCuM2S+LS+cus9k4Myp4y2cI5FhXvyQa1TFcuptZZcCbTwah2CpQNSdYrO/SS0xISBo/P12QdXE4ltnQzM7bYtt3HNs9dw59Y72Xh4o2WemfsPL5U4yb5p4n0CmJU3SxD56Y/00zjUmDqWFV53aHO4MvI95ocfpv+Gt+HcO4TvkwOy+QXzBREmSFfLkrZAaeR77kc4Z/Sf0PwORCZuS2G2SQnijJl872flzxLENOwq+gCXZ0pc8spTyc+vSQmV+V1+lpQssTwPpzFr5zyCAf82K4CWZZYJfY2dRKKW+GTlY2Mey4GJrPWQrIaOkkGzlobDuhSd7kZrkkdOls3JnyMIpZjvuYJmVVY3BbVV2VXCOjUQGaBlRDzfTgHZrKhK3zEYMn67jEDyqB4bBJIxtmSUVDB/ri3XN8+fJzxTee+029d0VA7biEWNxkatqttSwrq5L8gcpZksJcxS9QgfcW+mSulyHOMTaR5U2nwugpe+AnFc6Me2WNFlErQ3SatZqhwmU0nvO93kkTvNWtUFOE3iXspBrZxwtEC3paDW4/JQW1zL9fOv566z7rIIxpjX5nmqPZ82aVXZVUJSYSQ2womhtE/mcRkokDhujkpidL1HxXlkZ7LT7iQSdaa/UXyhbBGKL5MVpSIKSR57SWV/MyUpqPuIjPSlerDamc/lY+NbYCIAACAASURBVFnpMm5YdAOrp4gQWLsig6WP/dgclvc1O5XhD9KcKrX+jAx2797NiRMniMbi/OY3vzHGhQ43fPkGntz8JE9ufpLDhw/z2c9+ls2bN/Pyyy/z3IubeeLFN5i7oJZIJJISi0r/QfH3yP1pk3xan8/YPyJxDVVV8Xp9+IiiqirxuIFa0TSdrVu3snv3bnbv3k1rayvZ2dbODMnvAnC73SQSIhUhpkt+4FhAGU1E0dHx+ozf4PV4SUgq2Mn7J49Lt6py/Phx7rrrLl555RX27t3LJZdcQjgcxu128/bbb7N+/Xr+8Y9/cOGFhijl7373O77yje/Q0dbKNRecyUB/eo20U0C2u3eyReIaGUSYqbazQD3BXKWZCqUXv4PS8v8N+yCQBy2IsPpKoM3hnBZFUdxALtAnnYOu6w8CDwIUVuXq5VHjgbpdqiUqblUhMfZiU6iL11te56yqs4RznDLuDVolq0y97ujcz+5hqUpWYl3wm/uDtpXay214MG7VzWllpxFOhI1m9UWLBFXQpGPSMObwDJJFs1acht5ocYPXWGUskhOJRMlOJ0Ax/RTppqqpyycIkfxixy948tCTKahRSaBE4KfYVWoVNI53W5209tF2IfDsDnYL/KNwLGEbzM22qVaAEYQ93vA4+3r2cWzwGFfMvILvrfpe6rSKvAx6lTw69HzKFOM3+pQYBaFGW17eRBltp6BHVsZN2qqKVYKzubV9K+tnr08du1SFmqJMDnZY79WRrhFKc0QYx9ScqWy5dgvNw83s6d5DJBERFrKmcUSiFBtIuaUtjaVSax2z+y0qzZMLas1VZNmcHLsV5SvYcGhD6ljmdM6S1c6T5wUrEGptXfX88+hz/GLnL1lWuoylJUtZXbGamjyxp61jD2KHxM38wvmoippKljUONTIYGUxB0+S2PkmzE4zZ3bWbzmAn9X31PHHoCR6/5HFBcbx1IJTiDy9RxKDWaxPUulQXi4sXC8qku7p2pfqOul0qU00QwWEC7NQN1MmxnlGWS9SB40MimkOu1IA1abZCPcin3C/C7hdhN7DoGlj/35bPOZldwhHsE19yQkYOCpxEos5x7RapA7ONte3/nP5/yPPlMTN/pm2vVTPCx0WCBUojK9SDvNpzoeVcgG1totO/qmKVMHedglqn4HFpyVIK/AUpmoTd85hWmMmhzhEO6lVUkYZrBpv3wvI1wrknw6edovSSpZiqN/7cVEsVMMbegqIFQhKqrruOquy0CyAnfEL4qdOns8w8tk+8CYuusuxrC4sWWiBuqaBWCniclI+XFC/BrbiJ68bDPzF0QtiPynP8+NyqIBADcCBRxSK3KYDtPMD+QJZFNdpaqQ2xTkIcNehTucJhjZhwbXb43LGsZRT1pNfJlmMvWdBlciUuCT0+wyX+jX2+pZztIP51erkourmzcyeRRCSVSJIrtUkl8yE1l5yqRTBFTLhPZOY5bxWJEhO2iqKwoHCBEGjv69kn9FyuKjCoDQf1KuaTDnhDLXvhFPs57GROfsES5ZD4QqUxR08pO0WghrzT8Y7Aqy3K8pKb4eH58Gk0RCs5qE+lSS9BR+WqvqDl3k5kA0EzrSZtlmLBmN+3qGgRmMAc4XgYvieqzte3D1Guif3mW/VCCkum2MJKxzOnoDY58nJzc7nvvvu47LLL+MIXvsAZ55zBfT+5j0vXX0ogK8DxpuNkZWQxODhIfn4+eTlZ7Nuxh727jGRB0CIWld5/PR4PA0ERuSInVMYTifrQeefw61//mttuuw0wYMZLloyPdFRtptSSFSu54/bb+OYXP0M8keD5F17ic1+YNa7AVtKSle59u3fS0nSCisoq/vXsRr508xcYGhoiMzOT3NxcOjs72bRpE2vXrmVkZIRgMMjFF1/M6aefzsyZBvLn6NGjrDj1VOYtXsZrL79AR1srefmGHxLGiw+FZK1RS0QJxsUfIwe1hvJxgnwTesarxHHpCaH90v9t+yCC2neAWYqiTAdagY8AH5POeQb4JLAVuAr493h8WoCwVsqhoz8HYN/3L7AEKd98/Zs8d+y51PGj9Y9agtqyHD9et2qZWPsTlaxymxz2rgPsGhGzeHLGM57Q6B4YYZZHXCwOaPbwY4BfnfurcX6hsfk3mByePfoMwUGhdQdUraA31Cv0GFQV1RKU2VVqU3zapJUtTPX0S1oyoAUjq2gOapMwratdmzlNPchMpYVZSivf6vgpIG5ce3vEAGh+4Xyh0m0nqa+gMUeC0iarFf2R/hSPCazVhmRG9tHh83ArCeq06dRpNXSRb+HlJbSExXGQK7VOkGqnxMjKipWCiqMsqAFGRtspqF0909pPUVEUpuZMZWqOVSjLvPHPkNv52Cimyo7Tgd4DJLRESo7dDl1ggcCPVWpD8ZBFzt5sPSNRglGrUIrPrVKSbW1hAFgy2gd6D9AT6knBt5zgx+/2eiBQBMGxBEo8zK7mLfSGe3npxEu8dOIlPrfoc9y67Fbhc07QUafnG/AEmJE3g8P9aXLlof5DKT6w05xPPadQP4T66fJn0RlMw968qteG1mB8JocRZqjp6l0CFZeNAB4YSRk5qL1y1pWp45qiTNs14XjPKMunifDjmxbfxPpZ69nSsoXXml+zKKCGY4lUJTlpFjGhMufWKgktQXeoW0AeJCGWHuJUKx3MVlqYpbbQ3HUlML7TP15QljQVjUVRKSkz6wLAmLvjWfLZ/tj9ey5zvZmqcB0erSQUvYQMr+jYyZUsOSiwE4kKEKY4bqrUKioUGeNieelyNl+zeVxF/bRYVBVn67tp1Ms4qFcRjubI9H5LUGutNKafrZUOMt9SDV1cvJjeUC+LihZRW1xrgcPboR+2a/NYZkYhNL4Bi66yiETJydq+0Sj9QcPZXKKIFdOsqfYOZsATYH7RfIEvvaNzBxdNvwgwIL7VhZnC3gv2YlF12eK6JydUADp7eplq4oEmdIUjeoXjGmFZm3sOCHuH0+d2uRZhTm/s7twB2ek91g5dltzXzlTFMdBaII5Rs1XnVFMaKE2tW+FEmD1de1LJFXltPq6Xszz8WwIFZbz+6XMcv9fODOVok0iZpZ2PdV1ZWLRQmHP7e/cLYm9V+QG20UeDVmVIno+ZcpJtmgCa+uz3jZqQhAKpMu6NjEDa1bWLWCKGZ8zvUhSFWSVZ7DgxxVJJPtQxfNJBrR16REUT9hFAqNQ2D6TvcbKfqXmt8bpUQpqPPNK/3Y+hgHyyQW1snOpz0pYuXcrixYv529/+xvmXnc+RhiOp9ju52bk8/pfHufDCC3nggQc4a+UpVEybQe1Sw/8M6XJQm74fn/vc57hw1YXMq53Hzx74GSD2pwUxqJXb+dx37z3c8uX/pLa2lng8zpo1a3jggQdIaAlC8RDBuIEgNKNEFUWxBLZzFq9g3YfWsPj8jzCtspxTFs8nNzfXEtT6VPG3aLqeun+1y1dw70++z5GGAyw7bSVXrb8Sj9vF0qVLWbBgATU1NSkRq+HhYS677DLC4TC6rvPLX/4SgNtuu40DBxuIJzROO+Ms5sxPz61IQh8TizKuKagoAvrNo3rwqmIyPKl87FfkdkM+8iYR1LaPtLO7ezdTc6Za9qT3Y+87qNV1Pa4oyheBf2EsIQ/rur5fUZQ7gR26rj8DPAT8WVGUIxgV2o84f6Nh88pzePE753O8Z9RWDfO6+dcJQe229m0c7j8sZCpV1aiGHpFEOmQu0nDnPo5ExQqJDC9tHwxTozfjVdLOe5tegJZRSI7fmu2fjMlVrF3aDFHQpdXIYstCGvMK5lmyJnZCLhPxaU8pPYVH9j+SOpaz5sl+l+epO7nAlYbRBAYPWxZCWRbfWk2xVrCqlG4yEBX6khwpeZAf7j9MOB4WsllVBRn8euAKy/fKQe3RwaMCPyDXlytwOuMJzbHS6MQrthPUqO+rF67bKTA70jWSEjSYrCUzxpmEmKL0pl7XcKEWWNvHVGRWUOAvSGXyQ/EQxwaPpeaH3+OiONsn8LCP6hVEdE9aqGikA/qOccWrN6OgsKjYQBysn7VeyHg29Y1So7RRrvSyV5vBMMZ7UwsCFmXcpBVmFLKgcIGQrHit+bVUtXtmiRXmA9DUHyI+fynukXYDmla6kF1dLwnn2AlZHe8N8ojnZwSUMIe0Shr0Kp5JrHKs1AKsn7WewcggC4sWsqBwgdDixs7xnKG08r3gn9B/cTPKcDtUnc6hC78jnDO3cG7KwUn9prGxVysloTq81Uzx2Y8hOZCQkQhO4/a4g+BTSaCEq2ZfxVWzr7L5zKhFiXoimOBIdISH9j1EXXcd+3r3EXAHeOXqV1JrRnLt+73nLs5ypYOP7/fOBNIOqq7rE1cabdaWGqUNr26qOAaKJtUDFoy5UZ7rh1EEyOap6kGa+oJCu67ByKClpZLs2MrBE9hUaQtqYIzXJCuL21kycPxd/MP8Kn5FSqhsXaIC8xOc1P0zJQUmEokCuHXprXx52Zcdr80OnbFNm89NjHFbFZchRIcNn7ZE5tMa49VHlNNUUaTFPdVawU7aKaWniEFtRzqoBQOBIz8Xq1jUAfblio6cXVDr6W8Qjhv1MiJ4HVEqU7Onku3NZjhq/P3h2DAnhk6kqo1On9saqeZGTyDluO/WQ0B6LNqhyxp7R8lhhFopIRA09VCWTVEUTi8/naePPp16bVv7tlRQK4vDaaj0kktff4hwLHFSgU9/MMZwJAmn0K3KxzZ0JFksyokaIvt5mQNSdXUSZlepdROncEgS2xtTcp2WM43ijGK6Q0aSIxQPUddTJ+xJs8uy2XHCqjtysGOYixbZ6Q+Pd33WoHuq0ikGaIFCyDSSxTW5NbSY5nhCSxDTYgIdwetWCUc9AmkwgyjBSQSoZtN1nWjcvnY1MCh2JXn2WWNt6A52c/2N13P9jdcDkOfLY0q2Efxv2rSJWFyjviP92SBxdm7bQhgfelEBiin5/t0ffZdPfv2TqeNdzbvwurysXbuWtWvXAhCJJXjoiedwk8CtNLF21SmsXXUKOgpFpRX87W8ixxoM5EcyIL3o6ouo+kx6nD333HMc7hwmFEuwaaux/kTQ+eqNn+B7X/0CwVCINVfewFeXLjH63D79SOqzlWWVNDY2po5jcY1MwhQwRHaGl1/99ndE8OBSVTxj8N5HHkl/HgzhqYHIABv/vdFoEaknmJNvIPmeeuopuofDtA9aedTRuGa0bhv7XaOSWKs9n9YYDwFEBKbm8o+bkB2IDNA52sk1T14DwMfnffwDDWo/kBqxruv/1HV9tq7rM3Rd/9HYa3eMBbTouh7Wdf1qXddn6rp+alIpeSIryPRaqgpJW1C4wOLYPVb/mOW8aTYbRIPEy6vrqxcgRjNyZ1j6pLb0h5gv9Sw1qrQn11zdbFOlz+7RpOCkxQgkZc6bzKcFONplXdwWypVaiU+7tHSpoEZ2uP8wg5E0FKU024/fo6bgRUmbpjVboMRyNWVRsbj52/NpnasC+f58Qa03oSc42CdydZwarcvtPexaNZknXdtAmLhmXXxzMzzkBexVnt2q28I92tq2VTgWs64617he5bvuP/KxA1+Au2ZDwgobcrLk/ZshKR8PB6rAbb1Gc7/QpFk2fwnmFsfNLn1MpCajAE75DL3RIVpHWmkZaWHT8U3c/e7dQvPt5LVd5drCY96fsMf3OV703sY69U1HvmrS1latFY43N29O/T83w2MEFpLpOtSteRBuehOufJDY6TcJvWsVFFsF0KaeYU5RGzhVbeA69yv8wPMIGURsxeSS9vF5H+fmJTezpnKNENACZPnc5AfE4DSClzPVOiOgBeiu54yK1Wy5dgv3n3s/Ny+5WVBAT1oyqJChx715ztXP2qJaQaxsKDokcGDktj5Jc4Jhj2dyxVdFswY/UkXF5/bx5wN/ZnvHdkZjo3SHuoWKddJxPyKtLfmjx9BMc7FttI3+SNoBzHBnCHxVsK/ULlAaxRfKF59UEmlaYYC3NREBsUJtsAiOvd3xtrB3zMmfI4wVXddt4cfjiTFN7vqMwGKYQCqgBSsHcFL3zyzUI1+XTTufiXqyJ1s2mW2HNpv74+sIXrMBbj8BVz1Mf7ifo4PpYMsOgZSEHp+u1gtiRL3uklRl287kPVLmNtrNj0NaFb3+aYYo4NpvwlnfsO5rUlAbS2gUjIgBY7Li61RxVRRlXCE6p32tsT8GU9MV1t0+sbIjo8vAqNSuVA/gUtJjtEGrpGRKte3fSNrpFWIl11wZzfF7KM2xInB03Vnbw8nMfkEFvWn1fQBvNuRZUUuWPuJ9B4WWN0mfTFYHLwodFXp+v3ziZZ4/9jzNw822mgy6rtsKRc1XTuAyCxJll0Ou8cwVRbGo+7/e+rpwPLfMPmHbIKG6dF2fUCui0aYHsVUkKj2Hk0JJZpMrhh6XtVetjygxCfE4Gh2lK9jFcHRYuP9JiyU0YW0E8JDApSq24oxghQePxsXx5HYpqKb1J4abFr2IHj3b4IWagzEdMkwCSHJ/WkhXamXose72O+4XMmpNvn+yloqGwg1f/xFLzv8Iyy74OOsvPpcli+YJOgx23xtNaGQpIfKVUTKIMFttoUzps9VqSZqCQudoJwPhAaKJKAktQTRhggc7cF2jcQ1M935EWsDlVj4A4XgCP1FBvA9IJWedTEUVVJVl//z92v93wOcPwK6bd51w/Nyx5yzKu3aiH4f1KeimYG53TPyMvLGCg0iUXu24AU3GZF7ZPn06cTOpvP84BPsm5NMmNN22JY0FfixVanO8OYIKpo4uwMGSMK1DmgjLmqW0CJtXTItZqhW1RWKl2175eHzHzk7p0GyOYj3S39rTLfXJk56v3b0rZJDPZb4OrTsFwS6zyTBGOagVK7UK/+n+O592/4t50ToY7YKeyWeOk5u/LBIVLZhldzowGV6t9f7dG7+SV5b/Fr52CC79JXUxkZMyJ3+OINIDRjY7GZCpis7sMUi5XUsts51ddbZwvLV9K0ETfMhx8zfBOT0uDxsv28hT657i87Wf57xp51k4bwPBKJnhDoErOKQH6FELmZL3fpJS4v1r1QsZNcOhwoMw3E6+P58zK8/kpsU3cfXsqy3fkxyvSySRqEipPfQYjM3/xtobuXPVnTx7+bNsvmazgN5wqtSm5m3cqhbsZHL/66lKJwFTBZNAoUWF1qN6LArc5spZQaaXTK/LkjCrQUyYHekX78mCwgWWpIrd2rJASkBSXms5ZzybVpCZCmq79RyeT5zKM4lVlsqIzKeVocfdwxEGgtbk1TxLUGutSI17fQ7JGPn65ETW/ML5wv3TdV0Q2rImGk8u2AbDKa6Q5tUoGfw8/hEa81aCz5ifMgJpTv4cy9xNjtezVHENbypYPW6SYmnJUqHifWzwGL2hNMJluo1WQjd5fGvKw4Yo4Nrb6apaNiF1oH0gzCzpnh3SqyjI9NoizJImVyaEoNYhUd46EEKbZlRYRxSFw14xOJHRZWDAU89UxXX/DW3RuAgVsI7j/b37hYS3IwrJtFY8f+x5vvLqV/jDvj+wq2tXqo2R2czjVeZMU2qFvoPRVsmsMhxJRAQxr6RP1kEBg3r6Ofv1sNGmbsz+sO8P3P767Vz81MWs3bDW4lyLVeS0rXCLaxJVpwrXuaZS5LS/1vKacDyn1GlfE4PalpEWzn3iXL66+as8Vv8YDX0Nls/YqfrLmhuUiMk5GUYqKyB73Sox3IIv6lJ0tLj4/IZiQ3QHu2kaaqKhr4HuYLfwvl2VdqbSylwaDd9nsMXQjjFZhjtDCDxjiRgxU/JfURRHvmZUElnK9GZSk1vDnII5TMmaQr5fLJBpWhre65MCM8WG35q6Rs/JBbUAD/7ml+x+6XEObnmKb37pMxAPMSVrCoUZhQQ8AbwurwXBFY1rZBBl7apTeO5P9wEQ1r14HRICYNwfOTg2i4E5fTZiCmrjQFhCC9mJRIVjGgWKOGaH9Qw8XnvKWdLkxMXBvoOC3/d+7X90UHvO1HMoz0zDNSKJCH8/9HfhHLvNP4yPHk+69+NuvzjJ7YLalj4bkahx+LSTMdkpDuNLQ2Zyq2D+ZQwOt3OoPx38KCgWeGXbQMjCGy5mICWgBBgiUTYOihwgywF0TXGmpZoyS2kRKj6H+w8LG1ZxRrHAnwOHSq2DSFTS5Gy2HJRNVkF1ol5+dnzaU9RDfHHkPvjvs+EnU+AfN1vOkYPaXV27hMk5vShTqFjUa1LWuUPi5YxjSRiU3M7HXWrl0yZtQpiWTUJmq7aAt91LU9xruY+nHfyuuWeYWlUEX+zSZ1qQCLLNzp9NRWZ6HkYSEaEiMKfM2q8UsOUpz8qfxZeWfom7195tea+xN2jhCh7Uq6gqyHTMGE/GZJVSewVVa1872Yy5oVva+XhsRKLMdtOSm7hi1hVU51ZbMtB2/WM/49rEzX0/Q79/Jfy4AkLW9i92JveqtkAESxfYOp/msZLry03BLcHYfKsKAjYJs1ZhrTir6ize/OibPHj+g9y69FZLpVsOypJmqdSWOQe1uq4zFBXhcNOKArRRxFmRu1kR+S23xL7CY4nzLHBEmU8rozfs+LQAi30SL/4kg8eKvAxcNtD+gWBMEI4Zrz8tGKrqyWqFimbpgf1eglqYXMsmmU9rRxtIVmrzlWESevr3jk5dO+7fz/JmMa9AvHbz3jYZJIO83zhRB+TkbINW6Sj2lLTxKrW5GR6y/daAOJbQ6S0xxtdenw/dNOfs0GXJdj5nSHza17WFTHfQEkhaUUaR0FpK0zUBMebE/Txqonq92fomrzS9wt3v3s0nNn2CPx/4s+X8ZkEkymZdsTFFUcbd29I+mcJBXdxz9bEe3dFEVOif2xfuE5Bh4KzDsNonrtNJkaiknTHlDCGhcrj/MG0j6Xk112Ffa+wdJWTSptjVtYvuUDcvnniRn779U37+zs9tPyObFW0h+gg+t48CfwFTsqYwM28mJQGxJWYyKJOrtaoUvFk4oVKyW27n4yaBR0kYrV+iozDaY2gJmP+GogoUM7/bnxJ8k69PNln4LfV3VTd5/jxLYCbyacXEo+JxDmoD7gA+t488fx4VWRUWX9cucAxLglZqPEKuL5eyzDKm5063tHED4/75JWhvCC9e9/hIGTloTPY3Bud7F0toaG4/oBCUoMd+t9/C1QeIxmLkI+5vfXo2/gna+bhVt/B9CT1hKVi9H/sfHdS6VTcfnftR4bXHDz4uPESnjPZR1VB6TWBsEGazg/E09wWZZ1upnbjSo+kaxweP88zRZwQesJ1Yz1djN7EifD/hL+6Ba/7Ermi3AOGYlT/LsnkdsVE+tkCPSxdYRKLAGtRaYVqZHNUrBIdiqtpNa1da6diOTys72TIkGOwqtWK1Qs5mW9rSOARNZjhiX7iPpuF0BtiluCzfa7cxzDcnMLR4qrog/P3sKiqz0k55TIsJjpPf4xKSHvVyH9huY1O95ZVb+My/PsM9797Dq02vWrJWo5F4qs+lnIXNqnTmIsiV2iQvOXX9DvevxcRRlB07u2pAV28fzydOp0GrRNMVevVsmvUSx9YoSVMUZVwI8rxy+4z2wY4h29ed7ETvqMVhOqRVTgiPnsjskgJykDaZoLa5L0Sl0k2Rkv5do7qPwmr7lhuTsZJsHwFJ0Oha16usU98wBFO0GNH2ycF+6tvF+23h05bYj8FLai7hJ2f+hOeveJ7Xr31dUAcHI/CRE2bTlXaae0Q1zhxvDisrVvK52s9x2czLhPcGgjFGLNUU3ZKApFy8l33hPn5f93u+9O8vsXbDWm566Sbh/aSA2Am9DDO5zBzUto60CmuLW3Vb1lM7Pi3ATH1i7iAYa8q+nn38+cCfOTaYThx5XKptP1MQldInFNkyzfVpSmeaTw+QWZzi4p2sTSbhOBECCeDoWKX2P2K3sDzyAF+Mfokn4mvInDOxINF4EGQnVfvG3mAK/i4nAW0Tev1BS3K2Qa+aMNktP4f6vvpURUpRFEcE2FH3TPBms2cyifj+EGV6J9Vqutoc1V00+GrJDUysAyJXa7e2p5FI41ZqdR1GuiwIKTtaiHk+WSq146AX5heJ75nbIhVn+VLOuwxBDrUY86G+r17wEysyK4RuDWCfiAeo1SWEVZWYyMr15Vp8yC0tW9LvBzyU5fjJIMxl6hvc7v4rj3h+xp/dP+JwV3q9kJM+Mt0O7Dm/sy2VWjG543P5KM8qJ8+fh8/ts/hqyaDMHNRquiJUVTVds1R4LfBZKcjMwAamaqMfUJJRwrScacwtmGtpjQngc4DQOgW1ThYxVXb98rWNU6n1urzMzJuZqv7KqsV2gWNYl+ZbTPSH7SgdiXhM0PDRdIPi5JlAhCnbk01xoDh1D81JC5eq4HFI5EcTOngyGJGuxa5Kq+k6/vgwLiV9z2O6iyEyJ9XOR0YLfJAQ5P/RQS3AlbOuFAZ9V6iLlxrTwjFOjvXeqOFMHfF6BFJ0ni+PaTnTLOeP9LTgNfWHGNIDtOjFtj3lzFbfW88Zj5/Bun+s49tvfJuH6h5Kvef3uCiTWrsc1KfSTV5KLXgyG7+t8rEsElVhrxQpf199X73AzasuzCSClyZdzOaF29P8Vln5WObTygqHYKieyvxQGSaTbKuStMahRqGiktz4XSSYqzRxtWsz33f/gXP7N6S4KHu6xI11TsEcSybLrlJrrfRYHRqwgSC3SxBkU0b734kl3BO/khuj/8HzZ2+Cc+4grsV5p+Md3ul4h4f2PcStr95q6ZtpDtLloNZT6lxJyffnC0F3XI8LvGRnTrLx9zRdm5Rjd3BA4Rvxz3NB9OfURv6b66LfAhTHti1mk4Pa11peIzHWx23OONyjibhGZjveM2ppHdWgVzkqH0/W7JICFgXVxjfG/Y7BkFFZk5Vd9+vTKc9/79enKIoFglwvVS2+uuturnj6Cu7deS+7u3an7rvZwrEEhyWhPWvbDfugdn7hfC6tuZSpOVNtN+2pBQGGyKRD8XqiMwAAIABJREFUT8PCvEqC4bbJw/Lt+LRT6BHaUeDNhnyxp3Vci3PvznvZ3LyZvnAf9X31AvfIKSgzJ8C2t28X3ltcvNiythyyQRXkMkJuIg2FxeUFG7G3B/Y8wKq/rOKjz3+Un7/zc7Y0bxHet7tGH1E6mg14ZEJLWGghcjDVIohEnTz0eDg6zNa2rfyl/i/itU3Qsmk0NmrRSJCd9mhcFPAbIJvntJXcFv8C06eI1RE7O6XMOagtzvLZwoPNPaMn4tMCdHW2U6qkEQ8R3U2jXjZhUFscKKY0kIbsx7QYh0xCRo4J24EoVK+28mltgtrjvaOWKu1OfTalRYWWc+1M3tvM492uUvtd9x+56egt8LNq+u6eM2EyGcTA0QJ9t1E+TppcqTUnvFVVSSV8GqQ1L9pm3A8ZgWSXrLULGMvopSjRlX7B5bOlNsgQZHNQC8be5iHBvd77+YL7Wda69nC6Ws+h1vS60BvuFT4ji6gNhmL0jYrBmIpm9atsePHjmceloCgK/XoWTVoxh7Qp7Ner6dayiZs4yRWZFamgzuPyWOGzUqU2Q5Hg5w7cyyxvFlneLAvNJGk+h0pgOGbdv8azkOl8uVLLOJXaicw2qJX76cZCWNQXJVMk2lsELzrOEOKkZXgyKAmUON5Dp88bYlGZlCQSVMbj5GsJPIpqy6eNxjXyEZPd/WShqgpu18TaFfJYkfttvx/7Hx/U5vpyWTdjnfDao/WPpv4/xQGmtTtiwJbtxBbsHLC9QxksiDzM+ZGf85XozfxX/BrAOaOatMrsSkaiaafw6MBRIWicCKY1uaDWRvl4Aj5t0gr8BYJwiKZrQv/VJIxRhlV6TA6JpZon8WntqinVSgceUxaK7ArIEDkPAU/AImpidtKKs3343CpnqXt4wXc7/+V5kE+6X+ICttI7tthP1Jwe7Dev17VaBqZ+CHLHNkUH+OKqilXC8Xi82h36XO6JX8W/tBXsHc0HVeVw/2EBxlPoL7SBQRnX5yPKVKVLeI8iZ04tWJ1Yc5BqhxSAdDWlcahRUI3O9mZb2g0Fo3FBQXmEAPX6NBQFx0qS2U4pPUVYNPvCfanxVFOUhcdmgewPxtK8y8gwNG2HTmf4yoneoKVv3yGtalyRqKQltARH+o+w8fBGfrD1B9y59c7Ue3Zzf5smORBHXoKRbst5SXPi0x71zX1f0Giw8mrrTX2Iw4rCtpEmjgwc4fd1v+f6TdcLNIekNXQMk5BE1CYb1E5kycDnsCaOd73roN3ptmanfLxQrtKWLRQFRDDUns3UlZgWE+CITlV8M9VjIj4twKEua1A7SBabP/wWfOJpuPCncMZ/gssaYOV4cwQxEXktS17jVKWT33ju4RXvVzng+zSL3jKUiRuHGgU+VZ4vz7K2CO1UJkDOmC2uxbni6StY9ddVfP6lz/OTt38icC4n2tf2dO0RxEKqc6oFnqRx7qhl7AEUZnodBfzMtqx0mUUIcSBsBKCKojhXa3uCaLo2YX9kSMNZk3ZUn0IC16S0NiwQ5O6JxaKa+0Mkpq1mj39yIlFnSHza1xOLHPn2si0vXY5bSY/LxqFGOkY7APtK7Sp1PwsTByA8wFsZYlBgl0yG9HjwErMGY6XO488OhWSmQCX3NrlS6+ox5vhkglq7Su0y9bD4QsUScFs5hGdViu0lt7dvt+hFDJFJi54e825Fo+9E+nn96pxf8fTlT/OFxV9gdv5sS+LCTsRKQ+EjGb+D6zfCBT+B026CzMklMZKmKAoel0IIHwNkER4LpoCUWJSqqCn47Yy8GczKs/oh1kqtHNS+N6SUHafWhYYrNoI+3Al9xyFur4NitiTUOwmLTpqOYiQr3qN5XCqy1xLFk0Y7KqoxZvTxK8suTfwNobHAeDyhqMnYuPBtTwA3kKtpVMQTzNI9tpXaWDgodAYA6Nez8btdEwoJAoLaNvz/lVqLfXzex4Xjup66FPTF61ZtxWCS3NXd0uZgJ4sfjiXoHIqQwMVhvZJ/aGfw54TRz3Uixz3bmy00BtfRhc3Ssd9lb5BgLGjJtNtDtCYBP3ao1Np9px33SBZ0yR89TkIzuGjmHroKikWd0G5zGNID/N57HSxcbzhP5fZQy/GCsiQvr04TqzDzlKYUhNGifCxtDE7tfP6YuAA+8hj8Rx18/bijg3dq+alCNfnIwBG6gunAc8Z4bX2wilgtLl5shW6PXd90pUNQsezzlIN3fAdlPLGo8jy/bbPw/rEkhB2sXG434gTRKs/xO8KEzOZxeThjyhnCa0m1SK9bdeRundj+F7rvWww/qYSHPwTbH3D8G809g9RIDlODXsm0STh3baNtXPHMFdzx1h1sOLSB5489n6po2s3dffp0jmIkgL5VVMj387N56o07OdR/yLYSmg5qxUptV7Y9MmAiMyfNZkuCJJu1xXwv9gl+PfVe3r7uL4RJX09poJS5BVZ+9v42MRsbIMw01ZRYUVTbPsmTsSoHBeSMk2i9YVepnW8Jau0TUmZHNsOdkXLYAbL9HoqyrIGTpqerm2dUnsE5VeeQ7THusxzU6rpuW6kFqJ5WDTVr4fSb4Oxv2p4jr1W7unYJCIUk0iCmu7nE9TYz1HZcik7+6BHQrCiLBUULbNYWU49aWeNgnOfqVt2WtcD895yC2uGeNtj1KO9u+aHwut2+dsRG0R+c+ZyyyUKIAO92TYZXO0Jj3yFLG7iq7CrLufJYbRhL/jr9frONtzY7Vbqb+4IcKa4R0WWaxrSsSsu5TT3DrFbFoPsNbeGkESqZnkxLsJfkkJdkWyvd5sT34zni2mPXsSEcS9AxZDjuM5Q23CYoo5ZTCf5cy2eSJndHsKKQDL9MRs5kDjdCPDK5oNYmaLQEtVX2ugcz8mYI1xfVorzd8XbqOIlCkoNurV2cszW5Ndyy5BaeXPekFWFmy/lVyC6pghnnwMqb4aKf2l7fROZYzXNo62MXyEwEP84qrX5P1+Z3u4RkFcBUpYtptKMMtxENDxKNjE9R0nU9VamVq7S6y3dSSvmyqYoV4qtjUFnC+XOM/ah4DjhUosEQf/XpYtAYxocCjvDhyZqz0JZmSTQosaAlQAdQJTThiO4ngmdCPm3S3IpbKGbImhbvx/5XBLXTc6dbHONHD6SrtXZZ90a9jITqZbdP4qbYZDxbB6zVADAW9sn0ZJM3LzNc1zmjHTIggRNks8EKPy5ikHLFNOhc3nEhKBbukUkQIj/gIcfvtnAFZ9BMa3/I4jjNyJthyezYBT6dFPB62Sfhqofh5q3w0b/aXtvEYkcZdJNPp56Xes2nxBg4UUdMi1kI6DKvp3UgZNvOJy9gaucTKLCtpIDhOMnP1yweM5FKpHmjg/FhUHJvy+HsGsu5ssnVAPP98LhUynPtkzLtTUep237fuN9lvjbZJgM9TtraqrVUZVfxifmf4A8X/IGbFqf5jU4KyE/31nFuToJPl5Xwt+wsejv22p4HMKfnJXxKGinQqecxQPaEYikAlVmV5PnSYysYD6aSOFPyMmz2PoW/xc4kCryQFeDvOdl8t3Mz659ZL7RWSVpTXxA3cRZKdIGgDX/KydpH2nmo7iGueuYqLn/6cl46YdAvFlWKTmGDPpVHEheysb+a4+FuISg5q/IsW8dkX5vIb7VABAtmGP3t3oMl1z7Z8SwIHrc73dZslY/t2vnY2JUzr+Q7p3+Hv3/477z10be4oPoC4X2ZuuIhzkLlGF3HjTVo3Yx13HvOvWz5yBYeu/gxyzrQOhBiNGpNZPg96qQEBmfnzxaoNX3hPlqG02tA8v61SyqvPi0Eg02Tgs+O36N2fEVm+fsms6+VDe2Bp29h56AYHNgikBx6Ks8omTwsf7y9bbrDGrX6rRuo+8N5wmsLixbazo+CUamdz1iQMplWf+Op+ztWavuC7NHE+7IkFEbprLOcq7XtIV9JnzuoB6jTaxwr1HYmJ2qSe5uiKJaEbRJxsd/rsVSS188S+fRgcH6TORoZ/aGWOUOPkzae5kZyfo0QEKqhKgm6W7bRNppOcnpUj0VUDOBEn52ApKRAXGkf1CqKwplSL2CzCnIy4SgLWQUGrArHTmZHmwImhUCayJyqeXKg6mQJTRegyi40vIoZrfc+gkZVsQRPQZMQU49L5XCom8P9h+kY7SASt6puxxJaCgUi6AgwvkjUZM3u/o1gBH6j8SCDkUGiiagjjcoQiRKTAGHdi8elCi2NPqhrgzGOsdsn8pz1BCQkvrGm4Ze6YvTphvjZZHtUK4pi6+t+EOasOf8/zK6bdx1vtKb5ay+deImO0Q7KMsuYVhjgdSnBlsDFkcxqWjzpEr8bWGizuNk5TuBcZZWttqiWZ44+kzoWMtqFDmIffUGLaJPdxj8cjll6xi6UlGgpXWDbyzRpsurkvt59hOKhlLz69OIsjrRYVUqP9YxwMDxxxtOumgLSxu8wUSfstTr2DDYnllCkDLJPn06dNp1To4UU9zUIkKSSDBFyCIYwiJ1NJHJktpXlK4XM71ttb6Ug8U5BbXNfkNahLl5telV43e4ZJ3tPzlTFamO8wLlPY9LmFszFpbhSyZETQycYjAymxMaqCjJskzZNoy72BlvB1DaiVrGOVae5MW2Cdj5mu2j6RVw8/WJbp9FQQG6zvP5m5Bi6orAjw8+ODD8jA018VktYsp8jR7dzh/aAsIfu1mbiUhWmTAIenez3a15b6nrqmJk/E69bpTzHT5vUzHxj4gw+nPUUMdPvKfcX2iakmvuDzFWahB6cnXoeuaXW/oxO9vfDf+fBvQ+mjjcd38TlMy+ndop9peNYzyhXzvgYl8+8nNdbX2dL8xbOrz7f9ly5Umttu3Fy0GNN11LBdDIpIMOPpyaaCEUT3LH1dvxuP4uKFrGgaAFz8udYVBjtBOgm285n1ZRVtq8nbVpBgHdP9LNW3cWt7o0sUE7gU2LU770GTk07+27VbbvuHXZQPp5Vkm1LiZHNrbqpLaple0eay7irexdVOUbglF6jDJXX0xSjUtVGCRWjPRMqH0N6bfYSY7rSIb5ZMn4Fvra4licPP5k6NiM7kgq+w2GRdrI1Ppuo2yrOaKt83DVKDqMMIa4lNQ4VVjs7pfQUgY4koJBsFMIBhuMKdQFxnNklBEYicaYlTgilgQa9ElXB0tLIzuYXzkdBSQlBJlEWmZ7McUUQd0tVxsWRKBx/HSrERNiUPhEe/5a2AA110vBjMPrV3r/n/tTxtrZt6LpuBLXFmexpTju3yeTUX6Qq7cryldTkWROwgvLxSYhEJW1h0UJePPFi6tgpKXBQq6LSlRa23HtC3HPnFcyzwCGT6DyzZRBmoZwwm2qlHCTtrKqz2HBoA4uLF7Omcg3nVKXFzWaWZOFSFQ5KHRGq48fpHYlQmDUx/PX9+i6xRIxQPMTqx1dP6vzJWt0n61KtcpJmgR6PiSuNjIxw2WWX0d/fTywW44c//CGXXXYZo6OjXHPNNbS0tJBIJLjtm7dx7bXX8uZrb/K1r32NUCTK3EVL+T8//gVen4/lp6/hs1dfxLMvvc5IIs4vHrqbmlk1vPDyC9x9x92oioqiKGzZsoXs7GyBTysHj8oEfVbNFtfihOIhQvEQ2d7sVBLS61aRfzIYSYHheH+KquFSXZRnllvEX2OxBFnSdYXw4n+P0OOYFiMcD5PtzXau1CY0ww/3BCA6Au4M+4R1eMBQsB6zuK4yhHGeb5JBLRgFxLfa3jq5HzIJ+18T1K6qWEVNbk1KITKhJ3j84ON8ZflXHB3sTZnTgTSPal44gv9f34ZLfykEWXaOEzAp5WOAhcUSzMi0+dtltMvpZV3rYzyp1Qsb5nsWiXLg0yatLLOMyqxKWkaMTH1cM6Cnp5YbWciaokw2NZej6QrqGPy1Sunmtc4e6mKTqAY4BD6TgWjNzp+NR/WklAo7g510B7tTSoXJzesb8c8LnysaUgnIrXxKrNBep2ynUxbfzlZWrOR3e3+XOjZv/Dl+DyXZPkviQdPhj3UbBLn66pxqW4XI5P2bKVVSvOUTC0AEPAFm5M0Q+JL7e/anHPqq/ADb6LN87shQ3NIHcWHbAZCG0mDbUVvH82QqtTKM0WxzbRSQFfcgvYiJmwvKTjf4tRnpqipDbXj/fh1eU8AY0d38On45VQUZk4bxrCxfiYIR3C4sWig8o8qCgCWo7SafbcXzwHRfF+r2SaWmvpAFerxbm8nUk0iqXDz9YiGo3da+jZ5QD0VZRUzJsyYtdN0IVk+vKeTSmku5tOZS2++NJzQOSsrHVj7txBWVV5teZXf3bup66qjvredfV/2LHG9OSijv8KCYMKtR2mjo6ublEy8T1+P848g/ANhy7RZLr8EWaW0pYMgGpfLe4NFJ51BFZ5mJ85zT54wKMJuT8vGs0skHZUtKlghB7e6u3amEmXn9/HnsWnQUGvQqRsmgrmghDf1i1UemhcQTGm0DxtidrrQLvDItZwrqOPBPsG+5llz3FEVhakHAkhTpJ4d3C2cSVdMOW6kvX2jtlbSj3SM84f0+PmK8ptXymraYN7RFJ1WplYPlg30HGYoOkePNcYTh7o1X8GaGiEiw3dd6Ry3IhUN6FeW5k1tbktSkpM+io3Og9wArylY46h10DkXYJVNqIhE4vgVW35p6LZbQWBTZKfgPb2jGbziZhO3CooUE3IEUN7s33MuRgSPMyp9lSdge0ivpU1VeyBS//2PzPmb73UKP2km28zHbstJlrK1ay8JCY102V27NSYEGvYrzSOuE7JUoP5Pl0y5VjwgQaQpnQlaJ5byknVZ2Gpuv2WxZs8CoaFUXBqjvEYPauWozDR3DrJo5cVDr1HJospXa40PHhR6wH6RZoMeKjfIx4Pf72bhxIzk5OfT09HD66aezbt06XnjhBUrLS3low0MMRgbpH+inbaCNT33qU7zyyisUVkzjU5/6JBv+/DDX3XATOgq5+UW89PIz3PPHP/HIbx7hznvu5I/3/5Hf/OY3nHnGmYyMjOD3G8F0KJq+Pg+Sev44ysdm6xztpCfUI7yWCmrHEWMKkd6PE1rCtl1OIhYSqGFR3U0CdUKRKLPpuk4oHqIv3MdQdAgFhdn5s53b+sR1NF1HzZtmFAcc4NF6sFeos/eThTb2yskE3Xbidh+E/a+AH4NRUTFza4syilKVESfRjx1czfdCbi4fHqE6GmNxJALv/gFe/bFwnuw4JW2yldrZ+bMFCeuuUBdvt7/t+B0aCuuiz/Pdtia+09PHRaNhSjKKbXkpdhAti0jUOHzapI2nFDm9KJMwPkEBWVV0RlsO2PIuZbMTcwFniJXZPC6Phes3mUb1RkZ7YpEoe17KyW38tcW1BNzp39Ib7hWCSPPmr6IxTznB5eoWXj7yR+F7rplzjSXoTmh6isOXScSQ1h+zvKkTBxSQfib5vnzOnHKmkJV2GsN1PQeEpb7SFaBg6Scs553d+Av2+j/Hy96vcZfngRREejIJi8mYHfzYnW0dc5XX/lUMaKNBePxjeEOisNa3YjdQp9dQM0leHsAnFnyC+8+7n5uX3MyayjVCVtVpDG/LENtDLOo5AfGo5byWvqBtUDuZuZG0GXkzmJ1vVO1VReW0stMYGuMU1VbaByZ1LYO2r5vtaPeopU3CXJl3OQnn875d9/Hwvod5p+MdRmIjoiBOQYBBsugy0Qe8SoLdh18SEj6VWZUW51DTrD1qQ3i5OXorodO+DDPPg+lrbFuZTcaSMM29mqhMXBo8ArGJhUic+LRzSu0h9XZmx6tNWobXRWmO4fy+q89hpz6bUYz18PWmvULLkrLMMgtSoH0wnILgySJR6iSUj2tya4R1byAyIMCjnfbdFwvFKtzyipWWdU/XdUa7G5mjtlCtdvJJ90s86LkbP9FJc2rB4F6ae0Dq6OzqNO6hU8XyWW+MFk96zLhRLeKHAF1tjeQqad9gRPfTqhee1NrnhETye1yUZFsDG8U1TMtIeg66dZ0FkSg0bQVTgNLS2csyReT7vq4toiDTS27G5OeDR/VYfIMkBHmm9BxO6KVsyM4mavLGp2SWW2C4SWsy+QXvBQGyuHgxvzrnV9y4+EZWT1lNnj+9hpjXzwapGrp3VOwgMFnl4xWKBA0ep0oLhu9iF9AmbW5ZDo16GRFTu5ccdZA9x3c4fiZpCU237dcOk/dd5FY5H6TJ+4aTSJSu63zrW9+itraW8847j9bWVjo7O1m0aBH/fvnffPub32b7m9vJzslm7/69TJ8+ndmzZ5PhdbHuqo/y7vZ0pW/RhdfRoeWxbPky2poNdNdpK0/ja1/9Gvfddx8DAwO43UYAaa7UntBLOaBN5ZhWzqi/bNJ0Grm6bxb8dIT4JuKCyj6AH5vgUWr5E36PIlHNw80MRgbRdR1N1xiIDOBSVdyqzfe4RmkbaWdYi+CoIx0Lo0TFmCMJPfa41JMSt7TTaPkg7H9NUAvw4Rkf5rTy0/jxGT/mxfUvct386wDnSX60v4D1H3mGH0QzeLa1na/1jUFptvwctqWFZ6Y2buD3nv/iP9xPcIH6DsUY503W8fSoHlaUrRBeu2vHXWi6RnGWz8IP6KSADj2fmlica4ZH+HlXFy+v/gXlWSJ0FuwrtRaRqAkqtTC+WFR1UVIBWYQJdvdvFXiCGe4M2ybSTmJCk00KyNwZc086p+9oHuMkm80uMyRXaovp53T1ADPyJw+j8KgeTi0TuTVmFWRzUJtFiE2+b3Jl7iN0k3aMfS6fRcUbDLXVWMJwPD8V+wbzIw9zSeTH3M6tZE+dXB/Tzy76LJuu3MRr177G/efdLzgpTkmB48Nif9VFVWdZuYm6TnXYOG+m2sZVri2prOf77QGbtLIcv8UJ8+SIlTKZC4muw9O3QNsu4eUH4pfypGa0Wlg2NY8Pwpzu30FNrFAtHOk3lJBNlhgLypYoovLxbn3GSScFPrPwM9x+6u28cvUrPPihB1NwP5lXm7S9rRMHtfss5+jMew/Kx7LTaMe9PCRBkA93iu1yZOcfoGs4YhEuCeFni+cM/Bd+H6570vj3Hi15bT3kiiqlxKHDymGUzU75eIlyhEub/wve/m+j3VPw/2HvvMPjKK+2/5vZvupdtiRbcu+WGzbgQgdjIDTTCSQBE0hIAgFCQgoESOUNCSF0CCShEwiEjsE2xYBt3HuVZVtW79o+M98fs2WqrLLO9175vvu6fFk7Ozsa7cw8z3POuc99m1kSWkwpmqITRdnTvkcnqmHHQlpVpx/7jtRPO1o09tMeOah1iA7TdVndsDr5s93Y7Mq7mYdPeZhrJ1/L9OLplqrRzd0RZkT1Pp3rlFGEHFm2VUw72PnV5vrd5Bn9WoUIW/P18+e5Y87XBUwJBA/qx6GdSjkKYp/6aRPoTSzK6vtz+PTP37hIBJ+iqHRBzTXv2LFcpyNQKxdRq5QMqN9Se30EBOq61YDB2FMbQ+CF7GzdtktL59pas9TGe1bz6NTZIkmiS62CDgK5fldSyGq7khJjigGbFf16xDqo7UM/7bDe2xeOhLGlWUg42KlZVy33+3io7la+/s7XeWH7CyZ7vwS213eaHCXKaOJe99NU7XtOHVt6Wiw/m8DRDGrN9GPrSu2zzz5LU1MTX331FevXr6ekpIRQKMSYMWNY89Uaxk4Yyx/v+SMP3/cwkiwl26i8LoepZc3t8SBJLkozhuIW3JRnlfOzO37GE088QTAYZM6cOWzfvl2tYBq0DmI46MaLkFmksnv6AOP3F4wGkz2y9tVQiQJfARmuDERBxIOAo3mHKeHtiA1e+VgQBPK9+bptraFWFEWxPI7gCNARbqO2s5btrdt1avZJBPT3VE9cIArsBajskOnOtFTNHiz+a+jHoN5kT5z2hGn7sHw/gqsVh6+WWGcqsDncESKUMRTvla/BU6fjCGqEXN79EfgLYMpiytu/YoFjXZLC8ovoVTwjnU55Pyavb0/9Np/VfZZ8va11G2/tfYuzR57NsHw/Ow39VxvkkZQ64hm7nGEIQevBzah8PFI4xFAj/a4P/SnGoHZD0wYiUgS3w82IZFBbzqmkFhqrHfqeneqiatMEplLc9Fmn4UI9WQSoyNKLe9lhUuEk0MwnfVGPrus+jC+QMp13i25LMQhjX8oZjtXc7Xoa+e3fwobpMOMbUH3pEc/x2KHHsvzg8uTrzw9/ztWTrgb0ap0JGf+XsvUD8hmVZ5j6KsBM3Q7hYYtSiVgwFTx9q1hYqXYm37NZIDZFdqK1VjN6DwNIbbXkK6nFSEDxJFXF+9NT2xsEQWBsaRar9qn3tOBsw+HXL+xMQe3H98GWV3WbPpSm8bvYJcnX04fbZ9D7A8vvTwzRKR9OvUxUU9Y/B+MWJbc3dIbwSl2McqV6hmVFYJ9rNLnGxfYRsGjEIsvtU8r0i3EHErPEHYze9yH86wnoboArXrH8rJE6OpQWsjWVKdxZkHvk3t8phVN4dVfqeuhUXuPP7y6lnLmknuvZHQ7OPOdxNjdvZnPzZpNnJtj36pfn+fpkK2CFXW272NW2izNHnKmr5K2XRyX78lZ7PUS3vc6ssmpcovV1kmTFsqd2lridst3Pw+64MN70r8M5f7Y9n2x3NiNzR7K7XU18KChsbNqYFEYcXuBnVY15bpDDhZw94mw2t2xmX8c+S4/Qg5pKmUkArA9zBqjVMq3Y3WMbH2PRiEV4HB7bxMzhdphbNtck7qjFnqZuSmgjrDiTwdkKaSqVhf4+9SNrMbN0Ji/seCH5WisWVVmYQVttagxz53+K4ExdN6/DqxOuY/lvIdAMFbPJNHiS70iIRPUj6DYmG1bVr6Ix0Eixv5iKPB9f7deLyzn8+n7x6pCmArZvBVSoyXPnvhW6/RLU48p+9NMmMLdsLvs69jFnyBxmD5mdnKeG5ftxOYRk0tWZtYUWZ+ra+GSZc9329NxEstvI/gjnjsI/QHZFAoKgetVur+9irzKEiOLALUjsdrsIacaGAm+BJfXdmIh3IJmVj49QqT0SUgrZfiKNAAAgAElEQVTIw5gcV2x/O0O9d9Y1rmNd4zpqu2q5bdZtps8a7wtQixmXi+/DO/E+48p5cPWbtr/f7/Tjc/l4/8L38Tl9+J3+ZPVRURS21HUiKwoThP062vUOr5+YnAqoq3KqTMrMWvqxA9kkxpQIajs6OiguLsblcrFs2TL271fv77q6OvLz87niiivw+r28/sLr/OCHP6B2fy27d+9m1KhRvPPqi8ycY+4HDsdkBARyPDns2bOHyZMnM3nyZD7//HO2b9/OyFFjdCJWCQgIePvg2JCAx+FBFETkuDWPpEhEpAgep6cX9WiBEn8JQqAZJdBBLGHr03kI8lMuHk6DnU8o3r7UH/oxqEyVpmBTMtiOSBG6o914XQ4ChjyDIBoqyA4DDVuRwRCHtCop1lFfRaK0qC6uNrXJDBb/VUGtFTrCHTy+8XEyR/4DRYGe4DCUaCp7caA1wOiSsXD5K/DMOaDxkOVf3wZfLhURfSVlS9zvsT+TV3VxNadXns57Ne8ltz2w7gFOHX6qZVD7ZGwh2cddzbHzTu+1b8NYqV0k6iscDD++V5GoBMozyynxl9AQDwTDUpgtLVuYVjwtVanVVFM+93qo8ekXvVdOuNJ03MMdIZO68OWOD1nifAv+8DPIHwEn/BimLLY9N5OfX8tmXc9qjs9FR9AwaHr0k//Ewokmw+eYJJuCxmNEVWxFlKNw4EsYe6bteWlhXHR/1fAVYSmMx+Ex9R59JpbzsU+f8bpo7EWWx90/iH7kvsAuKRAQ9un6JqwqPW07V6IlNG5SqpBwkONzkdPPoCx5zFAbHx/8mOUHlpPhyuCeufcwXhPUOg1V2uqiakozSlMbtr4By/R2ITvlMr4f/Q5ynJjiEAWmlqenUmvVO+zw6qteI6JR/IoCO9+FnmbIUL+1A60BphhE3XYpZeQVFA44KDNiskEsShRCPOP6NZ6IBInCTqBVVfg2wKh8bKYITuiT9YExIbKpKdV7qQ1qtSjs3M/sIXMsq3gJDFbALwFJllh+YDnPbX+OVfWr8Dl9zC2fS64/m8oCPzUtAdbLIzkrnsT7U14uGw6/TsYLS5lVMoubZt5k8tOubQ2YKHgAk5x66mNfgsdpxdOSQS2ofbXaoNYKSnAMvzr9fAC6Il3JhZcWvSof97EP+eyRZ/PU5qeSFZRD3Yf425a/ce2Ua4/oVdsb9jb18CfpAh6XFjFH3MoCcQMfyDP6RT1OwJiw3da6LSnIVFWYwbp4UCs4enAX6IPBKydcSbFfM/9ueB7a9sGqxzCG5AmhpP7oCSQUrhPUxY5wBzd+dCNPn/G05X0s+vTz2tSwZiFa8wnMvwWAwka9AMsn8aC2L4rvRlTlVPHzY39u2u5yiAwvyEja07ny9b9zUXcPOa37TZ8DNWhK3AceouyUyxghHMYpyAh9UD7uCyry/Wyv7yKGkz3KUMYLB0wCZVOKpliOtVb042uit/CLqZ2Mi2yBtv3q2mUQSLTWJBSQO0SBT/z6QoldsnJNjTmo7a96ud/lN41bCQiCgNspEopKhHCTGWeVRUEX0AqCgNeiB1Ub1BqFmHB6ickKHo+Hyy+/nLPPPpuZM2dSXV3NuHHquLNp0yZuvfVWBEHA4XLwyMOPMKpoFE//9WkWL15MLBZjwpRpLL7iG6bfHYqlqrB//OMfWbZsGQ6HgwkTJrBw4UId9VgLj0tE7EfCTBAEfE5f0kIPVAqyx+nBIQo4BAHJoG6sKApRScENCIpMcpUUaodQJ3iz1UqqEtaJWwbj6s79pR87RSfZ7mxd1bU11Eq2ZwitPanrIohhQNF9zkivJtQBmmsfU0Q6NFoqAwlqpxZN5cUdL/b7c73hv4p+bISiKHzrvW/xzNZnQJAQRAlP0fu6fZKVuvKZcPHfQZt5l2Pw7IWMQL8Q2a4MwyEKDMnpn/T396d/X9cUXt9Tzz+2/cNy8lqljGeVa06vAa0kK+wz0GcXGaqnTDyvT+cmCIItBTnT46Qoy5OctGXg/nx9pWtW6SzLzLtVNSVVFVCgdQ9Y8fs1qMyp1NkEdYQ7kqJWYKSAKowUDjElY7nuGHZWTfqAW0kGtUkM75syYGV2pS64Ckth1jaoVW1jUPtmlhtFM5GOd2ZbBo1gvwDsz8KpNxRlekwDpeDoRnClJk2n6GR8gbnKHa7R2xGtj/ceDjTg3tO+hxNeOoGffvZTltYu5YP9HxCRInEFZBVG6vEZVWekXhzeCK9dp3u/VcnkW9Fb6CZ1TuOHZJHhSU8+zyqx5TCIzExKLDzlGGxKVUVrWwNm6rE8imH9YIAcCTl+ly7wcQx9lUUVZfwmP4+VXq/q0New2fQ5WVbYalQ+HgD1GGBkzkhd72VbuC35/CbGPqMCcmHwyLY+g+nV10JG5lerfpWsOAZjQf61SxWnml1VAKjMGYBuQWBz3AauJ9rD8oPLyXCaA4WdNiJRE13GoPbINF9j24S2rcJOUEybDMtyZ/XKAvESZpiQ6j1XEFQfxT6gKqeKS8Zdotv2+KbHaQw02o4DdskILRIMpABePpKn84vYN9ihDGOEjWJxbyj0Feq84iVFSvYma4M8d8EyBEeq8pnjyeEbkzSL5u5GNaC1QYKl0h96tNvh5qqJV+m2bW3Zyh2f3kF5nmF9IcRwePX3j65SW/sFxMLQ1UBpKNWnLysCK2X1WR1IpbY3JPpqRU8dTn+N7r3LOruhcZvFp6CpK0woqgY+y+VqTov8nonhpzhP+i3eBTen5dx0fbXxa7PBYOFoZytinHclHHwuTyR83C1w5Wtw41f98jJVFIV9Hft4ZsszPLzh4eT5+d0OtsWD2qV+PzHNMYdnD2dCvnVgusaCnTHG1EIwMIG8BBJVwQ4yaFayOaAUshd9X36iWqmFoii6thArkagtW7YwcuRICgsL+fzzz1mzZg1PPPEE27Zto7KyktNPP52NGzeyYcMG1q5ZyzGz1Pauk08+mXXr1rFp0yYeevRx3PEkxTufbyQvXx2rx0ysZvny5QD8+c9/ZvPmzWzYsIHnn38ej8djG9T6BhCUGSvUCUE1QRBw9aYy7C/Ue8K6fBCPDaRoRFcZlxSBCE4EQcDZT5YKYKIgd0e6cTn134Eiu5EjBShSJm6Hm0xXZirZI8VUDYkevShWu0YgCuizR60WR0Ms6r86qBUEga9P1IvbuHLWI3pSdD9d78Sok+H8R9GmSEJ5Y7g6chu3RK/jr7HTeUM6lm78DM319qspGlQa6GXj9EqAT2x6gsJss4AMHDmjXdce1FUDRgsHGasd2EQnjD+7z+dnDGp1nn6FGexRhiIrAu9l+NlmmBxunnGzZcbTagFjHnx7zyiKgsgEg7iITiwqPnmNFA7xqef7fOi5FY9fv/iYWmzuPzUmBIYJjbreHpw+W49LIwRB4Lih+h6bba3qhF6c5SErGURJbMnRZ1kXR522lTk7deZ0VWpFUaVp6bYZ+rbG5o3F4zCLlrjrDT1vstofMdCAuyqnigJvQfJ1IBZgVf2qpAKy4GrB4dMs6hSBU4fHrWi6G+Hv50E0db9JOLgh+gMOKCW63zNzuLkq2RdIssSutl28tus1HlirevgWZ5mTAqJROVVbTVn/bPLHA21BphpFopSR/Q7KjoQpiaq0EMOZuYsGFzybk8V1Q4rZ6XZBvTmorW0NmHq2BiISBWrvpVF5N2GBlUhIGfv1K6SDKEdQ5uyTVVgf4BJdXDRGz5R4YccLyIrMMVXqvbJZqSSmiKzxepE0z2pVThUlGfr7C+xFoj6u+Dac/AuYfBGUTO7VPzyBaUV6q5aNzRuT1RJtj+QIoY4ljn/zB9dD/PzgtfCRnrFgRELVv1RopZlU0BvMrAB334Of66derwuag7Egf1r7J4bm+rBag7X2ROgK9X5tjW01CQykUgv2frUJWx/B1YorT08nvnbytWS5NaJeBwwsKA1kRUjSj/s7Nn97yrdZUL5At+2D/R+woVvfFiA4upHDQ0BRF9+l/lI9SyUWgoNrYO9y3ec2KlV0oH5v/bHz6QsSStTGKu0xwRCjo1Fo2m71MUsGUhg3gfwJCCV9o74nEJWjbG/dzis7X+HOlXfSHoprnmjGgURSyliptXIb0IozGpFMEPYjoK3vqees187inH+dw31r7uOZLc8QlaKIosDokqykrc87mfprY2dzV9ceNCnuAzwnnUxo/k9g0oXq2NIHZfrekJjXWpRs6pQC2pQsIqK+8mjVlxuTVRXd5D4GkahH/vYyl156Kffc0/v4dCT43NZBaCQaRQl3qa01Fh61iX7aTIK4NXKYdsfr9RyMfbUasShb65xY3DonpxwEh/p/4dikQJUU0a/5kiJRDnFADC6/y286z65ou4HKLKDIXuRoDiXeSoZ4C6B1HzRsgYZN0LxT7dvXQEs9Vv/e/n9/5ZnlujVfOvBfHdQCLKpaxNg8NessR3MI1i1GDqcmAhPNZNIFcObv1Z8r5vDZ/H+wXK7mFWkBd8Wu4nvRG9W3BrjwXDJlCdnuVOWpJ9rD5oB+8nJmbcRduJTt7Wt1D4kRxonfVKUdcYIlrdAORpXDdY3rkounEXEF5L1KEQ/k6bP+pw0/zVLIBczVFCcxNslVtHnKAUGtjPdBFMLosfjyzpeTcvSJRcRBpYgCOgkJAtvd+qDbavIyXntTlbZiVp+o2wmcVHESZ1adyd3H383SC5fyzUnfBPRG9c6srUSdqYE2Q5ZZ1FADBpoKqNWyBO3WiMEIMUmyxIHOVIBivJdNlcbEtQ11wPrn4cUrIdxNXsdW3X6JSu3wAQbcoiCyoEK/uPvy8JdJo3pjlTYWqCRzz5fwwuVw32i1102Dv/iv5wvZvEAaSD9tVIoy78V5nP/G+fx85c95fNPjtIfa1aSAwZPSSD+eFNEs4Os3JoPIAy09VIv6Su0GeWRaqvCKotqDfHro06RfrcO/V9c3UxyLMSEStazUGqnHMDA7nwSs7F+ApFBeO1k0Kep5KoBbiNF6cKfxMDoYE2YzhB2cI65krOMwyLb6jZa4cMyFuv7YA10H+PTQp8mgNoiXnUoFebLEwu4e8iX1+Hb0aDs7H0aeAvNuhgseh+s/hSxzQGxEeVa5LtsejAWT6ura3vVJwj5+4nqe8x2fMkquQT601nQsLRLfX40yhGPCD1EdepSLwj+jfUH/Fps5nhy+U/0d3bY39rzBjrattn6tB1qD0LQDVj8Jr3wT7p8E4dR8ZiWACGkMauNiUQlbH0/hBwhi6p4RYnmmCjSV8+CS5+H4HxApm61TrX1WOpkWcvC5HBRm9n3OADXp89v5v9WJLJZmlHJG1cm6/ZRYLoGa78D+e3jmjGf48ewfq+eUQOFYiHQj7f5I97lEPy2kT8AvgVHFmeDowZWtFya7rDN+/3cdhmC76XM7bJI+Axn7rn7nahb/ezF3fX4X/9z1z6SvrnZeWyZX0yGK1Ghs6kRBtOw114ozapHtdZLr79+1BSj2F+soqj3RHr5qVFlw40qyaCWbrWIeq7z6gHth1ULL462x6KcFaCueg/ekH8GFT6pjS8Uxlvv1FVa2VMa+Sy0DJwGTnY8hqP32t7/N1q1bOe200wZ1fl6XIxXkCTEEIUqZ0Mw4ahBadkNnnWrzZ0AwKiGgUCE0MVY4wDChER/hAVVqjcFiKBZKtnoYvz9BDCOIodT3485QE8MZRbokiRwxKvoPjHqshbFa2x5qx++2Pl5PJIYoiiolOqHUrOjn0x7Fkwy2E+fWX60DUNfG6a7W/tf31DpEB7fMuoVXNn3OK8uqQNH3+ln2LB5zLfjyYOyZ7Puy3vw+Aw9qczw5XDflOn6/5vfJbSub3kJ0j0KOqFRjV85anFnbqWUpxz3/AL+d91tOqzQPAHsME3+jkscuuYzRYrya1UfqcQJV2VXke/OTinuBWIDtrduZVDgpmeH9e3Y+B12p70xQBL43/XuWxwNztTmGkyXRH3LPiZO4YnohtNX0yXJjRskM/rrlr8nXq+tXc9fnd3H38XdTHg+iwrj5XJ5AjnebjsZTnllusrMAc6X2GMEQ1PZT3XBBxQJTUJbAqOJM1h9ox5WnTzyc1d2DP9iuCgXk6PsKt9R10tITQUDmNfcvOKAUsUsuZy/lTB56Sr/OLRQL8Zf1f2Fz82a2tGwhGAvyszk/47zR55kqtQ6vPqidUjQF3rgRNrwIUnyCKpmIU0lNcPVKHvWoGbfBLJxOrDiRTU2bOKHiBE4cdiIT8ickey+bjUFt51Raajbh324Ww4jMuJY/rrS+fjMGENS6HC7KMsvY3pq6R375xS/xOX1ECg/i83WpfSliGNGVou26RTejy46HvZqF5obnofReDrT28OPotVSLu6kWdjNaPMQOpaLfPaFadIQ7eG7bc7y9721qOmsozyzn59V/B8CZqacCzguEVE6KhZKvUSTKQ4QRwmH9Tn2gziZgpPklrMAS13ZnQze75DKCnh7uKczjks5uhu/fSMFw+2qw0c7nYsdyLnKugHcfhA8z4Kw/wNRLbD6tR4GvgIVVC3ljzxvJbc9ue5ZHTpnH0BwvdR0h1ssjuCy8n6lNLcjAsglXM0pjI6eFlUgUpMRh+gNBEJhWPI0Paz9MblvXuI4JBRPI8ac0BbZRypM5WXy9owsXINdvsc1ah6KSyTu7nSxWKePJrz7D5lP2WDxmMS/teEnX+/vbVb9lWMENyeskuFrwFH5ELFDFV4dKGP/5tQitmp7yg6tg5EmEopJtFX4g9GMwJ2y3NG8hEA0k57VYzxgcGfsQXWoAFmw8BUV2onPb8OXCuDNh3Jls2t/GpQ+vYKxwABmRLUpcZyN/YCJlGa4MHjz5QS576zLKMst44KQHyPMU4BTrTJoUXUGBkVmTySlxAX4Yfaoa3GaVgKKg/OtG3f6JoLYw002Wd3ACTFrE5BgjizJx56xBEFMVr8KowoKA5tls2gHDZus+u2Jnk+UxB3J9x+SP0Smqv1/zPjfPuFk3jtYoQ3jfVar73GhvsYk+CvYMuf7Y/GkhCiLzyucl/bYBVhxYwZwhc5LjwUv+IhQhVX0tlgt0lHktrKjHADMr0yN+mIClQq6oZ1hYVWq11GMRBQ/WIlGDhSgIeJ0iwaiE6OxBcHTTqAiEZQf5soxXUUzWOFFJJirJ5AvdSV/uXHrIIgDO/lcME72nWpueYCxIhitD8/3JiK5OBEcPKCJhKQOItxZYKIMLMRs7H8fAdTayPdnUB+qR4sleWZERXAF0aqBx9IQlyPGpBSfZmlHTin4e64/AlhHVRdW6uW2w+K+v1IKaTb9qwjdNAS3YG1gz+UJw+00LpwT6S3HT4pJxl1CemQpgZEXCXfxO4hUODXU2JsdSg5uh+rDXUKl9TjqZUyO/49npL8D82/oscpRAb321lYUZIIZ4J0+fqZsZLGZ49nDbY9pTBP2pTFUfMLdsrqna+vqe13lk4yNUaIKyFfJUGpwOfBp1O7tMkPHazzL10w5Osl+LUcWZCO4mnBl6uulFnfFraEEBXbFT7XMrE5qpFvdwtuMLbna9wq/dT5Ll7V/G2OPw8Nru11jTsCZZ/f/96t/THek2BFGyqVI7uXCySmWXNIvgz/6k22ednKoyDCYom1c2j1fOeYXvTvsuEwsmJheIw0q6cXhTQZWiCMS6JrGDSvNBRpzAqjG3IJuT7ZRmexnaz174BIxshA/2f8Abe96gQ1iLM3MXDn8tDm+Dbp/xBeNxTTMEPhtfBClKbVuIpfIM7otdzBXRO5gd/gsSjkHRj0VB5IlNT1DTWQPAwe6DCN5aBEExBbUnJBaeTdt1HpdgtvMZJdTp+nzIHQZea7sgKxh9Pre1bksuBFSmRYy/5Xo5r2wIn/t8/Logj/ZDGy2OpCIqyRzu0I/NE+MKouoOPb3qEVjB2Bqysm4lNZ01zB4R76tVUve4CAyr22U59kVisi19dkw/PGq1MGoCbGjckPxZpSArHCr9gj/m57GktJhmUcTZU29rGWQ3rxVneQYk+OEUndw661bdtvVN63Fmpc7TmbEHV+5X+Ia+wu+2foNbCw2L8BrVHaD2cH1SrdN4bgMNyor9xQzLSil1x5QYG5o2kOFxUpzlIdY5jZ49PyTUsIhYzwiiHdN6bf850BoggotNygi2KJUkWpYG8+yWZZbx1OlP8dTpT1HoK8QhCpTl2VS6E/PqsDnqWiVR8Zdj7Bp3A+9Is+hQ/AQUD2vjbSGVAwzKEuiKdLF0/1Lu+eIezn7tbP5nzf9QWeAz0bZndmTrqyUGCnI4JvHZbj2rJoG5o8zJ5yPBqOXxq7m/wuv0mpK173n0lohTZOv73EokCgbX8rOgfAEu0cVxQ4/j9mNu5/J4MiwhFvVJlj5gmdRlf62sRKKgf201xucrKkXpDHfS0NOQZMCZlHaFGKqiigpREM1iQphFonQ5Hocn2Ts6EMiKTFeki6aAmhRJUoZFdTyTBYU2h4NI4pdG9dcyFO+nLUQ/v3WK2TgcAzsvOwqy2yEiOIKIngY1oAUQZAJS71ZLDslG+XgQlVpREE3V2qBkbesXjErIsqLv+dVAUkQ6FD1jpj9zhvHeS3eldlBBrSAI+YIgfCAIwq74/5apIkEQJEEQ1sf/vWG1z9GGHa3lUFvQ5KmlRboUNrVwO9zcNOMm3TZX1jYc/j2InsM6sYpMwcvITx+CRxfAn6p1NFVripZAXlU1nHRHv6jHCZj6auM0rRGFGaCIDG0bQUY8YPTJMue19E7zs/v++jtBOEQHfzrxT7pkAMBD6x+iLprq/V0uT+XMngAr9x/k5UOHuaO1g68Ns6a5aO18imijStQEJKITymdZfGpgGFWUiTtX35M1LRRiTDQeTDSYq2WJbPYoQS8O0p01ol89PaAmLE4Zpq/uXjnhSvK8ebqFmOhu1t1/We4sdeE+8Xz9AQ2TxXpNUDvQjHbiPK0gZm7QvZYCI1GkTD4PV6rWMgnkj4TFT/PVAWt624zheQNWFrYT8+oNs4fMVm18tEI9PU1EdnxgqpQlFsbGxVh/kOXOYn75fN22FYc+YFhJJ6JbY10iK8wOxSdPKQLNKbsKRemLSFT/+rWK/EW6/r+oHGVHqyrl783aj3/EA3xW2EwkTmGqdzr5Z/dKy2OBShHUJi1cxBhtVP8s7Vs/fAITCyeaKsrPb38+SUFO9OUl/6aOzZZtAzUtPabqGkB+hrvf1NQEjBP/uqaUB/Owggxc+Z/iyFHHkDU+LxeXlbLX5YRGfYtAAr0mGweI44YexwnlJ+i27Y69CHGhGIevRvfeaINOAvvVoDbz/Vv40vMdfud8lEXiF2SinutAqccJzCydic/p49ghx3LjtBuTVmdJ8STFRbR1HsHaawHRxOTR4misCwBG5o7UqcnaBcm2YlsOF5/lncP10ZuYHn6UsyL3EolrrA5WJGrV4VXctPwmXtzxIjWdNXxx+AtWN32qG1cU2UlBh/45MQa1q/e1EUj6hGp6L12O5LPWH5xUcVJShPOckedwXJmajM7wOMnPSD1vWwwJkSnTl1gez5jMuNTxIVc4PmC67zBYWMH0BfPL5/PJJZ/w6KmPcvn4yynPUtcxY0uzEFzNNHpTSSZBUZjf1kU4Zl5bdYdjbK/vNG2HvjOQvF4vLS0tyeCitrOWnW07OdB1gOZgcyooMwpIWlRpreZSbVDrEwxz3ACrtIqiUNddx862ndR21tIYaCQqRfG5HAhCDEHQtA5Aco1KNKha0cQRjEgIQKOSS1BJ2BdB0D3wvk4rv9qoFKU1UofoakUQ9PeMLPQQipl7otU3JVxK6ntWFH1P7WCQ58nTeZ5H5QgOp1nPR1EUAlFJTZQVjFZVvt2psbedDJ1AFPRdJEpRFFpaWvB6U2Pc+ILxttZ4A8Fg6ce3Ax8qivIbQRBuj7/+kcV+QUVR0i9z1Q/k+Fzk+V20BfQPZkxWqGsP2i7E7b0QBzd5nTr8VKYWTWVDU2qx7il+m+CBbxKsuxCnfx8O/15mRg8j7n0q9cHOOshRRVXsqgEDpWiBufdobcNaZEVmWIEfATexlhN4O/ARj+XmkCdLTIpE6Q7HkkbnWgQiMZq7zQ+NIMDQ3P5Xywp8BTx8ysNc8c4VSYnyEytOZOHI+fwE1Yphv1JKjVxCpdjAuEiUcZEOCJkHEKOdzzFGY/Uh1cnG/XSgosCJK/cr3bbFnZrrZ6jUdgSjrI1bTYwS6nTveYb2T0gjgduPuR2f08dLO17SqW5qWQdGkajJhZNVdcPhx0FmKXRb0/ETQa3bIVKaPbBKaG84FNPTtmOdavCxoQm44AlY8VvIKoWFvwNfHl/V7rI4ysCoxwmcVHES97nuoytq0y9pQIYyhqsnXq1O5JPOg6+eTr4XWfN34ArTZ0qyB1Yp02Jh1UKW1i5Nvn635l1yixbQqtF9Gh1049MGZA2bVYseoL4zREuP/rkdJeoTK331MdVicuFk6ntS98/Hhz7m5Z0vs6LrNSx0yDgktyHJksn7Gsy9+l4iPCUtZI7vINXOWvU7z+j/QuWycZclRawAXt/9Ok+c+C1AtWzpUTxkxBdquUoHgcZ9+Ev0thh2ysejizMHnFCZUDABt+gmIqvXpb6nnvqeekozSinLc+Du1lfLcmSZ0pgEDVuh0qxKf9AmKBpMQgXgllm38Gndp0kthq5YM+6Cj4k0n6JjIAEU5Z8I/F1zUmsg3EV+/ad4hU4ucq7gIlZwXvgu1imjBzWvgSpm+NM5PzUtoEYUZhi0C9Rr1GtQexSSAtbH01wPIRxnm4m2vx/UpAqoQnl7lZQH62BFomaWztT5cu5u382f1+o9lqOd1dTGyvWsRoMC8rIdKaXtB10PMF6oZbtSQbRgPJ6u8ZBnz/yygiAIXDP5GhaUL6DIV6R7ryLPF7cukenO0M+jU0qsl6S1rfrrvsTxpprw3vhX2JkLV78F/bQdcjvcllXNgkwPOUWb0YavM0NhZsuH2N3YzcShejbMumnytxMAACAASURBVNo2WwZSX5/d8vJyDh48SFOTmjTvCHfoen67Xd1JgbTmjlDSlsbhCKBoemoz3ZkE3WbGR1NXOClgGhG66ESz/vJGoMEmoDsCmoJNySoyQKAugFvw09TTgeBInYdbgZ2SZrJr3QTx776lO0IwKlEP7ECdN1xCDIe3lo7GgYVDUSlKUzBFp28QGtjNbksbNRQHiuRHyNlrPRdEQ9CTej6iOGmIf/9Km1mUsr9oD7XrdHpEmpFkByhOUJwoinr8YJOTbCMrRnLQ3dVBjxIliiGx0u7hcB+Dbq/XS3l5qjjlcXiYUDCBdazr5VN9x2CD2q8BJ8R/fgZYjnVQ+78CwwoyaAuYRQv2twQsg1pFUextIwZpuyEIArfMvIUr30l5uzp8h3Bk7CTWMZNYhxpcXu79BZC6yTn0FeSU0RWKWlR61IBxMDSj0Xmj1QFNgekl05lZMpOoHMXj9FCW62NP21DyZZnbW1UKjCx0sa2+hYnDzYIndouCIdneASmlgWrv8+eT/sw1713D4rGLuXXmrThEB6XZXuo71cFyuTyVq0WNddOuD2CsXnTBaOdzNKnHiqKwrfNT3cArxjycFtAsTAxiPSt3NyPFz+8l6QQ2yCMZJR5iiqeeS6b0j1aegNfp5UfH/IirJl7FzradScVSbTXA4TOIHBXEq5OiQ+3R/vJh03ElRWCTolLky/N9AxIM6A2723bTGEr5HSqKSLRLpa3vqO9CGXM6wthUH6AsK6yzEdMYTFCb683lxbNe5L397yHJEhmuDPwuPy2d8Ju3a0D2oMhuFNmDIvkozC9KqadWX64Lav01H5DL12g39KakQ9V6fvl8MlwZyYVKc7CZLvFd3T4FPcWAhgpfvwmmqArAWw6ZKwH3xy5EzCrlOvklCHckA+D+YErhFD7Y/0Hy9SMbHrHcL0+SuLW1jdO6o9iNEsZFfRd+fhO7jLOqhvDgpdMgaH39j4TThp/GfWvuozmo0iMDsQAb25dSmFlCc3eYzUoVszW99/s3fcx4Y1BrIYLjIsYlrhVw0K3a5Xj6V3V0O9xMLJyYtKIB1drnjKozGFmYR+CTG/CWPY8zYw9ZksyfGppVb+TGLZbHO2DXVjPIZO3w7OFcPu5y1UYvDm/hCqLtMwkdvgCHvwaHfx8O7yH2to+B3OHQHn+25Sh8+QjeWOr+a1My2aColb/BVmqtbI3AvoJppzwP9n2XFYNMCpiOFx8PRHcD3rLnkXpGE25c1Cs1uqbZ+r3B0o9zPDlMLJiYFHkD2NOhb6eJth7HTuNivkmfMF6uCWonCjVUiQ2M5DC0r4Keq/od1CYwOm+0aVt5vp8NBztw+PXn6RUzqMyutDzOfh2Dq13P4Ip0D9qfVgtFUXBmr9cFtWf29FAu9LDuwCFTULvahnr8jcItCHV56thyBOVyl8tFVVWqX/edfe9w28e39fvc7z/hfmYPn23a/q1ff5hUZ37L/WPGixqv4itfg5Hmz/QFq7es1mnRjM8fz98XPs9lj5+HqEmYndeUyS+7NQyVs/4IM1Vrrrm//ciy9eLFJeMZP2Jg1dqoHOWbz32TsGRejyegKA4izQuItJwISg/v3zTe3IpStw4eO0G36S3pGL4T/QEA639+6oCEyrRY27CW6969zvb9aPsMQocXM290IX//lp611NgVYuG95t5Xl0Ngy11nDCrgri6q5lmePfKOfcBge2pLFEU5DBD/366JySsIwhpBEL4QBOHcQf7OAaPShoJs11fb0hOx9LTyukSKMi1KC/1EdXE1pw3XU2M9xe+CkMpGbYkZlIEPqVRbu4CxPM83qEqPKIi8dNZLfHLJJzx48oNcPenqpJ1LVWEGQbzUykWa/RWaasz9oABvb9ILyziJ4SQ26Gz2tOJpvPq1V7n9mNuTVRxtkmGFbKAd7v7ARBM0fn+z0xjUhmIhVtat5H/W/A8XvnEhz21/jld2vazbJ9YxA5esCf5a9oBGyl0rpNFJBquVcTwvncyacT9CmHDOgM8NVGVNLUU11+9KVtrlSAGKkrp/yjPGpD446QLL4+1QhhGICx8MVPm4N7xbow/IpJ5RIKkTd1c4xqF2/SS1s7GLLoMdDajP7YSh2abt/UFFdgXXTL6G66ZexxUTruD80eezePxZSD1jkYKVyOGhKNECkP0caguqvSmgUtnzU7Q8SXAySdsDmjh+Gr4/r9PLycP0yqlhWX+/R7sMQakmqWKlfBzBxa4RV6r+jDO/CVXWgmi9YXLRkenbZ3aG+ffBw5zdHVAFRtpqLPfrlf4pCANqvQBVEMzK3qe6Ehz+3axR9OItPXv1Xs1grXw8SdjHebW/hidOgl+XwVP9F2My+dU2qYqzwwsyUKRMgrXfpKR1HL9paqYiFr//G2zox/Hv71zxU151/5xfOx/nm453mOSstdy/P7hu6nW6/i1FiOIpfhcpMIpI8ykEa6+le+fPWbat3VxF/kxf+ftEnowcX6aMLB5cUKtFTI7RFVGvk10Fc6/NHBuKSiZ6fgLp8g9PoCLPj+jbT8bI+3F463EXfIKn9DX2tdr35bU11eHBzJCqLBz8uZ0z8hyunHAlfzn5LywasUj3Xiygjn/7lVKimjmErrqkAnJtSyApcOkjxHCjP/IgvVWNUJM0Cv7hT+q25ztHmfxVQQ0yazVBrSnZnWYG17bWbYSFFHvFqSic2qPOZ+01G0z7f7Xf3CPvJMY1h++Cx0+EX5XBH6dA5Mhe0AnYOVcc8XNZ5uRDOCZxOF5ccBNlzCBbQrQ4o+oMHX12W+s2trdtRvTt1+0ndBno73VqIrA9ELHVEhjMusAluixVtBOQAsMI7LuRSPNpSV2fWqu+7bxK06bNsppAyfI4yfENnqI7rXga4/LtnzE5qtr/rd3fRszQlrmz3oYZWpg56ApyOvtqj3gmgiAsFQRhs8W/r/Xj9wxTFGUmcBnwR0EQRlrtJAjCknjwuyZBjUgn7BbcdsIAdgun8jz/gGlkRvxg+g9wahrnRVcH7vzPkq/XG/q4iNs0pKjHCosdyylCzeCNKBz8xF+eVW5J+RsRn/w/kqfxpjSH+6MXcEPke2wP5pr2lWSFV9fqKYtzxG1s9XyDBzu+C698C9Y/N+BzNAq0aCsMX8jjCSsaEkJ7rRo0aqC95tn0MFbQiiMJqgDHAPHijhe57oPreHrL0+xo28FfN/9VRzMHCLQdx35FmwNSkjQtRVFs1SEXjC2y3D4YCELKq1aJZif7UxRFJBtNUqV8JuQMM31ee4+myz8XVIrlC9tf4NGNj+q2Rzv1GcTth/VBxFc2Vdop5bmWNgWDRY7PpfEhTiEiyTR0xalWggDTLldVSs99mJdH3KtWAYTDCBrxjXR51NrZQQBIoSHsjY7Vb9TQ343KxwlMGpoNmUVw1v2Q0X9BlwkFE3AI1gk3KVxMoOY6zm0sIEeW6Va8rJdHEu6xFrM4WpVGgMVjF+vG5JrOGpq8z+Ef/gSPjdjGNaXFvOdXn5eMpvWmz++0UD4+x2HoD87o/3NsFItKVG1TauMOAg1nMT+Yovcpjdss+34Tle6p4h6mi7u51LmMn7v+zoSOT/t9XkZkubP47rTv6ra5ctYbFp8iW+o6aSs22I6E9dd7uZRaBI9Io8fqv3b/i4WvLuSZLc9QlmdNWLOr1L63pZ7OkDlp5hQFncVSOjAk141v6Iu6be68L9nX3KUXXNn3MbxzO/JDx/JW+GqOFc0V+sFoHSRwybhLuG3WbUwtmspHtXrroGirmgiO4mSfolca5uBq6Glm+c5UEDtCqEcUUn+DkF/VL3/kvqAi34czy6xX4YpZKwu3BaK6hOgWpZLfRC/hI3k6ijdnUOsCK7y9923d67mBIDnxflDF0JIUk2TW1ZqZhsOFBhxK4pwV1Zu1H4F3eWa5bdXaDiMjEUq2v2/aXtceSg43Y4QDSYVhAHIqBtQSkkCxv5hjSvXjxZ0r7wRNz6oUKqEmakjYHlbH6M0WDCRQk1qDVQU3ajGAanc0zvV1Avu/rbMRBZv2BV8eu+alBDgjioN/y8cCKuMgHTGHIAgmQUQtpB51vdcTkdhmWFfZ2dSNGYCivxH/0aBWUZRTFEWZZPHvdaBBEIQhAPH/G22OURf/fy8qRXmazX6PKYoyU1GUmUVF6V+82w3qNXZBre3CKX0Uo4rsCtNN5i5YhuBQF0brFYuskywlRaImCPv5vesxvvR8lxfcd3OhoJ9oBovmYDPRuKx3IqN9Z+xqvhv9Hn+SLuBteQ47OswL1ZV7mjlsMAgfKxzALUgUBXbD5leSapfpQHkymFIIuztYKRuyUbs/0L3UVmpniDt1kyvFE1RLpwHiuKH6Km9DQK+IG+sejRItZJtiyHTWbwJFoemDP+Dp1PefgRoXzRuAOmRfkKS5eRtQFAFFEYg0n0xHj4buIghqb6gB6zSqsMPSsHACONh1kFNfOZV7v7xXt11RHMS69FlR42BrF9QOhnrcGwRB0Nx/eugysnNvhqvfhOrLGH74Pe53P8wyzw9Z71nCOaIa9KQrKTB7yGzyPNZ/b6xrPPuUITqfTXoaoVsdvrccsg4kJ5X1Xe3YCj6nj4mF+mvncXj4/vTvk9F0K1Kwip/Frub40J+YFH6ScyN3c8A7xvJY9pXawY/Nhb5CE4Nmb89qAGRR5kufl3qnGghVRnYRCqdoZ6GoZGL+OIlxtkPf88rkxf0+L+PEv6N1B4FoIK5YrE7ldRTQqaTuISHSpSb1DEi01RgrKf7ygVVtjDh/1PlJf/gEvCX/RqueCvBh0EwZ1eLjOOvG4xQps/G87S+CsSAPrX+IjnAH9625j5s+uwyHv8a0X2NXmG4LxsdLaw6YtgHMH1OUUmNNE0YUZhM8dBmKnHpWpcBw6lpFvtirqdptfR2+fBgxLgx2nKiv0BdleSx1LwaKba36Plk5mq0bl3cpZfoPPHshfPYnlm1PLRG3KJVMDD3JeeG7eLvydjj+B2k7vwQq8vxIwUqinalzU2QnStdMy/2Nz+5+pZRHpHO4J+cXCLfVwIk/GfQ5JTzEH1r/kI6mD3BmT2pcy+rQ07a3He7SCGylMNml7xXub7VbEATuPv5uJhdOxiW6cIpOnIITh+BAQERR9MHU2HCEO5tbEVY/ZnLk0NLiTUykIQOv0iZgTNZqLcQAYt3j2CQbEhYNWyEaYstBa3bDYOc1gHNHnYtTSD1f88vn8/q5rzO3+Fyswiy79oENuadwVeRHPBA7l/Mid3NQUeOgdMYcC6sWWrZiKJIbKZgqWqwyWEftsBEoG5eGoNbKcnOgGGzZ4g3gqvjPVwGvG3cQBCFPEARP/OdC4HjAmhN1lGHnn2kUBkjgaCkcGrFkyhKy3Sn6g+AI4y5cpp6DUkyLorlpIt3QtCMZ1C5yqAI6oqAwR9xGddCweBoEFEXhto9v4/zXz2fp/qW2358VTeuVrw6atpmoKP3wuTwSRhdnghgia/yPyRh5P98b1clqrZn57qW6/Ws0k5eZenzsoM5lVO4ok2CFFtF2tadkm2yoeh5cDf/8FsUrf8njrj+QgT6pMrU8l7yMwfVU2CFR4Yo0nUb3jjvp2f1jIs0nm3vKLSjIWjufdNGPy7Oss8dS92iQ9QP8tsP6wXatTVA78ygFtWA/6egSY1rv5EBqCMwRAjQR729O0/fnEl2W3tYAse7xSDjYaVx41m+itSeS7IfSQhBg/JDBUbdBZaYkxrq5ZXN57ZzXuGbyNQzPV7ftVso5RBEJsR67MfignVBPmirdl423z2YDSeVonxBh16bVye27G7tNQi5zxc0UCpp71JsDo62vTW/I9+brGCqSIrG5eTOCoK0QCuxQ9ArxRgXkzlCUjqCaqBwj6gO03MrBLzxBVav/0TF6eQ2H7yDOHL0YyOs1TrWCY4FNciXN8ediRFEmYpp69dc1rNMtohqDDRR7h1jua6zW1rYE+Gy39eL44lnWf8dgkJ/hZlTOOIK13yIWqCTWPYbQYXUMfmZlTWpHA417ifMtXKQC8qo0JRsTmDNkDksXL+W2WbdRkVWB2HUcWlPfXcZ7EJDqN/P5Xv1314OPdcpocuddCzOuMn1msKjI96PEsgkdupJAzRLCjWcQ2HcjsZYwrP07vHA5vJpSQbb1qM33gygOupK8v3M/p7x8Che/eTEPb9DrU4iyU+fvOzy2jw6NsOkaC+oxwLxcgz1SUf/XVdXF1Ty36DnWXrmWdVeuY93X17H+6+t58NildG//NV3bfoNn249ZvbeOV+rqqQ5H1NaQXfpigfb7Gy/oacEMGXw17pThp+hYNEZI3eNpJZuDiiZIkqOwdxmXfLqQHzpfMtn5TBpkSxKoquXPLHyGJVOW8Ogpj/LgSQ9SmlHKsAKbdYHNfXagNcAKeSp/iF0UtwpTkc6Yw+v0cv7o803bpcAItM/w6n2GoNbGe32gNnVHC4MNan8DnCoIwi7g1PhrBEGYKQjCE/F9xgNrBEHYACwDfqMoyv+loNZ6QNrfEkj1vmlwtBdOCeR4crhuynUU+YoolhfSs+cmwg2JfhXBZCXBoa/i9GOFRaLeJiY4enD9llp8VvcZq+tXU9NZw03Lb+IvO74PonnBu6+pW0eF6gxFeXezWSV3rGioGKQxqF0wtoiMsld12+4u0PTV1XyqM+Le31vfzCBFogRB4OyRZ3PB6Au4eOzFuvfkaBaxLvXvNlVq1z8Lm/8JwGjxEH9wPayjpi4Yk372QgK6CpfiQYmpA72JJlM6BYamiBZ75CHs0Shs2iU+BoIF5ea+zWinedG9QyPM09wdtmVeTBt29IJauwqr1eSlBNupkFIJHlkRktnldNK3z6wyC4rJsUzkkBrMbpMN91/DZrbE+2ndRPmW4+1kb15VYQYZaaj0zCqdxdLFS/nk4k94+JSHqchWAwG7v9tqkWlUVR9CC8OFekRBZmiaqnlTCqfY9kllSAJjIqnFZtP2FOPESvn4XIeB0jvhXHANTCHcSEFO9NVqezl3yIbgatu/dVYk2nvynPC9XBX5EfdGL+Mtx0k4Cy07gwaEWaWzTDZinsKPQBNsfbG3hUi5dRJRq40wWOVjLT6s/ZC6nlR164rxVzCqoMxyX6P2gl2VtjDTw0nj+ueL3FdcdswwpGAlwf3fJnjgm8gR9fe8v7U+tUapWqDzlVwvjyCq0QFNRz+tEdnubK6ccCVvnvcmIzz6/tqtxrEFiB3eTChqVoTN9Dj75bHaHwzN9SZziVJwBJGWE6iKxnhPuhbe+C5sfxO2vamqzmLfipYO6jbA0MyhBCVrBqDQNVoVd4tjrHCA7YdTdOM1NsnaSS69dkk6+5K1wVQzObwlG57VL/Vif1pV9btiV3FS+D6+F/kuq4deASNOGPT55HhymFc2z/I9JeZHCqpjn6la+/at5Egt3Oj8F595vsf3Hf9MvpWOSi2oFOQbp93IcWXHJanC/ZnXoBdV9TQL0F0y9hJTT3msR6/fs7qmNbmul2WFXTb047H/TUGtoigtiqKcrCjK6Pj/rfHtaxRFuSb+80pFUSYrijI1/v+TvR/16KEw043fgh4UjskmJeHucIwPt1myqdNCcTPiknGX4HV6aRTfwT/ij3jL/0HCw80Y1CoH17CvuQcXEs9LJ7Ex/gCHFRd51ekLalfVr9IZ1uf7cnAJ5r+9MxTTWSW9tfFwUtI9AQGZMQa/VUrsm+v7C1EMk5mtp+GMDWky+7FQku6stfPxEmaKsFd/sGGDVz6+acZN3Hncnfx0zk9ZeelK7ph9ByNzRhHrOIZENsxUqTVgtriN4UKKujz/aAa1ffVDFATC5z7Bm9IclkrT+F70RhTNMJLOjOKJw07UvXaJbmLd5kTI3uaepKefHfV4RFGGzrMw3bD7u60mqbauAH+RvsYn0iQ6FT+7laF048ftFCnOGrwAXQLVxdU6b1hQ6VmJYX+bYrj/6jcn+2m/6XiHn7n+wYeeWzhDXMXENFRpE/A5feR69X34dt+f1eRvFPu4yvk+Kzw3s9GzBPffFsH2t02f6S8EQbCt1hb15OsmTvHw2uTPxn7aDIKcLq7RbWOKPtHVH2gpyAIC3VE1oagVQdxuvK7rn4XnFkNAzbxre6UOU8AKeSqPS2fxj5IfqSrnacTNM28mw5XBacNPR2xYQs+eH6I1XYhKClvd1gJi2n7awSofa1HoL0xawpX4S1gyZYmtMrC2UhuTZEsGEsAFM8qOSr++euxyS+qwrMA/vogniv35sOgPdDnz2SmXcUf0W7p9B+tR2xtEQWRMkT5huEyepg9sBQcdSgZezAqxc0cVDlpoxg4ep8NkMbdHGUq9ojnfaA/sVxNPdkFtupKNLtHF3KFmiy2Aro5jaFdS1ylDCHOoRk24K4rCmhrrSm15rEa/YQCVWjtokwIAf42drt9h7zJoTBUFtOO1jMheZShvyMexb/rtUDErLedklawFiPWMIbG22iQbFKo7UskojxClndR4MjENlVo79DavKRZaBwdt3VbSm5QamjlUJyapKGJ8bZBCS08kycI81B60pL77XI5B28ClG0dnJPlfCkEQeumr1Wdk/7Jst6VlDsDoo5CZcDvcPHzKw0wvmoUcqiDaOpcEBW+9os+gRGvXEI7JRHHyqHQ250TuZX74fm7nRgoL08NNbww0srN1Z9LaAuCmGT+w/f72NacWcy9bZLPLhSb8WiNuXx5kmm2ABopMdyb/M+/PyDF1sFJkJ2VthmxdvK/2YFvKzmeauFsvZpBXBdnWVLSBIsudxSXjLuG1r71KsZTKaB+ikA7FerDaLldwTuQeahT1XHJ8LqaWpyejaIVym0SNlVpgrVLCd6Pf45rorTqKTDo8VrWoLqpmcmFqwXvx2Iso9JsnIElW2N2o3n921OMZR7FKC/aJLqtJqjbs539iF3Fl9CdMDT/GZZGfAqpyeboolqAuNs8dpRebV7pSgYKJKdCwhc2HOiiije86/6Wek9DMI+4/cqn8ZtrOywr9yWgbEy0ThBoAMglA7UqI9l35szecUXmGTsU3gVhAPx4P6d5KNK4UaazUniauwSdolGhzKmDYwNsbTqw4kQyXOgYrKMTkGIIg6HrZl8vVhBSD8MnupfDofEI1q7j/g52Wxz4aydqKrAouHXcp7+9/D7nkMTJG34vg1ovgvd5uFu3pVPysU1L9tiPTWKm9ZtI13HnsnVw/9XqePuNpcjw5tkHfPs264ONdTUnbOCMunpl+6nECWV4XF84w03kBXlhdSyjh0FB9Kd8ufpbTIr9ni0GlO930YyOMytRRnJwXuYsHq/4C130CdxxmseN+QpiTdieOO3rJWrBK2Ap8JBmosPs+Aexb0dLJQJpfMd+0zSNmIfWMYZU8ji/lcTwdO43bo9ewtVWdDw62BWnoNK9HPUIMf1eNfmPRWNN+A4XH6WCIJimwWRnBGtmgc7DqseSP9lZXaWRwVSzA5zSPVdqE90bF3napTcnkJUllgZXn+QZtk9MbijJTegdahKIyTd3m6/mf8r8G+MWxv2BB+QIqsyspDl+OEjXHDgkK8g4LmzqAMSXpawtJF/6fCmrBvudPK+hS09zDk5+YhXoAJpVlpzVrrDu37OE8c+ZTjJN/Eue3q9hgyDq5WraZMp61Sgl7ik5OmypzvjefhkADgZj6vVww+gLGF4zXZbQ9RBgv7OcccSUte74CVFXmtRYKfWNN/bQTdD2G6cDcykkc6/4NwQNX0rPnFraG9Ep5yi61r1abwJgl6MUY0ulPa4QgCIwu1laoBHNVBXhHmsX5kbuoVVJB/9zRhTiPUiUA7Ceduo6gKUNs33eU3oWTQ3TwwEkPcPOMm/nlcb/kphk3Ma7UOquaUED+T4tEJWBb6baYpLTfn4KY7BtMJ/U4gWsnX8tZI86iLLOMG6bewJicGcn3thqZAs072HVIpWhlCqnFe7uSgVh9adrPTQs7KxRP40b41w0QSwWG+qBWYZJoGKtLzUqUA4Hb4ebCMReath/s1lccRnGArTUqS8Q4+Z9npB5PXqz25g0QBb4CnjnjGa6ccCW/PO6X3DrzVkA/rx1Uirg6+iOaFcOz0nEA5zNnMr/rTRIsIC2OP0oidN+p/g5XTbiKCv9YIi0noET0Qcwre10oWfpE4qfyJCRNf1c651yXw8UFYy7ghuobKM9Sg0U7ZWUt/fiFVdbU42Mq8xlxlNYECXz9WGvv1vZAlNfXpxhQ+1qsKz3pos/aYZTF3x/GzYc9VTBkCvvaY7ZV0AVjjg5tOwGrhO2H8nS2i6OJzLsdlqyAk38BpCq1LmJc7XiXicI+HEhpDWqtKrWTcucADpZEf8jFkZ9zZ+xqXpBOYn2zOlbYzWsnFnUhyBoxs6yh4DO7UQwGRhHEp43V2g3PpyybbNYG6bS68jl9Jss6AZFYdyoJtlmutP3836RTCcYtCCeniXpsB0EQ+syCC8ck26TZ0aiG5nhyePDkB/n3ef/mlIqzLfdJiEXZKR+PTYNIVLrx/15Qa9Nbog107n17GxHJ3PsBcMeZEyy3pxOnT9RTBtvJYp+cCnAERWKSYA660znxO0Unj5zyCNdPvZ6fzP4JP52jVpMSvU3XO95gq+cbvOP5MQ+4HyRzz1sA/NOGnjXTZ+z7SB9FRovr508m1j0RJZbLSnmizi9PaN0Nrft0lLJjRL2K49EMagFGGTLar0r6/pAnXZdxQ/T7Sd/XBI5mPy1AhsdJYaY5Y6ko8J3n1tKkYS3YUrTS7NEIqireNyZ9g/NGn4fb4bYdRHc0dBGOSWy0Ue6dWXl0g9pym4mrvjOUpEYnYCtAl+ZefVADs1/P+zXvXvAu11dfz+Sy1IKnk0wOKRqLBTmGo3Un98Uu4snYQmKKOj38IXYhY6usF9XpgjGgrxQO82fXAzzYfZNKn12bUgnVim8NoZV8QUP5dfmhIH19oReNuUgnTOJVhtIVLWePnArCHILC/k0r6TZ4JhfRYHW09wAAIABJREFUxvGiwcN7ENTjBMbmj+W2Wbdx3ujzkklMI332C3kCi8K/YgP6qopTifJr15Pc53pUlxgdlu83zTvpglN0csusW3j5nBcQOs198l1hiaaC2bpty2R9Jc3OSzZdsKvUJuaKxq4QH2mUe7U4GgJRRowoyrSdA/76WQ2KohCKSpYib3B0emq1sPMQ3t2o0uOX2Xx344dkU5ozsP7yvmKKReDyoTyDMwJ38YuORTC0GkSRYERKsvMmCjXc6fobb3nuYL1nCVWf/DBt55PrzWVmiV59+YIxNh7wDap1k51I1En5BtGyNPv8gnleeleeZaBvB2DdP+gIROmysLpyOQQTBXywMFKQx+dNBTl1nu1kUSubn5eQ4uJvsZRIX7r6aXuDvd6GPgGltUPSQm2bTJ9yuRVmVVr3tK+uOVKl9v8Htf/XYVdNSizUP9nVxAdbGyz3OXNyKceOHLjPVl9htbjYYLD2mSruMe2TTh8/gJKMEm6ovoFLx12aXNglFhdN5ODQ2OD423daetMmsCDPoNB3lILa6cPyqK5QF+7d+Fkj66k4yu6lSSEhJzGmi3pJ+MFQA/sCY0b7ZWkBt0Wv5aOsr3H4gte5u+ssXY9qAkc7qAVYNNmadt3QGebG59cmzbhts7FHodJohJ18/LbDnWyp6yQSMyejcnyutPg39waf20FhpplapyhwyEDhtgtq/xPf3xQDhd3Y1z1eqKWTDO6OXckZkd/wj9jJLM88+6ipbidQlOnR9dV9w/EuZ8eV3QFY8TsIq8Gr1nZjotE2omRSWvtCSzJKuPPYO8nx5DA0Yyinl3wHMFuthfavMglpnONYqRsjKZ1yVBadoPa+OQ00sAbyuTD0U8Izlpj2v9DxMa+672S4oAr6/fJrE9PaOmCFDI+T423mzxd8FyE51ft/izyc16Xjk+8NzfGmRaSsN5Tn+UzfH6i+pe2BCK+uPZRsWdEiy+PkTJtxM924+vhKy+3b67tYta/VdlwuyfYc9UVxRZ4PtwWTqCsUo6k7zLId1kHtiUfBd92Ic6eV2doZPb/qAG9vUhPu2u9PKx6ZJQRxyBHTZweDW2fdmrRVuWjMRZw5+jg8Fn3FXaEYdR0h1tRYV2qneg2CnGnsp03A2JYQw8nfY6fqd1r1GLXN1oFPWa4PR5opqnPL5nLqcPUcfE4fP559q+n+s6IgvyLNp4XUHHg0+2kT6KtehN26wC5hnk7YOUMcaA1S3xGyFECE/1+p/V+BSptq0v7WHqKSzF3/thZm9jhFfrzw6ARiRlQWZpgUxdbL+j6uaVZB7VGmQEGqIrBT1vf4FAZr+Gx3sy19YqRioG4VH52KtyAIXDMv1U+0QtZTEds3vZOsyk8UanR9viFPIeTb92KkA8aMtozIS9KJ/FL+Bh90V1p+ZlxpFiVpznRa4dr5I8jxWZuQf7G3lfveV3vxjF5+CaSTomUHO/rxjvou237a6cNy/yN9H8NsehKNfte2fUf/gaDWSLcy9tWOF1M2DLuVcn4a+xbjyo5ulRtAFAWdwuODsfMIKJokQU8jgQ2vcuvLG1iqEfCbGO+nTWJIeqjHWnxt1Nf4+OKPeeeCd/jaeJU6qBXva1KyqWvrYbuJemzw4U5DldYOTodImQVFLYqTHdPu4Itpv6NH0SddJoj7WeG5mUeH/JsThqdPoKw3nDrBuhr8wl4v756+gnPDv+ScyD1ESI1D/4l5zeUQbZ+/vf+HvfsOb6u6Gzj+vVree8WO97azd8gO2RASZgh7tOkAyihQuuiig75AC4UWyiqUAmHPBLL3dhJnOtNx7Czv7XhIuu8f10osWbLlWLqSyfk8T58S6Uo+jyXfe885v1HRyIc77Icezxsa5/LetI5MzohyuGP91uaiTpWaLRwVwXIlnVbjcGz7T9eyrdD+TuOULPeGHgOE+hv403WO+y///JO9nKk5b3VdG6WxSUty8WJ3bkQua25aw9oFa3nyiifRaiQyYux/z/OKqhyGfyYabdrmqLBTC/C+6Uqrv1FqTtJyUCnQp8HMa/pneVy3mDmabQwPrsXuFmQvSJLEc5OfY8l1S1i7YC1DYwaRE2t9z7zfpgKyWZZ43WS9w+vJndqO9wHHyhp4eW3ne3pQ574gLMBApoPv3+bjFe3dVjrztsrHcBlOah2FSJ6saOKdLScvFJyx9cNJqap8uSxmDrAuomRbAXmudivxknXBjbRo91+8LOHHx+T+mGWJU3Ikq01DWWocyYc7iu2+ZmxSEIZqmx3RKPfsWADMHtCP/u2tPTq2hQDwO7WJ0+VK/sdom1Y+zXFjXZ7na8s2/NiiuKqJ5QfsRwhMVmE1G5QVwb/f7LhP5SvrjrPswDmP7tRmxARib35aVt/CcgcRFu7Op7VwdH544N1dPLR4N0v3naWxxdhFMQj3VxHMjAmy2hG1t1Nra0Cc+y/8YP39KSeUN0xzAKgJyWH3pDeYuiKWj2zSGzrt1Loon9aWRtKgkTQMjg/BR6dhtXk497U+yPjmFxjV8jLPN8/ly/yL1dczpFMM7Dg2SWO3x7MrOfr721NSw317U7m29SmrsGmLWdXvw3+vtfNK15ueY38Sc6a2mc8O1pEvp1vl0oJri0R1xdGk7KO8Eru92AEWjuq6gr0raTSSw9za5QdL2XLcfv9cd4duWzi6/3hny0m76VxBvjqGJ7o2/9OR+UP7c/0w+22b6pqNPPxB/oXFbgkzI908qQUltzvC72LkQlaM/QXb97YV250TTgw6h9/JtdYPumWntvN5pYpgPjdap2r1O/QWACnSWWZod3G/7kteNrzAU2UPuXxMoExsE4MT8W9vZWU7Qd1ktl7I+NY86kLhTYDYEF+70VWu1tWktqqxld9+sZ9Zz6/v1MPZwtXtfBxxFIL8YV4JbabOX8BQfz1RLuzW4CqX3aQ2NsRBmEyLkeeWH7bzCuXL/6MprsvTcoZtCPJBOYlW2fpiv9HnIT43PMk0zU4kSZ0V2eggH/wNWprwZUDLG0xo+Qf3tv2MP7fezFI7vWkB7soyKg2wLYJilRYEbqLTarinPVSrQE6kVL544fSVm4mp2Q3AaJsLl0+a/VL7rhTiZ/9EYJZh47EKO69QJ/TY4srsGB68Mt3h8499uKdTLoiFu4uRAPjqtQ7z37afsL8bMFytSa2DMKH6FiNf5J/hvnd3MfypFXYrSoM6K7IGnYacDu15bAuVKTu11hewgf3dH6IFnS/+rxrn8kDrT5jb/EeuW+5HaX3nEMBcjc1OhRt2ajvy0WkZlhjKKTmKpeaxnCYKS5X6jjclnXrTpkx2eVV1W47O/3/99jBVja0cleOZ3/oUS0yjOx8U4/5aEQDRwb4X0kNsrSywvyjlKF/T1Rz9/j7Ms18nIic2WLW/DYsbR8QTYGdn2GSW+d/Wk3Ze4d52Ph3ZKxYFsOZwud3HJ2VGubX4oa0/XDvQ4QRj+4mq9p0ymVTprFWefqs2wKXtBx2xTq2RiaaayZo91BXt7nRsJLW8IP9VaUdk4RvilnE6Wmx922RdMCq+ZgeZUkmnei9Vwdlu3yyAzlFI++RUXjBeR53szzZzNr9qu9fqebUWax1d1/efrmXyM2t4e8tJTHZSGywc7eC72ugU+/fkWx1EWWTFBLmsMK0rXXaTWq1Gcti+pNFOHyaAn8/JdntOiq0BccEXdhtBqSTYqQUHMFRzHB/a6B/q5/acKFBWxywrv+dtihnZ+7v002uZGmZbzMD9YdwLRiW059FIrDNZ7z5O0uxBwmyVNwPgl26/qberObr42+Nv0LqtMb0jD03PZGKG/Uqo9S1Gu6vugT46wvzthy67Wo6DEGR7tBrJ4U20qzmzI9JiNNtddQ/11xPsq87vr2NrqCLZevEsXGogBuswbk9d/Ovx52vzFZyqtd9aLZR64qUOC0EandvSGjoandJ1XQUJM/O1m60fdGPosYWj8P+GlovFWxrw5/62h3iq7XZMHS//I79n55XuMSO3Z63c3J0Pb5HiYEfY0Q3nwlEJqt/UddXex17OL6iz2A09X3yYqkLocUeBPjr+ccuwTrnTCVIpd2mX8XzbU/xF93qn0OOaiGEu799sjyU/8UbtOnb5/JDtvvfztuGvLNCutTrOh1b+bfgb4UabRaBpvwWD6xdGY4J8ibNTzOuAnMw2s3XE3d3aZdYRKkBrtP0+1K42yE7Lw78bb2Jwy2vc3PobqrG+b1BrQcrRokBTq8luYa2OAn10TM9xXevLrjjaqXXEG/Np4TKc1ELPTvIjk8KYNyTOjaOxT5KkbkOQAZpkH9aYh7qtzZA9Xa38SlhPeOYM7Idvtc0OuAo3nsG++gtVKdfahCBP1uwhkGbWmIdeqP7aIAWqMi5wHIJsz7g09zWmd0SrkXhh4TC7FzJHEsP9VbvB68nJNDc2WLUFqZkDYhwWJOmOGqHbFh1XtM1oyO/QMuwb0yirPPPIQAMxweqEGPX0d9BplzYqG3TuH+sYByvaFqOkw1aTbVnnBzlz3T2sHvz+JN40X8WhG1bB7KeVPqL9h7t1bB31dFKrRloN9KyXq0Gn4dqh9sNZ3e3Occk9Ot7dlY8tenoPomYEksXQhFAemXGxIvhQ6RgbfB7h9/q3mazdyyztDsZqrOuqmBLGqjI2y05tvexvtVOco+mYEiLzF/3rjNActX7xqEUwyj0LUxqNxA8n249UtG3vc512I1+YxvFQ6328bpzDVnMOuiR1fn+2qTUX2b8vGajSYq2/QXdJYc4xwT68+/0xBKm02B0X6tej1kHeWPkYLtNJrbMXf0mC314zwGNb7LYhyPl2JrWrzcM4j++FXFc1OKqynCSdY7vP/Tyje4U5mm0E0aSsKpfZtM1RYacW4O5xyWik9p6H8sXPMEtzikDO80jb/YxveZHxzS/wdsJTveof2RM9yRFTK5/WVniAgX/eNhy91rnvvhpFoiwcVUC2R618WlB2UZ6/eSgRl1ApWM18/cHx1jvXHXOP5mh3EMLFkLbcuBDVzn89bQl1e5JNP2w35dPaGpYYardSroVt6LGUfTX4uP8GoCdhpgtHJTJg0HAY+2O3h2zbyogOdPp84W/QurwdiCM9mfzNGdiPEJUiU2ylRQUyqQcTQlf3D3ekJ/cgg/qHeCwf70eT07giVVnM3ienUCtf/NzDpQbmaLZbHR+Y4f60JICoIB/C/PUU2KSEZEvFWFJC7tN+yfW2qQ1pVyqLU25017hkXrp1WKe/2+XmkZyRLy7y+UmtjNMc4AvzBP5ovIOFrU8SOmy+W8dmoddqyOnBvYG9nV13cVRE0h4/vZaHp2ew5rEpDFEpysxidA92a8VOrRdxVAHZ1oIRCap+8W2NSg4nvMMNsm1bH4CvTcoqmBoVIi0chVlO1eQTJdVyk249LxteYLfvD7liw11QvMX6QJV2RBPC/ZkzMJY6AtklZ1g9N157sX/kaaIwJqoTegyQHu38yWByhmcmtQDDEsP4zTXO5ei4o0etI44qINujVj6txfTcGFY/OoX/u3Ew07Kjnd5lVzPSIi0qAL8OqQqvGueyzDSSEnMUz7QtsGpXM1CFlgcWzvbpHRJ6npWTC7kq0iZXT6XJmb9B16k1EoAWEz60Mle7zfoJFUKPwfnF2ogAA0/Mzur+QDeRJIkZTobUpUYFqLaoEhfi5/Tfqxq9abty9zjn+kbHhviqVp3Z36CzSpnqihqtfBzRaiT+fvNQQv31mNB2KibpI10MCW1DS1CaOjuNkiSR1S+IEjmKRtmHJtmH3eZ0vjGNxoc2Zmm28zP9B9YvisiAG/8DWvdHI80dHMeaR6fw9r2jmZ4TjSSBCS3vdOj7CnCnbgValFS+YF+dw44K7uDs/XpkoA/RKi6qOHNuliQlZ37NY1N4eHqm6imPAKO6iULqKLMH97FqUv+35gWcKWgT5KPjsVmeu/CDcvKdnhN9oVBFoRzLWTmcWElJ3K6T/S6E1qpVIRIc7whM1eRb/VuHCU7arCoiQZR6v9fvTUxhyb6zrDINx4SWtaYhrDMP6bQaqlaIFjgffpwaGaDqZNGe28cksutkNZ/ttt9/2EKt3QBQekoGGLQOc+A7UnOn1iLEX8+CkQksGJlAQ4uRtYfLWHaglDWHyqzyGy20GolrBqvT6xKUQmoD4oLJa2+BVEsgP2z7qd1j1cqnBaWPaWSggYoG+z0hg2ngn4nrmVD1MdK2ZvC1WcVWaacWlLzaXcU1TNPsZKymgCGa4wySTvCi8TqCpYvVrZv0YfinTVVlTL56LTHBPpTW2c9BtvjlVTmE+ru373B3ZuTG8PrGE90ep+Zij0YjkRzhz5FS+x0QLBLD/RnbTV61u03JjCYpwp+TlfYrqVuolU9rkRYdyOka+4XwOpqSrW4+ra1+Ib789YbB/PCdnaw2DWOedovd447pMsjRq1N9FpQF262FVUxreZZSwi70rB8gFfF3/cvWB/uGwq0fgJ96u3kajcTkzCgmZ0ZRUtXEe9uLWbZ9Jg+ZPsFXUoqBxksVTNfsYpl5FBNVDjG3LRblyMD+wapGYHZ3zzc2NZxfX52rSouhrjibVxsb4uuxSJXuXJY7tc6EPj04LcMrylV3DEGW0fBk2z2Uy8FUykE83vZDmlHGqObF3174sQ5j5/Ya9oQlg0G9C+3wxDCGJ4byimkeC1uf5BXTvPaCW9YnNDUv/jHBPk7lXvYkxMxdJEniT9cN7LYfmZo5oRqNRKYToS/9gu0XuFBToI+OuYPjePGWYex8cjr/uXsUC0clXAhRjgvx5Z+3DiND5fwUZ1e01a7u6qhvZVKEPxuS/8PEsv8hGdt7YTfbhh+rU5AELubV3qVdziLdUkZrDuMntXbaSSlNvBq06l38u1uwHZMSzvXDPZML2tGIpDBCnbgpUvO6Bs4Ve7t5VIIqfa+7orT3Se72OLUqH1s4UwQxzF/PkHh1wyrtmTWgH7eNSWSdebBVelJHp4Ict7hzB0ue4jkiLkxoo6jmdcOzVrUOzJIObn4HItTtytFRQrg/T8zO5ptfXsu5pHlWz92tXUZUkA+PTM9w8Gr3GNTfue+VWvm0FvOH9rfbijAlMoBX7xjB+4vGenxCC8rmmDPpU96aTwuX6aQ2Pszf7hfMIjUqgLt6WIzBXcanR1qV8F9pHsEVLS8xsuVllpmV1gyBPjpVQylC/Q2dKt0a0XFFy0vc0vorXjVezSmdg/59SePsP+5G35+Y2u0xak5qJUlyqlKkJwpp2ONv0PHy7cMJ6mIirmZOLTgXgjwiOcyrSs776LRMzY7m6RsGk/fr6ez//Sw2PnElsweqt0trYS981laQj87pkGBXuW9KmlUIoyTB9yak8O1DkwiZ/rjjF4angq96E/ARyWFoJPspIR1ph6gTemyR1MXikk4j8cdrB3rF34ROq+FKJ3br1KwVAd1PAjUS3DDcfvVhtd00Mh7/bkKLU1SMQALnopAmZUah9fCigMWvr84lMjquU3qSRV30KFXHY5un6EMrrxmeuxCdZ9E2+xlImaTm0Bzy0WlJvso60ucK7UGW3xreo1QrV8iICXQqhUDtCWRCuD+v3zXyQtHF+DA/fjM3l2UPT2LmgH5ecU4G5d50ZHL30W3emk8Ll+mk1qDTENdF7seTc3NVrzjriK9e22n3wojuwioeqJt3ZGFvRbsNHVvMA/iz8TY2z14KD+bDVc9C+gwIiFYamE/5uarjBJiZG2NV1S1NOo0fzRf+HeavVz2UorsVbYNOw5hUdVv5dCU1KpBnbrK/ah3qrydW5R1RZ4pFjUhUP/TYWZIkEeij89iOj22xKHty44JVH19qVCBf/WQCz940hCfn5rLusak8OTdXyQtMuxKSHeS+qxh6DEp19dy4YLvF+yxOyP2IzR2v4qi6Xlz6waRU1SMCujLTiSrIau/UOiqCaDE1K5p+Ho7+sAj21Xc7wVajd3hHzqRBqd3Kpyt+Bi3/uGUY62X71b/VqtxrkWXTq/YZ/b8Zqim0OuYL3/n4jLHuuepx/QZCknVBrbDilaoPQ6+17sPuiNoRSABXZsew9RfTyP/NDDb8bCr3TkjxmnlGR86EIIudWi/kaGdualaUV510gU6tfWx1dyF2h65WtP30Wq4aFAvhKTB6Edz+MTx+FO79FkId7OC6kU6r4Z7xKRf+/Zr+Ofb6LOIzw2/4he5dBoV3n5vpat2taI9JCfdIoYCuzB7Yjx9P6XwTf9uYRHRadU8lTk1qPZBP21ekRAR0GwKvZj5tR+EBBm4cEc/3JqRY55RLktKL0R6VK/gCjE6OIN+czr+NV/Pj1oc4JVv3dt7gdyV6nTpFeiwc3WzEh/nxkyvVDQXszsSMqC5v6iTJuXBgV+ouYsfTBaJs3dVNwSi1f3/dXdckyTvSajrKiQ0mbfwNnR4/KsczaYi6dVUCfXQdFuAl1pqG0CJfPE+vMQ1hT86jqo7JaaMXWf9713+x25TdzQZ3swsb6q93uqCZq0mSRKi/wWt2Zu0Z7USxqO7S0Tzpsp3UzrIzUdRrJZ6cq05l3p6Ymh3dZWsVtVezoeuJ9JxB/S65X6e7LBgZT5CPjihqSNWcQy+ZGKY5xr3ab4mNUD+/p7uLv7eEHtv62awsfj9vAAP7B5MZE8jjs7J4dIb6BdW6Cz/21WvIVbFyb1+j0UjdrlZ7YjW7WwmjINtOz9d+6ua+gXLxrySEvxhvY5+catWbFuBE7NWqj2lyVhSRgdY5UZIET107ULUquM4K8NExPs1xwaX+oX746tUdc0oXO42RgT5M9XCBI1vp0UFMzIi0+5wkqVvrAJQFqa5ypYfEh1p1dPAW82dOp87H+p7QJ208YR4Ya8cF20/Nk7i19VdUyMEcMffnwbafMCLFu76DF+RcA3EddrwzZytfQpV1VyxqoIpt6vqi3Nhgq5RHW5KkhHl7q8t2UnvDiHirsvIaCZ6/eZiqrXGcFeyrZ1ya/QsXqNvOxyIl0vHPvHGEd+QcdRTkq2fh6ASyNCVWj+slE2n91b9I9NVJrSRJ3DUuma9/MpHlj0zm/qnpHgmhDekm5HlwfCh6lXeP+5ruQpC9oXCFXVf+GiSbz9YTO7UdVrT1GPnKNJZmWbmh32nOICJB/cUeH52W9xaNZUBcMJKkTAz/vmCo10UfWczI7efwOU8s1kYF+ji8obtxRLxXnlPudlD/Iz5M/UUBSZK6TK3x1u+hpNEQPPQ6q8cSR1zlkbHY5ivulLO4tvUp7m17nHr8ncp59AiNFm79EGY8BVc/BzOf8sgwurtuDfDGxVovotNqumyFmBwRoPp5pSd6tZ0mSdJNwO+AHGC0LMt5Do6bDbwAaIHXZVl2b6doJ/gbdLx+1yjyS6o5VX2eK1IjiFapyfulmDWgH+uOlNt9Tu1iGgCZDlZq+of6ebzdgSOLJqWyeOcpMF987HXzNVzvgcIfCWF+GLQaWk3mTs/Fhfg63fbncpbVL4iztc12nxspQo+71dWKto9O45G0BqdE58CER2DDc8q/By+EQPVvlsMDDGTGBHKktIETciw/aXuQQJqYrd1BtRzIzR4K0cqMCWLJgxM532rCV6/x6l2J6TnR/PIz+895YlIrSRKD4kPYWljV6bkFI71vsRaUiWJObDAFZ+usHp8/xDNVrtOiAi+0C7M1Nds7F2sBmPwEnNwE5/ZD7nzImdf9a9wgy04U0ilZ+b3Fh/kR48X3qQRGwfgHPTqEjJhAfHQaWoyd763A+bY/l7NRyeFsOFph9zlH9/7eorfLjvuB64H1jg6QJEkL/BOYA+QCt0iS5BUxvlqNxIikcOYP7e/VE1pQ+vrZuzfReCDvCCAjJohhiZ13eu6bmubxdgeORAf5Mu3Wx6jSKrvedVIw42//LZGB6rdu0mk1Dj+3yVlRXn0j6i26CkEW+bTd66oCck5ssOp50j1y5ZNw91K47RO49uXuj3cT2/yjBvz52DSZVeYRHi+m4WfQev15JDrYl6EJ9iMGPLFYC1jVX7C4fWyiV0ZxgZJK8PJtw0nukH8+LTuaRZO6r/rvDo4WZCMDDaq3UukR/3D40Ub4xSlY8DZoPHP+66pehLN9RC9n3RWL8urvoJfo6nvmzfm00MudWlmWC4DuLpyjgWOyLBe2H7sYmA8c7M3PvtxEBfkwe0A/vtl/zurxOQNjPRYK8I+Fw3hw8W52F9fgp9dy17hkbh2tfiGonhiQngw/3498ehfBccMINqibc9RRTmwQh0vrOz0+KcOLV7O9SFcX/2FeXPnYWySG+xPip6f2fFun5wZ4ez6yJEGyupWF7RmdEsH/thZ3etxXryFB5XzGvur64f3JL7HuOazVSB7LX501oB//vmMEr60vpOZ8G9cMjuOHkz0zQXRWcmQAqx+dwoEzdYT46YkP8/NgZXX7k4YpWdFeu+BtxcezixcpkQHotRJtps5FlsRirXMGx4d0OqeA0qZO7TzzvmhYYqjD72CmF7fzgV5Oap3UH+iYyHgKGKPCz/3O+f28ARRVNl0IMxoQF8wTs7M9Np6EcH8+u288jS1GQCn80Sfo/ZC84Ib4trFJfJ5/xuqx9OhApuV03+pCwGEhqNSoAK8sRuJtJElicHyI3TAjr82n9TJjU8LRaiRMZuuL/+D4UK/pxentbh2dyJK9Z9l24mLI7wNT0z1WoRSUie2sAY7zfb2RRqOETnva6JRwBsQFc+DMxXBog07DA1PTPTiqvkOv1ZDVL4j9p+s6PSd2ap3j6PrliTZ1fZGvXsvQhFB2FHVOI/D28O1uZyGSJK0E7J3dfyXL8hdO/Ax73yC7db4lSfoB8AOAxETv3vHzhOhgX5Y+OIFdxTUY2k983tDnqs9MZr3MyKQwnrlxMH9aWkBNUxujU8L5w/wBXvGZ9gUZ0YEMTwxlV7H1iuydY7tucyFcNHtgv06TWoNO47UFXbxNdLAvt4xO6LRbu2iid+/seROdVsP7i8ayoqCUsrrtx9TKAAAgAElEQVRmcuOCGZEkbt77KkmSeOd7Y/jj1wfZc6qGiEAfHp2R2WUbQMHa7WOS+Pmn+6wem5Ae6fX5jN5iSlYUvnoNzW3WebVzBvathSpPum9KOve8tcPqsWnZ0ar3vu4pSXZBHylJktYCj9krFCVJ0hXA72RZntX+718AyLL8l67ec+TIkXJent26U4LwndNmMqPTSF6fA+dtjpbW88iH+ew/XYckwc0jE/jD/IFiYcBJrUYzt7+xje3tu2QaCR6flW23H7Fg3/lWE69tKOTLPWcIMGi5b2p6n9vlEwTBe7SZzLyw8iivrDuO0SwzIT2SP183yLpvt9Cl19YX8pdvCrAE0QxNCGXxD8Z6deVebyLLMh/mlfCPVcdoMZqYlBHFk3Nz3dbmSpKknbIsj+z1+6gwqdUBR4BpwGlgB3CrLMsHunpPMakVBMEZRpOZsvoWdFqJ6CDvLvjmjcxmmeUHS6lqbGVwfIgIPRYEQfACrUYzLUYTgT46seB9CfafriW/pIYwfwOzB/YTKSFezFWT2t629LkOeBGIApZIkpQvy/IsSZLiUFr3XCXLslGSpAeAZSgtfd7sbkIrCILgLJ1WQ5wH8+/6Oo1GYrYIyxIEQfAqBp1GRB31wsD+YpH2ctPb6sefAZ26zMmyfAa4qsO/lwJLe/OzBEEQBEEQBEEQBMGWS8KP3UGSpHrgsKfHIVyySMB+92ahLxCfX98lPru+TXx+fZf47Po28fn1beLz67uyZFnudb8gby5be9gV8dWCZ0iSlCc+v75LfH59l/js+jbx+fVd4rPr28Tn17eJz6/vkiTJJUWURLC+IAiCIAiCIAiC0GeJSa0gCIIgCIIgCILQZ3nzpPZVTw9A6BXx+fVt4vPru8Rn17eJz6/vEp9d3yY+v75NfH59l0s+O68tFCUIgiAIgiAIgiAI3fHmnVpBEARBEARBEARB6JKY1AqCIAiCIAiCIAh9lpjUCoIgCIIgCIIgCH2WmNQKgiAIgiAIgiAIfZaY1AqCIAiCIAiCIAh9lpjUCoIgCIIgCIIgCH2WmNQKgiAIgiAIgiAIfZaY1AqCIAiCIAiCIAh9lpjUCoIgCIIgCIIgCH2WmNQKgiAIgiAIgiAIfZaY1AqCIAiCIAiCIAh9lpjUCoIgCIIgCIIgCH2WmNQKgiAIgiAIgiAIfZaY1AqCIAiCIAiCIAh9lpjUCoIgCIIgCIIgCH2WmNQKgiAIgiAIgiAIfZaY1AqCIAiCIAiCIAh9lpjUCoIgCIIgCIIgCH2WztMDcCQyMlJOTk729DAEQRAEQRAEQRAEN9i5c2eFLMtRvX0f1Sa1kiQlAP8F+gFm4FVZll9wdHxycjJ5eXlqDU8QBEEQBEEQBEFQkSRJJ13xPmru1BqBR2VZ3iVJUhCwU5KkFbIsH1RxDIIgCIIgCIIgCMJ3iGo5tbIsn5VleVf7f9cDBUB/tX6+IAiCIAiCIAiC8N3jkUJRkiQlA8OAbZ74+YIgCIIgCIIgCMJ3g+qTWkmSAoFPgIdlWa6zee4HkiTlSZKUV15ervbQLjs7T1ZzvLzB08MQBOE7orSumTWHyjw9DEEQBEEQLjOqTmolSdKjTGjflWX5U9vnZVl+VZblkbIsj4yK6nURLKELTa1G7n5zO49+uMfTQxEE4Tvib8uPcM9bO9h0rMLTQxEEQfAYs1n29BAE4bKj2qRWkiQJeAMokGX5b2r9XMG+r/eepb7FSH5JDcfK6j09HEEQ+jizWWb1YWWX9uef7qWxxejhEQmCIKjv9Q2FjP7zKppaxTlQENSk5k7teOAO4EpJkvLb/3eVij9f6OC9bcXEh/mh00h8tPOUp4cjCEIft/9MLeX1LdwyOoGSqvM8s+ywp4ckCIKgqjM153lu+REqGlrYeFRErAiCmtSsfrxRlmVJluXBsiwPbf/fUrV+vnDRwTN15JfUcPe4ZKZmR/PprtMYTWZPD0sQhD5s9aEyJAkem5nFnVck8faWIvKKqjw9LEEQBNX8aWkBZlkmwKBltagvIAiq8kj1Y8Gz3t9ejEGn4Ybh8dw0Ip7y+hbWHxWFuQRBuHRrDpUxNCGUiEAffjY7m7gQP372yV6a20yeHpogCILbbT5ewZK9Z/nR5DSmZEez6lCZyK0VBBWJSa2KDpypZYeHdy6aWo18vvs0Vw3sR1iAganZ0UQEGPhYhCALgnCJyutb2HOqliuzogEI9NHxl+sHUVjeyAurjnp4dIIgCO5lNJn5/ZcH6R/qx4+npDEtO5ry+hb2n6n19NAE4bIhJrUqaG4z8ZdvCrjmxY3c858dtHkw1NdSIOrWMUkA6LUarh3Wn5UHy6hubPXYuARB6LvWtBeImpodfeGxSZlR3DQinlfXF7L/tLixEwSh5yobWljwyhZ+8ek+1hwq89rIj3e2nuRwaT1Pzs3BV69lSlY0GglWFogQZEFQi5jUutnu4mrmvriRf68rZFhiGA0tRnadrPbYeN7bVkxaVACjksMuPHbjiHhaTWa+yD/tsXEJgtB3rTlURkywDwPigq0e//XVuUQEGHjsoz20GkXeviAIPbPmcDnbi6r4dNcp7nlrB8OfWsGP3tnJxztPUeUlC/EVDS38bcURJqRHMmtAPwDCAwwMTwxj9aFSD49OEC4fYlLrJpbd2Rte3kxTi5H/3jua/9wzCq1GYt0Rz+SvWgpE3TI6EaXDkiInNpiB/YP5eJcIQRYEoWdajWY2HK3gyuxoq/MKQIi/nj9eO5BD5+p5Zd1xD41QEIS+althJaH+evb8diZv3TOK64b1Z3dJNY99tIeRf1zBgle28Nr6Qk5WNnpsjM98e5jzrSZ+Ny/X6hw4LSeG/afrOFfb7LGxCcLlRExq3aDj7uyCkQl8+8gkJmVGEeyrZ0RimMeKMi3ecbFAlK2bRiSw/3QdBWfrPDAyQRAuxYmKRn74Th41TZ7bscgrqqKhxcjUrGi7z88c0I+5g2N5cfVRjpR6X09sWZaRZVHMRRC80bYTVYxKDr8Q0vun6wax9RfT+PKB8TwwNZ265jb+tLSAac+t80iaw56SGj7cWcLd45JJjw6yem5ajnJOFFWQBUEdYlLrQh13ZxtbjLx972ievmEwwb76C8dMyoxk/+k6yutbVB1bU6uRz3ZdLBBla96QOAxaDR/lid1aQegr/rTkIMsOlPLlnjMeG8OqQ2UYtBrGp0c6POb38wYQ5Kvn8Y/3YvKSaqBtJjP/23qSMX9exeMf7/X0cARBsHG29jzFVU2MSQm3elySJAbHh/LTmVl8+/AkVj86GbMss/yguqG+ZrPMb748QESADw9Nz+j0fEZ0IAnhfqwqECHIgqAGMal1kWNlDRd2Z28akcCyRyYxOTOq03GTM5WVu43H1N2ttS0QZSsswMD03Gg+zz8tct8EoQ/YfqKKlQVKb9iv95712DjWHCpjbFoEAT46h8dEBPrw22ty2VNSw5sbT6g4us7MZpkv8k8z/W/r+PXn+2lsMbLiYKlovSEIXmZbodItYmxqRJfHpUYFMig+lI0qR8F9vOsUe0pq+PmcbII6bF5YSJLEtOwYNh6r4Hyrdxa4EoTvEjGpdZEXVh2ltK6Zt+4ZxV9vtN6d7WhAXDARAQbWHVb35GuvQJStm0YkUNXYeqGSqSAI3kmWZf7yTQH9gn35waRUdhRVUVanft5WUUUjhRWNXJnVeQHP1rwhcUzPiebZ5YcpqlA//02WZVYfKuXqFzfy0OJ8/PRa/nP3KJ66diC159s4dM77QqMF4XK2tbCSIF8dObHB3R47MT2SPadqqWtuU2FkUNfcxv99e4hhiaFcP6y/w+Om5UTTYjSz+XiFKuMShMuZmNS6gCzL7DhRxeTMKKY4yCuz0GgkJmZEsuFohWo7A44KRNmamBFJdJCPCEEWBC+37MA5dhfX8MiMDG4cHo8swzf7z6k+Dkuu2JXZMd0eK0kSf7x2EAathl99vs/dQ7Oyo6iKBf/ewr1v5dHYYuSFhUNZ+uBEpmZFMfvo7/iF7l22nahUdUyCIHRt24kqRieHo9U4vm+xGJ8eicksX9jddbfnVxylsrGVP8wbiKaL8Y1OCSfAoGWVyKsVBLcTk1oXOF1znnN1zYxKDu/+YGByVhSVja0cOKNOUaauCkR1pNNquG54f9YcLlM951cQBOe0mcz837eHyYgO5Ibh8WTEBJEVE8QSD4Qgrz5URlpUAIkR/k4d3y/El0WTUtl0rFKVc8yJikbufWsHN72yhaLKJp66diArfzqZ+UP7Kzeih5bgX/ARi3RLKT600+3jEQTBOWV1zZyoaGRMqnP3VcOTQvHVa9h0zP07okdK63l7SxELRyUwKD6k8wE1xbD1FTCb8NFpmZgRxeqCMlGQThDcTExqXSCvSOk7O7KL0N6OJmYooXrrjrh/5a67AlG2bhqRgKk950wQBO/zwY4SCisaeWJ2Njqtcgq/alAsO05Wqdo6oqHFyLYTlUzL6X6XtqNJ7bUGtha6f2f0kQ/y2XGiiidmZ7P+8ancMTYJg679smdsgeW/hoh0WjW+jC15Q+TVCoKX2HpC2XEdk9J1Pq2Fj07L6JQINrp5UivLMr/78gABBi2Pzcyyf9CyX8G3T8DK3wFKCPK5umbVNjIE4XIlJrUusKOoikAfHdn9us/7AIgM9GFg/2DWH3H/iqKlQNQtoxM7P1lxFKqsi7akRwcyLDGUj/JOiVVFQfAyjS1Gnl95lFHJYRfaRQBcPbhfewiyeru1G49W0GaSHbbycWRgXDBBPjo2H3fvpLayoYU9p2pYNCmVH09Jw8+gtT5g68tQfQLm/B9FqbczQ97CSbFbKwheYVthJYE+OgbEOXdfBUpe7bGyBs7WnnfbuNYcLmPz8UoenZlFRKBP5wPqzsKhJRAYA5v/AfnvMTU7GknyXGsfs1nGaBIFQIXvPjGpdYG8omqGJ4U5lfdhMSkjip3F1W4vavD+dqVA1GibkviY2uA/c+ClUbD8SWi+uIJ444h4DpfWs88DPd+6dHoXvDIRijZ5eiSC4BGvbzhBRUMLP5+TY5Ufnx4dRHY/dUOQ1xwqI8hX53SEioVOq2FMajhb3Fw4ZeOxCmT54s6wlfpSWP8MZM6B9GkETX2YJnyQ1v/VrWMShL6gsqHF45OgbSeqGJEUdiEaxRmWtmKbjrlvwWzJ3nOE+Om5bYydjQKAXf8F2QR3fQ3JE+Grh4is3sPQhFCPtfZ5/OO9zP/nJtHZQvjOE5PaXqptauNwaT2jknp2Yzc5MwqTWWazG0++BWfr2F3soEDUsZXQWA6JY2Hzi/DSSNizGMxmrhkSh49Ow8c71SsY1Wo0c/+7u3htfaH9i2nRRnh7Hpzbq6x+CsJlpqKhhVfXH2f2gH6MsHO+uXpQLHknq926S2FhNsusPlzGpIwo9D246bS4Ii2SosomTte4b6zrjpQT6q9nUH87OW+r/6CEH8/6EwD9+8fzie5qEs+tgNKDbhuTIHi7hhYjU59dy1+/PeSxMVQ0tHCsrKHbVj62svsFERFgcFterSzLbDhazoSMSPuTbZMRdr4FadMgKhMW/BeC+8PiW5mfbGbPqVrK6tWtUt/UamTpvrMcOFPHK+uOq/qzBUFtYlLbSzuLlbyPkU4WibIYnhRGoI+OdUfc19rn/e1dFIja8z74R8Adn8GiVRCSAJ/9EN6cRXDVfmYP7McX+WdoblOnt9r2E1Us2XeWPy0tYP4/N7H3VM3FJ48sh//dAMGxMPQ2OLpcCfERhMvIi6uO0mw08/hs+3lcVw2OBeCbfe6vgnzgTB3l9S1cmd2z0GOLcWnKzeoWN4Ugm80y649UMDEjqnMEzZndsPtdGPsjiEi78PDR1Ltowhd5nditFS5fKw6eo67ZyLvbiqltUqc9jq3tlnxaJ4tEWWg0EuPSI9ujNFyfPnXoXD1l9S1MznDQwuzIN1B/BkZ9X/m3fzjc+gEYW1h4/An8aGaNyiHI6w6Xc77NRGZMIC+tPsaxsgbrA9rOw4n1sPZpJWxaEPqwPjupLatr5tllh1WbdDmyo6ganUZiaEJo9wev+TO8dzOYzei1GsalRbD+SLlbTr5dFog6Xw2Hv4FBN4FWD/1HwPdWwPx/KTlmr07l58aX0Z6vZKVK4TKrDpVi0Gn4+81DKK9v4dp/buKprw/SvPsjWHwLRGXBPd/AhJ+CbIa9i1UZlyB4g6KKRt7dVszCUQmkRQXaPSYtKpCc2GCW7HP/gs/qQ2VIEkxxoj+tPVkxyo6Ku3o3Fpyro6KhhUkZkdZPyDJ883NlQW/S41ZPDc5M5T/GWUgHPxe7tcJl64v8M4T46WlqNfHe9mKPjGFrYSX+Bq39KItuTEyPpLy+hSOlDd0f3EPr2zchJmZG2j9gx+sQHA+Zsy4+FpUFN76JT1UB//J/ldUH1W29tnT/OSICDLzzvTH4GbT87pMdmI+thdV/gjfnwNOJ8PY1sPYv8OWDym6zIPRRfXZS+/72El5ac4xnlh326DjyiqoY2D+kcxESWye3wLq/wpFvldU8lNY+p2vOc7y80eXj6rJA1IHPwNQKQxZefEyjgWG3wU92whX306/wE9b5/pSaNS+6/SQnyzKrCsoYnxbBdcPiWfnoZG4dk0jjljcwfLGImoihcNdXEBAJkemQeAXs/p9ygyoIl4Fnlh9Gr9Xw0LSMLo+bOziWnSerOePGsF6A1YdKGRIfar9QiiNms3IeXPIYmuW/ZGxaBFuOV7plUc9ShK9TPu2BT6FkK0x7Enytb5jHpIbzuvEqWrUBsO5pl49JELxdZUMLG45WcOuYRCakR/LW5hMeycPcVqjk015KasP49oUsd1RBXn+0nMyYQGJD/Do/WXkcCtfCiLtBY3M/mDEDacZTTDVvZfDxV1TbjGluM7G6oJQFmRCz4xlWhv6FN8/dgOZ/82HDs2BshjE/gls/VDY1miqgaIMqYxMEd1BtUitJ0puSJJVJkrTfFe9naYfz5qYTbFOhNYQ9zW0m9pTUMqq7QiltzfDVgxCSCGEpSpiHLDPpQmsf14cgf7ijxH6BKFByZ6OyIXZo5+d8Q2DWn5B+vJnKkEHcXv0vGr/+hcvH19Hx8gaKq5q4sr01SLCvnj9GreFp/evk6YYztuR+7v/0+MVclGG3Q+UxKNnm1nEJgjfYU1LDkr1nWTQxhehg3y6PvWqQEoK81I27teX1Lew5Vetc6LEsw9k9SjG65wfBf2Yruxlb/8XVUeWcrW2mqLLJ5WNcf6Sc7H5BxHT8fbU2wfLfQL9BMOyOTq9JDPfHLziSVSHXw8EvoPSAy8clCN5s6b6zmMwy84fG8f2JKZTWtfDVnjOqjqGqsZXDpfWMsXfv4oT+oX6kRAa4PK+2qdXIjhPVF+7bOsl7EzQ6GH6n/eevuJ+zKTdwv+YTjq/5r0vH5sj6I+U0tpr4cdkfYePfifSX+Dboen4s/4Ky+47AD9bAzKeUneWB14MhUFn4E4Q+Ss2d2reA2a54o5qmVvJLalg0MYXEcH8e+3gPjS3qh0zsP11Lq8ncfT7thueg4gjM/TtMekwpdnRkGQnh/qRGBVwIaXGV8voWdhZXc82QuM4FoiqPK5PBIbeA7XMdRWXB7Z/ylWks2n2LlaIqbrKqQFmgmJYdrdwEr3oKVjwJA65n6ONLeWDmIFYcLGXac+t4b1sxcu580AfA7nfcNiZB8AayLPOXbwqICDDwg8lp3R6fEhnAgDj3hiCvPaz8vXY5qa04pizevTQK/j0Jtv4LYgbA9a/Bw/tA68P4OiVixdUhyI0tRvJOVjHZdpd284tQdwpm/7XzTgogSRJjUsN5tm4ask+wMn61mU3w2Y9h0wtKhXpBUNEX+WfIigkiu18wkzOjyIwJ5LUNhaq297uYT9uzIlEdjU+PYGthJW0urOC8rbCKVpPZfjX1tvNK9FjONRDkoG+3JBG24CV2yllkbvmZ0s3Bzb7Zf47hfqUEV+bDjD8gLVrNoLtfYLVpCL/51ia0XO8HWXOg4Ctx7hH6LNUmtbIsrweqXPFeG45WYJZhzqBYnr1pCKeqz/PnpQWueOse2VFUDcDIrioflx6AjX+DwTdDxnTl/0OTlPA2WWZyZhRbCytdGo6yqqAUWYYZuXZOrnsWAxIMXtDt+yRHBbIz7Cp8jXVwdIXLxmdr1aEycmKDiQv2gW9+poTFDL8Lbngdg48vD1yZwbcPTWRAXDC//GwfXxbUwcDr4MDn0OL6vBlB8BZrj5SztbCKB6dlEOijc+o1Vw+OZXdxDaeqXb8DCkqfxphgH/v9I8/uUSaxL41QJoVB/WDu8/DYUbjtQ+W8E5oAufMIPvopycGSy/vVbjleSZtJtp7U1p6CjX+H3GshebzD145NjeB4g4GaQfdCwZdwziWBRc47thL2vAcrfgP/ngwl29X9+cJlq6SqibyT1cwbGgcoizzfn5DKoXP1bm2RY2vbiUp89RoGx/cwn7btYlXhCelRNLWayC+p6eIFPbPuSDk+Oo396Lf9n0JzzcUCUQ74+vnzbvKfqJRDkBff6taCly1GEysPlvKTiDyQtBfu+VIiA3hoegbfHjjHsgM2+b0DrldqrhSuddu4BMGd+mRO7drDSquGIfGhjEoO5/sTUnh3W7HLdzy7s6OoitSoAMd5ZWaTknjvGwKz/qI8ptXDxEeVCpzHVjIpM4oWo5ltJ1wy3wdgxcFS+of6kRtrc9Npbi+wlDoFguOceq/A3GmUyyG05bunMFNNUys7T1YzLSsKvnwAtr8K434C17xgtZuSGhXIe98fS5i/XgkrGnYHtDYoYYKC8B1kMsv89ZtDJEX428+Nd+DqQe6rgtxqNLP+SAVTs6I7R4GAMpGtKYZZf4afHoS7v4aR9yhVQDsafidScy2LIvez9XglZrPrdoLWHSnHT69lRMe0kJW/UwrMzfhDl6+1hDyuDL0RfILVz63d8QYExiitQJpr4I2Z8PUjcN51N+eCYM9Xe5Uw43lDLt4bzB8WR2SgD69tKFRtHNsKqxieGIaPrps6JR3t/h/8NQlOKPmgV6RGoJGUDRBXWX+0nDGpEfjq7Yxrx+tKSleS4wUzizEDs7in5afI52vhwzvcVhtk07EKGltaGde4EjJmQODFyJpFE1PJiQ3mN1/sp665w65s+jTwCVHqrghCH+RVk1pJkn4gSVKeJEl55eX2J6hms8y6I+VWrRoenZlFenQgT3yyl9rz6oRNmM0yeUVVjO4q9Hj7a3A6D2Y/DQEdQmmG3KLk1659mrHJ4Rh0GpdNyJtajWw8VsGM3JjON53FW5QbziG3OP1+4zNi+dI0Du3Rb91yY7XuSDkms8zcyNOQ/y5MeARmPGU3NFqjkRiRFMbOk9WQMAYi0pWLmSB8B206VsGhc/X8dEYmBp3zp+qkiAAG9ndPCHJeUZXSx9Je6HFLAxxbpUSjXHF/1wtnyRMhPJWZLcupbGzlSFm9y8a4/mg5V6RFXLwpLtkO+z5SFsvCkrp8bUpkAFFBPmw8ZYSxP1ZC8c7tc9nYulRdhHx0Of9tmcz7DcPg/m0w9j6l7+VLo2Dfx6I4nuA2X+w+w4ikMBLC/S885qPTcve4JNYdKefwOdf9jTpS29RGwbk6xqT0IPT4xAb46iGl6NHGvwEQ4q9nUHyoy/JqT1U3UVje2LmaOigbFGd2wch7u07pajc1K5oCOYn1KQ/DqR1uqw2ydN85ZvoexOd8aad7Pr1Ww9PXD6K8voX/69iPWOcD2VdDwdduTTkTBHfxqkmtLMuvyrI8UpblkVFR9pPxD55VWjV0DC3z1Wt57qYhlNW38Iev1GnFcLSsgbpmo+N82ppiWPUHSJ+htM7pSGeAiY/A6Tz8StYxJiXcZcWi1h+poMVodhB6/L6Si5oz1+n3G54UylJpEhpzm1t2RVcVlBERYCDrzJeg91d2sbu4MAxPCuN4eSPVTW1KwajizUr+niB8x+woqkIjwbQcBzlaXbh6UBz5JTWUVLk2BHn1oTIMWg0T0u3c3B1bCaYWJa+sO5IEw+4gqnIHKdJZNrsovLGoopGTlU0Xrw9mM3zzBATFKgtm3Q5LYkxKONsKq5DH/ljZtVArt3bnW8hIvFw/UcljNATC7D/DojUQ0h8++Z7Sr7vqhDrjES4bh87Vcbi0nvlDOy9E3TYmCV+9htdV2K3dUVSFLPegP23lcfjgdghPg/EPw/HVFxahJqRHkF9SQ31z7zc6LNXUO+XpgxJdofe37ibRhehgX4bEh/Bq9Qjlfiz/3V6Pz1ar0czyA+f4QfB28A1VcmVtDEkI5e5xKfxvazF5RR0iBQdeDy21yu9SEPoYr5rUOsMy+Ztk0ydsSEIo901J45Ndp1hx0P29VXe0nwTsVj6WZfj6p8p/z/2b/Una0NsguD+s+yuTMyI5VtbAaRe04VhxsJRgX13nvI+280oOau58MAQ4/X4+Oi2BySM4qYmHvR/2enwdGU1m1h4uY2ZmMNKBT5Wx+QR1+ZoRicrve3dJdXuxK61bLgpOqT0Ny38tQgMFt8grqiYnNtjpXNqOLoQg73ftbu3qw2WMSQ0nwN6YCr4C/0il5ZYzht4KkpZFgZtcVixq/VHL9aH95nPvYmUXZfrvwMd+f19bY1MjOFfXTHGTQdmtPfQ1nN3rkvE5ZGyBXe+w3TCaCm0kheWNFwrmEDcUvr8K5vyfsuv8r7FK8UHRT1JwkS/yz6DVSBfOGx2FBRi4aUQCX+SfudiBwE22FlZi0GkYmhDa/cFNVfDuTUqa0q0fwISHlUni5pcAGJ8eickss62w96ld64+UExviS3q0zTnkfLUSQTHopk4twrpyZXYMW0630Jw5F/Z/plRmd6EthZXIzXUMadwAg25UdmDteHRmJv1D/Xjik720GNvruqROAb8wJU/Yk9qaRWSK0GNqtvR5H9gCZEmSdEqSpO9dyvusO1zOgLhgooM6t7b4yZUZ5AW+UQwAACAASURBVMQG84tP91HV2NrLEXctr6iKqCAfEjuE6lyw72M4tgKm/QZCHeTC6XyUnYOSbcwOOArQ6xBko8nM6kOlTM2O7tzf7dASaK2Hoc6HHltMzIziw5ZxcHKjsgPtInknq6lrNrIwcA+01CkT/W4Mjg9Fp5GUEOSgfpA+XdmB9sQN3uo/KhVVl/xUnHwFl2ozmckvqem6CF0XEiP8GRwfwpK9rpvUFlU0UljeaL/qsbEFjiyD7KvsVha2K6gfZM7mGnktOwvLMLqgUun6I+UkhPuRHOGv/E2ufwbihsGg7gvjWYxt3yXaWlipTGp9QpQe4+5U8BU0VfCvhsk8OjOLIF8di3eUXHxeo4UxP4QHtkPGTCUKaNsr7h2TcFkwm2W+zD/DxIxIh/VBvjchhTazmf9uPunWsWw7UcXQhFD7easdGVvhwzuhtgRufhfCU5SJ2PA7Yf/HUHuKEUlh+Oo1ve5XazSZ2XS8gkkZUZ1TuvYsBuN5GNWz29lpOdHIMmwNnqPclxV81asx2vpm31mu99mO1tSiLB46EOCj44/XDeR4eSP/WnNceVCrV6JtDi9VNkM8oaEcXhgMK3/rmZ8vuFxxZZNLC7c5omb141tkWY6VZVkvy3K8LMtv9PQ96prb2FlczZQs+6HJBp2Gvy0YQu35Vp78wr1VK3cUVTMqOazzSa6xEr59AvqPhNGLun6TYXdAUCz9975AbIgv6w73blK782Q11U1tjqseB8dD0oQev++EjEi+MI9T/rHvo16NsaPVh8rQayUGlH+lVIR2osiCn0HLgLhgZVILSghy/Vn1Q2Wqi2DvB8qixf5PXL6LLVzeCs7Wcb7N1H27sC5cPSiWPadqXRaCvLJAiYCxO6ktXKfcnOXM69mbDr+TIGMVo9t2sP9MXa/G12o0s/l4JZMz228+izZCVSGM+RFonL/UpUUFEhloUHZ4/EKV/GB379bueIMKQ3926oZy65hErh3an6X7zlLbZBM6GRwHN7+jTNQPfu6+8QiXjV3F1ZyuOW839NgiOTKAmbkx/G/bSZpa3bOAXNfcxoEztYztrj+tLCsLyUUbYN6LkNQhMmTsj5Xnt72Cj07L6JSIXk9qlRBmY+dWPrKshB7Hj4LYIT16zwFxwcQE+/BhWbxy7+PCaDOjycyyA+e4y38zRGZB3PAuj5+aFc38oXH8a+0xjpa2500PuF4pxOnGrhddWvEbaCiFrS9Dnbp9kgX3+NXn+1jw7y0cOte763x3+lT48aajFZjMMpMzHfdHzIkN5uHpmSzZe5YVW3YqbRzMrmuXA3Cm5jyna84zMsnOyXfZL6G5VjnZdrdjofeFCY8gndzM3XGn2HSsold91VYcLEWvlTrnfdSfg+OrYMjNPbq5s8iKCaIlMIHjfoNgzwcu25VcVVDK1YlGdEUblF1aJ8c2PCmMPSW1yu8qczb4R6jfs3bj88rne/dSJdxyyaPKRFcQXCDP0i7MXnqDk65qDyV0VcGor/acITc2mKQIO+kLBV8q1YJTJvXsTdOnYwqM5Wbtml6HIOedrKKp1cSkjPbz3663lZDA3Pk9eh9JkhidEs62E1VKf86xP1LeZ8NzvRqfQ6UHoXgzbzZPYd7QBIJ99SwcnUCL0cxnu0/Zf0321UqRmXrXV7gWLi9f5J/BV69hRm6/Lo9bNDGVmqY2Ptnp4DvZSzuLqjHLSvh/lza/qFzvJz7WOY81LAkGXAt5b0FzLRPSIzhW1sC52ksPm15/pByNROc6AifWQ+VRGNnzoENJkrgyO4Z1RysxDl6ovJeLouC2nagi5Hwxqef3t6d4dF+86sm5uQT46Hj6m/aiUckTlVSSAx4IQS7apLQ1G3yzUrF+4/Pqj0FwqaZWo9Ln2Wjmgfd2u21hDPrYpHbdkXKCfHUMT+w63+KHk1IZkhBK87LfK60cXNxzK699l3CU7S7KsZVKDteEn0JMrnNvNvxOCIzhhoZ3qW8xXvL2vCzLrCgo5Yq0SIJ89dZP7vtIOTkMdq6QgS1JkpiQHsni5iug4jCc6/2ORVFFI8fLG7nTb7PyQA/CoocnhnG+zcShs/VK0a3BC+HwN8ouuRpq2ys1D7td6bl53b+VC8enPxB5boJL7DxZTf9QP2JD/C75PRLC/RmSEOqSEOQTFY3sOVXLtcPs7OaYjEqoWsZMh7lbDml1aIffzmTtXg4f7l2v8fVHKtBpJK5Ii1Dy7Q5+qdwY6Xv+OxybGsHpmvOcqj6vTGiH3aHs1jaU9WqMduW9iVFj4P3Widw+VklXGRAXwqD+ISzeUaJMrG1ltxf7O7TE9eMRLhttJjNL9p1lek5Mt7n7I5LCGJoQyusbT2ByYQsui60nKtFrJYYldrGQd2iJsouXey1M/ZX9Y8b9RIka2fk249snor2pgrzuaAVDE0IJ8be5r8p7Qwl5HnDdJb3vzNwYGltN5IXMAmRlw8AFlu47y0LDRmRJo5z/nBAZ6MO8IXFsLaxU0kC0Osidp6SUtDa6ZFxOMbUpu/ChiUp/8yELlervbuznK7jf1sJKWk1mfjQ5jePlDW4t6NtnJrWyLLP2cDkT0iPR2eaL2tBpNTx/dSyz5I3Ka13c9iWvqAp/g5ac2A5FjVoa4KtHIDITJj3m/Jvp/WD8Q0SWb2OM9vAl59UeLWvgZGWT49Dj/iMgKvOS3huUogsfnh+JWaN3SajtqkNlSJgZXLFE2d1xlHtsx4j2PMOdJ9sLQAy7HcxtsE+lEODN/1B2/8c/rPw7LAmufk4pzd/eUkDom+qa29xyw9YTsiyTd7Lqwve8S6fy4IWhULzV7tNzB8Wy73QtxZW9C0H+fPdpJAnmDenf+cniLdBU6VzVY3uG3Y4WM2mnv7hYrOQSrD9SzoikMGVRb+8HSiXm4Xde0ntZWopsLWxfKBt+F5iNkP/eJY/PrpYG5D2LWaMZR3JiIgPiLhabWTg6gUPn6tlzqrbz66KylYqvYlIr9MLGYxVUNbYyf6idv2sbkiSxaGIqJyub3FKMc1thFUPiQ/EzOIhwO7sHPvm+Enp/7cuOI7vihik7jVtfJifKl4gAwyVPaqsbW9l7qqZz6HHdWaXtzbDblYi7S3BFWgQBBi1fFhuU8ea/2+soOJNZZvn+MyzQb0JKnQrBnQt/OTI8MYzGVhOHO4YgtzXBkW97NaYe2fJPKD8Ec54Bg7+yG282wqYX1BuD4HLrj1Tgp9fy8PQMfjQ5jcU7Svhqj3vCyvvMpPZIaQPn6pod5tPaSjnxAQbJxBrTEOSCr5WVexfZUVTN8MQw68n1phegthiu+UfPdytG3AMBUfwy4MtLbu1jucjMsG3/cW4flO7vUW9aeyakR1JLICfDJyg7v70M6V59qJTrw0+iqytWLgw9EBfqR2yILzuL23e1Y3KVvJFd77i/YFNDmbJyOGShdc/LwQuUCohrn4aSHe4dg+AWDS1Gxj+9mpl/X8fXe89g9tDk9lT1eUrrWpwLPd70PFSfUNpa1JR0enrOICWksDchyLIs83n+aa5IjaBfiJ0buIKvQOerFG27FGHJVEaP43ppDflFlxZtUVbfzMGzdcrNpyzDzreVc0K/QZf0fhnRgYT569lmqUAclank/O96W2kT5Cr7PkJqreflxincMda6h+68IXH46bUs3m4nLFGSlBDkE+uVdBdBuARf5p8hxE9vv1WNHbMGxJAQ7ufy9j6NLUb2na513Mqn7iy8txD8wuGWxcqEpyvjH4L6M2gOfsa49Eg2HquwH/HQDeV1dJ7U7vovyCbl3u0S+eq1TM6KYsXBUsxDblHO4w4WJ521o6iKjPP5hBvLuiwQZY9lEXWXpV5J0jgIjFGvCnJNiVKQL+tqyJqtPBae0r5b+x+RatGHrTtSztjUcHz1Wn46I5NhiaH88tN9Lm85CH1oUrv2sBL21enkYo+xBfLeoDVlOs+abkZjblWK+bhAXXMbh87VWd9wms2w+39K+F2Sk+0sOjL4w7gHGdK6G92ZHVQ29Lzp9fKDpQyOD+l807lnMWj0MPCGno+rg34hvmREB/KlPEFJ4D+x7pLfq765jW2FVdztv0nJw8t2vm+uxfCksIsnX1AmxmUH4Gz+JY/LKVteAlOrEmJu66pnlTZNn34fWtzfqF5wrbyiKuqbjdQ3G3ngvd1c9Y8NrDhYekk3Q71hKYLW7U5t3Rk4tFTJGTW2wOJbO7WGiA/zZ2hCKEv2XfqqaH5JDScrm7jW3m6O2axMatOmOd0yxx6/sfcQL1Vwatel7Qps6NhH8lQelBfAiLsueTwajSWvtsMke8TdSuGpog2X/L5WZBny3uCUIZUTvrkXcqAtgnz1XDMkli/3nKGhxU5aQ/ZcJULFU8VchD7tfKuJZQfOcdWgfhh0zt0K6rQa7h2fQt7JanYVV3f/AiftPFmNySxfiJCwYmyB9xcqize3LoYgJ/p2p0+HqBzY9A8mpIVTVt/C0bKGHo9r/ZFyQvz0DInvkPJmMioL22nTICKtx+/Z0czcfpTXt7AveAoYAiG/d1GF3+w7ywLdBmSfYGXRqwfiw/yICvJhl2WzQKNVwryPrlDnfubbnyv/P8emL/jER5Ww5E3/cP8YBJcrrmziREXjhYUzvVbDPxYOA+An7+/uVR0he/rMpHbdkXKy+wU5l2O2/xNoLMcw4X6CkodzVJPqskJCu05WI8s2+bRFG6D+jNPNt+0a9T2MvuE8qP2sx9X6Suua2VNS03mX1mRUQoUzZ4H/pVdRtZiQEcnrpRnKCbMXIcgbjlbgY24it2aN0ui7u1XX/2fvvKPbLM/3/3klWd577x2vTDt29h4QMkkgCWEEyqa0lFVKW0ppafnRFgqlQNgbMtghew+SOHaWE8cj8YpH4r23pff3x+NtyZZsyYFv8zknJ+fEsvTElt73ee77uq9LB3EBzhRWNXK5ut1yfuQK0S0ysdS8Bw0Vwu0wZjm4hQH0zO2zdoLlbwnDh21PmW8d1zALiTkVqBQSe5+Yyaurx9LUquHej5NZ9sYRDl0oHbbDbVJuBXaWKiK9HPp/4ImPxKz83OdgxXtClfHdQ33UCotGe3OusIbM4sFtTL47XYRapeD6UTqMZIpOiWvfYKXH7diMXkqN5IBP9uCuKwcvlOJmpyba2wFOfijyKodYyJsY4kp+RWNXfnjUErByEhtaU1CQDFfOsq5hJjfHB+iMMVmdEEBDi0a3VMtvPNh6XJMgX2NQ7E4rpqFFo3ukoB9WjvfHwUpl0m7tsexylApJdyEvc7soVi99zXDlhSSJ2dqSVGarUwE4fMG4fZUsyxy8IEbelIpuZksZW8U1z8gYH13MivBApZDYfqFWHCBTvx30DKtWK3PgbA4LlElII5cb7SUgSRJxAc5dyRIg9meaZuFZYk4ytgvPghm/7TuK5hoqlHDJ75vH0+AaZuVA7+x4hN/HCytGcTq/ipd3ZZr09X4Wh9q65jaScisMk8jIsrABd4+EkFksGOnNp83TxDyGCSIZknMrUSqknuHgKRtBbQ8RNwz+idW2KKb8mpnKM+ScPmjUt3ZEbcyL6XWozd4H9SVDlh53MC3cjdo2FcX+14vuzCAvvrvTirnZOgllWyOMNU563EGXVKa9qmjtJDadZzeZL1stcZ2wuZ/2OACfJeYx8e97yLjS7bAQOFl8/fRnkPqNedZxDbOQmF3OaD9H7CxVLB3ry67HZvDiilGU1TZz+3vHWfX2MY7nmG6MQR8n8ioZF+DUcyPVG02rOFyFzxMSrRHzYe6fxXvu0L96PHR5rB9WFgrePmj8JrRNo+WHlCLmRHrg0NuADiB9MyhUonA2FFSWpHsuJK7xCA2VxsnMtFqZQxfKmBbujqKlVsjlRq0AS/uBv7kfOrpGiR1ztRZWQtKXthnqh+bUDAg1kdKGb9qmsCZBt6fAOH8nRnja9cys7UChhIgFopPSZry6x2RU5Yvc3GvqlJ8V350uxMvBigkDRej0wtZSxZoJgWw/d8Vk8sHEnApG+zliq8usKn2LkB1HGedizqibwM4L95S3CHazNXquNrO4juKaZqaP6OV6fOxNcAyA8CFe8wBHGwsmhriyM/WKuLa01A06s/bkpUriGw9iKTfBGOOkxx3EBjpxqaKhq1jvlyDUZ+aUILc0wLYnRfzQxF/qfsz0J8Xh+tps7c+Ojuz4YLeeqQmLRvtwS4I/b+7P4tCFocWZdudncag9mlVOq0ZmhiHztJeOCnfeCQ+AJDE/xpPvNJPRSBYmyQJLyq0gxseh6+Lb0gDnvxMSwEG4bHZHkXAP9UoHxma/xUUjpDK7zhfj72JNhGevTdyZL4Q7X/j8Ia2rgwnBrqgUEnssZouL7yCqdxqtMPy6w+qwMNXyGz+otUT7OGBloehZVRx3m5AomaNz0VQtDrWRi8Azmsr6Fv6xPQOtDNvP9dqEz3hKGHNtfgSqzRN/cA3T0tDSRkpBNRO6xUlYKBWsig9g7xMz+MvSGHLK6ln51lFufy+xZ4fehFQ3tpJRXDuw9Dh9C9Rdgfh7uv5tyiMwaiXsfb7HZ8DFVs3q+AC+PVVIUZVxBZ/DF8soq9NjJCPLwmE4aJpJlCCK2NtRSxouH/zAqO87V1RNRX2L2Hye+1KYm8TeOeT1RHrZ42htIfJqO4hdKyS/QzWMaqhAPvc1m+VpxIb7E+SmIyYJ0T1ZHR/Amfwq0i7ryPeLWiycXnOMK4SajJrL8NFiEXd0cphj1a4xaCrrW9ifUcqSsT4o+iue6eHOyUEoJIlPj+UNeS2NLRpSCqp0S481raJTG7FAOPIag8pSxHFl72eFTwXHssuNkjp2mHb2GHkrOgWXjsCE+41fjx7mRXuSVVpPls0ocA4a9D5169kr3KQ6hNY5FPwTBvUcfZoFCoVwd764GxoHl8wxIIdeEuq2hS+JNAtduIYKz5Kk96DOdAega5iXljYtRy6WMT28PTu+F39aFEO4hx2Pbjhjstf8WRxq92eUYKtW6s6F7c2xN8RBrt3K3NvRmiB/f45YTBQd1SFUtJvbNJzOr+q5jsxtYlMxeuWgn7cTS3vkSQ8zU3GKt7/YYJALa11zG0culjMvyqvnm6bjcDfyJv0XCiOxtVQRG+DM+mIfcPQX87pGcjq/CseGPKMy1HRhoVQw2s+JE93neoKmCemKOTJrk94VP9N2Z+uXd2VS19yGv4t1Z6e8E6UFLH9HyL+/ecDkOcnXMD0n86po08o6uxaWKiV3TAri4JOz+MMNURzNKue9wzlmWcepS2K8YcBrXdK7olvQ3ZxJkmDJf4T759f3ifzTdu6ZFowMRq/721OFOFipmBWpo6BYmg4VWUOWHncQPXYCJ7XhOKatN8rwrWPzOS3cXUiyPWLAN3bI61EoJOKDXDjWfa7WI1LkUp/4cGimdKc/Q9I083bjrD4GUb1ZHuuLWqXQbRgVPF3M4qX/MPi1DJb6Mvh4KdSXgnNwu3nO1XUOv4ZhbDt3hTatzJIxOiK6DMDL0YqZER58c6pQRMAMgZOXKmnVyLpNovJ+FPddI+dDO4m7C9R2LG/6mvoWjVGRiQcvlBLuYddz5O3oG0KVF3v74Najg47Eil1ppaLDOojMWq1W5vTZ00yQ0lCMu2XQ+6oYH0fUSgWnuu+rYpaLQp45mgVlF0T3dfRqCJ7W/2M7urVHrs3W/lw4kVdJfYtGr8rWWq3ktTXjqG1qNdlr/uQPtbIscyCzlMlhbgObGVTmiQ9e3J095jQXjPTinbrJ0FgxpNmAc4U1NLdpie9uEnVmg5BnBA3wgTQQu2m/pFntzKKyDwyaWTmYWUqLRts3yif1W2hrMpn0uIOp4W6cu1xHY+RyyNpr9IzD3vRiblYdbM9QG8IMMqKqmFpYTVNr+6FRoYCxt0L2AfFeMBUt9cJqPmwe+IzjfFENnyXmcduEANYkBHK2sLprtrcD11BY8KKYtz7ymunWcg2zkJgjZrrG986e7oa1Wsm900OYGOLKbjNEWoC4CSgkGNtfFndphnhfjb9LSFC7Y2ENqz8HtS2sv6XT9d3P2YYlY3z44vglqhpaDFpLQ0sbO88Xs3C0N5YqHTEbaZsBafAbzl7YqFUkOi3CrSlXxGMZyIHMUkb6OuBWmy5m7+LWDnpT15uJIS7klTdwpbpbZz7uTnGYzz08uCfVaiH5fTLUMdQ4jGB2pEe/D3eyUbNgpBffnCrsutZ1oLIUEvT0raZ1ZR6Ixkr4ZBlU5cGaDTD1N8Kcq+Ca8/vPge9OFxLqbkuMzwBz+/1wU5wfJbXNHBpCBiwIeb9CgvG61CnpW0BlDSGzBvfk1k4Quxbv/K34SuUGz9U2tmhIzKno2aWtKYLUr8WB1spR/zcbiY+TNaN8HYUEucOXxciGwZmCKqbV70ZGGtK+yspCSYyvQ08FnG8sOAWK/7spkWWRSau2gfl/7fGluuY2nvn2HEezuhUU3cKFT0LSu6YZ/7iG2Tl4obQrO14PkV4O/HFRtMle8yd/qM0qraegstGwedqkdwCppyQPuH6kF4e1o6iz9BySkVByrtggdm5860qFLGPUzfoz04zF0g71jMeYrjzL/l3fc7Gk/zmlXeeLcbKx6HnQbt804Rpuko5Fd6aGuyHLkGg/V1jaGzlrse/8ZVZZ/IgUNteoDDVdxAU406aVSeme4zj2VpAU7e8FE3HiQ5HDOf1JZFnmuc2pOFpb8Oi8EcyLFhvS3Wk6DvfjbhNzvnufFzfEa/xkScyuYKSPA3a6Zrp6MSfKg6zSenLKTB9Kn5xbSZT3AOtIeg+Uahinp1vg4AOrPhPvuU1rhYQPuH9GCA0tGj45aljBZ9d5YSSjN8My7XvwnwD2OgykBokmehm1sjUtxz806PE1Ta2cvFQl7g8nPxZmcaZQzbQzsV2O3sMFOXqp2NQO1jAqZz9UZPN63UxuSQgYMHcdYHV8ADVNbWzVFc0UuUh4JxQmD249xtJcC5/eJIorqz+DoKlis2lhKyKPrvGTpqiqkeO5FSwd66tTEmgosyM9cLax4KsTQxuxOZZTwUhfR5Ev3R1ZFofasDmDMpPsZOIDSMCTTnsNnqtNzCmnpU3b81B7/G1hzDfh/sGvRQ/zoj05lV9FicpTqC+MzKzddraIm1SH0AROAyf/Ia0lLsCZlMJqWtrai2SSJCTI2ftNGo3Jua9EV3rOn8Cuq7BXXtfMmneO8cmxPN4+mNXze6Y/KTxTrjUKfhYcyOiWHd8Pt03Q7SkxGH7yh9qO3NYBD7XNdXDiY7HhcPTr8aVAV1sivJ3YoZoFWXugunBQa0nKrSTYzRZ3+/Yc2tSvxcGuXepsKqT4e9DauPOoahOPb0rRK+9p1WjZm17C7AiPnhujU5+IjsW0x03WsehgtK8j9lYqthc7gddoSNlg8PcWVDbgXnoUV22ZOHwOkdj2ym6PqqKTv7gAJ39omhmQ1iZhJR80DQImsOXsZRJzKnh8fgRONmpC3e0IdrPV3bmTJJj9R/NJd65hEppahSyt+zxtf8xtdxnf01t2PkRaNVpO51f1dFbvTXOdmJWPXgZ2/VwT/eNh8ati07DjD4CoiM6KcOeDI7k0tgwsif/2VCE+jlYk6FpPRY5wWzaR9LiD+BH+bNZMQpn2jUH5q0culqHRyswMtoOUTeL6b21Avq+BRHk7YG+l4lj3uVoLa6GASfse6geRq5v0HvUqZ3YzgdXxhm1AJ4a4EORqo9swKnyeiG0bpMGMUbQ0wOerxGzhzR92yd8t7YU517mvoUnH7O81fjL8kFKELKNfeizLwg/i4L/E/U8PapWCpWN92Xm+mOqGwckHO6+9usyqLp+GmsKhK0GcAmDkcm5o3sHF/EJKagb2QziYWYalStG1rpZ6SP5AFJCcg4a2Hh3Mj/FElmFPWonYG1XmQt4Rg75XlmUKz+zFXypBFTv0fVVcoDMtbVpSi7pdf0cuB22buOaZgqZq2PF7MSrTLeu3oLKBm9cdJbO4lrH+ThzPqeg5B+0eIdZy/J3BXXuvMWz0yI4fgKEU13rzkz/U7s8oIdTdFn+XASp1Z76A5mqY+KDOL18f48VrFQmi0nbmC6PXodXKnMir6CmRObNeWMx7mq51DoDaBsX0x0kgFZvCH3nnkO45uKTcCqobW3tKj+vLYfezEDB5aBFDelApFUwOdeXQhTLk0Suh6KSYizCAfekl3KQ8gMbSSRg/DBEXWzUhbrY9D7UAU34t5pyT3x/ya3DqE2HIM/1JGls0/H1LGlHeDtzS7lYqSRJzozw4mlWuO0vSPUJ0zK/GzNs1DOLUpSpaNFom6prp0oG/iw0RnvZ9Z6mHSNrlGhpbNf2bRJ3dBM01fdQoOhm7BiY9DMffErOmwIMzw6iob2HTCR2Ho26U1zVz8EIZi/UZyXS8n6OMz5jud8kBTnwtzUGpaYKzXw74+AOZZdhZqhhXd0Bc/2MHn02rC2X7XG2nA3IHsWtFXrWx95LqQuSMrWxom86sGH88HKwG/h7EdWZVfADHcyrIKu1lImjlKLo76T+Yd6a1rRk23Co228vf7nvYiF0rTLrODfx7u8bV4/szRYzxd9JrTkZBklAh7P0rvDFBSNv1vK9WxPrR0qblh0HmYG8+U0RLm5aZETok+OlbhOpqxPWDeu4eTP4Vam0Da5R7uP7VQ2w+U9RvRNvBC6UkBLt0xWyd/hyaqmCSHnfeIRLhaU+Ai42QIEctbs+sNcyM7lxhDTMadtGqtDFJkVFns8BrNLiEms4Fee/fxOjawpc7R2gyrtSy4s0jlNU18+ndE7h/egj1LRrO9J6Dnv5bcZ05+l/TrOUaZqFHdvww8pM+1HbMNei84HVHqxXOtD6x4Bev8yHXj/QiV/ai2Hm80dIOgOyyOiobWru6KGUXxIFuiHOheom7C9nem784fM+/d2VwQUfG5K7zxahVip6VkD1/FpXyhS+ZvEvbwdQwNwqrGsn3uUHcdAzMrD2SmsV1TdyEsQAAIABJREFUyhMox6wSs2AmIDbQmZOXKnveoLzHQOhsYb3fT6V5QNpahImBXwIET+fNA1kUVTfx3JKYHnErc6M8adFoOw1r+hC1SMzfNZourP4apiMxp32mq78OaS/mRnuQlFs56A6FLpJzxftjfJCeQ60sQ/J74DnKcHfLuc9B6BzY8jiUXSQ+yJnYACfePpjdr8HLDymX0WhlbhynT3q8WRT0TNy1sFQpsQ4cT7YiSGxa+nEPl2WZg5mlTA51RXXqY3ANE5FaJmZiiAvZZfU9Ozye0UJ6baxh1MmPQJZ5v3kWt040TnJ1U5wfKoXEBl3d2siFUJEtJMHmQNMKm+4UPgpL/yviUnrjGydMuk5+bJ41/B9Eo5XZfb6Yez5K4r97DSsOD4WyumbOFdZwXe/4v+6kbBQy/lWfgtJSzOZ/dhOUXezz0JG+DozwtBuUBFmrlXnrYDZR3g5M1jVzl74FAqeYxFkd7zEQPINH7fcS7KTiV1+c4oFPT+h0sS+qauRiSV3XZlyrFXsJ3zjxmTcDkiQxL9qTH7PKqZMtIWaZiGdrHjgFY9vJi9ygTEQbvVR4KQwRTwcrfJ2sOdndLEqSRIc099DQs2LLLoq52PG/6ByPS86t4OZ1ojO96YHJjA9yYVKoK5IEP17sVVD0iBQ/n+Nvm1YOfQ2T0iM7fhj5SR9qj2WLuYYBT/pZe6D8Ikx8SO9BboSnHSFutnzLTHHzv3TUqLUk9d5wpmwQBzpdN3dTYGGFNO1xwpvOMludyhObzvTYhMqyzO60YqaEunbFC+UniQ3FxAdN3z3uxtRw8fs4cFkJwTPEz2KAjV19cxueeT+gphXGDV0i00FcoDMV9S3klvfKy5vyGzFnNoiufCcpG6A6H2b8lvzKRt46kMXiMT4k9JJKxQU642Rjod88KHKxkO5k7hj8Wq5hNo5llxPt46A7h1UPc6M8RTxVpunC4E/kVeLrZN3TbbM7BUlC8ht/t+EFK6UKlr0prlVHXkWSJB6YEUpBZSNbdM1ntvPt6UIiveyJ9NJxQ6q9IoycopYYtgYjmRTmxh+abkVbVwJvz9Qrw8sqraewqpFFPrWQfwxi7zBLIa8zr7Z3RnHcnVB+wWCZIKWZkPQuJ9VxWLoFM8lAuXsH7vaWzI3y5KsTBV3zbh10ZKSbQxGi1Qg37YytcMO/hFeALiRJ/A6KTpkkE/7/MmV1zby+7yLT/7GPez5OZm96CW8dzDYqcmYwdORsT9T33tO0irGqEdeLrt+DP8J1f4f84/DGRNj1px55xJIkcVOcHycvVfVVEAzA3vQSLpbU8cCMkL7yw/IsKDlvMhM6AKY9hkVDMZvCdvL0gkj2ZZQy7+WDfHWioEdRvE+Uz4Wdwhiun/2lKZgf7UlLW3txfOyt0Fo/4EhBYWUDjUmfYic1YRlnOkfmuEBnTuT1ahbELBdKx/PfDe3J9z0viiYzfweIMZ5b303Ezc6Srx6cTISXiKZ0slEz0seRH7N0zEFP/62IlTz6+tDWcg2z0JEdPz3cfVCRYUPhJ32o3Z9RgpWFos8hog/H3gQ7LzFPpQdJkrhupBevFccgW9gabRiVlFuBq61aBAhrteLAEzLTpCYpfYi9Axz8eMHpe84UVPF2NzfkjOJa8isamRfd/vqaNtjyKNh7d14szEWQqw2+TtYcvlgm5omr8gZ0Av3xYhk3Svupd44SVVMTEadLKgNCjuczTti/DyZSR9MGh18Waw2by9+3piFJ8PSCyD4PVSkVzI70YG9Gie7ul8848XsZjpm3/qgrgYP/vBZg3o3mNg2nLunJSOyHMX5OuNlZsstELsiyLJOcV9G/9DjpXbB0EMZ0xmDvKQ4ip7+AmiLmRnkS5mHHugPZOiV4eeX1nLpUpd8gqmM+3MTztB1MDnXjqDaGg9PXi//vR4uFOVY3apta2XxGSB5n1W8TM6Vj1phlPTHtBmJHsnp1DKKXgaWBhlFFp+CD62mVFfyudiW3Tggc1BzR6gR/yutb+r7vHLzBd7zpD7VaLXz/K3HQmfcXSLi3/8ePXim6e9e6tX2QZTHC9Jv1p5j8wl7+uSODQFcb3rw1ltduiaW2qY2kXPN2nhKzy7FRKxnlq8e9N2ufMEXs8AlRWgjJ7cPJ4nf746vw2njRzW2/diwb64tCgq9PGtetXXcgC18naxaO0mEYmbFV/N1RrDEFITMh4X4UiW9wv8d5tj0yjXAPOx7fdIZffJjUmWBw8EIp3o5WhHvYie87+l+RcNHP/tIUxAU642KrFhLkgEkiJktfZm19mTjQvTmFZ5Xv0+raHjVmwrUU1zRTVN1LneIRLa7FmkEqlIpOiw70pF+CnQdfnijgvk9OEOFlz6YHJuHn3HPMcHKYK6cuVdLQ0mu0yzNa/D4S37rWrf0J0pUdP7zSY/iJH2oPZJYyKcS1a65BF6UZolObcM+AeawLRnpRp7Ukx/v6dmlH/87C3UnOrWR8kLPYiOQnihwxc0mPO1BZwownca5M4YngPF7ZdYHMdhnyrlSxqZkb1S7NTn5PdHGuf0GYdpgRSZKYFu7Gkaxy2kbc0L7xXARvToHtT0PG9j5mIamnjzFGkY1l/B0mXUuYux32Vqq+h1pJEt3aiuzBbfSS3hXfO+0JjmSVs+3cFX45MwwfJ91dtHlRnlQ1tPZdBwhn7MiFcHGPMFoZTmRZdPC/uhdejhZOzLueHbRZ2v81zuRX09ym1W1U0g8KhcScSA8OZJb27ZoNgoLKRoprmvVLj+vLxDVrzGqwtDP+BSb/SpjaHXsDhULi/ukhpF2u6TTi6853p8VhcclYPUYyaZuF1Ne9b4HHFIz0ccDeUsVX+Xb8OHsTha4TYctjHH75Vm78zz7G/mUno/68k1f3XCDK3RL79E0QeUP/xllDQKVUMCPCna1nL/eM1FHbwJhVonPR38Yq9zB8uBgsbHnF/1XyVQGsiPPT//h+mBbujq+TNeuTdORYRi0Sh+d+JNtGk/ad2FjPeAqmPDLw421cxGYzZePwX+t+ojS2aPg88RI3/OcwK948yp60EtZMCGD3Y9P5/N6JLBjlzcwId9RKhTAKMiOJOaJwZqHPcfvsRmG01j3/GkRhbNkbcPduUUD5+l54/3qouoSHgxUzRrjz9clCNFrDpPjJuRUk51Vy77Rg3e7f6Vvaxxv6z3A2mvl/FWNq3/6SUGUJG+6fxLOLozmWXcH8lw/yeeIlDrd3mCRJEoqD3EPC8VhpuJJnMHQWx9NLaNXKolube6grnlDTrvbacBu8FAk7fk9pk8Se0KexuHen6RI46KdZMPsZEd2VuG5wT7znL+L9Nflh3jqQxRObzjApxJXP752Iq13fkbQpoW60auROhUEPZjxlOu+Ua5iUAxmlSBJMC3cb9tf+yR5qW9q05JY3DDxPm7hOVIa7OajpY5SvIz6OVqxvnSEGzVO/NWgtxTVNXKpo6JqnTVkPFjamlcboY+yt4BTI/doN2FkqO2XIu9KKGevvJIxGaq+Iw0rILNE9GAamhrtR29RGSpkW7t0rLnY2LqKK98UqeDEI3pkDu5+jJnUnvhe/oA0VqjGmdYpWKCRiA5w5qeswGbUYXELg8CvGzb2VZgqzrfD5tI1YyHObz+PvYs2900P0fsu0EWJTordzF7kI2hohe5/h6xgKrY1w6jMh33xvrshnHv8LWLMRkE2fOTdI1h3IMrrCb0oSs8uRJAZWg+hgTpSHyborHZsHvZ3aU58IY6Lxdw/uBVyChXws+QNorGTpWF+8Ha1Yd6BnZIIsy3x7upCEYBd8dRVwGirERitqsdmkeCqlggkhrmw+U8Stn6YzLf8B3tIsZWrND7xY93tWRar53YJIXl8TyxfTykT+uIkNonqzOt6f6sZWdvb+fMfdCZpm/bmSGdvh0xXg4EPNrVt4P03JkjE+OFoPboOsVEjcPN6PQxfKyK/odWiMbDftGkIWew9kWTi/u4SIDaShxN4hTLtM5ZT6M+epr1L4/TdnkWWZv984imO/n8Ofl8QQ5tFVfLa1VDEx1JU9acX9GhgNhcr6FtKv1OqXHjfXicNk9DL9DQL/eLhnLyx5Da6kiEMKsCLOj8vVTT1zRfth3YEsnG0sWKnL/buuFC4d63o/mxKVpXDtloBNd6LUNHPXlGB2/GY6I30d+f03Z6lpauvqMB17Q0RVmfn60sH8aE9qmtrEIW7MakCCH1+B3X+Gf8fA5ysh7yjahPt5wOF1HrL+J5NXPWnS3FyASC97rC2UffdVkTfAiAWw7wXji2c5B0UDatrjvHzwCi9sS2fhaG/eu3O83gi7+CAX1EpFX5UMgGcM+E8U0UDmpuYy/DdBqIb2/FUUF651iPVy8EIpI30cdRYqzM2wHmolSbpekqQMSZIuSpLUr0a2tknIDfqdp22oEJuJ0SvBduCKQIcE+cN8d7QuYQZLkLsMXFyEA2TqN2JTN5iOibEoLWDGU1gUn+GthCukFFTzlx/Ok1JQ3eV6vPMZaGsS805mnPnozuRQNyQJEWbuFg7Tn4C1m+F3l8Tf0x4DhRL5x1dx2HQzK+Xt1ATOBVvjZJ6GEBfoTGZJLdWNvSQxCqXoUBWdFBtxQ9C0wjf3idiOJa/x2fF8Mopr+cMN0f0qBuwsVUwKdWWXvk1J0FRx40kzswty1SXRiX05Gr57SLwvFr4Ej6fBDf+AEdcJOfTZTeZdhwFkl9bx4vZ0XtiW3q9pkTlJzKkgwtMeJ5v+VR6d5B+Hj5fCpUSmhrthqeqnkGEEyXkV2FmqdM+wajWiGh00TZhkDJapvxFzSEnvolYpuHtqMMeyKzjdzV3ybGE12aX1+g2iMneI+XAzSY87eHZxNC+vHMPG+yfx49Nzufe5j+CmDxgh5/J0/oM8EFbFwtHeOKV9Do4BoqBnRqaEuuHrZM2G3h1Szxgh+9VlGJWyEdavEZK9u7axKVNDY6uGOyYFDWktK8eLg8DmlF6Os27h4DbCdBLkS0fFtXPSLzsdSg0iaKo4CJ+4llmr1crsyyhhRawf2x6ZxpoJAV0eGL2YG+VBbnkDWaWmz7+GrplwvaqU9C2i2D9QzrNCIQoXsXeIxkBtMXOjPHGwUvHlAK7qAJnFtexOK2Ht5CBs1Dp+FpnbANl8TQPnQFi2Di6fgZ0i7izA1YbP7pnA88tGMivCnekj3ESz4OyXwgPE2sk8a+nFtHB3rCwUQoLs5C/GqJLfF8Uln3Eif/zxdDa43M/2EmeeviEKa7URn00DUSkVjPF37GkW1cGCF8Vs7fanDX9CWYbdz4GDL9Uj1/LGfuFP8p/V47BU6V+/tVrJuAAn/fnCI5eL2euSdMPXMhiS34eyTBETefjforjwj2B4LQ6+eVB8/cq5wY26mYkPf8xh2j/26k7lMCM9suOvAsN2qJUkSQm8DiwAooFbJEnS62ZU29RKkKuNftt5EHM7rQ16Y3x0sWCkNy1tMuneS4W5yABxNC1tWt45lI2jtQUxPg5iU9dUPfCF35SMXgUuocTnvMXCkR58fFTIUeZHe0LOISEZmvIIuIUN25JcbNXE+DiIQ213LKzEhXj2H8le8jXz1Z/wkPw7Ckc/jMuiv5plLXGBzsgyPTbnnYxZA7YeoltrCIdeEhK+Rf+mQuHCSzszmBrm1r9bZDvzoj3JK2/QbZihtBDmG5nbhIzIHJz8BF4dI+aIg6aI4sJDx0T8S3dJ+qibxQ3dwCgmc7HuQBayDKW1zfxoYIXflLRqtJzIq9TfuehOW4voSrx/nQih3/8CNmoVU8Lc2JM+9O5Kcm4l4wKcerhqd3JxtyhWxA+yS9uB1ygImwfH1kFLA6sTAnCwUrFuf1e39ttTRaiVCm4YqWPODYT02MFXSPjMiL+LDctj/UgIdsHb0VqYTYxcDnfvBIUK3l8g5sNzDkDs7SaV3ulCoZBYOd6fHy+W9+2Qxt0JZRmiu9TB8XeERDNwMqz9Hq21C58eyyM2wImR+uYZDcTHyZpwDzvdkrzIhaZzWj/yGli7GD+r3GEYdemIUL38D5NZUkttUxtTwlwHnKGeHSlUaXvTTRsV1kFiTjlWFgpG++k5oJ3dCI7+ovtlCPH3igz2Ex9iZaFk8Rgftqdeobap/3nLtw5kY22hZK2+4k76FpEt6znSsHUMhsgbRME76d3O6DCFQuK2iYF8cFcC9lYW4mvaNpjwgPnW0QtrtZLp4e7sOt9+T1nwIiz4Jzx2Htash6hFVLfAv3ZkkBDkwqLReq7TJiAu0JnUopq+86zOgTDjSaHEuLDLsCfL2AqFyTDjKfZn19KmlblzcpDu+10vpoS5cf5yDRX1LX2/GLUEkESjyVxoWoVrffh8eOAQPJ0Pa3+AOX8ScY0XdsAPj8K6KfBSxFXfV4HIb//LD+fJr2jUn8phxtfWaGVmRAxwqJVloSisL4eqgYthhjKcndoE4KIsy9myLLcA6wG9k/cNLa3MCXMQ/2ldf5rrxMYheLqolhtIXKAzbnZqPmmcBJJywG7t37emcTq/ihdXjBJzKCkbwM4Tgmca/JpDRqkS5k/F53ghKheXdsOqMFe1iOpwCoCpjw3fetqZGubOyUuVOitBqUXVrHzrKBVtah667yF8l/8N3EeYZR1j/J1QSDrmP0Acsic+IGQvV872/0SFJ+HAP2DUSoi5kZd2ZlDfouHZxdEGmbrMaZ9v3nVez1xU5CKx2cz7ccDnMhqtRqzdZxw8kiLiGIKn6+7cxywHJINyQM1FYVUjX58s5Jb2g9U3V0GCnFJQTWOrZuB52uJUeHe2KHiMWSNmtbP3QWkmc6M8ya9oJLPYOOfP7tQ0tZJRXKtfepz0nrjmmEKON/VRaCiD059hZ6nijklB7Dh/hazSOjRamc0pRcyMcMfRRoc8trlOfI7MKD0eEK9RcN9+EWm093nh6jzWdG7q/XHzeD8kCTYm97oBj1wOavuubu2Bf8LWJyBiIdz6JVjac/hiGTll9UPu0nYQH+zCidzKvjOMnU7rO4f2AmUXxEY04V4xO9wLWZapb27jcnUjGVdqybjSy59i7K2i+HBq+A2jWk5/SdMb08Xn9iqT1F54iB8oLqw8Cz+5mEgve3abaa42MbuC2ABn1Cod2766UmESNeomwwtEbmEiLiz5fdC0siLOj6ZWLdvOXtH7LUVVjXx3upBV8f442+pQxzTXiXVELjL/NWbOsyKiZ/MjfQ8irY3iuhtxA7iGmncdvZgX7UlRdROpRTXgEQUT7uthSPqfPReoaGjhTwbuSwZLbIAzGq1MSkF13y9O+pVQhWx9Qvys+kOrEQVh1zAYeyu7zhfjZqdmnL9h3e8pYW7IMrql7Q7eIvYp9WvzZXSn/wB1xV1FZbUtBE+DaY+LQsOTWfCrk6L731gpRoWuIoVVjTz8xSlC3O1wsVWzI1X/59EcHMgsxd5Sxdjev99j6+CV0fDPMPibDzznDH/zgn+GwCumK2AN56HWF+i+Gyho/zedRJPDM2dmi/+0rj8v+EJNAUwwvEsLYiZpfowX313UoAmbJ+TLejpnW1Iu8+GRXH4xJZjrR3oLuXPmDtHpUuqWEJmNkSvALQKHY//ii7vjefO2WKRjb4oOwYJ/6tx4mJtp4W60aWWO5/S82CTlVrD6rWOolQo2PTBpyJ2JgeiQbeqcqwUxh6i269/1t7URvrlfHB5u+AcXimv5/Pgl7pgUSLinYcZb3o7WjPJ1ZNd5PReRsDnCyr7DPdaUXNgF1ZdEx95Jx5xSdxy8hUTw7Cbz3QgG4O32Wc6nXA/ye/9z7Egtpn6YZTKJ7e9bvfO0Wo14z7w9U0jRVn8Oy16HSQ+DUg1J73QWMnanDb67cupSFbIM4wN1rKMyV0RKxN1pGqOSwMliI/fjf0DTyp1TglArFbx9IJsjWWWU1jazTJ/0OGOrkLObWXo8ILaucPs3MO0JEe3gqPc2YlJ8nKyZMcKdTckFPQ+Taluh3En9BrY8JiIrxtwCKz8WRTXg46N5uNqqWTDKNG75CUEu1Da3kXa5pyFfp9P6UCXIR/8LSktqR9/JYxtOc+u7x1j82mFm/HMf4/6yk7A/bCPm2R1MemEv171ykOteOdhTqmjnARELhON2m44Oi7nQaqnd9hxWJWfQvjsP0rcO32vrICm3Ek8HS/yc9cR0gThQvT0TPlnGvEg3TuRVUtVg2p9ZdUMraVdq9KtSUr8WRnKjjFSgTbgf6q5A2veM83cixN2WL/vJrH3/cA4ycM+0YN0PyNojZtSHw69EaQE3fSCu5RvX9jQ2O7NezOpPesj86+jFnChPFBJCgtyLiyV1fHQkl9Xx/mbfV40L0GMWBWLmeuFL4v50+N/9P1HKRihNh9nP0CIrOJBRypxIT4OjXsb4OWJnqdId7QMw8kYhDS45b9DzGU3Se2gd/LnvqFPf4h2I4otrKIy9RThsp3571fZVTa0aHvz0BK1tWj6dfIVv1M+SnJ5tEjNLQ5BlmQMZpUwJc+tpRqfViveJUi0KVuPvgulPisLSgn/Akv+abA3DeajV9Q7u8ZuXJOk+SZKSJUlKrpCcaZn1J5j7Z/1/Fr8qJJ1Gcn2MFw0tGs66LxIX5Kw9fR6TXVrHU1+lMC7Aid91xLikfiPkNsMpPe5AoRTd2tJ0Isp2EWldAwdeFJXECON/BqYgLtAZS5WCQ90kyPvSS7j9vUTcHSz58sHJhLgPw9xx+1pOXdLRuQAxDxN3J5z7ustJsDe7nxMXxmWvg7UzX50sRClJPDzLOEn33ChPTuVXUVrb3PeLaltR2U7fYvqLXtK7ItbK0AiEUTeL7L3Lp027DgMorW1mfVI+94yUcNr/R1YV/I3otvNsPze8FcXE7ArCPex0mxlU5MCHC0UuY/h8IePu2GjZuYtu9+nP8VS3MNrPcUiH2uTcCpQKibEBOirXyR+IbqSpjEokSXRrqy/Bua9xs7Nk5Xh/vj5VwDuHcrC3VHXKIHtQngVbnxTzoYbKE82J0gLmPAOzjJjrMgGrxvtzpaapr6SrwzAq+X0hV1z6RmfhM7+igb3pxaxO8O93fswYOgoxfUzKFApxDbi4Z+AOij7qSsVhdOwtbM/R8PWpQuqaNbjZqRnr78Si0T48MCOEpxdE8sLyUbyyamyXv0J3YtcKVUDG8B0sWy/swbX5En9vvYUr6kAx03zo5au2yUzOrSA+yEV/R62pRqyxrRkqc1lufVLkX2eYVjJ4PLcCWe5nnjZlI3iOMj7fPmwuOAfB8XeQJIkVsX4cz60gr7zvXHB1QytfHL/E4tHefaJbOknfIiTvw3WNcfSF5e+IA9G2J8W/abUiJtJ7jOgCDjMutmrig1z6mtIBz285j7VayePzI4ZlHSHutpzSNVcLQgk2aqU4rJRd1P2YtmbY93fwHgvRS0nMKae2ua3LD8YAVEoFE4JdOKJvrjZqibhHnjOD+WVpBuQe4pz3CnamlfHkl2f6d/iOXioiLi+fMf1aBkCWZf703TlSCqp5dVkwXgd/T2BjKre3fcOx7OEZ78oqraOouqlvlM+lo+KsNfN3sPgVuO5vMPsPwntnwv1ihMhEDOehtgDo3kLyA3o4Xciy/LYsy+NlWR7v4h2EesbjYgOm70/cnYOapZoY4oqDlYrPK6PAxq2PXKCxRcNDn53EQinx+prYLrlOykZwjwKv0Ua/pkmIXgYeMbD/Bdj2lLhRX///rs5aACsLJQnBLp2bme/PFHHvx8mEutux8f5JeuNvzEFcoDP1LRrdlTQQZieSQnQgepO9HxLfhIT7IHQ2sizzQ0oRU8LcjHZvmxftiSyLw71OohYJhUHRKaOet18qsuHibi76r+AXn5zWuaHoQ/QSke15FSTI7x3OoVWj5UH1NjEC4ODD61ZvsPNE2rCtoU2jJTm3ggkhvTZ5siwMbtZNFfLFZeuElLu3EV3CfcJ0KWUDcyI9Oa2vkGEAybmVRHnb93WAbG0S16bIG0zbjQy/TlzHDv8btFrunRaCRitzMLOUBaO8+hqiNVYKYwyFUnSrh1ul8hNiTpQnrrbqvpE63qPFe2LeX8U1udt96bNE8dhbJ5gunsTHyRpfJ2vdztuRC6G1HrIPDO7Jk94RB/RJD7MvowRPB0u+fWgyH9yVwKurx/HXZSN58rpI7p8Ryi0JASwb50uUl0PfjVPobHDwE/Now0TV/tcplR3YZX8jS+p+T2vUjbDnOfj6PvF5GkYKqxopqm7SLz3WaoU6qDwLbt0ELqEEZbyLm616SEUyXSRml6NWKRijS/JZniXmHUcbmX8N4poQf6/YtF5OYXmsL5IEX53sGxn3ybFc6ls03D9Dj5xX0wqZ20WHfzivMeFzhdHlqU9FYkDWHqGAm/jLqzZmMS/ak/QrtVwq7+oe700vZn9GKY/MCcdtmFxl4wKcOZFXqd8zYv7zoLKGrY/rLhwlfyAKqHOfBUli1/lirCwUTAkzLuplcpgbueUNFFbpKNTZeQgTxdRvTF+8Sn4fFBa8Wz8ZS5WClIJqPjmaq//xEQvFnub8d6ZdhwF8fvwSG5ML+NXsMGYXfwgN5Wj9JnCncjvHTqcMyxo6inHTR/T6/aZ+I1SKg2hCGstwHmqTgHBJkoIlSVIDq4Gr4vmvVimYG+3JjvQKNKNXC/OTT28S1e32akdGcS2vrB7XdTCryBHGUmNWXb15MoVCdCYqsoS8bPoTps9xM5KpYW5cKKnjld2ZPLL+FLGBznxx38Rhu+h20Jmrpq+q6OAjDLdOfiIyPztorIJvHxLzHnOfA+BMQTUFlY2DMmGI8rbH18maXfo2JSOuFxc9UzmUQmc375/lk9ibXsKi/xxm69nL/X+PtTOEzxN2+MPo2Ffd0Mqnx/JYGWWFY/oGGLMKaeXHuFPJ8vz/xxVdNy0zkFpUQ32LhgnB3eR4sgwb74DNvwbfWHjwiJAU6fq8+8UJs6TjbzM3yr3/QkY/tGq0nM6v0i09Tv8BGspFFJMMUilSAAAgAElEQVQpUSiEE3JpGlzYSYCrDQtHi0zaZWN7HZ41rbDpTqFwWPWpiAb6H0atUrA81pc9aSV9ixg3/BOm/LrH+6WpVcOGpEvMi/Y0eZEvIdiF4zkVfTecQdPA0nFw15iWBuFVEXEDrc6hHMosY1aEx4CzexNCXDh5qZLmtm7XEoUSxt0mZiT1KWRMSUUOrpf3861iPv+6JZ6yZgWf+DwDs/8oTJA+XCjGCIaJjnlavdnTB/8hutjX/R1CZsDkh5GKTnGPfyEHMktpNaEjfGJOBeP8nXQ7+J/9EpBg5E2De/Jxt4qIw+Nv4+1ozdQwN74+WYC2W0erqVXDBz/mMjPCnShvHQ7vILwmmqqHR3rcm5lPi8/NlseFasvOC2JuHP51tDM/Wowp7GwfZWpp0/LXH9IIcbc12Vy+IcQGOlPZ0EpOmZ5Cub2nUMxk7+8bE9hcK8z8gqdDyCxkWWb3+WKmhbsb7dg8JUzcp/W6IMfcKPbFV0x4eGuph9Nf0Bq5mO05Wm6bGMj0Ee78a2cml6v17FNsXcX/9/zwSpBP5FXy5+9TmRnhzm/GaOH4WxC3FsWKt1FJMiPS3+jxeTQXBy+UEepu21OJodWIQ374/GFJjBm2Q60sy23Aw8AOIA3YKMvyVXNyuD7Gi+rGVo4F3g8zfy/kAp8up/qlWNSnP+TR6b49LalTNgKSkG1eTSIXgW8cuEcK976rzNT2cOVXdl9gVoQHH/8iAQcr84aU68LP2Rp3e0v9c7UgNpxtjWLT1sG2p8RG58a3O+eSfzgjHGDnxxg//yZJEnOjPDh0oZTGFh2HRRsXMddoqmif1iY49Smt4Tewu0DJilg/Qj3seOizkzz73bmem8zejLoJai9D3hHTrMUAPjqaS11zG0847hPSpMmPgG8sVZP/wHXKZC5ueXlY1tExT9ujU1uQLBwdpz0Ot3838GzyhPuhLJPoplP4OFoNqruSdrmGxlaNbpOo058LN1JzmNKNXCGeu30e6ukFkfz2+oi+M3fbnxYblsWvivftNVgV70+bVjYoX3lLymUqG1rNshFNCHahrK6l74ZTpYYR80VerbEFqzOfi1nCyb/iRF4ltc1tA2fFI9RPTa3avqYy424TfxsYnzcUmo68hUZWUD/qDuICXYgPcub9I7lopj4hCjIl5+Gd2VA0PCMXSbkV2OuL6UrfIhRXY9aI6wiIOWwbN1Y0fS3yr3W5Ww+CmqZWUouqdc/TyrI48AdNHbwaxNpZjGSd3QQNFayI9aOgspHj3VQEm04UUF7fwgP6urQgfiYqa7PHc+lEoYQV74qUgOKzwpxJX1bvMBDgakOkl32nBPmjI7nklNXzzKJo3UZfZqLjvnTyko5kiQ7G/0LIi7f/XsjpOzj2phg/mPNnkCRSi2ooqm5iXpTh0uMOIjztcbNT6z/URi0RzQJTSpDPfgnN1RxzvZEWjZYFI714fulI2rRanvu+n/nd6KVCPVd8znRr6YeS2iYe+uwE3o7WvLpyLModvxOjbrOfAecgckNWs0izl/TUE2ZdR1OrhsTscmaM6HW/yPsR6kuEoeIwMKw5tbIsb5VleYQsy6GyLP9tOF+7N9NHuGOjVrIlvRpmPgWPnqNw5ivk18LfLN7nV2eWinm6qnxx4U/Z0H7h97uayxZdgLU/wL37RJD4VSbKy4HRfo7cFOfHW7fH9Zvlak4kSSI2wEl3rloH7hFCHnL8LVGFO/8dpKwXhxi/OEDkCm45e5npI9xwtB7c4XxutCdNrdp+LsCLhbzJFNbv57+FxgqSPZaj0crckuDPxvsncc/UYD46msdNbx7VL0cesUAEyw9TZm19cxvv/5jDwhF2uKV9LKTY7Y7YrnMfJUkdT8KFl4dlHuVYdgUhbrZ42Ft1/eP5b4WRwZRHDBtriF4GNm5Ix99hTpQnhy6U0dRq3CGiKwO716G2pkg4LI+5xTxxNUoLURTLPwZ5R/FxsuahmWE9zTuOvyOkqJN/Lbox1wAgzMOe8YHObEjKHzDK6eNjeYS62zI51PT53B2yVr3RPg1loiBhKFoNHH1dFE0DJrEvowQLpdTZJemPhPa1JPaWIDv5i7nLU5+aL8oMoKUe6fSn7NDGc92kcQDcPTWEgspGYbgTtRh+sQOQ4P3rzRsB0k5ybiWxgc59Y0tKM+Hr+4Wp16J/d3X2LaxhwgO4XzlAjKrQZC7IybkVaGX6jlqAyCEuvzj0Yn3CfcJE7tQnXBfjhZ2lqtMwqk2j5Z2D2Yz1d9I/0yvL4lAbNueqmF4CwmF45cdijxB319VZQzfmR3uSnFvBheJa/rPnArMjPZhlQIHJlIS522FvpdJtFtWBQgmLXhYOwftfEP9WXy4iwSIXde6tdqcVI0kwO8r4/4MkSUwOdeNIVrnua66tq1A7mEqCLMuQ/B54RPN5kQ/u9pbEBjgT4GrDI3NGsD31iv58+shFYtRtGCTIrRotD392iurGVt66PQ7HSzvFNX/WHzpHpjwW/IEm1Cj3PW/WtSTmVNDcptUtPbawEZ3aYWBYD7U/JawslMyK8GBnajEarUxtm4LbkoO5W/0Pqm7ZjBQyQ3woXx0Dn7RLG8asvtrLFqhtrt6FvxcKhcT3D0/lXzeP6el2dhWIC3Qmr7yh/9nGKY+IGcFDL8Hm3wgziBm/7fzyyUuVXK5uYlG7HHMwTAh2xd5Spb9z1yGvMoUEOeldcA3ny/IQHK0tGOvvhFql4I+Lonn79jjyyutZ9J/DbNMlR1bbiLWc/25YHEq/OH6JqoZWnvZMFDKzKY92fVGSyJ7yT8plB5rXrxXSJTOh0cok5VQwIaSX9Pj8d2IO0MpAV0kLK4hbC5nbWOjfQmOrRnfsQD+cyKvE18kab8de0tQz60XA/dhbjHo+oxh3O9i46navzNorVAwjFghTvmv0YGW8P9ll9ST3s9k7k1/Fmfwq7pgUZJbojVB3W1xt1T06Yp2EzQPHAPjqHrhiYMcgY6voMEz+FUgS+9NLiQ9yEZmdA+BsqybSy55j2TrWEnsH1BbpNGQ0GSkbsGyrZb/TjZ3y1nnRngS42PDu4RzxGO/RcN8+8femO8U9wExUNbSQUVxLfO9iVVM1rL9FXDtWfdrpjt1J/N1gYcPvHHeaJP8ahCGeWqkgNkCHGiRlkyjkRetNVzQMzxgInApJ72KtgoWjvNl69jL1zW1sO3eFSxUNPDAjVP/n4PJpqCm8OtLj7gROgls+F4qqq8z8GC+0Mqx9/ziNrRr+uDBq2NegUEiMC3DuXwEHohA2/heQuA4up8Dhl4XnxOxnOh+y63wxcQHOgx5NmxLmSmltMxdK9MTnxSwXJk1FJwf1/D0oPAmXz9Ay7i72Z5ZxXUyXW/M904KJ8LTn2e/O6U5ssHNvjxkyvwT5b1vSOJ5bwYsrRhPlZgE7nhZ+GeO7Mu0d3H3Y4XgzERX7oMB83doDGaVYqhQ9FSGaNjj/PYy4TnSPh4H/2UMtwHUjvSira+ZEXiVPfZXCpYoG/ntrHE4R00XF7pEUmPyw+JCo7a9+lMU1+qVLKtPPBThgAgRMEhualnohO+4WlfJDymUs22euB4tapWBGhDu700p0zzE4+okq/VAlyEWnoSAJ7fhfcOBCKTNGuKPqVliYH+PFll9PI8TDjgc/O8mfv0/tK0cedTM0VZl3w4mQprx9MJtpwfb4pb8v5pfaK7gdzBsfw+Ntv8SiOg+2PGG2taRdrqG2uY2J3TsXhSehOt/4zV37vOv4sm+wVSv1z1LrQJZlkvMq+kqPZVlIjwMmg0uIcesxBrWNcOq9sKPnwac0EzbeKUYcVrwjKvHX6MHCUd7YWapYf1x/aPzHR/OwVStZHmueyCFJkogPctFtFmVpB2u/E92/j5dAsQFxF0deA6dAiFxMYVUjGcW1up2w9TAxxJUTeZV94yMiFoCtuzBgMweyTPORdaRqA4lK6OoGKBUSv5gSxIm8yq57gp0HrN0s5Ip7/mq2GduOztb47iZRWq0wrKrMhZs/0q36snGBcbczuWEfTeUFZJUaYPo3AMdyKhjj79hXRaVpE54K4fNFQsBQSbgXqi5B5g5uGu9HQ4uG7eeusO5AFiFutv073qZvEd2tYTCS+bkQ4+OAj6MVRdVN3DUlaNiSJHoTF+BMZkktNU2t/T9wzjOiSPrtQ0LlM2YNeIjkkKKqRlKLaoa0r5ocKjqA+hVwi4T5pSlUGEnvgtqOA1azaWzVsGBkl7+KhVLB35ePoqi6iZd3Zer+/phlUH5BRBmZiW9OFfDhkVzunhrM0rG+cOS/4vO34MU+RmvN8Q9SJjvQsO2PZjtoH7xQSkKwS8/rTO4hoRiKGR7pMfyPH2pnR3qgVip48sszbD17hd9eF9HTqdDJH+b9BR5Lg18lG97BucZVIcbHEbVSMXBVcdrj4u95z3VedEF08LacvcysCI++TrRGMi/ak7K6Zk4X6JlFiVwoHCdrinR/3RCS3wOVNec9FlJW18KsSPc+D/F3sWHT/ZP4xZRgPjySy83rjvZwVCR0lohQMLME+auTBZTUNvOnwHNijnfqo30e42KrxmbETN5V3ixk4ac/N8taOlxae5hEnf9G3BANjUTqwNEPIheiOv0Js0Md2JNmeHeloLKR4prmvtLjgmRxQxy7xri1DIaEe3tmODdUwBerRKFnzXoxY3aNPthaqlg8xoctZ4t0bvYq6lvYnFLEjbG+BnU6B0t8sAv5FY26jUtcQsQBTqmGjxZDST8brEuJkJ8oXOKVqk7TM0PmaTuYGOJCY6uGs4W9rnlKC/FeztxunkNk7mEsKzL4RHsdS3tlLN883h97KxXvdXRrQYztzP4jIJtNIpiUW4mFUmJsd7fh/S+In8H1/w+C+omKmfQQCrTcpdrOniG6INc1t3GuUM88bc4BMes2etWQXqOTyEXg4AvH32Z8oDOBrja8uD2d1KIa7pse0leG3Z30LaK79RPokP5UkCSJJWN98XKw4ldzwq/aOuICnUWdtb+5WhCz1fOfFzPJyCK+pZ0O1ZoxUT698XexIcDFhh8v6lFDWTuL/cxQO6QNFcL0avRKtmbW4WRj0SfLPi7QmVsnBPDBjzmcK6zu+xyRiwFJrMUMXCyp5XdfnWVCsIuIHK0uEI2a6KVCht2LWaNDeK3tRmwKj5ilgVFY1cjFkrqePkTQLj22Faakw8T/9KHWzlLFtHA38sobmBftyX3T9XRF1LZi3uIaP2msLJSM9HXof/4DxAfssTSY+GCPfz6eU0FpbTOLxhjvetybmSM8UCokduudu2jv+qdvGdwLNFYJI4PRN7MnpwVJgunhfQ+1IDrHf1oczbrb4sgpq+f29xO7Dl5KC+EcmL4VmvXIeoZIm0bLugNZxPrZE3bhfRGJFTpb52OXx/ry/+oXU+U5QThRluqphA6BxJwKAl1t8HJsl/7JMqR+137AH0THIuF+aKzkDocTFNc0c66wZuDvoaub06dTe/ozMYMSs8z4tRiLtXN7hvNXImtw4x3iBrn6M3AKMP/r/4xZFe9PU6uWzWf6FqY2JufT0qY1u1Npx4yizrlaANdQcbBVKMXBVt/n6ehrYOUEY8Xs9P6MEvxdrAl1N1wyltBeJNItQV4LsqZPfJ4pkBPfoho7qkOX9pE22lqqWDMhgG1nL5Nf0a2Y5x4h4vHOfWXy9YCYYx3l2607ev574XY87jaIv6f/b3YOQoq5kTtUeziSmtP/Yw1Yh0Yr9yzgdXB2k3DJNtWsm1IF4++C7H1IZRdYPs6PktpmPOwtubE/tUJ5ljDxutrS458gT14Xwf4nZ14V880Oxvg7opAYeF8FokAy7jYxstLNaHHX+WJC3GwJHWK3eUqYG4nZ5bTpcwaPWS4UVwVJg3+R059BWxOt4+5id1ox86I8dY7W/fb6SFxsLXn667N9s2vtPYWxopmKZt+eKqJNK/PamnFibTufAWRRVNCBt6M157xupFjhKdy9taZzVgc6c9t7HGo1rSJZJmKBUAwNE//Th1qAtZODmBbuxr9uGmOWuadrDC9xgc6kFFb37/oLIuKnFz+kFGFtoTRKcqcPRxsLJgS76J+rdY8QMUKDPdSeWQ+tDTD+bvZmlDDGz2nATN3rR3rxuwWR5JU39HRMHXWTcIXO2Da4tQzA5pQi8isaeXZELlL5BREno+ezNjvSA1srNa/Y/1ZcCL+8y6T5klqtTFJuRU/DkqKTIksvepCHyKCp4B7FuMsbkCTZYAlycl4Fdr3dUVubhINj1OLh65J2ZDi/f52QCy3+DwRMHJ7X/hkzxs+RSC97NiT1lCBrtDKfHstjQrALIzzN+zuM8nbAzlKl/1AL4BYuDrYgDrZlF3t+vTxLjELE3w2WdjS1avjxYrlBUT7dcbFVE+Fp3zevFsThOng6nPjYtBuqqnzI2MIXbbNYMl63s+6dk4NQSBIfHcnt+YWRy0V3unpgF2tjaGrVkFJQ3aX6KkmHbx8Uc4c3vGRYJODkX2NDI5FFX1JZP3i/g8ScClQKidjAXsW6lgax4Yxe0neudyjE3imUAUnvsDzWF7VSwX3TQ7BU9TPCkLFV/G2sSuZ/AKVCumrmmx3YW1kwwtO+/7GuDiQJlr4u7int1DS1ciy7fEhd2g6mhLlS29xGiq7uKIhMd6V68BJkrVZk0/pP5Mc6L2qb2rh+pO6GlqO1Bc8ujuZsYTUfH83t+4DopSI2rzRjcGvph8Scckb6Ogqjy9zDorM89dF+C9GzR/rzQtMKEXvUO35piOzPKMHH0Yowj25Fi5wDwkl/mFyPO/ifP9ROH+HOJ3dPwNHm6lXCrmE64gKdaWnTcrZ3tMQAtGm0bD93hdlRHtioTRP8PjfKk8ziOt3uw5Ik5Fq5h4RxlTHIspj58B1PmUMUKQVVBrsiTmqXoR3tvvH0nwgOfmaRIGu1Mm/syyLS047RuR+CczBE6Z9btbJQsmi0Nxsz22ha9Lqwxd/5B5OtJ6O4lqqG1l7S4+9AoRIVxcEgSZBwL6qSs6zxumKwZDA5t5JxAU49ZXkZW6C5enikxx04+AgTvIYycWM0pznV/yEkSWLleH9SCqo5X9TVnd+XXkJBZSNrJweZfQ1KhURsoLPuudruuEfA2u9B2wYfLRIH2Q6OvSEUGwn3AaLr29iqYdYginsTQlw4kVepO2M17i5RPMraa/Tz6iX5PWQZvlUt0Ouq6u1ozcLR3qxPyqe2u1S8Y7NlYifklIJqWjTarkPtlsdFgU6XMZQ+fMZS6z2Zu5TbOZA++EN3YnY5o/0c+97TMrcJI5/RKwf93DqxcxfdstOf42/TxuHfzeLuqQNkW6dvAa9R4Bxo2rVcw2TEBTpz+lJV346kARzIKKVVI5vkUNuxfzmib67WylG4rad+O7jiWc5+YZYXfzfbz13BzlLFlDA3vQ9fNNqbGSPc+deODIqqeo2ARC0Rf5//3vh19ENTq4Yz+dVMDHYRc/FbfytMAac80u/3XRfjyXfayVTYjYC9z5vMHLS5TcPhC2XMjOxVBE39RngRhc4xyesYyv/8ofYa/7eYGOKKnaWKN/ZnDfzgbhzNLqe8voXFo4cuPe6g4yKu1/o9arHYZGbuNO6Jcw6Kmcv4eziYWYosY3B3OdjNFk8Hy54uvQoFjFohZi0aTJON2MHO88VcKKnjmZHlSEUnRFawsv+iwY3jhMnItuZRMOlhcYBP22yS9XREjnTGW8iyuAGGzBzaPNfoVWDpyJ0Wu0QeX+8bXC8yrtSSUVyrQ3r8uSgwBE0f/FoGw7y/wI1vwew/De/r/sy5cZzoRm1M7urWfnwsD08HS5Ns4gxhQrALmcV1A3f0PKLEwbatWXRsK3JE9Mapz8T7t33EZm96CZYqRecG0hgmhrjS0KLhrM45s0Vg4wYnPjD6eXXS2oT2xEfs0cYRP3ZMv93Au6cGU9fc1rOr7hIi8jVNmW0JnQWGuEBnqMyDvMMii1aHOqg/bGc9hpdUSe3x9YNaR0NLGykFeuZpUzaCvY9wLDY1E+4TB+Yz6/Gwt9Lf7W9pEOY2l46J98Y1frLEBTpT29zGhRLjUwl2pxXjaqtmnC73bSNxtbMkyttB/1wtiKJKbZFQYRhL0ntg44omcgk7zxczK9Kj3065JEk8v2wkGlnmz9+n9vyig7doGJw37VztqUtVtGi0Ys73xAdQkgrXPT+gxDfU3Y5gt//f3n1HR3HdCxz/3lXvvSEJVRBIdIRAFAMGU2yKwbh3O3Fip74kTmI7L3GcaifPSZzELe5J3DG2caEXU4xEBwkkmhBIoN67tDvvj7sLK6GyK22R7Ps5R8fS7uzqivHMzp37K3684nkXVBfAAdsU7ttbUE1jm56rzRdWOtpk9M+oa20bCWIBNalVvlICvd35wbwRbMkrs6rIxieHL+Lj7mJVYZS+xAbLBuo9hiAPmwS+kZBn5YRt70syFzJtBVvzywn19SBtmH/fr0OehDMTQ9hzpqpzQaMxq+QE24YnYE3T+OfWU8SHeDP94r/BJ1xWROxDelwQMUFefHCgGOb9CsJTYfuTNhlTVkEV0YFexAQZW2JdPCTbAPQ39NjEwxcm3k5yxSbCqGZz3pU9JpvaOnhv33lWPbebhX/9AjcXHQtSzUKb6i7IVawJdupN2xvvYLla6+jfO8QF+bizcEwkaw4W09Kup6CikS9OlHNbRpzDWpyZVgT7XK0F2Xrl7o9l6sLrS2HLEzL1IPO7lzbZll/G9KSQfoU9mgqqZHWXV+vqLvsd538Odd20GLNWzmp0zVW80rGAGyb33j9+XEwgGQnBvLrrbOd8vDErZfpB1ZmBj8do79kqRoT7EuTjDkfflQ+OtX5FVDdiPhc9EplW8iZtVva/BpkD2WHQOrcuA3kj49QmeSPTHsd79GT5lf1i9wV72pvhy2dlu8QNj8nCNmYtSJTBx3Tz1aK8WjPtegNb88q4elR474XCrDAjSVZZb27r4ZhIWQSuntaH2NYWy1D4iXeyt6iRqsY2FvcQemwuNtibH84fyYZjpazP7VIIL3W5jDbrmvIxAFkFlQgBU8I1ueKacNXlVeFeCCFYkBbJ8xcS6YjJhO1P2aSOypa8MtxddUw372d+ZpvsquHAqscm6gpG+cq5e3o8SWE+PPHJMVosuBho6zCwLreEa1IjbJ6/Mn90BHvPVlPT1M0qik4ni2Oc2iw/6C1Rd1GGa028kw6dO1+cKGdOStilHmqWyEwKoaKhlVPm/d4ix0Joiiw+ZSM7TlZwtLiWRya2Ic5skYW5LLhrp9MJVkyMZtepCsqaDLJtTslRuHh4QOPRNI3sgqrLq7QgV2l1rrYpUjLlGwhDBw/67exUICynuJbH1hxl6u828/D7R6hqauPRa0ex++dXk2p+M+LIO7I37XgV/juU3JweS21zO+tzS/jPnkJcdYJbM2L7fqGNjIsJwN1VZ9mkFuSxfueH0FoH+1+DEQsvVYEvqGjkbGVTv0KPAUJ9PRgR7tt9Xi1cLhh16D/9ev9LNA2yX+C8y3DKgqcwPqbvzgTfmJlAcU0z63PNbjKmrZD/tVEIst6gsb+wmikJwXKMh9+RVX37E1orBBXjv8UIcZ5Tu61fTc46U4WLTlwZDXJsjbyB2Y+JtsUyviWjic5svfxYewvseR7+NkH20wwfBfeug7s+kmHLyqA1PNibEB93qye1ewuqqGvpGFArn65mjAilTW9gX2EP5zsPP1kM9NhHYLDiZtCB1+Uxm34v63JK8HDVXVnNtwf3z0xgVKQfj3+cS4N579pU42TzuO0KRmUXVDE60h//L5+E1npY9KRlefrAgrQIOgywK+H7svL5nucGPJ6t+WVkJoZ0TnHIXSOL0CXNHfD7W0tNapWvHHdXHY8vS6OwsqlzK4ce7DpVQW1zO0vGWRceZom5o8LRGzR29tZbrb3J8jyzA6/LiU/6vRw6X0Ntc7vF+bQmmYkyR6RTXq0Qsmdt4S6bFU55aWcBUQGezK96Czz8ZSEaC62YGI1Bg48OXZCFrFw84ODALoRPlTVQ2djGNFM+rWZs6ZFwlW1aSYQkQfJ8bmQj+06X8uquAq57ZgdL/r6T1QeKuCYtgve+ncnmH83mgauSOldqvdSbNlO+jzJkTE8KISbIize+LOS9fedZPDaKcH/HhVx5urkwISaw92JRXQ2bICe2wyZ1ar1hauVj7TnF3NTEYPadreq+QmmnglHWrz5ecj4bLh7mhZZ5rEofblFBq3mjI4gP8ealnWarsoHDISYDcmwzqT1RWk99SwdT4oPgwkE5sRtA3mrS3Lu5qAXjvfefVr/WVEzmivZ0R96DsNHy5oa9pF0vexNn/0tOZrNegGcmwLqfycJl93wmi5fFZdpvDIrNCCFz9w/21daniw3HSvFw1TFrRM95qdbKiA/GVSf6CEFeAQ2lULjbsjfVt8s+2iOuwRAQx7qcEq4aGYaPha0d3VzkNefF2hbW55it1gbEQMwUm1VBbuswcOBcNcsiK2Hfq7IlX0Sqxa+fEBNIuJ8Hb1+MkCH/u5+RkRv9VFDRSEFFY+f0t45WufAy6jrZPs3B1KRW+UqaNSKMRWmR/GPLqT7zG9ceuYCfpyuzRtruxGsyPiaAAC83tueXd79B/Cx5R8uSKsj6drmykjwPghPZkleGi04w08oPjNhgL6IDvTrn1cLlwik2aHPR0q5nz5lK7hihx+X4R7LVgxV9nhPDfBkfG8gHB4tlqPXopTIPbACVkPcYL/ovrdSWHJG5JQMNPTaX8QB+7RXM1bL49dpjaBr8ZnkaWY/O5+mbJjAlPrj7C/Di/VBxwrEFohSb0OkEN6fHsr+wmrqWDu7KdHzBmykJQeRcqKPRfJWgL9GT4IGt8r9GW/PLSA73JTbYu99jmZoQQmObnhyz4lmdXCoYtbX75y2R/QItLr58aJjFiom9tIsx46IT3DsjgYPnajqvOI1ZKXtr2qB9mGm1PCiRXUUAACAASURBVD0uWEZeuHgM6Pzi7eXF9uBVxDccRCvab/HrmtuMxWQSu9ysK9oP5/fIMHB7dntw9ZCtwvI/h2cmwuc/NfZN/gTu+aT3Pr3KoDQ5LoiCikYqG1ot2l7TNDYdL2XWiFCbFd8E2aZr4vBAdp/uYaEAYOQicPWyPAQ571NoKIH0+zlcVENJXYtFocfmMuKDCfJ2Y1fXcaUul1FmVQNrzwVwpKiGlnYDyxrek/3lzW5IWkKnE1yTGsH2E+W0zn5M5r7vfLrf49livAnaaVJ7eossdungqscmalKrfGU9dt1oDJrG7z473uM2Le16NuaWsjAtsve2A/3k6qJj5ohQtp8o75zDauLiBiMXyqT6L/8p2z/01Dg8/zOov3ipz+HW/HLS44II8LKucrcQgqmJwew5U4nBvJphSJLMhbJBCPKBwmraOgwsb/lAhvdOe8jq91g5MZrjF+vIK6mTve9aaiDvk36Pac+ZSiL9PRluumDP/RCEi22LlCRfgxYUz68id7H2uzP57AezuDMzvu99dOi/8kPYlhNsxWFWpcegEzAq0o/0ruGeDpCREILeoFm9kmKusbWDrDNVzE0ZWCio6aZRVk8hyAMtGFVfgnbsIz5iLhOTYy73m7bAqskx+Hu68op5BE/q9YCwSZuLvWeriQrwJMbfVZ5HUxb1r/e1ucn3UKd507DV8ovPg+eqadMbLkelmOz48+Xe1PaWfp+88A6Kg7s+hns+hYRZ9v+9il1MMhZ6OmDhOSavpJ6i6mbmj7Z9wbzpSaEcLa6ltqm9+w3cfeR11bGPZYXgvux7WVYQHnEN63JLcNUJ5o2ybtw6nWB6Uii7T1V2vta7VAV54Ku1WQVVhFNNVPE6eU3kZf1nzYK0SJra9OysCZE30bP/BQ1X1gCxxNa8bm6C5q6RPc8TZvfrPQdKTWqVr6zYYG8empPMp0cu9lgC/osT5dS3drDEhlWPu5o9Moyy+lbySnqoHDjj+7Ly6PpH4dmp8Jc0+Og7csXUvBrx3pcgIBZGLKCktoXjF+v6nfuWmRhCdVM7+aVdxjT2RrmCOcDeartOVxChqyW64AN54vSz7q4nwNLxw3DVCdYcKJYnyIDYfocgGwwaWWdkPq0Qwhh6/KEMhfSxvsprj3Q6xJRvElZ1gLH63L63B7n6fHS1zL/xtKzglzK4RAV48fsVY/ndijFO6Xc+aXggOgHZBf0PJdt9upI2vWFAoccA4X6eJIb59JxXO9CCUfteRRg6eLZpLqv6KBDVlY+HK7dNjePznIucr2qSD/pHybzXnA96vqFoAU3T2FtQRXp8MOLMNtkia9zN/X4/k6vGJPJf/Tx8Tn9mcUGrPQVV6ASkx5td9JYclTdGpz3kmB7Y/sPgp2fg3s9lMSgnHBeK7YyLCcBVJyzOq914rBQhZNi/rc1IDkXTuqRQdTVmpTwGz+7o/vnWehnC++Ic2VEi/V40oWNdTgnTk0P71eZzRnIoJXUtnC43a+MYFAfDJtpsUvuDgO0Ig15WGe+HzMQQ/DxcZVGrGf8D+lbZm9dKDa0dZBVUdl6lbW+BvM9kWp2re7/GN1BqUqt8pX1rdiIxQV48vja3296Jnxy5SJC3W6+9yAbKVGxg+4keQpAjx8J3s+GHR2HpMxCTLlvYvH8fPJUIL86FdY9eOvGic2Fb/sBy3zKTjP1qu4Ygp60AoRvwau3u05X8NHALQt8G07/fr/cI9nFnTko4Hx4qRo+ACbfLqno156x+rz0FlVQ0tF4+AZfmyAvE1J575vbbxDvkXd//3iT3WV+c0ZtWsblbMoYzOc4Gudn94OfpRuowf7ItLRbVja35Zfh6uJIeP/C/YVpiCPvOVnefVwv9LxjV0Qb7X+W471Qq3WM6Vw+30N3T49AJwWu7z15+cMwKqMiHsmNWv59JcU0zJXUtMp/2yNtyFSX5mn6/n8mwQC92hazCgA52/c2i12SdqSRtWAB+nmYX5jv+T/aNzPjmgMdkMVd3NZn9ivB0c2FKfDCv7irgPbMWZj3ZdLyUCbGBhPnZPq9yQmwg3u4u7OqpVgnAiAXg5tO5CJymQdE++Oi78OcU+OSHMgd00ZMw/XvkldRTWNnEojTrzysAM43XkVeERqdeL6usVxf2630BOvQGjp4tYbl+gwyvDk7s1/u4u+qYOyqcTcfL0AcnyUKBe1+S/w5W2Hmygna91vka9NQmaKt3StVjEzWpVb7SPN1c+N8lqZwobeDfX3Y+oTS36dl0vJRFYyLt2n4jwt+TUZF+PefVmgQOh8l3w01vwE8L4P5NMmfCxQ2ynpPhqRPvAuQF6LAAT0ZG+PZrTDFB3sQGe125muIXKfN8D71p9UnOpL6lneKicyxt+UQWDBlA4aOVk6IprWuVk+8JtwEaHHrL6vdZvb8YXw/XyxfBptDj0Uv7PbYeeQXCfesgIBr+c0Pfzded1ZtW+UrJiA/h4LkaWjusL8CkaRrb8sqYmRyKu+vAz4VTE4Kpb+3g2MUe8mpDkmT0hbUFow68Dg2l/LVuLteNjcLL3fqUkagAL64bF8U7e89f/rcavVzezBtAz1pTPm1GlJvM0UtbabPViklpo/lPxzy0A2/IAlS9aGnXc/B8Ted82vIT8pyX8c1+hSwqCsDfb5vI5LggHn7/CI98cKTH7hIltS0cKaq1W69ud1cdGQnBV+avmnPzgpTFcPxjaCiXlbefmwEvzZNRcGNWyGusB3fDtG+DixvrckoQQlYJ7o/hId7EBHmx82TXSa2pCnIf1wK9yL1Qxzz9Tnw7auR4B2BBWgRVjW3sO1sFmQ9BY7nVtVS25pXh5+HaORokdw14BcsIOCdRk1rlK29BagRXjQzjLxtPUF5/eaK2Nb+Mpja9XaoedzU7JYx9hVWdy733RucCsVPkpPb+DXKS+9294BtGW4eBnScrmDMqfEChjpmJIWQVVHXOqwWY+UOoK5K5Fv2QXVDFg7o1uGltMPcX/R4fyAIE/p6uvL//vAzjSZgtV3cMPawAdaOxtYPPcy5evgg2hR7HzwQfO63QB0TLsLuo8fDe3bLAV3dMvWlVj1hlgDISgmjtMJBTXGv1a/NL67lQ28LcUbZprTLN2Bu12361JpPvsa5gVMEXsO4RykKnsaFtTJ+9aXtz/cRoGlo72G2qoOobJs8tOav7HYK892w1fp6ujKzaCh0t8pi2kXmjI3i6YxWt7kHwyY96vRFw6HwNbR0Gpprn0+58WvbuzPyOzcakfP2E+nrw7/un8p25SbyVfZ5Vz+++HMZvZtNx2TbrGjuEHpvMSArlTHkjJbW9FI8csxKaq+H/UmTlbVd3WPJX+HE+LP+nvMYyu4Zal1PClPjgzp0JrDQzOZQvz1R2jlIJToTIcQMKQc4+U8m9LuvoCEkZcL7qnJRw3F10bDhWKt8rPBX2PGvxuU/TNLbmlzFrZOjlBaH2ZplSMnqpXIhxEnUVpXzlCSH41dJUWjr0PLUu79Ljnxy5QKivO1MT7B8yOHtkGO167cpwX0t5BUKg7H2592wVjW16rh5g7ltmUgi1ze1XrqYkXS2/vviT/ECwUm7uEW532YR+wh0QmjygMXq6ubByUgyfHS2hoqEVJt4pw497ypPpxrqcEpra9JcvgktzofKUXEW2J+9g2YMx6WpY+wMZ/tf1Q8PUm1aFHisDNMUYNpxdYP0xuzVPRpHMGeA5xSTC35OE0F7yasG6glHl+fD2HRCSxGPuDxMb7CvDfPtpelIIvh6ubDhm1n5jzEpZDf3ioX69576zVUyOC0J39B0ISpCtPGxkbHQAnn7B/Im7ZBjjgdd73DbrTBVCIHvlAlSflZXj0++z30085WvDRSd4eOEo/nVXOoWVTSz5+85LrcBMNh4rJT7Em+Tw/kWSWWJ6srxp02O7RICkeTK8Nv1e+NYOeGCbsRPDlbUrzpQ3kF9ab3XV4yvHFUp9S8eV1d9Tl0PR3n63TKw6vo00XSGumQ8OOKTf18OVGckhrM8tQQOY9qDMuS/cZdHrcy/UUVbf2jn0+OQGaG90WtVjEzWpVb4WksJ8uW9mAu/tL+LguWoaWzvYklfG4jFRuNox9NgkPS4Yb3cXtp/oX5U5c1vzynB30V06qfeXqV9ttxee1zwBLbWww/py72n5/wDhgutc68rN9+SOaXG06Q28s/e8LEDgEWBVwajVB4oYHux9+SL42Ecy1HCUHUKPu3L3gVvflgW4Nj8B6x+7vMqsGUOpY6ep3rTKgIX4epAU5tOvYlFb88tIjfInwob9daclBpN9tgp910gQE0sLRjWUwX9XgasHJUveYFNBKysnRQ8oSsXD1YU5KWFsPFZ6eXyjlshK7f0IQa5ubONEaQNzotqhYIcsEGXDXFKdTvC3WyayXsziS30qTZ/9kqqy4m63zSqoJDXK/3LF9Z1/lZE/079ns/EoyjWpEXzyvZkMC/Ti3tf28vSGfPQGjYbWDr48Xck1qRF2LZo3OtKfcD8PNuSW9LyRmyfc/i5c938QNa7X91tnfJ+F/cynNZlurFdyRb6vqbNBX+lI3dAbNCaXvE2ji79Nis+B/DuLqps5frFeXp94h8CXz1r0WlMrn043QXPXyJuUcTNtMr7+csikVghxoxAiVwhhEEKkO+J3KkpX37t6BOF+Hvzq41w2Hiulpd1g16rH5txddUxPCmVbfg+tfaywNb+MqYnBA+79FhkgV1O6XT2OHAvjb4WsF6wqzFRTcIC5bds5GnurrH5pA8nhvsxIDuHNrHN06Dxg7CqZm9Lcd2uB4ppmvjxTefki2BR6HDdDhhw6gosbrHgRpn4b9vwTPnxQ9hwuPiCL06hVWsVGMhKC2VdY3fNEshu1ze3sL6y2WeixydSEEOpbOjjeU14tXC4Y1dNNqrYmeOsWmRN329usKXBF0+CGSf0PPTZZkBZJRUMbB88ZV7a9g+XKTu6HVocgmyrCXt2+HdBg3E0DHl9XmUkhbPzRHI5N/F/c9E188ex3eCv7XKf0kdYOPQfOVV8OPa4tlu3CJt4hqzwrig3Fhfiw5qHprJocwzNbTnHPq9l8eLCYNr3BLq18zOl0giXjhrEtv5za5h5a+1hhfU4J42MDGRboNaD3CfX1YFSk35WT2tBkiBjTrxDkMyePMVfbS1HCjeDe/x7i5uaNjkAIZLSKm5eM5Mi3rML61vwyxscEXC4C1tYIJ9bL3GEX2/Uk7g9HrdTmACsBC0qBKop9+Hq48ui1ozlSVMuv1+YS4e9xKWTPEWanhFFU3UxBRWPfG/fgXGUTp8sbB9x2w2RaYgjZBVXdVym9+jH53y2/s/j9Wtc/Tj1euF31I5uMz+TOafEU1zSzOa9MXqB1tFhU2GDNgaLOF8Flx6HihP1Dj7vS6WDRH+HqX8jKqG/fLisOuno5fizKV1ZGQjD1LR2yt7OFdpwsR2/QOrdmsAFTv9peQ5BNBaMOdFMwyqCHD74pb/6sehmiJ7Mut4RxMQGd+yL205yUMNxchMwrMxmzUub5Fu2z6r32Flbh7iKIOfcxxGTYLfLCy92F+1deS/2kb3E9W1m95j1WPb/70o2DI0W1tLQbLv3bs/vv8t9xxg/tMh5F8XRz4U+rxvGHlWPJOlPFLz7MIcjbjckO6Ne9dHwUbXqDbE8zAMU1zRwuqu131eOuZiaHsq+w+spCWqnL4fwei1tzmbTsfgENQcDsh2wyPoAwPw8mDw9ifa7x/Jd+v4xUyXqx19dVNrRy6HxN53aSJ9ZDe5NTqx6bOGRSq2nacU3TBtb4UlFsYPmEYUyJD6K6qZ1rx0ah0zmu3cDsEX209rHANmP4cn/703aVmRRCfWsHuV3zPwACYmSuxZF34OLhvt+scDcRJdt5hetJTRxuk/GZzB8dzrAAT1nBethECE/rMwRZ0zRWHygmIyH48kXwsQ8BcbkhuiMJAVc9DEv+IvNPDr8piyp4Bjh+LMpXkukm3d4Cy1v7bM0rJ9DbjQmxtr0IjQrwIi7Emz29FYsCs4JRWzo/vvGXkPcJLPw9jLqOktoWDp+vGXB4oIm/pxvTk0JlXplpZTblWnDxsLoS6N6CKpZEVKErP26XVdqughf/As0/hpdD36Kooo4lf9/Jbz85diksMCM+WK5u739NFqwKirP7mJSvLyEEt2YM5/0HM0kI9eGGSTEOSeuaEBvI8GBv1h6+MKD3WZ8jJ8WLBphPazJjRChtHQb2ne1S32D8rTJ96p07obXBsjdrayTp/Gq2u0wjMnZgNUq6WjZhGMcv1rHpWKmM5BizUl5XtfR8U3T7iXI0jcs3QdsaZf0VvyiIm27T8fWHyqlVvlaEEPzm+jHEh3hz85RYh/7u4SHeJIb6DGhSuzWvjPgQbxJCfWwyJlPbhx6bmM/8H1mkauOven8jTYNNj1MugjkZf5vNP9BcXXTcPi2OnacqOF3RKFdrLxyQRZ96cOBcDQUVjawyD1U89pEx9Ni2q1JWSb8PbnxNfghk9K+BuqJ0JybIm2EBnuztejHVA4NBY/uJMq4aEYaLHW7wTUsIYe/Zbiqsm7tUMOq1y49l/wu+/AdkfEveWINLRZ0W9rPdRncWpEVQWNnEiVLjBaanP4y4Rt78srDCeku7nqPFtdzsvgt0bjDmBpuNr0fuPojFTxJQf5Lts09wU3oML+0s4LltpxkV6UeQj7tMdehogZm2jZpRlJ6Miwlk60/m8Nh1ox3y+4QQLB0fxa5TFbKQZD+tyylhVKSfza6rMuKDcdWJK4tYBcbCja/KftgfPGDROUY7/DbehgZyh9s+TemWKcNJDvfl8bW5NLfp5bm2rb7XBYMteWWE+nowZliAvO5b+0MZAbf8nzJ338lsduUphNgkhMjp5mu5Fe/xgBBinxBiX3l5/y/8FaU3oyL92fbwXEZFXlkBz96uGhnGnjOVPfZ3601zm57dpytttkoLEO7nSXK4b89Vmb0C4aqfwpmtcGpzz2+U/zmcz+LpthVMHjHwfLfu3DwlFncXnVytHXeTvIA8+N8et199oAhPNx2LxxrvvpblQXne4Aj3TbsefpwnWwooig1lJASTVVBlUe5+zoVaKhrabJ5PazI1MZja5naO9xYO3bVg1In18PlPYeRiWPSHSwWX1ueWkBTmQ3K4n83Gd40pryy3SxXk+otw7kuL3uPw+Rr0ej0TajbBiAUyN9cRRl0HIxbgtesp/jA/lNUPTicjPpib0mOhqUreGEhbMeAK9IpiLXsWiOpq2fhoDBp8drSXYnO9KKltYW9hlc0iQAB8PFyZNDzoyrxagOR5MhUp/1PY8kTvb6RptO1+jiOGBCJSbd/71d1Vx2+Wj6Gouplnt52SUXDDp0PW8922DevQG/jiRDlzU8JklOPel+DouzD3Mfl3DQI2m9RqmjZf07Qx3XxZnBWtadqLmqala5qWHhbmoCIuiuJAs1PCaGk3kG1FeKDJnjOVtHYYbJZPa5KZKFdT2rvLqwWYcj8ExslwwO76Ixr0sPkJ6n3ieVc/hxkDrMrck1BfD64dG8nq/UU0ugbKxupH3oaOtiu2bWnX88nhCyxKi8TP01gF1Jmhx4riIFMSgqloaOVs5ZX9I7vamleOEDB7pH0iF6Za0q8WLheM2vAYvHevLFR3w0uX7vzXNLWx54xtLzwBwv09mRgbyHrz1j4jF4GbN+RaVgV5X2E103W5eLSUOST0+BIhYPFTYOiA9Y8yOS6Id7+dyX0zEyD7RWhrgFk/dtx4FMUJUiL9SInw4+ND/QtBfv3LswhsU3zO3PTkEHIu1FLTdOX1CRkPyIitnX+RHRB6cnoLHtUnebVjEVMT7dOOKzMphBUTo3lh+xlOlzfI1dqaQlk0qov9hdXUtXTI0OPze2HdI7Jl0iA6z6jwY0VxoGkJIbi76voVgrw1vwwvNxcybNxXNzMphKY2GULXLVcPmP8rKM2R+bVdHXkHyo+zOvBeAn28GGnDlZSu7syMp761gw8PFcuetU2VcGLdFdttOl5KXUvH5d60DWWyV2PcdPCzb1VGRXEmU99tS1r7bMkvY0JsIME+7nYZS3SgF7HBXmT1NRZTwaic1eAVBLe9Cx6Xe1xuPl6G3qDZfFILsgpyTnEdxTXN8gF3Hxi5UFZB1nf0+frsgiru8dkjc+VGLrL5+HoVnCAvKHPXXI6kaamDPc9BynUQOcax41EUJ1g6Pop9hdWXj2ELNbV18GbWORamRTI8xDZVhU1mJoeiaXQfBWe6IZVwFaz9PpzL6v5Nsp6nziWIbO/ZxNl4fOYeuXYUHm46fvVRLlrKtRA4XJ5DutiSX4abi2BWNPDe3bLDxcoXZCHMQcJRLX1WCCGKgEzgUyHEekf8XkUZbLzcXZiaEGz1pFbTNLbklTEjOQRPN9vmLZgugnsMQQZIXQHDJsGW30K72QdHewts/T3asIk8V5bGtKQQuxbfmjQ8kLRh/ryxuxAtaa7MS+0m/2P1/iIi/T2ZnhAkQ2T+kS5bE02zXfVARRmMksJ8CfZxJ7ug+7xaTdPIKa7l6Q35HCmqsXnkR1fTEkLIKugjrxZg1o8gbJTsK+nXefK6PreEqABPxsXYvqjaglR5k2ujeQhy2kpoqoCzO3p9rd6gcbzwIrP0eyBtueyL6WjTvw/BSfDZT+T5eN/L0FIDVw2e1RNFsael42X7wE+sLBi1en8Rtc3t3D8zweZjGh8biI+7C7tOdxOCDLLV342vy4Kcb992ZevEytNwcgNvs4BJSZF2DekO9/Pk4YUp7DxVwSc5ZbKWQeEuuHCo03Zb88rIiAvAd+23oLECbv63vAk5iDiq+vEaTdNiNE3z0DQtQtO0hY74vYoyGM0eGcapsgaKqvsODzQ5Xd5IUXVz52bXNhLi60FKhF/vrTd0OrjmCagrlvkWJvtegdrzXEz/GaX1bcxIsk+IjIkQgrsy48gvrSe7sE5WEzy1UebiGZXVt/DFyQoeHFmLyyvz4dMfQ9QEeOhLGL3EruNTFGcTQpAeF8Tes5dDfvUGjawzlTyx9hizntrKkr/v5B9bTzEtIYRb7Fwwb2piCDVN7Zwoq+99w8Q58J0siEjr9HBzm54vTpazIDXCLhd2iWG+jAj3vdzaAmSxKHc/GYXSS25yfkk9me178DA0w7hbbD42i7h5wrV/km1Ctj8JX/5T9tuNnuyc8SiKg8WF+DA+NpCPrZjUGgwaL+8sYHxsoF3aD7m56JiaGMKuU71cV3kHy6gUfTu8eQu0mp0js15A07nxr8bZlxYe7On2qXGMifbnN58coz71VnD37XStV1QtC+o97L4aCrbDdf8HUePtPi5rDZ41Y0X5mpiTIvPFvzjRwx28bnx0qBiwXSufrjKTQth3tpq2jl6q8SXMkuF1O56GxkoZ5rbjz5A4l82tstrh9CT75NOaWzY+mgAvN97YUyirIGsGOHw5L+Xz7Dwe173MXTn3Qd0FuOFluOsjCB1h97EpymCQkRDMuaomVu8v4qfvH2bK7zZx84t7+E9WISkRfjx1wzj2Pjaftx6YRri/fVcXTRdke3qLBOnF9hPltLQb7BJ6bLIgLYLss1VUNxrz39yM/aMPvwVPp8InP4JTm6Cjc4XVvWerWOmykw6/GBieabfx9Sl5HqReDzufhsZyuOonzhuLojjBsvHDyL1QJ/NCLbA5r4yzlU18Y2aC3VZBZySHUlDR2HtYdOgIuOk1WcTygwdkjZKWWjj0XwqjFlFOoEMmtS46wW+vH0t5Qyt/2VEKE26Ho+9DvbzZtzWvjPm6/Uw4+zJMugsm3Wn3MfWHmtQqioMlhfkyLMCT7caes33JKa7luW2nWTIuiuhAL7uMaVpiCM3teg4X1fS+4fzHZQGSHX+WLTeaKmH+r9h9upLoQC+75n2YeLm7cFN6DOtzSihzi5bV+g7+BwwGtENvsnznMm5z3YKY+m347l4Yu+pSBVVF+TqYmiBvLv34vcN8frSEmcmh/PO2SRz432t4+Z4p3DQllhBfD4eMJTbYm+hAL7L6URwPZOhxoLebzWsJmFuQGoneoF3q8wrI1c/rn4OYyXD4bfjPDfBUErx7Nxx5F62pmt2HcpjpkoPrhJudn1e26A9ydSVuxqDoF6kojrRkXBRCYHHBqJd2nCE60IvFNupN2x1T0cxuqyCbS7oaFj8pizNt/rXs6tDWwAfuSwn2cSc53Lf319vIhNhAbssYzmu7CziZcLssQrf3JQCOHj3EX9yfQ4saD4v/5JDx9IerswegKF83Qghmp4Sx9vBF2vUG3Hrp6drSrud/3jlEsI87v73efkU/piUGI4TMq50S38vFY/houTqa/S9wcYe0FRgiJ/DlmY3MH22f8MDu3DEtjpd2FvBm9jl+OPEO+OgheH4moiyXM4ZkLsx4kSULHVy0RVEGiTHR/vx+xViig7zITJTF6ZxpamIw2/LL0TTNqnNEu97A5uOlXJMaafPe1+bGxQQQ6e/J+tySy8Xl3Lxgwm3yq71FhtzlfSoL0x37EE248Ig+FBedwXmhx+b8h8G3dzqupZCiDCIR/p5MTQhm7ZEL/HD+iF7PMznFtWQVVPHYtaPtel5JifAj1NedXacqZKut3mR8U67W7vobePhD7DRWXwwjIz7AoS2SfrpwFOtySvjZ1gZWj1yE2PcyzZO/xb3Fv8TV1QVx0xvOqR1gIbVSqyhOMHtkGA2tHRwo7L6Yi8lT6/I5WdbAn24cT6C3fSqUAgR6uzM60r/3YlEmcx6VRQ46WmDuLzh2sY6apna7tfLpTlyID7NHhvFm1jnaRy2VlUfrL/Bx3M+5Vf8EM2dd7bCxKMpgI4TgtqnDmT0yzOkTWpBtw6oa26xuZbbnTCV1LR0sTLNvxXIhBAvSIvjiZDnNbd20LXPzlBWRlz0DP8qj4Y71vMYyhJsn2shFEDbSruOzWHACeNq+mJaiDAXLxkdzpryR3Au99MUGXt5ZgI+7Czdn2LeevlcH3AAAEn5JREFUgBCC6Umh7DpVaVHfcBb9UVaBb62jcux9FNc0MzXRsTepArzdeOTa0Rw4V8O2oFXQVIn20jxSOMepWX+FoHiHjsdazv+0U5SvoenJobjoRK9VkHedquCVXQXcnRnH7JH279ucmRTC/nPVtLR3c1Fnzj8KVjwPS/8GocmXJsKZduqj1pO7MuMoq29l/ckG+PYO2r9zgF8XpXP16Ei73gBQFMU6142LItzPgz+uy7Ps4s5ofW4JXm4uXOWA89+C1Eha2g3sONlHZXqdjj8c9eG3LTdSf98OxG3dtDlTFMXhFo+JxFUnWNtLwaiS2hbWHr7ATVNi8Tf1sLejmcmhVDS0cqLUglxfFzdZUfjG19nuInP07Zl20ZMbJkWTER/Mj7L96AhLw7v+LM9qNzBixgqHj8VaalKrKE7g7+nG5OFBPU5qa5va+cl7h0kM8+Hni0c7ZEyZiSG0dRg4eK6PvFqA1OWXCgXsOl1BYpgPkQGODUmZPTKc2GAv3viyEILi2HauncrGNps3UVcUZWC83V358YKRHDxXw2dHS/p+AbI66YbcUmaPDLN5G7PuTE0Mxt/TtXMV5G4cOFfNm9nnuHdGAmOi1aqoogwWQT7uXDUyjLWHL/TYQuz1L89i0DTunW77Nj7dmTFC3uzf2VderYlnAKRdT/bZGvw9XRkV6W/H0XVPCMFvrh9DXaueF/2+w2suN3I48QGHnIcHSk1qFcVJZqeEkXuhjrL6liue++XHOZTXt/LXmyfg5e6YE0lGYjA6AV/21tqni3a9geyCKru38umOi05wx9Q4sguqyCupY/X+IkJ83JmdYv9VHUVRrLNqciwpEX48uS6v9yrrRoeKaiirb2XhGPuGHpu4ueiYNzqCzXmldOi7H1+H3sBja3KI8PPkf64ZJCHHiqJcsnR8FBdqWzhw7srUrqa2Dt7MOsfCtEiGO6CoJUB0oBfxId7stnRSa5RVUEVGQjAuOucUuUyJ9OP+mQk8dSyQxxtXMHd0lFPGYS01qVUUJzGFFO/o0tpn7eELfHToAt+fN4JxMYEOG4+/pxtjogN671fbxeHzNTS16R3Syqc7N6XH4uGq4+9bTrE5r5TlE6J7LbylKIpzuOgEj1w7inNVTfx7T2Gf26/PLcFVJ7h6lGMmtQALUiOoaWpn79nuax28tvssxy/W8fiyVHw9VJ1NRRlsrkmNxMNV123P2tX7i6htbuf+mY5ZpTWZkRzKnjOVtPdws6yrsroWCioanRJ6bO4H80YQaWz5NnfU0FgsUFd/iuIkqVH+hPq6dwpBLqlt4Rcf5jAhNpCH5iQ5fEyZiSEcOlfTd16t0e7TlQghWwI5Q5CPO8vGD+PTIxdp12vcMDnaKeNQFKVvs0eGMWtEKM9sPkltU3uP22maDD3OTAohwMv+eW+XxpcShoerjvW5V4ZIX6hp5umNJ7h6VLhde+YqitJ/vh6uzB8dwWdHL3aKuDAYNF7eWcD42EAmxwU5dEwzkkNpbNNzpK+WiUam9mem1mzO4uPhyjO3TuThhSlEBdinnaStqUmtojiJTie4akQYO06WozdoGAwaD79/mLYOA3+5eYJdS833ZFpSCG16A/v7qMpssutUBalR/gT5OK8w012Z8QCMivQjbZjKcVOUwUoIwSOLR1PX0s4/t53qcbuTZQ0UVDQ6fPLo7e7KrBGhbDxWekVBq8c/zsWgafx6WZpDW2woimKdpeOHUdHQxm6zbg6b88o4W9nEN2YmOPz4zUwMQQjYedKyKLisgkp83F1IG+b4fNquMhKC+c7cZGcPw2JqUqsoTjQ7JYzqpnaOFtfy7z2F7DhZwS+WjCYh1Mcp45kSL3M4LGnt09ym5+C5GmYkOz6f1tzYmAAeuCqRnyxIceo4FEXpW+owf26YFMNru85yvqqp223W55QghAwHdrQFqZEU1zR3aguy8VgpG46V8oN5I4kNdkwunqIo/TMnJQw/D9dOVZBf2nGG6EAvFo9xfJRFkI87acP82WVhXm12QRWT44OdsrAx1Kl/MUVxopnJoQgBr+4q4PefHWduShi3ZQx32nh8PVwZGx3A2iMXOFFa3+u2+wuradMbyHRSPq25R68dzXwnXAArimK9Hy8YiU4Hf1qf3+3z64+VMDE2kHB/x1ZUB5g3OhydgA3GEOSmtg4e/ziXkRG+fGOWY3PxFEWxnqebCwvSIlmXW0Jrh56c4lqyCqq4e3qc0yaKM5JDOXi+msbWjl63q2ps40RpA1OdnE87VKlJraI4UYivB+OiA/jo0AW83V14ctU4p4e2/WD+CGqb21n8tx38em0utc3d577tOl2Bq06QEa9OvoqiWC4qwItvzEzk48MXOHy+c57Z+aomcorrnJa3GuLrQXp8MBuOydY+f9t0kuKaZn63YqwqQqcoQ8SyCcOob+lgW345L+8swMfdhZunOG/BYGZyKO16jeyzVd0+X9/SzptZ57jrlSzAeXVKhjp1hlYUJ5udEg7AH1aOJdzP8SsTXc1NCWfrj+dwa0Ysr+8+y9V/3sY7e89d0fdt9+lKJsQG4qOqgCqKYqVvz0ki1Ned3312vFP+qmky6cxiTAtSI8grqWd9bgkv7Szg5vRYpqibd4oyZMxICiHEx52Xdxaw9vAFbpoS69Cic12lxwXj7qLr1NpH0zT2F1bx8HuHyfjdZh5dc5T2Do3frxjLpOGO63zxVaKuRhXFyb45K4FpCcFMd3JuqrkgH3d+e/1YbpkynF+vzeVnq4/y36xzPL4sjUnDg6htbudoUQ3fHUIFBBRFGTx8PVz5wfyR/O+HOWw8VsoC4yR2fW4JKRF+xDuprgDICfVvPz3O9946SICXGz9fPMppY1EUxXquLjquHRvFv/cUohNw73Tnpg54ubswOS6InacqqWxoZc3BYt7ee55TZQ34uLtw/cRh3DxlOONjApwerTeUqZVaRXEyP0+3QTWhNTcmOoB3v5XJ326ZQGldCyuf3c2P3z3Mp0cuYtAYtONWFGXwu2VKLElhPvxxXR7tegOVDa3sO1vFwjTn5sfHBnszOsqftg4Dj1472qnV3RVF6Z+l44cB8ibV8BDnF3ibkRzC8Yt1TPvDZn776XECvNx46oZxZD82nz+sHMeE2EA1oR0gtVKrKEqvhBAsnxDN/NER/GPrKV7acYbVB4rwdNMxUYXIKIrST24uOn6+eDTffGMfb2efw91Vh0Hj0qqtMz00J4k9Zyq5YZLqfa0oQ1F6XBA/WTCSJeOGOXsoAFw3bhifHi1hRlIIN0+JZUSEn7OH9JUjuvZiGyzS09O1ffv2OXsYiqJ0UVDRyJOf5xEd5MX/Lkl19nAURRnCNE3jlhf3cLKsgRHhvhRVN7PzZ3PVioWiKMrXhBBiv6Zp6QN9H4eEHwsh/iSEyBNCHBFCrBFCqOUdRRmiEkJ9eP7OyWpCqyjKgAkheOy60VQ1tpFVUMXCtEg1oVUURVGs5qic2o3AGE3TxgEngEcc9HsVRVEURRnExsUEsnyCKf9N9ZtWFEVRrOeQnFpN0zaY/bgHWOWI36soiqIoyuD3yyWpTIkPVq1zFEVRlH5xRvXj+4DPu3tCCPGAEGKfEGJfeXm5g4elKIqiKIozhPh6cMe0OHQ6FXqsKIqiWM9mK7VCiE1AdyULH9M07SPjNo8BHcB/u3sPTdNeBF4EWSjKVmNTFEVRFEVRFEVRvppsNqnVNG1+b88LIe4GlgDztMFacllRFEVRFEVRFEUZUhySUyuEWAT8DJitaVqTI36noiiKoiiKoiiK8tXnqJzafwB+wEYhxCEhxPMO+r2KoiiKoiiKoijKV5ijqh8nO+L3KIqiKIqiKIqiKF8vYrCmtwoh6oF8Z49D6bdQoMLZg1D6Te2/oUvtu6FN7b+hS+27oU3tv6FN7b+hK0XTNL+BvolDVmr7KV/TtHRnD0LpHyHEPrX/hi61/4Yute+GNrX/hi6174Y2tf+GNrX/hi4hxD5bvI8z+tQqiqIoiqIoiqIoik2oSa2iKIqiKIqiKIoyZA3mSe2Lzh6AMiBq/w1tav8NXWrfDW1q/w1dat8NbWr/DW1q/w1dNtl3g7ZQlKIoiqIoiqIoiqL0ZTCv1CqKoiiKoiiKoihKr5wyqRVCLBJC5AshTgkhft7N8x5CiHeMz2cJIeLNnnvE+Hi+EGKhI8etSBbsvx8JIY4JIY4IITYLIeLMntMLIQ4Zvz527MgVC/bdPUKIcrN99A2z5+4WQpw0ft3t2JErYNH++4vZvjshhKgxe04de04khHhFCFEmhMjp4XkhhHjGuG+PCCEmmT2njj0nsmDf3W7cZ0eEELuFEOPNnjsrhDhqPO5sUuFTsY4F+2+OEKLW7Pz4S7Pnej3nKvZnwf572Gzf5Rg/64KNz6njz4mEELFCiK1CiONCiFwhxA+62cZ2n32apjn0C3ABTgOJgDtwGEjtss1DwPPG728B3jF+n2rc3gNIML6Pi6P/hq/zl4X7by7gbfz+QdP+M/7c4Oy/4ev6ZeG+uwf4RzevDQbOGP8bZPw+yNl/09fpy5L912X77wGvmP2sjj3n7r+rgElATg/PXwt8DghgGpBlfFwde4N/30037RNgsWnfGX8+C4Q6+2/4On9ZsP/mAJ9087hV51z15Zz912XbpcAWs5/V8efcfRcFTDJ+7wec6Oa602affc5Yqc0ATmmadkbTtDbgbWB5l22WA68bv38fmCeEEMbH39Y0rVXTtALglPH9FMfpc/9pmrZV07Qm4497gBgHj1HpniXHXk8WAhs1TavSNK0a2AgsstM4le5Zu/9uBd5yyMiUPmma9gVQ1csmy4E3NGkPECiEiEIde07X177TNG23cd+A+swbdCw49noykM9MxUas3H/qc28Q0TTtoqZpB4zf1wPHgegum9nss88Zk9po4LzZz0Vc+Qde2kbTtA6gFgix8LWKfVm7D+5H3oEx8RRC7BNC7BFCXG+PASo9snTf3WAMAXlfCBFr5WsV+7F4HxhD/hOALWYPq2NvcOtp/6pjb2jp+pmnARuEEPuFEA84aUxK3zKFEIeFEJ8LIdKMj6ljbwgRQngjJz2rzR5Wx98gIWQq6UQgq8tTNvvscx3oIPtBdPNY1xLMPW1jyWsV+7J4Hwgh7gDSgdlmDw/XNO2CECIR2CKEOKpp2mk7jFO5kiX7bi3wlqZprUKIbyMjJq628LWKfVmzD24B3tc0TW/2mDr2Bjf1uTfECSHmIie1M80enmE87sKBjUKIPOPKkzJ4HADiNE1rEEJcC3wIjEAde0PNUmCXpmnmq7rq+BsEhBC+yJsNP9Q0ra7r0928pF+ffc5YqS0CYs1+jgEu9LSNEMIVCECGHljyWsW+LNoHQoj5wGPAMk3TWk2Pa5p2wfjfM8A25F0bxTH63HeaplWa7a9/AZMtfa1id9bsg1voEoKljr1Br6f9q469IUAIMQ54CViuaVql6XGz464MWINKmRp0NE2r0zStwfj9Z4CbECIUdewNNb197qnjz0mEEG7ICe1/NU37oJtNbPbZ54xJ7V5ghBAiQQjhjvyfsGslzo8BU5WrVcikb834+C1CVkdOQN5Jy3bQuBWpz/0nhJgIvICc0JaZPR4khPAwfh8KzACOOWzkiiX7Lsrsx2XI/AeA9cAC4z4MAhYYH1Mcx5JzJ0KIFGRRhS/NHlPH3uD3MXCXsRLkNKBW07SLqGNv0BNCDAc+AO7UNO2E2eM+Qgg/0/fIfddtBVfFeYQQkca6LQghMpDXxpVYeM5VnE8IEYCMCvzI7DF1/DmZ8bh6GTiuadrTPWxms88+h4cfa5rWIYT4LnJgLsjqnLlCiCeAfZqmfYz8B/i3EOIUcoX2FuNrc4UQ7yIvxjqA73QJr1PszML99yfAF3jP+DlxTtO0ZcBo4AUhhAH5ofFHTdPUhbWDWLjvvi+EWIY8vqqQ1ZDRNK1KCPEb5Ic8wBNdQnwUO7Nw/4EslPG28UagiTr2nEwI8RayymqoEKII+BXgBqBp2vPAZ8gqkKeAJuBe43Pq2HMyC/bdL5F1P541fuZ1aJqWDkQAa4yPuQJvapq2zuF/wNecBftvFfCgEKIDaAZuMZ4/uz3nOuFP+FqzYP8BrAA2aJrWaPZSdfw53wzgTuCoEOKQ8bFHgeFg+88+0fm6R1EURVEURVEURVGGDmeEHyuKoiiKoiiKoiiKTahJraIoiqIoiqIoijJkqUmtoiiKoiiKoiiKMmSpSa2iKIqiKIqiKIoyZKlJraIoiqIoiqIoijJkqUmtoiiKoiiKoiiKMmSpSa2iKIqiKIqiKIoyZKlJraIoiqIoiqIoijJk/T/oVl722mbmmQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1152x720 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(4, 1, sharex=True)\n",
"\n",
"axes[0].plot(time, sig)\n",
"\n",
"axes[1].plot(time, low_sig, linewidth=6, label='Original Low Freq Signal')\n",
"axes[1].plot(time, tons_lowpass_filt_sig, '-.', linewidth=4, label='Real time low pass') \n",
"axes[1].plot(time, jasons_lowpass_filt_sig, '-.', linewidth=4, label='Jasons')\n",
"\n",
"axes[1].legend()\n",
"\n",
"axes[2].plot(time, high_sig, linewidth=6, label='Original High Freq Signal')\n",
"axes[2].plot(time, tons_high_filt_sig_y, '-.', linewidth=4, label='Real time high pass')\n",
"axes[2].plot(time, jasons_highpass_filt_sig, '-.', linewidth=4, label='Jasons')\n",
"axes[2].legend()\n",
"\n",
"axes[3].plot(time, sig, time, tons_lowpass_filt_sig + tons_high_filt_sig_y);\n",
"\n",
"for ax in axes:\n",
" ax.set_xlim((0, 2))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Compare the frequency responses"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"from scipy.signal import freqz"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"freqs, complex_response = freqz([ 0.20657208, -0.41314417, 0.20657208], a=[1. , 0.36952738, 0.19581571])"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"amplitudes = []\n",
"time = np.linspace(0, 10, num=500)\n",
"time_per_sample = np.mean(np.diff(time)) # s/sample\n",
"\n",
"for freq in freqs:\n",
" # freq is radians / sample\n",
" \n",
" x = np.sin(freq / time_per_sample * time)\n",
" \n",
" # initialize\n",
" filt_y = np.zeros_like(x)\n",
" filt_z1 = np.zeros_like(x)\n",
" filt_z2 = np.zeros_like(x)\n",
"\n",
" for i in range(2, len(time)): # start at 3rd time sample\n",
" filt_y[i], filt_z1[i], filt_z2[i] = tons_highpass_filter(3.0, time[i] - time[i - 1],\n",
" x[i], x[i-1],\n",
" filt_z1[i], filt_z1[i-1],\n",
" filt_z2[i], filt_z2[i-1])\n",
" amplitudes.append(np.max(filt_y))"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/moorepants/miniconda3/lib/python3.5/site-packages/ipykernel/__main__.py:4: RuntimeWarning: divide by zero encountered in log10\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x720 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(2, 1, sharex=True)\n",
"\n",
"axes[0].plot(freqs, 20 * np.log10(abs(complex_response)), label='Recursive High Pass Response')\n",
"axes[0].plot(freqs, 20 * np.log10(amplitudes), label='Real Time High Pass Response')\n",
"axes[0].legend()\n",
"\n",
"axes[1].plot(freqs, np.unwrap(np.angle(complex_response)))\n",
"\n",
"axes[1].set_xlabel('Radians per sample')\n",
"\n",
"for ax in axes:\n",
" ax.set_xlim((0, 1.0))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [default]",
"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": "3.5.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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