{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Filtros digitales a partir de filtros analógicos\n",
" \n",
"\n",
"#### Por Mariano Llamedo Soria"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Resumen \n",
"\n",
"En este documento se presenta el método de diseño de filtros digitales a partir de las mismas metodologías usadas para diseñar filtros analógicos. Se trata de un método sub-óptimo que se basa en la transforada bilineal.\n",
"\n",
"* Análisis de la respuesta en frecuencia: [analyze_sys](https://pytc2.readthedocs.io/en/latest/autoapi/pytc2/sistemas_lineales/index.html#pytc2.sistemas_lineales.analyze_sys), [group_delay](https://pytc2.readthedocs.io/en/latest/autoapi/pytc2/sistemas_lineales/index.html#pytc2.sistemas_lineales.group_delay), [plot_plantilla](https://pytc2.readthedocs.io/en/latest/autoapi/pytc2/sistemas_lineales/index.html#pytc2.sistemas_lineales.plot_plantilla)\n",
"* Funciones para presentación de markdown y latex: [print_subtitle](https://pytc2.readthedocs.io/en/latest/autoapi/pytc2/general/index.html#pytc2.general.print_subtitle), [print_latex](https://pytc2.readthedocs.io/en/latest/autoapi/pytc2/general/index.html#pytc2.general.print_latex), [a_equal_b_latex_s](https://pytc2.readthedocs.io/en/latest/autoapi/pytc2/general/index.html#pytc2.general.a_equal_b_latex_s)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Se inicializa el entorno de simulación con los módulos utilizados.\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"\n",
"import sympy as sp\n",
"import numpy as np\n",
"import scipy.signal as sig\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Gráficos interactivos\n",
"# %matplotlib ipympl\n",
"# Gráficos estáticos\n",
"#%matplotlib inline\n",
"\n",
"from pytc2.sistemas_lineales import group_delay, analyze_sys, plot_plantilla\n",
"from pytc2.general import print_latex, print_subtitle, a_equal_b_latex_s\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Transformada bilineal\n",
"\n",
"La transformada bilineal es una técnica que permite relacionar los filtros analógicos y digitales al mapear el plano complejo del dominio de Laplace de una función de transferencia analógica al plano complejo del dominio Z de una función de transferencia digital. Esto se logra mediante el núcleo de la transformación:\n",
"\n",
"$$ s = \\frac{2}{T} \\cdot \\frac{1 - z^{-1}}{1 + z^{-1}} = 2 \\cdot f_S \\cdot \\frac{z-1}{z+1} $$\n",
"\n",
"Donde:\n",
"\n",
"* $s$ es la variable compleja en el dominio de Laplace (analógico).\n",
"* $T = \\frac{1}{f_S}$ es el período de muestreo en segundos, o el recíproco de la frecuencia de muestreo.\n",
"* $z$ es la variable compleja en el dominio Z (digital).\n",
"\n",
"La transformada bilineal es útil porque preserva la ubicación relativa de las frecuencias en la transformación de un filtro analógico a uno digital. Esto significa que las características de frecuencia y la respuesta de un filtro analógico se conservan de manera aproximada en su versión digital, lo que facilita la transición entre ambos dominios, y sobretodo, **nos permite portar el conocimiento de los sistemas analógicos al mundo digital**. \n",
"\n",
"Se comienza con un ejemplo en el que se convertirá un filtro pasabajos Butterworth normalizado a su versión digital.\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/latex": [
"$\\displaystyle T(s)=\\frac{w_{0}^{2}}{s^{2} + w_{0}^{2} + \\frac{s w_{0}}{Q}}$"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/latex": [
"$\\displaystyle T(z) = T(s) \\Big\\vert_{s = k_sym \\cdot \\frac{z - 1}{z + 1}}=\\frac{Q w_{0}^{2} \\left(z^{2} + 2 z + 1\\right)}{Q k^{2} + Q w_{0}^{2} - k w_{0} + z^{2} \\left(Q k^{2} + Q w_{0}^{2} + k w_{0}\\right) + z \\left(- 2 Q k^{2} + 2 Q w_{0}^{2}\\right)}$"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"#%% Resolución simbólica \n",
"\n",
"s, z = sp.symbols('s z', complex=True)\n",
"k_sym, fs, Q, w0 = sp.symbols('k fs Q w0', real=True, positive=True)\n",
"\n",
"Ts = w0**2/(s**2+s*w0/Q+w0**2)\n",
"fz = k_sym * (z-1)/(z+1)\n",
"\n",
"Tz = sp.collect(sp.simplify(sp.expand(sp.simplify(sp.expand(Ts.subs(s, fz))))), z)\n",
"\n",
"\n",
"print_latex(a_equal_b_latex_s('T(s)', Ts))\n",
"print_latex(a_equal_b_latex_s(r'T(z) = T(s) \\Big\\vert_{s = k_sym \\cdot \\frac{z - 1}{z + 1}}', Tz))\n",
"\n",
"\n",
"# display(Tz.subs(k_sym, 2*fs))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Como se puede notar, la expresión de $T(z)$ se complica **notablemente** respecto a la expresión original de $T(s)$. Esto pone de manifiesto que el abordaje y diseño de los filtros digitales, rara vez se abordará desde el *lápiz y papel*, y por lo general se realizará mediante **métodos numéricos**.\n",
"\n",
"### Análisis numérico\n",
"\n",
"Recordar que la transformada bilineal requiere que se defina un **único** parámetro $k=2.f_S$, pero que puede alterarse de forma tal de compensar la falta de linealidad (*warping*) al mapear las frecuencias analógicas y digitales. Para ello basta con definir \n",
"\n",
"$$ k = \\frac{2\\omega_0}{\\tan(\\frac{\\omega_0}{2.f_S})}, $$\n",
"\n",
"siendo $\\omega_0$ la pulsación analógica a la cual se pretende lograr que $T(z=1.e^{j\\Omega_0}) = T(s=j\\omega_0)$. Es decir que tanto la transferencia analógica como digital, serán **exactamente iguales** en módulo y fase **solo** para $\\omega_0$\n",
"\n",
"En el siguiente ejemplo se demuestra el uso de la transformada bilineal para tres frecuencias de muestreo relativas a la frecuencia de corte analógica (3, 5, y 10 veces $\\omega_0$), donde se calcula el *k de prewarping* para cada filtro digital resultante, de forma tal que **coincidan las tres transferencias** a la frecuencia de corte del filtro analógico."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.0, 3.0)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#%matplotlib ipympl\n",
"\n",
"# filtro analógico Butterworth normalizado\n",
"ww = 1 # r/s\n",
"QQ = np.sqrt(2)/2\n",
"\n",
"# w0=2*np.pi*f0, entonces la mínima frecuencia para que f0 esté en banda digital:\n",
"# > 1 * w0/2/np.pi\n",
"allfs = np.array([ 3, # correctamente muestreado\n",
" 5, # holgadamente muestreado\n",
" 10 ]) * ww/2/np.pi # sobremuestreado\n",
"\n",
"all_sys = []\n",
"all_sys_desc = []\n",
"\n",
"plt.close('all')\n",
"\n",
"for this_fs in allfs:\n",
"\n",
" # sin prewarp\n",
" # k_bilineal = 2*this_fs; \n",
"\n",
" # con prewarp\n",
" # prewarping a w0 = ww = 1 (frecuencia de corte)\n",
" k_bilineal = ww/np.tan(ww/2/this_fs); \n",
"\n",
" thiz_tz = sp.simplify(sp.expand(Tz.subs({k_sym:k_bilineal, Q:QQ, w0:ww})))\n",
" \n",
" num, den = sp.fraction(thiz_tz)\n",
"\n",
" num = sp.Poly(num,z)\n",
" den = sp.Poly(den,z)\n",
"\n",
" numz = np.array(num.all_coeffs()).astype(np.float64)\n",
" denz = np.array(den.all_coeffs()).astype(np.float64)\n",
"\n",
" my_df = sig.TransferFunction(numz, denz, dt=1/this_fs)\n",
"\n",
" all_sys += [my_df]\n",
" all_sys_desc += ['fs={:3.0f} .$\\omega_0$'.format(this_fs/(ww/2/np.pi))]\n",
"\n",
"# Visualizamos su respuesta en frecuencia\n",
"figaxes = analyze_sys(all_sys, all_sys_desc)\n",
"\n",
"\n",
"# Haremos notar que el prewarp es capaz de fijar la igualdad de la respuesta \n",
"# del sistema independientemente de la frecuencia de muestreo.\n",
"\n",
"# Respuesta de módulo acotada\n",
"# figaxes[0][1][0].set_ylim(bottom=-10, top=2)\n",
"\n",
"# Respuesta de módulo\n",
"figaxes[0][1][0].set_ylim(bottom=-60,top=2)\n",
"\n",
"# Respuesta de retardo\n",
"figaxes[3][1].set_ylim(bottom=0, top=3)\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Notar que para $T(e^{j1}) = T(j1)$, todas las respuestas coinciden con la respuesta del prototipo analógico, ya que así lo forzamos en la constante $k$ que utilizamos para el *prewarping*.\n",
"\n",
"Esto no necesariamente es así si se utliza la constante $k = 2.f_S$ como se muestra en el siguiente ejemplo, **sin modificar el prototipo analógico**, se obtienen tres filtros digitales diferentes:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.0, 5.0)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"all_sys = []\n",
"all_sys_desc = []\n",
"\n",
"plt.close('all')\n",
"\n",
"for this_fs in allfs:\n",
"\n",
" # sin prewarp\n",
" k_bilineal = 2*this_fs; \n",
" # con prewarp\n",
" #k_bilineal = ww/np.tan(ww/2/this_fs); \n",
"\n",
" thiz_tz = sp.simplify(sp.expand(Tz.subs({k_sym:k_bilineal, Q:QQ, w0:ww})))\n",
" \n",
" num, den = sp.fraction(thiz_tz)\n",
"\n",
" num = sp.Poly(num,z)\n",
" den = sp.Poly(den,z)\n",
"\n",
" numz = np.array(num.all_coeffs()).astype(np.float64)\n",
" denz = np.array(den.all_coeffs()).astype(np.float64)\n",
"\n",
" my_df = sig.TransferFunction(numz, denz, dt=1/this_fs)\n",
"\n",
" all_sys += [my_df]\n",
" all_sys_desc += ['fs={:3.0f} .$\\omega_0$'.format(this_fs/(ww/2/np.pi))]\n",
"\n",
"\n",
"# Visualizamos su respuesta en frecuencia\n",
"figaxes = analyze_sys(all_sys, all_sys_desc)\n",
"\n",
"# Haremos notar que el prewarp es capaz de fijar la igualdad de la respuesta \n",
"# del sistema independientemente de la frecuencia de muestreo.\n",
"\n",
"# Respuesta de módulo\n",
"figaxes[0][1][0].set_ylim(bottom=-10,top=2)\n",
"\n",
"# Respuesta de retardo\n",
"figaxes[3][1].set_ylim(bottom=0, top=5)\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Luego, como son tres filtros digitales diferentes, existen diversas interpretaciones de sus respuestas de módulo y fase. Por ejemplo si analizamos los filtros implementados **a una misma frecuencia de muestreo normalizada**, se evidencian las diferencias en el ancho de banda digital normalizado **entre 0 y la frecuencia de Nyquist**. \n",
"\n",
"**NOTA:** Se dejan comentados otros ejemplos para que los pruebe cada lector interesado."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.0, 5.0)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#%matplotlib ipympl\n",
"# Desnormalizado en Hz\n",
"#figaxes = analyze_sys(all_sys, all_sys_desc, xaxis=\"freq\")\n",
"\n",
"# Normalizado individual de cada sistema\n",
"#figaxes = analyze_sys(all_sys, all_sys_desc, xaxis=\"norm\")\n",
"\n",
"# Normalizado respecto al de mayor fs (Hz)\n",
"figaxes = analyze_sys(all_sys, all_sys_desc, xaxis=\"norm\", fs=allfs[-1]/2)\n",
"\n",
"# Respuesta de módulo\n",
"figaxes[0][1][0].set_ylim(bottom=-60,top=2)\n",
"\n",
"# Respuesta de retardo\n",
"figaxes[3][1].set_ylim(bottom=0, top=5)\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Diseño de filtros recursivos mediante la transformada bilineal\n",
"\n",
"Una vez que comprendemos el uso de la transformada bilineal y cómo opera en la conversión de dominios, se puede avanzar en una metodología más completa, desde la elaboración de la plantilla del filtro objetivo hasta el análisis del filtro calculado. Procederemos con un ejemplo de diseño para un filtro pasabajo."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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j0UivXr345ptvuOaaa5q7ahIS5xTSHCAJCQkJCQmJ8w5pDpCEhISEhITEeYfkAElISEhISEicd0hzgOxgMpk4deoUwcHBXgssJiEhISEhIeFbBEGgrKyMdu3aIZc77+ORHCA7nDp1yq2khxISEhISEhIthxMnTtC+fXun+7RqB+jdd9/ltddeIzc3l759+/L2228zaNCgRo8LDg4GYOuRrQSHBHu1Tga9gW1rtnHB6AtQqlr15ZfwEtI9I+EO0v1y7lJWUkZZYZnNtpDQEBQKBRXlFTa57AACtAFoA7XknMhh9e+rARg6fCjRMdEo5ApCwkIAKCkuwWQy2RwbHByMUqWkqqKKyspKTh86TdeuXVEoFKjVanQ6HUajkdLS0gb1FJPilpRYy9Xr9fz8889otVoSEhIYOHAg1dXVNscplUqCg4MRBKFBnrm65ZaVlWEwGGy+CwwMRKPRUFNTQ2Vlpd1yAT7//HPmzJlj+dsZrfbp+Pbbb3nggQdYuHAhgwcP5s0332TChAns27ePmJgYp8eKw17BIcE+cYACAwMJDgmWjJOES0j3jIQ7SPfLuYtWrSU8ONzud44a9Py8fHbt2EXnLua8cUcOHiGhYwJR0VGNHit+ZzQYKTldQnx8PEql7T0jOiX2CAkxO1h6vZ5Vq1bRtm1bYmNjOXHihKXjwRGhoaGNlusuO3bssCRXdmX6Sqt9Ot544w1uvvlmZs6cCcDChQv57bff+OSTT3jsscdcKkNWUYRMoXf/5E6uu1xvRG0oQ15ZhEylcP1Ap+fzdJ5Saz+fh3h4PsFHv0+mN6Aw1SDTV2H7yHr/fIIgUFDW8J43H2I9Tmbv3DL7fwp1ttc/tb2aWA2X43o6LeffLxv+zIblNSzHlX3sUG+ugf3fZa8cmdN9HNZZJnO4h0kQEASzlmKUE2kuY8unpLiEzFWZDBo0iJBQ1xyA/Lx8MlZnEBIWwqixowBIX51OxuoM0sam2ThBvkJ0foqLixk3bhzR0dHs2LGD7du3Azh1gryJeM6kpCSXj2mVDlBtbS1btmzh8ccft2yTy+WMHTuWjRs3Nti/pqbG4jUCli6/6PfGEKLxvuFoC7DT68VKtGLaAezwz7li/XMaCR/SAWC7d8oyCTKMyDEixySTY0Rh/r/4r0yBCfN2k0yOqc42k0yBSaZAkCswytQYFBqMCg1GuRqTUoNJoUFQahGUGlBpQaVFrg1CoQtFGRiCKjgUTVAY2tBQlNog/78M+ZGa6hqK8ouoranFaDA2un9BfgHrM9YTGhbK8FHDkcvMTviIUSNYl76OzD8ySU1LJTIqstGyxPPVH3ZqDL1eT3p6OiUlJYwePZrw8HAMBgNJSUkIgsCOHTsQBIHk5GS3ynWXXbt2kZWVRd++fd2av9sqAyGeOnWKuLg4/vzzT4YOHWrZ/sgjj7B27Vr++usvm/3nzp3Ls88+26CckseCnTpARkUAem1kq34oJSTOKQQBVXUBCmNV4/tKnFMYBDml6CiShVIkC6dMEUalMowqZRg1mnBqNTHIg2MI0mpRSgFezlsqKyuZNm0aJSUljQ6ltcoeIHd5/PHHeeCBByx/l5aW0qFDBx6vvR6dUkdkVCRymZzEbon0H9yfwvxCDuw8SPu2ccjl5mEsmUxGoC4QgKrKqgYTzrRaDQqlEn2tHsEkUFNr7nGSy+UolUo0Wg2CyURVpdVwC5iX5Gu1GpRKJTU1tZiMtm8Gao0GpUqJQW+gtk4vFoBcIUcboAUBKitsJ40JgFqtAmQYjcYG5arUalQqJUajkaqqKkwmAblchlwmRyaXExCgBcw3G/VcaG2AFrlcTm1tLQa97RuFUqVCrVZhMpmorqrGJJgQTAIyuQyFXEFAYID5GlZVIZisBQsIKJVKFAoFgiCgr7UdplEoFWg0GgRBsLmGIqI21dXVmIy22qjUKoB/r4PtdwqFHI1WaynXZDIiCOZrK0NGQGAAMpmMmpqaBm9tarUKpUqF0Wigptp28qJc/q82lmsoYDKZLGUHBAT8ew1rMOiNqJRK9P++nSkUcuQK831X/zrIZDLrNaysov77jUarQaFQoK+tRd9AGwVKhRKDwYBer0cms21FLNewqhqjyXytZDLzb9FoNCiUCvN9WG+iplUbqKo3eREgIDAQmcz8Bmw0Gs33/b9la7Va8/1tMDa8v/99dgQEamv1lqEgo9HIqdPH6ZqUQHBwEFv+2sLJ4zk2x3br1Y3uvbqTd+Ysm9bZvhAF6AIZNS6NnOMnSV+9lqAQHSqF2vL9hWnDCI+MIDtrN0cOHKasopyK8gp0QTqSeifTOyWZkqIS1qWvt62vSsGkSyaCIJDxRyblpeU23/cf3I82bWM5dOAg+3bvRwDK/y27c2In0saOpKqyivSV6daD/h1fHD5uBLk5uezdtQe5XEHHdh05fvo4JsFEUkoy8QntOX7sBLu37zYf9u/hEZFhDL5wCAajkVW/rWqgzfAxIzEZjaxbs5bS4hJCQ4PNweMEEwkdO9A2LpbCvHwO7TuAIBipKi9HMBmJjAile4+uYDKyN3svGA0oBCMKDCgEA20iQlDLjFSVFmOqLkeFHiUG1IKeQLmeIFk1OlMZQUIFwVSilhlRykxEUEYEZSCcBAPmD0CdS3lGCOOUvC152vYUBneltk0vAhN6Ed8unLZhauQt9IW1sKCQ33/8nVFjRhEe4XjejdjzExwazPBRw1EpVXb30xv0rEtfR1lJWaM9QUaDkT1b9jBw4MAGc4Dsll2n52fUqFFERTkeahN7Z/r06eP1niB7ZZ86dcrl41ulAxQVFYVCoeDMmTM228+cOUNsbMMOfo1Gg0ajabB9/MQJbN+8HZVKzYUjLiQoKAjBCCrU9Ojag6joKDRaDTKZDBnmBhzAaDIi1PMKFDIFMpkMvV6P0WCkVl9LgM7ceMpkMhQy87EGk22jJAgCNVXmhiEwMBCZQma3XEEQMAq2DbCjcgVBMDtEAuiCdMjksgYNpVwmRy6TW8qtqa6htqYWtUaNVqt1/lvlCmTIMAkmTILJYbmVVZWWMjVaTaPXUDCZ6y2Xy9EGam3mNVjKRcBoath9rJQr7ZZrMpiorKxEqVQSqAtsUN/611C8doJRIFAXiFptbhiNgrHRa2hTbp3fqjfqbcqUK+W219BkwlBrQKlWgsxcbm1tLdVV1ajUKjRajd1ynd2H9rSpramltqbW7HSoG5qG+tfQZDBRWVGJTCEjODgYuUxut1xn97dNuYIRo95oKTNQF4hSrnR8f2N2yCsqKswTf3Xm56OmuoagYPPKGblGR89+g0hMqrd6JiAApTaAyLaBjJxka7xNJhNr122htLiUtEmTGzRGwSHBqFQquvXuR3zXXgDs2b2H7F3ZmBQBqHURhGtCSLtocoProNGZyxoycjTGei8dQcFBqNVqEnsE0i6hq6XMlEFD6XNBHwKCg9HoTIy66OIG1zA8Ihy5UseOrP0E6YJQBYQwYsIE5Ao5Op0OjVZD524htInraHvtVUqCQkIQBIExkyc3KNdgMLA+MxNtSDhpEyehUlkb24CAAAICA4jpVEv7nhcA5oZxQ+YG8srKGZjYj6joKMJ7DGnwbISEhqBUKqkor7CZfgBmpzdQF0itXs+x0jJqqmtYn7mO6pJievfqTAA15B7cTYcINdqaYrRVeQTXnCXGcJpQoYw2smLaCMVQtQeqVsFZMGbJOCy0YyPdORLSl/J2g4jvHE9ShyA6RmtRyJvfKVIoFZgEE3KFHIWy/vxQM/l5+WSmZxISFkLa2DQbPeyVlzY2jfTV6WSmZ7o0J0ipVDbqAInOT905P85ISUlBJpOxfft2ZDKZ1+YE7dixgx07dpCSkmJTpjuDWq1yCAxg8ODBDBo0iLfffhswG7X4+HjuuuuuRidBl5aWEhoaytZ9WzEajTaTzBQKBeVny4mJiXE6O94eBoOBsrIytGotmkCNZcy2McTATkaD0byywwUP3RdlVVVVUVVZRUBgAAEBAR7XoSllGQwGykrLUCgVTQ5U6WlZ/tZDQKC6ohqtTmszSVfSw4y9a1hUVMTZs2cJjglG5kbjptfrSV+dbnZ+3JxEumvHLrJ2ZNGnbx+S+zbtTdfTsvLz8sn8I5PEDol0798drVbrcR3qT7B11tjWpSnX0JWyCgsKWbViFZdcfUnDXo3KYipyDlNx6jBC7n4C8/cSXbqPUGNRg7IPmdryh6kfaxWD0LfrS99OYQzqEkKvuECUCv+PodXU1HDswDFiomPsvpD7Ug+jwciuv3YxdOhQp/bM3oRnVxEnKdd3WDzBWVnHjh2jX79+Lg2BtVoH6Ntvv+XGG2/k/fffZ9CgQbz55pt899137N27lzZt2jg9VnSA1m5eS3xCvM2NNyJtBPoSPfHx8ZYhDFeoa9xVClWDxqwxvNHoeqMMbzS6TS3DG41uU8vwpx6OHCCQ9BCpfy0NegPHjx8nMDIQRYPVlvbxRsPtDSeoqWWczT3L6UOnOVt6ttFeAkd42tiKeONaOirDqQPkAHl5HvKTWdTu34j6+N+EF+9HjrWnMk8IYYVxIN8Z0zio7kL/TiEM7hLKiJ5htAlVOynZu+ir9RiqG/aS+loPVxygpjg/It5wghorwx0HqNVOFbvmmmuYP38+zzzzDCkpKWzfvp3ff/+9UefHHlHRUaSNTaO0uJS//vwLAcEtA13XuAcFB7l9fjB3nwcHB6NQKigrbRgkqjG81WshdntXVVZRVeX+RFNvNNhKpZLgEHPsirKyMre6PME7Dbakh5WWqIe9YVBneKvXIrlvMn369iFrRxa7duxy+3hvOFCiU1BWUkb66nT0evdCeTS1sQVQqVSMGjuKkLAQMlZnkJ+X79bx3uxFAjAFRWPoMQb5lKcw3LWU/If+pvjK/6MyaQoGdTDRslKuV/7BUs3T/CA8QtcD3/D+r3uZ8loWNy3cw+eZpzmeX934iZpAdXU1+/bso6badkiwpejRVOcHzEvixfZ4xw73l7V6sxcJWrEDBHDXXXdx7Ngxampq+Ouvvxg8eLDHZYlOUEVZBdVV1S4beW8OEXja6HpzyAY8b3S9OWTjaaMr6WGlNetRUV7hshPk7cbWUyfIm0NoAKlpqZQWl7rlBHmjsRXxtNH1th72ELQh1PScSNnl8yl4cBNF0xZRlTwFQamhp/wEz6i+4K+Au3lcuZj8kyd4d2UOU9/cxY3vZfPdxjMUV3gQH64RKsor2LxxMxUVFZZtLUUPbzg/Ip46Qa46P+4M+7ZqB8jbREVHMWjoIASTQEVFRaNG3pvGXcTdRtfbja2Iu42uNxtbEXcbXUkPK61eD4WCmqoaigobzv2oi68aW3edIG87P2DuCRJ7rl1xgrzZ2Iq42+i6okdQcBCjJ4z2XpR+hYrazhdSetl88u7bQOnEORiiuhAoVHGr8lf+DLiP9yO/IkZewt5Tlbz+2wkmv5rFo4sPsn5fMSaTb2aRtBQ9vOn8iLjrBLnT8+OOPZMcICfYyyQbHhGOJkCD0ejcyPvCuIu42uj6qrEVcbXR9UVjK+Jqo+uOHlq1lqU/L3W5Dr7SY+3atWjVWrs5c+xxLugxe9Zspl451efPh05nXt3498a/HRp5X/c0uOoE+cL5Eak7fO/MCfJFYyviaqPrqh5qtZq2cW0tKzC9iaANoWrAfyi49VeKrnmf2g4DUAgGJlT8xibdg3zbczV928owGAUysot58IuDTH1rF9/8eYZyO3N3PKWl6OEL50fEVSfI3WEvd4Z8JQfICaFh9nOVKOQKdEE6h0bel8ZdpLFG115jO3vWbLRqreXTLrYdl1x8CTuzXA9L/fnnn9Mm2jqPSmx0eyf15o3X32iwvy8bW5HGGl1Hejw37zkGDWg8Oa4reKKHN1m7di1XXXEVPbv3pEtiFy4cdiGfffZZg/1agh6CIPjl+dAGaNEF6+waeX8Ms0DjTpAvnR+RxpwgXza2Io01uu7oUVVZRda2rAYJMb2KTE5t11EU3biYwuu/QN+uN3J9JYOPfML/jA+w7JI8rhvWhmCtgpMFNSxYdoJLXs3itV+OkVNY03j5TigsKPS7HgX5BTbf+9r5EWnMCfJkzk95eXnjO/2L5AB5iFJh38j7w/kRcdToOmtsx08Yz9HjRzl6/CjLf1+OUqnk8ssvb1I9AgICkMll6Gv1Nj0PnjS29YPouYqjRteeHoIguD1p2RU80QM8/8112bRxE8m9k/n626/5Z8s/TJ8+ndtvvZ0ff/zRso8/nB8RR3oIgoDeoPfP84GMwUMHN2h0/eX8iDhygvzh/Ig4coL84fyIOHKC3NWjqqqKndt22g146gv0HQdTOHMJxVe8hTG0PYrS0/RadS9zKl9h2R2xPDolgU4xWiprTSz5K4+pb+5k7pIjHDnrXv1UKhURkRFsXL/R73qsz7AG7fSX8yPiyAny9oRne0gOkBNKi0udfi8aeYPewNmCYkoqqjlbUEytCRSaQKr0JiprjQ0+VXa2efoBbBpdvV7vtLHVqDXExsYSGxtL35S+PPTwQ5w8cZK8vDy7Qy47tu9Aq9Zy9OhR1q5dyy2zb6GkpMTSi/TcvOcYN3YcJ46fYM6cOYSHhqNVay2N7fYd25l80WTCQsJI7JzIA/c/YDPJr1vXbrz4wovcNPMmoiOjueP2O7jumuu47977LPs89OBDaNVa9u3dB5gdhoiwCP744w/AHD/jgfsfoFNCJzomdGTyRZPJXJtpvhalZWzatImYqBhWrljJ0MFDCQkKYfHixbzw/AtkZWVZfsvnn39uOWd+QT5XX3U14aHhJPVK4tdffnXpnpHJZGzftp2LJl1ERFgECR0SeOThR6iprrHoMW7sOO679z4eevAh4trGcfFkc2C735f/TnKvZMJCwhg/bjzHjh1z6ZwAjz72KHOfncvQoUNJTEzk/gfuZ8zYMfz0409mLRpxfjZv3sxFky4irm0cMVExjB0zlm3bttnso1Vr+eSTTxxeF6PRyK233Er3bt0JCwnjgr4X8PkXn1ucIL1ej75Wb3EUxQjaD9z/AB3iOhAaHMqotFFs3rzZ5ry//vIrSb2SCA0OZfy48Xzx+RcuDw3Wb3RzT+f61fkRqe8E+dP5EanvBOWezvWb8yPSUvRwG5mMml6TyL/tNyqG3owgU6Ddu5K4RZdyXVgWX9+dxDszuzG0awhGEyzfXsB1b+/m8a8Psf+0az1VIaEhxHeKp03bNn7XIzjUPJ8qNzfXr86PSH0nyB/OD7TSSNDewpVVJEqlEmWAjqEvrfNDjRqy7elRBKrNb9OlpaWUlZYB1kirzigvL+frxV+T2CWRyMjG42kMHTqU+a/PZ96z88jalQVAUFAQd951JwMHDGTWrFlM+880qquqqaqsIjc3l6lXTmXus3P54IMPyMvP4/577+e+e+/jw48+tJT75oI3eeLJJ3jyqScBWPH7Cj768CPL9+sy1xEVFUVmZibde3Rn8+bN6PV6S563Jx5/gp9+/ImPPv6I+Ph45s+fzzVXX8OGPzcQFR1FYKA5hcNTTz7FS6+8RKdOndBqtdx3/32sXLGSZb8vAyA01Drk+cLzL/Diiy/y0ssv8d577zHjxhnsP7ifiIgIp9coJyeHyy69jOnTp/P2u2+zb+8+Hn7oYYKCgpgzd45lvy+/+JJbbrmF9AxzWoMTJ05wzdXXcNvttzFr1iy2bNnCY486D9jZGOXl5XTv1t3ypuys56esrIzrr7+eBQsWIAgCb775JpdNuYxd2bsIDrZONnV2XUwmE3FxcSz+ejERERFs2riJO++4k9jYWMaNHUeZvgyZTIZSqbT0/NTX7vXXX+eSyZewe89uIiIiOHLkCNddex133X0XM2fOZPv27Tz+2ON2f4MjRCO/avkq1qxaA8D4SeP93tiKjk7WDvOz40/nR0R0glYuX8maVWsICwvzW2Mr0lL08AhVAOVjHqY6+RJClj6K6swewr67ncp+1zFw3GMMvLEbe3IqWJRxmrV7ilmzu4g1u4uY0CeCW8fGERfRMMChiCAIIIO0MZ7FbvL4J6lUDB81nH1b9rFmzRoEQeCiiy7ym/MjIjo6YhZ5Xzs/IPUAnXcsW7aMyPBIIsMjiYqI4rdff+PLr760O+G7Pmq1mpDQEGQymaUXKSgoiIiICBQKsxPWpk0bYmJiAFjwxgKuve5a7r7nbrp07cLQoUN5fcHrfPXlV1RXW2NqpKWlcd/995GYmEhiYiIjRoxgz5495OXlUVRUxJ49e7jzrjvJXJsJQObaTPoP6E9gYCAVFRV88P4HvPjSi0yYOIGevXryzrvvoNVq+frrr23q/8ycZxg7diyJiYnExcWh0+lQKpWW31LXOZg+fTrXXHsNiV0SmffcPMrLy9n8j23PhD3eX/g+7du3Z8FbC+jatSuTJk3ioYcf4u3/e9smP1yXLl148eUX6da9G926d+OD9z+gc+fOvPLqK3Tr3o3rpl3H9OnTGz2fI5Z8v4Qtm7cw7fppLu0/atQopv1nGt17dKdHzx6899/3qKysZF2mrWPv7LqoVCqemfMM/fv3p1OnTlw37TpuuPEG/vfD/+ye0552/134XwICAvh00acAfPzhx3Tr1o2XXn6Jbt27cfU1V3P99Os9vi4SEt7A0KYHhTO/p2LITQAEbv2aiM+uQ16cQ884Ha/+pwtf3dWLscnmbAErsgq5+q1dzP/1OIXl9ifpFhYUsuKXFY2uXJRwjittmYjUA9REDAYDhqoKMu/tjzYggIrychQKBUEO5jcICNRUVKNxMxK0IwJUcsscE5PRRHBIMFVVVZSVltkdAhuZNtKSHqSouIj3F77PpZdcyroNTe/B0uv1lmEWgKysLPbs2cM3X39j2Uf4N+nn0SNH6dGzBwD9+vezKScpOYmIiAjWZa5DrVaTkpLCRRddxPsL3wdg3bp1jBgxAoDDhw6be4OGmXuDDAYD1VXVXNDvAo4ePYrJaLJMlqx/Hmf07t3b8n+dTkdISAhnz55t9Lh9e/cxeMhgysvLLXoMGTqE8vJyjh07RqdOnQC4oN8FDY4bOGigzbbBQzyLW5WRkcEtN9/CW//3Fh0TOtokRwX7y0TPnDnD3DlzyczMJO9sHkajkcrKSk6cOGGzX2PXZeF/F/LZp59x4sQJqqqqqK2tJSkpCaVKSUBAgGX+lSAIDbQDsxM1YMAA9u7dC8D+/fvpP6C/TR0GDrS9To0hzjGprKhk9LjRZG3PImN1ht+HXOoOe4G1J8ifvUDinJ+o6Cj6pPRhfcZ60len+7UXqKl6qDVqOiZ2tJsuwq8o1ZSPfYzazsMJ/elBVLnZRH5yBcVXvo0+YRBdYgN54dpErs+p4L2VOfx9qJTvN53l1635TB8ey39SY9GqbBtro9HIhswNXHL5JX7VY136OmJCYhg9ejRZWVmsWrXKr0NgYDvnB6w9Qe72AtXtyW8MyQFqAuIEW6VKSfi/Do9OozRHoq2ptDvJU0BArlegVSu84gDZm2CrVCopKyuz6wTpAnUkdkm0/H3B+xcQExXDJx9/wthxYy1liugNri0pFDO01x1mqaqq4vrp13PnnXc2CE7VIb6DtU46nc13MpmM1NRUMjMz0Wg0jBgxgt59elNTU8PuXbvZtHET991/X4M61J3wrFQqkcvlBIcEWzK8i0NhrlDf+IgJRBtDQLAkvBWvvfj7ysvKLROj6/9mb5GZmcmVl1/JCy++wKWXXtpg2MuREzR71mwKCwp5/fXXiY+PR6PRMHLEyAYTtJ1dl+++/Y7HHn2MV159hcGDBxMQGMBrr77Gtm3bLM+CSq2y3LP1E7X6Ar1eT+baTJs5JpFRkaSvTverE+Rozo8/nSB7E57TxqaRsTrDb06QvQnP7uoRFBTEhSMvRKX13zCRM2o7X0jBrP8R9v0dqHKzCf9qBqWTnqX6gqkA9IzT8fbMbvxzqJR3V55kT04lH/xxil+25HPvpA6k9QqztBNR0VGWCN7+1KO8pJyYkBhiY2Np06YNq1at8qsT5GjOj6dOkKtIQ2BOCApynLbCYLS/2qupaQHcwdHqIneC88lkMuRyOdXV1URHmW/03NO5lu/rL01Uq9QNslhXVVWhUqqQK+Q2DesF/S7g0MFDtG3blnZx7Ujskmj5NBbDY/iI4WSuzSRzbSYjRo5ALpeTmprKG2+8QU1NDcOGDQOgc2Jn1Go1G9ZvsOih1WrZumUrPXv2RKlUEqAz16m8vNxGD7W64W9pCoIg0LlzZ/755x+CgoMsemzauIng4GA6xHegrNT+PdG9R/cGQ2x//fWXW+dfu3Ytl196OXOencM111zTwPlxFido458buePOO5g4aSK9knqh1qjJz3cvXP7GjRsZMnQIt952K8m9k4mJjuHYsWPmzPb/Ph8ymQyVUoXRYCQ6Ohq1Ws3GPzdaytDr9WzZsoWePXsC0K1bN7Zu2WpznvqTpB0hIPDXxr8aTLBtaloAd3Hk/DQ1bYY7OFrt5WqcIG/gaLWXu3oYjUbzS6YXn92mYgptR+GNX1OVdAkyk4HQ355Et/6/UOdZH5gYwqLbevLc1Z2JCVFxuriWx74+xN2L9nP4jPl5VKvVXDjyQr/rkZqWatmuUqkYN24cYWFhrFq1iry8PJ/VARw7P55GjC4qcn0IUXKAnKBS2/e+jSYjFeUVDpfy+sMJamxptSMnqKa2htzcXHJzc9m7Zy/333c/5eXlXDT5IhK7JNK+Q3uef+55Dh44yPJly3lrwVs25SZ0TKC8vJw1a9aQn59PQUEBVZVVJCQk8Nemv8jJybE0nA899BB///03zzzzDP/8/Q+7du3il6W/2KzwcoQ4Dyg7O5thF5qdnREjR/DN19/Qv39/Sw+KTqdj9s2zeeLxJ1i7di0nT57kjtvvoLKykhkzZwCgUJiTYdbXIyEhgaNHj7Jj+w7y8/OpqfE8foeoxw033MDpU6d5+KGH2bd3H78s/YXn5j3HPffeQ2hoKAqlAqPBaDMfCODmW27m4MGDPP7Y4+zft59vvv6GL7/40uXzZ2RkcPmll3PLrbcwftx4SstKKSkpobCw0GY/R05Qly5dWLx4MXv37OXvv/9mxo0z3F4q36VLF7Zu2crvy39n+7btvPbaa+zY3tBwyWQygkOC0Wq0zJg5g8cff5yVK1ayJ3sPt992u412s26exb59+3jy8Sc5sP8AS75fwhdffGEpxxGCIFBdVU1FWYXdXgV/OUGNrfbyhxPU2FJ3fzhBjS11d0ePkuISli5ZSnFRsdfr2SRUAZReNp+KYbcCEJSxgOAV86DOYhqZTMb4PhF8d18yM9PaolbK+OdwGde/u5sP1hagN8mJiIzwux71k8r6ywlqbLVXU3OHNYbkADmhurJh8ruiwiJqqmosk34dGWFfOkGuBtWr7wQJgsDKFSvpGN+RjvEdGZ46nC2bt7D468WMHDkSlUrF5198zr59+xjQfwDz589n7rNzbcocOnQoN99yM9P/M5327drz+vzXCQgMYO68uRw7doxePXrRvl17AHr36c2qP1Zx5MgRrrj8CkakjmDu3Lm0bdu20d+Y3DuZsLAw+vbta+mJGzFiBEajkeEjhlv2MxgMPPzww1x8ycXcdeddDB08lEOHDvHLb78QHh5uU2ZQcJCNHpdfcTnjx49nwvgJtG/Xnm+//dYNFazU1aNb9278tPQnNv+zmYEDBnL3XXczY8YMHn/icZvl37W1tTY9c/Hx8Xzz7TcsXbqUgQMG8uGHH/Lsc8+6XIcvv/iSyspKFryxgJS+KfTo1oOO8R255uprGuxrzwla+P5CiouKGTJ4CDfNuIk777yT6Bj3ur5n3zybKVOmcMP0G5h80WTKy8q55dZb7O4rPh+PP/44kydP5qaZNzFk8JAG2nXq1Imvv/man37+iQH9B/DBBx/w2GPm1XGO5oAIwr+pakwCg4YOcjik4msnyNWl7r50glyN8+NLJ8jVOD/+7pnzCTIZ5aMfpHT8UwjICNz8FSG/PQX1hs8D1ApuGxvHt/ckk9YrDKMJftpWys8VfcguVLQYPXzpBLm61N2XTpBM8OUYzTlKaWkpoaGhrN28lviEeMv2/Lx8/t7wNwP6DqB79+5oAxpPulY/EB8yqK6oRuvhJGhPIgr7IgqxJ0H1vB2Iz5Ogk94OVOkPPQSERu+Z80mPl196mQ8//JBDhw81+E68ttVV1RQUFhAcHYxCpXBani8CI3oS58dbsYGMBiO7/tpF28S2ZKZnuhXnx9uBET25to0dU1hQyKoVq7jk6ksa9Fy0JLS7fiXk54eRCUaq+l5F6cXPg8x+n8OmAyW8svQYp4rMc+5GdA3hnjGxUFXiFz3Ee2bo0KEN7JEvAiN6EufH1WOOHTtGv379KCkpISQkxGmZUg+Qi4iGQResQxugdbnh9GZPkKeOjKdZyx3hacPpadZye3jqyEh6WDlX9Hh/4fts3ryZw4cP89WXX7HgjQVcf33DpfB19dAF6VDInTs+It7uefDUkfF2T9D6jPVuN5ze7Hnw1LFsFT1BQHXyxZRc9hqCTE7AjiUE//Z0g54gkSFdQ/lgRgLD21Yjl0HmgVJu/OQgG3LkjBgzstn18GZPkKdBDn3REyQ5QC5Q961o8NDBbvfc1DXy5WWu5ympS1N7cbzV6Da118AbjW5Te3Ga4gTddeddljhKkRGRdIzvSJfELrSJbsNdd97lcjnu6nHVVVcRFR5lPXedzysvvdKoHvaOiwyPpH279mzbvq1F63Hw4EGmXjmVC/pewEsvvsS9993L0888bbNPg+dD4d7z4a1Gt6m9ON5wgsS8TsGhwR71GnjDCWpqr1prcYJqki6m9NL5CDI5gdu/J+iPVx3uKxcMJMsO8tqUKHrGBlBRa2LB6tM890c53QelNrse3nCCmhrh2RUnqLFen7pIQ2B2qDsEFhgYaNMFKUdOZUElCQkJaLTuxaEwGAyUlZWhVWvRBGqQO+gOrY83h7CaUpY3h0w8LcubQ1ielHX27FlKS0oprzDH+dEF6SyNbXBIsCUIpKu4ooeAwOEDhxFkgo3zXV1dTXV1tWWVnTMOHWw4XCQiHnsu6gH2r2FNdQ3Hjh0jMDKw0SGwujSlofBmegtPy8rPyyfzj0wSOyTSvX/3BuEn3MHT4TBvDik6KkupVbaYZfCuoM36kdCljwJQNvZRKofMarBPQX4Bv3z3C+MmjCM0PJyftxfy4bqzVOlNaJQy/tMviICTfxMa7n09nA2B1S/L0+Ewb6a3cFZWaWkpnTp1cmkITHKA7CA6QL+l/0b2zmwbA2DUGz12gMBs5PU1evRGvUtG3hfzdzwp0xeJNN0t0xeJZt0tszn0sDcHSNLDjKNr56kDBJ414L7I7eVumaLDEhoWSkxIDMmDk1Eo3fvtjsp01QnyxXwqe2Weaw4QQODGjwj+tweo5LLXqU6+xOb7ug5QRKQ55c7pklpeW3GKrcfN+RN7tVHRnz10iArwqh6uOkBime46Qb7I7eWozNOnT5OcnCzNAWoqW//e6vVEgaJBMhobH37xRWML7g+/+CqLuDvDYb5obMG94TBJDyutWQ93h198ldjUneGwuo7K8FHDne7rDu4Mh/nC+YGGehw5dITff/mdkuISr5TvLyqHzKJi0AwAQpY+hur4P40e0zZUzfypCdw3pi1alZzsM3q+L+jK+pMK1qxqPj3cGQ7zVWJTR8Nh9YO3OkNygJygC9H5LBpncLBzI+8r4y7iaqPrq8ZWxJVG11eNrYgrja6kh5XzQQ9XnSBfZ3V3xQlq0Euj9K69csUJ8lVjK1JXj8w1mZzOOd3kxQN+RyajfNxjVPechMykJ2zJ3chLTlm+DtQF0m9QvwYR6+UyGZddEMEnNybSt30g1QaBzJJYPj8Yxk/LMptND1ecIF9ndW/qxGjJAXJC35S+PgtFrlAqHBp5Xxt3kcYaXV83tiLOGl1fN7YizhrdlqJHdVW1pAf+06MxJ8jXzo+IMyfI28vWHeHMCfJ1Yysi6hEcGnzOTopGJqfkkpfQt+mJvLKQsO/vAL01PU3P5J4Ow6u0C1Oz4JqO3DM6Fo1SRk6tjg8PRvP2kk3NpoczJ8jXzo9IU5wgyQFyglLl21Rp9oy8v4y7iKNG11/Oj4i9Rtdfja1IS9YDzJpIevhXD0dOkL+cHxF7TpC/nB8Re06QvxpbEZVKxYUjLvS57j5FHUjx1PcwBYajys0m9JcnQBCoqanh2JFjTiPSy2UyrugXycc3JtKrbQC1goKlORHc++l2isqrm0UPe06Qv5wfkbpO0J49e1w+7hy+i1oHopEvKy2jtLQUwJJF3F8PudjoiglUlSplg8Sm/sCSRLWyCoPBgEFv8FtjK9JS9VDKzdnUJT38r4foBIkJO6PbRJNzMsdvzo+IeK6sHVkUFBSQdybPb86PiOgEZazOYNXyVQBUVlT6LaksmPWIivHPuXyFKSyO4ivfIfyrG9Fm/0ZtwiAKEsazPn094yaMazTTfftwDf93XSe+3JTH5xvzyC4J5IaP9jE5Np8owT/Oj4joBIkJVGNjYzlx4oTfnB8R8Vxr1651+RipB6gFoFQqLWkajAajTSJNfyE2umJWd5Va5dfGViQgIACVWoW+Vo8gCH5tbEWCAoNIz0hvdj22bd1G29i2ltxqrkQe9yazZ83mhutvsOhxxeVX8OzcZ93SQ6vWsvTnpU2qh1KppG1sW3795ddm00N0gmr1teSczCGufZxfnR+R5L7JxLWPI+dkDrX6Wr86PyJR0VGkpqVSXFxMcXExqWmpfmtsAXRBOlJHphIU7DhZ9bmAPmEg5aMfAiB45Qto8g+4dbxSLmPGsBjevq4TMUFyygxKvjnZhuOhFxAaEeGLKjtEdIL0ej0nTpygQ4cOfnV+RPr27Uvnzp1d3l9ygFoAgiDYzLWoqqrySQLV2bNmo1VrLZ92se245OJL2Jm1EzDHlREx6A12Jxl+/vnntIlu02B7t67dePv/3m5yHcWeBpG6dfI2z817jkEDBtn9ru5KAl/p0Rj1VzMYDY6zX69du5arrriKjvEdiQiLYNCAQXy9+Osm10EQBIseH338EY8+9qhbxx89fpQJEyeY/3/0KFq11m6C1MbqUJfm0mNf9j7L//PO5DXLPJT8vHzyzljnWtStk7/Q6/Vkbc+y/J21PcunWcvro9Fo6NSlU6O9JOcClYNnUtMlDZmxlvarn0IluL6CSaRbtIrp7U/SXVsAyFiaXc0dXx3mWIHnyZ09ITs72/L/3Nxcn2eRt0deXh6nT592eX/JAXJCeER44zs1kbpzGkJCQwgJDfFpFvnxE8Zz9PhRjh4/yvLfl6NUKrn88stt5vyER4R7LU2DOxgMBgryC1AoFYRHhHstTUN9BEFw+LvEa24ymvyiB9hftllVVWWZCxAaFgpAWZljPTZt3ERy72S+/vZr/tnyDzfceAOzbprFst+WeVwvQRDQG/QWPdrFtUOpULqlR2xsbJMaKvH5AAgMDPSLHvaoO+dn6nVTmyVCcd05P1Ovm+rzLPL2qDvHZPyk8YyfNN6nWcvtUVNdw5/r/vTpy5HfkMkomfIyxuA2aIqPM65ipVuHi3rUlJXwwjW9eCgtFI3MwIGzNdzyxSF+3l7ol+ek7pyfadOm+TyLvD3y8vJYtWqVWz2ibjlAERERbn0iIyM5duyY2z/knEMQoLbC9Y++EmorEGrKKSs8g6mqjGCtAqWpBqWphmCtAlNVGWWFZxBqyp2X5ebNrVFriI2NJTY2lr4pfXno4Yc4eeIkJ4+fZMuWLYSHhlNSUmKZiLvxz41o1VqOHj3K2rVruWX2LZSUlFh6kZ6b9xzjxo7j+LHjPPzQw5btIhs2bGD0qNGEhYSR2DmRB+5/gIqKCsv33bp248UXXmTmjJnExsTyyCOPcMvNt3D/ffdbJuI+/KC53H17zW+7tbW1RIRF8McffwBQU1PDA/c/QIe4DoQGhzIqbRSbN2+2nGPt2rVo1VpW/L6CoYOHEhIUwuLFi3nh+RfIysqy1Pnzzz63NLaVlZVMu3Ya0ZHRpF6YyrLflrnc6GZmZpI6LJWQoBA6xnfkqSeesnFcxo0dx3333sdDDz5EXNs4Lp58MQC/L/+d5F7JhIWEMXnSZM6cOQNgGXJSKBw7pY8+9ihzn53L0KFDSUxM5K6772L8hPH89NNPLt0XRqORRx5+hDbRbWgX247HHn2M2ppamwz2Uy6Zwrx58yxO6enTp7ns0ssICwmje7fufPP1Nw16AusOgfXo1gOAwYMGo1VrGTd2HACbN2/mokkXEdc2jpioGMaOGcu2bdtsXg7E3+/NXG6uUn/Cc3OkabA34dmXWeTtYW+CrS+zljti89+bWbdmHRXlFY3vfA4gBEZQcvkbCDI5vWuziDi9yaXj7Olx8YD2vH1VLB005dQYBBasPs2cpScpq3bce9xU6k949nUWeXuIzk9YWBipqakuH+fWQHpxcTFvvvkmoaGhje4rCAJ33HEHRqPvLryv+WfTP4weN7rxHfWVaF7r5HK5Wgf/F9EAOhfLqnn4CKhd3duW8vJyvvj8Czp16kS79u04lWuNSSE2fHKF2Uc2Go0MHTqU+a/PZ96z88jaZe4CDwoK4s677mTggIHMmjWLm2bdZCnj0KFDTLl4CnOfncsHH3xAXn4e9997P/fdex8ffvShZb83F7zJ/fffzx/pfxCkC2LFihV89OFHgHlO0F9//UVERASrV6+me4/ubN68Gb1ez9ChQwF44vEn+OnHn/jo44+Ij4/n9ddf55LJl7B7z24i6oyFP/XkU7z0ykt06tQJrVbLffffx8oVK1n2+zIEQUAul1sa25deeokXX3yRl15+iffee4+77ryLvwf9DeB0XlJOTg6XTbmM6TdM5+NPPmbfvn3ccfsdaLQam/xVX37xJbfccgvpGekAnDhxgmuuvobZN8/mmmuuYc/ePTzz1DM2ZQcFB1FeVk5ZaZlLk4BLSkro0aOH033qavDF51/w/gfv06VrF96Y/wbLly8nbVSazW9VKpWWnrmZN86kqKiIlatXolKpeOThR8g769jYrf9zPanDUln2+zJ69eqFWq0GzD1b119/PQsWLEAQBN58800um3IZGzdtJCAggOCQYJty6k6MLisr8+k8MUervepPjPblpFNnq73qToyu+7e3cba6qO7E6PTV6T6dl7Rrxy6yd2UTEup6vqdzAX38QCqHzEK38UM6/D2fnMRhmALCHO/vRI9uCW14/Ro5b/20k41lMWQeKGXfmSqeubg9Se0CHZbpCY5We9WfGO2tLPL2qOv8jBs3jlOnTjV+0L+4PZPw2muvdTnf0d133+1u8S2K7J3ZxMTENMtkR1+xbNkyIsMjAaioqKBNmzZ8+9236HQNnSiZTGbZXlFWgVwuJyQ0BJlMRmxsrM2+CoV5dVDd7a+9+hrXXnctd99jvg+6dO3C6wteZ9yYcbz9ztvmPEUCDLtwGHfefaelIRtRNYIHH3iQvLw8lEol+/bt4+FHHmbt2rXcNOsmMtdm0n9AfwIDA6moqOCD9z/gw48+tMw1+e/C/9K9a3c+XfQpDzz4gKU+z8x5hrFjx1r+1ul0KJVK2rRpY7O0GmD69Olcc+01AMx7bh7vvvMu+/btIzw83Gmj+/7C92nfvj1vvvUmMpmM7j26c/r0aZ584kmefOpJ5HKzQ9mlSxdefPlFy3FPP/U0nTp14sknnyQgMIBBgwdxYN8B5s+fb6NH3dVhzpygJd8vYcvmLbz77rt2v6/PO2+/w8OPPMzFl1xMWWkZ89+Yz9rMtXYT/wYEBLB//34yMjJYk76GQYPM86gWLlxIUq8kh+eIijIb6ciISJv7ZNSoUTb7vfveu7SJbsP6deu54qor7P5GfzhBjS1194cT5MpS9/pOUM+knl6tgytLq/3hBIl69EruxcmTJ71adkugfOQ9qPevQVVwiIjMl8mf8LLd/VzRIyYmmvsv70O7ZZtYVdyBM6Vw99dHmJUaw3WDopB74VlpbKm7P5yg+s6Pu/ecWw6QyWRyq3BxOOFcpXuv7q69WakCzT0xLmASTNRU1VJTW01QUDDKRnL1GAxGysvKkCsVBAcFNTTyKvc8+pFpI3n77beprq7mzJkzfPnll1w99WrWbVhnd3+xAZQr5ZSVlmEyun4P7Mzayc6dO/nm628s2wRBwGQycfTIUbp07YLJZOKCCy6wacCSkpOIiIhgXeY61Go1KSkpTJkyhY8+/IiqyirWZqxlxIgRABw+dNjcGzRsqPWSqFQMGDCAvXv32tSnX/9+dutpL65M7969Ld/rdDpCQkIoKChotNHdt3cfg4cMttk+dOhQysvLOXnyJPHx8QBc0O8Cm+Oys7Ppm9LXJvTA4CGDG9TVFScoIyODW26+hff++x69knrZ/c11KSkp4fTp0/Tr388mzk//fv0dDjEdP3YcpVJJt27dzPGJAgJI7JJIeLj78+bOnDnD3DlzyczMJO9sHgajgarKKvIL8p32cvnSCXI1zo8vnSB34vzUdYK8OSzoTlwZXzpBdfVo175dq3SACorLWWkYyfWyIwQdWE5ll7FUJo612cddPa65aAjhKzNZX9mB7JJAPlx3lq3HK3jiojgidZ5r42qcH186QY6cH3dsgDQJ2gnde3Z3bYxdJjMPQzXyEVSBlNcIoAokKKINysCQRo9RBoYQFNkGo0xDWY0JQRVou4+bBl8XqKNdXDvatm3L0GFD+fCjD6moqOCTjz+x9E7UNaB6g3lMP0gXhEKpoLrK9YmH5eXlzL55Nn//87fl88/mf9idvZv4hHjKSsuQyWSEh4fb3LQymYzU1FQyMzNZt24dI0aMoHef3tTW1nLk6BH++usvBg9u6Bw0+tvt9HIZTUa7QfXqG26ZTIZJMHltDkrdulRVVWE0GM3DSy6EHnAWLDEzM5MrL7+SV+e/yvXTr3erTpUVlW7H+fHGRPXZs2aTtSOL+fPn8+uyX1m9ejURkREuDZ/7Yk6Qu0EOfTEnyJMgh+KcoN07dzf5/OBZRGFfzAmqr4dSpaRtXFu/L//3B6cUsZzpeR0AEZmvIKu1znPyVI/x40cwSneMye2K0CplbDlWwezPDvH3kXKP6uhukENfzAly1vMTFhbmcjkeO0AFBQWW/584cYJnnnmGhx9+mHXr7PcknKt4a6KhZULnv0bdnSzN3jTyRpPRJsKzTCZDLpdTXV1NdJTZM889nWvZ3xJaXGae+6LRasxL1etNxFWr1A0arJQLUtizZw+JXRJtPgkdE6iprkGhVCCTy+w2tsNHDCdzbSaZazMZMXIEcrmc1NRU3nv3PWpra+nbty9VVVV0TuyMWq1m458bLcfq9Xq2bNlCz56OhwLEqMKeRBR2pkf3Ht35a9NfNts2btxIcHAw7du3b1CWuPquZ6+ebNu6zea7v/76y2Ed7DlBa9eu5fJLL+eFF19g9uzZLv8enU5HmzZt2L59u8X5MRgMbN221eEx3bp1w2AwsG/fPosTtHvXboqKihweI875MZps75ONf27kjjvv4MLUC+napSsRkREU5BfYK8Iu3nw+PI3w7E0nqCkRnpP7JpPU2zwMmb0ru5G9HdOUiMLedILs6RESEsLoCaNb3TwgkdNJ09GHdkBZcZawv/8LNF2PUePS6CTL5YaOuXSOUlNUaeSRH46xcG0uejd69T2N8OxNJ6ipw151cdsB2rlzJx07diQmJoYePXqwfft2Bg4cyIIFC/jggw8YNWqUyytPWjriW3pdJ2j/3v1ul2MTvj84uPED7OANI280mp2f0rJSSkpK2LtnL/ffdz/l5eVcNPkiErsk0r5De55/7nkOHjjI8mXLeWvBW5bjxTktFRUVLPttGbm5uVRWVgKQ0DGB9evWk5OTYwnc99BDD7Fp4ybuu/c+dmzfwcEDB/npx5+4+867LT0NjhgxYgR79uwhOzubYRcOM28bOYJvvv6G/v37ExkVSVVlFXK5nFtuvYUnHn+ClStWsid7D7ffdjuVlZXMmDnDbtmiHnFxcZw4cYLdu3aTn5/vNAR9fRzpcettt3Ly5Enuv+9+9u3dxy9Lf+G5ec9xz733WHrYROqGHrj9jts5ePAgjz/2OPv37eebr7/hyy++dFqHuk7Q78t+5/JLL+eOO+/gsssvIzc3l9zcXAoLC52WIaa3uPnWm3nn7Xf4Zekv7Nu7j3vuvsdptu3uPbozesxo7rz9Tnbt2sWBAwe45+57LE61PWJiYggICGDlipWcOXOGkhJz+V26dOHzzz9nT/Ye9u7dy6ybZrkdhNMbz0dT01t4wwnyRnqLXsnmYc/dO3d79NLmjXQK3nCCHOkhCAK1tbXNEgvKHwhKDYUjHgcgZMdiZLnZXtNDXVXIVdFHmNLHvJDpm38KuOfro5wqaTz+UFPTW3jDCXLF+RHtiiu47QA98sgj9O7dm8zMTNLS0rj44ouZPHkyJSUlFBUVceutt/Lyy/Ynb51rqDVqy/9FJ2j/3v1uPcz1cxe50/NTn6YYeXGYJT09nR7detAxviPDU4ezZfMWFn+9mJEjR6JSqfj8i8/Zt28fA/oPYP78+cx9dq5NOcOGDePmm2/mtltvo2N8R1579TXAPMH42LFj9OrRi/btzD0dvfv0ZtUfqzhw4ABjRo9h8KDBzHt2Hm3btW10mCW5dzJhYWH07duXoCBzxNcRI0ZgNBoZPmK4Ta6qJ596kssuv4ybZt7EkMFDOHToEL/89ovd+Sh19bj2umsZP348E8ZPoH279nz77bcuX0+wr0dcXBw/Lf2Jzf9sZuCAgdx9193MmDGDx5943OZYg8Fg0xMXHx/PN99+w9KlSxk4YCAffvghzz73bKN1EJ2g75d8T2VlJa+9+hod4ztaPtdcfY3DY+vm9nr00UeZ9p9pzJ41m5EjRhIcHMyUS6c4PffHn3xMTJsYxo4ey/Tp05lx0wx0Ol0DR6/u9Xp9wet89NFHdEroxFVXXoUgCLz+xusUFxUzYfwEbp59M3feeSfRMe7PE6irR0VFBQKuPx/eyu3VFCfI27m9knonud1z7c1cUk1xgpzpUVRYxPdffk9hgXPn/lymKuFCKhLHIROMaH55jNKiEq/pUVlaSrIxmzmT2xKsVbAnt4rbvjrK9gLH9thbub2a4gS52vPjzlxlmeCmGx0VFcWaNWvo06cP5eXlhISE8M8//9C/f38A9u7dy5AhQyguLnan2BZFaWkpoaGhbM7eTGR0pM13e3buITwwnM6JnRsNB2AvcaOAQHVFNVqd1u4KG1dwNymlLxKbupuU0leJNN35bb5KpOlrPVy5Z1qCHidPnqRL5y58+923jJ8wvln1KCwo5PTp04S0CUEb6DyFiC8Sm7rrSHjT+TEajOz6axfJg5PZs3uPy7/NV4k03f1tjelRWFDIqhWruOTqS4iMirRTwrmJwWCgKK8IrUprbiuKThK3+ArUQg2HhzyJfMDVXjlPXT2SBqXy0soz7Mox9+RfnRLDA6M7oVZaX2J8kdhUr9ezatUqiouLXZoY7c6w17Fjx+jXrx8lJSWEhDgfJnW7B6iwsNCyhDUoKAidTmfzpi0uE24NVFQ2DLTVrUc31Go11VXVTid++jJrtTs9Qb7K6u5sIm59fJlF3F7WcntIeljxlh7p6en8+suvHDlyhI0bNzL9+ukkdExg1OhRza6HLkiHYBL4a+NfTnsefJXV3Z2eIF9mdXd1DqMvs4i70xPkKz3OBZRKJWHhYSiVSrODsCmbv7Tm1a3xuxchM3gntUVdPXb/vZ7XLo/j2gHmeGnfbT/LTYt3kVNsXuziq6zu7vQEeXPOT308mgRd32D6O1llc6NSqdAGaB0aeV8adxFXGl1fNbYirjS6vnR+RBpzgrypx1133kVkeGSDT5voNjz55JM+0+Oqq64iKjzK7rlfefkVwLkedfePiYohMTGRTgmdiIqIYv369R5dC4PewDNPP0O/lH5cM/UaoqOiWblqJSEhIX7TwxFKhRJNgIaKsgqHja6vG1tXnCBfOj8ijTlBvnR+RFxxgs5n5wegoryCTes3UVxcbNFDd9HDGHQxKMtOEZzV9Nx+InX1WJeewYwh4dzSw0iIVkF2bgXXfZbFJyu3+MT5EXHFCfKl8wMeDIHJ5XImTZpkye/zyy+/MHr0aMuE4ZqaGn7//fdzOgK0OAS2dvNa4hPibb4z6o1UFlSSkJCASTA1aNAaM+7eGAKriyMHw9fOT10c/WZ/OD91sfebvd3Ynj17lrJS+z2cwSHBREREeF0PAYHDBw4jyAS790x4RLhNxGt7v/nQwUMYjAYqyiuQK+QE6awxpdrFtfPJPeIPPRxRU13DsWPHqJHVkLGmoYPhz8bWkYPhK+en7hBY3TmH9n6zP5yfujj6ze7o0VqHwAryC/j525/RqDSYjCaLHro9S4n+42lM6mBOTv8FU4D3clSKeoSGhRITEkOnpH48tewwWafMS+THJyh57qr+qBS+i5jjaDjMU+enoKCAbt26uTQE5rYDNHPmTJf2W7RokTvFtihcdYA0Wo2NkddqtY0ad287QNDQ0aiurvab8yNSv2ED/Or8iLirhy/wth6e3DPnux6iAxQYGUhRcZFNo7sve5/fexrqOxqAz3p+HDlAYOtodO/V3a/Oj0h9J8hdPUwmEya5CV2I4wn35yIF+QV8/PbHhASFMPmyyVY9BBNtv70WTf4+SvpeT9Hwh7163vy8fDL/yCSxQyIDBgwge+8+/rshh62V5peq5LZBvDylK+1Cnc+lawr1nSDA456f0tJSOnXq5BsH6HxAdIA2bN9Au7h2Nt+JDlB8fDzaAPMNIRp5+HcYwolx94UDBNZGV5TTn86PiNjoGvTmoRelSunXxlbEHT18hTf18PSeOZ/1qK6q5vjx4wRGBqJQKSyNbq3evNy3OYZZRCdIHAqLio7yybCXMwcIrE4QmON3+dP5EWmqHkqtEpW2dQVCLMgv4P0F73PJpZfQpVsXm++0xzcSu/Q2TAoNOTf8hlHn3ZQSZ3PPcvrQaY4cOYIgCKSkpFCs68CcZQcprTYSrFEw76IujOwa0XhhHiI6QeJQWHR0tEfDXmfOnKFXr16+mQR9PlE/CSOATCFDQKCq2jq3Qau1esZKldLvjS2Y5wQpVdbz1q2Tv5DJZDaNvLOYML5E0sPM+axHVXUVAoIlmW9UdBTRbayNRvde3X1eh/qoVCr6pPSx/N0npU+zRDOu+9uj20T73fmBpulRVlZGxuoMh0PR5zJqtZqIyIZORnWHIVS3TUFurCF0q/dHV+oPJfbq1YuRXSJYfGNfktsGUVZj5P4f97Eg/ahbgRPdQaVSkZKSYvk7JSXFo+ejutr1bAVuWaIrrrjC5X3/97//uVN0i8Re55hcLkcZoLS8xWm1WiorKjEazakMKisqMZlMaDX2GzwBcxAvmULm1R6g6ppqqquqUalUlmXAOp3Orw1e3TkmYI7XoQvSoVT4zwERBIGKigqX9fAV3tTD03vmfNRDEMwvJ/l5+SgDlMjk5uu1a8cuck7mENc+jrwzeT7PWm6P/Lx81mest4TqX5+x3u+9L2IvlFqlJrpNNDknc9i1Y5ffe8Oaooe+Vk/O8RxqaxsP3ncuoQ3Q0q59Ow4fONzQCZLJKB50O7E/30rQriWU9Jvp1V4gMWp4+/btyc3NteTtaheq4eNpSbyVcZzFW07zxT+n2Z5TxstTutE2ROO184N5zk9GRoZlVXlGRoZPs8iDmw5Q3bg3giDw448/EhoayoABAwDYsmULxcXFbjlKLZniomK7XWgBIQFUUcWZM2eoqa5BMAloAjQo5Ar0ej21tbWo1Wq7D7OAgL5Gj0qj8poDVP+cRpORmqoaZHIZ2gDvDrU5ov45wTwMUffa+BoBocE5G9PDF3hbD0/umfNZDwEBZYCSgBBz71f9Cbbi8Is/naD6814An2aRt4e9Cc91h8P85QS1BD1aIjqdjhFjRrBi6Qq0AdoGelS3H0x12xS0p7cTunURhcMf8cp5d+3Yxe6du+nZuScjRoygqKjIJnmpSqXioTEd6dchmLnLD7HzVDnTPs1i3uQuDE/0zoTs+hOeAZ9mkRfxeA7Qo48+SmFhIQsXLkShMBtTo9HIHXfcQUhICK+99ppXK+pPnE2CFtHr9axds5aayhoGDxtMeIT1Rti/dz/79+6nW49udOvRzeY4o8HIgawDdO3TtUlRoRs7V1FhEX9v/BtdsI7BQwf71Kg4Opder+evjX9RUVbBoKGDbK6Rt3F2Lmd6eBtf6OHuPXO+6yFXyG16fuxNsPXH8vPGzuWrFVj25gA5O5c/V8R5Q4/WugpMr9eTezKXk4dPkr07264e2hObiP35VkwKDSdvXI4psGm/X9Sjd5/emCpMDB06FKVS6XAFVk5xNY8u3U92rjlG3o2D2nHH8A5NWiXm6FzuBksU8WkgRJFPPvmEhx56yOL8ACgUCh544AE++eQTT4t1ytGjR5k1axadOnUiICCAxMRE5syZ06ArNCsri+HDh6PVaunQoQOvvvqqV+shGpPiwmIGpw4mqk0UCpXC8unZuyeJ3RLZtm0be7L32HynUCkwGAwNtnny2ZO9h23btpHYLZGevXvafBfVJopBFw4i72wemWszMWHyyjnrf4qKi8hYk4FSo2TYiGFoA7WW77SBWoaNGIZSoyRjTQZFxUU+qYMJE5lrM8k7m8egCwe5rYe3Pr7Uw9V7RtJD0ajzA77JWm4PZw27L7LI26MxR8tbCZ8boyXo0ZIpLSnlj+V/EN8x3qEe1e0HUxOThNxYQ8jO75p0vrp6iPnjRMQJyMXFxaxatcqiR1yYlk+mJXNtP3Mw5M/+PsWt32RzpsyzII3Olrp7mjbDnZcZjx0gg8HA3r17G2zfu3evW7k43EEs+/3332f37t0sWLCAhQsX8sQTT1j2KS0tZfz48SQkJLBlyxZee+015s6dywcffOCVOrj61uZro+LKW5uvjYorb22+NvKSHlYkPaxIephpjXoEBgbSb1A/AnWBXq9nS8GhHjIZJRfcAEDwzm+RGVyf8FsXV/Rw5ASplXIeGduJVy/tRpBawfacMq77NItNR4vdqoMrcX48cYLE3JGu4LEDNHPmTGbNmsUbb7zB+vXrWb9+Pa+//jqzZ892OVaQu0ycOJFFixYxfvx4OnfuzJQpU3jooYdsJlx/9dVX1NbW8sknn5CUlMS1117LPffcwxtvvNHk87vbZe0ro+JOl7WvjLw7Xda+MvKSHlYkPaxIepjRG1qnHtoALT2Te/o9zIe/caRHZeJYDMHtUFQXodv7q9vluqOHIycIYGz3SL66sQ89YnQUVxm487s9vL/hBEZT47Nq3Aly6K4T5NNkqHVPMn/+fN566y1Onz4NQNu2bbn33nt58MEHbYbGfMlTTz3F77//zubNmwG44YYbKC0t5aeffrLsk56ezujRoyksLLSbIbympoaaGmsXXmlpKR06dGDr3q2EhJrHEPUGPevS11FWUkZqWqpbY8/Zu7LZvXM3Sb2T6N6jO3u27KFn/54ezQGqW1b9bktnFOQXsD5jPcGhwQwfNRyV0vM5D56W1ZRr6M2yPL2G3izLnWtoNBid3jOSHk0vqzU9H+L9kleaR2lJaavTo6a2hoKiAtp3bI9arW5S/VoShQWF/P7j74waM8pmzpy9axia9RVRf75ObWgCJ679AWSu9WU40kO8ZwYOHGg3TEV+fj7p6emEhoYyapStQ19jMPFG+nF+3Gl2TAYnhDBvUmfCA+3f987KcoZeryc9PZ2SkhJGjRpFVJR9h/748eMMHDjQf4EQS0tLARo9mbc5ePAg/fv3Z/78+dx8880AjB8/nk6dOvH+++9b9svOziYpKYns7Gx69uzZoJy5c+fy7LPPNti+ePFiAgNbbzerhISEhMS5h9JYxfjd96MyVrKx84OcDfV+ri53+SdPxneH5dSaZISqBWZ2M9KpYSg9n1NZWcm0adNccoC8EhCkqY7PY489xiuvvOJ0nz179tCjRw/L3zk5OUycOJGpU6danB9Pefzxx3nggQcsf4s9QPE94omMjvTaW3L2rmz27NpD907d3e4B8tZbWVPedL31ltyUN11v9lo05Zr6Uw9HPUCSHt45ti6t4flYn76e6JBo2nRqQ3SM58uHW6oeRYVFpP+RzsTLJ9oNGnguY6gxYKhumFQabK9pj+SBVAiXErbza/qYtpA7+D9Oy21Mj8Z6gESc9d4MBSbnV/HYLwc5VlTN29kq7hrenmn92iCTyTzu+alPYz1Bx48fd7kst3qA+vXrxx9//GF3GMkeqampfPvtt8TFxTndLy8vj4KCAqf7dO7c2dLdeerUKdLS0hgyZAiffvqpTT4YT4bA6iMug/9j4x8cPHDQq8tUd27fianChFwnp3dKb5eO8fYyVU+WAHt72bAnS4B9sWzYk2vrbz3sLWuW9GjaMc4415+P8pJyEjskOkyF4Q4tUY+y0rJWuQweQF+td+gAge21vaBDIHGLL0eQKTh543KMQW0aPcaRHqKNEZfBO6Ox+TsVNUaeX3GIFXvNbfqorhHcPSiUP9eu8VpWd2dL5H22DH779u3s2LGDrKwslz7bt2+3mVvjiOjoaHr06OH0Izo/OTk5pKWl0b9/fxYtWtQgGd7QoUPJzMy0may1atUqunfv7rLjJrJpwyavx+gQve/dO3e7NNHQFzE63J346YuYKe5O/PRVzBR3J35KepiR9LDS0vRITUtt8vlFzkU9zlWKCov48dsfKS4qdrhPXT22naikul0/ZIKRoOwf7e7vCz2cTYwG0GkUvHhJVx4d2wmlXEb6gUJu+mY/VZpIrzg/4PkS+fq4vQpszJgxpKSkuPSpqqpqvEA3EJ2f+Ph45s+fT15eHrm5ueTm5lr2mTZtGmq1mlmzZrF7926+/fZb3nrrLZshLlcpKy3zWZTWpN5JjRoVXwYoc9Wo+DJgnKtG3leNrYirRl7Sw4ykh5WWqIe3e0Vamh4b128kLDysWXL8+RKTyWRJFeOMunpkBw8BIDj7RzAZbfbzpR6NOUEymYxr+sXyxkVxhCj0FBtVfHg0lF+zC+2mmPIER06QOx0dbjlAR44c4fDhwxw5csSlz+HDh0lISHDvVzlh1apVHDx4kD/++IP27dvTtm1by0ckNDSUlStXcuTIEfr378+DDz7IM888wy233OL2+YakDvFZiPpeyb2cGhV/RGdtzMj7I1puY0be142tSGNGviXoUZBfIOnxLy1BD+n5sOJPPQx6A917dSc0LLTxg1opoh6rTgVQqwxCWZ5LwPE/Ld/7Q4/GnKC8vDyOb1/HXV0ruLBTKLVGgedWHGbu8kNU6Y0OSnWPpvYEeWUVWGtDnAP0z+5/iIrxrkGpP5/D3o3qz9D0YN+Q+zNVANg35P4y7nVpiXrIZXJ2/bWLQycOERQaJOkhPR9O9bA3Z8xbtBQ9CooKSBmU4vNz+ZOC/AJ++e4Xxk0Y5/Lk7l07dtHmrzcYWLuF8m4XkT/+JY/0cGcOUH3szQmqv02hVPLZX6d4d91xTAJ0iQrg1Uu70zHSO7Gc6s4JSkpKYvTo0b5NhXE+oAnwbrZbe9R/s/K3MYGGb7q5p3P9atyh4Ztu7ulcvze20DL1OHPmDADBocGSHi1AD+n5aF495HI5mzdtpiDf+cKZ84HkvslU97oUgICDq9mz5R+/61G/J+jUqVMNHCK5TMbMIXG8f00vonQqDuZXcf3nWazY452gn3V7gtauXevycVIPkB3EHqDNezZ7fTzd0dtZ3azM/rx565Kfl8/K5SsBzDfvJO9MWHMHvV7PquVmTx5g/KTxfjPudWlJeshlcnp27kn3/t3RarV+rYOkh5Vz5fnwZQ+QSHPq0dqToYYGhbp3XwkCUZ9MIqjqNEu1k5EPnOa2Hk3pARLJy8tj2bJlgHkezqRJk+z+jvzyWp745QCbT5QSF6rh+5v6olV55z7V6/V89tlnPProo1IPUFOpqKho7ipISEhISJwHqFQqYtvGuu9Uy2TkxFwIQLJ+tw9q5l2igtS8d00vZg+N45VLu3nN+fEEyQFqAdTtRvZHVmZ7iHMaoqKjGD1uNJUVlX5fcirOaaisqGT0uNFERUf5NEu2I1qaHiNGjwBgXfo6SY8WoIf0fDS/HrW1tX49nz+oqKhg2+ZtVFZUunXcrh27+KPA3BPWyXiMQ9v+9Lse4pwfcTisvLzc7sRoEaVcxh3D4+kV63ri0sYQ5wFVVrp+/SQHqJmpP4bu66zM9qg/oTO2bazf427Un9AZ2zbWp1myHdES9WjTxhzgrKykTNKjBeghPR/Nq0dhQaHfnT5/UF1VTXZWNtXVrmd4F/WIv2AENW16I0NgVGylX/WoP+G5Xbt2TleH+YK6k6AnTJjg8nFuOUDh4eFERES49GkNFBUW+bR8RxMI/WlUHK1m8WfwMUerWXyVJdsRLVkPgNS0VEkPWoYe0vPRfHps+XsLYyeOPa+XwUNDPSoSxwDQtWaP3/RwFBW6sSXy3qR+VOi6YXEawy0H6M0332TBggUsWLCAp556CoAJEyYwd+5c5s6da/G8nn76aXeKbbH8/effPjMq2buync7W94dRaWwprz+MfGNLq/1l5BtbzdIS9IiMipT0+JeWoIf0fFjxpx7hkeH06den1QVCdAd7elR2Hg2ANmczfbrH+1yPxlJi+MMJspcSw5XsEyJuOUA33nij5bNhwwbmzZvH119/zT333MM999zD119/zbx589xahtaSiWkb4zOjsnvn7kZXT/jSqLgax8SXRt7VuDK+NvKuLuWV9DAj6WGlJerh7eXhLU2PQUMH8c/Gf6goPz8XqTjSwxCWQG1EIjKTgYBjmT7VozHnR8SXTpCjfGB+mQO0YsUKJk6c2GD7xIkTWb16tafFtihGpI3wupHP3pUNmFNhuLJU0Rc3sbtB3Hxh5N0NquerRtfdOCaSHmYkPay0ND3WZ6xv8vlFWqIeJqOJQ/sPuTVX5lxAq9WS2C0RjcZx/LnG9Kj8dxgs8NAfgG/0cNX5EfGFE+QsGao7eOwARUZG8vPPPzfY/vPPPxMZ2TpiM5SVlXnVyO/asYvdO83LFMWkqK7gzZvY0wi23jTynkYU9naj62kQN0kPM5IeVlqSHsGhwQBN7gk6l/U4F9EF6RiSOgRdkM7u967oIQ6DBRz/E5nBPBTkTT3cdX5EvOkEecv5gSY4QM8++yyPPvool1xyCc8//zzPP/88l1xyCY899hjPPvusxxVqaXjLyIs3b1LvJI+O98ZN3FRj4g0j39R0Ct7Ww9MgbpIeZiQ9rLQUPYaPGg7A+oz157Ue5xoGg4HiomIMBkOD71zVozaqBwZdNHJDNZrT2yzbvaGHp86PiDecIG86P9AEB2jGjBls2LCBkJAQ/ve///G///2PkJAQ1q9fz4wZM5pUqZZGU4183ZvXnZ6f+jTlJvaWMWmKkfdWLilv6tGUCLaSHmYkPay0CD2U5roHhwaf93qcS5QUl/Dbj79RWlJqs90tPWQyquKHARBwbIPNV03Ro6nOj0hTnCBXnR93Jsc3KQ7Q4MGD+eqrr9i6dStbt27lq6++YvDgwU0pssXiqZH3dq4cT25ibxsTT4y8txNpSnpYkfSwIulhZfio4a1SD61WS68+vdAG+DctTHPgiR4WB6hOdngRT/TwlvMj4okT5E7PT3BwsMt18dgBOn78uNNPa8RdI++rRIHu3MS+epNyx8j7Kou4pIcVSQ8rkh5mVMrWqUegLpALBlyATmd/rkxrwVM9qtsPQZDJURceRFF+psH37ujhbedHxB0nyNvDXnXx2AHq2LEjnTp1cvhpDQSHNPQkXTXyvs6S7MpN7OtuZFeMvK+Mu4ikhxVJDyuSHmZaox56vZ7c07l+TUPib5qihykgjNoY81xTe71A4JoevnJ+RFxxgjxxfoqKXA9g7LEDtG3bNsvQ19atW/nrr79YuHAh3bp14/vvv/e02BaFo7HExoyKr42JiLOb2F9j6M6MvK+Nu4ikhxVJDyuSHmZamx5lpWX8sfyPBnNlWgNyuZw9u/c0WY+qeHNy1IATGx3uU1cPMTyLiK+dHxFnTpAve35EPHaA+vbta/MZMGAAN998M/Pnz+f//u//vFnHZqOy3HFAJUdGxV/GRMSeUfH3BEJ7Rt5fxl1E0sOKpIcVSQ8zkh4tn8ioSEZPHM2xo8earEdV+4EAaHK2giA43E/UQwzPAv5zfkTsOUH+cH4AZILg5Op4wMGDB+nbty8VFedulM7S0lJCQ0NZu3kt8QnxTveta8ii20STczLH6c1rNBjZ9dcukgcno1AqvFZn0ZDFtY8j70xesxgT0ZAF6gIBqKyo9Itxr4u7evgKb+rh6T0j6WHlfHo+nN0vrUGPwoJCVq1YxSVXX0JkVOuIOSeyZeMWTLWmJushM1QT/0EqMpOek9f/giHMeTu2c/tOTBUm8/Bibq7fnJ+6iI5XUJA5Q3x5eblHzs+xY8fo168fJSUlhISEON3X4x6g0tJSm09JSQl79+7lqaeeomvXrp4We84hvlnV6mvJOZlDXPs4vxsTMHvyce3jyDmZQ62+tlnepKKio0hNS6W4uJji4mJS01L92tiCpEddJD2sSHqYkfRouZQUl7D1n63Ed3TurLiCoNRS08asq/bUlkb3F8OznDx5Er1e73fnB8w9QWlpaRQVFVFUVERaWprPen5EPHaAwsLCCA8Pt3wiIiLo1asXGzdu5L///a8369ji2Ze9z/L/vDN5Ps/KbI/8vHzyzuTZrZO/0Ov1ZG3PsvydtT2rWSYqSnqYkfSwIulh5VzXQy6XE6gLRC5vUhSXFofBYCDvTB5nz5z1SnnV7foDoD21tdF960cNz87OdrCn79Dr9Wzfvt3y9/bt2z16PsLCwlze1+M7KD09nTVr1lg+GRkZZGdnc+jQIYYOHeppseccdcfQp1431edZme1Rdwx96nVTfZ4F2B51u9bHTxrP+EnjfZol2xGSHmYkPaxIelhpDXqEhYdx+TWXEx4R7uOa+h+lUsmGtRu8okd1nNkB0jTSA5Sfl2/JHzd16lRSUlLYvn07O3bsaHIdXKXunJ+LLrqIiy66yOOI0TKZzOV9PXaAZDIZF154ISNHjmTkyJEMHz6cHj16AJCZmelpsS0KrcZ5oK36Ewh9nSXbHvYmEPoyC7A97E3o9GWWbEdIepiR9LAi6WFF0qPlExUT5XEE7/rUxPZFkClQlebYjQcEVj3E/HEqlYq+ffv61QmyN+G5KRGjy8rKXN7XYwdo1KhRFBYWNtheUlLCqFGjPC22RRGgC3D4naPVE/40Ks5WT/jLqDhbzeJPIy/pYUbSw4qkh5XWpEdxUTE/fvsjRYWux3s5V5DL5Fw44kKv6CGoddRGmefjanJ3Nvi+rh5i/jgRfzlBzlZ7eeoE2cul5giPHSBBEOx2NRUUFLSaCJ0Gvf0L2djSUX8YFVeWjvrayLuylNcfRl7Sw4ykhxVJDyutTQ+TyURlRSUmk8nr9WxOgoKDSB2VSlh4mNf0qI0x6605a+sANdBD2VAPXztBrix192YWeXu47QBdccUVXHHFFchkMmbMmGH5+4orruDSSy9lwoQJDBs2zKuVbC7sdaW5GjfDl0bFnbgZvjLy7sQx8aWRl/QwI+lhRdLDiqTHuYNGoyGhUwIajcZretS0MUeEVp+xXkt39PCVE+ROnB9fOkFuO0ChoaGEhoYiCALBwcGWv0NDQ4mNjeWWW27hyy+/9FoFWxLuBg3zhVHxJGiYt42KJ0HcfGHkJT3MSHpYkfSwkr0rW9LjHKKqqoo9u/ZQXVUNeEePmpjeAGjO7gGT0SM9vO0EeRLk0FdOkNsO0KJFi1i0aBFz5szh448/tvy9aNEi3n//fR5//HGiovwb28IfeBoxtf5NXH+5oTs0JWKqt4xKUyLYetPIe0uPphh5SQ8rkh5mWooeALt37j7v9TiXqKyoZOvfW6mstGYgaKoe+ojOmFQByPUVlB/e5rEe3nKCmhLh2VUnKCDA8dzd+ng8B2jOnDmtZq5PYzQ1XHzdm1hcbugu3ggX31Sj4o3w/d4w8t7Uw1MjL+lhRdLDTEvRQ8zrlNQ7qVXqERwSzJhJYwgJdR7lt7XQJD3kCmqjewJwYt3PTdKjqU6QN9JbuOIEabXOV2/XxS0HqF+/fpZMqxdccAH9+vVz+GkNyOVyr+XKEW9icbmhOz1B3syV46mR92buoqYYeW/r4YlRkfSwIulhpiXpIeZ1EqP7ekJL1kOlUhHbNva8ihzdFD2KgxMBiFfkNVkPT50gb+b2aswJqq2tdbkstxygSy+9FI1GA8Bll13GpZde6vDTGjh14pRXEwWqVCrLcsP1Getduol9kSjQXSPvi8SNnhh5bydu9MSoSHpYkfQw09L0SOqd1OTzQ8vVo7Kikm2bt53T+SY9wVM9tuSYHYLOgVVe0cNdJ8gXiU2dOUHu3BdeT4baGhCToT79wtMMGjzIq7lyxESFZ0vPUlJc4tRg+jpLsisNmK+zVrv6G32ZtdrV39hcetRNbmkSTJIebtbVU87V56NnUk+vJlxuaXokdEzg5MmTrS4ZallpGZsyN9G3b1+Cg4Md7ueuHh0Dyrnq5AJM6mCO37wO7ISvEW3M0KFDUSqVLtV3x44dbN++nZSUFPr27euwrr7M6m4vc71fkqGK1NbWcvLkSY4fP27zaQ0kJCT4LFHg8FHDnXryvjYm0Pibrq+NO7j2puvLxhZce7NqEXoYJD1EWoQe0vNhwZ96ZO/KprS01OvlNzfBIcGkjU1z6vyA+3r0nXg1glyJvLYMRXmu1+rbWE+Qr50faPrqMI8doP379zN8+HACAgJISEigU6dOdOrUiY4dO9KpUydPi21RdO3R1Wdlq5SOb2J/GBMRR0beH8ZdxJmR97VxF3FmVFqCHgDr0tdJetAy9JCej+bTo1dyL0pLWp8DZDKZqK6udinAo1t6aAPRh5vbZHX+fq/W2ZET5A/nR6QpTpDHDtDMmTORy+X8+uuvbNmyha1bt7J161a2bdvG1q2NZ5+VsH8T+9OYiNQ38v407iL2jLy/jLtIi9XDYH6gy0rKJD1agh7S89GsevRM6tkqV4AVFRbxw+IfKC4qdml/d/SojTS/zKsLDnq93vWdIH86PyJ1naA///zT5eM8ngOk0+nYsmWLJQFqa0KcA7R281riE+K9Wnbd+Rzi+LxoUEUvPio6ym/GpC6iQQVQq9R+M+51ER/gWr154p6/jHtdWpoecpmcnp170jaxLTGxMX6tg6SHlXPl+bBnY7xJc+tRUV7Bnr176DekH7qg1hOKpSC/gF+++4VxE8YRERnh8nGu6BGy5RMiNr5FedeJ5E94pUEZnswBqo84JwjMzpm/nJ+65OXlsXTpUh555BHfzgHq1asX+fm+zx58PqBSqeiT0sfyd5+UPs2yxLN7r+6W/0e3ifa7cQfzwxvdxvrQ1K2Tv2iJegDNMuFT0sOK9HyYaW49dEE6hqQOaVXOT1NwRQ99VDcA1AXeHQKrS69e1rALsbGxfnd+wNwT1KZNG5f399gBeuWVV3jkkUfIyMigoKCA0tJSm09roLHJaN4iPy+f9RnrCQsLIywszOUl8t5EfItQq9TEtY8j52ROs0Rg3bVjFzknc4hrH4dapfZ5lmx7tDQ92sa1BawB7vyJpIcZ6fmw0tx6GAwGCgsK3cr63ZpxRY/aCHMsIFXxcTB5/7qJw14qlYoOHTpw4sQJn2aRd8SOHTvYt2+fy/t77ACNHTuWTZs2MWbMGGJiYggPDyc8PJywsDDCw8M9LbZFoVR51hXoDnXHbMdNGse4SeN8mpXZHvXnNIwcPbJZwtDXndMwcvRIn2fJtkdL1CN1RCpgTm0g6dH8ekjPR/PqUZBfwGcffEZJcYlfzteScVUPY1AbTEotMpMBZekpr9ah/pyf0aNH+zSLvCPEIbikJNfjYHnsAKWnp5Oens6aNWtsPuK21oCvVxrYm7Dmy6zM9nA0odPfuXjsTej0ZZZse7RkPcCc2kDSo2XoIT0fzafHhswNrbL3JyIygqnXTyU8wrUOBLf0kMkxhJrns6qKj3qtzo4mPPsqi7wj6sYk6tmzp8vHeewAjRw50umnNbD2j7U+MyoF+QUOV0/4y6g0tprFX0be2WoWfxl5Z6tZWooevZJ7SXrQcvSQng8z/tajrKSsWeZf+RqZTIZarUZmJ1BhfTzRQx/e0fx98TGv1Lex1V7+coJcCcjoCI8doKysLLufnTt3cuDAAWpqajwtusVQVlrmM6OyPmO906WjvjYqri7l9bWRd2Upr6+NvCtLeSU9rEh6WGmRehhatx4XjrwQtVrt1fJbAqUlpaxZsabRObSe6qEPSwBA6QUHyNWl7r52gpri/EATHKCUlBQuuOCCBp+UlBR69OhBaGgoN954I9XV1Z6eotkZkjrE60ZeTIIaHBrc6NJRXxkVd+OY+MrIuxPHxFeNrjtxTCQ9rEh6WGlpeqxLX+e1OrREPSIiI5DLm5zEoMWh1+s5nXMag97x8F5T9CiSm5fWq4qONrme7sT58ZUT5Mj5aWzpe108vot+/PFHunbtygcffMD27dvZvn07H3zwAd27d2fx4sV8/PHHrFmzhqeeesrTUzQ74RHhXjXy4mx9MKfCcGXpqLeNiqdB3Lxt5D0J4ubtRteTIG6SHlYkPay0JD3KSsoAmtwT1FL1iIiM4LoZ17WqPGCu0FQ9/tx71rytCT1AngY59LYT5KznR6FwPfaVxw7QCy+8wFtvvcWsWbPo3bs3vXv3ZtasWSxYsIDXX3+d//znP7z99tv8+OOPnp6i2dGoNV4z8uLNGxxqXlqvUroeN8NbRqWpEWy9ZeSbEsHW23p4EsFW0sOKpIeVlqJHapp51eC69HXntR6tCW/oYYjoCICy4iyy2kq369DUCM/ecoIaG/ZyJxu8xw7Qzp07SUhIaLA9ISGBnTt3AuZhstOnT3t6CqfU1NSQkpKCTCazRJ8UycrKYvjw4Wi1Wjp06MCrr77q0TkCgwKBphv5ujfv8FHDPapLU42Kt4xJU428N8L3e1MPTyPYSnpYkfSw0hL0EHtGyko8m8PY0vUoLSll+c/Lz5tl8N7SY9iEyVTLzW1a+dGdbh3vrfQWTXWCXJnzU1tb63J5HjtAPXr04OWXX7Y5mV6v5+WXX7akx8jJyXErKqM7PPLII7Rr167B9tLSUsaPH09CQgJbtmzhtddeY+7cuXzwwQdun6PuUktPjXyDm9eNnp/6eGpUvP0m5amR92buIq/p0YQItpIeViQ9rLQEPQBS01JbpR6tNRCiLkjHgKED0OmsEa69rQcR5k6L/RtXu6WHN3N7eeoENXXCsz08jvT37rvvMmXKFNq3b0+fPuYw3Dt37sRoNPLrr78CcPjwYe644w6vVLQuy5cvZ+XKlfzwww8sX77c5ruvvvqK2tpaPvnkE9RqNUlJSWzfvp033niDW265xW55NTU1NqvWxFn4JUUlhARbJ1SFh4czYtQI1mesJ2N1hnkejxOHpiC/gPUZ6wkNC2X4qOHIZXKMBiOA5V93kcvkjBg1gnXp68j8I5PUtFSnY+F6g5516esoLylnxKgRhIeHe3zuuvRM6okgCOzK2oUgCPRK7uV0/+xd2ezeuZvefXrTM6mnV+rgTT08xR96uHLPSHqYkZ4P630SFhbWKvUwGU2WujmbMHyuoVQoiYuLo6y4jLLSMooKi9i0YRNhEWYdBZNA/tmGTosYN6istKyBUxgYFIhGraGmpobKikpCtFFogTBKWfHbCsZNNOcdK8wvBMy5tMQ5NGFhYRiNRpYvX05hYSGpqakIgsDZs2cJDAxEq9VSW1tLeXm57e9QKi0TkQsLCxvUNyQkhKSkJCorK/nzzz8pKSmxdJpotVoCAwPR6/WUlZVZjtm7dy/Z2dkMGTKEpKQk8vPzMZlMNuUGBwejUqmoqqpy+Zp7nAwVoKysjK+++or9+835Rbp37860adN8mkLizJkz9O/fn59++omoqCg6derEtm3bSElJAeCGG26gtLSUn376yXJMeno6o0ePprCw0G6U6rlz5/Lss8822L548WICAwN99VMkJCQkJCT8RtLJxXTJ+52D0RPZ3X5ac1fHJ1RWVjJt2jSXkqE2KddDcHAwt912W1OKcAtBEJgxYwa33XYbAwYM4OjRow32yc3NpVOnTjbbxGG43Nxcuw7Q448/zgMPPGD5u7S0lA4dOtA2sS0d4jvYrYv4thQcGtzgzcrZd0aDkT1b9tCzf88mZ2oW35bKSsoavFk5+87biG+vSb2TGrzpOvvOm3iqhzfxlR7u3jOSHmbO1+fD3v3SmvQoKiwi/Y90Jl4+0a2s6ecCVVVVVFXa9mBoNBp0QTpMJhPFRcUNjhGvQWlJaYMeoKDgINRqNTU1NVSUVxCo7QF5vxOtq6L7kO4EhwQjCAIFeQUc3X6U/v37W7LBh4eHI5fLKSsrazCvRqfTWXqA6vbUgLkHKDQ0FICCgoIG9Q0NDUWpVFJRUdEgTE5AQIClB6h+PCS5XG5pv4uKihr0AIWEhKBSqcjNzW1wTkc0OdlVdnY2x48fb3CBpkyZ4nIZjz32GK+88orTffbs2cPKlSspKyvj8ccf96iujtBoNGg0mgbb5Qq5wwYnJjaGEWNGkLE6g8z0TMv4bH5ePpnpmYSEhZA2Ns3hmK1CqWiyA6RQKkgbm0b66nQy0zMt4+V6vZ7M9Ey/rZ7ondIbmUxG1o4sZDKZZf7Crh272Jm102tzGpzRVD28ga/1cPWekfQwc74/H3Xvl9akR3BoMMPShhEaHuqXfI3+JFgVTHCI4xGUmNgYh99FRDl2BpUqJbogHerSHrARAqvzCY+0dgZExURxlKO0adOmwT0QEeG4XJVKZTNnqT6xsbEOvwsLC3NarrPRl5gYx9dBdL5cweO75/Dhw1x++eXs3LkTmUyGOJImhvE2Gl0fO37wwQeZMWOG0306d+7MmjVr2LhxYwNnZcCAAfznP//hs88+IzY2ljNnzth8L/7tTAxPECd+ZqzOIH11On1S+jQa4dnbiBMN01enk7E6g9S0VLK2Z/l96ahowLN2ZFm2eXNCpytIeliR9DAj6WGlteih0WhI6JSASuP7+rY2TKHmhUOKkpxmrknLwOM5QJdccgkKhYKPPvqITp068ffff1NQUMCDDz7I/PnzGT7cs+Xezjh+/LhNt9ipU6eYMGECS5YsYfDgwbRv357//ve/PPnkk5w5c8byQD/xxBP873//Y+/evS6dp7S0lNDQULIOZ7k0nyk/L5+Vy1cCZq923KRxDo2J0WBk11+7SB6c3OQeoLro9XpWLTfP1AcYP2l8s8TNEFeyAH417nVxRw9f4U09mnLPSHqYOZ+ej8bul3Ndj+qqak7knKBrUlcCAgJ8WMvWh6y6jJj5/QE4+8g2BLW598agN7B55WYuuugiv98L3kZsv12ZA+TxMviNGzcyb948oqKikMvlyOVyUlNTeemll7jnnns8LdYp8fHxJCcnWz7dunUDIDExkfbt2wMwbdo01Go1s2bNYvfu3Xz77be89dZbNnN8JCQkJCTOTSorK9n691YqK9wP5ne+I2iDMWnNToG8WOoF8tgBMhqNlt6RqKgoTp06BZgDIe7bt887tfOA0NBQVq5cyZEjR+jfvz8PPvggzzzzjMMl8M4QQ8o7Q4zTEBUdxehxo6msqPRpVmZ7iHEzKisqGT1uNFHRUT7NyuyIunFM/JEl2x6SHlYkPcxIeliR9JAwhrQFQFF2ppE9Wz8eO0DJycmWIEaDBw/m1VdfZcOGDcybN4/OnTt7rYLO6NixI4IgWJbAi/Tp04d169ZRXV3NyZMnefTRRz0q32B0HmOifpCq2LaxPs2SbY/6QcNi28b6NCuzI+oHcfN1lmx7SHpYkfQwI+lhRdJDAsAUbJ5ALC8728w1aX48doCeeuopyzK0efPmceTIEYYPH86yZcv4v//7P69VsKXiKEKnr7Jk28NRxFRfZWV2hKMItv408pIeViQ9zEh6WJH0kBAxBZkdIEW55AB57ABNmDCBK664AoAuXbqwd+9e8vPzOXv2LKNHj/ZaBVsijYUn94dRaSxcvL+MSmPh+/1h5CU9rEh6mJH0sNLa9FCpVcTFx6FWq71ez/MBY5DYAyQNgXnsANkjIiLCsgy+teJqbhZfGhVXcxf52si7mrvIl0Ze0sOKpIcZSQ8rrVGP4OBg0samOY2XI+EYyxBYeV4z16T5cXsZ/E033eTSfp988olHFWoJiMvoNu/ZbBOR1JPEdPWPkcvkTVoG70niRm8newTPEjd6O9mjN/Ro6pJPf+jhyjJ4SQ8z0vNhvV/aJra1BDlsTXqYTCZMchO6EB1yuVff4c8LNPtWEfb9ndTG9aVo5veAtAzeZT799FPS09MpLi6mqKjI4ac1oNZYu1g9NQwN3qwMnr9ZeWqovf2m66mh9uabrtf0aMKbrqSHFUkPKy1BD8CjIIfngh7FRcX8sPgHigpbRzvjb8QhMIU0Cdp9B+j222+npKSEI0eOMGrUKD7++GN+/PHHBp/WQE2VOUN8U9+K6hqVdenrPKpLU99SvWXkm/qW6g0j7009PDXykh5WJD2stAQ9CvLN+ZeCQ4PPez0kGiJOgpaX54FgamTv1o3bDtC7777L6dOneeSRR/jll1/o0KEDV199NStWrKAJieVbJJVVlV7rEhaNihhbyJ2eIG910TfVqHiri74pRt7benhi5CU9rEh6WGkpeqzPWA9gTmx6HushYR9TkFkPmcmArPL87kXzaABVo9Fw3XXXsWrVKrKzs0lKSuKOO+6gY8eOlJeXe7uOzUZRYZFXx8OjoqNITUsFYF36OpeMirfnJ3hqVLw9X8QTI+/t+QmeGHlJDyuSHlZakh7BoebJwU3N6n4u6yHhBIUKU6A5wen5HgyxyTPI5HK5JRmqOwlQzwU2rd/k9USB4qTqspKyRo2KLyZngvtGxdvGXcQdI+/txlbEHSMv6WFF0sNKS9Nj+Cjv5WFsiXoUFhR6pdzzGaPOrI1c6gFyn5qaGr7++mvGjRtHt27d2LlzJ++88w7Hjx8nKCjI23VsNoJDPBtDd4XUtFSnRsVXxkTEVSPvK+Mu4oqR91VjK+KKkZf0sCLpYaVF6tHEnp/6tDQ9tm3exuTLJxMRGeHVc5xPCP/2AMkrz29n0m0H6I477qBt27a8/PLLXHzxxZw4cYLvv/+eiy66qNUtSWzKGHpjREZFOjQqvjYmIo0ZeV8bdxFnRt7Xja2IMyPfUvTI3pUt6UHL0UN6Psz4W4/Q8FByTuS0+phzvsQUGA4gzQFy94CFCxcSEhJC586dWbt2LbfccgtXXHFFg09rICw8zKfl2zMq/jImIo6MvL+Mu4g9I+8v4y7SkvUA2L1zt6RHC9FDej6aT48Bgwaw7Z9tlJaU+vRcrRnRATrfe4CU7h5www03nDeet5jrzJeIRiVjdQarlq8CoLKi0i/GREQ08umr08lYnUF0m2hyTub4zbiLiOfK2pFFQUEBeWfy/GbcRVqqHmGaMJJ6J0l60DL0kJ6P5tMDQEDwawb71obVATq/e4DcdoA+/fRTH1SjZVJSXEJoaKjPzyOuDluzag0Ao8eN9qsxAauR//7r78k5mUNc+zi/GneR5L7JFBQUkHMyB8Cvxl2kpelxOuc0YZ3D6JXcy691AEkPEen5sNIS9JDLWtd0C39jkuYAAV7OBSbhGXq9nqztWZa/s7ZnNcvbzb7sfZb/553Ja5Ylp/l5+eSdseaoqVsnf9ES9QBrgDt/IulhRXo+zLQUPSQ8R+oBMiM5QM1M3TH08ZPGM37SeJ9mZXZE3TkNU6+b2ixxN+rOaZh63VSfZ8m2R0vU47KplwHm1AaSHs2vh/R8NL8epaXS/J+mYFkFViU5QBLNhL0JhL7MyuyI+hM6myP4mL0Jnb7Mkm2PFqvHv8uag0ODJT1agh7S89Gsehw9fJT28e3RBel8fq7WinUVmDQEJuGAfXt8172sNzhePeFPo+JoNYs/jbyz1Sz+MvLOVrO0BD3AHJZB0qNl6CE9H82nx949exk0bBBardZn52ntWOcAFZ/X+cAkB8gJx48d95lRWZe+zunSUX8YlcaW8vrDyLuylNfXRt6VpbwtQg+lpIdIi9BDej4s+FOPnj17UlleSU1NjdfPcb5gCvi3B0gwIqsua+baNB+SA+SE3r17e92oiElQy0rKGl066kuj4mocE18aeXfimPjKyLsTx0TSw4qkh5mWqEf2rmyv1aEl6pHQOYE/M/+kvKz15J30O0o1gtLcgyarPn/nU0kOkBPaJ7T3qpHX6/WsS18HmFNhuLJ01BdGxd0gbr4w8p4EcfN2o+tJEDdJDyuSHmZamh67d+5u8vnh3NVDwjVM2hAA5DVSD5CEHQwGg9eMvGhMykrMN5uYFNUVvGlUPDUm3jTyTYlg6209PIlgK+lhRdLDTEvSI6l3EkCTeoLOdT0kGkfQBgNSD5BEIzTVyNc1JqlpqR7VwRtGpanGxBtG3hvh+72ph6cRbCU9rEh6mGkpeogBM3fv3H1e6yHhHEsPkOQASTSGp0a+vjFxp+enPk0xKt4yJk0x8t7MXeQtPZoSwVbSw4qkh5mWogdAUu+kVqmHUqkkMjoSpdLtRAYSdRA0Yg+QNAQm4QLuGnlfJAr0xKh4+03KEyPvi8SNkh5mJD2sSHpY6ZXcq1XqERIawsRLJhIa5vs0Ra0ZaQ6Q5AA5RRfYMNCWq0bel1mS3TEqvupGdsfI+zJrtaSHGUkPK5IeViQ9JBwh/OsASXOAJOyi1qrtbm/MqPjSmIi4YlR8bUxcMfK+NO4ikh5mJD2sSHpYaW16FBYU8tUnXzVLbrzWhGUITOoBkrBHbU2tw+8cGRV/GBMRZ0bFX29Szoy8P4y7iKSHGUkPK5IeViQ9JOojTYKWHCCnVFRUOP2+vlHxpzERsWdU/G1M7Bl5fxp3EUkPM5IeViQ9rEh6SNRFWgYPMkEQhOauREujtLSU0NBQ1m5eS3xCfKP7iw8wgFqldmpMjAYju/7aRfLgZBRKhdfqLBrUWr2516o5jIloUMW33KjoKL8Z97q4o4ev8KYent4zkh5Wzqfno7H75VzXo7CgkFUrVnHJ1Zc0aVXt+Y5m92+E/Xg/tfGDyLvuUzav3MxFF13kd/vgbcT2u6SkhJCQEKf7Sj1AXqB7r+6W/0e3ifa7MQGzMY1uE223Tv5CpVLRJ6WP5e8+KX2a5WGS9DAj6WFF0sOKpIcE1J0EXdLMNWk+JAeoiYhvdWqVmrj2ceSczPFpVmZH7Nqxi5yTOcS1j0OtUvs8K7M98vPyWZ+xnrCwMMLCwlifsd6nWbLtIelhRdLDiqSHmdagR2hYKFOumkJYeJhvK9nKETRBAMhqK5u5Js2H5AA5QalwHmir/hj6yNEjfZqV2RF1x9BHjh7p86zM9qg7p2HcpHGMmzTOp1my7SHpYUXSw4qkh5nWoodCoSA4JBiFwntTCM5HBHUgADK95ABJ2CE4NNjhd44mEPoqS7Yj7E0g9GVWZnvYm9DpyyzZ9pD0sCLpYUXSw0xr0qO8vJwNazdI2eCbiElldoDkUg+QhDs0tnrCX0bF2eoJfxl5Z6tZ/GXkJT2sSHpYkfQw09r0qK2p5eiho9TU1PisrucDgtoc6FemrwKTsZlr0zxIDpATigqLGmxzdemor42KK0tHfW3kXVnK62sjL+lhRdLDiqSHGUkPCUeIQ2AAMn11M9ak+ZAcIDdwN26Gr4yKO3EzfGVU3Ilj4isjL+lhRdLDiqSHGb1B0kPCCUoNgszsApyv84AkB8hFPA0a5m2j4knQMG8bFU+CuHnbyEt6WJH0sCLpYWVd+jpJDwnHyGTWidC1zoP+tlYkB8gFmhoxta5Ryd6V7XE9mhIx1VtGpSkRbL1l5L2pR1OMvKSHGUkPKy1CD4O57mUlZa1Sj4CAAHpf0JuAwACP6yZhRnSA5FIPkIQ9vBUuXjQqu3fu9uh4b4SLb6qR90b4/qYaeW/r4amRl/QwI+lhpaXosS59HQCpaamtUo+AwAD6XNCHwMDARkqQaAxB9e9E6PN0JZjkADkhMDDQq7lykvsmk9Q7CcCtniBv5srx1Mh7M3eRp0be27mLPDXykh5mJD2stCQ9ykrM2b2bmiaipepRW1vL6ZzT1NY6TlYt4RrWITDJAZKox4Z1G7yeKLBXci8Adu/c7ZJR8UWiQHeNvC8SN7pr5H2VuNFdIy/pYUbSw0pL0yM1LbXJ5xdpiXoUFRaxZsUaykrLvFL++cz5HgxRcoCckHcmz2eJApN6JzVqVHyZJdlVI+/LrNWuGnlfZ6121chLepiR9LDSEvXwdoLQlqbHhswNmASTV8s/X7HMAZJ6gM4dfvvtNwYPHkxAQADh4eFcdtllNt8fP36cyZMnExgYSExMDA8//DAGg8Ht8wwcMtBniQJ7JfdyalR8aUxEGjPyvjTuIo0ZeV83tiKNGfmWoEdBfoGkx7+0BD2k58OKP/UoKykj/6x/c6i1VqQeoHOMH374genTpzNz5kx27NjBhg0bmDZtmuV7o9HI5MmTqa2t5c8//+Szzz7j008/5ZlnnnH7XOER4d6segMcGRV/GBMRR0beH8ZdxJGR95dxF2nJegCsz1gv6UHL0EN6PppPjwtHXujRC61EQwTV+T0HyHm2zxaGwWDg3nvv5bXXXmPWrFmW7b169bL8f+XKlWRnZ7N69WratGlDSkoKzz33HI8++ihz585FrVY3R9UdIhqMrB1Zlm3+MiYiopHPWJ1B+up0+qT08VtjKyIa+fTV6WSsziA1LZWs7Vl+M+4iLVGP5D7m8waHBpM2Nk3SQ3o+zms9omOi6di5o5QM1QsISg0AMsP5mVZEJgiC0NyVcJW///6bwYMH88knn/B///d/5ObmkpKSwmuvvUZysvnhe+aZZ1i6dCnbt2+3HHfkyBE6d+7M1q1bueCCCxqUW1NTY5NXpqSkhPj4eJb8tqTBeLpGrSFAF4DRYKSszHYSnkwmIzQsFICy0jKMRtv8KrogHQqZgn3b99GmYxvkCmsH3NFDRzl69CgmwUSH+A507dbV5tjQsFBkMhnl5eUY9LZvP4GBgag1ampraqmstPXklSolQUFBCIJASXFJg98eGhqKTC6joryCvLN5/LnuTwBCQkJIG5tGUHAQer2einLbQFliRmaAkuIS6t9GwcHBKJQKqiqqqKm1fbg0Gg0BgQEYDIYGCQ1NRhPbt22ntKSU6qpqhlw4hLDwMJtrqFKpqK6qprraNny7Wq0mUBeIyWiitLS0wW8VyykvK2/wBhmoC0Sttl7DA/sPcGDvAQB6JvXkggEXuHQN6w+TBAQEoNFqqK2tpbKinjZKJUHBQQAUFxU3KFev17MhcwN6g57kLslEdoi0OPDOrqFcLickNASA0pJSTCbb+RJBwUEolUqqKqsa5FOqf38bDAY2rd9kuZ4TL55IRGSE02tYU11DVVWVzXcqlQpdkA7BJFBSYucaNnJ/Hzl0hJ07d1JbXUvXHl0tz0dj1zAkJAS5Qk5lRWWDVUNarRZtgLbR+1u8hsVFxZbnIzommlHjRqGv1Td6Deviio1wdH+rVCo0Wg0Zf2RwNvcsAMOGD7Pc1+I1LC0pJedAjo2N8ZaNEO9v8flQqpX07duXzl07+81GyOVyImIiUGrOqff3Fklw5psEb11M6QX/YZ1xBKNG+ceh9yVlZWV06tSJ4uJiQkNDne8snEN8/fXXAiDEx8cLS5YsETZv3ixcd911QmRkpFBQUCAIgiDcfPPNwvjx422Oq6ioEABh2bJldsudM2eOAEgf6SN9pI/0kT7SpxV8Tpw40ahP0SJc6Mcee4xXXnnF6T579uyxvMk++eSTXHnllQAsWrSI9u3b8/3333Prrbd6dP7HH3+cBx54wPK3yWSisLCQiRMnsnnzZofHDRw4kH/++cet70pLS+nQoQMnTpwgJCTEo/r6C2e/r6Wdw5Ny3DnG1X0b20+6Z1rGOTwt41y4Z86l+wWke8bdfZu6T2u/ZwRBoKysjHbt2jVaTotwgB588EFmzJjhdJ/OnTtz+vRpwHbOj0ajoXPnzhw/fhyA2NhY/v77b5tjz5w5Y/nOHhqNBo1GY7MtLCwMpVLp9GZQKBQOv3f2HZi75lv6jdbYb2hJ5/CkHHeOcXXfxvaT7pmWcQ5PyziX7plz4X4B6Z5xd9+m7nM+3DONDn39S4twgKKjo4mOjm50v/79+6PRaNi3bx+pqeZgX3q9nqNHj5KQkADA0KFDeeGFFzh79iwxMTEArFq1ipCQEBvHyRXuvPNOj79v7NhzAX/8Bm+dw5Ny3DnG1X2le+bcuGc8LUO6Z7yPdM+4t29T95HuGSvn1CRogPvuu48lS5bwySefkJCQwGuvvcYvv/zC3r17CQ8Px2g0kpKSQrt27Xj11VfJzc1l+vTpzJ49mxdffLG5q09paSmhoaGUlJScE562RPMj3TMS7iDdLxLucr7eMy2iB8gdXnvtNZRKJdOnT6eqqorBgwezZs0awsPNMXsUCgW//vort99+O0OHDkWn03HjjTcyb968Zq65GY1Gw5w5cxoMuUlIOEK6ZyTcQbpfJNzlfL1nzrkeIAkJCQkJCQmJpnLORYKWkJCQkJCQkGgqkgMkISEhISEhcd4hOUASEhISEhIS5x2SAyQhISEhISFx3iE5QBISEhISEhLnHZIDJCEhIeEl0tLSSEtLa+5qSEhIuIDkAElItAI+/fRTZDKZ5aNUKomLi2PGjBnk5OQ0d/WajWXLljF37tzmrobHzJgxw0bXup/ff/+9uasnIXFOc84FQpSQkHDMvHnz6NSpE9XV1WzatIlPP/2U9evXs2vXLrRabXNXz+8sW7aMd99995x2gjQaDR999FGD7X379m2G2khItB4kB0hCohUxadIkBgwYAMDs2bOJiorilVdeYenSpVx99dXNXDsJT1AqlVx//fXNXQ0JiVaHNAQmIdGKGT58OACHDh2y2b53716uuuoqIiIi0Gq1DBgwgKVLl9rso9frefbZZ+natStarZbIyEhSU1NZtWqVZZ8ZM2YQFBTE4cOHmTBhAjqdjnbt2jFv3jzqBpnPyMhAJpORkZFhc46jR48ik8n49NNPvV6/GTNm8O677wLYDB2JzJ8/n2HDhhEZGUlAQAD9+/dnyZIlLl/bDz74gMTERAICAhg0aBDr1q2zu19NTQ1z5syhS5cuaDQaOnTowCOPPEJNTY3L53LEunXrmDp1KvHx8Zay77//fqqqqmz2y83NZebMmbRv3x6NRkPbtm259NJLOXr0qM1+y5cvZ/jw4eh0OoKDg5k8eTK7d+9ucj0lJFoiUg+QhEQrRmzgxFx5ALt37+bCCy8kLi6Oxx57DJ1Ox3fffcdll13GDz/8wOWXXw7A3Llzeemll5g9ezaDBg2itLSUzZs3s3XrVsaNG2cpz2g0MnHiRIYMGcKrr77K77//zpw5czAYDB7l4PNW/W699VZOnTrFqlWr+OKLLxqc56233mLKlCn85z//oba2lm+++YapU6fy66+/MnnyZKd1/Pjjj7n11lsZNmwY9913H4cPH2bKlClERETQoUMHy34mk4kpU6awfv16brnlFnr27MnOnTtZsGAB+/fv56effnLpmuTn59v8rVKpCA0N5fvvv6eyspLbb7+dyMhI/v77b95++21OnjzJ999/b9n/yiuvZPfu3dx999107NiRs2fPsmrVKo4fP07Hjh0B+OKLL7jxxhuZMGECr7zyCpWVlfz3v/8lNTWVbdu2WfaTkGg1CBISEuc8ixYtEgBh9erVQl5ennDixAlhyZIlQnR0tKDRaIQTJ05Y9h0zZozQu3dvobq62rLNZDIJw4YNE7p27WrZ1rdvX2Hy5MlOz3vjjTcKgHD33XfblDV58mRBrVYLeXl5giAIQnp6ugAI6enpNscfOXJEAIRFixb5pH533nmn4MjMVVZW2vxdW1srJCcnC6NHj3ZaZm1trRATEyOkpKQINTU1lu0ffPCBAAgjR460bPviiy8EuVwurFu3zqaMhQsXCoCwYcMGp+cSr2/9j3iO+r9BEAThpZdeEmQymXDs2DFBEAShqKhIAITXXnvN4XnKysqEsLAw4eabb7bZnpubK4SGhjbYLiHRGpCGwCQkWhFjx44lOjqaDh06cNVVV6HT6Vi6dCnt27cHoLCwkDVr1nD11VdTVlZGfn4++fn5FBQUMGHCBA4cOGBZNRYWFsbu3bs5cOBAo+e96667LP+XyWTcdddd1NbWsnr1arfq76v62SMgIMDy/6KiIkpKShg+fDhbt251etzmzZs5e/Yst912G2q12rJ9xowZhIaG2uz7/fff07NnT3r06GH5Lfn5+YwePRqA9PT0Ruup1WpZtWqVzef1119v8BsqKirIz89n2LBhCILAtm3bLPuo1WoyMjIoKiqye45Vq1ZRXFzMddddZ1NPhULB4MGDXaqnhMS5hjQEJiHRinj33Xfp1q0bJSUlfPLJJ2RmZqLRaCzfHzx4EEEQePrpp3n66aftlnH27Fni4uKYN28el156Kd26dSM5OZmJEycyffp0+vTpY7O/XC6nc+fONtu6desG0GCOSWP4on6O+PXXX3n++efZvn27zXycuvOE7HHs2DEAunbtarNdpVI1uA4HDhxgz549REdHO/wtjaFQKBg7dqzd744fP84zzzzD0qVLGzg3JSUlgHkV2SuvvMKDDz5ImzZtGDJkCBdffDE33HADsbGxlnoCFsesPiEhIY3WU0LiXENygCQkWhGDBg2yrAK77LLLSE1NZdq0aezbt4+goCBMJhMADz30EBMmTLBbRpcuXQAYMWIEhw4d4ueff2blypV89NFHLFiwgIULFzJ79my36uXIqTAajTZ/+6t+69atY8qUKYwYMYL33nuPtm3bolKpWLRoEYsXL3brtznDZDLRu3dv3njjDbvf150v9P/t3XlcVOX+wPHPbAw7qICgoijiDribO5oLUZapN2+LirdNy9Q0t+41t0qtW5mlVmZp60+TsrJyTTRxwwXQXMMNFXFB2Zdh5vz+IOY6gjij4LB836/XeeGcec55vufMA/P1eZ5zjq2MRiN9+/YlNTWVKVOm0KxZM1xcXDh//jyRkZHmcwkwfvx4BgwYwJo1a1i/fj3Tp09n7ty5/P7777Rp08Zc9ssvvzQnRTfSauWrQlRBdh6CE0KUgaI5QLGxsRbri+bezJ07V1EURUlJSVEAZdq0aTbXkZGRobRp00apW7eueV3RHJVjx45ZlP3tt98UQPn2228VRVGU+Ph4BVB++OEHi3KbN2+2mANU1vGNGTOmxDlA48aNU5ycnCzmGSmKojzxxBO3nDNUZMeOHQqgfPTRRxbr8/PzFU9PT4s5QBEREUrdunUVk8lk8/EoSuH5dXFxKfG9AwcOKICyYsUKi/UbNmwoNq/qZsePH1ecnZ2VJ598UlEURVm1apUCKOvXr7+jOIWojGQOkBBVWFhYGB07dmTBggXk5ubi4+NDWFgYH3/8McnJycXKX7582fzvq1evWrzn6upK48aNS7x8+8MPPzT/W1EUPvzwQ3Q6Hffffz8ADRo0QKPRsG3bNovtFi9ebPG6rONzcXEB4Pr16xZlNRoNKpXKogfq9OnTVl2V1b59e7y9vfnoo4/Iz883r1++fHmxeh577DHOnz/P0qVLi+0nJyeHrKys29Z3KxqNBsDidgOKovD+++9blMvOziY3N9diXWBgIG5ubuZz1b9/f9zd3XnzzTcxGAzF6rrxvAtRVUi/phBV3KRJk/jHP/7B8uXLGTVqFIsWLaJbt24EBwfz7LPP0qhRI1JSUti5cyfnzp0jPj4egBYtWhAWFka7du2oWbMme/fuZfXq1RYTnqFwku66desYMWIEnTp14rfffuOXX37h1VdfNc998fDw4B//+AcffPABKpWKwMBA1q5dW+IcmLKMr127dgCMHTuW/v37o9Fo+Oc//8mDDz7Iu+++S3h4OE888QSXLl1i0aJFNG7cmISEhFLPp06n4/XXX+f555+nd+/eDB06lFOnTvH5558XmwM0bNgwVq1axahRo9iyZQtdu3bFaDRy9OhRVq1axfr1681DlrZq1qwZgYGBvPLKK5w/fx53d3eioqKKzQU6fvw4999/P4899hgtWrRAq9Xyww8/kJKSwj//+U+gcI7PkiVLGDZsGG3btuWf//wn3t7enD17ll9++YWuXbtaJLlCVAl27oESQpSBWw2BKYqiGI1GJTAwUAkMDFQKCgoURVGUxMREZfjw4Yqvr6+i0+mUunXrKg899JCyevVq83avv/660rFjR8XT01NxcnJSmjVrprzxxhtKfn6+uUzREE1iYqLSr18/xdnZWaldu7YyY8YMxWg0WsRx+fJlZfDgwYqzs7NSo0YN5fnnn1cOHTpU4nBNWcVXUFCgvPTSS4q3t7eiUqkshreWLVumBAUFKXq9XmnWrJny+eefKzNmzLjtEFiRxYsXKw0bNlT0er3Svn17Zdu2bUrPnj0thsAUpXBobP78+UrLli0VvV6v1KhRQ2nXrp0ya9YsJS0trdQ6ShsCUxRFOXz4sNKnTx/F1dVV8fLyUp599lnzcGPROb1y5Yry4osvKs2aNVNcXFwUDw8PpVOnTsqqVauK7W/Lli1K//79FQ8PD8XR0VEJDAxUIiMjlb1791p1ToSoTFSKckP/qRBC2CAyMpLVq1eTmZlp71CEEMImMgdICCGEENWOJEBCCCGEqHYkARJCCCFEtSNzgIQQQghR7UgPkBBCCCGqHbkPUAlMJhMXLlzAzc3tts8FEkIIIUTFoCgKGRkZ1KlTB7W69D4eSYBKcOHChbt6Ro8QQggh7CcpKYl69eqVWkYSoBK4ubkBhSewrJ+CbDAY2LBhA/369UOn05XpvkXVJG1G2ELai7BVVWoz6enp+Pv7m7/HSyMJUAmKhr3c3d3LJQFydnbG3d290jc0cW9ImxG2kPYibFUV24w101eq9CToRYsWERAQgKOjI506dWLPnj32DkkIIYQQFUCVTYBWrlzJhAkTmDFjBvv37yc0NJT+/fuX+PBFIYQQQlQvVXYI7N133+XZZ59l5MiRAHz00Uf88ssvfPbZZ0ydOtWibF5eHnl5eebX6enpAJi+fRyTU0ndgaV1rd3ivb+749SKifuuXEH97XJMqtvkn6V24ZVeT5lto1IXbqdS/e+nxb9vfv/G14XbK7crr8LK/VlZ/x3sTyl1fze8p9KAWlP4U6WyfK1Wl1BGjaJS31BG83eZG9aVuK3a/NNQYALFhMFgKOWzFaJQUTuR9iKsVZXajC3HUCUToPz8fPbt28e0adPM69RqNX369GHnzp3Fys+dO5dZs2YVW68+/QdqfdlfBl8bIL3MdyuqKB3wCEAcmFD/nbCpUVQaTKqin9rCn9z0WqWx4qf2f69Rk5hZuK2i0qCotfD3v/+XxGkL16u1KGodqLWg1oFGh0qjRaXWodLoUKl1mNRaTGodJpXuNsm5KGsbN260dwiikqkKbSY7O9vqslUyAbpy5QpGo5HatWtbrK9duzZHjx4tVn7atGlMmDDB/LpoFnnBA+9Q4OpsfcW3vKn2/9YbjUb+PHSIlq1aodForNrmTuopq21UKKCY/i6m/L0f098//36tmG54r2hdae+X7f5UStH2lMn+KHF/fy8mo+VPxYjqhn//b31RmZvWmV8bwfT367/Lqkr7LP6mpujcGUEpn/+tNS6XvUI+WgzoyFc5UKDSUaBywKjSUaDWFyZJGgdMGsfCReeMonVC0TmDzgm1gwsqB2c0ehc0Ds5oHZ3ROrqic3TB0dkNR2cXVA4u8Hd51FXyT5tVDAYDGzdupG/fvlVmQqsoX1WpzRSN4Fij+v6VuIFer0ev1xdbr209FG0ZXwWmGAwkJf9KcJsItJW8oYkypiglJE1GDPl5bNqwnj7390KnUf8vuTIV/P3TAEbDTf82gLHghtcFhcvN75nXFf4sKMhn14mUG8oUoDIZUBX9VApQmwrQKPloFQM6808DDhQu+r9/OqosEzQHCnCgABclp9S8uyzkoyNH7Uye2oV8jQsGrSsFOldMDoWLSu+OytENjaM7OhdPHF09cHKtgbObJ1onD9C7gaN7YTJVSel0ukr/ZSburarQZmyJv0omQF5eXmg0GlJSUizWp6Sk4Ovra6eohLgNlQo0Wor9WmoM5OvcwbU2lPMfJy3Qrf+db28yKeQbTeQbTWQajOTn52HIy6EgP5eCvBwM+bkU5GVjyM/7+3Xhe8b8XIz5OSgFOZCfA4Yc1AXZqAw5aIyFi9aYi85UuOhNuTgoeTiSiyN5OJOHE/moVYWZlQMGHExpYEqDAiCv9LhvJR8HsjVu5Gg9MDh4UODggcmxBjjVQONaE72bF84eXrh4eKNzrQlONcC5Jji43PlJFELcE1UyAXJwcKBdu3Zs3ryZgQMHAoWPt9i8eTNjxoyxb3BCVGFqtQpHtQZHnQYcdYAj4FFu9SmKQq7BREaegUu5BWRnZ5GTlUFuVjr5OekYstMw5qRhyklHyctElZeOKj8TjSETrSETB2MmDgVZ6E3ZOCvZuKpycKVw0agUHMjHwXgVT+NVm5KoPJUjWboa5DrUosDJC5OzNxo3H/SetXGtWQenGr6oXH3AxbswaZL5UULcc1UyAQKYMGECI0aMoH379nTs2JEFCxaQlZVlvipMCFH5qVQqnBw0ODlowA3Alb8vM7CZwWgiPcfA1RwDJ7Pzyci4Rm7aVfIzr1KQcRVjdirkXEedew1tfhoO+WnoC9JwNmbgSQaeqiw8yESvKkCv5KLPT4b8ZMgsvd4CtGQ6eJHr5IvR1Q+1Rx30Nf1x9amPQw1/cK8Drr5/9w4KIcpKlf2NGjp0KJcvX+a1117j4sWLtG7dmnXr1hWbGC2EEAA6jZparnpquRbNB6wJBN52O5NJIS3HwNWsPE5l5HE97Ro51y6Sl3YRU8YlyLyMJvcK+tyrOBuu4m5Kw4s0vFVpuKuy0VKAZ/5FyL8IaXFwvoQ6UJOlq0mesy9Gj/o41ArAxbcxDl6NoEYD8PAHTeWeuyHEvVZlEyCAMWPGyJCXEKJcqdUqarg4UMPFgcY+boAXEHTL8jn5Ri5l5HI0PY9L19LJuHqevNRzGNMuoMlMxin7Iq75l/DhKn6qVGpzDZ3KiJvhCm5pVyDtEJy13KcJNZn62uS51UdVowEN002ojhSAbwuo2Qi0xS/yEKK6q9IJkBBCVDRODhoa1HKhQS0XaFgTCChWRlEKe5XOXcvhUGoWV1POkXkliYLUJLQZSbhln8PXdBF/1WX8VZdwVBlwz0uGvGS4shsvgO9XA4XJUbpTXQyejdH7NcO1bgvU3k3BK6hwwrYQ1ZQkQEIIUcGoVCo8nR3wdHagVV0PCK4DdLQoU5ggZRN9NZOUC0lkXfwLY+ppdBln8TZcIFB1gUaqC7ircvDMSYKcJEjeAvv/t48svTf5tVqgrxeKc/3WUDsYagUW3vRSiCpOEiAhhKiEPJx0eDh50LKOBwTXBe4DCm9qF/XTr5jadWXLtVxSks+Sl3wUrhzHPfMUDTlPI3Uy9VRXcMm7jMuFrXBhK/z9rGiDWk+2RxN0dUNxCuiAql578GkuSZGociQBEkKIKsZJC8F1PWgb4AVt6gFdgMIr3U5fySIuJYMfzl8kK+kgDlf+pHbOXzRXnaGZKglnUx4e1w7CtYNw6CsA8tVOZNUKxqlhJxwDOkK99oVXpwlRiUkCJIQQ1YROoyaothtBtd0gpA7QFiicmH3kYjpR51K5cPIIBRcSqJlxhBASCVGfxM2Ug8PlPXB5j7mnKMupDkqDbrg06YGqYXfwbCD3MxKViiRAQghRzTk5aGhbvwZt69eALoHAQ+TkGzmcnM4P51JJSUyA83upm/UnbdSJNFEl4ZJzAY6uKlyATEc/lAZdcW3aE1Xg/eBR174HJcRtSAIkhBCiGCcHDe0a1KBdgxrQNRB4lKuZeew7c41fTp4n668d+KTG0kF1hFBVIq65yXBsdeECpLsHoW3aD+cW4eB/H2gd7HtAQtxEEiAhhBBWqeWqp19LX/q19AXakWswknAujWV/nePK0T+oeSmW+1QHCVUl4p5+AmJPQOwi8jQu5NTrhnvoANTNHpTL70WFIAmQEEKIO+Ko09CxYU06NqwJfUPIzi8g9vQ1Fh5JJP/4Jhqn76SnOgEvYzr6M+vhzHqMP43jWu3OuLUdhL7lw+Dqbe/DENWUJEBCCCHKhLODlp5NvOnZxBu4jyuZeWw7lsKJuBhczv5Ob2U3LdRn8ErZDr9tx/TbK1z16oB7h8fRhw4Cx/J7cK4QN5MESAghRLnwctUzqF19aFef/IKh7D51lYUH9uFw/Ge65McQoj6F95Xd8Ntu8tdN5kq9vnh1HYFDkz5y3yFR7iQBEkIIUe4ctGq6B3nTPSgcRenPkeQMPondi3Loe3rn/U6Q+jx1kn6B//uFNG0tMpsPpc79o1F51rd36KKKkgRICCHEPaVSqWhRx50Wj/RGebgXh86l8fnO33E79h29C7ZRs+AqHgcXYzz4EWdqdcejxwvUCu4HarW9QxdViCRAQggh7EalUhHs70mw/yAU5VH2n0zhl+hVBJ1dyX2qQzS6uhV+2Eryz3W51upfNAkfhdbR1d5hiypAEiAhhBAVgkqlol2gL+0Cx5Kd/wLrd8Sg7PmUrlkb8Ss4j1/cHK7Fvc/xgCdo8tAEanjVtnfIohKT/kQhhBAVjrODlv5hPQmf/CXXRiWwIeAVzuFDDdLpdPojHD4IZuvCZzly/Li9QxWVlCRAQgghKrT6fj70i5yO17RD7Gr7Nic1DXFR5dEzdRUNv+7Cz28/TUzCMRRFsXeoohKRBEgIIUSl4KjXc9/Dz9Hw3/v5q98KTjq1wlFlYEDWakKievLN/NH8EnuUAqPJ3qGKSkASICGEEJWKSq2mcZeBNJq8nSuPfEWyUxPcVDk8mfstndfez/vzpvD1jkTyCyQRErcmCZAQQojKSaXCq80A/CbtJuuRZaQ6BVBTlclEwye0W/cIk+a/z//tOYtBeoRECSQBEkIIUbmp1bi0GULNV/aR3+8tcnUeNFMn8b5hJrV+HsGTb/8f3+1NkqExYUESICGEEFWDRotDl+dxfDmOgg7PY1Jp6avZz4qccST+8Dr939nMj3HnMZlksrSQBEgIIURV41wT7YNvoX5hJ8YG3XFS5TNV9398mDmBz1eu5pFFMexIvGLvKIWdSQIkhBCiavJugibyZxi4BMWpJs3VZ/neYQaDU97n6aVb+dfyWI6nZNg7SmEnkgAJIYSoulQqaP0EqjF7IfRx1CqFSO0GftO/yvVj2wlfsI0pqxNISc+1d6TiHpMESAghRNXnUgse/QiG/QDudQlQXWS1fjYTNf/HD3tPEvZ2NAs3nyDXYLR3pOIekQRICCFE9RHYG0bvgJB/osbEi9qf2OA6k/oFp3h343H6vLuVdYeS5a7S1YAkQEIIIaoXJ08Y9DE89iU41yKg4BS/Or3GC67RnLuWzaiv9vPkp7s5ejHd3pGKclQlE6CjR49Sq1YtAgMDad26Na6urnTr1s3eYQkhhKhIWjwML+yCoP5oTPlMLviEDXWWUUubw47Eq0S8/wev/XiI69n59o5UlIMqmQA1a9aMTp06sWbNGuLi4qhbty7r16+3d1hCCCEqGlcfeGIl9HsD1DqapP7O7pozGd34GiYFvth5hrD/RvPlztNyI8UqpkomQADHjh2jadOmZGdnYzQacXFxsXdIQgghKiKVCrqMgX+tB88GaNOTmHJhHNFdEmjq48r1bAPTf/yThz7Yzq6TV+0drSgjVTIBysjIQK/X4+DgwJ9//knz5s3tHZIQQoiKrl47GPUHtBgIpgIC9s/jtzqf8kZEAB5OOo5ezOCfn+xizDf7uXA9x97RiruktXcA5eHw4cO0aNECgCNHjtCkSZNSy+fl5ZGXl2d+nZ5eOPHNYDBgMBjKNLai/ZX1fkXVJW1G2ELay13SOMPApajrd0G94d+oj/7EE5eP0H/Yp7xzQMX/7T3H2oRkNh1JYVSPRjzTtQF6ncbeUd+VqtRmbDkGlVIFr/X77LPPOHPmDLNmzSIqKoqZM2cSHR1NrVq1Siw/c+ZMZs2aVWz9N998g7Ozc3mHK4QQogKqkfUXHU59gJPhGgVqR/Y3eJZYXQeiTmk4maECoJZeYWCAieAaCiqVnQMWZGdn88QTT5CWloa7u3upZatkAmSrknqA/P39uXLlym1PoK0MBgMbN26kb9++6HS6Mt23qJqkzQhbSHspY5mX0Kx5FvWZGACMnV/C2PNV1v55hfnrj5OSXvjd0TWwFv+JaEpjH1d7RntHqlKbSU9Px8vLy6oEqFINgU2dOpX58+eXWubIkSM0a9bMpv3q9Xr0en2x9TqdrtwaQ3nuW1RN0maELaS9lJEadWH4T7BpBuz8EM3OD9BcjGfQkM8JDw5j8ZZEPtl2kpjEqwxYtJMRXQIY1ycId8fKd+6rQpuxJf5KlQBNnDiRyMjIUss0atQI1W36IaXTSwghhNU0Wuj/BtRrD2tehFPb4OOeOA/9klf6t+Uf7evx+i9H2Hg4hWXbT/Fj3Hkm92/GkHb1UKtlXKyiqlQJkLe3N97e3rctd/bsWYYNG8alS5fQarVMnz6df/zjH/cgQiGEEFVWy0fBuzmsfBKu/gWfhcND79KgzVMsHd6ebccvM+vnP0m8nMXkqAS+2n2GmQ+3pG39GvaOXJTAqgRo4cKFNu945MiRuLm52bxdWdBqtSxYsIDWrVtz8eJF2rVrR0REhNwLSAghxN3xaQbP/g4/jIJjv8KPL8L5/RA+jx5NvFk3vgcrdpzm/U0nSDiXxqDFOxjcth5Twpvi4+5o7+jFDaxKgMaPH0+9evXQaKy71C8pKYmHHnrIbgmQn58ffn5+APj6+uLl5UVqaqokQEIIIe6eowcM/Rr+eAe2vAF7l8HFg/DYF+jc/XimeyMeaV2Xt9cfZdXec0TtP8f6Py8yqmcj/tWtIc4OlWrwpcqy+lPYu3cvPj4+VpW1V+JTkn379mE0GvH397d3KEIIIaoKtRp6TgK/UPj+GTi3Bz7pCf9YAQ064+2m560hoTzZqQEzfvqTuKTr/HfDcb7YeYbxfZrwWPt6aDVV8l7ElYZVZ3/GjBm4ulp/ad+rr75KzZo17ziospKamsrw4cP55JNP7B2KEEKIqqhJP3h2C/i0hMwUWPEQ7P4E/r7YJtTfk+9Hd2Hh422oX9OZSxl5vPrDQfq9t411h5Llohw7sjoBsuWGgNOmTcPT0/NOYyoTeXl5DBw4kKlTp9KlSxe7xiKEEKIKqxUIz2yEVoPBVAC/TYI1o8FQ+LgMtVrFw6F12DShJzMHtKCmiwMnr2Qx6qv9PLp4BzsT5fli9lAl+98URSEyMpLevXszbNgwe4cjhBCiqnNwgcHLCp8qr9JA/LewrB9cO/O/Ilo1kV0bsnVSGGPvD8LZQUNc0nUeX7qLf36yUxKhe8yqOUBt2rS57b11iuzfv/+uAioLMTExrFy5kpCQENasWQPAl19+SXBwsH0DE0IIUXUVPVXeLwS+GwkXE+CTMBjyGQT2Mhdzc9QxoW8TnrqvPh9s/ov/iz3LrpOp7Dq5i04NazKuTxCdG9Wy+ntX3BmrEqCBAwea/52bm8vixYtp0aIFnTt3BmDXrl38+eefvPDCC+USpK26deuGyWSydxhCCCGqo4Y94PmtsPIpuHAAvhoE98+AruO48YFhPm6OzBnYitFhgSyJTmRlbBK7T6XyxNLddAyoyUv3N6ZbYy9JhMqJVQnQjBkzzP9+5plnGDt2LHPmzClWJikpqWyjE0IIISojj3owch38OhEOfFX4KI0L++GRRaC3vFK6jqcTcwa24oVehYnQ/+1JYs/pVIYt20MLP3ee69GIB0P80MlVY2XK5rP53XffMXz48GLrn3rqKaKiosokKCGEEKLS0znCwx/CQ++BWgeHf4RP+8CVv0os7ufhxOxHWrF1chiRXQJw0mk4nJzO+JVx9HxrC5/+cZKMXMM9Poiqy+YEyMnJiZiYmGLrY2JicHSUu1wKIYQQZioVtP8XjPwV3Pzg8tHCeUGHbt1h4OfhxMyHW7Jjam9e6dcEL1c9F9Jyef2XI3SZ9zuzfz5M4uXMe3cMVZTNt6McP348o0ePZv/+/XTs2BGA3bt389lnnzF9+vQyD1AIIYSo9Pw7wnNb4btIOLsDVv8LTkZD+HxwKPk2MzVcHBjTO4hnujdizYHzLP3jJImXs/gs5hSfxZyia+NaPNWpAX1a1JbhsTtgcwI0depUGjVqxPvvv89XX30FQPPmzfn888957LHHyjxAIYQQokpwqw0jfoat82Hb27D/Czi7G/7xOdRuecvNHHUa/tmxPo+192frict8vesMvx+9RMxfV4n56yo+bnr+2bE+Q9rWo34t6+/ZV93d0QNJHnvsMUl2hBBCCFtptND739CwO0Q9C1eOwSe9IPxNaP+0xVViN1OrVfRq6kOvpj6cu5bNt3vOsjI2iUsZeSzcfIKFm0/QMaAmg9vVJSLYDzdH3T08sMpH+syEEEKIe61hDxgdA0H9wJgHv0yEVcMgy7qbIdar4cyk/s3YMfV+Fj7ehu5BXqhUsOd0KlOiDtLhjU2M+78DRB+7hMEot4Upic09QEajkffee49Vq1Zx9uxZ8vPzLd5PTU0ts+CEEEKIKsvFC55YBbsWw8YZcOTnwiGxhz+ApuFW7cJBq+bh0Do8HFqH5LQcfjhwnqh950i8nMWPcRf4Me4Cns46+rWoTUSwH10CvXDQSt8H3EEP0KxZs3j33XcZOnQoaWlpTJgwgUGDBqFWq5k5c2Y5hCiEEEJUUSoVdH4RntkE3s0g6xJ8OxR+HAO56Tbtys/DiRfCGrNpQk9+fLErwzs3wMvVgevZBlbtPUfk57F0eGMTr3wXz+YjKeTkG8vpoCoHm3uAvv76a5YuXcqDDz7IzJkzefzxxwkMDCQkJIRdu3YxduzY8ohTCCGEqLrqtC68Suz3ObBzERz4Ek5uhUeXQEA3m3alUqkI9fck1N+TGQNasudUKr8eTOa3Qxe5kpnH6n3nWL3vHHqtms6BtegZVAslt3wOqyKzOQG6ePGi+Zlarq6upKWlAfDQQw/JZfBCCCHEndI5Qv83oGlE4dPkr5+B5Q/BfaOh938KH7hqI41aRefAWnQOrMXMh1sSezqV3w4ms+nIJc5fzyH62GWij10GtHx7PobezWvTvbE37RrUwMlBU/bHWIHYnADVq1eP5ORk6tevT2BgIBs2bKBt27bExsai1+vLI0YhhBCi+gjoWjhBev2/Yf+KwjlCR3+BAe9bPFTVVhq1ivsa1eK+RrWY+bDC8ZRMfj96ic1HLrL/zDVOXMrixKWTfLz1JA4aNW0beNIl0IsugbUI9fescvcasjkBevTRR9m8eTOdOnXipZde4qmnnmLZsmWcPXuWl19+uTxiFEIIIaoXvRs8vBCaD4Cfxxf2Bn05EFo/Bf3mgHPNu9q9SqWiqa8bTX3deKZrfVb/9CuOAW34IzGVHX9d5WJ67t9PqE/l3Y3g7KChQ0BN2jeoQbsGNQj198RFf0d30qkwbI5+3rx55n8PHTqUBg0asGPHDoKCghgwYECZBieEEEJUa0F94cVdsHk27FkKcV/BiQ0Q8Ra0GFjqfYNs4ayFiBA/Hm1XH0VROH01m5i/rrAz8So7T14lNSufrccvs/X4ZQDUKmju5067vxOitvVrUK+GU6V6cr1NCZDBYOD5559n+vTpNGzYEID77ruP++67r1yCE0IIIao9vRtEvA2thsBPLxXePPG7SGj6YOF6j7plWp1KpaKhlwsNvVx46r4GmEwKx1Iy2HXyKvvPXmf/mWucv57DnxfS+fNCOl/sPANADWcdrep6FC51PGhV1536NZ0rbFJkUwKk0+mIioqSyc5CCCHEvVa/E4z6A7b9F7a/C8d+gVNbIWwadBpVeJfpcqBWq2ju505zP3dGdi1cdzEtl/1nr7HvTOHy54U0rmUb+OPEFf44ccW8rZujlpZ13GlVx4Nmfu4083WjsY8rjjr7T7C2+WwNHDiQNWvWyHwfIYQQ4l7T6gsfpdFyYOHcoHN7YMO/If5bePAdqH9vRmR8PRyJCPYjItgPgLwCI8cvZnLwfBqHLqTx5/k0jlzMICO3wDyXqIhaBQFeLtzXqBZvPhp8T+Itic0JUFBQELNnzyYmJoZ27drh4mJ5WZ7cB0gIIYQoZ7Vbwr/WF84J2vgapByCz/pDm2HQZxa41Lqn4ei1GoLreRBcz8O8zmA08delwqTo8IV0jl5M59jFDK5lGzh5OYs6Hk73NMab2ZwALVu2DE9PT/bt28e+ffss3lOpVJIACSGEEPeCWg1thxfOBdr0Ghz4qvAGikd/gb6zCq8YU9vv0nWdRm0eOiuiKAqXM/I4ejHD7pfV25wAnTp1qjziEEIIIcSdcKkFjywq7P1ZOwEu/Vk4WfrAV/Dgu+Dbyt4RmqlUKnzcHfFxd7R3KPI0eCGEEKJKqH8fPL8V+r0BDq6QtBs+7lF4Q8W8THtHV+FYlQBNmDCBrKwsq3c6bdo0eSq8EEIIca9pdNBlDLy4B1o8AooRdn4IizrCkbX2jq5CsSoBev/998nOzrZ6p4sWLeL69et3GpMQQggh7oZHXXjsC3hyNXg2gPTzsPJJ+PZxuJ5k7+gqBKvmACmKQpMmTay+mZEtvUVCCCGEKCdBfeGFXbDtbdixEI79WviU+V7ToNPocrt3UGVg1ZF//vnnNu+4du3aNm8jhBBCiDLm4Ax9ZkDIY7D2ZTi7Ezb8B+JXwoAFUDvU3hHahVUJ0IgRI8o7jjLRvHlzjh49WuJ7H3zwAWPGjLnHEQkhhBAVhE9ziPz1hnsHHYRP+6BuG4nW2Mne0d1zVarvKyoqipYtW7J582ZatGhBXl4ejRo1YuXKlaU+qDUvL4+8vDzz6/T0dKDw2WcGg6FMYyzaX1nvV1Rd0maELaS9iNsKfhwa9UWzeQbqgyvR7P+cXrofMXTvCp5+9o7urtjS7lWKoijlGMs9tWXLFvr160dmZiZ6vZ59+/bRvn17Ll68WOqQ3MyZM5k1a1ax9d988w3Ozs7lGbIQQghhN14Zh+n61zwAdgRO5rJ7xbln0J3Izs7miSeeIC0tDXd391LLVvgeoKlTpzJ//vxSyxw5coRmzZpx8OBBmjRpgl6vByA+Ph4fH5/bzkeaNm0aEyZMML9OT0/H39+ffv363fYE2spgMLBx40b69u2LTqcr032LqknajLCFtBdhmwhMS39GfelP2rZriyaoj70DuitFIzjWqPAJ0MSJE4mMjCy1TKNGjQBISEggOPh/D1aLj4+3eH0rer3enDTdSKfTldsfkPLct6iapM0IW0h7EdZSKLzCW6vRoK3kbcaWNn/HCdBff/1FYmIiPXr0wMnJCUVRrL5M3hbe3t54e3tbVTYhIYGBAweaX8fHx9O2bdsyj0kIIYSoMsrhu7sysPlRGFevXqVPnz40adKEiIgIkpOTAXj66aeZOHFimQdoLZPJxJ9//klISIh5XWJiIgEBAXaLSQghhBAVk80J0Msvv4xWq+Xs2bMWE4SHDh3KunXryjQ4WyQmJpKdnW2RAAUHBzNjxgxiYmLsFpcQQghRKVSda6KsYvMQ2IYNG1i/fj316tWzWB8UFMSZM2fKLDBbBQUFcfMFbb/++qudohFCCCFERWZzD1BWVlaJl4anpqaWOJFYCCGEEJVB9eoBsjkB6t69O1988YX5tUqlwmQy8dZbb9GrV68yDU4IIYQQ5ayaToK2eQjsrbfe4v7772fv3r3k5+czefJk/vzzT1JTU2WujRBCCFFZVbM5QDb3ALVq1Yrjx4/TrVs3HnnkEbKyshg0aBAHDhwgMDCwPGIUQgghhChTd3QfIA8PD/7973+XdSxCCCGEuMcUVFTHQTCbe4DWrVvH9u3bza8XLVpE69ateeKJJ7h27VqZBieEEEKIe0WGwEo1adIk87M2Dh48yIQJE4iIiODUqVMWz9MSQgghhKiobB4CO3XqFC1atAAgKiqKAQMG8Oabb7J//34iIiLKPEAhhBBClKOiq8BkEnTpHBwcyM7OBmDTpk3069cPgJo1a9r0FFYhhBBCCHuxuQeoW7duTJgwga5du7Jnzx5WrlwJwPHjx4vdHVoIIYQQFV11nAJ9Bz1AH374IVqtltWrV7NkyRLq1q0LwG+//UZ4eHiZByiEEEKIe6F6DYHZ3ANUv3591q5dW2z9e++9VyYBCSGEEEKUtzu6D1CR3Nxc8vPzLda5u7vfVUBCCCGEuIdkErR1srKyGDNmDD4+Pri4uFCjRg2LRQghhBCiorM5AZo8eTK///47S5YsQa/X8+mnnzJr1izq1Klj8ZBUIYQQQlQG1XMStM1DYD///DNffPEFYWFhjBw5ku7du9O4cWMaNGjA119/zZNPPlkecQohhBCiXMkQWKlSU1Np1KgRUDjfJzU1FSi8PH7btm1lG50QQgghRDmwOQFq1KgRp06dAqBZs2asWrUKKOwZ8vT0LNPghBBCCFHOZBK0dUaOHEl8fDwAU6dOZdGiRTg6OvLyyy8zadKkMg9QCCGEEKKsWT0H6OTJkzRs2JCXX37ZvK5Pnz4cPXqUffv20bhxY0JCQsolSCGEEEKIsmR1AhQUFERycjI+Pj4ADB06lIULF9KgQQMaNGhQbgFWZEajEYPBYNM2BoMBrVZLbm4uRqOxnCITVYm0GdvodDo0Go29wxCiEpGrwEql3DQ2+OuvvzJ37twyD6gyUBSFixcvcv369Tva1tfXl6SkJFSq6tnohG2kzdjO09MTX19fOV9CiFu6qztBV1dFyY+Pjw/Ozs42/ZE1mUxkZmbi6uqKWm3zFCxRDUmbsZ6iKGRnZ3Pp0iUA/Pz87ByREJVANZ0EbXUCpFKpin3RV8f/XRmNRnPyU6tWLZu3N5lM5Ofn4+joKF9mwirSZmzj5OQEwKVLl/Dx8ZHhMCFEiWwaAouMjESv1wOFzwEbNWoULi4uFuW+//77so2wgima8+Ps7GznSIQQt1L0+2kwGCQBEsJq0gNUohEjRli8fuqpp8o8mMqkOvZ+CVFZyO+nELaonr8vVidAn3/+eXnGIYQQQghxz1SqCQXXr1+nffv2tG7dmlatWrF06VJ7hySqIJVKxZo1a+wdBtHR0ahUqju62rCiioyMZODAgfYOQwhxI3OPafUaAqtUCZCbmxvbtm0jLi6O3bt38+abb3L16lV7h1VpREZGmiezq1QqatWqRXh4OAkJCVbvY/ny5SU+8iQgIIAFCxaUXbD3wMyZM2ndurW9wygT0dHRPPLII/j5+eHi4kLr1q35+uuv7R2WEEJUWJUqAdJoNObJjXl5eSiKUuz+RKJ04eHhJCcnk5yczObNm9FqtTz00EP2DsssPz+/3OtQFIWCgoJyr8daZXHMO3bsICQkhKioKBISEhg5ciTDhw9n7dq1ZRChEKJaqGbfp5UqAYLCYbDQ0FDq1avHpEmT8PLysndIlYper8fX1xdfX19at27N1KlTSUpK4vLlyyUOucTFxaFSqTh9+jTR0dGMHDmStLQ0cy/SzJkzCQsL48yZM7z88svFbpewfft2unfvjpOTE/7+/owdO5asrCzz+wEBAcyZM4fhw4fj7u7Oc889x5AhQxgzZoy5zPjx41GpVBw9ehQoTBhcXFzYtGkTUJgMjx07Fh8fHxwdHenWrRuxsbHm7YuO67fffqNdu3bo9Xq++uorZs2aRXx8vDnm5cuXm7e5cuUKjz76KM7OzgQFBfHTTz9ZfY63bt1Kx44d0ev1+Pn5MXXqVIuEKywsjDFjxjB+/Hi8vLzo378/UHhz0SZNmuDk5ESvXr04ffq01XW++uqrzJkzhy5duhAYGMi4ceMIDw+3+qrM2NhY+vbti5eXFx4eHvTs2ZP9+/dblFGpVHz66ae3PC9Go5Gnn36ahg0b4uTkRNOmTXn//fdLrfd2nx3ATz/9RFBQEI6OjvTq1YsVK1ZUuaFBIcS9V+ESoKL5PTcvFy5cAArv8BofH8+pU6f45ptvSElJsXPEf998Lb/A6iUn32hT+dKWu+kBy8zM5KuvvqJx48ZW3dOoS5cuLFiwAHd3d3Mv0iuvvML3339PvXr1mD17tnk9QGJiIuHh4QwePJiEhARWrlzJ9u3bLZIbgP/+97+EhoZy4MABpk+fTs+ePYmOjja/v3XrVry8vMzrYmNjMRgMdOnSBYDJkycTFRXFihUr2L9/P40bN6Z///6kpqZa1DN16lTmzZvHkSNH6Nu3LxMnTqRly5bmmIcOHWouO2vWLB577DESEhKIiIjgySefLLa/kpw/f56IiAg6dOhAfHw8S5YsYdmyZbz++usW5VasWIGDgwMxMTF89NFHJCUlMWjQIAYMGEBcXBzPPPMMU6dOvW19pUlLS6NmzZpWlc3IyGDEiBFs376dXbt2ERQUREREBBkZGRblSjsvJpOJevXq8d1333H48GFee+01Xn31VVatWnXLem/32Z06dYohQ4YwcOBA4uPjef755/n3v/99h2dECCH+p8LdCTouLs6qcrVr1yY0NJQ//viDIUOGlG9Qt5FjMNLitfV2qfvw7P44O1j/Ma5duxZXV1cAsrKy8PPzY+3atVbdYM/BwQEPDw9UKhW+vr4W72k0Gtzc3CzWz507lyeffJLx48cDhc+TW7hwIT179mTJkiU4OjoC0Lt3byZOnGjeLiwsjHHjxnH58mW0Wi2HDx9m+vTpREdHM2rUKKKjo+nQoQPOzs5kZWWxZMkSli9fzgMPPADA0qVL2bhxI8uWLWPSpEnm/c6ePZu+ffuaX7u6uqLVaosdCxTOl3r88ccBePPNN1m4cCF79uwhPDy81HO0ePFi/P39+fDDD1GpVDRr1owLFy4wZcoUXnvtNfN5DgoK4q233jJv9+qrrxIYGMg777wDQNOmTTl48CDz588vtb5bWbVqFbGxsXz88cdWle/du7fF608++QRPT0+2bt1qMURa2nnR6XTMmjXLXLZhw4bs3LmTVatW8dhjjxWr05rP7uOPP6Zp06a8/fbbQOF5OXToEG+88YZtJ0QIYYXqNQRW4RKg0qSkpODs7IybmxtpaWls27aN0aNHW5Rp3ry5eajkZh988EGx3gco7IbPy8szv05PTwcKb6J288NODQYDiqJgMpkwmUwA5p/2cGMct6MoCmFhYSxevBiAa9eusWTJEh544AF27dplcTw3H1vRutKOuei8FImPjychIcFiMm5RmcTERJo3bw5Au3btLLZr0aIFNWvWZMuWLTg4ONCmTRsiIiJYtGgRJpOJ6Ohoevbsiclk4sSJExgMBjp37mzeh0ajoUOHDhw+fNgi5rZt21rUU9R7VtKxtGrVyrzeyckJd3d3Ll68eNtzffjwYe677z6L+WmdO3cmMzOTs2fPUr9+/RJjOXz4MB07drRY16lTJ4s4bz6/t7JlyxZGjhzJxx9/TPPmza3aJiUlhenTp7N161YuXbqE0WgkOzubM2fOWGx/u/OyePFiPv/8c86ePUtOTg75+fm0bt3a/H7RebH2szt69Cjt27e3iKF9+/ZA6W3fZDKhKEq1vBFi0d8sWx/ULKov9d95j7HAiFLJ240t7b5SJUBnzpzhueeeM/8RfemllwgODrYoExUVRcuWLdm8eTMtWrQgLy+PRo0asXLlSgYMGFDifufOnWvxP9ciGzZsKHbH56Ieg8zMTPPkVUVR2DnhvjI6StsYcrJIz7XuJlYGgwG9Xo+Pjw8APj4+vPPOO6xevZpFixbRq1cvoDABLOqpKJpnkZmZSXp6Orm5uSiKYk4Si5hMJnJzcy3Wp6enExkZyfPPP18sFm9vb9LT0zGZTGg0mmL769y5Mxs3bkSv13PfffcREBBAbm4uu3btYufOnYwePZr09HQyMzOBwiGcG/dRUFCAwWAgPT2d7Oxsc4w3lsnLy8NoNBaru2j7m9dnZ2eXWPbm7YrqLXJzjAUFBeh0ulvGWyQnJ8e8vYeHR7HhqJLExMQwdOhQ3njjDQYOHHjbeIsMGzaM1NRU3njjDfz9/dHr9fTr14/09PRicd7qvERFRTFp0iTmzJlDx44dcXV1ZeHChezbt8/iPxVF+7DmsyvpvBR9nhkZGbfsuczPzycnJ4dt27ZVqAnv99LGjRvtHYKoJJoZfHDzaEfikbOkJv1q73DuStHfB2tUqgSoY8eOtx0iS0lJQavV0rVrV/R6Pfv27cNkMtG9e3fzYzxuNm3aNCZMmGB+nZ6ejr+/P/369cPd3d2ibG5uLklJSbi6upqHcAA8rDwGRVHIyMjAzc3tnt+tVqfTodVqLY7JZDKhVqsxmUwEBAQAhV+4RT0VJ06cAAqHi9zd3XF3d8dkMhU7L46Ojuh0Oov17dq1IzExsdRLzdVqNY6OjsX2d//99/Ppp5+i1+uZM2cOnp6e9OjRg48++oi8vDz69u2Li4sLoaGhODg4kJCQQKtWrYDCL9m4uDjGjRuHu7u7OYl1c3OzqMfNzQ2gWN3wv96NIiqVqsQ4bxYcHMz3339v8fkmJCTg5uZG8+bNUavVaLVaHBwcLPYVHBzMzz//bLGu6PYERUOWt2sz0dHRDB06lHnz5vHCCy+UGufNdu/ezYcffmgeTk5KSuLq1avFjrm083LgwAG6dOli8bt07tw5NBqNeZsb26A1n13Lli357bffLOo8fPiw+Xzc6vPIzc3FycmJHj16WPyeVgcGg4GNGzfSt29fdDqdvcMRlYDB0LfKtBlr/9MHlSwBssbBgwdp0qSJOdmJj4/Hx8eH2rVr33IbvV5fYnKk0+mKNQaj0YhKpUKtVt/RgymLuuyL9nEvqVQq8vPzzU/KvnbtGh9++CGZmZk8/PDDNGnSBH9/f2bPns0bb7zB8ePHee+99wDMx9uoUSMyMzPZsmULoaGhODs74+zsTEBAAH/88QePP/44er0eLy8vpk6dyn333cfYsWN55plncHFx4fDhw2zcuJEPP/zQIq6bz0WvXr2YMGECDg4O9OjRA7VaTa9evXjllVfo0KGDOXlxc3Nj9OjRTJkyBS8vL+rXr89bb71FdnY2zzzzjMXndPNn1rBhQ06dOkVCQgL16tXDzc3N3A5K+nyt+cxffPFF3n//fcaNG8eYMWM4duwYM2fOZMKECWi1//t1u/mYR48ezbvvvsuUKVN45pln2LdvHytWrDCXvdV5KrJlyxYGDBjAuHHjGDJkiPkzdnBwsGoidFBQEF9//TUdO3YkPT2dSZMm4eTkVKzO0s5LkyZN+PLLL9m4cSMNGzbkyy+/JDY2loYNG5q3KbriTq1WW/XZjRo1ivfee49p06bx9NNPExcXZz4vGo3mludDrVajUqlK/B2uLqrzsYs7UxXajC3xV6irwG68Sd+dLFD4v+Ybh8Xi4+OLDZNVZ+vWrcPPzw8/Pz86depEbGws3333HWFhYeh0Or799luOHj1KSEgI8+fPL3b1UpcuXRg1ahRDhw7F29vbPJF39uzZnD59msDAQLy9vQEICQlh69atHD9+nO7du9OmTRtee+016tSpc9s4g4OD8fT0pHXr1uYekLCwMIxGI2FhYRZl582bx+DBgxk2bBht27blr7/+Yv369dSoUaPUOgYPHkx4eDi9evXC29ubb7/91trTeEt169bl119/Zc+ePYSGhjJq1Ciefvpp/vOf/5S6Xf369YmKimLNmjWEhoby0Ucf8eabb1pd74oVK8jOzmbu3Lnmz9fPz49BgwZZtf2yZcu4du0abdu2ZdiwYeZL023x/PPPM2jQIIYOHUqnTp24evXqbXuibvfZNWzYkNWrV/P9998TEhLCkiVLzFeB3apHVwghrKFSKvCdBJOSkhg2bBiXLl1Cq9Uyffp0/vGPf5S6TceOHRk4cCCvvvoqUPil2bZtW959912r601PT8fDw4O0tLQSh8BOnTpFw4YN76hrvWgeiru7+z3vARKVk7QZS2+88Yb51gG3cre/p5WZwWDg119/JSIiotL/b17cG1WpzZT2/X2zCv3XVKvVsmDBAg4fPsyGDRsYP368xU30bmYymfjzzz8JCQkxr0tMTDTPbRFCVD6LFy8mNjaWkydP8uWXX/L2228zYsQIe4clhKjkKnQC5OfnZ55A6+vri5eXV6k3o0tMTCQ7O9siAQoODmbGjBnExMSUd7iiGhg1ahSurq4lLqNGjSq3eocMGYK7u3uJ9VozVHarmF1dXfnjjz/KLe6ycOLECR555BFatGjBnDlzmDhxIjNnzrR3WEKISq7STILet28fRqMRf3//W5YJCgoqdmfkX3+t3Jf0iYpl9uzZvPLKKyW+d7vu1ruxcOFCtFptiUNg1kxyLu3qybp1695NaOXuvffeM0/GF0KIslIpEqDU1FSGDx/O0qVL7R2KqOZ8fHxsnhxcFurUqXNXc4AaN25cxhEJIUTlVqGHwKDwZnUDBw5k6tSp5mc/CSGEEELcjQqdACmKQmRkJL1792bYsGH2DkcIIYQQVUSFToBiYmJYuXIla9asoXXr1rRu3ZqDBw/aOywhhBBCVHIVeg5Qt27d7PqgUSGEEEJUTRW6B0gIIYQQojxIAiTETVQqFWvWrLF3GERHR6NSqbh+/bpd6o+MjGTgwIHm12FhYYwfP96mfZTVuawon4kQouqQBKgaiYyMtHh2Wq1atQgPDzc/ddway5cvx9PTs9j6gIAAFixYUHbB3gMzZ84s9Un1lUl0dDSPPPIIfn5+uLi40Lp1a77++usyreP7779nzpw5Nm2TnJzMAw88AMDp06dRqVSl3pNICCHuFUmAqpnw8HCSk5NJTk5m8+bNaLVaHnroIXuHZZafn1/udSiKQkFBQbnXY62yOOYdO3YQEhJCVFQUCQkJjBw5kuHDh7N27doyiLBQzZo1cXNzs2kbX19feWipEKJCkgSomtHr9fj6+uLr60vr1q2ZOnUqSUlJXL58ucQhl7i4OFQqFadPnyY6OpqRI0eSlpZm7kWaOXMmYWFhnDlzhpdfftm8vsj27dvp3r07Tk5O+Pv7M3bsWIvnuQUEBDBnzhyGDx+Ou7s7zz33HEOGDGHMmDHmMuPHj0elUnH06FGgMGFwcXFh06ZNQOG9ooqeXu7o6Ei3bt2IjY01b190XL/99hvt2rVDr9fz1VdfMWvWLOLj480xL1++3LzNlStXePTRR3F2diYoKIiffvrJ6nO8detWOnbsiF6vx8/Pj6lTp1okXGFhYYwZM4bx48fj5eVF//79gcK7ljdp0gQnJyd69erF6dOnra7z1VdfZc6cOXTp0oXAwEDGjRtHeHg433//vVXbG41GJkyYgKenJ7Vq1WLy5MnF7qp+8xBYcnIyDz74IE5OTjRs2JBvvvmmWE/gjUNXDRs2BKBNmzaoVCrCwsIAiI2NpW/fvnh5eeHh4UHPnj3Zv3+/1ccuhBB3QhKgsqAokJ9l/WLItq18actNX1K2yMzM5KuvvqJx48bUqlXrtuW7dOnCggULcHd3N/civfLKK3z//ffUq1eP2bNnm9dD4bPZwsPDGTx4MAkJCaxcuZLt27dbJDcA//3vfwkNDeXAgQNMnz6dnj17Eh0dbX5/69ateHl5mdfFxsZiMBjMN8acPHkyUVFRrFixgv3799O4cWP69+9f7LlxU6dOZd68eRw5coS+ffsyceJEWrZsaY556NCh5rKzZs3iscceIyEhgYiICJ588slSn0NX5Pz580RERNChQwfi4+NZsmQJy5Yt4/XXX7cot2LFChwcHIiJiTE/2XzQoEEMGDCAuLg4nnnmGaZOnXrb+kqTlpZm1WMyAN555x2WL1/OZ599xvbt20lNTeWHH34odZvhw4dz4cIFoqOjiYqK4pNPPuHSpUu3LL9nzx4ANm3aRHJysjk5y8jIYMSIEWzfvp1du3YRFBREREQEGRkZVh6pEELYrkJfBl9pGLLhzTpWFVUDnmVZ96sXwMHF6uJr167F1dUVgKysLPz8/Fi7dq1Vj1hwcHDAw8MDlUqFr6+vxXsajQY3NzeL9XPnzuXJJ5809xoEBQWxcOFCevbsyZIlS3B0dASgd+/eTJw40bxdWFgY48aN4/Lly2i1Wg4fPsz06dOJjo5m1KhRREdH06FDB5ydncnKymLJkiUsX77cPNdk6dKlbNy4kWXLljFp0iTzfmfPnk3fvn3Nr11dXdFqtcWOBQrnSz3++OMAvPnmmyxcuJA9e/YQHh5e6jlavHgx/v7+fPjhh6hUKpo1a8aFCxeYMmUKr732mvk8BwUF8dZbb5m3e/XVVwkMDOSdd94BoGnTphw8eJD58+eXWt+trFq1itjYWD7++GOryi9YsIBp06YxaNAgAD766CPWr19/y/JHjx5l06ZNxMbG0r59ewA+/fRTgoKCbrmNt7c3ALVq1bI4571797Yo98knn+Dp6cnWrVsr1PCsEKJqkR6gaqZXr17ExcURFxfHnj176N+/Pw888ABnzpwp87ri4+NZvny5xZPH+/fvj8lk4tSpU+ZyRV+gRVq1akXNmjXZunUrf/zxB23atOGhhx5i69atQGGPUNHwSWJiIgaDga5du5q31+l0dOzYkSNHjljs9+Z6ShMSEmL+t4uLC+7u7qX2bhQ5cuQInTt3thgG7Nq1K5mZmZw7d868rl27dsW269Spk8W6zp07Wx3vjbZs2cLIkSNZunQpLVu2vG35tLQ0kpOTLerXarWlnq9jx46h1Wpp27ateV3jxo2pUaOGzfGmpKTw7LPPEhQUhIeHB+7u7mRmZnL27Fmb9yWEENaSHqCyoHMu7ImxgslkIj0jA3c3tzt+sGWxum3g4uJi8WDMTz/9FA8PD5YuXUq/fv0ALOZ+GAyGOw4tMzOT559/nrFjxxZ7r379+hYx3UilUtGjRw+io6PR6/WEhYUREhJCXl4ehw4dYseOHbd8Intpbq6nNDqdrlhMZXlTTltiscXWrVsZMGAA7733HsOHDy+XOsraiBEjuHr1Ku+//z4NGjRAr9fTuXPnezIhXghRfUkPUFlQqQqHoaxddM62lS9tuaGn4c5CV6FWq8nJyTEPURTN4QGKXbLs4OCA0Wgstp+S1rdt25bDhw/TuHHjYouDg0OpcRXNA4qOjiYsLAy1Wk2PHj14++23ycvLM/f4BAYGmufSFDEYDMTGxtKiRYtS67jVsdyN5s2bs3PnToskMiYmBjc3N+rVq1fqdkVzZIrs2rXLprqjo6N58MEHmT9/Ps8995zV23l4eODn58fu3bvN6woKCti3b98tt2natCkFBQUcOHDAvO6vv/7i2rVrt9ym6DO/+ZzHxMQwduxYIiIiaNmyJXq9nitXrlgdvxBC3AlJgKqZvLw8Ll68yMWLFzly5AgvvfQSmZmZDBgwgMaNG+Pv78/MmTM5ceIEv/zyi3lOSpGAgAAyMzPZvHkzV65cITs727x+27ZtnD9/3vzlNWXKFHbs2MGYMWOIi4vjxIkT/Pjjj8UmQZckLCyMw4cP8+eff9KtWzfzuq+//pr27dube1BcXFwYPXo0kyZNYt26dRw+fJhnn32W7Oxsnn766VLrCAgI4NSpU8TFxXHlyhXy8vJsPp83e+GFF0hKSuKll17i6NGj/Pjjj8yYMYMJEyaU2uM3atQoTpw4waRJkzh27BjffPONxVVpt7NlyxYefPBBxo4dy+DBg82fsTUTtwHGjRvHvHnzWLNmDUePHuWFF14o9QaMzZo1o0+fPjz33HPs2bOHAwcO8Nxzz+Hk5GQx/HcjHx8fnJycWLduHSkpKaSlpQGF86G+/PJLjhw5wu7du3nyySdxcnKy+tiFEOJOSAJUzaxbtw4/Pz/8/Pzo1KkTsbGxfPfdd4SFhaHT6fj22285evQoISEhzJ8/v9jVS126dGHUqFEMHToUb29v80Te2bNnc/r0aQIDA809SSEhIWzdupXjx4/TvXt32rRpw2uvvUadOrefMB4cHIynpyetW7c2T9oOCwvDaDSa5/8UmTdvHoMHD2bYsGG0bduWv/76i/Xr1992PsrgwYMJDw+nV69eeHt78+2331p7Gm+pbt26/Prrr+zZs4fQ0FBGjRrF008/zX/+859St6tfvz5RUVGsWbOG0NBQPvroI958802r612xYgXZ2dnMnTvX/Pn6+fmZJzXfzsSJExk2bBgjRoygc+fOuLm58eijj5a6zRdffEHt2rXp0aMHjz76KM8++yxubm7mye0302q1LFy4kI8//pg6derwyCOPALBs2TKuXbtG27ZtGTZsmPmWBkIIUZ5Uys03+xCkp6fj4eFBWloa7u7uFu/l5uZy6tQpGjZseMs/9KUxmUykp6fj7u5eNnOARJVXWdrMuXPn8Pf3Z9OmTdx///12jeVuf08rM4PBwK+//kpERESxuWxClKQqtZnSvr9vJpOghRB35PfffyczM5Pg4GCSk5OZPHkyAQEB9OjRw96hCSHEbVXc/04KUQGNGjXK4rL+G5dRo0aVW71DhgzB3d29xHqtGSq7Vcyurq788ccfdxSTwWDg1VdfpWXLljz66KN4e3sTHR1d6f8HKYSoHqQHSAgbzJ49+5aX4N+uu/VuLFy4EK1WW+IQmDV3ey7tAaR169a9o5j69+9vfoyHEEJUNpIACWEDHx8fu0zQrVOnzl3NAbrx3k9CCCFkCOyOydxxISou+f0UQtyOJEA2KprfUHT/GyFExVP0+ynzkYQQtyJDYDbSaDR4enqanwvl7Ox8yxu/lcRkMpGfn09ubm6FvqRZVBzSZqynKArZ2dlcunQJT09PNBqNvUMSQlRQkgDdgaInWVvzcMybKYpCTk5OqXfMFeJG0mZs5+npafHEeSGEuJkkQHdApVLh5+eHj4+PzQ8LNRgMbNu2jR49ekj3vLCKtBnb6HQ66fkRQtyWJEB3QaPR2PyHVqPRUFBQgKOjo3yZCatImxFCiLJXqSYUzJ07lw4dOuDm5oaPjw8DBw7k2LFj9g5LCCGEEJVMpUqAtm7dyosvvsiuXbvYuHEjBoOBfv36kZWVZe/QhBBCCFGJVKoEaN26dURGRtKyZUtCQ0NZvnw5Z8+eZd++feYyzZs3R6VSlbh8+OGHdoxeCCGEEBVFpZ4DlJaWBlg+CiAqKoqWLVuyefNmWrRoQV5eHo0aNWLlypUMGDCgxP3k5eWRl5dXbL+pqak2T3K+HYPBQHZ2NlevXpX5HMIq0maELaS9CFtVpTaTkZEBWHkzVKWSMhqNyoMPPqh07drVYv3vv/+uaLVaJTc3V1EURdm7d68CKBcvXrzlvmbMmKEAssgiiyyyyCJLFViSkpJum0fYvQdo6tSpzJ8/v9QyR44coVmzZhbrXnzxRQ4dOsT27dst1h88eJAmTZqg1+sBiI+Px8fHh9q1a99y/9OmTWPChAnm1yaTidTUVMLDw9m7d+8tt+vQoQOxsbE2vZeeno6/vz9JSUnl+vDMslDa8VW0Ou5kP7ZsY23Z25WTNlMx6rjTfVSGNlOZ2gtIm7G17N2WqeptRlEUMjIyqFOnzm33Y/cEaOLEiURGRpZaplGjRhavx4wZw9q1a9m2bRv16tWzeC8hIYHg4GDz6/j4eIvXJdHr9eaEqYinpydarbbUxqDRaG75fmnvQeGTwyt6Q7vdMVSkOu5kP7ZsY23Z25WTNlMx6rjTfVSmNlMZ2gtIm7G17N2WqQ5txsPDw6r92D0B8vb2xtvb26qyiqLw0ksv8cMPPxAdHU3Dhg2LlUlISGDgwIHm1/Hx8bRt2/aOYnvxxRfv+P3bbVsZ3ItjKKs67mQ/tmxjbVlpM5WjzdzpPqTNlD1pM7aVvdsy0mb+R6UoleexyS+88ALffPMNP/74I02bNjWv9/DwwMnJCZPJhJubGytXruShhx4CwN/fn0mTJjF27Fh7hW0hPT0dDw8P0tLSKkWmLexP2oywhbQXYavq2mYq1WXwS5YsIS0tjbCwMPz8/MzLypUrAUhMTCQ7O5uQkBDzNsHBwcyYMYOYmBh7hW1Br9czY8aMYkNuQtyKtBlhC2kvwlbVtc1Uqh4gIYQQQoiyUKl6gIQQQgghyoIkQEIIIYSodiQBEkIIIUS1IwmQEEIIIaodSYCEEEIIUe1IAlRBXb9+nfbt29O6dWtatWrF0qVL7R2SqOCSkpIICwujRYsWhISE8N1339k7JFEJPProo9SoUYMhQ4bYOxRRQa1du5amTZsSFBTEp59+au9wyoxcBl9BGY1G8vLycHZ2Jisri1atWrF3715q1apl79BEBZWcnExKSgqtW7fm4sWLtGvXjuPHj+Pi4mLv0EQFFh0dTUZGBitWrGD16tX2DkdUMAUFBbRo0YItW7bg4eFBu3bt2LFjR5X4LpIeoApKo9Hg7OwMQF5eHoqiILmqKI2fnx+tW7cGwNfXFy8vL1JTU+0blKjwwsLCcHNzs3cYooLas2cPLVu2pG7duri6uvLAAw+wYcMGe4dVJiQBukPbtm1jwIAB1KlTB5VKxZo1a4qVWbRoEQEBATg6OtKpUyf27NljUx3Xr18nNDSUevXqMWnSJLy8vMooemEP96LNFNm3bx9GoxF/f/+7jFrY071sM6Jquts2dOHCBerWrWt+XbduXc6fP38vQi93kgDdoaysLEJDQ1m0aFGJ769cuZIJEyYwY8YM9u/fT2hoKP379+fSpUvmMkXze25eLly4ABQ+kT4+Pp5Tp07xzTffkJKSck+OTZSPe9FmAFJTUxk+fDiffPJJuR+TKF/3qs2Iqqss2lCVpYi7Big//PCDxbqOHTsqL774ovm10WhU6tSpo8ydO/eO6hg9erTy3Xff3U2YogIprzaTm5urdO/eXfniiy/KKlRRQZTn35ktW7YogwcPLoswRQV2J20oJiZGGThwoPn9cePGKV9//fU9ibe8SQ9QOcjPz2ffvn306dPHvE6tVtOnTx927txp1T5SUlLIyMgAIC0tjW3bttG0adNyiVfYX1m0GUVRiIyMpHfv3gwbNqy8QhUVRFm0GVG9WdOGOnbsyKFDhzh//jyZmZn89ttv9O/f314hlymtvQOoiq5cuYLRaKR27doW62vXrs3Ro0et2seZM2d47rnnzJOfX3rpJYKDg8sjXFEBlEWbiYmJYeXKlYSEhJjH+b/88ktpN1VUWbQZgD59+hAfH09WVhb16tXju+++o3PnzmUdrqiArGlDWq2Wd955h169emEymZg8eXKVuAIMJAGqsDp27EhcXJy9wxCVSLdu3TCZTPYOQ1QymzZtsncIooJ7+OGHefjhh+0dRpmTIbBy4OXlhUajKTZpOSUlBV9fXztFJSoyaTPCVtJmxN2q7m1IEqBy4ODgQLt27di8ebN5nclkYvPmzdK1LEokbUbYStqMuFvVvQ3JENgdyszM5K+//jK/PnXqFHFxcdSsWZP69eszYcIERowYQfv27enYsSMLFiwgKyuLkSNH2jFqYU/SZoStpM2IuyVtqBR2vgqt0tqyZYsCFFtGjBhhLvPBBx8o9evXVxwcHJSOHTsqu3btsl/Awu6kzQhbSZsRd0va0K3Js8CEEEIIUe3IHCAhhBBCVDuSAAkhhBCi2pEESAghhBDVjiRAQgghhKh2JAESQgghRLUjCZAQQgghqh1JgIQQQghR7UgCJIQQQohqRxIgIYQQQlQ7kgAJIUQJZs6cSevWre9qH5GRkahUKlQqFWvWrCmTuIpER0eb9z1w4MAy3bcQ1YEkQEKIUt34JX7jcuMDFquiV155xeIp2XcqPDyc5ORkHnjgAfO6WyVEkZGRViczXbp0ITk5mccee+yuYxSiOpKnwQshbis8PJzPP//cYp23t3excvn5+Tg4ONyrsMqVq6srrq6ud70fvV6Pr69vGURkycHBAV9fX5ycnMjLyyvz/QtR1UkPkBDitoq+xG9cNBoNYWFhjBkzhvHjx+Pl5UX//v0BOHToEA888ACurq7Url2bYcOGceXKFfP+TCYTb731Fo0bN0av11O/fn3eeOMN4H9DO9evXzeXj4uLQ6VScfr0afO67du30717d5ycnPD392fs2LFkZWWZ3w8ICODNN9/kX//6F25ubtSvX59PPvnE4rjOnTvH448/Ts2aNXFxcaF9+/bs3r0bKD4EFhsbS9++ffHy8sLDw4OePXuyf//+sjrFxZw+fbrEnrewsLByq1OI6kQSICHEXVmxYgUODg7ExMTw0Ucfcf36dXr37k2bNm3Yu3cv69atIyUlxWKoZtq0acybN4/p06dz+PBhvvnmG2rXrm11nYmJiYSHhzN48GASEhJYuXIl27dvZ8yYMRbl3nnnHdq3b8+BAwd44YUXGD16NMeOHQMgMzOTnj17cv78eX766Sfi4+OZPHkyJpOpxDozMjIYMWIE27dvZ9euXQQFBREREUFGRsYdnLXb8/f3Jzk52bwcOHCAWrVq0aNHj3KpT4hqRxFCiFKMGDFC0Wg0iouLi3kZMmSIoiiK0rNnT6VNmzYW5efMmaP069fPYl1SUpICKMeOHVPS09MVvV6vLF26tMT6tmzZogDKtWvXzOsOHDigAMqpU6cURVGUp59+Wnnuuecstvvjjz8UtVqt5OTkKIqiKA0aNFCeeuop8/smk0nx8fFRlixZoiiKonz88ceKm5ubcvXq1RLjmDFjhhIaGnrL82I0GhU3Nzfl559/vmWZESNGKI888kix9YDi6OhocU5dXFwUrVZbYvmcnBylU6dOykMPPaQYjUar6hBClE7mAAkhbqtXr14sWbLE/NrFxcX873bt2lmUjY+PZ8uWLSXOn0lMTOT69evk5eVx//3333E88fHxJCQk8PXXX5vXKYqCyWTi1KlTNG/eHICQkBDz+yqVCl9fXy5dugQUDqu1adOGmjVrWlVnSkoK//nPf4iOjubSpUsYjUays7M5e/bsHR3De++9R58+fSzWTZkyBaPRWKzsv/71LzIyMti4cSNqtXTcC1EWJAESQtyWi4sLjRs3vuV7N8rMzGTAgAHMnz+/WFk/Pz9OnjxZal1FX/CKopjXGQyGYnU8//zzjB07ttj29evXN/9bp9NZvKdSqcxDXE5OTqXGcbMRI0Zw9epV3n//fRo0aIBer6dz587k5+fbtJ8ivr6+xc6pm5ubxdwngNdff53169ezZ88e3Nzc7qguIURxkgAJIcpU27ZtiYqKIiAgAK22+J+YoKAgnJyc2Lx5M88880yx94uuLktOTqZGjRpAYW/NzXUcPnz4lkmZNUJCQvj0009JTU21qhcoJiaGxYsXExERAUBSUpLFxO7yEBUVxezZs/ntt98IDAws17qEqG6kL1UIUaZefPFFUlNTefzxx4mNjSUxMZH169czcuRIjEYjjo6OTJkyhcmTJ/PFF1+QmJjIrl27WLZsGQCNGzfG39+fmTNncuLECX755RfeeecdizqmTJnCjh07GDNmDHFxcZw4cYIff/yx2CTo0jz++OP4+voycOBAYmJiOHnyJFFRUezcubPE8kFBQXz55ZccOXKE3bt38+STT9rci2SLQ4cOMXz4cKZMmULLli25ePEiFy9eJDU1tdzqFKI6kQRICFGm6tSpQ0xMDEajkX79+hEcHMz48ePx9PQ0D29Nnz6diRMn8tprr9G8eXOGDh1qnpuj0+n49ttvOXr0KCEhIcyfP5/XX3/doo6QkBC2bt3K8ePH6d69O23atOG1116jTp06Vsfp4ODAhg0b8PHxISIiguDgYObNm4dGoymx/LJly7h27Rpt27Zl2LBhjB07Fh8fnzs8S7e3d+9esrOzef311/Hz8zMvgwYNKrc6hahOVMqNA+1CCCHKTGRkJNevXy/zx2Dc6zqEqIqkB0gIIcrR2rVrcXV1Ze3atWW63z/++ANXV1eLK+GEENaTHiAhhCgnly5dIj09HSi8Au7mK+buRk5ODufPnwcKH9tRHo/bEKIqkwRICCGEENWODIEJIYQQotqRBEgIIYQQ1Y4kQEIIIYSodiQBEkIIIUS1IwmQEEIIIaodSYCEEEIIUe1IAiSEEEKIakcSICGEEEJUO/8P1pgVxyGHr7YAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Requerimientos de plantilla\n",
"\n",
"# Tipo de aproximación.\n",
"aprox_name = 'Butterworth'\n",
"# aprox_name = 'Chebyshev1'\n",
"# aprox_name = 'Chebyshev2'\n",
"# aprox_name = 'Cauer'\n",
"\n",
"# prototipo analógico\n",
"filter_type = 'lowpass'\n",
"\n",
"f0 = 0.25 # normalizado respecto a nyq (fs/2)\n",
"ww0 = 2*np.pi*f0 # \n",
"\n",
"ripple = 0.5\n",
"attenuation = 40\n",
"order2analyze = 2\n",
"\n",
"# para visualizar la plantilla\n",
"fpass = f0 # \n",
"fstop = 0.6 # \n",
"\n",
"\n",
"# frecuencia de muestreo (solo será útil para el caso desnormalizado)\n",
"fs = 2\n",
"# fs = 2*np.pi\n",
"\n",
"# Prewarp\n",
"# la función bilinear de scipy espera la fs como parámetro de ajuste.\n",
"# por eso le pasaremos fpw/2.\n",
"# fpw = 2*fs; # sin prewarp\n",
"# prewarp para que se iguale la transferencia en módulo y fase para w0.\n",
"fpw = ww0/np.tan(ww0/2/fs)\n",
"\n",
"\n",
"all_sys = []\n",
"analog_filters = []\n",
"digital_filters = []\n",
"\n",
"filter_names = []\n",
"analog_filters_names = []\n",
"digital_filters_names = []\n",
"\n",
"if aprox_name == 'Butterworth':\n",
"\n",
" eps = np.sqrt(10**(ripple/10)-1)\n",
" \n",
" z,p,k = sig.buttap(order2analyze)\n",
"\n",
" # Desnormalizamos para cumplir con el ripple\n",
" z, p, k = sig.lp2lp_zpk(z, p, k, wo=ww0*eps**(-1/order2analyze) )\n",
"\n",
"elif aprox_name == 'Chebyshev1':\n",
"\n",
" z,p,k = sig.cheb1ap(order2analyze, ripple)\n",
"\n",
" z, p, k = sig.lp2lp_zpk(z, p, k, wo=ww0 )\n",
" \n",
"elif aprox_name == 'Chebyshev2':\n",
"\n",
" z,p,k = sig.cheb2ap(order2analyze, attenuation)\n",
"\n",
" z, p, k = sig.lp2lp_zpk(z, p, k, wo= 2*np.pi*fstop )\n",
" \n",
"elif aprox_name == 'Cauer':\n",
" \n",
" z,p,k = sig.ellipap(order2analyze, ripple, attenuation)\n",
"\n",
" z, p, k = sig.lp2lp_zpk(z, p, k, wo=ww0 )\n",
"\n",
"num, den = sig.zpk2tf(z,p,k)\n",
"\n",
"my_analog_filter = sig.TransferFunction(num,den)\n",
"my_analog_filter_desc = aprox_name + '_ord_' + str(order2analyze) + '_analog'\n",
"\n",
"all_sys.append(my_analog_filter)\n",
"filter_names.append(my_analog_filter_desc)\n",
"\n",
"analog_filters.append(my_analog_filter)\n",
"analog_filters_names.append(my_analog_filter_desc)\n",
"\n",
"# Transformamos el filtroorder2analyze analógico mediante la transformada bilineal\n",
"numz, denz = sig.bilinear(num, den, fpw/2)\n",
"\n",
"my_digital_filter = sig.TransferFunction(numz, denz, dt=1/fs)\n",
"my_digital_filter_desc = aprox_name + '_ord_' + str(order2analyze) + '_digital'\n",
"\n",
"all_sys.append(my_digital_filter)\n",
"filter_names.append(my_digital_filter_desc)\n",
"\n",
"figaxes = analyze_sys(all_sys, filter_names, xaxis = \"freq\")\n",
"\n",
"\n",
"# Respuesta de módulo\n",
"figaxes[0][1][0].set_ylim(bottom=-60,top=2)\n",
"\n",
"# Respuesta de retardo\n",
"figaxes[3][1].set_ylim(bottom=0, top=2)\n",
"\n",
"# Respuesta de módulo\n",
"plt.sca(figaxes[0][1][0])\n",
"\n",
"plot_plantilla(filter_type = filter_type , fpass = fpass, ripple = ripple , fstop = fstop, attenuation = attenuation, fs = fs)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Algunas observaciones sobre el diseño digital a partir del prototipo analógico:\n",
"\n",
"* La transferencia de ambos filtros no coinciden, especialmente en las frecuencias cercanas a Nyquist.\n",
"* El filtro digital, al tener ceros en Nyquist (ver PZmap), decrece con mayor pendiente que el filtro analógico.\n",
"* Esto anticipa que para la plantilla del ejemplo, muy próxima en su transición a la frecuencia de Nyquist, el filtro digital (azul) cumplirá con el requerimiento mucho antes que el filtro analógico (naranja) a medida que se aumente el orden en las siguientes iteraciones.\n",
"\n",
"Esto evidencia las **limitaciones** que tiene esta metodología para alcanzar una plantilla de diseño, y en los siguientes notebooks se presentarán herramientas más sofisticadas para el diseño digital directo.\n",
"\n",
"Comenzaremos con aumentar el orden del filtro objetivo:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"order2analyze = 5\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Luego repetimos el diseño y análisis"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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PPviAL774AqvVSvfu3fnqq6+4/vrrm7pqMjIXFPIaIBkZGRkZGZmLDnkNkIyMjIyMjMxFh+wAycjIyMjIyFx0yGuAXGCz2Th9+jSRkZEBCywmIyMjIyMjIy2CIFBWVkarVq1QKj2P8cgOkAtOnz7tU9JDGRkZGRkZmdDhxIkTtG7d2uMxzdoBeuedd3j11Vc5e/YsvXr14q233qJ///4NnhcZGQnAliNbiIyKDGidLGYLW1dt5ZKRl6DWNOvbLxMg5DYj4wtye7lwKSspo6ywzOm9qOgoVCoVFeUVTrnsAML0YejD9Zw6cYqVS1cCMGjoIBJbJKJSqoiKiQKgpLgEm83mdG5kZCRqjZqqiioqKys5c+gMnTp1QqVSodVqMRgMWK1WSktL69VTTIpbUlJTrtls5n//+x96vZ7U1FQuvfRSqqurnc5Tq9VERkYiCEK9PHO1yy0rK8NisTh9Fh4ejk6nw2g0UllZ6bJcgE8//ZQZM2Y4/vZEs306vv76ax599FHmzp3LgAEDeOONNxg3bhz79u2jRYsWHs8Vp70ioyIlcYDCw8OJjIqUjZOMV8htRsYX5PZy4aLX6omNjHX5mbsOPT8vn13bd9Ghoz1v3JGDR0htl0pCYkKD54qfWS1WSs6U0LZtW9Rq5zYjOiWuiIqyO1hms5kVK1aQnJxMUlISJ06ccAw8uCM6OrrBcn1l+/btjuTK3ixfabZPx+uvv84dd9zBrbfeCsDcuXP5+eef+eijj3j66ae9KkNRUYRCZfavAm7uvdJsRWspQ1lZhEKj8u1kr67bmDVLF9t1G0Ejriv4+H0VZgsqqxGFqRLQ+H1db+6zIAgUlLtq8wqXX1nhqsx6byncXt11mbXqU+sPb9fj1RzmfLy31wdFvQ/cXdp1mfXfdVvzuscqXN5RL69v/8tqsWG1ClgsNlBYPdbAUW6tC3itk7w+MqCUFJeQsyKH/v37ExXtnQOQn5fP6pWriYqJYsToEQBkr8xm9crVZI3OcnKCpEJ0foqLixkzZgyJiYls376dbdu2AXh0ggKJeM309HSvz2mWDpDJZGLz5s0888wzjveUSiWjR49mw4YN9Y43Go0OrxFwDPklvjuKKF3gH/JkgJ0BL1amGdMKwHPS84CRFJzLyEhIKgStvTQGs6DCqNBiRIdJocWk0GJW6jAr9VRrozHpYrGGxSFExKNp2Z6otp2ISGqDQunux+OFi7HaSFF+ESajCavF2uDxBfkFrFu9juiYaIaOGIpSYV/wO2zEMNZmryXnlxwyszKJT4hvsCzxenWnnRrCbDaTnZ1NSUkJI0eOJDY2FovFQnp6OoIgsH37dgRBoEePHj6V6yu7du1ix44d9OrVy6f1u80yEOLp06dJSUnh119/ZdCgQY73n3zySdasWcPvv//udPzMmTN54YUX6pVT8nSkRwfIqgrDrI9vulEIGRkZZwQBTXUBKmtVw8fKXJBUCVr2KdM4ru9KcXQPwhLT0KrliC4ydiorK5k6dSolJSUNTqU1yxEgX3nmmWd49NFHHX+XlpbSpk0bnjHdjEFtID4xHqVCSVrnNPoO6EthfiEHdhygdXJrxzY7hUJBuCEcgKrKqnoLzvR6PSq1CrPJjGATMJrsI05KpRK1Wo1Or0OwCfUWd9lsNvR6HWq1BqPRiNXq/MtAp9Oh1qixmC2Yao1iAShVKvRhehAEKiucyxUArVYLgNVqxVanXI1Wi0arxmqxUlVVjc1mQ6lUolQoUCiVhIXrAaisqII6PrQ+TI9SqcRkMmExO/+iUGs0aLUabDYb1VXV2AQbgk1AoVSgVKoIDw+z38OqKgRbTbkCAmq1GpVKhSAImE3O0zQqtQqdTocgCFRV1u/8RG2qq6uxWZ210Wg1te6D82dKlQq9XoeAQFVFFVabFQRQqpQoUBAWHoZCobBrU+dXm1arQa3RYLVaMVbX0UaptGuD/YFFAJvNivBn2WFhYU73UKNWY/7z15lKpUSpsv8CrnsfFAp7ncDeDuv+vtHpdahUKsxmE2ZTXW1UqFVqLBYLJrPZ8Yuy3j2sqsZqs98rhcL+XXQ6HSq1GovZjKmeNkp0Or1bbez30P4L2Gq1ISA4ytbr9fb2bbHWb99/PjsC9lFf8WeI1Wrl9JnjdE5vR2RUBJt+28zJ4yedzu2c3oVu6V04fyaPDWt/c/6eEWGMGDuCk8dOsnpFNoaoSLTqmqnHwSMyiY+LY9eO3Rw5cIjS8nLKy8uJiIggo2c6GZf0pKSomJxf1jrfB42S8ZMnArBmxRrKSmsvdlXQb1BfkpNbcmD/Qfbt2gdAWUU5FeXldEjrwIixI6isrGbV0l/q3cPhY4Zz9vQZcnfsQaVS0a5Ve46fOYpVEMjonUHbdm04fvQEO7c5Dz3HJcQycMhArFYbyxctq1/u2CwAVi1bRXFRMTGxMY520albZzp27sC5M+fYsnErNsFGcVExFquV1q1TGDluJADLlyzHanZ+rgYNHYQhKoJd23Zz5vhxlIIVlWBBKVhIjI8mPiYCY+FZKs4dw2CrJFoopZVwjraK84QpTPQW9tC7ag9Ufc+pMwlsiR2FMPivXNKjHcoL9AdpYUEhS79fyohRI4iNc7/uRhz5iYyOZOiIoWjUrqfFzRYza7PXUlZS1uBIkNViZc/mPVx66aX11gC5LLvWyM+IESNISHA/1SaOzvTs2TPgI0Guyj59+rTX5zdLByghIQGVSsW5c+ec3j937hxJSfUH+HU6HTqdrt77Y8ePZdumbWjUGoYMG0JERASCRUAjaOjaqSsJiQno9DoUCgUKFKj+HJa12qwIOHc8KoUKhUKB2WzGarFiMpsIM9g7T4VCgUphP9dic+6UBEHAWGV3fMLDw1GoFC7LFQQBq+DcAbsrVxAdIgEMEQYUSkW9jlKpUKJUKB3lGquNmIwmtDqt3Znz9F2VKhQosAk2bILNbbmVVZWOMnV6XYP3ULDZ661UKtGH653WIDjKRbA7KXVQK9Uuy7VZbFRWVqJWqwk3hNerb917KN47wSoQbgivcSIFa4P30KncWt/VbDU7lalUK53voc2GxWRBrVWDwl6uyWSiuqoajVaDTq9zWa6nduhKG5PRhMlosjsd2vqmoe49tFlsVFZUolApiIyMRKlQuizXU/t2KlewYjVbHWWGG8JRK9Xu2zcKlAolFRUV9oW/BvvzYaw2EhFp3zmj0Bro1udS0tKd1yGEhYWh1IYRlxzG8AlxTp/ZbDZWr9lEaXEpwydcVq8zsi8u1tC5R2/aduwKwJ7de8jdlYtVGYYmLIYYTQRZEyfVuw+6cHtZA4aPqPdjJiIyAq1WS4cuGSS37cie3Xso2JVLr/6D6XlJT3SGSDRhNkbUKRew11EVztZt+4kwRKDWRzJ07HiUKiUGgwGdXke7ThEktmrrfO81asKjohAEgRGT6pdrsVjIWZWDLjKGK8aNR6Op6WzDwsIICw+jdVg0MYmtAHvHuD5nPcVl5VSbFSQkJjBi3MR6z0ZUdBRqtZo+AyIx9r7E6TO9Xk+4IRyz2UxZaZmjzNUlZQwcMhC1pZwzfyyjs+oM6eV/kKLIJ6X4a6p//o4fl4+jYtgDjB3QDrXqwnKEVGoVNsGGUqVEpXY9xZefl09Odg5RMVFkjc5y0sNVeVmjs8hemU1Odo5Xa4LUanWDDpDo/NRe8+OJ3r17o1Ao2LZtGwqFImBrgrZv38727dvp3bu3U5m+TGo1yykwgAEDBtC/f3/eeustwG7U2rZty/3339/gIujS0lKio6PZsm8LVqvVaZGZSqWi/Hw5LVq08Lg63hUWi4WysjL0Wj26cF29X9juEAM7WS1Wu/H1wkOXoqyqqiqqKqsICw8jLCzM7zo0piyLxUJZaRkqtarRgSr9LSvYeggIVFdUozfonRYdy3rYcXUPi4qKOH/+PJEtIlEova+T2Wwme2U2pcWlPi8i3bV9Fzu276Bnr5706NW4X7r+lpWfl0/OLzmktUmjS98u6PV6v+tQd4Gtp862No25h96UVVhQyIplK7j8usuJiwqnYONSIjfOp23lXgDOCTG8GX43A6+4hgEd3e80CjWMRiPHDhyjRWILlz/IpdTDarGy6/ddDBo0yKM9c7Xg2VvERcp1HRZ/8FTWsWPH6NOnj1dTYM124vTRRx/l/fff55NPPmHPnj3cc889VFRUOHaFeUNZWRkJiQlkjc6itLiU7JXZmIwm+9SH3rcOx2Hc/5y68KWjUCjsv7BVahVlpfXjI3hLYztu8RdfVWUVVVX+r7FoTMetVquJjLJv2ywrK/PJ269NYzpuWY8aQlWPMH2YfQStzpSmJxrbcffo1YOevXqyY/sOdm3f5dO5tWmMI5WQmEBmViYAa7PXYjb7t4vV384WQKPRMGL0CKJioli9cjX5efl+1cEbPRTaMBIyr0L3yP84e+37FIW1pqWimBer/s2pz2cx+8fDVJkaXlAcCuh0Otp3bB9Q5wcCq4e/zg/Yd4P17t2bbdu2sX37dr/qAIF1pJqtA3T99dcze/Zsnn/+ecdNX7p0KS1btvS5rNpO0O+//o6A4JOBrm3cIyIjfL4+NL7TDdSoRWM73UCMWjS20w3EqIWsRw2hqIeraVBPBGrUorFOUCBGkcS1HmUlZWSvzPbZCWpMZyvS2E7XZz0UChRdh2N6aAnFff4KwD3qRYzY+jx3/mcHpwuNns8PAaqrq9m3Z1+99YKhokdjnB+RxjpBgXR+oBk7QAD3338/x44dw2g08vvvvzNgwAC/yxKdoIqyCqqrqr028oGcIvC30w3klA343+kGcsrG305X1qOG5qxHRXmF105QIKdswH8nKJBTaACZWZmOkWtvnaBAdLYi/na6jdJDrcM48TmKr5qDValhomojTxe/xB3/2cn2Y2UNn9+EVJRXsGnDJioqKhzvhYoegXB+RPx1grx1fnyZ9m3WDlCgSUhMoP+g/gg2gYqKigaNfCCNu4ivnW6gO1sRXzvdQHa2Ir52urIeNTR7PVQqjFVGigqLPB4faOdHxFcnKNDOD9hHgmpP3zfkBAWysxXxtdP1Ro+IyAhGjhvpMUq/MX0SpTfMw6bWM1K1jWct7/Dgx/vZfLh+WodQJVT0CKTzI+KrE+TLyI8v9kx2gDzgKpNsbFwsujAdVqtnIy+FcRfxttOVqrMV8bbTlaKzFfG20/VFD71Wz4//+9HrOkilx5o1a9Br9S5z5rjiQtBj+u3TmXLNFMmfD4PBvrtx44aNbo28VM6PiLdOkBTOj0jdNYzunCApOlsRbztdb/XQarUkpyQ7dmC6w9RhCCVT3kVQqrlKtZ57ha959LODF4QTFCp6SOH8iHjrBPk67eXLlK/sAHkgOsb1DgKVUoUhwuDWyEtp3EUa6nRddbbTb5+OXqt3vFolteLyyy5n5w7vw1J/+umntEysWUcldroZ6Rm8/trr9Y6XsrMVaajTdafHP2b9g/79Gk6O6w3+6BFIjh49as8jFB1Lq+RWxEbHotfq6wX9DAU9BEEIyvOhD9NjiDS4NPJSOz8iDTlBUjo/Ig05QVJ2tiINdbq+6FFVWcWOrTvqxUxzhSktk9JJ/wTgQfUPDLRu5vEvDnLgbMPnNhWFBYVB16Mgv8Dpc6mdH5GGnCB/1vyUl5d7fX3ZAfITtcq1kQ+G8yPirtP11NmOHTeWo8ePcvT4UZYsXYJareaqq65qVD3CwsJQKBWYTWankQd/Otu62Y69xV2n60oPQRD83rnlCX/0AP+/sysWL13M0eNH2bt/L9u2b6Nbt26Oz4Lh/Ii400MQBMwWc3CeDxQMGDSgXqcbLOdHxJ0TFAznR8SdExQM50fEnRPkqx5VVVXs3LrTZVBNV1T3uprKfjcB8JZuLjHG8zzy6QHOlQTuuQsEGo2GuPg4NqzbEHQ91q1e53g/WM6PiDsnKNALnl0hO0AeKC32PFQqGnmL2cL5gmJKKqo5X1CMyQYqXThVZhuVJmu9V5WL9/x9AU6drtls9tjZ6rQ6kpKSSEpKolfvXjz+xOOcPHGSvLw8l1Mu27dtR6/Vc/ToUdasWcOd0++kpKTEMYr0j1n/YMzoMZw4foIZM2Y4Rh7Eznbb9m1MmjiJmKgY0jqk8egjjzot8uvcqTMv/utFbrv1NhLjE7n3nnu58fobefihhx3HPP7Y4+i1evbttUfHNZlMxMXE8csv9oi4RqORRx95lPap7WmX2o5JEyeRsybHEUjtt99+o0VCC5YvW86gAYOIiohiwYIF/Ouf/2LHjh2O7/Lpp586rplfkM91115HbHQs6d3T+WnRT161GYVCwbat25g4YSJxMXGktknlySeexFhtdOgxZvQYHn7oYR5/7HFSklO4bNJlACxdspQe3XsQExXD2DFjOXbsmFfXrE18XDxJSUm0a9eO1HapWMwWuxYNOD+bNm1i4oSJpCSn0CKhBaNHjWbr1q1Ox+i1ej766CO398VqtXLXnXfRpXMXYqJiuKTXJXz62acOJ8hsNmM2mR2OohhB+9FHHqVNShuiI6MZkTWCTZs2OV33p0U/kd49nejIaMaOGctnn37m9dRg3U737JmzQXV+ROo6QcF0fkTqOkFnz5wNmvMj0lR6lI1+GnNyDyKFMv7P8AF5pSae+OIgRrP3YRKkJio6irbt29IyuWXQ9YiMtq+nOnv2bFCdH5G6TlAwnB9oppGgA4U3u0jUajXqMAODXlrb4LFSsPXvIwjX2n9Nl5aWOsLri5FWPVFeXs6XC74krWMa8fENJ8wbNGgQs1+bzawXZrFjlz3TYkREBPfdfx+X9ruU22+/nal/mUp1VTVVlVWcPXuWKddMYeYLM5k3bx55+Xk88tAjPPzQw7z/wfuOct+Y8wZ/e/ZvPPvcswAsW7qMD97/wPH52py1JCQkkJOTQ5euXdi0aRNms9mR5+1vz/yNH77/gQ8+/IC2bdsye/Zsrr/uetb/up6ExATCw+0pHJ579jleevkl2rdvj16v5+FHHmb5suUsXroYgOjominPf/3zX7z44ou89O+XePfdd5l2yzT2H9xPXJxz1OC6nDp1iiuvuJKbb76Zt955i3179/HE408QERHBjJkzHMd9/tnn3HnnnWSvzgbgxIkTXH/d9dx9z93cfvvtbN68maef8hyw0xXXXHMNxmojHTt15LHHHmPU6FGOX8qeRn7Kysq46aabmDNnDoIg8MYbb3Dl5CvZlbuLyMiaxaae7ovNZiMlJYUFXy4gLi6O3zb8xn333kdSUhJjRo+hzFyGQqFArVY7Rn7qavfaa69x+aTL2b1nN3FxcRw5coQbb7iR+x+4n1tvvZVt27bxzNPPuPwO7hCN/IolK1i1YhUAYyeMDZrzIyI6Oju225+dYDo/IqITtHzJclatWEVMTEzQOluRJtFDraXkqjnEz7ucfpYdTAtby8enhzFn8QmeviJVuuv6gCAIoICsUZ4jPAcajUbD0BFD2bd5H6tWrUIQBCZOnBg050dEdHTELPJSOz8gjwBddCxevJj42HjiY+NJiEvg559+5vMvPne54LsuWq2WqOgoFAqFYxQpIiKCuLg4VCq7E9ayZUtatGgBwJzX53DDjTfwwIMP0LFTRwYNGsRrc17ji8+/oLq62lFuVlYWDz/yMGlpaaSlpTFs2DD27NlDXl4eRUVF7Nmzh/vuv4+cNTkA5KzJoW+/voSHh1NRUcG89+bx4ksvMm78OLp178bb77yNXq/nyy+/dKr/8zOeZ/To0aSlpZGSkoLBYECtVju+S23n4Oabb+b6G64nrWMas/4xi/Lycjb94Twy4Yr35r5H69atmfPmHDp16sSECRN4/InHeev/3nLKD9exY0de/PeLdO7Smc5dOjPvvXl06NCBl195mc5dOnPj1Bu5+eabG7yeSEREBC+/8jILvlzA9//7niGDhzDl2iksXrzYq/NHjBjB1L9MpUvXLnTt1pV3//MulZWVrM1xduw93ReNRsPzM56nb9++tG/fnhun3shfb/kr3337nctrutLuP3P/Q1hYGB/P/xiAD9//kM6dO/PSv1+ic5fOXHf9ddx0801e3xcZGRFrXCrlWQ8B8Kz6c5IUhXz/Rx6LtxY0cGZwKCwoZNmiZQ3uXJTxjDd9mYg8AtRILBYLlqoKch7qiz4sjIryclQqFRFu1jcICBgrqtHVSWvgL2EapWONic1qIzIqkqqqKspKy1xOgQ3PGu5ID1JUXMR7c9/jisuvYO36xo9gmc1mxzQLwI4dO9izZw9fffmV4xhBELDZbBw9cpSu3ex5lPr07eNUTnqPdOLi4libsxatVkvv3r2ZOHEi7819D4C1a9cybNgwAA4fOmwfDRpsHw2yWCxUV1VzSZ9LOHr0KDarzbFYsu51PJGRkeH4v8FgICoqivPnzzd43r69+xgwcADl5eUOPQYOGkh5eTnHjh2jffv2AFzS55J6513a/1Kn9wYM9D5uVUJCAg89/JDj7379+nHi5AnenPMmEyfaE3A6RoJcjAKdO3eOmTNmkpOTQ975PKxWK5WVlZw4ccLpuIbuy9z/zOWTjz/hxIkTVFVVYTKZSE9PR61RExYW5lh/JQhCPe3A7kT169ePvXvtaQ32799P3359nepw6aXO96khxDUmlRWVjBwzkh3bdrB65eqgToGB85ofqBkJCuYokLjmJyExgZ69e7Ju9TqyV2YHdRSosXpodVrapbVzGTG5ISr7T0OfuwTN6R18kPI9l528nZd/PEaPNgbaJvifNiRQWK1W1ues5/KrLg+qHmuz19IiqgUjR45kx44drFixIqhTYOC85gdqRoJ8HQWqPZLfEPIIUCMQF9iqNWpaxMcQbdDTIj4GrRKsxkrCNErCtap6rzAX7/n7ApzW/Gg0Go+7kQzhBtI6ppHWMY1+/fox9725VFRU8NGHHzk859q7dswW77YUihnaxWmWsLAwqqqquOnmm8hZm8PGPzay8Y+N/LHpD3bn7qZDWoeaOhkMTmUpFAoyMzPJyclxODsZPTMwGo3s3rWb3zb8xtBhQ93qoVKrUKvVKJVKIqMiHekQxKkwb6hrfMQEog3eBwRHwltRD/H7lZeVO/So+50DTVVVFT179uTYsWMOPTxtkZ9++3R2bN/Ba6+9xuo1q9n4x0bi4+PrLdD2dF/++/V/efqpp5l26zR++vknfv3tV66/4XrMFjORkfZ7odFqHA573UStUlB3gW1SclJA0gL4St01P4FKm+ELdRc8JyUn+RQnKBAEQo+IiAiGDB/iX1R9pYrSibMQUNAj/xf+knKCarONF749gsXa9GkxExIT/I7g7Q+iHmUl9qUTSUlJjBkzhpiYGFasWEFeXp7kdYD6C54DlTajIWQHyAMREe4fMIvV9W6vQOVG8gZ3u4t8Cc6nUChQKpVUV1eTmGD39s+eOev4vG7j02q09bJYV1VVoVFrUKqUTqMLl/S5hEMHD5GcnEyrlFYOxyutY1qDMTyGDhtKzpocctbkMGz4MJRKJZmZmbz++usYjUYGDx4MQIe0Dmi1WtavW+/QQ6/Xs2XzFrp164ZarSbMYK9TeXm5kx5abf3v0hgEQaBDhw788ccfRERGOPT4bcNvREZG0qZtG8pKXbeJLl271Jtiq7uF3VvEBc/79u4jOTnZ8b4nJ2jDrxu49757GT9hPN3Tu6PVacnP98052LBhAwMHDeSuu++iR0YPWiS24NixY/bM9n8+HwqFAo1ag9ViJTExEa1Wy4ZfNzjKMJvNbN682bF7rXPnzmzZvMXpOnUXSbtDQOD3Db/XW2AbqNxI3uJuwXMwnSB3u728jRMUCNzt9vJVD6vVak934ueza0nqTtUlUwB4VvkJkXoFu05U8Pnasw2cKT1arZYhw4cEXQ8xfxzY9QimE+RuwbO/TlBRkfdTiLID5AGN1vUQpNVmpaK8wu1W3mA4QQ1trXbnBBlNRs6ePcvZs2fZu2cvjzz8COXl5UycNJG0jmm0btOaf/7jnxw8cJAli5fw5pw3ncpNbZdKeXk5q1atIj8/n4KCAqoqq0hNTeX3337n1KlTjo7z8ccfZ+PGjTz//PP8sfEPdu3axaIfFznt8HKHuA4oNzeXwUPszs6w4cP46suv6Nu3r2MExWAwMP2O6fztmb+xZs0aTp48yb333EtlZSXTbp0G4EhAW1eP1NRUjh49yvZt28nPz8do9D9fkKjHX//6V86cPsMTjz/Bvr37WPTjIv4x6x88+NCDREdHo1KrsFqsTuuBAO648w4OHjzIM08/w/59+/nqy6/4/LPPvb7+Z59+xtdffc327dvZsX0H7777Lp9//jn33HeP03HunKCOHTuyYMEC9u7Zy8aNG5l2yzSft8p37NiRLZu3sHTJUrZt3carr77K9m31DZdCoSAyKhK9Ts+0W6fxzDPPsHzZcvbk7uGeu+9x0u72O25n3759PPvMsxzYf4CF3yzks88+c5TjDkEQqK6qpqKswuXUSrCcoIZ2ewXDCWpoq3swnKCGtrr7okdJcQk/LvyR4qJiv+tTnvUINl0E4Xm5vNtzNwDzVp1m3+mmjw8UFx8XdD3E/HEiwXKCGtrtJfVIkOwAeaC6srree0WFRRirjI5Fv+6MsJROkLdB9eo6QYIgsHzZctq1bUe7tu0YmjmUzZs2s+DLBQwfPhyNRsOnn33Kvn376Ne3H7Nnz2bmCzOdyhw0aBB33HkHN//lZlq3as1rs18jLDyMmbNmcuzYMbp37U7rVq0ByOiZwYpfVnDkyBGuvupqhmUOY+bMmU6jEu7okdGDmJgYevXq5RiJGzZsGFar1Wn6y2Kx8MQTT3DZ5Zdx/333M2jAIA4dOsSinxcRGxvrVGZEZISTHlddfRVjx45l3NhxtG7Vmq+//toHFWqorUfnLp354ccf2PTHJi7tdykP3P8A06ZN45m/PeO0/dtkMjmNzLVt25avvv6KH3/8kUv7Xcr777/PC/94wad6vPivF8kalsVll13GsqXL+PyLz7nlllvqHefKCZr73lyKi4oZOGAgt027jfvuu4/EFr7N/0+/YzqTJ0/mrzf/lUkTJ1FeVs6dd93p8ljx+XjmmWeYNGkSt916GwMHDKynXfv27fnyqy/54X8/0K9vP+bNm8fTT9t3x7lbAyIIf6aqsQn0H9Tf7boSqZ0gb7e6S+kEeRvnR0onyNs4P8EcmRMM8VRk3gvA4KMfMaa7AatN4F/fH22yqbDYuFiumXoNMbExIaOHlE6Qt1vdpXSCFIKUczQXKKWlpURHR7Nm0xraprZ1vJ+fl8/G9Rvp16sfXbp0QR/W8KK5uoH4UEB1RTV6PxdB+xNRWIooxP4E1Qt0ID5/gk4GOlBlMPQQEBpsMxeTHv9+6d+8//77HDp8qN5n4r2trqqmoLCAyMRIVBqVx/KkCIzoT5yfQMUGslqs7Pp9F8lpyeRk5/gU5yfQgRH9ubcNnVNYUMiKZSu4/LrL641c+Fa5ahLeGY2q/DxnRzzL2NU9Ka2y8tCE1kwdkuR/uY3AXG3GUl3zwyhYeohtZtCgQfXskRSBEf2J8+PtOceOHaNPnz6UlJQQFRXlsUx5BMhLxIZoiDSgD9N73XEGciTIX0fG36zl7vC34/Q3a7kr/HVkZD1quFD0eG/ue2zatInDhw/zxedfMOf1Odx0U/2t8LX1MEQYUCk9Oz4igR558NeRCfRI0LrV63zuOAM58uCvYxm0kSCNnopM+xRx4h/zeHi0vX7vrTzNmSL/p8P9pay0jNUrV1NWVpO1PlT0CORIkL9BDqUYCZIdIC+o7YUPGDTA55Gb2ka+vMz7PCW1aewoTqA63caOGgSi023sKE5jnKD777vfEUcpPi6edm3b0TGtIy0TW3L/ffd7XY6velx77bUkxCbUXLvW6+WXXm5QD1fnxcfG07pVa7Zu2xrSehw8eJAp10zhkl6X8NKLL/HQww/x9+f/7nRMvedD5dvzEahOt7GjOIFwgsS8TpHRkX6NGgSi023sqFqwnKCqS6ZgjW6NqjyPa61LuaRdBNVmG6/+dFzSDSyuMJlMnDp+CrPJ+X6Hih6BcIIaG+HZGyeooVGf2shTYC6oPQUWHh7uNASpREllQSWpqano9L7FobBYLJSVlaHX6tGF61AqvPM/AzmF1ZiyAjll4m9ZgZzC8qes8+fPU1pSSnmFPc6PIcLg6GwjoyIdQSC9xRs9BAQOHziMoBCcnO/q6mqqq6sdu+w8cehg/ekiEfHcC1EPcH0PjdVGjh07Rnh8eINTYLVpTEcRyPQW/paVn5dPzi85pLVJo0vfLuj1/se28Xf6JZBTiu7KUuvVaPSBiZOj3/4d0YuexhYey6YbljD1PfuW+JduTGNkemzDBQSIgvwCFv13EWPGjSEuvn7EeSn18DQFVrcsf6fDApnewlNZpaWltG/fXp4CayzlZeUBnX9Vq9WOtALlZeVe/cII9Podf0eCAr1exJ+RoECv3/FnJCgxMZEWLVuQ2jaVnr160qVLF8fWfl+dH/Bej1atnMMItEppRXJyMt3Tuzfo/ABO59Z9eRMnyBWhoEegnw9/Rx4CndvLn5EgsYMU8zpp1I2zV/6MPAR6PVUwRoKqMyZjiWmNsrKIrqd+4q9D7et/3lx8gmpT4MJkNJZQ0cOfkaBA5/byNBJUO9dkQ8gOkAe2bNwS8ESBKvWfW7KtDRt5KRYvg+9OkFRZxH3pdAPd2Yr40unKetTQnPXwtdOVKrGpL05Q7dGBoSPqBwn1F186XSkWk0N9PY4cOsLSRUspKS4JSPko1VQOmg6AYcNH3DIknpbRWs6WmPh83bnAXCNAhIoevjhBUiU2decE1Q3e6gnZAfKAIcogWYj4yEjPRl4q4y7ibacrVWcr4k2nK1VnK+JNpyvrUcPFoIe3TpDUWd29cYLqTY00cuSnLt50ulJ1tiK19chZlcOZU2cavXmgNlW9rsFqSEBVepqY/Yt5cLw9lMenOWeCtiA63BBOn/59GoxYHyp6eOMESZ3VvbELo2UHyAO9eveSLB+LSq1ya+SlNu4iDXW6Une2Ip46Xak7WxFPnW6o6FFdVS3rQfD0aMgJktr5EfHkBAV6m7Q7PHW6Une2IqIekdGRgZ8KU+uoHDANAMOG9xmVHk2fdhEYLQJvLTsZ2Gu5ISwsjG49unkVXiVU9PDkBEnt/Ig0xgmSHSAPqDXS5op1ZeSDZdxF3HW6wXJ+RFx1usHqbEVCWQ+wayLrEVw93DlBwXJ+RFw5QcFyfkRcdbrB6mxFNBoNQ4YNkUT3qr5TsekiUecfQr//Fx69rC1KBfyyq4hNh0sDfr26GI1Gjh055nVE+lDRw5UTFCznR6S2E7Rnzx6vz5MdoCamtpEvLS2ltLQ0aMZdpG6nW1ZWFlTnR6R2p1tWVhbUzlYkFPUQQyeIi5WDhayHnbpO0JpVa4Lq/IjUdoLWrFoTVOdHpHanu2LJClYsWRG0zlZEo9GQ0CLw1xJ0EVT2+wsA4b99RKekcK7qb9/l9PrPJySPEF1eVs667HVUlHu/iDdU9KjtBK1atSqozo+I6ATt37/f63NkBygEUKvVjjQNVovVKZFmsBA7XTGru0arCWpnKxIWFoZGq8FsMiMIQlA7W5GI8AiyV2c3uR5bt2wlOSnZkVvNm6HxQDL99un89aa/OvS4+qqreWHmCz7podfq+fF/PzaqHmq1muSkZH5a9FOT6SE6QSaziVMnT5HSOiWozo9Ij149SGmdwqmTpzCZTUF1fkQSEhPIzMqkuLiY4uJiMrMyg9bZAhgiDGQOz/QvG3wDVPW7CUGpQXtyC+rTO7hrVApRYSoOnavi563SJs31l6bWA2qcILPZzIkTJ2jTpk1QnR+RXr160aFDB6+Plx2gEEAQBKe1FlVVVZIE4Zp++3T0Wr3j1SqpFZdfdjk7d+wE7HFlRCxmi8tFhp9++iktE1vWe79zp8689X9vNbqOFosFi7nmurXrFGj+Mesf9O/X3+VntXcSSKVHQ9TdzWC1uN+Se/ToUSdtxZe/GeVFBEFw6PHBhx/w1NNP+XT+0eNHGTd+nFMdXSVIbagOtWkqPfbl7nP8P+9cnuRZ5F2Rn5dP3rmatRa16xQszGYzO7btcPy9Y9sOSbOW10Wn09G+Y3u3ueAagy2yBdXpEwEI3/gp0eFqbsuy5y58b+VpKo2hsy1epKn1EMnNzXX8/+zZs5JnkXdFXl4eZ86c8fp42QHyQGyc9EGwaq9piIqOIio6StIs8mPHjeXo8aMcPX6UJUuXoFarueqqq5zW/MTGxQYsTYMvWCwWCvILUKlVxMbFBixNQ10EQXD7vcR7brPagqIHuN62WVVV5VgLEB0TDUBZWcN6LF662KHv0eNH6dOnj9/1EgQBs8Xs0KNVSivUKrVPeiQlJTWqoxKfD4Dw8PCg6OGK2mt+ptw4JSgJO+tSe83PlBunSJ5F3hW115iMnTCWsRPGSpq13BXGaiO/rv1Vsh9Hlf3tCYT1uYtRlp3jmgEtSInVUVBuZsH60NoWHwp6gPOan6lTp0qeRd4VeXl5rFixwqcRUZ8coLi4OJ9e8fHxHDt2zOcvcsEhCGCq8P5lrgRTBYKxnLLCc9iqyojUq1DbjKhtRiL1KmxVZZQVnkMwlnsuy8dOQKfVkZSURFJSEr169+LxJx7n5ImTnDx+ks2bNxMbHUtJSYljDcqGXzeg1+o5evQoa9as4c7pd1JSUuIYYfjHrH8wZvQYjh87zhOPP+F4X2T9+vWMHDGSmKgY0jqk8egjjzoFqurcqTMv/utFbp12K0ktknjyySe58447eeThRxxrUJ54zF7uvr32X7smk4m4mDh++eUXwL548NFHHqVNShuiI6MZkTWCTZs2Oa6xZs0a9Fo9y5YuY9CAQURFRLFgwQL+9c9/sWPHDkedP/3kU0dnW1lZydQbppIYn0jmkEwW/7zY6043JyeHzMGZREVE0a5tO57723NOjsuY0WN4+KGHefyxx0lJTuGySZcBsHTJUnp070FMVAyTJkzi3Dm7sRWnnFSqhp3S+Lh4h75JSUleGwOr1cqTTzxJy8SWtEpqxdNPPY3JaHLKYD/58snMmjXL4ZSeOXOGK6+4kpioGLp07sJXX35VbySw9hRY185dARjQfwB6rZ4xo8cAsGnTJiZOmEhKcgotElowetRotm7d6vTjQPz+gczl5i11FzwHM2u5iKsFz1JmkXeFqwW2UmYtd8emjZtYu2qtT2tlfMGS3ANTm34obBbCNi1Aq1Zy79gUAD5fd5b8Mu/jzPiCWq0mLj7O6+ndUNGj7oJnqbPIu0J0fmJiYsjMzPT6PJ8m0ouLi3njjTeIjo5u8FhBELj33nuxWkNvyNBb/vjtD0aOGdnwgeZKdK+297pcvZv/i+gAg5dlGZ84Alpvj3amvLyczz79jPbt29OqdStOnz3t+Ezs+JQqu49stVoZNGgQs1+bzawXZrFjl33INSIigvvuv49L+13K7bffzm233+Yo49ChQ0y+bDIzX5jJvHnzyMvP45GHHuHhhx7m/Q/edxz3xpw3eOSRR/gl+xciDBEsW7aMD97/ALCvCfr999+Ji4tj5cqVdOnahU2bNmE2mxk0aBAAf3vmb/zw/Q988OEHtG3bltdee43LJ13O7j27iYurCSn/3LPP8dLLL9G+fXv0ej0PP/Iwy5ctZ/HSxQiCgFKpdHS2L730Ei+++CIv/fsl3n33Xe6/73429t8I4HFd0qlTp7hy8pXc/Neb+fCjD9m3bx/33nMvOr3OKX/V5599zp133kn26mwATpw4wfXXXc/0O6Zz/fXXs2fvHp5/7nmnsiMiIygvK6estMztIuBrrrkGY7WRjp068thjj3HZ5Zd5bAO1Nfjs0894b957dOzUkddnv86SJUvIGpHl9F3VarVjZO7WW26lqKiI5SuXo9FoePKJJ8k7797Yrft1HZmDM1m8dDHdu3dHq9UC9pGtm266iTlz5iAIAm+88QZXTr6SDb9tICwsjMioSKdyRCdIXLAv5Toxd7u9RCcoe2U2q1eulnTRqafdXmKddmzf4fR3oPG0u0jsdFevXE32ymxJ1yXt2r6L3F25REV7n+/JHyr734L2xCbCt3xJReY9jOoRy4L1BnafrGDeL6f525XtAn7N6JhoJlwxwSkbvDtCRQ93u71EJ2jFihWsWLEiYFnkXVHb+RkzZgynT59u+KQ/8Xkl4Q033OB1yP8HHnjA1+JDitydubRo0aJJFjtKxeLFi4mPjQfsIcNbtmzJ1//9GoOhvhOlUCgc71eUVaBUKomKjkKhUJCUlOR0rEpl3x1U+/1XX3mVG268gQcetLeDjp068tqc1xgzagxvvf2WPU+RAIOHDOa+B+5zdGTDqobx2KOPkZeXh1qtZt++fTzx5BOsWbOG226/jZw1OfTt15fw8HAqKiqY99483v/gfcdak//M/Q9dOnXh4/kf8+hjjzrq8/yM5xk9erTjb4PBgFqtpmXLlk5bqwFuvvlmrr/hegBm/WMW77z9Dvv27SM2NtZjp/ve3Pdo3bo1b7z5BgqFgi5du3DmzBme/duzPPvcsyiVdoeyY8eOvPjvFx3n/f25v9O+fXueffZZwsLD6D+gPwf2HWD27NlOekRGRjp2ZNV2giIiInj5lZcZNHgQSqWSH777gSnXTuGbhd945QS9/dbbPPHkE1x2+WWUlZYx+/XZrMlZ4zLxb1hYGPv372f16tWsyl5F//72dVRz584lvXu622skJNiNtDhKJTJixAin49559x1aJrZk3dp1XH3t1S4dvWA4QQ1tdQ+GE+TNVve6TlC39G4BrYM3W6uD0emKenTv0Z2TJ6WNzWPsMgprdAqqklPody2i+pIpPDShNXe+v49Fm/O5YVBLOrQM/iYRCB09GtrqHgwnqK7z4+t39MkBstlsPhUuTidcqHTp3sW7X1aacPtIjBfYBBvGKhNGUzUREZGo1Z4TNVosVsrLylCqVURGRNQ38hrPUUPrMjxrOG+99RbV1dWcO3eOzz//nOumXMfa9WtdHi92gEq1krLSMmxW79vAzh072blzJ199+ZXjPUEQsNlsHD1ylI6dOmKz2bjkkkucOrD0HunExcWxNmctWq2W3r17M3nyZD54/wOqKqtYs3oNw4YNA+DwocP20aDBg2puiUZDv3792Lt3r1N9+vR1vR7GVVyZjIwMx+cGg4GoqCgKCgoa7HT37d3HgIEDnN4fNGgQ5eXlnDx5krZt2wJwSZ9LnM7Lzc2lV+9eTqEHBgwcUK+u7pyghIQEHnr4Icdx/fr14/SZ07z++usNOkAlJSWcOXOGPn37OG1179unr9sppuPHjqNWq+ncubM9PlFYGGkd04iN9X3d3Llz55g5YyY5OTnknc/DYrVQVVlFfkG+x+kAKZ0gb+P8SOkE+RLnp7YTFMhpQV/iykjZ6dbWo1XrVpI7QCjVVF56E5ErXyb8j0+p7n0tvVIjyeoew+rcYt5adpI5f+0U0EsW5Bfw88KfGTVmlMtkqBA6engb50dKJ8id8+OLDZAXQXugS7cu3s2xKxT2aagGXoImnHKjAJpwIuJaog6PavAcdXgUEfEtsSp0lBltCJpw52N8NPiGcIMjkeagwYN4/4P3qaio4KMPP3KMTtQ2oGaLfQ45whCBSq2iusr7hYfl5eVMv2M6G//Y6Hj9sekPdufupm1qW8pKy1AoFMTGxjo1WoVCQWZmJjk5Oaxdu5Zhw4aR0TMDk8nEkaNH+P333xkwoL5z0OB3dzHKZbVZXcaVqWsoFAoFNsEWsDUotetSVVWF1WK1Ty95EXrA27QZ/fv35/Chw17XqbKi0uc4P4FYqD799uns2L6D2bNn89Pin1i5ciVx8XFeTZ9LsSbI1yCHUqwJ8ifIobgmaPfO3Y2+PvgXUViKNSh19VBr1CSnJEu+/b+q9xQEtR7N+X1oTm4B4L6xrVEpFfy6v4RNhwIfHNHTIEOo6OFrkEMp1gR5GvmJiYnxuhy/HaCCggLH/0+cOMHzzz/PE088wdq1rkcSLlQCtdDQsaDzT6OuamDkpzaBNPJWm9UpyKFCoUCpVFJdXU1igt0zP3vmrON4R2hxhX3ti06vs29Vr9PpajXaeh1W70t6s2fPnnrZx1PbpWKsNqJSq1AoFS4726HDhpKzJoecNTkMGz4MpVJJZmYm777zLiaTiV69elFVVUWHtA5otVo2/LrBca7ZbGbz5s106+Z+KkCMKuxPUD1PenTp2oXff/vd6b0NGzYQGRlJ69at65Ul7r7r1r0bW7dsdfrM0xZ2b5yg7du315uqdIXBYKBly5Zs27bN4fxYLBa2bN3i9pzOnTtjsVjYt2+fwwnavWs3RUVFbs8R1/xYbc7tZMOvG7j3vnsZkjmETh07ERcfR0F+gasiXBLI58PfCM+BdIIaE+G5R68epGfYpyFzd+U2cLR7GhNROJCdris9oqKiGDlupOTrgAR9FNXp9tHTsM1fAtA2Qc81fwZH/L9lJ7HZgrMTMVT08DfCcyCdoMZOe9XGZwdo586dtGvXjhYtWtC1a1e2bdvGpZdeypw5c5g3bx4jRozghx9+8LtCoYT4K722E7R/r/dRJkWcwvdHRjZ8ggsCYeStVrvzU1pWSklJCXv37OWRhx+hvLyciZMmktYxjdZtWvPPf/yTgwcOsmTxEt6c86bjfHFNS0VFBYt/XszZs2eprKwEILVdKuvWruPUqVOOwH2PP/44v234jYcfepjt27Zz8MBBfvj+Bx647wHHSIM7hg0bxp49e8jNzWXwkMH294YP46svv6Jv377EJ8RTVVmFUqnkzrvu5G/P/I3ly5azJ3cP99x9D5WVlUy7dZrLskU9UlJSOHHiBLt37SY/P9/rEPTgXo+77r6LkydP8sjDj7Bv7z4W/biIf8z6Bw8+9KBjhE2kduiBe+69h4MHD/LM08+wf99+vvryKz7/7HOPdajtBH34/ocsWLCAfXv3sW/vPl7+98t88vEn3HPfPR7LENNb3HHXHbz91tss+nER+/bu48EHHvSYbbtL1y6MHDWS++65j127dnHgwAEefOBBh1PtihYtWhAWFsbyZcs5d+4cJSX28jt27Minn37Kntw97N27l9tvu93nIJyBeD4am94iEE5QINJbdO/RHYDdO3f79aMtEOkUAtHputNDEARMJlNQdgBW9r0RAP2eJSgqCgG4fUQy4Tol+05X8stu9w5/oAgVPRqb3iIQTpA3zo9oV7zBZwfoySefJCMjg5ycHLKysrjsssuYNGkSJSUlFBUVcdddd/Hvf//b12JDEq1O6/i/6ATt37vfp8ZTN3eRLyM/dWmMkRenWbKzs+nauSvt2rZjaOZQNm/azIIvFzB8+HA0Gg2ffvYp+/bto1/ffsyePZuZL8x0Kmfw4MHccccd3H3X3bRr245XX3kVsC8wPnbsGN27dqd1K/tIR0bPDFb8soIDBw4wauQoBvQfwKwXZpHcKrnBaZYeGT2IiYmhV69eRETYI74OGzYMq9XK0GFDndI0PPvcs1x51ZXcduttDBwwkEOHDrHo50Uu16PU1uOGG29g7NixjBs7jtatWvP11197fT/BtR4pKSn88OMPbPpjE5f2u5QH7n+AadOm8czfnnE612KxOI3EtW3blq++/ooff/yRS/tdyvvvv88L/3ihwTo4tqmrFLz0r5cYNHAQQzOH8tOin/j8i8+55ZZb3J5bO7fXU089xdS/TGX67dMZPmw4kZGRTL5issdrf/jRh7Ro2YLRI0dz8803M+22aRgMhnqOXu379dqc1/jggw9on9qea6+5FkEQeO311yguKmbc2HHcMf0O7rvvPhJb+L5OoLYeFRUVCHj/fAQqt1djnKBA5/ZKz0j3eeQ6kLmkGtPpetKjqLCIbz7/hsKCQr/r5i2WVhmYk3ugsJoJ2/4tADEGDTdl2kdW5648hcWHdZG+Eip6BCq3V2OcIG9HfnxZq6wQfHSjExISWLVqFT179qS8vJyoqCj++OMP+vbtC8DevXsZOHAgxcXFvhQbUpSWlhIdHc2m3E3EJ8Y7fbZn5x5iw2PpkNahwXAArhI3CghUV1SjN+hd7rDxBl+TUkqR2NTXpJRSJdL05btJlUhTaj28aTOhoMfJkyfp2KEjX//3a8aOG9ukehQWFHLmzBmiWkahD/ecQkSKxKa+dlyBdH6sFiu7ft9FjwE92LN7j9ffTapEmr5+t4b0KCwoZMWyFVx+3eXEJ8S7KCGw6Ld+Q/TPz2KJaUPBfStAoaTSaOXq13dSVGHhqcmpXN2/8Qt7LRYLRXlF6DV61Gp1UPUQ28ygQYPqPYdSJDY1m82sWLGC4uJirxZG+zLtdezYMfr06UNJSQlRUZ6nSX0eASosLHSsK4iIiMBgMDj90ha3CTcHKirrB9rq3LUzWq2W6qpqjws/pcxa7ctIkFRZ3b1diAvSZhF3lbXcFbIeNQRKj+zsbH5a9BNHjhxhw4YN3HzTzaS2S2XEyBFNrochwoBgE/h9w+8ef+lKldXdl5EgKbO6e7uGUcos4r6MPEilR2OoTp9kzxJffALt4fUAhOtUjhQZH2afptrU+Hh3arWamNgYSZ0f8E0PqbK6+zISFMg1P3XxaxF0XYMZ7GSVTY1Go0Efpndr5KU07iLedLpSdbYi3nS6Ujo/Ig05QYHU4/777ic+Nr7eq2ViS5599lnJ9Lj22mtJiE1wee2X//0y4FmP2se3SGhBWloa7VPbkxCXwLp16/y6Fxazhef//jx9evfh+inXk5iQyPIVy4mKigqaHu5Qq9TownRUlFW4NfJSd7beOEFSOj8iDTlBUna2It50uqHo/ACgDae651UAhG1e4Hj7yksTSY7Rkl9m5usN5xt9mYryCn5b9xvFxcXB18NSXw+pnB8Rb5wgKZ0f8GMKTKlUMmHCBEd+n0WLFjFy5EjHgmGj0cjSpUsv6AjQ4hTYmk1raJva1ukzq9lKZUElqamp2ARbvQ6tIeMeiCmw2rhzMKR2fmrj7jsHw/mpjavvHOjO9vz585SVuh7hjIyKJC4uLuB6CAgcPnAYQSG4bDOxcbFOEa9dfedDBw9hsVqoKK9AqVISYaiJKdUqpZUkbSQYerjDWG3k2LFjGBVGVq+q72AEs7N152BI5fzUngKrvebQ1XcOhvNTG3ff2Rc9gj0FBqDKP0jC3IkICiX592dji7aP/izZVsDMhUeI1Kv47rEMosL8b88F+QX87+v/odPosFltQdUjOiaaFlEtHFNgUjs/tXE3Heav81NQUEDnzp29mgLz2QG69dZbvTpu/vz5vhQbUnjrAOn0Oicjr9frGzTugXaAoL6jUV1dHTTnR6RuxwYE1fkR8VUPKQi0Hv60mYtdD9EBCo8Pp6i4yKnT3Ze7L+gjDXUdDUCykR93DhA4OxpduncJqvMjUtcJ8lUPm82GTWnDEOV+wb0UxH56E9rjGykfeh8Vw+1BR602gb++k8vBc1X8dWgS942rH+rCWwryC/jwrQ+Jiohi0pWTgqpHzi85pLVJo1+/fuzfvz9ozo9IXScI8Hvkp7S0lPbt20vjAF0MiA7Q+m3raZXSyukz0QFq27Yt+jD74krRyMOf0xAejLsUDhDUdLqinMF0fkTETtditk+9qDXqoHa2Ir7oIRWB1MPfNnMx61FdVc3x48cJjw9HpVE5Ol2T2Z7IsimmWUQnSJwKS0hMkGTay5MDBDVOENjjdwXT+RFprB5qvRqNXtpAiHXR7/qJ6B8exRqVTP79q0Bpv7fr9hbz2OcH0akVLHw0gxZR2gZKck1BfgHvzXmPy6+4nI6dOway6g1y/ux5zhw6w5EjRxAEIajOj4joBIlTYYmJiX5Ne507d47u3btLswj6YqJuEkYAhUqBgEBVdc3aBr2+ZpeJWqMOemcL9jVBak3NdWvXKVgoFAqnTt5TTBgpkfWwczHrUVVdhYDgSOabkJhAYsuanSZduneRvA510Wg09Ozd0/F3z949JY9m7Ira3z2xZWLQnR9onB5lZWWsXrna7VS0VFR3HYNNH42q9AzaI7863h/SJZqebSMwWgQ+XOV9Ik5XaLVat2kwpKTuVGL37t2DXgeNRkPv3r0df/fu3duv56O62vtsBT5ZoquvvtrrY7/77jtfig5JXA2OKZVK1GFqx684vV5PZUUlVqs9lUFlRSU2mw29znWHJ2AP4qVQKQI6AlRtrKa6qhqNRuPYBmwwGILa4dVeYwL2eB2GCANqVfAcEEEQqKio8FoPqQikHv62mYtRD0Gw/zjJz8tHHaZGobTfr13bd3Hq5ClSWqeQdy5P8izZrsjPy2fd6nWOUP3rVq8L+uiLOAql1WhJbJnIqZOn2LV9V9BHwxqjh9lk5tTxU5hMpiDUtBZqHdU9Lid80+eEbV+IKW0oYP+hcd/YFO76YB+LtuTzl8wk2ib43r71YXpatW7F4QOHg+4EiVHDW7duzdmzZx15u4L5fOTl5bF69WrHrvLVq1dLmkUefHSAase9EQSB77//nujoaPr16wfA5s2bKS4u9slRCmWKi4pdDqGFRYVRRRXnzp3DWG1EsAnownSolCrMZjMmkwmtVuuy8QgImI1mNDpNwBygute02qwYq4wolAr0YYGdanNH3WuCfRqi9r2RGgGh3jUb0kMKAq2HP23mYtZDQEAdpiYsyj76VXeBrTj9EkwnqO66F0DSLPKucLXgufZ0WLCcoFDQw1+qel9L+KbP0e1biaKyCCHc3ln3bhdJZpdo1u0r4b2Vp/jXDWk+l20wGBg2ahjLflyGPkwfVD1279xNtw7dGDZsGEVFRU7JS4OhR90Fz4CkWeRFfHKAai9sfuqpp7juuuuYO3cuKpXdmFqtVu69994G590udBQKBZpwDb/+9ivGSiMDBg8gMq5mumz/3v3s37Kfzl0707lrZ6dzrRYrJ3acoFPPTo2KCu10rb1/XqttzbUshRY2btiIIdLAgEEDJG3ERYVFbNxY/1pas5bfN/xORVkF/Qf1JzbO90zh3mI2m52u5a0egUYKPXxtMxe7HkqV0mnkp+4CWymzZLvC3c4nqbLIu8Ldbq/aWeRr/y0VoaBHY7Akdcec1B3N2Vz0u36kqn9NpPW7x6Swfn8JK3cVcdOpCrql1E++7Amz2YwgCHRP7x50PTJ6ZmCrsEdQFtfeBMsJcrfbS6os8rXxew3QRx99xOOPP+5wfgBUKhWPPvooH330UUAqV5ejR49y++230759e8LCwkhLS2PGjBn1hkJ37NjB0KFD0ev1tGnThldeeSWg9RCNSXFhMQMyB5DQMgGVRuV4dcvoRlrnNLZu3cqe3D1On6k0KiwWS733/Hntyd3D1q1bSeucRreMbk6fJbRMoP+Q/uSdzyNnTQ42bAG5Zt1XUXERq1etRq1TM3jYYPThesdn+nA9g4cNRq1Ts3rVaoqKiySpgw0bOWtyyDufR/8h/X3WI1AvKfXwts3Ieqg8Oj8iUmTJdoWnre5SZJF3RUNb3QOV8LkhQkGPQFDV+1oAwrYthFrLJDolhTOup33q6t3lp3wut7SklF+W/ELbdm2DroeYP05EdIKKi4tZsWKFZHp42urub9oMX5w1vx0gi8XC3r17672/d+9en3Jx+IJY9nvvvcfu3buZM2cOc+fO5W9/+5vjmNLSUsaOHUtqaiqbN2/m1VdfZebMmcybNy8gdfA2bobURsWbuBlSGxVv4phIbeRlPWqQ9ahB1sNOc9QjPDycPv37EG4ID3g9vaE6/XIElRbN+X2ozzjfq7tGpaBWKdh4qJQ/DpX6fY1Q0ENqJ8ibOD/+OEFi7khv8NsBuvXWW7n99tt5/fXXWbduHevWreO1115j+vTpXscK8pXx48czf/58xo4dS4cOHZg8eTKPP/6404LrL774ApPJxEcffUR6ejo33HADDz74IK+//nqjr+9r0DCpGrEvQcOkMvK+BHGTysjLetQg61GDrIcds6V56qEP09OtR7egh/kQEcKiqe46FvhzFKgWreJ0XHWpfarmPytONSpjfSjoIZUT5EuQQ1+dIEmToda+yOzZs3nzzTc5c+YMAMnJyTz00EM89thjTlNjUvLcc8+xdOlSNm3aBMBf//pXSktL+eGHHxzHZGdnM3LkSAoLC11mCDcajRiNRsffpaWltGnThi17txAVbV/PZLaYWZu9lrKSMjKzMn2KQJq7K5fdO3eTnpFOl65d2LN5D936dvNrDVDtsuoOW3qiIL+AdavXERkdydARQ9Go/Z/T9besxtzDQJbl7z0MZFm+3EOrxeqxzch6NL6s5vR8iO0lrzSP0pLSZqeH0WSkoKiA1u1ao9X6F3OnseiObiDh69uxaSM4e/8aBE2NM1ZQbmbKm7kYLQL/vqE9Q7t4TpotUlhQyNLvlzJi1Ain9XnB0ENsM5deeqnLMBX5+flkZ2cTHR3NiBGNW6Plb1lms5ns7GxKSkoYMWIECQmuHfrjx49z6aWXBi8QYmmpfagv2IufDx48SN++fZk9ezZ33HEHAGPHjqV9+/a89957juNyc3NJT08nNzeXbt261Stn5syZvPDCC/XeX7BgAeHhTTPMKiMjIyMTogg2Ruc+jsGUz+bUuzgZN8Tp40XHlKw8rSQ5XODJnlaUF1e6zCalsrKSqVOneuUABSQgSGMdn6effpqXX37Z4zF79uyha9eujr9PnTrF+PHjmTJlisP58ZdnnnmGRx991PG3OALUtmtb4hPjA/YrOXdXLnt27aFL+y4+jwAF6ldAY37pBupXcmN+6QZy1KIx9zSYergbAZL1CMy5tWkOz8e67HUkRiXSsn1LElv4v3MmVPUoKiwi+5dsxl81vkmCBopYI26AdW+TzjaSxj7k9FnnKgu/vZnLmUobJa3SGJPh3Y5Li9GCpbp+UmmQVo+GRoBEGjMSFKhRpIZGgo4fP+51WT6NAPXp04dffvnF5TSSKzIzM/n6669JSUnxeFxeXh4FBQUej+nQoYNjuPP06dNkZWUxcOBAPv74Y6d8MP5MgdVFTIXxy4ZfOHjgYEBz5ezcthNbhQ2lQUlG7wyvzgl04kZ/kjAGOnGjP0kYpUjc6M+9DbYerlIbyHo07hxPXOjPR3lJOWlt0tymwvCFUNSjrLQs6MlQXaEsOkHiO6MQUJD/4BpsUUlOn3+UfZr3fjlN63gdXz+YjlrV8JJbc7XZrQME0ukh2hgxGaon/ElSGuis7u4SqAIcO3aMPn36BD4VxrZt29i+fTs7duzw6rVt2zantTXuSExMpGvXrh5fovNz6tQpsrKy6Nu3L/Pnz6+XDG/QoEHk5OQ4LdZasWIFXbp08dpxE/lt/W8BTxQoet+7d+72amGbFFmrfV34KUXWal8XfkqVtdrXhYayHnZkPWoINT0yszIbfX2RC1GPYGGLbYOpTT8UCOh3/Vjv8+sHtyTWoOZkgZGft3r+gQ/2+F3ff/09xUXFbo8JBT18XRgdaOcH/N8iXxefd4GNGjWK3r17e/WqqqpquEAfEJ2ftm3bMnv2bPLy8jh79ixnz551HDN16lS0Wi233347u3fv5uuvv+bNN990muLylrLSMskClKVnpDfYiKVovCLeGhUpjLuIt0Zeqs5WxFujIuthR9ajhlDUI9CjIqGmx4Z1G4iJjWmSHH91qc64AoCwHT84xQQCMOhU3DLMPir0warTGM2edyfZbDZHqhhPhIIe3jpBUjg/Iu6cIF8GOnxygI4cOcLhw4c5cuSIV6/Dhw+Tmprq27fywIoVKzh48CC//PILrVu3Jjk52fESiY6OZvny5Rw5coS+ffvy2GOP8fzzz3PnnXf6fL2BmQMli87avUd3j41YysYr0pCRl9K4izRk5KXubEUaMiqhoEdBfoGsx5+Egh7y81FDMPWwmC106d6F6BjvdldJSXX3CQgqLer8g6jP5tb7/Or+LWgRpeF8qZnv//BvlMIVoaBHQ06QlM6PSGNHgnxygFJTU31+BXI7/LRp0xAEweWrNj179mTt2rVUV1dz8uRJnnrqKb+u19DapcbirhEHo/GKuDPywTDuIu6MfLCMu0go6wH25JmyHqGhh/x8NK0e3iytCAaCPgpj51EA6Hf+r97nOo2S20e0AuDjNWeoNFoDdu1Q0MOdExQM50ekrhN05MgRr8/1OxDixYAuTCf5Neo24mA2XpG6Rv7smbNBM+4idY382TNng2rcRUJRj3PnzgEQGR0p6xECesjPR9PqoVQq2fTbJgryG15XEwyq/pwG0+9eBLb6C5gv6xNP6zgdRRUWvt5wLqDXDgU96jpBp0+fDprzI1LbCVqzZo3X5wUkDlBzQ9wFtmnPpoDPp7va0QM1XjsQ1MZbm/y8fJYvWQ5gb7wTgtN4a2M2m1mxxL66H2DshLFBM+61CSU9lAol3Tp0o0vfLuj1+qDWQdajhgvl+XBnYwJJU+pRWFAYErvAHFjNJL6ZibKyiKIb5mHqmFXvkGXbC3j+myNE6FV8/1gGUWH11y+ZzWbOnjxLdES0z+2qsXr4sgvMHXl5eSxevBiwr8OZMGFCkzwfn3zyCU899VTgd4FdbFRUVDR1FWRkZGRkQhmVhur0ywAI21F/GgxgTEYcHVuGUV5t5fO1Z10eo9FoSEpOCrrTcDEjO0AhQO1hy2BkAXaFuKYhITGBkWNGUllRGfQtp+KahsqKSkaOGUlCYoKkWbLdEWp6DBs5DIC12WtlPUJAD/n5aHo9TCZTUK/XEOI0mG7/ShTG8nqfK5UK7hxtXwv09YbzFJTXbzcVFRVs3bSVyopKn64dCnqIa37E6bDy8nJJs8i7QowNVFnp/f2THaAmpu6crdRZgF1Rd0FnUnJS0ONu1F3QmZScJGmWbHeEoh4tW7YEoKykTNYjBPSQn4+m1aOwoDDoTl9DWJIzsMR3QGExotuzzOUxw7rGkN7aQLXZxsdrztT7vLqqmtwduVRXV3t93VDQo+6C51atWkmaRd4VtQMjjhs3zuvzfHKAYmNjiYuL8+rVHCgqLJK0fHcL1oLZiN3tZglm8DF3u1mkypLtjlDWAyAzK1PWg9DQQ34+mk6PzRs3M3r86JDYBu9AoXCMAoW52A1mP0TB3aPtO4u/35jH2eLG7WQLBT3c7faSKou8K+pGha4dFqchfHKA3njjDebMmcOcOXN47rnnABg3bhwzZ85k5syZDs/r73//uy/Fhiwbf90omVHJ3ZXrcbV+MBpxQ1t5g2HkG9rKGywj39DuiVDQIz4hXtbjT0JBD/n5qCGYesTGx9KzT8+QCIRYG3EdkObY7yjLzrs85tK0SPq2j8RsFfgwu/4okLeEgh4NbXUPhhPkKiWGLyESfHKAbrnlFsdr/fr1zJo1iy+//JIHH3yQBx98kC+//JJZs2b5tA0tlGmR3EIyo7J75+4GV+tL2Yi9jWMipZH3No6J1Ebe262jsh52ZD1qCEU9Ar09PNT06D+oP39s+IOK8tDapGKLbYMppRcKBHR7l7o8RqFQcM8Y+yjQz1vzOZ7v/XSXSCjo4W2cHymdIHf5wIKyBmjZsmWMHz++3vvjx49n5cqV/hYbUgzLGhZwI5+7yx4tND0j3autilI0Yl+DuElh5H0N4iZVp+tr3AxZDzuyHjWEmh7rVq9r9PVFQlEPm9XGof2HfForEyyM3ScBoN+92O0xGW0jyOwSjdUG83457Xhfr9eT1jkNnc59/LlQ0MPXIIdSOEGekqH6gt8OUHx8PP/7X/25zv/973/Ex4dAbIYAUFZWFlAjv2v7Lnbv3A3UJEX1hkA2Yn8j2AbSyPsbwTbQna6/QcNkPezIetQQSnpERkcCNHok6ELWo6mo7jYeAQXak1tQlpx2e9xdf64FWrGzkP1n7CMWhggDAzMHYogwuDwnFPTwN8JzIJ2gQDk/0AgH6IUXXuCpp57i8ssv55///Cf//Oc/ufzyy3n66ad54YUX/K5QqBEoIy823vSMdL/OD0QjbqwxCYSRb2z4/kDr4W8QN1kPO7IeNYSKHkNHDAXsqVMuZj2aAltUEua2lwKgz13i9rjOyeGMybBvFnpv5SkALBYLxUXFWCz1o0mHgh6NTW8RCCcokM4PNMIBmjZtGuvXrycqKorvvvuO7777jqioKNatW8e0adMaValQo7FGvnbj9WXkpy6NacSBMiaNMfKByl0USD0aE8FW1sOOrEcNIaGH2l73yOjIi16PpqA6/c9psNyfPR5356hWqJSwbl8JO4+XU1Jcws/f/0xpSanTcaGgR6ByezXGCfLW+fFlcXyj4gANGDCAL774gi1btrBlyxa++OILBgwY0JgiQxZ/jXygc7P404gDbUz8MfKBTtwo61GDrEcNsh41DB0xtFnqodfr6d6zO/qw4KaF8ZbqruMQFCo0Z3ahKjzq9ri2CXomXWLX+T8rTrk8JhT0CHRiU3+cIF9GfiIjI72ui98O0PHjxz2+miO+GnmpEtP50oil+iXli5GXKmu1rEcNsh41yHrY0aibpx7hhnAu6XcJBoPrtTJNjWCIw9R+MOB5MTTA7SOS0agUbD5SxrbjVU6fhYIeUmV198UJCvS0V238doDatWtH+/bt3b6aA5FR9T1Jb4281Fl5vWnEUg8je2PkpTLuIrIeNch61CDrYac56mE2mzl75mxQ0yz4irfTYEkxOq7qb+/QP15fhJiaPBT0kMr5EfHGCfLH+Skq8j6Asd8O0NatWx1TX1u2bOH3339n7ty5dO7cmW+++cbfYkMKd3OJDRkVqRuviKdGHKw5dE9GXmrjLiLrUYOsRw2yHnaamx5lpWX8suSXemtlQgljl9EIKg3qvAOozu/3eOy04cnoNUr2nzNyzBTFnt17gq6HGJ5FRGrnR8STEyTlyI+I3w5Qr169nF79+vXjjjvuYPbs2fzf//1fIOvYZFSWuw+o5M6oBMuYiLgyKsFeQOjKyAfLuIvIetQg61GDrIcdWY/gIuijMKbZkxjrd3seBYqP0HD9oBYA7LZ14OiRY0HXQwzPAsFzfkRcOUHBcH4AFIIgDroFhoMHD9KrVy8qKkIrSqcvlJaWEh0dzZpNa2ib2tbjsbUNWWLLRE6dPOWx8VotVnb9voseA3qgUqsCVmfRkKW0TiHvXF6TGBPRkIUbwgGorKgMinGvja96SEUg9fC3zch61HAxPR+e2ktz0KOwoJAVy1Zw+XWXE58QujHn9LsWEf3DY1jiO1Bwj+vI0CKlVRauem0n5dVWbukhcOv44Oqxc9tObBU2+/Ti2bNBc35qIzpeERERAJSXl/vl/Bw7dow+ffpQUlJCVFSUx2P9HgEqLS11epWUlLB3716ee+45OnXq5G+xFxziLyuT2cSpk6dIaZ0SdGMCdk8+pXUKp06ewmQ2NckvqYTEBDKzMikuLqa4uJjMrMygdrYg61EbWY8aZD3syHoED2OnEfZpsILDqPIOejw2KkzNtf1iAFh+XIPFGtBxiQYRw7OcPHkSs9kcdOcH7CNBWVlZFBUVUVRURFZWlmQjPyJ+O0AxMTHExsY6XnFxcXTv3p0NGzbwn//8J5B1DHn25e5z/D/vXJ7kWZldkZ+XT965PJd1ChZms5kd23Y4/t6xbUeTLFSU9bAj61GDrEcNF7oeSqWScEM4SmWjorhIjqCLwNR+CAD6vcsaPP7ynhFoBRNnSi0s3e39Qt5AUDdqeG5urpsjpcNsNrNt2zbH39u2bfPr+YiJifH6WL9bUHZ2NqtWrXK8Vq9eTW5uLocOHWLQoEH+FnvBUXsOfcqNUyTPyuyK2nPoU26cInkWYFfUHlofO2EsYyeMlTRLtjtkPezIetQg61FDc9AjJjaGq66/iti4WIlr2niqu44FQLd3eYPHhmmVdFUeBWD+unMYLTYpq+YgPy/fkT9uypQp9O7dm23btrF9+/agXB+cFzxPnDiRiRMn+h0xWqFQeH2s3w6QQqFgyJAhDB8+nOHDhzN06FC6du0KQE5Ojr/FhhR6nedAW3UXEEqdJdsVrhYQSpkF2BWuFnRKmSXbHbIedmQ9apD1qEHWI/gYO4+0B0U8twdVUcPx8S5taSRCZaag0saCdSckr5+oh5g/TqPR0KtXr6A6Qa4WPDcmYnRZWZnXx/rtAI0YMYLCwsJ675eUlDBixAh/iw0pwgxhbj9zt3simEbF0+6JYBkVT7tZgmnkZT3syHrUIOtRQ3PSo7iomO+//p6iwuBOE/mDEB6HKdWeG0y3d0WDx2uVCqb2s49s/XdLMSdOn5esbrX1EPPHiQTLCfK028tfJ8hVLjV3+O0ACYLgcqipoKAgZCN0+orF7PpGNrR1NBhGxZuto1IbeW+28gbDyMt62JH1qEHWo4bmpofNZqOyohKbLThTRI3F2HUcALoG1gFFREaQOSKTK/q2pFW0hiqbmnd+2h0cPdT19ZDaCfJmq3sgs8i7wmcH6Oqrr+bqq69GoVAwbdo0x99XX301V1xxBePGjWPw4MEBrWRT4Woozdu4GVIaFV/iZkhl5H2JYyKlkZf1sCPrUYOsRw2yHk2PscsYBBRoT21DWXrW7XE6nY7U9qkYwvXclmmPC7S1PIGly3OaTA+pnCBf4vxI6QT57ABFR0cTHR2NIAhERkY6/o6OjiYpKYk777yTzz//PGAVDCV8DRomhVHxJ2hYoI2KP0HcpDDysh52ZD1qkPWoIXdXrqxHCGCLbIG59SUA6Pa5nwarqqpiz649VFdVM7JrNO0TdBhtSnLNrZpUj0A7Qf4EOZTKCfLZAZo/fz7z589nxowZfPjhh46/58+fz3vvvcczzzxDQkJwY1sEA38jptY1KnW3G/pCYyKmBsqoNCaCbSCNfKD0aIxRkfWoQdbDTqjoAbB75+6LXo9QwfjnbjC9h3VAlRWVbNm4hcrKSpQKBbcNsY8CbSmJQhUR06R6BMoJakyEZ2+doLAw92t36+L3GqAZM2Y0m7U+DdHYcPG1jYq43dBXAhEuvrFGJRDh+wNh5AOph79GRdajBlkPO6Gih5jXKT0jvVnqERkVyagJo4iK9hzlN5So7jIGAM3xjSgq6m8eckVmx0i6JoVRbRY4EdatyfVorBMUiPQW3jhBer3n3du18ckB6tOnjyPT6iWXXEKfPn3cvpoDSqUyYLlyRKMibjf0ZSQokLly/DXygcxd1BgjH2g9/DEqsh41yHrYCSU9xLxOYnRffwhlPTQaDUnJSRdU5GhbbBvMSekoBBu6A6u8OkehUHD7n2uBFu0soceAzCbXw18nKJC5vRpygkwmk9dl+eQAXXHFFeh0OgCuvPJKrrjiCrev5sDpE6cDmihQo9E4thuuW73Oq0YsRaJAX428FIkb/THygU7c6I+Rl/WoQdbDTqjpkZ6R3ujrQ+jqUVlRydZNWy+4fJPGziMBvHaAAPqlGujVOhyzVeDLTcUhoYevTpAUiU09OUG+tIuAJ0NtDojJUP/+r7/Tf0D/gObKERMVni89T0lxiUeDKXWWZG86MKmzVnv7HaXMWu3td2wqPWont7QJNlkPH+vqLxfq89EtvVtAEy6Hmh6p7VI5efJkyCdDrYv6zG7iP7wKQRPG+cc2glrn9HlZaRm/5fxGr169iIyMdLy/42QFD351FJUSPr2tEy0MioDrIdqYQYMGoVarvfo+27dvZ9u2bfTu3ZtevXq5PEbqrO6uMtcHJRmqiMlk4uTJkxw/ftzp1RxITU2VLFHg0BFDPXryUhsTaPiXrtTGHbz7pStlZwve/dINCT0ssh4iIaGH/Hw4CKYeubtyKS0tDXj5UmNJ6o41siUKcxXaoxvqfR4ZFUnW6Cwn5wegZ2sDA9pHYLXBx7+eDxk9GhoJktr5gcbvDvPbAdq/fz9Dhw4lLCyM1NRU2rdvT/v27WnXrh3t27f3t9iQolPXTpKVrVG7b8TBaLwi7ox8MIy7iCcjL7VxF/FkVEJBD4C12WtlPQgNPeTno+n06N6jO6UlF54DhEKBsdOf02D7s+t9bLPZqK6udhngUVwLtDK3hMN51SGjhzsnKBjOj0hjnCC/HaBbb70VpVLJTz/9xObNm9myZQtbtmxh69atbNmyxd9iLypcNeJgNl6RukY+mMZdxJWRD5ZxFwlZPSz2B7qspEzWIxT0kJ+PJtWjW3q3C2oHWG2Mne1ponQHsqHO6pOiwiK+XfAtxUXF9c7r3DKMYZ2iEID5v9rTY4SKHnWdoGA6PyK1naBff/3V6/P8XgNkMBjYvHmzIwFqc0JcA7Rm0xraprYNaNm113OI8/OiQRW9+ITEhKA13tqIBhVAq9EGzbjXRnyATWb7Sv5gGffahJoeSoWSbh26kZyWTIukFkGtg6xHDRfK8+HKxgSSptajoryCPXv30GdgHwwRF1goFouRFq/1R2GuomD6D1iSanbqFeQXsOi/ixgzbgxx8XH1Tj2aX82tHx9CAObe1IGuSfZ4N4HQw581QHUR1wSB3TkLlvNTm7y8PH788UeefPJJadcAde/enfx86bMHXwxoNBp69u7p+Ltn755NssWzS/cujv8ntkwMunEH+8Ob2LLmoaldp2ARinoATbLgU9ajBvn5sNPUehgiDAzMHHjhOT8Aah3G9vZUUbr93u8GA2iXoGdM92gAPlxXkyS1qfUQ6d69xplLSkoKuvMD9pGgli1ben283w7Qyy+/zJNPPsnq1aspKCigtLTU6dUcqLsYTSry8/JZt3odMTExxMTEeL1FPpCIvyK0Gi0prVM4dfJUk0Rg3bV9F6dOniKldQpajVbyLNmuCDU9klOSgZoAd8FE1sOO/HzU0NR6WCwWCgsKfcr6HUo41gH5sB1eZNrgFqiU8MfRcnactG/3bmo9oGbNj0ajoU2bNpw4cULSLPLu2L59O/v27fP6eL8doNGjR/Pbb78xatQoWrRoQWxsLLGxscTExBAbG+tvsSGFWuPfUKAv1J6zHTNhDGMmjJE0K7Mr6q5pGD5yeJOEoa+9pmH4yOGSZ8l2RSjqkTksE7CnNpD1aHo95OejafUoyC/gk3mfUFJcEpTrBRpTpywANGd2oSw759O5rWK0TMyw968frDtP3vm8Jtej7pqfkSNHSppF3h3iFFx6uvdxsPx2gLKzs8nOzmbVqlVOL/G95oDUOw1cLViTMiuzK9wt6Ax2Lh5XCzqlzJLtilDWA+ypDWQ9QkMP+floOj3W56y/YEd/AGwRiZhb2aesdAdqdoPFxccx5aYpxMZ5HkC4eWAiGpWCHScr+fTnTU2uh6sFz1JlkXdH7ZhE3bp18/o8vx2g4cOHe3w1B9b8skYyo1KQX+B2tX6wGnFDu1mCZeQ97WYJlpH3tHsiVPTo3qO7rAeho4f8fNgJth5lJWVNsv4qkBg7jwKcHSCFQoFWq0WhUHg8t0WkhnFd7AugN1UkkTUqq8n08LTbK1hOkDcBGd3htwO0Y8cOl6+dO3dy4MABjEajv0WHDGWlZZIZlXWr13ncqih1I/Z2K6/URt6brbxSG3lvto7KetQg61FDSOphad56DBk+BK1WG9Dyg42xo32QQHP0d7DYd/SVlpSyatmqBtfQ5ufl06JwGxqljTPVWn4/Vl3vmGDo4c1Wd6mdoMY4P9AIB6h3795ccskl9V69e/ema9euREdHc8stt1BdXV+cC4WBmQMDbuTFJKiR0ZENblWUqhH7GsdEKiPvSxwTqTpdX+JmyHrUIOtRQ6jpsTZ7bcDqEIp6xMXHoVQ2OolBk2Jp2Q1rRCJKcyWaE5sB+/c8c+oMFrP76T1Rj6R4A1P62tvlh+vOY7XVj2YjpR6+xPmRygly5/w0tPW9Nn63ou+//55OnToxb948tm3bxrZt25g3bx5dunRhwYIFfPjhh6xatYrnnnvO30s0ObFxsQE18uJqfbCnwvBmq2KgG7G/QdwCbeT9CeIW6E7Xn6Bhsh41yHrUEEp6lJWUATR6JChU9YiLj+PGaTdeUHnA6qFQYOpg39ygO+ydw1pXjxsHtCBCp+RogZFVe10vCJdCD3+CHAbaCfI08qNSeR/7ym8H6F//+hdvvvkmt99+OxkZGWRkZHD77bczZ84cXnvtNf7yl7/w1ltv8f333/t7iSZHp9UFzMiLjTcy2r61XqP2Pk5DoBpxYyPYBsrINyaCbaD18CdiqqxHDbIeNYSKHplZ9o51bfbai1qPUMeYNhQA7aGGHSBXekTqVdzY335P5v+ah8XqOqZxIPVoTITnQDlBDU17+ZIN3m8HaOfOnaSmptZ7PzU1lZ07dwL2abIzZ874ewmPGI1GevfujUKhcESfFNmxYwdDhw5Fr9fTpk0bXnnlFb+uER4RDjTeyNduvENHDPWrLo1txIEyJo018oEI3x9IPfyNYCvrUYOsRw2hoIc4MlJW4t8axlDXo7SklCX/W3LBboMXMbUfgoACzfl9KEvPuj3Okx5XXxJPbLiK08UmluwqcltGIPQIRHqLxjpB3qz5MZlMXpfntwPUtWtX/v3vfztdzGw28+9//9uRHuPUqVM+RWX0hSeffJJWrVrVe7+0tJSxY8eSmprK5s2befXVV5k5cybz5s3z+Rq1t1r6a+TrNV4fRn7q4m8jDvQvKX+NfCBzFwVMj0ZETJX1qEHWo4ZQ0AMgMyuzWepxoQdCFBHCYzGn2LfDaw+vwxBhoN+gfhgMNRGuG9IjTKvkLwPszsinv+VhtNRPpCrSGD0CmdvLXyeosQueXeF3pL933nmHyZMn07p1a3r2tIu4c+dOrFYrP/30EwCHDx/m3nvvDUhFa7NkyRKWL1/Ot99+y5IlS5w+++KLLzCZTHz00UdotVrS09PZtm0br7/+OnfeeafL8oxGo9OuNXEVfklRCVGRNQuqYmNjGTZiGOtWr2P1ytX2dTweHJqC/ALWrV5HdEw0Q0cMRalQYrVYARz/+opSoWTYiGGszV5Lzi85ZGZlepwLN1vMrM1eS3lJOcNGDCM2Ntbva9emW3o3BEFg145dCIJA9x7dPR6fuyuX3Tt3k9Ezg27p3QJSh0Dq4S/B0MObNiPrYUd+PmraSUxMTLPUw2a1OermacHwhUB1uyFoT21Hc2AN6vQrSUlJoay4jLLSMooKi/ht/W/ExNl1FGwC+efrOy2T0qP5+o988sosfLnuBJd1r3GgwiPC0Wl1GI1GKisqAcjolcFv639j2c/LGDPennesML8QsOfSEtfQxMTEYLVaWbJkCYWFhWRmZiIIAufPnyc8PBy9Xo/JZKK8vNypPmq12rEQubCwsF59o6KiSE9Pp7Kykl9//ZWSkhLHoIleryc8PByz2UxZWZnjnL1795Kbm8vAgQNJT08nPz8fm83Z2YuMjESj0VBVVeX1/fc7GSpAWVkZX3zxBfv37wegS5cuTJ06VdIUEufOnaNv37788MMPJCQk0L59e7Zu3Urv3r0B+Otf/0ppaSk//PCD45zs7GxGjhxJYWGhyyjVM2fO5IUXXqj3/oIFCwgPD5fqq8jIyMjIXMTEVhxk2P5ZmFThLM14B0HhX/LaX88p+Pqwigi1wPN9rOgCnwP3gqGyspKpU6d6lQy1UbkeIiMjufvuuxtThE8IgsC0adO4++676devH0ePHq13zNmzZ2nfvr3Te+I03NmzZ106QM888wyPPvqo4+/S0lLatGlDcloybdq2cVkX8ddSZHRkvV9Wnj6zWqzs2byHbn27NTpTs/hrqaykrN4vK0+fBRrx12t6Rnq9X7qePgsk/uoRSKTSw9c2I+th52J9Ply1l+akR1FhEdm/ZDP+qvEus6ZfUNguwfbWG2irSxmUrqUkvitVlc4jGDqdDkOEAZvNRnFRcb0i4uLj6G0VyHlrN2dKLOxUxnNdX3vS1IjICLRaLUajkYpy58XBGo2GyKhIBEGgIK+Ao9uO0rdvX0c2+NjYWJRKJWVlZfXW1RgMBscIUO2RGrCPAEVH269fUFBQr77R0dGo1WoqKirqhckJCwtzjADVjYekVCod/XdRUVG9EaCoqCg0Gg1nz7pfT1WXRie7ys3N5fjx4/Vu0OTJk70u4+mnn+bll1/2eMyePXtYvnw5ZWVlPPPMM37V1R06nQ6dTlfvfaVK6bbDaZHUgmGjhrF65WpysnMc87P5efnkZOcQFRNF1ugst3PoKrWq0Q6QSq0ia3QW2SuzycnOccyXm81mcrJzgrZ7IqN3BgqFgh3bd6BQKBzrF3Zt38XOHTsDtqbBE43VIxBIrYe3bUbWw87F/nzUbi/NSY/I6EgGZw0mOjY6KPkapUWNqUMm+tzFhB3/FVv7S4mMcj+D0iKphetSNHD3mDbMWHiEH7aVc8uo9kSGqWt9rsYQYXB5LkBCiwSOcpSWLVvWawNxce6dTI1G47RmqS5JSUluP4uJifFYrqfZlxYtXN8HwOF8eYPfU2CHDx/mqquuYufOnSgUCsRixDDeVqv3c8d5eXkuPcXadOjQgeuuu45FixY5hQq3Wq2oVCr+8pe/8Mknn/g1BVaX0tJSoqOjWbNpDW1T23o8tvYitZ69ezYY4dlqsbLr9130GNCj0Q6QSO1Fg5lZmezYtqNJto7WXsQJBHRBp7f4qocUBFoPf9uMrIedi+358NRemosear0ajT449ZUa/fbviF70NOZWPSm8baHf5VhtAje9vZvD56u5dXgyd49J8fpci9nCpuWbmDhxYtDagVSI/bc3U2B+O0CXX345KpWKDz74gPbt27Nx40YKCgp47LHHmD17NkOH+rfd2xPHjx93GhY7ffo048aNY+HChQwYMIDWrVvzn//8h2effZZz5845hPzb3/7Gd999x969e726jngDdxze4dV6pvy8fJYvWQ7YvdoxE8a4bURSOEDw50r9JfaV+gBjJ4xtkrgZopEHgt7Ziviih1QEUo/GtBlZDzsX0/PRUHu50PWorqrmxKkTdErvRFhYmIS1DA7K0rMk/t8wBIWSvMc2Iui9j2Rcl9W5RTy14BBhWiXfPZpBXIR3ul6sDpDf2+A3bNjArFmzSEhIQKlUolQqyczM5KWXXuLBBx/0t1iPtG3blh49ejhenTt3BiAtLY3WrVsDMHXqVLRaLbfffju7d+/m66+/5s0333Ra4yMjIyMjc2FSWVnJlo1bHLuaLnRsUUlY4tujEGxoj21sVFnDu8XQLSWcKpONT3O8XwtzseK3A2S1Wh2jIwkJCZw+fRqwB0Lct29fYGrnB9HR0SxfvpwjR47Qt29fHnvsMZ5//nm3W+A9IYaU94Q4pJyQmMDIMSOprKiUNCuzK8Qh5cqKSkaOGUlCYoKkWYDdUXuIPxhZsl0h61GDrIcdWY8aZD1CE1O7QQBoj25oVDkKhYK7R9unvr7deJ5zJd4HBbwY8dsB6tGjhyOI0YABA3jllVdYv349s2bNokOHDgGroCfatWuHIAiOLfAiPXv2ZO3atVRXV3Py5Emeeuopv8q3WD3HmKgbpCopOUnSLNmuqBs0LCk5SdIswO6oG8RN6izZrpD1qEHWw46sRw2yHqGLwwE60jgHCGBAxyguaReBySIwf7U0mRiaC347QM8995xjG9qsWbM4cuQIQ4cOZfHixfzf//1fwCoYqriL0ClVlmxXuIuYKlUWYHe4i2AbTCMv61GDrIcdWY8aZD1CG1NqfwQUqPMPoizPa1RZtUeBftycz8mC6gbOuHjx2wEaN24cV199NQAdO3Zk79695Ofnc/78eUaOHBmwCoYiDYUnD4ZRaShcfLCMSkPh+4Nh5GU9apD1sCPrUUNz00Oj1ZDSNgWtVhvwejYVQngslqRuAGiP/tbo8nq3i2RQpyisNoH3V51udHnNFb8dIFfExcU5bVFvjnibK0dKo+Jt7iKpjby3uYukNPKyHjXIetiR9aihOeoRGRlJ1ugsj/FyLkQCOQ0GcNefo0DLdhRy+Jz36SEuJnzeBn/bbbd5ddxHH33kV4VCAXEb3aY9m5wikvqTKLDuOUqFslHb4P1J3BjoZI/gX+LGQCd7DIQejd3yGQw9vNkGL+thR34+atpLclqyI8hhc9LDZrNhU9owRBlQKgP6G75J0R7KIfbL6VijU8i/fxUEYDDhqQUHWZ1bTFb3GF6e2tHtcfI2eC/5+OOPyc7Opri4mKKiIrev5oBWVzPE6q9hqPfLyuL/Lyt/DXWgf+n6a6gD+Us3YHo04peurEcNsh41hIIegF9BDi8EPYqLivl2wbcUFTaPfkbE3KYvglKNquQUqqITASnzrlEpKBSwOreYPacqGj7hIsNnB+iee+6hpKSEI0eOMGLECD788EO+//77eq/mgLHKniG+sb+KahuVtdlr/apLY3+lBsrIN/ZXaiCMfCD18NfIy3rUIOtRQyjoUZBvj6ofGR150etxISFoDZhTegGN3w4v0qFlGON62lNZvLfyVEDKbE747AC98847nDlzhieffJJFixbRpk0brrvuOpYtW0YjEsuHJJVVlQEbEhaNihhbyJeRoEAN0TfWqARqiL4xRj7Qevhj5GU9apD1qCFU9Fi3eh2APbHpRazHhUig4gHV5o6RrVApFWw4UMq2ow3HtruY8GsCVafTceONN7JixQpyc3NJT0/n3nvvpV27dpSXlwe6jk1GUWFRQOfDExITyMzKBGBt9lqvjEqg1yf4a1QCvV7EHyMf6PUJ/hh5WY8aZD1qCCU9IqPti4Mbm9X9QtbjQsXUbiAAmuN/QIAGFFrH67m8j30t69yVp5rdQEVjaPQKMqVS6UiG6ksC1AuB39b9FvBEgeKi6rKSsgaNihSLM8F3oxJo4y7ii5EPdGcr4ouRl/WoQdajhlDTY+iIwOVhDEU9CgsKA1JuKGJu1RNBpUFVnoeq6HjAyr1tRCu0agVbj5bz+8HShk+4SPDLATIajXz55ZeMGTOGzp07s3PnTt5++22OHz9OREREoOvYZERG+TeH7g2ZWZkejYpUxkTEWyMvlXEX8cbIS9XZinhj5GU9apD1qCEk9WjkyE9dQk2PrZu2MumqScTFxwX0GiGBRo85OcP+3+N/BKzYltFaru6fCMijQLXx2QG69957SU5O5t///jeXXXYZJ06c4JtvvmHixInNaksiNG4OvSHiE+LdGhWpjYlIQ0ZeauMu4snIS93Zingy8qGiR+6uXFkPQkcP+fmwE2w9omOjOXXiVLONOWdueykA2gA6QAC3DEsmTKtkz6lKcvYUB7TsCxWfPZa5c+cSFRVFhw4dWLNmDXfeeSdXX311vVdzICY2RtLyXRmVYBkTEXdGPljGXcSVkQ+WcRcJZT0Adu/cLesRInrIz0fT6dGvfz+2/rGV0pLmOZVjSrU7QJrjmwJablyEhhsGtQTgvV9OY7XJo0A+B0KcNm2aV573/Pnz/a5UUyMGUtp2cBvR0dEBLdtVUDvRkIUbwgGorKgMijGpTW1DltgykVMnTwXNuNdG7FhSWqeQdy4vaMa9NqGoR4wuBqVBSUbvjKDVAWQ9RC6k58ObwJmNoan1KCwoZNnSZVxx/RVOgWqbCwpjOYmz+6EQbOQ9mIMtKilgZZdVWbjqtZ2UVVt54dr2jO9tv38XayBEta+Ff/zxx/7W64KjpLgk4A6QK8TdYatWrAJg5JiRQTXuUPNL95svv+HUyVOktE4JunEH+y/dgoICTp20x6wIdmcLoafHmVNniOkQQ/ce3YNaB5D1EJGfjxpCQQ+lonktt6iNoIvA0rIbmrO70ZzYhDH9soCVHRmm5qbMJP6z8hTvrzrN6IxY1Krmey8b4uL95iGE2Wxmx7Ydjr93bNshaVZmd+zL3ef4f965vCbZcpqfl0/euZpsyLXrFCxCUQ+oCXAXTGQ9apCfDzuhokdzxtS2HwDaAE+DAVw3qAWxBjUnC438tCX4NiWUkB2gJqb20PrYCWMZO2GspFmZ3VF7TcOUG6c0SdyN2msaptw4RfIs2a4IRT2unHIlYE9tIOvR9HrIz0fT61Fa2jzX/4iY/3SAAr0OCCBcp+KW4ckAfJh9GqPZFvBrXCjIDlAT4moBoZRZmd1Rd0FnUwQfc7WgU8os2a4IWT3+3NYcGR0p6xEKesjPR5PqcfTwUVq3bY0hwiD5tZoKU5s/F0Ln7UdRGficZ1dfmkiLKA3nS818/0dewyc0U2QHyAP79kg3vGy2uN89EUyj4m43SzCNvKfdLMEy8p52s4SCHmAPyyDrERp6yM9H0+mxd89e+g/uj16vl+w6TY1giMMS3wEA7cktAS9fp1Fy24hWAHy85gxVpuYVxNhbZAfIA8ePHZfMqKzNXutx62gwjEpDW3mDYeS92cortZH3ZitvSOihlvUQCQk95OfDQTD16NatG5XllRiNxoBfI5QQ1wFpTmyWpPzL+8TTOk5HUYWFb35v3ilG3CE7QB7IyMgIuFERk6CWlZQ1uHVUSqPibRwTKY28L3FMpDLyvsQxkfWoQdbDTijqkbsrN2B1CEU9Ujuk8mvOr5SXNZ+8k64wp1wCgObkNknKV6uUTB9pHwVa8Ot5Ki2SXCakkR0gD7RObR1QI282m1mbvRawp8LwZuuoFEbF1yBuUhh5f4K4BbrT9SeIm6xHDbIedkJNj907dzf6+nDh6tFcMLfuDYDmzC6wSjOtOLZnHO1b6CmrtpJ9+uJzBy6+b+wDFoslYEZeNCZlJWUAPgXwCqRR8deYBNLINyaCbaD18CeCraxHDbIedkJJj/SMdIBGjQRd6Ho0B6zx7bHpo1FYqlGf2yvJNVRKBXeNSgFgzRkFBRUmSa4TqsgOkBc01sjXNiaZWZl+1SEQRqWxxiQQRj4Q4fsDqYe/EWxlPWqQ9bATKnqIATN379x9UetxwaNQYk7pCYDm1DbJLpPVPYYuyWEYbQrm5RyR7DqhiOwAeYm/Rr6uMWlM6PbGGJVAGZPGGPlA5i4KlB6NiWAr61GDrIedUNEDID0jvVnqoVariU+MR632OZHBBYfU64AAFAoFd420xwX6fOMJzpRUSXatUEN2gHzAVyMvRaJAf4xKoH9J+WPkpUjcKOthR9ajBlmPGrr36N4s9YiKjmL85eOJjpE+TVFTY07pDUg7AgTQPy2StEgBk8XGW6sOSnqtUEJ2gDxgCK8faMtbIy9llmRfjIpUw8i+GHkps1bLetiR9ahB1qMGWY8LG3NKLwQUqItPoKiQLm2FQqFgUlt7LKD//nGC4wWVkl0rlJAdIA9o9VqX7zdkVKQ0JiLeGBWpjYk3Rl5K4y4i62FH1qMGWY8ampsehQWFfPHRF02SGy/YCPpIrAlpAGglHgVKi4KhHeOx2ATeWLlf0muFCrID5AGT0f2KeHdGJRjGRMSTUQnWLylPRj4Yxl1E1sOOrEcNsh41yHpcuDi2w5/cKvm1HhndEYDvt53iwLkyya/X1MgOkAcqKio8fl7XqATTmIi4MirBNiaujHwwjbuIrIcdWY8aZD1qkPW4MKlZB7Rd8mtlpEQzLr0lggCvr2j+o0AKQRCEpq5EqFFaWkp0dDRrNq2hbWrbBo8XH2AArUbr0ZhYLVZ2/b6LHgN6oFKrAlZn0aCazPZRq6YwJqJBFX/lJiQmBM2418YXPaQikHr422ZkPWq4mJ6PhtrLha5HYUEhK5at4PLrLm/UrtoLBVXeARLem4SgCeP8E1tAGbh+Q8RitrBp+SYmTpzIkcJqxr2RgyDATw9k0iPlwlpsLvbfJSUlREVFeTxWHgEKAF26d3H8P7FlYtCNCdiNaWLLRJd1ChYajYaevXs6/u7Zu2fQO1uQ9RCR9ahB1qMGWY8LC2t8B2xaAwpzFaqCw5Jfr3PLSK7oZU+RMXu5dAnBQwHZAWok4q86rUZLSusUTp08JWlWZnfs2r6LUydPkdI6Ba1GK3lWZlfk5+WzbvU6YmJiiImJYd3qdZJmyXaFrEcNsh41yHrYaQ56RMdEM/naycTExkhbyVBBqcLSshsAmtM7g3LJh0d3RqVUsHpfHpuOFgblmk2B7AB5QK3yHGir7hz68JHDJc3K7I7ac+jDRw6XPCuzK2qvaRgzYQxjJoyRNEu2K2Q9apD1qEHWw05z0UOlUhEZFYlKFfipoFDF3Mo+Pag5Exyd2iUYuK5fawBeXbaP5rpSRnaAPBAZHen2M3cLCKXKku0OVwsIpczK7ApXCzqlzJLtClmPGmQ9apD1sNOc9CgvL2f9mvXNPht8bSzJGQCozwYm0a03PDCyE1qVkt+PFLLuYHBHKoOF7AD5QUO7J4JlVDztngiWkfe0myVYRl7WowZZjxpkPew0Nz1MRhNHDx3FaDRKVtdQw5xsT3CrOZsLNktQrtkqJoy/DLRvAprdTEeBZAfIA0WFRfXe83brqNRGxZuto1IbeW+28kpt5GU9apD1qEHWw46sR/PAGtfOvhDaYkSdF7xUFfdmdSRcq2L7yRJW5J4L2nWDhewA+YCvcTOkMiq+xM2Qyqj4EsdEKiMv61GDrEcNsh52zBZZj2aDQokl2X7v1GeCNw2WGKnj1iHtAHht+X6stuY1CiQ7QF7ib9CwQBsVf4KGBdqo+BPELdBGXtajBlmPGmQ9alibvVbWoxnhmAY7E5ydYCJ3Dk0jUq9m37kyftpxOqjXlhrZAfKCxkZMrW1Ucnfl+l2PxkRMDZRRaUwE20AZ+UDq0RgjL+thR9ajhpDQw2Kve1lJWbPUIywsjIxLMggLD/O7bhci5uTg7gQTiQ7XcNewDgDMWbEfs9UW1OtLiewANUCgwsWLRmX3Tv+GLwMRLr6xRj4Q4fsba+QDrYe/Rl7Ww46sRw2hosfa7LUAZGZlNks9wsLD6HlJT8LDw/0q90LFMQV2bi9YgzsqduuQ9sQbtBwtqOTbzSeDem0pkR0gD4SHhwc0V06PXj1Iz7APY/oyEhTIXDn+GvlA5i7y18gHOneRv0Ze1sOOrEcNoaRHWYk9iWVj00SEqh4mk4kzp85gMrlPVt0csca2xaaLRGE1oc47ENRrG3Rq7smyZ6X/v18OYLRYg3p9qZAdIA+sX7s+4IkCu/foDsDunbu9MipSJAr01chLkbjRVyMvVeJGX428rIcdWY8aQk2PzKzMRl9fJBT1KCosYtWyVZSVNv9s5U4olI51QMFcCC1y08BUkqL0nC6pZsHvx4N+fSmQHSAP5J3LkyxRYHpGeoNGRcosyd4aeSmzVntr5KXOWu2tkZf1sCPrUUMo6hHoBKGhpsf6nPXYhOazDsUXHCkxzu8N+rX1GhUPjOoIwDvZB6k0BScekZRckA7Qzz//zIABAwgLCyM2NpYrr7zS6fPjx48zadIkwsPDadGiBU888QQWi+9iXTrwUskSBXbv0d2jUZHSmIg0ZOSlNO4iDRl5qTtbkYaMfCjoUZBfIOvxJ6Ggh/x81BBMPcpKysg/3zwjEzeEpWVX4M91QE3Adf3a0DYunPxyEx//erRJ6hBILjgH6Ntvv+Xmm2/m1ltvZfv27axfv56pU6c6PrdarUyaNAmTycSvv/7KJ598wscff8zzzz/v87Vi42IDWfV6uDMqwTAmIu6MfDCMu4g7Ix8s4y4SynoArFu9TtaD0NBDfj6aTo8hw4f49YO2OeDkADVBZGaNSsnDozsB8N6aw5RUXdghChTCBRTf2mKx0K5dO1544QVuv/12l8csWbKEyy67jNOnT9OyZUsA5s6dy1NPPUVeXh5arbbB65SWlhIdHc2aTWtom9o2oN/BarGy6/dd9BjQA5XansyvtgEBgmZMalPboPfs3TNonW1t6q5j2LFtR9CMe21CTY8ePXuQdzSP86XnyRqdJeshPx8e9XBlYwJJU+tRUlzCql9WMfHqiRdPRngRq4kWL1+CwmYm7/5sbDEpASnWYrawafkmJk6c2GB7ttoExr+Rw4Hz5Tw4siOPju0SkDoECrH/LikpISoqyuOxF5QDtHHjRgYMGMBHH33E//3f/3H27Fl69+7Nq6++So8e9ofv+eef58cff2Tbtm2O844cOUKHDh3YsmULl1xySb1yjUajU16ZkpIS2rZty8KfF9abT9dpdYQZwrBarJSVOS/CUygURMdEA1BWWobV6rxS3hBhQKVQsW/bPlq2a4lSVTMAd/TQUY4ePYpNsNGmbRs6de7kdG50TDQKhYLy8nIsZudfP+Hh4Wh1WkxGE5WVlU6fqTVqIiIiEASBkuKSet89OjoahVJBRXkFeefz+HXtrwBERUWRNTqLiMgIzGYzFeUVTueJGZnBbpDqNqPIyEhUahVVFVUYTc45e3Q6HWHhYVgslnoJDW1WG9u2bqO0pJTqqmoGDhnoZOQMEQY0Gg3VVdVUV1c7navVagk3hGOz2igtLa33XcVyysvK6/2CDDeEo9XW3MMD+w9wYK99p0W39G5c0u8Sr+5h3WmSsLAwdHodJpOJyoo62qjVRERGAFBcVFyvXLPZzPqc9ZgtZnp07EF8m3iHA+/pHiqVSqKi7Q9+aUkpNpvzeomIyAjUajVVlVX18inVbd8Wi4Xf1v3muJ/jLxtPXHycx3torDZSVVXl9JlGo8EQYUCwCZSUuLiHDbTvI4eOsHPnTkzVJjp17eR4Phq6h1FRUShVSiorKuvtGtLr9ejD9A22b/EeFhcVO56PxBaJjBgzArPJ3OA9rI03NsJd+9ZoNOj0Olb/sprzZ88DMHjoYEe7Fu9haUkppw6ccrIxgbIRYvsWnw+1Vk2vXr3o0KlD0GyEUqkkrkUcap26Xl0vBhI/+wuaggMUXj6b6rRhASnTarGyI2cHI0Z459D/suc8j3+7i3CtkkX3DSbO0PDAQrAoKyujffv2FBcXEx0d7flg4QLiyy+/FAChbdu2wsKFC4VNmzYJN954oxAfHy8UFBQIgiAId9xxhzB27Fin8yoqKgRAWLx4sctyZ8yYIQDyS37JL/klv+SX/GoGrxMnTjToU4SEC/3000/z8ssvezxmz549jl+yzz77LNdccw0A8+fPp3Xr1nzzzTfcddddfl3/mWee4dFHH3X8bbPZKCwsZPz48WzatMnteZdeeil//PGHT5+VlpbSpk0bTpw40eDwXFPj6fuF2jX8KceXc7w9tqHj5DYTGtfwt4wLoc1cSO0F5Dbj67GNPaa5txlBECgrK6NVq1YNlhMSDtBjjz3GtGnTPB7ToUMHzpw5A0D37t0d7+t0Ojp06MDx4/a4BElJSWzcuNHp3HPnzjk+c4VOp0On0zm9FxMTg1qt9tgYVCqV2889fQb2oflQb2gNfYdQuoY/5fhyjrfHNnSc3GZC4xr+lnEhtZkLob2A3GZ8Pbaxx1wMbabBqa8/CQkHKDExkcTExAaP69u3Lzqdjn379pGZaQ/2ZTabOXr0KKmpqQAMGjSIf/3rX5w/f54WLVoAsGLFCqKiopwcJ2+47777/P68oXMvBILxHQJ1DX/K8eUcb4+V28yF0Wb8LUNuM4FHbjO+HdvYY+Q2U8MFtQga4OGHH2bhwoV89NFHpKam8uqrr7Jo0SL27t1LbGwsVquV3r1706pVK1555RXOnj3LzTffzPTp03nxxRebuvo+rVCXkQG5zcj4htxeZHzlYm0zITEC5AuvvvoqarWam2++maqqKgYMGMCqVauIjbXH7FGpVPz000/cc889DBo0CIPBwC233MKsWbOauOZ2dDodM2bMqDflJiPjDrnNyPiC3F5kfOVibTMX3AiQjIyMjIyMjExjueAiQcvIyMjIyMjINBbZAZKRkZGRkZG56JAdIBkZGRkZGZmLDtkBkpGRkZGRkbnokB0gGRkZGRkZmYsO2QGSkZGRCRBZWVlkZWU1dTVkZGS8QHaAZGSaAR9//DEKhcLxUqvVpKSkMG3aNE6dOtXU1WsyFi9ezMyZM5u6Gn4zbdo0J11rv5YuXdrU1ZORuaC54AIhysjIuGfWrFm0b9+e6upqfvvtNz7++GPWrVvHrl270Ov1TV29oLN48WLeeeedC9oJ0ul0fPDBB/Xe79WrVxPURkam+SA7QDIyzYgJEybQr18/AKZPn05CQgIvv/wyP/74I9ddd10T107GH9RqNTfddFNTV0NGptkhT4HJyDRjhg4dCsChQ4ec3t+7dy/XXnstcXFx6PV6+vXrx48//uh0jNls5oUXXqBTp07o9Xri4+PJzMxkxYoVjmOmTZtGREQEhw8fZty4cRgMBlq1asWsWbOoHWR+9erVKBQKVq9e7XSNo0ePolAo+PjjjwNev2nTpvHOO+8AOE0dicyePZvBgwcTHx9PWFgYffv2ZeHChV7f23nz5pGWlkZYWBj9+/dn7dq1Lo8zGo3MmDGDjh07otPpaNOmDU8++SRGo9Hra7lj7dq1TJkyhbZt2zrKfuSRR6iqqnI67uzZs9x66620bt0anU5HcnIyV1xxBUePHnU6bsmSJQwdOhSDwUBkZCSTJk1i9+7dja6njEwoIo8Aycg0Y8QOTsyVB7B7926GDBlCSkoKTz/9NAaDgf/+979ceeWVfPvtt1x11VUAzJw5k5deeonp06fTv39/SktL2bRpE1u2bGHMmDGO8qxWK+PHj2fgwIG88sorLF26lBkzZmCxWPzKwReo+t11112cPn2aFStW8Nlnn9W7zptvvsnkyZP5y1/+gslk4quvvmLKlCn89NNPTJo0yWMdP/zwQ+666y4GDx7Mww8/zOHDh5k8eTJxcXG0adPGcZzNZmPy5MmsW7eOO++8k27durFz507mzJnD/v37+eGHH7y6J/n5+U5/azQaoqOj+eabb6isrOSee+4hPj6ejRs38tZbb3Hy5Em++eYbx/HXXHMNu3fv5oEHHqBdu3acP3+eFStWcPz4cdq1awfAZ599xi233MK4ceN4+eWXqays5D//+Q+ZmZls3brVcZyMTLNBkJGRueCZP3++AAgrV64U8vLyhBMnTggLFy4UEhMTBZ1OJ5w4ccJx7KhRo4SMjAyhurra8Z7NZhMGDx4sdOrUyfFer169hEmTJnm87i233CIAwgMPPOBU1qRJkwStVivk5eUJgiAI2dnZAiBkZ2c7nX/kyBEBEObPny9J/e677z7BnZmrrKx0+ttkMgk9evQQRo4c6bFMk8kktGjRQujdu7dgNBod78+bN08AhOHDhzve++yzzwSlUimsXbvWqYy5c+cKgLB+/XqP1xLvb92XeI2630EQBOGll14SFAqFcOzYMUEQBKGoqEgAhFdffdXtdcrKyoSYmBjhjjvucHr/7NmzQnR0dL33ZWSaA/IUmIxMM2L06NEkJibSpk0brr32WgwGAz/++COtW7cGoLCwkFWrVnHddddRVlZGfn4++fn5FBQUMG7cOA4cOODYNRYTE8Pu3bs5cOBAg9e9//77Hf9XKBTcf//9mEwmVq5c6VP9paqfK8LCwhz/LyoqoqSkhKFDh7JlyxaP523atInz589z99138//t3Xd4FNX6wPHvtmx6AqQBoSahk9AE6QHpgiJ4wXIpVlABkSLiT6pKUVFEKYoIXBUvIgpepIqEpkiRhBpKDD0EQiC9bHbP74+YlZAQspCwKe/neeZJdubMmXc2J9k355yZcXBwsK4fOnQoHh4eucquWrWK+vXrU69ePeu5xMXF0blzZwC2bdt2xzgdHR3ZsmVLrmXOnDl5ziElJYW4uDjatGmDUoqDBw9ayzg4OBAWFsb169fzPcaWLVu4ceMGTz75ZK44dTodrVq1KlScQpQ2MgQmRBkyf/586tSpQ0JCAl9++SU7duzAaDRat58+fRqlFJMmTWLSpEn51nHlyhWqVq3K9OnTefTRR6lTpw6NGjWiR48eDBo0iODg4FzltVottWvXzrWuTp06AHnmmNxJccR3O+vWreOdd94hPDw813ycm+cJ5efs2bMABAUF5VpvMBjyvA+nTp3i+PHjeHt73/Zc7kSn09GlS5d8t507d47Jkyfz008/5UluEhISgOyryGbPns3YsWPx9fXlwQcfpHfv3gwePBg/Pz9rnIA1MbuVu7v7HeMUorSRBEiIMqRly5bWq8D69u1Lu3bteOqppzhx4gSurq5YLBYAxo0bR/fu3fOtIzAwEIAOHToQFRXF2rVr2bx5M1988QUfffQRixYt4vnnn7cprtslFWazOdfr+xXfzp07eeSRR+jQoQMLFiygcuXKGAwGli5dyooVK2w6t4JYLBYaN27Mhx9+mO/2m+cL2cpsNtO1a1fi4+OZMGEC9erVw8XFhYsXLzJ06FDrewkwevRo+vTpw5o1a9i0aROTJk1i5syZ/PrrrzRt2tRa9quvvrImRTfT6+WjQpRBdh6CE0IUgZw5QPv27cu1PmfuzcyZM5VSSsXGxipATZw40eZjJCUlqaZNm6qqVata1+XMUTlx4kSushs2bFCA+vbbb5VSSkVERChA/fjjj7nKbd26NdccoKKOb8SIEfnOAXr11VeVk5NTrnlGSin11FNP3XbOUI7ffvtNAWrRokW51mdmZipPT89cc4B69eqlqlatqiwWi83no1T2++vi4pLvtoMHDypALV++PNf6zZs355lXdauTJ08qZ2dn9fTTTyullPruu+8UoDZt2nRXcQpRGskcICHKsNDQUFq2bMncuXNJT0/Hx8eH0NBQPvvsM2JiYvKUv3r1qvX7a9eu5drm6upKYGBgvpdvf/rpp9bvlVJ8+umnGAwGHnroIQBq1KiBTqdjx44dufZbsGBBrtdFHZ+LiwsAN27cyFVWp9Oh0Why9UCdOXOmUFdltWjRAm9vbxYtWkRmZqZ1/bJly/IcZ8CAAVy8eJHFixfnqSctLY2UlJQ7Hu92dDodQK7bDSil+Pjjj3OVS01NJT09Pde6gIAA3NzcrO9V9+7dcXd3Z8aMGZhMpjzHuvl9F6KskH5NIcq48ePH869//Ytly5YxfPhw5s+fT7t27WjcuDEvvPACtWvXJjY2lt9//50LFy4QEREBQIMGDQgNDaV58+ZUrFiR/fv38/333+ea8AzZk3Q3btzIkCFDaNWqFRs2bODnn3/mzTfftM598fDw4F//+heffPIJGo2GgIAA1q1bl+8cmKKMr3nz5gCMGjWK7t27o9PpeOKJJ3j44Yf58MMP6dGjB0899RRXrlxh/vz5BAYGcujQoQLfT4PBwDvvvMOwYcPo3LkzAwcOJDo6mqVLl+aZAzRo0CC+++47hg8fzrZt22jbti1ms5nIyEi+++47Nm3aZB2ytFW9evUICAhg3LhxXLx4EXd3d1avXp1nLtDJkyd56KGHGDBgAA0aNECv1/Pjjz8SGxvLE088AWTP8Vm4cCGDBg2iWbNmPPHEE3h7e3Pu3Dl+/vln2rZtmyvJFaJMsHMPlBCiCNxuCEwppcxmswoICFABAQEqKytLKaVUVFSUGjx4sPLz81MGg0FVrVpV9e7dW33//ffW/d555x3VsmVL5enpqZycnFS9evXUu+++qzIzM61lcoZooqKiVLdu3ZSzs7Py9fVVU6ZMUWazOVccV69eVf3791fOzs6qQoUKatiwYerIkSP5DtcUVXxZWVlq5MiRytvbW2k0mlzDW0uWLFFBQUHKaDSqevXqqaVLl6opU6bccQgsx4IFC1StWrWU0WhULVq0UDt27FAdO3bMNQSmVPbQ2OzZs1XDhg2V0WhUFSpUUM2bN1fTpk1TCQkJBR6joCEwpZQ6duyY6tKli3J1dVVeXl7qhRdesA435ryncXFx6pVXXlH16tVTLi4uysPDQ7Vq1Up99913eerbtm2b6t69u/Lw8FCOjo4qICBADR06VO3fv79Q74kQpYlGqZv6T4UQwgZDhw7l+++/Jzk52d6hCCGETWQOkBBCCCHKHUmAhBBCCFHuSAIkhBBCiHJH5gAJIYQQotyRHiAhhBBClDtyH6B8WCwWLl26hJub2x2fCySEEEKIkkEpRVJSElWqVEGrLbiPRxKgfFy6dOmentEjhBBCCPs5f/48/v7+BZaRBCgfbm5uQPYbWNRPQTaZTGzevJlu3bphMBiKtG5RNkmbEbaQ9iJsVZbaTGJiItWqVbN+jhdEEqB85Ax7ubu7F0sC5OzsjLu7e6lvaOL+kDYjbCHtRdiqLLaZwkxfkUnQQgghhCh3ynQCNH/+fGrWrImjoyOtWrVi79699g5JCCGEECVAmU2AVq5cyZgxY5gyZQp//vknISEhdO/ePd+nTwshhBCifCmzc4A+/PBDXnjhBZ555hkAFi1axM8//8yXX37JG2+8UbhKbpwHy50nUtkkKwunzDhIuAAGA2i0gAY0mn++5lpH9uubt6PJuy7feuQSfiGEECI/ZTIByszM5MCBA0ycONG6TqvV0qVLF37//fc85TMyMsjIyLC+TkxMzP5mYWswFm0SYQC6ARwt0mpvSxWUNFnXQcGJ1N/r4M5lNAWVu+n4NyVpSqMDrQ40OtBq//7692uN9qZtf7++ed3f+xRchy77WLfWU2Adf+9j/V4POj1oDdlfdQ6gNaC0f39v3eYAWj3oDNmL9u+vmrvvbDWZTLm+ClEQaS/CVmWpzdhyDmUyAYqLi8NsNuPr65trva+vL5GRkXnKz5w5k2nTpuVZn4WBrHv44LodDTlPH1HZ3ytlXffPtiI8Vs7TTpS5SOsuKuWhn8pCdoJl0ej+/qr/+/vsrxaN3rr9n+/11vLNtAaufvEFFq0Bs8aQ/VVrwKK5+avDLa/z/5q9r0N2wifKrC1bttg7BFHKlIU2k5qaWuiyZTIBstXEiRMZM2aM9XXOfQTUuJOoYrgMfsuWLXTt2vX2lxsqBdbERYGy5F6nLDdtJ591+e3z9/f51nHrOgpxXIVGWf4pe9t6b66D/LdbzH+XM//9vfmfdX+/1txc5qb1WG7dL6fMrXVY8tZTmDpy9reYwWJCY84CiwnMmWDJArPp76//vNZY8v4HosUCyoJOlZz/sJTOAQzO2YtD9ldlcObUdYVZ74RF7wwOTmBwQevggtbojN7RDb2jCwZHVxycXXF0dsPo7I7GyQOM7mB0y+4BE3ZTqL8xQtykLLUZ6whOIZTJv1ReXl7odDpiY2NzrY+NjcXPzy9PeaPRiNFozLPeYDAUW2MozrqFnSl1U3Jkyv5amO9zEqlbvjdnpnPsSDgNgmpnJ1BZ6ZCVcXdfzZnWMDXmzOzX6Tf+WQfUvcfTT8dIqtaFDJ0rmXpXsgxuWBxcweiOxtEdnbMHemdPHJw9cXTzxNmtIgbXiuBUEZwrZidkMn/tnsnfGGGrstBmbIm/TCZADg4ONG/enK1bt9K3b18g+/leW7duZcSIEfYNTpR9Gs0/c4CKgMVk4q8r66nXthe6e/3jZLGAOQNMaWBKhcxUyEy2fp+ZnsSOI2exZKRgyUxBY0oFUyq6rFR0WWnozakYzOk4WNIwqnScyMBVk44bqThpspMrRzJwtGSAJR5MQJptIWZiIFXnTrrBA5ODJ2bHCuBcEb1LJQxulXBy98bZ0xu9mw+4+oCLT3YPlhBC2KBMJkAAY8aMYciQIbRo0YKWLVsyd+5cUlJSrFeFCVEuabWgdQKDE1Axz2YHoEtw4apSSpFmMpOckcXlDDOpqamkJd8gI+UGppQbZKYkkJV6g6y0BFRaImQkos1MQm9KwpCVjNGcgpMlBTdS8dQk40kyRk0WDphwMF8D8zVIBwrRo52ucSLFUIkMx0qYnX3Quvng4OGHc8UqOFfwQ+Pml50suVUussRUCFG6ldkEaODAgVy9epXJkydz+fJlmjRpwsaNG/NMjBZC3B2NRoOzgx5nBz24AbgA3jbVYbYoktOzSEgzcTI1k+TkBFITrpCWEEdGYhzm5Guo1Gto0q9jyLiB0XQDZ3MiniThpUnEiwQcNSYcVRqOmRcg80J2wnQ5/+NZ0JBiqESqoy9mtyroPKri7F0DF6/qaD39wb2KJElClBNlNgECGDFihAx5CVGC6bQaPJwNeDgboJIz4AnUKHAfi0VxI81EfEoGEUkZJCZcJyX+Iuk3LmNKiIXkWHSpcThmXsMtKx5vTQJemgS8uYFRk4WbKQ43UxwkHYVLwPFb6kdDqkMlMlyqojxrYPQOwMUvEG3FWlChZnaCpC2z95AVotwo0wmQEKLs0Wo1VHRxoKKLA4E+boAXEJRv2YwsM1eTMohNzOBIYhoJcTGkx58n6/oFSLiIQ2oM7pmx+Gniqcw1/DTxOGjMuGbG4ZoZB9cjIDp3nVkaB1Kdq2D2rInRuzZOfnXQeNUB77rgXlUmcAtRSkgCJIQos4x6Hf4VnPGv4AxUAKoAzXOVMZktXE5I5+KNNPbFpxB/5RJp186irp/DmHQO9/SL+HOF6porVNXEYSAT95QzkHIGLoblqitT60Sae210PnVxrlIfrXcd8KoDlQJAn/dKUyGE/UgCJIQo1ww6LdUqOlOtojPUrgRUBx60bjeZLVy8nkb0tRTCriRwPSaajLi/0N44i3vqeWpqLhOouUgNTSwOljQcbhyFG0fh5D/HsKAj1aM2usqNcfQPQePXCHwbgauv9BgJYSeSAAkhRAEMOi01vVyo6eUCdX24ebgtM8vC+eupRF9NYevl68RfOEnWlUicEv6iJhcJ1FyktuYS7po0XBNOQcIpiPzBun+GsSLKpxFG/xA0VZtB1WbgWUOSIiHuA0mAhBDiLjnotQR4uxLg7UqXBr5APeARzBbFufhUTsYmsTMmkSuXouHyETwST1BPc5Z6mnPU0sRgzIiH8zuyl79lOlSAqs1xqPEAVG0OVZqBSyW7naMQZZUkQEIIUcR0Wg21vFyo5eVC94Z+QB2gO+kmM8djEvn9UiLLz8eSfOEwTteOU48zBGujaKA5i0PmdYj+JXv5W6Z7dfQ126Ct2Raqt8meUyS9RELcE0mAhBDiPnE06GhavQJNq1eAB2sALcnIMnMqNpnDFxP4/twVEqIPUuHGYUK0UTTRRBGgjcEh8RwcOgeH/guAyckbfc02aGq2hRptwKehXJovhI0kARJCCDsy6nU0qupBo6oe0LI60IKEVBMHz19n7bkbREafhwv7aGw5TkttJE00URjTrsLxtdkLkOVYCV1gZzSBnaF6O/uekBClhCRAQghRwng4Gwit60NoXR+gDmZLZyIvJ7Lnr3iWnooh9cw+GmUdoaX2BC20J3BNvwZHVsGRVRiAjkZ/tA6/Q1AXqNleLsEXIh+SAAkhRAmn02poWMWDhlU8eK5dLbLMD3L0UiK//3WN5acvk3XmDx5QEXTQHiZY8xeeGRfgj4Xwx0IsBhc0QV3Q1H0Y6nQDpwr2Ph0hSgRJgIQQopTR67SEVPMkpJonwzsGkJnVmv1n41l/4irTjp2icvw+2msP00kXjp/pOhxbC8fWojQ6qNEGTb2Hof4j4FHV3qcihN1IAiSEEKWcg15LmwAv2gR4YeoayFc/KNKrDmXiyask/bWfjuyjq/YA9bTn4cxOOLMTtXFidjLU+HFo0BecK9r7NIS4ryQBEkKIMqaSI/RqVZ1n2gWQmtmC7Sf6s+DIZU4cP0Rb8z566PbSUnsCzu6Gs7tR68ejCegMjR6Heg+D0dXepyBEsZMESAghyjBnBz09G1emZ+PKpJuC2XWqB/89EsP/HTtKJ9NOHtH9TiPOwKnNcGozFgdXtI0fh2aDs2/CKPcbEmWUJEBCCFFOOBp0dGngS5cGvmRmBRN24iE+/fMif0UepCe/0Ve3i1qZsXBgGRxYhvJtiKbZEGj8LxkiE2WOJEBCCFEOOei1dGvoR7eGflxPacy6w10Ze+A8hgt7GKjfRi/tHzjGHoUNr6O2TEYTPBAefAl86ts7dCGKhCRAQghRzlVwcWDQgzUY9GAN/rrahP/ue5iP9h0nNHM7T+q20SDrLPy5HP5cjqrdCc2DL0NgF7n7tCjVJAESQghhVdvblTd71WdM1zqsP9ySSXsGwPk/eFa/gR7afej+2gZ/bUNVCkTT7jUIHgg6g73DFsJmkr4LIYTIw9Ggo18zf1a/3Ja3Rz7PrqZz6GL+mM+zHiZROaO5dhrWvoJlXjPY/yVkZdg7ZCFsIgmQEEKIAjWo4s7MfsF8N+EJkjtMoYd2Ee+anuKq8kCbcA7WvYb6uAnsXQxZmfYOV4hCkQRICCFEoXi7GRnTrS6/THyYar0nMNDpM6aaBnNZVUCTdAnWj8MyvyUc+QGUsne4QhRIEiAhhBA2cXbQM7h1TTaN7069R8fzpOMi3jI9k90jdD0avn8GtbgzRO+0d6hC3JYkQEIIIe6KQafliZbV2TS+Gw0eGcMTxgV8aHqcZOWI5tKfsLw3fDcYEi7aO1Qh8pAESAghxD1x0Gt5qlV11r/eE4+eb9FH8wnLs7qSpbRwbC2WT1rArrkyP0iUKJIACSGEKBJGvY7n2tXix9f7cu7B6fTNmsE+Sx20WanwyxQsC9vCuT32DlMIoJQlQDdu3KBFixY0adKERo0asXjxYnuHJIQQ4haezg5M6t2AT18bzBcB8xlnGkacckd77STqyx6w+S0wpds7TFHOlaobIbq5ubFjxw6cnZ1JSUmhUaNG9OvXj0qVKtk7NCGEELeo6eXCZ0Na8mtkDf79YzueT13M47od8NsnZEVuRN/vM/Bvbu8wRTlVqnqAdDodzs7OAGRkZKCUQsmllkIIUaJ1rufLD2N7carNe7xoGstV5YE+/hSWJV1h5xywWOwdoiiHSlUCBNnDYCEhIfj7+zN+/Hi8vLzsHZIQQog7cHbQM7FnfV4bMZpXPBfyP/ODaJUZtk7H9PW/IOWavUMU5UyJS4By5vfculy6dAkAT09PIiIiiI6OZsWKFcTGxto5YiGEEIVVv7I7X4/sSWTbubxheoF0ZcDw1y9kzm8L5/6wd3iiHClxc4DCw8MLVc7X15eQkBB27tzJ448/fk/HzMjIICPjn+fYJCYmAmAymTCZTPdU961y6ivqekXZJW1G2KI0tBcNMPqhQA4GTeClVQ15K3U2AakxmJf2QvWag2rytL1DLFdKQ5spLFvOQaNK0SSa2NhYnJ2dcXNzIyEhgbZt2/Ltt9/SuHFja5n69esTGRmZ7/6ffPIJI0aMyLN+6tSpTJs2Lc/6FStWWOccCSGEKHrpZlh7OoOnkxbzsG4vAMe9enHSfwBoStwghSjhUlNTeeqpp0hISMDd3b3AsqUqAdq7dy8vvviidfLzK6+8wrBhw3KVOXbsGA0bNmTr1q00aNCAjIwMateuzcqVK+nTpw9GozFPvfn1AFWrVo24uLg7voG2MplMbNmyha5du2IwGIq0blE2SZsRtiiN7UUpxTd/nCVl8wxG6H4AILlmN4wDloDByc7RlX2lsc3cTmJiIl5eXoVKgErcEFhBWrZsecchstjYWPR6PW3btsVoNHLgwAEsFgvt27fPN/kBMBqN+W4zGAzF1hiKs25RNkmbEbYobe3lmfZBhNf8iCnLq/OmaT6uZzaTuKw/7s9+D44e9g6vXChtbSY/tsRf5voXDx8+TJ06dawJTUREBD4+Pvj6+to5MiGEEAVpUs2TEa++yTTPd0lUTrhf2Uv8gh6QEmfv0EQZVKISII1Gc08LwKFDh3LNCYqIiMj1WgghRMnl7WZk8ojnWVDjY+KUOxUTjxH/6UOopMv2Dk2UMSUqAcqZ23PrkpKSQvXq1Rk7duxty+RMZTp06BDBwcHWOiMiInK9FkIIUbI5GnS8PnQAPzVbwkVViYppZ7g6vydKeoJEESrUHKB58+bZXPEzzzyDm5ubzfvl59133+XBBx+8YzmLxcLRo0eZPHmydV1UVBT9+vUrkjiEEELcH1qthmcf7cYqp2W03z0Yv/S/uPhJD/xGbkHnUsHe4YkyoFAJ0OjRo/H390en0xWq0vPnz9O7d+8iSYBOnTpFZGQkffr04ciRIwWWjYqKIjU1NVePT+PGjZkyZQrNmzenbdu29xyPEEKI++df3Tqw0fgVzX99mqrpp4j+pCfVX9uKzuhi79BEKVfoq8D279+Pj49PocoWVc8PwLhx43j//ff57bff7lg2KCgoz7PB1q9fX2SxCCGEuP96dGzPLv3X6Dc/Sa304xz+dAANX12LVl+qLmQWJUyh5gBNmTIFV1fXQlf65ptvUrFixbsOKsfatWupU6cOderUuee6hBBClF7t2nbgRKfPyFAGGift4vdFw7FYSs1t7EQJVKj0ecqUKTZVOnHixLsK5lZ79uzhv//9L6tWrSI5ORmTyYS7u3uuOT5CCCHKhwdDe3MgZRbN942lbdwqNnxZhR7PTbNeBSyELUrUVWC3mjlzJufPn+fMmTN88MEHvPDCC5L8CCFEOdb84ec5XH8MAF3Pf8K6tSvtHJEorQrVA9S0adNCZ9h//vnnPQUkhBBCFKTxgMmc+uwEQZd/pvXB8WzyCaR7mxb2DkuUMoVKgPr27Wv9Pj09nQULFtCgQQNat24NZA9VHT16lJdffrlYggQYOnRosdUthBCiFNFoCHpuCTEftqdy2in8Nr7I75X+R+u6Ve0dmShFbJ4D9PzzzzNq1CjefvvtPGXOnz9ftNEJIYQQ+TE44fv8KpLndyCEKP67YjTer3xJoE/RXYUsyjab5wCtWrWKwYMH51n/73//m9WrVxdJUEIIIcSdaCvVwmHAEgCe0Gxm2ZcLSEg12TkqUVrYnAA5OTmxe/fuPOt3796No6NjkQQlhBBCFIZDvW6ktsiefjE2bR6Tv96CWS6PF4Vg812kRo8ezUsvvcSff/5Jy5YtAfjjjz/48ssvmTRpUpEHKIQQQhTEucc00s7soELcEQacf4fZG2rw5sMN7R2WKOFsToDeeOMNateuzccff8zXX38NQP369Vm6dCkDBgwo8gCFEEKIAukdcHpiGVkL29OWo+z47RN+rPIWjzX1t3dkogS7q/uIDxgwQJIdIYQQJYdXEPqH34OfRjJGv4p+q5tRz+8J6ld2t3dkooQq0TdCFEIIIQqt6SBUUHeMmixmaBcy4qu9JKbLpGiRP5sTILPZzAcffEDLli3x8/OjYsWKuRYhhBDCLjQaNH0+xmL0IET7F90TvmPC94fyPCRbCLiLBGjatGl8+OGHDBw4kISEBMaMGUO/fv3QarVMnTq1GEIUQgghCsm9MtqeswEYrV9N1NF9LNkVbeegRElkcwL0zTffsHjxYsaOHYter+fJJ5/kiy++YPLkyezZs6c4YhRCCCEKL+QJqNMDB00W7xs+4/0NR9l/Jt7eUYkSxuYE6PLlyzRu3BgAV1dXEhISAOjduzc///xz0UYnhBBC2Eqjgd5zUY7ZQ2HPaX5ixIqDxCVn2DsyUYLYnAD5+/sTExMDQEBAAJs3bwZg3759GI3Goo1OCCGEuBvuldH0+HsozPADbkmnefW/B+UmicLK5gToscceY+vWrQCMHDmSSZMmERQUxODBg3n22WeLPEAhhBDiroQ8AUHdcSCLOQ6fsef0FT7actLeUYkSwub7AM2aNcv6/cCBA6lRowa//fYbQUFB9OnTp0iDE0IIIe6aRgN95sL8BwnOiOIF3c98uk1Hk2qedGnga+/ohJ3Z1ANkMpl49tlniY7+Z0b9gw8+yJgxYyT5EUIIUfK4V4EeMwEY57CaAM1FXvsunDNxKXYOTNibTQmQwWCQJ74LIYQoXZo8BYFd0SsTC12/ICU9k+FfHyAt02zvyIQd2TwHqG/fvqxZs6YYQhFCCCGKgUYDfT4Gozt1TCcY5byZyMtJvPnjYblJYjlm8xygoKAgpk+fzu7du2nevDkuLi65to8aNarIghNCCCGKhEdV6P4u/DSSUfyXn7XB/HgQmlb3ZHDrmvaOTtiBzQnQkiVL8PT05MCBAxw4cCDXNo1GU6wJ0I0bN+jSpQtZWVlkZWXx6quv8sILLxTb8YQQQpQhTQfB0R/RRv3K197/oXXs60z/3zEaVnGneQ15lFN5Y3MCdPME6PvNzc2NHTt24OzsTEpKCo0aNaJfv35UqlTJbjEJIYQoJTQa6DMPFrTGN+EQ71fbzdjz7Rn+9Z+sfaUtVTyd7B2huI9K1dPgdTodzs7OAGRkZKCUkvFbIYQQhedZDbq/A0C/60vp7J3E1aQMnl22j+SMLDsHJ+6nQiVAY8aMISWl8JcMTpw4kfj44nnuyo0bNwgJCcHf35/x48fj5eVVLMcRQghRRjUbArVD0WSls9B1Mb4ueiIvJzHqW7lTdHlSqATo448/JjU1tdCVzp8/nxs3btxVQE2aNKFRo0Z5lkuXLgHg6elJREQE0dHRrFixgtjY2Ls6jhBCiHJKo4FHPgGjO8aY/axtvBOjXsuvkVd45+dj9o5O3CeFmgOklKJOnTpoNJpCVWpLb9GtwsPDC1XO19eXkJAQdu7cyeOPP37Xx4Ps4bSMjH8ekpeYmAhk3/jRZDLdU923yqmvqOsVZZe0GWELaS+F5FIZTc8P0K95Ed/wT/myQ1Oe/tWRpbvPUMXDyNDWNewd4X1TltqMLeegUYWYRLN8+XKbg3j88cfzXCJ/r2JjY3F2dsbNzY2EhATatm3Lt99+a306PUD9+vWJjIzMd/9PPvmEESNG5Fk/depUpk2blmf9ihUrrHOOhBBClD1Nzn5BjfgdpBkqMNXjXVZe8ATg6QAzLX1kOKy0SU1N5amnniIhIQF3d/cCyxYqASop9u7dy4svvmid/PzKK68wbNiwXGWOHTtGw4YN2bp1Kw0aNCAjI4PatWuzcuVK+vTpk+8T6/PrAapWrRpxcXF3fANtZTKZ2LJlC127dsVgMBRp3aJskjYjbCHtxUaZKei/7ILm2iksgd14220yS38/h06r4ZOBIXRt4GPvCItdWWoziYmJeHl5FSoBsvkyeHtq2bLlHYfIYmNj0ev1tG3bFqPRyIEDB7BYLLRv3z7f5AfAaDTmu81gMBRbYyjOukXZJG1G2ELaSyEZPOFfS2HxQ2hPb2Zy5wdJbt6FVQcuMPq7Qyx95gHaBpaPi23KQpuxJf5SdRl8YRw+fJg6depYE5qIiAh8fHzw9ZUn/wohhMiHX2Po9R4Aml/fZlbwZXo09CPTbOG55fvYdSrOzgGK4lCiEiCNRnNPC8ChQ4dyzQmKiIjI9VoIIYTIo/nQ7AWF7scX+Li7O53qepNusvDs8n1si7xi5wBFUStRCVDO3J6c5dy5c3Ts2JH69evTuHFjvvvuuzxlbl4gOwEKDg621hkREZHrtRBCCJGvnu+Bf0tIT8C4ahCLBtShWwNfMrMsvPjVfjYfvWzvCEURuusE6PTp02zatIm0tDSAYrkjs16vZ+7cuRw7dozNmzczevToAi+xt1gsHD16NFfCExUVRc2aNYs8NiGEEGWM3ggDvwJXP7h6HOOPzzH/icY8HFwZk1nx0jd/8t3+8/aOUhQRmxOga9eu0aVLF+rUqUOvXr2IiYkB4LnnnmPs2LFFGlzlypVp0qQJAH5+fnh5eRV4h+moqChSU1NzJUCNGzdmypQp7N69u0hjE0IIUQa5+cETK0DvBKd/wbBhLB8PCKF/M3/MFsXr3x/ioy0n5TFMZYDNCdBrr72GXq/n3Llzue6RM3DgQDZu3Fikwd3swIEDmM1mqlWrdtsyQUFBKKWoXr26dd369eu5fv06bdu2LbbYhBBClCH+zbOvDNNo4eBX6HfP4YN/BfNKpwAAPt56ivHfHyIzy2LnQMW9sDkB2rx5M7Nnz8bf3z/X+qCgIM6ePVtkgd0sPj6ewYMH8/nnnxdL/UIIIUQudXtCrw+yv9/2Lpo//8P47vWY8VhjdFoN3x+4wKAlf3A1KaPgekSJZXMClJKSku/dkePj4297n517kZGRQd++fXnjjTdo06ZNkdcvhBBC5OuB56DdmOzv//cqRKzkqVbV+WJwC1wcdPwRHU+fT3Zx8Nx1+8Yp7orNCVD79u35z3/+Y32t0WiwWCy89957dOrUqUiDU0oxdOhQOnfuzKBBg4q0biGEEOKOHpoMLZ4DFKwZDkfX0KmeD2tHtKW2twuXE9MZ+Nkevt17zt6RChvZfCfo9957j4ceeoj9+/eTmZnJ66+/ztGjR4mPjy/yica7d+9m5cqVBAcHs2bNGgC++uorua+PEEKI+0OjyR4Ky8qA8K9h9XOgcyCwXi/WvtKWcasi2HQ0lok/HGbPX9d4u28j3B1L992UywubE6BGjRpx8uRJPv30U9zc3EhOTqZfv3688sorVK5cuUiDa9euHRaLTDITQghhR1otPDIPzBlweBV8Nwj6f4Fbw8dY9O/mLNwexZzNJ1kbfon9Z64z94kmPFCzor2jFndwV88C8/Dw4P/+7/+KOhYhhBCiZNLqoO8iUBY4shq+fxYyktE0G8TLoYG0rl2JV/8bzrn4VAZ+9jsvhwYy8qFAjHqdvSMXt2HzHKCNGzeya9cu6+v58+fTpEkTnnrqKa5fl4lgQgghyiidHvothmaDsxOhn0bAnkUANK1egfWvtqd/M38sCj7ddpre83bxp0yQLrFsToDGjx9PYmIikP3g0TFjxtCrVy+io6MZM2ZMkQcohBBClBhaHfSZB61HZL/eOAG2vg1K4WrUM2dACAueboaXqwOnriTTf+FvTPvfUVIysuwbt8jD5gQoOjqaBg0aALB69Wr69OnDjBkzmD9/Phs2bCjyAIUQQogSRaOBbu9A6MTs1zs/gB9eyJ4oDfRqXJlfxnSkfzN/lIKlu8/Q9cPtrDt0Se4gXYLYnAA5ODiQmpoKwC+//EK3bt0AqFixorVnSAghhCjTNBoIfQMe+RS0+uzJ0V89BqnZj2vydHZgzoAQlj/bEv8KTlxKSGfEioM88fkejsfIZ2VJYHMC1K5dO8aMGcPbb7/N3r17efjhhwE4efJknrtDCyGEEGVas0Hw9CowusPZ3bCkG1yLsm7uWMebLa91ZHSXIIx6LX9Ex/PwvJ28teaw3EXazmxOgD799FP0ej3ff/89CxcupGrVqgBs2LCBHj16FHmAQgghRIkW0Bme3Qju/nDtFHzeCU5usm52ctAxuksdto7tyMONK2NR8PWec3R8fxsfbDpBYrrJjsGXXzZfBl+9enXWrVuXZ/1HH31UJAEJIYQQpY5vQ3jhV/huMJzfAysGQqf/g/Zjs+8jBPhXcGb+0834d9Q1Zm2MJOL8DT7ddpqv/zjLy6EBDG5dE0eDXDZ/v9jcA3Sz9PR0EhMTcy1CCCFEueTmC0P+98+jM7a9k33TxIykXMVaB1RizcttWPTv5gT6uHIj1cSM9ZG0m/0rC8OiSJIeofvirh6GOmLECHx8fHBxcaFChQq5FiGEEKLc0jtA7w/hkU9A5wCR6+DzUIg5lKuYRqOhRyM/No3uwPuPB+NfwYm45Exmb4yk7axf+XDzCa6nZNrnHMoJmxOg119/nV9//ZWFCxdiNBr54osvmDZtGlWqVMn1kFQhhBCi3Go2GJ7ZAO5V4dpp+KIL7F0Mt1wGr9Nq+FeLamwbF8qcf4UQ4O1CYnoW8349TdvZvzJ57RGiribb6STKNpsToP/9738sWLCA/v37o9frad++PW+99RYzZszgm2++KY4YhRBCiNLHvwUM3wV1emY/R2z9uOwhsbS8d4c26LT0b+7Pltc6svDpZjSs4k5qppn//H6Wh+ZsZ8iXe9l24goWi9xHqKjYnADFx8dTu3ZtANzd3YmPz77nQbt27dixY0fRRieEEEKUZs4V4clvoftM0Brg+P9gUQc4tyff4lqthp6NK7NuZDtWPN+KLvV90Whg+8mrPLN0H10+3M6Xu6JleKwI2JwA1a5dm+joaADq1avHd999B2T3DHl6ehZpcEIIIUSpp9FA65fhuc1QoSYknIOlPeGXqZCVfyKj0WhoE+jFF0NaEDYulGfb1sLNqOevuBSmrztGqxlbeWXFn+w4eVV6he6SzQnQM888Q0REBABvvPEG8+fPx9HRkddee43x48cXeYBCCCFEmVC1GQzbASFPZj9MdddHsLgzxB4tcLcalVyY3KcBv7/5EG8/2pCGVdzJNFv4+VAMg7/cS/v3tjH3l5OcvZZyn06kbCj0fYD++usvatWqxWuvvWZd16VLFyIjIzlw4ACBgYEEBwcXS5BCCCFEmeDoAY8tgrq9YN1oiD2cfZVY57eyH7Cqvf19gFyNega1rsmg1jU5cjGBlfvOsyb8IhdvpDH3l1PM/eUUIf4e9AmpQp+QKvi6O9630yqNCp0ABQUFERMTg4+PDwADBw5k3rx51KhRgxo1ahRbgCWZ2WzGZLLtfg0mkwm9Xk96ejpms7mYIhNlibQZ2xgMBnQ6uZmcKOEaPALVH4SfRsHJDbBlMpzYAI/Oh0oBd9y9UVUPGlX14P8ers/GI5dZ/ecFdp+OI+JCAhEXEnh3/XFa1arIIyFV6drAF2834304qdJFowr5aFqtVsvly5etCZCbmxsRERHWCdFlSWJiIh4eHiQkJODu7p5nu1KKy5cvc+PGDZvrVkqRlpaGk5MTGo2mCKIVZZ20Gdt5enri5+dXLt8vk8nE+vXr6dWrFwaDwd7hiDtRCg5+DRvfgMxk0DtmP2W+9QjQ2fawhqtJGWw4EsNP4ZfYf/afK800GmhWvQJdG/jStYEvAd6uufYrS23mTp/fN7P5URj29sEHH7B06VI0Gg1vvPEG//73v+97DDnJj4+PD87Ozjb9kbVYLCQnJ+Pq6opWe0834hblhLSZwlNKkZqaypUrVwCoXLmynSMS4g40muwHqtbqAP97Ff7aBr9MgaM/ZPcG+TUudFXebkYGt67J4NY1uXA9lXWHYlh/OIZDFxI4cPY6B85eZ9aGSAK8XejawI+H6vvQpJpn8Z1bCVfoBEij0eT5oL/f/10dPnyYFStWcODAAZRSdOrUid69e9/Xq8/MZrM1+alUqZLN+1ssFjIzM3F0dJQPM1Eo0mZs4+TkBMCVK1fw8fGR4TBROlSoAYN+hIhvYeNEiInInhvU7jXoMB70tg1h+VdwZnjHAIZ3DOByQjpbjsey+ehl9vx1jairKURtj2LR9ijcjHoerF0Rz3QNjeJTCfD1KJ7zK4EKnQAppRg6dChGY/YPIT09neHDh+Pi4pKr3A8//FC0Ed7k+PHjtG7dGkfH7IldISEhbNy4kSeeeKLYjnmrnDk/zs7O9+2YQgjb5Px+mkwmSYBE6aHRQJOnIOAh2DAejq2FHe9nf33kk+w5Q3fBz8ORQQ/WYNCDNUhMNxF24iq/HItl56mrXE81seX4FUDHqo92UbOSM+2DvGkTUIkHalXEy7Xszh0qdAI0ZMiQXK/tMfTUqFEjpk2bxo0bN1BKERYWRp06de57HHD/e7+EEIUnv5+iVHPzhQH/gWM/Zd89Ou4kfNkdmg+FLlPB6e6fu+nuaOCRkCo8ElIFs0Vx9FIC247H8tPeU5xN0XLmWipnrp3lqz1nAQjwdqFV7Uq0qlWRVrUq4edRdq4sK3QCtHTp0uKMw6pJkyZkZWXlWb9582YaNGjAqFGj6Ny5Mx4eHjz44IPy350QQoiyqcEjUKs9bH4re6L0gWVwfB10nwHBA7J7jO6BTqsh2N+T+r4u1EyNpH3nhzhwPpFdp67yR3Q8kZeTsofLrqaw4o9zAFSv6EyLGhVoUt2TJtU8qefnjoO+dA7Nl7hJ0OHh4QVuHzZsGMOGDQPg+eefJygo6J6PmZGRQUZGhvV1YmIikN19futl7iaTCaUUFosFi8Vi87FyLrrLqUOUPDqdjtWrV9O3b1+7xhEWFsZDDz1EXFwcOp2uTLSZZ555hhs3bvDjjz8W63EsFgtKqXI5BJbzN8vWW3SIEkrvCr3momk0AN2GcWjiTsKPL2I5+BXmHu9BpXv/DMxpK446RWhQRUKDKgJwI9XE/rPX2XfmOvvOXufopUTOxadyLj6VHw5eBMBBr6VBZTdC/D0IrupBSDUPqlew3xWrtrT7EpcA3UnOxMYTJ06wd+9eFi1alGt7/fr1iYyMzHffTz75hBEjRuRZP3PmTKZNm5Zn/ebNm/PM9dHr9fj5+ZGcnExm5t0/iyUpKemu971bL7/8Mt9++631dYUKFWjWrBlTp06lUaNGhapjxYoVTJw4kbNnz+ZaHxwczEsvvcRLL71UpDEXp1mzZvHzzz+zc+fOPNvS0tKsibC9pKamApCcnIyHh0eBbebcuXOEhITkWb9582YeeOCBYovRViaTiaysrGJ/bzMzM0lLS2PHjh359iiXB1u2bLF3CKKIaaq+QaBhA3Uvr0F3Zifqs/ac8u3NKd/eWLQO91z/7dpMCBBSHdKrQHSShuhkDeeS4WyyhtQsC+HnEwg/n2At76RTVHWBqs6KKi4KfxeFnxPcj46inL+bhVHqEqBHH32UhIQEXFxcWLp0KXp97lNYvXo1DRs2ZOvWrTRo0ICMjAxq167NypUr6dOnT751Tpw4kTFjxlhfJyYmUq1aNbp165bnPgLp6emcP38eV1dX62RsWyilSEpKws3N7b5nyAaDge7du/Pll18C2ZfzT5o0iaeeeoozZ84Uqg5HR0c0Gk2e90Wr1eLo6HjH+y7cSWZmJg4O9/6LXBClFGazGaPRiE6nyzdmJyenez6XwrrdOeck366u2ffsKKjN5JTZvHkzDRs2tK6vVKlSibqvh8FgQK/XF/t7m56ejpOTEx06dLir39PSzGQysWXLFrp27VqifvaiqDyC5foENJveQBf1C/Uur6Fu5iHMPd5H1ep4VzXebZtRSnE2PpWIC4lEXEjg0IUEjsUkkmaG04lwOvGfv1d6rYYAbxfq+blRz8+NOr6uBPm4UrmI5xTZ9M+VKmN+/fVXpdfrVXp6ulJKqf379ytAXb58udB1JCQkKEAlJCTk2ZaWlqaOHTum0tLS7io+s9msrl+/rsxm813tfy+GDBmiHn300Vzrdu7cqQB15coVtW3bNgWo69evW7cfPHhQASo6Otq6/eZlypQpqmPHjnnW31x/u3btlKOjo/L391cjR45UycnJ1u01atRQ06dPV4MGDVJubm5qyJAhqn///uqVV16xlnn11VcVoI4fP66UUiojI0M5OzurLVu2KKWUSk9PVyNHjlTe3t7KaDSqtm3bqr1791r3z4l7/fr1qlmzZspgMKilS5fmiXnp0qVKKaUAtXjxYtW3b1/l5OSkAgMD1dq1awv9PoeFhakHHnhAOTg4KD8/PzVhwgRlMpms2zt27KheeeUV9eqrr6pKlSqp0NBQpZRSP//8swoKClKOjo4qNDTUGuO1a9fu2Gaio6MVoA4ePFjoOG+2d+9e1aVLF1WpUiXl7u6uOnTooA4cOJCrzJ3el6ysLPXss8+qmjVrKkdHR1WnTh01d+7cXHXc2gbv9LNTSqm1a9eqwMBAZTQaVWhoqFq2bFmednqre/09Lc0yMzPVmjVrVGZmpr1DEcXJYlHqyA9KvV9HqSnu2cv3zymVFGtzVUXZZjJMZnX0YoJatf+8mv6/o+qJz35XwVM3qRoT1uVZun4Yds/Hu1VBn9+3KnMJ0Mcff6waNGhgfb1kyRLl4+NjUx22JkAWi0WlZJgKtSSlZahLsXEqKS2j0PsUtFgslkKf160fPklJSWrYsGEqMDBQmc3mOyZAGRkZau7cucrd3V3FxMSomJgYlZSUpK5du6b8/f3V9OnTreuVUur06dPKxcVFffTRR+rkyZNq9+7dqmnTpmro0KHW+mvUqKHc3d3VBx98oE6fPq1Onz6t5s2bpxo2bGgt06RJE+Xl5aUWLlyolFJq165dymAwqJSUFKWUUqNGjVJVqlRR69evV0ePHlVDhgxRFSpUUNeuXVNK/ZMABQcHq82bN6vTp0+rCxcuqLFjx6qGDRtaY05NTVVKZX/Q+/v7qxUrVqhTp06pUaNGKVdXV2t9Bblw4YJydnZWL7/8sjp+/Lj68ccflZeXl5oyZYq1TMeOHZWrq6saP368ioyMVJGRkercuXPKaDSqMWPGqMjISPX1118rX19fmxOgatWqKW9vb9W2bVubkratW7eqr776Sh0/flwdO3ZMPffcc8rX11clJiZay9zpfcnMzFSTJ09W+/btU3/99Zf6+uuvlbOzs1q5cqW1jlvb4J1+dn/99ZcyGAxq3LhxKjIyUn377beqatWqkgAVQBKgciYtQamfxys11TM7CZpRTam9Xyhlwz/Zxd1mLBaLung9VW05elnN++Wkeunr/eqhOWHq1W//LPJj2ZIAlaghsHsdElJKcejQIRo3/ufOmREREbleF4c0k5kGkzcV6zFu59j07jg7FP7HuG7dOutwSUpKCpUrV2bdunWFusGeg4MDHh4eaDQa/Pz8cm3T6XS4ubnlWj9z5kyefvppRo8eDWQ/T27evHl07NiRhQsXWocmOnfuzNixY637hYaG8uqrr3L16lX0ej3Hjh1j0qRJhIWFMXz4cMLCwnjggQdwdnYmJSWFhQsXsmzZMnr27AnA4sWL2bJlC0uWLGH8+PHWeqdPn07Xrl2tr11dXa1zum41dOhQnnzySQBmzJjBvHnz2Lt3Lz169CjwPVqwYAHVqlXj008/RaPRUK9ePS5dusSECROYPHmy9X0OCgrivffes+735ptvEhAQwJw5cwCoW7cuhw8fZvbs2QUe7+ZzmTNnDm3btkWr1Vonca9Zs4ZHHnnkjvt37tw51+vPP/8cT09Ptm/fTu/evQv1vhgMhlxz6WrVqsXvv//Od999x4ABA/IcszA/u88++4y6devy/vvvW9+XI0eO8O677xbqfRGizHN0h17vQcgTsO41iAmHn8fAoZXQ52PwqW/vCNFoNFTxdKKKpxNdGvha16vCPYmr2JSoa9dUdo9UniUlJYXq1aszduzY25bJeSMPHTqU66n0ERER8pT6m3Tq1Inw8HDCw8PZu3cv3bt3p2fPnnkmNReFiIgIli1bhqurq3Xp3r07FouF6Ohoa7kWLVrk2q9Ro0ZUrFiR7du3s3PnTpo2bUrv3r3Zvn07ANu3byc0NBSAqKgoTCYTbdu2te5vMBho2bIlx48fz1XvrccpyM1txsXFBXd3d+vjFQqSc7POm5P5tm3bkpyczIULF6zrmjdvnme/Vq1a5VrXunXrQsfr5eXFmDFjaNWqFQ888ACzZs3i3//+tzVxuJPY2FheeOEFgoKC8PDwwN3dneTkZM6dO5er3J3el/nz59O8eXO8vb1xdXXl888/z1NHjsL87E6cOJFnEnfLli0LdU5ClCtVm8ELv0KP2eDgCuf/gEXtYevbYEqzd3T5svf9ukpUD9DtvPvuuzz44J3vgGmxWDh69CiTJ0+2rouKiqJfv37FGR5OBh3HpncvVFmLxUJSYhJu7m5F8lgDJ4Ntl/i6uLgQGBhoff3FF1/g4eHB4sWL6datG5A7K7+XS2mTk5MZNmwYo0aNyrOtevXquWK6mUajoUOHDoSFhWE0GgkNDSU4OJiMjAyOHDnCb7/9xrhx42yO59bjFOTWiYAajaZIL0G3JZa71apVq0JfCTRkyBCuXbvGxx9/TI0aNTAajbRu3TrPlY4FvS///e9/GTduHHPmzKF169a4ubnx/vvv88cffxTNCQkhCqbVwYPDoX5vWP86nPgZdn6Q/Vyx3h9B7VB7R1iilKgeoPycOnWKyMhIaxd5QaKiokhNTc31X2rjxo2ZMmUKu3fvLrYYNRoNzg76Qi9ODjqbyhe03GsGrdFo0Gq1pKWl4e3tDUBMTIx1+633ZXJwcMBsNuepJ7/1zZo149ixYwQGBuZZ7nSlV8eOHQkLCyMsLIzQ0FC0Wi0dOnTg/fffJyMjw9prEBAQgIODQ66fr8lkYt++fTRo0KDAY9zuXO5F/fr1+f3333Mlkbt378bNzQ1/f/8C99u7d2+udXv27LmnWMLDwwv9MNDdu3czatQoevXqRcOGDTEajcTFxdl0vN27d9OmTRtefvllmjZtSmBgIFFRUbctX5ifXd26ddm/f3+u/fbt22dTXEKUOx7+8OQKGPg1uFWG+L/gP4/Cj8Mhxbbf67KsxCdA48aNY+bMmYUqGxQUhFIqV+/C+vXruX79eq5u9vIsIyODy5cvc/nyZY4fP87IkSNJTk6mT58+BAYGUq1aNaZOncqpU6f4+eefrXNSctSsWZPk5GS2bt1KXFyc9Z4LNWvWZMeOHVy8eNH6wTlhwgR+++03RowYQXh4OKdOnWLt2rX53ovpVqGhoRw7doyjR4/Srl0767pvvvmGFi1aWHtQXFxceOmllxg/fjwbN27k2LFjvPDCC6SmpvLcc88VeIyaNWsSHR1NeHg4cXFxuW6Gebdefvllzp8/z8iRI4mMjGTt2rVMmTKFMWPGFNjjN3z4cE6dOsX48eM5ceIEK1asYNmyZYU+7vLly/n222+JjIwkMjKSGTNm8OWXXzJy5MhC7R8UFMRXX33F8ePH+eOPP3j66aetDxUtrKCgIPbv38+mTZs4efIkkyZNKjBZKczPbtiwYURGRjJhwgROnjzJd999Z31f7N19LkSJV78PvLIXWr4IaLIftPrpA3DwG7Dz/JuSoEQnQGvXrqVOnTp2e95XWbRx40YqV65M5cqVadWqFfv27WPVqlWEhoZiMBisH6LBwcHMnj2bd955J9f+bdq0Yfjw4QwcOBBvb2/rRN7p06dz5swZAgICrD1JwcHBbN++nZMnT9K+fXuaNm3K5MmTqVKlyh3jbNy4MZ6enjRp0sQ6aTs0NBSz2Wyd/5Nj1qxZ9O/fn0GDBtGsWTNOnz7Npk2bqFCh4Ofl9O/fnx49etCpUye8vb1z3STyblWtWpX169ezd+9eQkJCGD58OM899xxvvfVWgftVr16d1atXs2bNGkJCQli0aBEzZsyw6dhvv/02zZs3p1WrVqxdu5aVK1fyzDPPFGrfJUuWcP36dZo1a8agQYMYNWoUPj4+Nh1/2LBh9OvXj4EDB9KqVSuuXbvGyy+/XOA+d/rZ1apVi++//54ffviB4OBgFi5cyP/93/8BWB/MLIQogKM79Hofnv8FfBtBWjysfRmW98nuGSrHNMre07ALMHHiRL7++mt0Oh3JycmYTCbGjh2ba45PcUhMTMTDw4OEhIR8b4QYHR1NrVq17uoGaxaLhcTERNzd3YtkDpAo+6TN5Pbuu++yaNEizp8/f9sy9/p7WpqZTCbWr19Pr1695EaIIjezCX6fD2GzICsNDM7QdTqmJoNZv2FjmWgzBX1+36pET4KeOXOmdfhr2bJlHDlypNiTHyFEybJgwQIeeOABKlWqxO7du3n//fcLNYwqhLiFzgDtRkODR+GnkXBmJ6wfh+7oGpxcHrN3dPed/DsphA2GDx+e67L+m5fhw4cX23Eff/xx3N3d8z1uYYbKbhezq6trvs9CK0lOnTrFo48+SoMGDXj77bcZO3YsU6dOtXdYQpReFWvB4J+g5/tgcEZ7dhedIt+ChAt33rcMKdFDYPYiQ2Didq5cuXLbZ824u7vbPG+mMCwWC5GRkej1+nzbTMWKFalYsWKBdZw+ffq226pWrWrzhOeSTobAZAhMFFL8X6gl3dGkXCHrye/R1+16531KsDIzBCZESePj41MsSc6dVKlS5Z6S5pvv/SSEEFYVa4OLD6RcIfuxiOWHdEEIIYQQotyRBEgIIYQoz3LuqVXOZsRIAiSEEEIIZAhMCCGEEKKMkwRICCGEKM9kCEwIAdnPmFqzZo29wyAsLAyNRsONGzfscvyhQ4fSt29f6+vQ0FBGjx5tUx1F9V6WlJ+JEGWbJECijBo6dCgajca6VKpUiR49enDo0KFC17Fs2TI8PT3zrK9ZsyZz584tumDvg6lTp9KkSRN7h1Ekzpw5k+tnm7Pc6xPlb/bDDz/w9ttv27RPTEwMPXv2zBVjeHh4kcUkhLh3ivL5YGFJgMqZHj16EBMTQ0xMDFu3bkWv19O7d297h2WVmZlZ7MdQSpGVlVXsxymsojznX375xfrzjYmJoXnz5kVWd8WKFXFzc7NpHz8/P3loqRAlnQyBifLAaDTi5+eHn58fTZo04Y033uD8+fNcvXo13yGX8PBwNBoNZ86cISwsjGeeeYaEhARrD8PUqVMJDQ3l7NmzvPbaa9b1OXbt2kX79u1xcnKiWrVqjBo1ipSUFOv2mjVr8vbbbzN48GDc3d158cUXefzxx3M962n06NFoNBoiIyOB7ITBxcWFX375BYCMjAzr08sdHR1p164d+/bts+6fc14bNmygefPmGI1Gvv76a6ZNm0ZERIQ15mXLlln3iYuL47HHHsPZ2ZmgoCB++umnQr/H27dvp2XLlhiNRipXrswbb7yRK+EKDQ1lxIgRjB49Gi8vL7p37w7A+vXrqVOnDk5OTnTq1IkzZ84U+pg5KlWqZP35+vn5FfpOwGazmTFjxuDp6UmlSpV4/fXXufUm8bcOgcXExPDwww/j5ORErVq1WLFiRZ6ewJuHrmrVqgVA06ZN0Wg0hIaGArBv3z66du2Kl5cXHh4edOzYkT///NPmcxdC3CtJgIStlILMlMIvplTbyhe03EPGnpyczNdff01gYCCVKlW6Y/k2bdowd+5c3N3drT0M48aN44cffsDf35/p06db1wNERUXRo0cP+vfvz6FDh1i5ciW7du3K8yDLDz74gJCQEA4ePMikSZPo2LEjYWFh1u3bt2/Hy8vLum7fvn2YTCbatGkDwOuvv87q1atZvnw5f/75J4GBgXTv3p34+Phcx3njjTeYNWsWx48fp2vXrowdO5aGDRtaYx44cKC17LRp0xgwYACHDh2iV69ePP3003nqy8/Fixfp1asXDzzwABERESxcuJAlS5bwzjvv5Cq3fPlyHBwc2L17t/XJ5v369aNPnz6Eh4fz/PPP88Ybb9zxeLd65JFH8PHxoV27djYlbXPmzGHZsmV8+eWX7Nq1i/j4eH788ccC9xk8eDCXLl0iLCyM1atX8/nnn3PlypXblt+7dy/wTy/VDz/8AEBSUhJDhgxh165d7Nmzh6CgIHr16kVSUlKh4xdC3IvyOQQmj8IoCqZUmFGlUEW1gGdRHvvNS+DgUuji69atw9XVFYCUlBQqV67MunXrCvWIBQcHBzw8PNBoNPj5+eXaptPpcHNzy7V+5syZPP3009Zeg6CgIObNm0fHjh1ZuHCh9RlNnTt3ZuzYsdb9QkNDefXVV7l69Sp6vZ5jx44xadIkwsLCGD58OGFhYTzwwAM4OzuTkpLCwoULWbZsmXWuyeLFi9myZQtLlixh/Pjx1nqnT59O167/POfG1dUVvV6f51wge77Uk08+CcCMGTOYN28ee/fupUePHgW+RwsWLKBatWp8+umnaDQa6tWrx6VLl5gwYQKTJ0+2vs9BQUG899571v3efPNNAgICmDNnDgB169bl8OHDzJ49u8Dj3Xwuc+bMoW3btmi1WlavXk3fvn1Zs2YNjzzyyB33nzt3LhMnTqRfv34ALFq0iE2bNt22fGRkJL/88gv79u2jRYsWAHzxxRcEBQXddh9vb2/gn16qHJ07d85V7vPPP8fT05Pt27eXqOFZIcqscjoEJglQOdOpUycWLlwIwPXr11mwYAE9e/a0/ndelCIiIjh06BDffPONdZ1SCovFQnR0NPXr1wewfoDmaNSoERUrVmT79u04ODjQtGlTevfuzfz584HsHqGc4ZOoqChMJhNt27a17m8wGGjZsiXHjx/PVe+txylIcHCw9XsXFxfc3d0L7N3Icfz4cVq3bp1rGLBt27YkJydz4cIFqlevDpBnbs7x48dp1apVrnWtW7cudLxeXl6MGTPG+vqBBx7g0qVLvP/++3dMgBISEoiJicl1fL1eT4sWLfIMg+U4ceIEer2eZs2aWdcFBgZSoUKFQsecIzY2lrfeeouwsDCuXLmC2WwmNTWVc+fO2VyXEEIUliRARcHgnN0TUwgWi4XEpCTc3dyK5mnwBmebiru4uOR6MOYXX3yBh4cHixcvplu3bgC5PvRMJtNdh5acnMywYcMYNWpUnm05iUBOTDfTaDR06NCBsLAwjEYjoaGhBAcHk5GRwZEjR/jtt98YN26czfHcepyC3Dp3RqPRYLFYbD5mUcRyt1q1asWWLVuK/Tj3asiQIVy7do2PP/6YGjVqYDQaad269X2ZEC+EgH+GwMpXD5DMASoKGk32MFRhF4OzbeULWjT3Nnar0WjQarWkpaVZhyhy5vAAeS5ZdnBwwGw256knv/XNmjXj2LFjBAYG5lkcHBwKjCtnHlBYWBihoaFotVo6dOjA+++/T0ZGhrXHJyAgwDqXJofJZGLfvn00aNCgwGPc7lzuRf369fn9999zJZG7d+/Gzc0Nf3//Ave7tRfuXi9hDw8Pp3Llyncs5+HhQeXKlfnjjz+s67Kysjhw4MBt96lbty5ZWVkcPHjQuu706dNcv379tvvk/Mxvfc93797NqFGj6NWrFw0bNsRoNBIXF3fHuIUQRaycDYFJAlTOZGRkcPnyZS5fvszx48cZOXIkycnJ9OnTh8DAQKpVq8bUqVM5deoUP//8s3VOSo6aNWuSnJzM1q1biYuLIzU11bp+x44dXLx40frhNWHCBH777TdGjBhBeHg4p06dYu3atXkmQecnNDSUY8eOcfToUdq1a2dd980339CiRQtrD4qLiwsvvfQS48ePZ+PGjRw7dowXXniB1NRUnnvuuQKPUbNmTaKjowkPDycuLo6MjAyb389bvfzyy5w/f56RI0cSGRnJ2rVrmTJlCmPGjCmwx2/48OGcOnWK8ePHc+LECVasWJHrqrQ7Wb58Od9++y2RkZFERkYyY8YMvvzyS0aOHFmo/V999VVmzZrFmjVriIyM5OWXXy7wBoz16tWjS5cuvPjii+zdu5eDBw/y4osv4uTklGv472Y+Pj44OTmxceNGYmNjSUhIALLnQ3311VccP36cP/74g6effhonJ6dCn7sQ4h7d4z/SpZUkQOXMxo0bqVy5MpUrV6ZVq1bs27ePVatWERoaisFgsH6IBgcHM3v27DxXL7Vp04bhw4czcOBAvL29rRN5p0+fzpkzZwgICLD2JAUHB7N9+3ZOnjxJ+/btadq0KZMnT6ZKlTtPGG/cuDGenp40adLEOmk7NDQUs9lsnf+TY9asWfTv359BgwbRrFkzTp8+zaZNm+44H6V///706NGDTp064e3tzbffflvYt/G2qlatyvr169m7dy8hISEMHz6c5557jrfeeqvA/apXr87q1atZs2YNISEhLFq0iBkzZth07LfffpvmzZvTqlUr1q5dy8qVK3nmmWcKte/YsWMZNGgQQ4YMoXXr1ri5ufHYY48VuM9//vMffH196dChA4899hgvvPACbm5u1sntt9Lr9cybN4/PPvuMKlWq8OijjwKwZMkSrl+/TrNmzRg0aJD1lgZCiPulfCZAGnW7WY7lWGJiIh4eHiQkJODu7p5rW3p6OtHR0dSqVeu2f+gLYrFYSExMxN3dvWjmAIkyr7S0mQsXLlCtWjV++eUXHnroIbvGcq+/p6WZyWRi/fr19OrVq9D3gRLlm2VxF7QX95HVfzn6xn3tHc49Kejz+1YyCVoIcVd+/fVXkpOTady4MTExMbz++uvUrFmTDh062Ds0IYQtZAhMCHEnw4cPx9XVNd9l+PDhxXbcxx9/HHd393yPW5ihstvF7Orqys6dO+8qJpPJxJtvvknDhg157LHH8Pb2JiwsTHodhCi1yteAkPQACWGD6dOn3/YS/Dt1t96LefPmodfr8x0Cq1ix4h33L+gBpFWrVr2rmLp37259jIcQojQrn5fBl6oEaOHChSxcuND6jKSGDRsyefJk6x2AhShuPj4+dpmgW6VKlXuaA3TzvZ+EECIXGQIr+fz9/Zk1axYHDhxg//79dO7cmUcffZSjR4/e91hk7rgQJZf8fgpxF8rZ702p6gHq06dPrtfvvvsuCxcuZM+ePTRs2BDIvqFczlPDb/XJJ5/kew+ajIyMXPeASUxMBLLnOOR3J2SlFMnJyRiNRpvPIecPc84jIYS4E2kztktOTra+b/dyN/PSKOd8y9t5i7un/ft3xZyVhSrl7caWdl+qEqCbmc1mVq1aRUpKSq5nJq1evZqGDRuydetWGjRoQEZGBrVr12blypV5EqgcM2fOZNq0aXnWb968GWfnvI+acHNzIyMjg/T0dBwcHG5747eCXLt2zeZ9RPkmbebOlFJkZmYSFxfH9evXOXXqlL1DspvS8BgUUTK0vXEDL+DQoUNcOl+6bxuRc3Pewih19wE6fPgwrVu3Jj09HVdXV1asWEGvXr2s27dt20a3bt2sPTQHDhygRYsWXL58GV9f33zrzK8HqFq1asTFxeU7sVUpxZUrV6w9RbZQSpGeno6jo+NdJU6i/JE2Yzt3d3d8fHzK5ftlMpnYsmULXbt2lSvyRKFY9n3J2YgdVOs1Bn2V4DvvUIIlJibi5eVVOu4D9MYbbzB79uwCyxw/fpx69eoB2c8gCg8PJyEhge+//54hQ4awfft263OfDh8+TJ06dazDUxEREfj4+Nw2+QEwGo35DmcZDIbb/gHx9/fHbDbb3M1sMpnYsWMHHTp0kD9OolCkzdjGYDCg0+nsHYbdFfT3S4ibmR54luNX/ahVJbjUtxlb4rd7AjR27FiGDh1aYJnatWtbv3dwcLBe0dK8eXP27dvHxx9/zGeffQZkd+E1btzYWj4iIiLX66Kk0+ls/kOr0+nIysrC0dGx1Dc0cX9ImxFCiKJn9wTI29vb+uyou2GxWHINXx06dIi+fftaX0dERNCsWbN7CVEIIYQQZUypugx+4sSJ7NixgzNnznD48GEmTpxIWFgYTz/9NJCdDB09epTg4H/GMKOioqhZs6adIhZCCCFESWT3HiBbXLlyhcGDBxMTE4OHhwfBwcFs2rSJrl27AtnJTmpqaq4EqHHjxkyZMoXmzZvTtm1be4UuhBBCiBKkVCVAS5YsKXB7UFBQnhugrV+/3ubj5NRxN1d53YnJZCI1NZXExESZzyEKRdqMsIW0F2GrstRmcj63C3OBe6lKgO6XpKQkAKpVq2bnSIQQQghhq6SkJDw8PAosU+ruA3Q/WCwWLl26ROfOndm/f/9tyz3wwAPs27fPpm059xg6f/58sT48sygUdH4l7Rh3U48t+xS27J3KSZspGce42zpKQ5spTe0FpM3YWvZey5T1NqOUIikpiSpVqtzx2YnSA5QPrVaLv78/er2+wMag0+luu72gbZB9o7aS3tDudA4l6Rh3U48t+xS27J3KSZspGce42zpKU5spDe0FpM3YWvZey5SHNnOnnp8cpeoqsPvtlVdeuevtd9q3NLgf51BUx7ibemzZp7Blpc2UjjZzt3VImyl60mZsK3uvZaTN/EOGwO6zxMREPDw8CnWbbiFA2oywjbQXYavy2makB+g+MxqNTJky5a6eJC/KJ2kzwhbSXoStymubkR4gIYQQQpQ70gMkhBBCiHJHEiAhhBBClDuSAAkhhBCi3JEESAghhBDljiRAQgghhCh3JAEqoW7cuEGLFi1o0qQJjRo1YvHixfYOSZRw58+fJzQ0lAYNGhAcHMyqVavsHZIoBR577DEqVKjA448/bu9QRAm1bt066tatS1BQEF988YW9wykychl8CWU2m8nIyMDZ2ZmUlBQaNWrE/v37qVSpkr1DEyVUTEwMsbGxNGnShMuXL9O8eXNOnjyJi4uLvUMTJVhYWBhJSUksX76c77//3t7hiBImKyuLBg0asG3bNjw8PGjevDm//fZbmfgskh6gEkqn0+Hs7AxARkYGSikkVxUFqVy5Mk2aNAHAz88PLy8v4uPj7RuUKPFCQ0Nxc3OzdxiihNq7dy8NGzakatWquLq60rNnTzZv3mzvsIqEJEB3aceOHfTp04cqVaqg0WhYs2ZNnjLz58+nZs2aODo60qpVK/bu3WvTMW7cuEFISAj+/v6MHz8eLy+vIope2MP9aDM5Dhw4gNlsplq1avcYtbCn+9lmRNl0r23o0qVLVK1a1fq6atWqXLx48X6EXuwkAbpLKSkphISEMH/+/Hy3r1y5kjFjxjBlyhT+/PNPQkJC6N69O1euXLGWyZnfc+ty6dIlADw9PYmIiCA6OpoVK1YQGxt7X85NFI/70WYA4uPjGTx4MJ9//nmxn5MoXverzYiyqyjaUJmlxD0D1I8//phrXcuWLdUrr7xifW02m1WVKlXUzJkz7+oYL730klq1atW9hClKkOJqM+np6ap9+/bqP//5T1GFKkqI4vw7s23bNtW/f/+iCFOUYHfThnbv3q369u1r3f7qq6+qb7755r7EW9ykB6gYZGZmcuDAAbp06WJdp9Vq6dKlC7///nuh6oiNjSUpKQmAhIQEduzYQd26dYslXmF/RdFmlFIMHTqUzp07M2jQoOIKVZQQRdFmRPlWmDbUsmVLjhw5wsWLF0lOTmbDhg10797dXiEXKb29AyiL4uLiMJvN+Pr65lrv6+tLZGRkoeo4e/YsL774onXy88iRI2ncuHFxhCtKgKJoM7t372blypUEBwdbx/m/+uoraTdlVFG0GYAuXboQERFBSkoK/v7+rFq1itatWxd1uKIEKkwb0uv1zJkzh06dOmGxWHj99dfLxBVgIAlQidWyZUvCw8PtHYYoRdq1a4fFYrF3GKKU+eWXX+wdgijhHnnkER555BF7h1HkZAisGHh5eaHT6fJMWo6NjcXPz89OUYmSTNqMsJW0GXGvynsbkgSoGDg4ONC8eXO2bt1qXWexWNi6dat0LYt8SZsRtpI2I+5VeW9DMgR2l5KTkzl9+rT1dXR0NOHh4VSsWJHq1aszZswYhgwZQosWLWjZsiVz584lJSWFZ555xo5RC3uSNiNsJW1G3CtpQwWw81Vopda2bdsUkGcZMmSItcwnn3yiqlevrhwcHFTLli3Vnj177BewsDtpM8JW0mbEvZI2dHvyLDAhhBBClDsyB0gIIYQQ5Y4kQEIIIYQodyQBEkIIIUS5IwmQEEIIIcodSYCEEEIIUe5IAiSEEEKIckcSICGEEEKUO5IACSGEEKLckQRICCGEEOWOJEBCCJGPqVOn0qRJk3uqY+jQoWg0GjQaDWvWrCmSuHKEhYVZ6+7bt2+R1i1EeSAJkBCiQDd/iN+83PyAxbJo3LhxuZ6Sfbd69OhBTEwMPXv2tK67XUI0dOjQQiczbdq0ISYmhgEDBtxzjEKUR/I0eCHEHfXo0YOlS5fmWuft7Z2nXGZmJg4ODvcrrGLl6uqKq6vrPddjNBrx8/Mrgohyc3BwwM/PDycnJzIyMoq8fiHKOukBEkLcUc6H+M2LTqcjNDSUESNGMHr0aLy8vOjevTsAR44coWfPnri6uuLr68ugQYOIi4uz1mexWHjvvfcIDAzEaDRSvXp13n33XeCfoZ0bN25Yy4eHh6PRaDhz5ox13a5du2jfvj1OTk5Uq1aNUaNGkZKSYt1es2ZNZsyYwbPPPoubmxvVq1fn888/z3VeFy5c4Mknn6RixYq4uLjQokUL/vjjDyDvENi+ffvo2rUrXl5eeHh40LFjR/7888+ieovzOHPmTL49b6GhocV2TCHKE0mAhBD3ZPny5Tg4OLB7924WLVrEjRs36Ny5M02bNmX//v1s3LiR2NjYXEM1EydOZNasWUyaNIljx46xYsUKfH19C33MqKgoevToQf/+/Tl06BArV65k165djBgxIle5OXPm0KJFCw4ePMjLL7/MSy+9xIkTJwBITk6mY8eOXLx4kZ9++omIiAhef/11LBZLvsdMSkpiyJAh7Nq1iz179hAUFESvXr1ISkq6i3ftzqpVq0ZMTIx1OXjwIJUqVaJDhw7Fcjwhyh0lhBAFGDJkiNLpdMrFxcW6PP7440oppTp27KiaNm2aq/zbb7+tunXrlmvd+fPnFaBOnDihEhMTldFoVIsXL873eNu2bVOAun79unXdwYMHFaCio6OVUko999xz6sUXX8y1386dO5VWq1VpaWlKKaVq1Kih/v3vf1u3WywW5ePjoxYuXKiUUuqzzz5Tbm5u6tq1a/nGMWXKFBUSEnLb98VsNis3Nzf1v//977ZlhgwZoh599NE86wHl6OiY6z11cXFRer0+3/JpaWmqVatWqnfv3spsNhfqGEKIgskcICHEHXXq1ImFCxdaX7u4uFi/b968ea6yERERbNu2Ld/5M1FRUdy4cYOMjAweeuihu44nIiKCQ4cO8c0331jXKaWwWCxER0dTv359AIKDg63bNRoNfn5+XLlyBcgeVmvatCkVK1Ys1DFjY2N56623CAsL48qVK5jNZlJTUzl37txdncNHH31Ely5dcq2bMGECZrM5T9lnn32WpKQktmzZglYrHfdCFAVJgIQQd+Ti4kJgYOBtt90sOTmZPn36MHv27DxlK1euzF9//VXgsXI+4JVS1nUmkynPMYYNG8aoUaPy7F+9enXr9waDIdc2jUZjHeJycnIqMI5bDRkyhGvXrvHxxx9To0YNjEYjrVu3JjMz06Z6cvj5+eV5T93c3HLNfQJ455132LRpE3v37sXNze2ujiWEyEsSICFEkWrWrBmrV6+mZs2a6PV5/8QEBQXh5OTE1q1bef755/Nsz7m6LCYmhgoVKgDZvTW3HuPYsWO3TcoKIzg4mC+++IL4+PhC9QLt3r2bBQsW0KtXLwDOnz+fa2J3cVi9ejXTp09nw4YNBAQEFOuxhChvpC9VCFGkXnnlFeLj43nyySfZt28fUVFRbNq0iWeeeQaz2YyjoyMTJkzg9ddf5z//+Q9RUVHs2bOHJUuWABAYGEi1atWYOnUqp06d4ueff2bOnDm5jjFhwgR+++03RowYQXh4OKdOnWLt2rV5JkEX5Mknn8TPz4++ffuye/du/vrrL1avXs3vv/+eb/mgoCC++uorjh8/zh9//MHTTz9tcy+SLY4cOcLgwYOZMGECDRs25PLly1y+fJn4+PhiO6YQ5YkkQEKIIlWlShV2796N2WymW7duNG7cmNGjR+Pp6Wkd3po0aRJjx45l8uTJ1K9fn4EDB1rn5hgMBr799lsiIyMJDg5m9uzZvPPOO7mOERwczPbt2zl58iTt27enadOmTJ48mSpVqhQ6TgcHBzZv3oyPjw+9evWicePGzJo1C51Ol2/5JUuWcP36dZo1a8agQYMYNWoUPj4+d/ku3dn+/ftJTU3lnXfeoXLlytalX79+xXZMIcoTjbp5oF0IIUSRGTp0KDdu3Cjyx2Dc72MIURZJD5AQQhSjdevW4erqyrp164q03p07d+Lq6prrSjghROFJD5AQQhSTK1eukJiYCGRfAXfrFXP3Ii0tjYsXLwLZj+0ojsdtCFGWSQIkhBBCiHJHhsCEEEIIUe5IAiSEEEKIckcSICGEEEKUO5IACSGEEKLckQRICCGEEOWOJEBCCCGEKHckARJCCCFEuSMJkBBCCCHKnf8HBqerCFbLFTcAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"all_sys = []\n",
"analog_filters = []\n",
"digital_filters = []\n",
"\n",
"filter_names = []\n",
"analog_filters_names = []\n",
"digital_filters_names = []\n",
"\n",
"if aprox_name == 'Butterworth':\n",
"\n",
" eps = np.sqrt(10**(ripple/10)-1)\n",
" \n",
" z,p,k = sig.buttap(order2analyze)\n",
"\n",
" # Desnormalizamos para cumplir con el ripple\n",
" z, p, k = sig.lp2lp_zpk(z, p, k, wo=ww0*eps**(-1/order2analyze) )\n",
"\n",
"elif aprox_name == 'Chebyshev1':\n",
"\n",
" z,p,k = sig.cheb1ap(order2analyze, ripple)\n",
"\n",
" z, p, k = sig.lp2lp_zpk(z, p, k, wo=ww0 )\n",
" \n",
"elif aprox_name == 'Chebyshev2':\n",
"\n",
" z,p,k = sig.cheb2ap(order2analyze, attenuation)\n",
"\n",
" z, p, k = sig.lp2lp_zpk(z, p, k, wo= 2*np.pi*fstop )\n",
" \n",
"elif aprox_name == 'Cauer':\n",
" \n",
" z,p,k = sig.ellipap(order2analyze, ripple, attenuation)\n",
"\n",
" z, p, k = sig.lp2lp_zpk(z, p, k, wo=ww0 )\n",
"\n",
"num, den = sig.zpk2tf(z,p,k)\n",
"\n",
"my_analog_filter = sig.TransferFunction(num,den)\n",
"my_analog_filter_desc = aprox_name + '_ord_' + str(order2analyze) + '_analog'\n",
"\n",
"all_sys.append(my_analog_filter)\n",
"filter_names.append(my_analog_filter_desc)\n",
"\n",
"analog_filters.append(my_analog_filter)\n",
"analog_filters_names.append(my_analog_filter_desc)\n",
"\n",
"# Transformamos el filtroorder2analyze analógico mediante la transformada bilineal\n",
"numz, denz = sig.bilinear(num, den, fpw/2)\n",
"\n",
"my_digital_filter = sig.TransferFunction(numz, denz, dt=1/fs)\n",
"my_digital_filter_desc = aprox_name + '_ord_' + str(order2analyze) + '_digital'\n",
"\n",
"all_sys.append(my_digital_filter)\n",
"filter_names.append(my_digital_filter_desc)\n",
"\n",
"figaxes = analyze_sys(all_sys, filter_names, xaxis = \"freq\")\n",
"\n",
"# Respuesta de módulo\n",
"figaxes[0][1][0].set_ylim(bottom=-60,top=2)\n",
"\n",
"plt.sca(figaxes[0][1][0])\n",
"\n",
"plot_plantilla(filter_type = filter_type , fpass = fpass, ripple = ripple , fstop = fstop, attenuation = attenuation, fs = fs)\n",
"\n",
"# Respuesta de retardo\n",
"figaxes[3][1].set_ylim(bottom=0, top=7)\n",
"\n",
"plt.figure(1)\n",
"plt.figure(2)\n",
"plt.figure(3)\n",
"plt.figure(4)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Se nota que el filtro digital **cumple** con la plantilla mientras que el analógico **no lo hace**. Esto demuestra que el método de diseño basado en la transformada bilineal tiene importantes limitaciones, que serán remediadas con herramientas más sofisticadas. Invitamos a quien tenga interés a revisar los siguientes notebooks."
]
}
],
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