{ "cells": [ { "cell_type": "markdown", "id": "1e84c99a", "metadata": { "id": "1e84c99a" }, "source": [ "

\n", "Procesamiento digital de señales de audio y efectos digitales de audio\n", "

\n", " \n", "
\n", "Este proyecto fue llevado adelante para poder rendir el final de la materia electiva \"Procesamiento Digital de Señales\" brindada por el profesor Mariano Llamedo Soria en la Universidad Tecnológica Nacional, mis más grandes agradecimientos a él por todos los conocimientos brindados sin los cuales no hubiera sido posible abordar este proyecto.\n", "
\n", "\n", "

\n", "Indice: \n", "

\n", "\n", "* [Python para procesamiento digital de audio](#0)\n", "* [Obtenener señales digitales de audio con Python](#1)\n", "* [Representacion de muestras](#2)\n", "* [Efectos de lineas de retardo](#3)\n", " * [Delay (Retardo)](#4)\n", " * [Delay basico](#5)\n", " * [Delay con realimentacion](#6)\n", " * [Flanging](#7)\n", " * [Principio de operacion](#8)\n", " * [Oscilador de Baja Frecuencia (LFO)](#9)\n", " * [Flanger basico](#10)\n", " * [Flanger con realimentacion](#11)\n", " * [Chorus](#12)\n", " * [Flanging versus Chorus](#13)\n", " * [Chorus Basico](#14)\n", " * [Chorus con multiples voces](#15)\n", "* [Diseño de filtros](#16)\n", " * [Filtros FIR versus Filtros IIR](#17)\n", " * [Filtro FIR](#18)\n", " * [Filtro IIR](#19)\n", " * [¿Y entonces que tipo de filtro nos conviene usar?](#20)\n", " * [Filtro Pasa Bajo (LP)](#21)\n", " * [Filtro Pasa Alto (HP)](#22)\n", " * [Filtro Pasa Banda (BP)](#23)\n", " * [Filtro Elimina Banda o Notch (FN)](#24)\n", "* [Modulacion de amplitud](#25)\n", " * [Tremolo](#26)\n", " * [Modulacion de timbre](#27)\n", "* [Saturacion](#28)\n", " * [Overdrive, Distorsion y Fuzz](#29)\n", " * [Curva caracteristica](#30)\n", " * [Recorte fuerte o suave](#31)\n", " * [Simetria y rectificacion](#32)\n", " * [Distorsion armonica](#33)\n", "* [Vocoder de fase](#34)\n", " * [Robotizacion](#35)\n", " * [Efecto susurro o Whisperizacion](#36)\n", " * [Estiramiento temporal](#37)\n", " * [Cambio de tono o Pitch Shifting](#38)\n", "* [Reverberacion](#39)\n", " * [Reverberador de Schroeder](#40)\n", " * [Reverb convolucional](#41)\n", "* [Extra](#42)\n", " * [Transcripcion de tonos](#43)\n", " * [Deteccion de comienzos o onsets](#44)\n", " * [Metodo de deteccion de onsets](#45)\n", " * [Preprocesamiento](#46)\n", " * [Funcion de deteccion](#47)\n", " * [Diferencia espectral](#48)\n", " * [Desviacion de fase](#49)\n", " * [Deteccion de picos](#50)\n", " * [Reconstrucción de melodías](#52)\n", " * [Cuantificacion del error de transcripcion](#53)\n", "* [Referencias](#51)\n", "\n", "****\n", "

\n", " Python para procesamiento digital de audio \n", "

\n", "\n", "Es una obviedad decir que este fue el lenguaje elegido para abordar este proyecto, pero eso no significa que eso sea la mejor opción, Python es conocido por ser un lenguaje de alto nivel el cual resulta relativamente fácil de aprender y más si contamos con conocimientos de lenguajes con menos capas de abstracción, pero esta ventaja repercute en la velocidad de procesamiento, Python resulta ser un lenguaje bastante lento comparado con lenguajes como C o C++ por esta razón, a la hora de trabajar con audio, Python no es la mejor opción. Pero tampoco significa que sea imposible de realizar procesamiento digital de audio con este lenguaje, ya que cuenta con paquetes como **[Numpy](https://numpy.org)** o **[Scipy](https://scipy.org)** los cuales están optimizados para trabajar con grandes volúmenes de datos de manera rápida, de hecho, existen desarrollos como **[librosa](https://librosa.org/doc/latest/index.html)** o **[pyo](http://ajaxsoundstudio.com/pyodoc/#examples)**, que hacen uso de estos paquetes y que realizan la gran mayoría de procesamientos que explicaremos más adelante.\n", "Además, también existen paquetes como **[Numba](https://numba.pydata.org)** o **[Cupy](https://cupy.dev)** que son capaces de paralelizar y computar funciones de **Numpy** y **Scipy** por GPU, o distribuciones completas de Python que trabajan por cómputo de XPUs, como la distribución ofrecida por **[Intel](https://www.intel.com/content/www/us/en/developer/tools/oneapi/distribution-for-python.html)**.\n", "\n", "****\n", "

\n", "Obtenener señales digitales de audio con Python \n", "

\n", "\n", "Como cualquier proyecto de PDS necesitamos de señales, en nuestro caso obtendremos señales de audio de dos tipos de fuentes, una fuente puede ser un micrófono el cual captura ondas sonoras que viajan por el aire y las traduce en señales eléctricas en tiempo real, la segunda fuente serán archivos de audio, no necesariamente en tiempo real.\n", "\n", "Procedamos a obtener señales de audio, para esto haremos uso del paquete **Scipy** y obtendremos los datos de un archivo .wav:" ] }, { "cell_type": "code", "execution_count": 1, "id": "e289adb7", "metadata": { "id": "e289adb7" }, "outputs": [], "source": [ "#######################################\n", "# Requisitos: #\n", "# pip install matplotlib==3.1.3 #\n", "# pip install ipympl==0.8 #\n", "# pip install numpy #\n", "# pip install scipy #\n", "#######################################\n", "\n", "############Modulos que usaremos#############\n", "from IPython.display import Audio, display\n", "import scipy.io.wavfile as wavfile\n", "from matplotlib import pyplot as plt\n", "import numpy as np\n", "from scipy import signal as sg\n", "import time\n", "import mido\n", "import seaborn as sn\n", "import pandas as pd\n", "\n", "listen = False\n", "#%matplotlib widget\n", "plt.style.use(\"dark_background\")" ] }, { "cell_type": "code", "execution_count": 2, "id": "844623b7", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 76 }, "id": "844623b7", "outputId": "aa46032e-c335-41f9-e3d6-6a5a6cb49592" }, "outputs": [], "source": [ "fs , data = wavfile.read(\"audio/furelise2.wav\")\n", "if listen is True:\n", " display(Audio(data, rate=fs))" ] }, { "cell_type": "markdown", "id": "1a0f30cb", "metadata": { "id": "1a0f30cb" }, "source": [ "Con este pequeño fragmento de codigo pudimos extraer del archivo .wav un array de datos **data** (*samples*) que forman la señal audible y a su vez obtuvimos la frecuencia de muestreo **fs** a la cual fue muestreada la señal (existe dos valores comunes 44100 Hz o 48000 Hz), como vemos un archivo .wav contiene una serie de parametros que ayudan a caracterizar la señal contenida, entre algunos de esos parametros existe uno que caracteriza la cantidad de canales de audio, esto nos indica si un audio fue grabado en *MONO* o *ESTEREO*, por simplicidad opte por trabajar con audios *MONO* pero todo lo que explicare aqui es totalmente aplicable a grabaciones *ESTEREO*, otro de los parametros importantes es el *bit depth* que nos indica la cantidad de bits que son usados para representar cada muestra de audio.\n", "Cabe aclarar que **Scipy** no es el unico paquete que nos permite descomponer un archivo .wav en un array de datos, paquetes como **[wave](https://docs.python.org/es/3/library/wave.html)** o **librosa** tambien nos proveen herramientas para esto y para poder reproducir o grabar audios contamos con paquetes como **[pyaudio](http://people.csail.mit.edu/hubert/pyaudio/)**, **[pydub](http://pydub.com)** o **[winsound](https://docs.python.org/3/library/winsound.html)**.\n", "\n", "****\n", "

\n", "Representacion de muestras \n", "

\n", "\n", "

\n", "Dominio temporal y dominio frecuencial\n", "

\n", "\n", "Para lograr efectos audibles, a partir de las muestras obtenidas podemos realizar tres tipos de procesamientos, aquellos que trabajan completamente sobre el dominio temporal, los que trabajan completamente sobre el dominio frecuencial o aquellos que trabajan en ambos dominios. La representación de nuestra señal en el dominio temporal está dada por el array de datos obtenidos anteriormente." ] }, { "cell_type": "code", "execution_count": 3, "id": "b28a10b7", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 648 }, "id": "b28a10b7", "outputId": "85b8e200-c313-4f37-d37e-c7a24640a3cb" }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Amplitud')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "duracion = len(data)/fs\n", "t = np.linspace(0, duracion, len(data))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data)\n", "plt.title(\"Audio original\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud\")" ] }, { "cell_type": "markdown", "id": "32bf32cf", "metadata": { "id": "32bf32cf" }, "source": [ "La representación en el dominio frecuencial podemos obtenerla por calcular la *[Transformada Discreta de Fourier (DFT)](https://es.wikipedia.org/wiki/Transformada_de_Fourier_discreta)* que pretende representar una señal discreta finita en términos de sus componentes de frecuencia, es una herramienta muy poderosa pero computacionalmente costosa. Comúnmente se usa una implementación conocida como *[Transformada Rápida de Fourier (FFT)](https://es.wikipedia.org/wiki/Transformada_rápida_de_Fourier)* que computacionalmente es menos costosa que la DFT, pero para una cantidad grande de muestras aún sigue siendo un cálculo lento. Además, la señal entrante puede ser muy larga o infinita, pero a uno le gustaría saber el contenido de frecuencia en un momento dado. Para esto se hace uso de la *[Transformada de Fourier de Tiempo Reducido (STFT)](https://es.wikipedia.org/wiki/Transformada_de_Fourier_de_Tiempo_Reducido)* que básicamente consiste en calcular la FFT por cada bloque o frame de muestras que compone a la señal, previamente cada frame debe ser multiplicado por una *[función ventana](https://es.wikipedia.org/wiki/Ventana_(función))*, lo que nos arroja el espectro frecuencial de cada frame a través del tiempo.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 4, "id": "a3fee005", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 648 }, "id": "a3fee005", "outputId": "bf398dd7-bfc0-4c98-c9c5-6d04b593514c" }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Frecuencia(Hz)')" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "frames = 1024\n", "window_size = frames*2\n", "hop = window_size//4\n", "w_ = np.hanning(window_size)\n", "\n", "nframes = len(data)/frames\n", "if nframes > np.floor(nframes):\n", " len_add_zeros = np.ceil(nframes)*1024 - len(data)\n", " data_ = np.concatenate((data, np.zeros(int(len_add_zeros))))\n", " \n", "f, t, stft = sg.stft(x=data_, fs=fs, window=w_, nperseg=window_size, noverlap=window_size - hop)\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.pcolormesh(t, f, np.abs(stft), vmin=0, vmax=1)\n", "plt.title(\"STFT del audio original\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Frecuencia(Hz)\")" ] }, { "cell_type": "markdown", "id": "1f8c2763", "metadata": { "id": "1f8c2763" }, "source": [ "Como vemos hemos descompuesto la señal de audio en muestras del largo de una ventana y a cada frame se le ha calculado la FFT dando como resultado un espectro frecuencial por cada frame, de esta forma podemos conocer que frecuencias dominan a lo largo de la señal." ] }, { "cell_type": "code", "execution_count": 5, "id": "2055d648", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 648 }, "id": "2055d648", "outputId": "a39b4688-662c-4998-926c-4e75af4ec354" }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Amplitud')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "w_200 = np.abs(stft[:, 200])\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(f, w_200)\n", "plt.title(\"FFT de la ventana 200 del audio original\")\n", "plt.xlabel(\"Frecuencia(Hz)\")\n", "plt.ylabel(\"Amplitud\")" ] }, { "cell_type": "markdown", "id": "7ae0e1e8", "metadata": { "id": "7ae0e1e8" }, "source": [ "Pero hay un par de cuestiones que aclarar, uno de los problemas de la STFT es que tiene una resolución fija, el ancho de la ventana determina como será representada en frecuencia la señal, una ventana amplia nos dará una resolución en frecuencia mejor, pero a su vez empeorara la resolución en tiempo, al contrario, una ventana angosta nos dará una mejor resolución en tiempo pero una pobre resolución en frecuencia.\n", "\n", "
\n", "\n", "Otro de los problemas que presenta la STFT es la utilización de *funciones ventana* para minimizar los efectos de fuga en los bordes de cada muestra, cualquier función de reducción utilizada casi siempre disminuye a cero en el límite:\n", "\n", "
\n", "\n", "Esto produce una perdida de datos entra cada ventana, por esto es que comúnmente se realiza una superposición de ventanas.\n", "\n", "
\n", "\n", "La diferencia de muestras entre el inicio de cada ventana se conoce como *hop size*, si variamos esta diferencia podemos lograr una mejora en la resolución frecuencial, más adelante veremos que algunos efectos consisten en variar esta diferencia.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 6, "id": "665bc091", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 648 }, "id": "665bc091", "outputId": "55bf149b-a342-4ed8-9a40-5197322fcbbd" }, "outputs": [ { "data": { "text/plain": [ "(0, 15000)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hop = window_size\n", " \n", "f, t, stft = sg.stft(x=data_, fs=fs, window=w_, nperseg=window_size, noverlap=window_size - hop)\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.pcolormesh(t, f, np.abs(stft), vmin=0, vmax=1)\n", "plt.title(f\"STFT del audio original - Hop Size = {hop} muestras\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Frecuencia(Hz)\")\n", "plt.xlim(1, 2)\n", "plt.ylim(0, 15000)" ] }, { "cell_type": "code", "execution_count": 7, "id": "b8acdaea", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 648 }, "id": "b8acdaea", "outputId": "474a3d72-b0fa-494d-c3d4-086f2b4476b1" }, "outputs": [ { "data": { "text/plain": [ "(0, 15000)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hop = window_size//32\n", " \n", "f, t, stft = sg.stft(x=data_, fs=fs, window=w_, nperseg=window_size, noverlap=window_size - hop)\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.pcolormesh(t, f, np.abs(stft), vmin=0, vmax=1)\n", "plt.title(f\"STFT del audio original - Hop Size = {hop} muestras\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Frecuencia(Hz)\")\n", "plt.xlim(1, 2)\n", "plt.ylim(0, 15000)" ] }, { "cell_type": "markdown", "id": "70e7d930", "metadata": { "id": "70e7d930" }, "source": [ "****\n", "

\n", "Efectos de líneas de retardo \n", "

\n", " \n", "

\n", "Importante:\n", "

\n", "\n", "Muchos de los efectos que desarrollaremos aquí tienen dos implementaciones, para tiempo real y para tiempo no-real, esto debido a lo que hablamos en *Python para procesamiento digital de audio*, ya que sabemos que Python no es ideal para trabajar en procesamiento de audio en tiempo real, muchos de los efectos debieron ser optimizados.\n", "\n", "****\n", "

\n", "Delay (Retardo) \n", "

\n", "\n", "\n", "Las *[líneas de retardo](https://es.wikipedia.org/wiki/Delay)* son la pieza fundamental de algunos de los más importantes efectos que veremos, estos resultan bastante fácil de implementar y con sutiles cambios pueden ser utilizados para desarrollar diversos efectos.\n", "\n", "#### Delay básico \n", "Un *Delay básico* consiste en reproducir una señal de audio luego de un determinado tiempo conocido como *tiempo de retardo (delay time)*. De acuerdo a la aplicación, el tiempo de retardo puede variar de un rango de algunos milisegundos a algunos segundos o más. Algo muy común es mezclar la entrada original con la salida retardada produciéndose dos copias del sonido, dando un efecto también conocido como *eco*, cabe aclarar que la percepción de este efecto como eco depende del tiempo de retardo:\n", "\n", "\\begin{equation}\n", "y[n] = x[n] + g x[n-N]\n", "\\end{equation}\n", "\n", "donde $y$ es la salida, $x$ es la entrada, $g$ la ganancia de la salida retardada y $N$ representa el tiempo de retardo.\n", "\n", "Esta ecuación representa el siguiente diagrama:\n", "\n", "
\n", "\n", "El efecto de Delay es lineal e invariante en el tiempo.\n", "Si usamos la *[transformada Z](https://es.wikipedia.org/wiki/Transformada_Z)* podemos encontrar la respuesta en frecuencia de un delay básico:\n", "\n", "\\begin{equation}\n", "Y(Z) = X(Z) + g Z^{-N} X(Z)\n", "\\end{equation}\n", "\n", "\\begin{equation}\n", "H(Z) = 1 + gZ^{-N}\n", "\\end{equation}\n", "\n", "Para implementar el delay básico haremos uso de *Scipy* y usaremos otra señal:" ] }, { "cell_type": "code", "execution_count": 8, "id": "69c3f84a", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 76 }, "id": "69c3f84a", "outputId": "a77283e5-a1d6-4c60-8e4c-5b9d9eab0b0a" }, "outputs": [], "source": [ "fs , data = wavfile.read(\"audio/veritasium.wav\")\n", "if listen is True:\n", " display(Audio(data, rate=fs))" ] }, { "cell_type": "code", "execution_count": 9, "id": "7345d534", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "7345d534", "outputId": "58b31d0a-741a-4143-b90e-e9f2b66762f1" }, "outputs": [], "source": [ "inicio = time.time()\n", "#####################Delay Basic################\n", "delay_time = 0.2\n", "g=0.5\n", "N = int(delay_time * fs)\n", "\n", "b = np.zeros(N+1)\n", "b[0] = 1\n", "b[-1] = g\n", "\n", "a = np.zeros(N+1)\n", "a[0] = 1\n", "\n", "data_delay = sg.lfilter(b, a, data, axis=0)\n", "################################################\n", "fin = time.time()\n", "\n", "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_delay, rate=fs))" ] }, { "cell_type": "code", "execution_count": 10, "id": "7c72bb4d", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 666 }, "id": "7c72bb4d", "outputId": "7e234956-766c-44c6-f2ee-fe0a171a55bb" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del efecto: 5.433497428894043 segundos\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'Amplitud')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "delay_TZ = fin-inicio\n", "print(f\"Tiempo de computo del efecto: {fin-inicio} segundos\")\n", "\n", "duracion = len(data_delay)/fs\n", "t = np.linspace(0, duracion, len(data))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data_delay)\n", "plt.title(f\"Audio original con retardo de {delay_time*1000} ms\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud\")" ] }, { "cell_type": "markdown", "id": "f07deff3", "metadata": { "id": "f07deff3" }, "source": [ "Como vemos esta implementación para el delay básico computacionalmente es muy costosa y el tiempo de cómputo aumenta a medida que aumentamos el tiempo de retardo y no nos servirá para aplicaciones en tiempo real, veamos otra opción siguiendo la ecuación temporal:" ] }, { "cell_type": "code", "execution_count": 11, "id": "f2a889a8", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "f2a889a8", "outputId": "8f8df950-6ffb-4042-a0d9-f630dd070d1b" }, "outputs": [], "source": [ "inicio = time.time()\n", "#####################Delay Basic################\n", "delay_time = 0.2\n", "g=0.5\n", "N = int(delay_time * fs)\n", "\n", "_data = np.concatenate((np.zeros(N), data))\n", "data_ = np.concatenate((data, np.zeros(N)))\n", "data_delay = data_ + g*_data\n", "################################################\n", "fin = time.time()\n", " \n", "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_delay, rate=fs))" ] }, { "cell_type": "code", "execution_count": 12, "id": "b2bfbaf3", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "b2bfbaf3", "outputId": "b9c2b371-d668-4b97-ae26-88bcd48d6ef5" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del efecto: 0.007978200912475586 segundos\n", "Factor de optimizacion: 681.0429429519171\n" ] } ], "source": [ "delay_t = fin-inicio\n", "print(f\"Tiempo de computo del efecto: {fin-inicio} segundos\")\n", "print(f\"Factor de optimizacion: {delay_TZ/delay_t}\")" ] }, { "cell_type": "markdown", "id": "bb185086", "metadata": { "id": "bb185086" }, "source": [ "Como vemos conseguimos exactamente el mismo efecto, pero el tiempo de cómputo fue reducido 800 veces, este sería una mejor implementación para aplicaciones en tiempo real. Básicamente, conseguimos un retardo del sonido con el método conocido como padding zero el cual consiste en agregar muestras de valor 0 a la señal original.\n", "\n", "#### Delay con realimentación \n", "Hasta ahora hemos conseguido reproducir una señal con un solo eco, pero en la naturaleza el eco consiste de varias réplicas del mismo sonido, para asemejarnos aún más a un eco real debemos aumentar las réplicas, podríamos concatenar varias líneas de retardo y conseguir el efecto deseado, pero se consigue el mismo efecto si realimentamos la salida retardada a la entrada como muestra el siguiente diagrama:\n", "\n", "
\n", "\n", "Y la expresión matemática relacionada con este diagrama es la siguiente:\n", "\n", "\\begin{equation}\n", "y[n] = x[n] + g_{FF} d[n]\n", "\\end{equation}\n", "\n", "donde:\n", "\n", "\\begin{equation}\n", "d[n] = x[n-N] + g_{FB} d[n-N]\n", "\\end{equation}\n", "\n", "donde $g_{FB}$ es la ganancia de realimentación y $g_{FF}$ es la ganancia final del retardo.\n", "\n", "Si volvemos a usar la transformada Z obtendremos la respuesta en frecuencia, que será la siguiente:\n", "\n", "\\begin{equation}\n", "H(Z) = \\frac{1+Z^{-N}(g_{FF} - g_{FB})}{1-Z^{-N}g_{FB}}\n", "\\end{equation}\n", "\n", "Veamos la primera implementación:" ] }, { "cell_type": "code", "execution_count": 13, "id": "faace05d", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "faace05d", "outputId": "f9c05496-cb01-458f-a7bf-90b00415a52e" }, "outputs": [], "source": [ "inicio = time.time()\n", "#####################Delay Feedback################\n", "delay_time = 0.2\n", "gff=0.5\n", "gfb=0.8\n", "N = int(delay_time * fs)\n", "\n", "b = np.zeros(N+1)\n", "b[0] = 1\n", "b[-1] = gff - gfb\n", "\n", "a = np.zeros(N+1)\n", "a[0] = 1\n", "a[-1] = -gfb\n", "\n", "data_delay = sg.lfilter(b, a, data, axis=0)\n", "################################################\n", "fin = time.time()\n", "\n", "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_delay, rate=fs))" ] }, { "cell_type": "code", "execution_count": 14, "id": "3c600e59", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 666 }, "id": "3c600e59", "outputId": "0cc6599c-1fbe-4556-a484-51b802a0198d" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del efecto: 5.516221761703491 segundos\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'Amplitud')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "delay_TZ = fin-inicio\n", "print(f\"Tiempo de computo del efecto: {fin-inicio} segundos\")\n", "\n", "duracion = len(data_delay)/fs\n", "t = np.linspace(0, duracion, len(data))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data_delay)\n", "plt.title(f\"Audio original con retardo de {delay_time*1000} ms\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud\")" ] }, { "cell_type": "markdown", "id": "45215a35", "metadata": { "id": "45215a35" }, "source": [ "Veamos la segunda implementación:" ] }, { "cell_type": "code", "execution_count": 15, "id": "31d54518", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "31d54518", "outputId": "4508695c-7f96-49c0-f284-f67734323d6e" }, "outputs": [], "source": [ "inicio = time.time()\n", "#####################Delay Feedback################\n", "delay_time = 0.2\n", "gff=0.5\n", "gfb=0.8\n", "bounces = 10\n", "\n", "out = data.copy()\n", "delay_len_samples = round(delay_time*fs)\n", "padding_zero = np.zeros(delay_len_samples)\n", "delay_data = np.concatenate((padding_zero, data.copy()))\n", "for i in range(1, bounces+1):\n", " data_trans = np.concatenate((out, padding_zero))\n", " out = data_trans + delay_data * gff\n", " delay_data = np.concatenate((padding_zero, delay_data))*gfb\n", "################################################\n", "fin = time.time()\n", " \n", "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(out, rate=fs))" ] }, { "cell_type": "code", "execution_count": 16, "id": "a6af2996", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "a6af2996", "outputId": "3f088c54-b336-4356-9e05-cdee612bc4ff" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del efecto: 0.10874080657958984 segundos\n", "Factor de optimizacion: 50.72816668566868\n" ] } ], "source": [ "delay_t = fin-inicio\n", "print(f\"Tiempo de computo del efecto: {fin-inicio} segundos\")\n", "print(f\"Factor de optimizacion: {delay_TZ/delay_t}\")" ] }, { "cell_type": "markdown", "id": "e3b5b802", "metadata": { "id": "e3b5b802" }, "source": [ "Tenemos dos cosas que destacar, primero el tiempo de cómputo se ve reducido por un factor de 58, pero este factor es inversamente proporcional a la cantidad de réplicas que queramos introducir, pero aun así hay una reducción considerable en el tiempo de cómputo y es mucho mejor para aplicaciones en tiempo real, segundo la primera implementación no permite que las réplicas de las últimas muestras se puedan reproducir y podemos observarlo en la duración de cada audio, esto sería un problema en aplicaciones en tiempo real.\n", "\n", "****\n", "

\n", "Flanging \n", "

\n", "\n", "\n", "El *[Flanging](https://es.wikipedia.org/wiki/Flanger)* es un efecto basado en el efecto *Delay*, originalmente fue desarrollado usando cintas de máquinas analógicas hace 50 años. La palabra Flanging viene de *Flange* que no es más que el borde exterior de las grabadoras de cintas de carrete abierto que solían usarse en estudios de la época:\n", "\n", "
\n", "\n", "Para generar el efecto se tomaban dos máquinas de cintas y se las configuraban para que reproduzcan la misma cinta al mismo tiempo y sus salidas eran mezcladas por igual, si ambas cintas eran reproducidas perfectamente al unísono el resultado era simplemente la misma señal pero en una versión más fuerte. Sin embargo, si el operador tocaba ligeramente el flange de unas las máquinas de cinta, esto provocaba que una de las cintas se reproduzca más lento, por ende el tono de la señal de esa cinta era reducido. Esto a su vez provocaba que entre las cintas exista un retardo. Luego el operador procede a realizar el mismo proceso en la otra cinta, lo que hace que el retraso desaparezca gradualmente y luego crezca en la dirección opuesta. Este proceso debía repetirse periódicamente, alternando entre cada una de las cintas. Si el retraso entre cada máquina es muy grande, el efecto de *Flanging* se pierde y el sonido deja de percibirse como uno solo.\n", "\n", "### Principio de operación \n", "El *flanger* es un efecto basado sobre el principio de interferencia constructiva y destructiva. Para producir este efecto se toma una señal a la cual se la retarda un lapso de tiempo y se la suma con la señal original. Si tenemos en cuenta la fase de la señal original con respecto a la señal retardada pueden darse dos casos extremos, en un caso puede darse que las dos señales estén totalmente en fase dando paso a una interferencia constructiva donde la suma de las amplitudes darán como resultado una señal con el doble de amplitud, en el otro caso puede darse que las señales estén totalmente desfasadas, cancelándose mutuamente las amplitudes de dichas señales, dando paso a una interferencia destructiva. En términos energéticos de frecuencia, independientemente de cuan desfasadas estén las señales, cuando se produce una interferencia constructiva algunas frecuencias se agregan constructivamente y cuando se produce una interferencia destructiva algunas frecuencias se agregan destructivamente. Este comportamiento genera picos y muescas en la respuesta de frecuencia, pero esto por si solo no produce el efecto flanger, lo que lo produce es el movimiento de dichos picos y muescas en el espectro de frecuencia, este movimiento se logra variando el retardo de la señal, por el cual acudimos al uso de un Oscilador de Baja Frecuencia (LFO):\n", "\n", "
\n", "\n", "El sonido característico del *flanger* proviene por el movimiento de notches regularmente espaciados en la respuesta de frecuencia. Es por esto que es importante que el largo del retardo varíe con el tiempo.\n", "\n", "#### Oscilador de Baja Frecuencia (LFO) \n", "Los LFOs no tienen una definición formal, pero pueden considerarse como señales periódicas con frecuencia por debajo de los 20 Hz. Se los utiliza para variar las líneas de retardo o para modular señales en algunos sintetizadores y también serán utilizados en algunos efectos que veremos en este notebook. La forma de onda de la señal puede variar acorde al tipo de efecto que se quiera generar, pero los más usuales son formas de ondas sinusoidales, cuadradas, triangulares o dientes de sierra. El propósito del LFO en el efecto *flanger* consiste en controlar el largo del retardo, tal que:\n", "\n", "\\begin{equation}\n", "M[n] = M_{avg} + W sin(2\\pi n\\frac{f}{f_{s}})\n", "\\end{equation}\n", "\n", "donde $M_{avg} = M_0 + \\frac{W}{2}$ es el retardo promedio (en efectos de tiempo real se elige de forma tal que $M[n]$ no sea negativo), $W$ es el ancho de la modulación del retardo, $f$ es la frecuencia del LFO en Hz y $fs$ es la frecuencia de muestreo ." ] }, { "cell_type": "code", "execution_count": 17, "id": "bf915479", "metadata": { "id": "bf915479" }, "outputs": [], "source": [ "def LFO(n, fs, delay_sec, depth, fLFO):\n", " M0 = delay_sec*fs\n", " W = depth*fs\n", " M = M0 + (W/2)*(1+np.sin(2*np.pi*(fLFO/fs)*n))\n", " return M" ] }, { "cell_type": "markdown", "id": "1a078c83", "metadata": { "id": "1a078c83" }, "source": [ "#### Flanger básico \n", "\n", "
\n", "\n", "Como podemos ver, la implementación de un *flanger básico* es muy similar al del *delay básico*, con la diferencia de que el retardo es variable con el tiempo, tal que la expresión matemático que lo rige es:\n", "\n", "\\begin{equation}\n", "y[n] = x[n] + gx[n-M[n]]\n", "\\end{equation}\n", "\n", "donde $M[n]$ es el largo del retardo controlado por un LFO, esta estructura es conocida como un *[Filtro comb retroalimentado](https://es.wikipedia.org/wiki/Filtro_comb)*.\n", "Usando la transformada Z podemos obtener la respuesta en frecuencia:\n", "\n", "\\begin{equation}\n", "H(Z) = 1 + gZ^{-M[n]}\n", "\\end{equation}" ] }, { "cell_type": "code", "execution_count": 18, "id": "e3016dc1", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "e3016dc1", "outputId": "e74014dc-f58c-43e1-ec61-292a4c2b7f24" }, "outputs": [], "source": [ "inicio = time.time()\n", "###############Delay variable##############\n", "delay_prom = 0.005\n", "depth = 0.000009\n", "n = np.arange(len(data))\n", "M = LFO(n=n, fs=fs, delay_sec=delay_prom, depth=depth, fLFO=5).astype(int)\n", "#############Flanger Basic#################\n", "g = 1\n", "N = np.max(M)\n", "b = np.zeros(N+1)\n", "b[0] = 1\n", "b[M] = g\n", "\n", "a = np.zeros(N+1)\n", "a[0] = 1\n", "\n", "data_flanger = sg.lfilter(b, a, data, axis=0)\n", "##########################################\n", "fin = time.time()\n", "\n", "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_flanger, rate=fs))" ] }, { "cell_type": "code", "execution_count": 19, "id": "bbf268b7", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 666 }, "id": "bbf268b7", "outputId": "652f5472-1553-4440-f4f0-23100f425ed9" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del efecto: 0.16060209274291992 segundos\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'Amplitud')" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "delay_TZ = fin-inicio\n", "print(f\"Tiempo de computo del efecto: {fin-inicio} segundos\")\n", "\n", "duracion = len(data_flanger)/fs\n", "t = np.linspace(0, duracion, len(data))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data_flanger)\n", "plt.title(\"Audio original con efecto Flanger\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud\")" ] }, { "cell_type": "markdown", "id": "ba669f44", "metadata": { "id": "ba669f44" }, "source": [ "Ahora veamos una implementación alternativa del efecto *flanger*:" ] }, { "cell_type": "code", "execution_count": 20, "id": "795baf5e", "metadata": { "id": "795baf5e" }, "outputs": [], "source": [ "def delay_LFO(data, fs, delay_sec, depth, fLFO):\n", " data_LFO = np.zeros(len(data)).astype(int)\n", " i = np.arange(len(data))\n", " Nd = LFO(i, fs, delay_sec, depth, fLFO).astype(int)\n", " x = np.abs(i - Nd)\n", " data_LFO[i] = data[x]\n", " return data_LFO" ] }, { "cell_type": "code", "execution_count": 21, "id": "ef71e194", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "ef71e194", "outputId": "cdc9d2df-06fa-438d-bf99-c15c6a34dd41" }, "outputs": [], "source": [ "inicio = time.time()\n", "#############Flanger Basic#################\n", "delay_prom = 0.005\n", "depth = 0.000009\n", "g=1\n", "data_LFO = delay_LFO(data=data, fs=fs, delay_sec=delay_prom, depth=depth, fLFO=5) #Delay variable\n", "data_flanger = data + g*data_LFO\n", "##########################################\n", "fin = time.time()\n", "\n", "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_flanger, rate=fs))" ] }, { "cell_type": "code", "execution_count": 22, "id": "a5d0ec93", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "a5d0ec93", "outputId": "12bcae3e-5e7a-42be-c1d2-5e6aed625c67" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del efecto: 0.08334827423095703 segundos\n", "Factor de optimizacion: 1.9268796411776148\n" ] } ], "source": [ "delay_t = fin-inicio\n", "print(f\"Tiempo de computo del efecto: {fin-inicio} segundos\")\n", "print(f\"Factor de optimizacion: {delay_TZ/delay_t}\")" ] }, { "cell_type": "markdown", "id": "b86701ca", "metadata": { "id": "b86701ca" }, "source": [ "Como vemos, esta implementación alternativa es 2 veces más rápida que la primera, por lo que es mucho mejor para aplicaciones en tiempo real.\n", "\n", "#### Flanger con realimentación \n", "Al igual que el *Delay con realimentación*, algunos flangers también incorporan una realimentación de la salida retardada a la entrada:\n", "\n", "
\n", "\n", "Y la expresión matemática que lo rige es:\n", "\n", "\\begin{equation}\n", "y[n] = g_{FB}y[n-M[n]] + x[n] + (g_{FF} - g_{FB})x[n-M[n]]\n", "\\end{equation}\n", "\n", "Y su respuesta en frecuencia es:\n", "\n", "\\begin{equation}\n", "H(Z) = \\frac{1+Z^{-M[n]}(g_{FF}-g_{FB})}{1-Z^{-M[n]}g_{FB}}\n", "\\end{equation}" ] }, { "cell_type": "code", "execution_count": 23, "id": "23685656", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "23685656", "outputId": "2c3476d4-d924-41a9-eadc-8d871ac3f7e9" }, "outputs": [], "source": [ "inicio = time.time()\n", "###############Delay variable##############\n", "delay_prom = 0.005\n", "depth = 0.00001\n", "n = np.arange(len(data))\n", "M = LFO(n=n, fs=fs, delay_sec=delay_prom, depth=depth, fLFO=5).astype(int)\n", "#############Flanger Feedback#################\n", "gff=0.5\n", "gfb=0.8\n", "N = np.max(M)\n", "b = np.zeros(N+1)\n", "b[0] = 1\n", "b[M] = (gff - gfb)\n", "\n", "a = np.zeros(N+1)\n", "a[0] = 1\n", "a[M] = -gfb\n", "\n", "data_flanger = sg.lfilter(b, a, data, axis=0)\n", "##########################################\n", "fin = time.time()\n", "\n", "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_flanger, rate=fs))" ] }, { "cell_type": "code", "execution_count": 24, "id": "43e6e34c", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 666 }, "id": "43e6e34c", "outputId": "5935bf78-4919-47c4-fdc7-bfb6742a9ca7" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del efecto: 0.17151403427124023 segundos\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'Amplitud')" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "delay_TZ = fin-inicio\n", "print(f\"Tiempo de computo del efecto: {fin-inicio} segundos\")\n", "\n", "duracion = len(data_flanger)/fs\n", "t = np.linspace(0, duracion, len(data))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data_flanger)\n", "plt.title(\"Audio original con efecto Flanger\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud\")" ] }, { "cell_type": "markdown", "id": "5301bac4", "metadata": { "id": "5301bac4" }, "source": [ "Veamos ahora una implementación alternativa:" ] }, { "cell_type": "code", "execution_count": 25, "id": "49a6f206", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "49a6f206", "outputId": "f0978098-9da5-4ee2-deb6-d894de966c45" }, "outputs": [], "source": [ "inicio = time.time()\n", "#############Flanger Feedback#################\n", "delay_prom = 0.005\n", "depth = 0.00001\n", "gff=0.5\n", "gfb=0.8\n", "bounces = 4\n", "\n", "out = data.copy()\n", "out_feed = data.copy()\n", "for i in range(1, bounces+1):\n", " delay_data = delay_LFO(out_feed, fs=fs, delay_sec=delay_prom, depth=depth, fLFO=5)*gfb #Delay variable\n", " padding_zero = np.zeros(len(out_feed) - len(delay_data))\n", " out_feed = np.concatenate((out_feed, padding_zero)) + np.concatenate((padding_zero, delay_data))\n", "out = np.concatenate((out, np.zeros(len(out_feed) - len(out)))) + out_feed*gff\n", "##########################################\n", "fin = time.time()\n", "\n", "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(out, rate=fs))" ] }, { "cell_type": "code", "execution_count": 26, "id": "31f9899f", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "31f9899f", "outputId": "03c23e9c-bdd0-4c24-9e26-4c734c8cc61c" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del efecto: 0.1715707778930664 segundos\n", "Factor de optimizacion: 0.9996692698924432\n" ] } ], "source": [ "delay_t = fin-inicio\n", "print(f\"Tiempo de computo del efecto: {fin-inicio} segundos\")\n", "print(f\"Factor de optimizacion: {delay_TZ/delay_t}\")" ] }, { "cell_type": "markdown", "id": "9a280e33", "metadata": { "id": "9a280e33" }, "source": [ "Nuevamente, esta implementación es 1.06 veces más rápida que la anterior, lo que la hace mejor para aplicaciones en tiempo real.\n", "***\n", "

\n", "Chorus \n", "

\n", "\n", "El efecto *[Chorus](https://es.wikipedia.org/wiki/Chorus_effect)* ocurre cuando varios sonidos individuales con tonos y timbres similares suenan al unísono. Naturalmente, este efecto ocurre con un grupo de cantantes o violinistas, quienes presentan ligeras variaciones de tono y sincronización cuando suenan al unísono. Este efecto intenta simular este fenómeno, pero a partir de un solo sonido, como si fueran varios instrumentos sonando.\n", "\n", "#### Flanging versus Chorus \n", "Estos efectos tienen implementaciones muy similares, ambos efectos están basados en líneas de retardo moduladas. La principal diferencia yace en que el efecto chorus utiliza tiempos de retardo grandes (alrededor de 30 ms) para acentuar la percepción de varios instrumentos sonando.\n", "\n", "#### Chorus Basico \n", "Como ya anticipamos, el efecto *Chorus* es muy similar al efecto *Flanger* por lo que su diagrama en bloque no será muy distinto:\n", "\n", "
\n", "\n", "Y la expresión matemática que lo representa tampoco cambiara mucho:\n", "\n", "\\begin{equation}\n", "y[n] = x[n] + gx[n-M[n]]\n", "\\end{equation}\n", "\n", "Usando la transformada Z podemos obtener la respuesta en frecuencia:\n", "\n", "\\begin{equation}\n", "H(Z) = 1 + gZ^{-M[n]}\n", "\\end{equation}\n", "\n", "Como vemos, la estructura es muy similar a la del efecto *Flanger*, pero la principal diferencia es que el tiempo de retardo del efecto *Chorus* ronda alrededor de 20 a 30 ms." ] }, { "cell_type": "code", "execution_count": 27, "id": "04776468", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "04776468", "outputId": "220a1e3e-98d5-4990-e995-7ae807349cb6" }, "outputs": [], "source": [ "inicio = time.time()\n", "###############Delay variable##############\n", "delay_prom = 0.03\n", "depth = 0.000009\n", "n = np.arange(len(data))\n", "M = LFO(n=n, fs=fs, delay_sec=delay_prom, depth=depth, fLFO=5).astype(int)\n", "#############Chorus Basic#################\n", "g = 1\n", "N = np.max(M)\n", "\n", "b = np.zeros(N+1)\n", "b[0] = 1\n", "b[M.astype(int)] = g\n", "\n", "a = np.zeros(N+1)\n", "a[0] = 1\n", "\n", "data_chorus = sg.lfilter(b, a, data, axis=0)\n", "##########################################\n", "fin = time.time()\n", "\n", "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_chorus, rate=fs))" ] }, { "cell_type": "code", "execution_count": 28, "id": "f8d2150e", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 666 }, "id": "f8d2150e", "outputId": "3c029925-f298-4b67-c665-373e90c902e6" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del efecto: 0.8427176475524902 segundos\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'Amplitud')" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "delay_TZ = fin-inicio\n", "print(f\"Tiempo de computo del efecto: {fin-inicio} segundos\")\n", "\n", "duracion = len(data_chorus)/fs\n", "t = np.linspace(0, duracion, len(data))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data_chorus)\n", "plt.title(\"Audio original con efecto Chorus\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud\")" ] }, { "cell_type": "markdown", "id": "454113e1", "metadata": { "id": "454113e1" }, "source": [ "Veamos la implementación alternativa:" ] }, { "cell_type": "code", "execution_count": 29, "id": "e6bd1ce6", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "e6bd1ce6", "outputId": "e27c7b47-2688-4ffb-e1a7-e17c6fff3075" }, "outputs": [], "source": [ "inicio = time.time()\n", "#############Chorus Basic#################\n", "delay_prom = 0.03\n", "depth = 0.000009\n", "g=1\n", "data_LFO = delay_LFO(data=data, fs=fs, delay_sec=delay_prom, depth=depth, fLFO=5) #Delay variable\n", "data_chorus = data + g*data_LFO\n", "##########################################\n", "fin = time.time()\n", "\n", "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_chorus, rate=fs))" ] }, { "cell_type": "code", "execution_count": 30, "id": "4d7b263b", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "4d7b263b", "outputId": "cac2fca0-3b89-4f6d-df5d-0417bf789a23" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del efecto: 0.03191399574279785 segundos\n", "Factor de optimizacion: 26.405895844072404\n" ] } ], "source": [ "delay_t = fin-inicio\n", "print(f\"Tiempo de computo del efecto: {fin-inicio} segundos\")\n", "print(f\"Factor de optimizacion: {delay_TZ/delay_t}\")" ] }, { "cell_type": "markdown", "id": "7696113b", "metadata": { "id": "7696113b" }, "source": [ "Nuevamente, tenemos una implementación que es 26 veces mejor que la anterior y es mucho mejor para procesamiento en tiempo real.\n", "\n", "#### Chorus con múltiples voces \n", "En el *Chorus basic* solo consideramos la posibilidad de una única voz a la cual agregamos una sola copia de la señal original con un retardo modulado. En este caso consideramos agregar más de una copia a la señal original, donde cada copia será retardada con un delay modulado:\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 31, "id": "937fd34b", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "937fd34b", "outputId": "34794373-5ad4-4f34-e540-36a6d2fc194d" }, "outputs": [], "source": [ "#############Chorus Multivoice#################\n", "delay_prom1 = 0.03\n", "delay_prom2 = 0.05\n", "depth = 0.000009\n", "g=1\n", "data_LFO1 = delay_LFO(data, fs, delay_sec = delay_prom1, depth = depth, fLFO=5)\n", "data_LFO2 = delay_LFO(data, fs, delay_sec = delay_prom2, depth = depth, fLFO=20)\n", "out = data + g*data_LFO1 + g*data_LFO2\n", "##########################################\n", "\n", "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(out, rate=fs))" ] }, { "cell_type": "markdown", "id": "aa5f12d5", "metadata": { "id": "aa5f12d5" }, "source": [ "****\n", "

\n", "Diseño de filtros \n", "

\n", "\n", "Los filtros forman parte de los efectos básicos de audio. En esta sección implementaremos algunos de los filtros más conocidos e intentaremos acondicionarlos para procesamiento digital en tiempo real. La mayoría de filtros son comúnmente usados para modificar el contenido frecuencial de una señal.\n", "\n", "#### Filtros FIR versus Filtros IIR \n", "Los *[filtros IIR](https://es.wikipedia.org/wiki/IIR)* (Infinite Impulse Response) como su nombre lo indica, tienen respuestas infinitas al impulso. Por el contrario, los *[filtros FIR](https://es.wikipedia.org/wiki/FIR_(Finite_Impulse_Response))* (Finite Impulse Response) tienen respuestas finitas al impulso. Básicamente, la diferencia entre generar una salida de longitud finita a una salida de longitud infinita reside principalmente en una estructura de retroalimentación. La única manera de que una respuesta impulso se extienda por un tiempo infinito es que de alguna manera la salida del sistema sea conectada al mismo sistema para generar una recursión en donde, en cada nuevo instante, la salida esté determinada por las salidas previas. Cualquier filtro digital puede ser construido a base de dos bloques elementales: retrasos y ganancias.\n", "\n", "##### Filtro FIR \n", "La base de los *filtros FIR* consiste en conectar la entrada del filtro a una serie de retardos. En seguida se amplifica o atenúa cada retraso con un factor de ganancia específico y finalmente se suman las salidas. Ya que la estructura es análoga a una línea de retrasos con múltiples salidas, solemos hablar de *Taps* que en realidad solo son los factores de ganancias, coeficientes del filtro o valores de la respuesta al impulso. Podemos expresar matemáticamente la salida de un filtro FIR como la *[convolución](https://es.wikipedia.org/wiki/Convolución)* entra la señal de entrada $x(n)$ con la respuesta al impulso $h(n)$:\n", "\n", "\\begin{equation}\n", "y[n] = \\sum_{k=0}^{N-1}h[k]x[n-k]\n", "\\end{equation}\n", "\n", "Donde $N-1$ es el orden del filtro, si aplicamos la transformada Z a la expresión anterior obtendremos la respuesta en frecuencia del filtro:\n", "\n", "\\begin{equation}\n", "H(Z)=\\sum_{k=0}^{N-1}h(k)Z^{-k}\n", "\\end{equation}\n", "\n", "Y la estructura básica es:\n", "\n", "
\n", "\n", "Donde los términos *h(n)* son los coeficientes del filtro y T son los retardos.\n", "\n", "##### Filtro IIR \n", "Un *filtro IIR*, además de utilizar retrasos para los valores a la entrada del filtro, toma también los valores de la salida, les aplica una nueva cadena de retrasos y retroalimenta esta señal a la entrada del filtro:\n", "\n", "\\begin{equation}\n", "y[n] = \\sum_{i=0}^{N-1}b_{i}x[n-i] - \\sum_{k=1}^{M}a_{k}y[n-k]\n", "\\end{equation}\n", "\n", "Si aplicamos la transformada Z a la expresión anterior obtendremos la respuesta en frecuencia del filtro:\n", "\n", "\\begin{equation}\n", "H(Z) = \\frac{\\sum_{k=0}^{M}b_{k}Z^{-k}}{1 + \\sum_{k=1}^{N}a_{k}Z^{-k}}\n", "\\end{equation}\n", "\n", "Si ahora separamos esta expresión en dos:\n", "\n", "\\begin{equation}\n", "H(Z) = H_1(Z)H_2(Z)\n", "\\end{equation}\n", "\n", "\\begin{equation}\n", "H_1(Z) = \\sum_{k=0}^{M}b_{k}Z^{-k}\n", "\\end{equation}\n", "\n", "\\begin{equation}\n", "H_2(Z) = \\frac{1}{1 + \\sum_{k=1}^{N}a_{k}Z^{-k}}\n", "\\end{equation}\n", "\n", "De acuerdo a como se ubiquen las funciones de transferencia podremos llegar a 2 tipos de estructuras en forma directa:\n", "\n", "
\n", "\n", "
\n", "\n", "En síntesis, la *forma directa II* necesita la mitad de bloques de retardo que la *forma directa I*, pero esta ventaja acarrea otro tipo de problemas. [Ver mas](https://en.wikipedia.org/wiki/Digital_filter#Filter_realization)\n", "\n", "##### ¿Y entonces que tipo de filtro nos conviene usar? \n", "Desde el punto de vista de la velocidad de cómputo, los filtros IIR tienen una ventaja considerable, generalmente requieren menos coeficientes para ejecutar operaciones de filtrado similares, funcionan más rápido y requieren menos espacio de memoria. Pero en términos de fase, los filtros FIR ofrecen una respuesta más lineal que los filtros IIR, y este factor a mi parecer es más importante que la velocidad de cómputo, ya que esto implicaría que todas las frecuencias reciben el mismo *[retardo de grupo](https://es.wikipedia.org/wiki/Retardo_de_propagación)*, en algunos efectos que veremos más adelante la fase juega un papel esencial.\n", "\n", "

\n", "Filtro Pasa Bajo (LP) \n", "

\n", "\n", "Los *[filtro pasa bajo](https://es.wikipedia.org/wiki/Filtro_paso_bajo)* permiten el paso de frecuencias por debajo de una *[frecuencia de corte](https://es.wikipedia.org/wiki/Frecuencia_de_corte)* ($\\omega_{c}$) mientras eliminan todas aquellas frecuencias que se encuentren por encima de la $\\omega_{c}$:\n", "\n", "
\n", "\n", "Para implementarlos con Python existen muchas herramientas, pero seguiremos usando *Scipy*. Antes hay que resolver un pequeño problema con su implementación en tiempo real, cuando computemos los coeficientes que describen al filtro no debemos computar los coeficientes cada vez que un frame ingrese al sistema, porque calcular los coeficientes del filtro consume mucho tiempo de cómputo, así que se inicializaran los filtros una vez y se reutilizaran los mismos coeficientes almacenados en un buffer." ] }, { "cell_type": "code", "execution_count": 32, "id": "40b3a469", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 670 }, "id": "40b3a469", "outputId": "383351a0-65ec-4b9b-93a9-03b20c4b5c99" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del filtro: 0.17453241348266602 segundos\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'Atenuacion (dB)')" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inicio = time.time()\n", "fc = 1000\n", "#################Filtro FIR LP 73 Taps###################\n", "coef = 101\n", "att = 30\n", "nyq = fs/2\n", "frec = np.array([0.0, fc, fc, nyq])\n", "gain = np.array([g, g, -att, -200])\n", "gain = 10**(gain/20)\n", "buffer = sg.firls(numtaps=coef, bands=frec, desired=gain, fs=fs)\n", "data_LP = sg.filtfilt(buffer, 1, data, axis=0)\n", "################################################\n", "fin = time.time() \n", "print(f\"Tiempo de computo del filtro: {fin-inicio} segundos\")\n", "\n", "freq, response = sg.freqz(buffer, fs=fs)\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.semilogx(freq, 20*np.log10(np.abs(response)))\n", "plt.vlines(fc, -100, 10, lw=1, color=\"red\")\n", "plt.ylim(-90, 3)\n", "plt.grid()\n", "plt.title(f\"Respuesta en frecuencia del filtro LP FIR - {coef} Taps\")\n", "plt.xlabel(\"Frecuencia (Hz)\")\n", "plt.ylabel(\"Atenuacion (dB)\")" ] }, { "cell_type": "code", "execution_count": 33, "id": "57e13833", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 652 }, "id": "57e13833", "outputId": "5fb3cbe1-0c46-4b79-bb43-43384e7d83a7" }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Fase (rad)')" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.semilogx(freq, np.angle(response))\n", "plt.grid()\n", "plt.title(f\"Respuesta en frecuencia del filtro LP FIR - {coef} Taps\")\n", "plt.xlabel(\"Frecuencia (Hz)\")\n", "plt.ylabel(\"Fase (rad)\")" ] }, { "cell_type": "code", "execution_count": 34, "id": "e2c383ca", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 652 }, "id": "e2c383ca", "outputId": "bc2d1e5c-4978-411c-9402-c07b9944c050" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.007123792865282998 muestras\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gd = -np.diff(np.angle(response))/np.diff(freq)\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.semilogx(freq[0:-1], gd)\n", "plt.hlines(np.max(gd[(freq[0:-1]<= fc)]), 0, fs/2, color=\"red\")\n", "plt.title(f\"Retardo de grupo del filtro LP FIR - {coef} Taps\")\n", "plt.xlabel(\"Frecuencia (Hz)\")\n", "plt.ylabel(\"Retardo de grupo (muestras)\")\n", "print(f\"{np.max(gd[(freq[0:-1]<= fc)])} muestras\")" ] }, { "cell_type": "markdown", "id": "a81bee7e", "metadata": { "id": "a81bee7e" }, "source": [ "Vemos que la respuesta de fase es lineal, ya que el retardo se mantiene cuasi constante para todas las frecuencias; sin embargo, si incrementamos el número de *taps* o *coeficientes*, el tiempo de cómputo se verá incrementado enormemente:" ] }, { "cell_type": "code", "execution_count": 35, "id": "22e930f7", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 670 }, "id": "22e930f7", "outputId": "39cd776f-0ec2-4678-f841-1fdb360bdf4c" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del filtro: 1.0791144371032715 segundos\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'Atenuacion (dB)')" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inicio = time.time()\n", "fc=1000\n", "#################Filtro FIR LP 2001 Taps###################\n", "coef = 2001\n", "att = 30\n", "nyq = fs/2\n", "frec = np.array([0.0, fc, fc, nyq])\n", "gain = np.array([g, g, -att, -200])\n", "gain = 10**(gain/20)\n", "buffer = sg.firls(numtaps=coef, bands=frec, desired=gain, fs=fs)\n", "data_LP_FIR = sg.filtfilt(buffer, 1, data, axis=0)\n", "fin = time.time() \n", "################################################\n", "print(f\"Tiempo de computo del filtro: {fin-inicio} segundos\")\n", "freq, response = sg.freqz(buffer, fs=fs)\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.semilogx(freq, 20*np.log10(np.abs(response)))\n", "plt.vlines(fc, -100, 10, lw=1, color=\"red\")\n", "plt.ylim(-90, 3)\n", "plt.grid()\n", "plt.title(f\"Respuesta en frecuencia del filtro LP FIR - {coef} Taps\")\n", "plt.xlabel(\"Frecuencia (Hz)\")\n", "plt.ylabel(\"Atenuacion (dB)\")" ] }, { "cell_type": "code", "execution_count": 36, "id": "5a446b55", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 652 }, "id": "5a446b55", "outputId": "b4dd9011-b68c-4bf9-840d-57855dbaab11" }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Fase (rad)')" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.semilogx(freq, np.angle(response))\n", "plt.grid()\n", "plt.title(f\"Respuesta en frecuencia del filtro LP FIR - {coef} Taps\")\n", "plt.xlabel(\"Frecuencia (Hz)\")\n", "plt.ylabel(\"Fase (rad)\")" ] }, { "cell_type": "code", "execution_count": 37, "id": "f5279520", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 652 }, "id": "f5279520", "outputId": "c994bbb2-f0bf-46cf-832c-d700b72b1fe1" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-0.003419420575338438 muestras\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gd = -np.diff(np.angle(response))/np.diff(freq)\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.semilogx(freq[0:-1], gd)\n", "plt.hlines(np.min(gd[(freq[0:-1]<= fc)]), 0, fs/2, color=\"red\")\n", "plt.title(f\"Retardo de grupo del filtro LP FIR - {coef} Taps\")\n", "plt.xlabel(\"Frecuencia (Hz)\")\n", "plt.ylabel(\"Retardo de grupo (muestras)\")\n", "print(f\"{np.min(gd[(freq[0:-1]<= fc)])} muestras\")" ] }, { "cell_type": "markdown", "id": "531e29d1", "metadata": { "id": "531e29d1" }, "source": [ "Apliquemos el filtro LP:" ] }, { "cell_type": "code", "execution_count": 38, "id": "f69fb8ec", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "f69fb8ec", "outputId": "98a3ad30-f6e8-4d63-fb2a-c12cf89ddc28" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_LP_FIR, rate=fs))" ] }, { "cell_type": "markdown", "id": "be98560b", "metadata": { "id": "be98560b" }, "source": [ "Como podemos ver, la fase se mantiene lineal, pero el tiempo de cómputo crece un 600%/700%. Ahora veamos que pasa con los filtros IIR:" ] }, { "cell_type": "code", "execution_count": 39, "id": "0cd14992", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 670 }, "id": "0cd14992", "outputId": "2a523a31-f502-47ed-ce92-78af10a1c840" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del filtro: 0.023966073989868164 segundos\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'Atenuacion (dB)')" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inicio = time.time()\n", "#################Filtro IIR LP Orden 10###################\n", "fc = 1000\n", "frec = np.array([0.0, fc, fc, nyq])\n", "gain = np.array([g, g, -att, -200])\n", "gain = 10**(gain/20)\n", "b, a = sg.iirfilter(13, Wn=fc, fs=fs, btype=\"lowpass\")\n", "data_LP_IIR = sg.filtfilt(b, a, data, axis=0)\n", "fin = time.time()\n", "#########################################################\n", "print(f\"Tiempo de computo del filtro: {fin-inicio} segundos\")\n", "freq, response = sg.freqz(b, a, fs=fs)\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.semilogx(freq, 20*np.log10(np.abs(response)))\n", "plt.vlines(fc, -100, 10, lw=1, color=\"red\")\n", "plt.ylim(-90, 3)\n", "plt.grid()\n", "plt.title(\"Respuesta en frecuencia del filtro LP IIR - Orden 13\")\n", "plt.xlabel(\"Frecuencia (Hz)\")\n", "plt.ylabel(\"Atenuacion (dB)\")" ] }, { "cell_type": "code", "execution_count": 40, "id": "c25ced9d", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 652 }, "id": "c25ced9d", "outputId": "e9994f8c-fafb-497e-f02d-25c834fb2dc8" }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Fase (rad)')" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.semilogx(freq, np.angle(response))\n", "plt.grid()\n", "plt.title(\"Respuesta en frecuencia del filtro LP IIR - Orden 13\")\n", "plt.xlabel(\"Frecuencia (Hz)\")\n", "plt.ylabel(\"Fase (rad)\")" ] }, { "cell_type": "code", "execution_count": 41, "id": "857936cb", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 652 }, "id": "857936cb", "outputId": "43b1d272-f0dd-4ebf-bdc3-b869ae254783" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.016294009366333396 muestras\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gd = -np.diff(np.angle(response))/np.diff(freq)\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.semilogx(freq[0:-1], gd)\n", "plt.hlines(np.max(gd[(freq[0:-1]<= fc)]), 0, fs/2, color=\"red\")\n", "plt.title(\"Retardo de grupo del filtro LP IIR - Orden 13\")\n", "plt.xlabel(\"Frecuencia (Hz)\")\n", "plt.ylabel(\"Retardo de grupo (muestras)\")\n", "print(f\"{np.max(gd[(freq[0:-1]<= fc)])} muestras\")" ] }, { "cell_type": "code", "execution_count": 42, "id": "23020a24", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "23020a24", "outputId": "f99215cf-4e31-4b1f-af4a-b4c48dffff27" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_LP_IIR, rate=fs))" ] }, { "cell_type": "markdown", "id": "b07484c4", "metadata": { "id": "b07484c4" }, "source": [ "Como podemos ver, el tiempo de cómputo es bajo, pero la fase no es lineal, habrá un rango de frecuencias para los cuales el retardo no es constante, esto introduciría un desfase entre cada frecuencia, provocando muchas veces que el sonido presente una especie de sonido de 'burbujeo', además, cuando se utilizan este tipo de filtros suelen concatenarse varios, lo que acentuaría aún más el retardo de grupo. Por esto usaremos filtros FIR." ] }, { "cell_type": "markdown", "id": "597a4de3", "metadata": { "id": "597a4de3" }, "source": [ "

\n", "Filtro Pasa Alto (HP) \n", "

\n", "\n", "Los *[filtros pasa alto](https://es.wikipedia.org/wiki/Filtro_paso_alto)* permiten el paso de frecuencias por encima de una *frecuencia de corte* ($\\omega_{c}$) mientras eliminan todas aquellas frecuencias que se encuentren por debajo de la $\\omega_{c}$:\n", "\n", "
\n", "\n", "Veamos como implementarlos con filtros FIR:" ] }, { "cell_type": "code", "execution_count": 43, "id": "f54b028d", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 670 }, "id": "f54b028d", "outputId": "6090df05-e9e3-437d-b1f0-c73e5e6b8264" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del filtro: 0.059836387634277344 segundos\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'Atenuacion (dB)')" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inicio = time.time()\n", "fc = 1000\n", "#################Filtro FIR HP 101 Taps###################\n", "coef = 101\n", "att = 30\n", "nyq = fs/2\n", "frec = np.array([0.0, fc, fc, nyq])\n", "gain = np.array([-att, -200, g, g])\n", "gain = 10**(gain/20)\n", "buffer = sg.firls(numtaps=coef, bands=frec, desired=gain, fs=fs)\n", "data_HP = sg.filtfilt(buffer, 1, data, axis=0)\n", "fin = time.time() \n", "################################################\n", "print(f\"Tiempo de computo del filtro: {fin-inicio} segundos\")\n", "freq, response = sg.freqz(buffer, fs=fs)\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.semilogx(freq, 20*np.log10(np.abs(response)))\n", "plt.vlines(fc, -100, 10, lw=1, color=\"red\")\n", "plt.ylim(-90, 3)\n", "plt.grid()\n", "plt.title(f\"Respuesta en frecuencia del filtro HP FIR - {coef} Taps\")\n", "plt.xlabel(\"Frecuencia (Hz)\")\n", "plt.ylabel(\"Atenuacion (dB)\")" ] }, { "cell_type": "code", "execution_count": 44, "id": "b8c0a28a", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 652 }, "id": "b8c0a28a", "outputId": "c557c94a-f650-42da-f9a2-fc48fe1bcd39" }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Fase (rad)')" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.semilogx(freq, np.angle(response))\n", "plt.grid()\n", "plt.title(f\"Respuesta en frecuencia del filtro HP FIR - {coef} Taps\")\n", "plt.xlabel(\"Frecuencia (Hz)\")\n", "plt.ylabel(\"Fase (rad)\")" ] }, { "cell_type": "code", "execution_count": 45, "id": "a44f3c96", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 652 }, "id": "a44f3c96", "outputId": "640305d8-8b01-456e-908f-1633baa01bbe" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.00712379286528342 muestras\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gd = -np.diff(np.angle(response))/np.diff(freq)\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.semilogx(freq[0:-1], gd)\n", "plt.hlines(np.max(gd[(freq[0:-1]<= fc)]), 0, fs/2, color=\"red\")\n", "plt.title(f\"Respuesta de grupo del filtro HP FIR - {coef} Taps\")\n", "plt.xlabel(\"Frecuencia (Hz)\")\n", "plt.ylabel(\"Retardo de grupo (muestras)\")\n", "print(f\"{np.max(gd[(freq[0:-1]<= fc)])} muestras\")" ] }, { "cell_type": "code", "execution_count": 46, "id": "21e9f6ff", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "21e9f6ff", "outputId": "24cd84bb-387e-435b-b9f5-5ee35ead7bde" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_HP, rate=fs))" ] }, { "cell_type": "markdown", "id": "3d87c4f3", "metadata": { "id": "3d87c4f3" }, "source": [ "

\n", "Filtro Pasa Banda (BP) \n", "

\n", "\n", "Los *[filtros pasa banda](https://es.wikipedia.org/wiki/Filtro_paso_banda)* permiten el paso de un rango de frecuencias, rango que queda definido por una *frecuencia central* $\\omega_{c}$ (calculada como la *[media geométrica](https://es.wikipedia.org/wiki/Media_geométrica)* de las frecuencias de corte superior e inferior) y el *[ancho de banda](https://es.wikipedia.org/wiki/Ancho_de_banda)* $B$, que especifican la locación y ancho de la banda de paso. Todas las frecuencias por encima y por debajo de la banda de paso son bloqueadas.\n", "\n", "
\n", "\n", "Podemos implementar filtros pasa banda basándonos en filtros pasa bajo y filtros pasa alto, veamos como hacerlo con filtros FIR:" ] }, { "cell_type": "code", "execution_count": 47, "id": "300d49f8", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 670 }, "id": "300d49f8", "outputId": "69970632-3adf-4673-cd98-216d2388f2ed" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del filtro: 0.13164734840393066 segundos\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'Atenuacion (dB)')" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inicio = time.time()\n", "fcs = 3500\n", "fci = 1000\n", "coef = 101\n", "att = 30\n", "nyq = fs/2\n", "#################Filtro FIR LP 101 Taps###################\n", "frec = np.array([0.0, fcs, fcs, nyq])\n", "gain = np.array([g, g, -att, -200])\n", "gain = 10**(gain/20)\n", "buffer_LP = sg.firls(numtaps=coef, bands=frec, desired=gain, fs=fs)\n", "#################Filtro FIR HP 101 Taps###################\n", "frec = np.array([0.0, fci, fci, nyq])\n", "gain = np.array([-att, -200, g, g])\n", "gain = 10**(gain/20)\n", "buffer_HP = sg.firls(numtaps=coef, bands=frec, desired=gain, fs=fs)\n", "#################Filtro FIR BP 201 Taps###################\n", "buffer = np.polymul(buffer_LP, buffer_HP)\n", "data_BP = sg.filtfilt(buffer, 1, data, axis=0)\n", "################################################\n", "fin = time.time() \n", "print(f\"Tiempo de computo del filtro: {fin-inicio} segundos\")\n", "freq, response = sg.freqz(buffer, fs=fs)\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.semilogx(freq, 20*np.log10(np.abs(response)))\n", "plt.vlines([fci, fcs], -100, 10, lw=1, color=\"red\")\n", "plt.ylim(-90, 3)\n", "plt.grid()\n", "plt.title(f\"Respuesta en frecuencia del filtro BP FIR - {len(buffer)} Taps\")\n", "plt.xlabel(\"Frecuencia (Hz)\")\n", "plt.ylabel(\"Atenuacion (dB)\")" ] }, { "cell_type": "code", "execution_count": 48, "id": "15547a6b", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "15547a6b", "outputId": "d506f8ab-9b51-4ed1-ebaa-edfd970ff7bf" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_BP, rate=fs))" ] }, { "cell_type": "code", "execution_count": 49, "id": "a1374611", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 652 }, "id": "a1374611", "outputId": "4fe8f328-6ceb-4baa-b728-a0b2067666c6" }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Fase (rad)')" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.semilogx(freq, np.angle(response))\n", "plt.grid()\n", "plt.title(f\"Respuesta en frecuencia del filtro BP FIR - {len(buffer)} Taps\")\n", "plt.xlabel(\"Frecuencia (Hz)\")\n", "plt.ylabel(\"Fase (rad)\")" ] }, { "cell_type": "code", "execution_count": 50, "id": "b0a8a2a2", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 652 }, "id": "b0a8a2a2", "outputId": "389c6c81-233c-4c3b-c224-91f8181354f4" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.08719522467106326 muestras\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxUAAAJoCAYAAAAQ1syhAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdeXwTdfoH8E+SJr0ohVIugZbL3youClovxANcQF0PENf1WAFdD1wPREVXkWPBaxVBdBdXEBFdLxQQWVBArSsKyLFcIpcccpde0ELTJmm/vz+Smcwkk2QmmTRp+bz3lbWdzvFNejBPnuf5fi0ABIiIiIiIiKJkTfQAiIiIiIioYWNQQUREREREMWFQQUREREREMWFQQUREREREMWFQQUREREREMWFQQUREREREMWFQQUREREREMWFQQUREREREMWFQQUREREREMWFQQdRADB06FEII+eF2u3Ho0CF8+OGH6Nq1a6KHl1C33norRowYUW/XmzVrFvbs2VNv12tsCgsLUVhYGNWxe/bswaxZsyLu17x5c3z44YcoKiqCEALz588HAAghMG7cOHm/yy+/HEIIXH755fK2q6++WrVPfZg1a5bq99vj8WD//v34+OOPcdZZZ6n2lcas3PfIkSOYM2cOzjjjjIjX2rNnj+p45SMzMxOA/+/NeeedJx83btw41b4ulwu//vorpk+fjtatW5v7ggA499xz8Y9//AObNm1CRUUFjhw5gmXLlqFPnz6a+3fq1Alz585FeXk5KisrsXTpUvTs2TNovzvuuAMffvghtm3bhtraWt2/y4WFhSFfN+Wjvn92iJJFSqIHQETGDBs2DNu2bUNaWhouueQSjB49Gn369MEZZ5yBY8eOJXp4CXHbbbfht7/9LaZOnZrooVCSGDNmDAYNGoS77roLu3btQllZGQDgoosuwoEDB8Iee8011+DBBx/E3/72t/oYqqyqqgp9+/YFAKSkpKBr16545plnsGLFCpx55pk4dOiQav+nnnoKhYWFcDgcKCgowNixY3HllVeie/fuQfsG+v777/H4449rjiGSAQMG4Pjx42jSpAn69++Pxx57DL169UKPHj3g8XgMPOPwbr31VlxwwQV4++23sXHjRmRmZmL48OH45ptvMGTIELz33nvyvrm5uVi+fDnKy8tx1113obq6Gk899RS+/fZbnH/++dixY4e87x133IE2bdpg9erVsFqtsNvtusbzl7/8BU2bNpU///3vf48xY8bIf5MlkX6+iBozwQcffCT/Y+jQoUIIIc477zzV9jFjxgghhBg2bFjCx5iox8KFC8WePXvq7XqzZs2q1+uFe1itVuFwOBI+DiOPwsJCUVhYGNWxe/bsEbNmzYq439KlS8WWLVsi7nf55ZcLIYS4/PLL5W2vv/66EELoHlNaWlrMr8msWbNEZWVl0PY+ffoIIYS45557gsY8ePBg1b533nmnEEKIp59+OuJruHDhwrD7aP29GTdunBBCiBYtWqj2nTlzphBCiCuuuMLUn5OWLVsGbbNarWLDhg1i586dqu1///vfRU1NjcjLy5O3ZWVliaNHj4qPPvpIta/FYpE/juVvR6i/yXzwcao+WP5E1MCtXbsWADTLD26++WasWLECJ06cQGVlJb788kv06NFDtU+nTp3w4Ycf4uDBg6iursaRI0fw1Vdf4ZxzzpH32bNnDxYuXIiBAwdi48aNcDqd2LVrFx566CHVuaSSifz8fNV2rRITALjyyivx1Vdf4fjx4zh58iS+//57+Z1aSW5uLt58803s27cP1dXVOHr0KL7//ntceeWVALwlCddeey06duyoKkGQjB07FqtWrUJpaSmOHz+OdevW4a677tL78mLo0KHYtm0bqqur8fPPP+OOO+7Q3M9ut2P06NHYunWrPM63334bubm5uq5z9913Y/v27aiursaWLVtw6623BpVZ5efnQwiBUaNGYfTo0di9ezdqamrQp08fQ699YWEhNm/ejN69e2PlypWoqqrCgQMHMGHCBFit6n8Wmjdvjn/+8584cOAAampqsGvXLjz77LNwOBy6nteoUaOwd+9eOJ1OrFu3DldddZXmfllZWXj55Zfl53TgwAFMmTIFGRkZuq4T+Br169cP3bp1k38epOcfqTxl1qxZePDBB+V9pYf0ugoh8Prrr+O+++7Dzz//jJqaGgwdOhRA7K+VluPHjwMA3G53xH1XrVolvwb1KdzfoFgUFxcHbaurq8O6devQoUMH1fZBgwbhm2++wb59++RtlZWVmDdvHq677jrYbDZ5u/LvQzyNGDECy5cvx9GjR1FZWYkNGzZg5MiRqrEAwMqVK7FmzRr06dMHq1evhtPpxP79+zFmzBhYLBbVvg899BA2bdqEEydO4Pjx4/j5559ZbkVJg+VPRA1cp06dAECV3ge8pRHPPvssZs2aJd/YjBo1CsuXL8cFF1yArVu3AgAWL14Mm82GJ554Avv27UNubi569eqFZs2aqc7Xo0cPvPrqqxg/fjyOHDmC22+/Ha+99hocDgdeeeUVw+O+/fbb8e6772LBggUYOnQo3G437rvvPixZsgQDBgzAN998AwB47733cO6552L06NHYsWMHmjVrhnPPPRctWrQA4C1JmD59Orp06YJBgwYFXadjx45yUAJ4y19ef/11tGvXDhMnTgw7xqFDh+Kdd97BZ599hsceewzZ2dkYP348UlNTUVdXJ+9nsViwYMECXHrppXjppZewYsUK5Ofn429/+xu+/fZbFBQUoLq6OuR17rnnHkyfPh2ffvopRo4ciezsbIwbNw6pqama+z/88MPYsWMHHn/8cVRUVGDnzp1o06ZN+Bc8QJs2bfDRRx/hxRdfxNixY+VSjubNm8vBYmpqKgoLC9GlSxeMGzcOmzZtwqWXXoqnnnoKPXr0wLXXXhv2GuPGjcP48ePx1ltv4dNPP0WHDh0wY8YM2Gw2bN++Xd4vPT0d//3vf9G+fXs8//zz2LRpE8466yxMmDAB3bt3x+9+9zvdz+vw4cO46KKLMG3aNGRnZ+P2228HAPz888+6jp84cSIyMzPxhz/8ARdddJHqvJKBAwfi0ksvxYQJE3DkyBEcPXo05tdKIt1wSuVPL7/8MsrKyrBo0aKIx0q9VVo344EsFkvQzW1dXV1UN9yh/gbFg81mw6WXXootW7bI29LS0tClSxe5b0Zp06ZNyMjIQOfOnbFz5864j0+pc+fOeO+997B371643W707NkTzzzzDLp27YoHHnhAtW9eXh7ee+89PPvss9i9ezeuv/56TJgwAU2bNsWoUaMAeP8evfbaa5g8eTIWL14MADj99NNP+Z46Si4JT5fwwQcfkR9Sqv2CCy4QNptNZGZmiv79+4tDhw6Jb7/9VthsNnnf9u3bC5fLJaZOnao6R2Zmpjh06JBcDpCTkyOEEOLhhx8Oe+09e/aI2tpacfbZZ6u2L1myRBw7dkykp6erxpifn6/aL7DEJD09XZSUlIgFCxao9rNYLGL9+vVi1apV8raKigoxefLksOPTW8JgsViEzWYTzzzzjCguLo6474EDB8TatWtV2/Py8kRNTY3qen/84x+FEEIMGjRIte95550nhBBi+PDhYa9z6NAhsXLlStX2Dh06BF0nPz9fCCHEzp07RUpKiubPR6TXHvCWHwkhxHXXXafa98033xQej0d06NBBABD33nuvEEKIm266SbXfqFGjhBBC/O53vwv5vLKzs0VVVZWYO3euavvFF18shBCq8qcnn3xSeDyeoDKSG2+8UQghxFVXXaX6WdRT/lRYWCg2b94ctF0IIcaNGxf29QlX/iSEEOXl5aJZs2aq7bG8VoC3/EnLwYMHRa9evTS/p3/4wx+EzWYTaWlponfv3mLHjh3C7XaL7t27h73Wnj17NK81ceLEoJ8nrfKnVq1aCZvNJrKzs8VNN90kKisrxfvvvx/xe2LGY+LEiUIIIa6//np5W9u2bYUQQjz55JNB+99yyy1CCCEuuugizfPVV/mT9Lfn7rvvFjU1NSIjI0P+2sqVK4UQQvTr1091zOzZs4XL5RKtW7cWAMT06dPFoUOH6uV15oOPaB4sfyJqYH788Ud4PB6cOHECS5YsQXl5OW644QbU1tbK+wwYMAB2ux3vvvsubDab/KiursZ///tfXHHFFQCAsrIy/PLLLxg1ahRGjhyJHj16BKXbJVu2bMGmTZtU2z744ANkZ2fj3HPPNfQcevXqhRYtWmD27Nmq8VmtVnz55Zc4//zz5bKX1atXY9iwYRg9ejQuvPBCpKQYS7D26dMHy5Ytw7Fjx1BXVwePx4OJEyciNzcXrVq1Cnncb37zG7Rr1w4ffPCBavu+ffuwYsUK1bZrr70W5eXlWLhwoer5bNiwAYcPH5Zf71DXadu2LebMmaPavn//fvzwww+ax3z++ecxN8RWVFRg4cKFqm0ffPABbDYbLrvsMgBA3759ceLECXz66aeq/d555x0AkEvQtFx88cVIT0/H+++/r9q+cuVK7N27V7Xt2muvxU8//YQNGzaoXr8lS5agrq4u7OuXCN98803QpAixvFaSqqoqFBQUoKCgABdccAEGDRqEHTt2YPHixaqsiWTOnDnweDxwOp1Yvnw5bDYbbrrpJmzevDnitZYvXy5fS3pMmzYt4nEAUFRUBI/Hg2PHjuGTTz7BunXr5BKwSJTf38BMSSR//vOf8cwzz2DSpEn4/PPPg74uwmRZwn0tXgoKCrBw4UKUlpbKf3tmzJgBh8MRlF0oLi7GsmXLVNs++OAD2O129O7dG4D3b2Hbtm3x7rvv4tprr0Xz5s3r7bkQ6cGggqiBueOOO1BQUIA+ffrgX//6F7p164YPP/xQtY9U27x27Vp4PB7V45ZbblHV+V955ZVYsmQJnnjiCaxfvx7FxcWYOnUqmjRpojrnkSNHgsYibZNKkfSSxjd37tyg8f31r3+F1WpFTk4OAOCPf/wjZs+ejbvvvhurVq1CWVkZZs+erat++/zzz8fSpUsBeEuMevXqhYKCAjz77LMAvGU3oUjPKdzzVj6f5s2bw+12Bz2ftm3bhu2rkK5TVFQU9DWtbYC6FCdaWucO/H62aNFC8/kXFxfD7XaH/b4bff3OOeecoNfuxIkTsFqtuvtS6ovW6x/LayWR+gXWrVuHNWvW4LPPPsM111wDj8eDyZMnB+3/xBNPoKCgAD179kSHDh3QpUsXLFiwQNdzkPqLlA+9P1dXXnklCgoK0L9/f3z66ae4/PLL8frrr0c8bujQoUHfY72GDRuGN998E2+++aZcDiQpLy9HXV2d5mss/R2RZv+qL507d8Z///tftGzZEg899BAuueQSFBQUYOTIkQCC//bo+fv61ltv4d5778Xpp5+O+fPno7i4GD/88EPSBd106mJPBVEDs3XrVqxbtw4A8O2338Jms+Gee+7B4MGDMXfuXABASUkJAGDw4MH49ddfw55v3759uPvuuwF463NvvvlmjB8/Hg6HA/fff7+8n1bNvrSttLQUAOS+gcBegMCbQml8Dz74oNxcGki66S0tLcXIkSMxcuRIdOjQAddffz1efPFFtGrVCldffXXY53bLLbfA7Xbj2muvRU1Njbx94MCBYY9TPqdwz1v5fEpKSkI2IVdWVka8jlaQFKpPQutdV72vvSTc9aQxlZaW4sILLwzar2XLlrDb7fL3UUuk10+ZrSgpKYHT6QzZQB/uOomg9frH8lqFI02KoJw4QbJ79275b0F92rhxo/z9XbZsGZYsWYJ7770XM2fOlJu2tSxcuBAFBQWGrzds2DC89dZbmD17NoYPHx709erqavzyyy/o3r170Ne6d++Oqqoq7N692/B1YzF48GBkZGTghhtuUAXwWhknQN/fVwCYMWMGZsyYgczMTFxxxRWYMGECFi1ahC5dumgGJkT1iZkKogbuiSeeQFlZGSZMmCCXLi1ZsgRutxtdunQJejdSemjZuXMnnnvuOWzevDmopOmss87C2Wefrdp22223oaKiAv/73/8AQL5RDNzv+uuvV33+ww8/oLy8HN26dQs5Pq3Zbvbv349//vOfWLZsmWp8NTU1mlkH4VsYTFkalpaWFnIGJ6Xt27fj0KFDuPXWW1Xb8/Ly0KtXL9W2//znP8jNzYXNZtN8LuEaWLdv347Dhw/j5ptvVm3v0KFD0HXC0fvaS5o2bYrrrrtOte22225DbW0tvvvuOwDA119/jaysrKAgbMiQIfLXQ1m1ahWcTqfcKC25+OKL0bFjR9W2//znP+jSpQtKS0s1X79IgbHZpAA0LS1N9zGxvFbhZGZmomvXrjh69GhUx9eHBx54ALW1tXIGMJSysjJdf4eUhg4dirfeegv//ve/5Tc/tMyfPx99+/ZF+/bt5W1NmjTBjTfeiM8//1z1N6A+CCFQV1enejPDarWGfA4tW7ZEv379VNtuu+02uN1ufP/990H7nzx5EosWLcLf//53ZGRk4MwzzzT3CRBFgZkKogbu2LFjeOGFF/Dyyy/jtttuw/vvv49ff/0VY8eOxXPPPYfOnTvjyy+/RHl5OVq3bo0LLrgAJ0+exPjx49G9e3f84x//wCeffIKdO3fC5XKhb9++OPvss/Hiiy+qrnPo0CF8/vnnGD9+PA4fPow//elP6N+/P5544gk4nU4AwJo1a7Bt2zZMmjQJKSkpKC8vx6BBg+SaYMnJkyfx0EMPYfbs2cjJycGnn36Ko0ePomXLljjnnHPQsmVLeaGpwsJCfPDBB9i2bRsqKytx/vnn46qrrsK8efPk823evBmDBw/G8OHDsW7dOrmMZNGiRXjsscfwwQcfYPr06WjRogUef/xx1T/0oQghMGbMGMycORPz58/HjBkz0KxZM3n2K6WPPvoIt99+OxYvXoypU6di9erVcLvdaN++Pfr06YMFCxbgs88+C3mdcePGYfr06fjkk0/w9ttvo1mzZhg3bhwOHz6smmUqHL2vvaSkpARvvPEG8vLysGPHDlxzzTW49957MW3aNOzfvx8A8O677+KBBx7A7NmzMW7cOHka2qeffhqLFi0Ke6N87NgxTJo0CWPGjMGMGTPwySefoEOHDvLPj9Krr76KwYMH47vvvsOUKVOwadMmWK1W5OXloX///njllVewevVqXa+DGaSehCeffBJffPEFamtrsWnTprDTusbyWkmsVquc7bBarWjXrh0efvhh5OTkYPz48aY8t3j45ZdfMH36dDzwwAO45JJLQvYCGXXTTTdh5syZ2LBhA958801ccMEFqq+vX78eLpcLADBp0iTccccdWLRoEcaOHYuamhr89a9/RVpaWtBrd+aZZ6Jbt24AvNmAjIwMDB48GIB3ljBpZrxYLFmyBM8//zw+/vhjTJ48GZmZmXjwwQdDTpF89OhReaa+Xbt24YYbbsCQIUMwefJkOdPxzjvvoKysDCtXrsSRI0dw2mmnYfTo0SgtLZXf2CFKtIR3i/PBBx+RH+FmGklNTRV79+4V27dvF1arVd5+/fXXi6+//locO3ZMOJ1OsWfPHjFnzhzRt29fAXgXl3r77bfFzz//LCorK0VFRYXYsGGDGDFihOo80mJZN954o9i8ebOorq4Wu3fvFo888kjQWLp27Sq+/PJLcezYMVFUVCSmTp0qrr766qAZdgCISy+9VCxcuFCUlJSImpoasX//frFw4UJ5US+HwyGmTZsmNmzYII4dOyZOnjwptm7dKsaNGyfPOAVANGvWTMyZM0eUlZWJ2tpa1cw9w4YNE1u3bhVOp1P88ssv4sknn5QXCQucKUnrcdddd4nt27eL6upqsW3bNjFs2DDNxe9sNpt49NFHxfr160VVVZWoqKgQP//8s3jjjTdEly5dIl7n7rvvFjt27FBdZ/78+WLdunXyPtLsT4899pjmOfS+9tLMSJdddplYvXq1cDqd4uDBg+LZZ59VzSIGQDRv3lxMmzZNHDx4ULhcLrFnzx7x3HPP6V5w78knnxS//vqrqK6uFhs2bBC///3vNRe/y8jIEBMmTBBbt24V1dXVory8XGzcuFG88sorolWrVqqfxXjP/mS328X06dNFUVGR/PMk/awIIcTrr7+uec1YXiut2Z+OHDkiCgsLxQ033KDaN9Tid3ofZi9+J/0tqaioEF9//XVUY9L7migF/v527txZzJs3Txw7dkycOHFCLFu2TPTs2TPovNLz0KL82Yj0iDT708CBA8XGjRtFVVWV2Ldvn3juuefEddddJ4QQ4sILL5T3W7lypVizZo248sorxdq1a4XT6RQHDhwQ48aNUy3Ud9ddd4lvvvlGHDlyRNTU1IgDBw6I999/X5xxxhmmveZ88BHLw+L7gIgopD179uCnn34KKpeh+MnOzsaOHTvw2Wef4b777jP13IWFhcjNzdWsQSei+rVy5UqkpKTg/PPPT/RQiGLC8iciogRr3bo1Ro8ejcLCQpSWliI/Px8jR45EVlYWpk6dmujhERERRcSggogowWpqatCxY0dMmzYNOTk5qKqqwqpVqzB8+HDdK0ETERElEsufiIiIiIgoJpxSloiIiIiIYsKggoiIiIiIYsKggoiIiIiIYsJGbZOcdtppqKysTPQwiIiIiIhMk5WVhUOHDkXcj0GFCU477TQcPHgw0cMgIiIiIjJdu3btIgYWDCpMIGUo2rVrx2wFERERETUKWVlZOHjwoK77WwYVJqqsrGRQQURERESnHDZqExERERFRTBhUEBERERFRTBhUEBERERFRTBhUEBERERFRTBhUEBERERFRTBhUEBERERFRTBhUEBERERFRTBhUEBERERFRTBhUEBERERFRTBhUEBERERFRTBhUEBERERFRTBhUEBERERFRTBhUEBERERFRTBhUEBERERFRTBhUEBERERFRTBhUEBERERFRTBhUEBERERFRTBhUEBERERFRTBhUEBERERFRTFISPYDGJANAbaIHQdRIdO11IY5s34kTpWWJHgoRNTAWiwVdel2Iw1u342RZedDX7Wmp6HRBAXb/uBaemhrD589o3gyndTsDu1b8CCGEGUMmCqsq0QPQgUGFiY4kegBEjcSBc8/BnDdfRedvv8fAh0YlejhE1MBsuf5qLHl2DNKOHcdfLr0q6Os//ukW/DBiOC5/aSrOe+8jw+d/Y/77cLbIQf8xz+G3n/3HjCEThWVJ9AB0YPkTESWdE61bAQBKO3dM7ECIqEHadcWlAIDqZtmaX69q0dz735zmUZ3f2SLHe52+l0Z1PFFjxEyFidoAqEz0IIgagXPT0jAIQHFuC2QmejBE1ODcIgTO8n2s9Tfk91YrLgIw2WpBcB4jsom+//5HCNwW1QiJGh8GFSaqQsOoeSNKeumpAABHRjpqMzNQc5K/WUSkn0fR56D116PW6i3U8FisMf277RH8d59IwvInIko69rQ0+eOmLXMTOBIiaswsloZQqU7UMDCoIKKk41AGFbktEjgSImqIIs3IZPFlKizW2IIKzvxE5MeggoiSDjMVRBQLUVcX9utSMGGxxHgbxKCCSMaggoiSjiPdH1RktWSmgogMipSpkCbojLH6iZkKIj8GFUSUdOxpqfLHTXOZqSAiYyLd6kvlT1Yrb4OIzMLfJiJKOvZURVDBTAURGaS7/IlBBZFp+NtERElH3ajNTAURGROxUTvWXgqd1yE6lTCoIKKkY2dPBRHFkTSVbMyZCgYVRDIGFUSUdFSZCgYVRGSQqIs0paxF9d+or8OggkjGoIKIko6yUTujaVOkKHosiIgi07dOhZVTyhKZhkEFESUdZaYCYLaCiIyJmKmQP+CK2kRmYVBBRElH2VMBsFmbiIyptxW1YzqaqHFhUEFESUfKVJw8dhwAMxVEZJDeoILlT0SmYVBBRElHWqeidP9BAAwqiMiYyFPKWlT/jdd1iE4lDCqIKKlYLBa5Ubt0/wEAQBbLn4jIABGpMMlizuxPROTHoIKIkopy5qeSA8xUEJFxkRq1rSatqM1MBZEfgwoiSip2xcxPZQcOA2CjNhEZpHNF7VjLn4jIj0EFESUVqUnbXV2D40eLATBTQUTGRMwgmNRTwemfiPwYVBBRUpHKn1zV1agoLgEAZOUyqCAi/SJPKcvyJyKzMaggoqTiSJcyFdWoLCkFAGS1yIE1xZbIYRFRQ6J7StlYy58YVBBJGFQQUVKRppN1OatxsvwYat0eAN7AgojIDFYpmOCUskSmYVBBREnFruipEEKgsqwMAJu1iUi/urq68Dv4ggkrp5QlMg2DCiJKKnL5U00NAMh9FWzWJiLdIvVpm7aidmyHEzUmDCqIKKlImQpXdTUAoLLY11fRkpkKItJHiPCZCgvLn4hMx6CCiJKKwzf7k9vpDSoqfM3aTTkDFBHpFHH2J7NW1GZQQSRjUEFESSUwU+Evf2Kmgoh00lv+FOOUskTkx98mIkoq/illfT0VzFQQkUF6MxVWlj8RmYZBBRElleCeCt8CeGzUJiK9dK5TEXNPBTu1iWQMKogoqUjrVMg9Fb5GbZY/EZFekW72/T0VnP2JyCwMKogoqUjlT3JPRYkvU9Eih/XPRKSLqNMZVMS8ojYRSfgvNBElFbs0+5NvnYrK0jLU1dXBlpKCzObZiRwaETUQEXsq5HUq2FNBZBYGFUSUVBzyitreTEWdpxYny48B4KraRKRTxKDCrPInBhVEEgYVRJRU5EZtZ428jatqE5ERERuoTSp/YqaCyI9BBREllcBMBaCcVpaZCiLSQXGvrxU4WC3mlD8RkR+DCiJKKvZ0b0+FSxFUVPpmgOK0skSkh6irkz/WKnEyrfyJiGT8bSKipKKZqeCq2kRkgLIsSTMbwfInItMxqCCipCKtU6HqqeCq2kRkgCqo0MpUmLVOBRHJ+NtEREnFns5MBRHFRh1UBGcj/Ctqx3yhGE9A1HgwqCCipCKXP9X4MxVyTwUzFURkkGajtrRORYyZCpY/EfkxqCCipCItfudyKmd/4pSyRKSfqlHbEvpWxxrma7quw6CCSMaggoiShsVqlXsq1OVP3kyFPTUV6U2zEjI2ImpAlFPKxrP8iYhkDCqIKGlIAQWgnlLW43KhqqICAJu1iSiyiI3apq2oHdvhRDvVJm4AACAASURBVI0JgwoiShoOX5M2AHhqXKqvSdkKNmsTUSRCKMufNDIVZk0py6iCSMaggoiShrKfIrBWmQvgEZFuEaeUjb5RW3UMeyqIZAwqiChpaPVTSORm7VxmKohIP81MhTX6TEWs2Q2ixopBBRElDan8yaUVVMjlT8xUEJF+2kGFNeTXjJyPsz8R+TGoIKKkYZfWqKiuCfqaP1PBoIKIIlDc+GuWPyGGRm1lIMKYgkjGoIKIkoYjTFDh76lg+RMR6ac9pWwM5U+KQISZCiI/BhVElDSkTIV2+RMzFUSkjzJY0Fr8Ti5/0gg4Ip87+nERNWYMKogoaTjSwzVqc0pZIjIuXOAQbrVtXccwU0EkY1BBREkjbKbiqDdTkdYkE4709HodFxE1NMpMRXBQYY1hRW1VozabKohkDCqIKGnIPRXO4KCipqoKNVVVADgDFBGFp7f8yRpVo7biY2YqiGQMKogoaciL32k0agNcVZuIjNNs1JZX1I5t8TvGFER+DCqIKGn4p5QNzlQAnFaWiHRSxBGa08ZKQUVUjdpcp4JIC4MKIkoa4aaUBTitLBHpoy5/Cj2lbDRTOXFFbSJtDCqIKGn4y59CZCq4qjYRGaS5+J3FnBW1iciPQQURJQ1Hut7yJ2YqiCiMSJkK37ZoGrVVQQrLn4hkDCqIKGn4p5SN1KjNTAUR6RNuRe2oVrJjooJIE4MKIkoa4aaUBYBKX6Yii43aRBRGfFfUtio/MT44okaKQQURJQ39PRUsfyKi0JS3+qZPKRuhtIroVMWggoiShhRUhOypKPZmKjKbZcNmt9fbuIio4dLMVMQypWwUxxCdChhUEFHScEToqag6XgGPywWAa1UQURjKbIJGM7bVZvPtFkVQAWWmIoqxETVSDCqIKGnYI6xTAQAVJdJaFQwqiEibukQp3H4xzv7EqIJIxqCCiJKGI8KK2oB/ATxOK0tEegRmKlQBRzSlTIwjiDQxqCCipGFPD9+oDfgzFZxWlohCCjP7kzLIiKr8SXk8IwwiGYMKIkoakaaUBfzN2pwBioj0CMxGRJpuNuL5lIEEy5+IZAwqiCgpWG02pDgcAHRmKtioTUQhWMI0aqsyDTHO/sQpZYn8GFQQUVKwp6bKH4ea/QkAKn2ZCjZqE1FIqmRCwI2/JcZMAwMJIk0MKogoKUhrVACApybM7E9s1CYiAwKDCqsi02DVmG7W0PkYXxDJGFQQUVKQgoqaKmfY/fw9FcxUEJE21VoSQbM/hZ4NSte5uaI2kSYGFUSUFKQm7XBZCsAfVDTJaS4vYEVEFEpw+VPApwazFZZYy6eIGikGFUSUFOzyatqhm7QB4ET5MdTV1sJqs6FJTvP6GBoRNTQ6G7W9GwyeOoqSKaJTAX8ziCgpONIjr6YNAKKuDpWlZQBYAkVE2sItcBdc/mTwVkh5bjZVEMkYVBBRUpAzFWHWqJBI08pmsVmbiCIIDBqsgUFGTOVPUQ+LqNFhUEFEScHha9R2Ryh/AoDKYq6qTUShWfROKRv8qY5zs1GbSEuDCyruv/9+7N69G06nE2vXrkXv3r3D7n/ZZZdh7dq1cDqd2LVrF+677z7V14cOHQohRNAjVTFnPhHFnz1dX08FwFW1iSiCcOVPEcqhIp46igXziE4FDSqouPnmm/Hqq6/iueeeQ8+ePbF8+XJ88cUX6NChg+b+HTt2xOLFi7F8+XL07NkTzz//PF577TXceOONqv2OHz+ONm3aqB41EWagISJzSYvf6clUcFVtItIrUg+F0SCBmQoibSmJHoARjz76KGbOnImZM2cCAEaOHIkBAwbg/vvvx9NPPx20//Dhw7Fv3z6MHDkSALBt2zYUFBTg8ccfx7x58+T9hBAoKirSPQ6Hw6HKZGRlZUX7lIjIxyHP/hQ5oOdaFUQUjnqdisDMRPjPI55bGZQwqCCSNZhMhd1ux3nnnYelS5eqti9duhS9evXSPObiiy8O2n/JkiUoKChASoo/nmrSpAn27t2L/fv3Y+HChejRo0fYsTz11FOoqKiQHwcPHozyWRGRRGrUjjT7EwBUslGbiHQKnlI2tkZtBhJE2hpMUJGbm4uUlJSgjEJRURHatGmjeUybNm0097fb7cj13Yxs27YNw4YNw/XXX49bb70V1dXV+OGHH9C1a9eQY3nhhRfQtGlT+dGuXbsYnx0R+aeUNdJTwUwFEWlQ3PhbgzITMa6obWX5E5GWBlX+BHhLlZQsFkvQtkj7K7f/+OOP+PHHH+Wv//DDD/jf//6Hhx56CCNGjNA8p8vlgsvlimr8RKTN7pv9SV+jtpSpYFBBRMHCrXoda6aCgQSRtgaTqSgpKYHH4wnKSrRq1SpkP8SRI0c093e73SgtLdU8RgiBNWvW4PTTTzdn4ESki9RT4daxToVU/pRityOzWXZcx0VEDVtQ+ZOJPRUMMIj8GkxQ4Xa7sW7dOvTr10+1vV+/flixYoXmMStXrgzav3///li7di08Hk/Ia/Xo0QOHDx+OfdBEpJvdQKN2rceDk+XHAABZnFaWiAIpExURV9Q2GlREPSqiRq3BBBUAMHnyZNx999248847ccYZZ2Dy5MnIy8vDv/71LwDA888/j9mzZ8v7/+tf/0J+fj5eeeUVnHHGGbjzzjvx5z//GZMmTZL3GTt2LPr3749OnTrhnHPOwcyZM9GjRw/5nERUP4z0VACcVpaIQlNP+2puo7Zqf0YYRLIG1VMxZ84ctGjRAmPHjkXbtm3x008/4ZprrsG+ffsAAG3btkVeXp68/969e3HNNddgypQpeOCBB3Do0CE8/PDDqulkmzVrhunTp6NNmzY4fvw41q9fj8suuwxr1qyp9+dHdCqT1qnQ01MBeJu1257ehQvgEVFY1khBhPEltRUfMqggkjSooAIA3njjDbzxxhuaX7vzzjuDtn333Xc477zzQp7v0UcfxaOPPmra+IgoOlKjtp6eCsDfrM0ZoIgoSLhMRUAgEDg7VMRTh/yE6NTWoMqfiKjxkhu1da5mX1ninVaWM0ARUVgRGrNjKn8iIhl/M4goKdjT9TdqA8pMBcufiEgt7IraERbDi3huZRaEqQoiGYMKIkoKRqaUBdioTURhqGZ/itBDwcXviEzBoIKIkoKRxe8AoOJoMQBmKogovEjrUgT2XOg4Y4wjImqcGFQQUVJwyOtUGGvUZk8FEQVSBg7WgExF4OeGy584pSyRJgYVRJQU7IbXqfA2aqdmpCOtSWbcxkVEDVtwT0WsK2pHfyxRY8aggogSzmqzIcVuBwC4nPoatd3VNXBWngDAEigiUgu3+F1g+ZLxoEKZqTA6MqLGi0EFESWctPAdoD9TAQCVJSyBIiIN6nSC+ktB5U8Gb4WYnSDSxKCCiBLOnu4NKurq6uBxuXQfV1HsLYFipoKIQjG7/MnK2Z+INDGoIKKEk6eT1blGhYTTyhKRFlWjdoQVtY02aqszFQwqiCQMKogo4expxpq0JcxUEFEkwZmJwCDD4Iraiv2ZqSDyY1BBRAlndDpZSaW8qjYzFUSkLdIK2sZX1I55SESNEoMKIko4/3SyRsufvJkKNmoTkVK42Z+CggzDK2pz9iciLQwqiCjhHAZX05ZUyJkKlj8RUQiWsJ8aX1HbwkZtIi0MKogo4aQpZd3OKHsqmKkgIiXljX+EKWSNlj9ZGUgQaWJQQUQJZ3Q1bYk0+1N60yykKNa6IKJTm3r2p/DrVBhukmCmgkgTgwoiSjh5StkaYz0V1ZUn5D4MNmsTkZbgHgr11wOnnI14vjAL6xGdyhhUEFHC2eXZn4wFFYC/WbtpLvsqiMhHed8fFFTEVv6k3J8hBZEfgwoiSjg5U2GwpwJQNmszU0FEwSItdhdUDhX5hLEOiahRYlBBRAlnT49u9idAuQAegwoi8rIgdIlS0GxPRqeUVR7PAINIxqCCiBLOEeWK2gBQ6WvWzmL5ExH5qBq1A8ubgoIMo0EFG7WJtDCoIKKEi6mnguVPRBRGYGYiMMiwGix/UpVPMaggkjGoIKKEi3adCgCoKC4GwEZtIlIwsE6F4fIntmcTaWJQQUQJ50iPbkpZgJkKIgqmKlEKmt0pxvInK8ufiLQwqCCihLOnxdCo7ZtSNourahORhkhTyHL2JyJzMKggooQzY0rZrBY5sKbYTB0XETVQlhAfI/JieBFPbTQIITpF8DeDiBIulkbtqmPHUev2AACatmC2gojUAhuxrZGmmI1A2VPB8iciPwYVRJRwck9FFOVPQghUlvqyFS3ZrE1EgT0V4RuzjWYeOPsTkTYGFUSUcLH0VABs1iaiQKGzCcGzQXGdCiIzMKggooSTeipcUfRUAP5mbU4rS0SBIgURscz+RER+DCqIKOHkdSqYqSAiE4TLJgSuM2E826A8t+GhETVaDCqIKOHsMaxTAQCVxb5pZRlUEBGgmvEpcvmT0Z4Kxf6MKohkDCqIKKGsKTak2O0AAJczuqCiosSXqWD5ExEFiNhDYbT8SZkF4eraRDIGFUSUUFLpE8DyJyIyR7gVtQOnkA2cYjbyyaMeFlGjxqCCiBJKatKuq6uDx+WK6hwVxWzUJiJtQStqR1gMLxKrheVPRFoYVBBRQtljWKNCIpU/NWnRnKvdElH4TEWEdSt0nFzzOkSnOv7rS0QJFet0sgBworQMdXV1sKWkILN5tllDI6KGKszid0GZC6PrVHBKWSJNDCqIKKHsaVKmIrombQCoq63FyfJjAFgCRURqQSFAUJ+2wdmflNkJxhdEMgYVRJRQsa6mLZH7KtisTXTKU97rB2YqrEGfG539yar4mFEFkYRBBREllMMXVES7RoWE08oSkRazp5RVRywMKogkDCqIKKHk8qcYeioAoNI3rSwXwCOicM3UwbNBxbD4HRHJ+JtBRAnlSIt99icAOF5cDABo2pKZCqJTnSVMo3ZgdsFwozYXvyPSxKCCiBJKmlLWFUOjNuDPVDTNZaaCiPyCp5QNzFzEEFQwpiCSMaggooQyK1Phb9RmpoLolBcmm2CNtfxJNfsTowoiCYMKIkooefanGHsqpEbtLGYqiE554cqfImUuIp6bPRVEmvibQUQJxSlliSieIs32ZDhIUCUqmKkgkjCoIKKEcpiw+B0AVJaUAQDsqalIb5oV87iIqHGINNuT4RlllcczqCCSMaggooSSp5SNcZ0Kj8uFquMVANhXQUR+kRu1Y+ipICIZgwoiSiiHSetUAGzWJiKvsD0VMZY/KYMSTilL5MeggogSyqyeCkC5qjb7KohOaWFmfwpet8LgqVVNFUYHRtR4MaggooRypJszpSzAZm0iChZpXYrAKWYjnzD0at1EpzIGFUSUUFJPRayL3wH+BfCyWP5EdEoLP6Vs+ClmI57b4P5Ep4qUaA5q3749OnbsiIyMDBQXF2PLli1wuVxmj42ITgFST0Ws61QALH8iIi9LmGlfg7ILMayozdmfiPx0BxV5eXkYPnw4br31VnTo0EH1S+VyubB8+XJMnz4dc+fOhRAiLoMlosZH6qkwt/yJmQoi8orYqG149ier4mMGFUQSXb9Jr776KjZv3ozTTz8dY8eOxVlnnYXs7Gw4HA60adMG11xzDb7//ntMnDgRmzZtQkFBQbzHTUSNBBu1ich0qvKn8I3ahsuZLCE+JjrF6cpUuFwudOnSBSUlJUFfKy4uRmFhIQoLCzFhwgRcffXVyM/Px9q1a00fLBE1PmYtfgf4MxVZbNQmIp+g2Z8Cq58MTilrNboCN9EpQldQ8cQTT+g+4RdffBH1YIjo1CMvfmdCpkJq1E7LzIQjPR0upzPmcxJRw6MMJILLn8KXQ0U+OdepINJiONxOS0tDenq6/HleXh5GjBiB/v37mzowIjo1OEyc/ammqgo1VVUAOK0s0SnNSPlTDI3a7Kkg8jMcVCxYsABDhgwBAGRnZ+PHH3/EY489hs8++wzDhw83fYBE1HhZU2yw2b0JUzMyFQBQ4ctWsFmbiACNzESEICPy+RhIEGkxHFSce+65WL58OQDgpptuQlFREfLz8zFkyBA8/PDDpg+QiBovKUsBmDOlLABU+Hq/2KxNdOqyhMlUBDZVGM5UKIMQBhhEMsNBRUZGBiorKwEA/fv3x7x58yCEwKpVq5Cfn2/6AImo8ZL6Kepqa1HrdptyzoqjUrM2MxVEpGdK2ehnf2LWgsjPcFDxyy+/YODAgWjfvj0GDBiApUuXAgBatWqFiooK0wdIRI2XmdPJSuRpZdlTQXTqCnPjHzh7k+HZn5TlVIwpiGSGg4oJEyZg0qRJ2Lt3L3788UesWrUKgDdrsX79etMHSESNl5nTyUoqpQXwcpmpIDpVhW2mDsxUGF6ngpEEkRbdK2pL5s6di7y8PLRt2xYbN26Ut3/99deYP3++qYMjosbNHoegwt+ozUwFEekofzKYblAGIZxSlsjPcFABAEVFRSgqKlJtW7NmjSkDIqJThyOO5U9ZbNQmOnWFyVQEr6gdw+xPzFoQyaIKKgoKCvCHP/wBeXl5cDgcqq8NHjzYlIERUeNnTzdv4TuJtKo2p5QlOnWFXfwuaEpZo+tUWBUfM6ggkhjuqfjjH/+IH374Ad26dcOgQYNgt9vRrVs39O3bF8ePH4/HGImokfIvfGdmUOHNVGQ2y4bNbjftvETUMAUFEYElSzHM/kREfoaDiqeffhojR47EddddB5fLhREjRuDMM8/EnDlzsG/fvniMkYgaKbmnwmleT4WzogLuGu/52FdBdGqyhJn9Scpc1NXWan498rmVJ49ufESNkeGgokuXLli0aBEAoKamBpmZmQCAKVOm4N577zV3dETUqMUjUwEAlSVlAFgCRUShV9SWgorAKWYjns/K8iciLYZ7KsrKypCVlQUAOHjwIH7729/ip59+QrNmzZCRkWH6ABuSTueegxMnTyZ6GEQRuaqcOPDztkQPQ16nwsyeCsC7qnZOu7boesF5cS+BOrR9J6orT5hyLqvNhrzfdoPVHlW7mykObNkGl9Ope/+2/9cF6U2bxnFE+tW63dj/01b5ZjFQTvvT0KxN63obz9Hde3GirFy1rVnrVsjp0C4u1wv8vW6S0xytOneM6ZyHtu1A9Qnvv2tt/68r0ptmGT7Hwa3bUXOyCpnNstG6a2fdx1VXnsCh7TvhSE9H+7PO0H3cybJyVarCnpaKzgU9UfLrfpwoL0enHmcDAOpq67w7WCxo3bkjMnOahzynx+XC/p+24rT/64qsnBx5e2pGBjoX9AQAiLo67P9pK1p37ojUJpkhz3Vk5y5kt26p+XtT56nFkV924bTfnB5cliUEDu/cjTZdOwX1ibid1ThRVo7m7doGHVOy/yBy89oHXetEaRlSMzLk3jbJsSNFQb8nFcUlaJrbQjWmE6VlaNIiR7VfdeUJONLTYU2xyducFRWq51pdeQJpWU1UY09JdfifkxBw17jkfx/qPLWAEPLfRY/LhRRFP2+t2+3/Oy8EhBDyuURtLSw271hEXZ3qGtJzkZ6RgC9IFAIC3mBT1NVBALDZbKitrYUF3r/TtbW1sFqtsFgsqK2tRYo9BR63x7vNakWtxwO7wwG3ywWr1QqrzQqP2wN7aircNTVwpKXCXV0Dm90OUVeHutpa2NPT4HJWIzU9HTVOp/+/GRmoqarS/HuSbAz/y7V8+XL069cPP/30E+bMmYOpU6eib9++6NevH77++ut4jLHBuGfaZLjqtP8xI0o2n704Bcvfn5PQMcRj8TvAv6r2NQ8PN/W8Wop/3Y8Xr73ZlHPd8MQI9L7tD6acK1p7N27G63/Sl3Xu/rsrMGzKC3EekTHfzv4ACye9HrQ9N689nlz4seF3pWNx8thx/K3vdfJq8U1ymuOpLz5FShwD3QUvTcV3732EFIcDT37+ETKyYwv4inbvxUs33IqeV/fDn16aENU5Du34BVNuHobH5/3bcPbwg6f+hl633IiO53SP6toAkNUiBw/MmgaXsxo/FX6Hlh3zAAC1Hg8A4DcXX4Det94U8TwnysrRJCDwaNUpHw/Mmhb12Ij0em/UGGz48qtEDyMsw0HFgw8+iDRfycILL7wAt9uN3r17Y968eZg4caLpA2xIju79FTW+P1JEySojuymyWuSg7eldEj2UuCx+BwArP5mPFh3aqd7NMpvVakXLjnlomd8BFt87WrGSbnaOHy2W3x2uLzZ7CnI7tEfrTh11H9Pa9y64s6JSnso3UdKbZqFpbgvkhsgCtGjfDlarFe6aGpQdPBz38bTu3BGZzbKRntVEfnexWZtWSLHbUevxoGTfAVOv16R5M2Q2b4YWvuef3jRLDiiKdu81fD5bSgpy89rL52vhe6fbyPda+plq0b4dHOlpckBxdM+vEEKEPTYrNwcZTZuiRYd2yO3gvXbpgYPwuNxhj8tu3RJpmeosQdHuvWiZ3wGO9DR06nm2vH1L4XIUXH+1/HtXffIkjhcVB51T+pspBRRVxyuCgrWKklLvO/k+VccrUFlaptrHYrGgVad8+XNn5Ql5tjoASGuSiexWLeXPyw4elvvDUhwOtGh/mvy18sNH4HJ634yRvvcAUOv2oGS/92fLnpqKHEXmonjvPtT5/k41b9sGDl+G4kRZOU4eOx50DennpmV+B1h97/aXHjgEj8uF3Lz2sKWk+LZ5vy/K1/54UTHcrhr5e+dxu1G6/yBy2rWFPTVVPi4j2/s7AngzJHV1dcg5zTvm6hMn4XI65Z+bytIyONLTkOqriik7dFi1b83JKmS3binvmxWQRdFy/Gix/Jq7nNXyaxJJTZUTqRnpuvY1S3UDqIQxFFTYbDZcd911WLJkCQBACIGXX34ZL7/8clwG19C8estdqKysTPQwiMK6+OZBuGnME0iP8R1MM/inlDU3qNixcg0m/2GoqecM5EhPxwurvwEA2FMd8j/wsUhJ9QZBn/39VWxa+k3M5zMiu3VLjP3q86BSiHCkRvs1CxZjwUuvxmtoulww6Dr8ccLTsNq0/1mz2LwZiiO/7Mart9wV9/G8tH45bCkp6vp7q/fG7HhRMV664VZTr9d/+F0Y8MA9co2/dN1atyeqazVt1RLjvv5cnilJOu/6L7/C3Ikv6TpH89Pa4Jkl873HKspmJt34JzlLEMqNox/HJbcMhsVika8984HHIwZIQ155Duf07yt//u8nx2H94qWYsPxLZDbLls/1/l/HIae9OgDdsXINZo98Kuicl9wyGDeOflz+fM2CRdi+YjXu/dcUedvSaTNx09gnVPt8/vJrqvMo/2YAwOavvsXHY5+TP+9x1e9wx8v+N2dnP/q0XM7W9v+64vG578lf+3js89i5yrs+WL/hd+GqB+4BABwrKpK/33lnn4UR778lHzP19nvgrKgAANw34zX830XnAwC+e+9jfP3WbLQ5vQtGzfs3AG+JkXSe8d8ukm/Q33nkrzi0fSfGfbNQvtmfPnwkSn7djzsmPYseA64EACx4eSr2bd6CZ5Z4F0Uu2XcALw+8DQ//ewbyz/mt97j7HkHfPw/BhTdeJz+nmqoqPPzvGQCAnwq/w67V/8MfJ44GAHwz8z10KeiB3/a9HADwwV/H48F33wQAbF2+Apu//i+GTHoWAPDV9Hcw6KlHAQC/bvwJp51xuhzM7Fq7Hl18JWuLpkzDbS+M8+636SecfmEBAODIrj1o06UTQtm7fiN+c8lFIb8eD9uWr6zX60XDUB64trYWb7zxBlJ93xgianiqjnv/UYm1LMIM8WrUrg8el0v+2KyMiN3h/dvqqXFF2NN8UlCUYrer6qHDSabvnzyTj037nzWb751WuY4+zqR34tVBhcX3NfPHIL3vLwcVFml7+IxAyPP53tGWxiyd11BGTvjHpGxo1jMmOZOhCEgiZTcinNB/PjMEjCUe31OihsZwcemPP/6Inj17xmMsRFQPkimokBu1TXiXv77V1dai1u19t1V6HrGSMhUel7mZGz2UmRYpWIgkXo320airCz+Tj5QlCNXEbTbhC16siptYq28WIlEXw81xqOvJQYD3Ghb5WlHe7AbchEczy5E/MJD/z/cF/dcPDEh0XzPgPBI5OBLBXwv6PMQ5ha8ZWCkwWNUOgILPE/76IsTH6n1FiI/Dn+8UEvgzxAm74sZwT8W0adPwyiuvoH379li3bh1OBtR4bd682bTBEZH5qnyLVCZDUJFM73RHw11TA5s9BSkOk4IKXwOvOwGZilq3G7UeD2wpKXCkp+vq6fAHFfUfBAWSb+Kt2lkWqy+DUVdPk2lItevKzEngVKZmkgIVf/mTRbXd8Pl8N6RSkCbPpmMgWyC9e2+xWmFVLECnJ9BRBSSWgG1RCMocaQQGoc4ffPMv/59inzqNfSKcJ5G0AhEdgYr0sWbwErifKibyHQeh3qR6TYy9PuFfzthea04VHB3DQcXHH38MAHjtNX+toBACFosFQgikpCRuKkQiikzOVCTBNKDx6qmoL+6aGqQ1yYxDpiJ8M2q8uKtrYGuSIvdKRJJMQWGttOZAiNItqzzFZH2VP6kzBwD8U1vG4eYy8Hr+ICC65xs0RunG3kDmwx8XqHsq9Dx/OQjw/U/vccFlSeqbYIuylErvtyEoSRB8YFTBW+BYg74sQu0aOiMRJlGRVEFNCCLguaiDEBEQg6ifbMjXKzCAVH0Y6rUL/1o1gJcyIQxHAJ06hW5cIaLkJwUVjvQ0pKSmwlOTuBt6qXEuGW5KoyHNzGI3q6fC93okovwJAFxOJ9KaZOqeASWZgkIRYSEz6Ya+zoRZuvSNx3eTbwleKM2MmcKCrie/Ey/NvR9bH4JyjBarNbrzKbINht/59TeJKBpEDPRiBI7BxxpFpkL7OgGf10Uuf4p0k6+dEYkP9bW0sg+qnYMHFa7KqiFRBiIGnlS0vUqNneGgIj8/HytWrJDfFZLYbDb06tUL+/btM21wRGS+mpNVcplLRnZTVBwNnkKxvshTyjbAngrA31BtWqYi+AIgLAAAIABJREFUgeVPgD+40xtUJFOmQqvcSEmaElPUV0+FVD6kGI90QxuPwMb88if/xxaLJcryJ8WYDMcUwT0Vui4doYRJfh6K/494rNZ+kRq1zb7TDhOAhOypqGeB2RPNcYXLIMSLwb4cip7hRu3CwkLk5ATP/ZudnY3CwkJTBkVE8ZUszdpyTX4CsyWxkDMVJs2IJ5c/JSqo8AV3hhu1kyAorPP4MhW28D0VgW+IxYvcOK24mZFvaOMSVKgzI7GWPynv/rw39tJm4z0VVptNHpfugEoOSKBY8lhHpiLU51rlT3oFlSlFWf4U6TwxZE70XC+wXCjoOgkOTgJ7LERg8BYYqITLFoQbv574gkFIVAwHFVLvRKAWLVoENW0TUXJyVnjXU0l0UCG9I54M73RHQ7r5l4KBWMnlT+7EBBVScNCQMxUhG7XruadCHo8iyPEHFfHoqQgof7LEmKlQ3vxbLIrZpIzcjCtPYaz0y5/lsPqP1VNyEqGnQllKFX2jtsaxgeVPWoFHDOVNYcu6QpYqmUOrV0GzVKieAxF1gKG+frisifocIT5p0DVdiaO7/Gnu3LkAvN+od955BzWKdxZtNhvOPvtsrFixwvwREpHpTh7zzQCV4GZtu7yiduJvSqNhZqZCudZFojMVehu1k2lKWSFNKRui/KneeyoC1nlQfhyXdSqCppTV34egeT7FccrF66Ipf/KdxLdR78HK42LoqQg4n6oMJkL/hZHrBP1cRfG6hw1yIjR1Gz1fyJtpkwRlGbTGkKi+hBDP3VAZGYMOTbqDiuO+aSgtFgsqKyvhdDrlr7lcLqxatQozZswwf4REZLpkKX+S3+l2NtDyJ98CeHYTMhUpDrv/vAnvqUjXtb8cFCZB+VptpPInqZ+h3sqf/O+0S+QSoDhkSwJnN7LE2L+hzEhYrJboAiLFjZecKdJ5I6ksHzNSshTqHX25R8PqP5fuxEHQzbnGtqBGbT3niT6oCXUeM6bdDTpPHAOQwIyH+vTqz6N+veLQU9EQZtJKBN1BxV133QUA2Lt3LyZNmoSqqqq4DYqI4itZgopkeqc7GtKsRylmZCoUgUmtO1FTykpBhb7nk0xBodAoN1KSMhjx6GfQUqeROZHHEI9MRVBQEesq1IE9FcYzH3WKwER+HXQeL99sKmeO0vX2fPgvy0Ge1jvpekpkoP2a6gp4dDaGK48IeX5dr2PoqClovQijNDIOIsTXTRUm26I7uGK7RNwY7ql46aWXVN+svLw8jBgxAv369TN1YEQUP1UViQ8qbCkpsPnWtUmGmvxoeEwsf7I7Et+0Ljdq685UJE9QKL37bwkxpazV5v1Zq7/yp9CZioaworYyILBYrIryJ0OjUp8DBp67MkgysPhdyJKfgJ4Tb0wRIXMQMBbl54F76plSNpLoExfxuIGP/ZyBa0z4PlDsEMd3+8MEHKGPYfYhVoaDigULFmDIkCEAvDM+rV69Go899hgWLFiA4cOHmz5AIjJfMmQqlNOwJsPsQdGQypRM6alI8MxPgD+409NTkWxBoT8zEKH8yVNfU8qG7qmIx6reQVPKGu1hCDqhsh8iujU2VH0ZBjMn8m6q6Wz1XDtE+ZMcVFi19wt7Ro19g3oqdEQEOjIeuscUS4Dl/UT/tTSCg2jPpXFy9blNKuUydE354/hc7lRiOKg499xzsXz5cgDATTfdhCNHjiA/Px9DhgzBww8/bPoAich8zqQIKrw3rrUeD2o9noSNIxZyo7YJ61RIPRVSn0YiuHy9cnpmf7Ir9kmGoNA/pWyoRm2px6B+ggopc6KcjUpeKyMusz8FrqgdW1N40OJ3RmZg8g9K/tBqcDVx7RW19R8X8nyK/ozA56J7bNCaOSry6xz5/NGlKmLuqdAIFGI5j/ShGc3ggYv0RRXMxGOdCgYgmgwHFRkZGais9E5H2b9/f8ybNw9CCKxatQr5+fmmD5CIzJcMmQpHEjX5RkueUtaEFbVTfOVPicxUuA2sUyFlZ5IlKBQRp5SVFr9L4OxP9bmittF1IQLPF9hTEcV0uOpmb4MZAumG0eA6FSHvy6XTWZU9FeGPDT5J6P0CXxezZzaKqqciaJcox2RiyZKZC/UFnUujz0OTCfEFG7W1GQ4qfvnlFwwcOBDt27fHgAEDsHTpUgBAq1atUOGr0yai5JYMQYX0TrfU7NwQmZmpkGaQ8iQ0U6G/p0IOCpPk+yeXP6VoBxX+TEX9rlOh7PGIZlVqveTyJ+mOKcbyJ1VAEGWjtrr8ydhz115R23jJj/QCyCucy+PQ31Oh2agdeGzQlLKRTxTp+rp/TqK4UY/15j5eM06FnHXK+IlVHzMIqB+Gg4oJEyZg0qRJ2Lt3L1avXo1Vq1YB8GYt1q9fb/oAich88joVCc1UeG/EXUlQOhMtOagwJVORBEGF3FMROUiSg8IkyTTJ5U8hGrVt0joV9b2itiqo8N0cx2EMZpc/KW/KVDf2hoIy9Tm8x+u9UVYcZySgCbmPxg17iAAk+JTB2zUDjViFyUYEBxx6TmcsSAl1Qx9NoAKY1B8RtudBf/lTyMP0ZjdIF91Tykrmzp2LvLw8tG3bFhs3bpS3f/3115g/f76pgyOi+EiG2Z8a+sJ3gNk9FQ7fOZMgU5GhJ1ORXEGhnBmI1FNRX0FFwDvj3o99gU08MxW+YMIa40xTQVkGuaciunNYlWVHRo61WAytcRHqRlrPNLCGMgOBjdoBP1e6pp018nMQZt+oehdU8UMU2aeA+EH38eoLx8RItkRXT0V9NIk3coYzFQBQVFSEyspK9OvXD2m+G4M1a9Zg+/btpg6OiOJDKn9KzciAzW6PsHd8yGscNOSgQlqnwoxMRTKUP1Ub6KlIsqBQbowOOftTPa+oXRt69qe49lRYAjIVZlzLEt26F1o9FbpvYAMaq30HRz7MaM9GFPuaFTBEyj6Efa1NOH+4c9ZbSVRQv0b0Y1CfKsyxZvRsM+jQZDioyMnJwVdffYUdO3Zg8eLFaNu2LQDgrbfewqRJk0wfIBGZr+bESfmdtYymWQkZQ2PoqZACAFN6KpKh/MnA7E/JFhTW1XqbxUM3avtuauupUbtOLkfyj0deqyEuK2pLK1DLF/Ntj/7mR87+WKz+GZiinFLWv/idsWOVQUVMMxIF3rBDaG3UPoVG93fQzFFxDlaDe8UDb8alD6MoVYpwSLQ/Q6b1R8QqDj0VLJXSZjiomDJlCtxuN/Ly8lSran/88ce46qqrTB0cEcWHEALOCu8sbokqgZJmD0qWm9JoxCVTkQSzP+lZpyLZgkIhZyqSY0pZrdmf4rqitlz+ZFX9N6YmWjmosES37oVWo7bem2+hfj6B5wt9nPYQtDIJujMDekqnAmd/iiqTYPaNqrHsiZEyqqgbtQ32agQGT1EFKuF6KpSbmX2ImeGeiv79+2PAgAE4ePCgavvOnTs5pSxRA1J1vAKZzZsho1l2Qq4vzx6UJDX50TAzUyH3VCTF7E/6p5RNlqBQa7YlJavcqF2/5U9WjUxF0EJpZlxPkVXw/teE8ieprcFqdAE66XBFUGExOvuTdJyxTIXewMBbaRNdj4PWXkHBaohz1dXVKfpLwo8x3NfMXFMi8r7a1w23n+HeGeiPETTHEuHgUD0VIuQnFA3DmYrMzExVhkKSm5uLmiSZBYSIIkv0tLL2dO9NabLMHhQN6V16M1bUlsufkmBFbT09FckWFErlfNIq34Gs9T37k/xOez33VEiN2mZkKqSSKljkOvRo35X2Z2l03mxqBIm6DtXbqK1REhPLlLLxqLGPfR0HfeeL7jp6skaxlmUZDjO0jw08j56eCmYtomI4qPjuu+8wZMgQ+XMhBCwWC0aNGoXCwkJTB0dE8ZPoGaCSrSY/GlJWwYygIikateWeisizPyVbUKgMFrSyFf6einouf7JorFMR16DCdz0TeiqUMzBZophNKnBV7miurQzK9NzIGrl5DQoqQtfFBH0etClo8buQFw55vXArfGv1dWh9zeg6IHrHFv5kBn4mjAYNYQITQ5MGmB0kMOjQZLj8adSoUfj2229RUFAAh8OBl156CWeddRZycnJwySWXxGOMRBQH8loVTROUqZDf6U6Om9JoyD0VqY1j9ifp+TjS02CxWML+Q5xsQaFyVier1YragBv3RC1+p+zxsMYzqJDOKa99F3tWRDlNbayL3xnOnMjxjDJTEX2Zj+aieHqHonXdgG2B5U9JUZ+vN5tiUv+Eer/IwzM6juB9dAZTceipSIZvbzIynKnYunUrzj77bKxevRrLli1DZmYm5s2bh549e2L37t3xGKPK/fffj927d8PpdGLt2rXo3bt32P0vu+wyrF27Fk6nE7t27cJ9990XtM+NN96ILVu2oLq6Glu2bMHAgQPjNXyipJHo8qdkuymNhsdlXvlTij0Z1qlwyh9H6hNJtqBQWvwO0F5VW55Str56KhK0orbVEtCoHUP/hnIGJiljUBdlk7nR0i/NTEU0zc8IFVRoHaxraJrnCnqd9ZQaRbrpD7NviHvrmO52jawhETaLorFd/1S/2tfQdWiYoCZkT0VM5VYUyHCmAvCuUzF+/HiThxLZzTffjFdffRV/+ctf8MMPP+C+++7DF198gW7dumH//v1B+3fs2BGLFy/GjBkz8Kc//QmXXHIJpk2bhuLiYsybNw8AcNFFF+Hjjz/GmDFjMH/+fAwaNAhz5sxB7969sXr16vp+ikT1xpksPRUNOKgwtaciiTIVgDdoCLewXbIFhepMhUZQIdX019vsT/4bcon0cTwCG9NX1Fae02KNbvYnBXlqXd3H+4Ikq8FMhYFG7XDlRmHPKWIoxQlz02x+hU6Y8ipD/Q56b7wNljPpKmdTfhzlCxRFT0VSZJoaIMNBxaWXXhr268uXL496MJE8+uijmDlzJmbOnAkAGDlyJAYMGID7778fTz/9dND+w4cPx759+zBy5EgAwLZt21BQUIDHH39cDioeeeQRLFu2DC+++CIA4MUXX8Tll1+ORx55BLfddlvcngtRorGnInZSP4Ep5U9JsE6FEAIuZzUc6WlwpKfhZHnofaVMRrIEhcpeCa1Vtet79iepHEZV/lQfU8r6bv7ldSViuTmSDrVYou7RqKuthdVmM7QqtvI6hhe/M1Lyo3PfoMIpIVRbvQFt9PX+oYS9oQ4RFMT2/TZwHgOZDL37GZ3dy8hTNX2dCgYdmgwHFd9++23QNuWLmxJi5o1Y2e12nHfeefLNv2Tp0qXo1auX5jEXX3wxli5dqtq2ZMkS/PnPf0ZKSgo8Hg8uvvhiTJkyJWifRx55JORYHA4HUhXvTGZlJWbxMKJYJLr8SXp3P1nKZ6IhzdSUYrfDYrXGVL+eDOtUAN4gwZGeFnEGKCmoSJagUNmobdNYVVu6qa232Z/km3ytRu04lD8FNGqbUv6kWGsj2h6NoAZy3e/o+45TfC/1BGOh3v3Xyizon/0puB8jsGxGq2VD81zhSozClj9pny8sjQyL9pdi+3kM+S2NoiwrUlmVOsgMVQMWdFDocUWLQYUmwz0VzZs3Vz1atWqFq666CmvWrEH//v3jMUYA3ilrU1JSUFRUpNpeVFSENm3aaB7Tpk0bzf3tdjtyc3PD7hPqnADw1FNPoaKiQn4ErtlB1BD4g4rErFMhLZ6WLDel0VDOfGSPMVuRDOtUAECNzhmgHEnWU6G8GdHKVEg3p/XVqB1YjgQo1mqIy+xPAY3aZpQ/QdFTId+YGbyZEurx6H39pW+n8fInncPSylREyVDgZlJWIWQvQBzudfVmB/T0J8TczB1OmOuH6qkwWo5F4RlOK1T4SiaUvvrqK9TU1GDKlCkoKCgwZWChBP4SRpqhRGv/wO1Gz/nCCy9g8uTJ8udZWVkMLKjBSXSmQr4pTZIpSaOhbKq2p6aG7UGIxJ4E5U+Aok8kwgJ48oraSfT9q/V4YEtJ0e6pqOdMRZ28+J0yU2HsxtqIoBW1o5gCNuQ5LZaoMx/+wCTEgm8hDwzIcEDfTWioqVf1rKgdaSz+T4X6XX8EByjRBAzheiA0Z6+KcK1wmRitm3sjTcvGA4gwZWjhzmNGwKS3pyLOwdmpwLRapeLiYvzmN78x63RBSkpK4PF4gjIIrVq1Cso0SI4cOaK5v9vtRmlpadh9Qp0TAFwuF1wJ/oefKFYnjyW4/EmqyU+SxdOiIerq4HG7kWK3x9ysnSzlT/61KsIHFcnYEyPkaVzDNWrXd6bCfwdTH1PKyrM/yYmF2Gvsja5qrTkuo4vfyUGFsdmfwvZQKD8Nc82I2wNLpzRKqULdlYa/GY/9TjYutf5RlDEFCpkpCLxUhBv7aPtH2ANRPwyXP3Xv3l31OPvsszFgwAC88cYb2LhxYzzGCABwu91Yt24d+vXrp9rer18/rFixQvOYlStXBu3fv39/rF27Fh6PJ+w+oc5J1FhImYq0JpmaU3DGWzLelEZD7qtoJOVPelfVTsagsNYT3Bwtsdq876HVW6N2bf1OKSvdgUk34dK1op0CFlDe2Fuj79EIKmPSGVQEZjj+n70zD5akqvL/N2vrfk1vwCCNiCA6CCoCNosYjoqogTo6EESoqEgIgguC4opDKCL+0AERBhhcUFlsHdBhFNxRhoEZBBSxBxAQmkWRpbtFul93v35r1e+Pqpt5M/PezLtm3np1PhHYr6ryLlX17L7fPOd7DtQ+N9ndeaHRWcfUXXBZr6uRSqXz8RUIkPT7Mfh9EkYFZPOrzsn/KPssS/ZQgsxT4aJPhQ4kUsRoRypWr14N1kWb59Zbb8Wxxx7rbGMivvzlL+Pb3/42br/9dtxyyy044YQT8OxnPxtf/epXAQBnnXUWdt55ZxxzzDEAgK9+9av44Ac/iHPPPReXXHIJDj74YBx33HE46qij4jn/9V//FTfddBM+8YlP4JprrsE//dM/4TWveU1p/wuCGHYmN29Gt9tFo9HAoqVLsflvBaV+PBD3ORhyUTEzNYWFi7cp7etQRlz9qfZIxUBUKHoqQhKFibE4L5Lj5ndVd9QWiAofe8ilPznsUwHOU6Gbd541ams3v9OOVEieEJ6h1VKWxFk5xQdaJQGUW19/jrI5Cxcoe75oH5qpTSpRoNLPueR3Lx3kSF+r0qeCdII92qLiOc95Tupxt9vF+vXrMVVBXu33vvc9bL/99vjMZz6DnXbaCXfffTfe8IY34M9//jMAYKeddsKzn/3s+PpHHnkEb3jDG3DeeefhxBNPxOOPP46TTz45LicL9CMVb3vb2/D5z38eZ555Jh588EG89a1vpR4VxLyn1+1ictNmLFq2FIuWVS8qOrFRO5ycfBPisrIdO1ERQp8KIIk8lDe/C6ukLJCUcW0Km981Utf4hh1WGqJIhYfqT1mfhpOO2lz6k2k6VTaNSfW956pGQU3QaPkLTH0QvR54ldLrdcWRkLJ96KTv5Lwi5dPo+E2zz0k/R8Pb/KrpT+nP1WyPgkGZzcguI1Vhi7aoYAf4uvjKV76Cr3zlK8LX3v3ud+eeu+mmm7By5crCOa+++mpcffXVTvZHEMPExMbxvqhYWr2vIsT0GRNYZMFZpCKQ9KcFJZGK9sLwRCHrqs0fRBnMvN2rqqP2XH4vDQcVmaTrZQ7hts3qAC7aEkXGlasSbwlrfqcoKmKPiF6fivz6bKjIF5G9WDpLZmh6rLPDaE6YOJgj9ZKa4FJbJq9qlMzbCgbzIuRVnAoH6XuBSGAYYWTUPuCAA/CqV70Kz3jGM1J3YQDgox/9qJONEQThn7gC1PLqy8oyY3NI6TMmxNWSOo48FYGkP5VVf4qrd4UkKjKmYJ44/akyo3b+TruLikzS9brpalMuSsrGKUip5ndmc+gatdnASLukrGrEQH0vRVWZAPH3qRI90PksC1OjHIqF0sUNzdHGgkZ17UgjCkR6wRvaouJTn/oUPv/5z+OPf/wj1q5da+zEJwiifuoqK9tstdAcNMoMKX3GhJnpgaiwjVTE6U/1HtLZ91FW/SnE9CcWhRBVf2rGHbUrKinbzVd/inymYHGpSv0/7StN8RWsTEVKkkKlVxcmsXM08k8WjZMahMvFhvLY7HM9QfUn6V7lZ6bCx4YCSGuM7RmuYLxS+pPHM6Tr9em8K0ZbVHzoQx/Csccei8svv9zHfgiCqJCJ8XpEBX8XPKQ73SbEkQrLkrJJn4oZ6z3ZEBu1C6o/8aIwpEjT3Fy/qp+oT0VdRm1+L1HTZ6QiPoX3/4irP5mvlRycuOZ3uvNlPBXKkaLMuPR+ysdlxwijDcpCILtG/i68i0OmaYlUpR4QFpTtSyTG5JqqWCilnqrCUyGZr9Q7QqJCiHZJ2W63i5tvvtnHXgiCqJiJDRsBVC8q2IF1bnYWc4PyzsMK80BYl5QNpk9FefWnlCgMyBMTewBEJWUbLFJRUfpTN38odmGeltHN9MVw0aeCryjFIgZd3eZ3sWFd01MhSB9TGyd7IT+/afWnrMlbp/qTVvShcA2ZkCieUrwP9oeDdKXUtQrjNH89pT1THHsqCDO0RQWrpEQQxPBTV/pTO8B8fFOcRSoG42dqTn9ize+K0rnYXkMThUkXa3mkoldV9afY5Mwbtf35OpLu1w47asepS+YiJVf9SVdUKFcNSo/LPlbrU6E2pzDCUeK7EK0h6/5dOkfB/qo6PJcKqczrKt+jMOJRsmayQHrNwo/BxUek+Xs5KminP33pS1/CT37yE6xZswb33HMPZmbSofojjzzS2eYIgvBLLCqWLql03c7Y/DBpA24iFc12O5mv5khF4qmQRypCNGkDSWqTqJljfKCvqvmdwDQeVdBRO2l+56KkbNJrI+kzoTkfi1QIokfF4zAYN4gwaaZN5R7nxIYkAqEyZ+babrebv8T12V6wf50huc9PkOpTlno0uFjtOemeSlKMdCJAGgJKV5wSZmiLigsvvBCHHHIIbrjhBjz11FMUUiKIIab+SMXwiwoXkYo2J0iGwVPRHguv8R3AiQpRSdnB4dTHgV5EUfM7nx21G9nmdy6qP8G8+lPWqK0cqYg7aut5OWR398sOsDqUNYNTHlsSKFHenooYqAWFdCpN9ZVOfxIuJVhE7qlQStFSmZMAYCAq3vWud+HII4/ET3/6Ux/7IQiiQpioGKvJUzEdUD6+KTODSIWNqGilREUYfSqKqj914spPYUUqegUlZRsVV38Spe+4iB5I18sYtY1LwKbm5Ko/wcyoHX8OTc0oTcZToduJO/dQ5cSufPBNG7NF78nIPF3wWlmqVOl8krQwFVSb0BV5MpTSnxxGJjKLOxfydENdjLan4m9/+xsefPBBH3shCKJiWPWnbSruUxH7BwI7lJrgIlLRarMeFfV/Hip9KkKNNM2xSIWgpGyS/lRRSVnBXnyaxbtcozr+TxcdtRFFxoIoNmozb4mqNrD0YpQ9L6rYpFpSVpQ2ZXLo1+rRUHQZf5i36hCoEFmwPUyXmKtLK03JREZULGrSk5RtEqWfPaVTidEWFZ/97GdxxhlnYKyk2ypBEOGTeCrqKSkbwiHaFvYebDwVoVR+ApJqTsWRijDTn1ifiqiopGxl6U8FkYoKOmo3HKZaRY1GEvnQ31h/Dt3md0yMaFaNknoq8hcqXysOamQOsCbpWSXRg8JUKRXRUnTI9nGn3WCPlaQR9XokAipCO/3p5JNPxnOf+1ysXbsWjzzySM6ovXLlSmebIwjCL3H609IlaDSbld3FDfVQagITAi48FbMz9fopAGBqUP1JxVMRWqSJNZUTpj9VXVK2J/BUeOyoHR/es+lPFiIqjn7APHUr56lQrmjU/9M2UiFr7NaPLojXVNpcSVpOpekxJXf/y4f3Un9m5xFFB1KHdOF7tYiYSJ7r9TKeCti979xASmmyRltU/PCHP/SxD4IgamDr+Kb457Eli7Fl0LfCN3E35vngqZiy76jd6ixIzVUnKtWfmIAKTRR2ZwvSnyouKZuUt+WN2qwBnPs9JM32WElZvcO4eNIk+sE8FdrzZcWBoadC+dComrbTK4kMFMyZva5f/SnvuxDPVbQn+WOjSIOGKdwLJelUZYZ3rd+1okCEoqdCpzQveSrEaIuKz33ucz72QRBEDXTn5rB1fBPGli7B2LKllYmK+RSpiNOfOhbpT51+SdkQ0p9iT0WBSIpLygYmCpMyriJRUX+kIqlA5f5Awvsf+HVtDj+82Twph6s3H/sc4u9EOYsp7RFRrxqVm2jwvEAYWEQ/Uk/1RAsrzFXi1VB90bpPhchTIbmDn5Sfza+Zfi69hCz9SHe/hcZtF6Zu9Y34nX9I0fZUEAQxv2Bm7SrLyoaaPmPCrINIRZz+VHPlJyARes1WK9U/g6cdaJ+RniA6wIgqNmrHngq+T4XPjtpe+lSwaEHEHQrNDoHa4iCOcGiWopUd1FXy/Yv8FwXXiu/CF2xSkaJUMe0779XEJqxQ+cyMvBE+PBXk0RCiJCruueceHHXUUWhL/oFhPO95z8PFF1+MT37yk042RxCEf+roVTG/IhUDT4VVpKJ/SK+7RwWQdNQG5GbtOFIRQLoWT3eu3927OFJRUfrTIMUpbdT216ci11GbpSvZdNSOBUmEpKKsmahIIhV64kBbzKimPwmeUz5499LX9nqC9CeFVCpZVEU8rGBvJnfoC6IKriiNoJR9J71e7rH8Wvs9UvTBHqX0pxNPPBH/8i//gn/7t3/Dddddh9tvvx2PP/44Jicnse222+IFL3gBXv7yl+MFL3gBLrroIlx88cW+900QhCPqEBXz0lPhoE/FzHT9h/Tu7BzmZmbRbLfQXrgw5bthxCVlt9a/Xx5RF2tGXFK24upPfNTEa1lbLqrQ/9OBgIkzqiJzkzk3R/+h3qHXNlIhSu2JNybwWRRshbtMMM5gf+UlZZWmVBuvEtmQpTyVCJAkGiQ/oLuKFEiFRJRZnn8x66mQbIUkhT1KouKGG27AgQceiIMPPhhvfetb8fa3vx277barASzMAAAgAElEQVQbxsbG8Ne//hW///3vccUVV2DVqlXYuLGanGyCINzARMU2y6rrVcFExbyIVEw6KCkbkKcC6EcrxtpLSiMVoX1/XYWSsr2qPBUD4VBVR+3Eg8A6atuXr+32kpQqU+N34qnQEyXsUBgLRMuPTJQWldcfqqoiPVir+V3RHkW+D+kWxK/Z9vOoHE3hE0xp2FA+v8DQMmrfcsstuOWWW3zthSCIGqgz/Sm09BkTZh101GapU8GIislJjC1dIi0rG0eaAhMVrLJTo5UXFc1m/587H5WXRHQzd9r7P/vvqJ00v3NQvpYzf5uKlGxJWd30nPh9KI/LPuwJn+/Pr5aypNJRukgQSJ8vSudxgHJUpJf/jPQ6gvfEY0rm0+1jUfgZF02V9VSofMyeg0jzFTJqE8SIU4tRO9D0GROcRCoGgiSEPhVAUgFKVlY21EjTHCspKzJqN6s2aqeN0wB3QPYQLcmu56SjNu/TiGJTheYk/T90m98lRm29dVXLxIo6aqvSrxyVnSt7kdHU2YWkE8rEiXofELsNlkUMsvObRBhclpRVXNDJcqMMiQqCGHEmNpBR24YZB5GK1qAIRiiRm6RXhfg9dQIVhT0VT0VV6U9x34gkahKnAHnoqJ2NjMSRBYvTLW+WbhhGPrKdvo09FeqNKiTPFqcw8XvNb6U4oqFTnlZnXmsU7+QXlYnN/uwa3XVMS8pKPRU1vOf5DIkKghhx4q7alZaUDTN9xgQWqbBqfrcgsPSnskjFWJiiMDFq5zN7kx4R1YoKUaSiW0FHbdO+EukpufdgWv0p05RP2VOReT9GfSD6T6T/lF0nuEb2fF9DlHgqZOJGo2JR4SFXFp2w017lw3rFAkR0rewazeynfBpTjZDkEEOigiBGnNhTsZQiFSbMDio2tTs2fSpYSdlARMUka4A3ZCVlJelPvK+h8j4VkcBT4SFSEYuYyF36U6r6k6XJPOmMbRip0ByXfahyqJWtIHy+TKQYRS4KHlsav5VL0jrCNP1Jq6u1qpgy8VSUQZEMISQqCGLEqaekbJgdmU1gkYpmuyXsj6AC68YdQp8KIOlVIav+FGpJ4Lg3RCb9if9eqiopKypvy1KhvHgqBocc9l5NqzWJ5uyXlDXzVBg3vxv8qbuu9DKBCFD1XxSf9jXTnxSjDxrTFM8pHW8YqbE8TKeHZz83vfSn1FAXngrCGq3qT4xGo4HDDz8ce+21F3q9Hu69915cc801lf1lTRCEOyYGZaDr8VSEdafbBD660Op0Us3jVGElZUPoUwEkYkFW/SnUSFPSUTst7viDPYtmeN9LnP5UVfWn9JzakYGiOblDmX3zO81xlpEK9lg43PBQ30O62pNOSdme1iHaLsc/rQXk401+RdJ3/vMpUf3n8vu3Pd8XRTxUS/Aiv/X8NeUbUb92hNAWFc997nPxk5/8BM961rPwxz/+EVEUYY899sCjjz6KN77xjXjooYd87JMgCE+w6k9jS5cgajQqyTkPtSSpCTOcMGovXGAmKkLzVAzeU1n1p9C+v7k5cUlZXmRU1vyul05HApKDftfybq94vWTOqNGI17V5v+zgHDUanEdDs6Rs1lNRdfM79rygepJxpaReptpTT/C+XBi3iy8WL+UgMqX6vA/ynhO5UEDuWtvFJXMTyminP11wwQV46KGHsMsuu2DlypV4yUtegmc/+9l4+OGHccEFF/jYI0EQHtm6sd8xudFoYOHixZWsmRxKw7gzb0Ov10t6VXTMysoyP0Zo6U9tSfWndqCRpuwBlsGnQ/Uq8lSwKlN86lWcAuRhD2lRYe+BAJDqfZF0xDZDV5RkPSLqaVOSlCZRVMI0/SnzXLfXVf9gNO6MF5m6lQRR4fxmUZCySlHp5fPPZyMDyr6PMooCB+SpqAztSMUrX/lKvPSlL8XTTz8dP/e3v/0Np556Km6++WanmyMIwj9zs7OY3LIFC7fZBouWLcXWQeTCJ6Gmz5gyMzWNVqeDlmEFqDhSEUr602Rx9adOoJ4YZsLOeSp4o3Zl1Z/SXgKAq0DlI1LBva8IUdJWwsqoLRAVupGKOOJg5o2Iv0vl9KfSJ+TTmVkqhJNJ9Umxo7jgtYJRSp4KFb+C0fLCCbJTJQUEbJcoeq8S74eHVCUqOStGO1IxNTWFJUuW5J5fvHgxpgOpXEIQhB5V9qpottvx4Sq09BlTWBUk014VsacikPSnqRJPRRxpCq3600BUNJtZT0XyuLKSsj2Bp8JFRSbZelyp1n76EzuM289pY9TOpzEpDxys7Sj9qSyFSXONdElZQSM9lbnKrrE0dRf7KHRSrSQ/+yAlTHo5EWFaUlbuqTCLlIRS2jY0tEXFj3/8Y3z961/HgQceGD930EEH4atf/SquvfZap5sjCKIaqqwAxVcUmi+RCuaFaBt21WZpU6F4KmKjtqD6U7PVQrPVD3KH9v2xlKMoZ9RuDl6vJvWJ30sjZdT216eCL1ObSn9y4qmIjPtesOt1PRWJwVtTHMlSmkTpQ0V3ugvmzKZOmVd/yr6kmI5VtD/pWyiYy+CuuyidKL///Po5/4eNL8K1p4JPxaJOFEZoi4qTTz4ZDz74IG655RZMTk5icnISN998M9asWYMPfehDPvZIEIRnmFm7ClHB8vHnZmYrq8TjG+tIBetTMROKp0Lep6LNCY3Q0p96g5Ky2Y7aSTft6n7fhJEK1lG769lTETWc9MRIVX+Ke9BpiopspEJV5GTHGZuqZc+rl5QVrZ32AnTzc6k0v8tPWoCB4NBey2DPimt7SX/i91u1p4IQou2p2LhxIw4//HA873nPw1577QUAuOeee/Dggw863xxBENVQaaRikDoT2l1uG1iEoWWc/sQiFWGkE7HvZoEgUsFSouZmZzE3O1vpvsqIqz9l0p/YYb7roT+EjDh1iO9TEZnd7ddZD2AdsFn1J5v8p8F7QKRtmI6nQFocaBZ/Mki7Uos29N+HmVDJV3oqX09lT/nX5XuQ7Ucqvgr1RfE++AO5TkdtE8oqWRWXlOV/Jk9FHRj1qQCANWvWYM2aNS73QhBETVQpKuLGd/NIVMw3T0Vc/UkUqVgQbuWunqDiEpCUlO16iBDIYGs1UiVl/XfUBiw9EBys9C3v0dAWRCyNybA0rH5JWfE8wmhDLvtJQ/FkDrDqQ+WHcXOfg3qEpWgt24Nyke9DlP6k9LmlB2Rek/xctrco9YL4mtJtkagQYdRR+9hjj8Vdd90Vpz/dddddOO6441zvjSCIiqhWVMy/SEUiKgw9FSz9KZBiF0XVn1j6U4jfX1fQcA7g0o7qiFSIPBUeO2qzdbSbxokn7c8XITmI6UYqsp+Dpk/AyfsQrSuYTl44Ke8VKGr0VjiXBkXN3AoGlc6lOkY4VlMUMlTSn7yVlEVxhCPZgORn0/lGEO1Ixec+9zmccsopuPDCC3HLLbcAAA4++GCcd9552G233fDpT3/a+SYJgvDL1krTn1ikIrw73abYRypYSdkwRMV0gVG7E2jjOyDplp2t/sQeV1VOFkDci0IkKnx31I4iR0btuPoTL1LMSspqG7VVUozECwrXF0YwFCsqCZ8uucMt73nB/1gWqVCLNMjFkHS4eJDxob66u/ZGaVcKgpJwg7aoeP/734/jjz8eV155Zfzcj370I9x555248MILSVQQxBCyZeNGAFWnP80jUTF4Ly3DSAUbF076k1xUhPz9sZSjbJ+KqI7qT5n0HcDhXXcB2UhF/LyNqEiMDfEtZu2954zaZgdB85KyeQ8Am185/ahEfGRLnwrHiNbIXaIRTdCNSBR5Mlz9OmZSskQCIO2ZKE+ZSn9cJSVlZREViipUhnb6U7PZxO233557/ne/+x1aLWOLBkEQNVJHSdkQ02dMiTtqW3oqwolUyD0VITcujD0V2ZKydVR/ilOxOE+Fxz4VPKlIhcU8SQUrvvmdZvoTV5a2P6eZN0L1neh03lat2CRaIycOPAvFkgvtxmtg6sXwkv5UKNAK5nagMchTIUZbVKxatQrvf//7c8+fcMIJ+M53vuNkUwRBVEssKpZWV/0pxPQZU9hd+7ZhR+12Z+CpCCRSwd6PMFIxFnKkYiAqWtk+Ff7SjmSwtXiBE1eh8rSPuKN4FCWHeNcdtbUPfv0/GoaeiuSh6jjJNAJfhKk/AAoGY7lAkafvFNseFAWQcUTH/qBcRW8HafqTTklZ/qWC76N4I+qXjhJGoYXjjjsOr3vd63DrrbcCAF760pdil112wRVXXIFzzz03vu6jH/2om10SBOGVOqo/TQfW48AGFmEwTX9iYiS4SMWCBYgajdTBlEVjQoxUdOf6JW4bWaM2q/5UqVFbFKnwK2563R7QHBi1HZSvTbKfGsbpT/HnMEhBM05jUtYUinfte4IrpWsUL56LXAzmV9pH4byq19kJDJ0oi9aUJelPIl9L6lvJpkcViAMtpHpPQ2BQRpUQbVHxohe9CHfccQcA4LnPfS4AYP369Vi/fj1e9KIXxddRaIgghgdeVERR5PX/v/PSqD1pbtRuttvJPKGICk4wdBYuxNTEROoxEF7jO4DvqJ0WFYlRu8qSsuwuP2/UNkshUiWVahTZl69Nmt+Z9ItglyfRDv6x6jjZ44KBxY8L5pM2v8sdfJP/jdcw+UrL9irzCAguLXs+d52w/JXaWJM11ZrfWUZKeFGQXtxqXkIdbVHx6le/2sc+CIKoka3jmwD06/svWLwNJjdt9rZWyCVJTZmx8FQwPwUQXvoTALTHFqRERXss4EhFV9ynIk47qrCDu6i7d+zt8CRu4qhAqqO2TaSiP7bRaDhsfudWHOSHicWIcN8Wa5RVIZJOlb1TL9irNrZpS1rjC3O0rPahS9b0XXytW08FIcaoTwVBEPOL2elpTE30U158p0AlzdPCO5SaYhOp4MeEkv4EIP59yPaqCDnSxERDvvmdXy+DiJ4wUuGvo3Z6zci8WR0/X5L/ZF6iNuOpqDxSIXtekLKkUgY2nqtsrJP0J/7Ou+L8qh4BocZy+HvZ6wn3kl6iV/i+yqNJ9p4KrZSn1Dj1S0cJ7UjFf/3XfxV+8IceeqjVhgiCqIet4+NYsGgMi5Yuxd/wuLd12gvD7chsCutTYeKpCK1HBWN661YsWDQWiwhGyCVlRdGB/uNBPn+VoqIn8FQY9nowWdNJpSmBUVt7imz0yLOoyF0miVT0kBcGspNi6V568rHFaERKzF5S3Ib+DKnfB43xqhVhRU/2esVN5+Qm7swYqXaUp5sRamiLitWrV6cet9tt7LvvvnjRi16Eyy+/3NnGCIKoli0bNmL5ih29RypCLklqCktbMkp/CqxHBUNWASrk768bl5TNGrWrLykb74WLmpiWZVWFj444SX+K06kSUaEb7cl5KtQHCucxHicQAjZG6GwUwaTnRen6BRfYzm/6e1E0LhdZ8XwuL+75QdSBtqj4yEc+Inz+9NNPx+LFi603RBBEPVRVAaoTcElSU+ZrpALI96pgnooQ09eYaGg00/+0sRKz1aY/JQfyeB+em/DFB/gGl65kIyrYD1zzO+07uCyDSjN9KreKaqRCFm3ITSdKYVLcjYox2+BzVz2w67ymtK7gp9IxmmlDiScnM0fuoy2OFkhfLwmkkaeiGpx5KlatWoVjjz3W1XQEQVRMVaKiHfCdblNmpyw8FR0WqQhLZLHvJ+upCLqkbFy+NJP+NCgp26uypCwzOfORCgfRg+I1k+pXLtKf+LK4ppWrTJvfuYpUFF2n6lMQLZE93BpFPUoGFfZ9UPJs6I8vxfJ3tzCLTiQiMilJRml4BeN0zN7pcRQaEeFMVBx88MGYDPAfGYIg1JgYryhSwTwVAZYkNWXGQlSw6Mbc9IzTPdnC+ojI0p9mtoYlggAuUtHIeirqS3/iDzOV9KmAZbM6fj4W+QA3n2aeSa4JoEXKkdo4tRf0SsrmnsmPy3k2HJA68Ao8IZLXtJeR+E70J0rPqRvNsEYaxVD0VFS933mIdvrT1VdfnXocRRF22mkn7L///jjzzDOdbYwgiGrZSpEKY2ZiT4V5+lMoPSoYM5NiURFySeBYVGQ6atfhqeCjBsk+zHwJymvyHgjTak2p+ViUoYE4Z0Q7/WkwR1MzHcvYqC0eJ+pebeKD4J4sfF1lv85KyqYmUZvPdaWnMsTpT4J9pGwSJZEc8lQEh7ao2LhxY+pxt9vFH//4R3zmM5/BL3/5S2cbIwiiWpL0p2Ve12nHnorwDqWmWEUqmKciMKN2HKlYKIlUBPj9JUbtTEnZZo2eigbfp8JvFarEU2HeVyIzY3++iCsJq5v+xDwVms34ZFWcdAfK78Lnowsqd7DZY/PqVOp3wwuvVRQPOqhMYytUiqs/CcYrfgZangrCG1qiotFo4LLLLsNdd92Fp59+2teeCIKogco8FXFOfnjpM6YwQWBi1GbRjZnpsD4PWfpTyCWBWUnZvKdicCCu0FORdPfmS8p6rv7k2qjNRyriQIWpp4I1v1MdaHhol9cLLVtCHZHBO3fgVfE8qL+mio5nQ/s62XDZhxtKOlGRF8Pk8yKkaHkqut0ufvGLX2CZ5zuZBEFUT2XVnwLuc2DK/PRUiKs/hV1Sti8qmtnmd3Gkovr0p0Yj3/zOf/pTIynWZJP+FB+yIuMeG4mnQrP5Xc5ErbUsN06W/iTyQailP2WHisYpvc+yaIyqAKnyMGy4lPBQL/gOtLaSSX/qyV4z7LFSsrqHOYcfbaP2XXfdhd13393HXgiCqJEtlXkqwi1JagoTSEYlZduh96nIVH8K+PtLogMBGbVT6U+ejdosUuGoo3bsh2hEiJDPiVebo/9HVc3vhFEEfiPcC1ZdsMsEiYI/Q8szoIpBdEDay8NibdPxWiVlVTtqKy/v+bsZAbRFxWmnnYYvfelLeOMb34gVK1ZgyZIlqf8IghhOqu5TEeKdblOYydqopOyCQPtUyIzacaQivEhTN9u9eUDUYP0hqi8pmxIVrLO3r47aqRKwLN3I/PDT7fHGb7MStXxKFv+4dFy35NAuXa94H7LHWnsTHX6VNU9R9EFtjuzFZVET3X1oI81+sk9/SmsIw5KyFuvLMN3HfEfbqP3zn/8cAHDttdemvqQoitDr9dBqaU9JEEQAxKJiaTXVn+ZVSdnBAbvZaqHRaqI7q35HvBVqn4pB+pO8pGx43x/73LOigkUqelWmPwma3yWvefZUpDpqWwiYwTb7ngrL6k+RXfUnY39AfBc+e53gSUszuPZUvu92a/pXZN8N/ztsejgX/v9AFC2yQRblsBAjhB7aCuCQQw7xsQ+CIGqGiYpmu4UFixZhamLC+RqtTidOAZlPkYpZzmTd7izA1Kz6Zxeqp4KlN+U6ai8MufkdExXpIHxSUrb66k9M4PARC1/7SIzVSQfsroWAiYUR9D0R8Ry9tGHdtjSs7rii60RlZpX2kq0c1ROtW74P1fSr8rEG/gqHh/m4wpZl74ysz6VsCuWSsgWCgtKY3KItKm666SYf+yAIomZmp6YwMzmF9sIFWLRsqRdRwR9QQ7szbwNfDra9cIHWZxdqn4rpiXz6U7PVQnMQjQ7RU9GTeCqarepLyna76cM0b9j2lv7E5o0iNDRLuIrny6dw6YuK/p9J8zvl2+eFD0sXjIfJ7sLbpSyZduOuEnWBlf2haB7TNCbDzyflc5C+5NxTUfY2SYyI0RYVe++9t/D5Xq+HyclJ/PnPf8Z0YP84EgShxsTGcSxbuAMWLV+Kp5940vn87C737MyMVopQ6PR6PcxOT6PV6cQiQZV2qH0qJvN9KtqcwAixeldS/Sn9T1viqagy/Smd9pM6mHvuqN2IGk48FbGo4CM/2qIiPYf3SEV+ovSf3HzKkQLRdamb8up9K4qMyDrdynuZ9WVblY/3cCgumNNH9ScdnL9f0hRCtEXF6tWrC7+cmZkZXHXVVXjve9+LqXl0J5IgRoGJ8XEs23EHbw3wOqxyUID5+LbMTE6h1enEwkmVVqhG7bhPRVL9iQmMudlZzM3O1rKvIrolfSqqFRXpVCy+X4U/UcEZtR1Wf+KbCWqnU8WeCs1mfIW3pYuWU7nbLn7O2AwuWlNVoEheK4+qKZk2FK7RuU42vPyzVZ4KvEAqDRdI13Rl8JZCFg0h2tWfjjjiCDzwwAM44YQTsO+++2K//fbDCSecgD/+8Y94+9vfjuOOOw6vfvWr8fnPf97HfgmC8IjvClCxSXse3nBg6Uu6kYrWgjDTnxJPRSKSWHWrEKMUAN9RW1xS1tdhXkQ2UmF1MNck1azO4j13u6LP0yxS0dCMnLgrKSvI95dtQypI8k/olB+VUfiWdA7lPY2DeMF1Ku/DvIqT/bhsREh5zkJBYecDIdJoRypOO+00fOhDH8J1110XP3fXXXfhL3/5C84880wcdNBB2LJlC84991x8/OMfd7pZgiD8smXDRgD+KkDNx3KyDHbQ1o5UtMNMf5qKqz8lkYp24N9f1hzNqKWkbLyX6iIV3S5fAnYQnbE5KA2G8pEf45KyVaU/5VKVMn8mF+aelC6hE4koebkw/cnYqG1+jUt0lzMRYz6rOLkogTvqaEcq9t57b/zpT3/KPf+nP/0p9lusXr0aO+20k/3uCIKolK2eIxXzsZs2I+6qreupiNOfwvpMZgR9KjoBN74DgDlZSdlW9R21u1x3ayBrdvab/gSur4Sdp4JFKprcc2bpT2wO9fGGRmjF9Kf+Xe/ia5KdlPgxdNJ/PHgesqk+uiTN7zTXyo5PP6u2dmYe2/ciXYc8FZWgLSruu+8+nHrqqWi32/FzrVYLp556Ku677z4AwM4774y1a9e62yVBEJVQVfrT9Dz0VLBIg7mnIqySsqz6Uyr9KfDvj/kYch21WTnUGiIV7HCfqvXvq6Qsl2rUiOxTvuL5UpEKs/SnROSojhPPYzxOaLY2PRmKIxy61cXyFaR0BqtEKgoXH35Swi7zOPMGUxEO8kN4Qzv96cQTT8S1116Lv/zlL7jzzjvR6/Xw4he/GM1mE//4j/8IANh9991x8cUXO98sQRB+mRj3HakI+063DXGkQrOrdjtufhdW+lPSUTtv1A7VExN7KrJG7WYN1Z/iA3kz9Sf/mvM1eSGja4wWzscEgbmnIjFqs/QnxYO3cWUkxUgFzKs/KaVJmVR/yh6SFbFO22G+E8vfS/0oluZFRb8ThkIh/XXMB6VVL9qi4pZbbsFuu+2Gd77zndhjjz0QRRH+4z/+A9/97nexefNmAMCqVaucb5QgCP8kkYolXuYPPSffBhapaGmKimYn1OpPfU9Fo9FAq9PB7PR0/P2Fmr7GREPeU1F98ztewERRFN8p9dorg3kg+I7aNuv18qJCv09FOlJh7Y3QHleQhqQoXMr2rGN6Vq4wVXKd0udYcI2pudzUaK98nQMDfPmifqYlDEQFAGzZsgVf+9rXXO+FIIiaSUSFn5KyoVcPssE2UjEb2N1//jvqjC3si4oF4XbTBhLPBGvQx2CRiyo9FfxhKWokfSN8pmB1e4KSshYHKHaoSzXuM0x/SprfKQ8UzqM9TkcoqPogJAfhMp9F6XKmX5Z1hMFquNJEKgZrP5EOAFkPjMp8BkKSMPBUEAQxf/HtqegEnpNvQyIqzErKhuap6M7NxdET9r3F6U+Bfn/8gZ0/xLDIRR2eCqAvKmJfhyeTdmpNzqht5algzfQsUrdcVX9Sv0OuOJ/gOXXdIhE8KuNVU5XKNqMUqNCc32VFKdv9xdekr5emevXy18ZwkcL+4/K9EWaQqCAIIiYuKevLqD0Wdk6+DcaRCha9CSz9CeB8FYv6vor2WNiRijku5Yg/CLO75F5TjzLwqVapSIXHHhV8b4yk2Zy9UduqctXg7eqKKuM+Fbl5sj9IHsue09hLunGb8haF403HmXxOVdx1l1fD0ltbGvEgoRAEJCoIgojxX1J2/hu1W5qRiuagkl5o6U9AElFiFaBCLwmcilTwooKlP1Vq1E720mgkkQO/ngqWauSmo3ZcUpY3vutmqGRFRNWeCsnzubKwxZOqXacwptioLbmubB7NPcjG+/RpKPWXyH4nvrSOJM3Jm4djhCBRQRBEDKv+1Op0Uv0JXBGXJJ2HoiIuKasdqQiz+hOQpDmxClChf3+8Z4L3ASRG7Qr7VGQjFQ5KvJbBRxZ0jdHiCft/pD0VZs3vksfKAzNbMRQABZWNTCIQwr3F6U+aeftW10nESSC5/rYCRWnerACRvqbqqbCL+BCGomLZsmU47rjjcNZZZ2HbbbcFAOy333545jOf6XRzBEFUy/TWyTiP3kdX7SQnP8w73TaYRirY9XMzYXkqgCRSkfNUBBqp6M5yoqLFRyqqT3/i79BHjUbiKfApKgQdte1Kyg7msymHmzuPG3ojVMcJGtWJ9iGcUxpdyK4hvkC3tGuZWFFF7i8v8lTYr6uDagRJcEHqZ6P0Jx+eChIdQrSrP+2999741a9+hY0bN2K33XbDJZdcgqeffhpHHHEEdt11VxxzzDE+9kkQREVMbBzH0h3+DmPLlmLD2nVO5x6FkrK6kYpWm0UqwjuoT2e6ajNPRajpa7xo4O+u19P8Ljl0RBFv1PZ3GGHVn/hDlJPmdw3zpAZTw7U0GqA5Ln6aO0Wz3xPDDCvF96Cf/iS9TuN133fYlYVKBrXqT0h9JhQtGD60/6b48pe/jMsuuwx77LEHJrl/WH72s5/hFa94hdPNEQRRPT4rQI2Cp8K4o3aA6U+sVwUTg6GXlOUP0CmjdotFKir0VKT2khinfaZg8c3qnIqKuCSv/lzZ9ZUjFYZ38ZUiHLoHctUDvpLWMBcS2nMWnf89ewnUKjvVJBok3pVK/BzzHG1RccABBwh7VDz22GNYsWKFk00RBFEfTFRss9x9r4rQD6U2ME8E6zuhQrPViu8Ch1j9aSbTVXsY0tfmZmcBpEVF7KmYrU5UAMkhPGpEcQqR14MUEwF8+pPVdEyksB4TBjnwsnSk8vvbbrAAACAASURBVMWLHqqPY+uLDo/K6U8l70GY/qS9Va279NKXfR/UjXWPvvDJjuv1ikWAtPqWsqei/BKiGG1RMTk5iaWCXOvnP//5WL9+vZNNEQRRH8ys7SNS0Q68z4ENJpEK3n8RWp8KIO+pGIb0NXZnPJX+VIOngt9LqsSrV0+F40gFJ4r4+fUmyT5WjThIxIHmOOHzcWDBMKXKwoTcS98mV1u/dCnLebzsIz2ncvWnks8nGE8FIURbVFxzzTX4zGc+g9agY2mv18Muu+yCL37xi7j66qudb5AgiGqZ2OBRVMzjPhUsfanV0RAVXFRjLsBIRSwqxrJG7XBFBau6FDUFnooK05/66yUlWRtV9KkQeios1hsMZX0+TNJkjPtNZM/xyuJIYpQQLWu4N5kXw/ZuePrz1TAwS0ZZNdcjCiG/hxhtUfGxj30MO+ywA9atW4exsTHceOONWLNmDTZt2oTTTjvNxx4JgqiQ2FPhsfrTdKDVg2wwiVSwVKnZ6ekg/5FK+lQMIhULw09fY56FRjOpQ5KUlK06UjGIHEQNrk+FT08Fl27loIN3tk+FSdTD2FNh6KKW2yLyHgJVE3mpmOrllYutp0Dv7wO7vzt0ljIVKqbG8mz0w8nfkyqeCsII7epPmzZtwj/8wz/gkEMOwUte8hI0Gg3ccccduP76633sjyCIivFp1GaH0nmZ/jQQSi0NT0Ur4B4VQL76U+glZYHk0M43bGu26kl/6nKRCuZL8Bmp6PbyIsaqpGzsqRh8li7OcxVXfxL6JyTGarlPQX9vRodoF4d71epSng0EJr92vb4xgptDI/0JBQJB1VNBWKMtKhg33HADbrjhBpd7IQgiAJioGPNS/Sn8nHxTZqdNPBULBmPDFBWxUTsTqQg5/YmVjU03vxsc6CtsfgdkPBXxIb+ajtoscdwu/Wkwn4UnxbSkbNdwnNRErRRFUBMCsgO5fg8PC4GhaQo33ofNtaGg6qnwXBFrFFASFSeddJLyhBdeeKHxZgiCqJ9KjNoBH0pNYXfvdfpUtNptAOGKithTsSjbUTvkSEW+YVtcErUuUdGI0Ij8p2CJ0q3sjNpMpDCBZnL72VHEwdKonb6DL77WNDVLWFJWYR/5AIj9QVY5nceDODDbPx3e5xNKouKUU05JPd5hhx2waNEibNiwAQCwfPlyTExMYN26dSQqCGLI8VlSdsHgcDofIxVxSVmNjtrtgHtUAFz60yBC0RmC6l2sbGyTFxV1eSq4O/1VdtRGFHHN9uz7VCR71z8A5qIbyprCLFIhEzHpbBhBSpTGnPLL5IJBdI3pOv351dKcasMo/ymTptSvIcs9LInsKKZ+ycSfTnSCIhlilIzau+++e/zfaaedhtWrV2OvvfbC9ttvj+233x577bUX7rjjDnz605/2vV+CIDwzsXEjAPdGbd5rEHKfA1Nio7ZOpGJwbYg9KoCk+R3rUzEURu2BpyLi059qKinLIiMR3zfC4wGQCYioESGK7H0QSUdtix4bOW2g+B3kxIHRcsJxsdBQNFWUChzRMEujtikmFax09hGsN6GoTKyJpyLU9xk42tWfzjzzTJx00km4//774+fuv/9+nHLKKfj85z/vdHMEQVSPL6M2S50B5nlJWY1IRYur/hQiM1z1p2arheaglHjI6WssGsEbtZknoHJPBWd0rqRPxeAcFDUa8SHLRkhlIxUmBy3T5neumuaJx+ejFwVDS6/TiXwURRi0Dr66okClT4QtBfuQGawrESkGngrCDG1RsdNOO6E9yAPmaTab2HHHHZ1siiCI+mB9KtoLF8R30l3QGRuYkmdmKs9trwKjSEVn4KkINf2J61PBeowAgUcqBCVl4/SnuprfNRqVNOBLjOFuIiPZRoJmkQrTNKaSeaTL5QbKxzvye8QiRcUM7vvcapReFoa/opdJdwIyO6MqTsGjLSquv/56XHLJJVi5cmX83MqVK/G1r30Nv/rVr5xujiCI6pmamMDczCwAt9GK+dxNG0g8FY1mE41Ws+TqPrGnItBIxTRX/Yn5KeZmZ2PfQojwDecY8YG+YjHb5Q7l1UQqEmO1m/USTwg/v9YM3ezBXXGczV180XxKB36pE6J4bgXBojJOrwiTotegQop24WqPxSVl+b0oeipMCeMjDw5tUXHsscfisccew29+8xtMTk5icnISt912G5544gm85z3v8bFHgiAqxkcFqPlcThZIp3SpRitY9+1g+1Rwngr2nkLuUQFwPoZUSdm6mt8JmtH57KgtMGrbpHTE1aQaFs3vsgdn1TlM961UmUmyN9WSshZRiJwRWTaBYbaSWYTAbC2dSaVioGhxhylb0r4hkq2EItSGDe0+FX/961/xxje+Ec973vOw1157IYoi3HvvvXjggQd87I8giBqY2DiOJdtv50VUhH4oNWU2IyqmtkyUjgk9UhGXyR1bEKc/hS4KmahotgQlZT12sxaRHMqb1XbUjqL4QOai+Z3L9CfT0rAmBmT+CeGdfct0p+zD9BqqcxmiWulIZXwolBjebbas4qkgIWGPcfO7NWvWYM2aNS73QhBEIMRmbYcVoIblUGrDzNQU2gsWKEcqmp3A+1RMJJGKzhA0vgOSaARreAdw1YsqjlQklaiiZA8+IxWDP6NGgxMx9n0qbPwZ+QpLiuMMPRVKbmvN6k/5qRQEj1L6U8G8xr8m9QmMot8Pox4ghsZ1oj60058Igpj/JL0qXEYqBofSeeqpADiztmJX7fYg/SlYo/ZAQLTabSxcvLj/XODfHzvI8x21mceleqP24E5/RR21U+lWkX26VS/2VFhUf8p5KlTnMIxUSMale0gIUqJQpEdK1tap/uThAK80o2HEyJTs+5RXfyqYRCf9KcpMViROSIB4g0QFQRA5fJSVZXfv53OkIi4r21ErK8vKz4bbpyL5rrbZdjmA8NPX4upPXPpT7KmYna10L/Ehv9lwcsgvXy8vYuw8FUn1qv5UJvn6bqIB5tWfBOMlngq5qih5LFhb7dBu9h4LZ3TxHXmkaClv+4gixd8L9SgJpUqJIVFBEEQOH0Ztlv4U+qHUBv1IRdieitnp6fjuPuuwHnqPEZbilIpU1FRStpsqKevf1xFHQbi6/FaREeapsKj+lDdOGza/M1xPNFBq2lV8XuU6FTN34bw6HmWj70V/SPmc5elPZcGH1BSZErK9nnlJ2aKqUfH8FMKwhkQFQRA5Jjb0u2qP+TBqB34otWFGM1LRDLxPBZBUgGKRitAjTfFBvskbtevxVPB9Hqqp/sQ8EI7Sn1jkw6KSVD4dSW/t5LHadyfzKQiXLTNgS563KXfr/eA6bOdizepPKuKAqA8jo/ayZctw3HHHYa+99kKv18O9996Lb37zmxgf3N0kCGK48WLUZiVlA8/Jt0E7UsHKtAYaqQD6kaWF22yTRCoC//5YD41mU5D+VHn1pyRSUWWfiijl4bD3VEQ2kR5Dw7XxwV0l2iDwWdggFAoqcxdFVXQ8ypYpT6GkP9mmf0mrb1GqUmVoRypWrlyJBx98EKeccgq22247/N3f/R1OOeUUPPjgg9hvv/187JEgiIrx4akYlupBNrCIQ1vVUzG4bi5gUcEiFYu327b/OPDvL664xDW/Y+Vlq+9TwQ75kVWvB/X1BH0xXKQ/xZEK8z0lU5oZtc06RXMDBYdoZUuFp5KyPs66deb6q6xdHmjIiD/b0rmDRZVS20h7WKMdqTjvvPNw7bXX4vjjj8fcXHJH6Bvf+AbOP/98vPKVr3S+SYIgqsWLUXtESsoC6pGK1iD9KdTmd0ASWYojFYF7YpIu1oJIRdUdtXtJd+9GFaKix4kYsMiI+Umpy0RR01ygmPebME0xEo8T35lXUxVl4kOnpKyLsquqaymP8SBETL9n8wWLX9ZNmyrdFkU/hGiLiv333z8lKABgbm4OZ599Nm6//XanmyMIoh78RCpGwKjNmsUp9qkIvfkdwImKYfFUDNKfGgJPReUlZVnPjCjxVHQ9HkZS6VYNB+lWcaTCpVFb9bCZe0ZxXLlBWnatUoWgosean09hBMTUOlDnYdcg48sZUWYDgVfBmq9opz+Nj4/j2c9+du75XXbZBZs2bXKyKYIg6iWp/rTM2Zyj4Klg4qClKCpagz4VIUcqWLpaXFI28O+vx/pUNPPVn3oVRyqcH/LL1uMiFbE53SKng0UmbEzmeW1g5o1Q91SIp1HpqG17d12t+pOPqIDleDfbSM8p2VRRwKCHfHWndHZShZEcwghtUXHVVVfhm9/8Jt7ylrfgWc96FnbeeWe89a1vxTe+8Q38+7//u489EgRRMSxSsWDRmHIlozLaI+Cp0I1UsD4VYXsqMulPgVfvSjpqJ/+8Rc16SsqyA1Iq/cmjryNZL4nSWFV/Ggy1a35n5qnI95BQXE9uZuAvkg3WnLPodYVUKosqUnp7Mb/ON7pCwWjfJn0qCCO0058+9rGPodfr4YorrkCr1R8+MzODr3zlKzj11FOdb5AgiOqZ2rwF3bk5NJpNjC1dgk1/fcp6ztioHfih1IaZ6f57Y2KhjNhTEbKoGIjA5uDv++DTn5inQpT+VLFRm3k4UkbtSjpqN3LP2cxnk/5k2sTOWRShwFNhXFFKI8WqcFpXMQLrUIWbfVQhVKTeCNeeCnJtG6EtKmZmZvDhD38Yn/rUp/Dc5z4XURRhzZo12DqoEEIQxPDT6/UwsXEci7fbFouWLXUiKuL0p8APpTZoeyoG6U/D0KeCMbM1bFEYd9TmRQU7FFddUpalIzWSjtrdKjpqc6lfVgc9tv/YqG3iqcg8VHz/uUOdpVFbeIliMCTfa0MShUBeuJTNlZ5XYTMlKB+GfQuAzPxKzed6+XHKRIrpZ4Xrq48JJdITGkZ9KgBg69atuPvuu13uhSCIgOBFhQtio3bgOfk2ME9FWzVSMbgu5EhF1lgfuiiMRQXfUZulP83W46loVOapyEdpbA4/zFQep245OKipH3qL55Gvp/6CcRSlbB5ATRS4Wj+V2mU0RX2U7ddFehIJgMpQEhVXX3218oRHHnmk8WaKWL58OS644AK8+c1vBgBce+21OOmkk7Bx48bCcaeffjpOOOEEbLvttrjttttw4okn4p577olfv+GGG/CqV70qNebKK6/EUUcd5fw9EMQwkZi13YiKJFIR9p1uG7Q9FZ0hqP40kYlUBC4q4oM8d7feqnmbBV0uHYntpwqjdtpTYV/9yWauXLqXaUlZS5Ou2PCrmGKlHCRRuDB1N11xXg+krR2uNlIUhTHzQjihyFNBOEXJqL1x48b4v/HxcRx66KHYf//949dXrlyJQw89tPSAb8N3v/td7LvvvjjssMNw2GGHYd9998W3v/3twjGf+MQn8JGPfAQf/OAHccABB+DJJ5/EL3/5SyxevDh13de//nWsWLEi/u+9732vt/dBEMOC67KynTFWUjbsQ6kNzC+i66kIOv0p830FH6mIS8om98yYH6S+jtpRnP7kt/mdY6O2i70WVPPRGWd6sI8FhOCOt2qkorT0bIFvo2wu6Wsa5+m6umMXkd2GkqfB495l60uN84F8jsOGUqTi2GOPjX/+4he/iO9973t43/vexzUZauDiiy/G+ODOpmv23HNPvP71r8dBBx2E3/zmNwCA448/Hrfeeiv22GMP3H///cJxH/7wh/H//t//ww9+8AMAwDHHHIO1a9fi7W9/O77+9a/H101MTGDt2rVe9k4Qw0osKpa6ilT0797P65KyrKO2cp+Kgaci4EhFVgSGnr4WRwcGkYGUabmujtqNJmfU9uipEKY/WRi1c34Ik0hF9rFhpKKCcq+qqVOyvWkf7ms8uPY8HKCdpMdl9pX2qZRNJn2QxszrTSigXVL22GOPxZe+9KVUGLnb7eLLX/5ySny45OCDD8aGDRtiQQEAt912GzZs2ICXvexlwjHPec5zsNNOO+G6666Ln5uensaNN96YG/OOd7wD69evx913341zzjknF8nI0ul0sGTJktR/BDHfiEXFcje9KpLmd2EfSm3Q76jdSY0LkawIDHmvQN5TwXsrqk9/YnuJ4n34rEAVRyp4IWXl0zYrB5sZVDin6TzK17FAhcBEbfzZ2JSCTZ2ZCyIlOnsbgjvsrtKfQonEEGK0RUWr1cJee+2Ve36vvfZK/UXmkhUrVmDdunW559etW4cVK1ZIxwDIRSDWrl2bGvOd73wHRx11FF71qlfhzDPPxJFHHon//M//LNzPpz71KYyPj8f/PfbYY7pviSCCZ6vj9CfWEC709BkbWBO7tmJvj1bcUXvG255syac/DYmoaPXv1kfcXfvqjdp8pGJg1K6gpCx77/xzZhMapiBxdA09FUBaBFr3X+gJfjZMf5LOrXCnPJhDsW9vh1H1p/KNmJaU7ZkKNkIL7epPl156Kb71rW/hrLPOwq233goAeOlLX4pTTz0Vl156qdZcp59+Oj772c8WXsO8G6JftkjBfJN9PTvmG9/4RvzzH/7wBzzwwAP43e9+h/322w+///3vhXN+4QtfwJe//OX48ZIlS0hYEPOOLY5FxYJFYwDCv9NtQ+ypUIhUNFrN+EZMyOlPuUjFkKQ/sTKy6UhF1aJi0KeiEVl1pVZeDyxS4Sf9KScQ1DZVOKfWBgwoSk0yNYPntZZoDaWZjNYv2k+tosXF2hmPg3KaVq6kbOZlqRgJz48yzBg1v3vyySdxyimnYKeddgIAPPHEEzj77LNx7rnnas110UUX4corryy85pFHHsGLX/xi7LjjjrnXdthhB6kX4sknnwTQj1iwnwHgGc94RqF/4o477sD09DT+/u//XioqpqenMR3wIYAgXODSqN3iPAah9zmwIfZUdMpFBX/NTMhG7a3DZdRmvok4/YmrAlV587s4UsH1qZjzJ2zi9KeWJ6O2i9r/GnOkDomKERfpemlHrnAvxs3wdCgay7+kU/jI9nvxcJhW7e1RLBQcVX/KzVt+CQkMM7RFxS677IKLLroI55xzTuwl2LRpk9HiTz31FJ56qryp1i233ILly5fjgAMOwG9/+1sAwIEHHojly5fj17/+tXDMww8/jCeeeAKvfe1rsXr1agBAu93GK1/5Snzyk5+UrvXCF74QnU4HTzzxhME7Ioj5g0ujdmchf4Cev6JCx1PBV4iaC/gmRa75XeCiojs3C4BLf2o4SgUyINWnwqaBnMF6yZMWoiJ7MDQRKDZlaQ3uwGs1MDMMo8gjCuUHdS3j8ahR9wdiKHiJBC0TRBRFeOCBB7DzzjsD6IsJU0Ghw3333Yef/exnuOSSS3DQQQfhoIMOwiWXXIIf/ehHqcpP9957Lw4//PD48fnnn49//ud/xuGHH44XvvCFuOyyyzAxMYHvfve7AIDdd98dn/70p7Fy5UrsuuuueP3rX4/vf//7uOOOO3DzzTd7f18EETIuIxXMpD07Pe31Tm3dzLL0JwVPBfNdzM7MBP0PVFZEhB6pYNEIlm7U5O7aV/271+P7VERVNL9LIiPZ54zm6yrebS7cU8bsrTNWoUO1YMHMQ3n6U8nQFIUmf0fVn0zz/m3//jDuAZLbh4s5/ERQyFNRDVqRil6vhwceeADbb7891qxZ42tPQt7xjnfgggsuiKs5XXvttfjgBz+YumbPPffEsmVJpZqzzz4bY2NjuPjii+Pmd6973euwefNmAP00pkMPPRQf+tCHsHjxYjz66KP4yU9+gjPOOKPyKiEEERouRUV7jDW+C/tAaotOpKLJREXAqU9AOv1pbma2crOzLrGnoskiFf7TjmTEoiKKKiop25+bCSnrf8ccVG4yLSmbG2ydmSSYy9TfoZI2ZZLu4wB18eV1G+pRn1ITvLpQKxIk0j4VJsKVkKKd/vSJT3wC55xzDt7//vfjD3/4g489CXn66adx9NFHF14j+qU544wzcMYZZwiv/8tf/pLrpk0QRB8mKhYu3gaNVtPqMBmXk53HfgqA66itEqlYEH45WSAtBEPfK8BVfxqICuapqONGEd/hmqU/+fVUMEHVSj02ni9XuclokuLHhUO5A5+lqhCZmXX8HoVRCBORorl+yUzll/jyJ6S2EUbEpBSVj4L0hRHaomLVqlVYtGgR/u///g/T09PYmsm33X777Z1tjiCI+pjcvBndbheNRgOLli3F5qeeNp6rvXBEIhUDb0RLofkdS5EKufITkPZUDMP3l+9T0RcXVTe+6++Fi1REFVR/YsZwZk63XCp35jVqfmeRQpWpBKQ2RCFCIDRvl+xN4PPOL6GXYlX42ZhqAIMIQVh36A334uIthPQxDCnaouLDH/6wj30QBBEYvW4Xk5s2Y9GypVi01FZU9A/ZoZt8bYkjFQrpT+0h6FEBpKNLw/D99bLpT3Gkoob0px7nqaiiT0UvbdS2XSsrIow8FVlfhoaoMjr4Sg/z+bnyc5qdKnsSkVK2D1eEJQr6qO+pLKVJ8doSEebcUxHgZx4C2qLiiiuu8LEPgiACZMuGjX1Rscyuq3YnFhXhp8/YwKIOjUYDzVYLc7Oz0muHJlLBCYlsedkQYWl6SfrTwF9QQ6QiLvHa5EvKVtBRe/CebaMipn0ciscYVthR1hTJhbrN84quKcy9Nz1g1iow3BuircWN9Tbk35HUUxFsxGY40RYVPAsXLkS73U49V0U1KIIgqsGVWXtk0p840dReuABzm8tFReg+hV63i5mpKbQXLBgKUZgYtVn6E0s7qiP9adD8LuJLynrcB/NwODJq50SFi5KyWgc3k0iFZO2CtCPh2NxrBUZtYfO78jQsZ0fYEM/CxjrLw5vJzkl9KryhVVIWABYtWoQLL7wQa9euxebNm/H000+n/iMIYv4wMe5GVMRG7SE4lNrARx34PhQi2OuhV38CkgjFMIjC+CAfN7/rH7CLoka+SEq8VtNRm3W8bjbZ/ULXpgqDSIUjo7azakKG6JrG5Z4KA3GkgUk/jyrOz/JIgf+11U3q7qM3o4a2qDj77LPx6le/Gh/4wAcwNTWF97znPTj99NPx+OOP413vepePPRIEURNbXUUqRqSkLMD5KkrM2rGnYiZsTwWQeCmGwVORrf4U1RipSDW/q6JPBdfBm39sPl/GU+EgUtHV8VR09Q7y+aXF421SpCQLVTsuN00YB2Db6k259xFF6ciOxfTaqXRVVMuah2inP73pTW/Cu971Ltx444341re+hf/5n//Bgw8+iD/96U94xzveETeWIwhi+HGV/tQZEaM2AMxMT6G9cEGpqGi1hy9SMQyRpmyfijpLynb55ndNR70jCuhlUr/sS8pmHpsc7LMiwrhPhZ1RWzqXak59wVYSn3YAd7qVLRV+92pV9ct4Tfl6skiJ+VphCLnQ0I5UbLfddnj44YcBAOPj49huu+0AAP/7v/+LV7ziFW53RxBErTj3VAyB0dcW1UhFa0j6VADDlf7Uy5aUHaQC1dr8rllRpILri8E/tpgw/dCkpGzmlKsjTNLRBYP1JIdMufehwKitcAhXSSlSNgZrnIGH4YCreqhPfx2O3leRp4KM2k7RFhUPPfQQdtttNwDAPffcg7e85S0A+hGMDRs2ON0cQRD14i5SMRqeCoDrqq0oKkKv/gQkvSqG4fvrcgd5wN1dexPidKSoUUlHbTgWFd1c8zv79Ce9SAU/TNUrwA9XuBuveMO+SAxUnjZVNGWdrm3bpQXpT06iPyZRChIYRmiLiksvvRT77LMPAOALX/gCPvCBD2BychLnnXcezjnnHOcbJAiiPtxFKvoH7GG4020LS2cqNWq3h6NPBZCkrQ3D98dKyjZZ+tPgMG/TEd54L10WNYkQDfpU+IyYZFO/rIVU7vBsPYVm9pO79CdZaoyS8FBdU2W/XozaJn4T/mcPB+ga0p+UU7pkL5GQsEbbU3H++efHP//3f/839txzT+y///548MEHceeddzrdHEEQ9bJl40YA7tKfhuFOty2qkYr2EEUqppinYgjS15JIRTP1Zx2eisQ43Uw6e/vsqO04UpFrXGdQDjdv9taYQ7PiUn9IuXfC7PAoHy8sKatUIcpgG7VMqrq0fG1lT0MIvhTCGO1IxdFHH41OJ7kD9+ijj+IHP/gB7r33Xhx99NFON0cQRL2QUVsf5UjFEHkq4upPQ7DXnKeCRSpq8VSw8rZJpMJrR23nRm37u81VN7+T5chLm9cp5tQXCYaeRkNDH2ZuM42k5iWpEmH1J5NeJWVw+oY0jFuM0p+WCbrrLlmyBJdeeqmTTREEEQaxqFhKJWVViSMVC0s8FZ3hSX+657//FxueXIv7b/1t3VspZW4u21G7xuZ3XIlX1lHbZ6TCtaciK4DcNL/TGcodKBW/P2mEQCJQlA/5gjP4L792KdY/8mfctOqq4vVUns9iWKwoFLNxTngFsi9VavWmDDHa6U9R1jgz4FnPehY2DlIlCIKYH7A+FWNLl6DRbBrf7U2M2qMgKvqRinanJFLRGZ70p9W/uB6rf3F93dtQopcrKTtIf9K4m+xsL72kT0VS2tZfxIQd+uNUK+vqT9nHdrn7pnP0hxl4EVSGWHgLfn7R1/Hzi74uHK8yl7ODq9H34iEC4GAem0hOOppUdKF0AuW1h00kVYWyqLjjjjvQ6/XQ6/Vw/fXXY5brTtpsNvGc5zwHP//5z71skiCIeti6aXP889iSxdiywezGQVJSNvz0GVtUIxWxp2IIUoqGCSYeWLWlqMFERQ3pT9xequioHYuYlhujdtaH4sJToeNtcdlRW2rUtjyQyxeRXKK9miaBnHWH/sxNze+MUBYVP/zhDwEA++67L37xi19g8+bksDE9PY1HHnkEV199tfsdEgRRG925OWwd34SxpUuwaPkyY1ExUpGKgRm91VFLf5oZguZ3w0R3rn/Dix2sq4gQyIj7VERRJX0qWLpVUv3J9mRnnrokHaSX/yTZicZ68dPl/gr1aIjF5+ohQqA0j8RcPngQBKK34SWiIllUa/5APrPQUBYVjKBgEwAAIABJREFUn/vc5wAAjzzyCK666ipM0d01ghgJJsbH+6LCwqw9UiVlB+lMypGKmfA9FcMEi1Rkjdo6Zlpne+E8Dkmkwmfzu/R7d179yaj5XfHjwrEGB77UdZImZ7a30eXREM39mpQ9LZ2yvtOuk7VDSTsqW4cCGUK0jdpXXHEFFi5ciOOOOw5nnXUWtt12WwDAfvvth2c+85nON0gQRL24MGu3R6j6k2pH7SbzVFCkwilZT0WtJWXnkkhFXIXK5z4GByHW+M+20pST6k9WkQr9cdLMJGkVIYd3whX2q7yGzqHVZN8WXhK1+f0c/gtL0zoVjlbDRxZto/bee++NX/3qV9i4cSN22203XHLJJXj66adxxBFHYNddd8UxxxzjY58EQdTExAb7XhWj1FF7dnqQ/lRSUrbdIU+FD7LVn5rNGj0VPYGnwuNphUUWms1W6rH5fPYCKNenQuP986JIfZyn6k+SqXRJRzPM5ylYwMOkyou7H68qLB2/7VJLBYkOIdqRivPOOw+XXXYZ9thjD0xydx1/9rOf4RWveIXTzREEUT8uelXERm2KVMTEfSqGoPrTMJHtUxHVWFKW7xsR96nwmf7kuqO2ZH69QdkUKh1RoZ/3z4/h72rLjNpmDbX1fBvyaSr0VAwJxhWxHJTgpTKy9mhHKvbff3+ccMIJuecfe+wxrFixwsmmCIIIh4nxTQDMRUUUReiMjU6kgomEdmmkoi86hqFPxTCRdNRmnor+AXuuhkhFXIkqaiRlXj16O5iHg713W9ykP5U9oba+tYlaEpFwWmEqlUolG6y0hDEmncd9iJI6hI7te4o0lAkJEDHaf/NMTk5iqSC3+vnPfz7Wr1/vZFMEQYSDbaSCTwOa3kqRCkaz0wZA6U+u6c5mmt/VaNRmB5vKO2o78m/YpC5xozKPTCvsmBi1I/Hz6QFme3NA4ec5hGfWordT6IWIx2cmyPRFq/IjKfdpk1NbhLaouOaaa/CZz3wGrdYgZ7PXwy677IIvfvGLVFKWIOYhtqKC+SmApIfDfIZVfyr1VFD6kxdY6djEqF1/SdkG11G7W0FH7ez6jqYzStex81T4uZtuLR40oyHpS8Qm8RymZ1ajiM4QKhgPyM38hCraouJjH/sYdthhB6xbtw5jY2O48cYbsWbNGmzatAmnnXaajz0SBFEjiahYZjSe+SlmpqZqyWuvGmVPBVV/8kKupGyNHbXjVKwG76nw2FHbQbpSerx547pkjsxjLVFlYHiQph1JfBQGa9iVlJ0fqUalmP4ulhizq3qvZZEVSn8So+2p2LRpE/7hH/4BhxxyCF7ykpeg0WjgjjvuwPXXX+9jfwRB1Ix1pGKE/BRAEo0pj1QwTwWJCpewKk9RRlTUadSOGpynwmdH7ex7tC6RmlUEJlNk5zCNVOiP4VNUepJrjEqrOtILfrwM+ms720bBRCrpT7nxgjFK85TsJXOh4nWECtqignHDDTfghhtuSD33zGc+E48//rj1pgiCCAdbUcEOz6NQ+QlIOmSXeiraA08FiQqnsIN1c5CiG/sLZmdr2AvzVFRT/SmbWmVfUtZB5MMmelJy17p8kGRdqVFbfWvl21BJf3K1VHgHY1d38k2M9M7XFV9QzUaGDCclInbccUdccMEFWLNmjYvpCIIIiImNdn0q2iPUowJIjNdloiL2VFD6k1OykYrEU1FH+hMrbxvF++n6PIxk5u46b35nkv6UHePXU6FkyFYRGAZrKJUnVbUyGP6aGPXzqKC0rdFn6+r/K45Sr4hylEXFsmXLsGrVKqxbtw6PPfYYTjrpJERRhDPOOAMPPfQQXvrSl+LYY4/1uVeCIGqARSoWLlkcH4x06IyNTjdtQC1S0Wg147QcilS4pcv1hgCSkrJ1eCqSSEWTq0Ll01ORMUVbG7Wz6VQmc2Qf60Qq9CszpaaP+OfFc5kdYlWM2gqzVH1orhHT6k+OFq9mDKGe/nTWWWfhFa94BS6//HIcdthhOO+883DYYYdh4cKFeP3rX4+bbrrJ5z4JgqiJifG+qGg0Gli4eDG2Dh6rMkqN7wBgZqr/PotEBetRAZCocE2upGytngoWNYkq7aidPGE5X85kXV/zO+VxSpWZlLcgmcp8Au+pSrL5M4fktJbysCdlfVZ2oXokydaDE2Ia2bChfNvxjW98I9797nfj4x//ON785jcjiiLcf//9OPTQQ0lQEMQ8pjs7h8nNWwCYpUCxkrIzW0cl/am8pGxr0KMCoOZ3rokjFQ0mKgZpR3U0v+M9FVEFHbVdRyoc9KlwVpHKOjVJfI3LjspKJUlVD7EaN8pDOQsbpT9lIwI1eSgINyiLimc+85m45557AAAPP/wwJicn8Y1vfMPbxgiCCAcbs/boRSrKPRVMcMzOzIxEmd0qYelFSUft+kQFO+Q3Go3EU+ExDcuJsTo9gYP5smP8eirkB9Hy8bZLROl8K5WZ1BYsncZAGHk4sCtXZpLhS0M4KDBAqKEsKhqNBmZmkjtqc3Nz2LJli5dNEQQRFkxUbLPcIFIxop6K4kjFoJwsmbSdw8RDYxAdiFifijrSn+a4PhVNlv7kM1KRTTVybdQ2iFTkhI7OWH7/ipEKNTMD96PBnfGQ059MqLMiVWlKk/q1UgzETpDf0xCg7KmIogiXXXYZpgZ34RYuXIivfvWrOWFx5JFHut0hQRC1w3wVFKkoh0UqGo0Gmu025mby6U0s/Yn8FO7hxUPUbNQbqWB9KqIIjUFH7Sr7VNg3v7MXKTZzGPVS4K7j75xLox4uqz9pdmR25tNOd/OrDaPft5zXw5Fgs6z4VNr8jkSHEGVRcfnll6cer1q1yvlmCIIIk4kN5mVlWRrQqJSU5d9ne+ECoahg5WRJVLiHFw+NRjP2VNSRZsbKxzaazaRPRZWRCsfpT2ZT5Mo/ed2LipdB2vDO8v2mmu3JtqGcnmS1lfLpPRiUUwdxB/6byqGKT9YoiwoqF0sQo0vsqVhqYdQeEVExNzODbreLRqOBdqcDUXyGpT9Rjwr3pERFs4lGszV4vo70p4G/I4oq8lS4NWrnmuk5yE3XmcPaUxGJD/nWd/ZtDr+q6Tw659thrmAU6H7Lm99Vs49hw0nzO4Ig5jdMVIyZRCrGRiv9CUi8Eu2FYrM2RSr8wR/aG83Ey1CPUZur/tTwHzHJ+ResU63cpz9pDtaeR6Uxnewgq9wLQ9a1W7mznWBPrrCN6FgtbZ/+JJhU9GP5tS6aqhRBQQ0hJCoIgijFpvpTEqkYIVExEAutjtis3SRPhTf4gy/fdI51t65jL41G4u3w2qciKwJsS6TWXFI2LQS0l85OJpzXKGqh5AVXEDeOCDE64aZSmCdkTRED/ByHDRIVBEGUYmfU7t+tn946OqKCpXpJIxUDsUHVn9zDRySaXOfyXg3pT12++tPgjuwwpT858WjYmL1lKUuKMCGXG+/JqB2p3L723IdBPU3MYEzVVOxx0CqJG+hHVjckKgiCKIUiFXrMTA9ERUcsKlrMvE6RCi8wYcGnHdVSUnZgyo6aFZWUdZz+lO/QbRKpMJ/CpYlamvLk65CvVP2p4BqdrQzBAde0h4WX72cIPq9hhUQFQRClxH0qli3THpt4KkbDqA1QpKJu4q7azQaarE9FLSVlB9WfogaiqAJPRbajtrWAsRcpuT3opD9plmgt3ofsZ0szOP+0wn6V1zC9Sa8abfF8sjYLatmJWNn3ary+o2tHCRIVBEGUQpEKPVivCvJU1EN3ljXAayYRgjpKyrI+FY0oKSnrs0+F45KyLqo/5fakc5j1FEWwrf5klf7kAdf9SHzgxcRtilKWWvF+rbuHz1NIVBAEUQrrUzG2dIn2X6asT8UoeSrKqz8NOmqTqPACM2U3mk00GoNIxWyNze8ajdjb4dMw7rz6k4seE1U3v1PZhzSKYLlGajKFS3x4KpQvdL920b8NoR7C099B8nOo+w0dEhUEQZQyMb4JQP+QtmDxNlpj2cGa3b0fBdh7ZeIhC4tgUJ8KPzBTdtRsxM3vavFUdPNGbb+RCrfpT/nqTyYlZbNP6Awumkh3H5LqT5JDpdEaLtOftBb24zexnNR+G71e2kjvKmXLwTSU/iSGRAVBEKXMzcxgamICgH4KVGds9NKfWKSitUCc/kR9KvzC/BMN3qhdg6eiy5WUjftUDJNRO+upMAlUWJSllZZ+NUKW8uTOt5FOf7I0ahtS52G3aO1K0p8cpsuRaDCDRAVBEEqYdtVuDzwVo5T+VB6pIE+FT+LDfKuVlJStJVLRP5hEXJ+KSkvK2h6sciLFZO/mKVS8ALMWSCrm7CoOkl5Snuy8Ln6CJwEfylW0Ssj7DxgSFQRBKGFq1k6M2qOU/jTwVEgiFa3OgtR1hFv4SEXsZaijT0WXlbaNqumobdMTQjxh+qHl4VV7DstqPpmNSH5WW0Nlfe30pxBToUKi16ugOZ1EXJGnwggSFQRBKBGXlV2uXlY2iqKk+d0IpT+VRioo/ckrsaho8hGC2cr3EUcqokZS/clnR23H1Z/yIsUk/ynzUGMOlwdwW4+DrnFXZVpnbRdM5qk6QqOC7XcsEwj5CwlPkKggCEIJk0gFX/1oND0VsupPJCp8wqISjWZSUrZOo3ajWVGfCscdtfML6J/Gsp+7ltBx6KlQ8mdUkv3kd5HK0o7K1glFqJgy39+fJ0hUEAShxMR4X1SMaYmKhfHPo5X+VBKpaA88FZT+5IX4MN/gSsrWkP6ULinrX9y46ICdhd9v9Z4KT3fTJfM6PZDL5nJY0cpmnnQGWAUmahe4+rwc9KkgxJCoIAhCiYkNBpGKwaF6ZnJqpP6SjpvfyTwV7HOhSIUXWPoTX1K257E/hHQfTFREUTWRily1Jvv/z/H7tc2y6c+hISpU01k0NyLvvOyuepGuB8MZNf41a9vboY5/I3o+RN4IQ6KCIAglTKo/xeVkR6hHBQDMqnoqKFLhhcRT0azVqM0OSY1ms5qO2hnB4iQqYmuWtvFlODzwpafS91eoHJhVOmorCwmtLDH778U1tdxEUo1syV7ivmNqfmcGiQqCIJSw8VSMkkkb4NKfZB21O+Sp8ElcUpb3VNTQp6LHIiZRlKRhVZj+5ELApMu6GjS/y44x7VPhqfqTt9Kqtk5twzNtnQJjlKLRhBgSFQRBKGEiKuJysiPUowLgSsp2ZCVlSVT4hHXUbjQa9XoqhJEKnyVls3O7EBXi8qtG4wWPSwaLfzZAraO2Hal0LakZ3MPaBgLGR+qV9d19wfvw3U9Dtn7Zd+MldW0eQKKCIAglmFFbL1IxaHxHkYoUTFRQnwo/zA3KxzaazbikbN2eirgJ3xB11M7O4WLvepqCP6RXsLDlqVUp/cn/yVh/hJd+Ge6n9IJpI0SKygghUUEQhBJGkYqx0Wt8B3AlZWWRithTMVqfS1XEkYpmg0t/qiFSMViT7QHw7Klw3fwO2TvFLg6sZp4K+54bkrm8VX9ydI3SNGEccOtOf3IagSqLupDnQgiJCoIglDDzVIxopGKyxFPBRMXMTGV7GiXiCEGjiWazlXquStid/WarlezNo7jJRhK6TiILvKfCXlToCJ0eNO4cl29E8rTDFCuFjtq+z//SdbOHYMu0Nt19qKRGicSR9w7khFNIVBAEoQQTFc1WCwu2WaQ0Ji4pO2KeCuaVkEYq2lT9ySdx9adWYtSuI/2JHcJ5UVFl+pOTw6JlBaZcSpZp8zuHB36pwLD8wHTTn9x5KtxMUwuFZvUaowEkYIwgUUEQhBKzU1OYHogD1WhFZ2xEqz+VRCpY+tOoldqtilhUNBqxp2Jutg5PRVLaljFsHbVTfSpcVBbS0RT8/l0aqqV59M6WqMTDYYO8V4ev9RQjKIFQ+omQ6BBCooIgCGV0zdos/WnUDs+lHbWp+pNX4o7azUZikK4j/UmQLuS3+pNFVEA2p0pKj+J43TlcZr5I02h8VX+Spj+5P4zW7WUQo5/+lDvJ93p60aqe9IF8iGHkKMiPPABIVBAEoUziq1imdH1cUnbEjNrloqINAJidJk+FD+ZYf4hGE1GjRqO2QEB0h82o3bUTFblSphrpX2lB4s5Tkc7o8mTUlm1DpexsBQQjREJNfyoh4K3VCokKgiCU0TVrx0btEfNUFImKRrMZ59hTSVk/sKpLTb6jdo0lZXkqTX9ycXDkD91Gze+yoqK6taXrVhhFKMLZcp5M7PHLIvEjGFMUjRi29CfCDBIVBEEoE4uKpaqeChapGC1RwQzYIk8Fb96enR6tCE5VMAERNRtoMKN2IJGKoetT0bOLFuQOk8YdtbWXlq4r81FUcvd+GCIEGYQG9BIx4KT8sOYcVUadQvkaQ4NEBUEQymxlomK5aqRiRI3anIckWwGKlZMFKP3JF91ZZtRuch21a6j+JOoQXGFJWTfN6vhogYv0Jx2ntuE44TbEB85a04Acre20MlbV+yiLkhj4JIzXt6x0RpCoIAhCA930p8RTMWqiIklrai1Ii4rmQGTMzczWYh4eBVjaEV9Stpb0J4GQ8XmIzd3odRypcGHUNo1UOAhVSJ51932olZR1tpwVvv0cyu8zpPQnfish7WuIIFFBEIQyWzZuBKDhqRh4Cqa3jlaaz9zMTHywzfoq2gNRMUOpT97oCUrK1mPUTp+sfDfg8+GpSJWUNWl+56pPheUhWFo6tnIfhfsoiWdLRXUEsxHCFBIVBEEoo23UHlFPBcD5KjKRCha5oMZ3/oirPzUbaLTqKymbFRG+fR0+0p9SKUgOPBVaZTuddtQW74H97ELwaX8+Q5J6pWrU9rIPrZKyEuGovBfJXIQyJCoIglBG26g9on0qAHkFKCYyqEeFP5iAaDZr9lTkIge+IxU+jNqWDehszLcujdrpiQvXEm+lfAMq6U9+Dqt+QxUmRm3l91lzmlFPEg0r+76DKckbGCQqCIJQRr+kLEt/Gr1IRSwqMhWgWm0mKsik7QuW6pTuU1GHUTvb4dpzHruPjtq2JWUdNb+zPYyXddEu25dS8zaVfaj2qdDSXvPjgDtf3scoQ6KCIAhlyKitDktvanUyomIQqRjF6E1VMFN2gyspW4unIrOmb09Fbn0HZtx08zu78dpjHfoPSsvIOjjP6qc/Fbzm+QZ+T/QZWGIkvHR6ZJDmCB4SFQRBKLPV0FMxaiVlgYJIBaU/eScuKcunP9XgqfDR4bqMrqWxOkv6YG+wf2689ndg2SMjMxk3bd6rUVl3ay/ZT+GdtpWFisP0J530JcIPJCoIglBmYrwvKlqdDjpjY6XXJ5GK0bsrz0RFrk9Fh4zavmGH90YzKSnbqyH9Ccge8v2Lip7j9Ww9FTZlYV02v5OlUqmKCR+H1GHpkaFq1B76g/yw7z8ASFQQBKHM9NbJ+A67SrSCPBWCSEWHPBW+YalOzVYzKSlbU08QPgWqikOX85Kl3BRdk5KyFmk2TvtUyMb3Sl4f4MpTkV7bVUnZAI3ajtauC61KU0QMiQqCILTYskGtV0UURXHlo1H2VLQ74pKy1KfCH8yU3Wy3uedqEhXcnf4qzOKpSIXjPhVmkQp+vPZg7kdPRm1H8ysTSE817+83M79UlBWJkyjS+h3w4RMh9CBRQRCEFqpmbf4O/SiakksjFZT+5A1m1E6Litla9pI2Oldw0OEPVq6rP5kYAiw8GU6jLmWlQx18NUolZVNbcvT7YPvRkAOacASJCoIgtGC+inJRsTD+eSQ9FZMST8UgejM7Q+lPvmBRiRYnKupofgckAqeqPbg2avMYddS2EQYO05/KOmpX1pcglPO7Z4GrXEq4aB8UbRg6SFQQBKGFagUo3qQ9iqFo5j3JRyr6B12KVPiDpRnxgq629Cc+UuG5TwWQjga4aLbXtUx/Sh/gKxtaPK9A6LjoU6F0x5+bxl1TautQRcnL9hs1Sn+CB4+Q6vyj90+WE0hUEAShxcTGTQDU059GsZwskEQqsh212UF3FFPCqqIXeypa8XN8xKDSvXCH8ir2kBIuTozavCgyaH7Xs/B4WK6tNK/D06Nu+lOdJ1edlfXfV01YliDWMeNTypgYEhUEQWgReyqWlkQqxka38R0AzLBIxYJs+hP1qfANu7vOeyqyjeiq3gtQTaQifRB33KfCdryFp8J3R+3KDvhelnGYGuaKzJRG6U/E0EGigiAILWJRsXxZ4XXMUzGK5WQBzlORi1QMPBVUUtYbSfpTX1R0u93aUvDS1Zgq6FPBN5tzsF7POlIhnkt7bWuftp1nQmXvunevhzot1NXefZTqNWSov49AIFFBEIQWqtWfRrnxHcB5KnKignkqRvNzqYKsUbuuKAWQOeRXsI+e647atiVqbfLUBYZqYySRCtXqTyqpMdppQkPSp0KI4PPw08tD+sDN9JJoGAkMM0hUEAShxZaNan0qyFMh8VTEfSoo/ckXcUnZOFJRj58CSPemqLr6kxtPBfdjxdWfrMvZpuYqfoEOkW6p4/N0GdkizCBRQRCEFqrVn1j606gakmenWfpTxlNBfSq8050dpD+1+591XZWfAP/Va4rXc1D9KTWHiaiwETl++lQI70i7aBRYU/pTKAfooRFmLgIqQ/JWq4ZEBUEQWigbtQeRipkR91RkIxVNJirIU+ENFhGI059q6lEBVB+pcG3Utk4JceSpsDZqywSK4rRDc2A2oNRPUmeVKoo+DBUkKgiC0EK9o/bAqD2q6U+SjtpJ9afRjOBUAYtMsJKy/MG+aviDfbcCUeF6Pds+G1bpT12HB0qZp2JwYC47ODvzC/DTuDokez5tC70iZWuGrAAkXp2QtzwskKggCEILJiraCxfkKhvxJCVlR/PwPDNIb2pnOmonfSoo/ckX3blZAMlnXauo4Ps0VCEqUulGLuazjVRYRBscRirS8wrWqOFAGUr0w2gbrkSW0+/V5e9LGN/NsEGigiAILaYmJjA30z+0FUUrKFIx8FTkIhWspCyJCl+wO/R8Sdm64CtPVdGnouu4hK1th25nRm2XfSoEB8bKDvg+WkIEIk54lPdUJk58CMtwqtjOO0hUEAShzcR4P1qxzXK5qIhLyo6op2JWEqlgFYlIVPgjSX8KrKRsxR21nURGHJZ11RYV6cWt1panvKgZtVX2rlRSNnVJKGIglH0MDyEKuRAgUUEQhDYqZu2RLykr81RQ+pN34uZ37QBKylbdUZs3JLvuqG04H/sMtA9iFibv3FTSjtpqJWV99GBwdjA1mEdnbVWjttFn5PBwLjXj5y8UL09CwRoSFQRBaDOxobxXBTtMz4yoqGCRilbWUxEbtUlU+KI3EBUsUlFrSdmqO2rzkQoHd6Ctm9/1B6b/VB6mX6WpdA9qT5stobLJQM6tvAAoFVQmRm31jZi95hmKRJhBooIgCG1UKkB1RrxPhTxSMfBUUKTCG+zOeBjVn6qNVDjvqO0gBYntQz9S4dBTAbFAias/OThE6nbUdhaoqEOpCA78RZ+haaRHOfqgg2wrNYqY+QKJCoIgtGGeCiWj9tYRFxWdTEdt8lR4J/ZUtPqios4+FekSrxV4KlLpSvWXlAW4g6G2pnBp1BbPq3qy93Lnmu6GF38GIX8+Ie+tRkhUEAShjVakYkTTn2SRCpb+NEOiwhvZyESdkQpeSFQSqSipcmQwoXBukzns0r9sjdrFQsKFaKitSZyn1DCXY6Sfr8vogKo/QvYSCQVrSFQQBKENExVjRZGKsRE3anP9Ofh+HsxjQelP/shGBGotKeu6GlPpeo7TnxzsvxeLCouSsg4FmTClxoFRWz/9aTgOsfV21JY9cL9Ane9zvkCigiAIbZio2GbZMuk1ox6p4EUD66LdaDbjlByq/uSPbAnZWkvKdqtufuc4/Yk/gJvOEYKnQhap6AleHzKcfjYCdMWS5uL+5rYh0G2FDokKgiC0UUl/GnVPxdzsbJx2wxreMT8FAMzNkKjwRTbdaW7QYbsOulWLChfVmmTzWUYqbDwV1ofPlECRrKG6F9k1Km+QP5+HeqBWwVXaEpmj5xUkKgiC0IY8FWqwaATzUfDlZWenZ2rZ0yiQFRWhRCq6FRwiU+lKLtZzcrA381Q4NWrLqggZCh4XOEu3sRZcbrbhBY3fAZe/L2UMc2TLJyQqCILQZmKjep+KUfVUAMAsM2uzSMXgz7mZ2VrNw/OdrIeiVk+F43SkqtfrpuYzrP7kwFNhjWSquKRsycnaWfO7+XIWrbFxn0vSpYbny5dTHyQqCILQJjZqK3TU5g3Lowar8MQ8FXE37enR/UyqIFf9qc6O2txeqoiY8NEAJ+ZmB0bWeB+6w6vwVBQ954NU+pObKX17KoTf+zxPf6JIhBkkKgiC0IaJigWLxnIdowEgajTiu/Mjnf40mYlUDDwVc5T65JVsB+1a059SB+OKO2o7WM9JOpWL6k8uPRWCu9N1HCLrPLj6WNtZNMcUEgK1MzSiYvny5bjiiiuwYcMGbNiwAVdccQWWFVSeAYAjjjgCP//5z7F+/Xr0ej3ss88+uWs6nQ4uuOACrF+/Hps3b8Y111yDnXfe2dfbIIh5weTmLZib7Ztfx5Yuyb3e5kqojnL6U7ZXBfWoqIZetqRsnR21ubW7FXfUdnHIclHWNWl+p+vUTm3EaO1keL7iEz+tTr6+DKUqSUGee2vclIPPnQiHoREV3/3ud7HvvvvisMMOw2GHHYZ9990X3/72twvHbLPNNrj55ptx6qmnSq85//zzccQRR+Btb3sbXv7yl2Px4sX48Y9/jEZjaD4agqiFreObAIh9FZ2xhfHPo9yPgb331qCrNuuuPcqfSRXMzWZFRX2RirQnoVpPhRMR48KobVi2NR2pMFtaNN4kAuLlLvyQHJhVS8oaCYCAohta2x+S765qWnVvQIU999wTr3/963HQQQfhN7/5DQDg+OOPx6233oo99tgD999/v3DcqlWrAAC77rqr8PWlS5fiuOOOw9FHH43rr78eAPDOd74Tjz76KF7zmtfguuvmZYjoAAAgAElEQVSu8/BuCGJ+MLFxHIu32xbbLM9HDGOT9tbJkb7TJI1UTJGnwifZw3udnopa+1S4SH/iPRqG87H3bdOnwukhzlP1J13PSZ1/N1qLpBH+e52QMxS34w8++GBs2LAhFhQAcNttt2HDhg142cteZjzvypUr0el0UuLhiSeewN133104b6fTwZIlS1L/EcSoMTEuLytL5WT7sOpPzHfCPBWzM+Sp8ElQJWXnauxT4aKjtkFPh/wchp6KVOM92/cijk6Y7k2E1yZxHqnVqF32uRuWlDUhmi89RGpkKETFihUrsG7dutzz69atw4oVK6zmnZqawoYNG1LPr127tnDeT33qUxgfH4//e+yxx4z3QBDDysSGgagQVICKG9+NuKjIRSoo/akS8tWf6jRqu21GV76e27v7LkRK0vyuvkhF+edCuf21UHf6Ewd9xfbUKipOP/109Hq9wv9WrlwJQPx/6CiKvFUwKJr3C1/4ApYuXRr/R8ZuYhQpaoBH5WT7sOZ3rJQsKy1LosIvuT4VNRq1eV9DFd6OdEdtF+lPnsq6Kl1vPrZoMqGkKJlfJV3IWTO7ign2MF2x4CDhaE+tnoqLLroIV155ZeE1jzzyCF784hdjxx13zL22ww47YO3atcbrP/nkk1iwYAGWL1+eilY84xnPwK9//WvpuOnpaUxT9RZixIl7VRSmP426qBB7KmZn6O8Pn2TTnWqt/uT4kF+6noNqTbL5TI0Hpp4KWcUmoz1I1k6iKHbzKxPOjXllvKZ1aaRehXToD2cnYVGrqHjqqafw1FNPlV53yy23YPny5TjggAPw29/+FgBw4IEHYvny5YWH/zJ+97vfYXp6Gq997Wvx/e9/H0A/JepFL3oRPvGJTxjPSxCjQJGngtKf+iTVnwaeijYzapOo8Mlc1lNRZ/qTY49D6Xqp6k8O3rfDjto26U/2kQrBfkz2NB8x+Qwk2SMypK8VRSMsIlu2hCRghomh8FTcd999+NnPfoZLLrkEBx10EA466CBccskl+NGPfpSq/HTvvffi8MMPjx9vu+222GefffCCF7wAAPD85z8f++yzTxz1GB8fxze/+U2ce+65ePWrX419990Xq1atwl133YVf/epX1b5JghgyitKfOmPU+A4oiFRQpNMrvaynok6jNnewryJi4rxPRdeBJ8S0pKyooYQhMiGhatR2dsgM5Kyq8368GrWJecVQiAoAeMc73oG77roL1113Ha677jrceeedOProo1PX7LnnnqmGeG9+85uxevVq/PSnPwUAXHXVVVi9ejXe9773xdeccsop+OEPf4jvfe97uPnmmzExMYE3velNtRr7CGIYKPZUUKQCyHfUJk9FNeQ8FTWWlO26OJRr4KQDNj9fam7DkrKxqtAcx78XT9WfoBhFcdanIsCzuKvfy6J5pK8FGhGovTv4kDIUfSoA4Omnn86JiCzZX4LLL78cl19+eeGYqakpnHzyyTj55JOt90gQowQTFdsIOtvHnoqtIy4qBhEJFqFotQclZSlS4ZVsZKLWkrL8wbiSPhVuS9g62fPg4NjV9ZQ49IdIO2qLXifKcfV5lR3eU6q2bE13Zn7CjKGJVBAEERaJUTvfpyWJVIy2UXs2E6loDf6cIVHhle7cbOpx1mNRJXWWlHVt1DaN4MfjrDpqu/vsahUQQ3huHdb+Gz4hESqGRAVBEEZMbNgIQOapoOZ3QCIeElFB6U9VkL27XqdRm4+aVOOpcJkylBEmFXsq3PapEGyIe6EyT0WI1Cqywvxc5/X37RESFQRBGMGqPy3cZhs0W+lMSnaIJk9FxlPRYaJitCM4vsmmPwVTUraS6k+uO3i7rP5kurIDgSSJerg8PA7THX1rz0BFngM63A8XJCoIgjBictPmOK0hmwJFze/6zE7333/sqWCiYmamtj2NAmF11OYPsFU0v3Oc/uQk8jGIBmh+D1X2qXDR/G5YGdamfVmsmzNyn8N8/r59QqKCIAgjer0eto5vAgAsWppOgaL0pz7ZSAUTF9Snwi9ZUVGnUZvfy7B31DZNVWHCRPvw6rRPheR99ATPmS4xTw7nWYTva9QjCKP+/iWQqCAIwpikrGy6AhQZtfvkqj91yFNRFd1Uf4jZgiv9UnmkwnVqj9Pmd4bjMvsw2kOqpGx+DReeimFKf0pR8tZqfV8VHt7590lpV2aQqCAIwhhZrwoqKdtH2qdierTFVhVUHSFQ2UfVHbVdrNd1Ub1K8eCeH8dPYRupyO+nFoZUd4wC8zXSVCUkKgiCMIaZtbdZnhYVzFMx8kbtqUz6U5uJCvJU+IZPeQrGU1FFnwrH6U/pg71h8zvFBnPScfpDS+ZKW8Dzz+VRybEf1kOpkWAL0XPgMEWOPBVmkKggCMKYrXGvCkmkYsRFBUtzYhEK8lRUB99FuxdI9acqxI3zPhUpkWI4h2nzO+QP/8bwn4usu3YVBKI7KL2H8AGJCoIgjNki6VXRHiNPBSCIVFD6U2V0Z7n0pzojFXOuS7yWLej2wOwi0uLCU+H0ECzSKtSnQv5yjUZt08/dNtIw0n1LLCBRQRCEMbGnIlP9iR2iR91TwSIVTEywPhUUqfBP2qg9Oh21u123IsaJWdrYU+Gy+V1xnwo6JGpSRXoQpSANHSQqCIIwptSoPeJN3vhIRRRFcfWnOfJUeCcYozaXglR5R23X1Z8Mc3eMPRWu30syWf7nsgpIdMANHm+RLUIZEhUEQRjDjNr59CcyagNpUdXsdBJPBaU/eSclKrpheCqGsaN218H+42iA5niXze+01hoxSk3qopJVVXxevV6lhbr4tUhEmkGigiAIY6ikbDG8qGgvWBCnP1GfCv+kDvM1RiqcV2MqXc9dxaT+JPzPlulPmsrAtaGaCSRh+lPJ3kZZdLiADumjAYkKgiCMEYmKRrMZp/mMeqSiOzuHudl+47X2wgVcpIJEhW+6oZSUrThSkTZqu/BU8J9jtelP6XO+y1Qu+5SuUWJoPiOnGXIlkw3JR1I1JCoIgjBG1FGbmbQBqv4EALMDAdHudKhPRYWkPRX1pT+lDOMVpGF1Hac/iXo66E8imktvbVNBI5pP+JYc9KkYpo7a1pEDwfiiOaXfPUUw5hUkKgiCMCbuU7FkMRqtJoDETwEAsyNu1AaSrtqdRWNotlsA6HOpglBERSodqQpPheP10vOZiZRY6NRY/ak/R34uqv4UOh6+F5mOoeZ31pCoIAjCmInxTfHPY0uWAEj8FFMTW2vZU2iwSMXY0iW55wh/dEPxVDiOHJSux6/huvqTpaeia9VR24FAEnXPVqz+pLK+UprQEJ5VVY3aRt8Ribl5BYkKgiCM6XW7uQpQcY+KEfdTMFikYmzJ4vg5Sn/yT9WdrGV0K25+l0oZcngQB+yrP+kfIB1HKrL7KXmOqACHEQHl71DhMvp9+P/t3X9wVNX9//HXJiQhxgWHL4VowcooBTp0hFI7pRqxQzM6w1RsBdqp0k5tZQbbOu231amdr9PaVrHSaVHRapGiBqWiHSj2YywMIPBBJUQw/FBBEAoJEgIRSJMlJNn7/SPZm3uzu2R378m9m+zzMXPN7t17zz17dy/e957zPiczBBUAPOmZrF3AHBUusaTsWEtOR3t7oN1xcoV7Ru3sGFLWl+DGwAzYruJcgYTfORXOIgy2urhildQCHmPdYbLkXjWdzyLIRO1svbnP1noFjaACgCc9Z9UuLO4KKkjSluRoqejq/kTXJ384A4lguz/5OyFX1PAQtibqbwc3aTdUmJ2nghtBg4wFWdnzmfD98I6gAoAnkSQtFedzfI6KGDunoqv7E3NU+MPZ7agjyNGfOpzBjQ8zahu/ETcw+V0slyHNlhPjAZndUME8FVkjSxOiSdTODEEFAE/slopLOoeVLRxMToVTd05FZ0sFc1T4w++b+WRcN8a+jP5kOIcjUVehDMtIe/I7w6M/JezqlGKidi4LbEbttI/Dhxg0ggoAnsRGgLJbKrq6P+X6xHcxsdwSuj/5y9n9KdhEbUdw48OM2s77KiNzOxjoTmVi8jsjoz8lGD421SFl+eW6j2RpC1Dv37fsrHfQCCoAeNJ8+oyk7qAiNqQsLRWd2u2ggu5PfnLmUUSzJKfCxE1+r8frw5yKjO+jEk06l9Jupj+3+OAm85GpckefJmpnU7DGd8AzggoAniQb/YnZtDu1tbpHf6L7kz9cLQRZMvqTH/Vw3Yib7DKkzLtTxSa/8zKjtgkJZ9RO8VjkVPSQTcFAFz6j4BFUAPCk5+hP9jwVJGpLcnR/6krU7mCOCl9EXS0VAQYVHd4TndMRNT2jtpHJ72L1STMoiU2aZ7r7muFk9v4oa7pzEcwNKAQVADzp2VJhDynLPBWS4nMqOC/+cOVU5NKM2pbh7k8m5rrIdChaq+cDrxWJ/XEESrGRqXI1usiUqc8kW4IbGEFQAcCT+CFlO1sqSNTu1N6j+xOJ2v5wtk4EmqjtaC3wZ/K7xMf2Wp6nuqeYDG1sv6TFJez31PXXe/kJR0mK3wgDAC0oiRFUAPCk5WyPlopYojbdnyR1t0wMvrik6zlBhR+crROBDinrnITPj5aKqOmcitjEdZmXZXfDSjenQuZu+F3Hz2D0J/SR3s57Gh+L14+Qb4B3BBUAPIl1fxocvlihvDwStXvoOdpTBy0VvnDeXAfZUuHMa/DjxtX0PBX2TbeHVo9MJ7+zWyoM3e7Z9bBcKxW/0lv5vWyUFfwOorImhyNF/a2+2YKgAoAnsZaKvLw8FYcv7s6poPuTpPgcCkZ/8ke0vb37cZA5FaYno+tF1Pgs1AZu7O0yMtrN3HmzGyria0JLBeAdQQUAT6LtHYo0/VdSZxcocirc2nq02DBPhT+crRPRjvYLbOlnPfzt/mSkpSKaYSuDs4wM54KwDOY7JKtHqsEEv1x7k3myfjDBHkFmZggqAHjmHAGKnAq3ni0TtFT4I5otk98Znoyu9wM6Hpqcp8JLQ0UsMAk4UTthq4vhwCVnZGOQ5fF7QiDhHUEFAM+cydqxeSrIqejUs6WCnAp/uCe/y44Ztf2Yp8J04BKrv5e8lO5chswStY2P/uT8TFIcUjaXbzhTGtVKtOaAoAKAAc5hZQuYp8Kl/XyPnAq6P/nCPU9FcKM/uVpMfBz9ydR77r6ZNpBTkW5QZeLYFyrW+SSHg4aMcL6QAEEFAM/o/pRcXE4FLRW+sHy+mU9aD58TtbtzIAz9ut9VZy+/1GcamHTf7/dhS0WKx8jlX+FTTdLvm9Ycgpf+hKACgGd2UDGERO2e4nIqaKnwhWvyuyDnqfB9Rm3TM0QbGFI2w5wK+3z5cV+ZY7+8D8QgyXNQk2Pfgb5AUAHAMzuouGSo3VJBUNGJlopguCe/C3BGbWc9/Jinwu5qZOY9ZzpxnbuQDJOh+2hGbVeeS4pl53JORUIDMCiBdwQVADxrSZRTQVAhKT6IIKjwhyunIhpkS0X3zaifQ8oa6/5k4MY+80RtuxIZH9tdYIIAyX5/Zg7RX6TzWaSaqN0XCOb6F4IKAJ61nDkjSQr/n2EaVFAgSTofIVFbYp6KoFg5OqRs7BimjpXxcLCuQjJrPTHdlau7PMe6FEd/GojdhTzJxpv9bKxTjiGoAOBZrKViyIhP2etoqegUN6M2QYUvOrJkSNloUInaproMKbOAwCkazTA4MD2HRKKkbDuHnBvSZMzl52CgI6gA4FksqBjaFVREo1G6+XTp2TLR3sZ58YPzJrijPcDuT37PqJ3p8K3JyjMw+lOmwYGJrleu8rqjirSPQTecYHDa+xeCCgCexYKK4vDFkuK7/OSyni0VdH/yh3vyuwCDig6fuz/ZLRWGjmVwVu5MZ9Q2nVORsB7cvAKeEVQA8CwWVMTQ9albtKNDHe3t9nOCCn+4h5QNsPuTa0hZ/2bUNpeo3fXXQNet9HMqYn8Nn7cEidq9yeWciiATtdNBN63gEVQA8KzlbJPrOcPJujlbK9rO04rjB79nsk7GeXPvT0tFbG4HU0GFgcnvMj7/fTOkbKJ1dG8CvCOoAOBZR1ubWlta7Od0f3Jztk60n28LsCa5w9nlyQpy8ruovy0msSDGWCBlYkjZDMswfaPfXQ/XSsWv7Pu69CeBtgDk8HnvjwgqABjh7AJFS4Wbs6WC7k/+cI7+lDUtFX6M/mT41/2o0cnvMsupMHberLgH3YM/0XUG8IygAoARLae7g4q2CEGFk7Plpo1RsXzhSpDOliFl/ZhRO2r6Rtx7y0f3qK3ptlRktl/y8i4woza/iPd/fISBI6gAYISzpYJEbTfn8LrtrXQN80PsJtiZJB8E34eUtXMqDJVnGSgvw2Fuu2/4PRzbXaKrPu5jmToGTMrlbmf9EUEFACNazjq7P3Hj7ORsqSCnwh/Rrrkpgmyl6Hn8fjmjtn0f7mXyu646pRkd2O/F9IzaiXIqAHhGUAHACFdLBb/Guzi7PDEpoD+iXQnSQQ4nK/XoauNHTkXX4UzlkZiZ/C72N+h5KmLFpT/5XSr6y9CrAxWtGsEjqABghCuoIKfCJRZkdbS3u+ZPQN+J5VREA5z4Tuo5CZ8fORVm56nIdDZsdxGZjv7k3t+rhPkTmQY8AOIQVAAwgtGfkouN+EQrhX9ioz8FHcQ5b+79GIWq+wbc0OhPRkZgyiynwsRwtr0fwtwxGEEKuY6gAoARJGonF2upIJ/CP7H5IazAuz/5OwpVX7VUeJv8LrNuTMYTtWPvxVUggQBgCkEFACPcLRXkVDjZLRXMUeGbqN39KdigwpnT4eeM2qYCGBM5FVbCm/mU9vR87ET1UB/lVCBgfIaBI6gAYETLmTP2Y3Iq3GItFW3nCbb8Es2W7k/Olgo/hpQ1nodgoLwME667Nzc9s7bR4gB0IagAYAQ5FcnFhpSlpcI/sRaC4IeUdeZU+JCobRkYrcldYud/vUx+l2go19R2dO3vVeJEbSa/yzkM0tVnCCoAGMGQssnFWijIqfBPLKeioz3g0Z8co0/50/3J7IzaJsqxg4o0yzKdU5F4Rm3FrYOPQtzhDyQEFQCMaDnbZD+m+5Ob3VLB6E++ycaWCl8TtbOo+1OmORXG8x0SjYxFS8WAkfL3hI+6zxBUADCivbVV57uCCRK13WLdnmjB8U+25FS4ErV9GVK2jxK1vZSXaYuD4Rv+RN2wugMeBIJgbkAhqABgTMvZzi5QDCnrZg8p20b3J7/ERn0KevQnZ5cnf3IqYn8N3YjLexekjCe/67G/Mc7uT6KlAjCFoAKAMYd37lJrS4uOHzwUdFWySu37+9TR3q6je94Puio5o/6jw2ptiaj2vQ8CrUdrc4sa/nNUxw8eUocP3d9OfHRYbedaVff+fiPl1R88pLZzrap9f1/GZdS9v0/Rjo6069Rw6D9qbWlRXZrHfvG+ByRJ/1z4qGt97Xsf6HzknE4c/o+97uN9BxTt6FDtexc+xsrfLJAkVT7+dNJtXlv0F0nS/774ctJtqla9Kkn64H/fTvj6/3SV8fKvF8S99sJ9v5EkvfrHx+Ne+3BbtSRp5/+sddfpsac6y3vgYff2b2+XJB3b96Fr/bqnl0mSVi/4U3ed/vykJGlTxd/tdWsWPiZJ2vi35fa6Pes3SZIOv7vbXhfbJ3Zu1v7lb5Kkt15ZLUnatW6jJOnQzl32Pvu2dp6b7WteU0dbm5pONartXKs+OXZcG/5WIUmqfrWy8/1WrpMkbe46ztmTp9TW2qpTtce0ueKlzmM/+hf9/f/9vvO9LHpSry/+qyRp69//odP1J9TaElHzJ6e1/60qSZ3/dmx5YaUk6d1/r9crv31EkvTK7x5xnefGuo8V7ejQc//3V5KkDUuft//ft6rr/K3+wyL7ex87V5ueXyFJqlm7QZLUcPiI/X7e27xVUvfn+Z+aPfax+wuLxdsSDocty7KscDgceF1YWIJcQqGQVVhcHHg9snEpuuiiwOuQa0u2fBfzCwqs/EGD+u37NlFept//TI+d7HiJyku1bqlsl8o2vb2nC5WR7LXOf3sHp7VPweAiK5SXl9L2qa4rLB5shUKhC27X83mifZznKG9QvjWosPAC+6e2bbLHzuvTeU6c5ca2d57nvPx8a1BRkfv1vDyrYHDv62J/BxUVWXn5+a7j9dwm6P93pHOPG+p6AA/C4bDOnj2rIUOGqKmpqfcdAAAAgCyXzj0u3Z8AAAAAeEJQAQAAAMATggoAAAAAnhBUAAAAAPCEoAIAAACAJwQVAAAAADwhqAAAAADgCUEFAAAAAE8IKgAAAAB4QlABAAAAwBOCCgAAAACeEFQAAAAA8ISgAgAAAIAnBBUAAAAAPCGoAAAAAOAJQQUAAAAATwgqAAAAAHhCUAEAAADAE4IKAAAAAJ4QVAAAAADwZFDQFRhIwuFw0FUAAAAAjEjn3pagwoDYCa+rqwu4JgAAAIBZ4XBYTU1NF9wmJMnypzoD22WXXdbryfaiqqpKX/rSl7K6bK/lZLp/uvulsn04HFZdXZ0+/elP9+nn2l/15ffRlCDqyHVqbj+uU++4Tv0/JtdpPK7TC+sP12l1dbXGjRvX63a0VBhy7NixPi0/Go322cVoqmyv5WS6f7r7pbN9U1MT/wgm0JffR1OCqCPXqbn9uE694zr1/5hcp8lxnSbWH67T9vb2lLbLl/SbPq0JjNm+fXvWl+21nEz3T3e/3rYvKirSfffdpwULFuj8+fMZ1Wmg68vvoylB1JHr1Nx+XKfecZ36f0yuUzeu094NlOuU7k9AAuFwWGfPntWQIUOy/hcEIFdxnQLZj+s0d9BSASTR0dGhN954Qx0dHUFXBUASXKdA9uM6zQ20VAAAAADwhMnvAAAAAHhCUAEAAADAE4IKAAAAAJ4QVAAAAADwhKACAAAAgCcEFUCaRo0apY0bN2rv3r2qqanRrFmzgq4SgB4uvvhiVVVVaefOndq1a5d++MMfBl0lAEkUFxfr8OHDWrhwYdBVgQcMKQukqbS0VCNHjlRNTY0+9alPaceOHRo3bpxaWlqCrhqALnl5eSoqKlIkElFxcbH27Nmja665Ro2NjUFXDUAPv//97zV27FgdOXJE99xzT9DVQYZoqQDSdPz4cdXU1EiSGhoa1NjYqGHDhgVcKwBO0WhUkUhEkjR48GDl5+crFAoFXCsAPV111VUaP368XnvttaCrAo8IKpBzysrKtGbNGtXV1cmyLM2cOTNum/nz5+ujjz5SJBJRdXW1rrvuuoRlTZkyRXl5eaqtre3ragM5xcR1OnToUL377ruqra3VI488olOnTvlVfSAnmLhO//jHP+q+++7zq8roQwQVyDklJSWqqanRj3/844Svz5kzR4sWLdKDDz6oyZMna8uWLaqsrNTo0aNd2w0bNkzPP/+85s2b50e1gZxi4jo9c+aMJk2apDFjxug73/mORowY4Vf1gZzg9Tq9+eabtX//fn344Yd+Vht9yGJhydXFsixr5syZrnVvv/229eSTT7rWvffee9ZDDz1kPy8sLLQ2bdpk3X777YG/BxaWgb5kep06lyeffNKaNWtW4O+FhWWgLplcpw899JB15MgR69ChQ1ZDQ4N1+vRp6/777w/8vbBkttBSATgUFBRoypQpWrt2rWv92rVr9ZWvfMV+/uyzz2rDhg1avny531UEcl4q1+mIESMUDoclSeFwWNdff7327dvne12BXJXKdfqrX/1Kl19+ucaMGaNf/OIXWrJkiX73u98FUV0YMCjoCgDZZPjw4Ro0aJDq6+td6+vr61VaWipJuvbaa/Wtb31Lu3bt0i233CJJmjt3rvbs2eN7fYFclMp1OmrUKC1dulShUEihUEiLFy/W7t27g6gukJNSuU4xsBBUAAlYluV6HgqF7HVbt25Vfn5+ENUC4HCh63THjh2aPHlyENUC4HCh69Tpueee86tK6CN0fwIcTp48qfb29rhfUUaMGBH3awuAYHCdAtmP6zT3EFQADm1tbXrnnXdUXl7uWl9eXq4333wzoFoBcOI6BbIf12nuofsTck5JSYmuuuoq+/mYMWN09dVXq7GxUUePHtWf/vQnVVRUqLq6Wm+99ZbmzZunyy+/XE899VSAtQZyC9cpkP24TtFT4ENQsbD4uUybNs1KZNmyZfY28+fPtw4dOmSdO3fOqq6utsrKygKvNwtLLi1cpyws2b9wnbI4l1DXAwAAAADICDkVAAAAADwhqAAAAADgCUEFAAAAAE8IKgAAAAB4QlABAAAAwBOCCgAAAACeEFQAAAAA8ISgAgAAAIAnBBUAAAAAPCGoAAAMSNOnT5dlWSopKfFc1osvvqh77rnHQK26lZaW6sSJEyotLTVaLgAEgaACAAawZcuWybKsuOXKK68Mump9bvPmzSotLVVzc7OnciZNmqTy8nI98cQT9rotW7Zo4cKFcdv+4Ac/UENDQ0rlHj9+XCtWrNCvf/1rT/UDgGxAUAEAA1xlZaVKS0tdy6FDhxJuW1BQ4HPt+k5bW5vq6+s9l/OTn/xEL730klpaWgzUym3ZsmWaO3euhgwZYrxsAPATQQUADHCtra2qr693LdFoVFLnL+6LFi3SokWLdPLkSVVWVkqShg4dqiVLlujEiRM6ffq01q1bp4kTJ7rKnTlzpqqrqxWJRHTixAmtXLlSkpSfny/LsjRjxgzX9k1NTbrtttvs56NGjdJLL72kTz75RCdPntSqVas0evRo+/WKigq9/PLLuvfee/Xxxx+roaFBjz76qPLz8+1tioqKtHDhQh09elSRSET79+/X9773PUnx3Z+GDx+uFStWqLa2Vs3NzaqpqdHs2bMveO7y8/M1a9YsrVmzJq1zHnP06NG4VqK2tjb79XfffVeNjY2aOXNmRuUDQLYgqACAHHfHHXeopaVFU6dO1V133aVQKKTKykoNHz5cN910k6655hrt2bNH69ev19ChQyVJX//61/XKK69ozZo1mjx5ssrLy/XOO++kfMySktQ+7RkAAAXXSURBVBK98cYbOn36tMrKylRWVqZz586psrLSFTSUl5dr9OjRuuGGG3THHXfozjvv1Ny5c+3XX3jhBc2ePVs/+tGP9LnPfU533XVX0haF4uJiVVVVacaMGfr85z+vpUuX6sUXX9QXvvCFpPWcNGmShgwZourq6pTfm9PkyZPt1qFRo0Zp27Zt2rx5s2ubqqoqlZWVZVQ+AGQTi4WFhYVlYC7Lli2z2trarKamJntZuXKl/fqWLVusqqoq1z7l5eXWqVOnrIKCAtf6jz76yPr+979vSbK2bdtmLVu2LOEx8/PzLcuyrBkzZrjWNzU1Wbfddpslybrzzjut3bt3u14vLCy0IpGI9dWvftWSZFVUVFgHDhywQqGQvc0//vEPq6KiwpJkTZgwwbIsy5o2bVrCekyfPt2yLMsqKSlJen5ef/11a8GCBUlfv/XWW61z587Frd+yZYvV2trqOq9NTU1WJBKxGhoaEpa1ePFi6+DBg9awYcNc6x999FFr7dq1gX9XWFhYWLwsgwQAGNA2btyo+fPn2897Ji73/BV+ypQpGjp0qBobG13ri4uL7QTvSZMm6fHHH8+4TlOmTNH48ePV1NTkWl9YWKgrr7xSGzdulCTt2bNHlmXZr3/88ccaO3asXYfz589ry5YtKR0zPz9fv/zlLzVnzhyNGjVKhYWFKioq0qlTp5LuU1xcrHPnziV87fnnn9fDDz/sWjd79mz9/Oc/j9t2/vz5+u53v6upU6fGnddIJKKLLroopfcAANmKoAIABrjm5mYdPHjwgq875eXlqba2VtOnT4/b9pNPPpGkCyYtx4KAUCjkWj9oUPf/cvLy8rRt2zY7/8HJOXqSM/8gVnZeXmfP3UgkkrQOidx77726++679dOf/lR79+5Vc3OzFi9erMLCwqT7nDx5UuFwWHl5eXYeSszp06fjzmuikZ+mT5+uP//5z5ozZ4727t0b9/qwYcNSHjEKALIVQQUAwGXHjh267LLL1Nraqtra2oTb7N69W9OnT9fy5cvjXotGozp16pQuvfRSe9348eM1ePBg1zFuueUW1dfX67///W9G9dy9e7cKCwtVVlamTZs29bp9WVmZVq1apRUrVkjqDGzGjh2rnTt3Jt1n586dysvL04QJExIGBL0ZO3asVq5cqd/+9rdJk70nTpyo119/Pe2yASCbkKgNAHD597//re3bt+uf//ynvva1r+kzn/mMpk6dqgcffFCTJk2SJD3wwAO6/fbbdf/992vcuHGaOHGia3K4DRs26O6779bVV1+tL37xi3riiSdcrQ4VFRU6c+aMVq9erWuvvVZXXHGFpk2bpsceeyzlyeAOHjyoiooKPfvss7r55pt1xRVX6IYbbtCsWbMSbn/gwAHdeOON+vKXv6wJEyZoyZIlGj58+AWPUV9fr5qaGl133XUp1cnpoosu0r/+9S9t375dS5cu1ciRIzVy5EiNGDHC3qakpESTJ0/W2rVr0y4fALIJQQUAwMWyLN10001688039dxzz2n//v1asWKFRo8erRMnTkiS1q9fr29/+9u69dZbVVNTo/Xr12vKlCl2GT/72c907Ngxbd26VcuXL9fDDz+s1tZW+/Xm5mZdf/31qqur06pVq/T+++/rmWeeUUFBQVotF/PmzdPq1av11FNP6YMPPtDTTz+t4uLihNs+8MAD2rVrl9atW6cNGzboyJEjevXVV3s9xl//+lfXULipuvTSS/XZz35WN954o44fP24vdXV19jbf+MY3dODAAb399ttplw8A2SSkzoxtAACQwODBg7V//35985vfzHho2WSqq6v1hz/8QS+//LLRcgHAb/mSfhN0JQAAyFbt7e3auXOnLrnkEn344YfGyh05cqTy8/P1zDPPGCsTAIJCSwUAAAAAT8ipAAAAAOAJQQUAAAAATwgqAAAAAHhCUAEAAADAE4IKAAAAAJ4QVAAAAADwhKACAAAAgCcEFQAAAAA8IagAAAAA4Mn/B43E4r5XjjP3AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gd = -np.diff(np.angle(response))/np.diff(freq)\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.semilogx(freq[0:-1], gd)\n", "plt.hlines(np.max(gd[(freq[0:-1]<= fc)]), 0, fs/2, color=\"red\")\n", "plt.title(f\"Respuesta de grupo del filtro BP FIR - {len(buffer)} Taps\")\n", "plt.xlabel(\"Frecuencia (Hz)\")\n", "plt.ylabel(\"Retardo de grupo (muestras)\")\n", "print(f\"{np.max(gd[(freq[0:-1]<= fc)])} muestras\")" ] }, { "cell_type": "markdown", "id": "b3bcfee1", "metadata": { "id": "b3bcfee1" }, "source": [ "Existe una variante de este filtro que consiste en su inversa, el *filtro de detenimiento de banda* (BS):\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 51, "id": "09a4532d", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 670 }, "id": "09a4532d", "outputId": "04395c32-2675-4403-a34f-4233a94ca203" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del filtro: 0.1486039161682129 segundos\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'Atenuacion (dB)')" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAwgAAAJoCAYAAADChsb5AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOzdd3gU1f4G8De7qRtSSIAkQKgivUnoRJoEQUWU342KIlgARfFKv4gCdq4oxQYWpBfxwr2AVMGgQKihl0CAAOm9b9puzu+P3ZlsTTYQskl4P8+zT5LZ2ZmzJcm88z3njAMAASIiIiIiIgAKezeAiIiIiIiqDwYEIiIiIiKSMSAQEREREZGMAYGIiIiIiGQMCEREREREJGNAICIiIiIiGQMCERERERHJGBCIiIiIiEjGgEBERERERDIGBCIbjB07FkII+VZcXIz4+Hhs3LgRDz30kL2bZ1cvvPAC/vnPf9q7Gffk7bffRlRUFAoLCyGEgJeXl72bVK0IITBv3rz7vp/o6GisXLnyrh5raxubNm2K33//HWlpaRBCYPHixWjatCmEEBg7dqy8nvQ737RpU3mZPT7rYWFhRn97ioqKEB0djZ9//hlNmjQxW79Hjx7YunUrbt++jYKCAiQmJiI8PBxffvllufuaN2+e0b4Mb2+99Za8nhAC33zzjfyz9PpJN61Wi/T0dOzfvx9DhgypnBfCgIeHB9577z2EhYUhISEBOTk5OH/+PGbOnAkXFxez9R0dHTF37lxER0ejoKAAV65cwdtvv222Xrt27fDdd98hPDwcubm5EEKgf//+5bbH9P+DtVt0dHSlPH+iquBo7wYQ1STjxo1DZGQkXF1d0bdvX8yZMwcDBw5EmzZtkJmZae/m2cXo0aPRoUMHLF261N5NuSudO3fGN998g59++gmrV6+GRqNBTk6OvZtVrfTq1QuxsbH2bkalWLx4MXr27IlXX30ViYmJSEhIQGJiInr16oUbN26U+Vh7fdZv3LiBF198EQDg7OyMDh06YN68eRgyZAjatGmD/Px8AMDw4cOxfft2HDx4EDNnzkRCQgICAgIQFBSE559/HtOnT7dpf0OHDkVWVpbRMlsObr/++mts2LABSqUSbdq0wbx587Br1y4MGjQIhw4dquCztq5JkyZ49913sXbtWixatAi5ubkIDg7G/PnzMWTIELNQ8v3332PMmDH44IMPcPLkSQwdOhRLly6Fh4cHPv/8c3m9oKAgjBw5EmfOnMGBAwcwYsQIm9qzc+dO9OrVy2jZsWPH8Ntvv+Grr76SlxUWFt7DsyaqeoI33ngr+zZ27FghhBDdunUzWv7BBx8IIYQYN26c3dtor9uOHTtEdHS03dtxt7fRo0cLIYTo3r17ueu6ubnZvb21+RYdHS1Wrlx5V48VQoh58+aVu961a9fEzp07y11P+p1v2rSpvKwin3WFQiGcnZ3v+TUJCwsTFy5cMFv+yiuvCCGEGDJkiLzs4MGDIioqSiiVSrP1HRwcyt3XvHnzhBBC+Pr6lvtaf/PNN/LPTZs2FUIIMW3aNKP1goODhRBCrFq1qlI/JyqVSqhUKrPl06ZNE0II0bdvX3lZu3bthFarFf/617+M1v3hhx9EXl6eqFu3rsXXaNSoUUIIIfr373/Xn0fD14g33mrajV2MiO7BqVOnAAB+fn5m94WGhsql6pycHOzZswddunQxWqd58+bYuHEj4uLi5O4A+/fvR+fOneV1oqOjsWPHDowcORLnzp1Dfn4+bty4gcmTJxtty1KXCADo37+/xVL54MGDsX//fmRlZSEvLw+HDx/GoEGDjNapV68efvjhB9y5cwcFBQVITk7G4cOHMXjwYAC67g9PPvkkmjVrZlRKl8ydOxfHjh1DWloasrKyEBERgVdffdXWlxfdunXDtm3bkJaWhvz8fJw+fRr/+Mc/LD7vAQMG4Pvvv0dKSgpSU1OxZcsWBAQElLn9sLAwrF+/HgBw4sQJCCHkLi5hYWG4cOECgoODceTIEeTl5eGXX36RH2vL+wvounxs374dqampyM/Px/Xr17F48WL5/pUrV1o8Oyt19zD15ptv4syZM1Cr1UhPT8dvv/2G5s2bmz2vCxcuICgoCH///Tfy8vJw48YNzJo1Cw4ODkbrenl54csvv8SNGzdQUFCApKQk7Ny5E61bt5bXMe2+U69ePXz33Xe4dOkScnJykJSUhAMHDqBfv35lvt4SR0dH/Pvf/0ZCQgLy8vJw6NAhdO/e3eK6fn5+WL58OWJiYlBYWIibN29i7ty5UCqVNu1LIv0etGrVCsOHD5c/q02bNrXYxchUWZ916fEzZszAnDlzcPPmTRQWFmLgwIEAgMDAQKxduxZJSUkoKCjA5cuXMXXqVLP3oiKkM/zFxcXyMl9fX6SmpkKr1Zqtb+mzdL+V9ffxXqjVaqjVarPlJ06cAKB7vSUjR46EQqEw67q2cuVKqFQqPP744/KyqnqNevbsiV9//RW3bt1Cfn4+bt68iTVr1qBRo0ZG602cOFH+271mzRqkp6cjJycHW7duNXqOgK76sWvXLiQnJ6OgoACxsbHYvn17pb/29OBgQCC6B9KB2bVr14yWz549Gxs3bsTly5cRGhqKMWPGwMPDA4cOHULbtm3l9Xbt2oVu3bph5syZGDJkiHzw5+3tbbS9Ll26YMmSJVi8eDGeeeYZhIeH4+uvv8a0adPuqt0vvvgi9u3bh+zsbIwdOxahoaFIT0/H3r17jULC2rVrMXLkSHz00UcICQnB66+/jv3798PX1xcAMGnSJBw+fBgJCQno1auXfJM0a9YMP/zwA0JDQ/Hss89i69at+Oabb/DBBx+U28YBAwbgyJEj8Pb2xhtvvIGnn34aZ8+exebNmy0eyP38888oLi7G6NGjMXPmTAwYMADr1q0rcx+TJk3Cxx9/DEDXfaxXr17yzwAQEBCAdevWYcOGDRg+fDi+//57ALa/vyEhITh06BCaNGmCqVOnYtiwYfjkk0/u+p/2Dz/8gCVLlmD//v0YOXIkJk2ahPbt2yM8PBwNGjQwWtff3x/r16/HunXrMGLECOzevRsLFizASy+9JK9Tp04dHD58GBMnTsTKlSvx1FNP4Y033sC1a9fKDFc+Pj4AgA8//BBPPPEEXnnlFdy8eRMHDx60qc/2Tz/9hOnTp2PNmjV4+umnsWXLFmzduhV169Y1Ws/Pzw8nTpzA0KFD8dFHH2HYsGFYsWIFZs+ejZ9++qkiLx1Onz6NXr16ISEhAYcPH5Y/qwkJCTY9vrzPOgC88847GDRoEKZPn45hw4YhMjIS9erVQ3h4OEJCQvDBBx9gxIgR2L9/P7766it8++23NrdfqVRCqVTCzc0N3bt3x9y5c3Hjxg2Eh4fL6xw9ehS9evXC0qVL0aNHDzg63l0vYmlf0k2huLtDBWt/H+8X6W/XpUuX5GUdOnRAcnIykpKSjNY9f/68fH9Va968OS5duoR33nkHISEhmD17Npo3b44TJ07A09PTbP01a9YgLy8Pzz//PKZNm4bg4GAcPHgQderUAaAL+fv27ZP/Vg4ZMgRTp05FfHw83N3dq/rpUS1i9zIGb7xV95vU3aBHjx5CqVQKd3d3ERISIuLj48XBgweNSvqNGzcWRUVFYunSpUbbcHd3F/Hx8WLTpk0CgPDx8RFCCPHOO++Uue/o6Gih1WpFp06djJbv3btXZGZmyt1eLHWJACD69+9vVCp3c3MTqampYtu2bUbrOTg4iDNnzohjx47Jy7Kzs8WiRYvKbJ+t3S4cHByEUqkU77//vkhJSSl3/cuXL4uIiAiz7hLbt28XcXFxcncA6Xl/++23RutNnz5dCCGEn5+fTe+tafexsLAwIYQQAwcONFpu6/sLQERFRYmoqCjh4uJidf8rV660+PpJ3T2kn3v27CmEEGLKlClG6zVq1Ejk5eWJBQsWmLXdtNvUxYsXxe7du+Wf33//fSGEEIMHDy7zNSqv+45CoRBKpVL88ccfYsuWLWVuq3Xr1kIIIb766iuj5S+88IIQQhh1MVq2bJnIzs4WgYGBRutOnTpVCCFE27ZtbW6j4e/Tjh07jJZJXWTGjh1r9rmwpYuR9PioqCjh6OhodN9nn31m8b347rvvhFarFa1atSqzvdJ7aSoyMlK0bt3aaF0fHx/x999/y+sUFhaKw4cPi1mzZgl3d/dyXxvpM2cqJibG7PNgqYvRjBkzhFKpFM7OzqJTp07iyJEjIi4uzuxv0v24dezYUeTl5Zl9/vbu3SuuXLli8TEFBQVi+fLlFu+ryi5GSqVSeHh4iPz8fDF+/Hh5+cSJE4UQQqxfv95o/YEDBwohhJg6daoAIPr06SOEECIkJOS+v868PTg3VhCIKuD48ePQaDTIzc3F3r17kZGRgaefftqopD906FA4OTlhzZo1RmfhCgoK8Ndff2HAgAEAgPT0dFy/fh0zZszAlClT0KVLF6tdDi5duiSf8ZJs2LABXl5eeOSRRyr0HPr06QNfX1+sXr3a7Czhnj170L17d6hUKgC6kv24ceMwZ84c9OzZs8JnJAcOHIg//vgDmZmZKCkpgUajwccff4x69eqZnfE21LJlS7Rt21bu/mPYzl27dqFhw4ZGXWAAYPv27UY/S6+XaZerikhPT0dYWJjRMlvf31atWuGhhx7CihUrKmVw4pNPPomSkhKsW7fOaL+JiYk4d+6cvF9JQkICTp48abTs/PnzRq/HsGHDcPXqVRw4cKDC7Zk4cSIiIiKQn58PrVYLjUaDxx57zKiCYonU7UZ6byWbN2826i4D6J5zWFgY4uPjjZ7z7t27AcCmakVV2r59OzQajdGyQYMG4dKlS2bvxapVq6BQKMy69Vly/fp1BAUFISgoCL169cILL7yA/Px8HDhwwGgWtfT0dDz66KMICgrCrFmzsG3bNjz88MNYsGABLly4IFf+yjN48GB5f0FBQRg+fLhNj/viiy+g0WhQWFiIc+fOoUOHDnjqqadw+/btch9rWrWoCGlmqpiYGLz++utm94syug6Vdd/94uHhIXfrKy4uhkajQXZ2NlxdXS3+/pj+roSFhSExMVH+XYqMjERWVha++uorvP7662Z/G4nuBgMCUQWMGTMGQUFBGDhwIJYvX4527dph48aNRutI3UdOnToFjUZjdHv++edRr149ed3Bgwdj7969mDlzJs6cOYOUlBQsXbpULh1LEhMTzdoiLbP1n75p+7Zs2WLWvn/9619QKBRyF5LnnnsOq1evxuuvv45jx44hPT0dq1evtqmLTPfu3bFv3z4AwPjx49GnTx8EBQXhk08+AQC4ubmV28avvvrKrI3Lli0DAKPXEQDS0tKMfpYOysvaT3ksdT+x9f2tX78+AFTa7D9+fn5QKBRITk4222/v3r3LfT0A3Wti+HrUr1//rto3ZcoULF++HMePH8eoUaPQs2dPBAUFYffu3eW+3tLn1fQzrdVqzdrs5+eHESNGmD3fy5cvAzD/DNibpc+Lr6+vxeXx8fHy/eUpKChAREQEIiIicPz4cWzatAnDhg1DQEAAPvroI7P1IyIi8MUXXyA0NBQNGzbEokWL0Lx5c8ycOdOm53Hu3Dl5fxEREbhw4YJNj1uyZAmCgoLQt29fTJs2DU5OTti2bZv896Qspu9xWeNBDDVp0gRhYWHQaDQYPHgwMjIyjO5PS0uz+BqrVCq4uLggPT3dpv1Upv/85z+YMGECli1bhpCQEHTv3h1BQUHIzMy0+Ptj7e+/9LzS09PRv39/XLlyBQsXLkRkZCRiYmLw/vvv33X3MCJOc0pUAVeuXEFERAQA4ODBg1AqlRg/fjxGjRqFLVu2AABSU1MBAKNGjSr3zNmdO3fkM16tWrVCaGgo5s+fD2dnZ7z55pvyev7+/maPlZZJB1UFBQUAYDYPuOlBlNS+t99+G8eOHbPYLqm/blpaGqZMmYIpU6YgMDAQI0aMwIIFC9CgQQMMGzaszOf2/PPPo7i4GE8++aTRGfSRI0eW+TjDNn722WfYunWrxXWuXr1a7nbulaWzi7a+vykpKQCAxo0bl7mPgoICi3O3W3rfSkpKEBwcbLEicTdVipSUlHLbZ8lLL72EsLAwTJo0yWi5h4dHuY+VPq/+/v7yQTKgO4NseiCXmpqK8+fPY86cORa3Zfj46sDS5yUtLc3ieI6GDRsCKP08VVRiYiJSU1ONJjSwRKPR4MMPP8TUqVPve3/72NhY+e9jeHg4EhMTsX79enz44YdmkyqYCgoKMvrZlmlVmzRpgoMHD8LBwQEDBgxAXFyc2ToXLlzACy+8AD8/P6NxCB07dgQAXLx4sdz9VKb69esjJCQEs2bNMro2hbu7u9nYM4m1v//SIHBAF+pCQ0Ph4OCAzp0747XXXsPHH3+MnJycGjsFNdkXoyXRPZg5cybS09Px0Ucfyd2D9u7di+LiYrRs2dLoLJzhzZKoqCh8+umnuHDhglm3ofbt26NTp05Gy0aPHo3s7GycPn0aAHDr1i0AMFvPdC7vI0eOICMjA+3atbPaPtOuHgAQExOD7777Dn/88YdR+0zPSkuEENBoNEbdr1xdXTFmzBiLz9/QtWvXcO3aNXTu3NlqG3Nzc8vdzv1g6/sbFRWF69ev49VXX4Wzs7PV7d26dQsNGjQw6nLl5OSEoUOHGq33+++/Q6FQoFGjRhb3eTcHOrt370br1q3lrgq2EkKYBZKOHTuid+/e5T724MGDACDP6y8JDQ2Fk5OT0bLff/8dHTp0wI0bNyw+Z1sHGFcWa5/1shw4cADt27dH165djZa//PLLKCkpMevCZqtGjRqhXr16SE5OlpdZOpAEIHdbqepAtWHDBoSFhWH8+PEWL+pmyPS9Le/MfmBgoHySZtCgQbhz547F9bZt24aSkhKzisS4ceOgVquxZ8+eij2peySFSNPfn4kTJ1p9jOnvysCBA+Hv7y//Lplu/+zZs5g8eTLUanWFu6ASSVhBILoHmZmZ+Pzzz7Fw4UKMHj0a69evx+3btzF37lx8+umnaNGiBfbs2YOMjAz4+fmhR48eyMvLw/z589GxY0d8++23+O233xAVFYWioiIMGjQInTp1woIFC4z2Ex8fj+3bt2P+/PlISEjASy+9hJCQEMycOVO+SNLJkycRGRmJL7/8Eo6OjsjIyMAzzzxjNvVkXl4eJk+ejNWrV8PHxwf/+c9/kJycjPr166Nz586oX78+Jk2aBE9PT4SFhWHDhg2IjIxETk4Ounfvjscff9zorP6FCxcwatQovPHGG4iIiEBJSQkiIiKwc+dOTJs2DRs2bMCPP/4IX19fTJ8+3eYz3RMnTsTu3buxZ88erFq1CnFxcfDx8UHbtm3xyCOPIDQ09B7fvbtj6/sLAG+99RZ27NiBY8eOYfHixbhz5w6aNGmCoUOHyrMJ/frrr/joo4+wadMmLFy4EK6urnjnnXfM+mGHh4fjhx9+wMqVK42mLw0ICEC/fv1w4cIFLF++vELPZcmSJXjuueewbds2LFiwACdOnICbmxv69++P33//3eIBCKA7cP/ggw8wf/58/PXXX2jdurV8pdryxqlERkZi7dq1ePfdd1FcXIz9+/ejQ4cOmD59utnFuebOnYshQ4bIs3ZdvXoVrq6uaNasGYYPH4433njD4lnj+8XaZ70sixcvxssvv4ydO3di7ty5uH37Np544glMmjQJy5YtQ1RUVLn7dXNzQ8+ePQHoKi2G3YWWLFkir7d3717ExsZix44diIyMhEKhQJcuXTBt2jS7nUmeNWsWTpw4gQ8++ADjx4+vlG3Wr18fYWFhCAgIwGuvvWYWsGNjY+XPxeXLl7FixQp8+OGH0Gq1OHnyJEJCQjBhwgS8//77Rl2S3Nzc5PEW0gxV/fv3R7169ZCXl1cpYSI1NRXHjx/He++9h6ysLMTGxmLQoEF46aWXrF6gsV+/fli2bBn++9//olmzZvj0009x69Yt/PjjjwCAZ599FuPGjcO2bdsQHR0NpVKJ0NBQqFQq/PHHH/fcZnpw2X2kNG+8VfebtZluAAgXFxdx69YtcfXqVaFQKOTlI0aMEAcOHBCZmZkiPz9fREdHi82bN4tBgwYJAKJ+/fril19+EZcvXxY5OTkiOztbnD17Vvzzn/802o4068qzzz4rLly4IAoKCsTNmzfFu+++a9aWhx56SOzZs0dkZmaKpKQksXTpUjFs2DCLs3EEBweLHTt2iNTUVFFYWChiYmLEjh07xKhRowQA4ezsLL7//ntx9uxZkZmZKfLy8sSVK1fEvHnzjC4Y5u3tLTZv3izS09OFVqs1mnln3Lhx4sqVKyI/P19cv35dzJo1S77Aky0zm3Ts2FFs2rRJJCYmisLCQhEfHy/2798vJkyYUO57Yzp7U0XfW2sXqLL1/ZVuPXv2FDt37hQZGRkiPz9fREVFmc3g8/jjj4vTp0+LvLw8cf36dTFp0iSzWYwMX9OjR4+KnJwckZeXJ6KiosSqVavEI488Um7bLc2Y5OXlJRYvXixu3bolCgsLRWJiotixY4d4+OGH5XVMZwhycnISX3zxhYiJiRFqtVqcOnVKjBgxwuqMTKY3JycnsXDhQpGYmCjUarUIDw8XPXv2tHihNF9fX7FkyRJx48YNUVhYKFJTU8XJkyfFxx9/bHSxrKqYxcjaZ93ahcKkW2BgoFi3bp1ISUkRhYWF4sqVK2LatGk2XbzMdBYjjUYjYmNjxc6dO8Wjjz5qtO4//vEPsW7dOnH16lWRnZ0tCgsLxa1bt8Tq1atFmzZtyt1XZV8oTbr9+uuvoqioSLRo0aLcNthyk363rTH9HDg6Oop58+aJW7duiYKCAhEZGSnefvtts+1Kz8OSil4M0vQ1Mv08bN26VaSnp4usrCz59y0hIUEsW7ZMXk+axah///5i/fr1IiMjQ+Tm5or//e9/Rp/Ldu3aiY0bN4rr168LtVot0tPTRXh4uBg9enSlvN68PZg3B/03RFRNRUdH4+LFi3jqqafs3RQiIqoiEydOxPLly9GhQwejazsQVQWOQSAiIiIiIhkDAhERERERydjFiIiIiIiIZKwgEBERERGRjAGBiIiIiIhkDAhERERERCTjhdIsaNiwodULlhARERER1UQeHh42XVWdAcFEw4YNq/TKnEREREREVaVRo0blhgQGBBNS5aBRo0asItQSHh4eiIuL43tKVI31VqmwV63GUJUKR9VqezeHqlhnAIcABAM4Z+e2kHX8f1qzSe+fLe8dA4IVOTk5/PDXMnxPiaovtVYLqNVQa7XIYUB44OQZfOVf6eqP/09rPw5SJiIiIiIiGQMCERERERHJGBCIiIiIiEjGgEBERERERDIGBCIiIiIikjEgEBERERGRjAGBiIiIiIhkDAhERERERCRjQCAiIiIiIhkDAhERERERyWplQHjzzTdx8+ZN5Ofn49SpU+jXr5+9m0REREREVCPUuoAQGhqKJUuW4NNPP0XXrl1x6NAh7N69G4GBgfZuGhERERFRtVfrAsLUqVOxYsUKrFixApGRkZgyZQpiYmLw5ptv2rtpRERERETVnqO9G1CZnJyc0K1bNyxYsMBo+b59+9CnTx+Lj3F2doaLi4v8s4eHh9FXqvn4nhJVfyoXF0CthkqlgodSae/mUBVz12oBtRrufP+rNf4/rdkq8r7VqoBQr149ODo6IikpyWh5UlIS/P39LT5m9uzZmD9/vtnyuLi4+9FEsiO+p0TV2OnTQLdu2Lt3L/DII/ZuDVU1/ft/6NAhvv81AP+f1n61KiBIhBBGPzs4OJgtk3z++edYtGiR/LOHhwfi4uLQqFEj5OTk3Nd2UtXge0pU/fV2ccFeAEOHDsXRwkJ7N4eqWGetFocABAcH4xwrCNUW/5/WbNL7Z4taFRBSU1Oh0WjMqgUNGjQwqypIioqKUFRUZLY8JyeHH/5ahu8pUfWl1mp1X9Vq5KjVdm4NVbU86ataDf6Vrv74/7T2q1WDlIuLixEREYEhQ4YYLR8yZAjCw8Pt1CoiIiIiopqjVlUQAGDRokVYu3YtTp06haNHj2LChAlo0qQJli9fbu+mERERERFVe7UuIGzevBm+vr6YO3cuAgICcPHiRQwfPhx37tyxd9OIiIiIiKq9WhcQAGDZsmVYtmyZvZtBRERERFTj1KoxCEREREREdG8YEIiIiIiISMaAQEREREREMgYEIiIiIiKSMSAQEREREZGMAYGIiIiIiGQMCEREREREJGNAICIiIiIiGQMCERERERHJGBCIiIiIiEjGgEBERERERDIGBCIiIiIikjEgEBERERGRjAGBiIiIiIhkDAhERERERCRjQCAiIiIiIhkDAhERERERyRgQiIiIiIhIxoBAREREREQyBgQiIiIiIpIxIBARERERkYwBgYiIiIiIZAwIREREREQkY0AgIiIiIiIZAwIREREREckYEIiIiIiISMaAQEREREREMgYEIiIiIiKSMSAQEREREZGMAYGIiIiIiGQMCEREREREJGNAICIiIiIiGQMCERERERHJGBCIiIiIiEjGgEBERERERDIGBCIiIiIikjEgEBERERGRjAGBiIiIiIhkDAhERERERCRjQCAiIiIiIhkDAhERERERyRgQiIiIiIhIxoBAREREREQyBgQiIiIiIpIxIBARERERkYwBgYiIiIiIZAwIREREREQkY0AgIiIiIiIZAwIREREREckYEIiIiIiISMaAQEREREREMgYEIiIiIiKSMSAQEREREZGMAYGIiIiIiGQMCEREREREJGNAICIiIiIiGQMCERERERHJGBCIiIiIiEjGgEBERERERDIGBCIiIiIikjEgEBERERGRjAGBiIiIiIhkDAhERERERCRjQCAiIiIiIhkDAhERERERyRgQiIiIiIhIxoBAREREREQyBgQiIiIiIpIxIBARERERkYwBgYiIiIiIZAwIREREREQkY0AgIiIiIiIZAwIREREREckYEIiIiIiISMaAQEREREREMgYEIiIiIiKSMSAQEREREZGMAYGIiIiIiGQMCEREREREJGNAICIiIiIiGQMCERERERHJGBCIiIiIiEjGgEBERERERDIGBCIiIiIikjEgEBERERrI+EoAACAASURBVBGRjAGBiIiIiIhkDAhERERERCRjQCAiIiIiIhkDAhERERERyRgQiIiIiIhIxoBAREREREQyBgQiIiIiIpIxIBARERERkYwBgYiIiIiIZAwIREREREQkY0AgIiIiIiIZAwIREREREckYEIiIiIiISMaAQEREREREMgYEIiIiIiKSMSAQEREREZGMAYGIiIiIiGQMCEREREREJKsRAaFp06b4+eefcfPmTajValy/fh3z58+Hk5OT0XqBgYHYvn07cnNzkZKSgqVLl5qtQ0RERERE1jnauwG2aNOmDRQKBSZOnIjr16+jQ4cO+Omnn+Du7o4ZM2YAABQKBXbu3ImUlBT069cPvr6+WL16NRwcHPDOO+/Y+RkQEREREdUMNSIg7N27F3v37pV/jo6Oxpdffok333xTDgghISFo164dAgMDkZCQAACYNm0aVq1ahTlz5iAnJ8fitp2dneHi4iL/7OHhYfSVaj6+p0TVn8rFBVCroVKp4KFU2rs5VMXctVpArYY73/9qjf9Pa7aKvG81IiBY4uXlhfT0dPnn3r174+LFi3I4AHTBwtXVFd26dcPBgwctbmf27NmYP3++2fK4uLjKbjLZGd9Tomrs9GmgWzfdyaBHHrF3a6iq6d//Q4cO8f2vAfj/tParkQGhRYsWmDx5MqZNmyYv8/f3R1JSktF6mZmZKCwshL+/v9Vtff7551i0aJH8s4eHB+Li4tCoUSOrVQeqWfieElV/vV1csBfA0KFDcbSw0N7NoSrWWavFIQDBwcE4xwpCtcX/pzWb9P7Zwq4BYd68eRbP3hsKCgpCRESE/HNAQAD27NmD3377DStWrDBaVwhh9ngHBweLyyVFRUUoKioyW56Tk8MPfy3D95So+lJrtbqvajVy1Go7t4aqWp70Va0G/0pXf/x/WvvZNSB8++232LRpU5nr3Lp1S/4+ICAAYWFhOHr0KCZMmGC0XmJiInr27Gm0zNvbG87OzmaVBSIiIiIissyuASEtLQ1paWk2rduwYUOEhYUhIiICr7zyillV4OjRo5gzZw78/f2RmJgIQDdwuaCgwKgCQURERERE1tWIMQgBAQE4ePAg7ty5g+nTp6N+/fryfVJ1YN++fbh8+TLWrl2LGTNmwMfHB19++SV++uknlsGIiIiIiGxUIwJCSEgIWrVqhVatWpkNrnBwcAAAlJSU4IknnsD333+PI0eOID8/Hxs2bMD06dPt0WQiIiIiohqpRgSE1atXY/Xq1eWuFxMTg6eeeqoKWkREREREVDsp7N0AIiIiIiKqPhgQiIiIiIhIxoBAREREREQyBgQiIiIiIpIxIBARERERkYwBgYiIiIiIZAwIREREREQkY0AgIiIiIiIZAwIREREREckYEIiIiIiISMaAQEREREREMgYEIiIiIiKSMSAQEREREZGMAYGIiIiIiGQMCEREREREJHO0dwOqq5GzpyC/sLDK9ytKBIry81GkzkdRfj4K1bpbkVqt/5qPwnz99/J6BVXeTiIiIiKqnRgQrOjx9JMoKtHauxk2KSkpkcOCHCLUahTlF+i/GocM6Xvd/fp1Db/qt6XVaOz91IiIiIioijEgWLFv+QqoC6r+zLxCqYSzqwucVSq4qNzg7OYGF+l7le57ZzdXOKvc4OrurnuMQgFXd3f558qiKS6Wg4NR8DAIEfJXOWSUhhPTQFKozkdxQQGEEJXaTiIiIiKqPAwIVhxctQE5OTn2bkaZHBwc4OTqogsObiqjAKELFLpgYfi9bl03k8eUhg8XlRscnZ0BAI5OTnD0coLKy7NS221U3VBbqG4YhA/DdbJTUpEWE4espGSGDCIiIqL7hAGhBhNC6M7U5xcgFxmVtl2Fo1JfuZACh0nIcDMPFXI4UbnpAoqb+XKFQjcmXvcYFTx8fe6qfZqiIqTFxiMtJg6pMbFGX9PjEqAtLq6014KIiIjoQcOAQGZKNFoU5OSiICe3Urfr5Opi0EXKoLrhZqG6oSqtbuhu7vD2b4C6jQLg6OwMvxbN4NeimXnbS0qQmZCkCw2xsUi7E4u81HQk5+fBWeUGVPOqEBEREZG9MSBQlSkuKERxwb3NDOWgUMDbvwHqNQmEb2Aj1GvcSPe1SWP4BjaCi0oFn0YB8GkUgFYIkh+37sYFvLd/G3LS0ksrDndikRobh7QY3S03vfKqMEREREQ1FQMC1SiipAQZ8YnIiE9E1LGTZvfX8a2LeoH68BCoCw9+zZqiVeeOyNdq4OHrAw9fHzTr0tHssQW5eQbdlWKRqg8OqXdikZWcAlFSUhVPkYiIDLjWcUdBbp69m0H0QGFAoFolNy0DuWkZuHX2vLzMw8MD2dnZqB/gDxdvL/g2aawLD41LKw9efg3gWscdjdo+jEZtHzbbrqaoCOlxCUiNiUXqnVi56pAaE8txD0RE94GrRx2M/mwe2j7aB5vnfoqT23bZu0lEDwwGBHpgFOapkZqYhLjIa2b3OTo7w6dRAHwDG8uVB10VojF8GjeEo7MzGjRvigbNm5o9tqSkBJmJunEPCdduIPLwUdw4dQaaoqKqeFpERLXSC5+8j/YD+gEARsz4Jy6GHUZ+dradW0X0YGBAIIKuQpAcfRvJ0bfN7nNQKODt10CuNviaVB9c3d3h0zAAPg0D0KpnEB4d8xwK1fm4fiICV/4Ox5VD4chMTLLDsyKqPEonJwS0aonG7dsgsF0b+LVsjrjIa/hrzUakx8bbu3lUy7jWcUfb4L7yzyovTwx85UXsWrrMjq0ienAwIBCVQ5SUICMhERkJiYg6fsrs/jo+dVEvsDF8mzRG866d0PbRPvD2a4D2A/rJZ78Som7gyqFwXDl0FLfOnkeJpmZcpZuo57NPofdzzyKgVUs4OjkZ3de8ayf0CX0G5/YewJ+/rEP81Sg7tZJqmzZ9e0Hp5Ijk6NvY+/3PGLPwY7Tu0/OeA4J/q5Z47PWXcWb3H7h08HAltZao9mFAILpHuekZyE3PwK1zFxCxYzcAIODhlmgb3Bdtg3ujWZeOCGjVEgGtWmLQq2OQn52Dq0dPIPJQOCIPH0NOWrqdnwGROaWjI56ZMw29/2+kvCwvMwuxl64g5vJVpN6+g86PP4a2/Xqj6/AQdB0egqtHjmHPdz/hzoXLdmw51Qbt9CdXLoUdws2IswCAhq0fgotKhUK1+q626ebpgde+WQifRgHoOjwEG2Z/iIjf91Ram4lqEwYEovsg4doNJFy7gT9XrIGbpyda9+mBtsF90KZfL9TxqYsuQwejy9DBAIA7Fy8j8tBRXDkUjpiLV3iVaLI797reGLvoM7QM6oqSkhLs+fZHnN65FxnxiUbrndy2Cw1bt8LAV19Cl6GD0bpvL7QI6orvX30Ld85fslPrqTZo07cXAODSX4eRnZKKtNh4+DZuiKad2+PaUfMZ7GwR/GIofBoFlP78UigDApEVDAhE91l+djbO7tmPs3v2w0GhQGD7NrqwENwbTTq0k28hb76GnLR0XD1yHFcOheNq+HHkZ/PCblS1/Fu1xKtffwHfxg2Rn5OLdbPmIvLQUavrx1+NwvpZ87D76+UY9f5MtOnXC68s/TeWPP8KspJSqrDlVFt4+zWAe11vaIs1ctCMPnMOvo0bonnXzncdEDoMehQAsH3h13ji3UkIbN8Wfi2aIenmrcpqOlGtwYBAVIVESQnuXLiMOxcuY+/3P6OOb1207dcbbYL7oHWfnvDw9UHQiGEIGjEMJVotbp29gCuHjuLKoSNIuHbD3s2nWq79wGCM/nweXN3dkXonFivenm5x4L4l6XEJWD31PUxe9yMaPvwQXvn6C3w39o17vjgiPXj8HmoBAEi5EwOtRgMAuHXmAoKeGmbxGja2qBvgj0ZtHkaJVotT23ehZfdH0H5AP3QY3J8BgcgCBgQiO8pNy8DJbbtwctsuKByVaNalE9oG90bb4D4IaNUSLbp1QYtuXfDEu28iMylZN9D573BEHTuFovx8ezefapEeI5/Ecx/PAQBcO3YSa6a9X+EpJYvy8/HL5Bl4d+MvCGzXBs99NAfrZs69H82lWsy/ZXMAQNKNaHlZ3FXd9NQNWjS7q2226dcbABB99jzyMrNw/WQE2g/oh8D2be9qe4NeG4NmXTrh1PZdOP9H2F1tg6g6Y0AgqiZKNFrcPHUGN0+dwc7F36NugD/a9OuNtsG98VDPIHj7NUDv/xuJ3v83EpqiItyMOIvLf4fj8l9HkBYTa+/mUw1Wv1kTPPPeNADAkU1b8L9/L77rmbYy4hOxeup7eOOnb9B12BAkXr+J/T+uqsTWUm3nr68gJF6/KS9LvR0DQNf9yMnVpcKVqSYd2wEAbpw8AwCIuXgFABDYvk2F29e4XWs88e4kAEDrPj1w4+Rp5GVmVXg7RNWZwt4NICLLMhIScfS3/+KXd2ZibvDj+HHiu/h73a9IvRMLR2dnPNy7B0bOehfv7foNL3/1qcWLuBGVR+GoxOjP5sHZzRXXjp7Afz/76p6n4b0ZcRZbPl0IABg2eSI6Du5fGU2lB4SfvoKQaFBBUGdlQ52lq2j5Bjau8DYbtm4FAIi7ck3+WlJSAm9/P3j4+lRoW4Nee1n+3tHZGd1HPlnh9hBVdwwIRDWApqgIV8OPY9u/l+DzJ/6Bz58Mxf/+vQTXjp5ASUkJOocMwoz/rkfo/Nnw9mtg7+ZSDfLY62PRpGM7qLOzsemDTyptFq3jW7bj0PrNAIDQj96Dax33Stku1X5+LZsBAJIMKggAkHpHVymt36RiAUHp6Aj/VrqqRLy+q1JRfj6S9WMPGlegm5GDQoGHe3UHABz9z/8AAJ0eG1Ch9hDVBAwIRDVQ6u0YHFr3K36Y8E98NWoMLv75FxRKJXqOGoF/7dyMp6ZPhru3l72bSdVcYId2eGziKwCArZ98WemzDm1f+DUSb0RD5emJPs+NqtRtU+2k8veDq7s7NMXFSLkTY3Rfqv7nehUMCH4tm8PRyQnq7GykxyXIy+OvXQcA+OsDiS0CWrWEm6cHCnLz8NfqjQCARm0fhtLR9h7bbp4e6PnsU6z6UrXGgEBUwyVev4mV//wXvn5pPK6fPA0nFxcMGDsa7+3egpA3XoWLSmXvJlI15OTqgtGfzYXS0RFndv+BM7v/qPR9lGi1+PPnNQCAR8c8BydXl0rfB9UuHo0bAgAy4hLMurql3JYCQmCFttmoja57UXyk8ZW+pYpERbostejWBYBusHPKrTvIy8yCo7MzAh5+yKbHOygUeGvVMoR++B4m/rgUjs7ONu+bqCoxIBDVErfPXcSyV9/CjxPfRczlSLjWccfQt8bjvd3/QfBLz/EfERl5cspbaNC8KbKSUrDlky/v237O7P4DabFx8PD1Qc9nR9y3/VDtoPL3AwBkJCaZ3Zeqn4yhohUE6Uy94ZgGoDQg1KtAQJBmPbp19gIA3YUuAaBpp/Y2Pf6h7o8goFVLAIC3vx+6PfW4zfsmqkoMCES1zNXw41j6/KtYPW0OkqNvo45PXYyc9S5m7diE7iOfgEKptHcTyc4e7t0D/Ub/AwDw69xPKzydaUWUaLX485d1AICBr7xYoa4Y9OCRAkKmpYAgVRCaVqyCIFUIpEAgSYuJ09/fyOZtNWihCxvS+Ii4y1cBlM68VJ7OQwcb/SyNZyCqbhgQiGohIQTO7/sTC595EZvnfYbMpGT4NAzA8x+/j+lb13FWmQeYm6cnnv/4fQDA4Y3/wdXw4/d9nyf/txNZySnw9vdD0Ihh931/VHO5B+gDQoJ5QMiITwQAeNbzhYPC9sMX38a6ACAFAklqjH7q1AA/KJ2cbNqWVI2QLq5W0XERUqXhr7WbAMDmC7856ruONm5X8WlZie4GAwJRLVai1eL41h34/IlQbF/4NfIys+DXohnGLVmAf25YgVY9g+zdRKpiT898B15+9ZEcfRu/L/q2SvapLS7GwdUbAOimiGQVi6xx99fNwmapgpCbkQmtRgOFUok6PnVt3qZUITC9XkxuWgYK1WooFAr46sc+lMXbrwFc3d2hLdbI3Z0qMo7B0dlZnsL12G//g1ajgbe/n00zz42aMx1PTZ+MN37+Bt76KgvR/cSAQPQA0BQW4q81G/HZsFHYt/wXFKrVaNKxHd74+RtM/Onru76aKNUsvoGN0e1JXZ/nje9/XOGLTd2LY7/9D3kZmajXpDE6hwyqsv1SzVLaxSjZ7D5RUoKctHQAgFeD+jZtz93bC24edQAAaQYzGEnkA/zG5XczkroXpcXGyQOopcfXtaEKEdCqJZSOjsjLyERy9G2k3LoDoPS6D9a4qFRy5c3No478O0x0PzEgED1ACnLzsPe7n/DZsP/D3+t+haaoCA/36o53N/2CsYs+47R7tdzAV16EQqnElUPhuHP+UpXuuyi/AH+v+xUAMHj8WDg4OFTp/qlmUJVRQQCA7ORUAIBXg3o2bU+qHmQmJkFTaB6Ipa5MXv7ln8Wv37QJACD51m15WU5auq4KoVTCp1FAmY+XBifHXdXNpiR3TypnTEXzbp2Nqm4tu3ctt61E94oBgegBlJuegW3/XoIFTz2Hk9t2okSrRachAzHjv+vx3EdzWMKuhTzr10P3p4cDAA7opx6taoc3/gcFuXkIaNUS7Qb0s0sbqPoqUqng4ukJwHIFAQCyU3TX6vCsb1sFQRobkGoy/kCSlazbni0ViboB/gCA9FjjSoStsyFJYUWqHKTctm1Wppb6qVVvn7sIAGjWpVO5Abvr8BC89MVH8GvRrMz1iKxhQCB6gGXEJ2LT+5/gy2dfwvn9B6FQKtHjmScxe+dmPD3z3Qr186Xq7dExz8PR2RnRp88h+vQ5u7ShICcXRzZtAQD0e+H/7NIGqr5y9Gfx1dnZKFSrLa6Tpa8geNpYQagboDurnx4Xb3l7KVJFovyA4B0gTcGaaLRcqkKUd2JFGucgDZaWKgj1mzUp83F+LXRdkE7v2gdNcTFcVG5l7svN0xP/mPcvdB02BOOWLChz20TWMCAQEZJu3sLqKbOxdPRriDp+Co7Oznh0zHOY8d/1aNKxnb2bR/fIzdMDvUNHArBf9UBy4r87AAAtgx6Bm6eHXdtC1UtOGeMPJNnSAX192wKCl5/uwN/aVcKz9cttCRxSBcF0hiW5CuFXdsjwkWZTitWFFfnCb+VUHuTrOFy/KVcrygoVHQYFw0XlJj9WajdRRTAgEJHszoXLWP76ZPww4R3EX7uOOj518cbP36JNv172bhrdg74v/B9c3d0RfzUKVw6F27UtqXdikRB1A0onR7R7tK9d20LVS0454w+A0jEItlYQygsIFeliJFcQ4o0rCLZuQ64gxOoqCHLloYxZjJROTvDRPy45+jZSb+u6J5UVEEwnnWjZ/ZEy21WRKWPpwcFPBRGZuXb0JL55aQIiDx+Di8oNr369EN2e4vz1NZGzmysefTEUAPDnirV2bo3OhQN/AQA68HocZEDt4wMAyElNt7qO1CXI09YKgv6gXTqIt7a98ioSCkelvE/TLkalAcH6NlxUKrnLptTdSdq3k6sL3PRjL0z5Nm4IpaMjCvLykJ2SimT9+IX6ZQxsbty2NQDdWDMA8GthffKJ5o90xseH9mDW9k1wdnO1uh49eBgQiMiiovx8/DJ5Bk7t2A2lkyNGfzYXA8a9aO9mUQX1fHYE3Ot6IzUmFuf2/Wnv5gAALuoDQpu+veDk6mLn1lB1ke/jDaD0wNaS0kHKFQ0IlrstSZUF97recHR2LnM7CoUCxYWFyEvPtLgNzzIqCFIlIz87B4V5uvEVmsJC5GVkGt1vShprIFUtpK9eZVQd/B7SjVk4u/cAAJQ5O13f556Fm6cHGjRvinb9OXEAlWJAICKrtBoNNs35GAdX6S5y9dS0tzFixjucorKGUDo6YsC40QCAsJXrUaLV2rlFOnGR15AelwBnN1e07tPT3s2hakKtP8Oem1FGQNB3MfLw9YHS0bHM7Skclajjq6tKWKsg5Gdny9cDKavbknSgnpWUAiGE0X22jEGwVskor3uStN/MpGSj9a11S3L39oKruzsAIPLQUQBAg+bNrLartUH30dZ9+btIpRgQiKhMQgjs+OobbF/4NQCg/8svYPTn88r950z298iTQ+Ht74es5BSc2rbL3s0xcuFPfTejQexmRDpyQCijgqDOyoZWowGgO+tfFk9fXygUCmiKi83O+hvK0lclyupm5FHP12hdo8frD9pVnp5WK2JSxUMaZG36WG+rFQTjcRlZ+qBgLVBIA6GzklKQdDMaAKwOUvbyqw+VQdcm/5YtLK4H6KoQQ98aDxeVyuo6VLswIBCRTf5asxHrZ8+HtliDR54Yite+Xch/FtWYg0KBQa+OAQD8vWYTNEVFdm6RMambUfuB/aBwVJazNj0I8vUH/GUdzAshoM7KBgC41/Uqc3vSxc+yU1LNzvobyk3TBZKypnX2rGd9fERBTi6K8gsAlAYJs8frqxPSNK2SzHIO+L1NZnaSujN51Pe1+Hvjq79YW1psnLwvJ1cXqLzMxziYXiPBr2Uzs3UAwNHZGZPX/oiQN17FwAljLa5DtQ8DAhHZ7PTve7Fi8gwUqtVo3bcX3vzlW14roZrqMOhRNGjeFOqsbBz97X/2bo6Z6DPnkZOWDpWnJ1oGlT3LCj0YbKkgAJD77bt7l11BkLv1WJnBSJKbrjvody/jb5mHr+7APyc1zco29CHDSlXDWgVBChxSVyhT3vIsTMnyfrTFGigUCnj6moeRug111YKMhERoi4uRk6bbvqUxC9LYhMt/HYFWo4GLSmVxbEdg+zZywOgybIjFdlLtw4BARBVy9cgxLHttMnLTMxDYvi3eXvODPA0fVR+Dx+vO9B3e+B+rF52yJ1FSgssHDwMAOnI2IwKQX1d3gJ5TXkDIzAJgQxcjKwflpnL1FYsyKwj6bVmbYUkOCD6WD/SlsJJt0kWpNOxYroZ4moQcIQSyU/XjMCwczEuhSWqP9DhLYxaki8gl37otBx9LQaJppw7y964edZBXXL2qkXR/MCAQUYXFXLyMb16eiLTYeNRvGojJa39Ew9at7N0s0mvZ/REEtmuDQnU+Dq/fbO/mWHX+wEEAQIeBjwIc+P5Ac/b0QImTblyTdNBsTXkH1ZI6vvrAYeWsvyRXvz1rZ/8BwEPuYlROBcFKyJAChmkXIznsWKmGSNuTKgEAkJchPca825BK/5pI25XHLPibH/hL07JmJaXIXZ0sjYXwa9nc6OeUAvMTDo7Oznhr1TK8/v1XZc4GRTUHAwIR3ZXU2zH4ZswExF+Ngmc9X7y1ahke6tHN3s0iAN2efBwAcHrnXvlAoTqKOnYKBbl58PKrj7rtWtu7OWRHrvoD4aLsHGiLi8tc19YKgnxwXU5ForyDe6C0i1F22t0FBGl5bppxBUIOOz7mz0WhVMrP0fBxeZnWu1hJ4zKk10gKFpbCj1QtyEpOkSsNlioIPvpxDZLs4kKzdTqHDEKLbl3QNrgPug57zOx+qnkYEIjoruWkpuG7cW/i+snTcK3jjvHLFqHz0MH2btYDTenoiI6P6brsnNm1z86tKZu2uFi+snNDzsH+QHPRH8AWlHMwD9heQfCweUyDNH6gjIBQXgVB2oav5W2YHriX7tv6c3H39oJCoUBJSYnR48oKSO5euu2o9euos3RfVRa2LweExGSDCoKlgKDrQhp/NQoAkGOhi1GLbl3k75sYdEmimosBgYjuSUFuHn56YwrO7fsTjs7OeOmLj9D3hf+zd7MeWA/37gGVpyeyU1Jx8/Q5ezenXNJsRgED+sH6PDNU20kVhIJyuhcBFakg6A7qpVmKrJEChKWz+IBuRjCpApCdYiUgpFkfpKxwVMrTiZp2n5IDgoXHSQOX8zIyja5hUmaokGaC0q9T2h3JQkCQuhilpMjtN22Hg0IhX99B+nuSayEg+D9UOkVqozYPm90PAC7uKji7uVm8j6ofBgQiumeaoiKsnfEBjmzaAoVCgWffm4bHJ0+wd7MeSF0e15X3z+37E6KkxM6tKd+Vw0ehKSqCR9NAZJRxxVeq3Vz1B/OVWUGoY2MFobxByiovT/m6L9bGR5TVxUg6q1+i1UKdnWN0X57+DL+jkxNc3I2njfbQBwTT9pcVkKTZhvL0U8FK2zdd17WOuzxWICctw6DSYDyuwb2uF5SOjigpKUHspSu69S10MarfrIn8vWmXJEBXmZh7YDvm7t9m9SJvVL0wIBBRpRAlJdj66ZfY/e2PAIAhE15B6PzZUCg5x31VcXR2RodBjwIAzu45YOfW2KYwT41b5y4CAOK6dLJza8heXPVn7wvLuIqypKw++IZKA4LlmYckuQaBw9JV4qUgos7Otno18jIDgv7gXJ2VbRbaiwsKUajON1pPIgWEHCvjFkyvbeDg4FAaEEwrCF7GYcpd352qUK2GprCwNHSYrCeNvcjLyJSrJ2qtxmgdRxcXo7Dm4etjNlC5/cBguLq7w83TA20e7QOq/hgQiKhS7f9hJTbP/xwlWi16jhqBcYs/t3p1Uapcbfr1hmsdd2QmJuH2uQv2bo7NbusDQkKn9nZuCdmLi9TFyKYKgnRW3HoFwdHFBa513AHYMAZBf7/S0RFunh5m96vkfv3ZVreRW8Y4Bndvy+MP5P1nWp5FSe4uZNJ+tZUKgquHh3xCRh6DkGn5tTIdnyGtZzpWwTCkSO0v0BgHBGkK10J1vnzBONPBzoEd2snfNzH4nqovBgQiqnTHt2zH6qnvobigEO0HBmPij1/DzdN8Sj6qXF0e1w0QP7v3QJlXjq1ubp/XB4TOHNz4oHLVH5gWZpQ/65YtFQTpYFtTVISC3Lwyt6fVaJCv7/pjsQKg73ZT1oxgUngw7aIDmI8LMGXtwm/StqTuQvL6mZbHFUjtLMjNg1Z/EJ+bKVUbTNb1ka6XkGm0D9NtSleGzklNk7shFZhUEKQxCtnJKchK1s+G1MD4Gg2+y/7RvgAAIABJREFUBtfKsdQFyc3TAz1GPimHOrI/BgQiui8u/vk3fpjwDtTZ2WjetRNe+OR9ezepVnN2c0U7/UxANaV7kUQKCGktm8PRnQcIDyIn/Zn7IpM++pZIFQRnN1er1Ulbxx/I25T64HuZVyWks+rSAbIlav0BtpOLi1mb5IBgrYKQYbkiIA1sVps8LtfKwGZL+5Ee6+ZRRx5HAZi/PnIFwcvTqJuVYaVBeo4aUWLUhchTX2XISkm1Oj7E8GKa0tWeDb327Zd47uM5GDLxVbP7yD4YEIjovok+cx7LX5sMTXEx2g8MRtdhQ+zdpFqr7aN94aJyQ1psHGIuXrZ3cyokNy0DeXHxgELB6yE8oJw9pIBgvRuPpFCthqZIN5OOtalJ5Yuk2RgQ5AqAl4UKgFfZXYTkNumv32De319/tt7K+IrSiohpRUAKJrZVEFRyO0srFfk5ufK4CcPnJlUrpHWlbSqUSrh61JHXk7pcqbOyjSoThl2xpOqwOitbfo7uBpUYB4VCvlAcAHj7+xmFEEcXFzTvqht/1H3kE6DqgQGBiO6ruMhr2P/jKgDAM7OnlnkxIrp7XfTXn6hp1QNJ+kXdDCk+HdrauSVkD85SBSEn16b1pYNmS2MGANuvgWC6vbKuTlzWGATd/Zb78ctjEKx0n7JaQZAeZ1K5kPajdHQ0OpivU9e8naKkRO4+Zbh9lcGBP6C7JkmhWneFZMMqivT65uvfF2lbhmHD1UNX9SvIzUVeuvl4CpWnBxSK0sNNRycno3b7G1yp2dXdHQ4KHppWB3wXiOi++/PnNYi/GgX3ut4Y+a8p9m5OreOiUqFtsG5mkLN79tu5NXdHDggdOYDxQeRcgS5GAOTpQq0FBGmWHumAtdztldnFSBoLUPb4CGtn9uvUNT5bb/44y4OUrXUx0hQVoSAvT78vgwNxCxUEw3YZBhfpAD/f4PUubX/pwb8cEPTrSV/dDAKCm0dpiMi1MJ5C2m9+do48HsQwrHj7lw5oVjo5yoOeJQEPP4RBr40x6iJF9x8DAhHdd1qNBr/O/RRajQZdhw2Rp+KkytF+YD84ubogOfq2fLXTmib9gq5blA9nOHkgVTQgFOjPaEsHp6akA2DT7jnW5Bn0wTdlenVia6R9VbSCUDqmwKTLkLf152BpJidrYx0sBRfTA3/AcKC1wXr6M/35OfqAYKFyI61TkJ1j8BoYdGfyKq2EWJrtybSqbDpGYdLK7/DEu5Mw6PWXQVWHAYGIqkTs5as4uGoDAGDU+zOsnvmjiuvyuG5sx9m9NbN7EQBkRd2AsrAQzl6eqNc00N7NoSrk5OoCpZMTgIpUEPQHolb+jpSeIbctIFg7uDdcVl5AsBYy5GqGtQqClVmMSqdHtRAQLMzkpLIy25KlMQ7y2ALDgCBdVM2wi5FUHcjO1a9vPlZDDhG5eSjI1a1nOBuRu0HXJ7kLksFVq00DgmElxcuvvlxJadO3F6jqMCAQUZXZt2wFkqNvw7N+PYyY/o69m1MruHl6oHXfngBqbvciABAaDfwuXwUANO3E6U4fJNIgVweNBpr8fJseI1UQXD3rWLy/9ADY1oBguXuQ4TLT6UbNtmFt+lH9AbK17k6WroysdHKCi0pl1DbjfenaUsewgqAPC6ZBRlrXKEx4mlcnLHVFKq00ZOu/Sl27DMcg6CsIOTml70ud0vdFHkuRmWkQokr3YRoQDAc41wtsXLrcwpWj6f5hQCCiKqMpKsKvcz9DSUkJejzzJFr36WnvJtV4HQY9CkcnJyRE3UDSjWh7N+eeBOgvmNaUF0x7oEhnoF1trB4ApWe+VVaur6KycIa8LNJZekvbk7srldfFKNtaF6OyxyCoLVQepO9LtFr5oNuQdMBueKBu7YJslgZ0mx74G67nbrGLkX6QssUuRqVjEPL1YwzcDAJC6fPPslhhMB17Yfiz4fSoPg0DzK503Sa4t8VQR/eOAYGIqtSts+dxeMNvAID/mzdLPktGd6fL0McA1OzqgSRAfz2EZp072rklVJWkg3mXCgQEqU+8m4eVCkIFxyBY6jsvKe9KyPI2pAN9g4N2J1cXOLu56h5vZQyCvG+DaxC4GwzstXTRQ0uDtN2tdIWy1B3LYhcj/XqGB++lB/85+rZKsxiVbkuqIOgGIesDgIdBFyNpLEVmtjxI2dW99O9+HR/ddRQyEhJ16xsEhDpGVRXjK113HNwf479fhMnrfjILDnTvGBCIqMrt/voHpMXGw6dhAJ6YMsnezamx3L290KpXEIDaFRD+n703D5OrLNP/79qX7qres3ZnDyEJCdkMJIQdEkCZYUAN8EVlGHEZfuooDrggQRQjAkqioIiIAjogMhIQxgQCEWST7CSBACHpbJ2k967qWrqqTv3+OOd9z3uWWru6a+nnc11eVJ86VfV2VZl+n3Pf9/OMPWkq31QRlQ+7Cu7KssUpAIR703cx8pqEcNORyh7k9Hj4ULB0g9IAVYUQn4OFceMDA7yNqOG1lQLBarPBpWycmYKQqigx2/Qz5SKom9gc1hUTVptNVQaE9ycSUK7+K0WB3enkQ9/YeaoCIMxKUG5Hgv2mFiOuIPT28u5LLlFBUGZWtB84qLy+YE/S5TlEO9IMJZPQNLEFNaNHgSgsVCAQBDHsDITDePK21QCAM668AlMWzivyisqTORecA5vdjsN79qLj4OFiL2fQ+I63I3T8BKw2G1pm0zyEkYJqMcruaj+gWl5SdjHyG9t4poO1MPXoLEZssx+LRjEQjqR9Dt4qVezgU5e+gxHAioew8lj5fObRT6WAmBVIvNuSrpDRFwjiBpwpA+JtdvWfnSdJEqL9cnETDRo3+G6h0xErAEQVgmcQunsEBUEoEJRNf8ehI/JzC/d5DIFvVVGoG6t2Oxo1eSKIwpJzgXDSSSdh1apVePHFF/Hhhx/i6NGj2LFjB373u9/hqquuglMYv00QBJGKD97ajDf/vA4A8Onvf4dfqSKyh9uL1pe/esDoVuYhTDyVgsojBbZxzUlB6DN64RkWq1UzATgb2Hkur6oYAEKr0QxD0gAhbFxjDA6nyh8wwn3aDERVmhan8vnaTb+7ugo2h115Le1j9HkN9phIsB9SPMHPY5t3VnSp5wW5zYkXAMom3ma3w+X1yGsKBLkKYbPbuQrIO0r19iHKHi+qBMq6uo+2Kc/tNdzHEIPWVUInpFpSEApO1gXCvHnzsGHDBuzYsQNnnXUW3n77bdx777343ve+h8ceewwWiwV33HEHjh49iptuuokKBYIgMvLsPT9Hz/ETaJrYghX/eX2xl1NW+BrqMfVj8wEAO8q4vakeNjCNgsojB2aTySWkrCoIxgyCeCzbLkaRQBCJeFxeT624wTefZmyG2SRlb4YZCPyxQg5B/G9qi5F2089eJxoKIx6Nas7VF1NMJdG/N6o9SN78u01sSHoFQdzoR4L9iIZCkBJy0cGUAFZMRPr7EQmGNMfsTicvbHqPt2seJ74PjFThZrFY8Dc14qt/+A2uvffHIPIn67F0Tz/9NO666y6sXLkS3d2pR5effvrp+PrXv44bb7wRq1evLsgiCYKoTCLBfvz59p/g8/fdjbM/eyV2rN+IQ7vfLfayyoKZZ50Bq82Gg+/sQdeRtmIvp2B0vbMbADCRgsojBnc+IeU0k5TZBjjSr71CnolQbx98DfXw1vjRd0LerHqzHJIGiDYlHyxWK5KSlHWBYSgQas3tQoywbh4Bb3Fq1hJV916lymeowW/9eaqywy1CrEAQ8gdJSZJv9/fD6/fD46tGoKOT5yoiwRBXZ9jjmfoAAH3tHfIxEwUhEuyHu7pKc59m2Jpwe84F5/ALDP6mRv68RG5krSBMnz4d9913X9riAADefPNNrFy5EnffffegF0cQROXz7iuvYetz62G12bDyB9/lA5OI9LDcxt433irySgpLz94PEI/F4GuoR/34scVeDjEM8C5GgXy6GBkLhFwDyvw5lfOrajK3DjV9vJILsFqtXMXg042701uM9AVCVYYMgn7TzyxJZkoFL6Z81Rr7lf794Zt/nkHQdjACwC1CbKOun7QMqGFnXgQo50ZD/fw12DH234FwRM1AiF2UlG5JrMMR63rn9Hg0tlQxm9AkDFocM22K4f0gsiPrAiEWi+X0xLmeTxDEyOXpH/8Mgc4ujJ0+FRdc/7liL6csmLLwVADA/i07irySwiINxHDk3fcB0MC0kcJg5iA4PW7DRQV1inJuBYLZoDD1Sn5mq1IiHucbYPa4bAsMpjCwtXsyWIz0Cko6BUHcvHt81epcB72C0Mc26NWwWCymFiP2+9mdTtidTk2eQT1H28mIW4yC/QYFwullxUNILR6E1tdsrd1HlQJBKSjESczicQCoGzua3/Y3NRreDyI7cg4pV1dXY8GCBahSPvD58+fj97//Pf70pz/h6quvLvgCCYKofPp7evGX1T8FAJz/+c9h7ElTi7yi0qZmdBMamsdDSiRwYMc7xV5OwTmo2IyaZ59c5JUQw0E+bU6jwX5IiqXFo5umnGtAmZFuYFk2CoJ4nmr9yc6iFNYrCBkKE3bc7nDA6XFrOgXpkeIJ3mLV4/enVBDYkDOr1Qqn16N2ghI+l4GQOuna46s2b5caVIPIVruNX+mP9oeELkdK8cAKhP4Q75TENvs2u50XF0xBYAHmKsFSJB7X3ye2RbVYLJh9zjJDpyrCnJwKhDPPPBNHjhzB22+/jdbWVlx44YXYtGkTPvaxj2HmzJl45JFH8PnPf36o1koQRAWzY/1G7HxxE2wOO1be/l1YbbZiL6lkmbJAthcd2fsB/6NaSRzfdwAAtS4cKfBOPDm0OU0mk/xKtb7TTaor5Jlgod0qk5ByNhkEQL2CzyxCfOOeoYuRajFibU7TdzEaCIeRiMmhao/fp7ZTzdD1yOv38fdL/zvFo1HEBwbk5/T5TO1DyWQSTqv8b7PbV803+mIRwbshVVfB5VXtQtH+kBpyrvLCYrEI9iO1eLBarXB6PJoAdM+xE/xxgNo+luEUsgzaORSq0nDe5z+L635+Fy771n+ZvkeElpwKhB/+8Id48sknMWHCBNx777144okn8Itf/AKzZs3CnDlzsGrVKtxwww1DtVaCICqc/73jboT6+tAyeybO/txVxV5OyTJ5QWXaixgn9h8AAIyaRAXCSIBtRF192SsIgBqedfvMFYRwjgpCv8kk5ExhYT36TkaqxSj9WlJ1MUpXmIR4dyI/L0hSZR3EzIJaQBnXxDb6bl813H7j5h8AXMrFG3d1tXkGQRiG5q6WN/SxaFS2YOmKALaxj/aHEItEeScpd3UVb5M6EI7wYlDMIGjW5BUVBLUoEO1iF37x3wEAiy692OwtInTkVCDMnTsXd911F44cOYI777wTfr8fTzzxBL//8ccfx9SpZA0gCCI/Ah2dWHfnGgDAiv/8PJomTSjyikoTFlD+aMu2Iq9kaDihTFStHz+WQusjAHZV2Jli0nAqxKviIvwKea4KgrKJ17Q5rclug89gV/Cr9AVCriHlLLIL/Pev8fNNcequR4KCUJPaghUR2semGjbnstqVc6pSZBAUG5HXy1uWsmOxSJQrH25fFbcGRcOydYlZoVxVXl4ExCIRg/3I6ZaLB/b+iAWCmEcQJ7KL9iiLleYEZyKnd8jv96OrqwuAHEIOhUIICFVjIBCAV/iQCIIgcmXzM8/j3X+8AYfLhZXf/w4sFkuxl1RSePx+jJ0uX4jZv21nkVczNAQ6OhEJ9sNqs6FxQnOxl0MMMWxz58jRLpeqk1Eme04qQnxzLyoIma/kmz0He1y68LDp42r8cHrUYW3pHqfd9KfuYiSfq6oNnjTvT1gIGJupA4BWQWBhY22nI7aZr1IzBkLxFw0r93u9qsVIeYw4aZkVCNFwWFM4AOC5hmBXt/Jc8rkWqxV24aKCWDjYnOpxvUWJMJJTgZBMJvk0PbOfCYIgCsGfv38nIv39mLzgVJxx1RXFXk5JMXn+XADAif2t/I9jJXJifysAYBSpSBWN3eWCzS5fkXb292c4W0uqWQipQriZ4HMMxDanTEHI0WJUVVMDp8fNN7KZBqX1CwUC2+zHBwYwEI6kfq2A+vvzdqoZBqt5hAyC2fvDFQR/tdDFSGsxcmosRoqCIJzDN/PVXj5QLRpUCwR2Jd/pccPp0RYI7L/u6io4lfduICwoCF6tghDolC9a88LBpbY+BdRsgsVq5YFnQB40yRg9dTKp1SZkPSgNkBPgGzduRJxNG/R68eyzz2JACbXY7Tk9HUEQhCk9x47jrz+9D5/83k245Gv/iT1/f62ihoENhilK/uCjLduLvJKh5cSBVkyYMwujJk8C8Pcir4YYKsTuM07BApIN6jRlcwUhnEPoGdBu7gHAarOpHZFy7WJUW8MDx/GBAc0VdNPXZgWC3591a1SxQFKtUOZWJvXc6rQKC39Pq9NZjFhIuUpVGYImw9QEhSASUos/VvQ4RQVBeX/E4kFKSMr5YUR0FiOHYh1iF0nsTidsdrtmNgJ7HkA7kA1QvzPu6ip8/YmH4XC58N2lF/ICicixQPj+97+v+XndunWGc5566qnBrYggCALAm08+jfkXX4ipi+bjU6u+hQe+8LViL6kkmKzMP/hoa2UGlBntSg6BruxVNuyKcCwUgiVHR0ImBcEshJsO1R6k7SQkSVLWeQaxixHvLJRFccFe2+awo27cWM2xjOut8fPXCqXISpiGlNNkENJbjJQMQrV5kFljMaoyKghcYfB41AwCKxBY8eDx8Da2soKgWo8AVUEQVVSn12tQENj3S8wlsLUBwPiZM/hjJs2bg/defcPwnoxUcioQbr/99qFaB0EQhIZkMoknbv0RvvnUozhpyWLMWHoa9r5eWVODc8XhdqFl1kwAwP6tFa4gMIsRtTqtaNjGLZ5Hu141g6DtYuTlcxByDSlrZxiw/0YCQSSVzWomWJjZW5O9EgDILUZjkSgcbhf/zmcKNrP768aO4ZmFTApCzagmviFOl0Hw+ASLke6qOm9zWl0Nj9LmNCJmEIS8gJox6BfuV1QCr9rFiCkHA2FBQZBUBYE/p1ebQYgEgohFo3C4XHB5PQYFgSkHLl0+lhUm9ePG8GP+RhqqJkIxboIgSpbOQ4fxz788CwBYeOlFRV5N8Zk49xTYHHb0HDte8ZYr1smIMgiVDdtAxvIpEFIqCKnbeKaD5QzsDgdcXm9OG3yG2ubUrwaUs7UnKa8/dvoUAHJYPx3s6vnoqZMByK1EU2UWmN2qsUUO/SdicVPbE7MH1YwZxbMheqsWDyn7qkxzCmLQmIWYI8Lny4oAl8fDN+5MdVALBA8PKQ+EI/z3sjnssNptXEEYiER4ceGqMioIrABh6+C/g/Iz+4wAwNdYD0IlawVh69atWQeSFy5cmPeCCIIgRDY/+zcsu/pTOOW8s+H0ePgfkJEIzx9UuL0IADoOHoYkSfD4fahuqEOws3ID2SMZdoU3lmOLU0BQEIQCweZw8OfMNaQci0T51WhvrV+dgZBDgcA2+d4cLUYA0NfegdrRozBuxnT5ZyWAmwpWIIyZMjnj6zCLUUPzeOXn9APV6hWbUzwWQywS1ZzjshpDymIGQWxJqi8AACFn4HXz+yP9ZhajBAC5zalY+Djdbp4tiEWiiPSHUFVXC5fXw9uXxgcGYHc64fIwi5G2QGBWJbGbkTg/gchBQXj66aexbt06rFu3DuvXr8fUqVMRjUaxadMmbNq0CZFIBFOnTsX69euHcr0EQYwwDu3agxP7W+HyejDngnOKvZyiMpnPP6hsexEgWy66j8oqiRxUJioRtnHLx2IUMlEQmL1IkqS8Aqch0SKUYwcjQLXtuLwe1Ixqkh+fwSrE6GvvAACMmZabgqB2Skr9Omzjb3PYNevUw67+140do3mciFPJIHj9PjWELGYQQuq0ZFVBMLEYeVQL0oBSIEbDYocjVUFIxGKQEgnlPg8cooLAFAkhgxBU3gubw64UjVqLEeuQJHascgvnnPn/Po1/uelrBsvSSCJrBUHMHzz44INYu3Ytbr31Vs05t912G1paWgq3OoIgCABb/vo3XPyVL2LRpRdhy7P/V+zlFAWr3YaJc08BAOwfAQoCINuMGprHY9SkCfhoc2UOhRvp8JByHgUCa60pZhD44K5AMK827P29vagZ3YSq2hpBQcjeqhQJBJGIx2Gz29E4cQJ/zmzoO9Gh+TnQkZ2CwOg93p7yXP1GP1WBwFSZmtFNpo8DVItR7ZjRsCpX7MWcgsZixAqIoNjFiG3oPcYuRiYKgppPiMBdXQWH280LgVg4glhUVjhYDgMA+rt6UDt6lOF1GGzjz6xKgGp3s9ntuOxbXwcAHH3vA2x+5nnT96rSySuD8KlPfQqPPPKI4fhjjz2GK66gnuUEQRSWrc/JyuS00xbBr1yVG2mMP3kGXF4PQr19OL5vf7GXMyywoDJ1MqpceAYhD4sRs8mwdpzi7VzzB/w5eWegGj4wLRcFAVA37mygYaYZCIzedl2BkMFiFNDZ7nqOn0h5rv79SKkg6FQX0wJBsRjVKQFfeTpyjN/P7EQOt4sHvaNBMwXBw+1gEUMGQVQQlAIhwooHFxweFz8Wjyqt9l1OvvGPhkLcGuXyejXtdAHA7nQpaxQKBEXtqBkzih8bybmEvAqEcDiMZcuWGY4vW7YMkUjqoR4EQRD50HWkDR9t2Q6r1YoFlywv9nKKAssf7N+6Y8QMqGzfrwSVqZNRxcK7GOWVQWAtOav4xPV0U4KzQexkxOYY5JJBAIDuo8cAAE0TZUdFMMNGn2FUENJbjMJ9fYgLG/PeNAVCWNfRKVU+Q9+xKGhiW2IWIx5i1rVBFfMG7IKOaDHioWKvGlIWVQJA6XDEbETKsVhEVRfYfbFIBHFlFpfD5VSVhWhULTbSKAguj1ogsFxCjXARyt80cjsb5TXZ7N5778Uvf/lLLFy4EG+++SYA4PTTT8d1111HrVAJghgStvz1b5iycB4WXnoRNv3uD8VezrAzZeHIGJAmcuIAm6ZMBUKl4h6ExYhtcq02G1xVXkSC/TyDkGtAmcFDxrU18DU2AMh8JV9P99E2TJo3h//ccehIVo/ra1ctQpIkofNw5se1HzjIlYreE6ktRol4HH3tHXzDm+pcfWFl1jaVKQgMfVGRiMd52JtZlSIaBUH+rMWNu7GLkRtSXLYYsVwCLx7cbiGDEEWMKQhOF6w2+bp3LBpFjA3xdRozCMyOJCoIrOgQh6rph/CNJPJSEO6880589rOfxfz587F27VqsXbsW8+fPx7XXXos777yz0GskCILAjg0vIT4wgHEnTcPYk6YVeznDisViweQFSkC5wucfiDCLUf34sbA5HEVeDTEUDGYOQnxggPvP2UZOnaKcX4EQVjbIVTU18DfJBUJfe/or+Xq6FAWB0XnocFaPa/tgn2Yd0SzeE/b/EUBVLlKvS22NnKr40BdD/V0mBYJNWyCYhcHZ2pnlS6MgKBt9j8/Hr/ibZRDEkLL4X4fbLSgIUf4d0CgIkaiqLDhdGuuR/ByKxUhQEOwuuWhwCsWEvj3qSCLvOQhPPvkkli1bhoaGBjQ0NGDZsmV48sknC7k2giAITrgvgN2b/gEAWHTpxUVezfAyasokVNXWIBoK4/C7e4u9nGEj0NGJSLAfVpsNjROai70cYggYzBwEwDgLgU9RztNiJA46Y4OzMll99Igb9VBfX9ZrEUPGga7s2vqKr5WpeUG3MDul6/BR03MSsZhmvaYWI6tNMzhOryAAMMxY0LY5lW+L/n52v2ojUluZMlVBvI9t8GNCBsHhUguBWDTKj9ucDq4YRAJyoeJQfhZDynanfBFCtB2J1qQzr1mJT666mbdSrXRGxm9JEERFsOWvfwMAzL/kwhHzjzQATFHUg4M7d3PZfaSg2owoqFyJDCakDKibU9bJiCkIoTwVBJY3qKqvRXVDHQCgL8cCQXOlPkt7EeOh/++/0XW0DU/e9uOszt/0uz/g3X+8gd/c8E0k4vG053YKRUE6+5L4+5pZjCwWCw8aA8YMAqC1FAHmIWVmd4oPDPC1mw1KY4WBaDHixUMkgtiA0sXIoCDI+Qy70wm7okCytfIuRqKC4DRRENi8hNoaXHbzf2HJJy/j3eQqnaz/wu7ZswdXXXUVHBlk3mnTpuH+++/HzTffPOjFEQRBiLz36hvo7+5BzagmTD9t5Axk5PmDEWQvYqidjCiHUIkwb3g+FiNAVBD8yn+VDEK+IWWl28+oSRNgs9shSVLWIWOGaBU6vu9ATo/d8/d/4I4Vl+PA9p1ZnR/o7MJvvvwNvPvKaxnPff1P/4utz63Hxt88knYSu6iYpLItRYTBaGbzF/T2KK3FSC4CfA31hnMHQmYKglIgMAXBq2YQYmFdFyMhpByPqeFlm5MVCPK67SYKAnus00RBELvn1QpdjiqZrEPKN9xwA+68807cd9992LBhAzZv3oyjR48iEomgrq4Os2bNwrJlyzBr1iz84he/wP333z+U6yYIYgSSiMexff1GnHHlFVj4iYvx/htvF3tJw8JkoYPRSKP9AHUyqmQGbTHi05QVBcE/OAUhqHju2cTh/u4ePqArW/pOtOOuy6/BrLOWYtvzL+S1jqGg93g7/vCt2zKeJxYIYrEjIioCZnYog8VIUBzE24Da4hQQB6V5+Puutxh5/X4+f0Fsc+pwurhNSLQY2R2CxUgpbFjewOE2KghioJk9n5hFYIVNpZN1gfDyyy9j8eLFWLJkCVauXImrr74akyZNgsfjQUdHB7Zt24ZHHnkEjz32GHpz7BlMEASRLZuf/T+cceUVmHPB2Xjqh25+dalSqRs7BnVjxyARi6N1565iL2fYOcEKBLIYVSTMwpG3xUiXQfAOss1px8FDmp/7dLMJsuXYB/twLMXmutR556VXsODjKwCkns4sWojMFBZRFYj092syC2zDr55rDDA1hBGkAAAgAElEQVQ7PW6hQNBajKrqavn5sagaUra7nDxbEAurFiOb08k3+kxBcLhcsFgsOouRg782P+aQn499TwEYWqZWKjm3OX3jjTfwxhtvDMVaCIIgMnJw5260tx5C08QWnHL+2dj61/XFXtKQMlmxFx3e817FF0NmMIsRKQiViWox6s9wpjlqBkEbUg7nOSgt2NWN/p5eVClTlHPNH1QCOze8hD/dtjqtPUoTZDZREDRtTYPa4m8gpC8QBIuRmYKgm5HAPpt4LAYpnuBtTg0hZcFi5OAh5aDhXIbVZoPVbuPZB8BcQRCLhUpm5KT8CIKoGLYqYeVFn7ioyCsZeqYsZO1NR569CAA6Dh6GJEnw+H08NEpUDoO1GKnTlHUKQp4WI0DbOlQ/vGyk8NZTz6TNQYitW81UFtFiZLAb6RSESMhYIFitVh4sjnIFQb6vql7+dyCmHDcdlBYRLEZOB2w6i5FcIKhKAcPhdGnmIDArkqvaXEGoZDWh7AoEp9OJbdu2IZlM4tRTT9Xc19LSgmeeeQbBYBDt7e1Ys2ZNxlA1QRDlxxZFNZh++sf4MKNKhXUw2j8CA8oAEI9GeVCSBqZVHk5lM5ZvgRDpU6YpK12MBhtSBtTcCwB88NbmvJ+nkhGtR2atlzUWI11Ho/QKglEl1WcQmILAQsvcYuTUhZRZFyOH0WJkdzl5QFmcRm13ObO2GDVNmoDbX/0bVv7gu4Y1VwJlVyD85Cc/wdGjxv69VqsVzz33HKqqqrBs2TJceeWVuOKKK3DPPfcUYZUEQQwlnYePYP+2nbDabFhwyfJiL2fIqKqrxegpkwAA+7dl19WkEuGtTslmVFE4PR4eNs03g8CUAq/fD6fHza86D0ZBYBtPANj10t/zfp5KZtuzf8MHb23GX1bfY9p6WWyPqp8jkYjHNZtysUBIShLf8AOAlEggoZw7EJGPV9cpCoLyc1zMIAgWI7H9Kdvoh/tUBcHmsPPniQtTl0WLkc1hh8Vi0SgFrAg56zNXwu5wYPFln0j9RpUxZVUgXHTRRVi+fDm++c1vGu5bvnw5Zs2ahWuuuQbbt2/Hxo0bceONN+L666+HbwSPyiaISmXLs7LNaGEF24wmz5dV0rYP9uUduqwE2vfLV3SbKKhcUbBNlyRJSOSZr+FdjHzVvINRPBYzBGFz4bX/+TPCgSA2/PIhvgkltESC/fjV57+Cf/zxz6b3i0PfzHIcooqgb4kqqgja24rFqE6vIAgZBMFilBDnIDi1cxDsLiefzp6IxYSZCS7eEpVhczo1CgKzHSGZVI8pFqZKIueQcrEYNWoUHnzwQVx22WUImVxpWLJkCXbt2oW2NrW37/r16+F2u7Fw4UJs2rTJ9HmdTidcLjWowooJKioqB/pMK5N9r72F+MAAxs88CVNPnYMTHx0o9pIKzslLPgYAOPzOnor//npdLiAUgtfrhc9m09wXOH4CADB2yuSKfx9GEvXKoKxYOIwqrxcIhVBl8vmnw6Jcva6qrUHj2DEA5CDqYL4n4Y4u3LnicgD0d0NPtn9PY0IwOdoXMJwfC0cAJS+SjMc198eFoiwWifD7bLAAUDfj0kAMPp8PDuX74vZ6uGXNYbXyK+Deqio4FWXBkpC7KVmtVtQpk7KTCYmrFLX1dXC6tOHluvo6VCu2Jvl1vPD5fLAL39OG0aP4kL1SJpfvswVAMuNZZg+0WDBt2jSMGjWKS4SMV199NZ+nTMvzzz+P1157DXfccQcmTpyIAwcOYN68edixQw7uPfDAA5g0aRJWrFiheVwkEsG1116Lxx9/3PR5V61ahdtuu63g6yUIYuh55uBefNjXjUWNY3HWmMqzn/xh3zs4Hu7HJc3TcHJtY7GXM7Rs3QosXAhs2QIsWKC5a19fN9Yd3IvR7ir8v2lzirRAotC0h/vx6L53UGV34IshS8rPPx3Hw/34g/IclzRPw5MH3kWd041/P2neEK6cyEQwNoBf790KAFg+fgpOqdMOF/v9BzvQGZUVgTNHT8DHmsbx+373wXZ0RWV1oMbpwn+cNB+A+u8Ao6XKj09NnoX9gR78pfU9jHJ7EZUS6B2IYuXk2TgQ7MFb7Ucwr34MPuzrQjA+gJWTZ+GJ/XsAAJ+cNBN/PvAu/A4nkgACsQFcPfUUvHhkP05E1NzEF09egL+3HcR7vXIYe5y3GldOOQUbjnyEXd3yxYvrps9DrcsYei5V/H4/AiYTsEXyUhBOO+00/PGPf8TEiRNhsVg09yWTSdjt2T1tNpvzRYsWYenSpfD7/Vi9enXac5NJY61jsVhMjzNWr16Nn/70p/xnn8+HI0eOYPz48RnfPKI8oM+0cjn5rDNw5Y9X4aU9O3Hpyadqem2XOxaLBd956Rk4XC5ctGQZuo4Ys1eVxBKXC+sBrFixAm9EtbaOsTOm44sP34cPDx2Ef8EZxVkgUXCaT5mJz/96DQ61tuLMyz+DVwGceeaZ2JGDglA7dgz+66lH0BMM4Iorr8SVP16FnVu2wL/orKFb+Agml7+n53/pOjjcLvzogYcN4eN/v/8eTJwnF/s333gjNj/9HL/vC7+9D+NOng4A2Lt7D/yLzgYATF44D5/7+U/4eRs3bMB//PfpmDR/Lq69727sfvdduKqr4G9qxHlnn43pS0/DeV/4HH7z24cw8+wzUFVXi3PPOgtf+v2vAACXf+pTuPqu27H/o/1AMomGCc04/4IL8ImbvobRUyfz1zl51iwsv+F6zD5fXsfmrdvwhXlLcfmqb2HuivMAAIuXno5jH3yU13s6nLDPLxvyKhB+9atfYfPmzfj4xz+Otra2tBvwdPziF79IeWWfceDAAdxyyy04/fTTEdX90di8eTP+8Ic/4Nprr8WxY8dw2mmnae6vra2F0+nE8ePHUz7/wMAABpRwikggEKDNZIVBn2nlsXXDRvzLt78O/6gmjD55ekV1HKkZ3QSHy4VELI5DH3yY8zTXciOk/H6hUAgBvY1UCSlX1deiPxSq+PdipBBXCvpoKIx+5TPvD4WQy7/SceUapcPthr1KtpcEunvo3/ohJpu/p0/ftSblfX3CcLXeri7Nc4X7g/x2pD/E7+vp0g5kCwX7EQgE0KsEoq3CxOSeri6EgvLjkhbwvEG3kIdIJOXvXywa5fvYWCIBi84VExkYQFK4Fm612xAIBGCxq4VsHKi471xeBcL06dPxyU9+Evv2DW5KYGdnJzo7Mw8h+epXv4pbbrmF/zxu3Dhs2LABK1euxFtvvQVAHuD23e9+F2PGjMGxY3JLvOXLlyMSiWDLli2DWidBEKVJIhbD9vUbsfTT/4aFl15UUQVCY0szAKDryNERvyEOdnUjEY/DZrejuqEefSfaMz+IKHlYH/rBDACMBIKQJAlWqxUN42WbykgO9JcLol9f/3mZBZMBtc2p/mdx3oHY5jTGj6sh5fhADPGBAdidTt6tKBGLI5GI83Ntuvb4+mMspOwUBq05lGNVdbWoqq3RzNIoV/LqYvTWW29h2rRphV5LSg4dOoTdu3fz/73//vsAgH379nGpZMOGDdizZw8effRRzJs3D+eddx7uvvtuPPjggxVX1REEocK6Gc254BzDZMxypnGCXCB0CAOJRipJSUJAueJY01ThWYwRBNtg6Td+uZBMJhFV+uzXN8sFQngQLU6J4aG/Vy0Qutu0Lg+xw5HYcnYgpP2eDBgGpeknKceU406uLMQHBpCIy8UACzQn4nEkYvIxm8PBW+Uy7A4HbIJ1nj2XOGjNprRRvW7tT3DzM4+jedbJmd6CkicvBeHnP/857rnnHowZMwbvvPMOYkI/WwB45513CrK4XJAkCR//+Mdx//3347XXXkM4HMYf//hH05aoBEFUDge270THocNobGnGKeedjW3Pbyj2kgpC48QWAPIkYUKeaFs7ehT8oxqB3cVeDVEIHMpAqoFBFAiAPPPA4/dh7PSpAIBAR1eGRxDFpr9LnZPQc0xXIAgKgjhkTf894XMQlAKBDctj9yWU4y6v2qJUUyBwBSGGhKLS2hx2Ph+BoVcQrEpGxiEMVGMKwiQlV7HwExfh8J73TH/3ciGvAuGpp54CAPz2t7/lx5LJJA8EZxtSzpfW1lZDOBqQlYZLL710SF+bIIjSY+tf12P5l/8DCy+9qHIKBMViRAWCTF+7bCvyk4JQMbBJtoOdNRBRpuOyQXqVHuivBLY+vwErbrgeHYcOm8xBUBUEsUDQK036OQhiR01xkrLbJxYIMa4WOL3qJGWWQbDabLwYYFYku9OhKRqYmuAQ2qGKQ9oA8Lap5UxeO/nJkydnPokgCGKY2PLXv2H5l/8DM5YsRnVDHYKd3cVe0qDhFqODh4q8ktKg94TcYrBmVFORV0IUikJkEAAg1Kf1sHcdbUtxJlEq9LV34EcXX4GYSZMYjYIQUAPLRgWBWYy0m/FEPA4pnuDKgsurTkFOxGIGBUGKxyEpBYLNbucWo2h/SCgQjAqCU7AY2R1OeJRBfZVCXgXCwYMHC70OgiCIvOk4eBgHdryDSafOwfyLl+PVx54o9pIGTQMpCBp6lWAyFQiVQyEyCIAxc9B1hAqEciDQaW4F0ygI/aqCIMUTiMdifAOvZhC0ClQsyqxHioJQLSsITClgV/edHqYgxPlUZJvdBqvSnSjSH0JVXS3sTpcml8AVBF1I2S5MYGZTwsuZvELKADBlyhSsXbsWL7zwAjZs2IA1a9ZgypQphVwbQRBE1rCw8sJLLyrySgaPv6kRLq8HiXgc3UePFXs5JUFfu6wgkMWocihUBuHYh2r/+VgkikBH5u6IROmiVRD6dfcZuxrpFQRmWUvE5eOuKqVAUBQFZjFyeYSQspJBsDudvACIKq137Q67JqTMCginkEGwObXh5hFbICxfvhx79uzB4sWLsXPnTuzatQunnXYadu/ejQsuuKDQayQIgsjI9r+9iHgshpZZJ2P0lEnFXs6gYPai7rZjXA4f6fQpFiP/KCoQKoVCZRD2b9vJb3e3UUFd7ogtUCPBoOa+WFj9rgwo35ukJPFNP2BUEFysW5Hys2oxkr9/iVgMknJM7EwUUwoVi5BLAMALAbvSuYjdZt2NAGhulyt5WYx+/OMf42c/+xm+/e1va46vXr0ad955JxYuXFiQxREEQWRLqLcP7736Ok4572wsvPRiPL/ml8VeUt6wgHIn2Ys4vYqCQG1OK4dCZRBad+7it+MmnnaivOg8rE767Tiknforqk2iNS02EOVBYjYXQf9diOkUBHEOgtUmXy8XZxuwQsNqsxlan8phZiG47LBrLEb688uRvBSEmTNn4qGHHjIc/+1vf4tZs2YNelEEQRD5sOWv6wEACz6+3LTTWbnQoCgI7VQgcHqPyxmEqrpawyAjojwpVAZB7IJDFrTyR1SBTnx0QHOfaDESC8uEYDPiFqOYVn1VLUYsgyBYjHTBZUAtEGy6YgAwKgQ2u12rMgjFQuOEZm5LKifyKhDa29sxb948w/F58+bhxIkTg14UQRBEPuz5+2sI9wVQN3YMpiyaX+zl5E0TzUAwEO7r43+wa8hmVBEUKoMAAG/+eR0AYP39vxn0cxHFpetIG9bf/xs8fee9PAfAEO1oWgVBVQtUi5FWQYinsRiprU+F6cpKIWGxWQ0XJfRDOW12m6ZosCm3z/rMlfj2c0/iguuvzfh7lxp5WYwefPBB/PrXv8aUKVPw+uuvI5lMYtmyZbj55ptxzz33FHqNBEEQWREfGMD2DRux5JOXYdGlF2Pf21uLvaS8oBkI5vS1d6CheTz8TU3UqaYCUDMIgy8Q/veOu/H2uufRumP4B7UShWfDL40uFUBbTEaFicvMVgQIA9R0CoIxg+BRzovxzTDb+MuqghxcNrMYOXQKglVojwqoCsK/3vQ1AMCK//x8yt+pVMmrQPjBD36AQCCAG2+8EatXrwYAHD16FLfddhvWrl1b0AUSBEHkwpZn/4Yln7wMcy88F//7o7sHHYAsBg0TxgMAOg9RgSDSd0IpEEhBqAjUDEIUgzWNJeJxHNi+M/OJRFmjHaKmBphFtYAVEQmDgqDLIHjZHIQEEoolVZyuLLHpynYTi5FOQbDabLoMQvmHlPNuc3rvvfeipaUFNTU1qKmpQUtLCxUHBEEUnQPbdqLz8FG4q6sw++xlxV5OzlQ31MFdVQUpkUDnYZoIK0JB5cqikAoCMTIQcwVhoQWqqcUorm1/Go+ZW4ziQjHAvpPiMbvDyYejMcQpyoAyYE3Txaj8c1J5FwiMYDCIoK4NFUEQRLFIJpPY+pwSVv5E+c1EaGyR8wfdbce5B5aQoWFplQWzcxQig0CMDMSNelQYomZqMdLNR0gVUpaEkLJoMZISknxMmHfAMGYQtCHlSmikkLXFaMuWLTj//PPR09ODrVu3IqlMnTOD2pwSBFFMdr/8Ki784r+j5ZSZxV5KzjRNVFqckr3IAM1CqCzYFVzRNkIQ6RAHlrEr/IDWYqSfg6Ceo1UQrFb5Gnk8FoOFtTk1sRiJagGb5KzPIOjbnOoVh3Ik6wJh3bp1iCpv+tNPPz1kCyIIghgsJw60AgD8jQ1wVXk1bRBLHdbilALKRvraZQWBWllWBo4CDUojRg6pJhSbFQh6BVafQWAkYnFeeKidjeKmBcJAOCwXCCYKglgg2MqwramerAuE22+/3fQ2QRBEqRHtD6GvoxP+xgY0TWzB4T17i72krKEORqnpVRQEshhVBs4CDUojRg7/+J8/Y+qi+fi/X/xaczxuMgchKUlIxNXNf0KXQWCIcxBYjkBKJNQCQSkGpESCFxd2py6kbLdrgskjSkEQWbRoEaxWK/75z39qji9evBiJRAJbtmwpyOIIgiDypaP1EPyNDWicUGYFAlMQyGJkgGUQSEEofywWC994UUiZyJadG17CrWddjP7uHs3xeFSYjyDcFtUBvcVIPScGSbn6rykGzIqGuLZoYNjsdtg0CkJe2+uSIq+Q8n333YcWJUgnMn78eNx3332DXhRBEMRgYVfgGyca/60qZRonKEPSWg8VeSWlR6C9EwDgrq6Cy2tuNSDKA3GDRSFlIhf0xQGg7WIUFyxr8ZhwXBdSZiRiMTWkrBQDCUFBYNYhKSGp5+m6GFmtVs0chEpQEPIqEGbNmoWtW40DiLZt24ZZs2YNelEEQRCDpb31IAB1KnE5UFVXC4+vGpIkUYtTE6KhECJBuXMJBZXLGxYGBbQdaAgiH0Sbml5BYOjbnPJz4qoyYFc2/smEhKTSxYgrCJLRdsSw2KzakLJJBsGizFooF/IqEKLRKEaPHm04PnbsWMR1bzxBEEQxaFeuwDdNKJ8CgdmLeo+f0ITuCJU+ZRYC2YzKG97iNBxJ2xWRILJhIKQ2ohBD7+K/o3ySsiGkLCgILtVOlGCD0pQhaUlRQdB3MbLZYLGqRYGZxchqt+P0T12Gz/1sNU5dcX6Ov+Hwk1eB8MILL2D16tXw+/38WE1NDX70ox/hhRdeKNjiCIIg8qXjoFwglJPFiALKmek9zmYhUIFQztCQNKKQRENqq9yo0DZXDC+nVhDikFjrU8UalEjEBYsRUxAk9ZhBQbDBalO31FabzWAzsjsdaJ41A3MvOAdNkybk8VsOL3mlKG688Ua88soraG1txbZt2wAA8+bNw/Hjx/GZz3ymoAskCILIB7bJrqqtgbfGj1BvX5FXlBkKKGemt52GpVUCrMUp5Q+IQiAWCOG+AL8t5g14BsEspCzMVAAAKS7YiYSQMlMf9AqC1WqFxaItEAw5BZuNdzpKlIFCnJeCcPToUcydOxc33XQT9uzZgy1btuBrX/sa5syZg8OH6Q8bQRDFJxaJoufYcQDloyKwdXa00r+jqVAtRlQglDOs3zzNQCAKgWgxCgeC/LaoILBigeUN+DmxuKFoSEoSP8/GQ8rpMwiiggAADo9JgaA8l36IWymSdx+mUCiEBx98sJBrIQiCKCjtrYdQO2Y0mia04ODO3cVeTkbIYpQZmqZcGThoBgJRQDQKQiCVgsAKBG0xIMXjhqJB7mKkbXPK5ioAZl2MbLBYtQWCOBdBPsfKn6uiCwQAmDlzJiZMmACnTmp59tlnB7UogiCIQtBx8DCmn7aofBQEshhlhM1CqKGQclnjpBkIRAFhXesAIBIUFASTAkGvFsSFkDJDthgpXYwcapvTVAqC1WZSILi0e+Or7vgeJsyZrbxm6VuM8ioQJk+ejL/85S+YM2cOkskkb93EOhHYK2BABEEQ5U8H72TUXOSVZMbj98NbIzd+6Dp8pMirKV1IQagMHB7KIBCF48i77+OfT/8VVqsNwc5uflzsYsQ25WYZhIROQRDtRDZWIEiJ1AqCzQqrrkDQdzKaccbpwrpKX0HIK4OwZs0a7N+/H6NHj0YoFMLs2bNx1llnYfPmzTjnnHMKvESCIIj8aGedjMqgY0TTRNbitJ1sF2lgIWVqc1reUBcjotA88b078D/fvV1zTGxpmkjXxSihUxDEvAFrfRpPIKkrGhhWq7FrUbppyuLk51IlrwJhyZIluPXWW9HR0SG3fZIkvPbaa/j2t7+NtWvXFnqNBEEQedF+QBmWVgazEJi9iBU1hDl9yjRlh8vFFRei/GBXYGM0JI0YQjQKQooMQiKeMFUQEmZtTplTxqktECw2KyxW7SA0fRGhWVes9GeG5VUg2Gw2BBWPV0dHB8aNGwcAaG1txYwZMwq3OoIgiEHQefgopEQC7uoqVDfUFXs5aWEB5U4KKKclEYuhv7sHAOCnVqdli9rNhQoEYugwCymbtjnVZxAS6nRlttFPSsJ0ZSWAzDIOVqvVkEFIpyDo26qWInkVCLt27cLcuXMBAG+99RZuuukmLF26FLfeeis++uijgi6QIAgiXxKxGLrb5Fanpa4iNFBAOWsoqFz+2ElBIIaBuMkcBEPHongckiRpjokWI7vQ5jSpnMcLXOX7azYYzWbX/iySlCq0QPjhD3/Iwxi33HILJk6ciFdffRWXXHIJvvrVrxZ0gQRBEIOBTVRumljaOQTewYgUhIz0tlNQudzh7R6pQCCGEE2BkCqDkGpQmrKJZ0oAs9QD6mwEVnRYbTbesIdhc6RWEJJSMuffZbjJq93Qhg0b+O39+/dj9uzZqKurQ3d3d5pHEQRBDD/trYcwY+lpJd/qlCkcVCBkhnUyomnK5Qu/AlsG7R6J8iVhMihNnzeQQ8o6BUEYlMaPxUVVQWsxslitBgXBOhItRmZQcUAQRCnCWp02lnCrU4/fh6q6WgBUIGSDOk2ZFIRyhYWUSUEghhKxnSi72m9UEBJpuxgxkpKktvN36BWE3DII7HlKmbwUhJdeeintL3f++efnvSCCIIhC0s4tRqWrIDQ0jwcgb3wHwuEMZxOsQPA1NhR5JUS+sCuwlEEghhKzQWmGLkaxmEFBkFUFY2cjtc2pXfOcVqsN1hy6GOlfrxTJq0DYvn275meHw4F58+bhlFNOwe9///uCLIwgCKIQqApCCywWS0leuaH8QW6wSanu6qoir4TIF7IYEcNBQuiSFe0PycdM5yCYtDnVW4wEBYHZidjjrHYbLNbs5yAkkxVaIHzjG98wPb5q1SpUV1cPakEEQRCFpOtoGxKxOJweN/yjGtF7vL3YSzLA8hHUwSg7woF+AIC7igqEcoVCysRwEBMKhHBfAICxQJDicd6diJFMSEaLUULiV/55gSAUEVZbLm1OS79AKFgGAQAee+wxXHfddYV8SoIgiEEhxRPoOnIUgKwilCJsBgIpCNkR7VcKBFIQyhYqEIjhQNzAR0OKgiBOV47HkUwmjcHlRMLQilRKxI2djZiCYLXCYtEXCOnanI6wAmHJkiWI0Nh0giBKjFLPIZDFKDciQSoQyh2Hi3WBoQKBGDpi0ajhmKgMsALCWAwkTDsbsfakVrvWYiR3MdJuqdN1MSqHAiEvi9FTTz2l+dlisWDs2LFYtGgRfvCDHxRkYQRBEIWio1XeeJfqLAS1QDhU5JWUBxFFQXCRxahsoZAyMRxsfX4Dzr3uGnzw5mZ+TLQYsRCzoaWpMBRNPSZxBUGfQbBYLAYFwZ4upFypBUJvb6/mZ0mSsHfvXtx666144YUXCrIwgiCIQtHeehAA0Dix9Fqduqq88DXUAwA6Dx0p8mrKg0hADim7vB5Ybbay6ClOaCGLETEcRAJB3LHics0xsUBgHY0SJoPS9A0tklKCKwh6i5HFaoUlhwxCxSoIlDMgCKKcYFfmSzGDwNSDQGcXt84Q6WHdSABZRQj39RVxNUQ+2F3aQVMEMVyIbU5ZsWBQCyRzBYEdMygIVgusujkIl37zKynXULEFAsPhcGDUqFGGN+XQIZLJCYIoHdpZq9OW8bBYrSX1jzMrWkg9yJ5EPI5YJAqH2wV3tZcKhDLEwRUEo0ecIIYSM4uRoaVpXFUL+DFheBpTBxLcYmQclJaOirUYTZ8+HQ899BCWLl2qOc56jNvTyCoEQRDDTc+xE4gPDMDudKJu7Gh0HWkr9pI4rIMRK2KI7AgHg0qBQDmEcsSmzEGgDAIx3GgtRmlCysnUIWVGUgkymykI6Sili1SpyGsn//DDDyMej+MTn/gE2traSnLwEEEQBCMpSeg4eBhjpk1B44SW0ioQWECZZiDkRDTYDzQ20CyEMsXhcgEgixEx/CRiajHANuqmU5PNFAST1qeAeQYhHRWrIMybNw8LFy7E3r17C70egiCIIaHj4CGMmTYFTRNb8P4b/yz2cjisQOikFqc5EeGzEMpzOOepK87HRTdcj8N73sPuTf/A7k2vIhYZOXYbO1mMiCLBNvXaY6nzBoykiYLArEkWiyUni1E5KAh5zUHYs2cPGhsbC70WgiCIIaNdaXXaWGKzEGgGQn6U+yyEc6+7BqMmT8SCj6/AZ+76AT73s9XFXtKwYlcsRvEBUhCI4UXMGzAHjFFBiCOptxglJIMViW30LVZrbhajSp2kfPPNN+MnP/kJzsziGw0AACAASURBVD77bNTX18Pn82n+RxAEUWp0lOCwNKfHA3+TfLGFLEa5wQoEVxkWCNX1dWiZdTIA4B//82cAwPTFC/lV9ZEAtxgNUAaBGF7ELkb8WLYWI4PSoE5SZp2NslpDGVjz87IYvfjiiwCAjRs3ao5TSJkgiFKFdzIqoVanDS3jAQD93T0I9wWKvJrygisIZZhBOGnJxwAAR959H3/50T2Ye+G58Dc2oHnWyTiwfWeRVzf0iIWQ2aRbghhKUs1NkRIJvslPJBImCoJxNoKoRuRSICTLYHZLXjv5c889t9DrIAiCGFJYgVA/fiysdpthcmYxIHtR/kRZBsFXfgXCjKWnAwD2vv4mAODA9ncw94JzMHn+nLIrEKw2Gy6/5Zs4vu8AXn3siawew+xFAFmMiNJBkiS+yU8mTDoWSZKp0sBINxhNTzk098mrQHjllVcKvQ6CIIghpe9EO6KhMFxeD+rHj0NHCbQVZXYnshflTrkqCBaLBSctXQwAeO+1twAAB7btxNwLzsGk+XOBh/9QzOXlzJSF87Dkk5dBSiTwzoub0HPseMbHsCFpAJCgLkZEERGv+kvxBOCQi9dEwnxQGnQbe7GrkdWeg8WoDBSEvDIIALBs2TI8+uijeO211zBu3DgAwDXXXIMzzjijYIsjCIIoJJ3KRrypRGxGbAYCKQi5EwkGAZRfSHnsSdPgb2xANBTCgW2yWnBgxzsAgEmnzinm0jgWiwXXrf0JvvjgWjQ0j0977sS5pwCQN1pLPv1vWT2/wynnD0ZS1yaiNNEUCMJmX4ob7USSlDBkB0Ql2marLAUhrwLh8ssvx/r16xEOh7FgwQK4lLCRz+fDd77znYIukCAIolDwHEKJBJUbaAZC3kSCIQDl1+Z0xhmnAQA+fGsLH9h0eM9exKJRVNfXlcR3s2nSBMw+90ycdPrH8I0nf4/JC05Nee7EubP57dOv+JesgtY23sGIAspEcRGv+otX9eWZByYZBJNj+ufKRh2oWAXhlltuwZe+9CV84QtfQEyQB19//XUsWLCgYIsjCIIoJKxAKJVORjyDUAJ2p3KDz0EoM4vRyWew/MFb/FgiFsOhXe8CACbPn1uUdYk0zz6Z33ZXV+Hsz16V8twJSoHACpyZZy7J+PwOxWIUowKBKDIGixG7LSUMrUhlixF0xwQFwWE3HEuFPt9QiuRVIMyYMcM0h9DX14fa2tpBL4ogCGIoKKVWpw63C7WjRwEAOg8dKfJqyo9IQLYYuaq9RV5J9jjcLjlnADV/wCglm1Gz0oK1/cBBAHKw34z65nHwNdQjHothz99fA6AWvemwO9iQNCoQiOIiZmBExUC2GOkGpSUl09kIDN4BKYsGGOUwSTmvAqGtrQ3Tpk0zHF+2bBk++uijQS+KIAhiKOgooVanzNsd7gugv6e3yKspP8pRQWhoaYbd4UB/Ty/PwzBYHmFSCSgIbEbDjhdeBgDUjzMvEFj+4MievTxHU6MUvelgIWWyGBHFJqxcaACMFiNDFyOT6cpmXYyyUxAqtEB44IEHsGbNGixevBjJZBLjxo3D1Vdfjbvvvhv3339/oddIEARRENoVBaF27OiiD6ViMxA6DpN6kA+8i5GvfDIItWPkzXNPm7HTz4EduwAAY6ZOhsfvH9Z1iVisVoyfOQMA8M6LmwAAHr/P9H1m+YPWnbt596LaMaMzvoaDCgSiRGCFOaArECRjMZBMJvVNjLQZBFv2GYRyKBDyanN61113oaamBi+//DLcbjdeeeUVRKNR3H333bjvvvsKvUaCIIiCEOzsRjgQhMdXjYbmcTj+0YGirYUVCGQvyo9oGSoIdWPGAAC6jx0z3Nff3YOeY8dRO2Y0Gic049CuPcO9PADAqMkT4fJ6EOnvx5H33kegswu+hnrUjxuLo3s/0JzLlIVj+z5CsLMLAFAzuinja9gUi1GMLEZEkVh7zfVYcMlyPL/2V/yYpkCIGzsWJZNJo4IgTGUmBUHhlltuQWNjIxYvXozTTz8dTU1NuPXWWwu5NoIgiILDcwiTJhR1HazFKRUI+REOyAWC0+POqf94MeEKwrETpvf3nugAAPibGoZtTXpaZs8EIE95TkoSuo/KxYxZDsHj9wEAQr19/HfKSUGIUYFAFIfWHbvwl9U/RbQ/xI+JoWQpETdXEHQpZX0RIT82iwKhUtucPvTQQ6iurkY4HMaWLVvw9ttvo7+/H16vFw899FCh10gQBFEwSiWHwDIIei86kR3RUD+/7fKWh4pQO1bePPe0GRUEAAh0sAKhcdjWpKd5lmwvOrRb7qrUdbQNAFBnkkPw1shWqHBfAD3H5QLB39iQcaIszyCQgkCUEAlNBsEYSE5K2U1XLofNfzbkVSB87nOfg8fjMRz3eDz47Gc/O+hFEQRBDBXtSpiycWLmbitDCc8gkIKQF1I8gYFwBADg8ZVJgaBcXU+lIPS1dwIoboEweupkAEDb+/sAAN1H5ALBLKjMFIRwXwD93T2IReXBZ/5R6ddPXYyIUkRUDMxCykgarUFJKWlaNFQCOWUQfD4fLBYLLBYLfD4fIpEIv89ms+GSSy7BiRPm//ARBEGUAu2tcuvGYk5TttpsfMNFFqP8iQSDcHrccJVJDqFOURC6TULKANDbrigIjcWzGPka6uW1nGgHoCoI9ePHGM71KmHqUG+f/Jjj7Wic0IzaMaO5NckM1WIUS3kOQQw3mjkIJkPRZEVBn0swURoqREHIqUDo6elRUtxJvP/++4b7k8kkVq1aVbDFEQRBFJoOPiyteBmE2jGjYHPYER8Y4BsxInciwX74mxrhri79AsFisfAWoKzjj54AKxAyXIEfSlhxEuiQ1QxuMRqrVRDsLhccbhcAINQnFwg9x0/IBUKGVqesgxhTHAiiFJAkXYFgGlLWqwpmCsIILBDOPfdcWCwWvPTSS7jiiivQ1dXF7xsYGEBrayva2toKvkiCIIhC0d7K+rU3welxc5vKcNKgBJS7jrRVjBxdDPgshOrSb3Va3VAPu8MBKZFAn1II6OEWo8biFAhWuw1VdfKwU1YgMItRnU5B8Cr2okQ8zoOerPDJNAuBFQiJAVIQiNIho4IgJQ0DzsyOVQo5FQhsevLkyZNx8OBB03NOPfVU7NixY/ArIwiCGALCfX3o7+lFVW0NGlqa0fb+h8O+BjV/QAHlwRANyhvTclAQWP6gr70jZZeTvo7idjGqrpftRYl4nNuGupVAtdfvh9tXzSdYi/kDRu9xWQ1j3ZpSwULKMZqDQJQQmQalIZnUO4wgJSuzOADyDCnriwO/348vf/nL2LJlC7Zs2VKQhREEQQwVqs2oODmExmaagVAIwkF5s1oOsxBY/iBVQBkA+pQ2p9UN9Xzo0nDib5QLhGBnN7dXDIQjCHZ1AwDqxqoqgtjBiJGtguBwUkiZKD0kTUjZmC2QzPIGUhIur7FpTyWQ9xwEQLYcPfroo2hra8NXvvIVPP/881i0aFGh1kYQBDEktBc5h0BD0goDH5ZW7S3ySjLDFITuFC1OASDY3QMpkYDVakV1fd1wLY3ja5CVi77OTs3xPpPwNLMYhTQKgjILIUOBYHM6ANAkZaK00FuMJLMuRvoAcoUEks3IeZLy+PHjce211+K6665DVVUV/vSnP8HhcOCKK67Au+++OxRrJAiCKCjtyrC0YrU6pRanhSESLJ8MQqYhaYDcHjHQ2YWaUU3wNzWkzCoMFT5dQJkRDYUByEPpGExBYAFlAOjv6dPclwqHSw43k8WIKCUMIWVD3sBkDoKpxagyioacFITnnnsOe/bswaxZs/CVr3wF48aNw1e/+tWhWhtBEMSQwC1GRWp1qioIlEEYDGqBUPoWI3UGQmoFARCu1jc1Dfma9PgUi1Ggo0tzfCDMCgTVSuHxGy1GEWb5yvB52MliRJQighogdzEytjk1sxgZsQzF6oadnBSE5cuXY+3atfjlL3+JDz8c/mAfQRBEIejgCsLwFwjV9XVwV1VBkiR0HaGub4OBFQjlMAch05A0hjosbfiDymwGQqBTXyDInb60BYIxpBwOyLfdvvSKjp0sRkQpYlE39mYh5WQSBktRpXYwAnJUEM4880z4fD5s3rwZb775Jm644QY0FqkdG0EQRL6wDIKvoX7Yrz4z9aDvRDttkAYJa3NaDpOU1ZCy+QwEBu9kVIRhaaksRqqCYGIx6lUtRpGA/HnYHQ7YFRuRGXxQGn3/iRIllcXILJdgZARajN5880184QtfwNixY/HAAw/gyiuvxJEjR2C1WnHhhReiugx8oARBENH+EPqUTVDjMNuMKH9QOKJloiDYHA74m+SLaammKDNYJyP/qCJajFIpCEK3FjWkrBYI0VCIt4r0pFERbMxiRHMQiBIlETe2IpYHBZtNV65M8upiFA6H8fDDD+PMM8/EnDlzcM899+Bb3/oWTpw4gXXr1hV6jQRBEAWnWK1OqcVp4Qhn6XkvNjWj5c1+LBJFf3dP2nNZ4VoMBcHfkL2CYGYxAkRVJ3WBYLfLFqNEjAoEojRh6oE4GyGZTBosRmaDLg2djsqUQbU5BYD3338fN998M5qbm3HVVVcVYk0EQRBDTsdBOSA83DkENkWZCoTBwxSEUp+DoOYP0qsHABBQQsq+ImQQqnPIIHj9RosRoNqM0hVtVoc84yFOBQJRQlh0GQRAF0JOJs1zCWmep5wZdIHAkCQJ69atw7/+678W6ikJgiCGjPZWeeDjcCsI1MGocLCr1ZlCscWmLsuAMgD0KhajmmHuYuRwu/hV/0EpCFzVyawgSPH4IFdNEEOLaCGS25ySxYggCKKiYUFlyiCUL5EyUxC6M7Q4BVSLUXVDHSzW4fsTzToYxSJR/r4yzNucGgelAYLtK10GwaF0MYpRgUCUDmbWIFExSCaN8WOzNqdkMSIIgihjWKvT4VQQnB4P95Z3HqYCYbCwjazD7YLNnvPcz2EjmyFpjGBnFyRJgs1uR1VdzVAvjcM6GPXp1AMAGAgxi1H6LkaAajHypLEY2RzyZ0UKAlFKmFmDxDamyaSJgkBtTgmCICoLlkHw1vgzTn4tFA0t4wDImyq9NYPInWh/iN92VXmLuJL0MOuOfjNthpRI8CDzcNqMfCyg3GlSIOgUBJfXywuycJ/2d2KzEDw+X8rXYo+lDAJR6mgsRMmkQR1IVkhLUzOoQCAIYkQSi0R5aLRp0oRhec2GZjmg3EH5g4IgJRKIhuTNaynnEFgbVrGgSQdrdTqcQeXq+loAQH+XscsSe4+ZgsAK6vjAAGKRqOZcbvtKazGSC4QEKQhEiSNaiCTJJKRsNkm5QmoGKhAIghixDHcOobGFWpwWGh6KLeEcApsfEA1lWSDwYWnDN4iUvX8sQyBiUBAUtSYcMJ4bCWRuPcsyCNTmlCh1NBYiszkIZm1OK8R2RAUCQRAjFmYzGq4cQgMVCAWHXZUv5VkIbEOdbYEQVK7iD2cGga/RROVgbU5dSqGTTgHIposRsxiZDaMiiKJhkkFI6jIIhjkIJoFkiQoEgiCI8ma4h6VRgVB4uKUlzYa02LiUK+/ZWoz4FXu3O8OZhcOlFFj6Dkaa9Si/B9/gm3QhCgfZoLTMIWVSEIhSRxtSlm1GIqadj6iLEUEQRHnDZiEMl8WItzilDkYFg89CqC7dkDK7Oj+gePkzYTaYbKhhFiPzAkHbxYgVCGZdiFSLUToFgSxGRHkgbvaTkkQWI4IgiJEAzyBMbB7y17LabagbOwYADUkrJGxD6irhDILLKxcIkSwVhFhE3pA73K4hW5MeZtEys0ExBcHhcsFitcJqH6TFiELKRJmgzyAYLEY0B4EgCKLy6Dx8FFIiAXdVFR8UNVTUjRkDm92OWCTKu9QQg0dVEEq3QGAh5YEsMwhmg8mGGl7EmCgIUUVBkNfkFjIEJhYjpWDz+NNMUuYhZSoQiNJhx/qNAIAT+1v5MXGzLyVNuhiZTFKuFAWhdCfLEARBDDGJWAzdbcfR0DwOTZMmINDZNWSvxfMHh49UzBWmUqDUMwhOjxtWZSJytiFlvaVnOOAKQr+xQIhHo5AkCVarFU6PJ22BkMliZLXb+G1SEIhS4s0/r0OgswvtBw7yY5m6GOkVBfkxlfHvOykIBEGMaNhE5aHOIVBAeWhQC4TSVBDYlXlJkvjGPxMDisWIKQ/DActJmCkIgFbVYG1KJZMuROEMnwdTDwDKIBClx+6XX9UqCJI+g6A9Xx9aBipneBoVCARBjGjaeSejoc0hNLYoQ9IooFxQomxDWqIZhFwDyoCgIAxjFyNVQTBXOURVI22bU0VBsNntpgoIyy8AZDEiSh9RMTATfivZYkQFAkEQI5qOYRqWRgrC0FDqXYyYgpCtvQhQi4nhtBhxBcHEYgSoCoLL44FNsQmZFQgD4TA/bmYz0igIZDEiShyNgmA2B4EmKRMEQVQm7YrFqGnShCF9HbVAoA5GhaTUMwjpBpClohgh5XRtTuU1MdtT+pAykH54nTXNDAWCKDU0g9JMiwHqYkQQBFGRcAWhpRkWk0mahaKheZz8eqQgFBTWVtNVohkEliOIhnOwGEWiAIavzanT44bVJqsCZiFlQFu0sE2+lGKTr3Yy8hnusyv2pDjlD4gyQDMHIZk0bP7NLEaVAhUIBEGMaLqOtiERi8PhdqFmVFPG8y1WK/xNjTm9hq+hHi6vF1Iige4jbfkulTAhElSuVpdoBsHtzV9BcA2TgsBmSEiJRMogtSaDkEFBSDcJmgWcE3EqEIjSRztJ2SxvUBlqgRnU5pQgiBGNFE+g68hRNE2agMaJLeg5fsJwjtVuw/TFizDnwnNwyrlnwddQjz+t+hHe+t9ns3qNBiWg3HPsBPmuC0ypz0FwevMJKQ+vxSgbG5Smi1GGAiEWlRUQu8uogNjIYkSUEcY2p9qCQKqQQLIZVCAQBDHiaT94CE2TJqBp4gR8+M8tAAC704kZSxdjzgXnYva5y+D1+zWPOfOalTkUCBRQHiqipd7mlG++za07ZsQEi5HFYhlyTzPPH6RZoxqc9vC5DikLhDQWKZqiTJQTGotRlhmESoEKBIIgRjwdrXJweNzJ0zF3+XmYe8E5mHnWUo1tpa+jE7s2/h3v/eMNfObuH2Ls9KkYN2M6ju79IOPzNyoFQsdhCigXmrCSQXC4XLA5HCXXW9+lZBAiuXQxEvIKDrdb8/NQwIqrVAFlQM1QOD1uSAn5qmkqFYAXCKQgEGWOJqScTBq7GFGBQBAEUbm0t8qTM5d++t+w9NP/xo/3HDuOnS9sws4XX8aB7e/wPxa7N/0D81acj0X/cjGeuStzgUAKwtAh2mLcVV709/QWcTVG8pmDwDbYgNw1aLgKhHStWNUMgodbiDJZjMwVBCWDUGKFHEGYoW1zahyBZjrzoEKKBioQCIIY8Rx8Zw+/3XHwMHa++DJ2vrAJh3btMT1/8zP/h3krzseCj6/AX396H6SEcaKsCBUIQ0dSkhANheDyeuGuri69AiGPkHIymcRAOAKnxz0sw9L4GtMoCDw47fXw77uUoUAwDSlnyC8QRCmhCSabtTQ1sx0NYTe84YQKBIIgRjyH97yHtddcj4FwBG3vf5jx/L2vv4lAZxd8DfU4aelivPfqG2nPb2imAmEoiQT6lQJh+HIItWNG4z8fvh+b1z2HDb/6bcrz1EFpuakAA+GwXCAMQ1CZW4zShZRDqoLAioWMGQQzixFXEKhAIEofsQCQJJNBaZUyFc0EanNKEAQBoHXHrqyKA0DufLTt+RcAAIsuvTjtuS6vF76GegBABw1JGxJYuHY4ZyHMPmcZGprH4cIvXYfRUyenPI/PQchBQQC0bUWHGleGIWnyetQMgjXLLkZmFiM7hZSJMkLfxSjt/RUGFQgEQRB5sPnZ5wEAp5x3Fty+1FN8mb0o2NWd8yaRyA4+TXkYZyGwosBqs+ETX78h5Xlu1sUonGuBMHytTnkGIW2bU1VByNjmNI2CoE5SpgwCUfpkHJRWwXMQqEAgCILIgyPvvo+2D/bB4XLh1AvPTXke5Q+GHtZC1O0b/gIBAGadfQamfmyB6Xn5ZBAAYCAib8gdKTII/lFNqFemcw8WFqRO2+ZUUBBsGSYpp1cQ2KA0UhCI0kdfIKS7Xzg4lEsaNqhAIAiCyJMtz/4fAGDhv6S2GbEWp52HqUAYKsIBudXpsCoIUyYBAPZv3QEAuPTG/w8Wk3Aisxjl0sUIUK/Yu0wsRja7HV/742/wjT/9Hh6/L6fnNYO9b+lDymYKgnk4PzsFgQoEovTRtDmVjG1OQRkEgiAIQs+W5zZAkiRMXTg/5dVcNkW5gxSEIYNdnR+ukHJVXS3Plfzh27chEuxHy+yZmGOiJKlX5wtnMZr6sQWoHT0KHl81mmednOvyDbirc1MQMmYQmPrhchru4xkEshgRZYBGIchWQagQqEAgCILIk74T7fjgzbcBAIs+cZHpOWQxGnrCgQAAGKZdDxVMPeg8fBTdR4/hn3/5KwBgyoJTDecyi9FADoPSAOEqvImCcMp5Z/Hb406altPzmsFCyulsUPHoAAB5wnimacjpLEaZiguCKCXEAkBKSpXiHsoKKhAIgiAGweYMNiO1xSl1MBoqgl09AICq+tpheT2WPzi+bz8AoK+9HQDgrjaG1ZmCkHsXI/WKvZ7Z557Jb4+bMT2n5zWDqxxpLEaxAXnTb3c51QxCHiFlOw1KI8oIQxcjfYVQwQUDFQgEQRCDYNfGvyMaCqGxpRmT5s3V3Gez21E3djQAshgNJf3d3QCAqtrhKRDG6AqEsLKx9uhC0ja7nW+IozlOQxY9/yLNs05G7ehR/OdxJw++QGAZhHQWo/iAvKG3Oxyw2W0AslEQTPITPKScfrggQZQEosOogjsWmVFWBcIll1yCN998E6FQCO3t7Xjqqac097e0tOCZZ55BMBhEe3s71qxZA4fyjxFBEMRQMBCOYOcLLwMAFulUhLpxY2C12RANhRHo6CzG8kYEbHpydd0wKQhTlALhI7lAiLCQtE5BYFfmASCao8WIhZr104iZvah15255LZMn8U13vvBBaWkUBF4gOJ3CJj+DgmBiMbJRm1OijBAnKSeTScNgNMoglACXX345Hn30UTz88MM49dRTccYZZ+CPf/wjv99qteK5555DVVUVli1bhiuvvBJXXHEF7rnnniKumiCIkcDmZ2Sb0bwV58PuVIOZLKDcdeRoUdY1Uhh2i9E0uUA4tu8AACASlAsEj0/bUYjlD2LRKKQcr5izNqd6ixGzF732P39GqLcPNoedKxr5wjMIaYqYuInFKKOCYDpJmTIIRPmg6WKUrNyhaGaURYFgs9mwZs0a/Pd//zceeOABfPDBB3j//fc1CsLy5csxa9YsXHPNNdi+fTs2btyIG2+8Eddffz18vsG3gSMIgkjFvre3orvtGDx+H2ads4wf5y1OKX8wpAQVi1F1Xd2Qv5a3xg9/YwMA4MRHBwAAkYD5HIZ88weAucXI4/fxUPKeV17H0b0fAADGzcg/qGyxWuFi056zURAcDq4g5DMHgRUXcVIQiDJAIxAkjYpBJSsI9mIvIBsWLFiA5uZmSJKErVu3YsyYMdi+fTu++c1vYs+ePQCAJUuWYNeuXWhra+OPW79+PdxuNxYuXIhNmzaZPrfT6YRLuMrBigkqKioH+kyJ4WDXhpdx5ueuwun/din2vyF3NhqrXNntO95O378MeF0uIBSC1+uFz2bL6bEWZaPqrq5CbX39kNpXJpwyCwDQc+w4nDYbnD4frMpVRo/Pp/mc65RCIhaO5Pz5W5WNh9dXzR9bO1rOs8QiEdiTSbR/1Ippixdi4imz8d5Lr+b1+4itYR1WW8p1upzq30mPojg4HQ7T853K5+d0uw33s8farVbNfVWJBBAKoSqPz58YPkba31ObVb2O7vF4DK17q0xmr9iy+P4W6/3L5XUtKIMM9sqVK/H444+jtbUV3/jGN3DgwAHceOONWL58OU466SR0d3fjgQcewKRJk7BixQrNYyORCK699lo8/vjjps+9atUq3HbbbcPwWxAEUcl0RsL4/Yc7YAHwxZMXwmt3YF3rXuwLdOO8sZMwr2FMsZdY2mzdCixcCGzZAiwwn0qcimQyiTW7/wkJSVw/Yz58DuOV60Kxs+s4Xjy6H5Oqa3D5pJkAgEBsAA/u3QoLgP+afRofmNYa7MFTB95Do8uLz06fm+ZZjezuPoH1Rz7SvE5HJIRHPtwJj82OL89cxM9prvLj05Nn5fX7BGJRPLh3G6yw4L9OOS3leQlJwpo9/wQA1Dnd6B6I4P9v797DnCrs/I9/cpnMjWG4CaOAYhVBl1Yo0moLamFRnrWWtl7qbmu7tdVddeu6rXbt9unP2l21VtfVLrVW9EHFS9VtpVZLi/VKERFQuWlFFAVGZhjmRpjJ3JLz+yM5J/dMkplczpn363nywCQnyYEhQ7753pYePUPHjU7O2rT1BnT/u1tU6fboypPmxd32wv4P9EZrkz414SjNbzg6esMQvv9AoTz54V+12x8uYbz4+E9oIBTUo+/vsG6/+PiPa+WubXH3aagepabA4YyP+91Zpw7/yeZg9OjR8kfGQ6dT0gxCNm/OTznlFLkjEdyNN96o3/72t5Kkb37zm9q3b58uuOAC3XPPPZJSp3pcLlfGFNDNN9+s22+/3fq6rq5OjY2Nmjx58qB/ebAHvqcolkvv/bkmnzRTS//5W9rw+Cpd8dA9mvixafrmRX+v9zZsLvXplbXTKiv1J0lnn3221kdKVHLxvaceVd2E8Zp72qlq2vne8J9gxJKrL9epF35Jj9xzr/5x2XJJ4T6B/3juKRmSJkyaZC0Km3n6Z3XRT6/X6xs36l/mzs/wqMlO+twCXXjjj/TSX/6if/xE+I37lL+ZqW8v/7k+2rNXoz+9UA0nHKd/vv+Xenf/Po0+Ob83HGMnH6l/feIB9XR3a/QgeyR+/MoaSdKHFC0nRwAAIABJREFUjfs0+ogJuuC887Rrw6ak40ZPPELfXfWwunoCSY95zjXf0bwvn6uf3XKL/u6+ldb1JweDWitpwYIF2kIGoWyNtP9P//5nP9GM+eHX1mmnnqqKqipdeu/Prds/c9pndPnKX8XdZ9PGjZoy68SMjzvYa61QzO9fNkoaICxbtiztJ/umDz74wEqJmOVEktTX16f3339fRx8d/gSiqalJn/50/KcfY8aMkc/nU3Nzc9rH7+vrU19fX9L1fr9/RPzjH0n4nqLQNqx6Rl8+aaZmnbVQf75vpcYcGc4a7H1nF//2BtEdDDfxdnd3y5/jxB9J8re1q27CeLl8voL+XY+L9JXsfXtn9Hn8fgUHBuTxejXgknV9yB3OJATy+NnTGemrcFd4rfuaFf+Bri75/X51b92hYP+AqkePlrumSp3NLTn/eWr6ImVQvb2DnmN/b68qKiut8aWH0/y5Qp7wh3pen0+Hu7riGj2Dkd93R/4MJrP7oau7W7xSyt9I+f+0vz/6/vCw3y9fMH7YwOEUo4GDwcEHEtjh766kTcqtra165513Ml56e3u1efNm9fT0aMaMGdZ9vV6vpk2bpg8//FCStH79es2aNUsNDdE0/llnnaWenh5t3swndwAK783VzyrYP6CpJ83UCafNk6+6SsGBAbXH9EahMLoik4xGFXiSkTnitCky4tRkNiJXx9T0V5kLyPJoUu5P0aRsNhObI1CD/f3yt4bH59aNH5/zc0iypm6ZTciZmNuUzfNI12jcH5MBSqzZtkakpmlwBspKTAWKkWpRmoPZYoqR3+/X3XffrRtuuEGLFy/WCSecoF/+8peSpCeeeEKStGbNGr311ltauXKlZs+erYULF+q2227T8uXLbRGpAbC/ro5Ovb12nSTp7CsulRRuZs11xCVyZ04yqi3gJKOqulGqn3SEpOiSNFMg8v9MVV10F4LPfEOf45K08H2Sx5yajxc7jrT7UPh5a+rza3r0+MJv2Af6kzPpicyAwO0ZZFFaT0yAkLDHwcuYU9hIKJQQIIwgtphiJEnXXnutBgYGtHLlSlVXV2vDhg1auHChOjrCnxqFQiGdc845uuuuu7Ru3ToFAgE98sgjuuaaa0p85gBGko2/W61ZC8/QtNkflyS1skG5KLraI7sQxtYX7DnGTzlKknToYGvS6FJr1GnMsrShjTmNLEqLzSBURx6vOxpwBCIBQnWeNc05ZRASynFDad7kG4ahgb4+eX2+pF0IbhalwUbi9yAYyUGCg4MG2wQIAwMDuvbaa3XttdemPWbv3r0699xzi3hWABDv7bWvqKujU7Vjwm9UDxIgFIUZIBRyF4K5UMx8Ux4rYC5LiykxSvWGPltWBiHmE/jEEqPwuRwKP+/o/DIIFVaAkEUGoTf+mExZgP6e3nCAkLALwTvIFmagXBkh5wYDqdiixAgA7CLY3683//hn62syCMVx2MogFK4HwdyMnGrjsLlNuSrmjfqQMgiRSUgVVZVyRSb5pSoxCvjNLc6jlA+vWWKUTQYh4VP/TH0E6bYpu80SI3oQYAOxGYRwtmDkLEojQACAYbbpqT9Yv2eLcnEctjIIhQwQIm/QU7zhN0uM4jIIKd7QZyu2b8HMIpgBSmwGwepByDOD4Mklg9CXmEFI31uTbpuy10sGAfZhxDUphzIc6TwECAAwzPZse0t7tr+l/t5e7d3x11KfzojQ1RZuUh41roAlRilKfExWk3KqHoQ8AoS4Rt/q8JtsK4MQGM4eBDODkHuJUboeBClaIpWcQYg0ONODABswEqYYZdODYJT//uGs2KYHAQDs5FeX/auqR41SR1P6PSwYPkUpMYr0IPSmmErUczjSpJxiilE+PQjm/SprqiONyu0pMxJD7UHwVuTSpJxQYpSpByFNiZGVQSBAgA3ENSmHjMQKI0cjgwAABdDjP6z2/U2lPo0Rw5piNKbeGsM53HwZS4ySewGqamrTHp+NxElGqZuUw8+bb4lRThmE/hyalNOUGHloUoaNxGUMUmUL6EEAAKB8dXV0KhT5tK9mTH7lNoPJ1FNgTjGKLTHKFFBkIzrJyCwxSp6KZPYgVOXbpBxZZJbNJ/r9OUwxGuhJnUHw0KQMG4mdXBRKVWKUgkuuQp5S0RAgAABszwiFFOgMl9sUatRpqiZhU7TEKKZJeQg9CFKKDEK1mUGILTEym5Tz7EHIocQomOUeBClDBsHLojTYR1xjsoOzBakQIAAAHKHQfQjWmNMUGQGrWTi2STnDWNRsmI3KZoAQ3czcE/O8Q+xByKnEKIcxp2YGIWGTsplBSHwsoCzFVhiFQlllEJzSpEyAAABwhMPt4UlGiQGC2zs8PQmZmo57EkqMXG53xqlH2bAyCJFP4VMFHGaJUXXdKLlcuZc2mJuU+7MIEHIpMTKPTS4xCgckmbIPQLmIa1JO8cafHgQAAMpcV3unpPhdCBOOnqL/WrdG517znSE/fpVZMhRItSgtsgch0gvgq45+ct4z1B6EhCbl2ADFXJTm9nisACYXZgYhsXwoldgsw2AlQoOVGA3QgwCbCfcjODcgSESAAABwhK4Uy9JmfObTqqyp0fRPnTLkx8/UdGy+Ua8cVSuXy2V92h8KBjXQ25t0fDbMbcq+mnCw4atOzkgM9PZab8bz6UPw+nLpQYgeE8qwJE2KKTFK06RMBgG2k2e2oOXDvdrw298P88kUHgECAMARrBKjmGVpk447VpJUXZ9fjX6szE3KkU/y3W75aqqjDcp5Zg+kaIlRRVWV3B6P9Wl8Yk9DdFla7n9Gb4XZg5DFFKMcMghmcJOcQYg8Hz0IsIHYEqJQyEiKEbIpMepq79Dj19+k/e++N9ynV1AECAAAR+hqS84gmAFCvlN+YmVqOu7v6bXe9FaPGqXa+npJ0cxCPmJLjGJLlhJ7ILqHEiBUmhmEYS4xGiyDQIkRbMfIL4sQaQ2yW78CAQIAwBFSTTGa9LFpkqSqUbVDblauHGSvgbksrapulMZNPUqS1Nb4Ud7P128FCFXWDoRg/0DSzgLzefNZlmaVGGXxiX5sidFgAYIZTFREAhDr+cyMxQAZBNhLbMNy9EpDd387c3/TG3941jrWTggQAACO0BUpMRoVKTGqHTtGdePHWbcPNYuQaYqRFN+oPGHKZElS697GvJ8vdg+CFZykaJDuNked1g2hxCiLPonYEqPBegjMAMIdaUoO/z4aoAX7M/cwAOXGCKVelPbuhk16+LrrJUnbX3g57rZfXXaV1v36N0U5v+HmHfwQAADK3+G2+AyCWV5kqh5dp8Nt7Xk9ttvrscpl0gUIsduUx0+dIklq3Zd/BiG6Sbkq48jUIfUg+LLvQYgtMRos42BmOTyxAYIn+nualGE3qYID86rXn1mjPdveUlvjfl35wC+t23eu31is0xt2BAgAAEewSozG1MvlcqkhIUCoqc8/g2D2H0jxm4xjxZYYjZ9qZhD25f2cvZEMQmVtjVVilCo4sQKEPBqxPTmUGA3kMMXIzCCYPQeS5PHEZBCCZBBgL4YRylgmdHBP5tc6PQgAAJSAOebU4/Wqqq4uZQYhX5WREaMDfX1p6+/NhuSqUbUaPyXcg3BwCCVGZrajbsI46/lTNUgHrB6EfMac5rBJOYcmZStASFNiFAqSQYC9pHx/b7M3/bkgQAAAOEKwv9/qA6gdWz+8GYTa9J/gm8xRp/UTj9DoIyZIklr35R8gdDYfsB4vU4mR1YOQRwBU4QuXTeVaYhQcZAqRebu5OVkKL3MzGcEUDZ9AGTNCIdtlAYaCAAEA4BjmLoRRY8daGQTzTXo+U35MVolPhr0GPf5wcDJ55gmSpO7OQ1b5Tz46D7RIkkZPmKDKUbXh589UYhTZ4pwLT04ZhOynGFkBQlwPQjhACAWDI+qNFuzLiN2cnKoHIZfNyjb7J0+AAABwDHMXwqSPHWNNMPrgzW2ShjbFyJoilKb/QIpmECafGA4QDg6h/0CS/AfbFAoG5anwatzkcMlSqv6H4WhSDmaTQYiZdJTtFKPYAMETEyAAdjPSgloCBACAY5iNyh87ZY6k8BShjqZwqU71UAKE2vRblE2BmBIjSWobwgQjKfxG2t/aJkmaOO1oSakzCOaitPx6EMJNyv19g485jW1kHjyDEJliVJHcgxAcpMEZKEeGkXrMaS73txMCBACAY5iNysdFAoTm93eruzNcoz9YD4I3YetvrOgeggw9CIfityYPpUHZZJYZHWEGCCmef0gZhIr8xpzm1aQcySCkXDgFlLl0i9Kyvr/NaowIEAAAjmH2IIw9skGS1LxrtwJZNPGOnzpF/7n2j/ryD69JeXs2PQhmBsE0lCVppkNmgHDMVEmD7EHIowfB2qScVYlRDgHCID0IgB1llQWwVxyQFgECAMAxzB4EU7YZhGPnfEK+6iqdcOq8lLdXWXsIMvUgdMV9PZQdCKbOAwclRd/I92XIIHh9PlVUpc+CpOKtDD9uMMcm5ax7EFJMMRosuADsImXA4Ep7cEHPZbgRIAAAHMPsQTA17dpt1ehnyiCMaZgY/vXISSlv92UYM2oyF6WZhiOD0NncEvd1qh6E3u5u6013Ln0WLpcrWmKUzaK0/tgMQuYsQChDiREZBNiWzd7kDwUBAgDAMcwSI1Pz+x9klUGonxQOECoqKzVq/Nik2ytzLDEa6OtTZ8vB7E88DbMHwTTYFudcyoxiP93PasxpDiVGA6malAkQ4DQpl6cV/SwKggABAOAYsSVGbY371RcIWCU4mfYgmBkESRrb0JB0u7UoLVOTckwGoa1x/7A04yYGCOkWtfVH3uB7Y970D8YccSpJ/b057kEYbFFahk3KBAiwq6EkEJhiBABAiXR1RAOE5vd3S5KVQfD6fPJVV6W835hJ0QAhVZlRNnsQAjEBwlB3IJjMbcqmdAFCqrGigzH7GmLvn0lslmGwHgTzdneqPQiMOYVdJbzJt9ub/lwQIAAAHONwTAahaVc4QOgLBKxPvNP1IYxpiAYF5gSkWGYPQqYSo2B/v/ojy8SGo/9Ayr7EyJoalEsGoSL7LcpSOCsQimRFBi8xGoh7DimmSZkMApwsbZNyUc9iyAgQAACO0RcIqL8n/CbdzCBIUveh9H0IvuqquOtTZxAGX5QmRScZDVeA0NvVrZ6u6HSktBmEgeQ35IPx5DDi1HqeyLGDBQhWk3LcorTw7ykxgl0l7TLIZQ+CzbINBAgAAEdp+2i/JGnfW+9Y10WXiSUHCPUx5UWSNLYhfYCQ7g164vMMx5I006ED0WbndM+fqil4MBWVZoCQXQZBim5czrZJWYr2HliL0oIsSoODpYkDDke2ottF9j9JAACwgYevu14Tpx2j/Tt3WddZk4xSBAhjEgKEVBmEaIlRV9Jtsf68/AGdOP9UvfvqxpzPO53O5hZNPPYYSZlKjMwAIfcm5WxGnJrMbEO2PQhSOKvRNxCU2x3+TDIYZA8CbCLxzX5iD0IOdUO/ufFWeSt9WvvwE8NwYoVHgAAAcJTGt3eq8e2dcddZJUYpehDMCUaHDrZq9ITxKXsQqmqzyyBs/v1qbf796rzOO53YPoT0Tcr59CBEMghZTDAymdmGwfYgxE45MkuLmGKEkayzuUX3/NPVpT6NrFFiBABwvEy7EMwSow/e3CZJqhs/Tt7K+I3E1qK0DGNOCyU2QOjv6Ul5jJlB8OZQYuTx5dakLEWDicFKjIIJGQQpZg8CU4xgU3brIxgKAgQAgOMFMmxTNicY7d+5y2oIjt2LIEmV1eEMQk+GKUaFYgYIvd3dad+gWD0I3tzHnObSpGw+TzZjUc0sgplB8LAoDQ7j5HiBAAEA4HiZMwhHSJI6mg6oY3+zpPhRp16fz2r+TdcDUEidzWaAkD57kVeJkdWDkEeJ0SCL0qTYZWmRJmVKjGB3Dg4IEhEgAAAcL5sMQmfzAbU3RQKEmElG5pI0SeoLpC7xKSRzXKsZvKRivRnPIUCoyCeDkGWJkZTcOO32hIMs9iDArpIyeA5OIdCkDABwvEwZBHOKUUdTs/UmPHaSUbT/oKckn363fLBHv/jmFWpv3J/2mHw2KZt7EIK59CD0Z7cHIfYYs+yJHgTAPggQAACO150mgxC7JK2j+YDa9zdJii8xqqytlRTuASiV9ze9kfH2YIrNxYOxSoxyyCD0RzIo2TQ2W2VPTDGCUySOOSWDAACAfQXSZBDMCUYB/2H1dnVbAUJsBqGyhBOMsjWQ1x6EcAahP4cMwtpHntBAf7/eXvvKoMcmlj2ZexAIEGAXTg4ABkOAAABwvOgehPgAIbb/QIrW+afqQegtwQSjbOVTYmRmG3IZc/ruqxuzXgKXtsSIAAE24XK54r5OWozm4ACCJmUAgOOZAUJV3ai4//THxEwwkpQmg5DdkrRSskqMvLlnEII5lBjldk7xQQslRoB9ECAAABwv0BnuQXC73aqqG2VdX5+QQeg80KJQKKSKykqNGj9WkuSLBAilGHGarfxKjMwxpwUKEBIyCOxBgN0lDTFy8NxTAgQAgOMFBwasJuPYMqPYCUZSeMLOoZaDkqSxDeFGZbPEqBRL0rKVV4lRpTnmNPsSo5zOKanEKPwrU4yA8keAAAAYEVLtQjA3JndElpFJShp1WlkbySCUcZNy4sSgbHgrct+DkNc5mU3KkRIj9iDALkbS3oNEBAgAgBEh1S6E+oQMgqSkUae26EHIY1GaVWLU21vgc6JJGc6QHDCU5jyKgQABADAimLsQalJkEMweBClFBsEMEGxQYuTNpcTI3KRcqB4Es+wpkjlgURpGAqeMRiVAAACMCGYGoTqSQfBVV1v9COYUI0lqb4ofdWqNOXVqk3KhSowSsho0KcP2sliUljga1a4IEAAAI0LAyiCEgwIzexDwH45789/+UfyoU5+5KK2cS4z6cy8x8uSxByEXoYQmZZfHXJQ2UJDnAzB8CBAAACNCYg+C1aAc038gSe3790uSJk47Rh6v12pSdlqJUUVlpaTCZRAGEpuUrQxCqCDPBxRaNovSKDECAMBGEqcYmQ3KnTETjCSpaddudR5oUdWoWk0/bV60B6GspxgNZQ9CcTII5q+UGAHljwABADAiJGYQxk+ZLCk5g2CEQtr67AuSpNlnL7JKjMq7ByGPEiNrilGh9yDENykz5hS2lZRAcEa2IBUCBADAiBA4FGlSHl0nt8ejuZ9fIkn6cOuOpGO3/Ok5SdKsz52u2vp6SfYoMSqnPQiJjdNMMYLtODgAGEz2P0kAALCx7kPRDMKsRWdo3OQjdbitXa//YU3SsR+8uU2dzS2qn3SEVZJU1k3KCTsHshGdYlSoEqNwIBDdpMwUI9hbYsbAyfEDGQQAwIjQ3Rndg3DG1y+SJL3y2G9TLgozDENb1jwfd105lxjl04NgNSkXaA+C+bhuqweBAAE2l0VE0HmgZdBj7IAMAgBgRDAzCGMaJmlMwyQN9PVp3WO/SXv8lj89p9Mv/or1dXmXGIUzCN5cmpQrwyVG/T2F2aQcSjinaAaBMaewiUF3GiQHDKtuvl3eCq9eeXxVYc6pSAgQAAAjgjnFyLT56T/pcGt72uM/3LpdHU3NGhNZmNZbxiVG0Xr/3Mec9qfIoAwHs+zJHckcuNzuyPVkEGBP2TQl+1vbtOJfryvC2RQWJUYAgBGhx39YoVB0Bv/LK3+d8fjEMqP+np6CndtQBQfyKDGqigQIBcogRHczRDYpU2IEm9n25/A0s0MtB0t8JsVHgAAAGBEMw1CP/7Ak6Z11r6pp1/uD3ufNyDSjw23tZT3SMJ8SowpfoTMIiU3K4V8NFqXBJnau36jbL/yGbvlCuGcp8UdAOf9MGCpKjAAAI8bBvft0dP1JevGBR7I6fs/WHXrs/92kQy3l3XiYa4mR2+Oxji1YBsEqMYqfYsQeBNhJ49s7S30KJUGAAAAYMR7+9+s1bvKR2rl+Y9b3ee3J3xfwjIZHrlOMzP4DqYAZBKvEKBIgUGIE20tKIZTmNIqAAAEAMGIc3LNPB/fsK/VpDDvz0/psS4zM/gNJKce8Duc5JWYQCBBgV04uKUpEDwIAADZn9iBI0U/qM7EmGBWovCh8TvFlTx5rkzJjTuEMTg4YCBAAALC5YMyys2yyCNYEowJlD6SYJuWkPQhkEIByR4AAAIDNxW5DzqYPoSgZhEimwJxi5PJE9iAQIMApnJtAIEAAAMDuQjHLx7KZZFToJWlSqhKj8K8hFqXBplyDblZ2DgIEAAAcYKCvT5Lk9ZZLiVF8BoEpRnAaehAAAEBZG8hh1Km3mE3KTDGCY5BBAAAANmJOMsqqxKikTcpsUgbKHQECAAAOYJX05NCkXKgdCHHnk5RBYMwpnIISIwAAUMYSS3oyKUoGIeF8PPQgALZBgAAAgAOYJUZZ7UEoSg9CfMmTmUEIMsUIDkGTMgAAKGsDCWNFM4mOOe0r2PmkLzEiQIA9jaAppwQIAAA4QTCHKUZFLTFikzIcIvH14uAEAgECAABOEC3pKZMSI3OKUWIGgRIj2FR/T6+e/dWKUp9GURAgAADgAOYn9t5yGXPKHgQ40DuvbIh+4eAUAgECAAAOkMuitOJkEBKalCNTjIIECEDZI0AAAMABQjntQfBJKmwGwTwft8cjl8tlZRAMAgQ4BFOMAABAWRuwxpwOXmLkLUYGISYQ8FRUyO0Ov+WgxAgofwQIAAA4gFnz7y6TRWlGKGT9PnZ5GyVGcAwyCAAAoJxFm5Rz6EEoaIAQffMUu5uBKUZA+SNAAADAAQbKbMypYaTOIFBiBJQ/AgQAABwgOMgm5fFTp+jqx1Zo9tmLilRiFJtBiAYtBAhwCkOUGAEAgDJmjhVNV2J0wqnzNPWkmZr3xc8XKYNAgADYFQECAAAOMNgeBE9FeMxo7bgxMRmEnoKdT2yJkTlZyQxiAEdwbgKBAAEAACcYrMTI7QlfP2rsmOJkEGJKjMzJSmQPAHsYfBYaAAAoe7ElRgu+9hWdcOo8dXV0avvzL2v78y9ZewhGjR1rlf8Ua8ypWfZEgAAncfKiNAIEAAAcIBiZYuSrrtYXrvmOtbn44397hn546ktye8Nfm+VFUmEDhFgeK0AIDXIkgHJAiREAAA5glhiNPmKCFRxIUlVtrSTFXWcqZImRFM0YmGVPZBDgKA7OIBAgAADgAGaT8uiJEyRFMwpSODhIGSAUOINg9iFQYgTYCwECAAAOYAYE9ROPkCQdOnjQui1VgBAKBgu+1dicE281KbNFGQ7i5B4EAgQAABzALDGqHVMvSfIfbLNuSxUgFKP/wGxUNjcpB4OMOYXNOTgoiEWAAACAA5gBgikug+BNESAUuP9Aii0xogcBsBMCBAAAHGCgP/7T+dgMgsfjsaYYmYqSQYgsS7OmGFFiBNgCAQIAAA6QuKXY39qmUKTEx+3xyFPCDIKHJmXAVggQAABwgMQSo672DusNudvrkcsd/19+UXsQKDECbIUAAQAAB0gZIERKetylKjFS4phTFqUBdkCAAACAAwQTehC6OmIyCB6vPB5v3O1FLTHykkEA7IQAAQAABxhIyCAcbosGCJ5UU4yKWGLkJkAAbIUAAQAAB0gqMerosBqXw3sQEnoQipFBMOLHnLIHAbAHAgQAABwgqcSovTOmxKjEi9IYcwrYCgECAAAOEFti1NPVpYG+vjIIEOLHnJoBA4DyZpsAYfr06Vq1apVaWlrU2dmpv/zlLzrzzDPjjpk6daqeeuopHT58WC0tLbrzzjtVEfmhBACAk8XuQehq75SkuDGnSVOMilJiZPYgeCLnQ4AA2IFtAoRnnnlGXq9XCxcu1Ny5c/Xmm2/q6aef1qRJkyRJbrdbzzzzjGprazV//nxddNFFOu+88/Tf//3fJT5zAAAKL7YHoau9Q1K0pMfj8cjtjg8QBoqySdmwnj/8NQECYAfewQ8pvfHjx2v69Om65JJLtG3bNknSddddpyuvvFJ/8zd/o+bmZp111lk66aSTNHXqVO3fv1+S9L3vfU/333+/fvjDH8rv96d8bJ/Pp8rKSuvrurq6uF9hf3xPgfJXU1kpdXerpqZGdQmlMMhOdcz/Zb3+w+GfeZE36KPq6uSr9EkKl/m43G65jML/XHRFfq2sqpIkedzulM9ZGwxK3d2q5ftf1vj/VKqurrZ+b7e/h1zO1yVFtpiUuR07dmjdunW6+uqr1dvbq6uvvlrXXHONZs6cqc7OTt1www1aunSpZs+ebd1nzJgxam9v1+c+9zm9+OKLKR/3+uuv149//OPi/CEAAKm9/ro0d660ebP0yU+W+mxsKTDQr1/+dbMk6aQxE7RkyvF68N2tOtjbrfOmnaiNLY3a03VI00ePU3OgS3839XgdVVPYNzj3vfOGOvt79fGxE7Wt/YA+VjdWXzxmRvKBfP9hE41dfj22e4ck6buzTi3x2eRn9OjRaT84N9kigyBJixcv1u9+9zv5/X6FQiE1NzdryZIl6uwM11k2NDSoubk57j4dHR3q7e1VQ0ND2se9+eabdfvtt1tf19XVqbGxUZMnTx70Lw/2wPcUKH+nVVbqT5LOPvtsrS9C6YsTVdbU6Ad/XiVJuveXd+vC/71H/7TiFzpyxnR96Utf0vyLv6JpnzxZN131Xe14/mV9twjndNXjKzRuymQ9uPJBzfn8Ev3hmWf09evmJR13cjCotZIWLFigLWQQyhb/n0pTP36SvvWrOySF32jbifn9y0ZJA4RsPr0/5ZRTtHnzZt111106cOCAFixYoEAgoG9/+9t6+umnNW/ePDU1NUmK1jrGcrlcKa839fX1qa+vL+l6v98/Yv/xOxXfU6B8dUeaabu7u+Xv7i7x2dhTICawam8+IL/fr/6+cF9CT1+fVS7Q1dVVtJ+FwUgPRDAyzaivry/lc3eZv3Z3i5/S5W8k/3/a3R2wfu/kv4OSBgjLli3Tr3/964zHfPDBB1q4cKE+//nPa+zYsdY348orr9TJMRtRAAATbklEQVTixYv1jW98Q7fccouampr06U9/Ou6+Y8aMkc/nS8osAADgNPFTjCJNyjGblF2RRWnF3GZsfkBnTjFizClgDyUNEFpbW9Xa2jrocTU1NZKkUMIPllAoJLc7/ANv/fr1+uEPf6iGhgYro3DWWWepp6dHmzdvHuYzBwCgvBihkIIDA/J4vTocCRDMzcWxexCKuazMChCsKUa2aHsERjxbjDldv3692tvb9cADD+gTn/iEpk+frp/97Gc69thj9cwzz0iS1qxZo7feeksrV67U7NmztXDhQt12221avny5o1NAAACYzDf/1h6EgeiiNI8n/JlgUTMIkQ/2rACBDAJgC7YIEFpbW7VkyRKNGjVKzz//vDZt2qT58+dr6dKl2rp1q6RwNuGcc85RT0+P1q1bp8cff1yrVq3SNddcU+KzBwCgOLo7D0mSOprCpbWpFqWVosTIQ4AAh+iODMdxOttMMdq8ebOWLFmS8Zi9e/fq3HPPLdIZAQBQXh769/+n+kkTkwIEj8cjl7sEPQihhE3KBAiwuQO7P9Tv/3uZDh08WOpTKSjbBAgAACCz9ze/Gfd1fIlRCTIIoYQehBA9CLC/F+9/uNSnUHC2KDECAAC5C0aCAZcnWmIULGKAEDISehAMMgiAHRAgAADgULElRiWZYpRQYkQGAbAHAgQAABzKalL2eOR2l6BROBIPmBOUaFIG7IEAAQAAh4rtQShFiZEZEJgN0uxBAOyBAAEAAIeKG3NqlRgNZLrLsGKTMmBPBAgAADhUyk3KJcggeNikDNgKAQIAAA5llhh5ShQgJE0xIoMA2AIBAgAADhUtMfLK7TEXpRXvTXriHgQWpQH2QIAAAIBDxU0xKkEGQYk9CJQYAbZAgAAAgENZJUZerzze8KjR0m5SJoMA2AEBAgAADmWONPX6KqLXFXNRmmE2KUf2IBSxvAlA/ggQAABwKGuTckyAYIRKuEnZIEAA7IAAAQAAhzIDhApfZdJ1RXl+I7FJmR4EwA4IEAAAcCizB8Fb6bOuK2qJUShhzCkZBMAWCBAAAHCoUGRRWoXPF3NdKZuUySAAdkCAAACAQ6VqUi7qJKFIiZHHyxQjwE4IEAAAcKhoiVG4ByE4MFDU5zdLilxud+RrMgiAHRAgAADgUCErg+CL+7pozx8yMwiRMadkEABbIEAAAMChrClGlaUJEBIDAnoQAHsgQAAAwKGsEiMzg1DECUZSckkRU4wAeyBAAADAoYKJJUZFLvFJziAQIAB2QIAAAIBDWT0IJSoxUmIGgRIjwBYIEAAAcKjoJuXyKDEKUWIE2AIBAgAADhWKjDU1MwjBYHHHnCaWNBlBAgTADggQAABwqOgUo8q4r4slsaSIJmXAHggQAABwqGBCQFDsT/ATAwJ6EAB7IEAAAMChEnsOEgOGQksMCIo9RQlAfggQAABwqMSSopIvSjPIIAB2QIAAAIBDJQUIxZ5ipMQxp2QQADsgQAAAwKESA4JQqMRNyvQgALZAgAAAgEMl9hyUvsSIDAJgBwQIAAA4VChh70GpF6WRQQDsgQABAACHKrsmZXoQAFsgQAAAwKGSehBYlAYgCwQIAAA4VHIPQpEXpSVNMaLECLADAgQAAByKEiMA+SBAAADAoZJLjAbSHFkYbFIG7IkAAQAAh0rMGASLPsWIDAJgRwQIAAA4VGKAUOw36MlNyvQgAHZAgAAAgEMlZgzoQQCQDQIEAAAcKrHnoPglRok9CGQQADsgQAAAwKFKPsUocZMyexAAWyBAAADAoUq/KC2xxIgMAmAHBAgAADhU2WUQ6EEAbIEAAQAAhzIMI273QMkzCEwxAmyBAAEAAAeLDQqKHyCQQQDsiAABAAAHi+1DSOxJKDQWpQH25C31CZSrurq6Up8Chon5veR7CpSvmpoayeNRTU2N6jyeUp+Oo3gl+dzhv9PKCl9RfxZW+yqt55ak2pqalM9fG/MrP6nLF/+f2lsu3zeXJAoCYxx11FFqbGws9WkAAAAAw27y5Mn66KOPMh5DgJDCUUcdJb/fX7DHf+211/SpT32qrB97qI+Tz/1zvU+2x9fV1amxsVGTJ08u6PfVjgr5b3E4leI8eZ0Oz314nQ4PO7xWeZ0W5nHyvX8hXqu8TjOzw+t006ZNmjFjxqDHUWKUwmBR1VCFQqGCvbCG67GH+jj53D/X++R6vN/v5wdagkL+WxxOpThPXqfDcx9ep8PDDq9VXqeFeZx871/I1yqv09Ts8DodGBgY/CBJHkk/LuiZIKWNGzeW/WMP9XHyuX+u98nm+MrKSv3gBz/QzTffrL6+vpzPyekK+W9xOJXiPHmdDs99eJ0ODzu8VnmdFuZx8r3/cL9WeZ0OzimvU0qM4Hh1dXU6dOiQRo8eXfaRPTBS8ToFyh+v05GDDAJGhGAwqBdffFHBIs8AB5A9XqdA+eN1OjKQQQAAAABgYVEaAAAAAAsBAgAAAAALAQIAAAAACwECAAAAAAsBAgAAAAALAQJGrClTpuiFF17Qjh07tGXLFp1//vmlPiUAKYwaNUqvvfaa3njjDW3dulXf/va3S31KANKorq7WBx98oFtvvbXUp4IhYMwpRqyGhgZNmjRJW7Zs0RFHHKHXX39dM2bMUHd3d6lPDUAMt9utyspKBQIBVVdXa/v27Zo3b57a2tpKfWoAEvzXf/2Xpk+frj179ujaa68t9ekgT2QQMGI1NTVpy5YtkqSWlha1tbVp3LhxJT4rAIlCoZACgYAkqaqqSh6PRy6Xq8RnBSDR8ccfr5kzZ+oPf/hDqU8FQ0SAANtasGCBnnrqKTU2NsowDC1dujTpmMsvv1zvv/++AoGANm3apPnz56d8rLlz58rtdmvfvn2FPm1gxBmO12p9fb3efPNN7du3Tz/72c/U2tparNMHRoTheJ3edttt+sEPflCsU0YBESDAtmpra7Vlyxb9y7/8S8rbL7zwQt1xxx268cYbNWfOHK1du1arV6/W1KlT444bN26cHnzwQV122WXFOG1gxBmO12pnZ6dmz56tY489Vv/wD/+giRMnFuv0gRFhqK/TL3zhC9q5c6fefffdYp42CsjgwsXuF8MwjKVLl8Zd9+qrrxp33XVX3HVvvfWWcdNNN1lf+3w+46WXXjK+9rWvlfzPwIXLSLjk+1qNvdx1113G+eefX/I/CxcuTr3k8zq96aabjD179hi7d+82WlpajI6ODuNHP/pRyf8sXPK7kEGAI1VUVGju3Llas2ZN3PVr1qzRZz7zGevr+++/X88//7weeuihYp8iAGX3Wp04caLq6uokSXV1dTr99NP1zjvvFP1cgZEqm9fpf/zHf+joo4/Wscceq2uuuUbLly/Xf/7nf5bidDEMvKU+AaAQJkyYIK/Xq+bm5rjrm5ub1dDQIEn67Gc/q6985SvaunWrvvjFL0qSLr74Ym3fvr3o5wuMVNm8VqdMmaL77rtPLpdLLpdLy5Yt07Zt20pxusCIlM3rFM5CgABHMwwj7muXy2Vdt27dOnk8nlKcFoAEmV6rr7/+uubMmVOK0wIQI9PrNNYDDzxQrFNCgVBiBEc6ePCgBgYGkj7ZmDhxYtInIABKh9cqUP54nY48BAhwpP7+fm3evFmLFy+Ou37x4sV65ZVXSnRWABLxWgXKH6/TkYcSI9hWbW2tjj/+eOvrY489VieffLLa2tq0d+9e3X777Vq5cqU2bdqk9evX67LLLtPRRx+tu+++u4RnDYw8vFaB8sfrFIlKPkqJC5d8LmeccYaRyooVK6xjLr/8cmP37t1GT0+PsWnTJmPBggUlP28uXEbahdcqFy7lf+F1yiX24or8BgAAAADoQQAAAAAQRYAAAAAAwEKAAAAAAMBCgAAAAADAQoAAAAAAwEKAAAAAAMBCgAAAAADAQoAAAAAAwEKAAAAAAMBCgAAAKHuLFi2SYRiqra0d8mM98sgjuvbaa4fhrKIaGhp04MABNTQ0DOvjAkApECAAgE2sWLFChmEkXY477rhSn1rBvfzyy2poaFBXV9eQHmf27NlavHixfvGLX1jXrV27VrfeemvSsd/61rfU0tKS1eM2NTXp0Ucf1fXXXz+k8wOAckCAAAA2snr1ajU0NMRddu/enfLYioqKIp9d4fT396u5uXnIj/Od73xHjz32mLq7u4fhrOKtWLFCF198sUaPHj3sjw0AxUSAAAA20tvbq+bm5rhLKBSSFP4k/I477tAdd9yhgwcPavXq1ZKk+vp6LV++XAcOHFBHR4eeffZZzZo1K+5xly5dqk2bNikQCOjAgQN6/PHHJUkej0eGYeicc86JO97v9+urX/2q9fWUKVP02GOPqb29XQcPHtSTTz6pqVOnWrevXLlSTzzxhL7//e9r//79amlp0Z133imPx2MdU1lZqVtvvVV79+5VIBDQzp079Y1vfENSconRhAkT9Oijj2rfvn3q6urSli1bdMEFF2T8u/N4PDr//PP11FNP5fR3btq7d29S9qa/v9+6/c0331RbW5uWLl2a1+MDQLkgQAAAB7nkkkvU3d2t0047TVdccYVcLpdWr16tCRMmaMmSJZo3b562b9+u5557TvX19ZKkc889V//3f/+np556SnPmzNHixYu1efPmrJ+ztrZWL774ojo6OrRgwQItWLBAPT09Wr16dVwAsHjxYk2dOlVnnnmmLrnkEl166aW6+OKLrdsffvhhXXDBBbryyit10kkn6Yorrkj7SX91dbVee+01nXPOOfr4xz+u++67T4888og++clPpj3P2bNna/To0dq0aVPWf7ZYc+bMsbI2U6ZM0YYNG/Tyyy/HHfPaa69pwYIFeT0+AJQTgwsXLly4lP9lxYoVRn9/v+H3+63L448/bt2+du1a47XXXou7z+LFi43W1lajoqIi7vr333/f+OY3v2lIMjZs2GCsWLEi5XN6PB7DMAzjnHPOibve7/cbX/3qVw1JxqWXXmps27Yt7nafz2cEAgHjc5/7nCHJWLlypbFr1y7D5XJZx/zmN78xVq5caUgyTjzxRMMwDOOMM85IeR6LFi0yDMMwamtr0/79/PGPfzRuvvnmtLefd955Rk9PT9L1a9euNXp7e+P+Xv1+vxEIBIyWlpaUj7Vs2TLjvffeM8aNGxd3/Z133mmsWbOm5P9WuHDhwmUoF68AALbxwgsv6PLLL7e+TmzaTfx0fO7cuaqvr1dbW1vc9dXV1VZz8+zZs/W///u/eZ/T3LlzNXPmTPn9/rjrfT6fjjvuOL3wwguSpO3bt8swDOv2/fv3a/r06dY59PX1ae3atVk9p8fj0XXXXacLL7xQU6ZMkc/nU2VlpVpbW9Pep7q6Wj09PSlve/DBB/XTn/407roLLrhA3/ve95KOvfzyy/X1r39dp512WtLfayAQUE1NTVZ/BgAoVwQIAGAjXV1deu+99zLeHsvtdmvfvn1atGhR0rHt7e2SlLFh13xD73K54q73eqP/fbjdbm3YsMHqF4gVOwUotl7ffGy3O1zpGggE0p5DKt///vd11VVX6eqrr9aOHTvU1dWlZcuWyefzpb3PwYMHVVdXJ7fbbfVtmDo6OpL+XlNNMFq0aJH+53/+RxdeeKF27NiRdPu4ceOynnwEAOWKAAEAHOz111/XUUcdpd7eXu3bty/lMdu2bdOiRYv00EMPJd0WCoXU2tqqI4880rpu5syZqqqqinuOL37xi2pubtbhw4fzOs9t27bJ5/NpwYIFeumllwY9fsGCBXryySf16KOPSgoHKdOnT9cbb7yR9j5vvPGG3G63TjzxxJRv7gczffp0Pf744/rJT36SttF51qxZ+uMf/5jzYwNAOaFJGQAc7E9/+pM2btyo3/3ud/rbv/1bHXPMMTrttNN04403avbs2ZKkG264QV/72tf0ox/9SDNmzNCsWbPiFok9//zzuuqqq3TyySfrlFNO0S9+8Yu4bMDKlSvV2dmpVatW6bOf/aymTZumM844Qz//+c+zXhz23nvvaeXKlbr//vv1hS98QdOmTdOZZ56p888/P+Xxu3bt0tlnn61TTz1VJ554opYvX64JEyZkfI7m5mZt2bJF8+fPz+qcYtXU1Ojpp5/Wxo0bdd9992nSpEmaNGmSJk6caB1TW1urOXPmaM2aNTk/PgCUEwIEAHAwwzC0ZMkSvfLKK3rggQe0c+dOPfroo5o6daoOHDggSXruued00UUX6bzzztOWLVv03HPPae7cudZj/Nu//Zs++ugjrVu3Tg899JB++tOfqre317q9q6tLp59+uhobG/Xkk0/q7bff1r333quKioqcMgqXXXaZVq1apbvvvlt//etf9atf/UrV1dUpj73hhhu0detWPfvss3r++ee1Z88e/f73vx/0Oe6555648azZOvLII3XCCSfo7LPPVlNTk3VpbGy0jvnSl76kXbt26dVXX8358QGgnLgU7lYGAMDxqqqqtHPnTn35y1/Oe9xpOps2bdItt9yiJ554YlgfFwCKzSPpx6U+CQAAimFgYEBvvPGGxowZo3fffXfYHnfSpEnyeDy69957h+0xAaBUyCAAAAAAsNCDAAAAAMBCgAAAAADAQoAAAAAAwEKAAAAAAMBCgAAAAADAQoAAAAAAwEKAAAAAAMBCgAAAAADAQoAAAAAAwPL/AYqiRnvk/+PmAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inicio = time.time()\n", "fcs = 3500\n", "fci = 1000\n", "coef = 101\n", "att = 30\n", "nyq = fs/2\n", "#################Filtro FIR LP 101 Taps###################\n", "frec = np.array([0.0, fci, fci, nyq])\n", "gain = np.array([g, g, -att, -200])\n", "gain = 10**(gain/20)\n", "buffer_LP = sg.firls(numtaps=coef, bands=frec, desired=gain, fs=fs)\n", "#################Filtro FIR HP 101 Taps###################\n", "frec = np.array([0.0, fcs, fcs, nyq])\n", "gain = np.array([-att, -200, g, g])\n", "gain = 10**(gain/20)\n", "buffer_HP = sg.firls(numtaps=coef, bands=frec, desired=gain, fs=fs)\n", "#################Filtro FIR BS 201 Taps###################\n", "buffer = np.polymul(buffer_LP, buffer_HP)\n", "data_BS = sg.filtfilt(buffer, 1, data, axis=0)\n", "################################################\n", "fin = time.time() \n", "print(f\"Tiempo de computo del filtro: {fin-inicio} segundos\")\n", "freq, response = sg.freqz(buffer, fs=fs)\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.semilogx(freq, 20*np.log10(np.abs(response)))\n", "plt.vlines([fci, fcs], -100, 10, lw=1, color=\"red\")\n", "plt.ylim(-90, 3)\n", "plt.grid()\n", "plt.title(f\"Respuesta en frecuencia del filtro BS FIR - {len(buffer)} Taps\")\n", "plt.xlabel(\"Frecuencia (Hz)\")\n", "plt.ylabel(\"Atenuacion (dB)\")" ] }, { "cell_type": "code", "execution_count": 52, "id": "8ac74c62", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "8ac74c62", "outputId": "2a1009f3-3186-49a4-eaa9-e11fd21cdfd8" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_BS, rate=fs))" ] }, { "cell_type": "markdown", "id": "ee12b70e", "metadata": { "id": "ee12b70e" }, "source": [ "

\n", "Filtro Elimina Banda o Notch (FN) \n", "

\n", "\n", "Los *[filtros notch](https://es.wikipedia.org/wiki/Filtro_elimina_banda)* pueden parecer similares a los filtros de detenimiento de banda, con la única diferencia que aplican un refuerzo o corte a una banda de frecuencia específica mientras dejan el área alrededor sin cambios. Tal como los filtros pasa banda se especifica una frecuencia central y un ancho de banda.\n", "\n", "
\n", "\n", "Si bien podemos implementarlos con filtros FIR para lograr un verdadero filtro Notch se requiere una cantidad de *taps* considerablemente grande:" ] }, { "cell_type": "code", "execution_count": 53, "id": "ff092791", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 670 }, "id": "ff092791", "outputId": "4c19c4bf-e62e-4008-ee9e-c559930dd5be" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del filtro: 3.4687204360961914 segundos\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'Atenuacion (dB)')" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inicio = time.time()\n", "fcs = 5000\n", "fci = 4900\n", "coef = 3001\n", "att = 30\n", "nyq = fs/2\n", "#################Filtro FIR LP 101 Taps###################\n", "frec = np.array([0.0, fci, fci, nyq])\n", "gain = np.array([g, g, -att, -200])\n", "gain = 10**(gain/20)\n", "buffer_LP = sg.firls(numtaps=coef, bands=frec, desired=gain, fs=fs)\n", "#################Filtro FIR HP 101 Taps###################\n", "frec = np.array([0.0, fcs, fcs, nyq])\n", "gain = np.array([-att, -200, g, g])\n", "gain = 10**(gain/20)\n", "buffer_HP = sg.firls(numtaps=coef, bands=frec, desired=gain, fs=fs)\n", "#################Filtro FIR BS 201 Taps###################\n", "buffer = np.polymul(buffer_LP, buffer_HP)\n", "data_BS = sg.filtfilt(buffer, 1, data, axis=0)\n", "################################################\n", "fin = time.time() \n", "print(f\"Tiempo de computo del filtro: {fin-inicio} segundos\")\n", "freq, response = sg.freqz(buffer, fs=fs)\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.semilogx(freq, 20*np.log10(np.abs(response)))\n", "plt.vlines([fci, fcs], -100, 10, lw=1, color=\"red\")\n", "plt.ylim(-90, 3)\n", "plt.grid()\n", "plt.title(f\"Respuesta en frecuencia del filtro Notch FIR - {len(buffer)} Taps\")\n", "plt.xlabel(\"Frecuencia (Hz)\")\n", "plt.ylabel(\"Atenuacion (dB)\")" ] }, { "cell_type": "markdown", "id": "5489b8a6", "metadata": { "id": "5489b8a6" }, "source": [ "Y aun así no conseguimos acercarnos a lo que conocemos como filtro Notch, para este caso particular haremos uso de filtros IIR:" ] }, { "cell_type": "code", "execution_count": 54, "id": "aef4c534", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 670 }, "id": "aef4c534", "outputId": "c1310178-8f29-48af-c510-d7718806591b" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del filtro: 0.016956329345703125 segundos\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'Atenuacion (dB)')" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inicio = time.time()\n", "fc = 3000\n", "nyq = fs/2\n", "Q=0.8 #FACTOR DE CALIDAD\n", "#################Filtro FIR NOTCH###################\n", "b, a = sg.iirnotch(w0=fc, Q=Q, fs=fs)\n", "data_FN = sg.filtfilt(b, a, data)\n", "################################################\n", "fin = time.time() \n", "print(f\"Tiempo de computo del filtro: {fin-inicio} segundos\")\n", "freq, response = sg.freqz(b, a, fs=fs)\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.semilogx(freq, 20*np.log10(np.abs(response)))\n", "plt.vlines(fc, -100, 10, lw=1, color=\"red\")\n", "plt.ylim(-90, 3)\n", "plt.grid()\n", "plt.title(f\"Respuesta en frecuencia del filtro BS FIR - {len(buffer)} Taps\")\n", "plt.xlabel(\"Frecuencia (Hz)\")\n", "plt.ylabel(\"Atenuacion (dB)\")" ] }, { "cell_type": "code", "execution_count": 55, "id": "f294a91a", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "f294a91a", "outputId": "c9e67fbc-d073-476c-f2db-a6a369fbd66c" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_FN, rate=fs))" ] }, { "cell_type": "markdown", "id": "2867dc29", "metadata": { "id": "2867dc29" }, "source": [ "****\n", "

\n", "Modulación de amplitud \n", "

\n", " \n", "El término *modulación de amplitud* hace referencia a la variación de amplitud de una señal provocada por otra, Aunque matemáticamente similares, los efectos *[Trémolo](https://es.wikipedia.org/wiki/Trémolo)* y *[Modulación del timbre](https://en.wikipedia.org/wiki/Ring_modulation)* son bastante diferentes.\n", "\n", "

\n", "Trémolo \n", "

\n", "\n", "*Trémolo* es un término musical que significa *temblor*. Típicamente, se refiere a una forma de tocar notas rápidas y repetidas, como los redobles sobre un instrumento de percusión. El efecto *trémolo* busca imitar esta manera de tocar basándose en la modulación periódica de la amplitud de una señal, tal que una nota larga y sostenida sonara como una serie de notas rápidas y cortas. Este efecto es increíblemente fácil de implementar y el tiempo de cómputo que requiere es mínimo. La expresión matemática que rige al efecto trémolo es la siguiente:\n", "\n", "\\begin{equation}\n", "y[n] = m[n]x[n]\n", "\\end{equation}\n", "\n", "Donde $x$ es la señal de entrada y $m$ una señal periódica que varía lentamente.\n", "\n", "
\n", "\n", "El sonido característico de un trémolo es generado por variación periódica de la ganancia de la señal de entrada a través del tiempo, por lo que la señal moduladora $m$ puede ser generada por un LFO tal que:\n", "\n", "\\begin{equation}\n", "m[n] = 1 + \\alpha cos(\\omega_{LFO})\n", "\\end{equation}\n", "\n", "Donde $\\alpha$ es la intensidad del trémolo y $\\omega_{LFO} = \\frac{2\\pi f_{LFO}}{f_s}$ es la frecuencia normalizada de oscilación (alrededor de 0.5 a 20 Hz)" ] }, { "cell_type": "code", "execution_count": 56, "id": "1e6e7135", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 666 }, "id": "1e6e7135", "outputId": "464ad2d6-5c3b-4c00-8524-b35540351639" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del tremolo: 0.01495981216430664 segundos\n" ] }, { "data": { "text/plain": [ "(1, 1.8)" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAyAAAAJkCAYAAADpzkWmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOydeXxTVfr/P02aNGma0p22dAPZqQMKI1ChiIC4gGyOuE0BcQZQQQe/KptssumAjCgg/gYVGRZlyo4ogqiDVIECUgqIMLTQhS5pm25pmzb390d6b5Jmu4Gk51zmvF+vvF40uUk+eTjn3HOe8zzP8QPAgcFgMBgMBoPBYDBaARlpAQwGg8FgMBgMBuN/B7YAYTAYDAaDwWAwGK0GW4AwGAwGg8FgMBiMVoMtQBgMBoPBYDAYDEarwRYgDAaDwWAwGAwGo9VgCxAGg8FgMBgMBoPRarAFCIPBYDAYDAaDwWg12AKEwWAwGAwGg8FgtBpsAcJgMBgMBoPBYDBaDbYAYTAYDIkyYcIEcBzn9DFo0CDh2tDQUGzbtg1FRUXgOA67du3yup6nn34ar7zyitc+b9CgQS5/n/VDihQWFmL9+vWkZTAYDEar409aAIPBYDBuj4kTJ+LSpUt2z1+4cEH491tvvYUxY8bg+eefx9WrV1FWVuZ1Hc888wySk5Px/vvve+XzTp8+jX79+tk8t2vXLly9ehX/93//55XvYDAYDEbrwxYgDAaDIXHOnz+PzMxMl9ckJyfj6tWr2Lp1ayupun2qqqrwyy+/2DxXX1+PiooKu+edoVarYTAYfCGPwWAwGLcIC8FiMBiMO5jExERwHIdhw4ahe/fuduFZCoUCc+fOxcWLF1FXV4fi4mJ88skniIiIsPusp59+GsePH0dVVRWqqqpw5swZPP/88wCAo0ePYsSIEUhKSnIYGhUaGoq1a9ciLy8P9fX1uHr1KpYsWQKlUum137p8+XJwHIfk5GTs2rUL5eXlyM7OFl7v27cv9u/fj7KyMhgMBpw6dQqjR4+2+YwpU6aA4zgMGDAAn3zyCXQ6HSoqKrBx40aoVCq0a9cO6enpqKioQF5eHpYtWwaZzPZWGh4ejg0bNqCgoAD19fW4cuUKFi5cCH9/9z6/pKQkbN26FcXFxairq0N2djamT5/uHQMxGAwGJbAdEAaDwZA4crkccrnc5jmO42AymVBYWIh+/fph3bp1aNOmDZ599lkA5vAsPz8/7NmzBwMHDsS7776L48ePIzExEYsWLcL333+PPn36oK6uDgCwaNEizJ8/H+np6Vi1ahX0ej2Sk5ORmJgIAHjxxRfx8ccf46677sKYMWNstAQEBODo0aO46667sGDBApw7dw4DBw7E7Nmz0atXL4wYMcKr9ti7dy+2bNmCDz/8EGq1GgAwfPhw7N27F//5z3/wl7/8BTU1NXj22Wexa9cuPPXUU/jiiy9sPuOzzz7Djh078OSTT+K+++7D22+/DZlMhl69emHbtm1Yt24dHn30UcyePRs3btwQcjkCAwPx448/Ii4uDvPnz0d2djYGDx6MuXPn4u6778a4ceOc6o6OjkZGRgY4jsPs2bORl5eH0aNHY82aNUhKSsJrr73mVTsxGAwGSTj2YA/2YA/2kN5jwoQJnDOMRqPNtUePHuWysrJsnhs/fjzHcRw3ZswYm+d79+7NcRzHTZ06lQPAJSUlcUajkdu8ebNLPfv27eOuXbtm9/xf//pXjuM47oknnrB5/vXXX+c4juOGDh0q+jdfu3aN27dvn8PXli9fznEcx82aNcvutatXr3LHjx/n/Pz8bJ4/dOiQjeYpU6ZwHMdx77zzjs11X331lY1N+MeFCxe4Y8eOCX/PmDGD4ziOGzFihM11b731FsdxHDdgwADhucLCQm79+vXC3++99x7X1NTE/eEPf7B578aNG7nGxkYuMTGReJtjD/ZgD/bwxoOFYDEYDIbE+fOf/4w+ffrYPPr27ev2fSNGjEB5eTn27dsn7KLI5XKcPXsWhYWFeOCBBwAAw4YNg7+/P9auXXtL+h588EFUV1fj3//+t83zn332GQBgyJAht/S5zkhPT7f5u0ePHujQoQP+9a9/QSaT2fzWr776CklJSUhKSrJ5z/79+23+vnjxIgDgwIEDds/zu0CA+bfqdDq794v5rQ8++CDOnDmDc+fO2b1XLpcL/x8MBoMhdVgIFoPBYEicixcvuk1Cd0Tbtm0RGhoKo9Ho8HU+DyQyMhIAkJeXd0v6wsPDcfPmTbvnS0pKYDQaER4efkuf64zCwkKbv9u2bQsAWLt2rdNFVEREBHJycoS/W1YJa2hocPq8SqUS/g4PD7f7fgAoKCgQXndGeHg4zp49e0vvZTAYDCnBFiAMBoPxP0ppaSlKS0vx8MMPO3y9qqoKgHmhAABxcXG3tAjR6XQOd2QiIyOhUChQWlrq8We6ouW5IPznL1iwwG4Hg4ff4bhddDodunbtavd8bGysjRZn742Jibml9zIYDIaUYCFYDAaD8T/K/v37ERERAblcjszMTLvH5cuXAQCHDh1CY2Mjpk2b5vLz6uvrhaRva44cOQKtVmtXcSotLU143ZdkZWUhNzcXPXv2dPg7MzMzUVtb65XvOnLkCCIiIuwWdWJ+65EjR9CrVy90797d7r1NTU34/vvvvaKRwWAwSMN2QBgMBkPiJCcnOyzxevXqVZde8+3bt+PZZ5/FV199hffffx8nTpyA0WhEXFwcBg8ejD179mD37t3Izc3FsmXLMH/+fKjVamzbtg16vR7du3dHREQEFi5cCMA80R83bhymTp2KzMxMmEwmZGZm4vPPP8dLL72ETZs2YcGCBcjKysKAAQMwZ84cHDhwwOcLEI7jMGXKFOzduxf79+/H5s2bUVhYiLCwMHTv3h09evQQqoPdLhs3bsTUqVOxdetWzJ8/HxcvXsQDDzyAWbNmIT09HT/99JPT9/7973/HM888g2+++Qbz589Hfn4+Hn/8cbzwwgtYtWoVrl+/7hWNDAaDQQPEM+HZgz3Ygz3Yw/OHqypYHMdxkydPFq51VAULACeXy7mZM2dyZ86c4Wpra7nKykruwoUL3Pr167m77rrL5trnnnuO++WXX4TrMjMzuQkTJgivh4SEcF9++SVXVlbGNTU1cZw5FooDwIWGhnLr1q3j8vPzuYaGBu7atWvc0qVLOaVS6dFvFlMFS6PROHz9nnvu4Xbs2MEVFRVx9fX1XH5+Pnfo0CFu0qRJwjV8FawePXqI+uxt27ZxJSUlNs9FRERwGzZs4AoLC7n6+nru6tWr3KJFizh/f3+b61pWwQLMFce2bdvGlZaWcvX19dyFCxe4GTNmEG9r7MEe7MEe3nz4Nf+DwWAwGAwGg8FgMHwOywFhMBgMBoPBYDAYrQZbgDAYDAaDwWAwGIxWgy1AGAwGg8FgMBgMRqvBFiAMBoPBYDAYDAaj1WALEAaDwWAwGAwGg9FqsAUIg8FgMBgMBoPBaDXYQYReIjY2FlVVVaRlMBgMBoPBYDAYXkOr1aKgoMCrn8kWIF4gNjYW+fn5pGUwGAwGg8FgMBhep127dl5dhLAFiBfgdz7atWvHdkEYDAaDwWAwGHcEWq0W+fn5Xp/fsgWIF6mqqmILEAaDwWAwGAwGwwUsCZ3BYDAYDAaDwWC0GmwBwmAwGAwGg8FgMFoNFoLFYDAYDAaD4QI/Pz9EREQgNDQUfn5+pOUwGF6F4ziUl5ejtLQUHMe1yneyBQiDwWAwGAyGE9q1a4f58+ejd+/epKUwGD7l1KlTePvtt1ulsqsfgNZZ6tzBaLVaVFZWIjg4mCWhMxgMBoNxh6BQKHD48GFUVFRg3bp1yMvLQ2NjI2lZDIZX8ff3R1xcHF588UW0adMGw4YNg9FoBOC7OS7bAWEwGAwGg8FwQGJiIjQaDWbMmIFff/2VtBwGw2dkZ2fj5s2b2LhxIxISEnD16lWffh9LQmcwGAwGg8FwgFwuBwDU1dURVsJg+B6+nfv7+35/gi1AGAwGg8FgMBgMRqvBFiAMBoPBYDAY/0MMGzYMxcXFGD58OHbv3i3a433t2jX07dv3tr8/Pj4eJSUloq6dPXs2Vq9efdvfefToUYwfP/62P4fhHdgChMFgMBgMBkNiDBw4EBkZGaioqEBpaSm+++47JCUliXpv//79MXToUKSlpSEnJ6fVE+tv3LiByMhIUdcuX74cf/vb33ysiNHasCR0BoPBYDAYDAkRHByM3bt3Y9KkSdi3bx8CAwMxbNgwNDU1iXr/4sWLAQDPPvusL2U6xN/fn1USY7AdEAaDwWAwGAwp0blzZ9TW1mLv3r3gOA41NTXYvXs3bty4AQCQyWRYuHAhcnJyUFhYiJUrVwoJ9QsWLMCmTZvw5ZdforKyEhkZGUhISBA+e+3atcjPz0d5eTm++eYbxMfHi9I0aNAgnD59GuXl5Th69Cg6d+4svMZxHF566SVcu3YNX3/9NRITE2EwGITX+/Xrh6ysLOj1eqxfvx7ff/+9EC61YMECrF+/HgAwYcIEfPPNN1i3bh30ej3Onz+Pnj17Cp8zb9485OTkQK/X4/jx47j77rtv0cIMX8MWIAwGg8FgMBgiUapVPn+44/LlywgMDMSGDRswfPhwaLVam9dnzpyJlJQU9O7dG127dsW9996LadOmCa+PHTsWa9asQWhoKC5fvoz58+cLrx07dgzdunVDdHQ08vLysGbNGrd6wsPDsXv3bixcuBCRkZE4cOAA9uzZA5nMMs0cMmQI7r77bjz22GO29lQqkZ6ejtWrVyM8PBznzp1DSkqK0+8aPHgwjhw5gtDQUOzatQurVq0SXrtw4QL69OmDsLAwfPvtt/j888/dameQgYVgMRgMBoPBYIhAqVZh+YmjPv+e2fcNRoPBeenfyspKpKam4s0338Rnn32G0NBQ7NixA9OmTUN1dTUmT56MtLQ06HQ6AMCqVavw+uuv48MPPwQAHDp0CMeOHQMAbN++XQjJAoBt27YJ/37nnXfw008/udX76KOPIjMzE3v37hW+79VXX8W9996LU6dOAQCWLVuG6upqu/f2798fNTU1+OSTTwAA69evx6xZs5x+V1ZWFtLT0wEAW7duxdSpU4XXdu7cKfx72bJlmDdvHjQaDWpqatz+BkbrwnZAGAwGg8FgMCRGdnY20tLSEBMTg5SUFKSkpGDu3LkAgISEBHz77bcoLy9HeXk5tmzZYpP0XVxcLPy7trYWQUFBwt9z5szB77//Dr1ejxMnTiAiIsKtltjYWFy/fl34m+M43LhxA7GxscJzeXl5Dt8bHR0thI7x5OfnO/0uV9pfeOEFnD9/HhUVFbh58yZkMhnCw8Pd6me0PmwHhMFgMBgMBkMEDYY6zL5vcKt8jyecPn0aO3fuRHJyMgDzBH7cuHHIysry6HNSU1MxZcoUDBkyBFeuXEHnzp3x22+/uX1fQUEBhg0bZvNcfHw8CgoKhL85jnP43ps3byIuLs7muXbt2nmkGzCfWv/ee+9h0KBBOHPmDFQqFaqrq+Hn5+fxZzF8D9sBYTAYDAaDwRBJg6HO5w93dOnSBa+++ipiYmIAAJ06dcLIkSNx4sQJAMDGjRuxdOlStG3bFoB5cp6amur2c7VaLRobG6HT6aDRaDBv3jxRNjl48CD69OmDESNGQC6XY+bMmaiursaZM2fcvjcjIwNBQUGYOHEi5HI5pkyZIvwuTwgKCgLHcdDpdFAoFFi0aBFbfFCMpBYgAwcOxN69e5Gfnw+O4zBq1Ci370lNTcWpU6dgMBhw9epVTJkyxe6asWPHIjs7G3V1dcjOzsbo0aN9IZ/BYDAYDAbjtqmqqkJKSgoyMzNRXV2Nw4cP48CBA1ixYgUAYOXKlThx4gSOHz8OvV6Pffv2iapm9fXXXyMjIwO5ubnIysrC8ePHRekpLS3FmDFjsGTJEuh0OowaNQpjxowRVRa4oaEB48aNw2uvvYaysjL06tULJ0+eRH19vajv5snOzsbHH3+Mc+fOIScnB9euXUNDQ4NHn8FoXTipPB5++GHu7bff5saMGcNxHMeNGjXK5fVJSUlcdXU1t3r1aq5r167c5MmTufr6em7s2LHCNf369eOMRiM3a9YsrkuXLtysWbO4hoYG7r777hOtS6vVchzHcVqtlriN2IM92IM92IM92MM7jy5dunCnTp3iunTpQlzL/9IjLy+P69OnD3Ed/2sPR+3dh3Nc8j/4Vh5iFiArVqzgLly4YPPc+vXruePHjwt/b9++nfvqq69srjl48CC3detW0VrYAoQ92IM92IM92OPOe7AFSOs8HnjgAS4qKopTKBTcm2++yV27do2Ty+XEdf2vPVpzASKpECxP6d+/Pw4dOmTz3DfffIM+ffrA39/f5TWualArlUpotVqbBwCbete08sc+A7HynU/Rp/f9pKW4RSaTYfqLczFv9kpoNFr3byBMUmJHrFj6/zDysfGkpYhi3JgJWL5kA9q1SyQtxS3BwaFY8Nb7mPLC65KI6e3fbzBWvvMpevXsS1qKW+Ryf7w6fQFmv/EOAgM1pOW45a67uuLd5f/EI8PHkZYiiqeefAFLF69HdHSc+4sJExoSjkULPsDzE18lLUUUAwcMw8p3PkVyj96kpTBukx49euDXX3+FTqfD6NGjMXbsWNGnujN8S+qAYe4vugXu6CpY0dHRKCoqsnmuqKgICoUCERERuHnzptNroqOjnX7u7NmzsXDhQrvnBw0cjr37v/SKdl+gUCgw5813ERISho4du+FPTw2E0WgkLcspg1IfxtgxaQCAktJibPh/7xJW5JpXps9Hr5590fe+VJw++zPy83NJS3JKQkIHvPziHACAv78Cr896nrAi1/z52Wl4IPVhAMDFS7/ix2OH3LyDHEplAOa8+S6CgoLRPqkT/vT0IJhM9N5Ihw4ZiVGPPwMAuFlUgE83vU9YkWtmvrII3bv1wr33pCDz9HEUlxSSluSUu+7qiil/eV34e+78aS6uJs/ECTOQOuAhYABw4cIZ/HziB9KSnKJWazD7jXegVmsQF5eEp5970GmVJQb9rF27FmvXriUtg9ECjUaLV19Z5JPPpt9lf5u0HJB476n1846ucTWQLV++HMHBwcKDLxfXP+VBb8n2CT3/cB9CQsIAAG2CQ9HzD/cRVuSaBwY9Ivw7deBDBJW4JzQk3MbbPfB+33gMvMUDqRbb3tOrH4KCggmqcY+U2kKf3vcL9gwLi0Ryj3sIK3KNlGzbNioW3bv1AgDI5XIMuH8oYUWuGWxl2z/2GQCVKpCgGvcMSh0u/Dt14HAXV5Kn7x9ToVabd+zaRsWiS+dkwooYjDuPvn9MRYBS5ZPPvqMXIPwOhzVRUVEwGo3C6aDOrmm5K2JNQ0MDqqqqbB4A0KXT3V7+Bd6la5c/2PzN38hppZuV3tiYeGHxRCNdutj+33fr1pOQEnF0tdIrl8tt/qaNiIi2iAiPEv7uRnm7lXI/S0rsSHW4Y8t+1p36fmaxrUKhROdO3QmqcU1sbALaBIcKf1M/hnVt2Rbo7mcMhhTp7MOF/R29AMnIyLA7GOehhx7CqVOn0NjY6PIasaXnrIkIj0JoqPsTQ0nBTzJv3jSfRtq5Uw+SclwSGhqByMhomEwmFBWbDzLq3IleDxfvfZOCbQFp6RW0FplPxo2NiYdW24akJJdIybZt27ZDmzahMBobUKozny7cqSO9k+SWtu1E8ZgAWP7vpdAWWto2Ib4D1Ts2UupnDIZU6eRDp4mkFiAajQY9e/ZEz55mz0z79u3Rs2dPobb1smXLsGnTJuH6jz76CImJiVi1ahW6du2KSZMmYfLkyVi5cqVwzfvvv4+HHnoIb7zxBrp06YI33ngDQ4cOxT/+8Y9b0pgQ3+E2fqFvSUy8CwBw5Oh+AEBcXBJBNa5pn9QRAJCXn4tLl84BAOIp1puU1AkAcPi7fQCA6LbtoFQGkJTklGBtCMLCIgEAR44eAEB3W+Bt++uvJ1BSchMAEEdx4nxSornt8m2BZtu2b9Z6/fp/8fvv2QAo72ctbBsbEwe5nM5UxojwKGi1bdDU1Ijvf/gaABAX156wKuckJZr72clTx6DXl0Mmk6FdrPtzI0jB65VCP2MwpEpi/F0++2xJLUD69OmDs2fP4uzZswCA1atX4+zZs1i8eDEAICYmBgkJCcL1OTk5ePTRR/HAAw/g7NmzeOuttzBjxgzs3LlTuCYjIwNPPfUUJk2ahHPnzmHixIkYP368cJqop7SLTXB/EQFkMhnaRsUCAE6e+gkAEBMdT23lLr5iTGHhDeQXXAdgDhGglZhmvZcuZaG6uhKA2VNPI9ExZq06XTGu/vcSAKBdLL0Tet62BYU3kF9gTuynVa+5wIX55OFTmeZ+RqtWwNIWCmz6Gb16+bZwLisT9fV18PdXoG2U5ycmtwbR0eb+X1x8EznXrwCg9/4AWPWzm3nU9zOVKlAIyZVCP2MwpIhCoURgoO92QemcfTrhhx9+gJ+fn91j0qRJAIBJkyZh8ODBNu/58ccf0bt3b6hUKnTo0AEbNmyw+9z09HR069YNAQEB6N69O3bt2nXLGmNi6Cy1GBYWCYVCiaamRly4eAZGYwOUSiUiwtuSluaQ6LZmO960uhnSvACJbmsuRFB4M4/6BZMjrTRPjHi9NyVg28jIGMhkMtTVGXDh4q8wmUwIDNQgNCSctDSH2NqWn3TSaVsAiI5ubruFN1DAt11Kd8MErTfzkJ/P9zM6tQIWvTcLLXpjKbdtZWUFLv9+AQAQEhJGdf4SbQwbNgzFxcUYPnw4du/eLRxN4I5r166hb186y4uvWLECOp0Ov/zyC2kpxPn000/x5ptv3tZn8EUedGUl3pBkh6QWIFIgNobOmzfv3SoqLoTRaEThTXM8fQylXnpe782ifBQU3AAAxEbTqVWt1qBNG3Py5s2iPGFiFEOpXqEtFOULWsPDoxAQ4JtKF7dLtE1baJ4YSaDdGo0NQolYSfUzSrW2aRMq3BCLigtQUGjWK4l+Vmhut1FRMZDJ5CRlOcXSz/IEvbGUnl1i3W4NhhqUlZfaPP+/wsCBA5GRkYGKigqUlpbiu+++Q1JSkqj39u/fH0OHDkVaWhpycnKEvFipEh8fj6lTp6JDhw63tUA6evQoxo+/tbO8JkyYgIMHD97yd9MGfy5UUXG+Tz6fzuBZCRMZ6fz8EJIIA3Zzwl5paRES4tvbVBeiCWvvYWmpuSJZOK1am73I+spy1NbWCHqlYNvq6krU1RmgUqkRHhYpTOpowRw6aA6xKbyZJ9ia9rZg3c+i27ajty20lVI/M49hJaVF5qR56vVabFtRoUNTUyPkcn+EhYYLCf+0oFAoENkcOiiNtmDfz8JCIxARHoUrVy+SlNZqBAcHY/fu3Zg0aRL27duHwMBADBs2TPThfXzo+rPPPutLma1GQkICCgsLodfrSUtxir+/v6QWeoHNDp/iIt+ctcR2QLwMn9xLG5HNkzi+opSu+QZI6w0mKtKst7i4QNj+02iCqKzKwk+Qi4vNnbRUMrY16+XbQlgYfXrDQiPg769AU1MjdLpii20p7WdRzXlWRS1tG0633uLiAsG2ISFh8PdXkJTlEEs/M49hln5Gq20tek0mE8rKzF76MArHhcgIs+Osvr4Oen05/WMY4X4WGBjg84c7OnfujNraWuzduxccx6Gmpga7d+/GjRtmJ5JMJsPChQuRk5ODwsJCrFy5EnK5efdtwYIF2LRpE7788ktUVlYiIyPDJn927dq1yM/PR3l5Ob755huh0I87evbsie+//x7l5eXIzc3FE088AQAIDQ3Ftm3bUFJSgt9//x2TJ08W3vPpp59i1apVOHz4MCorK/H1118jJCTE4ec7+00DBgzAt99+i86dO6OqqgorVqwAAIwbNw7nz5+HTqfDnj17EBlpaR+DBw/GyZMnodfrcfnyZQwYMADz5s3DwIED8dlnn6Gqqgqvv24+RPSJJ57AxYsXodPpsHfvXocHVbdv3x4fffQRhg4diqqqKiFX+dq1a3j99ddx6dIlXLhgDhdMTk7GDz/8gLKyMpw6dQq9e/cWPofjOEydOhW5ubkoKSnBk08+icceewxXr15FUVERnnzySeHa+Ph4HDx4EGVlZTh//jxGjBjh1G6LFy/G9evXUVBQgNWrV0OhcD/Gq9Xm+ZavDntlCxAvQ+vEKKw5Bp2/Ceoov3mHWOk1GGpQU1MNgE69fOllqdi2pV5+skGjl57XWlFRBpPJRP3COSyUb7fmRbOOYtvKZHIEB5tv9GVlpaisLIfR2ADAvPCjDef9jD7bAlZ6y6XTz6RiW6GfldvqbY2cxsDAAFTX/NvnD3eLkMuXLyMwMBAbNmzA8OHDodXa5r/MnDkTKSkp6N27N7p27Yp7770X06ZNE14fO3Ys1qxZg9DQUFy+fBnz588XXjt27Bi6deuG6Oho5OXlYc2aNW7tEhwcjEOHDuHzzz9HZGQkevfujYsXzbtRa9euRWNjIxISEjB27FgsW7YM999/v/De8ePH45VXXkFkZCT8/f3x8ssvO/wOZ7/p2LFjeOSRR3D58mVotVrMmjULf/zjH/Hee+9h/PjxaNu2LS5duoT169cDMC8Wdu3ahYULFyI0NBRDhgxBYWEhlixZgv/85z+YOHEitFot/v73v6Nr16745z//ieeffx4xMTG4du0aNm/ebKft2rVrmDp1Kg4fPgytVotevSzn0owePRoDBw7E3XffjaCgIBw8eBCrV69GREQE3n77bezatQsBAZb/7/vvvx+dO3fGtGnTsG7dOowbNw7JycmYPHkyPvzwQ6F40Pbt23H27FlER0fj5ZdfxpYtWxyG4L3wwgsYPXo0+vXrh+TkZPzxj3/EG2+84fb/lA/LrqjQub32VmALEC+jUqmhCQwiLcMOfkJfXm5uSLoyem8wQUHBUCqVAKxuMM0TOjpv3s22rbDVSqNtAYvesma9ZRTr5SdG5RV8uzVrDQ4OobLMsTO9NNo2JCQMMpkMTU1N0FeWA7DSG0GfXks/s7UtjWMCYNXPyqXQzxyPYaEh4VRWShT0lktjzPUFlZWVSE1NhVqtxmeffYaSkhJs3rwZQUHm+WRTXS8AACAASURBVMfkyZMxd+5c6HQ66PV6rFq1StiRAIBDhw7h2LFjaGpqwvbt24XjDQBg27ZtqKysRH19Pd555x0MGDDArZ4RI0bg0qVL+OSTT9DY2IjS0lJkZ2dDJpNh3LhxmD17NgwGA7KysrBx40Y8/fTTwnu/+OILZGdno76+Hunp6TZarHH3m6x5/vnn8eGHHyI7OxuNjY1YvHgxHn/8ccjlcjz99NPYs2cPDhw4AJPJhBs3buDq1asOP+dPf/oT/v3vfyMjIwMNDQ2YM2cOBg0ahIgI8U6a1atXo6SkBPX19Xjsscdw7tw57N69GyaTCXv27EFRURH69+8vXP/uu++ivr4eO3fuREhICNatWweDwYD9+/dDq9UiNjYW8fHx6NmzJxYsWICGhgZ8//33OHDggEN7jB8/Hu+++y4KCgpQVlaGxYsX29jfGQHN99hyHy1AWA6IF6mpqYRKFYSw8CjU1FaTlmODxZPcfPOm2RvXvFiqrqkSPLI6XTES4ttTeYOxW9xR7j0MbaGX5lCW0OZSm/xEo7q6EvX1dQgIUCEsLFKIAaeFkBZ6dRSHjPG21VeWw2QyATDrjW7bjkq9ln7G29acp0Bj2KtMJhNOFbfrZxTqbTkmmHNWmiCXyxESEi4snmjB6ZjbCratra1HkMbxpNfb3+OO7OxspKWlAQDuvfde7NixA3PnzsXs2bORkJCAb7/9FhzHAQD8/PyQn29JJi4utuQh1dbWCgsXAJgzZw4mTZqEqKgocByHNm3cH/waFxeH//73v3bPR0ZGQi6XIy/PMlbn5uZi+PDhorRY4+43tbz2z3/+M+bMmSM819jYiOjoaKdaHREbG4vr168Lf9fU1ECn0yE2NhalpaWiPsP6tyckJGDIkCEoLy8XnlMoFIiJsZQT5+1hMplgNBpRUmLpf3V1ddBoNAgJCUFxcTEaGhqE13JzcxEbG+v2Nzi7riVKYQekTMzP9Bi2APEiZeU6xMYEITwsEjduiGvcrUVLDxfNMb68VuttP5on9WEtPLO8bYM0WqhUatTVGYhpa0lgoMZuW5Vm21p2FCwDYKmuGO1iExARHkXdAsQ6ZAygvZ/ZOiUAyh0TLcYF3rZhoRGQy/3R1ERPcmdwcIgQb6/XN+8uSaAt8GOYyWRCWXkpIiPaIiI8iroFSMu229r9TMzioLU5ffo0du7cieRk8wnx+fn5GDduHLKysjz6nNTUVEyZMgVDhgzBlStX0LlzZ/z2229u33fjxg08+uijds+XlJTAZDIhLi5OmIgnJCSgoKDAI12AZ78pPz8fs2fPxgcffOBQa5cuXRy+j1/c8BQUFCAx0VKOOjAwEOHh4Q71t3yvo+fz8/Nx4MABjBs3zu1vcEVBQQGioqKgVCqFRUhCQgLOnDnj8FrrHB+x9ud3QPgxzNvQt7cqYXhvTFgYjfHTfDhAs4eruUHxXjqaaOndAoAKvXlCJwW9BkMNGhrMNyja9PJaDYYaYWFEt21tdxQAQE+xXn5XgQ+7odu2jvqZeVwIplAv76Xnx7CqKr2wcxOsde+hbU142+r15cLCiO62wPczS1sQ+lkbuvT6+fkhpFmTFPqZr+jSpQteffVVwXPeqVMnjBw5UjhEeePGjVi6dCnatjXnxSQmJiI1NdXt52q1WjQ2NkKn00Gj0WDevHmi9Bw4cADdunXDxIkTIZfLERERgR49esBkMmHnzp1YunQpVCoVevTogcmTJ2P79u0e/2ZPftMnn3yC6dOn4+677wZgToR//PHHAZhDzEaPHo1HHnkEfn5+iIuLQ4cOHQCYdx+s8yjS09Mxbtw49O3bF0qlEkuXLsWPP/7ocPejuLgYcXFxLsMW9+/fjz59+mDkyJGQyWRQqVQYPnw4goODPbLFjRs3kJWVhQULFkChUGDgwIEYMWKEzUHbPDt27MD//d//ISYmBmFhYXjrrbdE2N8PCiEEyzc7IGwB4kUqqyoAQEjspAW53N8qHMDcafgVrVbbhrq69GEt4nsBi17aboaAfTwyQK/eMCEx1nqiQadWwMozKwG9KpVaOKeC10urVsC63dJvW8C+n5lMJlRVmUtu0qZXemMY388c6KVsUq8NaiNUaeN3Gmm2ra+oqqpCSkoKMjMzUV1djcOHD+PAgQNCBaiVK1fixIkTOH78OPR6Pfbt2yeqmtXXX3+NjIwM5ObmIisrC8ePHxelp7KyEg8//DAmT54MnU6HU6dOCbsML730ElQqFfLy8rB3717Mnz8fx44d8/g3e/Kbfv75Z7z55pvYvHkz9Ho9Tp8+LSS+5+TkYNy4cVi6dCn0ej2OHDkiLOQ++OADvPDCCygrK8Nrr72GCxcuYOrUqdi0aRNu3ryJjh07CmFvLfnuu++Ql5eH0tJSZGZmOrXTiBEj8Morr6CkpAQ5OTn461//6rEtAOCpp55C7969UVxcjA0bNiAtLc1haNnHH3+M/fv34+TJk8jOzsaZM2fw7rvvuvxsPg+3qakRVc1zW2/DQrC8SGVl8wJES9cChPduNTU1CRqrq83eQ5lMhuDgNj6L8bsVHIXdCLalbHEHAKEh9qEslZUViIyMpk6vo/A2qm0rIb28h76+vg4GQw0Ai1Z/fwUCAzWora0hpq8lYSG2YTcAUFnJTzrpsi1g3c8s44K+sgJt2oRS2BakNoZJqJ81jwlVVXo0NhoBWLQGBmqgUChgNBqJ6WstCgoKbEqytqSpqQlLlizBkiVL7F5btGiRzd8//PADunXrJrzvueees3n9o48+Ev7dvn17p9955swZDBw40O55nU7n9HC/SZMm2fy9adMmbNq0yeG1rn6T9W/g2bVrF3bt2uXws44cOYJ7773X7vmffvoJnTp1snnuiy++wBdffOHwc6xpaGjAI488YvOcI3tlZWVh6NChDj/Dz8/P5m+1Wm3zd2ioZZGdm5uLhx9+2OHnWNvVZDJh3rx5onezAEv4VYW+3Glo2e3CdkC8CL9KpO3mHSqEA5QJDclkMqG6uhIAfR6ulsmmgOUGQ5tWmUwmeN1sdhUo1eso7IZW2wL2YTcAvXpDHHi9GxrqhVA3+vTah7cJk07KPMlKZQA0GnNiapmNXjo931IawwA3/Yxa21q01tRUCQfw0Rg+yGBIDYWieQHiQ+c0W4B4ET4cgLYBkL+B8HGyPHzpTdo8XHx8r15v7emk0zNrDmEzdyPrRK1Kam1rnnRWOLCtRhNE3QF0bZr1OmoL9NrWNmHPopeucSFEsK1Fr9DPKNvF5ccwo7EBNTVVwvN6aned7cdcSztoY+flJE2bEOdjLnX9LMR+DOM4jtoIBAZDiiiaQ7B8lYAOsAWIV7EsQOgaALVB5gTNqqpKm+dp9XAFNeutbLYnYDWhp0wrb9vqmiqYTE3C83pKbasNMie6VVnZtrq60sp7SFvbNeu1bQu029Y2XpZWvUGCbS16ad0BEcaw6pZjGJ07IJYx134Mk8v9odFoHb6PBH5+fgjSuOhnlC2cHY1hgKUd09YWGAwpomh2Rla3GHO9CVuAeBF9JZ0LkKAg882uZUPS6+n0cGm15htMdbWVp5PXSlm1G4tWadg2yIFejuOoXDwrFAqoVOb4V2u9tNpW29w2rdstIC29lsRj2rTajwkAoNfTmafgqJ8ZjUYhB4gmvYFqjVAyWAr9LEhot9IYcxkMKeLPFiDSgsZJHGAZsKuqHXuMaAsN4b1x1nr1Vsm8NJ00z3uRW3ZSWhM4LbZ1shtGkV5eq8lkchx2Q5FWAIJXWwq2Bczn1ACO+5larYFCoSSiyxF8W6huOYZRGibkvJ/Rt8Djx7CGhnqhfDhAbz8Lklg/YzCkiL+/uUZVdU2VmytvHbYA8SK0LkAsW9aOPUbUbbHz3sMqa+9hg1BZiKYt9iBntq2k3ba2Ezka9fIL55qaKpsqHDRqBSw7Ci1DQ2jNARF2QKzarjmZ13xuBU0TOX5HQXr9rKVe+sKaLLalf0wARPQziu4PDIZUUSjMOyBV1WwBIgn4ATFIo6UqmVfrxktP00RDJpNZJvXVLW8w9HnkLLHpLT2z9GkFXMXS06dXWDg70arV0pXMK6V+plQGQNlcZtF5P6NnImexrTT6WZDTcYG+HRspjQmAiH7GktAZjNuG3wGprWEhWJKguqZSOJmXHyRpQOskZpaPp9YE0ZMQaZ2c2TLeu6b57yCqbOvY08nbmiatgHNPMo16ne3W8FrlcjnU6sBW1+WMICeeWYtt6eln/JjQ1NRkdzZJtdDP6NPbcpJcTeGYADjfdaZRr7M8Nv5vlUpNlUNNGMOc6KXJtjQzbNgwFBcXY/jw4di9e7cw4XTHtWvX0LdvXx+rs+XTTz/Fm2++KepajuOEk9I9YcGCBVi/fr3H77tT4fs82wGRCCaTCbXNYUI0VTkJcuJJ5uPqg2jS2qzFYKgVDpni4WMRqbItH5te49i2/NkFtCAlvRattgNgQ0M9jMYGALS1heZiDy301tRUA6BVq713q4bKfua4kAaNWgGrwh9O+xk9ei35NbZaa2urhX9TOS7YtQW+n9Gj1dcMHDgQGRkZqKioQGlpKb777jskJSWJem///v0xdOhQpKWlIScnB42Njb4Vy5AUrZGEzk5C9zI1NVUI0mjpusE4KVtI483Q2W4NQOkk2cmOAo2LO5lMLtjOzjNL4SRZ6yQ2HTBPNkJCwqDRaFFScrO1pTnEmV6q+1mVRBYgwu6Ss35Gz5igUqmFBH7n/Ywevc7GMJPJhNraGgQGaqDRaH16HoAnaN2MuTS1W18SHByM3bt3Y9KkSdi3bx8CAwMxbNgwoaS6OxYvXgwAePbZZ30p847H39//jly8CWV4WQiWdKBxkuwsZpa/GdI0SXaW/wFYPFy8B4wGnMWm87aVy/2hUtERJmQdmuDMk0yTbYOcxKYDdOoVzoSx62f0LUad7YoCVralKQTLzRimVmsgl9PhT+Nt29hoRF1drc1rFtvS124dj7n06rUfc+nT6ks6d+6M2tpa7N27FxzHoaamBrt378aNGzcAmPMpFy5ciJycHBQWFmLlypVCueUFCxZg06ZN+PLLL1FZWYmMjAwkJCQIn7127Vrk5+ejvLwc33zzDeLj493qSUxMhMFgwNSpU1FUVITr169j0KBBeP7551FQUIDc3FykpqYK1ycnJ+PYsWMoLy/HyZMnbcK6OnTogJ9++gmVlZVIT09HYKDlHtoyVGrQoEG4ePGiQ00vvPACLl++jMrKSvz6668YNGiQ8FpERAS++uor6PV6fPfdd4iKirJ578svv4yrV6+iuLgYmzZtglartfm+JUuWoKSkBHPmzEHHjh3xww8/oLy8HPn5+Vi6dKlbe9GOZQeEhWBJhhoaJ/VOPLP8ypYmj5HWiacTkJbeurpaoZoQLd5Z3nNYU1Ntc2giYG1bOrQCzvNrAOtJPT16ne000hg6qHVSmhuQll7r8sy0lOd2dvArQOsY5nhxZ/0cXf3McRleIaexFbSqVGqfP9xx+fJlBAYGYsOGDRg+fLgwQeaZOXMmUlJS0Lt3b3Tt2hX33nsvpk2bJrw+duxYrFmzBqGhobh8+TLmz58vvHbs2DF069YN0dHRyMvLw5o1a0TZRalUIikpCe3atcP777+Pf/3rX+jevTsSExPx7rvv4h//+AcAc4Wlffv2YevWrYiMjMTKlSuxf/9+BAeb2+LWrVtx5MgRhIeH4/PPP8eYMWNEfX9LCgoKMGTIELRp0wYffPABtm/fDmXzCd9r167FzZs3ERUVhblz5+K5554T3vfQQw9h1qxZeOyxx5CUlASNRoP33ntPeL1jx46ora1FTEwM3nnnHQDAvHnzEBERgUGDBuG5557DqFGjbkkzLcibc4JqfLgAocNldAdB2zaw9Sm3znJAaJp0OoujB+gMt3AVS19dU4U2waHQaLQo1RW3tjQ7nOV/ALTmKbjSS1c/8/dXCAnx9jkgdGkFLO3W0c1F6GeB9Olt6Y1ramqEwVALtToQGk2QzanupHCW/wHQmafgLKcCAGpq6RoXrHe6nOYD+bjdqlRqHNx31qffAQCPjOyFujqD09crKyuRmpqKN998E5999hlCQ0OxY8cOTJs2DdXV1Zg8eTLS0tKg0+kAAKtWrcLrr7+ODz/8EABw6NAhHDt2DACwfft2ISQLALZt2yb8+5133sFPP/0kSrNMJsPSpUvR2NiI9PR0rFy5EitWrIDRaER6ejree+89+Pn5oV+/fmhqasK6desAAF988QVeeeUVPPTQQzhx4gSSk5MxcOBAGI1G7NmzB7/88otnxmvmq6++Ev79z3/+E4sXL0anTp1w8eJFjBkzBu3bt0d9fT0yMjKwd+9e4drx48fjo48+wqVLlwAAc+bMQWZmJv7yl78AAGpra7FixQqYTCY0NjbiypUruHLlCgDgypUr2LJlCwYMGIA9e/bckm6aqK6pQlCQxiefzXZAvAxtk3rrU26dxaYrFEqhJCdpLLHpzkOwaLkZAs5j0wH69LraUaAxZ8VZbDpAn5feOlypxukCJAgyGR1DrrOzFABKJ8mu9FI2SRaTX0PV4s5JVSmAvn6mFQ5NbEB9fZ3NazQu9H1NdnY20tLSEBMTg5SUFKSkpGDu3LkAgISEBHz77bcoLy9HeXk5tmzZgsjISOG9xcUWp1htbS2Cgiz9fc6cOfj999+h1+tx4sQJREREiNJTV1eHqirz/4PBYF48lZaWCn8rlUoolUrExsbi+vXrNu/Nzc1FbGwsYmJiUFxcDKPRUoSGDyvzlFGjRiEzM1OwQVRUFMLDwxEZGQmZTIb8/HyH39FSX25uLoKCgoQdmsLCQqHiKX/9zp07UVhYiIqKCrz66qsIDw+/Jc000Wg0guNM7i+8RdgOiJehLZmXv3HX19cJlYN4DIZamEwmyGQyaDRam1NwSSEmNp0W2wLOz6oA6NOrdZlfQ9fCGRAXm06LXuv8D+sbE2C7IFGrNXYLFBLcaf0sIjyKGr1SGhMA65LBLvoZJQsmS7iYc61KpRIKhdLufuct6uoMeGRkL598dsvv8YTTp09j586dSE5OBgDk5+dj3LhxyMrK8uhzUlNTMWXKFAwZMgRXrlxB586d8dtvv3n0Ge4oKCiwyytJSEhAeno6CgsLERUVBYVCISxC4uPj8euvvwIAampqbHJCoqOjHX6HUqnEtm3bMGrUKBw5cgQmkwkFBQXw8/NDSUkJTCYT2rVrJyxC4uPjUV1dLeizzolJSEhATU0NKivNfdr6YFwAQj5I586dUVVVhWXLliEmJuZ2TEQFxkbf9CEeOtxxdxD8tjAtNxg+XMnRpIfjOKHUIi2Je0FOkk0B6yRDOmzr5+cn/D+7qtpFi16Lbe3bglCQgJJ2AFiFsjgME6JLr0WrfTswGo3C4l4KemlL5lUoFAgIUAGQWj+jfwwDXI8Lln5Gh15XWmsNNcLi39dtt67O4POHO7p06YJXX31VmOh26tQJI0eOxIkTJwAAGzduxNKlS4UzMRITE22SwJ2h1WrR2NgInU4HjUaDefPm3YalHPPzzz9DoVBg6tSpkMvleOKJJ9ClSxccOnQI169fx4ULFzBnzhz4+/tj5MiRuO+++4T3nj17FkOGDEHbtm0RGRmJGTNmOPyOgIAAKJVKlJSUAABmzJgh7ACZTCbs3r0bixYtQkBAAPr27YuRI0cK792xYwemTJmCLl26IDAwEEuXLsX27dud/h6tVouamhpUV1ejR48eNvkkUsZ6F8oXsAWIl6EtlEWtbl6AWNV0t4a2JEM+kbTWgV5LkiEdtlWpAoWQGld6aWkLgS5tWylcQ8vp4mL00tIWeK01LQ7146G3n9nrtdiWDq2BVsnlBoMjvVLqZ3SNYYBU+5m9VhuHGiV6fUlVVRVSUlKQmZmJ6upqHD58GAcOHMCKFSsAACtXrsSJEydw/Phx6PV67Nu3T1Q1q6+//hoZGRnIzc1FVlYWjh8/7nXtRqMRo0aNwp///GfodDrMmjULjz/+uLDD8Mwzz2D48OEoKyvDxIkTsWvXLuG9hw8fxt69e3Hp0iUcPXoU6enpDr+jqqoKr7/+Or799lvcvHkT4eHhQp4GYK5yFRcXh5KSEixfvhxbtmyxscHf//53HDx4ELm5uaivr8drr73m9PcsXrwYQ4YMQWVlJdasWeNUk9RoeRabt2EhWF6GtvjpwEBz8pDBycSItjwFdbNeRxMj2sIXeNs2NTXZxSMD9OqtdTCJ47XKZDKo1YEO7d/aBKrdtwVaJvRCP3NgW8C8wxQWFklNW1C7bAt0jQl8O+BDRltCXT9Tu+9nAQEq+PsrfH6DF4MYvbRM6C1twVk/q0JQUDA1919fUlBQgCeffNLp601NTViyZAmWLFli99qiRYts/v7hhx/QrVs34X0tPfgfffSR8O/27ds7/L7c3Fyo1ZbqXUVFRTbOLL1eb/P3r7/+ivvvv9/hZ125cgUpKSnOfhpefPFFvPjii8Lf1hWqrL9j9erVWL16tfD3ggULhH8XFxfj4Ycfdvoda9ascVj9y9pWPFlZWejZs6fTz5Iqvj7fhO2AeBkp3QwB+pIMxdwMabm5uLsZ0qZX7WJCT+Pp4q4XTHROkp0t3KgdFxx4kqnT6mZxR5teV04UGk8X56u3OV7o0+lQc97P6BoXGAwp42sHCVuAeBnaboaBGnETI2o8XC52bGjT6mqiAdCXV+FqQg/QddCjTCYX4v5dtgVKbOtqRwGgT6+rxTN1/aw5jNS5E4WuPAVXThT+dHGAjrZgHUbqsi1QoBWwcqJIpJ8xGFKmsYntgEiKato8Rm699HR5jFzdYGg7Xdzd7hJtFWSEtiABLz2/WAKctQXetpT1M7e2pUOvq8Wz5XTxQCpOF3fv9aan3QJiwl7p0WsdRuoo8Zm6HXLRtqWjnzEYUqaRJaFLC5puLoB1gqGTAbuWrgHb1WTD+nRxGvSKvRkGUqAVEO+l12h8c+iQJ/AT+oaGBofbwPzCmRbbit1dom3B5CrUEbBdCJJCdKgjJbYV66WnQa9g27pah68LYxgF7QAQ4/Shq58xGFKG7YBIDPrCF1wP2PxEX03BjgLg/gZjMJhvlDTodaeVf54GrYD7PAWLXvKTDXdx/7TZ1lV+DWClV02HXlcL/aamRqFsMA32dbcDwttWJQHbAnS1BXdOFItW8mMC4D7slTa9DIaUYTkgEoP3JCmVAZDJ5ITVuL8ZChN6Cjxcfn5+bm+IvF4aPHLuboY0aQXcT+pp0uvetubnadAKuN8BEfoZBRMjhUIJf38FAIn0M5FOiUAKbAu437GhSe+dZ1vvL0CampoAACqVymufyWDQCt/Om0xNaPJxFSzyAb53GPyADZg9XKRPPRZ7M6TBG2ed1+F+Ikder5RsC7j30tOkV+xOmL+/wubEXFK4ywExUOj1BpyH3hgMNWjTJpQqve4WSzRoBcQ7JmjQK9ZBpVKp4efnZ3cCdGsj2qHmRdvm5uaipqYGixcvxrp165CXl+fz8qQMRmvj7++PuLg4vPTSS6gz1KFMV8HOAZEajY1GGI0NUCiUVCxA+Juhs4MIDRSFslgSIhsdnqsB0BV6Eygh2wKWSbIzvTSFslgmGs5sa7XQV2lgNFa0ii5niO5nFHiSrRfOjs7VACgLE3LTbmla3AES62cuyjEDFtvKZDIEBKhEndDtS9QibevNtmA0GvHMM89g/vz5WLp0qdc+l8GgkVOnTuGL7XthbDCisXn3z1ewBYgPqDXUoI1CSddkQwKhLO5yFAC6QsbE7ijQYFtAvCeZhnALd23BZDIf/hgQoII6UIPKKrILEPf9jCLbuvEiA3SFjIkOx6NAq5+fnzD5vRPaQn19HUwmU/MBpRriCxB3YaR1PrJtfn4+pk6divDwcISFhdkcdueMkDah6N/vQdQaavDDj187vCal/4NoExyKk6eOoVRX5FXNnnJ3cm/EtUvCb5ez8N9rl+1eb9MmFCn9HoTBUIPvnfye1sLPzw8PPzQWAPDtkT0Od6Tc/Z7WJCmxI7p17YnCwhs4e+6Egyv88Mhw17/H13Ach7KyMuh0Ojw0bDRqaqqEEt2+gi1AfIDBUIs2wXSEL2gkFJsuVOxyohWgy9vJV1pxH49MXqtc7i+cqyGJ8DY3tjW/VmtegFCgV+Om7dJoW9f9jJ5xwX0/o8e21udqSKktOLMtx3GoqzMgMFADtToQ5eWtqc4ed44JX9qW4ziUlpaitLRU1PUhIeEIDAxDdXUVfvvtN4fXBKpDERIShsuXL6Ok9KY35XqMvzwQOl0FLl8+j/yC63avB6o10ASGwWhscPp7Wgt/fwV+jT4LAMjOznZ4jalJDp2uAjk5V3Ath+wCpM7QiIYGDgUF1/HbZce2i2l7Gn4yGX7//YpQBIQUtTXV6NixGwoLb/j0e1gSug/gvTA0hN6IrhpCgVZ3HnrAOqyJ/MRIbLUbudwfCoWy1XQ5wuZcDQnlKbjy0tMUJiS+Og95rWL6GU16Pal8JMYz7Uusz9VwFkZKVTieGweV9WvSagvktXZo3xkT06Zj+LDRTq8Z/MCjmJg2HV26JLeiMsc88vA4TEybjqTEjg5fD1CpMTFtOiamTW9lZfaEhIRhYtp0PDP+r06v+cMf+mBi2nT07ze4FZU5pu99gzAxbTruvae/02v+9MQkTEybjrCwyFZU5pi0tJcx/onJqK/37UKILUB8AE2hN6LL2kpAK0CXbd1VkLEOVyCt13KuRr1wlkpLaAoNcWdbgC69ovuZBLQCvgtluRXE2hYA8QNK3RWmsH6NBtu6CyMF6NIrti3QoDUiPAoJ8R2g1bZxek2QRouE+A6IjIhuRWWOSUy4CwnxHeDnJOzGaGxAQnwH3NWhK/EDSoO1IUiI74CwcOeT9QClCgnxHdAuNqEVlTkmNiYeCfEdhCgER4SFRSIhvgPaBIe2ojLHtE/sBJVK7fIe4Q3YAsQH8JVlfcqCMAAAIABJREFUaPDCSKmCjDvvFkCXXne2NZlMwiKE9MRTnG3p8R6Ky1OgT6/BTdI8DVrvtH5WX18nlEolrVeqtpVCOJ5MJodKpQbgPqeRigR/j2xLkV43cwWAvF5x0RL02FbMuFBHiV6VSg253HyEhCu93oAtQHwALYflmRMiXQ+CVIVgifDM0rTF7pFeSjyz4mxL3nvoiSeZtF6lMkDwCEqpn7myLU39TNRuGCVOH6mOYaLCXkkv7qy+320/o8C2ajG2paTdAu4rotkcUEq8LbiuhgbQ1Rbc2RagRy9vW7MD1XGZdm/BFiA+QDhdnHhDshqw3Xg15HK5y+3B1sATrwYNW+yeeDuJh2B55DGSmG0J67U5V8PgeMC2nsT5urKIO4QkdAnYFrD3zGo0Knz/w3L87W+jhGto0SvZfiaBUEfetg0NDU7PJ6BFKyAyv6aWnvA2KbYFd0VKADr6mSe7YbTY1tfhVwBbgPgEi1eDjrh/a89FS6xXuOQXTOI7KRVb7B7E0pO2rSf5NaS1AtLSa72j4OygNts8BXWr6HKGuH5GhxMFsG8LL730GFJTk7HqvReEa2hrC1Jot4CHpc8psa2YSadCoYS/v6JVdDlDnG3p2MUFPNVLR1uQQrs1a5COXjG7ot6CLUB8ADWdVOPe08lxHDUH5kmt8pGUqgmJ2VGgKkzoDrOtdfI/6cmGJ/1MRVirn5+fXVsIDAywu46WMdejfkbTGCaBkDFPzq8ByOsVtaNASQiWQqEQKjWKG3MpGcOk4kSRYj9jOyDShJqtNBFxkgBFYUISqiAjl/tDqTRPhCSxreqB95B0OwA89STTYVt3A7Yk2wJhrdZVrcRMNkjrlZJtAU89s4QLaYjoZ9a7/aTtKy6/hhbbBgn/NriI+6el7YrKr6FkTLDWIKl+xnZApAktW2l8Q6ozOB9QAHoavmcnNNPhJQAksmXtgW0DAlSQyeStossZUqomJGa3BqBHrxRt6+pcDYDCMUwqnlkphYaI8CKbX6dLr8u2QEm+qMW2tTCZTE6vk5RtKRkTAM/ya0jrFdvPvAFbgPgAWkoBCiULrc6jcAQtW38Wva48MHyYEGnPrFlrQ0OD03M1AHpCWcTZ1rJTpiacp2DRS/9EjvfSu7ItQE8/U3vSz4jb1r1WgB7bCnpdOH34Sae/vwIKBdk8BTH2pce2zf3MzcSIliIwYvTSEoJ1J/Yz4d6rUhM/oFQtZlyQkG29BVuA+ABavAR8Q6pzswChZeXN6613oZeWMCH+5lJfL862pLeBeb2u2oLRaBSqy5A+mJLPQ6mvc+/1Jm9bvp851wrQ2M+kY1tXYwJAk23d9zNrh5B16EtrYy7Tzvcz53rrKAllUYvtZ3V05CkIbVfEzh0ttnU1JgDWRVXosG2dCNvKZDIEBJBzqCkUCqFMu+u5DS39rHkMczO38QaSW4BMmzYN//3vf2EwGHDq1CkMGDDA6bWffvopOI6ze5w/f164ZsKECQ6vCQiwT3QUCy3ngKgC+AFbbAgW6QUT70l2vwAhrVXt8eKOtG2lsxiVyWRCfo3rtkCHx8jSFqTSz8TsgNChVS1iQg/Y6nV2knNrIKafmUyWcDKS9rUuuy5uzKVk0imxMddgcK6Xtt0aqYxhahF6aTmg1DqPTcyCibRtxfYzbyCpBciTTz6Jf/zjH1i6dCnuuece/Oc//8HBgwcRHx/v8PpXXnkF0dHRwiMuLg46nQ47duywuU6v19tcFx0djfp6x2VrxSAlDwxAz0RO1XxDdKWX31a1PvyNBPzN252XgB7b8m2B/nA8a2+VK720VGQJCBDXz2iwLSBOLz1a+X4mbgxrf3cylv18BO3v+YPPtTlCzBgG0DHxtF6ANDRIoS14OoYRvv+K0EvL/UFsP6OnLTT3M7e7YeQn9bxWo1FcuDZ524rbdfYGklqAzJw5Exs3bsTGjRtx6dIl/O1vf8ONGzcwbdo0h9dXVlaiqKhIePTp0wehoaH49NNPba7jOM7muqKiotvSScu2aoDIuE5a9KpEeJJpKbMoJtQCoNG29OvltZpMJkkkHovNtaIvlMV9PLJ1tTcSiBkTAEtb6Ny7N5RqFZ5ZvtDX0hwi2pNcR0M/48NI60QlHpNut2L7GW16XYfjWcYwknkKnu7ok7etZzs2JPV6uotL3rbi+pk3kMwCRKFQoHfv3jh06JDN84cOHUJKSoqoz5g8eTIOHz6M69ev2zwfFBSEnJwc3LhxA/v27UOvXr1cfo5SqYRWq7V5WEODdwuwiuuUyA4Iv/J21fAbG40wGhsAkF6ANHuMJBIOENCsV+zNm6htBS8y/VqBWwl1pGPHxlVbqLPJUyDZFuwnRo4OexTivTnzJE4mJ3Nr472dUupnYscwWoqquNNLy+Gvln4mzqGmIhiyHSB6oU/L7pJ0+lmAh/2MdLsVOy54A8ksQCIiIuDv72+3O1FUVITo6Gi374+OjsYjjzyCf/7znzbPX7p0CRMnTsTjjz+Op59+GnV1dfjpp5/QsWNHp581e/ZsVFZWCo/8/Hyb1+lJlG4eVFzEoAKWbdcApcrldb5GbMJpPQV6VSITtfjXlYRtqxaZNM+/ToVt3SVECu2AnIceAFRqcQt9Qe9t5Jd5AzGhmSaTSThPgWxbsE821UaE213H9zNZ89rEz4/Mrc3i9BHZzwIo6GcixzCSWgHrdivyfkZQr0wmh1JpPtjPVT/j+xhAdlwQG67Nv66UwBhmfp182xXbz3itSuL9TNxcwRtIZgHC09L75efn59Aj1pKJEyeioqICu3fvtnn+l19+wZYtW3Du3DkcO3YMTz75JC5fvozp06c7/azly5cjODhYeLRr187mdX7lqFQGQEYwIVKMBwawdGK+U5OCX/m79XBRoFfwErhZ3AnJpoRtK9YLI9hWTdC2IneX+IUqSc8hIN7rzQ/oJPWaK7KYz3hxdz4Qb3+ybcHeMxvVPtHuOj4WnN8B8ZORCWcJEOulr6NgDBPdz8hrtf5+8eMCOb3W472rXQWO4yz9jOC4ILaUeB0l9zOxIVg0zG3UaumMCdbf3xo7IOSyeD2ktLQUjY2NdrsdUVFRonI2nn/+eWzevBlGo9HldRzH4eTJk+jUqZPTaxoaGtDQ0OD0deuVrlKpcttJfIXoEKxmfQEEG761h8JdIhxvT7I3b5Feb8G2pL0aYgfB5pshBR4jt55OYaGvhEwmh8nU5HNtjrCUDHazxV5HjzcOENPPDAgODhHCoEggpmQwYOlnlgUIGceP2JLMwhhGhW3d9TNeK+ExzEE4niNo6Gf8vbSpqcntnKOuzgCVSk12zBVZPEG4nxFst4Dlfuq+JDP5fhbgoW1JagWsHBNu9HoDyeyAGI1GZGZmYtiwYTbPDxs2DMePH3f53kGDBqFTp07YuHGjqO/q1asXCgsLb1mr9baqiuDEU6zXW/BwEZ0Yiat8BFj00jCRc7e4rBO0kh5UxO0u1Qs3b/ITI7dJ3VbthGxb8NAzS4Ft3VVkAegIZRGbhM5r5W9opBJ6xeqtp8K27sueAxbb+vsriFYeFN3P6unpZ2K8yJYQNwr0ugvXpmCuAIgvfU7TXEHs7hL5UEdxcxtvIJkdEAB47733sHnzZpw6dQoZGRn461//ioSEBHz00UcAgGXLlqFdu3aYMGGCzfsmT56Mn3/+GdnZ2XafOX/+fPz888/4/fffERwcjBkzZqBXr1546aWXbkurwVALtTqw+T+z7LY+61bxNPaQ6BawVWlQVxVZAMvvIbkD4mnYDfEta09DsGgIb3OjtaGhHiaTCTKZDCqV2u0Jyb4iQGQSOg3hAGK9yAAd44KYhHnAolVmat4BIbUAEWlfGsYwsf3M2iGkUqlRU1PlU13OEO1Qo6qfuZ/E0aTXfbg2+TEBsB5zpTC3ERuubX5dLpdDoVAKxXZaG7H9zBtIagHy5ZdfIjw8HPPnz0dMTAzOnz+PRx99VKhqFRMTg4SEBJv3BAcHY9y4cXjllVccfmZISAg+/vhjREdHQ6/X48yZM0hNTcXJkydvS2t9fZ15AUKF95D+LWtLsqkIjxEFnmSxyaYGCnYUAPH2pWEb2JMkuPp6A9RqDR39zG2oY3NbILgrKlYrYNXPCOoVH0bavACBeeGhCQ1B1wH9cOnYz74VaIX5xGVx5wNZbEt/PzMajWhqaoRc7k90ASL2hGYaQoql1s/EhxSTH8Osc2vFjrnSsK3ldZVKTWwBIjZawhtIagECAOvXr8f69esdvjZp0iS75yorK6HROK9GNXPmTMycOdNr+njME7kwOrZVRXs1CO4oeLRl3bxVSTK8TXQ4AO/dIqdVLveHQmGuyCJWL1nbivfA1NXVQa3WkJ1seOhJJhuPLN4zS0NoiOjdJX4Bwll2Pv6yfjVeu7u/78S1wLrSndiwV6J5Ch54Ouvq6qDRBNHhpJJQSLE425LvZ6JzBCkYw6x3M9xXmyMfAi02pMlkakJDQwOUSiUCAlSoqtK3hjw7xJ4J4w0kkwMiNeoomHiKT4gkvwUseDrdaDVfw4c1kawaIta2/LaqPxQKhc91OcL6Riw6CZ0Cz6yY3TAaQtxElzOloZ+JLBkMWPoiWdvae5IdVT0UckA4AFYvy5orfrUG1nayzgN0RB0NoSEeeOlp6GcBYndxKXCoiS0ZbL6GfD8Ta1saKqLx9zM+BNcVdNzPxCd1W/oZBeeWsCR06ULDylt06VUKQrA88sxSoFdsjK+17Um1BduKLK63dWkIb/PkICQavIfCjo3bBE7yFWQ883pT0M9E7obxr/vBDzbZH62YCsL3M4Oh1m1peDqqzYkfc2kIJfW8kh/9Ws3XkB8XxHq9rc+EIZZnpRaXrwJYRSBQkIQubteZ/M5oayahswWIj6Bh5a0WXSubogFbTMwsBaEhYuM6m5oa0dhoLsNIahAUq9X6GjpCLcS0BfI3GPGHz5HX6kl8r9DPKNhdEns4KWAbhuXXiisQz/oZDbYV388sYboU9DMJhJF6VgWLBr3i+pmtQ43U/YzXKia/Rmr5QGSPGLA5QFOEfW/7+3z+Df+j0DHZENfwaah85EncIQ1b1pZSseK9GqTCLcSWLARoCQ0R74GhocqJ2EpNNISGSLefudbLx08DtguQ1sSzfkZ+zPVkB8QSekOmn1mXAHbbz2g42M+TanMUhBSLrepoe8QAmbbr0Q45Df1MZBUsgHxFNGsHg5i5ze3CFiA+grT30M/Pzyrcwl2YkGXVTWpb9ZZCsCgoW+hRKAshD5fYCTJASUUWD24wpCtL2VRkcTcxMpBfgHgWgkU+NMTduPDv9NlQqwNsrpG5jn7yGWJLgwJWbYGKMFIP+hnhXVzAkxAsCpx/kgl1FKfX+uR2UuOCRw4qKsLxPAjBIt7PzFrFhGt7A7YA8RGkB0HrwcGT8m9KZYDPNLnilsoWUjBgi0vmJTsIepIQSfrmAniYwEnctuIrsvBt23rR0tp4kuBPw6Fj7srwjh2bgldffdzmGpsdkFZ0qNypYaTmawj3s+Y22NhoFHGAJvkJvbAYFdPPaIiWCPD8HkEspNiDJGnSE3rr7xbTz0jnL6k80OoN2ALER5A+Udo6bMJdY2posK0/TQJPPEaktykBq4RTCYRbSNe29Ov1pCKL9c2dnPdQ/A4IHeFt9qEhLfO7ly5Lw4MP/kGY7JEKwbqVw+eIVj4SefgcQEE/8yB3ideqUCiJndzuWagj+X4mNtQRIB+meyv5NXSEkUqpn/k+/ApgCxCfQboMrycVWUwmk1XOCmEvvURCQyx6PUgsI2xbUUndglYKvN4i9BIPDVF7vrgDSBYkEH/IIw3eQ7HJsYePLBX02iSht+YOCN8WPEg2paHykRhvJ+nD/W4lkReQRuEP0iG6fn5+t1Q2mNTc5lbKtJMM11YLY674nVHizkq2AyJtSHs1PBkAAeucFVIhY+KS4ADyizvAOk9BvFeDlG098cxaKrKQ98x6loROagdE/AIEMDsEAHL2lVI/s67IYmtfxw4VSwiWr5U5xrPy0eQrH1kO/KS/nKknCfPmk9ubABDsZ57skBMOu7F2MEih9LknB9WSdlABnh6sSzoHRPyY4A3YAsRHkK7n7MkEGSBf5URsyWDAKu6fYEUWf3/zoYKeJXaT3gHxpCIL+d0lcbYlvWXt2QKE9Ba7EBoipiIL4X7maUUW4dBPYjkgnldvo+EATdbPvI+Uwl6tv9ejPAViY5gH4XgUVBiz9DP65zaehDp6A7YA8RG0JMeK3UojnljmUTgAaS/BLQ7YpMPbPLCtXO4vLLJaG8+S5kmHt4kPBwDIh7h5EoJFvp+ZtZpMJlEVWYTDCEnlgNxS6CD5hb4Uwkg9qd5mvo7wuMAndYvy0vPheGQL1tTVGdyGawPkd8OEpG5PzlghmuDP66X/XCtLP2MhWJKG/FaaZx4j0lVZPLnBWCqykN1damw0CocMuoL04X63kmxqfh/pkDHx3kPyO41i+xmvV0r9jP56/4BFr3UIVmtWFfek3LWgVSaDQqH0qS5n3ErSPKmQMU+83oB1KCn991/SOyCeJMwDIH7EgCc75NYhusRObvfkvB3CIdCeRKJ4A7YA8RGk46c9ubkA5KuyeFQelPDBfh7vLhHOB/Ik2dS6zCW5tuB5OVPS4QtidhTM15HuZ7dQHlQCY4L5OrNeOeGDCMXt3FnaNqnwkFvrZ9LIaSQdSupZ0jzpfiZ+TADoCcHypJAGQMZJZR2uLaYt8E5C0m2BleGVOMST0D2oyAJYVWUhfAKnFBK1PEkqs76OdEU00YnSBA96tK7I4snBTaQGbE9KBgM09DMPSlgKWinrZ06iREhXwfJkXLA+uZ2EfRUKpdUBmp4kSpMOExLnUCOdKO1R4Q/CFdE8OUATIB9e7tkuLtkdfU8T/OsJn73kaajj7cIWID5CqHIildAQwg3/lhKl1WQT5sXEoAIU3Aw9TeAkONmwHbDFHPJIuJ/9f/a+PM6Ootr/W913mcnsmSyTTDLZExKykrAkhBB4JEJYAglLwg4iqwESEAURENkUZdH3BNEoiPoUnorPhWdweU9kE/DxBH6AKCCorLKTZO7Mvf37o291V/ft7ttVXV11O875fPLJTN9ezvStOlXnnO/5Hg4cPdBI8yz+u9W10XDpmPnmmb4aEL6MjU6IG5t1iTcWNNsw3oBao7B2xWryqFdXngw5oL+ugidjY1mW1hYD9N2Wy4Mx4dq69wp8NiypDDkgKYl2/DTnJlk7lp4D48sadR2d24UZWXQb7AzUKXgL/OOMBb3zjBcz2zALTCxKZjfTqAM/HWYTwspkg2l4NXRC555n6u0C1bVUKqFSKdc9X/uGXrAeSB8Nb3wWSu31lxwZZ/u8xoC98iIQdGQaeTPk25x3q5uGd8gBybRkqQjOPo9iDzVBxgSKYwE9+rq9FDJisAXhCzr05WVk0f1u+dl5dI8FfqgjoGdzxNOzBHDHt64aEOfdxqA4BvTa3OxtOvkcfd36OoGJGGOB6looFGAYZqp6BQlPUTfQAL2XBIvmdcwz/mCl7lqrIRreHUJ00wA6GznOAs4sdDetVCoolfrt6zRE5Hg6mwKNwxoSF76gc4HhhwNk693qL+yObxfoHLOv0znP+GxYWA1I39ydsevqVRI19Ao/BEufzc3sPIsLddSYGTUMw8nMxytCZwNqGsfCDgjXBvTWVfDDtXUjUfjebVLJKXnKP6H0a2e2qHJPc246ddODxl4Qt29DoVDUsiA6Ue/YjCyNAV+IvZHTaAR5HWf975aTBUsjgQLb2yXOPLMsC9u3b0NTU7PWDAgv8xEJSZyd8+2vAQDeevlV/Ol3jyZX0CdNAjYM0Fscu+POM/02DIin78BACZVKBYZhoFhsxtatH6SpXo0Ui3zOqP69gqDzrNGGcQf/tO8VhliwMi268dPFAt9A2qYxZZ3L5WGaduqZd/HWQbNIjUqJk2FMV1q14BiV/jpn2kL11UEPWizakUNeXfVBsKi+jT/PqK5AtuaZX9cwYF5wJ/Ta88bOmCZDvRopCDogeuYZtWG880yXDeOzC+4802fDAG8WMUoacZ6FiW54m6i+2dgr6IVgOTasNOSAZFp007/xGmyd1HrFgsDGSGMBJ+8k1V3A6TijMfXVSUjgGGzOd2s7seoTugXn3cacZxqhIXQcABwbI43RQwpjiftugyBYQRKntkhEio6+GZhnnDZBN/MRvw3TV8xLdS2V+mOPtWzNM80OCKe+OgkJeG1Cw8yzoQxItkW3A+IaQb7FUIdRoRv6SqWCgYFSrGt0Fms5RiWuc6fbYFed0XpRmOb2Nly85YcYNX0yAE1jocCXUfASEjR+hKsR5hnP4qJT39BIZ8imjo6FNtNCS64CQHEfEN6sgkYbJhqgMk1TS+f2uDaMis5aK6F5RiFuzQ00z0JEd+d2/qxCI4wFvnmmq8WAO8/i6ZtUhhyQlEQ3/zT/Ro563uppbd2od/xB3xD6xn639t9V0BTViGsEFx9xKLrG9GDUlIkA9GZA4hrsgYEBVCoVz7UqhRcypje7xGcT2HOzkA2juuYIsLL3vdT0CpMCZ/SQLvI6bVjsjAJjm/VmbOLNM2qb2ayfKuGN0Nvn6tc37vpLx3dBg66EECZjE3OeOe9Wwzzjzdwx5+loMcCrb1IZckBSFL10ppxpyup5egY9n0EBXGOZBX3peTp0BXj0taPFlWoVr04DGHfTCbALonp9C9wLDB23GqLInJs4gJ1nOvQNdu7C+4DY51UqBF3Fam8LRRkQm/nIfkdZsAvOPIvpLA0ODqBctt+plnkmGKXX8m4FMiClDOnrBNQ02ISCB64d12HSuFfgzCiwf5OeecYfpEoiQw5IiuJED7VAWUQNtoaaigJ/2q9fY4SrwA3B0heBMQzDgUzE1bdS3bPp0Jc3cwe4m+Qs6NsY80wgA6J1nvFt6CtlorD9oC0sLInfLuh4t3w2AdAbSebV13H0NWSXhOZZSV82jDejoDNb43VAOPXVUS/K+W7L5UGUy4MAdOs7BMHKvDgRrrxGz5s3TZkBOIB9rkaDzakvdazy+QIMQ+2UYw12/bFgx5YtmgHRSZ4gBMfTB2uKC18oNYCuXPOsAcgeSqXt2HmfvTB3xT4AQktAnHdbqbhzTFUNiLfAnxea2fg2DHD1zUJNY+YgWA3g6McNAGq1YVVdBwcHUKmUY13jZkB0vFuRujt9ATXezGhSGXJAUhStGF/HYMcr6qbnZSGjALDQEI2Y2bgGe4BNq6rVl31efSNIIVj2b3oWb34DSN+vnrHAifsf0Jmt4auvAYBSlRRCxyaZvqOBwUGc/MXP4YTrrkJze1vo+dSGWQwL1tKjj0ChOf1xQd8P7ekQR5yxoHNDL5Bp1BGY4IYJ6Yx6ixSha8zY8L/bBgj+iWTutLxbcXSHnnk2BMHaYSRLRlDvoBdYDBugOJaXbtO+Vq0RdCP0pdiUkLQGRKfB5ose6lwQealX9W/ieOprtEaSq/oOlAewdPQH2LvnfRSHhbPDsN9BpWw7Ifuf9REceO6Z6SoK1iZwbIy0vtskhdI6YUIxgz5OQE0nqUr8eTbgwEgbfz2jjqhp5pRTn4sUSZcy9G4BNkilMWOjCII11Ak9RdGJTRctlNaa9hvgWQx1Ymb5WLssy0KpVEKhUFBuVPjerYWdu7bjgwHbLGjZJHO+W0A3JIAv06i39wMfXAzQDMFybFEZu460CT16RneGYrDYv4uFYU1fvFtqOlIRGbc6IVhi80xjxoaTKVFrQK3gBn3iSiPMM14bBtjr79atg6noFSS8kFdAM2NmArugWl+2ITSPvklkKAOSouhlX+Dkn24ApgietKqzwGisr+ErlNbDcsLDn7/73DFY2fs+9hzzAQA971YMvqBvLFCGO174QkFLLwV++IJWdryqvoOD7sYolzdDM3mWZYEYNvzJqrgwLBV1ILx9KgDNxbwilMya9M3n807tHDcEKwOsUkBjzLPYMFKWkll1QI2z1w7Avlud80wEMqY6WMlf4J9UhhyQFMXZGGUA1kTPy0zjpkaAjGUgCsODmZ3c2wEAMAzaV2MIghUlLPMR7zzTE+kUKTzWn12ijcQAwDCinQnTqBIpMA5IPSreQnMzLvzpnVh78ccENRWDLpQyGplVnbFhN47xi9D1ZWt4mY8A3fOMj7AG0Lf+itiwxsiQNz6tvEhD6KQy5ICkKCVNbAYeqjqBBjiqO92KGMBSA0CwxIoM9UCweAy2YdIaEDm6tnR2xD5XpDhWl6PPvp/4/Xb0s2DxRA919tsJitKTOixyhuOAuMfqZUB2OehDGNE3DkuOWiOo6Y4f9QaYeaY8i8tujAZiXdMIfUD45pk+fUUKu3W9X7Fmqhp7GSXSV888UwW/AoYckFTF3SSrjhKIN+sBNKT+EhhArQWcPAuMJn1FoCF0EycjZX3YhZtw+b3/hTn7LY91vkg2TJejT8dtuVzG4GDcjZG+RlNCdNcae9jQuTLA1C8ZhITS8AKAYdqeR6XMUPH6siaHfvxcLDxof4maJsSm64SGZKBo3m1IKeYsqaJipiIS9GkE6lUhGnzVNkwkc6e1b4lAZlQzBEtVF3RgyAFJVVwjqGdDzza1qSf2uWXP9apEJGWtkxKS1hoIMXEohy/E32jQfZ0IBKt7XC/233AqWro6PceXHn0EAOCgjWfFuo/bTZo/Sq983FYzhSKZO0CHvgmaPDZIUyzDjJcBqVjsprN2A3r01Ze6v8Rkh4uSJO9WSx8QIX2rzFKabJgIXIy9XpWINHnUW4RO9W18WJPzXebM2NfohGuLNNbVFZgQaQidVIZYsFIUbak0gb4agL2Ram5u0QAZEy+O1UqzKNLpVhMLFo8BNCkEi0PXDd+6BW3dwzFu1k742hmb+JRkJBEES5OjzzNuaVDANHMoFop4Ly3lAkSkIFIX7AZwN7os7MbOgIQ7DEZADUi9CHhceurmJ8iOAAAgAElEQVQoSQLB0kkPmiWoo4hzB9jvV1VRLSDW5LGk6d0ahuFArvkKu/XULxWrNaqTFs1HsWUY+j/YWvcanXBt3obQAAvXbvwMeVIZyoCkKLoa4IjAWOzzNdUpCEzSxugo3fjNhXigFnQjRjdxPOO2rXs4AGDyLvODT4iJghCDCWnKLgkabH3zjL8gUlcxr2GYyOXytg7s2K1ThB4HglUjMjIgAhCsRugoLWLDdl66JBWdwkSk8LhScWGRyjdyQk0e9fQt8TSq5XKYSjXXqxBKklMhFlqHD491jdY+ICLNXzXpK9IQOqkMOSApiq5Umgimkz1ffcYmOwWRbPMlsYJT1QX+/Ish3cSJvFsjpEg4Lg5bJHunjeJY0GBrK+BMMM901YUBXhpeQgii3AXKglXhyYBUJGRARN6txkLpJLVWk+fNxeRFC1LRK0hEyBMANjChJ6CWBQgWG7TJQn8gOlcqxKpHbueIG/zLyjzTlF0SyIomlSEHJEXRlfpju1/ziK5COLECTr26AoLRTl286Ry60gyISKfbutHmOlIQ0Febo087dXOyhugqiiwI2AV9jCzu8wbKXgckKmMRDMGKXuasSJcmnghRc2usrxHT1x63hkXQ0tGeil5BIsrOo2+eVfXlaqyrNyhRKpW4oIgOukNT0MciqEuvTUUr1JHWVYg0WW7opsVyZMgBSVF0NcARgVqw56uPavAzRWjDI3s46UUws7oK/OPrSqPIgL0RNEwTo6dMinVt+GaPMwOSAQiWaKaxlCF9tUVmQ9huYrNgMZ3Q6w49GRCsBJAmG4efT6wDjySBYBkgsTd/MkSUnUdbJFkoG6YrWyO2V9Ctb4XEn7P0e9DR4ywJw6cuKPwQBGsHkZKmFLsI8wKgD3sokvpzdc1GfY2LmdVUWMahL2EdkEITjv3c5bjgru9gz/WHx7g45HBcCJYIh/6AHkdfpKgbcPXVBbfgmmf03SruMs/OMxbWV68RoSECwUrufyQulFb9fsVsrm3DiKWmuzwVkT4VABsA1JTRzwCMNKjXThzR3hOGWLHHIDvGlTv6CQhrVMO1Rfc2SWTIAUlRtEVmRQ22pk63Yn01dON7eSNGerH0PBEuQrxRmHkr9wUALD/x6LrXmrlkxHoiTR51FfOKsoZorwHJQLduT4SeeJ2JWCxY5fid0KWwYAlQxQ4MlFCpVOutFI5dQogg9bkLwVIpwjWNzjxr/BpMXf12RGwC4K6/urp188xY9m9TORZEGkID+vvt8GbDksiQA5KiOJFOXVg+wSJ0fRAskQJOXYsLP8UxoAPKwuHcMRuxftkbzxh7FsMwmD4g2YFg8Rbt6YIviES40mbsGt47BqfcdB2m7rbQc5zNKJAaXyLCATFr+4DUjZRqouEF9PRZEWlUa5/rOiAynLa4IlqErq33UpLu17oCVIIZEF0BwAqx0Dl6VKxrBgcHtPQ4Y5+VDUICscB1EhlyQFIU/Vg+McyscrhFok63BbVwgAI/jAVgFpi84rSqIBzPSQNLGgtxvqM8826EelUoH7f8DccAjXALkQZpkopN113xKVx093+g0Oy1hUdffRlmLl2MMzb/q09Xd54RnwcStfc1jVoa3npiWZXY54aJSEaBPV9l5NvrgPBDQ5RDsERrQHTTmfJkGjUFK0UavwIa322eOiDAXsccGfs6HZBtOg54GkIDQGmgCtfW1rR4KAOSWcnncw5m2WWQUbvpzAsYQEAnZCw7nW7dHiDZgGAVBCBYQAisKeWgp7fAXyAbpiujIDoWMpAZpfMsny+EUizHkV1Xr0L3uF7M2W8fz/GO0SMDz2chWKQGghX+nCAWrHrRehnBfNEuwjqgpPTdDg4OoFIpx76OzYCoFBFYJnu+NgIFke7XGSiYt8/X2yyvQiwnqxFHdGQak9K0q3dGhzIgmZZCIYdXXr0dTzz5bwBYqrrGN4CAfmYpvgJO91yV71d0kurqdCtsBIOaaCbYd8SJmNLFjMXGxxFtdNfC80xzp1vBeSYD7lgzDkI2/wUPBMvrgKxaNjn0/g4Eq8IxWDVCsNxMrkIbJgi1cGpAeJ/X3IRTbroOexy+mvNKW4T7gGibZ/xZZ/q35XJ5GIaZil5BIhxE0QwptogFi2ON0BGkEias0dwTZqgGJKMyc2YfurpasdNO4wDoxPKJZUB0FT8VBLIKlUoFAxpSlYlpC3WxYMXQl92Hudk7sbGQKxbRu9N090AMB8TVNRsRo8zNMxFoCHOuDAfP3ycmLDvBzjP2it0WTsbE3o7Q+xtGAA1vHZFShC6cDVPvPIsXddu68taA7Ln+cMxcuhhHXPoJrudREX23+uaZOK08oCdKz5+502vDKgR8DogGqKN4Q2hNewXBbFgSSUZZMyQeGT5ujOf3kkOnlo2BRGkWtUWSORsnlkol5PMFPQZbFDOrqQ9IHH1ZHyFQX4592lnf+DL65syKfwHYcSD2bpVHOhPqq63TLYe+1NHP5wtS7Fhtn5gQB6T6rJFTJmLBgSud4xMnjIi8P4VgoQJ0NQ/irVKMJU5iHxB+G6Z+jRCBvLLnE4tw1YA0t7VxPccvovNMB9tcLpeHadoZDK5GtR6mpgK2bftAum5BItzkURO8nGYVKrDw9H0Pxr5OB2uXeENoe9zmlQcrxexCEhnKgEgU/+Kqq9OtSDdpgI0SqNWXNggShS+o1FeY4lgzb3ocfdltWNJOt37ng8TAb4n0qQDYiJGuPiCNr28+n2dq0/TpG3ffSsdt+5hROGDDae71dcaR6UCwDJw4/W2kXrhUFXEWLH02LCzqfcopK/FfP78cra3exm1uJ3S+5yWtVxftt9OvwdEvChb4W5alpbA7KQRLF6S4Qiz0f7A19nU6IGPCaAntbKRDDkgmxZ+WZjvd5nLqGuCIQkNcnKQ6g80yH/FuPHX0KBChDAb0Ua/yFB4HQbCk6RtjEyJqAHV1uk0cmVVKvSpW4A/InWfEV8jO2szm9jaccN1VmL3vMsdRt4hv6NTZzVIIVrlaA6KqXFqUQ18HBKueDbvlqxuwcuUCbNrkrdlgIVg8Upv14hNhWnkNVO1OhJ6BCMcVHZBt0RpB3RAsi/BBJ3VAoIUbQmuGa/Puw5JI5hyQM844A8899xy2bduGRx55BEuXLg09d++994ZlWTX/ZsyY4TlvzZo1ePLJJ7F9+3Y8+eSTOPTQQ6Xo6i2UVo895N7Qa4EDMFzZ3BkbjWnVrFCvZqjTrXAUWVOnW/HCY/XwhaJnYzTAda3UHgURRegfOvMUzF2xD0668bOuvv4MRp29r1OEXlbrgAh369bgjMYtku7oaPH8TueZAc4+IAlTIMK08jqYjwTRB4CeonnxPiB6iT8qxB1/HR0t6OnpirxOR8ZGvCG05trhIRasYDnyyCNxww034Morr8SCBQtw77334u6778b48eMjr5s+fTp6enqcf88++6zz2R577IHvfe97uP322zFv3jzcfvvtuOOOO7Dbbrsl1ndgYMBh8xk9cULi+8UVUfYFHcW8dJKVy2UMDvJujNRHuJJ2v9ZXWNb4nW5FMajaOt1mqAi9KBiNA9KFOrIb2bbu4c7PQRsNoD6bGq0BcYrQFXkgogWnSaGOIhI3c+d/1+zfFtTP6PBLP459P3x87Y0S1tiIZkZ19H5w6aP555kOCJaovrp7rFSIOz7fevu7+PvL38Tw4eG1RnrerVjmjvaEKRSKivvtiNmwJJIpB2TTpk3YvHkzNm/ejKeffhobN27ESy+9hDPOOCPyutdeew2vvvqq84+l+Dz33HNxzz334JprrsEzzzyDa665Br/85S9x7rnncusXZGfpwN/47a9jr2OP4r6niLAc+jyiI6pBFzIR6jcdxby0EZI4b7ou5iO9OFQ/9CZIRN+trk634mNBfYSLh4zALzIhWDP3WoxDP7ERZq5aHM4YTdYZodmhig+CZcSEYHkyIAq6drtNHhsfmhkXGuJ/1WwQI++DFI+fPQuLDz8UB54bsBYn3EQJN1PVOc8Eosg66FcLghAsHXBtwzCcDLc/MAEAc+aEB3lLWqCOyfYK7D1UiKi+SSQzDkg+n8fChQuxZcsWz/EtW7ZgyZIlkdf+7//+L/7+97/jF7/4BZYvX+75bPHixTX3/PnPfx55z0KhgLa2Ns8/AIELnVO4B+DAc6IdJVkimlZ1IViNn6YE9EQ1RAsidXW65SrsZoZv0LtNQlfqj+T0zpyOhQcf4DkmCmkCNEU7ReeZRvpooXdb1VfG2J29zzLsdcyRWLJuLQDfmGIdkKq+lm+j0T2+N/L+Qn1AEoq9MaoGUgTtglqbGy9A5Z+z5fIgrKqRyOe8GRB/h3uZItqfQCuMVCCgpoN+VbwIXcPay7yXolmuWY+isgU6IFiiGXLWRqtFowyxYIXKiBEjkMvl8Oqrr3qOv/rqq+jp6Qm85uWXX8ZHPvIRrF27FmvWrMEzzzyDX/7yl9hrr72cc3p6erjuCQAXXngh3n33Xeff3/72t5pz6GSgCxJR2D1WOOqtIwKTxGDrKNoT7gOivmDeMEyH/IDfCKaLR950x204+qpLMGPJ7s6xQgIDqLXTbQb6liRJr6dRp9A1ZnTk5y4Ey3s8X4iu8TGrEKwyRx+QpMI6D+I2V30Rej3HOWhDR7+PnOmjN04xy5QURpqFjIJ9jYY6haR9QDQRaZw66000Fb1jMNIB0QJ7FQtQVSouHF1pkGqoD0h9CfJ6wyKzf/zjH/HHP/7R+f3BBx/E+PHjcf755+Pee+8VuicAXH311bjuuuuc39va2gKdEIClLlTngAgzW2jBIycw2DqK9kR7rPg63VYqZem6+cVT4B+gr2EY3o7jzBBVRQU4ZvpUPHP/Q/azEhjAoU630SJKngCwtVbyi+bDGxG6dJt8LFi1GRAZjQajhHUexPspNF42zAz4viuwYILU1ICk+YaFaxo1ZkBEmISylLFJ0yaECZ1nhFRACDCyu9XzeWFYuD11axrV6ytCa9vf349cLq8WgiXQEDqpZCYD8sYbb2BwcLAmMzFq1KiaDEaUPPjgg5g2bZrz+yuvvMJ9z1KphPfee8/zzy+Uc58uSLzc6UlEOK2qoU6BGsCBJNh0DRAs7uZCGjrdshsjPyXk5Mk9ePud7+Lqq09wD7IQrJB3SwjBLgd9CCP6xnHpEhadMqpNu2x9kzDIaHCehfvtaISLJckuyZxnAeOBNZGuDbIwo9PVuW4NiFl1qC0CjkbJiYRtpMrr7OjpA1K1YXVoYsfPmlFzjELi/DUgkRmQiM+IYaB35vTAGrEVp5+My/77pw69NoWrxRUd1KvOWODUFdBDv+pkw4QZKNMbt+uu+BTWXXGx8zt9tzTI4DcFoyaEkxFp6QMi+G6BdIk/wkS0IXQSyYwDMjAwgEcffRQrVqzwHF+xYgXuv//+2PdZsGABXn75Zef3Bx54oOaeK1eu5LpnoFRnhyh3ehJx06qiUQ0NGYUk0JAM6OvvdKtCWAPo3xhdetnRaG1txsc/cThz1D0nrNPt/P33wzFXX4YLf3only5hReiG6R4vCEKaAE2sXQkhWCo73SZh50kD6kgbCoZmQKpjd0J7P5aPcbtC1y9Cd+9XqRhKSLBEYZmAXghWvYyCkTNrjtHEkt8BiXS8Ir6zg8/fgE133IZDPnZ2zWf7n/URtHUPR/OwYVV9s0RxLJ5p1JEZFS3wN00zlR5nwzrasevqVdh19YEY1tEOwNWV1nn5g1qNBsESzdwBenqciTaETiKZgmBdd911uP322/HII4/ggQcewKmnnoq+vj7cfPPNAICrrroKvb29OOEEO6p7zjnn4IUXXsCTTz6JQqGAY489FocffjjWrFnj3PPGG2/Eb37zG1xwwQX40Y9+hNWrV2O//faL7C8SJhazgaNzgS5K6tyPBPzTWorgkkOwlHa6FezWTTvdFgpFZUYwygDWi9SGFe1N2mWekC6hGRDGMUlSKK21060gNERLrVUSqGMadqEOBGvUsEHvB/X6gLAOSFmN1RXttQOoiST7Je48C3p7FRJchM5+j/UgzKzsfdw6AMCyY4/Cjz57Q+0JFpAz7G0KP6lKtjadOntV8Ebp/T3OeCn0eYQy5tH3Quu8/EGtKKbFkg64dhIIluKaxiQNoZNIphyQO+64A93d3bjkkkswZswYPPHEE1i1ahVefPFFAMCYMWPQ19fnnF8oFPD5z38evb292LZtG5588kmsWrUKd999t3POAw88gHXr1uGKK67AZz7zGfz5z3/GUUcdhd/97ncCGnqNMODLgCjyQkTTqnqw6TIyIOrTlGK4zu22A6IKghURoQ/aIFghECyGKFVcmerY7+wZjdbhbtMoI+eaILebtBhmlr1H2kIIESZ70AG1kJFplDpuq+MhjAXL2TT6sKuGEW1ECbGpeCsVQxkTVhKboMXmxpxnUUXoNRAs9jrTgDUop8aN1UC4V4XSGkExxi77Gso213jZML/QHmeGYaBQbMIHW9+Xqhdbm0iqMF0HglWFWe63dBp+/HX3mqjsqNY+IAlYHVXtbZI0hE4imXJAAOCmm27CTTfdFPjZSSed5Pn92muvxbXXXlv3nt///vfx/e9/X4p+VFwHhClCV7AeGobhctILG2z1vRSSTNJG5NAPEtVRGF5dWfvtLIbFItyrOTsge+5tR6c+dc9d3uNGAAQr0btVHzHiJ3vQMW7FaGKB5Pruc9Ixsc5jxxaFp9G+Ho7E6ClhGBYqFZsJS0Ufr4Ig5BXQ1MtIsA8IwNSA5CMcEP9Cl4AEgIUus/Ns1apFePfdrfjtb/9f6LU6ahqTsGDpYZai/WvE7EJTU3M6+lq1aJKCYxPsz2bP8NbukojghB6oY4LMqGJ9qa4iDaGTSOYckMwIhWANUBpeNY9lYRL8ECx3ohQKRSV80Ekwszp6P0iBjCmOagRtjIL2BOwxtghue9hJHBIGwWKPJ+PQVwu3qMcwFiUs2w0PXCWJJHm3SefZQZs+WnOsXodfh/HGlwGJ4084TFgUgsXxekW+DxlQC5VZ3LgkJYEZkJA+IB5vRaLXR7/+cnkQ5bINxxs7djh+8tNL7c/JwaHX6iSmSGbDMpIZLW23HZA09GXGEA1eOTUg1UHB1wdExzxLUNOoeq+QIHOXRDJThJ4FYeeDvw+IqiJ0doLx96pwJ4qqKEzm+oA48LYkhWX6IVhB0SLLU4RO8chF7xmim+WQ4c/qkayLsNpIMn23g4MD3JTKOjrdikIt2GvSiCTXK0L3OyD1IFiAC9GwIVgKnDsJ71YLTEhgnsWBYNVIAoeE9s9i50xPT1fY6R6h1+TzBU+tWZrizjNxGKmWGhChQun0MrmsM0HXCD8ES6gIXcdeIZFdUBtQExm3SWTIAZEoHgekuuNS3QeELmQDAyVvj4cYwkaZVG2MEk3SkgY2oURFhmq5yKMKInumTom8NqzwWByCFZIBQUAGJAMc+omKupm/T9k8S9IHJIV3mytW5wAzntixFZYBqceCBXh7gXBbXYHNcrIgisY+IAIZkDAaXs+GUWoGxAtl5pFSSeM8S5ABUTsWkmTv0tS3djzRYBgtQu8veQkqomtAdPQtSZJd0rRXGMqA7BhCvXanBiTgnMMuOg/7f/RUqc9NQmUKqC/mTWIA9fCmJ2kupAcmFLQYFluGRV4rv8dKiAMSxIKVAUKCJNAFttOtunmWAIKVwjwbU3WAAx1ay/0e/Q5IlEdx8PkbAACmSSFYapa3JBkFLX1AYtYp+PdzhBDkc3ZQKzID4r8wSQ1I9X923Hb0jIp1rdfRV2wXkmQUFNkE08zBrHa0F8vepec8exF9VQiWkwGxx9N9j/wl9Bq/uPuaxptnQVJSvp6J65pEhhyQlMSBYFWLeYkvA9I9fhyWrj8cK047SWrEKEnzG/Y65RmQBDhJLZ1uM6Cvi+sMaCxUZ08QqqsoAivGGC9E6VtH6DXqI52i80yxvhmaZwR2fwEAXB1cl59wtH29wUKwOJ8tYIuzZBMAN9rJzYJFCGZ02hujEV3tEdcl048VmgFhbULTsJZY11qW5TRgVdZ7KYFdUL4+MLC/RtM3EIJVpI0I7fk9WPYhPOLQ8DbgPAsS9WPB1lWkIXQSGXJAJIrl40IHWAiW99xcIR94XVJx2W7EUml04LMsP2mKu+kUn6SqdM3l8jUd7nmkkd6tVceTcHX1NRwT9EBCGUqYwzLGQiGCnUemJHGW7OtUj4WC57k8koqu9Htnh1P1Z5awo7PghVnEAVUlgmAJSJZsGBBf36B3R6PPw7tafSdHQLAS1YDY/4tujBxHX9H7zScKouhZHwA4jhqPuDY3BX0DSA38LFj+YTWyuwUf//jhGDmyI1TXRpxnQdJIe4U0ZYgFS6YEFqGrrQGhA7Y0IEalRlm71BXHJqAB1KQrIJhiH1Ab9ebtU+HpA1JdQPP5gj2uScBJHBJaAxJEwysCE1I+FpKxhqiOcOWdd9tY0TgP9W5TdYPB2MquZl+Bfwwzyjog3CJwSRJYpvtu1W+MeGtACCHOuzVJbZd05sxE+rHi1ICE6FqPtaxU6kdLS2vD2lxWlNuwvLvpFAmCpqkvO/Zo0I/OEdcB8Y6zyy84EABw4EG7YtleH/fqqiMDkqftEETsguK9Ql583CaRoQxIWuJrROiHYHlPlWew6YAVjRgNKB741GESi8DYTpaqxZuNRohwZbvvVq2+AwHRuKD1xtMHhPk+XN8jCQtW/SL0KH3ribZxK5gBGVDtjCaZZ4pgLPNW7gvAHROEVGqGTVShKalGgPwOiGjWLq7QLKHYu7XtiJ1djdrUy5PY+vpfNQGMakqC1g44EpD9D/qMV+idWF2DkAZhkqV5ptyG0ayogK5AyvqyCZCqA0JtrlEHlrl06ayaY6qheEDCvY1ifelYENE1iQw5IBLl+9/Z4PxM7SL9Qg1ASSPCpKk01QPf0XcgCxkQN73eaBGjICkkWGDY8UOjkEkc5dBrPRAsqm+GxoKAroD6iFwyOIDajRHdX9TbaPjl+Glve66rVAxumysC2pIBtbDvo8jm5l07FiX+d0FAHAiWaUSAJ1KpAQl+t35a5kJzE/Zcfzg6R9uF6vrWiCQ2TPU4aLy9Ajv2DJNmQLwQLJ6BRse6SkdfzlhQ6ziLQopFZcgBkShNRRd/TvdbdPBFZUBkigvBSoZNz4TBdjCoQ5vOIOF9t6xTVamUHUpmzz5QNJgZch3Lzx93YxQkDma2Qd+tX7Q5+kkWwxTmWVB2gtpKutllJaoPyPBiuXoOHwTL8xQRGl5ZDohqO1ZP34BXQd9t1CZOZkafBBShs3bKML16HHz+2Vhz0Xk457tfr16nelMvvpFTDrtJasPStLkBjQjp/KBF6DzjjF2zVYwFm2HMHptZKELXVQMy5ICkJE4NSHXgGxbCN28pQLASb5IVLYbJIFiKcfQJYTcN9W5jZHD8znMyCFbYcbYRYZKxoBreZgcbhGutdI3dRptnAeOJLkoGqf1sr7kj695SdRF6knfLOvoqxq5hmM7GqJ6+NcsSIc7mzyBRGRD5ndC9ujIQLJ9DutOeewAA2kd0A2CL0DM0zzKgK6COBYtmQKi+JKQGJEpYh1DF+2Xh2mJwvOysD0lkyAFJSVwa3uAMyMHnfTSV5yZNpWXJ81Ye3Urs3GUn6m1fx8AHqUhkbAPceWJvjHLV52YnGybOzqNY30SR2fQYWYIc2qgMSBwxFNPwJoayKGS8Ye16fRasiCL0KAiWRKE6hEOwfFsYArAOSjbXM8UQ3UYMqHloeG2H2V+EzhNdYHsvqVh/kzOMqWVvG8qA7GDi7wPCvuhpe+yKmXstSeW5SaLIgHr6NyeSnCBlnc8XpKb9w8TdxDX+RoN9TlJ9VcAH2UUhmQOSrXebV1xkmLajb+RMNLeH94iII6I1IM711ess6oCEOM0HbDhN6P5+ySfeyKmD3hQ4IrNBNlU1BIsOAXbcst+m/1njOghO3+lN7Ny13XNdFmyucurVxDYsvU2yh4W3muXyF6FHoDEdyXnWFYbZMWUpMEQPlUqlztm1onx9SDgWRGXIAUlJqGGkRp7dxLV2dQaeK0PykqLeqqP0SVLWgKroYeOmrIMkybsFXH1ZWlThPiBhLFiU4z2fNGKkqwi9AaOHAUKfkyQal88XaiPOPtl0x2244r6fo7NndOR5W99+1/4hiI2NZkASOiD1IFj7nXoiJi9a4Hu4SAYkO3aB2rDBwYH6G6NACFZ9B0RmFbpTAxLCguUfj0fMNdGcs7Cy930AGliwkqxnmurCRMdtmsxSniJ0JwPi7wMSPc6WHn04Pvvo/2Duin18+qqYZ/TdirZDUAsddNczMX1FZcgBSUn8ECzBtZRbki6G6mkLxR0m9m9UEz1M1nxOFyVkXH39gWLXeY44KaEQH8d7rI1RgFBdlRWhJ4Td0IUpC3A8dp7Vc/THTJsCAJi9716R5z1z/4MAgiFYdFGiHc15xXFAyvWXt5bO2qZlvCKPkEDdxiiOTQjqJ0icPiBeCJaXGjehkoy4GZBgff01IP5vPFsQrPiOvgyRVYSeDg1vfRYsQkikE3LYhecBAI757KfT19cnDf1uAyRJo9okMuSApCxlq8rYwMJYUoQLJV8M9RQ/iUSSy+VBlMs2840KfZNyZatvPhf+boPcCH/U2nGe0yzlrd7aKYIbHMTcaj8IHlGeuctQ1BtINs+8VLHx9DX8fSJ8YlXCHVmZGZC64nOARExzUuZBlQWnPMWmUTUgyliw4EUS+MXPiuZnxdJHTtH4Gf2sFKHTn/0QrLjjzB8MbrR5FiTKHZChIvQdS+igP+HGawB4N3G17CLyniurIDILESP2OrUZkIxQr3Lq+9bf/u75veTPgFgJEiB1GhHS7y/fXMQJX7gSs/fdm+v2mSvg1NUTRmDsijj6Zi6aa7995AgAtRFsQEINiMnBgiVhsyzPhqkrjo2ja9CrcViwIvuApFwDUuFKPKoAACAASURBVAmHYPkfrXKeGYbBYOnVOPpJpKGDlcz3SJ1KXgjWMLOCucO3oVg1RdnKgGSLsEZU1FBZ/DNKdW509o4GXvfBWFLMgGQtSp809Vca6Edz87CGW7yDpNGdu4ovKh1YA1ITMSZoHzVCWEenBqSqKw1aT5w/B0/86n9i3ydLDcfY61ToSwhJtDGyr6vOs5iR2XoZkP1OPRGtw7vQN7u2azF1G8QzIIpZsDIJwYqja22kLE4jwnT6gLj6Rt3f/4mOqDf7XB6hlMymmVNaD5SUBStt2CsNUjgsWCZ1goMhWHQZO2ziOxjVXMa4Yd4MZSb2ChlrrCsqQw5IykLXQAPEwb2kyU6fnIZXHf0buzESd5jUFWtJS6sqpl5Nqm9UDchRn7kYu65eJXR/++be9LpFH8aZahni0A+XpJz0gOvox2VlIWb95Poeh68OPC6LBatSIfWzyxJqmmSNhUaD3RA/wy0LwSJmzWfuL8l0ZIWqEA7B8irZmvfWDam0C1LmWakfzc05JeuvtLU3jSL0ABretq6u6mfRNSB0So9qtrO2UztKVX0zCMFSvZ4NdULfMYTOC5Y1yPB/SH+tWuyZy/bExu/ditFTJgk/V153U3UG0H5u0iiMOhasLOhqPydiLARsvPwMV0E1IP5zEjkfYKNbNANSpVC1+AqQtfWESZhib7TeD2HC6+hPnD9H6DlA8hoQEpMFK+Rq7iuk9VNosAxIzZsgETS87IYxDRYsFoLlKXiPfpYzzxRGvctlt7kkr+jQN3nT4hR0ZYvQDQM906agpc2m96ZZONsBqb3UbzXoKWr77SSrC1O9V0iqr6gMOSApCTWMLAqgXj+FU/7t8xg3awaO//wVgfeKI1nyvJOmrAGmgFOhvolhN8oyIHw9ViaM9dJD0+sCGlJLE3+BIX2UHw52yikr8f0fXIRiMR94H/ZvVBlJzgLun+qabGPEt0meuXRxrPOe/PW9NccMaUXo9vIWxLQlU2T1B1Jjw3iKpMP7gJhGLnxdkgrBsv8P09efpfGLwzyYAZsAQCn9alJ9B1LUlXViiWFg1rI9nbHg1IAYJHCs+fkt6BkqWSgb+d0GyVAfkB1ViBs1jssm1Nze5vzcNqIbl/76Jzj4vA2xrs0SNt2JelcqsTdGJ1x3Fc75980OfasOfRsxZR0kvPq+9Pd3PL8H1YAItgGJEPverdXmdWEZkFu+ugGHHbYYp5yyMvAuugo4s+DoJ9UVSI+pKYhymY42IoUFi+8eSWpAsmAXktHwEqe+BvA6+mmBiqntCYOG1KOrzdL6AGRLX5U0vJZVqQlMEIRAsGrY23z6KrS5iftEFRQ1WZYwdkVkyAFJSQhjGJ06kOoEqhlQfkgW8/uy445CW/dwLD/x6FjPleZ5NxgcgMrcFfugb/YsjJs5w742Q4VluppixdV3W7+3CRHVl45by7KkR5MJISg0N+O4ay63n0GhiyE0rR0dLYHHy+VBZzObhQLORp9nfkmrUDqwD4iz0UjYB6RCsG7yO+geFvV87+/Hfu5yDB83lut5WbILPLCboHWKzUp59A2gTZUhNGjH6st+Z6ShHJDkMBaVlMw8zmiQpFmE7u2EbgCW5YwFFwYYPNbCGL71OPrJIK+AWpjuUAZkBxSaAaFpxbr2OYEBz1Q0TsBZmt21HbuN3Or87uqrMK2aFDOruvdDzPfr3ww6RejV3wkhwkW7oZFKAvRMneQ8owIX39va3cX1DB1FhlkYC4UEvQmopAYZCxhPfqgFr7AsWO2FCg7aKf4yN2vvPXHSDddwPU8all7JWIhvE2o4sBzMvf29sPp6i9BTgGCx+no6oXufNejzWRv13YaJWhtGIboNSBXrKUI3YDI1RywEKzgDEiw6xsKA8LtVm9EfgmDtwOJmQKoH6hhoi4UlcG74stSfgOrK4yyt6H0fe47eiskTRwJQra+ciJEqB6RYbAKQjPkIiKbhTSrUMXGyLNVHrTjtJHz6v3+GvjlemtaoLunZgi+oj8YlYThRWTTvj3RyX+9rRNhW5NsQj54cnwSEbuIA8fertjiWY9wGvDbCFKKHzTO5ndCrECxWX88D6hSha8iQJ4JgZUhfVY0IDcNAjqH19vQBCepVE+KCqNwrOAQwgu9WdZNlCksbgmDtIMJGfCm1qBHWjM1/nJk/vPu9pF159TCy8Ova2upNGWYhxa7UADIbo6CoRpxh5S9CH9E3Dl1je2So50p17NNnVHwV73scfqj3dDO8wV2W4HhaHOcEHO8q9U2cATG9DghBFCwoIAMT0BwxTFg8uXAGRMfGKFYjwto+IADrgBQCz5XKglX9P0zfsDWVSqMyjIVJthrrKnJATMPTd8ZLw1t7bVNIcwk92bCs1AMNZUB2WKEOSD6mXWapTnkjztKK0Buwr4bBbD6LLTawWyULlptWTebcAelHOz0MYzHfr3+oBRWh73boQcmVY4Te2cmA1Dl/fEDjOip6IFiN7+gnZcYD0tM3ugYkWQbEqhj2mI60uwFMTxFOrl9YmsyBgYGIM8NFJYzU7Q1UX1f/m6FwJ8cBYW1uahAsWgPCjF0PDW/09SrZhKTMM5VMTQkDagOc1NyiQogBs0p3VoHlfOcGIVzOrtpaq+RjYUBhQM1dz8RsmKgMOSApCWsYO4p2Km3hCPvLrTtpEsBcZOGRlRY+xdR1xpLdnZ8PveBc+1qFvOn5xO/WNUZp00KyRja+EYyuAfHLwefHY2aLFEJgWe4z/BkQANhllynOz1EdtlPlpfeJtH47GdAViOfot3R2CN+fleQ1IEwAR6gXSHxJGkVmr1WTueOIdPp2944DUu1EnfdkQNjLJBahOzUgyViwlPTVkDgWlNgFaRmQdBsRGqYLwbKY9SEsU/nk68FjQmnvJRljYUB9r6ihDMgOI+7kKOZsgz22pYpfr8OCZTLwGV5nJGlHy0ZmiujrG+H8bORMz7VZ2HQODg4oY2qSuRgaIf1rlp8Qj5ktSuhC468B6SiUMbNzOwiAhQunOudHzYYspdiVUkJKGQv17cLGO27lvm9gBiRxDYhbJ1SpVGEaKVFZSoXdNNhYCKLhBUIyIJ4TxfXzixHQiNB7QkwWLCXUq8lhN0oz+glhN6lm9D2sagZyFILFOiCEhLCghdSAKHX0MwbHG3JAdlxhIQFA/bWwrXu487O/83Q9cesUGp8SMipl3dbWjPXr90Zra7NzbMbkkTXnqUxZFySk2FW936TpdcDVNc1GhGE1ICdPfwv7j3sfe88f6YmGRRWhZwluoTS9LgEOEGeedY2RUx+UNAPC2tf63dCTDe6kUDxAsc3lGAs1FSCUMIIEFaGnQMPLZEbD9PWzYPlFR8PPZFBH9SyUSaGDgPyx66kpMg3kcjQDEnxO2LWsNDK8PEhU6WuaOSeTOFSEvoMIu+z5WVm4hHN9lBaZ1ex1f+ffP4Zvf+d8fOPWcwOvNf3NhTISJVClr0jUO7QGJEUQC6X2pc/wD/cZ49s9v0fVRDVy9s4vOnD/DVkQGVEDQgT7gNhMTS4VLyFyYUGsZMkmALwZkOD+VMSMLkKXWgOCgAyIh6K1ngOSsX47GVrPUs3oe1iwTCcDYvkyIEEQvFw+GKabpXfLXpv6XoG5/1AGZAcR1gazi2G9c5OKLGo9SuGaprg85LW6HnjgrgCAtWuXBF574Pj3qtdqKDyWspFLuQhdJL1e44DQDEjKDgjcqHchV8bkNq/OhSbmu/VtWBccsALTF+8GQN1YMAwTpumFAPKK0nErgeEkLWx6kEPpEBMIZkDYa+tnQJKJTJugAuudhO/fKf6tQ8MrS9ivn9XX4+vUo+HVsj40/qYTaGx9vY0ICcxckAMSfG15sDajUxw2TPG7Dd/bxBVlewXG7gxlQHZAqcmAcHgcYRHfztGjsO6KT6F35nTmOSbMarGWHFxnPuLM5JLEWWrN206dUupVqSl2NRkQHl39cD+3Dwjfs0/64mfjn+yrAdl11FasnvCe55Txs2c6P7Ndbof3jsGxn7scp91yo62vhohRFhx9GRzvKjMgJCELFnttPQckaV8bGWw3ajN39jNIPof1V12CyYsWhJ/srwHxs2CFdUL3XcgLIw66D/t+CVcGJDu9gQBooeduSLvAIkg8RejuGYYRTMP7/j/eqjl21UO/ROsou4Y0Cz1WAIV7BcaGye7zVU+GHJCUxJsBSQLBCh4QR3/2Muy6ehU23XGbc4ydWEmZLYD0sYcyimMHspZWVbTA1CuIjGNo3CJ0YETTIOLiAWfvsyyekozE3XSyTTrbRnR7PlP3buU5IIA6R18GI4uKxTspDS97baVad5dWGiRLNoF9xuz99saigw/AWd/4cui5fgiWUaVCDXJAvL0BfdAtwZdPv/5ypeyxV6zTQXUKE576mp5pU7Di9JNRaBYLCsiB3WQLMpZWLZvXyTSRo53QmQyIYWMra64N80nnrFwOIIvvVs16liRbIyrhnJZDkki8E4gWoZOaz4J+ZyVso9gzZXLNMdZhEC+OddOX+UIB2Cp0m1jCWyg9bua0mmM64AsyIkZp6ysnW2Pr2pKzcNzUt/HfL7fgf//RXOcqPiGEwLIsJxJSb9NZiawBUfVubYeBxUDzCuvo5/MF4ULQOCKlUFqho5+0CN2+lqkBkaFUiMicZyphN81d7XXOrBU3A1LF/bPzzMNalEBBRujmpFwpe44bEc/yjxi/ox81zz72g28BAJpaW/Djz3+JW18ZvRRc6tV0gxL2MyRm7yTbXH+WK4iGF4QE751CBqBVHb9Z2yukTtkvQVdRGcqApCiEEHQUyrXRuJSERiGSbIwAoL9/u32/BsuAnL9+55pjQ4VlwSKiq8Xgm5Yctca51qxGpHfp3iZRQ1vstcKKzIB4WbDiFKE3fsSI3QhlQd+0GFmCvs2kNLzstZUKgd2LMANF6EqoV+1ndE8Yx32tn4Y3HzZuJXkgq8ZVoZgkfC0LpmF1RSSjP37nmfVPChAZ3aTVZvQl1ICklb3zIEjMYAhWcAIkdKZTa5KZvYLijL7qAnRgyAFJTYhhgBgGTp7+FgxTHIJVHDbM+Zn2vgCCsyYyvG5Axya58TZGQSI1xZ62c5dQ17UXfwwtI2w6aCHoYFxxakDsX+tDsOpnQNKGCcky2MocfYlF6GpYsKr/J3BAKFNTpUxg5kxMZ5qYyhS5QQl12PQ44akaCFZNJ3SGBSsFGt6uPH1OOGLA73/4n6zF0RekwAfUrWeGYSCXk1konR4NL1sDghgZkLDxZ1W3T0p7rEgYC6GOviSRMW5FZcgBSVMc1hAvC9bU3RYGnxggLV1ud+FcnbSsLCyfMuxh9e+R059ARVo173mmiKjq/yDDGc0Ps7HQaTogBDYEi0REvT0ZEN+GtXfYAEY2DQJQ1wdElqOvbp7J6wOSLnzBQt+wEjMWxLO4tFdFpRoyPeXfPi90HzOXw/z990Nrd1fg51KgFtVNskpoiBWjuU9NH5CIGhAvBEtOEbprd7zjgM16kDo1IADj6KuaZw24ofcLO9aSrGfpOUzseDJgBjQiNAwjxAEJviMdhyp7wpRKCeB4KcHb/JK0eXUSEaoBWbt2LY488kj09fXVfJkLF/o31/+84jfYtAZkwQEruO/h/zlIZEVmsxRJVgW7MQxDMg2vvgzIIYfsjhWLxtS9x0CVzrBSIWFcCMklRgbEG+V0Px89qh1HTn4HAHA8GuPd8kiW9E3LJrA1bjM6+vGhsR/gt8/ZDQ0TQbCYDEiSsbvvKcdj/7M+grdefgVXrDys5nMZ3a/VwkhtfePEFPzvrSYDElNfUfibyxoZ4YjWODu1Uir1o1hsiq2vKBOQ1AxIRno/pMXgVtOIkEKwDPac+teyQhHwSiFYmRgLyWsERYU7A7JhwwZ84xvfwGuvvYYFCxbgd7/7Hf7xj39g8uTJuPvuu9PQMZNCDOJ2jhVgwZq7cl8AwDuvve4cm7TLXOYBtdfIKDYFdGDpG3+SeiJGGdA3amN0148uDrzGH6l0o7rpOSBuH5Dq5sas3WywzaYqZVeRsT2dnvOytKFnr1fm6CdaDNOxCQsP2t/5eUp7yWMjpbJghUmdgU0Z3cK6vGdpo8E+I04GxC9RfUBIRAZEVOh3Z/kzICw8J8azeOeZqP55qQE1NTahXB5ExVfkzyOpjV3fdxwEwSJhEKyQW1rVcxut4WeYZG09ExFuB+TMM8/Eqaeeig0bNqBUKuFzn/scVq5ciS9+8Yvo6Oiof4N/IvEb7PBGhLXHT/jClQCAV//8vHNs4vy5Neex4nBPJ90YKSp+kgNfUO+AZEnfuLrusfd8XPzRfZgjlpMBAVIkUCAALHddITUbI8uzyfDQcfrOVLV4y6u1UuPoy0ixq1gMLcu1kRYsxEDXhEq95q9Upu2xa+SGs97mTCbbDYvLT0uovrHAbf4+IDSjb9Lu12wndM+JCTR0xQrJgLAZ0Xp9QAAdkOLkLFiqbEKjwrU9jQhNl4bX3wk9+NowFiz7fyVNliX0B1I1bmWtZyLCbeL7+vpw//33AwC2bduGtrY2AMDtt9+O9evXy9Uuw2J75/4MCP+KykalPdjXAD9fRmdT9vrU6UwlZkBU6Voul1EuDwrfhxp8Ze82ZmT25//16ZpjbCYtrToQl4aXZkD8DgiBaTI1IGV3M+IvLKZ/a/rvVlKmMUP6qnGciTPOzATZDyB+1nmvY47ELqtWhp9QRw2ZNsy+nxq7IJIBceCSAUXoUU6HZw3jcE7CakCi6k2Cvi9em5sYgpWJ9Sx5kTSgRl/DCC5CJ8SbHXc/CL4PC99K29GXmgHJwD5MVLh3xK+88gq6u+0GYH/5y1+wxx57AAAmTZokLfW6Qwip7RxrJdzE1Xu/0jZGimFNyYrg1Ea9swK74dW3rSnYFNDrUytErzogUb0f8nmX/W2QoZeeOH+O5zzl4zYjNSAy9FWlK7WRtY4on/DAXnfeZ68IfaJzBTLeLRt5VFUoLTKd/TUgYew8NX2uEtaAREKw/BmQgEepzjpngXpVVgYkPRpetg+IAdMMaEQYQsEcBMvbfeRWTyArfUdfhs3N1t5GRLgdkF/96lc4+OCDAQCbN2/G9ddfjy1btuB73/sefvjDH0pXMMvi8qbHgwME3sPDBhF9riwWLHU1IMHQkAMOiE9koIq20IG3ZcS58+trcja2okONOoeVCpHWYMz7HFqEHs6C9ddX33d+HhwIh8Qox8xmdCyIiCpGFpolNkQi9IyI1N0FST0GJ/fdJmskqdqO5c0y9h3zPnqaI/T2/en+PiBhNSCRhkJCBsTfpK6e8M6z1q7O+icFiJx5lh2bAKS3V/A6mQZyVRas5nyFOQfBMM2AIbFk9FYsn+HqmOb7lQ3XTp2GNy9nLIgINwvWqaee6nieX/nKV/Dmm29i6dKl+PGPf4ybb75ZuoJZFULcInRSbzEkQHN7SGdaT7o5mgJCVkdLl85UTepv+l6745XKW3j6tw8CABYtqu14HibK8L2Sskvq9HWd0e7x43DRz+7EQ9//T9xx2dWxrt97zAe4Aa6+qTJhwYpsPud5boQS6t9tsohRlvSluvJALYZ1tGPj926Nfb4F10YGkRHwiKysc30IlqRs2EAJhULRwY6nIex3t6TnA8zp3o553dtxTMj5/iWGLj8uBIsdt+7JuXwO5//gW3jlT8/hWxdc4rsniU3K62RA/DUgngLl+jFUXueuZ+rkmBp6RQ7sRtHaK0FX9nrpLFhs4NU0kMvZW9Vpnf2B53ivDZa+bhMvPt+PQqGYqqPvZRjLgjMqJxsmItwZEMuyUC67Ucg777wT55xzDr70pS8ljgLtSEJAaiJGUdG4XD7YF4wdWUL26EHpgrjosIPwkZuud47vujS62J4Vp1u3acI0hVilY4kMjndAXaST7Vmy/AS7Nmv3tYfEvn5B93bMnD7GdUDKadWAwFlcgCAHxIJpslTUrh5F03umusVbchG6Kp53xZHZpUcfgeG99emeWXEcEGkZELFK9pZqFLxePYD05q9pboyYcdbVxF/HZtT0AQkuQp+0y3yMmTbFoZv3ZJE4zEhoDYhH4teAZIGcQvWms2HHrQ+Cla+u7ez6QAgJhGGFQdWbhzUreb/sPBscTNIHRNVeQR8Nb6wd25w5c+qfVJXHH39cWJkdTWockIhNXFiqn51LW995N/J5sjpaqk4D04LIlq5OfPDW2xg3IZjyMki8BZxFbNsmXiAeJVl9twOlflTKYjSLzU15oLr5r1SMdLqWEoKc6RrsWgeEeHD4FYYAYPlUrweizHHOmKMvsyCSOvpxiBhICEY7ShwHJHERugt7FbnThT+9ExcvWVG3BkR+JFlNZFYETknhTsSgLFjBug4yQRo/9JOnHoSOhWG++jQPGUuMIaY8Sy4h05gFmwCoYcEyDAOjhrdWf7YCzwm71nMcaljG6L1pA0xRUdW0WGcReiwH5LHHHrMLRasFo5E3zKUXhc6S2PhEXyNCK4I2Luy1MrPp1eeeZw6Hs2ANH98b67sKE9UbowpoUaOtf72O76x4CzgL2LbtA4kauiIvu6TIqDALDBF0QDpGj0TrqG5g0N4MpOGAEEJQYBhJaml4ga3vvOP+wnzcUfSy4TiMLIoKeZPXWqlOsctiaorp6AvYHxqkIQqL0IOkuc3e8MStAcmCXWA3Rr0t/IGaqBoQdp2qDLr3JobhcTo6e0bj+C9cid9+5w48/KOfRT6PZq/e2+Z9t2zZR42TG1SErryfgjxK5iQR9CiRBbtR0gfENFGs7gloYAHw9lrzXRxyS8t5nyrmmTyb0PgQXVGJtaeYNGkSJk+ejEmTJmHt2rV4/vnnceaZZ2LBggVYsGABzjzzTPz5z3/G2rVr09Y3O8I0yXG68kbAAcKcBW8RerxO6OPmzMSiQw7gUpeVUkqet99pog4H9cuoMck3xZ9wlmUpmajSoBaqWE6YmpXKoJgD8qEzTnG+mzRZsCglYgVWQPTK8kU8mZ4gvs1hZuELytjmxDczfkc/DbEsoELJCJJCsMz6WWcZIgu+MKBgLPDaMP83UAvBCilCZ6/xbRAPueBsjJs1A+uu+FTd57s2J3wsxMnkZIvVUQ0ls3ToYJqd0AlBZdAeA2wGJKwJZdiYMAAMVvv6NNI8CxN1geAG7wPy4osvOv8uuuginH322bjlllvw+OOP4/HHH8ctt9yCc889F5/6VH2jklTOOOMMPPfcc9i2bRseeeQRLF26NPTcww47DFu2bMFrr72Gd955B/fffz9WrvRyvp9wwgmwLKvmX7Eo4Usn3sVUaBPHwfhBcf8WAXqmTuF/VlXS4PYmhODzf7gfX3j8AQcX7lJC2u+H/n28gVMV/RRkQy1S53ln9LUSdLql2anExbwhQkCcdxHWm6BnZJt7ftgcIMR17rJSwClQ2C0iMiJcqhx96jCopOENEzOfV1eErhCCFVfXeRNbsXDhVOd3P618IV9A5+hRkfcgBvEECorDhsXW1wqrAWGcmpoi9MAakOz0tWI3gamuZ5Kj9NJ1Zfc9pgFCbLitB5rJC8EiQKkKi0r33f7z9WMTFW5UxZw5c/D888/XHH/++ecxa9YsKUqFyZFHHokbbrgBV155JRYsWIB7770Xd999N8aPHx94/rJly3DPPfdg1apVWLhwIX7961/jxz/+MebPn+8575133kFPT4/nX39/si/DIIYLwTLr0PASErrr9tSg18FU04FUSRg9TGMx7OwZ7fx82EXnAXAnFtWWGKb/sliiYvHON3rK2iesEbQsoCVXFooqp58BYbozhzxit/l9zs8GmxH0naes2FT6pjMbPO8qsneW5Y2yi0rSInSgythUtwakwfspMCIyDh5+xCUH8Wf02zq78Klf/Ag7Ld0jdNdXs2ZxfK1xWLCuuPQIzJrVhyhJK6PPimnmnGxPFhz9RrYJY2dMQ+9O053fDRLsgBiE1PaBQTQ7Fs0Cq3m32dgryNJXRLit81NPPYWLL77YkyEoFAq4+OKL8dRTT0lVzi+bNm3C5s2bsXnzZjz99NPYuHEjXnrpJZxxxhmB52/cuBHXXnstHnnkEfzpT3/CJz/5STz77LNOHxMqlmXh1Vdf9fyTITnTt5haBEbYJjuGAR8zLTqr4RR1A1xsI35Jo7CMhZiZ1Tohv8NkmIKbherfOopxRPvm7oxiS/xoWz2RTnGsLK06gCnj2nHqTm9h/eS3ue9TSZK9iyGjp0zCyddfBQBoytVu9iwLuPfhF9wDIRmQsdOnKi/gzMJYMM2c08Qrsb680U6BSmcnA5LQAalLfR7rHvXr6KT1U1CQDXOpxMWgeA4Nb9Um0Fq9vY9fHwnBYjeElhWPXpkQEosFa59lM/GHx78UeS/VBf5ZgOk2al+rXKGA8/7jmzj04+c6x4hpwKg6IMSTAYmoNg86TCwMDKorQpc3DtQ0TWxYCBYrp59+Ovbbbz+89NJLuOeee3DPPffgr3/9K1asWIHTTz89DR0B2PCihQsXYsuWLZ7jW7ZswZIlS2LdgxCCtrY2vPnmm57jra2teOGFF/DSSy8FZkj8UigU0NbW5vkXJIZZ67UHDXzC1IsEfOj8uPL0k9E9rjdUr7wP0iQqqdC/MQu5UWXSoRsjGmUP62waJRPnz8Ww7i4AwIFn247oglUrcc63v4Zz//3rCZV2RXphmcK06vKFYwEAo5r5oFgWXFhUkkhylLSP6EZ3tblUIcABIYQg39zs/M5GP9m9YbFlGMPUlAt39CVIluiuvZz0aqOdK08/mev+nj4ghpw+IIkcEGLUjdgPa7P7N/nf7ciRHXj3vTtw+eVhXTa8orIIfUB4HHh7tBgWnPcT9pb9GZBKOf736tTv+DIgfhhmvXVDzTyT03wOUETJ3KA2LChoaBimY8/9GZAgapQwlK5B3IahjQR1DBN3r6CoCD0hw6eIcO8qHn74YUyaNAmf/OQn8Yc//AGPP/44LrroIkyaH1WBNgAAIABJREFUNAkPP/xwGjoCAEaMGIFcLleTnXj11VfR0xOPtvW8885DS0sL7rjjDufY008/jRNPPBGHHHII1q9fj+3bt+O+++7D1KlTQ+9z4YUX4t1333X+/e1vf6s5hxgEZq4WThC68Qx15r0fjJ89M/R8OlAtUmv4m5oKGD482FHySxqLIYsDnrb7Ik+kz8mA5Pg3jRtu/4qzSR4zaSIAOPzzoyZNENS2VqSlrJWnVftRrog7pHTpTw2CBXeMh0W92cZgbJbMH532MzUFSfe4XnSMHimsK8D0WMlATxhZXXkBNfqmQcMrKv76hSDpHGmPpeZOr239zr9/DK2tzbj4U+tiPUtlEbqoDTN8rI503tZkiXxdrNl3WImoRyOGgTHTp9jBOEIcQgJ/BiSs+DhM3Ma6amA3ouyTVFRkRqWRJyhoWkwM4kKwmNqw8GEQko0DMFiuOiCMvqMnT5SgpSvuu21MimO/yNrbiIgQZ+62bdvw1a9+VbYuscQ/uePSza5btw6XXXYZVq9ejddff905/tBDD+Ghhx5yfr/vvvvw+9//Hhs2bMA555wTeK+rr74a1113nfN7W1tboBNiVjfUtj21YFkkZFNPwvnRfYdDMyVwHYYKsWqiQn/7+23o6mrFyBHH4B//iO4nojoyS789Cs2qU2tfI3SPQUJojmVIo6asw4TVt5LAAXEyICmyCdGEXXAXdAuvPPscsJe90fPAOdh7ED9TUxHbt2/13KuptQUX3f0fAIDz5iwW1lfeWFAR9XbT60k3Rmnr682A6C9CJxG1ec5zqh/nW72R2yV7htdDGjkTIyf04dU/u7WUSqPeAyUAzdEnBwhdejxRaMv3IeDJPvoDYVZEBmTNRedhyVFrsOWmzdhy89dDa0B4oX0q1zMZMBYVtWGOXUgcREl/k2wYBgxC9wb+RoS150eBSfwZkM/89ucY1tGOPz/6v/jyiWdK0dc7z8RFpPeSiMgcu7wi3LRj5syZ6Ovrq5kkP/7xjxMrFSRvvPEGBgcHa7Ido0aNqluzceSRR2Lz5s044ogj8Mtf/jLyXMuy8PDDD2PatGmh55RKpbrRT0IITIahwzAslMskfKKGUsrVeCChz3SLui0H/kWlq8vmtd999+n42c8eidRdhsHuGD0SHaNH4cU/PGnr5NsEO84SLMfJMmgPGc4FhjI1pQMSsqVRU9ZhwuqbxAGh+zcZGZCLt/ww+ANKvRoAu/EXArPwi8HSAADTOa9SqWBgoIR8voCJs3fGux+8gxf+z22M2jkmfoPLKMnSWJDRm4CKCn3pOCON4IAYRmQRumGajkPcv93bdCyfd5dW0zRQZjbe66+8BLusWom7rrke937bzsYrHQuCkVl/BgRwSSE8tKlG8M9AdA3IkqPWAABWnvFh3POVb6BSphY9GRxPJbxNRhRZxaZedmNdWb2XglgOiWk6NSAU/geEB2PDZryB2hqQYR02hHLKwgWiKteI7B4r9j0VNFnOAgvWpEmT8Nhjj+GJJ57AT3/6U9x1112466678MMf/hA//GHIBkOCDAwM4NFHH8WKFSs8x1esWIH7778/9Lp169bh1ltvxdFHH42f/Sy68RGV+fPn4+WXX06kLyGAkWMdkPDusXaGJKYDEnHcLeoOZ8zqHh9eQ0JFBq3tJb/4T5zz7a9hzHS7cN4ffaUpUDZpQTMgg2W+zYfTR8QKWgzluCUyeikA6qj1WC7yJJFvJwMiIbvUFeIAON9byKaT/T7Z9WmQ+S7oOdTof+TfvoAN37oFTa0tiXQOEtk87+nSR8srMFTpgDQMC1aEGkYu52QASn7WRB8MiZXdD9oPE1pLWPMJt9A2zrs9aONZOOG6q2psf+vwLhxywTl1oSTOWIjYGEVl2OlHhAAVy4ZSEQs1WSLW5hqG6claluP2JCJs417v/YOYj6gEfV303ba0d2DF6SejuT0eFJlH0phnadoFWRAsN3MnR9ddDvxQzTGbBavq/NZkQGrnd9gY7ixWnEaEWbC5qiiZKaQ4E0XoN954I55//nmMHj0aW7duxc4774xly5bhkUcewfLly1NQ0ZXrrrsOp5xyCk466STstNNOuO6669DX14ebb74ZAHDVVVfhtttuc85ft24dvvnNb+K8887Dgw8+iNGjR2P06NFob293zrnkkkuwcuVKTJo0CfPmzcPmzZsxf/58555JhO0KH9g9lpUYReieezMDktZOOCxYxHIKvP0yjPnbwyTpRoPNvvTNnlU95h1qjrPELBmTF9rF/7wBe6eGJOC6eSv35btZiEjj9lZACcnef/z82Zi0y7zIc2+9bWPoZ04NiCYIVkdrHi3D8szJrh5B48TpJFzdvNAIl0yRlgFRyHYjJTKroM8KdRhkOSBJ+tcQX/2CX/KFgpsB6d/m+Yy9ysx7bfGhE97FmonvYreR7jVx+insc/KxmLtiH7cOsCpHX30p9j5uHS740b9H/j0uC5bYRoPtuUFrOQyr6qSFOFw1GZA6tMashBWh89aA0LE/ZcF87H/WR7D24o9xXR9HZBbyUn1HjR+HdVd8KpJ4RlQaNYsbVLeZz7n2n60BCfVDI4bHwKACGl5J75Zm9AFV2bsMOCCLFy/GJZdcgjfeeAOVSgWVSgX33XcfLrzwQnzxi19MQ0dH7rjjDpx77rm45JJL8Nhjj2HZsmVYtWoVXnzxRQDAmDFj0NfncoKfdtppyOfz+PKXv4xXXnnF+XfjjTc653R2duKWW27BU089hS1btqC3txfLli1LXFBPiJ16p0IXxLAFJq7/QX83mRR/c2ur594ViBV0U+FNWe+6ehXO/8G3MHyczba0/kq3IeVANTI4d4XXEWCdpY2z38CHp7+JVWfbLGokJlUjFRqlD6oBaens4LpXmMhOWedy+dSYmgzDcLqLr7/m0rrnH398uJNWSZkFCwBIRNR7l2ldOH39Iuf3MMYbJwNS/X6c2GnCuocgcTdyjbV4B4ncjVG60BDLkpgBqdd7KYYQI7oGpIlhZ/NDsNinmr55Pq7FhlIsHu3WKPFQbuabmjy/z1iye91rgHgbozgZEIDNgNiF+mH9qgjxOnFxHRAChobXXwPCKfTd5qqBMRro4pFpuy/CbocdHPq5rAAV4Gb0Dzz7DOy6ehU+cvP10RcISHJGNFuk16sETDdPIJfJgPRMnYTRDEEJlagZ7zogQ3A8KrIa64oIdw2IaZp4//33Adh1GWPHjsUf//hH/OUvf8GMGTOkK+iXm266CTfddFPgZyeddJLn93322afu/TZt2oRNmzZJ0Y0VAuJxQEhEBoSQiCL02ir0mjNoxoHd1IdBj+qxugD87AvrrrAdjrWf/Bi+esZGTxp1oN++l98RoM5SrhrRaC9U0FzdNPC2D6DLk9OkLoVgfRz4QhzxFkoXsH37toizxYR1cuN831GSeiNCuI5jnE3nhuN3w7t/OQpXXPE9vP7WNvT12HAKunGi79dIkZDAZQ1JBsdTEd3KSxq3gBp9LVkOSHWjYlnRMKooIYgmOGlqdgvPKbY8SMwYwaBSHZvLZpX3WHsI/vzw7+ve0y9xoCGRtpdZU6yqA+IcCcuA+DLflbgZkKg+IJywWjr2gyC6cSRXLOL0r9m9Rt7829/xp989WnOOC8tMZhNGT5mESYvmAf1AsdiM99GPkROCGy0nEeksWClukHMGrQ21wDa+zxUKOPH6qwF42ypEfb+trfbf7de3f+vWoNOFRCYcL0uMaCLCHdZ84oknMHfuXAA2g9QFF1yAJUuW4JJLLsFzzz0nXcEsC7touBCsMBpevhoQz3OqCxzbUZp9tsnZ4I+HkaV1eJfzc6G5qebz/g/sie3/O+iEYnH/uerPURjfILEiIFgizdCCRF4GhHFAUmK8YY1VUr+BQuTSdEDA4YAUCzlc/pljAQB//Ms7NZ+7ECyJ+vlE9lhQ0Z9AxuIiu+CUlZFNg5gzvF9eHxAGqlGu3nPssAHM7toedkmNECO6Dwh1QKw6br6Zq29/62XD2Ix3S1dn6H3yTeHfDRuZ7Q8pxYhab1i7zGZAau5hBDsj9e5PpX+rHZShYyHXlPfUcvGyJNJ5KprDbWJ6U4RBemVFvXdevpcbUEvVhskqlLavl9V7KcjhpxkQ//ogsiKF9QEZTBhMYkVmRkEtUUkGitCvuOIKx6hcfPHFmDBhAu69916sWrUKZ599tnQFMyuG4al7iKwBidmIEHBpSAcDIi3UqFjEy4KVy4cnuvY6cG9MmT3dc4xn0H/6f9zC/qCsS+9M+97+GhAnSs8WlVX/3zbAZ3lraHiZy2fuJU63yoosruxKpewUwqUVSaa6lsuDibNBVsqd0AG+DAgVwzA8GyL6Y8kX7YyTACKGgd6Z0/GJn9yBPY441PNZvqmI0VMmeY/J7gmjpD9BYy+Gx059G4BECBZjV2hW5ajJ72BF7/sY3xJv01WvE3pTkw3BCiL9eOotpkYvRsS+Xh8QM+/i4Ctlr/fgJWMIf1bYWGAhXFGkHexn1AExqkXobAbfA8ESIAGhjXnpWOgcMxJXPvAL7vtQ8dsEXp3Y9x12bdQ8MwwDHR3xyTAo7DUcFZFcCrJsGBOEkWEXgvZBuYAmhAAwr3s7lvZ8UHN+lIM6UKF9QLy6+udUEslLcu4Atu4uG2sEr3Bbhy1btjhsV88//zx23nlnjBgxAqNGjcKvf/1r6QpmWTw1IFV4UdhACqKfA8JpeIOMk1vY7V30WluDOd/nLZ6L//nJ+Xj28S94jotuNIKMx0Ebz7I/80VH6Oa7Je9OfPoK/vAiHyyJxh+D9iwz91rCda8wcfspJI+UpB35lllUJpOGN0zcIvT4UW/DCHbanQwIx/PP+Pq/YtMdt2HkhPE44pKPez7bdMdtuOCu72D64t2cY1nqCZNKf4IMNCIkBkAoDMs3dkc0xdts2J3Q69eA2DUQ3me89Pe3nJ/DCEFYcbseBwclTAYH7+8m/sZfXmJ0Dp+nnrHA/FmnfuUG5+coZ4m9s+XPgLDMgyTCAYmRASEG8UCwCPFFvgWL0EVhmewQCHt21Dx75Pc34q23v4u+vngNUCMz+pKEzmFZvYwA2XbMwiF97+KQvndhVusZg2zC7K6ATXPE12xVHY1CoeD5LmU6IOkwD6YTrCSEgO0VpVq4HZDjjjsOM2d6WTjeeustFItFHHfccdIU2xEkiAUrHzCQaOfXQKnxP2rrHKgz4lLbWp6Mw5HrlgXeeuPH1wceN5soTpJv0EdFC8NYsAo5ltXC/vmNF//K9VwnA5JmDYjUwrJ0aRb9RdKi61hXsYzuZtvhSsImVFeEMiDEC9WrbnTou6UbozhF6FEc8JSVZcEql/5bVopdCQ1vxgoiZfUBAZL3ArEzIOFOcbHZzYD4N+6vPfeC8zMPBKtjxAisu+JiFFu8jQ0nLXCZ7Po/8EZ9e9hCXN+f2rvTdOy8fCkANupdCrUJEQmUwCJ0A/YcC+0DUpPBry/EMKoUyFVl/A4IZwbDtQn273FsQs+0Kc7PLIIg1AGJsAnz500EAJz80TWx9FXZWFdqRp/J0vHKrL2X2mxf1T+5aFiY0l7ClPYSOpvtcRs3QBWVOSpbNgFEoVBEgSGR4GFnqyep2NyU1gh27ckEC9att96Khx56CGvWeCdTR0cHvvGNb0hTLOtiEALDZLGwVQhWWAYkZNL4jzssWKxz46PhtWtA3M+nL5wTeO9jD5nt3oOJ0q3aZGctbKYmd4js/9FTccpN1wkxbD336GOe3+nA9za1suXd19/gureKiJGs3g9A+pFvWQWR+497H0t67BqeVFmw6vQBCZJcPu/ZiMxaZme6ompA4kBh4oisiJGKjscyCwzdDIj4RsMvXYVBrJv8tvO7rAyIfQ97U2GVCVg3vDUfcyNTpw9IsVjNgESQfgA2Pr6e0HfbN2smdl19YLW4Nlj+cE840sCvx6Y7b8PJX7oWY2dMc4Jf/nFLYoYo2MxGpVqpQCxSE+Fg55k/8BQrAwLi9CYAau0C77bczYqGF6H7exR97Affcn6esogJUIToH2d9COuD5JeojL4skbueJQtMTNtjV3z4X6/FRXf/h7PfYf/0pnxwDUiYRA2xSjWgMG3RQnz6Ny58PHZ/mhiSxb0CkJEMCABceumluP3223HppfUpPv+ZxfQ0ZIooQidIVIR++tf+tXpve5DuPeY9FJtcA75sjymB17EB5ELR1WvqYpf2lB34K047CTOXLsasZUsj9XnmvgdrjvkjDMNabOpgNqphVh2JXAzIAitZihgBbmaiWKwt2pchMnWl34/sPiALurdh9YR37O88og9ImORypicDcuCJawG4G+2gscBmMUTFGzGSU4SezxekOUd+caAWMvuASBy3Hxr3PsYMczv8yuoDwt6jUjE8m9bXt8WzL4QYkdHyYpUOt4LajT9rt+OQgPhhQizkDwDef9OFdEU5RWE1IKMmTQiN0h8zxXUAjYgUCLsUOSxYDrMUc56vESGvEIN4baMvA8JLLBKHmKJtxPDYugVJnKLueJTgVm1Gn1MmL1qA479wJdpHjgg9RyZtsLNJFrQLE+e7AVI6b9i/fHhrbbBSVKxqBqSpuRn5YpE53qgZEPk2lxUnaF1xmzSqFKFV71vf+hb23XdfnHbaabjzzjvR1JTOy8m6sB1X6zUiDLWpYY1AGOkeN9YTMZo5vB9HrpqN4jA7jb9gp1HOZ2GLYb7AZFQK7r2C4CF+eIBfKIuJR23fQtTWZbNnsUals1hd1Mzav3HUqHDmFydiFKkVv+x1zJGYs99yAHKZLQZiNB1LIjW6JnDMnE2cRRwHUYYsH/MBJrfZrEQiReimzwHpLNgLCH23zpaTWfTbR7gLMi+OnAo7fxMzyCjodCuL7QZw361MOECT6V34ZWZAaOTcEhz/dfuANLEZEF+mmoUhxXFAKH10yOds1tn/rGcffMQ9L2SDPG33RaEbo5HN9Yus/Z/RDRuxqhtrDwSLuYcfghWH1dE0mTFm1aQ84rJg7fvh42DmcihVM8EEtdmaQJ1rPgyHlFGJs+msxOqwSxJn9M/6xpcxb+W+OPLTF4aeI7NO0KGKFbQLnjcaADEvhLBghd4vKgPCZu5SEpkOSNJ3W090MmABAns26sU/9NBD2H333TF16lTcf//9mDhxomzdMi3EINht9Srnd9FO6DX+R0hUhIV2GYaFYXkLqy84p+Y8tiCSrWXMs0xZxN3UB+lrVULSldWxUZN2R21jRNrdlE2vrxr/flXH2uv/+OxXgp+J2gwIi+0UlZ5pU3DoJzY6UAietOpxx+2DRx69AePHBxcdpt0NnYUI5YiFrqJ4etlxQMoELXn5mICWXEXIAcnlTU/WgF7pNCKkB5gJlKQp4W6HHoRhHe2ehSBpxIg1+mmn2KVAsFLo3G757JkliYbXvodbAyKy3SBGdAbEQ3vuyxywm+R4NSDhmTsAaO92I/T+zXJpGxPwCVlH9jh8tceGhf1VURTobAdyC7QGpNZJ8zYi9K1ZMR3/fHU9Mwy3ySGleQ/LQvjlwHPPxLLj13nmWZiJiTtCwjJMseZZTPsjK6MfBflqJJgQYfYkQRmQSrUWKC5EN+q7pBAs/7cosylwOu82rWClvgJ0QMABYSMAL730EpYsWYIXXngB99xzj1TFdgR5+ZlnnZ/pgprPF/Da83/xnEcQn4Y3FIPKDFBCLBBYmL5kt5rz2M39a++50IdcgWVZKTtG0KnVYByIenbUn+2wn+s9lotgtghijWlvD8+6uBEjW+mcBIx6G9PfBOBLWd/2zU3YZZcpuPGLpwZ+nnoROpMBOXrK29ipUzy6wWZA0hCTgGHB4oFg5TxzplC91g9lYfHbE+bunEjX/U47yVlk+/vj95MIk0qlbFMlI80MSGOTJ/htidwaEIYFS2D42jUg4XrQeWYRC4VhXhQAa8NMEqcRoddx9hNxrL3kAufnmt4aHtrb8D/UMxZqUE1011t7Pe07QgL7gFQvY14w68QQw4iVQfBLseg6IFSu/t2vnax+XDlo41kYrLjrHAFBW3cA3CqyA3xwgT0rceYZ+8rnzJmIAw5YGHJeOhl9VhrJLuQYxEUQj0zO4IRlRg2xkP41InWtYSIz61xKGy0hEYonItxj/NOf/rTTCR0Atm3bhjVr1uD666/Hb37zG6nKZVkIIfjHX91FhM2AvPFSLctTmGGOa7DpYkiMSjXqFHwt64CM6XCdjjxb1G6aTAbEHqAdo9xofhhjhBWVAfE5FXkz3AHhwcO35ctYONJmhaGL4bhZM2JfH1dcruz4RqWzuyPweJrdTVu6OvEvHz4egK1rd0zK0TAhTAYEAIoSItOsGMRiMiDx7+2HYC0aaUeB6buln3SOGe2cQxmtRKXQ1CTMmb73CetwyU++jdZur2ObOiWzRI53t4mXRAfE93taDohoBiQq2kJhrxVY+JdTTvA9m6kBibG58UMHR/SN83w+rL3d1csPa/KwTkX1AbH1DWTBopHngDXjB4//EMdcfI63BqQKZTEsYq8Vnk06G9EW20bncy7un9Wob+7O3Pecvng3lMtM35IAiZtVCZM484ztAv9/f/gSfvqzyzB7dq1NUlHTKLP3w0DCjP6+J7vsqU4GhM0gkuA+IGHS027i/PMPC/ysElLgL7MGz82GyXy3KWfINTBgAQIOyOWXX45t22ox/pdddhn23Te4S+g/oxDiLaYmjAMS1tsj5E6xTqUDlE5SQoJP7h7eGni9JwoB1whSx2b/s9xoPnU0wgov/c6GfczfiDAqAxLf8J4y4y30tNgRLrp453yGsH1UPP71KHG7X7sTlRgGZu291NMNnpVRE/sCj6fJbLH8hPWYNNdmN5ORVvVTma6bUtt9PNH9CUDHOFcNiGl65tHoZnsMJOX8ryeifTW+/qUTcdmB7Tjt015YpENIkHJPmEaAWgQJu7+3rHQcED8Nb9zyn3p0r7QjvEV8VLjwOyAsJCn44U637hh/tn+zbBjB9/frFGTD/PcMgmCt6H0fN3zyQ17II0PDaz83WD8S0q+nnuSrpCh+2E1xWDP3/QzTqKHn9otoTRiV3hl2w93O3nDYU1A2bdbOfgfEqsnox5Xpi3fFMddc5h4I+ZtYdks50Ez5m2SWmc1tRBg/QPW5a08O+aSaAfHvqyQ6IDLra9KAvbIic30QkVhv/eCDD3Z6Whx88MGh/w466KBUlc2asIaYLobFQjHQMMTOgNShAaTPMf3Y26pc+NFgJ9HfLZ0aQTpAh3W6EbijLv+k/Qwf1KkwrLmqQ5AD4j3WN2umR19W/DUg9RYHx+kKWbzHzpgKwObEP2DDaUI1IkEp6z3XrcUFX70aV/zkNpx22v5oavI6PmF46jQbunWO6XEWWTksWLSQ14BlAcMT1JME3l8UglXIBdKHulh6+/fY0MagU3yLkmVZwinrSW129mD/PXo9x2nk++QbP8d1v7iSCiOLxHHLbins/ZlMB8S+uynIJkQIiewPQOmIKwE0vEZIVoJlG2TFv0F+8+8vR+jlfVbvTDfjy645TS1u9+2X/t/TkWOB1rCE2azuprJnPbE8NLze78owfJh+TwlITAhWoal6L++99zv1xFjXA0CB0jBbluvghZwbpRddP+i9gmTyPJvJadFhBwYG4ADACihCX7BqJfZcf7jnmNMJnXMKnHbLF7HLgR+qOT7vQ//ieQabqWg8u1BbA+KOTQksWEzmjpWw70xEXEe/0d5trcjUVUTqE5QDuOuuu9DT04PXX38dd911V+h5lmV5mu/9MwshBGaAA5LPFwJ6e5DwDVHMtdOfATFJLXtIlOTz3glYcY7bxortO1KsOhp+aEHvTnYUKIj1xfBx4Q9rrdLwmrULvN+BaWuLdhjo3xwWMZq22yI8fe8D2HTnbQCAfFMR/3ntFyPvyX4fpplzI0aMwT7xIwfg+GlvA9MIsPgsTJs2Fuef//Xo+8KNNqSF66R2WqYDAlShLKaFolFBf4VACFjvEwJLqAidGAQkgDqRvls6Fg7YcBp+ccutQrrtvvYQ7zMJCU1ZT144Hy2dHXj8l/8T+/6dPaNRbLfnwai+8XbRs8SGWIDcFLszbqUWRDJ1BZVae5lE6D1yBNh15FaB643IDhkUJgRiYft7H8DM51GuwtTYbIEnAxISaXXGbZWp6YlfeeHMv/r67S5UxbdWsBlY1jkZZFnWCoVIaIhhmsDAAKLmNOvcuA5I1f+IaETo2dzHLkKnGfIK5nVvx6vbcnjy7SZ0jB6F/phwqbNmvYlv/6kTVsVy4IOhRf4RWfLZ++5d91lO41MCHPnpi/Ddiz9Tc06Q7zJv3z3Rtds+ePOvf8dT995vn1f9zEhoX2kd4/GfvwIA8Mz9D+GNv7wkvfdDKQ274IFgSXRAiDtuWUkFgiUR3ibX5roiU1cRifXWTdPE66+/7vwc9m/I+WCEEB8fOuOABNiVxDUgBW8GhBfS6i/c9mdAgiIEZsj3HTSZ/UVeJk2rBoR5/BDfWbOCoUzu8+x7NIUYKMuyMGLCeOf3sdOnRd5vxpLdcfpXXQeFTX+yBnvpjDbPdauPWO59bsgC4uL+0zEq1MGVA8FyN8R0g3jmrDdx4Pj3Et8boBmQatSLB4JlmIHYeieSXOd66ixHyZgaWI0RmrI+69abcOIN12D4uLF170vltFtuRK7K7JMeZCwFRhaJ0Th2U8Y2u5TdCX3xKBc2HPdN+2tA/LaYLt6zurajvO19fO73v3Fou8NqQMLqQdgNAAl41gdvMr06Iow7u/kvbXOJEirlsjt2A2pAKEQ2ar3xQB6n2NAhtw8ICTwvqj9KlNC+B/Q7XDnOrjt97tHHuNqALBqx1c6A+KCZXWO9UKnDPrEx9B5s7VhzW1vgOfSvrMDCrgz7JStBvSb2H/c+Tt3pTczfnRJkEO4MSO9O0zFr79reXJQ8wPm9065JlAkRsu8jzy4EsWDJzIAQmgHxUTJeuPNUAAAgAElEQVSnUYQutcljyiQlDQ3BGhIxKbK9NVgaXkIwpnkAHXkbznL0VZfW1GA4EpNHvRaCZTnnvvBO/a8558+AOA5I1UMO6O3hd0DKg9VajKAaEN9C5DggZq1R6R3lNfKh78a5d5VhLGJhOvXmGyLv4Tn3K95zWUchaqIO62j3/B6mTpo1IARyMyD2EKrF0k/vkGOwRCFYhJBAJztuDcioyfwF6c3tbaEwlkUjtmKfMe97yBqCJM/0TBo1aYKL95aQTQqSVOAAEh1ndktGxxchFd5ec4ESVgMSV/w0vP7NNM2AmKaFeXMnAYBD2+3pBs5kdFnnoVR2781uBg2L1Dyrj2FwiyrCZtcHVvdyueza8oFaFiwKe41ybryFHi5Tkx+WRPw1KR7nJPz2rBR9ATUAmN21HX976pl4N3AeCIBxQKitKfh6l/k362Gy8/KlmLqbl70qVyh4MiBhUokgNFg834Vm0nvEDUpsuvM2fPhfr411LiAfdjMg0S4sOuQAAN61M40MiP8ZMml4XRbKxqy7Y0V3H5BYKYsNGzbEvuGXvvQlYWV2JDEIwaH7z3Z/r26SC4UiejoHnGLe658YgWl7LMLuaw4JvE/cGhA/BGt6Rwm0GfpfX3wNE+fUdkV9a5uFrmb7fpQFi6aiqe2jnvefHv49dt5nL8/1/hqQwVIVfhBYhO7LgFSZLUhAmGf1v3ij093je2vO8dybpdsMkW6OyLRfRvbajDQDAyXOXhLB56ZNw0sXQxlRDULs91upEOGNXJR4WbA43i0h6B8MqgHx9QEJkYUH7o/f/+TngZ/likUM9vcHzrUwvv+9emyIz+yZvXj+9/8X+twJE7wOChvtJCSoqiWZOJz0jUoJyRahSyxAB9zghrgDQmodkLJbA1UouL2M/PB+TwaEIdVgj28fcH8eHByABcumZLdqAzbzVrq1e1GMTaxzwq4duXwehZw7FvxvmNIGR92b/YhmqBxIU0jWgxgktC9DVDbEv54BdjH8d8e2g1Rq4XSHHLI77rnnsZrjU9tKsMBkQKq67H38evzv3ffg2Yceqbmmnqz9/+x9d5wV1fn+MzO3b28sy1aWDguIIAooIgIqKtZYo4JgYhfUaDRqNLHFqBj9qZhEEjXJV429Rk2zi2KjKBZYinSW7eW2md8f087MnDN35t4ZUOPz+aC7t5x77uycc97yvM97zc/wmzmnaL+f/KurtaCPZNp4SNU7J0dHWc0ANBb1AbsLDXvYRX/5PV64817bvcUpyD0hr6QYcy6/GO89+WzWY+e6L3S27LZII5O3Bg93fUDsoTsgvMQhre6/DpqFOoUfWWe/bAVNGS+557ugAw4dkEWL2OlJEpIk/eCAMKBTsIKoq7B6s0MnWXt2ANYourqZp5JJA21K37D1BTZ7CHAVQJXFBYzpL7UIvahCdlRETYbXPQWLWgPComBRMiCW8RwWoTMNjRwa0AFAvhIdcx/RYFCwCNWQ4sp+aNu+I5fpGSCBzIB4lKXgJYhi9oac7dgA1DvDjeHJ84BAofoZuPQ2GH7gAcznDj7zFLz96JM40FQcCmSOHs798UF49YnXEI/TN/T6fOPjbqOdbuFltNMPSUjyL+6lAhagBzdIapcb8LxgKBw2ZyXIXhVpc1GrwQERqD+bb1FJeYiHNQNCwv45BhWK42xVsHjBSqWy/Vzlx7BSBMKBw8SKHnQlebxnyIDwhu85bDKx7mwdEHoR+rCGUnzTbM3GP/PsNfjzn/9leVzggSEDy3V5bmW4/U+Yg/1PmIPbT/gxtn65ljmPTBACAex75GHgdsnfxbxFPvjBMwA6ANCL0M04bd7h2L+0Bx82G/ewhrGjceFDS3DZ6EnaY8X9K1Ezcrjjuaq2A7knHH/1Zdjn8BmYMOcIw9hukKsK1q4Nm6wOiOFn7zIgpNFDOnhe1YDwvABBqXf1VuLYZxWsb3MNSGNjo6N/gwYN8nu+3ym8uaxZ+5mkYPGUjdes+66B8lreJEEK6JkKMkpQp7ShIIvhP2nRU8/kEKoDoh5gWgZEuUGFoNXZMD+mLmJqDQhPz4A42lQyOBC6A0K/nSUXcWWyVkSFSrXwKk2pjjNwdBOu/eezOOLicz0ZF1D448r27VWKPVcqix2GFCW0m40mSMACx3Ga0UQiU0dpJyjqV4FD559hebxy0MCMTaaOO7wJD/zlasefpTr6/rgfPqlgeXgY0ihYnmdA0iYaq8P3y3uhPhczPSlCROnNWxTZGX3yAUMwZ87+xJj0eWj3gpQh6OLQSTDWIPK2hpFam2Lr3BisQnmu/SNpNNXno7GuBFMqe3BYTZc1A0K8MRgJG55jwVzTqOKMo0cyr83cuYdSd/qhQwZo69Xs6B931WXMOTjBtHmny+Mqv4umGfxoYIf288Qxdpl8+X1l4XRGVUeOk5spXvvaM5j3u1tdz5lsVFvGsjtcINd9YeC+Yy2Pkblg3QHJXaBD4HkqTdcrFSzyGnxb91wS5L2wN/BDDYhP4DieKsMbCoXtebYEhGDQstlGC/Nx3b+es2QfaClr/bP1MbavW68/bnBABHXiAMgakLDyvLUOw9JZWo3m0ihYlgyIi6hGhutFZlGCOXZBr2xssDwWVLq2e1WopUaMBirSjTPOOcuTcVVoGRCa3n8W5PpMDl4ukEToDogr3UmOmgFx00/BDnWjrV3TKxsbNEff7l6YfcS+OO+82fh8zf2orbWvCfE7A6KuBy/pAOFwJMMrnUMivrfnDohisHhWA2KqvQjZ9DIi99zf/PoUPPPsNairqzD17DC+R91zaTUghnk5LBQ3KPkR3dhp94KazbH3e8iMirInSBwuO34gCvJ1iojBsbCbq40rSAuoyY+7NxQPOuNUpjhFwz6jXY9HYuZP58njOqgBmXnQYOZzpAObSdVx3t234fr/vuhypnogTqUOOt0TSkry8d/Xb8GCBbOoz/tBEzLcxh5KcwsCr52L5qvrhRMS8lphzG8KVohOKd5TyEq2qrq6GnPmzEFdXZ2l8Oiyy3KLKHxf0HToVPC87lWqRnJhSSm6uZ2Oxlj46FJ8/sY7hseOXHg+9bXmInRAX8RkxkUtFJeft9IExFQKgISAMl+1WM9c7wEAp9x4LXUutMPTWgPiXVSDNFxpC9VNH+Sz77b2YzAUb3qApKlXhVcorRmAcbNngWtTMiA2kU434HzMgIiGKJSLInSeozas9CIDAgCxYnoX+6CDjEJ5Ho977zsPALBh41Lw3NHM12ar+e8U3jbF0scIBIJIpbzlDXvvgNBrwyZV9mBbbwAtcfvjj+M4A0fMHLEPaXuuCJ7jUBBMozMpr6/qiphlvNraCqzd2ML8PImTAEnJgNjVYpj2V5JDb3QS9NcIhPOUSCQsGZsRUydjyyNPGDI3ls8ln1OKeaU0h1XrOw3BAMHUCZ2p8GjjZIUZAbV/LdtgG4+iPSXBKs/tFYIqDU+ZppjlQjbUPKgOiKrUZJryqGlWxStHn6FSsIgi6UxnoyDw+OUNp2Pq1CZMndqEP/7xVctr/KAJGZNtcj7EEwckwGv7lvleMNd4saCKzfS0d1ieU22FVCoJ0QNJdZ3e5pMK1l7OgLh2QKZPn47nnnsOzc3NGDZsGFatWoWGhgZwHIePPvrIjzl+J3HuBUfjqaV6zxQ1YpRfXIzScv1mOqq2Ay9sKrS8HwAGDB2MAUPZURMSrJQ1AANVxbDRET/nKYtKTItoKomjXhCwtTuCvAL5cRoFywz1oBFcFKE721TsN0kySkbbBN1QsGgIKBmQRCKOysYGCMEgtnzxFaKF+QB0h65fgbMMgR6l9/YwPO7nl8rjKr/TeJ3ZOCC5RpLtYOj94OLw5jJlQHKfGhUhj3XT1W/sXwbEu/mSY4RCIU8cEJIWr2bY3DiidmBRBwuCIs4c0obFq6zCHIb3C4KhLwtnopEGiQzIlMoeDCxI4r9b5eZ/IxusDmzZgH5Yt2m3Pp45A6J+LjhbVR6zc8KSvSUzNqpTIBtGViMrGg0p49jRu8jDQ5mzyGFnR8KQ8dlvzuH6d+E5ZhbEzskKEs4dic6uhO37WGCJU7DqGO1AU8xSDXly+EMXZJfZNgQRTWNOO+u0rMYkEXTYTHXJkgtwxpmH4LPmNtvX5aqO19fdbWiaaQYH7xwQnheQTKk9YYzPCQEB6WQSvCBgzs8uxlfLlmP1f940vSaAX78li5f8bNyBEFPGteRl3yVyHP8oWN7O1y1cn9O33HIL7rjjDowePRp9fX044YQTUFtbi9dffx1///vf/ZjjdxITK3qNMryCmlYFOKIp35CiBFhqSW5gT8GiK6OQ58KpZ8wEAAyaMA5TKruNssGgU7DM2NG8QR6X2ojQLMPrnIKViTXEcQCnqow50CJ365DoFKwkrnj2/3DZEw9jv2NmW2R/BdPB2EARGwCcKzW5RUjpKaF1QqekVWnOYSb4WQOijclJlv4vdmDXgBg7SmcDPmCtsVLhtW66lgHxZDQrtAiXB/Mlv7NXByKtCJ2mjJcNcpbh5YwqWGbqrLov8LykdbqfVtXNHK+kX5nBabbUgJCKaA6VrtR5Er9QH1c/l3XfPvfAqUiLzyEUZhvkhs8haZmSMctsmA5vkwGxWfDM8yzDYUC7cyRwkHh12rmvtDxKdpTXKFj6DGZf4ry2r2n6wThykcxuMDggpvkefblzRVIW1D0hmUxYzsJQNIpCRYjmJz89HNFoGONHVtqOl6uRTLs/yEd4V8FKewgCzxQqUZ33iccfjYNOP4nKhigoL9N+Liy3BjC8Ph/8l+H1TrErG7h2QEaMGIGHHnoIAJBKpRCNRtHd3Y3rrrsOV155pecT/C6DjDarkRwOHAbXGPtceGF80ChY2meThxLxaeQZt+zNjwEAx/58EWIBydA4EQDGHTEz4xxWKdECWvTOfNi4yYA4oVBp83UQhTFrwGfCxDlHAgCqRw3THhu0377oH0tZXjtqlN40MRKiLy+dj+yx2an8ndXDkBbVCGboqUKDE5njbCGms1M44XhGBkQ9DDkJhcHM6XQaSgdUMZ/zImU9YuoUVCmZTUMNiA9eiNc6715zkqkqWC7ECOzgRR8Q0jgyZ3FJB8QJItEwU5EQADpbW+XxJA6R/HyccuO1GDaFotZm7g3FCDCR9xOvaM1linQu+OmRzOdoRejytZUMn2WaHXu8LIrQ5Xm4NFskIJQfyzCb3KD6HSQFa78Kq1ywHdRO92RG3yM2ogHknlAY4XF0XQfq8uT74qNvnkLzpofQr5a9B5qhZp2z3RNof0/yXvNSnpvnOWYGRF3fxZX9mO/PL9WzX0WV1vo+z/fbHK9tJuztPiCuHZDu7m6tYG3Lli0G5atyikf4vwxjMyo9AzKAYrjmCpoMr/7ZHPVncpF3dhsPJq27uFJw6qRRk3r4kYesqHAqzYeNm+6mqVRmg0TL2DjIgARcporrR40EYJRYHFlPp82tXHUv9fGGfcZoCls6H9nVNBxD3Vhpm0ow5J5y4G0GRAJPmJ1qDUg2hwtNzIHkes8f1prVDO2KfIMZVLCcYMG9t+PyJx8B4H8NiJcULCB3yU0zyCJ0z/uA5CiewPO8YZO8/r8vGuTSA0om2+l8o7GwyVkwPp9WqFEcZJ7/fsfMxk+WLLaMYzHcDfUDLAqW/HOm+2BXJ5tWZ5T41fcE82ohqZT2mRwnFCyaA+JyH+LkYCkAjCmOoyzs8fkr6dH04cV9iAoixsw8BAdW0h2Qmhp7O0nu3agHLL0GuSecOD4fgwsTOGFgB0prBmBkaQolYREPLl1IfW9RZQXKao3KWbnWgGTKgGTVJ4oBQdApWOZsmLp2+rr0LKZZPCefkAsuojgqXu+3SZ8pWF7P1y1c78zvvfcepkyZAgB48cUXcccdd+Dqq6/G0qVL8d5773k+we8yeIoKFgdOVv4h4MUWQ0tZq+taMNSAcNr/g8RfP2iR1JUnOXDsGOZnrnnL+PfWxiYOQVX73FxwqB6ITpoLJVKZI9lmypgBDBnfysYGLRJtB/U8JdPrQ2ryM75PRVlNNS565AFc9cLjAHTj1Qs6wPijDkfT9IMNj6mHIS2tmg3n2UsVrJMGtuOSJr0QV5VIdXu48DxnobwB+kaqOksRj6LpKpyoYGVCkAgSaDUgMK7R4Qce4Lg7Mwty7wdvU+waJcCBo+8E1AzIt4WCRaEP/fT3v9N+VmVtaXtYV9K6VmKxqIE2yHPABX++H2fecRMAoKCfbJhm2hfMheKG5oOMPiDF5XK0VnUgmVfYofoWKUxhJhEajEc7CpbNZ7EyIHVNI5jvYSElAsm0bHSGeeCouk5H76MpIqoQAgEtUk5+u2nVXTiuoR1n3Xkz870bN/3J8liQNwZmyICl19BqNQICKkqj2uO/ePlJ7ecjZ4ykvve6fz6Lq196HJEC/fzLdU+gOakkDVMNTHjRiHDyycdBUj7PTG9TMyBpoilfOGasTSko1RtLFve3OiCeU7CS6rX1NwPynaFgXXrppVi2bBkA4Prrr8drr72Gk08+GRs2bMD8+fM9n+B3GYJgzYAARuUfAJ54IEGqbCEHXhAwfIC+yahnwfEnTjG8P2Si5qjzraiha5dzHIfmT1aYH5TfS2m2ZTiEJHcUrFSc7p0HwvqGp45T4NBo43geVzz7f7j8yUcMmykNqnFImrJF/ezlVUlUDhpo+J0lCekWhRXlOO2WX1q04NW9e/Rhh1jeE8ymCJ3ZUdr9gVCdZ4w+6spH7hwFjueoGRA9kiM7+iGb+4v1d28cvw/zPdmkrM2qRbV5qjEkojym0wHUaOfx1/wM59y/GNf981nHn0EDmbb3rihSoQR4pMpCxgY0Z9SjInQuZxlee1pcgGdnQDbvtNaCxPIiBnoqz8n32thZ08FxHJENs37ozg2bjPMi52nkRumGPekwKFMMF7KLfZV3O3puohLdF0UOpTU1KCjXI8PkdCYcfQSzbsO2E3qQXgMS7+52XYQ+vDgudySEbMyGHe41dvUWl/ztQVyrrE9DPwleQmXUPfVzSmUP5g7VM7bqGhicn0AoB6XIuXdZ+4Soe1hNk/MmhioWNbXg1MZ2jDtsuvZYtkXo448+AjN+Os9QZ6XC8BeWsjsjaOAgoaRGppeZjV9OsVvIIF3AFJglMyD5JSUww3vKa25d5jPhO0fBam5uxsqVKwEAvb29uOCCCzB27FiccMIJ2Lhxo+cT/C6D1gcEyL4xlh1oESOOA0aNN24yav3J/jNMDkhYdkCKQiplSj8MqQcFx1kaKnIUB0R7jFF8STu813UanSGBwZseQXSzVseJ5VmNypEHG2ULJUgGWeFrX33G1gmhZUDMnVvdQO/Km9tfPkrMuby+VvtdPRDHzznC8p6ATZEpCzxHd0A8IWTlQLuhZUDISI4enaWjkCgoJGFH0QtmkQFJpemOxJF1nRhW3AfAaMRMPum4jPNwgqDHmvTkOL5kQLLqB8NG7kXo7Oi9PD47iEJ7XzAUNNXj6RBCIW1/6UehCG37ep3+PnPmgBhoyqkn4MZ3XkXD2NHG80d5EUteWpuHTY0K/TyTNYrGztINUvJ7jZp2IIZN3p8xHvuzVOVBc9S7t7PLtdHSVBLHkMn7AVDuBYe3g12tSfWIofrrtClKGQVT7FAUErXzV10DB1T0YlZ1V9Zjjj5Uz47vf+IcAPq+IISz21/6x1I475afIV/JBuh7grvxTrv5Ohxx4U80KWMS5GVU/RNPakA4gFOCcFUR4zpTbZQA0SzTvAeT536s2ErDVpXxvOqr4Xcn9GzOMy+RE6ciLy8PBQUFhn8/QIfhsOFI3qw3IqEBSv8L8yINmig39ZVyBOywaUMNj4eU2oCYQlnRtcgBnkLb4Thrsyyt7whZ+yIYO+wKnGSKGFmjGru2GPuksA7FvHw9s2NXA9J/cKPh98qBDYaDIpKfh+OuupT6GYBuHMp2jARA0g4KJ+A4oCqaRLHyHlon1mxA6oxf9cLjqB4u/021gkiK+T162kGuP0ctCjY7zlmoYVqQbe8HnuORT8l2mR2QTCitGUB9nEVVKyqTnZZUOoU7Vr6LO1a+izJGlpCFY+o7cXD/LtTnJ4mux5xt5iUbqIeWKIqe9ezQFW98KEJXBQl8luF1/H6Bh521KmgZEGeR2WAoYKiPI0cOhIJahnVUcQKDC40RSXK/qh/bhDtWvosrn3tUeU4fc+KxRyGSl4fTf3ODkTJFFEnb3a+sGjFJMjpVhvVqqgMx7wtljDVmX4ROr2msrYhl1Uw1GJPPClHkHCdu7QQDDK8jahTUqY1UAgtuMbpUORsE3VaQlTJzx8RjjwJA7AswXtuDKtkKbjSoTRj9kIr1qwidgx5IHFWU0OwdQK/3IB0iwcQMIeWCY4VWB8TLvkvyOPL9IAiCRvn0EiEPahpzgWtLuKGhAS+88AK6urrQ3t6O1tZWtLa2oq2tDa2t2RV9fl8x7ogZht+9LOZtLIjjolEtGF8up8LLBwwwfAYA5Acl5iY/eqiRv6gePOrL1Q2Qkzi6McbRInEKt5KycXMch0OqunDxqBY0KIoboiRSI0Zmao2ZwqKitqqIeI28kdgpWKhQ5WpJ1I9pYr5ek1iEhOPqO3ByYzuaSpylLJ/54CEMG16LUwa1Y97QVhT3r8S+xxyhjOtoCCYkSqMjDpImD0zzby661j1NknXf7k0HhOM4NBRYjWpRFF05+iwqnbn4UMXgCfsCAMoH6mpnl/ztjxk/x4x9y5XMB+Hon/vHe7SoohfwI73utSykgYLlIdcb8KcGhIRgo4JFe1sgIBhleDm5HkjgJARCQc0wEtMcjjbVKZB1Xk2HTAUA9BtYr4xj/bDS6iqD4a/LxALhPGuTRBUsiqYoGb8T+Z0lk4Kbfd6RfB372moBNZMzesCIkqxSrxLnno7nVG1LHZG8JofVZJ+1IMfyWnnwmlefRkW17ICmTcWoEyp6HY8zq7oTB552IgCfOqGTv2jqeF5RM5VhJQ5BYkzVziBVMs0ZEJI5EYpFYYa253rUtJjcu/2gYXk9X7dw7VL99a9/BQCcffbZ2L59O5W/9wNkFASNC5zjJSDtDZXlMCUtO7V/Dz7cFUNZldUBAWChSdGKIwFg4lhZoalK4aSrKWBeojch5EDJgEA1JikyvDyPfcpko2vWgG4sawbS6ZQjB8RcIK9CIjZQ1Wg58KTj4SQ3Yb5tgxG2QaXORuIkqtFrhzkTSjGq4WTt91+88hQiYgDYZX8AOwGt0+rQojhCu+T2iLSuvDOq3UW5AKLg1Fy0R2vT6xJeG52AvAbSaS4jBWvQhH2xbe066nMsw1OlsvBEpLiyXwGA7IIv6notUfaKqiGD7F7uCl4UzJuRLd2CBVLKek91QncKjrOn6wh8QFZAcuiACIJgpDFxwIUjd6M7xeGGUBiF4TTQS6kRzABaQAUAjrvqMn0+yv9FSCgoK2XpcmiZcDNEmIrQlYy+JHGWDIjTBIUdBUuTODbtYZu7A1llQIrD8qngxgEpqe7v6HW8C5Wmru4nnI3pU++lkqr+qJ3VKN9nOfQf6xdNo0y5ptnQhDL9DdUgkiQBktLExQtqJs8R51maA5kOU9kapC1g7n9G2kK0daftuR5lFMy9l/r63Ek7Z8LepmC5dkDGjBmD8ePH48svv/RjPt8rDDGl0eUoveDNpmIaQpe1Fc1PGH7ND4rUxX/4wUMAAAf1l2/wzBkQaxGweqCYU9ccxyEW0cdQv3+SQQsxO00nHDOe+roBw4bo71E2leKKCrQg82IyXwK7zAlHRA+zQWUh2Q+G15x2u/Oq38B6tG3bgUQvOyolpa0OSGNBEjvF3OZrBm/YsInHPcmAZN8HhAWeF5FO8xBFDjHlPq5tsqq6DJ08ETua17v7XOWiTjxxDjoVCkN5OLt+I/Jc5fnlB0RwkDB6xrSsxzIj5LDjsRt4mQEZEEuiOKTfw9kKErCQq3obKwNy5h034fk77rGVB6UFFwIBnprNzQtICEXDqM5PYGdbHkSRwxdtzhy8AkYdE2A0kMgMyLjZs5jvYfUJkiRrJlp19CWRM1ApnF5t8xqOCiKGFsWxpi3MzIAEeHZW3w6kQZ8XdLbXlJvkZllQ7WIne1gs5mzd5CqgYAc1iJJfXgpga9bj1OYlwQeErPYEGkvCOEcZpEy3FxkQjhhcFDnwBA1Nc0DCNg4IYQvR+ol5nVFQ6bOBQNAz2iuJ71wR+gcffIDa2lo/5vK9Q0nYeJCyohq5FK6pKFSoG5YMCOXAmzhxqOUxM1QjgFkDwvPWFLVG3zJlQDgOwaD+mOaAMLxus2MzZTJderHfwAbiPWwFmVyhXlIpywhM1HT5tObfoPOR60aPxJXPPYqfv/CY68+SJP36mjm+2YJlyHkRkco66m1bHKyvs/oC+R5b+H8PuhqeldnVppmFmhh1PEGN0svXdsopJ7geQwgGse+RsyzCCLrGu3fRLS8dkLo8YwDCvz4gWdaAMByQsbOm48zbbtRfZzKMhECAmjkRAgLTeM4riCFE1FoNK3b2NyuvoxvJn73+tuF3WqM8GpgZEMkatVbPCEniDLKpjjMgHA+Bk9CQn0CAk3BMfQemD+jGYTVdWjGv+V7IpDDF+mid3uZN/SWJPOXv75XjLI/lTwYEIB0mMSvFLhWHDOjGpBOP1faEaF4ezv/zfY7EM2gsCeMk5f+R39+LfWF4cZ+hh01TaRxnD92NqCBqAVQyA2KuATFQsKJWCpYffTX8qLFRsbf7gLjOgCxYsABLlixBdXU1Vq1ahWTSeIioClk/wAr2ppI7lYWVBh5DiajWjxxiecwynjKOAM7Q0V0Fx1mjGDQVLECOdJEHr2rImv0U/bON12JHMop6yusCgnVz4sGB5yQ0lfRhY1cIbYncDUU1mjmpv3v6EqApQGqQCK+DTAKrG6CqXJJR6pdyy8h2M8d8PhuwqCyFQRHdqdyub9YyvBywszONigLr5+Du/wwAACAASURBVJPrjIMsMuAWzN4FRD3QuLJejCvrxUe7rAeRU/AeRDpnnjsPM38yD61bt+HGWcdpj/uh8a6qu3jBRzabE95TsHQDWZLcB3o4UyNCEg2jRwE7lM8xGfU1o4ZTMyCCwDMLm/PzY/o6kzh8060fzXa9e1j3qSgaDUu9jk0F/cxh0l3BYdKPjjWOqUdmjHNyWgPCcZjavxv7lPVhTVsYVQodb1BhAh8HCoyfYfhc93tOniIAIvkQoJpW2Y21O4s9p5ECPmVAlGswuDh3o7Okqj++UGtAAkEMGj8O4486DMueet5+DqzDX31e+T/5/TkPAl41eSl8k59GvEcee0K5zDA4d8Ru3CRYHRCzM0XK8tJo2/qe643oByA7B7FYni+9QPSMzXeEglVRUYFBgwbhT3/6k/aYJEngOA6SJCGQRaOz/xUwMyA5jstB0sYgN0FJAs6cfwQAI28wzOAMk9AzCvoBmE6mNA4kTQULtMcgG/BFefpi1SL0Ir0jrZmCtXzlZuxX32B5XUWhfq+R8923rFehknVj8Sr7rrMkWIaqekm9MozIPz8vcUhzEgbuOxYn/+oX4AUen77yL/o8AgKqhw1FflkpPn/jbXqjLMkwuCfzZd2348p7sXUTnbLhFNkanb+4+iSUxOjGHNkkjQcQZajzhSIRG6uUVQMiIxgQMa1KdkgPGZCdYwpkNjTyiovQ3dZuO4ZalFxSZeSs+1FgmPRYBYuEXzUg6tiCSwoHxzMkyAGDgp3Z8Jx57tnU22pQbQmmHXmg9QkA+QUxXfkozWNnH9GLwOZaMzN1vABwHE5saEdtfhLPLZdrBEVOwrrlHwPYj/o+MlNNIhqQMHHMAAA6JZQjAhN8FhmQSEGeVhc43GQM23VCjxVZ1YcyYWxZH1ZstNJIvUBEuWRe3bfkWH5mQNwoOdohoRjbakb/pBuuRv3Y0Xj8l+xmjCyRD22Oyv/V7y9xuUkckyiNprAVlIy+ojJloGDZZEBogQE/aK9+SvGGfMiSu4HrfOTSpUvx8ccfY9KkSWhsbMTAgQMN//8BbLAiydmsK7Jr6imN7dQMCMfJDY4s73UgL0hSmtRFlzJ49dbDmQNHV6ziOExu0rnKmgMi0TdAcwakbUMz9XUisd/rnWM5VMcyRx9oUbShkyYafq/LT6BfJGXL9XaL6lgS8j5trAO58KElqKivRVlNNfKKrfKyww88AL/9+C0sfHQpFtx7O/oNrMc59y+2fgBxbwme9VOgR+mDHoyfLe3mqBkjDRkwEiRlbFhxXNO/N2M40UfGKdR7oTLqTYSLVV+jIt9BvxmaETrioMk467cyTcirgkiA6MyrHIbhGFtRKRP8z4AYHRD372erYG1cuRoAwHFWJb8KhuzsgeMG4JJzplOfi+VHIZgcZxWBLPo1cLzchLY2X75PRysGvsQBnbvZggksGV4A2L+fsR5Nu77mInSHc7z8yb8wn2P1AQGAUID+Cd0pG1qmYNzD8oP62WMnQJIZkufUQXIsryT7Sah/LS8yNsP3GWowttUh9z/+aFtFP8EmAxIVRMQCpjPHo7NM/myrc7etR5fItsuAGJoUUgIDfhR1e608SGJvF6G7vrvr6+tx5ZVX4v3338eGDRuwceNGw78fwIaXm0qIWL/9Y+6MZLtmUyp0CpaeLhVTesaC4zhKrQe0bqKGhzkO6bTVGEgzMyDG36+64BDq6yJBstO8XrPiBGY6AQCMPexQ7efCYBonNHTg9MFtKFWbQ3mwYZ/U2I4QL+p1IBRKQDqtH45qE0Wzs8HS8lcpBhwn4oyhbTnPF2BH4yQPOF5eGp2qKAE539JwGgedfhLzPWw1FvsaEK8Ck2a6WFYgHBAhIKsELbjvDsSUzI+XGRDyMBxywH64edm/cNINV7seh6dc32wFCVjgeGiGSzYOiB0FS+xT1AIpc22K7WZGa+v70bPPeXlRBAgjmcwo2HWdNxfJquB5Hp/845/6fNWgDyeBF3imChaLgkX/DJUyZnQ6vBCnCAbUDIiVmllWTHd6OYm9I5n3sBApV0/paO0UTSVxzx1ncix/KFjy/71wQGaOKzc4IOQuZqeQyqJg8ZBw7ojdmKXIGGsqiT44IGQgWOAlLXhK9vqwqmARGRDKWvFT+txXGd7vShH6v//9b4wdO9aPuXzvoW4qO3pMN64He4wbmhCrrwYJdXPiJWg1IGnCAQFHK0rk6ZENjsP67Xr0TF34KQZP0pwBYWH/wfpGQTpMJPID9CwLTQmGlEAl09NFAbXI0JtN8IKRu7WxjqzptGRsRMIBmf//fotooZVCRKe6SRiYrxtGZhnobME6DBsKEjlnArw8vCccM9swlnqfkQeKGSVVlRnHHViQwMzqTgQ4STtgyz3KgHAZDI0RB012Nd7PX3gcFz3yewA6TcgPOkAwGMK5f7gbgBztdIMBsSTOH9mC8eXGiLovhlwuDohNJ3Qt40yhdZ06vda1xHYsL2JYZ+QWGLShzNKMIACoGFiP9Z/o9ZiqczexX49tfwsWBYsGQwaEmK8XJjOrCB1gKyhxNh9uXmfky8iAj1vMrO7y3HEmx/KzBsQLB4TjOBT1r4CoSOKTQ4oUlUZtDgwKVti0ntTMcNijswyQldQAU4E79OApSfETbGR4ac6/2gjZHwqWtw6IIAQ0e+07U4T+/PPPY/HixRg9ejRWrlxpKbZ5/nn74qP/ZajRnNKQcTFls8WkRCBA7MN6Dw4HDoiLDIgk8Ro3Mm3KgFCNYGoTQlBVsHrjcdB8YKcOCG2+AcBwQQcVJvDpbmuRcM3IYZbHCglJS3IGfvSqCAdEJNI8ykIiTmpsN9SqiCnjgXjkovMt76ep6Ywr66PSAUQpt6gky0gWOOC0Qe34/ZqSrIvR1cPbi2srqCIILgq7T7nxWsYz6nslHFvfAQDoSAhIKKqVg4u82bANhgYHS+Ll6MsuxLAp+6OwohyLT5qLFIVORUYaS6urUFpdJX8D1QHxuCASsNIB7AqlzTikqgtBHgiavqwvPWEECaJIzzqPKO7D521s495O7lUT3KBEZj9v3o0YJWhgh7yCqOFeCBIfTZP7VJGM06kTpQOqUFWRr/1OOnf7HUKv/wCAoIu/o77HcIbC81yj1ZKoU2Rp5xlLqctujzMb9ORrxTQ9E+8U/mRA/JPhVUf0IqswuL4U5y+9DxIv13/Ie44aAGI7dqwMSDRgtI0kD+nP2mdTri3PSZoxTjoglhoQhxSskpoqz+ab8KkGhMyofGf6gCxZsgQAcN1111me+6EI3R4sQy6rGhDTm9TAgcp1tX+vEwdEH0e98cnIvNwHhNce5wXB8BgJjuMQIuhSRgqWdRE7bTRFfhbpgGS7ZdMyDcCeP2CmnnGy4fdJJ1rpYrQoZmNBghqNy9UByUQdLIuk0d3lxAGh0W68u7bTJwzA07AaG9lAvQdn1+gdqfMCIpLK3RVwsM6cgHT0WeJBQw+QDcaDTv8R+EAA7zz2FHo7OsELAkZNO9Aiv6uNrYyX9EMS0kQHiBY5N7iDjL+1131A5LHYNTaH13RhZ28Au+IMg1ZgZ0AEqD2PrN9l2epdmD7JnQNSUFxoEk8gKFhhtuFhl80m6znIa/ujuUdCQif1PQFXGRDl72TKgORKMM4kvRpiZH3s+kaa94QAYXzT+im5gZ8ULK87oQN6YKI0mpvjBcjZhNLqKkjbJQDG2iXRJrPEUjIbp4gS6GN4n12i1YAEeJlVEC0sMDgWdp3QAdkhIQOzapZi4o+OwQuvPYkNn67Keb5+UbBIh+Y7UwMiCALz3w/Ohz28VMEiDUo5+8mOyFnea5MBae9VUqnEglcXFbmhkBkQ9XFqXYj8DEIBawbELBWpzc+htRyO6ZkNdb4DoikMJLqVT89BoUiF5KNhlO0BE6QVpnKSfhgShpENFdcRMhn0Tr8B7XVeGp1DB8t0Kp5ywLiFmkUg+zGUEbS8/LBXDog+TiyDU3PUpRdi9sXn4ke//DkAYMqpJ2LuXbeisIKu9KZmRX3hI5sOZjtajxnm/kgq/Cnm1aV4aSi0UQLiOHYNCM+x5xoKB1wr9uQX5HlKwQLkxocqSCO5No+dEQu66G+jzrcsJBoEKXJVK8rkgITDjLoXBxkQSZLrX2rzk9p6qxk5PIfZEtfWo6AEQMnY5NC13DK2C7p2xrGU/9NqGu063bMoWGYJZ9GHDIhAOc8CSm3UqGkHGV5rVcEKmH43Pq86CRIk1IywsiyygV9F6CFl7slkAqLo3b3rBq4ckEAggH//+98YMiRzH4kfYAXTkMt1w3bZLVRgqAcBQJdib8mHiDxWKBxBVBBx4+FhLGrahRAvAtB7e5BcT9amEzRkQBTHhaWClcX1UKOHQY+0+gwp+m9hkeGPb/uV5bHCoEhQDAgHJKtP0OEVH7k8Yv17e3ltyxT1oVx4/3aoJDqe+6HUdEajvdyuiiH7TwAAjJpGl3TVxlaGdqrxfvDBTfjbo1eirEymIHAch9qmkYYooMZHDobR29mlPa72rsmESf3YAQFf1xlDZcyuLwSrEzoAcKJxfBLRSAhuN/W8fJKCxRsdkHAYid4+6vvMBpCKHc0bEBCsQR+elwzqgWZkUwMSAHBwlf53zXXVabRMhvRqKESfY4A30pJJmBXRplT24KcjdgMAfvLAXcy5OJH89aNQ2syWuKSpBSOL6feAW/Au6NqZMCBPjv6rjR5JeWq7PlaZ+oCoUNct52XwT9DXmYoAL4EXAti9eYvhtXad0AHr+ovG5HpDkWPTI90iQey5XsKPniVu4coBSaVSaGpqslU3+AFssDMguV1PM5cx8zzYi1/g1c1Un28kHDEcMNV5KTndrUQ9JUnfHGhF6BzHYXiNXgjstg8IC4a0v4ec2cOqO3FcQ4f2+7fRAaFBlAglIcFLB8T+2k7u14NwlgeEl9e2WHEQyH4KXiKTYZQNSEefB5cxCwLIRtGVzz2qOSLMsV0Wof/nv7fglJMPxIN/vRIAcOBpP8Llj/4RZ99zm/YaMhpHZlJPuOZnjj7jAJOUK4m9sc7sPkmW4ZVlQc2vlJJK1pdy30dsMiBfb6N//9LSfKMiGrGPhyJhZj0Kq0cIHxAMaofktW3utFHVYlnwtM8g5muoR8zREM90H7hxklSs3qArApL3QqZeGG4cECfBP6eg0V4Pq+livdwWJaGUIhYi4fCaToQ542d4AXUVkH96u6i6XXbEMO4e2hOCvEK5NM3L7GCYHZKAKSMSicoKbRInIRT1xmFIanuuPxSsvVWADmRBwXr44Ycxf/58P+byvQeLS597xEjLf8IJE4K3yYCQ7Cx1vsFgCCOIRlE8JIVupWQyUjoFSy1CN9aLgO6AUDIgQiAAh3sTBsR0B8YL2o2KkSXGBfndcUA4opBXJB7PbdxMdLH+sZTBQWWhjxKF9pJ206hQ77ToYY5djyMmZ8CP+4B09EWRQ12+s6hZv4H1GV+jLqMpp52IxvH7WJ6/8Z5LcdJ8q4LVnMPGoKKiCHMvPhkXjWrBWcc2ac+ph1U0Pz+nHiA0fNscEI7nMH5wIc4dsRtH1BhrJoIBtkpTJBxETQmdGpVM0T9xzJAynS4mcsgLiDiqtgNDC+MIRsLMTAzLARECAQQImgu5zlqa1zHHC7pxQCiRZMC7GhAWLZNVA2KHjt4U9OJo/bufMZjdEyUTooL+9wK+vefD3KFtOG1QO2YM6MKIYu9lgwVO0mriJlX0av2nJFGCEAhg+EGTEM4z7hWs2iXzbbkn94RwOGh1MDLUgJifDyuCESJyp/apUOvuvK4BCWpNCPeeA+J6JYdCISxYsAAzZ87E8uXL0d1tNDwuu+wyzyb3fQPTkMuVguWyUOuO6+iN2QAgIPDQIrK8SsEyevL9YymQXc/JSIeaXdEK0yE7Jh983YlDx5Qor2c7IMGg4LgInYQd7aYqmsTW3uw7dvtieGYo7M4GxaE0dlHm6ncNCABUxbIraNwbtBunmFhhbOLph0oToNBiRHn8I2q7sKadzfl3igAnoVht5sUBF/z5flw+ZrKWvT5x7lG4+sJDAByCxx+0Kheu2/gQklwQgIhJ/XpxzJULUTd6JD5b+hwAoG7EcGyC0UCszUugqaQP/92aj15q9sn+uvkhZ5pJ5tiuWWfj+HE4f3YtAGB4cQIvfyM/znOS1iiPNte8GNtQYNW3TRxeip5ufa6V0TQqo2kMKUrglkiEWWPDaqJndkDIa3vq5FLEGcFpuwZxZnCMPderGhDWOmOpYNlBEDhInASJCNIAcuTbFowvUxZO4cwhbYb5OmEfOIUfAarRpXFIEqks5Q2t6cSGdmzriaEzEUT/SAqDIOLLjjAkScRhF5yDQxecibXLP8Z983Q1R1ZGz/zonhSAicXC6Ok20twy14DQMyBTqrrQceRMPHrNjTnP1y8VLJ2CtXcK0IEsHJCmpiZ89NFHAIChQ4canvuBmmUP1o1/VG0n/t5chLTjiK0/hVqR/Dylu7TRAYlGjDK2Eyt65WyHsjlLqgNCZEDSqTQC6jks87X02Svfn6RuqQgGA1nVgKjROIlidA4uTDh2QMrDVkP626/zLjfgEnjd6DY4IJR39CQ5xILOvg+ZuZMk+plcwqAyDCqIY3JlD1bsjqA/RXXFn2trXGdRQWQYxPYYX25SZPFBjEAez3tjY1ZNJ7gtAra26/zsq176O24+4kQAwJjxeoFkRWUJRg43NrbMiwgA4WBM/bGszNYyVFZ1ieblA+gwvOfEgerv3Xj5G6sKFKOBNQD4YhjJY9k7+nZ7zciDp6A3uQtRYus4pq4djYVJ/H1zgWF8ErGITWE4I/u8dnsfqgsDylyNrymvr2UabCyFLCEYxMxJepaMNOQiIQFxRjmBKwoWI+vMA9ivvAcdSQFftLs3mjIZnaEsKFg8z4HjJUhpd+uM1UNIdT4AIgDoKQVL2cNyDKKYkanAPxsMyEthB7HOQlqjPxETjzsKADBowjjDe+gOtbWR5J7MgESiYUuNx4Gn/Qjbvm7Gu39/GoDzGpCqvCSG9nhUA+JXEfq3gILl2gGZPn26H/P4nwDrxq+KpdBU0kftV0FDtSnaTDM6s0Hj+HFa87qvt/Zqm2BhAWUT5vRCMoMKFm+lYHEchyBx8GoyvJQMSCgcdFwDQsLOiHNzVc4YYuweThpGnvYnMBnJQwvj+LIjuw3miJouVCvKNpoRRxahU6btJlhgVNTiqBxv1p9sTr1MXWGpkfnS+8F0L4wu7cP7O+XIVH1+AkmRw5aeTA6pdT5+HIbkeJozxskHsfOAhBXDihJY841OzQSAsppq5JUUg+eAay6cpr12+7aHM47XP5pEYVBEwYIzgVbA7hIML47j1c35lvkHbN5Erls/7wUzioL2NQCk87GoaZf286RhpVj7FSMDYuOACAzqyaDKCBJxuqN/8BmnMMdjOiCBAA7bv0H73bzOZPosJQDkqgaEHlDrH0tqtT5ftLsvyM+0zgQXSl3ae3gOaV6C6NIBmXnuvIyvESl7bq7Q7lvTGjqxoR1PrC/Ketw9sc6CvIgQLxqClGaYHRJAlpE305/9pLeZmSjRSJCqKnfidVdg2VPPQZIkzeZJxuMIhsMWypbaQJPjJAhpbx0QvyhYezMDkhP/o7q6GgMGDPBqLt976MWx1kWpNuDJVJCeF0jjJJNajleR2f799KhlMpXWFmpBvpXrTXYJNlCwlAiBWQM8QCmIBOTXpIgihXAkmFUKn7Vh5wpjxMg/mcUj6+i6/JkwvKgPw4vjmuOoOaMZZHjdbOdmBRkv4YdRL5m43lMqZSrVvCG7cXxDB052oDY1uV+P5TH/HBCjIXfJqBZcPKoFB/fPruhUherQTK3qxqKmXaiIpPCrN17GXY/d6nqsUwe148i6ThQpGUK14Vj/aBJByroYRVHsceqA7MmGblOrelAZYavA7OqjG7t298LACrZzy8qAAMD2Tt0QINes3ZlgR8Hq6dMDVeQZkRTZLgHLQaKB5dyRQgOhLP6WmdaZ3TVkgee4jNkwGooq+2V8DW3PzRWsjH5tvjvFIousrfa38k5IAzDeC9OqunHByN2YeMwRBgfkx7+5Qft5zs8utoxBk4f2l33AG9ZZNBZiOrd5JcWGbEeiR77HBRNFK6TYP7wg4ZDBrH41HIqK6Jk1GvzLgCg1IN8lB4TjOFx77bVoa2vDhg0bsHHjRrS2tuKaa67Jirv/vwSNM0sxkqOChEVNu7CwqQWDC9kpseKQ9bD3KkowcpjevTORErUIST4jDa3WgOgULKK4TExhVnUnRpX0AeAMh4a6qagULLIwMxIO55YBoVBtcrkq/hlG1sO7wWEBsopYQMQRtUYjlXZ4izlSI8mMh50DckpjG8ooFDY7+EFrSoNuGBUb+k/YX5NBhda/hV8OCKtOYd9y97KbFZGUtn+YDaMfD27D2UN3Y96Maub7M2GQ0gGeh9w07NRB7TimvsPyugkVVrUnOwrWnjCMWBhnc527kvQjcltryjC+U9gZzyLIdaZ/7vq33wQgoamkD1VRo5Fm7seigg8IeP6NZmI8/V4I8mzHwE6i3fIZDq5tLOB+rUgZjE4hC46uSsEC3AVR9GJpCaOK+3Dm4FaUmvY4P/Ywu5rGMwe3Up1+GhY2tRh+J/cwb9eZ1dE/5qL5yCsp1n4fN3sW7lj5LkU6WsLY0l5UUim6/tEyAaMMdzQcslCsVBSUlRqck75uOUAVCAax//FH4+fPP4bS6ioISg0sz0sIB6D1O6kbPRJXLb4ca9pewbLVD6K17VHsM8FZnxBN+vx7qILlmoJ10003Yf78+fj5z3+Ot99+GxzHYcqUKbj++usRiURwzTXX+DHP7wXslJr2ITqAHl3XicWrjN5uSSiFimga1TFalMAbw4gsQEwmRS1imReTi2J74iJiYXlDDgYDFroVB10Z65qpEoA4RpXEwXF6BiSV1pvlqUXoiZSEqLK2IrFQlhkQdqSzIT+Bt7c7jziQkPagYXRcQwfe3R7DezudqQsFKSl/WsSITsFyPleOk1W1JJHPWIh+ZG0nHv66xPHYXhv15XU1RKdb3YgbVmQ0MgUOSNt8JC1a7wcdgBwv1+xSRBBx6qA2qDakGujgOP3wLqIEMNxgaHEcHwIIccA0RfmsNi9lKeY2f05RKI3DqtlZPsk3wyi3a8u6WpKkSDK7vBdYxnMirTdIA4zzLSuK4NTGdln8A8B9n5cirgRazE0KYwERQwvjWNkaQZLoz2QulA4xovXZOCB2zVRjARFtCXeUqcwZEPfEDZ7nmGdEiBeREHkInISCoHG+KuVmEWHIn2Wi6fpCI1X3MEqwsiySxlG1nXh6QyHs6G1mFT9gD+9hjI+47aM3DL8PK0rsFYquOr7WbiAa0hgcZhSUl6F9+w7t90SvkgEJBnHSDVcDAI654hIIHA9I8mf0pDhECwpw8S/PwU2XTFXfCRTJ/VEefuwXGDPozIzzVVWwQhQKlhAI4IY3XsaO5g24+/QFGcdScfY9v8VBE6cDHcYMiLmzu99wvZLPOussLFiwAEuWLMHKlSuxYsUK3H///TjnnHMwd+5cH6ZoxHnnnYd169aht7cXy5cvx4EH2jfjmjp1KpYvX47e3l6sXbsWP/3pTy2vOf7447F69Wr09fVh9erVOPbYY32Zu12UnkR30rqpzB3ahiNrOw2OigqvjLgQ0WE2mUprm2BESfP3JnRaVSAoEJK7ZCNCwRKl4zg9A5IkOLiScrwnCEswGg3nRsGiHIb9omkcV5+ZdpMXsG+U54dhZD68J1U676lxXIP1O9E2bPpd4fxeefXdDY4NuZKwPafeDK8dkF+8+Di10+1sU6booP72ssG0b+kHHYAcj2bIOekLEhVEzKzuxH4VvSDtR1+oIcq9GTRNlWbskDh7aKvWtIwGv+tr7IxkWzCmk84yMstyQAK8bPxzFCN5TGOR5nwARsEHsxTycfXtOGRAN6b270aYoIc47VWRHQWL/Z5oFt3BM9aAuHCSbv/T+wCAwrIS5h4m71kSLh7VgnlDWzGEYCDwgoB8yrngZr7ZIJOt0FCQxBBKlhaQA26LmnbhPKXRIgm/9zDy2jr9hOkD2FRTPxUoyfEBuQbEXNOhYsKcI7TMTaEQx4yhARSF0qhsrNffX1gISPr1DQsSooUFhPNhRFNjCUaMGQQAmHTIBMw8/lD85Z/3onHUIMPrEkmVghVBtLDAwDRqnDAO0YJ81I8ZhVDUWEMcikYw5dQTcdWLf8fIg3U7ubyuBqOmHag1pEylZHutauhgfLDtZbyx7V97jM3k2gEpLS3FmjVrLI+vWbMGpaWlnkyKhZNOOgl33XUXbrrpJowbNw5vvvkmXn75ZdTW1lJf39DQgJdeeglvvvkmxo0bh5tvvhl33303jj/+eO01BxxwAB577DE88sgjGDt2LB555BE8/vjjmDhxoufz1w7DDHUKeUFJ6TYuczjJ4kcavIoShA0OiKhFyyIh1QHRD5NQUAApuQtA6w0yvNiU0iMckASRAVEdkGRKHzcSDefUCV0UOWp0v6EgiUVNu1BvQ3P6yXCrJvyeKjwmsV9FL6KCmLEeqCRsPdxpKWtaHxA3GZDN2zsdOyDkZ4UdGB+SQ8PIKS5pakEk6IB2Q3HkSdAyBf7fC7TAQysyHeWHVHWhqSSOCeVG2pNX6ngktHVm4qbTqKFusDeuLYkJ5T2oy7PuDczO2sjOkGM5IDwnG/806k1lqTEbXkY4+eG8GIK8fEacN7wF/aLyc/uU9WlytZKUmdakwk19hZNrS6tZyLSvZaLduKFgTZg+CQAwsCDJnO9pg9oNfV6OIurxeJ7XashY8COr4IQuNpURRCGb6JqhO6L+K/llCkqoCNpct6274obxVexqz542JItyWh39cDgIPhAABwmNBXGD87zv7FkQggGEeBEnNnZh1qg8HFbdiUPPmYuwIKI2L4Eda9drr+d5CQIH74p6yAAAIABJREFUVFSVY/Nuts0x/eipuPn+n+Htf/8Srzy5EKcdWoevV92FAQNrAABjDzsUk06R7dUx0w/GjW+/ittXvIPGCeMQKcg3jFXRINvB4bwYzrj9Rtzy/n9w/NWXobyuBvP/32+119WOGoGSUAqHKPdPQGG4zL3oR9inrA8HVvYgLT6HJS/eo72nqobd1T4XuKZgffrpp7jwwgtxySWXGB6/8MIL8emnn3o2MRouvfRSPPjgg3jwwQcBAIsWLcJhhx2G8847D1dffbXl9eeeey42btyIRYsWAZCdpAkTJuDyyy/HU089BQBYuHAhXnvtNdx6q1yYeeutt+Lggw/GwoULcdppp3k6fzfSerOqu/DCpkJHRWdeRTXCET3FJ4qSngFRlFZ640QGJBBA/9IwzhrSCgyM4fGNIsBx4AXBYuQHAoKeAUnpDogqpUPWgEQjwez6gGjfnWNKxQLA8Q0d+MvXxdjZJ9/6hcE0plR2M2kCe6rwmMR+Fb3YT+HQ37O6DCnJuKlXx5JMbjVtvrLilfFz3H4bp701ZINNQlU0hVMG2WedJIm4dz1UkKFFkWmoy0tgY7d8zxcG05g/zL4pmR90AMDeGQ0LEhY1teDJ5kJtrio4SDi8pgvDiukHnOSROh59rsZ1ZhbGAICavAS+6Q4ampiy4H9klh1rI+e3eFW5VsfUEg8w+4QEQ2HEkY0Dwn4uGODACxLSJqWmsXXGLEdjYQJr2sNISxzC0QjGlcl7RcS0J1TWybU+ZMAr03xZfUror3Xm6K/cHUFvmkdvikNpOI1TB7UhyAP/3JxPfU+mdVaWH4DTHWxydQrq3ifYiMAMN60hgZOQljikUymLMhNrvntSPAEACkMiFjXtwn2flSKu3N9H1rKdD3I8L/dbgL7O5g5tw8ub8rFfRS/e2R7D2k56EXVa5LS/jWW+Egce1mv70JMf47wzDkAsy/ZePK+sM+JeiESCKCyIanUzu+MCHvmqGKJy/wwYOhgTK3pRFJbnUp2XQklFGc4fIb++ZWKDYXwAqKrphzij+SgA3HPj8dTHv1l3P17fmof6/ARi3RF8vgqoz0thyuBWvLsjhgv+dJ/lPZc+/hDe+MtjmmQ6DaFoFOfccT3mDt2NjetlqvTU6fuADwg4eGK94bU/md2Ai8JB9OtfhjWf3cscMxe4dkCuuOIKvPjii5gxYwbeffddSJKEyZMno7a2FrNnz/ZjjgBkebPx48drjoKKV199FZMnT6a+Z9KkSXj11VcNj73yyiuYP38+AoEAUqkUJk2ahMWLF1tes3DhQuZcQqEQwoT8YUGBVfOeBjd85CFFCZwT2438YOYoQi4bYErUo3yX/kRPFUqSpG2C6nftS+pzCQYDOHpCKUrDaSDM4/TBbaieUY/R+VMskflIJKjJO8ZToq7soRahp3PPgLB4nTT8eHAb8zkz9mTKmoaLRsmb28ctkYxRe3I8L2tAJDgz5FQsMhU+MsclDSNPaULOru0JSt+KriTvcp15HD20MYxUnDBQNyw+aYlQqZhm+EkNyeToA8CPBnagJ8U5KkT27do6dEZVHN/QjnoHQZ8oL6EL7q+tnYEfFOiO/pb2NAZV6OtucGECF49qwcrdYYyYVMmM0FdV5ANIuBLScJNdcOroqz0zdvUJKI/oQawZ1XTqTab7NuqisP0Pj7yNC+bJ9BOVmqnW79jh4lEt2NgVRF1TYcbX+t0nKtM6O3+klWrFwp6mOqoiKbIcu5xZ+rhFjrg7Oc9ISpPx8dzmrzn6ZHAvHMTEMbqqa2k4jRMGtqM1LiCe5tF5zARLlnlGpR60OmZKDb6QW+Shqy+FwpiAygHlrqStSRys1Njt6pXtL1Hk5PqfOv1abuoKIhoQ0ZPisTsuYNrPjgSPLghKBobn5P8XhdI4uv0VJHr7MLJytzYeAJRFUzj9otOwzzBrlqOl4ynke1v7boBrB+SNN97A0KFDccEFF2D48OHgOA5PPfUU7rvvPmzdutWPOQIAysvLEQgEsH37dsPj27dvR//+/anv6d+/P/X1wWAQ5eXl2LZtG/M1rDEB4KqrrsL111/v+ju4LYh0YhSR46mH7T/e3oDDp9TbvUXDHx7/GOedImtyR4m7obsnAT4izzekcB8TyTTSohzF+/zT2wmFEKAgKOLoyQNw9GR5Abf1iCiOyc+PGlWLsCKB05sQ9UWvXI80UQMSDgezagxvMLhFDrlpX+nwK+rtVpHF0WYNOh2ARsFyBckDLj0FBsNoL3YRdr/OPD68bdTxaHDifJDj+eOAKPdChrGdqiB9W9ZZJucjmUwjGBSypt3YMZyCvB44IZ3zQQxZ39GlcYwuZQe/hhTJUX1D74cM68zrDAgJ0vmwg5fr7OMVGwEAm1tTjrO4KuocSt7ubUffDb4N68zpWQYAYOxhEnLzQbQ9l7gXqisLLMIkNXkp1Ci1axMWHgoA6E5I2NHah4GVUQws1s+O4pjaA0REe08ChbEoKvuXobY0yzSNArtrqzNk0hnv14pIGii0tkPgeQkP3XkS9T1+Oh9AFjUgALB161Zcc801OPHEE3HCCSfg2muv9dX5IGFuoMZxnG1TNdrrzY+7HfOWW25BYWGh9q+62pmsZTaKLIk0hy099n6ieQPc3mLlhq7eROlrIAEvPfOm5fG2XhGJhL5hR5UMSFdvSjNmSefjtpda8N+teXjlg23o7ZMXwX++0CMFh8/cByHFAakuCerfX+M769e6sDCW1WYr8zqdR+mdwr/IrLt74YOdzppUOs6AOBpNfb/kar49KWffyWAY+RQ99BK+OSCCu67Hy3Y4vBfS/kVmAWfX953tzhTd9nYNiIpPWiL4uoN96v70iscBAImUdb4pB1uELQXLkAHh0UURI1Hx0lccPtgZxde7Mhv1utEpZtxb3QhMub226zuD2NSV2Rjz8l5Qe1RxnLP5ZhOs8Vsq1st9bG9Qikns7BXw3o4o3tsRtV1nKiRGBkQUxZxCjDxFKfH0o0Zi5OByAMBf/rEWC35yL35969N4eWUPPt4VwZcbWhFPc3jhszSat8n2FBm0VfdvjpfQ3inT9g6dNiqHWSpzzXBt13aEsEy5pst2RPHu9hje2hbD61vz8MbWGLb3Cpb7+qv2EB588D/K+MYnB48yllf4CccZEFahtxmbNm3KejJ22LVrF1KplCUz0a9fP0sGQ4Wa4TC/PplMoqWlxfY1rDEBWRZNlUZzAycb4Ee7Ipr+/92ry7RuwsfWt2NgAd3DJaNxm7sDVOfpmefex6gLphkei6cBibLjbtjWI0ddlPmOHV4FYBc6uhIIUkolNrcm8HFLFJ8v78Bdi5/GgpuuxNtf7sRx42Tp27Z0WHNAoiFeM4w4igNy+lmzsqJgAfJCTaeFjJvgvZ+VIkFyVYfsphZ0y3Pzy+jMfC/8fk0JulP6BX9rex4ETsKY0j5NAtWMNIUOQO0DQnmovU9CUcQ6H0lydsDE0xzu+7xM/nxOwiWj7KlYbgwjN3BDF3uiuRCblNqKMC/a0hn2ppG8eFUZyDqed3bIa+uAft2Y1M/ac4Mcz0vDSHX0JYlTri977G09ASzbGUNEEDP2NPk2OCAf7IziLUWue5/SXhxCkQbdskW5PyiGEUlnZc6HMo2kCAR5+Tlyvpu6Q8z6mXe+6kVZXRk6dvWhsLwMAwsSOLZeprx92hLFJIKWJbqoBRJcLES3DggpGzunroPaa0cezzvHOa2cLTzP6Y6+zXx/t7rc8Ht+MI08QcT2viDOG95iqbMhx/M102hjbi9epc9Z4GQ1Lxb8UMYDMt8L5Bx1SLhwZAuCPLClJ4ABMYpKnrbOjPuMKEq5ZUAYGf0JI+TGk+u3dGDpH/4BALigaj80jq/DG498hKlnnIyd32xEo9CF6WPLtPdt6QmgkMguDamWM5NHTtIpXQVFp6Kz/f8AAH0pjnovPfzyWpx5xCADLVid684OCXMu/Qdmzj8dAichJXFKxobDrUefjJ8//5hhrN+dNh+bVn2O21e8AwBoLIhD4ICvOkK47ZjTcOqRZxnGV9H8eTN+fP5D+Mt9Zzm5lDnBcbxj/fr1aG5utvwjH1+3bp1vE00mk/jwww8xc+ZMw+MzZ87EO++8Q33Pu+++a3n9rFmzsHz5cqQUrWPWa1hj5oJMacreFIfXt+Xh782FWPplieZ8AGA6H+R4PC/h40/WUx2QNCU8J0l6M0ASyVSaGvVu66QbEQ1jRwMARhw0GZu2dGBjd8ggzXvjzw5DYYRI/SnfS207kiI6qa/4qiUrChbg7EC8e3WZwfkAgD9/xVZv21u9Hx76qtjgfKhISxw+boni9a30viZpirGRawaENt+OBG+JqpC/O6ET+V0QyaKLLfm8FItXlWPxqnLN+QCAuMjjzW3siL1f94K2LzCumXx40597b0ce43D3s2jeWbRTXdW9GWTHAR/XmQNHXwXZdLCT0YCwtU2pW6BQQ5xkQKgOCJHEIK9tb4ozjNmZ5LF4VRkWrypDX4/sYIRjcjasuTOEe1aX4YE1pegwzZ2k4m3utL8OLlR4Mzr6bQn98f/3WSnIe9guS+rlvaAqNAqEc7euPYRXvqEXwJvRlRSwvU/O2jyyttjyvCyk4f06y5TR70tz2h5GIi1xzOJ+eb7ei34A7PPsn5vzleAJDRye21iIr9pDeHZDIdoTlPtIYl9bO5aKm/nu7LOesxu36qIacaXnR7RQdipSySTWbDDWkb76TT66FCGbVDqNlk6jvba1m0d3Rxd+/8JafLgF+GqLNbgxtOlizJ29EDx3NPqVnYwVuyP415Y8PNos1yH17G7DC4vvxefvfYi4yCv2IYer9z8UO9dvtIzXumWb4Rqt6wzjq44wnrrpDmxftx5Bpa8I6dz9d2seJEnC3+5/Av0HzMNLb21gXEFv4Hi7GTduHPbdd1/qv9/+9reIx+PYvdt5MVQ2uPPOO7FgwQLMmzcPw4cPx5133om6ujosWbIEAHDzzTfjoYce0l6/ZMkS1NfX44477sDw4cMxb948zJ8/H7fffrv2mt/97neYNWsWrrjiCgwbNgxXXHEFZsyYgbvuusvz+ev8Xp5qFH7WFgbA4ZvuENodNG9SaTmkAyKK9FMwnaan6mnzSKZEiAYHRL5Nurqs0bi/rS0y/K42IpQY8/iqPaRHYZT8W4o4Zd/8z8daNPzfH8q0vjWb7WUQtc924ICkGUbe9t49rYKlGsnWJfjO9hh2x+2Tkx+1RKmGJ22+tAwIbfO228/NzvO/t+RjR69xjmaHJJ6BUqRLQu5Z587OIF6+i01v8l2QwCEFi4Z3TVQn0jDaW1kFlU/d54CS59u1tekoTaI7yWFlq97Uj9UBvaOt0zAeRxze6SyLrUgng1xnu7ftRB9xrybSssEBcFoEgewDklIMki9XfGEYn8yAxHvtFZ28zIBs7wngk5YI3toWQ9K0z/Wk2GvQy8xdOq1GkfVO6Lv7AvisLWL3Niq6ktYzQlIi0PJn7Ll19twGdnH8ytYIln5Jbwa7JzMg//gmX1lT7HtqY1cIL2wqxM4dbYyzmUXBknKiYJECCms7QlphPCCvxy07dIGERI/sgMQUBySdTGHjNmNT1U1b2/HaN/LzXYkUbn14heH5zVtlh+Xcoxdiv+qj8fbrxucB4OvVzdrPfZ1dOOqgCzH30HNxz7zzAOidy5csuAi/nnks0skUdm36BnElGPF/v/g1+rpkx2bzmi/R2SLb449ee6Phc3o6Og3jfdwawVvbY7hrVRnmH6mLL+3YugtHHXQhRo+7FDfd+Q/rRfQAjh2QFStWWP5VVFTgj3/8I84//3zcdtttaGxs9GWSKh5//HEsXLgQ1113HT755BNMnToVs2fPxsaNsvdXVVWFuro67fXr16/H7NmzMW3aNHzyySe49tprcfHFF2sSvICcATnllFMwb948rFixAnPnzsXJJ5+M999/3/P5G3ozUDaVlEuu50ctqgOid+VNM1KTqaQ1vSlJdOM0kUxBEq0ZkL4+Y8r83s9Ksb3XyOnliO7ob1Giyc1dIW08QXVA0iLalORKsi+uRQk7FIcnEnV2WGQ6ED9vo8sAAsCja4upEUz/jE4273+Zw07oAPDsBmMRKs0wyjUDIhDFser4EmUM0XTQLP2yBO/uiOLNbTG0xa1bjRtqiBuo11aSrD1h7vs8U68iDt0Mg9n/eqDsa5fe2xnD/Z+X4vdrStDSJ+w1w4jEF4qRt6nbAe/fL8NIYDv6JJ7aUGQwgLoYBnJnew9EhnPnJANCA+m4kNe2r7cPvcT+kCCud+XggczxuruMmWpyD0szogwtShTYDf3VLtO4Oy7gre15+M/WfHywy7qfOXNAPKBgqQ4IkQHhss6xW+FGYcwtWJnG5Tuj2Nxjv6ZYAcw9VdP41vYYPnfh5EmSRK+/YdSASJI3FCxR5JCWOOzq04Npu+MCkgk9g6Ea+LEi2elLp1JIJ5JaFu2lTQV4/s77EFfuaT4UwksPPWH4vM5uo+108dm34je/szfqv/nsC2xe8yXaduwEAC1jAQBt27bjhulHYfFJc7XHlj/3En4xaQauHH8w7jrlbO3xD555EZeNnoQv3/sAyb44PvnHPwHIaq4A0JHi8cHOGB66/Fo0f2x1jFZ/8hVuu36p7VyzRVYn3r777otXX30VL7zwAt577z0MHjwYN9xwA7q77bsLe4H7778fAwcORCQSwYQJE/Dmm3oR9bx583DIIYcYXv/GG29g/PjxiEQiaGxsxAMPPGAZ88knn8SIESMQDocxcuRIPP30077M3crrNIIVnWdBXYDGDIhEjW4nU9YMiKT9x/TapGiQ4ZUIB6SHyCwmKN+BV3hVrExMMqVG8fSmV6mUqM2Z4/XjIaXMuaHU2W3KMow2dAWx9IsS/MMm7S6Cwz2fleOJZmNkyfcossu/uRnrOsN4bJ2ehaJmQKidCB09BAAIhQSqA2JuIGX+vS/N470deVi+K4a/UukL/tJuyPmqSDpw8h/+ihE99I3SRDfkVuyO4C9fW68bC31pHt0pAQ9/XWIYi3V9/7nSvk8LC04ckCfXF2Jlq+zwtyYClkzpit1G40SjCXlODclMF2tP8GiNGw227pSAL9uNRbLrO4NIJRJIihx1naVF+R8Nazaxuz2nDBQs/domkyn0MRyQz15/mzlep8kBISlNolnmB8CKjb246TdPK69hDmuBwdE3fe+HvipBByVjoCIaYBvAXq4zjYJFBFG2fP41Xr7nAazvNBrxm7tdi4I6WmfZgrXO7AJpJGjnnd81jZkcfUA2ns2QRJEhtMJ2QHKB0QGBgf61oy+ANBGwVTMgUdUBSSaRSibxWVsEi1eV44v2MFLxODhlD+vt6caOb7YZPq/LtCZTqTSuWngvCgtOwhPPfICamnnMuSYSaid0437U3dauZTwMYycS2n1P4oFzLsbP95umsVNUh+bp3yzG3T8+B5++8i/mHPyCKwdk0KBBePTRR7Fs2TLs3LkTI0eOxEUXXYSdO3f6Nb/vFeTsNvvwtulXYwsyqiGKItWSpGVA5PdaD4JEIqUUHhvn2tsbN8nUURwQIgMSpkQzSXlJQdn/kylRc6YEgdcoWIkEfc4s6PQF4229bEcM7UmBOl8zNnWH8Ohae4PeC5hpN11JHpu6A3joK+cGpwrS6KGrYFH+DrSBWF+RQseTYJXVjNhEryXKtfdDpQkwGrHmdebE4etL84Z7QDWW9ySl6Z7VZfjXlnytYaZbOInMPv/E667G3N4rYEtPAG0KPUn9jESas2TiNnaFQK43MlPa3BnEv7YYjSM9A7Ln1eb++nUxNfjzX6LO6s9fFuOZDYUIhEJIMBwQUZLogg8AvjFRNkikGBmQQZVRlIb0NZYgnJHuVnYvo65OoygBOVcaTSyVTCGVlCNL2WRAAPeBFDV7T4PbdbZ2Uxv6GEcFLQPSsvEb/PP3f8bHpjmoAgRuoLEPOMlTIQ2AXTPabuPYkaA5Kr5LiSv36Mrd9OzHH85bhLt/fI7lcUmSsKad8h6mCpZ3GRBR4rCbCEDs7hOQTpIZECsFK22yp5KJBF64/W4AwLbmZnS3GoM7HV30+tmurl6cdNyvsGXzLuZcE8pcAoEgeN7Z394JVApWZ2srNny6yrNx3cCxA3Lvvfdi9erVKCoqwoQJE3D66aejubk58xt/gIZMUoBpm0PyTxROp7r+LBkQiiX59Wf0vxVNBSuRTJtqQJQMSE8CX7TYLwA1AyKl05YaAQAo79mi/RwMKhkQwoIOBPT3JJPOdOO1z3apysLCVsJY0usU/DWMNnUH8URzccbaDxrITul0w8j6Hmq228V83RJwaYeFH30qAIDjQUg8Z3cvkHUitEyjlzBH6d/aHjP8TbPBcoXGxzKM/vJ1sVZcacbWdvq6+9vaYjy2rgjq0btiVxSrWsO49/NSrOsM2xbwk6B9M7/uhUz1NW9tj2ldpM0g6y/aEwIkcGjdug2JNEctlE6LDBoJgLhNMCVFRHVIRz/AG9c2mQFJMP52ANDZaayZI2mZNAdEgoRUUjfUncKwx7isX4qneazr0PfZlbt1Y9ltbdgvb3qaed1VMZT8sJ4BCQXkyO96kyRwJrl7ANhkypL4RWmSx6TvYU6yuDI4vLwp31DPJNoUdecCs8JYn6nO7ur9D8VloydhzVvvoX27NWDNqhnlbDIguXwDcp2lRT3j2ZuU8HVnGOkUkQFR1hpJwUqZVFBT8QS6d8pNCXt7uiGJInoJKm97u7M6VhrUDAhgzYLkAjUDkkja14X5CccOyLnnnot0Oo1+/fph6dKl+PDDD6n/foA97IxkO6OjLSHgntVGNQmWA0JDR0cPkub0uwSqsxJPJKkqWNYMiBVqEbooiviyw6o2wiXlhctxEgKKZmUqmdai9MGQ7uCkKLQx+8+m0y1y2ai0w9tn1ZCNDvTxWSDvG3ojQpoHQjdEaKDJ8L7/7Iuu5kgbWddN9/HwJg7CT1qcc5I5YsZqZnJPZUA+cFEDxMJHyhha1Ffh+C/bIYsXLJx2EjX4AAAH7n8JfvvHd7HBck/K9ElJWQvrOsJ4bXMBVJei0GFDR5pD5De9jbbfLt8Ztb3WaYnD79eU4IE1pVp9U6KnV6FgUeSuRbaQQzzBVjGkOyAcNm3vYlKwEn1sWeOODiMtY227bNzvjAvMQvmkEmW1a5RohsHRz8Jh/qpDdzrICLRbdTzRph6ADG6pe5gQUO9r85w5rPrPG7af9eo39Jo7r/cEcsxcasPWtEfwhy/0ujf/6u70+5bW30Oto2CBRamydUA8UsFSs58vbirAXcsCaE8IRgdEWWsBxfhPxuPUDIiaUUgqzskLm/R7pb0t+/IE0gEh60ByhXm+ewOOw6033HCDn/P4n4GtA5Lh/CaN//d2RDWrjjQ602mRuhmn0yJ2daVRVaT/ySXQF34yQZfh7Ysn8N5mHsPLJaxupRtznJIilCNPHD5ri+DQqg4EFMdEpSbyvIRgUJ5LMqU3FQoGdaMn6ZKClUl+NRvsKaWmzxzyemkwUrCsG7ZD/4PpqfHBgOXaduxyp3hHzYD4fHiLaaNhtMbFNVb565IEvL8zhvHlfZb59qQ4x52+M80VyD1zZxhTyyiI2NwdwHMbC1GTl8QHq3fixtkzAAB9PXoU/f2P1mPivg148dUVaP5iA64852Y8/5+v8Pt7F2B4sXxAdezchcKKcqTENICgxnlW8cGuKMaW9VEFB0hQMyB7wDAyw8knmaWw06kUk4JVWyKgJ0Efta+XfcgnKUayJHJIp0WlWFveNGvzdCcmaaNmZaZg7egJoAhAnzKmBZL7YA8gryd5nXGKoy+PsYOhKGgH0vFR6wic7rnllWVs9qhIXlslyBVgG3HNH61A0yFTmc+b61q04JyHa1eFl/vCk+sLcUJDh+9KfvEUbwk6fvzya5kHYJxRHEfvAyJ5SMHq2N0K8FUAOESKZaaJSDggqbg52xE3ULTUx9TsREIJsm4lhALa27N3QEQxjXQ6BUEIaE6DF9Dnu/cyII4dkF/96ld+zuN/BnZRjUxF6CSPvi0hUDMgaUYRejqdpixYesYknkghGOAtNRViKo2uBIelX7KVhA487UR5ZFE/0Hr6UijMk2/2l9/cgBmjDgDHSwgr2Y5kKo3yPPkzYnn6Aksy6lZYYElubqNQwVR89NKr2Hf2LObzkstonFOo11aXZM7+kCHvG1phN+1v7IaCRasHohWzPmJTME3NgOyJ6CERQXbzKWmJw72flUKUOC3DJJkO75e/+f/sfXmcHFW59lPd0z0zWSdE9oAShC9hU0RBULwE0IsCoih4FfByQUTQqCwqi4AKCqLsq+wECAHCGkhCIDsh+75MZpJMJslMklkz+3RXd9X5/qg6VeecOqe6qru6YYCXH79M13LqdPVZ3uV5n3cofvSFroL7mqs+kExadzRg6n2P4uf/vk16XmP+eGfHUKSMGDZ3lXNOjFeffQcP33Uh6nbswRmnXYdzzvk6XnvNrX/0wcRXsOOq72DMV61Crbd+5wcAgH/89VGccPy3IE6J7kwc964bKc33ySWkSEnofu82T9Zc6FnCzDOhQJqiTd0HTsoEfXlsummiR3f7zeZc+UVAMoLCRPtqQk4VTEBCO3sAywl2GDX07fdb153AtB1Dc9zplbV7KnDEiDRqO5OIh1xzKyto8V2JU48xrBwDxM+LHFKrpd87vPmWW8Q1d+6uwdgVACYmExphL3YtI8OMcXW2Hr3st9i8JDcyxjQNZNJp4Zj7e3pyQEhhyAY2ot+wbgNwzP7ceYMZN2K/Mmkd2YzuOUbHFY0oPH/DbfjGk1dhaMLEnPk8NXZY0XUdlZVlSEYYAXEgWD7R2WJL/rG9zyQv8WNlkSVtU9m9mS/yyK6TrFeDVhwXxWCiDFwbkkem9QxMCQ1vWs/mDHseOOZw+3nuBO5nvH96yrD7auLAfSxPCcskQpdoAAAgAElEQVTQdfnPv+leGzYCEvcqnYA/PGDSn+UKnHNvkRbsRS1uBKlQDxeFCFm/p92WxtLwSpSOEF9HrNAMeGFd964byVEZep4nOVZcA8Q7z5pDJnTrZsw3vyYsbbZK8oFaLH71LV/WEhoB6TY09GbjmPnEBADAG3fc41zT15fGXsPPx5fH/AIdHb149tmZ6Ba856/O3YGeTAyLmithZg2YWQPptHVNTKLwBTE+ZHBGh5CgSJFGWe2lfJ+UzfopRvJW/SIMX/icq1Q4Y8vQ8OqsOg42y+ZJZHwMkKygUFClk2hEGQHJZMIrIVmiIW03R+fGzt6Ep9BrEEkZMTy7aQQWNg8OTUgQT5Yr1zP2+2qOAZIf3LXmw8WeY856GLHhDPDRMMBK3N/Vny9U1+5nkWGk9DVMe+A/uPHE07Fp0VJlfgcrxDDR2cznhvgZIPnQ8LIwZzair2kWoxQrhk8EJJNOQ+8TWK0YCBaNKKya/j7m7R6Cd3YMQ6+ErSqM0DYTEeaAiP39KOQzA6TE4ueRG5pQb1KiEkkYlDqLnz501HCpwmma8rZNSSX0dIrmgLhK3KbOJGo2Nyv75+mvaWLritUAgFTK3dyo0hKLMTkgDPbsqLGuJyLsppgPta0YShWlWIrRcoYlZGVL+KJYrFDyAnZM1TG1F1ReWQ9zjOK6c0891GuACJtKbsVT4oEuQQSEheMVQnm8rSfhISToCFAsNIjkA7UQMciiUEWA5mtMve8R3HDCaaie/yF3XSbj71Ro707j8RpLMaSi2x6+XDrXrk1buM80yXedhCGn2An+QHTQTPbVyzyzMjECFgmh7VW3V6CptZfzFLDMUX5J6FlxTSOukiyNgJDw0WbAhvAKUecwvx6tD9Mv1N0JOxYO3Heo8rmmDIKVpxd50atvAQCmbHcjPA46IK8W/YVdF4JWbs8lUSfNr2ytwLaehFOtO2YXyTQNQ0oRqxJCvCENZz3UCDRRUyXqnEWZZE2rXgcV9t3G45onSsMaIN4ISBopIacl3dvnKvR2zkZW17Fu1lw0bKhB7cLC6srRNTeZiBCCleD7+1HIZwZIiYUO/K2d3kXQz6PqMUAIE1pnFmwCOQQrm/HS8xJAumOKSejpbAxv7xgG0zQxuGq45/qp9z3qOWaaprMR/uWe95A1rRCyi+kkSJbZECwGnhBniOhDR0CExONdfWV4w6dirJ/QhOVi1Sew0pytNhfnQf/IigmvAcKdlyodwWBZAFCejHvgeIXysAPFgwOwbUaVV9HcX+YhJPArphZG8unrSruYlCjpvn7c+z+XOIY+4c6FZ2JZP2s+AI3zEGZs+EEsF2RUGCOv1w/Dy3XDsbGzhPSgHBSR72++IyOToW16FSPWLt/dbeJ3v30MY/7fr5CV8PJTae1yDQY3CV8DIQSbmVQrliFPjHKw4jFOnQgIYEigkwTh8+0Aew+yX2I+86w7E8cTNSPwpADpJYxDLYisXb1VHQHJeg0QmRLXpyg+yvXL/g03d5XjnnUjub6SokRA3Ih+PpXbRXm8ZkTk82xe02C8Vj8cnQzTVj7zyjRNz3rhR0bgRzygfAbzN+sIjgMeVis2ByST8hogurCW6v39LgSLgWc9/bvrcM9PLva0EVZom1HmgNBoSibz0SWhf2aAlFjoxF/T7uVBr+/J7ZnZ2JFEpx5DXXcS79z7MADeq6Ga/IZhSCFYMkVST/MQLGcDU2yi9avXeo6ZhststbamCQ+sH4EVbZXQtUq7r0wOiAIfrapdohIxujSprgpbu/PzdlGdncIBOjIRTxWNUQ6Jt+3NS1egsbo2VJMOHtkwwOqGQY0N1YI+6d1NHkiTqtBkGClWQiTbZlQGiEG8hARLXn87krbZdxtEEQK8myIrO9ZXO9GJQqEh1fM/xAMX/hK3n3m+c4x6zHIZIOKA0s2YXcHZLxoWrS/Zr/aSikgjl9BlSTZuWQhW1gAeeGAKamsbOUiqKO+ucq0M2maMaCgfPAgbmw28unUYHtvIK+l+kVsRn+7mgKggWCT0WmuJy4iWb3SpOxP30MqGVZIzWVl+oyWGIcsBcaPDr9cPw/aeBF6UFEr1F4vtyYVghbw9gOQT0feTnkzcrdYdwZr7XuMQp29sF611IVyfiYRCzvQhIyBETrbT3qVDz8jXkPadbgFEdn9YU9vsMehZI15kicqmdaR7RQMk5YmARCm0zUhZsD6LgHz6hN1gRGlPx9HfpShYZc+2aQ3D8FTtCGxeuQ7LpkwDICzYRK5IypLQY/G41Due0bNIJmLuxCf+SqcMDkJM0zFYYvEyQLOMjb0P+aLT1y+OsqITqvB/NiBsgUqQqsdBZbeNtaUL7LY8k//8hCqHst5O+fcDuPenl+DP3+AT5LetWa9sjyoBokcjaCV0VQykp0/35NdEYH8UjXoVyC+vwk+2dJV7PHJLXp8SSdvsZvispAp7zYJFaN3RIL1XxKVrNsdtTKIY5Cv1q9eiv8tNtqcbVq6mw0TJijUWVLWX3tw2NHBBN1GyPoxd7FRj/86qSqQDGLrvvs7fdA3TCHDkKd+EaZjY3ptErxBtCxUBYcaCzACxIiDhc0Be/us/C4qAqCSsAWKa6gKQhoRhjI2A1Pck8Wr9cIb1Tv1M8dSMhiGotvNy2hp3Su4oTNw1Nzo1rd92pEU9zwhcSJRGgJ72PeHul0RA/AhgiELPqd7ejZnLvL8FIcBDl1zpfKZja1tXOTbV7/EY9EaWYZwTIyCpNFKCAWIaBhMBiT6p262GHj0L1kcZAQmkVY0fPz5wgw888EDenfk0iJus5V2wc9XYcIV6uvmNNRYjdmjS25DlgeOPD0t6Jz0ADB2UwPn/fThi9ByhuE75JiqGLwFYCau2lhpPuMOMriXs5qKKgBg+sAWZROn1brKZs6jCHZETihOiASByYzTd1wfTMLwGqc8G6VSm1tNcuDlwIUKf8RcT+P6DJBbmkqi83nN3DcY39u1FGbNP++VaZVJpJCrCLeSyCEhUwuariAW8AOCxX12F66e+Ir338SuuxpC9RuAvs61oDDVA3n/0KVz209/CBMG6WXMj7S+lmZStYflK0SmZTX4sBC/m5pWsDcES+/rq1mH4xl5uNINVij9/9BHStlpTcSQHVwLo4dqMQUMmlXYKu3r64MPd74mO2NOrvakJww7wzjUNJC8DBHCVzqgMfcuBxnvpLTpW9S19nZ1K+KgsAuJXzK2jSZ3nuGnRUu5z2oxhe185DgaQyUavxFGo5550HFFlmfRl4qgEMLVhCE4flMYBg/OJfFmycPZyDP3yN6wPdkRfg7WfLXtraqi2ZDWJchUBVkX2ZcYogVVvjAodCxlDg2kYvhGQrBAhSPX0SOGsDq1tESIKLgQrmggIG0n5KCMggQyQq666ivu89957Y9CgQejo6AAAVFVVoa+vD83NzZ8ZIDmEKi/iPjtx83CECVuyhXhYLL3Kg2Mok9C91ycqKlCRLEM2657TAI5al2s76928TNN0DJbz/3I91w7tKxW1ARI2AuIqnXrIyrwqYRPhohYnAhKwadM0fRPvqBKgZ3R0NrcCI4bax2UeJHmFbFHqu61IEB23hEZAIsgBiUrprO4oxxFVKexd6Y6jllQcZQBWtVbijAO60MTUJpj/wks49dKfh3qGVf3aC1+IohYIF62hu3hAIaaJ7tY2z/HuZusY0YDukN7IXOJCsHJ1Dlj82hSccO7ZOdssTUE398UWsjpks9bGKSpGJnhjn50iZx07HKzZv6SlEt0Zixp51CCGpINxUDVt2YpRR4yR98EPgiUYJ02b67HXAWOx5K13cNBlR3qu7+jJIJ3OJweEeJLQw1RSlwl7u2OAwP/3WjZ/pdJ5YspyQGwvcl9nl1PdmsqaGbNQ/cFCjP3miZ62ZEonXbutHJ9oASV0zW3tSwAV0SiJ1GmQJho69HhBBsi0N+Zh3IiDsffnDwJg7WcxokGDFREIIzIyHL/aQKapLJsrr3sFnpmTOr1iRLPqbHgiIAwNrxAB6e/pRe+eDuczLV5ZTEiTk4QeUQSEbUf/CAsRBpoxo0ePdv6/8cYbsWrVKowdOxYjR47EyJEjMXbsWKxYsQI33XRTsfs74CXmwG74JbUpZSl68194OVhDtgFCCI+l15mq4qwYWTlmUnbtHtsLxE58jWjKCIgMgmUahtRgoU2yIWBdAcFSPU8lPJQlLKZXLk6SIQjm7iq8QjXXtv2vjM5UfgPB3Gdf5A7tWF/tMHhQJSCj60gzi6aKhld8qlL1kxSllMK6QkpUSueMCZM54+OxjSPQZW9erf1lmLCpCi/VueMhH7x7DwPXicUIXthcZc29CKIAbEQlaGui8fjOvY8AAF665R8A4PDFmxrxrDWFCo2A5Bq3hBB0tbYGarM0hATudleIokzzU0VoiAZ+XrB/ixTrrU3tWNNeiTcefAbN2xvdfjEOqlRPr1KR84+AZFHLkJxkbBr0no4Oj1OnuT+O1xbs8q2GnFZg6g3DdHIf6FzepyJ/hRbgo2q5xkL97l6cftqN2Lq1ycfxpjZA9uzc7bmeEIJp93tJVVRCo9cmib4SCFWSO9PRsO0B7vriJeUPJ92ZGHasq8bd5/0cL1x3C54a/wcHJZAzNwxeODcxJEnofgQwCqSHKq8V4B2djqEPDWbW8Bj0XCX0fp5yN9Xdw+WADNv7cwAgTUKPShwIVkQ5IGw7WYkDuVQS2mS/9dZbMX78eNTWugmytbW1uOqqq3Dbbf41FT4T12smW1uXvPG2h7pSJYQQmzmCWbDjBGldnpBnZr1J6LQdURLlVnImy9cfI+ocENlxwkRAWGErNFOJGoJFTA092WgWbYdeMkawoq1wA6S2M4n5uwfh1m//IHAEJNVr0Rk2bKjBmvdm4+9nnIvmrdsAANPu/w/evudhvN84GF0pGgFJcyFtwzQ9NI4EADEEZUESEiH2/2JCZFjjUCZRGSBsbQvAKiLIboZt6TKnWOPjV16d1zNYxaglHUNzqgwdu5t87sgtW7qsTYA39PNra9aTE3DD10/DyqkzAAAJW8lKp/ox49EnC+qnKBmaA5KjrwQE8597KVCbxSUk8OaGFcJqZ2R5CFZzfxwZ08obYyODrI0+f+Emro0dG2pw88ln4N2HHkf1hy60h42AEEI4RYgVvxyQbCaDmTvd+R6PWWuhrqc9uSivbB2Ojo4+XwhWbaOcTjWT1j0RkCBRVT9hf366/6h+qfrdvZg1a431fMVFXCFCxgj0rQUSYmjQr5sR19IIhIXjRdYmkw9U6EzbWbMJen8KK96ZgfVzPkBPp8WUN/vJ53Pf7Mn3kBggthNJkyahK1iwiCriL8DxGEPfNLwGiMkZIDzlNd2PqXzu4FEAUJIk9KgjIOm0up5QKSS0AbL//vtLJ288Hse+TDLdZyIXvxwQX95sYWUndhVzcVO1PD6SCIhKYZRM1ljM3Uw0mhQJTQnBIpK2TcOUGiapzm77GUwERLH5BeXOB4CFTYMiTzxm24oK7v7OjqFY1joIHbubfD1GnQwW+f6f/QIfvvw6nr36BgBAe+Mu3H3+/+LOH/wMNR8uBjFNrN1TiekNFkWyrqe5RZiYwJI6oW4AIXjmqfe4Q/sNVb83keI4CjWxWEonIa6HT3yzdctWKu+joXSZsF2cvNV6zx27m5RzIojQPCPe0Nfw4cuve65dNZ0vOihTQFmvHPVwLZkyDZ1NLZ5rCxEaAdk4b6EvKQLgLfClkmKxYAHyfKDCIFj22LKVmIlbqvBI9UhkTI2rs8EaI3fe+w7XBiHEeTfs+ucqnZZSpqr34seCZWQySBkxPLhhL9y/fiTK4mX2c9KefaC7fQ+mP/gYMmmf9hTJidvXVcMgvHHXqRe29rp1okx3ywuwPKggWGyuGmt0JhPlOHDs4fl2023TXru3b6guuC1P20JxvygkKna87n7vute9x4J61s5fmPN+b1kBImHB8oFg+UCtVBEQ2ViwIFgmDCECyEVAhKKfdJ2d97zlXHnkkt8AKK4BEjUNbzH7GkZCrxYzZ87E448/juOOO845dtxxx+E///kP3n9fzk3/mbhCN0OpzuUTPlRdy22qMYJE5WAlC5bshAzLrzHGTozpr4pKkkjxmwYGDRvqOd64oYZrF5BHQHa0ZTDUDm0GkTXtFXknod95zk89x9IO21PUOSBu3xwlWTBAbjnle1zYt6muHq/eeifncc+k0mjashWA+/7pK81kdI8idMt/fY97BgFw1VVP5OwtARCLxz1e5LD5OdK2iwS7MQF/OIBijul96uJuFMZkgiDL/IZR9FzTWINJw6u33umpCjzj4SfwzFXX47V/3IXn/nCTbyE6oLgMJ04OCDQH/y2VPFiwSpUDoudYI/wi0XS5izkeeg0G0fDcH27i2OHYKKSu82ucySj1hx7swgNFB5UKgiUaJmyxNBqdzJgxGERzIyAZ3cMsePf5F6OrpVXpBALU+V7ZbBa1S5ZZ10TEgkWXWRaiu6yF1mTir2W7pYTdMPVN2DajqihNf6f+np5I2mPFjzEzX6eCEwHJv1sAgCkbvcecat15wISkERC/NUGpKymgWeDnI42AaLDQIaJDh4U4ihCttO0ofvOf9+LaY07Czhorukkd83ox1twC3q1MigkXCyOhDZBLLrkEjY2NWLJkCVKpFFKpFBYvXoxdu3bhF7/4RTH6+IkSFnsoSpjKntRj4NJXWh6jmevkNL6yOiCAnH0CEgNEI5qS+UgGxzFNA4efeLxwzES5De/iIyBeL18qY+CAQw6UPk+UGY1DYEIOtQgiTXX1nmP9RgyLmitdCFYRk9DZSZjq7UVPW1gKQ15pESMgqpB0KpV78elp78AXjz/Oo8QR00R9q7UoL2vx1rQJIsVSOk2iKeFthBDlON4wd4GyTbckTu6+Lqpuz3mNKM5YoM0LjzGyWax9fw4WvDgZqxRFCFkpbkKki0feuGCR8rp8aHiLaYBQg7e6oxwNvT4QHPizvI3d317D4oRTijt2NXFzjQ0ciFAqNum2PMHmF7nOBD8IlmEY3Lklr7+NV2/7F/71wws8fWcjIGJBRLp26z4REGV+hWEiY+PHw665qsiOC9F1n/nBrnK8XDcc03aIDi15tIkVNr+Qjej7VZQOM25pN1Mpf4dAULnXLnAI+EdA6lasCt84YXJACtzP3njUC7MKBRMSHi9DS/hFyAmRa0uEKHQawjtKeaij6YFgZdPC3siMCdbYZMeKG1UohtMn6ghI8Ri7wkhoA6S1tRVnnnkmxowZg/POOw/nn38+xo4dizPPPBMtLdGG+j8pwjqdYj4RkHyoTcXaBB196iR06f2S6MWKdS6PNgsJUOH+pYuHjG/eMJ3NUIRgLWq2lFjqKDRMgmNGB0sk70jHYRB/6lWZLHtrmu/5hc2DnLbS0SNDHC99oXSmTgTE/qzrOpd8Kd1Qgwba7HvZd0uj5f+Z24E3tw3Fgub8cmOKBbshxD/Bv2O3l2pz3ay5qF/lLahJRWOw06y8KUFeBM3PZy+LaixQSZSEErIcrdt2qC/M8R667ZoEFpFG6SIg0xuGguQAYfnlOFWWxZ122bmlxTQ+B4QZCCLxAXtu7uI6pg3eQaUyQEwjy+0XRiaLD196Dbs313nW47IYNUB0zz5Ar9VFhUvRV74PpuPtpcpi0NFrKqCL9H52HBCiobEvgYzP3JBsYwC8753uk36KXBgDhP5OUc0zAuDDJms93dBh54gJb7W9cRfmPPNCXu3T/hINqOnMX5mtljhrnHXBx7ijIpoPMt2H+OwPFgGIYlwGiICISBRDjIAIBkkZEzETixBSobDXgUTD+1EyYAF5GCBUNm3ahClTpuCtt97Cpk2bct/wKZbWlMt2zFredd2CF44gOGzBZoEQaxOoCvQok7Yk0tjcg7aOfk9/TdOQ4uTli4c8KkInqQjBytrfI26vtYZBQkWEMmYsNARrxqNP+V9ANBh2W00RMpG4zXuNUZlynLMdIQKSyejcYivbUMOwoLTUb2d+L8sAMUwTKZ2grrs8byaoYhWfMwEmAuLtm4jptfqi7sM/v/8/zkIpvrctXgbcwLK6vQLdmRhWtFY47UaVvUSVgOJAsKiikcScZyZi06JlmHzrnaHbobU4rOFZnLEAyFmwcokMVkqlpjHNtUtFi8eVOSAizJQdby0tbtSadVARQpQQLGKYHCSWVeg9EZCyMrsPuicJna4TfhGQHZvqpcezWcMZX2EroUu91HDnK2eAwN3bVKKMgAjRdbpPRgVlYWGvUcnilkG4f/1I1PdZ+oEYrHjzzvuUhqmfsMPV1AjmzN+I5/Jki5S9bqdadwAl+Z17H+bbM72RaT+nBDEZLxN7XJEbYt3jLUqp2f+JTFAspDGoUOKPYsJeoxq3ySL2NYyELu/85JP+jCqXXnpp3p35NAgbURCXbD/PiyYmoUtqgFgXQro6xONx+YRVQLDenLUJl5x7jCdiI41sSCMg3o3TNExnArFeDT2dQX+vZfDEbR3BNE1fphfu+fa/YQyQ+y74BdoU1aVZoR6jztY2DN53ZI6rvTJz52CcdoCcXMB5AwbBAxddjtMvv9jD6BRE6Punv5Gup2GYrhdKujmH0PNatu1A7Pi93fZMNRwvjBTP661JjTvfO3zoe9p2NCojIFIJaOmnjRieqBkBQMMRQgQkjPEtk1IxsqT7+vDoZVah2h/f9EfuulyeZHqaI9IohgHiVJQOriT7RUA6egzsrXk9s5qm8eQPzPf3RkDce01JsTwNGratWouRB8lhqKZpcnOQczj4QbCEPD7DyB0BufrXD+Dcs7zOGtM0HWPUgWYqWxHvlRtW9OeXJx7zwg4vlf9AzG1hqXjTff0oHySDj4aIgDiwVx0v1Q3HT0YHI13IJSKTHyt1y1di+L77hG6TjaQQAK3bd6D12GPy6p8M9cA6JnLJvAmT0LB+I379zCN2exJ9wXd/IMp9TcXWyc5HUa/x5oCEp6YdiCxYAw6CNWLECO7/ffbZB6eeeirOPfdcVFVFU3vhkyyO5U00Lxd9iCjFYSd81Z5s/CQlkC+fff1pqVIjm6ya5rK5sP3VNLniGdQAKR9UibIy26vDLCppPYvNy3lMq2EQdEp42v0kjAHiBx154tfXWu0xrytjZPDX076PV7YOU9wllwkT+VD1luUrMfspCz/L5inUr1qDJ6642h/SohAHJgU3AsIrQup7RNnUmfRcR5g6IIBl9KqYccKI4VNoqlAxBYWeilhUKqjQLoq5QHMmTMT2Hj6SWV8fjJ532oOPgbohPDkgBQpNiMz4sCXlK4G9cbkMEPpvsQ0QmhsWIlLnFwFp6bDroMQIple748mCP7HzxL0nK+aAMGsmC/dgv/+GWR/AVNZIMrg1lu2vOLepAZLJeCFY9FoVDe9PLn0MTU0d0nNG1vAYIEHFVBCayCIgk/5s0ftvX6tmmlJFMC2ojvuZrYZe8+HiUH2WCVWgMhkdO/v884rCiorJL19xGLDYZJA8ZU+HF4YUVkluqd/u/O1bCV2aA6JeXmTHY5qgpzD12OJlcS8LVh7rZrIkdUCiMUAcCNZAS0I/99xzuf/PPvtsjB49GpMmTcKiReqExE+zsPOBZbbw2h/qTU+lMFJaVDfRUn6tKsSumsRp3eT7CyAWi8khARLvsWmY6JFUYE6USSBYegZZAaJgmARzF9TIOydIf3cP12YQqEVfZ5fyXPU8y2hgfyGTEHQ1t6ChN+mFzvnIc39wi3P2ZGJ4+OIr8fY9DwEAGjZa32/zoqXSe4MK/U3YCAivCFl/NzPVwIOqeXR8aJpLF2uaMTvUHU5ZnLhlOFa3VTifjSLWfujtsn7fqCBNnTsto0LUs+ZNmIT3G/kaK1deGL4eUtQ5IB8HSsigURwnf0AjBdeRkIlLIR3CAJFEQCjtZgzuuF2yNY2bTz4Dt/33D9G7p0MJwRIZBFmFK8vAhNi5kEyWq2shEd7Jw7YnrtFlcZudRxIBoYaQitWOmD45IKbpjIUw7xZQ57bQ+cpGl1ZOnYEbvn4alk6ZrmxPaYCYpsIAKY8kissSfxQqz9RWgbUMwhT2yyVv3/0gVwOElXcbhqBDjwXOXVvbXo5Ur5f1KyxVLLt/EKJmwZLBMq3rZW1CqtRowvPYeZZIlHMRynydVMVM7C4aDW9mgEVAZEIIwT333IOrrroqiuY+ccJSZrLMFi0pPq/Amh/yVUAGESGEuNVCnUJx8vuz6bRnXm7evke6CK+c+h72OvLLXLsxokGLxRQJzZIFwjQw84kJko4YXLsAkE5nPBu0YZioqw9GajD76ee5NqOihHRgZyAcBW6XHiwfZPxvrIq6L9UNR0NvGV6v56MnNbbh0VRb57k3jMhYsFhFiP61frP7PlW2Q1eLOqmBZRnLpxBhU38Cs3a5ynqxIFiLJr+Jd/9jQUa4AoI0uiT58rtqNyuVIgKCndVW4dUguTNdHXImOj+JPAdkAMAB6JssZg0Qq93w64IYGX7gosvx5j/vBeAWItRiBCgfhN6OTqeqthKC5VH85caJpsFhlkomk1xBNEr3ad0vREAUcCwASJS5EKyMyIJlX6t0cBF5PSfrJiBljwXTgQ4Ge8dDR+4lPS5jwQKsxF/RScX3k79+eWsFnqmtAiEmF/nqt79KIpFU14sIsRw5Th9bkVMUjQ8ke3QeEe+Xx+YHGZVJqrfPpXYWorgbOirwdO1eaA+Y59jWuEsawQqbp8CO2bEnn4TlgoHpz4LlM2YllpT4uuKsAVKW4Gh3s5LE7Df/dR+yuo6HLr5C+kyAVeqLl3fnW0AzhLjG0gCLgKjk0EMPdZLdPhO1UGu+c1cTFjYPxuLmSjy/2YKu+XmUu9vk1J5OtdCYOgTvHBc+v/tBnXSxTff1oSlu1eBgDSa9PyWNgMiKjRmGnI0rpllDbkefO1YyehYZKTY52E5Aoxm0yrxfQmQmncY9P7k4UMXvyUEAACAASURBVLss7n/+xFcC3UPlRxc9iIcesoqP7exL4JWtVWhN8/MjKm5vsQ6InslwBgJdkDNMbRHVLiticQkB4jHByDVttp+QERBPv0MaIKlMsOvevPM+tO/eZbXN3mL3V+ZVnvnkc+hqaVW2SWspUF2Apex97k83B+qXn3giIAW+22LyvAeHYOVoiBr4RWTAAhgGtxCeZHGd4yBO9qlV7RWo2n9/4TomEqGIcgDgWOpEmFyGoTlmjeK+zi68dPM/MOnPtyKTSnOGAf9cMQLCQLAEDTmXI8E05Z5m65mmMxZkxl3z1m3Kdhs2yKPbsjogVEQYG99P/vr1eyoshV6AYPXZ+2UyWR5qjm1avEzRXxv2aityRoHRClpsFoAyj03vT4U2QAA3tuIm9ec33xYsltfICeuYEH8zGmF0z/tBsFTxVXluSFKwrWIx1+mTTJZztNAZiVI+b8Ik3PD101G3XE5/HIvFEafzrCg0vBHngHxM6oCEthjuuusu7rOmadh///1x5pln4tlnn42sY59UoZMp3dWDjDkIHzYPdk8qFoTHLv89TvjR9yVniHeShsgjAeT5G5bw4c9tK9eiYcPGwGFrM2sgLjFI6QSq6UqCVgkhxPQohVlFJXU/cQqDEc1SbiRr9HVfPUV6744NG3HQEWP49qjHCMTLC55D0uncFbL1iMKqTgSEoYSU0fCyC3NwCBbBGSePBsAbICoWmzBCFN5OlXSlTFQkcnvpTNN0NgHWe0jfw4Y5H3juydqsJ2/ccQ9+cJ03kusaIFYbT/7mWrdfzYXTj4vKRt3yVfjKmf+NVK+cwCCXlAaCVaDhbP9bbAMkLwiWsPZw8A3biaJLuvvVw4a79zDHM2IOCJNDVTl8OHeOGiTJZLmQ50Gw5PUpbhvZABEQAkcx0nUdWUOdiyIVk/gm9aZpDogNBaZf+rFfXYX9DzsUZ1/zG899H770GiqHDsGoI/6f55wsB4SKGEVSGXtUGqtrrWry7D32EEgmy0PtLx++/Lr0uEN9bjuT1rRX4Pi986sJ0tnUgjXvzXY+096JYG2Zh57KjvXVOOjIsdJz7dsbgcHDYWrAC9fdgsO+/jXufE1nOT5X4c3taOoysO8wa/27+9XNuPW3csY7PeNG7oIIa9RXz/8wHAuWIgKigmBJn68BIJYynisCAvjnhbDfuRiwpqghWImBmoR+7LHHcv8fc4zFonDNNdfg97//feQd/CQIu3zQySTzHqpw9dvXbcCRp3zTez3xGiBKzLB1g/SZfkLbXff+XAC5PWZUTMNAosI7WZzkJwIYptWl5pZOD02lYZjK2iUesb8CZbsBoknmdTxGAjZ9FZPHkFYoNezvuG31Ous+oYBcZFAWkQUrk5ZCQdifn/49Y4lb80XaNoBR+1oFwLgIiMIAad+5K1ifCRxtIPI6IKbpbAKyBS4fCkvN7qKsp/l6EllxlA37nbz6939j2gP/wd0//t+82nOTDIsBwbI2w7KyBGIxtUEY9L2UzAAJQ8MrKqesAeIQB+RqQx0BYZUvsZo8/c1Ez6y3eJvCAGHaZruoZ9LIihihHL+Rn5+BmARp23Angue/ZsEipbPq1dv+pRwb9N3KxoLfvBXXo1f+9k/c97NLYZqEi3xRQz+ZSDrrskdkOZT9cqOCZcECgIVN+dVE6s9quO2MH/LdYJwSi199izvX1ihftx/+v1/LH0CA12/7NwBg5+bNWPHODMydMIm7ZOYGhbOD+Wmv/fFV0Pu9NOZAYRCsnnaL6OC5TVXY0pW0z1sP7s7K4efKApkBnWM0AlKWSHBEEGGdjQD/nYtTiDBiGt4i1iwJI6EjIKeeemox+vGJkNfeXIpzzznWc5ydDr4GiM/EKVN4FcTNO6vrgSFYBEAuJxCbtGc9L7dnH7AMEC3m3fBpO0QDHtk4EjEQpPozHu9W1jA91JW5JMZgWy2vUXCFZs7TL+Cif92KdbPmuu0Rr6LR1doGfG4kHtwwEvtUZNGWjuOKsV54HGuwPPHra3DUqf+F1TNmctdkIjJAaGSDhQPIWLD4pD+vUSL7zEaSWAPEMEyP8drX2YXXbvs3fvHwXcgl+VCvBi6Rw9CDshGQGY/4U4hbz5A/pKVuG/BleFiwAGDXbjlLUBhxWLDsl53q7sH7jz2Td3suxrcILFiMUZNMJguuAl2sejBUosgBYYdF3DZrczlv+BwQ/ndgIyBidXK26jGrdIvPYyMgXAFExknEJjDruu6NIuT6Dj4bhBUBsSFYtiOGFpfM1bb4fv8y7iyc88ffYb/eQRj1zbOla4LopGLFEOZtV2sbjGwWxDTAB4TofpbE8ren4IfXX61sk5WaD+QEO67Tx44EhaSXmr1zMA4bnsYb24Z78iocJj9oHsdOqrsHfz/jXAyuqsLvJ8nrWa2eMQtf+o6rr5XZzgIaYdu9aQuuP/5UDBk5Akd86yQsenUKbk5NDtV/VljDOYjIiBNa02VY2lKJQ4fpLrWzZM21cnskbYaABhONAAToaNjFRTfEIoRBhH5nw8gG1pHCSLFoeD9qCFboCMjMmTMxXAgZA8DQoUMxc+ZMyR2fHvn3PW/lvIZ6e6UDSTF5/JLl1rZV2u3am2xWnntBr/cc89lgJmyqQqOdq0EtZhk7jEzMrCFdiqliZGpWIbK0aTFreTDSWZODEfkJ/VpaDA6IOKwus2r6+/j7d3+EZ65yMbh03SOaC2t74KJfArD63tiXQMoIxri15PUpngqqdNMqOAeERkCcdtOcEuIaGxKjhFESTNOrMhAQBwKgsZ7kAr3+eRkgQds2DOfdsk3vCUDrXLtwifTBdPMWEzgBoL9X7hFUyUt1w528L+cRdrvZvnBtqaSYLCesh6+QsUtHgF+yaRTiMgSGgWAR4TOj1NsQrFzNsUaBl+XPba92Ic+Cl2HWBW4t97AEsbAreQTEqfRsK0YiFCzXpFKRmtDnOCxYpgbdANbsqWAuULcrvt9MOo3n/3gz2mxq1iAQLK6f4r5kt28avKJKf7OEAG/LJfR3EJXTXJXQ96T994enn5+PV7ZW4aXb7vY+k3mBibg3+bi9cRe6W13SkOoPFnK5IVPueoBrSwbL1Pv70d6wEx9MnOzAUPOVjB4OJsSOUy6a5xyz9x3JmguoHbZ+Y5YVw35+U20dD8HKIwJS7IiCHnEldErn+1FHQEIbIKeccor0JVRUVODkk0+OpFMDVVRUhjIIlqxYjxKy4DOh2u0q684m60PlK+uXOFlZpqa2dBla9ZjdXxoBCda+YRjQ4l54BlVYWK+GaZqeJPSsYaLXhyqXE/s7LGmpdBarfOhM2xt2Oht5R1Oz440mwjULJr3qfH5q/B+kbWV8KgtTcT2d0SShsxEQGR0o+1NXDBviOTZzuVdBZ89zEZACKSzdwmUEWsBVKIzNQxdWL9m1v6gSZ2n9GtmwYpPXxZogMtnZl0BLSmS8sf5d+trbAXvqL04SehHgAKZpwLBzCXyVjVzwHjq/ig7BctnbgorXi+n2LW4PWJlnlruDOZ3xKUTYKeQQud7OJL7wpaOZ9gQDREHDyzqJRIhQVlEHRP0d/KwId3yZpobJ9cN5uFMO40U4AADSQrVUDJ+IuLiP0fdrGgaqkoyiSyFYyXKlgeTX79btfPHaXJXQn9s8AudfeD++9BU5Q+jzf7oF1x5zEha86I08sMOVEgn4yXPX/pk/wHyN9obGAogpgs2bQiIg7Jj1GCCKSuiyX4kQeT6QtL/M/suOLb8cG5XQ6u/FqquhhzTucgnt70cdAQkMwTr6aHchPOKII9De7sJO4vE4zjjjDDQ2NkbbuwEmMovcorbzFpqyBpKQ8KVIIPczTFjawvruhC82Mld0pam/DPU9vDJMF0GqJAdOQjcMaJ5KiwyUi+2DYXjwvYZhoqc9WFVZ+h0WNA3GMcQa1IXSu62ZMRufP+9Cq68a/04bN9Y6f6+f8wGAP3nub2vIPReiKi5Exx0dC3pG54xhJwmdGZ+jh9PzxHMd1zYhiFEWrDhDw0uIdAMPXvvBZRgLKmFyLei7ZSEoQfvW29GJwVV8lJc6DEwQbF+3QXnvU0+869v2rj75kkv7ZqSi2RCKzfOu62lUVpYFqnqskncbhuDnh3WUMAekgAgIM/bimjoapmpDrKzMwU+EZ7FwC47tSBj/Bxz+ReaUl/UO8CZJe6hscxkgOSBYVOFKZWNo6ueNb997Fe+XjlspBEvYI9grTENsjx43ODisk4SeSKqddSHWGZb6fGftZu43ASxWrMkvvCe9t65ut/04xfM0NwId98m1cvvN58noqRQe+r8rccDhh6J24VKM/u9znb4WQwrJAWEN8oQwX2UGiOlnaATNPbO1kISQhJ5PjqAbUSiSARIRYyYVN2IzQAyQVatWOcrtrFmzPOf7+/sxfvz4SDs30ESWoL2qrQJfLHdhFVwOCOnjnAvK0KHPfKK3r95Tjh3ZYf5hb9kxZuIPKfOGpKmXjw78oPR/pmFIE1TdHBC3N4Zh4PMHjuCuO/bwvdDV5WXk2LBTxxEH8JNQ0zSsnPYejv3uty2DiURT0I3LAWF+myWvv41kRYWSkg/wxytT0Rm6zSiEvlIPC5b9p1QBVyM8xNMclCUoFE8lFHaTy4scVnSDh0Tk0/zWFatw1Kn/xR1zI3cW/lolufC/76ztAwZXeY670JCBEWLXdR2VlYML6m+bTUv9sawDIsJzmHEUj8XEQ1JhFUsxAsLOT3HfYBU5g2Gt8g1GcDlf6giIR4lnc0eIVTGab9fvmSb0jLW3yRP8fSIgCuMk6URAvPcafjkgKjiOWPfESUIvL5w8grg5W7qexn9++Vv8dc7UwLef/E2v4wqwKIopQ1iqvw+VlYOVJQ46W1rRvHUbjGwW6T5rv3z5ln+gLJlE754O1C1bibplKwHkvyYEnTVhI/rc2GMQEHQksQVK/e4VjwdFaZjEhcP7kT0EkWKyDrLtRlUJvdj9DSqBDZBDDjkEmqahrq4Oxx9/PFpa3LCxrutobm4OTZv6SRNTslqLY9kp7BeLedOkfSaV6jhVkq3pq9kTUHW95BjTg8EJiaeBoS0EgIOPPlLatue+bFYeAUm4OSBOHwwTIlrroH2HYNcub3J3b28/AO8CR2EMLnNI4QaIkwMCwmWVE9PE/Bde9r137dr6nO1HRa1Hc0voZpgRIiCOYZsjupbLQKFJ/lYEpKAuO7AbmQGyvSeBg4d4IWx+z3xn+1B8fZ8+vLPDYuyi7zYGNSVzGMnakQlTI9i2dn3e7dz7p3tw6YP/AgDUfrgY3/2NlVPEsvNEIckih9gdTHIEG2LJ6oCEiYAIiyVPwxssAsLngIg0vO781AW4JkvPzdPwqvdXDkPPQbCsf+k48FPiiWSeyPY0vq8Z7jme9pTPEk7aH6lBK/N6++WviHueqt9sEnqhVOLsq8pkdPR19qKvi4cNr3l/jvN3d5pgaLl1Vzz2feW+ft8Fl2LcxReiduESPPC3py0DJKaInJom7vzBz7iXvfi1KdJri1kbiG036JrARUAk+TjOfJXatmqkR9CflTVG2QhIGBg7lZK926ggWB+TOiCBkSrbt2/Htm3bEI/HsXz5cmzfvt35f/fu3Z964wOQR0AAuRcZ8C7avvAphdA26GSqW74qsAVPiL+HC2AXbGqAHBGobSv0LQwvwkRAuORnAxk9WEKgbNMghGDnRqtKsFs9NlBz6ueAuDkghdsyUnE8nQUuKlmH8cltV5aEzm7SS2st5ib2NVnUuILixVxBaY5Nw6qELh2rAcZvfXeCyQHxSlN/Gda0V3iO+4XGa7vKMWHzCMerzoaWHTrloOwokstoNWmi6nRA2bG+2vl7+9oNuPv8/8XKqTM8hn4hwlNCFtkjF0F/P440vGKklx07ZXG+KKVK2LVKzA/kWOpA0Jth2apcbyeHjffRrFQRkBgDEQL8I7Oy1nPh6WkOiGPocw0Gj4A4EKyEDwRL98sBUb9f7jk00uhbCd3XcnL+FBnGACCTSmO1TdNe05HEzMefCf0MM2tg5hPPYsf6aqfduE8OCDEVa7EgYapfvzStGjU1DfjDtXKGLZmEjehzzi9mPNCp5xcZJT5w9aCGJU1CTyT5gp/5RMZKFQGJDII1kCIgZ599NqZNm4ZsNouzzz7b99opU+TW96dBpAYI4T0lrGcnBs3hoqbXykVxghBPovTa9+fgvLO+FLidXDkdomK0/O3pOO6sM3zvASxYVSzOb/jse2C9h6ZhoKyyMmebAE9vS2V99U40bt4KwP2GsQJd3ho03rgrNFwvkaiS0KmwykaWM0Dov4xH1j7PfS1CkPbUCWDa5+qA5O9weHP7MOxrxLA/1BAs2evuamkD9j4w0DPYhTVGNBgaQbonWFG/VdPfx9Gn/Rd3LOFE7ggyIdhidnZkcUCVu8x2t7bhiV9f68AlGqtr0dvR6TH0C5EkZ4AUySM3IA2QQtYEt28Uj2+C+DIp+bHxcPNHuIxNQjc5nLyP8aCAdIksTZ4oAtdfSbs51j12nokRff8kdPm5hA8Ey4+W3ZsD4n7e2RPDAUPs9Y5JQs/H0730jXdw9rUW1NzZH0zToVl++rd/woiXnsTmriQa+xLKiu9BxYGSBq2J5SOJEExNbR39GDvmjwCAP/zl4kDtF+KUYB1djsPIhwWLEHnFcyB31E68TozY5BMZKzoLFrMmaJpWMHwwzFgopgQyQN544w3st99+aGlpwRtvvKG8jhCixCp+GkTmdVn9/hz8v7O/7HzWNEDTTBASs/G5rOdKruj6DTYxAkIIQUW5PGEtiMP68St4tg4xB2T35jplX1gxs94ICFeVms19MUzEClBk9IxLPRxVBARwFXqiKeBJBYobso4oB4RpV5aELqPh5XNACCZ/sAvfOnqke4xpn/UkE2LmbZSZRENPxo4oqAwQybE1a7fh6COCGSAW7ahpQR3txprq6qXXLn2Tx22vmv4+ypJJ/PTvNznH6CbV2rgTH0x8JVAfVFI9bwH3ecvyVTB/YBEeROHhYhUAsf5EVBIVhTTAJ5vK8hAKlSgMEHaoUzgM0SD3iDj3+BggwvwcVOZeS6MKopfeNwKi8CaLLE1+SjyR1E5SOahe3GKRNMgM/Ucv+62nT55nedrlDXB5HRB13z2sfMyz9x7EvGvWoZbH8jX3uUmOAcJCXqnsWF8Nk2jY3hvNmk7brpm/EFVfOhTrZ8/Luy2XmKK4MKFCI/ouPbcagmVF6+V3B92WTGfM8b9VPnu9C3ktznrLjrFEIlmw4TCg6oDE43En5yMejyv//zQbH4AcO5jVdc+G6uSBCONc5ZFR56YTTkmmR8M4/8WNYKNQcImeTTrY3GAwBhkLFvt9iXBtVxdf/6CuS05n6vHQC0LfQ6E5IMvfnu4uhEUwPoDoiwuxERBWwaGGsbQQIQuFI0BnrzpJVeMiIOEMZW9f7XskP9OeXbulb/zp53Jvvv1MgriMCUsmvXu8hQTrV6/lPtPf6N1Hn/DUcylU1syYhXkTX+KeU4jQNtLpaGqKyIT1yKnEbzywxiBbB6TQ3CKZ5EPD6xEOgmUnz+fKAfH5MmIND9aO4dYFhWHh6Z7pdTgA7JpgQ4Ry5YB4+uk92J2JYbfNeGUYWWcN0Qjwzr0PY9OipZ5+UHno4ivsdhUQLMcAkeylfgaIgD5gt9IEs2X128cTiWRgRke+XW9+TTG9yE7bJvDgzy/H7KdfyLutILCbTXviIAT4zwOvh27fhWDlpiL3CDNW+uzK5740vIRg9H5y1ERgCBbDglWoFB+CFU3tJSph4HjFlELZSj8TRmS1EUyTePDE1ADxMDURokgEDhABgatkhtlmVVCaKXc9aLWn8RuDaIBsXblGej8xTc+1FA5gCkaSaZiYtaieu/aCix+ATKbM3Cg97rTFbIaFSH93j8S4i1aiNkCcDTGT4Tbknn7LK8MOIzcCorAKJcdYRU7FOhPUBtGcd+u9obO5BTtrNnmO+3lAZeLWAsnVGckhYc46IetcHqM8x12dPY+igOOVIsEwCC+9ijFv68o1uOtHFzmfWQjW4pZBEfYSTrvsc/IRjobXhmDl+ql9IyBczgZ/jl0XZE4D6bMkVaUBPipq/aueQxVlEkUvh5JOiLtjeQx9ob+P/eoqhzlQDcGylFc5C5ZIw8v8JsI4VHmx2QhIXjkgjNDvW9x5ltvQDyrJAOvClw4+DweP+R3WLnQZHsOzYBW2nzWlEpi7cxAMpxS8zAABRg6TvZPgLFgNNRadvtjfQUOHhuovUPw1N5vNON8ryjzBYkXDgkqgkEUYet0HHpArjp8GkeGBrY2Bn0BOBES8VhXp8KHnFROl/dbOhCTPQuUsaNlmVaQ1BQhWjFEqXvnbP7H2vdnK58UEA4TuKaLnkJgG0inec7D49XekbXa0dyufB7jvIdXZBQzyJjIHFU1zleSi5YCELNyUS9gICGsMp9PWuDQ5byqNgLhCiDeZkRCCCW+uw8/POYpT5IgqCT1oX+1/pTohkdNqBnlc5dAhzt9uNfTCLEhCCOMxCufh6mxpxQFV++W8Lkqe91IkGDpjN4/+dre180mfjAGypKUS+1Rkcdjw6DZGSp4QphK6R9gISJkbARHXOFaCRkDE/YEdC0bQCIgies7WqQD8owi5+yl5rmla74F4S356ma7U34We8q8Doo7e7DXqQABMxE+VHwD6HPW47Wn3RkRlUpoISHTsR0HWhVRPLxpr64RjPcCQYYo7XCkoB0T4uVa2DcKx8I+ASEXTAldC31m7GTjmZE9/K5g9JKiUZM3V06ioqCzZWCiFBDJArrpKXsVTFELIp9wA8Q58EwTb27PYv8oNS9INURYBCavoijkgIARlcfmmmChPgi2KmBxUCZUfb8T++1rNCUnobFRj0SvqfCBoGrS4aIDIIwpm1luIUCXzZy4D/vLfyvNuDgjDUNKfQrIyvDHiwIRC3xlMMlxYNVEYfpQJKul6GgaTtJih0RCBeQfw5oV88MIrwB+OZZvFlu17AIhJ6ASfO3hU3t31i4AAciaTsInvGYEdjJVX/noHzrvlOgBAZ1OL9wJB3AXbXzEWPa96X3+QrkZKs5ivsRRGMgEUI5WSIEZGTLt2i1XoMo6m/rJoDRCHPjqWtx+BfpeysgRiTiX0YPfIxBQgU7qhIWnvC6zS2SdAtZTPUpyLCUpy2ChirvdFiP0eSO4ICHdKYZz5GiBCMUd2qh06jB8vKiVUjOjLpF+g0lWJWwOkeF7k4qwL4frb2boHB+2X2wAppK/iXGHXbJUBsnjjHpwwZoTnXNBJrgv9ff32u3D2NePx2t//HbDXrhS78Ctgvd/IDZAi9jeIBDJARo8eXex+fCJE6vEyvXRxdEMU55WSvcEnVCwq9YQQnDnucOn14n657yGf91ESrE3WSdRKyCFYKtE0zVOIUJVTYZomh933EzFHhQrF5Ts5IEx8qbutHSNHHRCofVYcyFjExfKosJM/mSgvOIFNY5Ii2R5ns5IIiAPBAnOMoH71WizZ0ILjj9ibvw68AWKYJobt/TlvJyTjqa+zC3MnvIjvjr/cbcsx7iTvVpPnmAT1bFGh71fGiLZo8pvobG7F2JNPxIJJr+ZsKwh8QSbV1TuwcHk9fnXJONz/iLwiMhAtHM8NrxcnIdJqO0IWLHvS0nUx6tlGHT4AQAJGw1Q0vGyESrYuEOLmpfth0bmcBULQ2FeGQ4Zav5erGCXRlwcEi/seQqJ0WANEZvRzb4YQJfGHNwDCfhd50jh9v72mBrFcp1/0ZmhCzAGR76VOwc8IIo1ijRUqW1esxiFf+ZKS9CKMRFmsNl+Y0EUX3oUpb9+Mm/78vO91Ua5h7JqtYsHq7JWvb7moo6mI1LYfTJyMhS+/kVcldOfdFtEYLSjHRpBS9DeIfLqzxiMW2aJnEokBooyAKNr12ZI9Sj0h2GevwdJrZcXdVBIvY5hewBSIClgJXYvFEBOqC2o+ORWrZ8wEEBzqxwoBcRYN+h4KpeEF2ETp4hggrMGRSCaBAnKbWWNW19PYu8qN+DgKEXONm5juHqN/70weCEC3j7l0h2wldFXNG5k012/D7Kdf4AwQ17jzXq+iGQxLj5irGnr1vAUeRiqVJAKGrOn8OP5rV+OSS07HTTe9gLa2Ltx358uoqWnI2dcoIViZEiTH+vU36FrhRkCKZIAwkyPfPBA3Sdr9vvLYXbC6M1zSuMmv8BlG6eTmrM+cU0GwxAhI1qeWRkNvGUYNFgom5jD6CXHdSZ4113MvC8EiwqV8ZELTvN9HrAPi1zMlatknArJwshvRv+9nl+J3E5/0eYK3xgqVZ66+Hied90Msfp0vSZDRM0B5uPkdpaGfr9d79eqtOPig/8t5Hfsewkb04wKBEdUVsoYP9bJiPwhsgDCGPpV8jA+2jWLmVEQLx6P9/WgjIHkloV9yySVYu3YtUqkUUqkU1q5di0svvTTqvg04EZk4AEhXQs1O5vXmgMiL6yhXWkI8Sj2BN+ldJaOGZJUrdayMZ3qhHphQERAPBAtcm1S6Wlph+uB7w4gTAWHegVidNqi4OSBFSQEBwBcdK0RYBHYmoyPD8sY7tin7Jaiy5/WwlgkLHG05n4JuKsll3EkNkAA/wvo5Hzh/ZwrIAWnd3oCdNZuwZflKENMMzfO+bNkmXHnlI2hrs8aen/EBeOEAhUgpON6pchFpBIQauBHPNdaDmnciuuChF4k0nPaZvhs+X8QwhHnHOhAYOlN+fvpVQldEQKiSTCMgPuusaHwAuY1+wkVAxKiRPM/Dalf+Xeg8k9Pw8gqt3y+prJItRPRZ2Tjfja771e947g83IavrmP3kcwC8SlxP2x7MePQpD7QzFTDKz0pU1LZA8dcFVvkOu5995Xvf4T7Tn19FI+5XfNFvn3hww16YvXMw7l8/MhCMNKiUZs2N0ABJ5AfHi1pCaxJ/+9vfcN9992HKlCk477zzcN55ClJ3hQAAIABJREFU52HKlCm45557cOuttxajjwNGZOFq2frtx4IlE7+JFnOUZAfTArEAuUqqKtReylgZz/Ti5oAEhzCICZr0+zbWbsLzf7oF1x5zEq45+kTPvWvbw02wXbVbnL/pe2C9cS/86RZsW70OT/z62lDt0t7n4gU/68y/Yt26bfjlZeHzn6IKW9MF27ATyQ2GECFrUMXOC8HiSbBUkBJeQTRNzccmlpyRoaz8ckCIwgDxUYbuPOenmPnEBLx449+cY24EJLzSSUwTd5/3v3j44isBFJ833fFuRZmE/hGz8wQlKfDSbUZLO6dprtMn/wiI9S99t6ohxZn4IZLQWe5CjgVLiJSo++cfAaHKVlgPb05vMmGcPjkgWPw5+cUO3btkXfCLAL09m2fNU70rMaKfj6ya/j6u+9o4NG3aCiD4PMuHtKMY60Kx1jCuVkXI97tsyjTuMxsBkcGzTcUeAfiP2YwZw6r2ShhEKwrxR1EZ0QZYf4NIaAPkiiuuwGWXXYYbbrgBU6ZMwZQpU3DDDTfgl7/8JX71q18Vo48DRgwFC1afzi+c6jogJLT7T/QkE0I477+f+C2IvTYTiCmErMW8DpVoMc2Jojh9tf/t6+nByqkzlM83QkZD9H430Ze2mOl1j7XUb8f9F14WGG5DhY2A+MnUqctwzNG/wcKF/hTBMonOALH7ShUR1hNrV1AWE1/FC93aIKwQxGLUAGGUuLCbqXC9b4K/6n37PLKprh5T73sE/V0uSxrdvPON17DjM3Bid57e+yjx06VIMIwqcgcApuHWAQGih2CxbVO4V04R11ABIkTXxa0rVssus67xzQFx1zhCCHoy7ihl3y2RFBSVSa4cEDoWwrJgySIVmrBmuNTn8rwZ5oCyXer8oO83Hvd+H+89rmyub+POsdCx11dZe0HK0DD5H/+yniNR4gJum05fwiZ1P/Tg2wCA6dOXB35OpDS8JWJqAsKvC63bdnCf6WzIGFnpGCRETlSiwT9SKO3rAGGVikxXiMURt2sZDQgWLFbi8TiWLVvmOb58+fLPChHKqENB8P6GPpx2hJuX4URAkGPBdk94Dr378BNcGyZ7bcCVtLquXXltZ7MVPna8W7EY4vGyQBGQ1u0N2LxkBU740TnOsd49Hdg0dTFGn/bTnFa3mScOE3AVg/rla7Cjrh/znnsp77ZY465hfXXO69ev346nn34fTbv3BH5GVBWl6eZvOIsvu9l7oS3y4oTedtljbCFCeaSDIKj6mCvBX9a8ScIZpnSc5RMBEaXYPO+ZiMYBwCTMl4Cdx8/TGRQKSgQIVjEkFiMw4MK9woqjINvvln6efNu/+OvYiGJAg4EQYEHTIFSWmdjQUcFALZJ8pMSvPYnzC2ByQOw20yk1Ln9rQwcOGcWnfudS5ggxGeIPgPMeCP1VVWt3+sooRjLmIz/JinsG86yFW1Io22sf7OorQ7NNLy9V4sJYIAhPTHHnna9h7tx1WLmyLvfFtjhjIQJDn9ZYKa6XXkcyWR5aSRYLv+bMASGK/CQNCGh/RPxui58DElV/WWN2wEVAnn/+eVxxxRWe47/85S/xwgv5V+n8JIjMc09MglRW8P4qIiAgRKrgyzayvs4urg02AhIPCJPaWlOvPEejBayCmEyWO+xYKlkw6VXccfZPkNV1TLv/UWTSacx8YgJu/tZ3sX3VOgC5re6W5uAKvCgOpCdrYsI1N6J+lbxQYhChi+DEP9+K3o7OQPdcesl9uOGGCYGf4SaWFaZ47mnYCQBI9VuZ7OwIGHuIRVUorYQuUZjEY/EYryDmEwER4V103G6Y/6H0epkuIKO59hO3Enqo2zwSi8VRVpaw2wxHwxtUaF/jcVcJy1dKkxAZZQSEj7AVI98qdAREFE8ExDrcJ6wLbNf9aKPZfEFimkibMbyzYxi2dic52I2stpRMVMniYh2Qvr6U9DoAmLN0u7fdnDkgPPU5S3cuzgV2/fH0l/BrYCADhGkjK1Z4Z6OXgwdhc1c5erNxX4dPu72GWh1w/6xftdZzLRCcmIKKaZpYuHAjUqng89Ihe4g0AlL8dSGoI+XW08/Bvf9zCZq3buOO58wBkdSsoiIrCO3X1yijSyUh/iiwv+ya/VHngOS101166aX4zne+g0WLrKStr3/96zjooIMwYcIE3HXXXc5111xzTTS9HCAi23Bkc0SVA0IIwagjxwZ8mlUEy49NiEpdt5y2bc/O3Q68BgB0Zg2XwXGSyWROeLYVGrXeQ/PWbbjhhNOcTTSXYjR1xxCMGZ7GxKnhoUxU6HuIYlGhplZnW5vvdYVIJqKw6mt/uxPfuP1p9HRa0LnuXlfReG+RFd4OE+1wjsHN++FyQApUEunYb9u1C8DnA90jJXnwEbcSemEREHYsFQvWxCoxyWQ5+vvzjwKGVYzykSjhC2wl9KglYwKJWHgCha0rV+OY009xPossWNTRYZq84svq6751QHzGMpcD0hcUgqXKAbFpeO02/Z4rMzZyMs8R4ryLGAH2P/xQ7px4raq/hBBOMQo7FjJZNXvXyFEHOn+n09a6KDP0GzfWSttWvfePM6RJJrSNj9O60NHUjI6mZs9xuj9kjIycbY74OCoCbk6R5teUIKk7qv7SNcyqrh4N+U++EtoAOeqoo7BixQoAwKGHWotNS0sLWlpacNRRRznXFVIleaCK7DvLanu4EZCAECzps3gvg5/ndfqOoYo2+Ht6spL8Dg3ImgbKYnEkEsncsAqhTdaDl4t7uqazAjWdFejX/SdFf1ZDZZn8+1I8cjQ87zyHfjEkKvpVYrNe0Xc7a0Ed/vfS72JPOo6tjVa0jINgOdEOb1SkduFS4PNjnHvoT85FQFT9UG4K/EeqBqo8XDIJC8GKKgLC/jbF2mC4BM5EEv39vXm3lW/NkjBC30PCh5M+bBJ6KXJAclVDf+jiK9DV0op9Dz2EP2F3ymXBsg8LCj2rrweuhC68J3ZN8Cs+yHVPmQNit2mPBd/2ZLBHRbuPX3m10x5tUbP/y9Un1Tnq2TUJQcAgviMZIQKiGnt6mjf0lf1jftfutnbpNaWZZ8WoD1QKqtjC9jO6PxjZrNR9RAhRRhiD1ouK9N2WMupcYH+LDScOI6ENkFNPPbUY/fhESFAPkubkgAjXMtGDnEIINxDZfdUwXdiMSYC0wuv39ttLoTEovL3K5QqeYRsgFgQrf29y0OTYWFAaL4mIldsLERE/XQyJin5VjC5lDQNTtlvVa6lxKlN6eLiV9a/lCRzjHKzZakWAOC9ygQ4GB+Oblb9baQ5ISAhWVDkg9LcxjGzRPEaEEGQyOhKJZMGbdyk8s0EoIQPXASmiAULHURDj+YOJr6Bu+SoAwL6jvyC0w0OwqNdfJB7hqWaDGSAiMxX7bv1gXPxz/SMgVDE0TQMbO8oxpso7NoIqbsQ0sXH+Qutv8BEQlqZdNALYT7JChEnHuDPDpmN4kutVX4VVuoIyuKV75c6AUkQUXLrrgZGEHhVVrBsByUrXA1l9NedcwEh5lBTHpRkLUekKxYfiBZXCCf1LJFVVVZgwYQI6OjrQ0dGBCRMmYPjw4crry8rKcMcdd2DNmjXo6elBY2Mjnn32Wey///7cdbNnz7YUf+b/F198Ma8+yiMgxOv9pXVAJDS8YYqtJdiESKapzd3uAFW1dvYP78CKFVvQw7BFqcQwrcU9mSzPmajn5/XMxZWd6rEW+mpFXoDzDL9zPoWmwoieSrsMMmk1brpQiarQlPhu2XFk2puzPN/DGwERa4Ns39mNF7cMF2h4w0TriGdcONCQMBGQ0BAsWgck1G0eKQXHu9V+NBtMKfpbVAhWpCEQCYNboD7J4UNOBITWXRLGJHuXn0IvwglZDDxPwxvUKFBEQKgThYFgqZpUkaj4P9h9Fzlp5TkIlmCcEOJ4kY2AWcSHfWGk87cuFilUFqkzIiN8SIRkwcpHoixQWsp1oXBSFevfTDajtCbzqQPCSpRV5sPWicpHonq3pdrPgkjoCEh5eTnGjx+PcePGYZ999vHUejjuuOMi6xwrEydOxKhRo3DGGWcAAB577DE899xz+P73vy+9ftCgQfjKV76CW2+9FatXr8aIESNw77334q233sLXvvY17trHHnsMN998s/O5vz+3Uh5UZAthc8qCOokEQJaiFtTj5UZAxD2VY3ohFg2tKDWbrIS7TMbAyrYKHDsyhadqR0iflXVyOHJHQLatXqc8l4t7+vYzz8N+XxyNzUv8aQq79DgGlckx8mZEEZCu5hYYKR2JZAVSqejGgyhRhazFd8t66lN9VmI6nwTqbcMxQFiGHvvf3f0JxOKuEheGsU0mdOwbRhENkIybA+I3LnNJKZK6AWtDGDx4SGQerlJw0kdpgGglgGAFrgMiQkkVERDfHJCANLyisMmxQSNuyhwQ8DBSvwh70AiI+Fw2ApK21xrA+zvmUgypF9kkZqCsrX1HuGNPrJLOQp+NTBbxRJndXwJdp5HGAufZAIJgaZrmrGMDob903GazGXlhM5NIESeapgWm8S8GDe9AeLelqBMVVEIbIE899RS+/e1vY/LkyViyZElJcj3GjBmD7373uzjhhBOwZMkSAMBll12GRYsW4fDDD0dtrTd5rKurC9/5Dl9dc/z48Vi6dCkOOugg7Njh8k739fWhqampKH0X38/83YOwoyeBA8EXy7MvDu7xIsRNiMyxZT9+xdXe+5nnzNk1BHN2DXGod0WhdST8PAW3n3U+Dj76CKyc9p7ymlwh4J72PTmNDwCYvWswfnqonJWKvgs/bHpQidkBwpKEVQtOLOPfLfv7GnrGc8yPBYsVK4BnKxhOsUtNWmsmzFrgbDAKmsWdLV7Ygyyfyk/oArv23Vl46PY/hrqXFTe8XtwFO7KxUIKEyIzu9SKvnPYejv3ut53PQcaDlUwq1gGJrhAh7YEW0gCRQYQAdyy0727CopnvI5NSrw0VSXXNJD9DgPXQixGWwP21xRsBMcIVEZU2yuR5EMLlgHS1tAZqLxb3vhsH6khMqEudMt1g/q46kEc2sI/evbkOB4493DpumqGhLHq/PAI+kCBNpchjA6LrL8+C5W3LNNW6UkYP5tRi6a4LlZIQf0QExysFY1dQCW2AnHnmmfje976HDz/0h8lEKSeeeCI6Ojoc4wMAFi9ejI6ODpx00klSA0Qmw4cPh2ma6Ojo4I5fcMEFuPDCC9HU1IRp06bhr3/9K3p6vNU38xFCeHhUyogxIWvhWjNMDogXDiCT7kwMbQ2NnuPUS8BWGR2+z97SNhwDJJlE6/YG6TWt23Z4igmJ4iY/Bfd6y6Qr5YOtjjAHpJQeo0JxqGKCITuOqLdVTsMb7BgAxJjiYPF4SANPUEZyRUBmLmnA7356DHdMhK1s7CjHkl1qJY++WyOdgVHAmEuUYBwAEcLxSjFuM66XnsqGeQs4A0QVLWUPs0nhuZiP5u0ehG/t1+d7jUyyZvgIiBc9xEOw6lauwiu33+G5j3XEn3HSwcr2Re8tO8+oglhWlghsFKiUsZhApOGXUyJrQ0Q4ALziTwi4CAjfoBqCFSvzzlv6buPlSezoTWJMVRr92WC/17CReymfJTougkJvJt96J47/4VmY8ciT0vOlSOaNGnYDlMhLH1Fdq6yRBYi3LQK3AKYo6XQwBsEo4W3JUtRYiRqCNRAjII2Njeju7s59YYSy3377obnZS9XW3NyM/fbbL1Ab5eXluOOOOzBx4kSu/y+88AK2bt2K3bt346ijjsLtt9+OL33pS57oCSvJZBLl5a6SMHSonGUKUOBqKauQyIIVEnwgwgFk0q7LFTQKZ2EV1Z21m6XXUi91MlGOBS9OxuARVahZsChUX63+RoM9bGlXMwQ5ldsLpC3kPUYffyw9/b7Uq8HBrbK0Eroag23d4z3H6hAxtiZMWYEsJzQ5VrIIagC2rFgD4Ht8/wTYyrV/eR1L33xH+YyoKI5LkWDItl+wh6skdJsST2ce0XCTM0CstWjUYK+xOHPnYGzrSYY2QKY3DEFbugwnhqTh9TiCBBpelRf5zY0El33V+k6JhNo49oOJsCQd7B4xbO/PqfsbMALiF1HJr4YN4XNA2OiIh2rX/Vtm2LD72aydg9GaiqOm04epivn72C/yBRQ5o0NkGQto6C98+XUsfPl15fmS0PBKDP18xIFrm2Yo5sGwokcUVciVI0h8eHg9RSkVwhr6sVi8IIKRktRYichBFZUeFoWETkK/5ppr8M9//hMHH6z27gSVW265xZMALv5Pc0pkniBN88GiM1JWVoZJkyYhFovhyiuv5M498cQTmDlzJtavX4+XXnoJP/7xj/Htb38bxx57rLK966+/Hl1dXc7/jY3eCAMVQojHE+gWbvJcnPO7OJfC5U33jZkommQn29O/+xPqlq/CU+P/IL22264tkUgmYWSzmHb/ow5bTBiJTjFy3+eGPfxkpF+3UC8BO8lLkWQYFbe3w3bDKOuUZYf1GPnR8Aq+WeevuU2DodmDtkwCoRDb8ztOx353t8SY1NxCmKwYAgvW1PsekeY3UdElMKF8pBSKhtX+wOlvVN441wAhju6alEVCCPDmv+4L1XZfVkNddzk69Thquqx+Lm+pDHi3OAv4HBDVu21lhrMmUbKpiMXSZBEQgGcEPOK/vqHurSoCQok0GBYslUiDI7lIR0zTWVe8tPLixf4RELqGmRpB2oxhaesgdGXURpzfw2RwUyqRGfolmWdRMx+VxolSaESfjiSlAaLIAQGC14tiDf2BMRYizgH5GLBghY6ALFu2DBUVFairq0NfX58HTjNy5EjFnV558MEHMWnSJN9r6uvrccwxx2Dffff1nNt7771z5m6UlZXh5ZdfxiGHHIJTTz01Z/RmxYoV0HUdhx12GFauXCm95vbbb8fdd9/tfB46dKjSCDEJEI+5iyiBu7WJOSChHIhsDohgyXAhcsXter87UdbNmod1s+Z5rvnLuLOw7+gv4Fc/+g3w+eiiClGGKeu6+YUjKhYs1iAopsfIxf1HDcFijA1qjHDGBv03V16I+7dBgHiMgBiaUxk8X6Fjf09H8GhqUEpSKlF540qRbMq2PxB43vWIxi3LgEV1XdmatWLqe2jcEAxqS8VgFGI6g1OZOFAhv54Vj0Jvf8wFXyBsBMCnff+CgAYMI4t4vAxlsWAK+NDP7SU97rAJUQiWoQKuANvWrgfwNcVZuRBCnIi+Zh1gzyrvi0m+F51n+bBmdzS3AHDREGw3KgYPdj9omqOzRAVlKcU8K9gpUeo1LCoIlmrv9cmXzQZOQudrLxVCNlOKsRB1juCArAPy4osv4sADD8QNN9yApqamgpLQ29ra0BagyvTChQtRVVWFr33ta1i6dCkA4Pjjj0dVVZVvLgo1Pg477DCMGzcO7e3ygkKsHHnkkUgmk9i1a5fyGl3XA1uPhJjQ4ownjKgjIIQQZNLBLWgnAuK3YCt+nyCJWt2tbehubYN+dtSWd35egpUrtwDwT250IFgReTTSRaTgBaJnwXKgFgwEgRogHATLPi+vji73HnbpcewTIzANIFGgASIqRkEkbIg8qirCuWA3UUl0/f1ovHH5bAWyKuhKgrUC+LEcIgXm2Jr3ZuOYb4+TXy961AUWLNW7XTDpNeBb5wKQM81RMUUWLImXvrKyLHBNpP0PO1R63K0DQskpfJLfU97xLSOb4ITLAfEvrMv+fn4QLLWJJDyauayjpU15cp9DPs+dis6TXDoa3ujWsFLBSKNJQldFQEyoWduCsiWyhn6h/S0vt7waJYk6D5BoWBAJbYCcdNJJOPHEE7FmzZpi9EcqGzduxLRp0/D444/j8ssvB2BR506ZMoVLQK+ursb111+PN954A/F4HJMnT8ZXvvIVnHXWWYjH404Upb29HZlMBqNHj8YFF1yAqVOnorW1FUcccQTuuusurFixAgsWeCEg+QgxiWexVeaAEBPZgAwOhBC3DohgyXS3tQFVQwAIlLyMBA1TAh8t/3Q6nUF5uaXsnvP92wAAc56diJu+9RPp9dQYo1Xb8zWQS1f7IZp3K/KQlzEGDYUAmorcDveYDJblnq/vSWAv+0BZmXzpCPq+3RwQyfu1m2juj2OfSldRC1uIMCp4W8nHQoHGKGWAGwj1CVa3WpAo1gBRVcEOTNAhEWWtCrZ9rk6FigXLfyx88OKrwMPnsrfI+yNYJ/t9cTT3Wdd1VFYORllcvUW3NTRi5KgDrfZk6zlhKqEzBoiqX7IIYy5aeEJM3qHGMQz4REB8ktCDRkDY1l96ZSEu+fkp7jmfsRKVUu9Gwz7+sBt3DRsYThRag0tZJ0pSW4pK0AgI4Br6hewRLBqgNHC8qJLQP3oDJHQOyMaNG1FZGRRHG51ccMEFWLt2LWbMmIEZM2ZgzZo1uOiii7hrxowZ4xQnHDVqFM455xwcdNBBWL16NXbv3u38f9JJJwGwftDTTjsN7777LmpqanD//fdjxowZOP3000PDPVRCCOGrw8L18HjW2ZDKsoOZFTxGb8x1i1rNaZTjDVT4SZlEVY01n3oKl493GUgaGiyKx1XT31dez3rZClGOSsHrzbYfde2HiiEu7CBOjQU2Md2Uwa0kBgj3FA1pWztISFiwAht7jGKUlbFT2Seve3QlZu50v4dpmvjp/9wJ0zRx3o9vz/mYYr1bPymElTwqOF4peN5ZCsugFc9lsqbN2ks0xgBJG7L21JWPVcJBUSVRZ7/xmisCohoLQRNgsz51QAD3t4v7QLBe+YvLwuWJqMD6/k4xVQrN9PnO8+at9xzrbJJTs1MhhASGFGvMeVl+jFvXKmgExL2uqalDOCe/R4tpA6qidFRUsaXfzwpNQrf+zSpYEglRQ3L9auyIokcwFtjvWpI1N6L9YUBCsK677jrcdddduPHGG7F27VpPDkixGLL27NnjMThEYTfCbdu25dwYGxoacMopp0TRPaUQk9gVvoe4x5QRkDANEySTFVx7VOqb+vDQhr2gmxqyGfmG2NMTHO/4USY/bd1YH+oZLBwtmSzP2yMx0ELWnrAqM5icJPSclLvedgkhGGwb9YCrHIQy7sQEdLjKSNpnLDxz9Y04CL/HaVedZn0Pw8BLL83H5MkLAkXwBlrIulhwvGKIiJ/W9XRe1hdVWtkIyOQPduPms8WiqPlHMwF3XRDXXJV4DRDr31ywm2zGVX78upur3pMTyfQxQDJptw/WHsMLq8e70Ez1c9eurfe2IdlDxSAHFwHxiyIx4lcHJJ9fWVwPVMppf1d3dFFnx9AvDdlDIRH9UvQViI5Iw6WPVkCwFJE8DeEK1kbRX3bvHggUxwM6CX369OkAgJkzZ3LH6eRQQTM+rWISoGXTFgBuEr27YHsLEQYVQuCBYP31NLcqvB6QbjKIREb/FlXyE5H+yRwj0KAV1F83TFm8BHQg+hC7U/E4V2TDD4LFlXMm+ObPznM/0uepckACjGFWMcqV4M/RCdv9CsxyEnHIuuh1QIo0FoohrHFDDf18lCM6FlgDpKNP7jQJWqRVeq8kB8Q3AqJ4Vq53aygKawJAR3caVUPLcz4bcCmk/SBYGoNVW/72dO7cnT/4GX77xMMArOR0Os9yPVc3AJ/6iR4hpqk07vxydgZXDfcco+82awaLIrFfRYQuq56c6umNfl0oKtRRYujnIaXoKxDdGuZEyH1oeKVzVNNgZMPDyyPRFQbIu02UoGZJUAltLYwbJ0/a+0zkQojp9aYpCjeFwjgTwiTtWdJlVzLXAuJwg4qs6nE+kk+1UJkHrqPJWxMGAK4/fhxOOv9cHHnen1BeXhENBKvIXm+26nEh4vHMSjyRLOyOeghVRQed6wiv6JgODW/+jgYWqhFmEfSrnSCTYlWZ95NCanhHNxaKHwExjCxM00QsFiuov1RppTVAALXyr1rJZu8cjHEHqGsDAcFyQPiHyZ+Wy5PMsc8J5+bMXo0ffP94qx85ovMUytHX3qG8JsHUotL7+Yh205atuPf8/8NJE+dC13Vnbqd7+0JVmm9szEESQ4hjaIShlWcLVlKha1j1gkUYdraaBt9pnvnbj9ZYlOggWMXH0rPrY2ER/dJEQKJ6t5qTI5jBG0vaceRBgzzXiAUmqWR9nACiRNHfUr/bgRLRDyKh3eTz5s1T/t/Z2VmMPg5okeVa0GmjiZjZkG0HwcwW4jWkEl0BnPADf+nSTejp6ceaNVudY8Q0UduZRKceQz1Dw6v3pzDn2YkOc1Uki8pAg91IFkF5ZIOe817HDRlCoDFMPFR/o14Uz7NkfRNyxujmYkKdSOhc61PYLJdEznYzQCIgpVCMgGj6S39dNgIiKtNUVGPlolMvR0Ov1yDWWDY3WQ6Iz3hSMa7lWhfYNlt6+fV9ypSl7nXCd9n4AV/YlbZf+8ESZR/Hfusk529DArWVrQnENNHf3aNsk5W9RvwP0ukcEUq4NLxhaOXXz/lA2V8/p0Rvxn3G9mZ3nIhQY791JTrij+JDWbLZjOMsisKhNlBIVRwWrIyOhnbv+yWmIgJCSF4RkILebakL1Sr23qAyoA0QUYYNG4YrrrgCy5cvx/Lly6Po0ydKZAuhMgISBoIFlgVLfV3dcnktkzASWTGkPKAh/f1pjNzrZzj2y7/jjr+zYyieqh2BrOTLR1H/IRfff1QSlXHnCbEzijtlxOLgTNR7xClk9A8+CZ2LgNg3lIWohH7g2MO5z3TcmyC+MA2Ax5uHYW4DigBpKnaIPWqoY6khAfnkgDgREOvetTPnYt3s+fKLFQbDzppN6O/yzz2kd7IwIV86byGRVXMM7+BrmNj6228vlV5nXctfTdfcOJOsPf2hx7lrWrftUPaX66swDnoC0NEDQEeHPKrEJfebJK/Cus//8WbPMQeCpUg8FoWNiIrR0SAGSFSG/kCAZjrMeAMEUkydVBkjI9ehCJHT8GqaLwxSlCiKUiZKNg4GTp2ooJK3ATJu3Dg899xz2LVrF8bnM2lJAAAgAElEQVSPH4+pU6fiq1/9apR9+0SIzEp34ADQ+F0qzAZO1IUIWZHBVtp781PkVF7voJJvYncmk5UsQhpUgJcokrVKl7RXnIRI1mg4atzJAEQDBJ5jslyRIZVlfBSCKmIFQLDYCAgAPLZxL0zYVKW4mDF+QhcijDhyF2QsFIDBirwSetGNZwpxC7kuML+pJhggz/z+OpgKJikV77/QpFScCAjzA8mUdvccP9ZofaYw3sN0P39NhvXSix0W64BkvGuYyEi1bY3LWiVT0lTjNgJULteYMgfEzwjo78ekm27jjjkREJ+8MFWbIvORLw1vBOtCLBZH3F4DBwJRSakgxVFF9KlimlUV/CRqdEc2VAQkAghWqSMgBTuoPj4RkFBaxIEHHoiLL74Yl1xyCQYPHoyXX34ZiUQCP/rRj1BdXV2sPg4oWb+jj8MripsmAe/tihHXIAmbxEkVFXG6cQqjpE09ZD2FqCs0R6kYvfwXLx1rJLjOEiWWRf5u7UWFHQNzJ7wIgFfg6eLNjkX6Nzs6Rh8wFKtbXD9FXixYgtCemTABQvD/2XvzeMmq6l78W1X31q3b997upumJScRERBQkPyIowacx6gP9JGqGJyrGJMbkJVGj0aiYAZ/+1Dx5Io+YODSIAcWBADIIsRUQlXmGboYGmp5uz8Pt23eoW8M574+qvc8+p86w9z6nzloHa/nxw71Vp+qs3nevdfZa67u+a7ZVxmyrHHJFoAJi2gPia+AcjmRUSRKTOSBpDndZVO7yPBg1M3h4hzWhA8DjB0Zw4mEm+odEIMpL3iHZey3ukKrOv/j+P38ezbo/CaPjF4LDXtX9G+wBCR6m1LW97ZvfxvGvPg0P3bzWd83eLVsRJ0kzS7IQV+kB6YVgBZ998cYhM7OaVMbqtzUbQQhW9OeyYT5SoL859Qmmgd7kNcsoqz422QMS1YQeAd8twew5kUWfYLXa/7lLQHZrO5zA5JenaFdAfvSjH+Hxxx/HiSeeiA9+8IM48sgj8aEPfaifuj0vxHXcnsytShWrZuRM+jVcV6Et1ORNFxKGF46TLIYLlcsVObAnS2hIGPQim4xRzuX1jCbdSn2VA86Wxx4HEMWMpbzmlUV81/nm2IgKSIpJ6OVABST2WsQH03GiZn7TrG9eFYVmhvsWyGHvBjLJNrGX+Puqc0CiKl1xs4vCKiBhc0DULP10cHq2er1yr8du+Zn82YRDvx3QV4UQ9hZAIiog1RHc+OV/w4X/470yCBJSn5nF/3r97+Iff+u/h94/yoc9vU2vB0SVZkxSWX2eVdTJ7cZzrXQqIOG/BCsgcdXSLAJ91Z8UAXqTX1U020nooXOi0Pn7Rv2No0YPAMCV5/0vAF7PVSZnheF85moIXcXUdVvJjI00A9EOQN70pjfhkksuwfnnn4+bbrops0F9z3dxXRdrv3qp/8WSR9eoZuQWrzjc6Lu9JnQznab37DW6PssDPZBjc2yKQ6cNY5eNZIFB7Xze3xAZxrLjn4QeFmz0vAQAKCsBiAgaIuF4GocOXw9IRBbLu1iFYJlW7ryHVzHgC+n3rfrZvGkhbWh4xV7wVUDCod2pCDWCw1/nDk7j7v/8YeT1anVEhWrpwBce2ts5INxwvz/AiR2QFgxANGfYTO/Zi/np6dD3opqkf/nYHvzXtnFctiE4ayVavv7kssj31ARYRYFmBv+9QdKVXn27PSAJ1NzyvsrPPY3HMVsly0BfbRLvl2RxqC8aTMhjwYrwYW60vwlWHlV54Mb/whff+k5884N/3/3+7OBtea0tkA4OX8gm9Ne85jWYmJjA/fffj7vvvht/8zd/g+XLl/dTt+eFuK6DQ3v3Kb93/iuhMkpG7rAjVxt8rysddk8mWTl83nfdj3o+29YscQtpZFD6Uz9bhFJlXlkC0RSYuqwagLc98fM7AQD7tm2X14TN1EjqAQmK2K5DIZPQdUUcRKIgGWrm+OiXvqRHPxPJosfGDDpof0iWdpZBQ2SHJtcMsmYqWdhZsAckTuL+/mFHW38FxH+/H3z6C7GZUp9dKPtRZy/8bOc4Ll5/OJ7dFAhAlPsdmNzpv19g34jgOQ00JKo51nFdPDFVw1RDf+BHU5kr1VO9UX5WByc6hpV2oa9uE7pPv0CmXA0KnvjlXb73vN6l9LMf8sgiZwkp7v/zLJtp3aIy2mo3Q5NarutEJiTCApAtM97zatfGTfIMlAW1bW5zolRK5gz2br+rYTqiHYDcfffd+Iu/+AscccQR+PrXv45zzjkHk5OTKJfLeOMb34jx8fHkL/kVlKhnpjiE+/4Ahk3owxKCBVz7hQtDL3vspz/T/84IySJLL5xnHgejLBrh8s5qZN1YNrVzF85/7Zvxv3/vHHmN/1DVnQOifIfOAT+LHhC1AhJ2Xm8qUJXa+Jj1fYBsq3e5VRRSVUDywXqr90jS99n7o5n4hP/zzQEJ4fcP9s71SAIEywljHtRkwVL10fEL13zu/2DymU244cKv+F5vKdj0bdviq9CZ+Nw+Zb3D+EBEEkytgAT9fFIPiISyxFZAeiu2QBgLlvfzzD4/65dXXcri+dD/Q1wmVLE5+7A0awt4vWFRrF2O42eI8z5YQiNAHX3ZhsNw7abFod8jzwoFoDhWA5xs9m6BKiBC5ufncdlll+E1r3kNTjrpJHzpS1/CJz/5SezevRvXXXddP3QstEQd6kT0WfLRQpp9t8qCpWa6kxBZd91pRhiQDVNEfw5GoU32GeI6CxOAhDiVmf0H0FYcuH8QocBbed/hVUAc32vPPfSo93v3v1E9IDpBjNjz7R76hI40FcD55KOPJX5fnBRzLxTlYBQI9CP+9lvXRfubsAqI67o9WfZkCFZ8BCI+KXpASqWS1SR0HSa/O753NS5427t6WKsA4PBl78Sqledibi5+L2USjEYdNNKyYIUstQjw1B4QU8ic1wOiWznxvr93DojnQ2688N/w5C/vxrc+ch6APq9tH6RI+mZxoIerVEBi4Nq/d9bLe14rAWgEKiBTjQqcJMbMghzoi7QXdCTVHJANGzbgE5/4BI4++mi8853vzEqn55UIJ7x5ZhiNNrDxkP8B5uOlN8SSSghWyfU53Om94c2VJ7zkf+If/+EKfPSj3zS6Txa0tpJ5IYeyXyawm5yb0Mvlsi97aCo6ZWB1f7VDJqFH0Zz+8sqrvGtkBSQFBCuhB6SpZDP/6M0vs74PkFH2MK8SewYP7zzL61msbRgLVrkSDg0yhWCpImdVAJ1za6nUU2lRv39OIbdwuvuxVCqlhlscODCDPXuSB/ZmkUnOEyYkHmOVUjSsK9gDEvxdpwfEjfgl2B+m/i1n9h/Amr/6iEQDhB06k+bIBCVfO8turlURZpaouyKqAuI6LhaNhjyDSr0BSJxk0i/afRbasiyaSDYzYfg0odufeBRxHAfXXXfdoAISIsIRXrNpMcolwBEDdmQPiHKtQWrKhSuNxgXw3IOPyPfWfvVSLFm1Eg/d5Kdt3LBhEp///A+M/w1Z4CSznhq7+7nNWHncsXjm3gd73isiDS/Q0Xd+3gw3DXQORjqZWTXAEHMOfIc6MQnd8b+k9gyJhtPhkEGEuj0aIrvlhEBtAKDR8r7n4cd34NijImaEaIh4gOWV4Vr31C7r+2Syb3PMbiXqmzScA72DCAHg+Fe9MvTaOP+YzIIlXvMqIHHudn56Gpf97SfRbjbl/u9nH9tPvnYZXv7b/w13XdVpjG9mgKWPgt3Y9FIliYRgKT0gifcJ/NHE82X3li3G9w/eKy6Xp/bXiJU5sNPMbvMipgAy6mnMGSaUDqLr7YtmsxFaWHVcJ9J+mwvefn9iKt5+vLMN/7UFsunHzQuOpyOZBCADiRbPRkpQkzRiI5XDcAJaX+zKjb/mgx/FwuycfKs+M4srPvaPVvqGSSZRt+UQwii54O3vxvDICBbm5nre46hvlPgDkCrm58OnD8fJkAKHinMq/iZ0EYB473uorBC2LHGNnAhtz4Ilgu52dw6IkIf21fCCsSZuu39Svvbguu146xtfmvidUZIF440Oh/7XnliGRUMOtu1Izm5HiS7zUZx4069zhAOkYMES3k8NQCpD4Y+lVCxYSqan7Hbum6Tvultv9/3uD0CyXd9tjz+J8077bTTm677v78u+7UMAIskpytEVkGAAGQwaxZyLvZPbESnxZGnee4aT0N22Gfogr7ka6j367cOyEPH9lUpnHpHJVHIhJeU5FPl5N3wbl0ro6QGJk2wqIKIaVoy9kGefYJKkgmANREOiekDCKiCWgwjnZ80PrSYSNpXXVLLmynba7dDgA8goS5ATt7fruqkHY6nOKBaC5ePNF03oIWw/vUURKZKGN6QCoisiwxXc7z/bMY7LnzkM9UZ2JAVZNnDGre18u4x9C+nyOVlAHfPi+wc01jaBVW3Xxk1yL+xvlvFf2zpEJlGVjlj3mFQB8b1e6jaV2PUoOI5jdbBKEhF8AFB8Qnq6TRMfFlW0OhRo5A6K7AFRYKRhVOBxN1P13T+5I0HTBNEIQIarI/j+P30OU7t247v/+Bmjr68SQIozoRLPCYKl3tNU5PMBcUGmG9FBCCzYBCCZ0LQXA46X117QkUEA0meJ8sGSBcuyB6QziDCnLH2BWKWAAuqbEnqjHozi8NMqTrrdjm5C980GCaSashxE2IYbC6vx6WQpjUxhTckOO264XZJkA8HKL7vVo6/h38p1XZmAeXB/DU9MdeZnRFY6DL+/pGZ3FKamsguUymXjvVUkn6B+NqivjU1d9I4/jX0/rAdk9mB8NTAYoOisrxvxc1DiZnOo06/v/eGN+Owb3oodG56N1TUoeZI9ZAPByh9SbKuv2BVOKaLMAfH37X2vhBIaCwvK7/F7vSlp8DOYq5FDBaRIcDwdGQQgRCI2ki9LZ1kB6Tu1XoF4yAFkMlwoz0attFkY3bVVYQbiAa32hYTNAQluSTcDGl75gInMYSnXavQRxElee+GbH/o4brr4a3jm3ges75MN9arQNY+GyIRAP+FvVyqVJATVd7CM8INxCZqkIXeAd0guuyUc2rvPnHWwQD4ByLZRemrX7sj3fvnd/5TBnQrB2r9tO374L1+O/Fyp5D9+6NiZipRauTpmOGLM3zZLGEvR9kIeFX0veLbzY7ICUorxBTHlkaZSAXG7dNpBOKWQbOFtxdgLgwrIr5BE0vCGsWAZzgHJu6xaqQyhHIPxjZM8G5+yNNJ8GstSBiCauqrHt7CpzDIAUV8LZKO9HpDwh8vcwfCpzKoI6lUHTuIhMGX8kdtMmPW3/QK3rPkP63sAWVdr+O/bTgWkuxfUHo1K72OphFIP05H//eTXxD1+/h/f7QaKphWQHHH/fZzQHNvMH/N94vC/c8Z/1bWf/1JkD8id378m+gsDNxsZqYXqq8oP1nm6HzsRDdWMC1aLR72aoQ/LpU8hnR+TLIkxFRDXcSOfHc2mty/2btmKz7zh9/Ctj3wqQtcM50QVIBhVKz2DCsivgkQYiXAEvh4QUxpeggE4tk5wwBQRLSokwEZ0D0ZDQypDTfAH72dfBSTwHa7sAQkvWe/auClRXzmIsA/NsEFJu7aA3sEoCxHQwXSBPp2d9fw5I/6+slrhut5eUA6jswfMG/l1AlWxdx/+0U86v1v72xx8Qsq+MCDmYGRpdt9+dike3FvDdU/39jq5IT0gnVvFMZd5fzTdg9F9d3szZR7YMBV5Xdx9M4W35XGgL1hiIu36qlXRqEdEFHi3VCr54Hf7puo4uGtPpK1nuRfyZESzR0t4n8tj7ybJIADJWHQztmIj+XtALCFYOc0nAOzZIvKENGXKfJRrVsPusKG7ti84dpX8eaTWnSGjDicM2X5uIAmVVAHREXEAjRpEGLx/GknLLOVjGOu3nSkPhH7vhSxEOxsXN79DNpx618wf6p3J4MJNHbCKvWvL2pXr2jYzyNJLRjSDJvSY9/YvDOH2neOYbfZeJSy5EoBVxQ6v9wUgCsNYzPr+4NP/In+OI6uIe5Y2Mgj0KfZCqrlWFM8z2x4QpQISnNUjRNd05xbiySIymRlWoLVV6YbzgOkmySAA6bMkNaH7ekAcffafcqmMcrnc/a7+RrKO05bNzYWogGQw0I1G37QQrHgHqGaGvAd0LwuW+vCuTYz7v6P7dAhdW905IOIBo5GKTQ/BSgtv6x/1alCyCPRzbYhMWtuEP57ruvIBpEKw9m7Z1vtVKMU2Fof1CgVfEVl6b3J7rHo9UiQYC+AF3UF9YwMvS3uTLFhlAyY45W/Ww+QXocfsAa/qEVfliO0BySDQz7Ma9qsGKdbpAXEcJ/y9wL4pJ+znTAJ9gqqz9b4dzk9XHRkEIH2WqCba8Eno+k9E/+yH/B6ItpkCCq7sLKYIF0FfXV3VakfYtpQPdOXNUsl/rfiGdJPQuxUQg4DbVlJnjIbVjFF/DxtqoJ96L+RICemtkXmFoqQcNoTcc/X1oefPuFkNoV428KL4tNTX8LBNMfshHZV4nnNAuk3ogSn2sdPrlfUPrq0W+UTMPyN+DkgWFf3h7ncxCPQ1xNOXf0XfIymJ7gGJhHca2nQWgX6eczXSVvTzmm+mK4MAhEgkC5YKbzHAJKvNfnHUq1lJVlSxuXBlZzJFOD9900491tW1rR7gSmIaufeSCIBV6kLH6VCWymsyYMES39aPWQpByWpt85oam1U/UD7QEH82LpKxJuakKKphruIInRCChFKpE6BFSdIkdPUekrY65D5xkid7TKY+LGN9wxjHBLytF4Kl/l2Dz7feCoj4d+sEIHFxVFx/j+O0pe+xDfQp9kIR5lp17iGobbNgwYq+Ti+Ojt9H2fSL5rm2KZ8Pw347o5ZBANJniYZgdSsgUCsg+gGIaAJuNBqpZyXoSFZQliIwRXQ+W5zpptrQkJB9olbdxD5SH/6O6/o2sZMFDW/3ATM/P2/9HbqSlkEmT9gNkD4jly90MGGKsNhPMYcA8Z6O52u34iBY4a9/+nVvkT/LHhBxGKsv4NIP/L3Gnbufo1jbfsBu0uIaQz4vgsyhAATLR2gRCCAFZbXTbvdCQ3QCkFgIVvwzMW1ltLAsWAXYuz5mvEgIVhTBRfzvQcliEno116pzPoyZeckgAOm7xEOwSj4aXv0ARLCN5HcwSkv/Zt4QaSuZ8rwXQF/dJjifyw5x7I4MQPyX+QISdRChZdwrst5tJ7wCoh5YZ6fMGZFUKdK+BTLUl0Ogr9MDElIBiZK4ikXYrcol/wTvYAUEAB6//ZeJ9xUiYSy5zFhJj02P2gu3/8eVAIB7r72x5zNaoUmY7xAVkEp0U3ewArLzmY344lvfiX/+b2+WlQhvPlbKCkhiAJIu0CexM8tDcrlckX+XQuir+IToOSAu7nta49mQ4IOKNGMFSL+2eeqqIwYdYwOxkahSsseC5b12YMcujC1dqvW9Q0OdP11eB6O0EzgLOy0015K1XV+FDWWw2Jc+B+/0Zqwd1/UTJShRRwl2MYjsAdEIuPc8t9niDp4Uad927pORvnlSQgpdDSFYJdf1KiABNzm9ew+wdLH/e+L6CcJgQYHLe3pAehWNFQq6zeHhKkqlklWVOyozu3fLNnzi1NeileGzQ9LwxrBKhbGbCdru6jHm+/baK24y0NAvqe0sx2be9LBMhXo1z71r3QOiVkWjA5CrLrsRv/ebf9zz6bhfg1K0yeJp1zbP8QI6MqiA9FuSWLCUCsiTv7gr8mv+7U/+CpsfWSd/F6XuolRARqqdWQoLC/XMdIqStCXrSmVIVpjy0TebtW0k6BraeK5itBFeAUFIBQTwEyiYiGQ+iqJYtC2thEj6te18bmEhHztL23Car52la4hUfZ8TqICE9bW1W2YVkKD0sGAZCoUPA1Ickkei9Y0MPizhvMIvBAcRAsB3/+Gz+OG/fBkHtu+M/PzISPcQJ+ws5u/5kuP/En/2pxfhK1+OGXKYIKn9wkh+fiErXdXv6qdkVQFxYiogjuOG7uGgH9CGYFWresQHIRJnZ1lLWoZPOdMqB111ZFABIRKvB8STuIPXxgcexsXnvh9feqwTpAyVOo4+r4NRavq3AmFQ884Y5TUJvaw0iApfO1yryddkE7rihx23t4rnopO51kDNhOshKiBwIpqHvRdbMYdOHclqL+SR9QYy7LXKkQUr0ickHGbVw2rwyrCjQDwNb/Ltg3NATIXCh4n72tzTTl8XSce2sOdUVA8IANx/fXKlIqhr3GHw6ae34+mntyd+Z5ykDfTzpWROF+irRBr59IumOyuoTehwI85FkdAs/+9JRBPBQN/Ozp6H/aI5yaAC0mcpJ0Cw1CxgmJ0tzPkbdW+//Lt47qFHsf2JDZ3vyflgZJ+N62aM8jzQW2cJaDJGtmsrshpJa1vykaJ3fq6Nj/Vep/zsuq7/cyXvIGdbATGBYF199Z144IFncNGXr7O6V1qohbe2+WSMPH0t4Xg56pvYyCt8X8RhQewfB65W80E7joY3tDE68HtKAoWRHH1Yu91Cu3t4sta3mp++Xg+IXU5TVpfEvk3bKJ8g6Q9yxanoywp5Xj4swyZ0x3FC4ZWu64a7lcCLT977sJauQBZVZ/4BSN4V/SQZVED6LCqFqSreHBDvtbDsxL++5y98v19/wcUAgDNe/XoA+R+MipA9bKZlEsp5WE96imM9bu/QQ5rKUiOa0JWAw3HcnsOA282S9tCcmg4i1AhAFhaaeOVvfkTre8OkmZYFK+e9kJoFiwKbLieLR1wYcZgUFbkg/CrqO2IDkJDXfr7Z73vFp4uwtkBnfSuV0UL4XJ0ekDgJVu5s4TC6kjrQz3GeQlY9IHk/z+xpeDv/dREziNCNhmcBwN9+6Bv4/T84AxdecHXsvdrtFhzHQblcLlTfXRF01ZFBBYRIwliwgk/we6+9ETs2PBP6+fwPRhn1KRQA0iRxkkU5dGqubam3AOITN+TCsFAjqgKyZOUKDW29z7Xc8PJ423A+Q5yk3wv5zgHJTt/8s3GmZ8ZK9/GjW0hrtdq4+P9eH/pe8N7Xb57AnZP+x1sYC5aJVHP3C+n2Qq026vuefsqGe+8HAMzu3Z9wZbgEfe49V3f+zs8+8FAG2vVKWp/r6cuAbS5B8vQJ6n2sJ6HDq4CYDiIU8q//egN++3XnYWYmmeo9jb7Dw8Mod5PMRYCX5322SZJBANJniZwDIliwlNdM8Jl5NsEBCmY25YC0Ro5lSsAuwyV0zaO8DqgQLNtsnNgL8fquWj7R81qt6hVBxfZTYYPBJnTAO8hZ9YC43gMmCoLltLIbUJgaOqi5tllJoeYT6AZLURCsmApITwa8+x0f/vCa0O8KXr5vYQjBKDvtDBvpF/I6yMnMt7lfUH2JScNpOaJinyS3f+f7nc+bjpfvirSzbkX/x1+9BN/4yw/j0r/+mNX3JUl2fXf8SUq8tc1r36aFYHX+65TcyNlorhveMWvzSEqzvmqjfT57IV1FfzhgZ9QyCECIJIwFy0TyLqXJknUBmp9UjmsbJg6y6dd9HvLYqNR6Xlu+tPeefhYsF3s2b/G9L5y8zWFD/UQUBKudYQCSfm3zbdrLTN8coY5A58CrnT/pbrBKdzfoDTSO32u9RAnhrwHpiTTy6rtLAyX1HYwM9u7v/e5nAAB//r6Lje6XFhoyHNi3TquNp+68Bwtzc1bflyTNlGxClFBHU8n9rNBIC8FSJ6G74aQHGfbSN1ME+mJtHceRdPr9lNQQrByHJurIIAAhEvFQEHjHz531+wCAvVu2an2+mntjWUr6txyb9lRHYPXwDjZE9lnS0hbq0vD+8D9/Ln+WZzPFkwuolb8C4mLLo+vx7U+cL19zZAXEPABRYVttN7zBMIm5xETSrq18eOfFNpeS8WYkx4qNerCtDo8YQ7BiKyCGuoQ+yAJf4iRAsJa/4OjYe+Tpw4B0mWQBFzM9GN14432oDr8N3/zmTyKvmZ+e6Xktq+bY3OwsI6hjno3HgG1FP+cqbkrGTLUCMhTxHY7jZBaFpIHj5Q7LzApezoSGdxCA9F0iWLBEBaT7/v7JHQA6dLtC4iBZeQ+UyY4eNB9DFc7WLgApFmZWV9+rv3GV8lso/23nP+Xe9x66aa382esBMVKz892ywbDzP3VStfz+lNS7qqSdKE2VPUwPwcpvgKZ63zCJcmOVuCZ00wgkgc4Z8HpNooLRE1/7W7G3KJJfSKNrFPX1mr/+O0w+sQGX/e0net7LLNDPm9WxAFWFYKBvKrlX9NP2gEh2PGBs6ZLQa9zglFH5hvn9UgX6BfIJ6ucGNLzPU9F9bgYrIKaSNz1oaiaOkfyo6oB0pcrcm/ZSU8XqYXxVPK3cp0rauiRfiqeGFiXxNBUQEcSEwa2ybUIXU+aLQcPbTDtvJ2/aYKXHxjQhWYYIQJKvTbok9P1ASUYM2rSdIpwnDS+QjQ/Lch88+Yu7cOH/eG8oMUoj5YTmLOzs98/9N+1rRfBsH+jnZ2dqoG+zvl7jcd5U4pYQLAHNLLmRLKLRYn6gSmVnuffXpDwrMKPhHQQgfZbIJvQwFiwDGUTe8UKVPbQRkix9d2OGHRorCU5fZKxtnIf4TNzQzX40oRcHP50yk1wgdjxRAXFtJ1oqokPbmlQBSRKytbXJeg/nm/VOXbnLAJt+0zU/w7WbFuOyR5KpgNP43FKplHtFP5u9wN8nAH4I1qF9+0KvcZy4J4iZFPOsUIznWZIM5oAQSVOyYJWsyoZ5R7LZDcDJexiSTVYjZ6x3RjS8RvqGRR4hEKzQBkBxnUXwXApUQMJk8smnjb83Soo2uCmNvuVyWWFwK4C+ogIS+q7Z3gqLP4JBidcDkraKm7dfSJH1zt3fpsOmp1nbxnwd7zzxLC0Si1QHeuXfmKedVasjVuubN2Nm2iSKWiXfvXFz6DVZTnRPo2/+dpayFzfnCnmSDCogfZatkwd6Xrvkrz/qi0CDz84Hf/RjAMDPr/he5PcWidlCHfKTd0bORvH9YEoAACAASURBVF+6rHd+FZDJDRt7XhOY+SQIlqyAWDwDysqU2+AB8Zff/U986yPnYdPDj5p/cYTIgZ/lstWUZjJsusVeUD9TBH0rJQ9qEZTULSBu74teBSQllXjOfXeF8mHEFfLG/DzaGk33WWS91e/pt2SSpc8dfZByEGEpnAELyDoAsQ/0dRkos5K0dhZkm6OWQQDSR7n6ucXYPDnle+27//BZPPGLO30PseBAt+988tM477Tfxs5neg+JQvLGeqfBpvsddt762jBbEGG9cxg0deGXr8cTT07i3y/qTIj1xxrdwMJXAekV8VoYg1WSqA+XoOzY8Awe++nPjL8zTnyUzKlYTvjvW1G5A/LsX+pi6S38QgUGk9ATJIQ3obcCgnSDCEdyZh5MtxdofFjqQL8IPYJdXVutJhwnu361OEmD/beqkKeQtP01JaUJParZPIrC3caTpNsLea9tNj0gedlZkgwCkD7KltlqZA9Iq9WUUXzY87cxH7+h8+akT8UUMVzQjFEBdAXMML4f+7s1eNlL/ydmZ6P3l2/PhmSa0lRA1IdLHuIPQCwe3kSVuzTZuDwPRirjTVRWMur1cqmD1ddpQk+SH64P+/eGs2AVgflIvU+RfJh6bxMp5trmN0shnV/Iux8oJQuWMgnddRzc/q0re65xWtk9QYpoZ5VKpRAV/SQZBCAZy1V370OjXcIduxYlXismQdsMdCsSNl1UFJrNRoe/OwdJEzDpztXISjxdU+I6rfTt3XtJ05DFQS5YudMR8c1Oye09mJoOktAQ13VT9dhkgU03kSxmP+TJcKL6hQ133oPtIQxJUZJlE/r63S6+vzGcslNI0hyQJPGw9Pz7Kqgq5EC6npX82NtSHOhz9glAOmpbr0KeMzOeNQ1v57/CLzx9z/0917QzPEdkcbbJjQUrZaA/6AF5nsvmHYfw708sw717OgFI8IylHrpEGdHm+Zt3JJum9EeSMUqlb75Z79RTeTNmZHGUsndY9totRVfukkSdctvzvRnS76qSyd7NaxJ6gXqXAL+dtVstfOkP3qP9WTEJPfQoYRiLlkol1Nt+6GDPJHQRgKTttcoJ751u3+brw1zXzegZUaDnWY6zFNI9z2jW1srOXA/aG1cZbbedzBJWWeyFvJAoaqBvpe9gEvrzW374L1/G9qejezdUabudA5dNJlmyLxSA1nYk58niQDYMMrll41JgvTufE/pmsxdu+cWG2PfFgdGmB6SkNKH3fG+fApB0ezfnSmMGlbtc7SyFvnGT0E2lVC73JHt6e0A6YtWvUhmSkIdCsGDlXMUF0rH5FamiTzFLIZPnbwEqdyqsN84vtJlAsPJeWzXQL0r1Lk4GAUjGcmD7Tvyf3z9X61onpgckSUQkm5/Dts9qUGRm05SsqXjTK5UhlMvJHPaqdA5GFd/3mEhY825Tce5hFZB0LFjd7w1hwXLa/YHn/apMus07663eK00Tug4LVlKyM3QOSA8Llj0Ei4T5qED7Vr2Xjb55s/NksbZ5Zb2BtPrSsLfZ+AQVjh73eHEcN3xIrs0k9Ez6a/K0sxQEO4MekF8tiXtwttGtgFhkksnoQa0qCvkzL6ShsKTiTQfMnaDQFcguq5F02EszB6Qc04Te9wqITfBMhE0fHh42/mzeE48BJdC3oecu6U9CT5KwAKR3Dkjnv1GB/qZHHov8ftXOikBx7FVxCQ7JqfTNuU+hALoCKROARBV9m7X1SErcWBhmlr2kYt+mOitQBPoFmNyeJIMAJG9RQvR2mh4QKhreFIObKDCzqbJxeeH+1QZOw/VV/31NG2x6+AS32I8IOlMb6KD4RFh5/eDuPcbfpyNZUEjnjp8uSHZLHjbi9A2kJUVgIGl4w1KZwf6NBB9ZSiBOAPxDNcP2wsy+/ZGfzbsqCqTzYXlP6gZS7t2csempfALBXiiSvqKPbWho2LiiLyrkibDMLOeApNq3lHuhGM+IOBlMQu+ztFv+rK76EBQQLJuDXJGgIR5/PkWWgL++juOg1WpiaGjYvAKSUtfQzLFaBo9pQrfJXqhN6IKE4bK//QRWvPAF2PjAwxbfmCxe9tAe7507fCGVrsWA3ZQlC1bytUlVuebCAtxgyjSiAgJ01rden9e+iVddKgiMlNLnppncnvNg3XSsUnlCHe2ZpUzmRGUhauKuWq322lmMxJGU9EuyYJvLNzFhr2+tNtr5DiYByKAC0ie59ZtX4PGf34Fn7n0g8hrRhG5ja3kPlMkCm55v014GWYICNHCK623hV6FnrsRJ6N3LbCogShO6GDK17taf47Zvftv4u3QlE573AjRwenuBR6Af2pehSEXh++/5rMYrqlzx9//k+70zCD0YkHgJoLBDchypgufDCgK7SekXbCRVoD+SM/V5ikCfZm2L0w+kBmam61vSrIBETUi3kXSBftcvFCDQV2G9eZ5t4qQwAcjSpUtx+eWXY2pqClNTU7j88suxZEk87/tll10G13V9/7/rrrt811SrVVx88cXYs2cPZmZmcN111+Goo45Kre+PvvzvuPRvPgY3BqsoMsCFqIA07bHpJE3oEjJmo2/+zby2VIDpoRbxey/M0aej4e381ym5fev5CEqqSbd5Z2YLRLcJpKPczLIHZMuj63HpBz7mfzHke8W9zO2MkEo8xVDKvCiDAcXO0hyMimRnOUKK09hZ3n7Bcdpot1sAzPeC6IeNerQstEv4+hPLIhFYUUNP4ySLvZAnIYGYNG/sw9SB0Dnu3TgpTABy5ZVX4pRTTsFZZ52Fs846C6eccgquuOKKxM/dfPPNWL16tfz/m9/8Zt/7F110Ed7+9rfjnHPOwZlnnonx8XHceOONicPYspB923cAAA5s22H8WarBTcPDVeO1ybtfBUgJGSuQvtU+NJuqmeuws6EIqW3IE0SwPT87i2s//yUL7czFdm1VB593c6xdv0r+TehxDDJJh4E4FiybsnDwfmEVGK8CYlppJPQJaWCkFFl64z62mvw574Fu6aqiPCqNSTJCWbExPCSXY2jaAWCqUcZcO9uzWRZ010WohomzguM4MoihlkL0gJxwwgk4++yzcfrpp+Pee+8FALz//e/H3XffjeOPPx4bNkTPLVhYWMCuXbtC31u8eDHe97734T3veQ9uueUWAMC5556LrVu34g1veAPWrl2b+b+lOe9t1D3btgG/dhLu+M5VRt+hHozy7gER9zcxOOE0c6UtLBANr3ovY6eSUtdSCA+v/9wWcohLQcMrvu2mr3wdu5/bbP4FFmK9tj7q1bx6QLxAv1QqGWX0aGh4o9c2CYJVloMINSBYGWHCnRIA134vFMEnqJ8pgr7ietELl4ekC/QpqVcLMgi40cDo6JjxXtCFYEWVQKwqIBnA8YrQ38qtAR0oSAXk1a9+NaampmTwAQD33HMPpqamcMYZZ8R+9nWvex127dqFp556Ct/4xjewYsUK+d6pp56KarXqCzR27NiBdevWJX6vqfzooq9i3a23Y/3PfilfExtBQBF0RWTogfzw3mkmcOZNawuknG5aIH3TYqfLCSxYYRCsND0gIsOVZ8bIK1mbwfHE2rbb7dwORunsLP8svc6+jcJrN2c7zak6ECydc4XoKZISVgHpHmxsfVhR4G0U9KBpfVi+PsEf6JsIVzuLEhIEgqW+XgXE//r22U6ufN3+zr8lMtCwCEAKa2eWlP157oMkKUQFZPXq1di9e3fP67t378bq1asjP3fzzTfjqquuwubNm3Hcccfhs5/9LG699VaceuqpaDQaWL16NRYWFjA1NeX73K5du2K/t1qt+njhJyYmEv8Nt156ec9rtvRv4vp228Na9lva7Rba7TYqlYp99jBPGt5fmexhOqx3ePwR34Sergek8915YtPTZmYp9oG4v8m92e3bhHOdmCweCsEKiBMMLjQkDCrqxAwjjGtspVxbG+ajImXpPR+Wv65A55BcaDtLkCJV9IUrCPqEqzctwfJaCzvn44+sNq3phV1b0wqI1DW/Z2+SkFZAzj///J4m8eD/Tz31VADhEW8SROEHP/gBbrrpJqxfvx433ngjzj77bBx//PF4y1veEqtX0veed955mJ6elv+fnJzU/Bf7xXYjeXSb+UaytoZKgpNMwZs+QoH3ttQ37dqaZv+AdD0g4rmS716w3bf5P1xEoA/Y60vCghUGwUrYH0LfcLiF/7PNVjJhgaOR/RRXFMKHpYLdFAeb7vWr0AX6JsLNzuKkXC6TsFDaMkt5sEy/tNwSds4PQ/qF7vkwKNO795qqmi7QJ6je2fqFvJnmdIS0AvKVr3wF3/ve92Kv2bRpE04++WSsWrWq570VK1ZE9neEyc6dO7F582a8+MUvlr+PjIxg6dKlvirIypUrceedd0Z+zxe+8AVceOGF8veJiQmrICQt9WrekWyjuYDR0UUpmJoIeNOtmC3yH+Jlq2/abFx4/FGKfT9VBaT73b8Ka2srjYatnRFk4+KgFjHBbblclp8JhWApr+2aH8JP7njOSC8X4dOSHQnB8uB42596Gke+5MW4//qbI7+PFutdkD4Fy4nSFLqqFf0i6Gvrwyj6RdV72UKw3JKL//vuP4+8LqpaeWC7OaGPRx9dDMbMoj3P4oQ0ANm3bx/27duXeN1dd92FpUuX4pWvfCXuu+8+AMBpp52GpUuXxgYKQVm2bBmOOeYY7NjR2aQPPPAAGo0G3vjGN+KqqzqN4KtXr8bLX/5yfPzjH4/8nkajkcmGs22Eo8DMAh6W3rjEToiZtckYCcPONSNnqW9aDOreLduAV6zwvZZUFBEHRhv6aNG4nmf1znYvUGC9gY6+o6OLUjCi5bi2Mdm4uOqa+m8LO0yon7zy2aVoNJMrIMGMaBgFutiy6v0vPvf9WHHsC7D9qaej9SXEeqcblpdn1jutD8vfziqVUWs7K4QPUxjGKBITpmcF8XzYu307tjy6Pvbarc9us9ItKKnsjIB50H4v5O/DkqQQTehPPvkkbr75ZqxZswann346Tj/9dKxZswY33HCDjwHriSeewNve9jYAwNjYGC644AK86lWvwrHHHovXvva1uOGGG7B3715ce+21AIDp6Wlceuml+NKXvoTXv/71OOWUU/Dtb38bjz32GH7605/2/d8lNm1tZNTocxQ9FUAxsfSpmI8K0LMynHJtD+0NSQCoTehhPSAQk9BLWqDbnc962WvRuJ43IwuQor8m7wqI5cObgpNeC94WskdU2GkWc0A69wncKGyIZggNb7O+EBt8qNcXwYcBRNh0S6gjFTbdnnmQIuudrr+m1WrCcfKZuwTY+1zxfGgn6eoC9/3ioZ6X2+3ouWtR8qvTLzqogFjLu9/9blx88cWSser666/HBz7wAd81J5xwghxO2G63cdJJJ+GP//iPsXTpUuzYsQO33XYb3vGOd2BmZkZ+5iMf+QharRZ+8IMfYHR0FLfccgv+5E/+JLR8n7WICoba0K4jFBOPgQx6VgrAm14lyhg1rdc2Ha4zqQdky575ntdUzH6X1TRWfvK1b8qfKViwbCuNHo6+GIE+O2x6zNYSFQUHbmYUu774wwVcV68CoiMkczUsD/QATZXcOtAnquhb991RrK1tcDdC5MMs9RUVkFZCACKqnQfmXRw26jkQG7KKdDPDhM8t0F4YsGCZy4EDB/Ce97wn9hr1MFWv13HWWWclfu/CwgI+9KEP4UMf+lBqHU1FbFr10KsjVJFsM2VmloLC0rZfpdls5BKECrGdepx2bctltdrR7e0olfDtZ5biBeMNrH2gl31ORV6V3FIyi5FyMvQgWEXYC8R2VgB9Y9c2ZlsIXS1QfNESqIBsemQdAOCea27A6b//uwAUFqwC9LE1fUxNw0bDw0j62OReMMPSU1X0JWTM1s4IJqEXxodZrq0grmi7mtWagI+xeWangWB5eyH/algRenGTpBAQrOereBUQswBkhACD2rmfZZaedLK47SyFvLPedg47bQ9IaAWkVMKe+hAe2LsIYRVt1eebDiMUD5g81zftvi0M2xylncWsbQ9bTcmrKCQOHDMQ9T5P/OJOfPvj/wwA+MH5n/eu6W53U8YbkrVVDri2ldxce1ZSVu7yrJAD6dnx2FQaY4SC0RFIUwHpGGhiBUQEGoHH18KC+bwm/5Bl/eC5UhmSVOJFYPikqOImySAAIRTxcDANQOjYeYpTAbGGAxBgp9X75Y3rDIs/QocT+j7kOVwdKl5X+YGiAlIkrHfnfrY875ST0KN9QliQK6dfR5RJgp8xZYte+7Vv+vqb5g/N+O5nnPUm8AtqxcNk73YORhUAVKxdxcCmFwlLb7+2tD7MNNAXz4d2CHxSlbDexKee2obPf/4qo/sB9oG+r1+0AIE+xx6QQQBCKAv1Dr7euAJC1AMisihVy4ApT33tq0siG5d31ttS35R8/xd88Zqe10ohA9yCIu5nksAuQamA5Li+Yt+Z9lpRsc0JfaumvWEE+npra2dnWUKwfJWWiH0pGt5t9c3b59a7zwgTn6vu83z3QrqKft5Zeg8CzR9Ln9aH5V7FFfpaV0DiByzL/i7Fzl96wl9hz56DRvcDOoG+gG7Z2lmeh3ppZ4bQfSp0R5wMAhBCkRWQgkSyDcuNT6GvDJaqI0bD9qhmrCxYOuy0Ga7HHtvU81qpohGAdP+WOlS8srdEeVhQ7AXrfZs725zdQY5CX8/OonUNGxgmKyAREWyWrSE+Xbr3M13bYaK9IPeuwcHTx/CVIzbdq+jbPs9osvRFQCCkTf7lfVZYsPRhbncI67Ynn0q4sOs3MnIUNsEzFVrC3s5oWB3jZBCAEIrc9DVDGl6yjFF349fssvS5HoyUTKWJU5EZo7wPGrZ7oQ9ru/7WXyReI4JRk1kg6rW5Hozk2to+vPMORgU9t11lNN9snAfBKmtUzoQInxC1ffbPmGO5dSahO5YBiMf3n7NfqJtTtdPpKir6lrTyOesrqkumNPgjBH5hQerK3ycAHRIgwNzOtj7yOABgw733x17nWrBdxYmNz/WqS0WxMxp942QQgBCKl5nlj/UGgIWF7sY3ziSLwX55Nsd69zJhGRNZjfxhN5Z7QTZwZqfvwtxc4jV1GYBofKGrzA2BAcNJRmJbsvagg1TQEMuAKVeoo0fTbGRnVTEFPXwDXX3HTjx1sIprNy0GYH7gCKu6dO7X+a91NSzvvaBRYQoK2b5NWdHPnYZXYOltKzZ5wtu6ug4NDcvGZx2ho+y3C0Aqpc6RVATeUSLtO6M4xKbCJHxY/naWrkKet75xMghACGXBMksgI2+iB0ytAJlkx3Hk/UyyGlRNe9KpGFdAaOF4JhWQkmaDYdZiX10iKrGLbFwB9FXvFekX4iBYESeI2XobN21djE0z3UDFkF4zGIAIGKasgBj7MKJm3gVzn0sFtSisnZlWQAgy3+qh0QaOR7e2/YKRZl0B6dqZ0VmBGK5tvLZdv5Aj+iBJBgEIodhktzrX0+CRZUOkbfNT7plk8yZ/Mnhb3a66lJaGV5VSGKA2IpNcNwhAxGFQNhi24xsMsxbb6hJVib0uKyD8qWJd102uMIWxYI3EQ7DC7pMkOkPIZABi3cCZr1+oW1SdPR+W96FT6Gq6b4lgQhZ2ps5eoKC7Bgz3goTdFKOKq0uq4tl6NoGI1VmBiOLYFokyoOEdiE/s8dO0k9CL0BwLeA9gkxI7XdNe2gbO9Pq6Bs5cON0kFqx2q4Wn774PAHDtZy8AAEzv32+noKXYsvNQZZJt4AvqwYgq22kEXxiOb0IPypO/uMtIp2C8IgIYUUcxtjOqhlMLRjRqXY3tjIr63Kbx2Ee9mm8m2YYRjayi32+f27XnmQNT5sqFiA0jGl11if6skJUMAhBCse5TIG/as3PYudMGWzQZUg3FqqdsLMu9utTVN2kOyKdO/x3UZ2YBAHs2bgEA1OeTe0yyFDXTadMonffa1uvm8AX1QZ+7nUXALeSwsJDqhXh4OhHbR2WuO/+1b8bUzl2JergxMK0eCJapnRHR8Ipsp5EPI4Lo1i2yyOr1udtZisbjdruNVsucKCGNpGmUzr9yZxmAyL0Qb2fC1luNbP4GNnA8usqd3VkhS7REVjIIQAjFFtdJBQ1pWDVq0XBlA+koLKmGYtlT6+Xds6JHw9tS9KJbWzXQ578X7BoiO7q2222084a4RVRs4mBTQl9XowIys/+AuVIR9/ZoeIuRPbSpjFJhvUXSZni4inK5ov05Kn3T2BlFFtmKKpaasr9PaAlRrW82s/F1xVzbYviwOBkEIITiuq538DSogAhOeqqshl3GqJX/wUg2+ZtnD3NfW8sKyEiGOFS3rd/oKyogk+ue1P4MVQbGH+ibYOmJ9LWpgMiHS/743igyjbiKhNi3UU3oNqIGPMHgpzY+1rmfHERIZ2cmYkO5SVa5UxjRrLD0RFVcqwo5wSHOpqpABde2OSsAqr4Je6Fr3u965wXYvn0f3vvHFxrrqIpNAEJnZ537mTOi0egbJ4MAhFhsmEMoeMgBu8YySodtM4COiivblsIyy2rY1sfjg4mrPvO/5c9C32fuvBeH9un1dFDNJ7AN9MnmKVhkZr19kD/DSVQFpN6lcw4dRJgAwQprXE8SjT51+zkgRHALrwLCfz6Br1G6ABV9mx5BKl0797TI0pOtrbkPK5fLspctyY+J5MaDDz6Lo4/6E1xxxW2WmnbEhtqWzCdYI2cGFZCBBERmNQwOnlQYXytKyK6u9QRe736IzeBEmaXPfW3tqFez1LedUM5uLXgPBS9jpK+veNDXCTIwVoG+xCPPJ1yZrTQssofSznLWFehtPr7yU5/B9g3P4Jr//4LIz4hrdZvQdUTnm8T9TNa2UhnC0NAwALosvVXljsDObCq52lnvjMWmAiISVBR2VrfYC16WPl99baq4amIzSV8dVjwTsRmJQFVRaDYbkpa8CJXRONGv3wykL2KDlRQOO++DnA0lZI3oEKfe00zfjkELZ5+XiLWtVkdQKpW0HKxags1bXx1q2z2btvh+F2u7kLOuQMdWJiaWWAX6eQfPXlLCws5IAn3/weiBG27GAzfcHHl9qVSS+mYZgOiUQETFxaiKq2QZc7czi8ys9GEUPrdRR602apaZrdHoa9NfI5JvFIc4GxZKkXzL+6xgUwFRE5t0/aIm+op9S5NQGx1dZLgX6PxClAwqIMRiVfrrbqTcsxpWFQUaTnrATt8qWVlVhS/o6Tvia/DvjxOMOtLpVBRaTT9DCdWMFcCuwjRCzKFvZ2d01SWbbKfBHMtkUQIQJ3ISutu9vz71uexXcRw0c26UtsH9U02/BtTMtw3z4KC/Jk7qVj0rNGiJBQvGTHVts65wJEndqgJCV2m0YkQjYviMk0EAQiw23OlUmVmbisIIYda7SBUQG0pmcfhvt9toNmkoIU0qCl41jODhbcHzLrOHuduZeQWEispUvadJVUFkOzOtgGiIej9TOyPJettUw4gSVICS+TbZu0SZZJu+uxEGFRCTnpUaWQWko+vQ0LA2I5pXrcl/39r017CwM6Nz46ACMpCApDkk514BkZve/NBJUqa0KLFTHeQcx5GNd7r6Zn2g37hxp/a1OpW7UqCRWDpAApiQDdSRzM4sBvtRBc6AJYNMV9+oACS4d3QkquqhinoFlZ2ZiFcB4Q8dBNS9YJGYoIK9FsTObCDQVAlAdX10/YIH0aWoLtknfUjONnWzBGC5XJF01xTrGyWDHhBisZlqSdUobVVeJ8wS2DRE1ghxkgsL86hWq9rrm1VG4zVnfgIvfvERuPvup7Q/o8IXdAu6Hn6apgcEsKOQzj17mGbgGOkhOULfkMDA6wHpj05uFHiw1FmjkZEaaiOjOIjkGSOUmUMvcDbwYUSBc+eeZs8ItcE/bzuzIXugrTSaoyWoEoCiUbpcLqM2UsP8/GziZygP9FYVEEp0R8MMUqz+uwYVkIFI8TLJJuw8VCVrz0h1M5RUPOSAXdMeKX7asMQuafVS7oM77ngc3/rWLYnXqX9yq+oSIX7atGTdafDvQAdyD/StKgqU0BB7etBM54Aoc0eCMc/erdvkz6YVJs/OCPvYrBJUdPqa+rDOZ/O2M3v4M2Ufm42dkegrn2e6dqbXc3fJX380nWIhYjWIkHCyuAd7NbezAQ3vQKR49G96G6kzZbbzZ6NqQgdMNj6HbBx/2E3nnmbZQ6pAFPDT8GoHo5SHZOO1VSkhiRhkqiP6jdIMMrNmdpZvD0iz7vkucWDQ1ZeyAiJhNxYJKkrmQVMfRtPgb0FrS8g2Z1PFpWXHM9PXgw5G79vNj6zDE7+4M71yAbEheyCtgNieFQh0jZNBAEIspplZteSWd4bLNwBHEytJ1QQHeA9Do0YtBvpqY9PzaIiMwNVrYb2DPSCE8DbZhK69tqLBv4VWi6bBH9AP9CmhgzZYeq8HJPx9ixYQnwS3rcqqE6QNThJa6lWLHhBKH2ZYGaWkaRcVrU5ST69RmpriGChO47FpVcFL/hWjukTaA2K8tnQ+LE4GAQixmOJQBaSp1Wqi3Y4fHJe1OE5bZql0KUJpWbBsMrP0+upmO3PJakScBNUKiC5lImU2zrYCQtnIq+qRJJSZ2YaNnfWBBctx9L7LFHpDWgGpe3amK6RVXMO+O5mUIKkomDdKU7Jg2QxOpAyeTasKlIGzVXWJkgXLeG35MWABgwCEXDwqQNONRBPJmlKEjhDiJL3hfhY9ICS4TjOWE13MbGaiBCPesDwLhjECPLIpm5DsVyHQ1XVdr3/JcC/QrK15BUTYZL8gWKVgb0mKCgglf77VnCgGfWz6a0vfowBY+AXC6pJuFbdSGZKDaovQG0Y1swSwrC6R2pnp2tLpGieDAIRYRPZaG4JFRFkoxHRIGiX2UGZmDQa6jY4uAkBcAdHUt5ZHlj6iuqEO9ovqAeml4aXsUzDLJMvMIRFloc6gR1VIGWQSsofBHVQulWWDfyQLlg0GKyaW8UOwzA7JpMx4nctFqQAAIABJREFUdfPMLCXzoFcB4Q9vA8yZEotUAVH3DC0LJf8svZWdkVYaDSFYhD4hTgYBCLE0DDGzlI3H6n21e0BI6UHNKgoq3p60B8Q0691HXX3wKuVnr7o0EnvwU4UyGDUdnEj5cAHMK0yU0EFTnzBU8vD2eQ8iBCwqIJSNvDaD/Sjhg6aZWcJ9C6j6mtkZiQ8zPSsQDqoFzFkoKc8KVhUQokG1gI2dDXpABhIipmwGlLMUAPNmLdJsnCElpPo3oOV5N3vA0DQYeqXcqcmdWp8hfcBYNu1RBfrGdsZgbXUf3pVuANJqNYEM54DE9iIpb5nDSOkzs9VqVZsRjbIHxDxwprWzBcMBdKR2VjeDFFM3HssKiKmdURzopa4mAzQpZ5zZJagGLFgD8YlKuakjVYlBpcHyGTeWUeIkDSkhRaDSGaLU7pteUeJlZjXhADlgZreue8L7RYHFqH0n13zmi3jsltvxr+f+Rex3cTgk6+7bKvXDu4ABiC58oSJpxLP1CZHDBwNi3MBJOQdEsTPdgyfVoFrAfHAi5ZwK9b76xB90+prSR1P7MFkB0YZrd+2McG1NGNEo+1tlf40mRJdyZkmcDCahE4sxlo8YGmLcWMaCttAQxkKVjbOksOxH9vCCt78bv37aqbjz+9eEvu84DhqNBqrVKub2T+FbH/5kzzVRPSA09KDFoi20rYBQ0m1qD3ksiQGP8wD0HvamEqyG+HtA7HwuyST0QKN0vT6X+BlKmK4p2QMlMx6g7gVdaCYd7MaU7IGS4hgwh0BTZunVe45oTG7vDKod6vlsXlI3rNxRQnTjZBCAEIsxlo+Qqg7wspa6WRjKJkNPV7MGQ3KGMUMKy36s7c5nNmLnMxt9r+3dvNX3e6NRR7Va1VrfUqnEhLbQkB6U6OEt/IK+ndEFz6aZ2Uo3w9ixs7HsFFGCjLjhmMZMTYQ+zHVdLCzUMTJSQ21kFAdxIPZ6ykG1gHkFhLrXyhgCTaivMWU/cb+oOd01nZ11UA8OyuUyahoBCOWgWsAmEcyzB2QQgBCLMSMLcSRrmoWhbTz2mk1LpVLivArqtbXuU8hJ3+ceehTf/6fPYfemLZ37LtQxPr5Yq8Lka/AnnK1RlMxs3bCqQNp4nMB2E7Q7WQGpzyMqACll2RwSEONBhIQVEHHfkZGa1l6gHFQLWFRAmCR9dKvkHGZVFIVhzJjsQSfpk3ZCaYwsLNQxOrrIyM4oBtUCNnuB5xyQQQBCLKbMR9RYPtOhY+K6BslcDe+e1epIoiOmxPcC5lj63OeAALj3hzfKn02yh2pGlATja5uZJdoLpoMTxXU0+Gmvj61cLsNxnNjrh7oVkFgf1teDhpkPk3ZG1Hdn4nOFrhSDaoEUdkYcgBjbWQH62OjX1vKsQGVnjQWMji4ysjOqXlzzvUCrb5QMmtCJxZapqSgVkGrOWXpVfBOlNQI8SrpNwAtGjbPe5Bmu5L3rNRg2Eg+o/RBzrDddIy+gVkA0ySm611H2gAB6ZBoVXw9IduJEUEYHxbyKS9dfA5jBdKl9QsOQ1pbazkz77sT+ppm3ozZKJx/dvEMn7b4tjJ0ZHOrFeYJKV3uWRF4VkEEAQiwe1pv/wDFA2fgFoAJ0nDaazQYAvYMcOSWkgOOZzqogg4x1g2eNvUBNnmBNvUq0tuZ2JvYCXWYW0NsLsgeEKNBvGNsZcWJCUvHq+zCyBJUxrS2tnZlS21IOqlUPu3o+lw6WCajUtsXoU5BJH521JR5Ua0p3TX1ujJJBAEIsDcPMLPVEy7osWfNnwQIMYULka2tGw0sfMOnTHFM7QGPMLJOHYU2DwrJUKpFmD13XlRBLHb8wpFEB2f3cZgs9ot+76z9/CADY+MDDnp1pUlhS94DIJJWGvuSNx4b0oNR2JgkUNPSlHlSrwph1/AL1gX7BmIaXOOnT0Pe55OQJxnY2YMEaSIiYRN0A/UHOhHKzXC6jWq12P0eHlRwfX6wV4FE/DBvGgwipmwz19RUPeArstHpf8wGaxHZmAB3sfI7OzqrVkfD1DUQGHgRrAeMR37f2q5eiMjSER9bemol+d1/1Q0w+/hR2PLMRr3nV6wEYZGalnRHNXjIYOiYOT1R2tmA4IE3aGVXfnayA6DwfaAfVAp3Dea02qgcpZrK2xmgJov5Wk8GJ1Loa2xlxf2uUDCogxCIcWaVSwdDQcOL1eQyfixOTTKd6eKLLFIhDsk6GizpjZAjHY6JvcG23rHscAHD/9TfL1yix04AfRx9H0SrEG6BZLDujaEIHzKhth0rJNLGN+Xlc98WLsOnhR+0UCvkTb13/BFoLC8a0wZ6dEc9e0srSEyeoTAf7CTujggkZVJeoB9UCauZbv0+BDKIrq0uGECyyCoh+xYaytxUwr4BQw0ijZFABIRb1wDAyUkukdKOeVVE3oNZTHQ8FCxaQTBGqikdVR5XdMqWEJIaGyCGafn2/9ucfxLEnvwzP3PugfI0cOqg4Xi1GNOK1rZvsW4VpjqLBHzCzM/8ckHTy058+7P2SQLMtRKxtUcgePLx3AXqtZL9KVYsRjRqia4Klpx5UC3TXd7FZlp4sGDXsryG3M5sKCPHamveA8IJgDSogxNJsNtFud7IpOlkYaixfw2BuiYrpTJrB0S8xyczSZ2BMKSGJm2Mjsp0Ls3PYcNd9cNpelpByTgUQDPR17Ix2bU0GTclgiRDfG8fUFDkHJOXDcMueOs767+cbf86kugQowTM1IYHWXuBRAQEMm3nJoZk6PYL0jbwmFSZyGKmBnVEPqgXMKiDUCSqxth1GtEri9ZSDauNkEIAwEHFw0GsypM7GmWdmSTNGFvpSr612BYQNbaFJ9pBGV8dx0Gh0GNH0aIOZZGaLYmf1aH2DkLesWLAO1R1fhl03yWFSAen0sdHCB832AnGwpFS6jeyMjFbewodRBvpG+tLChEzorqkH1QLK2cakAkKlq/I3NaLnZgbBGgQgDGS+PgdAswJC3MxrxJXN4WBkMAxJOEq6QYRC1+R9UC5XMDzcafCnGtxkMnRshHiAJmBWYfLmllDbmX5SgrLB0OtfMmDBylhfNQCJ6/IxycyqByP6vaDjw2jtzHVdwwGlws6ohjza+DDK55n+2ornGdW+9Yap6verAJR2po+WoD4rdPqQOskXk/WlWtsoGQQgDKTeDUBGa4sSrx2hbuY1erjQl6xNqG2pM1xqtSapUVp1ktQVEL3JsfTZQ5NMspeZpbYzE+ggpZ1FN0UGKxOiApK1vqrNxBVDvH4VfR8GUDKi6VfIqX0YoPhcAzpT6gqIEfUqoZ3JYFRDX/qKvn6jtPj3JA2q1SEQsRUzO+OQXDVf30EPyEB6RDhfMeQoTqj5pyUlpI4DJMZ0Ago0pAC86ephN+mQrB5MqbKHsmmvANBBwDuUmT1giJvQtQ4atHAxQFnbjOaA2Ih6NImDY3nU58kTpdXGY6o+NrPAmYOd6SepqA9yJsEo9YEeUODaWsEzcULNwCdoQ3T7F394ZxvD/lYqMUlSUQ6qjZNBAMJAjHpARCRLtJHm67MAgJpOtYZBlmDeoLpUo27gVJxv0l4Qh/75+bm+6hQnNtBBymDURN8RYkY0T1cNOyNu5AXM9BVzQLJeWzU5GhcszM/Pyp+T7Yw+c1if7yaoCmJnZj2NtMHzvNGzt1hrSx0wibUdGhpOHDGgGziXEhIGacQEiUIdOAOevkl7gXpQbZwMAhAGYvLwpm7mldUaLbgYHyPV0Zd6DojrujKgSNJXQPGoqh+AYeVOztUomr5E1bD5otlZzNoGYgEJwcpY38ZCS/68sBBNZ95sNiTz4OjoWOx3enOX6PatTPok6ArwsDOZ9EmwMw6DanV1BXjYmYm+VfKKvndGSdJXHJATe1v7WIU02gsMAhB5VkjwC2ofG6VfCJNBAMJAxGFDL2NE22RoU63hcDCqjfJv8AfU9U1w2Axo9Yx6l4in8gL6gT6HBn/d7Bag2BllMBrnwwKwCTGIMOuGyIOH5rB2chxrt41jejo+QaPrxySMhXDfekkfA9gNqb56dsZhgKaRnRFPvwbsKiBUSap2uyWZB5PtjJ5Iw4aNlLKp29SHAYMm9IGEiO5GGh4eRqUy5PtM3iLgC5WKd0iLEnEwFQc/ChFZAhOYEKm+4oGYEDCNctDVYm3rlJAxTX3Vg57IPuctajYuqfFSHPRUaFHeYlLFHSp3fFg/4IPrD9SwfioZE60LxxsdZQB1fJ7bmeM4ZIkU3YozoDwfSNdWHwLt6UvpF/T0lWeFpLXtYxO6mZ1p6ttH0fZhSrKSalBtlAwCEAai26egGjEZa4ivrBpf+quN0hupSZbeC5goMb56+or3KZvgTOB4HIJRXX1FCb7dbqHZjIby9FP8PO9JDxj6vRDrwwKoCdGEnrmdGaAzPDuL92Ec1tbIzkY5+DA9qKN4f2GBblCtnAlTHUkc6Caed3UOPkwDJiT0LdJeiLKzPZu2AAAe+fEtGWrnF+kTNKCOHOxsPqO1pZQhagUGYn7obDQW0G63Yq/tl4hs1chIDaO1UUxPH4i8VkTepAejef3MLI8Ml1kwSprdktm4gmSMNDNcHHQV2apyuYzR2mjsoWeUwb6tG2QP+1YBMUiOevjppL3AYG1NegRZZL319OVgZ6pdjdZGMTs3E3ktCzszgWAx0jcJPpik68Xnvh/HvuIkPHXH3dkqqEjx1lb3rEDvE6KkMBWQpUuX4vLLL8fU1BSmpqZw+eWXY8mSJbGfcV039P8f+9jH5DW33XZbz/vf/e53+/3P8Ylun4IXddNtesAgq8HgAaObJVCvoTRU04wRj7U1yBhxcNgJ+nLQtTPQrYh7IcHOXGCom2nmcTBKWttuFpk00NdvjvX0pQ/0dSuNlLo2m020Wk2fPlHCQV9tkpKRmqSYLoK+SWs7d3AaT/z8Djhd8oh+iAkcj9NeqCXuW3qfECWFCUCuvPJKnHLKKTjrrLNw1lln4ZRTTsEVV1wR+5nVq1f7/v+nf/qncBwHV199te+6b3zjG77r/vIv/7Kf/5Qe0aUC5JAx6txfL/PNoWStm/UeGhqWPS08KjZ6wWgRdAV46ZuUjeNQXgf0q3fe2nLApscPIiwrSJv0+rqxv8ZJoezMIDPLQV/drDcHXdX7J1ZsGOirW11Sgyla2mBdfRmcFYzsjF7fotlZmBQCgnXCCSfg7LPPxumnn457770XAPD+978fd999N44//nhs2LAh9HO7du3y/f7Wt74Vt912G5577jnf63Nzcz3X5in6RtrdSMQBSF0z882qTJmQJVCdDouHt6a+HLLI5XIZIyO12EZSTvomr62wM9qStW5VgUNiQtcnlN0OTqrdbvew8+zbtt3wrtGYq6TGfd1qGAtiCiVYKpfLsY2kHOxMt2LDYW2Bjr7j44s1Kvr0+uqvrecTqPprxP2BYuwFkUTRqTTy0NcQgkVsZ2FSiArIq1/9akxNTcngAwDuueceTE1N4YwzztD6jpUrV+Itb3kLLr300p733v3ud2PPnj1Yt24dLrjgAoyPj2emu47oYg+9jUScmdXUl0PkrZvdEro2mw1ZkqcQ42CU0KmYDE7koK+unXGpgJjqy8PO4nWtdAOQoK4P3bQWX/qD9/RHuRAxXtt5+iwyYEJIQJ/00c16Ux+M9J9nBcp6MyBPUO9fJB82PFyVbKNRwmF9te2MAblOlBSiArJ69Wrs3r275/Xdu3dj9erVWt/x3ve+F4cOHcI111zje/073/kOnnvuOezcuRMvf/nL8YUvfAGveMUr8KY3vSnyu6rVqpzHAQATExOa/5Jw0Z10ywF3qN5fO2DikI0rDLzNsFGa8GHoOA7q9XnUaqOo1Rbh4ME4QgL69dWlsOSSMdKFOnLQV9fORAUkqOvkU09jYc5U/+jMblLWt0h21mgsSEKCWm00sh+lVCqx6BM0TqiRV/R1m+bp9dWdWyL6Sal9WJH2ghpM1GqjmJ09FHpdJ0ARfWz0/aK6Poy6oh8mpBWQ888/P7JRXPz/1FNPBRD+QCmVStrlxT/7sz/Dd77znZ5JkJdccgluueUWrF+/Ht///vfxh3/4h3jjG9+I3/iN34j8rvPOOw/T09Py/5OTkwb/6l7R5spm8HAB9GFNXoaL0kh1daXPaADm1HrUWQ0dWFO5XJHTWDlkuIqyF3RhTZyy3onTr2UFpL+6JkGwtO2MQQAC6EFZ1OoIi14rzbWltrMi6as7/ZqDTwBUWBN/fVutJprNzuDEuL2g/lt47IVinBXChLQC8pWvfAXf+973Yq/ZtGkTTj75ZKxatarnvRUrVmj1bpx55pk44YQT8I53vCPx2gcffBCNRgMvfvGL8dBDD4Ve84UvfAEXXnih/H1iYiJVEKLNyMLASIEEzn9F5FAsBkZaqQxheHg4cq4DB3yven/djBF1P9D8/ByWLl0Wm/nmMNivc29TGl7iHpACVe/EvUdGRmMTQ7ICkoGuwVuYYN1Nq2HUdlavz2FsbFzLzigH+wHFynoDNlSx/LPeHCrOQPEIdur1eQwPV2PPNlwG+xWpchclpAHIvn37sG/fvsTr7rrrLixduhSvfOUrcd999wEATjvtNCxduhR33nln4uff97734f7778ejjz6aeO3LXvYyVKtV7NixI/KaRqOBRqOR+F26om2kTCBYHm1wcWh4AWC0NoZmcyr0Og7Zrc79zTJc1AGTTuabw2A/AJifN8t60+8FTTtjkOES9xaEBP618wKDSvfHvq9twkwQY7pr6iy9hl/gMNgP8JIMuhVyNgk17Yo+fUJN0OxGHYC5VHH115aJnc3PYWJiidbzjHxtDSsg1PqGSSGa0J988kncfPPNWLNmDU4//XScfvrpWLNmDW644QYfA9YTTzyBt73tbb7PTkxM4I/+6I9wySWX9Hzvi170IvzTP/0TTj31VBx77LE4++yzcdVVV+HBBx/EHXfc0fd/lxBdXCeHwX7q/YtAZ+o4bRksxq0vhxkggEnTHg9ub50mfz66mjX4c9G3CPMUdAkJsqyApBFjQoIC+AUO+wBQE2r89y1QrEyymnAqwl4oWn+rmZ3xYEksig8Lk0IEIECHqeqxxx7D2rVrsXbtWjz66KN4z3v8rCknnHBCz3DCc845B6VSKXS4YKPRwO/8zu/gxz/+MZ566ilcfPHFWLt2Ld7whjfkWloTRqrNZkD9gBG4zoJM4NTJyHEpARtT61Hrq3FILpKunfeLo6+oOAC0+rquq7V3vQCkzz4hoQCgm5nl4hd0KjZsdJWHzmLYmc7achns12w20O4O44urhnHxuTK4KwBlP6BX0WdjZwXrYwuTQrBgAcCBAwd6Ao6ghDUerlmzBmvWrAm9ftu2bXjd616XhXqpRGykarWKcrkCxwmf9slhKi+gl/VWB/txMNQliw9LyNLzKFN6WW/+tIWAXhaGQyUMsKGEpN+3gMdoEyb++TX0+o6OLoq1s4oTTsOb1DRuLIkQLLPqErmdafSssNFVm6mJib4ajGhcBvsBnfUdH5tI0JcZvK0AFMeAuneLYGeaLIlM9A2TwlRAns+iRqZxhsqhqRvQc9hcBvsBZvpSB0u606+56FvXOBhxoQEUh7hKpSKD4zDhkuHS27eiv6Z3sF/eIh/eMQFTFA2vm0XF2agJvThU4oBeoM+BjhnwZ5HjAksuxB86CTUug/0AvUQKn71gOuNsYGe6UrRKY5gMAhAG0imrtgDoNfOSb3yN0p94r9Hw/m1UYqIvdQbGnCqWh8PW27c8KiCAXjMvdeCsk6XnomtHBx0IVvfa7sPz4R/fglajgfuuv6nv+qlSNOZBHX25DPZT92Lc4ERuWe945iOOdvb88GHq+/T6ajzPmAz285AzIyiXK5HXcfFhYVIYCNbzXebr892yagGw9CZZbwabXofOlMPAMUA/M8unH8igukS8toKedGSkhtHaKKanwwcnctFXpxrGRVcgun9JzRgHKyBXfOwfURkaQruVb5JCZ8gjl8F+QLGquIKetFwuY7Q2GvkM4KJvXWdtmQz2A1T2I/57QceHcRnsp96/EBV9hdJ+tDaK2bmZ0Ou4VPTDZFABYSJ67AtcMkYmWW/6Ta9DbcslS6/THMtlsJ96/yLQFqo66GS4CmFnNR4+oaNDsr6VEAhW3sFH5/7JQx65DPbr3F/DhzHJIruuK/sk9OyM2ucWxyd0dNCohjHRV++swGOwn3p/naoz9Vmh2WwaIWeo1zZMBgEIE9GhAuSS9dYKlphkYAAzzCz9wLGOrkNDwxgaGg69hstgP0CvxM5lsB+g1yDLJWOkl5Qolp3JSeiZDCKMxuKXErrQTXwY9WA/QLeKy2cvGFXvqDPJGtUwLs9eVYci+DCtBn8mg/2A57ud0esblEEAwkS87CH/ja8zAIdLdgsw05e6YuPvUwjXl8tgP6B4e6E+r5FJZpLhknTXBVlbnb3gQbDS65uGOUvoqtIYB4XLYD9At9LIpxpmkvmmtrO6RjWMUxa5SBV9dcaZoDEOCq+1LVZFv2holKAMAhAmosOhz2Xj6wxO5DJYCNDVl8ewvFariWYzfnAiF12BYg1IAwxpg9lUQDQeLgzWVqeKm9sckATRGZzIa22Ls28BQ6YmNnb2/FlbLvrqEBJwGpSnhURhqW/42g4Pe0gK6r0QJoMAhInMzXWznYt0hgtRl6z1YTc8snHFKlMmlVV56loMOF6SvlwG+6n31yJPYPAw1NkLFdd/bRoJViVMqhSO4yQGeFxgLB0dNOaAsLKzeFgTl8F+6v2LB7vhr68Kq4rSl5ed6TzP+FQUks8K3uvUieswGQQgTGSuy2Awtmg89H3fYD/yCkgy/RuXDAxgVqbkYKRJZWAu5XXADA7AIRhNmnTLa7CfBryN0b6NtLMQFiwO+uraWRF0BXgNHEuCNXEa7KdnZ8WEt3HQd2Bn/ZPEte0GIBzGIYTJIABhIoJCLaoCom4w6o3vo38rglMxgrfRO+wkXvoi6QoANfkwpN8Lnr5RdtZ5ncVgv+6+rVSGIgcncrIzLQa3LAOQuIKHRn9IUs8KJ+y0ztqy8gtJa6v0LlH313i6jkX2FfHqtRK9YfwZ0YDkXjYuczUAw57Gef76cvIJYTIIQJhIUgVkUdfZLCzUySPZZrOJRqPTpxCpb/f12dlDuekVJSK4WzQWrivg/TtmZ8O5tPOUua4OYxH6LmKkq9Ahfm3HutfS7wXdtZ2L4FTPU9SDb5K+M4zWdlHAJ6jny4rTOeBlsRfcQATiOzxqHGoTfS5HO4vQFWDmw5LWdozf8wGIPsgJfVnYmVzb8ACkVCpJf8FjfTsBSJH2QqydCX3n6PXVtzN6nxAmgwCEiSQ9YDgd6AFv40cdPOXDkMFBTh46Y5zKIkb6JjnBMUaH5KSHIaCuLX2fgtBhUYS+MlhisLaO48jesGLtBb+uIi4ouUC5S4+bxfrGZc6DwUmYFNPOnl8+jINPaDQW0Gp12ASj9e34BR57Id4nqEEUh70w93y1MwaH+iL5sDAZBCBMJGnjj41NAODhUAAvEBrv6hUUTplkkbWKyiLXaotkQyQHfb21TQhGGeg603XCo6Njkf1AnJzgrNwL/PctoGNnfA5GMwlrK+BXgHeISiXBGMOQllfXh/Gws3gfBnCzs+JUGgFP3+TnGX3AlGRnQtdWq0kOIwWKamfhugLc7ExvL3BY2zAZBCBMZG4+ITM7Jg4a9A4QSI68ZemPwcZPzMB0dW23Wywws4lZ7zE+DlDVIWrvcsoYJQf6fA4agImd0esbZWeiUCHgV812C47TTn/DQAWkVFYhWMkf9/SNqobxs7OhoWFUqyOh13A6bCTaGaO1BTTsrIBry0FXQCdLzyeJovqEqLklixhVyeckvI2/DwuTQQDCROZmuxupALh/QMlwJUFZGOg7mwDB4ra2IgtTBDheq9WUU6KTDvUc9J3VXFsOWG9AyXAlHTYY6Ovp6vcJx578MgBApVsBaTjZDM8MQrDmpqa9nw9OBy/vkZkk2Csj/PT8/JykMw3bC+xw/0l2xqinAlAzyc8DH8Zo3wKKvlFnG0b6qn/fMGKV4eGqJARhtRcSz430uobJELUCA+lI0bB8MgtTAChLkTIwgKdHVMmaU7Mp0FnfkZFa6F4YHvYythwyRrNy3ybYGZO1nUvQl1PwLJtNA/vgxNedCcALQGYOHczkfsEAxGm3cd5pr5c/J0mynfFJoriui7n5WYyPTWBsbAIHpvb53vfh/hnoO5vwfGD7PFvEH8qi7cMY6Ap4WfoiQIoFwU61WsXY2ESPTuqacxgxkGhnjCrkYTKogDCRJJgQt0g28VAvelYYPAzF2lYqldCBPV5/DQ8jTV5bXjChuL2rvsZhWJ5urxWXh7dsmo/MzPLRVwRttdooKpXe3JaAYO3fvTuT+4U1oTfm59HQpMdMYsfjtLaAwjIWoq/QtdlsoNls5KpXmCSxzUkfxuD5AKhsflEQaD76Jq8tn2cvkEywIxIAHNYWiCfYUdeWmj4aSCbY4bRvw2QQgDCRWc2DEYcsAaBRsmaUhanX5yV1cZi+nHQFDMqqbPQVD8Teh7dY2/n5WQkhoZSZmEMcwHFtNSFYDPRVdVD7Kkpd5ivRhM7NzhKhmQXQ1/Nh9EE+oMLbEvrCmOibBNPlZGdibSuVIYyM1Hre5/o8e37ZGQ9dteHaTPQNyiAAYSJRHPpCODUeA/oQLC4bP46VhVPDPOD1A0WVrLk5QW9te/cCt4PGXIyugArH469vuVxmxYKlkjiE6SsgWFnZWdoMZGImmZudxUBvuPnbpOcDt7WN07daHcHQ0LDvOkqp15V+oFCfy8cnAMWCawPxsCa+dlYMHxaUQQDCRMSGrlarGB4e7nnfY17gcTCajclwdXD/nUYtLqW/OOgNN9y/NvMRE31j15ZZCViubcTUY25rG7cX1CZJLvqGzYURMzkEBCurh2HaAKRIzEeAyngTY2dMdE2dSwNAAAAgAElEQVSq6HNb27i9oP4bOOD+gXifyy3po9uDyWUvxM224nagTxzyyMzOgjIIQJiIio8fHS3AITmmZO3D/dd5OOw4HCq7DIxmWbUI+nJzgELXcrkc3g/EdG1D7ax76OSC+wfCmaUEBEtUQLLyYfsnd6T6fCI7nqA+Z+NzNeyMma4jIzVZPVCFXWJCw8644P6BeOgNv7WNPtADyvOMmb6hdsYMLZF0VuCWmAjKIABhIo7jyOxKmKFya0KPK6uqeGQOuH+gmGXVRBYsJvrGrS23A7069bgYUJZoem5uuH8g3C8c2LETgNcDklVmdn4m3ffowoS47IUi2Zm6J4uQmIiDsnBbWyBeX75rGwYjrUgGN24Vm3A745WUSCLYWcSIyS9MBgEII9FiX2DiVOLKqtwcIJAEweKF+/fWtjcQ5Yb7B+JL1hz3Qhw8hNth4/lgZz/7jysBZA/BarfTJTfi1pYb7h9Igt3w8gmO09ZKqHHRN45tjqed6SQmeOgbjz7w9gYXfXWCOy5nhSSCHW52FpRBAMJI4vB8/JxKDFOEpKrjUa0B4kuV3PQVeqhDj4SMjo71XEctHoVlNByAi65AsfSNY5vjtm8BBRqi6NtaWACgNKFnpG/qAERZ22A/kFhbtTJNLfH7tqPvDKNMZxzN8ThXO4uBNHHRFUiCYPHyCzo+bGGhLivT1KJzVuAyQBOID/DGmVEyB2UQgDCS2HkK3LCHcSVrhrjD2ZiMEbe1VaceB2FY4gHZaDTQbDJx2DIzG1KyZjazBIiHuHHLdsauLbOkBBAOtxCw+axZsNIHIJ4ei0b9WXq5tvOzbHD/cUx+LPfCrI6d8fALcUx+xVtbXk3dHsHOSA/BDjeYI1BAO5PPs2JU71QZBCCMJO5gxA17qNfUzePhAiRkYZjpK6YeA73ZQ/E7h6F+QuLWlvNeiG3gZKKvNxMmBMYyxgs6CIQ3nIoDfFlCsLLRt9VKnnYeJ81mA41Gp3k/0s44re1ccqM0r70QbmflcgW12igAPvrGNvgXaG0Bfs8z9VkV1Ff8zsrONAh2uKwtEH0Wq9UWoVzuHPE56avKIABhJDMz0wCA8XF/AFKpDEnoDZdSmgiERkcXoVyu+N4T+ot/DweJw3uLgG9m5mCuOsVJ1ITT8bHFAIBDDHUNX1t++kY9YGq1RXKCN5e9Gzfp1ltbHroCEQ/DbgAiKiBZrW3aCggQ3VchfAKnfRtvZ/x8WFSv1fj4YvkzGzuL6a9haWeiZyVM3+76cllbx3EiKaTFWYHT2sYhUTifbaLWttVqos6EjTQogwCEkUwf6jw8JiaW+l6fmFAc9iyPja+W9IKZ78Vd/cW/h4PElawnFnf1nWakbwQTx+LFSwAAhxjpGgfHmxD6ctoLEXC8xRMdXRuNhhyoRy3ioDE0NNwz9Xgxy7XttTMxB2SoWwGZPjSVyb2cDAKQKMYb4cM4rW0cO88ER58bubadfTszewiOk66KlZWoxB8iayxE6MtpL8TBbia6+nLaC9F2JtY2G5+QhcTbmVhbPvpG2xk/nxCUQQDCSA7JAGSJ7/WJcc8BcqG1bbdbsrQ6oWS0AE9/Tg77kKwuLe55j+MDRugbtbacnIqn65Ke9+TaMgqYRFZ7PKCvFyzxebjMz8/K5szevSACZz76emvr6eo6LuB6FZCs9kIWFZCZKDvr7gVOSYkonwDwDEalz50IX1tOPmFmxmsqFhUPIXIvsFrbrp0FzgrV6oiEtx1i5Bdm5NkmwodxWttDXTubCDsr8EtMCH177IzhuSYogwCEkQgjXBwMQBgeOgHgYNfBLV7sr9hwPNBPR+g6MlJDtToCgBfcIkpfmT1kqOvExJIeNiHpBBnqu6RnbbsPF0bldUDxC4sP873u7QU++obuW9dFxS3JgYRZrW8WAcj09AEAcXbGfG27wvGwIe1sIuL5wMgntNstyWwUXF9xSJ5huLaLe9ASnbVtt9uyj5CDiIrB4omAD+sGdzOHGNnZoa5PmIizM076RjzPGCYlgjIIQBjJIeUgpwrHAz2gPhD9ToXnwzD8oOE57BarRq2owwbPjFFH10qlUogycPTa8tu3QLK+PNfW7xME/Eqt6KSVtE3ogM7a8skiCx9Wq43KpImQxaz3QrgPK4qdcV7b4KFzQgmcubC3AdHJSs4+bHx8cS8cbzFHvxAfjHKzM1UGAQgjOSQznYGNtFhkZnltpEh9GWa4hIPrcdjj/KAWgJIx6lnbbkMkI6fSbDYlHE/Vt1QqSSgOJ32no/ZtV1dOD0Mgxs7k2jJ6GIbYWalckvCrLNc2kwpIRHVJhb1ykbk5L3hT98LQ0LAkKeGkb6QPY+gTAB0746Nvsg/j4xOAuLXlB3sV1Y1yueyD6Y6OjkmSEl57IcrO+PmwoAwCEEbiNaFHVEC4HZJl5B0BGWOkr9B1dHTMx0XOtUyZlNXgtLaAkuFS9sKi0TFUKh2GNE7rOx1RaZSBPqOHIRBnZ3yrS+PjiyUcb9Mj61BxOo+aLPbBrbc+AgC45JK1qb8r0YcxWltAhel6fkEcOh3HYTN8DoixM65rK6rkkfry8QtRa8uxRwEolp354HiKvh5JyQIWFuokuoWJtxf4V5eCMghAGEmSw2brVAoAZZmdPYR2uwPZUA2V48MFSIYDsD0kK5lkcaCv1+fRaCyQ6BUmSbh/toF+T2WUn75CVxWOt3/bdtz0xX/tvp9e1ze98Z+x/PB3Yd26zam/K9LOGK4tEK6v2AczM9NsSEqAaDjeYu6BfhRkjNFeiILjcWyYB3SeZ/z15Xqgj+5p5Lm2qgwCEEbiNWrxzxIAyU3onA71ruuGloFFxohTsymg8TAsgL5esylPXaPw09z0DbOzcrnCclZFq9WUvVS+vVvvQIeyIE9wHAf792eT6U9MojBaWyDKznj7hEg7Y9TIC6h25gVMnQN+FQCv9Y2C48keEGZrm5hEYXa2CbUz2TDPX1dArejz0leVQQDCSMRGUTG9gFpW5XOgBzx91ICpVluEoaEOxIndoT6EZWycKe4/Co7HEY8MKBjfkLXltm/F2gbheBx7KgDVzrwHjEpzy+0gF5ZIEVjq4tgZz4NRvJ3x0lWsrQrHA4rpw1qtpm+iNwcJh+PxS/4Bnj7FsbPngw/jaWeqDAIQRrKwUJdQFXXjc62AxGW9OQ1zExIGvWHfA1IAdh4gITPLbG2j4Xj8eiqAeDvjNMxNSBj0hiscIIkdr0h7gVvgHAbHA4rpw7jtAyBpL/DSN8wnqCQl3Na3WGsbAcdj6sNUGQQgzCQsmhVGwLes6jmVJUs6P3N7GALhTmVJV3dOw9yA8IbIcrniZTsZ4ZGBcJiQ2AvcGuaj4Hje3uWlb+i+FboyW1sgXl9uD8MwmNDISI3lMDcgwc6YrW0UHK+QdsZMV6BY+obZ2fj4YoWkhKud9Z5tuAXOUXA8zmcxIYMAhJmIB57YPABw2NJlAID9U3tJdIqSsBLwYYctBwDsP8BLV0ClAlTWtqvvAWb6irUdGhrG2KJxAMDSpctQLpfRbrdxsBugcJFDIVSAhx12OACeeyGMLlbqu38PiU5REka56a0tL10Bz87C1vYA07VV4XjCJyws1DE7N0OmW5iE21nX5+7naGe9B0+u+sbaGTNdgXg74+rDVDie0PXQoYNoNrOZDZSVhCWouO5bIOJ5tpSvvkIGAQgzEYe1ZctWyNfEz9w2UlgGRh40Duwj0SlOwibzcj0kNxoLEsIm1lfoevDgflZsN0DUXuAZ3AG90JtyuSyrYfuZ7d0wSmZvbXnpCsTvBW5r24HjtQB4iQnPh3Hct72Z2WLo29kL1eqIJE/g5nPD4HjiEFeEtQWUQyczO1PheKKK760tL12B8IrNYUv5n22EXxgbm5DkCdzsTJVBAMJM9nUzF8u6D+yxReMS18fNCYrs69jYuIQsLGN86PSCu+XytWWMD3LBYHTZYZ3/stb1MCVwLsLadvVdsmQZKpUKHMfBwYO8qkvCzpYsOUwOwiqEnR0WZme89HVdFwem9gPwdCzGvlXXtusXpjjr29FRBKKNRoPVzBLAS/D51rb7rOC5tv6zAqDqy8vOWq2mPCRLO2OqK+DthcMKsLZA794VZ4aZ2UNoNhtkeiXJIABhJmIjHS4OncpG4jRLAehgDwUziNCTMwRr777dAIDDD18pX+Os776AvssYw27E2i73rS1ffaPWdurgfnZN3QcPHkCr1US5XJZrynnf7t23C4C3tuVyGUuWdGGkDPXt3Quc1zbGzphVyIFi+TDx9x4ervZUw7hBmoDe59nwcFVWF4qxF/hChMLtjK++kXbGUFdVBgEIM9m/v7ORlh0uDvR8y+tAr6EuY6xv0EgXLRrDyEgNAG99xdpyht0IXZcsOawHS89Z3yKsreu6sjLq6csXDhC0s8WLl8rq0lS32sBJgj6MM3RQrO2yZctRLnce30XQtwh21mo1pV5F0DdoZwIi1Gg02FHgA8De/cG9wPms4E+iACoEi6O+gbVlDB1UZRCAMBMPguWH3XCNZHucIGOHHXXQmJubxcJCnUyvKAlmuLyKAr+1PXTooKzQLVvmfyBydIK9a8vbYUdlDznq22Nn3Yfh9PQUu+oSEObD+NrZgQP70G63UakMYcmSZSiVSpKkhPNeCB6SOeoKAPv2B+yMsb5Rz7MphnAxICxg6lYUGOorzmG12ijGxiYwNDQse204n22CPowjdFCVQQDCTPbt62z8w5cFKiBMN5IwVAkZYwxf2N810vHxxRgZqbE+xAFhayt6QJjqq+zd0dExjI4uAsDzICcgFb0Hen66At7aLj98FQC+Td0AsL+r69Klh6NSGfKw02z3bbCKyxfr7ThtecBcfvjKbnWp0xd0gGF1SewFaWfL+ParAKqddQ9yggCGob69a8u3XwXoXVvOfqHRWJBMWMsPXynPYa1WE4dmeFEcAx5ypmcvMFxbVQYBCDMRByMBwVq58kgAwJ49O8l0ihMvq9E5GAl9d+/eQaZTlMzOzWB+fg5A55C8qqvrLoa6Ar0Zo5UrjwDAc20BL3u4/PCVWNXVdXp6CvX6HKVaobJ3r//QKdd2z3YyneJEzcyWSiWsXLEaALB7Nz99pw7uR7vdkj0r0s72MN23PXbG14cBfn3F2u7dt1uyeXGSYJaevQ9T1nZoaFgmfzjameijET0rwufuYqgrUMDnWYid7d6zE67rUqoVKr12xtuHCRkEIMxkz94O9nB8bAJji8axevVRAIBduyYp1YoUsfFXLF+JxRNLsWjRGADGTlAckpevwirmaytwqMuXd4K71as6+u7ctY1MpziRTnD5KkVXrmur9qxUPX138tTXW9uVOHzZCgwPV9FqNeXrnMR1XZntXLF8FVZ113YX07Xdp+xbAIXZCytUO9vJ0ycIHyZ6Vrjrq/qwlStWo1wuo16fZ9m71Gw2pV4rlq/EqlVHAyiSnXX0LZad8dQ1GNxx11fIIABhJvX6nKyCHHnkC3DE6o6R7mDqsHft6gQaRxxxjAyW9u3bzZb6zacv80Pyzq6uq1cdheHhqnTc4t/ATUQgp+4FrrpOH5qSU5qPOOJoT1+mgbNYxyOPOAaruz5hz55dLHsqAG8d1b2wk+na7lR0rdUWYWm3p4JrYkJd21XM9+3+A3vRaDRQqQxh5coj+dvZ7s7f/MgC+AQg3M646qvaWRGSleF2xtMn7Nm7E+12G7XaKJYtWyHPNlz1FTIIQBjK5PYtAICjjzqWfSS7detzAIBjjj6O/YEeALZuE/q+0DNSpvru3DmJZrOBWm0ULzvxN1Aul7GwUGeL8RV74eijXyizcZz3wrZt6t7lnY2Ta3vUC4thZyH67mKaRJmc3AzHcTA+NoGXnnAygA6pArcp6EJC9wLTfes4DrZv3wwAeMExL5JQFq76emvL3ycAqs89jv1eEP522WHL8eu/fgIA3slK9Xm2mvm+bTab8nnwwmN/XVZCuOorpDAByKc+9SnccccdmJ2dxYED+oPCzj//fExOTmJubg633XYbTjzxRN/71WoVF198Mfbs2YOZmRlcd911OOqoo7JW30gmuw77pSe8AkuWdPjIucJuhK4TE0vw8pf9fwCA7du3UqoUK9u2bQLQeXgfc8xxAIBJpvo6Thvbd3R0O+PVrwcAbO8Gpxxl2+QmAJ0DvVjb7Tv46ru1q+8rTj4NixaNod1usz3Ui7U9/PCVeMlLTgJQjLV9wTHH4QXHvAgAMLmDp501mw1ZYXr1q34bAKTdcRTPzl5YDDvr+tzfPPW3MDxcRaPRkFBjbiKeD6tWHYlfe9FLAHBf284h+QVHH4djju4+z5jqOzc3K6FCrzq9AHbW3QvHHKXaGX99X3Xaa1GpVDA3N8s2WSmkMAFItVrFVVddha9+9avan/n4xz+Ov/u7v8MHPvABvPKVr8TOnTvxk5/8BOPj4/Kaiy66CG9/+9txzjnn4Mwzz8T4+DhuvPFGybFOIdsmO4f61732bADAjh3bJFyEmzQaC/LQJvTd+NxTlCrFingYnvjSU2Q27jnG+gqnUqS1Xb3qKLy0e0jeuJGvvsG13brtObbZuNnZQ5JZ7rX/7SwA3Ne2czA6+eTTsHTpMrTbbWze/AyxVtGybbKjr7Qzxmsr7OzII4/F8b/+MgC89RUB0+u6+3bT5qfZQgcPTO3DzOwhlMtlvObMNwEoxtr+5qm/hbGxcTSbDZm55yjBvcB5bbd2fcIxxxyHX3tRp2LDWV+5tgU4KwgpTADy6U9/GhdddBEee+wx7c98+MMfxuc+9zlce+21WL9+Pd773vdi0aJFeNe73gUAWLx4Md73vvfhox/9KG655RY8/PDDOPfcc3HSSSfhDW94Q7/+KYmyYcN6AMCKLtPNsxufJNNFR57tGqXQd+NzGyjViRWxlkLXnbsm2UItAEXfbv8H57Xdv38PDhzYh0qlIuk2OesbXNvnGOsKFGsvPPusX9fJ7VtYztoR8uyzXR8m15bvw3vXrknMzEyjWq1iyZLD4DgONjEO7uRe6Ppc9nYW0LcQdtbVdcuWjSzZ0IQUaW0nJ7dgfn4Oo6NjGB9fjFariS1bN1KrFSlFszOgQAGIqRx33HE44ogjsHbtWvlao9HA7bffjjPOOAMAcOqpp6Jarfqu2bFjB9atWyevoZD1jz+IdtvLEK1b/yCZLjryyCP3yJ/b7RbWP/4QoTbxsm/fblm2BoB163iv7cOP3Ov7/bF1DxBpoiePPOrpu2nT0ywn8gp55NH7fb+zX1tlLzSbDTz5lH4yJm/ZsXObr7l0HfO1ffjRe3y/P8bYL7iui0ce8/buM888jnp9nlCjeFF9AvD/2rv3oKbutA/gXxABBdyCVGJB8O6wwABVdr0Si5WK00p1lYK1i13KtLX0tVXXXhYFrTruqIvSurrtAi12bVe3M65O3UJxsQhI+4JAieIFhRdEQLkIGIhS/L1/uGabaiHB5Jwkfj8zz0xycs7hm8cQz0NOEgv4PftRXo2mGxeqzsiYpm//V3tR57uLKk6bd2/LLOix0Nv7A1Rn/vs8cPZcBX74oUfGRH0rK//Jc5iZHzcCVjyAKBR3psCmJt1zTZuamrS3KRQK3Lx5E9evX//Zde7H3t4eLi4uOmVMXV1qFJcUALjzJr4TBV8bdf/GVlB4TDswnSo9CbW6U+ZEfTuR/99+5uVnyZikf6rTp7SfitbcchVnKstlTtS3vPzs+142Rx0dbdon7d7eXhQUHpM5Ud/yC3Jw+/ZtAMB3xflm+f0qP2ZJv2fl3/8v2jvuvLewsakeF6pOy5yobycs6PfszvNWGYA7g/PJb4/LG6gfP+5n0bfHzfa0zLt+fHyQd8K8HwunTp3Ejf8cH9RdrkZ1jXn/lV7nOeyEeT+HNTReRtXFSgDAzZsafPtdnsyJ9CPkqqSkJNGfyZMn62wTGxsr2tra+t33tGnThBBCKBQKneUffvih+Ne//iUAiJiYGKHRaO7ZNjs7W+zZs8fg3C4uLkbrjceIx8T6P6SIp8IXyvbvY0g9OWeBWPfun8RjI0fJnqW/cnQcKt5cuUG8GPs/smfRpwL8J4sN61NFgP9k2bP0VzY2NiL2hQSxauUG4eg4RPY8/dVIhZdY/4cU8WTYM7Jn0afmPbVIJL6zXXiMeEz2LP2V01BnsfrN98Sypa/KnkWfCg6aKpLX7RK+voGyZ+mvbG1tRdyLb4g3Xk8S9vYOsufpr7w8R4ukdbvE7NAI2bPoU0/PjxJ/eHu7cB8+QvYs/ZWz8zCxdvUWEf1cvOxZ9KmQKTNF8rpdYuJEf9mz9FeDBtmJ+LjV4vXXEsXgwYNlz9Nf+XiPE8nrdomZM5406n5dXFyMfowLQNj854Ishg8fDnd39z7Xqampwc2bN7XXY2NjsXPnTri6uva53ZgxY3Dp0iUEBwejrKxMu/zQoUO4fv06li9fjieeeAL//ve/4erqqvMqSFlZGQ4dOoTk5OT77tve3h4ODg7a6y4uLqivr8ewYcPQ2Wnef/0nIiIiItKHi4sLOjo6jH6Ma2e0PQ1AS0sLWlpM8zFh1dXVaGhowNy5c7UDyODBg6FUKvHWW28BAEpKSnDr1i3MnTsXBw8eBHDntCx/f3+sXbv2Z/d969Yt3Lpl3i/LEhERERGZI4t5D8ioUaMQGBgIb29vDBo0CIGBgQgMDISTk5N2ncrKSjz77LPa6zt37sS7776LZ599Fn5+fvj444/R1dWF/fv3AwA6OjqQlpaGHTt2ICwsDEFBQfj0009RUVGBnJwcye8jEREREdHDQPbz1vSpjIyM+77vQqlUatcRQojY2Fid7ZKSksSVK1dEd3e3OH78uPDz89O53cHBQaSmporm5mahVqvF4cOHhZeXl1mcH8disVgsFovFYslVVvkeEGthqvPjiIiIiIjkYqpjXIs5BYuIiIiIiCwfBxAiIiIiIpIMBxAiIiIiIpIMBxAiIiIiIpIMBxAiIiIiIpIMBxAiIiIiIpIMBxAiIiIiIpIMBxAiIiIiIpIMBxAiIiIiIpIMBxAiIiIiIpIMBxAiIiIiIpIMBxAiIiIiIpIMBxAiIiIiIpIMBxAiIiIiIpIMBxAiIiIiIpIMBxAiIiIiIpIMBxAiIiIiIpKMndwBrImLi4vcEYiIiIiIjMJUx7YcQIzAzc0NAFBfXy9zEiIiIiIi43Jzc0NnZ6fR9scBxAhaW1sBAJ6enkb9x6E7k3d9fT17awLsremwt6bF/poOe2s67K3psLemc7e3d491jYUDiBF1dnbygW8i7K3psLemw96aFvtrOuyt6bC3psPeWg6+CZ2IiIiIiCTDAYSIiIiIiCQzCECy3CGsQW9vL44fP47e3l65o1gd9tZ02FvTYW9Ni/01HfbWdNhb02FvTccUvbUBIIy2NyIiIiIioj7wFCwiIiIiIpIMBxAiIiIiIpIMBxAiIiIiIpIMBxAiIiIiIpIMB5B+zJo1C4cPH0Z9fT2EEIiMjOx3m9DQUBQXF6O7uxsXL17Eyy+/LEFSy2RofxUKBf72t7/h7Nmz6O3tRUpKikRJLY+hvV24cCGys7Nx9epVtLe3o7CwEOHh4RKltSyG9nbGjBnIz89Hc3Mzurq6UFlZiTfeeEOitJZlIM+5d02fPh09PT0oLS01YULLZWhvlUolhBD31KRJkyRKbFkG8ti1t7fHpk2bUFNTA41Gg6qqKrz44osSpLUshvY2IyPjvo9dlUolUWLLMZDH7dKlS1FWVga1Wo0rV64gPT0dbm5uBv1cDiD9cHJyQnl5ORISEvRaf/To0Th69ChOnDiB4OBgbNmyBampqVi0aJGJk1omQ/vr4OCAa9euYfPmzSgvLzdxOstmaG9DQ0Px9ddfY/78+Zg8eTJyc3Nx5MgRBAUFmTip5TG0t2q1Gh988AFCQ0Ph6+uLTZs2YdOmTYiPjzdxUstjaG/vGjZsGDIzM3Hs2DETJbN8A+3txIkToVAotHXhwgUTJbRsA+nvgQMHMGfOHMTFxWHSpEmIiYnB2bNnTZjSMhna25UrV+o8Zr28vNDS0oKDBw+aOKnlMbS3M2bMQGZmJtLS0uDn54clS5YgJCQEf/3rXw3+2YKlXwkhRGRkZJ/rbN26VZw5c0Zn2Z49e0RhYaHs+c299Onvjys3N1ekpKTIntsSytDe3i2VSiXWrVsne35zroH29osvvhCZmZmy5zfnMqS3n332mdi4caNISkoSpaWlsmc399Knt0qlUgghxC9+8QvZ81pa6dPfp556SrS1tQlXV1fZ81pSDeQ5NzIyUvT29gpvb2/Z85tz6dPb1atXi6qqKp1lCQkJora21qCfxVdAjGzatGnIzs7WWZaVlYUpU6bAzs5OplREhrOxsYGLiwtaW1vljmJ1goKCMH36dHzzzTdyR7EKy5cvx7hx47Bhwwa5o1il0tJSXLlyBTk5OZg9e7bccazGggULUFxcjLVr1+Ly5cs4d+4ctm3bBkdHR7mjWZ24uDjk5OSgtrZW7igWr7CwEF5eXoiIiAAAjBgxAosXL8aXX35p0H54RGxkCoUCTU1NOsuampowePBguLu7o7GxUaZkRIZZvXo1nJyccODAAbmjWI26ujo8+uijsLOzQ3JyMtLS0uSOZPHGjx+PrVu3YtasWfwGZCNraGhAfHw8SkpK4ODggBdeeAHHjh3D7NmzceLECbnjWbyxY8di5syZ0Gg0WLhwIdzd3fHnP/8Zbm5uiIuLkzue1VAoFIiIiMDSpUvljmIVTp48ieeffx5///vf4ejoiMGDB+Of//wnXn/9dYP2wwHEBIQQOtdtbGzuu5zIXEVHRyM5ORmRkZG4du2a3HGsxqxZs+Ds7IypU6di69atqKqqwueffy53LItla2uL/fv3Iykpie9LMIHz58/j/Pnz2utFRUUYNWoU1qxZwwHECGxtbSGEwPPPP4+Ojg4AwKpVq/CPf/wDr732GjQajaQVUrYAAAmPSURBVMwJrcPy5ctx/fp1HDp0SO4oVsHX1xepqanYuHEjsrKyMHLkSGzbtg179+7FSy+9pPd+OIAYWWNjIxQKhc6yESNGoKenBy0tLTKlItJfVFQU0tLSsGTJEr6h18hqamoAACqVCh4eHkhOTuYA8gBcXFwQEhKC4OBgfPDBBwDuHNTZ2tqip6cH4eHhyM3NlTmldSkqKsKyZcvkjmEVGhoaUF9frx0+AKCyshK2trbw8vJCVVWVjOmsx+9+9zvs27cPPT09ckexCu+88w4KCgqwfft2AEBFRQXUajXy8/ORmJio95k+HECM7OTJk3jmmWd0loWHh6O4uBg//PCDTKmI9BMdHY309HTExMTg6NGjcsexajY2NnBwcJA7hkXr6OiAv7+/zrIVK1YgLCwMixcvRnV1tUzJrFdwcDAaGhrkjmEVCgoKsGTJEjg5OUGtVgO484ljvb29uHz5sszprINSqcSECRN4uqsRDR069J7j2bunv94940cfHED64eTkhPHjx2uvjxkzBoGBgWhtbUVdXR22bNkCT09PxMbGAgD27t2LhIQE7NixAx999BGmTZuGuLg4xMTEyHUXzJqh/QWAwMBAAICzszMeffRRBAYG4tatW6isrJQ8vzkztLfR0dHIzMzEypUrUVRUBA8PDwBAd3e3zl/oyPDerlixArW1tdqP15w5cybWrFmD999/X5b85syQ3gohcPr0aZ3tr169Co1Gc89yMvxxu3LlStTU1OD06dOwt7fHsmXLsHjxYn6s/M8wtL/79+/HunXrkJGRgaSkJLi7u2Pbtm1IT0/n6Vc/MZBjBeDOm8+Lior4fNAHQ3t75MgRfPTRR3jllVe0p2Dt3LkT3377rcF/nJD9Y7/Mue5+DOFPZWRkCAAiIyND5Obm6mwTGhoqSkpKhEajEZcuXRIvv/yy7PfDXGsg/b2f6upq2e+LuZWhvc3Nze1zfdbAe5uQkCAqKirEjRs3xPXr10VJSYl45ZVXhI2Njez3xdxqIM8JPy5+DK/xevv73/9eXLhwQXR1dYmWlhaRl5cnIiIiZL8f5loDeexOmjRJZGdnC7VaLWpra8X27duFo6Oj7PfF3GogvR02bJhQq9XipZdekj2/OddAepuQkCBUKpVQq9Wivr5e7Nu3Tzz22GMG/Vyb/1wgIiIiIiIyOX4PCBERERERSYYDCBERERERSYYDCBERERERSYYDCBERERERSYYDCBERERERSYYDCBERERERSYYDCBERERERSYYDCBERGY2Pjw+EEAgMDJQ7it4mTpyIhoYGODs797uuv78/6urqMHToUAmSERFZJw4gRESkFyFEn5WRkYG6ujooFAqoVCq54+pt8+bN2L17N27cuNHvuiqVCt999x3efPNNCZIREVknfhM6ERHpxcPDQ3v5ueeew8aNGzFp0iTtsu7ubnR0dMgRbcA8PT1x6dIljB07FvX19Xpt8/TTT2Pv3r3w9vbG7du3TZyQiMj68BUQIiLSS1NTk7ba29shhNBZ1tHRcd9TsHx9ffHll1+is7MTjY2NyMzMxPDhw7W35+bmIjU1FSkpKWhtbUVjYyPi4+MxdOhQpKeno6OjA1VVVZg3b552G6VSCSEE5s+fj7KyMnR3d6OoqAj+/v46mRctWgSVSgWNRoPq6mqsWrVK5/aoqCiUl5frDB/e3t44fPgwWltbcePGDahUKkRERGhvz8rKwvDhw6FUKo3WWyKihwkHECIiMhmFQoFvvvkGZWVlmDJlCubNmwcPDw8cOHBAZ73Y2Fg0NzfjV7/6Fd5//33s2bMHBw8eRGFhIR5//HFkZWVh3759GDJkiM5227Ztw5o1axASEoKrV6/i8OHDsLOzAwA8/vjjOHDgAD7//HMEBAQgOTkZ7733HmJjY7Xbh4aGori4WGefu3fvhoODA0JDQxEQEIC33npL5/Ssnp4elJeXY9asWcZuFxHRQ0OwWCwWi2VIxcbGira2tnuW+/j4CCGECAwMFADEhg0bxFdffaWzjqenpxBCiAkTJggAIjc3V+Tl5Wlvt7W1FZ2dneKTTz7RLvPw8BBCCPHrX/9aABBKpVIIIURUVJR2HVdXV6FWq8WSJUsEAPHpp5+KrKwsnZ/9xz/+UahUKu310tJSkZiYqLNOeXm5WL9+fZ/3/4svvhDp6emy/zuwWCyWJRZfASEiIpOZPHkynnjiCXR2dmrr7NmzAIBx48Zp1/v++++1l2/fvo2WlhZUVFRolzU1NQEARowYobP/kydPai+3tbXh3Llz8PX1BXDn1K+CggKd9QsKCjBhwgTY2t7572/IkCHQaDQ666SmpiIxMRH5+flITk5GQEDAPferu7ubn4RFRDRAHECIiMhkbG1tceTIEQQFBenU+PHjkZeXp12vp6dHZzshxD3L7u6vP0IIAICNjY328l02NjY615ubm+Hq6qqzLC0tDWPHjsW+ffsQEBCA4uJiJCQk6Kzj5uaGa9eu9ZuFiIjuxQGEiIhM5tSpU/Dz80NNTQ0uXryoU11dXQ+8/6lTp2ovP/LII5g4caL2FZYzZ85g5syZOutPnz4d58+f1356VWlpKX75y1/es9/Lly/jL3/5C37zm99gx44diI+P17nd398fpaWlD5yfiOhhxAGEiIhMZvfu3XBzc8Nnn32GkJAQjBkzBnPnzkVaWpper2b0Z/369QgLC4Ofnx8+/vhjNDc349ChQwCAHTt2YM6cOUhMTMSECRPw29/+FgkJCdi+fbt2+6ysLEybNk0nS0pKCsLDwzF69GgEBwcjLCwMlZWV2tt9fHzg6emJnJycB85PRPQw4gBCREQm09DQgBkzZmDQoEHIysqCSqXCrl270N7ebpTv0Hj77bexa9culJSUYOTIkViwYIH21K3S0lJERUUhOjoaKpUKGzduxPr16/HJJ59otz969Ch6enrw5JNPapcNGjQIu3fvRmVlJb766iucO3cOK1as0N4eExOD7Oxs1NbWPnB+IqKHEb+IkIiILI5SqcTx48fxyCOPoL29/YH29eqrryIyMlLne0Z+jr29PS5cuICYmBgUFhY+0M8lInpY2ckdgIiISE4ffvghXF1d4ezsrPN9H/fj4+ODzZs3c/ggInoAfAWEiIgsjjFfASEiImlxACEiIiIiIsnwTehERERERCQZDiBERERERCQZDiBERERERCQZDiBERERERCQZDiBERERERCQZDiBERERERCQZDiBERERERCQZDiBERERERCQZDiBERERERCSZ/weC7xxTtmXzCwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inicio = time.time()\n", "################Tremolo#####################\n", "alpha = 1\n", "fLFO = 20\n", "n = np.arange(len(data))\n", "m = 1 + alpha*np.cos(2*np.pi*(fLFO/fs)*n)\n", "data_trem = m*data\n", "############################################\n", "fin = time.time() \n", "print(f\"Tiempo de computo del tremolo: {fin-inicio} segundos\")\n", "\n", "duracion = len(data_trem)/fs\n", "t = np.linspace(0, duracion, len(data_trem))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data/np.max(np.abs(data)), label=\"Señal original\")\n", "plt.plot(t, data_trem/np.max(np.abs(data_trem)), label=\"Señal con efecto tremolo\")\n", "plt.plot(t, m - 1, label=\"Señal moduladora\")\n", "plt.title(\"Efecto Tremolo\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud Normalizada\")\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')\n", "plt.xlim(1, 1.8)" ] }, { "cell_type": "code", "execution_count": 57, "id": "3ac770e9", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "3ac770e9", "outputId": "85df84f3-c305-4dc0-cf70-256315e9d63e" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_trem, rate=fs))" ] }, { "cell_type": "markdown", "id": "1c561999", "metadata": { "id": "1c561999" }, "source": [ "

\n", "Modulación de timbre \n", "

\n", "\n", "El trémolo es percibido como un efecto rítmico, esto se debe a que el oído humano es capaz de distinguir eventos rítmicos discretos entre 10 a 20 eventos rítmicos por segundo. A medida que incrementamos la frecuencia del LFO por encima de este umbral, la modulación de amplitud pasara a percibirse como un cambio de timbre. La modulación de timbre es un efecto que multiplica una señal de entrada por una señal portadora periódica, que produce, algunas veces, sonidos discordantes. Esto se debe a que la señal de salida, por lo general, no contiene *[frecuencias harmónicas](https://es.wikipedia.org/wiki/Armónico)* de la *[frecuencia fundamental](https://es.wikipedia.org/wiki/Frecuencia_fundamentalo)*. Es por esto que este efecto no es muy utilizado en producción musical.\n", "\n", "La relación matemática del modulador de timbre es el mismo que el del trémolo:\n", "\n", "\\begin{equation}\n", "y[n] = m[n]x[n]\n", "\\end{equation}\n", "\n", "La diferencia básica yace en la señal portadora, la cual es una sinusoidal pura que al multiplicarla con la señal de entrada la salida resultante consiste de una suma y diferencia de frecuencias, considerando a la señal de entrada como una sinusoidal, entonces:\n", "\n", "\\begin{equation}\n", "y[n] = m[n]x[n] = cos(\\omega_c n)cos(\\omega n) = cos((\\omega_c - \\omega)n) + \\frac{cos((\\omega_c + \\omega)n)}{2}\n", "\\end{equation}\n", "\n", "Donde $m[n] = cos(n \\omega_c)$ es un tono puro." ] }, { "cell_type": "code", "execution_count": 58, "id": "0a4eeb94", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 666 }, "id": "0a4eeb94", "outputId": "166fda84-edca-4573-d4d4-069718ea307c" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del tremolo: 0.013993978500366211 segundos\n" ] }, { "data": { "text/plain": [ "(1, 1.02)" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inicio = time.time()\n", "################Ring Modulation#####################\n", "alpha = 1\n", "fLFO = 200\n", "n = np.arange(len(data))\n", "m = alpha*np.cos(2*np.pi*(fLFO/fs)*n)\n", "data_rm = m*data\n", "####################################################\n", "fin = time.time()\n", "print(f\"Tiempo de computo del tremolo: {fin-inicio} segundos\")\n", "\n", "duracion = len(data_trem)/fs\n", "t = np.linspace(0, duracion, len(data_trem))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data/np.max(np.abs(data)), label=\"Señal original\")\n", "plt.plot(t, data_rm/np.max(np.abs(data_rm)), label=\"Señal con Modulacion de timbre\")\n", "plt.plot(t, m, label=\"Señal portadora\")\n", "plt.title(\"Efecto Modulacion de Timbre\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud Normalizada\")\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')\n", "plt.xlim(1, 1.02)" ] }, { "cell_type": "code", "execution_count": 59, "id": "b0d1392c", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "b0d1392c", "outputId": "4fe52afc-a2af-4a8b-c041-f43fb3087c1d" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_rm, rate=fs))" ] }, { "cell_type": "markdown", "id": "7395cbd7", "metadata": { "id": "7395cbd7" }, "source": [ "Un dato de color, este efecto es también conocido popularmente como efecto *Voz de Alien*. \n", "\n", "Simulemos la entrada de un tono puro y veamos que sucede con el espectro en frecuencia de la señal:" ] }, { "cell_type": "code", "execution_count": 60, "id": "9fe7e9b1", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 648 }, "id": "9fe7e9b1", "outputId": "4f73aa3b-e495-4fa1-f2e0-08784347a2c5" }, "outputs": [ { "data": { "text/plain": [ "(1, 1.02)" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "################Ring Modulation#####################\n", "alpha = 1\n", "fLFO = 200\n", "n = np.arange(len(data))\n", "m = alpha*np.cos(2*np.pi*(fLFO/fs)*n)\n", "data_sine = np.cos(2*np.pi*(300/fs)*n) #tono puro\n", "data_rm = m*data_sine\n", "####################################################\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data_sine, label=\"Tono puro\")\n", "plt.plot(t, data_rm/np.max(np.abs(data_rm)), label=\"Tono con Modulacion de timbre\")\n", "plt.plot(t, m/np.max(np.abs(m)), label=\"Señal portadora\")\n", "plt.title(\"Efecto Modulacion de Timbre\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud Normalizada\")\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')\n", "plt.xlim(1, 1.02)" ] }, { "cell_type": "code", "execution_count": 61, "id": "d8cc242a", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "d8cc242a", "outputId": "bba4159e-9e64-42e0-86fc-368c28bda4bf" }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "if listen is True:\n", " display(Audio(data_sine, rate=fs))\n", " display(Audio(data_rm, rate=fs))" ] }, { "cell_type": "code", "execution_count": 62, "id": "3d8633de", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 606 }, "id": "3d8633de", "outputId": "d1d82bd4-0dbb-40b1-bd8e-d48f048ab6c1" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "esp_sin = np.fft.fft(data_sine)*(1/data.shape[0])\n", "esp_rm = np.fft.fft(data_rm)*(1/data_rm.shape[0])\n", "freqz = np.fft.fftfreq(data.shape[0], d=1/fs)\n", "\n", "esp_sin = esp_sin[:esp_sin.shape[0]//2]\n", "esp_rm = esp_rm[:esp_rm.shape[0]//2]\n", "freqz = freqz [:freqz .shape[0]//2]\n", "\n", "frame , _ = sg.find_peaks(10*np.log10(np.abs(esp_rm)**2), height=np.max(10*np.log10(np.abs(esp_rm)**2))-5)\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(freqz, 10*np.log10(np.abs(esp_sin)**2))\n", "plt.plot(freqz, 10*np.log10(np.abs(esp_rm)**2))\n", "plt.plot(freqz[frame], 10*np.log10(np.abs(esp_rm)**2)[frame], ls=\"none\", marker=\"x\", label=f\"{np.round(freqz[frame][0], 2)}Hz\\n {np.round(freqz[frame][1], 2)}Hz\\n\")\n", "plt.xlim(0, 2000)\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')" ] }, { "cell_type": "markdown", "id": "a48938a0", "metadata": { "id": "a48938a0" }, "source": [ "Básicamente, el tono puro fue descompuso en la suma de dos tonos, como habíamos anticipado, pero ninguno de estos dos tonos es harmónico de la frecuencia fundamental, a su vez vemos que la frecuencia fundamental se perdió por completo." ] }, { "cell_type": "markdown", "id": "9f056a29", "metadata": { "id": "9f056a29" }, "source": [ "****\n", "

\n", "Saturación \n", "

\n", "\n", "Los efectos de *Saturación* forman parte del ABC de los *[efectos de guitarra](https://es.wikipedia.org/wiki/Efectos_de_guitarra)*, desde los primeros días de la guitarra eléctrica, los guitarristas han añadido *[distorsión](https://es.wikipedia.org/wiki/Distorsión)* al sonido de sus instrumentos con fines expresivos.\n", "\n", "

\n", "Overdrive, Distorsión y Fuzz \n", "

\n", "\n", "En esta sección cubriremos estos 3 efectos, los cuales están basados en el principio de *no linealidad*. Estos 3 términos generalmente se los usa como sinónimos, pero son levemente distintos. El efecto de *[overdrive](https://es.wikipedia.org/wiki/Overdrive_(música))* es un efecto que para niveles bajos de señal es cuasi-lineal, pero se vuelve más alineal a medida que el nivel de la señal aumenta; el efecto de *[distorsión](https://es.wikipedia.org/wiki/Distorsión)* opera principalmente en la región no lineal para todas las señales de entrada, y el efecto **fuzz** es un efecto completamente alineal que crea cambios más drásticos a la forma de onda de la señal, dando como resultado un sonido más fuerte y estridente.\n", "Estos términos de aquí en más serán referidos como *distorsión*.\n", "\n", "#### Curva característica \n", "Los efectos de audio más comunes forman parte de los *[sistemas lineales](https://es.wikipedia.org/wiki/Sistema_lineal)*. En un sistema lineal, si dos entradas son sumadas y procesadas, el resultado es la misma salida como si cada entrada hubiera sido procesada por separado y hubiéramos sumado los resultados, tal que:\n", "\n", "\\begin{equation}\n", "f(x_1[n] + x_2[n]) = f(x_1[n]) + f(x_2[2])\n", "\\end{equation}\n", "\n", "\\begin{equation}\n", "f(ax[n]) = af(x[n])\n", "\\end{equation}\n", "\n", "Los efectos de distorsión pertenecen a los *[sistemas no lineales](https://es.wikipedia.org/wiki/Sistema_no_lineal)* para algunas señales de entrada, lo que significa que la relación anterior no se cumple.\n", "Pero para describir a los efectos de distorsión hacemos uso de curvas características, que no son más que funciones matemáticas que relacionan la muestra de salida $y[n]$ con la muestra de entrada $x[n]$. Una posible curva característica para producir un efecto de distorsión está dado por:\n", "\n", "\n", "\\begin{equation}\n", "f(x)= \\left\\{ \\begin{array}{lcc}\n", " 2x & si & 0 \\leq x < \\frac{1}{3} \\\\\n", " \\\\1-\\frac{(2-3x)^2}{3} & si & \\frac{1}{3} \\leq x < \\frac{2}{3} \\\\\n", " \\\\ 1 & si & \\frac{2}{3} \\leq x < 1\n", " \\end{array}\n", " \\right.\n", "\\end{equation}\n", "\n", "Para valores menores a $\\frac{1}{3}$, el efecto opera sobre una región linear, a medida que nos acercamos a $x=\\frac{2}{3}$ la señal de salida comienza a presentar un recorte donde la magnitud ya no crece más. La curva característica obtenida por esta función a trozos es la siguiente:\n", "\n", "
\n", "\n", "Esta ecuación puede ser clasificada como un efecto de *overdrive*, ya que contiene regiones lineales y no lineales con una transición gradual entre ellos, y también forma parte de los tipos de distorsión de *recorte suave* que veremos en breve. La distorsión es un efecto invariable en el tiempo, en el que las muestras de salida dependen solo de las muestras de entrada y no del momento en que se procesan.\n", "\n", "Usemos otra señal de ejemplo:" ] }, { "cell_type": "code", "execution_count": 63, "id": "c32580e3", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 76 }, "id": "c32580e3", "outputId": "72d92c04-4208-4835-cc46-bd45506785b0" }, "outputs": [], "source": [ "fs , data = wavfile.read(\"audio/guitar_ex.wav\")\n", "if listen is True:\n", " display(Audio(data, rate=fs))" ] }, { "cell_type": "code", "execution_count": 64, "id": "236df767", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 666 }, "id": "236df767", "outputId": "9058f4fe-f5a9-4219-9a69-430597c95262" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del tremolo: 0.0748286247253418 segundos\n" ] }, { "data": { "text/plain": [ "(25, 25.05)" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inicio = time.time()\n", "################Soft Clipping#####################\n", "g_db = 0\n", "g = np.power(10, g_db / 20)\n", "level_max = np.max(np.abs(data))\n", "out = (data.copy()/level_max)*g\n", "\n", "threshold = 1\n", "threshold1 = threshold * 1/3\n", "threshold2 = threshold * 2/3\n", "\n", "if (out > threshold2).any():\n", " out[(out > threshold2)] = 1\n", "if (out >= threshold1).any() & (out < threshold2).any():\n", " out[(out >= threshold1) & (out < threshold2)] = 1 - ((2-3*out[(out >= threshold1) & (out < threshold2)])/3)**2\n", "if (out < threshold1).any():\n", " out[(out < threshold1)] = 2*out[(out < threshold1)]\n", "\n", "if (out < -threshold2).any():\n", " out[(out < -threshold2)] = -1\n", "if (out <= -threshold1).any() & (out > -threshold2).any():\n", " out[(out <= -threshold1) & (out > -threshold2)] = 1 - ((2-3*out[(out <= -threshold1) & (out > -threshold2)])/3)**2\n", "if (out > -threshold1).any():\n", " out[(out > -threshold1)] = 2*out[(out > -threshold1)]\n", " \n", "data_sat = out*level_max\n", "####################################################\n", "fin = time.time()\n", "print(f\"Tiempo de computo del tremolo: {fin-inicio} segundos\")\n", "\n", "duracion = len(out)/fs\n", "t = np.linspace(0, duracion, len(out))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data/np.max(np.abs(data)), label=\"Señal original\")\n", "plt.plot(t, data_sat/np.max(np.abs(data_sat)), label=\"Señal distorsionada\")\n", "plt.title(\"Efecto Distorsion - Soft Clipping\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud Normalizada\")\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')\n", "plt.xlim(25, 25.05)" ] }, { "cell_type": "code", "execution_count": 65, "id": "66ec279d", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "66ec279d", "outputId": "752cb3c9-a22c-439c-aa66-29160051aeee" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio((data_sat/np.max(np.abs(data_sat)))*0.2, rate=fs, normalize=False)) #Proteccion de oidos ON!!!!" ] }, { "cell_type": "markdown", "id": "3b94fef8", "metadata": { "id": "3b94fef8" }, "source": [ "#### Recorte fuerte o suave \n", "Tanto sistemas digitales como analógicos tienen límites de magnitud de la señal que pueden procesar. Más precisamente, en los sistemas digitales el límite viene impuesto por el número de bits del ADC y del DAC, cuando la señal excede estos límites, ocurren *recortes* o *clípeo*, lo que significa que aunque la señal de entrada incremente, no se producirá un incremento de la señal de salida. El *recorte* es una característica fundamental de los efectos de distorsión. Por esto, los efectos de distorsión pueden ser clasificados por *recortes fuertes* o *recortes suaves*:\n", "\n", "
\n", "\n", "La diferencia entre estos dos tipos yace en cuan abrupta es la transición entre la región de corte y de no corte. La forma más simple de un *recorte fuerte* simplemente limita la señal por encima de un determinado umbral de magnitud:\n", "\n", "\\begin{equation}\n", "f(x)= \\left\\{ \\begin{array}{lcc}\n", " -1 & si & Gx \\leq -1 \\\\\n", " \\\\Gx & si & -1 < x < 1 \\\\\n", " \\\\ 1 & si & Gx \\geq 1\n", " \\end{array}\n", " \\right.\n", "\\end{equation}\n", "\n", "Donde $G$ es la *ganancia de entrada* aplicada a $x$ antes de la comparación con el umbral." ] }, { "cell_type": "code", "execution_count": 66, "id": "5c567895", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 666 }, "id": "5c567895", "outputId": "cff61ed9-2d7b-4031-ac3e-f7f82eb31923" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del tremolo: 0.02091050148010254 segundos\n" ] }, { "data": { "text/plain": [ "(25, 25.02)" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inicio = time.time()\n", "################Hard Clipping#####################\n", "g_db = 20\n", "g = np.power(10, g_db / 20)\n", "level_max = np.max(np.abs(data))\n", "out = (data.copy()/level_max)*g\n", "\n", "threshold = 1\n", "if (out >= threshold).any():\n", " out[(out > threshold)] = 1\n", "if (out < -threshold).any():\n", " out[(out <= -threshold)] = -1\n", " \n", "data_sat = out*level_max\n", "####################################################\n", "fin = time.time()\n", "print(f\"Tiempo de computo del tremolo: {fin-inicio} segundos\")\n", "\n", "duracion = len(data_sat)/fs\n", "t = np.linspace(0, duracion, len(data_sat))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data/np.max(np.abs(data)), label=\"Señal original\")\n", "plt.plot(t, data_sat/np.max(np.abs(data_sat)), label=\"Señal distorsionada\")\n", "plt.title(\"Efecto Distorsion - Hard Clipping\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud Normalizada\")\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')\n", "plt.xlim(25, 25.02)" ] }, { "cell_type": "code", "execution_count": 67, "id": "181c5c5a", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "181c5c5a", "outputId": "65a1cab7-02c8-4984-9545-59f5123ef438" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio((data_sat/np.max(np.abs(data_sat)))*0.2, rate=fs, normalize=False))" ] }, { "cell_type": "markdown", "id": "58c628f8", "metadata": { "id": "58c628f8" }, "source": [ "Otra forma de producir un *recorte suave* es a partir de la siguiente ecuación:\n", "\n", "\\begin{equation}\n", "f(x) = sgn(x)(1-e^{|Gx|})\n", "\\end{equation}" ] }, { "cell_type": "code", "execution_count": 68, "id": "681413bb", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 666 }, "id": "681413bb", "outputId": "649f3e27-debb-451a-9665-b59631aa1225" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del tremolo: 0.04883766174316406 segundos\n" ] }, { "data": { "text/plain": [ "(25, 25.2)" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inicio = time.time()\n", "################Soft Clipping Exponential#####################\n", "g_db = 20\n", "g = np.power(10, g_db / 20)\n", "level_max = np.max(np.abs(data))\n", "out = (data.copy()/level_max)*g\n", "\n", "if (out > 0).any():\n", " out[(out > 0)] = 1 - np.exp(-np.abs(out[(out > 0)]))\n", "if (out <= 0).any():\n", " out[(out <= 0)] = -1 + np.exp(-np.abs(out[(out <= 0)]))\n", " \n", "data_sat = out*level_max\n", "####################################################\n", "fin = time.time()\n", "print(f\"Tiempo de computo del tremolo: {fin-inicio} segundos\")\n", "\n", "duracion = len(data_sat)/fs\n", "t = np.linspace(0, duracion, len(data_sat))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data/np.max(np.abs(data)), label=\"Señal original\")\n", "plt.plot(t, data_sat/np.max(np.abs(data_sat)), label=\"Señal distorsionada\")\n", "plt.title(\"Efecto Distorsion - Soft Clipping Exponential\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud Normalizada\")\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')\n", "plt.xlim(25, 25.2)" ] }, { "cell_type": "code", "execution_count": 69, "id": "26530c49", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "26530c49", "outputId": "5be2f2d5-a553-4cc7-c4a8-bf9215ee89db" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio((data_sat/np.max(np.abs(data_sat)))*0.2, rate=fs, normalize=False))" ] }, { "cell_type": "markdown", "id": "1929675f", "metadata": { "id": "1929675f" }, "source": [ "#### Simetría y rectificación\n", "Las ecuaciones presentadas anteriormente son todas *simétricas*, en las cuales se aplica la misma función no lineal tanto para valores positivos como para valores negativos de la señal. Haciendo alusión a amplificadores analógicos de guitarra reales, especialmente aquellos construidos a base de tubos de vacío, no siempre se comportaban de esta manera. Ya que el punto de corte difiere para la mitad de onda positiva y negativa.\n", "\n", "##### Rectificación\n", "Es un caso especial de funciones asimétricas usadas para efectos de distorsión, donde la función consiste en recortar o invertir la media onda negativa y dejar intacta la media onda positiva. Esto nos permite tener dos versiones de *rectificación*, *Rectificación de media onda* y *Rectificación de onda completa*:\n", "\n", "Rectificación de media onda:\n", "\n", "\\begin{equation}\n", "f_{half}(x) = max(x,0)\n", "\\end{equation}" ] }, { "cell_type": "code", "execution_count": 70, "id": "d4f45c7a", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 666 }, "id": "d4f45c7a", "outputId": "7c18c496-0474-4845-97a8-18db6c8ae78a" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del tremolo: 0.018954753875732422 segundos\n" ] }, { "data": { "text/plain": [ "(25, 25.2)" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inicio = time.time()\n", "################Half-Wave Rectification#####################\n", "g_db = 20\n", "g = np.power(10, g_db / 20)\n", "level_max = np.max(np.abs(data))\n", "out = (data.copy()/level_max)*g\n", "\n", "out[(out <= 0)] = 0\n", " \n", "data_sat = out*level_max\n", "####################################################\n", "fin = time.time()\n", "print(f\"Tiempo de computo del tremolo: {fin-inicio} segundos\")\n", "\n", "duracion = len(data_sat)/fs\n", "t = np.linspace(0, duracion, len(data_sat))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data/np.max(np.abs(data)), label=\"Señal original\")\n", "plt.plot(t, data_sat/np.max(np.abs(data_sat)), label=\"Señal distorsionada\")\n", "plt.title(\"Efecto Distorsion - Half-Wave Rectification\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud Normalizada\")\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')\n", "plt.xlim(25, 25.2)" ] }, { "cell_type": "code", "execution_count": 71, "id": "3facedfc", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "3facedfc", "outputId": "89613f3d-1f85-4ec4-b39d-d9435982bc63" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_sat, rate=fs))" ] }, { "cell_type": "markdown", "id": "dc328779", "metadata": { "id": "dc328779" }, "source": [ "Rectificación de onda completa:\n", "\n", "\\begin{equation}\n", "f_{full} = |x|\n", "\\end{equation}" ] }, { "cell_type": "code", "execution_count": 72, "id": "3fc0828a", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 666 }, "id": "3fc0828a", "outputId": "3f6882b5-8a62-47c1-9f79-029faea8cd37" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del tremolo: 0.017954349517822266 segundos\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inicio = time.time()\n", "################Full-Wave Rectification############\n", "g_db = 20\n", "g = np.power(10, g_db / 20)\n", "level_max = np.max(np.abs(data))\n", "out = (data.copy()/level_max)*g\n", "\n", "out = np.abs(out)\n", " \n", "data_sat = out*level_max\n", "####################################################\n", "fin = time.time()\n", "print(f\"Tiempo de computo del tremolo: {fin-inicio} segundos\")\n", "\n", "duracion = len(data_sat)/fs\n", "t = np.linspace(0, duracion, len(data_sat))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data/np.max(np.abs(data)), label=\"Señal original\")\n", "plt.plot(t, data_sat/np.max(np.abs(data_sat)), label=\"Señal distorsionada\")\n", "plt.title(\"Efecto Distorsion - Full-Wave Rectification\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud Normalizada\")\n", "plt.xlim(25, 25.2)\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')" ] }, { "cell_type": "code", "execution_count": 73, "id": "67327351", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "67327351", "outputId": "48f08cd5-7d7b-4503-9ad2-cb6d83b3c2fe" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_sat, rate=fs))" ] }, { "cell_type": "markdown", "id": "2ce00689", "metadata": { "id": "2ce00689" }, "source": [ "### Distorsión armónica \n", "Veamos que sucede con el espectro frecuencial de un tono puro:" ] }, { "cell_type": "code", "execution_count": 74, "id": "fd507471", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 648 }, "id": "fd507471", "outputId": "3f5786dd-6697-4f13-cc04-372983f58009" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = np.arange(len(data))\n", "data_sine = np.cos(2*np.pi*(300/fs)*n) #tono puro\n", "################Hard Clipping#####################\n", "g_db = 20\n", "g = np.power(10, g_db / 20)\n", "level_max = np.max(np.abs(data_sine))\n", "out = (data_sine.copy()/level_max)*g\n", "\n", "threshold = 1\n", "if (out >= threshold).any():\n", " out[(out > threshold)] = 1\n", "if (out < -threshold).any():\n", " out[(out <= -threshold)] = -1\n", " \n", "data_sat = out*level_max\n", "####################################################\n", "duracion = len(out)/fs\n", "t = np.linspace(0, duracion, len(out))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data_sine/np.max(np.abs(data_sine)), label=\"Tono puro\")\n", "plt.plot(t, data_sat/np.max(np.abs(data_sat)), label=\"Tono distorsionado\")\n", "plt.title(\"Efecto Distorsion - Hard Clipping\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud Normalizada\")\n", "plt.xlim(25, 25.02)\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')" ] }, { "cell_type": "code", "execution_count": 75, "id": "988d7da6", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "988d7da6", "outputId": "7fcd4ca5-15fd-41b9-ca72-38fdcefc90ec" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data_sine, rate=fs))\n", " display(Audio((data_sat/np.max(np.abs(data_sat)))*0.2, rate=fs, normalize=False))" ] }, { "cell_type": "code", "execution_count": 76, "id": "14e6ff70", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 606 }, "id": "14e6ff70", "outputId": "4864850b-15ba-4ae7-d2ee-584d236eb1fb" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "esp_sin = np.fft.fft(data_sine)*(1/data.shape[0])\n", "esp_sat = np.fft.fft(data_sat)*(1/data_sat.shape[0])\n", "freqz = np.fft.fftfreq(data.shape[0], d=1/fs)\n", "\n", "esp_sin = esp_sin[:esp_sin.shape[0]//2]\n", "esp_sat = esp_sat[:esp_sat.shape[0]//2]\n", "freqz = freqz[:freqz.shape[0]//2]\n", "\n", "frame , _ = sg.find_peaks(10*np.log10(np.abs(esp_sat)**2), height=-100)\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(freqz, 10*np.log10(np.abs(esp_sin)**2), label=\"Tono puro\")\n", "plt.plot(freqz, 10*np.log10(np.abs(esp_sat)**2), label=\"Tono distorsionado\")\n", "plt.plot(freqz[frame], 10*np.log10(np.abs(esp_sat)**2)[frame], ls=\"none\", marker=\"x\", label=f\"{np.round(freqz[frame])}Hz\\n\")\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')" ] }, { "cell_type": "markdown", "id": "43a97c2e", "metadata": { "id": "43a97c2e" }, "source": [ "Los efectos de distorsión los hemos entendido por aplicación de funciones no lineales en el dominio temporal; sin embargo, las características del sonido son resultados de los efectos que genera la función no lineal en el dominio frecuencial. Los efectos lineales tienen la propiedad de realizar cambios de magnitud y fase relativos a determinadas componentes de frecuencia de una señal, sin añadir nuevas componentes de frecuencia que no existan en la señal original. Por otro lado, las funciones no lineales usadas en efectos de distorsión producen nuevas componentes de frecuencia en la salida de acuerdo a dos procesos: *[distorsión armónica](https://es.wikipedia.org/wiki/Distorsión_armónica)* y *[distorsión de intermodulación](https://es.wikipedia.org/wiki/Distorsión_por_intermodulación_de_transistores)*. Tal como podemos ver en el *plot* anterior, el efecto de distorsión aplicado al tono puro de 300 Hz ha añadido una serie de frecuencias armónicas a la señal original. También podemos ver que a partir de una señal sinusoidal pudimos obtener una señal cuasi-cuadrada, ya que las esquinas de esta señal dependerán de cuan fuerte sea la distorsión aplicada." ] }, { "cell_type": "markdown", "id": "15c3d361", "metadata": { "id": "15c3d361" }, "source": [ "****\n", "\n", "

\n", "Vocoder de fase \n", "

\n", "\n", "El término de *vocoder de fase* es usado para describir un grupo de técnicas de análisis y síntesis de sonido, donde el procesamiento de la señal es realizada en el dominio frecuencial. Los efectos de vocoder de fase utilizan información de frecuencia y fase calculadas por la *Transformada de Fourier* para implementar una variedad de efectos de audio, tales como *Estiramiento temporal*, *Cambio de tono*, *Robotización* y *Efecto de Susurro* o *Whisperizacion*, los cuales veremos en breve. \n", "\n", "Las operaciones básicas de los vocoderes de fase consisten en segmentar la señal de entrada en bloques discretos, con la ayuda de la utilización de una ventana, y convertir cada bloque temporal al dominio frecuencial, esto puede conseguirse fácilmente mediante la STFT (Short-Time Fourier Transform), para posteriormente efectuar las modificaciones de amplitud y fase de componentes de frecuencia específicos y mediante la ISTFT retornar cada bloque frecuencial a su dominio temporal apropiadamente alineados para obtener la salida final. Este proceso es también conocido como *[Overlap-add](https://en.wikipedia.org/wiki/Overlap–add_method)*.\n", "\n", "
\n", "\n", "

\n", "Robotizacion \n", "

\n", "\n", "El efecto de *robotización* es comúnmente usado en señales de voz. Esto es porque aplica un tono constante a la señal mientras preserva los *[formantes](https://es.wikipedia.org/wiki/Formante)* vocales que determinan los sonidos de vocales y consonantes, resultando en una voz monótona como la de un robot que es muy inteligible. Como ya vimos en el proceso de *overlap-add* utilizamos la STFT para descomponer una señal de entrada en una serie de frames a los cuales aplicamos la FFT, para realizar este efecto a la fase de cada bin de frecuencia debemos setearla a cero, mientras la magnitud debemos mantenerla sin cambios. El seteo a cero de la fase de cada bin de frecuencia es equivalente a convertir a cada bin de frecuencia a un número real. Supongamos que cada bin de frecuencia $k$ es descrita por $a_k + jb_k$. Entonces el valor de salida de este efecto será:\n", "\n", "\\begin{equation}\n", "\\sqrt{{a_k}^2 + {b_k}^2}\n", "\\end{equation}\n", "\n", "Este proceso debe repetirse para cada bin de frecuencia de cada frame. Al regularizar la información de fase, cada componente de frecuencia se reiniciará efectivamente desde la fase cero en cada salto en lugar de conectarse sin problemas de un salto al siguiente. Esto provoca un tono audible constante que depende del tamaño del salto. En general, el tono de la voz del robot se puede determinar por:\n", "\n", "\\begin{equation}\n", "f_{robot} = \\frac{f_s}{H}\n", "\\end{equation}\n", "\n", "Siendo H el ancho del hop en muestras. Cabe destacar que el sonido de robotización también depende del ancho de la ventana utilizada. Veamos como implementarlo, pero antes usemos una señal vocal:" ] }, { "cell_type": "code", "execution_count": 77, "id": "9d009f35", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 76 }, "id": "9d009f35", "outputId": "f08837f3-a231-45f9-d12b-01fa29a139fe" }, "outputs": [], "source": [ "fs , data = wavfile.read(\"audio/veritasium.wav\")\n", "if listen is True:\n", " display(Audio(data, rate=fs))" ] }, { "cell_type": "code", "execution_count": 78, "id": "5b1c7a95", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 666 }, "id": "5b1c7a95", "outputId": "3bfa0d0a-b921-4d99-c194-ac29ed6cd5c9" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del tremolo: 0.12965106964111328 segundos\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inicio = time.time()\n", "################Robotizacion############\n", "mod_rate = 1\n", "overlap = 1\n", "\n", "window_size = int(1024*mod_rate) \n", "hop = window_size//4\n", "w_ = np.hanning(window_size)\n", "\n", "data_pd = np.pad(data, [(hop, 0)])\n", "data_stft = sg.stft(x=data_pd, fs=fs, window=w_, nperseg=window_size, noverlap=(window_size - hop)*overlap)\n", "\n", "data_voc = np.abs(data_stft[2])\n", "\n", "t, data_rbt = sg.istft(data_voc, fs=fs, window=w_, nperseg=window_size, noverlap=(window_size - hop)*overlap)\n", "####################################################\n", "fin = time.time()\n", "print(f\"Tiempo de computo del tremolo: {fin-inicio} segundos\")\n", "\n", "duracion = len(data)/fs\n", "t = np.linspace(0, duracion, len(data))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data/np.max(np.abs(data)), label=\"Señal original\")\n", "plt.plot(t, data_rbt[:data.shape[0]]/np.max(np.abs(data_rbt)), label=\"Señal robotizada\")\n", "plt.title(f\"Efecto Robotizacion - Overlap:{overlap}, Window Size: {window_size}\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud Normalizada\")\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')" ] }, { "cell_type": "code", "execution_count": 79, "id": "804953ea", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "804953ea", "outputId": "eaefb014-9656-4c9a-8955-a8698d3391d3" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_rbt, rate=fs))" ] }, { "cell_type": "markdown", "id": "e48bd4f1", "metadata": { "id": "e48bd4f1" }, "source": [ "Veamos que pasa con el efecto cuando variamos el ancho de la ventana:" ] }, { "cell_type": "code", "execution_count": 80, "id": "acfff6f0", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 666 }, "id": "acfff6f0", "outputId": "14d656f0-7074-4c18-9ae6-7a04cee5d5ad" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del tremolo: 0.1785283088684082 segundos\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 80, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inicio = time.time()\n", "################Robotizacion############\n", "mod_rate = 0.25\n", "overlap = 1\n", "\n", "window_size = int(1024*mod_rate)\n", "hop = window_size//4\n", "w_ = np.hanning(window_size)\n", "\n", "data_stft = sg.stft(x=data, fs=fs, window=w_, nperseg=window_size, noverlap=(window_size - hop)*overlap)\n", "\n", "data_voc = np.abs(data_stft[2])\n", "\n", "t, data_rbt = sg.istft(data_voc, fs=fs, window=w_, nperseg=window_size, noverlap=(window_size - hop)*overlap)\n", "####################################################\n", "fin = time.time()\n", "print(f\"Tiempo de computo del tremolo: {fin-inicio} segundos\")\n", "\n", "duracion = len(data)/fs\n", "t = np.linspace(0, duracion, len(data))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data/np.max(np.abs(data)), label=\"Señal original\")\n", "plt.plot(t, data_rbt[:data.shape[0]]/np.max(np.abs(data_rbt)), label=\"Señal robotizada\")\n", "plt.title(f\"Efecto Robotizacion - Overlap:{overlap}, Window Size: {window_size}\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud Normalizada\")\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')" ] }, { "cell_type": "code", "execution_count": 81, "id": "195399b3", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "195399b3", "outputId": "f285194d-27bd-4d64-9acd-245daa422193" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_rbt, rate=fs))" ] }, { "cell_type": "code", "execution_count": 82, "id": "6270df29", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 666 }, "id": "6270df29", "outputId": "096105de-eced-4e13-8d3f-a2245afe2c78" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del tremolo: 0.06485819816589355 segundos\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inicio = time.time()\n", "################Robotizacion############\n", "mod_rate = 1\n", "overlap = 0.5\n", "\n", "window_size = int(1024*mod_rate)\n", "hop = window_size//4\n", "w_ = np.hanning(window_size)\n", "\n", "data_stft = sg.stft(x=data, fs=fs, window=w_, nperseg=window_size, noverlap=(window_size - hop)*overlap)\n", "\n", "data_voc = np.abs(data_stft[2])\n", "\n", "t, data_rbt = sg.istft(data_voc, fs=fs, window=w_, nperseg=window_size, noverlap=(window_size - hop)*overlap)\n", "####################################################\n", "fin = time.time()\n", "print(f\"Tiempo de computo del tremolo: {fin-inicio} segundos\")\n", "\n", "duracion = len(data)/fs\n", "t = np.linspace(0, duracion, len(data))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data/np.max(np.abs(data)), label=\"Señal original\")\n", "plt.plot(t, data_rbt[:data.shape[0]]/np.max(np.abs(data_rbt)), label=\"Señal robotizada\")\n", "plt.title(f\"Efecto Robotizacion - Overlap:{overlap}, Window Size: {window_size}\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud Normalizada\")\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')" ] }, { "cell_type": "code", "execution_count": 83, "id": "a1ac8aa6", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "a1ac8aa6", "outputId": "dc3990fe-497e-453b-b465-e2a51cba319a" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_rbt, rate=fs))" ] }, { "cell_type": "code", "execution_count": 84, "id": "37f9150a", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 648 }, "id": "37f9150a", "outputId": "60e77faa-1b4a-49dc-cdcc-06268675af18" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAv8AAAJkCAYAAACGWk6iAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOydeXwURfr/Pz0zSUhCuBMgHEGOAArKpZyCyOUFiCBegCC4gux6LsshC6jgsYB+FwW88b5FFPyiossXiaAo608QFGWXGxEIEJIAIST9+yOZnj6qqqtqeo4k9X69JjPp7jq6u46nnnrqKQ2ADoVCoVAoFAqFQlHp8cU6AwqFQqFQKBQKhSI6KOFfoVAoFAqFQqGoIijhX6FQKBQKhUKhqCIo4V+hUCgUCoVCoagiKOFfoVAoFAqFQqGoIijhX6FQKBQKhUKhqCIo4V+hUCgUCoVCoagiKOFfoVAoFAqFQqGoIijhX6FQKBQKhUKhqCIo4V+hUFQZbr31Vui6TvzMnz/fuG7Xrl3U61JTU6nn7J8+ffoI51HXdcyePduze961axeWLVvmWXyxIjk5GbNnz5Z6ptGmVatWmD9/Pr7//nscP34cubm5yMnJwfDhw4nXp6enY9myZThy5AgKCwuxYcMGXH755cRr+/Xrhw0bNqCwsBBHjhzBsmXLkJ6eHsnbUSgUlYxArDOgUCgU0Wbs2LH45ZdfLMcOHjxo+T8nJwd//etfHWFPnTqFbt26WY79/e9/R9++fR0C2/bt2z3KsSIlJQVz5szBnDlzsG7dulhnh8nAgQNx9dVX47XXXsN3332HQCCAG264Ae+//z5mzZqFhx9+2Lg2MTERX375JWrVqoW7774bhw8fxuTJk/Hpp5+if//++Oqrr4xre/fujdWrV+OTTz7B0KFDkZGRgccffxxffvklunTpgrNnz8bidhUKRQVEVx/1UR/1qQqfW2+9Vdd1Xe/cuTPzul27dukrV67kjnfZsmV6fn6+J3nUdV2fPXu2Z/e8a9cufdmyZTF/9uF+6tat6/mziWReScdXrlypFxQU6ImJicaxSZMm6bqu6926dTOO+f1+/aefftK/+eYbS/hvv/1W/+mnn3S/328c6969u67ruj5x4sSY37f6qI/6VIyPMvtRKBSKGJCWlobnnnsOR48eRX5+PlavXo1WrVoRr23ZsiXeeOMN/PHHHzhz5gy2b9+OO++8UyrdpKQkLFiwAD/88ANOnDiB3NxcbNiwAUOGDHEN++STT6KgoABpaWmOc2+//TYOHTqEQCA0oTxy5Ehs2LABBQUFyM/Px6effooOHTpYwi1btgz5+flo0aIFPvnkE+Tn52Pv3r1YsGABEhMTAQBZWVk4evQoAGDOnDmGWVXQnKlFixZ46aWX8Ouvv6KwsBD79+/Hxx9/jHbt2lnS6tOnD3Rdx4033oi5c+fiwIEDyMvLw5o1a5CdnW25tn///lixYgX27duH06dP47fffsMzzzyDunXruj6n3Nxc4vFNmzYhNTUVderUMY4NGzYMv/zyC7755hvjWElJCV5//XV07doVmZmZAIDMzExccskleO2111BSUmJcu3HjRuzYsQPDhg1zzZdCoVAAyuZfoVBUQfx+v+NjR9M0xzWapnmWhxUrVmD06NFYuHAhhg0bhm+++QarV692XNe2bVt89913aNeuHe6//35cc801+OSTT7Bo0SLMmjVLON2kpCTUqVMHCxYswLXXXoubbroJOTk5WL58OUaPHs0M+9JLLyE1NRUjR460HK9ZsyaGDh2K119/HefOnQMATJ8+HW+99Ra2b9+OkSNHYvTo0UhLS8P69evRtm1bS/iEhAR8/PHH+PLLLzF06FC89NJLuPfeezF16lQAwO+//45BgwYBAF544QV069YN3bp1M8xnMjMzkZubi2nTpuGKK67A5MmTce7cOXz77bcOoR4AHnnkEWRlZWHChAn405/+hFatWmHlypXw+UJdYosWLbBx40ZMmjQJAwcOxEMPPYSuXbsiJyfHMsARoW/fvjh8+DAOHz5sHGvXrh22bNniuDZ47IILLjCuMx+3X2sf6CgUCgWLmE8/qI/6qI/6ROMTNPshYTal2LVrF/Gahx9+mBivqNnPoEGDdF3X9b/85S+W49OnT3eYtqxevVrfu3evnpaWZrl20aJF+qlTp/RatWox03Iz+/H5fLrf79eff/55ffPmza55//777/WcnBzLsYkTJ+q6rusXXHCBDkBv3LixfvbsWf2f//yn5brU1FT94MGD+ttvv215drqu6yNGjLBcu2rVKv3nn382/hcx+/H5fHogENB37NihL1y40Djep08fXdd1fdWqVZbrR4wYoeu6rnft2pUap9/v15s0aaLruq4PHjxYuOyNHz+e+M6Lior0pUuXOq7v1q2bruu6fuONN+oA9Jtuuomax2eeeUY/c+ZMVOqQ+qiP+lT8j9L8KxSKKsfo0aPRpUsXy8dsSgEA69evd1yzZMkST9Lv27cvAOCNN96wHH/zzTct/yclJaFfv3748MMPcerUKcssxP/+7/8iOTnZsfiYhxEjRiAnJwf5+fkoKSnBuXPnMGHCBIdGnsSyZcvQs2dPi0Z93Lhx2LRpE7Zt2wYAGDRoEBISEvDqq69a8nzmzBmsW7cOl112mSXO0tJSrFy50nJsy5YtyMrK4rofv9+P6dOnY9u2bSgqKkJJSQmKi4uRnZ1NvKePP/7YkRYAS3rp6elYunQp9u7di3PnzuHcuXPYu3cvAHA9JzNXXHEFFi9ejPfeew9PPfWU47yu69Sw9nO0a1lxKBQKhRnl7UehUFQ5fv75Z2zevJl5TV5enus1stStWxfFxcU4duyY5fihQ4cc1yUkJOCuu+7CXXfdRYyrXr16QmkPGzYM7733Ht59913Mnz8fhw4dwrlz5zBp0iSMHz/eNfwbb7yBBQsWYOzYsZgxYwbatm2LSy65BJMmTTKuqV+/PgDg+++/J8ZhH2idOnUKRUVFlmNFRUVITk7muqcnnngCkydPxuOPP45169bh+PHjKC0txQsvvECMw26TH0w7eK2mafj888+RmZmJhx9+GFu3bkVhYSF8Ph++/fZb7nwBZZ5/li9fjjVr1uCWW24h5oW0jiC4LiBYRoJ5pl1rL0sKhUJBQwn/CoVCEWVyc3ORkJDgENoaNGhgue748eM4d+4cXnvtNSxevJgY165du4TSHjVqFP773//ihhtusBxPSkriCn/ixAl89NFHGDNmDGbOnIlx48bh9OnTeOutt4xrgotzhw8fjj179gjlT4ZRo0bh1VdfxQMPPGA5Xq9ePZw4cUI4vnbt2qFDhw649dZb8eqrrxrHW7RoIRTPwIEDsWLFCqxbtw7Dhw9HcXGx45qtW7eiffv2juPBYz/99JPlu3379o61Ie3btzfOKxQKhRvK7EehUCiizNq1awHAoQm++eabLf+fPn0aa9euRceOHbFlyxZs3rzZ8RHV+Oq67vAHX79+fQwdOpQ7jmXLlqFRo0a46qqrMGrUKHz44YfIy8szzn/22WcoLi5GixYtiHmWmVGxa+ft92SfObjqqqvQuHFj4XSC8ZnTDHLHHXdwxzFgwACsWLECOTk5uPbaa6k++D/88ENj9iSI3+/HqFGj8M033+D3338HULYPxbfffotRo0ZZFiZ37doVbdq0wfLly7nzplAoqjZK869QKBRR5vPPP8e6devwj3/8A6mpqfj+++/Rs2dPoredu+++Gzk5OVi/fj2WLl2K3bt3Iy0tDS1btsTgwYPRr18/obRXrVqF4cOHY/HixXj//ffRpEkT/P3vf8fvv/9OdOFJy/++ffuwZMkSNGzY0LGD8J49ezBr1izMmzcPzZs3x6efforjx4+jfv36uOSSS1BYWIg5c+YI5bugoAC7d+/G0KFD8eWXX+LYsWM4evQo9uzZg1WrVhkbt23ZsgWdO3fGlClTsG/fPqE0gvzyyy/YuXMnHnvsMWiahmPHjmHw4MEYMGAAV/iePXtixYoVOHToEB555BGHe9Pt27cjPz8fQJkHpcmTJ+O9997DtGnTcPjwYdx5551o3bo1+vfvbwk3depUrFmzBu+99x6WLFmCjIwMPPbYY9i6dWul2MVZoVBEj5ivOlYf9VEf9YnGJ542+apRo4b+wgsv6MeOHdMLCgr0zz77TM/OziZ6tMnKytJfeOEFfd++fXpRUZH+xx9/6Dk5OfqMGTNc0yF5+/nb3/6m//e//9VPnz6tb9u2TR8/frw+e/ZsXS9TeXN95s6dq+u6ru/Zs0fXNI14zZAhQ/Qvv/xSP3HihH769Gl9165d+rvvvqtffvnlrs+OlJ/LL79c37x5s3769Gld13XjvmrWrKk///zz+qFDh/SCggL9q6++0nv27KmvXbtWX7t2rRE+6O1n+PDhjuer67p+6623GsfatGmjf/bZZ3peXp6em5urv/POO3rjxo25PA4F806jT58+luszMjL0l19+WT969Kh+6tQpfcOGDXq/fv2Icffv31/fsGGDfurUKf3o0aP6yy+/rKenp8e8bqmP+qhPxflo5T8UCoVCoVAoFApFJUfZ/CsUCoVCoVAoFFUEJfwrFAqFQqFQKBRVBCX8KxQKhUKhUCgUVQQl/CsUCoVCoVAoFFUEJfwrFAqFQqFQKBRVBCX8KxQKhUKhUCgUVYQqt8lXZmamsbmKQqFQKBQKhUJRGUhLS8PBgwddr6tSwn9mZiYOHDgQ62woFAqFQqFQKBSe06hRI9cBQJUS/oMa/0aNGintv0KhUCgUCoWiUpCWloYDBw5wybdVSvgPkp+fr4R/hUKhUCgUCkWVQy34VSgUCoVCoVAoqghK+FcoFAqFQqFQKKoIVdLsR6FQKBQKhSLe0DQN9erVQ+3ataFpWqyzo4gzSktLcfDgQRQWFoYVjxL+FQqFQqFQKGJMo0aNMGvWLHTu3DnWWVHEMWfOnMH999+Pb7/9VjoOJfwrFAqFQqFQxJCEhAS8+eabOHHiBB544AHs378f586di3W2FHFGQkICbr/9dixcuBCDBg2SngFQwr9CoVAoFApFDMnKykJqairuuusu/Pjjj7HOjiKOef7559GzZ09kZmbit99+k4pDLfhVKBQKhUKhiCF+vx9AmUmHQsGiuLgYAODzyYvwSvhXKBQKhUKhUCiqCEr4VygUCoVCoVB4zoABA3D48GEMGjQIK1asQCDAZ22+a9cudO3aNez0mzRpgiNHjnBdO336dDz55JNhp7l27VrccMMNYccTSZTwr1AoFAqFQqEgcumll2Ljxo04ceIEjh49in/9619o1qwZV9ju3bujf//+GDNmDHbv3h31Rcz79u1Deno617WPPvoo7r333gjnKD5QC34VCoVCoVAoFA5q1KiBFStWYNy4cVi5ciVSUlIwYMAAlJSUcIV/6KGHAAC33HJLJLNJJBAIKI9JFJTmX6FQKBQKhULhIDs7G6dOncLHH38MXddRWFiIFStWYN++fQDKFp3OmTMHu3fvxu+//44FCxYYi5dnz56NV155Be+++y5OnjyJjRs3omnTpkbcixcvxoEDB3D8+HF89tlnaNKkCVee+vTpg3//+984fvw41q5di+zsbOOcruuYPHkydu3ahU8//RRZWVk4ffq0cb5bt27YunUr8vLysHTpUvzf//2fYaIze/ZsLF26FABw66234rPPPsOSJUuQl5eHn376CRdddJERz8yZM7F7927k5eVhw4YNaN++veQTjg1K+FcoFAqFQqGIMxKTq0X848avv/6KlJQUPPvssxg0aBDS0tIs5++77z706NEDnTt3Rps2bdCpUydMmjTJOH/ddddh0aJFqF27Nn799VfMmjXLOJeTk4O2bduiQYMG2L9/PxYtWuSan7p162LFihWYM2cO0tPT8cknn+Cjjz6yeL7p168f2rdvj6uvvtr6PBMT8cEHH+DJJ59E3bp1sWXLFvTo0YOaVt++ffHll1+idu3a+PDDD7Fw4ULj3Pbt29GlSxfUqVMHa9aswauvvuqa93hCmf0oFAqFQqFQxBGJydXw6Ka1EU9n+iV9cfY03b3oyZMn0bt3b0ydOhUvv/wyateujffeew+TJk1CQUEBxo8fjzFjxiA3NxcAsHDhQkyZMgVPP/00AODzzz9HTk4OAODtt982zIAA4K233jJ+P/744/j6669d83vVVVdh8+bN+Pjjj4307rnnHnTq1Anff/89AOCRRx5BQUGBI2z37t1RWFiIl156CQCwdOlSTJs2jZrW1q1b8cEHHwAA3nzzTUycONE4t3z5cuP3I488gpkzZyI1NVV6061oozT/CoVCoVAoFAoi27Ztw5gxY9CwYUP06NEDPXr0wAMPPAAAaNq0KdasWYPjx4/j+PHjeOONNywLbA8fPmz8PnXqFKpXr278P2PGDPz222/Iy8vDpk2bUK9ePde8ZGZmYu/evcb/uq5j3759yMzMNI7t37+fGLZBgwaGuVKQAwcOUNNi5X3ChAn46aefcOLECRw6dAg+nw9169Z1zX+8oDT/CoVCoVAoFHHE2dNnMP2SvlFJR4R///vfWL58Odq1awegTHgePnw4tm7dKhRP7969cccdd6Bfv37YuXMnsrOzsWPHDtdwBw8exIABAyzHmjRpgoMHDxr/67pODHvo0CE0btzYcqxRo0ZC+QbKdmN+4okn0KdPH/zwww+oVq0aCgoKoGmacFyxQmn+FQqFQqFQKOKMs6fPRPzjRuvWrXHPPfegYcOGAIBWrVph8ODB2LRpEwDgxRdfxLx581C/fn0AZYJx7969XeNNS0vDuXPnkJubi9TUVMycOZPrmaxevRpdunTBNddcA7/fj/vuuw8FBQX44YcfXMNu3LgR1atXx9ixY+H3+3HHHXcY9yVC9erVoes6cnNzkZCQgAcffLBCCf6AEv4VCoVCoVAoFATy8/PRo0cPbN68GQUFBfjiiy/wySef4LHHHgMALFiwAJs2bcKGDRuQl5eHlStXcnnt+fTTT7Fx40bs2bMHW7duxYYNG7jyc/ToUQwbNgxz585Fbm4uhg4dimHDhnG5Hj179iyGDx+O+++/H8eOHUOHDh3w3XffoaioiCvtINu2bcNzzz2HLVu2YPfu3di1axfOnj0rFEc8oFeVT1pamq7rup6WlhbzvKiP+qiP+qiP+qiP+gDQW7durX///fd669atY56XqvTZv3+/3qVLl5jnQ+RDKysiMq7S/CsUCoVCoVAoKj2XXXYZMjIykJCQgKlTp6K4uJjLZKiyoYT/KNFnzE24551l6Hnj8FhnRaFQKBQKhaLKccEFF+DHH39Ebm4urr32Wlx33XXcuxVXJpS3nyhRq0F9NDm/DXZ8/W2ss6JQKBQKhUJR5Vi8eDEWL14c62zEHKX5jxI69FhnQaFQKBQKYXx+f6yzoFAoPEQJ/1GmormDUigUCkXVpeOVAzBv4xdoc2n3WGdFoVB4hBL+o0X5phNK9o8ctTMb4K7Xn8eFAy+PdVYUkrS8pDNGz38Y1evWjnVWFAoFgGYdL0RicjU0u6h9rLOiUCg8Qgn/UcLYcU5J/xEju9vFyLqoHTpfMyjWWVFI0vOmEehwRX+cf2nPWGdFoVDANFsdw67L5/dj8stLMWLW1NhlQqGoRCjhP1ook/+Io5XbpWqaKtYVFX+gzAeBL6BsjBWKeEKLofTfrOOFaN65A7pff23M8qBQVCaUlBRlYtmAVnaCz7aqratISk1Bz5tGIK1e3VhnJWyC704N4BSK+CCk+Y9du6qbXDFWtfa9ojNgwAAcPnwYgwYNwooVKxAI8DmZ3LVrF7p27Rp2+n369MHPP/8cdjwA0KRJExw5csSTuIIsW7YMU6dGf0arwvSwEydOxI8//oi8vDzk5eVhw4YNuOKKK2KdLW6U2U/k0Xya5buq0GXwlbhuxv24/LbREU+rep0I2+Jrtm8AtRs2QKdrBimPIwpFLNBir1QpLioyfgeSEmOWj6rKpZdeio0bN+LEiRM4evQo/vWvf6FZs2ZcYbt3747+/ftjzJgx2L17N86dOxfZzHrI2rVrccMNNxj/79u3D+np6THMkXdUGD//+/fvx7Rp07Bz504AwK233oqPPvoIHTt2xPbt22OcOw50ZfcTaeJBQxULqlWvXvadlhrRdM7v0wvjn56PVU88jbXL3ohIGhpB0Bgy5S5cOKAvCo/nYcfX30QkXYUi1gSSkhBITMCZ/IJYZ8WCUSdjqFQpLjpr/E5ISkLxmSLG1QovqVGjBlasWIFx48Zh5cqVSElJwYABA7g3xnrooYcAALfccktE8hcIBCrUgCJeqDCa/1WrVmH16tX47bff8Ntvv2HmzJkoKChAt27dYp01IdSUZQQpf7a+qvaMjTFPZO+7QcvzAAD1WzSPXCIE4T+lZg3Lt6LyU7thA1x6y0gkJifHOitR46GvVmPehjVISk2JdVasGOt9Y2j2U1pq/E6sVi1m+Yg2KSlJEf+4kZ2djVOnTuHjjz+GrusoLCzEihUrsG/fPgCAz+fDnDlzsHv3bvz+++9YsGAB/OWztLNnz8Yrr7yCd999FydPnsTGjRvRtGlTI+7FixfjwIEDOH78OD777DM0adLENT9ZWVk4ffo0Jk+ejAMHDuC5554DAPz5z3/Gf/7zHxw+fBivvPIK0tLSLOEeffRRHD9+HD/99JPFnKhdu3bIycnB8ePH8d133xnnZs6ciUsvvRQvv/wy8vPzMWXKFCNtABg5ciTy8/ONz9mzZ/Hkk08aYXfv3m1YqbRvH/KU1bx5c3z99dc4efIkPvjgA6SkhOp7y5YtsW7dOhw/fhwHDhzAvHnzXJ+HLBVG+Dfj8/lwww03IDU1FRs3bqRel5iYiLS0NMsnVhibfFUxuTSahDRUFbJYSxM9O/nIT/9rIMzeGPcXsWRjiqZpyqTJRr8/3Yprp92LiwZVHbe9SSllA53M7JaexNdlyFVocXEnT+ICENMKaG5zEpKrhvCfkpKEgsL3I/5xGwD8+uuvSElJwbPPPotBgwY55Kj77rsPPXr0QOfOndGmTRt06tQJkyZNMs5fd911WLRoEWrXro1ff/0Vs2bNMs7l5OSgbdu2aNCgAfbv349FixZxPZvExEScf/75aN68OSZNmoSBAwdi2rRpuPrqq9GsWTOkpqbiiSeeMK5v2bIlTp06hYyMDDz55JP44IMPkJCQgISEBKxcuRJvvvkm0tPTsWDBAqxatQo1atTA3LlzsX79eowdOxZpaWmYP3++JQ/vvvuuIVeef/75OHr0KD788EMAwPbt29GlSxfUqVMHa9aswauvvmqEe/PNN/Hll1+ibt26ePXVVzFs2DBLvDNnzkS9evXQp08fjBo1CkOHDuV6JqJUKCmpXbt2yM/PR1FREZ555hkMGzaMuZBj+vTpOHnypPE5cOBAFHNrQ5n9RJyqavZj3G+Eb9uY9o9gOqRXWNnf659fexb3f/BalRu0skgOmrKlRtaULS7xoJzXrJ+Om+b9HTfN+3v42YkDRwrmulGVNP/xwMmTJ9G7d28kJyfj5ZdfxpEjR/Daa6+henkdHT9+PB544AHk5uYiLy8PCxcuxIgRI4zwn3/+OXJyclBSUoK3334bF110kXHurbfewsmTJ1FUVITHH38cvXr14sqTz+fD7NmzUVRUhKKiItxwww145pln8Msvv+DUqVOYMWMGbrzxRuP6M2fO4LHHHkNxcTFefPFFnD59Gt27d0e3bt1QUlKCJUuW4Ny5c3jnnXfw22+/YeDAgdzPJzExEe+//z7mz5+Pr776CgCwfPlyHD16FCUlJXjkkUdw4YUXIjU1FU2bNkW7du3w8MMPo7i4GB999BG+/fZbI66dO3di/fr1KCkpwc6dO/HGG29wPxNRKozNPwDs2LEDHTp0QK1atTB8+HC88sorzJXcjz76qGX0l5aWFtsBAJTZTyQJdhBV7RmT7OQjnc7QqfegRno9vPbXmV4nEvxBSLfyCcc+v9/YPCmlZg0UHj8R4xzFCZV8wBdpkspNCbwwIYoHP//mcpCQ5G6qUhk4daoI1VNHuF/oQTpubNu2DWPGjAEAdOrUCe+99x4eeOABTJ8+HU2bNsWaNWsMpyaaplnkrMOHD5vSOmUMGgBgxowZGDduHDIyMqDrOmrWrMmV56KiIhw9etT4PzMzE+vWrTP+37NnD6pXr44aNWoYeSguLjbO79u3Dw0bNgQA7N271xL3nj17kJmZyZUPAHj66aexa9cuw+QHACZMmIB77rkHjRs3hq7r8Pl8qFu3Lho2bEjMi/k+nn76aXTv3h3JyclITEzE22+/zZ0XESqU8F9cXIz//Oc/AIDNmzfj4osvxt13342JEycSrz979izOnj1LPBdtDMW/6swiR5Rs3+MNQ1yOsObYPLjqeeNw+AMBfPT4/+DkkaMuIQXSIJhuRWtwExNIMxyKuFhkGiu8KAfG8/NCYo8Dc0rzI6kqZj8An2Aebf79739j+fLlaNeuHQDgwIEDGD58OLZu3SoUT+/evXHHHXegX79+2LlzJ7Kzs7Fjxw6usLrNkuLgwYOWtQRNmzZFYWEhTp48CQDIyMiwLAxu0qQJDh06hNLSUsc6g6ZNm+KDDz4gpmPntttuQ48ePSxrCLKysvDEE0+gT58++OGHH1CtWjUUFBRA0zT8/vvvyMjIQEJCgjEAaNKkCX788UcAwNy5c3HkyBFkZ2cjPz8fjzzyiDFI8ZoKrUrTNA1JFUQLYIyKPVKfpNWtg/P79FICgwljerqqmU8YHX2EkzGS04zNuDwXzkiCfiW2+be0B5Xw/mTxVHitaHhR0DkFds3nw9X3TEKbXnTHGfHxLkJpJ1arGH1+ZaF169a45557DCG0VatWGDx4MDZt2gQAePHFFzFv3jzUr18fQJnw27t3b9d409LScO7cOeTm5iI1NRUzZ8rPIr/33nu444470Lp1a6SkpGDevHkWjXm1atUwdepUBAIBjB07FikpKdi4cSO++eYbJCQkYOLEifD7/RgxYgRat26Nzz//HEDZjAHNpWnHjh3x6KOP4rrrrkNhYaFxvHr16tB1Hbm5uUhISMCDDz5o1KG9e/di+1R7HK0AACAASURBVPbtmDFjBgKBAAYPHoxLLrnE8kwKCwtRUFCACy64AKNGjZJ+Jm5UGClp3rx56NWrF7KystCuXTvMnTsXl112Gd54IzIuBz3HY5v/YTPux/in56PlJZ09jTfe8CckoFXXLvAnJLhea3R0VUxeiJpNPCEdr01xQgt+zclWXhMQywxHVSu4LCrzbI8LXtwxr6lO0/bn4/LxY3D1PXe6Z8gUlz8hAVkXtYuaosVnSidB2fxHlfz8fPTo0QObN29GQUEBvvjiC3zyySd47LHHAAALFizApk2bsGHDBuTl5WHlypVcXns+/fRTbNy4EXv27MHWrVuxYcMG6Tx++umnmD9/PlavXo09e/agqKgI999/v3F+586dqF69Oo4cOYIpU6bg+uuvx9mzZ1FcXIyhQ4di9OjRyM3NxbRp0zBkyBBjxuCpp57ChAkTcOzYMUt8ADBkyBDUqVMHmzdvNjz+PPbYY9i2bRuee+45bNmyBbt378auXbssFig333wzBg0ahGPHjmHs2LHGImGgzC1qv379cPLkSSxatMiYgYgEFcbsp379+njttdfQsGFD5OXlYcuWLbjiiivwxRdfxDprYnjUl6XWrmX5rqz0vGk4hk65GysXPIX/e+VN5rXB/s5XCW3DmUTL5p+wpsLzNEluBePA1WDEIMxwKCr3gC8qcLYJQfv5QKL7xlnmuMYsnIt2fXtj9VPP4ovnXpbPJy9msx+l+Y8qBw8exMiRI6nnS0pKMHfuXMydO9dx7sEHH7T8v27dOrRt29YIZ9dsP/PMM8bv8847j5jenj17kExwAbxo0SKityBzmtOnT3ec//HHH9GzZ09iWl9//TVatWplORZM+8EHH3TcX5ApU6ZgypQpxv/m+9q5cyd69OhBDLd161bLguhIUmGE/wkTJsQ6C2ERdPXplbAU2s22cgu6NerVAwCkpdd1vTak+a9aAkO0XJwS7fE9Nvsh2fcHZxcqo/030atRnNHkgrb447+7cPb0mailabRv8flIPMdSdz2x+Td+uVznPkggXdOub5lZx6W3jIyK8G9OW3n7USjCp3JLjvGEx54+Q/btlbt3FFvsWTWeiYMo3S55Ma7HTQjRtKjyaoEtzy/C99fp6oHofv0w9wtNZHe/GPe8/RKG/O3uCOWKTFVbvxOp2TSfq80/z3Om1z+3BZHeYfL2o4R/hSJsqkbLGkd4p/kv14ZWRlMIEyHf8u73GR8L06JP1PxwB3dQ9kdOYCV6eanEXpysQl9k0xr54AxcN/OvqJZW3f3icmqVL+KrVT8jUtkiQ3D5Wqnx/Db5bP6NwSfjunjwtmXV/EfP7KdGRjrG/fOxSr+2TlH1UMJ/lDA0JF4J/3Hgfi0qCHQ8PFosfyCAjPOyvMlbvBClsuAzTDEiZ/ZDEvQrtebf9PwiOWjVNA0JSUnw+XwIJLovnjcFtH5HiZDZT+V75yQsdcpLV58ucWmEOu28iJ6vaGn+zfUkmjb/Nz40A+0u74NJLz4dtTQVimhQySXHOMLjRrKq+MEW0jpxPJNhD9yPqR+/jeadO3iSv3gg9IwinlDZl+n5upkVCCdBcC1i2PxXRi2weZATwcGbrFeh0CL6KAv/8bCxVBQhubb1JD63uDjaTGZc0TL7MW/yFUWzn3pZ7l5rvKKkpARAmVtKhYJFQrn3w9LSUuk4KsyC38qCZ5osQ+Cr3OM3EeHfx9Hh1W1UtnNf7cyGwOb/F34G44CQhURkJaVgWfP5/BFMg7Tgt/IOdK1CXyQTsiQqEC5Gsy5xYGoSVbw2/+I0lTMG1oILfoNETfMfowW/PF6QvGLPnj0oLCzEQw89hCVLlmD//v3GplQKRZCEhATcfvvtOHPmDA4ePCgdjxL+o4TXjWRV8YZhrG3g0YoGbdKZU9iVUKiI0kAw+MzMNv+ea6tJGt8qY/MfSbMfObOSWNl7V7UFv74oeM1ipcvXvhKORUvxb17wK7jDb2qtmvjzq89i86pPhT0TRVP4Ly4uxs0334xZs2Zh3rx5UUtXUfE4c+YM7r//fsvmYqIo4T9a6E5Xn43aZuOysbfgf/+5FMcPHhKKrqrY/MsIKjwa1MokR0ZrwS/JPjhS5a/K2Px7bO7Bk47QDEqsbf6jmmosIYx2vYjP1ebfXfPPUqroUZP+zZp/MZv/vuNGIeO8LFz5lzskhH+B9TESVEurjtRatZC7bz8A4MCBA5g4cSLq1q2Llu3boXnni3DySC5+++Y7z9JMq1fHcNW6/auvkffHEc/i9pKk1BR0umogAGDTh6tQEsYsSPfrrzV+b3xvhfH/4V178Z/v/x1eRk2c1+lCNGjRHPu378C+bT97Fq+Z0tJSHDx4MCzBH1DCf0y5791XAAD1mjbGP28aLxQ2NF1buYX/IHwLft1nCUKCciV6btGyjyaY33gtExIHtdFa0xADorXDr+zCYlHNf2JyNRSfKQp7prMyD/hIeD0DZMzSuQ7O3d+vcSbMfDW98AIcP/A78nOPCYe1LPhNEhP+/WEI8JHW/D+0bjX8CQE8es1IHN2zD0CZlcDRo0dRr7gI27ZsxfFDf2Dvjh2epZnyR02cTSmbPdn98884eSTXs7i9JKFaNaBu2Samv/zyC0rL10TIkPTtJuP3jh07jP+PHTiI/R4+23yU4uDRo/jjP7vwx393exZvJKhEElB8Y3SFhAY0o5m495nKbAdtRmjjLh7zkCjZx0eTaJlmRMfPv+XLkm6l1APL2uKLJiM5wyBStqrXrY3Za1dh1D8eEs4fIWHudCsFgrc5cNJ4TP34bSTXqEGJjy9CLj//rHfBOcirl9UEd7/xAkbNf5jremcWTMK/oM1/OGXIH4isftSfUBZ/iy4dHecaX9AGl427BW16dhOKs/sNwzBq/sOoVj2VeL5mRjq6jxyG7iOHIV1C9ogWydVTjXwGksIbhAXj6T5ymOX/Fl06eZFVgxZdOqL7yGFofEFbT+ONBEr4jxI6wewnHGLtCq9Rm2xMWLIQDbNbRjQdkUGO2OI1DzIXLxiDnijZ/Edyh1+CuUJlNnEza+EjWSbDtfnnyVx6VlNUS01F4/PbCOfPkW4Vs/kX3eF30J0TkHFeFvqMuZEcn2Wsx2gPOZ4vy5ySd4anRnrZTu01y7+FMQv/gjb/FWEAScpjIDEBTdudL9zH9rrpenS8oj+1HqbWqonsbhcju9vFhgOMeCQhOdnIpz8QnvlVMJ7sbhdb/q/fvJkHOQ2R0bwZsrtdjDqNGnoabySoGi1rPMBoJKWmyGOs+e945QC0vbQHOl01IKLpiGzcxSWoVEJBMloDGrLm33O7H2e8lVgLLCr0ySdE+e0aTmTw7Z35WWhzv/DjqgjIbvZGNYHhnOkJekhjmgd54O0nXNMhcyhhbz8Vod0g5FF2LZfbbJ25zYnmngmiRGM5VKQcsURv52t5Ko8EVFEgFWKJghKq4LF5hb5AmbtHLYJuHwExs4NgxWN1ZJXSljiMe+owqB/m/N8nOK/jhe7JENZUeF3+SO+nUvt8N92n13smWJKRHLCFHj2P2Z2HgzSBQX/lQO4+fX5y+8u9hoBDGcLsa3i7rjDLhkVgFbT5lxWeY01oMbZgOJf+IBwTqlgRqXfi9YJ1o71Swr8iiGH2Q2jkZQpgzIXYKM08iLj65BNQBK6tIIRjIjF6wVyk1a2D8YsX8qdnXjwaxR1+K9M7CxKt6ivvVUhg8E34JUvM27coY3H1KXDPQSWMHUtdYcn+xpoqjsTCMPsJdwBvFVgjJ/z7AwH87aO3cNuifwilEQlCS50kB0yUYBVF8x8d1b+30QXLWkXQ/CtvP9GCVRZkrH4MoTg2nWPU/H9rtm/mtRxaLENQrkRChQcDGrPvfmoypIGYx++fuclXJRQEZW3xxdMxi+Yimn+BgaWXCgHCILBSI/l+aJp/68yZDwDZUwrJfS89i/LvgsulKDtx42eioM2/SBtVq0F9ZJyXhZr1M8TSCBPSO5f16OfmIEHWc5I/EAjL3aYo0u6JBfBcSA/mOf5lf6X5jzZe7ZJoLL6MldmPiBeeMJAx++HZqr4yCRU0rZrP78eVf7kDLS72xqMBacGv5+WPpPGN8fqWSBKOn/+UmhRPL16mI6Cx9bJuBctVZXznJGTfD483GrYDBPfnzN7ht9Q1/bKwxi+u6+nhI+zth3Kv4biZlEa2PrnZ/Gvumn972Ose+Cv+8cN61GvaWCwvYSCrsBDCa5v/CqT5V8J/lDAKA6lChmPzH6vOMUqmGDzaj9oNG6B5l458wkclNCeg3Xezjhei/5/G4qq7J/LEwp9OFLz9VJlNvnyE++Sg2UXt8eBXq3H1PZM4E9JIPzmC8ddzTwfWldjUi4hF9g9f+LdEwRT+w2wzubuucPurUDifzwd/goD3F5mxru1ei4vO8kfiEbKmUqHF8uSAZhMzkvDfb8KteDjnM2ScF3ID2vPG4QCAy8ePEctMGISjGOHFe82/EbO38UYAJfxHDa9XlUdH805NP0wbTv6EbN8EZn7+ISYvW4Km7S8ouzTCU9h2klJT0KrbxbHzIEQxzQhO6YoukKMn49T8R87sx3zQeq5SIdnB1W/RDD6fDw1atuBLRtKmXMbsx4syUZkHfCSs5l/84Wg2/7yDPR6zHy8GdeHGYS9/IqY/QgNISr9WUlzMH4cMhCzKuvN2Uwy6LZ6+6u6JSK6RhsF//YszcBQ12hH1KhchDM1/Kd+MWCxRwn+U8crsJ1q+3anJkwTBCOATsBXNuqhd2Q+mEstD7WQ5V909CROfX4R2l/f2LE4RaAMxsxarXlYTdLp6YHjpkLz9eP3+jcEeSSNeMToAEaT9/AsOvjWb5pQ/Gf50aFpTGSqjeR4Lq30z//vh8/bDEux59kZxxhmEu+8KV/i3BRMx/RF6npT+5tzZyGr+ic/FeGaibSx71sycFsttqmeyiiSyCgsRPHf1Wf6uKoDVjxL+o0XI7IdxTgAeW81IErWZB4FOI9hws31WW+P1ghr16lq+Y4WjsTdpbUfM/BtueezB0ADJHpbneZRf4ougRoZkZhLrsh5JrPckfn92obHFxZ2QmJxMSEeyqRcS2rw3+6mE4z0yxMGuO1Sbf874eNZJeTGj42aKQqNVt4vxl9eeQ4MWzS3HEyPspcYucMfS7Efc5J/9rHm9/ZAGHXZZpU6jhrjyrolIq1tHLJMcyM6GCREps58KIP0rbz/RwusdfkWm4z2k63WDEUhMjJpmTiodVmcXCW8/MV5/QSsLZgE6uUaa5ZsWBzsdkp9/j++ZdC9VxOxH5P5IHfyFA/pizIK5WPfa2/j4H//0KJ3gt8hOsB5q/ivRZnwsfOb344Xm3/ZPIDGRqL0Ota9yppK85g2aizaaRscrB6BZh/YoKbF6mRFxUSlXr6zhIm72w8yLqPRvC28/bRH+GZp/Qn9mF/4nvbQYdTIb4rxOF2LJ2DvF8umCZT1UhLQA3mv+tYjEGwmqRssaB7DKgpTmX9IeMBx8fj+Gz/wbrp1+H5JSU6KSpkwDyLN4zcvGxCfgLi8i0AZIpuMinTw9Gecgx2vhjGRm4pVQ6fP78adn/4d/kWwUsMyiiAweCeW4Rnq9sm/CDJRZuBR6jgKDb0/bJKMYVMIBHwlZ4Z/D5v/y8WMwb+MaZF3UDhdfezWaXniB6TJ3P/+evAPJmZxgmfL7rXpKoXZMJE1TeQ8kJRqHY2H2I6tgc5sxMMfHWg9GLId2zX9mQwBAi84dhfLIIuO8LIxeMBeZ2S1Nmalgwn8FWPCrNP9Rx2PNfxSFf83ngz+hrMgklDeMEdf8S/iHZtuvRuC5xVhLSbPL9pmn2jXbMZl0fM77jNT7J3n7CTet9KwmaN2jKxq3bY1P/mdpWHFFAqEyDmcHz3xOYc8wcF0sHD81KpHNpyoBRO9WHNC9/YTiaHZROwQSE3HRoH7oM/pGHNr5X8wfdkvZdYQ6TYjM/RoXwhdkreGC+a7TOBOnTuThTEGhaxxc6ZnMWc2C8bmzMdD8S5rWuoXjN/tx1/xHgokvPIWaGenoMKhfKC/Kz7/nKOE/WrDMfsKy+Y+ewGld6OkPZiTqaYd1bTC7HuZbg4CAFAloWlKz5t+tI+HIO2mRd6Rs/m1SbdlXuHHH2EMWCevzE9HIGxE44iKVf/nFc/yCH8lNqyxexlUhML8erxf8lseXnFYdAFCteqrjHGudFEtw59/h1/6DD6Ofs21CqGka6jRqiAdWf4DSkhJM6dDLNQ6RfPp8PgRMwn8svbcID5iMukO+b3NbwFzwGyNlVs2MdMexiLUDXmv+jWjjX/pXZj9RglUYwvL2E0U7c3P9C+4IG+n0I7agNAI2/7HacE2jCGjmTtsLsx+SBtDz908wZ/HM/jsGs2VuyM6ikAQynhmvst8C+RN5Zh6ZZ1nSrSI2/7J1ys+xw2/IEYJTYSOy0J+st+IU/mV3+DX6OXvb5kPzclMT6i7HtjiEEoTNJCbSbQbJ7CfcZ0bT85g3+WKa/RAGe7EaBFUQs59gPpWrT4UTUhmWkf2DDUMU1M2BpCS079cH1apXN475opS+TAPI9vbjvQDI5TEjgtBNM0gdinweSQKZ1+scImnzH9I+hhWNt0ja4pOeCcvm3vqeJGYYBPLkqc1/HA3UIgnJuxUPdM2/6bfPqqihDRhpAy1m/eMWnuTKBmm2ESi7F/5ZB4l6BSAxOSQYR17JxciL5DOjhbNs8pVMF/5JyqxYabQjt8Ovt9GF6lD8a/6V2U+UCC4AIU6dShQUWc2YpvE3mkG6XjcY1824H+tefSsUT3mnE3lvP/YfHGFYU9g8u4YJEnMtJc0u1qQ1cxPM+Lz9EOKI1MwMyewn7LScswqxRvpREmZISDMzpMhlbKC5zH48FNirisbfwKKpF1B0JNC6cKdQT/Jhb595IvYMpLJWjqjZj7Twbx/kSAr0rtdadr8NmcTEZBAqW59c23pezX/8CP8VRfMf8vbjabQRoYq1sDHE89klcW2zPxDAlBVvYvzTC4TSql67Vtl3ndrGMaMxjrjwH+y4vNFWRtLsJ9YbrjnSN3cCHgxQDCHC1BGHs4CYJy2APBsgg6E9jCNtsuWdCQk0wR/OuIhaRLOHpjDNi1wz5aXZTxy9q0hifT/8dZRnwa9hoklos0UWGoc1IJMtG5Ry4NN8/BKWrObfbA8fg3Lo4/DERMKu+R848TZ0HT4kdN48wElKElMIxUioTaiWhFbdLqbvayFLpKT0CiD9K+E/yni34Fdci1mzfjrqN2+GVl27iCYGwDr1KrLzblhIdBqyPqtlCbpRjNkmVBQNkVlodhWmJM2qIuXqk2i6Eq70H4dypKyXFxDMKFjrOqwzKaKp8OUtIgJ7VRH+CeZbPLjau8OsQHHR/NPMfjxwaCDt7af8236fmk/jnjGXqVeAVfMf+fVcpBG7JpW2+Vk3aNkcgybfjpFzpofO294z1eMPyUpBj40te9+xt2Di84ssg5h4JKT5V8K/opzQDr/0qdMaGelockFbx/meNw7H7H+tRP3mzYxjItPxoUByjbjRmJg1vkGzH0GBt9lF7dHxygH8aQftVAUyzWzsQ9IMd3wcCXofp1DylPdq6gS8EMzIZc7jeybkzydT1olRx582WXYjG5bNP+kZWgcJ4m0G3zPzZoYGMJe1+HlXkYTH9p4Ez4Lf4DM0ZgAsZYEchhRVON5+ZPseavnTNG6lmbzNv1nzzx2FZ8juihxSDIY8PFnP24R/iukPzyZf0aJGRvkeJuV7mXiF5/74lfCvcBB09Uk8VXbutkWP4643X0DN+lZXV216dUeN9Hpo1qF96GCwXRDoHKXd5xEa/5AmRiyumx+bg1H/eAi16mfwJS1hrsJ6JoYNqYcCYCTiFMxB2V+Ktx/AJPxTng2P4EmKw2vhjG3zH3bslq/4QPJZMp9T6FjN+ukYOWe6ZcMcKWGIS/Mf/A6/W5GZ2azIyA7OfFSzH9M1xvostuafasLHKgOcQo5P8n2GFE/2Bb+REV3sJjGRTo+ZF1llhbnPJCkCbO+ZtssveZMvsax4hVemnw4khPTu1w/DyAdnkGeng8fiX/ZXwn+0YI4Ey0/VSK8Hn89nsa0HyBqAUEMuIRQLT706hUuNoEXiIaiJSDL5mmYnLlPpWZr/CGjpJQYoXkLrJDTzeYZJCHc6hJ2MPb9nwsyMrNcLR9TRMlUTQHbxNOmdk8zPOl45EF2HD0GPm4ZLpSOk+fdwZiUeZ2kiiqTZj59jh1+j3AcFaMpAg+oX3iS4BxITLSY44pp/OUHWcFMaPAwRR0Pi5R2wmsNE3rEFKX45gdfcXhIFVE6zn3jy9mMfwIaD+f5lbqf/HWPR9brBqN/iPGfcQdk/RuZRIihvP9GG0YhQOzzCcamRsKw2LdgA+81aIrnFSKIeDHwSQgDPhjUJSYm45fEH8UvON9i8cjV33Kw4Y+fth3Y8JAx6IUCHBoGEcugRZM2/NX35uG0RxgHSz5JUjwjvOJCYAABISExyXMaVjEA7o2z+5ZE1+6G6+jS9MLuff+r6Apd2JJCUiGmr3kH+0WOhc9yyv1zZoM1Yaj7+Bb/SZj/R9PbD0NCL99fUKMuPW0/Q+kuy2U9shFov2xbzfckMZoKLjkl1Lzg4qQhmP0r4jxoMV59BkyCjEtoqJ6FTN+w4RcxhXEw/3MKZtS8+SVefmlvL5Exc7PqyRFzpet0QpNauhU5XDZQW/odNvw+Hd++NuZaStvjaki8teC2tR3BPR7MJEaQ0w4c00PXIS088apNlNf+EemS8H5bWVzCdUDIci+g9tNOPx1maiEJS7HBA9X5CKhek2VqOQUewrFWvXQu1Gzaw7MAacZv/chyaf58vMn7+zQt+k2Pr7UdWqWRpLzk0/7R7I5v9xMjPv9EeeBCXuS0L436I5Sqk+peON1oo4T9KsMuC9SSP5t8QkiSEf9EaRNrESlb4D90Lb9pOgYY3DDn5snhSy92XylKncSZ63Xw9Ck/k4fff/hOMPKw4paF1EqTp33DyGIzCJEhGzPaWIAyFK1TGepBGwjy1LpIr0r0QFwGXf5sXhsoIQzxhQhMrHgj/Hr3zioLnmn/N3FbbFsybzwkMOoJp8XgYcuYn+C3pucau+RerLPyXmtIxa/5FlGwyMM1zhLtY9oyB81lSroundtJDN80Wsx8J43yW1UPwmVUA2V/Z/EcdhuafVsBJWjAZV5shDb5gAwxnOFlXn+ZFqCJpS2lFyRngjodFUOPmDwRMszCxaSyNJ+rQ/AfPa5BZI+JIx7ZZkDkNryAOUjTbOem4JU3VIomk5p+kSSUOCAiekoS8CokIIC5ChxCa40elhmqK44KPYvNvKVa2MkAbaFDrF6P+8ZqBkBYbcwYs+3I4M4iM2Y/5wVFdYEYJWrsuEJB42mHLL6D5j9keX/7w+68gln5a4n6Ys5LBQxVA+lfCf7TQ6WY/RgGkaTlIWn6XCk5EVngK5svs6jMguclX+eW8AxDSlvS8YYjnPJJWzbbQIe1orGz+aZ22SUAM/qR5++HS7BK0U17fM0HQ8GzBbxzKkVbZX2QgX/5tlf7Lv5wmPhZtrUQ6PPXVS48c8ThLE0msC7fD1/xbtPv2QTthYGD/Tcqb3eMOIG72I/o+g4IaaYffyKz3JWv+Y1IOZWfqDSWftcWmmeXRuw+6ojJIaUmJUN4atGxOHbCy8NIM0Nw+StnmG6/FWR8MzX8FcPejhP8owSpkum1g4NDgGgKw+Zi4fa2siQZToyjcMAlqX0kCjQusaelILFCN9YJfWvpmbZurMMUj/JMUHRHa5MtaPjzSKMehQMmleWVGYBby6LMB0rM1IgKIh/UgLmdpIois+1yeHX6NTb5IHlN4Bp9GGRIX2hxxi75PmkLMp4mvNxC81uznPyauPg2TV9G0TXWWoERx3gu/Qsg+01Nayr8AuH2/Ppjy4Ru4YvKfuMMEkd3tmISlLEltsMowQQoK/6VK+FfwYBf+7SWcYCpjdOoirj4pGh/3gM4wPsJW8Xx5EBPAvNQmeklo8OOL/YZEtEGjqbEPPffwzX4ISXsGqXxIe5aixB1XUwBhmv2QFm+SZk0s2jYRzb/AwEtkloAjYe/iqhA4FSs80BUdpvhsNv/ExfRwth/24z6C5p/f2w87DWo4yqyqkItrETM3i9lPFDf5IsqRcn2fYZLrkCOC8dqfpYBCyPa+9RJ+4b92o4Zl35kNmNeRBhT2MhwOVlefEsI/QRkbJLiGpiJ4+6kqLWvMsWv3iVCEk9CCW2dDLVYZnEIBVyiC9lDa2w9hIMNzvXw6kYHkSSdWZj+0TsLyCCgaNMGECIe8NvshdPYeCYJuC+FigfUVSQgpFtmf0EES2gkZG2iucuNhnYvLgVoEoQnk8vGFfhtmPwRvPz7LjAMlXUb7FjU///ZNvjSN3+ZfxikGbJt8xaBtlzZ9M7pYjViuuBf8cuzwW1rKb/YTVFS63g3hvXrZdlvuV0rzzyjLwWNK+FcY2Oz6LacMV5/kESXJ40ZI886fBYvwJFKHjAbYZPMva4MnqAGSFgJctFgi05Ws+DWfZlqUHF6U4eJ4pqbOw60jEbLpNh/zeodfwrP0TBCMw1kkebMfupafaPYj6+1H4Nl7OagKdfZVBPN79KJOWeKzLZYkDBjtYYhREjX/vItuKdpo13BBxZPd1afV7Icp4AuNdU19bCCSLo1t6ZJV/9Zv3riMtp7cPjjMQ6nrwNzfd6mA5p/3fkgmM7Kej4jZsHj7kQjPWLyubP4VDngKA62jZRV8IY2EudEXmQplDj4kNfK8wr+kSQ31eo8a8dAEhhYaHMXa5t8+nWt6b6GGX/7+yd4NPO4USYNDWQ2YPWqP4vES0n0KhSMIjRb3oaT9QIQ0/4R80jNlSjfcWRqGXW0FJaFaEnqPuRF1GzdynNN4NPACkMzmHC4/yy4MXUdTmBC8vQXhFXIEJ3zNiZd9uWj+PXPyuLtGfQAAIABJREFUQHhubvF7AUuQFFewUfpY6oCa8t5Jmn+b0sz+PzNbBAsGEqQy5Vi0HgaeuYxmDdiU5l9hh7WCnjaitNv3a4QOXzhtGQGA4N9dtmHiDmYoMwWFf4FFTHKEGgDeRi1i0DTa5k6AMkAQSoZk8x+hBb+WMu6R/jceTUmsO/yKBAx+Eeo04dnJzjCICCDEWQhZRAYdFYQrJv8JQ6fcjakr33ac8/TZ2eO22/xb1he49wmk2SMDQZc7suabtD7R+N/rNgK2/i4G5VDG0x1gq/OWwQy5n3KbDWZpyoWEf153rySzHy/9/EvurRLKC70fCT77CiD7K+E/ahgCPukU29uP2YbPHolYR+4U3vnCBTU/pB1+uaMpux70ikNOW9KrkIv9ariYNemx1ijTO8jQeU8EX6Kiw+N7Zmi0w9b8x+WGUXIDcuIgiXTM0PrKmv3w1z/LJeHK/hQThYrMeZ0uAkD20GMVyL1YMG0uF7YyYC5yPNptD9o35gCCHbA8b3ZTFZ9FwGKb/cgpyHwCJlGRQGaPm/KARnhrUEqdog76nLPuTpt/cc2/G6R1JMTdqSXxcex2Tt05G+Y2kXSy/LsCSP+Vp2WNc7gWRtmFfONfa2HjnSK+fvY0DL7/L+aISD/ds0UwGTEqkGTDxOulSFoIcNFihVs5LcJ0jAWVULkgN+qyM0V2SO/Mcy0laWras+cbHMTGT7MnPcNBmO0hDgKD9U3Szz+tTWLmCYL3Qooqjt6RV5SeO0c9J+vqEyBv9GU10bSaTNBmGaLh518UqsmRpsGsh2Y9M5Hd4S1lOMKaf7eZeGl32hQzYTclkTOe4PWmZx+Gn39uJRmhSElvEkfMB/u9pjdrioe//hxX3T2JEoERmBB3ueY/3DWFUaDytbDxDln1X3aKUtntArBFS0SpDMk1aqDbiKG4bOzNpkrnjFMkzxZXn+WzALILuLg7A832zQl9t12PGvGgUOXzeeqDWC4vQYGZXG5g0vyL+4x2pmM5FCEhzVrWvHm+8WhCwmN2QQzH0PKTZgZ9FkFGIH+EgT/9WrmZRZ70KwMlLEGJoKnnJZCQ4IzO/NtmvkGbBaK25UYzEsaCX8nKS3v9Ps224Jf1zITqlSkNX4QX/LrFaTx3wcGgRY5wDiq5Nf+2tSKAczGumM0/Yc0JAaKrT4apjShubW5m61ZISklGs47tKeEZC37Lz8W/3l8J/9EjKOATGkHdds4h/BuF1Vl5aRWJNLVlvVZc0LAsgJL1u0sYiDAvp/ksdg9JSd6bRpyoXY2Vq0+atyGTgOiFzSRJAIyU5p840Ahf+g8vfCSgaGFdgzHCW9cRBLW+Zu2wxCCDI4zV7CdMzb+okoCDZhe1x+1Ln0TGeVmexSkCU/Nv1tQLa/4JJgrEcsFes0P1+hLUvoeh+beWSTlNPOs4K05p01jCGjcvcctX+IvmNVs/RR7I0/IRUjCYhP8wvP2QlJBkSAt+5VyLE/PhUuZD0hY5LR+rLy0/pPz8Kwy4rH5oo1u7lo9DYCCZevDMGLDiIrn6FNfIiwmhsnaPdPtVwiGpBsXUWQfXP8R4wa/DLtY0KBDR4FKTIfmJiJTZD2NKVTpuWQEkgmgEzzycAcu/XJ5TsAjImjCICOGWdok/CXJU9PuT5S+vP4c2vbrhtqfmexanCCUM4V9E82+v50TNvym+oP0ySXjnMfsJQtrhl9/bD1vbyhXOfNzn4/b2IzjVZfykKXMatGyOu996EW16deOPlz/Z0DGajb6Nek0bY+Sc6ajXtDEzUpIwb07HkT7R0568n39eBRRJcPZq3VdZHOYFv0SBgCst0lktJP3LZi9qKOE/2hAKlFHYKSNjn23hjY9HiLH0/4RBQyQEDQF4w4WmKkWFf7b9qrmBEV6EBhA7zVgtKHVbKK5pmul3nJv9OGa9vFt0R/SME2No9te84bjNfiSfo5jZj3eDq0jWqbqNMz2PkweW8C8ihNufrZvmnxQvaTaA3peUXxvGDr+yM1y0slrm59/8P/2Zye7wa1njZoq/7aXd0bTd+bhoYD/ueCkZMydMyIszTyTufGkJug4fgj89+09bHQTxuTvqlJvmn7EjrsgOv7TBhx2Wn39vNP/sfoA5++zSjpLki3hFCf/RgmOH31ADQxbiQoXNvaMgCTph2xeTGn/Zysgr/EtqAIUEKQnh36Ihsm+iE22ofXaovNBMyoSSiaLZD1m4lUur3eW98dflr6NhdgtHOrHGmg0JoYgk6BNs76123sLZ5HteAtpr97iCX96/J5nBvheUFPMK/y73bDsdSCB4DyJEYfVbz178S8ob0c8/9yZf5n+4grDzBLvNPz1SMXfY5nBkQU8LmqCE6y/e5UHwbmxVs346gLJBrXUw57PeD22G2KX/ML93u2Au5O2Hty8nefvx0NWnz23Ay1J2uileg8eU8K8IwpwetRUUklszgDxy59nMiihICWlfyr5I075CWhVzpRMN49IxCR83PXIZ7y+kTiLeNP+W4wIaXLd03I6FhX2gS+i8RLlwQF80bNUCrXt0DS9vEcDaWQuEY9Vpl2cmIpibB5Cu11qnG8NC2s1hHMPyjGJ9j26af+t5P8Hsx11r6UyXLgUyMsMt5JjuT1ITbznO6au+/CR/emZHA7SF0ZwabPfE3AZ5EgobyyBLs6ZBi8/lGVuetV3zL7Hg1+31k2QlzUNXn47ZEcf54A/CORfT6ZDmP6wsRgUl/EcbQoHSdZ1ZIJnaUJ6FrcRpLIEG0bA9ZI+EXePh6WgoUBfTCgr/pOtJtrBuWDsJ7xomKWgaHZPJFE3rI5YMacGgt/cccu2nWf4PnpWKM9iJ+Z3CT+yRrBME4Y17kC82ygDAOUD2YKBmTzdeZmi8gGn2I+Dq0/5M3PYNCGIRZgWcR7DeAf+CX0nzPapgalN0sMx+hMpQ6Fqahji0Nk8gWpd8sRUr4n11MDxpQzd7XaYPsNwVRuYBrauNPGnASYLl6tOD/sa1LAbbHtIaN9ewZV+6rlx9KoKwzH50dqFyCP8cDbZV82+Nh5AEE5bgKKuV4Lf5Z2sLeDVDoSyQKrSEzT/B9CpWggrdpCd0PLToO4x03LSJXmAfqMrOVpmjLP+2uO4Ls+fOOC8Lw//+N9RqUF8oXM+bRuCaeyeH8iEpMLM6Jl67VK50BASdcAb3tHTjc2M2Odg+0Z3tCf1Sm/BPMPshKjkI5YJrEbzX2laBNoNl9sM9ky051qDWI68Gpq7CskQdsOTTJitQFhDTZ8md5qz2vJi9/RDNgl3iI8Fa8Bv2iAu2Mk9qR1mzjq4DtvJ7qwCqfyX8RwmjLBAKjK7rVsHYYfNvL4zuWiJrW0Ww7xQR2ljaP0mBhTd9VztBWvICx2U0/+b7Jm2DHk1oCiLrwiX6AI47HWJZ81Y4M943Kb+ySZE60TA77u7XD0OPkcPQ+ZorhMJddddE9L1tlGGnG65GVLN19s7LSB2UQDICa0VETFe444oDzf9Vd0/CzY/ODjse7gW/nBrUICSzH7eBupDNP6viiVv9iL1SWrPvs+5e69WCX4twR5mN8bn1SeJJMS8QGqzbrAJIbR6/2Q+pDbYJ/yZvPz4/fVdcczyut0O0+ffQ1afbzs2M5+7mbEWZ/SgcsKZHdejEBbpBQsJlUAgX62TDtflnav5lG1bOYG5CAN3siT2FTfPkwAup44m5q0/7PZsEaS/MfohaZI80sw2zW6JGej2js/cF/Bj+97+h8zWDjGtkd+YNLVzzbtOeQGKC5ZuXoJbWMNUIs05awzvLYbhmP0L2zZIzi5TIyv9GX/hveUlnjPrHQ6hepzYAoM+YG9H5mitQIyM9rHhLzzFs/jl3bQec74Jo9kN67YT1JdKuZsvhdvXpYivNE856QrM1wvQ4hQZWlFl1dzNacdzzIjHIsN0rSeHHrfkPOgtgtCfmBcB+l4X0vBt1MV19emL2wyfAk5UpvGY/8S/9s4dqCs8hNma67t5hm8NydLKkxXdWLQBXdi3XkjX/AtFYMssX0F3zTxP+2ddb7F/D9fbj904rIQPtGZkbMVaDJpqO5ZgHA57qdWvj3neW4Y//7DLSaNQmG20v7YG8w0fMGZCKn2zzH2bHLel9wi5M+8x1WSgea3zWuDk7N6GE+C8VToMYV/BewopGikkvPm3k4bUpfycKQTJw+/kXtPkn+fkn4SPs9UDaEM4tPQvc3n7E235W2prPZznnY+XRLrgz8myJ07Lgl/Ds6ClKQKinLPMTCj7bbAXJ1JfaT9jTJ5QRez7NC359AZd+lHMmgyz8e7nglz2bTHtO9uvJehVD+pfPYJRQmv9oYdj8U84zBHq7lo9LS0QUAMyChngDTLLpC0crIRLGrYFyHKeaQzmPy2n+CUJXjDX/jldqbsSM3+Es+A1TkKRQvU4d+AOBMs1/eUYDiYmWb8B5e6JYXGCGGxlhQN22d0/c+87LaNCyOT2YZhs0EDRzMvkw58Xd9l6i7nM9MLd0+eHVEkaS2pkNy7NAEoLEYWr+zQtN3eqoLRv8Nv/OXZ75/PzTsxKrHX7L4uCrO0Kaf45wXuyWbk+NpVgRm/2y1kEem3/qMybMFNjzaV7H4uZCl3cWkVSmvHT1yT0z6qbsYoTlnRGLJUr4jxKswqDrunVLd/vI3NA8BTUOgtoaknAqUIkMLSXJ1afQ4i3aP4wwbkKA2ywJB2Hb/Buaf/FovIBml214zvH7HWVIKp1wF3zT4jUNUuwDKdnNqazxOwev4ebb2HjPVM46DOqHxue3RpuejJ0/bcXZXVCnxeN850TNP3FvBv5kjNvjCGQ1mQhT+I/1gNqUB2L7KYFZ888SwFzNfmzneb39WMo/wQGAiMLEgFfDaSnnfEFYaZe1Fab/mTv8Un6TIzZ+WoRZQhxezW65nZf1qKfZhX+KS2paNoj719iuNadHKoek+FzfAUn493B23XWTL4bJodvuwGqHXwUdUuHVAbAEelsHzLUI0lK+g0KB6ZjQgt9gGNJIVyAaxuyGWxiadp46JhBwWyfn7ceZVqw3+XJs225+3hxTyLc8/iAGTb6dnoybJkQSszbceN9B96k8mkm3+D0y27BG6nyePHapzFk8kboUahSocVuOWTPBn45L/SNda82fJMHnEwObfyMLNteI4ebFLPzbBSW7uQYzX7b3x+vnn2S7zaUQ8mSA71ImqQEph30+W4fGqHMcyjJLvMa15AEZaW2NFG6DEoGBNzkeq9kPffaXHT/JXMz4n7IvAjFrnKY7rNkkL4R/n4sAT1Ks2E4R/rHmj7RLcbyhhP9owXD1qes6UwjQbFpGHrMfYmMrIXybwxP9vIcxJcmXttviN4pmSEBbEr7mP7YLfqmmGVwNf4hOVw1E79E3uKbjdsyNOo0aGospzXFoPs3Ip+HdgcetrQvBLFo7pzC1dgQTGy5ttf1deaj5Jw8owp2tkRQ8vNKKeij7i+xGWp4J67/hmv2YTCQcWlKN/c5sF1v+413wS7rAIrxJ2PyXSmzyJTT4pBQATbPXvbK8l5kO2q4VUCCYT5P2ReCJgxf3vIjbuTM1/5SZBE3TkJhcDX9d/jqGTLmLnU9HHxP66WrzHwzi0o4zTck81/wzkiCdcylLwbgrwoJfJfxHCWZZsG3y5eh0bA01aeMOB0RzAJcRLwW7NpZ0TiQeofQNGYl2vZi2KjI2/+Tp1KhBEZRIMz1uefSz3LV5IPwnpaRgyodvYvLLS02RBL80RwflibaeICh7NWVvrbb0QXIQn037FW6dBOkdEwZ9tsDi6djjJV3roYAkttaAj1LWgltSHmwPL2yzn2KT5t9mp+9mqmW91vo/r+aflJ5IukQkFvx6Y/Nv1fxrPg3tLu+D2f9aib7jbrFd7B4f6TzNjE3KC49LWuTT4vHbrQJIigBHm6ppaNCyORq2aoH2/S9jxkkzLQX4Nf8yZj+09GXgtfl3U3YRs2IcjH/hX3n7iTYcU6vOqTVrR8+lrSFoWsK2Lw7Tz7+MZpCoISWddxx3XwhtHJLw9mNON7TDb4w1/ww7YrvQSY2Lx2TFcr3YPafWronE5Gqo3bCBKV7TYi77QNcDO31jxszTHX4J5ZKiWSOGDrtOWuOx/mYLWkzPKPZkbLOMOmOjqrAFSZT51D928PfQs/BQ+C85d86ygNwNzUfWnMpjcosYYAn/gjb/hAW/vPbkpPIbEQiDZK5gtPbd7u3H50P95s0AABnl36Q4XGV/mmKNpLjyanYL5PuUU4BYyxHJNaVDvtBAVhyY4nHGbo0T4Hf16abkiLTZj+tzZ7Q9bu21YfYT/7K/Ev6jRtDsh1DwdejEShr611ZpeYRooubfdFpkEZERhqD5l1yMxLvw1FVj7X771DyE8hKe2Q/35iWRwigW5HJjPeZmRkU/H/biUXMAgjBAMmezLrqTFP4Nm3/v/PyHtH+kBXUc5Ykxc8CVPmM2w9UsUFb4cgtGEpAEqFU/A/0mjMHpk/mOvU28gOVth4RdwAzfrM8kKNm19SIzLLbzxIWWnHH43MqKS374vf3IDaJY7b5TEKXEL/JszYo1U3thWS/hodtJU8boxzjTKS0tdbQn1j2Byr8JSiKWcojldMGyX46L2Y+P04yJaS8vMxviyLPLOheW5p+3HFcA6V8J/1HCaCRJ5UVnCwH2bbF5vGpYoiBUepmpV5KQLGSqIOG5xW2HUZZmiBKhAxmbf5JQEDOb/5D07zjjOOJmUsA8Lz6YcMZAeJ+mxtbwUERYpCva2bbq2gWn8/NN5Z+ttRGBKXxzlEmi2Y9IlgjhSZ0WKUpZswu3um5tc9zTuPqeSTidX4B/vfgagJBAbBaMvVzwW8qYtSChaVYJM9z6bX7uduFfaJBheyTEHX7dnhux/AlqUgBu64ZwZ53t+BxmPz5inQLsz4K/DFP7BTGZnJWay1l2e2JHLy111H1i++BzPh+W+1KWm1brDDinn/8wbP6lBlwM4Z8o4LPeC0mwspwuO1YRbP6V8B8tWDv82jf5sl+gWb+5vBcQO225BphZ4cQkFr44zSF8hLxzpE8VwIgCcZhmPzH29kMTOt1sFkmwGnCi5l96ES5pAKtRXzMtfRrJNdJw+zNPovD4CRz45VcAXmv+nfarVPMrUpokrZ5InSQM+AxXwG5xCqVj+u0qlPLX75SaNXD5+DEoLSkxhH/DzMFDl6xmSgSFf8De1oaZAVN4v11LKqT5t76HANHPv0tWCGVVVMECCGj+OeNzhqO3+44BE2FWseycQL/DGIRpmmbtq8NWILic95Hvh4pui1TTrJp5inbfMnByU/AwZlXcXH3y3w9D+JeYCbSHcVUoafRzlk0ZyZoVANbNz+IVJfxHGWJhsy34dTQ69kWCHG7hiJppc7sgolFjtFJipgqW/4QCifqgFtFihevtxzgU4wW/DsGd1K5xumw0d+q9bh6BjPOahb3Dc3nkjnDmwQurPImU2WqpqfAHAkipWSNUhmTeMzUv5d+kGQwOEzWiKZ7I4JHUQZG0ucS9GfiTERmciNj8BwUFklmX7H4kbggv+NU0m1DuXfmxa+t9hPaamS9zWKK3H753Jeo5zkGs/Pz77O9Gs7Qj9Ahd0gP9eQTXvLD8wIvAa3vOm06Z+bDtmRBNde2DGpMffRcFj2PgYMqbj+UsAqH6E5bNv8Qzd8wEufn5JylmjLDstsnQ/AvnMvrERlUpwbRp07Bp0yacPHkSf/zxBz788ENkZ2fHOlvcGIWBKpSaf9sqmL1TFNASma+X3+RLvjGlxcObPK1Br92wAaatfAc9bxpBC+iahyBy3n4Ix2Ls6tNxnCj4uT94e7hh0+9HzxuHo1aD+lxpMOMmCK0WF7ZezTKFpHNDsLK+5zA7bkJdDGne3RfhkzWvAukTOqjQwmnCddbA4ulwBeMfKJDasOC3WYPoqeZfVPh32Px7J+yxXH26roeyPZMAyeyH9/lLtMkykOo7X0BafD7buNQ0v03Q2JN+E+MlaModeTG1LWHhmhcxc1K72Q80DSSzLkc5Ns8QuCnH7EEFbP5ZQrUFluQs8czNz69sXYSL2Q9rEOnSthrHKoDZT4UR/vv06YPFixejW7duGDBgAAKBAD7//HOkpKTEOmtcsEazuq6DZftrL4zWaSt3bY1GaKx4OrLLx4/GtdPuZV4jaz/MW4lpFbFZh/ZIb9YUFw3oSw4nZPMvbvbD1BhEG2oHKSf4ie3aLHjPhFkKs+s81kBMaJbJPFsWpqBNyUzZF0HgpQpvJCFEok6YwxPXHIRj0+pMyPSTXyPtvj7A3BYxPI14qvmXsfnnv38S7fv1QfMuHYMRGMftArsm9JzdDlCOEdLzcaTLNPshSGr+QAC3L30S/f80NhSHx4onx7sxKQ40ABf0vRSdr7nCmZ7AoNR5yroOycvBIDMm3mRsZj+aZjX7oW1GWXYdfQddljtiy4CW19uPy3Njav4lnrm9PXbdJJUh/HNr/iuA8F9hzH6uvPJKy//jxo3DkSNH0LlzZ6xfvz5GuRKHVKDs03X2QsU0heBxK0hYOMTTqQ6cNB4JSUnY/f+20uMW6BBF07dcZ38mRkNC67Dc8xBERvgn20bGRvi3T1UH7Q2J7RpPeYmg8M8ckLh2zALpmMo80cQhzHdFjpO99sNax53HpAfSwUORsPkXyZ/5tICGlWVjG/4oLYSUzb85m4KzXCk1a2DMwnkoPJGHOZddbbk/n93PP4f5TShPdM126JhL5kgDRY/8/F84oC/a9OqGNr264YvnXi6P3Jx0eOUcKMurfe2befB7y2NzkJCUhG3rcoTKMLOvtbVTYbf3LvWFy4zJhG43H9Y0orDqfM8a890zzWTMZVpgh19fwI9AQgLOnj5DuhF6HFLPnCw7lJ2h1x3XgRCrvaoAwn+F0fzbqVmzJgDg2LFjMc4JJ27eflgF0tZQ8+x6SrYFFhM0glPTJD/SIvGELrYE5AtC0wq6NIz0QYnLaJ4XN61ANKG9V9JAh2OwxuuGFRC/Z+FpVtm0TDMMIY1d+G5DQ8HpdYo+62S9tlpadXdBXSB9lgDhdswtnbJ/XK4VECQtgltI+menHybCNv92sx/BrCSlpMDn9yM5rXpZeNM5xyJduxablS9HWyiWLyCk8Wcu5nQ7DrKMk5CU5IzCa2cTDs1/aMGv5vMZzz4hKckWh9uzZcw82gfXHpZNtm0+r/BfahutasTyS7T5Z2n+WTb/IsK/6bk9sPoDPLppLRKTkwn34bGrT3N9clhZkOJjtUfm3/T2qgLI/hVH82/niSeewPr167Ft2zbqNYmJiUgyNURpaWnRyBoRV7MfRuNob3S4hHiSUCJacUgdhOMagegkvP3QtIKGS0hKgyOixQrX1SfrWDSgCWjSZj+SszmiaJpm0Va5ajwFChupv/d0wyaCAOA2rW0eVHUefCV6j7oBJ4/mmrIp0bGZO9/ggMdFCBe6dbuAxZkXoYEcq33ysEqJav7Lnh3//TsjKP8yb2JXjn2RLpcHN1u87OvdRmqa4zIpsx+JBb8im8zR8BEEW2r/KDKAY5y3x89bX+s3b4ZjB39H8ZkiW1Ls+iKs+S/VHcKptc0rV4IQFGmsmXSN0MaRzrGUhOZrNWjG+rFGbbOx698/Wu+DUaZkyo75nsq8NbEHoqznTutDbnpkFhq0aB5a91ABpP8KKfw//fTTuPDCC9GrVy/mddOnT8ecOXOikylOiA2G3dUnRdANCTHunSyxwgpq/nlsG2WncN3CTVj6BKqlpIS0tcKaf/7jcq4+Ccdipvk3/dR8AEqC/zgv5TH7ERgMhWP2Y+wYSxBayWGFErKkA7AXronCcqvJM+vUe9QNAIAa9epK5YmofSQNSEiRSmpeXQV6Sji3i0kmVMY5D+tUaXFI8+/z+139/ptNxsr+F5zlsrmDNcflWKTLofn3BwLof8c4HNm9x5FPR9pu74ow4KavVXGPxwxpHUC4M1yO4z6fw1QqeK21nhNcgkqkV37WEgfPbTQ+vzXufedl/PC/n+P1qbPtidmjJuaFV5GlOxazkmUF0oLokMmiMy3L+iyKVYL9OhKuG3aW47nm31xvdboA70iD8U7seeky2GqWXqorV5+es2jRIgwZMgS9e/fGgQMHmNc++uijeOKJJ4z/09LSXMNEjOAOvwShVdd1a2dIWaASMtngaMxIQomAXakZZqWOgCDhDwTQtld3aljz/3SzJ34tVkV39Ul7rm42i/T4BIR/YW2os8PjnwXif74+i1BDMJcLV/onlSOXzjoce2Na+iTBxl2zJTK4s/wncjH7UuLCOUJePVD9Z5yXhZLicxZh358Q4Nj0S2O2y25oNmGRpfnn2Wm3x43DMXDibc50SPniHHzxbHzHKpfcVVd2vQ3tWs1p8x/q58z7eQgOYFn3avdTz3EftRs2KPvObMhMi1gnRTX/hLWDVosCSlqaFuoDBQRe+zlesx9LfARBn+UjX2bG1ly3dOjW2QPWoMtlUM3MitL8e8tTTz2FYcOG4bLLLsPu3btdrz979izOnj0b+YxxYJQFksYOtkLlGF1bw/Lsemot35ozXoFGkN34SzbkYWiMzcHpPtVpx52H5Fx9hidUeQrtubo15BSEbP7D0fzbhSOP0woS7JRk3jM9LwRNmcuA1F12lnjuLvXcS7Mft3IhpGGFM95ImNIFEhNx91svovhMEQ7v2mMc9wcCKEYRIyScmn/JgS5pcyWmzT/lnus3b0ZORsL5gFOhxGq/GHGR0iEIPiQhlAe65l+zPjNf6F1ZNomDbe8QtzrIMcvtY2jJCYHo6bopahjuN4no1nQsO/fC1GaRTHeCbZfLmjiaEg7gcPXpweZoUn2sPc+cm3yRXhqv16oKIPtXHOF/8eLFuPnmmzF06FDk5+ejfv0ym7G8vDycOUNYMR53WEuDdRGKrVA7Kpit0lrkDVoBJAiEvKNW+7VeuV/klf15hAA3zb+tgRs4aTwO/LyD3MjKuPqU6HAqowpMAAAgAElEQVQjBW0XUnJD7p7HSJr9kMoVv+I/PM9SpA2lZCHNPLFcVrKOh8KL54koVLkJkiJ1VmShpoiG1XKvGuGY5ZQ0SakpqJaaimqpqTi087/GcfsmW9Q8WgarYrAegT191uZSQajmEEwBhhKEsKiRrmT3oF0TKBs8aTv8/PtC//tsAprYjB9D+LcLrxz3EdIik2zpyb8dYTlLnt3Pv8M0itJnaiDcm/k8wTOXPU6Aw9Wn8djY98M2+2EGJQexOVMhtT3WJILvjN12Mt9LBZD+K4zwf+eddwIA1q1bZzk+duxYvPLKK7HIkhTUxoDRCNunodx28DRfa47P51LoLeF5p2mFGnK+UTPxnuwDovL807S55jw3aNkcg+6cgKN79xPT9W6TrxgJ/5Z3zX7GfDv8Rs7sx5Il4x9e6V8uIdnNzpjRkwbibjMZ7iNugQw44ySZ/ZCFDpF0BAR6kZk9QryR0PzTNPeOTbYoYb3Q/Bv5MN2KPX2eXdupyZBmdzhNtGRNQVnpkOQez23+TdrqsnyE4jUrczTNJuyJlGHn2bK/wZkqjvrK3MPCdWDtbGNYlJkPWwV1Un/g0N6bBgn2suTz+y1e0mhKuOC1LEizpUQZ2WNXn9ZnYJOfWG0OY0BW/g81TeXn30NipVX1Ct3m6tNaAUqZDVTonLPyctkXEzX/Lo0g+Cq1rBaH1XByCdYMjYr9eND1XCApkZiuiM1/6x5dMWjy7fhl/QZCHuNhwS/7HfO8LSE//8IDHueg1Euzn+zuF+Oa+/6M9a+/EwpHer/hticErZybtx8vbf5Ze3e42qVypHPZrTejzaXdLROWrvkTkO+s2llCBMEjYdYpWlvp5pmkLKzPkifRvPhss0LmsuKYeTALUbTBN0WgkBk0hboEd0USs9HgLbOEQTJfOEpd8jkHZkSFEIewx5NeWbzW+sW3x04ov6y0iIN0l71s7Ni9BtoHPtT4NPqCX/vsgUM2sQj/Lt5+OM1+9FLWJl8SA1SbmU84m3zxmFyXoYR/RRCdbvZD2pzDcq2tsXGbtrIfNmxOXWyBbYlyXSumRSTHzxOnc2fB8m+K4E7SMGvQyKN5AW8/Ha7sj6wLL4iIllIWmk0reRDl3niKuFMT9oBCFFa5A7te0r5/XzRqk422vXsax0gzO2HL/qSp4fLfNOEtHMGDGhdx4McuBDzCV7cRQ5HerClOn8znzp+Qu0pzOKN9i8Dg2SycmOo5r9mPRny+IWo1qI+eNw3H12++jxN/HGZEZs2LQ/MfxgwDa7EoNQxplogav1hbTdJ6eq75L5PqQ/+b/fz77cIef9rMftFev3juw0VJFbqM3p/wzkyT3FiS7NudNv9mBRhB+Gfs8GuZzUrg2+HXcj+kBb9em/3YZAE3q4bQwJjUgVLitVERNP8xUlVWXWj2ZKzG0TEq5xTMHWkLeFwgLRQKFzetNDM9gkaCFY81/8EflNG8gObf2AyFECYuNvlyWZDEZfYj4v2I8PiTa9RA1+sGo1r55kbUoC474jqu59qd2ClIEs1+wjQmJ7rPdd112qXOCQ2kne0ISVggm9BxRF9eBsyL+EQGLyLtS+heSFGG+Z5omn8Os58yjShbKJ+wZCEuv200Jix9wnHOPtNpsY+27/DLoZ2m2/wTs86EOEskU245X4/dBSU3lGvtMylmEy37Zn4+m/cfdnLuAx3iTtpuYdyURZKKGjN6qXWTLw2aRZETkj34Nf8+h+bfHjQUl5vm31COmCwJSG5hScdCyYu3B5Y82gcz5EbH+k2Ji1WYWLMX8YIS/qOE3duP1fcsW/NvNxXy2QozCWJ81iEwM7/mS1nCscyuq46slFMtrTp63Xw90tLrOs7RzH547t945ibtkBkhm//y4CTtbjxo/nlNq5jxibiBJVx76xP/n703j7rlqu4D96n7fd+b9N7T/DQhnmYQICSQBZIQQsgSIGYwGMxgIBh3jA2GYGLw1HYA4ynYScdx0u2GLA/Yy/YyJnEa08ZtL8fB4LYx7RUncbzojgGHMAWLQVh6363+o25V7b3Pns6peve9D9+9lvTuV3WmqjrD3r/z2/u8FZ7/g2+Gb3rr9+dlswXvjHPOCmsDIY5tv/W/cMbITEql9L6LI1CNBRTXjzPxuPK4TXJev3xKCykwXoLKJ/ltLcSVgtuMlcAszr6UNyXRuMNy4VVXkH9ZASgvdVDNjA/86ibQi6S6LQl939JvIJL+0c8SWqEK7iRaZhr/thw8vTkkssthccLFdoLybp13Ujp/cwYBJFqu1pYEaTD2c85/Q+P8G6Clx/mXQiGLBu3cnH/hmVCBah1u5CPj++wF5H9D+1mTZJ0h4XvAFGM2wBjK7Tn0ZRUYKKEmIS5ooBzaIrndB48ege39++CRd98Jz3zja+GDv/oet55B0dIME+FZU0oyBaQg2s9QloT8nyLln4qgDOK7hQ6/NWj1VY+5EQAAHnbHbVbz4K5vfQXc8fIXwR/80q+5bYq0BafBip63KNWIFDZvHKeVyH+R9t/9I3HnPU5rrJ/mRpSvOOHfTj9TxmeebKLyr1AdeZx9Nf8EYzrb3SDIP4v2U7mbO5SdXYqN21Cc/wAa7knJ2sNrVwrM3pmG/EfDM7r3MYgEwf5goshO32LGgRX/HgAyELFD7X2HX/yOct1jEQImAUoO+bLnBktxnsr5539rPV67SfFT6/tvlP+NMJH4rS3YJ/wOC7w0kahzo7S4xifBMAe1aB6XF5rv+Ll/CUePnQf//pd/HQAADhw+7Fc0vAq5bU3QQudpPTEVlVNE+6HfGt/I00Zi+BOFz3umQuUMt/WCqy4HAD1+eU1dIpf5JET7Gd+tMM4qTkotbZPM+Zd8e+pQ4bo5o85oFOsKluMKqWcsP4uzL0jTNJkCVlk1NA09cMnk/CtzmqYUye/Ief+CIjZHDHWAwAm/RcUr6hlX/vEhX4TzX2Z4mP5tg9IfK6tLq68X3jrOdQJPncwBRv6O6DhbLpcrGgxKx3WPhWxA8DIB/Dj/fV5iJIjIv1WGXYVcLe3XZCfDWBu8Nd76/HsA+N/QftYmWbQfTvtBaY0JD4B1wEhYQUlRcB1+83qtNkVE0f3h7Esugn0HD8Khs44CgOagKU86oa1qYzADlHH+pW8w3DtFoT6JguNFIyhQ/Lo/nLTFBg9aLIxdFLddTvEunWGqTikgZVbf6KqsVzyk0rT6vbEbeo1N/m1KggSUgAvj+HTSFci5D34QPO8HvhvOvfSS4Roe5xGHX0jsFNkJka2gczhC9c8Y6rPmHQlzolqOUXx4N6QW+Vend/o+00qJBbDj/E8xwIfhFYxag9OI41AADtS2BKpqlzl92HL4bXeXQxN7hZh/T87511gJAJE4//Y6PDyHhfxXcf7p37x/CJWo98LnnuwB7X+D/K9JejRkHAD0vuYQJSHw1E7QDIU8TRkC4vsVQNYaRxTlgDsiRRRrCy3E93FVOn+0gBYiLTDDrdMB+bcnp0gbSw7FsfrR7gMnzPRpOHk39v6LaD+E85+XP5lOIijanpHpKgtFhvTQqcdrkrNzbR8Q+nkZms/urZSz5e4uaSsAwHVffwc88ZUvgT94t0D/qvxOj3n20+Cx3/BM2Nq3Q9rQSzTOP1VaS5F/+m3w37nPgWzABysy67ayROhGEYWYyDqi/TAfiu5T9WOfctRL+rC1ng3fP6jEAqDwoM4OnLc7GVF6u2g/nOIiGNlNj/zvwgK2OgNJAWLSYmH2+2hIcFwvcfgtjfM/B+1n4c2PhsEWDJqyFzj/G+R/XZKF+kS0H+6o41iXIcXcQSRLlDoLmS2KNsTa1C/A3BEpgvwPSrga6lOf9LhU0X5OI+RfQ4iqT/gt4Miayv+JXPnH5fXvPfz+Q8p/bkCKfWSi8j/uMNjKN8niPGcNIiohUa6yU4BYFuXDTWHP+rpfeie87pffKS6sD338LXD2RRfC1Y+9Uaiy7jstdjqlvz/jg7cpFOozJfH7RsUCW7jPQQiY0Wg/FTtb0jhRlbypYwWCz+fkAxjnlO46VZ7FdS5Dv+vHIO+7sZ3IWFof+Y+8M3rIV9d/BeR/9e+yR/4hDQo5n4ubpqE00GwdHn96BrW1vpOnmD3UJxt7Hthk9YHo2rgHlP8N8r9u0SYDMs7lBUecdFTkX8qXt8NoKEpqKP+VE/kVN94Az/ru18G//vF/miktkUOZBuRKVbSc94akhPYzGhLlaNs6hJ9mmN+PoFVxzr91X1L+SdddGN9bqiu02ObtErnkE3k/fbQneZxpY9IrtWIsoSzi+QIVqHBXrJCvBDBAabf374OLH3o1AADsHDgAf/uVr5Bv0ixyRXQop9KglhRB3K8XHj+5z1uptHb5qXKKXx9H/iNUTpXzL32roLJp7daEyhLuic2sRP552v4dZIZZB/0DQK5cRpyaL7/xBrj7W18B9372s0ZbUF1GWTSLPif4SzDrP450tB+aXwxIsPp3cCBm7xJLs6ChMfN1GIE5zphyg3T0zzF7tB/O+a9H/qPzwV5A/jfK/5pkpPxLky6z0BWEXnZmVBQNCgGv6ok5qwBQx9DZDvlC8qCHXwvb+/bB8esfMSr9w+QdoWk4KIKE/CuTjhufWGiH7Jx4etF+qikfxHCKp+Wy9JD/1CP/QdpVoKs10TEyGfmXxrGuxAKUKc9+9RIQQO9nh/4I6dTyJeO2kvMvtjH83qYp/5rzeozzzx5pgn8LAFWwMkUJG3Glyv+EXRoKNFVQKoJ9NmJkiPnY9293lwDbgmGGOf+M9hNZ9179zp/228KU5xLkX6zYefcl8zBA3z+YXiE4qPb9a6DgJWMHvVmEOf/haD/M31F4EL2MijU2Q/4XNBpUll7Jx6/tdeV/Q/tZlxi0n8zyVhacMUm+cGYiddKSiV5YnL10nogUCaFN0kSkTTrahENPJcyvkbQVDr9iG08Dh18PmQjRfkqithjKmYz8o/Yt9O8ttyu+2JKDfUQaWahKvRrpkK+hbqXwoEIWa4AzpnvjoALB5+Wa15RyadL8HZGwmwt9LNeCC5KRXurwmxJz+C1F/rGy31BLIkP+p9RTEc1KpsgEKJT5zfyaE+e/qKOzpMsBrWbtMsZByQm/dlP6PiW3TcxjxPl3gZrCPtEulwKoSA1QXNbof9Oo+kBq4g7TvvKvr500oV5JHfLPlP8oLVK4F/Uf2Sj/G8lEVMTBOIhEQrDJFrHcAaXFt4RDKC3OYroSqgLZgu9Pys2VtEh4wiIO5aCUTef8S8rlcKsCOZtDiJLhfOMQ7Yd8b6+fFNJ+sINY3weC7y20azGUHUekakTcwRsM2golKnCf1t+JthhJxklJPS4H2WoUcKVSmMMEcEE+rMptqtKWXNEodfgFBv1PcsRlhoTJ+S+uJ3SJ1ZfvkFXxqYO7WZGDKcX8LG2vsDaJ0qgapOhyWgc94XeC8s/GVMk48jn9Un3xeRgAsp2+7tnz/j86/GLaj742krmUpSui/Qg7vZKSbBubZhVmvb3gsSfr/sb3jepQG+V/I720LNRnwzuOggIQ+s3AMwYxrVqesE3pLg7R6BMlgxE/1yJf8C3lP1swPD1E4vwrhlKJcmiVdco4/wTccdCk0mg/3qmuxn3P4ddzkM2zBhZboQ+dlBN++zId45xm8gotaJOjTJinDU9E00P3FcVmsVjAhVdfyWJt6+9tKvLfKP2Ah9qUpI+BztsZbgOnnqHsOec/UI+iT4hj2jXUckM1dFp6QLBCJ4+TeFm87p6nnpomX6Ok8ceQ/ztf+c3wxt94Nxw682i8Eais7h/hmaJ5FJH9dXAxQeWfG5wCcyAL9QnJoMQuxB1FqV0Lhz47rJ0u8m/cqor2w9rsOe0GDbYRx83T7QHdf8P5X5/kB3DgnzoqLyixhJYRUOakThpcHLJ8PFlRpBz8O6d8SAaBWpaLOOXIo4rIVjzDnIrKVInyEAFiCkwJ7cfqR3Koz/F3jwDFo/1E0uQLzEk5jVkYU56ROWe0nygqJS9gfvmhiFvG/aRcv+0l3wh3verl8Mf/5n3jfcPor91N82gteahNqRCgClgh7MiNMaIorVDS/YfPgMe98BvgzAuPsYrr6rGu0ftCVQEgKb8Xa1vJHGVJq9B+6Am/VOHFhub1T7oTtvfvgwc94lr4T7//waK6uW9apD8MacThaq/HpYZn927oe5Z33Xrkf3doWwZGDvU25rcjIIuH/AtUX8mineNEaZqHIf/OqeUSO2O4J+3GSG3aA9r/Rvlfs4gKAtt2I+NV2pYNTArixFKkJMa2yMsGI6p/iPCBt2Q9Hn8i0R7MmoRFTUf+S5R/3UA5VbQfpqGMPz0FUSutgCOrLRoAAeTf4HqL7Yq0vVcAHAN5qvJvKVyqkTmjwy8fy23byrtoNaiwlqbEEFR+n33RheRfABTyVTLSank/kvK/iM1pYxE81GfZ+ObINFH+V8bHc7/3u+BR99xN8ynzlHRyrpo++K0iHGYT/PEUn2HtIbnsthnl91QVfKLvUI8AzPD+Pyig1XwyTYm103q7j+4ubXBuyKhEpA5K9RpCfaZE6LdY8hN+eYXjT/+QL8nIr1ujSoS/W0LZFec5OR9PbtGD2nZZ3tA1y4b2syYZ5kMRkUqistrfG373i2TkoAkHkfRRSPO2Ks1iAY966t1w5gXHsnsSgkA5ufm7URtVYLyMKJei/Fcc8nXaIv/OlmYEQSo62KmU8y/2yyjyH1f+k7CjNKeIcdKFSEMsk1PmNEVXulTF3dfyFexc6L4Iq3ck7MzIhorbVLMt2LCktJ+Iwy9VMIsd+jPlNFf+L3/09Vk2dSesINqP943HULV5/80LMwoKzg+1yL9K+2FrZkojDYh8c6aQmn5l0baIBo2dx92hF3XgsnfWtkKcf5H+2rWFvEsNGGsW5npg+bFwkQyh0r5bhfxz2o8X6tPcrRHWV9H+Pf2R/43yvy7h0X5Yj9HQCjHsp2DNcyG2hOSc6AFDwVWXD56rb7kJXvT2H4Snv+E7zLTSAU9WtJ/ufrz9zJrK6iJJK6L9zElRmCwE7HHQpMhWdYmjmfEhlgLtB8twsMxJifZjKzW8rO39++DAkcOhduD8JcZMWZ+N1a/VO/KSxdxF5UebF6EujuNe2vGbz6AWvw/ZzYzE+efRfgqRf9R0vkM27DyIDo+F84iBXnp5IieWlqLk+InGIuPADa2cpiUnRJP1RKb98D41GiPxJvC8jTPOaSZLkbT7FlVaA8r/cpkZRI3AKOjr7d8lJN3hN3Hkn7cDfwMX+RdfgnDNKGPVlstvvAEe/9IXmPXxPL0QPUCqy0D0RVBV1P5DTTulsqH9rFk02o+G9gNZfPp/c7RcqEj4HZ9Map0wDx49Qv6lidHP4YAnhNI4KIkaBUmQRn2fQtqiaD+rf2rioJ8k0ZSuGvSWp1HDVhp19BI/4Xd+2k+pw+9rfv5/haPHzod/dNcz4YGv/q1fz7D1L9SttfOkIf95fttIjRtRYkWBPOorkJB/a8dvovIvORYDROP8s3m52OGXooSU9tMtvWK0kwknCQ/XXIoZ/1HXb336Zb4bVqb7c+UfOfwy5VnqW/wMl/EckAqghiH/sfkI9Pq8d18A1gFAd8AvU2zlncnu35FCpQMwjRvnv0D5F0EYIV2gv/XnMnzu45+E//B//b5db8b5t6M/jdfye2Q9NL7JBvnfyCBZZ8ADmzmDaTquhFpY/Pgxn4/yHLviMrjqMTeKbbCED+hhlwEVcPjcc+BlP/l2uPrmm1D95ch/aKGS0jqLaVG0H4NLfVoc8uUgeTGH37iRVR7qE/0uPOGXt+Xsiy+EZ3336+Csiy5A7ckX5sj3Pf/y43DozKNwxllnlbVFeFc68u/12VjVvCwxso9gEITboaTxjGQPtOjamI97K+TrVCqUFF4YIKb8d9F+UJFC+wb01GhDl5c+R4/8y8q//J7nPeQrHyd1CnF+iUT7kRTlIu2fl71El1mZqz/xd9Z3Fcv7VTFNEZDxI45DuznhiHsrWbbLbOdX2j3o2zI4T4MR6jM74Ze1Ec+zbqjPYD8t6B/nH7/UTVMa7YfvkGh5JSbGIHtA+d8g/2sS7qjKt540fp94cE8EvZVQQGMxesU/+VE4+5KL4Iee+HT44uc+X8DDzirOrl/7+FvgEXfeDhc/5OrhWiMofu4Jqd5sie964by0tI4MvNLTiPOvGkUViCBAHifbrlq/753wa8Z3D9T1mOc8A2570fPhq1/6Mrzvf/mXXRqB9xspy+J5WvnpAi0o4Uad2f0y7X/4+dDH3wJnX3IRQFRZiPRTKYmXTVGUKd0v/z6WU+Rk2o/i5xSL8w+0vwovoF22AEpXI7NVhvyvjA/pPCztmbVQnzX8dYl2qVRrIrFOp9ja2YYzzrlEXd/cdrLyVeQf0X4ivm01u7R8zJfQEOW0eFzYO3Qhzv9yma0FUiCR/ITfZFBtm6wdl173MPjM//dXcN+9XyTP4I2pqHFvRvvhFJ6g4z7JIynwNIPaNjLHGuk05/zTSTbK/7rEsQQj1A3N0kwpmTsLFkrZy6Ezj0LTNHDgyOFO+Y9y/rnvgjAg+gGKJ4cxzKOgBGi7GZFY2EM79DZyKTp0pn+Vp9EJvxrPv5r2YyA9eVo9wQkx1KekLNcp/1v7drp/d3ZwoliZvN0G2mO1RVJyxZjdkbJLlCKU9uU/9SOh9oXbAawPBPOpJ/ySb977eeSH+816wu9gUGgOv7GlzwJMAJyoHtzQxcr/gPzn+efwHfK/VV5XjcOvWA9ai571ptfDo+65G77wqf+O8pTQLGn5OM5/bmwK31xdS2oMJmZcFOyguTtwHgIeGQYtZONOMoQSU/4hGch/05B3+NDH3wKPftqT4Uuf/x/wA7ffU2TURRX9CO2nlz7C0LErLoP7vvgluPfTn3HzUNqPUIcBBImR8CTl//TX/TfK/9pFURo0K19afLjzWGoaaNn2M05y6cOvhdte9Hy4/777xvuK404yOrT1PPxPSSmSlHeR9hNA/qNcU6mNXIpOgDUn81PEotMez5u8tGyK87mXlsvuAw/k6bFR2Dv8Vir/1o5WiXFIyijt92QtcPjEE3ZRCouylY5Q+eX9OwRgGBE/5uT8D4qgct5DFPn3aDEWt5fu7k7n/Ku0nyCXWkxA0smZSg0w3M5zL70EAIBEfyspLuf874r38M4K4fzXUvCsPCYyzDOt/nGMcKkkF6EGunZlyH9XCK6Q1EtCfRpnk+B2HjzS+fKdcfZZq/vTlH9F+zYKoX8221tw5rHz4Y3v+UUAAPgHj7g5z8KpyR7tZ6D26vdwVtH+XZ7+oT43yv+aZIz0KSx0KQHu1XQ+9i1Nb3vqpmc/DY5dfhxO3H+/XC4uQ1DULcnqFpUiyeCRaD+GEpAX6jVMbyNPWoL8Gw5jp4PDr0a3QBfd8qbQfrBSFXX4reX8S311QN9dg05Gg6I7XvzAH1yk9s78dxmqOpTYUv5LEMuifETxyN8LABo/xCmz5/xLi23dmLJ2ZgCCDr8sj4xym5npT5R9y6T9lIEINd9q7B8YfClAEax6kPIvOvMXaf/0zyVB/tm3SX2ded/KmxBvw3J3tzvplvH3I2UMu4De0AnsVD78iY+Hm571NPil73sLfOVv7s3a0EKb7+RI/herNDjUp/aesjj/WbPia3KVkZqlp2UsFgu48JqriurFkb5kwEFvnPS83u7X6SqnCKr8Oyg81CdTjjVrVEbQ2WdzOunWzvbq3x3xfneB1heeHLNiEvm3KzNXyIYDnpp8IEZ4ml776FkIZtKyQ74Mzn/RDsKcoioo+YNrlBRaXMGEzpV/pFTJcf7R7ybvAyV1WaFvy5xTlQbGGjX8dCOJuO+yvB967XLpBnoFWpFGlcq8JXCbJTqOSPupcMxcZczbgX5vBWk/2lzcy9JA+Hhflxw454n2I1wL+kSF+PHGh3fn4YnhW3laGueftl0q1+KyR2X4xiWI/1BRbmSN9/J045/s76aBl//Uj8DD7rgNnvqd30auD9KyYcv0Cr4Djzn/KmDBov3kCfJ1Xk9r5+ftlKtjoE2I88/+dnZUhvfkUJKsdu4Fzv9G+V+zSIhL5/CL/lScsCT6DE8vZfRjCON20b89ycoWJ8hcYZZO9RyNhADtp6RdrqFQwkGNJ12XROgWw7Vi2k88LQBV/pcnpEgogiIYRv7lvyWuube4a/37kmuvgdf+4s/ClTc92s7fK0/CbpQU2eXhT7xdDn9LG2XfL0hr8pIjyL+4s+Whk0oVggJNx71hsJUaYyuRzhEhv2toP2JbTOif5BWNo5I4/2q0n/L3Ns7z/i6fuRYUzg+RttGkNP+I/CemO8sKbFKAhZJu1aKQmH1d+F9LrPXU6lsZVQXdPnzuOcNvPI5kh9+8jv6dYqNG231tFo0JzpC51zM4o35EBf1tsbXlfgcr1KdpkIhNk/QqIeHpr/tvaD/rEo7wqHQZ0DqYbpF6sdhj6Esi/8aVf25E8B9IUXIUCskJWC4c7AmC1+9NDiWhPgNI+KmM8SvRUFgCv4wCzj+vAyOqEu+R9O2F3i/EqjR0TFA0XYNOMKoBAB5+x21w6SOuhUc+6U74yw//sdsW0Thn7+yRT74TXvTD/zP85R/9id2kwLc5dsVlcOzy434/7MexRKWJ9AEJ9XIXd98IlXZHzPmhUvkf+oEytreCtB9vHmmX+li3lbvub2mu0PquiiZW7e7k83zNu7aipQDIvhUltejIP6P9MBpQLzqQVID8owhD0r+mKIDA6qaRj//p6wdt29pGBGtLu4vi/BsOvxZgVMT5l8op7Lt8bER22y2wVDTKDB0oGk55L8T53yj/6xKu/ONBA8zbXlFMxsHLUQGbSydPdLIiNSpUdco/8HJw2cLgl0L+aShEyUJVcjpiUbQfD1EWnK9PtmjvpZby4R2/TsozkH8Pde6NvLjzpb5A8fZEFuYDR47A7S99AfzJb/6WkD/Wv2+3A3EAACAASURBVDzHdoDROe7wOWfbDQoMuRe+9fvgQQ97KHz2459wyjKM+MjQrjIc/fEpRfaxQn1OZP2o/SDO+Ue/JYdfi/ZjHOTY9/1ZaD+iUuXkEfpqTbQfLM3WAs679EF0Dpq6m8OSalSVlGTTVJ3bC9owGBzjVqPYNrkaHR223pO2o56VsdCV/5QSpb+yOWu5RNF+tDUX+TrICQL9ZyViOFMzh10fQNfnfByQGwwOKyDp98SdMqn+jfK/ES4SOphNZAJfHv9WQXta0fhTRP6VdgmHJJmilEPR2O4fCdGnimZj1l3LRfcepYTzH11U1ylFyn9AKZbQDU04YuQpVVSZKnxXal/Lx06E9vMN3/9GuP5Jd8ITX/ES1KaVcuoig0LdiuFh+YnwNnlinqCNyxp8d6QF16+nhjKm9j3hukTHkeepOmaqZ8TF+548F/dicntZ36DKXvdbVP6LaT/lRr5lvBaVhe697B1vh4c94XHwH//dB4drs3P+d0faT9avpPegObIWzD29kjyujfY6Req3diKtnSFlp6j7A6fTaT+QWJx/hmgvif9EHfLPzysyxQGDxkt6QXzuigBH2dkA2M/QqN+lIRoAy15A/utm1o0USzuG+6H/rn6L8WPZ73HwMuVCtKhtJTDX/mnaqdF+iJOfcMT7kJygtqtBFzm12FX+Czj/i7gNHHWkW6uQ/qJcHy5FFqw48m/Rfrx+F3X0VcuTJt++H7v9N8Hlj3okANCY79GdL42CJ7UzvBsRUor6hck7xIwkF9tjSU3MfW0Ow9mGyD4i53++OP99pVOjvWgUi15M2g/3RcHvoX/WolCfaiNj14T7oTnVUsbQvYc94XEAAPDQx43hFidTuVjaZYt46ty4KgjCUGJUDt84e2eB57DGobLkA+R9QHtn2IiRkH+Z9tNd6w0pAD3Up8f5J20soQUa18z+xtrZLBaBuZr9vbANFpt2JIyXPar8b5D/dQk74dca3OqCo3Q2z+FLXMizbUY+S0UXRxnltCYdrR1u3HdNyRXT4mzO5FAS7adEAVqTaP1FakmI9iOcuqzWbdJ+hPRYISrZcQFBqTZ2NnzlWFvs9LCTtJ5+LKK8GvI/GCTOu4wg8uFzDHR0snpzKmgQZb8Jep5/HzPUZ2Fjz7rwAsCnvU6lfUhoPRFrkWfjkpS16vsi578wahg/9wUgoIgZ83RRWc5rlNee+DfldfcKa5MSneObJPYVdVcXpfXQ44FqxHaTSpD/0qAcGtDB75E5tM37K37Xw+najPaTkh7q04r2Y/oXiGXFDMHoThNALfKf74ZYddBb9vray0b538ggfHs4XyhlpCyxCQ7/K6WRyhe5dg6KGubB87oF28E6yVWKKa/yDxt9sszKDSxqYlpHaqPInFTRDB1DOTaLK9g14c+LlX9/d6bwXWnKibAw+mHnkvJ+8oX90JlH4YZ77oaP/Nv3w5e/8De0HuF9Z/0p3Cb7Nq031g8nc66FMo0E7m8x7O/w3qSY8AXtaxp47bt/FhZbW/CxP/nT4Zrc1GDBDohghfrMUUJ7Tq4W1K5rb38cPPnV3zLEgffyUPqV8k5MXaxmbi35qPRPHOff3d1W66dj0TvteeT8D5WJbZPrWRkMPl+UX2B/KeOJ+woyo5vP5fg99Y7MkKz3l/Q1I9Mh5GRj8piibdJ+BOW/dJ2J0n7630SRF+Y1sf6N8r+RTPp5g4f61BRbSbEJWNykj0q8y+zv7srOwQNw07OeBvd+9rPWU2RtstpoGRRSnH8NtY1M9ihBOG0R/cStdv20H31hKERV+jQFZyTw8mj8dHuyjzr6anWJCu4qSYQWIyKFq3z4O978/GfDU77jW+HgkcPw/p/53+l9QbHV2jkH538oy9s1GfQToQ9UbM9H2ofvNko/tEJ9ypz/uKK4tbM9OFXvHDjQ1TNR+ZfaHhaOwgrztnVqL3cmjpzwe91dd8DFD73abZqk6PO5a9+hgxmaXCo19DEr7RBMgRnvfGdluB6gfXlhX3mc/6aE89//6+xq5X2DK9ZUqR/TUfCMFJMo8p+AKvKRQ75SswjPBzVgz1SsrNlagLcoZ8g/OuQrsMDRg9LE6EZ5GRvkfyODtAbtp7PQZQVOQrBzzr+tZIXiQK/+fPRTnwSPee4z4P/9yP+jPotVjsSDsxRi+YRfDYGqU0q9+aWI9uNONBNnsxoRFNDut0Sziij/Bci/QfupNT7UurI+O2i4gwwLs6scKwuasLu2/4wzAABg3xmHUELI0mnOxgMFp2JbXGt3mI4lPWbhNx2zyfluevbT4Y6Xvwi++uUvy3VI30fw9ZH7Sx0lb+qBayihWH4v1iJP06fsW6QmqdGCuntZZUoL5fFvShIQXfz+Fgt443t+EXZP7No0JA9YkfKWzAEs7VI95CuJ5erG33jdC/va034aNqZCc9lgrDsH2GVTm24M4FuZfsAMCj7OCPLfH8KYZMpU1+5G//5Zm2vmt7I1oibUJ+8X0q6jVn9KiXA2RDqz1NzTX/ffKP9rEyfOfyTqgnZUuHd4RoT20/99YBVF5NCZR8U2ZG3SKA7GxKbld5F/xUCamrbskK86xelkioUg5WkDtJ+SUJ/svsv5n2Ibacg/JHjobbfAiQceGBfbyu8gceXF3SxhO1+NMLP601uoyjjEzndRDJFQPdptJd91dz0Bzr/swWodEkcZ7/qYIV+L+ov0LXzah1mig/xboT55eyT6geYw3PXDWMhgyuuO9fvEUGFezs6B/XDmBcf8cgpR167uUBMBIH+e/n1xlFt6vwCGwy9+Zw7y3yon/IbmUuthjb6l++TxfEzZ54wCtiuMy+0NqUYyBFE7dOTf8VPIygoq+sF3BtDTfsxqM58YN0KRAlx0f9rrQi8b5H8jgggdJrEplE1q/DqfEOVBly+45K6yrdgUHryUlSspSpYlXxLnX0BZ1XYUKLAlDnY1W5snXchc5bz3QPOK4vyz+1sOf3aK9p8j/90/OwcPwMt+6u2w+8AD8Kn/8rFwWSLqI6HQaciUtUVKpy2Kc/C8R9qPY0hYTomu7q8t9jElYHVR/C0CEdYhQgX9RVKC1UOeolaFomj1YiP/8m9cnhYqVDQ0Iod8Fexo8HdQsuM3JvPm1vl8TgBw2M2Gfhul2Ei0p8WWPZaGQ74Gw9vYVeP1sLkU9xc6dfDCZKAj+830A54uMw7Q3yPnP6lzU7NYxHcCvXkleBK11acysKnC4ZewDZydB26EiyFX9yj0v1H+1yTtEC1s0BCGe9n2nDfQjS3BMR/+7VvXw2LZn7JbGAGH05pUA4bnJc/dtyGwYM+I/JcYOn4UmFOM/GshY1cSUUDLTm1cH+0nK6v3U9m/D7a2t2Frexsaz/hAeUWksOf8C+PRiwwx0ntkw3oWZ/Ho+zNQqdJv6uXTFNto2aZ/RonyL+wwaOhstB/aCpp3yBfd1ZSQf43KUxKHvoTiOLYnR3uLfKqCFbp0l0LBini261Yw3xGH3yDyX8px7xKRDPR7k7mDZbOKNoxpuuyx8KdsZwA/lzbmzTj/mR5SPr85uKVbRijUJw8P2jicf0N3omNNr3dphAA+XWSj/K9L2CSfbT0Ft/Xwv+N126KWj1jXFueYopLVNVo3WRutoYmNDN+JsUApNSZWqw2unI7If5HDb0T5jztE8YnVj/ZT/360HS/c3niUKrv/S+NRQpZFehDnpRqKeKRNNElUaTXqrG1HwXWimDlKZfgQIU8EQywS6jFcpoTGR0N9drAsvb0wHH4rfR2iz+XRfqaMUyxyBCe/7Gd812uGyFpYiCLOvo2I4qpze1z5HyMMsfEdGa/MHwP7cViUMpP2o6Tjfax7RXTsUeQ/csJvYxjQ/O+ytUIsxBOu/Du7Nl0W7idg72xbIKMEronPvaH9bCSTvp/wQakiTJICZ03a0XbIecbt8jIqTIt+d23KufxyfXm0H7WegpNnPQRca4MntZFSTqaoO0WVuncJ8s8LJLSfKNITFQUeI0p5sN8mbnD31xeCUq9Q9VY3x0sa1aZvp2NklnD+w+m8xU3Mq1wvQPM1MCNy5kitJFLPyeD8S4t8PC/PnVKj5i+pK0qxZJkypYi8v9pDHvn9ighOh846E25/6QvFezjmfvbcIvKvcf7Hdnmnkuuc/8hkKhvBVjqp7EzJXwmnaGZ0Yn5f4PynlMSzIrryFzp1rjCyXfS08VLaTymoIlGptTryqVwwHETd//RX/tfPUfg7Klm0HwO91xy4NCe2qq19TWH0DtoSC1N+jxXoWR0rnBZTsMhFJ13WBk9qKRMnUyKnQ49p/fY1Sl906waG/IsZ6rX/EPpVpPwIyoIRjYYijf04FuhB2g6Ft1iGdIkypUw+VbvOgFV3C13eLK5b4vzPQIdi6ST6FkkbRLbproWE/Bu0H9q4rO83izyc55C8YJehlqtvKZjhceoCK2U+HgC2AT+8gwRs3VHGs4IMV9F+JBDAEXLWgxFdKfO/UAAELvk3o2uk5RA8GjX6OGkW8snJUhurxnEhQiWe8OsIN2S9aD8cmNXvrf6VtX+3XadaNsr/2oSH+mSDVutwRJeTLc2oIw25rUxKmgJjliVs8UcVdcm40SuyF2KaNL6QlR3yVaYMr0NUQ64QVRnSFGz/83dHo/3U1a83TC6LHFQURv6T+GiDgS28U283QD1Vt2+nh/zHtH8/DUpX0wfUsaVuCQiXFINUGh/u+KtQ/ofDxLSyUdoj550L3/yOH4arHnOjma7Y4dfh/JsOv9Iza3VJa4QjIu2nYgehZjxPAVAG5J/F9W+a/Hm6677x55/wOx4s1tVdYAQYYAyZZY24/tmfxJjWlX1gyn5qElGEh3cJddF+tPlYk2i0H7sceo9/uwjV1TsANGkvG5R5TShDdc4/jWSj/K9J+CJB9Xs6KDUld1B2AnH+3YFIZpDxZ688FdF+JOQ1qvx7VjiuR2mzmLZgISt5VteoOgWHfOmGY63yH/8mvA58WmYV39yqKlttun/w1n74W2pImoSYWzsowjqR+SYMiqgXoSfgjxFVyixesvtN5csaFURE8xWef03EI++Zzzx2Pjz7Ta+H8x58qdkmUiZ6lmtvvxWu+/onwM3Pf7ZQt90OLVQnz5x4YdA7/GrtqwNfwnmSHed/Jsq/Vrt917jdYv49XyelcapGjkOAgRMkYIgw1C9tAkCgCaXoGAp+puzzsrXxtCBJOEDBgRx6yNfop2cq/1Hkf/X3w594O3zXe34RLrz6SnZfooBJBYvViXUutrZoPwjsNOE+wXUpXj+vj+yKWztBp7/uv+H8r10G1IApzBp6K/0ObLe505KCEA8GRq1CLKEiQYXFPQG1KAoNTmvXW7TQVqAbJ1s0RUtEQeaO9sPuewfmTEH+VToN2cWKl285CIp0HkE5SsLCo0VRWS/nv29TBTCgIn22waSlld5RiXjtvfGZ98Djvul5sP/wGeF6Ukpw9Nh5cPTY+TbgoQAxvZjRfnB30ZB/lcoTN9rmor2pp8zPLL7tqSewov1I+XTO/5jWC0/cMuRf8ttTxUKRjbna2pWhyi5bx9m9jPO/ur9cLgd0OiUj1GfTGBGT5Pn4EXfeDhdccRlcc/NN8N/+4i/VZ+LPwsuR62TKOKd1icaEYHQb6TXmBS/LmmM2nP+NjDJQFRUFXuPTSt7l1sTA0mpC5ySEJCx6rmyBEiXMS3xLNlROEe3HW0HixkdRtB9HJtFaqitFPx2n6NITfktDm7q0H7d2qzL5AvEbCSqXCUBun4XqOYa4FAEIp/HpLfZtXp+dLI5ORuuIbv8bRdT5xDjPsLVvBwAAdvbvH65FqEQv+8m3w2t/4X+Dsy66QK1GohKFxZmvrFCfIkqqhlyU6/SaZqKa4XLm61+R+yMK37DnlrPpJ/yicRuM9jPMN1pIX6keA5iwlMz8DAbFmGb0Vm4kUP+tEcVvl8uh76Wkj0srzn/eaKqfeFQm/izWNe1es1jQ9yEBOjz6mutnGDTKDCPQPvzv9JAN8r8m4ZZgwzqRirYKC4i23eZdYwnEtCOPuvLgqwpDRCynph4kjTMhkHKLOP8FvgZrEo2jKPaLgIZJF8yCbwInmfaj9Pta2o+skOULu7jD0CsAkcVmpsgp0TQ4nXf6t5w3ts3fi7R1Hjm3JCrR9hIqh3cIGiQ4fN65AABw+JyzSTms8PGnMPaXFvIP9nxlhvpEdV312K+Dh99xW3eCtZM23j8EOkfB/FqcjmQpm1OwDCf8NnT8qnH+NYdf9K3DDr8smldkLjX7PjZAMiqvjKqvKh5/MuCK2oHcB2Css21bQvux0H01ylf2OEw/yRB3qY7CNYKvN/zbBXQhMjd46bM1R9oR1pt7OstG+V+39OOCT9iOwt/lkRd0N9Se1AzF6aWfTCLxc1EBqKjcQAlH1iiIFjAv8j/jCb+ngPbD+8vOgf1w7qUPkie2EO0nrkxktJ8tm/YzTTJ4rPtHiY5llqSh2xJXXljsuUFgIsTh1SGgTET717D+lhtg6m0Vzo/XUUQndBvU3xaMs4Bj/kDHUuhaALkylUnU4VcwNlNqVMdADF7c9T+9HK549A3wyf/4FyTN7okTXahDiD83qtxENeO6f8V8N2EOJQdTsXmviOaIklrKP6fHkLyRZ3eMRykdbx+/QPwImDLKw1jyEKF9v2qXyzECoeHw25hx/pX+I+kA2nwrTR3GPMjvdf1fbxOA5IPlrG9k6udj1l4X9pJslP81SXYCLkOFNKoFHXj5Itfn5+LqxkSRQddX7SiKgCMgz9E4/6ScyhCEcll4gNtp65/VrnddwqMXfOcvvROOXX5cTFu6VV1kRMLJPeE3gvyH+1pKoq49lCksXLIhLvR3bpxHjd/Qu4mWxfjJBfXoC7VmMAnfWUG96xx+Y/eLzgxBqOhgkEj1OMqbGe2HKxEZAtmoDsO4rq3tjtbU05uGuhkiDVDW1yx0ObqDeTJ2cqwPjuP8Z/1KUvwUY5PE+beQf4aQD3VB7NmtM3uy/gHxv4frC6rsk/4K+e7ISPtpR9qPge6bcf6z8ZDQ/9mvQNQtIZtQJx9DnPMvGYBOnqxJxjeTxhqr09oNPJ1kw/lfm7BoP5z/p1j24gQRmRh87V/MX3XIl0RZ0sePXo4bB91HEqQ2lSqwU+SUcP5x/U1SFf9VCr+MFDecLNpPCSIcEY0zW3PIl4R8dmUJKHAa8+D89F+9nXEYNZAkWJZklITr8XZFsuLi6Fmdw2+MakeieHj9ACnj1rvy0MvwCb+NhPwnnfMv0c5Y/oECI/VLRxJTFLtrFY7DFeJ2PyMFVqz4c8sOvwqijfJah3y17agkN8aY14TuSvIMet/Kd/fltPnuEtC/GQjWl9O2444GJMMx2kD+c8o/HUeRQzmLASL2TA2P9iNmZcq/g/wnq7yUP1NWxh5w9gXYKP/rF2VLLDS4e6SKI0hOqD25GbJ2PnlbXhgQ0QXfjYNesMhpEXAk8TifpNwCatKpEO+7R5DXpsCBNqP9uMi/W324rnEsybtmdlny9eH9MASN188VspT0d1ZzmuyUNKuE3T+ST4LrA6Mo/05dWLRY2jW0uChSjOdFN3IYMv4GZUV6V57yX8D559mbxULn/BNHzjE9lt75tQQUweXzdSSirM0hJYEduGSRd4YsSWyzGmELK/8GxZVz44e6IPaurXXQXM+sv7XvjQza/u/MQEoC8s/0DyyNxfnXUHFRxylB/vX32rCoWYvtLfDGaPbeF/LcJF3j5Uk7wlz2QqQfgI3yvzYZDiZUUCZ1IpA6mzVpB0UbMFO3cSVa02yc/6JQn84AL6iXpJ2xrDlEU4jV9BHajxDLWC/Pov2Ihbv1Gw2jf67+xcZKiaO6pC1Yh3xFuaDRLfus7ogyEY6clbdZq+f8yx4Mj3rak8b7OkwXb5OCnlU5xLu6fz6nhmg/vdEgIZVCOSLtx4jzn9E3pXlbjfMvGJqsfhz2ckysNodV4NF+5uuzUt21t3tjiyuB2mFUi4UM7GTosVphO3L+s7kh8OzWt7HmjOABbOScHODhTznyPyryHed/bEdVtB9lnpP0lOhZAdo17X4OVkpjmCnwzjk25Er2XYRdA1bEXlH+N5z/dUl2yBcbzBFlXFkElBXebI6G8tQpr0IbK9A+v+4C5Z88np22KNSnp4is2+GXIxNe/aUKpou60j8XTszsKc5R+SFf+XiI71wp0X76OP+C8SiOxaENxkI3pyJVWJZ86A299tzv/S648qZHw2f/68fhr/7szw0lv2QBJ38Nv2rC6vrI/+qfkqg3WPmXvvlK6C5Yl/7yG2+Az/7Xj8O9n/msfZInm8d5/22ahX7Cr9T/2Nhu21z5jyvttoIZNtKrwCLnvrEO7K44/7wgfuiXVxZBjw3lH9N+Eutnxcg/p/KQddcGDLQDLk09AnJGwcD5b9uQw69mVPX31AdibVMPCBSv2kLme+brIc7p/IRfL9SnVZ6xBgyyR5T/DfK/JslP+KWdSENvLKrBcN3hqsqiIAkTHfIiKKkmka36aJnStrle74zRftYc6rMY+Q8p/yWcfx35FzNPQv6Vy0T5jzsqykqrjvzjZx3R4jx9Fl0i7vTiJyl0+BXHFCviwJHDq3+PdLdVhUmtTK2/+20YRgHxdwRzP6WIU9/47QzaD0EJG7jgqivg1e/8aXjh274fALxDvmzlNDWNEeefKnHSM4kUmBKl3UQ14+OoWCbMUaOTc5O9I8uYt+qwDiZsly2KMFRO5zPXLEGRfOjjb4ULr77STMsPN0M3WAjxBHwd7MvFcf67fPp7Up2msyZSwIE+gzZ5l/cfc46XlhxuWJVQWfkziv6N3CjfKP8bEURCCvH17LeAZllbhA953GPh+3/7vXD1zV8Xasfqj/FnDTJHwonZ5U+RMkS6wFAoeGbX+XDtyD/7093xCXD+C+gTfNEgnH+HQ10qGk2hpL0os1JHPsYwhWbfoYOw7+DBrA05qifkd5uUp8ucEWewIzRakrKWuYVKcf618Td5Z1G8K32zwAKfaNr+O2GnUswHTynBkXO7MwH6swEwcG8qbIKxmZpGNR4i8/5yKSD/BRTLbC4j7Q0VUyVTdv9wqE++Yy0q/waiPaRxkH9Mj8Fllu7UeUE+jh47D175z34cXvrjbzHXeCzZ8xl9Dkf74SFMrZCoKvLPOf+sn0bmwCraT7YOOHnZNbzT4yL/2TMKQGvG+8mLPB1lQ/tZl/BQn3yQKqgLNZ7l1RkvvlfffBMcPXYeXH3zTXZ7tMW5Arm26BDZ/QlShPwX+AcU7Xa4NseakX9lAtYk8qxFSCK77UX7mdIVtIWO8F6D3zIlEL+lHPO9S7i1swNv+8MPKAXm5bR9WMISNBbJc7/3u+CGe+6GH33WN8G9n/6M0C67LL1eRUntx67SyaNRP7q0Mnp2MkJ9SrSfSPAAHiVoyI+QuzzgQiLXW5a2RbSULOgAe45m0agMASnQA//2raT8R7sao4TwcgoKKpcJyP8ShTfN+O3SfBNArS2qYtsuc3qVayXjemKGWUpp2Hk7ePRIVrYK1jEjkdODLNoPtPi6btiHw3QyEEFrp1kGlCv/hLYllmftFDj1G99hg/xvJCQ57YchO0TJN9KBwJ8TlHefniJXWMPJlSg+JydsnKxQiCkLFrJZD/k6mZCZXKH9t5nVR2Ncvct0+PVRmCki7aKFlUtFORZRq9XvI+eeY7RBR/6jz8zbc/yG6+DA4TPggisuG66FDzFjXFirnmzMBvOZ12ccBlGDtlEAFKVQNJ/2z939g514uWHJ8/SKYX+fVOHsVFqHfEn9h3/7YYeiUmnP6GkVgE3NfOfmsZT/waBmtB/BoRrAiPMfPeG3RWf0DEaYbSTTitBPC6VvxmhQIhKvfJuGR66xQEWUFx/yBSnp1FfDMFCNxwIAULxcCGC5Z8sYO6+l63mEfbBXlP8N8r9uURR4NTRlwNKUnHdLeG2kuhpkTnD4ne5ELNRTsDiVxKoHAHMLXmuDXM56lX9NkTPz9M+qpPWOP7fqI/xZUSec//1U91lDWbB4n7SgfKHjbao1CDW6RygvGH1RuywYU/S+kk9ylJ3T+A8qizTOf4Cex+bKvs1Yoc9igrNvgg2Fvpxjlx+H2178jXDfvfeSe/w9NAud8y/FIs9CfQo7S1OU9ro+W6P8e/f1BMMcnWhBEq0KwOD8N1j5j4X6HOhlQ8dRs431G75nfJ3HxneG6Sjl829Pi8wjIo1GayzUZzIMAw9ECPVLA4DRhI8DSo20+3V+U2qSruBLoGbe3I3yvxFBdAVec5DLB1DueIQWPcZfddvBftdsy0sGSlh5KqmGPJO3gqh/iNI0DeyGlH9PqVjzZlq2SgSU/5SgBX2SLekPmUKzZYdRCyOTRn38tOyqPquIGOffaLOmoJfQztx0Ncp/0xj0HW3RtttRRGlLBWPVKyo4l5WH+mRKSq/QtxbyT8vHgEHfd1777p8lfiFDHcJ7V+P8O2FHcd36ifC6YP63VOfJRP5dQMH43n14Ux5/HhtzWHREe/xpH/I1OsZacexVYcq3cosYL7hvyonRz+wbMhoQo3CSUJ9LfddqvK4bBlJ/xv9azz4+irRGyNXxenrZUsJLX3fXHfC5j38yNH+zi2J5WfokJ7LC/55OslH+1yQe7YeulajzCZ79Jto7KESBEy6l+qo4ufaAmA3tLUC4vFP8sqIXC4ATJwJtcG6vPdoP/Zsf3CPnsZGrEs4/R2F8pcttnp0f86oFpS9ekHwiKHf+7JLqi73kINz9XeA3oaTLlPKC55SUTV5uVq8CTGjtU8tjSaci/9EDC8scv3Goz9VuT//N0VTNwwIOBkOvRAFG/rtrXPEf8rLnaBYLPc6/hDDyUJ+DklEOtKQkKI7SDu5JEH+O1OtuEdWJo9rieA4h/w7tZyTHr/I64wTXY62DfD0b1s58zGjrmbYzJZWD+2+7HHsu3hEQnkD9XvkhX5Q+p4GYWbsuXwAAIABJREFUNJPwzbzxztacrZ0dVFyX9+xLLoJv/sdvg0/95cfgo+//Has0oUn6NyPrQr8TxJX/PUL72XD+1y3SvMEsdNKVBMU6EinIR8vk/FUOec6AOBm0H1cJL3FahQIu9QTU6mSIqshZeXoFV0OGieJb2B5PgZis/eOiqPJWVAxebPl1KOk/sgEyC4rKlPEiJZqjflK5rN7hX3XHQClOqkcBF6oE5b/shuvgH/3Bb8GNz7gnuy/tgOpFjojmGL0lz5P4gUDDu1qlxdF+jDozgGeVXo/2k78/3r6B9lPR17Dxg9tTXE6VYerd1xPQCEdcec7zqdF+sJ+bF+2np/0w8K0v+/EveQG8+f/4NTjrwgukisafjoM1CTnLHyUC1jEDs6Ps8J2AldHaLskOqh7eN87550o/Xa61OaV8jeAAlxRk4mAfvvjwYXdcWtXbfhoyGLuJ878RIvhADQBpopUHdyMo1tniLUzaRfQUq7MHxFP4piJ/Yznxxb20/rCjs6v8r3tIGQuKmkXuR73QXaOAMSEYn13O+Q0hurjldYbLScrELxhGpuo/NEIup6R9mnJQwjHGeVVlXUiL75SgdDQ/vlbmc2MJLv+yRz0SDh45Alfe9OjsftGcgKLDZIs4ai+hsSHePqZPDGktJUOJ8x855Gs0cpnyL0T7ib5sTDMhbRR+e+UAlEZMc+ZQ43677A0e7vCrcf4Vvjp6PvOQL+QYOwJb9Fmf+cbXwjmXXARPe/2r83rMHUCl/cgQkLLyKEe4DDK4uVKP/m6XI+cfkhUSVY/zn/Vn9n7IHKAaF9I1p3+wcSAh/6P/hN2XvdPJLT8NrZ3mwX+nkWxoP+sSbg2aE688YZTQfvzJW1bSaikUvC2hLb/6asqU8Ig+7NCkXvi274cvfuZz/sTkVzWrWAu4Jr1BqXK7rdNqxfQorKWzazDZEBT7+rQ+Sy6jiB4v/pEfhH2HDsHffuUrRjl9cXyxrlD+NUMuaNDzvHpoTue7q/crDe45v7m01d43u5IWxRV6XPaCcP5RRBbsOAn0mvYMIpVDPeRLov0onP+AQpKVzzjzfRvRH7Fy+rbNGDHNqrrn/HNFt4tulafXlX9E+zFDfbbUyRj09y3VFd1V5/0xf0dynXzdsgwiSvuhRo2J/AeN/lE/GRKgewWAgtc9Gq78C0Em0Jix5k0RuFDeNQD7hlo794buv1H+1y6Ccixx88bfeWezlH8tJnTeDHlxrgn1SdvbtwOXM5NKTFDlgjYF6ree+/C558CNT38K7D5wAu774hftetfu8Mv/9p+1ZFcotpGgKHqy9u8XaNVF6HFdWXWx45PYln7XY2f/frjhnrsBAOCv/uzPs7pJOZCPSX7SZrBReluFOryydOOOGypJ/DfLp9LEJNpPXn6tNNLcmPD9rv5S9HlUXBlSKQAuw33jXdnKXZN939RYcf6lvqkp/2VAR5+OzwPiew7KvMi/Xhbe7Qgh/4ZS24vJ+RfK0sI9ilxv41ETGyOj0px/f8nY7dpkvwN+XsRI++Fx/nWgwDIM6AX6YKoeQ7IIyrfTP7KDJTHyz3YvLeMFt1W9lj1jPkZ4+RvO/0aItGigATiOOkj4BAEgLN4BJ5S84Lzc7ncNiop/CwN/NuQ/rlCVomFWmt4wSAv5FElSzpqV/2yyD21zDJnF2xTdCGn/Yns8VKVGktTXas6mgCQqBgl96+GasVPCUeMxTwXyrxj1EpLmlqVEPxHbMyjUztwRLY9dm0z/EhQfebezdGekn4uF8K4raTLkX6/L5fyz99Ad8lVC++GhPiki3f0M9jUJ7a1R/oe2Fbx7p4027UdR/pvcuALQ54ao8k+i4rBx4rWV37feN1ayZUNRmWM58s92bblu0NexZHH+rVCfYeSfjY2QL4p43VH+DYffUv3DMz7U3VjcTv4MG+V/I0QQv677l3YiDXXJkCeQBl3OratF/msUdQmNnRP5k8opmXRjCqx1CxlsJfWuQwxkQs3Ct2eV+wAxZUJVdEVUxS3OrktUNGuQf7t84vdgKXzYSU9pZ3hM8WSZUh4rpm9PqSHqIf8quit95hmNYGnci35Ohco/j/IjHd6UOUzydxRVMqR3lJJB+/HnryXiv4v5DCFIc3+NocShcgaktcDp3ivaUv572g+bi1NiMfVXYh1e1Yup/LdtFlpYQ+HFaoxvk+1cIOBONdDZ71zBZmUyn4O+3M6gaeV0rI3xwAFsLgyMDXVcGMLvY9pPaho4cv55RFeyT/gFuOLGG+CMc84i17QGyv6VNM0yEDL8dJCN8r8m4U4g2YKmTfbSwhfokG60C4Xa4YYIlcqCvL0Wb65aChT6YupKcH/WjaJ0ipH/7PRnMY9sRIplBl5eCcVlel/I+1XVqdRa6dLWfn9Pqqdf57LduHLam4789/8WKLeNvkul1jNe0BqoXBaMokC+sAiLMbnUVPQDCWAZFPoxGT23YlQ4xwhB2FDQ584uL7u2WKjIfyRU8RCFphToAFhRQGT61+qvUDl9siLk350j9HuE9kPylHL+0XdzOP9gKP+4FdK3lPopajS9h8rPfIgilDtmNHSKO60DH/LVYodfIySqek8zZoZ/cFtiBkRErFCfT/mOV8EPfOC9cPXNX9ellXxbkBw9/zz4tnf+NHzf+9+DmkSNStpcwfBbN+A3k2w4/2uWEgUegIW1UjrbhDl79Rt19hpFSlKOBaNlqqSUYHv/Pjhy7rl+mYb1rhSu38ILhWMcrXMeOPPY+XD2JRcVN2BM4i8oEWMCl0OUlgo+p1uTMB7mdPjt2y99Z5EmJCiMXZsq+n82JwwDvqycoaigEs/mFd1oGH83iwW89CfeCn/1Z/9BTm8soKUizo3CpFfrkMwVeXXnVaL94O5ojRUBzW0ai/YjzPtMpjj8gqRgVpQTBZu0erS2adLvdgADzDRjV1Nc8S7B1pZ+yBdg5L+fGwpOQKfjwDa2xrVTKNaZr4byHL2CRKkKhPqU2q22aRia+Zxo0Yoi17BYnP9jlx0HAIDzL3vwUFakL0vUoew3a9s4X9Cy9grnf6P8r0uGDiEsVMmwNoWFyOYXBydhpYPXOU/i34ICMZfy3zTwkh97CzzsCY+DT/6nv3DaVLYVjtNcceMN0LYtfOyP/zS759Op1of8f99v/0ZefwFNJ0TviLw7NZKDdG2i8i8o1dUOv4YQxNdSLjVjPlGlMdSmnPeDq1CVQLmwpBpuHldX+0YpNXDpdQ+DW57/HPiT3/wteMSdt8OlD78Wdnfzw/HmHP9S2NXI9rslWIEb6T/58/MTfvn3ppHSDORfCfVZEu2Hi6T8h8EfhgoP7RkTxArqk5dE+3HGg0Tf6WWk/XDOv6QxG/M1/sbbets5Qp4Xk3Bi83427lg63I+tXRl1Pcr0iJSNQ3LIVztmtByjo4o7pxyH1hEROJCTjvXQBNv7kMPvghloqXxNtlgLIYrdHlH+9xTt57bbboP3vve98MlPfhLatoVnPvOZp7pJYclP+GUdzFH4AcZOySfHKYhNSR6jsPw3sfrn6WYpAZx98YUAAHD2RRc6aSmq4pa9mlAW29vwyp/+x/DKn/4JNIFgZSBOpzoVElE0McIk3y80nAg6auedbAcKfa3mkC+vIV7YPn4tQ/VqDvnSInxUKLeS0+B4L7tCrqv1pAS3fdPz4OueeQ9cd9cd3aWFfDpoDQ9dFeGbZ4oflPUDiVYjGZMq518woG3O/wTkXxmoS+6ICiWKjhAZJvgsLBMAxE4Wx3VHypSEGDyZYpvnmx7nHx3yJWv/at6uHgME0IwXEcH3FXBJj1CR/3ZJ3qUVEjUa7Sfz96sEFX3kn7Z1wTj/AMigB9140evX2yKDGjTNXkH+95Tyf+jQIfjoRz8K3/7t336qm1It4tZyoluw6gE5wqACcCYYvSF5uZUicSBnNS5w6f37c5Xwsvr7dm/v24GdA/th38GDw8mP9HAxh/az5hN+8wbEn1W9H1A8aJXKuxbbMu39aHzbKeVI4im0QoF62gqDvLtAr5fRWoy+qC1ojpGRUoLFdrfQ9k52EtUAt12qr1S0xfjsSy6CC666QlTa3TJxNKdFrsj3QpD/NPY4id7oh/pk1yYi/1NO+OXIOc9bCiKV0EW9sq3bSxTelFC3lEyqUoveb9jhV1CEcbW+0hczDvO4UPq3oc+XCDCIOf5jHQj57x1+HUd1L1zqkp+DUKADVBlU/JCv7RH5H2mb4y5EMSBn1E+jJ/XJWfq9ofvvLdrP+973Pnjf+953qptRJyzUpxXHl/7OUVUTQahAGacq59K288mgv+Btd18Jp9uhfuG5gsV0ou63Z3SskfYj1x9Q1gtoP6GdBMWQrOFz+oL77RylyIJpP8M1YRERY38DG7fhRtlKeYnhlJpGdxLMtFB63VL+x99jHxJ9OwSqTrUoyP+r3/XP4eCRI/Bf/vCPumsFizyeP4ZQn9L3XbD5d6i/1DjM37t9IrA/fw3ILcjjzxKRWlIY5QtLUaAIb+Aa95eI9kOyqJx/Tfkf09px/lto297gyMcG6Qce7cdysMY7F0nqSzKokgMG2BjNDwDry+04/6t01o6Z0E94k9rdJQBSssX5Q/umIm7gADNs7BHaT9+GftwK38wT22iR5yIsmxN+TwPZ2dmBffv2DX8fPnz4lLUlQwX4wNccvARkKds+dtHWXKQIPbUiDRZr0quvB1n2nhKOfwfqH9srDPyC7cs9gfwXnORaTPvxDhyaEQWepv07C0xDEV8ApR8pC0DpKckA+aLHx1LR42qIvFBQhvxbMb+ZsaNygivmJE1Eik7TwJHzzoWmaWD/kTPocwSER0HR8ifWD6TnH9Pq37kRlFONp561T0X+UdhLJ21egRTnn96PFbN6D7Mi//r9tg9vmujOhUZz06PYIOV/W3f4bZfoMCzpGxYYMrkeiQ1kxvnP6pHrzGg9OJ1kIKFDvnqdxFL++Q4LvwfQOWEvYIug7VnbgtSh7qLanO42R/7xIV8MHJTepSvG3CWOS1Z8uwn1eerlTW96E9x7773Df5/85CdPdZOGjkKRQYqeedtlOb+4bvLXyisWqb3KZDVfPXHufaT+/YfPgBufcQ8cPHokq2PWSBYnWUooTt6kvvqjqM4pC3tEZuWSG0LoHoMTmYD2Ksp/8UFpAPmi15fN6goVZSB2mgIzOgjrRgOn2PB4673wk0dnE2Sn8MhMRQqooJhIVBiO/A/T2+AcjNJ6tDD+3heL0BjU0vSIdK3SbqHYpZ+s7IRf57ZR+WDwcGU/yfm0HQlCnTHaThx+QTDW0J8S3tsYIECmqCMjPHpoIJmTEi1UevaR9jNG+7GVf38e6X0iSDtYOyO7iV7a4T5rDzbeRs5/D5SW034sh19pXs+Q/w3n/9TLD//wD8ORI0eG/y6++OJT1xgeK5gj/Yq1KdKD+PxTw/m0EIlC4duXWflznfBbwPmnqIovt77gufDCt34f3Pai5+EKy9t4qh1+i5B6ZUIu9Zdgi/D4sxzVKaurvjB3gVnki61ocAoLHf+7Zkx2RfdzRY6kRcpSgX+NNqgsZjjfkHThIGszKvzkXUL+LQaH3wLqiezUmyt3/IRf/o5otB/9mfEz7J44MV4LIP9aGinOf5SuIyr/NbtVvTFYEu2HtfGyG66D49dfhwtV8w4UnCzaj4xQR074Nftq2470KvdsBLGi8We2cNM2UMPaSEsuc+Qf1bfI29p/42W7DCH/kAzjaFXXEH61r2PkEQ7ileFeQ8LLwrSfbPehCvk32hKZ1/eG7v+1Tfu5//774f777z/VzQAAxANTFlh+DLf0u8+fDSQ2CUYkWR28VETkv3xBcqtBvEKXflOoJPaI/6Ezj2ZllCKup1JC9eefiN4WFF+zOCM6Sl711L42U1kFCwxHk2hzqILO80xqU2LXCx6XLMJOPcMzOB0DK6t4nHvfefKYkMAF0ufoSb0RyUJ4Qq5QZulSk39vMvcZHH70nnplsrGQ/8AO13DCb2FY46E9ht9ZeE0Qvkek7l4WW1vwLT/zkwDQwvfeejcsT+yaz9Aj/8CMW+3bq86qwR3EtkWOsZJBjS+Ih3zpxiEfIxZgoPaTBVf+5bm4q39cPzvDsVf+bd8THfkHVBa6KBjGwalIbHd2n7UX+2xkZzGk8rnYAkbl70Cv7RXk/2ta+T+dJKP8Z1w9ucPJyD+/Vq5o1CwYelmOkjeTQpwShBWgUuRVRFdrFrZTjfyHQn3KviO9NKV9Q1MaToIhVOPcKJZTkHf0tdE5/9mYnICi8r9H3b9I+9cX7QxQGPMAWH0oZcqvpDCTRvPfFSKNZTFaT+XYIxFC+KvhSiJBZ2nbPCWqL3v3xC5s7dhKThOYv0YKTMWYYIpidwlTUaPFrN5H5enKW/t2YN/BA93v7W2431H+B8OJ0c0ahZsuOe7zNlgP27ZjqE/5nTlvyhoH/BsTEI8bCnKdmb8f+jN79jSmb5fLQScxHc/BiPOPnYdR2wZ/GM0XjDeqULJvQKh5+fgsR/7J26a3JLpgVv5G+Z9dDh06BFdeeeXw92WXXQaPfOQj4fOf/zx8/OMfP4Uti8uIsuGLLNSnwReWOnMVv7ZQObaLEsoKoDIVFcWRrULOdTPwunNHzxLl5ZQ7/AYm06GvBVDH0LtT+lINn9OVuQyKkm9qKMWas2iVcc2T8f5X2g+DaFtmZKj9Aim/KDympHRT6li42Xq9rCzc53h4v/Lyx/FgReTJqCZM2YpG+xlpJIYzZWAMYjoKaVNApO8WoRrlBXX/lFCu9Pb6/bwPb9olo+9I7IeK0km/o8H5x9x4cf2x31MUBOA7MdmBcYoRwSM0EcOAR/sBFO2nbRHnX1cDO5vEBhHoN6GOy1I7afkVyj8zNPnuHE7Tcf7L6ojuwGj6wQb5Pwly4403wu/+7u8Of7/jHe8AAIB3vetd8PKXv/wUtSoo7JTAHFFCaa1BI0xAquFgyJz0FGm7uIbz7NfTmBM1Tau0zygbgL8/qhSF6p2J4lQrsWeNlxEC/rUtdCnvVENzJoffku9kIcsaNaxG+dUO79OoRZbghT6/mWn/5F81RChSUMZoGjlajtvet2aaCPOLcEJv1WFvML5XaVeVnPScGno7A2EsJH9EqntliaPXtE3+/NkKh3xFO5tEYaGKYyFVojLajzSeTdoPQpkbjvgK2dRoP8H1iZ7wm9eBs0pKH6nHuMcNT95ubd5LhsOvREUcov0sR86/9e1S0+i7Ov0uQivTfkIAoKFcq21i8+RigWk/dH4Cw3jRK9DbI62NvMmZA/RpKntK+f+93/u9WZXWdYoZ6hMYwmRw/kUOXqGytioY5Zn4ToWyJGt8qqRE67LTsknRkUaI6NIMqO5eov349Xu0H8ojDTyPZrgKL35W4H9KYQV5+4VEVoh6xVw3yOMoqrLQMGQ+VFRjxPlX6pF47Lx9fBdE9S2Y0fhPQp+SfDJqpTGMOxLyteE7tLnTqSro3eHDudR3E3hny2VO+ynZ+TX9VKJGxPA9Sgwv2TC0Qq720u5iigmdp+SdRkX5b+Lrg3nIF/pbRHwtZZwrx8ZuhN5NdBpSZkCksf+2y9GoWXhx/tXdk+7fDPmH/Duqa03F3JA9F16zFzTyF99RiYhJLY0Y2nsE+T+1msrfQVEpBApimisVQpmNPml47VALLRAP7Z3NXhN2Pay0Y5PiaAJZxAJIVFbOqab9BKqXqFnkfqESoCP/83eGuRxJa75pGfJfaEBJZbCyi3YrGAqY3xQuK4ZMLw1C9cadMoVuMaPPj7izqDiZ15Wv84O1Q76GfEHFGyPTo/K/0D9RoJ8P5VQo/x4XOg4i9WBPJfIvGfMW8t8ayL8wPiJx/l0fgxY7/CoGuiLmd2RrFKbvZu1W1lhO+cU1ZAZZGsdN2waR/1LOf4M4/ykwB1rKtSJ8vEtU3QYBGcUOv8buMnnfCk1tQ/vZCJWWR/uhHUybwKXJZhbEZkaHXzyCRbR3JjRc4xeLaQv5q8OEhSbCfYcOwvHrHwFf/vwXCtp4ipH/kKFjK5OlDr8lfWlWzv+a7Cwr1GYSxnOXtsJIURbCQScqGUcG4pXtJjJj0EKjB6R3MS6uosF/0jj/bHG32ltYvkT7sQ9Rorsrbrz0HvnHXH3NEAs8H3ZERYnVNtD25P1Jojz65eiGsZ5JrjOx/i6JjvwrUaccvjpvQ1Zf25IdllyBx4mFeoTD5KQ2AOt72bdRjIjEwCryPjPkH9N+MOff6LdNck9JXnKHXwFcKp6LDOHvRo7MNu7Wls4OFmVR2tHdq2yUjfK/JuFHPnMFX0NMJTpBZhDUoKES4lIpKh8xpc4KnmlwWFSGaJs0kagdT/jmb4JbX/Bc+KPf+M2CNq5nIpiyjerROyjtJ9IWoWy1LRP7WuGOjl5OPO0YO1rScuUCm0LaWZdMU8rzxdQtyziZM+cts0XM6FvcENGVrjnHQW7wSdF+aoWeBsrucVQRJWgy2o/+zHiXYHlidyhbp2Zpf4xCIt/gNgaEtGe5hKZp6qhUq+qK4vyr4Jbd/wBYTHlOT3SMUHpdptlmMkbE7JRrY+0V6yHPatF1ubOugfwLVKmhLqMMSvtBcf4NypbppDwg/1i3GdsQocSZxpQiZnQiwRhNpb5Aynq2qiCvizV6g/xvRBRRkeBWv2F5dlt3HJ2KLUAkD6kvlMUoS/kjJYC2naSkkXqG/0XSlj3fcIormgjPOPus7t9zzo42cX2cfxUxjCj/NmJRSgmLOPxe/JCr4QkvfxHc/5X73PLsuioMXbGgeN5R0RWQf8UwqAn1mbVp0PnLEaZuSgkaiGyx1mrBtBeq/AvPV4FGayIpizSeeZ2j71Am4vzntB96HkCmzBFFwT4sqZdegZUcfntFXF8PUFrEtfbSCgnHsI+7SwCDjx4rrsgyRb/zy9Z6sUTIvxWJaUijKX7GEkvqa5fDwWKNRHFDdXqcf/5SKWiSSEP4fKJF9Msi+ljfAekOLSDkXwuHCrZR1+/+ZbQfSflX21RmTHV16PNp317sx1DsvG7oDtnhrEKivaL8bzj/65LsBGxDWbC2/1LuYFdH+wnOfrHCxHJHK3we5R+SMPlqSWeg/eCtw3AT18RFsagZgdxm2lK+uqbw4+uPee4z4FH33A3XP+XrA+0zK5N/lxZTxJ/v0pqHfPFFLIosCvVk+RxEXizLCCOZKyG0fD1KUD6mtYOq5tqhydorzClFMeYFoTH7udLFDFuG9IeRf7Rr2VNXpG80hO8Udju4ELpFqYKD5tLhsLAJ60gp5//I+efBPa/9+3D2RReO1w16XS+t8sxmf5faEN0tcaP94Atlh3xxNN/03QuAPUloH5YGOyy37Rjn31LwTZR91X8mhfr0Lgh5zOhE0jpeOD+w+eb49dfB3/tnPw7nPOiSGE1tjyj/G+R/TcKtwYxLqnH6BKVCMgh6aaITYABZioqm/C22t2D/GYcmKWmknoIJvlT5aAaHX4wo5rsBfhvXo/xrjxSjOPXKjn3fSqPVqUW52dreJv/WylwOv1XIv7SADXqzPibDVSkLYVLqsMtKasW5EtJnkQ2ZMdmI8vMoOHn18xhpPLsUXWa23baUo8dpoSuY+Txs0xH6vLu7SNlmr0aM3a8Mdn64UgsFYyKNdeDoQ16dYkEA9q6HkOMxz3k63PnKl8KR884dr2vKFBL8zJZh5kljfEdSHzrkC/d/VLFZT/SdZrQfztdXjEFLjxAqGe4vMeffUvADirYe6jPwjjUgwhCTpiTOT2U7g1z/uulZT4VrH38rfOz//gj7Dsq43Cj/GyGSKf90MKuLZda/HPShRjmeujgrCtnf+6c/DsevfwT8j//2qUnlj2WXpI2hWMvd3Q69lA756pW+ElRrTbQfPfxaAKl3DJRSBPDg0SPwul9+F/zpb/22bnQNC/vE92OOjbpi3LQGTUpTWKbvxqG/A0pRVhbou2TZziHfvbB2hFa3XH74nPMLeZer+oUduqkixYpfMM5/Nm8aChspe/gf5urnxkaJEy9WhDUKgtoeRC2STgouPS+mCPlvGtje6UCAnQP70Y2hUDWvttvhKr5ZI2JpsWOsBD7hP8tDfeJ7iY0Zn2sOwBT3pI95gLwP9n6IJu0noGjzg9dE5F+bU7KJ0/8u9g5b3h/LkX/8Mw3vJzUL2ZjjY3ij/G9Ek2z7mC3UFMnPuZhWlIYaZHzyrjwZjOPvC666HLb374OzL74wz1RVUUmoT5zNXkyaxYI4/Q35hhCP8Rc0VdGZXE+o+tVzKYlLefUPesS1cMm113STrPLe56KASSjw5IIcGfqGoeSaYzKsSPEFv79uK+ViWU3uvDrWoyy4jpGREv6O9vPN6lMkgAs1c55bj+TTsaA7HFxBVne9eDkobe/wm5pF9nIGCk5AcVpmkW924/M/QrGH3QYSPSdUzKj8l0ai6hFa/H4VCh0W8sxZGNaCJpTQfno6T8rnLzIHibq/MQ7YNya7EVmkHqXMAl+NxJy6IeDwaynOA+cfKbt4jogBALoxpdZrcf6FubqY858Z3uPaRfuNkB5gz9B+Npz/NQnfGssXYO03GxxCxJvoAsQyifmrxEElZgv1aaCZWVoBLZSEb7NLB1yV0X7WNKSiSIqUxov2E4nPjKRHRzsFR0GbEUd8itQg6lNlPDUyf7ZGeZc1nHcf+S81Qg0tXqhn/NfYoheMOHFxNeawYhGNyJOA/AvzMqWWNLQt3CnTQhjRuxs59jlaLSP/cpFtS2k/Vtq8PaMT6e6JE3newm9WElElKf1orFOvu0XRfjjtp2Tuje58E9qPtPZ6deLH44o63xm1lHpl3rN2ovK2jPdbwvm3jVbvHg2/qnH+Y+tVaP1yQpMCMKOyONoPNdjw84i0nz2K/G+U/zVJfsAv7URE4TKchLpJbrWI7EqOWrH20EE2bXHWdhH6di225tlgqub8B5CkMdQnihIwRAAq2dJek0KqAikR5d9WJsk11EuxAAAgAElEQVRiEHgczKnUd5TmeS/zobwlinSASiUY6eMf0Yrkemui/UBKar9VgYfhX2WhhnFh9wzi0rMiLKFTVW6IzQYuCHH3KbrM4vwn2weAl82R/0Y45GswDAK+LQQFD5yOS9qD1px+Hak6O2GVrAz5R0qa4LthzaH0mZnyX2wc5+VwaZHDbwJBuU40LRe6c6/nzTj/hj+JerZEYgYFk66OVVtxqE8zoo99dgUAPXiNRASLgJJZcwPrl/GdeZx/gGnRfgDpW+Q3akfWmr2h+2+U/1MhHKXIJi5LcU1jBx8PH0G3ox2dTTyTxEIiZhQLzMzTyu+TC0f+sxM9oeCdgj35zimq4h5R/h2UsJRSgU/A1aNWzf9eJvWvEkXB85EQFI+akKQ68l9WzpBWNRDlekcjQ8mGqBWuH8yM4IKH/Jf0LSk8Ji6bv+PFYgQuujqZ0hic7/C8MCjbiyZ72WMkIP/9YRR8rDvY11DbJdpPuJzeGCvh/CMjEvejnQP74aG33QLb+/fpmZGCPcUADBvnbTvssODTa4es3pg05kC+VlrhgcUQk+y6aJxkzVmV21JfBk1MZ2AUOQi3TaQpaoBCBfIfMUhI3yjk/GffBRsz0jPtUeR/w/lfmygDpP9bidWfRxEZtx6XJ3YBtrer+K/0EKJpizNZpvDAmRiCL69IiSkuJmWToiI8zJ3EZV6Hw++hM4/Cl7/wNwU5NA0tovyvniswIZdMxg3fmTkJhqC+s1BYTkFml/bFjPnuUoVioqCK4mLqFqUjofmzU4XaQumiuxBzGv7S+yMOfQW0vHbZAmih3xNV7nndGTrLntGjTwxI6VIP9YlPk8X1SpJz/uOGEN1BXpWzyrpz4EDcoBqMsQJqBZrHsZJ2+0tfCLc8/9nwsT/+UzXrcnXiLglbCZD5Y/htwD+N9aFdDku3OKYKxoGp6DLFMqOfKX2L04FcVLw3+GA8eNTambfWvv7btct2DJwBI+hAdzKC61XgE0aQ/1Q5P2RtQN8lM9A0o3yPQP8b5H9NkoX6VKxLfk9C6YZJe3AOq9muTdLPOlEVvnm7l3lqKU8b5vxT9KNhDn4AJ5/2c8fLXwQ/9Pvvg1tf8Nx4PUEkRUyDtjHl+2WoKt16lvvxbMrgXGWW6AmO8Ye303tpFKTOK0f6e1TKC5R/w/+CN3ZEtuT7OF14N8wH/cIigQuU8x8fn5gnn9UjOEmTnUBm5BU5/KJyCV1TQw0D/bxliKuVVmzTsIM8tuf6J389vPUPfxtufMZTYmWsKi6N8z+0F73PI+d2hykePvccPXPbKicbl8X5D4NfLYqqJIBP1OFX8vhFPx2EXaXzADWuNHoQV06zpiA9o10us7VPbpd/+i+hRqF5J3LQ4dzIvxSee4rDb0J/p5QonVGh2pEoXKexbJT/UyCi46qmQEvp+gEsbBFXUQwmrs5kAsLXZ0b+U2IVmGlj74TzXWmc/xWiXeTMVv7MT3v9twMAwHO+5w3xTBqQEpjoOM2DC50s48aE5ZMxG/I/k8NvkaIQUHQzpYCMicp2MqW8yLBMoL4fnV4kL2ZjuvH7eu8kGmo3JMJcVUv5wGi5VE+OuDJOOlHm7NjstGiBZiM5/O7mVE6t+/DDlfC/nmBFcIg+lBJc8tBroGkauOSh14TK6aUIIEnyfJuG+TbIwee+SRWGT/dbz0fqY+j86qJdT5LXRimvFaEm5DDrvIOu+as+iGg/Jo0mEFazoxCNlUjri74LWS6RvibRd8PC5hsyPwpzUfZsewP439B+1ibZQRj4JkP+jUHTEOR/RCRI2REhWaYvzvvPOARHj51P6i/ebgvUM3c0o5bxHrmDH74XqnZtDr+a9j8hb3+/kEaGw6TqO1gzKf9krVuP8u+WJXBtyXsI9p9MKc89cYvapPZF7TLfAZDyre55BvGcuz5SWTWhVAFGlFuSRkDiGx7nn8zNOtUrEzQ2dndHh1/+LUp2c8WY91HlX6IhIeWm1HesKKIKrkeIx26+R8xVT1RZrqb9WOvDconqkzj/uGnCCb/GPJDZERjEYwaQtlORjP6ZtwW9o3Zs72JinP8WkF8EmiNCekmhMQUQW2PJ/DCR84+VfBFo5cj/hvO/ESw0Fm7KomFoi6XEMRw4//0iQiaYKPIzAzI5Ngle8mNvgYc87rHwiT//z+P12ZF/n9e5e+IELLa2mIOUMbmz3RO6XThy2UvauBZRkZTYxHjorDPhwJEzlPtlSnszhPpMqlI4XwjUmZTKOZV/5ujcXxurihrkfKzT/OW0H6WPZLuJ9Ie1RT9w/r15Bt+eqvwLFL7aaB5DKE2tLgONzWg+Wdx/GyUdUFc05+SUAYn2Iz8fpResvkt4a3R8thb7IBSG5I3uBNE8aAdJCCvsIv/LNkvX7ayEm8DeqZGx7fwMAJQxhf4Wud7mOGCGZpO/i+FvLZAC3yKy3gFSZNsWGTWWU28kzv8S744oh3wFaD+3v/SFcOYFx4wH6Mvy+yb2Y4j2zUuvexhc8ejrdT+fxL6LrPvvmTj/G+V/XcL7AxvAGkdd2qIfuJpCqM+qmOKTFaEEZ17YDdqzLhwHbynXzq0lwOskW7RDPj1Pj7Q1wpZzHfK/HiZdWLETZGvfDvzD33g3HDrrTPF+o4Xu1NoyLEz6wjgb7YdC/6eHCIhbTajPPLwfXV3KDpvT5wLtnBD1O/ZXETLu7cBVhY1URNrtqS3T4vwD5OOH0lIS7dM82k8gCgkAwHL3xKrs/JCvEUH1+zlW/gcfk7DuL9B+kDESnrv79IWc/6HPSfOt0bcwDYeGCbVRb6kN0u+sPhh3GjrlT1fY3XqcSEH8QDlyT1F4890EwwBFyHXbjqaK5PDbO/Ca0X5I5CBcR875V6PQIUPhqa/7tlBY8NLddcmQ7Z3GsTzjDa+By264LmtfQnOezNBgY3iP8H42nP9TIcL2Ib2tW8wEQRJoP3WhPmNZ1KKUyXx2Sf7AHzmzsXYMcf77LWeR83/6If86L9vPe/DoEVXxB9BRJk2093Qy3sVcdJI5m5aSME7FRaKiYFRWMfIfPFgnr0drDlIOC0J9Tn/V+TevPdirtTj/ICj/iBLRKcworbFjm5WLFIfdE2OoT56HR96xyiXIf2EfISASPltgMARjc95wkGOJrxMaL9JOq7mGsNCbY5lJ77hSE5Toell1yDG28cAn8YRfA5gTgL1ecodfuZ9ZDulZW/BOE6L9SNJTwSL+AO0qAlN3ET1nAfKfmiZT/N/z9nfAv/0nP5PlKR370jeTQv7uO3hAyAtkbIXWxr2h+2+U/3VJfgQ2RQZVhZ/3L7TgLKWY0FHkZ0bkH08qc0f4IfUEJviRMxtEdlpqLEjRfk4n5P+Mc86Cb/yh74EHX/dwpQH+t/S+UWn0qPEwNLZg1RiljpRSkoySJrdlbEYeJaaGk66iisPlkjYbY4W3lS/WlhIbHBOkhMnIf/7Naw2/pROJg6OBucOv3qdNpQQpES3h2NNkw70AOoMpTF4Er6w5mPO/u8yuFcfNr472g95n4FBFfuIuLrPIOI7OcWinAQTl2qvT5vwr4124p9EI+XOY7ek0WQCgvgySYCqYWlxPG1sFDh2u9d82gjAm9i+Sf/fuX4W//s9/mV0vZRSIyP8JwfdHbGMadtVyvU2eizac/40wcUJ9apYx36JHi/pA+6kI9ZlSgv2Hz4A7X/lS+MKnPh3KYxQ2/Jw7wg+phoVDk0Q2iAzlP+P850rbyQ71eeL++2FrZyeU9hFPfALc9OynwdFj58n1BxRE7xuVKtiR8xDm2wWIGXVuKbPuSghKQYVBrr3rGqqLpQjkyD+9rs5FmPbjRkCa5ztpZdXuMHph+PjY4GBAdn4DGSr6czZE2V7N231cdCRLQenS5p8eccVhIsPvGgFOAwqKrpWiq0XBHdLo88apO17dLUKsG/aOymhxsTluiXcaJPAJ/S0qfbga77BA/DzsHTRKe0tOY8dBADB9ShLJr0JrL+H8IzpZZHdl7LdCPci5W6o3KlJ6yfFfGjvkm2s7fVz53yOhPjfK/ykQvn0EDDl0aT8NnbQbshUVRxkfceft8MRXvAT+5r9/pvQRaFlI+Tm5yL8/gYpUKGtyZ4uthLAUIf8Fz//Mf/id0LYtnHjggbDyv7WzvfpXTh9pq2fMUM6/3yZ8yBdpS/In/1KZTWmfUflPCFEbr9UZ5NbvIuXGOvRIoRsk9rfUvqiSmZoGzn3wg+DJr/4W+Nwn/jrcbrms3JCqjSTmO/wanH/O+eXKgDWuENo9ABSCgTbuCpjN7NLCKua9EKXIE5H2k8aDs8rR1YI5EtOLcLQf5/BBgG6ndlDGs3COZeODtEevEDnGCjt8+IIX7SffciPCI0vR9k5H/gllGGTFuhfuCyfJ0EfQbgzeHdHaSRulzyedX8J05b/vm70fQ/87b4rw7vCcB1xvI48wtnuP8H42yv+ahFrZ+SDV4mJn/RENcCnUZxz5SbC9rztGffuAcZx6sKwwF3haRe4iN+6GxJDXlnEbJfSlLM5/7P3vHNgPj3/xNwIAwP33fTVcvjVZdjcCRXhhGgOHs2BpBMOpuxBcYEtkJqV9Tmd0bJCP5ceQRVoQ/i3kL3l2CaUcbinoJTMCpPZFkeGUEjz6qU+CG55yF9z72c9FW61UO80QwuI6/DrIP345DVM4bedIPG/3nH/B4VcK36xIu0SOloLCZQtCgXu/J0z7KXXgLRlPCMQhxlXvd+Vx/ntUGiumqeTZmTLtxfkfDMY81HQJmp858SqO9zwfgP5OSvweMIrdofV6uwdqlYn8r8piBhJpz0q0E3419HxsSN7IUh1jCEmKTvcWfX9E5B+NLU7707X/PSEbzv+ahPfhDBFQUb8cTR07c+7cWna8+zxoPeFwnmTOv6e0kZjVfT5D8VwuGe1HOBzkZNB+8OQuoRBe+dETEyVxkX+i2PnlRbi6cynt2g5ZqcxqpAqIG4lBXrAbJ//Or0XKivbbzHhT6mlQOMXQQTsrB76t7e1QO1Qh7emVxkrk3+Hjepx/vpsVRf5xukioz9GHykalSXx1pw2kPahukfYzA69arRuNF4po++uRpmh6keBMXw9rpwFTWoTvhdvqcr2VHbde8JyU76LK9B6ySyuAirz+gT7Ujjx9SVphHc2L65H/Ee0m3zbA+a/Q/Yt1jPFcpHGd3S1A/rFfgkQX4/rFXuH8b5T/UyAZUpL4RKYPGoIgoRBtWnqjEUPSqYpQQoPiZB5yFVnY2t2cM+stoAAoYo3AQS1DwcoVvd0HHhDT7Bw4AE/+9lfBRddcNeYD+z1H6o9875Dy0ZenROk4KbQfMm7qy5zTMVtCPqs4/6DkURYZr01h5J9dV9+NorRpZY2OctO+vUiBqub8t6axbdItMpCGcv59fnSXOHLIF2ioIhJ6+mwZ8o9BJOzw29dXxPkvMDR53YS334MIJvKPItHwudqa5hnSG/Gp6DK2VLHlO3ye/5RlHGZ9baGmJdRevBPG5hlbWR/7b7ejoRtE/T0r9GY/Btt2SYxWKdRnKe1nMNZmQP77foIpf1HaD/FhYPO8+q43yv9GiJATfoEtIoZznhAbmFuyNQcKYZ7y1JN4O0Ssn7hnPtUX1xN4Ninaj7aALlEYN0nRHxeoAlQrquRi5f/ECTHJtbffCnd968vh61/1MlS+g44Fqo8ckjKiwH55WrSfqDNkiUgUkKpyZo3KlKvlVWNSW+ArDOuEjHvhpnLduY2UhxDdIWgoeCIA/9W0Lc/RkVPi+LkfJvJvnvA7fscBVV3kAQx4wAKb/07jq/f1RERcR4x1yC2rBCDBEWEK51sSNa8A+ed0r+hzdn4VOLqQrrCLYuxA8yZYJ/zOFucfK/+GjupFxQIYdzTJbgzuQwHwR4uV35cn0fRqI1Fh5L+I89+Paz4+0pgGywb53wgR3iEy5VRBCER+7rBdm4eFK0J+BAu9TmzUZS6JWPzYma4X7Z20y2V2YIyERJU5WkaRf5/2s7N/f/fvgf0oH21bXq7f1ojiFEV4cRorzv9sdLDAd43InEZqStIinNPH/HI0g9VHgbOykEFu1SPS4wwgYqSFeJz/sbyp80uNIaXLqDCLdbHyyUnCiwXdkLF2e5hgylRv7DfC7kx2yJf1uCy+evdPHHzIDousVP4hlQNI0vkATYDz36HMyu6upfwvjfXXkM6voo9kk39zb03KDomjjWBlWQ6/8tyQhQe1ngsj1260H1/5H9rEwqGO00hgrlaQ/3ZQ/vMsxZS0PioR2v0R11yhjQ1y8ua0Km13fKP8b0QVaZJtlIGSOxgJIeOqaT99552P9nMyJYJYi/GJtaZhruKw5ZwfOlOE/IeNr/G3hvxLJ15Kh+OU1h+i/RQ4EErO0qtSULvcYkIyVzmzOvwKi26Nwqtz/n0UOC8MdCVeMzL6etQBg+aMwCFf80UAm8fgA+gRT12xyUJ98rMriIJG0WbP5yWbtwUDFEdNAbCV+Rbxtj1/jbw5Y8njQYeLOuQfymk/fTtLfazadnxHmJLinfDLQztK0d3k+lB/EXbTip/b+JuHLqX3ZMOA0yBN5B9RozBaL4kXFQvXjcOvdv0qN1xdIII3u69+xlCfeDdDivOvc/5HEEOinWbZNsr/RogQ2g/tRA0P1Zb0QYEVbYn2E52MErbQpyL/tYhRaTWBdmLntSGfhvy340EnIt+vivMfX3x72X1AVv7lycVGU0uQeksGFM5Iw8Okcn5ohHpVLDMh/3OeRJ2aPMZ4FVqtKuXCNa8o0Gk/rpFhOZMHDZGEdgPn8CmS/6gQ52TTXNnX0f1OmVIUMSaEcmGE+sxoixaajQ+8gth3Ie3plTekFNVStIrGE3puTalVxQr/aGRfcs5/1KBG9JhunOdg3JjUCfVZFBnI2FVS1rbGeQcJRsVcC6PZixcVC7exC7+KnKJ7Iy4SiGTQQeT+I77TWuQfK//CzobURsKQYONV2yndIP8bIYIHGuZbDtdQhz73QZfAW/79/wm3vvAbBGUeT9q64upJSuPgnEqBcLcbZ5LIoF8KEZC0GVE7LZLXV/J+49E2xnQq8o8UgPMvezBcc8tjRoNkAnIdMhAQz1GT4ZwJbeHHi9RMSPtcDr9T/VyIJLQQ9JcqDB9K38vLKu2HnpPdqlKUR0Gy0P0oHQzvUE5G/smCO026k02NqrKQrQYC21DOvhsWcfUcg8PvInf4bRlt0eP8Y6Wr+6EmZw0a24MpEFXjNKXi3VHJjyWyDmmOqh5lieeJvi9cH0G1h3IanBjOO34p7Bw4gBuGU/NW078MQ1KN829FBeK1oW/uIf/cWBLLG5R/XNZo9EcMY5U6Az3tR3D4reb8O7QfsTMkouRLgVmyfrdR/jdChIf65AOf/b3/jEPwnDf/g2wlxrGYpVi1RSjjTAo7D4F3siQy6PFEfcFVV8BTv/Pvw8Ejh5W04+Ipld1fsyIecPHew76DB+GGe+6G/YfPGK7hLcjUNLDv4EE450GXDN8nNQ289CfeCq/6Fz8JZ110wXBNrD/wjhaBRTZiZIzxwX0K0lxx/ikIPEX5nxH5Rwb5cK1iN07drapR/hOo41v7Li7nnyC2Hu1nVETm5PxPnbM8h19Pic051rhp1jtBqOtSR/4zQMd6XkZJIfkcITsRSCmq2aVJKZXlSwhYMdBuUZTv53P++Vq5el/OvEQjKknRfsb+ct7xS+G7//Uvw4t/9IfGWowzU3L/En3O0KjAUkAQTVLTjFGDHIffCPI/hg2l/VZSitVmDTcUBXoW5L+P9jM+U1R36ubR8X4krPoe0f03h3ydGnFCA+LrvEOm8ZoY7afA4XQ2JgZMU8SiEkGGsB/Ena98KTzqnrvVtB76UYOCeXluft6z4Olv+A74g1/6teHaCRTqc2tnG172U2+HK296NPzuO3++KxMSHDrrTAAAOHRm96+mfEUUrRJqkPVdlyhqiV/eXJ1NRq2Li5k9zj+7NJHzjx+uCvlPaKHPbpKEw88j558Lr/+Vf6XuRJVMGEQxnjg3aDSlWrEUG5eawRQ0SruwFK/xfSx7h1/pkK9MmdfbgqP9jPNBufKPUd4qozjl65mZHLUxO0TNEXro1ije2sBpHhK4sVwus+cnO0WCgYG//1kXdsBMD9Dw+9JaTttEncvpPUXp5O2x3iECBEqRf3w6Lm8TphB19ffaMm6msl6B3M8Hh18hT3Goz8XYzl52d4U5TgT+Ke1HnjvlXYvTXTbK/5qEhChD42O45myL4b+5AwtFCWPtmZWqsy7aT6AOjED0JxiradulOVCr6FTOAnbwzKMAAIMyDzAqAwAAWzs7cPZFF0LTNHDmBcdWhY5tGbj4StsiB0pFFN/9ZxyCm5/3LDj30kvUNMPpyJG+O9cu00yK4Oxx/tl7J3zXkt24/qd07kfJ8xpjUnuHj37ak50iC3x7SnYJvKIA4Pk/+Ga46Jor4Quf+vSkstxQn05b89jy+JvpCih+b9hXRg31GTH4hGep2fnFzrDe6d9qUYWOr0Wx4JF4DttqPqb8D30Sva92dwnAnwPV1wiHfEmKqGfEq39zfxKpvSyfSUPi7SK7T2XRfpbLZa78ozj/2HdOiuSktguh6rQBcjvMshThUa34716keYrMeSmJ3yEbcnsE+t8o/+sSPklnXNIAPxdWA2p1qWVh3ob7EUkFab2iSpSCCRIK9Tk4zOVOmJnYhxxWocPeNnL/mvD3xpPw1s7OOCGirXHuIDeF9hPh5z7jDa+B6+66w0wzKv9KeTMjtnk59WXOSfsREcGKCFyaUl6H/Ftjss4ow0qbJ00hGuxUDNfddQccOHzGZP8kjJaLVXnKP5kT4qgrjdKmn/A7KOLDZb3Mdkn56F4bSHvSeAhbOxX5L81HDEOMdsdoPzXAarZbIChuy+UuLJhK1AKan4UxlQSHZW8c8zb0wv1JaD1Y6ayn/eBQn9aL5Dsl7e4SgB3UPZ7wi0LOIs5/BKjRgI3WoP0Uc/6ZjySATPsR58LEnkdLgyQSKel0kA3n/xRISomE9gSwlLl8wugHXTs1zv+MyP86lP9QqM/d0SBy+ZzLpYgs9FLjFOo6QqYmS4d/b+1sI5R/pejjxXIIq6lMpiHl309zxY03uGlGBFNpS0W/9GQu+tCccf47RVcfzyUKGfoj+12k/AuKpVRP0Wfh295O2jkNvjkc3QGgQ3LNMe87MuPflPZjIP8Aw8teGif8jjuXPu2uBezw66cn7UmoPYWcf04L6zj/ZQchSt8zMt96J9NqkoX6FMaU5OTa4oMgIVf+yPsSFFkLzS/i/Cvl5MaI8f0SDP2t6zt6Ugn55zIYj8iOIGOCTGH2XJT5vhhx/meJ9iMdHia0sdPV+l2iGCizV6L9bJD/NQnpEBJSqA2OLCLAmBbTfq659bFuqK+8oGDaSFFrUf79OkbOfx6WjQtePGvrK84jUCFwnu19+/KFHy3U48FjEzj/EYQt8D3HeOX2lm5X3Fz9Yx6DYk7aj4gIVtB+XMSw5Hk1lAqg+ruUAAZzzgckytDEcr0Qhz7yr3PUw8j/cvRLyhSHLNSn0Rh+uBL+15GURsoRjfYTP0sFlVZO+wE6n3V1x9peo1xph3zhcSoZFeT02qYRoj9JNBBljnK+jRnqkxyGtsA3WDqjD6Lxiw8vk4S/CznCEuL8D7SfsU3kPaj+R1o/N5D/SuCGO/xyPwapXGy0Z4EdtDG3Uf43Yom1reelG45lX03a2/v3wat+5h0AAHDfF78Uqn/ObfmOinTylf8IMkT8IJwmtctpioCYx6FSDQsEQXnG51psbw/t7hfGBlGYhhjKStsiqH7kPYac73raT+Qk2dn6Gl5M68uZ+5Cv/DA+3LhgQ5OSp19jSk6ahhjyX/ISu3zxZ5lzZ7Gvd2o/8mg/RSe28kO+LKUEI8wnxlCfXJFdLluS3HqHS3z6LFJQQoLm/9JoP7sndmFrBxdVGO0HKVElwSr6ub1K+WdI71AXel18d6DLiJ2wIVe2iTK4+kdR+LM5glVlvYvoie4m5z+N4X9bQtXJhRtL0rsZOP/LJTsILTes/FCf9P7o8GufnVAi+HklnwexXLbrGKEyfU07/F588cVw2223wfHjx+HgwYPwmc98Bj7ykY/Ahz70IXgARS7ZiCwY+RiuBaP94EW977xbO+NMfACFkHQaMevifLpw/kkYPU9R8Pi/Bc/UR4rwkf/VP3iiR8+1vW9nnBB7JZ0gZdM5/6HdgYASMWyHq8j/PIq6VuaUPjcn7Qdvpw+XFAc9sxjybLj4QsUOALLTKNV6ynYTimiFcxl8MDraTTbaHNqIa7wToz2F3yVFXYVADX3zlqMSBeCMZxaGsvthNp+2dZV2FyH/kXFx4v77Yd9BHMu+4qRbQVF2y+gVwhraT+CQL4kH3h1gtcrT5CGt6am8I01zqAfvVAoUXr0s2ycwNQ20y6XQHrsPDs3xov0wZV8MjYnb1EedSo34bqOgGC9PjPNfGamNOPwud7O1XzzrB629fOdT3Y38WkT+n/e858FrXvMauOWWW+Bzn/sc/PVf/zXcd999cPbZZ8Px48fhS1/6Evz8z/88/NiP/Rh84hOfOFlt3vuS8olAjZUubC2PnP/eOaxcCeo69TwSQdlnqSewwFiRNKS0piJQsKD1kSKinGEy0aOJcWvfPqT8o8klzaf8hxTfQJ/qF4jQTsJszuX4d32nmzvajxmXO4rYa89WQfuxxjf5FkW6f3yczzonYGVxBuTfjPPvIv/MKTO4u4UVB3zIF+fPD1S64RvpL5Fw/jVFRG3Q2F6s2EXe7/v/+c/CJdc+BL7umfeM+UqMaVQ3PkPFpWkOPPAa2o+s/JMdGYX2M7xjYTctSTQwZezn1EAdtfeYAalJ0C5pXV2ZNucfA4fWW8yRf50jT8YUWqtoWEylScrcZjn8RqhpkvATfvkbEOdp9jyigcDr2Ru6f9zh98Mf/jC86U1vgl/91V+FKzsNPaIAACAASURBVK+8Es4//3y4/vrr4eabb4ZrrrkGjh49Cs9//vPh4MGD8JGPfASe85znnMx270kZFFPBcUhXEAS0YHVpkmPJrLSf+ZQ7s55Ae9vdkTMbjRutSQmaNUbpsOscEHweMnAlW9vbw7vESFKfxkNAI4t/RPmPlIOjlnhlzLUzRBXXKcr/jNZqksZzBfKvROGp4bubPi+VBlRqciNHT5zvbtYK3kWY/N1ae8yXRPvhSKD1brCh0GK/JEXpGb+50RjCRy8zEDE4glHeyPf943/zW/ArP/j2sSzB+DXrVvqGv1O7+qdi3cvj/Pd+VWOd4qmviPaDHZXHcnLjT4v0lT2foQNYAQRwuzPQQTBe+3Nk8JzgxfmPcP6HuskpyOP1EO1T6+fDLo+k/Pf9tmwHiET7WS6z55dArISAWg35Vw2X01zCyP9b3vIWeO9736ve/+pXvwof+MAH4AMf+AB8z/d8Dxw/fnyO9n1tCY717wxuNR1aCHlM6BKRDJBqWRftpwT5D7SJHOAyUZbDabdOGwcEU54Yt/eNoT4HRQM9S3IcfudS7CN62xj/OrKT4CcJSUqrcKjTlMs5aT+c+w2gKwBOQehnyi4XK75KvSVOiCRfwZwxK+2nwVvv08qUonyQujzjvQCdpeWOZeODCDPFgYVvttrTLlmIRYgDFp3zYt8ezPmPRNxhilMq4/xrwIzXvwde+YzIP369osMvUhLxDmwvJFSppPTi36zsnLKzEH9LaUt2fncfOLECldCa6OyAZaE+RSU89xnRxgePbjik6b8Dezs9Ki/SfvoTe6VzGQzBY7/dXeacfwX5H999EufOzICvoKWdCgkr/5biz+XTn/40fPrT0w5j+ZqWlDInyZhzHlVqcdSI4iYYoQCLy0JnD5xMCdF+hlCfuRMmFy/yR4lwrq4mXIkHoAvuYgdx/knUH7pjoIf6XB/yP4SaDTijzaUINk2C1//Kv4KtnR1otuoV+HkdfqVxOo3zT7fMK5D/lJ86zMsrLbPE4IoY3+FqIYlGc5V4nH9nbNBoP3Te85wtexmBggWkxGk/DNCxlH/ks1R88BHqs9gZNmQUs3mzU+ZLaD9y3/BAhNZAgz3JvrkwpsRQn/hEYWFNaQRlVz3NNkP+6Z9W5CNuXI3dg6UT3qu0oyEh39l9XIbk8Nv3H8h3rITEynXlfpv9GLOggCeL7ThzHdPblgLwJ303DHhkh/oFxujpLOE3d+DAAT/RSu67776qxnytS2sgCGFLHk2c7W4B8poVPKfyX6hE1NYTikCDUTUnrbP1WSKWEx+WkfOfHw4DALC9QrUBAKH8yOFx4SwwkRN+Q4pC4F07E77m+DZFFtvbcOzy4wAA8MBX/7a6nNlDfWYOehUKNtH9pXdXoPw3jdFHiGVRUKY/pkgdM+72eFGuouJy/kuQf2YMmfMTeh/4fAwVNYwYfOj02eLpF61B/Q5CY1HFSLU8UEIh8g+KohU5lBH83RtJModfgSYlnRxMw1hKnH/BSRclIf2V5+VBP9D93IdI/juy+9SfIE9oP2AvfVkUKsvhFxnUxDgOgD/YmTbSDoBx7RSjMxlCQn0uc+Rf7MMIqM12rJTu+jVH+/nSl74UfqitrU0EUVHwTqlxfDcWaatwQP4RF7FUJAOkWgIo+xwSCvWJkDNX6ao8MEasN1hO3ybi8IsmzC0U7YccQZ9oWjX0Wwj5979ViGKFHBflxgQVowLRzkcoLmdW2k+u6Nb4Jqih8QSKgl9YLEMZ8F8AGMw4J6SEKBWTo/2AHeHLRf7ZNzIUNlIuoi6RQ7548ziIYOn+gAxwwX/AEpIegSCxiGq5AVXE+Wc7JuS6Va/hBOpJFuoTo7krUZF/ovzT+9KpvBqtzpuvEt9VwvcEh9/uBy8kr6N3Ksfj1wO++G6BZBhJDr9iHHzQn13r5+O3FvIIdLWI4DV6KSj/okGK5vbE5jTVL+drTfm/6667ht8PfvCD4W1vexv83M/9HHzwgx8EAICbb74ZXvziF8Ob3/zm+Vv5tSbC9nlZnP+V9T4ouhUL4oxo/Zxb/JZEFqaR8++jWN0EMEvTwsh/L0nZ4t3CtJ9+MQGEfA6n/iqc/4CBZC3Uw8Engcfo33XE+Xi2vkaQ13pFcO44/xmNr8bhV1MaWH+ISCP4IUj1lNJ+4obMjDuLBs++VFqElkviRutKdNxGqW0YbMGcf/6OekBn34ED8Kp/8ZPwV3/252qZ2GcpO4DIERIyuj/FdhHdReZKk2808QxSW713P4X2k4f6HOdWACPyG1NsVSUc0HytjP1s95NTdoy5TfMRlGjBXLDyPwQLEaLdYOGKsRTqs1+L8PcgPP/IXK3NbUZkp37tFB20DeHIf9aPBf2CsBqyOS3fPdLafDpKWPn/nd/5neH3+9//fnjDG94Av/ALvzBc+/Vf/3X46Ec/Cq94xSvgXe9616yN/FqRfrClZFjyXLLBDUOfG5Sviri32OFrssy5xW9W41eCo/24bWphNs4/DjFqibhAYIffnRz5Jw6PTtST2Am/+kK9XC6hWSxi7zr4zF2iuRTBeXYTQqccR8sSaXzlCrbk5Nv9IV10C/PRtkJpChT6OWk/Nf4TmnRx2+eK9lPG+c8dfpvsm/ZK1qXXPQwuvOoKuOTah6hltnjnsvR9ozWo20Gw/XewLNnpsClVRPsRvqO3G9e3sWa3Nj/kiyluSp8gCHka/jeIxNOnUbtwnZy6owOA/DtotJ+8Pfk7xMr/AFI4Ua+yaD9iyE2E/BcAQdL1zOHXUP4H2k+h8r/0aD9S25Ghymk/Wtv3CvJftQLeeuut8KEPfSi7/uEPfxge+9jHTm7U16xY0X5C/FwAgHHriSwihRKJgx8ui3vBnySJoEuYT6udPNtLFrViguBQZ5aItB/0e7GzPU42i3HS4RGAJsX5N9L0ykcEvXANHgJkz6X828exR6XKT0YTQdGuUliJziAsMv8/e18eb1lR3F/n3rfMDDNEQFEQiIooEkQS1Cg/EiKIGAI/cQGjUYkLosRERWMEg6LGoMaAW8QfkRCDKBFwgSCCgHFBZBFBQWQflmEGmGEGmOUt957+/XHu6a7uru6u6nPu23zlR+bde8/p7tOnl+pvfatKQusgrIvoR/rvdKEi2k9b1hXct82TfMXHdupAac9bQahPDNqgyGAe8j+YU3X8++jzWqi0LPqVhwLXtB9O/7p+EwEkP1m/VDQTJMfh17VW2HPKjpyE7sOKbeEncSws3y0fmLHXAbts73NknLsAX+1TREUDdKXOKI0td0naj+vwSyja5tlo2o9tFQutRfpi62szviKHDnGoT0T76fMi/bnrsA3aBZB/UatmT7JW0vvvvx+OPvpo7/u3ve1ti8m9GCKJ80+hAxZvDzKVf4EJP1kWEbJuGMLjoSMqVKJNKec/iXCj/bjcfQD7/Y2Oj+trsJXAtRiE+oLTRzFLkcSJSqGDFiWUAttUcrM7utJmnH/SETAj1GeI9qNN45I2ETHJqXrEBwoR8t/+O2+D9hPbnVPzp9NFSakiVC9X8LqtQZuuz313rWmxMl0+uqS/i05HgyM4og0r1CcRNrMN5D9ZbxPaj7OuuYq6goD/l1JGR07Mc8tHS99CHwTc66r7w8BGaKzFrAe1UJx/ABXtRynyrzP84vU59uz6+8K91GlHe8i/RftJWABRA23aDwOUWXChPrEcd9xxcN5558HBBx+sOf8vetGLYPfdd4cjjjii1QYuJMFZ8GIcYfsH92SPJl0iyVJUisz7qKIyF3NxPZxIFChOdjJudBlfACVSMv0vqOgG+LlGRkf1NZR1wDj8hjJCp/soFpZP0h862hTL4bclpb0lJ9LWkf8WOP9BpcGhfDELC++oReDvZPPSB2qren7R8aIIp8psSXD+k7Q9j+bBQDcBAEP/2OHXVxwMkp9qTyoSTVQKMO8SWUNYayyFxkoO5RmWgqriBg6/7rpW63Pa/EEDQZVfGAoi4SLyeGwiS+2BRx8FLzz8UFiyfCtUp7OXu35/3fCaEUL4U9cBGOQfAwIU7QWLl+GXULTrPUmVCgUfIZDxQLsGvwz+oZH/OOdf6PDbd5H/9Diq+oym/YTWwgXH+cdy0UUXwbOf/Ww49thj4TnPeQ4URQGXXHIJHH744XDPPfe03caFI1r393fG0MLdcScN3kTKcNSIlDSh6minUNSmGXH4FUSgYdGa2gz1iTaImLiOuwD2c42Mm1Cf2rk3EBmILJ/xHmJKigT5nx2H35bKaZXzD9H5zEbLoYCttnkCvPOML8Kd1/0S/4Aq4rYpPCeLogNjS5fC60/+CNx9/Y3sMiVBAig+e6605ecBkLb2pX127AOtTfsJz0283lpJvpyB467pKdoPIEBJND6ww68yCi432o9TmGgPyvUHqQ8dOaE+XYfVwkHpgzQYFBOzotLZQnLAiwIO+bt3eEV5Y9dF/iNgSehz2BfASL9f55Iw4616pJjyb+8DFCUKh/oE4vDIWQODlMbIQa8GTsWhPnGSr4TDM26fNcexxV4DeW5FombNmmTH5Lz33nvhgx/8YJttWfCCNx0PQWCgp9XHjt4Q2FllqWIbbM61U6iODY1RpCEKK8kXUkg5oeNac/jtG4vDGz/zT/DkZzwNTjnyKMO3HAgVucUL9dmxF8SQfwAlPM5/BPkXZI1OOvwOYUi0hdi3Ge0HiEgroZB3iWJglz33gB122xW2fuJ26Pa4aZwsqhMOtVkUBTz9D/eC5x64P+z8B2GHUuo+7juVRp+JSYfgVedKY9qP0xYWr9n5zThHMpD/iDKuEGKv12GmYBQT035Y72xQp17/oRAdpqtzivw91m3MSvLlHBjcbLwhK7ACVTk4VxfHkf8AFUf/ngKGur4VwW0vKmzwr/N1DPnHimziEFw6fUFRWbTDOCrLzpOBlf/4HuHNAw7y3xM6/CaSfNHtCx/I0v4Kc1saBeQfGxuDnXfeGcbGxqzvb7nllkaNWvBCIGgxlM67Ts9fQbQVqg2Z2pnqlwCjgNJrt+fcFxPOBmOnGo8/37CSfD3nT/aF8WVLYZunPAXW3b/KvrBe7ALRYEZGUbQfHdaTRh4oYXH+I5lxufkK8LUs5H8Izp9NpM04/5TjZm60n1g0KInChNeJWkkzPyL6mCAniyRIQJtUwDYdfq0IOWRdKeXfoTUU9G9+wRj5R3RNF/B0kP9YH1rUDWF/F4N1uyrHrIMszr+LyhbC9T93bDSg/YQoIvgARFkUcCZcyreNTvIl2MuRWCCPRrcHByz3MBCk/UQ4/2i8lSqu/Hqcf+JgpA9OyH/AOsAwDsbBccA4oEv2KgAC+efQfhCI4bIwgtF+5gn0n6X8b7fddvCVr3wFDjvsMLrQxSRfpMT4mUEON8n5H5y4G3D+Pf6aQPr9HozCeLPDR4ZIaD/V9YnQcWXpIRy5gvMLUJtAHT7ToPkhh98xqFdovbjgDSZF++Fw/iMbr8SJSo8/xqFs7jn8tjhmicM89unhzrNqjNT3EObzTNqPKutDOiovZG6PFirotxatPm5s/UaSQDyT88txPuYecC3Fq48yrjr9XzpzKsr5R06qVTHSd+mjwBIlHu9nksN0QUTNkdTXhsMvADjW75DDr6EbUXsm1V/sMMweao/GVrfm01dzN+jw61oiKNoPDvWpqTpxhJpK8uWCCB3dRnR4DHL+4wCR+3vd57SjMeobgeADoArldfAqw210xnhgXZ4vyH/WDnjqqafCk5/8ZNhvv/1gy5YtcOihh8Jb3/pWuOOOO+AVr3hF221cQBKm/QSRfyK5h7WpQyYVogEyVyt9ZROH4wyR0H4A0krpcJB/MOg+6pa//drp8IELvgHd0VEACEcwGRkb9ZT+0EGBEo4iHtuo6+fghfpM+ZzwKBESac3ht+U4/3EETsTHAAC6fTJF3SBW/oGu0CiWKEqLwIuXSoiUK61H+4lIqo+7VrQfGwmOjU2b829AkxDdgaL8eYIoTC4FKSVWe5RRhFJKvDWWcLRPyTgS+ifo6mrlv4VQnwDVmlSjtiE6mE6ABoM+diYA1V8h61hRFDAyPg7PfOE+0BnxKV92Uix7j/f1AOYBA8KhPqMOv+5vyPfBtNFw/vUBScj5D4IQMdqPnkf50X7KPhP5RxZUd00O0jHnh+6fh/y/9KUvhcMPPxyuueYaKMsS7rjjDvj+978PGzZsgA984ANw0UUXtd3OhSWU4p2YHOgLM/gToRajTYhFA0lIPWm08teSQpYSjqKCJzgnY+QwQn26zmRFUcAue+4BAADr7q1C4RYEggIAMDI2rt+nNv1j2kNCaWXRfiLXGAtGemy4/GRX7DJaUv7nWNSgQWkE55+x8VElFcSBL7TJRMsp9PV+dlOE/EuUNkJZjdffkrWHoEBli4rTBWTRfjrB38hyHaWlQyC6XCUcoNKPNFUFKSksweuUINoPuV6KaT95e4ZB/jMcfinkH+2BFeefoP0AcmYlDi1Uf8VysLzuEyfC3gcfCD8882y/LGJs4YOidW0dqlRC+ynMsYTKcIvFQ/4JmozF+a9DxQZ8nYLgJnFtXWZVL+Hw220e6pPrLFytY/WazBuz8yXUZ9ZKunz5cnjwwQcBAGD9+vWw/fbbAwDAjTfeCM9//vPba90CE73AEpF2Qkpdx53chT/485J8NYv2A9CMdpQjLM4/UnSSG2iL5jkLzUOhOn/vyU+yF0Eigo+F/I8bzr97CHD/piQ2FrRiH3MiFCxcOkJIoE3DiPbTlm9J28i/H+2HRsCSZVHJe7TyL1XU683ZV/5NnHMhYivQMFt65RaPuDnnPx7iLzUuXB6zFfc75vBbmGux0uLOxZQfDRaXjy47yCFFUEL7UfjPWimW+dDkRvuBiEKYEoreWVmnfOqTW6eeP4XP+/ai8Q2uC8neBx8IAAAvefNf+aE+0fw2vHYaYAuFgqXWGkv519crbxr0p3v6by/UJ+EjYI33ehziA4w1NwLjKgVsRGg/UodfK85/yQT+EIjhJhkN0TEXNO3n1ltvhWc961kAAHDDDTfA2972Nth+++3h6KOPhjVr1rTawAUlETNp2Bs+fLJPRluJSBNk7oZLLoc1d94N9/zq5kH9LcZMjwgHLbJoPykUi7sAMKRepDE1Yq+DXgIfvuwCeMmb36Cv0/H6Q+ZR5FSmkX+8oAqUE1d0XP7I+wo5xj18z33wyKrV8LNvftu7NqTA4L2tNdpPa+W0iPwjZdqUz1MKvaII594czj++3kPIisAhI1ke/yBTEH0ilSaWzZAkQ30m2myF6C061hiPhvpECi9+H11HobASgCVFRQGlmGAU28rwGwkGAOAcJHHdUoffjPnXjPZDrGtoDwwl+SpLoyRTEfKovS9M4XWe2QUMCI68caQNcP49ENFvjx5vFu0HPMUao+FeLgzl97uJ82/GTyjOf/qwF0D+Ixl+5Q6/pixV9lngH8Y73IOxscg6bZ8nvJ+s1fnzn/887LTTTgAA8LGPfQwOPfRQeOCBB+C4446Df/zHf2y1gQtSKKQwyOGzXxEegE1CfeKFQCr/e+bZ8C+Hvx4eX/dIVX+LKGpMWJx/7PDL4Py3ZaLTSElh2vnkXZ9e/fuMp+nrqDj/XeQgX4BBCHHSmFqahPrUB5QM5P/n534HPvHyV8FDd9+DrjUh5KgyhoH8t3XQbDPaD7aikdY4wbPrKB5WpkxxMbZvUO2jg96L2bgkyL+A9kMoSlIx46jF9SXF+RfQ6lzrKT/aTxj5x/zylCiF1x2ZVcZWwM06mAySgBUoHO1HEupTeFAxFQ7+yaL9+Pd08PsLOcAqZa1nsUO+/i6RzTb02c7waxTr6L2exdFvT0lk+KVoPHhcunkRsJVJ14VpP5TlCM+NZIZfp911VVSc/0zajx3qkwv8GUqbf3gLLMzzQ/fP4/yfddZZ+u/rr78env70p8Mee+wB99xzDzz00EOtNW6hiXHm8heIIE/QNQ0ipaVsivxnImomBu/MRvuRKv9p/iovyx9H8CLtxpCmQhXG0CEvzr9AUY0pIJqXGVEsQgsqxbcN8VGx/0MtbSlwrYX6bHHM4rlU58CwDj4SqgxlGcrQ/vFGX68TOjQvUvxEDr8CukYbnH/Df2/vXVUKc1h5dGmWrni8bKzgjIa3U2zRw4ilO7dlybbM+lUpsslbTL0FDhyBLAgpwATTQdCfdSADjhQCC5JVt9b+xbfScerRmhQK/aiwdaXw+5g6LAXX9sQzW47tdajPALVXI/+ufpDi/Gvk3w92YSnHDvJPWcwMrRD1UdCinaL9BJB/SvkPBjKIi2XZYMb5xxayIPIfsFrMdRGvqiMjI3DrrbfC7rub5DCbNm2Ca6+9dlHxTwmOyRyIGeuJt9jgBQtnipRLbpx/E295UE5b5N6EsDZENPFSSnOV5KsdoShYOpY6XhBrND/wLNZiQ9yfksbIf2DhMt/7yJ/bPtopMFilSFpz+G2T84+sNTqhjoWANWtXKBxetBykYGkfnfqwjma+mPYj5JU3kZJBU5MKVuYocXm9rrhJvvDY70ZCXOM10vJLcp5NBQ7UlFgKmfSwhcYHVgQ5QRJcee9/n2klpUvXnWd11pHIMpB/kiKCxnPICozDWFJ0JXJPCm3lRQHTk5PWZ+t3gjIT8gEJrglE3TWX33JYJiwdFvLvJvkioiEZfwkgx49HZyUkZMGAyEEvN9Qnnndlv8+j5xRmtfT0icL5V1e0QJX/Xq8HW2211TDasuAFDzZ3Moc2jthi02RzlETucKV0TuVtUihiEkOPV99+J/Smp+H+m3+rv0tuZHhhbyhUlBwyYRMRzQULthwEzY0RiSlcKkETKyOJTwwSg74LLL6auoAdvhoeEHGElDakTYUSKwUlQYWSvD+yXQGEKd4kY0Gq3xMOzRuKEx4vs2C3ITecIxZjWWwPXEghfskMv11fQaslrvyjzOwIgXQ59hKHX+ykWhQympXF+VfK1JsETJDT5KDu5dtuw663rjtnHrsWZ9G9IYdf1AekI7FLaYko7LHv6u8nN21GX4TLqteBkF+fHnse7cevG3P+zfMmaD/u2k4h/zU1SaFwqJb1AjcuYVFzo14xkP++FPl3xy4z1GfQuTrwTAsW+QcA+NKXvgTvf//7ZySr60IUycboowM+7SfHLG57/gtFI//GHDoTEnvOn37jPPjQi14Kt111jf4u+Xxo02sqVIi+ur1UWM+gQpM4PKQk6syboIlRvE7zo/3OcXl+PfVmY75ritg3obhR0qZCienWlJleZrnx2xVGxxKN0sh/nbuh9H6TKf8ddhtw1KtcMaFkW9xnlE9pwJIM9WmhszwAB8BeI3GUkpDVjBXqEzDdULgOFybXQ1DxDVXqtLWWz77urcyqc/edul75rWSSL2cfppBgl+7CcbANjvsCYHKzUf59zr9vITZ0GpcpQNNHqfUDZ/jFGY0lyj9Fi+pg2g8QlFIB8h/i/FMHPd03geAUIfGQf1a0HzBrpat/JChLc12yOP977703HHzwwfCyl70MfvWrX8GmTZus31/72te20rgFJ4gmI4magQUrwKpWNDIW0+xwa+CfyueEw69S0JuaspA0Du2nLd4PpZxS4RRTyD+V0EjkTBdD/hOoYiwSCoXEBP0DyvYPham2S2VYyL+2rmTOCXIu17p/Nue/ek84QIAJIytE/rltaA78mzCHLVoWU4hf6lDYiYQdjUXKweXGOP8SzVaVpZ1cSaT7YwqIAu5CaCuF5p6Nj6zXmYvTleetDaE4/27mWfJeCvlHHP5Qxld8MKLGvyjDb9GByc1bgm2kAANj8XTCTGq/MJcZ4I9Brfxjwh/J+e+jv50+JsYIzhMBxCGF5QwfcJqlLM3mFt+CxhE72g/P4Rc7pwfDrXoHlwWs/E9MTMB3v/vdttuy4MVCEJibbowXmEqyJC2bK/Vp3MR5nn3ln0oKMqNJvvq+/0WtAGJFsJPk/FNWgrY4/4k4//gw5I0Nv3+DtB+MMA+kcXz2llHgVjn/COXWfQyBjSEhscy+4jjug7G0/oE18MSdd4L1D6yGpc/ezWqfSBAKlry0iWVxIJr/3qZlMTHnU4dCCp2tZSTi9Gr1hVJQ9vukoiaitDjzNfZO+72eHVUMXY+z2CarJHx+9N/MpTR/bNBUEO3IHhES+e/gXBi09QMfFqtgDK4CSB3Wwyg3pv3EgD2X185G/om662g/2OKnUAhTfR1G/r1Qn5TDL7Yc1e30kxPiv92DmkH+nUYTluZa6n6Sxvm3LRt91ni1IqMFMvyGDi5zXbKU/ze96U1tt+N3TkQh85DgDaMfiATArb+x+XUYZvmIJFPd438hreClshxKpFR+X5jIPgSaH3gWEvkX0X4iB6RE6ERVqiAlon7X1uYfUBhI34KW+N/tIf8tKv9gNmeP9iN8bvrdBDbIeEEaCV533yo4/5/+Bfq9Hnzo4vMBIJMq2Omw+03KQaeEy0OXSJWxNfx7CkjBa4p7UIjSfjBoUyuaxGNJ9AYcuShFJfUO6thapfgKS3DOS4CUTKuzXoNcxLrsQzehylAUEQvJV4GDl0JrItHF1N4XmiNFx1b+3fFCOvyGMvzq9SXdnn7PAFOa9oMyF9eClWnP4bf0543F+R/8Zq0ruLMKsz7ayj9xLdCW5lrqeSeO84+eqeyH/dssQWPEX4fodXm+KP8zo7UtSiWIIy8xn2PBA7CO9pOjyEjNxFiUo2i3iaLGJI781/9i5D9B+0lE/pAIpfAazn7hfRcSKlSaKHsmQ/kPKX4WJcJF14jvQ8g/tSi3FfmlrYNmq07q2JHOSXAmRa2jnH/BhO3gNoGCh1feC5MbDT0zmyrIvjjTuoAEh1hsTQJRXWpJjS8727ZL+wkroFaUNhWhLAi1f8XcU1waB6Z9Vg6bTEXK8vhHf0aCBbiSCzxphdChG4YSE1L3uu3QfRDYC3BQiKrNaY59SIqisDj/48vtwCl4jLgO46XGxQAAIABJREFUv160H0GGXyrOPyCevr4Oh3F2xicZ6lPTfkxZqVCf7iFsyfLl8OIjXwkrttvWa3ddtiv6ACN0+PWd1Rm0H2TtDEVc8tbl+aH785X/Cy+8EF7wghckr1u2bBkcd9xx8I53vKNRw0Lyzne+E+666y7YsmULXHfddbDffvsNpZ5hSB7th570AOEMq7yCG2yqzql8Ljj8UqhNMslXKXB0SwjFTzbIfVhhcAWPixiSGLyfoQAEHX6JCBDmN4LzH6T9EAt2Y+fPdiO/tGmtwjSG0qWqCJtL0whMPYJGIeqA/+5y1gxxZKCG70oS9pIrZekrPVgk81Pk8GtdG153JGBEieZrqr/d9dGi3ghQezznlXcQ4CL/mXtGAA3mHFxI/yTn0B6i/dTVUXQlETBTFFZblzhRE20LsUMjdOutaT/OAkON375G9I3poiQi3cVDffrBIIzDb+CQYgH/db32e3jmC/eB15z4AXjJm9/g1Odbmk1ZNedfhvyXWQ6/kWg/gTE8XzL8srWLCy+8EL7zne/AunXr4IILLoDrrrsOHnjgAZiYmIBtttkG9thjD9hvv/3gsMMOg0suuQTe9773td7YI488Ej772c/CscceC1deeSUcc8wxcPHFF8Mee+wB9913X+v1DU0EG6PvYISQfwuRkDYhPwlP6SwMw4761JuehpHR0fhzOo6onW6XFe2nLeccyslVx+m3OP98TnGOxK0jCYdfwrRrftSF6K/CDr9UTO22lP+2kP92lf9aTKhPn/LFahflQJjD+S+QWkA4z+X0ozwhWEtUrzYtiwluehL5x7Q8p13dQZIvygEVr/dVaM14Mj2WWHz0OOefQv41519A+/Hq13+W7KW0gLyDYd1GzxmV4fgZDvWJOP8EgIStIm5GZwDheu3MiSUrHOWfoJQFM/yGQn2Syn9Pt1UnsSMOfDbn3+kvEvk3nH8dzIRIVIbbFTr0Lt16hVNdbWn2r63rkCb5spB/QZIvE+ff7tvRJePwzjO+CNNTU3Y9LUUQHLawlf/TTz8dvvrVr8KRRx4Jr33ta+Fd73oXrFhhXtitt94Kl1xyCbzoRS+C3/zmN0Np7HHHHQdnnHEGnHHGGQAA8N73vhcOPvhgeOc73wknnHDCUOpsU2wTLRP5H0yw2mELK486EkDW5tgkA6eD/A9J+b/2u9+DrZ+4Ldz1y1/Bn7/r7QnkH/9dfUgh51yPf45QoT6NM1MYLXSlKR0lthmlkf9YtJ86wU6a9uOGxlNKNaf9zLNoP0UB8NwD94enPufZsqIiDr+yaC7GOZFK0Cbpx1qZlUUbys8jousdAvIfSuZUS/pwTjs0AsTXG2u8BZxL6/ZxxVLaczj/hfmNq7BEqX4i2k/+2HCVfY7jJ2kZxn2mAoopoodQ7ZYGY8D3L1m+3G4PwfkPgh4BQICk/eg4/+Y+yvfFUqaVsg6xJbFXmvUFW6Bo2k8H6TGUeOtRDVgQ481EQmqA/LNpavGcKM984T7+LfMD+Jc5/E5OTsJZZ50FZ511FgAAbLvttrB06VJYu3YtTKLMdcOQ0dFR2GeffeCTn/yk9f2ll14K++6771DrbkOWLRuH0Y6CkULB0qVjMNYFGCnSo2RspICRQkFRlNAtFCxdMqLvWzLWhZFCgeoWrLLccscG90tl6dIxKHrj+hmWLhnNKiclv/nBZXDHtdfDi484HEYKBWMjnWA942NdWLZsHAAARgZ9lZLREYCxUXnfUTLSqfpibLSD3k/1rsbHzHep+nLbUy/U9Xgh21iUVXtG6X4cKfp6jBZdsPqw7t/xcTNmRgNjuAt9/f2yrZaAKkv2eA9J3fYl4yOtvK9iBFhjhCPLlo7pudit+3isC2/73MmDK/j1LBv351Ld90vH+M8+NlrA+KCvxkYKWLZsHJYsHTPvZdkYu6xS9aFTFDA2Fp5/rox2ITjOuNItqnG0tKV3DlCte6FxC2DW1JB0RgroDH6n1r0VW28FI4XS1+B6Td+PwwiaI5L6rWvHuzA6WHeWjo/CVsvGw3PfqW9spIDxQV3j410YGcz7lIwUyqyzndKsBR1gz82x0Q6MdeVjo1uUsGzZOIw5+1030JdYRok9ctmycVi2rHqHIx1Fjovx0S4sGczJsW7HG4uS9Wh8tFIe6+u33nq5907qz/U4G4FyMIfttlVtr/oCry/U+l8/V4Hm5JKxrjd+R5R5n9VcL7WlYLSjYLQo7fYOyhof7cJot9ZtUJld0GNlfLB2dVWP7K8xZ60YHdy7dGl4nRpljlmqb8ZHO6z7l46P6GcbH+XNzbHRDixbNg6bNw9XJ24q9siZw7LDDjvAAw88APvuuy9cddVV+vvjjz8ejjrqKNh99929e8bGxmB8fFx/XrFiBaxatQq23nprePzxx2ek3QDVIN646bwZq29RFmVRFmVRFmVRFmVRZkeWb/WaGT8ArFixAh577DGWjjvvov1QsWZD5pvjjz8eHnvsMf3/VatWzUQTF2VRFmVRFmVRFmVRFmVR5qRkxfmfDVm7di30ej14ylOeYn2//fbbw4MPPkjec/LJJ8Mpp5yiP9fI/0zL5s2TsHyr18AJ3zsPVjxxO/jcX70N/ubMf4ORsfHkvatvvwN22O2ZMLlpE4xvtRX88MyvwUve/Abo96bh7H84Cd70r59gZTh05dGHHoZ7f30zPPfAPxM/z0f2PwSmtmyBv3jvsbDf646AX/zPxbDPoX8uLiclp7/jPXD39TfCC191GLzyg8fBlsceg6Vbb01e+98f/ie44fuXAwDAR3/0PRhbujRZ/q1XXQ3rV62GF73m8MZt/eX3LoU/PORl8OiDD8HvPXl7AAB44Le3wY67Pwvu/fXNsMtz/wAAADY+8ggs3zYQ1gwAHnt4LWz9pCeK6+9NTsLI+Dj0p6egOzpGXrP6ttthh2ftBlNbtpD9s/GRR2Ddfavg95/3XOj3pqE7YpIWnffxT8EvLvw+/OEhL4MjTzoeAAB+dNY3YP83vs4rZ+2998ETd9kZAAD+cd+DoN/rwcd/+n3WeMdS9no6fOL61Wtgmx2eAtdd8D14/v89RFTOsOU/3/MP8NwD/wz2OezP9Tu/6xe/hGfs84fR+1bfdjt84Y3HAADAP199BQAAXHraV+Bl73ybdd2vLvtf+MYJH4X93/SX8PJ3HcNq09033Agrb7gJXvLXfwVXfuM8+J9T/w3Gly2Dk/73IgAAuPjzX4Y//zteRLbJzZtgfNlW8NhDa2Hr7Xljc+Mjj8Ajq1brcZ8jD969Ep789KfBTVf8CPY8YP/scrDceOnlsGK7bYPvpp7HHKHG4ide/ko4/qJzodO1t1Y87z+y/yHw99/+GrkOnP/xT8OrT/wAq/4vvPHtcNAxb4bd93sxnP/xT8Nd198Af//tr5PX1utS2e9BpzsC61evgfUPrIZn7POHg7H1Othx92cl69yw5kH41P/9SwAAOPHSb8OyJzwBAKo5/1/v+xAcd+5/Jcu476bfwDY7PiW6DlKy5s674HOveyu84gPvttbsRx5YDdvuuEP03ivOPAsOePMbre8+88q/guXbbQvv+MoXYO1998Oq394GzzvoAOuai079N7j92uvhPV8/AzY+8ghc+Y3z4eC/OVr/futVV8OzX/zHrPb/5kc/AQCAPfb/E/J3al2u947piQkYXbJEf/8ff/t+uOPaX8I///xy6/re1KS3zn7zpJPhyJOOh7Lsw8pf/kq/85U3/hqOv8gwEu687nrY9fl/BAAAl/37f8JL/vr1ei+58QdXwK777G29s3WrVsF2T30qXHb6mfCUZz4D9jxgf7jynPPg//zlawCgWr8/tO9BAADwli98Gnb74xcE39WGNQ/CE57yZP159R13wudf/zZYsmI5fOTyC8n++uk3zoX9XncE+RsleG395kknw/5HvQ6e/PSnRe/5welnwkuOej2MjI/D5g0b9HiPyY/+6+vw/S/++5yn/cwb5X96ehp+8YtfwEEHHQTf+c539PcHHXRQMNvw1NQUTDme2LMlmzdPwlRfQU8VsGXLFPRUB0ClnZ56qgM9VcBkr4SuKmB6UEavX5XZUwVA0QVpxMpeWcB0H6r7xc8yAVNbJmFyqg89VcB0v8gqJyVbtkzB5s2TMDExXT3zoC/Iayd6erJNlwAdRnumpkuYnC5bafuWSb+NPaj+ni5N//ShG62vX8R/D8lkTwGMFdBXXVCB+yenq7ETasN0Wej+6JWFVc7ExDRs3jwJWyam9L0TEz2ynKme0t9v3jIF/elp6EGXNd6t9kyXMNotBmVW7arn0FySLZM9mBy0b1K3Mz23JqcVbNo0AQDm2sme/3zTfQWbN0+KxmqvX8DU4PqJ6f5grTBjU9KPUz2AriqgB/x53lOd7PVF11uPRdXe+jI5XcJYpB+nS36bqWsnpkqYLgvoOg7uuO83b56w5giWeh3hyKZNE3oNnpjqw5Yt4Xv1vO4pGOkUMF2CXpfw+E3JVE+hdda8l6megk31fpSQ6r7wWp6qe8uE/ZxTjHlBrVVbJqdhZNDf0z0FU4O+tK6ZmIYtg+fC62MtPcEYn+4XoCA876h1uX6/PehAgdfjyf5AjyicMka8dXbzpomBnjCi16XNE9OwaZP9viYmTR9NTvZgqgcwOlLodrhrWq/s6LFX9wue831VeGNlkuhjALNX6r4avOuyMxLsr9D+E5It6PotE1MwHZiDWKam+jCtCgBVQI+5N09M9ue84g8wj5R/AIBTTjkFzjrrLLjuuuvgqquugre//e2wyy67wJe//OXZbppIcpKcmJjXdQiweLzqdCPyo2jUoT7r6AithuJDUnv660gCsXqs5FO8fmk32o/fRh3nPxIe0JXcKBh1NItYVB0dhjKU5CsSAcEEjMHh/ehrySRfGXH+cVQPPdbajNLTkhRg5rOJUJN+Xmr+diLvX7Rm4HDCOtRniX7ml2XG1gyH+kxkpM4r1I9ygkUU0Yjoj+5IlyzDSs4YifYjCz2Mkyslov040bo6KMljtD1eOfT8txIEpqTIW+fq8eCuL5yQj2RCKDRGQ5HOcHSoTqfjzetCEp2tiIdjpdblUJz/t/+/z8KFn/mCXwax7uAIO9aaEAv1Cc76TlxvhfrU34Wi/cTDc7rMhViGX3xNHdabI1aoT0mGXyJfT7SehRbq05UVK1bAq171Kth1113hlFNOgQ0bNsBee+0FDz30EKxZs6bNNmr55je/Cdtttx18+MMfhh122AFuuukmOOSQQ+Dee+8dSn2ti47KJojzr0Nt2TGvJaHVQuXmR/q0J+awkny5Cmds8oU2pXj58bB/EjHx3U1fUItGSpHJDfVpDmKRPiJyEbi/p5N8VZ+rJCmBUJ8lVjLrkHQZyj8KzdZ2kq82BYfw0+3kHHbI7JVthfpEcdxL+90BpA+hVjOJ7NWMBjReF6gDdVMJxXOvRaLM4f6oc5F0R0ZIJRz3RXX+SByyGVJFoTRzOtbd9VzSB2prfPCz8/pZUgGVwWs3lSyLV7mpCwtH+acAiUqZN+Fw6aRRaE0kDrSi3BedInrwpMrS4byJ3w57/99a13W6XXL9x8p/B+c1cDP89u13i981FRpTtwkfkFD9VMLL0LvyxoN+15EOqw+tzCmriP0kJXgd5Y7ZBZfkC8sf/MEfwGWXXQabN2+GnXfeGc4880zYsGEDHHnkkbDTTjvBX//1X7fcTCOnnXYanHbaaUMrf5iCBwVXyfOUCj0AVRPdvxEyZxJw1KjTkJB/B62KKn5Owhlu+a0h/31i8dPxgRECkkL+M/uSs5jV/RKKR17Ffk4gkvjgF7wUa5mF/a9A8DOFELC5IEVh3nG9uXEUX7yx6cR0xPgYXboE/uK9x8JTdn2GoE0FeHH+0XuJWRhcyen7otM8w6/Omt2itSdl7ZMpc+baPlL+yURt+L1GQAdpki+dcJEZ519bplD8ckgciOyCQk2RIP+F6CBr1QG2EgfAy/RKxYTHifBC1g88XqgkX1JrWDS7NKETUEo1JTEl2EL+uyjZltMUN86/fbjzr8eJu1JAYC7yHzstKRCMW6gyYuu/uQdeNFbZa8P80P3zov2ceuqp8PWvfx123XVXmJiY0N9fdNFF8Kd/+qetNW7BihDBA8DIv6H9NNL+oYE5vV6Etcl5WMq/XU8U+Q9+iFbQ2kSt22onavGTg6QUmVwKFUv5TyRFidN+bApWlRQnoMCgegrpwokEbxQxBGzWBaHcEkWZslZR4+M5+70YDnjLG2GP/f+PqE2G1uG8O5Ah3DkWvgKa034kFCqupJRU19IaE6yQ9aamAQCgOzpKXovX2hjNRqLMKGT9LYoinuBPUygH5SPqjYj2g/rFHb9cxBPT5CRSl+++m9S6VrUvkHUcZbytNwM3060e/0RiTFnWa3niO3bytci4wUnQTL8zMvw6m6r7fi1wIQEEJpF/Z9+r64rSfkr+uB0UqqXs85gTGEThZhZuC1ActmTtpC94wQvgS1/6kvf9qlWrYIcd4l73v9PCoK+4opUKR/mpFLV8ykqTLIszhfy7aHNMCXBN0Bwpm/pN4LJqxBcr+l1f+U9z/nP9MBjoV+KaeIZfcw1AjbrQ15YWtzxfcSsJRWNuIv9mLmlFhPPYFqd2cFtLiq6FUhLIv6Qe7W8kOZgm+M2selVNN2rTz0NBGVX+bUtrTFzkHyBsVbOUxMg8kwA6lmKamGfafwplTcbKP7fe4PowAxl+9TO4tJ+SwfknlES3D+prrHUHK5hUhl/BnKjOGrL1i7OuA9DPV4tF++n6Cruuy0L+nYMeATaavjDj0AWvDO1zoDgHsjF7/eLQTCkJU7V8qWiqNjuAh/ybuWsBrzFZyMr/1NQULHdSUwMA7LbbbrB27drGjVqoohhKrCsFUvYB0ABUbdB+8u51+d/Dc/itF+N6YYkoARmc/5j5XSoU4ms4/7QTFCXDRP6TiAVa4D3FzfHzgIjCYLelwSGT5PzPPeUfEMptfD+EyH9tRWvJuRUHFTDGGkT7ESjUOfQbiV9TSFh0P2mZCUW3owMqcJB/m/MPEEH+nWcI+ssI13R8KI7Ns3ru63UKO7uWyjqwc+pzGytBYbMpYYPifYdfDvDhr30FCnqB/b8spRdRIat22/NTNCcy/Ow4zwYQPwCVWPnHAUMSyD9eLyhgqIP7LgDOGOu3bRl1xZ8fPmDhiYCu5vr3Vch/+j68D2rqUuKwuaCR/wsuuABOPPFE6CJFdMcdd4RPfvKT8K1vfavVBi5EESkwg7FX9m3lR8SxDLQhW5GqFcFhROOwqmEsAO61wJ98Md66VMzhDCP/1fygDgQhyef8y/qI/h2hIZ7ub7+LSmEIKP8W7SfTuQ8A+n2zaZkoJXPQ4RcpEZZylRBKkWrtII1pP/Wmh6qT0BVylHCKHy0VfZBq88Cn4vPA+G4wlH+k+NWI5shYSPlHtB+IrDuCNR0HfSgKgJhmWRKKrRWthY2X0OtszBLoSdVY3rVE3W7kHhblkUL+C6SMIwXWuhYpwRRgJrWGSbV/xbBqVNdFkH/UX/idu6/LHvP2mKAoodh/gKK9VhfV9SZoPx7yD7qdIZHQ1ary8GGV16/U2pNcGxay8v++970PdtxxR1izZg0sXboUrrjiCrjrrrtgYmICTjjhhLbbuGCEmiDYJEeJRu8c5VISoYEumEB3meJy8YcXgcWuJ9Eo8yebJzmEUJ8Eym85/A5L+WcgIGS4O+sC0P3o0hfc0Guxw6f3vnItTJbDLx9Rn2mhov1IaT+GvtHs+SY3bwGAKqqHbhPBnxVF+8mi3zTn/FthKVuSip4S/p2L7gHYfZhG/jHtJ7xGiSyRCM1M8cmVjvZjDqeYFsZeM/F1jnIoof1kvdNB+S7owAr1SSH/HXMIwXuBFdGoLJ0+dpB/wXzNoTuVGb4YXhlWqE/j5O1OBA/59ywgdrm6L5AS7iH/g/7V8ypA+3FBDw7wl4rcZV9rR6NSpWKt0ZRuk5orMVrhXJKsaD+PPfYY7LvvvnDQQQfBH/3RH0Gn04Hrr78eLrnkkrbbt7CkBlVxzOfEQAo6/DZUXCvnpezbK6mfZ1gOv04+gei1FlgjWDBbU/79KC/1u5IoTbmKDsv0nUL+I+H6POQ/grpY3zc4ZFqh53J45zMlBOefMycsqoWeS3l9dfW3LoROtwO3//w6eP3JHwErj0f9OtDLFdF+Mhxvm/gU1TKMd54K76stqxzkHz1ff+DwOzKa5vxHfWuStaJrsT7GjvaDrCma717KHCd1Wx3aj6T1WayfGvl3aT+ZnH88b0uF+gj7GoGZm405/wWANL8P238tfJ3N+a/1h9IrOxXtx0P+rTj/teXSWVdczn/gUB1aL6N7uQD5d8GqsixZ6xO1TiaBgYWs/Nfygx/8AH7wgx8AAMBWW23VSoMWslDOWcnB65jubYffJsh/Hh2DcsIcVgQWGe2HjkKRuKlFh9+qfoyYU6E+hyU85J/j8Bu4xuX8xxx+0eLYhPZDRRaZk0m+kOKlkVVWnH/0Z4Azy5WVN/warvn2hfCsF79At8m1RljIv8ThlxluEEsryn+dXKxFa48iopZgkUT7wSBOCvm3G5HOp8ESC/lPxPl3aD9FUaCY74S1LlhlEB1g6zy5a4LxAbOVr9xgB0VhknZh2pJt3UB9TPgqSEPDKsWjm+h2Mw42ABDdI/vTCPnXBz7/XdrIv/07FWBEsxJQ37lzfrcXPR/Wr1otDvXp7zfVO7QO0aV/gAmJe3hRZcmyTJLIP2MfnQ+STfs54ogj9Oezzz4bHn30Ubjnnntgzz33bK1xC1XwAE4tXO6kKRDy3+SEmR3nn+IpD0kho0IURi6m/47eIgwVlijLFWlmwCaS6/SGJR7tx6H9lL7ZWF9rIf/ycVY6KGVVphx9nikpwPgiGGRVxvlvepA2c2XQJjeaiyMSRT5nM0tlnOVIPaZbDSiAqG2U1P3CUbos+uZA+Q9x/q0mxKwPgr7GPjpFgkdfz30TucZcLlOibMXY/CnYj3IjQWnOv93WJJ0RaATdGqOKVv6VKs3BiGi3NM7/sEJ9xvQIPJb1vLfMRv515AHV+djBnH8dlMPuj6O/dAq8+fOfTkb7cdcj3ecROm81lQV7fQbyTwEPycPm/ND985T/Y489FlatWgUAAAcccAAccsghcNhhh8Hll18On/nMZ1pt4MISH91LTm5klgSgPewlUmIUI8fpqvQn47AUMgMyy2g/7PBoLXL+KWXBjQ88TOFF+0kgFhE+tH7vFu0nwFt2HH6lTrra/D5PknzhA44kKpGrZHDvowsjUEs31Cfgn/jvhI0+2hXkU9icmPStIv9KRXnUsQOTd20XK/8VujoyOsZuhyub1m8QrUcYvEgploZCaSxTVsJIkeOkqd+Uz7dESyNBmfEwQP4dBJqz3pNrFVLm8XpmW7dN39l9Vokszn8GEMKM9hNb//sE558KdelZ9RPv1/If0IdQvz+Wb7uN7qc+25KB2gH+3/Vn7tqklL23cQ6MADTwkNpr5wvyn0X72WGHHeDee+8FAIDDDjsMvvnNb8LFF18Md9xxB1x99dWtNnAhCWXaT6GxhvM/CLeHHH5zkH/VLwE6HRiQseX3Y55n3cYhx/nnONDYkVOYxbeQKK0WMn18Hee/sXNFXv2ucBat8MJVK/364mDX2eZheWQPE9XDdrwDmJm+lAoOq6l9czhzQvl/5yvMtmUGI/94/sQyCQebmREOt0mMf1VWa1QITWwiqXXTDa0cE2zR6/UEtB/wFYR/fc2bYO2998GzXvzHrPurQvR/ktGVPIdfy0mdT38sA/TKUskcfiVKcL1nhTn/ebSfToH8HhB67dINzZxqFu2n6HSgEObmYTu0Ooe3ep4DAPRxki/N0wdwN0qMyrvRmyjLjpUjoe4joj9wiFRJMA7vu34JgKaXiPqsHN2lVDzkn1iP0wfl+aH8Z62q69evh5122gkAAF7+8pfDZZddpn/rCszJv6uCUQ9v0jqTw3ckbBbnv0SOqVlKe4tUhWRVOkShjPYjiv3b0kQlzcpFTfuZG8h/OtRn+DDk0X4ggvzjcIKFXGE3igrK8JvBO58pwYqXTsbHaKcbR7sqqxnybxA4IskXqkcSpSSLGpfx3k199vtvG1yIzYOOSPlHIM4A+e8GHH71dUTITQCA9asfhKktEyBRHKzDeiJvS92XGiktHOWNe8ALgSyOcpUSUajZej0fFO9l+GVEZiIPCNgqqYy/k42Ao0MNYV0RUTozgh+wkf9I35eEwy9F6/GSfFnIP+XwiyxHEQpwp9NFtJ94dENTof88HlCqBIcJ59Bfln0e55+4JkmfzQBLZkOykP/vfve7cPbZZ8Ntt90G22+/PVx88cUAALD33nvDXXfd1WoDF5RodC8c7adGvWpxHdAsnl1Ghl+umTh1f/WhocKSqstROKPXEopUuvy8KBdkWTHkf47QftKhPjkOv2YjDm04rqVGSgsznH8f+Z+Jg5RYEI1BlIyM8FPJpdC5/jFuJBNz4aDJgjHJTQCFBUeTkUq/14eRMT+3SRuSovqZeOQch18/ZPMIE/n3pw5/rdN3oPULW58ooRx+ASn/Imsp+T1/LZUe4Ot3Ecrw2w/wyO32BUJ9onC4QYdfBHJ5oT5F0X46UBSyucQJOVs6im3VLtPHVrQfpE+4Q80N9WmBBsQAMQdlxzriXtc1jtVc2g/l6OuOL4nPnmfJ4CakI95vkj47P4D/POT/3e9+N5x++ulw5513wste9jLYuHEjAADsvPPOcNppp7XawIUk1ATxUIzAyDFZNsOcPY4YNC2T9kOgiMOmYrAmasbETjn/SYRaEOaew2+K8x+2JmmeNN4gQ7QfC/mX81w1Amc5/A73oNlEChTTXkJV8eJoQ/7zGeAfzUmCv17XIxmTnLCXrnQ6nfyDjKPktXrgi1i3AMxmz4kog4GZWsFK0n4CvHVJZDOrKMRvAa8bAAAgAElEQVS15tB+zNpYZCH/IQ62hEIpHRfuwdZH/jmUR79tVlZkZa6x/dpspdFtu8QfJWst5My9xIG2tGg/Pk9fX+c4/FoWkAjFBh8UqPWr6HSS0X68Mm3nkupe7yAkAECdvb4s+7xQn8T7TdY5T7T/LOR/enoaPvWpT3nfn3LKKY0b9Lsg+PTtDRT3BO/EndbRfjL56ibaQyEy/ZvmNUMRJWIWHwbyr0IfIvc0DZfqlOWKm9p8mMJZBFMHhDJ2oNTIf/0xRvtBZSQQydj9Nu3Hz6MwZ6QodMx3He2H8cz2mK3+yY72UzrKneVU2czCwEEfKcl9VzoyzRAsiynkX4e/9CLK2BZZAPSulDLIfyLaD4kuD8oAQIdsjihlDhEFkIqlQU1tKlXHUnxlyZLQJ/QXP3iC9H3qdatee/rpg5kr5PqM/otDWeLx7q5zrtVCxvmXOTpXbeEdbGJ9TyH/lS7sKP+ewy+uJAxM4jlFrV/dkRFR/gzdwPrPUgF0/QOcxNrkXlv2mdF+KM7/Agn12SjO/2677Qa77LILjI3ZEQ5qGtCiOOJuZomNqLqYjvYDmZx/HO0hzyyPkZ/2zfJ2VQJTeACRit+Sd4AKluWIjvM/A1lpOcg/C7EILfBO6LV4WFAb+ZcOM430WbSfOYz8E3H+Wcg/xfnPPdy4nP8Opv34TpoiznUmNS533N/8w5/A7++1Jzx010oAaNvhl4v8O06lZR+6znaJEy72p7nIv/Nv/TEH+UfWtwrFDlzT6fhUOsz5JyggyfaDveZJypAecPXBtqZGEc6tKQlZbnCiKo3847XU2We9DLaS+ZoR4pRl1QDljScsVt6VGPJv0aeIuPhBYAitX4G5qp2PM2g/9Xt337NSvP6py8uhBlP7TdKCPk8cfrOU/6c97Wlw/vnnw9577w1KVV7TuDNHRhqdKRasuBtvtRHR19RSL04a+aw5/5mKK+XwJRHLJJqhSGTVxXhOlyMYk7X33g9P3GUnWHf/KnZ0jpTENqBW45QHhMf559B+Ush/egH1MvyKN/saBcXKvz3+55IU6BlzQ33GzOYcMTqlOUQUKImTe2Eh4F1nhfqE/HF/7kc/Bf3paXjJm/8KAFpG/hMIdYieEKP1gQJE+4nvfUaBdZF/+3eOYKf7EKVEU2X6tTXFXG/CPgqUKGvM4u+V/UVE5OuBHfghj/ZDvD/sF4M5/3gvcawi7l4n8V/oFB0oM3OeRCWxP6p+qS1AeJ1yx5pLs7QTZ8ZoP+ZgEGIT1PMiK2lZxFqWC/SpPpP2kxHqc57o/nmc/8997nOwatUqeOpTnwqbN2+G5z3veXDggQfC9ddfDwcccEDbbVxwgmPtJq8FB1EccHXL0s+4xxHKITDn/sGHqqxhKf/1iZ+FPPrtCsn1F10CJ//FEfDD//haa575sXJmAq1mxflPjJc4r7P+F22QETMwznSbm9gGm/dL1/I1h6QoOmaeCqL9UChq02zIZhwgnx7iwCbpx1zlP9vi5VDM2ub8cxx+vUAMxNwxFAqlo5gkHX4D1swc5N9CXAPruXKdZTXyb4+PlBJlDg9hBXBotB9nbHv+GJn+TnaSL/OOS/dQjp7Lndeisdkg8ln0msT7w9QlHTBEOSANUA6/uIx4/Xq9Dxz4uyOjXh0xoUAmr72qFOb0QfeWJYv5kIX8L2Taz7777gsHHnggrFmzBpRSMDU1BT/60Y/ggx/8IJx66qmwzz77tN3OBSUFjtiDZlhZlnYOgH7f48rZtJ985L/T7ebRfqxJWf07NB62nvSMaA4BczR9rYK1997PupYrsQVhJpR/Fjc0hfxDRKF30LeovwTeMIsCpFCIpig4DmcAc5P2g/n1kjj/1AaXG8rUHMoGTcLhR4nY7JJ+zD0g51ppXIpZ20m+oso/FSEJ6LmDwyZyHX7DEcxoBYdTVt1uilLiK84I+UfjI7lm1rzrgOVPYonOpv3Uw8ILj82J9uO3DTtJW7QfhyZnO/w6tB9pnH8x55/7bIm+18sxz+HXfe70el/9GQokIEf+/b+9A7jQYuU+Dwv5J+P8p0G0+SBZq2q324XHHnsMAAAefvhh2GGHHQAA4O6774bdd9+9vdYtMFHOZuYtmEpZC7hSSqMzNO0nvw1VOzKQfwIOGFbsdSr6QvhielNKXduWiS424edKnH9etJ9QhzhKC4Ec6SvRxpEKQUi3w+Eno+/mosNvgZwtlSA8pSKV8twIOa7CXFi0FHQlAEiR/7zNLN95eWDxqykqbVK9IuMWwKxlkmg/AAD96SrJV8rhVysygShvEjCicmLESD5F+7GVfmUp/whISqKZtQJOw8Epp1MsuTRAk+TLeTesUJ/E8xW2X4xZdxz6CxovLg1EEjVrWBl+UwdaANN3dfupA59L6fKikUWswiZaGf18tUUsJ9qPoa75c4Y9XxRY7a+Q//RtOch/a0rFkCUL+b/55pthr732gpUrV8LVV18N73//+2HLli1wzDHHwN133912GxeMGJN7jTa4p1FlTx5llJ1SI/91tJ/MUJ997PzTjPNfb85D4/zrDZG3AOq/kw459H1NJFdBaks4yH9y4Y1Seep/zUYc4ie7B1OxqZuw+DRF/nHGy9bFQv4FiakoCl02ym3PlQoJHvxCOPyKkP8MeqG0DqfCwb/VP22uL9XzR5D/Do38U3MHO4vWsebZyL/TBjMUJMi/fWgkp9mguImNm6p/N20aNN7QfjiR4x5buw623XEHeHztOu9Zqr9LdtOl71MfxGolMIPzH6L94FCfxqrpws5I+fc4/7JQn2KHX9bcSwOB3vpJvG/sjOuNz8jhrso3YesnIeEc1Pzy6/fuOPziw2+yDNvHgYv8k1S65EGZ1aRZlyzl/5//+Z9h6dKlAABw4oknwsUXXwxXXXUVrF+/Hl772te22sCFKDpLr2taBmVt/viznlwj5t68JF/mnixFg0DNhx3th4t+mA/8a3MVm1p0KL2G5TSVZAIvSB90OKE+8b/BRRCXkRPtR1MUHKQG8hXBsiyHpvzjTV0f0jnRfizd30bmpGKoEegQQcT5Nw6/cxj5d1DwdkN9xkETE7vfVzRcMbQf5PDLDHYRtpqxbq+vNlGwAtHb6nb/8nuXwiP3PwB3/uIG2PMlfwodFHudg6Deee0v4Zv/czI88NvbAk0RIP/CMf7Q3ffANjs8BR4cRH9y3wVrf6CSfOE5AkonJ3Qtcngd8qP9SDj/8lCfLM4/x+ri7NXU5ZZi7r7PGNMA/ZZ6Pi5HH4g92p8zgiRfDrBV9Wuuw6/S+36gMlabZluylH8cyvOuu+6CZz/72fCkJz0J1q1bx3+5v4vibPAeeq+UPaCU8sL1WRzFjDEWM2HGpEZOKc7nsOLY68VYGPEgmZE0YLrOER1Kb7aRf8ZzpLmK4U2kdJRLMkcFqsdEnYEMtMu8dz3udPKsTE78MNclHDlFz1NptJ+6qFyFuS6zLggrKr5VTBbqM9Pht6nSri2lLTv8xmg/gXjk1D1Yea5DfaYcflVoTXMP1wxRyljfrIRVRH0TmzbB/37167DVNk/Qvxn6adpxUqkSbv/5tcHfSwEYJU16uPKXv4JvnPAx2PjI+kFdaWdsr31UtCYMTCAww7XG43fShPPf6Qwn2g/H38J19Mc+IFSEK+wkXF8f2ldtC1S8P3IcfsNUOT54Rzn88pB/QvlX4b2vrms+iGhVffrTnx787eGHH15U/BPicf4dc523wVCOhDq2dHwABtuAkf+MWN9ktJ9hxbEX8GCtK5gLIePSdL2aS5unILUlLIQodU0MvXPfRWS/Uej6nHwSbobNqrjabJ2ZOGqIh7PC4Q4DcJF/9JwJzmyyLK24GPM+5byak0k4t+9ylH8v0VBmOSFRiN5BCc7aa7eLov0Y5b9kJvkymozbLnSoZgqOvV4EIsl4yd8sRRZTXtjVem2u6+GupWL0GwAeX/eI6SM0HsuSl+iJTsKIwuHicpQd3SiW5Et8MBVz/hn7CsPq4ivJ/niwxrhTZhk5YFSKta2fhIRN+yFARi/OP/PdV9c6yD+X80+t4wqi/b0glf/bb78dnvSkJ+nP55xzDmy//fatN2qhC+aVhqInANiKk3KVf4GDFZYyU/l3s27iv4eF/PvhC2MX+wpj+Fr6vhwROSUPUVhRIZKhPsOmXf01OgQEy8MbR46pW5n3fv33LoU7rvkFPPrgw4PimtFihiFW5JRc34SGiq6bAMk6kBAomsjhN7PvshB7cn2ZwWg/gjj/HWRZ6Q0cfvnRfpoj/5bzcsCZdGpiwvqXilwTncuoLu8r910x2y5F/j3HVNxWRznnlgFgO+BWP+O1zbwnzBVvYoUKWWdiwjrYcMAxrw99YA0r5l6RkXmDgcjU85X9XvR3sv4ACOgezBIl2u3gIv+haD+xLp8fur9M+Xc765BDDoGtttqq1Qb9Lgim/WDxJhdCc0odRQRt6DnKP9rUsrJ82rNyUM6Qov3oOP8c3qOPGAavjRy4pOJG0Zgt4WwSKQQ3mgBJL8Dm6tD4K9HimJNPQscmVwrO+cePw2lvfRdSqpsh48MQK8PvYH5xuN/kQTozmpFrmet0aM5/lsNvbpz/DP8FyrLYapI8RJWhhDwwQQA5RpHX+hr5H/Ouswuiy9OHt/jd9j1IIcNhK7Gc/0+fgQv+5fPwyP0P6HtqMbSlNIJKrgvOu+JH+5E6ATnvwsn83Yz2g5J8YetZXaWyAZEmkacsB2Om8MJcM/rdtTQhK0ct1oHXo/2EgSFAlJo07YdJ08FURQ1suAdmPjDh+VdyQ30S15TKT5BmlT3L/n9cWUzFO4NiNt4u+uyYopDgwel600uSqlhtaBP5r1HGYWVdDWyU5KXWPiQwnTdF/qnEMLMgnOdIh/oMJ46r38GG1Wug7PfhkVWrw8nXsFm0kKP1FCrlWr6kMtT3g6wbkkMGdWDNdkpWzgYZRP7R4YApuX3XNImgm9iwDanQwvBc0ZZVD/n3lTDcrpKb4dc7RNc/6Aui99tlmfkaOmTf8uMr4ZYfX+nVD4APL4z1g/jdm59c5F84xv24/mjegAqvQ1YhBPLf6Ticf6MQa4VT2fO0yVgMhfqMRSJjKcsc2k8otCzSP6zQyg4QFLOY4T5KHdTzMvz67dNtZEf7UVbfs5N8Ue9FQXSszxfaj0j5pwbAfHnQOSEOTcbtT28gF4XnjGNH+8lR/hHyI1DaKc5/U7QyXWfIy5+62F8sIhej2xoq/3VM8ll2+OVsvCkEN0r7GXy/4cGH4ORDj4SN69bDcw/cP3CtczDNdXIjxlq28p+JXnOkICx0LCEO0u1FyEF0K2rOzkC0H27kG0satjVdfNhiBWD63+f805zxqlBgh/o0FrSAMiY5PCIlxMpWy6gfwAkbnXT4TVsGYmhoE3HrjiHUlJRlAKnFtJ9SaYdWTCdxg3LoOPmxaC8BCVlnYpHIWCGc3cAhhPjPXx90sPLv9iuei5HDHXr3w3D4Nf4wBOefuX+rsrQsTqpfsgJRhPxoovXOE51YtDoXRQH/+Z//CZOTkwAAsGTJEvjyl78Mm+rYwQN59atf3V4LF6B0cPhOC5SzBw1eXNxQh9lx/tGmI0Fk9WZFKWRDjvPP4rNHLCihcgcf8hoHg4UssJnPRQlFBJqenITR8XGY3Lw5PKbQ95pCENjsLXSxUahPwvkzmxYzzPdjHAc5Y7UWRXzK5vw7ymNRdPTmRm2kEgRzJiltpLWn7Wg/kTlvojY5b4cK9YksuJr2k+L8I1652y70D08UQr2Z88zm/JvDYUpxT/7u0GPalTDgyOJ9B955ByU6s9pvPYt9nxXVS+zsS69fZa8PEBg37EASScuNW64/DvHapZTzziNjBOsxqbnKBhJw1SEQkPPukVhh1BXT4Zfi/CfG+jzR/WXK/1e/+lXr89e+9rVWG7PQxUWyksg/vtdxJIxl3KNEx6NHk0+E/CMetvmy+mdYtJ+6KqnTkyTUZxPkH6Nds438s5y+Am285cc/g3t/fTP85kdXwv5veh19L7HaBd+L0v8BHAaTKxvWPAg77LYrbFjzEKqrGe1nmA7ZVmQdwTggk2/lWtEc5bFwUE1XJLzrYVpNXKEiPbVaPlf5V3Ys7xjnH5TSGX7TyP/gH/dwoRc7/jNjK0Y1btLv1LL8osNLTl+7FNBhsQA8toGFUDPAnlASs0CoT5zvpL6tHgtuSF+JdAIOv7H5xd37JH5u+LOVtNNy+LX7LBUMgpuEke/w6+/RZKhPQZx/3Pdln8n5Dyj/v3PI/1ve8pZhteN3Q/TGTC8gMRMfHe2HX3XZ71fKP+b8C5B/N847gFEIh+bwq82wsmg/KQTKBv4bTFS0+Mx2qE+OhPpxamICfnjm2YNrIuiOX2DwWq3MgtzJ7YbvXw6XfOkMeODW21Gh1T+5yrEEkZdKQYTk5UibB2kzP41jdIz2I0L+Z3Azszf9IRyombQfrQxq2mU42o8CPvJvmhHwrUksXpObN8OjDz4M05OT0J+eNnQLtmM9Qv4xCJVEz6nvnHc1rHHi0n6cQ3Mqx0nFX/e/L7BTPCDHYeUrnPVY6AQsQywJcf4jaxMvgVnGNfpwEwAfnQNhLAEkVoaToT5zOP9U+6Aac+w4/w7th7sfhKL9xNbEYdHf2pZFh99ZkJyIPTpzqEX7ESga/RJg1A31yVekKKTAnPaHw/mv+4aX4Rf9zTADk38LBVtfZjvUJ8vhN9SPjMMQ9XWony2zaEa0n7Lsw303/cYpczDWcpXjYVpmCvBC8rKE6PfssJYU7Uc7/JbedTLO/0webIeL/Jcp5L9rFPoQJaIWMsMv0+E3eHBOzOOy14fPvOoN3nocciaNlR+KbJTTruEi/25dtvKfRv7pgwmOvqNKo+xWyqwDdg3+qd95jhN86IAWi33PUlIV4/0EkP/6wcp+3wP2PHAiVIdngQpLn8v5J/zyvD4X0H6UUhbHX5WK5/BL6TZKQQhhLMsSHr77XlabZlsWlf8ZFPd07MX5jwzkehEwpmYQKa79fg9GYdxaTGTh/uq2+YrzsJJ8GVRdhvxLFsJmyL/yENdZE47yH9hIWP1BITGhpqCNo0CKMVuougbfdbt5S9Yw3w+2bsiQf18p72Rn+LWVFCuBEXXIELyTGeX8E+BCuxUklP/CWEssJTNyeFRKoWg/PIdfHKHGQrJTITeRlQGXZ0WuSVdftXXgkF0pvgLARH/V0jqaEhf5t94Fg7LkKMd1dJ0CbM6/dTDTurGqawEAaET7qQ5o/vdR2g8H+BJSgAEQmIcOkZ4vnKObxKzCtfUlhfyzaZEEQOcl+VJhPza/OGU7/HJDfRIW0hCAcNm/fxV+cvZ/w8Z161ltmm0ZUozGRaEEm2gBfIUktogpjfznhfrUnH0r2o/E9E/QfpCiMQxxFyjOtZzrKVQhR5QyXN/pyanscmZKxFGTrK/jm79Xjx4cPOTfNuUHyoT8sSbh4kvFihcuQMmpMZv9fB7yb/jMtjm/+kcy96UoZ5OwqhStsE3hcv4BnINIYp3oTfMy/JL8ZYklMoKCs5D/AH0vGQaYnJR+ucMIqeuh1h7yn4hihpB8ACcRHxHqEyvC7vsK5ejhSHVA81WuWJ9Jc9xwr3HBgrJ0kH/nwIT927yyERCZ5Pxn9FtID+BEqcKNzLGqUutxKMmXUuW8UfwBFpH/WRGM/GOJoZMmfTYdKSglOl15Ju3HJLPyN6phcf7rB+RN8MwNtIl+oQAu+uyXYMdn7QYP3bWyQUHNhXVACm6SHCWHUP5D78XZKDjjzIqeQR00mA5lIRl+nH86RGRUiK7OjvZTh5xF1jjjvIqVJXM4kLQzFovcb0spj4Sib8Zo4xDQ5ITF1CS+svstSn1SCsppHvKfOkSL6RuDf0OKJdVW/yvZXkK1JcdhmV2P07jSOcymE5TZz1dTYHGIXovqg+mcLu2nk0/7AQhE+4mMLY6DbJbDrxPtx3OKdsq0qJx+6SzwoixLQahPq/jqHxf551h96msJmg8rwy81p5Tfn7id80UWkf+ZFNfk7kywKALQt5WfFHfVlS2Pb7T+BcgM90cgc8NC/mvTOAv9cEyU7Gsb0EGUUnD9RZfC/5z6b8M1e/Mak74ksFBylA/yXoaVIBWFhHQkpxQUx+wulaFm+EXcYYlvARntpy3OP6b9EAi2yOon2GRxHTkiCdmbVT5z3VTKfuZoMAZlqDjcsKSUNYb4QFXm1Q3Ad/glo3Y5yDhdbXhO4t+Hsg5GrB2Vw2+67bhd/YFCbfvFKGuPM1ll7T2opt1K/GCsMN1C2k/MH0CLgrTi6f7uHNZ85D9+GLCLMnMlplNIEsFRezTJ+ec6/CrlzQ8W7YfwjQo9x6zrAEJZRP5nUNwN3l2UYhtsPfB14hzBwAcAuOUnP4OHV94Lt151Dez10j8btEMS7o9Q0uoJn5uVNCWUiTx4rXdbstzqzwaKSkvlzJRwHH45Cn3sO/394KcCJaojr+1XKHGNxoXa0DQJ1jCRf4v2I4nzTxxYs5N8gb2ZW1mHiXEqOrAL15omSruEapNVvirZ9DcJ59/i4UeL9ZVk+8AjRXAH7WLm+CLpCqXscEcWqxXnRsXQZTvPHEtGRd7v+tb10QEZ5zrQUwiVqe+zgTtxJu9BZCEyaVRkbHEcZDkUYI9iXB9u8CHHUfZLlyoVBYbS60rlNxBtplW/+dM+iOFL+KE+CY4/y+GXUP5dZ2jcoHkki8r/LIiVRZKJQnsmL2Goz97kFFx5zvlOO5ol+hm2whua9LFrq78l1IsmzzB3lH9O7U0cfiXKv4cSRdbYsuxDF0Zszn+gzCYyTM4/1rxEyD8xfppaNjSyj2OSW5s6iOtxUfB0Wxq8K4EFL7t8LvJvWWXjShhX+deAhqNo4XpT7bK/qP7pFB2WMhPi/CfXr4Syo9fq4Wj/zkf74MRzVsbvsj4wGaukZf1AY8S1AIQouzEp+33ojowMDhv+vIsp+BwLQ4yPj69xvhj8W3+0FfMSATi6jhjyr9edGPJvvwdue0k/mcFnUbSfLNoPxfmn+2K2dQCpLNJ+ZlLqjTfgNBRbUNwFQmJCq6r2r5WE+6sHts23HLbyz3ciy+XNNnmE0AY+K8JRaILIP6fv+EgHPtSm6AhURCd6YW2mCIaUN7bSFpHcOP805z/X4XfwL6qfSlCVQ/vhhBK029KSw+9QaD98BZVrlVXKOP5TQmWqDo13MXdbGUWWRfuh5hZk0n6odzUUa42L/Duc/1SfgQ2U1Qo1Ts4HSmmKTYki23iHah3qU0D7qS0Ng//5v7dB+0n0gZex2j6Eqr4TOtxV9mMHRAQOxHSKsuznzWlV30/RfpjjTRFrK2OppdZJqe41V2VR+Z9BodA97mbnh7kSRvsh+KsSpz9df8BcPRQhFJrkxcBBZTKtBG4pQ85G2rYEEwsRyLB3DfF8ZeiZ8YZcGO45JfUmam2mlKLRmJYQOKi0EcO+aEAHqP9mIGecsvA7oUEGYxlgl63SyqHdlvx3NXQqHdOKYXHAIaHsqTjthzp0h+ecDIG3aVyZB8dQBlyiHvtL//fhULVcxdXORCvN8KuVf5wFWym47apr4NafXQ0/P+8C9Dy6IgAwHHCRhU8n3qM5/zGrJAv5j4ThdNtgPmvIv6rHKcPt15jCix2koxRPAVuBWgc8HahuF6e8sgS386mDmCsk7Sd06JhnB4JF5X8mBaGhAP7AjU1gFwFQjNN+sGziEMK9fybRboO6cJB//HcKxQp9EMqwFRWBcOoPbViKcRiSLHaYE/mGT38MXv3hDwTbRIWgHYZJNaS8taH8F+iAIymPnpO5zvPK+RdRFIhxypn7OkIYlydf18HckCkryfCRfyZa6FyXoo31uYmaNKBBj/dU03xF2OwpmcmvQSkVPsjri+JtMcpkXhviddPPXP+WtLa57xKHw0V+MY+vewROP+Y9cNMVP/KUY3feiBNsgh0YAEs/EtHHXU+uu/Bi+PQrXuc8nkr2u7f2I6UfgFDunTKV8see/o2Z4M11Ko6KvUkPvnLHQcm2tCogQn1mJvkKrSHzS/VfVP5nRbKSfBG0n1xTvMR5sp5c6+5bBWW/Dw/fcx8qk119tOyQYJNkUiSHEsFmGy2mtZihMyO8Q1QIzacU8sBBAb3XHZ/1TNh5j92D9dVjwHXi88uU969FtwiMoTYy/xadjqH9ZJbXnPM/mCvomeuEaGScf8HcBwa6arWFOalC/HNT/5BQ5Iz2xXjZSpkkX5TgMaE55Fb4VcGBx226BpR4nP+qPZQVObEWpzjlRNSutsSj/QiRf9e3DkfOKxDn36l08A9N+5H4EJl1iOb8Sxx+VangwbtWigMYuH3kJsdyUflqmuAxGqG6MA/UHAuTKdI/WHp+j4J1SZWZ0X4IS2w0s/08kkWH3xkU5ZjcS1VCV6GsczHknxr4ksGGJ7ZAUa0jFay7fxV87KWvgE0bNti/NZA60ktKOEqAbaJPmUBbQuytxXLuI/9BBZpxhqHR+FBFyaZoofJP0AwDef/iePOhcICtIP+AQvBKkH9CKRfF38dl1RskTuI3UiP//nUcf586AlMM9SPvEzjhxb4bRlZmpdLOkfo6brZhFfcdoTI5B6k+KfqG03ZDr+OPHV/RddtD3hT/TgPlw3lnWKzDlPOeOGXUhwcc598LJ+og/ibJlzzOf70mhA7c0RDfnkXJtkjU90t9RVyLRmXds+mBPuc/XDZv/0kfMt32VfdVf3vWNea7r6/1o/2kbyMtsaHnnWfK/yLyP5NSr9OBZEZx5Z+gCOVuyDn3KYDH166zF6MhUTGq3xzUISESOlJb1CVFLFBNpA3n05iENhnOYUhE+xFYpTRiaPUfhfzLlQpOqMZ2OP8thPp0kEWpGITSPGdBOPxaSHFCcA4GifLPNsUnuPDDSfLFVBiUkxU2hvwnIs5QFJ9ch9/QnoH560khFN2s+WX5WQ0P+ffa69FlMfBDjL8WD6UAACAASURBVCn3+hr5R9YSd4959KGHoez34fG1jwx+R/0MmfS+wAFNkuSLOuQDQxegwEN9L9T6hTMOHStc+NDM00VKQahP+2xcfepNTdnXOHM0WrcqPasLK9pPgPNPRgGaZ8r/IvI/C2IUBQHtp2xK+8lDu92oANZv7FLiZdM/MlE38tbUBoqvbYBUtWVB0IXk31oUBZRlGaVzBDcZxmGIRmkjPgTM/tC0H8eUH20jU/CBOaSQsqJpJKTAGX5FjoBo/DhxxKVi9nKE/JMZfutDBgP5HzLth3wnLR3MQ8IFTRTQUXoChYYdyh20k/adSjYn2A5MF2Mj/671gBEykZ6T+PfS+64todprf3b2CmcNrHwa/LVgbOlSve64z3fGu94PK7bbDh57eK31u6HsCvaNxDuKrUHemk1YWDjWLH/c2Ic1L4CIUhY1KEb7qaYUA6CTRMkh9lYXHONafaqLqbMxh/bjr5NlSeQMmIeyqPzPoJALCJ5vkYgkLkqmIma4QOXob94tljmRVP7yVvpaSY0h/yIerHt9Cvm3EI5k0aw6m1tBBCZRQoqiIDc+LByuYrAN5PsPVcRHig3tJ96XOSiwtUEO6in7fQtdl4TsC0pRNEMEwbybbOSfsKBo2g/Rdzzkf/BuXAoAsy051w2b9gPcZ3EUiyjyH0MglbLXW+KQZlNSEkq4F7JxgGKDgPbjIeeMLYE8j/vr6HCQf7tM3Ed63asvJQ+Udhn1uzzk3e+wr0Gycd162LhuvdcGTfvJOOQXAc5/bA1yqS7U4VExXqBnZVP2v2Xf0UWcPout6WW/z9r+JLQfqq6eG05XAEqosj3kvzpIUHQgVlPmjCwq/zMpGgHAiUXSm52LXADIJhKA7eDD5iui9pF1ZS70tZKayppZC4vzLzkstKS0t+Y7MGhHozKKIr0BsA5R/O9D5ZUlR5uwy7CRf6r+DFoCKui2q66FZU/4PXjwrpXw/MP+3LQ1g/Zz28+vBQCADasfhBe+8lAri7HI4Zc4kGcjSpoOYOqvndUoWgQL+a+fRfEV+qo+LvLv9/2ww+dyI5O4Cn2U1qPC0XJcSg1F+5GsR37b5ci/T/vJRP7x78hK1Lb4nH8zbopOx3lPFEjhJLAi5jyXM69DfWaABkWnIMHmOO3H57kD+GBJqv2uz5Meh2DGo7ufeRS84N6gWO9dRPuhkH9H+S9LFfTlospzAY/sJF8Ehcht83yQRc7/LEg9CD1THHMD0fdKBpt1Le++aqOszYPU73nIXP3c0UOIEPnP3UDbmrBNyxGZMAkpIK0gB0N9cvpDYvlhmKHdNqm+ryAlqk+KKpXePNfedz989i/fAjdecoVdfwbt58pvnA//7+i/g8nNmwHApf3w/Taofpck3qPKwv1OIv8agBBw/svhhPpMcf6lEU1CghUorv+COx9Th7rgMyt3PBPIrcgSGdgzBJz/rGRJ9Ikc/emPv1ru+81vAQBg04ZHWe1L1Y3fS1EUSXqfz19P+wWQZQA6UOdE9SoCSb4EtB8KjOPoAlR23MHNugwvyZfjqxIaI9yQm7nJsYzy33N/ENF+PJ+63CRfiub8c/WquSKLyP8MioseqLIknaaIGwnkX2qKlyu8FXc7fE+uvqvR3pgpnRtpg2hLri+EVNqk/XCVkqAURXIhZKHnoQVeYPmRcP5JR0FqrOUogpblim5PLIRjpGC7TIv2I0DIKaWcQcchyyIQQSoySX1ddyS99Js4//zDnNuGULmdbjegMLR/MC/L0s55wIcfURmxJF/hueVSppKcfyHyrw+Ngjj/FGc+uXZQTvgUQEMUc+5JJ8PTnvdcuPO6X8Lff/tsXiOteuzPHu0nARQpx1mVPHQmzab24TxnbHY6dDhWSbQfRR0eGbqATxuu/x0AcQ51x13DY/MmZhVwr2P3GzEnXNpPytHeulaVcNW534Z9Dns53HTFj3ltgADyXxI5A6C99WqmZFH5n0HRTn0dtIAwUFca+S9ZE44sm3sfVkjJtuUNdo32Jkzp+m8h8i9BsRpN2DYtCEpBE+TA3QQpCSqmARTSviS++VvfCxb5WsG0FFRK0cjoG3x4xQiX3dYMOpFzYMHIP6c87ZhN9Lsk867VJq38Y9oPHVWMXWa2w2/CAjVQxpOc/5aQfzekKo/z7ytYwUsjCGQoMEMw2k9SCfXrBpBF+6GsyElggHoG4qBGPevE45vgynPOh2W/tzWrfSlRLu0nwfn3kX/iIJfodkOXqzn/AtAAlU3R7SS0H5PPwx4zUoffulHWe3MAGPf9huooyz5rfS77fYGy7o8tl/Zj6SeM8iY3bYZ/ffUb9XfZ0X7KMhgCdD7JIu1nJqUGCpHyz9nsVElkMYygTWQZgaQy0XtQUg5SIcum/dQ8b6byz2ivbUFJLYShDzJpk5PclPYDRZEcDyyHX04uAOI+54doO6gyUqFoJX2jN0yFxxp9iM2h/egitOJl/Hg4lgR9eCDGbDbth+ifWIZfjmjaT6B8SVus34msztS9bc0vT1Fi+hCVCaUSXR2l/TiQqi4fVcashzi8YusTh8cA1LobRnXjjSHaQZQzPTkZ+oklro5m9UFh91nImmTNgQTdjJTBz9q3R3IYxlQ8QdIoAGI9ofqZ0bFUktBB46p/+i7n352LYcpOZTniWOdF9kOvrS7th1tvfa0nuco/+P4D81EWkf9ZEBPq0x64IecVEvkPIEpBsSY2//RtFnX/99wMnPVEjEfQcPrGidJC3BC8N35tA+Xf6ZRUqM1EYY3awkP+6f7m0Jdo9DJ8rRj5t3jZZKGs8gBsZNlVStx31hdw9E1THJSzKIwfD0f5j2zg+eMHI5vVOCTDEkoOZsjCIQIaEhtyjbzSCKx8nUqJVQ/bwmavualoP7HfyDj/oTUopYMSfH0AgE4nH/kvObQfZrvws5z7sU/B6NiYDpfJ6/e0WA6/RScJoLm0lDzOv7P/ZmbyphDjrDj/7vhJvZ/AoVHTftxQnh4wGUnyxeTyl/0+e/3BdV/9rQtgr5cdAHdff6N3DRcgoI4dnMMytR5XtB/KEZjVlDkji8r/DIrh/GP+Kfo9qEz50RhKxfec98pm3odj/9K0j2bIfzzOv/OxVABR3Z+v0CsbsopeGy/IbWR+WU1DfQIk+hMi/UIheN69As4/YzOqxTiVxt+JiHaCFRF9dqWRyawkX86BuArhN+D8cx3fwD481wf/pkm+dPmW8p932NU0MaFViks/o2hoQ6H99O2+YVkSHeUnHpxgcA0BUHh0CeLgl2uZAUB9hPxOUkI5/KaipqRof9Q+8esf/NBy8h0GJ7rj0H4evHsldEdG4KG774Hff96eul5cN8ffxRW37bkhgikk2ctci+sJ/GZTnZyxSo1DgjkAgPZiD/l3AceIwy9TF5GAQnjK/PTr58FPv34ebLfTU72L2EAmNX8zM/xSYUOrH+aX9j//bRfzSWqaQMcg/xzUFZQ/eDElh1e1fIOxeIAC5DdZrpDzX31OofmCdrWF/LttbERT4CvMlBRNaD+MwxD1dcw/gD3GakUwsZmWgvekfUqU8g4XbjF5tB+H89/pmGg/jPKwUq3LbEhxoea3DktoRfEQlGkh/5L+j/eByUmQUv7b2UzdaDq8DL+OgsVAeoNhJgl+f5heJzvAG+NTp4HDL8N/jFwA/HcV3Wdy19rYgxX2IXLjuvVw0gGHwdkfPAm1zUaml2+3jVcMl/ZTS24kKurgEdsHw9F+nDU7cFA1SRRdPw+H9uMdit29LUH7YSb5YiP1RF1eki+GxcpczLvMlVBUNMpqMIzD7TBlUfmfBdG8P2fSxpzGPJRMuCFnod0qsNigduWIXpAEtB8Rqp3cQAP3CcXbiBto71IFyxNGnP/ghoU3juABlP/+q+95z6ITSSVCfYoOug5iZd3fAvJviqpRV0Pl4yCC+vBA8FolYnPS/bIaI/+IF9xmnP8NDz4EAACPPvRw9N62aD+Wz5Sz5gbvcawdnISEtHUscCgIOPymDrkhhbqRwy8jakoy2o9C/Qven971bYkb5x8AoDc56bUXf16x3XZ+Qal+d/ssN58HITHqYTDOP+5n16cBtXXi8Y3ed/h+/K/H+Y98ttrIpf0wr9MVOkJn+M1H/tt2+G2y/8+GLCr/MygGKRwoCo5JOB4uzp+8Mh6uXAGgONNuG3JE8wwZpvRakkqVtYEKTNhNNiT31oZlNaE5uJkuKeHE+Q8j/9T7D1QU2Si8SzXyTyjs+Jsc2k8Zp60BNKX9GMXLxPlnKP+Uw2vG0Akniqr+0aZ/R1GQli89mKbe1cobfg1feMPb4dyPfpK4OQ2GiAUp/K6iFLsnlTzKKj9wjbtOK9QO937v70hd5iM6gGY6/LKic1E/42YTyL93Uy76GlHSCifEMbVfVe/A3DO+bKlXTjKzsgsatJEZvC4rYi0MZvh1D/6oeWW/hNOPeQ+svv1OOP2Y9wza6+oP9h8eH99RrGN0ueq34CPY1zEHAVUXZQXhWmDIehnKP8X5x6GDnUrmlSxy/mdSBoNDOwdS5lfqtlJ5ihvLVGvdkKH8o42SXPtzo/1EzP6hskVxqFOPF0GnJNIm7UfswO1IUTA2MBYqHVL+CYpGaLwqxR6bJTEWGgL/pkwLvaUPAaKMvLotdVmDL4QZfmkFJb8dABDN4O0m7+HKLT++EpauWA53XPsL2OfQg/ntYtDuVt74a1i+raFf9Hs96I6MOGhjO7upHgddGCj1XPAD92ka+Sfnn7LX7hTtJ+mv5Cn/1b8V9SwP+ef0SfpwUI/p8D1tWXKweHRHChkv0xmMpQ6zOetGsGzJPkiBGQSIeOvProZbX3V1uA4K+XcPUS5oEFP+Ob5Off4eRynrTZB/qu1NgnMsBFlU/mdBTJIv58QemhjE4ixG4zJCfYICcjHVPwuUfxwJR2+Wggga6WgMgmvBWeSyxX8n+SW1QPtJ1cEJ4xlqAvk9/6AQEpxIChXQSpnW+HUOAd61IrHnBN5EWJsgERkl5yAdQv5jlDnJGLvhksvhos+eJr6Pa3mjFP2h0H6QclQyc1C4igWL808dkF1KDYXcNrBE1uUUIKH9EHtJzvhDc6kkqGy+lSJzfYs8VxXVixhHEUX20Yceht/b/kl22xIanXQ/it0LUIWt7I5W6lfsIKGUsh14lfneKh9/phzp3XfuBhDp97190doWIvMGz6+YuAeM+MX+V6WboVegA+VGJqQkyNBoCayYKVmk/cyg1BNEx4h1Bm9oQSnLkk72IVL+Qx/o+ur2UGZGU4ygfuyERCR2SpWdNO9JEMOWFAzqQJZfGIg3fiwFMGg/AfSSg7bStB/+YTUkOvKNFeqTuFc01gdjFsym5KH1A3FD6bHKd3IGYBNwLHKHrpNQ/iUOzV47nLJizoki61QExY23i6n8U8q1tR4220xrpNBSjhxFKdhGsBUazloVyltAHTBDlsqkEkrw9QEqKik72g/VHsGaSX3nzgmqzGzdP0FnKqlDsNMO3K//ddyH4Lc//bldSMrywbTSk/cSZeO1OJ7pviQTIAYPj4H6XKuvvy4qv8/cfo0g/5yXmxvqsxYvzn9D5D9XYvvefJJF5X8mZTA4TIpwe9Kkskjan2U0kdhiEbrWsi5QJ3GB6dPjKAKNUITamFQoBM/nVMS/1rs3+YWgGc2R/yQ1ihFhJHgYIjeU0EGBvp4SHJnH3E9tlvKxjqNLUFQbAJ6y7pWPDhcAtvLPolYRyn/OOAyh5CGqgLSeXMsEN9oWbgp1IGoa6hO/cz0O2Jx/+zk4VspQOFzSwuEkHtN/C8P11tc/e98/hiXLl0fvpcqg+p1Tr/edUsR33g2s9knF6l/9r9M29PGR1Wvge587zS5DeNDMjfaj70fjKeU/QFqOXEU9MW+89VNPDXOY8KhEzvoS6iFu1B2lFGx+7HEAAJjYuCl1sfcVBYCyHX7bVP4zKXtzTRaV/xmUenCYmOC+Qk/eV5Ze8iDpYhVdlB2xqBjUoq7LlFAxsHKe5vy7kz+5OUXMzbGiG+n+gY04q6zGnP8iiRoGk3wx+o5SvoNWAsGzrL79Tij7fXjgt7dH25CTZIoav03M96YttgJn037STmgkSpoxdmyus98+U7aPHErLl8X55zpP+gpLLkWJrAeVaR0EOMi/gyqylJvAHCGR9qCzdurgZH/sT0/rvw9737uSbQRwrGwM/6tgu4jDZ+wQn0/7STQN9y9xsPSAFaU8hZsLiNWSRxfE9yNLeACAMFHxEj4jDirPSWKmPw/uKx0fQuUcmGJMg7Lss95t2e/Duvvuh6++70Pw9RM+mrzeFW8uKcW2mLaq/AfXt0Xlf1ESUof6dJWkaMZUgqcJwEcgJFxajMZSG7Vpr8T06W+koRjEbnurNqWi/aBrJRtZxqJAOalWRTVQ/lV4cWVJEX4fq2+/E9bceTdMbZkIVU796V5E3BYYr4JF8M7rfgkn/snL4ZIvfSVSU7Rhnpg4+qiNAeW/lWg/XaT8u5kyydsJRTeL80/fH6UoCIaYPU3aQ/6pg5gO+cqk2nBEr2M4cIEC3ljy0NTIOEHoqf+TfRikLFAc2l3o99uuugZu+/m10Xu8MqjxkARXUmXWzxW5a1jIfyraj6O4kvHmhf3e1CplIf+hNYiwKBlLpv2dNVc5yr8LirhOu8qPUhUGe3h7V33/ry69AlbdchvrWlew0y8nRK1pYzv+Q1VhIT2tvSpmQhaV/5kUB/kHsDe74ABVvmmQiqvMqRuAE9bMlB1CTKv2ZihkYJ6TivFu2iBDjXI30KwoKyG6UlOkckj3n3LkUXDKa94URv5V6EOi7MhmwH4WpQaxqOMHshzkWSXGLwBN++GG/av/1Xk7gOdQSlKdMlCjkBN/rP5cSlwuxTDaBgr4aGgNIduBFBmuVcpF/lNOmfhf7/e+rVQB2D4e9rtLtMsZJxMbN8HZH/xI/Ca3DEtZ9g+i5D3UnCQAl1hgidw46ClfhpJUju255X72KCSptjk/SyivRVF4a4pN+wlZ/JX1b/XBP2Rx/FOSa1rfDsOplNOHkXmjVMlC4CkLjVQs5Z8ARcOVt6eZt+k8PJuyqPzPoNTjzwr1ac3r8OTyvfXjG45XhsCErWk/mMtHLv6ZnP96s+z7Gwa6KHg/XUFceQxdm7Mm6EOL8IASb5JgISPEjXeNpez1od/rRcYXQ8kj33/4Wva4VPVBMN4GSd+WaFx5iiYD+U9FdnHL7HTtaD9J5V8f5JspuiGKjGfdCFFMkuXn0n54889C/omoT02j/dT9bFEaBPPMDvWZbksIcSX9kaz1Cv2ZzGROzA1h2EkMJOm1OKn8EvUSTsvRg8yQdKY08m/HoafAieSe6LwXSZz/otOJWuPCoIxvYaYcfgeaOlk2WR9hJazWSqty8F5vaLlnIv/WgVcYXUmXYVHW+LmO2hx6Er+4uSyLyv8siAn1GTHP4+9VhKOYcfBNInPIXF5XQAK/IuTf55ka+oxfDpWIJnYNhz6lf7c+5CtdbSr/EoWZFDfeNVkFQ4ERIP/ROP9M0ZcmDm9ZyLNCm5t2+LSF2sS5ClhdFs4CyaL9UOhkFu0nNP7Dc0dCpclVxPnRfvw2N6VC2e0wa6RC74yfaAgrSQyH3xDnn6DZhCM1yZUiKT2KSi6XBTxQ48NVIK2PeetbCvm3xwlxmHE1V0XkzREARgCyA1cBhX8gZ9B+MCXHbUcMlaesEqT1AJVTutQoh1ITRf651jRrvUpdTF9gRfwRHeTbpP0Evl5U/hclJDo6SM35dxS+GKfOX6wiqDlZCH9T1ZsJbl/DTYdS1GszoBX2rCQ2EQgoaX16MWmTIkTfH6BcNUH+BSgGJQUU6YNg6HfmGOSKxH+BjHlP3SpB/i2H38HtQI9jytkuZdLXU2JQjx3th5EwqSXnVgrBc8utyqavk4jo/Sej/Xh/WGtOTp2UYGuC5ZDKUVQUn/ZjFDLKghlA2q1r+eOABEGEfivUesumagW+o+dxe+tjvG2UZQWs7yzlmFprhf0umq+EPxamG4YOEq5vHG6mt15az0vRfgKhlNFa5oIJ/qGUfuaS8qEghKK/Ba8NIf89+zlmJ9pPc9BrLsii8j+TMhgcNeff3YhiqGvITCmlVwCklXYrDj+x2KTaS9ZPmDnXrVoN05OT8OBdK811BB+6up+qP7SB8k3nWUpXqI1NlH9QobWVJUXE4VfXEVq0WJGSBIc/kRWDUMobHjQtrjfY8ySGwMW+s8p3IpvYyn96IySpCVkWKB9Rrv505w5/7lv3ZVomuNF+SOVRMo9T7dBtRnOLqzAoO5IIJwwzGbgAlA1SAPHshDIWa5f3VRPkn0LKyZuYzYrM42EpR6Qlw7VKKPuZXYVbSkORHLiKwgdm8DvrC5B/8jt3vieQf2rsqbL09gHXmh5D/jmblyTRaOh3m/MvyBjcapKvQFnzS/efP8r/CSecAFdeeSVs2rQJ1q9fP9vNaSQ1TcCdUOETJRXqk0bIQ2KtyVwlUdGbsr5OsABSyOTja9fBxw86HM74m/ejdtIWDTJ2MRECbfAh3pY2la5AufJC26D95C2oPL8T4nvJtcE2+feQY02C/GPE10XZGZv4fTfdAvfceBPcdtU1gTbb6KKbJj7J+af47Tm0H1fBCZRlbfy5c1aws6VR5HqOm+/0gdqi/TTbTbHDpKXkMIr1kH8Ox5uaIoHDIKWwVvUm+o48hMv6yUKBKadSql5y/uPfCeSfaGsPhSZlS8rhl+FT4dLJYnOEEve9SA7RRacTd/hNcv79vS1G+6GpYbSzbf2O/FCfdjmlKsnxXdfHWZ9LAfIfqssO9SlZN4ev/Oc6tM+WzBvlf2xsDM4991w47bTT0hfPUakHjVb+nQkVTsJEDLgAkhmsW4D+rVv1APSmpuDhlfd4io7dBIlChhdos1FsWr8BelNT/nVO0XQEA3pBS26GgoMCeTth4qY+i8oUmDApKRoo/yzqGV/3Z1FfzLUMukCsMiTYUb0upzdZja3e1CRZDEXnmNi0CT7/hqPhiv/4WqDR9tyrQ30apT4D+W54CHVROqq9AFLkH9clmOvJjd1X0CgqXVOkGDvmm3EGrLGEKWMAEOd468chEFelyHUq+O4ylCLJga6q268vvfbED+Tk+CC+CsW0byJSTnz1TmS0Hw+5FzpZxw4P4VCf9bXosEZYjsAZ03Sc/8AYsw7FnvZvfY4h/9wkX+5zBK8N/O5F++E6/LaJ/LfpPzCLMjLbDeDKSSedBAAARx111Ow2pIkMxl8HIf/Wz5EkX+4CURKLXLxqNPESC9fjD1eI/JbHHof3f+trug2uyDj/GOmwFT4KwfRpP/IFLST2pfJFgeInc+qNtqnp4lQUWbzdwQ/03/gSqv9D4xUUuy9opI5QNBhjrSxL6HS7ltJ34SlfhF323ANW33YnWTYZ7Ydqk/W7/gsAcN6O8EHZup868GQ5/OLxj9vnKBpYMZAoLZntS4/D+l9/TQpZM3IEW3tMuYqH0DmoYmytMwo0rQCT/k4Bql363ORfIHb4JYCY9JoZP5BzD/E5eTUSwD9Ni3HWeNcyFop7H6zDXTck0X6ISGws5J/wDcIcfdy2VMjwkE+QNXadd+cd7oJ7Axf5t1H7qATK82g/XIffhkACq6wW65gJmTfKf46MjY3B+Pi4/rxixYpZbI0ZNAb5dydtSNkgknzpxVZ+8nXDlvnXlrDxkfVWm6kBL3ICjG04qBhj/k8vztwMp/GGySdsEPlvoMCTaJRAqIgSXh0MupJoYYshQULl324Duyr7mn4JMIrGmlJw8w9/Ajf/8CfBe2LZV+McV/N7Z6R24I/fp+uknFtzxmGA6hM7OIui9ggcUe36mIoUgVZy1kOuUCF5qbWUbCPYCqOr7JX9vvb1IMMv4vr6/jqVC1zkHoztIvz2sK01+Cv8rkhEuh3lP5Xil0aU7e+mJybhynPOh6LTgaktEzC6ZIlbSLwOj7YjoP0UhVc+toCkov2QzrruYT9xUA+uD/X7L/uOxdwPRhLSGzgRztx6c63UtvLPP/i2idbH9LT5JAta+T/++OO1xWAuiXb4LdOTFqBWDF3OPw9lRIWYP1PRTKx6SuLbukgJ8u8jD5KQhzlOTGFppmCEIhI14/yFkRWWFIznDv3M6DuShx+kqTU8fKUOegEpHaWcPDA6z1GizcSvM9hh1X8Hz+9a8pK0HyK/RdM4//Y64ij/WIkVKC1uqD/2fcyQs9S8bzXUJ85Ujp3AWSdJZeeecJHbgZWpvrauhyiIVryCVqXEwTHQt/gwkhLSV6qh4kImaSPK7EfmW37dxOGKmA/f+sRn6HsgffiJOdGnpOh0opaD0JwkLUr1gcA6wNkZfqnybCXZf0dVHc73rhUu0EVlv+Stz5IkX6G6enYZ7Gg/RIFr770fnrjLTqz7rbIW4/w3l4985CPavBT6/z777JNd/sknnwxbb721/v9Tn/rUFlufITVSGAj1GT5ZU2hVbMMhypBs5MQCTupomVQAH1lFfYAjDSGh+sZGTPhKg4R7SN4fQoYbTH53LEilaEL7sS7ifx88KNj7CLtNrvLOqcu6ZnA/5VAbKofkx3IVtMG/mvPPdMK3+Oe6zBzaD43mRR1+JQq1hQLwxyY31Cf17ptaQ6xqkFJuUFT+IdvqXzfgAqFAh7jWVJK1cHbm1NpMfy3z5SDWYiZVK/RlylpWSx7tJxXnnxjfKQuEkPMfo+2khFqbrfEToBBR78Yo6/i79BgK0X70YaLsexYBNz9FzBLK2loEoY1Dv2OwhqJvhQv0vzr9mPfANd/5H7j959fxyjCNk3w9Z2VWkf8vfvGLcM4550SvWblyZXb5U1NTMIWcSWdbakXTQv7x7yFzUlkSSa94XM2yLKHT6VhjPxnqk/qdUqQkToCkouIfYOpoEC4iGzKpU3+nUYVmCkYI4W2irEicZEkhwsl5dQQ5+oxrmGOiLoN/KKXeW95YszK68jq4XwAAIABJREFUhtrnKv8U6hZFck3zNO2n49B+Av4x2kJgCjBF5iD/zHFscdcl0X4sYCLevsnNm2F82TK499e/4R9Ccfspzn9D5N84gCPUUvGcBD1gxgUjSp+/HFqjrASHjtWovsYtK9Yu8vsB5Y0jFPKfthpSB2n/wzCU/5TQeRTic0vK+XefX7RWF0Ui2k8c+SczdOMhw6AkBa3keDy66wmqo3RYCl47BeAMfgypuA6/G9dvAACALY9vhKUrlrPqrmXd/avgv0/8BLzyhPfBbi96PrsNrVi854DMqvK/bt06WLdu3Ww2YVYEc/4p9ISS0EGBm5ZdtKla+lh4URfxhy2kw1aScNH33HgT3PLoY3Drz662708s4LiMpAmX2LQkQnGJQ21kC3MBDcn6B1bD+G67Jqugv08rkdT3wX5WaadKrQyTVqb0Zk1W23fHVVxhKft9GiVLKDL6d+3w69J+Au2vQ4IOfiY3dYGEknx5QEHuYVewZnz305+DyY2b4NarroUjPvIPrHJt5ZoKf9psM7UBh8GYAEV2NT6cDS50Dk0MBStw2EzRUkRgRAgRFTigUlaHHCSWPBxGrCAAmcq/APk3X+I/GetJqtsbIv+ucKL9UCh/SXzn7UMJ5N+2ipjf3XXC9fmJI/+M9TlAPaIvpn93aWO3/PhncOa7PwjLt9sGjvhweN2Jjm/h2pvymZwvMm84/zvvvDNsu+22sMsuu0C324XnPe95AABwxx13wKZNm2a5dUzRSCFy+CUUbf82n9tG8gGpe0sF0I0rB1R95v6IIiVC/omskgiNq6Xf68F5H/sUURd/QRPRfjL0C+NQGi5XXKbipyrHctMPfwwTj2+CC/7l83D0l0+N1xHqF4nVJHSf+3VKmehXyrDNXXX+te9INsfNVkorBY5yGVNqIpYN3KSa9hNz+NWUJGyqtg6szWg/se8tJU2gtHCTXAEATE9Owg2XXB5tF9Uer3xrbjbbZPHaZb1T6iDb71vKv6vsuNSMFBXDKoe8NqDwZyjhVfv5fUXFW2+eU8EZ+yHlbXoInP/UYYZ638xIe/r3Bpx/KsMvx+EXqHHlAA/kbf+fvTeP2+SqykVXf50QpjAoUQMyHLkgx+FevRyHez2IIypH5Spe1IuoeAQuOAvcIyoGUANIRA5hJgHCDAEkDDEJSToj6SSdpJNOZ+zuTN1Jd6fn9PQNb9X9432rag/P2mutXfVO3bX4hX6/qj1V1R7Wevaz1kanQAsUwSGFxkPFeIMhaiY2qKM2WA75Yp7P20Urh7tqt156Of3gz74gXV6iPnOgDQ7zauXzN3mZG+X/bW97G/3hH/5h/ff69euJiOhnfuZn6PLLL59Sq2xS9b/mkK/4VD2YD3DbpEm2SRdTIOTFWaeQWdCmIon8696BpkyurX5h+neBs3NoWcsFNMN42HTdjXTlp7+gq16B6pt0/4TyKSOJoF8mlWeF8l/5i1Q7ANBJ3VGEi0HSQEhsbHhlrV59gtdGuEvi7EqEOwduXotwXPN4R4oZJ3IFzk9hzjD4FcD3A5B/6+FVcZngnZdM/wppM4HSHrYFOS/iU8hxFC+WXici/8xlC+dfabjIBYH+G4yNUMbN+XcQJec+eP+hD4dxx8UW7Wch3jnQOPyCA9ig8VgUtU4Rlu2mCctwfw/7aLAOuK+VmdPr76lYOEpgdPKJGeMx4Py3LW94L501Sq4B0eZA5uaQr1e+8pW0atWq6L95Ufxd4eL8sxZoCRZ4pYOVJaKOW1/9M4E0mEJ9ptALMBmFgpBRD/HxJi4LimMfsBynvA16VoSGoFYydzz8G7g8sWqmvcM4/0Leul/G7ZMoBnyZ1ZjA3we1IVmXoP1X9dXIf8LXwN0twJz/Fsh/WF+iX5qi/Vh2hDylXd8Pa17+IH6W1tF+nB2WRpFilJhwfqUyULAGbPomzCVG/iHSrpjzkGgQUbEMpPwLAxYp4H67g+diisuj/aRvw+cRAI3onYtzBV5/NTI8gDFA/j3aD94NqfKg3dHwmSW6HEcxdMPUhuM96qMJUEaDnlv6PHfb3TmyTE/JczqM6y7P0DAVM3WZG+X/WJCq06xyHf+Uim+M/OuUfxRBJSsaDhz4lq1md7uuLjyujxtYghMTMlhYyVx4m3oxstyG9hMijfpslgmVm7T0hpOfkblscM7FOzYJ5TlV5qiPhIfIBSV5bUjtDqSib7lluTQ+rl5vNwIs4FlSl5M2QlPx6tPlu+9K37fkaD9xn60QvYE3T7RU/r1+0HyzFC3LbaNvpATzrxC73ytHoP1EqLLB90uTJ1lGYtfCIuGcyJ7QOgaHXzQH+ooh2jUOkX+pjnT+lKDT193+I4b6RA7aIWPAfQdwrWQoN07fDYGYkE6FgRId0EIU7pal07K6kMv5t6zjqdvGdVuzjs6DzA3t55iQSvlf1UT7USnlIXrUFKVQ+Kqtb3chl7bwAUUnE40N07oIN6b9cG1CChU4/IRJ67fF/SOZFEqz1Zkq2CZDZCUrp19GKqUKnTHUnOivUluOHHiETnrsY+nIIwedbPHCbWlXY1BU/6b77JDzDwqq9URmkg98VurDnpL+Mc0iCRWUDEOgMk6iswvCKFSJePUpyQYMxDj/8Xi/89vX0uLhI7T2S+dltRVJA3z4tB/0XSFVgjlEjYhoMPCjjqA01T0U7SepuKQ6u9AnNeKhzondKk8E5L82Dsv4+by6V8ag/KNn14BqhROBy0KFJSNPfFW8/mqoeO5ulXPVuzdsW6D8J4IYcL+HFMigTUG6FB1TM1ItoT65/sOCA0o9CN8zKv/HCO2nV/6nIA1NwFc++FCfcXi6FMXASwdQUGnr30cVqn8VaFlCPG5giJBqkH9hQiPuNy6saVcW3SJoP2pPhuQh/+3yj3I65eUph9F1oZzPvumtdPJTvpN2P7A1Li+zrzVb0AkFJHhfnMLGZQ8SEpHrwyO3v3SR4Lb9EFBl3LrQ3yZuuAFZMxnfrhIw+iCP7NpNH/uzN4aFapvK1OO+8+bbYA44AFec6iOkGKHnGkSwbgba8QLpo7KY6ybkX2hPjgTvoEvOvyTu2Al34YhS62pRR+CSqB/h85iQ/4WFSFF1/+Z2Q3w+vn8tRPJXCes7B5TV3w0EP4gOuQOvKAyykBLfwBbeN0dvW2EAP+P3Cyozybwh/Jz0tJ8JStVp3LjgIWL2/j98Ld3yrTW0fHTRyxch/wnnQlSnv4UnDFRvboiRhrANGoGRN0KeaFi5Izh2Md7KtEVOsQ9kbquzzaQQOX/rG9P8VORPHmoVlCdXzSs7Ulu23n4nrb/g4iCfAjlPtSdYiCSHX47/LW1lhwrOQhDtJ31wGEGFqxX9LByH0Z+uYpBH+7EY1PK3AsoHstMyx1P1/r1D15xvhopFTtM+sh0gv8J85F5DileRQEGTyr9hfuTEj4vP9CGNILTZn9rjunMcfgXSv/feqx0KRd+1BImIqXT697WKVkW7b+734nZD4Lkh7jzitKUE+byyuNPAHWMiDO0Zfl88n+ppPzbkH1/2Qn36D51VnqotyvTzFu2nV/6nINUhXzFiV9KWG9bTOX/9t7Rv+47mehnH0W22j9N1QZRRQv5TzrluOkucf+h8l1bOpLrYQSvqKe4klE6LhOOUt1L+S4ysiG3xUF1FAVjLan4aGpFG/qXMiWsZ77FwFHmWlkV+m8MIF2E7JCS3et8V7Sd1wq9rMDQOol4CWFdKOJQ1Rv55JVZTPiozSutSSQy0HxEpbuEIXaIISyGkX9UTKqWh8hP5VcSGGw5KwIRMTI25JErJvSeLw6/+/VeCAu4gdF0KRBHGadeIJdpPTamlxPsF+aw0lDBaUFJWBe+KQsOSO+E3/jZN9wnmfWGnw3VYRzs/w0O8nMshgBOMh/pyvRbCR+DbYFijXeGi/YjlpeYRq/J/jNB+euV/glJ16IomEB41n3LKibalE+imK1FMfRIGQlB3iophCcVXuO1NLTicPi9w/v20duTRIuy7bzP4S027cb6wXcnkEOl2yzA8A2t8yZx/3A4+j6gEOkpWioPtvrChUsi3jT/t2DeI6508xW5cWTZcWgtVBrejet4YtUbpwt9i+WgeYNO69ekVqRRVang/hwrnf7+SSnIDH3AIvfd3qKA5HH/X0KzSDsvA8xk+UZfnK6f7D/OeMpH/xuEzZ+5x+4c/J7LG3Dg4/2icKvqjtwMirYmhX43hfa1aWIgMQM9Y5t5JCGY415AfQNM2FOoTG0PJaD/BbkVqzlYFZEg4uYOCcRkrwH9GUV7yXAQr5Y0FhWzFTFt65X8K0vASwVYbEERPwM5AIC+YLHIUAKgkWQ4MclE4sFiiqEReXXDBLr28YZs58ee4FkpXi63guE2ywgzzIf8MIrpr7fV0x1Vr6T2/80dRPaBy/FuqO8WlzXkXSaNQ+KZFSdefdz7de/MGeuDW2/lyHAkd76K6uOyBQRwf8sWPr7Isaevtd9JgeYW2b9rstN+ufBUMTSqpPGaG+pSVHQxi4HLjOrLj3qM8QdQnKomu+8rXafO6m2jrxtthVxqECljpj60wXCeijHD+I4jfn0SdU4/M3LNF+4m/lfiekcOv+7sMLzLKW0cn/PpOy2kggV9TvCdINiE+4Vf/vhcWFqL2eMq/dMIv3Cnz00lAQsEZm5WBETohl346bjdX3X+ctJr0KuTfsI6nAAnrFMOWNWfaf6/8T1JGnaOJDlL6A8yb0MC2MvB0lzt9VY5lcY4nBytSG7ejoWKsLC4REdHK0qKTIG3MoMWtRjgMyk+YPkvpYpyt2yn/HXD+nQn+obs300df+1f0wMbb2fTNJXmhxFXzCIhcTnz//g0b6cCu3R7lrU4tOZFSSZd94jN05u+9mo6OIghhqppbJsf5TxghTrk15z9y+E02lL75bx+gN7/gl2jb7Xc5dVqQW9/4TFFSQsXCRKMx7EyYFnaAWrKbSFnjc/jMe7dvJyKifdt30OWf/Bx94JWvo6UjR2H74tCPvrITPp+WulSWBfYP8Dpi2P6E8cjNj23j/LdUXKJdNw65ZWLap2THlnvZ+sLfqwDnn19T8mkoVrQ4VM41hnX9LkG0qNCg9HepAPI/SOsW0TuK+nhB991yK60sLdEDt90Rl2VU/nOR/wET6lM03jJ209j0HI1szpT/PtrPBCVGePhFO7K6aRSabGQ4iOhkkDc71GeAcrLtZaQYDGhh9WqPJ7/m45+mA7t2061rrozbyfIzwQLKce8txk2GsGhHW+S/xSmvbrtSbYF80EwaFL8AKhYCUM9HX/vXtPrEE2llaclQV53AqT0xNrxFsoBpRIUoGBNRqM+U8jbKs3joMNcsUaooJUuHjxAR1f+GdQzT+gWbuOGmxTVoXyot2u009FdJqrnmgQ230TVf/Hfadd9WP4FC+Q+VH19RxDx+FvkvkPKWMrgTiophfuQEOSBL7xny7tHcI3TkaIclIR/64z+j73z60+j2K64GdbvNcJ694vyrlFH9vBfRwgzIf5i/LH2HX+7bVdcLMJ6jeb9c7ZUflcVEl2IBBAqVf6JbvrWGNq65kn7693+Hnv4Dz/Pq0p3t4jxzDtBFfpx/E+c/tX5Ylf+WIYhnRXrlf4oSco4LZkFA1nkBJgGujqg8y4E9CaVcM8HWyr/Tjq233Ulbb7szKCz4V1FXozjY2pWLdFfCOXa2mhRKyjMeggm6+Z2HThSGNqTQWjn0GrpWQsW/upcuL17IU2E8h7+5CBbpzhhuva9SHPIVti26bKJtDNPu27GTvnja6bT3oR3wPlE8bk20H8P5AJb5xeeLxPn9cnM4/9VcQ97uSqpM6IjKPVNgqCcVoDKmDLl5wnqie4k2uWI6uRlRjjLmHu+bR+XhPJYdivs33EZ3X7sO1+0akM6z18E0mHZybbE6llsPKwsN6dQZEmEebGj639D7FqBtyO9k1JJRecM89dkHYZmjNgxWVvxxkTxQMXgeQJVjhXHyHoBdkFEDhMpTt6zKP9NXeuS/F1aCzlEEA4zXpobX/QEc03lgVuAbIKJ/SInkJtCiOSgFyWBlQCc8yq2fWeQlRzEwoR155BFaXlykQ/v2+2XJMIA+LcrOOPy2o/3kIv/ub3lylZzjbBA0p7Dx9WfVQwrl09vZSvSlYOFKcf5T524Mkw3zhsh/sp0dbBk3XPaSrv3K15NlxZF/LEoOX05cJ5qbuLRAce4Q+efOP2jqjK+FTpehQhWi5TiyD8f5R4ZCAgW16/6mHR3k6GoLj1y1Je4fOfO4pvzoHkMzQ2FBJeV6+IfQlgj5Nyr/IW1M0a8b2g+iaYX9J72m+cYCb0xUu4pD2hvOg9ccjfLfbt0louCEX7cdenAivmlrAzuH24qZuvTK/wQl7ByhYyQ3OEJlY/RHlAfJ4uHDo38baoCM4iGkikk7mizYsgIqhJZKEd+Orx89eIjOfMWrvWdLNra67bXPPmRZzn+L4d8J518xuSZ3UBL5YFmJ7epWkzHOoC8vgT5Gz5p4H3raj4/8J1HE1DhSiuTvk6b9WOpxlF8L7crgHwCRcC6tUtyTfXGhcV0w1Ccoc3gvfIaqrdjYxNFaeMUzh5+cu6OTuiYXBPJX1zpQ/lPqFNdel57kotiwjEGoQCdakuoPGgnelcZHBkfzitfJyIcA+pgwtJ9wziqbNGwfdetigl8g8aNMpdNz4V29aD/ZfkbBvY6AqLZ04klLr/xPU6JJn+H8V2iKxxMUFJSRfOX0f6WnPe+5tNVz0klPwG6Ze7Y9REREe0f/ptIiObhnLz368Y+jg3v2jTKk6zQpAWWJt/WliVmz2wKkWkzGwfnPpf2w0aIsSGrm++AREKxUs3UqRKYjgfEiLOjFYOA1I9rF4t5hjW4O/25CffKIM9zCB/c1YjmnI1SATfQQpNyp0kp1gD5rMFYlacYncx8YBZHDb5gnQF9R6ESOZuY7WMY1hM+Yw0+2RfsBp6SK7zkdaz804rixN1jWO/zmGEEeXURaUxLhVkFi/0+jsRRG2ylKheI6uuzv+I+uhf4K3p+ofzP11YZrvHPD7SBiYFJ+HybkX0P7saxbSeTfqvz3tJ9erAImed0AQ7z99NZ2Jfet30Bb1t3k1yspAE6RX/rHf6E1H/807bznPpxUWHQu+uDZtLK8THu2PUQ//YrfTij3kqIGFlYmrTwPxAu3RuotUYZW0IbzP1Qo7CinZyRGW8Hp9G7didt81YmQZyISY95rlZCd5v5Dd22ilaUl2hpGOqLwWX0jpf6+wi5Voy8Nf9ShPlVx/tsruWL7Elz90nQYlF45ShkcUVpvzZYUNPuYEsMGg8sh5z9GegOHX7g7ytB+AMKcHOtJPcUAjjDinS4s7ZKMBCGxcGeoHhxM3aaoRKlxhNvrtlPqWxqn27CsOq9hHIXll+T3CdagQzt8AESIjEcY+hQ/a0gjOrxvPz3uSU8aMQawsu4DTsKOvvs8xneGhDsoTKo9BR6Z190O56ppSq/8T1DiQRrycZneXG3NuQ5KwsTWFJNW9mAep12D5WVW8R+mTZd1aN8+uuOqtXTqc59dVY7LsaA0zUV9Wk5MiOuAVp9wgjPhhUW1GPxlmQUcsAenCKh1eLXJ1v7dDUPYSnn11QzL1C/OD921md78X3+Jlo4cTeYZIv9oIVSOj1G6areAi7vPtROWqRDJ8PcW59QcI1ZkQOqcOsXD/6Ay0/69RHl46L/+We32RActhcinBz5gh1/43IyhkDrwKKf/2JB/JWVJLskp0/+O4+f8M/dcGyUw0uPyMY9d0xZ7tB//XakAF4WiX13zaT9ph19UR3X/7D99Az3mCU+gIwce4et1f2Yi/5KwtB/o90iaD8jfUrdq1IY5U/I56ZX/CQqy0Dlerf8bDDBtBwTJpAnYgsqKFKJwUeDx+tE/CYUyvKZY3KX7OXSLOmxpzNtSlxWVXRY2xRvU6SF63KuB75H7Q6o6HwEx8yyNkzun+Idb1t6QChBjVqFikF7tbhws0rAwWg7Ea8NVThkRUVpvakqnRXHGuSU4C/mvI5DIFKtqtyeMPx/uCoXhFi2hPiHlIjUHpZ6Z++Ymzn+8zsg0DNSUuH+UwjxuipKT8R5WrWpoe8mTlwlHYWKra3ugY7B2W8Iyi3H5g76KDQSGVRC8IzcKn99kXL5lzrPsOnIsM+Q/E7YJ1203qPmyjg3aT3/I1xQluV0HFH0v4kQVpcG4XRnVgzOl7xvKitBUVl9PIwhS2EZXJOTRV/gsym6wUBoQO7nwvPycgmYyjAQUigu/mW5Vd31smFzXzxQF1T+LYhAZA8MfcVqviIDzH+bPWWjGRvsJlX+T8uXkM/jRWEJ95ox7SUTOvztOqhCGkcNvoOQMQtpPPGbgXEtl4OhYpeUpeslDvtg5zxLtR0dZEqUEfwjfM9phSRbfUmGTDMtUxKVEfcMxlD9/lWWpMsKxok/RNQ3yj051JiI6sHMXERHt3/kwyMPQorw5VE/76SI+vufwawBDk+1rY8i1KGba0iP/k5QI4AksdoNTDaeAxnXG96WFQty294rXGR+H9u2jYjCgA7t2Mwn99HGbgPKfe8y2YdLw2jCaVKt/W6NBYd6c7BYln+zG4jt//Xdo/454YXDLC0O9hidXa+qRxMrJ5dO5ZQbxtivjjlHum4SgMDd/DnKbccIvb0jzXOYsehHJ77fgFAVULmq4wpBJyWBlhVafcIJfP2u8NVLv5oE4/55CFSg/EIxg5iiEyntNswyFzHHtt8n9VkJfV5fpr1Fd0H6Svg/M80LOP4f8W3xaSv+dWRXZlLLOh//1d5rdtF73KXywBRqhjKPsN979frrpP75F99x4c5wH0LrC/GE0v5RYgg2gkK1E4TyTBq1cSc2v3e1Cz5f23yv/ExTE+ee20xA6Bk9mzFCyJon8V2Ud3L2X3vt7r6ZDe/cyySrtn6sHDd48Rcqb1CwOvwN/oova1Ar5z3P49ZVZPZLll8EbQ3sf2k7LRxf5vCPaRFhe185PYnEZyH8YarcIvi+vkOJdtyS1TUS4LWOOoZ0FdaH6ckN9WgxqC0WreZftjCKXqiXOjV5bR8g/iPPv7XwEChiM9sPsqkG/kpTDZuL9sWqHQbFCNKS8uQcYR5KRaHL4zVDYLJx/l/5k2q2SQxmHEkb30Tj8pkN8B3O911cB55+pY/HwYdpyw3rc6JL7wzDW3Vw5u0uB+MBl3vwU37O1oYvd21mQnvYzRVEj/xWiaDhxM1mvxNO3RsBJiKtsPHDrbXXo0LighOJEjBGTqUihLXuNVM9y1zXX0b03b6Abvnmhf7/F5BaiN/qMuP9YjCjU19x2petn6uhc+df3s2Q5AU0KGk9lnNZvS2yMu/lzlBYbIi8oWMwWv7UeS50+EqnfpZF2MNXfFUTgUil9tR9POCcGaGpA3ZEUMrcN1hN+04oK954sjrS6trvvHjpggu2L5nMy7UQnKbPtTBhBzD2E/EtGfCoNqk8Lbuze+iAdeeQgnfUnbwgGiC7Of/1toLHm9x8WRKyuAcqwJJxxhOZMzfuwIP9cqE+O9oPmahxiNxb7LrQMKsyD9Mj/RCVGePxFk1kQkLVvGHShiJx4E+2nhcXtJhMcxSBixI5BO/KokSrtnm0P0Zm/92p1e1RlB2iiOp83AeLrXHqUMdZDJKUPLDSgnNbSVYEhWom2sAU0tNYpQsU6sXsllmnoPLWip1BqokO+jFFKUJnWOuO0boer/skz5Cup3onLp+bHgFs+NtjiXdpA+YNOmHhseUoImOcsyD9nDJnOb+Bivofp3F09IdRntOvFlBvusOSKhfbDgTJo90ZTn4bWSES04ZLL6Bv/+j4qy5J+5g9+12uX5jT2qt3hGQFVGVx7ZIBHuSZzBirY8dGsoxbkn4/2w4T6hAZP03/T7bMq/+13MGZBeuV/goJoP97fDB2lUtZRLO1UR+QWCrHzWrbyOuJiN45MeqU1d/vNB6wsz1otcFy5bbT/TKoMi/wb3mNa+09Xj75/md7FMJ+OSQqFMuPdlUURoFsBeswWOVIqAoUrhfxv37SFtt+9mTavw1vsJoO7jmYj54l3ctLK1+H9B2j31m30yK49yXJARXlpBWVRTftxnbUFxNdTXgaN0eD6DVCwK+vF+S8Kn0ZRVweULio91LUqMzwx2G9eCqZkLhvGFDpgCo5JCUMJdtFGBXrlRnUP9Mh/sm421Ker/Ps7eVFbDCfOhrHtNaPVjeYXGrxFYEwylUZ5ERUo0iuAIejvPikaHyTk/RGruUhRminUJ77Onc2Ayi6KAa0eqbhJ53HjesTvCJuKmbr0yv8UJWWxo10AuI2V6nCa7U6Yza4Qty1L4ulySmZWncJ2IZIhl1jgtbYY/SEFTJ3P/Z2gezgVJa9FC4msAcSXOjQumyx65Dldjo9aoZYkOdxOXSHVIsX5H6ys0Nl/8ga+XTlcfIUiGHH+BYR4sLJC7/mdP4qu2yJoCd8KGJt8nH/l/FErITLnHym/MZof9JXohN808r/1tjvpMU94PG1ccwWct5OUhRQab9kZ5coAChQMAey0i0Niw3ZJfVMb6lMMTMBU4LWzVp4VyL9ht0qL/HMGcRmGdRbmGejL5U38Ie0HGKEamlGUB/dRtOOjeR+mQ76Y/lZyBhuo3zcUUmNK36xUWT3nvxdewjmewiO0cWeGTmIK2g+7UHSonGnj/IsioHU4YkYHxo32UZ0JtgunzVT5pmwcIsOkh1GTUlvCQpNweZTsQ1nPKRp02oKcn45zqOsoKvbFqh+EyH8CadQqTxpx0WpYVgIR00bnAjeEfM4OiniCOJjbMsdyXaczHyZpOEH9tdJcgrjvCYMGzdVumt1bt9Hpv/JbdNVnvxRRhsI2hO823Rfavadh+WkaEteuVFNCpZ9TzrWhPi00M1dMJ/wWmD+OK/S/oXXXLfIZUNC0mtDBgPYDWACVoPGHopqJ9bO6SVyupkwT8s9E+3GNRzHCkfaMliqSAAAgAElEQVQQMON6VBYFff7v/5H27djZqpxpS6/8T1AQ7Yez2JFCBg/7yCCacyhRHcqyQ+RfOyCk5+G21PPqTE8aMIcT3o21/FuQ/otc5V/Rf/wMsBD8O1VOqkDpWTJek+xwautnRAHn30FziwSCP7rR5PfayNN+3MOHmIZJTXeS6oyT4W9ZMdC0Q6bS6cdUARHXdmiaq8Q3z8CVGZdflkW8k8M8E7dLx3HLEb0kO9oPi/wbaD8AEcVoseGbh32/7Q6FtKwoaD+iwcr52KG04Zhy/r577To6tG8/yIPrinaOuH4K6IVVmf7ulTz+4EFzgqDvG7bXdMKvJcwrWwYHbADlnzsNOExnXndLuv688+kff+EltH3TFudqr/z3wkmk/PN/w61xxHfLULLELXaTIpJedLQRcCSFBtIOWN3fYrwo20eOk1YmOpquIC/Up7/CyG2xKHFE8vuBC01ZJBfvnEnSgsxp07mc/9JFegXkuDbGg8UMnsQ9EgH4N/lB1Mi/QmGOHH5FRJWbGwxoviVt/c64pEbwoCxlhQQg/yEaGyr4IfqK0HM2FjqK1pIYq0mlm30kA/KPdi0gcqofcyHlrS09yXLolise8l9/F9kok3pZOKZWrV5d//2tD38MdmAWnS99gI3tpg6VLWpHaMCCPs21Xzv9asZPGCEtJRZQkY32w/i1wXVIG+3HuB6xhyj2yH8vWikDJYkL1VgjkjBedAIlYreI8QSsOqQoKqsbpUxWAhxagRjNw4LiqJpHVJZ0eP8BIiI6fOAATtIiCkA255/pP/y7YWg6Qj62fmiUSch/znMKRqbBiKt/D5xQn6WjLAgKTDU42VCfmPeTblfOmOO+cSrUp6B88XOG3miwnLNBgoKmNs4HjaIk74wgECWOypMyrgqkQDOKCabGpRSTxJzeQbQfRHeBnH+nYaj3Qr+FhDFBpKf9yEi84nnrJtnHSao9ZVHQQ3dtokd276ENl1xOm9fdhI0ngJBXbVeFGUXfBu4cJc4LGkmREeqzqiva4QR9WxXtx4D8s9F+nFCxnEFTtUn9zMblKCdgxSxK7/A7QYn51LyjDuJvYwQJW7wLCwsq5cDLVx9yZFFEJGRYW1B60fCefRTCS+PIhROwf/BZipI+97dvo+/6vmfRznvuw2naGP6leQ5qMo6kCNAlIblzrQV6ARGvtCGTQ2+SoTllMd6jFnVGbyu/BIkdqWlBUbQfXpESOf8W5L8Oa8mUlYoEIilV3JgC17xTdRO7DaCBUXtyDflK3FCf9cmoCsc8l1ftGXMlRS+4GAxoYfXq4ViVnHiFnZAU7SOL9mOJ8w+QS6xMO3Up+69rTCMZKOP8y/1U7hcSQKYNeUoUU26PHHiE3vpzv5Zct9idIGd3KlV3hZT7OxSgvjJQyAXk30yRBHpL/TMFeCTakCtsBMOwTYF+kDOmEhn8uuLLcyE98j9BCQfIcHFiFk00wIDDL1S+hFCAbKzoepIxKP+ZygRbDmuwuMi/gF6akH/9RLhjy7204eLL+DQtOH9h2El1Pgb94NGutO8EQnXU9TvXku8iR/fvMEJVJcXAjwwTKqKST0nMEU/QwiTeTwbyr0E0w28oIcSmfuOl1fcbmM1QrysN8tgYbitLy0RENFheYhrg5HdpP4GyEOk8Dj8ezSEs8m+k/eRQ5iwn/KKIKej120CgYOxwa09HnP8dm7fA66sA51/lRyaNPzC3hj57oAKmLmXdKeQ/7H9uErSLw7AKUsKBGSV4F9WYS4ntkC+uDI61EOtLqXC6Xl7jusvqD3Om/ffI/xQljsHNIP9o+y0xsdXxbbk5RUDMLYqUrCBqZ5rqnzQKQqRQfgwRTXJCRCYSqcqCWanjOP8KPjgswziZ4TbrjS+tyAadbSu7KtNVGiMljl2TR+PRgvxzq1mQVyOSv0/qG+ZG54IKxaAgOjG+bwEEGkPL1h6vDQsL5FIWL/rg2fQDL/wp9kyFwgMSGuQynF/jXZOmDhyBxXkH3jN05/DLvSiTzwigu0jGHdq5grvWAvTfVajPc9/6Tjq4Zx+t/dJ53vVVCw2eKQFKyJGWE0gV8+6nFe7I4detm6XaxSBD/UgBEBieQxCVxcTHTwqnY4A1Z/noolxcB3QZ3oCIjW3/QLBU3bb1yAq4zar0yv8kBSBJHtLKKGEo5FdK0ZCUY37rbAy0H22c7kb7x/cH7oKdPuFUVlrx4E3m6DiUGaggKz9CYcLffnrQX0r8h2Yyw5SGMvkNxjJJqr+ju0gMfOQ/4NJLZyXE4R8TW+Ai8G9Q3iSH35RiKaJveoOaC5VoOudB2vETfT2GQEfhcP7vuuY6uuua61INiNtapt+be83dJeLa6u1UQuSfRyVT70+DqF/9+S/TKc98Ol35mXNxGUiZRO9Z1ohBOcLaoz7hN133wT176dy3viO67gP//Bo5vF/A3zhtel7EO6pM/qJQUTThGQyJ3YD6T3TIlyYSXFg/c5Ao8mVYWWJ22dw2GJR/jib58L0y5bamACoBCety5O2sev2mV/57YQRx/v3tOm4rsEIAnAUlQTFw+a+wHRJX3jAaLBQbIWEyvTdRC7QmOURdTvsUSdog/6WykkSdGtRe/l76tFwaRJkIUojlIqk518p2MAn9PF6/q5CudJnNThwTGhLkcxFJJNIhWrge4T7FY73LaD8sp1kMy9rIXWuvp5Me91gvZJ6mPeF9S9QRr487yLePKsYGrLdLhHYvWI43mNdz5qCw8V7bmjr2bd9BX/nnM/giUFQ5UKwl4k7UP5is6mg/uXOpsEPht0VP+xHDgqJLiKaLyuPqpKBvk9PXXAU8aBOKsKfZaYjy1BMhd6OZA4vBgAbLK7T6RF6lNCH/jPJ/9OAhesvP/mpsbLh9cRAbLekIWra+ZqKLzbD0nP8pSsQZzEH+kfJVD3Rm0mMjRqSNBiQSkmg+UESxuMnRfgzIo9X5SV2uTUT+qKJOjfMRjkGPy8t9Hg4Zde/nlsve09K3vO3hQYNugZNh+Y2lkfIf0X54CoXk8GsyuKX+n1j0cn0noL5TlnAsWlDUr/zzGfS2n//1OpJWlFbk/I+UD+GdcGUWDpCQQjiHady0YN5lOMYe8l+3m1cg0DNIz2eJ414ApRS+Z5NN4rePb6fO4TcXRHXpdXCXxa0iGXEpSlz/hNGbQIM5YMYFHaq/YZk17QdRzALaD1B+/bYoFWHQ/jjaT9xGIqLlxTT1p6sd30d27aYjBx5hy27mZ+Y04Jbt4r+rqZipS6/8T1KC3lGASQCljbjIzn3M+dcrB37z0hM3EimOvx6QlRYNd8F2DvTJqFNDj4nzKGg/BuoGalMe7YdZ9C0zkaOYWreHWf5rKm/mJNnJ4hEsXB66Vf/mIC//Pkv7Qdm6pP0YOP/h+JSRf25XENNCkP+BjNaHykT+whyhfEYj3d298TnCFH1+90AyNO7YaG1Q0XfuR0YGb1jwc7pO0SEKlSK5TiKSEfVw7LDz+ASRf7Et+rmOC9sZ1eVeYkKJDsGRoE+g/GCeqanBZZDO+zu9S6ddGzSn97r3JOVf7exNso8UaEhUjx+hyU6lY9PDQwpJ/V5nRXrlf4IS8W8Z5WGYNr4exvYd/gD1SA6LDFovLTCpPK4gZEkuqPpXVmik8GIWzrFa4bbpFHmSUUAZLgLgt5ceodLEnIqpema8EI6H198evYn6kWN0hvQNkfYTxvlPII2dOvwKO3QpOkbuKZscvQspj9z4k4wWWK+I/Ptzo5mq5rRfdPh16kCLvk/dipURt+4kZxuiwOl3Z3JeRQ6/CeWTSB+qVvoOAyXnPxdI8Q75gt/FqUOpHA7TunMrA3jEV90EXr3hvJ00+ATk3w1WQISdYjn/nKQAQyPM7yH/gtOvaU0w6/6uQY/0pVRmY13Mrt1Y1rwxSq/8T1OCQV8gLqbz21eqwSRQF5tWXsRYuabFWUCMjEoZdwogpDIolB/pPpo0csrUpknl7ZT2Y4n2g4vLfmbL+7dI8kA7tZEZLsJOXwrGjah4hif8JnxROo3zL4zTVFg/Cfln5wZmnkFOgSzNon4/ySb47ZEcfiuUT/ADgnmLwlOwIm51qJTXHOw4LOjwXwb5F1B11WaFJYiDNP5Q3PjEOsKJ26frsy+SOcg7pCndSF2yqE0LLpBR/asZJ4Y5C+Id0jeONGjvp5bSiPta4ZeXCALCtRXWW00zkT8HXnNE2k8Hh3xpBHP+E2u7ubPhd9kr/72opSz9eOisI0k9COOOBvmhg3Q0HBaZqxFFvSIioSD6ASEp9M7Wp+TQbBmECsRSuofKskou559dlLii0HW0VR6WzTcgviQ9S+Z7amucoTz1OCLX+MKIV9iGiPOf2I0TD0nSNLhKWy1u3P0U8m/YFfMvM7Qf+P2lMtqBC/59n5qg6QfuDoR7aFKI0MfIfzNHFWCu9tF8pz7hcMaoHjSnW/w8hHdQANqC+N5A9/VRdn9ngkX+J0j7CU/sjuowGGBSqE9sEDS/w0PC/OeLDU23Hhzn372U0COq+pX8d1h/SEtjlF8O+a8OdrPsblqVf7cdm9fdSHsf2k63XX51cz8x55gckSlhSPXKfy+cwG1kt++w0TOGndPfulPQfhjh0b14YpFEQv6tdAwW2RrEShc7mVh2Lih+z6n2JctqM/hzkX+m/ex7FH003Pvjeeb8w9DaT66R0uUobmEf5ChNlUSOcInduPGc8Csbv2Ga7EO+4KsoofIoRRPLNc6RVN+gfi6DwToMSVtdC9HzuCyW9gPa6u8oChz7BCrcXEpTOT3lUorSAygg6GA4sU+iA7WkeVwb6rMLRQoZZW5bLDvUgbIdVyWsg4ECH8X9T+QvgJES7Vq4/Q06/PJzAivc+/Pqar4nh/wj/aVrcZ9p2+130T+96Ddo3df/w02Qypxd17wp/K70yv8kJVyIE5E4IMqPEBvk8FsjgzLi4TevG04u5+iULqea1YT7bpnGnY36fhm/RyJZMZKkFe2HbApgU6f7W7GYgesoNjZRwrhyiwNpCodLjzOJxarrqu+pjUy3PJ/2E9Pe0ot8uI2d8kXpUvm3ONRakX8NsuymRRQpjroXncarECltvVtp4vyP/qVg5ycIhxiWxBk4JbjmGQII+U8Y6lARlOZ0L2wlTOK0PVZeLKGUK/GQ/9CwY0Ecx8G64508Ihzth18n3DVWGBdu/4btBt+M2YodAg0YOEAl+mMPGdth/0FrMmOIJKROFfVP93fzB6/8p40wKFbaj2uQgF3A9Nphrcqd6+J5YF6kV/6nKYHFz1mU1XVvWzqhAFtQIi9fBjKHURAbn9VNyCOPLvIvHHIkPDf3nlPIxLhpP9l5vX7iXpYXvFpWAZ5sogy/epBG2MXI5vyDfGqUsinFK89DKuvffH0+ouvXmTp7Q6T9GF6JbPzGC2H9t3jCb3pu8K6VZR1ve2VpWS7DQM0J87D3g90WXZ91aD9O/ymCiDlwp5b8flOlJSL+kEawm5a0jZl3ncpocegMKShhsc0hisligvb5aw6/gwvWMFhepvIPD/nC9aCTc1XtUSP/WPlE/UeP/APlv/TPVcEOv/qdoVT9VXvDNEREK4v4oK8mHO/4OP/e6yvji13SUDl6X6v1fwrSH/I1QYkRnoIdSCXFkw0yFFLIuwXFc69bLHQUvsuCqDTp6hHL1AOQF4WhENyI8iF0oCgKWggOZVIpFRnIfSVFB5x/hBCl0leCImSM/lDUjxBhIW+28s8gWgsLakUlXjTL+HdqHLjKfxTnv+o/6XeM22Wh/QiKbgLxEne32CJBvrKkr73rvfSd3/tU2rd9B1tndN2i/Es7FaGCoim7/s4Ovl+SfGaJM69CJ0xm/pZO+I3WBbibG59a6uUxHViVbjvaOUbRqtC8IRoeY1b+EZDBlWQK0ygpkih7am2P5iGeqiNF+/H9lRLzJGhXSrhvyiHqHPIv0nS7EKgb6ZR/Kw2VA2zb7PxPQ3rlf4ISI0nBoGUGaL3Yo5BxoL9lO/wmaAucYDTW7lyUKm94PaYy8LpPWvFl87kocngiq0ankJMkM+fRfriJiEsP6mCUf1U/gPpxkcyZPUmiugyI7yih/xshbmBrvcnijldM+4EvX4rznxHqU6OoW2k/nE8IR/tZ97Xzk/Wj65b5haMQ1fczaD+Lh49QURR09NChRkEsyxhh5ZTyMuZsD9vg9i2njaEvwagMpwC/geAZNl52FT3jh3+ANl5+FXwmhA5zAg/5QvOr225kvALaDyXGDpEf6jNpiGYj/3qDxLRbwoIsfH6OHkIBUj/kfMZ1IrpM6fRXP7+TBnH+XQNUS/vhjHXG0OAcftkdhA4FgqWMY3Kc2aijcLTKOVP+e9rPFCXi/XHKGxjwKX5x9iFfFvQsURZ7CEaqHIDK82VKz8dpRXVl8HaoSPjtGy/tJ9oKNuRDv3ntX1+eSveHKBhWqpN5FJLe5bLuMPm7LV6oR9BPivAeoWg/vLLRKedfVGr4byguwKzhzLcjus6Mv5333EfFYEC77t+aboNXloDGj9pgOeH30N599Kk3vpk+9Ya/9+adMCJKmvYTK/RsqE8hzn8KWa1kyw3r6Yzf/D3asu4m+EzoLAFOoMLiGSu6k959zn/w/tk5tgn1maRZZiv/rkrTjG1Yh8U3jUG70X14yR2ShT8/8nN/1bcR6Oe3XQpcwVHS0gKMWvIexZsDOeR/6ciR4f0jR5X1ZoT6RM8nGGwgq7IqPL/Ome7fI/8TFQHg4ZzAqkUFHuSCJh1hIeQQl3vXb6CnPP17advtd8H7SLqP9oPv+ydxCrQfbrKvJrPgQxSDAS2sXp10SNQ8Rztko+M4/4Z3wx3yZaE6uVSpXENGEvR+tXQDJC66G1KAiCheUBcWIuPBKy817sRQn/r2N/VyinoBfxORmtqSKtO5yJSB6/jsm95GS0eO0CO7difboGlPJbXBLtBiQrnloktH6RvkOwr9GM3PTl8RkX+mnzjGJkrLPUOWQs+llRyQ6/k1WQwRChRQBn8H4iL/yb6YO30k2hRVAZy22eYIFBJ4jUGIY5oPQ/tBjrLoe5Wlb7wJbdFqqWgedK+H5XLI/1f++Qw65VnPpN1bt6nqzREEgmkprNa1Q6JYzYv0yv8EJRpEAc/bRwrizoxCfUqTDhJOSb3krHPo39/+bhosL8P7SMTTDrUDy4D818gUz+Y01REugAiRUk0QLfTdEA1S52PetUR90pRnQqMHDVVKjEbToWEgObfHGZyfReFsbTv3gNLQLCguN9o/sCjFaV9Yld5kzYmAw77H4BldER1+DWi+hqLn1b2yYlL8U2U17RqN2QYNMZXvMHl8UAQh/8BRGLVlmCQ9jvxDHMOb6F0LczpQ6Nm0YIcCGbXuNdlnJVBKORDHGTNd8rArWYU4/xoqm2VeVJ7wm9qV9f8s4ftq6FfxoWx++oA+DP3wXENHqfxzoYuZ5+KQ/42XXUVEmK7Gihn5d3/HRlPq81oV+D7Ofy+tpSyKYCBxiwfozAmUWjrtklXqSjIp/lz9mrB/UR4BwbUgU5LDYVRHNZ9WigRCpDS6f4vBn42Wu4s2sx0Z1hPJKi9BOm0gBTKYpGfJfE9J2o/SUAm3bN3doFDBR8idv8iGtJ84XyWXnfOZdLsMhtbh/fuH/+7bL5YVjj/ZMFMoSnVavaGQSp9sj4j8j955xgm/RM73L0sfXAFEbA/5hxF8cN0wWkvC2RQqZ5JCb+CvI+TfK6tWHtPleGE1g/HBvosVXTut/k+bR3Soa879alS+ZgdcBkXcuUBnCHMGYEmhw3g6f4GQ/7A9wrzdxp8sRUvzkH/hhF+LmKP9IMNbi9Czu1T4NGoupHb++TXTkR75n6SAQcROEMCi9Cb4BMrYhGqzKf95izOvkKXawJbHUhnSyBSX1pUNl1xGT3nG02n/jodhnU1UAqToaCbPFoO/ZA4OkrM1vxXojgX5tzTAi8bEIFnZdSTyLR09So9+/ONoeQmHmQOlNL+KIM5/rcTF9aFzKKJFsT57o5Gvveu9dOuaK2n3A2meu+WdXPyRT9ADt95OGy69ApfFOaSRhvPPtU8Y55o6OppfULtywlN6bSrLKGIOq/SUvkIGqTOMkVj3sRRFz6772+L8M4psRX/URn1bFQZFIOf5mEa4vgkpBc86R3z41X9BT3nG99KOzfe4hfj/RnWkFfogsZNWSYFjFHIvylSiTLTbiMCO8F1JoT5R5CYoyFB1rod1r3So/FsFOfciJ2CYl7k1WF6h1ScAFZkB3MZBdR2n9Mr/BCVlQRPxSnODKAIEAEyyEi2g08UZboHyygdfTqxcuaI944BrExHRZ/7mLTh9gF5bUE6/nPzB7/LPjRmd38x1Lv1IuFCfqmcGio+M/IvFJutyZfN1N9D+h3fRbZfptpW956PghNqEssA5QQ5WmgUCRUkZrKyIij9XJyeH9x+gm/7jW3xR7u/QWQ9QArz7LDAg1aQoI+PDy1z3MvjXuoXfAAnRSarR/NykFR1+3d0XdMJv4l2olUtHLHHcfeUwHu9o51gNxFZZWLRdp/xbu8pgedlX/Mmdm7i2WGg/btPAmiug7dHaHYB7KeQf+mgEIIRIM3OvKT9mQy0OdzhxuV0i/1r7pG6HN+nF11D4ZZy5kZXlJXrUYx4dJ+fAzV7574WV0IAOQ31ytJ+qM6PtfDhpSLSY7hZnNKhyDhSpjRl2t6K5ftsVV9OTvue76a5rrksVpZfqVQ4qI2BatJ+MrVmS+4+XXohBb+UwYn+UklIvLHt7FLRneWmJvn7GmVlFlEVJO7fcS7u3Pkh3fvta+t7//P2jNCmDOlgIPYUR7UjpnlXjLP6Wn/1V7zAtTlJcZqkeC1XQSivMsm0T7S2KIjK4zLSfehoNov1Q3F4XiZUcfuGukSIt9wyyEWRRZLFSGo1ltxygMCLlXaLauA6/KSW0SxSV3yHWr1OsIp+sl6mrxA7jXJ3+GIiN3BA4goERnPq0lJq6yKh5Tl1utB/G4TdH1LsTlUCwVDcmuPfPzbUcQDZnun+v/E9Thod8OX+zyD8Y8PVi12RZf8HF9OSnnkr3rt9Az/rffpinfox5cc6bKNPInTt53nbZVbTmY582tUlTd+q0WFWZrZX/vHz1b8VkB/vEqvxoP7XR5qFT+MCyilaQK7lGmZ/ef1+Lhw/T6b/yUiIi+vPPnDVK4i+kCwsLrEHtHz5XRmnMoW4TonWWTR2ypw2dqbrOgQsTUNyIhs9SU/YyOM1Ezngo8cFdYX3VPTTWYDx/wueeuPlDZSyP8y8b/nVahuse0n3E74j0szIeA37dDvK/kFLw2vehTjn/FL8nVJd/jXnPgYNu2PfCPNGOVFhf6fcYGOrT7YPqXRy8JnOA5VQ5/2jdYtoJMsPLKwyV1EQXm2HpHX4nKDHNx4/P6yPmbr4RIg22Kd2BedXnvkTvffkf06G92BEQ1RM0MJkPZumK819GPzyxTNTW5wgND/f9VE4/GoWGOyBJ2Yg8pYlBHriiZOXP/S23xz0VublI8DOaTmFN1OVda2lwBRei65JChCNwGfpqUE8X4kUkCk/47RL55wz1TmmFiTyl810GmJalqKDOh0JywraUWNkIFbz6Nzp0KdVMvZ3l1KE/WJH1CRllK5x3uX/n0D/qVuBfkkL+NXUnOf8dKFWS8m8BqUSkXrgWnX2TMgaC/MjQDPufTPtp7uuRf2Y3jXmuLpF/e7SfePHzd8UTWcG1a7/ydRpwyH9P++nFLNH2bnib61TVJcT9QwMxtny9esbu8MsrH5wU9UTD1GNQrO3P4SuwlgNzQDFZkk37cbuJZpsTXF/FRPvRTGZwV0rod/kKu3LRTZWQ2Nko0bipLjGGCzo50+o3gcptIylFQI7zr58bLNSyVPqc9hCNvlcwD9o5/47yPwii/QCwpkorGkPB7lElq+qzMBLIv+Fdozqk18zRMsP5ryxLeuev/Q498btPoZ333AdKakvbGTPtByDA3m0DVYoSY2p4O85fcDtwAVIvgSXQ0AwNF6a/Ndd0dCuvWfXr4/WWsXH+jQIVfW5tDPM6D/TF006ng3v20p3XXE9/+bmzxfQ5QM+sSK/8T1GiUJ9ctAg0CSScwizbnSi/ReSFyqj8KBSKXPSSTV+jhz7KW187UUcraI1CZ2Rn+wwXax220eX82yYzRLvwoui4dWeGY2zKtStFIINTXvCOwGIXPl/YD7Ajur19XW4fp1BKKc4/7yekbx+7A5al/PN53H6W27fcuVJyWnfpBN47rnnY+L1DtDvRziyHX4vzKnsCdKBYliUtHj7MKP4C8q/4DmmH3/bjofm2zFxooEqJ8yLKziH/ZUwxw4fojdoJHX59kEYCHDzk3xrthxsH5L+XTjn/LeL845DLuvG2ePjI6FwCohUm7LnfF5hGzIH0tJ8JSnxSXsEuEtI2Y4FQxgC55Pm7DLqX5fALUAakEAkib9HmbWtb6kbRfkxUlTYLFoMmKjI6RQD0A9STbka630Xp4W4JrgcpxxaBi5qxsFT4N6i4VP2SMZhxDHcDoliV0+FJkclQnxLyz80NyoONhnUy17Oi/aS4uvHYzaig/jc8QT0Oxzj6viRH+/E4/065q9BBeKGig3RLcc6L6WeqtGDNURtSCc6/5lt3GeozJVxRWuUwLEO7M8MaDGU8LlP54XwSrvtu8cIhX2lfi0Ye2rSZDu3bT1tGZyhEbaDA4Xeq0X7AnK1ZD8Obzm8N7Sdrl3dGpEf+JymhslEEg5bpSC7X1EkdldkoHyh9Izzyz7acFQmN1dMe0um1p/VxbUpn8N8bdqxWKMItkf8sWoRi58hLL0T78Z1NNA1AdWPkXzLwxKo6cfhtfsYHYMXUsxA9jJB0YOiKO3SoWV0i/8xiNvwzl/OfMOaU17uaX+p7ZUmH9lUHnh2or5nKd1D7SMkKinKdvtFY45SCAiheHu2HaVNQefI5QsMlJdIOBRfWViOFxcAHCp4bOlh0GmMAACAASURBVLetSFSwAlD2EoU5aYEhDB7YH4bh/OgnTM2XyBewCIw2TP9tJwd376W3/Mx/i6NgMYDT8qL2rJUxCFD0vfefpP04v53rnMMv2xfmS/fvlf9pSmo7jcAAg1QggNzIKLqe1ysJPvzHMKmGdXMGS6BcJsvKRIMXDx8mIqKjo3+H9eoXwva0H2mBB9FykEE4LJCvJ5Q2cf4Dh9iq7vQ3mN4smVSMK0UQRHPgdoBS4w8kTzVMmVBTFP8NZc6/fs4w7yzmzC/JRbug8975Hrr5wkvo3ptuoZ/4zV+je2682Vh+883CXczFQ4dw2qKI+nvUVvcbeLHtK85/4l1ARTDxEGSM9sOcBlz3/wHu66FA5F4Acbz8o12QKqKWmy83epPfFmEdNFAcQ2Wbq8u7lNzJ9//GxjXfr1JjXNoFs1BqQsXfbUPYtpmL9sMYKSB388t5Hi7Up9aPcdalV/4nKGH/C9FekTMK0vq6X3Ut7vxesi6jcSQmrVQbuLpVJ9MK7cx1+tuy7ia6e+06uvfmDfS6j71/eE+5EKrTsHk5Pn4jRVFEyj/bf1jydnzdj/OvN7LcelaWlmjx8GFatWphOGkmdZu89wTjV1vLSiFkJUgT7QoFC+0gfl8a34u4WeOh/YTvTKSPcOPPYLCxBn8Okpx4L2VZ0r7tO2j9BTuIiOi0F764js6lFVdRCNH8dV+/gH74F36G7l67bnjNdfhFfYSJG++mrcZaivaD5y9pzrPQIvFcqgWPKkmd8Kv51vW7GBRElfI/8rHqwhiWACV0eBZfmPsTGWdpg0DyJ0GNxPMJeL+hMSGdzLyqHdubQ9RXuoz2Y5RwJ4WIovHM58VjdcBw/jmjoqf99MJKhMKFDr8MZxTvAgODIJjsuM7IoSp527wxMuAu2ForWVo0SksEHutjjMobrAzokrPOoRMffVJ9C0Vc4KQNWjU880FYtB3n4xApi+o3orIwm+Y9jtIMVlboo6/9a1pYWKCVpSUB2VSUi7JlOELGyXnFvFF6vKte2nDhLxB/2mCoNnm7WzjaUAB4Ko9S4aGuDZnEoh3csyr+w0IaRbcIwmUOlpfprNe9vrlU9QViaBqMUo1i2yfj/MP5XgAGBtjwgGmdPhs66nvtFboOxGaVhgNR89xFMaDVI1WkDeUobkvVJIb2410X5l7h1HrUTwtmHhjq6qEuwBsPYb8M2xDSLEX/FyOfnmsXkf+MXSL/ux7YZswRz+tqwJBJxzr8Mj5VvfLfCy9A+ecOD0FKCkKTEFVIRDxY5T/dfFwWWAQNkSeadFVyRqEI4yQn22RE/oN3iZANlRLVYuxzW7+ueA7JNermQVJOeVw94CIT6tNC+6GS1JSLLifJVlSrKNpPPKZiP5pgDIuhPnVt6YTmULfDtnvjZ5bLTF0bXueMAvu3So7lDtHhsight9pvSzOvSu+Da1rt8JuYLNoe8mVC/r0qSq+sHCf0+n0qJsNqF9OL5CbQ0rLawgJKenqqaFBDY9ABwYL1PATFUBthUI/6WlC1weA3R9IJhPNp6kL5/8a/vZ9O/s7voMs+8dn8NlU/wTqO8+Lf7CFf7DlGvfLfi0W4QSts9SEaQsgRtCL/OZ1XXgR1ZcLtTEe8hUha3Kyc/3qRiJHbGvlXlJkTzcTJrEb3OCUjjCUNqxGUTAu9yk0ftR3Dl+pyYV0dKsioGXhL3a875te6CzzYple3eTwGUWfIfzAmFhYWTIbCsAxTU6J6o3sdvDP3m0s0EJ/2E6f1FTzcNg3tByqSwqOWYbSthLgK9oJD3amfo0b+hYISnH/Lp8EH5XXwbR1nbnjfwPlPnZrt1hVU4OT364rKSMyXZXj+RNiG0j8dXjT4Wyr/7sf1lP8OaD+br7+R7t9wW0aT4nVLC8Jwu8Ec55+j+swZ8N+H+pykxJSBkHbAIP/I2keRRUKT16gAZiFzcKFKT5RMQe4/8W3DtnY2hQJtqRpCfbZRTkMnsFT5PGdXXszQdS/usxX5Dw2nVN5K8clV/oW+Zi4vQv6rf+J3ytG//Gg/oP8otaDx0X6Mu2AKPyEJXOC/SZb2H10q0DjIFUdRKATevGcoGBx+Xal58imjJqOfW05VL7kDn0b5lo4cISJZmUvF+beMy+hcFWo3lzqN8f8NxHI2AgsP19dQFsYIL+MyUt8c+QL6oJ9PGZV2T9oj/87vjmkvuUWIPjhJ3yHcDzjOPx/Cdb60/x75n6QEfWMYosv/u/4tWbIAYglpK5rtTv9GhvIv0QGURUrIP4rAIpallDDEo3fqJTj4iy/IVK2ftSzEBa9SNAeDFTqRThrlY5AHs2Kmu8+lnwTfUbvdri4v+GB3X7uOnvYDz6WtG++I0nD0LznUp1b5HxPtx7oLpqDs1M/JlN2tTxEzvywsdLLYujQVdJhSVC9VhkKcVuNwvwoYwBHnP6OfcxF8kHgHPrnO/qPrm6+/iR66ezPdefW1yXIw8p+ex3F7nN0zh0bYViQKknSWjpfWXROU/i+IkltdD5On8iOj1NcF8PhkpUPOf5egRVi2LV9chq9CJcpl1lAX+ff87Az9ZpalV/6nKWUY7Yfj/McTKuIX1yNAWigyFUOYBzo6pZ2jYDmOM51Uj6zA5nH+He3fqVe/Dd1qIgALQig14jnA79ePNsLXE8qqFqE+0TuT8uYj/0ARbIX8+3kvOescuvRjn4LGa7SrNhIYYlFhhEVt6XIRabE4a9B8RD/z0nYY7SeJiHao/Ec8fqFeCWnkBiCKkAMqApckYECPYnMOoVUdg+VluuDMjwiNZJD/0O9MIa4BXf3uZDxUn5bpj7kGkzbwAJcHBXdIGpvgjJsQffaNEwH5b6n9e3NBh879Ydm5+YrmJbkJEnlxOSvLDeffi0jFzK/zZgj0tJ8JStg5wkmA20JCCEYJEJIoJjnXDhS7NyhLKzjOf8aAMEzUohJhfY5ResTZVvNftWlSWaUFSDh5U/Pe4cIFtv7ZtEydnPNsl9I17Qcv2Ji+xBmByBCTIoPgpnT3vkRFJZmXU+iBkcnq+B3SChM7i128s42XXkG7HthKd1+7Dsc0d+t1lApoICrG34LidFXpwCiYR3BW9tM2KZDh38r5nAED0lni/tqJP4dETzMBSum0Iv01PAclnEdQP4dGZTUf8WN8sg6/uK6bL7qUiIh2bLnXWnpuq5yfsQGafCfet8Wcf+SXwtU7L9Ij/5OUaMCX/gFLEvKPikwgj1ZOblfIfw6FodOJOpfnXBUrGF5sOS1QkLIsRRSlmoAKJuyphn+Irvq6v81w43ZsxoL8QzpEVlGjdii+V7jYBvX5oT7BoqNtS5e0H4Mjo7pMFFjAYmASZX2r5OFHHTzb+gsvofUXXkJERD/4sy9o6kBdzXX4BRQfLgSgKyjGeqSMwcrTzwpDzirSEqD9tBlTdYQaRSGH9u2nxz3piT7tx3KuiiDQOda9bzkbQQimgA0257m8MamcWytjDNHRwrne/VMM9dmS9+Mp1X5d7/qNl9Mpz3oG3XrpFXTtV75O92/YaCw6c20QduLU65GL/DvRfrhog+ad8hmSuUD+n/nMZ9JZZ51FW7ZsocOHD9OmTZvoLW95C5144onTblorKYvCm/i5mPgI5a/vgY4rbb3yCFdHyFwGgiRz/vNQGmXlXj6E/GvoE+1A6EJ8/dUiwJ3mqZnsJOTf/OqYvonqr/t67otSLrrq4hTftHH0xVSXEhzy5YNBuvZ1yZ0txoH8o90MhaHul5ExvwDFrVZeO15sfV8o3ugYIrdo3lNQb5DiFVzTcsq9PIYDq3jk34a64xN+0/M4EdEn/vJv6OaLLqVvfehjRBREzBpDnH+uLd44kaqTdkRRfm9tdi+XUYW77t8aZwc7iYQMzcCYGDvy77XRr2v7pi204eLLqCwKuvPqtXTkwCO2sjPnQe91gt2nNNCD+8FguTk3hGMedO7zMEGZC+T/ec97Hi0sLNBrXvMa2rRpE/3QD/0QffSjH6XHPe5x9MY3vnHazVNLtNVHZYC6chM4r8zDkySFCXjsDnm1wmxQPOrxyrRBgWo3t23PUSSUGVO0n1bav/y+6sWA4/dqkH8DwmXh/FuevQt0pwuxGKcFQ7lChyRpEOBQujwYq83ipOL8i9F+OtzFSCH/HS+8Ege8CUMZ1I2oGEwdqxS0Hzx2JYVez/n30oJdP22fTZ3wmxqrGy65nDZccjn9l19/cVRfl9+2BN/Fu89SOVDaNPiEOfvYYCiLIkr/5X/8F1pZXKS7r7uBXvaWN40SDv9Bhl14boBonDjSVvknMBd0JdlzPET+sfGVyOr9wSL/zDo7b8j/XCj/F154IV144YX13/fccw+dccYZ9NrXvnaulP9wUg5pP5zyxh0wNLzmZinhv1GWLuNwg7Iahxt9OdXpnMUK54zmTjiGxU0j9et1Eaihdz+n9OE2tqP9yOjeiPbjLVpOGRokC1xfpeiDnNSfmgmb2aXA99PS4NLWyfUpGOozgwfaKeffc/zuSPkHiowmbXDH1Ba3Lu+aEaFW1yU4zbrfF9EtNYYzUpjjE36RcploOIVUwHRaVxYcGlJynQECdcgqq2buqMLoogAGnSD/0jqYByhBhVcwCKJQyEEZj+zeQ5/+H6fRU5759CgPjJ4XzNNi+1zpkvPfucLbHhhCLILkO2G+k3vCLzv/d+zwPEmZC+UfyROf+ETas2fPtJthkrBbl0Xhed5LXDLRqUhAOtx68Y2MxTkYYAsLC8x2ZVqu+PQX6MiBA3Tnt6/T1Kpuk0aa9+tdHP1jcC5sMw+WpVgAjG/OIj7MgichXMaJnVPEkieY5iL/CYpZVnkmzj/uB8gRNsfhvdM4/y1oP+yOEQzHaAUX2s0vTfk2JVUrPp0u0ZYyoP3UBrCsTC7kKl4SMKAY+1CA4d+mL8K5lEvbaLL1tZpm2YXDL1ACXeHok0xhzu9EXcy1cE54YOPtVBQF7X5gG1sPWvcRGDG8pB/zXSL/XfoqBUUb88WGO2JPIOHG/cBB/mvgLaRMe0N+DIjXGGUulf/v+77voz/7sz+j17/+9cl0j3rUo+ikk06q/z755JPH3TSTlGUZ8K3j7U/vN1wIAVolIB6sb0HO4hxSHBYWaOnIUSIiWjx8RF3OnVevpTuvXsvet0zU9sUrfr+hs5XFQStHyqIQ23143/7hv/sP0Hc87dRhPnfSV7QFXV9edI4xdyczlZ9D9e6iG4m07dGd5mJWUXx5TJoCoXDko5a1s2MGMtYtVQbPI7p2yEZj7iFfne0s1jtg3SoenCN9c60x7pCBp5qjgOIV+/umFUkk0unEnKBoP2rFO8H5VwVIcMZLvdOa8G+zCqLI+PUDRJ2RiGYTFQYbELWlur505Ci96cd/joqVFS5L/X4Q7cdPV3h/y8h/+rYkqI2dSbb2ny4iWWyJM7vRfjhglaMAzYNM1eH3tNNOo4ruwP33/Oc/38tz6qmn0gUXXEDnnnsunX322cny3/SmN9GBAwfq/7Zt25ZMP26JUMOyZB1+faVOq0AE6blJjw312YHyT0SH9u6jz7/5n+hzf/s2c3l8RRa0wajwoBCpoyIe2bVr9O9uRUEtlH+SF+0LP3AWfeEfTqebL7oE1qnh/bqT1zff80G658ab6dovn+dks1FGuMgrqWfpkvPfzuDSK//cc/oKY4yI6w/56m7h8I1Am4LM86PjfsaCC2OaX5piGIOzpYhx/p0+gNJqOMYwzn90yJd9h8sUCtmr2y0D7Cwms/In/Oqgf+c7CjtsOXLdv3+DNt9wE21ZdxO8D+lGUlsJvx80VxaMEV7VtbK4CJBkNM7iXZ1wnl7FRA1E0i3yL0QWMhfdfm2A/kmJd8KBZoj2E+1wC7uFsyxTRf7f97730ec///lkmnvvvbf+feqpp9KaNWvommuuoVe/+tVi+W9/+9vp3e9+d/33ySefPF0DIFSQisJ3uGIWn6bjoSIBIiEg/9brKXERERclv/6r3zSXpRYJpclFO721e/jHputvois+/UV66K5NcjktkMihQpFu9/6dD9Om626gF7z8ZU6dWPlnP6Vz49KzP0mXnv3JqB1yIXF5Gs5/E+1HLhZWpeTaqsvLoP2EIob6VCP/HSr/Gch/TdlTzA2yw+945pe6nA4VRK8u7uTzoF4qSx8JhhFYcNsWMg/5kvq5jw7LVVSC/H3U7zWF/Bt21epdz9U6ZU0r6752Pq372vmJ+vVAh+TEL81NqgMYg3bU/WoQj+eQYuYalWPn/Ls0rZlB/vG7bgzMRLkMgBae8BveT5UzDzJV5X/37t20e7cCUSWipz71qbRmzRq64YYb6JWvfKVqcllaWqIlh7c1axIi/6zDWGpCBenqAcm8Ig6Za0v7GVcIvmE9BoXKWj/YqnYjt2y+/kZdMbZaozZoFyBOufS7AoPKipx/uQwvPeG+Ng7kH3JtW7x1G/KPFU6EHuZsBY+P9qMrtzrBUnNAl8S579KnCOUpcqKJKcQz5EC/cmkxWAH0MERYB3T4DRB0CPLA0ty25dF+XPTJSsvDJ/yGP3hxOe2hotu1MzcSi8EkzovCrqR6TgDjDDuX++lMyH+HJ/x2GqWMrH2XyRe+w9X69chNNViOOf8p2s8k+myXMhec/1NPPZUuu+wyuv/+++kNb3gDnXLKKfW9HTt2TLFlNomoEUXhHfriW/MUX9dOMFYEpynAlp78Nnd5+E5UD+knHHNsc7ToWVaxsJwMKYtSfP9NM5mJThNnfHSZRYfgO0i0yXCoj5lTHOXvGvm3K/9hffiQPfvi2Cntx2jADdOludbIoGARfo46lBXtJ86z7fY7afvme+guVXAAQ11StB/n+8JQnxoFHOldHRzyVQq7FpwgpVGt0EHgX78GoHls6ejQX2xlcfygnWq+BGkx/RDlAQYzkx/eq8A8CAT67Zke7afbtb4L3cFfwhT9kVlPPc4/R2/tGICYpMyF8v+iF72InvOc59BznvOciLbTuiNPUhA6ytB+tBYlMhi4U1fF5mUp//HJkuNQ/r06JZQmV7mECEtefo0MVlZo9Qkn1PWJcf4Rp5yYBYZ5B+IBTRxaxbaJMUxB3raHfGkXXX15GtrP8J9qAQ4XOz/UZ7w1rG1fl4tIDgqMUEb/vrPDN0gfxMS+14xvhcpaXlyij//F39gLE0SM9lPPb+E79u+zBZAfWlPTjqa49Mtz8yxozhKoBMX5V34niPxbQnVWym3RxL2/65rr6IFbb6dbL71C14gWUmZz/sH3QTtFnsKvpOJ5euiovwFH9HCXSXNYaC2dOvzOBvIfFBL9TnL+GbDEj/OPDePe4XfMcs4559CqVavgf/Ms4XadfxNZ+2CC8RDxQBGbQGd0JyFJKWhXUVOm9NmtaEThLOpNdfKkEVdsqjZ4TyX8XB5FC235ciivoNxrFDeNcowUXiLBYM1V/jNOPk0XqDFu/OdLIT/IN0d/yJcqma6sjFCfEo/fK1+YX7rkAXft55ESyWnWo6kAJFdzzoYmzj/cnZOUf2eegE7FjPiIsXHOg5z/6h9FP3INhVHy5aOL9I13v4/uXX+Lrg0txMT55+ZZlABcy0H+kzvp4RowJeS/64hbbcY2msNUBi3zndwTfpt1LgS53GJ65b8XRiLFoSzYgQidalDfAhSDZm0ef2csEMo4hnq5w7+gWOuH7U4rybgYW73hTgNStlH4QA3th2uKuC0fvwKVRMWB8ndv3WYu1y+yY9pPTrSfoPEwDJ+3IOraNzbOvxb5F86zgCcZcwYkt3uQtbOIAI/xiBQu0zV0cbQfWVnXKF51P7Jw0r13rlfuPOVfiBIX5W0Z7cddp7p09NWK5+BteL94B3J4zR0ncG2UKgOKK/LRC0PvuidHi++wy0O+Okf+22fGBhTfzoIZty7yz51tgs77mBeZC9rPsSMhaliyKA3mlKaRT7j9rJRcC94SArCN7Nuxk9ZfeAmtLC7R8tHFdJusSnj1fhGFxlSUVfkP6ksoHFybWLSf1/6T93NpP1EINOfPb77nA3TCiSfS8uIiPe15zxXLlOrqSlTl1a8LT/6FQHvTh/rsUPkHjuty/WmjECKXit2j4IaqLa5AB/WxIf9po42lcdTRfhRjByle0aVKkRzQ6mqJFpH/pj2rTLSfWGnk4uInsjqiQFqrlJ7BaQdb2orFSBbHlLv2Vms6C8zwdRVg7nDTV8Za2NcmyvlnqKadSBswB8xLK0tL9KjHPNrj76fqdL+zF+2HYTVY18tZkl75n6CkOk4qbRIV9ACFoPNb+mJmx/Wj/aSdBtvKp97w9+q0VehCi8CtfIvDb4ajcd3OkqP96BFGjfIhI/8KA8JNziIizd93XXMdbb3tTnrh7/9uum6xLoQCd7BYKNLUYWxDzr+zI4V26Kyc+y4EHhAo5kkjr/iQL7l+vwz7M3ZO9UrWpfO5CWk/iKbD9UukmIfKGKQRCf3cNULb0n66UMB0hnVTX5N+gsq/+1v69sKYQs/N5Ulz/uNv7rWtUv6DedoLHCK8+7bKv1o3ySm7zfevu1NTxldO/1d68qnfQwd2PsxnY+brFSfaD9evNad6z6r0yv8UJa3Ul+AnQqMA7SD4W9eWTIXMyTdWzr9VRm1Yf+El9CO/9PO04ZLL+aSJEI0Whd762GVZOAo9Fz4QIIwMUoEOg4nLSxuGZiQDKCrudbec1rQwlK/NWqH5tqM6q6PeB8s+guTTsmKnMP1Y6FL5t/lthHmk+815Hoyh0OUuRobza65IoR/d/oue3Z8/cB0axbw5dDB94rCXx2n7gkG5G1ecfxVw4Cpr1e+ukWRNA0jRXEnhrd7doCA6sbrkKvw6/w2Ux9/VWYjKK8vSttvTVtxuPkvIP1gfbzr/IlOdHOef1QdmQdfJlF75n6QAq1HD+U/RaZDyl6Vk5epjKKb4DAyIKr7vVZ/5In3rwx+nnffcy6cF78vKf7WkbdD+pp0l4Tj/mPaDlQwNaF/VoaF5mcJ3pha0YPu6y1CfbRRBjZJalb9p3U105JGDURQS9H1ytoI7dZLNql/gXJdu2skZ+djZcUx1SQ6/3gm/wLhFc2EgcDeSCfWJDndi2+6014L8u3UPVobKTrGywqUOsiLOf9weTlwnStOOQUei5uGTbNA38yo48Xv4RzI/StcYY47yXwdM88vL/eY5Ml7Ofxs0Jw9c4qizLue/NrpCHc7Vv+aM9N8r/xOUsE8OHXWYQevNS4lODRTBJuqIvjPmh8eMreZZGAQuD3f73ZulxMN/gPOOZR6RDtCqi64PVCq9dqIFHjv8OmVxCgfT8CYN/2D1aa8Gh9jIsEU7EnVasVimLu1FnTyw8Q5FncPyl48cpS//07ui+zjUp8IKC+vpchFlkKx0lrTyJfmeSJLvUzQt5D9hiJcljMSj4ZCrDvkqgYFueGYLCuwq8Jed81nat2MnbbpOd6jhKhS21NDOSrlaWVqKgasJiOXgSH/O5ddhzokYnQgN6wF8eg/5XwWU0LI0Re+00mGjNrq7/Z1H+2mRNduAxP3A5fy7Ibm9nIoIX7MqvfI/bWEjfToDDCh9TTqQx6BkuZzzHEFc4FkYBRYDCCrVY9w9qRz5XNoPlSWsC4f6xEqGyoFNg8yZtu4Zgw8slm3Rva4UwX94wS/TY55wMu3bLh8QKO1WIOOMmG+Srqe7RRRF5hHr50LZVWUC2oPp3Wd/c2jxZZUlCfyWbq1O/0W7KxokGaHlcaTPSunT03788vKUu41rrqSNa67MyluJZYxvuWE9rfnYp+mOq9fSH7z79FEBraq3iWWcgv6Pbrv3uHFojvPvIf/A4TcROGQ8Yp/f1CW3KU+ztqFszLh1KZ4Lq1cP74YhrTXb7TMqvfI/SQFbSuxR26hTpdAo5/7i4SNERLR05IihaXkd10UlULz8qUn1yiz0FrAYmHZP1ChvY5x5VIKEwuH99q45ab06BD52UvfXL+BNbPAAEUHvMnNbFpXpXDSXc2jffjq0b7+20mQ96KCgkvk+6XqU6TRFaSkGII94OBw1z2wxWPJ9iiaH/Mu0H9fhV0L+cR2Q5hk6/MLISwblP9Ph1ywwzL9+jA9WVugb//b+UfIY2Bi3eH1daG4hKO91+72Tln0F3UnMtwnMHV7eVcFNGj1Hrp9HhkCQrCPpJICDtU0AqPLKI6KFE1ZH18K6ZsLX0SC98j9B8T3Jh1Yly/kHqMGh/bHCgs4D2HT9DfSNd7+P7lp7vaFx+qReNhfpmCGHX4shgpU2rNRqypHb1rynpk5f+a9O/0Wxx/1nwigM12rdcedCISCxalJsi/wjhSyrJHudXJOlUJ/ahWhcTrLqPlmNXUW0nyKkcY1RJsn592g/ibZEnP/qX4WCp1LMgSJpQv4zQ31aBZ/wmznGW84NOWIykoW0tXMuayQo6xIAvuqdh2cImBT6Dg/5mqU4/9JczYm040dEtHo1DrnbI/+9mGVQ8clYh1/n9+iPG75xAf0vP/582uxyMoEiWKwMaM3HP2NqTz4VI41MT09iNE5IKiLv6oKkVHXYyOZYe9fpza0XnTrKLlqKiUhz6Em93ayhTDHhAVO0iHz/ksmhwFH5TD3wkC8nrdoPpMvnECgKMIvE4wfo2BiGRpxtgqE+JY590xfwe9VEecK0H47z7459ttlxeQYG+EKbKDFQ+c/j7k9j7eCUc5hWOaY46qWe/icZCQztx4L8t4wMlPNcSM7+0zfST7z012jpyFH631/8oqrwNi0bFWFtk2yYVch/6OMwC0BnrvTK/wTFO0CiQv6ZgYgmm2JlQJ/727cl0uV3xC542LVSOwsOv/XkqFBgU0q14b1ok/r1Ob/BpOpO8gVS3Et/EYjaz9Stof1oHoilCKWeJbd7QBR4zH1NQCTFaFeG9uWcTYHbhPtEMk/ZGKS4zDS9SSy/wwhP4/rmJThJ1bvP0H6S80cgGtpPJZIDMifTRP7vuHot3XfzrXTT+d8ylZWL2raSMp5b+aTpe6SCDAAAIABJREFUMdUYbHjXrSji+VBoEpRKb4jmmNYHdxnEe2/5yv9tl19Ft11+Fb3k//tLp+j2Oozd8PT+gmkqzn/k2qY422NWpVf+JylO36g8yVmLXatAdLbt1H5xrpGqGRgDJtoOUnZzUGrl+/cjxDQTlhxLPW4nizJzbdFMkHU1+neXShtGgeqU9jNt5N8Ji4h2VUxxsDt6lpASoKpaiNTlKUfVK7Es/B3sLDZFjeebiw6/DqAAT2AH7ygUVZz/urw85d/E/zbFiYkyR7Lrvgfovb/3KnNRU+H8G9ZOdJJ9UBgRBQEavNvab4nb9B/v+wg98btOqSPXheVZdnA6PeSrgxDFJfPMGQXllaF4nibaT/DtS3nMz6pM0kW8F0caT3IZ+U+hEuooAoJ0QftpFNbpjwJLRBK42DKOrCnRoiAed9ijEjhpwAEv8GRV73eJfsK6UxOkxXDi+N9+s4I0HSr/Y5fS+ycS95sXZfx9TOh4V7H+cxZn4Zu3Vcq62Fmsr40r2g84Tdur1z3hFxjgnkLGRftBJ/yGoT7rse8qkvpnnlTM91aGQyhToP2477Q15x+MH45GlgRKmHsXf/jj9OV//JcmnbfLW5giPOVGg0LShbHWFXqeu3uU2rHbdP2QYr3+gouH98PAFkw58yA98j9BcTuH5PDLKXXpZBmdT0EDSWZHp4nOwCDQcNsrGQxGh9u4iLwhaoWTSSWec6Wzw4DCpkL0j5msNA6HaHs6TmOgb9VNCiZFpBxl8oHrcmB87ayi9HUKOxsFOIgp54Rda9pkOYFioKs7/Zyt/S1y5xen/ZUT/Li+eekd0ITuNwoePBNE4/CLFK/ojK94jNqA/8mgwG0RZFemQfuxnMdRSoYCAJBYIzwJ/Dt5Egn9XQurwadPKtXdicMvB2aZy8k0IBM7QB/6739Kj3rMY+gFr/jt0e1E2TOg91ikV/4nKa7yX50ep4jzr54EugiTZZQCTHAzYQEbFpMrP/1FOrRnH21edxPIb0ButQ6/TrhNTzH2dnvi6BFI0fa3f2UExXKqreblsQo97Bd147JkkmEfozpZpViK9mOoqyPkH569IUh1uqvmhN/dW7fRc+i/0J5tDxra1N7gy+X0akVG/ptxIZ7wyyn/GnpGbUwoaHxATH4jbRTBLnnmDIgwTrH4y0kRtKrciNI5LF8HCKhpeiGNyOTmMWO0H8N3SJaT6fCbqr8sS1o8fBgbd0LeWZde+Z+guJ1jsDxcbPmBqBxgXXW+3MXZmewazv/0B8G+HTvp0Y9/PB3cvUdMu+Hiy2jDxZd517IcftWhPhtk3VMonKpQ6EVEZeIoJmxf0ChQhoWYe0/QQGnZL3B7xq38G5D/sjHqwvyWutpKjsPvjd+8iJ7zE8+nmy+6hGlb85y3X3kNrfnEZ2jP1kko/4JDdYdSCPQDn/YT++KkOORXfOoL9NOv+G36xrvfH5UbRfsBkcos72+3wShrowje8PUL6D/96P9KD955d3YZlaADrcYtJuXf/bSpE36ZPqQ9TVjtoB/RfibH+Sc0t7cqzg5W4IKq8roHQdl1YAZ0nVzplf8pSX3IlyLOf6qDdWWF50fjaPLt375z+O/Oh7Pb0ZV85P/9S3rck55EB/fszcpfb72bqA025N+j/ZRY0UGnfHJKhmYbu34eTZ8yPXo4KTo/Q4ff7FCfCTR2XFLvVjDvE/mJKFG+qKquaD8Zi/P9GzbSpWd/kr0f+h3tuu8Ba6uM6Uf1urthY/YpKoUTdd1+DPtiQnE571/eQ5ecdY5qPkL+Ppq55f2vfB097XnPpTuuvEZMW0sLRXDtl75K2zdv6Uj5t4Mt7UWeL+vbApUP+40xxluyKl2bQgBIw+P/5ns+SP/tL19L5771HWLaZAs9kKoL2g8Gs8zFKA6wRKKJ868xLObNDuiV/4lKjPyzcf69OSCxTahEFAxNs2VzBs4lZ3+Krvrcl+j+Dbflt6MjObh7Lx3cnaf4E5Go9MEsyqSuEuMh/wAp8r9vXBFPAUo3UsNdVCH/DO0Hc/5bLvAo39hpP41xBu97PPH0zoxY1zhoP8oiLbSHiUYVzDiwLFfEOP8uXQ8oDJ6BBF4Sq/iHacuqPWljJJQt626iLS51USFtnHbLsqR7brw5O39Y1vDfTorT1WlaO9NKOQZm3Lp0uzhq2k/YVxWf8dKzP0lXfPoLtLK4qKqDr7xb5N8HFtqj9mY9KLFj11yOffDiuuZL+++V/wmK209WltPIv94a1qMXuJrMATMSd+CuLC3VocjmXSzRgpxMumSI818WkCNqOUHWn4eYSUzhl+G2SZJIsYdp/Hbn+5cgxC2rKL00Fhe8jR1+XSPOgPx3pNxm1S/SHpxyMrT/Ljj/7snY4xAJxXT7LxqD7jtqQ8Oo6+kCVRXk3ps3jL0OlWSALW3F5LMiUekqXANEZyPiQZqomIzlvDScD9Ja8Sdi6Uz5BXYDYOauL5p3rim75/z3ohKJ86/1qNc6BouSuzhrYsvPoWRx/pUoSM35L50Tfku/rnp3AGz9ewsR4X4icRdVW8oq5J9TjuMF4sDDu0b/7hbLxZWha+Ptc5uuv5FOedYzaNsdd8H78FCfnBWcWo5ft5yMaENizW2blr3ZEzu8j+ubi9F+nHGBIvF483Sb7ZF6JyGP86+Rt//qy+h5P/WTdM25X+203FxBtJlxy9KRo/QPP/0rtbN7Stz3j0GI6puBiHFB/mT/VaYL+4Yp2k9bUeom6uI6ivPfBfLPzpfcmqgA3GZVeuV/kuJ0jibaD6P8a2MQewPR3vmOHjxEj3vSE+nw/gPmvGGdncUpnwWx6/5e2mIwaE4FDNO5CD6DJiKUs+kT7mTJNICL9qPZ0TBswfMHdzX9unreTdeuow+88nW0LZMj3DrcZIac/z8/SP9x5ofZRa5YAT4ZlvjhjlTjp+1Jv1l+QCbaz+SQf1cRbrtzJInEsb//lo20vLhI9958K/Svca+Z6DRRqE+w69fxM++67wG6yuy3MT5pwgtPVg7t3adKJx/cN+qnYCcw+p2cenVvIGxDl2FXxbo7QurrMjqiLq8996v0jB/+Qdq55V5b/QrjozHwe+S/lwwxRfvx+mOqw3F/6GT/zofpc3/3j7Rv+w5zXqIAZZwzzltKLNSXMA/RSIETlP8hd7ixMpDSxp0GjOpUTcqG7UvVZFbPiv5lt1+75W02cpJRu7xrE+hzyZ23wo12VfFCc5V/Z7enM+VfifyLtB/nfo6ikUv1cv1Exq38C0j77Vd+m/7uJ3+BBisr9B3f+9QobS7/OTrkq3pko8PvXEv9mWfzOaV1FvUBbgdODeYp0xVFMWFHnOYnd6KxrTwGzDLKhR84q3X91nVzVvurRnrlf0pSI/+MaLcJs4+AH8mqVavo9iuuNueDdc7xQIikJe0npXTVlJ6i8GMTA6UNOiEy7xydCRC3sSpfgWAYaD9aalobgeVMuctBzn8mMuZSB1a3mJrdb6GOVjXmsZsfTazZqSoco3kcUipO1EXnITShOV0DqUU7EO3nWNpVBZJDs5yoCNSQeuwPMBimpeKpz4oJ6LZTQ/5nKM5/F/Vzr785vT38dt0YLtOQCRLFenE7WX3CL4fwKdG7tshn6wM/xshLnaZkRZ9wFfGEs55H6XHqcRf7BkVORxXhnX+Z7cu6vG6Qfzat0626c2SdHB9YKwVa1DMXx/r7tnT0zNkNtPTzrDkjc2qABtWYVtnUqdehSKE+W8Vdr8YUOnH8WJWaOjV7Y5womIe1cf45qk/qUyrHblj2JJV/yRCyF9dtefYGOD+FQw6PJdpPr/xPUpy+MVgaKf+sw68yXN/onmXh8qTlpHGsolM5/OJSM4mQjw41aGbpT6pA+YcVuZcVdBOeox+Xr1P+K66un9aj/XQWwhIoXFOecD0FrQDoUA7tp+UCKO1Anf8/P0RERNtud5yYx438Z5bvOlGPGx32ja70vIgckd1nNCljzCFfUujRY0mywJYJSkjp5O5z5/N0HuozUJgnivx3HO3Hf5bWxdnrV1CXdfrAjHZeRnrlf4LidqyVleV0Wg/QVVAqMkdNl8j/zM7cGZLF+VfGJPe29R3FwX174Qm/6OTIcBFCp47GbSxTt732qb5nyZTncf47Qv4h7We6fQ4f8tXcz/EZaRviUVI0LjnrHPrnX/5NOv+9H2zSGRaurBkjV/l3F90Mg9xWV/PeFlanl0ZkaHcV7afx9zk2d1WRNM83m88pUUPQnOzv0CrXSW+HK5XML+/ArswIahmiBbnyCpz89/cDNHCJsD4wbcpSG+k5/1OSlRr5ZxJoO1XLBbG98j/+7fipSI5RJaBDVRQXhGaWZQm3lhH9h2ubCkHRbK8DJJNNWm+H+uUtjAH5Rw817QnXV9B4qpZKAHUgRzRx/vdse4hOedYznaoN7Zwkyug4UTdG6Zjqcr6lFDoRjUcf+dfXy9J+UJjTY1SgATVDIlJTqq7J+I1oz97QKpOh8Xnp2Z+iJz/1e+iWiy5l83Qm7jrXwfzb2UGlufWX3B/u5TiYQ5h+znT/XvmfqDi9Y1Bx/pljudUOvzXPuH3zciTnNNF5kJxtaITce/dHUVyaOP9lnctFNokav4BaufTQFmzwofCDURsUoT4Rd51Ny5zw65fXTcdIhdiblnix4cEJxhbDp+oXrSNoeP1IhzJaOvokQ326/SuHimcRN7SmFKpTVtLanZxLdHwh/5Qx305SJOW9/mYKqk8Xjxg63S4dOUKf+9u3dVCyse4Oov1MPWgI881gkghwG1ejxi897WeC4jn8jpB/Ns6/UoFoQOA8xKSn/QhieCZJIWgU+sbh1wv16S4wVUQgwKnnEFBNODkdk6dExeO0XKpx0H7cLfX6HXZSdLYMEOffTWDpP4rTlzXiKSBJyuDkDPds5d+lg+Tsxhmk8JB/Qfn3lIS4PTbOv/9nReGoDsUbVnEMzq2OjNuway3Sejy6P1hepsHyChWDgXd4WNf0kKkertk51cU1jKaB/Cvqr4271I75jPZdRnrkf0rSIP/t4vy3pv20PBlQu505b6JBtLk8RAR525FyF9J+gILvhgV1Shr9fwKF4JR/C1KvePbd928lIqJdD2z1ro/F4dd53vochSlPuCVAZ3PPvqgNvS45/wrgIP5jdgTRfsalIHjReoR50edzgwSWaD+B9n/9v3+D9mzdRju23Ev/9Xd/a1jHsc77qWRW+6GgoFZ9c2Vpmc592ztoYfVqWj662NzvGiRz9YNJ9w1vbu8g2o8iRPVYxdt54JJgwA2mmRPplf9JCkT+maSeIqhx+M1sU0v6roceHkML1K1rrqSTHvdY2nb7nfpMgLYzWFmh1Sec4F0rByDUp8tpptjhFx5CGNF+NMi/wlgsq2eQJ/brzzuf7rnpFtp1v6/8d71ADMuJDc1pT7goso521y4ubPiPSz9p26akopGL4E2U9uMYx2NH/h3aj/CM0m5Wmx3VwcoK3XXN9fSYJ5zs1Jdd3FxIV5GuxiVag5rKkq7/6jfz8wdltW7PGMQ1jJO0QqX4rJ8pIP9oVz1MA4Cd0Q38ew6kV/4nKG7fWFkeHvLFIUxaa7jtdmmXDr/HkO5PF77/o3Th+z9qyuPNAyg++cCP3OMr/AHtJ5hsEC8y+uYajj43iYE02u8ZKf40nrjTSKmetvLvSrUQtj3ht22cf99Q1DkXWgZv1qfNVf4b73Nyf45bchx+/QIslcnUz3lTLKwy66E+pVjwlnW4izmLPetlAuJ2106MtWn3c+HbErnrZsIgmzMFqOf8T0kGy0M+IOtY5qHI8gJuHYQP3HYHERHdeP5FpnyhFAq0+XgR9xvUKD84uKuifBWDgb9oAOS/AIgYd9KpileqWpw6QNXHEBAGvd9pz7f+ulW1T7drF5eVN5ajcrS0n9yxOzWH38nt9uSE+nRFchj20nLK/3E0tx49dIiIiBYPHZ5yS7CIJ/QKyr+/huu+ZfqbT09h9oKUdGHIKHzVxin+t+USjb5vRLWdX/CzR/4nKR7tZ4T8y7o/CdD/6B9bz/vQH/8ZPfv5P0J3XLXWlA80oPl1DHH+swSh/C4nfPR+ttxwMy0dXaQNl1xOv/S6P67zIgqJ6xwc1hPF+VecMGqh/bSZzSzKj1agQ/S0Z9wy7v+5C0Jt6LVE/l1UMAkcsH+MQTLLnyTtxxUuClslknN9Jztf3sbMnGkWRjnvHe+hZ/3ID9N9N2+YdlOgSLHgpb6ZtRuopf1MeA70/Lk69l+Yhmh2QLkd86mvPy2kR/4nKG5HqdBfjfavOlLa2AePPnKQNl52lReRoK0c4+uTKIi7iNC7pSNH6TP/47RhTOZakfc5/1W+w/sO0GB5hQ7u3tvcA7/c8pNtBOEo4+fogFIzjljwaGdj6px/oPznOsF38d5JVkzD+rqok5P9Ox9uld8LO1tPdRNQ/sVoP4KBZ+j/Rw4cwHUco/5USLbdcRdd/fkvz+wOhzbUJ88Z75aj77dnwu/M7dpd6P7gIMtJisrnQEP7mdG+y0mP/E9SPOQ/He1H44TiljmtjqfeoTgOxHPYBYdz1Sg+DNtZeq+vyn9o3z468/dfQ4f3OwoC881VfUAxidUftZXuPw7kP94Zmbb43zz+LibOf2UIdhjnv4sDhUI5+sghMc2Zr3gN/dDP/TTt276dfuNNr89WXt3D7loHNzCIiPwLyKum+3/iL/+GXvgH/w+d+7Z34jrmmFJwrIk0VkTAJIPXnl727eV1JV0j/9MHcuT5st6BjLi27u/5GqS98j8lsSH/iQW8VjimpAxNAD2cF6m+QVEUDqIPFFbwzkoq/aPh6zj/JT1w621+PRznX0X70Yf6nLXv6bamQBSbaQgap973NRTVEQKmOewtSqfQLr/4lrfT03/wP9PtV1wtpr13/S107/pb6Mf/r18V25ES711MsF/u3b4jeV9UvhTa/4ZLLqcNl1zO1zHlk097cURajwVQpetvqd7dG4Ps276TDu3dR8tLS7R89GgHJU4bwJSN7Oo8l2KZZ0rM2xjtlf8Jits3KuT/vltupef+5I8l0ybLbPbCpyLHU0QKURwEA9F+YMx+D/VwFwis4PtZ7Mh/A54qlP8WSuhYWD9IOZ4l2k9tWAnOgVxZlSHfNs6/lmJgNFKu/fLX6Novf83WlpYL+4GdD9PK0hLt3rqNHvuEJ4wKHd83P/MVr6EnffcptP3uzcl00tjoYuern1tnR7TIP7cQ53H0dYb7pJXOYjCgt/7cr1FJZSd1N1TU1kVlNkB+l3devZZuvuhSWvul8ybVqrFLr/xPUNyOtTJC/i/+yDm0ePAQbbzsKjZtEgmcIZR24tzDGZNasXb4+340pMJLV6WtrrnXi0GsSMYVBcq/4v0jdDountnitMg4Q32WpeNc23k1JsHhR70E5rKSp0ga25QqayI88pbz06F9++n0F/8WHX3kEP3F585uVZZG7l1/iypdLmXKJP2u6swIGud+gjidK4WU3yjFYEDLi4u0sLC6Dh4ySenWV7CD9aaD+kd/wTQH9+ylT77+74S88yW98j8lqWg/K4uLtObjn4nuaw/qaQCHqUH/zs/5HQhdSK2QUqPJuyhuHfnHeU8bLr2cHvWYR9PWjbfT47/zO+rrN51/ET3xlKfQbZfHFIsaTY0cfp0+I/iSqBxB2+j+Y4z2M+nIL0kBdIDcA3iq73f0kYN0+5XfpsHyMv3Qz73Q3iSlM+AkkGUBEFXJ/h0Pj8qakW8+kqIoaGFhgWlP+/4/WFmh+2+9jU567GPpyCMHW5fXS75IoT5Ff5Qszj+frhgM6LNveiutPvFE7yTheZRpj+ulI0fp4Xvvp7Is7e9yRuaiHOmV/0kKQP41aTWOP9PzlJet5uNHXGS6UlRjzr+rtH/rQx+jb33oY0RE9PjveHJ9/c5vX0u3fGsNroWN869oITiIKkrTwW6SdEhSjnhUKAV9aRKCX1GeQewaN2e97vVERPSvG66xt0npGD0J6kCn/iM1QjgbUhYF0cICQ/nvxvh978tfRasWVs2Mg/vxKmi3FiXgHUYzOPpCOm59mDeZto9ZWRR0xktf4YNKx4H0yv8ExVVUKs4/m9YDClIRO6a7KExk+3tOBNJ+XOQfhIL087sfXVFPRPuRHX45yhBsx6x9T2d72Dv5dZoC+b/ubwvnX6Zk6ZrkjkmZMthFnXwV8cFn+WVNV0kIJTlOOtr4KouCpjzF90IBiIPGvLCj2oNkCakNp+m9l1zq1KzMRTnSx/mfoLhUiIEB+Reg/9E/0+fLHfecf/c0Uqp2ZAbwPsyvNaQ4pUPRB9DuA1d+uzj/+Vk5aXYtitnh/IP3qDoxMlFW+zj/dtrPuHnrx0ZIQF9SY2kcoW57maJIBrXAW89ZJ2ekm49dZs2oP16kV/4nKKtPaDZaJEtTv4CHP6Ynx/vgdSex5IFPKuVfjs8enfDrlsty/sMffPmtaD9jdfidnQVj70NxSMhcLr3mADZdOVqKwfjfXaefZ0a+eS2pubdX/o8pkdZjd9cX5jfQfu67ZSOtLC/T5nU3ZrR0/qR5ZzMyro8T6Wk/E5TVJ55Y/x4k4sUSUYA0KFDaaaHuE6AOzI3UyklRz2Mw1CcbDs795smKmPwu7YdrYhmlZYtvhfyPT/kvy7KbNnYgB3Y+TB961Z/TUcch01cU7LSfosNnSp7nMIlwgY7B1r6o7srqQlJ+Vj3yf2yJ9oRfHbCT7sBn/t6raOGEE2R2wLEis2bUm2Qe2zyUXvmfoKw+sXnd0sD2GIIKFHh6YbKcP47zBc9F1RvOf0P7qShArKGmNKRcx1A/u9wHilGItkHiFNlOkP9xRPtxd1am3O9duXvt9f4Fd6E3tK9LWksxGNDC6tVjOeHXIt06/PplTltQ6N5Kju+Z8FiUkvldXUr3c/9sF6Gmsjx+FH9y5sjZGNYmmZGpKEt65X+CcoKD/EsLmL8wK9JNqRfuG52EWRRFrVger+Jx/sFJuhKtA0UGQrK8OAxHlqKOcSHLNl13A9180aV04zcvZPNqTgEWZYyHfJVlkTSIpy25fjBdKsqaHZ5JhPpk/VMypOjQebgL4YxwIjrugZBjTQohfK5k5Kud8I9DSY6jWZd5bPNIeuV/grJwgv51q8P1TXnLbLC8TH/7Ez8/UsjmdyB0IoD2UyH/RVHI6JASMd55z3108Uc+QQ/etSm69/UzzqTHPumJtOv+rTDv0YOH4GElsB2tWD/j5fzPCu0HiaccmDj//KnO+3bstLVBNS9oaWb5UnQ5P80YPaAJPRu3p6f9HGPifGNE99p+95bhv5u24OxTPJF31mXaAObxKr3yP0E54UTD69aictPm/BPR4uHDU6t7lqRxvnaR12ZiE6O5CDvLrvzHmR+G1y8757PK1iak1rFb0H7Gofwg2s8srheZdBqksL/nd/87/fKfvIq+dsZ7bU0AB47FaSaI/HdS1GwpCTViCcbJPTfpTgruZT5Ecthdf8HFtOm6G+jgnr04v/LQzuNSZojCeTxJr/xPUFyHX0l83T/B/54xNOx4FpcuUztvVjz/shS3N7MOghmDqJyCJRmD8l840ZK6iok/DsldxFxaUyUP3HobffS1f5XTiFFZiSSZvgmmZoyF89++qC4E9cF/+qXfoO9+9n+iu665bkqt6mUc4o4Pbl7kFP9hnvHvss2r1OvmHIYKn2e9q1f+JygW5d/fkpeR/1nhwR7P4irNNco/cKgcUkQIxQIzEZlR2g/akZjFybcx/IzfsENke+nIETrx0SfR8tGjcn0d1Zmq45iM8w92n/Y+uJ32Prh9Si3qZWzi7cra+1/P+eelUWFmY1xbZBbXH630yv8EZbWB9qMNF9gj/zMk7reo9ZTGD6Byjq7+jbLPCPIxq33KRYhmTRF0pW6aUfkvgDKZK1847XR64nedQgce3sWmmUy0n/BHm7I6cETvUKZqoPcyUfF98HKU/572w4l0+GUv45Fe+Z+gnGBB/o3RfmZFcTyexQNSK/R30NB+zn3rO+mycz5LW2+7k8k/G99wVhVrt11NqM/Zk5TjriZfF/1g45or5fq8Dtu6SqaODhXkDnxRupSuDmXrZfbFHStFRp/uaT8JmVGwSSVz2ORKeuV/gpLL+U/2sBlV1I5HcZ0so1N4y6FjNKf4ExEtHjpMy4uLdPTgobG3NSkdOGCNJdqP4zMx22hRs9tjylU934QQ5Ukg/+Oh/bQuqhOZtZ2IXiYjWcj/jPhzzaL0b2M60iv/E5SF1avVafW0nzh9L9MSQPsxKKlLR47QB/7oT9I87QlIJ8j/WEJ9gnc5g/0+mzY16WeZwHvstNgZQwiLGXY676V7KYqCFhYWWn/vnvPvy2wDOWmZlV3IHOmV/wnKRR88i37gp/9PuvoLXxHTegc+KaL99DJ9Obhn3+jfvZGiqp3w779l43gaZ5BqQitaUMnGGepz+HO2FEFXGgTf1rZJI8k+62dcyv8x7PBbh/rs5XiQsiiIFhaylfeujIdjTWZtXB8v0iv/E5Q92x6i0174Yt1C6CH/KeV/fq3mY032bd9BH3jl62jf9p300je/kYiISofzPy/SCZd5DLp/4dJiZnjByFV4iwlzyH2AYWyVdFbBrBl8/dx7nEm9m5v3vRvjocM2HQsyY+PaJPPY5pH0yv+ERdvBrZz/PvLEbMjmdTcNfwDO/9xIF5z/cWj/ziIxyw7uzRg3Iv+T3v6eCO2nu2fKfa/jkt7h9/iSZkc0b63tEW4ss+bLY5G5NFhGsjDtBvTCiBtdIIn8V//Obyc8FuX+jbfTyvIyPXTXJiKar+/TxWQ8FoffsjGk5uGE32yEcGLI//gdfotB5pkHSGbsm/eAy/ElzffO7IA9UAfFSo3tpRvplf8ZFbVT46yshL14csGZH6E3/9SL6IFRdJ+5mti6MCjHovyP/h39r/pr1iSXnjLxU4vdasZU530330p3XLWWvv152c9Jklnro+w/AAAXb0lEQVRDTmeNhtTLmKU17af3EYHSj6OpSE/7mVlxOf/9IV/zKEtHjmbHfJ+mNAj7bDXaVY5nOUJE0zZrqM8JO/y64QfH1EEXDx+mj772r7opbMZ2OSdurPUyVSmcUM6t8vf9xZOimGMdZh7bPJIe+Z9R0UbiePCuu+mR3Xvo7rXXT6BVvZhlDo2zsoPt6fHQfhzObQ38z957XToyDNW6fGTRlG/Shrw3r8zea4xk1hxsZ5p61ssYpN34nFVQZeoy15z/abcgX3rkf0ZFe5z4wd176a0/+6szsyD24ks5w0oqK7XDb76sWhif8k/l8EwEokbRniXZt30HfeX0f6U9Wx805Zv0ad0+s3D2++esOQa25oD3MldStkWoa9rQHFFAJyBlS6NqqjKPbR5Jr/zPqFgOMprLQXPcSLsIEdOQbpzIx3HCb4P8fuPfPkDP/T9+jDbfcFPn9XQhV3/uS+Y8jdJ/7ET76VQ6iELVpbRWBnuZK1leXKRHP/5xtLK4lJW/mb+6bNX8y8TnvV6IqFf+Z1cmEImjl/HLPKI8ZUOuzi5j87ob6cde8uKOWjQSJ9TjA7feRg/celu35U9ZJn7I15z1zVnbRSvmyYm/l9bytTPeS095+vfS3oe2Z+WftVC1MyNzSI09FqRX/mdU+mFwbMg8hmLtwvF03Xnn0/LRRbrvllu7atbEaTGTliZu/ITqo/kCGGaNHtA7/B5fcuM3LmyVvw/OgWXW6HwWmZVdyByZG4ff8847j+677z46cuQIPfjgg/TJT36STj311Gk3a3wSHhLVy1zKrIUnVEkHAFVZlrT+gotp74N5KBlXpvvvsSYTf755Y/3MmLL9yK49w39375lyS3qZB6lBlWMUvMiVY31en1WZG+V/zZo19LKXvYy+//u/n1760pfSs5/9bPrSl+y82nmRLiKu9DJ9qakcczThz+pkfKyfqFq2DCVors97j7P/TovBYPjvjMyJX3zL6fShV/053b/h2KKf9TIemdV5deoyz7rOHH/LuaH9vOc976l/33///fSOd7yDvvrVr9IJJ5xAKysrU2zZmGSOt8J6cWTGnBRVMqMnLs5ybP8upJxwX/Eiis3BO1177nm0sHo13XHV2mk3hYiGkdbu3t2HWO5FJ7O2czUrMivGfI7M86ecG+XflSc/+cn08pe/nL797W8nFf9HPepRdNJJJ9V/n3zyyZNoXifSsEXmd2D0MntOihrpwuF3HDJXBlSGTPpAOB/4n/13e/uV36bbr/z2tJvRSy9ZMmnjfl5ksDzU4QZzCOJuuXH9tJuQLXND+yEiesc73kEHDx6kPXv20DOe8Qx6yUtekkz/pje9iQ4cOFD/t23btgm1tL3M2oE2vWTKHG71NiEMp9yQQKp2zTNSlJLJ0wLmy+G3l17mWY71gAW5cv+tG2ntl86jb33449Nuiln2bH2QTn/x/01//1MvmnZTzDJV5f+0006jsiyT/z3/+c+v07/rXe+iH/3RH6Vf/MVfpMFgQJ/85CeT5b/97W+nJzzhCfV/T3va08b9SJ1JP1EcGzLPnP//v717D4qqfv8A/gZkUYnQZs1F5ZtGGF5CikSs8EZeZhizLO1i5mSjM9pkZSM/Z5qGnzVdfsOMKV5G04YSDbMMhRlBDW+UF6JIwUxFVO7LRRaXZVlAn98ffj21LZog7Nnd837NPOPuOZ8959njM8dn188563rdv4vm1UWcfdztf0vEKbsk0ixO+2nf9bZr+G7FZzi5N1vtVDqlrrQM1qtmtdPoMFWn/axduxbbt2+/7ZhLly4pj+vq6lBXV4fz58/jzJkzKCsrQ3R0NI4fb38OaEtLC1paOveDHKpzw2+MyZE73urTVWvP0/83zNnXNLjbnH8id8YfhSNXomrzf7OZ7wwvrxu/IPr3Of2ehHP+PYQb/rCLq85NNdfVAwAar9SrnEn3cHpzILd8QkRdjD/yRa7ELS74HT16NKKiovDTTz+hvr4eDz74ID788EMUFRXh2LFjaqfXPXi3H4/gjrd3c9UpZ5XnirBx4duoLr6kdirdwtkXWre1tMDWZAUgaGttdco+ibTKHaeAkudyi+bfarVi5syZWLFiBfz9/VFZWYmsrCy89NJL7jut51/wPv+ewS1/2MWF59afO5ardgrdxtnTfq61tWHz4qUQEVxvu+aUfRJpFaf9kCtxi+a/sLAQsbGxaqfhZK459YI6Rvnbc6MTfqvtxgfqVg/9YO2qlObAiR8Ui39131vVEbkTT/+dEnIvbtH8a5GrTr2gjrFevXrjT3OjypncucNbUtHc2IiC/QfVTkVbXPRaCyLqQmz+yQWw+XdRStPPE4Vbqzx3AVv/JwGV5y+oncodqzxXhF2ffa52GprTYrUCAFqtzSpnQkRdraTgD9zbT4/qi5fVToWIzb+rcscLRal9+Xv2qZ0CuYHjO9Ph3aMHjn2XpnYqRNTFUt//ED38/NBms6mdChGbf1d17b9337j509dE5Nmu1tQia+0XaqdBRN2EjT+5Cjb/Lqr64mUc2fotKs6eVzsVIiIiIvIQbP5d2O7/W6V2CkRERETkQbzVToCIiIiIiJyDzT8RERERkUaw+SciIiIi0gg2/0REREREGsHmn4iIiIhII9j8ExERERFpBJt/IiIiIiKNYPNPRERERKQRbP6JiIiIiDSCzT8RERERkUaw+SciIiIi0gg2/0REREREGsHmn4iIiIhII9j8ExERERFpBJt/IiIiIiKNYPNPRERERKQRbP6JiIiIiDSCzT8RERERkUaw+SciIiIi0gg2/0REREREGsHmn4iIiIhII3qonYAaAgIC1E6BiIiIiKhLdKS31VTzf/PAlJeXq5wJEREREVHXCggIgNlsvu0YLwDinHRcw4ABA/71oHSHgIAAlJeXY+DAgarsn9wb64fuBuuH7gbrh+4G68d5AgICUFFR8a/jNPXNP4A7OijdyWw2s/ip01g/dDdYP3Q3WD90N1g/3e9Ojy8v+CUiIiIi0gg2/0REREREGuED4H/VTkIrrl27hkOHDuHatWtqp0JuiPVDd4P1Q3eD9UN3g/XjWjR3wS8RERERkVZx2g8RERERkUaw+SciIiIi0gg2/0REREREGsHmn4iIiIhII9j8O8miRYtQXFwMq9WKvLw8PPXUU2qnRE6WkJAAEbGLyspKhzHl5eVoamrCwYMHMXz4cLv1Op0OSUlJqKmpQWNjI3bv3o2BAwfajenTpw+2bNkCk8kEk8mELVu2IDAwsNvfH3WdmJgYpKeno7y8HCKCGTNmOIxxVq0EBwcjPT0djY2NqKmpwerVq+Hr69v1b5q6zL/VT3JyssO56NixY3ZjWD/atHz5cuTm5uLq1aswGo1IS0vD0KFDHcbx/OP+hNG9MXv2bLHZbPLGG29IWFiYfP7552I2myU4OFj13BjOi4SEBCkoKJD+/fsrodfrlfXx8fHS0NAgzz33nIwYMUJSU1OlvLxc7rnnHmXM+vXrpbS0VGJjYyUiIkKys7MlPz9fvL29lTF79uyRU6dOSXR0tERHR8upU6ckPT1d9ffPuPOYNm2afPTRR/Lcc8+JiMiMGTPs1jurVry9veXUqVOSnZ0tEREREhsbK2VlZZKUlKT6MWJ0vn6Sk5Nlz549dueivn372o1h/WgzMjMzZd68eTJ8+HAJDw+XjIwMuXTpkvTu3VsZw/OPR4TqCXh8HD9+XNavX2+37I8//pBPPvlE9dwYzouEhATJz8+/5fqKigqJj49Xnut0Oqmvr5eFCxcKALn33nvFZrPJ7NmzlTFBQUHS1tYmU6ZMEQASFhYmIiJRUVHKmDFjxoiIyNChQ1U/BoyOR3vNm7NqZdq0adLW1iZBQUHKmBdffFGsVqsEBASofmwYnauf5ORkSUtLu+VrWD+Mm6HX60VEJCYmRlnG84/7B6f9dDNfX19ERkZi3759dsv37duHJ554QqWsSC2hoaEoLy9HcXExUlNTMWTIEADAkCFDEBQUZFcnLS0tOHz4sFInkZGR0Ol0dmMqKytRWFiojBk7dixMJhNyc3OVMSdOnIDJZGK9eQhn1srYsWNRWFhoNz1t79696NmzJyIjI7v1fVL3mjBhAoxGI86ePYsvvvgC/fr1U9axfuimm9Nwrly5AoDnH0/B5r+b6fV69OjRA0aj0W650WiEwWBQKStSw4kTJ/Daa69h6tSpWLBgAQwGA44ePYr77rtPqYXb1YnBYIDNZoPJZLrtmOrqaod9V1dXs948hDNrxWAwOOzHZDLBZrOxntxYZmYm5syZg0mTJuG9997D6NGjceDAAeh0OgCsH/rLypUrkZOTg9OnTwPg+cdT9FA7Aa0QEbvnXl5eDsvIs2VlZSmPCwsLcezYMVy4cAHz5s3D8ePHAXSuTv45pr3xrDfP46xaYT15nh07diiPT58+jby8PFy+fBlxcXFIS0u75etYP9qydu1ahIeHt3uDEp5/3Bu/+e9mtbW1aGtrc/iUev/99zt8oiVtaWpqQkFBAUJDQ1FVVQUAt62Tqqoq+Pn5oU+fPrcd079/f4d99evXj/XmIZxZK1VVVQ776dOnD3Q6HevJg1RVVeHy5csIDQ1VnrN+tC0pKQnPPPMMJk6ciPLycmU5zz+eQ/ULDzw9jh8/LuvWrbNbdvr0aV7wq/HQ6XRSWloqH3zwgQA3LqJatmyZst7X17fdi6hmzZqljDEYDO1eRDV69GhlTFRUFC/4deO41QW/zqiVmxfcGQwGZczs2bN5wZ0bRXv188+47777xGq1yty5c1k/DFmzZo2UlZXJQw891O56nn88IlRPwOPj5q0+X3/9dQkLC5OVK1eK2WyW//znP6rnxnBeJCYmyrhx42Tw4MESFRUl6enp0tDQoNRBfHy81NfXy7PPPisjRoyQbdu2tXv7tJKSEpk0aZJERETIjz/+2O7t037//XcZM2aMjBkzRk6ePMlbfbpZ+Pv7y6hRo2TUqFEiIvLOO+/IqFGjlNsDO6tWbt5qb//+/RIRESGTJk2SkpIS3mrPxeN29ePv7y+JiYkSHR0tDzzwgIwfP15+/vlnKS0tZf0wZN26dVJfXy/jxo2zuxVsz549lTE8/3hEqJ6AJmLRokVy8eJFaW5ulry8PLvbZjG0ETfvhWyz2aSsrEy+//57GTZsmN2YhIQEqaioEKvVKocOHZIRI0bYrffz85OkpCSpra0Vi8Ui6enpMmjQILsxffv2lZSUFGloaJCGhgZJSUmRwMBA1d8/485j/Pjx0p7k5GSn10pwcLBkZGSIxWKR2tpaSUpKEp1Op/oxYnSufnr27ClZWVliNBrFZrPJpUuXJDk52aE2WD/ajFuZN2+e3Tief9w7vP77gIiIiIiIPBwv+CUiIiIi0gg2/0REREREGsHmn4iIiIhII9j8ExERERFpBJt/IiIiIiKNYPNPRERERKQRbP6JiIiIiDSCzT8RERERkUaw+SciIpcQGxsLEYG/v3+HXqfX62E0GjFo0KAuzeftt9/Gzp07u3SbRERqY/NPRORikpOTISIOERISonZq3erIkSMwGAywWCwdet3777+PtLQ0lJWVAQBCQkIgIhgxYoTD2JycHCQmJt7Rdjds2IAnn3wSY8aM6VA+RESujM0/EZELyszMhMFgsIuLFy86jPP19VUhu+7R2toKo9HYodf07t0b8+fPx+bNm7s8H5vNhu3bt+Ott97q8m0TEamFzT8RkQuy2WwwGo12cf36deTk5GDVqlVYtWoVamtrkZmZCQAIDAzEpk2bUF1dDZPJhP3792PkyJF225wxYwby8vJgtVpRXV2NHTt2AAB8fHwgIoiLi7MbbzabMWfOHOX5oEGD8O2336K+vh61tbVIS0tDcHCwsj4lJQXfffcd4uPjUVlZiZqaGqxevRo+Pj7KGD8/PyQmJqK0tBRWqxXnzp3DvHnzADhO+9Hr9UhNTUVZWRksFgtOnjyJWbNm2eUYFxcHi8WCvLy8Dh/jm/v7Z2zatEkZk56ejpkzZ0Kn03V4+0RErojNPxGRm5k/fz6ampowduxYLF68GF5eXsjMzIRer8e0adMwevRoFBYWIjs7G4GBgQCA6dOn4/vvv0d6ejoeffRRTJ48Gb/++usd79Pf3x+HDh2CyWRCTEwMYmJi0NzcjMzMTLvmfvLkyQgODsaECRMwf/58LFiwAHPnzlXWb9u2DbNmzcKbb76J4cOHY/HixWhqamp3n7169UJubi7i4uLwyCOP4Msvv8Q333yDxx57TBkzbty4TjX+wF/TjG7G008/jebmZhw5ckQZk5ubi169euHxxx/v1D6IiFyRMBgMBsN1Ijk5WVpbW8VsNiuxY8cOASA5OTmSm5trN37y5MlSV1cnvr6+dsuLi4vl9ddfFwBy4sQJSU5Obnd/Pj4+IiISFxdnt9xsNsucOXMEgCxYsEAKCgrs1ut0OrFarTJx4kQBICkpKVJUVCReXl7KmJ07d0pKSooAkGHDhomIyPjx49vNIzY2VkRE/P39b3lssrKy5NNPP1WeZ2RkyIYNG+zGhISEiIiIxWKxO4Zms1na2tokMTHRYbt6vV6Ki4tl1apVDusaGhrklVdeUb0uGAwGoyuiB4iIyOUcPHgQixYtUp7//SLYf37THRkZicDAQFy5csVuea9evZSLhCMiIrBmzZpO5xMZGYmwsDCYzWa75TqdDiEhITh48CAAoLCwECKirK+srERoaKiSQ0tLC3Jycu5onz4+Pli+fDlmz56NQYMGQafTwc/PD3V1dXbvsbm5ud3XP//88zh//rzdsu3btzuM8/X1xQ8//ICioiIsXbrUYb3VakXv3r3vKGciIlfH5p+IyAVZLBZcuHDhluv+ztvbG2VlZYiNjXUYW19fDwC3nFoDQGnWvby87Jb36PHXPxHe3t44ceKEMj//72pqapTHra2tDtv29r4xw9Rqtd4yh/bEx8djyZIleOedd3D69GlYLBasXbvWbv59bW0t+vbt2+7rS0tLHY5hex8UNm7cCIPBgKioKFy/ft1hfd++fe3eIxGRO2PzT0Tk5n777TcMGDAANptNud3lPxUUFCA2NhZbt251WHf9+nXU1dUhKChIWRYWFoaePXva7ePZZ5+F0WhEY2Njp/IsKCiATqdDTEwMDh8+/K/jY2JikJaWhtTUVAA3PoCEhoYiPz9fGZOfn48XXnihU/kAwLJlyzBz5kxER0fDZDI5rB86dCh0Op3dPomI3Bkv+CUicnN79+7FL7/8gt27d+Ppp5/GAw88gLFjx+Ljjz9GREQEAGDFihV49dVX8cEHH+Dhhx/GyJEjsWzZMmUbBw4cwJIlSzBq1Cg8/vjjWLdund23+CkpKWhoaMCuXbvw5JNPYvDgwRg/fjySkpJgMBjuKM8LFy4gJSUFX331FZ555hkMHjwYEyZMuGXzXlRUhKlTpyI6OhrDhg3Dpk2boNfrHd57eHg4AgICOnrYMGXKFHz66adYunQp6uvr0b9/f/Tv399uWzExMTh79ixKSko6vH0iIlfE5p+IyM2JCKZNm4ajR4/i66+/xrlz55Camorg4GBUV1cDALKzs/HSSy/h+eefx8mTJ5GdnY3IyEhlG++++y4qKirw888/Y+vWrfjss89gs9mU9RaLBePGjUN5eTnS0tJw5swZbN68Gb6+vh36n4CFCxdi165d2LBhA/78809s3LgRvXr1anfsihUrcOrUKezfvx8HDhxASUkJMjIy7Mb8/vvv7d4C9E7ExMTAx8cHX375JaqqqpRYuXKlMubll1+2u/UnEZG788KNK3+JiIjc0vTp0/Hxxx8jPDy8S7cbHh6OvXv3IjQ0tNNTnYiIXA3n/BMRkVvLyMhASEgIBgwYgIqKii7bblBQEObOncvGn4g8Cr/5JyIiIiLSCM75JyIiIiLSCDb/REREREQaweafiIiIiEgj2PwTEREREWkEm38iIiIiIo1g809EREREpBFs/omIiIiINILNPxERERGRRrD5JyIiIiLSiP8HtjJ68xHK/PsAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "w_200 = np.angle(data_stft[2][:, 200])\n", "wrbt_200 = np.angle(data_voc[:, 200])\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(data_stft[0], w_200, label=\"Señal original\")\n", "plt.plot(data_stft[0], wrbt_200, label=\"Señal robotizada\")\n", "plt.title(\"FFT de la ventana 200\")\n", "plt.xlabel(\"Frecuencia(Hz)\")\n", "plt.ylabel(\"Fase (rad)\")\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')" ] }, { "cell_type": "code", "execution_count": 85, "id": "cde16546", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 648 }, "id": "cde16546", "outputId": "84633fa9-1a49-4b51-854f-c793b53962ae" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "w_200 = np.abs(data_stft[2][:, 200])\n", "wrbt_200 = data_voc[:, 200]\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(data_stft[0], w_200, label=\"Señal original\")\n", "plt.plot(data_stft[0], wrbt_200, label=\"Señal robotizada\")\n", "plt.title(\"FFT de la ventana 200\")\n", "plt.xlabel(\"Frecuencia(Hz)\")\n", "plt.ylabel(\"Amplitud\")\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')" ] }, { "cell_type": "markdown", "id": "f5e9592e", "metadata": { "id": "f5e9592e" }, "source": [ "Podemos ver como la fase del bin de frecuencia 200 fue seteada a cero, pero la magnitud permaneció intacta." ] }, { "cell_type": "markdown", "id": "ffa73159", "metadata": { "id": "ffa73159" }, "source": [ "

\n", "Efecto susurro o Whisperizacion \n", "

\n", "\n", "Este efecto, al igual que el efecto de robotización, es comúnmente usado en señales de voz, ya que preserva los formantes vocales mientras elimina la sensación de tono. El efecto resultante es similar al de una persona susurrando. La implementación de este efecto es muy similar al de robotización, pero en vez de setear la fase por bin a cero, la fase es seteada a un valor aleatorio en el rango de $\\phi = [0, 2\\pi)$. Supongamos, nuevamente, que cada bin de frecuencia $k$ es descripta por $a_k + jb_k$ y que $\\phi_k$ es un valor aleatorio de fase para cada bin. Entonces el valor de salida de este efecto será:\n", "\n", "\\begin{equation}\n", "\\sqrt{{a_k}^2 + {b_k}^2}(cos(\\phi_k) + jsin(\\phi_k))\n", "\\end{equation}\n", "\n", "Al igual que en robotización, la magnitud de cada bin será preservada. En este efecto es aún más importante el ancho de la ventana, alrededor de 64 a 256 muestras son valores típicos para conseguir un buen efecto." ] }, { "cell_type": "code", "execution_count": 86, "id": "983df57a", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 666 }, "id": "983df57a", "outputId": "fbd64922-a3f3-4976-82cd-c92f3f30ac24" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del tremolo: 0.2762911319732666 segundos\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inicio = time.time()\n", "################Whisperization############\n", "mod_rate = 0.25\n", "overlap = 1\n", "\n", "window_size = int(1024*mod_rate)\n", "hop = window_size//4\n", "w_ = np.hanning(window_size)\n", "\n", "data_stft = sg.stft(x=data, fs=fs, window=w_, nperseg=window_size, noverlap=(window_size - hop)*overlap)\n", "\n", "data_voc = np.abs(data_stft[2])\n", "phase = 2*np.pi * (np.random.rand(data_voc.shape[0], data_voc.shape[1]))\n", "data_voc = data_voc*(np.cos(phase) + 1j*np.sin(phase))\n", "\n", "t, data_wh = sg.istft(data_voc, fs=fs, window=w_, nperseg=window_size, noverlap=(window_size - hop)*overlap)\n", "####################################################\n", "fin = time.time()\n", "print(f\"Tiempo de computo del tremolo: {fin-inicio} segundos\")\n", "\n", "duracion = len(data)/fs\n", "t = np.linspace(0, duracion, len(data))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data/np.max(np.abs(data)), label=\"Señal original\")\n", "plt.plot(t, data_wh[:data.shape[0]]/np.max(np.abs(data_wh)), label=\"Señal con efecto susurro\")\n", "plt.title(f\"Efecto Susurro - Overlap:{overlap}, Window Size: {window_size}\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud Normalizada\")\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')" ] }, { "cell_type": "code", "execution_count": 87, "id": "4767ae2e", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "4767ae2e", "outputId": "14218d9d-bc59-40a2-de0a-e8aef706d6d9" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_wh, rate=fs))" ] }, { "cell_type": "markdown", "id": "451f64d3", "metadata": { "id": "451f64d3" }, "source": [ "

\n", "Estiramiento temporal \n", "

\n", "\n", "El vocoder de fase permite a la señal entrante ser reescalada en tiempo sin sufrir modificaciones en su tono. Realizar un *estiramiento temporal* es posible y la idea básica consiste en tomar ventaja de la relación entre el tiempo, la frecuencia y la fase:\n", "\n", "\\begin{equation}\n", "\\phi = \\omega t\n", "\\end{equation}\n", "\n", "Donde nosotros podemos conservar la frecuencia pero variar el tiempo, a costo de perder la fase original de la señal. Para lograr el *estiramiento*, la técnica consiste en que el hop de síntesis y de análisis no son iguales. Si R es la relación de estiramiento aplicada a la señal, el hop de síntesis $h_s$ entonces será:\n", "\n", "\\begin{equation}\n", "h_s = Rh_a\n", "\\end{equation}\n", "\n", "Donde $h_a$ es el hop de análisis. Si $R < 1$ entonces $h_s < h_a$ provocando una compresión temporal, por lo contrario, si $R > 1$ entonces $h_s > h_a$ provocando una expansión temporal.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 88, "id": "cbf78cbc", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 666 }, "id": "cbf78cbc", "outputId": "5631c84c-ec45-462f-d08d-522f28815898" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del tremolo: 0.12369918823242188 segundos\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inicio = time.time()\n", "################Time Scaling############\n", "mod_rate = 1\n", "overlap = 1\n", "\n", "window_size = int(1024*mod_rate)\n", "R=1.5\n", "hop_a = window_size//4\n", "hop_s = hop_a*R\n", "w_ = np.hanning(window_size)\n", "\n", "data_stft = sg.stft(x=data, fs=fs, window=w_, nperseg=window_size, noverlap=(window_size - hop_a)*overlap)\n", "\n", "data_voc = data_stft[2]\n", "\n", "t, data_ts = sg.istft(data_voc, fs=fs, window=w_, nperseg=window_size, noverlap=(window_size - hop_s)*overlap)\n", "####################################################\n", "fin = time.time()\n", "print(f\"Tiempo de computo del tremolo: {fin-inicio} segundos\")\n", "\n", "duracion = len(data)/fs\n", "t = np.linspace(0, duracion, len(data))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data/np.max(np.abs(data)), label=\"Señal original\")\n", "plt.plot(t, data_ts[:data.shape[0]]/np.max(np.abs(data_ts)), label=\"Señal estirada en tiempo\")\n", "plt.title(f\"Time Sacling - Factor de estiramiento: {R}%\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud Normalizada\")\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')" ] }, { "cell_type": "code", "execution_count": 89, "id": "81dff73e", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "81dff73e", "outputId": "3dc3ec7a-f9c5-41b2-ef0b-7ec3130f9550" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_ts, rate=fs))" ] }, { "cell_type": "markdown", "id": "a8f0eafe", "metadata": { "id": "a8f0eafe" }, "source": [ "Bien, conseguimos una expansión temporal de la señal. Una de las ventajas de la utilización de ventanas se ve aquí, cuando nosotros espaciamos los frames de forma diferente, creamos discontinuidades:\n", "\n", "
\n", "\n", "Esto producirá pequeños glitches que pueden ser percibidos por el oído humano. Para mitigar uno de estos problemas es que hemos utilizado ventanas. Y esto puede verse más claramente por la utilización de ventanas rectangulares donde los extremos no serán atenuados:" ] }, { "cell_type": "code", "execution_count": 90, "id": "43565200", "metadata": { "id": "43565200" }, "outputs": [], "source": [ "################Time Scaling############\n", "mod_rate = 1\n", "overlap = 1\n", "\n", "window_size = int(1024*mod_rate)\n", "R=1.5\n", "hop_a = window_size//4\n", "hop_s = hop_a*R\n", "w_ = sg.windows.boxcar(window_size)\n", "\n", "data_stft = sg.stft(x=data, fs=fs, window=w_, nperseg=window_size, noverlap=(window_size - hop_a)*overlap)\n", "\n", "data_voc = data_stft[2]\n", "\n", "t, data_ts = sg.istft(data_voc, fs=fs, window=w_, nperseg=window_size, noverlap=(window_size - hop_s)*overlap)\n", "####################################################" ] }, { "cell_type": "code", "execution_count": 91, "id": "80adb67a", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "80adb67a", "outputId": "be031a9c-77aa-4546-e524-a51af23a045f" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_ts, rate=fs))" ] }, { "cell_type": "markdown", "id": "77159b33", "metadata": { "id": "77159b33" }, "source": [ "

\n", "Cambio de tono o Pitch Shifting \n", "

\n", "\n", "Hay varias formas de cambiar el tono de una señal, ya hemos visto el *modulador de timbre*, pero también existe un método que consiste en eliminar o agregar muestras a una señal provocando que la señal en tiempo se estire o se expanda conocida como *[resampling](https://en.wikipedia.org/wiki/Sample-rate_conversion)*, el efecto resultante es como si hubiéramos modificado la frecuencia de muestreo, y es tan simple de implementar que nos tomaremos el tiempo de verla.\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 92, "id": "b0bdcea0", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "b0bdcea0", "outputId": "f48652d5-3542-43ca-c8fc-a24652256cc9" }, "outputs": [], "source": [ "data_resampling = data[0::2]\n", "\n", "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_resampling, rate=fs))" ] }, { "cell_type": "markdown", "id": "cb48fef8", "metadata": { "id": "cb48fef8" }, "source": [ "Pero el gran problema de este método es que no es aplicable para procesamiento en tiempo real, ya que la duración de la señal resulta modificada:" ] }, { "cell_type": "code", "execution_count": 93, "id": "08169a8d", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 648 }, "id": "08169a8d", "outputId": "8656aa3e-5323-4bd5-ff27-d7e82b8d7a7c" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "duracion = len(data)/fs\n", "t = np.linspace(0, duracion, len(data))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data/np.max(np.abs(data)), label=\"Señal original\")\n", "plt.plot(t, np.concatenate((data_resampling, np.zeros(len(data) - len(data_resampling))))/np.max(np.abs(data_resampling)), label=\"Señal resampleada\")\n", "plt.title(f\"Time Sacling - Factor de estiramiento: {R}%\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud Normalizada\")\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')" ] }, { "cell_type": "markdown", "id": "33ce2a1c", "metadata": { "id": "33ce2a1c" }, "source": [ "Algunas de las formas de cambiar el tono de una señal sin modificar su duración temporal consiste en usar vocoderes de fase. Y uno de las principales columnas del *cambio de tono* consiste en utilizar el *estiramiento temporal* que hemos visto anteriormente, donde ya hemos visto un método para provocar expansiones y compresiones de tiempo. Sin embargo, hay algunos aspectos que ver antes de pasar a la implementación.\n", "\n", "Supongamos que tenemos una señal con una frecuencia que cae entre dos bins de frecuencia, la frecuencia exacta de esta señal será ignorada, ya que la energía de esta frecuencia se vera distribuida entra los bins más cercanos. La fase nos puede brindar información para mejorar la precisión de la estimación de frecuencia de cada bin. Tomando la señal divida en frames, pero sin aplicar ningún tipo de superposición, obtendremos lo siguiente:\n", "\n", "
\n", "\n", "El primer frame tiene una señal con una frecuencia que cae exactamente en un bin de frecuencia, pero la segunda señal tiene un frame que tiene una señal con una frecuencia ligeramente mayor. La información de fase entre 2 frames sucesivos entonces será de interés. Para la primera señal, no existe una diferencia de fase entre los dos frames. Sin embargo, para la segunda señal, la fase del primer frame es mayor que cero. Esto implica que la frecuencia de la señal en este frame es mayor que el bin de frecuencia. Esta diferencia de fase es conocida como *cambio de fase* $\\vartriangle\\phi_a$, y puede ser usada para determinar la verdadera frecuencia asociada con un bin tal que:\n", "\n", "\\begin{equation}\n", "(\\omega_{true}[k])_i = \\frac{(\\vartriangle\\phi_a[k])_i}{\\vartriangle t_a}\n", "\\end{equation}\n", "\n", "Donde $k$ es el índice del bin, $i$ es el índice del frame y $\\vartriangle t_a = \\frac{hop_a}{fs}$ es el tiempo entre 2 frames contiguos. Pero si consideramos que la información de fase obtenida por una FFT esta reescalada, lo que implica que $\\vartriangle\\phi_a$ se encuentre entre $-\\pi$ y $\\pi$, el problema se vuelve más complejo. En este caso la desviación de frecuencia del bin primero debe ser calculada y luego ser reescalada. Esta cantidad es añadida al bin de frecuencia para obtener la verdadera frecuencia dentro del frame, de manera que: \n", "\n", "\\begin{equation}\n", "(\\vartriangle\\omega[k])_i = \\frac{(\\phi_a[k])_i - (\\phi_a[k])_{i-1}}{\\vartriangle t_a} - \\omega_{bin}[k]\n", "\\end{equation}\n", "\n", "\\begin{equation}\n", "(\\vartriangle\\omega_{wrapped}[k])_i = mod((\\vartriangle\\omega[k])_i + \\pi, 2\\pi) - \\pi\n", "\\end{equation}\n", "\n", "\\begin{equation}\n", "(\\omega_{true}[k])_i = \\omega_{bin}[k] + (\\vartriangle\\omega_{wrapped}[k])_i \n", "\\end{equation}\n", "\n", "Donde $\\omega_{bin}[k]$ es el bin de frecuencia, $(\\vartriangle\\omega[k])_i$ es la desviación de frecuencia y $(\\vartriangle\\omega_{wrapped}[k])_i$ es la desviación de frecuencia envuelta.\n", "\n", "La nueva fase de cada bin puede ser calculada agregando el cambio de fase requerido para evitar discontinuidades. Esto se hace multiplicando la frecuencia real por el intervalo de tiempo de la etapa de síntesis:\n", "\n", "\\begin{equation}\n", "(\\phi_s[k])_i = (\\phi_s[k])_{i-1} + \\vartriangle t_a(\\omega_{true}[k])_i\n", "\\end{equation}\n", "\n", "Y finalmente para obtener el nuevo espectro de frecuencia:\n", "\n", "\\begin{equation}\n", "(X_s[k])_i = |(X_a[k])_i|e^{j(\\phi_s[k])_i}\n", "\\end{equation}\n", "\n", "Bien, hasta ahora solo hemos expandido o comprimido la señal en tiempo y realizamos una corrección de fase para que el tono no se vea afectado; sin embargo, la señal sigue estirada en tiempo y esto no nos sirve, bien para esto es que nos puede servir el *resampling*. Con ayuda del resampling podemos restaurar la duración de nuestra señal a la duración original y provocar el cambio de tono deseado. Para obtener el tono deseado $R = 2^{(-\\frac{n}{12})}$ donde $n=0, 1, 2...$ esta relación nos da el salto en semitonos." ] }, { "cell_type": "code", "execution_count": 94, "id": "844c6fb7", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 666 }, "id": "844c6fb7", "outputId": "7b715e10-e692-4932-fdab-3ada67ff775d" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del tremolo: 0.48870229721069336 segundos\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 94, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "inicio = time.time()\n", "################Pitch Shifter############\n", "mod_rate = 3\n", "overlap = 1\n", "\n", "window_size = int(1024*mod_rate)\n", "hop_a = window_size//4\n", "w_ = np.hanning(window_size)\n", "\n", "data_stft = sg.stft(x=data, fs=fs, window=w_, nperseg=window_size, noverlap=(window_size - hop_a)*overlap)\n", "\n", "# PHASE CORRECTION AND TIME SCALING\n", "n=-10\n", "R = 2**(1.0 * n / 12.0)\n", "hop_s = hop_a*R\n", "\n", "bins = data_stft[2]\n", "bins_ = np.vstack([bins, np.zeros(bins.shape[1])])[1:bins.shape[0]+1, :]\n", "\n", "amp = np.abs(data_stft[2])\n", "\n", "w_bin = np.tile(data_stft[0].shape[0], [data_stft[1].shape[0], 1]).transpose() * (2*np.pi)\n", "w_delta = (np.angle(bins) - np.angle(bins_))/(hop_a/fs)\n", "w_wrap = np.mod(w_delta - w_bin + np.pi, 2*np.pi) - np.pi\n", "w_true = w_bin + w_wrap\n", "\n", "phase_syn = np.angle(bins) + (hop_s/fs) * w_true\n", "\n", "data_voc = np.abs(amp)*np.exp(1j*phase_syn)\n", "\n", "t, data_time = sg.istft(data_voc, fs=fs, window=w_, nperseg=window_size, noverlap=(window_size - hop_s)*overlap)\n", "\n", "# RESAMPLING\n", "indices = np.round(np.arange(0, len(data_time), R))\n", "indices = indices[indices < len(data_time)].astype(int)\n", "data_ps = data_time[indices.astype(int)]\n", "####################################################\n", "fin = time.time()\n", "print(f\"Tiempo de computo del tremolo: {fin-inicio} segundos\")\n", "\n", "duracion = len(data)/fs\n", "t = np.linspace(0, duracion, len(data))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data/np.max(np.abs(data)), label=\"Señal original\")\n", "plt.plot(t, data_ps[:data.shape[0]]/np.max(np.abs(data_ps)), label=\"Señal cambiada de tono\")\n", "plt.title(f\"Time Sacling - Factor de estiramiento: {round(R,2)}%\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud Normalizada\")\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')" ] }, { "cell_type": "code", "execution_count": 95, "id": "efdec161", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "efdec161", "outputId": "fa85b4a5-3ce0-4d06-d516-9c190b66fd69" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_ps, rate=fs))" ] }, { "cell_type": "markdown", "id": "f3708128", "metadata": { "id": "f3708128" }, "source": [ "****\n", "

\n", "Reverberación \n", "

\n", "\n", "En un ambiente acústico, las ondas de sonido que atraviesan el espacio para llegar al oyente, producen 'copias' por reflexión en determinadas superficies, alargando su recorrido por el espacio, provocando un retardo temporal y una atenuación en su camino al oyente, esto provoca la percepción espacial en el sonido y da lugar a la reverberación. Como dato de color, sin la reverberación muchos de los instrumentos que escuchamos no sonarían igual, ya que algunos instrumentos no irradian todas las frecuencias de igual manera en todas las direcciones, la reverberación ayuda a difundir la energía de una onda de forma más uniforme para un oyente. Podríamos interpretar a la reverberación como muchísimos ecos que llegan retardados con diferencias de tiempo casi despreciables, tal que la reflexiones no son percibidas como provenientes de distintas fuentes de sonido.\n", "\n", "
\n", "\n", "Las primeras reflexiones están relacionadas con la posición de la fuente y el oyente en la sala, así como con la forma, el tamaño y el material por el que está compuesto la sala. Los últimos reflejos llegan con mucha más frecuencia, aparecen de manera más aleatoria, suelen decaer exponencialmente y son difíciles de relacionar directamente con las características físicas de la habitación. Estas últimas reflexiones atribuyen la difusión de la reverberación.\n", "\n", "
\n", "\n", "

\n", "Reverberador de Schroeder \n", "

\n", "\n", "Schroeder nos brinda un marco para emplear un reverb con características básicas, el cual consiste de 3 principales componentes: Filtros comb, filtros pasa todo y una matriz de mezcla, este último elemento con el tiempo ha sido reemplazado por métodos más sofisticados. Los filtros comb son un caso especial de un filtro digital IIR porque hay retroalimentación de la salida retardada a la entrada, gracias a esto se logra representar el sonido reflectándose entre dos paredes paralelas que produce una serie de ecos. Los ecos decaen exponencialmente y están espaciados uniformemente en el tiempo. Los filtros pasa todo proveen ecos de alta densidad 'incoloros'. Esencialmente, estos filtros transforman cada muestra de entrada de la etapa anterior en una respuesta de impulso infinita completa, lo que da como resultado una mayor densidad de eco. Este bloque de filtro se conocen como difusores de impulso.\n", "\n", "
\n", "\n", "Los filtros Comb pueden ser implementados a partir de:\n", "\n", "\\begin{equation}\n", "y[n] = x[k - d] + gy[n - d]\n", "\\end{equation}\n", "\n", "\\begin{equation}\n", "H_{Comb}(Z) = \\frac{Z^d}{1-gZ^-d}\n", "\\end{equation}\n", "\n", "Para construir los filtros pasa todo podemos seguir las siguientes expresiones:\n", "\n", "\\begin{equation}\n", "y[n] = -gx[k] + x[k - d] + gy[n - d]\n", "\\end{equation}\n", "\n", "\\begin{equation}\n", "H_{Comb}(Z) = \\frac{Z^d - g}{1-gZ^-d}\n", "\\end{equation}\n", "\n", "Donde $d$ es el retardo medido en muestras y $g$ el coeficiente de ganancia de retroalimentación del filtro. Schroeder nos brinda este reverb básico, el cual es muy útil, pero no es el que implementaremos.\n", "\n", "

\n", "Reverb convolucional \n", "

\n", "\n", "De la convolución entre la señal de entrada y una respuesta al impulso finita, como pueden ser los filtros comb que nosotros emplearemos, podemos generar la señal reverberada, pero en términos de trabajo computacional la convolución resulta muy costosa de realizar, para solucionar esto recurrimos al teorema de convolución que nos dice que la multiplicación en el dominio de Fourier es equivalente a convolucionar en el dominio temporal y viceversa, esta multiplicación requiere menos trabajo computacional por lo que resulta un proceso más veloz.\n", "\n", "\\begin{equation}\n", "r = s*h \\Leftrightarrow R=S \\cdot H\n", "r = F^{-1}\\{F(s) \\cdot F(h)\\}\n", "\\end{equation}\n", "\n", "Para simular un filtro comb nosotros utilizaremos un tren de deltas separados uniformemente en el tiempo, donde cada delta será atenuado por un valor aleatorio, lo que dará la sensación natural de un reverb. Se añadió un filtro pasa bajos que ayuda a simular la absorción de ese sonido metálico, característico de la reverberancia en altas frecuencias, que naturalmente es absorbido por el aire y las paredes." ] }, { "cell_type": "code", "execution_count": 96, "id": "41bcf36a", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 666 }, "id": "41bcf36a", "outputId": "de21a6fb-8c03-4217-b0f4-9ac509c3513d" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tiempo de computo del tremolo: 2.434454917907715 segundos\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def ms2smp(ms, Fs):\n", " return int(float(Fs) * float(ms) / 1000.0)\n", "\n", "def lp(fs, fc, att, g, coef=101):\n", " nyq = fs/2\n", " frec = np.array([0.0, fc, fc, nyq])\n", " gain = np.array([g, g, -att, -200])\n", " gain = 10**(gain/20)\n", " return sg.firls(numtaps=coef, bands=frec, desired=gain, fs=fs)\n", "\n", "inicio = time.time()\n", "################Reverberator###############\n", "room_size=50\n", "colorless=75\n", "g_colorless=0.7\n", "dry = 1\n", "wet = 0.5\n", "diffusion=8\n", "\n", "datas = np.concatenate((data, np.zeros(data.shape[0])))\n", "\n", "#Reverb Convolucional\n", "S = np.fft.fft(datas)\n", "R = np.array(np.zeros_like(S))\n", "\n", "delay = np.arange(30, room_size, 10)\n", "\n", "for d in delay:\n", " h = sg.unit_impulse(datas.shape[0])\n", " for i in range(10):\n", " h[ms2smp(d, fs)*(1+i)] = np.random.uniform(0.1, (11-i)/10)\n", " h[0] = 0\n", " H = np.fft.fft(h)\n", " R += (H*S)*wet\n", "\n", "data_rev = np.fft.ifft(R).real\n", "\n", "#Filtrado\n", "fl_lp = lp(fs, 10000, 30, 0)\n", "data_rev = sg.filtfilt(fl_lp, 1, data_rev, axis=0)\n", "data_rev = datas*dry + data_rev\n", "data_rev = data_rev[:(datas.shape[0]//2) + ms2smp(d, fs)*(1+i)]\n", "\n", "#Difusores\n", "d = colorless\n", "g = g_colorless\n", "\n", "b = np.zeros(d)\n", "b[-1] = 1\n", "b[0] = -g\n", "\n", "a = np.zeros(d)\n", "a[-1] = -g\n", "a[0] = 1\n", "for i in range(diffusion):\n", " data_rev = sg.lfilter(b, a, data_rev)\n", "####################################################\n", "fin = time.time()\n", "print(f\"Tiempo de computo del tremolo: {fin-inicio} segundos\")\n", "\n", "duracion = len(data)/fs\n", "t = np.linspace(0, duracion, len(data))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data/np.max(np.abs(data)), label=\"Señal original\")\n", "plt.plot(t, data_rev[:data.shape[0]]/np.max(np.abs(data_rev)), label=\"Señal reverberada\")\n", "plt.title(f\"Reverb\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud Normalizada\")\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')" ] }, { "cell_type": "code", "execution_count": 97, "id": "9d5bf5b3", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "9d5bf5b3", "outputId": "c2996f5d-9657-49fe-a695-440a14ccaf6d" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio(data_rev, rate=fs))" ] }, { "cell_type": "markdown", "id": "7e6f7993", "metadata": { "id": "7e6f7993" }, "source": [ "****\n", "

\n", "Extra \n", "

\n", "\n", "

\n", "Transcripción de tonos \n", "

\n", "\n", "En mi búsqueda para implementar todo lo visto hasta ahora, me tope con algo muy interesante, sabemos segmentar una señal y determinar que frecuencias la gobiernan. Sin embargo, tenemos un problema cuando queremos encontrar el momento exacto en el que una nota termina y una nueva nota comienza. Y esto se debe a que si bien podemos extraer información del dominio frecuencial, muy pocas veces nos preocupamos en como se distribuyen temporalmente esas frecuencias. Si pudiéramos saber el momento exacto en el que una frecuencia aparece y el momento exacto en que esta desaparece para dar lugar a una nueva frecuencia, podríamos saber la duración de una nota y su posición temporal, y por ende podríamos reconstruir una melodía basándonos en su descomposición espectral. Pues, intentemos realizar esta tarea.\n", "\n", "### Detección de comienzos o onset \n", "Podemos definirlo de varias formas, pero básicamente diremos que un *onset* es el momento en que ocurre un evento acústico. Supongamos el caso ideal de una nota musical:\n", "\n", "
\n", "\n", "Visto de esta forma, el onset de una nota parece algo muy fácil de determinar, pero cuando comienzan a aparecer *polifonías*, es decir, acordes de notas reproducidas *sincrónicamente*, o cuando los instrumentos que interpretan esas notas tienen tiempos largos de ataque que producen transitorios prolongados, o cuando tenemos técnicas de interpretación como glissando, trémolo o vibrato sobre las notas, el onset de la nota comienza a dispersarse unas décimas de milisegundos y comienzan a presentarse ambigüedades en la definición precisa del onset.\n", "\n", "Podemos distinguir 4 tipos de onset:\n", "\n", "+ Percusión sin tonalidad (NPP)\n", "+ Percusión con tonalidad (PP)\n", "+ Tonalidad no-percusiva (PNP)\n", "+ Mezclas Complejas (Mix)\n", "\n", "El tipo *Mix* puede entenderse por aquellos onset presentes en música polifónica, donde varios instrumentos son tocados al mismo tiempo. Los NPP onset son producidos típicamente por instrumentos de percusión como tambores o platillos. Los PP onset son aquellos que mantienen características percusivas pero tienen una tonalidad marcada, tal como cuando se toca un piano. Finalmente, los PNP onset son aquellos que no tienen características percusivas, pero tiene una tonalidad marcada, esta categoría contiene aquellos instrumentos de viento o algunos instrumentos de cuerdas, como violines.\n", "\n", "#### Método de detección de onset \n", "\n", "Existen algunos métodos que pueden ser utilizados, y muchas veces el método elegido depende de los instrumentos musicales que se encuentren involucrados o incluso si hay voz humana presente. Pero todos coinciden en estos 3 simples pasos:\n", "\n", "1) Preprocesamiento de la señal de entrada para mejorar posteriores etapas\n", "\n", "2) Computación de una función de detección.\n", "\n", "3) Aplicación de algoritmo de detección de picos.\n", "\n", "
\n", "\n", "##### Preprocesamiento \n", "El método de preprocesamiento más común consiste en segmentar la señal en múltiples bloques y detectar las frecuencias contenidas en cada bloque, básicamente el proceso que realiza una STFT.\n", "\n", "##### Función de detección \n", "Una función de detección es diseñada para detectar cambios en las propiedades de la señal de audio, para simplificarlo y mantener la información más importante. Estas funciones de detección son el resultado de un proceso, algunas veces llamado *Reducción*. Durante años, ha habido muchas propuestas para estas funciones de detección, pero aquí solo veremos una de estas propuestas llamada *Reducción del dominio espectral*. Para esta función de detección tendremos dos enfoques, para PP onset y para PNP onset.\n", "\n", "+ ##### Diferencia espectral \n", "Enfocado en PP onset, este método representa la *distancia* entre las sucesivas STFT tratándolas como puntos en un espacio N-dimensional. Esta función mide el cambio en la magnitud en cada bin de frecuencia y se calcula computando la diferencia entre dos FFT consecutivos bin a bin.\n", "\\begin{equation}\n", "SF(n) = \\sum_{k=-\\frac{N}{2}}^{\\frac{N}{2}-1}\\{ H(|X_k(n)| - |X_k(n-1)|)\\}^2\n", "\\end{equation}\n", "Donde $H(x) = \\frac{x+|x|}{2}$ es conocido como rectificador de media onda para eliminar diferencias negativas, es decir, sirve para ignorar compensaciones y se limita a los onset. $X_k(n)$ representa la magnitud de cada bin." ] }, { "cell_type": "code", "execution_count": 98, "id": "c607d3b1", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 76 }, "id": "c607d3b1", "outputId": "24af3b78-21fb-498d-c8df-1d48e252bb13" }, "outputs": [], "source": [ "fs , data = wavfile.read(\"audio/mario.wav\")\n", "if listen is True:\n", " display(Audio(data, rate=fs))" ] }, { "cell_type": "code", "execution_count": 99, "id": "1e28aef5", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 648 }, "id": "1e28aef5", "outputId": "ba4a9421-6eb5-46c9-8fec-45736456d79a" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 99, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def spectral_difference(data, hop_length, window, fs): \n", " #Preprocesamiento\n", " data_pd = np.pad(data, [(hop_length, 0)])\n", " data_stft = sg.stft(x=data_pd, fs=fs, window=window, nperseg=2*hop_length)\n", " \n", " #Funcion de deteccion\n", " data_stft_matrix = np.abs(data_stft[2])\n", " Xk = np.diff(np.abs(data_stft_matrix), axis=1)\n", " H = (Xk + 5*np.abs(Xk))/2 # Al incrementar el factor que multiplica al valor absolute se logro mejorar la deteccion de Onset\n", " H = H**2\n", " sf = np.sum(H, axis=0)\n", " return sf, data_stft\n", "\n", "############Diferencia espectral##################\n", "window_size = 1024*2\n", "hop = window_size//2\n", "w_ = sg.cosine(window_size)\n", "\n", "sf, data_stft = spectral_difference(data, hop_length=hop, window=w_, fs=fs)\n", "##################################################\n", "\n", "duracion = len(data)/fs\n", "t = np.linspace(0, duracion, len(data))\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data/np.max(np.abs(data)), label=\"Señal original\")\n", "plt.plot(data_stft[1][0:-1], sf/np.max(np.abs(sf)), label=\"Diferencia Espectral\")\n", "plt.title(f\"Diferencia espectral\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud Normalizada\")\n", "plt.xlim(0, 30)\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')" ] }, { "cell_type": "code", "execution_count": 100, "id": "b8b4f0d3", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 683 }, "id": "b8b4f0d3", "outputId": "3b78dca0-101d-4b8f-b942-bc805b146854" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.specgram(data, NFFT=window_size, Fs=fs, window=w_)\n", "plt.plot(data_stft[1][0:-1], sf*1000/np.max(np.abs(sf)), color=\"red\", lw=0.5, label=\"Diferencia Espectral\")\n", "plt.title(\"STFT del audio original\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Frecuencia(Hz)\")\n", "plt.ylim(0, 1000)\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')" ] }, { "cell_type": "markdown", "id": "f72bfd25", "metadata": { "id": "f72bfd25" }, "source": [ "+ ##### Desviación de fase \n", "Enfocado en la detección de PNP onset, los cuales son más fáciles de detectar si miramos la fase del dominio espectral de la señal, ya que gran parte de la estructura temporal de la señal está contenida en el espectro de fase. Tal la función de detección queda determinar por la siguiente expresión:\n", "\\begin{equation}\n", "WPD(n) = \\frac{1}{N}\\sum_{k=-\\frac{N}{2}}^{\\frac{N}{2}-1}|X_k(n)\\phi''_k(n)|\n", "\\end{equation}\n", "Donde $\\phi''_k$ representa la segunda diferencia de la fase $\\phi_k$." ] }, { "cell_type": "code", "execution_count": 101, "id": "9b9ac2dc", "metadata": { "id": "9b9ac2dc" }, "outputs": [], "source": [ "def w_phase_deviation(data, hop_length, window, fs):\n", " data_pd = np.pad(data, [(hop_length, 0)])\n", " data_stft = sg.stft(x=data_pd, fs=fs, window=window, nperseg=2*hop_length)\n", " data_stft_matrix = data_stft[2]\n", " mod_Xk = np.abs(data_stft_matrix)\n", " ph2_Xk = np.diff(np.diff(np.angle(data_stft_matrix), axis=1))\n", " pd = np.sum(np.abs(mod_Xk[:, :-2]*ph2_Xk), axis=0)*(1/(hop_length*2))\n", " # pd = np.diff(pd)\n", " data_stft = list(data_stft)\n", " data_stft[1] = data_stft[1][:-1]\n", " return pd, tuple(data_stft)" ] }, { "cell_type": "markdown", "id": "2028f497", "metadata": { "id": "2028f497" }, "source": [ "##### Detección de picos \n", "Una función de detección normalmente muestra máximos bien localizados, generalmente con cierta variabilidad debido al ruido. Los picos más prominentes pueden ser entendidos como la posición temporal de los onset de cada nota. Existen múltiples métodos propuestos, pero aquí utilizaremos una herramienta brindada por *Scipy* y aplicaremos un filtro LP para eliminar variaciones de alta frecuencia en el trazado de la *Diferencia Espectral*" ] }, { "cell_type": "code", "execution_count": 102, "id": "728e3e2e", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 648 }, "id": "728e3e2e", "outputId": "3f8861f3-1a38-40dc-9035-a9cb7407e6a6" }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Amplitud Normalizada')" ] }, "execution_count": 102, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def time_to_samples(peak_frames, hop):\n", " return (peak_frames*hop).astype(int)\n", "\n", "def lp(fs, fc, att, g, coef=101):\n", " nyq = fs/2\n", " frec = np.array([0.0, fc, fc, nyq])\n", " gain = np.array([g, g, -att, -200])\n", " gain = 10**(gain/20)\n", " return sg.firls(numtaps=coef, bands=frec, desired=gain, fs=fs)\n", "\n", "def onset_detection(fd, fs):\n", " filterLP = lp(fs, 22040, 50, 0)\n", " fd = sg.filtfilt(filterLP, 1, x=fd, axis=0, method='gust')\n", " fd = fd/np.max(fd)\n", " # Para detectar en caso de que exista un pico al inicio\n", " fd_pd = np.pad(fd, [(1, 1)])\n", " peak_frames, _ = sg.find_peaks(\n", " fd_pd, height=0.02, prominence=0.02, width=1)\n", " peak_frames = peak_frames-1\n", " return peak_frames, fd_pd[1:-1]\n", "\n", "############Deteccion de Picos##################\n", "peak_frames, sf = onset_detection(sf, fs)\n", "peak_samples = time_to_samples(peak_frames, hop)\n", "peak_times = peak_samples/fs\n", "################################################\n", "\n", "time = data_stft[1][0:-1]\n", "sf_norm = sf/np.max(np.abs(sf))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(time, sf_norm)\n", "plt.plot(peak_times, sf_norm[peak_frames], marker=\"x\", ls=\"none\")\n", "plt.title(f\"Deteccion de picos\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud Normalizada\")" ] }, { "cell_type": "markdown", "id": "ae109347", "metadata": { "id": "ae109347" }, "source": [ "Una vez obtenidos los onset de cada nota musical podemos obtener la duración y posición temporal de cada nota de acuerdo a la posición de los picos, así como también obtener las frecuencias que componen a cada nota musical, para este proceso he creado una función que crea la melodía basándonos en esta información.\n", "\n", "#### Reconstrucción de melodías \n", "\n", "Para comenzar a crear la melodía primero debemos saber que frecuencias corresponden a cada nota musical, si bien el oído humano es capaz de percibir frecuencias que van desde los 20 Hz a los 20 kHz no todas estas frecuencias son utilizadas para hacer música, dentro de este rango de frecuencias existe un grupo de 12 sonidos que se repiten de manera armónica indefinidamente con diferentes alturas, este grupo de 12 sonidos se los conoce como *Octavas*, el nombre no hace alusión a la cantidad de sonidos del grupo, sino que este grupo de 12 sonido se subdivide en 2 grupos: *Notas naturales* y *Notas alteradas*, donde por ejemplo para pasar de C1 a C2, es decir, del Do de la primera octava al Do de la segunda octava, debemos pasar por 7 *notas naturales* y donde C2 sería la octava nota, de ahí el nombre de *Octavas*. ¿Pero por qué Do o por qué C? Esto se debe a que existen dos tipos de cifrados, donde *Do, Re, Mi, Fa, Sol, La y Si* es la representación de las notas en el cifrado español y donde *C, D, E, F, G, A, B* pertenecen al cifrado americano, pero ambos cifrados son equivalentes.\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Notas naturalesNotas alteradas
Do/CDo#/C#
Re/DRe#/D#
Mi/E
Fa/FFa#/F#
Sol/GSol#/G#
La/ALa#/A#
Si/B
\n", "\n", "Bien, pero seguimos sin saber que frecuencias corresponden a cada nota, bueno para establecer las frecuencias pertenecientes a cada nota se debe utilizar una frecuencia de referencia con la cual podremos establecer el resto de notas, a lo largo de los años hubo varias propuestas, pero hubo dos propuestas que generaron un gran debate entre músicos. El primero de ellos tomaba como referencia $A4 = 432 Hz$ basada sobre la *[afinación pitagórica](https://es.wikipedia.org/wiki/Afinaci%C3%B3n_pitag%C3%B3rica)* y la segunda propuesta, que prevalece hasta el día de hoy, es que $A4 = 440 Hz$, ya que en los años 50, la Organización Internacional de Normalización reconoció oficialmente $A4 = 440 Hz$ como \"tono de concierto\". Existe una relación matemática para determinar las frecuencias de las notas musicales, esta es la siguiente:\n", "\n", "\\begin{equation}\n", "F_{tono} = 2^{\\frac{tono-69}{12}}440\n", "\\end{equation}\n", "\n", "Y podemos calcularlas:" ] }, { "cell_type": "code", "execution_count": 103, "id": "5f541551", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "5f541551", "outputId": "b4e182ff-bdaa-480b-de71-f3d0506c6f94" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[16.3516, 17.3239, 18.354, 19.4454, 20.6017, 21.8268, 23.1247, 24.4997, 25.9565, 27.5, 29.1352, 30.8677, 32.7032, 34.6478, 36.7081, 38.8909, 41.2034, 43.6535, 46.2493, 48.9994, 51.9131, 55.0, 58.2705, 61.7354, 65.4064, 69.2957, 73.4162, 77.7817, 82.4069, 87.3071, 92.4986, 97.9989, 103.8262, 110.0, 116.5409, 123.4708, 130.8128, 138.5913, 146.8324, 155.5635, 164.8138, 174.6141, 184.9972, 195.9977, 207.6523, 220.0, 233.0819, 246.9417, 261.6256, 277.1826, 293.6648, 311.127, 329.6276, 349.2282, 369.9944, 391.9954, 415.3047, 440.0, 466.1638, 493.8833, 523.2511, 554.3653, 587.3295, 622.254, 659.2551, 698.4565, 739.9888, 783.9909, 830.6094, 880.0, 932.3275, 987.7666, 1046.5023, 1108.7305, 1174.6591, 1244.5079, 1318.5102, 1396.9129, 1479.9777, 1567.9817, 1661.2188, 1760.0, 1864.655, 1975.5332, 2093.0045, 2217.461, 2349.3181, 2489.0159, 2637.0205, 2793.8259, 2959.9554, 3135.9635, 3322.4376, 3520.0, 3729.3101, 3951.0664, 4186.009, 4434.9221, 4698.6363, 4978.0317, 5274.0409, 5587.6517, 5919.9108, 6271.927, 6644.8752, 7040.0, 7458.6202, 7902.1328]\n" ] } ], "source": [ "def nota_musical(pitch, frec_ref):\n", " nota = (2**((pitch - 69)/12))*frec_ref\n", " return nota\n", "notas = []\n", "for i in range(12, 120):\n", " notas.append(round(nota_musical(i, 440), 4))\n", "print(notas)" ] }, { "cell_type": "markdown", "id": "4c12a0ea", "metadata": { "id": "4c12a0ea" }, "source": [ "
\n", "\n", "Bien ya sabemos la frecuencia que le corresponde a cada nota musical, debemos aclarar que en realidad la definicion de una nota musical a la hora de su deteccion tiene una pequeña incertidumbre, ya que por ejemplo, una frecuencia 17 Hz si bien no es la frecuencia perteneciente a C# (17.3239 Hz) la consideraremos como C# por su cercania, dicho esto realize una funcion que determina el tono, la octava y el cifrado apartir de una frecuencia." ] }, { "cell_type": "code", "execution_count": 104, "id": "07eaa7a6", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "07eaa7a6", "outputId": "6c578634-8941-4325-d000-93c4604705b1" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(69, 'A', 4)\n", "(13, 'C#', 0)\n", "(12, 'C', 0)\n" ] } ], "source": [ "def detect_key(nota):\n", " frec_ref = 440\n", " pitch_init = 12\n", " nota_list = [\"C\", \"C#\", \"D\", \"D#\", \"E\",\n", " \"F\", \"F#\", \"G\", \"G#\", \"A\", \"A#\", \"B\"]\n", " i_nota = 0\n", " i_octava = 0\n", " for pitch in range(pitch_init, 12*8):\n", " p_central = nota_musical(pitch, frec_ref)\n", " p_prev = nota_musical(pitch - 1, frec_ref)\n", " p_next = nota_musical(pitch + 1, frec_ref)\n", " f_i = p_central - (p_central - p_prev)/2\n", " f_f = p_central + (p_next - p_central)/2\n", " if nota > f_i and nota < f_f:\n", " break\n", " i_nota += 1\n", " i_nota %= 12\n", " if i_nota == 0:\n", " i_octava += 1\n", " return pitch, nota_list[i_nota], i_octava\n", "\n", "print(detect_key(440))\n", "print(detect_key(17))\n", "print(detect_key(16.8))" ] }, { "cell_type": "markdown", "id": "dd533ceb", "metadata": { "id": "dd533ceb" }, "source": [ "Entonces, ya podemos basándonos en una frecuencia de entrada, clasificarla por la nota musical a la que pertenece y obtener la frecuencia exacta a la cual debería pertenecer, basándonos en esta frecuencia, podemos construir tonos puros, sumarlos y concatenarlos para obtener la melodía completa. Como ya tenemos los onset de las notas musicales podemos fragmentar la señal de acuerdo a cada onset y mediante la FFT obtener la frecuencia que contiene cada frame." ] }, { "cell_type": "code", "execution_count": 105, "id": "862c95c8", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 648 }, "id": "862c95c8", "outputId": "fae6757b-e085-40c0-b69d-7db2489f4c20" }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Amplitud Normalizada')" ] }, "execution_count": 105, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def create_key(frec, length_sample, fs, waveform=\"sine\", shiftOct=1, fadeOut=0.8, amp=1):\n", " n = np.arange(length_sample)\n", " fade = int(np.floor(n.shape[0]*fadeOut))\n", " aux = np.arange(fade)**2\n", " fade_out = np.concatenate((np.ones(n.shape[0]-fade), 1 - aux/np.max(aux)))\n", " arg = 2 * np.pi * (frec/fs) * shiftOct * n\n", "\n", " if waveform == \"sawtooth\":\n", " wave = sg.sawtooth(arg)\n", " elif waveform == \"square\":\n", " wave = sg.square(arg)\n", " else:\n", " wave = np.sin(arg)\n", " return amp*wave*fade_out\n", "\n", "def normalize(data, g_db=0, volumen=32767):\n", " g = np.power(10, g_db / 20)\n", " normal_one = (data/np.max(np.abs(data)))*g\n", " out = normal_one*volumen\n", " return out\n", "\n", "def create_mel(data, peaks, fs, waveform=\"sine\", shiftOct=1, fadeOut=0.7, height=0.2, prominence=0.4):\n", " song_samples = np.array([])\n", " list_tones = []\n", " list_pitch = []\n", " peaks_ = np.hstack((peaks, data.shape[0]))\n", " for i in range(len(peaks_)-1):\n", " key_sample = data[peaks_[i]:peaks_[i+1]]\n", " mg_key_fft = np.abs(\n", " (np.fft.fft(key_sample, n=fs)/key_sample.shape[0])[0:fs//2])\n", " mg_key_fft = mg_key_fft/np.max(mg_key_fft)\n", " frecn, _ = sg.find_peaks(mg_key_fft, height=height, prominence=prominence)\n", " key_sine = np.zeros(key_sample.shape[0])\n", " tones = {}\n", " pitchs = []\n", " for frec in frecn:\n", " pitch, nota, octava = detect_key(frec)\n", " pitchs.append(pitch)\n", " tones[nota+str(octava)] = frec\n", " frec_nota = nota_musical(pitch, 440)\n", " key_sine += create_key(frec_nota, key_sample.shape[0], fs, waveform=waveform,\n", " shiftOct=shiftOct, fadeOut=fadeOut, amp=mg_key_fft[frec])\n", " song_samples = np.hstack((song_samples, key_sine))\n", " list_tones.append(tones)\n", " list_pitch.append(pitchs)\n", " song_samples = normalize(song_samples, -3)\n", " return song_samples, list_tones, list_pitch\n", "\n", "##################Reconstruccion de la melodia################################\n", "song, list_tones, list_pitch = create_mel(data, peak_samples, fs, waveform=\"square\", shiftOct=1, fadeOut=0.2)\n", "\n", "duracion = len(song)/fs\n", "t = np.linspace(0, duracion, len(song))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, song)\n", "plt.title(f\"Melodia Sintetizada\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud Normalizada\")" ] }, { "cell_type": "markdown", "id": "cd07cb58", "metadata": { "id": "cd07cb58" }, "source": [ "Antes de escuchar la melodía sintetizada, veamos que notas detecto en cada onset." ] }, { "cell_type": "code", "execution_count": 106, "id": "118a7e1a", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 648 }, "id": "118a7e1a", "outputId": "1037a04c-956b-47bd-eeef-681e29cbcf2c" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 106, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "duracion = len(data)/fs\n", "t = np.linspace(0, duracion, len(data))\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(9, 7), dpi=100)\n", "plt.plot(t, data/np.max(np.abs(data)))\n", "plt.plot(time, sf_norm, label=\"Diferencia Espectral\")\n", "plt.plot(peak_times, sf_norm[peak_frames], marker=\"x\", ls=\"none\")\n", "for x, y, note in zip(peak_times, sf_norm[peak_frames], list_tones):\n", " tones = list(note.keys())\n", " text = \"\"\n", " for i in tones:\n", " text += i+\"/\"\n", " plt.text(x, y, text)\n", "plt.title(f\"Deteccion de picos y tonos\")\n", "plt.xlabel(\"Tiempo(s)\")\n", "plt.ylabel(\"Amplitud Normalizada\")\n", "plt.legend(loc='upper right', shadow=True, fontsize='small')\n", "#plt.xlim(0, 3.5)\n", "#plt.ylim(0, 0.75)" ] }, { "cell_type": "code", "execution_count": 107, "id": "8fa16d49", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 134 }, "id": "8fa16d49", "outputId": "ab169dbf-19cd-49e9-f968-cb727a8f12b3" }, "outputs": [], "source": [ "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio((song/np.max(np.abs(song)))*0.4, rate=fs, normalize=False))" ] }, { "cell_type": "markdown", "id": "85ced58d", "metadata": { "id": "85ced58d" }, "source": [ "Cabe aclarar que este método de reconstrucción de melodías no es extremadamente exacto, por lo que cada nota musical puede presentar un desfase temporal con respecto a la original, puede también presentar un acortamiento o alargamiento temporal o algunas notas directamente pueden no ser detectadas, algunos de estos defectos pueden estar provocados por el ancho de la ventana utilizada, o por el hecho de que la detección de picos no es muy buena o simplemente por las múltiples polifonías presentes en el audio las cuales implican un dificultad extra en su deteccion. Actualmente, muchos de estos métodos incluyen técnicas más sofisticadas, como la utilización de *machine learning* para el reconocimiento de onset.\n", "\n", "### Cuantificación del error de transcripción \n", "\n", "Para cuantificar el error cometido primeramente debemos sincronizar la melodía original con la melodía transcripta, para lograr esto debemos conocer las ubicaciones temporales y las notas musicales exactas de la melodía original. La melodía que hemos analizado anteriormente fue sintetizada a través de un archivo MIDI. El sistema MIDI transporta mensajes de eventos que especifican notación musical, tono y velocidad (intensidad). Además, también especifica señales de control para diversos parámetros, tales como la dinámica, el vibrato y uno de los más importantes, el tempo.\n", "\n", "
\n", "\n", "Esta es la visualización de los patrones especificados en un archivo MIDI sobre un secuenciador utilizado para la producción musical. Bien, para trabajar con archivos MIDI en Python existen algunos paquetes tales como Mido o MIDIutil, utilizando Mido podemos ver que los archivos MIDI nos entregan una serie de mensajes que nos especifican 5 parámetros:\n", "\n", "+ Tipo de mensaje\n", "+ Cantidad de canales\n", "+ Pitch de la nota musical\n", "+ Velocidad o Intensidad\n", "+ Duración del mensaje\n", "\n", "
\n", "\n", "La sincronización en archivos MIDI está basado en ticks y beats, la duración de un beat es igual al de una negra, si el compás es de 4/4 la duración de un beat es igual a la cuarta parte del compás, a su vez los beats se dividen en ticks, la unidad de tiempo más pequeña en MIDI. La duración del mensaje nos indica la cantidad de ticks que han pasado desde el último mensaje, por ejemplo si obtenemos los siguientes mensajes:\n", "\n", "+ Message('note_on', channels=0, note=72, velocity=100, time=0)\n", "+ Message('note_off', channels=0, note=72, velocity=0, time=100)\n", "\n", "Esto nos estaría indicando que una nota, con una tonalidad 72 (ver 'Reconstrucción de melodías') y una intensidad de 100, inicio ('note_on') pero que luego de 100 ticks la misma nota finaliza ('note_off'). Para poder pasar ticks a milisegundos debemos primeramente conocer el tempo en el cual fue codificado el archivo MIDI, y este se mide en microsegundos por beat, a diferencia del conocido BPM que se mide en beats por minuto. Para suerte de nosotros, el tempo viene especificado en el archivo MIDI en un mensaje del tipo \"set_tempo\" y además Mido nos facilita un método de conversión de ticks a segundos, entonces ahora intentemos plotear el patrón contenido en el archivo MIDI:" ] }, { "cell_type": "code", "execution_count": 108, "id": "e9434d20", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Patron MIDI de la melodia original')" ] }, "execution_count": 108, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def midi2Plot(midiPath): \n", " midi = mido.MidiFile(midiPath)\n", "\n", " times = np.array([0])\n", " list_notes = []\n", " aux = []\n", " counter = 0\n", " \n", " for i, track in enumerate(midi.tracks):\n", " for msg in track:\n", " if msg.type == \"set_tempo\":\n", " tempo = msg.tempo\n", " if msg.type == \"note_on\" or msg.type == \"note_off\":\n", " counter += mido.tick2second(msg.time, midi.ticks_per_beat, tempo)\n", " times = np.append(times, np.array([counter]))\n", " if msg.type == \"note_on\":\n", " if counter != times[-2]:\n", " list_notes.append(aux)\n", " aux = []\n", " aux.append(msg.note) \n", " \n", " times = np.unique(times)\n", " inicios = times[np.arange(0, len(times)-1, 2)]\n", " fines = times[np.arange(1, len(times)-1, 2)]\n", " \n", " return times, inicios, fines, list_notes\n", "\n", "times, inicios, fines, list_notes = midi2Plot(\"audio/mario.mid\")\n", "\n", "plt.close('all')\n", "plt.figure(figsize=(15, 7), dpi=100)\n", "for notes in zip(list_notes, inicios, fines):\n", " for note in notes:\n", " plt.hlines(notes[0], notes[1], notes[2], colors=\"lightblue\", linestyles='solid', lw=4)\n", "plt.xlim(0,)\n", "plt.xlabel(\"Tiempo [segundos]\")\n", "plt.ylabel(\"Tono\")\n", "plt.title(\"Patron MIDI de la melodia original\")" ] }, { "cell_type": "markdown", "id": "a5d82104", "metadata": {}, "source": [ "Como podemos ver obtenemos el mismo patrón visual que obtuvimos en el secuenciador, a simple vista podemos ver que hicimos bien el ploteó. Por otro lado, sin darnos cuenta, ahora conocemos el inicio exacto de cada nota musical de la melodía original, bien ustedes dirán que esto es una trampa, ya que tenemos acceso al archivo MIDI con el que se sintetizó la melodía original, y yo estaré totalmente de acuerdo con ustedes, pero vale recordar que esto lo hacemos para poder comparar la melodía original con la melodía transcripta, porque de lo contrario esta comparación se volvería un poco compleja, porque como anticipamos, nuestra transcripción no es del todo precisa y, por lo tanto, nuestra melodía transcripta presenta pequeños desplazamientos temporales que hacen que la señal poco a poco sufra un corrimiento con respecto a la señal original haciendo imposible detectar cuantitativamente el error en la transcripción." ] }, { "cell_type": "code", "execution_count": 109, "id": "f89ee530", "metadata": {}, "outputs": [], "source": [ "peak_samples = inicios*fs\n", "\n", "song, list_tones, list_pitch = create_mel(data, np.round(peak_samples).astype(np.int), fs, waveform=\"square\", shiftOct=1, fadeOut=0.2)\n", "\n", "if listen is True:\n", " display(Audio(data, rate=fs))\n", " display(Audio((song/np.max(np.abs(song)))*0.4, rate=fs, normalize=False))" ] }, { "cell_type": "markdown", "id": "68d1a526", "metadata": {}, "source": [ "Construimos un array que contiene el inicio de cada nota musical y con este mismo array construimos la melodía transcripta como lo hicimos antes, ahora tenemos la melodía original sincronizada con la melodía transcripta, por lo que podemos hacer un análisis del error que se comete en la transcripción, para esto hice uso de una matriz de confusión, pero hay un pequeño problema, dentro de nuestra señal de análisis existen polifonías, esto quiere decir que las clases de estudio pueden ser muchas, ya que por cada combinación de notas tendremos una clase diferente, no es tan sencillo como reducirlo a 12 clases y asignar una clase a cada nota musical, por esto solo prestaremos atención a la diagonal principal de la matriz.\n", "\n", "Trabajar solamente con la diagonal principal resulta más sencillo e igual de útil, esto consiste básicamente, por ejemplo, en determinar si mi señal original en la muestra 1 era un DO y mi transcripción fue también un DO, entonces la transcripción resulto exitosa, lo simbolizaremos con un 1, pero si por ejemplo esperábamos un DO y nuestra transcripción fue un RE entonces la transcripción fue errónea, lo simbolizaremos con un 0. \n", "\n", "
\n", "\n", "¿Pero qué hacemos con las polifonías? Bueno yo opté por considerar 4 posibles casos, supongamos que esperábamos un acorde de DO mayor, es decir mínimamente se espera obtener tres notas DO, MI y SOL, volviendo sobre lo mismo si la transcripción arroja DO, MI y SOL se considera una transcripción exitosa (1), ahora cuando hay presencia de polifonías que además se encuentran puestas armónicamente entre ellas, se presentan algunos fenómenos tales como fundamentales fantasmas, armónicos primos, factores de decaimiento, entre otros los cuales dificultan la detección exacta del acorde, pero a pesar de esto podemos diferenciar entre una transcripción totalmente errónea y una transcripción parcialmente errónea, es decir, volviendo sobre el ejemplo del acorde de DO mayor si nuestra transcripción fue un acorde de RE mayor (RE, FA# y LA) estamos totalmente seguros que la transcripción fue rotundamente errónea (0), pero si por ejemplo nuestra transcripción fue DO, MI, SOL, DO, MI podemos decir que la transcripción fue parcialmente errónea con exceso de notas (2), ya que el acorde se encuentra contemplado en la transcripción, pero tiene algunas notas extras producto de los fenómenos anteriormente nombrados, el cuarto caso podría darse si por ejemplo nuestra transcripción fue DO, MI, si bien el acorde transcripto no está completo la transcripción es parcialmente errónea con deficiencia de notas (3) porque nos estaría faltando un RE para completar el acorde, esto puede deberse a una deficiencia en el algoritmo de detección de frecuencias. Llevemos esto a código y veamos cuál es el resultado que obtenemos:" ] }, { "cell_type": "code", "execution_count": 110, "id": "f8c0aca7", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Patrones trascriptos correctamente: 71.81%\n", "Patrones trascriptos parcialmente con excesos: 26.17%\n", "Patrones trascriptos parcialmente con deficiencias: 2.01%\n", "Patrones totalmente errados: 0.0%\n" ] } ], "source": [ "matrix_confusion = np.zeros((len(list_pitch[:-1]), len(list_notes)))\n", "\n", "for i in range(len(list_pitch[:-1])):\n", " for n in range(len(list_notes)):\n", " if list_pitch[:-1][i] == list_notes[n]:\n", " matrix_confusion[i][n] = 1\n", " else:\n", " status = 0\n", " for x in list_pitch[:-1][i]:\n", " if x in list_notes[n]:\n", " status = 1\n", " if status == 1:\n", " if len(list_pitch[:-1][i]) > len(list_notes[n]):\n", " matrix_confusion[i][n] = 2\n", " elif len(list_pitch[:-1][i]) < len(list_notes[n]):\n", " matrix_confusion[i][n] = 3\n", " \n", "plt.close('all')\n", "plt.figure(figsize=(15, 7), dpi=100)\n", "n = 60\n", "DetaFrame_cm = pd.DataFrame(matrix_confusion[:n, :n], range(n), range(n))\n", "sn.heatmap(DetaFrame_cm, annot=True)\n", "plt.xlabel(\"Clases de la melodia original\")\n", "plt.ylabel(\"Clases de la melodia transcripta\")\n", "plt.show()\n", "\n", "DetaFrame_cm = pd.DataFrame(matrix_confusion, range(matrix_confusion.shape[0]), range(matrix_confusion.shape[1]))\n", "\n", "cnt_ok = 0\n", "cnt_parciales_ex = 0\n", "cnt_parciales_def = 0\n", "errores = 0\n", "\n", "for i in range(149):\n", " if DetaFrame_cm[i][i] == 1:\n", " cnt_ok += 1\n", " elif DetaFrame_cm[i][i] == 2:\n", " cnt_parciales_ex += 1\n", " elif DetaFrame_cm[i][i] == 3:\n", " cnt_parciales_def += 1\n", " else:\n", " errores += 1\n", "\n", "print(f\"Patrones trascriptos correctamente: {round(cnt_ok*100/len(list_notes), 2)}%\")\n", "print(f\"Patrones trascriptos parcialmente con excesos: {round(cnt_parciales_ex*100/len(list_notes), 2)}%\")\n", "print(f\"Patrones trascriptos parcialmente con deficiencias: {round(cnt_parciales_def*100/len(list_notes), 2)}%\")\n", "print(f\"Patrones totalmente errados: {round(errores*100/len(list_notes), 2)}%\")" ] }, { "cell_type": "markdown", "id": "0c347cb2", "metadata": {}, "source": [ "Para mi este resultado es algo alentador, ya que determinamos que nuestra transcripción fue exitosa en un 71,81% de los casos, más de la mitad de las transcripciones fueron realizadas con éxito, además podemos ver que no hay patrones totalmente erróneos y que las transcripciones parcialmente erróneas con exceso de notas representan un poco más de 1/4 del total de las transcripciones." ] }, { "cell_type": "code", "execution_count": 111, "id": "67aaf1de", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Patron MIDI de la melodia original vs patron MIDI de la melodia transcripta')" ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.close('all')\n", "plt.figure(figsize=(15, 7), dpi=100)\n", "\n", "for notes in zip(list_pitch[:-1], inicios, fines):\n", " for note in notes:\n", " plt.hlines(notes[0], notes[1], notes[2], colors=\"red\", linestyles='solid', lw=4)\n", "\n", "for notes in zip(list_notes, inicios, fines):\n", " for note in notes:\n", " plt.hlines(notes[0], notes[1], notes[2], colors=\"lightblue\", linestyles='solid', lw=2)\n", "\n", "plt.xlim(0,20)\n", "plt.xlabel(\"Tiempo [segundos]\")\n", "plt.ylabel(\"Tono\")\n", "plt.title(\"Patron MIDI de la melodia original vs patron MIDI de la melodia transcripta\")" ] }, { "cell_type": "markdown", "id": "693358c8", "metadata": {}, "source": [ "Acá podemos ver visualmente la comparación entre la melodía original y la melodía transcripta, dejando en evidencia las notas erradas y la presencia de los fenómenos anteriormente mencionados. Se consideró solo la mitad del tiempo para poder visualizar mejor las diferencias." ] }, { "cell_type": "markdown", "id": "c9d1f204", "metadata": { "id": "c9d1f204" }, "source": [ "

\n", "Referencias \n", "

\n", "\n", "Bibliografía de referencia:\n", "+ Joshua D. Reiss, Andrew McPherson. [Audio Effects: Theory, Implementation and Application, 2014](https://www.amazon.es/Audio-Effects-Theory-Implementation-Application/dp/1466560282)\n", "+ Meinard Müller. [Fundamentals of Music Processing: Using Python and Jupyter Notebooks 2nd ed. 2021 Edición](https://www.amazon.com/-/es/Meinard-Müller/dp/3030698076)\n", "\n", "Papers de referencia:\n", "+ Carlos Rosão, Ricardo Ribeiro, David Martins de Matos. [Comparing onset detection methods based on spectral features.](https://dl.acm.org/doi/10.1145/2316936.2316949)\n", "+ J.P. Bello, L. Daudet, S. Abdallah, C. Duxbury, M. Davies, M.B. Sandler. [A Tutorial on Onset Detection in Music Signals.](https://ieeexplore.ieee.org/document/1495485)\n", "\n", "Webs de referencia:\n", "+ http://www.guitarpitchshifter.com" ] }, { "cell_type": "markdown", "id": "fec10e70", "metadata": { "id": "fec10e70" }, "source": [ "Ver este archivo online: https://nbviewer.org/github/aletbm/ARFX__PDS_aplicado_en_audio/blob/master/docs/PDS_aplicado_en_audio.ipynb" ] }, { "cell_type": "markdown", "id": "7527f129", "metadata": { "id": "7527f129" }, "source": [ "
\n", "

Contacto

\n", "\n", "\n", "
" ] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "PDS_aplicado_en_audio.ipynb", "provenance": [] }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 5 }