{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "<p align=\"center\">\n", " <img src=\"./images/adsp_logo.png\">\n", "</p>\n", "\n", "### Prof. Dr. -Ing. Gerald Schuller <br> Jupyter Notebook: Renato Profeta\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "# Revision: Histogram, PDF, Numerical Integral" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/html": [ "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/NLo0jU8CGDE\" frameborder=\"0\" allow=\"accelerometer; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n" ], "text/plain": [ "<IPython.core.display.HTML object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%html\n", "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/NLo0jU8CGDE\" frameborder=\"0\" allow=\"accelerometer; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Histogram and PDF Revision" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "### Signals" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/html": [ "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/6FR7VhCIhbw\" frameborder=\"0\" allow=\"accelerometer; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n" ], "text/plain": [ "<IPython.core.display.HTML object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%html\n", "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/6FR7VhCIhbw\" frameborder=\"0\" allow=\"accelerometer; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "# Imports\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import IPython.display as ipd\n", "import librosa" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "# Signal Processing Parameters\n", "Fs = 32000 # Sampling frequency\n", "T=1/Fs # Sampling Period\n", "t = np.arange(Fs)*T # Time vector" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "# Sine Wave\n", "A=1\n", "freq=500\n", "n_period=1\n", "period=np.round((1/freq)*n_period*Fs).astype(int)\n", "t = np.arange(Fs)*T # Time vector\n", "sinewave = A*np.sin(2*np.pi*freq*t)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "# Uniform Distribution Signal\n", "uniform_signal = np.random.uniform(-1,1,t.size)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "# Laplace Distribution Signal\n", "mu, b = 0, 1 # mean and scale\n", "laplace_signal = np.random.normal(mu, b, t.size)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "# Music Signal\n", "music_signal, sr = librosa.load('./audio/led-zeppelin-rock-and-roll.mp3', sr=32000, offset=10,duration=4)\n", "music_signal/=np.abs(music_signal).max() # Normalization" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x720 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot signals\n", "plt.figure(figsize=(16,10))\n", "plt.subplot(221)\n", "plt.plot(t[:period+1], sinewave[:period+1])\n", "plt.title('Sine Wave')\n", "plt.xlabel('Time [s]')\n", "plt.ylabel('Amplitude')\n", "plt.grid()\n", "plt.subplot(222)\n", "plt.plot(t[:period+1],uniform_signal[:period+1])\n", "plt.grid()\n", "plt.title('Uniform Distribution Signal')\n", "plt.xlabel('Time [s]')\n", "plt.ylabel('Amplitude')\n", "plt.subplot(223)\n", "plt.plot(t[:period+1],laplace_signal[:period+1])\n", "plt.grid()\n", "plt.title('Laplace Distribution Signal')\n", "plt.xlabel('Time [s]')\n", "plt.ylabel('Amplitude')\n", "plt.subplot(224)\n", "plt.plot(t[:period+1],music_signal[:period+1])\n", "plt.grid()\n", "plt.title('Music Signal')\n", "plt.xlabel('Time [s]')\n", "plt.ylabel('Amplitude');" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sine Wave:\n" ] }, { "data": { "text/html": [ "\n", " <audio controls=\"controls\" >\n", " <source 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goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI59naBc+qw+S4za5/pQ+dlJUfj8CJhIV3gp+AAYCfgHeChIXAiR+PlJUPnX+lza7kuKrDBc/Z2gjndfMAAIsM+BgnJfswVjwcRzNRgVrxYmxq4XBAdnx6iX1hf/9/YX+JfXx6QHbhcGxq8WKBWjNRHEdWPPswJyX4GIsMAAB18wjn2doFz6rD5LjNrn+lD52UlR+PwImEhXeCn4ABgJ+Ad4KEhcCJH4+UlQ+df6XNruS4qsMFz9naCOd18wAAiwz4GCcl+zBWPBxHM1GBWvFibGrhcEB2fHqJfWF//39hf4l9fHpAduFwbGrxYoFaM1EcR1Y8+zAnJfgYiwwAAHXzCOfZ2gXPqsPkuM2uf6UPnZSVH4/AiYSFd4KfgAGAn4B3goSFwIkfj5SVD51/pc2u5LiqwwXP2doI53XzAACLDPgYJyX7MFY8HEczUYFa8WJsauFwQHZ8eol9YX//f2F/iX18ekB24XBsavFigVozURxHVjz7MCcl+BiLDAAAdfMI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\" type=\"audio/wav\" />\n", " Your browser does not support the audio element.\n", " </audio>\n", " " ], "text/plain": [ "<IPython.lib.display.Audio object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Listen to Signals\n", "print('Sine Wave:')\n", "display(ipd.Audio(sinewave,rate=Fs))\n", "print('Uniform Distribution Signal')\n", "display(ipd.Audio(uniform_signal,rate=Fs))\n", "print('Laplace Distribution Signal')\n", "display(ipd.Audio(laplace_signal,rate=Fs))\n", "print('Music Signal')\n", "display(ipd.Audio(music_signal,rate=Fs))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Histograms" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/e19by3liCBY\" frameborder=\"0\" allow=\"accelerometer; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n" ], "text/plain": [ "<IPython.core.display.HTML object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%html\n", "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/e19by3liCBY\" frameborder=\"0\" allow=\"accelerometer; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "**Definition of histogram**\n", "\n", ": a representation of a frequency distribution by means of rectangles whose widths represent class intervals and whose areas are proportional to the corresponding frequencies.\n", "\n", "<font size=\"1\">\n", " From https://www.merriam-webster.com/dictionary/histogram\n", "</font>" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "# Difine symbols and Functions\n", "from sympy import symbols, Function\n", "from sympy.stats import Uniform, Laplace\n", "x = symbols('x', real=True)\n", "p_x = Function('p')(x)\n", "U_x = Uniform('X',-1,1)\n", "L_x = Laplace('X',0,1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observe:** A histogram becomes a **probability distribution** $P(x)$ (with x a signal value), if we divide it by the total number of samples in it, such that its sum becomes 1." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x720 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(16,10))\n", "plt.subplot(221)\n", "counts_sine, bins_sine, bin_edges_sine = plt.hist(sinewave[2:period], 20, density=True);\n", "plt.grid()\n", "plt.title('Sine Wave')\n", "plt.xlabel('Bins')\n", "plt.ylabel('Counts (Normalized)');\n", "plt.subplot(222)\n", "counts_uniform, bins_uniform, bin_edges_uniform=plt.hist(uniform_signal, 20, density=True);\n", "plt.grid()\n", "plt.title('Uniform Distribution Signal')\n", "plt.xlabel('Bins')\n", "plt.ylabel('Counts (Normalized)')\n", "plt.subplot(223)\n", "counts_laplace, bins_laplace, bin_edges_laplace = plt.hist(laplace_signal, 20, density=True);\n", "plt.grid()\n", "plt.title('Laplace Distribution Signal')\n", "plt.xlabel('Bins')\n", "plt.ylabel('Counts (Normalized)')\n", "plt.subplot(224)\n", "counts_music, bins_music, bin_edges_music=plt.hist(music_signal, 20, density=True);\n", "plt.grid()\n", "plt.title('Music Signal')\n", "plt.xlabel('Bins')\n", "plt.ylabel('Counts (Normalized)');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Probability Density Functions (PDFs)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "**Definition of Probability Density Function**\n", "\n", "1: PROBABILITY FUNCTION<br>\n", "2: a function of a continuous random variable whose integral over an interval gives the probability that its value will fall within the interval.<br>\n", "\n", "<font size=\"1\">\n", "From https://www.merriam-webster.com/dictionary/probability%20density%20function\n", "</font>" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "hide_input": true }, "outputs": [ { "data": { "text/html": [ "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/MVGkLGOYccg\" frameborder=\"0\" allow=\"accelerometer; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n" ], "text/plain": [ "<IPython.core.display.HTML object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%html\n", "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/MVGkLGOYccg\" frameborder=\"0\" allow=\"accelerometer; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "# Imports \n", "from sympy import Function, Eq, symbols, Integral, simplify, pi, sqrt, lambdify, sin\n", "from sympy.stats import Laplace, Uniform, density\n", "from sympy.plotting import plot\n", "\n", "# Configurations\n", "np.seterr(divide='ignore');" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PDF: Sine wave:\n" ] }, { "data": { "text/latex": [ "$\\displaystyle \\frac{1}{\\pi \\sqrt{1 - x^{2}}}$" ], "text/plain": [ "1/(pi*sqrt(1 - x**2))" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Sine Wave\n", "S_x_pdf = 1 / (pi*sqrt(1-x**2))\n", "print('PDF: Sine wave:')\n", "display(S_x_pdf)\n", "pdf_sine=lambdify(x,S_x_pdf)\n", "plt.figure()\n", "plt.plot(np.arange(-1,1,0.1),pdf_sine(np.arange(-1,1,0.1)))\n", "plt.grid()\n", "plt.title('PDF: Sine Wave')\n", "plt.ylabel('Density')\n", "plt.xlabel('x');" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PDF: Uniform Distribution (-1,1)\n" ] }, { "data": { "text/latex": [ "$\\displaystyle \\begin{cases} \\frac{1}{2} & \\text{for}\\: x \\geq -1 \\wedge x \\leq 1 \\\\0 & \\text{otherwise} \\end{cases}$" ], "text/plain": [ "Piecewise((1/2, (x >= -1) & (x <= 1)), (0, True))" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Uniform\n", "U_x_pdf = density(U_x)(x)\n", "print('PDF: Uniform Distribution (-1,1)')\n", "display(U_x_pdf)\n", "pdf_uniform = lambdify(x,U_x_pdf)\n", "plt.figure()\n", "plt.plot(np.arange(-1,1,0.1),pdf_uniform(np.arange(-1,1,0.1)))\n", "plt.grid()\n", "plt.title('PDF: Uniform Distribution')\n", "plt.ylabel('Density')\n", "plt.xlabel('x');" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PDF: Laplace Distribution (mu=0,b=1)\n" ] }, { "data": { "text/latex": [ "$\\displaystyle \\frac{e^{- \\left|{x}\\right|}}{2}$" ], "text/plain": [ "exp(-Abs(x))/2" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Laplace\n", "L_x_pdf = density(L_x)(x)\n", "print('PDF: Laplace Distribution (mu=0,b=1)')\n", "display(L_x_pdf)\n", "pdf_laplace=lambdify(x,L_x_pdf)\n", "plt.figure()\n", "x_axis=np.arange(bins_laplace[0],bins_laplace[-1],bins_laplace[1]-bins_laplace[0])\n", "plt.plot(x_axis,pdf_laplace(x_axis))\n", "plt.grid()\n", "plt.title('PDF: Uniform Distribution')\n", "plt.ylabel('Density')\n", "plt.xlabel('x');" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "**Observe**: The PDF for the Music Signal has no closed form. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "**Example:** Let's calculate the probability that a value x is inside the intervals from -0.4 and -0.3 and from 0.8 to 0.9 in a Sine Wave." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/latex": [ "$\\displaystyle \\int\\limits_{-0.4}^{-0.3} \\frac{1}{\\pi \\sqrt{1 - x^{2}}}\\, dx$" ], "text/plain": [ "Integral(1/(pi*sqrt(1 - x**2)), (x, -0.4, -0.3))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "=\n" ] }, { "data": { "text/plain": [ "0.034" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$\\displaystyle \\int\\limits_{0.8}^{0.9} \\frac{1}{\\pi \\sqrt{1 - x^{2}}}\\, dx$" ], "text/plain": [ "Integral(1/(pi*sqrt(1 - x**2)), (x, 0.8, 0.9))" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "=\n" ] }, { "data": { "text/plain": [ "0.061" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Integrating the PDF of a Sine Wave\n", "p=Integral(S_x_pdf,(x,-0.4,-0.3))\n", "display(p)\n", "print('=')\n", "display(round(p.doit().evalf(),3))\n", "\n", "p=Integral(S_x_pdf,(x,0.8,0.9))\n", "display(p)\n", "print('=')\n", "display(round(p.doit().evalf(),3))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Histogram bins: [-0.4 -0.3]\n", "Probability: 0.032\n", "Hisstogram bins: [0.8 0.9]\n", "Probability: 0.065\n" ] } ], "source": [ "# Looking at the Histogram (Normalized)\n", "print('Histogram bins:', bins_sine[6:8])\n", "print('Probability:', round((counts_sine[7]*np.diff(bins_sine[7:9]))[0],3))\n", "print('Hisstogram bins:', bins_sine[-3:-1])\n", "print('Probability:', round((counts_sine[-3]*np.diff(bins_sine[-3:-1]))[0],3))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Numerical Integration Revision" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "Numerical integration is the approximate computation of an integral using numerical techniques.\n", "\n", "<font size=\"1\">\n", " From http://mathworld.wolfram.com/NumericalIntegration.html\n", "</font\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/1mtBaBmOtRA\" frameborder=\"0\" allow=\"accelerometer; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>\n" ], "text/plain": [ "<IPython.core.display.HTML object>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%%html\n", "<iframe width=\"560\" height=\"315\" src=\"https://www.youtube.com/embed/1mtBaBmOtRA\" frameborder=\"0\" allow=\"accelerometer; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen></iframe>" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "### Riemann Sum\n", "<font size=\"2\">\n", "(From https://www.math.ubc.ca/~pwalls/math-python/integration/riemann-sums/)\n", "<font>" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x360 with 3 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f = lambda x : np.sin(x)\n", "a = -np.pi; b = +np.pi; N = 10\n", "n = 10 # Use n*N+1 points to plot the function smoothly\n", "\n", "x = np.linspace(a,b,N+1)\n", "y = f(x)\n", "\n", "X = np.linspace(a,b,n*N+1)\n", "Y = f(X)\n", "\n", "plt.figure(figsize=(15,5))\n", "\n", "plt.subplot(1,3,1)\n", "plt.plot(X,Y,'b')\n", "x_left = x[:-1] # Left endpoints\n", "y_left = y[:-1]\n", "plt.plot(x_left,y_left,'b.',markersize=10)\n", "plt.bar(x_left,y_left,width=(b-a)/N,alpha=0.2,align='edge',edgecolor='b')\n", "plt.title('Left Riemann Sum, N = {}'.format(N))\n", "\n", "plt.subplot(1,3,2)\n", "plt.plot(X,Y,'b')\n", "x_mid = (x[:-1] + x[1:])/2 # Midpoints\n", "y_mid = f(x_mid)\n", "plt.plot(x_mid,y_mid,'b.',markersize=10)\n", "plt.bar(x_mid,y_mid,width=(b-a)/N,alpha=0.2,edgecolor='b')\n", "plt.title('Midpoint Riemann Sum, N = {}'.format(N))\n", "\n", "plt.subplot(1,3,3)\n", "plt.plot(X,Y,'b')\n", "x_right = x[1:] # Left endpoints\n", "y_right = y[1:]\n", "plt.plot(x_right,y_right,'b.',markersize=10)\n", "plt.bar(x_right,y_right,width=-(b-a)/N,alpha=0.2,align='edge',edgecolor='b')\n", "plt.title('Right Riemann Sum, N = {}'.format(N));" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/latex": [ "$\\displaystyle \\int\\limits_{0}^{\\frac{\\pi}{2}} \\sin{\\left(t \\right)}\\, dt = 1.0$" ], "text/plain": [ "Eq(Integral(sin(t), (t, 0, pi/2)), 1.0)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# The integral of a sinusoidal from 0 to pi/2\n", "t = symbols('t', real=True)\n", "Eq(Integral(sin(t), (t,0,pi/2)),Integral(sin(t), (t,0,pi/2)).doit().evalf())" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "# From https://www.math.ubc.ca/~pwalls/math-python/integration/riemann-sums/\n", "def riemann_sum(f,a,b,N,method='midpoint'):\n", " '''Compute the Riemann sum of f(x) over the interval [a,b].\n", "\n", " Parameters\n", " ----------\n", " f : function\n", " Vectorized function of one variable\n", " a , b : numbers\n", " Endpoints of the interval [a,b]\n", " N : integer\n", " Number of subintervals of equal length in the partition of [a,b]\n", " method : string\n", " Determines the kind of Riemann sum:\n", " right : Riemann sum using right endpoints\n", " left : Riemann sum using left endpoints\n", " midpoint (default) : Riemann sum using midpoints\n", "\n", " Returns\n", " -------\n", " float\n", " Approximation of the integral given by the Riemann sum.\n", " '''\n", " dx = (b - a)/N\n", " x = np.linspace(a,b,N+1)\n", "\n", " if method == 'left':\n", " x_left = x[:-1]\n", " return np.sum(f(x_left)*dx)\n", " elif method == 'right':\n", " x_right = x[1:]\n", " return np.sum(f(x_right)*dx)\n", " elif method == 'midpoint':\n", " x_mid = (x[:-1] + x[1:])/2\n", " return np.sum(f(x_mid)*dx)\n", " else:\n", " raise ValueError(\"Method must be 'left', 'right' or 'midpoint'.\")" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Riemman left: 0.992125456605633\n", "Riemman midpoint: 1.0000102809119054\n", "Riemman right: 1.007833419873582\n" ] } ], "source": [ "print('Riemman left:',riemann_sum(np.sin,0,np.pi/2,100,'left'))\n", "print('Riemman midpoint:',riemann_sum(np.sin,0,np.pi/2,100,'midpoint'))\n", "print('Riemman right:',riemann_sum(np.sin,0,np.pi/2,100,'right'))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "### Trapezoidal Rule\n", "<font size=\"2\">\n", "(From https://www.math.ubc.ca/~pwalls/math-python/integration/trapezoid-rule/)\n", "<font>\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x576 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f = lambda x : np.sin(x)\n", "a = -np.pi; b = +np.pi; N = 10\n", "n = 10 # Use n*N+1 points to plot the function smoothly\n", "\n", "x = np.linspace(a,b,N+1)\n", "y = f(x)\n", "\n", "X = np.linspace(a,b,n*N+1)\n", "Y = f(X)\n", "plt.figure(figsize=(10,8))\n", "plt.plot(X,Y)\n", "x_left = x[:-1] # Left endpoints\n", "y_left = y[:-1]\n", "plt.plot(x_left,y_left,'b.',markersize=10)\n", "for i in range(N):\n", " xs = [x[i],x[i],x[i+1],x[i+1]]\n", " ys = [0,f(x[i]),f(x[i+1]),0]\n", " plt.fill(xs,ys,'b',edgecolor='b',alpha=0.2)\n", "\n", "plt.title('Trapezoid Rule, N = {}'.format(N))\n", "plt.grid()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "# From https://www.math.ubc.ca/~pwalls/math-python/integration/trapezoid-rule/\n", "def trapz(f,a,b,N=50):\n", " '''Approximate the integral of f(x) from a to b by the trapezoid rule.\n", "\n", " The trapezoid rule approximates the integral \\int_a^b f(x) dx by the sum:\n", " (dx/2) \\sum_{k=1}^N (f(x_k) + f(x_{k-1}))\n", " where x_k = a + k*dx and dx = (b - a)/N.\n", "\n", " Parameters\n", " ----------\n", " f : function\n", " Vectorized function of a single variable\n", " a , b : numbers\n", " Interval of integration [a,b]\n", " N : integer\n", " Number of subintervals of [a,b]\n", "\n", " Returns\n", " -------\n", " float\n", " Approximation of the integral of f(x) from a to b using the\n", " trapezoid rule with N subintervals of equal length.\n", "\n", " Examples\n", " --------\n", " >>> trapz(np.sin,a=0,b=np.pi/2,N=1000)\n", " 0.99999979438323316\n", " '''\n", " x = np.linspace(a,b,N+1)\n", " y = f(x)\n", " y_right = y[1:] # Right endpoints\n", " y_left = y[:-1] # Left endpoints\n", " dx = (b - a)/N\n", " T = (dx/2) * np.sum(y_right + y_left)\n", " return T" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Trapezoidal Rule: 0.9999794382396074\n" ] } ], "source": [ "print('Trapezoidal Rule:',trapz(np.sin,0,np.pi/2,100))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "-" } }, "source": [ "#### MPMath and Scipy Numerical Integration" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "text/plain": [ "mpf('0.99999999999999989')" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# MPMath (Sympy)\n", "from mpmath import quad, sin\n", "\n", "f = lambda x : sin(x)\n", "quad(f, [0, np.pi/2])" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(0.9999999999999999, 1.1102230246251564e-14)\n" 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