{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data Driven Modeling\n", "### (Theme of this semester: CODING AS LITERACY)\n", "
\n", "### PhD seminar series at Chair for Computer Aided Architectural Design (CAAD), ETH Zurich\n", "[Vahid Moosavi](https://vahidmoosavi.com/)\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "# 15th Session \n", "
\n", "11 April 2017\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction to Representation Learning: Convolutional Neural Networks\n", "\n", "### To be discussed\n", "* ** Review of Fourier and its limits**\n", "* **Feature Enginering and Feature (Representation) Learning**\n", "* **Convolution**\n", "* **Convolutional Neural Networks**\n", "* ** Examples in Urban Studies**\n", "* **Extensions and applications**" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "import datetime\n", "import pandas as pd\n", "# import pandas.io.data\n", "import numpy as np\n", "import matplotlib\n", "from matplotlib import pyplot as plt\n", "import sys\n", "import sompylib.sompy as SOM# from pandas import Series, DataFrame\n", "\n", "from ipywidgets import interact, HTML, FloatSlider\n", "\n", "%matplotlib inline\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Signal Processing is a main part of Data Driven Modeling cases\n", "* **Usually observations are homogeneous**\n", " * **Pixels of image**\n", " * **Sequence of values in sound signal or any other time series**\n", " * **A Graphical representation of an artifact: City, building,...**\n", "* ** Usually, we are looking for something on top of the observations (Categories)**\n", " * **Message of the sentence** \n", " * **A certain pattern in an image such as a face in the picture** \n", "* ** All the methods are developed in a way to capture \"invariances\" within categories of interest**\n", " * **translation invariance**\n", " * **rotation invariance**\n", " * **scale invariance** \n", " * **Deformation**\n", "* **Hierarchical Representation and Compositionality**\n", " * Text\n", " * Video\n", " * A Building\n", " * Cities" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "# Fourier Series as Idealized Basis Functions \n", "\n", "## The Fourier series is linear algebra in infinite dimensions, where vectors are functions\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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xXS24j2PdHKjXX4e269EKpZtj3EchkuAcR5zjp53jh5zjkdrxrKNL7n8KeIdz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\nzxzPOvq26z3AWby/kzkesX2cIwj0owPeUzPBOzNC6NVySMYIEjlP6xk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Base Filters 1D\n", "def base_filter_1D(N):\n", " dd = -2*np.pi/N\n", " w = np.exp(dd*1j)\n", "# w = np.exp(-2*np.pi*1j/N)\n", " \n", " W = np.ones((N,N),dtype=complex)\n", " \n", " for i in range(N):\n", " for j in range(N):\n", " W[i,j] = np.power(w,i*j)\n", "\n", "# W = W/np.sqrt(N)\n", " return W\n", "\n", "def DFT_1D_basis_vis(i):\n", " fig = plt.figure(figsize=(10,5))\n", " plt.subplot(1,2,1)\n", " #Real Part of the vector\n", " plt.plot(np.real(W)[i],'r')\n", " #Imaginary Part of the vector\n", " plt.title('real part')\n", " plt.axis('off')\n", " plt.subplot(1,2,2)\n", " plt.title('imaginary part')\n", " plt.plot(np.imag(W)[i],'b')\n", " plt.axis('off')\n", "N = 256\n", "W = base_filter_1D(N)\n", "interact(DFT_1D_basis_vis,i=(0,N-1,1));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Now from Time domain to Frequency domain" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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0zfq7PppxmSS0awnrrMH7NmtWBz+jXbJrsbQkY5aLvMkuaeuTsSW7RKhF0JXy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Two signals have the same frequencies but with a shift in time\n", "N = 256\n", "t = np.arange(N)\n", "x1 = .4*np.sin(1*t+.1) + .6*np.cos(-15*t+.1) + .3*np.random.rand(N)\n", "x2 = .4*np.sin(1*(t-2)+.1) + .6*np.cos(-15*(t-16)+.1) + .1*np.random.rand(N)\n", "plt.plot(x1)\n", "plt.plot(x2)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "W = base_filter_1D(N)\n", "X1 = W.dot(x1)\n", "X2 = W.dot(x2)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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FrjXKmgQi32GQQL7nTqYEUQYJVrEmgchvGCSQ7yVnEhyev6zh9NdE/sMggXwvcfJSBgk2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\na5dlKnu80OYJ4qqrVLse9owG931WH3jARLVXX91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Uuf7Ys2cPQ4YMAWivqptK+/jl6SRM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\ndSQAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(np.abs(np.absolute(X1)),'b');\n", "plt.plot(np.abs(np.absolute(X2)),'g');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2D Fourier \n", "http://www.robots.ox.ac.uk/~az/lectures/ia/lect2.pdf\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "N = 16\n", "W1D = base_filter_1D(N)\n", "def base_filter2d_vis(u=1,v=1):\n", " \n", " r = W1D[u][np.newaxis,:].T\n", " c = W1D[v][np.newaxis,:]\n", " W2 = r.dot(c)\n", " fig = plt.figure(figsize=(15,7))\n", " plt.subplot(1,2,1)\n", " plt.title('Real Part(CoSine Wave)')\n", " plt.imshow(np.real(W2),cmap=plt.cm.gray)\n", " plt.axis('off')\n", " plt.subplot(1,2,2)\n", " plt.title('Imaginary Part (Sine Wave)')\n", " plt.axis('off')\n", " plt.imshow(np.imag(W2),cmap=plt.cm.gray)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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vOnf4etHT4+ejNGqL0xKni4g8zxp/Z/JasXs0nltiO5+bfN5JtN58Q2zH97Xd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5VfIjmooqPpZvNtNNdHbSifvsFED2T4PCLL6moN9XX+O70JpbXs+mXiJRNPWkxP8LhsrTnszfhF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2CN5a8g7ZLrz2xqdxfBK7IzbIWONpcyzFHEISHtM4tvDdwnI+XrbS9XLiPESn4kvLWdF+1l7K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\nf1JXKkC0PqqH2nQVX51t978BUfl11QrVymuz7rc2BxE+qivF8tQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interact(base_filter2d_vis,u=(0,N-1,1),v=(0,N-1,1));" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#Base Filters 2D\n", "def base_filter_2D(N):\n", " W1D = base_filter_1D(N)*np.sqrt(N)\n", " W2D = np.ones((N,N,N,N),dtype=complex)\n", " \n", " for u in range(0,N):\n", " for v in range(0,N):\n", " r = W1D[u][np.newaxis,:].T\n", " c = W1D[v][np.newaxis,:]\n", " W2D[u,v,:,:] = r.dot(c)\n", " W2D = W2D/(np.sqrt(N*N))\n", " return W2D" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Base Filters Dictionary\n", "* Note that these base filters are defined independent of the data!" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(8, 8, 8, 8)\n" ] }, { "data": { "image/png": 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uaNXiGMsDIGICV7aECVRrMJg9rha4lphGiY5dp0986EeFnp66VkYGJkYHqBgI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\nDk1QzmZPfIQ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LMIgeHx9tMBiEAn1gTzCASNXnObzybTQa1mq17OTkxB4fH0M1Vow9P/s3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9olbZwAOnBc1PHBoWvZALOHiQ5dARlbFJEk205LIzCWfKgNmxIGUXpbU3hVuK6aKWXt8rCJ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\ndJBgjpK9BZj3QFv7Z/XfqPkq0PLS2b3mPqG8E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X6lVRBUrVq1atWqVfuVVkFQtWrVqlWr\nVu1XWgVB1apVq1atWrVfaRUEVatWrVq1atV+pVUQVK1atWrVqlX7lVZBULVq1apVq1btV1oFQdWq\nVatWrVq1X2kVBFWrVq1atWrVfqVVEFStWrVq1apV+5VWQVC1atWqVatW7Vfa/wNmkKbJpovlNAAA\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 8\n", "W2D = base_filter_2D(N)\n", "print W2D.shape\n", "fig = plt.figure(figsize=(7,7))\n", "k =1 \n", "for u in range(0,N):\n", " for v in range(0,N):\n", " W2 = W2D[u,v,:,:]\n", " plt.subplot(N,N,k)\n", " plt.imshow(np.real(W2),cmap=plt.cm.gray)\n", "# plt.imshow(np.imag(W2),cmap=plt.cm.gray)\n", " k = k +1\n", " plt.axis('off')\n" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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gtTXNsH+bC8UHvTD8f4pGoz8VIoZhvK/qleq6zhtvvEEkEvmJ63/8x3/M7/7u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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Example 1\n", "# With shift stil the patters are similar in freq domain\n", "N = 128\n", "x = 5\n", "y = 5\n", "img = np.zeros((128,128))\n", "\n", "for i in range(20):\n", " indx = np.random.randint(x,N-x)\n", " indy = np.random.randint(y,N-y)\n", " img[indx:indx+x,indy:indy+y] = 1\n", "plt.subplot(2,2,1);\n", "plt.imshow(img,cmap=plt.cm.gray);\n", "plt.axis('off');\n", "\n", "plt.subplot(2,2,2);\n", "F_img = np.fft.fft2(img)\n", "\n", "#To shift low pass (lower freq) to the center\n", "F_img = np.fft.fftshift(F_img)\n", "plt.imshow(np.log(np.absolute(F_img)));\n", "plt.axis('off');\n", "\n", "\n", "img = np.zeros((128,128))\n", "\n", "x = 10\n", "y = 10\n", "for i in range(20):\n", " indx = np.random.randint(x,N-x)\n", " indy = np.random.randint(y,N-y)\n", " img[indx:indx+x,indy:indy+y] = 1\n", "plt.subplot(2,2,3);\n", "plt.imshow(img,cmap=plt.cm.gray);\n", "plt.axis('off');\n", "\n", "\n", "plt.subplot(2,2,4);\n", "F_img = np.fft.fft2(img)\n", "\n", "#To shift low pass (lower freq) to the center\n", "F_img = np.fft.fftshift(F_img)\n", "plt.imshow(np.log(np.absolute(F_img)));\n", "plt.axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion of Fourier\n", "\n", "# No learning\n", "# Hard to learn hierarchies, scale, ...\n", "\n", "# And essentially not Data Driven\n", "\n", "# Conceptually, Fouries Transform is at the same level as Polynomial regression, where there is a parametric structure imposed to data set. \n", "\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "\n", "
\n", "\n", "# So a fundamental quesion has been always that wheter one can let the models learn the filters? \n", "## Until recently there were no alternative than desiging the filters, which means less capacity for the model\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Representation Learning\n", "\n", "## Considering these factors?\n", "* **translation invariance**\n", "* **rotation invariance**\n", "* **scale invariance** \n", "* **Deformation**\n", "\n", "* **Compositionality and Hierarchical Representation**\n", "## Convolutional Neural Networks (CNN) are seemingly a very good answer\n", "\n", "\n", "\n", "![](Images/CNN_Face1.png)\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Convolution\n", "\n", "## Continous case\n", "![](Images/Convolution_cont.svg)\n", "\n", "## Discrete case\n", "![](Images/Convolution_Disc1.svg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1D Convolution" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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AC8If5erd2D/ovg+3vwUk/pbWVxySjNoY4Ck8vxvAIY0IKJsURR1Ahug+c4vu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\noo5Mclkq3ndcAfwHuBH4LPG4DrjW3f+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 100\n", "t = np.linspace(0,4,num=N)\n", "t =np.unique(np.concatenate((t,-t)))\n", "r = t[-1]-t[0]\n", "N = t.shape[0]\n", "f = 1*np.sin(2.5*t) + 1*np.cos(1.5*t+.1) + .63*np.random.rand(N)\n", "f[f<0]=0\n", "f = np.exp(-t)\n", "f[t<0]=0\n", "\n", "# f = np.ones(t.shape)*1\n", "# c = 0\n", "# f[t>=(c+1)]=0\n", "# f[t<=(c-1)]=0\n", "\n", "\n", "# sigma = 2\n", "# f = np.exp(-(t-c)**2/2*sigma)\n", "\n", "\n", "def vis_con(k=2):\n", "\n", " plt.subplot(2,1,1)\n", " plt.plot(t, f,'-b');\n", " \n", "# c = 0\n", " fgs = []\n", " sigma = 1\n", " \n", " for c in t:\n", " g = np.ones(t.shape)*1\n", " g[t>=(c+.5)]=0\n", " g[t<=(c-.5)]=0\n", " \n", "# g = np.exp(-((t-c)**2)/(2*(sigma**2)))\n", "# g = g/(np.sqrt(2*np.pi)*sigma)\n", " fgs.append(np.dot(f,g))\n", " \n", " \n", " \n", " \n", " g = np.ones(t.shape)*1\n", " g[t>=(k+.5)]=0\n", " g[t<=(k-.5)]=0\n", " \n", " \n", " #Guassian\n", "# g = np.exp(-((t-k)**2)/(2*(sigma**2)))\n", "# g = g/(np.sqrt(2*np.pi)*sigma)\n", "# g = 1/np.sqrt(2*np.pi*sigma**2)*np.exp(-((t-k)**2)/(2*sigma**2))\n", " \n", " fg = np.dot(f,g)\n", " plt.plot(t,g,'-r',linewidth=3)\n", " plt.ylabel('f')\n", "\n", " bottom1 = np.minimum(g, 0)\n", " bottom2 = np.minimum(0,f)\n", " bottom= np.minimum(bottom1,bottom2)\n", " top = np.minimum(g,f)\n", " plt.fill_between(t,top, bottom,facecolor='red',edgecolor=\"None\", interpolate=True);\n", " plt.subplot(2,1,2);\n", " plt.plot(t,fgs)\n", "# plt.plot(t,np.convolve(f,g,mode='same'),'g');\n", " plt.plot(k,fg,'or');\n", " plt.xlim(t[0],t[-1])\n", " plt.ylabel('conv f*g')\n", " plt.xlabel('t')\n", "interact(vis_con,k=(-4,4,.1));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## It can be a signal smoothing way\n", "## Guassian Kernel" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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UmW0HnAf8utBlkTYNBXqz/iy484AR3V8c6UypWqfxwFPu/nqhy9PZzGw3M1sG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\n/qk2bYrW7nynoQFGJbrxhPe9Fb7qGSYq4sUfw8O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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 100\n", "t = np.linspace(0,4,num=N)\n", "t =np.unique(np.concatenate((t,-t)))\n", "r = t[-1]-t[0]\n", "N = t.shape[0]\n", "f = 1*np.sin(2.5*t) + 1*np.cos(1.5*t+.1) + .63*np.random.rand(N)\n", "f[f<0]=0\n", "# f = np.exp(-t)\n", "# f[t<0]=0\n", "\n", "# f = np.ones(t.shape)*1\n", "# c = 0\n", "# f[t>=(c+1)]=0\n", "# f[t<=(c-1)]=0\n", "\n", "\n", "# sigma = 2\n", "# f = np.exp(-(t-c)**2/2*sigma)\n", "\n", "\n", "def vis_con(k=2,sigma=1):\n", "\n", " plt.subplot(2,1,1)\n", " plt.plot(t, f,'-b');\n", " \n", "# c = 0\n", " fgs = []\n", "# sigma = 1\n", " \n", " for c in t:\n", " g = np.ones(t.shape)*1\n", " g[t>=(c+.5)]=0\n", " g[t<=(c-.5)]=0\n", " \n", " g = np.exp(-((t-c)**2)/(2*(sigma**2)))\n", " g = g/(np.sqrt(2*np.pi)*sigma)\n", " fgs.append(np.dot(f,g))\n", " \n", " \n", " \n", " g = np.ones(t.shape)*1\n", " g[t>=(k+.5)]=0\n", " g[t<=(k-.5)]=0\n", " \n", " \n", " #Guassian\n", " g = np.exp(-((t-k)**2)/(2*(sigma**2)))\n", " g = g/(np.sqrt(2*np.pi)*sigma)\n", "# g = 1/np.sqrt(2*np.pi*sigma**2)*np.exp(-((t-k)**2)/(2*sigma**2))\n", " \n", " fg = np.dot(f,g)\n", " plt.plot(t,g,'-r',linewidth=3)\n", " plt.ylabel('f')\n", "\n", " bottom1 = np.minimum(np.abs(g), 0)\n", " bottom2 = np.minimum(0,np.abs(f))\n", " bottom= np.minimum(bottom1,bottom2)\n", " top = np.minimum(np.abs(g),np.abs(f))\n", " plt.fill_between(t,top, bottom,facecolor='red',edgecolor=\"None\", interpolate=True);\n", " plt.subplot(2,1,2);\n", " plt.plot(t,fgs)\n", "# plt.plot(t,np.convolve(f,g,mode='same'),'g');\n", " plt.plot(k,fg,'or');\n", " plt.xlim(t[0],t[-1])\n", " plt.ylabel('conv f*g')\n", " plt.xlabel('t')\n", "interact(vis_con,k=(-4,4,.1),sigma=(.01,10,.1));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What if the kernel is periodic or bigger than the domain of the data (f)?\n", "## It will be simply an average over f" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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njrJuXenZlwjM+M1Dm6SZVEg6wKRJsHplNvWylkXbrLilPqtYvS45aGFJkcjO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\ntMp89G8v5vTt2/e6n05CSZIH0YyOnAAcDlwBnA68f6l9VdV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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "N = 100\n", "t = np.linspace(0,4,num=N)\n", "t =np.unique(np.concatenate((t,-t)))\n", "r = t[-1]-t[0]\n", "N = t.shape[0]\n", "f = 1*np.sin(2.5*t) + 1*np.cos(1.5*t+.1) + .63*np.random.rand(N)\n", "# f[f<0]=0\n", "# f = np.exp(-t)\n", "# f[t<0]=0\n", "\n", "# f = np.ones(t.shape)*1\n", "# c = 0\n", "# f[t>=(c+1)]=0\n", "# f[t<=(c-1)]=0\n", "\n", "\n", "sigma = 2\n", "# f = np.exp(-(t-c)**2/2*sigma)\n", "\n", "\n", "def vis_con(k=2,sigma=1):\n", "\n", " plt.subplot(2,1,1)\n", " plt.plot(t, f,'-b');\n", " \n", "# c = 0\n", " fgs = []\n", "# sigma = 1\n", " \n", " for c in t:\n", " g = np.ones(t.shape)*1\n", " g[t>=(c+sigma)]=0\n", " g[t<=(c-sigma)]=0\n", " \n", "# g = np.exp(-((t-c)**2)/(2*(sigma**2)))\n", "# g = g/(np.sqrt(2*np.pi)*sigma)\n", " fgs.append(np.dot(f,g))\n", " \n", " \n", " \n", " g = np.ones(t.shape)*1\n", " g[t>=(k+sigma)]=0\n", " g[t<=(k-sigma)]=0\n", " \n", " \n", " #Guassian\n", "# g = np.exp(-((t-k)**2)/(2*(sigma**2)))\n", "# g = g/(np.sqrt(2*np.pi)*sigma)\n", "# g = 1/np.sqrt(2*np.pi*sigma**2)*np.exp(-((t-k)**2)/(2*sigma**2))\n", " \n", " fg = np.dot(f,g)\n", " plt.plot(t,g,'-r',linewidth=3)\n", " plt.ylabel('f')\n", "\n", " bottom1 = np.minimum(np.abs(g), 0)\n", " bottom2 = np.minimum(0,np.abs(f))\n", " bottom= np.minimum(bottom1,bottom2)\n", " top = np.minimum(np.abs(g),np.abs(f))\n", " plt.fill_between(t,top, bottom,facecolor='red',edgecolor=\"None\", interpolate=True);\n", " plt.subplot(2,1,2);\n", " plt.plot(t,fgs)\n", "# plt.plot(t,np.convolve(f,g,mode='same'),'g');\n", " plt.plot(k,fg,'or');\n", " plt.xlim(t[0],t[-1])\n", " plt.ylabel('conv f*g')\n", " plt.xlabel('t')\n", "interact(vis_con,k=(-4,4,.1),sigma=(.01,10,.1));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Fourier Transform and Convolution\n", "### We can think of DFT in Fourier analysis as convolution with Global Kernels (kernel and input have the same size)\n", "### Therefore, convolution of each base is invariant and it is just one value for each base filter " ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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xM4E/UDYdVsNZPLVV5r3AD/G6J7XTNOBSMu+vHUSSNCKHUDZ1/XTtIL0mk1nA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\nFaoUBUmURRCFIj3+8d4SlO1t5859773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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "interact(DFT_1D_basis_vis,i=(0,N-1,1));" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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gpO17lEGp0Pyg+2s1ahRNgQ0F48YFlG8FrQUCpkSKDe65x35sPXoUTSFx89xz\n9rHbtdOKUITZvFmkVi39M1G1qse61aCByOAyb4bunr3uOmdNZzk5IuefXyBZG1TaL7feGmalBEgC\n4oIdPFZbUZQSqVJF+p33j7RtWwzMr9HG7t12a0ZcXG5sWoj48kv7NW3aNDreVIojK1ZIVlyi5Xwf\nppJkEh+6H3R/7dxz9Q+tEyxd6t/PIrelUUaUcsknnzgjXpGZNs1+XI0ba8f0UOByidx0k30f990X\nmvELyN69+rCaNBF57+6lAnrGKjtbJCHBJaPxo5gVpb3/fkSPz8KrrxZYzjOrrpZLLgm/UpIDnJj7\n/2agWrA7iqVWJKUE5ECrrhJHtjRsqDPfffNNoW4Dgy9XXWU/3y++GPr9PPGEfT/33x/6/ZRQNm4U\nmTJFtJNnu3a2cz1a3Vv0H/CCtHfeifzBp6X5jxjzafXL7paePUXuvsslV16eEzs+13v32k385ctr\nv61QcuSISIsW9nM3fXpo9xOA9HSRLl20K9qWBbtlY+X2AjolyfbtWpRpXBLa+7VMGWeyTy9ZoiMa\nCyjntVWmS6dO4VdKDgCn5/7vAmoEu6NYakVVSgTkr5tGyqBB+satWDEqo7tii6+/tp/nCy8Mz9tu\nZqb/+fCffw79vkog/fvrWbLsp/2Y4SPZypUrnGN0UXjooQLJdln8DwIijRO2CGgDXkzg78Xhgw/C\ns6+VK+3TrfXri/z3X3j2l4vLpR1ZS5cW+XO+ntbIQUn5xHR59VU97QYif9Mq9Pdsy5aRnabKzAw6\nieFDpUZLgwbhV0o+ANKBLblWk39yLSa2FqwA0dhCoZRIhQoi27bJgQM602vfvkW5M0o4Bw7Yo2Oq\nVy94SGFhWLfO/oPXsKGZxgkBl1wiksQyyYlPCP2PdrCtW7fIzbPOmlVgufZRTTbRUATk7LjfpNuZ\nmZGRsShMnmw/lssuC+/5fe89+z4ffDB8+xORiRP1br74QkRGevyhTqu8Rm6+WfeDSCoVwnPPRjI/\ny8svBy3fyzwmFcovDq9SIiIAFwEP5FpKngIe8teCFSAaW0iUEtD5B0RnRQaR338v7J1Rwrn1Vvu5\nHT8+/PsdPdq+3yFDji92ufRU67Zt4RelONHslByZx5mW8+oKJkwy1O2zz8J/0EePau/HQsj3FdcK\nRHndyCNHROrVs8pevXr4CyPm5NgLcColMn9+2HZ5/fW6Nqvs2KHN4Ln7vb30OGnXziXDh4ucUOq/\n8N2vCQnca/HKAAAgAElEQVQ6qVy42bTJ/mJWgPY5NwhEMPomN2NqxWC3i6UWMqUERCZNkpwckdNP\n11PJ69YV4uYoyfzxh/2c9uwZmbdbl0tyunS17jsx8Xikz6FDuut//wu/KMWFrCyR2+LG2K7pYfzU\nAolUO+mk8GfwffLJQsuXSYLUjN8j993rkGNuQfCX3OzzzyOz7w0b7A/P9u3DksE3K0vkhBNEnn5a\nbDlm3qS/lC7tkjvvFGlbfn1479nTTw9vhmKXq9D1xGZxTmSVkpLQQqqUNGwokp4uq1drL+0yZURe\nf91E5hSInByRjh2t57NSJf2GEiG2TFspmfhMM3TvLuJyyYoV+uMVV0RMnJhnS/Ih2Y11Km4DjSXb\nSUsJaF+PcLFunUipooU4P82zUqFsVnTWi1y1Sr+9e8t87rmR/ZF77TX7eQuDL8vcuXroBa/+btvf\nTLof/8nvVfqn8N+z4cw74U5PXoi2lqYlUykB7s/1cTkGLAA65bHuLV71cly5LS2P9UOnlICelxNt\nwe3fX3dFyEk8tvn4Y/u5fP31iIowc6bIcAbb5Zg8WX78Uf9bp05ERYpptl5hd/S8o5KfMOxIt/j4\n8MyPuFwFzu+QV9tObYlX2dGZ/+jii63yJiaKrFkTWRkyM7UTqLcc1atrc2YIeeIJkerVXZLd6BTb\nNdpL9eMfH8R/bZiQtmrVRA4eDOnxiYg+l02bFlquVCpIiVNKgN65jrc3A82B94GDQPUA698CHAJq\nACfmtoARRCFXSipWPD63mpOjXyqi8sclmkhJsTu3NmsW8Xo0Y8aIlOOIpOFTnrtpU/lgdObxj//+\nG1GxYorj6Sk2bJDsOOsb9VTVU84/aXlof6wL2y6+OPQHP2lSyOS7im+k1SkZ0WVl/eUXu6xeflcR\n5ddf7bI8/HBId9G2rUjfMzYEvEYnlTogIPIqAYp9hrqFw8L3ZtGTvpWLnyeFVUriiE0GAO+LyFgR\nWQvcA6QB/fLYRkRkn4jszW37IiIpwH//wdNPAxAXBzVr6urchjx47TXYu9fa9+abUKpURMXYsQPK\nJWRSFmt5btav5+TvP6B0af1xyZKIihUzrFoFJ50Ef/8NPPkk8a7s48syVSn6y5s0TFvpnIDe/PQT\nzJoVuvGysmDw4JANdx+jWbWhFHPnhmzIopGTA48+au2rWROeeMIZec47D664wtr3zjuwZUtIht+x\nA5Yvh0s3vhVwnSRZDkB9/gnJPvPlnXdgzZrQjXfwIDz3XJGHqRF3qNDbxpxSopRKBDoAM919IiLA\nDKBzHptWUEptVUptU0pNVkq1DLOoVj76CNatA6BWLfj334juPbbYswdGjLD2XXopXHRRxEXZvh3q\nsBOAHdS2LDt79rN0aZ1CtWqweHHERYsJVqzQz67lHy6EiRMty2bVvoktNKLBf387JJ0fBg0Clys0\nY334IaxfH5qxgHOZRbP4DYwelROyMYvE2LH6AnszbBhUqOCMPACvv259ccnKOv5CWFR++gnilIsL\n9n8RcJ02WUuBCCol2dnw2GOhG++ll+BQ4RUKNzVcuwu9bcwpJUB1IB7Y49O/B6gZYJt1aCtKL+BG\n9HH/oZSqHWD90ONyHf9ynHyysZTkybBhcPSo53NcHLzySpGGzM6GN96A1NTgttux3UXd7M0A/E1r\ny7KKGfu5N+11OnY0SkkgNm0CEJK+GGRbdvCg/tuQ0LzJhoQlS+Crr4o+TmoqPPts0cfxQgH35Yzk\n2+8Uuwv/mx8a0tPtD/vWreG225yRx02jRnD//da+L76wK0+FYMqkHDonLqYqgR/abdGWkgZsLfL+\nCswPP8C8eUUfZ+dOGDmy6OMANXKK8NYd7HyP0w04Ge2oerpP/yvAHwUcIwHYADwXYHl7QLqB9PRp\n44s6B7hkidx7r8ippwY70VdC2LjR7sl/221FHnbGDD3UwAGeCfm9e7U3fV4ktciQe3lHBGQuXeRb\nrrTIdiyxgrwwYJ/UrGkiqvxx220iF/Cz3+/CNupIdfbJOuxOg462Jk2KXjhu6NCwyHaIylIuLk2e\nfz4016fQvOXHkTNaMh7v26ej9Lxlu+SSIg25ZYtInMqR97grz+uTQaLMpHvk79kuXYr+A3T33YXa\n93jsz8mG1BYoIY6uQCKQBfTy6R8DTApinInAFwGWhdbR1btddJEMG6Z9OA1+6NvXer5Klw5JdrIh\nQ/RwCfE5sm6dztTcPilLEuJz8gyzrFopU17kcRGQXdSUFqwSl7KGr66//FEBHal86JBObGkUFE23\nri5JLm1N2Z+mgk/IFPE2dmzhD3rfPp3ROUyy3ccoqVIxK+x5yQJy5IjdCf2cc6Lrph82zH7uipBQ\n7bHHRKrEp8gRyjl/bwZq06YV/nxt2GB/GSxCWwJSYpQSEQEdAvyW12cFbAceK+D2ccBq4LUAy8On\nlIB8P3iegI68Mnixdq2u+ut9vh55JCRDd+6UJT2ZIvXid0ivy7Ll9n45kqgy8/wuHz2qRRiLVpRc\nIOXi0mRVR2uFUlfpMlKTXTJmjM70CCJ//RUSsWOeW6rZ8x3soUZYvlchbU2bFj451WOPhVW2/VSV\n6vEH5IbrHUqm9tJLdrnmzXNGlkAcOWIvDHjRRYUa6uhRkRMqZckjFLxSriMtKanwtcB8XwaL2Eqi\nUnIdOj+Jd0jwAXLDfIGxwIte6w8FzgcaAu2ACcBRoHmA8cOqlOztcJGAriZp8OLGG63nqkIF/dZZ\nRFJTtYVkNPfIl1x3fPhPuUXqJewMGDW4bp1ebzZnH5epdeIaeabvRnHFx1tk/ajcA5KYKFK1qk4f\nMHBgkcWOevbuzbue3bE0lyzBWgV4PU0ki7iQfp/C1gqTkfTffwuVmjvYNoabBXREbkRJTdU3ubc8\n4QilDgX+QlsL8bbw4YciipzjtYiiuhWmJP26dfaXwSK2EqeUiAjAfcDWXOXkT6Cj17JZwCden0fg\nSbS2C5gKJOUxdliVEgHpyELzNu3NmjX2L8YTT4RkaHeSs7U0FRfIlXGT5TF0oanb+FjaNPdvsnL7\noWyg8XGZejFZLrogR/658E6LrBlxpaVppX9lyRKRBx4QqV07PAWMo4l+/XQ5l0DHue1te46OgWVG\nhuT7E5HWrFnw1hJ3dsQwNxfIOXFzpFG9zMjWXnrVj7Vg8eIIChAER4/ap5l69gxqCJdLpE2LTOml\nvnf+fixIa9Mm+B+em28OuRwlUikJZ4uEUjKJy2XSpODunWKNPyvJ8axbReOxx0ROTtgjLj/X4Qv6\nCPivGzZmjF7tmFfitAG8LqfUz5DPh/8jGSRaxvrv3sdExFO6/LffQiJ+1HLGGfo4/RaadLnk0CnW\nEgFraCaXlJ4Rtu9UWNoXXxT8hOzapX2gIiTbeppI3YSdUrVylnz/fcgua2DS00VOPtkqR69eEdhx\nEfCnRC1dWuDNt2zRm0yml/P3YkFbMNaSDRt0NuMQy1AUpSQWQ4KLBVcwhYxFRQ9TKxZs2gQTJlj7\n+veHatVCMvzsX7Ponv0rys+yc9HJsvzlzNq+HaonHKKMV+K0xmxi684EVqXW49tyN1vWrzDuXThw\ngM6doV49+PJL63irVsG110J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XlP/+4/fFiwE6iMjSoAYMdr7H6QYkop1We/n0jwEmBdjm\nH6C/T9+zQHKA9bVPyZIlQUxSFgF/Dkg//BCZfUeK1avtx/jaa05LFT78Zatdu9ZpqULLd98V//vW\nm1tvtR5r5coiKSlOSxVahg8v/vetG5dL5MwzrcfbooUn3XJxoU8f6zH6+M+EgyVLlpQcnxIRyQKW\nAD3cfUoplfv5jwCb/em9fi7n5/Y7T8+e0KKFtS/aysQWFd/wySpVYj+8MC/uucdeayOP7JExh4g9\nW2RSElzsbKR9WBk82Gq9TEmB9993Tp5Qc+wYvPmmte+qq6BZoFnxGEcpXcPHmzVrdKKj4sLmzfDV\nV9a+hx7SRauilJhTSnIZAdyllLpZKdUceA8oh7aWoJQaq5R60Wv9t4CLlVIDlVLNlFLPop1lR0VW\n7ADExenUzd7MnRum6loOsH07fP65te+BB8BnaqxYUbky3HeftW/sWNhZTMoJzJ5tz4P/+OPFbsrR\nQvPmcOWV1r4RI3QmueLAmDH2LMsFyB8U01x6KbRpY+3Lq/hirPH661gqe1aoAPff75w8BSAmlRIR\nmQg8AjwPJANJwIUisi93lTp4ObGKyJ9AH+AuYBlwFXC5iKyOpNx5csMNUKeOtS8WEt0UhBEjrHPx\nZctC//7OyRMpHnrImv0yKytg9siYw9eS16gRXHutM7JEEt+H9O7dumRCrJOdbbfknXee9hEqzihl\nv6aLFul0y7GOvyiqu++GE05wRp4CEpNKCYCIjBaRBiJSVkQ6i8hir2Xnikg/n/W/FZHmuesnicj0\nyEudB6VKwSOPWPumToVVq5yRJ1QcOAAfWNOPc/vtUKOGM/JEkpo1oV8/a9/778PBGC8nsGQJ/Pqr\nte+xxyAhFoP5gqRTJ+jhMxP8yitWpTsWmTiR4yEnbnynNoor112nlWpv/BWyizXefttqxUtMjFrH\nbG9iVikpltxxh07l7E2UpbIOmrffhrQ0z+f4eLvyVZx59FE9PefmyBEYHePlBHytJCedBLfe6ogo\njuD7Zr15M3xTuDpLUYGI/Zqedhp07+6MPJEmIUEr1d7MnBk9ZboLQ2qq/Xfmppt0QcUoxygl0USF\nCtrXwpvx44nZ8sEpKZYwWECHPzdo4Ig4jtCoEfTube176y2rohZLrFunaxd5M2AAlAl9KHLU0qOH\nfVrjpZdi1w/hhx+slWSh+PsH+XLrrVq59iaWgw3eew8OH/Z8VsqueEUpRimJNh58UPtcuMnO1j4Z\nscjo0dYvBsCQIc7I4iSDB1s/799vn+uNFV591frwrVRJRxqVJPz5ISxfDj//7H/9aEYEXnzR2tei\nhT2vRXGnTBn71MakSTrHR6yRlqYdXL254grtqB0DGKUk2qheHe6809r34YfWRFyxwNGjdmXq6quh\nZUtn5HGStm3tobKvxmA5gR07dASRN/fdpyONShpXXmkPlY3FN+uZM7GVnB482DrlWFK4917rvSwS\nm8EGH3wAe30qpD/5pDOyFIISeOfFAAMHWp0Gjx2DUdERvVxg/ClSMfTFCDm+b9bbtsGXXzojS2F5\n6SWrIlW6NDz8sHPyOIm/MP7ff4c/AqVKikJE4LnnrH3160OfPs7I4zSVKtnDZT//XH9XY4X0dLsf\n4sUXQ4cOzshTCIxSEo3Ur69DhL0ZOVI7ScYC6en28MJLLoF27ZyRJxro2hU6+9R/fPllaw6BaGbH\nDq1oenP77fZ5+JJE3772MP5Yspb89hvMm2ftGzJERwKWVB56yOoflZ1tnwqJZj7+2F6dc+hQZ2Qp\nJEYpiVZ838IOHtTOS7HAmDGwy6dK71NPOSJK1OAve+SqVdrJMBZ46SXIzPR8LlWq+CfWyo9AYfwr\nVzojT7D4Wknq1i1ZUVT+OPFEHQXpzYcfwr59/tePJjIz7dNNPXrYX4aiHKOURCutWun089688or2\n1YhmsrLsX4xzz425L0ZYuPRSfV29eeGF6I/a8GclueMO/RAr6fgL448Fa8nvv4NPxW6eeKJkW0nc\nPPqoTl3g5tgxexRhNPLZZzp7tjcxZiUBo5REN77WhX374N13nZGloIwfD1u3WvtKsi+JN3Fx9kic\nv/6K/qgNYyUJTIUK9uzEX34JmzY5I09Bef556+fate2J/koq/qbPR43SuT+ilawse8K3rl3h7LP9\nrx/FxJxSopQ6QSn1hVIqRSl1SCn1kVKqfD7bzFFKubxajlIq+jNYnXaa9sXwJpqtJdnZ9vDCzp1L\nThKmgnD99fbskU8/Hb3WEmMlyZ8HHoDyXj9BOTkwbJhz8uTH/Pk66sabxx+3lkQo6fi+PBw+HN3T\n5+PH2zPyxqCVBGJQKQHGAy3QVX8vBboB+ZXqFOAD4CR0TZyTgUF5bhEtPPOM9fO+fdGbEfTzz2H9\nemvfU0+VrCRM+ZGYaP+xWLwYpk1zRp78MFaS/KlWTYeTejNuXPTmuPC1kpx8st2PoqTTqpU9V8sr\nr4Ch1eQAACAASURBVESntcTfy+Dpp+vaRTFITCkluRWBLwRuF5HFIvIH8CBwvVKqZt5bkyYi+0Rk\nb26LjVCW006z57h4+eXo+3JkZMCzz1r72rcv3qXsC0vfvtCkibXvmWeiz1pirCQFZ9Agq7XE5bI7\nkkYDCxbAL79Y+wYPLlkZeQuK77TzgQPw5pvOyJIX48bZXwaHDo3Zl8GYUkqAzsAhEUn26puBtoSc\nns+2Nyql9iml/lZKvaiUKpvP+tGD78P+wIHoC1P76CN7OvwXXojZL0ZYSUjQUzbeJCfD1187I08g\njJWk4NSoocNJvfnqK3v6dicRsWdUPukkuOsuZ+SJdjp1sltLXntN//5GC+npdmt6+/b2af8YItaU\nkpqAJVWdiOQAB3OXBeILoC9wDvAicBMwLjwihoHTTtNpgr15/XV71j6nSEuD//3P2nfWWXDhhc7I\nEwvccIM9I+iQIdGT5XXTJnt1Z2MlyZtHH7VnBI2msgrTp8Ps2da+QYOsZS0MVoYNs75Y/fdfdBVJ\nfe89e8TNiy/G9MugkigwGSulhgOD81hF0H4kVwM3i0gLn+33Ak+JyAf+Nvazv+5oC0sTEdniZ3l7\nYEm3bt2o7JNCu0+fPvRxIuPhqlWQlGRNtvXQQ9FhTnzhBXuk0O+/a+9vQ2C+/Rauucba9847OnW7\n0/TurcvZuylVCjZuNEpJfjz/vP3NddYs5529XS6dvHDFCk9fnTra7G+Ukry58UbtSOqmTBl93pz+\nLqSmQuPG1szZ55yj77cIKiUTJkxgwoQJlr6UlBR+//13gA4isjSoAUXE8QZUA5rm0xKA24ADPtvG\nA1nA5UHsrxzgAs4PsLw9IEuWLJGo4tZbRfT7l26JiSLr1zsr07//ipQvb5XrwgudlSlWcLlETj/d\neu5OPFEkNdVZuRYssMoEIgMHOitTrJCaqq+h97lr314kJ8dZucaNs1/TTz91VqZYYcMGkfh467nr\n29dpqUSGDLFf0z//dFoqERFZsmSJoI0J7SVYfSDYDZxsQHMgB2jn1XcBkA3UDGKcLrnjtA6wPDqV\nkq1bRUqVst6EvXo5K9Ptt1vlUUokOdlZmWKJOXPsPyxDhjgnj8sl0rWrVZ4qVUQOHHBOpljj3Xft\n1/Tzz52T5+hRkbp1rfK0aiWSne2cTLHG/ffbr+lffzknz+bNIqVLW+W54grn5PGhxCglohWGH4HF\nQKdc5WIdMM5reS1gDdAx93Mj4KlcRaM+0AvYCMzKYx/RqZSIiDz6qP3L8csvzsiybJlWQrxluf12\nZ2SJZS691HoOS5US2bjRGVkmTrTfX6+95owssUpWlkjz5tZzWKeOyH//OSPPU0/Zr+nUqc7IEqvs\n3StSubL1HHbpopV4J7j6aqssCQkia9Y4I4sfSppSUgX4HEgBDgEfAuW8ltfPtYJ0y/1cB5gD7APS\ncpWY4UCFPPYRvUrJ4cMiNWpYb8hWrfQPYSRxuUS6dbPKUb68yK5dkZWjOLBqlf5R8T6XPXtGXo7U\nVJHata1yNGggkp4eeVlinSlT7IrAoEGRl2PTJvsb9bnnOvcwjWVefdV+Tb/4IvJy+LOuPvRQ5OXI\ngxKllESiRbVSIiLy4Yf2mzLSb7OffGKXYdiwyMpQnBgwwH4+f/wxsjL4s8JNnBhZGYoLLpdIjx7W\nc5mQoBXQSNKrl1WG+HiRlSsjK0NxIT1dpGFD6/k88USRgwcjJ0NGhn4J9ZahWrXIylAAiqKUxFpI\nsAHgttvg1FOtfUOHwubNkdn/vn06/NGbBg1g4MDI7L848swzukKpN/ffD0cilONv1Sp7JNf559uj\ngwwFQyldLyUx0dOXna2vqX7xCT+TJsH331v7HnzQXhTSUDBKl4YRI6x9e/dGNnfPSy/p76o3w4bB\nCSdEToYwY5SSWCQ+XoeOenPsGNx9d2R+8B59FA4etPaNHg3lyoV/38WVypXt1WW3bIlMnovsbF2M\nLTvb01eqlH6oxnC+A8dp3hweecTaN2eOTjQYbg4csKe+r1HDHq5sCI7LL4devax9H3yg6wmFm9Wr\n7fmg2rWDO+8M/74jiFFKYpUzz7Tns5gxA8aMCe9+J0+GsWOtfddea9LJh4JbbrHndhk5Uud8CScv\nvwwLF1r7HnsMmjYN735LAk89BfXqWfsGDrQXTws1Dz8Me/ZY+0aMgCpVwrvf4o5S+jtZ3qcG7C23\nhNeqmZOjlQ/v5Irx8VrBTUgI334dwCglsczw4brkuDf9+8OGDeHZ365d9sJdlSpFRwK34kBcHHz8\nsb0OSb9+4at1lJxsL2PQtGl0ZSKNZcqXtxfQPHIEbr3VmggxlEyapItjenPZZToJmKHo1KtnL2q4\naZO9zEAoGTYM/vjD2vfIIzqlfDHDKCWxTKVK/n/wevfWBfJCiculfVl86z688QbUqhXafZVkTjnF\nXvFz0yatDIZ6au6///SDynvaJi5OW8LMVFzouPRSuzL/++/6pSLUbNqkv6feVKkC779vpuJCSf/+\n0Lmzte+TT3SW5lAzZ45WSrxp3LjYTsUZpSTW6dVLv0l7k5xsd0QtKs8/b68uetVV9h9AQ9Hp319P\nz3nz9dfabBwqXC5tcl6zxtr/xBO67LkhtIwYoZ3BvRk6FH78MXT7OHZMOyanpFj7zYtD6ElI0Nao\nChWs/bffDmvXhm4/e/fqFwdvq1p8fPF+cQg2XKckNKI9JNiXI0dEWrSwh3OOGhWa8SdMsI9dq5bI\n/v2hGd9gZ8sWkRNOsIeUzpoVmvH/9z/7NW3XToccGsLDnDkicXHWc165sk5jXlRyckRuusl+Tfv0\nMTlJwsmYMfZz3rhxaH4bjxwROe00+/gvvlj0scOMyVNS0pUSEZEVK0TKlLHevHFxIpMnF23c+fPt\nyZfi4kRmzAiN3IbATJtm/0GqWFFk0aKijfvpp/ZMvCecoBNtGcLLSy/5f4jt2FH4MV0uXZvId9wW\nLZzLIltScLm04ud77rt1E0lLK/y42dn2HDMgct55ztdRKgBGKTFKicaf1l6mjMgPPwTcZPz48YHH\nmzNHpEIF+5hvvx0G4cNLnscZzfgrulWtWp4JsPI81rFj7QpJXJxzpQqKQExeU5dL5Lrr7Nf0lFMC\nZkPO8zhdLpHnn7ePV65c5BO1FZGYvJ4iurZQx472a9C9u1+lMN/jzMzUBf98x6tXT2T37jAdRGgp\nMUoJMASYDxwFDgax3fPALnSa+V+BJvmsH5tKiYjIs8/ab+b4eJ2B1Q89A6UznzrVbnkBkXvvjUlz\ncMDjjHays0Wuusp+HSpXFpk+3e8mfo/V5RJ54w379AHo9NkxSMxe0yNHRJKS7NehSRORv/+2rR7w\nODMzRe66y//3/fvvw3wQoSdmr6eIyM6dekrb91p07iyyb59l1TyPMzVV5IIL7ONUqSKyenWYDyJ0\nlKSMronARODdgm6glBoMPADcDZyGVmimK6VKhUVCp3n6abvja06O7rv7bjh8OO/t09N1joOePfX/\n3lxyCbz1lvHijyTx8TB+PPToYe1PSdG5YYYPh8zMvMc4fBiuuw4GDLCHoT7+uD3BlyG8lC8P06dD\ns2bW/o0btZPx2LH6UZQXmzbpjLsffGBfNmaM/v4aIketWjB1qk6C6M2ff0KbNvDzz/mP8ccf+vr7\nBhSUKqUz87ZoETp5o5iYUkpE5DkReQv4O4jNHgKGichUEVkJ3IyuJHxFOGR0HKXgvffgppvsyz74\nAFq21IrFvn3WZUeP6iyxrVvr5b5ceSV89501bbYhMpQurZPW+YYgulw6n0irVlpx+e8/6/J9++CF\nF6BhQ/jmG/u4jz6qw4+Nkhl5ataEWbN0CLg3aWk6KqpzZ/jpJ2uyLID162HQIP09/u03+7gjR0Lf\nvuGT2xCY9u1h9myoXt3av3u3foG46iqYO9e6TEQnLrz9djjrLHs0XLlyOu+Mb1LF4kywppVoaMAt\nFGD6BmgIuIAkn/45wBt5bBe70zduXC6RwYPtZkB3S0gQadlSelavrgs8JSYGXvfGGyNfhTjExLRp\n2M3RoyLXXhv4OpUqJdKxo/SsVk2kefPA64HI00/H5DScN8Ximu7YIdKhQ+DrVLas9DzhBJGzztLT\nO4HWK1NG5KuvnD6aIlEsrqeI9uXxN5WT23omJurreeaZ9qrc3q16dZG//nL6aApFUaZvild+Wjs1\n0SfGJ98ye3KXBaIMwBpfrTXWuO46HU//+uv2qZjsbFi9mhRg6f79/rdPTNRTOb17w4oVYRc3nKSk\npLB06VKnxSg6gwbp4lv+zPaZmbB4sb6mvknu3FSsqBMxde2q89nEMMXmmo4cCa+9pi2Rvhw7Rsqx\nYyydNy/w9tWr61wkTZpADJ+PYnM9AT79VOd28lMTJyUrK+/rCbpu0vDh+vc7Bs+J17OzTF7r+UNJ\nfnOXYUYpNRwYnMcqArQQkfVe29yCtnRUzWfszsA8oJaI7PHqnwhki8gNAba7Afii4EdhMBgMBoPB\nhxtFZHwwG0SDpeQ14NN81tlcyLF3Awo4Cau15EQgr9fE6cCNwFYgPY/1DAaDwWAwWCkDNEA/S4PC\ncaVERA4AAWzNRR57i1JqN9ADWAGglKoEnA68k49MQWl3BoPBYDAYjvNH/qvYianoG6VUXaVUW6A+\nEK+Uapvbynuts1YpdbnXZm8CTymleiql2gBjgR3AlIgKbzAYDAaDIU8ct5QEyfPokF43bg+g7sDv\nuf+fAhwPFheRV5RS5YD3gSrAXOBikf+3d+9hdlX1/cffn8Q0khSGB6IUkAppisRaghnA8kDkUQSs\nSoDGCgP8UBRKMKk4SK1ppCCKAj9DKEqorQqJ4FAoUkKL4ZJw+XGRYEaihcFLAQmXcklkgIASM9/f\nH2sPTIYzZ851zj7nfF7Pcx5y1t57zXczycz37LXWd8UoxR3MzMxsLDV8oquZmZkZNNnwjZmZmbUu\nJyUlkvQHku6XNCBpz0bHUw+SrpP0a0mvSHpS0jJJOzY6rlqS9HZJ35b0sKSXJf1S0lmSWq5UraR/\nkHSXpI2SNjQ6nlqRNE/SI9nf0x9J2qfRMdWapFmSlkt6IvuZM7vRMdWDpAWSVkt6QdLTkq6VtHuj\n46o1SXMlrZXUn73ulvTBRsdVT9n3dkDSBeVc56SkdOeTJsi28njXKuCvgd2BvwL+BLi6oRHV3h6k\nZeInAe8EuoG5wDmNDKpOyt4rKu8kHQUsAs4E3g2sJe1lNaXohc1nMnA/MI/W/pkzC/gGaUXkB0h/\nZ2+StFVDo6q9daR6XJ3ZaxVwnaSW3NAm+6BwEunfZ3nXek7J6CT9JameyhzgQWCviGjuEqclkHQY\ncC0wMSI2NzqeepF0OjA3IqY1OpZ6KLXYYDOQ9CPg3og4NXsv0g/8iyLi/IYGVyeSBoAjImJ5o2Op\ntyy5fAZ4b0SMUva0uUlaD5weEaPV6Woqkv4QWAOcApwB/CQiTiv1ej8pGYWkHYB/AY4DXmlwOGNG\n0nakAnJ3tXJCktkWaJnhjVaVDbF1AisH2yJ9qroF2G+k66ypbEt6MtSy/x4ljZN0NDAJuKfR8dTB\nxcD1EbGqkoudlIzuUmBJRDT3RiElknSupJeA54BdaNXdlDOSpgHzgX9udCw2qinAeMrfy8qaQPbU\n60Lgzoh4sNHx1Jqkd0l6EfgdsAQ4MiIeanBYNZUlW3sBCyrtoy2TEklfyybgjPTaLGl3SZ8BtgbO\nG7y0gWFXpNR7HXLJ+aS/VAcDm4HvNSTwMlVwn0jaGfgh8G8R8d3GRF6eSu6zDYjWnnfRLpaQ5nkd\n3ehA6uQhYAZp/swlwDJJezQ2pNqR9DZSUnlcRGyquJ92nFMiaXtg+1FOe4Q0SfAjw9rHA78HroiI\nE+oQXk2VeK8PR8TvC1y7M2m8fr+IuLce8dVKufcpaSfgVuDuZvg+Dqrk+9kqc0qy4ZuXgTlD51dI\nugzoiIgjGxVbPbXDnBJJ3wQOA2ZFxGONjmcsSLoZ+FVEnNLoWGpBqZL6D0gfZgc/wI8nfWDYTJqb\nOGrC0WwVXWui1P12JP0tsHBI006kDYY+BqyuT3S1VeXeQuOz/06sUTh1U859ZsnWKuA+4JP1jKvW\n6rlXVN5FxCZJa0h7WS2H1x75HwRc1MjYrHJZQnI4cGC7JCSZcTTBz9Yy3AL8+bC2y4A+4NxSEhJo\n06SkVBHx+ND3kjaSMsCHI+LJxkRVH9kSrn2BO4HfANNIZf1/SQtNxlKqu3IbaQfozwNvTb/XICKG\nz1VoapJ2AbZjyF5R2aFfRcTGxkVWlQuApVlyspq0pHsS6Ydfy1Daz2sar3/inJp9/zZExLrGRVZb\nkpYAXcBsYGO2sACgPyJaZod2SeeQhorXkaYEHAscCBzSyLhqKfuZssVcoOx35vqI6Cu1Hycl5WvV\n8a5XSLVJziLVSHiK9I/onGrGB3PoEGBq9hr84T44J2H8SBc1qVL2imoqEXFVtmz0bGAHUi2PQyPi\n2cZGVnN7k4YXI3stytqX0mRP90Yxl3R/tw1rP4G0eWqr2IF0PzsC/aRd6w+pdIVKEyn792Vbzikx\nMzOz/GnL1TdmZmaWP05KzMzMLBeclJiZmVkuOCkxMzOzXHBSYmZmZrmQq6RE0ixJyyU9kZXMnl3k\n3G9l53xmlD4XSFot6QVJT0u6tg3LcJuZmeVerpISUn2M+4F5FFnfLOkIUqGvJ0rocxbwDdJ+Ax8A\nJgA3Sdqq6mjNzMysZnJVPC0iVgAr4LXy0W+QlQi/CDgUuKGEPj807PpPAM+QtkC/s7qIzczMrFby\n9qSkqCxRWQacX07Z2mG2JT2F2VCzwMzMzKxqTZWUAF8AXo2Ib1ZycZbUXAjcGREPjna+mZmZjZ1c\nDd8UI6kT+Azw7iq6WQK8E9h/lK+1PWl46FGgZTaFMjMzGwNvBnYFbsx2Ni9Z0yQlwAHAW4B1Q6ab\njAcukPTZiJha7OJse+wPAbMi4qlRvtahwBVVxmtmZtbOjgW+X84FzZSULANuHtZ2U9Z+abELs4Tk\ncODAiHishK/1KMDll1/O9OnTy4+0iXR3d7N48eJGh1F37XKf0D736vtsLb7P1tHX18dxxx0H2e/S\ncuQqKZE0GZhG2koeYKqkGcCGiFgH/GbY+ZuA/42IXw5pWwlcExFLsvdLgC5gNrBR0g7Zqf0RMdLQ\nzG8Bpk+fzsyZM2tzcznV0dHR8vcI7XOf0D736vtsLb7PllT29IdcJSXA3sCtpNUxASzK2pcCnyxw\nfqFaJrsBU4a8n5udd9uw804gPWUxMzOzHMhVUhIRt1PGiqBC80iGt0VEs60wMjMza0v+hW1mZma5\n4KSkzXV1dTU6hDHRLvcJ7XOvvs/W4vs0AEWMuMVM25I0E1izZs2adpqQZGZmVrXe3l46OzsBOiOi\nt5xr/aTEzMzMcsFJiZmZmeWCkxIzMzPLBSclZmZmlgu5SkokzZK0XNITkgYkzS5y7reycz5TQr/z\nJD0i6RVJP5K0T20jNzMzs2rlKikBJgP3A/MoXK0VAElHAPsCT4zWoaSjSJVhzyTtMLwWuFHSlKIX\nmpmZ2ZjKVVISESsi4h8j4j94ff+bLUjaGbgIOAb4fQnddgPfiohlEfEQqez8yxQuW29mZmYNkquk\nZDSSRNqv5vyI6Cvh/AlAJ7BysC1SYZZbgP3qFaeZmZmVr6mSEuALwKsR8c0Sz58CjAeeHtb+NPBH\ntQzMzMzMqpOrDfmKkdQJfIY0L6Tq7igyZ2VQd3c3HR0dW7R1dXW5TLCZmRnQ09NDT0/PFm39/f0V\n95fbMvOSBoAjImJ59v5U0oTVoQGPBwaAxwrtGJwN37wMzBnsJ2u/DOiIiCNH+NouM29mZlaBdikz\nvwzYE5gx5PUkcD5waKELImITsAY4aLAtm5dyEHB3neM1MzOzMuRq+EbSZGAar6+8mSppBrAhItYB\nvxl2/ibgfyPil0PaVgLXRMSSrOkCYKmkNcBq0mqcScBl9bwXMzMzK0+ukhJgb+BW0hBNkIZrAJZS\neAlvobGn3UgTXNMJEVdlNUnOBnYg1UE5NCKerWHcZmZmVqVcJSURcTtlDCkVmkcyQtsSYMnwdjMz\nM8uPZppTYmZmZi3MSYmZmZnlgpMSMzMzywUnJWZmZpYLTkrMzMwsF5yUmJmZWS7kKimRNEvScklP\nSBqQNHvY8TMl9Ul6SdIGSTdL2neUPsdJ+rKkhyW9LOlXkr5Y3zsxMzOzcuUqKQEmk4qbzaNwYbSf\nZ8feBewPPArcJGn7In1+ATgZ+DSwB/B54POS5tcubDMzM6tW3oqnrQBWwGt71Aw/fuXQ95JOAz5F\n2hPn1hG63Q+4Lusb4DFJxwBFn7CYmZnZ2Mrbk5KSZTsAnww8D6wtcurdwEGS/jS7bgbpKcsNdQ/S\nzMzMSparJyWlkPRh4ErSpnpPAgdHxIYil5wLbAM8JGkzKRFbOPypi5mZmTVWMz4pWQXMIA3LrACu\nzjbcG8lRwDHA0cC7gY8Dfyfp/9Q7UDMzMytd0z0piYhXgIez12pJvyDNKzlvhEvOB74aEVdn7x+Q\ntCuwAPhesa/V3d1NR0fHFm1dXV10dXVVHL+ZmVmr6OnpoaenZ4u2/v7+ivtruqSkgHHAxCLHJ/HG\nlTwDlPCUaPHixcycObOK0MzMzFpXoQ/qvb29dHZ2VtRfrpISSZOBacDgypup2cTUDcB6YCGwHHgK\nmALMB3YCrh7Sx0rgmohYkjVdDyyUtA54AJgJdAPfrvsNmZmZWclylZQAe5OW9kb2WpS1LwVOIdUZ\nOZ6UkKwH7gMOiIi+IX3slh0fNB/4MnAx8FbS5NhLsjYzMzPLiVwlJRFxO8WHVeaU0MfUYe83Aqdl\nLzMzM8upZlx9Y2ZmZi3ISYmZmZnlgpMSMzMzy4Wq5pRI2maEQwH8LiJeraZ/MzMzax/VTnR9nsK7\n+QIg6XHgMuBLETFQ5dcyMzOzFlZtUvIJ4BxS4rGaVF9kH1Ip968AbwFOB34HfLXKr2VmZmYtrNqk\n5OPA5yLiqiFtyyX9DDg5Ig6S9Bip6JmTEjMzMxtRtRNd9wN+UqD9J9kxgDuBPy6lM0mzJC2X9ISk\nAUmzhx0/U1KfpJckbZB0s6R9S+h3J0nfk/ScpJclrZXk+vFmZmY5Um1S8jhpM7zhPgWsy/68PfCb\nEvubDNwPzKPwXJWfZ8feBewPPArcJGn7kTqUtC1wF2kI6VBgOvC5MmIyMzOzMVDt8M3pwNWS/pJU\n8j1Ic0r2AD6anbMP8G+ldBYRK4AVAJJU4PiVQ99LOo2UAO1JKk9fyBeAxyLixCFtvy4lHjMzMxs7\nVT0piYjlwO7AD4HtSHvO/BDYIyL+MzvnkoioeYl3SROAk0krgNYWOfUw4MeSrpL0tKReSScWOd/M\nzMwaoOq9byLi16SnEWNC0oeBK4FJpM31Do6IDUUumUrazG8RaaXQe4CLJP02Ii6vd7xmZmZWmoqT\nEkmfBTZExDJJxwBvjYgLaxfaiFYBM0hPZU4iDR/tGxHPjXD+OGB1RJyRvV8r6c9IiUrRpKS7u5uO\njo4t2rq6uujq6qomfjMzs5bQ09NDT0/PFm39/f0V96eIEWufFb9Q+kPgJuBjwFWkJxYbK47kjf0P\nAEdkQ0TFzvsF8J2IOG+E448CN0XE3wxpmwssjIhdRrhmJrBmzZo1zJzpRTpmZmal6u3tpbOzE6Az\nInrLubaiJyWSjs/++ACpaNp/AXMkERHLKumzCuOAiUWO3wW8Y1jbO/BkVzMzs1ypdPhGBf78htUy\nZXcqTQamDelrqqQZwAZgPakI23LgKdLwzXxgJ+DqIX2sBK6JiCVZ02LgLkkLSE903gOcSBr6MTMz\ns5yoKCmJiKXZ8M1cYF/SL/vP1mD4Zm/S0t7IXouy9qWkOSB7AMeTEpL1pGXIB0RE35A+dsuOD8b6\nY0lHAucCZwCPAKcOX15sZmZmjVXN6psTgUsiYp2kb5KePFQ10TUibqf4MuU5JfQxtUDbDcANVYRm\nZmZmdVZ2nRJJP5C0zeBKG0kTI+KKMVp5Y2ZmZi2qkuJpHyGVgwe4FOgocq6ZmZlZSSoZvnkI+Jqk\nW0kTUj8m6YVCJzZgJY6ZmTWhiKDA7iLWZipJSuYCFwAfJk1G/QqFN88LwEmJmZkV9OKLL/L1hQu5\n6/rrmbxpExsnTGD/ww7j9HPOYeutt250eNYAZSclEXE38BfwWoGz3SPimVoHZmZmrevFF19kzn77\ncVpfH2cNDCDSJ9kbL76YOatWcc099zgxaUNVbchHWn77bC0CMTOz9vH1hQs5ra+PD2YJCaT5AB8c\nGKC7r49FX/xiI8OzBqlqQ75sM76W1dc3+jlmZla+W//9es4aGCh47IMDA5z778uZ/fF/GuOorBaq\n+d1Z9S7BtSRpFvB3QCewI8P2vpF0JnA0sAvwKrCGtIfN6hL7X0DaKfjCiDhttPOPO67sWzAzs1EF\nnWwasQy4gJee3ERnZ1CDYuHWRHKVlJCWGt8PfBe4psDxnwPzgIeBrYDTgJsk/UlErC/WsaR9SAXe\n1pYazOWXw/TppZ5tZmalEZ/9yATiqcIpRwCTd5zAmv90QtKM+voq/1Cfq6QkIlYAKwBUYG3Y8NLw\nkk4DPgXsSSpPX1BWEv9yUhXaM0qNZ/p08CbBZma1976PHsaNF1/MBwsM4awYN473//Vs//xtQ1VN\ndJW0UNKutQml7K89ATgZeJ7Rn35cDFwfEavqHpiZmY3q9HPO4YLp0/nhuHGv1ZQI4IfjxrF4+nQ+\n95WvNDI8a5BqV98cBfyPpLsknSJpyqhXVEnShyW9CPwWOBU4OCI2FDn/aGAvYEG9YzMzs9JsvfXW\nXHPPPdw7fz6H7Lorh++8M4fsuiv3zp/v5cBtTBGF6p6V0YH0Z8CxpAmoOwM3A1cA/xERr1TR7wDD\nJrpm7VuRJsFOIc0ROQjYNyKeK9DH24AfkxKXn2VttwI/KTbRVdJMYM173/teOjq2rKLf1dVFaTxA\n0gAAEbFJREFUV1dXpbdlZmYFuKJrc+rp6aGnp2eLtv7+fu644w6AzojoLae/qpOSLTqT9geOAT4K\nbBUR21TRV8GkpMB5vwC+ExHnFTh2OPADYDOvz6caT3pKuBmYGAX+BwwmJWvWrGGmBzXNzMxK1tvb\nS2dnJ1SQlNR6outG4BVgE1BxQlKmccDEEY7dAvz5sLbLgD7g3EIJiZmZmTVG1UmJpN1IT0eOBXYH\n7gDOAq6uoK/JwDRef6oxVdIMYAOwHlgILAeeIg3fzAd2Gvq1JK0EromIJRGxEXhw2NfYCKyPCJdG\nMzMzy5GqkhJJ9wD7Aj8DLgW+HxFPVNHl3qSlvZG9FmXtS4FTgD2A40kJyXrgPuCAYQnGbtnxkfjp\niJmZWQ5V+6TkVuDEiHigFsFExO0UXxE0p4Q+po5y/P3lxmVmZmb1V+3eN/9Qq0DMzMysvVU7fDMe\n+ARpWe5bGfaUw08lzMzMrFTVDt/8Eykp+S/gv/F8DTMzM6tQtUnJ0cDHIuKGWgRjZmZm7avaMvOv\nAr+qRSBmZmbW3qpNShYBpxba0dfMzMysHNUmJQeQiqb9j6TrJf1g6KvcziTNkrRc0hOSBiTNHnb8\nTEl9kl6StEHSzZL2HaXPBZJWS3pB0tOSrpW0e7mxmZmZWX1Vm5Q8D1wL3A48B/QPe5VrMnA/MI/C\nk2Z/nh17F7A/8Chwk6Tti/Q5C/gG8B7gA8CE7JqtKojPzMzM6qTaOiUn1CqQrL8VwAqAQkNCEXHl\n0PeSTgM+BexJKuRWqM8PDbvmE8AzQCdwZy3iNjMzs+rVZEM+SW8B3kF6uvGLiHi2Fv2O8jUnACeT\nntasLePSbUlxbqhHXGZmZlaZqoZvJE2W9F3SBnl3AP8PeFLSdyRNqkWABb7mhyW9CPwWOBU4OCJK\nSjCypy8XAndGxIOjnW9mZmZjp9o5JRcABwKHkZ5AbAscnrUtKnJdNVYBM4D9SEM9V0sqtgHfUEuA\nd5Lqq5iZmVmOVDt8Mwf4aETcNqTtBkmvAFeRdvatqYh4BXg4e62W9AvSvJLzil0n6ZvAh4BZEfFU\nKV+ru7ubjo6OLdq6urro6uqqJHQzM7OW0tPTQ09PzxZt/f2VrHNJqk1KJgFPF2h/Jjs2FsYBE4ud\nkCUkhwMHRsRjpXa8ePFiZs6cWWV4ZmZmranQB/Xe3l46Ozsr6q/a4Zt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uQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "N = 100\n", "t = np.linspace(0,4,num=N)\n", "t =np.unique(np.concatenate((t,-t)))\n", "r = t[-1]-t[0]\n", "N = t.shape[0]\n", "f = 1*np.sin(2.5*t) + 1*np.cos(1.5*t+.1) + .63*np.random.rand(N)\n", "f[f<0]=0\n", "# f = np.exp(-t)\n", "# f[t<0]=0\n", "\n", "# f = np.ones(t.shape)*1\n", "# c = 0\n", "# f[t>=(c+1)]=0\n", "# f[t<=(c-1)]=0\n", "\n", "\n", "# sigma = 2\n", "# f = np.exp(-(t-c)**2/2*sigma)\n", "\n", "\n", "def vis_con_f(base_filter=1,k=2):\n", " \n", " n = base_filter\n", " plt.subplot(2,1,1)\n", " plt.plot(t, f,'-b');\n", " \n", "# c = 0\n", " fgs = []\n", "# sigma = 1\n", " \n", " for c in t:\n", " g = np.real(W[n])\n", " fgs.append(np.dot(f,g))\n", " \n", " \n", " g = np.real(W[n])\n", " \n", " \n", " #Guassian\n", "# g = np.exp(-((t-k)**2)/(2*(sigma**2)))\n", "# g = g/(np.sqrt(2*np.pi)*sigma)\n", "# g = 1/np.sqrt(2*np.pi*sigma**2)*np.exp(-((t-k)**2)/(2*sigma**2))\n", " \n", " fg = np.dot(f,g)\n", " plt.plot(t,g,'-r',linewidth=3)\n", " plt.ylabel('f')\n", "\n", " bottom1 = np.minimum(np.abs(g), 0)\n", " bottom2 = np.minimum(0,np.abs(f))\n", " bottom= np.minimum(bottom1,bottom2)\n", " top = np.minimum(np.abs(g),np.abs(f))\n", " plt.fill_between(t,top, bottom,facecolor='red',edgecolor=\"None\", interpolate=True);\n", " plt.subplot(2,1,2);\n", " plt.plot(t,fgs)\n", "# plt.plot(t,np.convolve(f,g,mode='same'),'g');\n", " plt.plot(k,fg,'or');\n", " plt.xlim(t[0],t[-1])\n", " plt.ylabel('conv f*g')\n", " plt.xlabel('t')\n", "\n", "N = t.shape[0]\n", "W = base_filter_1D(N)\n", "interact(vis_con_f,base_filter=(0,W.shape[0],1),k=(-4,4,.1));\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2D Convolution" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](Images/full_padding_no_strides.gif)\n", "More combinations: https://github.com/vdumoulin/conv_arithmetic" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Arbitrary Convolutional Kernels " ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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eRhAEaLfbKBaLE3uxKA+cZ/LBp490bFqm4luXlnfdbvcc+IlokqwRDrtmGrAG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\nWLCdPvCv7456j08X8v0nJ6Pnsvlo5LvOYmludWiU/u31ekin0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RD+pvShAWbBpnrDVMH5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zurcrms8fHxx6JDvkWBeXEjKM5dO+eKt6fG0HHPgAsLAHFkIibAGS0SqEcGnNGkx0taOlA/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\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ihn7DMU4GB0YGmAoZQtTU5R2/cQB7wwwidWBh0t2peSMjCuxF/ffQ0FCUH7gBxX0/6/rc\nGDo+MYRwGq71cB5eAAQfXllnEFdCfsr54eFhdP+gx70vMs9qaGgIUEjLXBic/FY8RHjoUVZ4gTY2\nNuJz8/PzyuVyca4K4TnOrHHwxRj4DAR0/fp1LS0txbk/ly9friLYvb29qP3A03b27NmoSWpvbw+l\nCRNubm5GXilpXQDFvb29qgO0jo6Ooh89xeT7+/v6xS9+ER5mj4wAPh0ISMdRjJdffjmUFcVo5MDC\nFOfOnVOxWAyARk3I/v5+VZMI1huDBGXZ0NAQNR0oRV4bGxtTbW2tfvjDH1ZFBVPQAvjA6wKAhq5m\nZ2cjZcs9kbToZC840BPP3/3799XT06Pf+I3f0O/93u/pW9/6lr75zW/qV3/1V/WVr3wlvDZLS0u6\ne/duHMB26dKlEM4YnhsbG5HiQq53fX29zp07p5s3b0anI/fE4HFM+RBBS5rd3t6e5ufn9corr+in\nP/2p3nrrLb311luhJAHoGK1EJvj/zJkzqq+v18LCgvr7+2MNJGlxcVE1Ncfd8SigxIvKj3QMEAYG\nBjQ0NKRHHnlEp06dUn19vT755JMYt1QBSjg72A+KQb3w36PAyBqiI/X1x4cQvvfeezpz5owmJyfj\nO4eHlZafpKVg/K2ursaBsKSMUIBL1AeljgJKc6IxzPxwVYwsL25GrnBG1/LycqSd1NQc13SRqru9\nva133nknvHQOVpGfD6/sC35nXXmN/fB1TFPXoC30lKceeVSEc2UAtXyWulFSjngutRzuoPLuXshv\nT89Njx1AD+3s7FQVTiMnSaNcX19Xe3t7pJTiFEQ3kobNGEZGRlQulzU/P6/6+vro+LixsaHZ2Vm1\nt7dHPdH09HQccAzg8oYvRBpZT6JT/Ozt7UVrbvTayspK/I2zkosmI6wL68Hagj+IejimODo6CmdD\nb29v1E1RIA4mIEMBkOeRVxy56Hqiwg4uHYzW1NRESnTq/CFyjOyCllJZMTU1pbGxMS0uLkbU9/Dw\nULOzs8rn8zp16pSampq0vr6uoaEh1dbWanx8XHfu3IksCw4GdR24t7enoaEhnT59Wjdv3lQ+nw9Z\ng6HNmlMv5elTU1NT6uzsDE8/4/caEP+NTiYdk3PkVlZW1N/fr0uXLsWeHxwcxPlKPJejGm7fvq29\nvT0NDg4G7qPGhzGgP7e3t8OYcIMYGe3RGxoXULrgMtaxj1/QMfMDO4L5CoVCjBHndHt7uyYnJ9XV\n1aX+/n59/PHH6ujoeKCrn2ccsWb379+PtYCX0ZWkfbK/acYUPO5puKkTB9lGpI/2+Th44TecI1eu\nXNFTTz0VwQVk5X/X8Vbzwgsv/Le+8P/X9eKLL77gFiyKwQt+YWjPqyXtxhUOl6cGEBp2Qc13aeWJ\nYSBVMxdWt+czI/zcApUUBYp4Pg4Pj9tSFgoF/fjHPw6GZuMhSowBiMkLlr07x9bWls6fPx8n1O/t\n7WlxcTFSl8rlshYXF4PAOGeHXvHlcrnKGKATGb9JlcOrTX3R0tKSlpaW1NraGkWWhFWnp6f1ne98\nJ0AW4BgvnYfU2UeEyTe+8Q3lcjltbW2FgiC8Tl439wTU4ZUjlE66A/TB2hI+lxT3pH6rtrZWg4OD\nWl5e1l/91V+FkQXdQRsILE+ZgJ4wLEm7u3TpUlUqBC3Gr1+/Hh22mpubtba2Fsbd1NRUeP2gO/aR\nA/4WFhYitIvQkCoddsh1xxtIDuzZs2c1ODiov//7v9eHH34YvAM/uefML17DgNnd3dXc3Jzm5uZU\nLpc1MDCgnp4eXb58WcPDw9rY2NDMzIxu3LihiYkJnTp1Sk8//XSM6+DgQHfv3tXBwYHOnDmjzs7O\nSJ3AKOBZeH58njgDyEemlkeS/v3f/1137typyq+HxjyH3WUC64wwp2bKa5O85unpp58OXqFdrwMh\nDDKigERgyPvmoDlSWaEnlAdK5ujoSGtra8HzRKddDrlzp6amJpp10G7c50xqQFNTk1577TVNTU2F\n0cU9PWXiD//wD//vf0dm/2+53nnnnReInHlkATqRstu0S6oCPFwYP8h1DA/ADYcVAqjwXLW1cAAA\nIABJREFUxvI/hjvpOY2NjVpYWNDY2FikiRweHkbRMo6V9vb2qgJl6hRWV1cD9HnqJo4RUm6hX6+f\nkSq6srW1VdeuXdOXv/xl3b9/XyMjI5qfn9f6+rqGh4eD1vHcLy4u6sKFC1pZWXkgIoGcZT58F4Dr\noPDUqVOhb1nXjo6OiLZ/6UtfCocmUSkvendAzV4huyhkx8hDtqJHC4VCyB7qcImebG9vq6+vLwwn\n5sGeQkM4VPv6+nTv3j0NDAxEZgm1qNCNO+NSkJymQrJXW1tbOnfunJaWliKFrVgsqq2tTVNTU+Eg\nRA7jNL5161bUI7mRXSgU1Nvbq97eXt28eVPt7e1qbm7WxMSE2tvb1d3draWlJS0vL2toaCjmubKy\nEunWc3NzWlhY0MWLFyMt39NpPfLpzkeMYV/blpYWTU1NVUUAyL5ZWVlRS0uLuru7oxkC+Gt3d1cd\nHR2hQ3E2kwWysLAQmSLgMV9zIhWl0nFdDimA4DdSIU9KC4Z+PVXUo1ikRHL4O85g+H9+fl6XL18O\nJ9zh4aH6+vri8NaOjo6qjKidnZ2InhYKhTjGAVzT3d0daYk+Ptc5HmxwuoP/kCOrq6vh9GZsOC/Q\n7ZxHdebMGU1NTUmq4Hyexdi+9rWvfapu+twYOj/84Q9fkCqhVqnayIDwPRQnKQCzp2A4gwB0Gxsb\nI7y6uroaoIroEAoLwMF9crlc1HRQ1EiRfl1dXbTmk46jFDASdQS1tbVx6vObb76p/f39MLTcKva8\nf9KLfB5OaLlcThcuXJB0nMK2u7sb3jPGR00Fwr9QKEQ3MD90EKbiXA/SslZXVzU/P6/Nzc3or97W\n1hbpSXjMuru79bOf/UwffPBBeL9KpVJ4cJw5UnC5sbGhJ554QqOjo5L0QPrRwcFB5L7m8/moo/Lz\nGTAMGQ/Pon6GQ+cwSgDN7e3tOnXqlF588UXduHEjxongcYUCXUkKIwsjwaMjFNavrKzEQV6l0nGr\nU+o8SINi/5eXl/X+++/r9u3bYUzMzMxEahbePUCt88DAwECkX2J8ENGpra3VE088oYmJCf3d3/1d\nFQhOI6dSRdlDf/CAnxmws7MTJ5ZjCDc2Nsbha1NTUyFIR0dHAzDRrpnD8/A8QbusOcoBo4doKR3E\nuru7NTQ0FADt8PBQL7/8cvClGzpc0FxW0b0LbRfo0BvpNoeHhxoZGYmUN1J6cMI0NDTEie7t7e3a\n3d3V4uKiFhYWQjHi4QUoeLdIaI9URe+IIylAH/M6OjoKXoCuGRNeXgptu7q69P7772t8fLwqx9+V\nq3QMjP/oj/7ooaGTcb3++usvpPwOnwC8HKBweSTA15r99ogCXk7kBo41DiNEP+Hc2N/fV1dXV7SP\nPXXqlG7evBkpOvA1KdYY37SuhuZxYjz66KNx3hzOJjzCgF0iBURWkBOeVz81NaWvf/3runbtmhoa\nGuJMDtI9oetCoaCNjQ0tLS2pv7+/ypkH/1GDh8zDAKJAmTNzJiYmwutNXWOpVIri9HPnzkV6sjus\n8JDzPC53ZtJKGVBbW3t8Nhh1JuwpXbpoh+upsPC4R9NdLxKVLxaLGhoa0vb2tm7cuKG+vj719/fH\n0Q7uzAFceto6OMhrSJH7m5ub+vKXv6y7d++GI5ManYaGBk1OTsZc1tfX1draqi984QuSpNu3b4es\nBzMdHBzo9ddf11e/+lW99957EZnp6OiIg2DPnDmjvb09vfzyy+ro6NDFixdVLh/Xbt27d0+jo6Ma\nGBjQ8vJy6NMsx4D/TdttjLSBgQEtLS1peHg4ZC5rcPny5arIInUs/f394TSjVlSq1JD09/drenpa\nnZ2dWl5ejvou8AbrjYOss7NTMzMzAeLhZSIzLhtSg94j6V6jw8/Kyko438FV7Dsp7s8//7x+/vOf\nx8G0GOS7u7sRocIg6e7uDlqhfg0dTyQVR4akKlwMb2I8eVCBvSG9EacC0WXGAG6enJxUsVjUs88+\nq9nZ2ao0XHfAEpV+/vnnfzkMne9///svONiC2FlwqeKFJiWEz7in05UOghPlXygUdOrUqTgxub6+\nPnKaAX6eOoXSwchpbW2NRgDcz7sk+Q/ESCvr//iP/9Dk5GQAXJgBcIeQYu4Ic8Ae4UTO6BgeHlZ/\nf3+Ew2tqauLMFDzOEDWFlHgYCIEDjjiFnkK1gYGBEKjd3d0xz+bm5jj/hLFvb2/re9/7XuQTS5XT\nrwGWCAhvcoCgLpVKeuqpp6JI1c/2IWRPbQMRNenBcxAQwuS85/P5OBneU+H29vbU09OjRx55RDMz\nM/rbv/3bAOe+J+6tdIXiho4X/yMsHnvsMXV0dGhtbS3WoVAo6PTp0+ru7o7IEh79lpaW6JwEzdbX\n10c9FYwPoCECubq6Gi1Vx8bGNDw8HIWjGAS5XE4/+MEPdP369YiKIaS50qgH9IsH2Y0e0i1on0qb\n9eeffz6iT6RbUWBPRG5+fj46Q42MjIQH0+tlAE9EReDFra0ttbe3R70Ra7e5uak333wzDB1Ahc/P\nQQZzdZDBM4kISqoK40uKltFnz56tavOM3JEU7expn93S0hKd1GiysLi4qNXV1eicQ6ST59O5yoEQ\nz3BDp7OzM/aFjm/IRz5TV3d80vXt27f1wQcfxPq6gePydmdnR3/yJ3/y0NDJuH7605++AGiVFDK0\nVCqFjMIx5srfo9cpeMOQIW2mXC5Hsw/kOAAYHYU+RJay3x4prq8/Po+su7tbbW1tQRvIDCKjfraL\npGjyAh94xIgWyZ6Pz3f5bG3tcXOAvr4+/eu//qv+/M//XD/60Y906tSpSO0iq4KMg6GhITU1NWlu\nbk6Sqhx+yBsHiG7AYfBMTU1FS3qOeiBq8Oqrr+q5556Lbo3UO+EQ43I+ZN9w/HV1dYXsxEA4OjpS\nX19fRPPpyohXv1wuB8CjIQOdIz2V0XkQGunv79eVK1d0eHior33ta5qZmQnnDbozlQ3Qk0f4kfXg\ni5s3b+rRRx9VLnfckMQjeHNzc+ru7o5jG06fPq2VlZVIDaexEun/ZEt85Stf0a1btyLta3d3Vzdu\n3AhdS90g0aNc7jgtcWFhQcvLy3r88cdDt5ElgXMndcSwTgBtDJLZ2VkNDQ2FQ4C6tO3t7Thfqbm5\nWVtbW9HI6ZlnntH8/Ly2trbCIYtBMTg4qGvXrmlsbCwMf85A9LVn3WtqaiJzg0Yz1MvheExT1/jb\nI4qeacD729vbGh0drTpM3Q/Tphzi8PBQly5d0szMTKRpYsDgnOjq6oraHc7sItICJqVuGdwG1nF8\nzRi9pITXu7q6ND4+HhE0nJGeDsohwB9//LG++c1vampqKqJojp09Yyqfz//yRHRefPHFFyRVgQ8n\nAE8pcobn81ypZw2BAAOdP38+vD8ofk4Jx/jxImw2gIgCBkhd3XHrPrqT5PP56Di2tramjY0NHRwc\nBHG+9NJLEXp0z7MLUa8pcO+7VMkTxwO1sLCgRx99NMYKSAJUYcww1o6OjrCQCU+6skRZNTQ0RJEe\nFjmGV19fnzo7OyNdp729XW+88YZef/31KAjFm+CphR7elKqjB8vLy7pw4YKGhoYi5Y19p9aHlDvy\nn1EaMChrhtCCKREQTge53HGHot7eXv3jP/6jPvzwwwfWHEXrkUX3NkFnUqVtZLFYDMFJKgVKDgHj\nnno6+FAkPDg4GAbLwMBAAJW6urroosdrHLJHfcvY2JhyuZzu3bunXC4XiunVV1/VSy+9pK2trcw0\ntazoB/wFvznvuQOBtaFDGEp9a2srFMzw8HAUMtOafXFxUWfPno09hS/X1ta0tLQUChohCc20tbWp\ns7MzOuuVy2VduXJFb7/9dgh/9sZlh0evXGl6hBiD3yOmbswQ4WxoaAjjE4OMe2DgkY43PDysvr6+\nAGF4WGnsQLEmHtLNzc2YL0Y3P/BPa2ur8vnjlEIMHECve6X5zOrqqt588804ZJa1cQAO3e/v7z80\ndE64fvGLX7zgjhr3PLJfKGRyz52HUm9+6r1GttGmmPcWFxfV0dGhnZ0d9fX1RUtYjJ/9/X319PTo\n4OBA09PT4VSor6/X/Px8GPc47Yg4kAZcW1urO3fu6Pnnn4/W81KlSB9exIOLLJcqrZuha/ihWCzG\nuV6/9mu/ptdee03Dw8MBdKD1/v7+SI0mlaVcLochxv84FT0LQlJEm4eHh+OeCwsL6uzs1NDQkF59\n9VXV19fr13/913Xjxo3gY2pUPHqP45R9ARvgAOPwSMAmOpQOYfCU7yvgjXQ/nJs4NP1Q1nw+r5GR\nEe3s7Gh2dlbb29saGxsLwww6QTanaYNu+DoWQk7jDBwfH9cXv/hFNTc3a3x8XE1NTRGtA9ATbe/p\n6QndRnaFp20ToaducmJiQktLS7p48aKam5uj8dOdO3fU2toaxtPy8rJmZmb0pS99ST09PZqbm4vU\nPW9H7GmayC43EOEDml+4sxgnz/T0dJUDrLOzU11dXbpz507QAmfudHR0aH19vWos1JaRwYBzCmzT\n19dX1bQKhx24i068jhuYh1Q5RFNSRPYw9kjxRKd4pgHRf7razs7OamxsTPX19VG7i47xyC2yCccg\n4xscHFR9fb2mpqZ0dHQUB85jJPE5j7pCexixNJg6d+5c1JCB05AlXV1dWlpa0s2bN/Vbv/VbkW3j\nZQ6sC3RNWcLXv/71Xw5D51/+5V9e4G9ABl4j8uVZbBgepncAloYG8bzjDa+rq1NfX188lxPMJUVR\nr6Rgbtrw8TwEXX19fRwwheGwvr6uxcXFEPR4yz744AN98sknoTQ89OcGQJr64KFMBBbEtbq6qqWl\nJT3xxBOhkFif9vb2OAOEbhYYcR7pQHGy3hiYXV1dyuVy0fCAuQ4MDMTrbW1tunv3rl588cWwyqUK\nwwJi/f4+VxQCzRAuXrxY1YLbBRqMS10EXlCKDlEwzLG+vj7mCIijOHJ4eFiFQkH379/XD37wg4gy\n5PP56CjGOB34cnmk0NMs8aQtLy+rXC7HeUUbGxthnHDaN8W/vb29kfZES3MMB4qPSWMj9I7wQcCM\njIxoaGhIMzMz0bWno6ND77zzjn74wx9GmpyH231ebhBweejcL0+5gbceffRR1dfXRxoa/InyoPX4\nBx98EM+iIxm0AfiiTmx6elpTU1PRHRGlgZHDCd0/+clPdO3atah7c0+Ue4I9XSSdq8/J5+yGHVEl\nTtXu7e2N7wD+yuVyACiKx+n8hxLGuKGQm70mFckNT+QE3YXwEsOTeJyhfYxt+GBxcVGvvvpqpK66\n4ep8xVrs7e09NHROuF577bUX+NudUR4ZcHnlclqqdNryVERkGgqe6Nzp06e1s7OjlZUVdXZ2Rj0a\nEfNcLhddvzj3A700PDysO3fuqK6uTqOjo5qZmQng5l0miW5MTEyoq6tLnZ2dkcbCHDDy3TlAGi08\nwXxw4sAHIyMj+tnPfqZz587p0qVLmp2d1erqaqTH5HLHdTSdnZ1aWFgIYx+jMY1YsY4O8tfW1tTZ\n2Rlrh5Otvb1dd+/e1czMjP74j/9YV69ercpk8MgxYNojvly5XKWB0cDAgBoaGgILkOJEZKGpqSk8\n49RropOJhLHmjMFxS2Njo1ZWVjQ0NKSf//znOnXqlC5duqTFxcXQW+hqr1t0hyHRHAfW0Ci6HWfM\nwMCAOjs7IxLhDi737rvTN9UdYCpooVgs6vz581E/tbW1Fa2aH3nkkThWYWZmRgMDAxoeHo5z+aAd\nHM8up1P96zLeszucXtEl1FghH1tbW6N5zdmzZ8NA8a6AHPqJ7m5tbY3Uylu3bkW6Wk1NTUTooE3P\nmuDgZmqzTpqLZyCAjaBxd7h6FgLzxxAol8uanZ1VoVAIxzqGF8/E8Cb6SC0sqZ6khuOspDapu7s7\nIsxea4SDoFwuR81xT09PZEchl4gc5/P5OGj8woULqq2trWrUhZHqziHoubm5WV/96ld/OQyd73//\n+y9ABAglhIKHrX2z3VDwkF8aBcLjcnR0FIdddXd3hwJg0/Go4lloaWkJYQLzkGO4sbGhwcHBACl7\ne3tRY0E0hVDw+++/H3nXzpCM3Y0072rBcwHzPl+K0aanp/Xss88GwOecDbxheMLIJZUUObGsFV4I\nFAZREzqJtbe3x3kw+/vHJx2vra3pxRdf1LvvvhuC0D3QaWqAC1/exxBcXl5WW1tbnAnj+ZoYkqzX\n4eGhNjY2ovbKQSpKA8Xr+bpNTU3q6+vTyMiIrl69qn/+53/WRx99VJUCiQciNTiZgwtXjEoXyHj6\nZmZmIr2QEDiG1+bmZtU5NDU1NRFOpsUwz6OLl/e8L5VKGh0dVWNjoy5cuKD+/n7V19fr7t27QY+3\nb9/Wj370I3300UehfFF4afQqDRU73/jl/7vwpPU1IKVQKGhoaCgA/sjIiFZXVyOlg5QcCklZ65aW\nFo2Njamjo0Pz8/O6ffu2pqamNDs7q9nZ2TB8VlZWtLm5qdu3b+uVV14JI5ArnVtWNBFewtvtysrf\nZ454GTHEiHyyFpJiLRYXFzU1NRUt4il6Jl2xqakpgCUgiXvikABUEmVFER0eHmpzczPmAh2y1i0t\nLdrZ2dH9+/c1Pj6uubm5qsiQK0t+WJ+NjQ396Z/+6UNDJ+N6/fXXX0jXzg1p6AYeSYGap/C64wcj\nhLou5EdPT0+Aqd3d3UhR9SYFtJOHd0llffTRR+Pv7u7uoBVSeurq6tTa2qq1tTWtra3p9OnTyuVy\n0dUSvvD5Mjd3IqbyALDL776+Pr322ms6e/ZspB1TYF8oFLS+vq6FhQU99thjWlhYiAhVuVxp+uNZ\nAch4akUcbJL6Nzg4qPv372thYUFf//rXVVNTo4WFhbgPxgx8jSHgctD3inrelZUVnT17Ngq62Tu+\nI1Ui/J4Cx3sOVHkPw4y0wJaWFr388svq6enRpUuX1NraqpWVFeXzx3UaHR0dIQdYf3fiuBGd0hkO\ntpaWFs3Pz+vg4CBaKfuhod3d3ZIUEfJ8Ph8OurQuI5fLRSc3CvABpeA2IkPd3d16++23tbi4qCee\neEIDAwORXubjZh787ZdnF6T4gvHwG0OL85xI2x8eHtbBwYHW19fDMUs9KHLU0/rRzawpXVBJI+dM\nRRwN7e3tsdfDw8Oan5+vch6kc3J6SA2hcrkcNOrOFC54DZrmnDUOd+doEnQZTt9cLheNOsg48vKH\nfL6Smu+OfZcNkmKPJUWjJfiM54JTwarF4nHjEM7cAq9R8546/B0v/tKkrmHouCBNgTHve64uDI1H\nE+Jx5id/E6CCAPFUGELukqINNR4oD8/Nzs6qsbExCv2JrhAZApQPDQ1JOo7m0PZTUniXPPXJc21d\nseBZwdABTEOEKMHp6Wk9+eST0daX6Id3k4Pha2trq1o80oEEYsZTRwc2+ujjnWpvb9fGxoa+973v\n6dVXX420nzRa48rDXwNYIYRhrPn5eXV2durs2bPK5XLhCSE9gvN5MDabmpoi8oFxQ7cUuvpQEMrh\ni52dnbp586b+4R/+Qa+++qokhSHAM93TBn05YEEYQmd4cdzYWVlZ0b179yQp0uSKxWKEwLu7u6u6\nd+3s7EQ7S8CLpDCM/OyVUqmkkZER9ff3a2hoKLz3jY2NWlxc1L/927/p5Zdf1o0bN0KAOV+5gkhT\nvNibky5Xruwnho6fFfPMM89EPc3w8HA066DVdkdHhy5cuKCamuOzIurq6tTf36/BwUGNjo7q7Nmz\noQynp6e1tLSkjY0Nzc/PRwTw9ddfDw9bKiMYa0p/Lk8wgH0NoElfq2Kx0tYT45MDDvG24yXG0GGs\nxWKlXTV0Qo0VToNcLleVMgGYIfpKswGMXTf4nU5Jg7tx44auXr2qvb29ONOL9zFGfS+5Njc39Wd/\n9mcPDZ2M6+WXX37B6d4daq6cXcaltOj/+3dy/y9yAHBfW1uLGhCMH9dRyG0cNMg4r00YGhqKs+Ew\nbjx99ujoSB9//LGeeOIJdXZ26vbt2yoUClVAxWnDnW44FdyBiPw4PDwMI4qmNe+9954GBwfV1dUV\nNUfoHUDl/v5+OAI9SgGt+npS79Pa2hpNAuguevv2ba2srOiJJ57Q+fPn9dFHH1Xto8s3rzlIoyPu\nScfBUSqVNDg4GGmqyB0iJZIibRwnHEASHQP/Ycihb9bX13Xv3j21tbXpG9/4hg4ODjQ/Px/38RRZ\n34804u50mDps0PEU1tMMoK+vL1KI0LWeMYNX3Q1F/t/e3tb58+dD/uNo8fOYent79eabb6qzs1NP\nPvlkdKqbnp6uomd3GKTGjPNPloGT9VkwAenCnA3U0tKirq6u4DnO88GgK5WOmwcR1cDRSgdL0pDZ\nO1Kwd3Z24gy1ixcvRrTVr9Q4TSOWvM6+ETHJmjd6B4OZ409oREQEhhRVDBn4D0czadCSgn/BMegk\nnOWp08PTWtGV7mCExldWVtTd3a3e3t5YK6lSjuH1Ob6nvia/8iu/8sth6PzTP/3TC56elQIW94w5\nQIFYIA42EVCRy+WiPabn26+urlblRBMpAPBizefzlX7+3mkGD4tUSX9DoJHz+tZbb0XLRem4QxqA\nyQ9fc4KBOdwjwxxRXLQbJL9xeXlZV65c0blz51QoFCKn209nrquri1OK5+fnI4Woo6ND3d3d0TWF\nc4BKpZJ6enqiCBEwOjc3p+985zv66U9/Gp4gBKBHPBh7qlDS8CxGGa0Pe3p6ImKBYVosHp+jMzs7\nG3m3eF02Nja0ubkZNQt43BBgAIj6+nq98sorevHFF3X9+vXYA+jp6OgoCibdw89eZHk3fa68RjpR\nU1NTtIY+deqU+vv7tbi4qL29vWjswLk6FKcTlWPvl5aWNDMzo/7+fl2+fFl3794NwQHAaWpq0vT0\ntN54442I4tDRJCsVIDVufH4o91SwZoE5PGDwJPu3uLioO3fu6JNPPol0hVzu+BDYmZkZXb16NRQP\nBimNPeCptra2qFWCD3m/paVFt2/fjkPi8vl8hNldQbr3DM9tqjBR4k6vKZ26x0w69l5xnhaGJMCN\nA1ShKeQLKWsYN64QGDNpQURuAIDQcwpcAL+A0/X1df3iF7/Q5ORkOC3wPPO9NOLqUbydnR1961vf\nemjoZFyvvPLKC043UkU2pF2T3FHAGsNznqriKWt8Fv2yvb2tlZWVKKQGGJCixJ4zHlJVaEgAqMZB\nR6q1pKiRePbZZ6MlcGtrazjo+G46z6xob5pmQpFzc3Nz8GBTU5Pu3r0bqbrQLJGs+fl5DQwMVKW9\nso7eXdN5jCgInRsPDg6i0c9TTz2lnp6eOIzanQzwHfvBlQJsXsvlcgEYZ2dnIyqAg4r9A0xi7BGV\n4Pk4xgCL7MXR0ZHm5ua0ubmpkZERPf3009rd3Y0uVHjToY+TgKAb4C7TiAhvb29HnQf3IOOhtrY2\nakXn5ua0vr5eVduBPoL+eB4HUtI+HzlHjRFO0f39ffX29urSpUtaX19XXV2d5ubmYh98Xg7GeW46\n56yoSHql98W4pDYHTAPPwB8HB8fnvhQKhahFwsnMvhaLxYies99LS0vq6enR+vq6zpw5EzyZOg19\nz1xmOH/5Z1OdljofcIJgPHD0BvgA7ONOPeaE8YL+BdeyFuwFehosRxoa9O34Io3IwNOtra3q6elR\nLpeLtGuPiKa60HmS+32WoZNLCeN/6vUHf/AHZVfkgD0KoGA8/se7KlW6erkHggWkCw2nJJOehNC7\ndOlSnJMxNTUVxePNzc1RFwDxSJWQ4he+8AUtLi5qdnZW5XI5uqMMDg5qYWFBb7/9dhyUhTDAIHNh\n5yCZv2FymIznYriVSqU4Y4P/a2uP21j/7u/+rp555hnt7u7GScF3795VY2OjLl++rIODA125ciU8\nKngrpONzEAqFggYHB+NncnIyvBhXr17V9773PX344YdhkNGUgS5V3MsFL4QMI3FhGLhX8PHHH9dv\n//Zv68knn4zvz8/Pa3l5WUtLS9Eyl+gVqT3ulVtfX1dfX5+KxeOGCaRyvfHGG9EC3D1yFGASZnWP\nHsAkFTQIPfYOmpMqJynX1Bx3R+nq6tKXv/xlfelLX4qcV06p3t7eVk1NTRibAwMDkUq5ubkZwLW9\nvV3379/XI488otbWVr3//vtaW1vTe++9p5mZmTjYDI8OY2FOrszhJQAx+wX/pKlcLnAwciRFdzqi\nDuwH6aA1NcedZ8bGxnTm/52fQ4vP+vp6Pf7441pdXdXo6KguXboUNMT4Z2dn9e6772piYkIrKyt6\n++23VV9fr7m5uSrPMON1ozpLAbJXDjJRYqnCYa2QOfCrn2WAA2FkZEQXLlxQV1dXRBsXFhaqzgVy\npwaOFTxv8D4RG0AZf3vKDY4YFFSxWNTdu3d1//79qGHL5XJVESLGCZhmDTwNc25uTu+99172qXb/\ny69vf/vbZenBdC1JUcsArbhjCt5J60G8RsdBGc4LvNDScWrNyMiI6urqdP/+/aBHooJtbW3hXSYF\nanl5WX19fVVd0+rq6uKskbGxsUgtqqurq2qT7rWWDkSQ5x5JTJ2L1M8NDAxEoxTocWpqSt3d3Tp3\n7lxEHjs6OlRfXx8RjZGRkWiRy0GP/uytrS11dnbGGEql44Yvq6uram5u1he/+EXV1tZqYmIiDCpP\n2XXj3ueRetKRAYC/UqkUbbgvXLig06dP6/DwMIrr0YEeEQNco9+8m2hdXV04W7u6unThwoUwhmiF\nzL1wwrkx4zLZL5+HGxK0GWbeyBVSCQcHB9Xf3698Pq+5uTktLy+HE439w0jjvrR5npmZ0cWLF9XS\n0hIORKLdpFF5SQD1iXTWlCoRNfbbMxGc19zJmIJ+X4M0Qud1Pcj5nZ2dSP+El8AndCrEKMKYhl/c\nKMjlcmFINjc3q1AoaGZmJupfWK/UAZLOO2sfveFA1oXsqampiTpVIm1Oh5zhxrmCbkRjqDN/MJFn\nN5AZAN2wlmkjDpzFa2trUf9EXSDNsniWR3HRU6lzxff3L/7iLz5VN31uIjrf/e4MAy4eAAAgAElE\nQVR3X3Bg5cxMr3Ov3fEi9FS5oFCkSri9VCrFoYD5fD4syrm5Od28eVOS9Pjjj6uvry+iPoeHhxEl\ngGjwsC4sLES6yszMjNbW1tTT06OZmRm99tprISB3dnbU1dUVY09zXT1lJpernJTtnjJnKoAm+aKk\ntSB43njjDd29e1eXL19WY2OjZmdn1dnZqd7eXl29elU/+clPosgOJuns7IzQogtU6gkWFhb00ksv\n6W/+5m905cqVqoMP3SvsaXaeCy1Ve6E82razsxPhfwT99evXo8vb6Oiojo6Ou8wtLS1JUuTI4lXz\nFDLSCjo7O7W2tqYf//jH+uu//muNj49XgUa87X7qMKFU91SkY+fykL6nlXFhMEFDN27c0OTkpLq7\nu/XII48EECWdsKurS0dHx6dNE72am5vT2tpatEc9c+aM6urqNDMzo5deekmvvfaabt++rZmZGe3u\n7mpjYyOMD3jEac2BmAtXVx4O4pk7v9lnDArSA+EpTx9lPVD0KPiVlRV1dXVpaGgoDpslX3d4eFi1\ntbURUT08PNTdu3d1584dzc7O6saNG1pcXIz85HL5uECfZwCsUi+0p2K4dwyl5fVezI370ULdo7Du\nAUMBkoLHIW2eVuBCvFQ6PniUvSkWK21A3QngtERLW8ACLcRXV1f11ltvaXx8PIwcSeHNY40AXV7w\n6esAkHtYo5N9vfzyyy+4Aex84o4Q92pmGQNpdIGICyAYQAHAyufzET0kFXlwcFCSopYQ8ADIIA0H\nEIcXdnZ2NuQp57JAo9AncjvlE3c8uvxAZ0HvxeJxofby8rJ6e3tjbABfzntbWVnR2NhYdGE6PDzU\nY489poaGBi0sLESdKOtI7Q7OqYmJCW1sbERHx9OnT+uRRx6JM8UwnlpaWqpaYLP2ZGd4BDuNMLgc\n5G8iFnNzcxENuHDhgkqlUjybz6JTiOAjfzyb5LHHHgvDDePOj87g+akBmoJ852OXg+xxW1tbOPiQ\nW97ohLPy/GgCjBwyXYjYgU/AU4eHh5EyWCqV4pBqIs6UAZBWSWoY5wb5nFgjgLbPLXW4paA4NYD4\nHycfgJ5IDjx0dHTcRKpUKsVh1Ovr6+ro6Ajjlf1grVjTUqmkzc1NnT9/PrJecGBiNLiRk2Wk+d65\nzs3Cgr4G5XI56JtzhcBf7BMGNmdC4bgnVa1cLleVUuDM85Q79hheIfPAcR/dZFtbW8PBMTAwELVA\nYHd0ey6XizpVnKKOGxyLsDb/5//8n1+OiM7v/M7vlKUKGHOFQooUYfvd3d2wlkkdQKFD2KSB0PK3\nXC5HDYGkCJ8D2Pb29qLu47nnnovDzVA2ABxSCWjFx3N2d3c1PT0dxZJ4UV1wuWJwwJG+DmjxyBVE\nhaeHHHysczz5gMTa2lpduHBBX/3qV8PTfPbsWXV1dUVXOEA2Ah6AzGFcH3zwgba3t/Xee+/p6tWr\nVWcc0EobhsyKesCYGGru/WOPYC7AnCuXc+fO6amnntJv/uZvamRkRFtbW7p165ampqaCRjjElBal\nBwcHunHjhm7evKl3331X8/Pz0SUHcE9qBc+BgQlfpwXqTl/u+UP5wqQY4UQ1MKw8FaS1tVUjIyMa\nGxvT5cuXNTAwEHmxd+7ciYJ+WjryvfHxcb3//vu6c+eOpqen1dTUFCeKo7gB4nir2E9X1qS/uDLk\n+6z9p3nOWDcAFOC7paUlFCvrgWJpampSS0tLdMLp7++PNqekn+ApLRQKyuVympiY0PT0tCYnJ6Nr\nIbV10CxCGqDmYFSqTq3x/z2Vyz3x7nzg/2KxGHMjlUZSgFMAEPUUZ86c0dNPP63Ozs44s4Mxu4xi\nndgjgIUrPCLW/L+xsRGdmBYXF0Op4BnDSwrw3N/fjzOL/CR4B6/w7fLyst54442HEZ2M6y//8i/L\ngDL2DPogRdazDgAHyBxoEH7I5/MR6SdaCB1ICj0nKVJMcAh52rRHV6kNAXDB27wHkIFfATfcw6NO\neHuZJ3qQs3DSVG6iBMgF1oluYYwBbzOOBUDvwMBA6GZkJZ2w4Ind3V3V1dVpdnZWAwMDsZ7Dw8M6\nOjrS6upqyB88296Omv1hL5B1LuNcBmDYeXYF86KAn9qIwcFBtbS0hAOUCBkRNTzsOEKoDaYrI+vL\nvuCEdQDM3nsEwPWKVKnb8DlDg+gkj+jzGdLHqUPJ5/ORhUKKFnuCLsFwaWlpiTbLHqFAvvF8rzsk\nwuRp0u6gxsDwBgXILvCU8yNyDFnust2xE6/TXa1YLMY+SpXz8Jqbm3Xu3DktLy/HeTtdXV1xxgwy\nF57DuHdjnLV1Iwf69khjGlVEX0OvPAO69RRs6Jh14H2pUv/Ce5zz19HRobNnz+rjjz+ucnaiT8G0\nYGvoADrE+YeD2I1ASdH5FizEWNzBX1NTE3Xz8BkyKHWy8p3Piuh8bgyd3//93y+zmFh9LIAX0Hqh\nvbeURXiiJCBOrHYnDhgScM1i8j9F4c3NzdGisLGxMdr/bm5uRiccPDkIPxSKe8gcFNbV1UWKAR6H\n2trasHo91YVwH8yAB87rCQB5ELIDcBfkZ86c0ZkzZ+LAz97e3jihnXWh/mNqakq3bt3S7du3tbCw\nEKBVUtWZCS5APPTpxpNUnYcKMEc5ekccqdKymf1qaGhQV1eXRkZGdOnSpTDW/GLcd+7c0bVr13Tz\n5s0HPGDsg3sNsrzbrGGWJ4lCcgfETpfQrysb9+hCq0TK3BOLcUU6EwJ5ZWUlansQhO69Zw+4UGTu\nWYQOU+DP+FIQkMvlwmPFvB0csYee8+5zTR0Vvo6MF6Xf29sbh+5itNfW1kZ63/7+vjY2NiKq6nQl\nqWpfmQMKlYt1x8iA7lAgkkKWuPBGqaVr7EaQrxHNBTgo9fLly3EPPkOrdgCsg1zoCIMKELm1tRXd\nnzifK4u2UU6e6sYauUJkLdxzvbS0pNdff/2hoZNxffvb3y5Dz1zsO55gAIobMw7KkMU4p9xAlx7s\n+IexwfeczgADROo8rYZceDd4JFXJWmQ1NOO86VEovuegytPtMKTcyON7nnLOOrm+cCPs3r17wRPc\nB9nv0RbAJRkFyId0ffw7bgy47IMv/bt8zvWtX+59B1d4VIIsAfQ0XnQa/iCnVldXY40Yl48xlTfs\nmRtl7Il/xmWu35O5pjqDfeA96IM9ZQ0A6OwhhjPt7pFT7LMbJu4odDzg0TOfG0YlDmneY0/SDBEH\nxow7dVg5Xfv7bpiA0TDY+JxH9uEZd1SzbshklxHp5djD9y3lI+7r9Md6+pz8ec6vfNflPtkXNTXH\nB5xyViLr4o63LOOTe7sjniYn7BW6k3H6eLIi3VmyxenAv/tZhk7tp735P+lyYwRCcivXATl57e6J\nllR16BTh3nTxWDjSOACbDtrwYhH2ow3knTt3wvDg8y4gAFIIaE+JcYYkpYArFWKMGQ+NGxBSJeoF\n8aYgxgU6vz/55BPdvn276jUfm4N1wFNqpDmodUOCvSI9yYWkG5IpQGSfXbFC9HyeFo5zc3P68MMP\no2BfUpwlktYuuYJkbKxzatg4vfGZky68MKx5qjhTI4f1coFRLB7nxhMldM+qKwn3ivm9HKgiVFz5\nMQefh88NoxL+gSec5rwwnj3xKAdjSQF0qoidh93jBO1yQjbrUCqVImUHYYrgBRSmP76/Pnc3VhkD\nIXYHdqmxjiJ3fvC19cuVEWMsFosRksdJ0NTUFDV65ExTj8QJ18ggcqjz+eOUHc6jYCy+f8zfla/v\nM/uZAgF3JvBaCq4eXpVra2srDopN+Qa+dfpn/XHmQBdZ6Sx8V6oY4llRVe7h+g7Zh3OEVKSlpaUq\ncMpzXdZ4oxIHYAAOj3hIx/RNVAX9IFXkNcYdBjQ0mspJfrv+u3jxYnRTI/LAnH0tWU/OvXN96d5p\nnkvdAs/1cbjcSAGoe69TxxBygWMA4CWPRNGy2OnHa/y8Hb7fO0sXMj7fT95jvPAvRkdqvLEHXP6e\nN9OQFLqN17OcZnyfc3gc+KIXPHqUztXX3g0d6BqZ7/rHx8730/uwH76Oru9xQrihxTyJPDU3N1dF\nGKBnj4gXi5Va8VwuV9WAw8eTZYjyt/MeEUjWgnnX19dHej78mmUEs5dc3BMZ73wpHTfFInLD57Ow\nAe/5uIn6eQQ4rSXPGk96uVxwWep8yuspjWZdnxtDJz0oEmbjb08Bw2sCaHFQi5cUDzmEz+elBzuV\nuGfUQQEERxjdD14DeOCR9dCbKz3G7qFiDB0nCvfg8n3vbOH5k26IoJToYCVVG058n3uXy5W2hani\ndVDkANWNNAeGrggcfKXM7sLWhbOvCePmew7W2Iujo6PoW88YU08hKV/cN2Uen4Pf2w28dBz8T641\nQo7vpoZUlicQ0O4A2oGS73cWWOe+qVcpqwbKL4QcwsvXPAX5bvihELhHViqf73HqpOBZ/rorLzdu\nfB+I5no6DQoU+mbsWZGLNA3Nlb7zu0ef4A33Vqd750orXVvm6M/3dE26+biBT0QUL7UrDeSUe9fc\n0cG4WAOnB57hSpH5uBfS158o4cMr++rv79fq6mp4PPHwSgoQBC0eHh6G4UqNCutODR6fdTDtxo2k\n6Dzl70uVyIykOEAY+U8HTlI6nf+gAYqAPRWKZyI3HRzyTHdwpDRGWhJyyw2hVM5xP/+9sbERY5Iq\nXnlSz9Cx7nlm7XgGY4ZHXCY77zo/pWvu+sbvkcq8tra20EOui6XK8REYa76uHjlPn+H398vnwd6k\nlxvRKTCVKl1Fec3fZx3Z21Q+sLfM03VGaqS4w9hLCrgcL3h2gL/OfoNzuNgrv28KqrmvYw5/76Qm\nB4wNXeEGkBsj7qiFd+gSynPTPUyN6HS86IOU1iSF0971o88tdcqmBiFzgf9IifQMgtQQ8jbS0A48\nVVNTE3XpqXzI5aojcVnGOmufGqHuWPC5QLNNTU36rOtzY+iQB+iWuQM7B9SSQtFg7JAbmHpEUE7O\niDAXgjQLoBPV8c4jEEoqGCE6AEcKyNxSdwMiBabOaFKlK1TqkfEx8wyEfDp/PsfzAUZuwLjQ8XQK\nV2ipp0eqeKCYkz8DgZiGqFNDKhXOXKmi9O/wbMbIOGAWf4Z/J4s5UwMhy8BwxQ8NneR1yhLcAN8s\nY9D3NgUCzIUxwQeuSFPh5uNNvXpuXPsaph41lCafTb16Drz8uw6knVZ9Tr7WKfhxWib9DMAI3aXA\nAD5Kn+v8kUZmTvq8j99BTKrAUtr1fOgsbyNj5f4OPNyr5vvuQp/v+3i4lxt77IuDFi6XRW60YuhQ\nS/HwevBaWlpSR0eHpGN6393djSLr5ubmcESVy+WoCXWdRWQBhxivuwfcU9zcyedyExrBeHJnBDLJ\nozeezcB9iXaTjipVG9RO+yn9trS0BP97DQ9gmM9JFbnmmRLQvN9TOjbYSBtn/HyfQmU//8P5I3V0\nudGGwcl7bvynzig+47IydSKxPjR98fcYi3dl5PMARZw2Dli5B2Ny54Svv6cC+neZM2mxXK4bqInx\nOXJ5tNFljmMF7x7m68B4HYu5Iy6NPvlvf931nKQqI5HneWqV69ZULrvjiWe4U8szgzx6kqbnsV9Z\n+8SYuTD+UwyTtY/+OvrPcZ4bCk4PzpdupJ90b9dxrhdyueOSCGSIyxXm4nvl+4WuSNfddXbWGpy0\nDlm4zD/PGuP4+7Trc2PoEDp0IOAgGgGIRYlh4x5UQv9Spa6A9DaYz4nVgTnC3wmIFrluILGpCGA2\nw8GlgxCsZHK4mQtGhVSJjkAsXkfAc10JujJxb+FJkRHGzTqgCDF4SInwVCkHin65AElTm1x5pCDa\nvXHcG8ZwRe7peel4nHFTMMoz3LOVGjlZHimnB/ciOFjku96GmHswx9RIcQEjqUoIfJrxmxpyfnk9\nF4o7CxCn48AA9Fo3xs04/V6kivr4U8WSJRh9/Vwoczk/M8eThF+6h34vf15qJPp8fE6sradcMnYA\noqdm1NTUhCcpa39dQfhrqYczjSo6T8HXvv4uN7KUDd9z3of203Gl63LSOvu8Hl4PXnT3Qk7X1dVF\nqsrm5maAOnQQoJQsBNcz3IMz1+ie5uAd2nGnVyr/0G0491L9584p5L3rVtdnDv5Tz6pUoRUAKLor\ny7h3neA06M9xoCsdR694JvoJXmB9vKYspe3UaeFOROcF14fOJ6knGTmWBXIxXFKwx4XDNnUapQbh\nSQCVy/deqpzXdBI/e1c5X6dyuRw04nPk3r5n/j7riAM3Bc1gIFoWu9OF76ZXCtY9BfQk+ZOC7iz9\ne5Ixkeqr5ubmqOniNdd5qTz3e/qa8D1e29raCgeC6x/2y2V4avS509nXrVwuRwq56zPHeyfN23WQ\n60nP/uFz6W/Hh7zmPIOxzhzS4ESKW5zO0giUr6vzcLpe3gXupOtzY+hwOSBxAwDhgZD2Qj5JVZYm\nRMSmcD8PmbkXIQVgUrUngY0FxDk4zdpoQKWDV5jDoy5p+pMTU+pd9nEydhgFoyj1uqRWv3s2mBcR\nqE+zxB10OrDKAl9SdbvIVOB5IZ9/xueWGjPck4s99H1zwzEVWC5cfZ/TOfj9UyGZGpMeqs4CDE4b\nDqZT2kppKKtAmHu64ef04eNOFTKXr1UKNNJ9BmQxLugzBfv87XNIecvpwenbhVkKTHw9oGccDn4v\nH3dq3LuDIAuw+HwYr/M1DUlSIetrnhojDlBdIabCn3VKu6+lStzvDQ0BVH39HBR5I5CUD3z/HOSl\ntPLwqr6QlVKlpgZZTycyOoO2tbVpe3s7UtjSiE0uV3HwUPicOgPYj7R21PVMuVypVQW8uZ7DSZem\n5HiUwuUh4wB4nQTkkYF4sRmbp9l4VCaVFVx+bxoqpDrT75HSO/dzb3pq+Lu8TuWe8xtzT50lqQHE\n3mDAZjmj0GWuszFC3HHpa+B6Jmut+D/LyMnSdf66O7O4fNwYr/6aG6Sp85T3oXlAcYqTUhmd0lKq\nq9zocHnm6+U05/Tgc+VK9ZGk6FyYpf9SAzpdR+gjy/GXys50XOmz3NhJoza+1nSHQ+d4Xc1nyWvX\nC6nuZR25HHOlutnpEP7Kqs/OwoQpTTm2TTGCOwR9D/6ruulzo72wqFkE96xLihDq/v5+dCzzNsxY\n1Lu7uyoWi1UE4osJ+ElrW1IrWFKVwOYeMDOdkdLQpxNwCuJKpePQH8yGYHfmyefzVVa8A0OvWUqL\nxf3wJn4jgCDuFNw40XE5c7rhIlVygbl/CmZRHi7Y0jn6/T0PNzUU+Czzc9DvzOVMCxOmIC9LyPr9\nU6ZOhZL/7VFB5gfAdWXowpsx+lrxXF83V5Dsd2rQQe/wiM/B99jn5QYn308VewqGPXrlwt7X1I0K\nSVFT4K1x/b5+P/c0s7fc29fK55P+70I59Rb5950+UqOnWCyGV55D8qBzvMmpMZMawfCXzyl1VkAr\nkqoMXt73vfOanSzA4/zr+5LP5yPlLwUP/nlPgXHj7OGVfTmvscbQuKf0Ok85kHYQhe5wR5UDHdcz\nHi311NfU6eeAw7McUvDhfAANpDn5LoNS4ElUyvk2BdpcWSCU/13+obt8TQFBLvPTe/h3nXdwGuRy\nFeef86JncLgOS0FdutYYcqmTMwWz0ILrLK+rzVojvstr/pvLnaHp5XP3sbHXGJH+Wd9rN3h9TKn+\n9f3wdfLPOl2kejdrbFm6NpXpqczmSh1vrEFqHLtBy5izDGqXp1nGVupwYGzuvE6xRLqu7kxk/une\nOiaCD51OXX+n+Da9Z6q7uE/W/LIc777H3hSLdU1lA2viRo2PB/pJsdBJhrDLoU+7PjeGDiemkuZF\n2A7PTNrpBsEPKEkFKIdweQFWen4I90I5EIJ1hYW3SapsIJEQDA8IHYWIl4T0Fzbt6OgoDDD3znuK\nFIdq0dVFqrTddeMkFUbe4s8FAK/jYczljo1BPpOuH0TLmD0P2wVfqVSqKmrzTjkAOe/Q48XpbhA4\nEbMuqVJw4cU9yHmHJlKDDob0y5mT/x1ocqUpXtzfwaEbNM6kCAgP46eCxQWwKygHsHyP36lQTsef\nCpN0H1knN3rcqZB6w5wmXeGnQj0FcamXBrp3kO2KNwVkDsLcUEiBVxYwd4PQQaKDRb8ntC8pUlyL\nxWJ0s6ILFM/3zk8YIy6XyuVK3UVWFMBBpxu3rHGWR9vTW50und9Ze97zObvScqDBvjmQe3hlX2n0\n32kSRxl7Dm1zUKbTPXqJFCZ41PcIkLyzsxPRuXRP071DDkND/O+AzY0H6UEwkhrwWQA8lYvc39tW\nSxXnT5qpwHdTOcU5Us4jzPMk0Mz/yAq/P/fwQ6BTfemygvWipsf318Eve+g1L+7UcKeb87mvg/Or\nr40DZv8+lxsjWeuQ8jWvgW9So8HX+CSDg7/TqA7jRV76Z12Gp9kcTjf++fT99L6pgZcae86TqcHg\n+o7zrZwWfF1PMhr8GVmGYDrX1Bh0nOB61T+fGg75fF5NTU3huEefgKmcjuBD1/c+Bsbua+JjcKMj\nNfrTtU3lhF9Za8P/qYM8HWeKy1hXl1mfdn1uDJ2ampoAye6pxujBuOFcCZQMC19XVxfgly5pHkr1\nA0KlijHkCt4tVgjJuzG5wsGAArgxBydk7uXCMxWkUnWolGcD7Eh3g9hhXBjWlYh7an0dec3XKFXC\nqWJjXA5SPU/awX8Ktn1N03tjnHgqEoWovOcFm2l0ykG8r7MLN/bYFQxr4pfvQQrcXcg5YxPpYF3Y\nH9bGU1QYjxs/WaCDZzhtsv4+p1QAsZ6pweXP8/GnStEBXLrebpjxHU8H87H5mjMPByyevuX0zXyI\nBHGWVAom3YjgNcbmXjZff+SJG1oAMBfI3nxDqrSod3rhXu7IIF0oNTx9vZALXE4D6f46LTgdev1H\nCrR97f2+KQ+zTj5W9pJ1+a8ok/+tF7IJGeT/Q98OMqRKSlDKn6x3Q0ODtre3HwBtkkK/pF2snJ6c\nJ1wWeucjN/p9nJKq5gFPc78UIPJ/XV1d6A14ke9yPpDzaQqmHdT7enE2XUNDg5qamkLnlsvlqg5y\n0HnqTHGZ4BiCMbk+T42JUqkUn+O+PMONKI/MpLomXafUkHN5yhqk95Gq6xiyAGMK5J3e3CDx7zve\nSI089/D7d1L5knr4HXek4+NK9Uf6GdfLrt9KpVJVOp3jG1+fLJCcAvwsw8rv5/XA5XLFMIbWnB7c\nSev3SnVllhHmc3bclL6e7i9dG91xnsvlqrpyuj6D7h0zpvvhNJg+z+WZr5/TDmtzEq3g9HEHoe91\nSheOQR2fOcb7pTJ0CDlj0LgHDWHpwh5BfRKz46GVKp7lFMA2NTVFJEmqLqrEWMoSeBAq30O5oMRc\nmaAYMIz4bG1t7QNeIalyPgqbzBxRSi5wOayJsLqDPtYDEAvDwDx0uuHUZhQKY+D7MKa/BnD1NZYU\nQiplljRdgPvRCpy99RQv92o7o8BEaeOIVMBxD4yQ1MOYGnapoM4S7B4R8HaqqQB0mnT69vWERh18\ncmV5FBkT65waSllKBdr1tXNgkAq/LCHsa+GGh1++Vs7D0K4b33hD/VnMiXvxHKn6dGlfh1RhQg+k\ndPI9T6d0Aew/rAtGOp/lIDiit0R4ampqHlA26drU1NQEz2ftFzSSRh1Tb73fz+eEUnD6dhDo6+j3\nycp39vV+eD14QbuuP9gnOgK6Yk+9wnQGJZp/dHQUr2U1CHFedr50OnZ55t9L+d7lFPIwNZKZDzoV\nnkzlAE2AXPbiBHBZ7PTkAMmNcuZEFMzrliRVOTd9vbPAayrX0Serq6tqbW0N4weHGuvDc3g+aXDw\nTOppRyfjaYcnAWWOA5zn2TPnR9/zFGj63mfRol8uE1OjIwXPWXLKu665ceFg+KQLZ3LWWNz4Tsfr\ncjeNQKW8w7qk9OQ61g0mN2TSyx3WUjWvZelBN3QwgrIuwL2Pjd+Og9wgYa3Bc/AF8yXqC734vd3R\n7A4AdFOpVHoghd/XJzVcU7rxZ36WkeH76zW0Tmc+jnQt+J95cKU0+lnX58bQKZcrh4I5WHalTujO\nAbFU6bMN4KdIEy+xKwc2moXEk8PzEKyEsjFS8MAB4Pw7dEpjw1BgLpTpdIHA9fecGN3LVlNTE2lm\nuVyuyovmaUH+PIwzV3KMWaoor93d3apnpZ4SF74O2Fx41tTUhKHU3t6uzs5O7e7uhlccxeF76cwE\ncfs5CXzXFa+nCTojujJJo2mpEHOvOzTgisUZ1AVuargATn18zIXL63jYH1IPoTeUMYqGuSD8oKVU\n0XO5NysV+PyQ+w6YApT4uInyMbbUaEvv6YIrXVu+42PyOTFuTjYH1JDOk0V/bhxnpVel0U+P0LCO\nDkJJASBdBeEMneKA8M6PrBdOAtbUZZDPH95wQQ9w4+LcmlTgp8DVAWIKUn3tU7rlQnmmIJgfl3cP\nr+wLoxcggTGdFWGAryWFLgMkwY+Am+bm5ipdAN1IFb5xXQd9uqxgHMjD1HDxM9zcGOLyonpPnXR5\nCW15HSpzRda6LnEZ4nwvPZi6xrg9EpNmJiBvs4CTg2Y+zx60t7drZ2cnzi5ygxS9RRdXziRqbGwM\n/eMNjxiDA9PUyPL9OCkNLdX1qbxLP8fl90hlsK8ra53qEf5Ox5I6lLKA7UnGiuvzrPG4PMu6n8t8\nLvbO06lTR2CWMZjSXdYzoSV3RsMryEJwkmMK5KOPMzUSsuYpPdgFM53HSbo9l8tVNeTyMUNfyJR0\nD9yoTccrVYIKvj98No3mpHN2nZHirCwjx9f404ymlFZ8XR1bnXR9bgwdF+heF8OmATjwmuRyxweH\nHh0dRT4zXrJ8vpIO5cDOr9RzKim8OmyKp3e5VSxV6hiOjo6i9iWff/B0YgA1ef8IRhjZQaALbBfg\nXg+QFol7JMgvN0pckcFAbrWnaWFOpBhMbjBKld7mHN56cHCg5eXlUOytra0qlUpxPsfR0VEoXUAf\nJ0jTotLTljwykAozF4DsFWNLw/coFF9f1j8rasTaOWBM36O9c2p0+uelaohRlhkAACAASURBVE+U\nr2cavfCfrAhW+llXjqnw8HF4GpqDdv5PDRS+756/NHycPjNVaG54M3bGSsqOt+tlzozTn+H77vua\nrpFHMdzLyh77OFkXlAf7wZkkzpuS1NLSUuUhc29tur/Oiykf+R47TaUAjrF5G1oHXKwX65s2snB+\n+DTaTP8/SVE/vKqBJT/oFJff0oO56ThppIrMhC85FJTPO1hNI3GAsdTr6ZkQ8BjvQbeM39PtfJyl\nUqmKZk/yiHuzAH5wUvjYUu+7O6Nc13iKnae9IfdJP/N7+n6k6XYOutBJ1MiythxM3t7eHue+4ERx\n56TL/NSoSg0z9iaV7Y4B2B83ILMA/En8mL7n7/v6+ucdGKdGLnRLNCILpKYGG5cD2xSEZgHmk4wC\nx1q+Hp7Fwhhcnp5keKXGdXr5XBxAY7yyr9Cfy+5Pk49gthSnpOPi/TT6A1+mdXZgLqkak4A7wcAu\n/7myDCzep822v8blZQO+vnzWo8jplc7Zv/dptO0ylf1IcchnXZ8bQ8eBnefi43WVKl4HhGRjY2MY\nN62trWpubo7iLel4wXg/9RIhgOiexucp/E9BogsOB8zudXfPsVu9CF0+4+AGsOJMTlQDMANh83xP\nR3LvjYNS7uGMw9gcAHkNUpqvzVyJ/iAEXMD5oXNEKI6OjrS5uamamprw3vMchJd79fxZXKyN7wFz\nlyqGpqdBeGQlZTKuLK+mP9OVJfdxgzA1TE+6TxppIAXK7+fCKwXE/J31rNRAOkmgUfCcesfSMfjB\ng56K5QrN18IBvtOf76fTqAsrN2izwv3pHFKa4HeW0vfIGHvtn+d5Jx3oy+dTgIC88eJw3z/2yYEG\nSigFloyR+kLGx3PYMx97yuOMnfk4SHAwkHrRGKPLJ7//w+vkyyM37HNasyFVeN/BLTomPXsm9eQ6\nWPEaHfboJCDtQN697KQ1QycOkNhvB6roQyK8LlsAnIzF6Sc1sFJ6Z7zIfDIlkOlHR0fRfGd/f197\ne3uRXr2zsxPrxX1YZ18H5uWpY0TMSLHyyPbu7m7wR2NjYzyT6I/LMHdsOB+6/oYeuCfjYW1SWcSc\nUt2Upo2nINkvp6VU36XyNHVq8ZOmTnIhu73GJ11z15Un7UuWfnTsk6YxZqUO+vdSfuP1k8bgzyd6\n59kfrit4Lvra5bM3WeI1n7vrAR8Lxn3KT25UpnuEjoB+eZ6PBz71OTq9uszw/S6Xy9FmO8uYxgDK\nWmf2KT0c2P/2eTrePolOfG5ZGMbX5dOuz5Wh4+FTBCupW56a4kXGpBFwjgGbkXovHKRAYJ77l3Ua\nLwYCzQ8kPSDgMY7cUHOPcyoUKXzkWR7ZYXwIPBSXG03uKXclwv1dyZIuB7FJFYDkxpQfbJcKRBQU\n30PY8DnmilJO0+tcOHk0CwFKNCz1RLqXH0ZBAacKxcfrwDL1/HN/XnOvU5bXiu94pMkVPs9ykJwK\nMtbIgSmvuQD07zIm/50aKk7n6eWg12nPBaE/x9PYfJ98HdNIQWqg+hzcQEhTIjDkSUF1wzPrvr63\nvtauCMvlchUNp0LSx+dGCrwCn/v7ztsOMnlumk4AkHKgB91wL4/O+rh8rVg7z/tODRmnfaetLBp0\nWsxSRg6SH17Zl4MSaE2q6BVPg/X9Qr/s7u6GoZMasF4HmjpRUhDmdI38AuzwGvLSUyWd10+SGYyh\nubm5Sq4xT2S08zEOshQE+sU84SVPU8bB0tbWppWVFTU0NKi5uTkcmKSXuUxwcMr6p6mvXJ5G5mvB\ns5uamsK5kNZvpMaCAzGX995SH15nrxxzpPyeyvp0numVvpcaKzU1NQ8cJM0zHBSnhnGWceAYwPVY\nCkQdfGd9PpW5LnsdfzmtORbwZ2XRf3pv1il1HnJ5BNbxAft4cHBQJe/9fTd8fFzpuqR76/fLWmvw\nHfqkXK6kkJMtxPzdydvS0hKOiRQbgqvSyAzP9kBCerlDPP2ey4BUf7jeT9fe8YOvj3/GawOZI+//\nUtXo+CZKlSJbQC1EwiF+MDYL5GFotxAdQKfA0gkQK54QogsCiMeNDkBVU1OTNjc3Y5MZJ12ZXLj4\nCcI+Ji6+7zUEPm+pOh3AFTBGhoNyT3lLO9rBFBgebuSkAs2VqTNPCmZZA8bBvbmnR6ccsKVA1wEv\ne+GFdm4ApVfqpUk9ob730En6nqeL+ZyhJQ8zQ388g6iNM3N6f4CRPyNVEClAdQB1kmHg93Lj07/j\nCjldb1dCqUHmgicV7HzG33MeZO/duPR7ZHmrPXKSZQg6fUqVbnjMNx2DKwunQweaXA46qf/jGRiN\nGGreYp51dGeDG9NeA+Vr4uvoICoFNh5RdjpyOsiqufM1TCONWcbhw6v6cj3gfOQp1qVSSYVCQRMT\nEyoUCtre3g4FTbcyInyuU1z+5nKVvHz0DTJneXlZhUJBOzs7kfpZW1urlpYW7ezsqKGhIV7zNujQ\nIXrUQfDe3p66urq0vb0dzgdAkNM2cgRnIjI+BV/QcFatD7qSYx9yuVwYGltbW+rp6dHOzo42Njai\nyQ4g0Z+RRvYBeg4IAYjU3Li+YC9aW1sfqGdlfu6oSY0T7oFeLJeP631qamrU0tISh2iiq/CQu6Hh\ncvrw8DDqgtgvHJbMEWziMsoNbOQY4Lauri6MHg60dfnsnnbSydkzaIloILSQ6hsHwimmYs+zdEIK\nlt1BCq+QXuip9ozD5SVXGg1IQTQXa42zLaVV1g/e9kwdnuMywdfEx5A6rx03+vhYf9bUMw3YJ9bH\nxwkPpo5lnAluKCLvoT+iy17jw57k8/ngGfgv1cHwCfvDfEi1g5ZLpVLVvR0zOg5w+mCN3ZFB9PWz\nrs+NoZOmeDBh95IiwLa3t9Xa2hqfo6MYaVQwNpuP0MHz41EZN6TwvOF9a21tVUNDgzo6OoL5S6Xj\ndpQbGxva2tpSfX29VlZWJB1v4vr6ujY3N4NBAMKMnf8x1hxI1dfXh+CGoKUH29uiQJgTn0mtdd7j\ns3giqT1ygQND8ozUak9THiBGP0Ohtra2qoYqNWL8b4w5D1c7sHfPOHNjr1jX1KgBILiScEMw9Yqh\nHFxJOD2yrqwh96ChQFNT0wOA0o0CF/jQmKe9OCB3Ae4gyMfC2qRGYZb3xeneBaPvtxvaqcHnBkLq\nBXaDI/2dft8NXeYLHbLnjCEFgc7LPienCX8vq1ja19fn69/lSj2ypJd5QbSkKsXn+w5vO62gwF3R\nOfB0Y8PvCz26UQrfZAFMl30+b9Y19TT6Z7nvwyv7QnY60AaEIdNra2s1NTWlQqGgvb09tbS0BJjC\nMDg4OAiDhN/Nzc1V0ThoApCwvr6u1tZW9ff3q1w+TtHe29tTZ2dn6LNyuazV1VU1NTVVFRkfHh6q\npaUl0rG3t7eVz+fDWKqrq9P6+rrK5bJ6e3u1uroaQJ16VTqttbS0aH19PcYIbfl6SHqAJ11fkMng\nKbXSMR3u7Owol8s90LSF1GfX5w68PArqURb0L/yeGip0fwTQAxpx0mFYpE2G0NFNTU3hGGU+29vb\nVWl5+Xw+5gN/uvMRoOupPR5VSgGxy3Ce67IdQxcD5+DgQBsbG+rq6qpqfsI+uWxlvNQkYmRyf/+e\n63WnW3eUIaNcp6cGiDvb2KP9/f0q3eRjSPGEr5HLbTeIGDNrnxrKTlfIaHeoch8fA8/lfe6R8rA7\nRVIHHZ/z7BTWgd84H6BvPuN6xPfU0wz93ozd9YpnIjidIc8wutyBJ6kKL6c0Ci8xf9frfNajeNCP\nG5zwAnuAzPys63Nj6PjmpaAAMNDU1KSamprwxrDYbjk60dXW1mp9fV0dHR1Vi+jRDUna29tTa2ur\nBgcH1d3drdHRUTU0NKi7u1sNDQ0qFApxANz6+rpqa2u1ubmpzc1NNTY2RkQH4jg8PNStW7c0Ozsb\nOcaHh4cxfgdmDvSkCmE5aIdZnChotuAMkoJXB3ypASFVWnS7R4X/3bOP4ZDmYTMHB1/ORIybOQHo\n6uvrq06gh7B9vO4pQem5wZrOxZkdYxVF5EIrVSIuxFOg6/N0gYqRClO7YnOPBevOerggYr7Qa2oI\n+p75OFPw4Eakjz39cSPLI2EIZwcMroy4XFCnEaFU4LKH0ICvp4fG0/3zNUhTgVLF6kYKMoPX0zGk\nEZL0f/Yliw6gN983npPWtDEfrwfw93w8bgSnhmRqkPv6OO36HNN7ZBm/6fv+mYepaydffpaFywIv\n9K+rq1NbW1uAdHdEdXR0xGd3d3cD/EoVwwBQfXBwEHUiuVxOXV1damtr0/7+ftQ9Hh0daXZ2NhwG\n9fX1VelefX192tvbqzJei8WiBgcHVSwWNTk5qWKxqJWVFRUKBeVyOU1PT6u9vT30KFGX9vZ2HR0d\naW1tTV1dXaHPXM7AA55R4KmdaVTZwa+kqjN4uDwdM/Xec6VOLge8GKGeWeEyhCJurzFl71ynpg4C\nd+g5oIPvPT3P99Kj/tQMOT+SlYLhkzZG8megS732sra2Vs3NzaGLdnZ21NLSUgVas5wcqQHp72c5\nudI94n3fT0kPANr0vn5lGS3+f6qz/fL/UwdP1pU+g8vXIf2803TWvVxPnYQvstYwlSeud6QKTfp8\nTppb+nwpuwbVnXB+T9eNyADHkz7Hk9Y5XdOU352WwCMYYY6N0ntnGYnp9bkxdPCse/tdBxEs7tbW\nVpVyOTo6isPG6uvrw/PhAm93dzeERn19ffyPp21gYECPPfaYxsbG1NLSora2NhWLRe3u7lYJp5qa\nmgjN4Wnq6OjQ+fPnlcvltLy8rHw+r+3tbfX39+vg4EDvvvuuFhYWlMvlogistrY2LOvd3V2Vy5Xw\nKBeK0o0BiAyQjYGXCkOUiwNdD1cDCt36d2J0sC49GFHwdB88Xv58jzJ5nRCg2EFkmn7mBO6eIcbh\nRhqCIE3Hko4NS9oBp9/F2+HGCqF+92C58GetmZsblNBhKpTcWPEQtK+DG2K+BllGAFcqUH3/3Bhg\nnLyepcxOUmK+Bv4/3/Pvu3ByJeIRDy6nS2iM5wAG073nHun+nzQnf5Ybq+lnGXPWOpDCwH3S1IM0\nOuSgh7VynnAZ5oqnpqYm8vyzCrp9DfnxlAG/Z+pV92idA0c+43LlYXvpky/nLU8NBPQiP9grzigj\nCr+1tSVJ0QGsVDquEWlra9P29nbVgbmSIt2ora1NdXV1mpycjBSoYrGojo4OdXZ2RuSB7zQ1NWlv\nby/Gsre3F6kxu7u7mpub0+HhoZ566inNz89XfV5SAG0K88vlcnR+IouB11Ne57MA7sPDwzC2PLMh\n64ImU950p2fKo+m+uCzhNfR36sTg3vCqd9oCBGYdVOr/I7O5D+NJ65XcY5560fkOurmzs1Orq6tV\n95Sq2357qqQ7VDDS4HOpcpagZzP4WqfyJX3/0y54IHUmpQaU4xP/Lt93mer0kI43dVSmY/mvXDgU\nsj6fZUBlgXufSzrnVO9KlQhdarD5c1xf+ljSMThte+QvHT+0khpt/t30e85fvi9ZY06dsJ+GI1w+\npHPwMabrm2U8ftr1uTF0sg5gRBlLlU3ijByAvqeUARxgCg8XIwhcYTU3N+vy5ct69tln1dnZGelo\ny8vLqq2tVUdHh6RjBbC7uxtCDGHT09Oj9vZ2lUqlKKpHaSDYn376aR0eHmp8fFyffPKJ1tfXq+pt\nELZpvQDCMD2zATDI2T57e3vRRpNUiawITkqQaTQAIZ7lEZce9JQzHl9XF3IAQS/A9agBkRfvRORg\nzEEi4MJzWNlvhCKKyAu0UQKNjY1qbW1Ve3u7urr+P/be7EfOOzvvf2rprapr6dqreiXZJCVS1DIa\nj4byjGwDY8AXCZALGwiSvyNGnNzoh9zmKvcGcuUgd74wbGMGiWfG8CAaSQNJoxHF4dbsbvZW+95b\nVeWif5/Tp141NbmMHL0AQTa7lvf9Luec5znPOd8lRSIRDQYDkyx4NocOcxymCiPog1eMhWd6vKNl\njIMsuTdYrOkgaHjZ5efUB/w+Vez3Ce/xTGIQ1Prv9/fqjUuQ8bsK2PhAgvvzkr+XPbP/rqCMLPid\nXF7myOv838FMkXSZsWEd+fFkbfraCMYL5pX/8/vSZ2r83HvA7e+T17LGr5oHgrrgfgmOddCpMlbs\nNb9n/HP6sfJ7h8//9rr6QkLibSp7y0thYOHJtnvfJMmkzqPRSPF43OZpMrnshJRMJu2za7Waut2u\nms2mCoWCstms2U1sLlkdVAX8AbC0220tLCwoHo+bvf344481Pz+vlZUVW3uPHz9Wt9tVIpGwNeGl\nzCgqgv5YutzD2Fsve7nK9nPxPgCZX5d8x1VBVDA4Cwbn3kb7de9fgz8n7vCqEElf2btBu0XmxQfP\nwYYGXvYmXUpSZ2Zmps7xgRylIxgHkkajUaupOD8/t26wJycndj4QYDoY9/AdiURiSv1ylY0Njiv3\n+nXXVWPir6sCVv++4Ph63+jroFgjwc942T0Fr6DveNl7rwrU/TrzMkhvt/3PV/nHoHrAj3kwW8m4\nvewegmMYvN8gWPR/B+c5OG9+rP3/vey1L/tO74e9L/XP7uP7q0CRv7yN/brrGwN06MBCMaUkM9g+\nXUwwD+ABZLCoaEqAsQUAACQGg4EymYxu3bql119/Xfl8XuPxWI8ePbK0fzKZNLmbl6ggDfAsF4Vr\n/X7f7jORSGhubk6NRkONRkPZbFb/6l/9K3344Yf6X//rf6nb7U7pjjF26G7RDkvTgMSDCZ9inEwm\n9owweNK04Q9qy4OyLr7rqu8LsllBdO+ZYYr9AB2eZQoafT7bp0d5Hc8GKILB8mlOn7rn/vnM69ev\nK5vNajK50LVnMhnF43HTb6NdT6VS2t3dVSQSsTN/ksmkFhYWdHR0pKdPn2pvb0/VatXWHmOJYyNI\n8WPuMyI+6PfjwPoNjoW/ggYlCGSYT77Dz1sQyHij6wM21geB9FWsVzBj5v8/aAx9wOXvnSsY/Aez\nD7zGr7WgPIwx8Mw6AQu/g233c+L3kAcBHiAAZvzzBsfEBwLe8QWf2zuPINDw9+LBnq9duMqR8HsP\nVoKANThOwXXJM7Dnvq3RefkFYeOdNpcvNO71etYNiayGr3VgbeCbsEUoBXytx+HhodnTt956S+Fw\nWPV6fUpWjG8kYI7FYgqHL2pwms2mZmZmDJyEQiHzsSsrK+p2u6pWqxoMBspms/rud7+rx48fq9Fo\nKBqNmowNmxeLxdTpdOweg4ETz3x+fq5+v6+FhQUj4gADV2WXr9ojwf3EdVWAzHukabnmVUFVcE/7\n9/kMDXsw+LMnz14WqOGb8VOhUMjUJt4+8afX6xk4IZZBJukbMrGeAC3xeHxK6UC2h9ey3lDIBJ85\nGJBf5Wf8z1ddxAXe5vHel4HErwvcuScPkIPr4evu52Wf5z/XZ66v+iz/eg+MXpZ9Yo0G11hwXVwF\nQnyMw3u9LyK+DK4znzHzGSb/PVcRaewfMrm8jufAFwellsG58Nk6/15JU4DQ/+53zX9w/71sLF92\nfWOADsx50CCFQiFjT87Pz3V8fKxYLKZut6uZmRlbDDh/Mh3j8Vi9Xm9q00hSoVDQG2+8obW1NXW7\nXR0eHmpubk5LS0va3NxUJBJRt9s1Q8V3DgYDK4xaXl62QmUYOp+R4cDMcDisTCajVqulL774Qt//\n/ve1srKiTz75RA8ePFC32506JR4tNuAJtoZxwPjC+FAUiXP0shkWG8bSgxofVHum3wOe4EILGnYP\ngrwsAWMuXabl5+bmvpJxuapAHuCCAeA9vj6Jze3rrCaTiwxXoVBQuVxWsVjU6uqq8vm8+v2+sZme\nUYxGo+p0OorFYtrc3NTS0pLJTXyh6OzsrDY2NtTr9dTv99VsNlWr1fTs2TNzNmSBfHZHmj4rg+/2\nRuEqZxkcY/9vPjNoOP1nBrNyQSPn18bXfZc3oEHjFAQPfq/6oC54by9jdIMgL8jQApy5WLd8J+so\n2CTAP4vXK/OHQJQzPIJSNC8n9SCLz+H72afIIbnHWCxm65pn5L4o7CYIYl68JNM7AD9eBN5+TXD/\nwforv7f9GDMePmv67XX15YNPX1uHrUdC1Ov1jJ3nNdgqL5VdXFw0f8HY47Pq9bpqtZrS6bTy+bzV\neXQ6HfMRfv4JiMgm9Xo9I8588JxMJtVut9XpdJRIJOwgzlgspufPn2s8HiufzyuRSOjg4ECdTkfz\n8/MG3Pr9vp3r4de/D544myadTms4HKrT6Ri5BBl0VdDiC/I9GcRav8rmebLAZ7P95WsCrgqwgpKz\noK3is7EvPouHj/bElw+kfRxyfn5uEnUUGIwLpCnS/ZmZGXU6HYsLqDPi/DEALWM2GAyMIE2n09rd\n3VWn07EsIGAnGPAyJn7sgmCFv18WcPqx9bY4CEr8+18GYoPzF4wDr/pcPtvPbRCM+PkOrl3/Ou+f\ngyDFr4vghU0ISn/92BCD8RzECp6k86CC72o0GkokEl8BLH6PXHUFgYI0TWIHyUk/bsEzrry/9z7K\n+8erxvyqcfTz7YlX4mhPUvr3v0zy6q9vjPdiQ/tiQA4PI1jG0PoOMEiQMFQAE0nW0YaAdn19Xdeu\nXdPa2prq9bparZaKxaJSqZSSyaQkWT1NKHQpjyMrgSOAgZMuMlH1el3tdlvxeFy5XM6YNxbTzZs3\n9fjxY8sc/P7v/77m5+f12WefqdVqmfHCGWJYg4uL4ASp2szMjHq9niKRiNLptOr1uqRLsBFkAcbj\nsbGJ0nTjgyBq9/9mPH2gFtwAfL7XPbOhkIj57IZ0eQqvdzxsfIIDX0zqC4IHg4HOz8+VTCZVLBaV\nyWSUzWaVz+eVzWZt/BcWFrS4uKhWq2X1XGjgJ5OJDg8Ptb6+ruFwqNPTU7VaLY1GIyWTSa2urmp9\nfV3n5+c6ODhQtVrV4uKi1tbW9Jd/+ZdqtVp6/vy5NWTgYjw9UwhoC4L4oOH2n+ENiM8Qec12kHHx\nf/ssyVUG3n+HB2Xesfgr6Ni4WJesJ/86/zkejPB7/7meDWUdB4GMBypBwDU/P698Pq98Pm9ZOYAo\n653Xnp2dqdVqqdFoqFarTa1fD454HgKcYMDggQ6fPRqNplptwsIibwVEc3knSWDsgX+wfof7YU49\nqOR+vHSNQMlLRa+qe/v2uvpiDoLAMBQKWXOB4XCoZDKpZrOpbDarZrOpaDRqNaHM1fz8vHVdo8YT\nu0aWpVgsKpfLqVarSZL5tGvXrlnGBX/AfDLHoVDICD7WWaVSUa/Xs+B8NBqp1+uZP71+/bqOjo7U\n6XTMPx4eHlr30Hg8bvYYm80+8BJr9i7dv3hG6VJZ4Vty+/0OUGJsWcsQYj4o8vbQ78Orgl5AFnNH\nIwjssTQdVAc7b2F3eD82l65rvqMV78WfLyws6MGDB0qlUraGIpGINadotVrKZDLq9Xqan59XIpFQ\nvV43gu74+NjmCbnj2dmZ2u22QqGQAVb82/b2tkqlkskeG42GwuGwkXgedGM3PNseJFUAy94e8joP\nQoMA0StAeOagLYPAxF7xO0lT3buIdwATrL3T01PrvNvr9bS4uGhrkrXv1xcBPM8mTR9p4s+74fK+\n0RNMjAl7jy6G3t8Rs3Iv4/HY5IqsNaSJvhkOc8TPx8fH1tCJmJN7JlbCxvixw+/5ZlH46FarZUR8\n0OcxPswhz+TjPB9/+LWCHQhm+Pg8T94BzvkcntGP32QyMbv6u67QN8WJ/dmf/dnEH5TkC5V8D3kG\ngDab6KcpfuQ1FJfTUS2VSunu3btaW1tTrVZTvV5XJpPR4uKiObFaraZSqWTMvi9Qn5ubUzabNZ3s\nYDBQu93WwcGBdnd3tbq6qjfeeENnZxfnBMzOzlrQDGianZ3VF198oTt37qjX62l/f18ff/yxqtWq\nBUI+swXKjcVixuJQL+RlfBhvjDqpSTrA+EXvO8H4VCVG3kvI2PRsbB9cSZdMMs5TujA6tDllIXOF\nQtOtRTECvq6Gz8VAIoPgeXjv6empksmkXn/9daVSKXNiuVxOs7OzWlpaUjweV7PZtE0Oe4+zmZmZ\n0dzcnHXSozA3FotZwBCJXHT5g0k9PDzUycmJqtWqzs/P9etf/1rPnj2zQ2XZsDMzM5Zx49mDgNKD\nC1gUP/aekZemgQHBLGAQA8ShZ56pw0GgDyfjmEwmFYvFlE6nNTs7a/r80Wikdrtt6xuWutVq2fj7\nWhUv20NG6u/XAwGCeu8UvIMiYILhZO7IVnhpI3OTy+W0sbGhlZUV65BIRpAMHbId/mAvhsOharWa\narWatra21Ol07FmYO9YNDCzO2s8b38eeYf6DwMSTGH4/eRkm4xVcD9yXd9DYOy8jYW14Zs6DWsaH\nMQ2FQvrlL3+per3+f1bV+//Y9Z//83+e+KA4GGT7Ns6MM216qT/BmdORq91umy0qlUp69OiRDg4O\ndOvWLS0sLKjValnwgv+q1+tTQQvrgux+PB43sNBut/Xd735X8/Pz+od/+Aclk0klEgklk0kj7wDP\n2FgySt/5znfUarW0u7tr9jCdTisUCtnxB9JXa718K1xPCvggzgeffr3TxtoHhox38L0+g0IA7MkV\n7g1JOXbeE2e+K5h/Fk+6YHd43VXPQ+MGXgPIGQ6HevbsmW7duqVms6mzszNrLoGs0BMY2PJI5KJ5\nBYE54895Sf1+3+q46Iy3uLhox1yw7lKplIbDobrdrp48eaK7d+9aPERQTitn79OvIt88scPzA4J8\nAOsvLzPHtuODJU2NmXR5hAY/Hx8fGzBg3LzcHlDIWFMXR/zGXALMT05OrCsd3+vJ6GB2wj83r5uf\nn7cYk/WDX202m0omk8pmsxqPx0YsdDqdqXpkD1aw+4w7c8F8nJycWA14q9WaOgMHshZASOwI+JEu\nu6sG59crG7g80PdkpV8T+GtPkAfJSv6f7/ZqB+yE//4gUPb34v3bn//5n3+tb/rGAJ1/+2//7YSA\nGqfAv8n0sEgYcFL2BOtIwFigvV5PJycnymQy+qM/+iOVSiVtbW2Z1J4EUwAAIABJREFU8YCV6XQ6\nikQuToVeXFy0DXJ6eqpEIqFYLGYbJhqNWtD3s5/9TPl8Xj/84Q/129/+VqlUyti0QqFgjFo8HtfB\nwYHd4/b2tm7fvm1ZnV/+8pfa29vTwsKCpcNhzwgqpctFhJNDk+uNNPccDAzR8HrNOOMsXWZTPBrH\n4fBaj/R9UOUZFtZb8LA3abqmxL+fZ/NyOi/H4d594JzL5XTjxg0lk8mpotnFxUWtrKyYcaLjEYF5\nIpHQ4uKife/c3JxarZZJNdiUAGjuKRqN2hkZnJWEcW00Gvriiy/06NGjKeCGrIVuREHDwFh/Xdrc\nGxyfHeH/PTjwgRfzOj8/b8YxkUgol8upWCyqXC6rUChMMWWFQsEyi/1+X+122zT33W5XL1680JMn\nT9RsNm1dETD5DIUHNt5oeYmj9NWMjq/NY879+PA5uVxOt2/f1trampaWlpTJZMxAY4jJeHqJB/IP\n77jPzs7sHKxOp6P9/X3t7e1ZcMI68fPJM/HMAHAPToNgNTiXXtvu2bHgXPugissDLeYe5s5noK76\nHNYMY4wz+eCDD74FOi+5/tN/+k8Tf2gyl2cnFxcXjRjx2XfWdCKRMIY+mUwaCZTJZPTrX/9aJycn\nun37tsLhsI6OjszmJBIJY4MB9sjPRqORyayxz4PBQO+99562t7cViUT04MEDra2t2R4iMK9UKjo8\nPNTOzo5lBmKxmHq9nprNpl599VUVCgX96le/UqfTUbFYtOeSLu0XMi4kbqxr7y+k6cJr/3+QI8i1\nCJII1rx9Ykyly+CNQI97wl57nwSw87Wwfj8xl3wGNsITeD4g4/8Ah3xXJBJRsVhUJBLRxx9/rFgs\npqWlJZ2fn2t1dVUPHz5Ut9vV6uqq2SWIk5mZGTtXCZkffyCdyOzQcpznQiKYSqXUbDbV7/dNdlgq\nldRut/X3f//3evXVV5XP560bnZfO+fEI+iCuoG3zcxj0XcQtPsj2c8//caArUkf2EgCC33HgLuue\nWKzRaOjmzZs6ODjQycmJ9vb2lM/nTR4KSYUk0J/JchVA8wG7/z/WOvsSf8Y83r59W/1+X8+ePTPp\naigUUiaTsTXlZY88H4cIB+9nMploaWlJT5480crKipLJpA4PD833zs7Omq+mUYUfVw/ag6CV2jnv\nm/APPga7ChT5n68au6sIB9YHz+nVBJ6w8SUPvIfr3//7f//PA+j863/9ryegfQaFQIEmAKSAg6wO\nASfAAK20dNEZ7e2331ahUFCj0dD5+bltFrIbo9HICvjQusK+ZbNZY/17vZ7a7bYePnyoa9euaXt7\nWzdv3jSWZn5+3uQqpVJJlUpF6XRa+/v7evLkiU10vV7X8fGxyuWy4vG4Hj58qF/84hdmdDDuOFcW\nJgEOixMA6DWgMIi+I4x0sbi63e6UfMEXoEuakg161hzDEgyYpMtzBdgU3hBImgq+gsAHCR6fw2vZ\nRB60TiYTYzjz+bx+8IMfqFAomHY9HA4rn88rlUrp6OjIWFVYCsYiHo/bXLN+EomEhsOh9vf3dXh4\naAxRsVhUsVg05zMajbS8vGzSpN3dXY3Hl0XBH374oT744AMNBgNbB4uLi1NO3hsfPy4+0PWSiaAc\nzKeTcfT+s/l3NBq1TGAikVChUNDKyoplsmijznzBODFWZCQikYjJYsbjsY6OjvTw4UMrXGa/Mg6s\nT1+n45+J11/lTHGi0uUBmzzn3NycSqWS7t27p2vXrimVSk2l/n1xri/i9YSJX9Pe+J6cnKjZbFpN\nVrVa1ZMnT/TixQt1Op2plDqf7fei79jEc3npDs7oKgYsOAYv+9mPs18XnjkjMPDghuwVzvGquiPp\nW6Dzddd/+S//ZULG1ts/bDMEGyz2wsKCGo2G7bPxeGyS2WQyaefhbG5u6n/+z/+p4+Nj3bt3T/Pz\n83r27JkFesvLy9rf3zcGezAYWLaTYJb5K5VKev78uTHAuVxO//iP/6h33nnH6gtTqZTi8bjq9bqt\n+VQqpeXlZTWbzakgq1gs6uOPP9aPfvQj/fKXv9RoNDKwwzoOBrte1ncVkPCSH+9jfIaMYAcgyNr1\nhAC+wu81z15DNnGODPaVPUH23gOxq5hp/B572xMpHnydnZ2Z75ekX/ziF/rRj36kfr+vg4MD3b17\nVz/5yU90584dy7RQt+MJP4idVCplHdXm5ua0tbWlxcVFFQoFW2/1et3WVb/fN7VJsVjU0dGRBoOB\nIpGIms2mrl27pu985zv6y7/8S62urk41UfKSaj9XwTEJMu/BINr7bcbIgyDiFHwyJCukYiQSMSVI\nq9WSpKkMCEAVmZ/P+EN6ZzIZ1et1PXv2zFqwk3U7OTmZOs+KtcI6vcpHc3lfAfF1dnbR8RdFwSef\nfGKEeS6Xs/On+v3+lJ8g+8I69b7dZzX4DjJWkqzmam9vz7J3iUTCXsu9eaKAefQAhWM3fAziQbz/\nf++bfax4lR+DeLuKiPMZM/8ZQYLQg26/nv7iL/7ia31T5P333/+63/9fc/3t3/7t+/zbGzTP5Phg\njBS8XxywQTj1UqmkP/mTP1EikVC1WtVoNFImk9FoNJpiCQhw0FXisGhAwBkESKna7bbS6bSKxaL2\n9/et2H04HCoWi6lUKmllZUULCws6ODjQs2fPLMhjIfV6PWUyGZv4cPiiq47P4BCQEUhLl3pSnxbm\n/RhLX+gqXeqaPUMOiPASNu6NRc+mJNCE0WaMgh1BvNFAThNktP3mIVAAdPq0Mr/ns2CvGNt4PG4s\n4MzMjGmdOel7bm7ODvAbDAbqdrsaDAYaDodqNpsGEiVZRuDDDz9UNBrV0tKSbty4obt37+r69esq\nFouq1WoaDoeWnSkUCvZsx8fHajabli1Cssia8ODUZ3G8gQtKBoOb3r83aFx88C5J8Xhc5XJZN27c\n0I0bN3Tt2jVVKhUzwJlMRul0ekruROYSI4UEDzkboDuRSGhjY8OYRt9KVpo+fDPI4noD6MeB1/Mn\nyKJmMhm99tprun//vlZWVkyKyRj7rC7ZKKSOBD04XWwIf7gff3+5XE4rKyvKZrNqt9tT33WVcwxq\nlbFXHuQwBjwrNi6YYfJrwV9+jHx2MBS6rBHiZ8+s+/3oO4f5eQmHw3rx4oX+/M///P/7XXb6/8Xr\nxz/+8ft+rXi2kbGkgyNNcgCjrB0k0q1WS7Ozs7p+/bo++ugjDQYD3b17V5FIRC9evFAsFtPc3JwW\nFhZUq9WMmd/Z2VEul5MkC1RQJhDMLSwsWK3mYDBQoVCYOn9nYWHBAuR2u63Z2Vltbm5aN1JY4kaj\noUePHum9997Tzs6Obt++rc8//9wIItYpewp1AXvL738PCBgTD1rIerGH8fO815NjfBeZd/89PkDz\nPodOmtgn/zo+019X2SAfxEsyGVq/31c4fNGRLplMajQa6aOPPtJ7772nra0tlUolpVIp/eM//qPe\nfvttyyp7P0JTAhh+xhUFSa1W08zMjDY2NtTpdDQYDMzPkcWh2Q9+qFQq2TPE43H1ej399re/1Z/9\n2Z/pf/yP/6GlpSUtLCwYQePX81UEy8syZh7sSlfLAIlT4vG4AXjOMfQqEj+PZBBZGyhKhsOhydhC\noZBarZZu3LihZ8+eKRaL6fj42I6QGAwGajQaCoVCBqCwkcHn9M/i7az/PfdJvBWPx61hxIMHD3R+\nfq6lpSWVSiVJl+c9st4YQxQ73vZ7EOHBt/fpw+HQGo0Ui0WFQiHVajWNRiMDdN5v+DjCr11io2Dc\n7AlSvxeCeyP4tx8rwJb3b34PBdeS32tBEsnP02Qy0Q9/+MOv9U3fGKDz3/7bf3vfM/hcTADBcDqd\nNiNN4O5rehigWCymd955R8vLy9rd3dX5+bnS6bTG4/EUk4KRSCaT6nQ69t0nJydmWI6Pjy0Nen5+\nrlgsplQqZalLtJ9I3+iEhj4WWZQkC8wAQbxnZWVFjUbD6kVYBMGiOhaF13NKl+25/SnIPnuCwfEL\nnEXmtZ2kh7PZrFZWVrS+vq5SqaRSqaRsNqtMJmNnOmC8fNco6TLY9ZIjH9Di9HgOn10CrOKYybqd\nnp4qn8/rlVdeMSezsLBgwBIWibqkUOgi41Wv161+xjMb0gVjVC6XdX5+rsPDQz169Eg3b95UIpFQ\nqVSyeY1EIgZCkZHANBJAjsdjdTodbWxsaHFxUTs7O5Kmz325CqhI04bWB0mebQyyK0Fng5EDpG1u\nbmplZUXFYlHZbNbYXO7n5OREvV7P1jXgejAYGKNG56BQKKRUKmWMcjweVzabVaFQ0MzMjNUTBMEL\na5NxuooN8o4F44gWe2FhQeVyWa+99pru3LmjdDptzwzY5vOZY1+ULclqcXz9md8fHnyRCR0Oh1pY\nWND6+rpisZgODw9Vq9WmwL7PHvE5wQAq6FhZe5Ax3hG9bGxexnT59cT+5ruDoNmvq6Asgde8ePFC\n/+7f/btvgc4V189+9rP3ceDeUUvTpM7CwoK63a7V5mFTkYSdnZ1paWlJsVhMW1tbqlarunPnjkaj\nkdVt0KmPmgKyxzTgCYUu5DCQdDMzM1pcXNTDhw+1tramXq+nRqOhxcVFxeNxa6CSTqe1s7Nj8t7l\n5WVlMhnt7OxYXSXqhnw+b/6RWlZsnmeCGQfAiQfZ/M4HOL6eA3svTR+qGJS1ID/FTxMQ+z3ta02k\nC7u+sLCgwWAwJRnksyAtfIDP5QkHbAP7kN+T7ea5YrGY+v2+jo6OdOfOHW1vb2t1dVVPnjzRycmJ\nNjc3zd5C7OFrATQE9IBW322tUqnY+wloAYKhUMhkWtgistPFYlHNZlOVSkXtdluNRkNvvfWW/umf\n/kn5fH6KgLvqYv6Cz++JOL8X/PuCJAsyX8AegS33TOxyfn6u69evW20t2aBQKGTkdjQaVbfbNaI5\nlUrZ3pAuiEtih1arZX4RGx6UXwX968vGAQBKiUG321WtVtN4PFY2m53K9PHszCljADFKjOSJAe4F\n+409iUajJsFEqrqysqJQ6IIwZ73wOWQ4fawTnJdgLOHn+mXg38+9J8u4b+Y46Ne8wodx5N9ktYIZ\nKP93OBzWD37wg6/1Td+YrmteXhQMApDFhEIhlctlS/36jYrWkyDo5s2bWllZMemJD+Qo6uKijmE0\nGqnRaGgymZgEAAYpk8noxYsXikQiJnUCdMHG0CyAwrRMJqPl5WUdHh5OFS2C/jkkLJlManFxURsb\nG9re3p5igL1B4/0+uyNdLhjpq/URPuvlN5FH0hSiI7eju5w/xK3T6dgmY5yLxaJlRgaDgba3t9Xt\ndu27/GbzwTkbyv8epoPXAMxgxOfm5nT79m3rpEXgDkAl68D40q2k3++bFpbvwVnDiG1vb6vT6ahc\nLqtUKmlmZkbZbNZYI8CSPxgVQ0wanfFKJBJ65ZVX1G639eGHHxogZyz9Hz8vQceL88egeNbFGwLv\ndObm5pTJZJTP55VOp7W4uKhYLDbFgA6HQw0GA3PYGOHz83PLXlB0ubS0pFAoZDpz2DYkeW+88YY2\nNjaUTqf1wQcf2DkbPgvLvfs17YN5b3B9oJRKpXTt2jXdvn1blUrFAsAg0+MzN8he+A6YUxyOP9Xd\n7wOA6mQysSCGGp1XXnlF/X5f5+fnajabUwCBfYaMxoMIz+b5n/18+ufw2VR/sQ9wQKPRyEgTH0xI\nlyeo8xlekkJgeZXT8uzbt9dXL7qTSV91+l6m1e12FY/HTRZFloMaCmTVS0tL6nQ6Wl1dVTgctsM+\nychTaNzpdLS0tGRNCJCpUJDe7XbNziFZQkKVz+cN/DSbTR0eHiqTydj+BBx4kgQpHPKgp0+f6rvf\n/a4+/PBD/ct/+S/13//7f1cqlXrp+vFrlLHxwZUvSOa7w+Gw2Ue/NwCI/B4/gEwQMAmgJIgkg45M\nmaY1EFQ0PfB+6arAzkuvgr8jk5NOp6fuie57lUrFfCWvPz4+VjabVavVssz5ZDIxSTTPye9OT0/V\n6/VsvJF5813xeNy60mLfiQMWFhbU6/XU6/WUSCTUbrd148YNbW1tKRKJ6Ac/+IE+/vhj3bhxY6p1\nun9G76eD8+JJFu+TmGfmWpL5x36/bwfm0i2NozQYb9b9/v6+vQb77dcqUnWyoNRqkkHd3d1VIpHQ\n8vKyNWk4PDy0Glv/nFweFHgbzDig9qF7YKvVsmZVS0tLBsAAGeyBWCxm8moIjMlkMjXP3mb7e2P+\nIfEWFxc1GAysS+i1a9c0Ozurhw8fKhQKmRQ9mAUNPg82xscUzKdvox+8Jw88/O+9DcCPeAAb9P3M\nZ3AOgt/D5WP1l13fGKAjXUp4PLrk8l1KQLowZZKmNKfRaFQrKyvWdYQAB4MJMGFj0Z0FozOZTOx9\nbC7uge5lrVZLS0tLmp2dVTKZVL1e19HRkWV5MLycjePrOdiQMzMzajQa1l3txo0b+tWvfqXBYCBJ\ndt+euWV8WEB8HkwzbLjPBME0BANLNuna2po2/v+uVeVy2Qr82+226vW6lpaWdHBwYAehnpycWKE6\nxbHz8/Mm3Xjw4IE5g2BWgnmWNDW2PjDm9Z1Ox1iUSCRiwHJpaUnpdFqFQsGCXIDT3NycpY1ZD8gT\nCYbH44uuNKVSScfHx6rVauY8kH8wb+FwWO12e+qQWIKSVqs1dfgrumBJ+tM//VO9ePFCOzs7Bii4\nPBNGcA2IBTj6rkBBY+A/C8OZTCZVKpXM4LMu/UF1OAvYaZwOa4ysZLFY1MHBwVQw/vz5cx0eHloW\njQCvXC7r937v99Rut/XZZ59ZLZk33t4JBvc1a9lr6Mvlsu7cuaPr168rnU5bLQ6abkiF4XBodXcc\n8Mv+Pzk5sa5EEBmeOAhm2ZBi4tCGw6F1Q3z33XeVTqf193//9xbAMA+QKJPJZb0Uzoa/vVQBO8LP\nwSyTn2vsCCDey0b4LgCXJxK8PcVp8bOfB58lhqH+9vrqhe1kfeLUIbYgM4bDoZaXl80WsQ8B5DMz\nM0qn01NHGAA4eC1ZSdZBp9MxkOPlvRAtZMSvX7+ura0tC+wfPXpkkrNUKqX19XXza75mIZ/Pa39/\n37p1AsYLhYLOzs705Zdf6pVXXtFvf/tbXbt2zRoheIIEO85ax5Z7MkGazkx78MP69fUinnwcDodT\nLeLJThJ4AjY8WQSgwZbiu46OjjQcDu0e+V7e79UI0nSLfp4zmUxarIB8ezgcKpPJGCDu9Xra2Ngw\nPzkzM6N+v2/NjiB/qKmNxWKqVqsmqWWeeV+/3zfZFnZ6fn7ezs/zxCJELsCk3W4bSStddPGDMPbZ\nhN8FcLDpnpRizK7yUeFwWIVCwWpmsT80RfJEAXPNusSvI9PkbCZUPLOzs1aoD2HJsR6S1Gq1ND8/\nr3Q6rZmZGe3v71vs6Ikh1puv8fbPxrpljmhEhR8CELN/URCQneW7vJSf7/MZfsbLjz9yRMaeeU2n\n05apzWQyluGlPsb7n6tAm5ct+jn1e9hfQb/k1wc2jIYiPKcn7hjLIFj2mV9UDt5G8G+A0tdd3xig\nw4ZjwU0mE+s0Q0B/fHysR48eTTlnWHUQ8/z8vDY3N5VOp6dkMBggDATtYumg5QMgSdYti7Z+9Xpd\nyWTSisxIXSaTST179kytVku5XE7ZbNaY81qtpsXFRWPb6ALnn5dGB6lUSqlUSrdu3dKnn35qrY4J\n2pDqYJBxSBg5HK/PFEiXBWIwYiygs7MzJZNJ3b17V2+++abW1tas+w4GkY2DhKdWq005NxzGaHTR\njjgSiejVV19VuVzWL37xC8vueGbZL3K/eYKyOjYMTOhbb71lXXSSyeRUFzWfAUQ/HY/HpwAuciQP\nbjOZjJ4+fWoFkZPJRPv7+wZwYVoxchgcAhvS7TwX7TCli/T566+/rp2dnSkD5tlzb0jRo8MK+THx\nTpaA3GdOcrmc/uAP/sDGJRqNKpPJGGtEowxfGImzRB5Tr9cVDocNRLbbbZN/bG9vq9lsmsQynU6b\nkSegeffddxWLxfTRRx+ZLp714+VpgGMCF981cDKZqFwu6+2331alUjEQRvDHHscBNBoNy9iR6UPK\n02g0rFW07wyIPtmDDp9p9I5pNBrpxYsXWllZ0dtvv60nT57oiy++MMfkiRVputbKs8LBAIHAjPlm\nP0G+8HcqlbIALZ1OW00GNos9Tat5JBFeysvz8TNO2e8//wzfXl+9WL9BqQb7zwcIQYLJB9rdblft\ndluHh4e6deuW+QNsna95hMEfDAZGPDWbTeXzedVqNU0mEzsLYzAYmMTs008/1dtvv61+v2+BYCqV\nmiLyOMcnkUhoYWFByWRSvV5Pg8HAaolqtZoymYyq1ar6/b5OT09148YN/eQnP7E6V+lSdQBI8+sq\nmNH09s4HfJwPgw+Lx+OW7eh0OlNkH0QE+wpAw+so5OcZl5aW7KDUXC6ne/fu6Te/+Y329/dVqVTM\nfgFayeh6YsETc4BWst6lUsnILIJWsnZkgumsReMdjp/woJCsHBnzfr9vLb3paIf8kXUVCl1Iin2Q\n6xuz1Ot1DYdDm39qsSRpc3NTn3/+uUkug2CHy9vDUChkaxQCxR9l4NUe3Her1VKv11O5XLa1h/yL\nIJnPJIs3HA4NxBP3sH4ZS0jNSqWi0Wik/f19DYdDa/5zenpq8vZcLqfRaGR1bmQKfQbegxD2LuPg\nQQx7j+wqr4UE5x5Q/ZDFYlw9gCcu8/6DPUGMAUka9BfxeFxPnjzRxsaGbt26pc8++0ynp6dWn+TV\nTgAXnseDHH6PPfNNPvxRIN6PYRNZF5KsFTa/pwMlcZo0Hc/wzNgHv+58XHhVtuuq6xtVoyNdpo09\ng+ZrP3w9ycLCwpShunPnjm7cuKGVlRVDgehaCSAJBOfn5y1tSFo1lUqpWq1qZWVFJycnOjw8NJlZ\nPB7X/Py8KpWKnj9/rkjk4iBSzhrI5XKqVCpW6Idm9/z8XLlczuoIms2mSRpgs6SLhbOwsKBUKqWP\nPvpoimmWLgrMvWH0jLR0yTx5FsazNfzMAauVSkV3797Vd77zHd25c8cyAZ5RxAnDRAIEyZCQ5aBV\ntyTt7+/rlVde0Ztvvqnt7W2rOSJzgfQGAOqDYJ4HYxOJXJxX9L3vfU+3bt3S6emplpeXbYwJtAEd\nPGOpVLLsjZf3YNRp+9nr9bS7u6t6va5IJKKbN28ql8spHA7bWUu+/kS6PFPI68LpjkIP/fPzi24r\n6+vrarfb2t3d/QpT4oMl/7NPGwdBjgdzkUjEwNna2ppKpZLK5bJeffVVAzjhcFiZTMaAnJdTsA8A\n9EgeYEGpFzs6OtLx8bEKhYLW19eVyWSUSCQMTCLzSiQSWl1d1czMjA4PD80Rk40jCCLw9kERc5VI\nJPTGG2/ojTfemGKm0Kd7kNlsNq3uDgaQi/UzMzOjpaUlY1EBsKyVwWBg4+mBDmsFI93v95XP5zUz\nM6Pt7W2TmHhGkjmULrOTPpPlJW2QOYxPJpNRpVJRqVRSLpczsLm0tGQESLlcNnJmaWlJhUJBlUpF\n8/PzdiguzTCCYM4zhPwczPTs7OzoL/7iL76t0bni+sUvfvG+dHnQrPcfBCHUW8BqSpoiQQgEjo6O\nlMvljBEGuPvuRD5LC3Alw0xWgswRB2d7+9ZqtSzjkU6n1Ww21Wg0DNwQZLFHc7mcBfA+EwOpcnp6\nqlwuZ7LvWCwmSQb0CMh8YOjBQTCIZv+xx3zTARr7tNttNZtNsxkEiN5m8hw+wEIqFMxezs7OqtPp\naDgc6vbt2wY4s9nsFDgloA8GXp4U8F0MI5GIqtWqstmskTcLCwtWc5VIJKwGCrUBXdpYR+Px2A5x\nZN/2ej2rgcQ+Qe6USiXLFPoA23e9ZC1h21kP2CHsKKBNuux6yT0Qh7G+PCjwwStZNYrR+W7sys2b\nNw30sX8AG4wF88oYMc7MPaQptaLRaFSlUskIZV/KwB9AAnVn1OzMzs4aOY6dZqyoofI14EgUX7x4\nYfUy4/HYxo7vwMcAmimxoKbHn9EHUY8f8FI/7r3f79s8+wt7TslAPp9XOBy2w4SDmRE/X9Kl+ol7\n9iCP/Ut8hUyU7wVk8lokpJ6o5fsBM8yLz/ZcJZHzkjZvP6LRqH7/93//n0czgr/+679+36NDHwx4\nRggHw0DQMIDBp2WzdHkGC0WI0mUb4/Pzcyswx5hnMhkdHx/rzTff1NbWljKZjNbW1iRddpSoVCoW\nJJ2fn6vb7SqbzSqXy9liyWQyGgwG2tnZUbfbNdYJp8NGBIxhWIrFopLJpH75y1/a87PZPJL2ATEL\njr99YEXWx78mFAppeXlZ7777rt555x1tbGwYowZjzkKsVqs6Pj422RrdUtLptG1+34whGo0qn8+r\n2+1qfX1dt2/f1tOnT612Q7qsR8FJBrMcOD8cfCgU0p/8yZ+o2+1qeXlZc3NzFsiPx2PrvQ+jHY/H\nrUsaDD4ZPJwfWaGtrS0dHR1pbm5O169fV6lUshaVjx49sgxSpVLR8vKydeELyrDQU3OSOM82Hl8U\nKX722WeSNFV4yFrnmT0o9SlnzxhzqjrjSOBDpvG1115TqVQyDfH5+bkymYzG4/GUhHMymZhO/ezs\nTPV63Z6F50CGiJSMtYmcCuNcq9XUarW0sLCgpaUlqz+oVqtT0irWIbIwv6bRt7/11lu6e/euyfjC\n4YvC3BcvXlgGwwdJBA9nZ2d2D2S14vG4kRM47Gg0ap8DM8i69hdjARjE3uRyOSMwPMPFPuOeg+w+\ngZeXnsHKbWxs6NVXX9Xy8rLS6bRyuZzy+byNtT9zxWefFhYWrKUs6xvwycGQBDbsI5xKkGmfTCba\n3t7Wf/gP/+FboHPF9fOf//x9abo429thgkB8iwe5AIFWq6VsNms+jT2GrSVDiM+CLEOWQjet/f19\nZTIZSbIOkz5zm06nrXYFu4Rtxn4kk0kLcgleaCpTrVaNDKIlNsGNdNHGmi5XXqLnySnPlnuCBz/E\nvg+ywxz2eHh4aDJVAi4uiBkvVSWDORpdnCvE85PpoK0wneyDDILUAAAgAElEQVRGo5Hu3r2rvb09\ndbtd82WABorefYDpiUNeV6lU9Mknn2hjY8Myqzy/pKnMEwQSPpMzvSBKyFJz5t7q6qqRWcQMAKdy\nuWx2SLqsh/CZNOIeCFbsol9v2Fe+32fOfAaen/0cSpfHQ2D/ALvYJwDB1taW6vW6bty4YZJjxpBs\niSSLxaiJAxBBVmMHAZmDwcDqJsno+1plsjBI4Dc3N63eFmUHz0vwD5kWrCdCfsfZNfgO2scTO+G/\nWb/UufIzsY9fz0jkPRCFPPE1prwXUEH91enpqdbX17W3t2d72ZOk3BMXfoi147NY7LfRaKRWq2UH\n7qJo8Xuc5iXYFmrgIpGIKaogzb1sPlhGQIzAPvOgCDvyz6br2l/91V+9j8EiMKB1sHfQpPsoKvey\nk2azaQchRqNR1Wo1yzh4HS81MqS4YahOTk5MlnN0dKR0Om1sMkHz+fm5He6Zz+eNHcDw0lUnFAoZ\nIw6jPjc3p1wup/39fTNqLDJSsaQmYQ8wnhgF0n8eHbM5PMPMePnagNFopFu3bumP//iPde/ePa2v\nr2t+ft6AJectDIdDHR4eWsAei8Us00FXIQ7MnEwuTuGm4JPszvHxsVZXV5VMJvX06dOp4td+v2/O\n2YMdDC1zNBgMdP/+fQNTpJ3ZxOi32ZgLCwuqVComd2N+ySIRZOTzeTWbTe3t7Vm7RrroTSYTVatV\nhcNh3b17184coDYJ0CHJWFG+KxQKWbCPpGxpaUkPHz40aZ9nTTBuXN6J8DOAFeMCg8IeWVtb049+\n9CPl83m1Wi2dnp7amRsw/P1+37T1OAPGHjbW693T6bQBhGw2a3VHgC0cMJkr5ox7i8VievHixVTx\nflCmxRyzLm7evKm7d+9a0BGJRLS7u6vDw0Pbl0tLSxb4h8NhC7aQjfqD4pCA8YcACUkLhxPSzQlH\nBNvpnWY2m1Wz2VQ0etEO9tGjRwZqX5ZuZ0+PRiOrWwJozs7Oan19XXfv3tVbb72lcrks6UIqUC6X\ntby8rFQqpVwuZ23McYac6dRsNo1txHFw74BfOgER8Hnn51n2aDSq3d3dbzM6L7l++tOfvk/2k3VB\nIAxjizMHTPis3/n5xYGR+/v7arfbRjIQlBB4EhBhqwgyaaN/fn7RMGRtbU37+/sGbsfjsbUcfuWV\nVzQzM6MnT55Y0OjrH+jAhsx2YWHBCCzADvKpcDhstpQ9mUgkdHBwYB0QCZCCrYpflp32wMcDHj6v\n0WgYo0/wCtAhqOKYAeR2kC80ZojFYorH43r8+LFWV1fV6/Us+0xtZSKR0Obmpj777DNNJhPl83l7\nHXvFN/YB7PH/yG/b7bbVT0EAEStARlHTREbdt9Jm3+J/9vb2VKlUlEqldHh4OMX4j8djvfHGG/r0\n009N2ra/v2/1V15Cyb/xG8jBeJbRaKRSqaR+vz91roonRrm8zfAXz0Frc4J27M/Dhw/tGINqtapo\nNGqxGYQdbaGJabhvMifYbIAJ/gJ5Gr4Lsppg3b8GGwc4wRcTuHuf7JUHoVBI6XRatVrN1gZrenl5\nWfF4XHt7e9aUgLXus0+oUgDSrH2yHGSniJuow/FxDXPgCQPWBFI/smG0nfexsc/s+79Z2z5LHY1G\n1ev17IgMDlcnO0U7c08iID8k2wap4GXpkPbMByQkGSNsojRdS0rs87u6rn1jgM5//a//9X0GxKdf\nT09PraAPljWTyZh0jMBhPB7r1q1bunfvng2eP08AZEiAMx6PDVhwBguG/+nTp5qbm7Oe9f5snceP\nH2tubk7vvPOOzs/P9cUXX5ijarVaxrKQ1UEyACChG9bZ2ZmdBsxzgaYTiYQ+/vhj+xmH4NPYGEkM\nIOwFVzDlfH5+rkKhoD/6oz/S/fv3lUwm7TPIOtG84fj4WM+fP9fKyopKpZK63a4SiYQZY1jxbDZr\n0iYCa4ABTMAbb7yh4+Njffnll+YEJpOJLXKCfa8H9czX/fv3LUXMRgTIUZzImNA1jc3WbDZNKoCT\no/5ke3tb6XTaAt/l5WVrQxoKhbS5uWmf/etf/9rGlXvDKCJPQf/M/bdaLdVqNQPSX3zxhRlV/7fX\n5gMKPJPoAyCMJWntQqGgd9991zr61Ot1ff7556aDXlpampKTwLT6ei1qyDCeXj+N3AGnQLqfujUc\nE8b0/PzifCucyd7e3tQe95ICD/AzmYy+973vqVQqmVM+Pj5Wu93W/fv39e6776pYLCqdTiuZTJp2\nvV6v20nREA2ATppzsNfa7badSbG6uqp0Oq1sNmugBpvBeoTpwjkhIT0/P9fu7q6NK7IED0r9s7IP\neeZoNKpKpaK33npLGxsbxl6yL1hfqVRKGxsbVj+RTCZtvOPxuDnTbDZrwfd4PLZsNsHa3NycZWyp\nefS1VQTwT58+/Taj85LrV7/61fs+4+0DfAJjgL8kWy+eMUd+Q6FyoVAwiRNBspdPERAQ4M3NzanR\naJhEivV0fHysTqejZDKpQqGg4XBoxdKZTEbRaNQYbe7Xt4IfDAYGAobDobLZrCaTiWXuB4OBBaWJ\nREL1et2C2mBwypryPwcJAOyMz4DOzl4c0r27u2t1FfhiSE0v+ZGmmwTgKwCJjHO5XLZOaGS26Lx1\ncHCgcrmsSqWiBw8e6OTkRMVi0Yg7ahe5PGGDXAg1AfaSPUiGwdfe+fqacDhsdgPyLBKJqNFoWA0x\nGep6va5oNKpUKqXNzU09f/7cbKh0sf8fPnyojY0Na//vbRUg7ujoyMZQuuhmVqlU1Gw27fBZACvr\nMKg88PMoXXbR8jKm2dlZ5XI5s7X4tjfffNOIK/wDICjYuKjf71umBFDKemNf4XchedhXvtkA/oDn\nmkwmlq2jTgo777NXdBwFKFCfzRqDJMAfkgnymTXsBAQoWRHug7XK3iM2wsefn59PzZcnuIkJeQ3x\nDVlcT3yxdr1qRLqUhgFGOM+JbnLISDn7CLIfEEI8wLMQg9N1ks/wLfKZO2IHMk9eweXJYL/O/tlI\n1/7mb/7mfRYKGw0mCZZYkgUjDB6LeDgcan19XeVyWU+ePNHTp081GAxUqVSUzWZVq9UMARP8sxA5\nYCufz9vnw4zCdHBgJPKsjY0NHRwcmKRgNLpoTY0zyufzGgwGllokgOVEWwLl+fl55XI5Y3/T6bR6\nvZ4++OADY6poByhNS9M80+YBkXSZDfAs1P379/W9733PWEBaJzebTVWr1anUdb1etzbFpGwJonq9\nnjlUuqAtLS1pfn5e1WpVqVTK2j6n02mtr6+r2+1qZ2dHo9HI6mO8FIRnAhDSxea9996zzMC1a9dM\ni+xPKpcunHCxWDTGrtlsqtPpmNSNrA7ZskajoaOjI6tHefr0qba3tzU/P6/bt28rlUpNFf4/efLE\nmFZAE44KAy9dOvPFxUXt7e0pGo3qO9/5jj744AMLUDA4PKuXcATTzQTHfl673a4WFxf1h3/4h1pd\nXVWpVLLCYqSVSAqQ3+FsWRdI/ciA1Ot1+5l1iCNgfZ2enhp4C2YPMYKh0EWDiFAopL29PWu/jgHz\nafPhcKh4PK719XW9+uqr1iyCYOLzzz9XIpHQ+vq6ZSt8eh2DCrikm5SXqk4mEzPidD2ikBQ9v9eI\nMyfII5BjUAdwenqqnZ2dr5wbxHdJl7IJ/p/7ky5OtyabCus2MzNjmTOApGdJkbnhEP19Mf4ANoCn\nZxZzuZzJ9giGCFKwt48fP9Z//I//8Vugc8X1s5/97H18Dpk5xg2CjGwpPkK6lDvPzMxoMBio3++r\nUqmoVqtpYWHBsiM+gyPJ/mYNex17LBbT0dGREomE2X9qSnu9nra3t9Xv93Xv3j1lMhk9f/7cAuVo\nNKqDgwPLuFP4T3aSbJRv1EMQRCBKIAzzzLhI00wxdoxnwd/5zD02IZ/PG8ihJgM7Sacrz7wnk0nt\n7+8bmGCs/F48OTnRxsaGHj9+rFwuZ3VPvV7POngdHh7q7bff1uzsrD7++GNVKhUj1SCXPAHFM1EH\nJcnuFVYfVQNjRFt8zv4jCJU0pTSgux7ZdC+5HwwGCofD2t3dtSYx1FoBCiEtaJ/sg9rT01MVi0Vt\nb2/bMQjs+Vu3bpl9Yt2y3pgn7HUwq0PmCuCB7Z9MJmq1WlNyOIC3JJOOQZDOzMyYjNM/iz8rjzXm\nD4Al44GEDnDEvfh7J/NHlubo6MiyQd7XSrL9WigUtL29PaUw4diQbrdr8jbWAQRDpVJRMpm0NRIK\nhaa69HnZHJkYf4/sH0CIpK/MATYfIgXiemdnxw4K5nN8dsTPKYQMMW6n07FsFzYO0oIGF/gU3ssY\nkBigkYhv405cxziSmUN5QQbL+6Og3fhndY4OqNZndphUAA8bm2COBTM/P6+lpSUzOBhpiugxzGRB\nKKz0RWTU6HDQGouw0WhYtiIUCqlareonP/mJRqORbt68qZOTE/X7fdvosGwEFTBTR0dH5gzT6bQF\nWtQIgIBTqZShXeQ1BJr+ApAxbgSxXjrD4nnllVd08+ZNxeNx66KDTA2EDhsQjUZVLpctcDw5OTGA\nxiagEC6bzWpubs4KJGFEAHEvXrzQ9evX9ad/+qdqt9t69OiR3T9GBibF60aTyaRSqZT9vLq6ag4b\nCQBrQZIqlYrNNeyCdLm5MfAwDeVy2bIejOXOzo6KxaJltwAEnFYO03N2djYFsgHHdEkizZvJZHR4\neKhoNKq1tTVbI95pwrRy8XvWPfdPUMCcvvrqq7pz544Vo0sXgVU8HrfGEnweAW673bYDUj2zR9of\nHTcsqA9Yjo+P7TwInDPBkQ+w6YJGjRbSM57Za4UxoGtra/Z53W7XTrSmUNifMzKZTOxMp0KhoFKp\nZCfIk0njPCAO4+X+SLvDwhFI+PoFsnjeQcDYTSYTIzEAxd4g+wDBO23pIkDN5/O6efOmlpeXTXbp\nJQec14Wz5gwwnpns4+npqckoCKwBrMw5bCFMWbFYVL/f1/Pnzy1wBHRiA7+9rr7wPdhWAAZ2BfkP\nWU2ILPYVdh778NZbb+mzzz7T06dPrT0umROCDjJxz549s9rQ8XisdrutlZUVK+5eW1vT06dPNRqN\ndP/+ff385z834g/p9I0bNyyQWVxcVLVatWzigwcPLEg6OjpSJpOxZjOcR4LshEYYyJoJyH3wBSsP\nkUOg5ANJXs9ro9Go9vb2lMvlzMeShfSKBE9e0G4ZQgKC4uTkxLI2jx8/tqAql8tZ59PFxUWT2Xz4\n4Yd655139MUXX+jJkydaW1tTPB434MHFfpZk9/jw4UP9m3/zb/TjH//YMmHcIz4gSETAep+enpqN\nRbVy69Ytzc3N6fHjx3bYJwCBLMLGxob29vaUTCZVLBa1t7dndS/JZNJ8BKBKkgWja2trUweg53I5\nOzRaupQMMTe+9jBIojJvvuEGAO/g4MCyyZBZxBqAZrJhAMfRaGQt09988009ffrUpFH4Hfw1tSEA\nBH+/1JWxbsjQSxc1bTMzM0omkwZAyaRHIpeNMWKxmHZ2drS+vm5rh9jOl1dw7/Pz89ra2jLJMftj\nZWXFal69j/SZP2qUkKJ7RQKNLCC3PHkNEOd3SMcAI745iCfxGC++F5/V7/ftoFmIQUm2TiFsaOoA\ncCcGHQwG1vGQzBr7AD9PZpjmQJRlYOvYM+wT4g+fWX3Z9Y3J6PzVX/3V+34xYDjpcMKkwlyRkiQY\nSSaTunXr1hQaZ+PxuX7wyQjQTWlvb8/0jgR/BOLJZFL5fF79fl+bm5uWHs9ms/q93/s9/eY3v1G3\n2zXDwOKgJS8GnQ0+mUxUKpW0ubmpaDSqVqtlz5tIJKyAHfbCs31+0gnSpEupis/iYGgzmYy+//3v\nq1gsWkBIsEPAx2dQvwBoIHg8O7toR02HOgwNbHg8HlepVFI6ndbh4aFtDl538+ZNTSYTffnll8bc\nYTC9lliSBdCbm5vmlAmo2WQABILFUqlkjrfZbJohghmcn59Xp9Ox7jawhblcTru7uzo5uTgbCOaV\ntpjo1pH3IYUiMPHaZ6ReFIcDBjE629vbUwyhz2B6gOMDh6CxGo8vzri4f/++crmcSSDYH3wGoIVM\nBrIlToieTCYqFAqSZI6R+g8v1eK5CJ58ep4L4wwLJclkc8+ePTNmlKAaEEHR4quvvmpGk+cErDIW\nHHR6cHCg0WhkGd5wOKxcLmfEAc7Ny4y438XFRctYsd4JLs/Pz61WAcfpASjzgB7/0aNHU5IAn3ZH\nykSgFovFbL/7blnUdPgGGzw/dkC6aEfr20nDjDEXngjhb+wd5AkMHVlsxo7g/dsanZdfH3zwwfuM\nLXYV38ABu9jeQqGgVqulmZkZO9U8EomYbp7Oa9iHYrFozUC8FIZ19ejRI929e1e7u7sG1KmJJKNU\nKBTUbDb1/PlzC7YoYvcZAogedPd0Z4OcunbtmqLRqA4PDy0Q9QEz7a2Rv7J+qJGQZDJQMheMDb8j\nkEGXv7q6qp/+9Kcql8tGXCFnotsTe84Hd2tra9rZ2bEgut1uq1gsKpFI6OjoyIB/LpdTq9XSeHxx\ndtp4PDbmeTy+aGbT6/X0L/7Fv9CPf/xjra6umg304A3CgTGhDhIJFgQr64LsMR3XkK35z2RdSJfB\nX6PRsGCe4DscDpus8NGjR7p165b5OTL2xArZbFa9Xm+qrom4hgCZYwWQkRGMsub8WgekeX/kVRhe\nlcF8c4YNUqz5+XkbL+KdZDJpKhVk5vl8XisrK3r+/LmRxGTf+T7f8IFnooaUNeXJJ2JG7CwHtsZi\nMW1vb2tpacl8MVmI4XBodXAQF2Rz8S+Li4umVqhWq7p7967G48vDdieTiamIvNwa4pHv89kLyBTq\n02q1msrlsp3VR9CPn2QdjUYja1xCzMaeZL4gBIilg8oKLzUrFovWBMg3IoBcQFVDMoJYi8wg5Cv3\n4teNb2LCfEJC4uO94gmb8d57732tbwp/3S//b7owmgQLBDmkgEHSaNRx8BgfQMxodHGgF8XJ/M4H\no6Dnubk5ZbNZVatV9Xo96+6EAyGACYVCKpVKqlQq1s+dST46OjKkOjMzY5NEIZc/3DIWi+n27dt6\n4403lMlkvhKkgozn5uZUKBQsUCdLgbH1AIEF48Gglw1EIhHdu3fPsiMEOmyOer2u/f1967Pf7/d1\neHioo6MjxeNxk7bV63V99NFH+vTTT+0ATdKjyLxOT0+VTqdVLpfNORA8t1ot3b9/31grD2o880fA\nmEgkdO3aNdPxwsr4YBQgzPoAZOKE0X7DIhFMwJiy8WOxmLFhfBasCGsHo3xwcGCpYh/AA3JgPkhh\n041vbW3N5o/75g9ssDTdgICfeVZ0ytevX1elUjEDRiGypKkmHRggnjUcDqvZbCoWi2ltbU3ZbNaY\nV4Akz+kzLwAlLl+0GWQEecZIJKI7d+7Y6e+sW8AvjoMWyV5yBchKJBLWiWlvb08PHz60A4KZW2pX\nCDIqlYpu3Lih1dVVYwp7vZ6RF3w+YAsGPZfLTXWV81pruuwgj1taWrK6O///rB1P1ACyydKGw2Hb\na96mVKvVqZPukSKyj4L6bxw+7aexU8gjkMGw/gG9tMD394n9+Pa6+oJEYp1RhyhdnjWBsz48PLSz\njhh3mHuy+QAHSBZIBgJMgpfDw0O9/vrr1qIf+0zGASlpJBLR9evXp4Iczgd7/fXX7fMIeiEmAGTU\nsjUaDf3mN79RtVrV/Py83nzzTbMnrDXYanyvdEmUoJiIxWJ2hhWvJWgmuwW439ra0uzsrNXJ8nm+\nqBwJJ5lpSdrZ2dHq6qplW/1ZMfF4XLVaTaVSye6XbG0ymbTAVZJJuLe3t/WjH/1Iv/3tb6fq7iaT\niakayPzGYjE9evTIGP9ms6m5uTktLi6aLU+n0xYUNxoNJZNJA7sErL7Jzfr6uur1uh0Aim/lPB6K\n9l9//XVVq1Xt7u6anSBrS+critohAQHhgB/GaXl5eUoxA4AlQwbIwf5Jl5I4bIcnXqnhwidKMmCM\nLAubCHHIPeF36vW6Tk5OlMlkrH20b9tNzEPgD7AJZg6xy6xvOhBms1kjmfL5vB3YzrodDoeWUcRX\n8tmUS/gsObEAjUYgzyKRiLLZrMkc+R4yQPhcfCLkGGsPCWm1WrXsPT4O241flS6AMuuQzwv6DMYJ\n+8Oegszn6Ijt7W2Tx+OPzs/PTWXk1TLE0RAmxM4QJSgL+D6UCtw3IJNGKahJGGP2zO+6vjHSNdgx\n0ngEIAwITgYjhcH2jDcG19dlUKAFsub1GFImCkQJe+9BxNHRkR08hSwmkUhod3dXOzs7xkwTlNL2\nFuYBqc9odNHPvd1u68GDBxZgE/TBiJNtALx4baVnhAiUMWKeMWPRVSoVra2tGZtIbcb5+bnJ+0Da\nBFA49p2dHeu+AdOBHIhuPbQzDYfD5jglGQvA+54/f67bt2/rhz/8oR4/fjx1aJokM+7cd7lcntKo\nt1otmzvfgACghLSu0WiYYaITnJeU4AQx7DDlMGqRSETJZFKVSsXWIA6HgANdK5kfX0zIGoWxoUA/\nk8mY7AjnwHx5mZoPQGHZfOFgMpnU7du3zZj3+31rqQprRZ3L8fGxDg8PFY/H1W63LQBm7pCIIuvD\nMaN9J8gPtrhkLWKcYR6ly/oCCInbt2/rwYMHJn1Bo8yZAr5WxQN7MqS+JS9Zl4ODA9Pap1IpK9qk\nYDKVSlmggUPFeSFdBfyx5tgDdDPzQIYgzQMQikC90Q9m5pCUlctly7Ax1rSBJgAmyGM/wgp6+4dU\nl32BjaL+gEAiFotNSRdw+pPJhdw3k8mYUyar6xuZfHtNX8hWGaPJ5PKMCEmWbaCInaDAB2Ce/eRz\n6IAGy01g7/2VJMu+kE0m4ECm+vnnn+u1117TxsaGHUKazWYVj8f18OHDqSJzDzogN8juz83N6caN\nGxaM7O3tKZFIWIZ8ZmZG5XJZvV5PjUbDAAig27O78/PzWlxctGwK9pKxYUwePnyo73//+1ZkDxPN\nvZ6enloHUuSfz549szUdCoXM9x4fH2t/f1/JZFILCwvWORWyo9vtTtlmOt7xO46maLVaU3VJXBBs\nPpAG4DLGKEogx2C5J5OJzZv/v9FoZHGFtynUJnU6Ha2tranRaNi8QOCQJcKG4VN9jZAnRYhNkDWi\nViCQJHD2hLMHI1zYJT8+nhRCFsUYAcDxnTQiIiY6Pj6eOgYBXwwg97ER98nffD/xH+sK0ONteCaT\nsVbdNFcCxDK/AFGAOgf9si4hYll7rOV6vW61Qr6+FwDFsxFHUuMzHo+t0+94PLYsDxmxk5MTI+D4\nTmx7UE7o5aHEFsSKjBVzBPE9MzNj0kCkZ9gegB/jQzYKEtkTnsQx+KTRaLp1Ov6UdR9MbJycnBgx\n5DPC/6fStW8M0AnqFEHiBMPoOQnGJE1lBnwAw2L0C5eWv4AIPoc0dDKZ1JMnTzQ3N6eDgwMrxgRh\nc1Agp7V7eQyZDCacYk7S9hgS/o8JJLPCxjw7O7M2hpVKRV988cVUa8Vg3QmAD+DC5kAnmUwmLZuD\nMfZtoykCZMxoGUgDgqOjIwvuZ2dnlUql7P47nY45F9iss7OLc1U4zJErHA7b4Wz37t3TjRs39Nln\nn9k8Exh6w+RByt7engVwANhQKGTGaDKZWOE/Y4tsgCzGeDw26R4BBc6ZMcvlcmawaN3qNfakprvd\nrp1FgdPCmOI4RqORORRJBmiDTIxnhz0TFpT1YfiXl5e1vr5uIAVgiNMgzc39+e5o+/v7un79urFC\njAHdBbkfnLYH06wRjBJBNQDPgyM+MxQKaWVlxaQdPKcPujmngEAQhwXwQHojXTB6jUZD9XrdalYY\nU4I3AgDOP+p0Ojo4ONDx8bEx614Cw3dSe+RT/v61nhUFMJPl8oSDd7zSBaO5ublpwIu9CXinragk\ny8JFo1Hr1kiQwb8Zc+S3BDNkk3FAAFTsBa8Lh8Mmr6pWq7ZHfQbv22v6gughWCP44g97FKIMJw/5\nBNBmPeHbWD+sO+/7IGKQQK2urlogQzBEtjaRSOjJkydaWVkxW1Uul7W1tWUyKHzIYDCYOuCPe6YT\nFvUc1Kyxp1dXV63mx7PRrHmyARAt1MoxNvgqiLR0Om0BJIXr2FtsEMHg0tKSZmZmtLW1ZYA+k8mY\njcUXUzeJ/PrLL780WwkgAATAqkOSPHz4UHfv3tW1a9f04sULk7Z524pPGwwG9v3sKa8yYF1gjyCF\nqNlESuUZ6+3tbS0uLmp5eVn7+/saDAbK5XKanZ01Mo1sDfVF1DX0ej07v47gGlATCl00Usrn8zo+\nPlaz2bTW8zDrPoZgnCDzfLzl7awkI7cAqMwtIB92nz2BbU2lUma78Ol8bjQaNdDHHoJwJID2+47Y\nkLnhXv398nrqrgAy+DSyHNyz/z17Fn+ML8K28nnpdNqy9QcHBxZ/MQesVU8wcr5Ts9lUPB6fOpOI\nK0he816ezcu7AbS8NjgOvBaJKP5HkqlCAIBkMqPRqB2CzJpAEugJZ+JZvpt4k9pe7tnfHwDGgzbq\nzQBkXo31ddc3Buh4FtOnIz1TyYbBsLARcSYwRkysX9Q4FwYcZwK4YKDZUIAgmNR+v68XL14YCJib\nm9Pdu3f10UcfGVvF/3OPBN5MJO2PDw8PbQKZRPTEFEpK0weBefQeiURMjwlKhg3yOuBSqaQ7d+5M\nMSKkysPhsK5du2bFtJPJxRlAg8HAalk4TI0APpfLmTGbmZlRqVQyY4Hj2Nrass4cGAo2B4fR3bx5\nU59++qk5Ap6J8YIVhNXjvBuMDUYRcIdeeTy+OBQMx7a1tWWsHZIFUuh0RanVapJkhubg4EDPnz9X\nKpWy8w/m5+ftoDmkCAQvGBfp8mRpABjG/+joyGqIeD0ACVaUZ+P5AHmsewzN66+/btlHgnCydDhU\nmh/gfFutlvL5vGq1mpaWlkz6QvbCF8UTlKDfx/mgyQU8sc5g5KhFQ7ZJUE/QwZ4kKPGSFAyln1sa\nj7C2stmsHYyay+UM8ADScrmcMUKAA4pXIS1gWukM43Cl6+0AACAASURBVPfreHx5bhfG2+8/wDW2\nyddXeWmelwik02mVSiWlUimVSiVJUqPRmMpm4nxmZy8Oa6SLIWNF0Ae7S7BCM5WFhQXTmTOurCXs\nHfUDjHE2m1WpVLJDZX2d2bfXV6/z83PLWvvABxUCIB+wQItVMm+QbQB8QA9gh/b9EF8+g7u4uKh6\nva6NjQ3t7OxYe2kYf2zZYDDQ3t6eNbrAL2Jf2bsEEBRdQ+BQ+F4oFKxwnL25sLCg3d1dpdNps/3+\nzAyffWG8+G4CPewuwe7i4qI+//xzXbt2zWqOUFNADlKIT+Ya4sLXYQAOecZ0Om2yPhrXEFtgZ8lQ\nk2WByGy328pkMlZL6bOpABdIEchLgnq6JGKvpct2y5FIxArhw+GwNSOAdEBWhw2QZB1gySLQKRWG\nHSKr0WiYHz4+Pjb7zBoj6OT7IWQBmfgwL4FHIs08+tjI/5sMA7EStbvSZQdRfCYqA8Caz0oAdsla\nkOFaXFw0cIx8zZc0SDJii3vHprLPqKfDz+GrKT9AFgbBwPomZoHoJeNAdioSiZgNhxAPhUJWewRw\nYGx8nIcfwZ5AdnrijXGk/gof4YlA/A7PhD9g7/FZHuRIsowajQ5oOOLBJ/4FxQRxBhlB/CHjDzmS\nyWRsjyCRDK4V5o37Js4BYBNDMD6eNH/Z9Y0BOjDPGDkGBgYZdplGADDxbCgGmsXqZWwU8/raESaf\nwsNqtarZ2Vnr+MTGgrlCr9hoNCx4yOVydq+DwcBqBmAivNwHQLK1taVYLKZyuayDgwNJl93WQL7I\nBgBrnjljjHwHGjas704SjUa1ubmpYrFoNQroIKWLwtJsNmtjSNFfIpHQ2dnZlOTAjyUMULA2gECb\nVCyMB/8P+0TXob/7u78zRp7n5L49s4ITpZAUMEewyRqJRCLW7166bOBQq9UUjV60BIfJhE33ciq0\n7bHYxYngnBcRj8f14sUL1Wo1e2a/8Xw9EM8LSwQTB2vC3OFMvFMIMoGAcOnysLpsNqu33nrL5pBg\nCjDPuJAiB2SEQhcHmZbLZXsNwS3PTTYAg+p1wOwZ7sUHANyrz4igU+ecKM/WjMdj07LT9IIUPkwO\n650iSaQMrJe5uTmVy2WlUik1Gg07WI9MKgGoB2k4KZ6bOfMsGYDRZ2x9thF2MZhJ8uwZDiUajZps\nFKkD7VV9h0bmAH1yrVab0pYDJOv1uvb29mwvFwoFLS8vK5PJ2JrnXj34hnVFpsb+yefzev78uR38\nG5SnfHtNXz4z6jXjMOgESj7AZN2zRwjqCEij0Ysz3KrVqtnNaDSqZrOppaUlNRoNkwZD6pycnFhg\nvLi4aH6QJhvNZtPef+/ePX3yySdWq+qDE/YirCndqrxNhRzzsiwvqfEkJHYQeRUEA5lUgmoCvlar\nZUE4JBUdT6lTQT7GfiR7FY1GLfOey+UsaMI/+YCaceb92FKUFIwBLaexYT5QxA6wpyAeCFK9/JM1\nwnMmEgkDLAcHB5al5vuoC15dXbXx8cRRq9XScDhUsVhUMpnU559/brbj5ORE+XzeuvP5BjTMN/NL\nFhmf4+253//YcQhHxtT7WdY1dgrCDSIVMgBSyRMwk8lFZ00CYkACgX80GrVmCp4IBjR5SS9ZT+w8\nr8Em+2w8fs0DR0lTdSs+c4WSBluKcoc178kBanHwLcibqc1BmuZVC2RzAXMcxC5Nn08EQIPE4x78\nBYDxqhLsfRCsY7OQjhPnplIp278QfX4fSLKEQCQSsfOBKIlASdBsNu13vpEJc8b+g+jE/6FmICMM\ngcS9/K7rG+O9YLhZbCx6P1Agx+PjY+sj71EhXVBY4PwelqZer2tu7qKN9P7+vqSLgJ+g2DcIODo6\nUqPR0Hg8NgPii7q73a4ePHigV155RZ9//rmBBV9bhHElVd1sNtVqtbSxsWHsj7/Xfr+vVCqlUChk\nbLUvNCTwPzk5UbVa1fn5uYErFhLASrqUS/lAbDS66OhEz3SAEoEizGSxWNTh4aG2trYs4EZisLi4\nqGw2OyWVwxHE43HlcjljoL2+kw1GS1Vf4I4BZnNTB+RPDvaGjMDXp2sjkYi2t7ftoNC1tTXlcjmF\nw2E9e/bMDDPa8WQyaZJGpFs3b95Ur9fT/v6+GerhcKgbN26YhI6N6s92Qn/spUanp6dTh6FhmD1A\n59+eLfPMsXea8XhcxWLRfmat+ZQ3AXqtVlOhUFChUDAwAdtDerharSoSuSiaJNNDEIOD82lmnyng\nYt3hnAiK/Bkc6XTayAFfjBms0fLyRQA1c/f48WNJMuPHvsTBbG9v2173OmoyOUg+vNzLP99kcnEw\nHAGfD948ATM7O2sNSQC8PtMoXXbfY+wpGvfAFNvW7/dtfXPeEc0fqN04PDxUo9EwsEtjE/Yl30eQ\nQ40TUhbqEQG4tKJlXXgn+O311cuTUOx11gaZGAqIyZBj9xlb7Brr8uTkxPYFNWueiWZfnJ6e2gns\npVLJDgc9Pr443JjMvnSxh6hpq9Vq6vf7xo77wmefrSGwh6w4OjpSPp+3+4ccyOVyRiDgC5E6exkr\nKgsCX5/RR76azWbVarVULBa1v79v6546JNYwICkej9s5K5lMRq1WywASRAU2Y29vT9ls1iRn2FZ8\nVDgcNpvhQRC1SLFYTJlMRp1Ox76Tz8ZWAFaRcEOk8HwQHYCW8fiiGx/d9hg37Ld0EYesrq7a4Z10\n9EqlUjo4OFC9XrczAVOplAGbjY0NPX361HwPY89cS7LsvyfWeBZ8EsE7ASZrHTvpwQO+CmJMkqlp\ngu/F17I+fLaAbCHZIzJ4rBX8OyQcRf4+i+cJYDIzAFOy7h6gerDiz27xzz4ej1WtVrW6umoZfvY8\n4wjowq4CoKgh5biTWCxmYJWGR8hFAYXIvPE7PBv3yL7id4AlT6QECTc/V17WLV2A7/39fWubTXYH\n0AqZMzc3Z00UstmsNQPB3mQyGYsZz87OLN5jr/l4yAMuH+tx7x7Y8m/sH3HW113fmK5roN5UKmWy\nFYJ6tPwcYpjJZKzoTtKUTpCT3snO0OpwZmbG2h6HQiFLq6H1D4fDFtxihNDHsjGoQQmFQioUCuZA\nrl+/boEsXcHa7bYajYaxUxwy9eWXX+rnP/+5nj9/bqgXoCXJznXhsE2YDxaBZ5kxtKQSKXBG55zP\n56e6iWGMqSmp1+va3t7WJ598op/+9Kf65JNPVK1WDejcuXNHqVRKq6urWl5eVqVSsbEdDAbWJQqH\niUFIpVK6du2aKpWKATr+H1305uamgSzmR5LNYyaTMcY6EokY60eXLTYXQUO327Uaonw+r/X1dS0v\nL2tlZUWvvfaabVRke8gsGo2GgaoHDx5ob2/P9OJzc3N69uyZMVmALhwUDhAWAsfW7/fVaDRUrVZt\nTGjL/b/ZO5PfOLPr7D+s4jxPRRZFah5aabk77QG2EScLJwtvEmSRRf6TJEgQoD8gu6zyXyQIEgQx\nksCOYyCCh2603d3uQS2JFElxrolkFWeyyPoWzO/UU7dL3V58i8ifXkCQRFa9733vPfec5zxnuCjd\ner0eLA0KChYNg+lOHR1bMGQ4pCgGHDZJLc9z56Kn57I1LQe34ghhWABY1Wo1gDNAAqaHGhXAA6lY\nAHGYHVJihoeHNTg4qIGBgWCMAYaNRkOFQiHWgsgRz6TGCQVLFI486bW1NS0vL0fIe2NjQx9//LEW\nFxe1urqqpaUlbW5uqtFoxPPRJdTFwLQfHh6qVCpFNIqIMuOSmnVEflYShhb2CtKgt7dX169fj+hn\nV1dX1C3s7e3FuQWkwdRqtWDCKYoul8t6/PhxnOM1NzenO3fu6MqVK5G+yHtubW2pWq0GEIcNx6H0\nbnow56ThZjKZ6Gb16vr8RcQP0gK9lclkoi4EQspTGAFbEHS1Wk2ZzGU+/9DQkDY2NnRwcBCZBoVC\nIVrxlkol5fP5qBfBFhG9A2TSbERS1OoMDw9rZmZGCwsLmpmZCRYVMOuHcNJ2f3x8PE5CZ18fHBxE\nim9PT4/K5bLGx8cDrOGsA6hwHIhYAwxxWLq7uyPVK52jcrkc6VjYgrOzs6hTwZZjzyXp6tWrQXBy\nPwgVMhOkZuRhZ2dH6+vr6um57LYKWSop0sEA0w5siXK5DSZahCNHSjeAlfRCsARrx/1PT09VKpV0\n5coV3blzJzq50WV0cXExbPW9e/fU3d2thYWFqFnMZrPK5/PRvp91BNh3dnZGhAGiw6NyHhkkSnZ0\ndBTd78ALaTTL06DQG2ARnk20rK+vL7oQEgUlndG7eWEHvb4Whp/oB8Abu4JN9rVxB4Gab9aGTAvP\nFsC+eq03IJ85Yu8yj/6szs7O6L5ar9dDh0KM7+/vhwySPg05DXat1Wrx3m5vkX/uB+EgNTGSR1tY\nC9+PUrM5EMQdB7lTFwUJ4WUfzC2EIqUUUvMsoqmpqXhHbBpYaHp6OqJUHqlCZqi/giz0aC/RX2oE\naWf9ZddLc47O97///bcJiSFgAEm8bhQPiywpAFq9XtfMzIyk5vkymUwmojK5XC5SYWCKifAUCoW4\nP2k/UrNegDxfhL5UKgUztLW1pXv37sWi4pWjzMj97+npUalUiraX9+7dk6RQKDhEpOX8+7//exR3\nocgA+Dg6GFaMB5uGlIhvfOMbyufz4YwgpORm7uzsqFqttpy3UKvVIpLB+16/fj2ANkIPOwOw81SN\nTz75RIVCIUA584DSn5qa0uPHj7W4uBjrC9vG9a1vfUv379+Ptt/d3d2amZmJ6AF5ux7uRVkQrbh/\n/36kSHj74Hw+r7m5OW1tbalcLkdONqCADiRsyLm5uVBudFqDjSIf1dM4Tk5OlM/nIzcbgzM/Px/v\n6Xm0XtTq6Wu8DyzV8PCwHjx4oNPT05bzgKTLtpyAbj7f2dmpqamplmjhycmJKpVKOLC8Ay03R0dH\nVS6XY495xA8gD3uG4i+VShobG4v0K4iERuOyu80HH3ygtbW1MFCkfczNzUUqIA4kwMdzitEJpFVQ\nmMs+Y2+ur69HLR3GcWRkRMPDwy3pRnQ0BHDxns5Weeoejhhdn371q1/pyZMnki5TWzEuEBKcSUIj\nECJptN2ESUSH1et17ezsqLe3V3Nzc8GCorvGxsYiPWJoaEgDAwMtaYl+9hdG3uUMPQMYo3bg4uIi\nHPJarfbqHJ0XXD/84Q/fRj5JC3KGGycC2QHks3dx/LFvThSMj4+HDqONcH9/f4DNmZkZbWxsxGnn\ntJfGDrI3KDanPezc3FzUFU5MTOjw8LCFBSYtBdnnkOHt7e2omenp6YlIAhkX6+vrun//fktqKEw4\nupCUSyIG6A+i10RgAFqkCXmqKURWZ+fl4dXe4RJARXYHF/qSvZhGbQGAYAvGhZ1Cf6L7PMqJXspk\nMlHX2dXV1VLUj+6DhQbUE3nygnnem5RodD41WJC96DvsSqlUCmdyZmZGi4uLuri4CDsPsUmEHIAL\nTqAGF7vAz9wpINLA2qELGTvzUq1W45wiUuSog+3p6QlSGYKICB+YBnxDtINuZNhscMzu7m7sFZe7\ndilN7gARwcE+s37IJ7W7pK/hNIB/IMCxRaTmucOFXaQumegkjgm11+xVHHHWhDRFdASywbM8PY/3\n4//IDJkBjUZDo6OjQdYhz7y31EzBZU1Jv2Sd+R1jHRkZ0enpaXRBpeMoY/fsFPaXO1qezcL/nbgH\nQ3jaoEeoIOq+853vfKFtemlS1wAAsNdsUA+/IaAILYKBQiRkRqGlJJVKpWjtOzo6qpWVlQAM29vb\ncRrs/v5+pIARwoY1PT4+1tbWVrBLFEO/9tprevLkiUqlUuQ4IsBeEEitwtDQUERJYNtxPACyfX19\n+vnPfx5dVRqNRqSzwcywyQBKgH4MhKQogoRt2N3dVa1W08HBQbA49GmvVCp67bXXdP/+fa2srOjg\n4CBqhIikIbieGsfP2ISeZshZOxglNi3tHL0/PYItNYshz87OVCwWtbS0FDJSqVTiewBf0uVQaCcn\nJ1pfX1e1WlW5XNbFxYV++ctfxiYG5MFMkjb0W7/1W8F6PXv2LA7L4mC+n/3sZ9GmeX9/P5w/D8XC\n7g4MDGh5eTkMT6FQiDx5B/B0/MHY8sedC6JvjUZDm5ub+uijj6IFLMWz5XI5utugOGDUiLrhBDvw\nZ49RB0CtC84O8+NsnSs15pFOgRRToygHBgYieuEKHqVGygf7HtBErjyMIukxrDNRQSKEe3t7kfoB\nyw3wPDs7C9BIxA+FjUFByXujDqnZrQxZB3RgiJF1r9Niv/f29ka9HmCXDoeHh4fBWtJdjb0PeCMl\nEflkbzH/mUwmzvSAOYRV7O3tjeiZ9PmucOw1AIg7c6+uz19ey+VFtV7zIulzYBAH+OTkJJhcong4\nw0+fPtXw8LBu376tRqOh+fl5vfnmm7p3754+/fTTIKHW1tZ048aN0OOsI9kNH3/8sd544w3t7e0p\nl8vp8ePHevDggZ49e9aSxuPpv5B+3oQEIqm/v19jY2MaGhrS4OCgtra2Wor+YVk9FRZ2GKceYgTb\nLKllrtgvzvaj+0kN6unp0SeffKL+/n5961vf0vLycqSob29vB9nGWCS1RFq9ppDPoc88jdgjCh5t\nIl3IowjYtHw+r2fPnkXTAxwcr8WgdtKBIId6wq4/ffpUV65c0YMHD/Sf//mfunr1qsbHx3V4eKj1\n9fUgO27fvq1cLqeHDx8qn89rcXFRPT09+uY3v6n3338/mgnR9WtqaqrluaRj7e/vx+GyOHnod9d/\nXjjP+rA2pPtJCkxCFIW0Po7PIJIBhiMtbXBwMN6zXC5H+nxXV1c424B3MnC8ttX3XOrcghEB05JC\nL7OXOfQd/c3eYOw05EFGODAdAm1/f1/lclk3btxoidKxXvl8PjJfzs/PNTY2prOzs8ADpKCSpZCm\nuPK+kGLINHjYP8v+8qYQLr/u4Dk2dQxHWh8NK4jEOiZpJwdO8EIQ0CSHe6AXmXsnKRmD1AwuoLPA\neF92vTSODhPkoTPYMrxvcmMlRaoQzAeTD+NWr9fj1GhSRq5du6a5uTkVi0Wdnp7q9u3bWl9f187O\nTuTD5/P5YK3ZABcXF/E9SQEUnz59Gh5vJpNpAWxcNAgAZMJ8v//++1pbW4uowdjYWIQDP/7440jd\nwzFxBhHjAnBEsLzQ8vz8PIr/+S7CDDtJEwUM1fL/dCkjN5X0Gpy9lB3zNA2MPowcB0ZRSC41O9qh\nCNh8vlEIhS8vL0fUbHt7O8LE29vbEdHp6uqK2pLt7e1otlCr1ZTP53X37l11dXVpc3Mz0ns4aHNz\nczOM88nJid57770wYBSRE+Ld2dnRN7/5TUmKcOvExISePXsW6SxEI/b29pTNZnXt2jUtLS2pVCpp\ndnY2GEsu5oG1wsHD+YHxYv1YL/K2Ly4uorsbKWIYAO61u7sbNWg0niD3O5O5bP25s7MTNR++ByqV\nSgsz5uvtF3UxnrNPXjrpOayNp5cgw0SZLi4uWg6bQ0bcWeLwXd6DNqRXrlwJo0hb1kwmo7W1NTUa\nDU1NTUWkkvMacEghGxqNRqTOuPH0fPfh4WHt7+9HbRNyz7xgyKnXIrKG8gYIUK8zMzMTTLqDQhwY\nSbHviBqQtkMEmdREZ9lgZ5Ez1gXjT4ot44bdf3W1v9gDpLt4cwypCfydoCO9F7DCXnJ2k71cr9e1\nsrKiq1evSpIePXqkK1eu6LXXXlOtVtPz58/15ptv6p133tG9e/diDxEN3tvb0+3bt/WTn/xEf/zH\nfxxtlZeWljQ1NRUpccifpBbQVK/XI5LT19en7373u1pbW9Pm5qY6Oy+7V5L2CQDEqfFzVtL9wN6R\n1BJ5xY7g1ExOTqpQKLTIpnSZire0tKTZ2VkNDAxocXFRlUpF+Xw+CEkiCb4HsUXeVMXtJkAesOZk\nE1E59qxnTqAXTk5O9Nprr+nf/u3f9Prrr6tQKGhqaiqaII2NjcX+oib39PRU+Xxe29vb+vGPf6yZ\nmRmNjo7qjTfeiCMZfvSjHymXy+nGjRt6/vx5OMccar6wsKBisRigeH9/X1/72tf0+PFjTU9PR+YJ\nkX5S0+bm5qKB05MnTzQ5OambN29KkpaXlzU9PR2RKJ8zyBVkBlDL1Whc1jViy/kstgB9T40yTQ7I\nXJGkcrncUtvc09Oj1dXV0P2FQiHSNcvlsmZnZ+O9uNw2oZeRPfadO+mSwgH1vcCau1NG5gqpo+hl\nCKqZmRkVCgXt7+9rcHBQN27cUGfnZbMM8B3OI/qBOiSwArrZ6+Lo3IYt8ZQ9dxYY/9nZWZwx6dkl\nYEKv49zb24sSCXdauDdrDBkPTgNngjvcOYQ0oGbJu9d55Jj95RlAvnfd9nJ/1u4LdfSXfuJ/yQUD\nTS0AipUF9txQwBDKFvBJrjFGmwJsUnc2Nzc1NTUV6Wqcl3PlypVoAUwLZBilrq6uaFIwOTmpra2t\n2Hi0geWEXcKQUrMwmZx5WO2joyMtLS1pfHw8wrLkOBLdWV9fD+EnHO7F2wBrBASv19MFvIMUIXE+\nw6Fp5IxfXFyoWCzGKfWErIeGhnR4eBjzi/ftXV2ccZAUOZg4MKTXoHCkJhB3UAnrxWe2trb0jW98\nQ8+fP48UCp7HCcDj4+PK5XItXapu3Lihb3/72/rJT36ijY2NSOmanJwMp5iTqjn7BwBw/fp1lUql\nKMw7Pj6OqAlnp1CDNTk5qfX19WBnyS3mDIlisRgREpximETWEMeFdXGnh7XFoUX2Od+nq6srUptQ\nxLTChBCgffD5+Xm0liYkjsIDMHHvtbW1WC+pGdVwZtQ76yB7rCegmlqY9fV1HR4eBnuMUZGaJ6qj\n5EgZJUI0PDwcxpv0Ds4lmp6eVi6XCyM2MjKiYrGow8PDqOPC6HJ/oh2ujCE0AEEYFU9zQfl3d3dr\nY2NDpVKpxalEJ9FAAGekVqtFZMWNAsWpc3NzunLlSoyNJgfIskf6XOnv7+/r8PAwGpb09fVFXjhr\niSzxnhgL9pen/KBHX13tL5wWjC9nt7g+80Y57HMAXVdXV+wB5LG3tzcK5+v1uiqVilZXV3Xt2jXV\n6/WIqHZ3d+v+/fv66U9/qrfeeitSTCUFmUSU4A//8A/18OFD3blzR6VSKRoRdHd3R7E9YIjsACIR\n3d3dQcKRznh4eKgrV65E2tDKykqAeGSRCCXRUfQLBAZkHAATgAMQY3/zfWwY+/fmzZs6PT3V2tqa\nenp6IqpFSh46lO95ygxMttQs2GZfk8LjkW2IwO7u7tA97qBi54jq3759OwCg61Lv5DoxMRH7d3Nz\nUx0dHZqentbR0ZEmJia0tLSkyclJvfnmmwEiHz16FGnEFxcXevbsmSYnJwPg37p1K2p2VlZWJEkr\nKyvK5XJBljkxubq6qouLC929ezeK5VdXV+OASCLlpE6i23Bkkbc0eknEmXovmgngfONMUCqAniSq\nAhkL+O/q6tLa2pqy2WwQjKS8Qe5x4CekjUdyPCtEakakGLvXj1YqFd27dy8cYycheRdqrJBrHGp+\nhx05Pz/X9PS0JIVOJiJPijGRnGw2qytXrqhUKqlUKoXDSRQGxwesg83y2lUcF96VFDnSYD0LymWX\n+1K/yf+doKZNPRkJNI9gvdA/RMvcUfJarMPDw6gfHB0djbpWD2J4NMnTEZEz9s2vc700zQhglD3v\nmbAegJjICcIgKSYQZ4Z/s6FIa6OVXqlUisMEDw8P40yUsbGxKMgiJxRGljqO3d1dzc7OtoQUAbKE\nbtkYKFVSxCjwJIJy9+5d3bp1K1IIqFvwk9wBlLAhbMbj4+M4b8BrdxBaV0g4bWlImq5rGEsiBqRW\noPiy2Wyc7QOg9hQpqXmauysyNhibjQIznKS9vb1QgEQBnFVYXl5WpVJRvV4PQEvolfkYGxuLccNk\nDQwMaGJiQrlcTqurq3r06JEePXqkxcVFDQ8P6969e7p161Yw+xRDZrNZra2tqVKp6NGjR1pbW9PQ\n0FDULdXrdZVKJRUKBRUKhQD4gPyLi8tOLdTCTExMBIg/OzvTL37xi1DEGCAABzLvaWGSWpQQoeTF\nxUXt7Owom73slkZ4l3olAC3yg7NJyguH0qFUUIKEizmrBrni8rEBKgjrA6i9doZc85WVlVDg7AkM\nCeddSM0i+ZTx4T2npqY0MjKi2dlZ3b59Ozr38V0KjHO5XIxxdHQ02HJaY8JO4iDB4NVqtQB9GE0i\nqdz/7OxMi4uLkWrqBhJHCTKC9XB9xvPoVrixsaGVlZXY7yh5UmBxspB3WFqMGfngtVpNlUoljDmy\n4w0tnGnnGexHz+F+dX3+AsgBIqVmgwL0vXcpRB8jD+g2UiaRQToWAXr39vbC2RkbG4vmG/v7+/re\n976nZ8+eBQnAWUwAQL5LStHIyIjW19c1ODgYzQ2IerL/nDBEV9RqNZVKJQ0MDCiXy0m61CWkR9L2\nmIMqiXjgOGBz0UPoVreJDmKcPEPvoeuZW1KMstmsNjY2wsGq1+tBKjgTjPPh9QOsmaeh8T30F9/z\niBM6kP1Yr9d19epVPX36VPl8Ps42otsYpAU1RhMTE5GVsb29LUl644039MYbb0RU/ezsTD/4wQ/i\nUG06v/n5dtVqNepjIdFu3bqlra2tSIk/OjqKKBdz0dnZGXZsdXVV6+vrGh8f12uvvRZyCBnCXLAu\n7hg6wQy2IMWLNaVOxSOO6C4HuuClRqOhycnJkF/el46Sx8fH0TAFPYx8ePq82070Hj+TFA4tY/cM\nEeaAZ/Du1INKTdsHSYEeB3Niyz0SxH6CZGIuyMSAaCAN2uvaiHRio9xhcUee96P+jgYcYA7WD6yG\nDaI+0zOFeD/WirUg84Eotts+nBb2CVlAkK/UaXFkC4GD1N6wLmB7/o+j+uvYppeGpiPlAsYXxwaF\nhcCgUKSmcsNjptiX3vp4nRyQCPu0sbGhmZkZTU5OamNjQ9VqVaOjo3rw4IHW1ta0uroagOnk5ERj\nY2MRNaA1NYXtpHWRpkOhM2MDeKB8hoaGIjcZ+/EByQAAIABJREFUpcxnent79ezZsxDa3t7eKOr3\n3H0MFQaBje8Fp6Q9eW45z00NDI6IF3iySUqlkm7dutUSWgQweSGZpy8QhZJaT1wHuNXrdRWLxRbw\n6/njKM1Hjx7p7t27EZUhqoXyJOrieaSFQiG6GfX09Oj27dvKZDJx7ggRNJ5zcXERkT/afwMwcACP\njo5ULpd169YtZTKZaPnL2FPDenZ2FqlfpDYUi8WWonUH8swtlxsUPitdKuxHjx7pwYMHmp6ejhOM\nkQXqT1Cs/f392t7ejgM3Se0jrQ0HGzYXxhkAw+XGzo0gzo2n43R1dUXq1ccffxzRSRxalLikSEPk\nnT2/lwgOa85ccLArTB97g4gQwARW7fz8XCsrKy0pktlsNvLLcSBLpVKQB65/kE1ass/Pz0cESFKL\n88IzSK1jHzHPRLvQAdTH3bx5M+rwSDshlYj5YH/h5OBEUUy7v7+vra0tjY2NhVzzLugJwC1Gjfny\nlIFXV/vLo2ue8gXRQrQeGYAIYZ3QC8gg+wmbRkek/f19FYtFTU9Pq6+vT8vLy7px44YWFhb01ltv\naXNzM9K82OvT09OqVCrq7OzU3bt3tbCwoHq9rjt37kQjl8nJyZaaSfQmQIYaCIAV3b+obSuVSgH+\nOIAb++ftX73OwQlB1+/Yddheojqe3oY+8wgAdra7uzsAPeNsdzHXXO7coFv4OWlK6CocOj6Pvkb/\nra+v66233gobxPc4ZPr8/Dx0KlEE6fKIBvTo9evXVa1WtbGxEWmBOzs7GhoaCqcRp4E24tSN9PRc\nHlje09Ojx48fK5/PR9p2V1fzXD3O7Orv71dvb68ODg5UKBRirfP5fDQM8jol7LSnO2LnPQ2e9WFf\n7O3ttaRyIwcetWPfoBexb/v7+1EPjK2iSRM6DWyBznJy14k41hOHiv9T33Xr1q0WkgJSyDMZ+Bv7\nsru7G51PydRBX/tRGZAdyBb3wrFiH42NjQWZOzQ0FLYcp4fIkachM8/uaHiWROqcch+peQA9+ID/\n8zPWhcwqUsPBzegCbDGYBWeJ/UH0Cwe9Wq3q7Ows9i56zy9fS9YWOfx1bNNL4+h4OIxJdGcBoI5A\nYxz4DkqZNsOwDZJaDiyr1+txYu3g4KBmZma0vLwcXayop2BDshGmpqYiusEiFIvFYBwIS+KFegGr\nhz1RivPz88GMoSCz2ayWlpbivVE0zAcKBUXqIIXcTgARbYS/8pWvBKPGxmCczAvMI+xbZ2dnHPp5\nfHwcdR6w7765UCAeiWCuPYTKBgS0Li0ttQVYzh599tlnunr1amxsADjMEQ6Op4rs7OyoUCgEwMjl\nctFeGtC5vb0dxhgmHtCHUd3e3tbjx4+Vy+Ui1YD/7+zsRN4xOc1pNyAMcS6X00cffRTzlrLqKGEU\nkhfrs5bMe2fnZVckusShmGBCkDeUGAoS0EUeMe+PokORMycYO8bqSglQwDhhplB+sFmVSkUff/xx\nRAxh6jyyAMuHckROvSXr1tZWtOP0MwvYV95MABkjBQeDt7e3p0KhEGdPEa1EFqlVkpoHBMNmoXz7\n+vpUqVQCRDLnvAv7FSDn0WVn5EgRgJ3e2tqKM70mJiYkKYwKwJlxcG/mIZPJREplpVJRsVgMomdm\nZiYisOwzQKQTC5AgrxydF1/YHcgPZx7R687yeqRUagIM6iTGxsbCYS0Wi7pz54729vZC33Mg7fT0\ntG7duqWlpSXlcrnIBgA0EEkhpYl6s1wup97eXq2vr7ewrjDqjIkoBnLrNQt8Brnb2NjQ17/+9ThI\nGlkmikx0Fx3K/Hi9B3sJ5ndsbCxqEZhX7Bs2k8gVIBg9Rk3awcFBSx0ohArvjHMPTkCveT0vqamQ\nHoBt1lVqdvXkXUZHR/Xhhx/qxv/U09CMCEek0Wi0tJPu6OjQ7OysGo1GnL3z5MmTeEZ/f78ePHig\nTz75pCUdGvvZ1XXZ2fT27dsqFovKZDJ69OiRenp6dP/+fRUKBY2MjKizszMaLLFGksJp7u3t1dWr\nV0OWkAvWm/lyvU80BBsBcAcTuB0FDPN5HEA/ZoK1xZYTKSU93TvNQb6xh0jPhuz2iARy6/vTU38h\nIzs6OjQ5ORndcz2jgfX1WjDuyd7MZDJxrhTkFe/tEUuOPZCaKeDME2UO09PTKhaL0bwDbMf+JL3e\ndTSfkRR24tq1ay0RNY9i8n5eC+0ZQthO5B8biAxRy91oNFqa+HjKKM8lIoQN7+npiQPC2bfurHok\njnuwN51s/bLrpXF0ULoYc3LIHcy5QQGswxoAJjjTY3JyMtjrZ8+eRW0O3i25lOPj47px44Y2Nze1\nubmpoaEhTUxMRP0Fm6qjoyPCcCjXwcHBOMtieXk5vF9n6h2kIszVajWKCnFOxsfHozECoI+0AvJk\nMSb+vijk1JlrNC67dHE+AUwMdRLMLWDQw4ee1tTX16dqtRphUVf4/n+v/SDvl9xRNgtePhESFJ/U\nDF9yMV+fffaZbt68GSHT6enpALhEA6TLzQ/LcvPmTZXLZQ0ODka7zWq1GlEYco+RNQAyueWNxmXO\nMGzrxcVlsT9RGpSPyx+OeHd3tzY3N6PTSr1ej1xjZ2EYM+vF81M5dyDNHD19+jRqqGhaQWSR9WQd\nSTkslUot74VSZQ1QON3d3RG1dCXE2qDUkDva4XpnnY6ODj179kwLCwstRfAwwLzP0dGRNjc3NTMz\nE8qXeaK+iJA353tUKpWomQNYssd8HqlFkKSZmZnIJS8WixHtwhEEdDIP7F0MPFHk+fn5lrMKWD/S\nDXCk2RteTArog6lmvxClpbsVKS58F2OBHPA3YAA5YN6KxaIqlYq6u7vj1G035BhR5oMUXY8ovrpa\nL+yAEwpc6HTAqEdUneEk6guA2N3d1ejoqAYHB8Pu0HWPBiRra2uam5vTzMxMHEJIdBb9RQro5ORk\ngAsabwBsaCGM88X7cOH0I8c4xOhu5Glqaioa5bhOR+/63NCcgXlwQoo6RgAvBAc2j8g0kXZPxeFA\nTeyMHwXBO6NfaLzjXaYAkKyT1GTvsa/U5zB29pwTBoyVZi7UMSIDTth6ZgBpPUQTIIeGhoa0uroa\n9QzMKzLk7Z89kk/9EgeoYt/JjgEj7O3ttdhCiCKIWtcBKZueZnJwYR/9IE/AM/gBmcDRxyllbNg8\nJ/gA7ER1WEtJLXZL0ufG6QQUgBkblMlkVCgUdPXq1RZCDyIQEgHnDxsKRgP4E80Cc/EcSAMwps+l\nf497EsmhVhtHgvfwujeIbZ87iM/9/X3Nzs7q6dOnn4tCQixAwLCPpGZzKK+hIwOKzIydnR2dnp6G\nPXVikflHz1Cr53srk8lEy2s/pB5C2bO4fI58X/8610vj6Ehq8Y4xHExqqnB8Y6IIJcUkcQjbxMSE\ntra2Iv+eSA7sHA0MJiYm9Pz581Bcw8PDwXTgmLjA4YDhIUvNPH3f4IyrVqu1tKUlt5UD4i4uLvTJ\nJ5/Ee+7v72tsbCzYHgCdOyMoaHJJnZFpNBoR3cjn85F+Byg+OzuLxgM4lV4fgeHiPJ2RkZFQRt6A\nAEFn7TBk4+PjkU+N4YeBfvr0aXyeOiSp2X2D8R8dHen58+ehNOl2RxtNDKenIXCvwcFBTU5Oqqur\nS7VaTTs7OyqVSi1FsB5F5LnZbDZaMJMDTwohHVTYqOQau/PNQZ27u7vKZrORauKsRbp5PfzOuzMf\n3FdSKKWlpSUNDAzEycsoLAwN/85kMpqYmIjQc1dXV5x7AIAghQ3wgJH0lBt3bhgHLJ0XV1MnUq1W\n9atf/Urb29vBJGFQUMCwfaTp1Ov1YG8BW+wlan9Iz4FxJX+ftAHSGnmepABGN2/ebDljB6fQnRX+\n7ZFPdAkMKmPz+cDIOtA7OTmJkD1K26MBp6en0V715s2bUT/B75x14/4wm7w7a4ozNDk5GYwuXYFg\n9zEgzBMRKoiTVxGdF1/oCI9eewQXvZUSGVwAefRtqVSKQztzuZzW19cDQABwcEZWV1d15cqVSIed\nm5triaqyH9CxkkInUR/iERPkDyeflLWBgYFgpamV4zOrq6v6zne+EzU/2Az2CnoD3eq1bcgVKUDI\nMs4Oh+kCLNm73d3Ns0Hq9cuzSBgrqd6QH566A2vuuhQAy75hLbggckhv5wwVr/VwvdzR0aGBgYGY\nV5hwoq9OKlBH1NvbG2nEOEK0NqZR0dLSkvL5fDyPumIK9nEKarVadHtlfJJaHNC05gicgl2rVqst\negwbgny4LGMLPD0KBw2HFqLo7OzysPSJiYkA1jixfX19n4vgw+5Tt3JwcBDkHUQTcnt6etqiE92W\nIN8AbN6FOejr69Pi4qLq9bru3bun+fn5+BzyAgl0cnKi6elpbW5utpwrJ6nFNvNZzg/C5juR6fLP\n95Bh9hH1pZC5vrc9eum/I/J1fHysubm5WM80msPFHmA8kATtSDDOcUL2iMKQYUC6Ic+BYASrk3KI\n/LDWtGHf3t6ODqqQF+xp3284dO44vlBHf+kn/pdcfsYGzLhvKF4eJYFwepqJK9ejo6MIoc7MzGh9\nfT02Oh4uEQFOYB0aGlK5XNbMzIwGBwcjnQAljRDncrkolpuamorOGF6M3NPTE6H2Wq2m9fV1ZTKX\nxcScT4Cw5HI5PXr0SOVyOXJlKbTGicLjho1G4J1lAggzF/v7+1paWtJrr70WYNc3DIawUqkEUz46\nOhqAkhN5qRHA+fFxSc0D0ABqKHsOt/MUn4ODA73//vuRH+7sKGuJ0urquuxCVygUNDs7K0nhHMGg\nuaIbHx+XdKlUiObhENBphFS8/f199fRcnuJLFz3Ady6Xi3fK5XLKZrN6/vx5HAwHW356ehoOdEdH\nRzhCNJS4deuWPv30U+3v7weD4e/HXLoic2PqaV4OpKvVqhYXFzU4OKhr165Ffq/nFXuNUSbTzB1n\nbYjwnJ+fx/qi3DBsKBv2GfnFEA2E8UmZ6OrqinOgHj9+LKnpeGI4eUeMHednARZ4XxQe3+d3nZ2d\nAbJShyVNhfR7UlApSZubmwFcUaYOZD3qB+v56aefRhe9lNlEbiA6ADjb29va29uL3GT2Cuuatsxm\nfXh+ejkR4Om6sL1EJHHuC4WCzs/P42DY/f39uDf5+ugM34evrtYLu4GcESHgYj94SqDUBNCSQj4B\nDnQk5MgBojjoeQ4Fvbi4iPNiIAMAKWknwmw2G+cqzc3NBYhG93gGAKQTh1nihEBWkKdfqVR0+/bt\nOMQW0EFqGNFsbCpgiTlgX/jPIAtpADI9PR3nxUitdW/e1ZFmCZLCNtDNUWqNIvCeOJBOaJHyNzIy\nEiCrq+uy49fXvva10J2SWtbZ7RP3QW/zrinrj0MF240coN/BFrVaLewO4/amFeh0omQQfScnJxHR\nhVREp7vT+MEHH+j1118P/cl5S3ze39OdOhwN/72P0UkwJ0CPjo40MDAQjVfQ2cgBewjbBXEGgeCk\nmqdSIpfsN3coPRrJPEHSlstlVSoVffe739Xm5ma8MwSSk+k4TDjvlAy4o+DyNjQ0FKUDqayzP9wR\nPD9vdr71FvXYDuYYHOMpYtg4nKDDw0O9+eab2traCtmHAOP9WEPWCdlzmeZzzB9OCba9UqmE8+r3\n9rERzfF3Z8ySWup2KEPwmiBIeAIc3hn0y66XxnrByqJkUW4AXhSVpwxh3Jl4Nt/m5qZWVlZ0cXER\nYXdCtHt7e9rf348wck9PT3SaogC0p6enpT3i1atXdeXKFY2NjWl8fFz37t0LEH3t2rVgwwFmtACe\nnZ3VW2+9FSzc2NiYZmdnNT4+HsKayWS0tLSkDz/8sIVx8TxHlAGRLk8RAuxUq9VQfgCZ8/NzLSws\naH5+Xl1dXS25zN3d3REdYV4kRWteiqY5HwBBZOMCmFBuDsJQQBQbsomGh4f15MmTOFVeUssGc4Xq\nzAPFqjh3MNMoVZQTG5aQOooRp5nvovwBk354a2fnZXHu5ORktJWmzTSGhUI9zofp6+vT9evX1Wg0\ntLW1pUajoXw+r46ODi0uLrY4qSgBB/GEhJlnd3AkhQFzY7K7u6uVlZU4WG1qaiqAPEob+cepwVlB\noZA+wfsUi0WtrKxodXU1FCJrDLu2v78fjvHS0pJ2d3dVqVQiSrSxsaH333+/pbsZyt3Xlf1M0T2R\nPTckRJdoEkFXGMZNlI86Khp4kOJBUwkPy3vR8dHRUXREYj8w56ShYbQfPnwY48L4Mcc4VDhVzFOx\nWIzzmjDGyNDR0VGcbwLJc35+rlKpFCAAHcM5EwBlNxz1ej3SFtlvvb29yufzkVZyeHgYe4EUDM7I\nQvbSKMSrq3l5vSLsuqe1EH1EttCRsPDoFYgtWr/n8/noPimppR6EqAyRn8HBQXV3d0dKFYdJo7sG\nBgZ0cXF5TAD1pBAR6AzGxPcajcvDqD1awudJMz06OtLNmze1srISv6M+FjtE5AfQA+BK09nQnQA4\nHCuII+aNucD5AqjW63XdvXtX9Xo98AKOPvp7aGhIHR0dQWISbWDPYE+7u7sj4tzT06Pnz5/HIcQ0\nMvGIh0d+sSVeW+k1SJCCztwTLYIUoRmKs9nYBMbLM3EWHSSzlg60AcHIIgda7u7u6pvf/GbUZhL1\nYh252kUtsPMenXDWHUAOwYqsbW9vR6SQjBUHwWAXmg3g2FEjjd0/Obk8XBx5R/8hWy5j/EHfIyOV\nSkVPnz7Vt7/97ZbMA+TUu2M6iY48e7odz/CIl3dWY94gkEhnJC2S1DXwIvOCvgdDgXVYf5c9GvKs\nra0FfiPV2dMV3Zb5eImOeSYS64+T4+u0v7/fElXz36EHJcU8HB8fB74C3/H7RqMR9gwikf2CLXNS\nGGz4ZddLE9GBjUcYWGRnwB3UutFnY5MaUC6XVSwWtba2pmvXrgXwJNXF61LIyZWkK1euBGtP6lg+\nn4+DKjFaLO7w8HB0oWDxCbcTYuZ0YkCzAwvyMd955x0Vi8WWGhUOOu3r64vUIjYhiw84g2mA9UOw\nzs/PVSgU9Ktf/UrXrl3TxMSEtre3tbOzEwaZjSQp8igpih4eHtb4+LiKxaJ2dnYCpNECk7QInxfY\nxrGxMV29ejUUMOkAP/7xj6PhAkyKGwffOBiwTCYT4U6YfApe2bzkq0qXIJo24jdu3Ijo3dHRUUuU\nDufRU/7Y2CMjI5HexZkWHR0dwTKgYMlh5zusD1G67e3tACEehWTzokxTZzFlJqVmKJow9Pr6uj74\n4ANNTk4qn8+Hk0ftBkqjWq0GQHHGFmNIvRrON//GiA4NDUXnQmrUMPTk33Z2dmpzc1Pf//73tba2\nFmNknnAc2Mf8vb29ra2tLY2Pj8f8uRMK4+VphDgsMKToA1eulUpFtVpNAwMDLcW0pKZg3GBgAWtu\nHCAmnj59qvn5+SicJoUMUMflTj46ZGtrK1JhMXKnp6cqFApqNBqanZ3V0NBQpM7gUDthgfz43iai\n6U4f0TiA8OjoaPwM44gzvLq6qlqtFgb91zEm/79enqbGmruDg0F2Jhxg5NGOzs7OOM+GlGKczYGB\ngQBHgHzWF8cdHUJ0CT1OWomnikAC+rlojUYjTqQnbZTGHaSaIG+QF/fv34+U6/39/SiwHx4ejqJ6\nzyKADOOZgE70PHODE7+3t6fFxUXd+J/T5dHPzC1RZkAg56gg5xwLgW3gjB0iWxB8nZ2d0UiBs6uo\nAVlfX9f6+rr+6I/+KKJg6D+pCfwZu4PSvb09NRqXp8kPDw+HE+Q22G09cgSrPTAwEOnHnGtH1gpp\nV4xHUktdE3IjNbttYTc4ruPg4ECPHj3Sb//2b+v111/X/Py8nj17pq997WsBbN2RQ5alZgMGl+00\n4u64TGq2Bj86Ogq7Mzg4GClKTlITtSMifX5+WZt5eHiomZkZVavVcISpG2HdPUXQo//gRVKDj46O\ntLGxoTfeeEPj4+NaWFgI8hKnEEfAr66uriAAsUteAwtpxPMgFZjPNH0NB390dLSFgJIUwJ5oCu9F\nZB577WvM0Qy3b99WoVAIp5XOhMhe6jBQdoE99Ppz5LqnpyfS7RkTDZlYb+aL/e1RPBxcL4vw2jiv\n3XOdia5Ep6JDfx3blH377be/9EP/G65/+Id/eBuDkhZ5k8vJJmYDItAwoCwkEYpisai5ublQaLDY\nCB7PgX2nUJvWzN6BDYDHGB8/fqxM5rK9a7lcjoYBgDrGfHJyovX19fCy6bo2PT2tiYkJPXnyRI8e\nPQpgQ07v0dGRcrlcdOegEw8bCyMqNQUawYAhxhnc29vT2dnlIZfUArgQIWC3bt1SLpfT6Oiouru7\nA5zV682CeuqZeC5A2dtBbm1tRT1IV1dXpI698847+uUvfxlOaaqkXNnyN4oWA0Y4nroH1iObvezG\nw0YGJHZ3d2txcVGFQiEUFwe0coYSrAxG6+zsrKU4nEM0U1A4MTGhu3fv6tq1a+F4jI6O6s0339Tj\nx4/13nvvRYG9p4C5gkbZoLyZDy43Lh7paTQaEWkaHR1VLpcLR9qVS3f35WGBN27ciHVFmdF1EOcO\ncOFrQkOH8fHxGAMAhhSEoaEhbW9v60c/+pGePn0a3wfgOWPphhRZZe/B2h0eHmp/fz8Yp+HhYc3M\nzCifz4cB4h7cV2qeD1UsFqNQFDmBiSf6ShRnZGQkgBCGDz0yNzenrq4u/eu//mvU6yFrOEp02ZOa\n51Zw4VhNTExoZGQkFDgpe/l8PlIYGo1GNMvgGaSoetooew4HB1IBB5Wxp+k63oFtb29PT58+DWJg\nZ2dHOzs7+qu/+qv/8/9Gm/9mXQ8fPnzbHVr2CemNGGpnZvnD3kJHE3HMZDLa2NjQ5ORkAASptcNi\nV9dlx0DSDjs7m50Ud3d3I2UJYALxRk0hugfAmclkolvb+fll4wp3+mmVu7Ozo3K5rHw+r1wuF2Cz\nq6srUrCoIUvTLNkDDoZw0lOmllb2nrngLD86vFAoaHR0NOywZziQIt7Z2RkpyZxjRuQHDIGNgdig\nO+TKyoru3r0b7X4h5oiwcXlkinRj3g/dwruiS0jRJq0Z54Pz1q5du6Zisajj4+NIJcNRwPGB6IBR\nhwza29vT+Ph42D1k9PS02fWx0WjozTff1O7urkqlksrlst566y319/dra2urJZ2R9XO7CznjBF36\n+fT/YDDOnyPSztjcnkH8eBc99gcXRCbzyXy7c+LRCggsSbEv7t+/r9XV1cA6OCTsNXQujilpmdTI\neLQN/EWEEltCswcnPrg3zopH5lNHi3mDxGJvYjeYCyJ1N27c0MDAQBwK7E5SOwfWHQawL/YOcoFG\nHERxaASErXfnzu8JLvBmV9hMbDBYhrFhn9CbaRome6ujo0O/+7u/+4W26aVxdP7+7//+bX85gBIG\nmgnmvB0WkVxlBITiMlJhcDgwPOQ+s7CkowEkAFj826MO6+vr2t3d1djYWAgTaWhbW1sBwHp7e3Xt\n2jVdu3ZNu7u7cTo8XjNtNVdXV/Xw4UNVKpXYaDBvbACMCAKLwfKaIQSHaJV7ydJlahZtGWk968wb\nAjc5OanR0dGWs2YWFxe1vLysnZ0dTU5ORoSAegUUbrFYjJzuzc1NdXZ2ampqSjMzMxodHdXjx4/1\nH//xH1pdXQ1jRt2IRzi4mEsYA9JzMIgwGBgWzxcmr5UDYTs6OqLItqPj8qySsbGxcORIryOaBMDn\n7AkaFwBcOFAT0MFBsMjY0tKS3n333Ug3gfH0kK+/szc0SH/HOvJdFCj3qdVq0WUJYOx5wThydGqi\nCw2ODcxnpVKRdJkPzvkPKE2ev7u7q+3t7bg3gKC7u1sPHz7U+++/37LviJq67LozAGOJM8T4IQt4\nV3K8q9VqNE+A4IAZpTaK3+MAuEMtNQvxSeHIZDJRy8d7IgcXFxd699139ctf/rKlBg3AgZJ2Fhei\nhvEB8ABxpANRM8ScQq74/vf9gXEhRRWdBnAlEgDwRX84MJIuOxotLy9rdXU1uiWRhvnK0Wl//exn\nP3ubNEFnPwE0DjI9akE6DudKpVkIe3t7mpycjM5tfI89SoohqTyw9EdHR+FwSJfR/4uLy4MIt7a2\n9NWvflWfffZZtB73KJSkSD9B9tELUuuJ5l//+te1urqq8fFxra6uRqQoBXIpyOJegBrSJmF0+R0s\nNSmspI753qfonzQmGpdwyCpMe7VajcYhp6enQTqRdnh6eqrR0VGdn59rbW0t7l8sFjU7O6s/+IM/\n0EcffRTrSDQotU+uM0ktzGQyUas5OjoaOhNHDjtOhB2iCTxzeHgY3UTpwDc1NRX6nVQgb6oAOcf8\nQN5gk1ln9Nrg4KCeP3+uGzduRIrx8PBwODS8m78nDoZjCvSbpM85g3yOCBapSQB8dJhnwJTL5XDq\nz87OdOXKFZ2cnGhzczNqaLPZbDixYBcIAR8vTjT25Pnz5+rs7NS3v/1tzc/Ph/Owvb0dtpn9yPt6\nNAv9iZOP3PIsZMi7MjIunCLkgNrw3d3d2O/emIJ9j/0+Pz+PLnU4g+xZsNy9e/e0uroa+gG5SrEE\nF/9mnKyDp5peXFxEK3fq45AxnB2cI+6HDHCGJGm+9Xo9MihI4wMP4Mz6AaNEgvxzYJ3f+73f+81w\ndP7xH//x7cHBQfX19UX+uwN/qWk8PLTNRvRiXtLDLi4u2z/CzDcazTNLEFSiDR0dl+d6IDDd3d2a\nn5+PFLSxsbFYxJ2dHU1PT2traysEpVwuB0ijiH1kZKSl1TACzxkH//3f/x0tIScmJqIAixApzpEf\nFEpOMoytpAgJ83xXTrABjLter0ezBQSb9B5CouVyORoorK6uRsTq7Ows2g3CxnuOLXnfpILt7Ozo\n6OhIjx490ve//31tbGyEEiI1A6FmfaVmcwNPKSNsTWohLbPp0EIYGCVAmBWnGHaGgsfj42ONj49H\nswEAKBu4q+uyWUOtVotULWQEY46i2tzcjHNY1tbW9NFHH0XKkOeguhOD0uJerKenq8F0IOfIAGAB\n2aMl+djYWER2iHjCvnIQKg4B6TA7OzsqvpIEAAAgAElEQVQRHicNslarxdk1pCWSQulKvbv78qDR\nhw8f6uHDhy3pK0Q9PO+YKISkWFciOF5Q7+lA7FMO9aTAn9qecrmsarWqWq2ms7OzcNQAgcwrBpoI\nI84woMqjTJAYz549009/+tOQL6KF6CVAkKck+hqSyok8ewoTbJ2kSKlJ85pTJpH1ki7rRiRFgTpt\nr92hdp0Hu12tVrWwsBDtu9nzrxydF1/vvPPO27DmjUYjUg2pwfB0TBhf9ijpxegC1ojavnK5rPHx\n8YicY/BxXCASqDv0WklqB2gvLV1G56rVqu7evRsHQ05OTsb+AgRxBhz1D/V6PWzV8PCw3njjDS0v\nL+vi4rLuJ5fLxUHcEB2upxgT74at5uBtP+MD+wQpyL5iD1+7di302u7ubpwRQno7YAuGGZsoNc8M\n6+vriy5n1DGAHUjnIx36zp07evbsmXp6eiLl2YEtfzz9FQfXyYXj42MVi8WojyMagN7u6emJuhEw\nze7urmZnZ6Ow/Pr16/He1A53dXWF3eWZkFGQOmdnZ4FziAYNDw/r6tWrOjg40Keffqo7d+5ofHw8\nUuHAGZA3klp0rkes3OEDGINLpKbNZt2p9cDp7O/vVz6fj4wZ7omNQRboXAYGI3oxMjKioaEhbW1t\nRYogGNEdSfQvjvFXvvIVbW9vt+h5mjvQJMidJN+rpHcTFSIqRTo+74s+QLZYX98fkHX+c/aCk/hg\nAqIbPA/CjrOG7ty5E+dBglnZ4+gg5M4jO1Iz/dFJFzKXsHOkq5EOhwOHLUSvITcQa3SUJMIJWeOR\nQ8/GopNuoVDQ2NhYkKNkJaGbfmMcnX/6p39629lRB3aE2dKFk5oF6bDpCBBMMQBXanaycuECgDUa\njQgBc/+1tbXYjJ2dl6fgUquAcPX29kax9+DgoIaGhqK25/T0VEtLSzo/P1cul4s0uufPn+udd96J\ngzgZF11aYBsQTE8VwlCxwWFzxsfHg41KGWaU9OHhYbDek5OTmpubC4NB7jfKDGV1cHAQXelgI3Z3\ndyONj1oI5hNwhgHa3NzUe++9pydPnoQiIPriQJF5Z70BbK5weX96x6MkPR2LzSU1mQbaE+Mk8DnA\nPUoUJwhHjlRGokKE1Zmn3d1dbWxsBIBZW1vTp59+GsX1HrJl/P5/1soVImMkj5b1c+fdc6cBVIB9\n2EDIAuo3UBqcezM6OhrOAAwy7yddAoaJiYkWp46aLMYgSSsrK/rBD34QRhhgDtPL+/IuOJFp2Bpm\nk9bkOJEYA1fW7DvYUdp7svc8Fc1TIGAOnTkjxc1Z2Gw2q5WVFb377rvRZhaQ62k37rx6aoEbFGqm\ncCrI7YbIwFh5wSpON+QCuosmBo1GIxop0LXO9ST7hHuwn87OzrSwsKC1tbVYL+kyvWNvb09/+Zd/\n+crRaXP913/919tE0Ds7OwOouQ1BbjxigcPjKW3sW4AhtsdBFLr48PBQOzs7UV8FgOvuvjzriqg7\nhBNNUdbW1tTf369cLqdSqdSSBoet6e3tjbz73d1dFYvFiKreunVL1Wo1mmgQaeVQbE8RcnvhBeM0\nGOA+1GkA1CG62FfsJaK0tEtH77A3vGajv78/DiQmBbSjoyNsDHWu1Bj5vudMtCtXriibzUb6Nccw\neJtqB4kOUtOIN07b1tZWdBydmJhQZ2dnkIAAOWQJ5wfbSKQO4IrOJ/qCA3h8fKx8Ph9pTjhm2PiZ\nmRmNj4+rUCjo448/1re+9a2IIhLJRgf7e3GxLi7nOLTMs9txSWG/3J6naWycgQbod7IT4paDYiVp\nZGQkarmOj481MjISjWkgIknvxH7v7e2pUqnoq1/9qrLZbKTosi+xQx5FxRalTRUkRU0VNo3oGXb/\n4OAgWiWjV3kO60JEw/UA9tlrnMAnNOcgqwX7DLnIfnA9zv5BHlx2UxzlDZpYJ+wGuGp7ezuiMuAx\n9BykuzvBpCA6+cc7exMDSBv2b7VajWgu42cOeZff+Z3f+ULb9NI0I6DWAiGTmsLBZvSwLJv+7Ows\n2HsPw/L9zs7O2DS+Abu6uqLDWLFYDIA3PT0dhZnj4+PBLhOabjQacTjX+fm53nzzzVBIDrxhqgGU\nQ0NDKhQKevLkiT744IMwWHi3GEtXOK5cnOH2aAiePqFFB8kO0FBM5XJZjx49ikiV1z709FweNre8\nvBwpQLwLp8qz2Vkn2keTBofjcHJyotXVVX3wwQd6/PhxS1Euz/L0KDa/1Cy6T9MGfI2JMo2Ojur6\n9eu6evVqywGsjIl7eHobRoZx8PlMJhMpFp2dnSqXyy2F5xRWDgwMaHl5OVI8ent7tbi4qMePHweY\n8GiN1FqMyzv62KSmscGZRVnxf+bFUwk8jWF+fj4U0oMHD6JpBLVHsGmAbdj8RqOhiYmJ6NpHXRis\n4NjYWOxRV2pPnz7VT3/60ygWdqfCgQDv7SkpDgCR0Z2dHT1//lxDQ0Oam5uLujrfD0SrSMeiKcLw\n8HCk6hCRQXZwKjAKu7u7khTMtKeLnZ6eanNzU/Pz86pUKrG/eCZj8fX09/bIkNR0IqnT6+7u1sTE\nROxrClM5S4N967LuXdvcOfRIN2OBTSf1AfDKflxaWgpWGcKHvfHqan8RAXACjr8ltZzphR4HNEjN\nMzScuGD9hoaGwuHFoUFPDw0NRYt/wD77DN3J/3Gy6FxVKpWC0V9eXlZPT0900KRt7Pn5uSqVSowd\ngo7zlQBQRKcnJibiubwPF3oTG9BoNFqcBZ7hOh5ZZ/8h20QkiFrhyNMtjWgxmIGmMejo8/PzILaw\nxziodKmbmJgI0M37YrfQf56O5+QqESWpNeIjKYgXCsmp5yElD4LO04t5J7fhDsZ5N+YPEggdwt4F\n0N+5c0f1el0ff/yxLi4u9L3vfS/O9PJ0NuTYx49M83wHq+AyJ1u5kGf/DtECWgrjXEJKUXfsDgZ6\na2pqKuqLs9nmeTvYZvR0Z+dlV1zqbyHr3njjjXB6+vr6tLu727Kmfvkauy719Myenh7t7u6qv78/\nbCKyRF0LNsQBOu+GridaQ2aER1mZR/aGj4Pv0HiIui6cQ49KuVy6g+5rDh6TmnWBfX19GhoaiswW\n0v1xsLC3Pl53fN3BS/eGRz9ppgKG6+vriyNbuDf3QCa+7HppIjr//M///DaLjMfIonjBFkpfUigb\nqQmCXZEC9FkAFziMl9RsaY1C5eRglBG51hi0gYEBDQ8PR3hxeHhY1Wo1Qrne0pgCxUKhoHfeeUcf\nfvhhjIPIAkbRx4vQIqxsRIQKBYGgp3UerpydlUHZem0DYIjNALDKZrMh+BhwnJvZ2dlwcih6HRkZ\n0cjIiDo6OvTJJ5/ovffei8NBCWcy/ziTnjbkm9GZMwx5Gn6laJ0uYZIijAyjSI0XLIkXeGNUmFdC\n5kQK3LFzQ10sFrW1taXu7m4dHx/rk08+0fz8fBykhQFIc5sZuzM4/jM2dCoDntsuNRUzSiAFxRcX\nF8GYENnBSJDawX3ZZ+5QMR/sKx/z+fllpzTWtlKpxLM58TtVeB7JSmXa15SoJpEIoqhpSpykIBXY\njx5JpH6K9ARSQPmzt7enarUaY/XUgeXlZf3iF7/Q8vJyGFdkJB2v6552cutRSU/b85RL9hPgEHDj\nabmsE5/HyeP+yC56z9OCqENbWFjQ48ePI02RcTcajThE9a//+q9fRXTaXO+8887b2AP0IjbKa1Ac\nCKbkBRd7ixQQZ44BVtyH+xK1J2rihAFySeoOKbmNRkObm5vK5XLRVRSGFrne2NgIe3vz5s3oCEca\nnUfbM5lMOOO+B1yPwdr6AbU408g+toi/PQ3XbRu1uLC9ZDm43mN+0noDQKGnjR0cHARoHh0djfoe\nzjwjfUpSEIkONBkjQBUHxPWc1Cych4Ql7QcQTKTG7SY4w+cg/YP9gfH32jscUbINtre3VS6XNTEx\noevXr4fzAHHMe2BHXE+n7+QRSGfk0S9ul1JHARmCwCUKDWEFce36sqOjIxxxImvMi9TszAUxzV6g\n0RSRwJ6enhZyGhvuY02vdk6OrzsYDQcOQgPnn7X3tDrkj72CrIKl0PdOpmEHcTA4J4sOnTjmzEmq\nX9K9mb4zNsKJLo8ss8eRF6+bdeziMiGpZc+k8uCENqQmETpq3iEnXN5Zt9+YZgT/8i//8nYm0+zv\n7aHN09PTz7Xi8/SXdLIdFCFk3JfUJHcAYIrYNIAPL55mU6L0cXBoudnd3a1cLhcGD/BEBOXnP/+5\nlpeXw5B5XQYKBgbAQ4kuKFLzcEIUA0oCAUIJeYof/0bJkQPJ2Sm016SGww9po9kDTMbAwICmp6d1\n8+bNAGvDw8PhUBC1evfdd7WwsBCMnTulzoY6eHTDypWmSjgrynwQrq9UKtHpg/QS0oUA/TzLHeCU\noaV4ks+SdkEd0uHhocrlspaXl7WwsNBSe+Qh13ZODpf/HyXKeFE0rlTcIeE7TgAg79RilcvlIASy\n2Wzk8+MYYOAoCAaIuyOJgcAY1Wo1PX/+XB999JE++eSTSFmU1MJmtTMWzIm/B4YgZYE4xBZ2jjoF\nHHXWCCVN0bGzWvv7+yqVSpE648ANJg0Dw5x99tln+vDDD+MsJGcmWTOff19DxuZr7nLAnqOtKOTC\n2NhYFHGy35BVjCR7vbe3N94b4+P6iX2TyWQCHB4cHGh+fl4LCwvRfYtxA47pRvTK0Wl//fCHP3wb\nXSc103qo+XKSwGU0dYC5XP4BX8gydo/W4MjPyMhIPAOwh853YsJrT7y1POkiJycnkYqLzaJrGU1V\n0ih0O+cmjWQgo05yuN1y4i4l3/g+8+D6n3Ggm0iPI7UauUdfAoxHR0dVrVZjnXAMRkdHwxGklTH7\nivpL6jS8rsAdOicNU2LRU5FJ8yGSQqqTE2G8M9gHwgPZQQ/TlY+GENQ1uqPi5DCHkhMd89+1i7y7\nvKYA2VPXPDXNP+vzA8h30O6F8mTAoPMA/ejpiYmJlpRe3k1qHq2APIANsXEzMzOBu1hLGh+Ba9o5\nOS96F7dR2A6eiVPf19cXMknnS9LWU70AVgOLeMYOz3aihLTP6elpZTLNphc+/19EFKd6h8vXmnck\nOwqb7w6urz3fZ9xu11MniLGgq2judH5+Ho3AJEVmCd9hb2ODv6xG56VJXaNFHsyZpBZBcCAqNdlf\nBxeujJ39pRAMhbO9vR3nGORyuWDpyIUk6pHNZoONgJmQmow6oKRer8cJstJldGVhYUFbW1vRsYzc\n4v7+/qjv4f14R5gkPG2Ex0POCBIgDafGnRj+oGw8vMnVaFym4+3t7alQKGhxcVG5XE6zs7Oanp7W\nzMxMvBv1K17gTd0SyowDEj/66CMtLi5qa2srwL/XQgD46Fzj6QxsGo/guIHECeVnvrEPDw+1u7ur\nQqGgmZkZDQ8Px6GfZ2eXp9vT0cOZK6+L6Oq6bIkNqD44OIiOWBy8ubq6GkXd1H75eN34YVTc6LMu\n/n8AhTtK7vg4eHAjxPiRFfbN/v6+njx5os3NTS0tLWlubk63b9/W+Ph4REhcLgDVvgYYEVi4UqkU\nHfiKxaKkZttYFCOsojNYXICB1HlLwYJHUp8/f67Dw0PduXMnDuzt6GjWqrjzglyxn+gcyNqwl91B\nAAQUi0Wtrq7G4Z4ONNAhrBfyw+98Hd1ApuCH9z08PNTa2locPtnX1xfrkq4xKQSuE1JWDjnz9AHW\nbn19XUtLS1pdXY3GEM7k0vzE86dfXZ+/kFuXBYA6MohcAwqdmEEOkE2XWw7AlRQphtQ2UrcDQKRR\nATrX06dgQDs7L1sZ0+Sm0WhElzZkB8YbMuf8/DxYY49k83lPLUKWU9n39Dzkknlirpg/3t+JFb6L\nrWfupNaDCNEVHJLJ7wDMNOyA4CJ9E5KOaFD6vnTXIgpDxofrAsbIure72I84IYBhSKjd3d2IBjGf\nRAlyuVxkOqRpYq7ziAhBjIJR+D81MKVSKXS7/0FXpY4N843Mp46sk1Q4Zl4X7Z8j6uHRPGqrmO9i\nsai+vr5YG2SHuQXoejSQFM6zs7NYW84wkpqHf4MlGSPRU67UNvEz5Mtl24kKxgRRTFSCmlEiVsjr\nxcVFSw0o3wfPIRc+d+yvi4uL6DLnDTdY59TepE6rj9vfjed6Bgn3wXZSgkCkhXu6bkizcdxp8t9f\nXDTredirXhPNe6VkgRNBX3Z1pN75/9br93//9xteqIviAlyQkkMeu7cXBMzweXL92DRdXV3RDpJw\nqzNEY2Nj6uvr08TERMsBXhcXFwEMJUVYD6N3ft5sV9jZ2alKpaJisahCoaDnz5+rVqtFESJGyLvF\neNG05zI7SOIdPWzqIUMUJQKIseV7bCpJYSg8H595YAy9vb3K5XK6deuW7ty5o8nJySiMazQacfL0\nyclJpMCVy2Wtrq5qdXVVhUIhUi1cCTYajWAxqCNgjFJrTQdOn7MWnhfqG4z5coMBk0Mb6ampqejo\nwYF4yAsdjzgnqL+/P95pY2NDq6ur4RTWarV4Jul4rI07nlJz0/rGdwDgjAvgBQXiDCZOThrJ4uLZ\nvL+vK6C+q6tL+Xxer7/+uq5fv66JiYno5iMp1gnjfHR0pFKppL29vXDu1tbWIq0FkIyRlRRKKY3q\n8DsH6D5HqTFxto53HR0djSgiZ8+wfhhU2CLmGMDC89NUQLr5lMtlra2thU5wpxOQ4AboRWRKui4O\nIkgB4P903BobG9Pt27f14MEDzc7OBnBlLBSbOuBi//BvoqXIHg7/5uam1tbW4oRyB5DMSW9vr549\ne6b5+XnIiFenhra5/u7v/q5Rq9VaIg0AVampn/gZewSw4tF1dx4AzfzcyQ3YZ2peSFvzTm/oO6nJ\n5vs9YP+r1Wqkh3hnv46ODlUqFQ0MDAQRxd5xMI8zxLlwyKLLvpOErgfRMa67cCqw8xxi6g5Tqh8B\n1uxz2qqj+4jk83kiP5KihoforWMHj7i4Pud5rKnbKRyh9L2YK+qBWH/mHf2U6jzGRgty5AICkfXN\nZi9TycFBpN55lEtqdp5jTVId5UCyHYHGePhsKr9OUKGDndFn/KwbtgIsJjWbbpCiSDkBzjw2kXEy\nF2dnZ5HyB/nKPgAnemopuCatq+Lv1AFkDX2PpngLWaBcABnjvBmid+wjZJ2aGpxrZN3JV7Bld/fl\nGW/U/vg+T50vJ26RL1+vdH2ZD4gvrwl28qCzszM6M+K4pSn0/iz0BO/kDRhwxL1JE9lDjMkJI/Ai\nuvTP//zPv9A2vTSOzp/8yZ80WFBqXdgkCIYLP4VsDg481MWi41Sw+clpRTEAMHkWgLi/vz8O2MQj\nh5kh9Eoqyt7enlZXV+MsGTqS8TwMDow3hobuXQAXd1bc40ch8W8UMaCJz3mup+f9upCS6+2OAvPn\n4eFs9rLzz9DQkMbHx6MbTTZ7WfhO2+Xj4+PoQkfY01kmB7kp28DceKcNUvpSZoNwrkcAWAtnNPk3\nV0dHR6QpdXRcduSZmJhQX19fNDKoVqt68uRJsAs4xRSwI1MYf89NdufSwbnUNE44A2kYGyOaMjH+\nDqny9X973jbf9wghc05BPO+ey+V09erVSGGjpgxAsLi4qCdPnsThqig+X1cMgO8fByluXN1wIr8o\nPoCFyyHy6cqcGrB8Pq+rV69G+3bkAcYYsA+bhlyzX6nxK5VKcbCoO93+TmlaEvLJOzgr6tFHnwM/\np8EdWAxAX1+f8vm87t27p7t370aXJmQeg4ksAa4ZGyBvd3dXOzs72traitbbfAc5YowOIB4/fqz1\n9XVSe185Om2uv/3bv20Ajl03sbdYX9rDAuy4Ojo6ImLsNTmAQcC21Gxe4dFh31cObhx0uX1wQtCB\nOk6A6xd0sKSwTzjTgHnYcO7N85Ap3pfnOZAGmDno8ggZe4nvA4QdoHFPUi2lJpHD3nf9wpowJ4wh\nBZY8xwkX18+p3naWGVvjF+PERrie94igg1bPJuFQWCJC2exlgwgYcScOwTTMGXiG93Fnwx0af19+\nl0aeeRfWuR2YZdyAedf/Ts6lILxd5Bisgo7EXrvsSGrprMbYnFQg9Qrny51IdxachGu3fu7Iu1xw\nL38PsBsYhu6IHtnFRoPpvLTBbTc2B8yG3XKHGduJDnAnzdeP3/vl74GNSUlH3pc9Ce7x7raMwT/v\npARyjY331GreGZ3jcueOp++XRqOhv/iLv/jNcHT+9E//tAHQZJJYKM65YXLTaA3vSHg3FUhfVN90\n3geeVq6e3gFrxMI7wIStQGHs7e3FJmWMKK1sNhtpBHiw1LQgCKR3uTB4lAKGmef7PEgKgfSNheJz\nR5E/UlO4pabSTdlF2CiEj2exRlIzlY97ulLk355e4waA9B2iPM7U+xgB2/zcoxeMLTXCKcvExdjY\ngBgS37Dtvtff3x/397Qhf19X8Mgdn+XeDl74vhsJT3lzB8+VmgNqNyiuRPg9hs+ZOY+Y+dqxj3iu\nf7+7+7KtLU6tz6cbTJ7rRpKfu2Pme5zPs/95JvclWgQooAYFIzA4OBh1SLu7u5GXzlySPw1Jgf5w\nZ8CdHI+KusPqrLenILHerK2n8rhy95+zt6kJHB8f19DQULSp53noCG9A0Gg0wsGpVCpxoB5y7PvO\nDWL6ro8ePdLa2hpRyleOTpvrb/7mbxrodf4wp663ANbIh4MsJ6DagV6pqZfQ5UQ++DcpzzwXueB5\nLrvUEPB/P8AvBVjYCGSVve9ZCM6+40xgJ1x3eUqMAzB0JT93fe1RnzRl18m/VGdi01zG/bnMaYon\nvMOXj82ZfEgdbD9ry75h3R1MuhPnYM2Btc95+v903jo6mi2Q3Tnyz7hud3Dt90aOUiLOnY8vAv/t\n9Hg63vQ7ft/UpvoYHNi63fboC99Lo4PsMWQhm73s6AbG8vni8nf1/czv/Of+Xh7R8fGzLzwC6jbB\n54iaLeSWd0rnz+ehXSSJ8fj4fY75nH/HvwvO5VmpvLgD41gRO+okNnsW0ie16b6nmDt3Jv15fIff\nQ5pnMhn92Z/92RfappemRoewNAYA5YPjAaPmoTAH43zHOyVxATK8PS4sAkqVojIPR25vb7cIvC8I\nbUBZFE5bd5YLpYiypLAaoEknN/7f398fXXZwerwbmtTKzLKRuD/GL2WemTPySGG23eC6IUqjKylI\nSxWVG20AIePyje2Gs7OzM/JZXSm4c8rloNjZDGcCU8fIHQPG6c4Lc+ZKke+7wvDvu3PLuNN8VeaD\n95TU4lz6O/m7MX/+f+7lTqVfyLGDLwdhKVPiDJW3beZe6b/dCAF+AB78PmXsnJ1yhc84fP/6vmKs\nABzk0B1mQDw/d/aL/zPfrksYawoq+bkr3XRtnGFmfpkPvy/zxHuhs1LFnq4N+4oIqUdq2AekaiAj\nrheJVLmMOHBjLO0iq6R6pA79q6v1cgbXSTbm1Rl1T1dJgYLUCoJwlL8InPhZFXQWdBDupBhys7+/\n3wLS0xSi1KbxLOTJCSDel2JxIgw4TrC91AD5PuG92WPMmZNCkFhp3YrPhe9nT1PNZDKRzse7OFAi\nzYm594jU0dFRnLnmRESj0Wz8AeZI9z17lPdgrD6GVP/wO/89887lOojvup5xfZ3KVOrkOfB1UJtG\nJ9IaG+6bkmmuI1yntIsCSc1Mh/TePhduF9I1Sh0kbB0kAM9wvUgWhsufjyvNZnmRzfMxpuN1Zxb7\ngC52mXbdi25OgX7q+KV/p/dLyc50/KktbmfTkIcUL6Wf8fG7babm2h1NnsM+dplwO+fr3M65c7LW\no9Pt5Ce9XhpHh8Iy71QCgyQ1u0x5pAJlQoqapBYDzyZAWWBgfFN5lIOiaqItFxcX0Q7w4uIiDg/M\nZC4LtAAPCBYXiwX4TQ0g7+PnLWCQAN4cEAYQQsDoMOJgMwWHHt6Umuwxz09Pz5XUUg/g4f/Dw8PI\nHU5ZDkktp/ky/+RbwzBzP6JbzBfG2B0GHFLWzJVyGoJ3wMbzfWP65b9PFViqFFPjk4LTFJj4Pd2o\n+/jaGSneyWXTwYXLVqrYuF+aQuEKCuXi78//3TlMHRupeVYE+4iQPI5Gevk8ovi5XMED1B0E+Ds6\nIIcl86iLAzRnidwRcwfF9z5/+zNSooSfAcqcRfafY8j5nq8l8oh+cQLE39v/zdx4Tj06gbQOlyta\naLvT7a1aU2cdefO6C9qz/zqG5P/nixPnmUvXQw4AXY6ckXUSBxlzJ57LHWXOu5LUEsmhBSu2Smra\nPN+b6f5OyRTfI05keNtiJ8vq9cszbWjRTDSJdKHR0dGIlvJMJ40ajUbYaO7rEW8vsPd9w/k8vJen\njLojyTP975GRkejWenFxEUQnEVRqBNxhZY+k6dTszVSfpraG7/jvGbsTdamj+aLr1/kcMsmVAleP\nsqUX8+ggOrWHbv9cl6dA2sea2hv/O91D/p6Mtx1Y7ujoCAfUbb5jCP7P/XxePCPkRY5NO1vaDt85\n0ZraD9e7js08S4IyA7dhqc5u55D5nLiT4WNzG+Dzxzt6FlS7d+d74JrULkJkewo6Mu9nVvqVyoPL\nSvrukA1OIH7Z9dI4OkQP0k3gguB/EBRymqUm2wmQ4bv8zA0N4WcKpPgZaQIcsOUAhXNvUMQuwGwK\nZ+tYMOpyBgcH1dV1eZBYrVYL54MNigPHhvAiYwwBTgSfQzh4BzrsAMZcoHBm3Blko9J+kbnEsXKg\n5kLKfWmn7aBwb28vlKK3QOb7rDWOFQelIdw4Oqxju/C/A1AAsYeJfZM6GEk3eDsl0o4NSg03l89L\nClrc6KfgiHdwxsaBB3PmhiUdL/vAlRSf87lIjSXz4lGz9L1J03PW2Mfun+deKHV3Chy8tZszLmcR\nkUs/eNAVX2pIJLU40RhCHACvL3Clz3idqXMlj87g925AHSA4YPW1Sx1mxurzify6THtkk/fBQHnR\nKzoAOWMsrodcfv0dAM2pI/jq+vzlzibphDid2WyzDotmOnyeNaPmwg24g3ipuV+REzIGuAe/9wYj\n3hKez5yfn2tyclKFQiHsI/aqXuUn2tQAABiKSURBVK+33NdBDGzs4OBgpHQDDHk2Ng+Qwzj85Ph2\nna24B8SJv6+kFhvuDmUm06wVomkBTl9/f384SB6V8D2XFjoj+9h4B32+Z33/pLYmBWipDmgXyUgj\nXO2clnY2xK/UAUn/nZIarpvRn+n9Ozo6Wubb7aXf03Wm6xQn+VI7isPM/dIxpff9Irvs/3Zc5QSC\n12enDhj39rqz1Cam4/HPMKepU8NeSOts/bnMDfvax4bu9qM3fA08ouMX74+tSZ/p+iCVDUkt2FVq\ndYRS+fb5Yb+7LmLezs/PWwgZz/Lx93L54kodSuw2QYV2GC29XhpHB8NL7itg2FOhADAUTqNwvT0q\nQJ6Jd/YY8IXgecEbF3U+nsfIZnIgNTY2FhEYlL6HNBuNRosRQqnAlOMA4QThVPkfUsxQyKRawTI5\nEwUg5Gf+3o1GI+aQ8XnKm3QpbJwdxAGLrINHJ1xgWTep1Un0ri+MhzmGGXP22llsN0a8g0c6AMMe\noeFv/x1r5cYKw5SyCv4+Kaj13zlb586XGyFXhA4606gGn09TjtrdIzUorowcfLczvqnBaOdk+O+5\nkGU3Sr4H+Ew7eXMg5XPlz/Y1YY7cMLpzCJBP62Z83O7YOchn3lyGYQAdnPA+6fOdieI+GDzmhn3l\nhAwXc8Af3pvvOgmTzivfZyx0JkJu2slc+ofLGUDei9TRNFr46mq9HIigx5E/QAPpIN4dlL3r3cic\n0Dk8PGyRadYZ+faUM/afH1Losss9stmsSqVSSxcz7kP7ZeTFiTLeRWqm+PA9ryN0J69d1MgBksun\nH82QOhWAxVQ3Z7PZOJmdDmsALQC613KkQNo7bTGvPrceJfYxk/nAc/xZRELBBs7Ycy9/v1QPfRGY\nfhEZl16p05OCdge8jUbzsMx2e7ydvkBupRdHpACj6ftwpfrLx+mEVjsHJ40W+QXWaudE+fvzt2MC\nMlN8LRh/WoeczqOPD/0PbkvXwb8vNckv8KzbizS7wB3rVK7Se7NOvvf88y9yHtO58n3TzrnytXAc\n4HrEdUMqjz7mFL+4IwjBn8rZb5Sj4542QD4FyA5gyF32bg6egkaeLYvgIIXfZTKZ6E2PMndnyo0I\ngu1MqofZpWYaEb93UJHJZMIJ4Pk8D4dGUotjw3vz7rwDQuyMm7NOHh3DGfTIFPfECcMpdIDqQuh/\nfGMhnGxQL1KjiNoVmoN9DM3w8HA8yyNwvonbAUeP4rjCckDpSpArZUFSJcZz3TCyoVlLmEsHielz\nXMG60+CGL2XXeL/U+U6VD/dwR8E/y/PS92v3HH6WGjt3LtgHGDcfR0oipMAeo4SMOlCXmqll3M+d\nNE9bSx03n0P2m7N9gBJ3lPzz7nix1oyXPeOOD++fGnpX0G6gUkeR+3BvHw/34718r/M+ECJcDj7c\noXawkhoVwFpHx2WK6P7+fuiPFwGLV9dl1zE/FNDXGbvhDjUXewN7IjWdi5Qo4Q/fJ/rietBZTieI\nGBfjoV2zy7j/8e+gb5EL7otMeLQe5yybzUZXMYhB2vQTuUrBrRMbzI2/M59zuwfZ6Daw3T1fFI0k\nYsbcoEc4mNP3Ijqd8XhKthMUro9SnenEYTpWxtvOQUk/49eLnJr0cmfN7+X2y3/G1U7/pA5Du3l/\nkTPmtqGd3U7H8SLny+/ll+tcIjmZTCZ0PO2m07H7c13eUqffyeHUieOzKQaCXG83drdZnu4F9vI9\nmr6/Z7W0cxrSOXQZ4Ls+Fscg7ea8nTPVTn7BPq7r0kYYaUbJFznv7txdXDSzgJwg/rLrpXF0CDOj\ncFEaKDKEmmgNChWmh1QvgFkqYCyas88ILEX6/J7QPfmgjMfZuUqlEs0DHIg6s4tBIXcZgOEpaQAq\nHDucL4olCdGT5sYhTmwwB/rewcMjS75x2Gie8uVRJIybGx43qClIc2eGzYXxZw48BY7vwJgxF74h\nHIh6wZuDQP6kEZJUmfrm5h6uwL7I8KRgEblCDt1hZFxpulk7BZI6Oi6f7RiMVHmmzllqmNyhTe/h\nsur3S422s8VOMqRALXUC/He+pswHMuBOUvrOPIu194gn40nnxVnIFFRxDx+XP9cBQTr3DhTduPG9\n1NF1J9XH6XOALKVGirnjXn5YsRMmKcjyqGC7cbYDNvv7+5G69iLA8eq6vIhwcDG32CV0MbqPi5bS\nvm78OT8/jzoRqenko1/7+vrC3mDb+vr64hBfSVHPKikcoPPzcw0ODkZtitdjpiQSsuBgjyMC3MHB\nRrizx8GW1PJQu8O9nBzBBjoR6O/M/k7BcWoP2kUx2+ky32spWeE2HueGdfQ6X+wZttDtu6fauf57\nkQ3yv/3d+BudgJylTgGfeREZkTogDtg9Mujzw+9SEs3H6XPcDgR/0dXO4Wpnv15kf9vd33GBpBb7\nAS48OjoKGfdns56pzucPc+Rz7DYltTXMnzsO6TrwM7fzTjhLrVFVn2f+Tvepk78pLkjntN08p7Ll\n8/oibOTyz/swDifJ0ue2c3LaYQ6P8LGuYI0vcqr9emkcHWeKpSYo98tzhYnMAK49oiGppZiQyfY0\nEfIJYYwwZHRiOT4+bom04GUC2vv7+yOdzNMUGDcRDWemcC54PgrJu6Jks9k4oDOTyYTy5T08OsXn\nU2bZGTgHSe4wAf4QNI/6uBAC6NMogRsQ/g/gIoTpjiEOAkYe4+0do3wT8r7uWDFWB5MOMt3QpEAX\nxeL1EO4gpYrYHSPu7U6cs3spAE1l2Z3e1AlyxetA29kMV7jpWJlbd5pf5Cjx73YK0u/pMuWRstQ5\n5rPpu7uS9lQAB4TpmNxAOyByhytlS3kuc5RGSJzx8/VjbOnc+LP4He+VXtyf77kM+nu3S8dLU+t8\nr/q6oDPSeUqdK79Xu/V2B4977+7uBhh+5eh88eXREwc5zL3rNak1KsG8ek2IpADWEEFpdNUPtfSo\nO/+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#2D\n", "from skimage import data\n", "from skimage import data, io, filters\n", "from skimage.color import rgb2gray\n", "import scipy.signal as sg\n", "\n", "fig = plt.figure(figsize=(10,5));\n", "image = data.coins()\n", "plt.subplot(1,2,1);\n", "plt.imshow(image,plt.cm.gray);\n", "\n", "\n", "#Bluring Kernel\n", "kernel = [[0,1,0],[1,-4,1],[0,1,0]]\n", "\n", "#Edge\n", "kernel = [[1,-1],[-1,1]]\n", "plt.axis('off');\n", "fm = sg.convolve2d(image,kernel)\n", "plt.subplot(1,2,2);\n", "plt.imshow(fm,plt.cm.gray);\n", "plt.axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
\n", "## Convolutional Neural Networks (idea from 1980s, popular from ~2010)\n", "
\n", "\n", "### Main Elements:\n", "* **Learn several locally stationary Kernels via backprogation**\n", "* **Create a hierarchy of stacked kernels (Deep Networks)**\n", "* ** Nonlinearization of convolutions**\n", "* **Subsampling and Pooling for hierarchical features **\n", "* ** Learn linear classifier on top of high dimensional linearized (between categories) space**\n", "\n", "\n", "- [A review paper by Stéphane Mallat](http://rsta.royalsocietypublishing.org/content/roypta/374/2065/20150203.full.pdf)\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A typical Archictecture of CNN" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](Images/convnet_arch.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Nonlinearization of the Convolution output" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Adding nonlinearities and normalizing the results \n", "\n", "def ReLu(x):\n", " return np.maximum(0,x)\n", "\n", "def sigmoid(x):\n", " return 1/(1+np.exp(-.03*x))\n", "\n", "def tanh(x):\n", " return sigmoid(2*x) - sigmoid(-2*x)" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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YqaoKt9uNiy++GJ2dnaiursaBAweg1+tRUlKCvLy8pC5f3tPTA5vNhuzsbHR2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\nwWBwx9d48ODBZk1HLpfbw9ntnmEYGhkZ0eTkpL799lv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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10,15));\n", "image = data.coins()\n", "image = data.coffee()\n", "image = data.astronaut()\n", "image = data.horse()\n", "image = rgb2gray(image)\n", "\n", "plt.subplot(3,2,1);\n", "plt.imshow(image,plt.cm.gray);\n", "plt.title('original')\n", "plt.axis('off');\n", "\n", "\n", "#Edge\n", "kernel = [[1,-1],[-1,1]]\n", "\n", "\n", "fm = sg.convolve2d(image,kernel)\n", "plt.subplot(3,2,2);\n", "plt.imshow(fm,plt.cm.gray_r);\n", "plt.title('convolution')\n", "plt.axis('off');\n", "\n", "plt.subplot(3,2,3);\n", "plt.imshow(ReLu(fm),plt.cm.gray_r);\n", "plt.title('ReLu')\n", "plt.axis('off');\n", "\n", "\n", "plt.subplot(3,2,4);\n", "plt.imshow(tanh(fm),plt.cm.gray_r);\n", "plt.title('tanh')\n", "plt.axis('off');\n", "\n", "plt.subplot(3,2,5);\n", "plt.imshow(sigmoid(fm),plt.cm.gray_r);\n", "plt.title('sigmoid')\n", "plt.axis('off');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Pooling and Downsampling\n", "\n", "![](Images/maxpool.JPEG)\n", "![](Images/pool1.JPEG)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Another Example for image classification\n", "\n", "![](Images/Car_example.JPEG)\n", "source: https://cs231n.github.io/convolutional-networks/" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MNIST EXAMPLE \n", "### With Tensor Flow\n", "![](Images/MNISTDeformed.png)\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Extracting ./MNIST_data/train-images-idx3-ubyte.gz\n", "Extracting ./MNIST_data/train-labels-idx1-ubyte.gz\n", "Extracting ./MNIST_data/t10k-images-idx3-ubyte.gz\n", "Extracting ./MNIST_data/t10k-labels-idx1-ubyte.gz\n" ] } ], "source": [ "from sklearn.manifold import TSNE\n", "import tensorflow as tf\n", "\n", "# Import MNIST data\n", "from tensorflow.examples.tutorials.mnist import input_data\n", "mnist = input_data.read_data_sets(\"./MNIST_data/\", one_hot=True)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sess = tf.Session()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def weight_variable(shape):\n", " initial = tf.truncated_normal(shape, stddev=0.1)\n", " return tf.Variable(initial)\n", "\n", "def bias_variable(shape):\n", " initial = tf.constant(0.1, shape=shape)\n", " return tf.Variable(initial)\n", "\n", "def conv2d(x, W):\n", " return tf.nn.conv2d(x, W, strides=[1, 1, 1, 1], padding='SAME')\n", "\n", "def max_pool_2x2(x):\n", " return tf.nn.max_pool(x, ksize=[1, 2, 2, 1],strides=[1, 2, 2, 1], padding='SAME')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "conv1: (?, 28, 28, 32)\n", "h_pool1: (?, 14, 14, 32)\n", "conv2: (?, 14, 14, 64)\n", "h_pool2: (?, 7, 7, 64)\n", "h_fc1: (?, 1024)\n", "h_fc2: (?, 256)\n", "h_fc3: (?, 128)\n", "h_fc4: (?, 10)\n" ] } ], "source": [ "x = tf.placeholder(tf.float32, [None, 784])\n", "y_ = tf.placeholder(tf.float32, [None, 10])\n", "\n", "x_image = tf.reshape(x, [-1,28,28,1])\n", "\n", "\n", "W_conv1 = weight_variable([5, 5, 1, 32])\n", "b_conv1 = bias_variable([32])\n", "\n", "\n", "h_conv1 = tf.nn.relu(conv2d(x_image, W_conv1) + b_conv1)\n", "h_pool1 = max_pool_2x2(h_conv1)\n", "print 'conv1:',h_conv1.get_shape()\n", "print 'h_pool1:',h_pool1.get_shape()\n", "\n", "\n", "W_conv2 = weight_variable([5, 5, 32, 64])\n", "b_conv2 = bias_variable([64])\n", "\n", "h_conv2 = tf.nn.relu(conv2d(h_pool1, W_conv2) + b_conv2)\n", "h_pool2 = max_pool_2x2(h_conv2)\n", "print 'conv2:',h_conv2.get_shape()\n", "print 'h_pool2:',h_pool2.get_shape()\n", "\n", "\n", "W_fc1 = weight_variable([7 * 7 * 64, 1024])\n", "b_fc1 = bias_variable([1024])\n", "\n", "h_pool2_flat = tf.reshape(h_pool2, [-1, 7*7*64])\n", "h_fc1 = tf.nn.relu(tf.matmul(h_pool2_flat, W_fc1) + b_fc1)\n", "print 'h_fc1:',h_fc1.get_shape()\n", "\n", "\n", "\n", "keep_prob = tf.placeholder(\"float\")\n", "h_fc1_drop = tf.nn.dropout(h_fc1, keep_prob)\n", "W_fc2 = weight_variable([1024, 256])\n", "b_fc2 = bias_variable([256])\n", "h_fc2 = tf.nn.relu(tf.matmul(h_fc1_drop, W_fc2) + b_fc2)\n", "print 'h_fc2:',h_fc2.get_shape()\n", "\n", "\n", "\n", "h_fc2_drop = tf.nn.dropout(h_fc2, keep_prob)\n", "W_fc3 = weight_variable([256, 128])\n", "b_fc3 = bias_variable([128])\n", "h_fc3 = tf.matmul(h_fc2_drop, W_fc3) + b_fc3\n", "print 'h_fc3:',h_fc3.get_shape()\n", "\n", "\n", "h_fc3_drop = tf.nn.dropout(h_fc3, keep_prob)\n", "W_fc4 = weight_variable([128, 10])\n", "b_fc4 = bias_variable([10])\n", "h_fc4 = tf.matmul(h_fc3_drop, W_fc4) + b_fc4\n", "print 'h_fc4:',h_fc4.get_shape()\n", "\n", "\n", "y_conv=tf.nn.softmax(h_fc4)\n", "cross_entropy = -tf.reduce_sum(y_*tf.log(y_conv))\n", "correct_prediction = tf.equal(tf.argmax(y_conv,1), tf.argmax(y_,1))\n", "accuracy = tf.reduce_mean(tf.cast(correct_prediction, \"float\"))" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:From :2 in .: initialize_all_variables (from tensorflow.python.ops.variables) is deprecated and will be removed after 2017-03-02.\n", "Instructions for updating:\n", "Use `tf.global_variables_initializer` instead.\n", "step 0, training accuracy 0.14\n", "step 100, training accuracy 0.82\n", "step 200, training accuracy 0.92\n", "step 300, training accuracy 0.92\n", "step 400, training accuracy 0.9\n", "step 500, training accuracy 0.92\n", "step 600, training accuracy 1\n", "step 700, training accuracy 0.94\n", "step 800, training accuracy 0.86\n", "step 900, training accuracy 1\n", "step 1000, training accuracy 0.98\n", "step 1100, training accuracy 0.92\n", "step 1200, training accuracy 0.96\n", "step 1300, training accuracy 0.96\n", "step 1400, training accuracy 0.98\n", "test accuracy 0.9698\n" ] } ], "source": [ "train_step = tf.train.AdamOptimizer(1e-4).minimize(cross_entropy)\n", "sess.run(tf.initialize_all_variables())\n", "finalRepresentations = []\n", "for i in range(1500):\n", " batch = mnist.train.next_batch(50)\n", " if (i%100 == 0):\n", " train_accuracy = accuracy.eval(session=sess,feed_dict={x:batch[0], y_: batch[1], keep_prob: 1.0})\n", " print(\"step %d, training accuracy %g\"%(i, train_accuracy))\n", " finalRepresentations.append(h_fc2.eval(session=sess, feed_dict={x:mnist.test.images, keep_prob:1.0}))\n", "\n", " train_step.run(session=sess,feed_dict={x: batch[0], y_: batch[1], keep_prob: 0.75})\n", "\n", "print(\"test accuracy %g\"%accuracy.eval(session=sess,feed_dict={x: mnist.test.images, y_: mnist.test.labels, keep_prob: 1.0}))" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true }, "outputs": [], "source": [ "testY = np.argmax(mnist.test.labels,1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualising the learned kernels" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(5, 5, 1, 32)\n" ] }, { "data": { "image/png": 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N9zsqB843mTOl6b362ZN5lmNFiLEMOlGzMp0l0fjhOCTB0e+Is29FcJ+u6hRuJcTKCeFz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K8ij0xwVR6GiJHxGzVucbT255XpTA6w7a15IpqR4syg9+Kj162MI4Q4c56UHXJjkRHmCCuE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\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cXxVFve3FWbZ4NsOKzjrWQzxzfSRweCIrwZMR2ogEz6QpIqD+L7NiiGKchZQp3quIsDIm\nVD+eiFVCbP2PCw32XHjxARVORICVgZ4pXhXP0pRAihStMk45v3JkZNibA1Uy/P379/H4+Pjrr8tO\nJ8SrHmIeK2YojvH+HVt+9hWih/Xi742h3xnDfIMiF7ht1MgwE2I2WNW9K7lSlaXRqyfZPKxc583X\nE7Eql6uGYKV+NEyUbLJ0ZVypdvE4VfWr9inChGM4M0K9vzBUH9qytngeYjtMXiJJ9vrWMzBPxS4h\nRi8wEmDvGSoyGek8jxBzuJqHZdAuUzLOs6Pw3eEIVi9vzffsV2WnRmNK9WulXb8TVxDiMebusVpW\n6c57keMqIY7kb7UcznmWxTz+cZ6vxO+F4z3EKm91tS0jxBUyvFPWIwOe4RoJK48Io3CsbJVWZNcj\nxpEiOhVXvEOsSJ5HPqrGNj/nMTTxVOmVNMaM8RQZ/t64xLmgFgpw7FeI8QxBPtUw3FmMYQPZ8jyy\nWFU0eG4EQ8nUaHs/QpFi3i5tCwOq3dh+NH75vrlv8F7UrpvIKKzEOc0zIE/GrlyuEmOGMoaQtNr1\nqg+zPmVC7ZFh1d6rvC8ZOR7jH5uCCTDrW48cVfq50l+/C7uEmOc49pd3XiXGdu0YtV1Z1dDLQ/lh\nv8/nUZuxf9R44N/P7FMly6JnYnPLQrQ3T8UVhPjq+8P67kmCK4Q4i8+UtTguMnnjVNkh6nU6tg85\nT/1ONS3CkR5irx4lEJQxN4b/MQU+PKFxj5AHgQojwsTge8EB6SnxnYnlTdSTsfsOMU/i6Hy1bEYy\nVw8zSpQB6cETjtFvoGGnFg8UQZvdJm1eYfQOW/xUrHqIUSaMcWv0K8M/UzSeslGGtz3Dp6enX3JD\nkUCWO/xhIfQQ//jx4+Yadc+mUD1jEMebGkM4VjxyuxKqOauMhhNx1ULlSj08Ttkw8WTLbHsigwcX\nV5SuVCR51hj1PMS4Zdo7PDKs7Ba835U++2hcRYh5izQ/Q7tuhlSOMd4R4tn4TFmPCHvtrOpoe/4o\no+33PF2dpSmocVhp5+/ELiFWfVFJq15XlTOoX1eJcjRmV8Z2ZCOiPYhleMyxHje9jYva0XEvnGtN\njrqnGOMsaDCuzlkwVI2p1TzPW6PyIsXnkWET9Luk1zMSIsV9Ila9dEjsMB4969W4p5xWzhE4Nyr3\nzMIN49FhfYTKXi0IMFnzyLFHkJkUf1UP8dtb/I4tKySlbLw+RaWD48Lm9svLy3h6epJfQ1cyiJW2\neof458+fkrjw+MH6PEKs7pHHCJPZatybX56Bae36ivBkhpeu5Iz3zKuolM1km8kl1m0VPRctKntx\n0782pjNdO6NDK8b3KdghxEiCPSJsZUxWKnvI6lT9zAv5Wd9G51WihMTY4piO7bW4QoWY7B4KTNpP\nHn+rhNh7rlGfr1xXIcFXHEr2ZuNnNQ/tQJZpMzYKx1XavfBpPMRYnyLCqJCVUPHI8hjv/x9TxXfS\nPHLgHZHxpYxSVgJjjPSLmNUJWTEiviIhrjzje5VhweEZ6KhQWTCNceshUQard+/cD3yuDlPqJhBZ\n8FXIcOUjWkiGv6qH2FMmnuFkZRRRjBQLyw4jxGZw4gJdJHuYNCApNkJs5a2tY7yXuyxPsLySnzx2\nbDx4ctSTrdWyKu1kXCWXd+vBfvKMJKXrrmxDRnrVOFa6kfWp8hDzgqC36BwtMGf3e/r4WyXERm6R\n5CIBtnCMf0ht1H9ePzIhHiN3wKzmoU5EOc7yPGqv+j0MzUts5xyP0rz2q7aYzVG1J34XdjzEXj9e\nGVZJL+rkVaI827ad+8JFH6wr0uGVv9fk83vhWGsSDf4s3xMqGUE2ZAT2irgaDJzmlbH7NSjhzwJ+\nhgBnxDgjyCdj5x1iI5QWsmF8jzAaF9YOVKZIeDFk0jyjvFhJeoarRy6sXYrcM5lRxDgjyLht+unp\n6VjDcHUxhuPWh/j8+Rru50pfsvxAmWH/T4zjD9vkXet5iLmdDw//+b/jh4eHX0YuE4ToHnHsoKJk\nD/HOUannZJxosFb6jHVd9Tq+htOUzlSLOiotOthbPMa4OWdSfCURPnUMrhJi1hM2xxVZorL0swAA\nIABJREFUVuS5Siyvtlui58B6Eds3Q4T5tyqhF4/yFU6UJRF2PMSV/tuNVx1SVxzZGLgyNBsl6lvT\n+ZmNwnYeHvfCp/MQW51o6KORhmElbYaQrJbLSHIlVP2IituUrqVfOaE8glxV4r8Tu3994z2Lan7l\nmmxRBA983naOihbL4HmmsL30jDCYwFV5THwzohZtlebj6elp/PXXX1/SQ8xAg5rnnOpz7GulXCyu\n5ISRWn7/WMkgRYa9d4iVUWDttN/je+T743tU48gIsbqWj90y3vP6U7HSF5kh7mFW58ySXDUnojR+\nhxhleUSKM3Ls3edqv30UriTESIo9LzD3U0Y0FSHetWO86xUZZmLs1aOIB8fxfXVERl6yvOieTrb5\nxriWEFf0gUqPylZl0dvbrYd45V3ibAx54UpetqDtOUai1+JUeC8cS4iVEf/w4P+FgyLGWJcX98hJ\nhaysnrOB552zIYr9wZ4/C20C7JBd74hI8anYeYfYngHGK8/Ki3t5KBwiMoxHhkjh8r1aOEMU+J54\nrET3522djkhxtHp4qmG4s13f4hEZxmuwr71FB95urgjt09PTeH5+ltulWaErkuF9ZZrHCxNh+23P\ny6MUqreybG3G664+t/jJ+Ai5vNMHeC32awa2DdR84DQ1h3DsrhJmXgiK9K+nT2cXlnlMnogrCDGT\nYC8dv4fg9aUaD7NkL0vn56HkF+pLi+O9Z4hkkbKXd87xPtjWPHnsjbFPiO99ROR3deEuIsSss+6V\npuSZshc9+y9yhGDavXCsewUNL1acSgBlK21RWtVLp9Jny+4c0b3gwH94eJh+bxhJ7gxpViutJ2GH\nlOAEjs530lA4mCfB+9AaGgJjxF/ttWejVtbt2uj+vTRW6qjc1X1GZDj6qELVU3xP4biLVQ8xjw07\ncB5ieQszsoie9YgQ47vGLLvGuPW+oFzwPMQeIbYxj8RYGbRqTKnxYuPBDMtMgUd51bSTsUuIK/c3\nYxx7coX1e/X3eHE8usYjvJwW6UAmv0rHoocY52yFIGfEWNkBp47BXUJseqtCgrkO7xz7ShHi6Hyl\nrP3e6+vtNtIV8ovnLJMeHh6kbsA27CK7/9NwBSHObPad/B3Si/pWxRUhxnvL4jNlOe4tNHk2jUeE\nzUaxg8/vhWM9xLN1Viao96AyclvJr15rv5kNLJUX3QuTEqWod1aZ2PhlpX4qVt8hvloAevlMYMyI\nsjQjtUhA8d0p1W4TgtXV8sr9e33C98Kr+eqICHBEhpkY25bpU43Cnf8hVuOjQhgVGVaLCH/99dev\nFWkjsBYyGUYZZlAkw/MO4zvEanHk6enpnbyJ+iZSqN+/f3cVPNZzdd6JWJHL/Iy9vJX6VHrUzwwm\nwybj7BqPILEs5LG7Y5x6f7uEC5xMjPm31SJnhRh7tsEJ2CHESIaRCKsFYQsrC7zYV2y4q/hV+bxo\nHPVNNF/4sHGnxkI293fzT8e//vWv6Wsiey1yiqyU25E5s3Z7xDO8+Oo1nn0yxvuPaHq72JgEq/Be\nONZDbKgK/FXFoIysCsFdKe8ZAbOhAQWvDUYro5R2Rnaj1WsmxRXFfQJW3yFWwtGI5pUHkh0jwkaC\nLURjQJFgbK9HhmdJsNcP3j3Yb3G6IsJIhjzB6Hk41Tslp2LFQ8zyRHlPGV6fewrnr7/+ekeIf/78\nebMgoTzE9lsGJsRIDBQh5t0BysMWEX6eM9676GhwsszksV3Ji8p9NUQkmD1fmK76ZDat2q+s7zJS\nPMba3xBWSLAixQ8PD+57w94iM/ZvFSePwx1CHBFjtT2a07A+9RtjDNnvO6E9C29sVvoD7z+z/RCs\nt6MFcJ7DWX9FdZyMFQ8xE1cOozyvjNl0ZptZfIcQm9724la3xTOym5HcmbIeL1B9E+lwXsD/+++/\nb2yXe+FYQnxvYZ8Z/WgIegfXF+VHUEI0Uu6eAYJ5HnHNDqzHM745frJi9ghkhkggVI8qZp+Fejaq\nzOz9qvtX59E9o0ETzSGuR7Un6kNljHwFzC4wRQoK49kzUIpdPdvVeeC1LQqzfvJCngdYHyvpqE9n\n807DlW3N6lLzsDqOI/2HIbZjNozIaFUncl+oUBnKu4f3esmqbvsIrOzMQkM+W0BgQovPikmfJwut\n7IztpdrshUy+s7HFYx0JlYXqPlj3Yjuuin82Qvz6Ov8qH+smXKDgRWHOs+em0jjPk0nemOfDWzj2\ndKC12btXPI9sB5WG6byrLPomzmwey9J74VhCzELtClTrwsFmA5oH5Bi3/7nFE9AmBZ7PGIM8+VSa\nZzTwPUQTBfsmmiAVIXwiVleTZgVDJU2VMUHC3jNvhwEaW6pebP/Mvar79tqbjYWsbQg1tzyvjHlf\nrD/M+3+ljLgSK4KbBb+ngKyswVswYSVaIQXcHgvxOSsF5r0DbtuYzavv7RTw7tMbI+yZw7+Kmunv\nVZw67gxXGw6ZnK/oAdSTns6zuJe+EiqilY3/SG7j2Ofr1E4L78MxvBtGlfHyHh8fjx2DK7tj3t7e\nv8IRxfEc5QDLh4xg2G978Sy/UtYbcx65QfC4s11gTJBxbs0S39VrToWyS9GW5jQlN5T8wbLRYgE+\nI4tjvUonR+NStZu5AY4Rbm9mg1aO7Foln/BAmalsWYTXB9ZX98KxhNjARG8F0fXqQdhA8wSbTTal\n3K2sDUok1ijAqiHGPRKsQtV+bF/UH9kkQGMYJ/uJ+Pvvv5euy57FlXFFDqKDBUlUPyJTZsogzYSh\nIsGKsCsogWfzCt+/QwL88PDP/9d693kKVghJ9tyjfvUMM2+xQRHkSPny3M8MfSPDtpDhkQF1nwrq\nHpAIW11Xj4fPYgQydgnxLAGePTdU9eFMWQ49koSGqdc2Hvv8+gpfW/lKfvR9hEq5018X+fHjx/Q1\nSIgV6Y0OVcaTbWhUR+TjyrwqGY4IG3uKLR3Jl1fPznl1Hp8ET0dmaR4RRDAnwf7gxQo7x+eIMokJ\ncbZAbW1kImxxb4zMHt5ifHQ8Pj6++yq0IseZLct9rebQvXA8Id7FjHHExJLTUNgwMbaBiL9pxBjD\nSHHPpKm28r14h+VX+y+bOCcLyB0P8VVhlserZzMkOBPe2f1V751/wxsHGGZKxSNsfK7IserX07BL\niCtKaAztKfb6V/VzpHytfvW8M3L8/fv3X4bqGONGSe54iXnXAHuIvfEWIco/Wb5F2CHEqF9U3hi3\nhpnSK5U0TzZGeSvXeGR4dvyjwWnX4NZlk+eRt5fz2ZvsEeI/yUOcHTz/K9tP+bnbb3qEtkJ6Z8p4\nhKcy/jiO4+/h4f3XfSsk9qoyJ2J1XlTtqKwfkAirw9PLka3Ov8n2P44NlFGe/r463fs4qkeGs0V+\nNZf+eA/xGOte4pVrPAKMoUeA7TpFDnBgWtmVONaD/cJ9VBG0qr8io1sZwjP1/w6seojHiA2tmfzo\nGuvTGVK84h02KKE6G2K7vfEejSVujyJrRoI5rNzjKVh5xw+VTEVxRH2qFho8D7EnL7L5720JNc+w\nhWOMX+nRh7vUPfJ9qK30uF3aZCP3ycz56jUnYZcQW8iGtupf75osLZM3UV6ljMW9LbTe2Pfkl82B\nCLMe4op3+E/yEKvFLkWAZ0lyREI/Mq9KiJVsR5sLj4rM89Jm00+Xe2Os2QbKxolslzHyhdSoHo8E\nV3YOqPvEOC+YMHnl8yvylIdYfffAc/J4fahsl3vhUxDiFVxhLLOgYcNgjFtyrIx1JK4VEuOdKyJs\n5RQxVoZMNHlVf0VGQUVYnICdL9Lxfd3jXJEMRYQUafC8sPw7MwsiHF5xMDyDoUKKK0L0FKwQEh4P\nXl9mfWvxiBh7Clm1icddhRSz4e69W6nGvLovvhc1Pvir8kpmXxk/GSsLMh4R5jKRXvRIgTofY43g\nzubxAkr0moAiJjbu1b1w2YrXN3tX2Hsf77N4iFcI8RjD/XJ3FlfPVu04qhDSFRI7W46vMUQymM8j\n0pQRtavzTsPOYmDFrrW+QLsb85StzpxgdoxxG9U9Gw9BZ11EYhUxnU2zuBFiT55F9m3W52wb3gtf\nkhCvKAkmlVYPDkbcm68IsBr0PHi4bHR9ViYjxplA9vpLDVIbwPiOhBkIJ2PHQ8yojKusjOrriBB7\nHuIZL+wYsTKLDEqLZwd6h8cYsn3cHnUoD2D1Hk/DKiHGd2FnlEbFOPM8xIoceDIgI8IvLy83XmJT\nYPxukbdqrOQc3peNi8fHx5uPrbHsVf2iwivyTsSqUVgxytT5CnmoyJ4r0rIttOqeIjnnlXt9fV32\nEEeeYvVe3ske4tUt00xwVajiKq/6EbWPOOz+KiFC2Qsz18/Ip2rZk2WeYdVGYDmS1aPkINvjmIb1\nZbIxkr9eu3m3nuWxPXFFyGmVRT7vPeKKjYhz+F74NISYlecVUA8A09UgRELIaXZYW1mJRoQ3Ss+u\n4botzRPIUX9kv4nEmFfMT8SVhNhw5f0qouGR34gER+Mm+u0oznVkv8XjvNIOj6x5pFhdf7VcuAo7\nW6Yrq6kKnmKtbJOOiJ6SAR4pNkJsW6aREKt3iK2e6N7UGLFxgR9ZYxmo+sTLWy17KnYJsWd4ePed\nkQI15jIiy2mr+Uq+VAxPHPNWD/crjr0rCHFl+7Qdp2J1y7QivFecV0jxLFmeKY/3yPfs5RlYHjLJ\niq6N+vorY9UmqMgjJrqqL5lLcH2enlH6m+vM7tHqZ0LskdmM7FbLZl/Rj4iw6mPuB9b798C5EnUR\nlY7KylSEBZPg6PBIQkY+VZkq4fCE8owxl5Ef9pKfiN0/8Y6Mv9lrVJ4iGR4pXvEMzyhNFtrVccnj\nAseoqs/agmMRF1gUEfaE4cmEeNVDXH3W1bnP2wYzcqzahL+nxqXyFKNh+vb2JhVkpCi9e8p2EVh5\nDivx2bInY5UQGxHG+WjA+eYZa9HYw7hBGZ8Y3823NqldEewlVuBx7+XZkX1Mq7J1ulr2VKxumVZz\nO/LuV8utkNqr8sZYkxc8z7yx/RH4DPIOsdo/1T6ukmH17LhcNeR2ZrYPyseKs2XlHOPqY4KZrrdD\n9ZFHitUunatwrkS9E2YmStbpVxHd2aPadm+Fqar8vfazh/hkrHqI+b4i469SzstjgpEJH3WuntMq\nPCIbEWC7H0yrjlkUcma8GAG2EEnwysLO78IVhDhbSUWovslIQOYpVs878w6/vr7+8gx///79V534\nQS3v3SI1ZjwyrLbTo6GiyOzV5ydjlRCP8c/YGUN7RrishYoYeCEbixViuxrn8TMz9jGOxhvKKdSL\n9/IOq/RTsbNlWi3YzRzZdR5xVePhqjKeDlTpnBbJ/Cj9Kty7/ntgR/YpRPrWg0dkOW82jnXx2FL1\nZw6WzPniXaMIcfYFfSsX2TbchzanlD14Nc6VqL8RrKiVAaCMto8gw9UjMuQUVojQZyDFqx7iaCEh\nW2SYLV/ZtsJp3mGoCgxPEGV1q/Fg94Vt9giOhcq4QEPTvlDs3dvJY2+XEGPfZs/boAib6mNlGGbt\nwvZExBgVo/3WGPqjWhEZRjnG9xHtGFDlo/7YST8Zu4R4jPcfjRzj1hBTutGb10xWEN78vipu98KE\npbI7AmUa6zzui2/fvr3z8qpFoMgjPOM1PhW7HuKMHCvSW7kmGp8VgruSZ/CIC84rTsP0bJyvkIQd\nYnEvUnIFfkfbPBlSvbaSxsjGzBjjnb42WWavKUWEd/ZQsm+GDGM8sg/v9XzPlagC/NAZWSd5hr/6\nDW8wYhuYGGfxypERHiQfETyDzrsX7A+P/JghYIPSzk8WjLseYmUAq3A1b4xxI6RmwipJqkAJpqhM\nNjaz9njCjseYHUaM1fWnYuUd4jF8BYbPPUJksHkeYo8YKCKMcc9DrOr1FGW2ZVoRKxwTihBHxq8i\ntisH/t6J2P3KtAHnIhNBvM6b0x5JychCNV4pV32eCmxcWnnrg7e3t5v0e7wvrD6q9VUJMculbKeB\nV6aS5sWz/JmyBqVfM5vUuyZKU6jYBVeVOQFXtNOTCVelryIaM/xbFcLrbWOeLcvE9+np6Z2N4HmZ\nZ2xFXJy9GudK1ItR6UBUckx6eaB5ZTLhlRFfLqfIBpMFRZAjRV+ZoBnpQQJzMnY8xGwwV+Kz14xx\n+0XmLK7Sxrhuxdius7F81ZH1M3uGZ0jfqVidG9kCyBj5M+bxVjEmvf5U858V7ePj43h9fX3nGUaj\nEJXlzhcn1Rjx5p9SphVyVD1Oxsr4s3tiHcNHdu+qzy3E98pXSG6UF5Xznp9K94zOaBxY3PP2ep7i\n7GM0n9FDvLJleowREs4r8iJ5cPXvoezzbDxGNK4zG5Gv8eqt5q1ccwp224cyIJJ1mFeJ8/nVz0vJ\nvwqpvSqNSbHS+VUyrObqrm2b4e4SFQVCdI5pV2OmXpsI2SRA0oC/ERETJpSK+Ly9vUmy/O3b7Ues\n0NhBjy22MVPeXj9VSY793smG4Y6HuGI47aaPMd6NgZXzjHzOPqPqGFDjYYxbko/1cf9yfzDZ8YgR\ne5JPxAohQQUWPWcra4jGmS1cYRh5hllGWxzbprZIv77+5/1Jr15UnmoLlRozfH/8vNnwqBi+M3lZ\n/snYIcScVpEvqt+87a3sPRujTmxXyvLYVmGmE3FeRNfvvkOsvMKeF/lUrHqI1ZyLtilXy0T1YdpM\nWC07Rq5Pvbm6oof5elVnJW227ElYXYxmGWCyj+c7xquhqn8Mf0dLJOOiazHOOvuKeKVclBaRYrx/\nC1Hvv76+vrvXK/FhElUNtKjM7A2vdBAbVsr4xsmgwGWiAWqHXWODwQx8RSCsHJNhRYLRYztjuHlG\naCbAre6TBeSuh3jlmLl+DN8D5/V7pAQzwzUCj1Evz1PmkVep0s/sJfbK43XoJT8Nu4TYUxbqmTMi\ngqK8wmr84m+pMcjkWBFi/B1vy5Sle3JIKUdV5vHxcctQXrnmZKwahQaT7Wr8cTkLPQLCx8vLi9SZ\nu+dRnmeYenHU1VxfdH31veDs/eKKF/lUrHqIs7npybWqvq16dlcJsUobY7yT5Tw3edwhMhsg8rQp\n3bA737y0k3BF+2zuY4h5FrLOrKaxPFXyJkvPQhsfO6R1heRmuj6zY/k54FzCe7wa50rUi+B1XGak\ne+msED3yoM4VoURSrNLV4EYyzMTYSHGkFDJEJIuJ8K7RdW/seogrynZVIeMYuurI7knBrmWljIcy\njtX4ZAWNeV4fc/+o9lq+kR4UsqfiCkKcEWNGNO7QO2zv3ypyrNqE7Xp4+M9fy7y8vJSIsLXLuy+V\n7t0Xjg++XyX7PM/QVfGTseslsXu0Pp0xXrCvFBm2+D0M9ioprkCRYYSqb/X94ep/D38GQrzrIVY2\nS1XHzpTlOa12NczEVZq1B3XjGP/Iesu3NCtr5xbi9V4YjdfofDXvVFzVRnsWap57461yjm1kG4vv\nw0vHa70461dvO3MWVsvO6Hgu4/VvZCNiH2VpFRwrUdUguAqRMud87lQuE3W6GsRIKpkI42A2Q8Qb\n7GbcMhG2NnkTMmqzN6HUYfeQ9cHvxiohnvUsVc/RYEdP10zfV8pkY9zgEWEc5xEp9hZlonZUhFxU\nPiNPp+Dqj2opMhwZ6aqPHx5uPfDsMcbr+XdYwTIpNmLMddh5Zsx5xB/bb/OHCSrWwcapMnqvKMMG\nzmlY/agWzjOLq/nMepLHXeQlNlJcMbY/W5ndbdLelmlFnk8lJzuE2MLIfrnqXI1RHq/VvIwQm66y\nZ4Y2HNuDWE7pXEU0ovl5j/jJWLELPFmudJk3nrxDXadsNpS1BtSDnF6xCVFfR+/3RiS4eh2PSxXn\ntMhuVfbhPcfgsYT4Cqx2XMXIWTGE0GBjsmthlIcClENsk5qIs+20sHqcitUt05GRXIkrg53zPeGm\n+r9SpmLMRbDxh/UqY9g7x3hF2I1RI8demdMJ8a6HOOpLhcjoY7JodajdDapNnjFmHnv2NCsPsVLU\nVZmC9eCCi9WL8jAjtpUy1WtOxqpRiId6HpFcUfPU8xJj/6k6r0zzdK1KU2W5zqhMdRv07JZpdd2p\n2NkyzaFKi/Kq5ZWs8mSZR4AraUhozL4z8I4WNW4tTemFyNMWjdfZeHX+n4KdNs7I9QoZVoe1ccaW\nzvLUkXlm+WNX3oewKmnKZvHsGM5X96fmr1pEvRLnStQ7YaYzqxOjSqBR4WKYkWQVRuRYGbk8Gb02\ne0QLDWom4Cdj10O8a0hzyM/JkBHMlXgGNgo5zqSDf4O9wxhnAchAAwAND6sfy7FX3YQ5EqMTsUuI\no1XU6L69eY/9xUaakhHYJpYD5hXGUCl8C5locDuq98XPHK9Bb0w2f7N5XS17sgy8ghB740YZL9G4\ns/Dl5eVmy7Sqy0vbKVuVlepcjbUo76qPankf2PrKHuIx9PvZym7ZTVMkOCO6UXpEiJkIj/GPXIxk\nL5ZVJEd9oMjK47X3SDsZK22058EL8mNoWzeTd1HaGO/fK7dnW7kXzz73dLX6ErR3ZGW8/MhWyeyY\n6HlZf32EvXc0IUYjKkpT2Ok0HvzeZJgtw4IRjVImm5anCK8iV0pxeARYtdUzdtTAtmfwGYjxjof4\naqMaSRySQdX3UZiVQVTniiLDihSr9nrEODKgx9Cr+byog/MC24C/dyquIMQrCmSMGike4/07xKo9\nFipZgF7iqA5c2a2MX4wrWRtdo+bh7LkyelX+ydglxNmcxmu8672+ZA+xwRvXu+nZ/OHxVrneO6qe\nYe9DWd7Ht/4ED/EYuW111XnmOMhIb5Uco341oEysEmEle5kcK3lYkbMrZU7GThuV7uFnGMm8LI42\nDzoPxrh99ZF/N5J1anzwOMmI8O6B3EXJ2pl0bz5U+d8qzpWoE6h2UMWIVHE8j4RtFrcBapPCHjyT\nYIxjPnoVlaeRCbKagBl5jQYpTjarr2Kc/07seIhXjekozZ4RE+Mx5pVRlVCMUVu0wPasEHYcf5aW\njQ80TpTxbb9v9aIhcfrY232HmBUa369HTtSiGPYZklNlFGL9+DusXL3rEOo3M6hynvxVZSND9ap0\nyzsZO4QY9QgvokTXYh0esWAPsSGqfyVPzRU2GFmnqbJeea/Misd39V3jU+XfjofYw858U3ZblfTu\nHuoZsWxlua3KsAxmLzES4t2wWuZUrMq+MW5tb0XOlD2tZF4UejYV21BMyDMiiXJIjZUZgowLcZV8\n5jHcTi+Py3h9jXPlXvgShLiCSChVSK4XzuTZw2RvsOWzUh7jlgTzfbBn2JucFSKM8CaamninY9dD\nvLMyzCQP05jwIZRSqsbV+QywTRxi3V6ovEmKtHlQ13JfZUL0FKzOD7XlXB0MT+4oYmwyhcd0lRib\n0kZyzG3AtqIMi+StOp+9ZnWurszzk7FDiL15zOMv0zleH3of1WJE+TPXsrFoacrw5Do8Y1OFDw/x\nO8TV94Mz7/FX9hB7mJX1UXlvvGaLOdGBCz0eIWZZyrI2W1j0iA5uieXfWQ2zMifjHjaQQibzcAxh\nHGUP2068Gy6TgZ58yrzEETH2ZJSXZotzVbu0Eld9f+9F6HMl6p3hDbKMAHsEtFIWBSB7cVExe+R4\njH9IMBpjvI2ajdoKqVd9w8JRHUjKT8Sqh9i29HlKbvV4eXkZ3759Gy8vLzeTXY3Halq1rHpOSuh7\nJDgixrxTgX+/QuLwN9TY885PxRVbpj1SbGUZnoJGUspKJ1o0U2QY5Zd5wSsEekaGqjSvPKd5887m\n85Xz+mSsLsjY860sbqlrZ0hFhMrcrpbhsTvG/Fd+vV0bfH71+8J/moc4MqSz82rZXfIbEWBO93Qz\nykbPjspsL36nc5bY7hDjk7HSRtORds+eXTSGdkCZjvNIMKbhOEQ57dnvTIwV+cRx4XmDM+8wLrZl\n5JjLZnNvBR9Jhsf4ooR45UHMGGKrcRbGbLCotDHee4ktDScfp82QYRa0bBwgSeH2VVb5fydWPcSm\n1B4fH0tK0Msz4osHEpNoks/26+5z8IS/UoQeEcZxmhE3/p3MKLXwsyjmXULMhrjqA4WIFPNiGipp\njxh7xhiWV9vDWaZUDrwHZYBUrs/m6co89vJOxiohVuQvM4y9Mceh9aH1I//uTBtnytlY4j7hcayM\nuszY5KPqGUaDMirzp3mIlZ6JdNBMHsoVRV6YwHhk2dP16jySnyiXley1tmdkRy2e4rXcFytpn0Xv\njrHeRmULR/BkXrbIwvLI05HZfaixlcks78NYyuvrkV8Vsj7gflJ9d0WZK3GuRP3/qAyKDCsrF4rU\nrpwrY5+9wR5BRijPMOdFE9MTtgrepBrjdkvrZ9gyveMhVorOi9sqL6cbAVYE2fuwTIarhYIivzzv\n+BzjTIoVoVKICFA0Z734adh9h9jzECNmiLGSHbNkGGUNw1PCuKgUGQ7cTiVPs+vYCPGM1Op5NudP\nxsr4Mz1kIcr7MXwyzHVEZBjjXFcVs9dk47YyptW4Vucr7wL3O8T/wVXkLUobY96rV5EHGSHGNll6\nNC7VvUQkR33YKOqPnTiGJ2LFNjUbxDvYXvGOaOygXYhQ55ndPkN+q2SYF+mqZBhlEertmRD7dqb8\nlTieEH8k1ODzSKU3GaI8HuQrk1aR3woZxvuJwKRECUWbeEYC7zlAd7HrIX55eRmPj483HmOLMwE2\nRWdbojHNiPAYt8qlMsk9gjlzTQYW+PwbETnm/Bl4YzOr72RlbFhdMPI8T0oBjvHeyPNkggLLC0tj\nKFLMZbE9Nt5xLqCxiduokQCjseAZIB7Z8ohX1Yididti1smyb9UoRNkejTt1bdVAVB7iCLvz3Run\nSnercjaWI6MTw6rXN/MWR17kr+whjmyPnfMxbl+t8IhxhdxU5QUuLLGdENmRs2TYtq1W+yGLZ+VO\nxmobqzLOS6/KPazfxoPFUQ8yp1D3FxFjjDMZjrZOK8KsZBET4ogHcRrfH59z+aj/r8K5EvUirBju\nGeFcPWZI0A68rdPZ79qAxBUxJQzRYFKrXSdhx0OMxq+FSJAt5P7g94SVMjTviJrFGS2HAAAgAElE\nQVTg0TkLRa+sysugiIh6tipNbeFXqAq0irF8MhkZ4xpCrJSdUti8SMGK2dthwuQyIsO4swXvjeWD\nmgveKjm2B70pdj+Yrwhx1VD1wt0yJ2OHEM8QYbuuYhCiHP0dhJhlG8rlqAwbmp5BOeshrniLVfpX\n9hB74y6ShZmcVGmePKnKlqr8QNls8wqvX9l1E22dxuu4jpnzStlTsdI+1Dt2PivzonHEOwfxdyxE\nWcQ2vGovjw8Oo50EGfnNFuP4UO2ODpb/ypb1jnvhyxPi04ArIdUBdMVvrkCRKm776YJxZ+sMbh3k\nNBZEnDZGTbmrhRJ1XsljrJDiynW7+R6ia04nvwqrcwOv8+JVZHN0RcYoo2jVWI0OXsxTC3y7h1oQ\nyMpEiwcnYXf8qbH3u+T9bl97z6tar7rvyjyYSY/KRmkn4uq5wXpv5VpERdeoBRIsw/LIu0aVuwKZ\nbcFlrjy3+KlY1ZU713MdKl4ZMztjhJ+Nki+cfuUR9YfX1krZj8L5L4FO4uRJ2mg0Go1Go9FoNBqN\nc/DlCHGj0Wg0Go1Go9FoNBoVfDlCfILbvdFoNBqNRqPRaDQa5+PLEeKvhFO2f5/SjsbHoZ954xT0\nWGw0Go1G43NhRnefoOe/HCE+oVOvwine7lPa0fg49DNvnIIei41Go9FofC7M6O4T9PyXI8SNRqPR\naDQajUaj0WhU8OUI8QmrDFfhFG/3Ke1ofBz6mTdOQY/FRqPRaDQ+F3rLdOMynELuT2lH4+PQz7xx\nCnosNhqNRqPxudBbphuX4YQVkzHOaUfj49DPvHEKeiw2Go1Go/G50B7i34wTOvUqnLBiMsY57Wh8\nHPqZN05Bj8VGo9FoND4X2kPcaDQajUaj0Wg0Go3GJ8CXI8QnrDJchVO83ae0o/Fx6GfeOAU9FhuN\nRqPR+Fz4bFumH74SgWw0Go1Go9FoNBqNRqOKL+chbjQajUaj0Wg0Go1Go4ImxI1Go9FoNBqNRqPR\n+CPRhLjRaDQajUaj0Wg0Gn8kmhA3Go1Go9FoNBqNRuOPRBPiRqPRaDQajUaj0Wj8kWhC3Gg0Go1G\no9FoNBqNPxJNiBuNRqPRaDQajUaj8UeiCXGj0Wg0Go1Go9FoNP5INCFuNBqNRqPRaDQajcYfiSbE\njUaj0Wg0Go1Go9H4I9GEuNFoNBqNRqPRaDQafySaEDcajUaj0Wg0Go1G449EE+JGo9FoNBqNRqPR\naPyRaELcaDQajUaj0Wg0Go0/Ek2IG41Go9FoNBqNRqPxR6IJcaPRaDQajUaj0Wg0/kg0IW40Go1G\no9FoNBqNxh+JJsSNRqPRaDQajUaj0fgj0YS40Wg0Go1Go9FoNBp/JJoQNxqNRqPRaDQajUbjj0QT\n4kaj0Wg0Go1Go9Fo/JFoQtxoNBqNRqPRaDQajT8STYgbjUaj0Wg0Go1Go/FHoglxo9FoNBqNRqPR\naDT+SDQhbjQajUaj0Wg0Go3GH4kmxI1Go9FoNBqNRqPR+CPxdO8f+L//+7+32Wve3t7Gz58/x8vL\ny034/Px8+fH29ja+f/8+np6efh14znkqrXr+7du38fDwEB6VMpXj58+f48ePH/L497//PX7+/HkT\nRmWy61fwv//7vw9LF07if/7nf6bH3xj/GYMfdc3r66t7vLy8jLe3NxlG16ljjPFrfHG4k6byHh7m\nH+/KNavX/fd///eHjL9Go9FoNBqNxtloD3Gj0Wg0Go1Go9FoNP5INCFuNBqNRqPRaDQajcYfiSbE\nk1jd1vm76m3MY2Xr8+9Aj5nug0aj0Wg0Go3GHpoQT+JeZOmzkLDGOegx033QaDQajUaj0dhDE+JJ\ntIe4cQp6zHQfNBqNRqPRaDT20IR4Eu0h/vr4LCSrx0z3QaPRaDQajUZjD02IG41Go9FoNBqNRqPx\nR6IJ8SR6y/TXx2fxOvaY6T5oNBqNRqPRaOyhCfEkest04xT0mOk+aDQajUaj0WjsoQnxJNpD3DgF\nPWa6DxqNRqPRaDQae2hCPIn2EH99fBaS1WOm+6DRaDQajUajsYene//AisFq13B4D6yQn9n2vL29\nla9R5a4iaKrulb79LIRxjPsTpp3xbXE8MD+q++Hh4dfB596B16r6vDR1bZS3ire3tw+Zj41Go9Fo\nNBqNhuHuhPjHjx9L1z0/P/86Xl5ebuJ4vL6+/joUuTAgMfj27duvY4xxc/7t2zdJIhSQuOCBbcKD\n28Ft8vKMKFQOq0f9vrUNQ+/gvuN4tY9+N1bJ0s4CxkxZfhYYxzI4Dng8fPv2LRzvVgbTbZzguJuJ\nZ/kzfcX3OntNo9FoNBqNRqOxirsT4p8/fy5dh0RYhRHZ8widIsVjDGnkRx62MebJ8MvLy7s2VElv\n1i5Vj/2m6qcKCcZ7xHar/jwZthCxiwoBy8p4fazGrvdM+DnYGH59fb0hva+vrzfjx/qBx9IsIa6W\ny/pklhyvkOZGo9FoNBqNRiPDkYT47e3tnSdYeYc9D7HVoQidedOQQKBnWJFPrIPbyUQY6zdSyiTG\nI73WlivIstc3kTe9srVb/f7JhOQqQjxGTLxWyLClK1LskWHcVmyhjR1cDLGyRoa98aXGT1YmIss8\nJjC0NvH9W7q3ZbwaNhqNRqPRaDQas/gUhNiIpSLDFmbezjHee4itHG+XZk+X8oJmHmIkJjMeYiS/\nFc+w2j5rv+ltm1b95MW9BQG1YHAi7rFleiWvQogrCxTY3+z5tfJIMI0UWz2zZHgmDdP5HjhNkWPs\nJ9UP3nmj0Wg0Go1Go7GKY98hVqRXpUWEz+B5sJgQe6TT6jAoDxWTYibEmYdYEY0VzzB6CbMjI2OI\nqP0nY9dDvLPlN0vPCJ8C9zeOZW88IimdGUs7eaod6t4VMfbaP9NPjUaj0Wg0Go1GBcd6iHHLcRaP\nyLDBI8Vj+B/Vwuu8dioijNumHx4efnmHFSlhUlElLlm56vvDWb9ZH6g+/BMI8Rj1r3OvkGGMV7zD\n9tw5zasD07LFmArRrV7jjTWvHzICnC3gNBqNRqPRaDQaKzieEK94Oq0Og0foovd2M7IXGfL4QSOu\ny/PoVsgIls3KeR8d4/eJua8qJOMzEeJVwuR5NO+R5pFjDPH5e6RYXcfxe5BhbwzyOMMt3l6/WLpH\nhNUXuRuNRqPRaDQajVUcu2XaI3OK3CnyN4b+uxojwQYjAdFfL3nEr0KGuXxGQiplKkQ68qKveNsy\nYn8qdjzEK6T4qjIqjcmwhUyQvfrsmnsf9vs21pAIc5u9vvE8xGocNxqNRqPRaDQaqziWELMRrEIv\nTZE7NNbx72nsfIYIW/swjmQY4/g7nod3hShnBDkjwxXPuofPQobHuP4d4qvPZ6H6O3sGmJ8R2Vni\n6+WhZxhJMV7HpDgiw9FiWKPRaDQajUajsYojt0yPEW+bzNIzz9oY48ZAR4LJRNOux9Az3D0irAhJ\nRnCxTPZXTCo/2y6t+mqGDHP8VNzjHeKZ81lCzP155XmFyEZ5M9fyfeJcw7Gr+oeJsEeOMa/RaDQa\njUaj0VjBpyDEHonL8hGKKFhaxUPsET/PO8zXWDmuG/+mZiXPI9e7X5jGPowI0un/Q7zatlWSu0KW\nldfUO18JLe4RWpU2U1aleR/Q8ogwlok8xPYqwNvb26/w5PHXaDQajUaj0TgbxxNiFZ9JMzA5QKLB\nRFgRY6990aFIAddb8QKv5FUJsCLDFUR9cxLu9Q5xNS8rx2PREKVbqAhpJV4ltjvnfM+4eBLNKYxH\npBiPRqPRaDQajUZjFce+QzzGOsngOHtRmWioD2rx3y9V2hoZ51d6iCvvFnv/05x9WMuD8iB+dUI8\nxnVjMIp7/clxj8hmzyZLj+pfyeN+QSLMpNjK86IWE2HPU9yEuNFoNBqNRqOxg6M9xFciIxpqyzSX\n4fYp7yob6JbPRGCH7Kp6+BojDEiMkWR4RLiyBfUzEeLVcbRDcFcJMX8BHfO5rPf8vbRZMoy/u3Kd\nR3QrY8bbbYEkGMd2o9FoNBqNRqOximMJMUIZ0Jy2es4korpd2sint3Vb/c2MIrvR16K9vEo92d9S\nRdumo+fgHXwtpqn8j8JVW6bVlvKr4kaE7WvMBm/cR2M2i2O9FfK7mmb36O2MUHPLW5zxPMMWbzQa\njUaj0Wg0VnHslmllbGchxnFbdHZNlRR75NiM+OjvZdRWUZWGv++R48zT/O3btxtPWuXvqxSpx2cR\n9Z3XN5iWeQXvhasJMcZniG+03XqM8eu52RjCZ8qeVTVW1XZ/lWfXV8Oda1YWXfi6aLu0HY1Go9Fo\nNBqNxiqOJMQeYfXSOc3OmRRHdUREGNtk8AgO/r0M/k6FDEdEOCPHnJa9O6z+ssYjw9lzORmKhFkf\nYRzT+HoMvfgKYcbxiWQYvaoMb9yqd+BVGtZzz5BJrWq3Gj/edmke002IG41Go9FoNBpX4Mgt05Hx\n7BFYr57ZOitGO8PzekVEoLr9eTVt5n+IV7ZNc/xUeH//w3G+7x3SO5OG/YdkmLcbG7DvmfRmh7fI\nw+EVedh+uy+eDwzsF160UVumcfdDo9FoNBqNRqOxgiMJ8Rh6WyinKWJoXrDMs5n953BGhj1vYqU+\n/P2qN3g2LfrKdPUL09G26epiwe/GFVumV8lvJY/Hqfc8ov5n4vv4+CjPK0R2Jj8ra0QWXyPg+4j6\nx9vpwKS4CXGj0Wg0Go1GYxXHEmLv3Ujc3opGvhFhzFfGt0e0LS+L429YXKWp3171/KqPa2Vps/9D\nzPfiQZGyk7FClnZJ7kwZ7E8jjdFz8BZWFBm2OKZhPSoe5c3EbTwqMpyNG2+Meu8RNyFuNBqNRqPR\naKzi2HeIvXch7cDtmIaZ9y/VNtLIg6YQeYnVVlf2IPN7xJ7nd/Y6IyGel5i3o2ak2PNMYltOxaqH\n+AqyW/UQIxlmUoyY9RA/Pj7+OpgQY30r51lZJMR4qHfs8ZoqEW5C3Gg0Go1Go9G4Akd7iJXHK9ri\nO4bedhqRh1mSYMC62UusyKRqR0R8K9uio/Nou3TkMfbg3cfpHuJdQozxe4RMDnn88jPJiDASYDy3\nNIa3cLSbhoTYGy/q+lky3IS40Wg0Go1Go7GDD/MQo6GszjFtjPHLgDfD2siwhQxFhDnfIxNVeAa8\nd67IMZKeaLs053vXeOfKOxyR4AoxVh7i00nxPd4h3g0tbs8LvcIrz0DtpkAi/PT0NB4fH1MymuXN\nXBN91KsyZhQx9ghyo9FoNBqNRqOximM9xGbMv76+/iLBRpAfHx/flVfeNa8Mkga11bOCSjkmY5mH\nmInxqnf44eH9O8QZOZ7FZyDDY6y9Q4zX8YKBl7caql0CikCPob309tx5JwUSYYuvEN3VckZesY3Z\nQoq3YMNkGL3DTYgbjUaj0Wg0Gjs49h1iReAUEbbySBCifOVZMxg5sTimI1byFPG54twjxhkJnvna\ntEdkTn9/eIz7vUN8FUG2Z2WhR4qtz2c8w0yMZ3ZDIFYWPdgzrN7Zx/tR3nP1t2H9P8SNRqPRaDQa\njStxpIfY2z6qPGbKu6aIHZdFA93qZsM8Ssf2VLfIovHPZLa6FZrPvbqqH9JS/RWRXCbFp3uIr94y\nfRVRRqLrEWHvOaixnBHjp6enD13AyLZLe7sLPA9xttuh0Wg0Go1Go9FYwd0J8Qo8Mhwd/H+n/EVb\nFX95ebkhCRmh3Q2jLdNXepCtP6L/Is6IcUYyPsuW6V1kRHcmX6V53nwkyNW/zcL6FaG+mjhG9c2O\nLeUBjw4m2Y1Go9FoNBqNxgruToifntZ+wjxa+G5kZAQbcbA8tZUSCcbT09Ov8paHoRfP8qOy2PaM\n0Hplq+SZv8o78/dLHnHxSMvJWN0mnJFH9PCqshFZViQ28oDaeDbybHHvGUTpVyHrn+fn519bmqPF\nGNVu9HJ75e1eVp9vo9FoNBqNRqMxxqGE+OHh/UeCvHcQPW+xKmNk4vHx8VeoiPXOeVTGI7XmEVwh\nxF6e+quaCimO7svuAeNfkRAz2VX9wgspnI/nHiHGZ6WeGW9NV+cINZbxd7O+uNKD/Pz87JJiRW4V\nGbaxiW1jD7H31flGo9FoNBqNRqOCuxPi79+/L11nZJU9xBkpxndGLc22T9v1tlUaCXHFqK4a3hGZ\nrJDcGYLsla18YbryYa3Ik/cZCPFK+xQRZqxsF8Y6rd/xGbJXGIkxxvm+eC5wHMn31fD64eXl5YYQ\nGyn2xhmSYSbF+DtMnJ+fny+/p0aj0Wg0Go3Gn4MjPcRj5F+p9bZM4zkSP1UfEoyPwOo26JWy2Tbc\nynuplQWA0wnx6pba6se4ZryTXv/iGFXbpBURVp5iRZYRH7llmv8aKfsIFnuJ8X/HvTIWNhqNRqPR\naDQaqzjWQ8yGL8etzBjjHbEwrzBun/bqybadVvKq11QJ8RVbpj1CzOmzRFh5h0/esrpKAnH8MNiz\nyWl2nh3oCcYQt0srcoy/q+YAh0i4M1z1LD1C7HmHeYGHyTCWw9coqgsXjUaj0Wg0Go2GwrEeYiZe\n7BHzPMSKKHr1eR41bzvqbh4e0bbomS3TFUJcjbPXUm2V5q2rp2PXQ8ykC7cee+RRbTlXZBi3TyP5\n9QgwfijO63t+fnhc/bwi8ozvrkcf1sL7QUKMwDwjw/YNAM/j3Gg0Go1Go9FoVHA0Ia6EY4wbEojn\ns3VF11yRpjxhitjObJnOCHEljMiwt70Vf+dkYrz6US0kwhZnMoxjDq/luEeGkQAzIWZPMRLjCjlW\npPzK55SR0JkPuPGiFT8zXih6fX39RYqzHQ2NRqPRaDQajUaEY7dMVxERkgpmyPJuWY/UVknuLCFm\nAqJIiUeOo/5CcnUyGR5j/aNaSL4sTZFhRYqtjIXZwdv7mRRX7kfVy+nVvriCYFa26CMyIqzqsr9O\nazQajUaj0Wg0VnGsh1h52jiO52xkV683MIm9Ko5pHqmd8RbjeZTneSW988hLrPrKypxOiHc9xN5z\nVYSOveoeMUVipzzD0aH+Xzu7lxlCfJW3VS26YJx/C/vWXhfA9/+jxZxGo9FoNBqNRmMVxxPiiKh5\nBKR6rcUVod1NU2U8Qrz6PnGUV/FMRuSY4ZHA07HjIUYyhv1qZTzv8Bg+GVZ9rcZHBbzQkz1j9X7u\nKrJ6okUWHmN4v/hRLRzHmB6N00aj0Wg0Go1GYwbHbpn2PJi2RZKN4czrGeVVvXMVohtdt/uhrBmC\nHBGR2cPwGQgwY/dveTzvbZWMeWPRjjH8/3XOSDI+X/sis/db+J/b1XbvwFusUnlj3HqIK9eoOhqN\nRqPRaDQajVkc6yH2voiM73VGHriZD0oZ4TDyxH/LtHsgSZ0lxKtbprlf+LziuTN4pOMzEOTVLdOz\nz3h18cGuQeI9hv81dW4nxhUxtv/zxXFRuf9deHWodBzzdl5pS5PhRqPRaDQajcYujibESBKMBFua\n8hArD1x2jKG/AF1Jq5bF7bezhHh1y7T1CfbNSlwB6z+dFK+0jwlZ5qnFsl665ynG32NCnP1G5CHG\nD3UZKeZxsYusHr6H6Fz17ex5o9FoNBqNRqMxiyO3TCOpxb+ewXwkhUyE8X9Pszh6WxWhZXJbKefF\nq2Q2IstVgmz9dEWIYG/e6VjdMu154ceo/Qdz5oX3/oeYERFjI7roBbb2cogfCKve/y48bzcT4aiM\n6vds0aDRaDQajUaj0ajiSA+xGfD436uWzuQE09k7/PLy8ov4WpzPjTQwgeUwysMPL1kcv5SrtkxH\nX5aOys1smba+ieIz+QYmxSdvXd35yjQvTIzhf1Gcr8e4R4bRQ+zFVb3Rc+Kt0kiMP5oQe7sqxoj/\no3v2aDQajUaj0Wg0VnGsh9g8w5jGW035GkWG7Xh+fpZpSBa+ffsWkt5qGucZsap6ga/aMs39E51X\nythvWNzKnExKVtpm98le1lnvZEaGcYGnUhfXi55hJMDYbo8QX0F4ozoqi0tWzsLVBalGo9FoNBqN\nRmMVx3qIOY7bPiseYibCKkRC7JHcLI/L4d/bYHzGC7ziEVYezVnSUynPXuHTCcm9Pqo1hr73zIur\nFnbQI8wLPspL7HmgkSDfmxBn1/NcQALMOxm4b3E+qTnGaY1Go9FoNBqNxio+DSFmcukRBY8Ue4fy\nEEeG+Gy6tTsivVUv8Mx7xztEtXLt6UTYsOMh9vqU+9f7DSSvylvM5NZbxPCu+/btm0uC1Ric7Ysd\n0vzw8PCubWPc/s8wQ7X98fFRxu18d6w3Go1Go9FoNP5sHLtlGuPm/cIvT4/x/t1itWUaye/Pnz9v\n4j9//nRJRHSYse8RYz6QFFRI8Mp2aq5PkQRO88qordLZdadix0OMz87rV89LHB04Tq1u/tulrI6M\nBHvjltu5g+h66zsjxdhXuOBg5+wdNvL7+Pj4Lo7n7SFuNBqNRqPRaOzgWA8xkgfcfszERJEN9SEt\nJsVGiNGDG3mnIs8ve8Kio7JN2is3u2V6DP1FX4szUUF4pLfiGT0Jq4TY8xCveOErBNnGVKXOyjhT\n4/pKQpxda38DZeAFHoZHiitHo9FoNBqNRqOxik9DiF9eXm4Me2/LtOchNgKMx48fP379T6siw/ib\nXhkkxx6BRsI86wVe9SorUsweOlxUiAiwyleE+0Ssbpnm99XvQYLxr5ei9qpFlYwAq90Ls9ghzPjR\nMLw39ryrPCTDT09P7+IcNhqNRqPRaDQaqzh2yzQTByOoFTLseYeNGP/48eOGEEfvK1r48vLyLp+J\nMJNr9RXgWXK7Wo4JcRZHVEjwZyHEq0TQSJv6kFtEkJnoRUQY0wxYH26J9ggxv6OO5xj3nvW9vMRI\nVHGM4ljl/MhD/P379xsibIe9utBoNBqNRqPRaKzgWA+xbXs2g9jIsPeerCIdkZf4x48fN4TYfoMJ\nMOZz3MoaaTHSi+9NMjliL1lGdKNt0VF9kbdYXW95vI2aiTHHTycjux5i3spc9RRnxBh3P9hvcHvx\nGRiBZIKsyLEixVcT4sp1HtHlvrGy3u4KRYSfnp7G9+/fmxA3Go1Go9FoNLbwaQgxbwXl8p6H2Nsy\n/ePHj/Hvf//7htjyx3uQIGM77BoOkaxwyB7i6pbpna9MVw4GkmI7V2WqxPB3Y8dDrEjx7P1GW6bR\nO8wedzWGkABzyGQY267mTLXtK0DCi/2nvON878o7zCTYvMUWNhqNRqPRaDQaqzhyyzR/GEu9C+lt\nVVVbpiMvMRNiI7joIcYvXHMcyS7Gbcuo5yGueoG9vMxbPEOKmSydTnJnsEoEmVhmXne7jsPo4A/G\nqS+o27NlcqyIsSLDmLbSDyvAMYqHeq/YoDzJHilGYrwiXxqNRqPRaDQaDcPRHmIjpcpDjCSESQaS\naX5/GL3DP378uPkN9bcueBgRZo8XkmNFkPG+rvICVz3MHkFGoogEisHkuOJlPgkr7VNeYUWAo/qj\n7dJIDBXxtnqNACvyGxHg6Llnba0iu8YjuB4p9siwIsF//fXXr/Dp6en4MdhoNBqNRqPROBd3J8Sr\nxjZ72xQ8bye/g6jI7dPT06/3kiv/eYrkIiIa3ruj5qHDd0HtHuxckU+Oe/esQq+9V5+fDPOoIoxY\nYhzTLD3zCqtnwnneeQQePwgmvHiOnlm1MIJjbQUz1+FcfH5+fjdurIyFarGBPe0qbcXz3Wg0Go1G\no9FoGI4kxOxFUu+0ZkTYI8HPz8+/yLAixFGovNSR91C139vuqu5P3WeFCK8Q452yp0O1Mepzi1cP\nLs91eOde2xDR/PG2c0fvk1frzlDxEPPrDkaMcRxZWVW32nqOf8Nmu0A+wxhsNBqNRqPRaJyJuxPi\n1XcX+cM7CEWEMR5te356erp5x1h5k9W59x/DnlcwuhePDOP9cchEtxKfJb4r5U4nI6vvEM8QYm/x\nwuCd2xjw2nBFO/n3qnVnv5vh4eHhHQFW7apsLefXE15fX8f379/H6+trf1Sr0Wg0Go1Go7GFIz3E\n6gNECoqwedulkQhnH+2yv3LxSHD2bmZEjI0EeGSY64jIjiLDkRe7Qn5XSPHJWG1fhWhyOe9aTs/a\nx2NDjX9VJiPC3m/twlu0yuYLt5PrUXKAifHLy8t2+xuNRqPRaDQafy4+jYdYvd+J8WjLtG2RRmKM\nH8iKiGWW7pElZcwzEWaPMSMiwdwOI/GqfTPxFaJ8Mim+FyGeJcteukdsLW7lo233PBdUHMMrSDC2\nRUEtmngkv+IRth0d379/v/lyfH9Uq9FoNBqNRqOxg2M9xGYce3UozyWTYfzrJCbCeOC1qr4orbJ9\nOCLG6h3imaPqId4lv1H+ybiSEKv0rHx0TQT1oS9O5/GThVei8g6x6jtuDy96ecQYd3QYKbavTzch\nbjQajUaj0Wis4tN4iBWYGHoeYvtbJH6PmAmxRwIzUpiRYSMulXvK7pPv1bv3FQK8mnYyriDEKi16\n9tm4iMgiQpFfLx/r4Dar+JVe4v/X3r0uuckrURjWeE73f7+fK/tXZ/d0+iSBHTm8TxXFScbgISkv\nWmBvm9XnFHUDr+4h1sFYBgAAAGDVthXi6D7iLJRIQLNBWMYShO2Xbm8b1TKvMux96deBxauGaZ3w\nZcNodCFgJQjPBmIZ7+yMQBwF2Cr0dcKzx+s23VnvBfNn8c7lzjFn9wfb7tJ6kOqwnOsAAADAiu0r\nxJlOMNRdpnXVSQb52ZYzhuhY7HR0b7Q+Ln18VZi1xxx19V4Jwp02O3tEIF49H1bPG31RxVt/9FiP\nmL3gVT0kqwrCct8wgRgAAABneJkKsZZVT3Uw1BViGSQY6/t4OxXAmWXRZ5A9KMzS27fvE10AiLpN\nnxV8qRDHXZKzcyI7Nzq6/4aiavLf8Pb29uNik7c/Xo8JHZL1v11dGdbz7+/vTz82AAAA/DteIhB7\nsjBsQ7EMXtDWoS4KN9myaJ0+dqnwRWHYu/fSO8bqmPXPTHXDrN4Ogfjn67pV4E5YjrYZic777N/T\nymseJapo67G+R1jf128vZknw1RViuQWCQAwAAIAjtu0y7QVYYUOHFxLtl132q+gAABCXSURBVGr7\noB7ZnlSxvO1Gyzrr7fHIuPtQrSgYRw/N8rpMdwPt0fHOHh2IswsY+v2j/ZCLJVo2v7rOm38074FX\n0fMBdGVYwrGEYAm+Mi0B+b///qPLNAAAAA7ZvkIcqSql8oW66n6tn5KchZbV5V4X0U4F3DvOTlV8\ntkLsjQnE59xD3AnR8l5Zd+foPvRoWdX+GaJ9ie4ftr8ZLiFY/3yaDsF6AAAAAFZtWyH2QqPc8zuG\nH1hsKKy2Ue3fWSFiNpRUQerIPcSPCMY7e3YgnnlPeU0n3NpeBqttn0XeTwKrF4Kj4Xa7/QjB3iD/\nxgnEAAAAOGL7CrH3ei8UZ6HQhmO9XzoQz3Y5XZnvHps9vm441oFhJuAeCcg7e2Qg1tv3xt0KsbTP\n7rvNpqMgnFWOHy2qDN9ut7BKrEOwndfntnevPAAAALDiZSrE9su8DYRSWfJCsGzTvvbt7e33PcW6\nTbdip0OMN2+3oY/NW2ePLzrW6AKAvX+4CrNnheadA8kjArFer9+jG5qrfcu6GR9d9ix6H/S/RQnE\nuhpsH5xlA281BgAAAFZtWyH2gqqIKsTyBVu+gMvY0q+3D++S95uZ1vvtdYGV+U5gjo7PHqsXVr1g\n3Am3K2FZT+/sURXiqI19zyw06+Wd3gRZ2O0Mz2QDsPz7lOqv/veqw7A9fzvTAAAAwKotK8Rj1A/W\nioKi/SKe3WPoBeJu8NDb6FSDo23b/bHTnVCcVYlXAvDM665UIc7WVdVib19m9m0lAP/NUGzfV1+o\nsr06dEiWgJz1erDrAAAAgFXbVoijL/NRddi2zYKwDndZINZDFZyzY80q0FZVgazCQVUhfsT0zlYC\ncVUdnhnsfngh2TsXugHXOy+jZc8U7ZN3DusAPDt4Fxvs/xXRPAAAALB9hdgTVetsMPZe9/b29vu3\nhyUQ2wDh/W6xDc/ew7i8L9xVgO4EY3ucNhxnQdmui6rLR4Lxzs6sEHdCb/V38/bNhuJOL4Pot7Wj\n6b9VIdaV3ygQZ+diZxkAAACw6mUqxJYXDqU7pm2vw6+0lVAsoUGPpTunfIGX5bq97Kcs947VCzKz\n4SQKYVFI8J7AOxNuV9btLDof9EUM/XfWbR4RhKNw7InOHxt6vRBsx38jENt7hb0LMt75NLsMAAAA\nWLV9hbgbhuU1UVs9rYOxDhT2t1B1CJaxfh9Zbit9OlxFoSbaX+/4bEW4G4ZnK8D/YiCOwqcNqXos\nf0MbXjsBuQrC3r7pc6Y6b7LgG4VhWfdMNgzrf3PeRZ2ZZXpd9+ICAAAA4NmyQjzGaHX3jIJxtF5+\n3kW+UOsAbAOxDrs6DMu+ZcHHqxTPhOFo/71w7AXaToX46Lye3tlqWKqC72ybaN5jw7CejqrB3nns\nVZCfRQd9ewHKnsfZfKcNAAAAsGrrCnEkCoiddvJFXVeH7aDvMe4GGK/bbdRNOpq2+x4dh62e2SBc\nVYg7leGZ1+zsEYE4C7/29dW8Pie16jyyXaazCzt/KxB7F468f7NeCF75/AEAAIBZ21aIbTVM6PCg\nv1hL10zdTn8h97pHy/h+v/8RhvW03qbdx86X8ywYe2Q7VZjIBq9CPBOGZ0Lzzp4RiB8V4rohuDs8\nk3e80edwdDkAAACwastAHN1Lqekvx2OMH6FYh2EZS3i93W5/BGIbgG0Q9o5Hqsw6FOv98dpXXcDt\n8UVBuArFnQrxGeGYQPwzoNnpaH5mv7Lq8GxAfmSF2Due6vM5axoAAABYtWUgltdllWEhQVimbZiW\n1+kAK8HZBmIJw/Y99LQNuDpke1WrKChky71AVVXOdGC1wdmu85ZnQbsK01dW/a2z15wR6rJ/X7MX\nYR5J/n3oab3Mu6jUXQYAAACsenggXvnSqr8oazrEest1xcwu04MEYPs+1X2c0TqZj+4L1kHeBk8v\nrErb6rPLKoU6qOvPzPusss/RW24/452tdBWu7s21n3cWPI/0BqguOEibqCKsbxNYrRAf+ftWF3I6\ny7ptAAAAgBUPD8Qrqi+5WditwrAOxbrrtFZV3ex8NzRE9/d6QSjT7UbrfWbVxYQqCHuf8c6k4j+j\n2w3Z+1yyYCzj6DOrgrBdH90jHz19+sh5PvuaLOSfPQAAAACrtqwQH+GFuDHiEBntn10+Eybsel0h\n9u7vzUJxVMHOqsNZVTSrEEdtqgsOOzurQhw9kC0KwtE5GNFdiPXfXoKxVIJlvbSVIJztl90/73jP\nnJf99ardM/PdNoRiAAAArHrZQCyhoDOMEQdiywud0XqvTTafdZPudgeN3t+G1ujz6VSIs9dEFxx2\ndWYgngmdnRAsdMCV+TF+PihOb0+HY5n/9evnPfLdfToyna3zAqztFeH1klhZBwAAAKx6qUBsQ160\nvBuEdQipdKpiVZvooVSz1a4qvOoHjVlV9VfCVvc1uwfi1S7T+qe4Ot2lo/NOT2efl/67ew9/08HX\nht/qb+qFYS/InrFMxvaiz8p0ty0AAACw6mUCsYQBO++FhSiM2HkbiL1AW4XcbhvZZ7mHuFMtrj47\nL/zoLtNeuM3YimRnkBC9qyMV4vv9/kcwtp91NxRXvM8w+jvobXfaeMvPHHvL9HldPa38yHq6TAMA\nAOCILQOxDapRGNbT0XxVues+VGu1jd3vTgi2x25DexV6dKV3JtyuDLs72mXaXmg4Ixjbz82ez966\n7vncbWfHZ6/T53h033w2yEWjzmsBAACAVS/3lGkvDNvpmcDwqAqxt8xWuLKHBFWVLy8E6wrvShCs\n6HtXdWV452B89CnTukLshePqYkEUhO15GwVh3faM8ez06utsuJ2ZrubtOirEAAAAWLVlhXiM+v5e\n+0AhPZ2FY7vsSIXYq/xFy2SfO/cRS9vss/GOR4fh6L7qI4MN3TsHYXFWhViPVwfZdiQKxd6Fh2i6\namfPmSzcHmmrg+vq2C6L2gEAAACrtg3E0ba84LtaTbOhOwq9dpmn0za6RzKqDEfdpfW0F1pX7qtc\nCdASjHe2GoilMlw9XKsKy7K9jP0b2y7z2X52j0dPZ+eRt2ylbRZm7fTMOq8tAAAAsOplAnEVhqNq\nWjSW6ZVQUb02C8bdhwR1K8RZWLWy0BsFx05Q3tnRLtOdABz9vJFsS8adz6pzMaPzbypq073Y0Wmb\ntbndbuPj4+OPMNsZZl5Dl2kAAAAc8TKBONp2FIKjYGynvS7T0sYLMVHo6bbt3j8sxxfxAomuDntB\ndiX06idWv2IgfsTvEK90nbbbt6KqcFYtXnnN7H6vDlmI/fj4OHUdAAAAsGrLQKwDrd2WDbvRtN5W\nNp11mbb7FC2PgrC3/95Tc7Mw7H0OXmjVIbj6KSQbbnVojIJvdl/yzs4MxKsP1pJt6rEW/c298Uxb\nO14NtysXAKRC7AVZb/nMtN0eFWIAAACs2v4p0/r+YDvvhWGZ17J5L6CsBONsW3q5F4Sz+4jHiEN7\nFlyzkGtDol6fVYSjdTtb7TLt/QZxFYA7P78U8e4dj4Lwyrw+tmp/qwDceZ0XYL3xGcsAAACAVVtW\niDvbtCF5DL/qq5d7y7Jq5xnrrOqhWnr/qy7TVRjWFWPNC8hRaI6CsV6+s7MrxJ0Hask2VkRd6LPg\n2x2qUGuXRfP6t611G3kCuQRiL8xG80faAAAAAKteMhB727VVYisKKCsV4igIVgFZqsHdKrE9Thvi\n7XvaIBsFYS/sRgE4Wy7vsXOX1ZUK8RgjDcBeSIxCcVQtFlmAze4xX1knxxWF3s501U7CshdmHzHQ\nZRoAAABHvEQgthXhI+9zVhV49vXCC8JRldg7Jr2tKHB1Q+9sMPaqxbtbqRDL67wQ3L13uLpw4olC\n7VnTclxZsO0s05XgaNreM6yHz8/P8f7+Pj4/P38s8wKvt9wuAwAAAFa9RCA+czvWmRXiTpvObxBX\nx5oFYM1WiaMgPBOM7Xvu/juwq12mq98f1uG4CsPRxRLNC8Od8Uxb+Ty8sFuNu20lFGfh1o6rdTIf\nraNCDAAAgFVPK6/Il1YJAnZeLzuy/dn28mXec7RCbNuMUd9DfDQY62puFXy7wThbv3ul+Iwu0zoc\nZ9XVKAyLrDKsp204jn63enbeC7adkFutkxCsx1IZ1iHWC72d6Wi9VJoJxAAAAFj19ApxNf/sdfYe\n3dnqb1T9iwKj10066jYdHYts0+vWPMb4HUxmgnAUgr35VwnDY5zXZbrzMK1qGKPXXdoGWX1+SAD0\n1leD/ntWwbcKxDoA62k5T7IHY3nBVpZ9fX39sc5rq9cBAAAAq7buMu29trNs5nXd8Bu100+57YTE\nqEtrViG2oV2HUz0t63Xg1ceaBeMqJFdBb1erXaZtZTgKw53qcOcziv7+Ubj1fs+6Wiefhw34UQie\nbasDsg7CUbV3dvj6+nIDMRViAAAArHqpQJxVTrvr7PxsuDvS9tevX24Qzn56KdquDcK2SmdDbjf8\nzk7vHohXu0x7YTiqmEbBeAz/yeCW/pt7vQa8sKtDb7ZMT4/Rr3x3lnvLZH9tdTgLwzro2tAr81kb\nAAAAYNXWgVi/Pgq8R6e9kDJTCZ2pnupAHIXhrMu0BGGZ1uMx/h+KZTqqBHeWV5VivXxnZ3SZzkKx\nDcNj5F3mo3PJC8VVGJanOHfXRccVheBOG7uvXoXYPhgrC7zZOArFVIgBAACwautA7AXDM5Z5FWKZ\nrngVwOp1uk3WPToLxnpb+hjse0tIscerQ2xUIa5CcRSOd3aky3QWDr1g3LkgYtnzVF8kibpD27Cb\nLdPz8nk8cpBjiH43OArDeuisk4Eu0wAAADhiyyfSdMJsd1y10SFFQsNM1Te6hzjqPjsTfjOdEO4F\n4Kr6O7P+SoFYV4KrICzb6F44iM4H+zCtLBx3Bvk89FD9vFR3uN/v43a7jfv9/nt/bZXY/sySF3gl\n9H5/f4frbVsAAABg1bYVYi+8dkLwbGBeDXVVGIpeYwOwF4o7QTnq6m23Y8Ow/Qyq0JwF4VcIxGf8\n7JIXimcumszSVWIdjL2QK/fqVsuiQPz+/l4G42qd7Kc+l7InS0fV36+vr99B+Pv7O12nx1SIAQAA\nsGrbQKxfO1Mxrtpk7b22K12cvW6w2TrvmDMSfPW8fq3XnTsK0J11UddfWfevBZJO4J0ZZJsVez5U\nF0qyirKe10+Z9o5V2tplejve8mpdtn/ZfmZPzva6hf9r5x8AAACex/+WDAAAAADAP45AjBIVOBzB\n+QMAAIBdEYhR2v0+YeyN8wcAAAC7IhADAAAAAC6JQAwAAAAAuCQCMQAAAADgkgjEKPFQJBzB+QMA\nAIBdEYhR4qFIOILzBwAAALsiEAMAAAAALolADAAAAAC4JAIxAAAAAOCSCMQo8VAkHMH5AwAAgF29\n8cAbAAAAAMAVUSEGAAAAAFwSgRgAAAAAcEkEYgAAAADAJRGIAQAAAACXRCAGAAAAAFwSgRgAAAAA\ncEkEYgAAAADAJRGIAQAAAACXRCAGAAAAAFwSgRgAAAAAcEkEYgAAAADAJRGIAQAAAACXRCAGAAAA\nAFwSgRgAAAAAcEkEYgAAAADAJRGIAQAAAACXRCAGAAAAAFwSgRgAAAAAcEkEYgAAAADAJRGIAQAA\nAACXRCAGAAAAAFwSgRgAAAAAcEkEYgAAAADAJRGIAQAAAACXRCAGAAAAAFwSgRgAAAAAcEkEYgAA\nAADAJRGIAQAAAACXRCAGAAAAAFzS/wD00vfvVtMRjwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## First Layer Kernels\n", "## Seemingly meaningless! \n", "\n", "W_conv1s = W_conv1.eval(session=sess) \n", "fig = plt.figure(figsize=(12,12))\n", "print W_conv1s.shape\n", "for i in range(W_conv1s.shape[3]):\n", " plt.subplot(6,6,i+1)\n", " plt.imshow(W_conv1s[:,:,0,i],cmap=plt.cm.gray);\n", " plt.axis('off')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(5, 5, 32, 64)\n" ] }, { "data": { "image/png": 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Cj9su51E9T9ZHMW7pgQ6z+gyxC+KPj4+bd7BVeSrS6cIEERFnnynkv+CJAs/2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\nJ4eXKx57WfqMceTDs4Gpqcf87JyG86O+28FtZC48lSCORvm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iZfCmzhDjZ+zN9BQ+NjIe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atHXuM9pP8Tusmfhmojhy3G7GUNSWnBiO+q9Gn7ZEdco0Bn9YLAKRr81EcWs/v0RdJeRROV8r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EKs9jQamFDbxfaqJyJYSPbKVH1a5LsjQtaz9ZrmyBin6/3rc62NEUHsytSlj5BanDsSwRwZ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\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qTZls8zESYY4QR0Rh5ICuGPQfjaWEOCPCmM4ixBHJGh2PiJjXKZqn0ZJpJ8be7/5RrSox\nVoERnOtrYjZCPCLGkf0/6gcEk2Gz8eoglsnZmODfKZ3J/ZDdf6bMLbBLQoybG0m84UB3IsydEJHd\nawjxDPHNzqGQ8ufngcqDL1tSsXdC7IaKE0YkxEyKkQj79u3bt/e0mYUC0Ymwk2Fvn4gMm8Vf+RsR\n5WjZtNm51y8THpEiwfQWBlhVSZvlJBANMD+OnEtchg1rP8f3xj0aCEjm0Ai8NmqctcGofRh7Nq4R\nbNiMXldQ+S7jHx4e3p2aDw8P9vr6ag8PD2fkuUJQRga5So+Md1V+ZsNo+Np9OxMh5siop33O4Bzl\neal+O2oXBo9BjgSOohB8fR9fPob4d9E7xKr+qq6si9dG9Z6ZLB4RFiSm+BskUSpCHM1TVS9VRybG\nigwrUuxblbBlBvyWmCXEVSKMaZXHtkmFHI+c+7OkGAMXHiFGe3b0DjGSY2Xff6YIcXXJ9IiYml0G\n1czOXyNzKJtGyUCXrxERj1DRC6xrl+TdCrsjxBwtQMMJSTJHJVixmV1GETMCPCLEPJiqxDc6pyYL\nGnn4e45Qqv2eCbErMifD2E84yTFC7IT427dvF5uZvQtF9CpimgWMmryoZJeSXxZmx+Px7JmUUFsi\nTNbGzHiqPIdKMzFGwR0Z2lEdXel7GsdXheRGZTwPf4P1jQzPKkHee9860KAZva4QpQ+HwzsZ9siw\nItEsx73OvHHbqbas5lUN5BlivDZmCDG3NxJJhBuRyrBVzgssm6UdbLghIc5ktjKyMUqMhqLZ5f8Q\nq1UNyshC+eT12gLVOZsZxgiWcZ6HBMp/PyLClbpwnfhaGHBQ55kU83PcYtsKs4QY0yMizGW9bTlC\nHJErtY3sGCZgERnmKPHxeHyPDnv/+38SV78yrZZN433XxJII8WjDPpi1KVmOch6Cx5oi5hU5479n\neV3Vo6ON63otdkOIPTL4/Px8FkFAw8mJkiLBCiNCPEOQXfCajQmvyuNzytiLFDFPAkXSthDoVUJs\nZmfvdyujSBFiJMXfv39/3x8Oh/evEbpwZGGaec14UmVR4RH5VUtczC7/bH2khEeG39pYYoBVjAv1\nLLz6IhN+WT0yI8rnLztjUIZkeaMIcdZmWZvsuW+ZyESkWC1ZU9vd3V1orIyIpDIEuJ4fBTUGR8QM\nScVaqH5UywkxLjFGYxH7nWWSIqD4nMpIiQwXn2uo/yoGt19LjUl/Hv6NWsEQGWeMPZCnpfJY/Rbl\nnB+bxe+dcp9nBu2o/hnJWmoUR/2Tkbpr2vjWWEKIK0SY+zGKEEdzbmS7ZDYv1jmSk0yG2e5yQowk\nOCLDWVR470umlW1ZJcaz9pdjxgZwGzkbK+requ/ZtmJZEp3L0rfE7ggxbzjg8f2ykUI7HA4lolvZ\nj5ZMq7zsHCojpRQcKJRQWKgPjG3huZ4lxNiW+Pz8jLhc2qPC379/tz/96U/27ds3u7u7s6enp3fy\njBHhiBj7vcz0UrHqMukozRHi0fL2rQ2sEWYMsAjKQBoZMFiODTY2utS9fW7xb2aiwYoY47HfJ+q7\n6jmUA2tixgDDZ8jIcGS4oAFzOPyKED8+Pg4JCoKNtNEzLB2/yqDjY6Xo0aBHUrwmqhHit7e3s9dJ\n1FhVzh98PhwDivxWgffwtJLdXA/fK4Ku5l/kiFE2BNePdfQWmLlvRbdEfeZ2Dl5HtVHUZpFDQdUr\n2qrkGO8XkbTq8Zbw52W7UOUhsj6MCLK3L9qzKuoXEeQsj+sWEWGWH4oM+nPP/OVStjppz0umVWBl\n9A2aKillLB3v19qv0XiopEflbmlD7Y4Q88eUcFDze2YjA6pKdivnWCgpQ76Sh0of85AMs5DHwYhE\nGD86tndCjMvc2XFxOBzOnktFh50Qf//+3e7u7t6JsBPjTIg4kPiwMZsRXUWQs8ix2ViAZEIkUv5r\nYpZQVI0vzle/jxR9Zmx5Gq+J7Yd9P0OOecxEz5n1bdbnn6FvzeJ3iPl9rqenp7M8X+7mhJiJcLTs\nluugHEvR86ARGZ3H56qSBmWMR/Jk7WiEWf2jWh5Jjb6rcDqdzoxmvI4ixegkYmRzJSob5YCFCQAA\nIABJREFUyU2sHzsimBBjWX9m1+VsQ2QkC+vLDus1MTNnl+gbBvY9t3FGTKN6Z/VSBDgixaru19pi\nS0nCrRDVZVS/iATzcRYhrhLfyqZkqSJB0ZJpJuZOiPnDWqOl0tGy6b0uma5EhFV/VWzLytgelTmd\nTjLAk8mXyImlAprZppyXypl5K+yKED8+Ptrz8/N7dFB5eTKPLgu7Cvmt5jGBU/ebOY9GhyL2Skhx\nlBi3PRNi7As1iJFU4pJpjg775oT46enpImKeEWKzS8P+/v7eDoeDJL2V94kVSfb+ygSIt4uqH9d1\nCyNsdjxFyhtJJudnv1ty7+j+SHixPkvy+L6ZsZkZ/igH1saMcW2myTBHh91owT3noRyIZDnLcyZJ\nPsfcuBkZkGyoYZtX24GN/kzZu0zfghTPRIiVjOTn4PEbOUSiuayMZNUfvB8ZW1hXdFypMYGEWBnI\nFce671EXr42ZOZvJpEjeILHk36tITTQHVJ0zEoXRUTxWpBjrmjkvrtlvgep48jZxZCQ4OvY2xggx\n2ytRP2X9mI23jOzgShV2dp5O8VemM3K8lyXTsxHiJUumR/alQmSTRGV93GX3iq4xIsUsi1EmV8/9\nYQmxk2Ec3I+Pj2eNUPEaekfNEN8KIVZCdDbtexz4owgJG4P4V1T+sbGqN+qWWEqIldGLz6a+MO2k\n+LfffpPkNJuoZufvSfHm/TFLijk6PHqHODL0IkHi+z2Tpug3OF8UGeZzM8J7Jp/JLRp0S/IyA2DJ\nuT33LfenIsUcHf7586c9Pz/bz58/30mxby6TlYeXDVy/P8oGnm9YBuuLeyZkeO3oHOIaMry2kV0l\nxLis2IF9izILz6sxEL1OhBvOG4SSgyMjT7U73w8jQUyIud4RuVP1RIK2NmZIuLI9FNRzcF8dDudL\nprOIurouG8xMsvx+ERHmqHymS/jZozpkZbfADCHO2tosJ8FcpkqCqxFjM+2MiuQGflcimuszf7lU\neZd4TVRt8hEJRpnIfVPti9Fxdi6yrzN7G8Hy2vdKJi/Ju6Wj48MJ8cvLS6nc6XQ6e89ULafAyeNl\n/YV8/o0rxpFXWHk/q0qyqhiV4aWUSuRhxWNlNLDxshaqgjya6FG0m/92C7fHx8czghJ5nlD4+j3e\n3t7CSHIkYBjV+0ZGvzIkIqeO77fo2yX3jIjHkmtfcy0W9Cww3cjCfDTCPJ8jFNhfbGQwWc7G0dYG\n2Mz9oznge54DPB9GMjlScKM55EYdtnuF4PKzsUNGyeOleVv38yyU4aIMWdVn0bhXumlkWGfRkIps\n5vpE41Q9qxrbeH3cr4mqrmVjeHbv4PGr2iLa+Dz+Ru1nnoXHiSLfkaFfPb9njPpB5akxntkliKzt\nmayhXqzMUdYTTI7f3t7SqG+kG/w+W+Ph4aFU7u7uTv69rPpOUBRFrsjHW9hninRnJDmy/Xncjezu\nqE637ucPJ8RVr7UvmXbiEw2OiufYFWJ1wish65t7eVBBRII6OqfKVAiYEnxKiGwlyP/Vv/pXpXKP\nj4/222+/2Z///Gf77bff7Lfffntf/vz9+/ezaDD3Pfc5IjoeGVtqr9peeTQ9KhYJH//Njx8/7MeP\nHxeRMvZm8hhVwmSL6P8MMkNjqXGyBDPKMCszoxDUdZXhES0D2oPijhApNVTO/p/w6oOHLHcPh4P8\ncKKS85VVHwifO9yeKk/9xq+NUd7M2Md91G54bWyDqK7X4vfffy+Ve319Tf/XM8tTERlvLxwv+Kye\n5rZRMjgaZ5yXRbdYpmeGeUQeIqfOrSMSVVS/II6oEL9Mp47sE8So/bBPsmWRirxV5t2sLRaV3QLV\nyKVq22u2l5eXs2884BjHfnCo+eny359hJMNHz+R2lssONT6UjFd1w0DI6XS+3HwNfP/+vVTu7u78\nL2c5IJQFjKKl1lVwW6q5pexUs8t2V23O/XU4/Ms/xCi5Ohsh9uNb6tEPJ8RVQc6EGAdCFNVjMCGe\nJcOKEOO1ZwTtaK9IMZbhZ8oUzhYK2qxOiB8eHt6JMJNhf09Y9T1PdqWYVftFxlFmiKEBG5FhX9af\nOWR8ojoZ9o3/S48ndqR4jsfjJv07YyDMGByV/UhI87zEeqiyEbFZ+qyRgThDhrc0rqvPq+YNK7+3\nt7cLMqza2+8ZyfhMuat5qsAEN1OUUVknd4oU++9wH7VrNL6jvFtghhCrr7Wq49FXXd0gcYOT2y56\nbo4u8bEiwYogj8bJaBw4Mt2q5vDaqEabImRjLTsXOY5Z73maVxY4GcZl+pWVIJksieof2QKz59bG\nzCrK0bisbF6W/wVAkWLWryMCxIGMzHZTZBjH2ul0uvj2TEbM/Lf8rZ3PQohZF2ZEeKQ3zWI7afac\ner3EkY0JNWe9DDs61Creat6nIsQzEWI3kDJi5B8tiggJNhB34IgU40CKBsnIoK+eG5FhrnckDF2I\n3HJQVDFDiJ0E//bbb+9fjfZNkWJ2hGD/mMVkq7qpazoyUqy8nTjxkRBzhJgNy0jA+7NsSYir+Chj\nJCIgEdmJjiMjaubZOC8iwnys5i17PbeYt0sIsYoS+9iMvMI8ns1MrgRRzk819zNZiXogk4dZWU8r\nMjzSI9xmM+18K/zlL38plXNjWBnEnudRZHWOHXpsbHLbsf6LxpSKDo8IMBPhyHmi+kLN08yZhcbY\n2riWEDOqcke1ZXS9rO3wGhXylhHhSL5EeibbZp7xozATIVZtx3mVMm9vbxerP9hRO7JLUO77nMgc\nm5HNxGPGHQT+vFmdsA9V9NqvbTb/odBrMUOIkQDzd4KyvEg28nxBPVfZYzpy4Csy7A7yyGnh5F+9\nwqrIb+XcLeXxbghxtGyA19BnUWKcXGjcKGOGBSJ6tHnisNGE+yhdOV8xnpRiUEb2ngnx/f39WVQY\n/0IJyXBlyTS304zyY2MJx5AS1hkZZgGDwvzt7c1+//33sygxk2El6PGZWNCsjRnDYNbgyM6b6XdU\n8ZjTjuw4IsZMniKilT0r32PkwNqaEFeRkWEnwqgAMwekt1O0ZBoNrIzwIBS5xftGxDj6nfcREjpF\njmfabk1UI8RIiPmvSkZ/ZaLOqXZRbR+R4Sr5zd6dUxFivC9DyZhsznJ0Ym3MEuJo3M/msa01K/OY\nDPtvRoQ4IsXV+RetFhjZBltgNkKsiMKS9EyEOJq3HA2MbPZMX/JYwfPqdYVIrrB+wmdQdv1HY5YQ\nY7txenROtTXr4ogUR3aWH48cJNz2WZnj8XgWDBo5dEbOnj/skmm1bGDJe2VIiJVQZbBQjM5HRvPS\n9EiJ4/NUFM4W+POf/1wqd39/fxEVjsgwR4uUQRyRlChvRIrxmtjOqIDu7i7/t1MRYp+wvFw6WjLN\nisfrwgJmr5gxOioGSSSos3k8Q4SztsT7K8Lk5zOyw+NnRIy3MK5n5IXqJ2V4KM+wMlyipdKZgo+i\nfgzVdxEyAo39xs6ozCgf1e+j8ePHj1I5JMTo8OOvtI7yfHOwIRaNgWw8VaLBkbMk2nhcODJSzPP2\no95Zq2KGELPRG6VH583GDkDfR3aK22FoqzDpjYhwZogzqvpldLwFlkSIK9GzUZloPmNfINS8dR3g\n/RPJ7krw4XC4/EJ8NWo9qpfZ+hHimWAg677ZjdtbzRVlJ1W2mcDNiDS7rq+sEhmV+ZRLppcQYl4e\nUCHDOLHYo18lxEySsExEiJceR0ZepnD82VjBbKWkq4TY/1MYSbCnfc+kOFo6qUiuY4Z8Kc+3A9vb\nybAydH0yojJx7xdGh5EQqw/SjLyxe44QV4yPmTyzfCkj5ikoIw2PsQw/B5Mk1QY+/6J7R4YhGiFb\nL79c0rcREZ6VsdkHtUayXs1B1U9VWcgynRWu97V6NqX01TOvidkIMcstla4cOxQJVYjGVIUQ8+8q\nxNjv6VD9yP2cObE+AyFmWVfZq7yRwx7viXPG55PbJ9z+SIaZ/GZyRckYZROwjsHnyPK2IMVVQqyc\nqdl+VCZ6DSIin0xslDOfHVvRO8Q815QMP530O8RKZ7Is4ECCj8c1MRshVm2njkfl1LOOyLCSf0yI\n1XyMSHF0TjldRg6y0fapCPG1XpIsQszgCabIBk8SN6iQCFcmkrp/JEyjsqPIJz6TejZUNlso6Zkl\n006EnfzicbZsetTnZrkXe2QwufMEoYgMXxfLoKHo79RghFiRYiZFeyLDXo+ZssqwGBkeKm12aTD5\neFeOIYca/yMSvOTZo3EWGdmZYf3y8rLJvK1C9aMbQqj8lGHE10BCzN+JUA6wyisyjhH5GpXB88oQ\nrxD+6JnXRPUdYjdyrt18LDsi2Yo6VpFhpfu5THbM1+R7ZbKhSoJx+yyEOCK7M+dYTiu5p+wTtE08\njb9hea721flnpkkx6x8VseS8LTCzZJrnXpYelVOvRLBNwu2tSKePk9PpdEbuItsLn8d1OOe77GAS\nHxEyJut+HSyz9rz905/+VCqH9ca2ncnDzezccY/948e+z+afIqjRmDidTme2Ks6t19fXlAyre8yU\n+UMS4sPhUPKGqElmpj1OGRnG++IeCRIS5qzeo+dSyJQMPw8fR4pnbcwQYie7SHz5OPu6OBs4qt0U\n4Y1IMBvZeG1sY+XdzsiwE4anp6eLv1ziCHHkifX6bEmIqxgZILN7M3sf297P7OByYe97FvhmteWA\n+Aw4z9Wcj8ZdZhxGY+WzR4jZGFLyVc25w+Fw9p2IUYRYzf1Zojnqe35eNSd5bmbX3EIOO6oRYmVY\nVwzsqKyZnc1TJMIMRUbYAV4hLlEep/2eWVvMkGNPr42lhFiN4ew8l6nMu6j9mAhz+SwqpY4rcjyS\nO8p2zOzJNTETIVakNyLDlTz1H79MiMziZckOnGuZ4wox6ntvGyZRylZCuYNgu3FNVCPEaixGW+WV\nErPzf0tA26VCikfEFOut2t7zvA5eb3ZsKGI7k5c54pdiV0umo06vkGHfo4KOhKmf5/uj4Y1KfVZI\nVspHhp76rSLBXH4L72aVEB+Px4v/GsY9540ixIqsVIix8lZ6PythjUqdDSX3eB2Px/e/ZPLNCfHz\n8/PF+8PZ8iSuv99jbUHudZgpNzJERorS094XOB99Tjq8PfC8MpYisqaO8RojYpwZ2sqodgKiiPHe\nCXGklDNjOpt3lb+PUDK/QoZH82R0PiPDijCo9uLnXxOzhFgRvUqaj9GRgM6qyHCNiIpaBRbtR+fY\nEI7mqu/VnFXPu9WcXUKIK2N5tPFYVnoS74l60/dR/UbkV825bExluqi6bUGIl0SIl6zkqJ6vEE92\n1LPu5jnKfYQEze/l10D5EUWI/Rpcr4gQq3MfjRlCnNlHFRtKjV/mC8oGUrIv29SYQO6Bz4K2ckRw\n1X723KcixDMR4pHwGk2wkRDNGg8nDU6eWzc4329kPEXKg3+z9mQ3q79DfDwe34nu4+Pje8RYfXE2\nIsPYVjwhfa+UIp9TRhmC2xjz+bwTYjTgffI7+VVkmN8hjoSMk+K9Q7VpRaCrc2a/iIlfm5E5hhzZ\nfM9kgBpb6vyMoYcCPIqw7RWZYcnvaeFv+Pfet6OPJmbvkUZystrHlbzIQMeymaxV8mctzBDiivFT\n3dgIUmQYocaTWjKtdGRkbEd2QUTmMvtgj3O2SogrRJPzojJmMeGM7olkWJVVdazYbFX7ZpYIKxtj\nbVQjxKfTSUZ0r9kyZ1dEPBUJ8vKRrVWR274aD69XIWVYN6wX5nPQYQ0s4T632JvZRV8ojAixiuZi\n2+O1vd2VHsjkTZSeOXfLft1NhLg6KDiNYKGsjBm+p8obkeFrO+B0OslBzHusB3tdWSlvIcirEeK7\nu7szssvvEUbLKJWB5FAKOiO9Ub5PXjaW0CjAvMPhXyLGmZJ9e/v1lwZOgnmfeWNZoW+B6niK2nbp\nZvZLMZpZaFihwI/qvERYjp57ZGB7moV5FCGuGkO3xJK+RWdhRIT9Nzi3/O/K/Dkr/7M4+ohi1O58\nPHvO5WpmBGTXwDbwvV8X5zbn3QozhFgRv8qxOodyFPP9XtguSk6oj8NU5fcoH+8dtUNkgLFx+NkI\ncRRd8b5Cnca/8WuZXa5mU/fCY26faB5WCXGUx8jGQUSCPxMhxnGoiLG/hhWdU4S4MvcRTIRRZmI+\n7qM8HmeqTCSPuQ7ex5iH43wLQjwbIR7Jt6rMcz3tc9vv4YjmLPY9Okuyuce2t5dRq8jwfhGxVVul\nzK2wmwixWf0dUBbMZpdCVhkcquF40uIgUr8ZNX7l/Eh5c3k1QNQ118YMIc6WSo6WUWYRImUsj7bM\ns2Z2vvQe21z9RuW5Uhr9t6fyxuI1Xahs0bdVZG1c8chzvj+vk2IkxzjHsWwmD5Y+U+V5GWqeRkY1\nGjBrozqe2LDwtCu87Dc4BvyVAjOTxHf0l0sVOWmmI7gqHZ2vKt7IMMgMwJFxeAssIcQj8lTJU2Q4\nMlSUzGQyjIR4ZAwutRWUXldzNoqarI1ZQsz95PXH6A06NFjn4b469yL7BMvwPkpn57GMI9L/mf5R\n36jZQtdWl0xnhLj61Xj14Swl9yLyafbLQcI6YUbnKlkclYvqiPXyOvhvmBjemjhVMEuIMa3k10i+\neRo5EJ9HKFmhZB0HhrDeuB9xJZ6/t9puiV0RYrM48jc658Do8Mw9VVpBXXcmrzq4vXxF0VTq/RGY\nIcRs+KqoUCVShIiOs7ZVZNjHDI8bHktVQRUpLv5PT14yrYT8Vkp65p5ZG4+88kx+zH55zNVcwPSI\nWETEpfq8UV5FyUQGtvLS7xXcpyMlFBmhHiE+HA4XxGe0VUmxMqZxXy0TEbuqAs6I2EdjlhCPtoqD\nwDecz1GbZWSFdUDVEKwakzPtMJqvn4UQR4Yu6jyXo/5MmEa9mLUp2yd+fXUe9emSOarmX9T/Stcz\nEWZCjBHQtTATIc7siZGtwXns9Gf9imm2kTGPy+Ne5c2cy+qE9XGg/InqthZmCHG0z85FZVmeZXN2\nJPM8b2Rrq3PRsd9f1YPzqmVuhd0smXZkCqxKVqPJMrrWKI8b/5rjipJRA1xFh1lgrYUqIWZDWEUE\nRvnYTvi8FWOJyaWK8iJ4HGUTXKUjwZK9u6PGBhqYewX3Q2SEZMYI7vFaylBw4xsNLFVGGeN+Do85\nPTqHDops3CChUMuQPsOSaVSm6IFX18Ny/EqBfxwOx7Sa79EKAiUjM8M622fn/JrRhuUr2DshxvSS\nY8zDD6eo6JIjIsM8FiKiO3ucEWPVxxwNV4biZyLE0ca61Df1bCOZx3MR5TLKa7wnX2Np2hH1f0UP\n8bhbG7MR4ogIq79QyvYjQsHnmHSp8hVZkclZdZ2oPrN1WxuzhLh6PCqjHFkKkfxjmYc2k9LDI/mr\nfjvSyTPnb4ndEWKzZURTCUxFnhjqXJR3reDmYyZkkdJGAeJ56NHFZ1wT1Y9qoULKooPZuVGEeNSP\n0aYM/UhRVPOypScqjxUA1isjIh+JmfG0hAxHaZ4/LKzRuOLo/mj+jJ4pIsI4jtCw4/vwPjNMPwMh\nVnPFLDaU3KBmUvz29na2ZDpyjqg8HE+Vul+jaLPIcHSdrM3WRpUQmy2LykV7szyybnY5n5gYR8RE\nGVUqXT2vnhnnajRn+RsAa2OGEGdE2OelO6gq5L5iWDt8/ntakW71u+h6o7JZXXmMKX20B0K8JEIc\nkd+ZNDuUq/aU2eW7xGZaX2PaERExPmYo+28JeVwLVUI8whL7z9swkn2RnYJpfM8c9b8D+UuUVuf4\nmZbom09LiGeWTKuOqhoznO/HVRJVSVc7ZpRmBVEx5s3sYoA7Ydpqwi8hxEyWorQ6p9pK9Vc0GbNJ\nGo232WMzuxAsytjiPBwnXi9X0Lee9BUsJU1VIyQySLK5g8uhKkSY59tIHnBeZHBH91WKng3UPbxD\nXAUrMT5nZmfGtRvYuCwTI4dePnKCRZuas4yqrsjO+RhRTio+jtpL7dfCDCF2zJCSLP/19fV9fmJ/\nIzIZwe+Ue/mZ/ehc9CwjUqxWdqyNJYSYHbFIgg+Hw9m8HdkgaovGgopQffScWKKDotVoa2OGEEcE\ndyYPI8Qj+8nzHdFYwDr6HPKxhnaRWew05nmH91b1jOqfpdfEDCGe4Q+Yjs4r+2hkr0R2ivMMs/PV\nIn7NyGbP7Pqo3tXnV8e3wG4IcWRIRkZmZrB4HndclJ9tWIYHYYUgs8GF6ZFw4Ws7oiVPa2NmybRS\nVlkbROfxmuoe0f3UdX2Cqr5SHstoXI6OK2OWnwsjoR8x8W+FihFSWR5/f39/YYxgO2HEHAlXZmip\nto3IcaRI1blsrinlwkbqZ1ky7WWxbxlo+EQRNs8zs2nFycfq/nw8IsBRHhpwUaQT76nm5ZZG2BJC\nbJaPh+q5UYQYf8P9ivLA3yHm64/S2fmsLyK7I1vR8RkIsUeCkRjjPHUy7PvoWtXxzPMjIycK14zB\nqt5Xq1HUu+trY2bJ9Ij8Rh/wVPmuT5VdxPJ+VM51Ks4ZL4eOF5YH2WoGH0dsCzowPbInt5DHs4SY\nddLStNkvPYv9oO6HfaZkH8s6tJ0iu2+0CiyTN6M2+mjsZsk0k4lsj54mnGR4DbPLCEdEojLShFtG\ndlkhRMdKycwMEDUY1bOtgRlCXN1Xy2L5qlLkyav61mxMakZ5SkBhWuVxOlIga2FmPFXaWpFk9XXh\nEWlRgj4S9p7280yCs2eO5mimZFV9R5Gmz/BRLZef/nw8b7zMSHb7b9mQqu4r/c15GSHm81G9o2tx\nW3G7rY1ZQjwra6P94XC4iEZmZFjJh8rS1Upepd2zcZAZ6Dh310bVjvJ6+soNJMLeTyObgeeLGgeq\nvKdRLvDvsmuN7pOd499GTjdlqH/2CLH/laPn4XGU5yRcOSBdz/p5nuvRKh5/FnS4mMVBITXv+D19\n1jGojyJ5ovp/C5m8hBDfasv0ZXTfyAHo8L5gO5Vl+GgVxjX98NF9uKsIcaaIXKg7PE+RYYxG+DlH\nRqwyLxgPhowUV87xvblOLDwwDwc8/25NVAnxtciMT86f2RS54kgwEplqulLfijGwVb/OQBHFyAjJ\nBKWTY+UgcAOPFbDaEEp4e35kfPG84mtHfTMiw0rRuLGyNqrjCtuJV1KgTPRzikAyOVLGS2TUVPqY\n6zsivSMjokKCeX5H7br2/P3LX/5SKlcZ4zNlvN2iCLGSh5lc8CXT1WeZeV4FNVaVkf4ZIsQYHXZS\n7P3j7YDRYQfbHjivGVzW89T8yHRftmcZjb/Fc0p2K3suI8P47xZbEOLZCDHqD0V0fcvOeYSYI3jc\nd3zMOh5JkPcLjiuWr4jRPDP7pXeQoCv9PbI7ssjkR6FKiDOdqWRSpSw7AaK2j8iwcv5hO/Mxj4fs\n32PUHKvYyCrv1n364YTYlz+NoAQvezrU+ahT/Tx2npMfnPiR8K0YYkhQo+eJDDK/B15nBKzrqP5r\nYCb6j3uVN7NnwTny6iujDIH9gPWLBJUiObjn/s0EU1Ym+s3ekJFLVY7nU/R8UXnMU2012lS5ap7L\nj4p8QPAYzMbjR6Nq9PHY999GBNJlEc4VzDObd1pl/TGLpW2ekeiRE3dNVA1rs+v6gfVW1j5Zu6l2\nxLHm9Yzq73XIymZ9oPTyqE/RvlgT1Tk7ai9P8/vDSJiRTGe2TQal86N64TjKdIbvOZ0RIJUebWtj\n9qNaHP3lrXKOZQW2qeoz1dZZZJ3nk5LZas7xu6u8aozrFJ3DOl+jM67BUh3F8tXTfs0l8y+yYyN5\nhzat39dtH+RQUb9Ec5P/QUC106w9eUt8OCGuGiGVzlHkIzpnppeDsEGHpNnsvJHZY7ZE8Ueb32sU\nDcmM8y0nu5mVDQN+7qg9qvnsHR3tlQJhA2ykBLwefA498C4sUJCNFHr13J6BfYXCEhWht5X6DR6f\nTqcLZT5ybLDwRSWqlnxhevacWj0yioizJz3yyK+FGaMP5wYqVAeOz+hZsn5TiOQby0r1u5HMzc5j\nH/E9lOH28vISLsd7e3srO4NvhRlZUdE5I/1SaSNsJ17dgb/x372+vp59VGtmvqp0hMp4yIzGtVGV\nE2hboO5yKMMWP3zHthS3E94j20fnsG6YXpoXRaHU9yrYFqyOlY/G7N8ujbaRDIxQlQORnnN96/sZ\nIsz2u7eJy2WW0yrN1+ZjjC7jPOG8W+HHjx+lclXOEK2+Ufbx0k39b7W3UwQ8x/2t0ipanx3PlL0W\nH06IZ0iTUj4RAUZjWeWZXX7RlAeOMgxVOZ8sakBWlzBwnt8LBQwb2ajQ1KDjMmtjlhBX2q+Sx57O\nyjIhNfmZaCmlnRnkvqloNCtapXxn8j4DsK+qRjX/zszOhDE7vbJ+QsXsZISVctWIjvJcbsyQYeVV\n9/QWmFm14+Pbj9GYNrtc5cJGRTS3/Bweq3RmlKnrKwOwmqciTPwsrJvccMOyfn4ruTxCxeid/Z2D\nDV0mxfgblu9elp0SI/mbOZW93grRWMD6c59vRYiXgOeKp/HZnAyrZ54xwkebqtctNpejighnX7Cv\njPe1cM1HtSqr5LK+UOD2rW6uG13nMinGe6u5xoQfy1VJcUSQPb0mZv8Gb0ZnZWWWEuAoDxHpZzzO\nynod+fwtjm+B3USI1eTgSRKl1bGZhQJRfbwnqidOZCZn2X5UxuzSAFPCxcspooUCawuhXl3qY2al\nNqmWUUuDsi8r8vlIWZhpTzYaFEgEUOiz8XAt8RoZc3tCZARFHmL1O4yoVRwX3E84R5DwYd+pdp7d\nO9Fh4yojwypKgR8RWxszhBiNf68rkmJsG34WNoC4XKbgeC4oAoTXw3mXGUTZOewjVvY8Vn1lSEYG\n1ybEVVkxIrVZmex3/Pwop5m4Klnhv1HRvCztbc3nUQ4jIsM8kmGKGK+NGTvK7Dwaw3OPnf4Z6VW6\nrZIXnfN6RHO6ko95KEv9HeAoSpw5TrYkxkvfIY7s4pG+5LGk2iBqn8iedl2G+lHNEzW3FBn2SDfa\n65jGa1XTa/fv7EcO2QZdul8aFVbRYRybkS2L56M061JVTh1Xy9wKuyHEmYcrmjDI9WlmAAAgAElE\nQVSKCCMhdiObibDXSxnWmEaj3n+TeY5n8szswlBWBjIbmiyY0IBbG1XDYNRumWdzNA7UJM7SkeLw\nejrYoIoMC1cArHwi4RHljcp+BrCycwIZleOlzUw4cI8K3qGUNStANb8j4lXJq0SGI6MhSq+NKlHj\ntsO+RGcHtje3uSKhXjYiLNFcUZtfQ92jkodp5ejg50AZNDr/GQhxlD+7OXD+3t3dve9VOW4vl9XR\nXMnmlPcfP0uEiCRkxPAzEGKHMkiXzIuRzo7OuW70tmLnWURuo7zsfPZF22z8bGU3MZ6fn0vlTqfL\n14lGUWI1lhFVGRA5f3kO+oqDSD74c0Rziwkx2wr4exUZxvOcXruvq0umHWqOL8nLeNESomw2dl5H\nx5GOiK51i7xrsOqS6cxDEE2SpZ1pZmeTFCdOVAfc+6RWk0tN4irJ883v4QKEl3p6PZQgU6T4sxBi\n1VacVzlesvFvWWEwVJvy6gJFhvG3VeI7Su8VmSGp5j6WxTR6lEdOkhEpxnw1z6tpdc6NPTYMIpLM\nBhm/U7wFZpdMm50T4Iyczlwzy1MKlY1iP4+k2K/H++yc77MIMV7H28L1DJ9zeb723F1yv1uQYIea\n/+g4UP2uCLFH+tT79+w8ZkdypDPxnqrOUf2jbW3MEmKzc/0R/X7URtiPVR3tabyGMpqZ4Gb77Jx6\nXzhzqvAY5vTaQDmSIbN9Ij05snEcqg2UzM10HfazcoIhuH48lvAr2BERxjxPR3n4XGthlhBnmKn7\nLcgwc6mI4M4cu85cSohn22EJVo0QZ8JXKZ2IPEWeDDw2OycvGI1h4ungTmRBktVvNn04nH8QIjP0\nOdKA+bitjRlCzBE/Jqm3yJspr5RHRp5mBfA15HdrBT2LjAhn5Xxe8hhWSlI5HRzZHFFky8+P8lSZ\nKEoxEyVmr/raWBIhjs7PECTOH/VBpFix7fE6I9I7OsdGX0aGVb7Ll61W7czc7xYEWJ1T7RGdR519\nf3//Tob5Q0lqQ8fD6XSy+/v7s/ooXaqgZJIiEvxcewfPo6Vp1t2RY9lXA6CzCOclzlM1lzPnYoWM\nKYdJRIaZFG+ta6/9qNbIgawcyYiIvIz6Cdve5+Hr66tsXyUDlKzAbUSE8Vwlb+3+rS6ZvtVc9fQS\nQqxeM+R+4Pv5sdLZakw51DjM+iY69xH9uZsl0zw5Zkhw9GU0nHQqSoyIOlGRoYiIzRCyw+EQkmGs\nA0YgOd/3LvTXxgwhvpXXKnMyVJwpkRdVQQmbzMETOTTwuJJW5z4DIgMyK+PGlCLErMw97dcxO28j\nFTWMUGnXiORVCTAbDJ8xQhylZwxKll+cHynZkYGG11PEuJKOCPGIFGMeEgLv2z3P3Ur7zvzOwfpR\nGUGKECMRzvaYRlngdcM6jvRh5KRRMkdta6NqR5nVojmVc37fUQDCx/3d3d0FuVM6Qc3lbKuUiVbi\nRMcRKd4CM0umlVOC05mjP5LF0TiYcfy6bc2kmJ8B68G2GRMxZburvbo2563dxzMR4optWD1fsbWz\npfdMkPFekWzh+kR5yKeydlh6/lrsihBnxGbWs+HXZFIcATtYCXFVx1HdovNOiJ0MM+7u7i4Em6or\nG9tro2oYsPEz49iIJi97QJVXtJo3mqCzk3CW7I7O7R1o6DBpQMNKlfGxzhE1NQeVgvd7+HXx+qMI\n7JK2xbouNdK2jhBXCbGa39iuWH8er8og8X1EhCOMiBtfK3NUZcfKCMQyiixx1MlJwRby+Nr2rJQZ\n/dbb5XAYLyl34/l4PJ69O+zkFzeX+64zeWx6PbxPlJzAunC91BbpjT0TYqVTmNTMpJ2EoX3l/Ya2\nF8rvaN5w3arOxBnH4+FwKL03HI37LVCNEHtfqKCAIsMZMVaIbBJuM9U3vmqDnRiqjUfzC5+nQnz5\nNci9EOKZCHHU9iOZq/KrwacqKfb7cJ3VM0THmIeyYNQu1fa7FXbzt0sZcYmIpfqCMHo1Roa02a9O\nco82T/yMEGd1Gg1AHxg8cVHgKGGGE4EF/dpYQoixLbjPKvnoPVTRwywvOufgCR3ljc4rYTVzrM7t\nHThGkeji8yCJ4jKKEGd7hxK6UVmub/W5EIoM83HlQ0CfIULsbavIrPcjj1kFlqFVw0xt3O6RoVMh\nQ5wX3RPHNeahco8MljUxY0BkBsvs5mAyyedQZ6p3PJkQPzw82MPDw5mB7Nd/eHiQdR+RYYQa11VS\nvDZmHGeRjaBshtG5t7fzv/pxx4WTYP+CeER6UMZzvaJ5nb3/q84tea69zFmzOULMZFiR4yhKrOaF\nevaR3OX+wH7g6HA2NnhesX2IhDfb+zVH5HltG3k2QqzabUleJYBYDTy5rY31VGOFnyUaT2bnr2zN\nzrmPnqO7ihBH3lj2Go2IFQqYyID2DkIijILbBbkrWLPLpZyqLlmaCTHXKVJIkRBjxbA2Zp0dqs+W\nbJGgZyOmupmdL7PlMXJNWh1XyvD1PgNwnCLRVUQC5xuT5+y6CLyeH1d+l5EizuNrKi94ZoQpcox5\nW2DmvooE+zYyJnmOYRtHpCVSrhVChteuzhtW9qoOXFaNuWi/Jpbcs9K+o3bHNMpgPEZ9dnf3a3m5\nmjtOhl1fPDw8hJEurwu+V8w6MxojuMe6on6PSPHewcbyUrJ5Op3s+fnZXl5e7Pn5+eKDVWo8cDui\ns1ONI5SZmaMk2uMz8vVUmglENJbXwiwhzmzkjAzjdZSMrMx5bkPsK+xr7HO/tt8b65DZ00p3jPaj\n9lsTM4RYjd3KHu0nz4tWECj+NIomR0umVZ4aLyrQOJLNVXzEXN0NIR4RYew89efknOf3jiYMdiJG\nbHmA8TWiOmYRTZVWXhIlYCIjQBnea2NphBj7ypVtJe17jqxfm1ZG7DWGohIQ6pozZfaK0fz2MZK1\nFZdxKIXN6aiN+JgNgqj+o3OZ4ZUZmurLp58lQmz2qy2WRkTV/MN8vt9I0Xq7fwQyh8naRtUMZuTE\nUpmmruFA4xYNYCZGmWF3OBzeP7ClDHx1fyTYatVVBGWcs879bBFinkORHFJfZVb5p9O/fLDMybDr\n4Qohfnt7uyBK7EhTThGs0yhdJQzRuT3o2CWEeESOs6CAQiZrI2cvb2Ymx0Wki/kZmKD5+DmdzqO/\nfA3cZ+fW7uOZJdNR+2bHfM7n1ojkjiLGnOd1nLFllS73vJHe3nIu7mbJdOQtisix6kAkWn5NvL5D\ndaLfw9NIhllxZvWpRkCZEPPgZqHGZbH8VsZ1tW/ZmeH75+fnM7KbpfEYow+IWXKDae8PRaxYsVbS\n/Ntr8j4LuE3V81yTxmtWr6/qlynP7LzLhswoGG1s0G2BKpH0dkaDxOUiE2Mvr4yfzNMf3Revpwxb\njkDg76qIxkglGnGLiMVWUEZvZsBWfudQzsbIiRJd098Zzsiw2S/j2/Xu3d1d+JFKBM/v0abIxtqo\njic0/nHeuNyJvuIdpZ0Q+7GTYdWXUXtFfc56M3IgKsLOUWquk6pjVmZLzBDijBRH52bIsO9HfaT6\ni8tkbRvNLw6ARSQ4IsYqbytCXI0QX2NPqG3ElzIOpfKiOiv9W7Ft96wbdxMh5gkchfyrxFNBKV8l\nvDnPDchIOY4inyoPCRgLF78mR4n5OVhZrI1bRIiZ9D4/P9vT09N7W3kaN3XfkbDLziPBYg82G+Js\nkEfpzOBT+aOye4ciw743q0d3R0YNX2P0G6zb7F7lzRDf0Xl+P2ctzHxUy41iJsOueLMxGhHIWVLs\nezUvo9+N8rI6qyhjlTiNjM+PRFVOqLYcGTfZ5ogM0GzeqjyfGyrahXVTRnnkSGYoRw33o7r/3gkx\nAtsI7QT10TKVj1E5lmmq7719/CvgrvcznViRo/i/1PxXXEpHXLNtgSWEeGY/I3MjXco2jtrMLOwP\nfoaKLe36x3+nosRRnnrWtft3JkJceX1hlMa2rUaIKxFkrOdIV6hni/TEHrEbQhwtA+FlFOp9XEU6\nM0TC0AeXMnZUHSsknZf7+l4JGDcE0DumFLsSTJ+FECsijKTX01meMsSv3Xs7Z0SruillECmJSv7e\ngYbqyCs7IizY3uicwPmCv1Hncc91zIhZlufPxn3M/a6MdDZIt3Rimc0tmUYi7CQYyTCPWdybxRFT\n5XTg30Yymo01rnN0XBmLuPoE05kxmhmia6IqKyqGzVISUXnuEVFFQsXRYR4LPo+QQDN5Ht274tzY\nOkJcBTsNUCYx4X14eDjbc9qj7Soiq+6L7eR9wvIxqpsi7tGGpDi67mzelpglxNH4jI55Tih5q/aZ\nbmVSpiLE3DfqOdieRlsR610lvll67b6uEuLIXlB5Hihz55+fwzYaEeLo41lRvpnWGVU9wucqenEr\n0rzqkmkkHyovMjZwoqhoo1o6jdeOjCpPK0+VIsQjws51yZYAR0ogWi7GCp6NAhUt+WjMEOIoSozt\ngsSX05jHhDgz1EbGHBr8DDVulHdOHY/uP3PusyAyNmfg7YxEFL3PSrFFxhX2cUR6OR0RYU/72FPO\njyzKwcYhetXXxsx90UnoaSbDo3EatbkfMzLFy4YZlsH9kjTWxZ+R66p0AOqBiMitgSWyYiQfR/IV\nsdTZxGn1d4SRDHadGenLrG14znNe1NefNULse/yCN6ZVns97bH+uF9tqaLSzjHQ5quywCjnm/6dG\nBynLgGvy1kSVEJudf9i1skW2LCJqj0jmRv1lVnuH2ExHu9lGZBlaSfM9ML22vq0umeaxHo19J8Do\ndELHgNmvdlXEVkXi+XyVEM/a2q+vvz6uVemvrbBqhDgzmCNvUeQ9UgSUI8SRkaQEMSvUaLmJUpQz\ny4EjQuz7l5eXM1IcKXdWdp8lQjxqo58/f16QYN7QIFekpHrsaaUscOxEijry5PE9/TqZYTljeO4N\nFSJcJcvKiMNz2FcZIeXfRg6u2byI9C7ZPkuEOHr2KkmK2nakALM5gff3srhXeaNz6Gjz+vpxZPhH\nDtstiNOMrMjatiqHMF/p8RkjHTc3+tS9cO6grmSjbzS+MhKs6sm2wdqoGoteTslFXhbNRPjx8fFs\nrwgxj4NoXlSiw0puj8hwRohxf23empghxNm8qZyPULFDMj2WEeJR/TOiFkWEVVqd4/uuiaWEOFoN\ngVsmOyNCzB8eHq1u9XKRnVaxYdVvcKwuwUf2466WTCuve2WNuyJYkcBjQoSCOyLF/hxZHSNyrt6N\ndULMg1x5clSEOCJpa6NqGETODGwX3pAY//z58+xYRemqaTdylWeZERkVI09e5CGtGp2fiRCz0lH7\n7ByXORwOZw4edlKgQMU87GPuh6UGhCrDzpgZ8qs8vltgRlZkJNhlJoIJpGNWiVXmiprD1+y57pnx\nX9FNW/XvCEvIb/Y7M+0sHqWj8/f3l2ZJJIPVF6lnyTDXf/QseybEZtqZy9FVJMFIhHFzQpz1d2QL\nRQ5irNeIDGOaP/rl22i8Ls1bE0sIcSU9KseoytzMuYv9msmTaPz43t8h9rIZAebrVs6tgZkl0+zo\nwdWinKeCdoiIEC/ZMLg4qx+i/Bn5uXaf7YYQqwmSEeTRV5wdlYkd3W+kJJnoRe8Oq/dgWdiz5yZT\n7vgMaBysjSUR4iw6rAiwpzHv7e0tFMyzkTnvfyfL7HgYKW2lsKPo2RKCvLWyrmJGUWdpJLB+Dolw\n5q1UfYPXn9n8dzjGeSzMkmIeP5H39aPhRLICb4OMGGfjdOSAQFSUKbZ5NJ88Xc3j8+j44HZQhpty\niG5BiKuyoiJnqrLJ56Uj098cPY/ykRAziWJix9EO1JsjZGQ4IsJbEeIqMv0VRYiZCH/79u09jfLX\nr+v3iQix98tonvI5JtFRhBi3kSzbQr7OYpYQL9lzGpHZJEruRzrN7DJCzNf3ekTziglZRobV82Vk\neW1baiZCzB+2c/vACbCfYyJ8K0IcRY1fX2vvEFfJ8MimnZHbH4Hd/O1SpoBGnacIVoUIKyO1Soaz\nKHZGipkQo3DPlDsOgogArI0lhDjqryhC/OPHjwtS7AY6L1tWebhnw9wRkS01diIijIKsQogjITEr\nQPaAEemJyKba3DHhcC8p9sFoLmA/Yd/iHJ4lxli/WeLryo1Xg2wxZ83mlkwjGUYjNjJ0FaJ5p47x\n3kqx4n09jecz0lshxNjHSIpZ/mfy3rfPQIij/Fm5ZaajxKjLWLdF+U6IFVlCx+PDw8OFE1mNNdUu\nVVkVRbTXxqwRGNkIGRn+9u3b2YaEmOuinEPR8k6UH0iwI3tspGMjQjySLRXZswWBXkKI1fGS52UZ\n6/uq7czOZ+U05TqoLSNj/jsmuyMCvDUhno0Q+7xUr4LgdxLwr+WiMVwlwWoJ9dIl06MyXk45sbJ5\nN5qTt5yzH06IZ5ApJKWgMi+zmZ0R3Erkd8aoj+pQJczZEulIsZvFS/1moj63QnUg4vOo/oocHlEk\n2T1mvncjlpfZRu3mhu6ojT2tFIMiYZi+BQn+LIQYUSWa2dxDIobRe78+Q80F3OPYM/v1cS6eywqq\n7bN+UoRNEUis49qo3tONVzWezbQxxb9XxzMKTN1vNIeWHptd/m1I1C4VWbZXQsy/ubXcidqHtyj/\ndDrZw8ODPT8/vxuIUQQj0+mVeqrjii2wV7Aey0hNFn3Fd4hfXl7ODHV2TPAS58oKjqh+qq6KjKHD\nUz07EvmINKjzW+jaqpxYQhqWOFIwfYstq/PIrsbr8LGXzfLwmmvr2qqjg+vlYzObF0t4TcarsN2V\nXTTiPZFNpcpl4/1W43gptvnM6R8EHyU8q9f9TETpM2HPBk+j0Wg0GntBVV9uoVdbl6+Htkcbnx1N\niK/ARwnbPSuYr4AW7I1Go9FojLFnB37r8vXQ9mjjs6MJcaNBaMHeaDQajcYYe3bgty5vNBpVNCFu\nNAjtVW40Go1GY4yOEDcajT8CmhA3Go1Go9FoNBqNRuNLognxFeiPav0x0cusGo1Go9EYo5dMN8za\nHm18fjQhvgL9Ua0/JlqwNxqNRqMxxp4d+K3L10Pbo43PjibEjQahBXuj0Wg0GmPs2YHfurzRaFTR\nhLjRILRXudFoNBqNMTpC3Gg0/gg4tAet0Wg0Go1Go9FoNBpfER0hbjQajUaj0Wg0Go3Gl0QT4kaj\n0Wg0Go1Go9FofEk0IW40Go1Go9FoNBqNxpdEE+JGo9FoNBqNRqPRaHxJNCFuNBqNRqPRaDQajcaX\nRBPiRqPRaDQajUaj0Wh8STQhbjQajUaj0Wg0Go3Gl0QT4kaj0Wg0Go1Go9FofEk0IW40Go1Go9Fo\nNBqNxpdEE+JGo9FoNBqNRqPRaHxJNCFuNBqNRqPRaDQajcaXRBPiRqPRaDQajUaj0Wh8STQhbjQa\njUaj0Wg0Go3Gl0QT4kaj0Wg0Go1Go9FofEk0IW40Go1Go9FoNBqNxpdEE+JGo9FoNBqNRqPRaHxJ\nNCFuNBqNRqPRaDQajcaXRBPiRqPRaDQajUaj0Wh8STQhbjQajUaj0Wg0Go3Gl8T9R9/gb/7mb06V\ncofDwe7u7q7ajsfje/p0Otnr66u9vb3Z6+trmMa8KP/t7c3M7P36x+PxIp2dU+UOh4OdTv/SNLhf\nmq7iP//n/3yY+kGC5+fn0s1fXl7s58+f79vT09PZMedFaTx+fn62p6en9210nJU5HA727du36e3x\n8dG+f/9+kXd/f/8+DnFcj9I8BzC/gv/wH/7DzfrWzEp9+/r6as/Pz/b8/GwvLy/D9KiczzWEev6Z\nPNxUXpavzm3Rt//m3/ybm/XtX//1X5f71vvn5eXlfYuOR+WOx6P99ttv9uc//9l+++23s21J3vF4\nfK8jyvClec/Pz2cyxuUE51XKPD092evra6k//umf/ukmffu///f/LvXr8/Oz/fjxI9x+//13+/nz\n53va83/+/Hl27Nvz87O9vb1dtbmefXt7s7u7O3t4eHjf7u/vw+PsHB4fj0e7v7+3+/v797TKq6Tv\n7mpxhH/37/7dzebsX/3VX5XtqIp9MrJR0Jby6+I9lubd39/b4+Pju670zY+j/Kjc29vb+9jEPW6Y\nNypXnbP/43/8j5v17T/+4z9OyWO1saytlHt7e0vtyqr96ceu03A8XbM/nU6h3bAkT9kWCv/v//2/\nm/Tt3/7t35b69Xg8no3xaOxHG5c7nU6pfR1tkV3u8j3iSBFnivZ3d3c3fd7j8Vjqj3//7//9sF+/\nTIS4ang21sdn7ZvPWu/G+uix0vgMmHWwro0l9dv7MzUajUZje3wZQtxKcb/4rH3zWevdWB89VhqN\nRqPRaDT2iS9DiDtCs1981r75rPVurI8eK41Go9FoNBr7xJchxI1Go9FoNBqNRqPRaCC+DCHuJYv7\nxWftm89a78b66LHS+AzY+0qGJfXb+zM1Go1GY3t8GULcSnG/+Kx981nr3VgfPVYanwF7d9z0R7Ua\njUaj8RH4MoS4leJ+8Vn75rPWu7E+eqw0Go1Go9Fo7BNfhhB3hGa/+Kx981nr3VgfPVYajUaj0Wg0\n9on7rSvgWGow4p+D4x9vYx7/gXh0f7X5H4TjsSoXPQPeU/3hOe9HeVnZtVH9E/u3t7f3TfUJ902l\nr3yPffL/2fua5MZ5KEnIsl1fT8QcpC/Vc5zZzGY2s+sb9AX6Ej3nmBN8VZZszeKLlFOpfA8PlEzK\nVcgIBkEQJEEA7yfxQOnp6elq2+/35+3j46Pt9/v2/Px8rs/z83Pb7Xbt+fn5vPE12Pieru97da1A\ny25JoqpjyvWj9jH3fXSONwDvD/njfNQvaqNIFvmeUb7KtKZRd6TxZ/OVNPZIfwei7PSc9ofTje6Y\nZXVUp/b0a1Rnfg73A+v30+l01hdOj6hO6ZXBM7TuXN979/0SfaxbpJO17kBkN0e2kfuoDq4eu/Gm\n4zFKu3G6NqrPzOSv1669/tF6ROeysj0b6uwIb+/v7+39/b0dj8ez7OIY57C5se3GOmMLX+p4PJbK\n8fvr+1V83NYudXVrl76W2tXeOb4n7KGTm5FxxXt+XkVPOBnmbW2w/s/ANoj9Izfuud9VFvb7fTse\nj2eZyOSA4dqQfefsPdh28hhgP8rpA372KEa4wii+nBDv9/tSucigMZT4oiP0HDuhmdF3z47q5YQM\njlHU6RFZ13fSfUaYo7Jb4HA4lModj8d2OBwu9mrAMoFt7Xp87Pf79v7+fhbY5+fnKwWufQcBZ/J7\nPB7bbrdrr6+v7fX1tf348aO9vLy0Hz9+nPOwvby8tOfn5/M+I8oOTrFHaXduTSxxrtUh0X7GMcaB\nbsfj8YIkVtqKFa8jswodI4penjP6zoHuOdhbGWl9n165yOmAPGUTW621i7Zm2Ysmm3SLZKon65mD\n+P7+bt+FnUDVsZoXTepx/tr9+/b2Vip3PB7b29tbe3t7u9DHVZ3s2vtWRLq6uumEJh+7czoWs7Tm\nbSG3I36UylYvnR1nBGZJHrcp+08AZIgdfZxnGcP50+nUfv361X79+tV+/vzZ3t7ezse/fv06j3G2\nMW6Mb+lL/fz5s1TudDpd2VNNO5lVuVL7l+m8kWN+RjZ56Pz8bOxw/dUHdLpYgWuqPs29UH3ebrc7\nj3X1EwB9r4jbQCYOh8OFjmf/yo0Nlv2Xl5cru+0mnLhPYVN3u93Ve3PfRP096uN+lbw+DCFu7dLZ\nVOFQMgjHmRvazfpnkUl9thp3zPLzfR0x5oHs0JspGiHAbq/ptVB1wN7f3y+E0jlgUYSChcgpxMiY\nVciwI8QvLy8Xe87HpgbdTeBEaXeuR4a3IMTV2U1Vkm7TPo+2w+FwlrVsa823TdSugDMq0bmM2FVJ\ncJU8PyoyMtwjxY6wOvlzKzGiPl9S36gM63RMrlUIcZUMb0GIf/36VSoHQtwjCtg7m6k6OWvzEbix\n1iPAOpYiMvynEeIlBFjTPb07Yr9UB6jtVML79PR0nnR3ZBgOPoiv7nlzEz9LIqxfgRFCrPLp0lHQ\nB34x+lXLjRBhl8f6NJvk5D7vTXxGtqcyGav3GOEi98AIAX96erqYANK20PbmIIRGi1trNtjgxoj6\n0wgstdYu+hO+sk7AKJF3Phfqe6sv2/Mz7oEvJ8RV4+GUqGs85zDrzAMGYuas4Dw/GwQYnQunhp8Z\nObrRIOZncWQb9+d6ROlq3tq4hRBHyzmy2VpVjjzb6ZQ/C/ThcGjPz8/n/cvLy7k+u93uivRic2RY\nHbBIiWUELTrOCN+aqBLiKDrsFKcjwLrp5FPV8Y4MaWvxEpsRBwDHPT1QJceRAVkDowQT9eXl3ix/\n6qBEz+oR4chp0vv0CJojo2wb4AzyhKeLEGfkNyPE2K9NnEYjxJVJyszp4PEMoF0rULvJ/TIaIe4R\n4UmI++RYJyAisuL6rXcO57XPVAdqtEvzMTZh0z8+Pq7IryPD2cTPVkQYGCHEzl/qLYt1epHzRkhv\nltdas3o8I8i98aJ5GTF24OuqPs29MPI8+KGRbnG2Jlo+jfu5jcc8wH4ycyLkgwxzpBgEPvNTMd6Y\nR/G97+H/fDtCPDorkzlBCjioXNZdEwkzPxPAgORr8A5OOHudi+dwRJsHfY8MV9NboLpkmglxb8l0\nhQzD6Gu/uv5h4/v+/n4W7uPx2F5eXs4OMkgyL4vWJdJZhBj1cvV276HHPXK8Nnh20xFL5LlZSkeG\nmRTrOFBC7IgjZJ3bmY8ruqBCdnp5rV0SgRES7PbfgRCrU4H3hG6M9Co/CzJbJcWRc1SpL+vXiHQ5\n51IJMb9TlQRvSYirEWLoY0eKs+/OogkIfc8eKeZ+cOdGCHGFBPcIcY8o/86EuJfukZbRzZFxti/s\n7AMsq7AjuPZ0Olnym0WHo3Ee+YWRr3gvjBBip3OivSM93A+RTuNnVc8BEfGtEOCeL+SIMNfHXYPr\nsJR4TVQjxLAVT0+fKyLUd1H78v7+3l5eXs4TR+xL7XY7u6xeJ4HwHJZL5OGYyTA2F8lWuVAbmZXN\n/CA3xtx4vBceJkIMZAonIoM9JeWu4wEBZxppdw07Zc5R0y0j8NG5ex2vpYrU6ncAACAASURBVMhH\nCbEjwr3l0lx/VeYsxAyUwUyWI8SsMHa73QXx1c1FhrHkS426Q6YEIuWfKZA1MLJkOpqtzMgx0vxt\n+eFwuDAOSr54dru1yx+jYDlGGXW0OK2fUlTSrDNGie93J8TcB7xnUsxOirsXE4xedDiKTgFOP7Ae\n54lNfheMK44Qs9F2zmXmeGZ5axOnkd906JHh3vJL53QyMlLsxgju41Yh3CtaPBoJjvK+AyG+hQBr\nmvu4R3Yr56LJr9YuV9LxMaLCqh9AiHWlkcvrfaalqObdiupEVkRSI8IKqL2ErhwhwhWijGfoxHB0\nnJEqTWeTsZFsKJFeO0I8Sogzf08JJvtaCOzAvwUhdisI3KoItGdr1wQZq6ecPkB5V0/V4+66rM+j\ndurxoFvxMBHiyotVZgQyhyxCpVPcANC8aCDzfoS8L81fS5FXl+h9fHzY5Xk9Ygxw+6pCZLDB5aVV\nUBTueVBao8vqelEth+h8RoAfnRBnEeLeUmk+xp4Jsa4CwIa21vxI2SoxdsvOoqVnLlJ2TzK8Rd9W\nETm27IwwKdbr9NgRFUeOM3mI6sn9z86TTpYomWd9k0VN3BatJvguEWJHFvT7ysjxbe1SHzsCHBFf\n1i1MhPmeOiYisjsSKb4nIebxhHpr3j1xb0I8khcR3uq5qKwjw0yIlSg4Paq+RSVdiQ6viZEIcZaO\nzrd27aPeSoAjAq7kl3WEpt0YiGxHZHsiH1CfwaRvLYwQYn5/7UdHguHTwq9FoAeEuLp6gG2zthXK\nPj//86lhj+BqfZkYV2065/d4XmSXbsFDRYgzwe7tXV5EWKv7KM+hQoZduZHO3EphRxghxL1vGpwD\nxnCKUc+xcwYirITNzZhBIbgoQxaBcE681ilCT0GMEIKvwAghdmQ4+gGGiBhzhJiXwyk5BiIDEhlW\ngBV2b3y4iJkjxFXy685tgep4gqFWuYuckehZTHLu+Q1x9k6sIyqEF/e4FxneghAv+U0H/fX/3gSl\nOlI8jpUU67Ejw0yEcRyROaeTI2LcixLfQoi30Mf3IMRL8zIiO5qnNk31NMvTbvf5zb8rj/GiE6vR\ncbZk+iuc6yr+/vvvc1oJK+cpXH7kR/C5EVI8QpRbyz8nisZGNC64/mp/nDy4e7H/8MgRYq4zt7Gb\ntHcBB/2kw01WuLzWrgMIeg1WWvb8FkfenU3n5/K+10bZ+9wLDxUhdsLmykRCqffpCRwGYlbWKWyt\nU3TcK/vdUV2ip4TYRRJV8Fu7NgrOCWvtc1YSgqvLF5nMqHLBM5Y4Dm4ZSY/YZsJfGX9roWo8XMRd\nlXUUKXbfEKOPQIDR1oDKa+bIaLs5he3GYhTpxhgaIbyVc2uj+kx1QhypjK5TWcVqDUc2eqstIsMZ\nkWIeF1wuM6bo18iesNPs0s6xrjpE90I1QsxRtcrf4Kk+dk4q35t1M1+TkWGNECsR7k1K9ojwJMTL\niHEl4jdKgDKMkBbIndqXyrF+T7kVGW6tHiF2+rCXp2TL+bOjxDcr35sM6U2SaP1Uz7D90TI8ecJj\nF8GRtft3hBBzmje2L7rSEUQYe5ZfwPmjeuxIKh/Dr1bf242jj49//gKV/SvnH0d7V4eonTTvHnio\nCDE6P8qPtmhpV+aU4rwa9yjdWt+xYqcKyJyyDFsY3VGMRIijqGElQsxCA4XIfcMzUb2lIs6Bba1d\nOQC9zZUfIRqj29qoKvMKueyRYP2fPB4DkSOochud40mv1q5JsYtiu6g2yikhznRMJW+Lvl06TiOn\nRGWVHROQHTjqjnBkshfJgD47MvxOF0fH/F5uiVlmd1x6xPbdA6OfsIxGzxSRDPYcF4wJTvNY6RFh\nR4yr259GiJcSY7VxTDJG0+p3VQhXdo7PY7K9tzop8juYFOOea2OEEI/YGlwTlW9tPDpcJcQZ6c3K\ncJ1d/Z1e5bLwBUHEQIYxwb4mbiHE6qdCTvEueL/qZ0fR5ENrOQ9y9tz5U+pXISLPdeXn8X6kffjY\ncYVb8VCEuLVPJYe0O18hPHg2BAiNzzPa3CFOaahT1lMGXOeKYs8GRG+wbGGUFSMR4ogsKRnOSLEq\nRvQJk+Ke49pT5L1Z8Czv3n2yZR/fumR6hBwzSc5ky42BXlmGOlIjdcOGcbdkJvxRCHEVmTOiujky\ndhEh5uVd6phHhlsRkbSsXr33VRLoJtA0eurOqX5nBzSq66241ycs0VLSTBY5MsxpRzTY/rrosyNs\nlShxtPLgnmRYIzBr4VZCrDJWJcP7/eW3hRHhrea11q5kpbVrv8n5BJEsOp8i8jU0Lxrfa6K6ssO1\nr24o19qnT4M81xf3JsQZ+Rohafweeo22CTaNSGKcQD99B0KMY5UDEGEmxk9P//x6tiPEPbmM/BO3\nMSFuLf60KKpjRMKxH7HRmT25Bx5qyXRr7WIAo+G5TM85YUINhc6OnKuXUxZu8KiDoI6TvgvSzsFy\niJw5l/eVjlUVVQcMwuIMk6Yj4xSRIdxfFfxImu9fVeaZYtc6a/2rm95jTVQJsZttHyGZGiV2fQOo\n8VNSzOXcHvdU3eF+3CvKU0J8a3qLvh15pnNGVJ+6MQ/9zU6JEozMiOuEgfZhpP9uSUeTLJHNcTqF\nz61NnEYJsVsRkU1WMlQXKylWGe6RYB4vPTLsvht2JPb5+fIfAiYhru8jmaxukT/V2uc/E0D2uO+Z\n5DIZ0HR0vlLGpbckxSMR4l6E/3S6/rV/llUu29pthNi12xI/J9pga9n2aHs4X4w5hNPVa2GEEHOb\nIrrKRDiTz+g4GiOtfZJapJ3OxTHLKl+rNs+R98ie4z5VOL/wK/r0YQgxO+DoAOcE6YxENFuPZ6uC\n0M5EngqVDkJ27jAI1OHjyECkPJxwZoPEDUQ9t4USb20sQlw1bpHzhb2SYYbmVctEBMqR0mqZEcGv\nkuM1USXEri+jpWuODLtviCOSq4SYSbHCtZtT4lo/90NfWr+I2C4hw9+BEKszkk3oRf0EQ3/vb4hV\nznryGMnybrezS/bdeIz0uuqwtYnTyN+3RL/lUCELzl5GBLhHjN3eOXE9YrzW98N/CiHmfbQtIc2o\nI8iC6nmdqKysOnIBkShQEm1b+VCtjRFinUxE/Z+fny/KOV9RCZPzUx3RjTY3gRj5LtV8fV8luXyO\neQL7327isurP3BNLCDHeA3379HS5/Lsih9kkYWs++OMmrLF3bRf5UvyNc2TP1W6jTlHbuOPIT7wV\nD7NkWsmvc4KyGQklVijvIsGqLHBOBxVvrV0SOwgkwMKpCt7Vmx0DbYOITGnaDaw1MRIhzoyRm8nL\nCFFr1+OqImBVIbwFS8jvkjJfjaoyVxIcLUOukuKM3Eazvr2xojpEybAjxPp/ltjDSFWIcOXcFhgl\nxI4Aufyon5QQ3/Mb4qye0Za9l3MKM8c6KrMFIR6JEPP4V1mIyHBkM3FPdlwrxDgixREB7hFjR34n\nIfYEVycc1LnOSLFzwHtEGXlMmlq7/kQumqiMfiSLlz27oINL9/LWRpUQPz09XfyiMH68KJNLPmbi\ng/5wMu6IboUk8/NUz1bSeux4AAenuAzXW+u6Vd9WSTjqyPKix8pPsnP7/f68MgaTJToRyeNDiTSv\nrHl5eQkJseNhLqKtthxwtr3im0Qk+R54qAixm2UCdGYg6gxsTEyd0wOok6fGAIMEddT19KhT5LS5\nWRS8a0aAe+dYEWxBmFobI8Ruxi7Ki5wv7r97KV2t5z32DhGxrTrsa6OqzDWi5KLDzrHRZcmOEDvZ\ndDPBDiPy6Ejx29vbeeNjGOKM+I4cPzq0zoDTrSjDbcTyrSQlWtblCPeSulaPkdZvCvGevTznLKrT\nsQZGIsRqj7J05nQz8df20TwlvhEpjpb/RdFhzstIcrQ64U8lxJV9L280zeNBJxc5X/Wx2gkcV4la\nr8xWZLi1MUIMkoPt5eXlfB7t6Agg+7YYyyzDPZ2m5XoT0tE+OxeVwbvzs+D7uro9Sv9Wgwqtfb4f\ny0S2z87t9/98v/vy8nLx3nytci0mxC8vL+319bW9vLxcEWLHv+A/ITqM75pZ7tl/yHxhB+dff1W/\nPkyEuLXrlxx1aHkD1LHSGWwto4YYRhAOE8qjPlwvVezYR5EFvldlz4pA9wytA+fdE9Ul05kijY65\n/vyuOHabc6Qr5bSOSzeuM+CE3zn6jgCMEoJ7okqIs0iTixI7R8f9aFXUb0qKM8Xo2s0p8+ybZibG\nTIiXki/N2wKjz0V9meQ5GWU55fKOEEcRKjXwTgacjeD9qCPB6SwaHOVFJHJt4jTyCUv2Hu6d1bHi\nccz9rI6d2kikXR7bZya6GTl23xNHkeIK+a2Uf3RCvJTo3kKcq3s39tQGq27urdhx48rtq2XWRpUQ\n7/f7MGjAusz5mM63ZVlVO5rZWPY7I5/dkdqRcwznPzm/q3K8JqqEGO9zr8l2XTnANhkRXB07rFNB\nhF9fX9vr62sYvFJ/7/n5+epHvtSuM19RXzdD1q/3xMNEiHmQs5J0jlDUKbycxpEKnhlxz+fOU6PL\n9zkejxd1ikiLEj2ubzYoojw+x0pJn+3e7yuUQTVCjOdXyGSF3KiC7znBPacYz3bR69F9VGeud5a3\nJQlmjBDiaHIqIsK9H9VqzUce4RA4Z52hbagOF/pK68qRBybBv379ar9+/Wpvb2/nFSIZyR3NWxtL\nCHFrl7/QzwRG9ZFztD4+ln9DjDpE9Y50vSPZ0QanQHVQhRBH16xNnEYixFV9pjKmjhTbVb53L61O\nIKejqHC2Zd8O34sQY4/3VedO8+6JJRHiUbLbI7T3yOOxhe8M1cdj3RxNTGIbicI9KkYJscqkI7yR\nTcR5jGOeuFK9wPmq5xxhVjjCO3pO81UPje7XxMjYVB+hskXXMSHGe/PY0MkSPsdLpl9fX9uPHz+s\nv66+08vLy3k5f9We87svwVf07UNFiCFkzllUw6qz8up0q/OpM2c9haIDJKoLO3/OacsIcUSAszQT\ncEeG18RIhLi37ykwbYfMuR3dnJNb2UAIWvv8hpzHlKs/v4NTanq8FWmqKvPKj55ky6XdkmlHIHl2\nMyIirflJJUYkjy4aASLMG38y4cjukvy1MfpMlhE+ZgKgaXWocLz0G2JFpMMz/eCew3lumbDbqiSZ\nJ07XwOgnLO69onPq9KJPeGzohLNLQ2e6Y4yfaGJaV21Vo8T3JsRbyOy9CPHSPCW6S4/ZX8Mxk2Im\nxGofeHJS9THefWTfO7cWlkSIW7uM/Kl9zPxb7eeICPN9orxoUlqRkdzKdZG/q8/tHa+JJYQY6Vvy\n9JthJbxuBQGfZzIMQpxFhhH0iOy6+j5c5xF5q9ilW/EwEeLW2oXAughV5JA4p1udI14q4Iy7I8U8\nQLQe2PMsG+rMyl0dDna6IiKkddJjJg14zhaKfCRCDLjB28tz5LI3o52d031r7cJQs8Brnu5dHzjy\nm72LK7s1aRqNEFfJsCPC+qNajghjr3LMih1wstNanwy76DCcsJ8/f14R4ltI8JZ9W4XWTQmu6tLs\n/Ol02zfElXaKyHAUtdK9fkMcEd0qSR6ZDL4HqhHi1vqRXHeOkY2NjBz3SDHGSUSolLQ6IhyR4j+Z\nEPdsZHZetyi/UgZ6HEsr1Y+JJilZD0MX//z5M9THoxvabgsCVSXETHQAJhw84eB8XPVrleRGx70y\nzgZ/BUblbmvbOrp6IfITez6jngNfUT+ZfdqMMPNy6b/++utCd7tP4+A7Obvu7PmSsRJdc+9x91AR\nYiWJqiwjB8R1jnOodWaktctZFnWi2AgycD0MP+6tjhuX0/pm71rJY+KwlSKvRogjZArLnVOiscQg\nu3Kt5ZFO/B0LZsJ2u92FslNnr/JOrm+j9KMT4mgyIVsurUQY6dYuJ8Z0kswRj9a8YnRyoZNT2TfE\nHJHoEeIRAqyzpWtj6XPRnhUC5Y6VbDhZdDPKWt9sUpOv60WrXH5G6KskeStCPPoJS3TcS6v90XfX\niRElvMjjtuL7RP0UjZuM/E5CfDs5vuf29PT5S8mHw+EsrwDLl05Ssi7G5j5hUR0S7TUP7bc2lhBi\nrv/T0z8rb3SFC6BluT9UXvk4iwbzMQeDWuuTlJHzFZI4QhjXxFbL+bEyyQX2lBC39qkzuNzLy8tV\nhFiDRCyfLy8v7XA4WB0dTXLz8yN/yE3IOh/jXvhyQlyFGl43Q505W7rpPQFHOCInitO438fHx9lx\nYoXiZkOUKFcGQbVsNLjWxMiSQG5z7JVAujJu72Y6M4ept+FdIicc40gNh5YZHZtunEbptVGd7Ij+\nDkN/ZVoVarS11izJYAOt53U5T4/EuFlO/Q2CiLxnhLhHhpdGPrdCNv54ssG9g56H4+RkLDKE2Lu+\nVjnULTofXaNjxMmse0enk7ea8KhOYgFZ/0a2M+vz1q51pMvv6UqNLkQOVTSGemOrAtXNvN9CZnVS\nPgL7MDrB30v3zo1smR7U9ot0dKSLeRUPgh1MbLHxRAsIL/LRVthvqY9H/CgseXW2dMT/ZV3FssrH\nKrO4pztm3RA9W9s9KhMR2p5fWC2zFkb1cWtjkdAsD9/0qi+WTeYydHw4+V66j+RNxw/Xj/XC09Nn\nkBP3vRe+nBCP/PKldpxb/sGNxp3GShxCNTJrqbMZmtdau7h/b8ugZNAZ9ywvKrM2RgTeOSnRu2Tv\nyf2dRX8qRhpwyl7JF++zJdRYdolxwvfVZykyA7Y2qrPWx+Px6oen9BthlWM2jNqXrbV0VpHbL1sl\ngms/Pj4uCG1E2LUvR8iRM/BbyWQFIzPXvTE8ch794VbMOHlVo4cNK4AgZ3wfjXxFe5f38fFxHsPY\nc/rXr1/nb8s5X38YjsfWmqhGERmZE+vOZc6swpFgtRmuTDQxieeq7MN3wJg5HA4X16I8yAR/R4fx\n4/b4Lk7zqw7Yv/zLv5TKVaCfbUWA36OyFNnESlmnjxncJ07v8Xn0T6STI92cTaTivd2znd/QI/Jr\noyq36IeIXDg4+eO+GvFf9RnuWPUE6qDn3XHvmUuIsOYpeXd598It9xslwJrndGQUBMh+6PTt7a2d\nTqcLO1ch2ICTPc5nHa16wpWJ9P698OWEuDr7xUtkstkvwJEkJqtKkDICHJVRRbmUALs6s0BWiG+l\n7NqoEuJMkTrl7pQ951UdXDXkatBVaTtirEakEmXEPXhlQRXRZMHa+Pvvv0vl3t/fr765dYrTfbuC\nPfoIURCVPzeB4ZS+kuHW2pkQs+OlxsA5XVVlj/rwMfJ6/fboctsjuKPnIkIckWP+LQj9XQjoUCYr\nTKIrm44zHcu8VNP9J3U05nlcrYlqFLG1OAJazVvqQDoC7AixI8U6nnTMRKt8eOKkQoCxxznO34oQ\nv76+lspViV9GkiukUR1ZECzWLdyf2OuKm4gIOz+wFxXNfEQ3seb8hS10cnU8aR9EExSt9f0ZJsSu\nTMWvdbLcI8LOZvZI8j2I8GjemojaeSRfdbXr7+iTNiXC+Jzh7e3t7MNG9k19O9d36rezHKIMwGMT\npBjvpH44Pr24Z789HCF2zik3BkNnH2D4oHx7S2iVDKty5HRr7UqZjpLijBDfI702RggxD34oTkd6\nVdlHeSOz4M6QR+0Vka1stk2JMe6DvRLjbKw8CiGuRogx46+RMo0OR4SS+w7jiWWvZ/BdhBHkqbVP\nQqzLn6MoxIjDFRlyVuJR320pt0sjxNG+UqY1/1sKTk57pJZ16NPT52cpqiuqaRx/fHxc/c+pEuHo\nnBv7Vf14L4xEiKt9xo4u70eB6yob94mrtyPDbhKFJ000OuwIcZUkVwnMPTESIV5Ccp1MRHIX9QvG\ne+SQo39UD/Pk6UiEmIl45IM5XyILinwXQqz90bOT6s+4/tI0jhmZPVPd4exgRJJHfKJqnju3Jkb0\n5D1IMZ+LfNgoQsxE+Pn5ub29vZ31XWvtyr4xoVaO5sYMj9vW2sX41Xqr3dR3gV7e7/cXvt498FBL\npnvKz4FnH9FwmDXY7+vflboZQ0631i5IcGvX31NwHkMVFpyvEaJbzVsToxFi9JEqqluMeMWQ9wx6\nxUmrEGNdMo1783Mq7cTtgnGyNkYJsfvF6IgUA9z3SoijiYzWLhWkkmIui3OuTpXoMPe7yroz6BUi\n/AgYIWojhLe3x7N7kWElxc7x4zbnMlG6ck7Hsi4di/Lx2YCbbFkT1QhxNJlRTVdIsSPAvfNMiLmP\ntO4RKY70BMr2yK8jwkqKtyLEoxHiyCaO5Ou9IvKFvoVe4b7lyardbleOEGuUuLdEM/O53LtFfuB3\nIMSRPnRwvqpOJGg53jPUzrn8W8mvwyghrpxfA6PvmV3TI8Auj2WkulSaf4Tw7e3tPDZh59yncFnA\nQ2WQg4vqq/G41HdhP0952rcixNUIMXcakwxnMJ0yYKWCvGpUWEmwO4Yg4xxIj3MYFY7osOJYSn63\nJMOt3T4DFhmsqF/cEugorXlq1LN6OuMRkWI3k11tFzcutF1aG/ul9nthhBBHP0IVLZdm46j93lq7\n6OvMCdM+4e9OAI0QR45W5HBFs5+ODDtSHDkQW6JKiO9FhHuEGIRGiTETHecMRragt7V2bax3u8/v\nzd3kTvWYt0eNEEdOsua5Y3Vo3fiOwERJ76f23U1gZjpZZV91ACLDqjM4YlxJf5cIcWQfl5zLSJfa\nOp7oZ/mELEQTpo4U6wSl08lMuG8hxpj82EI3jxBi7V+n0wAnw9yGjpyqbCsymxbZPz7vrulB/aQo\nr3J+TSwhxL1rK8S46r9G5JiJcbRkOlrJG5FiljnO1/qjnnwM3yCbLL8XHoYQu86qzgJCGXJ+Ngs4\nunyaFRCT4db6y18jJ4wVBZ/TvJH92hiJELPjgzzstX25L6IJjCj6U40WRcKoxz1l4hSL3lcdVWdM\nVIHfW9BHUf2GGO/vnJtoCTLAfQO52u38j8IwMjKs5ThC7JZM80xnVF/d497sBGQEOMJW/XvLkmmX\nlxFgzVMSrPvIIXfyy7PDbl/Rm5zWJWSajpbeuzIYR2tidMl0tmVlelBH1+n+HunOdCCcIyXCkfy7\nZdIaEc7SHC3+LoQ4mxwezcN93b61SxnvyZhzvvHr/c5Bd58kVSLErg6OCDMZfvS/1FKb6HScwskv\nE2ItW4EjmxEZjvJGyPFS8rs1Kb6FEFeuz0iz9rXzVSMyzDIBXRd9DheRYkZEiFm/oN5MhjEmoO8j\nv/6eeJgl09x5joBEMw8R4YmU3pLl01BY1WWwkTFgQ+OIYWXfO7cmRgixTlogv2esXP8553hk4+cz\nejNrSOvstW58vxEnVdtkq35trR4hjtrARV6d04s+P51OpR/Vcn2ENnfKVSPElSXTke7B5hx67NXo\nR324peyORog5PUKQNW+3u/xRLUeKncGL5JiNYdaOvT4AMHmSbdFyM7etTYhHlkwv3dw79ca5I8JR\nGuUcGYucep4MU5KNci7Sq8e6TJrtDh9vIbMjS6bV16jss3MZlOD0SE1vVUXl+2F1wDU67PxE9S+c\nf4i/cFwbIxHiSB8q3IST+jG9vh0hlKPENyuT3X+U/G7tI1ewlPhG56MJkCiAo2RYg0+txRHiiKOh\nb1WfwB/W8cvvwGOTV5wor/oKH/lhIsRMQJSMVJQdn0Mez/w50qvKMctjo80kxwm81s85ckqIOZ0J\nf08xrImqw8dLHqKJDSXD3Gfaj+osZQKTHbcWR4YjpeKIsB67cRIhGiO8re1Yt1aPEOskQbTPJrZY\nSbbmf1RLxzgbdWzH49H2We8XEitLp3U8oA5s2Ht5j4KRCHFrNRJcycNYdkukNc+RIh0LqvddnavH\nrV3/00Flz2NJr604evfEyOSbG9MuT0kw63CnlxwB7hHh1i71cObwaL1QRsc0yjCRzaLDUZ5GhzFO\n18aSJdOVdO+8IpN3d07Tbsl0lRRnq3dUN0d+l/MzePsOhHgJMY4mk1rzK9ZwbXbeHbsxMUJ8Iywl\nv1va3dH3rZSvkuNoct/JFJNhR4pba/afFHqkuDU/IdWru17P+Oq+fZgIcWvXy1TdBrBT5BzUKPob\nRYpZSSoZhvLpORw9Msz3izq9J9SPJPQjRC2LEOtyLTdzy980VJZyjU4g9IiwI8WRklmi+HtjZ21U\nI8TaLlE7RTKMfsdxa/7/Fvm8c4qRz3WCA9v7EZdIubsJOiXEkZNf6bPvILdVwls5n8kPR4idg+5k\nQXV/lK7mOVnuTZ70nPc1MRIhxuSDylFvrPM7ZePXOcBKkHFf3Wvfa91V7t059CVIboX8OgLsosVb\nyO1ohDiSodFjwOk6PRel+Tj6BKEyURnZFeyz9sh8jO8WIXaTGRG5dX3BhDizV1leRqZVxjUv2mcY\nIcRZek0snQCoXheVy/xYtV3H47Ht93tLinl8ZbIakWGAZTALJjq9kr3v0vbN8DAR4tbqipXBxJjL\n9pZDR0RYNx4YvXrw0s3exspC3+XW9FqoOnxZ27nJgmwGl42WU8bu2ZU8RqZQerNtGSHOxgOPHY18\nPjIhbq1dOdYRiVTHBf2O1QMsy24WnOHuiw3Xop8qJDiKaEcRYh3TTMrVkczk9JHltkd8l6QzUqyO\nueaxEwY5cbJ6y5at/NA8Pa/HX2GwM1QjxDqGoW/QnpyGbGLMcLoydqvOsMqPI8XqD2g9WP6xj8Yb\nk2T+W6WIPDOB3kJmRyLEbosml3rnW7u2h4xRGax+vhIR4Sgi5ern3tEtmeYVaN+BEN9KhiNbpgQ5\nsl3umSq/aiNHyK9DZjcf1T++h/6v3sPZW/VbnY06Hv/5L18Q48PhcBUQbK2/ZLongxoMdD4U6lw9\n5rx74eEIcTWtg13L9CLCGUnWKPGoEYwMjosQ9xzkR3OmGSOE2M3iujaKosMvLy/nPRuQJcKg12QG\nvOdQOQWTtYPLc+T4uxBiVVRRWo/5nfb7/UU+G3wXKVKHmJ1gduIx7qIl09FsZ8Xpcgpd30uPHwVL\nl0xn6Wq5jABzfs+Bb+1Sr6iz59KV89r/t6TvaagrWEqIdc9ypXsmAuSJSgAAIABJREFUyL2xXSG/\nvEc6knuuu9oerptOsvXsP79TVg6R4i1IUzVC3FptQr66tdauZAR5jEjWdO9+pX2EIKvt5Wc7eYv8\nr0eKEFfldnS5dGueDKPtHMFlZP4Kp3WsKPF1JHgJMV5CfB1PcHVbStQzbHU/Z9+yIA7IcLYkf+RH\ntYCIA0WEVutdsdmR3C/FQy2ZHnUeM0GokmEXHXZ5kVDrsSM0HO3oLZnO7n1LW30FqgPRDd5sssDN\n3IIMMyF2TnfVeY/KRMKYKZZKZAjjgo85T5UHDBbaZ21UvyGuIGp7R3R7BEjviXbCtTiGzCrxHYlI\naL9HpFjfNToXvffaqE5ktbaMAGfH2aQSj30+joCy3D/3PO5tvfJrE+KRJdOR3GBscJr7jslwNr4j\nB5gdZyXGnJ/JPdfD5elkGohsjxDrcumnpyfrQ2whu6MRYk73dGq2MQnWMcM2N5IFzdf/8V5KhJ0+\njtqBnfveKrQqOb0nqvbd+aQRqXW2SvuiSoSdLcvGk5LiKM3lNe2eO0J8e+d6eWtjia3IrslskxJh\nFwTUMaaTV5m/5Egxy1xr7eIarnPVJqtfdi88VIS4MlirZSoRYTdT6MgxL+d09UVanTpHht/f368I\nsbtflpflr4mqY83KsLVrQY4MFYwViLAjxGqU+f7ReVcHLeeMCNIaEaosmXZjBWl33HM6vxojS6Z7\nMrpkH52LnGd3Hdo1c8AqS/Mi56JCkHvttkX/jkaIWxv/nmeEELsVEZkDxnmRs6x9WD3HE2GVPY+P\nzDFYAyMRYuhc1jOODLf2SYSRdn0RjX2WW5fGsbvOPYPrxORMdSZvIL3c944QcxRYo8LqH6yNpRHi\n0WPNyyb9OO0cV7dyovJjWtXl0zwhkjnjzimPIsSPTIiVpESrKBSRT+Pax8HJVFQHJb+4PiK9PTg/\n/9Zza2Gp/r/FbmQTIC4qzNFh7k/mPLvd7ko+sVUmgdW/Z93ButvVN0tj/1sT4p7iZgWdlR+NDEfL\np7Ml0/xcOHXYQ+EoMYYTknViT4C3EnDFEkLcM1jZkumXl5f2+vp6teyit7Xml1VVSHE2SxV9k8Hv\np2mMEU5zG+i42aqvRwlxZCQjotM7p/dX6ORHdA0IcUSEnfNViUZE44zr9Kioym1r/l0qeVGZiAjr\nMdCTAWcgR/acVpnvbZVya2I0QhwRSDc+Igc6Gkvq+KrDrPVx1/PelWWHSq9RfeuiwrxFRMltW+jk\nkQgx9pV077zq2YwgY1xF8lWZnBz9jYfWLlegufZQhzyKDn8HQszv4ghp1jeqf7ltWruc+HL3Ql62\nOSIckWE+1nNRHZxPtaTsGriX/h+9T2SrMlIcLZVu7VOHZpNV0UQw2wnInfrZWm+tp/OzewGopXg4\nQuyc6UhInUBWvxtyxNctGeBBonXVtHPumOCAFDtCvERgtyJLwAghjozWiMHiCHHkkEZ5CieInO6R\n4szo87tpmseqTqLoeOmRga9ElRBr/0UGG3l8DdJaNlJw6pxpvisPJa7LfVx02DldI0QH59QReDRU\n5bbXD0vyMLZ5nLO+ZFlAmq9VREayYkidDDtjrf0eHbv0mhiNEN+qW7R/FE6WuTw7w9k9uLxzsl1Z\nPoZDFkWIHUmOynwnQhztK2WwV72nzjLg7KPbqr/2X5mkhA7pkWH1D7PVaI9OiB1pycgwp5UcKVnh\na9Cu0Vh3Pjefy4gx5/UwQnorx2tiDf0f2V2VRxfMgcxFfMcR4owMq7+kYwT5IMVuvEZ6xAUxsB+Z\n4O/hYb4hVuFUQWNnGnsVSN5XZ3uz5dIRIdbBwmRGyTDeB/mVCHGvnR4F1YGYLRGvGCldNq2EmPfc\nvurgor7sWDEyYpwpF3UAImdNnXxHinUiZav+rn5D7GTFTTAB7HC4/ud+0f5Qw+r2mjfywy0uAhEp\n+xGS/GjgSZsRLHlHR4jYIXMEWGWE94os2j96Tvsxm3ippNfGUkLsnOvsGpZbjKXMcdb7ROfcM3t5\nPRt0Op3CVV+ViXJ37jssmda0k6NK3sfHx9mBhR7USQq1wc6RxZ5/TKvyHbHaVtXLkR7WsR35Fzrp\nvgUhrj4zIsM9uVUfho9xX2dnHbl0fjfS/DyUj4hwjxzz878rKd7SFrh+ZzmC7mZCrOOI298FDCJ5\nVDhSDD8dz+iR4Wz7VoS4GiFmpYUGa61dNGJr/kN7R6rcUpgKCc7OO8GKlJMjTTxT/YiO8iiqA1GN\nF0MVbGSoogixkhaeNUY/oA4shI4UjxDgbBY8MyZIc55bTaAzuGtjJELsIi2QG8wIoqwaTCXOXEbH\nTNRX2cZRiehHISqRCDfB4urnxnhmJLYw1iPjqaenRs+zcWVdqcSqR4RxbzaYLq0GNSvP7VLtl0ea\noKwumdbJNjcWMyKr5HgE1fKqn2/ZOx3lIsDO/ru8Lfp8NEKs6excrxw7sOrItnbtzCqRZfkb/TEt\np5f52I0Rrrv6F72J96oM3RNLIsRZpLi13D5y27HOY1+biUpGjLUO0eRE5v/1bMgSwvsopHgE9+IE\nmR/LhBhkGHvno0L2M9/ITVABOmHC94zGrOoO1hc6ofbtCHE1QqyKKmpYPXZOdTVCHJV1ijN6NpOW\nyoDpEeKlQrEFwR4hxEomesaKJzE4OoxviCOCyk62q4cqb9QnI1vad87oa6QJcE4nE+BKegtlPhIh\n5l8Dxx6kGHCKUfsezgi3OdLIx177JcrjqEQlShxFiLON6wRUSPFWWBohVlTfSeUBY5ojwjjnIo6u\nXdHevdlj3Q6HgzW0x+PxwoEb3Y8Q+a/CSKRJo/CuvtzWHAGC41whxEvbwU2EZRNQmWxiXPVIcSWS\nDF21NkYixECFKPTK8soJJlIM54A7IqyR4apeVjvLuhn6JNJFkY8RrUL7zkumW/P9mBFiJsFuy/xe\nbVcu5+SQwWV6WEp4tybBa9l852tEfitkCX12PB5TPc6TYY7DRAGD1jxPaq2dgyaOfHM93USa274V\nIR6JEENBtXb5LYMSA95DOSgpXrJcOjOCmTJgoqVkzQ3InvOsuPX8V2HEIc5mCCuzthoh1pliNo5M\njLUePeGvkOEeKdaxy2klxY4A87tgVn5tVCPEvBoDJPjj4+NMbvH+vPoD+Sq3mHjS9+fJC0CNe6b8\nK78wzWOJ06r03TiupBlbG+pbDMgtuob71ckBE/VeGzEh1hlk9x+nlTydMOttqGd2fk2MRoij5c6O\niGKvZHipI9orw2M0kn2dDIsmx+BbQLarBJiPVUetjSWEeBTRe8EGqR/U2uXYUL0bRYedDDq9rKTY\nbRn5ivxE9THY1/gOhJjfJ5vUioiwi/JrOyocAXVkp0KAq0Q4evateWthS79cdSCT4GhSxbUVxktF\n30YyyBMvGAc8hlFn7J1Pzfrj7e2tvb29ndPfihAvRSSAehyR1IzEZgMhM/KuozWvJwSujHueU+zZ\nPbdA9blZP/XynQGoOGWtxd+WZhMVWVRQ7xu9Z5TOxlk2vrfAiJLhtnPKs7V4OTFQfU/XL44cV/sW\n99S6RDpFlfmSdM8IfTXuYUCW1HvkfaP+Zfl3Drj7dtEts1Ln/HA4XOmUqN+qeWv37a36OKq/7jUP\n7darS7WM6mrub76OHSwcY68y7ibUGafT54+98HOZRPPE5drY0sa7fs8QTWBE9+fn6OQ4O/JMYnmy\nw5HaLK+3rY2RlR26EnKJbXHykfmtzo+JdF9mn7UOSxCNxUxHaXot3PuZ1fvpKleWq8hHba32SZqr\nkxJdha5CcLJdtZ/OD7/nxMOXE+LqzOZut7uYiXURX947g93a5UylOuaZw6zOVSXSu3RbQgwyYdjK\nWFa/a0J0V7/pzmadleToN7q6nGp0z2n9jtD1kSNHbKBVaWiEOzuO0txOa6Mqt7pkWr/Zj5Z3aR+z\noxlNVlQUdGt+9pr77OPj8odisskOvQcUut5T86rnt5DdEQNScTCqaej40RU70cy20x38rOidswkV\nljUmW5lezhzGNVGd6HB2Te1mJnORQ90jzr1zSEPGlAy7PK2ry2st//4S9deoNDtw7BdsIbPVT88U\nI3V1Zdlu8vjga1geoV+dbnWyEq0M06XMmLx6fX09R4aw3PPHjx/n7fX19eKY815fX9vr6+vFJ1h4\nBo+LtVFd2cHkv6orR4JDeIYju45YuWc4HVS1N5ltj/R7L+10zFoYnVzROmbH2TnIjo5xd1wpl0WI\n1XZG51we+86qryM9oVwQ+uZeeChCPOpQuhkOJVKR0R8lxxB2t3xnSZ7OpmQOw8j5NTFCiCMynPWj\nI8P4AYAqIa6c0x/hyUixEiuereayPcIbEeTvSIjVkXFGWp1P7NnR1WXjkbMeEVg8A7LljPvpdBkJ\nioxvdr3TQ5kzkpV9dELcWr5axzkd0XlnzKLjiu7n+1dIqBs7zmDjvpquOCg8VtbGEkLsJp6ivRJg\n7F3btLZ8nKCOSoYj8ttLt3b5H646VlD/6ProujVR/fQsQlTn7F1YFzunlsupzDp50skslXtsx+Ox\nPT8/21Uc2H78+NEOh8OZEIP0vry8WBLsSLHaq60I8UiEOCPCPVLsxnBGkLW86z+dSGA5BdTuKyIS\nxddm9RzZ1sQIIXa60e0rZZgQazAqIsRZXk/39o7h3+l5F0iKfLGIF/72hJhfPku7AR4JljP4PQLM\naf2xIyW4S/LYieg5Ddm5LYwzUO3b/X6fGiAoU34XR4r5J+IjsruEHLsf8UAfAWoYIIgfHx8XEwNw\nrKrLtyp5W/Tx6MqOamQPUBnlMe0Ur3PIIgPL93KOmjpt0T1UGWN1QqabRnTYdyHEreWOSZTvNiXB\nbNg0zzl60XO5jpX3V0IXGWbIc484uDZYG0sJcUXOoi1Cb3y4PG4zdqIcMR5x0PCs7Jkox7oIaVfv\ntTEaIXZ11LxKGbWdjgyrnmQiwOc07XTA8/PzmRAjMpz9DsButzsTXCa/2bFbrbYlIa5GiCsTiUhX\niGEki1UirH3Z2uckN8sV61DVGU4PO99LdbAbS1Een1sTo4S41y+VcnhuhQhXjl9eXkKfLLIbbgIT\nfVixJTpWIzLMv11zLzwUIe4Jozt2ggeBjKJMS7bdbtclVyN5+t5LHAjO2wLVCDETYiXFzhlykxkc\nIUbf3rM/XHTYKWZHsFBnlGmtlYmvnvuuhNiRFyUyKA9kxjNyzp1Tpn3Eae4zJsN8ndZNjSmvSkAd\nI6M7ut+ib0cIceQ0O6PVy8/GSI8IO0dMJ1K4btF7R+RXx5U6cpzn2se9+9p9O0qIWcf2COaIM6OI\nxgXO6djBPZX88nFFP2j9or5r7fp7tKzsFqgS4qzeS865ifzWrnUu+kZJQM+p1agwiO7Ly8sF+cWP\nI+oPcO12u6tl0CC/lTy3Ym1tjCyZrq6scTrzli0inNpukFOkWT8qKVYyzGnnF3A78PO1Lq5uW+jj\nKiHu2ZCMA7gyjhBH5DfK43z4244Au71OZmpea5c2N2oT14/sIx8Oh9+XELc2vixCoU5yNgM+SpIx\nKPRXabPjLA9Cfq9tC4wQ4mg2NlJWrBjxoya8fH0pCc7SIxFiJsTsRMEYRMR3yX4LIz3yv5eZIVZj\nDKgTyxhxxDNyp30Ghw3XRQYrcgiYVPecBefou3NboEqI2YnhPOzVOcocJ5UbNXLRsYsO9xw8rmfW\nBtl4QjpzyjgdOS1rYkmE2NnJCjFuzf9YUtQnrs+ifuR7Kznm+ihB7tUX92Xouey8O14LI0ums3Fa\nTXM/RJPEUT/37GZEijlCDBIMYsy/9cHnd7ud/RZSSa9Lu1VNW+jkkSXT3GajE4iRfsx0qZvQjNKA\nrqzg8eLkSfWJyj0jqmN1ufiaGCHEI1vP/rG/HRFdDVJlG/otm0TVc0yAd7vLfw5RP8xNWjofgvuZ\nJ9J+a0Kse5fn9gAatkd4e2SYl0tDKJU43bLx+0UDvXfMeVtgCSGukGJ2brQ/UC4jvyOkGPvo+2E3\nEw6B5HztDya0juRmBFjztujfpZ86ZHslCUqIeQY5cr4zEqztFDnXmaFyzhuPK57I6hmmiiHbAqNO\nPb9za7Gxypwlloue49JzcLI2Rv2id+45YC4SqWQYcH24Zf8uIcQREc7IpSOZWfv0Jow0D/d0dXB9\nE20akXA6Rc9lZTPd89UY/YaY+8PJRTWvtWbtIl+jfcf5kCc4yOrQvr+/n0kw2+EorXm73W5x5Iv9\nEdYva2NkybQjBj0yvGTLJiAjkgzbHd0zk52K3AL67KgtdL+2Pl5CiHttXTnXI8TR5kgyVnE6IuyO\nIeecRv006s+21Y0/He+6ooR99nvhoQgxEA3cXj4LEZRxNotR3TAT6Yit+z/TSh6Me89J4D0PLuzd\nLNpaWEqI1Qix86iKUPugtXbRF6NR4GpaI8R4rhp+zYcSrBDganqL/h391KFnVJUg8MSVGtLIacVe\n81APnWXU+rEzHb0Dk2CnlCMF3muL6PwWGHHqtY49w7V0W3IvJepaX627kriMDI+0U6/f18JSQuyI\ncCUyXJmccvpA+1z3/IwRAlwlyOpwA46ER+m1MfINMbd9tq+UycYE38ORYfZb0I8caAAhBileElhQ\nAhB9itQ7j20LnTy6ZDqbOFS/ysmak009dn5pT1e3dv2fyk5H6/lIRtUXiOqohMkRqC0mO0YJcaYT\nR/YuAFUhw1H+bnfJpXqBRSbF7NNF4yCyFdq3unrkjyHEzuBoXq/MLSRYo8NocI1CZrOavTxHiJ3S\ncfkYXOwwbKHIR/+aR40PhE0VsypIGD4WnBGCW40UR04insmkCoCyQP9ACei7OjL8uxBi7J1T5dKA\nTmBx/2uZKO3IrR5rn2kdeXzpjCYUMsYIy1r0fqPptTHi0LuykVOiDlkvGuwcq57zFTls2p5VBywj\nfeyQ9dpM67FF/95CiCNyXCHFOHayl42V6Bj30+dUN72OnTPeq9Md+QmavwUhXhoh7unn3j5rYy7D\n8sjHSnT2+8//c15iv7VMa80uu9a8aFM7u4VOHiHETo9WVtM4Xan6srpFOhtge57ZPDcZpVvUH1E7\nZP27dt+OEOJsEqOarhLi0ePW4s9soo19KCXH7v11fOF3WxANzlaT3FMfPxQhVidXDRznQfFm5bTz\nRokxb61dLpnW71pG81qLFVxvJg5EGO+5lSKvRogxsKPl0q7+PEvIpBgYIbsVI6sTKM4JdsaFhR7G\nnpVSZqgjAry1Im9t2acOvTzOd8TDYSSf74PnqLy4a9RR5j5FGn2r96/ue+fWxKgBUQcY+8ghYSdN\n926yzxn4Sl62Vd9HHfbM+c90AqcfnRA7greEdEaoONGZfYuIGOo+eu50Ol3pe3W2lRA7Eqb+wJpY\nGiGuEuMoL5oA0edpnzEZVp/MtScfj6Qxhnp6Z0Q3rY0qcarKT0aMI5JaJb/uXshvrV30fUUXOll1\nk1VA9Ows+MArEtfEEkI8ygVcmd6KiJGVFI4Qj2wVmxiNN/jpvJLErSb5LQnxqIFTAqzlccwG3xHj\nKklu7XNQKClmwpv9AAQft+ZnuZyTmbUBhPw7EGJVXBkZVgW52+3a8Xg89+0tBNgRYvdMHktKBJjI\n4RjX6HtGs9bVvLUVeWvLJrKyvKyMk2VgdFy78j0yzJvKPZNj50jr87LjXtm1MGJAMgfYEVUn407e\nI1JcOTdCgpE/alsiG+PuzenvQoidAxpt9ybHPedOyZWr80ge7Mf7++e/O+B8jxS77Z4OWBVLflTL\nEZ9e2uVFvhZfo2Wj8lV/ayRQUSWFvRUrWxHiJRHijKzeiwyPym5rl3KlOjAjxXxtJM98n57tiT7R\nWxOjhLgyPitjWtvAHUefDbgy8IuilZQ6sVW109m4UhKc+fq/PSFWEhul+droPs64jyhcjkw646jE\nt7qdTqdweSGnPz4+rs45R+TRCXH2jk5YmAhzXkaIlx5jXOgzXBuD/EZlYQyiZVu95VzfjRBHbaFp\ndnKz8opoRnH0mNvQKeJMR/CxcwSXYCsy3NpyQpw5SNmY5s2R6cqxO8eOl9Yve98lZDhrs8jBXFtu\nRwjxCPHNzvE9GVG/VJw6JWGRc1w9Vl8hsy1uwvsrv1mrYvRvlzK5GD038swe1Dfj8ZUFLKLzrbUr\nP0KJko49V473a2OEEEekuJq+dcvIeGvXujXTyZHfzvLpdGhme5QI849EPSohzvSh6sbsWCego0h5\n9rs2rsxu989kovpJjiDvdrurMhEZ5nO4N5Nh7PVZLph1LzwUIc4UnzY2GjAjwxkxrhBhHgCt1Qix\n+688l8eEmAeADgw4fkyGsWdsochHf4nYzWRGZDhzZk6n0xDp7ZXJHDt+B+x7Arjb+SXTPSL89PQU\nfme9Npau7MicaL4muhZwTlaP+LrrsGciC12iitg5YG4ftUPWRkvOfRWqDj07OYweuYmMrXPKqo5a\nVg510jpmiMYs5NuRYnf/iEhs4VwvJcTOTlbludc2PWeabSD23Ad4xi1pFxmGvLM+V/uv9v1wOGxG\niEcjxD3CWy3j7tfbZ+eyMZUdR+fcO2U6olKO27E1/8nIPTEaSVyyz/RlRfdGfhufUwJcaePIf3Cy\nzPV2ekRtD//N1ncgxE4XZnt+74wQV9K9T/aYC0EHPj09XRFV+FdMdjnd2uV4Y9+LOdd+v++Sbw1S\n3AMPR4gdMeXGA9ipdYpWZzN6ZLtHilFeyTAbTRBf3bu81tqVIIMU84BQEhwJ2drOV2tj/1VbVdoA\nk2Ht1x4hHs2rErHM6HPaKehKVPi7EmJHHFn+tC+xV+cGZaL2hsFlcL7rn9baBelFWXaG9XzPOeN3\n5/2t6bVQfaa+b2veeXIG3S3JuiVKET07c7gy50uPK85Y1G5ZHdfELYTYkeNq+2TEwen+aBJFCTE/\ng+/fO6d5Gr1i34HbhNuBbfzhcLiw31sQ4tFviEdkaDQ/0s9V2RyRw8oYrNhsl5fpCm3Pr8SSCHE1\nHZ2v9LOLLEeBDbadKmPOZiv0Wp2cdO2g9XFRYv4/6kcmxEpm1YeMzmXXVD7J6x0rIQYngu8MX4rT\n4GyOFLd23X+43vmMkZ1Se3UvPBQhduFxbWQur8fYOwPvGtORZo0MR0umo2+F2XA6gow0yK1uXBeQ\nYGxOwLZyvlobJ8RVR5YHOCtGjIWlhDg6x4SqYjB67zRKiFWhuR8fWxu3TmSxQYQDyfIMOOWm7amE\nt7XL2XvNd/KgBpuNLUjxqCOWOeojZdbGCCGOEDlIalx504mvERnrHWt+9d0iW+Gc9agN9HgrnbyE\nECv5HSHFbpwzIgc72nQC8BZ5UsLE78TOPLcJtig6jO2RCfEI4amWZeKD8/q8bJJbr2+tPplROcf3\njNDTeVvoYWCUELu+Gc2L7heVz8ix2mr2rXs6WfWJkhzdR/oksjlMiKsE9V4Y6deeT1jxG7Ngy5Lz\nONdaO5PgaM++3W73SYCVCGOvgUZnh52Ncvu79tld72ZQdaxZiNDIvNQJcE6znnPOTtTYFZKsHaYG\n0xlPZ0iZGJ9Op/b8/BzWzzkeDnj/LUjTCCGO9k5h8vsy4WFHqUd8Rwgx18UZb2dAeoZ/lARn29qO\ndWv1voVccLtqfZW0Ik8NIca/M+gReufYGY6Izi15tx5v0bcjzp/qnx7BcUZVCTHfB+kleS7Slzle\n/D7VrYIewVgLo4Q4ckZGosPRGO4Rr0zvsZ53++ycK4uxgklmOHLOf4gixNi/vb1tQoirS6Z77V4h\nQ9pP0MmtfU4suntl0UPO6xHZkeOIMLvxUD2/NqpErdJXrbXyShy+Z+X+2p963Nr1ys3Ix2stnvSA\nHPIktbaDe35kd7YixFWfXAn905NfKbiU2N66oY5KgtkGMwFurV2lGdAB2HM/uyBmdnxvuX0oQgwj\n5AQKUVVtHAXy2Qg6wx9tGiHme0QEy/1oFoynkmLkoS48oPEspCMnBOBBtwWW/Me0g3OoIkXY2vX/\nQY+Q32jJNC/7UcOCZ2dEoEcMeuQ3u+bRI8SqJFURRo4zyzH6Cfnc1mrwAadonYOAcz0nKdpnhvvW\nbQtUn6vvHjlOPObVuLNzwg6JI7m8r5TJJk4inaL7e/ZT5AiuhVsJcbaP2sTpaO2Hit5UnefuP5qH\nNPsCeNbxeLwiw+of6OdQb29v7e3tbRObu+Qb4h6xqZSDj8L35v53fct2S49H5KJaLhqn0djN8rfA\nkgixHldI71JSHE3+69baJ3HSKHGFFGv/YB+1AeoTTcJydPj19XV1QjzSr0v/kjMrNxJ0yfzS1trZ\nx2M/j9NMjpkgK0dBHvzsnm1Z24d6KEKMP2NW4WvNL4lW5Ro1aBb5VQPIncnXwPGvEOFse3t7Oy9/\nen9/PwtvRIRdpzvltQWqUcTWcodF073zI4S4Uq61f2ZpXTtzXuT8q9GvKKSRvEcmxJAt52DxJJbK\nq3NAMfZZ/lu7XGLDbcFOGcMZfC5fTUfn7uV83VuZV1F9riu3lAzzN1yuv1y6UjZz9LJ3ivpEjXTW\nFloHPV5bbpcQ4lESnJFhReRcVyYO9f63pGHT398/f7nU+RfcHhEZ3ooQ37Jk2vVBFMlzZfneuM49\nz+kBPXZ62ZGlXhnut2iVQ+WY02rv10KVOLV2v89M9FzW/7qP8mC7R/XyqC7muvcixFsuma4+D3Xv\n/f2R2tVsXwm0VPNQR+ZFSoaZN/GxAufUDiPt8nrn74mHIsRPT0/nmVsWHhYKp8y1TORsj27cwWwo\nYSzVaOq3wo4IMyHe7z+/GX5+frbOiIMbgFtglBC7gc6bExR37IhtlRS763B/NxPOx2z0qzNvWfnq\n8Rb9u3Qiy8ktT0gxXH9CxrFv7TIiiHuhfxxhckbYla3AEWRHdh2Z4PfWcnAut8AIIY70kDpGThbc\nf0FWUOknds5HdWCP7FVIltZzxAH8KowQ4mzMuvQoOVbHO4susa57fn6+aresD6rHsNV4lusftvs6\n6a0rvNbGaIQ4iwCPnHMkp0dOomiWtn1EzKp5qAvsOPefS0dXb3iQAAAgAElEQVTHuNdWk5SjhFj3\n1Tw9x8eVsaAyrLIMm81R4p4OzPzBJWTY/eXSVhHiUULsJpLdKiuXdoQ48y+r5zTy74hwjwQz1CcD\nRtPu+B54KEIcORNu5kgjSFyWSc69yDEUrxpLjRQ7UoyZZSbEp5P/hpiVY6QIeMN1W2D0r3kyxwvl\nuLxzypzTsmSpNG8Z+Y3ydVYvU0gjyieaVV8boxNZLoLBsqrGMepT5HFkgsk0zxqrYWc4Z8qVi66P\n8h2ZcBE2JsNMitXx2sIBGyXEjMhpqszSVyKmI+2ROXOuPx3Z7ZE/rVOP+Gm91sRSQhzpWZfm65HO\n3lPHSrSpfnTjIBobvbJw1HBvXdGibQJd5MjwVoT4lghxRmz0GHpaJx25bGuXq3Mq5ATHjlT16pud\nY79sZKKcyTA78SxDznH/CpkenSh0dm/knCPHI0RYN/aVsr5TqH5VGeRzWkfni0Wk+DtEiCMCnG1R\nucz/dOlenk50OB06You38Ger+HJCXI0iwhlu7VowVPCck8rX4ZiJJjvSI5ve1zkLStJAlB1ZxlZx\n/EacjS0U+cg9+V2QZqOaOZ/VvnJ9Udn4fdgp4HHj3j2KjEXKJTIkTnlsrTQq5KW1z74cUY7uXbNj\nzcsUbaUtXduO5DHJxbsrAUbbtHb9g4F8bgtCXO3bLJKXjftMHhT6/qPHjN6YUSOu7+YMP4/tntxW\nnMBHQqSD3bnWmi0byUilLXo6wZUHqrYt6tPe8zLbv8UEdPWZFR2rJJeDEWgf1m3R/XXir2cv9RmO\nHI/uQYjhc2k/a8SK+1LHZUXXfIW+XhIhdsc9O+d0I+dX9JUjsdi7CVRHaPVYx+gS0tW7/xb6uNqv\naxDiyH7zPpLN1mJdrb5PVi4aI0DWP9G5e/fplxPikVkZVqpVIxmRIVbYHMXpdUikuNWIuHpE9XGE\nOXqf7J4ZEaw6ufdEddZ6dAICQPuwMLFzhnfPlF6PLPMSfd00+vfx8ZGOZ1cHrSc7NjjnCBUb96rQ\n//f//t9L5Sqo9u3Hx8fFr61zOzPU2IGAOLmKHKCec+TaHk4T4xanxk2KZXnOcddxvTaq0f/9fn9e\nbsYz7dh0aVpksJUQs17j/lH5ZlQdMIwHjRhwZMj1C/oiWsmB99B7O8dtK4zaWtY9mua+casbNN1r\nB27vyEbqJ0D3bsvMWdN30GgTH2+Bkb51bejkyTm82gespyO/BivbKuWw4slNOrGfhfHYmv8feacr\nnC6OJsh5dR/vt5jsuIUQ36Os812Z4GBSQW2rXtNau/AFVN/iGkd8tQ1wnuUv0jG4t/bx4XC48J+q\nMvTf/tt/K5XroRoM1PeMlkO7oErP9kR8ISvHk8Mom628QNrxrIxvMR6BDLe2AiEeIWo6wxc5uq31\nvxnGs7NlYc5ZRTqaBYkcb61TL1q51BF2742lSGtjhBBjH6U1D2CD7a7XmSl9bjRGdMm09rWSYZ3h\nGhF2VURaHx7vbpZ7Cyd7hBCzYlSl2Np1dEANk84iqpyNHON+jIhcueNKWe37aExEY4PH0hYYJcS9\nLZu5jpbCRroAxwzXzq21cJwpqUF9oklRHXsjy8l0Fn5LUlx1rFlvappJMBMPzlNSHE1KjepjON+R\nLRt1jLJ8Z+N1zLhlmL1v5L4KS5Z7Zg6yO68+UGvtSq8r8VVfp1cuc+rZEVeo/Y10PPt5PLY0IKGr\n93C8BSEe+S2W1moTuqO2xfWVyogb+3qdkib2B4CKP4AxwfaFI5nqf7ugkwYU1ibEVTuLNsh+PMut\ntnIcKSPG0dh2epnvj2sdAda+5r7IbDzjXnr9HnioCPF+v78gBM7Zba02I9hau1LSEQkDerPHmbOT\n1cVFJUeIVMUJ34IQv729LbquRzoAJcN6zM5YRIpxf2e4ecm06283dnqCnY1VdkCZDOtki1Nya2Nk\nskMVZdROjgiqM4p+7m24tmcMInlfe4/6MrYiTvckxNlyLmfEI30GsLPO5yJdqNc7gqNk2JXNvpWK\nnPieY7I2Rggx6x7InNszCdY991U0gR2RYqe7oYsjmYnkRwkS5ysiIhz17aMQ4qX2XWWIkZE/lFU7\nGJHfXhku5+QH8qcRaYbqBFfnnq13n7Lx9ugR4sx3qp5judXyjhC7Orh2bq1Z0uT6M5oUZn282+3O\nNkaJoMo414VX/nGd1/aRRyLEGfmtkOGIn6CNITvcb1qGz2k7M+mN0qP+coYtyHBrD0aIe2S4RzRU\nODk/IpUK52wr4cqc755CxmykGvHoPi7PbY8cIc4GcXXg6zErBfSNlq0aR74fxqAKd0/Is7GhBoZJ\nXzSutnSsWxsjxD2F2Nol+eBjdYwBR3yR7p2P5JLTo8eajtoiAvc7v8cWWEKI9QdKojz3XRMbcidH\naqBb85OeTr9GYwxOBjvjFUKsJGnJ8Vao2lrYC8heRogjMsz71vqTU1k/anl12J1uV3lyiO6HtOu/\niAwfj8czId6ij0f6lvecr+fcXvN0Eisju5Vy7NjjGM9gUgywzcwc7Eg/RDbf/b7LdyLE6hv29pXJ\nBOwj+eay7Hey/o76PdK7fG88k4MEzo44fYE66Io/AGNtTYxGiLMVKtnKiogncb+7/sUxyzi3P/oo\nk2dHiCNd7+B06QgZvrcufihCjI7Xv3GJiEGmAFtrizqotWsyrOQ8I8KuTjqjot+q9Do1ctg5bwtC\nPPpXECP77DpWnFG/RO3ljGRr1wRbibEbN24MuTqwMYKS6hE8zVsb1b5Fm+rekVtHiJkMK7nh6zXd\nO8/1c/KydGNUFXSvzmtjxFA7Ahx9O9yb5WbZZXlszcsNQ2U46xNHinVsuXKQTTfzXs3bUmZHSBO/\nqxJjdYg1D/fgfaaL3bPZMXMyG+lCdvIcKc7O8X10c6RYl0yDFG+Bqn1XHcd5nJ/pNz5Gn0fEN/N9\nMp8IBOV0OqXjlvso89ncu0UOvC6TBhn+LoQ46mPtb+5DbbuKjmV5d/eF38n+ZxZEAJw/0Fq78rd2\nu36EGPXh/o10ytq/Dj8SIWad49Kqk6orcgC0P/xmpDE20I+s69kvcwGi3taT1xE7uQYZbu2BCDE6\nxc16RJ0dKVyQHI4QOOGMnCnn+GAgVQy+m0HpLZnuGa3sfR/9G+LWYkdEHR2Uja4BopUEqigj46g/\nquVm3dRxz8iRvivXwaWdo5bdZ23c6wfTALSxOqsagbgXXNtVHbcsj+8djVfN07HdM15fjSWEWElw\nb8m0I8ZKrDQawI6QkxsnzzxuIpKbOWM8CYtnL91w/62wdMm0EmNHjl0a92qtXeni1ry9xl4dby7v\n2tQds1xxGoj6whHhKinegjC1NuZHORKDtNNxWboaIdYNxNnl9yJKGgXkvnK2QtP6Ds4HiyLEWyyJ\nX0KIM5/QnePrK360jiMu6/wk+J9L/QGORKIsZFB/VCvy89i3Y3CAY01U7SzbIt5HeRlPinQug/U4\n61LUxd3PkeEsPeozc1sszbsHHooQ66DvRWU5rUq2tesIcS+ywGlVxJwf1T8yHE4hq7JRJebyMgO2\nhSM2QoijaEq03ANp7QekdXl9pV+UDPOPamlEyRltdcAZ0TjlOkT1G8lfCyN968Yr71u7JogweNk1\nveNK2cjQR3KU5UFmK+SIZdI59tmY/WqMEmIXDY5IcvRrmRohBpSYsXFmqAxnelzl2TliTHgQ/VOn\nAGndj5xbEyOrsdCOOl7dMY977js9NxIh1vvw+UimUFbz1P5xviK6d0SCeYzAbm/Rt0sixKhrRBid\nfdM89LES3cjXiYgxl3Pf9KuMcqSPyVLUDr069b4h3pIQVyOJPbKZbW6SJCPGWh4b22/0B8t95L8y\nnC+Acqyvd7td99tZrgvGDdf74+Nzmf7aclvtV7ynI7u9pdLOB+5xpUinRumMd0R73dw73zPvXngo\nQjzSybgmUoKt3fdHtTIj3VNEqpDd0hxXr8yZ1/s/coRYnQ5WpNzvrfklxS76sN9//gBbRDLUOYiM\nZGvX3xAzMc76170nOyFRv0bnojJrY4QQVzFCFnrt5PLUwOq9nDM4ksY9ogkdPdZ3dbplCywhxLr1\nosMuQhzBzVhzX2Z6kKEOtPsWke3L+/v7WY/Acdf7RYjObUGWgJEIsY5D7QPXJzohxDYss5MVZ52P\no9VhPTus0Hwni5Hz6cgwiNwWfVz1o9j30b6L/BJnF3nCJCO8IyRZyXFk57TP4S9kDjbuET2/QoYP\nh8NDR4grvqAeAzypEN0bssqTlJBH3JP7w9m/Kiq+AO7vSKEjfXg31iPc/2vL7WiEOFutUokMuz7g\nftV8PNvtNe3GVzWPn5e1wZK8e/fpw/ztUjQT4oxiRfmeTqezw+M6rbV4BpmfxY5rNRqZkS8XIY4c\n/Mx5UKf90Qmx9isrLUDfQfuAxwST4axforGiP6rFznEWJa4IOOrR68ts0+vWxuj3No4EjuxV+fba\nQzdV+s4ARPIZyawrh/rq5A7rCR6TqJu2E08CrY0RQszkF+RAI8HVpdOt+VU2aKOeU5UZXh1LvPpA\n8yHn7Pzjhw7xHH3uLcdrYXTJNG/OsVIC7IgwUFmtg2erw852gPsz2qpyEzlU7n5KjKPl0lsR4tF3\nVr0DcNtnf6HC0fCer7WEJCN65mSUxxlvTqYz26AEn3/UVL8fPhwO34oQK2nlvmJbpbKmvonaXYB1\nAsqxXPJ5JqhL99E5RxLVVvD78Tvjmui74q8GR4i13TmvtetPAKN0r03cvXksOHLcI56jvljkv2XP\ny54f5X1Ffz5UhNh9J1AloaoERzuJoYZS6xE5dRWFrETMvQ/fL7q3PuPRCTF/C+EEJHJGndPS2uWP\nYLk+ydoqIsRMipUY9wS8Uge+T5R257bAaPTfbTjfK+cMXNQ2WT6uZfTkJttc9KS1y7HHqxwAnVHX\n96+Sh6/CKCF2/y9c/aslXu4WGWm0l44Z7stMxwOOMLEDxxGDaNKLn6X1rKT1/dbEiK2tyiParoco\nYuGeiz7kCSX0J48Fd0+NZju713M+XT2jyEz043Bro2rfVc85e+Ts4MfHxwVZ5En7HtGt6lddhYF0\npCOd7eXrovdX++nIvvvLpcPhsIm9HSXETH55r0S4tc8VA9zGblxk0F9u1q13vucLuLxoc3aT35Xb\noqePvhpVO9va9W8wqE7K8irvWZGdCI6H9I6jMg5aX1f/Spl74KEIsS6P6HVwpISZ5LgoT5XYREa4\n9x7OIOhyHXa+9H302Cl4fcYjE2K0n/6qJBtEKGqXrw6KIxWqdIHICWDDCKVeIcJuY+i7oA7aZ1qn\n6FxPmXwVRqP/zqnEeey139y+teu/S9O9OtbY8/MqZCoivy7NDqIurYzGQdR3atzWxhJCrN8ERySZ\njzMioXrOyS/3pZavkmLV4dm4qsp7VR+sLbdfRYgrTmXmsPIzuU3YsdcVFREx1mep7eNnqC7Qe+ik\nai8yrBMna2JkyTSTJpW5yB6yf8J71mPOr4m2KEJc9b14BY6T9Ui/9+oZRYm/U4RY/T7ua6R5jLpy\nTjdpm6q8IR3l9Qicuz7zBZwtcHbC+Y1R2TUx8g2xG/8j+U4/ax9HtqlS7pa9k9kRaP99ZX8+FCGO\nvhWIjHGmAFvL/3aJ79FaPIOsUUmtT1UZa3SYl+jpu0QGJCJQ34EQu8hwa5+OifaNE3Reehn9yAIj\n6xuNEPMyymiLjDm/i6IyLnrOxdqOdWuXfetIpnMs4dgCjpREG/qzNf/tvx6z0VeDHyl0dy8eC44A\n6zk8D2MReovBjgnXwemVLeR2lBC7H8hS0pv9mBbLrcpjZtSdrs50OTtmTMBUv0SbI8YjJBrjcQt5\nbW3ZkuledCeC2sDKtZET7u6BY9YrqnNY7iFHLGvs1Gvd9R2iyDDLOpPjtTHyg2loL9QzI8XZt7Ws\n73pEd5QkM5zDz33hfDi+Nno3p+OZ8Gt0eCtCPPKjWq5dVe7c+HTlVLeyP8vnHTF1aSdHrV3q46ys\n8/1Rt6xNXJmtdDBjJEJcIblVIqyokNRKGb3fyLmqz3zr8a14GEIMoxYR4R7ZUGWBe0aEJiJn1c3B\nOUjOudZfM4wcNDjcSgzc+957YFQwQoidgLECZ+eHERGI6qQJnpdNULTWriYr3LhhctobQ/zsbDwo\nKc6+bVwT1W+IMVEBJ5LzW7sm0Ux+eZ8RYjeBoFCDz8+OyI9rex0DmsdOA2RU24Mdjp7z9+iEWImt\nI7vVPIbrj8jZyhxdnNfr2KGr7qMJmGxyBvorm5RZC1VCrLISEWOgYvfUadM0yuk1SoZxHUgd9shv\n7XPFEe+5L/memfxFTrn+lgST4a3+emlET+jkAufr+HVkmP+Xt7VcH4+SZJXVqD9G/DZ+t569zd73\nO0SIe7Lqrqn6sEsIjJ5zn8apHGpfO3+AV4w4O851zM5nxO6rMRIhxr6SrpzP2ibzi6KyPWxh776C\n8zwUIc4ixK3FyySYrEBh4J5Oqeo9HFRJa552xogyZiIWkeFoU5L8HQlxa5dtqU6NllFnhfMiB641\nPzZcn7TWrohQZMwjJZEZHNdfbjxEpGwLB2y0b1XOtT9dPyp5wj2yyYLd7vObJQY75Xge8nuOmusL\nnbxiQhyNBdUZlfH83Qix67MoL4sQs05QMukQ6UOGsxMjcBMv2bHK+lZ6GKjaWrS1voN7J2frnOxx\nfs9B57S7hscGR35ZVpgcO2eOSbFeUyXFTPiY+G2hj0cixHgn7jvnL7mJeiaHIMQVolslyaovsUed\n39/fL/qAn1lx0rWOERl2pPi7EGLYIJbh1rysRvLm7n1rnvMFWM6crWQSHNkL7vtoHLCP58puIbOj\nEWJNu7zeeW3n1nKO4SacqoQ4Gksuv5I3evwVeOhfmc4IBvaO8GDwZ4IUdbQzlNWZtUgQ1amHQh4l\nw5lBemRCHCnI3nIoLu8ixK6PFFH76TJYFylcoigqEyUV4qXjZG2MEuLW2lW/qgPL/aVLbWEMW/tc\nLQLniCcuoj7WZVmuTCZHWV/wMe7F4IkdJsMj43lNjBLi6tb7YS04S9xfaLPeZCP26iAD6iT0nAa3\nP51OdnKKx6NOzHAdMf6cA7gGRr8hbu3aic7siLPBmo7uwToiupb7geVCj1trVzKmYyTSBT1SDCLM\nEWIleFs411U9gbaK5MgRRtV1IIf4b+4e0R3xXVq71IHc9qiDTkg4Xarpis8URYjdMvE1MUKIs0lh\nLoc920XduBzvXV6ljJsEZ3vo8qPJcbSJ2mnk4Z0qvrGzF2ugGiEGqrq3eg2gbRQdZ3ypYk+RVt3r\n8nrvsRU5fqgIsS6XiEhOa30HF/dkYaiSL2csW/PfEHN9uF6Rw63OtXuXTMB1OdF3IMTsQHCbwvhF\nDq4znBhP0WQFO1W9tkR/tNbO/zWpxLhqlFFn3rsx4Wbl3aw1523hgFWXTDvSi3HKTjBvjgzjr3ta\naxdRAhfFYqjSrhIq7g/uE/3BFfcjMwp9P4yZaCJIHYK1MUKIR0mxLoNXQgwnjZfDZtFhR3S4D7m/\nI/1dOQ+jzX3/8fH5y7s6HnvjcAvc4lirk63t1rtfdhydi8qpo1uVEbcSyT3DySCnXXRy62jTSIQY\n4zXyUxxRjL6pddfovrphfEZ6kP0/XZGR+W29d3N2l9+Zf1Rr9O8G74HR/w9XHeT0EcpHpBjXOcLr\ndG7lXER8dXK8tXbV5+5fC1q7Xi3W8++i/t6CEI9EiFurLzuulIv6NZJhJ9Os69QWOLvK6R4pHrGR\na5LjhyLELkrcI8eRYOCekVLl61u7nuVQZY3ORH2q9chmYlGWnUW+nvPZydb7wwCujSWEWJ2PrG8i\no9na5YqC6viI+qK1dqE4sxnGyChHgu7GgyprGOJo5noLB2wkQtza5TI9NowsX2oEYQhfXl7OhHi3\n27Xj8WjlX6F9G5HhTC7dmHB9gWN2IgAeo9VJt+8SIVZy2zvWPE5nhDYisa3lEaDWvO7msRjl6f50\nOp37Gt+RwjnnMRnVb6uJSWA0QuyiTZnDEr2byro7V0lzf2ZOnxLmyK47p0xtipNHJcROh6yNpRHi\nChnOCKLqTESIdV/Vsyzz2t4sZzohzf0QvXf2jjoJHU0AbEGIq5FEtnFMgCv+qI4FJ2OZnq1s7Auo\nPcT9+TyPASbF6gvo+6oMcn+jr92Ku7XldjRCPKIrOR2d5zzVZSpXkaxym2V2OrPffL3DCMH9SjLc\n2oMRYp2t7TVwpoA5r+dQAZlzNlIffX62FJaVCV+vxJeXEKGtOP3ohFjbkZdGaX9wv/B1cKydA+Mc\nOb5fRoBaq/2oVjRutK69sYHnR8u29DuuRybErj+c8+L6kQ0gttb+cf5gCLOJBpYRPNeVRflIX2jf\nZ33jiINO7uj7qyOgk0JrYwkhdiQ3y3PnuK/QXpVJLUD7jvWmc7KcjojO4T7o5/1+f3bOee8IBi8D\n35IUj0aIW/sck3zs9u4e2LPTrc4Zk1d3nctzbcxwjn1VR/N1PTKsTiTuuYU+HpnsUJvI5yLd58jh\n29tb6Cz3tugb4tau/56HdYVG+Ebsb+QLRj6Ykv9HjxCzH8Wb+pLRFk0atxavwImOXZ7qcfUHWovJ\nMDb1Bdykjr6H9rlOYmPr6YR7YyRCXNGRmb50OjLqs+rGkwgVPpRtWrcIWdmvJsOtPRgh1qifm41n\nIYg6G8Y9IjUVaOe31mx9enWJlDKcLFYmuI6dRybCnFZCvIUTtpQQI+qiJD8jURpRc470EiIEJ/d4\nPJ6XTWezZVXj7MZpNA7cLDUb6UcmxOhbdSjVCGKvRpBJMQwIk+GezLHR7cmmTlRVyTD/6iq/S+RM\nZ/rGXbc2lhJiR3ojIuz2rMOwd2S4ol+r7RvVxeWdTqd2OByuot0gw4rMGdwCSxxr/QwgI8Ks0/R+\nkS7kPO2zXl+qLXB1xLu4++ge1/TIMMZlJMtb6OOqnuh9csa60EVO1f70/JoRJ1uXTEcrTLKVWhEy\nEhjpeWd/vwshVkRypr6Xu4fKo/o71b1OOma2UCdC3AQ5ymkbqL+rY1pX3m0VWOAIsdOdEZdxeRW9\neTp5cqzXONLrjh0hRtur7dY0v6P6gYwRclw9dwse5ke1olmFHuFpLR8gVUcqq8dIR2ZK2Sl35wiO\nDhwoo7VRVTAQIGdMs77g61XYKn3UWr8/svOV8RLVdaQOThHxLOcWDtjSvo3ayvWXc4Zau26vaPKj\nJ6vqJLh79+RUDUZrn/9ZzRM6fA9+jraBtsUWclt1wLiPMnKs6WhSM5rAysgwEPUfn3OTFRHp0bHH\nk5PuOTpRmb2PvtNaGBlLkCv3vsjnNtExq3nu/r3nR5sjuhHxVTnTMVHVRY4kw+lz43ptVPuWCU8k\nUxWdh831c8VPy9o20q1KsKP+HR1bqp8jm7uVra0GjXj8s2xinLJe0nHgxgKTFSDTf7rXPmvt+q/r\nXB9mMsc6GverBD+0bjrZs0XfjqzYGdl694ryRnwfXaHBek/HGOtKfh7GF67j9Ciy6+6pj9f3xiYm\nJrrYwumauA+qkycTE4+ARx6v1bo98jtMTPyumH7Kn43frf8nIZ6YeEBMB+/74nczEhO/Nx55vFbr\n9sjvMDHxu2L6KX82frf+n4R4YmJi4o743YzExO+NRx6vM0I8MTExMbEGJiGemJiYuCNmtGriO+GR\nx+uMEE9MTExMrIFJiCcmJiYmJiYmJiYmJib+SExCPDHxgJgRj++LuXxz4jvhkcfrXDI9MfG4mH7K\nn43frf8nIZ6YeEBMB+/74nczEhO/Nx55vM4l0xMTj4vpp/zZ+N36fxLiiYmJiTvidzMSE783Hnm8\nzgjxxMTExMQamIR4YmJi4o6Y0aqJ74RHHq8zQjwxMTExsQZ2c2Z1YmJiYmJiYmJiYmJi4k/EjBBP\nTExMTExMTExMTExM/JGYhHhiYmJiYmJiYmJiYmLij8QkxBMTExMTExMTExMTExN/JCYhnpiYmJiY\nmJiYmJiYmPgjMQnxxMTExMTExMTExMTExB+JSYgnJiYmJiYmJiYmJiYm/khMQjwxMTExMTExMTEx\nMTHxR2IS4omJiYmJiYmJiYmJiYk/EpMQT0xMTExMTExMTExMTPyRmIR4YmJiYmJiYmJiYmJi4o/E\nJMQTExMTExMTExMTExMTfyQmIZ6YmJiYmJiYmJiYmJj4IzEJ8cTExMTExMTExMTExMQfiUmIJyYm\nJiYmJiYmJiYmJv5ITEI8MTExMTExMTExMTEx8UdiEuKJiYmJiYmJiYmJiYmJPxKTEE9MTExMTExM\nTExMTEz8kZiEeGJiYmJiYmJiYmJiYuKPxCTEExMTExMTExMTExMTE38knr/6Af/+7/9+qpQ7nU4X\nm8vL8vXcx8fHeXt/f7fp7JyWa621p6en9vT01Pb7/TldOXZ5u93uoq7RO0XnNL+K//W//tduqAMT\n/Nd//Vfpwe/v7+3t7a0dDofzxsfZOZf38fHRdrvd3Tbun/1+H6Y5L8p/enpqz8/P4fby8pKed+We\nnsrzVnfr2//8z/+sD6rW2m63u0ovyTudTu39/b0dj8f2/v5+tUX50XnIrkMkN5k88TktF53LylXx\nP//n/7xb3/6P//E/yhVw8hLl98qxLnTyk8mh259OpwsdcTwebbp6/P7+HurhJVsV//f//t+79O2/\n/uu/lh/Kdqiyz85BX72+vraXl5dzGsfRPiq32+3urgPYP8B+abqK//N//s/dZPbf/u3fSg9/fn5u\nf/31V/vrr7/av/zLv7QfP36c08jXLSt3Op3az58/28+fP9vff//dfv361f7++++rPKSRzxvnv7+/\nd8dbZUwi/fHxceUrVDaWf/gWx+MxtReM//f//t/d+na325X7Fv30119/2TTn9fLRfs7vXZIHuTse\njxfb0jzcV/3dpXlVfHx83KVv/+M//mOI+0Tpqm7K3pF9rNE8PONe9VN+plt0Psqv4n//7//d7dcZ\nIZ6YmJiYKKHqWCwh/RPrYvbRRBVrjJU5Hu+PiOBMfDDl2ccAACAASURBVB9U+3Crvh6t3yPL+STE\nExMTExMTExMTE78RHpl8TNTw6JPQj16/EUxCPDExMTExMTExMfEbYUaIvz9+twjxI2MS4omJiYmJ\nEn4n4/enY/bRRBVrjJU5Hu+P7xCVm8jx6BHY0fo9spxPQjwxMTExUcKjG+eJOmYfTVQxvyH+nnhk\n8jFRw6NPQs9viCcmJiYmJiYmJiYmHhKPTD4manj0SehHr98IJiGemJiYmJiYmJiY+I0wI8TfH79b\nhPiRMQnxxMTExEQJv5Px+9Mx+2iiivkN8ffEd4jKTeR49Ajs7/QN8fNXP2BpZ0Z/NB3db7fbXZzj\nRscfuXPaHfP29PTUTqeTLevqxFv0Z9FcBvXlPxLvbVnZLXA4HErloj9hx6Z/uu3eqddfla0K94fi\n2g9cH97jfXkc8Z+I8zl3/pY/Hn96eqz5LYxzTrNS5Hbmcr0/mM82yC3LGddntP5ZfrTXPPeu38FR\nWSIzvTIqP9m9TqdT2+/37XQ6nftV95kucXXCGMF+v9+fy+52u1DH9vS0k9O1+1htntaBzz89PZ03\ntEWWzs7t9/v2/Px8secyWhduM+jEp6endjwez2WRz/2a2Qe8n+oA5DtZ7eVl59dGVbdrf7Ht03bn\n9sd2OBzafr8/9+HpdGpvb2/t7e2tHQ6Hdjgcrux4ZNO1v3p68+Pj4/ye0TkuEz2j4hupXGzppD8/\n19zw5+fn84Y+Qj9hH/W92sGKPGjawekcpCP7jH5U/QK9jvfBfVBWfWfch9Ms+zwuRvyoLYB3Un+J\nz2k5bQ9cdwsyeanoyWraySbGCN6Jx0xrl/pBy98LD0eInfLUe7iGVAWnjepILjcuhEqhSoWVjdaJ\nBU+dJXUQeEDfY9sCf//9d6ncx8fH2ZCyQXXGNTKirTXbhq31SRJQIcrcZ1DGCpRhJf7x8XF2rtUZ\nz/rJGWKtV9UZen19LZWr4F4OQsUh4eeps+baLiLAer97KktH2J0M9vKyNlgL1b51zpRCDTXynHHT\ntlFHCHry6enpTJJ4U6fvdDpZp/x4PFo55PtwvXe7Xdvv9+39/d06UpU8vF80ZtdA1bFWR/TWDUT4\n5eXlwml/fn6+0tVoI0wMHg6Hcx7yW7vWA04vcP+qTUeaJxXVaVQZrZbZAi8vL6VyTJh0MoLHL+Tk\ncDhc+UFc5nQ6tV+/frWfP3+2nz9/tl+/fp2Pkc7Ispuo4r5R30rzoBs4DXnj/lUiXvGVIpuxNn78\n+FEq9/z83H78+NFeX1/P28vLy5XcMVFWggyorkJe1j6MzK9SXe50PevgyC9iwpttWZlsAu1REPmA\nGOet1Sff9VxUdsm5SCcuSUc2kscpxq3qDIyjr+jbhyXELl1BRIbVYEIwNd27t5t1Q914Jos7LatD\nNEBG8rcS9p8/f5bKOYfVbc6oAUqAOK9HjqOyjEiZVsrxrCcrcS4fQevi6r9F/97bMaiOU7R7j1jw\nWFDZ3e12Z4dbx5BD9q7uXNUAZ+e3xL0IMfSsex825urganuw8+Qik1He6XS6crpdlArP5jGDCAQT\ncEe4sjQ75Dx5FumOr8YoIVanmY+zc64sR4d1U2LGxFfz9vu9nVxwkxAq20yGdbIschqX7tfGUkLM\nbd/a50QD7LCeb+2yP06n0wUJfnt7Ox+DDPciyCpXqAdHftROQ6+7NPct6pnJbjQGGFsQYeCvv/4q\nldvv9+3Hjx9nUgwyzIQ4IsOMqt+p1yicL5WRY+jcSj9An2a2tOcTb+0jj4wptZd8jPNavncu0nuc\nZps8eu09rgH4XVVvcx313L379ssJ8ahjUDFeEXggoWxGjHnmge8RkZKIUOngjJ7Px/yukTKqnNvS\nUI9EiGGA4awyOXZObOb06CQDzlWO+V6Rw6/CxmNY853DHhHiyviNSMTaqCrzqG4uv1IW7Ropu2hy\nyZ3HfZzRdunesTrqmcMelcH4yNrjqzFKiLPrnDFm/cbXsWFzq2bcPjuH++jm9AierxFERKJ5dYdz\nrKONxxqnXdt8NUYIsS615L0ju1FZt3cEWgkxcDqdzkSYy47YQB6XusQe5dw+O5eV2QJVQuyWrbvJ\nCNhe549w9Ph0Op1JcLZnQgxSHEWIlQhX7Dr6WYlxbxUB62C8oyLyEdbCSISYo8Mgxbw6w01EaR9j\n3yMWo36L2uWIxCgx1vsgHdVv6fEjY4mtjZD1bcYbRsrfM4/r4Pyt3nX37NuHiRBr+epeSbCSVy7X\nc6Zbu16n7qAzN9xxSmAy57s6UNYcECOoRoh1SRMbSrdlEWI2ipy/JI1jhvYnz16rcodBVmfdTQI5\noqvv5d4RzuujQmVB4RzLXroXIY5kODLKrr+jMZCdZ0IckSZ27Hiv55yuWAtLCTFD2zXqT6eDVXbU\nMY7kQI9ba9bxXRJFzBxrjUBxPteNifAWjnVVTyjZVdLby4vIM/eP7pWUIY3zmJhQ/VyVj8p1boz2\ndFJ0fm1UCbH2l05GoP117Oo5kOLT6ZIQHw6Hq8iwiw5n3xOrvLd2SY6dveZ68jiJZFR1Qs9f0ueu\niRFC/PLycrVcmskwPlPQySiVwcqGshVEfgzrWN0yfcVjskqysnOPbGe/4l4uuq5+aaQjK+NhSR+4\nvb6jcjces67e9+7XhyfES+7hlCkfqxJWp5oHDndOta5ZfTOje+t+bVQjxGxo1YC5vJ5Dqw420kvz\nuJ7c12ykcQ0786iPGvORVRGuXly/RydNrV2Pv1vGsSpwLcN9wMuxXJ/o2LnHvkKeEHnUsaDjZCu5\n7U34KaJ6VuqvZdRZyqJCvY3vr0ZY03pvOGRcNtJNvDSaz4HIRWRs7f4diRBHy5vd1iurE5TYuzTL\nt2u/iv5eqt+BinO1lgNWxQghdt8Qt3Zph6P85+fnc3T4+fm5fXz88/sfTHx579K93wVhOCLMMqqE\nTp3mbMLKkYKtfSaHkSXTIMRuuXQlQtxanxD3EPWV5jkiXL2fW0mV+c4ub2u5HfGhsuvcfbIykBud\nIMY5tKvTyVwm8sFG/Tl3rvLuS9vvFjwUIY4c6+p91ElyjpZbKs1RYXWiOaKjHcz5fG02EFQx9IS3\nqgy2QDVCnJGI3jnAOcO37DWP6+rq7xS+OvS4H5Mgd7+KI8fG7Dsoc5YHzce+mu4Zaa6bRuyR5okT\nXHOro437Z5M5PCbU8eR22hIjz9f6RvJRPc7afAkpGnk3nIsmBNC32PBDW7AZOtnBe/e+IxNj98BI\nhFh/FXo0rd8rVsdA1DZanvVfL92aXx2i9mJknPbKro0lEeJouTqPWSbD+/2+HY/HC0J9Op3O0d+3\nt7d2PB6vlkczSa5EiZ0djbbI7vL5CgmukL1Mr3wlqoT46enpiggv+Ya4NW9r3bkKIkLLdjiTLSfD\n0QRKRS4fTXYrcP7o0jyWc8gP9C3yUT7qd5arWwix27v3vjV9Lzw0Ia7macfywIicK44u8T2ZTLOD\n65RHNpiiLZv1Gj3eWtBHIsT8/iNp7VddBhvts3OuLNeV02qYcV3msGeOcCbc0aYrGLSeX6EYqvfk\ndonGZiQ7WR4fZ3VD37hrWJaxd8Rq5JhJEwgTR4OZKGlbuHG7BZY8m9sy0n+VPH3+SDrK0y3K753j\n5aLu8w4mw9gcGcY2Gom/FdUIMQixkluNNGl+lI5spLN57pzTBbrs020op3bdLRllLPUzorw1UCXE\nu93uigw7RxnHyONv6fHL00qI+Z8i9F8jlCD3flSLwXZ2dBuJEPM7a5upjlgT1SXT0a+5V39lGshk\nT9sn87Uj30jJsJsw4/I6wQg9eyt32BojYynzUUfPoW8hGw6Rj8rXupUd0T4758r2/OCR9D3x8IS4\nej4jCrpnMuw6jZ1bR4odqWUFE+01XXmvpefWQJUQtxaTnSwvE6AlznPvPPoez1ZlX7lva/3oR/Q+\n2DS6sUU/jyiaqH6Rsc02vV9kkJ0xjq77StLETgeTJf0VXezZId0Ko89nWXDndD9qEJeCCRDLjeah\nrMqXljudPn9QSPu34jRHRHAtLCHE0aYEOdtay/8mCee5XXrlo2+VOQqusorzLkp6ix3d2s62NkaI\ndYwDaH/+ezFeLef2Hx8f4d8kurwsQsz6L5KnjBzz+7E+jkgx+1v8/tpe2fEaGIkQV+TWTYi4dsa+\nZ4Md2B6oTVZdm92P7SX3Z09mce0t5x8FbmyPHOs5yLjzdV0/8Tm1X/ckxJxW3RTJfGW7Jx7uV6Zv\nhTYQO8z8XYKmI4eOhZ0NSOQI9oy9KumleAQjXV0y3VpOcqJzzoHm/s2MWSXtjiPhHYEb85EQZ4Je\ncea+CksVzSg5jiJE1bpV6nmLstXtdLr871sXidF3xreq6FN2Cr9L3yopVjlxDpY71muXHHN9ol84\nPp1OV/2C9o9+Dbm1du5T/mEhJQmRo8HfJG/Rr0sIcS/aVMlrraWR9dauJ4WyH1TEu/Ay7Y+Pjysy\nzO3MOtMt6XZY2kfOLt17skdRJcR4vhunTEiVmPJ1nGZCDHnQb4SzY+f/AJFzPpIH59/5V9nKPkeM\nt9LHVUK82+2uiK9bzRGRYiBqiwqhcXVy/RjJXOb7RGPl3j7fWhh5boX0VX0UXqmmQH+7McHn3SRl\nhfxW8jKdqWMoS0d+1y14qAgx49aXZEFlOCKMAeC+R3TkVQeUG0S9H5DqtUv1/bcS9tbGIsSunply\nc3nR4O/dp3INw/V35JS7vOokUFXBrb30EnWrQhVbjxypo+KWti0xdO5cpW1H+gF6AkSJCRM/U98f\nuuU7RoiBSC4yEhydj/ZV5wxt6n7kCeSUxyL3IV/HDiTfEw59NEa0TR6hn6vfEOvSy1v3rbUrQsQy\noMt0mRA7gtVauyDfHx8f5+ew06cRBu3bl5eXlBB/J4wQ4ghLJmpAiLm/RtIaIVaHXMlUa2ORMee8\nu+XS2UTV1uSpumQ60nfRD91lZDjT1cjnPYP7jX3siv8C38jZVdd/alNv3T8i7uWf8DURGc7sko6D\nbCJL06Pn9dNHtAP2uoorWtXlPom5BQ9JiNmRceey6/i5UVkmvo4Mq+LWWQ2nZHhWMvuLIeTp+2XO\n/WjeWhiJEI8aOxUUZwyz54zkZ0ZgxEEHmBD3jIVTfPoN3BIZWgvqnDhEjomb0cc9I2XJaR0XLq9n\nXDSvVwa6AmQ4Go/6rhoZ3lJuR59dGX8ZCa4Q5CX5uoRQowq8HBR5HEHU5cGttTMZZvnjfq46E1uQ\nsGqEmN8/+pGeyjETYv521NlGjjLg2H2DejweW2v/EMAoUoR+5DHBetP17z2wpcyOEOJRWcvO9fyZ\nLD9axsz6XdOq+yPbz/o4I976jhG21MkjEeLoM4LscwGnu1yf8zGX6dWJZZBtJuAmr1x/4zrWF9Vx\nUE2vieozR32S3rH6TmqXINdaP5Z5yBG4SuYbj6ZRR+ZYri3YBus38UqU74WHI8QsYJzH93MNoHkj\njRSR4UhZuAggDyQ2+Kys+Zjfsef4V9NroxohzgS+Qkj4PqpYRxGNHUdwI2eBj905dsBZKUftwe/l\nHPB7OXQjqLYtOziaj706WLp3jm9Pxl0bZltvyU01zYQ4cjb4vaPyW2Lk+c64cjqSg94qgOq57PzT\n0z+/ugpHWKOIvBRa8xwpxD0zHeTeXfs5u+4rMbJkWoltb3t9fT23lf7ty+l0Ojvhb29v5/eGQ8VO\nC5MsRIX173t2u90FmQJYH2bntG+d/qz0zdZyyqgSYufUsvxofqSPVTdnv6xfzXNOsCPIrfUnPbF3\nflclUuzg7NgaGIkQR1tGGJQ0cBu41VmujZxPzvaa87l/oH+5LE8Ms01149XZcn5O9ZzW89Ew6qdk\n57QfsfqJ21nbxnEc3oB7EWIna2qjdVxHn0fds18fjhAztLNUiWo5TffuXSG/LJg6qPgdeSDpLKn7\nxkbfyb1Dbx/lrYURQhwtfdA8dkpbu4zIr0UoMue8srETru0QKW68Gy/T3DJCPEqacI0jTJx2zpc6\nLqrktV494lo1IiNlsOeoY2ZU9B0rJGstVKOX6rjqOU5H/esc8l5e9dzT0z9Lw15fX68cKHaw+L0d\nGQbB4zJO36hTye/O9WP9tSZGl0y7iC+TXaSVAGu+6uzWLv/TGVHf1j7bC7aR/7bn169fZ0LM/Qzg\nGfiFd9fn6F8smQYhjuTtXvlfjRFCzD+ow5GgHsl1JHbpFhFVJcCtXTrIVd+H3ymqa0aEnTPO+zUx\nEiFW/ynzrTJ7k/kvisj/cPdk3cu+C85hPPI40PJucvxe25oY4SK6Rf1cyVPb1NpnlJ7JsMLZcSbE\nmfyMnEM/u/GmbaBEWNN/FCEGWPllL+/OOVLCHcHHERkG0EE6qNwAUjKsv8boCHGm/Cvn1kZ1yTQG\nt85i6oyPa293n+x9l4y3qN+dY1455whxT1ErOeNlm49OiNmhcXBGN3Kk+J787ioDznBEjkKlXKU8\nG3LnmLl3dBM/S9r4nhjtW3ViR8lwNd071rROTHIfZqSJo4hM7KIxkDkPbuJjK0I8umRal0G/vr5e\nkV3kRfkgxKwD0B7oAx73fE4jxL9+/Wq/fv2yNpr7jccAoP2rP/7FcD5BdhzlrYkqIYZvwt8QskOL\n9nff+bo8/kXqbF8pw/VweqW18QBBZEuiOkZOuD5zTVQJcWuX/8+tOsr5EZGtAjJi7NoqA7cfk1v2\n7bjPWM5defe+7p1H8tZE9Xnq1/QmOnqTIW68Q2+6iXxG5J8tJcDu2PEn13fKFXjj/0q/p619mF+Z\ndkbJKczedZqnytYRYTXAUZo7UpWLDiT3gyH8vVTP0Y/OZem1UY0QR4P64+PjYo8IhzpXnAdhac2T\nX6f0Fb1zPaPeM/xMiHubc77RXogWP/KS6R4yQ5sRYjWiWq9MebrNkZ3R2XYmYPz86N0wtvnvmDKS\ntRZGns3vyPqztb5j5Yyq/rCgRndcXrSB8HJdoWfYKdDzTJpABrFsseJA6fsxyePxsnYf3/INMRNf\nR4ajDd/6Amz/np+fz/9py3qZJ4wRIQYZ/vnz55WdVvvB34tH5RwhdnrEHY+cWwujhLi1z7aO2l79\nE7c55/qWDVB9oqStmsfv5PSNPjuy/azn1kZ1yXTkK0Z5mY+ofuvoe1flQKOBzufmTe2+842ivMr5\nR4XzC3sEONqiSSrXNixH7hrIFqNHeHtleMJDy7k2cES48i8CS/BtIsRKjjNHWfN691PlHO1dlAfn\ndQCx0XF/Wu8c61sU3hYYIcTurwI4rY6rU2AszDgGnGBFgppdhzynGLJIlkauKn3nFDiIMCu4LYx0\ndUyx4XLnOB0RCZYblV9nsJ3RiP5Kp2JURvJ0dlPfjd9pv9+fo2T8LeXWhnnk+TxWM1nJiLBu0dJM\ndWp75XgCLSNN/C6OMIHcRfrVvefHxz/fLONY+/meRrqKW39UKyLHr6+v7cePH+eJA83jyB/65ng8\nXjgsSmBQRiPEvOqI5Rw/doZ+dX272+0unCf+4a+ef9BLby2zI4S4tc92jtpefRP1U3CsEw+Vfa9M\naz44gTSX6aWdvnF2pkr6tujnkQhxa31ft3fe2WVO99rL2QLXbo70uudoHtfR+UfVPD23dt9Wnxf5\nhlUCrD6PkwH1YyJ/zXEZnvCskN9KnvNrs/dWMsw/mPhbEmIlKq15pZkNshHjpaSY66oKA4ic2mgg\nuWXT2NSxzoQi2/jatVFdMg1CjA3RA3YoW/t8DwiwO6cTEmpIs/HG40evi2bCM2c+2hxpHyHETIrh\n5K2NUWWu10TGzylrp3iZfDrF6Uhr9CubS7bIGHGd3DtqBNOR4a1J8SghjuDkJSPF7pvFap47B6Lj\nDKf+kI+SKyZMIHd438hZ4HfWd3OTH1Xbdy9U9UT2/bAjwkqCNZ+X1aKPXl5eLqLDSsqUkCkh1v5i\n26GrDFBexwC/I8rw/ta8NVElxNoXzk+JJuv1x80Oh8NVdEixdIw7MoxjRnaMayM7nOknvsfWOrlK\niG/VJ47kOjuWPTPqL/XN1b/uTZy4844c9Y4jkqx+46MhIoORj5MdR7ZXCXGVFOvko5Yfzecx4cpx\nHd1Sad1+S0LMUCKM+1SJLt9jhGRnhPh0uo78qbHRqJf7hhjGhglxb3PPfQRFPkKI8WuwcJacMPD7\ngljqOZxvzRPcCFo2uy5SCr2IFfbcX0p4IzIHAowxg/QWkaYRZI5iZAS5XbWNcS9s0RjhtBoE3qqz\nqtXNRRx4HGTP3lpegdHnR/qOUZn00IlCPdYtO48IoxpN/tXpKELsSDG+Ida2iYg+RyrZ2VBHZk0s\niRBnS6czIqyEmAkWorIaIeY21Gv4G2LUUYktvnHVqCXrA+7bHiGuEN+s7JqoEuLdbneeoIkmI5xv\nwj9qxmmdpLx3+v+3921LbuuwsvTcsvZ+3P//nyvJJDPn4VRn2u0GCMoeybOCrlKJImldeAHQACU7\nO0+fxz0j/97pEUeIGZExfkT/VpdMO33q9lEZ69MZGXXnUmS2tOat3it+X3FSV53ae/dt9XqRrV+x\nXdzKuNPp9Ec/qW5SXc7zLrN7I1TsboXK76gdIrtOX4f5zxPiMXLPoZt4+lveRxM1q+MEaDSxdCC5\nj1Ww4lFCnBHeqCwj53uhumQaURP+b8nMWI2WOXEdFbRO+DpEv+Ny7FnRrkS1IsHD9+8mPS+VZmJ8\nBFbGUzYXIzIcESacA32ceRFnQtMpjQohzojyjBArOXZKGs94lHG92rdZfadIIyKcEdyVj/zglRNd\nEfD09HT2Nf9ZBFEjxNmzOgeOOl90yfRW3bcVqxHiSpT427dv459//jkjxDiOCPHr6+vZ/FO9yjJV\nCRmcrNxP7LhgWaukWPuXn69KdJ2xeDQZHmOdELP8cYTYkWG3IcrsdFmWl9V1hnA2VyryR+em6plM\nl/B97j1nx6gT4jHyVTlKbl0el1XyIjgCrGVIu3NVjjGnq47rWb0j528GN1ecjehWwLk81U+8gkmJ\nsYMjxhEq88XN9xVSnEWIn5+fvxYhfn19LdeNSGFF+M7IYdRxLj/yasyW4kS/dWSW83nwK9mt5h0x\n2asGWFVwVZ0BY3giGwn3SlkW8Y36HudgVAmEXt8JIaSP6NuqYZC1r0M0j5lAuDHt2kjHhXoy398/\n/oMP465yv9reGGuZ0TF7Vj7Wubw3MgXHcMRWjU+3z8Z1NtZX6mIlRnYuPEPFgGRkSlmjw5HzbqWd\nb4XqWFKDaKZDon5YicjxdVyezodM9vM9cTpyTDlHlB6zcc9pvk+Xvldk9klV/6jTeoztX/3dSkhm\negj3q3VZb2ofq92gbbE3qis7xohf7VKZ6aD5lXGxWla5brUM5ewoz+T3kX3osKJnuQ1hp7C9AqLL\nS6KRhz1k3dvb28WrEO47RpUNDsgVzOa5G4dRW8y2W9vHn06IsQRqhgrJXdkibJ2cGq2IFEZkSPES\nPXQm1+O0HlfqHaGkq55Njsjocgf+8Am/KO+iezMynBnTlYmVbZGwdU4O9dhF/Vglz0cI+FXS5BTl\nGLH3M6uXtRH3l8tz0VnnTc3KoFjY48oRYlUWznnCbeHk01FRxDFGWcG9v3tHkaZ5DFTJERCN/1vI\n/eo8Rz+yd53vWWUu5JnrX66zNyHeAm0TjcSr/FUyjTHC75/q3HBtqV5/RKfxn8WqF6LIht43f6gL\nv3POs4gYV8bXEbq2OmedfTLTXZFsgsPb9b/bV8pUd4/hl89Wy1Tu67M4PaFQubU3qoEF2Izar3hG\n6BOVO6pjo3a8xXYt+BwaMAEx5PHJhFEd3nq897ytBgNPp9MfffHw8PGqXBY8cvlsr+i3AHQffTPA\nEWYdT9qOs3bN6kfkV3VSFgS85Zy9e0IceYpndaqoNCY6iJfiqSHonkNJMX9ESif3tdsRSrr6MYiH\nh4czIgzHgHtBPnoHMyNHapB/dp4z8JCGF88tZYmepSIg9saqd9ORYUCJMLcZl6MdVsgw8p0ymRHi\naOkRE2Pe4/6dB7UaKdP7OgIgHTM4AulWTcye3bWDziFORwq0QoIj+eDmshLAbI4zkdPn43thWb83\nIV7VAdo27NwBGebXOKL5CELMxlS0tBn3yY4FXq6NsYm/dOL3kR2x0r7EMuCnp6fx8+fPM4dWhfBW\n6+2N6liK5mEmn8e4dORjG8O/nuLqVjZA72Xrnsct9C/yGLC3lBh9BqlbBbdLBidTMbZZL2LMo54S\nB3VKZDJyJR213db5AnnqCDGv/NJjltGc3nveVvUsxu3q3IrqIULsIsPIh9PQlSsp1iis2q3OjuW6\n3PaujtPTzu5Q+QzcUs9+OiH++fNnuW6kkDSvUseRjFXw79R4yiKHbqDqF5V1MjsDvpo+ihBXI8RM\niN2n0zVPyUlmjEQTiY8rZTMDIupnfkZM/IjUR8aWwimrvbFCiGdKUeepgzoInPCLFDLXY0XBhrcj\nwFkaJBjnh6MDygZGv3OSuXZw8gpjZm+sRIgz8psRYdcOlTGixxEZrsgFfY5M2TIhZifnChnW8bM3\nId4CR4rhVOIv3WeyChEJGFpsSLn2ZB2mf3+FsQlC7D7O5a6vke3X19fx+Pj4x9is2BLV9BGoztls\nbo4ROytVZjKBrdoglXowkJ1+5XT1mB2h6OutZFiDG3thZUwx8ec2YT01xiVJwbMrKdZzRLbRzK5S\nmZghK1cdwHZylHZLjF36XgnxGPEqjC15sFGiv1Sb5emyadV1Ls15aGslw0DEz9xcVD3t9NEtZfJd\nRoi3KC13XEVFCL69XUaInQB1BlJkKDtjfGveEYR4JUIM44cjKLM8RybHOPdwrhjtPLFcH67ucS96\nT85rNyPFztDLCMRnY8WYV5LKUCWsRqUTnE7o8rVYubPBy7/ROcjzxRFgJcKYt0yMsbkIcbZkWp+V\nx8JXJcSzsowYVxDNEbQZDCKnmPn+MyWrS8DHuHxHj++FjS++Tx5H+LAXCPY9g9vFGR5KiN3v8ZtZ\nhBhwzgMQYn5fTZdMO12n988fimJCB/ngDMmKhJPChAAAIABJREFUsclOt6P6tCqPnRyK5BGQkeLT\n6WTtja3pMfIlurNyN6d5jLJs07qVcXxE/1ZXCkV2CJNh7J0uVVLM541kQUXecx3Xvo4QVepAt/Pq\nLJbBjgw7Ioxn3NtGXlkyvZXnuDRkoUZ63fGsHq++UFs1s1/52Vwa0DmPsYRxrK9BqJMB4+BWuDtC\n7Dp4S96tB796oSOSi2dRz6kK5jHGhbKYbVndIwjxSoQ4ey6866VLptWzrP0aTSY2dt07npq3VQlG\nhrg+rz5DZZyqgbA3qtdUgysjgmN8LOdi4a2kln+n11Klnv0G163OL0eElQy/v7+XyXDUDjwOjsDK\nkmk1FjMjSYmnM3T1/AqdExExdlv2DBn5YyKGfAUTcfz/MRM7Xl4Pcrf3vK3qAJ4/2i76ygH+2krl\nrralvkOc/UWSI8Ncf4zzCLFbMs33wv3IS7yZECvRi0hwdIxzHGFYj7EtQjyTzdE8YrsFhORWG8ae\nu6/ImZbVjYz1MS6JntPX7rx7o6oHIiKMtBIVpNkZ4GRSRUZWjnVuZGSoUo+dxm4fkeGobO95u7Jk\n+pYbOweV/M7yXD6Pn2v1scuP5jzbhiDG3F747X+WEFc8uNX97FqrYKXrjEB9DggrTE4ujwx1Rwir\neUcY19UIsT5rxZPMBpASSG5vpyD1Y0fRsRJipzA1r7LnqKTbVGjoeFRj9QhCXDUMImPLkUGAyQUr\n7Oz3rixS7npddbxEc8gRY+cF1wixMxL0HnV8sMG+N1YixI4QZ3nOiMW5eO/giDCn1WhfJcPO2GOZ\nMMblfyTqNTmPyZIbL0fM2xVwn2h7RAQDe23PHz9+2MiCtgO3Hc/Ll5eXs7r8DjHrA70v7UN95/n9\n/d1+V8DJ5Fkdlll7oyqPK845Ny51TGu7ONujsspL044QZ/JjlsdjlZ9PiRHmaWaQR86wz8YKIQZB\nAJgU49jJTpVnTi47OaD7KNAAB2DFhqrmzQix26O/9dn0WntgZcl0pO+qZSoT+QOD0dejq/noV5W/\nGuRhqMzXZ9U6qlMwzk+n0585Dh3Nv/9yhHjlHWIVwiygV/PG2D4B3O8iMsXCWQcLJqiemwmxKg5V\nKNX9Ecb1SoSYnQOadnmc5n4e43JCRMZu9D+m/O4nC/LKxtePyqPosAqUSOjh2fgZ98YqIeZ0JgyR\np33n+lTPn5VHx0yIOeqLdEaM9e910CZuXDkD1JFzNTyPwOqS6cggnRmrUTtEBjn22fxanT9Iu/tV\nRwaUsCPFjgwzEeZzIr03VvWd6zslw45oaP23t/N3iF9fX+28wD2yfH96ejqrh+tUIsQq+yHX9Z5B\niDMnZVYOI/tIQrwSIc5I8UwmKSkeY5zJQ/cNED3O6ugci+bOzPGGdCRD+XkjvRvZDntDbcQIkVxh\nEsyySvPxzO68zn5yNm8UWIgI8TV76O6M+PIez5JFjvfEypJpTVf3Lu/9/XIVmxJe3Wd1cW62k7k/\n2NmENmZ578YF4GwFJcZMhvl32H8pQrxlybQTzFFZlp5dr3pfY5x7op3RFD2LkgNWPBVFUs07wrhe\niRDPvO8VD74qsjF8tCIiv9GelaZ6vVwengl7rRMRfB2fzuhkREbMHlghxG4/xvnSTG4vCEhHetXo\n5utExCYqw3UcIcYccsSYibCS4jHGxfjJSDG3hcq4I5Zx4f6ryNo364dojlaxhRQr3H1HERAo3Kjv\nxviI5ECuz7avAGcMKyl2hopGjPQdYl0yPYZfRYP5pW2mf9PHEUYlvO6eATgtKs5XRNs0n43qr0CI\nIyLsyDD2ESke45IQR1v0zxH87xIgxBEBm5VpuYtMabnqZ1f/yHlbtd2q98ZEYozc1o1kVyWQoHlM\nmPi6Os6qeSx7lBA7wqt53GZH9O2KngVcX0X9l+k911dZ32V1uN2dDYw08x228SrjEL9xTpxMx986\nsHBXhDgiw9W8GSHOOmRWhkHmhHNEet15oBAeHh6myuXxMf57Iq13BCGuRohXnBlZOQtJhhppbKzN\nloPwhNcN/cTlOsEjouOWfTti7XAPSnrFU67EVaFzC8fud+hLvgctcwZTZERxfzD5/f3795mhDcMZ\nBjqn1Wh3CsTdjz6jjpWjSNNKhNhtkbEdlek5ec+YGUtqFKlcmD3DLALi7lPvKRqzmvcVEJHc0yn+\nOBHmhhJi/Vpp5DhmMszzzBFi90Et1u3RvXMZO8GUFHMeywrcF8aZGt5HEOKqPJ5Fhx0pjvSYOu6Z\nFMMuifZIaz7sH+eYqmxad0aImRTPZAQ7PfdENUIc3RsTUbe5cncOJyOrQQX0i8rsLD2rx+RX56LL\nx3NE6b37doUQV/VGpZ7qtVlkf1YP12V7GG0PIF/rONtPx2BkR7h6+pu/ghBHEcKVcvVeRNes5AFq\nfFeUDEcV+Pen02mqTFbyjiDEKxFibo/oOErzMc43RjyRnBcs+ngAE2IXPdDncP2tv1EDTolx5v1y\nBOLeCXGGbB6651IhqvcROT+cwQQDWaPBIMNMitnQZwKs+zFGqkxmjgwmdl+VEF+zObgxEhlQkXzg\nerN7iAztyHGje3ff0XPsiS3XZOMDex7HqMNkmJ1GeMfMfZ2UI8RKiCEXQYYBzI3oOxlOXqL/OI/v\nV+WyWzECQw6/YWNbDesjdO2WCDFvGSIyjGeOIsQgvG5z5UqII7k9k+k6ZzMyF+ndMWJn2d6ojqeI\nyPLvmfziN44EO0LCuk71K9tRUWCBSUwku909RXUcIXbzkvtRo8XaLnuiumQaUMK3NU+dGa4vK3ks\nV5l4ZnYL903FvlEdo/oo+g3L6C9FiKvvEDtC64hERoodIZ4ZMSt5jgjrgGTvFvIhtNWLkikQ52HN\n6h2hpFcixLOtWg9tCWTKUD2Z0afmxxgXBpIKVL4/91waHXZEmMewe3ZGhUh8JlYNg8oc0mPncMB1\n8dzOgHFOj8j7CQNfiTDSjghzmqNX6IeIjPOm/cbjBM+ljru9sOq5drIuIrsVIjwbz6syAfUqzxDJ\nCYwVlTNbZJU+w70hchooqQQ40sZpjqJmRjLLEp4HkLOaP8a4kJ+c1meAAYX7ZjLsiDBvPBacca24\nd3nsIvORrTLG5TL2yA7jKDHbH/zxM3eseZDHkfGthDery6+cOEIHma96l6Htc8+E2I077lPVL6s2\nxsyOmm1KiKsyMypje9kti9Z5GhFh5O0tj7fo2WvSbJ9UHE3VY5a1Y5xzG4bWc3VQzz17ZR5yHRf8\nvBZ3FSFWAqEevmxz5JnPrddaOQaiAegUzBjnA0cnsBLia7d7J8TYq3COjMhZ+RiX/THzbDIp5m2M\ncbF0z01kCGh9NjcWHSleNea/CiFm8oBjLa/unWELOMWtKwF0GdcY44z8cpoNJybCOL+OB/ZcVsmw\nygY1/I/o22q0aYxc8VbKtB2i540cKitGVXTv3H/O8GNCHDmtorIsb28DbPV6zgDR+QfDg+cJ9LIS\nYp17SspwfshDNV6VEDvZ6nSAOtEgi9h+cBFn99G8jEjyNffGaoSYx3j0LDMyooRYo8SO9L68vJwR\nYD5+eXn50y+RI3N2zCQXbaLzmetkYwdQmbA3VpdMsyzFPIqIcKRrGREpdg5m9/c82EfXn8nuaFMZ\n4Ugw58/a8SsQ4i2b/t7JNCfjKvUw5th5GckQ2EdVfpS1gZuH0fN/KUK8NUIcRdiifAjLlQjxShmD\nO9gpR0zoqB4mb+ZhnXle9bgqVG+J6pJpYGtfZHUjQRAJcGz8EZgxxkVEUK8No1BJMQtvF4GIVi9k\nxvzMINsDVcPAkWE9xj5SjnrMRjgb6NhXvddMiDUqHBFiJcaR8skUTdRvSob5ufbENYQ4y6uUZVg1\nmDJi7AyFSEYwyRtjnBmXuK+qYzZyyt4rnAGibTZzUOP3UTTPyUvoK54TXN85IrSfcV13zBuvDlEy\nrMS4InuP6NeqPK7KIiAiwmpvZculQXp54/xv3779yVNC7La3t8t/iIgIGvSFzmu3zN7ZhDz+j9K1\n1WCG04XYz8gx/77iFOA2d8ukeYUd0hkhrhJgR4j1+XRT2zcqv1dCrPopO67UcQ6xKK+S1nHHQF9d\nQ4b13sf4eMU0qwf5pPdTva7DXUWIHdl1x+qhxsaN5Cb/NWl3rGUrhO/x8fGC/KoyyfK07AhCXI0Q\nr2JFKTkhMPNqggxjP8a4IEFAhQyzIZER4SxSPBMWe2OFEM/myapiZIHnDOCIEKvHGgppZoDpR7Oy\nDcJfx5zb61hhg6FqBH0GqoTYKbUK2V0lwlVomzlj190/0o4U8zji86vsVv3kVoFo3r0TYjUuOAKl\nczDbR+0azQVtZ8wNOKYwT1DOe03jvBjT7ndsN+g3A3hFSGbM8TmPmLurEeIVYlwlxWivjAyD/EZp\nEOLZ122fnp7Cr+LyfeGZmcDhtZhZhFgJJUfE9kR1PLnxqUTR2RSRM0DPGcnFLLDAxNg5oxzRrZbp\n0uiIEM8IMrC3PF55hzizJXgOZ8eaf6s0y2eG9hf3/0zWABizOq6ViHM91le3lsV3RYjdMlNNMxlW\nYsxRYm14l14hxdmejV3Oy+pzhFgJbrZF9Y5Q0isR4lXDuWJUqyBUYZ4JcfxvJjybUSSDIyPOqFAD\nQo1it2Tajc/Zs+2NVUIceeq4TqQE9diR4THODZeKoo4IcRbdnRmTLLx17FUMzzHOI5BH9O3q30Ho\nPbp5Wi2bPW/mKInKZ/fu+lVlBfaq0B1JiJbfutUhe2KLwYf+YMOH52Bk5PK8rRipeo+OUKOf9N5m\nx5n+wLU4CszfDHDz152Dx9o9y2Mez5lTAlDHARuaqseyD2qB9GJjEsx5jhC7V11+/fp1Roqxhz4G\nMcYzK4nTeRjJDGc/7I2VJdNKHJyc4uOKrMzsqEjXOn3LssK1+Uzva57qYQ1IrGJvQrwSIY5skMgm\nyfIq8nhli9rNjS8dn9Xn5z3GEesftpdUP90Sd0OIIwIc7Zn8choN5bz9WwhyZohF9SsblEpEfNm7\nynnPz88XntevECGOBLkeV+roBFUB4ZZYuSXT2HAOhhrCLGy0DupF7w5XIsT6PK4N9sQKIVZvXTYv\nZhEnCDsmJ2yIRqSYo8O8HP79/X08Pz9fkGFHjCNiy5tzjFTGr1MqRxHilSXTY+SKbUtZlK/tUSXE\nM0M3MvbckmmMY70PFynTv6LRvCNXAWRw406N6DE+DBP8JuoH/J73Lo9/m9Vz/ebyo7puzs5em8he\nkVDc85zNDGOUu/5QXcZt5wjx09OTtU+Y/P7zzz9ned++fRun0+nia8VKtmDPYf/r168/e3ZQq8OT\nSbT7pkyka1nuH0GIq3IiundHYGYk2M3bSD66fnKvn0WEeGuax6G2U2XeO5tuT6wS4sxZX3Ho6rzH\nuaP5X02rPYdNbbTINnJwfaF1nTOWxzfrp1vhrt4hzgiw81g6IqyEeEZyq2WZQa+/yyY49lAoSopZ\noUReVs1/eXm563eIM4E1IyBKQrPzrno1mRAzuN8wxvQ+uS73a/T+sI6JmcJyBuOeqF6TlRULT047\ng0vbBRsvX0W5Xk/7WZfDu+j/jAwrIY4UC+Z7hQBECvkoIgysRog/A65t2FBX5ZfJ12wORbLGyQp2\nfunHnqCflBxkf4v3VSLEaGclSrdM4xh52YqSMeKPQ4GwOLmv8xdpGE9uvs8IsJPXR8zdKlGbPaci\nI8Pv7+8XKyCy6LCSYhBiJsaOELuNiS2TYRBhtr3Y0cE2odPBjIgM7o0tEWId/26cZhvDzSX3alFm\nQzEhzmzfyB52ZREhrpBfBevuvVBdMj2zUVw6K89sE07PypGOgotMStWZ7Eixjj/XZ5nOj/JuibuJ\nELPB4cgvE2BeEsOEJSPE1X1UxsoC5+ZIgiMAWYTQvYOj3tRoGZI7vvcIcUQ4ZntMOjaGGCoUK4Kc\nSZMSYhbIfA4mxYAaErPoMI+JFUV1BFYixE45OUGVzQmes9FrDxEZ/v37t1XSkD2RIqlGhXHtMeK/\nHKi0EdK8PwKrEeIx8vutlmVGObcPK0VOo3ymKBXO4HOGH+aujmMdt7pslJ2bnHeETF5BZASt/G6M\n+qqoat3MQBzjfPxm0RKkoUN0KXHFoP5sA6yKLRHiynO69q9EiGf2yz///HNGiJEGoYU+hux2pHj2\nLQ582RgEmgmxe1XJ9aGTDXtjhag5MqwkJCLIs3M6h2EUWHDEWAnxtXuWxdxO2XiO5jLOtSdWIsS6\nWkl1k8t36VuOYW13J8dZviop5nNUrqN5EQ/TvFvibggxhJd7B9PlYQC4ND5oskqGs72boICLJrDg\ndsvAow9TKCnONiiZl5eX8fT06V15gZUIsSMhWR4T4THO33HTc2eG7kyI//jx46yfWRijvzJPu+tr\np8j53EhHbbXi+fwsrBBi7GcGlz6/mx9jjIt2wzUix4eLEP/48eOP7Pn9+/d4fn62RvGMGANOObh2\ncMdqkBxJhsdYJ8SzZ9P5EJVVrgNF6Igw9qx4o/uKnBsugsb6A3vn+HLkIPp7maNeY1mBG9/OkJnl\nqTGraTWosnroe35flMcrG0rcp84Ryo4ON89n0VO950xufzaq8jhz9il0rioRHmPYVRGzD2spEebt\ndDpdRIGfnp7OSPHr62v6LQ7WCyDErAf4ff5IlwCODO6N6phiHatkmEkwxrtzRil4Hqt8jAILUZSY\nCbEjuat5OjchTyMiPMO9EuKI/G7Z2H4GVm0VLWNdzEQYG8tXdc4oIueM6paZXRHd77X4dBZVJU0z\nAunyNI2JNIb3ZnB6tWwW2aoIXQicMcaFoIExxsuEVq5TNXJX/yopQ9XZ4YyQLfuMsABKvrTdVMHj\nPQh+/y/aovGWbXxf2ibOgHfk7wglXV3uA+cBhCGMWLQVL0WN5ixvb29v48ePH2dLsaCEWQjz9bmf\n0ac8VrRvWU6Mce6wwXjQMjauXR9neVH6KGK84jxzY3hrnhqfGUGpyIPHx8f0y/zRl/o1mqsbxoob\nJzweHh4+lm86klY1dP/nf/6n3B8ZVgm4I7hbylTezvazOpns2yIP9bqRjObzRw4UXpK4J1YixC6i\nlO0z5zQbvxp9zyJZvHqHjzFn3Ee13G+ic7t7cmMmsgGY2P/69euPw/QImVy1o64hStpuM2eQs6PU\n7oau5XfyI1t1S34WHMvss2jbu2+r8ljtAp7rkV3p2g32FvrzGt3NadhV/NqEOshc/swpdS1R/wx8\nOiH+3//931K9qJMrEygjjNUN95BtFaWuSlaJMPIw8FVZuOeNzsvp6uS7JSH+999/S/WyaM2WskyA\nOyGuBNh50/T9v4ggR6Q46qfKxGWPGD/fUWR4jLp3EwbTljkaEWJ9DxhL65To4vqsoJUwgxC7flQi\nw0YW8pgAwVml42yWxn3y/R5Jip+fn8t1VXlds4/I7ta8x0f/pf6teUyGZ84TOE6i8cNfwZ3hHgjx\nNXXGuPwLrMrciMqcrEean7HiMET/uD5VGaDPraQYff7VCHGVFLs8JsRR1JD1Ki931mgvZKf+TV62\naWRSr+NIHoPHmuoAJsX4bXXO3hLfv38v1as6IzInhXN+qD6N7F2nZ7nNI0LsbKbKpvZWZa+kncvu\nlRCjnTHfuM01oADS+/v377M0970S4owEV/bclqofZ8fVlRr3QIbHuCNCPMb5+5sRAZ0R0kz53jo/\nKgOY6Izx8R4t6rGRrUIgGqBsIGAP43BvVAnxGP4rdu54JS9Tfk5QMinWaCMbxO6rsU7gRg4Y3Isi\nMrwwRtgY5PQRWIkQOzKsinR2zEpB/zpJjR9V3qqsuRxGTtR3Y1wSX+RhfEQrUtwzPDx8fGcAae5f\nJ8P2xrWEeGveGOerRWakd5ZmQpwtXXbE1xHiaCUBNkeO+JmQzzJDdYDO9THG+L//+79tHSnYQwdE\n43WmJ2cb/7aqD6r3CzIUyWx+LkeEtc/Z4bYXthDiFeLryBKeNyJXSk71/V/3utLDw0OJCDsSrERY\n72tG7lhH4Hcgw1+JEK/2p0urPB3j3Pnl2g3b29vbGSlm+zbSldekq8R6Rrr31rXVlVjQByDESoTh\naAABxt45QJhjjBHr5qxM87T/t0Tn1REJVOzk2fEt8emEuOr9XlWaK3UzslzNc4QnS7OCxV7rseJQ\nI9ldj6FK+whCXBXkY9TeTcvKNC8iwxFRUVKswtyR4MzLFY1F3IvbuzZRA5kNwjHO//pkT6wS4mif\nlbm6b29vqWGk/YbfPj4+XhhDSk7dfQH4LZYcoY56aFX5ur2OTyebUPeIvt1KiCMZV5WFY8SEWNOV\neiDEjvyu5CEdzXclS0yImJzDWEFUbO++XTHmV42OmeGSycJqvp4P83cMHw12OkDvB6Qui1REutU5\nQNgRsidWCPEtCJP7TRSBdIRVCTHPiUi+VyPGs2XADJW5jhSzY/yeAwvOSXPNFjmZnK7idsN9sPMZ\n98e2lurFlQhv5nhePea5vieqhBg2Hu/Z9sAe+apvdJ5mhHhVZ6u9stp/kd2MczNmOiaq48p1PFdx\nVxHiazuR0ysGeiW9YjCoAahpKFZeWsfXiQwFFyFlg2xvrESIt8JFA6JIgev3iAirAuUIsYsWZcTY\nGVfRpMf9OyPsdPqIGq1EQT4D1SXTY1yu7HBjeVYH6ff39zPDR40gNXr495gDfKyR2WxuQSFxWjcd\nU+w1x/X4PrhP9X6x7Y1VQhyRmNW8MS4J8TXHDw8PF+8DR4S3coy/SooU+BgfHzfie4kcJ3sbYCs6\nwOkrJ7MqeW5/TZ6LWlUiw9k9ZmQ4ktHcx9DZep29UI1Kz6KI1TS20+njC93Zph/KYkIMMvz6+jpO\np5gQV4hwRI6jCPEY5/rJ2QPs5Ko6Hm6JamBBnTR875peKXNwNjLaj8mw2rfVyGElP7MZqnma3hNV\neQySy/ONyS+XMwFGWucvMNPN1TouEDDLc/ncHwrXN7fOq+BuIsRjXO+1VoWok1mPV8r0WpFyzgic\nwhHi2fUi7/W9R4gBZ7Sspp3BpJNZJyaTFlaEQESG3TuFM+PKGZER+P5d+iisRIgj4rilTCMcLlLh\nIsF6P/Cg6vjgeoBzQkT1Hx4e7EckMqKu5+FxeYRxXfVcz5RltEX1xvCEeGvew8ODJbYR4Z2VoT+c\ngwv3PsY5KWbHSYVofSa2EGLtr0peVObqVdKaByMQfTyGl/nZMyl5jRya+ltHhLUvj5izVaIWEeLZ\ncZRGW0akGOQXRJg/CqpkGG2+JQocLZ92EeLMARmtEoPj9KsQ4ixdzdNtjMt5rURYf69wJJfbnPXn\nbMvshC3b3lhZMq0kmMc1E2Ilxm6bBQHGyFfoRDZbhS9V8iuy1OWv1N2Ku4oQj7FONKO8qCOzDQZR\nFOafea7VWxaVY89fXWSDCvfvnuueCPFKhDiadFvS2u9aR/uUvWnOsznGsB/UWvlAwMwYdv3pjG2M\ns6OxEiHeKnzdpko88nDzebntWYFoX2f7aj0odLx7Fo0nfh6VSTpG90Y1QnxLY4TnbmSQRflRGQhx\nRnjdfwRHG8tQJ4edTHfKPZLhnw1eEaHyRPPc3NTjSp3sObPnz8qYBAORzOdj1/6QFTNHJsOR4uq9\nfxZWlkxXiW/lGG2o53CElf9GSZdOQ3eeTqcL8jv7kFZGlvnenAxneRvZAlz/ngMLkWxckZlROUNl\nANtSERHGnIg+srSaz4SY78mlV/L2RHUsQT4z8XUk2NlBbhvjdrp7jPzbTmp/Veri/hxurUtWcTcR\n4pmxulqmnZCF8vk4SrNxGwkXNuj5/tw2xjgjw9FgdO2khBgeo71RFeS3Nqy1Hd01tH+dFxnb6XQ6\nI8OZx3JlFUGlL1FP847GSoQY+1Uj2pWtKHz8FtEkTs8MA56j2FeilE5RuXGo98HlKl/2xuqS6aqn\nflZvDC8TZ4Zb1hcVouv+VilaLs1wcxHjJqtz1ByujiU376rGUVVPZZi1D/cvjiskOXq+MS7/NnFV\nz3L+LQ2wKq55hzgiu5XtdDr/2yUlohEpZiKsHw5dJcQuKpy9Q8y6QeUTRzqdHaDzew+sfotF7V93\nXK3jdNQYcUCJSbG28xjjwoaK/panUqbyzNlX1xx/NrZEiNHmEQGuHGMsr+jma3T7ljKHrH/26ru7\nIcRjrHvAsk07RI1Q975Ctsf98SDkPcrHOF9+xc+lAnumoJ1B6LavsGQ68yZpP83ynAAfY06KM1Ll\nvi4dRYqjfttqKB5lQGdYiRCPMV9eOdu79tJ2yfo8qh/NmzHGxdzN5hh7bn///j1eXl7sOMS40Gup\nkuJxuTduQYi35I1Rl/EVkuwIMaL31Xwuc86Ua7a9sbpk+laOjtPpfFXLalqPMc+QnxF9lTvueIxx\nJq8zvevGod7nXsYZY5UQz0hwlTCP4ZdhZ+8SqyOZl0ufTqcL0usIcJR2x44MA84OcHVR7ysQYk1H\n+1mdWYQY8pDtJz2/zjX3H7Vb85wTbNYmW8o/CyvyWAkuz2OXzvLG8KvnriWyfN6K3M3qABVZuiJv\nnS248vu7WTLtDKGIfFbKVBA68uuOtYyjOM5gPp0+vIp87YgM8yB2g0bbhM/hlN3v3x9/87E3qkum\nuS+itDuGYQShjDxndHIbzrya7nfR3y45IszLeSJivAX3RIyrEeIxck/s1nSFPFf27+/vNrIB6Nx0\nERBOR2NQia6OO34+lUd7Y4UQ69ieObSysjFu6/RkQqyEl4+zMj6GLFc5q/dd9djvjWsIcbWfI2PJ\nGdwzgz2qwwQ4komRccXb798fX4R2ztVIXnM/M0linb03quMpc5qv5PMYrkSGq++ERhFiR4JnxNhF\niaukWPFVCDHjFkTRkdwxLl/veX8//w/wiEDxfzuD3Dq7qrLhunx/1+73xEqEmO2KFb7j6oxx2X/X\nHEccpZI3q5/hmnpbZfRdEeJIKGdlGEgwZpDWDnbEeGUbY1woEChcND6u7Z6NDW53n1GbZGT4+fn5\nDyHOvOifhSoh1vZ3/RGVqYJjIalwfT4oCc7eAAAgAElEQVSLDDMhrrw/7O41Ehwz48kpIVd2hDC/\nhhCvlmudCunCeJ8J9Pf397MP14EM67hSJ5MaZdi7KCJfW99Tc4QY9TB+9sbKR7Vc+2/NG2OdEGe/\nASFmo8t9LX5GkpEeY4RyHffhImXRfu95Wx1Ls/6q9Cnvx8iXZurxLI91Y+WZnPGGTSMmMzIM4H7Y\nwV2R6Z+Fa94hVruhUocJsXPCZ5sSZNWVTq5mhFiXSmuekuGIFDgyzOU419649uOkW/NUP+kYR7s4\nJwPOgzqPj////XAmxC6dlWk9p2tnOiEr3xsrhDgit5qu1BsjdgBmsj1Lr2KrjNzzWg53s2TaEcbZ\nMdJRp1WIsCM+Lm+Mj6VcEMxqYGOvxMaR2UwpR4PdKSWQ4iOU9Mo7xNlydETeNEqfCbKIaGAio6/4\nXHpP3PYskHUpzxYyrNdy9x8R4HvA6pLpMdafIVKy3G88dkCCkI4MHu4fjAN+Vx/nYQeWkh18IVXf\nb8Pv2ehiJYNxkhloKo/2xspHtWZkaWU/RmzIZGVRvYeHhwtiGx1X6sFYV7nORjLrqcq7jXuiOpai\n/pnlRekxbhv5r9z/yobf6G/dsV7fEeF7J8SVyG+FDHOgYUZ+lQTre8O8qiojvBUi7OYbk2KG6ois\nDHJ7b6wS4mhcr+6VROk1WOe662N8sC6tOiijPctjXD8jhCvkcW8ba3XJdOQA0GeYlY3hgwpbHJ4z\n2ejSWZna7Nfi1rL4biLESvZUCOMYkw8kEOkxLkkpK29HjKMX+l3eGOOCyGq0SZWnG7xsKCkZzgZ9\n5qGFMbc3ViLE2ZJ05OMZQWAjb24k3JQM4xzZuSDsq9HhLJrtDC2+XgQmx0yejiTJKxHiMbYJRFem\n4wP9yeSR20aJqP4W53TEl/N4fjIBfn19HT9//vxDjtk4cAbV09PThZHG0PpfkRBvzXMycYxtJHmM\nj7/Aisjvah6eWceKHrNRDsNcnSdfiRCrDFvNG8M7cbceqwHO9w2d7/Ldxs4zru/2gNoR/Psj9OwY\n298hdmT3/T2PECshdkGJGSlWe4vHTCXqWyHFjgyrbcBjgKH2IcjwEYR45dWzzKGzmh85oqpOBMxV\ntJs6KLPvN1TycA0e0y49K+exsSdWl0xHum5107Htjit7tptwn6qXkZ6Va91b4DNk8V1FiCOB5zzx\nSkr5PM7rEZExjQhGaTasMyLrBKojtWNcLpF1RqD+jg1utMdRhHglQlyJxEeGL86hxqoKADWCsDlD\nUX8zGwfO263jIVJAGdjouidUI8ROKF6zZ2KJtuexoHNbjRrtv4z46vxzEeKfP3/+2fBxGNyHyhcY\nhbiuKmK9X/xub2wlxI4crZSpETbG2lLaiBDPluVVl+kx8eGxEo0fXUnw+vr6Z/v169fuxnVEJF29\nGeFd2cb4mD+zPQxobltX7gxxbk81zJ0O0Kjhio6MDLivTIi3bGN8vEYQEWFHip2uxFirRn5Xo8Ou\nvx2xy0jdEdj6bx2R/VHNH+NypZ1eJ3MAK/F8eLjt3+Chf2617W1jrej2mb7L8rXM8Z9KOirPrrt1\nuxafJYfvKkJcWT4DD2NEStkb6IxPR8ayF/tRPsb4c12cm68JATEjy0yIGREZhnHNZJiV0NPT09l9\n7YmVCLGLxr+9vZ2l2XgCuL2dp1fhSLGWOY/ZbMXALEK8QoaZBEf7o7ESIY4Ec7WM01CqMHRAVMY4\nn8+ax/NYSQ7Oz55s7jO+PowsEBuQ4R8/foyfP39eEGK+dvblU0eKv0qEOCJN1bwqIV49xlhRmR19\nxGVW140VJ8/VacJjhfdVEnMrrESIIzmWrYCJyse4JGLZMetKyDyQEfSBkmKV46gfkWKc1+kBd84o\n7x5k8RifT4ij340xX73nIsVuvKBvImJb+Ysll8d2g3NkMLFTQse//SqE2JGYyp7nhOo91k9cD/OQ\n5xjns636+Ph4QYBnx1k9XJP1KY+/ah7LiD1RjRCPMbeLqvYTEOlk1c+VMpyf59gsnZUf5VSs4G4I\nsS5V5OPHx49P9zMZjggxBv5Msc/IcBQ90Guio9XI5nqqVLLzqHLCvYIMcxrtc8QgqwpyEGIl9CD5\nTHzUAGFhxkZSRnYhqNmgQh3sHx7+/7vgTIgjElyNErtr6XUV90iGx9hOiN1WqYN66Bf9WyM1YgA3\nn1nBsjDGmOO+43tjosNk58ePH382pzhYjmjkwo1n/e3e2EKIM7K7QopXFXxWBrnC7/6vftGU67Ps\nhYxS45Hlsi6rh9ME21cixLyCysm4qD7mUIVc8RYZqSzjVd7j3vX3jgQz4XZESeUtz1NX1+33xFZC\nvJUgs+zKlkwr+eXjSAZEqwCrBJjz1eno7AIAdgH6nQmdsz32wgohzmRsJHeZvKpjwD2zazNut6jt\nHh8fL4gu75ns8nG0h/NEx5xzyGge7AicQ59rD6wsma7uK3Vm42R1/IyRy3c+dmVqv9+LjetwN0um\n397ezpae6dIbCFJHgpmQMkFxHZwtl86W043hlzhzR0dkWOuycovIAepF77HqRyyOIMQrEWI1VHnC\nRIpM+5GNqUiQc/2ojPsM54vaOdp0nOnG151BjbN7IMYrS6bd2J2R36gO3uXiPHZgcLnOcSbEUKpM\nhkFY+avTjuy4JdMgxHo9vqa+P8rPOcalQwbjaG9sJcTXbkCVDLs054EQ32LDuGLDSvtHZXO0kgDb\nVyDEt9iPcUmaNGLDeZm8HMMT4cjwU2eiI8aOFLtxxYhI1lHEqRrdqhLgaj1c25FSR1IzIoytSoYr\ndXCPri9Z3lbJxBHYQogjR1VUpmMZfRI9e6XtNA92HsiukuEoL6qzOlZ4/LGcAfbu31VnN9+f65dq\nXoUQZ/N0Rogz+R45P4GqHDsKdxUhfnp6Gq+vr38In/6hO/YADwZufHSidjArcUeKs6/eOWXKA8MJ\nf1dXldLj42N4ThhpTIzdc2i77IUqIUa0BW2qbeCMDCUP6rV29SNCHBFrtLcaiG6cVIVJFg1mwGjj\nY/xOBd4RfVuNEEckt5LmY54P3M9jnEeBtYzJpc7db9++nRFc7N2cYaKjEWIQne/fv19cDzLr9fX1\nz1JvjRBHyuorLZleMcSiekCF7GqeK1NCHK34ma0EQrk6RHROjzEu6miE+Pv37+P79++HEOKqcyXS\nIVvTY3wQYjaSIGt1+SKnAZXnGk2AHGSHKNKcp3tHivFbhSPBTmYdQZy2RoirBDgqZwdyRoxnkWGe\nSxVyXd1mBnakj48ivw6rhHjmpGJdyWXOWeDaQclwNk/5GBHiaPv27dsf8vvt27cz8svH2BAEq7xK\nya9TOrkdPetnYnXJ9Cxvdoy8it5mm3e2sW2kZDjaOxmf3XeWvyfuKkL88+fPMyMzIhtj5MRUyZQO\nCLck1i2lY0Ks1317+3i/V5fXRVFiVijs2YSwwrnUmHDCTvOOIE1VQY72yciwCmsX4ee2iUg0fsME\nkx0l/HvcQ1XRROR4FvGI+obvUfNcvT2xsmRa+1ONrJU9E0S0Jc9TJZnc5xohxrJrVppPT092zqgc\nQX2O+oEQu1Ul7gvDjry7qPbeqCrqKhHWvOgYqBLe2R6EWPuDj518j+qj35Gn4wT3xyRACTGT4uoq\ni1uhOpYiYqsOwGx1DB+PMc6i6hj/Dw8fkRomV9kSRpbHOh40rWQ4IsKcVqcq62G+h0xGfSVCvEqQ\nNR/XxoY+dWQ4I8izCPFWMoz+H2P+mpLmubIjcIt/69BjjHvWqU4XKaq2i8tnQgzyC6KrhDc65nwm\nxG5D4AxjDCtII74wc57cGp+l22fy55qVBG4bY1zMO52LzIGQh7mu9x31w9EOjDF2IMT//PNPqR4a\ncObdUaNbyTD/fub5WCHHTGjZgFohRnz/OkE5n6PGODcMDAw4R8r2xo8fP0r1OLK3Sn6j3zH42dmQ\ncgYTl/M5IyM+EhY6VqP+HsMv44rK7wWrS6adQaXGZCWfCSvmpH65WQWqEkyet3Bc8XkdGVaHFYw6\nXRJ7Op3+EG7+orAS4Wy86zjbGyvEySnNjABnaWCF9GZ77W+kV/I4jbbJdJBGytyHtfir5HuCnQ6z\nepkOrBJhJsRMdtQQAlguQw5nchNgh4TWhW7k44hIK3lSuet+F5HEvVG9biSLZ2TY2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Second Layer Kernels \n", "### here we have 32x64=2048 kernels by the size of 5x5\n", "W_conv2s = W_conv2.eval(session=sess) \n", "fig = plt.figure(figsize=(12,12))\n", "print W_conv2s.shape\n", "for i in range(W_conv2s.shape[3]):\n", " plt.subplot(8,8,i+1)\n", " plt.imshow(W_conv2s[:,:,3,i],cmap=plt.cm.gray);\n", " plt.axis('off')" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": true }, "outputs": [], "source": [ "finalWs = W_fc3.eval(session=sess)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(256, 128)" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "finalWs.shape" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(10000, 256)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hidden_layer = h_fc2.eval(session=sess, feed_dict={x:mnist.test.images, keep_prob:1.0})\n", "hidden_layer.shape" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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KHp3O4W2hpuxOpeOyCVzxCujW341oHlb+HJ39GMo7fmsvUAixKfLbTIh9ph7F2wpdYAKN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qe0b5jfJmHhFeY3iSQI9IxtTT01/+5Wjj/0B0S3C0tkHPaJ55MWHTpNY//gMaj1S6GIEqpJ13hf\numQFi8NFhFblfQiqoyIQ1WpkZ4tZqiShjvZEO3SJcWRdHugP5I9aEsnNyaBs/GSsazwizmRSsJgh\nfcYksq86n/QLJ6KOMBIxYkTn3pAOkB2O4F2Nbje2g/tbRdeZQK0Gp69ISf3rP1Ent/o2Na/8gbr/\neMYGOUuOoe2Zj6DRoDgcqFLTiJ552Zm7HjzveYRGorlNFKvB4uCnozU+oguC+2z5iy6APeUN3DAi\n2yu6Vh6uZvWRrqUoQxGlU3F2j8QOt0uOCfRvM+i6/lj4av5er+gCOFhwArPZgdGoQRAEuuV46g1f\nfmE6U6e/j8sV/EeNJAk+I4P8aWozgsjtVpj7xqYOXeo1GsnbxRiMZrOD+norvfMTOXCw66L3u0UH\nWfLDEUwmO8OGpvHcP84lIiK0y3+YMGED1TBh8BRo53z2HcJfX0H3xqdcMW0YUnuFsrXBi2zFXI/P\nT3WTnVdWHeHFlUd486cizA5PekUbH8vId/+OOiYKdVQEI958CkNa8ildc/o/X8aUOZLDh9wcKnCT\neu44hvz+UqSVn1P9+J9wlBw7peMGQ9Ro0PbqE7A85tobCQgFnQaGUWNJfuRvvgslCUXw/apylvu5\nmVvMZH+5iIw3PiDr4/moEpPaPY/LLbN4fyVvbzjG8oJq5E6YXvoPjd5b2cwPBacenbK5FN5af4wa\nsx27y82a0xBdkgAaSaRnopE7x3bnnvG57Y74OYlGLdEtxXcA++jeXfs8Hj1ax9t+3YBGg5p/PLuG\n8ZPeZtbNX1NZ5YlIRkfryMjwHW3UNjDXnugKhv+fTa/3/RtlZkQzqhM1a5u2lJ2S6AJPl2R9vRW3\nW2bT5jLe+yCwMzJMmLaEI15hwrSgzcomLyu7cxtLErj9alV0RoQWi+3lh6ppajF4rGqys6Gojim9\nPGKg23Uz6XbdzC5fn6IofD1/H0VF9Ywbm8OokZkM/epdqlZtQnY4ic1LofT6S73dieXFReR8/X2X\nzxOKtJdep+7tubiaTBiHj0bTPZfqZ56i4b/vnZkTqFQkPfwUde+96bvc7abi97PJ+uhrhBZ3fOOY\n8dS+/Zq3riti0gRUEcWoemlB5ys4bAf2UfPqCyguF/G33oFh2ChWHqlhc3E9AGUNVvRqkTHdE0Je\nmtnuoqadlNXp8N7GYmb2Tz0tm4pROfFMzW9fbIbiyRuG8c73B2kwO5g+IovctK7NfCw6Vo/bT3yb\nLU4WL/FYfOzZW8VzL6zzur0/8uAE7n9wCSaTneFD09my7XjAMTuLJIm43Z7oWUZ6FKNGZvLVvNbI\nbHKSkQf+MBaLxcGOnRWYQgwet1q7bsYaisZ2hpuHCQNh4RUmzCmhuuB2XN+91vqTW2dENfJ87P/9\nG4q1id7qdAoTzsYteopu3WdgjMjcNzfzznueX9Off7WX1/89g+HD0kk+eyQA5nWrfSwhnGUlyA4H\noubMpD1U8QkkPfi493Xp7Bs69s/qAoZRY6h8/AHfQv0WHIWHsWxaj/EsjxWEJqc7We9+RvPalahS\n4okcZgfHUc/GrjqImgKAbLdTft/tXh+y8j/eRc68pZQ1+Bbx7zze2K7wKmuw4jqDkb22mB1uFuwN\nHkHtLJmxQUY+dZKEaB0PXhV8ukFn6N8vmagobUhRA76GqUOHpLNiyY1YrS4efGTpKZ8XYPTITLrl\nxBAVreOaqwZQX2dl1ZoiamosaLUSublx/O0fqygpaWj3+iRRCBCPp4IgeEYPud0ykhROKIUJTlh4\nhQlzCqhHTEfqMRSszbjNDbgWvYVr5afe9fnsIefoanYnjWBb74sYmR0XcAzFYsK5+guU44cRM3qi\nmngNgjb0A3TDxhLvv2VZYePmUoYPS/cu0/bphxQbj7veI1z0I0afMdEVDMeRgsCFWh2q6Ghc1VWd\nP5AkIeoNWNat9i4SdDoU/yJ9v9Svplsucd1yUezFYG5j1OlqLZK27tnpY/6qWK24KsuJ0Ph6nDV3\nMH4m1vC/rdlp6mD4dnvkxOox/kJu6R98tIOvv9lHWmokRoOaispWR39RFJBlBUGASy7ypKltNhev\nvLqBgkM1nDUqs8P6rI7Yf7Caf/xtKkuWHebaWV8SE63npefOw2xxsuLHQj7/cm/IfY1GNfm9ElGr\nRCZPyuX5F9dh72Qnqj/ZWdEUl3gc8Bd9f4geefE+44XChGlLWHiF+VWiWA+AvQAEHRhHIajO/FBj\nISYJx5J3kfeuDbpe57Iyonw1Iwf1Rqf3daFXLCZsL88BsyfdJRftQa6vQnv1wyHP16N7DPsPtNah\ndJcLgFHe16q4eDLe/hjTt18jRkQQc+V1p3F3HaPOycW+d5fvQreLxAefoPLhP6A47GgHDsE4agz1\n772JYg+MOGjyeiI3N/uM8gFQbDYizptB89JFILuJmDgVw4izgl+IKhafXkJVvHdVxZN+76cgoOmW\ny8AmmX2VrZ2QiR3YhiRFasmM0VPa0LHdRScGGJ1RjtVbeWdjMSOzYzmvT8rPdt7NW8t45dUN3tfx\n8b4+aWeNzuSsUVksXFzAP59fy9Jlh0lLi2LeNx7j3Z27KrjxhiHsP1CNyWQPKKy/8YbBDBqQyn0P\nfI8cIhpVV2flvY+28+5721uWNHDHPQuYc9tIFi4K8sOgDXa7m788MZnUlEgAzpmSxwsvr+O7hYH7\ndfQ3tfilKguP1rd77jC/bcKx0DC/OhRnNVi3g2wGd61vNCTUPg4brp++wbn6c5Tmzn1p2uf/K6To\naotQtNP7b/lEGdZX5mB7+mqv6PKuK27fCf7e/INcPKiBof0l7rtVx3kXu1EaS3220WRkkXDnfcTN\nuhVRd+rpp86Q+vQLCDF+gtblov7Dd1DsNlAU7Du3oevTn8Q/PuKzmSo5heQn/kHG3PdxVQVPszV/\n/x2anG4QGYV5+xaaflwWdDtBioLIiaDOBG0eRExovZwaX4uA41I8ot5Az6QIJvdMJMGooXu8kUsG\npvsfNoCp+Un+Qbeg/Jyiqy2bius5VNWxmeiZorzc91y1fvMXzWYnJaWN7D9wApvNxcbNZfy03td+\nxWpzsmD+dXz56VUkJvramGRlxTB0aDrPPn0O8fHBO4w1GqmN6PLQ1OTg2RfWdugX5nLJXH3dF/zx\nwSUUHq0jMlJLv77Bhevw4RkkJQW3WRFFgbPH5/gsGz+2k7WiYX6ThIVXmF8fsp/xojvQiNEfx4dP\n4lz8Fq5lH2B/848o9vbHtSiyjLKtc/UpcuEuHJ8+jbu8EMeHj0N1cWA7FiBm9W695OL9OBb/B9eu\nVd5leks1f75Dz3PjC5hhPAgqFYVH97PokwVs//7HTl3LmUSdnErGv972XSgIOI+X+CxqWrIAt9/w\nbcXtJmr6DKToaIzjJ7XurvN9wDqOHoEmE0pjA1WP3I/jeFnQaxHUKQiR4xGMIxHE1mPs0rZGGhvR\nUzSs1WZiXG4Cd43P5YYRWcR0YlZnVqyBtEgtpkYbVsuZLbRP64TDfGf4fEfZ/6wWrS0NjTZ27amg\nPauw8WNzqKvzjRDGxPje5+iRmURGaMntHse9d41GpfI8kvr1TWb4sHSuvPZz/vjnpdTVBfdl6+yI\nHq02eCrW1GTnx1VHufr6Lyg4fIKLZ/ZmxgX5AdtPnZyLI0gaUhQF7pwzkocemMCzT09j1vWD+deL\n5zN5Um6nrivMb5NwqjHMrw91Cgh6UFq+9LXtmxsqFhNy0e7W13UVyBVHkXL6hd7n+OHOX4/Dinvv\nOtwHNgZ2QrYgJGWjnnkXrl2rkA9vw73D48/lBtz7N6C9+iHEgZM4/tRjOI97ImXVPx7ik4v/jhLr\neVg1fbGQCVdc0PnrOgPoevUmbvY91L31bxAEEu6+H2dZKY1ff+bdpmnxdwH7GUaN9f479e/P0/jd\nPOSmJgwjRlN667VB50YCmDf9hOaSKzt9fYenzmHbgq+JwsZ6sRfP3975ff2x2FwsWVWE1eJEq1PR\nb0jaGZvNp6BgUIs+7vOngluBOrOdpMgzI+RCcducbzhSGNrtvW+fJGZdP5jNW8tYufooTqeMRiNx\n/+/HUl7RxKHDNYwakcnYMa2RoWlTezBkUBr19Va6dY9lzl0LOF5uAoL+TgFAp1Vh84tsaTSSj0i6\n7tqBfPrpbv9dfXC5ZB58eCnffHkdTz42iScfm8TSHw6zY2cFA/qnMP3cnrz2+qaA/WRZYdkPR7jx\nhiFMmZzLlMlhwRWmY8LCK8wvjmJuRG6sQUzO8doFnA6CqEeJPhccpSBoQdNB2F9rBGM0mFuiMpIK\nIdrXfFJWFCwON0aN5HHK1gR/sAndBkBkLDTVo9RVQGMbb6AQogtAqS7G/s5DUHUsYJ28dy3WJzZj\nb3J6RRcAuw+jOacJe0Q0AAUWgZNJNqdsw+5uRhRE9FIMgtBxcFuRLeCsBikCQRW6w8+f+JtmE3vV\ndSAIiHoDiiwj26w0Lfo25D5NP3xP4r1/QoqKRlBriLn0Ku+6lL88S+3cl1FkGVe5X4QrSJ1YW5pX\n/0jNay+CIJB47wM8+Oez+SQ7jvKKJv46JZc+vU/NcgFgZ2EtVovHiNPpcHO8uJ7MbnEkGDWnbTVR\ncQYtCFYf6XhUUEcojmao3ASiGlJHIUitzQVNTfagoisuTo9aJdItJ5a/POnpKh0xLINPP7yCNT8d\nY8fOCuZ/u5+bfzeUGRfkB+wPkJhoJDHRyNGjdWzf0f6MR0HwzF3Eb6zp7bcNx253s29fFUOGpON0\nuDrVsVhSYqLwaB253T2NMNOm9mDa1Na5q6NGZrJkWeAPLrU6nDgK0zXCwivML4pzzVe4lrbM9NNH\nov3ju4i64LUUXUEQDaDr1fGGeNzjtTc8hXPxWyhOB+qJV+OMTGRzYQ0NViexeg2bS+ow2VykRGm5\nYXgWhuRsVBOvwbXyk5Zrj0J15QOoewzxHtdduBPH+4+CHCSKoTOCzS8F6j9+qA2Ky447NgFFLEZo\nOZ6sVuPUtRY0xwkeYeeWnTQ5qzhZbeSSHURp2i+6VtxNYFoKikcAKIaRCLo83E0mKh6+H/uhAxiG\njST58acRtYGF6G3HDDmLi2hasrDd82G34a6vQ4qKDlgVOXkakZOnAXB0+gTctTXedW07FP1x1dVS\n+ej9KA6PCKp46D66LfyRWdefme6yKKMnHanVqcjvn4ymxVC1xuxALQre4eW/NAcqT6/OS3HZUXb8\nC6wt7/uJPQiD7/SuDzaXUBDgqccnM2Z0oFlpalokn36+hxMnPJ/3LVuP881X17Y739Dh7Li7UFGg\nsqrZZ9n11w7kd9cPoaS0kbNGZZGfn8Csm+Z1eKyT/PP5tbw1N7jH3tGiwM9edJSW+38/ptPHDxMG\nwsIrzC+Ma/lHrS+sTbgWvYXm0vt+9usQM3qive15AA5WNbF4bSGmIMW5lSY761vMUNVTrkM14XIQ\nxICB0gBS7iC0tz2Pu2gPYloecmkB7h3LEaITEOLScG9d4ncRQkgXeEWQOHjFk4h524j+7G0EEZJS\nXQyu281RTTqJLjPnXzQRAJdip22Jt91qwlRkIapX99bjud241nyBUnUMsecwpN6pXtHl2akAdHlU\nPvFnrJvXA9C8fAmq5BQS7/lTu++l7dABcLf/4NT27Y86PbPdbQCiZ15G3btveF6IIoZRoR9y7vo6\nr+gCz8Btd2MDUmTXDEFDIepU5OTEIKglr+g6iVNWmNwzkfRoHR9uKQ1xhDNPMMF32vLPXN4qugAa\nC1EczQgaj8N9MFEUE62jb+9E5r6xCYfTzZWX9/d2C1ZVNXtFF3g8vSoqm7yRJX8cDjevzt14Spee\nkx3LZ1/s5rkX16EoMGRwWsj6rmBs3XacN/6zmdm3DG+ZAemhorKJomO+zTB33zGSa64aiFYbfoyG\n6RrhT0yYXxbFLxrkan/I9P+anccb+GZ3+2aWbYuXBXX7NgRiZj5ipietIuUNRj3Rk1JTTLXIR3d5\n0pGSCmnABE/K9dDWoMdxRMRhN8TC2ClYx3rSOKkf3c20iBNoLvW1jVAJGhS3jCzfBZIAACAASURB\nVNBi4Ni45SBlLy3k7EVvebdxLnsL97oFCJnJSAmJKOZqfLKRgue+bLt3+BzbsjWwzsUfXX5fBK3W\nax8hxsR6ZjkqClJiErHX3UT0jEsQVB1//cTddheq5BQcx46iHjkOw5DhIbfVZOeg7dMP+36Pd5Nu\n4BDUqR13K4ZCURQW7atkd7mJSJ2KeouDxIzACN1J6iwOYvSh7yk9Wsfxxs4P757ZL4Vd5Y2caLZj\ndgSv/eqeYKSg2jfqE9NOJKlTaGNAUIHS8sNDbQRVa4esXqcmMdHAiROtDSj1DTZuu+Nbbwryk892\nExWp5aor+nP9tYNITY2kosITiUtOMpKWGhny9PO/3c/6ja3iNSnRSPWJjhtktBoJQ8uoopM1Ydt3\nlHPfPWexZ29l0MBzMN56eyuffLabpx6bxPadFSQnGdHrVTjb1N9pNBKzrh9yxmr8wvy2CAuvML8o\n0ojpuDcu8LxQaVBNu/EXvZ4Cv9SFPxFaFSOyY9vdpjMIUfFo75mLUleJEJ2IoDOg2Mw4l7yLUl9F\nozOOhkXzyegTAQIcXVFC3Te3o+qXT+SDc9DINtRuO6qJVwUc26WoKD5sJSpehf1wMfuv+isxbaNd\njlLkoxtx67R8oYzhwCsywwfaufwCLSCCFAVGz3BtVWISjiaTd19dft+A851Yv53KFRuIHZhPxozJ\naLK7kf7Kf2j89iuk2FhM383zVke7T1SjTkn1SU22+z4JAupzL+bvH26j8Mdm8qv2eArbU6O5aECq\nd/g4gKBSk/Hau5iWLEQQBCLPu/C0agb3VpjYWuoZ/l3biRoup1vm612hRXtXRNeI7BgGZ8YyODMW\nt6zwt6UHg0ayghmnNlqdLN5fybT85PbnjYZA0MVC3xtQji0FUY2QNxNB9D3PmNFZfPPdQe9rrUby\nqftyuWTq6q3MfXMzAwek8tbcmbz3wXYUBX53w2D0LV2kLpfM1m3H0WgkhgxOA8Bi8f3xFR2tZcTw\ndBZ9f8grqLQaichIDTW1rV2Tffok8vBjPwQU4mdnRZMQ3znxdpLmZgd/emiJV6wl+HmU5eXGhUVX\nmFMmLLzC/KJoLpyDe+AElOpSxD6jEQ1nJi3UFaqabKhEkXijhoQIDQQxXc9PjmBUThzJkTr06jPj\nEi6otQjJrYX/gs6I5qK7AYg1NbP55eUUbChFY1RTe8wMlOPYtBOtuZaBM7Ix3PM6QnRrEbxccxzX\nio9pNFtxDryQEqU75CUhDupLVoYNRZY9syRtBxDTE/moIIf/LPQIihXrXGjUAjMvHoegy/MeM/mJ\nf3D8rpuRm0xocnuQ4JdmrPxxAyvPuRmlJbU4fO4T9JhzDfrBQ9EPHgqAaeE3vjcudq0Yef5PRewr\nrie/fzJqrQpZgd3ljXSLNzA4w9dHTDQYiWmn61FWFB+xFord5Y1sbxFdoeiTHIlLVig3WUmM0NJk\nO3PR2oOVTUzLT/EKJ1EQAsZORWolzu6RiKx4Rh6dRFZgc3E90To1Y7rHcyoICf0QEkJ39d59x2i2\n7aigtLQRvV7Fs09P4y9Pr/JJKZ6k+kQzw4el8+hDZ/ssd7tl7vnDIjZu8kS3LrmoD48+dDYXnN+L\nr+bvo6KiCZUkctPvhvKvVzf4CCq7w42rwcrwYemIooAoCmzYGJjiPW9aD9LTo7okuk7SNkJWU2sh\nIyMKlSSSEG/g0Ycndvl4YcKcJCy8wvziSFl9IKvPz35eRVH4elc5eys8EZ2z8xKYkJuAzSlT1mAl\nO87A5J6JKApoVD9v55I6KoJzNnxO+eLVHP3b34HWB4f64CHiP3rJp65McbtwvPcwSsMJIoE+pXvZ\ncfWLWHYX4ly/jW1WBxu2XYr+zee4rJ8a1diB7PvOV1jsOuBi5pW+3XC6/D50/341blMjUlyCT90L\nQNn85V7RBVDy1VJ6zLnGZ5ukPz5C1V8fQXE6MU6YjHHMBLqCtWWcjspP8FpaLAPshYexrF+LOiub\niAmTgx7DbHfx6fYyyhqsZMbquXpIBgZN8K+/Tcfq+P5A+yOPNJLAuLwEXG6Fj7aUUFRrCWquKgke\ni4euYrK7eeFHTwfdmO7xnNsnmcX7K1EUSDRqqLU4MDvc7KswcdGANLLjDCw7WI21Tf1V/Rn2GmtL\nbKyeb7+6luZmBxERno7Huf+6kBtvnUdzs+95R40I3mF54OAJr+gCmPfNfu66YxSJCUY+++gK9u2v\nJi01krS0KB569IeA/d1uOFbcwD/+NpXHnlgR9BxzZo/AoFcjCKEtKTpLQ4ONNStuOb2DhAlDWHiF\n+f8MRZZxLpiLe9cqhNgUNFf/GTHh9FrjQ1HeaPOKLoBVR2oY3S2O80O4V//caKIjybn6AkTZRuV1\nrc7vaddcEVjMb25EaWi1rlA5LOhMVVQ89Ayy1fMg1OzdT8VH89nwh8sYk9jEoKEO1u9rLagf1Efj\nYz56EkGtQRWfGLAcILKHr1VHZF6gdUfktPMxjB6LbDajSkkNEG8dMSFVxQ8qhapyE9m5cQiCQIRW\nRb/UKOyHDlJ6y7Uep3wg/o7fEzfr1oBjrDxywjsYu7TeyoJ9lVwZwnLh0In20809EyM4Jz+Jg1VN\nbC1twOFu6TJVPKlop8uNw62gcGqi6ySWFhH1Q0E1w7JimNQjgeQoPZ9sbRUrSw9W0yclisEZMSgK\nfNcybFsQoHdK6Dqq0+XTz3excnURud3juGnWUBZ9X8DKVUU4/UxGY2N1xMcHTyvrdL6PH0GAffuq\nGDokjchILaNGtjZfDOifzO49gWL4xAkzt8z+JmD5SU52NwqCgHKayiu/V+ctVsKEaY+w8PqNodgs\nuKtLEJMyz4htQ1vkugoUUx1iel6HReehcO9ehXvzYgCUyqM457+C+pL7UOqrEDN6IpzBa/ZPOQkC\nCPz/V7eRde1ljI+MpXL5BmIH5ZN702WBG0XEQFQCmDzdaG5JjTjvS9xHjvlsJrhcVDSrEXrM4MbZ\nVtTa+Rw8ZGbYABUzZg7r8rX1uPNamo8dp3LZT8QM7MXg5x4Iup2orUGUasFhR1HcoDhBm4Mgtj/W\nqGbzbnZMmsU0RaQ+I4ehz91P4vB+ZMcZiNCqqF3zo1d0ATQtWxxUeNn8jEkPVDZRY7aTYGz9nFqd\nbvZXmpA6IQyXHqzicJD0VZ+USPqmRPHeptDWIKfC1hJPdDJY4NXhlrE53RyrsxCrVxOtVzOxRwLZ\ncWf2//dJrr/xS/bt94j8rdvKWbLsMI2NgT5ksTE6Pnjn0pDHqfCzvVAUuPu+RQDccfsIbrmx9fPo\nb5IaCv/I1v0PfM+woemMHpnJTxtKQu8YhLS0KMpbDFzj4vQ8949zu7R/mDChCAuv3xC2pe+jrPnC\n+1o1/TbUYy7q0jEUlxP58DYQJcSew7zRC9eOFTjnveQpjEjKQsobjPvwdoSIWNRTrvcMgS4rQOzW\nH9WYi0NGPZQmv/mFJ45jf+k2UGSE2BS0t7+AEHH6xe0AqdE6hmfFsqWkHgE4Nz/5Z08pdpaMGZPJ\nmBE8jQYgiBLa6x7H/uYfwO1Ccjs58ZFvekaK0jH7z4kIMVtQXBFIqhhuuPkKcFaBqENQdb0eSJQk\nhr74ULvbKLaDYNnmeWFvY0BpL0CJmo4gaoLvCBT+5wtcZgs6IPXQXsR3P6bvjLne9c60bDZdOBub\nIYoeW5fRIy34PQzLjPGJbgL8Z/0xRmbH0iclihi9mrc3HAsoojdqJPqlRrGpuPVzGSoilhqlY3xu\nAipRIFqnorFFLKRH6+ifFkVBVTNFdYGjqOIMGkw2Z6dG/bj8OvPSonS43DKvri2kuSUlW291UmN2\n/E+E1/Fyk1d0nSSY6AIwmx00NNjISA/sBK2ptfC3p1eFPM/cNzYzZVIuOS2NLDW17Y/wOklkhJYJ\n47NZsOgQ4BmE/dP6EkTRU1rY2c5GgKo2cy+tVid/f2Y1Tzw6EaMx9Oc1TJjOEBZevxHcNcd9RBeA\na/FbSN0HIKZ2D7GXL4rbjeODx5GP7gJAGjAB9Xm3oFibca34uPVbrboEd7Xn16VyohTHf1oLsuWD\nmxBUalSjLgx6DqnfWFxrvgRLy0PSYvJaTij1lbi2L0c9/vJO33dHnN83hfG58UiiELLm5/8KYnoe\n2jtewfnjf1FM9egyJSg75F3f83dD0MbqAQtYtkLUFARBBZpTt1wAaLA6cbhkEiM0AYK6qsnGrqJm\nDGISI1NOoBLbiAvZDK4a0KSFPLY23rd4XuP3enFcX0qGej6/5b2G0XNgcOGVE28kQit5xQmA3SWz\nprCWdUdr6ZcaFbRz0exwU2GykWBUU2MOXTw/KD2aiwakcai6mS0ldaRF68lPVhGhVTE8KxadWmJU\nTjxFtWbm7y738YjLTTCgV0usKawNefxgiAKYHS7eXH8sYN3pOumHIli6Tq0WfawWTuJwynz6+W7+\n/pepPssLDtXw8r/Wc6KmfTHVtrtx3Ngcvv3uQIfXZ2qys2lT4DzPYIJr6JBUdu6qxB0kHxwZoaGp\nTa2a1epi+Y+FJCdHcMfsEbz2xiZKShuZMik3pAt/mDCh+L/9pAnTaRxvBDclda3/Bs2lf+jUMZTK\no17RBeDevRr37tVdvha5jRgAqDDbqTA70EkieTGJ6O56FXfhTuTifbi3+g6iFjTtp6ZOhUjdafoe\n/X+EYmlC3r8RFJkBQ100HonAcqIZQ0Y0fe8b12bDM/Ng3lBUy9KD1QD0To7k8sHp3hRuvcXBuxuL\nsbuMgJHjzUau6FnUZm8BpPajMn0emk3dtn1UrdpM/PD+DHza97Na3saiQRYlTogGUkMcq39qFBv8\nTDCBli5JU5A9PJTUW0OuO8nO443E6NWsKazxeuCmReu47SzfOaHd4o3cOyGXhXsrKW2wYtRKbClp\nv3uyLQKeDluVKOJwywEeXifplRjR6WN2BUWGiAiNt4A+wqhm7r9nsG17uafz0G97f3f6Q4dr+N0t\nX2O3+9aCZWREUV7ehNzy5o0dk01+r9a6wicemYhWLfHF13s7vMbqDgQdeFKSjz08kRtvmUd9Q+tn\nKCc7hrNGZ4Gi8MnnewL2q6xs4uHHf2D1mmMArPupmPg4PWPO6mAsWZgwbQgLr98KtuBfRl2qN9VH\nBBZRnAJiTn/vv+ttTg60Sb84ZZmBiQmohkzBZbfg8/Wsj0AaNu20zt1ZHA0mij9diKTXkXPthYjq\n/xviTD601RshNESpmPb4GDYtsdF89DCy980UUNQ9cC37wDMMvMcQVGcFH5PSHhWNNq/oAjhQ1URx\nnYVuLcXUJfVW7G1yY0cao0HbA5y1gAv0fRGk0Iak4GkwmPTDeyHXZ8cZKKzx1FqpRIH06NDCfMfx\nxpDrzgQFVU0+gwcqTZ4HusMtc6LZTrROTYRWhSSKROrU1JgbqfErE1OLAnFGDVVNrem7SK1ETpwR\nnVqiV1IEeS2iasHe0J5hOSEK2k8Hh8PNtb/70qdrMS0tivT0KPr1TSYlOYIvvt5LYWEdpiY7PXvE\nM/vWET7HWL+hJEB0JcQb+Offp5GTHcPuPRWIosSQwak+Pln1DVa2bj9+xu5FUeCyqz7F5fL9LjtW\n3MDgQWmYzYHpU1EUOO/cnjz8mG8Kf/HSQ2HhFaZLhIXXb4WoeN+BzS1IWZ0Pk4txqajPvx3nsvdA\nVIHbCc5ODPcVJVTjLvUU3uf0QzXsHO+qZr/xI21fS8POxV2wxVNTFhmHdtZfgo7mOZNUrdrE/mff\npmb9dpyNnmhCydfLOHvBG2fk+KbDx9h+3z9wNjaRddV0atbvQHHL9H14NrEDAv8Wbpudoo+/Q3G5\nyLn2QtSR7Ucy2vqC1ZRaqdxdQeq5M+kx53UEwelJ7YkRuJfPw7X2KwDkQ1tw7fwRzUX3IKblduo+\nrE437248FrC8bcNCYoQGgdYRNkmRBgRjoAHr6XD5oHTWHq3F4nAxJCOGeKOG8kYrSw5U4XQrTMhL\nID85EllRcPgVSEVrJRrtHc8EDEXbewNPzWCtxentcuwWb8Rsd/HupmJqzQ7UksBVQzLITYhgfVHw\ntKJLVhiVE8e3e1pFlVGjYmp+ElF+kdnROXHsKTd5z3cSEY+Zq1o6s/WKpWWNAVYRhw7X8vyL6/j7\nX6Yy7ZweTDvHM1TaanOib7negkM1zP92P9FROnJyYgKOazSq+eyL3SxecgijUcPf/zIVye/av563\nj6NFgdHKrjJoQAo7d1cCBIiuk8z/dr/33zqdirTUKMaNzebs8TkMHJDqjcqdpKTkfyvow/z6CAuv\n3wjau/6F/Z+zwNXmi1MQENPyQu8UBNXoC0GtQS49CKKIe/P3He8ku3FtWIDuT+8h+BmkxmrViFgR\nrSYyt3xJpNOMe+wMpLzBCGoN2t/9FcVhA7W2yzYEXcVcfJxV02/DbfV1GC9fuBJHfSOa2PajM51h\nzYW3YyrwpNtOrNvmXV761RImr/yIpHGtnVyKLLPyvFuoXrUZgMK3v2Tq+s+QNKGLe1WDJ+PetYra\nDdtY90kFirscFu6m+UgxQ19+BDQeCwX5+GGf/ZTjh7G/9wi6P7yNoO84TVVvcQTMCEyM0JIV2xpx\nSovWc+mgdDYX12HUqDi3d3KHx+0qOrXE1F5J3teyovDfraWYW2wNvtxxnLsn5BKjVzO2ewJrCj1d\nn+nROpKjtGwvPbWHZpxBzW1ndWNNYQ1FtRbSo3VM653MsKxYtpc1YFBLjOkez6Zj9d7aMadbYeXh\nGnITItCpRZ96s5MoeFK2FY02Npd4hEZlk50lB6q4ws/+IiFCS9+UyIBIngzsqzQxKD1Q5JwKhTVm\n1hTWUBMiJVpeETiU+6ToOnykhltu/wZzy3sQFaXlvGk92LS5jLqWFG5xSSPFLeLFZLLz2BPL+XHZ\nTb4HPI3/+hFGNd26xZHbPZbvFh7seIc2yLLCV59dhSwrfPL5br78eh9JiUafe5a7UrEfJgxh4fWb\nQFEU5INbkMZegqDS4D64EZx2VKNnImb07NKxXBsX4Fzwuve1dO5NuH/8BBwdjENxWJFPlCJl+0Y8\nIjQSg5MiUd75K9rjni9Fx9FtaO9+DTHR4+MjaAK9pf4XNB48GiC6ADSx0agiDEH26Bqyy+UVXf4o\nbplNtzzKhQVLqPxxA0fe+gJJr/WKLoC6bfsw7S8kdlDvkOdwbV2KfHgb1YfqUdoUDR+ft4jBj9+M\nGOfxKBO79fep1wPAYkKpr+qU8IozaJD83NTH58YHiON+qVH0S/35phFUNtq8ogvArSg0WBzE6NVM\n6plIr6QIrE43blnh0+2BRdidpc7ipM7i4Jx8XzGZFq0nLVpPg9XJ5mN1rDvqG9kSBc//x3Pzk1m8\nv8rr1eVPg9U3snSyWF5WFATwvs/d4o1BU6h1Z6i43mRz8tn2UpxuxSuU/DkZ5WqLLCs89Ngyflhe\n6Hs8k53vlx4O2L4tZosDWVZ8Uo2ZGdGnVOUgCDBoUCr79lezZ2/7prjB6NnD06zx7gfbmPuG5/9i\nv0wr5bT+wBjW45edLxvm/x5h4fUrRzE3YnvjPqjzhNfR6NDe+W/EhFPrZHMX+j2sK4rQ3Pkqjg8f\ng9r2hksLOL57DTE+Dc0FcxCiWrvPojQStoo2X8ZuF3LFUa/w6gyKuRH3gU0IhkikPqM7vV9bYgf1\nRhMXg6PO88te1GqIzMtm+Nwn2q3xKv9+tbf4O+uy0F4/okpF6rSxVCxd51ng9yRxNZtp3H+EVefd\niuzwfJkLkohyMpUkigjq9v/LKq4SVOeMJNZ5AFbVoU1PIO/hazHE66l76zG2vLqFploHGTMmMvSO\nm5BXfwb2lhq7qHiE+NAdhm3RqSWuH57JvN3lOFwygzOi6Z92+hHB02XFYd90uiRAQXUTWXEGREEg\nPcbzwNxXEbqYvrMsOVBF35QoRubEsa/SxIkmO7kJEVgcLj7fXkawOMjEvATe31RCcb0FnUrkskFp\nLD1QTZPd0+U4pVciOrVEvdX3Ye6WZTYV17HsYDUCML1PCkMyY+ifFsXSg1U+YhNgTWEtQzNjidaf\nXmq+werE2SLgd34XGC3KzIzm/PNaf7xZrU7Wbyhh557KANHVWUaOyOTr+fs4b1pPIiI0FB6t49En\nlgcVXYIAKpWI0aBBpRYxGtSUlpm86UBFgXU/dc2/6yQGg5rnn/H8f96+o/W77dzBzVw22sRPBw3k\nJjv43bmnaYkf5jdHWHj9ynF88Vyr6AJw2JCPbO+08FKaGzxRkORsBI0OMS0Pef9673ohtTvODx9v\nFV2iBPpIMPunJRSoPIZceQyHpRn1xfcgH9uHotbgXvMVbSq/QaVBTA/8FR3yGq1N2P59JzR5hvRK\nIy9AM+OOTu9/En1yAlPWfMzhuZ+gjjTS+4Fb0Ma1n64pnbeMtZfe7X094s2/kHdb8FmBiqIw+KWH\niP90IbLTTcKogay/9k+4zB7h0+veG6jbttcrugAUQYSTj3BZZsucJ5m65r/Bj28vRNXTAOSR1T+P\nmiMmEp/4MxH5WQA464fS/MItuGxWjn2xnMSJY8m79w2ca78CtxvV2EsQtJ3vGs2JN/KHiZ3/O/0c\nmO2+RptuBTYcq6eswcbNo3O8y6M76GS9qH8KGpXElzuOBx1ODZ7mgZJ6K5uL66htsT5YfaSGWIMm\nqOiSBIGqZjvF9Z6/t80l89PROu6f1IMGqxNJFIjUer6S/UWG06WwZH+V91oW7qugsKYZm0tmTLc4\nlhUE1m8eqDIxKufUZjWeJClCS7ReTaPViaU+MBpcWtrIq3M38dAD47HanNw8ez4HC2pO+Xwajci6\nn4pZ91Mx877ZzwfvXMo7720LavkAcN01g4iM1HijUad+5kCMRg1JSZ7ob2pKaxT4QJmWp66s5oKh\nLenGmIFn8KxhfguEhdevnIB0EnQ6quE+uhvHR0+Cw4YQl4L21ueRxl8Kbjty2WHEnP5IfcfgWvJO\nmxO6wdb+yBW5vBD7v+8MWZgvxKciRAcfURMM5w8feUUXgHvrEmgRXu6CLSgWE2L/cYgq39ool8XK\nsf8uwGWxknPNhegS44jp24Phrz3R6XMfX7jS53XZgpVBhZciy6y7/F5K5y1DVKsZ8fbfyJg5hRnH\nVlC1YiOGjGQSxwyl8UAholaDbPekiiStGrerVUyc+Gk71opq9KlJAefA6UmlbH9sGSXz9+F2yKRG\ntXa3qWOjiOiVSX2NJzVlq6pFiE5Ac8Htnb7fnxO5rgJEFWJM62dBVhSa7S4MGhWqIMMRh2fHsmBv\nZcDyk+OCTrKqMFCotGVrSSPXDMvk8sHprDxcgwDEGTVoJIHiOovXHBXwii7w1GiZ7cFTT1N6JQX4\nYJ1M1cb4RaYGpEfx46FWGZEQocHURlTKCuxrcX4v9G+NbCEp4vRT9Dq1xE0js9laWs/WtEjKgxSS\nHz7iuc7tOyq6LLoiIzU0NbWmRR2OVslacKiGI4W1rP0p+BSAgQOTuf224TzwZ1/LmegoLY2mTjT9\ntBAXq0Onkyiv8H0fGxuszL7zW57+y1QOHGz9vCzaHkWETmZ0TwtDxw/D0H16p88VJgx4GmDC/EpR\nXE7fSBIg5I9E6jG0U/u7fvyvt3ZLqavEsewt7M9chWvd14hpGlTjLkCIikeIbVPnotGDu4PxHhpt\nu92QSlUxcllB6OuqLMb6/bs4183zOOmX+hkrqjQoshv7e4/i+PAJnF+9gP2Z65HtrQ9fZ7OZhb2n\ns/m2x9j++6f5Lm8q5pLy9q87CNF98vxeB+8KrFi6ltJ5ywCQnU423/IoiwfOYMefniP9wokkjvH8\nTaJ75zJxydtkX3MBaTMn4zb71dXIMt9kT6TkyyBNDao4Ds7dQMHcjVgrmnDUmtl1w9Ot91xvornA\nM+dPbdSSdeV5Xb7fnwvHN//G/sLN2J+bhXPlp4Cnk/Kt9UW8uPIIL6867LVraMvQzFhuHpVDryTf\nOjWV5CvSaprbfzCXNVr5aEsJC/dVIolw+eB0zuoWx/7KJh/RFQy7W0Ht982aEa1jdLc4BmXEkNgy\nVFoSBSb18P2BUW9xUGt2MLZ7AiOyY4nRq4jUqjjqN4Q72EDutgzNiKZ7wpmxlIjWq5ncM4kP3rgY\nrUYKWH/4cC1ms4OY6K6PCWsrugb2T8HYxvdLpRJIiDcQGRm8mWTXrir27atm4EDf2aqzbx1BfHxg\n5PahB8ZjMPjGGoYNTWP5kpt46q7AuZ0Op8yWrce55IpPKDxa57Pu8/UxvPRjb/S9ZyKI4fhFmK7x\n/4XwEgThTkEQigRBsAqCsFEQhOG/9DX9GhBUaqSBZ7cuiEpAe/kfO38A0fdLVt67HixWcLpwrd6I\nXLICQaVGc9PTSIMnIw2YgOaah0Hd/kgNIb3jgn7/7seTNFRXYH3zflj3Fa7v38b+xbOIyb4mlTgd\n2B67EPnI9tZl1iavfQLA8QUrsbQRWi5TM0UffdvhdclOJyumzOITKZ8vIgZjyE6n9wO3ED9iAD3u\nvJYBT90TdD/FrwNQdjpp2F1A0fvzWDxgBo76Rrbe/VfWXXEvzmYLgihS/u2K4MdyutjxwHPe181F\npWy58ym2/elLjny832fbho0HKH1nMVXfrsdgNzD2mZvo+bvzGPTKI+hzUlAUhYa9h9h488NsufMp\nrBXV/qf72ZEri3BvaRWWrhUfo1ia2HCwlMqWSEaz3c3yguDXmhmr56ohGWTEeCI+KlHgsoGtqfWq\nJhtNnZj9V2GyYXG4qTTZ+WRbKVtL6js11gdA71eL12BztiyXuO2sbtwyOod7J+SSn+wZZH28wcob\n647yyupC/r2mkIX7KpneJ4XxuQne+i9Z8TSj3DA8ix7tGKRmxOi5sH/notpdobbOwoABgZ2pZouT\n0rJG8nslMnVy5+xIgrFrTyUXzWxtHEmIN6I3qLn/3jEh9/lpQwk3zRrKvXeNZuqUXB5+cDxXXdGf\nEcMChdQzz61BrVZxsv8jLzeeV1++AACdMbRIbWp2BDjzTxiXw/tvX+rT1nxaewAAIABJREFUABAm\nTGf5xaW6IAhXAi8AtwGbgfuApYIg9FQU5Uym7H+TqC+7H7HncLCZkfqP69KQafW5N2N//zEwN+DM\n7Iuq7IBPV7di8aQUxbhUNJfd71mmKB6PL0J3ValHX4hLdiMf3uopZhElxAETkAs2g8uJavJ1iElZ\nQfetPriTTEer4ap8cDPaBz9EMTcilx+B5nqQgz9U5arWjsJgXYqamI677w68+D5VKzYC4DJbWH/t\n/VzeuA2Vvv20Tuq0saRNn0D54kCn/+bCElZMnkX9Dk/kruTLJR1eh6Dy/Nd1NptZPv46LGWe9Jro\ndx2Ky82+O1/h7MVvEZmdx961bxM5ZRBxl42gWTiBq8LMj8OvRrZ5BE31qs1M37vwf27d0VUcS97G\nUaOCzCneZe52WtwEQeCW0d1QFCXgXtYcqSFEyZAHRUYQRZ86q3qLkx4JwcWOShQCBJnJr9ZMp5Jw\nyQrbSus5UNlEnEFDjyQjW4vrSYzU8t3eCm8RO8D20gaSIjQsPeArLhWge4KRzFg9q4/UsLm43uvj\nZdBIDM+KZXROXDs3d2o4nW7uundh0JmJWq2KpEQjd/1+IZs2n3qnqMGgYumyI97XlVXNLPvhCDt2\nhW7aye0eiygKzLp+sHeZ3e4K2jmpKNDYaCMtNZIXnz2P7t3jULXMZk3K649K2o6rE7Zut940lDmz\nR3bhzsKE8eUXF154hNabiqJ8CCAIwu3A+cBNwLO/5IX9GhBECdWgiQHL5coilKZ6xKx8BG1wqwQx\nLRf1n95n94lmGtwCaqeF/O+eJuJEEUJKAmL31qHNckM1isOG4z8PtHbJBbuetDzE3EFo8wajuJwo\nNWUIETGdHnxtj01DEQSElqeiKyETwRiNdtZTOOa9jHvbspD7Kvs34vxpPuoxF5N+wUQyLp5C2fzl\nACScNZjcWzueAWkuKvU9ptOF/UQdqqz2IwyiSsWEBW/wVcJInPWBHXX1u0KnVv2RDHqGvvwwAM2F\npV7RBSBbbYhaNXJLnZE6JpL+T9xF2nkTcDSYqN23n55vzPaKEVW8kcTpI6iatxaAxv1HsNfWgwJb\n5jxJ0+FjZF1+Lv0e7XqzwqkipnRDGjEd9+bFnvsdeQHujQsYrIlmf+IQTLo4NJLAhNyEDo8VTEBa\nQ1g4AIguO4pKy4DUKHb5jRE6q3s8Vc12SuotGNUSDreMw62EjIKJAl4n+xqzg0+3llDYIlyO1VnY\nXtb+qKClB6oDCvvPbklNqiWRKb2SGJ4Vy6biOiRRYFROHMb/0bzR+npryEHVPXvE8cDDS306/7qK\nTqfCanVhsfgKVq1WhdyOSs7MCOykVaslIiO1NDUFTyc3NTvo2TMBRfatJwsmuoJZWOTmnl7DQpgw\nv6jwEgRBDQwFvIUoiqIogiAsB07NEyBMh7g2LcK5YC4oCkJiJtrZL4T0bqqwyTS4PQ8vp9pA8cyH\nGFi6EnHwNES9p8Db8c2/cG/pOEoDni7Jkw9DQaVGri3HfXg7Uq/hIaNcbUnL60PhpDkk7f0BxRBF\n3EWtgkBp6tjZ2r1jBeoxFyMIAuPnvYbLakNQSUidHAmUc8NFHHnrC++3sTE7DX16x8agstvNt9kT\ng4ouzwadM2FMHDeU+BED2PvXuZQvXk2/x+9EmxCLvcZz7/q0JM7b/R1HXv+Mgn9/iL26jsrlG+gx\n5xokg464sQMCxIg2tTVCEtkjB21cDGsvu4ey+Z7RKA27C4jskUP2lT9fEbFm5l3I4y5DkFQeq5CN\nC4hyNHLTjuepNSSTPOcZIqJPrYYpJUrH0RAiIj4mkkSjNkB0DUqLIkavZtaILLYU11FusnGwshlC\n9jz6Ci+Aii4UfCdHaKnyq0MTgOFZvj9QovXqAC+x/wWmECIGYM/e9tPTKpWIy9X+59sWJPU7YVwO\n557Tgz75iSxbfiTAMR7gmefX8umHVwAecfjZl3tAgccemsBL/95AdXVzQEfk9AFGvowZhttqo9/j\nd5J51418NS9wBuTjj0xk2jl5PP3PNSxZegi3W2H8uBwmnd293XsJE6YjfumIVwIgAf7OdlVAr5//\ncn4bOFd95hUOyolSHAteRzPzzqCRL/90jrvhBK6ln8KaBWhvfwlU6k6LLsDHrsD54ye4VnwMeAr5\ntXNe7lB8xevVRE6Yjn3suRjUElIbEaEaNg3HoS3tnz/ONzIVLEV48OX3Kf16GZF52Qx56SGfFOT+\np9/0+Qk84p2nEaXAgmN/jrz5Gdbj7Rs4RvTIpvlwYAeXNun/sXfe0XGUZxf/zcxW9S5ZzXKVe+/G\nlWJTTDG9txBKQgJJgISEQGgBUuCjh15D6KaZYnDFvXdbsqzeu7SSts77/THSaqt2JWwTcnTP4eCZ\neafsamfmvk+5NwFbTQO66EjiJ47i0D8078L6zbtRTEYWfvsa+x54FkerhczzTkXW6ahetQlbjVYQ\nXPHFao786z/k/uoq1FarV/pNOF2Uv6lF/SJzMlm44hUkWabV5zpa8gILv4YLlyrYeKAah1Nl5qhU\nTAGKtH3RJfYqxSahTDoV144VGF02sqfNRR/bd1X27PgINhR6F0tLwJmj0xiXEcs/V/qnqfZUtpAU\nbcLqcPmJogaDWa/Q6qFOnx5roqC+LagIaHa8mRiTntFp0Xy427/RY1RadFjnPR7418s931eBoCgS\nQwYnkJcf3vflifPOGck9d2uR+uzsOAwGJSA5s3QSQofDxQ03L3PbCuUMjOOjdy9l85Yybr9jufs7\nv/ziMSTfdQsOpxYR3vOnJ3hoTxSHi/zV95OTIxEq3H3nXP5wx1za2uwkJUX816Xh+/HTw49NvILB\n1watH8cSLu+Yurp7Fdb965GzRqA76TyUEd31C+mRRiosdqwuFcnlIHPbR9qGDguO5S+ijJ0b+nwj\nZsChTWCOQn/OL7svY49HvZPdiuvgprCiXgZFxhDAh04ZPQvd4p/h/Ool7w2SDAiktMEYQjQXlH70\nDTtu/yugWfo4WtuY88GT7u0NW/d6jW89fJQBJ4cOzqqO0MXcLpsNSa9DeIyVjQZOXvUmztY2ogZl\nsvtPT3jt07w/n/jxIxhw2my23HQvVd+s59DfX0EX6d3VZW/WXizD7rrC68VR/u/vcLW0kTJvGnM/\neRZDrPZyz1p6Ks378tzXkHHm/JDX3xP++s4uNh7QiOfwzFgeu2E6el34vT2G829HnXsh6PTI8T8s\nwjMsOQqTTsbqEYVZMCyJLSWNnV2M/i9WVcC3h2tIjuy5ccQTrTYXElqxe0acmYXDkilv7mBTUQOH\na/wlVxwuwQUTMlhXUOeVvpSAeUOTmDs0dGr1uKEPrji/vf0knnhyfZ9Ot/yrPDZuLuWyS8YzYVxa\nQNIF0NDQQW1dG21tdi8vx6LiJsrKW1j7fZEX0f3qm3yudXbLfexLyA1IuqKjDWzfUc6vbvscJPjt\nbbO57JJ+va5+HBv82MSrDnABvk/SFPyjYF64/fbbiY31zu9feumlXHrppcf0Av/X4Nj6VQBxU8Bp\nRy3cg71wD1JqDvpF16LkTsWgyExLi6HV7kT6vxswtnSnFdSCXVpBfA9QZizBsORmhLUdDEYkz07J\n2GSo9aiZCsOqJhQks3/6SRk7B8PFd4W1f1Mn2ehC+RercVltKCatVT5l/jRK3tM67mS93i0DEQpD\nf3YhBx97iY6K4GmZjhKtVkuJMKOLiiAiK43xD95GnIdkRcaZ8yh48T33cvpZWlRg/yMvuCNxloIS\nBl97Ps37jyBcLswDkhl89XkAROSk41A9mhNsDpLnTGHBVy+5PyPAuL/8iujhOViOlJCxZAEJk/pu\nbt1ksblJF0BeWTNHK1vIzepd1EpO9u9U6w1qLTbKmzsYEGPinLHpvLuzuxB8VX6de6bnUgU6CQJ5\nKMdF6KnthR2PQJOuuHr6QHSyxKDESCINuoDEq6rFynPfH/WK4gLkJEa4a7uqWqwU1LWRFGUgN+XE\nRcDOXjKClauP9sqy5+lnN3rpcvUGNpuLqioL/3xiPTOnB3ew6LA6yT9Sz/ixacTEGGnpTOdGRxtJ\nSY70002rb7SxK2Uso+sOsiF9OlsHTAp43OSkSF57Y6e2IOAfT6zn9EXDiY8PX2C4Hz9NvPPOO7zz\nzjte65qbj60R+o9KvIQQDkmStgMnA58CSNp0/GTgyZ72ffzxx5k0KfBN04/gcH7zasgxoroI+78f\n0gyTY5PQyRLxJj229BxUD+LlZbjdBVMUhmsegPYWcNpxFezC/vGTmip6bBKO799FNFShTD8LZehE\nnB6SD8617+Pavx5RUYAyZDz683+DpO+dNlCgIn0pPfwW98Sp47yWVauNhp0HSJ6pdU3NeO0RYkYM\npqO8mpwrziZ+/Igej7f/kReo/GodceNzOfPAcuo27aJ6zRYO/vWFoPu42juY8Mhvyb31Sr9tmeec\nwvzlL1C9ajMJk8e4664MsdF4yj+mLpzOyDuux1JQQuKM8ZiStDousxKLU+1AIECVyFm8mHE33xQw\nXTro8rN7/GzhwmzUYTIoWDttbWQJYnsROToW2FPRzMe7KxBoEaQFw7yjR758IhC/SI02snRcBivz\na6m12NDJEkeCiJd6osOpsqusiSmd9VnxEXoUWcLlU7MkgOrO1JlRkRBIxJl1JJj1vL+zjOx4M98c\nrnXvt2hECjMHHb9Cb+FqAUcN//m4lr89sdO9PqW1ityGPLakT8WmD05EfAvl+4qa2p6/Y6EKKqta\n3TIRJpOOB+47mehoI1dfOYn1G0q8jvFtzkI2ZMygXe9fWpE+IJrJEwfw2XLvCZgQYLeH0fLYj588\nAgVwduzYweTJ4U2yw4HkOyM40ZAk6SLgdeBGuuUkLgBGCCH85KUlSZoEbN++fXs/8eol1NpSbE/c\nGPZ4w43/QMnu1tURLifODctQa8tQ964NaIytW3IL+hlnIVwubE/ehKgr1zZExiFFxSKqPWqHzFHQ\nEVzlXrfwcvQnXx729XbB/tUruDZ+CrKMMvEU9GfdhCSHl9ZyWW18kDgNV7v22SRFYUne10QNDt83\nsgtHXnqfLTf8yb2cNHMCY++7FWNSPF9NXhpy/8hBmQz7xeVY8oqIHTMsIBHrQt2WPaw79xY6quoY\nePEZzHzrb0Frz1ThwiUcKJIeWQpda/VD4XCq/PZfmyioaEECzp8ziGsXH7sSTovNiSoEMUFsgOwu\nlUdXHPaTkEgw62nw8ETsqm9QJALKTVw3fSDZCd4v60e+OYS1R20KDSadzK/na5HLlXk1bC3puaOx\nC/EROhqDEJjECAO3zuu7blZPEM56aFkBuFh6QyvFZd2Rq7kl6yiPTqcgPvC5FUXCbNZjsfxwo+7U\nlEiuumIif/un5m8aqFB/3pwc9h+o8eq6TEyMYMqkdO783RxMRh3Pv7CFN//d7eKh18t+2lyyDP95\n62JefnU7X6844rUtJsbI6hXX/+DP04+fJjyI12QhxI5Q40Phx041IoR4T5KkJOB+tJTjLmBRINLV\njx8G1951YY+VEgYgp+Z4r1N06OdcgHPHCtQAsg1S+lB0EzWJCdHa0E26ANqaEL4pzh5IF4Bo6X1R\nLoBh8XWw+Lo+7auYjMz9+Bm23nwfLquNcQ/e1ifSBdC029tUuG7jLlYtup7JT/8ZJcLkJnfB0FZY\nxq7fPepePvi3lxj5+5/jaGwh+8LFxAzvFo5NmjaO8yq+x2W3oxh6jibJknJCCFcXvt5WSkFnl6AA\ndhyp49pj1DuzrqCO7/K0R8WMnAQWj/Sv/yppaA9IpBp8jKgFcO7YAVS32thY5F18P3twoh/parE6\nwiJdoPkyPr22gA6HizA1WAGCki6A+nY7u8ubGZ9xHMzJbUWAi/c/t1FZ7U1QIh3ttBiCa965XOIH\nky5Jgrt+N5eFCwaTlBjB4MEJ5OfX0dxi4+VXt3uNXbOuyG//+vp2vl5xhJraNq69ahI/u34K9Q0d\nbNhUwtDBCTQ0dXD0qHcX9ML5gxk6JJGzzsjlu5VHcXbqoyUmmPnHP8/k7W0lWGxO5g1JYkRaaM2/\nfvQjGH504gUghHgWePbHvo7/NQiHHeeK11GrCpGHT0Etywu5j5Q2CGXMSeimLg5umGwP3FquzDrH\nvY8UFYcUl4Jo6kxNmqLAYQ1tJ9QVd1B0KBMXhrze44EBp53E2QXfuperV2/GUlBC2qmziQyh1+V1\nnEUnkff0W37rK79ax8DLlnD0pfd7dV3tpVVs/8X9AOx74FmG3XwpceNH0l5STs7lZxM9JDsk6TqR\neGNFHh+uPYqvkoDtGKVs2u1ON+kC2FTUwKTMOFKiu9PTFc0dFNSHTgeCJoQ6IjWakWnRlDV3UNrY\nQaxJx2WTs0iNMVFrsbH+aD2yLDFncCL6AA0ePaHtOKSqPt5TwcGqFi6elEmb3cWaI3VYnS5m5iSQ\nHvsD6pFkE4cLXDz6rNWrrmtStIVR9Ydo10ewJjJ8P9XewmjUcdEFY9zL06dmMn1qJs88t7lXx9m5\nq5Kdu75g9KgUXnzuXEwm7ZW3eMnrfmPrGzR7rtmzBvLay0vZf6CG0aNSGDkimb+uyHML1f5nZznn\njVMZn9H3zlrhtIHDAqZ4JOm/wkCmHycQ/xXEqx/HB46vO1NuaIXw8qCxIfcRzbXoF/TcoKCMn4dj\nwzKo92l5b+42GtCshP6Kc+Vb4HKim3sRams9jv88EjBF2QXdmT9H0umRs0cipw0KOu5E4dATr7m7\nHA0JcSza8j7RQ0J3XgJknLWAeZ89z/6Hn6du4y73+ughWTTs8Lb20cVEoouMwFoZXqBXtdk5/ET3\ny2PvvU8x+70nGHjhf4f/4sYD1by7+mjAbUtmDjwm5wgUOBIea9ccqWNVfnjfZ5xZz+KRqZj0WiRw\nQkYcCEiJNhIfacDqcPH6lmIsnfIQ+TUWfj1/KNOy49lS4h050SsSMSY99b0owgdIiTLQ0Gb3K+oP\n1eJ9qMbCJ3srKW1qp75Ni+LtrWhhaFIE84elkBnXBwJmGsG2nRv9iul3tEYy7tRzmKVY2dIq0eE4\nfqUqp53xGjOmZ3Lh+WPISI8hISGCWTOzefm17oiXyaQL2vHoif0Hanjxla3ccuN0FEXGoPeP+Gak\ndzcrjBqZwqiRmk5hZYvVTbq6sLGwoc/ESzQdRex9CVxWiM6G8Tch6X64oXk/fjroJ17/w1CLfEQB\nY1NC7iMPCC0OKJmjkRPTUT2Jl6JDGeltoyEnDkC/9DfgtCMZzcgMQbnnfaz3nw+OwC8lyRzlTlf+\nN+DIv951/9ve0MS++59hxmuPeEkydFTXse8vT+NosTD8V1chKzLt5dWkzJtG+pnziR07nP0PPUft\n2m0kTB3LuAdvY9Vp3vUig648l6oV68MmXoGw/pLfsOuuv6Mzm5j0+B9InpSL3dJO3gsf0rjrIGkL\nZzD8V1eekKjYY+/uDrpt9uhjI/gZadAxd0giawu0lPTEzFhSo7tfYOsKtIlArLWeofX7qU8eTkxa\nBi3CQFFjt/m4QZG5bHKWO1K2t7yJz/ZpKuylTR00dTg4eXiym3QBtNqcHKpu5YzRaSwYnkxRvYUv\n9ldjsbtwugSD4s3MHpRIXZuNXWVNtPvUE+kVycsiSAKunzmIg1UtLNvrrQBvUCTGpMeSHGmguLGd\n6lY7De3e98/+qhav4wEcqWunuLGYW+cOCVr/FgySpDB9TDYS+QgvozCJ15pzuPD80XR8uN9vv+ho\ng5fxdRciI/VkZ8dy6FBdWJ2RVqsTq9XJ58vz+Hx5HiaTwqmnDKO2xsLMGVlUVVlITIzgt7+exR/u\nWUFRceiauVdf30lBQQNZWbE4ArgXjBmdFmAviDX5vybjI3r3fXpCFHyqkS6A1hKo3ARZ8/t8vH78\n9NBPvP6H4DqwAbXiKPKQ8ahleYhK74iDbsxJOGqKERVH/Hc2mJHiUjSi5AFht+L45jVEbRnKyBno\nZmimsl71W4Ay4yy/mjBX/g7s7zwMtnaUCQvQn/9bTaHd6V1b44behJw9qncf+jjCVbQfp08bceEb\ny7AUlzPqd9eTfuZ8JEli9ek30LhTi2CVfPA1qk178UQOySYyM5WaNVvRRUcy9+NnSOvU/Bp28yXU\nbdoFQqBEmIgbm0v+M2//sAtWVdoKNYmEwl/cTJXByaGDqvtFV/nlWuq37uWkd5/o4SB9R355MyU1\nFoamx2DvQal8+5E6Tp30w6QhurBweAoTMuJwCUFylHcHrEEnI6w2Lt37HLG2RiiEAymT+Wz4ZV7j\n7C6Vj/dUcONsLcK6vcz7b17c0E5ChMFPiX5zUT2KpOmCRRv1WDpTiQLYVtbMVQNi2Fzc4Ee6jDqJ\nG2bmsLGoke2lGmE4dUQKRp0cUJzT5hLucWa9wqTMWFqsTvZWdqvrR+gVWlWnX/2YwyWotdh7TbwA\nhs06jY/+Fck1v9tDc6v3gT/4yJt0ZWXG8NxTZ1NZbeE3d3zpZ9fT1ubAZnWRmBAR1HqoJ1itLj77\nvLtmcmRuMoVFjfzt8fXk5iaFRbwA1n7vL1AMoNNJTJwwIOC2CIOOk4cnszKvFgHEmXWc/UNMyIXa\n83I//ufRT7z+R+Dc/AWOT5/RFlb/B3TeD1pl+pkoI6cjZY/E9vdr/NN99g5ETTHONe9iOPdW92rH\nF//Cte1rANQjO5Ci4lDGnAR6j9C4JKOb4B+lcnz8f27fRteuVUgZuehnnY3upPNxrvtAGyTrkAaO\nQk7JQjfpVOTEwA+/Ew3Ht2/iXPUOHdX+Bf61a7ayZs1Wcq44m2kvPOAmXYCbdAG0FZTQVlACgLO1\njZWnXkvGmfOZ++lzpJ48E0NCLPb6JlztVrbecu8xu3a9HoyKk/w81S+6UPLel2w0GZn63H3oIo6d\nJtHq3RX84/09qAJ0Ss/K3k8v28/03BRijpGkREKQ45w3Lp0VG3drpKsTdtn7vpBVF6qs0GLtngzE\nm/UUeYwx6xUUWUKRJFSPL7S0ycq7O8vJjjeTm+qvqfXZviqarf6TDJtT8NGeSq6bPpA5QzS5liij\n9iiuae254aLD4WJ9YQPpMUZiTTqarU5MepkFw5JZebialgC6WclRff+eB06YzbBhtWzb4V1W4Pu7\nSkyMID09hvT0GEbmJrNlm79ZtqfAqS/SB0RTV98etmTDwcNaZLi+vp3YWBMGg9InuYe4OBPz5w7i\nzNOHM2xocGmOOUOSmBOGN2g4kAafgdj7KggHSDLC1oTvHSPUDnA2ghKLpPTNGqsf/73or+r7H4Hr\nwIbuBaGCw3vGqQyZAIAcGYPxlieRR8xAHjIBefx8r3FqqbdZs1pR4Les1pQgqj0sZISKFOP/0BI+\n5M75xfPYv3gB/eLrMFz/KPKomUhDxqGbsBDD2b9Azhwe7sc97nB+ryn0GyODd/8VvfUpqt1B/ESP\nKF1PdiJCUP75Knbf/U8qlq/FXu8xS+9Nq1sIOBxw+LCKM0jpS+Eby9h731PH5Fw1a7ey9/6n+fa5\nT9wfwRmi08/pEjz3+YEexxwLDEuO4sbTp0JEdwfasPp9xFi7OxZPKv6S+I5aJnmIuS4amUpCZypJ\nr0hcPDGT1UfqcAT5G5U0dhBj9J/DNnY4gv5ZK5qt7K9qJc6sd5OuLlIVDipabDR31jYNT4pk2d7K\ngKTLpJPdx+8rTpoduiZv1+4qTj39Vf5074qApKsn6PUyj//jDF5/5XzkAK4BQND1AM3N1j5rbJ13\nzkj+/McFTJ6U0af9+wIpYQREdaY1hQrl3yNq97i3C2cTNH8OllXQ/BnC0bPVWD9+eugnXv8jkBJ7\nCH3r9MijZrkX5eRM9KdeiZTsL5Mg53grlHcRNu0kEvKQ8YHJRYB1+oWXgc9czrVhGaKlnpaNX6Ae\n2IjI34Hj4ydwHe72ghNOB2pjNaKzA1Ity8Ox7kNcR4PXDR1rSBFaBGPqOamYY4K/uJr25zP/yxcZ\n+vOLSJo5AdOA0J1epR+vwDzgR7R/ASxHe/dyDITy5Wv4bsFV7L7vGax5R9Fbw08hhTJNPlZQ9AYM\n593mXo50WLhm1+OcfegNLt/9FDPLV3FBdA0nD0/B4VLJq7FQ2tTOpZMyuW3+UO46JZfMeDM1PZhE\ngyDFmhewFqgnfLK3gq8OVLnTsrLke7dommJJISKDeyr9LW+6YHWqrPZoMKhvs7O9tJFSjxq3ULjq\nioncfdc8JpuaiLF6TBZ8VeEbOlj+lb/PZSg4HCqPPLaWbdvKOWfJCJQAEdOzzzr21r0L5w/ilzfP\nOObHDQt2Hykdm0d625YHoity7gLrwRN2Wf04MehPNf4PQNitqDVaSgtFhzx8KmreNnBpaQ5l5Ayv\n2hHRXIftxTvBqrXZS6k5yAMGISVlopt7IWp5PqLDgjRgCCIiCnnYZKTIWJRx8xBVRThX/QcpbRCi\nSot66U6+AinSX0tIN+scSMrA8fqfu1dKEsgK7cWH8ezjqT9ykJTcqai1ZdhfvRvRXKddzylX4njv\nMVC1Ga3+wt+hm3D8ZSb0F95Bx6v3EZ8uGDI1ln3fBdYUK377U0beeQOtheVenYs9ofVwIQ07DpB1\n/mmUfuivh9ZbGBLjsdcHT+MEQuzooaEHhUDZR98gVJX9s0/j4MzeNUQMSY+lyWIjLqp3zgR9gTJq\nBvqL7sC58TPabA4iagoYWddN4o1pWThcKq9sKqaypTtKmxFr4uppAylsbKfQR5JiZk48u0rrcbpc\nLNRvJblkPw7rFUD46VtVwKbiRlptTi6cmIlRp7BoZCpfH6xGAGPSYjhtRAoxZj0f7CpjXw8Eqycc\nrW9nIVp33iubitxF+OeNSw9bA+yCpaMZ8P7L3NuY0L0ySHQ3IyOa8nLtWpOTI2hutoWMSO3aXcnO\nXVpTQWpqFNXV3sRk8aLhfL78MM5APk4e0OnggqVj+fCj/TgCkHu9XuaO38xh/Pg0hg05fqr/oSAN\nmIYo+rrzoiIhyWPCK/nU40n9r+n/NfT/Rf8H4Nz0GaKw07zZ5QS0Pe+OAAAgAElEQVSXA8PPHsG1\ncyVSdDxyzljUigLkTusctTzPTboARE0x+l8+hSQrOFb+G+d3ndpTepOmvQVIscnIg8bhWO5hdZOU\nCfYOXEd2aPpfOaORIryFBXXDpyDmX4xz9bsgSegWXYsUFUdx7DAS2rQQuopES1ouKYDzuzcRnbIU\noq4M56p/u0kXgGv36l4TL5fNTvE7nyNUlYGXnBlWbZMyaCxR939I4ZvLsFl2M+v6yRx64nUatuzx\nGpf//H/If/adIEcJjsI3ljHyjusp/eibPtvBywY96UsWMP3FB/nu5Gto2hl++i5y4A8oDu5E9DAt\nBdWc3Pu6vDe/zef9tUd56NqpjMjuux5SuNCNX4Bu/AJMQMuHT6Db+S1CkqkafTJl8cNJq2vzIl0A\n5c1Wtpc2sqOsycu0GrSC9zsyd0BNt5WO8ItXhYfihnZKG9v55lANkgSXT8nku7w69lW1cLCmlQvG\npzM1O4H9la19+qkMiNGmON8crPbqfNxe2tgr8dVRd91A7JVvESoZetrJQ7nkonGUlTdTUtqM0aRj\n8MB4/njvNxQcDVwE7xk8qw1gEVRTY+mcPIZIYzvhvQ/2oQbJ8aalRnPB0r77jh4rSDmLEKoLKjeD\nIRLhtHf/ekyjwFENrnqQY8A8oYcj9eOniH7i9ROF2lCFc+W/QXWCr5+hrR0leyRyZi72dx52Eynd\n7PPQn3EDUko2KDq3mKmUmoMkKwghcK7plk/oIl2g6Xs5dn7nfZ46LV0lWupxFB/AYYzEeMOjfpIU\n+lOvRjf7PJAkJLOWwrMsuIZV62OJ76inMmMip4+boh3L5T0zFj7F0FJc76QIhKqy8tRrqF2naf8U\nvPQBp6x5E1kfXpfXoCvPZdCV5wKg2h1s8iFegYp4JJ2ORTs+Ysv1f6Rh696AQkyWIyVsvfFeYkcP\nw1JUhnC60EVFhoxcSUYDub++ivhxuViOlOBsa6ejvBqnJTyRUAB0Cmmnzg5/fBCM+M21tJdVk7+3\nisC9Yj3Danfxzuoj/OWqKT/4WsJBQ7ud93eW4xpwDiOmXU1Lu52Cylba91ehC2Ip9fWhwKbmeyua\nWTIiA+FBvBKlJspEYEmCniDLEq9sKnb/RN7eVuZl2P3B7gomZcYyLiOGvRUtYZcDZsWZyIyLYOHw\nZA5Vt1LY4J0Kju5l7Vf8hJH8872bueaGZTTbpaARr/KKVmw2J7f9rru78YbrptAWQIXfbNbR0eG9\nPhBpeuiRNX4WP8EQaP+kxAgSEszcd8+PI8rsi+a6EvTFazFJdnC0InY8jjjpYSRZQZKNELsYIZxI\nkg7VZUd0NCCZ4gN2vfbjp4d+4vUThHA5sb9yN6KxSlthjoLIWGhrBkWHbs4F2riKI6geRffO9R+j\nW3AJclImhiv+jHPDJ5pu1iLNXkeSJDCYg8s9FO3t+cJsbTjXfYDhojv9NvlGwk4blU5ByjW0252c\nnhwFElS324mMTkKRJG0KLOugo7tlHoMZ3cmX0RuUfPSNm3QB1G3cScvhQuLG9L6Q39EcXqpHkiV2\n/eYRFJORYbdeSfO+PGpWaYrbkl6HcHS/aJr352NKS+aMvZ/SUV7DijmX4Wz1JlHGlARsNVqcQdjs\ndJRW0bB5DzVrtgBQ8NL72BtbCBeRmWmYw6hFCwVZr2fKU/cwxu7k0Xd3U1pjYdKwJL7YXBr2MYqr\neraNOpZYvr/KHdWqaa7y2uZSe1dzFm82QNZ8JNWBpfYI25piKRehdfICwepQvXi5L21wqcLt7aiT\nJQbEGClv7rn7EWBochTzhmp/52qfbkm9LAW0VwqFgSMzeebFi7jqug8I9pUlJ0dwxbUfeElKvPL6\ndlw+TRc6nexHurpufV/YbMFTlQaDjD1AY4EnTpo9kD//cUGPY04kthw+wslSdwe0pDo0JXtjdwRS\nknSoRd9A0VcACGMcTPs9kvLf407Rj76hn3j9FGFp6iZdAB0WDNc8AKqKlJSB3FVor/e5QWVFIzOA\nMnwKynD/SIPh/N9gf+v+vmvLKOHrBQ1J0tqkW+xOdlY2E3t0K7mbP+0eoDqhySPiYO/QyGVUfNjn\n2HbzfX7rvjvlGhInj2Hmm49hTAgvzSWEwFpdF3ogWmSs6luN8Nau2+Zen3XhYmrWbHGTqC5Yq2pp\n2L4fe32TH+lSIsx+41Wn0026gF6RLoC2onIKXv6AYTde0qv9uuCwtCHJsjtlazLouPfKyQC0W529\nIl61zVZ2FdQz4QTU21jsoRXOw4EEzBmSqFm95Czi49oRHHUGbyyQgJFp0ZwzdgBVLVbe2V6G1aP+\nyFcVvSc4VYE1gPhnIKzKryMhwsDY9FgGJ0ax5kidO1o2ZWA80X3Q9gL48OMDQUlXWmoUBQUNtLR4\nNyP4ki4I3GDhS7rCUaYfPjSJ884dyYcfH+DAwcACxMs+PcglF41l+LAft6mlCzUiGYswEyVpTQ5t\nRBBl8JYkEaoLuurAAGxNiMKvkIaefSIvtR/HAf3E66eIqDik2GREc+dDJioeOTMXyRzlNUxOzUE3\n72ItfSgr6JfcEtx/sRPKiGlI6YMR5QFEVj1hMGnq854EzWBCt7B3ESmA8rwDuGKzMDdVhhwrxfTu\nwWlr8K8psVXXU7F8DTvveIwZLz8c1nG23fpAUIFT3yhWMJR+9A0Eecm2HCzA4EMCDYlx3pITnRh1\nx/XUbdhJR3nf28ztDc2hBwXAytOupWqFRirH3PtLxt13q9d2q8OFIku4eiGPcaC48bgSr7waC18f\nqg6bsISCAA4eLmBs+iRqLTaO1nmTLrNe5qzRWt2bLEvkpkQhd6aIBiZE8su5Q9hS3OBW3O8tWmzh\nE8gu26KseDNXTRvIoepWEiL0TMkOf/Lii8Ki4Onw6hoLVdXHLooZjh3QvgM1WNrtvPPGhRzOqycy\n0sCmzaX844n1XuN+qHF3XyHaqqFuL5jiIWUSCBeLovbR3mCkXZgoV1PIHnMK0b6ejcKFX/zT5R25\nFEIFWwtCMUDJSrA1IqVMQkr68evY+hEc/cTrJwjHFy+4SZeUnIXhsj/6ka4u6E+7Gt28C0FWkHxr\nwYJASsrqkXhJA0dj/NmjgKZOr+ZtRYqOR5l1HrKh911qSukBiM2iceAEMncsQ3YFSXUC6HoXZpd0\nOoQ98PHaS6sCrg+Eo69+FHRbOKQLCEq6AJr35TPq7pvQxUThbNFeXC5rYAmDvGf/jSkloUfiNfCK\ncyh+65OA20ypSeRcdlZ41+yBgtc+dJMugL33P4N04XmkZyWR2FnAXVTV2iPp0isS8dEGapq6P9uI\nrNBRR1fRfhyfPA0OK7r5l6KbclpY19xud/LujlJCSIv1GrW19ZTu2IRroL//6eWTs8mIM1HWZEWW\ncJOuLkQZdQxJiuoT8TLpZBIjDWGlGkGrRTta38YpuSnkJESQkxDR63P6YvasbHbtDjxJCscO6Hig\nqKiJ+voOxo1No7nZSkeHk/T0aCoqtPKAyZPSGTv22FhVCZcNrE2awbVH2k+t3AJHPtKagQbMQB5+\nPqK9BrHjCXB1/t4tFSApJDRtdYs5xWZPw5w2xO88kmJAJI6B+k7rN1kPOYu6r8PRhtj9PFjKQZLd\nk2BRswsm3ooUm3NMPm8/jj36iddPDGpDJa7Nn7uXRW1pSDIiGXv3sFVyp6LuXhV4Y2oOxmsfROos\nRtblToHc4MXRQgic33+IWp6PMn4BupHdujlqcx32//yVzIojGGsKOTrvZxTMuY4hq19ADtS9pDcg\n+aZPQ0AXE4mjLkAnlSQx6OpzQ+4vhEr5tg2MevqXVLz1LfUrd4bcpy9ImDyaPX983E26AFxtgbWW\nCl/7mIgQXYmSUDXSGUBFdcTtVxM5sPeCkW1HvW2i7EYzv//3PmRZ4t4rJjIlN4XvdpYH2VuDwyWw\ndDiZMjyJ3UcbMOkVbCEiUUJVsb/9ALS3oLoEO2/8E3XNj5IwfQLTnv8L+ujAkw6ALw9U90i6xqZF\nsbcPdWa10Zm8XA1j5CYGxJjctWPj0mOQZHhqbQEN7Rrhn5QVx9ljujs/2+xOVhzqW7TS6VKpbgmP\ndAHUtzuob3fw722l3L5gKEZdcEHgcHHd1ZNob7Pz2ps7+0S0dDrZK81oNCi4VNFrbTdFkXF1TmaS\nkiJITIygrc3Oldd+QFl5d/p99KgUnn1qCfpj8NlFew1i17NgbwFDDCJ9FjQVaJGoVo8Ue8V61KQx\nSG1V3aQLoGYXRHvbZRkb96J+/z0oeqThFyIljtTO1XAYKWkUImm0do6odCRZh3DZobVMa+ywdN5v\nXqUhAlqKoZ94/dein3j91CAHeHgEWvcDoIybh+PbN6DBPyLUNXdX68rA2o6UPgTJ4/zC6cCx7Clc\nR3Zq3Y1GM+retdo+e9dBpw6XcNixPXkLWC1IQEreOlIKNrm1xwJBGtz7tmphDZxeGP2nmxl0eeha\nCYuzlohxmUSMy2TABfPYMOtWLPsKQ+7nZ+znAfPAdDqKPSxYJMi65EyK/7M84PhAqUxTahIdlbVB\no3k5V55D+pnz2fqL+7WmAI+inOrVWxh1189DfwYfDL5uKfsffcF9zsIxGuFWVcHTnxzgtTtTyC8L\nncJst7nYeaQelypwOFUee3c3b/1hAZHBao4cVmjXXqT5m5so3NEMNNNaUIYxMZ4pT/4p6Lnyansm\nVUWNVgyK7K6zGjMgmrImK00dPURdPbCvsoUlY9JYcagGq1Ol3ebkxQ1FXmN2lDYxb0gSsWY9LR12\nXtxYRGuQYvFIvUxbD917IWSsgsLqVLHYXMeEeEmSxK2/mElcnJnX3thBY1P4RBC02q7k5Ei3bISt\nB40vWYZhQ5MoL2/G0ub9Nzl90VBaWu0oisSc2QNZufooiiJ7kS6A/Qdq/KKOfYUo+lojXaD9v7Pw\nPSDaqsHsUxphTgKnz4SqrfNZ4ARx4A2Y/SCUrkIUdj4PJB0IJ1SDKFoBqi1EDa4EMaHdBvrx46Gf\neP1IEE4Hrp3fgcuJPGQCWNuQUgciGUw97ifHpaBbcJmmbwXoFl6OHBe4Q83ZUI+kKCixvdNJkiQJ\nyRQVUDFHVBdhe/luRKmmpiwPm4zhyvuQFO2B7tywDNfObwFQW+s12QoPOL54AefGTxGWZrD6vBSN\nZmgP8sJLzcF4ye979TkAzBmptB72J0qmlPBqipxq92xVNuiJmzYiLOJlTkumoyKwFIEX6QIQsPM3\nf2XwdedTs26bX74mUCozengOCZNHc+Q5fw0x2WggfdEcKr5eh6PRnwjFjBjsty4cROVkcvjeh7F8\nu5aO6DiKRk92b+tKL2YkRVIewgQ5Nd5EdWP3y9ruVGmzOoMSr9bSWto6Yogzt9DW5P37sHR6YQZD\nT2bdAK02J0MSI4iPMJAQaSAhQs+kzDi+2F9NfbtG2pOjjFw3I5un1xylLUB0bl1BvbtY/kiQz66T\nJQ5WtfDh7go/TbAuJETq+fnMQXy+v4p9nQbYqdFGEiIMHKwO3lGbk2CmqKFnJfq0aCNx5r4V0wfC\n5i2lPP7khtADg6ClxUpWVgylpT03hpy8YAgrvuu2LRs4MI70AdGMyE3mpp9PRa9TeO5fW7j/odUA\npCRH+nVGDhwYi6IcI5OWjvAabJBkSJmAZIyBQWcgqrdrNV5Dl8KWHupKXTZw2REVG7vXCY/73xWG\n48DIy73SjMLlgJYiTagVEKVrNI/cnFORjMdfQ68f/ugnXj8ChBDY37gXtcBH6dxgRkrNRo5LRX/m\nz5GiEwLurz/lCnQztBodKSrwjVP31N9pfOtVkCSSfvlb4q+4tlfXqJt6Oo5PAvv5dZEuADV/O85N\nn6CfvVTb1uTTVeT7jmlvQbQHedgGWS+PnIHxij8H3BYKQ66/gF13/s1rnWIykjx7Ulj7K+hxopEv\n1eGkeXteePtF9S6927wvn5mvPkL00GwOPv06dRt3Yi32Jm6STkEI0MfHUPzWp0GOBBEZqe5j+iJp\n1kTGP3R7r67NE3sdZqwzT/Fbf8GcQfzlje3sDKNu6ZGfTePv7+1lf7FWpD1leDLJsdqEw2p3kVfW\nREK0kczkKJr25/Pl+HNAdZE5OgpVMYHc5o7gZV90etDzqEIElSfwREF9O/qmDnQSdHSGlMalxzAu\nQ5NAmZodT2F9e0DSNTgxkrKmnolmVpwZk17hoz3+pMuok8lNiSI73syAGDNfHax2ky6A5EgjSyek\ns79SI22+kKBH0qVIMG9oElMHJqD04HfYW2zcFH7naiDYbK6QpCsyUu9FukCrl3vm/5YAUF7ewm2/\nW85RD3/Lmto2Ro1M5uAh7Tk0dEgCf3sk+G+k10gY6Z1SDARdJEz8BbJR+/1IA09BGqjdM0J1ISSl\ns3A+AFImIunNCGMM2HrnRuFGawmkas834bIjdj4Nlk6LMFkPqjZ5Ec0FMPVOrTu3HycU/cTrx0Br\ngz/pArB3IEoP4yo9jLA0YfzZI0EPEYxwAdiLjmqkC0AI6p7+BzFLzgs78iVcLpSpi3Hlb0M9sDHk\neOfyl3HtXoNkikIaM0tLfXapzavHoIW/vW9WKYCfjY9sMhI/aRRfTV5K1OAs5n3+PJHDM7GpFmQU\nTEoMkiTj7LCybukvqd2wndyHbkCfEEXZG9/QursgyJm84eroXfolaeZEACyFZVgKS/xIF4Bwat+p\no67nB3LO5dqLKe2UWRpZc3Y/5B1NrWEp9wdDhFGH1SM1pFckHrx2KrsK6tlyOHArvy+e/+wgv71o\nLAeLm1BkiVmjUpEkiXarkzte2ERRtQVZglvOHoXt/J+5RXVL91kACzPeeIyOsioSJo9mwGknBT2P\nLEksGJbMd3mhr8vhEnjG0vZUtGBQJBYOTyHCoMMaJP13tD60cK1Aq81y+BSbRRkUFo9KpaHNzvID\n1QEz0/uqWjjwdQtmvYIM+F6F5y46WUInS15SFS4B7Q4XhmMV8QEqq1qpbwjfl7PPCPB9lJY1c+hw\nLSNyk7ny2g9oCtBk4Ckp0dbmIDsrfHX+kEibCiXf9pzqk2TkyMBCupKswPALEXnv+R8jeTzSyMu1\ncbmXIA6+paUrRS+fobZuQivqD3STLnCTLgDaa8DRBj4yFv04/ugnXj8GzFGa2rwjuPGuWlWIY92H\niKYalHHzUAaOcm8TDhv2dx9DPbwFohMwLL0dZWh3/ZNfQbUQforwgSCcDmxv3oc4shMkGSlnTMjr\n7NwTUZ6vPSeP7kZKzkbUFIU8X2D4y7wrY+f08VhQ+fU6r2XVaqNug1YgbykoYfuvHmTCZ/e5z+kS\ndqL0KeQ/8zaVX2n77r/1/wKqz/eE6KEDSZw8muqVm3G0tQfsaFQiTCTNnEDitPEkZkewZ8kiag/V\n0lzUO9LmdUyziSE3XgxA/PgRDP/lFRx+4nX3dlPaD9Mxmjs2jWUbunXqHS7Bx+uLOFgS2AomEDYf\nqmVfUSN/vX4aQ9K7hXW/31dFUacUgSrg5U/2sLTMu85QMRvJOvfkHgvqPTFnSBK1Fht7KnqndQZg\ndwm+OljN4MRI0mKM6BXJjzyFg6w4MyvzvclfpEHBYnfxwS7/KJYvVAFtPnVQgX6OTlUETGNuKmrE\nrFfcYqo/BHX17Vx17QfUh0hthguDQQnq49gWoOzA6VT5YvlhcocnBSRdvqipbUMIcewU3/e/Hlrj\n0NSzVIc0YBokj0fsfQmaPSZyESnu6JMUmYo05beI5kLEzmeBXkihpHo0O7l6eHabEt3px36cWPTH\nGH8ESHojukUhUn+qC+dXL+Pa9Bn2l+5Crei+QZ0blqEe3KhFlZprsb/6R9TSw+7txqHDiT7zHPdy\n/JXXoUvormkSQuDc+hX2T5/FdUhTVHce2oL1gQs00gUgVEThnjBIlw+E+gNIF/6NAjFJSBnD+n48\n3zC6TmHYfVcz6cO/kH3jEqwNjZS/vYLqT9YjVBWHqr1Q7D4q9UqEGSU6/IdU7KghlC37DkeLJSDp\nip80mjN2f8rJ375OtLmdhOJPGDZOYdZFaSRm9KIWx+d94uqw0rxXS4daisoofucL97bInAymvfBA\n+McOAN+aKVmW2HSwhua23mkktVmdfLy+yGud0eD9t+8QChWDR3itm/3uE2GTri5EG39YbVO73ck7\n28t6JF09pfHq2mx+NVq+RKo3MChSrz0bK1t6eR8HwbZt5ceMdMXFmlg4f1DAbT3xpA6rE0mSSEoK\nnM7X6brv+bPOyD1mpEvU7fOOHgVDVM8dw8LRgSj6UhOzljvldyJSkTL8J5hS7CAYGMDmKC7IM1Ef\nhZzUPUlH6SG6PeLS/jTjj4T+iNcJhlpTgmP5i1qnVk/RJJtHKF914crf7ja5FtW+BcUC5941GLJy\n3WvS/vww8Zddg6TTYcjxLqZ2rnkP5wotCuLa/DnyzLNRt3zZY0fhiYI0bBLicLcqOy112F+/F9Pv\nXgmqVdYTRvz6KvY//Lx7eeKTPyP1Oq0eLeXMGez/9TPsvV6rAUs+YzqSrOCqbWPk72/AlJrkVqsP\nJu0QDJVfr+9xe+r8aUQP1TqPRP5m5Kzul8PwmfHUFfcsJhs9YjDTnr8PY3ICqxffQHupNl4xGTHE\na6mVwjc/8VLbNyTEET0ku1efwxe+xMv3lTYiK45Dpd3Rrx6aOzHqvR/68VEGdLLUHbWRJHYsPIfo\nhlpM7RamPvRrMpf03mtv1qAE8mst1FhCk4+MWCOyJFPapP29k6IMrMyrpbUH0VKDIpEVZ6YgSGF9\nVYsNk/7YveB6I07bhSGJxyaykZ5+7NJSE8ansXefv6zG1VdOZO26QgqLAkdRIyI0Iv3vNy/kzt9/\nTVFxE00enZXjx6Vx2ilDiY01cerJ/vpYfYVoCc+RVIoOQbwOvA6NnbWikg7G3oAUPwxJDvI6tvhE\nRWU90rgbEI4OKF8HlVvA2Q7GWKQx3hN6ydkemKRHZ/frfP2I6CdeJxBCCOyv3dOtON8bmDwenDH+\nHXlyrH8awTjU249Qra/A8eHjqOXeBeLqxuCF2sccnvVfvpAkDEtuwZUxVDMA74LVgmip6xPxqu70\nSOyCYVj3g9jVbqXum26SV7u8e+z6C2/jjL2fYikoZdO1f8BW623bEwqWI4Ef0kqEiZR50xjz51+4\n14nIRECr6XI5VWoK24Ob1nWi9dBRqldtofyzVW7SBZro6rdzLmPW2393E7AuGOJjfA/Ta8wfP4BV\nuypwqQJZgjE58ew+qn03JoNCXpn3y/LGs0by4vJDOANEi+aM7da22lVQzz2vbvUjac3JA/j0lj+j\nl2HsOX0z04406rjppEFYbE7e2lpCTQ8K5tWtNpwqpMeYmJIdx4rDtdSFUDzXyRJHe+jkbLU5aT02\nASdA+1l4EdQgMOtlRg+IITPWzITMY9O9Nm5sWkBj675g6/Zy2tr8J3urVh+luia4DMj364u57dZZ\nJCVEct89J3PLrZ/S1GRFliWGDkng3j8tIDPjGNZ1dUKKHdRzpFEfDemzEIZYROGXSLGDkRJy/cc1\ne3RFCyeSo82LdAkhtNorfYQWkTL43LfRmZqeV/HXUOHRWWqth456iErX7IYAEnJBF6ERM4CYHKTk\n8TBgen+060dE/zd/ImFr7xvpAuiwoNo6cG79CtHkU3gdm4wyw1+TSvgYqtnf/ztq8f7gJtjHGVL6\nMIz3fow0dKL/Rp0e/dm/RI5PQTfvYqSU7siMlJSBlNCzYGgw+Bpb16/Z4/73obteoKMwsHq9cDpp\n2H6AjDPnk7pgeq/OKZuDq/efW7aGBctfxBDbHTmIv+bXfPtKFcseKeDTxwop2GbxIl2RgzKZ/f7/\noY/1jjaUfbyCxh37/c6hOpzs/tMTDP35RWSdvwhJUYjJHcSUp+/p1efwRXObnXdXFyDLElnJkfzl\n6ik8cM0Ubl4ykovmDebh66b6vZj0ihyQdAHUNnVHETcGKS7vyjk5VHhx+aE+X7ssScSY9EQYep5r\ndgX0KlqsVLXa6AjDZqjdx+T6eEOSCEm6QPvMZ40ecMxIVxfMJj1xkS5mDG8jPd77WdJTIbuiaH9L\nWZa4/tpJAUkXQElpc4+m2EXFTaxeq5GXp57ZSEWldo+rqmD2rIHHhXQBSImjkEZdpdVGBYKjFWp2\nwL6XoXgFYs+/EDW7/cfF5HgcVAfRWe5F4WhH7HgCseHPiI33o1oqkQadDgaPz9RciKjdC03+7iLC\nUo6o2IhY93vE2rugZhfS5NuQBp8FQ88DfSSiajOUf9/Hb6EfxwL9Ea8TCMkUiZwzGrXI/2XpB1nn\n1RHoXPE6zjXvaUbRAJKElD4UOW0Q+sXXu3W0AERLPbY3/4KoLEDOGYvhinuQTJH+hM3DZuIHoaco\nlgdERT72l+6EqDi/c+sv+YNb1V7S6TH+7FGcGz4BBLqZZ/dasb4LI++4ns3X/9FNQo889DaOpjZc\nVjtlL33R475xY7U6iplvPkbTvnxaDoTwr+yEKSmBlIXTKXp9md+2I8//h+TZk0mZO9W9bvP199Ba\n1d0d59sIkbpwBtlnzOZgoo6GZoj8xdUY503HaLfTdP1dYPMPp8gGA4rBwJwPnjxmxcVvrMhjb6HW\nUVla28buo/VMGpbEWTO6xRovXTCEf6/U6hGTYox8uSW4ztb6fdWcMikDSZJIT/Sv10mKMVLnUZuk\n9iHF5oszRqfy7LowBHCBLcV9bOc/zgi3vn9seiyr82uJNeuZkBF7zGqdJow0cfBgM4XVBm46rZ6v\ndsWwOV/7+93086nU1rTx+FPe3dCyLLmNslVVcPRo7yLIvmjv1Fjz9XK0hil821dIKRMgYQRi38ta\n5Mqgh+hYaKjXnoEd3hNrUbkJKWW89zFGX40o+grsFq3I/uhniI46SJ4AiG65CnsL7HgCpt6pFezb\nuzX5RGMeRGdrnYndR4bobO3aOqcC4uhnSMnjkbIXIva8AA3a5EUULtfqypL9La/6cfzRH/E6QXAd\n3IT1mV8hXCrK9DMhFJFQnWAwa/91we5RZyQEyvCpGJbehsxT2jAAACAASURBVBTRHQlxFe7F/v7f\nERVHQAjUwj3YXr8XoarIWR6FyrIO/UV39s77MIDXozL9TE34NEyI0kOIg5u8i+gjY1GP7vbS95Ii\nY9GfehX6U69Giuq7oe/ga5Zy+q5lJM/tTFMJQfHTH/dIuiS9juxLz2L33Y+z6fq7cTS1snhHcK9G\nX7SXVqJa7cx6959+VcK7736cb+ddQcErH7jXteT1TAQK31iG9es3GDcvgsjLzyb6rpsxzJiEmDuD\n2Ht/HXCflDndabkf+sLdsL+ayx5eyYrt3nZA+wobsNldtHq87DxFUOtabORXBJcC2ZpXy8rOrr6T\nJ2bgW59u0Ctkp2jpZb1O5ppFw30P0WtEhoh4hYK+hyL6kwYnMiOn77/VYwFFgpx4M+dPSGdHaROr\nj9Txyd5KvjrYd0N1T9gdTtZubqSy0UB1s577309l0fju+/akWQO58oqJPPfUEmJiup8XvqR51Zqi\nPl/D0KEJLJin1a1ec9VEzGbtb5oQb+biC48/kZB0JqTshTA0Fyl3DFJ6FmRkBR7s9O+8lPQRyMOW\nIo++Cqq2Qv0BjUAVfwOtPsX7qgOx50UtheiJivXepEsfBWNvAGsdvv2uIu89RGsptHhPgkTjYfrx\n46A/4nUCoDbVYH/7QXeEx1VTDI4wusDsPRd0y6nethD2z5/HFaBeS5QcwPb2g4hDHvVOqhPntq/A\n2YtutNhkqCvH88Z27V0HHb33usPlQHf6DVqRf1szrg2foB7agm7+xYjGaly7ViHFJKJfehtyUu99\nBT0RNzaXlHnTqF27LeRYJdLMKWve4psZF7tlOSwFpZyy+k1S5k6lZu3WsM7ZXlLB5mvu1lKGAXr/\nt//6IcqWfUvSjAmYBiTTURK8mF44nLiam4gfYGLwtIl4zqmVITkB92k5FJ7eWChY7U7+9t7ugArw\nh0qbueD+FagCcrNieeCaKSzz6VQMhbV7Kjl5YgaNFptfqtH03UpSS45w1sO3MWvBWOKjem/A7osI\nvUJajJGqXnT5mXQyVqdKYqSBiydmUFDbxteH/XXWrE4XR0JYFIUDRQo/quULl4Cixg4UWXLbIAEc\nrG7l9FGBtaV6g5KSZjxk4RBI7C/TxG+jogyYO9Xxp0/LwuXzm9HrZRw+emhmsw6r1Rm25+PFF4zh\nV7fOxNxJ8CdPyuDj9y6jqKSJ4cOSiIvt2fmjr+iquxI6E1Rtg9IvkYZ5TAQqg3iUqk5EzS4tUhbo\nmM0+k66OAJHAjsAOGLR6ECmHReu4LAxgO9aYh9hVomVRfK6tHz8O+onXCYBzx3feKT1bL8UHDWaN\nhEXGIWePhLYm5FGzvPStVLs1IOnqgji0yX9dIBHXnlDnMRtT9FoXZDAVeh8oZ92Ea8Mn0NBJMKLi\nEVaLF/ETDZU4Pnqie7mxCvv7f8N08xO+h+s1zOkpYY2LSE+hYft+Ly20+q1aXdjcT55l552PUfDi\n+yGPY2to7hZRDfBScVraKf9sFeWfreqxJgwgYeoYPr/xHfR6lZF3bIOJi9wyGfbvtwTcJ2bU0JDX\nGA467K4ebXe6yNLh0mZe/vIwai9dk5M6X5Rp8RGkJ0ZQ0VWkLlSOTphB4dipyE+8xZlLvH8DqnDR\n4WzCKWwokh6zEocih5aNkCSJQQmRYRMvWYJrZ+SQGKFH1ylCatYrAYnXtl5omQVDSpQxaPdlnElH\nkzW8l2WhT7F/QkTfUvW+yEiPQZYljwiWYE9ZHJkZMfzxD/O9rHkWLhjMZ19oUZWYGCPPPLmEjZtK\nePb57t/swOw4nnv6bL799gj/enkbdXU9PxuXnjeazZvLKK9oYc5JOWRnxZKSEkVKSu8bbzwh7K2g\nMwfsLFSrd0L+h90F6gCygnC5kBRFK2Pwq5vtlLttK0cceAMh6ZCTx2jnajiEOPg2ONrxezi4+q7h\nR2sPBvUuK5jSNILWCcmz1qwfJxT9xOsEwLXhkx+0v/7825GTs5DiUpCCpPWcP/AcvUZvslcxSRhm\nno06ahb2dx5G1JUhJaYjykLb7/hZEPURVd/0LO/Qhdb8YjrKq5ENBlS7RgpVu4P6rXtInDqO6S88\niMtqp+jNnr/vQP6QwSAC6HzpY6KY+eZjdFTWsvWmewGw2WH/P1dx0lW/Yv8322n9bj2s30rkwAyc\nNhsRackIIUicOpasTInCc0/DkDOI1HseQpfYN+HUuEgDegXCqDHn621l6IKk4oLJSpwzS4va6nUy\nj/5sGss2FPPtyv0067WaIaEoHM0chq2+EWNidxrP4qjFKbSXlEvYsattxBoyUKTQ5KsuiOaYZ6Rp\nfHoMKdEmWq0OXt5YRIRBYen4dLLjI4g26ZmcFcf2TtmMaKPOS26iJwkN0DwZhyVF0dxh51CNt/J9\ndpwpKPEKl3SBv8L9yNRjIwNhqlvPo1dU8uAHyTiFnl/+YnbQ9N49dy9g7Jg0GhraWXzaMLKz4xg1\nIpnqagufLz9MbIyJjg4n193wMXqDHJJ0jR+XwsF9e/ng48PsO+TiXy9t5a3XLvQr6BcuByL/Qy2a\nFDMQafgFSIo38RSWcsSBt7W6KZ0JrI2gM8OY65DiOmV7hEDsfErzOfSF6oKiI4gBmZoNj6IDV+ff\nxxjvb/dTtQmSx2jHPPCmv1F2F5S+as5JEDcY6gIU84NWxO+ZmpRkRPL4Xj3G+3Hs0E+8jjOEywUd\nvVfNBpAGjUU/eynKyNBddaL4gPeKrojUcYI0YAiiNLwuMylSa4d2bvzUvY8o3o8I4yGjGz+/z9fo\ndZyI8FMQDV8sJ23OeCq+09KKwuki7+m3mfn6OABmvfEYQ2+4kFWn39Brfa9AiBme4+WrqIuOZPQ9\nt5B59snse+g5r7GOlnYqn32Xmr+/4l6XfeFiTnrv/9zLzZ98QM3DGllzVpZT+7cHGfBI36KGD7+z\nKyzS1YVA3XbjBydwwdzBvPltHvllLe45/pThSWSndBOChBgT1y3OxdXcwrI93TUtxuYmPkyagTk9\nhdF/vInht1yOS/iTE4fagRLGb2pwYiT5PinBnIQIrpk+kMZ2OzpFJtqoo6i+jdc6I1v2DpUPd5Vz\n+wKt4WLJmAFMyozDJQR7K5rZ6hHtmjM4kS0ljXQEsRlqtTqZNjCBNUf8JxXbyvxNzY8Fvj9az8ai\nBgYlRnDm6AFBCXJPENYGRMFnLBgtWDDaAshIs64IOl6nk7lg6WivdZIk8cffz+eO38xh3ikvU1Mb\n3HJJkuDmG6chVIiI1HHJ4jpktZwlc6N4Z5mNv//Lytp1hVxxmXcaT5R8C1WdUbWOWoQhGmnIEu8x\nB9+G9s6O5i4S5OxA5H+ENPWO7jGBSFcX2ixwJMAzMGEEVPpYrSlGROMRhD4qOOkC7ZkdMwhawp+4\naRCaplfQzb5uJiqSywr6vtuH9aPv6C+uP85QfTsJg8FHU0XOGY3x6vuDki7hdODcsAzHN6+j1pYi\nZ/ooGQ/2mYVKUud/P/xPrrvwd8iDx4M5vFm0Mlwr9HYd2OC9weXo+XqMEegWX9/Xy3TD2dZOR2X4\nkbOK7YVIpd4G04rJOx0YkZlG7q+uxJicgOH/2Tvv8Diq++t/7mxV792WZau4994wBgPGpvfee4dA\ngPACISGhhBZKCBB6MQbTmwFXjHvvRbItS5ZkyepttW3u+8dI2r5ayTX56TyPH0s7d2burHZnzv2W\ncxL9m5l3BFNyPAMfvY267Xs859vQxIaHnqNu517CWg2v3bHnXc9C//pdhZQvdKWS7V71Jvayjm1p\n/KHF5mD5ts4XZcdGuqILo/KSePLa0YzITeTFWyfw3h9P5MppueSkR7N5bzVXPbOQvQc8FyZXnjuC\nEZlR6JEklu4ja/Mqyntm01R2kDW3/4X93y1Ar/gSaZszNBI8vnc8fb1SU9bWdGpcuJEok7Ye9VaX\n9/49IzaMzLhw6tw0rdr6GAKRLtBsln7dWd6hjdHhjEY0WB3UWuys31/Hsr0dG5n7hdOGZ2pM9fT+\n6wQWLt6DNYgoLWjlkZddPJQbrx/FZednoKiuz+Kl55iICIfoKD9peu9CdK/fpcMClkr8wmlDWg4g\nG1aBUgE6nf9xwXDQT9Spdjdy479gzbPB97U3etZuhQpjdOBr8guB1PtX/u/GkUc38TrSqA/xy+Be\nA2YwYrz+GYSfLsI22L94AfsPb+JYPBvr6/fh2O5W62OOhPx12s9CwMhTMT76BbqJ5x66fITBjFq8\nC+fi2WBp7VgLFmUwR6AbPUP7ucFP4Wiw+ViboaVjE+KOsODU6yhf4FvjFgzVXpGHiiVraNhbzIob\nHuHbvFP5ts80tj31JtaD1dgqqzGnJXdYq2VMiicqLwsAfUQ4E2e9QOygPPDno+lU2fbUG6SdMhFh\n8kyT2Kpq0bvZF9Vu3MH8k65m+bUPAxA59VSEyUVMoqaf0ZlLb8dj768NuejZHddPz+PhS4cxeVAq\nmckRVLuphybGmGlqsVNQWo/VrlJVb+XOV5bRYnM9hM1GHX+9eSJfPnoSScW7WXTJrcy78i4WXXQT\nqhDUbtpJpD4Jo+JJnhzSgs0ZWv3kjAGp7QRLETCxj682U3ZiBAkRrvd+dC//HYt7q92kQCSU1Hdc\np7OjvOMifImWxow2Hd7ERK0fD8SQEJ4CiW4LupRRiA58CQOh3Ov6/Zkg6fWKy/5HeL4HNrvEbofP\nvtjis59WyN5GW4VPYbvc8alXYblrLLZaZP1PYM9HJKdA7wDWPIEWjIrBsxas7TVbiFkP6dT+dRZ+\njx+MuktEV87TjcOC7lTjEYaSnoOIS0XW+BHqNJgRaX209JsH8TIjlMCcWC0vxLnFTQDP2gRlbhpT\nLW43NSlh7S/YNi5C6TfmEK5Eg9IzD3WFVxG/EBCVAA1+VtItTTjX/YI48RKwdVK+OyLGQyqjK6hc\ntandFLszcDo8HwT123fzw6AzUJv9P1RbyiowJcdjtQS+RltlDf3vu4a00yYT3iMVc1I8BW/NDjwH\ni4WS7xYgrTb0RoHD5ppTcv9EROpYSr5d0P7a3ve/Yvy7T2Hu25+e735K88qlGHv1IWLiCaFedjvq\nmmxsLeyajtU7c3cRHW5kX6v6+NKt5fzrromYW6UcNuz2ikAAH80r4IYZnr6MVqFj+1iXRVBZ9gAO\n9uxD6snjUXH6TTdKn+om/4gJM3DrpN6U1LUQF2Yg0U/HpNmg44bxWRQcbCTMoCMnyX8Bd0qUmf2t\nYrACGJASRUGQFFpn0GB1MDA1mq0Hulau4A0BDEzr2ndKCAEDr4baPSAURGyfoONlc4UW/THGQOpo\nD1mTMaN7eHQ55qRayUiwc/v0apxOwYs/JjHjkpkYW/07hT4OaR6MtGzGapM8+U8LNjts236QlhYH\nZrPrUSYSB8GwW6GuUKvxivMiT96SDZknQ3QmbHkHwsI8NANFeARSp/NdHAVaMPqLAHYxKthltGsk\ntt4vdGEamVPdahtTxyIM3RGvY4XuiNcRhjCFYbz6Cf8b7S3Iom0+X2Ld4MAPSrUkH+u/7glJsNQD\nDhvqtuWedkMdpR2Fgkj1vLmqJfm+4xw2zPe8geGKx/1qfTmWf4v1ldsRWQN99w0C/ZSLOzXeH6wV\nXUur2PzUXwciXa5zVQd395WSjX96gfUPPMvOlz9Atdv9djy2odfFM9uFX/MmxGIwa3+vzMFRJCc0\noWvyTJ8Kt7odU3YucZdd0yXSBRBh1hMb0bVOuJpGWzvpAiivsVDiVjg91E906YdVRVp7vRv0isB7\n/WF78H4Sxw2j2VGNU3o+0HTCgFEJ/WESbtSTmxTpl3S1IcygY3B6TEDSBXDR8AwGpUXTOyGcC4Zl\nMKJnHEPSD596ely4gZkDU2gL/ugV0WXvxTG94slO7HoHoBAKIi6nY9JlqUSufQm59yfkzk+RBV95\nbO/XN4k3/3U2l01TmNC3iZomPX+/rJzeyXZy0my8elMlZ0z3NNAW4UOocMzktMub+Wmh9rfPyY73\nIF3tY2NzEL2m+ZIugDg3GQihQFw/KGpdwFitHgLG0mbzJV3GTjgBhNBp2yGEnpATzzHZkHWa14vS\nk3SFp6L0O/R7aze6ju6I11GAktQTZeAE1K3LOh4cFoVhykUBNzs2Le6c9pY7VCfUuxGRjtKOkTHI\nA571R1gD1NE47dBY49/029KItDRqchR6Q0iWRSI+DZFwaPpdAMknjkEfHYmj3je1E56ZRlh6ClUr\nOimrEQxSEjMo16NY3nM7lM9fTvn85SAlSRNH+AzJvf1yMs6cSvppk2kuqyD/X58gnVXMvDcL1SHR\nGRQ2/VpJ/4lWzJZYClbVYQxTyL106mG7jNpGG1OGprI2v4oD1c0BbX9CxQtzNvHgJcPITI7k+tP7\n8pWX3pfNrtJosRPlJntgNOgYnp3I2nxXuv6AXU/d9t2IbE+CZRDhRBoSj4n/XLTZwAXDPD+r5wxJ\nQ5UqW8oCC8iGgiiTnlGZccSGGRieEcvBJhtRJj2RJj37a5p5f3UR9hD/NqnRJqbmdq27tdOo3uUp\njVCxEXLP8xgydEga2dU9Of+JXSTGOXDXthVOqya3oDNRU2th0eK9xMaamTqlDy+/eCaffLqJ8HAD\nt93c+Si+yDsfwhKQLTVaGrJ+D7KtiN5h17oVk1O11tQD+30PYIoBcwy0mWbrzIFlIA5HtMujML5V\npsJ1NXis3up2Q+pYzzl5fydMR8ZSqRuho5t4HSUYpl+PddvyoMbHAIbL/oSI8X9zlLYWzxQj+BIZ\ngxmRnImsq4DGzukK6Saei5LUE8fanwEFWbw9tB1HnIqIiEE2eqWmvC2JpGyfq6SDCoTqMuwfPo5z\n9AyU3oPQ9chDSei8X6MhMoIp37zO/KlX+t1+WEkXYEqMw1Yb2sO2es0WDDG+xtX5r31M5bJ1KHo9\nSy++B2tVLdYoHcYIHeZIHXXlNnavriN3QgIDT9T+ARjOnnlYrqGksok7Xlnart9lMgT2WwwVheWN\nPDVrA6/fPQlrgDbJJZvLmDHWUxTYaPB6aPw4lx/u+YLs+y8j98mrARAohOvjjivTX0UIkqPMcAjE\nKzsxgguGZRBm0NJt1c12FuyqwO6UnJCdSJ/ECB6a1peleypZmF8Z1C8y3KgjLsx49DwlwxKD/96K\n9/72PY3NedRaTewsMdI3o3VRGZsNphjq6lq46tovKGltRLjogkE89MAJDBuaRk2thZUr95OUHMHI\n4aHfG4Sih17T2u8/ao2XrE1TI+wNYg8Wk4XIPgtZuxscLYj4PGTZKigIwd2i50mwf1EHi14/isvt\n8NpPMXhGswBqdiBG3guVm5GlyzXzbNcOiGxfX99uHF0cP3eq/3XYWjokXSJvFLreQwJud25bDt5d\nkm6kSzflIpS+o5Elu3xIl0jPgbTAopqi92CMM25ErdiHLN4ZOukCFGsTUkotRWp2S2McBm84dfWP\nOD57FusLN9Dy7iM4VnyH7KTJd8qJ/lfFzUHU4jsDodcRPSCHrCvPZuJnL2HZ7994O6qfZ3qmfNEq\nNvzpeb9ja9ZvZ9HMG7FWaX/HlgYnG+dWsubrCprrtOtfMbsEe2unnU1EegjqHgp+XFnkIZpqDdKh\n1xmUVjXx5/fX8Kd3VqPX+X42ft/i2UFpd6is2O75eY8t1zo2dz/3CZbVJUTqk4gxpocknnq04d05\n2RG8FR7ykiIJM+hotDoormnmg1X7yD/YRGF1M5+sLaK+xY4qJYsKApOutmM225xsL2/g1x0hdlkf\nIkR8HiL7bIhIhbi+iAGX+4yZ+3M+79QPxoIJu1Nw+xspzNuYgci7EDH4JoRQWLl6fzvpAvj6W+2+\nVF3dzOVXf86fHvuVG2/5mrffW9v1uaaN0yx3QkX1DmipRonLaRdFpTRE02lTXAgNTkGeE0avaJXe\nT5rcFIcIT4KeU71IF4AKEVqntGyuQNbsQvqxNerGkUV3xOsoQQqdp8ieO3R6dFMvRT/5Ao8CVOf2\nFaiVJejyRqGk9ELogz9cnKvn+pAdZdhJGE64EJHUA/v8T3CW+V/JKcm9UA8Wd0nsVd26FFlagJKR\ni+mOV1D3bEStPYhzwccB9+kKJZMF67EXrMe5cRGmm/0TFn9YfvWDXThb6JAOJ85mCwd/W+0jO+GO\nhh17EAY9Eb3SadxdjGoNnjJWrb4E0+mQFG3S0qa1B6zMfXkf8Rlmok6YxtgQ5T06QrSf2q4Ik44m\n66F1QTmcktW7Anf5ltd6prEVATpFeETbNpw4k9yNWoeq1dmATjGhiOPzNpYSZea6cb34amMJNZaO\nxU8z48IIN+rJr2jErkoW5lfgVDViZfMS2XWosLGkjqEZMUHFWhMjTVS4dZXWWLpYptAFiJ5TED2n\nBNy+Y5dnjWKyzs60W+5GmFzfoaREz1q2tt8XLynkwAFX+cDszzZz/TUjuzbPsATk8DuhcC7owqGs\nA7Hl5nLk2hdg5H2IsARoLvcyqw6C0iBaW17wyArE5kJMb00jbOO/26NcIn0C0tbkIn6mOETPKUi7\nBVnwtf/j1hdp+mY7ZgMqhCXBiLsQhq7VDXaj8zg+71j/g3Cu/tGTdEXEQnMdmCKgpRHnvA+RhVsx\nXvUEQqfD/tvnOH5+FwDH/I8w3fw8yoDxKAMnom4NcGNorvc0nwbUDQuw1VUisgaiLg7cQaek9Qke\nkfNOG3qjrahedWryEo5OdjC6QTdimpZStflfialF21Gb6lEifNN03mjef4C9H/i/AR1ONBW2RmLe\n+iyodLm0O2gsCF2nRxj0SHvgh7bDJqkobKHv894FtV1Dc4uDonLf9FhEmMGDeAVLhnQV5TUWKmos\nJMdpoo46ncLZE7L4YolLTNIWEU1dXBL9Zwwldlw/nKoNne74vY1lxoVz15QcnpjbsdhwYbUn8Wxx\nSH7xY03UhqKaZg9S5Y3xWfGsKPSUcKmz2LE7VQy6Y5/sGDO6Bx9+vKH9tjP5ohNQTJ4Ll+HD0rjz\ntnF88ulGYmPDeOIxrcs1NtZTxy02rusejdLWAGue903ZBYPDAtXbIWMSmGJbU34hROItlWBO8IxE\nGSI9rHzaIXTt0hKiz0xEdKY235H3aMbaYQmIVvV5mTkVrLUQkY7Qm1A3/0cb4w/rX0UaImhPW1oO\nQvk66HF4Iubd6BjH/tv3fwTC6Hlj0PUehOnPX4PN1e2lFqzDuV1TPHZuXOQabLdi++gvOOZ/hPGS\nh9BPPj/wifyQI7l3E+rCWT7blH5jUfoMQX/qNehHT0dJzkQ3ZoZrgLl1BSQEhrNuR3/6jf7PGZOE\nkpyJWrwT6yu3Y//8Hzh/m+M7ztjxzVE34WyM59+H8fw/BB/or4jfD2x1h1bcDIAQZF11jm8uKJC4\nYrAQRCfRRroislqLt72mYIiNZurPb9Pz3FMOy/memb2BRZt8U6U9kjxXw+khdNX1To1ECM0OqM0a\nKBikhM17PYnChSf09slYR7/zV4a8/QAgjssUozcaOhAK7SpizAZ2V/mXrVAEDEiN8iHH1c12Vhd1\nTSbkcGPCuExefG4GF5w3kD/eP5lbb/YvFn3t1SP49adr+XzWJQzor3muTp3Sh0suGozZrKdnjxie\nePTkLs9D7l/SOdLVBpOmYSaMUYhB14WWrhQGP+k//7DH9tIyJRHpEOmqYRMRqYjMkxBJQ12vmeMQ\nMb0RehOyoRiqgpWKqGD3ui/qDt2Avhuho5t4HSXoJ5+P6NkXABGXgkjPQS1Y5yM+ap/1FLYf3kBE\nexajytoKHItm4/j9S/TTrkI3diaE+4n4hKp4aY7AdOXjmK5/2qOL0nj2HRiufFxLi7aKlyp5o9CP\nOR3DpHPRTb3U51AiVrsZOtb8HJAQid6DMd37JiJzgBaV80PClKxBGGferI2PTw0896RMRHRoavEx\n/bOJHxO4bi4kSMmY1/9M2ikTPV7OuuwMhL4LytZdmoJk6N/vI2G057WMeP4hn3l1FaoqWZfvmwo0\n6AR90qIY3TeR6HADWamRJPuJMMRFeqYoaxpt/PvuyUwamMKK7RXkZnQcoZzjFt0CiAo30ivZM4Xa\nI6cnBiWcKENKSN6MxxomvQ6Dn5q2UBFoV70iSIv2v5gZkh5NtFlPTqIvQa5sPHrpxo5wwqQs/vTg\nFC65cDBKJ22M/viHySxbfBPffHE5/fslden80lrXNWPq2BxEokseR8T31ayGzG1SKYEWZX7uj27R\nLomCIyKFlozRWLKnoeScgxh+h1/z7vZ96gpRC75B7l+ClCqyaCEhxaOV1u9rwiBI6Vqathtdw/Eb\no/8fgwiLwnzLizh2rcb+8d9w/PIeoEWd1J2r3AiT1OqsTP71iOSBQoTegPGs23H07Id9Tui1Th5o\naULarf7V8RtqPNKiavFO7f/S3TiXf+d1YQLjDC0SJiL8tymLlCxMVzwOBiO6vqNxFG0Dm2+9kGxy\nawgwGLX0ZRuR0xtReg9C6T0E/dgzEEpohEcoCqcsncVsg5eGmBBE5vaicVdhh8eIyMrAerCa8J5p\nHq/X79iDdBwd9efmfaVs/NMLDHj4JqSUNBeV0fuqs8m+Lkj0s5Moq272G6yzOyVzfitkWJ94DHqF\nwgONFNJImEmHpTX9GBdp5NrpfXnlqy3t8ga1jTbe+H4b6wq0FX55TceWPgeqfZXnH7p0KM9/vonK\nOiunjMxgyqDATSLHI0x6hQuGZfDjtnIaWuydDogKAQlhRqqaPQnT/roWLhvZg193VlDZaKWhxYFT\ngtXhZENJPRtK6knxY6mj1wlW76thSEYMJv3/3bW3rNqG3PqepmIv9C7ZBn0EODoQwPXTQSuLFrhF\ns7p2X7APuhxLeAxCbyRSn4iI7Bd0vGzYj9zwGkinRrWaK0LXDsu7AJE4GOGvQL8bRxTdxOsowlm2\nB/vHT3p0Iqr7tiJ69kMWeYWGrf6tT5TcEcj6apy712vkTNF1XkwVwBSOrC6D2GSEF8lT0rNBUaBV\nvFPpoQkOOpbM8VTFB0TOiPbt+ikXopbtRt2zSZubrwHAeQAAIABJREFUECjpORjOvQvb5/9A3bFS\nk78IACnB+vGTKClZOHes9IieKX1HY7rskc5fJ1D8+Vyf1wwxkYSlJIZEvJoKS1h2xQOMePFh9n36\nA47GZhSTEUPM4SlmDwidDn24GUeD6yFQt7WA6avmsP+beRS89Tkrb3iEoU//AXMX/SLdsWSz/27M\nNmzY45kGtFid7eVsNY02/vPjDpJjwyipcn12mzqZZlNVybqCSkbkuCK+PZMieem2CZ06zvGGvslR\n9E2O4qtNpWws6ZwRtkPFh3QBpMeYCTfqGdcrnjeW7fVL6MobrB71eAJYtU9LNS7bW8XtJ2R3yTC7\nK3A4VBYv2UtTk53pp+a2q9IfK8i9c13WQdIBqWM0c20P0hWgmjHGs0NZWuth/+JDnpNxy4cYhQ4x\n4ApEUo+Od6jJ97QYqt6BGHYrsmZnBzZFApE4qJt0HSN0E6+jBFlXie0/D/qKh1oafUmXN0zh6EZM\nQ8nIRbY00/LPW9wIUBdvmk471pdvg8hY9GPPAKcd3YAJKBm5KBm5GC97FMe6XxFR8RhOuUrbxw9p\nkqUFSCkRQiBM4Ziu/ovH9vLyRuq/nU3G9pVarU4gKQhjGFTuR63cj+ptpg0IfddU1AE2PvKix++6\niDAmz3mFvR99w8Ela0I6RuPuIhJGDWbmlu+pXruV6g3b2fnP97s8p46gmE2csuRjKpdvYO1dT7a/\nHj9yINXrtrLk/LvaFbYb9+7n5PmHPpcgLlV+EW7S0exWcF/fbCfM5PkwzU6LJr+kHjXEMI9DlTz6\n7hpuntmPsyZkdW5C/wWY3j8Fu8NJfmVTyMKn/tA3OZJT+iazr7qJd1cGb9aQAX6usdj5fksZ5wzp\nvD5eKCj+8hcOzFtG3PAB9L7uAq698Qu2btM6GZ98aiHfzLmctDQt/WytqsFSdpCo3Cx0pq5/1zsF\n76h5myBq+3YDjH5Iq5uq3gE7ZmkkJ64vxGYjawogto+mH+cIzaBdg4DkYVARwMpMOpE7P/Oo4QqI\nSM8oPBFpCHM8jH8MufNzjUgiIX0iwhStkU2haJId+q43JHTj0NBNvI4SnPu2dt7wWdEhouIwXPAH\nlIw8rG/chyz3ujl0tbesjQA11uKY/5H20u9fYrrlRZS0Puj6j0XX37PYVX/S5Th3b4A6tzqgpjqc\nGxagH64Vt7aRMIBPP9vEcy8uRVUlU5JG8uSQtT716QBExkOjHwPtNhjDkA3V2L58CcOp1yAiO2HZ\nAeiMnoRx1KuPIfQ6DizswDjbrTsxceIIDsxfTvKJY4isbWDJBXeFXE+nmI2oLZ4Ri9RTJxHZuwcF\nb3zqd5/hz9xPwqjBxI8chLPZQvni1cQN60evy86kYtEqD1uT6rVbQ5pHR5gxJpMF60spDuAz6N2s\nee1pmgJ9aWuEa1ReEhVekhC9UiL5x41j2VZUQ02Dla+WFiKllj4L9vbNWbL3f5J4hRl0XDSiJ6qU\nrCuuZUVhFZVNnVc331nRyKu/7cZ5iBJruysPj6ekN4q++JnfL7gLAJui5/GP9rK9xRUhdjgkZ53/\nMX95/GSG66v47ezbcDQ1Ezs4j2mLP8IYd+TV1UX22cjN/9FMrcMSNVkId6h22P01YtC1iJQRyMTB\nSKcV9nwHG17T7rxhycgeJ2jEK6onNBS79g9L1ToF8z/3PO7oPyLCk5FhCVC0UEtbendEqr6RYllX\nCDU7NXKVpNV6ivh+kHsBsmIdmOMROWdrg502KF9D+/OhdCmMeRjRcyogQi7V6MaRQTfxOkpQEjI6\nlmTw3mfABEyXPgyAc8dKP6TrMMNhx/ranYi0bExXPOajoK/EpWC+/12sL96IrHalpdQa7YZl//1L\nHL9+AFJFjUnlxS+GtWUrWXwwjfU1CYyM9+3o0U2/Huc3/wR7gKJfmwV1z0YAZOV+TDc916nLGvXq\nY/x23h04GppImz6ZA/OWse/j7zresZVlKGFmiuf8TPGcnxEGPYboyNCbGADZ9nRUFIzxMWRffwHD\n/n4fddsK/BMvRSH3tssAzZg468qzQVHY/MRrbHvqTeJHDUJnNuFs0VKxKSeNC3kuwRAZZmB4dmJA\n4nXTzP7856cdOJySs8b3YsbYTCYOSmXhhlLMRh0nD89gXX4lT3+6AZtDJSc9mpOGZxBu0tMvUyPL\nU4aksaesgZe/3hJ0LgLBF0v2Mn5AckgdlP9tUIRgVGYcA9OieXberi4tn+paDr1bMi78yDQnHJin\nRa3tQsen/S+kosU3Le90Sh55bB7Xs4G4Jo28127eRcGbsxnw4E1HZF7uEDFZMP5xbIW7sK37FnOY\nDZ1XgwiNmkyM2lwF617USJo7LBWQ797B7ZaatByA2nzQh7kiYuEp2ogVT4K1BgxRvh2GAFnTkVJt\nd2OQtXuQG//len5kn92ukSYyJiAytFS8bDqAtDeBPtwzBQngbAlapN+No4fuv8JRgpKRg+H8e3Es\n/xZZWhDSg1st3o7txzfRZQ9HRPhGeURKL0TuSNTfQ7Cq8EYgMVcpkaUFWD/5G8bz7gGDEVlbgZKe\ngzBHIBQdutGnt2uMOfUmdiYPof+Bfahz326/Llm1nyhdPx4ctIl+0XWsrk5EuD9eDCaUPkPRjzwF\njGE4A5Eu7/fEn0l3B0idNoHzypdhq61n12ufsO1vr3dqf9Xi6nqSdge2qs5ZMbXrcKkqtsoadjz/\nLqknjWPd/c941NK1QRdm4ovEceTcdBE9zpnGwtOux9HouuFXr9lC/z/egL2uAXNqEgP+eEOn5hMM\n89b78aYDIs16DDpB/8w4TAaFbfuqueOVpVx2Ug7nTMwCYPm2ckqrmvnrNaOIDDOQkRiBwat4Oycj\nhgXrS3w+/gMyY0hPjGTB+hKMBh2V9S28M3cnsxft5uXbJ5AUY0Z3HGhPHW6EGXRMzk7gt91dM3Pv\nqp5amEEhNdrMWYPSOh7cBcQN6w9ASVQGFRHJQccWE02c+wudzXl3AXNXFzNr4W6MDivn/f46OVX5\n6CKNZNw2FkOCW82rOQFprYWt7/mSLr/w+mvY6mDA1bDvFzBEIHLPR+78TCNd4Eu6YvtC0mDY9zNy\nzw/I+H6aTpil3GPRLg9u9BGnVXd82ppaBNInQcJAqGqNhkdlIsNTwWlD6I5SKrcbAdFNvI4i9MNP\nRtpacIRKHuoqcS79GufSrzFe8Rj6U67G8dvniLAIDOf/AV0fLdxsN0fgWPq1VowuCBw5coc/0uUG\nuV/T5EIAqoqIS8F08/NazdcJF1JoTMJRWUJt5lAsMRlUVO8j0e1pqhPwyojlZEVq0ZPT00ogJQuI\nRig6DGfeClLF/vtXyPzQ7T6UIJZKwbDr1Y/If30WTXv9E4ujCelwsGjGTR7pwjYoRgPOJgtOYPs/\n3qZiyVoP0tWGiMx08m7XbFicVhuOZgv68LBDmpeqSo+aLXfodAqvfOMryPjM7A28dd8JLNxQyge/\nap9rk0HHC7eM8yFdbajzUyhud0quOiWXSYNSeemLzbS0dr02tTh4+D+rqKhroV9mLI9fOYLo8P+t\nB8cJ2Ynsr7WwpyqUB7snjDqFib3jKaq10GRzYNQp7OugezQ92sxNE3t3dbohIeemi7HX1lPyfnAr\nHSHg5JtPp3bHQuz1jcSNGEjOTRcf0bkVVTTy2jdb29Pm7wy6iicXPwaNNurXHCDh+mugsQxqC6A2\nH7n6H6F3Cnqj6QDs+MRV6B6b7V9SohWiz3Tk9k/A1krIqgOIoIZ7ymfIxjIX6QJfC6OGYljyJyRO\nZI8pKG0pybb9VScyfw5U79REWPtf2q1kfwTRTbyOMpyrfuzSfo7fv8R4zZPoBk9GRCd4yEDoR5yC\nY9GngQvXuwqpti/gZE05jnW/Ypii3RQb+4ykJsOt+FNKiE6AetfKvY10teNgMaha27Pt06ehsabT\nHZmGix7o9GXsm/0jG/74j07vdyThj3Sln3Eilcs2YKt2RdSaCn2JYsywvvS+UrtxFvznc9bc9gSq\nw8Ggx25nyJ/v7PKc1uYfDLitrsk/mXc4JZV1LSze6PK9tNqdrNheQVaq/67Pcyf2ZtFGzw7K/JJ6\nbnj+N2wO1UcwtaJOizjuKKpl1oLd3HxG/1Auxy+k3Ya6aw0YTSg5Izwsuo4V9DqFq8b0orrZytvL\n9tEUwETcH6xOlQUFlcSY9dS1OBACpvdP5mCDjc1ldQghsDo8I6o9Yg+NoIcCIQQDHryJPndfx8/n\nfki1myr/GTPySEmJorSsnmknZTN1Sh/s5y/GUl5JZO8eKPoj+1iqabB61Co2G8Kx6wyYnDYUkx4l\n5xzU9a/SfvNzWCA2o4MuwQBwWADXtcv9SxB55yPr92l1XPoI0JlBtSJ6noiI7oUMFlkLS4Sonojs\nczxe7jjqKWmXuNi/GJk0VEu1tqFkCZSt1H621iILvkX099Vs7MbhQTfxOtowe+lzGcxg71jATy3b\nQ8vz10JDDSImEeN1f0dJ1NqNZX3V4SddfiAMri6YPjFhbDzYiENK4utKSPz8CXC0PpwD1bK5k6z6\nwJ59utOuw/nrB74FpuYoFH+isUHgaGqm4K3POrWPv/QfgNAp5N15JRFZGRR+9C3Va1x1SorRAIqC\n2hJkNavT+SVcbSj9fhHCLZ0W3iMVa7VvWjNmQA5Lzr+ThPHD2Prk6+3p3S1PvEqvi2cQ0z87pMv0\nRqDarmDISAynT1oUKXFh7KtwSY1s3VfN2vxoRub6ClvmZMTw2BXDeW7OZprd6pTajLmlhOhwA5Fh\nBox6hcJy13H3lNVTWtXUpbov6bBje+dh1NYuYt2IUzCef2+nj3OkEB9u4oFpeaworGbBrgpsneh6\nbKv3khKW7a3mvqm5nDk4jVd/243V4UmaI81H77ZvNuuZ99O1/PZ7IaWlDUye1IuMdN/vsCE6Uqud\nPIKQdYXIbR+Sa7GQGTuJolrtuza8ZjMmp42w7Hhizr+gdUKe92kR1xeZeRKULoPK4PWJHghLAIu7\nPVCEVhA/5iHt9ch0n8iS6DkVued7PwcTiOF3IYyu90k67chdn8HBjaHPCZBthfeGCKjcgqzd7TnA\neny4G/yvopt4HWUYpl6G7cNWkmKKwHjNX7C992hA3a522Frax8i6ShwLZ2G88AGkw45jz8aQCZw7\ndKffiBACJSEV+8/vISuKIDoBEZ2ILNmlSTwIAS1NKNnD0I0+HWlpRD1YTFRcCuNKV2FvrMWgOnA6\nAqc3m2rtFG5oQB9uIntYGHpjkBqOiBgM48/Cufl3KN3lsUn0yMG5bRm6AaFrOi2aeTMVi1f53aaY\njURkZtCwy1Mt3Zt0xQ7thyEqgv4PXE+Ps7TuzcwLp7Ps8vup21pAWI8Uajfs6LBuLxjpco3Rzh2R\nlcGgR29jzZ1/9dgujAaKPvkBcBUwu8Pa0Ln6M3cUV4RurzQoK44x/ZKZNiIDs1HPnecM5KUvt7Br\nfx0NFjvr8qtYl1/F7WcPYMaYTJ/9x/ZP4dYznTz/+Sa/xx+Zl8T9Fw5ha2ENj763BmtrFGhLYQ23\nv7yUv1wzisG9O6ddpu7f1U66AJzrfkXOvBnhvRg6xhiXFc+4rHgW7KoIWPuVEO4rqNoGd10uo1e6\nNzHCyLheh6751lmcMCnrqJ/TG3L7R2CtwazAs8MW8Xt5Cmadk0mpBxDnn45u8BXQKuEgss9GWqqg\nqVwzpu4xGUVnRJrikJVbCbmyzuL190vTGmGEOR7Mvn8H2VSupTVzzoUDq6HRLeIdluBBugBk0Xwo\nD71Uox2ly5Cly9DMa9rud66KQdGtZH9E0U28jjJ0OcMx3fsmakUxIjoBWZqPbuK5OBd8HHgnvdEV\nTWpDKzmwff4P1C3B6yj8zmPENAwTz2lPtSi5o6GxBtVgxPbc9a1qps1gCsN4/dPo+gxBrSrF+uYD\nWopQ0YPqQAGcZq8VW3oO8sBeTSus2cni90uwNmkPzoPFiUw6P0ireHImammBD+kCkAXrsRWsR3/i\nxRhOubrDa7TV1PmQrn73XUPs0P6UL1hB7JC+5N56KUWfz2XbM29Sv81z1ScMekyJccQM6UverZeS\nNH54+zZHQxNVKzbibLFiPRhECkOAKT6WtJlTKPzgmw7n3IamwhJW3vioBwk0pySiCzcHrFOLnTCQ\niGEdeyL6Q7PVwS9rS0MePzArjl/W7mfp1gPcftZAstOj+cs1o7j/jRVsL3KRvzd/2MGQ3vFs2F2F\nyaBj6rB0hBDUNdmYMiSN8uomPprv+b6bDDquOiW3/Tz/vG08d766tF33yuZQ+WLJnk4TLxHulfo0\nmNhTaeHu139DosllvHXfZFLjtc9zXZON5hYHqfFhxyQleVJeMpOzE1lbXMvWsnqizHr6JUeSFGki\nOcrM4oKDFNda6BkbRlldC/mVTRh1CjMGuOy2ZgxIZdbaYppsTvKSIrl4RA90R0kw9biD3RXRjTA4\nOK1HiWubyYxIHgaAVB3I4oXa62ljEbnntncDiogU6HshMv+r0EyxvSCC2BPJhhLk+ldcvpHJwz2J\nl6USNf9LlNzzXK8dcmTKbZEpdJonZM8piOThgXfpxiGjm3gdCzRUY//sWbAEjzCY//w1KDqcK77D\n/uObrg2KDv2JlwBoavCdhBg4CcO5d+NYMgd5oBCl7yj0Q6cio+JxfPkiWN1STlYLtncexnDmbajl\n+zTSBZ5pwJYmLRp2sBgRk4R++nU49+/CMftpag80t5MugIM7K1HTx6OUBiga3bsZ25v3B52/Y938\nkIiXPjqSsLQkLGVa7ZJiMtL7mvNZOP0GWko1CYzt//gP5xQtIrxHCgtOvsZjf2l30FJ2kH0ffsO+\nD79h8BN3MvixOwBNO8sZJK3YhpMXfkDKFE0PzWm1Uzy7EzV+XpG3lvJKovr6L4rWx0YyfPZj6LrY\nsfTpwoKg2416pT0VGBVu4LNFe9rX/H/9aB0v3jaeOb/t8akFsztUHnp7NTUN2nu1cEMpFbUtlFU3\nYzIoxHq37wMzx/Yk2a0OacWOCh+x0dU7K/ng111cdUpeyNeoJGeiP/0GHPM+BIMJ47l3c/frq9uv\nQ5Vw/fNLmD66B9lp0bzxw3YcTsnYfsk8cvnwY0JYDDqlPQLmjZPyPLsFG60OTHoFg1u6ukdsGPef\nlIvdKX2iX//nkDEJiuZrP5sTtW7BugJAgZxzkPt/07SyWmqgoVW6p6kMaYxC9J7uOk5MdpdIF4C0\nN4ObTITHtoMbPc26LZXQY4qnIn7J76iKHpE2DhGerGmHHVjdpbn4TsABDUWwb55G+rpxxNBNvI4B\nbN+93iHpIiIWYTBim/0szj0btbSfTSvSVAZOREnphVpVCuExQeulfKA3YjzxYhy/foDjN03Yz7lx\nIdhsOJZ+iTxY7LuPlNi/ex1lzOkBD6sbdhLODQtw7tmI88Wb2ucan2H2cDWKyEgk/NZncG5bhv3b\n16Cp8wWrfv0l/UDR6Tjxx7dYd99TOJosDHr0Nkp/WtxOugBaDlQyb8qVnLzwfYzxsR6F7d7Y/tw7\n7cQrbvgAFJMR1Rq8g3T9/c/SuGc/+nAzzWUVIc07GBp27qXvPVej2h2kTB1LxZI1WJtr6XXHuUSn\n9MSkdM3GaHdp8M+jKlVmju2JwynJSY/mtW9dxPlgXQtXPb0woAdhG+kC2OhmO2S1q5TXeEYAosIN\nXHNaX4/XrH58PQFmL9rDmeN7ERcZuu2JYdJ5GCa5IgYSXzupuas9I4ord1SwZudBxvYPLotwrBFp\n8n87F0Jg1AcmjbUWO05VkhDxv9Ut6g2lz0xkXB7YGpFhibDlP9oGvQlqC5AH/JckYPFqOgka/exA\n4KNoHtJai+h/GWrBt1C+WiOA/S7zrYs1xSFSRyO9rYiKFyHLVsKoBzTLoEOFzgROt0VkUxmqtQHF\ndIQt0f4Po5t4HQvYO4iUGEwYL3kI29cv49y0yGezuvk37H2G4pj7dse1Yd5w2LDNeQ7hlR60z/8Q\nGoKkzKSKAERyL2SFp5Cr6NEXdfd6nKt/8nMpCmMvSGXX0lr0JoUhN43Dvmg2zmVfg6XRZ7wPImO1\nxgE31X/9+LM63q8VccP6c/KCDwDY++HXbHzQV3y1cvl6fhl/CY7mDt5LtxtuTP9sTvzhTQrenE1L\nRRUVi/zftNsK8G1B3trOouTbBZyxcy6KXk/m+acdlmOmJ4SxYXfg7Q4nbC2s4ZrT+rLfj9p5qMbP\nOkXgDDA4PsrEJVP7sKOoloFZLmWnCQOSmbNkL3aHn4aH0E57yFA7qt9zc2wAsO7Ox1qwk7BBQzFk\n9MS6azuVr7yAdNiJv/5WwkeNDXK0o4ffCipZ0NrNOrxHDGcPPjL2QccLRJyWwpa75rgkGxyWoAXz\nInEwUqpQtV2L9CcOhNTxcGC5n9EhfBEqNiATB8H+Rdrv9iZY/wq0pSEVI0T3ROSehyxd6v8YDguy\nfC1Ubu74fMEQlqx5O656xnV+gJVPosblIHrPRET+b38mjgW6idcxgH7qpdg/f86vlILu9BtQty3D\n/v3ryObAxETdvaHzpKsVsnwfYsxM2OeW7gtGutr2a6jBdOer2Oe8oEXJ2hARi2Pd/ID7pWZHkJod\noXU71m3HOb8Db0o3mB94H3XPRmyzngKbBWXQJHRjZ4S8vzv2zfYlhm2oWe+Z+lQMBgY8fBM7X3of\ne732d3DUN7L342/JuvQMKhavYu+H32CIiWLIX++maV8p5QtXsu2pN7o0t86gcU8x9Tv3EjtQe4gU\nf/kLRZ/PJaJPBtkPX4beHIZZF+03nREICdEdSwwUljfy1Kz1ZKd33c4lEOnKSAjnQE0z//pW+2yc\nMS6TW88cQEllEw+9vbqddGUkhlNSqX3uLz85h9hORLv84bmbxnL/mx2n61/6cjOrdhzk1jP7YzR4\n2q289eN2vl6qLUYmDUrhzh61lD14DzgdiPBwMv75FmUP3oWzWiu0Lt2+hawv5qJPSPQ5z9FEi93Z\nTroA1u+vY0xmPGkx/wc8/ISXZY4h3FcgNaonovcMZHgK/P6IKyoU3Rv6XxGAeIUA6dBEWd3hTnpU\nGzRXaqm/QH6O0OlORr+ISEWYYmDYbcj1r7pSnaodqrYjq7YjE4ci+l3c7e14GNFNvI4B9EOmoGTk\nIesOohZt02pOpEQ3/iycCz7pmFBFxaPLG4W6ZUnXJpCYgeysbyQg9Ubs3/4LZ0k+7flDg0mr+6ot\n97+TTo/+1KvB6cTxy3udO2FyJkJvQJc3CvMjn4LNguiknIQ7Ivv0DGmcYjJy0i/vkHzCaPZ/9Su1\nm12F/g27Cll4+g0c+MW1Ei2a/QMnL/yQfvdczfZ/vI10HLqVSzAIg56V1z+CarORdvoJbHvqzfaO\nyvrSIgb9+15sqoUYY+iq5L0TQhOItNpVYiIO3WbGOyFT4iUe+v2KIq45NY/l28ppcpOcEAjee2AK\niiJIiD70B0H/XnH8+56J3PJSgMhCKxotDn5Zu58dxTW8fPvEdnHYsqqmdtIF8PuWciYs+Ym1Wadi\n0ZspiuqBMjufmWosfdGIl7RYcJSVHnPi5Q/HgazZUYHIPBlZs0vzZzTFQf8rYdfn0FSmWe3E9EYM\nug5hiEAu+7NnKq5+L8LegIzK1GqiXEcl5G7H2BwwRII9wOLaVocsWqDVmwVCYxAx6MShUOlGzPSR\n4PBzrrAkzZooqgfSHOfrVwlQuRG5pRkx7NbA5+tGp9BNvI4RlIQ0SEhD12cI+jEzkI01WP3ISih9\nhiGrSxEpvdCNmQGNdejyRiGi43Gs+gG5v40UCIiIhqa6jk8eEYP0k8LsCHLTIjxidIpOsxgq8e1A\nRCiIzP4YTrsWXa8ByPqqdh/HdoRHI8KjkVYLNPi2zetPvxHHsm+QLU3oRkxDiT20Gpuhf7+XPe9+\n4VcJ3h3ReVkknzAagMyLZ7QTL53ZhCE2yoN0Adjrm/hl0qWcuuIz8u64nJ0vve//uINySZ40kpqN\nO6havqFL12BOTcRe30TVSu2mWrPeM3pYs1yzCHFKK6p0oniv7P1ArSmn3w+PApfQUfIuKcbM7WcP\nwGZ3sja/azY3AHFRJqpba78CGWZ/OC+fHC/Np8QYM0mHWQB0X3noi5Ciiia2FFYzPEcjTbvLfGvj\nXo+ZSkOcJyl8feSt3LH2X+TU7kGf3gNjn65prR1OmA06puUlMW+XFvUa2TOW1MNAZv8bIEzRMPoB\nTRTVEKWlHt2IjOh1qka6LNV+hVNlw36weROZUPPtZpTIdOSo+5BbP4D6Qv/j7M2+foshQSDi+yLj\n86B+H0RnQcHX/ocWz0c6LYi8CxB9L0Zu+JcWafNGbT5SdXabax8mHFPiJYQoBNxFfiTwsJTy2WMz\no2MEhwP73HehzrdI3nDRAyhRcX52AhGT5Ea8ZGikCzxTjG2IikM38jScK78PrfYKtIiXn3SpSM/F\ndPNzCL1B0xlb/i3S0ogy/CTUdfNcA/VGzPe+iWPDAi316n6MzP44l3+N3KVp1DhW/Yj5ztcQEV1P\ncxkiIzh12acsmH4DLaWBC90HP3lP+8+DHrmV6H59aMjfR/qMEwJKOagWKz+PPA/pCHyjbNixhzM2\nf4+Uku9yT6Vxd1HAsf4Q0SuDqb+8zfd9pwccEztuAAAKOgShpRqdK79nd6Meb9LVIzGc/ZWeJPXE\noWnERZq59rS+rM331RELBTERRh69YgTz1pVQVd/CScPS+W7FPjbv9Vzdf7NsH/eeN4izJ/RiyeYD\npMaHcde5A7t0zmCw2DoXofx88Z524pXrRwy0QfFDXoRg9ZSrGBNfRsz5l6CEHx92LJOyExmaEYND\nlcT9j1kxdQQhFK2wHZBeNV6yfA0ivi/ojPhEskxxkP8FAYmWYgpqC0TaOM30umhea4jR7fg6s5Z2\njMyAzJOgaouvkHSHkJqoaupoRJ8zkLb64A4hBzdB3gWImCzkyPtg3Uue3ZUAQtdNug4jjnXESwL/\nD3gL110/dBXH/wHIpjqs/74H6Yd0KUOmtJMUb5E5AAAgAElEQVQutaQAkCgZua4BQdTqldxRqAXr\n/CvIe0MoGM64DXXHitBJVxAoQ6dgff8xqC5DSgl1rXUkZi9l6vpKpKUB/bCTsM//GKpdtjOyyKsO\nrKEatXgnun5jDmlusYP7Yk6MC0q8lpx9GxnnTCNx7FByb73Uo4A9ZkAO6WdMpfT7hT77BSNdAFJV\nWf/w8/S5+hyiB2SHRLyETmkXVU2eOoaK31YT3jON5uIyj3E9zplGZL9Mej90CXrFTLguLnTtKb2J\nenyjSN6kSwit67DZ6uDJj4PUnnSA1+6aSFykiT5pUdjsKuFmPVv2VvsQL4CK2hZumtmfm2Z23Sao\nIwztndAps+mNe6ppsTkxG3WkxIdzw+l9eXvuTgAuObEPXy/dh8VPJ2bmyCEknHbh4Zv4YUKUWUsd\nl9ZZ2FhSR6RJT6/4MKwOSa+48MMmQ6FKye7WxozsxAiU4ymv6T2VVikXYYyEvAuQu74EnFrhe0fa\nWcFIF4AhArn5LVf60hAFmScjojM1eQh7ExgjEUJBjc2F6hBqYk1xYIx2yWAAVKxHlq/XIlimuMDz\nVh2ov/8/0Bk0EW5v0gUgnahrX9LSr6aul3t0Q8OxJl4AjVLKwCZx/+NQ9272JV0GE/qpl6I/QbtJ\n2756Gecare1dN/xk9CdejIhORH/ixdh2b/AVVxU6pMMWGukCzax61t9Cn3Sg3FArnD+9jd/HWEsj\n6PQug25jGPbl32GYfAFCpw/+4FMURHxqsBEh4eCyddTv3NvhuJKv51Hy9Tz2zfqe09Z8gc6gPZwU\nvZ4p375O6c9LWHzmLVq7X6hQJduffpPtT7+JLgRD6yF/vZu06ZMpnvMzushwdjz/Dnvf+woAY1wM\nthotwjn8H3+k//3Xhz4PL+gnnsPA7RtIPNBAJf5byDOTIyiqaOKdubv4efV+DnRgxBwICdEm4iJN\nrNl5kKdnb8BidTJlcCqLNx/wGasILbV4pBETaUQJ0m3pD7tL6hjYKuB67qTenDW+FwiBThEMy07k\n399vZ+8B1xoywqz3kck4nlDVZOOdFftweL0HKVEmrhvXC5O+69EOR1Ul1t35fFNrYpdT+9xnxYdz\n9ZhMWhwqKwurcaiSUZlxxIYdev1gl5A4yOVVCIikIa6f08dD2likpRJWPR38OOGp0Oz7WfZA2QrP\nmjF7AyJlOMLY+t1zJzYNQeq42pA6BmJzoaXKk3hJ6UpVWmsIWIPWVtjfUWCtoQi554duD8fDgOOB\neD0khHgMKAI+AV6UskuJ7f9KiBhfLzscdpw7ViHCo1FyhreTLgDn+vk418+HyDhM1/0d003PYX3r\nAZdERWvRu9zr34rlsEBKMIWBNdDDN8ADTCjoz7oD55q5yP07wWbBOf8jqNiHkjsCpz8NMTQlfP3k\n81GSfa1nOotVNz/eofaWO2o37eSL+DGkTZ/MqJf/H2FpydRu3snimTcF1FBQzCbihvajcU9xQFV7\nZ7P/904xGYns05P0GVMY+KdbEIpCwqjBbH/+Hey1rge5raaOSV+8QvIJozAnHpoFjAiLJPGOf/BC\nRSVLChqJMBv49/fbaLG5iHt5ravrqqSqmXi3Gq3OoI1Ivfz1FixW7Wvuj3SB9va++s1WslKjyOvR\n9RRzMDidKi99ublTpAtg/vqSduIFoHMTLR3UO55X75xI8cFGFqwvpUdiBFOHHd8t+bsrG31IF0B5\ng5Vle6posjmJMhuY0DsWnaKghNgxa921g/23X4taX88wYxhVVz1KVY88CqubKau38N2WA5TVa5+j\njSW13D45G7Ph6Ke0RM65SJ0ZmssRCQMRyUM9twsFzPGa/pelbaHsbrcDmBNg+J2w9nloCdIl3lKl\neSS2KekbopCNpVpq0w2yqQMCBxrpclhgh5vziT5CU6C3VHpFuTr3GfcLe+ebsrrhi2MtZfxPtIre\nE4F/A38CnjmWEzraUHr2xXDGLZotUBukiizahv3rl3HuCuDD1ViDff5HKBk5mG58Ft2o01CGTAme\nyz+cCEi6AkDRoeQMRxbvQBZ7+ho6C9ZjOPkKlD5DfXbTjZiG+faX0Q+ZcqgzBjSrH3eknzmV7Jsu\nDr5PYzPFc37m9wvvBmDDQ88HJF2mlATO3jOP01Z8xrTfPiJuZOdqklSrjf5/uJYRzz2IUFxfT3Oq\nbweco6HpkElXG4QQJKQkcc7E3pwysgdXnJzrsd1bxPTyk3L8RqM6Sh6N66c1SDQ0h6b87VQlG/d0\nvYi/I7w9dye/bQrhAeeFLftqePCtlbwwZxMWq/9QQc+kSK4+NY+TR2SgHOc2PRHGwGRnyZ4q1hTX\nsjD/IHM27qHWVsS6kn1UhEC8az/7GLVeK0432Cz0X/Zd+7Y6i72ddAE0WJ0caOic3+zhgtAZUXLO\nRhlyEyJjov8xih4x7DbocQJkTIb08Z4DUkbB+peDk642OKxaahDA3gCb3kQedGlyqQXfIFc/q20L\nBEOEpqjvreXlaELkXQBuUTsQGiHrCPoI0AfxLq3egSztooxGN9px2ImXEOIpIYQa5J9TCJEHIKV8\nSUr5m5Ryi5TyTeAPwJ1CiGMUbz420I8/C6W/f0FFWVNG4MeZ9vBXMnIxnHqNhwGwB7xrKfxF2Y4U\nWj3OUJ2o+Ws9onftQ9JzEOYIjFc9gcjUisMRAt3o0zGce4/P+K6gbsdu9rz3Jb2vOrud0ETlZTH+\nvacZ+8ZfSD7V/83WHTUbdmjz1QV+SGVffyFhack4W6wsv+pBatZu7fRcV938OC1ekbKsy84kul+f\n9t8NcTGknhK6WXhnkZEY/CZtNChU1vk+JM0mz/fGZFA8Pr3fryjC6VQJM4Ue1eideuQUtDcEMKHu\nCCWVzWwprGH++lJufmlJu4n3fyv6pkQT5aV8L4DM2DCPNUZxjXadWYmS77cVtdtIBYII80ypO4wu\nsr6/1vfz05FQ7bGGMMWi5JyDknuub/SneIF/OQZ/kA6vbkmJbCVQ0lrvaRMUCOYErRhf8ZO4clq1\njka345M0BJI6sAJyNGl6ZhHpAQiYitz1uTbHbnQZRyLV+Bzwbgdj9gR4fSXanLKAoF4I9957LzEx\nnumHSy+9lEsv/e/MPxum34B1y+8+tVO67GGI8GgcP7e+pQaTllaMiMEw9bL2cc4tv0Otn4JxofjU\nehnOuh118284Nyw47NfhcZ7LH8Px01vI6rIAIwS64SdjOF2rT3JuXYosau24lBLn9hUYz7nzkOdx\ncOlaFky7FmeLFaHXETM4D8WgxxgbxaIZN6ILC6OpsONaitRWcjbgTzdT9utSn5SlKSWBoa0dkeWL\nV1G9OoiqtKL4eDG2QTqdbPnLq4x8+VEcTc04m1twWlrahVyFXsfIFx4iPD0llMvvEnoEIV5mo84n\n4KcIwcCsOIZlx/PhPJfvo9XueY1VDVYaLHZ6JEVS19SxwW9SjJk+HRAvW9E+Kv/5DGpTE7GXX0Pk\n5KkdHrcN2WnR7Cs/tIaSqnorK7aVM2Xo8Z1ODAa9IrhlUm9W7dP+JqN7xmI26impbeLdla4SgOQo\n11rd5lCpb7GTGETENv7am7GsX4MtfyeNKT3ZNNUVXXZK6eFkoAhIjvzvkbMQESl4VCd30b+xHdXb\nkXWFSEuIi4GGIuSm/0DWdNj7k6ueSzEhN7yG94JdhCdBfH/kwRAaY5pKg293dr7M4L8Fs2bNYtas\nWR6v1dWFqBgQIg478ZJSVgFdzQ0MR0uad2hq9+KLLzJixIgunub4gxKbhOGiP2Kf8wI47YjkTAzT\nrkKXO1L7N/gEsFsRscnImgOImGSE2W1FYg7woPRTYC/M4SiZ/T2JVxuha0NMkqsbsYsQEdHoRp6K\n49dWXauwKERCulbfBehPvRrDlItcO3hFkkSQyFJnsPudL9oNraXDSe3GHZ3aXzEaiR2Sx7j3ngI0\nGyB/dWLmlESqVm4kcdwwTPGBa5ISxg2laoWn6nR4ZjrNRa6b3a5XP8bRaKFw1veoVhsxg/OwtHZi\nSoeT3e98QZ9rzuNI4eMF/tc9ekWz8Pnq972YDApWu4qiCO46dyCnjOjBqh3Bv7q5GdHERBi5+9xB\nPDN7I+U1Fppb7AEthw7WtfDSl1v4yzWjAh6z9N5bsO/XOkQtmzfQa9a3GDN7hXSdt501AKNB8fFn\nDIaEaBNV9Z4Png9+zWfCwNR2YdWuoLnFQWV9C6lxYT7q+EcDEUY9U3M9o+FpMYLpAw1sL3MSaRJM\nzNGSEXsOOrHadcR0UAyvj0+g10df4mxsZH21neatWlrXoBMMy4jF5lBZt197qBl1ynEf8fJA5slQ\nvOjwkRB7E3Lre5oJd6io3wP1ewGpRb5Uh1dXZatchSka6bCAMQr0YVpdWFchdBB2/In/Hi74C+Cs\nW7eOkSNHHrZzHLPieiHEOGAssBBNQmIC8ALwoZTy8NLL/xLoh0xBN2CCZjVi8gzRK3Gu6IZIyfLZ\nVxkwAZGShSwv9Owc9IIYciJKr4GIrEGoB/fj3Po7IjIewyUP41z5Ler2lYjkTIQ5HOcGX8kEwMOw\nOxBEZn+Unn3R9RqAkpGDrClHyR2JiE5A3b8LERbpUyyvGzARZ9/RqDtXg8GE4YzDo5RsTjm0m4Rq\ns1G9Zgu7/zOHvDsuZ9drH/sdV7dpJ/NOvIozdvxIwughDHr8Drb89V8ekS2h0zH0b/ey8eEXqFql\nNUCEZ6Z5kK427P3om3aJirrNniK1+ojDKyLqjYN+0kAGnWBU30QWbPCMYEaadfTvGcvSrQcoLGtg\nUFYcWwo9o1kJ0Samj+rJWRN6IYQgIzGCl2/XUqUrtlfwwpxNHgr17theFNi4XLXZ2kkXoGniFe8L\nmXiFmfTcdtZAlmw+EPD83qiqt5KVHEFhhSvVdKDGQklVE1kpXUuL5u+v49H31tBgsSME5KRH8+gV\nI0JW57c7VJ59bx6r9znIjLbxyBWjSEnr0aW5/H/2zjs8srJ8w/d3zpmW3rNJNsnWbO9sgV2WujRR\nehOQIoiKIv4EEQSxgIqoiIAKAiJFpIjSpa0LCyzssr33ZFuy6X3aOef7/XGSyUxmkplkE7Zw7uvi\nupiZ0yabzDzn/Z73ecNRhIOyfI2y/I6vCqmydrdKW0Bw5ewcHGpiQlNNSeGoFMhJdlLTFmB4dhI5\nyS7K67siS3y6yfrKFo4ePjC+xcFGKBoyuSA6ADWlCIRmzYLMHG0NsvaHWQfcWT37wAKt0LK3j1fS\nIVZj5n1J6z9/I1S8Yx1/2Bmw7V99PEcYRXMTj6qxiYmQB+kOQwgxDfgTMAZwATuBJ7G6Gnus2Qoh\npgPLly9ffkRVvA6U4JuPon/4UuixyC1B1nR8IbmSwR/mRxAKpGZBe1MoC0zkl+K+4c+hTfRPXyf4\nykMxzyWmLUCuXhht5C8ei5KZj8jIx6zZjQAcJ12KUtDlTTIbq8HbisgvjRnIJ6WE5jpwJyFcvZg8\n+0CwtY2PLvkB1e8vxQzqmL7+3aGO/tYltFXsY98bvfsvjn3pQYrPWQBY8RULF1yN0e5FODTmPvM7\nSi44jUBTC5v/+CSmL8CIr5/HqyMXxD1/2oRRNK/fRlJJISe8+VfSx4/q1/tIhB8/vpRV2xOf7B3e\nqK4qgm99eRzPv7+D6kYfLofKHZdNC4WO9sSyzTX87KnlUUklmir41pnjOW1W7JFPe77zdbzLPrHO\nnZlFyT/+g5aVnfC1A6zeUceD/1lPu1+nsTWxrle3U8XX0XTgcar87ebjSO1nCOmdf/+Mz7ZExsoc\nO2kIP7p4akL7/+vtZTz+ftdCw5yCZu74zoW97JE4fqMVn9GMQCFZy0ZVBs6C++iScvY0dt3EnTO5\nkClFg9PBOtDI5grk2kejvF6i7AIrgqJzu6adyPV/t8YDCS12TlYnqaWWSAoMUu0hKR8x82bk0l93\ndWeqLjACxO96FJA7BWXC1wbn2g5hwipeM6SUKw70eAet4iWlXAkcHXdDm4Qwd0cunymjpqKccLE1\nque/j0VuLE1ojvyQl/srkMEAwuFE+r0Y21dZgXpGNw2sasiV78S+iN2bUWYssEYDtTUhAf/ONbh/\n+CTC5UFf+gbBV/4E0kQZORXnFT9HqN0MvUJA+sCWsR0pyRz/6l8AaNtdyX9nnNtjzENvtO2KL7oA\nPrvhF2x/7EVmP3Y3ucdM54w1r1D/2Toypowhfay1jOBMT2X8D6+l8q3FtO3Yg7sgF19lz0u72bOn\nsGDxMxheP1pq8qDfcfZWZYpF+Ee2YUr21LbxpxvmUVHdSl66m6wEKjczx+Ticaq0+yMFvW5IHnh5\nPdv2NfOds6O7RAvvfYDG557BbGsh7Svn9Vl0AUwZkc1f/28+AL94egWfbIzrdsAXMPC4VIpzU7jy\nlLJ+iy4gaukSoLyqhaBuJrR82dQS6VNrbAhg+nwo7gP3TLnUFFxqSvwN+8GXJw7h+ZV7aWwPMqkw\njUkxJgEcqsgt/4o22OdMtCIewhDpwxHH/BRzz0c9V5oUJ+RMguoeuth7pQ/xv2ml0LAtLBKDPiyV\nysQ6Nm3icrDjJGz6gfS1YWxbgVnb5UtRSiO/kNThk9GmHI827USrwhUHMbQM4bC+OILvPYW5/qNI\n0aU5ECXj0I6/uLcrQ3/j0cjRRb429GVvWsf972Mhz5m5fZW1pPg5k1xcwIRbr+vXvvteT6DTCPDu\n2c++1xex+FyrMSB1ZAmlF50REl0AZjDIwpOv5IOzvs3CBVeROrIk1H3qzs+B8CUcRWHuP3+P4nDg\nSEsZdNFlmjLKFB+OpsY//5DMJDwujbHFGQmJrk4mjehZNL27IrYPS/EkkXXlteRc/384ixNbYuyN\nWy6KjjXpCa/fYHRRGpNH9H95bE9Na0TYaie7a9q4/W/LCMbpHAQ4aVYZyZq11CSkyaxlb7LnG5dh\nenufS3qwyU918935I7njtLGcPbnw0Eqzj0d3wTLiTJSJV8eu5HvroaGXBHozAN3GFiVOHNHlSoes\n8VB8AmL0uYllcak9WBkSyRazicuhEKBq0wdkSz3+h3+AbNgPioLj/JssgbXga+BJQe4vRxl9FOoE\nyz8jUjLRzvs++r/vj+37ciWhDBmOdsqVXedojKy8KONm4zj7ewhDRzrcGKv/h6ztxYfQzQNmbF+N\nY965VrhrxIEPzuyvsd+/ktSyYaz/1cPUfnTAVeMeqV2yko8vvxmpGzSs3sSQBccw/Xc/QtE01t31\nZ2o+7Lq7rflwObMevQtpmDSt38aWPz4Zem3CrdeRMuzA/TqJoiiCFLdGaw+eJ92If3ft9evUt/jJ\nSu254w2gqS1AqzdIQVYSiiK45PiRLN1YHfOrJGhI6pp9Cfue+ss7K/rmsfnvsj28uXQ300blcNtX\np+HuJRMrFu/2cr515Q2sr2hg6sjeq3ilxUU88C3B+zfcTm7dboa27sO/H1o/WEjaqWf26XpsEkOU\nnozc9BxggjsbMST2ODOpe5ErH4hcPow1zzFq1FBfBln1QHIRFB2NyBgFnlxkzSrrOtw54IseUwd0\npODXgxHDx5s19sCuxwawhddhh75qoSW6AEwTfdFzaFOORygqjvmx58A5pp2ENvk45P4K/M/dA2GV\nMvztmBXrCTx+K86rf4k6bCLalBMIbFgSqk7J9lb8v7oUkIiMPETZjNjCSyg4vvxNzMpyjI//HXq6\nszHA8ZXrCb74OzB0lInzUMp67lTrjvS3R3m+pL8dHK5+DW8t+tLxVL+/dFCFF1JS/vQroYfNG7eT\nXFpEW/letjzwVOS2ApZecztC01C7Gef3vLqQ7JkTGXrWyYN3rd249oyx3PdSf+/A4e/vbOWZhdu4\n+cIpzJtojXqqrGsnoBuUdhjQ319Tye9fXINuSCYOyyQlyUFji5/JI7J7DE195aNyrjp9cD/8P1zX\nt7v6zjiE5Vtr+c1zq7j5wim8s3wPdS1+jp9SGJVDJqXkb29t4YO1lRRmJVGU3buXsa45sVDR/CGF\nzPRVoLd2XX95g84ov06Sy/6oH2jEkJmQWmJ5stJKEVoPNwRt+6M9WwlV9qTlCcubahn2t7/c94ts\n2wdbXkQqGnjyoa3jc1v1WMdsjf4cF7mTkaoTNoVFKmSUIbJGQ9H8vl+DTRT2X+NhhnB2KwG7Eutu\nE6qGKByJSM9B1sZYsjF0As/chfvmJ1DGzkY9/RqMN/8KUiIrukJAZWM1cumbMc/hvOYe1GETkMEA\ntDdh7lyLGDraGge04WPUcXNQb3sW/F5Egj4u2dqA/293IKt2IPJKcF15F6RmEnzuHiu7zJOC89I7\nUIdPSuh44fjr+uZjGgg2//FJ2itiZOR03NhKXUdvjvTrNK3ZzAdnX4/QNNz52cz9x+/Imz9zUK/z\n5BlDSU9xcu/zPXcbxkM3JH97azPzJg7hH+9t45mFVr7X8VMKuPnCKTzy+sZQ9ax7F2RPfLi+atCF\n1/AhqazZ0T8vy6ebarjuD4tDnq3XP9nFr66ZhaoIPt1UQ7svSFqyk38ttuaF1jT64i4l7qttZ29t\nW9xQW4C8235O1W3/h9nWyrKCGTyzxkVR5cf89ro5pB2AB+1QQjZuR7ZWQloJSlr/xojJpp2g+yBz\nNCJWAGmCiOR8SI6Tp+fJtiIYwifhGd3EtCfXGiXUPf5H6uCrRxn3VcyGrVC/IbELU5yguazOSrA6\nHtvCRJbhBW+333HNA6PPg7ypiF3/Q6YNs44z/AyU9AMf12bThS28DjPUGadgbF6GuXkppGbh/PK3\n+7S/Nvl4gttXxX6xvRl99f9C5vi+IPJLUYaWWf/vcCKyChB6ABkMEHz659bzxWNwff0eRHr8LxBp\nmsiG/ejvP4+ssvJ2ZfUua0zSqGmW6ALwthL4569xnvlNlAlzI8bsxGP45Wex4/G+t1U70lJCYaZx\n6RaUGkt0eYoL8O4Oi2joYYVB6jrevftZfP4NnFc9+GM7ZozOxe1Q+y28wOpwbPfpIdEFsGh1JWcf\nM6xfqyhVDT6272tm5CCasK84pYz15fVs29fLuJZeCDfKewMGNz38ScTyrLObWb4mxgSAcP65aDvP\nLdrOt78ynjNm9/4FmDxnLsPf+pBv/e5/7Gmxfu/21rbzwZpKzpxz4P63g40sfwtZ/lbosZk/A2Xc\npX06hrntFdizyHqQNgymfvuAxFc8hDMVOeZi2PQPYv7Su7NRZt+KrFmDrHjH8mD5w24KhVXRF5O+\njty/vOM4MVDdVoir4gTFERXGHUX3pUTdC9tfsc5R3+VHE01lYAuvAcU21x9mCM2B62s/xX3nS7hv\neQqlKDpSQLY1IfXYiRzaUaegnXIlYmgZysR5oT9qABQVY+mbfRZdYHVFduZ++R+7FX3hM5jrPkRu\nXtq1ze7NmLvi37FJQyfw5J34f/91jBVvR74Y8Fn/hdPaQOCfvyL4wr19uub842eTVNqHtHFNZcYD\ntycuugBMk4xp48iZFzt8TzgdkaILQChkzZyEcMT+MvDX1LPn5XcTv4Z+0ubXqYszjy/egonbofLI\n69GmYgmMH5bZr+u64aGP+esbfQvB7Qsuh8ptX40zWqUPdPfEBXQzokEhKYHxSRJ4+r1tvW5jNDaw\n+9pL2X7sNGR9pH/nSFlqlLs/AKDVJ6hq1JBVy5GtcVLWw/c39chxPM3l0Lh9gK8yGmXIDMSsW2BE\nDL+dNJCGH5E7GeWoHyCOuslaBgQr6qHkJGszXz3U9WLQN3xWVc3wQrDZmvOouqz/sidYsyTjEWiO\nEF0AsmV3Dxvb9BdbeB2mCKc7qrtN6kH8f7sd3y8vwffrSzHKY88JdBx3Ie5v/QHXJbfh/MZvEIWj\nELnFaOd8D9nch6EDWqRx2qzcTuD95zF3rO5hBxCe+AGT5oYlmFs7jOdSEvp6dyWhzT0HdeI8RF70\n3bux5n1kH4d3z3zozgT9FoBusOqW3/Xp+ACNKzfSVh7DS+HUkIFogexITea0pS/ypQ1v9HhtO8O8\nY4NFqsfB2OLeM5UyUnpfvtpe2RLTrL67ppWP1yc41y4G//moPKFuv/5imtYIm8FCNySnzCji66eN\nYVd1Al1mWPMxe6Purw/hW7MKpOT8VU+TKqzfrbkT8jlucsEBX/MhgSOJReuTufQPxbyxIpW3V6eg\n+xP7+QFWh7fa7Xe2J29WL0jTsHK82hOf7iGS8lBKTgRXtxsOfyNyzSN0ZmoKRxJkdNxQG37Y8gJm\nxXvw6d2QyLifiAs1EPPuRoz9KqKfafMiY/DyAr+o2MLrCMJY+R7mtg6zuLeV4Kt/7nnbrSvQl76J\nSMvBff0fcd/4MOaqhdCamNcGgLwSQqIoNRPjk1cx3n6ix83VOV9GKYw/DkN29zl4UnFedRfuGx9G\nKR6DcCfj+tZ9OM69kYiaizsFHH3zsRR96XjmPv+HhLc32vs3aiPQ0BRVwUoeHrtTsew71tKJ0dre\n43JBcsnnMxfw9kt7rvwkubSEw0a7s2zTgY2jAvjTK30fQJ4of3ltQ49jjAqyPCSQqBGX5vYATe2B\nhFZc3Q6F75wVnWEWjtnSNbh4eFMF9ykf8q87F3DbV6ehJpgwf6gjxl/G/a/n8OA1lVx9YgOnTm0l\nsPwRzA3PYCYwuFkIBTHuUmtZDgVKTkakdd3EyaZyZMW7yPrNPR7DrF2H/OQXyBX3I5f+Grn3w4Sv\nX5o6+GOsKDTt7PJjAewLsxL46qDireh9IFpERl2sjlz2G+TKB5Hl/034Oi0EOFJjjp2zOTCOjPqz\njYXe7UtQj71MFFz0XNf8xKQ0XN++3xrl05P3qyf2hc3z88a/63SckNgAc3X8MRgjpliVM1XDceZ1\nqKMipxQIpxttximgBwku/AfC6cZxzg396nAsPf80An/5GWt/9iCGz480JY6UJJKK82ndtht/bR/E\naA84UpNJHj2MusWfhZ5r3VwetV3WrMlM+YU1aNtbE7v6KDSNST/9zgFfUyKkJ7tIcmm0+7t8Xmcf\nU8KnG2uobvQmbNMaW5zOtn3NoWW3tTG+e/8AACAASURBVDsPPIjx7eV7aWz1c/bc4UyJE7fQF1q8\nQVbHMNe7NMGlJ4/mrGOGcfHd7+HtFvQaiySXyqjCNNbsjP4d+mRjDWysQYgufZ2e7KSpLfLveMH0\nIq4/a0LcINX0cy+iddF7SL8P4faQcd5FfY62GEikqVtdc44UhGdg/n1EWikFuQ6Kc7oqxR6nYQWP\n1q5Fzvmx5akyDauT0JGC6CZORM5EmHc3SDPi80LWb0GueQRrXDAw5mJEQWREhKzbAOseD38GueMN\nRNG8Hq9ZVn2GbC5HpA+H3CmxPZxaMjjCuludKd3CSmMo/ZTiSMN8T7THDwOOjYRgC3LbvyF1qHX9\nNgOCLbyOINSpJ6B/+jqyZjcoKtpJl0VtI72t6J++1vVEezPmhiVoc89G5BZb+/aH7qIvAoF62lWI\nlIyu6wj6QXXENsO3NaGddCmcehVKeg4iNQt97QcYK95FGgbahGPQZn8JAG32l0L/fyCMvu5iRl8X\nHQ7rrazm5WEnYsZYEoxACDImjqax20zFTnz7awk0xr8jz5o2DoD97y9l0WnXxNzGU5SHI3VwksS7\noyiCWy6ewn0vrsUbMJg2Kpv/fLwr/o7A0NxkJpRmkpPm5rz5w7nr6ZWs2GZ5jxrbAqQlOWhuD5KZ\n4uRrC0bz6Jub+2zkX7q5lmVbavnZFTOY0W3Ac3/ZvLsx5jKmX5c8/e42Jg3P5uLjRvK3t2P/W3dS\nkpfCrZdMZcXW2pjCqxMp4ehxeYwqSufUGUW8vKQiNDlgTHEGl500KqH0es/UGZQ++x/8WzbhKhuL\noyj2iKXPA2kEkKv+BC27AAFjLkAUzBmQY59z0TG0+naQ4u72b2QGoH4TMnu8de62SnCkwOTrEKlF\nlhdMb4e0YZaZXkSKUlmzipDo6ngcJbzqY3gLezHmy32fILc83/H/HyPMIGLU2cit/wYkaEmQlIcY\ndVakwX/YaZEm+qS8rugHocK4S63XE61GCeXAKlfeOrCF14BhC68jCOFJxfXt+zErtyPSciIGawMY\n5esJPHkn+CPTrINLXkaZfByOi39E4JGbo17v/wUpOL/2U5TS8aEMLiklwZf+gLHiHXCn4Pzqbagj\nu+bRGVuXE3j6F6AHEJlDcF5zD77fXwN1XQba4PaViJQM1AlzB+Y6e6FtVyWypzWnMJzZGcz71wO8\nM/di/DUxvmQlmL7el+Uyp49n0s9uAGD7oy/Q01qXb38ffHgDwFFluTxz24lU7G/h+gc+SmgfVRE4\nVIWlm2o4qiwHVREY3ZZNT5pexFeOLiUzxYVDU6hq8PLcoh19vj4prTmPAyW8XL14qQK6yY8e/ZTJ\nCQxy/t65EyjJS6Ewy8MzC7fR3ouovPiEkYzqmFF45aljQs+X72/h/TWVjCpKj8oDi4WjqPigCq4Q\ntWs7RBeEqkIDJLxOPWMqtUs30dawjCSnjLRBOtOQez6wRBdAsBW583VIH47c2RGDkz4cpnwrqpNR\neHIiC1HubGTjDstwnlmGcCQhkodEbiMURFns/EQA2RC5ZCnrt6BM+BoyfQSYelQchpQmVH4CNWsj\nD+Rvhjl3QGslZAxHGAGropgo0owtvrQkS4z2huqCTNvnNZDYwusIQzjdqN3GB8mAD2PTp+iL/hlb\nVDXsx3/vFajTF0S/npoFLf1bFlLnno3aLSTV3PSpJboAfK0EXvw96piZyMZq1KknYnz6Wqh6Jhuq\nCLz42wjRFTrOvm2fi/CqeO4NpB7/A06oCinDijj2pQd597jLehRNoXUlVQGj60MwY8pYTl9uhc56\nq2rYv+jTXs91MNhZ1RK3Qx1g/qQheP0Gy7ZYPq53Vuxl2JBULjlhJJt3N+ILGOSmuznr6FJyM7py\n6PqbnQVQnDtwFcCGlt4Fsj9osmxLD6nfYfzgL59SkpfM986Z0KvomjYqOyS6wlm9o46fPPEZuiHR\nVMFPLp8+YOJy0BHdvloGOK4hZ9bFmLtyYedbVtYVAgqPRmSNQe7q1vHbtDOyUtW0E+o3Q043z9zQ\n46zlvYatkDoUNA9y1YPWa+5smHEjMm+6NTanebdVhRr5ZYSz5989kVKErAlrNkopxNzxBnRco1l6\nCsrw00Ivy23/gVieMVNHaB5EznjrseZBZpZBQ+9V1whiVbziiS6AofMRroz429kkjC28jnBk0I//\nkZuRlXFapg0dY1P0l706/0KM1x+mP6FL6oxTo68n0M2c3tqA0THL0dy2AjEkspwte+jMVEYkPk/v\nQEguTqwbzL+/jtbyveTOnYGiaT0vTXYoF0dqMnq7z+pqFIJJP7keKSW7X3qbT666Fb2lZ8/c+B99\no8/vYyAoiyEOYjFnfD5/+2/knX5ts4+z5w7jr/83n+oGLyV5KSS5Iz9+RhWl9Xk4N8CE0kzOmDVw\nVR5/ML53K1F2Vbdxx9+X49QEAT3231BP3ZPPLtwe8sTphuQ3z63m7qtmxhRphxy5k6yhz7VrQXEi\nRp834KdQSk4KRS10Ihu3R8dDxBoCHcOULhQVUXZ+6LH54R1dL/rqkHs/gr0fWTEN7mwoOg+xb4mV\nCl90jNUKW7fOCiLNnmB1nZecaGVrNW6zAkt3vhF50oq3kQVzEO4OYVPbQ8OI4YU9i2HYAqSvEfYv\nj5k63ytakpW037gNkJGBrj3hTEcUDv4N7hcNW3gd4ZgVG+KLrk6cLsKdn8rIqajFYzH6k3SpqChZ\nQ6KeFjlDIT0Xmjq62hyuriqblIjCUciWBmhtQOSVIqsrIg+Qmo3z7O9GLE8OJmXfvYymDdvY9+YH\npE8czcirz2fnU/9h32uLIjdUFDxDchBCoCZ54nrCgo0tzLj/x6huF5nTxpE9czKfXnu7tcTYC3Oe\nvIcRl599gO+qf2zenZgoeumDHVGhoHtq2vj721sozkvhxKmxOzKvPnUMDlWhYn8ru6pbI46R7NYY\nkumhpslHc3vkz/bMOSUDOji8c6TRQNHui/yC6+6tTk92YZqSh15Zz4fr9lOQ5eE7Z09kQ0VkBbDV\nq3Pjn5bw7I9PIjXJMaDXONAIoSAmXoUMWFlS3Q3ug0Yi8Q6qC7n+78isMihZYFWfgu2IofMR2ZbH\nUrZWRguT3Yu6Eud9dbD6IWSnqKtdYwWQdhrZC+Ygxlxo/RyGn4655UWr0hYTE6n7EZrLSsH3x/YD\nyoq3kYoKez6wlj/7gisDRp8LlUutqIrSU2DdX61r7o2C2QjX4IUVf1GxhdcRTrih3XoirIWqG47j\nLkbkFGLu3oxaMh6lZCyypR40B3QGsnaOvlCd1p1cT2tPQgFFJfjhS5gVG1CKylCGjiLw5E+tYd2a\nE8c538O/8AUUf3nXfvVVuG76G7JqJ3hSCfz15q6Ii5wi3Dc+MqBfsvFQNI3Zf70r4jlnZlqU8Mqc\nOjZkeJ/z+C9ZfP4NEYn1QOTPXlFo211FxuQysmdOxvD544ougEB938NtB4q9dYl5/7ZVRie+L9tc\nw7LN1pdiTaOXi47vihXZW9uGoggKspL4esc4oF3Vrfzkic9C4qvNp7O9soV5E/L4eEN1aCX39JlD\nmT/AGVVlQ9NJT3LQ1B6noaKD7l2f8Qj/i3FoCmfPHcZ7K/fy32XWKK+te4P8+ZUN4SvREft+54EP\neeKHx3+ufwf9RTgHVsTGJXO0tazZm/+pUyxVr7ICSTsey4YtyAlXIjJGIFf/KXqsT9TjsEpac7cb\nxMqlyLLzEaLDFhDs4W8nayJy+R8sL1raMBh7Cax/osujFo40YMdr0c8nQvGJsPGZrmtu2AQlp0Dr\nbmjdFz1LsoPBTPT/InNkhLvY9IgyZDja6deAKwnSsqNCTy0EYtQM1LGzUEsn4Jh3LkqJ9QUoAz5Q\nw/74OrsQjUCvIylE6TiCbzyM/uajmBs+Rn/nCQLP3G2JLgA9QNsz92J0q8ZJKQk+/TMCf/k+gfuv\nQzvuAtQ5X0YUj4X6Knx3X4SxaWmMM35+FCyYy/T7bkVLSUZoKhmTxzDv+ftDrxefs4ARV5wTvWPn\nMmNWOkLApt8+xidfu4UXc2az6MvfTMi75cw4eHefC2YMHZBQ0UWru75Ufv7Ucr5x32Ku+d0H3PRw\nV3ZRSV4Kj910XFRl58P11RH2ucHKp7rkxPh5c2A1Efziyhm9GvJjcVRZDteeMYY/Xn8MIwvTqO82\nIaC36mJts5+HXh68DLPDGeHJRsz4AaTEzsiLImIZUsLGp5FN5dbYngPBkdwlugBRNNca4wPWSJ9x\nl8Ho86F+HQQ7JmE0l8P+z8DZh79xoRJ3fkRyISTlRi+57n4PnOnWa7E8XJ58KDw68WuxSRhbeH0B\ncMw7F89PXsRzy1Moo2IFYkrktuX4H/sR0ogsrxurFkJ4GryRWBVA7liDseTVyCe7+bucTnCE5QxJ\nQFasw9zWkc5sGuhvPYE29QTk7k1gGtZsxhfuxdR1zD1bMGMY7z8Pxt54JRe2rOCS4AbOWP0KqSMj\nu5Om/uYmcuZNj2ngMX1+ZFg5I1DXyP53P454LoKOykbpJWcy7LKvDNyb6CP5mR7u/cZspo7MZuqo\n/ucy6R3vc/GaSj4NC1LduKuJ6+5bTKvX+h1raPGTFmdJzeUYnJyqL80uJT05/nKeYUqWbq7BH4zf\nqh8uzj7bUovLoVGQZXX7HjtpCCmervPFW9xfse3z7Ww9VJFSYpgBTNlV4RLJ+YiyfnrKzCDUrotu\nDugrY78a8VBkjETMvBkx/grEzJtR8qdHjeYBrMHd3TPPIkRkt88TadDjb4vigLGXIqZ/D5JjVIWl\nAVWfWJ6v8NmQqcVW1+fMHyAc8efq2vQdu474BcN5yW34fvd1aIoO1ZP7K5DNtYiwGAqRPMBG3l6W\nAQREV9H0AGZTN9+Gr53gEz/G3LkWhMBxxrVoxxwc31NPuHOyOGXxs5Zh/sX/8uGFN4ZeSySeIhw1\nyc0FTctR1IMXhtnJ2JJM7r56JgC3/20ZK/shADRVcO/zqyMqX53sqW3j1/9cZS0t7mvG6PazCvdH\nCQFzxuX1+fyJoCiCZ249kbeX7eaPL3fNFy3M8mBKqGqwbiIUIRhVmN7bCn6Iguxkyqu6lmEffHk9\nD768nlljcrjza0fxwPXHsHxrLQ8mUM3yOFVMU6IM5lyjQxwpJa16NUHT+rdI1rJxqR1Lmz0t7SVC\nVc8dxYAlaBTVEkmxECoiM7piKjw5ED62J9YybLDNakgI7dQRAVF2ASgu2PRM/OsvPQWQiNzJiI6Z\nj0J1YI48C7a/QugvSHXFbjxIKULJHB3/PDb9xq54fcEQqorrG/dGLh92kpIZ5QlTZ56OOvk40ByI\nISPQTvgqYshwRNHo2MeIR4foSlh6aA6UUTMQRWWhp5SxsyzRBSAlwbf/3vfr+JwQQlBywenMfe4+\nSi48nQm3fRMt2RN/xzBMnz920OxB5udXzGDW2FxSPH37PWjxBmOKrk5Wbqtjy56mKNEF4AyrcEkJ\nP358GXc9sxJfoG/Bq4kghOD9tVURzxlShkQXgCklbb4gl544qtcFn7KhaZw0LXZTwdLNtbz2STl5\nmR5K8pJRExBT5ftbeWgQRyb1FSkluunHMBOriA8EQdMbEl0A7XqYKT1jlNXB14k2UJUbYVXFuouu\nzmVFoVqm+hjeKLlnMea6J5C7FiKliRh+BmR0EzjVK6zjh3YyoW0f7F2MMmQ65E7u/fIUB6J0Acrw\n00OiK/RS8XGI+fdA2UXgzol9A6w4EAWzez+HzQFjV7y+gCgZubhuexZj1UKkz4vcsRpUFccpVyIc\nkR4woWo4L7ol4jnHyVYivlm3j8ALv7WWAftIqHIhZbRJWAjLk+Zw4zzvRhR3Eq5r78HctgrcSaAH\nCIRHX6iHdocXQOmFZ1B64RnsfOZVAnV9i0yQCFZ8/5fM+MOPB+nq+oeiKNx5+QwA/vrGJv7zUXlC\n+w3PT6WhpW+VsvRkJ1NHZtPQ4otIgQ/oJks27Oe5RclccUpZL0foO1X17VGjg/Y3RFc5/v1ROQq9\n30zsb/Byyowi3vh0N5X10dWYTzfWMntsPrc+tjSmqT4Wi1eWc33Wk4jSUxClJye20yDQvfLkUTPw\naAc390moDph6PTRuteYyenKQS35OeDJ94gcLDx7t6V9ZtXLAhp+GUB3Ipp3IdX+z/FuKBp7ckGFe\n1q5BIBElJyGmfgtz8W3Rxv3utFVhbn/diqqIfZFWJS55CFSvRGaPQzbvAtWNSCsOCUGhaMjKJeAL\ny6FLLbG6MBUN0koRSYdJVtxhjC28vqAo7mSUOV+2Hhx/Yb+OITLzkXv6EODXfX9XUsxAV2XMLFyX\n34n0thB850mCbz2BUjgSx4KvIVKzkFKiTj0BY9X/QHPgOPvzmVt4oOx7830+ufKW+Bt2xzDYfP+T\n+OubCDQ0kz1rEhNu++YhsfTYybVnjGXO2DzeWbGH91b27rurqG5ldGEaW/cl1hIvgKa2AO+vqWRM\ncToTh2WwZU8zgbCxPg0tseeS9pfdNa3c8tc4S04dVOxvjbtNU1uQ5xbtiCm6AISQLFy1L2HRBTDE\n045p6Dz/3ibW6S7KSvO47OTRaJ9zwK4u/RGVJ6/RSND0ogoHSVpWhMl8IHEoHhyKJ3TuJC1ymoBQ\nHZA9PvRYzv05fHQHfc4kTGTUjgzCnv9ZYa6jz0GufawrnNTUo7oUZc06ZPVq8NZ2E12xBjl2sPs9\nEDFuMlU3ZIyEuvXQsgu56R+WQOuIipCaB6Z9F5HcEe8T7Pb72rYPkVmG8MSfxmAzMNjCy6bfCEW1\nMrka9ye6A6JgBHLfNlAUHGdeh1G+HnP52xGbqR3hqP6nf4EsXweAUbkdY/nbiKLROM/7P5wX3Iw8\n4xvgcCGc7gF9X4PFpt8/gdRjhxYWnD4fV24m5U+/AqZETfYgpcRs7/pQLn/qZQD2vfY/hBBMvP3b\nn8t1J8qkEVlMGpGFqii8vXxPj9vVNfupa7aE0tjidKobfVFdfeGEfw1t3t3EL648iqBuctc/VmKa\nVqr7SdOLety/P9z9zEqa2gZu2UxVBL2lP4wsTKeyh7iO4txkdtdEdtlpwuCWyat5bXcJz2wfBbSx\numInqqpw+cmfnz9HSkkwRvq5Lv3o0o/UJSmOwamgCCFI0fIw0REoKKL3GxHFkYScfw+ycRs0lsOu\nhcAAL1HvW4JZMCd+PlZLRezn3VmW6d3fQ1VcBiF7IjRs7lqSNHxQtyFyu/Dz617kxmcQR/0AAFF4\nDDI8lsLUoWk72MLrc8MWXjYHhDJiEuaKxISXMv4YHOf/AGp2Q3IaSkYe6vi56EPHYCx/Bxn0oo2d\ng3r0V5BSIiuiPSxy71YCz/4S940PD7zxf5BxpEeaaRWng9RRJcx/9WFSR1jJ67MfuQu9tQ1XdiZL\nv/1Ttv352ZjH2vzA07RsrWDqPTfhGXJoLQ189+wJTBiWwbsr9rJuZ0Ov9YXNe5r42oIy/t4xcDrF\no/Hrr8+i2RtkY0Ujn22uZuPuyIyhP7+6nstOLuO+b85h+75mxpRkMGyAQ097qkz1B1UR3HzhZMaW\nZPCfjypC3jWlw5A/eUQWF8wfwf9W7+OdFdFp5N0N9BnJDn5+YjsFPi87WiLf944Eq4gDgZQmzcEq\nDNnziCVDDq7nSwiBSuJWA6FoiKyxkDUWmV6KXPvXgb0gqcNnv7W6Ivvz3lVXpMcrFjkTrIT8yBP3\nvk/rXqS3zorbKDkRWbkUvJ0NVgKS8nvd3WZgsYWXzQEhnL0Yxbu1epnrP8TIysdx2tcBkC31+B++\nCdlQBYqK88Ifok46tmv3oWXI3ZujDivrq6KeOxyYdu/NNG3YRvPG7eSfMJv5L/8pFLraiepyorqs\nlO9Jd36HHY//C9Mf/cXmr65j55P/oXlLOacuee5zuf5EURTBydOHcvL0oXy6sZrfvrimx1mFUsLR\n4/IYWZjK/novM8pyyM+0IhamjMgmPdkRJbz21Xn57Qtr+NMNczl15uAMhC7MSmJXTe9ZTt89ewL7\nG7y88P6OXr/2/nTDXIbmptDQ6o9oGDAl3HPNLCZ2DNw+bWYxH6ytZF2Yh01TRdRS5s+vnMnIwjRk\nw0SmqvW8t6+rOjLtAGI++krAbOtVdIG1HHjIcqBZXT0i+ye6wLqmHsJMAciZDPX9s3fItY/B5GsR\n7kzElOuQ2/4NgVZE4TGIbsO6bQYXW3jZHBDaCZdgLH0zskMmeyiO4y9AKZ2I/u7fMdZ8EHrJKF8f\nuj/VV75niS4A0yC46J8Rwst1+U/x/eqrUX366oRjBuvtDCopw4s5c8MbGIEAqjP+CBVPfg7z//0g\nq2+/H0VTyT9pDrUfraT6g2WhbRqWHzqdbbGYPS4Pp6rQW/2ouT3AjNG56IaJpiq0eoO8u2IvqiJY\nMKMIj0tjfXkDbyzdHdrHNCWPvbmJ2y+dPqCepkDQ4L6X1rK/sXezsyIEp3WIvlljcrnpkWg/WIYr\nwDVfOYqhHQO80zwO8jM97O/oikx2awzN7eq2q2/2UV4VKbI6ZzWGU17VwsjCNERmGSceC1p6JWt3\n1lM2NJ3jBjjFv3e6r50K3EoaqnCh40MVDlzKwA0vH3Cyx1umd28CY4ZiolpeKkXp+wifzpDU7vs5\nU3oXXrVr+naecNqrkNv+jZh4tSW+Jl7d/2PZHBC28LI5IJSUDFw/fILg/55FNtWiTZqPOqVrnIk6\nYV6E8FKKx4T+XzgivVndvVoiOR3nRT8i8Nw9lsFVUVFmno7jzG8O4jsafBIRXZ0Unn4chacfF3rc\numM3b0z+CnqbJWXyT5oz4Nc30PSWNSWENQ7o4rveo8UbZGxxBl5/kIpqqxrxwdpK7rlmNsdPKWTL\nnia2hS2lLdtcy29fWMOPLu59bmdtk4+V22sZkpnEpOG9+1heXLyTD9bEr6iedUxXhSBWltnReVWk\nOnSqG7u8NqqqcPdVM3nq3a0EdJML5g8nI6Wri/idFXtD4bG98e7KvRGetvmTC5g2OoefPrmcP7y0\njtK8FH52xQxyMwa32uRUkgkobR3mdkGKlotTtaqVLpIG9dwDgXAkwfQbkbVrYPtroPe1AmaAHr+x\nIiaxhFrmGCiYAxueol/dl0Cv5nyAQD+v12ZAsYWXzQGjpGbh+sr1MV9TJ87Dcc6NGJuXouSVoJ1w\nSddrR52KsekTK6k+JTOmoFInHYu77CgI+hApmYP2Hg4XUkYUc9KiJ9nx+L9wZmcw/pZrD/YlxeWr\nJ47kwZc3xHxNSvjZUytCjzd1G5WzoaKR2mYfeRkexpdmRggvgBVba+mN6gYvN/7p49DcxZK8FO65\ndhZpSbHFb11znLZ+YPbYHC4+YRRev44pJbEi1pbV5KJLFfZuZe7EIazYWkttk49jJw7hhxdNiXlc\njyvy41hVRMwss2RX9Mf2C+/vYNMu62dXUd3K39/Zyk0XxMl8OkA6ze0SA4EyaN2Lg4lweBAFs5HZ\nE6BuA9JbD7vejr9jd/pbOVNdVqdi1hgrlHXDgWYS9u71EvYIoEMCW3jZDDraUaegHXVK1PPC4cR1\n1d1IXzs43T2GhAqXB1yHsFfkcyb7qElkHzUpoW39RiuGDHa03sfu/gyaPgJmO6rQcCmpAz58+fRZ\nJZTkpfKrf66koSXSE9STuOgk2a2FxgZNGJbJK0siu8G8AYOmNj/pybFmkMJH66sihl3vqm7l0Tc2\nccFxI/ho3X6yUl2cPL0IRRHUNHpJT3b2ek2KgK17m7norvcAK0HeG4juVNVlV4fdbY8tDXVxvrqk\ngvu+fXREM8CrSyr477LdOB0qmirQDYnboTB5ZDZLN0V+mRfldA0Sj/g5dBvS3eb7fIJMhRCII+Br\nRDhToGAWctsr/TvAiDNh5+vQHj0RpFcMP+CH6uWJ7+POhrRh0LoX2hP0uzpSYfzliMxRfbs+m0Hh\n8P+LsTnsEe5Df1lisDGlgd9oBSQKGgHZjiJUPGomSj8rCV69Ca9hGbV9RhOpjvwos7Nu+mkJdn14\nG2qQZG3gDdoThmXy0Hfn8cqSCrw+HX/QQFUVlm2uproXP5UiBFX1XoYNSaVsaDrnzhvGSx+Wh143\nTcnPn1rBTRdOoaHFz8jCNBavreK1TyqoqvfiDUQLkE82VPPhuv34g5ZgWruznonDM3n8zc209tAE\nEDqfhPow8RhLdHWnU3SBFfi6ZntdSHit3VnPX16LntnnC5pRosvjVPEFDJ5+byvfO2diRIr/l2aX\n8P6aStp8Oi6Hwjlzh8W9LpsYtOyOfk444prlhbcGpnwLues98DVA4/b4oaiJoCV1pOSHLT0OPRZl\n6HzMjc92CS+hdsxtxApS7d4ZWXYBii26Dhls4WVjcxAJml50M4DfaMGMkSlkSp1UR/9avYNmpKW9\nXW/Aofhwq6lUffYZe/+7iPwzjyZlfGnE9QwW6cnOqIyp91am8/sX1/awhzVe6Pt/WYKmQLs/tu9l\nV3Ub1/zO8hEmu1Ta/L2LobZu1aGFq/axcNXADFsfMzSdk6YX8day3WyvbIm5TUlYtWvpxvhRLIqw\nfHLegIE3YLBodSUFWR4uOG5kaEj4sCGp/OV789he2UJJXnKoM7S/NL30PLV/ug+haeT+8A5ST4yu\nWB+ReHKsTKtOXBkw82arMrXiAfA3xNxN7luCUnIiYvS5yJrVyLoBanpxZ1qVrXCEijSCsL+ryQZp\nWPle7kxE/lHI1X+OEH7CGLy/a5u+YwsvG5uDhM9ooV3vfXSObvY/kV0VDnTZtb8hAxhGgP2ffMYn\nJ30fGQjS8OFajnrl7rB9Ejf+DwQnTSvCoSrc89zqHrcJBE16Cy1oDxNS8UTXYHP6rGIWzBhKqsfB\nvc+vxpTgdqpMKM3AGzA4cWoRU0daFcU/v7qB1z7ZFfeYpgSzW3fjPxft4Nn/7eCkaYV8/7xJCCHI\nSnOTlXbgYcLBfXuovvcXYFpCd/9Pf0TynLkoSQM17/DQRYw8ExlshZY9kFYK4y5FUR2geTALjoby\nN2Lv6G9E+hoR7gyiuz17OplmF4pZSwAAIABJREFU5X71RnfRBaA4kEagoxoWdnNVt86aUZlSAEXH\ndATEYonHrHGJXZPN54ItvGxsDhIBI36HkRbmy9LNAAGzDUWoUV4sKU3ajQZMaeBSUnCqSSRpWUgd\nDOmPCLKsenkxsmMJrvbtz9j6iycZ95NrUYQWNXbl8+DYSUP4cF0VH61PcALCQSROzxhTOkTV6KHp\nXHLCSBCCk6YVRlWg2n16TNHldqp888yx/GtxeVRafTidCSvvrdxHmy/IBfNHMrbkwOcjNr30PDUP\n/jYkugCk34/Z3v7FEF6OZMSkr8d+LX8acte7YMa4DZAGctOziKnfguwJkDYcmnfGOEiH2FKciIlX\nIpvKoaKPZv7N/wQE5M2A5h3gC5sn2rgN6jagjDgTmT4SAi2QPc7ysNkcMtjCy8bmIKEIDcIqUgoq\nitBwKEkYMoAiNDyqlc6vmwGag13LYa3795BT0jWHrlWvDS0tBs12VMMBCFThxK2m067XIzt8Ikkj\nCiOuo/q1Txh26ZfJGTsp7tiVwUAIwa2XTGVHZQtSmqzZ2cBjb0YH5x4KaKogGCNbC2DM0DTSk53s\nqGzmh498ijdgoAgoyole+tNUEWXiT3ZrTBmRzeSR2cwem89Vv30fX4eHrDfB98nGGj7bUsvvrpvD\nqKL+T3PoXunqJOWEBWg5h9Z0hIOB8GTDzB8i931sjeSpXhnp4/JaHbZCUWHa9eCrRzbvho1PdW2T\nOwUx7BRwpCAcHsgYhdS9sH95ZPUqLhKqP0PM/CFy1UORYbAdnlCRbVe5DlUOv/5fG5sjhCQtC4fi\nQUHFpaSQ7hxKmrMAj5ZOiiOXJC0z1KLfqkcarYP42f1S151y9yVJQwYxZICA2UqbXotTSUITbjTh\nZtw3riC1bBgAWSdMY+brv8IxIpOmwF68ehNSxhk/MggIIRhZmMaoogzOnTc8bt7WwaIn0QWweU8z\n/1i4jYUr94VM96aEN5dGG7Y37mqMEF2deWYfb9jP1fd+wDsr9nLn5dMZVZjGiIJUbr9sGj84v+dO\nVt2QrNze+7J1PIzGhijRlfeTuxnyy98f0HGPJIQnC2XkmShjLoCp11tG9k5yu+I7hFAQnhxE3lQY\nMhvcOZA7FTHmfERSriW66BhhNOpsq0uxP/jqEaPPsyppADmTIgaD2xya2BUvG5uDhCLUhIzzbcFa\nzG5dVa2bdlH9wvsUn2uZnh2Ki4DZ8x1zUPrIcA4NPS4+71TMLMGw754TtpXEazSgm35SnXl9ezMD\nzE8um84LH+yg1Rvk2ElDuOuZlbTF6TjsK7PH5lGcm8wrS8oJ6JYIcmoKqgLeQP8CLCvr2ynNi5yf\n6HFGVhG37W3iN908bd217uP/3cx935zDfd86GkURvPjBDv79UXmv5y7NO7DlJFfZWNxTpuNbbeWq\npZx4CulfOvuAjnm4IP3NULXUElKFRyPU+F5HJbUIOeP7ULsWXJlIZypy3yeQNQbhtjIH5c43oapj\nqoGvDtlWhXQkQe40lKFzkcE25OqHobXnofI94kiFtGFWEGzWGND9HR4zm0MdW3jZ2BzCmNLAb1pe\nsKr/fIS7IAvfvjo2/t9DjLr6wtB2yVoOitGEYVqVru4dkt0HCY/5yVV4RezRJEHZjpRywPO8+kKS\nW+OKU8pCj5+/42TKq1poD+is2V7PU+9uHZBzXHXaGM6aO4wNFfVkprqYUJrFI69t4OUl8U3vsTh6\nXD5PvhM5S6+pzapGPv7fzbz8cXnMMUCx+P5fPiEjxcklJ4zkb2/Fns83ZmgaiqIwf3IBs8YemFgW\nmoOiBx6lbfH/EA4HyceecEDHO1yQug+54v6ujsXadVB2HrjSEVrv+YEieQgkD0HuWgib/mEtBzuS\nkVO/g/DkWKKs60xd8Q9NOzD3LILcKX0TXcPOCK07i4JZlugC6zrjXKvNoYMtvGxsDmFEWIdU7qlH\nseF7D9KwZAMFp81n4u3f7tpOKCRp1l22lQnWQtD0YkgdVThIdkRmc0lV9jqVxJABNBE7lPRgMWyI\nVUkaX5JJaX4K76/Zx6ZdTaR4HJTkJbN6ez1qRwBperKTUYWpLFxVGfNYbqfKeccOByAr1cW8iV0z\nDk+cVsSby/YQ0ONXveaMy+UrxwxjY0UjY4rTyU5zR+WS7W/wsnVvE/9aHMNsHYfG1gB/fjU65wus\n5ckfXjSVIVkHnoPn27QB/5aNeCZNJfXk0w74eIcDZv1WaC63MrDCYyKatiOX/QYQyKQhiAmXWwKr\nF+S+JV0Pgm2w7B6kokFyL7MzfXVQvaLn17vjykQUHY1wHPlNDkc6tvCysTmEEUIhSc2m3ahD9biY\n9MgPAEhzFKAq0cJISpOg6UUVTlxaKopiLXPtX/QprTv3ULBgLklDh2DGGS2ScEv8QeLo8fkcPb73\nZdrnFm2PeFyUk0RxTgpFOcmcf9zwHscGjSpK54HvHMNH66vYsrsJKQRHjc5mT007L4cl5+dluLnj\nshkATBlhCduW9gAuhxoKZ7WudQh7eulQ7A9OTeGWi6cMiOhqfX8hlbfeCIaBcLkoeuBRPFOmD8BV\nHrqYq/4CjbGriF1IaK9Erv87YtYtvW/qSreEVMRJdGitBE8eeHtItPc3xn4+HNUFw05F5B9li64j\nBFt42dgc4rg1q9LTblgf7G41HS2m6JI0B6swZFe7uyI09v7xTVbf/FsAXDmZnLrsRZShPX+Au9U0\nNOXzzfMaDL5ydCkrt9WydmcD+Zke7rhsOsW5ifmghuamcNHx0UnfmWku3lm+h+w0N987Z2LU66lJ\nTu68fDqPvL6RVq/OCVMLuOKUMprbgzg1JaEqWiJkprqYM65/wbrdaX7lRTAsoSj9fppff/mIFl6y\nrSoB0RWGrw7ZvBu54UnwN0PuJBjxZRS31UEqjV6y9qQO3gNremD8FSjZ0WOibA5fbOFlY3MY4NZS\ncakpgOxxGLEu/RGiC6zk+20P/zP02F/bwI4XXmHCTdfiM5qJDilQDkqW12DgcWn8+prZ+AI6bufA\nfNRdMH8EF8wf0es2U0Zm89AN8yKeS092ctrMobzST+9Ydxxq4g3puhnAazQgJXi09KiZnWp2TsRj\nrdvjI46Yfz8dxilHsmWwD69E5U1Hbnymq6JVvQKqV2DmTUMZfznsWQxNO7q2dyRHxjtwAKG+nhxb\ndB2B2MLLxuYwwTK797wEGOxhLIgzP5O2bV0GXiXPjWmaaMKNLiP3UcWR95EwUKLrQDAMk1cTSKlP\nBE0VXL5gdPwNAcMMRuS/tQS9pDuKUMNiEHK+/X2Clfvwb1yPZ8YsMq+4ZkCu81BFJOUhc6dBzcqu\nJ8ddjsgYYYkmJLJpJzRXIFwZkD8d+dFPog9UvRIzpRgq3o183pMHbgkt5X2/uORCaAsbX+WtRbZX\nI5IObpexzcBy8D+RbGxsDpjaZWvQi8CZnRb12sS/3Mjqy3+Ft6KKggtPoOCiE2jRo03nApVk7Qiv\ndhwkJNGREX0lJ83FN84cR1lROrkZiXWwdXbEhqNLf0SXq5qRydAHHj2wizvMUCZcjtl+hmWqTyu1\nxgKFITJHQ2aXuJVF82InzJe/YXm5wmkup/f5Br3gTIW28LhcEZkVZnNEYAsvG5vDnP2LPmX7v19m\n7G++EfP15NFDOeaTh3rc36Wk4lA8OFXLqC2ltHLDhHJEVsAOBpqqMGtMLks318TfuBsFWW7uumoW\nuRkeVKVvTQ8iRka29jnP4zxUUZKyISk7/oaAMvw0zJRC2PSsNTAbICkf2mONueqj6FLdVgK+Mw0x\n6iyo34zc/goAYsQZoUwwmyMH+1PVxuYwZ9eLb6Fm9H84skfLCI0KklLSqteExg951Ew8Wv/H0Nh0\ncefXZnDPP1fywdr4MymzUl2cfUwpJfmpTB6RhcvRv1FObjWVoOnrWFIWJGtZqEdA48TBQMmdjMye\ngKzbCIpidRuu6vmGJi650xClJ0HyEAg0W2OEFM16XHg0IBHqoRXpYjMw2MLLxuYwJ2VEMRvvf5zi\na76EuyAbaZoIpWfztYYHHcvb5VEzI+Yz6tIfEl0AXqMBt5p2UMNUjyRuuXgaR4+v5Pf/WkuwW4dj\napKDrFQnp80s4StHlw7I+YRQSHPmH/RA3CMFoaiIXKubVfqbkEIFmYh5XoGciYiSEy3jfcbIyHR8\nV2TifCLJ+TaHL7bwsrE5zBlzw+W07tjN6gvvJv+suQy9/stonp4/uHW8pKh5aKobpVuHl276etgr\nPgGjHUMGCJo+JAYOJQmPmmF/4Xdj/uQC5k4cgi+g4wsYrNlex8ThWQn7tvqD/W8w8AhXOky8Grn1\n3+Cr7XnD0lNRhp/6+V2YzSGPLbxsbA5zFE1j5oNW15WUkrZgHQEZbqoON+tatBrVCMOaFRkw2zqi\nJaI9QQ7FE/WlbUqddr0BKQ1cahpONYl2vQGfETmCyOh43Jmob9OFqgiS3Q6S3Q5OmFZ0sC/Hpp+I\n7HGI7HGYdRtgx+sQaAVFA3c2lC5AZAy3lg9tbMKwfyNsbI4ghBCkOHOQMhtDBhEIdBmkTY9OzpYY\nEVEDnc+F4xDR3rGWYA2GtAzGQd1HmigkYER3zwH4jCacShKa4sKQQUxpoAlnj1lkNjaHI0r2eMge\nf7Avw+YwwRZeNjZHIEIIpDTwGa0dVazoqlcvewMSTbhwqalRr3aKrq7HARShYfbgdWkJVuNQkgiY\nLQCowkmaY4gtvmxsbL6Q2MLLxuYIxG+00aaHRxck7vFJ0XLRFFeE6T4ch+IhaHYGrwo0xYWmuGgN\n1GAQiNpeYoREF1hCrTVY0zH6yK5+2djYfLGwhZeNzRGElJI2vY5AVHBm79UurWNJ0d3h2eqNFC0X\nn9GMKQ1cagqqsAIekx3ZNAejg1ljEZRegroXBZVUZ4GdF2ZjY/OFwf60s7E5QrAyuKrDqlHxsdLq\ns3CqyUgp8RqN+AJNaIoLj5oZsxtOCAWPlhH1fE9Ljb1hYuA3WkIG/KDpQzf9aIoraqZgQseTJj6j\nCYmJW0mNm1llSgPd9KEILebgcRsbG5uBxhZeNjZHCCZGn0VXWli1yW80hzoTdcMPiD51JDoUNwoa\nJnr8jWMQMNpo7VweNSBFy4tbfQvHlAbNgcrQ+QNGG+nOQpQeqmmm1Du2twRjkpqFW4seuWRjY2Mz\nkNjmChubIwQlZKJPDIlBwGgLPdZlMOJ1Q0b7tXpDCIV0ZyFJajYOJQkHnrB4CoFbpKN2u9dT0HCr\nltjxm20RrwW6Pe4NQ+o0BvZGiD6JiW52vQcpJYYZDFXmAmZ7SHQBoUiNw5HQezP7XnW0sbH5fLEr\nXjY2RwhCKKRoObTp9VGxED3ug2DN7x5i58P/pvCiExl5+1dDrzmUngM9TWkCMsqAL4SCW0vFTXQ3\npLVfGu16Hbqp41KTcKvpoeVMVWiES7+eKlWxsARkZBI80solM03DisCgKxzWpaRGLS3GMvlLaRIw\nvQgETjUJ3Qzi1etBCJLVbBSlf6N8BhJTGjQF9oX+zZ1KCikOe9i5jc2hii28bGyOIJxqMg4liYZA\nRcTzCg4UoWBKE4n1n1NJZv/Hy9CGpjP9pZ9S/fqnbL71MSb/5kZUHEhp0q5bI4PCBZbPaKFdrwMs\nAZPsiB40LKXEb7ZgyCBOJSkk4hShkuLIi3ntHjWjw3Pl7/CYJT4jMko0GTo01NHSg/7wmy1RFTaB\nwKe34DebkVLiVFIJylaMjkqg00zuqsJJaDTbETgAE5eactCCYr16Y4TQDpit6GYamj2T0cbmkMQW\nXjY2RxhCCBTUiGU0kyCq8JDhLAg9FzDb8UwsInX2SACG3ziUTTc/TJKaRXNwX0hw+Ixm3GoaHjUd\n3QyGRBdYAsZlpkRUj6SUtOt1+Ds6K/1GC6mO/F4raNZ1K6Q4cvv0XqWU+Iwm/EY7SAmdzQCqBjn5\ncfaOrJDp0t/hbbPwmQ0Rr8da+pR0/oya0IQTp5rcp+sPHce0lkg7U87L69t5d7MVentSWS7Ds3s+\nrozZsZpoZpuNjc3nzaB5vIQQtwkhPhJCtAkh6nvYplgI8XrHNlVCiN8IO9THxuaASXXko3TEPHQS\nDJvDqJsBWoPVaMmRnYO5p87GRA+JLgtL3DQHq2jRq6LOFd7NKKVJS7AqJLpinbs3TGk1CJgyvkHf\nkDqteg1eoxGTQJfoOkiYMZZ3pTTx6c149abQz0lKiW76MTreo9y1EPnBLcjFP0Lu/Qhf0ODZ5bvZ\n0+hlT6OXZ5fvwRvseenYqgx2vXdVuFDFwFS7TGkipS3ibGwGksGseDmA54ElwNXdX+wQWG8A+4A5\nQCHwFBAAbh/E67KxOWKxhIvPWtLTciNGAv1/e3ceJet21nX8++x3qKnHc/sM99yEgGASAhhzL4GA\nhEE0OETU5VpxXZHEIBowLPC6QmIwmDAZg5HJJPhHICjKWYKAMt8gAbNAkrjuwZhIyBwy3TOf01N1\nVb3D9o+3urrmrh6q6nT377PWWfd01Vtv7Xpvnaqn937284RdX8bDEud9lvPAX3yEjdZgcDXqMcVz\n7s0cNfNt0r7K9sBEgUCat9hMruHJMYzF6NLIEg+5T1lvfYZpz+z0zxwawdD8OcMRub0dmHmesZ3e\nIvF7u0zrrdukN7fY/NCnWP0Lz8SCgGpeJv7Yrxevw3v8h3+RzWsfpZk+t/O4Vpaz2UipRMPzyQIX\nsRI/hVZWx8wRu+qRm2IXpUlukuR1DGMhurDvjKWITGZqs0ve++/z3v848L4Rh3wD8Ezgm7z37/Pe\nPw58L/ByM1VTFDmo3XIK2+lNNpNrJHmdhbD4wozdArVwrWv2YvCfvgUOXNYJLIzJEsfDnibAg4FQ\nNVilNMESXCPbwLeX/zy+Z5dh/6xLI9sc+lyH5QioBueoBmtFPhwRtfbuzG5xUGMpukzkKoRWphKs\nUA3PsRRf7pTl2E5ucy/5VE/Q5b3HAkd0aYnV5z+LJ3/h9wCoUx94HSsb7+WS21vOvbBY4lxtfODq\nLKAcLlIKascSdDWzTZK8XvxMUZRXRI7HPAOc5wHv897f6rrtceAngS8C3juXUYmcUK1su6ecQiPb\nILRyJwBo5VsYAYvRBfwES3mBhWQ+H8ghCojbz2NUgmXCrkKned573pJbIPMpjXSdUrA0NiiwvlIY\nhpH5hK3kBplPiFyFhfA8Zo4sH5xVG86xm8tVdivkJOQ+xeN7ZvAiV6EcLpHlLaLgQqcaf+QzsqRF\n6pvtQGsZZwGLbnj+WCur0+xqj9R5LV2v28x48EVfR/PmPUpryyQPPIPo9gc79wfmeXH8a1xd+2Z8\n9SJf+jmrhG42y6jFrOP1gVk9LTeKHJ95Bl6XgOt9t13vuk+Bl8iEiiTzwTpUia/3HkdGPb3TaRE0\nTrGsNviFG7qYODiH91ln+SnzKVneopH3jqE71ysjoxaeG/l8lXCZNGmQ+QRnEZVwhe30diffLMl3\naGSbVMJlAheTZHt5Y6GVhi5xLkUX8XgcAYHby3lLskZPvlopWGQrudlJoK8EK1TCFZwVRWa99/vO\nJOV5znZ6a/h9aYYL92YQzTnClQUwo/H0v0G885fxH/4l2C6Whsuh4yuffpm6S0j8TcJ85VCV/A+q\nPqIUybBOBSJyOAcKvMzs9cCrxhzigS/03n/oSKPSlhyRA8l9MlAx3vfXterc7nuWwYYxAirhCklS\nH7gvyZudgMpZSOwWaGT39h1juk9VfWchy/FD5D7DcJgZ3ve+ht2goBwsk+ZNUt8ksJiF6DyZT6in\ndzszWeVgqZ1b5gfKTfS//ka20bNrcSe7RzlY6jxukuW7rfTmyGvuwoDW3U3i1b36ZkFUfPxWo1Ws\nVIE//3L8J38HsgZcfh732IC8+CjcTK6xGF4iCqYdfPV+9MauRiVY6QlaReRoDjrj9Ubgbfsc87EJ\nz3UNeG7fbbvz9/0zYQMee+wxlpd76/w8+uijPProoxM+vcjpYTZ5Ic9KsMx2OnSjMZFViIMFYldp\n78Iz+r+M864yp7lPxwRdvY+ddKddd82wcrDUaSNkOEpusXNM/0xUEbhV2kuJkObNTj2z/npj/bsm\nD9Nnsl82ZMatW3fQ1bnNLbKZ3MSAaniO0ue/EO89rWwHshs9xzayjakHXpVwhc3kBrRnCavh6oEK\n2YqcdFeuXOHKlSs9t62vrx/rc9i01+7N7CXAj3rvz/Xd/leAXwUe3M3zMrN/DLwBuOB9X/+Svcc9\nDDzxxBNP8PDDD0917CInyVZyg1Y+OEPVLSBmuXSZjdaTQ5fmKsEqlbD4hWa9+Rkyhv4zHMsREriI\navgASV6nldUJLKIarg6tDr+fNG+R+6Sdl5UQWmnfHo7ee+62Pkl34LcYXeos17WyOlvpXmBTC8+T\n5o1OflY1WKUcTl7AFRh5TUcZ1tdyd9dkYKWBQC62GgvxweqcHUbuUzKfElp8qP9fIqfN1atXeeSR\nRwAe8d5fPer5pvarjJk9FTgHPA0IzOzZ7bs+4r3fBt4O/DHws2b2KuBB4AeAN40KukRktGp4jrTV\n7Cp/MDhbtZs0XglX2Ux6y0YUfRP3ZmXyEctm48SuRi1c22sDFCx1ejEeVuhiWlnSkz9VY41SsND5\n2XtPK6/jfUpO3s536/+lcu/nOKiyaJdI8wahKxG5CqWgRsUXNbH6WyFNYiG8wHqy17pn/4bhg8uX\nu48dNntWnlGelbNQs1wiUzTNf13fD7y46+fdKPHrgHd673MzeyHFLsb/BWwDPwO8dopjEjm1nIUs\nxQ+R5Dsjk6S9L4KUyJUHalL5vlyo2NVo5gdrHJ3laXFO70b0PvSkvolhI2t0tbI6O9k9wKiGqwQW\ntctHdB2T13sCr3p2l+aYJtehlQc2FAQWEQa9szqTBhy5T9lKbpL6Vnu35RrOBazETyHzCZ6MPM9p\n5pukflTx2ElXG4xaeI5QeVYip8LUAi/v/UuBl+5zzKeAF05rDCJnjbOifMKoJtkJ22wkCcvx5YFE\n8P75l2q4CilkeYuUySrPZzS51/o0UAQ7i9GFTmDjvWczudZZjisHy53+hkUz6nrRbii7w25QspVc\nb/9tcOYuawc/RTL96CBmMbxI6MqdWTjvPdvprXYyvbEQrh241U89vdt5HUlep5FtUAoWi6DLZ2yl\nt9pjMgKLB4rPVoJzOLOJ6mMtRw8SqO+iyKmh+WSRU8b2qYuc+RZJvkNkVRK/t5Ov0i71UMzm3Boz\nUzOZ1DdoZBudUgSpb/TkQDWydSrBCuDZSJ7sa1NUGFbOwnCU3RLb6a39E9rdAlHQW3E98Y2uHYxF\nhXZL7xC5MrXwgYnymvqT8VPfZKe1zm6wtRcIegIiAheS5QmBxVTCvV2CzWx73+u8njzJcnRZOwtF\nTgkFXiKnTOSqRK5CMqZ8w2ZyHSNo7xI0Sq5GGBRLf9vp7SMHXbt6Z9UGc5pyn7GV3hgadBWPGGzR\n48nJSCbciTikDMSQDUWejFa+jSWOWvwAaeM2Pq0TVB7EBWHfw3NiVyXt1BGz9lj2gq1uzgVU++qX\nJfkOaZZgfpLCqEX5jwAFXiKngQIvkVPG4ydqSu3JaOabrMZPw8zaBVC3SCeuCj+e4YjdXh5W5Mo9\nhU4Di6mnt0f2gHQELEaX2Exu9JSwAGhmG0Nnw/r1nzvz4wO2pt+kubMOzkEEwb0/YnH52bgwJvcZ\nzWyTRrbefu7dma1h4yiWfB0Rsetdxtxq3aTVNdM4icAUdImcFgq8RE6ZYoaoPxgY3OG4q5VtE7oS\nG+0G1cP07tAbfa7u5/PkbCSf7dTQaqQbPUuNmW/hx3wExcFC0QC69BCtbJt6dg/adbu6y2aMalxd\n3Lc3o5TmTTaSa/uP3e0tNWYL50nX/wS3+kw2kif7Hrv398y3MFzX9csBIydhI7nGYnSRyJWLXLYD\nBF27O013OwR474uE/bxJ5MqUgsHaYCJyf1PgJXLKOMKBmaVauDYkcChsZ7dwWTAy6ALISXGERZ/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Vt7gVGS7wyd9aoEq50m3oFFLEaXqKf3SPM6jnho0+6m3xy4rV81WKHczi0rB4uUg0Vyn5Hk\ndTKf7PPoIsdrM71OjbV9lyFF5OxR4CUiRxZYCFZ8nCxE56mnd0jyxsjK7sNUwxVCV2Y7vUMz29g7\nt4uGHh8HVVbcU8h9RmARORlpXicnw3PwEg6BRUSuSqkvJyv3GRutJweS5jvjsBotvz1w+062rsBL\nRAYo8BKRY+UsYCE6D7R39Pl28rzPiFyF7fR2JyAzQirhErGr4tqBWzVYATxZ3iJyFUpuccxzhZ3H\n7SR3yNvnPUzCf+YTsmwDR0A53Au+0rwxMuhyBCzE50nyRVpZnWa+FzAetlCsiJxuCrxEZGqcBWBQ\ncSud2wIX08w2MRzlYHGgVpeZoxY+MPFz5D5lO7lF4o+jUKmnnt2hnt2jGq7icOyko2uV1doBZuTK\nhFYiT1OSvI4RHOg1iMjZocBLRGYqsJBqV0L+UW0lt4bklB11Z2VOPb098t5acJ4wKBVLrLvPaMZi\ndAHv87GFX0XkbNOng4icaLnvXQYsuUWWo4faOyz3c/DlwHKwTCms9QRdPWdU0CUiY+gTQkROtN6m\n3kY5WCRwIcvxZarB2tjHRlal5CYrcBpahaXo8rHO1onI2aOlRhE50arharGr0afErkrg9ma6yuEC\nkStTz26T5ymBi2nlezsQE7+974pkaGVCV6ISLGs2S0SOTIGXiJx448o2BC5k0V0EIM2bPYHXfgKL\nWYwuYqYdiiJyPBR4iciZEboSJbdAM98afQwl4mABDEqupqBLRI6VAi8ROVNq0RoVvwIYzWyTnawo\nFxG7GuVgicBiBVsiMjUKvETkzNktuloJVygFi4Dv3CYiMk36pBGRM81ZMO8hiMgZoi06IiIiIjOi\nwEtERERkRhR4iYiIiMyIAi8RERGRGZla4GVm32Nmf2Bm22Z2Z8Qxed+fzMxeNK0xiYiIiMzTNHc1\nRsDPA38IfMuY414C/BZ73WrvTXFMIiIiInMztcDLe/99AGb2kn0OXffe35zWOERERETuF/dDjteb\nzeymmb3bzF4678GIiIiITMu8C6h+L/AOoA68AHiLmdW892+a77BEREREjt+BAi8zez3wqjGHeOAL\nvfcfmuR83vsf6vrxvWa2AHw3oMBLRERETp2Dzni9EXjbPsd87JBjAXg38Bozi733rXEHPvbYYywv\nL/fc9uijj/Loo48e4elFRETkrLpy5QpXrlzpuW19ff1Yn8O898d6woEnKJLrf9R7f26CY/8F8Jj3\nfm3MMQ8DTzzxxBM8/PDDxzhSERERkV5Xr17lkUceAXjEe3/1qOebWo6XmT0VOAc8DQjM7Nntuz7i\nvd82sxcCF4B3AU2KHK9XAz88rTGJiIiIzNM0k+u/H3hx18+7UeLXAe8EEuA7gB+lqOH1EeCfeu/f\nOsUxiYiIiMzNNOt4vRQYWR7Ce/848Pi0nl9ERETkfnM/1PESERERORMUeImIiIjMiAIvERERkRlR\n4CUiIiIyIwq8RERERGZEgZeIiIjIjCjwEhEREZkRBV4iIiIiM6LAS0RERGRGFHiJiIiIzIgCLxER\nEZEZUeAlIiIiMiMKvERERERmRIGXiIiIyIwo8BIRERGZEQVeIiIiIjOiwEtERERkRhR4iYiIiMyI\nAi8RERGRGVHgJSIiIjIjCrxEREREZkSBl4iIiMiMKPASERERmREFXiIiIiIzosBLREREZEYUeImI\niIjMiAIvERERkRlR4CUiIiIyIwq8RERERGZEgZeIiIjIjCjwEhEREZkRBV4iIiIiM6LAS0RERGRG\nFHiJiIiIzIgCLxEREZEZUeAlIiIiMiMKvERERERmRIGXiIiIyIwo8BIRERGZEQVeIiIiIjOiwEtE\nRERkRhR4iYiIiMyIAi8RERGRGVHgJSIiIjIjCrxEREREZkSBl4iIiMiMKPASERERmREFXiIiIiIz\nosBLREREZEYUeImIiIjMiAIvERERkRlR4CUiIiIyIwq8RERERGZEgZeIiIjIjCjwEhEREZkRBV4i\nIiIiM6LA6xS4cuXKvIdw39C16KXr0UvXo5euRy9djz26FtMztcDLzJ5mZm81s4+ZWd3MPmxmrzOz\nqO+4P2dm7zSzHTP7UzP77mmN6bTSP5A9uha9dD166Xr00vXopeuxR9diesIpnvuZgAH/CPgo8MXA\nW4Eq8EoAM1sEHgfeDrwM+BLgbWZ213v/1imOTURERGTmphZ4ee8fpwiqdn3CzN4IfBvtwAv4+0AE\n/EPvfQp8wMyeA/wziiBNRERE5NSYdY7XCnCn6+fnAe9sB127HgeeYWbLMx2ZiIiIyJRNc6mxh5l9\nAfAdFLNZuy4BH+s79HrXfetDTlUG+MAHPnDcQzyx1tfXuXr16ryHcV/Qteil69FL16OXrkcvXY89\nuhZ7uuKN8nGcz7z3B3uA2euBV405xANf6L3/UNdjHgJ+D3iH9/5lXbc/DnzMe//tXbc9C3hf/zm6\n7v97wH8+0KBFREREjuabvPc/d9STHGbG643A2/Y5pjOLZWaXgXcAv98ddLVdAy723Xah/d/rDPc4\n8E3AJ4DGBOMVEREROawy8Ln05q0f2oFnvA508mKm6x3A/wa+2fc9mZl9G/CDwEXvfda+7V8Bf8t7\n/6ypDUxERERkDqYWeJnZg8A7KWamXgJku/d576+3j1kC/gT4beANFOUkfgr4Lu/9T01lYCIiIiJz\nMs3A6yXAT/ffDHjvfdB13JcAbwKeC9wCfsJ7/8apDEpERERkjqa61CgiIiIie9SrUURERGRGTkzg\npd6Pvczse8zsD8xs28zujDgm7/uTmdmLZj3WWZjwejzVzH69fcw1M/thMzsx/waOysw+MeT98Mr9\nH3k6mNnLzezj7c+Gd5nZc+c9pnkws9cO+Wz443mPaxbM7Plm9itm9pn26/7GIcd8v5l9tv0989vt\nGpSn0n7Xw8zeNuS98hvzGu+0mdmrzew9ZrZhZtfN7JfN7Ol9x5TM7M1mdsvMNs3sv5rZhVHnHOYk\nfel09358FvAYRfuhH9o9oKv348eBh4HvBl5nZt8689FOXwT8PPCT+xz3EoqSHZeAB4H/NuVxzcvY\n69EOsH6DooTK8yiuyz8Avn9G47sfeOA19L4f/t1cRzQjZvZ3gX8LvBZ4DvBe4HEzW5vrwObn/ey9\nDy4BXzXf4cxMDfg/wMsp/j30MLNXURT6fhnwZcA2xfsknuUgZ2js9Wj7TXrfK4/OZmhz8XyKz8Qv\nB/4SxffK282s0nXMjwF/Hfg7wFcDl4FfPNCzeO9P7B/gFcBHun7+dooE/bDrttcDfzzvsU7xGrwE\nuDPivhz4xnmP8X64HsBfBRJgreu2lwF3u98vp/kPxS8k3znvcczptb8L+PGunw34NPDKeY9tDtfi\ntcDVeY9j3n+GfT4CnwUe6/p5CdgBXjTv8c7perwN+KV5j22O12StfV2+quv90AT+dtcxz2gf82WT\nnvckzXgNo96P+3uzmd00s3eb2UvnPZg5eh7wPu/9ra7bHgeWgS+az5Dm4p+3p8ivmtkrzCzY/yEn\nWzsd4RHgd3Zv88Un5v8AvmJe45qzP9teXvqomf0nM3vqvAc0b2b2eRQzOt3vkw3g3Zzd9wnA17aX\n3f7EzN5iZufmPaAZWqGYCdyNMx6hWDXpfo98EPgkB3iPzKxX43E7xt6Pp9n3UhSwrQMvAN5iZjXv\n/ZvmO6y5uMRgN4Tu98Z7Zzucufhx4CrFh8hXAv+a4rW/Yp6DmoE1IGD4//9nzH44c/cuimX2D1Is\nN78OeKeZfbH3fnuO45q3SxRfssPeJ5dmP5z7wm9SLKN9HPh8ihWk3zCzr2j/8nJqmZlRLCv+vvd+\nNwfyEtBqB+TdDvQemXvgdYTej78J/BfvfX+tsIGn6DrPfe0w12Ic7/0Pdf34XjNboMh7OxGB13Ff\nj33OcyId5Bp573+s6/b3m1kC/Hsze7X3PpnqQO9Pxgn+f39Y3vvutifvN7P3AH8KvIj928GdRWfy\nfQLgvf/5rh//n5m9D/go8LXA785lULPzFop88knyHw/0Hpl74MX8ez/eTw50LQ7h3cBrzCz23reO\ncJ5ZOc7rcY2iSG+33ffKSXhvjHKUa/Ruis+AzwU+fIxjut/couicMeyz4ST/vz8W3vt1M/sQcGp3\n703oGsUX6EV63xcXgD+ay4juM977j5vZLYr3yqkNvMzsTcBfA57vvf9s113XgNjMlvpmvQ70WTL3\nwMt7fxu4Pcmx1tv78VuGHPKHwA+aWeDbvR8pltg+6L2/75cZD3ItDuk5wN0TEnQd9/X4Q+B7zGyt\nK8/rBRTLzyd2K/0Rr9FzKJJCbxzfiO4/3vvEzJ4Avh74FegsI3w98BPzHNv9oD0T/vnAf5z3WOap\nHVRco3hf/F/otLX7cuDN8xzb/cLMngI8ADw577FMSzvo+pvA13jvP9l39xNASvEe+eX28U8HPofi\nO2Yicw+8JmVF78ffo+j9+ErgQvHZudf7Efg54F8CP21mu70fvxP4rhkPd+raybDngKcBgZk9u33X\nR7z322b2Qooo/F0UuzBeALwa+OF5jHfa9rsewNspAqyfbW8ZfxD4AeBNZ2GZzcyeR/EF8rvAJkWO\n148AP3sSfik5Bj8C/Id2APYeinI0VeBn5jmoeTCzfwP8KsXy4kPA91F8mVyZ57hmwcxqFLM1uyko\nf6b9WXHHe/8pipye15jZRyi+a36AYvfrf5/DcKdu3PVo/3ktRY7XtfZxbwA+RLEx6dQxs7dQlMv4\nRmDbzHZnyde99w3v/YaZ/RTwI2Z2l+Kz9CeAP/Dev2fiJ5r3ds0DbOvcbbTd/ScHsr7jvgT4nxQJ\n5Z8EXjHvsU/perxtyPXIgK9u3/8NFInU68BG++/fOu9xz+t6tI95KvBrwBbFtPAbADfvsc/o+jyH\n4jeyOxS1id5P8QtMNO+xzfAa/BOKL9Od9rX40nmPaU7X4QpFMLHT/oz8OeDz5j2uGb32r9n93uj7\n89Ndx7yOoqxEnSLA+IJ5j3se1wMoA79FEXQ1KFIWfhI4P+9xT/F6DLsWGfDirmNKFLW+blEEXr8A\nXDjI86hXo4iIiMiMnPQ6XiIiIiInhgIvERERkRlR4CUiIiIyIwq8RERERGZEgZeIiIjIjCjwEhER\nEZkRBV4iIiIiM6LAS0RERGRGFHiJiIiIzIgCLxEREZEZUeAlIiIiMiMKvERERERm5P8DgkuHZgyA\nh4cAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "K = 9\n", "plot_only = 10000\n", "labels = testY[0:plot_only]\n", "tsne = TSNE(perplexity=30, n_components=2, init='pca', n_iter=5000)\n", "lowDWeights = tsne.fit_transform(hidden_layer[0:plot_only,:])\n", "plt.scatter(lowDWeights[:,0],lowDWeights[:,1],s=10,edgecolor='None',marker='o',alpha=1.,c=plt.cm.RdYlBu_r(np.asarray(labels)/float(K)));\n", "fig.set_size_inches(7,7);" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(10000, 128)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hidden_layer_final = h_fc3.eval(session=sess, feed_dict={x:mnist.test.images, keep_prob:1.0})\n", "hidden_layer_final.shape" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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/8Mp7NoWE07M0BUDStjbcjsizFPvzKZyOCM4CMt7aJRqW/Pbcp4VGyFyf8Y5u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2PTFCvBuPuQRbHj0BKd38NGAH/EjAw5tCIsip08SwWe8NCrrhQ0FKESSVhuESiYgqs7tA+nVoym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iIiIiIZosBLREREJEMUeImIiIhkiAIvERERkQxR4CUiIiKSIQq8RERERDJEgZeIiIhIhijw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\nERERkQz5//XH2VVWg6GAAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "K = 9\n", "plot_only = 10000\n", "labels = testY[0:plot_only]\n", "tsne = TSNE(perplexity=30, n_components=2, init='pca', n_iter=5000)\n", "lowDWeights = tsne.fit_transform(hidden_layer_final[0:plot_only,:])\n", "plt.scatter(lowDWeights[:,0],lowDWeights[:,1],s=10,edgecolor='None',marker='o',alpha=1.,c=plt.cm.RdYlBu_r(np.asarray(labels)/float(K)));\n", "fig.set_size_inches(7,7);" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(10000, 10)" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hidden_layer_final = h_fc4.eval(session=sess, feed_dict={x:mnist.test.images, keep_prob:1.0})\n", "hidden_layer_final.shape" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Mu2sn7WgfYUG5g1qn5bzucBV/2yR4CSHy4gNXL+Rg6wjdQ76kx5c2FOPyhnDa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WEcqmiNyrpVnfLaZp77bAvltb51RQKwmCWc7u6OkG5l9c4Kv1E/tY1OXvxqW4cjhy6blsfGvdV8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\n49MV6f7kK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WB5IzERVmLb3Jyj8/OYsuAd9r//FSEpiQy7cBa/iwknMcZGv6wYvlpxgPAQ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CQRpMxtTgWLsKEICy5LKSAIaN1JFT0R8lK07jkiFROIVE9FsRZTZKtNiyjKhqhh8EGrl+gu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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "K = 9\n", "plot_only = 10000\n", "labels = testY[0:plot_only]\n", "tsne = TSNE(perplexity=30, n_components=2, init='pca', n_iter=5000)\n", "lowDWeights = tsne.fit_transform(hidden_layer_final[0:plot_only,:])\n", "plt.scatter(lowDWeights[:,0],lowDWeights[:,1],s=10,edgecolor='None',marker='o',alpha=1.,c=plt.cm.RdYlBu_r(np.asarray(labels)/float(K)));\n", "fig.set_size_inches(7,7);" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(10000, 10)" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hidden_layer_final_s = y_conv.eval(session=sess, feed_dict={x:mnist.test.images, keep_prob:1.0})\n", "hidden_layer_final_s.shape" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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aDB5pJfa8+pF7LBjA9mf+6w68cncfIGvzLuKvG4Ip2HuD6p0OB1nr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dZqOOn57ZdgXrmh3V3P/y0jC9MLtDW0wYdApGvY4te+qYcWZfbju/hJ9P13pDbi+r56Y/z+OJ\nd1ah9xtqdpcnLLQXa3YeCIbWi7vFVyV9vBB78zhBp/PqPy9h6hmvAbBu/cFD7N21uN3hK9++fTJ5\n49VLsFq03Ihn/3weZfsbyM/X8rqGDukWduz9D3zLW68nM3hQfCTb6/UK1/5kGJ98uhGHI+jZSEoy\n8OtfTuKRx+YExhpCmt/GAsVghUlPoLrtsOjh8I3Sg1zwEEx8rMOr8A4XYbAhc8dpCeqhqB6k14nQ\ntaEc39mY08GcCa5qyBwQNj/RfSpC0X5WZXMdctfXYEwBb4iOlquqa+apzwFhA9meZEmLcW1o30PW\nCmHqhVRsmgHsq0a6toCpX0Q1nTDmIE0DoHlT5Ekav0CmXxU9t6wLuXpaHyYPyWPFtipmrdrH9rJG\nMlNMJFva/nwt23yQf3y6AYHAp6pcPa0PF5zSg21lmsfM5fZhaCep/OUvNlFaYWfD7lqG9c7kQI2D\ndbs00WWPT+Wd2dsCQq1P3TwGi0nHnNX7mbtmP25/xWR2mkVTpx+ci8kQm+9oa3aVh/fPndpJqRTH\nOwmP10mA2Rz+w7ZgUSfnmRwBAwfkcNNPRwQqdLZtrw5Tc9frFXr2SMOg135YqqsjxR/XHEJJuqu5\n7xcT+f6rG0lPD3oX7XZPmNGVkmJi8sT4yH1QjEkopz4Lqb3DN/icyB9+g+rueNX1w0UpuQqyWxcg\nSFj7UkzmAyD0ZsTo+xCjfwVFrZLFQ5LR5Y7/QvkycFSAMcR7ktI177sQihZ2NBRF2drqRp18GkLR\ntNGk9CDde5C+9jXmhKEb+A6CczU4loN7Z3QvqWWQfw5RbjeO+Eh9KMiycdH4nvzxpnHcel4JPXKS\neOu7bcg2PKsfzd9FdUMzVQ0uau1u3p2jed5vO7+EPvkp/GRab7qlt93OqFeeFoK1mfU8/K8feeHT\nDWHbG0MWbXanh9e+2sxfPlzL8q1Boz3FauBXVwxl3IAja9jdmfz2lSVhzy+b3LuNPU9uEobXSYDB\noAuTMHj27wva3jkGDBiQExY5Ki5qW+gztN9hCx5vDjak3wAAIABJREFU7PNFWmM263njlUva3D5+\nXCGGOFmltqCM+BkMvbPVqApLn4jJfFoQfS8FfasQedMBZG3s2i0JvRmRlI/QtfLWhHq2jC35TQLc\nIc2sPS66CiEEJI3X5CZESIWdIZ+g8WWGxm+RDn+FceM8LQTZ8DVSepGuLcj6r5DNO1qfnrBEJtcu\nqH0XWfOOljPWtBzprUIoJkTyREg9P7y3JICvAelYc4jenF2H1azns8W7WbW9mk8WlnLn3xcENLlC\nGVuiGTstIcox/bQG0BMH5fL3n03gujPazwX7xaWDeeqmMZw+Ih+fqlVT6kN+oytqHVxwSg8un1LM\noJ7pzI2yuGy5Zjxhd4UbqrHWE4tXEobXSUJGiPdlf1l8NcsuadW1vkV2IRo5OUkMKAnfPn9B/Hjw\nQsnPS4k6brHo+f1vp3bxbA4PJaMvYuxvwwd9LtSqjdEP6AKEMQmG3BoxLssWxmA2rdCZCPUeye0h\noq/ZwyFzMPSZHn5M946Xk2gPIRSEdYTW19FQoCXGG3sSrHx0ARJcW7SnLW2ApAtUp+bN8tVA07JI\nD5CpxF/hCPhCdAI9+6B5CzTOCRwjdCnaHIzFoNhAlwPeCnCth8ZvO+vlHzHNIekPeyubovY8vGxy\nMf/69VTeeWAar943hXsvHXxE19DpFIb1zuSiCUX0ykumIMuKDDFiGx0e0pNMfDR/F7f89Qd6+XtO\nGvQKo/tmce6YQi6Z1LpXaILjhYThdZJw2y3BJFe3J7ZJ063plpOE2aR5DqxWA0lJbYuKNjS4uGHG\nyDDxwM1bKnG5Ylfl1hbRFntTJvdk4dzbSEqKsQhoOwhrDhRfED64/lXU2mgej65BSS0CUytPqCEF\nad8fdf+uQih6MISElNxaYrFqL4dVf9ekJrbPDDtG6Rab/qJCGBDJpyJSzwFdSNKz8LdfMuRqocKk\n8ZpHzDpWE0ttyf3SZ0TxYKggW3IVQ28nLY91YccIoSCSJiDSpmtSFYHTdHDrrGPgwlbyB6u2V7Fi\nW2ThQXaahWSrkbwM61F7dvIyrFwwrgdlVQ58IQnyjU4vb3+/DSnB6fZxyoAcHv3pKF75f5N59IbR\n3D19EAZ9/N2+jSGVmS/8fEIMZxLfJJLrTxIuPL+EP/11Pl6vtq46WGknJ04al3o8vkC4UACVlU3s\n3lPPyBF5EVV/d93zORs3VaIowcI2p9PLgfLGdkOUXc3GTQe56+eRLW+mTTk+VqlKz9NQHeVQsTw4\nuOZF5NQ/ablDMUAMvwu59I8EEsIPLEQeWIi05ULh6Si5h2670tGoHkdYyyCMfnHftS8T1EwL9RLF\nx0+u0GcibRM1fS5jL2j8XvNSNS1CJE0CQ7DNjUw5C7y1oI9sOC0UE9IyEty7wdxf86RJb7BS0tij\n7UmYB4GnTDO6rGO1dkOeg2Aq0oRaY8QVU4rZsLuWlduq0AmYvfoAs1cfID3JiKpKCrJt3HvJYLp3\n0O/n/83f2eY2RcCQ4gwmD81rN9k/XvjksbOpqneRajPGpWEYLyT+MicJJpMeq19FWQI33vJxbCcU\ngsVi4PFHzuDUKcX89v4pXHnt+9z+s0956pkfIvbds1ermlFDnHZCgNkUX/lS33y7jYaQthktnHba\n8ZNsqgy4BqyhOmMqcmXnSiG0h7BkgiVKGLqpHDa/g3R2UbVgKPZWYai6raiLHtdaM0Ujd3Tnz+kw\nEaYihHW4FlKU/tw0T7DqORAiFAaEISdQfSi91Uhv8PUJywBE6jkIU7Hm0VKMmqSEZbAWXmzr+ooO\nkXouIv1yrQdkw/ea6n3j/E54tYePTqfw+A2jef7uCRSHpAvU2t3UOzxs3F3Hu3N2BHK/HM1e7vj7\nfC579Ds+nr8r6jmr6l3UN7mRUvLVsj18NH9X4HiXOzwCoVMEBr1CZrKJn108iKduHntcGF0tZKWa\nE0bXIYiP5VeCLsFs0tHSma+8Ivb9vEI55+y+FBen8+rry2lo0EIXW7ZGuveHD81lwaI9YWNSwvnT\n/82H/7mK3kehvdORlO6uZfGSvQwdmott5kaaQqqT9HpBchyHGKMyaAb8+EzweWMp6qb3UAZcHZv5\njP4VLHggRBk9iNzxGaT1QXSf0nXzaZ30D+AOadNkK4Cmlo4MAtH7/C6Z1hHhqwk+1qUi7UvAsx+k\n0593JME0AKwjoOFb8GkGrkw+DRHiGTs2VAKeTOlEOlaBsQihj50Xu1deCpdOLuJP76+N2Pbjlkqm\nP/It/bunkpVqYu9BLVT69vfbuHRyuFd74YZynn5vDQadwuWTi3nHrz3ocnu55rQ+pCUZqQmRlvGp\nkufunkBRt/htjZbg2EiYpScRv/9t8IYkJewti62AYWt+/duvmTVnJ4oiGDwwh1/eOzFiH9FOl/s7\nfv45Pl/s8tc8Hh833voxf352AX9/fjFp6eaw7WPHHn89yxRbNxhwXfhgxTJUZxs9IDt7Pjo9jPp/\n0TdWrUdun4m68jnUrR8hfZEex45GcIjPW1NZ2FNhiEMVb30O2hpcgOoG946gB6wlTNq8CXyNAaML\nAG/k74dUHcjmHUjVGbGtPYRihaQpYOwLqgtcG6FxzqEP7GSmDs3nviuGMLg4ndCshyZ/TumWffUs\n3BD0EmYkm7jise+5/W/zqW7QqldXb69GVSXNHh/vzQ3mSc5ZvZ+rn5zNzgONdEu3kJWqLcqEiK0+\ncILOJ2F4nUSMGR1+47/nF1/EaCbRsfjd6SaTnr88cw4jR0S207nvF5PQtyFMWF3tCHjLYoHb7Qtc\nv7yikbKQ6lFFgeefjUNvx2GgdBsJyUXhg52svt4eSlI+9Lm07R0aSmH/QuSGtzp/Mkn5YAmpyi2Y\nDDkjo7dkSm9byTyWCH0GpF0CaZdCe/l70g06f56XkgSm8LC5lBIavoGmJZpn7EjnYewOtpEEJCri\nRIrgtOEFPHPLOGac0f77ZzbqqKhz4mj2sq+qiR+3aB77qcPysPm1FFsS6FNtBg7UOLE7NY+4y+3j\nb3dO4KpTe/HAT4ZTnJvwdp3IJEKNJxFmc3iegCnO8qL+/ux5PPLYbH5cXsa1P/2QkSPyaWxs5re/\nnkKPHlplVY/CVLp3T6W0tI6MdAsPP3gqv/z116iqpE+fjDDR0q7G4fQEVqpeb/iS9ZYbRx/XmjbK\nqHtQFz4STCR316JuehdlwE9iM5/uk1ARsP2jtneq2YyUstP+7uqmd+HgCkgqhPyJCHMaFJ6GEALp\nbkQueQJUf6g5pRhl2O2dMo+OQCj+/M/kyVD/lZb31ZrGuWDuA7ZT2ggBqpq3CkB1HtXfXgg9MuV0\ncJeBqeiIju1srpjaix7dkvh62V5KCtN4Z9Y2QruDuVp14Xhn1jY+nLeT8lonrTuD1TeF9+sUaN6y\n69tpM5TgxCHh8TrJ+MNDwYa927bXtLNn1/PRJxv5cbkWmqmucfLdrB0sWbaPx56agzdExPClf1zM\n734zlTtuG4OiKAEP2O7ddTEVU83OsjH9ogEBz10od9w2NgYz6ljEwNYhxx9RK1bFZjKA0n0ijP41\niLYSj1XkuldRndWo2z5G3TO3w64t3Xao+BGkCo27EQWTED1ODxoaOjNYQ9qlhDbKjmOEYkWkXwYp\n54HSuoqxWeuz6FgR/Vihg6RJWiVj0uSjNniFPgthHYbQpR7V8Z3JuJIcHrl+FFdN683DM0YxbVge\nOWnmiJY9AqhpdFPub7QdmgGRmxG5OLx4YlEnzjpBvJHweJ1knDqlGNByJ6SERx77nkcfPiO2k/Kz\nZOnewOOUFBN2uxtVlaxcdYDfPfQtF180kInje5CdbcPnU3nmL1r1U1amlapqB91yktDHoOl0Cx6P\nj359MzGZdbz/wfrAeE527ErjOxKR3leTbmgKUdHe9Daqpwml+6SYzElJyoOpz6CWfgu1W8HdBM4Q\nIc+67bD0ycBTtXYLDLwWxXBsUgBSqiB0WpK/YgBLJrJxL9RsQaYUwe5vwe7/PPe9HCX7yAQ2Y44u\nGdQ2FmaqJ/o4IIyFYDz+chmPhtH9sxkdIv68dV89tfZm9lU2sbfSzncryjAbdWGeMJ0imDIkjw/m\naRISJYWpPHnTGMzGxK34ZCLxbp9kpKSEJ3zPmr2TRx9uY+cu5pabRvP7h7/F4fDS0NCMxaLH6dSS\nWL+fvZPvZ+/k7DP6sHZ9OY32YOK0x6vywP1TmDK5iJtu+4S168rp3y+LN1+/LNDjsSt49Y0VvPLa\n8rCxkv7aPE4Y8ifCtlbhve0fo2YNRjEffpPljkYpOguKzkJ6ncgVfwNnFSBAMYYbCrVbYOHDqAWT\nUfq23dLpkGz6t2Z06YxapaXqQ65+AXzN2nVDtLuEKf48N4dCCD3SWALuzZEbDfHXqiYe6Ndde5/H\nlWjPr5jSi7QkIy98tpF1u2qYPrGIqUPzyEwxU1KYRlOzl1OH5qG0UzCU4MQkYXidhGRnWais0lzg\nDmf8KL4PH5qLJ0RV3+n0IgT06pXOjh1aFd33c3bg8ydWKIqm51Vf7yI5yUST3R1omL15SxWrVh9g\n7OjuXTL3jz7ZwL/eimz4+8SjZ3Sp8dfZKAUTUfcvhaZ94RuWPoWc8kzM89iE3oIY97tAfpHcOw+5\n49PIHcvmo5YtgN4XI3JHHXm1YYtmmM+NUAyADJG4aDG6BPS6EJE16ChfTWwRSaOQjS7wlIZvUOPn\nNyOeKfD3lf31lcMitsVTY+sEXU8ix+sk5I9PnBX2/MuvoqxqY0BTkzvM8AJNzPDpJ87missG0aMw\nFas1mM/TqzgDvV6hID+F0aMLKChIITNTC+tZLHr69IpU2u4MfD6VJ5+eFzH3s87sQ6/irplDV6KM\n+SVYu4UPSi9y+V9jM6EotBiAonAqYupfIHNIlL0k7JiJXPgQ6tKnUPcvQnoPTwZBlFwNGQMQfS9D\nmFK1ptlDbm11HYnIG9PmOY4HRPJEoFWo3OtAeqoj+zZ2EFJKpK8RGU2rzVurNd92x7ZVVIIEx4Lo\nrC9PZyGEGAmsWLFiBSNHjoz1dI5bRo57IfDYatWzYM5tMZxNkE8+3cjHMzewYWNQPFWnEzz84DQe\neXQ2AIMH5XD9dcOZNKEInU6g1yuBG63Xq7JhQwW9e2e22/PxaFi/oYIHHvyOjAwL//PX80hP05Jk\npZSMOuXFsH3z8pL5YuaMDr1+vKEufhKaq8MHc0aitE7CjxPU8hVQsxUO/niIPQUMnIGSM/zIzl+z\nBda+FBxIKUIZec+RTzTOkNIHte9F2SLAPBxMPRAhvR+l9GkaXN5KsIxAWEqO7Hr2BVoLIl0mpJwV\naFElfU1aayPVDiiQdilCOc4EiRMcl6xcuZJRo0YBjJJSRoY2jpCEx+skxWwOhr+ccRRuvOTigVx4\nfvgPtc8nqaiwo/e3oRgzqoAzTuuD2azHYAhvwqvXKwwblkdSkhGXy8s/X1nGG2+uDKuKPFre+2Ad\nZfsbWLe+gjlzg61B3nw7vLLPYtGf8EYXAKOjCJkeXIm6b0HXz+UwUHJHoQz8CWLyMzD4VtrOtJCw\n8S3UH36DuusbLZH+EEipwsa3wwd7X3zMc44HhNAB0SpHJbhWQf1/NaOoBV8deCsAFZwrkE3LjuyC\nHr83y1cdaMAtXVuhfqbf6AIQmpf1OHMcJEgAiRyvk5a/PHMOd9+rCagKAU6XB4s5PvqBnXtOPz76\nZCPbtmveFJ1OcMlFAzl1SjHl5XYmTmin8a4fVZU8+fRcvvhqKwCLluzh4d9Po7B724nO+/c38Nz/\nLqF79xTuun0cZfsb+HjmRjZvqcRk1JGRYUUISEoyMXxYLt98t53Hn5wdlifXt08mLz5/4TH+BY4P\nFIMVdfAtsOkd8IWE6LZ/jMwfj1DiM7dN6AyIrAFw6p9QDyyDpgNgToftM8N3VD2w+xvk7m+ROaOg\nYAJKalHE+aTqQ5YtBK8jOFgwFSW1Z+e+kK7EUAyerW1s9EHDV8ikqVo1pC4VlDRQ/cr2zTvBdgRy\nKpYh4NwExh4IxS+94GkdWlQ1Q0yYkbIZzAO1vpMJEhwHJEKNJzHTr/g3e/Zo3RtTUozM/e6WGM8o\nyJ699Uy//J3A8yGDczj37H7UN7iwWY1ccdlgTKa21w1/+/tC3v7PmrCxwYO68VZIheG8+aUk2Qys\nWLkft9vH7j11zJqjlXk/+6dzeeGlpWzfEV5Sr1MEf37mbF56ZTlbtoY3ZTaZdLz/ztX0KDz+qtiO\nFXXebzVl81CG3IqSOSA2EzoK1IbdsOZFLXm8LS/X0NtRMvqHiYOq22fCvtCG7jrEhIcRxhNHfVx6\naqDxq1ajeqC1t1wPxl5g7AmuTeDdB8ZeiKTxR3Y96dU8Z7p0hNAhPRVgX+xvZRTtvdGBqReY+8el\n/leC45uODjUmPF4nMTU1QS9FQ0Pn97U7EnKybRgMSiBhfd36g6xbH+yJVlXt4Bc/n9Dm8Tt2RfYS\nNPvbdlTXOPjJdR9QVe0I254ZImz43y+34I3S99GnSh5/cg61deGtiboXpPCvVy8lI+PE0Ow6Yvpf\nBpvfDR9b9wpyyp/j1vPVGiWlJ0x+GgB17zwomw+uVlpW9aWo+36Amk1InVlrGeQJUXkvPA2RN+6E\nMroAhCEDaewL7m0ho9FSFLzg3qr9E/7vk3sn0lMM+ixo3gFKEsJY0Oa1pFS11kO+OtDnQsrpCEM3\nSJ+O9DWAex/4mrS5CJNfZd8HzdugeQfSMgRhOc500xKcVCRyvE5iLr80vMz9mb/Ojc1EomA263nz\ntcvo2zcz6vaysvqo41JKFi7ew0UXlIS1RMrNTeKPj5/JwUo7F13y7wijCzS1/BZmz91JWVlD1Gu0\nNrr69s7gnTevOHmNLkDJHQO2SOkOOf93yONQfkApnIpyyoOISU9B8fmgt2hK9NlDoGaTtpPPBfU7\nwdESBhNwYBly71zUhj0xm3tnIZLGgqF3O3u0EqWVIeHn5lKt5ZBjOdjnIhvnIn12otLi7QItQT90\nDroUhGUgImkMIuMaTWU/9UKg5buugnMN0rWNBAnilUSo8SQntLpRr4dlC++K4WwimTj1ZZyu6Dfu\n224ZzR23hueOvPLacl58OTKZV6cTXHfNcNatL2flqgMdNr+ePVL55MNrO+x8xzvqoj+Au5XBas1B\njPwFQm+OeszxhJQqcuVz0HgYhpXQ+5XtjZDeH7pPQiTlI1UVoTcihYKiHH9BB6m6oP6/gcT3AMmn\ngWsLeMpaHSH8/1p5kPV5iJTTol/DuV6rbDT1R5j7HHpO3irNSxbACKZisI6KubZcguOfRKgxQYeS\nnGygsVFT9vZ6taT0eFJSjhbua+H1f2nVikuW7uXWm8cwdXIRu/fURd3X55O8+fYqcrKDQpkWiwGn\nU3vtVosBj9cXocXVHldfOYRf/b/YtMqJV5QJf0Bd+AfwhBhfjoPIhQ/BhD8cuVBpnCGEghj1C1RX\nDaz/F9j3tb2z9C8Y1GaoXgvVawPSqi3/qwAGg+ZR86paH6+eZyCs2ZDeDxGHhplQzMi0y0B1QP1n\naK9CpyXURxhdaCFHGelhxnsA2TALFKuWm6XPCDlkMBxBuFDos7TkfvsCwAe4oXmLlpSfdtGRvsQE\nCTqVhMfrJGfDxgpm3BhsAXPeOf144tH46N0I8MrrP/LiS4fSXYL8vGT+O3MG+/c3cM31H9LQqK3G\ndYpAIlFVGDY0lxtmjOCNt1aiKAqr1wQ9XwJNisJzGLITA0uy+dPTZ5Ofl3LUr+tER930HlStB1/I\nDbf4QpSex0ez6MNBddXC5vfBXg4+tz/X6AjR67UVT7sokNoLekyLu2IFKSX4arW8LcWIbPwBPHu1\n5HolSfNaqW2EFEPRpWoeM+lpMzle+uoBPULXtvEupQ/qPgn3xilpiLTzj/CVJUgQpKM9XgnDK0FY\nuFFRYPni+Ao3bt5SyTXXfxh1myJA9X+Ezz+3HzOuHc6+snp+9ZtvwvYbNrQbV1w2mA0bD7J3Xz1L\nl+07Iu9WCy+/eDGjR7adGJwgiNqwF1b+LWREgdyxKCVXxmxOHYV025FLn/T3ZgT8vR9VRyW46jRP\n2P5F2mNaFNjDezgCYDSD+wgNtl6XoPSYfIyvoPOQqhuQUPcxYeFFxQZKCnijhfqV4L7mYQhruLdL\nNu+ApiWADlLOROij535KqYJjDTRvDN9gGY6wHJ+tmxLEnkSoMUGHU1KSxebNmjSCeuw6ox1OSf9s\nzj+3X0CTKxQ15D72xVdb+eKrrUwYH9T5slq1cGJ2lo2H/jCL0HWGTicCfR/bo6hnGo8+fBoDB+Sg\n0yXqUQ4XJaUQNX8K7J+PZnCoUL4EtaEUZez9sZ7eseE4GDS6AJGkGeOKNRus2ZDRF3qEe/ek6tNE\nP5ubwGCF8h+h9GtITgWdDhobQQpQD1FhvPMT1J2fwvhHUEzxVz0pFKPf+AoxpgDUJs2rJczQOB98\n5SFHhezXvBVaGV54WpLsfeCthjYML5yroXlT9PGE4ZUgTkgYXgl47Z+XcOa5b+BwejGZFFasLGNU\nnHl1Hv/DGezYWcPmLVWH3HfL1kouPL8/PyzYzbln9WHuD6V8P3tnxH6jRuSzbHmUnBQ/Y0cX8NTj\nZ5Kaak4YXEeJ0m86sttw5Kp/ELi5OspR590Pk59GUY7Pv6uUPtBbNb2vorMQeYcWCNVkNXQIq7/N\nTeFk7V/YeVVw28FgRe74HMpXhIdrA6jIxY/g1VnRTXos0FYnXhCKEZlyOrjLwLUVcGsGl5KEEAoy\naSw0zAUZpXJYlxQ5ZhmgVToqJjAWtX3htiolAemtR+gTGl8JYk8i1JgAgM+/3MQjj84JPF+5NL7C\njQCv/2sF/3hxadhYWpqZurrwUM2dt43hvQ/XU1vbdsPj6RcO4OEHp7Fh00HefW8Nm7dUsf9APUaj\ngbtuH8slFw/EYDg+9KcAGt1ejIqCSR9fN+AW1OqNsO7V8EFhgElPoOjio2NCe0hvM9Rtg+QeCFMK\n6vzfaXISAEPvRMno26nXVxtKYeVz0eemt6Kb9ESnXv9YkNIHvgbQpUVUGEpfMzhXaUn50gUIsE1C\nmA7dnSLqtXwN4FitnauVFAVJUwAJhnyESPgcEhw+iVBjgk6hqSk8vLFo8W4mjI+vlicXXTggwvCq\nr3Px1uuXsX5DBQMHZNOvbzZms56t26qZNWcnxUXpnH1mH956ZzVWiwGH04Pqk5xzjnajHDQghyce\nPTMWL+eoKGt04fKp1Dd7aXD70CsCtxq+eOqRZKIwxYwpjrx0SuZA5IRHkYseCQ5KD6x9GTn8rrgv\n+ZcrngVnpeblGv8wYblaus7/GVVSiuDUZ1ErVsOmt5BoGWMAwutAXf0CYtidcfl3FEIH+vTo23Qm\npGUg4AXPQU37q2kBkmkIUx7gT6r3HARjIUJpX5JE6FIgeYp2nGM1uDZoG3TdoGmx9pnDiEy79LgR\n9k1w4pHweCUIEJpkLwSsWBJ/Xq/rb/o/1m84GDb2xivTGTY0P2zM61XZtr2anj3SsFqDHhWXy4uq\nyrCx4wGnx8dBRzM7GpoPvTNgUgRDsmxYDXr0cSQPotbthtV/Dx9M7YUy4u7YTOgwkM31yMWPBgcK\nT4PmOnBWQeYglKKuN9w95ctQNr9H2DubPxGl32VtHRK3yIZZ4C2PHLecgnC6gTWAD3RZiNSzD/+8\n9vng9uutWUeBY0Vwoy4NkZqodExweHS0xyt+lsQJYk5aanA1KSXY7UdRHt/JvPj8RUydUoTBoH10\nrVZDhNEFmjTEgJLsCAPLbNYfV0aX26eysdrO4vKGwza6AJpVyfKDdn4oq6Oi6fCP62yUtJ4w5gEw\nBTWbqN+J+sNvUO2RN994QG77LHxg72w4uBLSesfE6AIw5I5FpLcKb+5fiLptZvQD4hmlRR5CEHZL\nqp2HrP2OQFWobDt1ICqWYWDIA1MfMPXT2gu1oDqR0nMMk06Q4OhJGF4JAvzvc+ErwDt+9lkbe8YO\nm83I3/58HksX3MGXn85g/uz4aezdkUgpWVNpZ8H+esodwRuEr7IGeYSlpxtqHNS64ucmo9iyEaf8\nDkwhic6qB5b/CXXjf2I3sSiobjtUrQoOKCFGu6ep6ycUguhxupZsHkrZD9F3jmdsY8A2AVLOAeuY\nwLAwmyA1JERpHgaA9NmRDbOQ9vntGk9Cl4JIPg1hG6cVH6ScD/gXl7IZar/sjFeTIMEhSRheCQIM\nKOkW9nzj5kNXEMaS3NzkuMxpORbcPpUtNU1sq3NSHcVYqrvnIXx72q7EbItVlXYcHt+hd+wihFBg\nxL2RGw4uR7VXdP2E2mLl8+HPk0OSvnPHde1cWiHS+yHG/SZiXD3OemMKoUOYihH6DK09kLFfcJui\naBIw+h4Ic7E26NqghSbde6B51+FfR2fRGnUHsCObjjlqlCDBEZMwvBKEMeOaYWHPn39hUYxmcvJR\nWu9kwf56yprc7LM3Y9GFG5U2vYLRbEbWR5bMK0CaMZgsnG2JDKeurWxk0f46Kh2H0InqIhRzGox/\nJHLD8mdQN7zd9RNqheptBleryrj6HZDWBzH4ZpS04thMLARhSoOUVvNY93psJtNR2EZCSPaaEIC3\nXJPaANC1hKkF6NKO7NwhbYkAraVQggRdTMLwShDGvT8fH/b8jTdXx2gmJxcOj5edDeE5dS6fDDOm\nDIog9bU/o+tXjOrxkGJQ6G4zkGMxMCQrif4ZNrItBopSzPRONaNv5Qx0+CQun2RddRMV8WJ8mVJh\n4lORGypXoS5/FtV7hHk9HYD0ulA3vAmrX4i+g9eJyIojMc6CVv1C63bEZh4dhBA6MBS2GnWDfRHS\ntU1rfp1yDqRegDDkHNm5rUPAOIBAQb/agLQv4HgrMktwfJMwvBKEcbwKWh7PrDrYwJLyxohxCWRZ\njBgEWPQKPVMtqIqCYjGjMxgYkZNCv4wkBmclkWkxYDPoGJKVRK9UCw1uH9427iVSSlYdaOCrTfGR\nzK4YzDDlz6Bv1YPPvg8WPopsru/aCVUsh8osT+LsAAAgAElEQVQ1YN8bfXvWkK6dz6GI6N94AhgR\nSRNB36poxrMbHMugaRlCn6lJRxwFImkkGLv7n0mtn+SRJu4nSHAMJO6yCSL44tPrAo//58/nxnAm\nJz57G13UNofnXhmALIuBnslmCpNNTO6ezvi8VFKNeox+aYg8mxFdOzIRWRYjaSY9Jp1CtsWARa9g\n8+t6CSEwGnWYkkysqGjAp8b+Rq0oOsTER0FnDd8g3cja7V07GVs+tKUEr7cgesaX7puiN2v6Yi3E\nmYr90SCEAtYR0Te6S5GNs5HSh/TVI+s+R9Z/iWxHtb4FKX1Iz4HIbgAN8ztg1gkSHB4JAdUEEeTl\npsSlcv2JSG1zZAJ9kknP0KwkDjQ1s7nWQY9kMzaDjoMOd0AstZvV2O559YpgZE5kH7+1lY1UuYLJ\n1/VuH+UONwVJpoh9uxohFJj0GHLBQ+AL8UBsfhd1y/uARAy4BpHTxg25o+aR1gs56j5Y+09wh3gi\nc0YgSn4SnwUdtjxwlUFOLjhiW23ZUQh9Gqp5KNQsg9oKyOqGMJkBCZ4DWs9G+3y/4j3gWI5EBVN/\nhLGNlmdNi/zaXq3EU9UqpM+BaG34J0jQCRz/S6MECY5Tql0eqpyRFWi9Uy00eXxsqnFwoMnNphrt\nRlrlDOZlNR1lhWKGRTPYQnNaKp1u1DjJcRFCQUx6AszZIaMqSC9IH3LP3MColCrSWRNMuu5Idn0T\nbnQB6EwIJU7Xqj3OhO49EOmZiIIeqPbI3qTHJVXbYfsGsNhAH/K3Fxa0z0VIXqSnTDPImha3fT5v\nrf9BlO+PGj96dwlObBKGV4IEXYjLq7Kr3kmty8OBxug/9BLQCUFLJNGgCBrd3oCnyqxTyLUdnYeq\ne5KJsd2S6ZlipqVossblZdH+OpYdqKcxigeuqxFCoJzyAORNiNxo34es04wKufYV5NInkB1UxSel\nRNbtQF39MlSvDd+os0Cv8zrkOp2CORU82nsnVRWMJ0gzaFt3MJkRGVmI0NZMwqBJQ+gywscA2sv9\nso0BfTYYetDa6yUM0dsaJUjQ0cTp8i1BghOT9dV2GtzRvVUKkGkxkGzUoQgtVNjg9tHNaqAx5Jgk\no+6Y2gAlGfX0MepRhKDUX0npVsGtqiyraCTXKBiUG/ubkNL/ck2TqmJZyKhENpRCSg+o3aIN1WxC\nShUhFM142vk5NOxF9DofkVp02NeTm9/VEutbk9obZcTPjuWldDrCkoXcW4psrAenE/LyoOcZsZ7W\nMaNkjkEdaEP6NiIIWagoSQihR9rGQsPX2pgwg208GHIjziOblmveMMswRMpZyLqZhHu9ErfCBF1H\nwuOVIEEX0lZAL0mvcGphOkOyklD8OUQpRj3dk0wYFIUMs4HeqRbybEb6plk6ZC69Ui2MykkOW/cL\nISh3etlSHVllGQuUAVfDqPu0/ohJ3QEFdv4XueBByBwEhiToeYaWHwbQUAp750L9DuSOT9s9t7SX\nIfcvRnqcWrgymtEFiKG3duhr6hSkT+vzVVsDLidUb471jDoMJXUgIvU8ICSv0ZCHbJwHzu0ENL+k\nijAWIkS4hp301kHzFlAbtAbcPntImyK045OndvbLSJAgQMLwSpCgCxmcaSPTHLm69hxGjlXPFDNm\nncKqg3Z2N3RMH81Uk54ROUnQHPQmCL2eMoeX3Q3xUWKvJBeg9L4AUTAJ8OdzqW6o3gAl14LqRe7+\nXsv5KlsYPLBhH7IxUhJC+jyoZQuRK59Dbv0QueJvyHm/inJlHfS5BKFrv5AhHgido/Sp4HW0s/dx\niGstEKI95ykDzz7wbCewnJFNSF+UwgKdjWBYsUU+wgfoQUmB5NMQUbxkCRJ0Fgn/aoIEXYhJpxAa\nJdQDWVYj+YdRVehTJbv8BteOeic9kk0dUmGXYjIwpSiLHzbug/RgbtCOehf77c2Mzz9CdfDOIkKv\nClj3EqDdeoUxBao3hmz0IQ+uQSSHi3HKDW9ATYhHyBWlNVbWCJTBM459zl2Iqkun8p15KEYdxqI6\n0sfGekYdiDukTZa+G+gztbZBrfHW+A2tIEIYkLaJ0LRQa5QtVfBV+8+VlTC6EnQ5CcMrQYJOwuHx\nsbnWgUERDMiwoVcEm2qaqPRXMgpgQkHaYedr+Vp5xZweH1Zjx3yF9Xo9Uwf3ZGl5PS5f8DpOn2RR\nWS3j89NiLqMgjMnIkffByr9G3S63vAfWPHBWajdXoYAtD7WuFKrWgCEZGveFG13RGHQDSvbQjn8B\nnUxznYHsSwehGHU4S2uRUsb8PesIZHNNePWikgKWYaDPxucqxe0uxyxcCKEHQz7SuU7ziFqGIBTN\nEyhMhUjjlVoeoLcOXBsBHxjyYvOiEpzUJAyvBAk6id2NLuqaNSMrw6+VFSpWqlUvHt65mn0qSw+E\nK7h39E1Vpwgm5KdxoKmZTTUtoSqJS4U5+2qY1j0j5jdyJaUAdcJjsORxUKNUYDoOBB9LFTa/c/gn\nN2bA2F+j6GOvaXY0mIqKUaoPAmDIsiJ3/BfR58IYz+rYkE1r8davRG82BA1Jy1CEEEhDPitrkrB7\nBpJu9DI8JxPcu8AZUpFqGxV42JIHKPRpyLTpgA+hJHS7EnQ9Mc3xEkKUCiHUkH8+IcT9sZxTggQd\nRWqIN8onJVJKcresxuh1oxfQP90SMGRcXpXlFQ0sr2jA6fXhUyUNzd6Al8vhCW8BlG81YDG0EoHs\nIPJsJvqnW/AH8Pz/FObuq8GndoJm1hGiGJNQpjwDtjZEMg8XoYe+V0Dx+TD2AZQJDx63RheAfshV\nAEhVok8ywb55qHvmxHhWR490ruf/s/fe0XGk553uU6lzQgONDDBnDjkMw0mcPIozsixLtjVKXtmy\nZVlOOt71evfKe/esvQ67tuW0ltaSbF1ZVrQsSyONlTU5ksOcSRBETp1zV/juH91odCOQIAkCzZl6\nzuEhulFV/XVC/eoNv1fkj6K6ysXykiSBFEJSXAAYQpDRy5/HpK6WhZVUU48n19fmiWI/InsAYSSQ\nZKctumxWjJWOeAng48CnmRlH3xjtVDY214AQgoJp4VRkOn1O+lN5CqbgfCKP9vlPkfn8p2lVVZL/\n+7N0de+t7jeSLVZtJobTRRIlg1TJJOBQ2NsWIORUkZjpihzJ6XT4dIJObe4iloAunwufInFwKsv0\nV1Mg88xwkvt7Vt5qAkC+7XcAEEYece7fIDcO6UEuO6tQcYGrCTrvRu6axyfsZmfVG5Au/aByw4K+\nxxHNW5C8N1cdk9AnIX+ketso6Ax88yRrPzwzUF2TZdYGXYxnS3T7y2JMcvQgfPeCKIHkQsS/VraZ\nECqIWHnH0iA0vWNZn4+NTS0rLbwAMkKIyZVehI3NUnAqlmMsVyLgUNgV8dXVSxX7y8afkmFgjg4B\nM8KrVlgNZGY6DFMlk2Sx7HA/W06MZos3THgBBN1OtofyHE9YgISZSGJk8/xofIJdq1oJRxpDgEmq\nG2nLY0C5Y1FMHoXEBVCc0LwdkufB4QNXGCm8acZ64jWIvOYtWMl+SJzDzOvEf3CezHd/i9Bv/hHh\nznUrvbzLEksXwbIIB92cOpvjv/+PDJ3tEh9/n07s2VE6f/o35kwOWB1wszpQb68iOcrNFCL9dFmA\niRL1rHzU1ub1TSMIr9+TJOm/AQPAF4FPCCGubR6Kjc0KUjQtxnLlP/KpksmJ2ExLv0OG8Ed+m/5c\nEaOtg+Le/XX7hl0ad3YEOTKZJmuUTwwuRcalSBycmH/4b7yg3/AC6lZ/iHs9Jk+PpDCHRnFs3wzA\nkQtD3OV14fQsjafYUiEpGlL7Hmifqe0hfGMFhxACLAtJuTGp36tFvvUjWC/+IYknXiD53AAAxeB/\nw/rl/4Lcsn2FVzc/xy/G+M6zz/Fbb0yRLfr53Bc0zvebnO+HF/d7eOQ/7ITA4t34hT4JerlbVQiY\n/ooIZCT/AzfgGdjYLJ6VvvT7K+DdwP3Ap4D/CvzpSi7IxuZaiRVmir3diky6NDOHcWfEj9zdS+z3\n/oTEB38LSVF4eijO8akM/ak8piVwqXLVVsKnKexrDyzocg+QN+FE9MYPRFYVhXs6g4TVePU+0dnF\nieggk9nZ0YTXF8WLF7hw/17O37uH3IGXVno5M+z+GKZ3Zki61ysQx/+B/Et/hjXwJFZqoG5e5/Vy\n4OwkpwcS17z/0YsxHt6Wx6mBR01z2y4fAF6PzNaNSjlqZSwuMSKEAekfAWUfuqroEoDvISQ1vOC+\nNjbLwZJHvCRJ+mPgP19mEwFsEUKcFUL8Zc39xyVJ0oFPSZL0X4QQKz80zsZmkRQNk5Jp4ZBBt2B9\nyI0poD+Vp9ml4XeoHJ/KVJMc04XyE3mdibyOKcrDsXv8Ljq9TmSpXEzc5nUwmi2hSGDOc57MGcsT\nHNYUmdsevI8j3/4msd1vAUkiRZjTsUmEaKLV9/osVB753d9EFMpWB5N/+b9Y9YWvr/CKysgOL22/\n/0Xo+DgeYwDf1lYAHJkhxLkhJEVGOEKw40NIvs5rfhxRyvCN7z7FZ19SkCT4g/+wl13rW676OA/v\n7uL7z19gZ+8UQvLyrnfdxu133ILXlSbseBVkN2jdiztYaZDacUACyMmb0Tzrcb5WZlja3NTciFTj\nnwH/eIVt+ha4/yXKa1oNnLvcAT72sY8RDNZ/iR577DEee+yxxa3SxmaJMC3B86Opqj3EPZ1BVKUc\nTG52qwyliwyn82QuE72qTRYqNb5eW8Je1gfdqLLEhWSewXSxrtYroC1ftYCkeNn21p/h1fExsiKI\nhYKFh+PxAp5Uka3NfgLORqheWB6EZWEMXqreVpoao+ZtGkmWaf+VP6J48itY4y+Vxbwyk+SwslFG\nfuln0WNF2t6zB8+WXtjyXuR55luK1CXQvJRG4jzzz4/zHXkdDzy4k0eDTzM6XAB6EQLGYlfnmC/y\nGVBUWkNu3vfWN5WjVShIkkRvrwsIAT1XOMos1DBlp3oTcCH57sTnuHZxafP64ktf+hJf+tKX6u5L\nJpMLbH1tSEsZbr5eJEl6L/A5oEUIMe8zlSRpN3Dw4MGD7N69ezmXZ2MzL4cnUsSKM6JqV8RLwKGh\nyBLHpzJM5C8fvHWrMre3B6ozGi+HJQTHpzJMFcppzLUBF00ujeAyCh7d0Dkyep4UbdRKRk2W2N9m\ngexGkhur9utGMPoH/w+Zb/9b9fbaH76I4vdfZo+VY2zgBJ6jn0MaHsO9JoykKaTGHEz95eMofift\nv7ALV0+Q1JSJa/0aZJcDSYugNhmIfA7OncAqCfr/5DlENsuIt51P3POf+dd3TxEbOMpnz2zC37mV\nD719L45F2pyYJ5+n9KU/BqcH54f/HDmyyIjWIhBWAUQRSbEjXDbXz6uvvsqePXsA9gghXr3e463Y\n5akkSXcAtwM/oWwhcRfwF8A/LSS6bGwakVrRBXBoMosmwYYm94KiS5UkZAk6vU5WBV2LEl0AsiSx\nvcXHaLZI0RD0pQqQKuBVJG5fptE+mqqxu3Mj5ydOMmZEMCjXpVlWkUtTF+lwjOIIPoykNKYIWQpG\nPvcZJqNJXA4XcqmAEmltWNEF0N67DXr/N5fODDMYjbJ1TwBzfBLp888QuqsNV09ZoPg2dKL0RACw\n8mnAieR2kb2UIfqtY4hcOaLlNvLsXBtG2nAvzd52fndPK1Z4G88eHyPsd3LLmivXUZknXwTLhHwa\nq+/IkgovSXYBriU7no3NUrKSeYEi5cL6/xdwAheBPwc+sYJrsrG5arRKXVctuoDT8fmHTDtkia3N\nXsKua7OCkCh3TUZrRF3WFDw/kuCuZRJfsqKwseMWOgtJDkxaWICJRp++iRGjm73Zp9G634wkNUan\n31KiR6Oc23YH5kPvRB28SMfH3k9vg9R2XYlVm7roEe1kjShSWztNX/4s6tgJGH0OISoF6NMYBuBE\nCMHklw9hVNKIngfeiPLIu/n9u3aXU5e9DwLwhe+f5atPlatI/vRD+9h+BfGl3PZmzPOvInkCKFvu\nvBFP18amIVkx4SWEOATY3zabmx6PIpOscXSf9uOyRFlklaz6dL5bVa5ZdAEkigaj83QTFkzBVLZA\ni3f5rvR9riC3d5i8MpaqNgwUhJe8SxCPHqatZc/lD3ATEvunz2C+/RcBMFs7ce7YjRq6eTrlZEnB\nr7ViWEUypQuIcDvWlB956/sxk0PIIwfBE0Duehuxf/x7Uk98ryq6lJYI7R//Hyi+udG9eHrGfy5W\n8/NCKKu24v69LyzdE7OxuUl4/VTC2tjcIGbbMW4MubmQLODRZFyKXE03elQZS8CqwPUJI4+moMkS\nuiXwqhLZmllCR2N5bpEg4lk+8eVWFe5oD/JsZZakjI4pFPqKrYxNpLmlxYssr7RzzdIht3bS/Dd/\nQPbeNxLR8/R++p9WeknXhCo7CXo3gX4O9nwMyRXC1bSesrtPGf9bPkD++ACu3RECb3oU56Yt84ou\ngA+8cSNI0Ox3sX/7zeWUb2OznDRUcf1isIvrbRqNvmSe/lTZUkAG3JqMacHqgIugU+V0LIdDkdgS\n9qLKS2N2WjItCqbFZE7nUrpQ9zsJuKcrtGSPtVgsIThzaRjLESNphSkIb/V3qwNOev1uZIlF17M1\nEmYygZWc5DtPDvM/P3WKnhYHn/y9W2i7a99VHSf62U+S+fH3aXrPLxB45KcRZhJK4+W5kZIGih9J\nXZ50sY2NzeJ4zRTX29i8VlgbdCMDfakCFpCtFHydjue4ryvEnralK7ouGBZT+RJNLo2AQyVVNOZs\nI4Ajk5klfdzFIEsSW1Z3058IMz4r1dSfKtKfKkImR9ehQ6z9qQfQfN4FjtRYTH3yr0h95R9o29fB\nt47cjWk20z9e5LzUTtsi9teNAsLMIadOUDj+fRzdKugHODPSzXrnWWSp/uJXBN6EpF69F5aNjc3N\ngS28bGyWAJc6N5XmVmSuN+hkCUGqZOJVZTRF5vBkmpxhockF7uoM0uVzIksSlhAk8zrjFSGWLhlM\n5Uu0uB3Xt4BrYHXIw6qgm9FskXPxPHU9nz4PA5u3cPwdv83ef/lrZFmi0+us8y5rBIQQXJqIIyQJ\n41+/isujImsyb+sa4HgqzNp1Ley4ZWHZNZa4gCgO0KaNoQir7J6uQMfH3wlCIMkymtU/R3QBYCbh\nNSS8jo+mKBomt3aFGu59trFZCWzhZWOzBETcDmQpx3Qd/Rq/k26/C0mSSJUMSqag2aVe9VzFac8u\nVZK4syOAXnkAwxLlGXSyVB0z1O13ocSyjGRLWMDRqSwbQxbd/uVvq5ckiU6fi1a3g+OxLLHCTGRO\niYR54b2/QlMlPTv00lH0T32B8EfeS/70BTY/eh/+VV3LvuZprEKegf6j9Hk3AtD8/g/D3/0p2bEc\nb94Gj/z+/TjWbKvbR5gpyDwNSEwpd3EyHaZbTdLOSJ07riRJ1VE9ReEmrjfTro1UNlFB6wXH6uV4\nmsvCidEU/3J4GIB0weD+DZEVXpGNzcpjCy8bmyVAkSUibgfjlSHZ/ekiHoeKQ5Y4NFkecr026GJ1\noGwsKoQgWtBxKjJ+x8Jfw0TFI8wQgoupArdUPLwibm3eGq5mt8ZITcdjzphd+r+8qIrMrRE/8bzO\niViGkgVj/ZOU9Jk4WHx0CvHwfYx99L9jnOnj0h+38c7Bp27o8O/5sITg7NmL5I69TMs93VB5Gc1o\nlFVfewK1rQPZsUAEsdhXjlQBTnERWEPUbGWNOIeCiYGCIglkTISsYhRAcvXQHOhGdr42hzZ/5WvH\n+PyXjxDa1MKGe1ZRMlf2s2hj0yjYwsumISiaFv3JPHnDYm3QxcVUgWglSuKQwa8pdPtcNHuWP3W2\nWLaGPUTzJQxRrrM6Ec2i1YijXKX2SwjB4ckM8UpacG+bn8AC4qvNozFcEVKqLBFyqoQu41IfcTvY\n3CQYzhZxytJ1d1AuFU1ujf1dTYw//yqnPvk4w2v2cuDxV9gcu4T3PW8HVcW5/zZO/sM3Sd62l6fO\nTrB7VRivQ70h6anhb/+EgX/5Hp4P/izRzi60wT78rz5H7Oc/BLe/CV/pLJscx4geHYevfw3Hxz52\n+QNq7VA4BUj4PV2sk90Ylga+dyEpEg5pJhWtVP417if56jAtnbyZQJEcuNUZp/i/+Kvn0HWL0aEU\nj/3cLdx3DTMcbWxei9jCy2bZ6YvniOWLyLJMSQhkJLKGVZ1BGJvI1G1fsiBaNIkWsxDNsibgZE2w\n8YYySxU3+tphiroliLg1JMpF+EIIRrKlqugCeHU8TYfXgVOV6fI50WqsFzY2efBoCqYQ9CwyZdjp\nc1bTj9PECzqSJF1WtC0HbXft5qN37eajwPf++otYzz+N9IF3giRh+bzE3vAwDlUmZgl+1B8jmSrw\ngdt6l7QTUs9keeadv4FV0mn9Tx9FdjnRN2yhcOl8dZvYV59l6uUXGHz8FPs/+fErHlPS2hGhd5R/\nll2seq2oqkWQNaIYogBkUWUnmlz+nO66tZOXXxliy+YI7liB3//9H/L2t23m7rtWreyCbWxWGFt4\n2SwLBd3gwESm3ky0mnq4OkuTi6kiF1NFNFlid8SH9zKpuuWmw+vkUqWjTwLCLpWNTW5GMyUOjKco\nWQKXUi8iLKhGtbK6xbbmmW4/SZIWLbgWYjRb5FTFAHN7s5fWBokabvvgzzC2r5fAga8zuvOtuHJJ\nOgrjqD3rCFWEYypXIls08F+H4exsZE1DC/opTsYQ2RwEfCAEnpefJjDUB4Eg3W94E+cGC+z923fT\n9QvvWtRxJbkxoovLjSwp1a+wzMykgr/5xCOcvxCjs8PPG976OQzD4vkXB3jmxx+qSyMXdJNDQwla\n/S7Wtdwcna42NtdD45yxbF6zjGeLnKic+JcS3RIcGE9zb3do2euBFqLd62Q4U8IUgm0VkXN0KsNU\nzXifgimQJWh1a4zl6mc53ghfvVzNPKPRbFkUNoL46va78O7cR2ziPGue/kcS3bfw3jP/wsud/xFL\n+JCAJpe2pKILQHE6eMNzX2L8h8/T1ObngqHji02x+X/9BYo/UN1uz19uX9LHfa3iVZvRLDeKpKHI\n5ffqYjSLblps2RzBNC1amj2MjWdojXjJfP8JMk//hNC73o17114ePzHGidEUEvCr+9fQtgLNIDY2\ny4ltoGpzw0gWdc7Ec2RmDzKchU+VycwqAvdqMjtb/BybSpO+wv4yIEuwJewh4nFedtvlwLAEumly\nJp4no5sYlpjjbg+wJuCi2aUxmS+VLSGAXp8TTVlal3fdtDibyJMqGeQrr/PmJjedvsY6wQnLQqqk\nWUfTBTwOhaBzaUWXzY3n1Hiar7w6BMBbt7axb1WY8fEMrxwc4rbNAVLvezOYJkqklbXf/gn/fGCQ\nc5UGlA/duZrukHsll29jMwfbQNXmpiCnmxycVas1HxtDbrr9LmIFnWTRQCBAlC0SXKrMupCHo1MZ\nEHNH80xjUZ6LeCya4wG3Y8WjX6oscXwqT2wec9NaWtwafodK4AbXXWmKzLZmLz8ZjFfvOxPP43eo\nl+2oXG6kmtq2DjvqcdOSrInuJio/t7X5ePStm7HyObL+AGYijtpStpZ4dFs7z1+M0h5w2aLL5nVB\n4/zVtXnNIITgRHSu6FKAHREfQadKumTiVmUclehO2KXNOzg67NLY3xkCBOM5nUzJIGeYxIvmnG0B\nDk+m2dbsxaEo8/5+uTCuEEl2yNKyip6+ZK6ukk4Ar4yn6fE52NBk19XYLB17ekJEsyV002L/2vpO\nRtntofuzX6Rw+CDe/fcDEHRrvGWrPdvR5vWDLbxslpR4QefoZIbZssitytzZMdNqHryKKE/Zr0qi\ny+fEEg5eHkst/PhFk2dHUuxrC+BzrJz42tni5dmR1IJtAyHX8n71ag1Maxms1KNtDvuWdT02r100\nReaRbQsLKUd3L47u3rr7Xr4U46nzU2xs9fFT2ztWPGptY3MjWdpiEpvXNXnd5NA8omtDyM3eJZob\nqFtiXlPQ2VZP5xI5DGvl6hc1ReGuzkCdj9c0rW6NomFxMppZtKlk0bQYyRTJG/NH+mZjWoJ0ycCq\nRN56/S40WcIxz3pGsjrpK6RFbWxuJE+dnyJbMjk0lGTk8c9R/Oc/RGTiV97RxuYmxBZeNkuCYQkO\nTKTn3O9VZXr8rjpvquvBqcisCbjwaUqdLcNsjRUvGpyJZZfkMa8Vp6Kwbp6alam8TrJkMpbTOTI5\n9zWbj8MTaU7HcxwcT1fF1EJYQnBwIs0r42mOTZVfg1aPg9vbAzQ5NdyKxGz5dWQqs6JC1eb1zdpw\n+XvSlhnE//I3GBgcYeyLn1jhVdnY3Bhs4WWzJJyNZ6tzBKeRgD2tSxPpqmVN0M2+9gDKPOkIf82w\n6vG8zpnYlQv8bySdXicbQvWF4rWvUka3riikAIqV11a3BEPpwmX3MS1BpjKSJ1GcKXQ+n8gzni+R\nNwXbm71oNS9fyRIcGE9h2uLLZgV4uLnIr77yh7zv8F/z3Za38JXtH+YwrYy/8MOVXpqNzZJjCy+b\n6+ZcPDvHj0qp2DuoS2yNUMv6kAe/Q6HNNVPLlTasug/1cFZnvOJdtVL0+N1sbHKjSGUxOrvI/cBY\nirPxHKnSwum+7c1eQk4VAZxPFuhL5hfcVlNkVgdceFSZ9aEZh//atKcqS+zrCOKtEao5wyJhpxxt\nVgBf52roWENhqsBooJf7+7/N/ZeeIPDtv+DV7z/BVw8NMZRY+DNvY3MzYQsvm+vCtCwGM6U59zc5\nNdq9N9ZTq9mtsbfVT1HMdYKv5WQsh2Gt7IDebp+L+7qbuKsjMCfNlzEshjJFjk4uHJ0LuzS6a8YA\nJYsGz40kOJeY35h2bdDNHR1Bumr2WRdys7nJw60RH00uDacic3tHkFX+8jayBBdT+Wq0zMZmuVBU\nldYP/QHqL/8xu37wT1wKrufrWz7IuLeL4IFvMNA/yDePjaz0Mm1slgS7q9HmupjI1YuusFMl4nHQ\ntkzO6Lol5o3SdHocjFTWNj2wemdk6fp+XYAAACAASURBVNOeV4tTVdjV6udULEPeqE/rmVdIOUbc\nGutDboqGyVCmhAAG00WanBot7isbjcqSNGeGI8C6kAenonA2kSNVMjk8kWZvWwCXal+X2SwfsiTR\ntPc2Bt/+i5wL9gCQcoZIuFooqS48wkIIC0myP5c2Nze28LK5LqL5euG1ocmNV1u+j5UmS7R7HIzn\nSigSTGuZkVmCMFYwMC2BMk9X33ITcqr0+N2cjddHq0wBQ+k8BVNQMCy6/a66odaSJOHTFPqS+bp0\n5dGpDHta/Vdl0THfmqbToCVLcD6RY3uLbTGxXHznxCivDiVxKBKGKfC7VN65s4u+aBZLCLa0+nFo\nCqFFCOybnTsevpvzrwwggILqoaSWayQ9LotkaYSAo6M8H9LG5ibFFl4218VEYSYt1e11LKvogrIY\n2drsZWuzl7PxHEOZ+eu5BGWLic3hxjAL7fY58WkKo9kCo9mZ+riziUL156m8zv09TUDZlLZkCSZy\npTkdnFC2m7geXKpMyKlUjWkn8jpjmTztPttJfCmxhOArrw5yZiKLBARdKm6Hwmiq/LnNV97cWE7n\n8eOjjFUGrv/k3BSyBB/Yt4rVYc9Ch39NsK7Fy0f2r+EzL1wi5QqjWAYRj8Uda/xYGIwfOUjHrftW\nepk2NteMLbxslozwCl+Nd/udDGeKC5qWXq54fSUIOVUQzjrhVYsFHJsq130liwYlSxBwKHMK9AFa\nXGpVnDmvoaHhZDQzZxrAyXjBFl5LyFPnJnjyfLT63gkgUTBILGBuG/RoVeEFZcuUoUT+isIrX6nR\nc2s3b1SoxedElgETZAT3uEYJO92YJ85y4nPf5+xvruXedc220arNTYktvGyumb7kTKrMrUi0uJen\nrmshPKpCu0djNDe/kJnPfmKlCbk0bm/z89L4/H5ek/n655IqLVD4LkkcnEiTKpl0+Zxsapo5OWd1\nkwuJPF5NYW3QNedkNZUrMbXAyd9maTgwEOcn56NXtc9IosCbt7RRMEzOT2bRFIlbu4KX3Wcwnufz\nr1zCEvDOnZ24VJnVzV7kBvzsXw5ZknjDxlb6Ylk8XgeZtMHaP/1tLgXX8exbfg3OTSIB965vueKx\nbGwaDVt42VwzozXdjMUG8X9aG/KQMzIk5xEokRUWhgvhdajsaPFybCq7YLTuSuR0syrKJnIlurwO\nYgWDiEfjfCJHtGAwVdAJuVSaZ83EzF8mTZnVTbw3ceSkUeiLzjXz9TlkMqWFX/t00WB12EN7wMX9\n6yOLepwLUxl0s/wp+tqhYQRlC5Mmj8Z79/bQfIM7jZeK46MpHj8xBsDm7iDNkoxAIu6aEVrDl7FU\nsbFpZOz2EJtrxllzPvY2SAecU5HZ1eqnxtSeXp+TWyM+egOuhXdcYVrcDvZ3BC67jQT4NLnO+BTK\nNhBuVabN40CVJHp8Tl6dyHA+mefIZAa3qlT3d82ThuzyOqrv3+zfLsbc1ebKrGmeqS3UZInffWgD\nv3HferZ1+Ak4VcIejRavA4csEfZotPkc3Lk6TPsiPrOGJarpxR1dQSI+B5pCXUozltP5m6f7+PMf\nn+X0ZWadNgrR7MxFnVeRcXatIvnO3+Dl1W+o3n9mIsOFqZU1SLaxuRbsiJfNNZPSZ07Ka4KNI2pk\nSWJHi49jU+X0TLffdVNYI2iqQo/PyeBlGgQyukWLSyOjm6hSedj2Kr8LRZbZVjm5G5agP1Uu0jeF\nYEPITZNLxa0qqLKEJQSyJJEqGZxP5PGqMvvaA0iSxLGpDJN5HQnwqHJDpmdvBiwhGE0VCHscuDWF\nWzoCvNgfI5otcd+GCB6HylPnJzkxWk4xP7ghsui0WTxX4pkLUdr8TrZ3BPj0C/0k8jqPbmtnb28T\n61t8vNAfm3ffdNHky4eG+eh+BxF/43xnZ3P7qiZiuRJCCB7eEMGtKRgtbyI+fqpuu0R+/rICG5tG\nxhZeNteEPis9tVSzGJeKJpfGvd2hOfebQiBE2bm9EVkXchMv6GRmDQJXpLLdBECTS2VHZGGrB1WW\nuKXFx1Rep8PnQJIkIm4HF5J5LqUKeFSZvW0B+pJ5EkWDRLEccQu7VKYqJzIBZA2Lk7Ese9suH4mz\nmcsXDwxyfiqLLMEv37WajoCbX9u/loJh4nWonBhNcSk2UyMZcC/+T/F3To5xfrKcutRNqyo+Toym\n2NvbxNGRZN32DkWiZNZHLv/++Yv89v0b8F6HBcmNxKUpvGNHZ919qizRpKeIa9N1boKLU1lu7Qo1\nhE2Mjc1iaayzpc1Nw3iuPirjVBq/Diirmzw3kuTZ4QTRBr1SliUJ/zwnw3aPk9va/OyK+OipRCqy\nuom+gCN/s1tjU9hDwDFzrKmKt1nOsMgZJv6K9YcigVuTyegmswNcdqbx6jk4GOd8ZTi5JeDAQAIA\nRZbwOlSi2RJfOzxMXzSHJktoisSJ0dSci5mF8FTeN0mC1WEv3SE3qizRH8vxyWf7uKUmZb0x4qO3\naW4XpG7B3zx9gYn0yo7Tulo+tBa60pcqtySOj6X50sH+lVySjc1V05iXOzYNz/CsMUFaA19xJosG\no5V5jUalCeBCMkez+/IdYitFh9fBWLbsTN/kVGmqjAuqjdJdTOa5mCrgkCVuaw8sykKiN+DifCJP\nyKni0xT8QYWwS8WlyrhVhVPRzByPsCZn4wvqRiJbMrgwNVNILwE7OusjhoosIUtlUTY9WP7cZJYf\nnB5nR1eI7tDlLTwe3d5Ob5ObVr+T7iY3GyJeJtIFDGA8XWRvz0ykN1XUiS1gV1IwLL57cowP3L7q\n2p7sMhPPlXg810GhrQU5p1dHgyWyhcvuZ2PTaNjCy+aacKsy2Zp0WAPrLo5OZaonuGky+srObrwc\nIafG/ZU06UI+RbGK/UPJEmR1c1HCq8PrpGNWV1tTTYdjaZ7O1NGczvqmRS/9dc0rl2J85+Q4sgSa\nDAG3g/ft7aFp1viskFvjF/at4ukLU3Ui7eWBBC8PJPilO1bRM0+UahqHIrO3t/ympAo6Pzk3Vf1d\nq8/JLZ1BSqbgUjzHvetamEgXeaE/SrvfRW/Yw3cq3YIAfbEcJdPCcQOH2S8VPzwzQV+0nJ5VJGhy\nl13+JakseL0O+3Rmc3PQ+N82m4ZkR8RfN+w5Ps+8xEZhOlKkzNIwi03trASSJF3WHHJ10IVblYm4\ntbqxQtfDfHYbjRDJFEJweCjBaKqAblo8c2GKFy/GmMoUKRkr/x4+c2GK//m903zv9DgwHckqd+Zp\nCwiaVWEPXsf80cR/OzpSjcxeCbem0FQxLt4Q8fJr96zFpSncvbaZ9+zpoTvkZndPiI/es45717cw\nlirMeU9rxV8jE/LMXCSYAuI5QboIkzn4xuHhFVyZjc3VYV8i2FwztaeGrG4QdjXmHLnVARenYzlm\nS4jj0Sy7Wld+cPZCWEJwKpYjb5hsavLgr7mib3Zp3Nkxf6q0YFiYQly1/1anz0nAoWIJi7OJPEII\ndqzgvEbDtPjiwUEuxXNMa+SdnQGOjFTsEE6X/1vd5OFtt7RTNCw6g8vrtF80TH50dnLe33kcSl0k\naSCeQ5NlOiodwKEFvi/RnE4qrxNwayjSwlHPomHy47OTbGj1sanVz6orONp/+dWhOpuGaZ7vi7Kl\nrXG/B9M8vLEVhyLTH81xMVY/57R/1m0bm0bGFl42r3niBQPBzADt6v1Fg7xuNuxolam8znilIP5i\nsrBgJ6NhCY5NZcgbFm0ejYF0eWzS5iYPnb6rM8z0ORRAYW/byovov3n6PMlCvRHuucm5Dv/98Rz/\n55k+LAEPbYxwz7rlczPPzhqzpEjw0MZWfC6VnpAbR8XG5JkLU1WB9t69PWyI+Dg9Mf+0AoDT4yl+\neGYShyrz87u7WNM8971/ri/GS5fiADS5Nda1eLGE4JvHRhmM53jDpla2tM/Uly3U+afNDgU3KJIk\ncd/6CLu6df7PM30Ua6KdnQ1kZ2NjcyXsVKPNNdNckyqR58STGod278KO9cfncRRvFHyaUk2PpkoG\nY9mZDrR0yagMzBbECzrxokHBtLiUnplVmbzG2ZSJos6hiTQno1nMFZpIkCuZc0QXQE4X86boppd5\ndqJsqPnMhSm+c2KM9A1MgQ/Eczx+YrTuPlOAz6WyozNYre166vxUXVRsPF3gx2cnmMjMjT5Nc3Aw\ngUU5evnlg8PzGtn6ahofpm0hRlMFjgwnieXqa78AHtvdzX3rW7h9VRMPbWyhM+Ai4nPwyLaOq37u\nK0nApfGR/Wt5394eugNOigWd8+MZfnRmYqWXZmOzKOyIl801E68Zy3MmkafT52zIobVhl0bEpTA5\nz4k8rZuYQjSkUahHU9gV8XNgIk3JEpyN52n3OsmUTF6pzHbs8DhYE3SjyVJdA4EmS7S6NXTTWrDO\naD7iBZ1DkzNu4H6HUrWvWA6KhsnZicycGqcWj0Y0pyMou8A/uq2d75wYI5HXURW4GC2Pj1nX4uVT\nz/ZVh0ufm0zzvtt6aVniUTmfeb6PoeRcKwaPJrOqyc1IMk+rz4mqyJyreT3XhD1cmMzOSZXNJloz\nb7RkWpimhazWC87bepvwOlRUWWJTJVUY9jgIujWSeZ21Ld667Zs8Dh7YMDN66J51ixtD1IiE3BrR\nbIkDJydo7y6n3J8+N8lDm1pXeGU2NlfGFl4218x0S/w0hiUaNm3hd2jzCi+AvG5VUmyNh8+h4FJk\nCqaFIQST+RLjNZGv8XyJLc1e7uwIkizqHItmEQLCTpUjU1lUSWJvux+PqlA0LY5NZTCFYFuzD988\nKdbp1OY0iy3yXgoyRYNPPHke0xJ18VNVhvfvW0WyoDORLrKjM8hgPMeJsRSWoG4qgVOVq6ILIJE3\n+NqhYT6yf+2SrbNW2M2mM+Tmq4eGGU4WWBX28MHbV3HP2maeODVOR8DJw5va+NunL1zV4wng7567\nyK/evRZnzXOVJIlNrT5GUgUKuolLU3BrCr+2fw3JvEGr/+aYy3itBN0qXq8DRZYwLYHf67jqCw0b\nm5XAFl4210y3z0F/umZQttG4f/RaPRp9qfn9fi6lcmxracziYlmS6PI7uZAoR3TGsyUm8vXpMyEE\nqiyR1q2qEJ4eEm4IQbpk4lEVxnOl6iDt4UyRTRXLgqJp0Z/Mo0gSI7OKr1vcy1fr9cOzE9XU5rTc\n8zoUPnTnaoJujaBboyvo5utHhjk1nq6auxZqan2evjBFV9DJcE00ajxd5NBggl09cycZXA0lw+Lv\nnu277JiaZreDlybLdVcD8RyWEGxq81cjUgXdxK3J5GfZmdy7rhnTEpweTxPL6SiyVCd64zmdyUyR\n7pCbx4+Pcmoszf51zfRNZTk/lcXnVFBlmVVhD2GPRl80xz1rm1k/T13gc31TvHQpzsaIj0e2tSNJ\nEqcrEdTNN0GR/TQtXifvv3cNT/ZFSeZ0gp6Vr0u0sVkMtvCyuWY6vK464XUmnmFP+/Wd3G4ULlVB\nAeaLeY3nDTZbomHHjrR7HIxlipQsQafPSc6wyOgmTllic9hbTe9G3BpD6QKWgFUBF4PpAm5VoaXS\nPRdyqMgS1YjYNCeiGRLF+aOB80XFbhjzBNc6gy6GEnm+e2qcrqCbniY3J8cWLkrP6xYjqbnRqG8e\nH2UyU+SNW9quaWm6afHZFy9eVnR1Bl28aWsbPpfKkeEke3ubkGtS2EOJPF87NITPqfLQxjDfOTGG\nABQZ7t8QIZ7TuXNNM77Ke2OaFs9ejPFcX5TeJjftARepgs7BwbIT/jMXoojKi5YpmoBJYnhmXFCq\noPNb963n7ESaRF6nI+DixGiKFysF+QcGE+W9BRwcKh/z7bd0sGueUVuNSqvfSaJiEDscyzfshZ+N\nTS228LK5ZmZ3Ayb1lSnEXgwjmeK8ogvApUjlOq8GbRBwKjK311hHhJwlMrpJ0RL0p/J4NQWXKuPV\nFO7uLG8nSRJdNR2NecPEqync1RFECJBl6E/mCTqVBb2wvKq8rDV7D26MUDQsMkWdwUQ5OnluMsv5\nySwCODORYXOrD6cqUzSsOanuaRYac/TKYJxDw0nedWsn667SJuMvfnyO/BU8w0aTBf7yyfMUDYvH\n9vSwepa9w8HBOMmK8a0lBO+/rZdjo0lu6QhyaCjB48fHcCgyH7pzNa1+J4oic9/6Fu6rGZ7tdah0\nh9wMJfJsavXRHXJzYCCOqsgMJfKEXCq6JciWTFq8Dv7qyfPEFxCLElRF3DSZBvbjm49k7uZar40N\n2F2NNtfJ7JIuc4HZgSvNQs7cigQFU/DKeHrFOviultp0YLJkcjw6U7w9n/FqXzLPC6MpXhpLIUnl\nOqgD42n6UgUOTWbxLBDV6rhMN+iNIODS+Pnd3bxtVpfd9LsiSXB6IkPRsLilw181Dp2NV5v7Xmuy\nhG4K8rpZnZ24WE6OpuYVXfeuba6b2CCAVMGgaFgcHU7O2X5jqx9ZKtekBV0aPz43SaZo0BF0cbHi\nyF4yLYaT+QXXUjBMPnBbLx+7fz0bW308cXKMVMHgbdvbeeOmVn52Vze/evca3re3h56ge0HRpcrg\nVOs/J05VZs9NFO0CiPhnPqOtvuX9vNrYXCt2xMvmutja5OFYTYfW+XiWTc2NVyfS6nGw2bK4kCzU\ndf+ZlR+LpoXewOnGaXTLmhPlSZVMiqZFumTidyhzxgdNDwQvmBZZ3SJRLNYJCbeqAPWRAwmWpZux\nL5rlx2cn8ToUHtgQoT3gquv48zoU3rq1DUmSOD6aqqYZj4+mq4Ks1efA79KqDuztQTeD8TylmskE\nuiVwaeVI2db2q/t8HhmuF2pOReLde3qI53QiXgfj89hCTBfB50om5ybTHBpKsqMzyH98cAOKLPO9\n0+MMVer2/uxH51jT7KHV56jMTxwnmde5f0N91+GzfVF+eGaCZq+DX75zNafHy7M1c7rJN4+NMpIs\noMoSv37vunlru2oxrLmNE0XDomRaXN6GtbH491MzFhL7VtmzrWxuDmzhZXNdRLxOqDlRDucMNjWv\n4IIuQ6fPRafPxZGJFNF5apoaW3JBpmRyNjG/79jzI0kE4JAl7ugI1g3UXhVwcS6RI+BQCTgUTsdm\njuFWZdaF3HR4Hbw8PlM71e7RliXN+P1T49UOwTMTGba1++uik7d2BdnWEWQ0lcepyNX0oschk9Mt\nhICJTImSYbFvVRPxXIk3bGrj8HCC5y/G6h7r7ds7WN3sxa0p9E1lSeR1dnTVv1azEUIwURNhlIA3\nbW2n2evg8y8PzFeWBsAL/TGkyv/T21yK5djesQmHKtMbcvNqJc1nCsH5qSwfvms1//f5fqAssmqF\nV7Zk8MyFsi9XNFtiLF1kT0+IC1MZvE61ml41LEGmqHMxmuXQ0JUjey5N5raeJg4PJ0kXDf766Qs8\nuq2d3T2NL2LSxfqB5C7NPp3Z3BzYn1Sb68YlQ6EmEyOEaEg/r2m2t/h5alYUQ5HKdU+NzIVkbsEi\n+OmTe8kSGJaoExOtHgetNYOau31OziXyhJwqOyM+ZEmqm1upSbApXO8BdaPoCLrqrBlOjKXZv2ZG\nuT93McZAPMdwslAX6cuWLNr9DsYqzR2JgsHhoQQfvnsNzV4n96+PcGEyw1S2RGfQzfaOQNXFfSCe\n4/OvDABlM9P9a5vx14zvEULwykCcXMnE41CI13hqffD2Xv791ATfOjaKW1PI6yYuTabF48ChKlyM\nZqvvxaGhRJ0wa/I4UCu5eVmWWN/iZSpTJFGp+zo6nGRNs4eL0RxbK2tNFXROjadJ5PSqU3vQpdIV\ndKEpMv/poY0A/OD0OKOVrt3jIzMF9JdjXbOHO9eUOx9PjqegWBa1z1yI3hTCa7ZgDrjs05nNzYH9\nSbW5bva0+nmuptNsKFOgx7+8M/OuBkWW8CiQq9EwYZdKYzp5lUmVDKKFyxcSK1K5W7HW12qakmkx\nkC7gURUEZfG1KuCqdt0dqokclCNLyyOc37a9gzVhL984OlIVKaaor6eaLrSfzVi6PsVXMgWfeeES\n79nTzQv9sWoKcDCR59Ht7dXtcjXGvwcGErx0Kc7mVh/v3tMDlMXfEyfLA69rC+RvX9WEQ1WqAsel\nyfzMzk56Qm5clTq5omHxQn+UkUSes5Pl19TrkHnzlnbWtXiRJYls0eAbR0bmRMuOjqb4nQc3kCuZ\neB0KJ8dS/NuxUUqGhUMpz4YQwIZWH59+vp8t7f6qIaqvpkv14OCVRde+3hAjqSJfODDIgxsi3Lm6\nudpleTPMbQR4qT9a/bkn5KY71Lh/c2xsarGFl81145wV4r+YbGzhBbAu5OVYzbigybzBU8NJ7usO\nLZvoWCz9yRx981gkQLkjs1ApVDMFTBYMJvMlIu76QuMz8RyTswqtMxXXfv+s4vrwMkQOciWDbx4b\nxRSCn9reUSdC4jkdj1ZOJUK5MD7iczKygA9bLXnd5LMvXppzf6HGN2tTq4+HNkY4O5lhMF6uszo7\nmeHPfnSWTMmsK87vDLpY01yegbh/bTOyJLEh4uViNMedq8NsmFVLZZgWh4eSdbYTb93awbaOANmS\nwdGRJB0BF65KtKyWdr8TWZLwOVVMS/D1wyOYlRyiblr88p2rURWZf3zpEnndZOJ8kb29TfidKvtW\nhRGAbgp+cm5mPNGeniAHB+cW+o+mitUas8PDSX7zvnXs7AqSKRrVUUeNzomai70mj9Zw31sbm4Ww\nhZfNktDiUpmqRGQMAVndwNugNRcl0yJnWOxs9nAhVSRTOQEKYCCZY3VoedJsi2Uh0eVUJHr9Ls4m\n5u+CMyoO8IoszVu/li6ZGEJUTVWhXMO0Onjjy6sPDCY4U5mr+GJ/jIc2tPBMXxRFljhdub/V5+Qd\nOzu4GM2RzOt1wkuRQVjQFnDyjh2dnB5PM5YucmY8XW2YAOgMuNjRFWRVTeRKkiTuWdfCplY/n3yu\nDyHKzztTeR2yusXWNj/dTW5u622a4w313r29Cz6vwUS+TnQ5FIn1kfLn6fMvDzCeLuJzqnzw9lUM\nxLN8+8R4ddsL0RyPHx/lbds7kCXwu9TqsdZHvHRWIjo9TW7OTmRo8Tqqli6KLHHXmmYsITg2kmQq\nW6KrplsSwO9USFdS1WPpQtWWY3dP2YJEU+SbRnQBbG71M5kpR732XKc5ro3NctKYZ0abm45tzV6e\nqmmhf2kszYMNWidyIpolvoBfUV+6REa32B5pjHRLcoF1KhJsDnsJO1UkScKwLEqmYCRb5EQ0y9qA\nRV8qjwTsjPjIVsRlwKGwOuCmYJjEi8acKNjdHYHLFpsvFY4aHxK/U+XONc08fSFa5+ieKuj8/XP9\n1WiYU5Epmha3tAd4566uuuO1+l0UdJM/mWWumiroC3pTtfqd/PZ96/nqoSGGk/XRtKBb5a41V9cl\n0jeV5V8OD9X5ixmWYLp8bqpSpJ8pGkgS7O0Ns7bZx+nxFN8/U45SvTqU4NFt7RQMi+0dAZ7tKwuL\nc5NZ4rkSTR4HP7+rm7FUgRafY857JUsSv3L3GqKZEq1+J599sR8ov8eGaSEDFuXI2HRl4NgCwr6R\nea4vSn8sx73rmtnWEaBtGeeJ2thcL7bwslkSlEavTK/BWshhs8JEwaBoWnNsGZabWEHn0gKeTk5F\nptmlYVqCTq8DSZIYTBeq0Z7RXLF68p/M62Qrhdk53aqMAdLo9AmSRYOCYTGaK9FaKRC/0Qwn85yq\n6aD8/ukJxtP1Nh9QPwoI4I1bWtnRGVzQndylKezsCnKk5gIgUzJ5ti9KxOdkZ1dwzj5l36y5Kcw9\nvVd/0XB8LMX0ku9cHUY3LTa0+vBU5oCGPRqTlbqzdNEg4nMS9jq4a20Lo6kix0ZT7OkJ8dKlON89\nNV43l9HvVPFX6rgUWaLrMvVMDkWmI+hiIJ7j7ds7eGUgTn8sVxV+s7FqXvexVIFzkxl2dAYIuhsz\n+pUpGvzgTNlGIpot8eBGezC2zc2FLbxsloxOj8JITcX6sckUt0QCK7ii+dna7GUoXaRoWUzkdMIu\nldiswvWpbJGuwMrVqSWLBocnMwv+PmdYnIhmmMjpuFSZPa1+WtwaA+kipiXo9bvoS+aRkOj0OpGR\nmMyX6ry5CoZFVjeJuB10+JZnoPJEusinK5YJ0wjg8HCqenu6iFxTyqan3SE3m1p97FpE/d07dnTy\nli2tPHFygvOTGXKVSN/zF6PzCq+FjjZ/cvby7OgMcmI0hVOVuW1VE+GatN1oskDJsKrP7dxEhrXN\nMyntd97axU/v6ESRJT7zQj9QLtRfE3bjc2q8dWsb6jyCM1cysYSoK64H+OGZCZ7ti+JQZD6yfw1O\nVWaqYq/hdSjcu66Fo8NJhlMFTo2n6Ytm8TlU/u9zFxHAk+cm+dgDG+YcdyURQnBqPI1TkQm5NRJ5\nnfaAHemyuflonG+VzU3P5uYAI7mZjqrJwkJDelYWt6qwoTIgWoTL1hdFw+T50VQ1rXUmWUBRJNq9\nK/OHfXb0B6DZpSIhMVUop45iBQMB5A2LZNEg4nFwd2ewaufR4Z0RU+tCbtbVREkyJYNXJzMYlmAo\nU+SOjrmi5EbwxMnRK27T4tF4cFMrq8IeZEmqdgwuFpem8jM7O0kXdP7u2T7yukXPAhEiv0vDpcpz\nomvnJzM0e8NX9birwx7+88Mb5xWHz1+MVscFARwfTfGmWXMjp8179/U2MZEu0h5w8tje3gWnLgwl\n8vx/L1/CtASP7empK/QfqUTxSqbFVLbE9JIk4I2bW9nZFSKWKzGcKiCA8VQRw2vVdJbCQCzH1o7G\nuXA6euIghdFXecFcz5tu3YtTVehpauwmHhub+bh58kM2NyUjmdyVN1oBdMviUqpQjXQ5VYU9rfV1\nXSdj+WUfI2SJsg9Xi1ujszKyRwI6PA52Rvxsa/bS4tLwaQq9fieyVB5kHarpRLySh1o0r/PyeLrq\nXD6fyLsRCCHojy08DmeajpCHLe0BPA71qkVXLX6Xxq/fs45fumMVb93WPu82TlXmw3evmTN+6Lun\nx+c4uy+GhSJyayrRrelmhztW40VzmAAAIABJREFULyzqdnQF+a9v3MQv3rGaQ0MJ/vbpC1Xz1Fr6\noll0U2AJ6oxEAR7aGKEn5GZ3T4h1LV4G42UhJgCfs/xc71rTzPqIl23tfnZ1B1kf8RGs8TPLG41z\n4SSERXjiB/zE2Meg6ODZvilWF4aRXvwWInNl+wwbm0bCjnjZLCl3tnl5YXzmJHAhUaTT13hDSE7H\nZuwV9rUF8DkUAk4VvyaTrinwPh3Lsu0qBypfKznd5MBEWRC5FJmAQ2Fb2IPfqXJkIs2zwwl2tPjY\nUYlsTORKCAFZ3aQvkV+06elQZqamyaPIbG5envdndi3VdKF3Le6KN9ZS4XWqHBlJ8vlXBljX4uPn\ndnXNEUcBlzanAD/snlu4fiXOTJTnfU6bn9ayuyfE6rAHhypfVfrue6fGsQT86Owk+1aF6+q+dnQG\nOTmawrAEu2fNWOwKufmlO1dXbz+woYV/PzVOe8BV9SYLujXeN6tD8523dvK1Q8P4nCqbWhujwQSg\nP5rjX4sPU6AcxU1MTpL59z9Cs3RKx57B86t/vsIrtLFZPLbwsllS3A4HMCO8epapduhqqQ1mWDUu\nUrtbA3Wu9uN5nZ6STsAx/0DmWoQQTOR1VEmieYEBzpfjTDxXjbIUTItC3mIir+NVZfKVqvnj0Sx3\ndQaJF3RO1rikD2dLrA26Fyw8ryVT4x+1Kewh5Lz6tV4LXkd99MoCfA6ZTGlGfu29AZ2wL/bH0E3B\n6fE0sVyJFq+TbMng+6cncCgyD2+KoCkyulV+XTZEvPzMzq4rHBVi2RID8RwbW/2cn8rwr0dGAOgO\nRnlkWwcdwfo0dfgaho6vCped7DuDLuK5Iv92dBSPQ+Vdt3YRcmt8+O41PH5ijC+9Osi961rYtcCQ\n69XNXj6yf2319rcOD8Cxp1i9uocd99xfvb+3ycM965p5dSjBybEU+1ZdXbp1KTEtwdmJNF95sR/h\nUJGk6QsgQUnWSDpCtBQmSSSSN9V8SRsbW3jZLDkP9jRxNp4l6FBoW6EaqSuxOexhMF3Ao8hcTObR\nLcHGJg/eebr6JrIlzicK6KbF9mYvXsf8X5vBdJHzlS7EW5q9RBbhiSSEYCxXYipXWtDiIltTf1Sy\nLMayJU7G6lNLfk1edIQm4nYwlCni08pRvuXix2cn59y3p6eJpy6ULRNkCR7atPQdats7Ajx/MUZX\n0EWo0qn37IVotfvRrSkYFbf8BzZEuG99yxWPWTQsPv1CP3ndpDuUqBu8PZQs8PUjw/z6veuue+3v\n3dvLRLpAxOfkOyfGKuOVinzr+AiTmRIbI77qzMdvHhstdzLecvmI4Xi6QOD5L3P78JNwGoyuMOra\nHUBZ7Pz7yXEE8MTJcSI+ZzVNupykiwZ//eQ5SqbAVGTUuiilhK66+cLO3+S+S08wtPFBfm7ZV2hj\nc+3YNV42N4SNTd6GFV1QtmPo8jk5ncgTLRikSiYnJtNcTOUJzorMDGRKJIoGWcPi4GSa/lQBMY8l\nRcmaEUjD2eKC29VyKV3gVCzH5BXGAXlVGY8qsyHkIaPXb7su4GRPW+CKtV26aWGKssC8qyPI3jY/\nyjK6fR8bTdXddqsyd69tYWPEi0uVeWTr/HVY18uDGyJ0Bl0MJws8X/HFCtVEJAu6Qckov0/j6Su7\n40P5tSxUIoepgs5tvU3c1htiWvt6HEtjy6HKEp1Bd928SFWG0+MZotkSL/TH6ur7aq00FiJXMvHo\nMx2z33r5bPVnRZZo9c9EqR8/fuVmiKUkmdf5p1cG+Ksnz6Fb5XpFVVXm/R4VVTcH1z/Cow/cvqxr\ntLG5XuyIl83rlvgssZO3YKAysHm67X82hgV9yTw53USWyl1j7R4Hrd7y7ENTQLpkECuU/2myRJfP\nSc4wOVVJDYadGu1eBx5NmdNNNxsJWB1w0et3VbveiqZFVreQpXLkTluEh9pYtsjJWA4JuKXFS0sD\neDTt6WnCocq85zJO8EtBNFeqdvkdGk5w7/oWtncG+NHZSUqmRapgsDrsIVnQL1v0XovPqfLTOzo5\nNpLEpSkMJvI8sq2Dvb1NDMTzdRGw66U8BqmfomHR7nfy3tt6+eqrQwwm8qxq8vCevT3865Fhzk1m\nuH0RqcFVYQ8v7HwXxjGNtDPE0cBWjEOD/Nyu8qzKn9vVxd89cxFTiGV1sh9NFvj8UyfJa3M7FWsv\nKlRFIuBUeWRrO+siy1N/aWOzlNjCy+Z1S7NbQ4rPL7Dmu0+RqBqUjuVmzCinCgZ3OzWcqsymJg/9\nqXx1DM90RGkoXSRZuS9VMhnJFgk4VFKleuf4+dbhVpWq6IJytG7nIk44pmXx3EgKoyZaIIBziXxD\nCK/TE2ke3nzjzS9bvE7WNHvoj+WqNWTZokmpYil/KZ7ng7f3cm4yu2AaeT52dgV55sIUU1NZTo2n\n+Z0H1tPmd81xUf/JuUmOjSS5fXV4UcJoNoZpUaoI9FiuRCJX4gP7epnKlIj4HKiKzGN7ejAtwYHB\nOIeHE9zatfAIHVmSePe92/kzw1X1OTs5luFHZ8ZxqAoD8Vx1RmTApVLQzevqLr0ST54d56VLCfKG\nBfOIrmkk4I7VTdy7PlIdlWRjczNiCy+b1y1OReb29gAvjqXm/G6+iJcsSbhUiYBDZXSWC3i8qNOm\nODAF9PpdaLKMaU27xEPQqTKUmRnNUrJE1Y9rIVQJmlwakass1LeE4FQ0S7SgY8yjIANLlAa7WjoD\nTkZqxtP8/+3dd5Ckd33n8ffv6dw9qSfP7s7maEmr1a6kVQAFgkQZ7AMHjMCHBHZdMNz5OHw2puwi\nmQJ8BGMw2OUjCrMulV2HiRIckhCyViistJJWu9o4Gyfnmc7dv/vj6ZmdHLQzT0/4vKq6dqfn6e7f\nPvvM9Kd/4fvrSUxdSX2h+RzD9c1xznYneO5CH+GAw8ttg1SE/Aykc6Mba6dzBZ5s6eGDr9s25+ee\nraBrMpvnFyfdUhA/O9bxqoJXeTjAm69q5IdH2sjkLV978iz/886tkybv//JUF48WX8tnDNesmb42\nm+M4fODOrXzpF6cYKM4t/OXpnknHPXfBHbqcbd7YfOTyBfqSWX5ytH1SGYyp3Lq5hrWVYXY2lGsj\nbFkRFLxkVYsGfDREgrQnL4eAqcocgFvvKluwVARhRzzKqb7EaLA5O5DkwlCagUyeqN8hFvDRmcxy\ndjDN3rpyzg+mcIA1sSDpgp20R+JYIZ8hnbfkrfs6PseQzOU53psg4Dij902nI5GlfZrn3xWP0BAr\nzUpT34QVl5GAd1NMn7/YRwF3v8QfvdQ26f93pEcpky9QsHbOb/Bv2tXAd545R75gefx0N3ftHF8U\nNeR3aKoI0zqQuqJJ6lsn9HB+/pGT+ByoiYV49w3rKQv5x9Udm0sNsoDP4Q9u2cjfPnpy3MbiE02c\nO5jNF/jRkTYG0zl+/dcaqRmzWnPsxuwjCtZyqT9FTSzIxb5hvvvMRXfbrinOcTTgkBhTzuWG5nLe\nuAgLLkRKScFLVr1dNVGynQV6ip/8x74pBx1DyOeQt5ZE8c25dThDTypLyOeQK943nLOAO2yTyBVG\nj80WLO3J9OjQY2siM/omN9KrFvEZGmIhEll3+5eeMasbR94/WwZSdBfnpFWF/KyZoUxHbJpAE/Y5\nNJWVbsHD7Ztr+M6zF0a/nsvctIVSFwtxotPtXRnJGPFIgHSuQCKbx+KufrxhfXxOoatgLYlMnry1\no/9H7YOTN5t2jOG9N22gezhD3RWUVqmKBNhSE+VU9+WCxPmCuwXTyc4h9qyr4rattfgcQ8jvTLk9\n0lQqwwGqogG6h6cO6gEH7p4wHHykbYDni5P4H3juAv/hmibWVEa40Jfk/qfPYYB7b9xAVTTAgWfP\nc7EvRd5a/I65HAinOMdrKkL84S2b+ORDx8hbd5XrG3c2zenfIbKcKHjJqucYw576clqH0hzrTYwb\nYqwJB9gWj+J3DM93Do5Wuk/nLekJg5ExvzOu9EPQMZQHfayJhehIZEnkCuN6Fkb+msy7vQTN5WGe\n7XA3jw44hp3xKGG/Q186R/eYHqzYDPNbUrkCp/um3i3ghobSFsR84PlL476ebWHBQnrh0uXVfiPn\n/a6d9Qymczx8vJMttTF+69o1cw5d337qHC09CcJ+h3g0QEXIzxum2aw54HMWZE/Bd+xr5jM/e2Xc\n8LFjoCzkXg9Bn8Od2+pGv3exP8m/PHeRaNDHPfuapyzcmsjkGUhOXlEbyKf5r0//FalAjMD+z0LV\n5eetK3N3TChYN2x+66lzfPB12zjaNki6+H/6SscgVdEA53ov71QwsRfOMe5+nBuro/z2nnWjWyPd\nt38DR9oGuaqxwpNN20W8pnISIkVNZSFubqok5Lv85tuayNAy4L557IxPPVQUMHBtbYz9TZVExzy2\nMuRnRzxG2O9jf2MF19SOf/zYH75kLk/Y7zDy8LpIYLQOWMtAkkzxTWt7VYTKaWpvFazlidZ+utOT\nt3rZXRObU3HVxTQymX1EKlfggecuTHP0wjnTPTw6iXysSwNJbtxQzYfeuIPfvW4djjG0DaT42bF2\nLvRNv7VRIpOnpccNt6lcgd5Elp0N5ZPmXC20gM/hvv3jV4AWLHznmQsceOYcnYNpvnawhfufPsdw\nJsfTZ3vpTWa52J/iaNvglM+ZzOan3DIqkk0QySWIJzvJvHwQgJcu9fOPT5yhbSDFH71m82jJjIK1\nWAvb68oI+iDkg4F0lgdfbp/23+LLZ7mzfIg/vn0b9+wbvx9lczzKm3Y1aB9GWbHU4yUyRtjvsLu2\njFP9ydHerZGViUHf1L0hu2pi1BRXCQZ8DuTdN/nOZJZcYZjr6ssxxlAXCRL2JUkVA0h9JEhbcW6Z\nY9whzRsbK0jkClSPCVdVoQA9qRwGd4XjdI50Tz1Red+EPfhKZUttlFNd43vjXm4bZDCdpXyRque3\nDqT49lPnsLj/twVryRS7HddVTa53/vUnW8jkLU+c6eFDb9hOaELv4i9PddE+mGZXQxlH2y/XwioL\n+ckUhy2rXsWuBXO1Lh7jv9+2ha8+fnpcYHqlc5izvS2jvYiHL/azra6Mw5f6CfocNlR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "K = 9\n", "plot_only = 10000\n", "labels = testY[0:plot_only]\n", "tsne = TSNE(perplexity=30, n_components=2, init='pca', n_iter=5000)\n", "lowDWeights = tsne.fit_transform(hidden_layer_final_s[0:plot_only,:])\n", "plt.scatter(lowDWeights[:,0],lowDWeights[:,1],s=5,edgecolor='None',marker='o',alpha=1.,c=plt.cm.RdYlBu_r(np.asarray(labels)/float(K)));\n", "fig.set_size_inches(7,7);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Applications to Urban Design\n", "### Traditionally based on\n", "* **Limited data**\n", "* **very small region** \n", "* **few Normative theories and expert based or physics based**\n", "* **What if we changes this game upsidedown?**\n", " * ** we have access to data of more than 1.2 Million cities, town, villages in a form of geometry or images**\n", " * ** Around 225M buildings in OSM**\n", " * ** Street view images from Google**\n", " * **Satellite images**\n", " * ** Many other observations such as air pollution, traffic, economies, business activities, ...**\n", "## What if these Machine learning and Big Data can learn whatever relations we are looking for?\n", "* **Health and place**\n", "* **Economy and Space**\n", "* **...**\n", "\n", "[Some initial results on city forms of around 80K cities](https://github.com/sevamoo/roadsareread)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Real time video segmentation for Self Driving Cars\n", "Clement Farabet, Camille Couprie, Laurent Najman and Yann LeCun: Learning Hierarchical Features for Scene Labeling, IEEE Transactions on Pattern Analysis and Machine Intelligence, August, 2013" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/jpeg": 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aATkE/VMp7a7nc8nMxlVOC3Pvma9RWCODg+M0t7t2JAz9Mf7RJ36gbdwM1LzV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\nXJXn348+vM579lrqjjTaIeq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"text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import YouTubeVideo\n", "YouTubeVideo('ZJMtDRbqH40',width=700, height=600)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Other Architectures\n", "### Generative Adverserial Networks (GAN) (very active area!)\n", "\n", "#### Interpolations and generation from the learned latent space\n", "[BEGAN: Boundary Equilibrium Generative Adversarial Networks](https://arxiv.org/pdf/1703.10717.pdf) \n", "![](Images/BEGAN.png)\n", "\n", "\n", "\n", "## Joint Models\n", "Learning visual similarity for product design with convolutional neural networks\n", "https://www.cs.cornell.edu/~sbell/pdf/siggraph2015-bell-bala.pdf\n", "\n", "\n", "## Siamese Networks\n", "![](Images/Siamese.png)\n", "\n", "# \n", "----\n", "\n", "## A model is trained by two sources of inter-related data sets from desing websites\n", "![](Images/Furniture_Siamese.png)\n", "\n", "# \n", "----\n", "\n", "## Now user can make visual queries and find similar things in each category of objects\n", "![](Images/Furniture.png)\n", "\n", "----\n", "### Graphical CNN and heterogonous data domains with Non_euclidean Distance\n", "* http://cims.nyu.edu/~bruna/Media/graph_cnn_ieee.pdf\n", "![](Images/Graph_CNN.png)\n", "\n" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [default]", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 0 }