{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ECE 417 Lecture 24: Image Upsampling and Downsampling\n",
    "## Mark Hasegawa-Johnson, November 16, 2017\n",
    "This file is distributed under a <a href=\"https://creativecommons.org/licenses/by/3.0/\">CC-BY</a> license.  You may freely re-use or re-distribute the whole or any part.  If you re-distribute a non-trivial portion of it, give me credit."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Outline of Today's lecture\n",
    "* Downsampling\n",
    "* Decimation\n",
    "* Upsampling \n",
    "* Piece-wise constant interpolation\n",
    "* Piece-wise linear interpolation\n",
    "* Piece-wise spline interpolation\n",
    "* Sinc interpolation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Preliminaries\n",
    "First let's load some libraries, and some data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Image of a cat with resolution (240, 424, 3)')"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1bb0bc88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy.fftpack as fft # FFT computations\n",
    "import imageio # for image i/o\n",
    "import numpy as np  # general numeric operations and matrices\n",
    "import io # for io.BytesIO, turns the data stream into a file-like object\n",
    "import matplotlib.pyplot as plt # allows us to plot things\n",
    "import urllib.request as request # downloads a file from the web\n",
    "import math # for things like pi\n",
    "%matplotlib inline\n",
    "image_url = 'http://courses.engr.illinois.edu/ece417/fa2018/cat400.png'\n",
    "cat400=imageio.imread(io.BytesIO(request.urlopen(image_url).read()))\n",
    "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n",
    "plt.imshow(cat400)\n",
    "plt.title('Image of a cat with resolution {}'.format(cat400.shape),fontsize=18)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Downsampling\n",
    "\n",
    "Downsampling just means we remove $D-1$ out of every $D$ samples, thus\n",
    "$$y[m,n,k]=x[mD,nD,k]$$\n",
    "\n",
    "I think you've seen this analyzed in ECE 310 for the case of one-D signals, where we have\n",
    "$$y[n] = x[mD]$$\n",
    "\n",
    "This is easiest to analyze in two steps.  First, multiply $x[n]$ by \n",
    "$$p[n]=\\sum_{m=-\\infty}^\\infty \\delta[n-mD]$$\n",
    "which has a transform of \n",
    "$$P(\\omega)=\\frac{2\\pi}{D}\\sum_{k=0}^{D-1} \\delta\\left(\\omega-\\frac{2\\pi k}{D}\\right)$$\n",
    "Multiplying in the time domain is convolving in the frequency domain:\n",
    "$$v[n]=x[n]p[n] \\leftrightarrow V(\\omega)=\\frac{1}{2\\pi} X(\\omega)\\ast P(\\omega) = \\frac{1}{D}\\sum_{d=0}^{D-1}X\\left(\\omega-\\frac{2\\pi k}{D}\\right)$$\n",
    "Which has aliasing!!\n",
    "\n",
    "Then we downsample, to get\n",
    "$$y[n] = v[nD]$$\n",
    "$$Y(\\omega)=\\sum_n y[n]e^{-j\\omega n}=\\sum_m v[m=nD]e^{-j\\omega m/D}=V\\left(\\frac{\\omega}{D}\\right)$$\n",
    "$$Y(\\omega) = \\left(\\frac{1}{D}\\right)\\sum_{d=0}^{D-1} X\\left(\\frac{\\omega-2\\pi d}{D}\\right)$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Cat Decimated to 60x106x3')"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1bf5b668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(M,N,K)=cat400.shape\n",
    "cat100=np.zeros((M,N,K),dtype=cat400.dtype)\n",
    "for m in range(0,int(M/4)):\n",
    "    for n in range(0,int(N/4)):\n",
    "        for k in range(0,K):\n",
    "            cat100[m,n,k]=cat400[4*m,4*n,k]\n",
    "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n",
    "plt.imshow(cat100)\n",
    "plt.title('Cat Decimated to 60x106x3',fontsize=18)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Row 160 of fullsize image, row 40 of decimated image, Blue plane')"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a276bf588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1bf96f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "t4=np.linspace(0,N-1,N,dtype='int16')\n",
    "f1=plt.figure(figsize=(14,4))\n",
    "plt.plot(t4,cat400[160,:,2],t4,cat100[40,:,2])\n",
    "plt.title('Row 160 of fullsize image, row 40 of decimated image, Blue plane')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a2821e9b0>]"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a27be6a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "spec400=fft.fft(cat400[160,:,2])\n",
    "aliased = np.zeros(spec400.shape)\n",
    "for m in range(0,4):\n",
    "    aliased = aliased + np.roll(spec400,m*106)\n",
    "aliased = aliased / 4\n",
    "spec100 = np.ones(spec400.shape,dtype=complex)\n",
    "spec100[0:106]=fft.fftn(cat100[40,0:106,2])\n",
    "\n",
    "plt.figure(1,figsize=(14,10))\n",
    "plt.subplot(311)\n",
    "plt.plot(20*np.log10(abs(spec400)))\n",
    "plt.title('Spectra of row 160: Original, Aliased in Frequency, Downsampled in Space',fontsize=18)\n",
    "plt.subplot(312)\n",
    "plt.plot(20*np.log10(abs(aliased)))\n",
    "plt.subplot(313)\n",
    "plt.plot(20*np.log10(abs(spec100)))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Decimation\n",
    "We can avoid aliasing by lowpass filtering the signal prior to downsampling.\n",
    "\n",
    "An ideal lowpass filter with cutoff frequency $\\omega_c$ is given by\n",
    "$$h[n]=\\frac{\\omega_c}{\\pi}\\mbox{sinc}(\\omega_c n)=\\frac{\\sin(\\omega_c n)}{\\pi n}$$\n",
    "When we create a lowpass filter by hand, we have to be careful with the $n=0$ sample:\n",
    "$$h[0]=\\frac{\\omega_c}{\\pi}$$\n",
    "In order to avoid aliasing, we need\n",
    "$$\\omega_c=\\frac{\\pi}{D}$$\n",
    "We can approximate an ideal lowpass filter by creating a reasonably long, rectangular-windowed FIR filter\n",
    "(Hamming window would be better).  Then we can lowpass filter by convolving each row and each column:\n",
    "    $$x_{lpf}[n]=h[n]\\ast x[n]$$\n",
    "    $$y_{lpf}[n] = x_{lpf}[nD]$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a282ac7b8>]"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2826ff60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_axis = np.linspace(-63.5,63.5,128,dtype='int16')\n",
    "lpf_rect = np.zeros(128)\n",
    "lpf = np.zeros(128)\n",
    "zero_sample = 63.5\n",
    "hamwin = np.zeros(128)\n",
    "for n in range(0,64):\n",
    "    lpf_rect[int(zero_sample+n+0.5)]=np.sin(0.25*np.pi*(n+0.5))/(np.pi*(n+0.5))\n",
    "    lpf_rect[int(zero_sample-n-0.5)]=lpf_rect[int(zero_sample+n+0.5)]\n",
    "    hamwin[int(zero_sample+n+0.5)]=0.54+0.46*math.cos(math.pi*(n+0.5)/64)\n",
    "    hamwin[int(zero_sample-n-0.5)]=hamwin[int(zero_sample+n+0.5)]\n",
    "    lpf[int(zero_sample+n+0.5)]=lpf_rect[int(zero_sample+n+0.5)]*hamwin[int(zero_sample+n+0.5)]\n",
    "    lpf[int(zero_sample-n-0.5)]=lpf_rect[int(zero_sample-n-0.5)]*hamwin[int(zero_sample-n-0.5)]\n",
    "plt.figure(1,figsize=(14,4))\n",
    "plt.subplot(211)\n",
    "plt.plot(n_axis,lpf_rect)\n",
    "plt.title('pi/4 Lowpass Filter: Rect-Windowed, Hamming-Windowed',fontsize=18)\n",
    "plt.subplot(212)\n",
    "plt.plot(n_axis,lpf)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Separable Filter\n",
    "\n",
    "The np.convolve2d function implements convolution in two dimensions, but it's very slow to convolve in 2D (complexity is O($M^2N^2$)).  \n",
    "\n",
    "A much faster method is to first convolve each column (complexity: O($N^2$)), then convolve each row (complexity: O($M^2$)), total complexity is only O($M^2+N^2$).  This is called \"separable filtering\".\n",
    "\n",
    "Here, we use mode='nearest' in order to repeat the outermost edge outward as padding for the convolution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Cat that has been convolved with an LPF')"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1bf33550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy.ndimage.filters as filters\n",
    "cat_half_filtered_double = np.zeros(cat400.shape)\n",
    "cat_filtered_double = np.zeros(cat400.shape)\n",
    "for k in range(0,K):\n",
    "    for m in range(0,M):\n",
    "        cat_half_filtered_double[m,:,k]=filters.convolve1d(cat400[m,:,k],lpf,mode='nearest')\n",
    "    for n in range(0,N):\n",
    "        cat_filtered_double[:,n,k]=filters.convolve1d(cat_half_filtered_double[:,n,k],lpf,mode='nearest')\n",
    "cat_filtered = np.ndarray.astype(np.maximum(0,np.minimum(255,cat_filtered_double)),dtype='uint8')\n",
    "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n",
    "plt.imshow(cat_filtered)\n",
    "plt.title('Cat that has been convolved with an LPF',fontsize=18)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Decimation = Filtering followed by downsampling\n",
    "Now let's dowsample the filtered image.  This should give a spectrum with much less downsample-aliasing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Decimated cat: lowpass filtered, then downsampled')"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a24961dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "catf100_double = np.zeros(cat100.shape,dtype=cat400.dtype)\n",
    "for m in range(0,int(M/4)):\n",
    "    for n in range(0,int(N/4)):\n",
    "        for k in range(0,K):\n",
    "            catf100_double[m,n,k] = cat_filtered_double[4*m,4*n,k]\n",
    "catf100 = np.ndarray.astype(np.maximum(0,np.minimum(255,catf100_double)),dtype='uint8')\n",
    "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n",
    "plt.imshow(catf100)\n",
    "plt.title('Decimated cat: lowpass filtered, then downsampled',fontsize=18)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Upsampling\n",
    "\n",
    "Upsampling is the process of creating a larger image, from a smaller image, by just inserting zeros:\n",
    "$$z[m,n,k] = \\left\\{\\begin{array}{ll}\n",
    "y[m/D,n/D,k] & m/D,~n/D~\\mbox{are integers}\\\\\n",
    "0 & \\mbox{otherwise}\n",
    "\\end{array}\\right.$$\n",
    "\n",
    "Again, the problem is aliasing:\n",
    "$$Z(\\omega) = Y(D\\omega)$$\n",
    "\n",
    "This time, though, the aliasing is much more visible in the image.  In fact, the image is mostly black dots, with a few spots of color (one per $D\\times D$ square).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Cat that has been upsampled without interpolation')"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1bf4ef98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cat_upsampled_double = np.zeros(cat400.shape,dtype=cat400.dtype)\n",
    "for m in range(0,60):\n",
    "    for n in range(0,106):\n",
    "        for k in range(0,K):\n",
    "            cat_upsampled_double[4*m,4*n,k]=cat100[m,n,k]\n",
    "cat_upsampled = np.ndarray.astype(np.maximum(0,np.minimum(255,cat_upsampled_double)),dtype='uint8')\n",
    "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n",
    "plt.imshow(cat_upsampled)\n",
    "plt.title('Cat that has been upsampled without interpolation')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "#  Piece-wise constant interpolation\n",
    "\n",
    "The solution is obvious: rather than just filling zeros between the upsampled samples, we need to fill in some meaningful value.\n",
    "The first solution to consider is piece-wise constant interpolation, sometimes called zero-order hold (ZOH).\n",
    "\n",
    "$$z[m,n,k]=y[\\mbox{int}(m/D),\\mbox{int}(n/D),k]$$\n",
    "\n",
    "This results in some aliasing, but not as bad as the upsampled cat."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Cat interpolated using PWC interpolation')"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a277ff080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cat_pwc_double = np.zeros(cat400.shape,dtype=cat400.dtype)\n",
    "for m in range(0,240):\n",
    "    for n in range(0,424):\n",
    "        for k in range(0,K):\n",
    "            cat_pwc_double[m,n,k]=cat100[int(m/4),int(n/4),k]\n",
    "cat_pwc = np.ndarray.astype(np.maximum(0,np.minimum(255,cat_pwc_double)),dtype='uint8')\n",
    "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n",
    "plt.imshow(cat_pwc)\n",
    "plt.title('Cat interpolated using PWC interpolation')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Piece-wise linear (bilinear) interpolation\n",
    "\n",
    "If piece-wise constant (PWC) interpolation is much better than upsampling, then piece-wise linear (PWL) interpolation should be much better.\n",
    "\n",
    "PWL interpolation in two dimensions is called ``bilinear'' interpolation.  In this case the word ``bilinear'' just means linear\n",
    "in two different directions.  \n",
    "\n",
    "A sample $z[m,n]$ in the output is closest to four different samples of the input: $$y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right),\\mbox{int}\\left(\\frac{n}{D}\\right)\\right],$$\n",
    "$$y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right)+1,\\mbox{int}\\left(\\frac{n}{D}\\right)\\right],$$ $$y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right),\\mbox{int}\\left(\\frac{n}{D}\\right)+1\\right],$$ and $$y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right)+1,\\mbox{int}\\left(\\frac{n}{D}\\right)+1\\right].$$  The first thing to do is to calculate the fractional contribution of each of these four samples to the \n",
    "output:\n",
    "$$e = \\frac{m}{D} - \\mbox{int}\\left(\\frac{m}{D}\\right)$$\n",
    "$$f = \\frac{n}{D} - \\mbox{int}\\left(\\frac{n}{D}\\right)$$\n",
    "\n",
    "Then we can create the output sample as\n",
    "\n",
    "$$z[m,n,k] = \\left(1-e\\right)\\left(1-f\\right)\\times y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right),\\mbox{int}\\left(\\frac{n}{D}\\right),k\\right]$$\n",
    "$$+ e\\left(1-f\\right)\\times y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right)+1,\\mbox{int}\\left(\\frac{n}{D}\\right),k\\right]$$\n",
    "$$+ \\left(1-e\\right)f \\times y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right),\\mbox{int}\\left(\\frac{n}{D}\\right)+1,k\\right]$$\n",
    "$$+ ef\\times y\\left[\\mbox{int}\\left(\\frac{m}{D}\\right)+1,\\mbox{int}\\left(\\frac{n}{D}\\right)+1,k\\right]$$\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Cat upsampled using piece-wise linear interpolation')"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1d079940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cat_pwl_double = np.zeros(cat400.shape,dtype='double')\n",
    "for m in range(0,240):\n",
    "    for n in range(0,424):\n",
    "        for k in range(0,K):\n",
    "            m1 = int(m/4)\n",
    "            n1 = int(n/4)\n",
    "            m2 = min(int(M/4-1),m1+1)\n",
    "            n2 = min(int(N/4-1),n1+1)\n",
    "            e = 0.25*m - m1\n",
    "            f = 0.25*n - n1\n",
    "            cat_pwl_double[m,n,k]=(1-e)*(1-f)*cat100[m1,n1,k]+e*(1-f)*cat100[m2,n1,k]+(1-e)*f*cat100[m1,n2,k]+e*f*cat100[m2,n2,k]\n",
    "\n",
    "cat_pwl = np.ndarray.astype(np.maximum(0,np.minimum(255,cat_pwl_double)),dtype='uint8')\n",
    "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n",
    "plt.imshow(cat_pwl)\n",
    "plt.title('Cat upsampled using piece-wise linear interpolation')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "Notice that piece-wise-linear interpolation is just like upsampling the cat, and then convolving with the piece-wise linear interpolation filter:\n",
    "\n",
    "$$h_{PWL}[n] = \\left\\{\\begin{array}{ll}\n",
    "\\frac{D-|n|}{D} & -D\\le n\\le D\\\\\n",
    "0 & \\mbox{otherwise}\\end{array}\\right.\n",
    "$$\n",
    "\n",
    "Similarly, piece-wise constant interpolation is just like upsampling the cat, and then convolving with the piece-wise constant interpolation filter:\n",
    "\n",
    "$$h_{PWC}[n] = \\left\\{\\begin{array}{ll} 1 & 0\\le n<D\\\\\n",
    "0 & \\mbox{otherwise}\\end{array}\\right.$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'PWL Interpolation is like convolving with the PWL interpolator')"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a276bf320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "zero_sample = 6\n",
    "n_axis = np.linspace(-zero_sample,zero_sample, 2*zero_sample+1, dtype='int16')\n",
    "h_pwc = np.zeros(13)\n",
    "h_pwl = np.zeros(13)\n",
    "for n in range(0,4):\n",
    "    h_pwc[zero_sample+n]=1\n",
    "    h_pwl[zero_sample+n]=0.25*(4-n)\n",
    "    h_pwl[zero_sample-n]=0.25*(4-n)\n",
    "plt.figure(1,figsize=(14,6))\n",
    "plt.subplot(211)\n",
    "plt.stem(n_axis,h_pwc)\n",
    "plt.title('PWC Interpolation is like convolving with the PWC interpolator')\n",
    "plt.subplot(212)\n",
    "plt.stem(n_axis,h_pwl)\n",
    "plt.title('PWL Interpolation is like convolving with the PWL interpolator')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sinc Interpolation\n",
    "\n",
    "PWC interpolation suffers from obvious blocky artifacts.  PWL interpolation smooths away most of those, but not all.\n",
    "We can get rid of all of them, and get the lowpass-filtered cat back again exactly, by filtering the upsampled cat\n",
    "using an ideal sinc function.\n",
    "\n",
    "$$z[n]=D^2  h_{LPF}[n]\\ast y[n]$$\n",
    "\n",
    "Multiplying by a factor of $D^2$ is necessary because we're trying to construct $D^2$ output samples from every one input sample. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Cat upsampled using sinc interpolation')"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a29004ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy.ndimage.filters as filters\n",
    "cat_si_double=np.zeros((240,424,3),dtype='double')\n",
    "cat_half_filtered_double=np.zeros((240,424,3),dtype='double')\n",
    "for k in range(0,K):\n",
    "    for m in range(0,M):\n",
    "        cat_half_filtered_double[m,:,k]=4*filters.convolve1d(cat_upsampled_double[m,:,k],lpf,mode='wrap')\n",
    "    for n in range(0,423):\n",
    "        cat_si_double[:,n,k]=4*filters.convolve1d(cat_half_filtered_double[:,n,k],lpf,mode='wrap')\n",
    "cat_si = np.ndarray.astype(np.maximum(0,np.minimum(255,cat_si_double)),dtype='uint8')\n",
    "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n",
    "plt.imshow(cat_si)\n",
    "plt.title('Cat upsampled using sinc interpolation',fontsize=18)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Cat upsampled using sinc-squared interpolation')"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Of/ObP0llOAfBfvz0kzHGmA4cHWPL1eAN3reZVTz3TmY68FDqFfP1KSmeVAMtSPu4zMoXPRfrJGXRorJ0ImZvStMWmb9mip233i544pXsOcQL8mKV7ZIiq1Zp36TZrcFakMlYMqfTsx3XlUrL1J3GoA/1PoxVCwuIHxeHxxCI4RsIXIEBLabr34R1wMIa9+zWK5wV5ws6eB/b6/MprMFYgzOszZVr2qqTx1HbQlAg51G+qtL13hhjWrc2duBs/gLHuMb1ncsXTR1rwXm+Def6TJim6NcTrC/SUoPr2lLzRH9XLniUHA5D/l2kOTQPM2C+rCXO0fvcBkQt49YEmDT3m6SkPnCX8lt3DtSwIoQQQgghhBBCCCGbgi+sCCGEEEIIIYQQQsim2KxJYIXv0kAdXVTnQ3V1KYFV3stJqsmKtpqkZigoRq9OTqW2MLfbbs+ZKERqrCsa19jrqom64vt8syGZPjnOteAci7FKUnntZcnmjjutXvn6Xm9bPNdXOM8kvV5JAGWWVHjYq+UbE+oQTW1F71esb9YkEMxOJPV81M618nGeXE9APwgmNUPXiWmzVJlyIxOjmbmvakZYYGqGKuyLIxU6s4Jt2PktwpsC5FTfETSLlMat1hy3NxP0U67Ro2FfYBIorEXzZ5tCgUlg/JwRnhCaSwLpDpj7aBoxmdlBVg3cWcEep7H1y6SmxoVtGNcS22mLKO69Ol8AJBDWUAumJq1sdDHtD2BNGvo0rWb2Jj0isVpVFbazlbCzretwsoVyOzefMPvj43E6/kf/6E/g+JdJvn/zt/8wHf/Zn/2FMcaYzz99SgUwxlRNaNvBWQ1K+xRjgunTgP2hmAr54RG1pta/4i5G6DNt31ziS0MiqkJuFZvvZkIyYam0HVtuIyc0h2ZKtCTVUnKtVeN8yGW21EK7u75fQ/yykU07wwysdiZqFuYQmvn5jXGzDyaBDw97sYjaJf7w3TfTuV//SZjnv/j5d0n5PSw2Hz4G88BmN5aBNdgJ+8hmd0jyNMaYA5pxuon8cFB+mndgkteNpoR1Je+xG2d+XNXh+v4Q1rUBhurBtVm9C2nx2NehtuFcyUhH8/V+SEdx1UOf1rftOnJzpLryV8r1WtqCjeSg/MYLCfAw2uxeTYuU7Anzvy5zrh9KzCGhVKH/50INK0IIIYQQQgghhBCyKbahYWVN8rLOXvlrUf73SPsKLPQ/dx8EYfCNJ743XVVs/NIsXC75jijKmPcdmd4zo0ztbXAlOJq8dYiWaFjFCkcZx3r4ol/zDnuNAkUYrb18qUvdN+c9esJX3KyTUPk4z/WGiHSAhIzjli8oeMWkS+b0cOWva6lzY7HEgaXEptbVQmQHyZl7Io3l+ffd/kULPx9nks7xvJu7zSGtVEXrbeYDZ+TIP68+IOYrygUDs65Qg8r6gid28GV9vwuaBI+H9Ev+afc8HXenkzFG3/yhY93GSddoE8adb0DWRnDWa4wJ2rbgeLzZCdoBihZR06QSd/AFfABN+2YvrKGXQUwrfdB/tEET4WEf2vPpKZW3gx78f377V+M5cLqO2CbVWugFLTNjgoZVJJ469YVKZJ2ul0QAyJV1PasIUY05L8Sy7/LauPXZ3/YcWYX5TVD4PM1QsoRFQqQaiXHSdPHUJR0y1yErvwbB3LVdOs/6PsxXi2mFve7xENbNn//8++n4T/9xGlzh06fTdLzbPUzHx+MxSdu0u+SclM4YY1rQgPJr44ejvDpbWLXb9tndIqcdmrRVn8CxvIGme3Sy7fYhr1pYx2t4ANnMjIxnOY4fSSM6s/e7G/MtTBBf8xIH8SXr163727mlXL+6Xk8M6h9lUMOKEEIIIYQQQgghhGwKvrAihBBCCCGEEEIIIZtiGyaB74ANKA7P5v1Zu7yn1iXrU97/Q5nHc0JWYum4+5rG6yvXdaaF06qFqZZGX1M/BxY3/VKrNBEw78iZ82fNoeS8JBMQyUz8tU2OlxW31Ah8xYA6d6ZEqq9tF7rNHruCd6Vh03NCMnds5WNjr18X8313LbZJvrZ5tiW20Pa3yEANK0IIIYQQQgghhBCyKfjCihBCCCGEEEIIIYRsis2aBMZe5TNKZDar3y3nK2VVoK9WotqmqbGKWqZb0Ntz5JRgNVHzERFKGhoixeRC++FtUuNKEVd6WZZeSFsQ0MVoMkp5aUPcn87F1dGu5yNoXY+SMSi5zY9iIaeLAsm4fpJjJWljSclXOKcbNtjoX424nyDSlFRYSWSlGWVI17NzMgrMNl+NPYy1+W275lK1OGBTwZrv1/dc/KxXJyOXTEnfqqGmhGxDvssicynZDsIofsUGn7M2T2BQRaER4prg8zxtXNUULdPnHTyAOpcKs79AdLnL5TIdP5/OSV6XczjXtd1VwdohhI/q/Rp5kb9ttq5Pe7hnqIIsWEbryxWf55DuAuGrMt10ucBTA9rLtqm8bR86smvDsTf1wX5o4Xp7CvXxpug4ny7nIIOP2PX4+CgLXIfoYa0L01XXQqREY0zlIi9G4yPziTlnLmWMEglXOqk+OK+bYWXzqNQ/rlJNDTFj9b51XVl1XSqIiig9BAVTNvX2AqlK9hTRT6xpvCqlQZTRagrBKae1bozXcI8WMW7vop/uH8IciqKXuiwOxzD3Pn4MUfF2+3Cfj3b3+PGDKPfnZ1jDHNFaY8Nx26UPiGmtM8b4ul8ucuTQC0YUdWvUs7IbPp9DpMLOrflDKz+lL+245uPvmKb6HKSCIs5ujes7ZVT4ZxWeUgaN/FtJsJtWKHpOC+TuiFtrwXw0ym/LDEt/S9+P2yQSr2Z+x94KNawIIYQQQgghhBBCyKbgCytCCCGEEEIIIYQQsik2axLYR+qIGcOENU0CC2wgoqSZG2tFVdtK2uCabdRM1nwL6VV2S1lVvRFU+YepvRQ1evxDUNusQLCpmZXx1QumgnovVy/+NWZh0y0iGl6ZSYAmXwMIWQm91mkqwi5t1B5i0l46GZ3u69QkQ8p2jgq7z3ZW01djLn2HqbFtXJ5odQJjQrQkhXPYnlXJrOyvryWSmWh8P/4xpqqUxFH3Vv4fOfHUDF1okFvn+aD80ZcYo5VoZ2810I+re0m9tX56kaXLN2pcIS8AHlY+aYnJsYbthTvlZbwMv4aBaYY02+LHamY+1uG6zTQY9kMuilx0/roEpoPnUudkqEEUNBlEM+KuSzcQPZzrW7d2R3uWUCEcK4ProEbxleBzGCCvGoWE/p2qg89zYa+Dj+MBx4f4QMWOAFOiKh1YFkzvmipsfSWTvOqMJkFoTumfezDWoIOP+9Fs6ekDmBpBe3ZgA/nZj1d1gLjzaIaubA57/7Cy2EbyGPdJImuXQUhbECQw6prcwI43aZnEgfAcnmESOPdxC4NtTfPnGBQms7mXNhX1/L1D0fMYKjztD7QMYIqE8a70XVMlaXtlT1O7tDgfh0E2nTs+Ho0xxnz7s4/TuafDMSRw4hwegkngL77/2XT88Vuck172YCb49PGbUIX6kJQ/HEIj1Lt9SAumhiExts3Y51WjPOy6UHfr2klyCzFKLZj2CyaJ4/kxwQCbvAFMx/Ex0bs88LdDtC76pSqylZeLFcENaC+MZ22IaxvXK+TmQH/lrzSxcl0x475G7rd0/CzEh+D8MnIrRdEeKNM24lVF1rXWVmpYEUIIIYQQQgghhJBNsVkNqwh42yy/bwWHfRnfkerLyqzaQoYSj8HwRU186Xrj68h8FeZXsso4lyv4CKeeLSGXQ+zPU/jajZo9czM1oZ56Uuv+D32baWarHGtppnPSGC9Qe8CPeKgRIGls9IqGVLY9xPm0wImfWHo+jzlpJWe7UR39B24hf+HG5Fz8rXv+nJOUGZYrETkNqzlfPtyN2lcMaVm6dUZrw2O+U/+Xmcy7vDlFq6xD4ZS8JmWgzTxUlrrfLOl/zZn/zUhaTULdhhdqAAAgAElEQVSyoscqLN6i8nSkzLHM2XPua+EQzYf435fUsJFoBI2MRtQ2lnOLNW39+iF/UZ7OgmZPjdpNqGE1pOfqKt2CRkXB5WaXajLslC/g+10qLzoUxro3wtdydGI/dEHDyovjHaYbY0xToeaW12iVn+747PVaDV0ra5RIQ6nrtbROMtSw0rwiSwVIQ6Fsczf/ulKIVFw0Ekucrs8FtRTL714faTzD3F616ZW9ishS1QYflEHQ+jTGmH5INbC6NnV4boyZuvd4CNpNHz+kwQ0OT0GT6hfffz8d//xXP0/SnoIPc7N7eJiOH4/HJG2L87QJC9NRSmtxno7HjZDOmBcOvF0ZO+WXeRdpYzlRNO15p0+Dl3eg5RWdr5voX2OM2aEQwrJjlTEh6t/lrKC0ywucm5exbNYvkUrSvkbW0EJ6q33tgu3rIqhhRQghhBBCCCGEEEI2BV9YEUIIIYQQQgghhJBN8T5MAgt4TZW4FRWT8yxVz35VNiXM7byn6mzV8fSrTpLCsm7s3/ztmzM8W4kvtV7I11DHN+Q9ra1vhtBIbLcI1RJetJtXMplpUqoimP9p5h+RZYw1V9PO8EOwGe61WnIV/jpA83Z97qRzKxfkoiTtu0W115///HjdJeZLaHTyFlDDihBCCCGEEEIIIYRsCr6wIoQQQgghhBBCCCGbYiMmgXZSCRWjQ91Jb3PdXENuYvCwKDJbOFaC3Ez4N4olsq4Rbc3Tg+BFAQ1Los6UIIQjwKJ6VAEWhMN+6Aui1uUjOAzu/+GuPlNhNfqccH5WpEuBfPQvlDfNGc9lA2EuFNKPsazlXhRJZH7EDS2lFCVyUMaVSC4aIx4XNF4vhAmUohPGUdeurz+9IusgDEJtXkiRynJ9lo2quAaZfHPyDvb69TVlUbHJQZb8mJpPrp+s+sd8+ijfPvpnzDdnmiUXPDeiZFkErdyggnUzeqCn91klXGw+km7m+TGExmvbEIXrcm6T2y8YhWtaP+T8o3he/fhX28uRu9rkwJjzJUTVw8y8iBYWo2FIdxVYlwHHh9BgGM0PIztWlzTx5RKE7LqQ8WDSCGYt9i+urdNhiLZVQ8SwDx9dhDIIoTVAXp8/B3l9m7ZKVLTKRS9EWRvIC2vYuPKwOQclNOwghb/NzWl8JkkbwTIbyiBLJovoen0t5Yv7vLllJlLiEEVJzuSZLXUFNwFSZOtchLUZuWe715vbRT9U4LCS2kmura0xYmiV3I8cjwdjjDGPhxChz9ZPotxPH78Z0z6F68fHxyRtvQ9RBDuoz+mczjM8NUA0xlOVRg7FKIEW1vlKCPU+rcHGGDO0Tha5DS4QqnDoxrRWDgZqzs9hbe1Oo/DamLu0Y9oW1tszBFrFwI1nt46eYT09naBxXFqsK0ZdFfec+Efuxw60TVG0vKhJ520Ei35Ll5hbboA1pcpugZaWe8MmmxpWhBBCCCGEEEIIIWRTbETDKryBH9zrt+hNWu5VH36BuNebz6yCREbjA+6vF4hrtVeL6cfBVRn667oqqviD8J5crUROCDiW1GLwMjRuLSTB6vRTZvlOyKUYprxCAb1Jv9IspVL/uJ5aGpUVDJoukjfts0h7AbXTVlRPHHqvnZYBmjOnYRV9mVXaa/DNEI2JgvXjVg2r6GMmfGHKDRtxDijCVKksEXjbpPRy/RtXiYZV/JWt6NvZfDJdhvWppcmzpqrtjRpWVcE3pH7F9sz1UzQk7bJ1LVaw6tKTwlftpRpWN+8CBE0p7XofPdCltitpr5AvrgnyqAAZoNzea+TATVidoDGEcmnqsT7f6xuNHhYt1ETAbNvBlxrSdlWfpO0FbTBjjLFDqiHRQtoaxo80M3psEBzDwrirdkEVYWeCxsbeaT3hmPsAMvjq/upXUAfQkPq7v/v9dHzuRs2K8+lZkDZoM5xOoT1xqGGPVHVqodBZuc+sq/sQjXHp+RTapcppWBUha2bcqtGMvT4lHTJzD7WICjQKZmRXeGc5uebIdVPkkNwnVta9SggsoJmH1Lhu+QHby9I8HI/GGGN+8Yvvp3OPH47hfki7P4zaVN/9/Nvp3DcfPyZpcdQfj0EDq4Y5PZ2DdbNGrUjh91x0DjSCBqHNULPLL2L2IqtN9Zcgcd+Na9ylVbRfQeupd5pZ2i6gd5qbfaQVBfMBRXRrNmqsnp9PSdq6Dmvh0MljxctTSSeNidVAhetFsyWa3tmNYHn+al7luQzRs/0+rLnDLqlimYbV8gcINawIIYQQQgghhBBCyKbgCytCCCGEEEIIIYQQsik2YRJoTVA57eHcssyEO1/FQVpGYkWEuZIpPgvvznDlL/mMv3DvNs+rV+ZUvHOU+BC3L/4tzT/nLLOSTs7IWVKIFy0shb9epr21PbWMhwUZ553JQ1rN4bh4TjaBXCRElPH1zJYVpTg9zd8497KYFkvVDC5E1WShDVYZUtlMridYdWldWiE3wYuG1IqmJlFOQ35tvb0MQT9fcF47p/y57TDHvBBzXXRdOF3mCBmc+UZph+loOgfrJprsTKYtMDnrGs1d6peXFQmCEE3m02YLfVcpKv9+D4Ome00jbEGVJVh6TFRWdn7e7NJ8G7AVQvOepk7TdlDYDnwLHAV5B4jucqhHs6PDIaTrumAK1IN54G//unLnNNO99J6uRXP+gBTgpe8Uz80+ac6dBFy3UgQbZOFStK6RuDBwuvmu1G9dEVa5U7LDqeQJkcs1X3MwzZzGhDxmKhvG83RXq5i4wXwanMlve1bydf9+eApmgN9+H0z+cLY1zZjmu+++CWm//S5J+wx12DUh3+NjOPbYKgzyBuq4E8wHY+f319eaVphbtbDOGGPMUAV5vYN0bSxin1buOa39iG+mR0a4qxHMn40Jzw80b+yFSqBp8KDsE4YX/ybkAiGofwiF6XfemdvKek1JF3M3k8Dlu0pqWBFCCCGEEEIIIYSQTcEXVoQQQgghhBBCCCFkU2zCJDDLDSpkLgM43pgy3sbE+ap4FVNR8q7gkFiV99ecb2R7vVHeX/+txFdb8VdgkM1KpOu37/1eF282FIttk+txWrmOPkpkfI9WsPuX45a8FspYlMazOsb9eWFevCwinJfnQ7iqOdsQ5BKlUi68r6VoIXIEz2vnyNfJW0wHalgRQgghhBBCCCGEkE3BF1aEEEIIIYQQQgghZFNswiRwMGtHC1mHEvVHu1hZcp5inRQ8RMtJz/E2Jb7XigRwrVwpVy3ClTSm8JwYzQL+6FA9dkiyj2UY9Pw1euVYSpOdH0o4JSkQEI4lzNdmxkcU3MNVWIu8JUXuulmdOOpbOTfpbK9FJXH5DRk16KJoGVBUdJswH+IoK+lY00QoiRjoT2sq+ViWbwftK0ZuPsnS5CXPcgfdY61LpWhsRdwsK84hmWm8Lg1rdb9wWPNRIsm9lKGXTo4ZFBe5arVgotvh+vrRKw8NKSIyJu2tsCZAYsy3hYhO5/NlTAqL/+UCker68UKnrAkt1mfMKgpUFqd1/3ankD9GD7Np2g6iZVXQwV6cDqLmdRAeua/TMdPh+gWZVYLAl/NZlLGr06fk+RLSmu4Sjvv0mXGGCGiX89gOfR9k7fqQP0bE/ebjR2OMMfaP5cZtnYw//PBTOAnR+nBu7KqxTdseQ/uJ2RpT10kdhj7eCRjzwtwKokBKZpza8yWHFqlSomz+Onma68+9YcAxdb2Ee5nARKuaMMax7VGInNVaThuhwtDjtTfNk+9qmtBT031KBMbDA0TmezqM2SvSfPPtOAf2h3APRtOL6ugi3OGcP7dh3PpZeIEEGMGzvqS7lVZJa1shLZyzsLh2bdoTXRvWjMGtvfEcg3xxXXIRDitltGGUUB9dVPtteHHXUbwLrHs4jVufF4iY24di74gyDPKxuFQoj/ZskMBBvZIp5EbeqW1kUQsVLHiyES/mqwyGQqhhRQghhBBCCCGEEEI2xSY0rIy5/s6tquT3arO1srpl+luRTMrbcY8t+VQU3zlPlhlVuMsXoCL1Jkz7eu9Co6aBV/2VIG/0BdvdqQ0P/JLju1/TsPLXS0baHA2rIXNdzKAOf4gfPvArCpy34vtr/DQCh5kvqoPvB0WbaxED1kvTsEonYtUrsjoZUVsrM82zYFGRtp3QXqghUaMMmQ8Q/nIlno3L9UoHQ621AebgtQeul6vcPuP8wjVBFH3+V5pqhtbSy+uL19JXWPYGL11OyKWVyH5ZXUb8tXzmc0/5S5v/8n33AMZUZsJq10UNX5yPNa4J7gJsNHrItwUNqstp/Lpfwe6uu4Qv89YvcrW8aelhEezdgnYeJF1dY/wH/w61wRStFi9ha0GD4gT5urkz4Dq/CzIO+30qK6yhFbZXn9atB+2EC2hNtX2bpL2AhkQF7XyZygBNB9S2mw5B2wua4+ExaJL85td/PF7/zb+WlG+MMb/73d8bY4z57W//ejo3DKC5AWmte+7B5UgbA6mckD1ooXXRxsZp2mr7bqF7l25/42Xg+powabzPmdx+/6msM9Zt7qK6aJrYgnS59aeEAdcSocnx0S07IQ/g7TmrD+xfn1ev7NtrWCuaJh0/yNOHh+n4l7/63hhjzDdPH8S0+/2ogfXhm2/C/R/D/XF9d+M9x3C93h/NSyrQ0KyrcL2q0rRNE+Y+7n+rapfmC2MJj2thHcWu8ZpVqqYtyOt/dFTaM6PFtbmP8k/ynX60wPjKWaAIv3ni66jSivlKmYli5Y1vMjJESojR9ZzWtrwefkmIy13BUoUtVBX8hs/9bMK1qLvhlyA1rAghhBBCCCGEEELIpuALK0IIIYQQQgghhBCyKd6HSaCiQ3hvR+2RTJotmMA9TPNmaUHfodzF+a8oTFlW851XTyZQSuOK5nQFaddoglsVz+eaQBmjySuZO+TrVjQ359phRc6NtZql7+D1qTukCW5tcKUOkvq+au40U4Y4x0E4KhuDvk21e97Mz6Qo0Pya3XtdvBfZfnjFiq1flGSvnTv1ts9gvYTroTZKTGxVsyPxYYa2E6kDbRvZJ6P58Xi+VlT+K4NmJ+n9Ed7qxKBj8ethIdAEKvIILO1GwR5KbC8oqwYTJ3QSPRUF1y+CKbRGVYHD6SnfcM+uCYIPQ+PKl/MaQKxvnp6MMcY8OcfUaeLxn9/97d9Np9C0QmrlHpyuo5koUk8ex+G+LjWXifbdGdP+6hWeDmX7fd/XilzelHUD4Z66SMZUHlvg0qTkB13kAsLN704eMqYBOywfDKJt5cQNzLOPH8cx/kc//16WwZkHHz8Ek8EPH1LTPZfz+P9juH54fExS1SBXYyDtIc23rpU6NGlaayFfaOjDMW11dG6O5tgS8Xo5HjdKlzexXw6XgTzGa3e9akJ/7Jtg6og1b7xZY5Fv7IxJoMJMbwAzZSBIdqs8aBeE2woCabzWVpQaVoQQQgghhBBCCCFkU/CFFSGEEEIIIYQQQgjZFJsxCXwbbnSpn8lp1ftmiXVnxbwtqGfmZHiv9j+vyrYaKWcRWBK5rWiIFgQdKsxy9XzfG19z3QlZm+x8KrFfX5NF5cJ1iC645qIxvEbdJbIPqdSkRzO98Kfxum6mYV/8q8ti3YXBcpV+dxS4ZVBuC+dmn5Rz0Mdt6kZCHbfiHJgvw3bZ6tyaL9dWa0C+XqhhRQghhBBCCCGEEEI2xXY0rK58Ecu6HCxwDlZClOuNZcz5fnArvp3u9Rby3g7AF7O0QQf3pVGRbIkj9dh95vUaz/L1bX1ecGrIOCzGD9hSuWn24/lM4nt/cVGXAO9bEh3AF3S66tw8m/b6dVFezSl/5ov/Ekfpc/pjSlOgcVDSz4s0PzTwy2zOeXVBvtHcEcudderVyVdRkXJIDsrIBghYihWOZJYpyCg3WZtcLVnHpWzV7cCNaSMZM+tL5HMdLvTDOOI7WNC7HmZBN6a9xBuc6agFB9ytv03xG9x6Z83Yohf5AdQGdYtwGT3wegfuKBeWKzh5Hgaolw3Hg7AJOp/PIVtwTm6rNHEP7XWBMoZLKhg6WDbOwXKvbFov4Aj93J9d2rOYtnUyHh+DU/afff+tmNZ3WX0IXt0f9jsxre+U83mqjDkJqRrwLN0PysBz1Av3x7LmDTraz0ZiUDIe+3QQNzXG2MqrV8NPIC2wgM8i2gsVPE+F9pqnNTfS2CBjBfNFcl5d47loc5fKsIPxMfU1thccHiDt/tC4y72U1Hz8NjhQ3+/3urBw5wBt3yn94Oc6OqGPAwuMebUtLBrgKP1yuZiXRGmjstI5iWV1LQamSNeP8zOsNW7d0YIYYL7WzfmLMryitdm3g/KwvLh27M8h/8+7IBcuUWfXNtE8V511+1OZHxoKvSCvFlitMGrQbfdnMo2z355DcmNu36epQV9m33c94IqeYh7UsCKEEEIIIYQQQgghm4IvrAghhBBCCCGEEELIptiuSeCgqeIJ1HUmAb6XU3Tbc2Yhgtq4VoJEDbUoMWcqYZE6YJFtxAZY03xnshtQxoRk3pHJso+O5cbzeaDZQJ/xMxmZookq0zAC4bI0MyITqWjgpkJUkJnSSjJC02pzJJvv5HV92fv1XrHPmE5nbY7hHjguMQnsNXMDId/caibdk01TYGNV0BxZs1czFORmQ82lNTI205o/GrOO8IWTNfbCG33WybecIthUn6IZGxDmWcmYuJLxdJRr0sx0UbhuEihLMiMnyRxCM5cQxnutzWghbbQOZNYXbCN8JgzOrKQbQrkdmJIMziSwURqh7dD0xTlFVgaAN61r4QHWK3Oz9fs0qJjFSvpnXTQ40MwvHTUD1AvN/LpOaNsOTIIgq7q6vg1GEyXbpvni9cnSTLJJNLGZZ2fGdm4vcnvt9mMeP//Fx+ncd98exbSn05jXH376aTrXPod+xKF0cqaAv/+HP0zn+ktqblk3oQ5Yx0Ewo6prSNvJpmLhpGwOJ5rvQTNObacuDnB/5fNU9mBu3NVgzqWa7ftpBNXuClZEK+w/0Ay1srg+COaW0LYN9EktDLHIJBCytX1qDnd4DGZ+Hz88GGOM2TdgRgr3H5r9dPz08Wk8dwhpUZR6/zAdf/vdN2P+Tx+MRO/myR7y3+8OYtrOrTFoqlpFa2uVyFJFa4Y0J+f3Yw/rdQfmhV2X9tnlFK5P80VZb3uYL7UrQxvhuJcV97X4fOjjf40BM8IXZYh5Cc+4uAoFvkfwtDTPFJNA1ZJ0yuv69aVxJbb2s3c2uY1VZksYd3nBGjcdyXudAQSzN+wmqWFFCCGEEEIIIYQQQjYFX1gRQgghhBBCCCGEkE2xEZPA4apu3+3qeSURCDR/99elyJkYVPeKFfCKIQhuLUq9P5vx9RgDy00Cy28pK0uJdiJczam2FkVZKKhXTuUWLxcpck43lpjCzlD1X4LWuFJH3JqtWtTbKBmHgHEFUY1WSBGSFqRNLToiovG3sD4lUTPfLbcOtcxnrOXZz48SmLU0XVju3PJzJoH6jSvOjdz6ojxApsh5YJY2oMlHzrQqyms8Hjot+o8zYQFTg16I5meMMb3fbUamX0K+uCtFU0NB3gFNXCyaokm2D2B6A2ZYVZWaMaApUWQuI5jLYqTD2uXV1MrWGhrKOpNAbRN+OI5mUnXzGPJXuuzTp+cxT8is3cv94NP++MOP07leMKGsGjA/wv6VzC0tmgRetzuxyl/isJEaR66WeJ8yFM0UFA/MZrP5wvWuxNy6EzKOHjrXd1kVRuMDGycriBBZt6KXiC6NeldVwXTv+DCa9z0dwRwPmubYBFPUb38+mqh++PA0ncNiWxNMBT98HE0BPygmgX6oNJBDc5TNXn1fNgdIu8NImON5nM84D5smNTW0VjZhQrNDD64DGF1wyAwcvz5oj9UKrtRuDVPTwlgJy44c2bF2a2cFbbDbyatN7cy1o2h91y10Y3cQRdH8CqLPFfw+WZP3ug9cGKw13A/HJb/3si4eCtxB3FIOIYQQQgghhBBCCCGvCl9YEUIIIYQQQgghhJBNsRGTwFdkTV2/96o3uJSCSBD3L3ibvF10iflt9LoyrtB31v+Tz8uneG9RPpbIu4U6bkGGu1Ok7n43KV6RNDzQa1fri2jGNyI/XJfYW65pUrwMjC4FseXgSD6GDO4j2J2QDGhVkw93IbLoyaSNyxLOaZabUr6RJZEWQlNMLJSHJ4Vo4XPWY79nyJkUwXUpSGFU3nVrKRWxBYq2RXL/y32mmGlJfW7TfG22b8J90f2itNB0a2zhrdARr/jbIFo+3pUfgeuuScY/3tfa+HWRWUO/IqhhRQghhBBCCCGEEEI2xUY0rOz0Zl/4npLnFd4Ol3whkNLe6k76fs7lruc8FPTIe3hHH8k4qeNYJQHeOLN2kGxQPtlJX4fLOvg2T4T4Ea6kT3vpSsaf+d0cqRegfTkdpA92GxjEORHe+tvKUPR1cVnjZh0+rvLJ9p1TMI/n6ya+zEy4c+l8QW2JGz8alk3TNHVufOWWe4uLSiR3WolBdTZfMoalfoB86/DtsWp27nItXu+dw+BukFuhH9J+GpT5Fq6DWEokD38+krVOnR73ME60QAtTvAzUuoL6DFLdIG0P1/s+9V6NDt4HyaE9ZgunWu+YWcjTGGNacFju02oBOdq2d1mF64rv+6lqFh1ON/JTeLcf0xwfgxPq7pLKa5uQVw3X23MqRLMPPyX6PhxboW7Y53twmm0n59DgaB+c1HeuTYeLMjlxPjTu90QvN5jP93yGep3kPpvygl9Lnba3E/aUQ5PqBVTg/LqOHPSnP8mO+9BPjx/20/HDXvj5hoMRp1afOgbfP6DT9dHReeRsHO5HGf0Qv8CYwJYbIGDB+TKW+/x8SWWFvDpYM/qL7MS8dX2JfvIHi0EMxnHRXkJZGACg7dJx06JXfpjndbNL0p5Pp5C0DU7sqypdE9oz5OvlsfIztsX6+voo620Hjt991SrluXp26/wZHO6f+tA22Bqfn8dADC0GTBA0yjDuRayhldknROcLrEGEqa40o7gpsJlns1pu7vfNGzmDz5W1MMZRuD9zXUtb8t7mlp9Y1LAihBBCCCGEEEIIIZuCL6wIIYQQQgghhBBCyKbYiElgUBef1MX6AsWxPmtAcjPimz3ldV+JOuDNbwyr9I8130IOghrt6rzma1PUeJU8Qspa4aaaq8gIyXpFHb2eRggUVjBoqiFtsNiKB00u0vsVawWRHmSMW8DrCM/Pa05pIk4HXLE0EYmqqI2vSrhe0Db3ItekQpe+KmhOU6bfm1NCLsjWFiwaUKx0F3b5zUvRjealeIsmyyQvmjVl8s2PGSjtXrbfaJJ1Y75FIvSp4/hbq1ij7n2UOO21Hs7F/SCYCqklCmnhubU7BBOW/fFxLKsO1z//9Hk6PjnTp66VF7tofvs9hTLfJhM5kGWw8mj0pmA7MDva7Y9JussQzFZO2M5tmi/KGhXbCk6mwXSnxp6Q/LPDRK4i59TVlCLkC3l5cyh1fcJ55o/lfvBtXjXBDGy/U0yFnLw9ZF89BFOjqEd3o7yXNrSzaF0G+4xPzmTIGGPONm2w5gimfWASZoXNxuEx9PnPvvlmOn748OiOQnuewAzr+fSTMcaY/qw8pMHU0I+1qpL74fPnMd+//7sfpnM/drLZ2s61VwdZKUM8lAdt11Vpex2gvY7HPVxJM/72Y2ijX/3xz6bj73/2IUl7PmMdQl5SM/S4j3Qy1oqbiqYOZon7/dhP+0MjJTXGhrrVbm6opkpubqEZYW/lp1UQF8ZXlDb18XBBk8D+bF7SoUkgpLVdapZ4OYW2reC+uhZMztHMz/VJb+TfGT2Ya/Yur0HauI+ZTHhzV1zn8eda6+b3p0uYu/YMJoWQ7efPn909ILcwxuOf2pV2YZQPqoDjoyowCZReA0B1X5iMX09b8iOrn0wClYmujFFJlFfVClrx91iutfC69ivRiOeXtwg1rAghhBBCCCGEEELIpuALK0IIIYQQQgghhBCyKTZhEmhNUBO8v3HffKxyfP1k2VtA0cypKPJS+seabyHRqi3XBoKm+DyymppFYclmFxU0U4tiaF0nF2Hr5gLkpPEwAHMGYTAIQU1mIZoEKizrpXvk+Xr5fTW8QlTWvEmg+sfVHErUnN+CovJX7YcZkVJvZlEM4ExOcxKnqW+u4p3aqChuIJoEQtSxw2E030FTETTD80ZWg+pKAczdnES1YlpVORu0PjsfjWmcmcseInBhBLQpTwywFZmoXG90jODXdWndGjQNjszmU/OOyOQTqh5FUZtIjSPkdCYyO/Jh57RNuBexBvmORzn14DaS2E2NCW2HBk6+Zp8/QyS0Ls23BbPKzxiZT/IpADZydY1mj2mf7fehPt99G8zavv35t5Pknk+ffpyOf/xxLKM7yVHkDLR57Y6bWm4vH1Hu70Hu0/lZTmvHPGLrMVmGEE0vlBuZWTkOYE5XV9f3t09gMvhHv/xuOv71r3+epP3xR6iDDeVK7XCCqIinzt2nmAk3zQGOx+iC2ljEujdurjfNXknrRIU1odmlEfqMCb8vcK1rhPUDzbg0s+cpadTc+HwSnhloLRktD2mfVZixs9OL3Ip0mDY13dSs5mpYjAZnlrZDy05Y9iqXdoC1cIAxEUV29M+Cgj1FHGFeMMHW7iuJ8FzynC3bNM7Mc9meJfvuYE1yv9GVtLnLJT/Le+mkWsbyFqGGFSGEEEIIIYQQQgjZFHxhRQghhBBCCCGEEEI2xSZMAl+Ttzb5IEt4n732CvEVvwhKNIRn57l+lsSxeFxLNy7uqK0b9ykicFH4wkk7fZ0uLzIWHP+fuYVD8bW4saVnPSCv97nkCsFG0Q8Fkx40NYnSSiIqeYn5ynnNzVc1KRLTaknT61r0MimtJkM4v6xtr+dZ1l4lMuTXjPs+T4ctPK9fk1dcfKOiFBM3PgvIe4AaVoQQQgghhBBCCCFkU2xCw2owxvRXnb1pb9/7zHXp8vw3+dHXDPHLKTonxfPzme//Wsl1SEsu8ald4lqdgscAACAASURBVAAvV69V39IP4uHNYNt4H65q/neSIbCea3LNIbrkVzc6hY4ks5/k57dCmVPkSYDryfBL4xrl3tiroriqp8nVi39D1lszluX6MuNM4xb4E1/SJWVjsaTtctKs8VU61Qh4KcU1tjWE11kV5qAOP6EovZfSKz2cEwOyYFHo17dHh+NtIko34KrvriifKzFp3495nVu5DVtXLuZulfZunVz2fA5lCYtoC069B3QoXIFzdK8lBI1QgbPvWnS2HfLth3DcXi6+tJAycqot7aggLTjVHtoxr9ihfUjbtpfpOPST7Bi6c56dexClquS29c6lO6XcqH+cN/f9Pji3Hh6OSZ579KTfhLZ93IW0vq+rY3B+XYPz82pI2+7wGO6v9yFtWO9Ce1QQOODgnI/3iiN1A+OjbsbjWnCob4wxT84R9S9/GRyXPz4+iGl3uzGPHtpj0PZCLgn6pe8kp+tHCDwATtWlPcXDU2jbHvr3Dz9+TtKensP4wnFVVZckLQ7xYfIiLrdXDwEPLn4MP8vj1sIY9W3WD2n5LvX4/wHllmXoXJtb1BKy5yTd5RzyaqN5LKw1XRThYTqshAAPPeYbzfk0bXfBASC0E0yLDv9w7VUJQSOMidfGiztGB+9Y0sn106fPn+GeZ0gb5P7003i+BVmlIY7jPvdzYJWnrjAf1Hxnp9VykLQTNZ2eJXvg7e+WdAmlwDVWuJrfg11/13MdalgRQgghhBBCCCGEkE3BF1aEEEIIIYQQQgghZFNswiTQmOGFCvULNN148Zbrnn2rgld0mLTE+qeEXpJH1LRV1OhATdmaVD0/h6Yy7akyDYZXO0n1dSm9eFhETuXRa6ur+d9dg3PpCMo59kX1y/RuNDVCjX1pLGgOG3Nt0wtHMaGsSjgSAX15LWUnXpfbuVJMMeYiTo0SDWKlDbf/FQElvD47e0wrJYUhVy+d6AUmgbkiZj9SIN9o1kBaMa++ZM7nFqDZM2dGHsvM6dZcm+eXqpFbFeaTKz+qd/QQTNNef8K+LDfyQ3AdzaF0Zl2qKi+93Hto/uNNRPouNWsyxpjemaOg3HUlG0F03cXdA+ZFfZqvBTOw6hBMp+pdul2toHV3YOK2BzOrqawTmOOZUG43mQSiyWBom9gZt5c9XMe9a+/MdIbIpAfNbFKTvV6bRd7sMWcbaoxp3MNogDaqwUQO+8FWYxp83F+e0vbCtm3BhLKHuvkUdgf9BP2wkwZjU8NhON4fptzCuSPc3435qhYlFkwCa28SKLfd+fzBGGPML3/5/XRuEMaiMaG9KqhL08g/nU7tyRhjzOUE46tNzdbQfHUX9ZmQKWw0joeQthPmJO5J8CeVtDf39TLGmMNu7P9aqdcARbXOBO4imDoaE+8jvTy20zptTGAtGBU18nzwQ7CrYPy1adoumo/XTQKjdQ3qY4V1fLiASSCYNfeC2WsfNf71HxoD1t39INR/8qY76x7nGM5pt97+/ocfpnP/8GM4RpPRy3nM7XLRTDfDXdOR9ONiZXJLH06XYfbWKm8SGFwAyWto7uEsX71Te1XqH/Nvc8TDPrO3jxLnysVxs3ij/w5+GxFCCCGEEEIIIYSQrwq+sCKEEEIIIYQQQgghm2IjJoEZZbmCSHY5SrIqUeVfzM1qjCUpyovPRY7Dq8sV/e5DLprecCXdywvrjUBkWa5567LrpntzYmSI58SwIXLiksgYs1thhklgUYTMYgEK8px94aakb8TCmKh3CzN6n6iFd8kso7delmUuauac3N7mm9W24uXcGWWNFJPi+MgFP0ZLkEo2MZqug62RN7OwM1bLQYgCGF2fdklynKBof+BMZ9CkbLBpzrUN8kNwOtM018fqYR/M2o4Ph+Q6WBKZ5xaiBPapiSRGIkMTp2AKBvYQECWsrdJzUb7QICECntLRrqgGouLtFZMtb7ZYQ15NI8+yvbN8gsB+pr3sknQ1/jxQfilMp0Gu+hAyPgryoiUJRiWTqoZWZ/kfKzBuXGZKc01mbcOA92j5evPCkOB4TKMqGmPMp+cfjTHGPH86QVnPYtqXsmoynKCNLJiwta0wbuD+NopUmI6FuoFIhc7UsDmm88YYY9rnUO7p1LnyFZNAsOOqbGpO+SL1+A9ct5X8y8svFRW2lxAxsgX7xSrzfKui9RbMmiW3G7Am4Ljtc65Q/H2a5S9U18vbKO1VQdt6k18cP7ELj7HA5+cw/n7/+z9AAoh0OLhImDjWJFkLdvar7GNL9s0r/pYOJoEh05LfFq+6q7LqH1eRZFzu4uF19uDUsCKEEEIIIYQQQgghm2IzGlbvkoWKBvdi+5oZG2MDffZ+mfl9pWhQvvIIvrG4t55vy9xkvzZv3UplXA/ZkU9bcv3+vK+2/xLI9vlrDArVK/UNWd6cwAS5wMmwqFG2UP7XGO1BNElX+05lLr4zt3LJ2iXi3ag9nREItfLDoSxLpI0nJBHPKeUu0U6115vgRVqpXi+TSvlmrBTm5PtClpeHEwVWAWXzZZvPEnEsDrkEWlo8LBlNBWYMb8wwXF+3Nio2IcYYalgRQgghhBBCCCGEkI3BF1aEEEIIIYQQQgghZFN8FSaBS5VZc/5PY/XJXCmyU9Kbde0LHLpK9CXq95lGWGoik1PrjS7faGKGKrFe7XeWNcON1+O0k+3D7HLLrE+znn3F0910PlzvC/pXHov5DpvddiB3r2Q7iOVdd0mdM+5Yw5H6kHG2XebMMmNuOah/3IQ8TQsaIfN5pGwpKzF4uK0NXtP07/VV8qUVpvxuLQf1urQGrRhcRaYk//vMm9xaMxSsAwMszufLZTpGJ7ueC1z3c7ap0dE2mCV1mNaXJbtjHXyfyT7GIzrJ2Tusi95SsKvhHJRbdanzcty/nNsgd3VO+/oC9cL7qmnchXu6PjgfPl+CA207OXQOsvQXqI+7zyrrD/ZZ37u8Btl5tX/I9eA83Sr90Dpn3N0Q5NZ8QbfdmF93aSFtKkMHdRwuaMYZ0kz+omvoJ0h7mZz9g/NimOfDEO6rm7TPenjQT2Vp6wTkZauxPnWt7HWmtgker2vl+TQ4B9g1OAM/nU5i2s/nce6dn8/Tub47J+nwuVnXoe0lGdpBDgYgb+OgbXGaCSGkehiLF+ehvT/JY7HDIAXtmHGnORGHfKshF7RhvFLhWBvk1L0PAHEKsgx1OhZOMF/bczjGvb+/Kxr3kG81pB3Rw/qC0QAqoSNwffF91it7wKHDTfZ4fFLa4AIyXNzcqGGeoyQ+mESH8uHcE6IkYdJeGF/SuTFfIa12uWiTPZ/bzdaFdlool9x7898RlGCj2+bnIcm41NBdNKG9w2aWGlaEEEIIIYQQQgghZFPwhRUhhBBCCCGEEEII2RTbNQmc8yqtklTsUkW3CtRhqxdX5sogpexMh39kUExUNF1ZKW2uhAXWHYNiHhaC4YBqa6pVbBTNVREtaa+ouQdZKvwjRQ/ZkpaFZmVOv3VOFTIiKr2kqDYL6tllZkfz3zOL+UZmkSDXpO8LKtfYXlEmuVZzdRRUq40xy1RtZ5gEyjUWBi7QK8fS3bmWj66jpUh1/c4a2jzfsmNeWpaxKUh2YZqNJFefaZHIJCzT55j/9R4zpqgn+vXaQKJgCcymXsM8uQzJMPa2nGZdv9EkUE6pta1PnV83g1QFY6YXDycqeHjgddEkMDIZyxQLpiTnczA7+unTpyTtBa5bZ+K0bw5ivicw//GmgGhSGMnrTMEqtGqJTJHg2C1YFU5um+7NNNMZNLObtn74LMN2Fuzhemh9HGo7wWztGcz0zqfP03H37POFfZEN46pxm7B6J69gfRtk6JyJYq+sT5NZEpj5XTSTQJdmwDoq5vw+CxxrVpiPQ2SmldnhdPKe4SLMvQEbH5ppaIVIhdC20/jR2hbK7ZzJljQOxrRjXk1khiivD70Z87LQ9B3Yw0Vt26Umo1bIFtsex20nNrO2Ko331VFKMHFsgsnvTtgsoBsC6yaUnfMYyLl7gN9l1pnsNTv5p2bn5nrdBLl3jdwPFzd30Py5a9P5cHoO8/XyUzCPbtvU3BFNbIdzL56fzkF9sTb7Kq1bD3N2qlkl/47B+e9Nb8+dlZKaFtL2tcsZTLsxrR9LZ6j3MzwHBgNmjXbnZAERMyaB0WVhKOjuANK0X5pJoFzUUpPA679KbHT5NpNAPafcLyN/PTUzXRNqWBFCCCGEEEIIIYSQTcEXVoQQQgghhBBCCCFkU2zXJHCOKp6YJtVD05V+M4XAZenNXpkpyFLm69UtefuoqXovkWRxNMZbdQcVNVUrmZhENgoF5WaSZgwrs5S0nS1InZsiqALeT3+gKYCcb8m4yTG7NjPKLGtHn++Ce+ZcXxpyYyVZXof5UmQCJd6vPndo++XZX099Z1E3UaIxRrZ3y5jN5pnftreOtSgvzUzCn8uZ3Wtpc10D9hkdmH20QgSzAaNaOVX+fRQlMFBjJCnXT61iEujXZGxP1ZiycdtNdOUAJuPTEVqMwZho6rBd9Vm1YL5oq1q8bzpXw3UwZzjUqYlZ20PURTTJO6cRGJsmyGVdXnHxECEvunP8a9BMlgUzLasZm9i0H7TZ5Ju8wn4Q3WtEJYT7xbNyaU0uCmnGVqiGKHCNa9vmsBezwrHgoyZqtaqcvMcDjin551DrTKcak46/l/j+aaP2TKUQrNO0pFGzdNF1LxcmDWO5qUM7yXUTxp2VK4Z76cnsUVmfaihrt9+5f2XzYz9q8J7DUU7rxT1BZD+Mijmdg0h6589hvp6E6KnRzMc+ETqowfUD53yTrh84T30UwQoXBehHNO32prWayws03W32Y/8eYT6g1LUzde7ALPY5ejaE1N40Nnr8yA8okAWEvNUkcAVWNQn0vKpJYFlucq63Na4eW/t624RnVMH+ZQHUsCKEEEIIIYQQQgghm2K7GlbvgqVvTNfUJbj+lvtLoOhFbaYNSpRe7qwgsznKHL/PzG2Wc/TtDNw36+dtNkfE1zAHyJfbz3M0Uydf3jPTvTbrlLvAoeyaFV6q2Cw9kKMAItfVAxZrk6+oTXw/bpVxvkPgkqFQItXtQyz9uq9q9d69S19vzOglLWjRtcVeZJmgpF00D4tKWJC/dtttDTnn7uHFv+tKMIf3sC6SLwlqWBFCCCGEEEIIIYSQTcEXVoQQQgghhBBCCCFkU2zWJBAdTZZptl5PnHUkNus+d26hRuS9zAky7i2nKyi25msz+FC77kRNM5sT20uRak3F0iHjCDA6ZzPlS2NQTezNLCycmT8WyxSXBXMHSRYl33y5oje9F+YX80bxnFTeEW1eex/atkDVXPK9j2kWm0IWzIcSR/niuiLcvnbQh7lj8DUUwd9K2VwbKxK59Va2FLiXQc2tLLWdWWg8JzlYLzKtwDUqt9DfiDTPlceMKAn6GMc/+jRji80SlSGMNjyEB7kVnIgbcEhuXSFDLX+vRCfCjXOafFSas3P1sb20SsdN5x0Jtz04TT6Do+xJvnBugLqgn34vOjpdtm3YznZ92gZncMqNi+xFaIdTG5wTd1CwFTdMIS8fuGQY5NV5sHDe9QM6i4/TjmX1kH+nbDp7PyAtyiJJGNoxfialbYBV6PEPydzSyoFaQs3AHbSyyEqnKxhXl2rsv6qT2xZl7N191ir94NJ2kH+lbIZ9+9cWnfqLSc3l0rl8YczY1DF4D52D/SAFCsL27DEgjjvW9gF9fZ6OpfkQO11381hpr7btk2MpboYxxrSX0Ndne3b5ymO8dXXrcJ53chCCy2l0pt5B/lJ74Zn9IThwb3ZpkIkB1oTuGcdo6nQdxwfOgE6Y6x32kxtjvTJ3Owi64J2qV8o+4QJj3wfXqD6FtNhyz+dzUm4FA3cY8JmQrjU5R+q53xF4e69dyDFzLzwLmxxsDOXJKY0FZRshrh8zSpPSxgE+0gUv+/vjDubY1LAihBBCCCGEEEIIIZuCL6wIIYQQQgghhBBCyKbYrkkg6pvJ2qQK6Ts4/a3cjSYXa9jk3MPqQ6mwZMalae1NVQN1UskMC5tggL+kpikxrdJLkQgDBOso1k3Sgp9jq+jTytrKppJMAhVV/yCEklmWnKFfZsLA+BhQhEFIYGUzCsXiAUQYE+RM98ZiR3nz1lKozpzPd0qr5NsnB/JIU9cPaT6Aqv9Qsm5hwZJtRNSQvVb8Tcxdzt7KJDA+t2zxzalB13m76uS+tzJfvFcErv7KX+UoJdvbTALrbHTcW9X+FXsqMXswucglhXpXwvqvm6QOSQIsq4Z8a29eA3k1TTCH2dXjcX3ciyXtuuN0/HhxBwd5HDz3YwI0GcJlD+86t6OJyvPn5+nc6QzmPe7f6hy2pbv2Eo53n0Nab86P6+IO7tulPdH2aKYDbT+1E5q8h+OmCQ1ZS0tzhWZ+zrRKMS+r6pBv71pqJ5nHGjDps9f3VS7RmD/uP+qXV/2xMzuqw5iQzOG6Syjt0oV+GKKmcyZwaMEC7QzGnaIwaK4URFfMXn1mVTB1i6hgHg6uTRXbPW8SeD6Heqnmg26m1bCfk8aBMcEUMZqndbqAoDkWrmWVIG9kctanLRpv4fAvaYwb+XqGDjpYsGSOGMCkr3Pz96Kkbd0gb6G92oucuj87U0RoD8nVAs6B/dNDON6n693pU1iLnvtPkG9K1Fowxvs2NR9sceQ7M9FK2QzjHGhc/9eqSWDI9+TGQo9mfpD22cnVgRkhmirjEuiHI5oEDsIzeuluIKr5OzUJlDzErItmEiisYcr2RHruLDcJzDo7CIeSmTZNAgkhhBBCCCGEEELIl85mNazWfJO2hobVnd26rkLuBbL4NULJS3yTnnEyHX+hnHX7TObfmXUGfqeOnNoWv6xJWgRKsSUiWKE9tPuzToDzhQGyY9VbGZKDGbKsUP5UB/yYIaXTMhDVsa7PAV0YSTDMN028tmbP+3K6vkyK2XfN0gy8qwSvjDZub9WwUtbA7CfsXPmQbyW16a2LeuTp+GrxObQAMrm1Oe4IJwR8bcV8UeOjFr6yosNor2mADomRPWg12ctYSKMN226U5wQOi3FTiboHrXNk3p6DQ/PnTyfzkrpD5+ngZLgRNGuwsCb8cRF2tpEeBGhFtMLAa8Dx/NNTaKe69hnLGkOVG4uNpl0bBS4Z207bhLeQMod3tgtNEB1HIjh5m7qBtKnALbZYJdd3uoz3tdKEUbRLUBMl8/CdlEO0JQGqUPlWVTTdJs2wyO94qikz0rg881ReYGxbUR0LNCINphX6ATWWhjA3JWlxb4hac7WoxSc1pNxeQ4/72qtJDXaadyKuquT7ZQ0y6xQ1U++8PF5P00GD4/pwDHP3w9NTkhYNCDpciyqhdQf5DyuonKG1Secd8Ys99kKeYZRddaSPaZuxT6tanujW9zm0/YABL6DujesnnIO3OvBW77tVw2opN2pY3f/3vlJCTqMRc1jR6Xq8EqWpFztdvwFqWBFCCCGEEEIIIYSQTcEXVoQQQgghhBBCCCFkU2zWJHA5BXpoW7PpIyvDDpbZqlnSmrDvCSFfCxkD8436NMg9iQblWGJ5dUqeh+s6O9g2830HvEoLLCqkJDrLXQT4YkfHKgj+IAbN38SCqZdbEyQTKv3OjO8ILe0SVIfVaTtp7SWdV6XiIN0wG3hQbwRqWBFCCCGEEEIIIYSQTcEXVoQQQgghhBBCCCFkU2zEJNCaoPbm1BxX1IKLvdlb4QjRoplcT5mLThdfHZTzkgTzG8LLqL2FHIS6aZ7+hQBqRtSeVbRk11WcX28woJbsFMBkzn3Z66l6bqdERvG16YRzKpnoUp0UmcXIgbf6xZrNEKEqI3CJqcdbMcmAdckEzomqLUUgUqIS5cIqQvAvMZpnHMVtvTAr4pxVb5FMjQoMdda06SkZQFqYthuz3TxKVKOYtD1iM4k0atVw5a85+Y+3SZEwpWez9jTDSTl34JSYB2Hot0zaKLKfYIZhpXoZ0wvyRCO1Ev6AvIYKjyFfdz4qC+bApR8jjV0uFyNxhvPn8xiZ76w8y06dywtCTuHzBe/qXNtYiEjXHNItaLPfTcf7w048P1UOg0Xu4L69EG0NIg6aHp6MQv9GeyVoyCgPfxkjqLnKt52yjxSfL/IAG3ybD7IsUVqXFMuN9jqYtvVpQz/XbbpTaM8hotj5EiI09lHS8Y+on7vr8aNwfRkggl4lzONoLE2Np8zjDvJ1470SIriN+Q5OVtg3Kc8y3w+YVavIMD27oQnqTPTTFkLVSdH8uh77FDIW9hrR8gORMAdh/uK5sNwp7QVt27vxXomRB6PMpiifVhkTvmq4b8b59ELgJH9pPmD0uwtEPL2cMcqodddDG+EaaaW2xX6AdmpF0zs45yJs2hkRc+vduG7tdvJP80+fP0/HP/z4ozHGmO7Tj2La3//wgzHGmNMFx0GQAZvRzwd8JvVCvazylzRqlkZBv1Lg6zHXnHLG3iN+s7GAgsD3ynInkovy1yvPQLmsojiRi6GGFSGEEEIIIYQQQgjZFHxhRQghhBBCCCGEEEI2xUZMAg2ot5boAM5734aqb5Gaonj7fJNALH7orsuNuVaReU+O+e8UvbannqdX+wxoUk9psI56lkm+maTx+dyNuTYoeO2Kmp6TOrKosh3n62XURPXqk6hG2/VKxoL6dZlJYGru0KFk/XVVTs1sIA+YtlSpDHFKV3elwTKWdxGTiHW4K5sW20iRQezTjG5zZC5VCUk0FeGcSWDUv9KA7pMjq9VLuU8Crw6+zYqsvK4bVkelZwb59RF1TYb1Er8nk8DssommBtk2qISj8c6XxKtaVgoFyZw2L83svETyvRvMhEVhlCJ75Xxa6gBpO0GeaEMWrSXeJBBKbUCwGsy1nTlchYnPJ5DBmXEpD74OTMVO7XhfL5iMGWPMpRvNTdAsBrPFGnYubTRiBNObqgnnmgOYDz6k29UKOmf3sJ+OHx6OSdoWbYVAyN1kahikPZ1Cez0/BzOcc4tmRU4uG+Sq61FeyQTrJbXrv121E68Prh+6yERKMVtz//Zgc6g9cnwzWEgrrb3nc2ij83NoDzT/9CWjNZ0a5W0qLJRWoflnLZjDgSnZ5eLGbS+bslY1tKM73ClLgx8LOCas6EBB7kur9EPl9kUVtG3fSwtIqEOLq51knjrgdZgbtWCuHW0DQxnS75Me9om+5ta0STpjjLFDKMvanStfXptj6z+/D1T2CYOXBfZ2rTx3fN0q+UERiGyVYExE4zI1m66wPrt0TlZnMC8Eebs2bbM+Mi91baBMCyx37+bD08dHMe3fPX+ajv/mb//WGGPM7374h+lcZBHqOuLHn56D3DDE8beK9WsztJ1k/lzX2GLzf/MW7e2QFU0Ci/Z2whqGrTH12AyTQHEvnEX6cSGDbSuanCvkTQLRrjm9Hi+LBX4TblCTooYVIYQQQgghhBBCCNkU29GwevGmct6L1fLXr9E79hvf3uL9JY6Q7+VHzmtp6PkP8P9MXv6gQNjFjrZXVGvIyiB4mVY/hqKGlU+bKxm/NGuphbxKmkAOACDnJn3snPHxV8jJmDhgQW5gWCmDgrKupyj7WqKcTrtMblz82JH7eqwtKplPHwN+wRCzEJxAzmqE+RpWU0UXj4/y61rau/lfv/H+LbGu3Hd7Kt0/39kRWkD7JJsWt0bSIqr+ISTVtLYFR8j4R6S2IpxDrUx0WO80L3BJqdC5tfu3VgJEoPbI4NatXtEW9poRkbNeTfPTffHvQFurFRy/N3vQKIH6VnUqb21QOyH02fF4SNJGGlagSXI8pGnxIfn8+afp+DI5Hwdd3kgu72BZBhX3GqdhtW8UDSvXTjZS4JBzbhdMs5wmFGq9dOCw+ixolGg/JESFZdTsaMKdksXDADK0zoF2257ShMYYyMo0tVfdkeXqvUZJVJdUc8zlJmdyharK7ZV68VieO9BGNszqXZPmG/eMZjowgvtAX1ttKa3hglfs2u1kvRkrKGlpGr4+2yGKBHQ9WFGd0dZAqXYNtleTpGrgXNPUyfUIWLcuaKnRyVppcKMx5oUlR6R+FGTYOxkeH1MNUWNMtP7/4Q9/MMYY81d/8/+KSet6XNcuIOxF0V6zNh0r13U555xdgRW3JUVZZZyuLxGrrI2uBxbYAtpvwyw31CerYWWt/W+stX9jrf2/4Nz31tr/1Vr7f7t/f+bOW2vtf2Wt/ZfW2v/TWvtvLBeNEEIIIYQQQgghhHyNzDEJ/G+NMf/Oi3P/uTHmXwzD8E+MMf/C/W2MMf+uMeafuP/+mTHmv15HTEIIIYQQQgghhBDytZDVdR2G4X+31v7rL07/+8aYf8sd/3fGmP/NGPOfufP//TDqGv8f1trvrLV/PAzDX60l8BfHrTYqW1IXzPsGXSHjL4elJoG5vEq6YQ3TuiVpM77NV017K69iMjbDkblnyKS6t7xvZUL3Xk333jNvtfJua8XfljQit/o3yJA3hS/ILGftoNWlpIpCWvX2RW33DsZElgUP6dtzXXMbcUfS/i2wAp6RQLs+/wdBiQuFW/cUr0pZJKD0di0r0czrNUeYvPBphtkBpf9dfbJBDlaEezDylix1uv4r/xLK/ftH7vyvjTF/Aen+0p0jhBBCCCGEEEIIIWQWaztdn/15wFr7z8xoNmiOjFVICCGEEEIIIYQQQhxLX1j9tTf1s9b+sTHmb9z5vzTG/CNI9xtjzG+lDIZh+OfGmH9ujDHf7CrQzBwPCgJVZcG3aBbUv8UIajMUNEPaZUZd91Kr9AEktEgfcn2vk4uqmNG4XYVctjerMc95YeojMBbVcY1YZ2ke8tzAkIb5XOemGNS/5jXE7ABes5iR2ZAcqLdNsuGaII0F3ZbkehKcMDmzEyl8JVLlVcRlqtm3TGvfJuwC3iae393Xms0CkbsyKeOReFuLrNueJZLnWNEu38rHVlwTtGhambRRlMAquY73+2h550uI/IZc+hD1qnWhrTolElbnrmOQr66X285HQj08hAhY6yIBhQAAIABJREFUzTGNkNfsw7kaj+s0cpeFB0wHkQzP5zSSXNeFJ2dVQfRBFykOW7iH9biGSGJ7IfogXvfrfK9shqJV3sljB7ltLz6qYvTAl/MNaeR5HAXC9fvE/vozJ6oDRDJrMJyfnRIHWSAa4yCEvcNHLF6VYtrhuPURBRtlv1bVMJa8vBWMGZx7btzUqjRwtnd9CnOgV0Jh+j7FtpMis1mMfol1zMzzAULNSSNhGDCvcL4S2izqfpdYi/6MSTsXxe8iRIs0xhg87c3VuqhtYay48rA9rRQuEvJqse0vaSs0FYwkGLdV1NfjuDg9P4es2hCxVAiaN62FY4JwWDXpuoTjtnKN31j55/YAa1Hr2vbzCdcvaC+ouy/3gFFOYdxVru4dyF31MJagBD/uhtw+dCH38nJzv+iEXorr63j8DgB/D6wp2XWnKGWmyiuKUFDwWmIt1W36n40x/9Qd/1NjzP8E5/8jFy3w3zTG/J7+qwghhBBCCCGEEEJICVkNK2vt/2BGB+u/sNb+pTHmvzDG/JfGmP/RWvufGGP+3BjzH7jk/4sx5t8zxvxLY8xPxpj/+A4yE0IIIYQQQgghhJAvmDlRAv9D5dK/LaQdjDH/6RJBhhcqzX1k0pOLh3XdNAfV0WrMS9Dq1UwcZih4iykk1jR3RGqfcaqhaoyRTfZysqDasKCRryj6zsh4TXrlD0lgYFLrnBOUyOkiVpLeusp1BcY+OtYyrpLEsnYmqCBH56W0WO58BVxUR8/af1qfv5KXcE7rLSkPNa1kEqiIKuUrjYWon6IuDYmvjzTzwqRPEiYI2WfXkuFqmXG90vGjipBPclew/Fo0hb1dsVhqM6neWm99DSaBOXAKFC2HmbyWU94r+bE+vz1wTIlr1Y3R7SJpoABcUtB0bv94TLKyn4OU7WU0fTm1ikkgmMZc2tE0pTtBWsi4daZNaKrSXWSzJfuwN8YY8/j0GOQ+7pPyB3yEN/Bc26WjpQd7uQ5M657PqbkSmg/udmHr601morUBOu1wCGl3x0fzkgqehbLpZiA2rfImTvIs6jrXtjNMLwbhuaeNYG9+1UM/9cLI7bBgsCnbNWkdL5dw//l8hvOpaebOQJ9DP9TCYtBB21o34OtK+dkCGVRu72cjM0E4dLb/NdrKKaZol/M4H87nS3LOmBdjvHHmpfA8H4a0bSuoA5q6ilvWIZzc7cPxpU3bAc3pamiP3S7NGKXyc0NKZ4wxfRf63D+H0fQTQdPb1o0Lq/jSmPbgA8oty+DLu5xD/r1gbrnfhT7vYLFCS8LK1fcCJoEd2DLWgm+IHvrRwvpQS6Z+NfbZmNfD4ZimM8acwHzZ1/HzZ5w3oZ0vlzDu0NQPhAQZ3LFiGop3D9OT+LrJ6VJK9pb3cmldtL/NmASGvGSTwHWjT0rzLLRSXK877VCzjXd/dx3G3G9sEEIIIYQQQgghhBCyiLWjBC5GcSHmTs13DX6rc7flTmSXOV3PlbbkvaWqj7bA6XoOVcfsdV64jkXdWvCKL6WXuizMps0qDJVoBmrXM6lnOH99eXkNrZ2S2f1SU3NWvjCAeqEZK2z76Pp8R+q5dSX6Iis6Xcc/ruu1xHe7JX5GR6z7VaicuPS0ve4lX9afJPDlfuF5276/jbmyF60k60mieL8exAey8kXXn0fFc7i+OwStguPjQ3J/84ew1Wt/cnkqmj2oEdL34xf9TtCUMcaYzmXbtpDXSXbG3BxHrYP9IWjYHL55SvM8oVyQl6CqFskKaVvBSXwD210L6jZe+wPnNmoiRE6VBQfL6GXaH1XKei9piYrjYLww/qO6Txdvylw3xj8/BnSObtL2UoaHrCyMDu/Bmf/p+ZMgITiBBo2hWniudblHoXLBVuN8iDSooOsGr/Fj4cFoZc2e1rg5AP2MWmQRfgMB468TnJPXDQQeAKf90vBCwVEzqxP6GvNCB+6iE2jU0HR/7CQ1N2NMG+0//VqkjVvQepzaQV4TAuAcXdHG8k7vLxeYb8JaYzFgwj6sNbhG+RZFR/rYRpWgKVlFKq2hnRqpzaAfvIbm44dUO9MYY4ZPodznT+N8aUGDD9sOx5Jv2xbHFxx7ueIYGMozcHq8vN4eS+NeWuxFNZutKavlem/9tDDm4vcJwvNFyXXdsEbX71yrT7/c/TchhBBCCCGEEEIIeZfwhRUhhBBCCCGEEEII2RSbMQncJDn9uKV6bjajUFiiAS4m+HJdA781b9eyy0p+z4Y+hBBCXpfXfGbYjOkFPvYw6SCceztW8KovJnVpV+6QW5tMvn9+mAqbCZI0K9vZiedE1FlQ1L12gqKdziYG+atRZGSV80yBbhkKTLDXZNEadacuX1xb/pB4F6zqhmaDUMOKEEIIIYQQQgghhGwKvrAihBBCCCGEEEIIIZtiMyaBL6MT3CuqAKqFdoKu5hpREtbU5lyi4tcrNy2LpZiTxSrH5G4mpQXFSurIi7Wg8fV2Tk3dmb0qAV9k+w41r+RAx8tYUMkBo+lIwXTQLAVlGKILs0XMypCxbLBu2Z4T/WOKMKV8mojGyooBNteMPhrKun3C3GpALZtwKzmIY7DEJEgTYpiVExaftypZ1rZi9KlVKLHZsdevTxGQwiTI1rYg8mwuSg+WFq0l0riJE0yHU4QqOIclXc4hOtTz83OSLUbWCpHqNHMpOF+N8bRsI28V62ZMa2uI8tWEiIUoY+0iGVqM9jcIEZAgLKuFKG9VnUZGwv0cLnFWWPDsAPdjO7o8MEZd1ItC2hc5J3fqEU8zDxjhtnjdkyPZSeu7tl72rv3rHd6E+Y7Xh1peQKRgehjh74BdWqeJ94cQIe/4+CEcQ6RLz6UPmfm2r7V64dRx46bXmt6Pa2j7ulLGuJNhtz8ksrzM1keyHPqQV12n0Q/rJkSv28F8aRopEibMgQbXMKHTK5wjIa9OmGYod+dua5XIkBitcZp72mMP/5jat9ZSjGcGnGNKvtN5GItV2gZY1R4iYbYQvdJnhdFEB2ikVoyaGa7bKMKmJGxI64aa2SmRJVuIsOnX2WZ3gBSwtu7DWLFubtkqtO0QTeOxbeLlJffkw7W5YP+yomeapTuK2ffNSVjym+PubECGrOntalldhRpWhBBCCCGEEEIIIWRTbELDajD41W+kf3Fdwr93LHnr1kdfRqSvGVAaCCH6QlQ+dimnUYpsiqmMXFIozCcdFMGkb0I5DQlse0mWHnPor/dE/CX6esUwba4Jlr517V/8+5KoFWe+Fo6+7mQ6r5714tznkR9VnqjPil5nZ1q6SCtqTFvNqeM9NKy6+RWPUkpNAE1faWM8Mwh7e71ty/QUR4Hm1XD+PJsKLhgzeQ0rQQtNEyAaXplPwgvJrryZsVYkwr08Qvt8la/hUzI4Hpaoz73MxOe1olKVpokiaw8sLMT7rp7/2JUzUIi1siXHvpk5oJYa6wwZY0xVpVpGxhjTwtf/y/mS5NX3uJlxmirK4lyhZpdTp+kFTRljjNk5radhF643ylirjqN2wO4hpD0c0i2oBS0TnEJ70PLyQ787o3YsaJ/00uRAzbFIXRj+L1zGfhDnA2jAOMl0F+TpFa0fgkZgRkMrOh3atqrkPvPaIUONWiTpQlzDhOlBVclWqTxdAxpWA2p8pP17fHiYjp+++XY6fnw6JmnPlzCWOzeGK2Uv1PYhbe/u63uoI1TRa7LsYawddkHrKcKN8b4L+dcwxqNlZdJUgraz6VjcQVnH4xHOp+3Vg8kEPhclbU7sp0gD85LKgNpJThlHXduxjv4uQbkpwafpVVU3dwbWp04Z450btx3UpeuEel3S9c8YY/oLtp07h5pSLY4V6bdhOLfDwFmiM/fQj00/jteuTbW2jIl/+9b7cVwcPzxAinB993vQvHKLI46PDtaKYGwQzvXZhyhez6yhyIoaVosf03N5dxpW29cr0qy6xLQ3lLP9liCEEEIIIYQQQgghXxV8YUUIIYQQQgghhBBCNsUmTAJHpXrdJFC/a6TEnCZS35S95eUOV6DAXGlBwfl7wJHljfmiI1vZvkjJq6QNZqcsQzJ7VJmpxxibUGZynvW6uLz2y9src+cMywQx7cxi1SwF9dxsHQsmTmQmLFmipdYj6R+ZvpSd9eJ1yEpKGk0zm4qi5zz+o4zfW9Wv8yaBBYvo3dbbAobkQL68BTImgUje6XrO1Og+DMpfVdG3tJnGsf19jA3i0oVO6WDdinzaSg/UQTqcZI9NAsHw1oJZWp22XY0Oy91xo7RxFQWAcE7VlfFT+3LBZFDxz26a/ZhmD2aAx4fU0bZpZef4h11qEthCe/dtzjQTjqM6pmnryPF8mlWcL0pZPsaaRi7Au00oCzaB/SB3ROtNkzImy+h4um2vm7VW6PwevUQI+aIp2mEfTOMenh7TtBBAoJ08gisDDPp/cqaNpqHQzXXlzFPBlPXhKIxFY0zvxlj7Gcwtoc8kQy90B9EL87yCRtrDuD4cU7NINCVrI7OydK2JPZqAqZhgjhaPDwv/T8Gh4ltBWGaSPKa5lfG7EC3NyhTydcAAE53gJR7X+egY2it4PwDBLrLJXgDM/KDpRHHRhNZ1SqXsAdG0snEO+A8PBzFtA+PV59a16Cwe0k5jMAh7++O8wCRwIXffY5X5dbiXFAVsQYYMmTZdq0+pYUUIIYQQQgghhBBCNgVfWBFCCCGEEEIIIYSQTbERk0CJEiWyd6Ay9wpIJpKvy/WS2UvkS4LjmRCyNSRTwxIT/EXEdkDz05bke2viVRbsglCnWTZlYCwgR2uU64gmgxjtU0hr5bRivlHaK3kmMl7JMzq98lNcylcQzCp/5aVZFnE0GwL4HW1mciayawSmvvf9r8v7kpZ82dwyGqlhRQghhBBCCCGEEEI2BV9YEUIIIYQQQgghhJBNsRmTwGtqYtq1jJJrkq5Yjkj79roqeCY+zQt55r8nzGnXLwEj+92qcY8BdtRIVGKDFLRB9IdQiBJ9IxeZrYQpCJOmUe3kwlphRCfxnuiv3Ci/FwvNGcSqLZR17lAo0PUeMm0/JhoTWzRhEG6LhhxE95GCTqlRdnLCh+AvcsoSkxtcl3yIwxkRffx9+qxJIwnda9TmDG/mnF+7/CVpSpkzG6fopgVPb2lcv28E05iM2VJVpxGWVBY/O+r0FDQ+9oOtMmlhntdOdgvrD0Yi+/z5p+n4hx9+SLJ9/vx5Oq5cBLVLI4+w1kJkLfeAjyKlYhQ4V4UaoqZVO6FexpjByX6BaFyfIQqc5wLRdStoowoK9hK2GIkX2quq08mB+4FBNUtL00YbG2n7kTWXw3yFk0pUtNblNSvuoJBx18l3+iazVulUfwaeoXUTIujVddq/Q9dB2hDtb/chlWEPkQHrQ0g7NPskbQXR1nxkNh/hL5HhHORqO992cn/0bnx08GC89Mp8cOdbg5EBQ1qMU1dVY767Q6jLfidEoawgchu0cytEMu1wKML8t8LPN8jWVBg5VJAhNvkc02pjDYeXr69VEsdza8y3quW29dk20S1K9FK/BhqMAihEYIzWAYiaaWHc+uDJMG47eCpI+eJvHYzAKAUDt7A2d+64HXCk4PjBaK/+nLzL6qIHiEsD4RorKNeKv5XSU8aENSz3Ozb+TXV9J2gz6+Y6lLsO0rbPWgDwZaXnzIDnXCgUZhbrdYT2riR/4/L6fHHbWEIIIYQQQgghhBDyvtmwhlUvHMX49+UDfNXMvejDvGrha0ZEhYfpu70Ov6304qFIrXxtkFjzyzi8xy9IG6iE2/ro64+SWSedzDjDhHyjbKWvL7385WJNDatKkCu67v7FCVVnNGE0x5urklVVmd9GqJknatvNzilG+bB5/R7tgv9SNEfDyn9dy30hh1OaFqGscIY3ZmTJ+J4tA78UltzXv7j7Jf4Lp1TSDHJjMdcPmiZliQwzmZNndhmX6lb0QVDRDvDtUPBseEc+dY0x8RfsCWXdmr5815lJBGtCVhm4Ex9aM0g7pYdTsW6KpNkD98HX8mldgwTt5Twd/8M//H463u8FDSf4uv90GJ9SR0UTqrNBA2qoxvL6Sn4gV7tRsPoY8jo8HMV8W6/Z1Yf8+89tkq6HTc9uH/LqhMUXtTka0DSohfUfNY561MIQdsGoDIFtXtfSPnD+IttFXerWW+2L/5xn2JR4lDG6Q3tWOVWlKlYdTtLtQDulOn6YjlFDyg/oY4u7SxwgqdZU9PRGLa5DOh6rfUjr5d7tH4Q8jal+DHPg4lT/Oknj0Rgz1Km2Rac02OA0c3rQ0MFRi3O2dlpij4cg42GfDrAW2gt/Rwx9Oh8s9gPMjVpaPyqcD0ETbe/V06CsC8jQuvWu1/bMwlZG0ixyQsKhG2tR2lCHfjoDBQgafMYYM7jNzPEAGkXCj5IeNj04d3F98M1wPoc19BnW/L6/JPnWMG6jeSxpeUEVWtenbR/GAUrdYx3cmmwPB0gB+e9Au9DNHdw/D6AGBrtAKExZq1ybD5BWVAaNxsf1zUz9FWhY6St/Wog8qkNSXbteErhoY5/JaxkogfRuAIl2U9SwIoQQQgghhBBCCCFfCnxhRQghhBBCCCGEEEI2xYZNAmWH5vPunXe9xGRsVb9oqnfyBeUuAszmSu5a0QxMvXOJtqCiy3mrSaDoVG5IT7nCknNViXNsNY1Nyyoh2wTXVUvj2zPOZ+dJlN43t3KDeChS4qh2AJXuQVDvRsucXnMIKnuoDIc5WWAlzg5b1fbWA6rtRZZN3Yu7X5KOxXuY45Xmu9R461bubWantcGS+r43k8BF4yqq5I1bmzJb2qsMsDjgOjEIRXQtOM2Nzqfmy2cwCfzDH/4wHTdC1Q9gbnXcPY1Z1YqJbYXr1mQAFBKgCYrLtjmgSSCas0Da05hX256mc22bmkBFFRhCXtam8uIjtkEHy0IjWDB1xFIl3/faABTzjQ3E5Bulgqe08uzMBfJ4KYUxM0e9q0MDjukHwWAF69p8+DgdH49g8umSYDfifXX9lOTbdaH/T3jjTqhpA+aYrtwjmCciLTqc/nEMQjCcT2JaX90KTYsVuxbvvHqAtF0njFvI47AP4/bpKTWRPZ3C/c8tBB4Q5kMUsAW8kzdSb8OpQx1kOB79MZR7gieJC37QKqbQwtRTA8lI8QxiSUMCL010vdH2N5VLi+NLMLeEvumgPaOp6073YE9n0YhO6F+UCptDsOI0VSPtkuT9IAY/qPejyd/+KK+h/jrSR7vdyJY5KSu3uRxyv0lKflPda3N4YyGa+Vqv/rGE8h3X6+zR7vRG4ZU2mNSwIoQQQgghhBBCCCGbgi+sCCGEEEIIIYQQQsim2IxJ4CZ5DduXWxFCC7yZqK+hFvhauocvi33jXJf2aTZIICGEkG2zqjl+DrR7F8xKcgW/N/vTN2PNhix/qmfvsGgupSYScoP7xP2aYDM2RwbrTdKVeyJ5c/kKsmTTFhDJveB+VYACNyZiuVqfXnc9UeDFpKzCklWsGsbtuknwdG5+6XdDjqWnx4FLsHP6/Laa3ux9hcziS22zt6gXNawIIYQQQgghhBBCyKbYrIbVoH4JyNyXeeMufVW4JkV6pLDgo8K9uNcXhkH8zDKjNpkvPTejfJERv+6hM13vTHPOBwyXxiqveCeHnTO+Lk3FQcHZ2+6lWVb06azA63k22/nze8l80fOEOe36rAJH6pJPdTxXKV+d5S/JeP3q5XlfGKekdjqSCQ50RYfCwCD8pX/FqF6UX4bcRtqXeSElOrGH2zJVNGUjyKrlv8xKc94Z5xTfNiNbJYdA7VLbzNxFB6p2QRuszb2eS37tjdfm8MeQHMwYEXV+VMkIWgB1qDmKWAte15tdSLHbw7rUps+X/SE45v3w8XE6/u477yA7ctseJHQiPp8uUgVM1wW5el8fqIO0oeohWEV7kR1S+zToZNjWqRPhARatAerbC+M9cn6Mx8JDHa/j/lIeH/JaIznj77KOiKEOeNa1g7bWSI6uNfzaGMuiONV3jv37PvT/MGCfWScrrMcwJmoMTNK5cqPG13fcxhjTRm0PM0LaXEEj9C7YiOoP2cJzzzuW36UOz40xpnaBBQaYg4MYOcUY8/+z9y49kizbmpCZuXs8MrOq9uOe292n+7aa1wQmd8S4ZyAmiFnzB2AAf4ARTHqImIHUqBEzWj1EiB/ABAm1BEKAhNQSLbgNNOece87eVZWZEeHuxsDN3D5L+1aYe2RkVdQ+65P2Lk/35fZYtuwREetbK9hos9nPt9odt/Gmm+akhQjf3pGPWVCXhXYbW8pmtpqpnqw1Q5I9eQjAbeNYp3unvjwLOxLE3JgX82nezIRzN1NjTRYeOyGxTVw/0Pz6ynzMpq4v1zAPddk2jUPTletS1ipoBNtbLe4fcY00xa1QFAZ7n8bnNPBEDgMGxY9bQpYFA/e9SxgceL5lkfYvY4VY6QEVqAnD0ws+HEhJa2h7r3ho8dIfr80w8wVcCmtVRNt+66aoh5VCoVAoFAqFQqFQKBQKheKmoF9YKRQKhUKhUCgUCoVCoVAobgo3SwnE79Ks6MRXuu175lUsXNe/r0v1jsT1NKseiqp5PBImgIhVRI6mrOuaGJlyxbEBUDVf8btSwYVYcEIu7kjjMcL4RkaERAm8yFVWoDhRNJcRSRmxZRT/qGENR+GKZc0u1dewbJjT1OW58jq6gldofPUQm+B+jR73THjE5/5MmUKAZEHd+e3zgVejtF/kjrxsrFzOBUiXxHBHpCohL6DKyFlPh3NS+y/0xF7KCB3IvVI2tLFS6JBRb9ZM9Lf5Hes8UWhVSNocobm5PoBGES+QAVMpEqlodHEW7MBTY4SzDNoiscsG1nnbwHyI9g7zoms38/U7oAT+8OP70K70/uPj43w9HJ6NMcZ8evxE2mrMqU9W2AeqWEaXgg5HeupogVolnQmCThugPVlHRh0oUhbWBByT+S0cdDRbZsJwfsH5PRcBRSGtKFubmeUwKmo2tEhVSw+cC1QzgX3qmBoFw41UoREpQ56PQzSl4ZTGbBiQHjo1yHfJvrZIa9sAzS60B9frZvMwX3f7+6J+f0zlmlOqd+zKjyOuS/pqgr1voExUcwdlbfdPU/OEA1sTbNSBvqzl+orzCNmFo3De224noe1dauP2blsK2gP8AWsVae8IC9eIFMaxXD8s2PgAz/3xWNSF56mmmXTrWt6vAT7/xH1YCoPQkCntBOJ+pJ01MI+bln8sHY6RJlcJJ4G0ffzMwtaKHuZml67bsUIJHFIlLZuoMKljtTiOjbDHuvBBo8nmAtgoULNn/UufX+Z/+fkHX3Pzvw6ek3456YPueQp2NvpXpASSKVCF9Aren9tbOSgsOSlFLWbD9I1RAmsBEmohL64F9bBSKBQKhUKhUCgUCoVCoVDcFPQLK4VCoVAoFAqFQqFQKBQKxU3hhimBCWvczNYlL6sRE/D2ZZSsNy4qL/dtin37CnhKsCsUy2ha6N8f6AyCSy1jGsoMqJh2pN7uWUKqmDZmueji+o15O0rgG2BVU0Wk7CuzyzQUPBIvaEx6hG7dOCSeuLEvoXfN7+MfbFXmSYlejf7MXzKut21kJbVIFSplhzG1r1+ljzXCUxu+gJc1xfqWyshNeU3JbzPP3/qwIe3tQ3FhzEKO7AVgemY5mIwZiBEPkOULkriZ4RBkW5RNa1EHGa7u7yLlKgkfj8/z9eHzVPBh4BQo3ML6OVsVp+C2sQ5kKAiTJzFykFPIhDFzHFZbyuI6kWVzJeU6Iasmo+TxjMgcTZXsygkVbVjvJEqgMDwUvZ3GqV+wcsWEgD1kBvSe7FZAoWo3idbW7fbmHNrdu/l6+/BQCjwnW+zxmlACW7S1NtDt7kmZxpjD6Thfb7YT3XUU4j20cZ7CHGyFNbIPdNfmmHTUDDzDZheyy233iT+4J5RAi4cKyAjXk0PnYHDfg2tfttdlpxKg0I6kb5ARsItZFbd8le4H3oblOE8qwuNT2wr0wYX8L5/HTzjbBKRdI/3YknFwuPDB+DlHbAwWwTSN+D6Amae328l+dg93IJH03W0TVTFmU8ypoUjNjiEcOBgrjVuPACv+cR6r9tiK8BUpgRSVbl3lnPhaSuANQCmBCoVCoVAoFAqFQqFQKBSKP0roF1YKhUKhUCgUCoVCoVAoFIqbwjdBCXwzUP+1t3Jt/Pbx9bpb88u8HffI22mJ4hePRWkCvxJI2+waCvZVccGsXKLbN5jsS4rkxILzkjz15CsasfjFFdQ7W3kuVmXJvVpZtSyQa7JQYl0r9iqyb1lBNP4hZSatbYG2Um+9iZV3zld/poKKKGYEYxR/L03Ir7XWrMctHF/ySAaX6Il3ok4rqoxZbUhXtudVWGK3cZ7W2nKV5n2lDeiXihVrURZahL13sd3eEF7Z7pzCfZtrr4zY9vUZpqX3akfHa2jo29n1LoN6WCkUCoVCoVAoFAqFQqFQKG4K34SHlfQN4bqgcIvf4rL0y9MLv7u8sAmvBQ1aKsrGi/O/57Myr48Vv3YDRvbTJdzz8dcw4Wvb6q/W7CaL1C4BgzwKInMwuzVqrqgrK8qdV2j+9G3GeqmfiFtUvQ3vSP1KkTej9puKviA2qWngO/6sPWTcccy4VQgeEizmaBaHOHpbcIX4FQkL8hJCEM+qbMtuUjhpDc1qDI8hAGpLgiZbC2MHdlvtrzTBScNsaJEUIjb7lWzF+uDpL+9luc2K9c1VGpAlBWBBdwWgnteh1p7awgTjEMd0wZyPdkPjdxvQA8SVlteHKJCej8S+cO5levZlpGwHwaRbaGMTgwtD8XcPKVjz/bsUeLeNNgxD88N37+frzXaTHpBfhxuI7L2LAaGFIMYYqDoGWLbCPG7D4ohBikXNxgUTdZdNzbh2Lw+EnLkGQbvouSR7zq/5vcoe6YWCmSw2aw6azw03Ps493vhaFtUwwpiOQlKXcYx6rrQVysIEAXmygFgWjClEix/6cj74gQfFbtguCVlQxlBuf+IBzwcuz54fAAAgAElEQVQSpV5ay6KNo/mM4nyYymjaNMc2u3sq60L0cAx+fxzKck9w7wj6YH3zFvc6WCPpWRPmC9iKI7J4Po4tGHpuM9mQhTqWOLTOU144Ac17dzYhhXNNbOt4fvbi82x5qHja4hrpNqQNYIsDrPN0mkFl8bF3pb6NMeYEe/PHT5+ni9/8Fiuerz5//Jzei3MLFwjPrrldf0lvnOqRtOKwJuOtvBeX4WJ9XbONoNy6I/3yvSqrYmF7lxT5GhtTDyuFQqFQKBQKhUKhUCgUCsVNQb+wUigUCoVCoVAoFAqFQqFQ3BRughLoDVCfwr9j5jQp+aNFmTUUhjXf0aGbO/H75N6z18UFroPjipeq7nngC0h1cDHQB5S015cutatrIOViWXMNK0xC1Gx8sCKgrFlCo7gEGfOmpr3zjXztiC+xRFtc5OCk1BqVUWo5ccvOKBdnizWZy33GZzv/YpWdTKgx2R2kBIa6GmHdG4D7VHPFdmf+KhHbBXKVpbdFCgPjbEEDW3DJb5qyLX5E6h5SRSpW2qzYHwKdIB9OdKMGa5Q4aAFZDwIdQNJw7IFbMeGsO98vpOANw3JapEhVDZApo2V7fDZ7oXMle8cYGPMKUzl/LYyvNGYzvRBUMErrQ2SooJs9oRqhfWKvh7HU86ZNEi32cShpmu/fP8zXf/3PfjVff/9duA997Np0fHsP9MFuE+tLwrv9NrWni+sHt4k+o7tMemoEqnsUzbotyEZ2FlJvmuwEOr03IE3HdvN1uy2Pq0gDQ7qlbUtbxDUD62BUcwdVoS2wGYdl+ZnqlW0O6QpuuzkkAddXXF5w+Wpc0gdjafZgUyObY4afe/KAwGRuSMHRY4c8jukGrhPFNaIbgFwOC57bbgvZ/ngsmoDUcWw36qbdTG0gbDxjjDHjMLW3PyUl9eORyjZ2Kmt7n+bYnbichv0D9oahIXbbpHHqQZ2HoaQEdk3qF9pKh7YQnwsUt5bsgT1w2VKYgULMGGOMczhfprJqe9nUhvCv8FFzCG3AehsnyAZbGYY0TmwdHwUeIDMF7NcOaNXttuzd4fScrvGMdWLzJb0/xs0MbCKjBB7TmD/9/PP0b0YNTdI///QztOdYlJX9UTlLsPF7q4+0SDOngMFZ92n+61IC13zWRrA9R1iu6/DZB76a8IqCwYYXdlMcZVhrlBKoUCgUCoVCoVAoFAqFQqH4xUC/sFIoFAqFQqFQKBQKhUKhUNwUboISyFDN4vOlwbg1X6KJF3gcXlV3b0Z7hDYyl/gruBB6Uq4n2Z+k8lckW+Pp/K44DKvakmXDet0A3gLr9RJX2d7Us6L1xYUxJKmRmMFkzdSsymYrcYVeOD/mRsH6/sVX00jfgKbwLD0JLdLHbLk1ITVrhIHq+8pYr+i8DWUtsrnK7pk9bs8Lx/o86kuQnZeaSpnY7aqOAJd71NeOEz29TK+n99fQAi5p71BZHzLdEeoe9hWXfCbqkV6GWWpJVrINZBT84Yd38/Wvf/1jqAzrSla674Dyt2lfippxBPpQyIDVCuOVrx9TG1vB1vrnqQ0HqqMckRnVtpANNJ8kRbuxje2mbAOuL3lRzIL4QlCXBAobkeVMVGEuZBlnwy1CGcteafG6pM1N1U4V932iEg3SnA9t9OUtg08s8FYyGmeH7Y3X6flmu5+vtySbnkRlb3clffDZJRqWDXbZbrgOIg0Qr3tC0TUmRbrw7nG+dxKyBMZsnptdogRuCT3VGNC5TXPTkblj2zROPgsNUVLYMCMp2oo0J9lzJuuIfUglnl8BZdlYrUgJZG0QKPxDsEcky6063zLqL+h+C1TEHWsDLDYnYI/2PbEbWx4arZDmGmmNp5Cl0T9xW0T6YKRTZhRItOFVHxreGLW2XNhU+9Uoga+rZFXW9xqEdeum4Mt17RKoh5VCoVAoFAqFQqFQKBQKheKmcLMeVldB+CpPip/LvuT8Br6rvFnIv9gte65QfBXU4uSvihx/aRsuCNq+pvgVsnJQ7fUF52vv+aDr9Z+dLLm68lqy5qevVRXbRa9Ie1V2e+EmdbmOLtwkq7LLE1Jc1Xtx1Vu+eMokpdwaVDYLYm/pfVoWyDry6/yIZVVUy+xK1Js0Zgzf7EZ+jRXxW8fy+bimrGuaxMXrVuX9da21L/7N52Yu+rre/xFY2heta40+l+y9lxVG7mUNA+8TkvQjk0RPlat6UH05y2M13cY2Ut05Lyrr9X1jn5z5eL3VdxrLa3tbqIeVQqFQKBQKhUKhUCgUCoXipqBfWCkUCoVCoVAoFAqFQqFQKG4KN0gJnEMNLn5jlWNalbfGg4OJLsCvxRsUK5MdlrtMz32v8E/EgOVn31oAu9ylcg1DJaNkhGupixnNggYqLSkZ+PyaTrarzM+Jfxhj1rVr1Tfa1fiHEHCY3RX6GMNfLtFBtHFroeWC67SL4w9xO4e2rATjbzagkaZZbqMN0zraYoPGVmrdgWwMgLsRgq6eRghOHpMXCIM+4oOYhECcD3P0UGwYlY0Upo3FoMllINMBAqm7imVuG0iYMKRBG30l8CoJgJo/B+pV/HcJP6CZpKVgqg6CYcZg207o4hCLgGjvkr2ntfn87PQeg7mmgLEs2LeF4LNOuCYtMLnrO1tr0L5gnFigUJfsw1YSYqBuYiBiaRzmEwXGphUW/THMHbTL0wkCA4fXOgg8jUvGSEwRAzR3MAf8WIb2395h4OlU8Ok0vrxlhiH1oQfDioF7URs99MfHRloelLv3pSzqAzGe4jhhwgS+LsYh92O6m+srrj/JjkYH83wolZuZFM5jliMHysW5Q892UDDOl4FQMnD9GecxQX3BvuexrOl6IP1C9AMEqR+wren6EIIxH8FWszHHt0LffdZt0EdaBaHdSdJngzaE8tFWU2DoBqNTx3bBPWyDP5bjgEHkYwoYC+Vjv0aYT7GPDQ2+b4wPp4q2TYHatxAsHtHGYNxgJ9KQzVOrklwho3Nlh8by8wfu0QMaPEl04Gzq7yhUMT/HakPDpYRNQ3bbimW+LHcO8G+5wtg2IJ3HfRhTiwkASJKjERM2gU2wcw3O3aMHuyLZd7JzFZpqQ/ZIHP9ZB3zf7KG9j08H0tb0x+NzSkIQ+5mtX1kA/1jxF6D7VXh+/tLPz7VY7d/Ox/IM60akRst/ZWu/BBv0Up7uC6iHlUKhUCgUCoVCoVAoFAqF4qagX1gpFAqFQqFQKBQKhUKhUChuCjdDCYxOkZQ6U0HmJD0KD2ZUslJlLrmcHngJ8JvBq2ajqNSFGEhlTnAnHMgVwxq9oGzmqM14FIDat6piCyvlzljCKXRRVKKBBToD1DkIY+sJrUDGJNtcaoDMxC8s6pLKpLHL3NEXurRSdpJQrgPKxyjYgQuu5ejR3RAGQeZxnVFJ4H6lXdaQNkDFDbjyG1suy12XZHe7iTa0320KOWOMOR6BzhQoFQKjx4w404OeJH3NdEhUmDB0XdcZY4y539/N9+73u0LuGVzcnw9P83VOBYllAlXNly73Ivz5NQypaJvQ7twOgMYFs6dpJlnXoTC45AN1Zejj+sDb4gmdjZNZYL0bz3d8GFL9z0DDQcpORNdt5+vtdgf3u3MtMAZoVq4p2zMOSE8VypgBVLHwnjRyDQxQG6ixjk1eY+Y9HeeoZzQOY8xwnPR0ALs0TyWtabdJc2/TcepUxHafdLjfA+3RlhkJ3333br6+A3rgfh/rS+8fYI4gBTrShrL+Ah1lbqPAT80ocHFNEGi3sSyHa5mg2zk7Icy3fE0PVKMBnlfW2BHpq9iGltFTsd40JhvS3owShHPWExsbwD5cSZHL2wDjEHTbVyk7uEHxoAORHorUzaHnp7g4d1BfxqU9xwY94TjFtc6Yl2vC1M9hlFYrAqRLwe1xoR7syN+P1GBjjNmGvabb8jKPx9BHuNf1Wyobe9ZugAbcsnXRGHuMtgC0SLK2W2hrRscGmXnMsg8457k1WBZS8LtN2V48dw2BUjpKK64vz71Lzm3zeQx1kHUhjGkWEYGvH3F9b2HuZpT1UNnRpPk4noAeSM4BI/TrCM9Hcng/IWUQ1k7bkfUDaeKB1mwbXFfT9fF0mK9/+5e/NcYY8/gx7T8exuQZznaHQ7kvoQXN++2iA3+khC6TK0ApgbAm4DixaACSKVWObms+Py/8NGiMkc9eL3Gpx8+atnBwGihrT02FZz5A08tUWakl8bsHurCth3pYKRQKhUKhUCgUCoVCoVAobgr6hZVCoVAoFAqFQqFQKBQKheKmcDOUQMi5svrdzCuwmqYNymeup5hhYnVLLsBbpyOoVVbrZMVN+/WujfU6Li+WZGchzyXGUJbBZv43lZBRLmKGkjdKW3HNb5Zf4ZG5GjI9dT2WaHbOm4Pu7j3PhrXU7rJMV4JMbSEdDGmDT2/5rISyXS1QNqJOO0J7McaYoYfscNHGpaxG0KOop17Q19zGBbtGG9ZWpAdtNyWFsT8mt/ZhTPUejqW7ewsZnyw2oqr8GiWwzNaYeztzPUdaSLvFBqTrHrM0hYxOg5iCMfunuCai9bUbqEw4psfDoRC1QEPdbSEjJXH7fkHESVdkHHqRVl9p/Pnkli+4YiHbp8gZnkrJeiJk2DRBT7h39CRjlG+BEgL3GUsGM5VtwFYYg3G7T3Nkv08UpYeHSA+Edj8DPZkkpcvCEGQJ8qY/hARqmd2OLI0XKRczprbCupSen7cZyaZaiWq4tFywcd8k3e6YcANrYLYelrJoHsxWENk+0C/bf5oG+8XtdnBTuTabb3zuzVkzMZtjRisJazdSpWHt3u5KanffQyZMoAy2XbnmWzhjZ5oVaHYvsQG5bKfyqS7rzp9MZzoktqXn9bdBY7jON22pA2OMGWykciVKF0k8bI5A0cM9Epe1mU4Hc6uBwpgl4B6JNMDtrqQ7ZhTZsN4JJ6UzDyoIVTimBGMon98J87wJdFy062w+hDYiLbaHOeZJqIN8eUudZK31WQpfKIuFkchCz4RrpPPC5alPZ52ffv6DMcaY3/2zn2i7cN06hjNS9jkHmsWyU8pYKiulcFxRFVHupZ+a1iTIm9e9C+ui9V+xrGvguu2ppBl98/pLqIeVQqFQKBQKhUKhUCgUCoXipnAzHla3glv7xlSh+MWjOumI+4nwlb+9YAZfPOfX/LxDf1bi/jS0D/hreLwW6s9+OSf3pHZFGUnWrnADYmWxcqXnrAl5v4Qgrrwxi5/HJBQsGLQxudVxfUn9icFl+S//rInVhAXVbkltYePguCz1WuIpROiYoedG1vXzHhBj1K3wnPXHCZFbYwDs7Klk47G9F9ptra1mjY3nDSayZ6tVnMUVlce8qiVHhFdXm61A5Hm9grR/iBIr27QStS6seD1HuT+Ishft3QvescXFV8Nrt8XrtkKq7C3YFSvOBleoguLCaTqzPjzzieSskS+KC/X59WdDwlfWoDHmNtrwanA3xDeFelgpFAqFQqFQKBQKhUKhUChuCvqFlUKhUCgUCoVCoVAoFAqF4qZwI5RACxSPQJ1AN8iq67LES6ncJD6xPqNAXCHAHG3CCgfJNW53NU/vxRVAVTW6A15XKAzVePgL8MrYftk9F8aaxhU2OS0oMmZy8g8JGAnfAYtO0Bf4x146pjQIsPge0+5yV26kFc11iZSxdO1sc76qKIcNF1yj2yCUBe6U3KtDMNuWULfyxuIl1y3/5h8CM5PI/haC03YuXVtXBn/ddKnz+7v99O++DKRqjDHtNtW1ub8zxmTxtzMMQM2K7uajEKG9CeNkIaiyRMPq2ikA7ruHu/new919KQd96B5SINvTqQy67sAAGg8aJwadWQcEYaXLGQRu3YeAwqhvHN0BApnaEAi/6XD003vD6TRfj6dJpyMJ/GqMMbE7DhadVtBtH2kDlUC445jq/w6CQfdD+WLbpIDFGGAZAyjPbcWKYTFjtjCC4XkYMxYUGYPExuDVUghrDFQcA+9KAaljuRbXASGw7ykEpN/eJbvdv4Mg9aGIHQQ07iCgMKNs7PZJ9v4+2UdLlr3dfp/+gLXoeCo1MQ5Jhy7LEDJdZxrGuLwxwLIQ9BsDrfu53POHDozvK5j4XALOgXxdimXB8zH1ayBBhDHJyZC1sRxfD8koDMyNA2nwEQKt+yxpg3/xb57UYwhzS9LWCBbth2rGm+kdaGsvrM2n0Eaf0XkhqDbIzuceXAzBhuczDDw/QhIM9/kRSovUu2TjHvcykuBhgLV9xDWDLM6nPvU9KtXBHMOR6WG9ncdBOGyNsy3g+iWcjIJ9YOIKycbjmm8xgDfp1wi2OMA8RpOIl5ndYxBxYmUYGLyFOpq+bDAmCDjF9VbIQGQ97vmR3n4+yYUx6bwkyfoYkDwzA6HcSBPHvd9nh7OsfcYY0zTJFtn4WsvWOn5GxmFw0uI6l4WVxIUe52Z63MAee7ef9p3jBxwHSKIzpDJOp7CvWdiPoeGxjmUswto6/1JuwW28l83D88mwllR3EVZ0raqyFZ+1fXHxdqhXweIQrJC9uP7z478U6mGlUCgUCoVCoVAoFAqFQqG4KegXVgqFQqFQKBQKhUKhUCgUipvCjVAC8Zuz6K6cXCIlWkD1+zbqpgjvsNczd1Oh5gs82tCDtMm4ZuvLuhzENbnyxhoXwzWJMy51CmQjIpUlU99eYMHXtrxv5+ljUrFAUKqUjwQEGKmqzaSa1+mZWUM1V1mSzJKHRf9suAWPgYFgmkDNEz3Mg2zmVSz45LvgXt0hrYlmOjMzFaxF6kTD3MaxKZzCAKQgbGR6Tjh5bpPoP/tuA/c3hWzbpnbtAm1tt+WUwBO4+g+BQiJRIzy0vA2D4oWBaIJukCbWdXyWRbrcwy7J7ggl8PD4eb5+OjzP10i/mMuEtjb5g/Oo+MSjvh8epjG53+1AIlXwfEJ6TnhfSJvowUYjLU1sStA56rbdcN32gf4zViiBHuhDHuyaUVSwXUjjc2TuDEiRyvpYtgEpF22b+tZ0ZRuGUyrgWKFWoS1s4jwm82YqdxqzHtcMgep+DBSmx08f53tPz0BPDUW0SKFCCttQKmG/Tbp//z4dubqgg4x8CuO/3wK1xcX3Ur1dk8pCPTckw2KDczqcrSTqb0asi5QtQscLAtM/UD6zGWyPfASLZWHxrniev4H38DjL5g7Q8ZAdyDJ3wq2MZjerAfcBpLq6F3I5cO5FCqMTrHxuF6zdPrMvVNTU32wOOH4OiPMwo0hl+/RULtriMKR17/kJKYGBgt8CPbVN+1pG6Zv7AOMAbRiJ2WS0t1AFUuSy3TZTY6St8TW0dWE9hi1UorePx7B+DIneOOBagjQ+G+nHpU0gLJ7RkOLoy7712DFca8gZrGmQjpfmQ2NLancDVLJ5lIRzFdJLo/0g3S4HnHtC39sN/6g5NmV9rXRei9lggW7Z4PiW7ELjICYFK/Z4gLPSkNZ5y+YkFGCz9aU82+E0dSGEgoNQCrg+WDhDdfP5lYckGI/pxdQcLAxfC/er1GP+On9LGJvKZ6jaR6zcCnBtvSKPTtjvUl2g54Wcv8pHlgy1z9qXI9V2UR1iH6/oz5R9ppC/0alBPawUCoVCoVAoFAqFQqFQKBQ3Bf3CSqFQKBQKhUKhUCgUCoVCcVO4EUqgN4UD4rLUBvA+QZU6ValDcke8wEtRfOWamQOqZa3IzhAwVscBM6Etr/2alEAJlPEJ1zFbkeRGWct85EgNI9SwnExXx2gq/J8MX4JwSbLeZbJh8gkrTHY7uHV7SWGzZzNMaJLpbCo4ZLLDBEhCRrCYKQzpdlKmsVeDUIWw3u0WqGC7kurXQLt220AJJHLGGNNiRrh5TKTFEKmGbayMS4b27oAut9sK+rLT/Xt4vnt4KMQOn1JZzxVKIOKao9RsUxu++26iLX64L9tqjDGfoY3PUc9rpqbcCmNMrtt2x3sZdVNRUV460EeZjaO+DySzlySLjWBTEk0p6xuxm/6QCnhe0bldpARud/R5H8ZsSZmH55AlEObj5jmNeRxr7JcFihOzW5wDP/yYxmG3CzQubCtS/oCysyVjhpkSUfk1+rqNO5CgjiajS0Y+trBrBcpNC3QXvKZA2bywUrRtzj7PSgAdMRv32GGPa36psSxLNVbhyzZkWTfnMBL1PTi+Ja1lfZToy0xoLxFrxcyPfS/Q4WbdYMcIvR1o6mgSY5Y1MdIHpSYS3SKFEsbXdaUmHFlULNKb4X7joREzFYzrINLeHYxnI+z9vZvmvz8A/RnnecYOjXMaaF4kzEAnZTSl84xTIGlYBmjLpkV6cbk2Wsj22ofMjSzztTEvzx+TXbQtP3/kC0tYm8W9bAj1whuCjTehc7hGtmT2II0YQzy0xBQww94gZE2NyCjUtQ8iqIKYAVhKmY3LeKDjH464B+OchvaMMRMmb8wc7mHRx4G3TWFXWxMWvvg6rPpOYRmWNM8WF+biZIwUr+3WFXX81hGO1MNKoVAoFAqFQqFQKBQKhUJxU7gJDytrym/mrvrF6rmKf4F42+/KFbcFYsSVH2Qvt4/KhCGBjIXYxlxIkF0zTWNQWwxuy4JMY72LZM+8LwODrhPdYBDPShuy5+GXRhbMdboP9Va1R9ogBJ+Nv1yytpBWFM9pv4TntXG45tLN2iDVT9tY8QxcBqLbShvWmKoTbG3pc1b/9IdjlyDL36va+IrOzfoQbJGPqSDrStlsnsVfy7Gv4H67pl9U9sxf8r0vgV/AYUn8hb3ieU4CYcvFellQqKPeKs9uvpBdtUuGf9AWV7z+TUGY52tK+Nq6qTvY3RiyRb+8xyTfyMsjuz5/VH4z1M9g5J3slTWuOW8NqS81ttJ5UX9LXTSpPVKzLrGbrFuvdDK7tCyKVV+QXDrO15lp6mGlUCgUCoVCoVAoFAqFQqG4KegXVgqFQqFQKBQKhUKhUCgUipvCTVACjbHEXxODhJ55b8Et8bmvvA/PmYem5BxXdX6zQrmx2tr7VwweV3PwlGhHr6/rMj9nt8JflAWBx6qaEJBRUifGSIyxG9G9Nw+6bot3pG6xMKCiCoKtOOTbVH3U07Rmoh4D5Wf3WcBPoV4SIb2FIJ8uBAR2QsBzB2U14T0rBKWcRdEWRx5osg3BpXf7/XxvJwQ4teH+ZpOCy3ZdRwRTu1oI4ulI8FePxgQGaImRWQhaut9AUOwdCZAKbdiGPmK7ET0ExfUzXYqPg4c1rgtjZaWgycEGW9BR0wm0xGAfFsaf0VasS2PjIMhv58pZghps2NqdyS5PxOEggnYfyn068SDTpyEVMIZkAVIwVU9doqV2T3oaHNoUDxg8hL5lKqATPfWhh6D/bBwGzCrhynUNYR3YNQYfJ5Q8pKfi3BhIEoIR2xBklxAQYtutEFR9nMsSaH6AJuh/u0vrh4F1LQbbRR1gwHM/lna3aVK/Bnh+PE3vYVEextHbNI8dKRfneS3oOsr2p3A98DV0tCU9VGS9BqrzMOCewudOsju0tayV0/89rhmgA8I5HccT/pEuiX0Nx2OqaUjXlhwUDqdU7wFkxzkwMxD2YGx8CGTNkrRMdaXrPr4nCIflxTS4DmRthbNIiCiNgaWluRNzRWAscJZAxkNQ7mwcMtkgc0rjMGzQbss56TGQOgyfbUrZAcbBRxsTDmw0+L2QCSgGTR+wj0K5Qx/HFMYpW2/Te9E+TtjvHjoZcML56jABQDoHxFIdRLTHIPGMUjzC2DwfU73+8bFsA8yHU9jvRhK6YGoLrFvNpNtRCPZtcN2KxfGtzAzRGGt7mUl72IChFkj082ytw3WAFIuyuDYzG5MZTuXcyY7rTpYzJg+O/+79O2OMMY3DNTDV/OlzCsZ+PE73H5/AvqCRTThbjbjBWNQd3A46z+fA9T5nXlzSV6YHLk859keCCi9yGen+cnqgelgpFAqFQqFQKBQKhUKhUChuCvqFlUKhUCgUCoVCoVAoFAqF4qZwI5RABkeuODKH6orwCO5oDfFfG8U/SlSpigsyH7DmCo62UNZ5R8QaVXGJG2Ol6/V3KhmQqn0UYGsZfdA9m9CGMqoQYShkyAanpObVsn+I40B0I3hMzw8anKpUOCM7pitCVxqxw3hJuwM30U15LBvRdqmN3W5ybe8aQrEzOSXQzFnvuD4jrbDbgDu84I7eBSrg/cPDfO9OoM5FCtrd/f18b0/oeEj92+2Sy/5uW8oOSFWE9xrStxHc+zfteUog0hEibdEx+qIxxgMVrA10A0kWqVnRc1yiuPWx3CwznDAHgnv9BihhTVOOwwDUqx5oFIxCidO0qSwgozSpydxBelgbODWsrcYYswXqZheokw2hLxpjjBlgAZmpkVw29rbbpHHadFy2DzSK3H2fyYKSkILblLIDzCefUV8INROodw4oNY7oYYT5gGPK7GY4pbJOgaohrYs4/E2wx6bjx5kh0HQyfbW85DG0YfjwAe6Wbe2hXwNQxhyhSps+0XE8XFv7PP0rmKrzuJeVQj6jfIKeCcWsRzpmoFmNQ0lVMsYYC2tFGzifTSPoNthHnpmLH8LG+TlQ6CyRgI0os0VyYPOwfiGtNVH3Ep6fnufrz09pzAYi+3h4mq9///Hn+frTTK2C9RjWChvs4kTKNCan4UU2FFKzENvdNA67bVpzHBoLrMN3d9Me9uF92vfu93wNG8PabKuUQLAZmPP5uSpQiWANzddeto7jnsPPIuz1aAuc+PuSmjn9y84/xvDzp5iZNHTNwuB1eZrQ+eoU2jj2aUwPjBYJuu1aGKddGr85LAeENOjwbOfImgCD2vcwH54PhWxOcQzzXAgH4CycHwLVzAlrAlLOI7WN7TlTI2K7Jbpl1ojpn9pnQ7xJMrwiMpYxrN1sDcXwFnZznjaPRtq0od3CnnMHZ6A/+fGHqcQfvp/vDTAJfvOb38/Xnz5OY9q4z7Tc+VyClMDz0R6MhZAHw8Wf0kpc8nnSGJOFNXhzZHuN+Iksf+WNmoK46DuCNVjVifOfeUnkAmPM9RIGqoeVQg7w6AAAACAASURBVKFQKBQKhUKhUCgUCoXipnAjHlb+rNeQ/IWch/8vrMmXv8KUJQbgLzYr6pilxQhkr/yeUAiWGrHmC1OpiZd8c7xGR5d/Qyz9vrZMFG/FNgxCkRivM4VMPj9lFn15vOYb5tAGa1dMVfiFijnAZL+cZJcV3WLwchLgeIRfkKIHRSv8Cpe1xzKPkYT4i1rmlSXosA1BwHe79KvlHXhFZbLBk+nDh3fzvfv7h1IO+v3wcH9Wtke9wHst+XWt7yHgeZu8qhrS3gHm/NweIZg8Yht+KWJeW0V7+/PFHkIbFs3AUG4L0taWXl4egvX2IMuagPW2lUb00gpTUVkysQXzbTvJtJLCerg/j//5cttder4Vyu1pcPGaxkCSlIu6zxdyUi4smC14WNFysa3SQktk+9l+BFlyD5M+5OWSdUUcs7LkBmVDUYcB25o8d1rS4v75D/P14TNxu5bUkm1WpRB6KvUnDAJOPC/gOgahH4TEFY2BpArhV/qNpK7QX1zdpPkw76HoLMw8HolX3yRLvP3AK2/MznYkSH2f+vv0mMbs8Fzq9tPzp/n6N7/73Xz9u59+iqXN9+63aU9ogqZJnG1jDN9Cn5+fqez9w7RmP4AHcNNmvoWp3OhJ++H9fO9OWPPnErL9ia0JCB5kfr4P99B70jHPYvBUweDSzIvPOwiK7s6fMNFTNnr5NYItsrQz4jo+Z1pId/JyoY0hMDwG9e99aQyuTYVh8hTHAvBDXVvwymbN7aU/yDjg2MS+51MMD8DgdRn2vV3Lz1U9BF2Pb+G+lsuGRAuwX4s5hWw6hc9tIWIDO7gbQV+YMAPfI3sG2qohCSDytpb1OsF7bbtNuo3nyx2cF3EYHyHoejxTSudmzgDhtJ8k+/ZhxMWEOFT4C4Y1/5J1rcArHJKWYVW3swwxiwvLEv28Qs/qYaVQKBQKhUKhUCgUCoVCobgp6BdWCoVCoVAoFAqFQqFQKBSKm8KNUAIVijdAzZdyjmq54v0V/pl10XpU/hgI1OY3F5fLRMW3mfAK700r/lETjtXzl2YdgAu7FPB+lrWogyyyZkWWJAsQntdkjdiGcC+L21mRhaCkcx2SHaBHPOmj3N7zxb4QqwhFuz0vnekT7bZS78VtrCUWIO1CZN7MtXGgDa41/Lx9ZfdZWxCZy3aFTiO9VkMZf1l+flUQW5GGgS6CorAx5oVqsWBb3pNs+Gz9a1ELX3BV1BKbVO7XksJUDMxn69dZ0VWQkrPU32NUQ04/jFejoANk08VrSTaWi++4TLZsQ/ZUKtfEtflCC6Ll3iad5rp4c3LOG6I2JyvjJ9hdTdbT9ZS+VJVYWPs3jXRMkPZ+vK6creZ/pVAab71h47r4Lc+d6+CaGrhVbYqz+EqTVj2sFAqFQqFQKBQKhUKhUCgUNwX9wkqhUCgUCoVCoVAoFAqFQnFTuBFKoC1dINdQrzJ3s+VcEe7ODtdZ1pErAqhNNU85ywRcxiUqhSWXe8IkkXDRN5kZNeI8amwWGbWWgRsqEcWq4mMnJRTLknxNbzYWbaJ0te0k71vSCnTpddKohHo7lxqTJ1EqaUkWZGO7ESMYlUV9EmPLHMGhDk8yVWK2mzZkumuhsaivtktt3ISMfl2X3kc0Yb5sdpC9iieSMk1ow91dyuC33/ByXWhDg9luSIaqEebTCbLHPD0fiSxk+YHLniT/GUa8TpmEBtK5AbLZDIEjQtcGk7v3j2GcGkEWs+TE5D5OyFp2CmUhhUWkzoXO5dl/SPYysKPRp+ueFDucT+KTyxpCoTTGmOH8YuPC/HaOG1hGnegJXRdlcYoEu7CWLzZRp9ncHHgnYwY9n41DWa4fcSCTPhrSt95jlkCsl8wHyKTXQA6jLItSLBfXCbhmmYIGmCTDMM0HK9GacB0O9bYnfpwZx7hGpnfcKJQ79y09PzVgt+H2KZuPkKmOZOM6nVK/j5DVbh4fKWUuZNBkWQIxyx+uL2xdwO7OTHjJxnHdCvqQ1ppTED5AW7JsrkiBC+NkIUtcSxamcUzjiJkB53EEoM30MBOJKWbotmnNdx0ZM5fK3T6nLH13s3Kgv5BV8XiYxuxp5GkCW1h/jmERe4bFLMvmeAy6tQe4m6V+S2WZx+miSxkpn54+gyzsvaHvD+/SHnmfnQMmWUg8aRxk6GMJ0nCpGmBjSxkrU/3jgGMG+wPJ0ImZQ8dQlhP2HNw/4nLXC+equVx4R2LF9WHO9qe0348jzB0o4xTm7IDZK4dy3xtBuT0obyCN8LB++BH1FcpF3cP7A9oV2XuzhF9zIkSuBAcZHLuQ8W/T8HMVbhkx023X8wyuY+wbLDBNwyfvvO+Z8/vICbKBouoZQX6E9QPHibUA10UPaxHTWU7NjR+8BLvFciNNWMhQn31mCGvjZgvjkM3Z6bllmSdfwM7UzV8w4fKa/PJfEtaoxYt/nBfN45SsqDCHelgpFAqFQqFQKBQKhUKhUChuCvqFlUKhUCgUCoVCoVAoFAqF4qZwI5RAgjVfpY3cBZ2Lopts+dwL3pMCA+kijIa7e7J7lMojutTZ7B8JV3X6XEEDzF8DacZwFNMNVAwD3F99ZdBiSZIYeiZ3TaQzII0Pmzjdb6EwufrgqpvpTjC8dqplizQxQjtpXHK5dkC3a1uWnS7da4CG1zXlcoDUqnFEyk7JY+na1Iaoe5RrQGMP7xPN4ld/+itjjDEf3n0oyjQmUcm2+/18b7vjS1f06m6bRPnoOi5rA82hyWRL13UPi0IH9ELXIN0xthUMtwWKJNEtjmLb7tI10FVmDCVNpmFy5sXYRBtrpaWe0PQE0UhbRRdzaSka4gNYm+m60+AcSPpkdF6k7uJz1gSk6TicyJRLmu41gRLaCnSHAalANlJK+Uwfsw3GhrYIsmHMLNKThDGbs0ji3HJk7p74msJctbN9L6OwEMoW0NM8UmpsSYM6QRsHoLaMhAeHrMRhmOg348j5cs6l8Yn6Z3QaY5K+XJfmWCONQygDaUeuLSkXDazBDjhSmy6tUXOZ/XNqC6y941Du19jfscfrUrdICc2GjLJ/kCsS+kDoz8bk9ME+UDMlVskx0JmOh0RbQ5oxDrMLayvOl4ZQWXFst9s0Zp7QOJH21OM8JgcnpLRvH+7m624TxgxeOeKScXxKsvP6nvr4/JT68LufJmre737+WNRvjDEb0PnTcXrv08dHKnt/P63vuGYcDkhDT/350+8mG/v5Uyprny1hqUPf/fC9McaYP4M96Q70HG20B906oMXSswoy4ZGGNVcrUMczuyV7kS/XIonKavqS1uxHfl6MtpRFABFsPDJ3xwHP7VAX2GU8IyHVjC1LSG/1YBMNOX/gOt7DOjDGNiCFFxaCSE81xpieUVThvVOwxeHI19vNHkI4BMPakDONMca0m9SHYT+d87bCp46477V4poUDCFpN1GlO9yd0S4EHiJYwzI89fd6QUBpIOUYbZPMBuxNlW7JHG2OMa5LON5tJpsU1EmS3O1wbp/Xhbp/mLjYl0ubHIY299OnJhSeDyE+vgG0QjfBHTbbOYLwMjMucPV9e1Nf29FlTf3VEVxWGCz1TmPDtwpXomF9b7wqFQqFQKBQKhUKhUCgUCkWGG/Gw8nLEwyVvCwFUqSyLvIcQvo685jd7fkEQvLleIQDya3Dhd+hXRY/fuL7WfQ3HFH5lW9pPEutzAthHE6ZK7Xvi7JcVUcqT50IjghcHegayXyAcelKhbsk32+gd0HbpvW1bepX00K4+U1Q5eRz8KjXYSfbUH+AN/CUxvffd9++NMcb8lR9/VZQZSjPGGLN7SF5Z9/c7Knk4xDail5m0zMWAn+dlB+h3/pyMMD6GYO6sXNRm5mG1K/vWkzYwuZey5+o3xpgGo5uXqntR8BArEATKoiwJFp1BcoMkbUAPHFvZuXw2/lAH1QPImvgLp6BbGLUkyxvDei7KRp22K2RFuwyPn3HXOj8ODse0Mr55QHxYS0gdI/wCjuM3kvUjX6qCp4LoYYWJI0L5Qnvjr+X4y/9G8k4M3nhNi/bD5iPaVLrcbe8LWd8nD53+Ka2x1pd7So9ehFgGW/Qlx/LKcSjquZESJmTDGMZBKDMGnH86pD4eDsmjDE0irldoq8xmGvDm6cC7yBNPxixgMSjEE3cZ9IrY3CVPuPv70rP3J+zDR/AcPpbz7PkxDdofnqb97v/9iXtYbWHh+vw89f0Pf/hMZR+eo42mfn3+/ExlD4epDQ68KXZttsPMV2PQ/18b/jQ9BW8ZG57bzJMSayPea1lMXQiqP59LUvn5/gRnAhIpH8ua7VbwjvR4uI/XQvT96EWGSWec4DEUvVc9HsaxCXhObEJgcPTmIJ4dHvUNXlUtOVNgQgz0oOqj0jPnSYykjlldiIcVOkKGc1N/4Gt/C15AZmPLugAO9vQ26Lmr7JG4FrVSMggXveJw7S/nOSZGwrUZHe3n2lr0lErlsuYOUuYJsoahZGui1zbvVwse4DHgPOoLy9puYQ8LdoP3sCnxsndp7CvcnMux5vN7Tfat4r5fMeb61w7f/vXqx/XlimO+EOphpVAoFAqFQqFQKBQKhUKhuCnoF1YKhUKhUCgUCoVCoVAoFIqbwo1QAhW/CKwIrCawSm4WrIm1Zle7lQVdF6SDjK3oNgvgLlyTauuyGGgS3fMp5aLsjxX6yOqV+0jKEmTT/bqsXNOZu7WysjjbK97LX7zg+aVgY87hawILylgsSO7bFSqwwl9snvlvYQH6VvFaT/BVmTyWP5CXmtfawvr319D5bg6+uKjKIjuAJb7Bstao42upLqNuliwtUdgT3XkqClcZtQITWvjieS5b3s+eZ+0irf9KLB5Fjmx8TWls0vjXxnS2CYH7i++PQWZ0XHYk9dL6jTQHBNlLrOxCBtPXwpc8+b05voXFW3Hxef5rDJl6WCkUCoVCoVAoFAqFQqFQKG4K+oWVQqFQKBQKhUKhUCgUCoXipnAjlEA7Z+2I4K7iwttCxg5OK6kULCStuuibPamq5jxFBTthqdxlLvNz9UuEop4qWRUzfWaUMCILdweUxYQq5D2PyqdtgD/ApZnlYnRZe4PcyAcKkxJ1IXuHbVL5qMdIl9tA1j1Jz851ofwG7vGRtCGbzBYyXDUNKiTQ5Vyays0mXbPsLBbqbTcpW9amKzNnDT5lh8kzMpHsLJDdZQzPe8g01IBG7t8/pHo3U/aokWTTibUZY8wJMuQ8H3k2m1M/yVjITjZaIV9kzKIDzwcyDJmLO9iXIxmIPNrSgFmrynKzVqEJDqVuMTuQD2/6I+9XP6T7cwY1YUHt+1RuVIOUDGcMyrHYPGGNm9XkyyxPCC+VxSYvtgt0S8vFFRuppERlGV3BxkxEXLfZfAjFjgLXgNqSkPWuj+nh4PHYC20IWbZGyLbVt+V86A8pQyemfsvVNTUSbSZPVVd2IpMFffREuSeQHQeck4VoVtUYN3XHDcxjJqmQctSRLKfGmHn8cQ6QKRbaGNtSzrfwhzEmz3TmYQ6ZMWXLizg8p3E4HU/lNfYb9IVzfuzPb3yrMiUH0UE4PYyGlStRekIGxkz3MGaw/bhuE2QhS6Atd0nnoCwYZ0bd9Wf+eokB9qLDp0/z9SnuJfD64+f0fDgcUw3zuKdxcmArbTjb7YSsaFvYp8ewRg1HnpH0LmSyRKp9dkyA8d/vJp01kArNZufM8sxwOqU+PMFaYU+Tzk9gc80mjUlLTsN4thvhoDDMNszXgWzvHcr1Y8wOHWFthn0X1THCghvXdCdk5I7zzGcbELefYz+Nf39MdmBxcYdmn06THocTZmYr+3WEsnCdbsb0Xqzh+Jxknx4fU11DeA+6cIS1+xNklHw+PWVlGmOMG5Ien0N2wMMTySZojNkd0vlzG8p1wmep/X3KwPn901Tu/pFnZY0tuN8l+9oLGVzjWdJj5lk4j8fOnU6YNhE+S8GmE0s4wTkSbY19LhthnfcwN2yoI/uohFtCeD4IazSaaDxLWGg3vtVDvXFu4T5hsksbyoR20Rak++s+T+K5qfaBHftTC2+Cr72OeHbp28t7c1t4c8po9cP622pGPawUCoVCoVAoFAqFQqFQKBQ3hRvxsCqx4Ef89By/9BO8ZWa81ReALIq4+HWgI1e8MO50gsE2EWP2j4glgWWbWBPIsnLBWyf7RY9U4cDDxuXuSS+rzTDiTdKGzOFI+PUtogNh100FO+b+YoxpYHY00e3E4q8wUG43/QK1R08oWqox3Xb6RfVul35J6jo+FZvoYbVPv1ptdx1ITG1HB5oGft3dtGUrRgu/cIOH1Zb8stXDL4kOfh12LQlk7FH34ZciIei661Ifoh52W/5L8xh+oXSZZ5iwdIUmZAHiSVuNMcaEXxjRs4sFB7UutdXiL81N2YYBJ2yT9Gm3pSz+OOhcknWbrpR14CEzB6nnOmAep+iBl8uWP785YcX1IdC+c+DBJXjAuBiYFYpvyITAH9UzjzVWLHRhtMJaQmAN2i2ZD9meEXTblGMwCaONB88dYgfGmLxzL94p7sd5gsPBXLRM8iTAX2xH4jKUeSwM8Mt51oTwKy168IAnCnNFGjyXHYiHVeadWNt2Mq+psDaLomkedrt7Y4wxG1gj80ZMfWhgDnTCWtPbyWthhI3GMVsAT4gRrgfiQTeg5weMyXAi9gEeEgP89O6pS1hlYxQQJa3oYYV2NbVnlDxVwqA2mbcw9wiKa1DX4RrK2gDzFdYE5tGBNpUdA4hs3ydPlZ+fwIPK/zxdQBd/fv48Xz8/gVfLMXqtpHZHrxpjjDmcpjqOB+6pYjvw8oseq1AWWkT0bsM+Zk4a4Ap7Ci4dT+D5d4C5iWv6Q2jbE3jTPD6lPkTd9R7GdJPmS0MWXGkfoK7F2fPzjxmQjSEl14i6ecnceIkRPEQlL+RTP+mpB6+p3AsVbgdvKfSOdWRuon08PyavzAbX0/Dv50/JFv/y59/P10+PH4v6n8AL6Dd/SHYb7R3tq/NpXXsKHlafPh0Nw90dztlJp6eee7n/+H3ynv/1j98ZY4x5d8e9pu7CWfZX37+f73337h2Vjetsg+vLrlyb0XMQ51bjy88GfTZOyGwhXoSZsx+ci0lbJS91jlRCPOviHMvWBNx6w16D3r7Z+SF6cGaB+qnovN/lzT6fkKcaBD+rrMIKQqfL86WuQlaXsIcxWHZYxaIua86bYxF76gLMFgpzj/r/o+ELShITjK1ph0KhUCgUCoVCoVAoFAqFQnEL0C+sFAqFQqFQKBQKhUKhUCgUN4UboQR641+4640rvkrL3BSF+MqvxUUugKJ2weW9UkTNs7Rnf3FP3YQllMBYMYqScu2KIGvtAv9v1rJe/GMuGAqomTS4E7v4ej3o+mwBQgDvtp1ck7ebetD1XXCv/vBwl+4JFJUYoHb7cD/fe7hH2el5D4rBoLYs+GsPCmt3qazdrmwDUoXaFmgBhOLGfEQZbc6YLGb2rH+JFtmTQW+FoLbJO5oH/s0bMQlnzWZu7m1yO2+BNrmluoVRB33Z3Xm7bEySbYksun3HnrVCxyyxPElftgfZOB+E5SGaQoPjIXUriKBuWRNQ3Y3QRoYBKpYYeRE2k2W6RdkJsr6W2yK3JaGRUZbMC9KKF//yckccW5GPF6m70mO2ZvMorpROi9eN9KS85yu20LQwD++mtXH78MCFg25bYd3LRB1bT0tZDPzrcDq0hM4L9zI6C20B0LwyhtMVYxnM+VTqZfoxrJEC/ScaHm67VqT4h3UeaPl8mJEaCvspoZ1JjC+aEAMiIR8h0PVzX56bnnoIWA2yxx4SGcTnEED7U6AP/gw0LrTr3RaC6of6nh9TmajlObwF6OjTY2oXqmkX9uN86wAbhrvvQxIApE5h4OYoO2JQf+hDw+JUIHUTrtl663p8P3WiITQcNo7y3o/3+4psSFzhJap0QqQ+Zeub558I4ucYXE8bNtOB24mJT5BGHkfvGZI2/P7jx/n680+/K4r9BAb0T3+baK+//fSHqXiQ3cKZ4/Pz9OIffgL7Ajw8wPlkfqecC8YY8+unD+mPQFv77p6vtx9CuXfbtEbuNkLyjKARPHdZsvHhPEeLahhNGIYG99uOhQ6As3APn1dbRodF8wjP2fplzAvac3ixbYVgMVmijUl26Dn9OI7UmCUQkeDJ89r+kGVhkoos/qClvlGonrwJtxoq/fZhyRVfL+sR/qtU0jNQDyuFQqFQKBQKhUKhUCgUCsVNQb+wUigUCoVCoVAoFAqFQqFQ3BRuhBKouA5s9s9XLapGO1xCS2Si5LX8+flys6x1Mdua0Mu8KMtulmVZ6jxZl11TLlEI9qFW7ipZ9ACttZfdEtygK0O6oGDhrRWiiwuQHlMVZApbXG5NkmZDEjsG96vetzUXXxSNWa0WvFPvRFl9baCyDFl4yd5b7nZ8TfO4XPaauXG+AdAhY+vat4BvoZWvbeNl79dX/y9J0xBoKa+mirD3V+jr0qEh7wlLpNDfFVm+FBejbl51Gs3ScpG2mF9P/yJTzVucDz6TO1tu+HcUhJHyE0UYXRzvr6IJXThfWRsylmdlWZJrfd35Yx2WHqwUtwxqwiuO4l8NX7lh6mGlUCgUCoVCoVAoFAqFQqG4KegXVgqFQqFQKBQKhUKhUCgUipvCjVACrbFN/t2Zy+hH59/OWUfL31sDR6lV+AehgkGXclftlIFi6TeGS5g3PpRrhfR0qV31Wm0TKBmoXJIYxXWYQQ2yH7qyEZgtxXXpGik9bqbAgcZazKLBMgWB7iG7BxuzDvrebibZRtAHluucz/6d2g1NDJmgdpDprhUMMGaa20BmwFbIkOdCRhTbJD37bICnOjzY1ADXp8zCbHgO98bUxiMZX0geZEbIZtM4kjUqez/WxQFJcsxgz8sOoWDMpuIH7nI9txd077yUj2vS04j6IJmKMAXW6NPz3peyA1oFdNKR9uZ3oPc9yWbTp+dxvkh0ywFTpfpI4xP0BeXOTRDLje778I60yAYRNAlG+UP7Mn2lXPCjHkHPPc2Ah/1N5TJaAFab1gxBX0Oy+1lCyhg1lPetwBToSZZAw7JxgWw/QHYgooNhwLGFdYvsl4w+YkyeHSxizHzXcT1kcwfWZtjjLcviBqmBYyYyJmeMMQ7WwCHoeTjxbEn+FDLdQYbXQTDb/jRlvhphDmUJjEN3T5AZbhxPpQCWCVmcTmBseJ0alt4fcM0YieGgMa2gE/hgK6MkiWtn2Hc6x/enMa6tMPTZfk7rTRhGbENJVcM5dCQpoDHBGq4vbixlR5gPmFkrjiUWP45pnqNVt+RwtYEskA/7KfPv9x/4btaB7PHkQ5mp3fjWXcxIi7rFtRmUe3cXsq3tIMMa7E9ZH8KZYgDdYia62B4PQ77FRYFQ3fExlns69ZmcMcYMMGjWJj1n61XAOJSTrxcyVuLanNZkQTZmCcQ9ms0xk9bGMVsI+Jof+9Af0vrgyAJygOdHzNYIfZt7AM1q2jS+MTsq4nRIZW23qazd8VC0emtTWfNZ6J6vCWhXcRl3jSC7SRlcY2Y+z5eqea1wsNdl53EQnpN5gp0cj+Wafzqmfp9A97jc+vkeZMGGueXJWnM8gd3iGudL+npmSuE1chwIdeFfLrQPPx/BU9DNJuh5f5eyjeP2E+s7nXDvF07Z5HOXr36A5uN09p4xfC/Dz8r4+A2YlWKvsq0oVCzo4KJm1ais2ZcEt0UKXN5fRy+xBCkEz8rSFQqFQqFQKBQKhUKhUCgUiq+Pm/Cw8saY8eV3eB6/wRZenL8VhnuCdxF/fXnUStaE7Nu+hnz3J/3qCb8qLv3mUvpmEe+PsfOCDqKsRS8S4ZtcF/rTgOxIflXa7ffp+j794rPZdIVsA1poNvCLDfkVHn9k2UJZXVtqwqLn1ia1tyNeXtjdTfSw6oTQsPCrTxc8oLqO//IRfz1GDy7Jcys2YgO6dVJw8maqt4VfuHaZN1bwTkJbBY8g15aTo8Vx6NKvYd12a16iRc8em8ahqa4cUbepj9gS/JU1/vIgOELNnhsOy2oFj7TQXLTxhnlNmeTBgJ4h1KkF9NmA7m2zKUQd/pKA75H25ksN2DDxZsh+dAz2w+SMMcblLgyhXcI8x8Vi/uVU8kgbQluhLEG3L4oUy8V+MY9ICdmYUZfSzLdLuA53ShVQOWPyeQp+W1R2JGpspF+X5gQQWWXnRPNAtcwBB0rzYNjuhdTU1qQvD/WOdFLiz+X4nNkt1LtLHqVdV+4P6GARvTwawfMUnRaasBg5QV9DaOOAc5P8go4ymSfeWO57UhBhjiTbg7vEiXiUiB5WcR3GdR72N27DtAlzIZKHFc6npov7saDbuYxUAa632Zof1iL0js3VGJ5DWSN6pNlyHDLvE/TgI4eg6D1njDGfPn+crz/+9PNUF7bF4bkHbhelGtPC3X037Qn393dEMtejDZvVAPaF1t6F/c7DHr5BuwXltkEWdYAuHZn3R6jv+fl5vvfTz+B5HqRb8OC5gzayvRc9Qjyc3ZMNp3uo56Y6j4hnMpmPxuTeUvE19G7KnF7metFmhANIDFi+wMMqekI/PSVbM+CNGfF4SLp//Jxk/ZBkYwufwWNoQE+kbTp7z+8cU7lHmBxPT3FuJdg29WH2ihNcgNE7MXrdjoJHGnqMRT2gRyM6Zm2CbQ/gEYmfB3AaHwMF4AheaM6XHnTPz+len3ndEm87WOu2m2TXw0D2J7CPbQteZOEciNbTg7df2oeF/RzOFJ0LHq1wLkctb+CM/i583jqhxyHMp+fDdP8AXneWMSNMcqofMw9Ocl6D64ypIX5IZ6CHlfQ02zRWFLsQi06ZFQ+ri+DL9SlDpgPLbn81CM6BBMKXHrbS94VQDyuFQqFQKBQKhUKhUCgUCsVNQb+wUigUCoVCoVAoFAqFQqFQ3BRughJojDfD8DJ4HtCaKm8PF/diDQWlxMWebeBeu7QFS+pa7D25gM7QhoibSCUaaABLCFoIHUZ0HgAAIABJREFUAc83m5IuhcPU7rb0vgnu5sg0egDZ7Y4NNgQ6h8Dvu/Y8XSmW1ZZMuKLcXWjDjtafAkJmfRRoa9FtvBW8J/MmREog9qsst8+u4TmhBObFQ+B3oOxAY1H6ZbPOoGx3Viy4bc+Bvy13V45lNTC2EiUweojj80awg+S1jfqS6zfmxZi2RF9G0leNEghvEVmWxECyL9ujq3awNWG8mMdzK/A9ezb/pTnGREkjsn7zkig8SFv6pmBLpL9Zfof5pjQjS1ftNe0WZdk4SIMW9g9L6BBZkUgPggDM0ujOVx4pgaTcs7XmQCpsu0s0qS1ZazBmclyScZ9A9CRgOa79CBf63sMOKVEN5+4ix5rYeCMcOtiYtS3SjhJGtg+j53xGIRiK50jDqO7o2V5jy5uAxiI9LPwr7WXknrzvxWQBFbvFBACm0scsmDNSawiVDM6Ynz8lSuDvf/cbY0zGxjSbXaLDeaTKEwo0Jq4Yh5iYggPpf32gQR1JgHhjjGlC6Ahkzz+PPLHALqwJJ0zYIej5GGhSSAnMzi3h362wDzCKvc9O6YyCjRRuTk9m5TpyT0rEkIX4iBRrx+eencOJAP2V7LFTGctXPB+CvWPgeX8qxwEDgx8OaUyH/lDIPvcYRBwsi+gBA4N/BKrhX/7hsZTdQbD3sJcgnQ4xnMozkiSL1LqPoYlt+boxxpj9JiYAwNATIIA0qaDb/pRokw1JNnI6oG6Tjff9cyHbwBmusUjzo3z+1Aewy02g72G/WIB1KUQIlhX3yy35/PTy/v1+avtJmOfWPofyP6d7VBLmg3gqPf/+OupchRK4oqRLILY0C/YeOcVX9OkRqMy0fkwwRURvgSbIIX2oxUQql4+welgpFAqFQqFQKBQKhUKhUChuCvqFlUKhUCgUCoVCoVAoFAqF4qZwI5TAa6LiLLfCl64masU/ro+rFB/dNpe4bxJZy1xE8blwnd4X3iP1YvKpzIWclOuhBHTftjTlG2Zxi27hROxFy5KslFnp5RtLZJdwAhl9o2bjll2m9zyX5eWuqFd8r/LcknvsjQVNsURd0jjQeqloSTUQZb0ge75UU9UzLaumhAux6vWabt8GV117v+RC/k2gZuP11/jzSzLf/JGNxwpv+fPkjRvGpY2t6mYFRRJQ2wZWJYSc958lnSSHhjNFnhNduIUqvhByOi+hpwoWelU61A3Ygn/x78vr69XA79WXDEG2MunX5La8aBhw/bi4sNcZwA2Yj+IKeCVZ8+z9Lw31sFIoFAqFQqFQKBQKhUKhUNwU9AsrhUKhUCgUCoVCoVAoFArFTeEmKIHWWtNuuumP2fcsfZfWVOhStkGqAaFDCZQPSpcSayqfY7ssZFSpeoN7bAP5zpC4gDrBRTV7P2YWEOpvQsOatoN3uGzM9NNtkixJyGH2d/v5+uHDh/l6m2V3ml5EY9vs03sdZoIJ2TmsTRkVdl3KjLHdlJlcxhH02aXrlmR9iZlGjAG7EccrKSdm/Tj1PNNDTHKCmZ9YphCUQX06IROND1lhPCQSyjJ5hDHFPEMeMkw4jzqY7memNEIWnZG0wQuuyaRvuYlOAuOR92uATBE+tEHOxjM9Pw2YXUjQV0w4SDIGFW0YicM61QHYjMWOs+xOeO88BQptha0viL4nmWAE++pHkI16FoonydaMlG+092WFUqa6+XaFW4Nv58seo/7yvyxRhJfGgehhIOstpxMb42EixloHwb5YFjhmXsYYM5LFgmdlxXLP92vM5gBk/iNlekyBhFsKMxzP/6A0cJjTHvrI7BmTHR1DuUOZNMsYY8w44IJoQ0uEtTlk6RrguRf20yG0y0P5mSX4KJcye40wB1i5PewZma357B8C5MWzDJvYMlhPafLB8rmkgyxjU9StsNZELSFVX0oCNIa9ZBTXxfgc91BOrYpXOMux3OaA2fRCH2AOvH/3br5uTbmHjpAp8xFs4cCyU4KN322n85I0z1HlbRg/K1hAzAbsYej3OMeg3nfhvLXvILuUsC7twvmvg4xjmNU5nhPbDs6JoFs/lgumt8SwDdoYrJuQLQu1eTqVGRAxe1yEE9ZmLDfWK4UDiPMbzTo7f+CRIJQ7Ztm9Ryo7hLmOfRkOKatdFMbMkjh3aJZRMJoWzmsjMbINnNc/vEuZLo9kvd3AZ5ZDWM/aJrUbRxQzU8elCGWxJff7dPbfh/Y0kLUTPzd1IQMrZtATIzgEGbTLrittoYdzYge9YLKY3XIEuz6SzI445K1LG5MLn1mw9AOMv42fQwbesRPYVWzCEecCjP/pmO4/Hye7enrCTTLJHoLsQObFS3i6FxEqK8494RxAyyefWRbhDXiJYkvJ9wHVj/L5AfesLK5F1cx/Ig30fIvejrq3LF20ZF9ZWJ85a/L5bMEM6mGlUCgUCoVCoVAoFAqFQqG4KdyEh5UxJnkHzR4S8CuN+I1s8BjKPDPSL8WuvCUH+zalNw56UzDvkwY8gxxcN2VROcDzx5J6aRjBkf/E2cGvDfkvYiXabqpr04H3k9DWTfBq2t0nTyjXlOayvdvN1x++Sx5Wd3d3SSiMLVZ1f/8wX+/QGyv8/DLCL9iNS/Vut2Ub8Ncs9GroiN0MQ5J14ScTa7lHSebBEGysa7kt9uFXEhwn6rFk0q9JaD+dMA5j+DnLdqnfHn9tj051FuyvS2PSwC+nc3/AlCx427Vb9IoLwF/m0BuLrByZ18P8yyvXgQVTbcKv2bYRvFriv+g5ZrnCokOYhV8EHfnV0hhjfBNLhnpZG+CXt6wsMh/yn9ahDczbT3LBY78jUE9M6fcG9JaJLprLqzKSp9vcN9CH8IvP/GPiip9EUBsNeTHXFnhTsF8ChXbRu+wXLEkH8OvtLEHG1hhjHPEOEJwDjHPsFyzehrjXNC5NIrbnDPhTNnoA01JhTD3+IksKFn5FaypzB+e3c+Xc8Q7qHSfdDZ6vzT7zTgz3uLugGX30puB9zGXDfWlqzvfRQ5RfpzKh3XC/FswbPYQ9WWvGzO6gwaQN+At3/MWdea9MdUG9sQ5hPsRa0evFOmnS+9DudKfJ9Oyy9hljzAk8HXpob7zKfohukuyQeeu4Qvh7OKv8yYfvirL+8PHTfP3029/N148fP5qXcLA3b9uoL+gkqBmPcWOY8yfLDWEb5m8LRfV4UIA69uGygbEfhfkQp5mD9xv0oAn6ctkmj54VtryfJXo5nyQHkfkrE3schXNvDfEchuexfO757N+pLTg4ZRt85mGFXszpMnrAPH5K9vP4c7qOwngewM8kTUs+h8AZLDMVopoG7OPdu3R2H9n+gmvo5+m9XjizdmAfcXkY4H1sdcaYCOvpcAR9gSnF83r2CQ4LgwdtmA8W7HK7KT/zDNAHj55dppTF9QU/RzwfngtZB0yPzAOP7CVot/EM3ox8XRxGMCBP7sGcxjXw2B9DW8GDD9pyDDrHeeWFNX8M52lf2aCynladi9Cj6LJ5/BZY5GFlo/frNTyaxkWy+Dw7n2RNIOcxdAytum4JFVZkyZHCvPBPPVNoXq50Bl4C9bBSKBQKhUKhUCgUCoVCoVDcFPQLK4VCoVAoFAqFQqFQKBQKxU3hJiiB3hvTB/flxM5aEpArBKUcy3vZ1aJeEiGgilnSHHSjbtGVV44SH4SxwcucCnvBlRPdursKJTAGGcd3JEpgG9zcd3cQjLPdFXK7+0Qje//h/Xz98JACPpqgJ9Twh+CGX8pO//TP6JKb3tztynF6fk5BB3uI3Mu00fdQ7uwyvzz4m8Aum4MIY/3MZowxxkd9QGE7YRz6OcIluuwjLS3eBJftbaJjtrtyzLLuog1TWRDO3itFhyywZyWgPZh9EzphJeXG6tE9vDapG5ybXJYOD5OFfmVlMdmBK6kllB7r+JxuCS2A+dHKOsA2NKFMQZSMjyjLAg4LsjPLAdUlFMvA+8YjUTJJaUbX2pD2DKljpOQVsrK+VkQXjZwJoIRSs23q63yCEIx1xajRecaSBUzCxS3nkGYTbG2F3Upd9EEPmcu9wNt3JPpsQ9rqQfcYuNcRWmQWJBpd4ysu+RktlrS3z35vZO750F68Dv79o0gPAZqUK0tnQOoX08EkMxbNY0HXkaaV7SlwTa1KoF4yI7qDwND32/vi+eGYzhTHw9N8/fPv/7KQ3cIZyDfTHprpC9SM3Tk+TVSxp8+prsxG+6lcZOZl+gC77IcyYHl+hoJ6d/dFWYzOP5Lg6sa8sNtInUG7xfAYbJ73y38nZ+uiaF9wrp0pWUIIkCiJiSmyoOs0qQzSkD2VjQkeDk/JZj7+hDTS6fkWzlo7DMVA9v6cpZUqGxn9GGPyY8gJQp3Ds+oc7FvImOCyEC1RNrUFR/kE54SncD0cko23LQQGP4TkB0ChY8cfY1JiohbGmVECT0egDuMeScrEOdCfErXuQCiBzTa1sYNGNv35vdvGrAkC9RfvR7vK2N5Awc3yAviYDADLxeQGZZgSiRKYEpcAGB1XpHszYJIMnqRgRRFXw7Kg68sasIYSuK7fIJyp/HySNlrFFfTNy11B88Q18hX0UPWwUigUCoVCoVAoFAqFQqFQ3BT0CyuFQqFQKBQKhUKhUCgUCsVN4SYogcaKCZEuKqu8J2UGrL3Iy0i3bPWal4UUASKbuVyHzBhCtpQ19cbn+TtSE6Ps+YwvmBEIXaot6WOWhEFqd2SSZRSo833MMz+KfIOsLfnzFWkUziesrGaVQBmWnGxpdecEch0xAS7L2u4FfVK7WTOJs2LnQV/+/pr5eokSxbIqujXC81Xr27UWw2uX9bXxS+rLFXChKVYL8/Que6y4RVQG6G3G79uam9WpIZ6Rzp8/5rMOisHRzWWi5DxGys2L52dHWzljne/BSkoy3/yXv/+tYsXEueocq6UTlbBq/a/I0XPmguLmc/GSSt4CtbPd62uIo4NFeUrT4hTb11vLGh7X10etWWuGZE0X/whWqG8El4+EelgpFAqFQqFQKBQKhUKhUChuCjfhYeWsNbsYhDBEDXQOf+bl38g5NzV/04KXD0SojHdtl95vIRBhHrwx3ueBbFkQYPQuwrIaFhQSfyVrU6BAZ88HWYwveuFXFgy03m2mAOnSLx/tJgRSh6DczYZHOGxDG/f3KThk025KuW2qf//wbr7e7PdJKEQQdNAH75I+jxBUMMYMHCCEroXAicex7BwGnx1Bn4MrZUcLfYjPyRhMjYT2xqiUgqdbHwOV4i+gUhTgUJ8Fgd7zQRvmtqFdQ8HzzztQFjaRBdHM4qvC84H0De+h7sk4ZDFAPfEiw8dw3Ye/JC/CKIwBUgdbCdyHwSWFCTH48rcx6lGSKzTJEtVmQS2ln9wC+hHKqvzqMJBgmdI8HzzK+qIpebnlPVm21Ln0C9e4sFwhBOirZSXrGIjS0G4H+otwAgtaukQ2yvTCoI1Et5asX8akgMIjBL0cSCvGHtYviNVMnXpxrav8oo+Bf9GuaRDvsQzmbIwxlgTsHCBYb1wLpDi1Hta15CjLf3+L82GAfkseJXGe4fIyYoTvuD/BeOG1taUOcJw81hvPD6h70NEAFXuyjo94Rsoel7L0TCHte6BHG5JFNC1P6BJtxYOtZl65GJt63m8hYL0jA4xe2xhsHvQEEoZeZsVO0mhxPcyNR38wL+HgfPLjj7+ar9s58UyqrIEzkG2nANoDRk0Gkxig3h9CUPTHI09MsA0H0A7MOgu0DTpvw7WD5xjoGvHduynhzft3KUkOBv6OXlwbCEyfBU/PvLxi0HUYfwyaT9YEFizcGB7Dl8miDkXZeCnEeh7Jzaz+bD0M8wWEB+5CMy+uWUId0GNMBYQB0UdcQ09gC+E2ri9jj9el3ViQbaBhG7LeNTDPdt3Unnvh88AOk/M08bwGiX5A9t0uzYfvt9N8ce/gcwTM+Q/vps8iMcmTMUnfUyVQcLiPw3zqyT6CQwNlkSNrdm5uNzBOJLi4xcQ58B7J05E1PD5nZyJj8iN2DLqO6xOu/T10vg/3h5Hvx37+FzouJBtJ/fXkHkB0qzufQURiavB7uEcK1bF6r+hRNuuu4gy0rMqwRor7dYDE3sizXCyq8eogZ0JLzg+joBH8TmQzz6MyUUgNVXOw1v4X1tr/z1r7v8C9/8ha+0+ttf9T+O/fgGf/gbX2H1tr/3dr7b+2ukUKhUKhUCgUCoVCoVAoFIo/aiyhBP6Xxph/ndz/T7z3fx7++2+NMcZa+y8bY/6OMeZfCe/8p5Z9DadQKBQKhUKhUCgUCoVCoVAIqFICvff/nbX2by0s7980xvwD7/3BGPN/WGv/sTHmXzXG/PfnXrLWmi64iblA72s2LnvO0HUTvWu3SS6orS271ICL6v4uuaZuNujmHqmI6d7dLrmI7rc78xJIUcLrln1Hh/TBTaKlbZqyvZnnaHjPMfdMk1Mgo1utbbi+Yn/v0RV8X/bLGGN8oOF1qNtN2VYP7uFbcI3fQB+jqyNSRtBlugFaY/R4HNDdGdxgu5bodgvUCaBDMdEB3e+HY3yrFDTGjODDOwRXbeuTG2PO+Ir+20BVYT7uJlExHIy95GkbXcfRHblBB+zwnsey2jSmLqNx2lhAAijJNYz2AWOeMWhL5doBdTvVJZhizkqMQegl4aBGpIdUg9ujQlu+zLl5rIDe4cp+DY67STvShpyGWnGDzuZ0pT/C/KcQEhbwcpcXy9ogukS/Njoi5WYul2VMo+lB2TCH09Rl/xQY2PsLZGMTLbGv6X55T/Len98Bf3XL7ANscYTHbC/J1rqMnkiohhlNB+hujBKIruTWs0sQLekMjTCO6Hoel40KSXgVsuDYfPIKb6LsUBaGr8W1N6OOAl3uhNQqRvMDfSIVzJ/n40aKImOAG2NMh2ERuukMtNmX4QCmdk2FOKClZMlZ8DLQAtyA1JqyrQ765YbUlpw6k6RnIDMm499MD/CsMnrc28M1qBjPPX/2N/7mfP03/2y2zFQXzKd2M4VCsECxQ17JcEz1HkIbvcA7ifQgC1wml+0vSEsNtNdDOp9IlMBNODd3cMbGHTLae3d/P9/bQn8c0kPn5DywN1f3Kt5fT2MoMIqttKfhehsoxRktCVowUxmRZgr1w6YQy/Awx05oX3DJ6NR5iJCprB7kjk9P83WPZ6jQhOOQxvTp8Dm9d3ou6uqhvyNSrHuyJsC9JqwJref01A3otgl62HpctxLuQI0/Birg/R7PuqnvD+8nSuB+B+dbYeOLZzPcZ3qyiGV3KkmFDOzH3Sadm5GiGDF4fq7qSSgLtKX4OKf9l8+NSUsFrgke+OlIRY0fkXoc28GzS2i29EEj9m0g9zjGM39NgDUym4fniXQNrumVpWQ0fB7ycitAWnPoDwu1gPBn/iqKx7WbDU62lQmfIwLeygtIPEPNRor0UqSGT/94dvYwJptn/HPmMrzmY8W/b639nwNl8Ptw768bY/4vkPmLcE+hUCgUCoVCoVAoFAqFQqFYhEu/sPrPjDH/gjHmz40x/48x5j8O9xf/Lm6t/Xestf/IWvuPjvSrYIVCoVAoFAqFQqFQKBQKxR8jLsoS6L3/Z/HaWvufG2P+m/DnXxhj/gxE/4Yx5v8Wyvh7xpi/Z4wx77eNPx0n9+WYxc+2uZMyQxcyWzRA42Ouci3Qnu7ukmv7jtD82ja5Pn94eJivH+4fCtkevotDV9x2bgXSkiAbxS7VuyV0pcypbs7SI1BJYAhjJhfCipzqCvV+9+OP87170i9jkrcwUvfaHWkreBBnWRXbkubXA80vG1GiA5RF1+WWyHZZtpQeZAtR0x+w3NKlWmpDHzL62IF/xxvv5olbuHt1nHaZbqVGRKof2g+R9i2nBLZtaeOZazy2gSjMY4eQyVGT7YtXMqBmZluoCQvUviqk94j3aksoun1G46GXM6zw15qWL5WV3ILZ1/9vJbsGrFypzNfKiqCLAj7P/llW5BoZwRYbwgmUzLYn2aEYfxCzwGGGvIbtObg2O2ndmgXwj/OyEsigMZqgaIvQxoZcvZCG/wdJgXYSKT243bZk7x08ZrWCtmT0n0CXA6pznggotMgSTuqLFvPMjfAceCWeLWyYoChQanpG4XwhG2nrGcUf0CdeynxPorJGCmtOGSztJ1OHzRqebs9NRZoFNqzsmxcmFJtP202iw73//vv5+v4+ng9TWfj2bjudp9qHe8PQP8OZIvzbkD3HGGOGeLiCCvK5mx4cnqfz8+FzOtPEM0uBoPNhSJRBS3SAGaA7qBczKMLClm6BAbB55gS+NobjSPdYdlyB4o/rVqCtIcU/O/eEeYqta7L6Ma3qJIvZUYehPOsYk9bR7OzYl9mwDvD88DnR/J5xzELXe1hfPgEl8PD8qSgXbfyZ0McQ2MbHYJePn8oyjTHGwWeWWMNBsK8BPidsmmkevN/zMduFrIQbyE7YETqeMcZ0IZwH0inZnpEzkoW1dwZmeq/Qv1CHmP2UhP7IqN3+5cVL2YS2KbNMIrL9JWYnRE4h5XStOblVZAltX64YKNhSus6F1YrNuWaWQMzW+cqiGLITHm0r6rYc5zMvXg1i6YT2ipmB50zuguYw5IQ/Vc6XZ3CRh5W19q/Bn/+WMSZmEPyvjTF/x1q7tdb+c8aYf8kY8z9c3DqFQqFQKBQKhUKhUCgUCsUfHao/Dltr/ytjzN82xvyJtfYvjDH/oTHmb1tr/9xM36v9E2PMv2uMMd77/9Va+w+NMf+bmX53+Pe8GIVLoVAoFAqFQqFQKBQKhUKhKLEkS+C/TW7//TPyf9cY83fXNiRmAnz5b3i66J1JkriY43O8dkyWZyeksuhumt1nGZt4uY5QQcbMJz9mL5Sc4cClNcoIoklf0BbSL2OSW76ku3RzwfV8S8iaRsuVZFljyb1z9xcLsL7X3skczy+sl4hW5oOt0CwurP1y2Su2getgzfsX6Pv6wgrFl8VVzFNt/KqoLNNfNprnNcd2SVlBBjtOM1ldVqsXri+DdLarnAPnLp4/s2K5mPkvOz3E7IBQlBPOAXbO1lc5r0EjZTVXBuDSffiPCAs+vfC7lbNw7YyVH6vP0+GYrbgVdrvIxufPHFT0C5tS5fOLMOfne9dsq7BAccIdUsMrhV1MrVt2T2f+bWBFwuwbwfLPp+fw2uTjCoVCoVAoFAqFQqFQKBQKxVVxYRTj66LrOvNXfv1rY0z6hr/bpSCfUsDxtptk7rZJtnPpev61a5OCKd49pOCBHbw3/9rVpKDru7u7+XpDgpM3EIishW8NO1eq1YNXk+tSe7Lg5LEtGMQvBI2UgsRmIWfngPX8G8wYLLPvU/mH5zIgpDHGxHiswwCBJgm7cxhTXcOA12XwtQHqzbzMevi+ONzGgLAWyxpJG+A5BsY0Y6mHHusazv/SOIwYNHDSnYeAofTX3Qaf8+/BY6BYDIrshUb4ML5+lL5bDi8OWC/q/nwA3qq/GAlea4zJA+NGYGC+oagqA5Y6m4KkhDGWhUH7uSyrT4jxyuII0p+wwGyr+sq1dV5a4kqzHyBYIlVJBwPRgvSjBi33CrKzGjNHyVJ4FCxkYJ6nODZQMR1G3iwaXBiXDBseD4Ln6TiWJY+C9yu2N9Yq/YLtSQBs6RfsuDZiIG5LjHnMAv8m2YbUNcC6OmRzvmzDMKIOcU0njV0QaHYuCaqdk1gIOhhhL5p1K8yHKIuB5yXdDkE32fqG69KYy03thmCtsNikWLvocZD2e9fsQvHQ8Wz7OhZlSR68FoJLs0DEBuy5DeeAXcsDpDYYYD3YNjH7cL/0PB6EdTwGkvXZ3K5E38ezVMMCv/Mg9dQUHNYF5zHyu+0IbXw6pjNSWlshqDKUexrDeU3wsRlPSefxiiVBMCbNQ7TFpudz73Sa2ojnplosDuyjJ+ttg+cTtC/UY3gNbRzPYz0JsDtiwHLQjXflWTQLKB1lyRlwuo+zxGf/FuWGdWnMysf6BxQ2xqQEBMYY0xqwRRjqzXb6/LC/S0H3WSzvDQbtvt/P131frgUDRPt+Pj2BbFofXrxijDHmAGsvy6+AiTaeDlPfn4RA6juw0SbUcjqV9RtjzA8PqT/vP0x62ELQdTwXd+Ez3AD70+Mjb8PhONWHY+bJOj5kdmDPyuaMGrhvyOey7CCJaw2xMV8GzR5xXYRXetw/wpj65jGJwl739JQSJRzCnD+ecNOAskKHsF6mg6kP8QLaTQ7OqM8sH4YnZyD0tMPnlUO0J958EjI2E3WLg3JrZeFn0ooshXDWYQcjT3QrMcU83fNteauQLcvKG1HKMsaXMcaMTbQx0BF+JxE9NNmHBGPMbp++d7l7+DBd/J8/83adgXpYKRQKhUKhUCgUCoVCoVAobgr6hZVCoVAoFAqFQqFQKBQKheKmcBOUwM12a/7Wv/jPG2OSg/hmn9xK0Z0MYYOL7m6baHz7TXovfh03ghtbuweX/G33UtRYcDu/v3s3X989pOuI4ZRciH2TvvvbzK7D6d4AbqwWKCRdm9oegW7d0dWuFSiBSMlzwffYCRRKF1wAW6Akdl3p+mpMcuvGoOwtcV3Hbzwzl8a2dNVswIcUZRsaERIoLEizI3TLpkmuzUhX4ToDd3RfujlmANd1v5muR89pFLG3LTxvhHIjrcCCq640EaNbL9qPYW6b6M4KruuO6AvpHTi+LLB/Ro1Cb2FLdIturra4yEXJPZFeFmkHmctujQ7H3WvzCl9xT3ywnAIlY2G5SwqdX5OE14TWJC7EguTS1LD5+2hrZRsyd+OK+7ZUP2P6DczEBddoZ5dT9xxxbReTXJC5J7lnm9AGpMU1hLM1ZJQQpLCVa5gXZJl2veD67tlyS3m3xjSErs3c2b0TqPDI2KlMhHlJllj19CXhmsBliU+AGhUqdNCHFs4nPowZjuMA9LPefE735zFLsq5Jezfajx1KfTSwH8f9YSvYIoZgiGcFK9DWXGgW0sukhdzF/Q6KYm3N2DYOQgM4Yrd4DXvvSGiJI3Cz3ID6YJSeJHtrBNVNAAAgAElEQVQ8JurTkVCK2y6dT72bnjcnpJcBnW4sz0Bi8Oo5kDqMbXamSdcu9L0Dpho7rxmT1oXTIbXlhLSiUOwWzxFdOqd2+xQqY45IAGcltIWerDU5cQ2phoTOgnYd5lkjULBxrYhmZRuksiUMYfyR/jxklMDUlriOb+Cs7HHugJrj+fDhXQohcupK2qqF0CMdPLd4rgpN8EAJHDEsAtvLYO3uPT9vz8+BrtlHSqnA/W1g3bFxvRp5OJEOdLMJXesyXiQu3kEA7OTzx0+03LgG4j7D9vkxo2CD7kmolBbnkMNr9pkE9tAR7Z3YOKH/edxLQc2nUyr3eJgof4+HpFuknP/0c9oTPj9N9NDPnxOFEvfm+DnwhCFTDF4njJQWXdzKbQ7Zq/QYCXqp5aJCemGVEihR78g9rnLh9fIzw6pzOwmZMxVCzlCOnCPzT9Pz1Zitl2H9yNbNvJSyXAFk75XOp6kJmLCtvHYCXfsOKNJ/9dd/dbr4H/+J1DIR6mGlUCgUCoVCoVAoFAqFQqG4KegXVgqFQqFQKBQKhUKhUCgUipvCTVACm7Yx3//wnTHGmDb47e0ekgvZ/UOZoS+8OMnukkv2wy69F3uXeXHvIFvFjrgLt1DW/Yd0/d13RfU9ZtQA9+uUUSPd64kr+fRaSXdkspJ7dybanpdNFLfk9teJ5S5rQyaF3oQsUyFXATVC0q0AxusAN2hod0uokVkWloqTaK6DkGlKzPxXtqUVOCh9lIHipYkYS5PshwHHqSUlZ7rFJEyM8olfaaPswqVjCblsqdtt1m6J5Uey07VCDezumgVxjSyzBMn6lspKDKcvKftaHYig61JPn796zBryXFpDe0IrEGSpfUnlWrbeCjTwaOTg0s21hZSQ82tdRhkZOWWnWhY1XC7LWD1I3Z8fCzpgGVidYGExWyOyqaSsu5FSgSyxltASe+SlQB/Z+DZIS4KswD6EA+jBrjO6JlDcUvgBoAQBJRDtlQ0P0ksjzU+0Rbgdsxh3nWDj5VYmrx+hXUjzM4xiz7go5kUGYIIR6Aj9QPZLpP5mzIWSxoCZGwfIhlaeoIyxoDC/nXND0jYiTTjO7+1GCMswrzVoP3wc5rAJLFvXCzyHs8QAVMc8DEX4B2ymAa7hZgthN+b3U/ayPluNCNW5wXtAP21Z28sDiHRmzSk9fShToEUOgS5lIayHtFbFlmK7BT13YV3BNlrSrxbCmNzfp88ALQkRgrMLly1+voUwFlhfQ86BKNsHPRA5Y4wxA2buC7r1/EyKtMThcCASEMLjMF0fDskWT/QdoVn0LlBZW6QtEaq0K+fjdE0yvQMNED9HVINAzJRAnrJuBH09P099txbmE6j5CTIoPofPn09CVsVmG7PCQ+ZAgbbmCYWaJXvNaPtZH8jaLNAHa/BAJaytZj5Lq0sEVlACHcxpKcP7WVD6s6GUwJE0FutHPY9EeRgSpdov6QGNMiJJx/aCjljWboFSjOvhO/huZy3Uw0qhUCgUCoVCoVAoFAqFQnFTuAkPK2vs/Atg/PUWf92Rgs/GwIf4zXkWZG/+pQgrc/Q6xYiWyqpEoKPXwnOpjLX3Xt627CY+trncy+sL2/D/s/fGvLYkW5pQRGbuc869Va/e69fdwKh7YJwRYjzQGCPhIGGBg4UJI4Q0zhggYYD4BVgYOEhIGCDhIIEEBg4agYEB0hgIhNpgLBgxomdadHW/W3XP2ZkRGDsi41snvrUj97n3vLdf9fdJVTdP5sqIyIgVKyJ3rm+tXy9uacNI9i3Xj3vr3HL2pp4djkOkhzvMj+CjAIfDGnixb7j/qyB2B4IgCHeCfk8QTZBgZ3Gm5ozb7jd8G/6N4ba1cGDTR/sac31U1mAP5TbrermRtOGW5x2ualiBpwjk2Yzefem26d3xPhruqkS94O33iawd5ut76egcV6Bnjm3CYBwH55kuHkswE6/W9Tb9yORojNuq+tJd69trPo5c/u94mTrH184Jwm8a1Na8AfKwEgRBEARBEARBEARBEO4K+sFKEARBEARBEARBEARBuCvcBSVwWubwze/8MoQQQi7B7E4fP+7Xl488SFeq7rcQyDQtLThkjeeIAcyioQGSwHoQyPb80qLdPZPAdisErQwzBOHbj1tARwxEiFiW3olzw2CIpTksaGIIIaQN7i/PO7uBEy9twD7YFh44cS2Bd03cPBL42zwVBjUlwYmzE++cxa+EOIGmjokEJ8ZgqylhANu+zzcWjNVxv7Wyl7K8sK8t/hwGY+QOuluVwdizjpdkFcGghsyjEuPfoUqwCLybQwlMJGCeOYfxDSPpCRbE7zauo3P+UvCGgQadgmuA5TD1LuyvsXf/IAL85gRj5bJ4/frDu3EoyX1M1iv9vWWPxNJk82QbKS5SI8jczRgMHGwRoybgmOF11oYEssPYoNiGPYq0o19Eb7xgnqkGcYV7zPMCzjVo8trWl0RGDe2XXX9Ye1tdOOdjJOPgBL8mom7QdVYEirbcCbyuTAKcsuCkl3IvsrhWenSWvZ9Md7G+bfVbvYRA6bVdaNwhgPtU9y2wAKKdnyG49eljHcvWsOnUgjVbShfpM4zWXCLee2tOhqDna2nPy5n3be2HI6lM9rCtEwSkJuEeptjaOkNbYryetmGC8V0S0Vvo+zljoHPybBD8en6ExDilH7HrZpA9PV72qqcnDJ7d6o0wt6aaeWCGPSugBg7PuEEiCQAuZVyeJ56gLkfHT1vpfxOVG/qjFPHwoe3BJ8iSYBLXlCrMPgH1j0x0DG6eoe/Z1syeu9x3duwPBo6vtsDLD1HbO4VB2I8QQizPHifMRoDUy1bJ/HAZyxO8s8wP/X484phDQoM8kXcSKP+MwZjJBF5hDmB/RJLxaMVkAi+XIN92D4h7P3gnyZd1Z0rnwIDtjfs6DedgzOs0pUG7O1yeFwNOR5K9I2HwahhTTqEDW4dqu/bSW/L6nvl99HvVaM6BJMzp5XSxGzjfEqjEwwPYmqprT02XcA2di16ZOQaFmfeTaX9ZbmABtHFfjVOHvHKiac8L7mvIvsisX8f9aMw7/PVhCEPCJOpK3dr5FfcVeO/dREdjJnachSgKIUxElq2bF/TP6NFLd+Po0PUM/X3XUbgOe4p6HGf+3jVB0o7Hb3/G23MA8rASBEEQBEEQBEEQBEEQ7gr6wUoQBEEQBEEQBEEQBEG4K9wFJfDh6UP4y//0XwshhPD8w48hhBCWp+aG/c0339H7zueLS+ppbr+7PYAbffVIQxfmOIP7LtAHqycceqbO4PI2z+jifUEG92t0pZuW2q1At0KXXPR+nIm7n3GfLW6wi+cO31PFmJvspcE1A+PYbXwvY5DBxNwDxxNxV97QP9t4ADOqEByil+NMXB4dihtno2BdVYD312T6MV6RBL0B981p5v2Vt8rdhLFzyq31TfgwE5GG/rSunL3s5PA4h/1lxuRYPpKDYqUqRzj315NHjdjdjW/gIiLVkRXrPATzmPbuO+Lwvt9GbMI94BZ2J/XOJnYpI1UNrrP7t2lM32DXJ+f8fv0WJWWZojx7C89WJVyKSncQQpocOlxZSpDitjE6b0aanymBlQrH0HeU9urYS3aS0dMC16Xe2oYwO67vG6nNs82pZiAeEz7bPc4xqy0hfYO1C+hWy2OjCsVCNcM5MAGtID1DyIH9GbBgoL7AAG+RUHUekIq4lLp6sRCsrlRa67NDCazrgGGS8GL3+b/MrT/mhfQX2oQZqEiJhy9obcG1jLQXeCtxQhpePx8moN48wf6z7kux1UjZm8o+8eEJt9YwpvhsxX6cFr4NXwudCmlai7M2rIU7N+PcdexSpYphiAcMq1CLmGGcFugPSnHBMQUbOZM90LbB/pNYAt8aXzRrdRZeGoLBKWwqyr/AfjIaSk+/ATVU6Mw1/vHxoldII51II/ARJjCyzN4htRtDXrC+RWr49rmFMUlnQgl8aXbi84+fLuc+P2PN+xFmMt22IrOBfTJozzDnGlrEiwdSdAGXVa/UMmYntKdkgTLqYZLG9/TAhNkJ8T5iPnD8k1kDmZL12egjnMNtBL5nPpb319OpPSPutT98+HE/Xiol8KHJmggxpb/WlXdIBr2tEkbFKU2T2x+folYFrodKMXYAdI1P9UEMDwQ+Qp3rzjYg4btljSziGaOdQXn9XQtb6IXPaU0FOwDn6TYQ575pI6FgezujutBjZbBBxWfrNSWEAGt3rL/BTFzXHr9p+57f+8M/5O05AHlYCYIgCIIgCIIgCIIgCHcF/WAlCIIgCIIgCIIgCIIg3BXughJ4engI/8Rf+adCCCF8+tNfhRAsJfDbb39B7/tcXF4xYceCGV0KVpLtLYQQlqWn+Rn6IJxfTn1XrSRr3qXcnhI4lr1eLpMrwqzQgewyFGW/ZDJR7xdPJrs6f7A2TI73P0vEgLIZCqZZIEm2FH8aXKcgIFiGGy9pRB0GlrnFQ0ZGKSnXXDcpjEhhk3OdZnHD61eb+OuFp7i1T+H6TUaOKu7xcfoqILQPNowecZB5Mf+6ZSncMeuv3zJmlMWJxY7acIsNJXBtM8ynKjE7sonMPY8ZWhk5E9BDSFIjl4LAgRn0WhuZDcuebb5BGUa9W6972XEZtXJUJjZ7dhq70y9MAiUyH02mM5Al45shQ87yCPuPSitA/QOX+pdPbX+SnYxcFRtmbiOLJ9JxK1XMGy+WrTENaLP5yl+t3kuFDyYDH+nbDekj+CwjOwx9z5QUF04S4sGUhCEpfv7L/fjp228vt4OsWftLHU+PnBK4ko2CZz/qPhD3pCNZpAyOyx30pxcugm5AUKAdLoS2Ficu7O2XjoK1dnasQmN0wWbI6a/a3uRkJzR6WR7t9AQ0zsEef7RdQ+om6g+LEoLU4OcXzCJLxjpjhsYLvW97/gFbCbKgw2uhGm595vTSsnbb3g2erlVK4HhzWXV7eYAxOxH9gsUhBk7dY7Vlk7pv0J6bogiUcCJOmTNQyaZC83t66t9jQwjhEai5O+WXJ2ZrNDvQW0Mdx3eltJ9s179032v6CDMVkvXJzNPrmR3fjEpLdCiBJopNaaLr0bPLjo1W3VNY60Gy2CKd24gSWVc/+751+7DaEizKNBKo7CzrLs6zqdKmuc48PLY90M9///e8Fg0hDytBEARBEARBEARBEAThrnAXHlYhQEDv1/++Pmb3jM45riHsfDz2x5Vz184LFb+WHqKfUX4dFV/HW579hhjTgiD81uJeXRqFr4Nje5bXsqOEJ8O9ivMV/ksxCt8/xE0L1w0L+qjYWxZUcjzcJ0avw995H3lg30z32KNiv1jAw0/M3tWuxbl7w5ynZz1dGqowtmFU1w325aZh+mILAfUO3tfoPQPhN6vc0MC8teAQwrVkRXfwAiMIX4DhXuYK5GElCIIgCIIgCIIgCIIg3BX0g5UgCIIgCIIgCIIgCIJwV7gLSmBKKfz4qx9DCCE8/3D5d91a9K+FBXkMITw/XwIFYlzHLfWBEdcVApZGKHcB98pSxnaGQHTgupZOfTAxDIaJHqBp69trgqICMgmoxoLdMbkQQsikDZMnW/s0YhA+KtpCt2EAVuLJt2HwWewv4vaHstCEkBKRTTyo7ULaa7sWgubHXjib4HG1ZCcKn3ueSNauhday5wohhG3bQ9nu5zwvyT0IMA4zKTdvjms9G9+NH49iriOoWycJ1nsb48PthHKdnHuNOv9zP7dfgwxDiLH/Dd+be6wPsqn3OqXH61s2f3EYa0medo6G/KvKDscM+oAFj0R7veHc7cv1Aj+zNqAsXo/MtpI1g7U1hFfjuwfodtoFddUaZlJXCCGcq+yG9oOKhnNZoxIEL2VNyBBUF8tiFJVsbBHcR7rBm3psLUnZ0Sa6lly9bGVNYO7rWEMNmgyBX71yy2ISoTEsjKgdWyiXNMa0dcOgt/1NGPh3Xlqg0pA+dOVmePJlwrnTR2Oelj4AP1vPL8KwTruBplsrQng1LxzUR3+B/phe+vuyCWiP7Wb2NlBZCthHYpBfXm7rw+3c2vvy+bKXRP1JCZ8hlTKx30A/IGj2vvtgkyy0wNyoM14/V31M0LfbygP1b6U8DKQbGdXM9C2uZaOxhvFL/ZhsqO94V+rP2e1aoWN6Sw4c7yJOW7cyJnl1+sC0Ie0SXfkhBPzuX8cHx4l0QciJl5XxZSb3EmZ/wihy82k/XliAbpSFvnkoejmZ6Q5/ZFxDy9xYvawNMGfLAKbcdNGw9OKlvREDj3vByUvQ9QmeiwXKxyG3ySZOveyEc6vVm9kaCX1vEweQPSPZC2OZePd5bW348cfnEEIIf/4Jgt+D8J/9qp1fy32mrex9DdcDyGwwYZDv6XI+Y14KZk8x0j/Ulcgq7M2RmaQWMHqdb0nlQzraa0TVMa94kiDC3V3Mo0X0elM4bX+mVzOpI7pJYxj92Ek8sf9ggOW2OYIJC6YMexFSbiydGmOTi1NrYwKbUNfQt0AeVoIgCIIgCIIgCIIgCMJdQT9YCYIgCIIgCIIgCIIgCHeFu6AExhB3d81YXBMndAUn7qyX8xeXNuOuPBGXOPwD3VXRfW6qstzFMBJXbHb/pYxBlh7jft3LMpdYz02Wsc482a028oafKY1HNelb5JogDWciLotIvcGSEnUB5W7jiXhoZnYyhBBnRjdgdXgu7iM6BNRFznnu+4zqM1N31AtdtpMlg25dcjn1cr+K9CDjQnycE5hJ32J3VUf7menM64KHHJVs/gnBunLTUtEl/4bEKu+Wg+UGbiSbnveQG4aaDcc27/Q+dMlnYnDd9BAp16M6D2Wh72kbbsg+ZGZZnUgOdw/tXdr/5SO5lvbGldP4EJViljOQ1ejc8ezXdZf7yVur9uuOvaWdy0vKRDaS4Y1eJ2BZ5V9Pcqc7jhYSKATpdowyaoyoKep6exdwk9/1FlzrFyjs4SNQjZ4+9k2FdmWkmiVCe4X2xnLdo/vliBTGc62Mym6xXjYkOV5upUsBxY3Ry5BKMC+N/jOfSKgFpMAZylZf7oR0mLlRLGdGr1hQFmgOZctsSo+4r7mUlc2eBqhAYGsYVQhRZacZ6DSOvc3lPNIbPZZmlZmwn+e+XNSvzQlv0Cozd8IR21MgnbddX9k0I8XO3l4YjuuTpdm3Chfgc/Ny6zvJ6YT6ZaxZO6o6DpSxZe7pNGmB0CPY7lOvi9vLS1d+CCHMC1n3pqa3p8cneIi+H57/HOZW2X+up9bWDXsf5uz55fKullecFyAKsuv580X27O3RL2UtD6CLzjjMRfb01OpdHvu+nXDNge5cFjIOsdGTkhdWA1rWrpo4Et0dm+G3V+pVGy80ly8vTRf+4T/8kxBCCJ9++NQEoKhPPzzvxz9+uoTPeQF6OjLwU9mjY3iVZGiPnLLVtduepIeZkOwnKH9E18646TgeicVtj1PJQG7qDlmIISPAuJ+vEdll1t8wHnA6kTUS+9ZEgCH7Gm/N2H8PgFtmo+No7+b9aD+HOlPWuwScUiwrI32QUHOPQh5WgiAIgiAIgiAIgiAIwl3hPjyspjk8ffNtCCGEtQS4XOAL19PHb/iNU/814vHpqTs300+/ISwLyJbqVufn14UF90PRZSDrBChkssxjgMqFENabZEtbTGA9jv3R4GMtbyr3kFjYV0uQtUWxVrSf2Vf4BXgZOqrAly0ivJpfq2sd3jQ47hVzC5jvGGvrpQn9+WXQX18VXhdcd4rbvxCQKXoF3jiQsMdOway5N/0qz/T2QEDhIZw5SZtAzrEWeF37XrIUo+da0HvkOOYb+us92nBIE8sf1NaFYPSGBe5G7EGa8aulq3a53IMFsKCnGFQVr5AAvBgUdblJA3bwYXAegsgaT4NX/14rlflKIKpXG3YRcSi5lLXbletBdWeIpIzObXTugn4YD4raz8ZzFL5gJvwSyZK+rPjHddkNZZ/JPdBeeKDmOTXwdDPK6nm/Xs5vrnfaBUtoz42B55fHx154RW+d60CbssxtT0n3S3DuAe879fvLgJ6OZXPl7cEi8WRwZcuGbT4gyzzaj3iJXisX9WsaGTCvZtZeMFxDu0juO2ITdhnXljGvOi67e/xkmI8jZ3DzPkB0xpl7yxMZh8+fuSzpW/TGM3WQYTB+DtvFi2v11izUhXrF8XJfiZdwPnPZqgoRGAaeHa86voCn5fzQe03N2HB47gcyDuhAsw60EeeuDbrOhNHrkq3XUO+5eXl9//33IYQQ/uRP/oQWu4KnWvWwen4G/TDva5eHhzxixhvLegZ2p/jkdB571HeIjblS2sJ+QyCT2kmWtss68/hNcN4BV9KGxTFATJYFYndlgTmD3t7NYxC89WAcp7q2r6j3SDtrxw8PxB4ehDysBEEQBEEQBEEQBEEQhLuCfrASBEEQBEEQBEEQBEEQ7gp3QQm84H3oV/cC7+losO73bMjXBlIBbhnCUXzD2xpx0+kvEBQEQRCErwdDFbkhiKyRdfgmN5+7rQ3vsmtzC/2KtY2ecdSdnuyw3htkBYtbqPm1n78Gnf91mf0fcDpfu3pnAPpxpeaZQMtctgl7fUBreFO7zNl4/fpvDIcT6hyQq/rq6O2XarNNFUCMXBy8z/FcA47wG4H9yR7YVDUIeu6296eKe12MbtjXXIE8rARBEARBEARBEARBEIS7gn6wEgRBEARBEARBEARBEO4Kd0EJzDmFl8+XjAfnl0u2igTpG56dLBkvJTuCyYZE5NZSZlcvJisoAfMxY8OrRvblYvo6jMSf+ywILCL/pdi+3EwyDyTHRXS7Sba4K0PzkpdtoJaRICtA6nt3g+xD+NSYbYDJWm9Sooa59deG3UwG2IxDGLUXW3k5jm5Wo37MrPdv+6OO4xFvx23r+yYmfue21TZgRo++XZvzDJRyakTfyM1kmSegWfVxtkO5ii4ynmc1e95bvEo3p+B9msBlZj/y1uqPLg3ndaH2etxIRg7aKp7vkY1ucp6LzX9ftm/RLeV6Xzxytd/Yd0QOnxWv0zHDPsS+ZdlOTPqf65lcNmaDnT5A2aoXzIZfqm31jnJ47vMcbGT09LY8m5lBRDbDRLdNZNqEGWFQ3/sRzmR9u8j25xLR+xAcuwSi+6E7Dq0N9cizNanKgrKvm2dvKyUDnjFe168EfceyDG/4YDjhVjJPQWdywgx4fZ8bvcsjO452q2RDcxKoGVbIXHOJ8ZleZSMWlp0MrlNZ56e23mN2sIppavnLMuifedxWAjni8yHCmmX6lqiolywrB7Y/JDbOWaC21O+BPNZa3duhfhm7hm0k88xfT9k5tmdtbcXsZHTlAr3G9RqzXrbCWl0byW5qz2DWzMuxs1UyNnbXm8XJSLbvb6Ewp2/3ks3Sj/OBPAM0Juf+/SOvfF3MsDmvpSZI85Yj9jN7J4EMfVgHGbIzjNlW5m+aYe6ZBrfDuPSZ+RBTbO2dS58+OMZmmi9lLadW74npTAi73cpgixKbu8bGtsNz6vcB+D6QwD7wJoD9wGyuZLJHyGJd27vR/OAhRMj2+Pjxkr302zPPfvry0s6fy/vNGqEu6I+5ZIyMMHeTeb/NILt05zLJhIj2OqMVJjZ/RtuNZZDM9uaXCFybmbHyGINfSgmcsL3lfc7TxSo7eY3BNrD3BCKH2YTN7X1/YVZY80pCsqfPThbrOPWTZ14gQ++AAj3DnJ2K/iynZhumBdvY7t/Ob8+sKA8rQRAEQRAEQRAEQRAE4a6gH6wEQRAEQRAEQRAEQRCEu8JdUAJDCCFWSlXxHDMMO4eCUF0/0SWO0VYYe6lUCjeSy25rqwDeZJz4RndeLxaOq9Oe98si6xmXplMpcOAG7dF/8k6N4NS8Xc5QJ6DcjbQMxsay0ijhCcpqZylli/kFB6+9xnG8/N/z5WQusdy9sj7CsZFnDXPuTN2BdXner/JnsK0tLvVmjqRXV181yyktsnmWiWji/ZVCP3fmmc9z8rhh9ngU9Xwc6/j+cMZtmPXt65bW+26gBF6pvsdt0l8Ey0e4KrrT5Fwq0pdVf9PXE+hb5rXt0UApyPNkZ57j3Nlp6x4FG+h9QPTjTaj0G6TTuGrbK+5EXMGRJcS88C2agJsdyj1zOyYy1Y9SYS84bgOpufUKLmM6Xp8OV2Ux6LwJZwG45wcyvhEphRNu5fpWzEhPLWVFr7UzjMR6KXdzqJ1zLQOuu7KFIjABpYjRQyqV5dLGx3Y8A5Vwv789A5bEaBCWzj1flU0R28BpMFBYO5q6UwbYxhFNuNUJa5lja6opgsfyyfj1gqFYEkoxzIIV91hsv4Usjw1pR9cn+hb7/YfXL/NOW3NsKP6xzxdn7tbTsOZFxpsLrR9mmIN2Ovb6EU3sir69yETEohJdg0EXsVgydyawAxtcJqyiEB/a3FoevylyQAkC2bw2WuP8UOpYefgUnP+VNnRywrLUOT2DTXic+WJ1Lno34TiRGCHJKBgcEr2188np53oV+huprBPZuWColboubUA5tbraZCs18uHxA9zfkOMZZM/lX5Awb/Ql1EZCaujaXQ8BaGew/2DUW1Q5bFckFHv/vbvvL5MYEBWPUffRxuH4jV6G9znvtMuIjl7oyHXH1Exsg0pl0Y4ASEdmM3ZYBJvoB7j/+ymylr1qW6sXqKj12JxzwqcM3jOuQR5WgiAIgiAIgiAIgiAIwl3hLjysYozhVIJ11X8DBKI7nXiQvxowD38/PEEgMCyf4bT0jx8dr4iFyeLPzfCVjso6bWCymbSByZWCD5V5kb20dzG3OL++0u9ct6jL15PFH9HJh+YwuV4e5CvrF3qqeH1bv1sce+o+6Nzs3JnZr9HkEbxfntno2iKv94et/frv20YV97i+jkeaqbd8eXdUkXlYebEQqVuK4y2zNwEusydMcL+5znQBA3zDdTa6XuhBOmbknDca7PzXkL3Fm3MfByeQZAU+l+kjNmY4zwd96405lWVB2Z15PoFsKvbf/150/EtSC9Y8tk9t2UEvEbKOfAjyoqkAACAASURBVBWnvON2nA/ZEc/PIju4buF8rSbYvxoeGI451oD2A+GB96QpE5/GPBjrWydKLOmQ1XyJHgQyncHbb60K5PTc1Ls0s0QwiBwx+QqX3QOzPj5hwzq5xWxQwAvE29cQsPngxZBdiOxqPGCM8NV6axvdtq7H93Ztz9jGaRklMYHmLY4oifUfZroPbXpg4vPSAuDYeFVfD5p8Pf0Dv/HIB/o9OLTjjUW9qx3RWCYBBjpm/WUB7wMn9u4AXjV4gZUbjTJebQN6nGTYULFi0buoJi5Zl/79KYQQMhqbU2mPYxMwWH/1gJyZ5wc0bFnaPH9y587z1XorErrvmowJxKMEA4dDPzMnLwy0jh5UzMMK30m2PTkL90jLEAx+LXZ8A48047yInrLFw219cRKFFbw8t3teah++wrLX0iY63Rah8y3OVDYk3hRhsp4T85eWuwyuu0W9ITC4cwu170x28/SeCIMsLl9sG5CdYlnCNhwHvG997mXXE2aWKOcgoLpxhATvwnk6vo6/hjysBEEQBEEQBEEQBEEQhLuCfrASBEEQBEEQBEEQBEEQ7gp3QQn8UnyNILC8YAwa9l6VfE38VjRSEARBEISrcOiB7PJw7WfX32e/4IU/cKRvuH48GQUt1euvsbAwggngPkjKkQd6ParkyC21Xjc5S/n3Jl39bcZBirPTHzin80D2bX16gJv5G8eXtmt8/57g4UjfjsZhF3MCdI/aNlwyBjbUDdvhteELZb9qYqJ31sGvWPxbVv5byx3XEb+orqOQh5UgCIIgCIIgCIIgCIJwV9APVoIgCIIgCIIgCIIgCMJd4S4ogTnncD5fMh3UfzHbxRkyJiDWIosZG/LUy25OBh2WXQ4zXKD/JMt2ZGQhCj5GxG9tYFn3eLmYkSc1QXq/aUPth8xTLqwlE0gymTF41psqi2kDJpLBKmXetywbX3bSKPDMfZANAx+HpIhZnb5l7q8597J+3p3cy3jjsOVyzxgb0Y8QnTGrz4btJqLJccln7UnOX4zKYfUTjqlvcZ8BaXM6N5EslJszEml/OMjSkrhs7kVDdPRjf3QoKw36AK+zck1/wXXWAjsO2IaRrH/uPWWZLmXHx3xnZEAfMP3CTEUb9i2ZI8aunltmHNaGDccBMyeR5q5oYKosS00Z7FrSbLon257d69O92vJsxg3bS3C1V9dKZetLYnbGqx8zRg2pZpgdJrOzrQ04/lgCtc3teC1/ePSyDGvc8CnrWOIweeWWPsMyORENdGpk9MmaYwrG+yFjFJbLkkemjdsa9mwpgS7Wvj3kwF8ypDmZfWo/YMJkL8PiVLKW4fYksj0FPgrsA5hdRJuAdoDtwawutQazPRja+Qkeju0Zsa59SBylwL1dPcojW2MUgfdt3X+g3fJs80baFsme8fzcMoqdP/3Yyj33WcnyGfrg+fN+nM79fnyCPWcGvamHZragYk2XDHaTk/4Q9S6X1FmRZIC8oMhCJj225lwuVLqLZyOhDanuA0EvJ/LuAOuIucr0BnQGTcm89e3dzrg+4X67903YVtifVLtndBH2PXA+lSyReeWyG9illGtmx+vjYPYBidvLOjy2i/r+QrOYnX3ALts35XI42mPDRgJ20NAqzCBfMiDOPNv9/Pjtfvzxu7IPWL4h5YfwAu/Caf4YQgjh9LHNU5zG1TY/Q4a3D+tLdz2EEKYyETO8z61b31+YdBOzBOZR5tB8XTbP2LlQCWkD2gy7376ePj3XdzRnvcY5fRrvKno4y/zEUk7S1Oc4R5y1vQIzlmKWc5bZ0cmYPZN5tkAWXGN651724SNk+y1tx30GKst8arqf3tK3tZo33ykIgiAIgiAIgiAIgiAI7wD9YCUIgiAIgiAIgiAIgiDcFe6CEhhCc3usLn5x4Mp5OX+5K6PvIZN1XK4ZZcK4kjuudE5h7XhiLoCOG9yoDVfO9ff3LvdWtpSFrpzRc7+ttAFow3y9XZZxQWQzc5617tN4lh0m6pJPbg8hRNpeLPZS1uxQGMzz1Pod6l7tB8cr1MoS19Xk0IrqfMB+ZvQQwyrZ+Jjwc+2vmeg7lmUqpj91g5tqZSgwd9jLFTi+yCTiOm+B1/nc3LsJLs9DahT61PbtnRy6DaUKuWlYjme4ulewkYzM1gVOs7mpbxk1E88Zmt91qiG6VLMeR4rMTs1zVAYpxalSNRxhbMNR2lqewI36Clm5xxfmZ3nz7dxOv6UKsyZUu+dyb4YNA9R9Atbl2A9yjmn4BpJoXkazfGImzEvHE4GKxsqdQK+BJxGn/tlMG+q65+1vVqRsXY5nj+JWy5wbF2FxZOuctnTL61ox/KKKcxdpRaQNk/O8E9tAAG1tAjrTaT51olsAenJd95J9StbGepym0d4ObZ0zZvUZkLpF9MCWCy0k59Jzow+tv/qz/Xh7/rGT3T63Pnj+syZ7/vNPnezpsVFJlqfWn7W1ZuRO7fp0utwXT1wrNqQaxnKfQ2UNS6G6PrS2eDoe6h7mwPtA2nUJKKeMAuWsDZG8q2TLRdsPNzI7PFs0EXs3wf1ToatFY6CafTkj5a/SDs3UBUoo0mkLFSh6r5pl7YwRKXSOTdgKbQ0uJ7KX3gx9sac9InC9nWAezmTuJKQBAqd9b3nEuQ1U09oH02O7DuUuj+3Zv/3lhxBCCI/fTVT2Gebe/PEyt16AoouMrEqtfP4M8xhDGkC5df6ft1YWCzOAW50V+hP7mQkjzTOxyDBGFs4T24zDuNkHJgXDfeV53PdFQ09+w97cpRpSLjsRRJ3DhyRzB+ZI9vYP9bpjt2Lu7UcESiCWlVMvm43s3NcFx/gemL/gvUceVoIgCIIgCIIgCIIgCMJd4S48rGKMYSlfUupXMAwUdlp4M7e1nl+uynrf8BanXBCAcvtfKb2AsKzcW9rAfoD22mrLnQey9fdJHvwcwT42sWJX99dS9qvu15DtQX78vZRKijXxS6/U/roFc3fwqg3DyLtQL4ke6/oh1YCf+JBEmUx8w4E/R3T+miL5YodlMZczr6z9FNf8yNwKnEnCipgcz57Uf+D0f5Wv5WJQ3ZHSwCRgs8ybWbdoOGvv0XPvKcvgBXRk/TDfYG+pXURFwGQTRHZyEmJQsGDvLDp74M4w1JsseMkkBsAgwI4Imw8z8WTM5Ava7RhpLnhoMknQj1s2GzXouuvVgEHiR4VRDzjHfhRbgGXyHuAeVrR69Dw1BbMvp/wP1ncRnwEnHNmrhBUN4lTEnH0CeEvFdbxXCCGEdT4mFwImdBnDdgdp73EHvz3o+wULnCfCxhY1L5+Hh8dOFGNb793lbip6zwnX043YFWNvMUj0bhTgHi/gePUOAdETypbLL6BfcYVA6+cW5Hlv6ucWaP3859/vx5//5PtONnzTAkpPa/NwojPyqfX3VGzy7ATwNl/uW5YcKlvHHx2wZt9F4nIdFGV2+rYNGQYvZt5Njt0c7T+MLFn3zHxoCrIsvd4mUNxdf0xVPGlIfCm6YNZIKAu8i5ZpNNd7u+FNh7o/NUm2WHKnxD17ArNlMM+jzRzRA8dhYPSznZzldr7mxKnZl9NDSRYAnn9mtQVdeiyPhnsdY4vKHwnmC9pzs26W8zaHF9lTmHwrUC+jfYDWrOD1Rh2hYI22w9SP2WrsLTO+HFXWy8F0C6Hqy8EaMdPrlASFos62uML/nYPNPee3lmcyDmZfdWnQ86cfsOL98Bm8db+EDCAPK0EQBEEQBEEQBEEQBOGuoB+sBEEQBEEQBEEQBEEQhLvCXVACfyvw2xQf2W3rb9NDCIIg/DZAdlV4D3xhIH23rOsUbD8KPEPV/a/Z1ntD/2y/3qfN5OjVHzeEJBiaq9wdvLrMsr7w4PesXZZCPWgMeUY/aC+r94AsOfPboc2DlDo3dPPYJghvR+3bAwl5Yn/O3IXhCwqFEcNjmMgh5Y/oJLMx3iqVCg9lRZYMAoP6Y1mUVz3R6zyECySVMg9MAoMD/dDU64QJeS3rsTkHt39ljMIUJHpIRQFMxbzQRWyyTxOXTaQMK9vrmmmMU+6tkIeVIAiCIAiCIAiCIAiCcFfQD1aCIAiCIAiCIAiCIAjCXeEuKIE557Cea+aJi7tfAr+9l/OZ3Ra2Pdx/Btne9xWzYbyuty8Ts6JBucSPcHPSDdS2mxwaRjZ2sn65JcOE48doy70cJ6ddNWNGzq0sz1Nv3cqzo4cxKXaDduWhDzIfB5ZNK2OWBJQlrolp427QrLYEJ/OAzpCgsHrb5GQP433udO7Wu6tvgzbkjfdHBfZggvEdyZpmkWfAsmw2tb5kkzlrqnJcb1FXYrmPlWllr8+bEGDKQlnOkDWgDtM+gLbCdTbiXu6Yjemtw0FgZbBzXv4dk9GnnnPcgmkT3AyMxFY545B2+gYpH+vH/oayaF2YAsW5r13euCzRfnO1yEaa9SaEDEawzg1PvVDHR8Sp/TpkNcremOW+tI2k3vHmCK//lkyHuEZCdh/S3JR6G1oKZo1o93mpfKooue73bc38CPPY6VtWL5+7YDMG3Yx9u7qcrnqK6yqzYQlk8bZIrMW2wrk6j5yG49ypx27f1v0a6p8zd/ZSnDUFCm31w+mJjA3uZWytZMxSv68KIYR0XdXCGlqGo+nc28YNMuilsu4c0a/9yOmuVMuFZ5wnvoeqGcGMjpO2hgA2DpPqnfpXgecfW8anH35oxy+fftWX+dye67xeXyNXaOMZ9JJq44R7/0smwpkZmhBCmh7abfMlKx6lNYWwZyVL4cd2Tz5x0dI3CTbLGTfOMNb7GmUyaPUDvEKGNcMII7qQttYH5p0lsWygrVy0DyvphjO8V+VU5znqDNgfsOM1w3M2+wTQnwnXyELDmvB+rOJyPRtKad/WEEJIJWtdjpgpk9B1YWwmyJgaSbZGfIYI5SZm8SCb34TzpTYY2jKj7IdLVszTw8e+zBDCE2RYrdN7iw9UdnmAjLOniwyu82bbU8b0/IL2CWSx4Cq7cVl2E+79+HqN+zlcU9j8BZ0x7wFsz9kUxKw7A0Ne90jeek2SIl4BUdLR5s7IkkZkTgm0onXu8fmUyEZh8iiBxNi42ddJZt/TI9rLi16enz/DqVbWH/zhP7kfP33k8+AI5GElCIIgCIIgCIIgCIIg3BXuwsMq5LB/JV9Ol1/t8AuV+72uyODvh1TW+8Wel8qbSH5tTs4fU+y9C+zt8DVh6htn6+q/UJhqU/8lJzs/Ie9fQ9G1w/nJci8XflhlX3nxy0gK5jMvEXZ+Aae/AMNXRfwSOJOvSk6AOtoNKFp+up7c323J19vNkaWVuZ1LaroeFRPHedADB9xa+PWhR0Z0/3BlvZ7d4EotaXakm16Nf19vHwgmcs6Ceb2wp/KDFt6Aw4FunUYQHPGfad3BOyHC/K16NS/OsrDbBJjHTrnVG8J+xRvYUCiX2Rr0/DAeh6Rc/IqPX53Zly3z0br8MbMvYCGEzXhNFVlncBP7COeMbX1e4x1DvghfGlFl4IvwcWcqiuRoE3025xM4X3u5BwXzJDCn6gO5615/3umtVi98jZ1np8NYR869jhsnocCP92rxS7PjwUBPoSc0aYMXl9XTx9eNZH1oBADel9f6ld1cH3xpjsvAwKHHK679rEj4LP6V4rqWgtGDDrwDyB5mQ6+m8pCTo43GP2rfj/EmbLUN6MHlesQXLzDQcW/dysUbK6IZf+ht/o+fvt+P/+wf/aP9+M//tB1XAz+Dd0r+1LyW0g/teL8F94zAfljYdABPljVeykIbaWbT6cN+fHoqXi0n7qmSXi7l5pdWf/7M173pqZQxo+cO1tyO1+KJMJ/QY4h4o8NzJ7DzbJqt6FGSwOMsEW87cOHcQNuopyyMw1Lm0TSj10TrjxnW29Pp4r22ecHzZ9DXclteHE/I8gzpjNed95ep9y5ha9EEuhjN9QELAqrdSLkR9kUzembtaxWM4+lpP378+S9DCCE8ffwW2t0OH+DZ6744Onp7fmnenlXXzLuy6ZrLH+gJNTnv1dWumW3oyHPYS7RAarCJGJhthHlorpO5Y7xqcYFg7ol9e711wl0OuXR/avwaCbKsrfyXDLStFWwdCsHq/l6s83vATIyNJ8v6Npp3uEvb7W8A7Xk+gu7/4nd/l9dxAPKwEgRBEARBEARBEARBEO4K+sFKEARBEARBEARBEARBuCvcBSUwxhiW4m45E8oXCwgZAnjoossto7N4PAwqC65v4LrOnBiNkxx4586k2OwRFmjBWHLtF347d8X0ELviPdbJVIVGLDHoW0srIX1+k8s+BkNsZ2cWONFEhqdFtLLgXG1vdH63ZcFrPfrgRP1nnc51g9KyNlyAQbNZC0zPDyhstzDcIg6aeRwyT+G4DpNH8+s1PITFUcZ1l4brw5/aITilxxUiWIgwD3N7wCa8UZY92i1fFnAc9nqdTmBhU5cH7o6+B5yPA3vrYNgHhv/DJq+TTOAWG8hc/QfBrc3txgW9/uMFtewPPVXMM7nOaGAhhLi7bXNayi53QxRRjxLoWUZ+TCRv4CpaxnEkJxtYEgHfI3+3ok3WMYLsPF1zUq8HHvIrwt4ONnVWZ32h84zTO/j+422o9y3ePK902xts7BBA4UXbS7vrzZUAfWfQdgziHBmfBKgVtSi2joTwiqq8g/dtqoG5J5506JX05R8MxO8NeqGjGVYJi6/83Oh8P3zf6IF/+sd/3IRKEx8fH/dT82cYlR97SiAmMcFA+rS5TO9AP8zVp1bWUgKST0+BogZrxmQV25kHXV9qiI/UKIeGx4k2oyZcirh/JYHBYe4inXaZ+uddIdC+sTtsgJHejoltiCxSgk77+9djJ3epqvXtVNqwOvoVIWzGWoSSN1NrAH2kSHrWqvSjDbruipWGXxV9tf9ohywB0RLRZuA4VV4s7DkfmuI9ffzZ5d9vf0FaEELGjizlLk9ccc8Y3qCMqWebqaXx7NI+Pq2s0c7urWvK2JJjG2+w+teZhq3EwVJ2DKzg46K3PBYb39Vp7HvJ0vay4Pkz14qYmk2YTm/n7svDShAEQRAEQRAEQRAEQbgr6AcrQRAEQRAEQRAEQRAE4a5wF5TAIRzfw0yOaDYMt4CBU6OhqNAUec6NQ+fTgSy772umwBEEQXDwNbIi3i2OOrK/3eFdEAThOL6mrTlSViaiN+yFh8W/8Xkoxe16+lyXUr6fGj2X+8dxfNWl4rdh3WF07a/Ybm//EQfXO8HXooya+cZ2wXFk1wORdStjslyYPo8nS+/3SP7TfnTt/lH5Hqx20JbB8fVQB66fzUFRL1LCDREUeMHe/UcfwW0XCffgZf1+J9lhHJpdztHFzOfOrZCHlSAIgiAIgiAIgiAIgnBX0A9WgiAIgiAIgiAIgiAIwl3hLiiBOadwPr+EEGwGkYop9RkbQggh10wOeMtG/NTM/ZiRgcliWXCauLFhxhdMEpdS/zsgZiMxmSsScXNe+4wJiciFEMJGovp7WatqhivTRY4n71r7lnc9bwsIM2omZkuKxm23HweUxcQoLIfBnk0nhBCcfoJGtjpKvV6GLObz6Mlm8rzR6bzdTf2A63yVyBmy2RC55BT1Zpfn1w0IwXQHe7YMtdUkOqvTX5gJZq31Zt5fW+2nCPo1GmeQ9eZO7TPz2CQ7THJoCSxJxuYwGFgLPK3byDjQ/Jueay20dyvSk5OtjdnbfOZZqXZbA2Wx7EMhNNuMNjKT9m54P/Z97tuLmXsyHDM395SMQW7HlNndk8u9bIFmeGsi1QPjUI+8MWfXvQx7LVMUXmeyxzP0pYy2Gc6PmPCGNk8KJvPpWINKe9gkC6/GdzAOVcfRhkanXU3HcOx6HTe6iFl3qY6jXkO5pAk02WwIrT+MrcI1AbOHkb3K2s8zz4Iak1/nsbNRqPsanEPj6XCd5oU6sxn70YuadY/RdBxgtr/EdAxMiqGVMXsHuliPNs/eot7s+1L+3XhbL3tiY48de7vVLGsJ92Ac1XZisuKV9kFLu/X4s2/34++232syZQAwe/IWf2jHe/bCdks8tWx8ETJV1bXEPCFkNavZPk1WVxBNkFX1x3TpjxcnwWJdMuJDa0teWl0m0Vwp16U1weFumWEjkKZ+om8wTvkM6zUZ3nVtD4HrNc1uba5jZmnyngG6+JIudXgZlc9nyNxZ9gFeNj/U8bCbLU8bL88wTdj3juxU6sO3VpJxO7MBCXyfYJYyKGsm1CbMDDjNoMOxnJ95FsFU5ojpF7NXbraiZgzML7wPVhiHapcmkzkQD7ORC4FnvA0B390gm9stbw9UFbz3G9YGzBYKGTaJbPZeShkdjUyoyaGtJfoS5fUBeROdHdm9DbA+kS5wXn/CTLJFb+x3jhDCTCYwy3gZQgjzQmRXkEUTd33IoFBalVkflse3pxSWh5UgCIIgCIIgCIIgCIJwV7gPD6sQQipfRNgXBu9L8f71DX8UpJ+EmV9OCM7ndji+/gsz/sA4mZ/qWbHw1RAeh/5waX4R3a5IgicUwPv9cv92DF+aPc+c+iUnmS92g6CX5ssXGzP8AopfI8gXbPyyih/TmTcWPgR+YRrE33c+NlwF+9oeAvQNOvB5P7jvHkX4NcyRLf/iL8u3hLcc/SJtPUbYFyheG//Bvf9yfigEbKnWdZqq8/AWd7EDsqxYqjJmnODLKfvYbm50zg+QvM+cexvKv44rQ7YuHxdZL5gi2I/axrE3Fnyxc77416+GGcraSBtWrAu/FJKFAJ8LvzSzeWa+ZmIbia2hg+MNAXMo8gJNbuP5vRdx8FwIIWzv8Z0J+sCUTvrBqgd62/WyxjaPPGvY7HMnTu4PPdee0mBsSvJ0fD8PX72Jtx96DpqCyaJivcFAh9fuVJgnPp/ok3lzj3lNGifzMjfp3fxC9jYKe1NAD+jnWNgDMTdFB/gsNCY3HDPvNg9WtJ9POKXxq/WJ2OYIdmu3oV4gZFSbtXq6OW5AxbMmFfZBCMH3WMx1/wx2kUuGVLyx8BkTcf6YwV5/+K55WJ0e4LWhjOnLj62Nv/r8vB8/1x2McXLFudXv3YyHJ/Fem9ADD2TXtbXh+Xy5cnbm+YfvfhZCCOHx6XE/h1PXhH0ug5bBQ2cGDxrsyDXVMfUCfxegwyN0/plMvgQvDKhXE/MYgrrQq+Fh7l/1zrA+VY+N+h72upE4v0er2gR6E+OptMV51axedbHVOzuWqTbB6gybD7xdzLaiJ+QZ3PGYV8pyemo1LA9Q20VxcD7FhyY7LU/lX+wD9BxsdVVbwzxlQrB2OJfBnsjYYrnYX5Nnm6snvtnfXN+H2t4cReVGadZeJ2A9HUuvXaQNjEXlRFefqXuzt9ci7fKitu9tAO810gXeVmemL5LOexmV5f1FZTOXZe/KjG00EW+wS7ntMJL91FHIw0oQBEEQBEEQBEEQBEG4K+gHK0EQBEEQBEEQBEEQBOGucBeUwBhaYDHm6OazM3oaFv0NznPV82gyTJScQ8c220biNu5QiVgTGF3Bo/SwwLzeU1XJCH7pnmx1b8VAdB497DgwoB+4VxN/w2xoR1hE3+J5EFTZAK/vPrxuL/R1DdxkEd7k2tWRBMx/jf3RIZA/u8thJd3Q2gPS0B0jp94m6+gtqXYiQQBDCO2Bb7FWUNZoPphaiSu2R3tj8NSPnXdVleg4yu7dsDgdgnpVZBZPllXvuKNPez/A3HXKyOUZjC3jxs4pgNhApCiM5rk3ZgPaUByI4fn92T0K5w16wzA7Np8wd8NtpEIimZwxHQ7Zdfdu2483GOfROBne0OWfyemvSnFNB4JyN5rtgOPv8IgZTTc6yrqrON7vGHJKMbuBAmdGydsP7dfpIUXVFRPY16Oz7MkzDhYa/KQOrH1evQyLWWt624jm8uGh0X8eIGB4BVKoK7nHs7dINYor07WGqjaGAuXZy9DTPF3bXMrD7poIXWoBesfDI/SBoX2UANwr9MHW1p/Pn0sAdmBYzY/Qh8CNoXtsDFJf/o3OvglZ5J9eLvd9+vyZyu624Lvv9nNLeIDjhroXxWDNp1OTxY6uCRYWKGE5sUDIrbErUkrdrAsXIP1rZhsiZ2o/kDZkoBquNGwK0A9hjz4tt6xr2fzjYkJK4C1g7eZzj01J7Ps4NV0xwafr/adH+OMJr/S1PrXrS6EHLo+P3T0hBPPs1W7Mjv2YZnze63u7lfTN4vRNlbVXb9lwj6JyjyiB2NZbYn+8pQ3ecx3XpbfJgk0gTSUqd+eyRL+QngrDuJqCuU0+AnlYCYIgCIIgCIIgCIIgCHcF/WAlCIIgCIIgCIIgCIIg3BXughIo/BTxpfRBQRAEQfiJQkvkTxZfyAa+vb6D594LLjuVMVnh+Gu2cRiygiUfu4FWa+oaDDC2ZST708Z12uvVW17j3btxxIW+JZMdVbZhtVerD+83d74ct8RiuSlAxju04WsE7niL7A1c+yPF/sZlvyxMwVsgDytBEARBEARBEARBEAThrnAXHlY553A+n0MINnDift350W6XNXEKWdQwJ5BhciKMEWTyy+EGX04y/NoYY19uhqCGW4KyyMOxYGaZBCEOwQYHrAFKs/PTaQr1OgYp57JrkU0QmJEFlDU/85uYuf1vofgMG/RHJN8KavDKyx9QLvtaZcYRx2Hwa+/WHbwumNzCA37m7iC4v2Cvu96mkejeguEXPefyxgo2etsQybOZYjeu7/tlLKv0fXSejDXXk93rjTeMLcyL5AQyrn1r2r2RuesEuqVd6zQn3TJ33MC6F9QWsraG8Kq9Jaio11sbBB1tOsyfogUova4HIbTgwpuxZX25GFTXDyhc78av1nCeBAx250ti40Da5cWCR5mRMJyv/TT6eIy2cNt4uTURhlWfvuScuX6wuZNM4OhWMlnK7ONCHazcjBlGbvom3HqEXoUxq3GKN2c+bGV9SHCPZ/G3/eGu22YzMvBYW+ptqFnL4Eamohtfyug4uHkFiL1LiWruEGPvkLJPSDzotm0DS6TA6oTj889vIwAAIABJREFUkU0A4VEKEzNHTKB7Zj/asQnmT/Y128tLa0O5b1m4hr2A7Plcjp15uq6XPfH68ryfS2fvKYuOw5nJGbs6Dhi7fJ77NpyhLjPfzDy/ROOdlhZI/enbb+G+Ui407PTwCNdbNN/n8rzGYoAu1ya8OHvhBAF/H392CYo+QVtw+J9+9rMQQggPEAh7gUDqGGM4loDjK9jj5+c2Jqh4dXwxqdCZ2ITzGYLJw9xM5H0A1QNlMw3QbjJAtMOXPmryWt65LvVeypqcvRLa1rpn8CwDvuu0ieQkFqjvLKCMk3kGEC6Pa2wCmTvZ+GFAMggyzzcoC8ckkbUkZQh4Dwa5JqkxphveSVI5toHcYS1a+/7yvAXNfq2MGWvrpT3kGeCcXRHW7hm4XeKb1hjPvaSZp2g/SAKAzBe+G7bNIYS+DdYijoKuv3eA9vbc63m0RsPd7yS7rb3sxn6ACTw/GNO7bcWg67iXxZf4l/BWyMNKEARBEARBEARBEARBuCvoBytBEARBEARBEARBEAThrnA3lMBKN9k9SLn3tr2PCtxA1GFcQ8ffME/EjTFx98qZdKuhkoFwyn25KRP/O8dtPK3galncW0f9ZUryWFj1HnAFn0PfVgO4HJlrM7hnZnA9TISigK7P6KU4MYoAuvrm9hvsPA/am7qDA3BcmxndyeGyJuImPbvUuSIDrtrsqRyv4CHnwqo7oUbgH6DvI2fhnC6tnJ2+NWfLkKV1wMMCnRiOrXFHvi5rJIl+edrBSnW/AEzkCnbiRA93ZPKHV9eGddXnOURbK6ccKkmuSga2aPMoxWUss+Uz9NVnYwzhyvFvKTcFH2WUwBtKyFf+ulpteR5PE2vPzAGpBH5peM/lPtK3TgGjuYP2eB6ZRhizaWY04VtGh7nv87aim/u8n7tOoUS9NWpgKGh9nAFGe03Oc03E/d4LwMxKSI7ZSlRvoQ4obCaUi1fWufw7DpBa+/SWOMgeBYGBzXJkwg4Z9kjzdBfBWlerLYdef5xiTblnQsnD65U25oVwOAMN6+VcaGVOaIqX5wt14uXHT+3+z5xOMZU9kNEvj8pebDZO12nAvUGqGFLnqtAG+9Cf/fIX+/G3P/vYlXV+ac/7+ftf7cc/fv4cQrBWIJ6ARlPWlJfPn1BiP3o6NXrft797ofx98/ShicJAz8tF9unbdv3h40dSKuybYX/yubT1tXDVD6TrxZdey3GOTLBPzBvRRtRFKJdR4XFTgVTWldAHkdJTqZfzzNddw9yn+wOch2by0PL2y5WuvTa9tiFLULj8c4Y5wKh77KZgaXp7XdBHCd4deLlAez1BHctS2g3NxvfFUocNk8LDW9RjL9QCC16enfeMRoHGNee6bH51tkei1xmT1JofkCUqZta3OCgXjqeb9hejoOu3yB4Pup7pOJBOoBTfEOgqifblBlnTrnxDG2h89f6kPYX0ZXjfvyEU02vIw0oQBEEQBEEQBEEQBEG4K+gHK0EQBEEQBEEQBEEQBOGucBeUwBAhq9gRb71226uDoeQNhb4CoTtExxuR/QroeEeGiVRI3bMdGNlBRh/uUs9l2Wk3ixvBTHrBuPpi1hlWAGZDMW1g4JlRJuZ7ehP62jwyDXO19Wpn4+uX24NNWk8XqTDLDOe04S0Ot5c/Ln8x/Q6BzwdXv4h37i1j68mys3TuOvPxJu1iNCyn8wdkxx3LiBYZwj7Ws9MH6BJfm+M91z5mRtkGNsdVTFYW4roVxRFh88kbM9q7pA2eek3mOA6EgW5Qs2k5rapPZl3cuXSMPSWQzTOPRsbmgz3XSqZzhGRuCoHrWL7JBjO6Ab8/pXbeSWzVleTq4nBZG+nwQBbZDoMMSAaYnG5gbbAsRvm02f6OWhifZtnaVesf7w2YDF1zoMqJZOUzZUL71uH+x6HDjPQHKTuUcuHwSwlwHGpmNo82VbMEvjw3+tnzD5+p7EzW+Y2ldgohzEV4cfZNFbi+PD6244fHUyebgS43pUatW8KHTvbT943S9+lP/nQ//vzDDyEEm39reWoP9vnz5cqnT993ZYYQws8/fLMff3e63Pf0bTtn9kLx8sfpsdEbHyFjIKJm7fZooohKs1uHOSuxWZhZ67hR4FkCOWWLTQ2jyYXCdjrxV0LM/MnnurMoDExnpWCjnXH7rpxen5ES2Muupk6gBLLs6ws8L4ZnIeM7YeZPsEtx6efDBOXWDJrT3MuFYCOazPW+hY/DRDJ0fp1MdszO0pcHep1tRSeeFJHaqgmLNWsZkYXj4ysZwusDVtr7yEYimx29vwtZ8mgsctFi9BbeM2EtWjdlCRQEQRAEQRAEQRAEQRB+ItAPVoIgCIIgCIIgCIIgCMJd4T4ogcJfcNxAPBu4/QuCcK/Q3BUEQQjhNU3zquSbRPy7mPBXtM3HGZLhAB8XRN8g2ydV+ypNyQcCVbwPjlNOBYuxKh4fR0Yv/nVqwbEa36NFXpbB47dRWTcayPWszvbql2WAfi+8dwvePMr32V1XIQ8rQRAEQRAEQRAEQRAE4a5wFx5WOec9wGTeA8XCr6jOT4jsYwL/0ZD/bMh+vXW/m2wkwKEJzAcBDkkwxC3zII05jGQzaQwKw/EeuPB68GoMEO7E5d37IQ6eC8cg5pEsCMMhCw6MshjkkY0kBmmN0J+JjRmUUPvBC9pr9KYcro5syq3HKnzZvi2rM2ZbkRl9OFtBD7DdLM5wTk34ekhdq15j6YYaGHqjgUFDSNjG7fK7eZq4bH2eCHriBgPehwFleefVcvHq8TCmPLC3/cIJCQCILhpZ6OiNBBq25fbtRmzZTK6rsivYsKbDXHqXzV6PYLVVb/k8rvBswmvNey1gxozoQjLlQhuIjuVkDEgp00sW0MqqLYxOAF4sNxWb7tnbqqIbBpZ35k7OfdD1jWiuN0dS6tuL54wNpW1F/YL+IP2QnL5hasN0PDpBQLG9W296rWzpr5wHNiOAao+SBZC1IYQQMnsujEHMkol4xj2TP9zPqRhguS+P6YIXKN0EBi/t9dbI9AaPjjxIuLIZ9eKJFvaybqg3YTKBDMGryTPguRWTlOQ+YCwGpN5WR99rG0Bvax3RM4ElYcFyaoHB85OXSKEKtGeckxO4uQwmBnumYbRBP7atHb+czWYjhBDCGYKu4/FG1r0VJsn81AKdP/zsuxCCfSmZHyGw89OlrOUJg1e3sj5+912TrZGdYZztQn65D/eI5zO3NdWOR+iwzOYmwCQLYJPHtAUCeLPEFW/0msK5mYjty/CeUQ9fXpy1H+bAKBGDa2cZanKeqQWmPg3sUsTg+Fuv43NGG7tdlY0YJDo2vYrkGU5PT3Bfa+9ExtfmYSjrdXLeFxPOl/XVVYsM9qVtdZ39bRlUW5a3x2ayrNxEjzNZ+NJG1roQ6CKJZtP2XS+7uVb/6Arh7pyd8wzMVlwfBwQbMyZ3RHbkGJhZdPRg7dkumxxZMg55Ze2yu9IKtB/1t563QB5WgiAIgiAIgiAIgiAIwl1BP1gJgiAIgiAIgiAIgiAId4W7oAQGoASGrf6G1tM0+vu6gzAR4eRQSeZO0rqjzxEkCI3C8yDMxUXU0IccVzv2m+G6EbfLYR8E8FNmT9aqmvC5HNGKGND1ldAXoQ8mlCV+ig7jK4TU98EUuI8oKxddRM1VUp+lYF7qjbNH/0n4x+V+r7926hVQDRxZ5jGdHHdSdp4SHeGkoQdRj1igOKBrMhP1/hq4oc5FNDm0JlNqlfUohzsb5kB4wVrEjDrlBIosFTMajwejqYS6FzJ3+6bOyl69xMUc3atjqnRL/r0BKZ+1czfHb3gDd/RcJjOj815k60CNrCinBeTM2uu5Yd/iyk0bQE8zdoZpwQ2fcHZV86h35o/yl2s/+ntmR5ZVdxtp5DrxddgFZvyRPsYMG5dl/WCpu6mIeU/W09Y8O94oGQ69rJ8upn2ULuVSK67TXhkd050CEUWu6w+fW7wNFbOjYHYcyxrpFe9RPq8Ay+eUU34fPR25jR2GIwZDECkFG6jSK+7dCJ0FKYO1PzwKpRn/65T0qejzw0OjQJ1mpMPhjbWUnnL4GpVqjE2he2G4ju0+n1kYC37M6Ph5bq8dp48f24VCCzOry6nJ5jJOHxPSMtvYPXz8th1/+HC5fwH6GAZ+3m0F0h75Hn2nj6KamFgYcFj0cYH9R5z716yM6znQ4eallzW0StD3mdi7hHtpQ4sf0ObLODFa96Wo4ysMMo2SxyWusuVdBOcjYUVeyiqbygw6wdZ5Q8U3lMD+2aa50W3jQzueiU2IDx/249OHdrycnnpZGKdlqfrD96QTeWCv23DPF4tesvtDaKEhpgMJAjJZ9TnBzt209vdPGGYAJNnz4tbArL29ZYqBl+tYMXLOW8yYjnuyxzeKG3u/JbczuSOy9novfFO5pgtAR1m5se9bfL/O+M4B64AbJuIA5GElCIIgCIIgCIIgCIIg3BX0g5UgCIIgCIIgCIIgCIJwV7gPSmAIYXfH2z3HBrQmB9OAQmVcE8n9xiX7hkRBBiSq/+S61BL3uOT+cRBOXeXh8bnd7D/l3xl6bCYdhp7G88Bd2WSSMI9FCkZaEviIMqdPfFqr0KMRvpS2uD/b9pRA7yfeuLs8wjM6svMNQ5qICy59qhEXEoEu7IPJdQNbzmB3IfX6i/3lVVb1dkI3WM9vvAogldXJllQyfazmHJNrMPq3EG1cuTZSUdoqTgvIKF0nnTN5DaMv7p3HK2M0KSfLzz59HbdhjusW11CrhsoG7vB4lrmYO887EyNm6FTz65pet+DYfAzBZpGsY+INQ6NLX6cKhNBoH7YljFZw3BUcMx3Ng4GYTFbF69+8LBP1um20mRlTETtA7az3eX071fKdRkIVexGD1DtmOhtRsvbDMaV+H9jf5G5/dK2WHiwjoK9fmKny8qQePfUtGcxcauZeJxy/eQW6DqRDLsQ4r2DHbS8N1stKM3f7BahgLPsTljXV9kELvM3Kvjwc6a+y7oEoWyGxpNXN5lqFwTajTSD0ckOBOzWKYyY6uuBaWI/zA0jAOD41mtbD40O5BSiBpuDudhe7HUV77tiHSm0zKsUWf9MW2CeQtT9GvlMY6S2CTXXLFCphTBz1wed1916kspF1qKXiU5MuCCGE0Ji3g/7EjGS4byJpu5cFdAmyAC6ExhmA+rdAdktXx/brpazFofOye1j9Ibzq0NmW/wo1w+7y6uyBgn1Zz65F0gYnOx3b304rXscr7Nm8nfNRWe9nj1tkj/v6TOQVn62nTO6IrL1O+nbjbaXvJM7c5ramp7eHxeOyYsZALnIE8rASBEEQBEEQBEEQBEEQ7gr6wUoQBEEQBEEQBEEQBEG4K9wfJVB4BfWLIAiCIPyFgpb+nyBuGdQ+k52UIrxiKkXnvCC8xg0KIl3i8OYelXVos4dP8iJcViI5d5Do+K6yDJzq7mR1Hci+WVUHYQ9uLOwrluVDHlaCIAiCIAiCIAiCIAjCXeEuPKxyDiFtJVjlHpBzHLRyj0MKp1hQUzyHV9kvtRgPLEcSdNsWDOgD7CJyggBlJrJmL7uZ4GvJE7tSlBO9bQ9ujdedwKtFdIPAoDH1sgk6MaV2vKW+c805DHQLHZb3MQWBzXuechmOsVYWkzpnkK7XN967K8rWoMlOU/Znh3u8MauqMAp4HkIIWw3iCufYXRuqar7eX9n0WCRHvK5bPq5sZR7HxMu3cbtLgOXs/H5ehDFYb3IiKNd44RHm27bxfs5lULGkRL464HXTcyR6YDbtgusk8OHmfCqK5PxmBrj0rTMvmK3xPqakrbWxtn0iwYAv122ZpQReMNXSXjYbew7HN3xaY7rg6ceW+j5LeK4cMj0Iwdq7/ZwTeDzlfv3wTBlr7pacNpBn4HOX2yJye8gYFBPO0wQPxo5jAHaSaCM548vKhXmaB+uemdJ1zjvBPHOZO1YnHB2vp00uAPJcXlIY0ge47pm+o21wM7l07bJoF7bBermX6Ok4sWGJrP1GdjR3Q1vTcW1nj2PiezsJIPbrzvlb1jKmlsYuYrBtImtsSilsIvufEEKw06FvpW1XLPfE7txr7H062uDC6XWF9ZT0JAbwTivZN0FhG6yFZq3amG0m7Q7Bdg45VRMXRWcnkcEorKU9Kb90ZYbQ9ugxt2DC0elbmhPG+6O00TzK4N0hQodkshCY/hx4RXhzn811LLcmdfH0C8tt93n7BNSrAUp/rf2pC6A5bR83sG+oUrA2s/eBhMl5MJg7DSIONhB12Jnru2i5Hr2sHzfsX8z5Yhs3Z7+Wcp9UaPgmacw4S5zF76YJJJyg68ymb2hrQAcj3TM6Oj6S3ffCzrsDeW+6TdaZO+XZojET5F2a2MojsnZMiA3dvCjnfbkr2HH7NOSdhARdR9uMd6ze+nAj5GElCIIgCIIgCIIgCIIg3BX0g5UgCIIgCIIgCIIgCIJwV7gLSmAIIaTiMba7C06emyWjWWAAMuYWiMdINetLN85z4EPKPGWj47o6M5qfQ52jruvMxe8mTqDnelp+nwTPV8/jPhaZaUJZ1givYey30IkeYgnVbXJDCtXAxdgleow6t3BIUpyJ4CtX31gpq45LfuOt0aoQTV2brEsfLHQDQ1tjFBWoDOk9lHJq+qD18zwgUmS8zoYXL++UwNa3ruP0XJvi8da8G33RGW5Krss2OT9zXWBNmRk9zCl/Yq66zuRLhMLIqGiz5zZObOTs9QHQWSotxPEwf1O8X7S3dHS9SfKGuo4gcRISClzAjHgIlLYSPJVhFBdXl5kuecL9eaZfm9P3TO0MLeVqq16dxQcic8dQjbBi5tVvGOM9XdeUS3jgs6fimVECHUofvdwbu+z0DKMVZZfKzLiZtFjaLqt4sJbsdrSnKoXQ1liPdnJbg2r11/UA6xuV6NKEmazRGWjCgFGcoO8pMRMpUKZcQt8xtNiLrizeUwK9Y6p0NGcv1Pa112n7IcDzmInh0KKLyPmMNOBeF5FJkgn93dQP11dcv8haZu3Pdbolds5cNqOnCfWr3b/CXqZS2Nb0TNs7lTAQMT208j0a53RpMK73ybyfIG+trKHYXQspF6mOwBVilEBDm4QNOWMgJUPDav3E9kA2xEKhMjoKhvSuXOlbDl1qc9aSazAMyjP8ge8qOw1r8P4EOjNN7RWXhjo4Pe6Hy8OH/fjh4akT3XCvvJzafXC8A0NhFHvs7W/z1K8vkyNrRCv92HlXZvtIyosMoe1VMIcBkfWijbCoCEbWFMU2IHCf2TcTOpxj14ay5V0kOhsF9m53mywV3Sdq9GxGPeO6D90iS+52ZCdiQHy9I3079W/eM8i5e7e3MwLlYSUIgiAIgiAIgiAIgiDcF/SDlSAIgiAIgiAIgiAIgnBXuA9KYA475253SCMuaBewzH0Ymf66E6qhnxFRS08b0Fkc70rmoWmc58BtO9NsWOQPL4MJuy86fpuljAwN9JhC8979WC9xXUUaGFyep94/Mjuuq1QJB5kPEJ6HIc3CR7qRuUaG8KpvCsfA8/rM1e/yiLvjXh3S7RxRkiWQSdvuGmRWcrtzTNa49fI0SicYwu6zOnt0vFouMkod+1BZr675sBXD//1yvaJoBjVHlyJ5NpYN8HV79nNYbjl2LSTKVoa1Z6vAxlUvZ2/Mdldec/m6nY4D+xFv8W122kXHzFMAcpo1wbt/Iv7Mrhs1ig6mAc0w45TLXPXZzEEK73Chh/o5qQTKNfoFD0ndxjm1e2SaqaqhLLM1HiWQnkVatFPJFfgZXkeFDQiXN7XFsx8sfgGhFXi2ilIFnPlQzw/04CLSZ36kgQM8/WJlolkclGtkB1RDvG5zKvftMWXVfcKov0IIgeyRDHaaDmYvc0T3h8PZ6/Rd3VIa6hahBBoG7SDzMO5pbZrHq/fhUM807kbrr1NZQx8Xz5q1flpr9kKnD+oWOYMhmZx9c14qfRBot94ei512qHP7Zbx9kAUQOyyTvvXsEivWZi07Tr29fvJtbH53u08ov14msh2gMxEpgUz21CihC9AAHx6/6URX6K8FdHBh+mgoobEKshYENqlpma4styMsc5/bBkL5ZW3wmMGsDevKdZk1wejngofHf6IYypbMj24XkOaOZVsfL4u3npbrSC+kWSidzh3JmmqZLG/XTB4urnzdYrpg9+5bkZtfnSnHcP9te34LeVgJgiAIgiAIgiAIgiAId4X78LD6DeEL/UkMTFDbmxrxlrCEg1b47joH67pevME7BUcWKpg31Q2f4d9LyQVBEH5yuKcF7Z7aIoQQbtiv3T++5tbAvfE9uusW50Yv9n30b/miNvxmi/piHPK+73MBfN023HCdO6Q5DRt5rw2LiAeOhfvFSHGZ5t0ie73e6yHX327WvORvVNap48vx67Fi8rASBEEQBEEQBEEQBEEQ7gr6wUoQBEEQBEEQBEEQBEG4K9wFJTCHHNbtEkSsxjLMmxegtYXySiUoZVrRXbUPnIiB2BP4vM5r78aGd8/wcx4L5o7B/zBQaQ1abIMpYlkNLOD32DHxenA31yOWnZuvOwmyYM+IDMEnTZDOrR+HOsYhhJAhormRzLUsDHh/PXqxF3h1o+0lRW08KOaKAV/X6tbJ+2vbG25qo7Lt0Q5EZU59vSywpvHCHwbox+B/MDcGd9Fgvq8kWg15UGbPG0hegN0qivkWHNmqjvbygQQOBRspN1GlsXrnl1jOr/188J6BnbXJEUpAWTdZAHZUkXVi5uI8q8/pBX7d+wHVxwtUS4PSjs4dd5o2kqQJmxMkOG5s0Mg64NiERGTZudfn63zw5hANoBudIJxkMDdmF6GXznDM2pChTPPkRBc2bKvpp769CcrFIM9DG1Za4YV6TtbgXWRdE5qK2JirxEkD19uKi0okAZZxLlBT4kQcdgMR05Otp1qXXw+q7tpQqovOulcrwwFxjE2bD7j2X9dbbMstNIoU+k1BdgKpR9IPqKtmW0OT5EB7i51/cRqGeyDXKNfLqddbz37sOn6AALJVM272CX0gaxs8HUsgNhBkUa8y61uzXcf9fN8fEaM8vxSbYOwiJItYoK4SqDg7YTDyVPfoZjfOZWviG2y4l62onPbmywhDYg32M5mnuK82CyOJKL1uxC557cYxi3Utu25DzR/OHr2tiw6IOtv3LnYLXjeZekgF7Rzq6kbmprEDXnt3AbNJutTk9G1mdsDpENOufjtmwPacbqD8qgsD/Urknfki2/+UkHDummQB/f34WEw/TLmh74PLjWQfh78HbNVGOjaUPFvOTgIRsj/03ru2rb7fjPYJfL/H9tiZ/M5Rajt4LoSZ2FuzPgGYbV5NBP6tyKVXZy54eXlp953PtI4jkIeVIAiCIAiCIAiCIAiCcFfQD1aCIAiCIAiCIAiCIAjCXeEuKIEppfD55XMIoTH6NnQoQ/dKdH2vLpHo+ph6lza8HV0qI3HF9ByqGcVknub9eJrbcSy/A84gm+GP03JqZcwoVeqCVjB6ofc7Y22D5zY+zcVdD1xj56WvP4Sw+79i++bTqRd7ae59hmJAXB43GCczDsT9Ht1GJzMqfXuxb/HqxPoWlaFcjg79x9DDikzy3MZryx36qpHdT19/rovI7mPOr9NbbqEEgls4owqBLOo79UNGemntpulAlo1Rc7/4Z/XjfUc1wdAaHGUbgVLkbkDq/0hEv11Zp3qk3+z3zU6HMzfkySl46DPPW9PAno3TdNizJYecOSdWbv+8Xn8xWX++Ad2gdIg7G0iF0aOdEGrViDC1mf4g42voiyBJKOPGzqNeb6S9WC5ShQYE5Gp3fMoX6m0qbXVk9zaM5+A+BYaSXfWlDawO7ynYPOPUzN1MY2gBY1MyOQ/rPJZ1uv50jCro0pf38/149GD0juskqJFFMKWb5ZSsZUh/RooSpQQ6VHlCO7FM08v+8+xQkjdDHyx7VceO1/liZ65DZ9kptBg6gNvxrdgrZMDgHqi2HBkq2dBlCF0K9nbrGWjAK6EJQ99ssH88Pz93sjPsE8/ny/NMiduy+PS4Hy/hm8tVSgNre8MM8zU6r0P7OEC9s9kzmklZyp3Z1SZGazpgoUAvJ6K3Zn8bYG9OjCPux3fmnLuW4dp7OZ49SuDgISxlsNC0YF5FbIMZ6vIuhO9dlOXXxnGaH9oxeX8xsnDMCp7AaOB2nHfZmGq6l0XvPrBnHSSFp0V44Qv2ipHOy/Y6zjsNGXMjC9TMiXaYRy8dKJNZIOhGsKuD0Qw9+LpM1jIWIwRkcb7NZH0yvzHgayp5LjPPzbs2ezaP5teXu3rjS8pFO1/rQNo03oH0wWegB94KeVgJgiAIgiAIgiAIgiAIdwX9YCUIgiAIgiAIgiAIgiDcFe6CEphz3qPIVzfkFd3Y0P0NXNbW6nSGlEAS5R69mTe8TtyVPWfBjcjOS+u+ZcauvLisms6FP+LT9RqxJj5A/GzNiOG5PO7u0eDP6lICSyMWfMbTQy+GmUagozPN0Mez/2CWDOa8OKJDOokcaDoKlijKG3Nz3qPn7LLkuudPSk9fb4VlIvR9ixlbDrkT05quP+OQlQhu1LG4b08eT8f4vFbZ47+fe7LVi9lePtCGVnB3KjoUBNYE7wmo57rToVSW0Py4P3wIEV25CTXXyEIb4l4s769pIv3ldG2kbt/Xs/S8Jr/04JRAlq3Iy9I0sXJvmC6s2Hl2qCSGbZlL/RyMRTU5Ga5ae8GOs/oxo+WIPuhkcYrD+YAVsnFox/au67ZmGrntm0fI5Fx//ZbEXaOsvCYDMPzFGNAJ6S7mejT/XEPuDro/2tmW8oten3Yb6dhQRk91Om8/f6Bzj2ZOM30LbbluEWwTWDiAycmQxdvgZcMa3DjaU5gUeYP1toqZuelYkEG2NNuGy7/Jyey478GQ8bH19A8EZpcy2aPIvhmvr0ADfP78uZNdYE+5FjNrMgfCXniGtS4uD+Vfh25Z+wYpdlQSs+OiQScbyXdCdv5i6mMzfAI1k6SlZwCoAAAgAElEQVRQxUy4yw22sWZpu2HbfaWL1u66mwCtvIug2aImBfYvEdbm6eGRCIP+wLvOTN51jNqjWrH1H/m0xRYxm3SRZfsqLjsz2eXLX+P3UvFlmYSGiN47zUgW5iHdBeJJ8zjHyfmHu+Gm7rpF2JO96MIKfTuR/kr4ImvWsr7ElO0O5G24vg80cEO7HCsd7dJK1oSjkIeVIAiCIAiCIAiCIAiCcFe4Cw+rEEL7OW7/rATXhh8wMj1kJ2/5wmVK4J8zeBuEIW7prVFo4S/GocZcDwI8/LT67jC/Z9Oz/dUrRQyFBUEQfpvwUzZm775KCrfghr3lV60Wjn8KWvBevTh4TTh+z1fGT9lCcQy09C1KjB6J6EFORP/i9bfwfpA2vTfkYSUIgiAIgiAIgiAIgiDcFfSDlSAIgiAIgiAIgiAIgnBXuAtK4DRP4ePHb0IIIazPlwBicXsBAQjsDRH5alA3DHqaI/wGVzz0MFBdwmDfJHBi9qhVJEhawLrIfdZBEALgerEbSb312WxwQQziis9+OZ6jF5iTBCx3XNfr6RWDba5nLOxyKrXrGNiXBeb1CJRHg7Fe7rvu2IvlHg1FlzxXzhs8PPOrf2+93++CywUMYs+CdeM4Ri+Ccj1lorhe73sUTSP/bDPPLv9uXoBmbE8RTm5E2xo0GXTd1dtaFpTvBB5nZVC9zVyr2KN5j0Binr6SbX9spJ9t35SKneCF2QTI9SKY9ldrN20bfwgajJk9WGi2dURRySbCKgTNjX27URZbksh3l4RlQc0bTevQIzq6zhMTcP3CoLa59HRy5lsmipOcocsbszYkqC7OR2wj61vUGWwjSWKyoWzm/bxfdhJtMJufTXsvcAP7knHw5l4rlq/tTDYNVhLTVqh4I2OG19GUMFWwEQsG1G4nEkIbB7QpgNLInPlcSEbx6v6DK2PT8etje6mvDwZP+yBh37a+Zy0wI4OBXcnwbt6EohHL+Z7xKK2I2fBLWbiX3aOf88LKdZu8gT8D131nvY4kIcrSgkzXl4IcSFsdYFIQLLbeh/kjZojwjXuRTGb7DO2aS3KWeMI+gGDOECh7TxbhdEEuDcKxPbPJG0JIZWGMOM+TnXGvj/C56FqCdjFel82OneexzXFvh4Gu+7414783nO8dzfiV+9z3jKlfE1ybUHQsYmKK5JV7OT9DQPKZRIvP0wnaCoHUSZKJ7PyVma0wExESDBG9yRhwvFxPXuBqrGv0zuDoKENd04/QhPfWgi2iz+Xt51e68MH1ttZsg7UfG0yTmKCs6TqyB2ILAU0IFGxytwovaRHNDOCNTfmdAvpzY/sXRw9WMs/Shvs53DezvQp/hltk8zaSrWsVV2Cc/4+PLPnBMcjDShAEQRAEQRAEQRAEQbgr6AcrQRAEQRAEQRAEQRAE4a5wF5TAeV7CL37xyxBCCD98eg4hhJB/+LRfT1OjoqWtNTmmy/kzuKAm6z99KQtpa+DadkZKTZHJ6DYKLm8roUYs4Ca/zdiu4uYKstNDc1ONg2631IiL+yt676K/ILq55nBxiY6TU77nkkqQiuhmXDV7V2x0jUZnwHngQm4837HPR1wQ6tTquRuTc1BuI054bp/jOioqXc64dXrFlqLQM3Zyx2aqAu3UPHdS6L5ruq4Xtfy0gUrgiHM6pmnFflRpWr7KoRt8bbE36FspC9ywHRfzaSI0P48WQFyDye1hc1zfuYp7ev+lOWqIMjlzzFL3rlMy8WpVlRE1EzFRBQthq27QpnzmBs3rmue+3be0y9KE0Z4e6/PZ0UVDrdvdoD39aLLTzk/n/TWxdiWuuIyayShyltZw3c/e9O18nbNu1lh4xjn2z4ZtxZKmiciCDWs2+cCaVSe4O7SpXEab4win+k8/zgiz7iHNizFJHBrFVGy6WQvNkF3XVY+d0XSB933ly6WIFH+sFvYXJRRCcmg6leKGoxQ9u0RaE4ko0lNR1yZGlcYnQ10jnbMOqH22EUAvhLLockrOeVY3Gept6VNKLwn73LKUHofKSipkNLAQmt7NMAdjxH3kBVtu+rFt1+fDhPSz2PbKieiCCWkA++bTqS89Lif4o9w/4/4W5jQ8T+3nnJ67+i8ClzKQunc+8/lQw4HgkrRubOVs27QZn4vsMzBUQjTvHEwzsa4my6j7Zk+D+xayhzF7zrmKjden+XR5tgeg3iG2jHvRQh9kIVVCo0bh5dlpQ9Vx7NvloS93Q7oePPdyIrKwF8a948Tog4Z61a7PZMjMnjGaf/pyWQgPz/YzVru7L7JiIRzwUIHnZrIuIdGhkrXrsAcbceGxkonsdRwK9UbWKENbq7JkbC8NI8/AVZHHa3Dpg6ViWOwStfkYL4Cehet8zNn7lhPhg3bD5Aww6zF7f3nfc/r2dGq24ptvvuGVHIA8rARBEARBEARBEARBEIS7wn14WE1z+Oabb0MIIazr5SfCHz9/3q+nBF9s8KfH8ssyBv42AWHL4QqeVM/PrdzPUMcezM58AW/3rSSo3AI/vy4LdCWT3SDQWMYvWySw3ataQghh8X7AXqCsfKnDCxjMAiuOAp77TkaRtLUPPmmuer8aswuuExALSsmvZvJs0fkVm+KWQKYFXkBAg6IqKDr0RDJfw8jvzCb4MYB9IfCCDo5w3MGqfdHzAnMCqrcF87q4oHyFW5z5ZkA8IRfehnUlQV5JE7zvV7Rr30vWfMEa6KDR++uyxgt0ML7MVnhfTvOeEAPKJ3Ip8bayDzUmkL4pl3w9dn0cjnlYMW+OEDwPLS+oZTue93l8PaDsETiOV339nkcJGcdkO3QH89wyd094yDxgsNp2nX1FN8G2Q++5Y9uAnRtfN8W2Yfd4xtKcMaNnmRsQHjuBSln5A69aLMrzVBrVRX050Slu/+NIMopLr3rbBHbaHQfnfFem+9iD/nAC/B+82y92kDiElet6IuD+tAaM9sY5s/IdD6v9aLy3q+eN3Yx9CWgTotFx0h8mOQ94yDleS/ttKx6TJAA3OSHj5Lleb6j7h/M4iHXdayy4rzf7j6U7jfsT6xF2gXmfwMDh1EujT4JwCGhrDu5ls7MOoWQNhH9anhzZNo5LfX9Z+N6uSuJld2+31vqhv59Y3/J2s2Ltqxr+wdqw0uu0tdQlhfdB5IPDQbyYfVxkj3hYsfN8H3pLWx1dpZtsx2OI6GNyN4K9bGSy7h6MeVh59IzDJ8HDbrAXd/uLPJfzPjCTd51M3nNC4Ht3jy1wVHZ2GAToYbWQRAlHMdwlxxj/cozxf4gx/lGM8f+IMf5b5fwvY4z/fYzx/yz//k45H2OM/1GM8e/FGP+3GOM/9+bWCYIgCIIgCIIgCIIgCH/hcOSz7hpC+Hdyzv9MCOFvhBD+dozxr4UQ/r0Qwt/JOf/VEMLfKX+HEMK/FEL4q+W/vxVC+I+/eqsFQRAEQRAEQRAEQRCEnyyGlMCc8z8IIfyDcvznMcY/CiH8QQjhXwkh/AtF7D8LIfyPIYR/t5z/z/PFd/B/jjH+Isb4l0o5Pjp3OMedGdtW/jKudENvs4HLNJxjQZk92SsctqMNe9vtA0rfsCjXbfx6tW+r/u2ugNfK8GkjPRhN8GvU9e5AGidrBeotniZFeWpNaZyHGtcL/8b6SRAE4Z3BqJIhDOOkf+1G8NOxF2C0+pvoHb9WvFO7Mj0ccyh5EV+tOZGdfGtdb154v3Sv87bF3+7dr+9rDhT2RfePXx0GbTWFXH/PwHPDPrCxFujZCpc+OhY+jFEYEeeu45cHfTt63XOb96Z2C4LwNfEl0/CmoOsxxr8SQvhnQwj/SwjhH68/QpV//7Ei9gchhP8bbvv75dzrsv5WjPHvxhj/7v/3/fe3t1wQBEEQBEEQBEEQBEH4SeLwD1Yxxm9DCP9VCOHfzjn/2TVRcq77LT/n/J/knP96zvmv/87Pf360GYIgCIIgCIIgCIIgCMJPHIeyBMYYT+HyY9V/kXP+r8vp/7dS/WKMfymE8Mfl/N8PIfxluP0PQwj/z7Xyc8h7dr+aOefx8WG//gCR7zfIJJS3S0T609Yi0Ce4XpOZrGvLGPL0oWXrO2MGk5JpELMQptSurySDyYxZAjETSOozj8wP7XkeHz/sxw8P/RAYukHJKGiC9GP2D4jKvzxcyj3ND4Firve0OqOXFWTqr0fy+6Z7P/ndcoKHWDzVKyIZMmfYGq7nWzOexYOfYyNx37bX+3HwsnRMhUIw29RgHLVvTdYsJ9tabQuMM83YAP1pKIE0652X1YyM2S20EUw6tFNKx/fXjHI5Oxl7Shu2DTIhkuyaIbzKIFKA91nZvm0bKdbLEcVasJki0SW/79vVpu6Cu3pZk/20lOu51m6Qesnt0ypLzn0Nmm9tr80tNcj4Yu7vz6UN+wjnfC+8Qc1xRFchKrp5+pX7NkxOhyUydzy9zfWBUWWctI1b7TMvC2CtH9dKk1Wmb1fCDgfOMKV/4LyBcjeS4QrH19glMsCbkb1Ie3PPnC/t2Zz0cq0fRmRpTpOjlB4oKw1pOpznxeyPrf4GGs3AzuLVWm90+gvP7nbH0fGNjKPXkn3MoCw2d4x6YT8TWTNeg+HNzj5hmHzQ/DUwIJTnB5dNRuRcbsFzfblm7Bxbxh7BC3+wn3cyvLby274aE2hlkol3hhmZMVPUcnrdVLNnnWGvyuZZxk1c2SOdvOcim2Rvf7qXO8MzunvhS1nTqbV1Mtm4MOt3OfPU3jNOD/1+HO0t9sdEsmyh7c6whrJkW8Z+4DCQjaBZn+qe1MnQN0Eb6vvD7GT+w2yvU+lnlhH1Um6xRaZhVLStCbBObCtbc5x1gLwQoCza9EjWMtO3cJ3OM2ISJiebLKUfO/2V2bN584H17RDX96H2Xev6PiGbvVLDRKyVv+wN1mOTrZeV29vb4GV9ZWrj6BJPAcxFmyzqF3uH4+8DVD/wnAljdPx9bSRpu3YwZoP6jS58QSiCI1kCYwjhPw0h/FHO+T+ES/9tCOFvluO/GUL4b+D8v16yBf6NEML3w/hVgiAIgiAIgiAIgiAIglBwxMPqnw8h/GshhP89xvi/lnP/fgjhPwgh/Jcxxn8zhPB/hRD+1XLtvwsh/MshhL8XQvghhPBvfNUWC4IgCIIgCIIgCIIgCD9pHMkS+D8F39ntXyTyOYTwt29rRgxTcUX98FRobSdw1XXcybZC00voMotuvUV02172U0gDNDSJUu753Nydn58/78cvL62MihnpeBG6kri8zeBq+/jYnu10euxkN6S4bMW1GUcAPHEj/DGXPnsEN2dEKmWg6/Ny4k52VWQG11SkElaVmCKvKxIX5ClBW7N1Et2xu9QjpQdB3JDBxROdPWeitUhgaB7kjqMhpdFwN+illLwCbclhXOyMG6QBLh7lorYQHoa5d2+OmyXtA3wu02HkfsP4uE4vM2yF0sYjGWWqe+w4u8s45N60c1nNWS47DZ6H3T1iFSX+R2Ku/uiajG7ujDoHYxYLzc/L9piAktxc3h0qGhyv5Q/S1IL+AnOdv9TLzg87DO6/TkVL2LfMvRr7KxqD2YNMneRO3r6O7NCELZWj/MueK4T2bIZ647hX177dkJbQyyF9fgOdiKmn9KB+he06/djYRbB303wDPWPqz2eiMz4lENtQ7vd0nNrGkf9+e27GFErY4dvILnn05VG7rpeLVy0FlvUtyJbLLj0VaYtlfjN6awghbGtfxrBnUacmtpaBXiPzgSxmpg8HSw3Saex88bSstoFTW9rdOLeuN8as03X+4sJnunNAw8BtE6M1kzkWQqNW5qWnsmEdEWzVBPvbREJeLDA28bHtsWPZo+MoP374uB9/94tf7McfPnwIr4E2rNL3Hk7O/hY6oe11uW3eZWHtmJ2Fr9pGpBfOToyOWu4C9UbS3pybDY7QtzPh+W0mzgDsA0lbzchAUQubZziOdU8681dCpDBWiuSy8HFYISTBVAr2yl1LG1D/zLsUtjdXWegD8lxx4vN5oRRGkIU1n4Xo2Ax9EMJ5sGJxIGrfLtyeW+pdofE5eptZrARPb4uswxI1AA3ejyay/thugflANu/uOwnRcbaH82QnlB288Nm9NLG3iFuyjDp7vqOY2XwMZG0IgY+vGdTr44CDZqwWof8iRR+7lr6fkjnivcda6v5tJFVT5ZvvFARBEARBEARBEARBEIR3wKGg6++NaYrhoQQmzOQnNK+RLRA6fAEjv+Rva/OUwuDp7Pff5+fn/fhXv/rVfjzD+b1dnocVAX5heHpqx8vy1MmuGNSyHJrfJBf+R/XienICJ9ZSzdcMFrkxhLDOrCpWrvdrKZFlgxtC4L/7e94vpFz4orNelzSt3T+4eGOXe08E/xtFSRqAX8MGseUW6E9Xx2utIMAC1nu9xVrL9CsE3g0218BxD6vbcKnYUdtOLoQrXkD0/K/PzNmPSvh1eBD01HiXkC9b6Mk0isUMXwpbFccDHd4SdN0Lplo9pKy/yOC5hu1q9yfjUcKEsV7zRw/WBMdUodfB/hXfGRB0ptoP3S925d9b4lEOgleih5YNetnbNVsS8Xh1pW8J3dkwUjGWtMOvoganvqUt3IA0j0HwLiG6gB/xRxoc3T9YQFnvj+vlxsGYoMPgdouODZqCCR6OlwX2mHSuH5T1oHukA+tRj1euPwM6orCxRg+rQVFhHbnoHnP6vYCq8NjjbK1rzWiKoW0HjwDmGWiSDqGnQ/WeBtnTN9/sx9/9/u/vxz8n2cJX9CiZL2yEp6d+zxyC3dvXo8XbCxNPFU92YwmXnC1FnQ4LPvGJeUgYX39oQz8oxImx1NHDUz/mXbSSgrkXkifr9C3pr5tknf1a3bcasgnZtG50387bME1clo3v5rivsS5jY+bub9k8dDa4zMMqOrJMx8fb5sEblOlb8MQeeliBRxrrW+P6A55uzGtqhnJXfJnty7Xqdfta9V5gumiSMOHYMcVBvTW/QxD7AeWO3ueRoYbaw8qNZJ32PKzQO/Vdg64LgiAIgiAIgiAIgiAIwq8T+sFKEARBEARBEARB+P/bO/vQbbqtrq89cz3PUcwyXxLxSEodSAs6iYUghFnU0aJTYKBESQgWKBhEpf1TQUH9UUZQQS+mRWViSSL2Imr0V77lMT2adEpLUzxFelL0PM89M7s/rtkza1/z/c7e+3r5/ea+7+8Hnue+fjPrWrNn77XX3jPXWnsLIcShOERK4O24BR9LC6e5z8W0hFJuTB6/X62LfV41oVwSdqnCvWdl2FP6BNDLHq08e+cbvlQ2sIIAVtVUW6g7xJYytlxMCPF01C9kWdorIE+Rakituz66+wl5dCEL/vSlqKPXmTsOcmFfY1Oqa+W16EGWnpEWXY/7oixzozgvzvQGfuziwnAuDGTZ9QOY21NZdH0oabBy+AYxlQdZnvDD5lu1ig824fNVA+yxWNor57dN/fQRVVayWyZbGGtuLip79oSyLffQoPdoNno3rr2v+z3E1WyS5YTdH49ZcuQSRVgJIYQQQgghhBBCiEOhF1ZCCCGEEEIIIYQQ4lAcIiVwmqK9/fYLMzOLwxxa5uKR2dr+I9gFwcCuNeP49v53fFlGt/uU25XqjdMbG9nOrXzfOVmYxefi4LLNweJ23xm/m02MKQzaF9JLr/eTbm0g4XlJMg93xfF5qJpQuKAva77B0VZBdDujxCyVEcn6dshKtpV1hfVVM4EdzPwGN+OyAyO2sJhpK4U8nsvgdxRikY9JU3HHIFvvNtvgCMRGDyR+H2UKDRFvcYVCrnM7KGxhBDOUSrWwSkSa1jTNcmthp/rN5Yzv44XafT+nJ7LUhpkx24LL1de4LcM44fMBNMTkZWe9rLZGp2taykPsAxzjEbug/Um3SH42klDvxBCxTaGQ/Og6r98lcAI7DfqdSEZ/Hl0OpRoQU/ftn64xkp0OvW9fdmgdsGxMBu30d6Q/gE26YKOxlJ4Y0M5s2NeNoKOFrO+uF57ABbNvZ+MekAVpiTXR44uqsqthJduIZvcFRCeSxgO9RyjtuogJhb7jt3zKR3TQd8DXWPg/2sWH7USVdsjMx/59vV3nC761xeDPF/LW/ByNpnfNf/Tu99l8WYb9Rundzm1oF6STcypJFauDAfkafw9ZN4TC6+es6rZ+vu/IrnfT2Rv5Lo9TAv1kyR0HDsgvMzA64TSf9tbzptvlz+84+NZbb9slmf9J90sGfy87zsUZX2C7RX5tIjYOZQfcvmnozafo+/NbP9iMQO+Q1bevZ3B9NvcHu/H5OUX6Ftv1c8ruIWy+n18LzN3Bc44Z3n0w24LVy87XyzLgwNg7kmshuxnAvOwsi67v/9p/hhpdRy8m2IMqRzuwmZFdAoks2iWQsRbB+TLoE7BONFVhu9Gi5hnJRAE9E2Rz7JH4/EU2+2uWI+MT2l23SRZTawmj7+ekby34/uy/B555RzhhNNIQzhe5w/BZJ7O7eb4GxnOzfDfQyPpnBYqwEkIIIYQQQgghhBCH4hARVhbNxhfz+7z5baB/dzddCi+fZtnsBeK0EfVvaUNwv6KA13Un92vaR7pf+sI7wC/C2Y9dLtoK/FATnfDJvQXtQORWP626xllXT37Gzd+Cnr8XybteFPRSWKs3q3v0+9Pk3rz68z76LDGOPgqtd7LoLbpX5uoL3NvkI9381/qtbAde+3fk19Axol9RWIWdr+xvm70NTnXasrBjMSqPXQsUgr3gJj9sEfYVF6Me/NdSP2Y/ySxW7n65m8q/ZyyyNLpo+9NWAFYe/S/G7rrAxC8iOH10wPZaMQ/XyUpRo5fGo7l6HJdfxBoWRaR1O0dN+YAAYkwT+hUeOBAW8doD+/K/nPpfuKYehsCsH51hw2AKcIxFJ6GBKaLrW14H6VNP6muEFyQRVkgSiGZN4ANRkA/1x9yvewMob+cqwUcWI/8RwXhsZhaBY0K/vNVYbYrWCqRusQ7m7NL8w/VzZB+GHT0YyvJxZBuogC5/1pXNzpC/9aq284gMp2uxRdQhzfsMW22cLaA7F9KXjkVjpeiA0qYz0Zcri57e1kE2d3DXzSTnPzo3t+v7tb7QXCW/xnq+B5M774v6dC00CbSLX7uTrCtLZqwo+qPPOrL7XpJ10Y8BT+9jCunwttij/ujDqlw/j1tZH/Hqx7UUeZW1spuXvfHmm6sssJvQeyOf57dkeIqdn1/Ox7CohW47n2Oj3mKjPkuCys7nC3OpiYyxI4quBpGnZtiDZdPm7HogSszPKed/A4k4iqAMeMy6CIpcCkFqF6ejwPNr1fgHL5QWgC+FIxaZbME5F5R0sJ3K0TqLbyZRhOgok70O18/h/Bb7ShhYQ9qhENBqlmVSwKfO9WNHfH46BgYC7JnNRtA+95HdfkJ010YeZd/bloLqBX7c1232LI30AmusiYBC0fW1KMJKCCGEEEIIIYQQQhwKvbASQgghhBBCCCGEEIfiGCmB5tIUOhBCTL8DQHeUhb67cDSUukde4SG1bDH4ExD2a6T50wEIx3EtWMru6VnaGilDNSSOsQdRez0I2Y5OgT97QpWQ3UPvZNFiqq4AJ/8RLEpJ6gYVATUa7wQsyLNOlulFdtPSEVGpWJBlDxRT2Qa9sMR+YT36vVvwizHWXwEtkHipjx/Jj/o0L5iGRcKz0cK+7BZQCmNTulSWhdXeEsW69dljdEHHqkM3tGOWD7UhS3sr/SzT8rONz8hJaR10sALLbdLqSqs1u4PEr6Hcbhzd7VOvoIL1+94+o08J3Kr1Pb/LfDfaqcNfxNgf86ErvcbcNyJN87uGglGQBb5Rk3lb9JkmMOnEn8+yv9DYu6+rxKlm1EnZYywlcG6zrHRo0DFbC5zVAUhP9bYI0mqz6/tKypYG8KmCmw92On2E+4zKG+H5E7g3X64kinXm80BbZN8BZQ0tSH0qJ55sLrBVnP1D9UZQWMN2M5DZcA9kRy/r7AqV9oq7upomvcw3oy+hqRL5GsqmZV4RpkDtX5bKDuBYEWLjed+Z/yU+IYAc6rKssxlQX2Td56Y5dpNs4UFjWOTw9299HnjcfW2PMbOH98ZkG8pQlj6BT/tFYB4Umc19ZX1pGmqB9rMbZZGzQQ/+hn0+qls2p8j8+A2OWhFWQgghhBBCCCGEEOJQ6IWVEEIIIYQQQgghhDgUh0kJfDr2Y/J96k5LhkIpJD+wMPhSOksp6+S14PW+e3Ecrs5aKn7Pp768Ovb+mNRQs5fDJ9B8uDvqZUfYwVeDQ91aIc2veB6L7v1RpasE26W2ND/JhcESDjSVtbbE194Z2fENpNC2lcHXx347lG4Rn7+2XPcETobJebi1W61WevQh0F3g0vlDeRIhxIN5lLeVJ3k8irASQgghhBBCCCGEEIdCL6yEEEIIIYQQQgghxKE4SEpgXHb4AZth7X7P/0MZV4HJC6PvuRXs/c5JKE1nJPv0oPSfbPOwLAwZCI/rmvrLJxKePbqLBSjrifP/1/Mdqe+1HVb94wh29HHn/eL/aPevcfJ7BUxOFtTt6NsJ77K0yKLddIhwpjelW5JtRUZkjKxu49YWUVnNso2PnFq2C+R2ayUkOrI+gMyLtHlZr/8i2OrBGfnytYod1FahYvz++g3WDnPl5rtxlfb+c7IB7MbHdna7a77bfvuG7LeF/Qv7HeP6Ze+SljpgNj7/4/xiR2STXyiHSeP7wqXFfrM4ZrjzaFeiCDokqwO4q2GVHYSCKLge3UVylnW7oqHydplb27evzGjCOi3okS26cnXdutMMsoWOdJIO7FDTgX12uEdY9fbdaf4+HgeumVJ4u+xBJbDdN1F9ReTqDN9bptVVB6obdl9FvYt6vK9RzLbCnP8pjHve1ALZyS6mcdapQjYT/JzG7Rh2KtlXX9ol0J33dtuj8d/PE7xf2t/dch1byXg+IWN4AWXjuLVnOpbFrSxwdWZmNqV+4jfrgzvTOp3OycawvdbodhT0TTLNO3T7ooyun2Z2BeZhfn6blEQyX5uQryn58YqUQHv8PYgAACAASURBVLSpVWkamI05aN5MOu8EXBjr5+i4r4NMFSqwk026Jjaeo+cMxuDn9vP3yaRzmG/Y62SyI6icCdTtmO3kvJ/OOxDnjHoZ35Ed9B33TFIaf8YGAxsbbHxomKAWN26bVflHrfyqoB0G7zd3RS92I15rrAvbkk3ZhG/1ncVn9GX+Wl+395WllXdmGPbPE9nMglG5wDhyvkTB5/vjYJfzAciyZ97BlRf141oUYSWEEEIIIYQQQgghDsUxIqxCsDD/yoV/QSIRSfPrvDyaYkvs3C867CdOED3gf40P4N1eYO/OA/j1uPNvV7PfI7ff7/wvhemD0+l/oQS/RgTyy2l6wztlPzqQX6CWC5d+KQBRNWY2xm19xUzWL26/LW/0v8JNq64B/YRNmEAZ8t9Jlp+PsQJoiuQdL3rbzF4HJ1F/WSaLKr32J3TD0VyUot56uy3HTPk+mT6wdtj+Mm8FG89+mAW/DpxlwK/7oB2i6zBd4RV/AH3/fBxdH+sAwSfQmKh5uRNd3x4GhnzdmbMxepcDy2pmI/hVpwOV22UhnlkY6lbWH8t+VoIhaRBUhhF0so409OhvvuCKYPQZsfEO2GLHQiSSjUUXCQUa4kSjm7bHRveruK9bJOt/IPP2fgJl6L0d+GAYUA89KG/JhZ71pigffL8tEVZpXPLzBDTksF+kT6DAvmqzOgDf9/fl6x5FQ7GoWlReJIsilszYL/NkngAiKVFEmtlFdPOO7ODkvE1EYF/B25fTlc2BUmSOswQfVd0Bn53L+ujE/VZbxr2Ap9bBzxNmXT2LGEIRZT4azJ1GkSZdR8ow9yrfGv0JRaP7e13rowdOIYtSzYLekKwri79HFHU5bedrAUbE4blwMVLlykXXmWteTNfP0VFUbzYn2Y9+ZT4QFaEj0RRw4uJk09lAxr3A9EK20c8jidxI7dBnx0iUB8raQBElfu7n/UtxfusjzlrsAkTlN3z7paBol2h+CjKFsOhlOOD6CcqSSPtSA88+amKTVhD2+ChZ+viSaAgl8tp7VC73OWSfQd/B00CbeqAX3NZUuq/LQjSiCCshhBBCCCGEEEIIcSj0wkoIIYQQQgghhBBCHIpDpASGEOz0xlyUG8LFdq6wfCouLuevf/IfQTh6xIuoIdn83eAV1c7CDTsUPsvi8s5l8HVwIkUZYDugRXFZ8CtKodymjFHZLFXIXReWl4SII2EQnt2TSoioEloqjDUzEO2JbAQGi2SRXCuP0ltPS79gFZb9Y2a8N6AFAlE3A+u+Ulg3bYGZ2EaOHM9c2FUefj/d0q+DyfQHsFgmosvSgfe/0zQ0MHcJjHwCRo7kmCyDZIdiWXAMpeOZYb92Kja0S7NCKYHkWqga8kVi3aLYoAzdgOsLZCBdLLw6Xx8XCy6A2yLbAqpZZgWovk5+I5cGvads/rGVpmmJBb17cnt6a6FDJFCMZL1cdrpNGJUAF+wBsoHUbsxbmGpkJWirWyw8bD6Uq9YLN/VzIDsQ2QBko5NdXEZLJRCQv0U+6VyI7ZdOZDRajrqOjvSyS6E7a5JlKY6ozoAstRmk97rJRV6E+d+ayIna8T+f/7jxqZSDfSWw71TKUZ0t13+UbEG46Jt9al+9aLEMuSlu/amnQy3R1BDPJFscyyq+dkURBtIT4bMhlGPj3n1QhJUQQgghhBBCCCGEOBR6YSWEEEIIIYQQQgghDsUhUgJfDhrieh+R19i0m8lD8iqFEK8F8h+vHvs7UbEmh4eZeTToxePpNnD8ZRv1SvXlbxFuInmA7aXQHkylbKnXhdJGY2FP0MwCykOnsreV61bZw/anJgVs5+G0S2DF1a4pxBEqTwghXiEUYSWEEEIIIYQQQgghDoVeWAkhhBBCCCGEEEKIQ3GIlMAYo43DvF3DGOdjTqAU1utFkZjbKWAqxeq6XSPyMmyvNcZpc4zJmnnZ9XwI23eG0V04ferAvZqZTeNa4LD8y2LJx01JRiI6jUmXkw5oS431fB4av5WNXlcs5EZEsn0HCqkfcTuMoB0i2tmR1O0wubqN+7I2gvISUXhr6L7MbBxB6DqQJVWAr8/+AnqHTK+z22JyxCqJQQVmW7YkWZh8cVGEcSM5kffyEZRhHFF/9Hbri4DsFherurps7XuZKKiuUm2ZmY3z1mstKT1cdvYf7gLTiKWnaau5/OtIKY8CVxiyxchMBfZfcF1Q/kvZxSeAnUfPOra+MRDZiK5HfMK03MP6nQn4n6oxdGYkAwEaypivCaBux4n1HaC3wRhz2f3cqVs3gkJVx8ZNVNyRbV5W0Ju337bS0a6KZmYRFHhEdg/mHmdZYLdENqLUKmK3A6o0NOa4G5v8mDNt6yB6u/dTFVBf0fxcye9gBeYJtp1Xbf9YCrE5z6es3hrPZUTtZWY2gDabSvOE7FpkXpPaN5vr7reDr9wJtMPo2iEW/NKYDXDrdTsw8EXgbJAdzBfbHqM2Xp9vCf1Hoc1K3YH5D9h3ybwLPmWgeagxs/VtxnXu6YUAWdYf0jwh+wYdT0HpkKyT830AmY0vqteOrIbVDeo7k+s7cUfOjMz3SIVhP05scS1gWRbpBYcGUl/Qhzrh7BYLelvKYMxPL193wqzTLYob9seFslh/qodilrDTme9MDurWGW72ZgG078R8HXqO5I6pTpaNOW4SNN4wI1OElRBCCCGEEEIIIYQ4FIeIsDozvzvrUqSVP0Xeq7W89Z8JpXd07nTwPy+Dr3VTy8qKq4IsIgDcG/w1g/1iBz73MHoFlcTozwa+tPuskqVfKEZ/1P+s0APhifzRAWESDTH14FdW9zNLmOt+IpFyXu1yVfbrHlRQf7io1pWFBn9UEkmjwyAPGtVy63K7Le/Kk2xFfw/ZP2ZmFokN1x7NfrTIToN7uMPqt6hmpobq6kAoS0OQKv2BM/Vf77I6chPIZfcoEipgrwGjpojNIb0jqAMzs/5Up7cnFebLu/iEvjw+pU99Xx8hgcqaKfPDE2i0WDOGotNeLyhCfsxFSIA663yEA+1Hs2xDhBWUJfaB77w+5rADbdaxiDQ0TyBVj4ayiINPSCQB1jvBMRL4TlKwzg0E4yJKIlVSGWr8U60PCz7yY9++Jl/hsSDrJhq+9VCXjGQGFEA9oOhIWl/Ibuj8FsxfSMRQUxwhXHAcjWU4OnIqRGv6NkMRIWw8RhOQrAbmr/U0Ogo5FWLjDc8OSUNWFqI3oEjXQnh1KWoKR7MTb8fKhb6PbBl+m+utlWXf7pDdttg4lF3lBhbhm87fOo01szht/a1/zkiVj+RIsWDbmBl+5mWyqZ9URFjBiWDhmcSfRs+cDU9KdReBdODTSvbM2V0f2VMHeY6c/8WtTzQ5VaW6zeJgob9lF9keokHwlQ+dKPqWXuwKFGElhBBCCCGEEEIIIQ6FXlgJIYQQQgghhBBCiENxiJTAEIL1pzfSX9k/ZmZ2IsUshCZjrrxlFM93jwhDcG9o4bSe1AEKN24JPaRc8SrTL0OHykDXye1RbgTLVQSyOD8E6s0WBp7rlIYruxN3qdMZVNqnfHPMgjthKhqRvWd9XAcrAbq7lj7/KNnn1cp0oqUjn7K2rvHgNXrZ8pnIjaJhhN1XQDInYotuddBUHjaUoTU8W4Y9KJsV9roe29JmJ5ROe49dCJ4ZVHVw/xEiO5B0S9RmmR24Kmopg/VAMVj5/YTkzCw62VT0nsguWRaufDV9Z082dLj3ovKy7CFYX6RcKPPWlyC7amXd0vrqtg18QvMfMwsohYX04z7Ut28AG4ugMmTpj2DelAuvlZiVJB2u6NonuIlJtvrwWa4qnTflDxK/15LiNpPZxI16nzpSoGWMfKrrm1nDYNYgG3CKJbIaZklNC1aAfgYfSZhPQAdJHaBU5xOrr9R3XBrhqWKusshiSQgrQrUsaYj7zi/TX7cWtqEA7HSD3ke9pHnKJ53uTnM7RVgJIYQQQgghhBBCiEOhF1ZCCCGEEEIIIYQQ4lAcIiVQCCGEEE9BSzrec6fu1SSNXlOe+l0C71oHZIfF9dAx26EpdffWqr3Y4/Uq7pFr/ETcpxW3uXcteouy19bnk2b5vkSNLsTdaOhkR8i6v2sZSkmfcftRbuKlRRFWQgghhBBCCCGEEOJQHCLCKsZow4sX81/zUoBjJoC/uCx2ub4yxe9YM2XXFRKsPh3JitSh8KY3Ow/ubXKL5K0vhfHFxmF7vPQCOXsn3fJraAFfkhHonbzOyUmPYHHRyR9zysACp7ms+xYQjV72xblAQ4crYXIFXlTd/Oux2QhXXSfC01Y4AFmwNimFLaRebDMvW7jGVbAFS5eOlllYQdbrJXc8IVmg1+v09YFkWYXd+KsOtJmGtWdZd85qYHE2WPGYBCocyIh8NpCFckQtGwZQPcD6IiCXUtN3S745Ot88FX7eg2UgQNkIfEJW2LUsAVRuJJWLNgAZqOy2/w5kkKwtA1pk1gx3s7YoICINyhBB3Y4DqQNwu2h4y/RGL4sjZFCVo4X6zcwCKEQE8wTW5pNbgHfxvER2qQfvIkndIrtBsiOpMFSEcSR9L25tcaQjH7Bbr8t9DmDMiKAMExpbDJeXy27rAbWtmVkEiyZPZCxCeicwh8rL6uav4B78vGosjQ9ksoI2EJrQYNbQd+kkHdQX8klntWe92Tca2qxlMAtgDhSze3DPOsiHunL5s2iO6+0jfYvVgS9vkkDz0Eu9sDC+XLMthUyU+FYgC/21qwPvt0Zwb/58Q6zOxQlQBvAM17FxExxDfuZS73KMyC7+1tdHg91ODfO1qTBGske/paxkjESlzYdeZ8PFucp8ERbFDAbUwNoMyU5kbjc7xKwXwzF6O+6akTGS2e3NczunK5Pdfh81GXMfU1zrq2VufokirIQQQgghhBBCCCHEodALKyGEEEIIIYQQQghxKA6REmjmQxVBECAJY1xl++VID6XW93JXv6FD0cZEtCklD5z3ZVzC7mg+TD1QA1F7zfp0Wd0Cvdl5HzuIUsEmlh4GjjUUMovanMMyUcrH+fg2ZLoYju7L15fCq4M7VC7DohaGzvvz+7T0gSd9o03jSRcBJ0uV1OuFssgWWe4vqp2GZEniCODVrl2HOJllU+ova3V0bwVZ32Son5P0H1S1kVVtQzPcc73NtRfXhPo/eKVP4C+zVHiXphGRXyLpQ0g2UllwrEEvLAPxoXAYaLFxloIN4tWnhgQROlVBskuKE9abpVEUSpANO6Bs6Pv4vgwuoNAR2SlpdheYeuwTUDoKlCUuBVZtR9oBHr1uDpWNrcBGYdswu4ey9aVlYzsuQ71eVF7mv3q0jAUpF4RNiwrCi1k09N0WOrIkQUqXys62dPQGu8MpPevnLrP3bXn5tAjJokGybLdJUw/nP2ZNc6D5fjP97Jlkli0+X7k6zNLwgN10zmZKpaZPocAWoK4Gm4nExlGfRqlwWbmyFNyCrKffehvmU8ZpXzZb4AWldrOVNFAqWp6bu8qC/jtm5Z0vwpYIAWl6Pb3f7fEOTYDMbErPmV4WvuZYD2aPBqAdWGpnBLKZ3fnnjIDaDIoaaF4Me2z3U9GmwaJKvRBCCCGEEEIIIYQQz4NeWAkhhBBCCCGEEEKIQ3GQlMBg3RLK1hIInWTX20CSXuM9b5ht7NR0jROQBnGQPVGKUn1qo/cOQ2UdXKF4/3RqQCLWowZmKm+WxcIB7EbRA2PIU0JeUkgdtNkCuPsWvS22+DC7fV5O1HC399Yi24P6YjuKoaodGpqB5Q0gP4pGnBYfzsyroZs36YWyoMQDqwSoGI9mHZDtmmQJlWVANmN2bZu5b7EBFe38eQI+Jdxhn1QUvu/0DgVRluZb2x96dF+G++STyrIbAykMTbKkP2AfhvO1n3vCfCJ1i9PTbwXn6ZxKKbItuwR64Fiwyi5139J3Uccxg/V1IrIwlf1BoDIMY+fO+zOgvKys6N6cbMusJdV+T+qLpVZCgC2cCruMZq1f2hnO5481+PHSc6QH3S3KemqyIvrAh0TJGIm2kSWysCWBLLUTUF6f+of3uSzrhbJwa2ucOpfv8jdrYz4B7VJMZNGuuT0ZHeAbDTSUuZRCf99w3gyvZE2TxpLe7Gyt2or3FLd4U0VYCSGEEEIIIYQQQohDoRdWQgghhBBCCCGEEOJQPHeEsxBCCCFEAy3bxd64w+7tG/Te4WIvf6rxy0tpX+cnhNrirf3hoPbVVPVP2lGfn4M22dPS0OavmXkI8eQ8uI8pwkoIIYQQQgghhBBCHIpjRFjFaNOyQBxYBI8tZByT7PpabwSy07Sez5ahK6wdmZdhe2iM+DRcHJjpncDyfNNaB6now4TrYALfH8h7yAgK0ZGfaRbZK3/A6IDavKRusTxYB76lAvmcYMvfozI42aWaiX25Bk5r7AVSH8kUc00lvRU/kY3b/gBtPGIbbzJxoDdmiwu6NgOakV72RhwtShnYYqzjtp/TRWahDqJ3QAtuAlknl/3gC64Vs/Za6wiuPQsl69vsHr+fI5/A6mtMHcavr0s6xIQ6BKgv779irnh7/ZF1vgZZUBPjAGTJmDNC+yKyQ9xIME+V3B1bhD7Tu5gY7puLnOtluVZwD+MEz49AdhpR74Ujt01jyRt5Bb6fpfGH2CI6TuouAtlwwvcQh+3x7rS9M1YHpb6bnZ9AjTm92VlwOTA0bC+YZJHhRdKOyC8S2WGWDRWy1XojuTHka6K7sbxyUQmgWuQDG6oWyt7HNwOQzZjZAOyxrHf91LnxNB2NkfgP0M98f/TdrTynWOnApBHKTsS3I19DZbf1GO9Qt7duxYDmwqMva7Z6NZqrkBGm4GvSt2psMX2eSH2NDfU1oDlUYewtPZJkpcrqbt+J+rNwjk3nRfuy62yfPWttCcSHRle3qW+gZ0Azs3E+HkrPWuZt381ZYd/DbQ7HPdcfvaap4BNKslPWpyd3HIzThTbPhbfHh5E8dwMddG43W2RWm8iHkjkrGp/8/CN77kbX92XNXlRsZX0ZSsGtcAqGzWuZJ5jhbliLIqyEEEIIIYQQQgghxKHQCyshhBBCCCGEEEIIcSiOkRJoWSAiOMlSArfHO5AqNLFA3RsXCLvL2z4YEr9+XO4wCwV2H2FcHgst3F4rkruYkuyV4XuxR9fHf8DwV5KKBlPBaPYPSAUB8ZOBpVB2LkUlZTiR+oBJfsA+z9dF0uQmUJg86A80hLghKRD1nZHo7SrTKO6xLigKiQ0o59TykOlFlmWSIb0o64TVFzg2kgBdVNwRSmJa6rFNtl46+YrgUnaYia85tMAR+Os7W8a2mkmXiuhgHRUGTW+P0JRTL7t/b/moltIp8T2ksP3IrgvVBnDM4a4VSq7GC7jPHZBFYfpnWTD2kvtB/TdODbYA/NLEbA3Ihon4/Cld38uCa5FioRLkFuM0w3Qll6aVKQFzHfe5lIp07VSn9ns1crevx1rQUMphILBUHyx7/4RtbusN6e0Nyz2gNF/vh9MnP5R2mWFv+04XVgv0GShdB+YUJCUnAF8RfJpOyd1mlNp0OwebSPog6uusKLc+E6AW8zq9KwvAOdOpMLi3liUcYLr3HeoL5QdNPZGeZa/OKCrkIvm6R3aL0sA2X0yH/OoGO3Jm2P/0pKx+6Y90PyObC896s7KwOlhk3JwVibk+mtcXSt3DsqHfau5JKjwa0kM2h3J+C5QhIFti7xP6+ncPKNWZPWik8uYpgdtyxYDtCz3is7TZAOw2s3t/WeBvfVp0Nm9BakFxe9bF3E3c8kyoCCshhBBCCCGEEEIIcSj0wkoIIYQQQgghhBBCHIpDpASGEOyNUyoKiH/rSTGXFfzXILMTCAGEYXJHpiX0Gcri+hrAtgCnBtkWTkAt0wjLQOsAlZcFGdbKsm6wyqadH5lkurfs/IndRIqlzOIziWxlfxhvt3HYd4je+9WsFybSKPyV1S1KQWrSC2RJ+O0JyOahwmsZUXG95ImdSNyeT3M/vE2UfLOzqRPcKnG9Me8fTqgOSBeBzUtS0U6wIZDNEPsavGw/6yz33VP6bajQIYasvogs4FQwmvyy9QaG9LLdPE8B9AeWMwr72WoBiz9l4ftoK17aZltZ1HfP193eG25fVl/7FNsh22KtIGs4zP6EUhvAOgMn1nd9nc9fY/WFfGOV3l1ZnPKBJwVs3LtVllDwYasc+X4pHbegl/oakI7C+g7qv3AsczvO5adRm62yrhsX9ZbKkO16d9p8uFBcOZ4z2YZdRqlfqt29lPjQHpQXpVvNwnXXqihDOltjXstVW+yW9Yemud09Fpio49bnSP/tARzzIEugspniWTPxt0ubEl2Y/Tkrm4aivjsE3M8DkI2un/tahtME0gyFKUUFDU8wqU9maej7/SGb37YUFujt2Bys9Exy8h9bnnXAcZ+SnOYJtIvep+++ZG9yhBBCCCGEEEIIIcSrziEirG6ndoHFS1pCGZ5b9ul+XXj9eOLwFTUvoaEdjhBxRH7luF3vY9Q+hpbCtsg+KsyssqO9VG3wKvOohrjRbh819LPv4d0gruPa6dJTyt72pQdSWZ6mYh+qwsXdubEd7tKMz2y3VLTFr10zcS7txHCP/nTUZ7iGMiyb5Ox/+x68El7pSW/iCDV2x/nHDSjCSgghhBBCCCGEEEIcCr2wEkIIIYQQQgghhBCH4hApgTFGezG8SH9l/5iZ2URiz8btImURyA5kkccAFhhDCyyamQWw8CG6lhleJHFystll0QpycVo/JjESyhmXBbydSpuApNkIj+N7GJNepx6v20jaBiy2O9LwXKRje1/3lk1nO1Jfkzs+sUtcaI3+mhHrtZik1/PIFs1c/brTYQR6WQEbFvycpq07mEAfMzOLQO8I9CK5rexZJpD6igO4t4nU7Qj6Q4NeJAuvb2YRlGHI6mtdtXKagE9wdTC5ero1wPxWWfYrRrqz4G2NtUOS8ecLpphpQvY1Et+MfA2xW7TgMJIN5L5i1s/OMsw3j4O/1kjLara6BD9OsH0U0LCDLNTfQdsWGtF9quvnZmYRpK2Ncb2yP9uBfja5fpbOsnVMR+ADaT9fZGNRFrgPmI1HTBFagleZr9HaMP8oyGZ3g/rDsNXLFs8f0XzpCWVj9HLOL4KGQPOf87dQ+9bL0uSfyjZrW3O9frFvNqVAdls39ia9W8XeL8ZMP6rH9VjWNYtj5L5s9LLzRh4hsH6O5glkXoT8R0N9tSzQ3tLPJ9gO5B6QMZC5Sol1/rp/3sz55grZBNOLbKEjz1XT7D/42uvphBu/nKrSVDh75OyR3a53lj3ClXxz4HJmuX1tl8G/KIMv5WzDbAHuaZaN+cgLZZMtxbDeYz/WzkSxjbI5GHpu9/0xszVgTMzEa2XZ/HYy375xOQqZ76E0nputtuA1wWcH9p5i/xVBBvQfXq+rjwj8KGuzCJ5f/Hw8meBEKnd0DXFLJqEirIQQQgghhBBCCCHEodALKyGEEEIIIYQQQghxKA6REmjBXNzbuB5bIEFk8HVbfcAZSt1jaSc4vLo+fJ+GqcJUQ6R0P5Qzl8WiXcMuGYts4ZUmCtNnhehAGtj5I0oLIDcBd0vCsgHcG0px4Xt3+HSE87+guczMp+m49mjY7SSW7DbLNARtzlJUum0DRhImP6FysWJ1lekKQG4rG/dEedoplt4cYSaK6hzJZvVSKkp23qWUuvTARdS149Sv57eSODAZyZ1lt4XsiZUjWZbilm4uMF+UKUkyvu72d8nJzoKOFkiqAEqzY2WslWV1OwJZFgrufWOXHCnoj2ZrCmIAPmdTNnAcifaF8/kZX7f7Oyt1LB8OdODOuRrvdVja+uVVmakFEKLes3D0RdbVLfOX4AS0GTb2Vx4zM4vIFlC6d4Wsv0YHBu0J1De/h/rxCd1bR2Th8ABk8ypYr9D1KOUU124HG7g+UY9nHYG6BQMfnmuROqe+CqX+k/tt0Luk4xbGsqw7+6KglDwn67+H7peN86i02Uxl9v8dcc4juiGWso7KReoLtS8bX2JKrSrojSSnB6X0UH+M6pHNlQr5cOtwW7avVEI2pyjOZXPhDcwvLV/J7GurjJktsrssTcsfR+mpWRm9YlAPboxMrgg965nl85rlE5+0ui/OKbKsvmYbmwrj+Vlovl9XSeOEOhp5dkCPZWQ5APgIx9IaoSwUrZZl1pXPgFL7M/8B7CPyGfnmCLAv3PfNetB3JzYXRnq9r3EZfyjtld3vBGwh+uebZD7MvPIvXo0irIQQQgghhBBCCCHEodALKyGEEEIIIYQQQghxKA6REhhCsDfefNPMzCLcz4gVcyt7QrJhlfMRa/1pK9uRlfoNyBqRfYxeVgfP/c6R7T+FyjsUzj8PLJDT12yKYmSlXu3K2xqWTmmJ7HyR+szOJruFsoHZeJ0oUslkUb8xMxtRODtVDFKFGvTCvktys5AsSw/DdRvgeVRapLVsiyvMxq/Ry3SV2E8IvAgbB/UVO+LHQYmD1ct2tg1drx9xzE7EvoIr72kVxooXWXf+2Vzkvg+LV45l3p8i/4HCyZGcWZ5ZubQZkUW7LZZ8vrfF2v5YI5t971bfPOCUC2SPAThcarco7ZXIxia9dbJdwPMEaDPwStf7qCKVc7um6zPDZbbwAL3Y394+t0TtO3T4vqDdDtsyMPvqgGwLbJ4QQH2xMqCdvmAdsB3BwDGaQYPKcIc2K5GSwlrmFFQW+ATWDh2Zi+5ReuJoeXrxZOn2lb6Z+kUnm+q2Zejn8zW09yMbJOdW6/PZEtKKLwb6Ll0tBuglsqeGDlErWze3S8ru0xI1sllR/aMBWgOC5FWf4IMZLlXPJldY8/b7/qk3mQ9RWVgNpJrnftshhBBCCCGEEEIIIUTGYcJcbliH667XqV9CvK3Mt+qtWS60JYKhRe+e7D3q604vX5u51haeWz9ctNCfb9BV+t6j6+Bl41H+I5Djt5TlWp6yza691qtmV6KNl7X9r/W3j/DNQiReNVtK99Myvz0CRy3XtdxzivX95wAAHQJJREFUDnzrM8lTcoQyNJUibj606YQroVcsHF/iUbJHJ9I/6KE6XffjOapbEVZCCCGEEEIIIYQQ4lDohZUQQgghhBBCCCGEOBSHSAmcpmhvf/jD819p6TMf7MmWxhs3RyawMN8wrHJe6zi82Bwfx8mQcBi3euO4vT47PoDvn/VuZSOQDYFcKyJZKEpCarFwBNIw/DZO4Cguby7r22SrGV3/UeA7uLCuuTgjqdtpKa7/Fm6z5bivI9pooB6QLAzJNTNko8QW4XFi4xOoiHHcluFELjWASu8nfK0RLRJLZNGC0Cci6/3CXhnQ9c3MJnB8JNfC/dz1Ab/wJlh9epq2dTsRmxmdLaRPfYVskpiIKabmzZqO2S3yH0CWmS30t8SPo4Wfx0jstlKW1e0Ekroitdv1ePoeui8zs7iMO27Bc+KYsEtAdYsrt+xv1wt3YOyd/BjpvlcayyZ3XTRsoG5GmtFA16Wya7HWsk5k3BtBnaEFQweW7dAgG9z8Y/n+SMbTBtkJ2NgIKgzNM8ywX0Rte9ZxPu5ve6JjBuhnxWPOLwLHNBEbhxt1UGeDZIko8vnoHoj/gH2SLa4O9LJNPVa9rj8OZKF80O4dkEV2dC7D9nduNg8cgd6R6J2QLPCtrFzebtaUwPr5LRrPzdb29d8YQX88l2Hayr7Yyo4T6eewrPhzh3zCsK0DM2I3fp4wn2cRDLnHP39vAnZghucfbDaPFp9nz1VwofrCfflyoxrHIxmeA/nprS9hrW9m9jUAu40Nczsuu7VbI8+RlsrrH0m6/We47KpwnRK8KUgALcGe9yLoEcONsnTs974zlZFOwlA97j9J5v1xK4vG3c0XF1kiip5fyHwNyUZ3X3n7Aj/sZJMqMgzYwCZBjSjCSgghhBBCCCGEEEIcCr2wEkIIIYQQQgghhBCH4hApgWbRpiU8LcWU+XdpLLVqG2Y2gjBGn8bhtU4gLDcLTXQfOxDRNoF0GjMS9s3SM1AKAjgWfMilu1gEqUIBpBSZsTQ//M4ypnbwl81jBOfrk2shtVl1b0NbL0uAuf/eSiyQE32LpUutEfmrQIfCZM2FpPp2JuHVKcYyu2wHZEmIObQ7lhqBwlyJ7IQaGMSDMvtAell6xyrr6palgsDbrd/ZBJYBuwTsP7Lv75c3u5bThULtI2zfQt+d/zIzm7oeytoEUgiI/wizr8nupCd6ky0FXwfgvsjnUn15TRE45wD8YpMs6mN2Gc5+vjeWpoP8JfL3Zt5tuDGFdR1gCi1pOsjnR3Bf50+llOT1e7CfOR/or4vuDR6jWVygHVE+Xibrx5x9G/dUujou6928/1z0H/Wy2bcqfWAkOZRIlvnb5N67bFJC7qEyTS+Xy7zCVpY1RMsY2SAL51CobokPNeiXyABzo166rALqpg07UbXM7fB4isdIdMGsn6aPFanOq11icFoQ8c1oLCLpuEk2SxlDtsTGAXjUXdfrBWVgSxIYGv+97HyeJfj7K6U6hXZguQ8tpQQiG2U+MB3P3AOaN7O0NYD3x6XngEhke5T+lzn9+RhpG/R8isbzWcmlWgtsrhK3ZeVp0dtDHXpW8s/EufAWN/fP7Qc9g7H+UJqr+OPoWH0qWgTtwObCmHpZlKrM5ntYtt5X5Xpd34Qq2JwC+cCtrrpHrevTAxVhJYQQQgghhBBCCCEOhV5YCSGEEEIIIYQQQohDcYiUwBCCnd58x/xXWv7+uqKdwNf8xlDX3vAJKIa7VjxIFslxWSgK91o8kRoZgDSSZLsVYGEi+zLBDAjcW4PoTqMhxUCWNUSTLLo+Fq3Ve5c66Bv6w42ysAxIrpEWn1Bft/i+AjTGevtiotiB1Auj8nLz2q+vUy4MLn9jfziRVMcs2aOfVTb4ZhI2vu5ms55vcgkgNXMguy2dDMhm9xWdLNp5h/1VciDredzNtqHirL56EFZetsRt222FQZ0BxV2DeVFZdHks2uiat9JdQz9H5aU2PrcDa6e7gtKPiY3D/st2YWqSvdF/QPtq6ugP0ds2Pj2mbqHdghyTU8WOystTBBEdtu6W+o+O3dsOJa94LUVvOxD7KNntfL5mNF9kKmyx9DSH/RKWRrJNY3+BUt0yD1crW2MHSeZE6rYHtliaf1w7ey2aTINwyywhUwuk4fyW6G1ph4Bk2ibDN8lC+yZFYHOKMqWWYPNe0A4Nc4rA1DaiCCshhBBCCCGEEEIIcSgOEWGFYQszMpl0qGVR7mvLU9L7AFm2mhmqp6bbvbVu2Cpr918cvV32AZCFfW8uQ1X77snWLyx+nzaL4DSSbamve/SnWzmC3lrZBp3Uvm7lEfdlD7TxWn9LytUiW1jUsvilJr1I7h5t01DeYj8t3Bt0H/ULR5ep+VKLLVx5iYUHjXvV/SGQ0y3zj0JZ9tfUvh26yuujZCvrhnanhrp9Ur0t36/U2SxbaSAtfu1Ksy1e70HTwIdRqrNr5gcttkgDMK+w2wCOVRWsQfQRrvkuU2F3orAJwVX1cK2/bmqHUoU9etCoIT3fPOEz/pM/Sz8X15dHEVZCCCGEEEIIIYQQ4lDohZUQQgghhBBCCCGEOBSHSAmcpsne+sVfnP9Ki8r5d2n1sZQv+q3sOK5ymVagFkVcmpn1YDWxsWEhdSZbq7cni/CN2aKj5xKjtUnN8iVnF71kkbUJSL9Ack4sC+oEauOIQwEDeG8abYKyt8fq+m/FWQrLRRQOWljF03+jI4uDTjFd1+t90KLrxYVqXYl78P6atRkoQ3RlSPfWdaQOJhACzBbxBAvr9sTIRyRL6nYEC1iGE7BFsugqspuJ2CJaFNuX1esKoB5QGYaAf28You87c3moUwCLeBLRCB1IaXHy9b560M/ZcralRcSzsx0ow0TaDOiNoA6QnJlZjNuFu3tgM2Zm4+DaYU5t64mvQaUtu4TV1voejCMjGXPAsD+SlkCLaY+ZjXtbQ3W26o2u/dG9+eKmKxQXTXaUZdeyduS3umncjjtdyd2665bcrc9wfAHGhynru+v5F8CPeh/qqwPNFSbvP2ZVaK50lt3qpfOPWaLz/gtK1mfJ0NEc9PPI+vk1sj5DkizmfrP/OKhsy6YNUO+N9UXL0LDoup+vpSvUbJ2RoLLAJ8CHh3MhNvqR3tgwZ2XeFi5e3dAfsjGyO/vD0pzVzD1D+THHf805xyk9k5DqSnMgf48nVFYzG8B4VrKvbD4OdPppqJ+79aAeRpIehsb0fIws1IET7ebvVc1v5zKifuNl2ZMUIhtHCiaTPQ+C+YcX9mUYQd2ifn6WRT4B2zjSi9oMyV3KDssDTMtC6vveJnu3gO4LjNFmZidgOAN5LivjnzlA38nOewrlTdrpnNUvB6GUQCGEEEIIIYQQQgjxiqAXVkIIIYQQQgghhBDiUBwiJdBitLiEe8aLf9uYQPyjD/vMQkTrM0ksgjBCFto8odBEn/7jTocRhfq7kNa0MUbAgZ15qO75htg9wO+TVBAUsoxKECM+3wG1E6mvDrw2zeogE95vtLw29xMO0MYYWNIL76dWZeHb6MbMoJGyCHMYao+ESd1aLHQI32oTKC/phqHQH9LpSMJkYXoGs1uU7sBEY0q9WpnorjOgHYCsTzXIA733d7jxZ2OH9K6fOycdJpSrvC0r0mlmF+07Q+0DlIuIIrVUL/DjyKcwLz+BPjKRuoVOn4XvA1kUNt4TfzuO274Tyc6hWQp0l1KGSX9A14KS3t05HwkaJ0acEojbwV9t9QOoFvJyRfJ5/zwycWRKE3G3yH2UZV0fI5aHfAUyhchuu9B1vYeNIKU3EMXIbgLy7WfFu4VY0hL9WOrTFZCvQQ1mZmG2kMndWZYi4z6iukWpN8xf9+D4k8uCY7mvmtN/iBOdQN125Fqwvh4kWzzm2qkHyw/4FKg+m29vZ1ks7RXND+GxinSpZfTZz9zLjzFZNPAVUuz9N5AlsDQtmLbmy5LpLaUUO72lXSDnz5P3CSRFtphiBtphZOmpU/IfK6zvIVuAM/yGsnqVfgyMDams8NmwMCZ4UPtOJJ0/a960hAea/9g6b215ksY90+l0VVC0A1cJXhdK4wzkHgJYpiQAf3uW3ZY4gL6L5DZ6UxFJf8JL1rD4n9nGfQYuWn7FX8t3TfjM25LoieFpyel8wRpceeP2UC6aOa6GFxQXKMJKCCGEEEIIIYQQQhyKQ0RYdX1vH/XRv/Jh+sly1E1rV6OF1Jkwkh1ulKUL8HoZuujbHi1LpO6TlwWcJ4tXn8CCrkwWrgjNZB8BW5EalCEWZPNF1+v1NhlukVKrEWrLcOt9Eb2wP5rZMNvtKRcu6HW/HsPFoHFkD7RxfKWi2RbLCxeIx9ca0IrUDf28ZZnJst7Cz4uElrp9hN5b90DYKF5k6n00skUzvzh5aWlf5he9bGqfAZ5/WDvUuo+WdmhwNU2LMTcMOcV+njmQQiXku75sZcmv8NWyzMCuMPLRWcqtC13XWO2zyaLIQBSAU7HA8lWy/g/3vUeUga3rW5JlZYR6/eLC4FpoHojmi0z2PqAKKzrnXeg84UGytaNOIPcV3X0tTVZRB2tiwr5e33LU08A5477DLT+TZH854XvOsR/EXMZ7PsRn9XXrBNfhz56ALaAF9e8hizaeQRvUbGRTgdkkG0av74+R2TzgQXVwX/bnl3l/nJ+7aqYUN/hpRVgJIYQQQgghhBBCiEOhF1ZCCCGEEEIIIYQQ4lAcIiXQ4rr43oPU4+NoMVW2aBhczZ0syAaOs/urlaXlyj5f8/7xusXtS5rg8rtsATuw2DeTxQuDP8h20E2g65sttpAvBl0vGwqyVx2rYiKfS1+rLdeN90WO0/508e/5+6XFyV3KX0OxSktMZ8fr11jE5W3xCVBvuZ+nUH9mBVhDSe91/qWlbh+ht6Zum2SXz/U+uit2h2ybCyQJvx/ypb/n/2NdSAOzj/0tLi50VNYj7XvAxltczf7yqBeyDUNOUz+HxpStWO0KUdo84wpZZmBwgeZ9rzC5mmuqW7RwNLGaQ8iClbmRLJK7i2y2EvZjy5DLBSe71UnnfgVZI+a+HIPjHrawRz5DbChseHLtqAg3NrqDbO3YGemgA2YSFbK1ekvPDmbsGQzu2AR1lcd5vwFRw2BUGviuWxUB4/WiZ447qocun3UxNvgivcAW4MYGZnizogbZycmGHbmN3nQ7bMMmQ/28IJvtb3XbfTHZ+7I/v2x6T5HNha/304qwEkIIIYQQQgghhBCHQi+shBBCCCGEEEIIIcShOERK4Nu//Ev24z/8g/NfdSG1nrDzlxkP70a7/4wuWi3bpAcIx3GEsh2QnUa8Mj7asWD0snNIYke2fPH31s0r+QcSggr3DiOhq7X7jGURqu4z3HlnxKGAXb99b5rL+i1o9hstKyOqCBfiGYs7ma2ya0YP3g0j7XYyOf1TwLJhOrdv78uH7svMwnxvIdTXQa4AFTb7ovu81UujmVEZJtAfSH152SQdyE4jcdlVwu3mB2zGzGxI/cVrJ2WYpm2f7EE/G922RlnUMMrcI0l4HQzrXa91craA/IeBsrKtf/wGIjHZY8UmgakIdHcpogKxqHD3FUrG6D6egOxAA/z39QZft4XxIX3qO1wJ47QtL/PNcdwaS4wNuwSy9l0awrUI8jURt1iAuwRiXS07qLWAujoaIvsTaQewc2exvpxvLu1k562rZWNa6JqdbO/HH+DDgvPj0fcdIBuJz6+VzeS8WcOGIL55rjG/HEHv+5jfyQ58vwf9ccwK43w++P4YgBOu0ftgWeS/zC592Bnkk8zwvBVdn5WhRRaVd0SDg+F2KM39MllsHtjne1tM41PDeM6ond+arWN+lh2E8oTNlnlYKVWIlbSU2B1dKcubuDl/h9JDUd8h86rMf6SKKA9Q69hL9KL6oinFc/v68RzO7ZwdFPfRzRrC3SMqL5tjFwjsgQywPJGE7TzD7CJjfC4j6+fLs3TFw3QSyfoxnFL4FDv//IJy4dePfjqF5u7s2RA9d2fPx74/VOrtyXPG6Af1fvPhUtrMLnv2fjL85DchLJW1ob6uTQ4sW+V+7xnR8xOpgmy+pJRAIYQQQgghhBBCCPGqoBdWQgghhBBCCCGEEOJQHCIl8Jd+4UP2g9/xr89/zPFtY8uOZf69G4hzYxt6BHD3PnzSv83rQFhnjD480uktyGZlAIWI0cUOTkkOfj1PjCFpLLuUNppqoJikQ+sAhIKzONZCml8WuAjzM/zH+hDyRZI0xDic2+yFC3d8QUw42eObPn6S6O2XlFAjsvNnYoslopEQ31TWrFVdIVIZslhun56axEi6VNwGgfcnbIAp/afUx8zMhrmlwpQJQ9kJ2BjS63caeZEVbKszuoNZEcD2GcGlFbzDNTBMR0O7ghDv7d0HCttlJHMsZQ9md0Lqdmn/jqQKLTrdfTnF5XSH+vGhc2VAFuZrdkk+Zf4W5EAzWxyBcHnHSZfuQNKdkGtEfTeSYPG8HZbtcNwhn8YJrt/mYCCoq6MdZmiasEsLSFkKxTZDKcuXsknUHUMZn+N1w1OWVjIB4c4Lu/GhZU5RLgTQ6TN+JuDDaFpL8s3eZlyb9V5ym4LfkrEOZUnGBtZL5h8NfadW9kRSSQZ/Q7V2m6XQkfEUlKFFFvnbTMqNT0hrloIPr+rOY/OAdTbEYXMMzcXNLtKlkl0W5x/7tmi2pnFmvnvab7R81AW7aZHZcnnnv7Wm4RjJXAJSnFX3XOKaudIIHkpCJrx8TMsb8HY468rtZ7/NfIpU3/KsBXW6z2QZAShc1rx86tiyGIC1mci8zbXjmJbSKPhmlm7Hv2Gz3oKAp5D26Pt8k78ttq/rD2juDp6LQs0SDmsBsGzyCdlXCmOkH8tK99XVy16bYIeqIfdK+0/0Q955zMyMrOCQ+6WaHFWCIqyEEEIIIYQQQgghxKE4RITV27/8y/aT7/+h7Nhg219WOPu3kZ+N7MSGvuGXwCtim5arbHGvYu9XDRiv/xDWcIYtHlmq6SwQCfw6n0WfNERYlZphmCOsPjyskm+RL6VSfcSpXOFJokL0IeSXRYs1e2EU6VaKZVivwu5xAPXIfw0d04ciLV0r8eFMAfqlYLWpTP+4vdrJbbjgbaG6qZmgu9SAKo+pq7xwjcZFVct9OcXlCKv6++pdGUp+uskmCsKovGyx7uL+D3fktPOXmZVXTb57GfYEy06hus1AH9wQtzrRr4bDtYN/odzZ3foNWZp+7a6U9XJZYdrrltrUreNWqQAHmrN4TqRgbfPap6NYjWBzoKbve1knnEdYbbWg+qrpbiV32vIbf3LZ2VBa8OPXjlVlyf3xlH4f73iw/WZNhESNH505lSYVKTLDHys0mtfZMlS1uNB7ciJRwoi1ZomBZc8vlTq94bZ0iFvHHM/D5hSPmTfX0vR4XmiwuH0kMrM7z1nxJa6iOH8pyF6DIqyEEEIIIYQQQgghxKHQCyshhBBCCCGEEEIIcSgCXbjzKQsRwv82s/9hZh9vZv/nmYsjjolsQ+wh+xB7yD7EHrIPsYfsQ+wh+xB7yD7EHq+7ffzaGOMnlIQO8cIqEUL4vhjjZz13OcTxkG2IPWQfYg/Zh9hD9iH2kH2IPWQfYg/Zh9hD9lGHUgKFEEIIIYQQQgghxKHQCyshhBBCCCGEEEIIcSiO9sLq7z53AcRhkW2IPWQfYg/Zh9hD9iH2kH2IPWQfYg/Zh9hD9lHBodawEkIIIYQQQgghhBDiaBFWQgghhBBCCCGEEOI1Ry+shBBCCCGEEEIIIcShOMQLqxDCe0IIPxZC+EAI4aueuzzi+Qkh/EQI4YdCCO8LIXzffOxjQwjfHkL4r/O/v/q5yymehhDC14YQPhhC+GF3DNpDOPM3Z3/yn0MIn/l8JRdPAbGPvxBC+F+zD3lfCOEL3Lmvnu3jx0IIv+d5Si2eghDCp4QQviuE8KMhhPeHEL5yPi7/IfbsQ/5DWAjhI0II3xNC+MHZPv7ifPzTQgjfPfuPfx5CeHM+/o757w/M5z/1OcsvHsuOfXxdCOHHnf9493xc48trSAihDyH8QAjhW+e/5T8aefYXViGE3sz+lpl9vpl9hpl9cQjhM563VOIg/I4Y47tjjJ81//1VZvYdMcZ3mdl3zH+L14OvM7P3XBxj9vD5Zvau+b8vM7O/80RlFM/H19nWPszMvmb2Ie+OMX6bmdk8vnyRmf3G+Tt/ex6HxKvJYGZ/Ksb46Wb22Wb25bMNyH8IM24fZvIfwuwtM/u8GONvNrN3m9l7QgifbWZ/1c728S4z+zkz+9JZ/kvN7OdijL/ezL5mlhOvLsw+zMz+tPMf75uPaXx5PflKM/tR97f8RyPP/sLKzH6bmX0gxvjfY4xvm9k3mNl7n7lM4pi818y+fv789Wb2B56xLOIJiTH+BzP7vxeHmT2818z+UTzzH83sY0IIn/Q0JRXPAbEPxnvN7BtijG/FGH/czD5g53FIvILEGH8mxvif5s+/YOdJ4yeb/IewXftgyH+8Rsx+4BfnP9+Y/4tm9nlm9k3z8Uv/kfzKN5nZ7wwhhCcqrnhiduyDofHlNSOE8E4z+71m9vfnv4PJfzRzhBdWn2xmP+n+/inbnyyI14NoZv8uhPD9IYQvm499YozxZ8zOk0wz+zXPVjpxBJg9yKeIxFfMYfdfG9YUYtnHa8ocXv9bzOy7Tf5DXHBhH2byH8KWdJ73mdkHzezbzey/mdnPxxiHWcTbwGIf8/kPmdnHPW2JxVNyaR8xxuQ//vLsP74mhPCO+Zj8x+vH3zCzP2Nm0/z3x5n8RzNHeGGF3hzuvZ0WrwefE2P8TDuHz355COG3P3eBxEuDfIowO4fa/zo7h+n/jJn9tfm47OM1JITwK8zsX5jZn4wx/r89UXBM9vGKA+xD/kOYmVmMcYwxvtvM3mnnaLpPR2Lzv7KP14xL+wgh/CYz+2oz+w1m9lvN7GPN7M/O4rKP14gQwu8zsw/GGL/fHwai8h8FjvDC6qfM7FPc3+80s59+prKIgxBj/On53w+a2TfbeZLwsyl0dv73g89XQnEAmD3IpwiLMf7sPJGczOzv2Zq2I/t4zQghvGHnlxH/JMb4L+fD8h/CzLB9yH+IS2KMP29m/97Oa519TAjhNJ/yNrDYx3z+V1l9urp4iXH28Z451TjGGN8ys39o8h+vK59jZr8/hPATdl7y6PPsHHEl/9HIEV5Yfa+ZvWteMf9NOy9m+S3PXCbxjIQQPiqE8NHps5n9bjP7YTvbxZfMYl9iZv/qeUooDgKzh28xsz8678by2Wb2oZT6I14fLtaF+IN29iFmZ/v4onk3lk+z8+Kn3/PU5RNPw7z+wz8wsx+NMf51d0r+Q1D7kP8QZmYhhE8IIXzM/Pkjzex32Xmds+8ysy+cxS79R/IrX2hm3xljVITEKwqxj//ifgwJdl6fyPsPjS+vCTHGr44xvjPG+Kl2fr/xnTHGP2zyH82cyiKPJcY4hBC+wsz+rZn1Zva1Mcb3P3OxxPPyiWb2zfM6cycz+6cxxn8TQvheM/vGEMKXmtn/NLM/9IxlFE9ICOGfmdnnmtnHhxB+ysz+vJn9FcP28G1m9gV2Xgz3l8zsjz15gcWTQuzjc+etpKOZ/YSZ/XEzsxjj+0MI32hmP2LnHcK+PMY4Pke5xZPwOWb2R8zsh+Z1RszM/pzJf4gzzD6+WP5DmNknmdnXzztBdmb2jTHGbw0h/IiZfUMI4S+Z2Q/Y+aWnzf/+4xDCB+wcGfFFz1Fo8WQw+/jOEMIn2DnF631m9idmeY0vwuycIir/0UDQizshhBBCCCGEEEIIcSSOkBIohBBCCCGEEEIIIcSCXlgJIYQQQgghhBBCiEOhF1ZCCCGEEEIIIYQQ4lDohZUQQgghhBBCCCGEOBR6YSWEEEIIIYQQQgghDoVeWAkhhBBCCCGEEEKIQ6EXVkIIIYQQQgghhBDiUPx/sGsqk0GGzawAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1bf63198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy.ndimage.filters as filters\n",
    "cat_si_double=np.zeros((240,424,3),dtype='double')\n",
    "cat_half_filtered_double=np.zeros((240,424,3),dtype='double')\n",
    "lpf_squared = np.zeros(lpf.shape)\n",
    "for n in range(0,len(lpf)):\n",
    "    lpf_squared[n] = lpf_rect[n]*lpf_rect[n]*4\n",
    "for k in range(0,K):\n",
    "    for m in range(0,M):\n",
    "        cat_half_filtered_double[m,:,k]=4*filters.convolve1d(cat_upsampled_double[m,:,k],lpf_squared,mode='wrap')\n",
    "    for n in range(0,423):\n",
    "        cat_si_double[:,n,k]=4*filters.convolve1d(cat_half_filtered_double[:,n,k],lpf_squared,mode='wrap')\n",
    "cat_si = np.ndarray.astype(np.maximum(0,np.minimum(255,cat_si_double)),dtype='uint8')\n",
    "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n",
    "plt.imshow(cat_si)\n",
    "plt.title('Cat upsampled using sinc-squared interpolation',fontsize=18)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interpolation designed for 1/f spectra\n",
    "If the image spectrum is 1/f, the sample problem in today's lecture suggests that a sinc^2 should work better than a sinc.  But it also suggests that the following spectrum might work better than a sinc^2:\n",
    "$$H(\\omega) = \\left\\{\\begin{array}{ll} D&|\\omega|<\\frac{\\pi}{D}\\\\\n",
    "D\\left(\\frac{2\\pi-D|\\omega|}{\\pi}\\right)^2 & \\frac{\\pi}{D}<|\\omega|<\\frac{2\\pi}{D}\n",
    "\\end{array}\\right.$$\n",
    "We can construct a filter like that as $H(\\omega)=F(\\omega)\\ast G(\\omega)\\ast G(\\omega)$, where $G(\\omega)$ is an ideal LPF with a cutoff of $3\\pi/2D$ and a height of $1$, and $F(\\omega)$ is an ideal LPF with a cutoff of $\\pi/4D$ and a height of $4D$.  To construct such a filter, we want\n",
    "$$h[n]=f[n]g^2[n]$$\n",
    "$$f[n]=\\frac{3}{2D}\\mbox{sinc}\\left(3\\pi n/2D\\right)$$\n",
    "$$g[n]=\\mbox{sinc}\\left(\\pi n/4D\\right)$$\n",
    "Let's construct such an interpolator, and see how well it works."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1a2a45ddd8>]"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2a32ccc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f_of_n = np.zeros(lpf.shape)\n",
    "g_of_n = np.zeros(lpf.shape)\n",
    "h_of_n = np.zeros(lpf.shape)\n",
    "n_axis = np.linspace(-63.5,63.5,128,dtype='int16')\n",
    "zero_sample = 63.5\n",
    "omega_axis = np.linspace(0,2*math.pi,128)  \n",
    "for n in range(0,64):\n",
    "    f_of_n[int(zero_sample+n+0.5)] = (3/8)*np.sinc((3/8)*(n+0.5))\n",
    "    g_of_n[int(zero_sample+n+0.5)] = np.sinc((1/16)*(n+0.5))\n",
    "for n in range(0,64):\n",
    "    f_of_n[n]=f_of_n[127-n]\n",
    "    g_of_n[n]=g_of_n[127-n]\n",
    "for n in range(0,128):\n",
    "    h_of_n[n] = f_of_n[n]*g_of_n[n]*g_of_n[n]\n",
    "plt.figure(1,figsize=(14,6))\n",
    "plt.subplot(321)\n",
    "plt.plot(n_axis,f_of_n)\n",
    "plt.ylabel('$f[n]$')\n",
    "plt.subplot(322)\n",
    "plt.plot(omega_axis,abs(fft.fftn(f_of_n)))\n",
    "plt.ylabel('$F(\\omega)$')\n",
    "plt.subplot(323)\n",
    "plt.plot(n_axis,g_of_n)\n",
    "plt.ylabel('$g[n]$')\n",
    "plt.subplot(324)\n",
    "plt.plot(omega_axis,abs(fft.fftn(g_of_n)))\n",
    "plt.ylabel('$G(\\omega)')\n",
    "plt.subplot(325)\n",
    "plt.plot(n_axis,h_of_n)\n",
    "plt.ylabel('$h[n]$')\n",
    "plt.subplot(326)\n",
    "plt.plot(omega_axis,abs(fft.fftn(h_of_n)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Cat upsampled using sinc-squared interpolation')"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2a492470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy.ndimage.filters as filters\n",
    "cat_si_double=np.zeros((240,424,3),dtype='double')\n",
    "cat_half_filtered_double=np.zeros((240,424,3),dtype='double')\n",
    "for k in range(0,K):\n",
    "    for m in range(0,M):\n",
    "        cat_half_filtered_double[m,:,k]=4*filters.convolve1d(cat_upsampled_double[m,:,k],h_of_n,mode='wrap')\n",
    "    for n in range(0,423):\n",
    "        cat_si_double[:,n,k]=4*filters.convolve1d(cat_half_filtered_double[:,n,k],h_of_n,mode='wrap')\n",
    "cat_si = np.ndarray.astype(np.maximum(0,np.minimum(255,cat_si_double)),dtype='uint8')\n",
    "plt.figure(1,figsize=(int(424*0.05),int(240*0.05)))\n",
    "plt.imshow(cat_si)\n",
    "plt.title('Cat upsampled using sinc-squared interpolation',fontsize=18)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Summary of Visible Artifacts\n",
    "* PWC: blocky artifacts\n",
    "* PWL (Bilinear): some blocky artifacts because it interpolates within blocks, but the artifacts are a lot less than PWC interpolation.  Often, this is the best option.\n",
    "* Sinc: ringing artifacts, that occur at sharp boundaries between two color, and at the edge of the image, depending on how you handle edges.\n",
    "* Sinc-squared interpolation: no ringing artifact, but instead it has a kind of grid artifact.\n",
    "* f-times-g-squared interpolation: has ringing artifact like sinc, but maybe it's a little less blurry than sinc.\n",
    "\n",
    "Well, TBH I like the PWL interpolation best.  Sinc-squared would be a good option, if we could get rid of the grid artifact.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
