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@aadjones
Created February 7, 2014 03:46
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HW 4
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{
"metadata": {
"name": "240E_HW_4"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": "<h1> Preprocessing </h1>"
},
{
"cell_type": "code",
"collapsed": false,
"input": "from os import listdir, chdir\nfrom essentia.standard import AudioLoader",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 46
},
{
"cell_type": "code",
"collapsed": false,
"input": "cd ~/Desktop/Music/",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "/Users/adj/Desktop/Music\n"
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": "base_dir = '/Users/adj/Desktop/Music/'\nmusic_list = listdir(base_dir)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": "def getRMS(x):\n return sqrt(mean(x**2))",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": "def downmix(x):\n if x.ndim == 1:\n return x #x is already mono\n else:\n return sum(x.astype(float), axis=1)/x.ndim",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": "music_list = music_list[1:]",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": "def normalize(x):\n abs_max = max(abs(x.min().astype(float)), abs(x.max().astype(float)))\n return x.astype(float) / abs_max",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": "def windowed_rms(input_sig, win_sizes = [512, 1024, 2048, 4096], hop=None):\n rms_windows = []\n for win_size in win_sizes:\n if not hop:\n hop = win_size/2 \n window_start = arange(0, len(input_sig) - win_size, hop)\n rms = []\n for start in window_start:\n w = input_sig[start: start+win_size].astype(float)\n rms_inst = getRMS(w)\n rms.append(rms_inst)\n rms_windows.append(rms)\n return rms_windows, win_sizes",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": "polonaise = music_list[16]",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": "polonaise",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": "'02 Military Polonaise.m4a'"
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": "july = music_list[12]",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": "july",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 12,
"text": "'02 First of July.m4a'"
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": "campanella = music_list[22]",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": "campanella",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 14,
"text": "'03 La Campanella Etude.m4a'"
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": "seashore = music_list[21]",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": "seashore",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 16,
"text": "'03 III_ Seashore.m4a'"
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": "filtering = music_list[-10]",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": "filtering",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 20,
"text": "'62 Sonogram Filtering.m4a'"
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": "loader = AudioLoader(filename = polonaise)\nsong, sr, nchnls = loader()",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 28
},
{
"cell_type": "code",
"collapsed": false,
"input": "polonaise = downmix(song)\npolonaise = normalize(polonaise)\nplot(polonaise)\n ",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 29,
"text": "[<matplotlib.lines.Line2D at 0x10c587d90>]"
},
{
"metadata": {},
"output_type": "display_data",
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ZR6u5YufJ2KoVkJpq3/6A6B+GVpZaLClRv1JOSIi97oDSF/DOO+aPbUbNmvYM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\nMEz8REQBw8RPRBQw/x8JjmdQ3PrJ3AAAAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x109cb09d0>"
}
],
"prompt_number": 29
},
{
"cell_type": "code",
"collapsed": false,
"input": "loader = AudioLoader(filename = campanella)\nsong, sr, nchnls = loader()\ncampanella = downmix(song)\ncampanella = normalize(campanella)\nplot(campanella)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 31,
"text": "[<matplotlib.lines.Line2D at 0x10c5e8bd0>]"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": "<matplotlib.figure.Figure at 0x109277f90>"
}
],
"prompt_number": 31
},
{
"cell_type": "code",
"collapsed": false,
"input": "loader = AudioLoader(filename = july)\nsong, sr, nchnls = loader()\njuly = downmix(song)\njuly = normalize(july)\nplot(july)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 32,
"text": "[<matplotlib.lines.Line2D at 0x10c600c50>]"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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CKyGxFro2WyXJDfjF5dNsdPxVVxlr7xVlCgDJycDhw6Kl0CdQil/LH1tZ4N25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\nAgYpfoIgiIBBip8gCCJgkOInCIIIGP8fecJ0TdQ2NrsAAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x10dbc1e50>"
}
],
"prompt_number": 32
},
{
"cell_type": "code",
"collapsed": false,
"input": "loader = AudioLoader(filename = seashore)\nsong, sr, nchnls = loader()\nseashore = downmix(song)\nseashore = normalize(seashore)\nplot(seashore)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 33,
"text": "[<matplotlib.lines.Line2D at 0x10c69ea90>]"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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RqK+vF0IIsWnTJo/zG0033nijWLNmjePPR3V1tcjIyBA7duxw7Lko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\niDT7f+JYwAlb9VwLAAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x10c58db90>"
}
],
"prompt_number": 33
},
{
"cell_type": "code",
"collapsed": false,
"input": "loader = AudioLoader(filename = filtering)\nsong, sr, nchnls = loader()\nfiltering = downmix(song)\nfiltering = normalize(filtering)\nplot(filtering)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 34,
"text": "[<matplotlib.lines.Line2D at 0x10c622490>]"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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33HEHysrK/D6uQ4cO6NWrF/r06YMBNn070rIl8OOP4T3nD39w3xotrx1sMta7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\nEWnGpEFERJoxaRARkWb/HzW3/DamqsyXAAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x10c6b1a10>"
}
],
"prompt_number": 34
},
{
"cell_type": "code",
"collapsed": false,
"input": "music = [polonaise, campanella, july, seashore, filtering]",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 45
},
{
"cell_type": "markdown",
"metadata": {},
"source": "<h1> Temporal Centroids </h1>"
},
{
"cell_type": "markdown",
"metadata": {},
"source": "<s2 Temporal Centroid </s2>"
},
{
"cell_type": "code",
"collapsed": false,
"input": "for song in music:\n \n L = 0.1\n win_len = sr * L\n \n w_rms, win_lens = windowed_rms(song, win_sizes=[win_len])\n \n sample_dur_secs = len(song)/float(sr)\n time = linspace(0, sample_dur_secs, len(w_rms[0]))\n \n tc = sum(w_rms[0]*time)/sum(w_rms[0])\n print tc, \"Temporal Centroid\"\n plot(linspace(0, sample_dur_secs, len(song)), song, alpha=0.5)\n vlines(tc, -40000, 40000, lw=4)\n grid()\n show()",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "164.805354789 Temporal Centroid\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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rn9bWVgDa29spKysDoKKigq6uLqampjh37hzd3d2sX78+0cgiIpJECReQZ555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\nVhXswQAAAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x10c6a9690>"
},
{
"output_type": "stream",
"stream": "stdout",
"text": "163.214972153 Temporal Centroid\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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17LPP8uyzz0Y7TRERuUv0W1giK4x+C0uWi34LS0REEkIFxAaSfQ1W+exN+VKX\nCoiIiERFPRCRFUY9EFku6oGIiEhCqIDYQLKvwSqfvSlf6lIBERGRqKgHIrLCqAciy0U9EBERSQgV\nEBtI9jVY5bM35UtdKiAiIhIV9UBEVhj1QGS5qAciIiIJoQJiA8m+Bqt89qZ8qUsFREREoqIeiMgK\nox6ILBf1QEREJCFUQGwg2ddglc/elC91xVxAXnnlFe655x6mp6etsdbWVjweD4WFhfT19Vnjg4OD\nFBcX4/F42LNnjzV+9epVduzYgcfjoby8nPPnz1v7Ojo6KCgooKCggDfeeCPW6drS+++/n+gp3FXK\nZ2/Kl7piKiCjo6P09/fz8MMPW2NDQ0McPXqUoaEhgsEgu3btstbYWlpaCAQChMNhwuEwwWAQgEAg\nQFZWFuFwmL1797Jv3z4ApqeneemllxgYGGBgYIAXX3yRmZmZWKZsS8meWfnsTflSV0wF5M/+7M94\n+eWXF4319PRQX19PRkYGbreb/Px8QqEQExMTzM7O4vP5ANi5cyfHjx8HoLe3l8bGRgBqa2uthuGp\nU6eorq7G4XDgcDjw+/1W0RERkcRKj/bAnp4eXC4Xjz766KLx8fFxysvLrW2Xy0UkEiEjIwOXy2WN\nO51OIpEIAJFIhNzc3JsTSk8nMzOTqakpxsfHFx2z8FqpZmRkJNFTuKuUb7EHHniAxx57zNr2eDxx\nnlF86fylrk8tIH6/n4sXLy4ZP3ToEK2trYv6GyvhK7RpaWmJnsJd09HRkegp3FXKd2dnz57lb/7m\nb+I4m/jT+UtNn1pA+vv7bzv+H//xHwwPD1NSUgLA2NgYn/vc5wiFQjidTkZHR63njo2N4XK5cDqd\njI2NLRmHm1cjFy5c4KGHHuLatWtcuXKFrKwsnE7nom9AjI6OUllZeds5rYQCJiKSSqLqgRQVFTE5\nOcnw8DDDw8O4XC7Onj1LdnY2NTU1dHV1MT8/z/DwMOFwGJ/PR05ODqtWrSIUCmGMobOzk23btgFQ\nU1NjVfju7m6qqqoAqK6upq+vj5mZGS5fvkx/fz+bN2+OU3QREYlF1D2QW926dOT1eqmrq8Pr9ZKe\nnk57e7u1v729naamJubm5ti6dStbtmwBoLm5mYaGBjweD1lZWXR1dQGwZs0aDhw4wIYNGwA4ePAg\nDocjHlMWEZFYGZs7efKkeeSRR0x+fr5pa2tL9HTi4uGHHzbFxcWmtLTUbNiwwRhjzNTUlNm0aZPx\neDzG7/ewwtWxAAAEaUlEQVSby5cvJ3iWv7hnn33WrF271hQVFVljn5bn8OHDJj8/3zzyyCPm1KlT\niZjyL+x22Q4ePGicTqcpLS01paWl5sSJE9Y+O2UzxpgLFy6YiooK4/V6zfr1682rr75qjEme83en\nfMlyDufm5ozP5zMlJSVm3bp1Zv/+/caY+J0/WxeQa9eumby8PDM8PGzm5+dNSUmJGRoaSvS0YuZ2\nu83U1NSisS9/+cvm61//ujHGmLa2NrNv375ETC0qZ86cMWfPnl30IXunPB988IEpKSkx8/PzZnh4\n2OTl5Znr168nZN6/iNtl+/M//3PzyiuvLHmu3bIZY8zExIR57733jDHGzM7OmoKCAjM0NJQ05+9O\n+ZLpHH700UfGGGM+/vhjs3HjRvPOO+/E7fzZ+qdMBgYGyM/Px+12k5GRwTPPPENPT0+ipxUX5hNf\nCrj1XpnGxkbrHho7+PznP8/q1asXjd0pz+3uIxoYGFj2Of+ibpcNbv+lDrtlA8jJyaG0tBSA+++/\nn3Xr1hGJRJLm/N0pHyTPObzvvvsAmJ+f5/r166xevTpu58/WBeTW+0cgee4TSUtLY9OmTTz++ON8\n5zvfAWBycpLs7GwAsrOzmZycTOQUY3anPMly78+3v/1tSkpKaG5utu5ktnu2kZER3nvvPTZu3JiU\n528h38J9bMlyDm/cuEFpaSnZ2dl84QtfYP369XE7f7YuIMl638ePfvQj3nvvPU6ePMlrr73GO++8\ns2h/WlpaUmX/v/LYLWtLSwvDw8O8//77PPjgg3zpS1+643Ptku3DDz+ktraWV199lQceeGDRvmQ4\nfx9++CG/93u/x6uvvsr999+fVOfwnnvu4f3332dsbIwzZ87w1ltvLdofy/mzdQH55D0no6Oji6qn\nXT344IMAfPazn+V3fud3GBgYIDs727qpc2JigrVr1yZyijG7U57b3UfkdDoTMsdorV271vqP8rnn\nnrOWAOya7eOPP6a2tpaGhga2b98OJNf5W8j3B3/wB1a+ZDuHAJmZmTz55JMMDg7G7fzZuoA8/vjj\nhMNhRkZGmJ+f5+jRo9TU1CR6WjH5n//5H2ZnZwH46KOP6Ovro7i4eNG9Mh0dHdYb3a7ulOdO9xHZ\nycTEhPX4zTffpLi4GLBnNmMMzc3NeL1enn/+eWs8Wc7fnfIlyzm8dOmStfw2NzdHf38/ZWVl8Tt/\nd7X9vwxOnDhhCgoKTF5enjl8+HCipxOz//qv/zIlJSWmpKTErF+/3so0NTVlqqqqbPk13meeecY8\n+OCDJiMjw7hcLvPd7373U/McOnTI5OXlmUceecQEg8EEzvz/9slsgUDANDQ0mOLiYvPoo4+abdu2\nmYsXL1rPt1M2Y4x55513TFpamikpKbG+0nry5MmkOX+3y3fixImkOYc/+clPTFlZmSkpKTHFxcXm\n5ZdfNsZ8+ufJL5Mvaf6XtiIisrxsvYQlIiKJowIiIiJRUQEREZGoqICIiEhUVEBERCQqKiAiIhKV\n/w/24RD4G4aQJgAAAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x10c5aa810>"
},
{
"output_type": "stream",
"stream": "stdout",
"text": "137.429838631 Temporal Centroid\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": "<matplotlib.figure.Figure at 0x10c5b3750>"
},
{
"output_type": "stream",
"stream": "stdout",
"text": "58.8143900863 Temporal Centroid\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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f/ZHp7Oy85RrmKYqIbboGIk6T7Oem7S2saDRqPe7p6WHVqlUAVFZW0tnZyczM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\nbf0AVQAAAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x10c6c13d0>"
},
{
"output_type": "stream",
"stream": "stdout",
"text": "14.2174055114 Temporal Centroid\n"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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2bry0dCLlZ2/KL7V8bE/j43R2dt5221e+8hW+8pWvLJv//Oc/z3/8x38sm//V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\nrkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x107744490>"
}
],
"prompt_number": 42
},
{
"cell_type": "code",
"collapsed": false,
"input": "#We can see that, despite the diversity of the genres (a couple classical solo piano pieces, a 21st century percussion quartet,\n#a country song, and a sample of human speech from 'Microsound', most of the temporal centroids are very close to the center of the track.\n#Probably the most interesting result was for the second one, 'La Campanella', which has such a dramatically loud and flamboyant\n#ending and such a quiet and timid beginning that its centroid is skewed toward the end a bit more than usual.",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 38
},
{
"cell_type": "markdown",
"metadata": {},
"source": "<h1> Zero-crossing rate </h1>"
},
{
"cell_type": "code",
"collapsed": false,
"input": "def windowed_zcr(sig_in, winsize, hop, sr = 1.0):\n l = len(sig_in)\n win_start = arange(0, l - winsize, hop)\n zcr = zeros((len(win_start)))\n for i, start in enumerate(win_start):\n sl = sig_in[start: start + winsize].astype(float)\n zcr[i] = (sr/float(winsize)) * sum(sl[:-1]*sl[1:] < 0)\n\n times = win_start + winsize/2\n return times/float(sr), zcr",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 47
},
{
"cell_type": "code",
"collapsed": false,
"input": "for song in music: \n times, zcr = windowed_zcr(song, 0.1 * sr, 0.05 * sr, sr)\n plot(times, zcr)\n show()",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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zj/I5rLxXrTJ2D5/P+tGbG1GdI1gt4Qh+6623yp6/cOFCLGQtpICRI0di165d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\nibTu0aqUF+w39imcZBTzox9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"text": "<matplotlib.figure.Figure at 0x10c6d7d10>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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M8mAUFoHHzE+jj5H/0kvh57jwQnGeAS1mkhF2LQLmsOWxukfbtgFLlxrvK+sj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\nxK0Q/O1vxkPBWGURLUQtPjZ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ske/nk08+iTFjxmDmzJlB0zvRy/fJJ59gy5Yt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\n",
"text": "<matplotlib.figure.Figure at 0x10c6c3b50>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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285RyayG8z7//PXDnnf6/BUtBiCkxue9G8icFYRxSEEMIo+cTh3uKh59/Zydw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\neyS4BxytWCwW/OhHP8Lll1/uNe3t7OxE0uDpI0l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"text": "<matplotlib.figure.Figure at 0x10c59d150>"
},
{
"metadata": {},
"output_type": "display_data",
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+ffva9y0sLERWVhZycnKwbt269u2bNm3CyJEjkZWVhQULFogTKkipG7eSqOcK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\n",
"text": "<matplotlib.figure.Figure at 0x10c6262d0>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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lJSorK9Hc3IxHH30Ur7zyCsrKyvDqq6/i0UcfBQCUl5djw4YNKC8vxx133IGG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\nNITFn2EYZhry/wH9mqJlFZa6SQAAAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x10c6b1dd0>"
}
],
"prompt_number": 49
},
{
"cell_type": "code",
"collapsed": false,
"input": "#These are all quite distinct! The first two, both being solo piano classical pieces, seem to bear the closest resemblance, although\n#we see that the second piece ('La Campanella') encompasses a broader range, up to almost 6000. The country song goes all the way up\n#to 18000, which isn't so easy for me to understand---perhaps there is some noise that includes high frequencies. It also seems\n#to be the most time-varying. We see that the percussion piece overall has some lower values, perhaps because many of the sounds\n#are inharmonic, complex tones rather than pitches. I'm not sure how to interpret the last track ('Sonogram filtering'), which is\n#actually human speech being modified.\n",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 50
},
{
"cell_type": "markdown",
"metadata": {},
"source": "<h1> Spectral Centroid and Spread </h1>"
},
{
"cell_type": "code",
"collapsed": false,
"input": "Pxx, freqs, times, im = specgram(music[0]);",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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1vvBnomhdlb2K9JT2X7LPbn+nqROqgJugJIylNU+0xonKBIBQ2SSACqu2mUUR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"text": "<matplotlib.figure.Figure at 0x10c62b510>"
}
],
"prompt_number": 63
},
{
"cell_type": "code",
"collapsed": false,
"input": "X = sqrt(Pxx)\n\ncentroid = []\nfor spec in X.T:\n sc = sum(spec*freqs)/sum(spec)\n centroid.append(sc)\n \nspread = []\nfor spec in X.T:\n ss = var(spec)\n spread.append(ss)\n\np1 = plot(spread)\ntwinx()\np2 = plot(centroid, 'g')\n\nlegend((p1 + p2), ('spread', 'centroid'), loc='best')\ngrid()",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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V9Rd8YdntBbvlk8vliIuL46L3VSegxZ76GuB6HuPGjUOzZs0QHR2NWbNmWfbP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\nhRINx+qJqxGbaGZ9JGGVR3s+imO5x8Q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Uuve9vb01edZ9H+7u7mjfvj1KSkqckqd//OMf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\nQRCEYEh5EARBEIL5fzK3tMhXfjXUAAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x10d10e090>"
}
],
"prompt_number": 68
},
{
"cell_type": "code",
"collapsed": false,
"input": "Pxx, freqs, times, im = specgram(music[1]);",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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tgHzl7Hf1/xnWDkQtX6TO6fg5Fpluks06M1rcTV94gZzh8tOd53jNILiICupc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tbAS6WU96MAEbGh5thFQyZEPWlbIn+hLaviycgxLqM0MxiOkmEKwEPUiq1kO1UdsxtrIXKocR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O28s1YrsfiUwOpRX4gypruEgrqcbgV8AukucBsOujTU5JHLa8Qy0JdYbcePsXEX6inwKSQf\nQPaUJvpObhr9si7hcQ4HYmjNCSyuHkGddJ9Xs9bIn5mM3A5GX37Lxi++5T/v2rPjDjaH7/n3Eyiu\n/N7vEXSMrqCuaRxM7RATQ/tdkX77fWj3PGPcpZHFiCQv4U5qcLgCh8q0QRC3IXrfnungvo1bFNk1\n5ZXfy4lf/1rzWucegY2z5JXCdSLHdbI2LhUscyimkE29jtSlqQMsFr70N8xhtP+NZRd7b/lY3bf/\nuwPMXjy0c51dAS9h6ZLcpwtzOoLJ4j5cXkO0Dbstg32yyovxn8KytqxldeUwUWw9KvkpcMObGNsE\nirw3lE7EMFxHLIAhE67ZpCQlJacgeePrCq9XnUnQQUVguSxhUMxpF1Eo7hxixTY1vYjdsUswLGIg\nHRAolHcIkdoUon3/zsrOF18DEeRz6AoXFr96tfaz/qZWemGHI7vm+ROjSg77MD2yxbksIfeu1erI\nIzxR2XIs+xF+KxaVG7fIG+mSLYhFfXMJjPIUEtU13uVVHZwaw9bHbmi2gS8hfofAp5YYnOof+O8H\ntjAiMbZmEKs24vjrxoFBe42UtZhCXiCO3iE4ndz+j0c1cVmFyNAlLJhDdWX4drmARDjzyJ9R16CB\ndkpDk5wsYPjcg/S7NIyf0Y9gO/H3XkB0z+6hI0dyCrkzRqJ3IDuEtpoZsc8kbxkswaXNk9UUklNo\n34Do2hhLhwsnoqg3QcVxQaA5QRZb3ekKKvb8sy8IneiS4VB2lRKk2+UQHDaKq7VjHWAZ3cQyALxA\nO/8SBq7syW2DpeLarp8+dERBvWFjXa+wnQC98TBe1tCCVHURqQF4533s8GLkAVlvl0DH1brw59zQ\nSdUf0YPqGcSHHox59snc7md5ZhDdZAlx17KJzhZN5q6YKd2APMZUkJeQrrCAxynnsXd352PTzupE\nVqOpHGItK7i6hhuOKhxNzcnUC+gnMF9Cq4LoNqzOrQDed6s4u4ZBDJky6XOYzyGt/FodriprX1rq\nn6hgtZXSIjNYHFNebpOx3eivvLmv15spPMSMivjGLeAM9hcjtrJrGgnoEVZbOCPAQ4eY8ehjEJMz\nIV5pUNPiU3ekFrFHOLU7mdyZMLWKuKp1qCfBu1Dr9eaVsTdSvYDJf4DR32C7b30G11Oo3KfV11A8\nJhTBH2F1iSOMBnlG0K/X/XohK94icMe9N6P4mKBBcw9bEIITRgQRwAMCO+UdbAFKTK1tn6nnBEhj\nF6KbmEE5sYUU3abp36hnsH3PIZwrqI+MAVJ/imU6EUTftHGlQyiep9BeeevyKUH2ewiFR2yFUxbr\nhY9Dx55d5t8X9XI0h/wJRipQgXUTLn7s9/yu3/99qB9B4o1Y9VM7fdWB6ANYqKtYtM62jWW0RyO7\nkeWw8AymvjAe/pM5ZLGPgSCYLT+nmqyEjUuZVA1Wu1g0LakMl2dh2z/b8c/o2r7hx96ze01Su1cm\nhCxPhVTvxJ46rFN7sFWqW9jhoP7Q58E9e+61mqtyP7ZnUe0tAlljxaubMr2w+VQnnsVu+z07TFRn\nhEZKh04Y2n2US6g/h85bUI/8vBf2/emh1W6uVjAv7V566m7OLHKfAHUf2HdSw8iorA18tqSRHc9P\nbI5uehRfY/MriuB8btl4HcOTS19uI+jE5hTaOUQ3rPO5XsKwBXEC19cG480XBmfWT2A2h+kVgcY+\ngTLyVhRRzIHlbpsuK2IqWuR0WdIh4wCvbr/Br9frFFRwfYRNoCtgZJFNZ1zZgN7BDMmpU+KcXro6\nxIy2R0blM8zJiM7ZxiLaA2Dbor/ymmayFz+B81PgnkdXHYvyZy9pIq8Gcx/bOSd/DvxfsHgJ1SMY\nnZhhvKi9ifTIZeoHcCOF7QGcPIKLFYEpJTG61B3Vwgxw/YyGNXLsvOtanatnNDo3K7EfbhEkAFJY\nHq7xvC+h/Jim6MWn2GJ+DqV3K2czmDyG1XOsU/gTv+e7QAsuTrCbmdpYnh3bWCXftufx8gLOzmAy\nsvNznyBvPSXoEs0hrQtm51jhvU8TOZ8sLBqL7tr710duyDxja6ug730Je/uQSkFWNMDn3sOlPgRn\nzTybwqkX0idndsijpzYnnuQw/4yQBY5ptholA3ZguAdPczvPeAFHS5umXdFRRTOeE5ohVSNZz6Yk\nk6HO9P0wz5kQgh38O0c2/k3zlddPom3Ctp41zZ4e82sztuVD77LOYeR6TpUHArMZTI6MaNHUIVZw\nOLeflzMsQJFhfc8+J4M7/ZJmn+vKm7vGzzGH4HMk/ykhK19hTk+Q4Aj4yrKd62OYP/L7GUD93NbS\nRQXjJVzWZmhrrFO6wubLsrYhOTyG+TMYXUK+gCuXRGEG/Fv/fw/aA7gYw4sMqhLOCzg+h2VsFObL\nS7h+4cslhjK24KTVsmsoD+GwsKyw6xlaEsOLBRwXVqO6nNk0OMVIIeqcPj93ROwwjHfv2DoNO2Rs\nMmZOn5gqCH++wa/X6xSEk55gi8tTZc4gndZNGizDnL+wQhQz5/KLg157dKQ+AWkdSWTNewDqJY1T\nmD6A6bUdv3MAxLAaOZVOUW5BKCQWMPoI+AiKEdRnMB/ZdS+AIoJsbBnCYAd2htBrwekxXGeWMTRR\n3fnaGBRWsMvVKXoNIy9W1nMC7/6lXUclGqtgCv+XXzkmPjNHtXpMwLTV9HYBq2cYDLWCyYlLHuQE\nNch7du8zja9DaFcjG8v4G3YfJxMYjx2WEVVXkbYkNfya07zkegz1Q0JjXwTjHIprKLp+zkvDbwUr\ntFQ4xCK7Xs8gNfB72wBOIWn5XJKw3hguFnAxs2udT1zj8NR6EI4Kc+ysfB5NoHwJ2YSmMal3A85K\nG9dxBke5TdPtGGrNL5EE1rVxTgmsIdUQZBhVc1A37gKyLwgKpMeEvTB87OtrTKpbXfFqAPPu6TKD\nagGrFwa1ZSuYTOx7mVMii8qMVuYwIAsrvJ64Ec8WWNBRG6bPpmHltbPLVkde0+hYRF1fwEj6TNd2\nvMUjG4NMjmFkxljkjPIJ1JFlaasTyBI3+BcW0KxqOM+dyLayYR2N7TPzFcwrmwoXI3MWl1NjH41W\nvvZnUAxomsjSPiwzOMntOsalBQkrjE00ncL8wn6/UFbva+mstnVxWb1KKkgiOMlsfS5n5sRKjOW2\nmNrY1bGN/wqDxCQp074qSCnosmSnHjXsoy5LovrNrim8XqcgyQdocOumSUtdgjewCDSFqoLsCDh0\ngyHjvTBWAhBYGy+wRZRjkMZbhlVWl4YvPllCWwyU9+z8bbXotwmyExWNCNwx9n67ZQyWBKM5DoC9\nyDDsgxSid6H7Lqxyizri2nnLrqZYudGMnKVyNYKrK5pW/ZaLd5WiDApCGsDgNtZodJuQ2mMRdNyz\nMakLGC35f9o719i4qmuP/848PJ6X3484MyGxPY4TkmCnyuMKXSSqwI3a0rQo5dHqphUqVUhFUfsh\nar/1U0lo1Q9IjaqqKqWt1IDUL0VVAhcu5JICJoIk4kIEN2kcsJM4D9tje8aPeZx1P6y9z7GblJSi\noMQ6SxrZPj5z9ln77LPXXmv9/2v7u8lF/M+kaTsS1sHsOCid30JUTcKzBrzqru6wQZ+O4+0QZ/k8\n6VbVydulbRovvGYrd4bH4aILVbvyDen5obC2P/E3//k6JlFJBCL9eLH4Sl6NkLMGf2OYen2+S2z8\n3oYax3UY5E0SVkIwIjpXnRwy9QBNuKNsiFnTH8LYJRP+KKmeISCfh0nxqQG5uEm8WgZsHL/GlDUK\nFnl0Dj/ObpE+Zfw9lEVXs4RRr8qi7Gzy/RxUiqpv2YaebXkIs6CKJ6AyBeOzCrXOFw08Pg+TZV0g\nJFs0zj1nUV+XYOqUyfmb71lo9dRFvZdLF8x4Kui7NXle+zIUUkjqmAty1h+fl41HdKmIVw1gziL6\nRtXgz0XVcDkhGP1Qk7VOBC4WoTmkUcg0MFL1uZniwOkJmCp5KFKGxfA3q1AUw1DPw9SL+AzwODSn\nTK1GgyIadTWnMFPxk6cp4JILlVlIJGG6ZLh6BmwYisLElEl6o+9MGEUoWc5lAk1OF8Y13+Gax3fR\n8lUMma3OnSTlFmitXqKZUepkMihzcYVYfL0NHU2Yn+fwY5gWipqBcB04c0ARwk34tPIihBrxk5wW\n129XaKCrXBs3rUCxCsl55S2YVo/BsTVOLKLAwh7zJnmUgEgbOGmIN2t7DfVQ1wyxpZDO6P2GUwYK\niu7d69iwB/oieLjvkhqMEDA5DVQhZT0AK7akQBdEO1GDYPU02PZIh66MKOqLZIlKgF8krM0gm0oG\nQRuBSNIgKKzeJhGdaMaDH1YntdtsobXJKZMbrzG4eYvPL+Bv6Wm9hRkIjWvSWCy5yoT/EmF1ySvG\ni4rH8PdBjqkRZwzKBfXKZmfxd1DrwYPfprL4nANT2K+h2U/2RSN4RXJHC4ZeYFb5rlkNFycUcEDV\nhOFqNBnpiE48JYx9sqUqbBkSW9/G/m1r9ZRYuCmLLVttb8QCHiyZzxrSdjyPkZKGhwiD4ypGn0Y9\nv3rZ5K5cXbU6cZip6rO3+IFiFQp5CIeNB4bqx6Su2KdQ3kbUhiHNu8Fl9bRsOfGahJl4o+C06jMN\ni4b+PB2MsZo0AAMSyiWwnBfHeCy1rTqZF6YgP6X9UClrMtdGxgril2tyzURdNovH+gYf5e2ElA8x\nM6NEustD+BylmIacIpiclXkkVVFkUMhRhJ6Dnne+BKMVLXdRdrTvHGCuop6iW6vejAXDzYhJAdZo\nl06UoTCrkFdbHaUsJjphILjJsVmipQrpcoH2qcukLsyQKlqyz40rn71RmEOXBGfxKmtiwjIewaUW\nWAe1Sw32XAzCpBW8csFZfLiewXZ7Cekp9KVtgpDBkkeAuqy2Ie/rd2q6TczasirH0CWiSb6mAdog\n3KVJybRB27QuheRyiK6C+Dq8l6u22VS6qINwEmx5ZacRaNaJSCY0wdWQ1ngpIWg0eOewJUQlUe9g\nI7r7VKNpI2R0LEPkVhNLNhVMEzakUUbj2GmgB2oNWiXkQlMCapoVQUHEnBfWPkt34u09Ua6YgVEE\njsPIlNqP9gQ4hlcgLlqtdBg/hDSLB51MgMInzUsyNaaIoXDY9LmjfRCO4yOULgLvwOwZmMibfIOF\nnv4bHjTYhrQ8kEAKOjqNt3MRkhG/9psll6esZxHW60y7ppabGFZsEXoaoD4BM65+fwXmXq0HZrkW\nFo0yae7NVty0fJcYfuLZRTsjq2MuXYMP+Z1DC/EZPgVx1ZuKeo/nJ9Bc0rQmUs8XdEIsTkN9GxRc\nSNQaUFVaJ65LY2ZiwkCG0XuyjnBpxOTUDDouGdfzRzHhoygkmgziag7o0m5rQsMkdmFS36AXnDFt\n0zovFFir163MQLxTQ0yzwEgJuAUSjkE84SOObRHZatPC9c8tWb9ydjQKTREozKjRugC63/sIUAPD\nBbPHUtmv82fpHCEH0rf6/Mv3qvB+Xu8rGTLER2BiGiZcqNZCoerTgopV82iTpmjCrPb/pWF/87xY\n1PS9WXQmPixD0SE2V2LphUsk3i/TcLnIDY5IvbZReP7551m1ahU9PT088cQTVz3nscceo6enh76+\nPo4dO/aPL2Yx/5Z4Zhm3Nklp2ZzG0jptEFqGhjhmUEMyjOYNLHHtrPmuSXJ5IRiL7LlFV/CZJuNd\njEDZkMqcWogl8Ivl2eJ0BeB/oa0PXUkb7yWUBFKKDAnV66rSQXU4dEFDTEu6TBmGpehE4KBvVFVh\nbE4YEo0QSUPM5BLicdXJWYaPGppvOE/qfTNsPhPgVCFuiqyFGiGewWdb27DNiDluEBHxjHotFZNc\nZRqvlEbIhGZoUzx4fQgPHy8uDIUMH8BUmHUsXt2G/QrmXoeBE9CaNRO+CUlEQxBfBqEUpFrQSrlp\n1Io6eG+WzKhuVKE2hL8xzftmvFhWtkWvRfRnJApLTRgxWgfL2owhc2DpWqhdredGDJ4/bYzw7Bz8\nd0F1rUlBJK7NrUxBVx04S/HJWBaEMInHRqeMhn9sscQR/FIgFuK81Jy31HBm2vFRZ7Z2liHVhQ3C\nycmYfjAeSSimq+/ZigIWQnNQEagJK+Im5Or/HZO4r41CzJBFDxWgPmW2GChpGI8h4FWIrNJxm8IA\nIQrmvViBB/sUUWMZMegv5iBivKMwRtcWbd9uahRarosLpwZSy021CBMWTecg1qjdkorodBB1DLz/\ngs8TbIxBtArL4/ocC3Pa1rQLM7OmsPBleMkuAl2z82dFf2aj/mZvVYHwmM/jnBWd6Gsj+r9Zc16p\nYkJZE+bVrfH5gpbQPocaQAft7xRqWKjOQ/i9BqFDQu1/lYm+KEReqWq9t1fcG94ofCxPoVqt8uij\nj/LSSy+RyWTYuHEj27ZtY/Xq1d45Bw4c4NSpU5w8eZI333yTXbt2MTAwcPULJs2nEX9HJ+tOW+KX\nrX5o/fca1Ch8gE7+tvRBDX6NGUscqUI1DOFpfMx0JzhDkG3FqzVUrkKNyVHEUvhhCAurKwDvQtsG\n/BLMdulpY+D2XBMiODQOd2ZhSTc6KDrQlfhlvM3XE4bklDAM4LQJW8USKMPUxpfj+PsZW9imTegl\n8NjAdSk95rSql+KVKM7j5WxqM3hJ0lhGr+Vi+tCs6j0m6ySwFKICTUN4tXYiDrwfNhBOm2xs0v95\npVyK+GWpi9DaaXQx16iNm4lmGNJh812bK7CTbKfmA8I1ikdPRIwuMeCIOXcUv+SENQxmFsnU6fUj\n9bAsqom/1gi032bOeReizdpeY0Inj5kK/I8LWw3c2alAuhZWWRx6Br/2VKO5Hxv+tOUTzuNDOh10\n3JbwiXlLzPPMQnQGf7N4q18z3p7XMRvSqzO/u9pOOA21lwy3rRacWZ2so2FoiKsHFw0ZUnFUcw+e\nURiFO+shOW2Sq6DIvQ8htE7HSXONgibCU9qvNcvwkGUukE7CNA40ioZzzZI7ZsJFNGouzWO9N0Hl\nfe2fdJd6Y7U12kfpVdofy89CtQYmqzqpjlehMqzGOiTQZFj3nUkYd2GqAjEbapqDVEKJd69U4O6Q\nVm9NOlBw1KNIxJyjINYAAAvASURBVDVfMRFRZJZzTsde2DX2WiAZ1pxjxTH0jJAat9Fx6IhAcwJG\ny3peRNTjqKALwxpRqG5zBS2xUTGewgRwSPsk3lj2ASfT+lyd/+SGlo81CkeOHCGXy7FixQoAHnzw\nQf785z8vMArPPfcc3/rWtwDYvHkz+XyeCxcu0N7efuUFO/Gp6SbW7N2FRXMYIpdXiMph4SYv4HsY\nFt3l4EFKIx3mmM2MXsbjKXAZyELM5jUsCceuPC2Jx4a5YvgQQwO99xLlYo6ZOKytE+/t5WwGANZI\n2Bo/ETw8c2o9PqrGFpaz/QB+OQzwwxOWYDRjoJ3L8csdzOInf+137YsaN8dtu5Yl66KTki3HMKrX\nTtyCTnwxaG1Qw+Bh8y39v2q4DvP7I2T+34O/G92MHy7QuBK+j2qQXraGvpPTVWPDKZO/mE+4s31s\nEEMLNqNx0VIIlkAUhrYGqLkFv+4Q5r7eg1AWwv8HtZ0QyZvndFx1zGxDPZN51/LQREYfT2dbssPm\nGkzZA69OkYXBVvGLMdrkdNocn/bPT7Xj7cTWvNnXPdQCTa4aLec/IHQE4oY0FjUr+o41EB0DZy3E\nZs11XNNnNbCuGWqX4W8876Kl0eMaEg0PzdN5AwopHtZ8nlOG0sO1JP82owzmVpB/h6bzeO9spA41\naEX9JNvxQCBtNdBwh3n+jvZjy1KQKCRGIR6BvHlXlzQqbyGaVfWdMCSX6qQfPgvFcTWYmV3APs2T\nASxpVW8mtUS98EgjtJ6C2lXQ+Ja22bMcJs5p/1804bAWIJNQ7yF9GzjHYGoOmvogUYWlpyC9HJwp\nmEnAsjFIrYSGEpRHdVE3W4Fk1KxP7BidP4/Z+J3lu9zA8rHho7Nnz7Js2TLv72w2y9mzZ695zvDw\n8NUvaGPdtmyAnWiN6+WJDUnYzivgFdfykmPzO93GngVCDeY7NnFm46C2dk6TGURz+GSTKj7938F/\nkezfzLsfi1vH/G4TiRauaFf0duJqM8fn17wxib7a5XhJVo/4487Ty+YIrN7lhcecRjREFZr3PTvo\n7L1Zg2WNagRqV5jzrA6mgBxhPHJTrAUvbFKXMMgUiwCzfW5CHfB3bZbQEEkGDQ/FIGzDRDX4iX2Z\ndy3jozvtEMko8SpqgQXW4JjwAVX8TWrm1fNxbB4nrH1SnzDhM/tdMfflasgtFIZYm4a0aMOrZdO0\nHr+evyXTzfjtzC9j4JUFd+c9ezt+7U+LapvARzGZMIv33MzP2no8yGqqy2/DSSvDPNkIidvVANY4\n4CQMCKOqZMOkKQkTWYGPkDJ9uyxpCtEZdB0V84xWaznsUD0+/LUTL8TrmFBt5W4Tj6lCNA3SCyk7\nJqpmjFgW9pxh/RpuR10Y6lfi1/IKQboR6hqgI6GeWwwTqkpBKgrhRrx9OmIdWpoknlKPKBqFxi3a\ndsiM5fo6zZc0LNPnHr0F0g3QvhKSZjHa3gItEVgeU68CDIo9BvVRzYGko+ZVXQY1rRrGqu+Aukb1\nQpuAdIeWk4nFNL8ST+qz8YAT8z/lv/t5o4t8jPzpT3+Shx9+2Pv7D3/4gzz66KMLzrnnnnvkr3/9\nq/f3li1b5O23377iWvivd/AJPsEn+ASfT/D5LOVjw0eZTIahoSHv76GhIbLZ7MeeMzw8TCaTueJa\ncoMTNgIJJJBAArlG+GjDhg2cPHmSM2fOUCqVePbZZ9m2bduCc7Zt28bvf/97AAYGBmhoaLh6PiGQ\nQAIJJJAbXj7WU4hEIvziF79g69atVKtVvv3tb7N69Wp+9atfAbBz506++MUvcuDAAXK5HMlkkt/+\n9refyY0HEkgggQRyHeR6x6cOHjwovb29ksvlZO/evde7uWvKQw89JG1tbbJ27Vrv2OjoqNx1113S\n09Mjd999t4yPj3v/e/zxxyWXy0lvb6+88MIL3vG33npL1q5dK7lcTh577DHv+OzsrNx///2Sy+Vk\n8+bNcubMGe9/Tz/9tPT09EhPT4/87ne/846fPn1aNm3aJLlcTh544AEplUr/sn4fffSR3HnnnXLr\nrbfKmjVr5Mknn1xUOs7MzMimTZukr69PVq9eLT/60Y8WlX4iIpVKRfr7++Wee+5ZdLotX75c1q1b\nJ/39/bJx48ZFp9/4+Lhs375dVq1aJatXr5aBgYGbTr/rahQqlYp0d3fL4OCglEol6evrkxMnTlzP\nJq8pr776qhw9enSBUdi9e7c88cQTIiKyd+9e+eEPfygiIu+995709fVJqVSSwcFB6e7uFtd1RURk\n48aN8uabb4qIyBe+8AU5ePCgiIjs27dPdu3aJSIizzzzjDzwwAMiogO/q6tLxsfHZXx8XLq6uiSf\nz4uIyH333SfPPvusiIg88sgj8stf/vJf1u/8+fNy7NgxERGZmpqSlStXyokTJxaVjsViUUREyuWy\nbN68WQ4fPryo9Pv5z38u3/jGN+TLX/6yiCyu8blixQoZHR1dcGwx6ffNb35TfvOb34iIjs98Pn/T\n6XddjcLrr78uW7du9f7es2eP7Nmz53o2+U/J4ODgAqPQ29srIyMjIqKTam9vr4ioFZ/v3WzdulXe\neOMNOXfunKxatco7vn//ftm5c6d3zsDAgIjooGhpaRERkT/+8Y/yyCOPeN/ZuXOn7N+/X1zXlZaW\nFqlWqyIi8sYbbyzos08rX/nKV+TFF19clDoWi0XZsGGDvPvuu4tGv6GhIdmyZYu8/PLLnqewWHQT\nUaNw+fLlBccWi375fF46OzuvOH6z6Xddax/9MzyHG0Hmk+3a29u5cOECAOfOnVuAtrL3//fHM5mM\np9d8nSORCPX19YyOjv7Da42NjdHQ0EDIlH2df61PK2fOnOHYsWNs3rx5Uenoui79/f20t7fz+c9/\nnjVr1iwa/X7wgx/ws5/9zLsWLK7x6TgOd911Fxs2bODXv/71otJvcHCQ1tZWHnroIT73uc/xne98\nh2KxeNPpd12NguM41z7pBhPHcT6z+76e7RQKBbZv386TTz5JOp2+ot2bWcdQKMTx48cZHh7m1Vdf\n5ZVXXrmizZtRv7/85S+0tbWxfv36fwjhvll1s/Laa69x7NgxDh48yL59+zh8+PAVbd6s+lUqFY4e\nPcp3v/tdjh49SjKZZO/evVe0eaPrd12Nwj/Dc7gRpL29nZGREQDOnz9PW1sbcHUORjabJZPJLGBt\n2+P2Ox999BGgg2RiYoLm5uar9kUmk6GpqYl8Po/rut61rsbz+CRSLpfZvn07O3bs4Ktf/eqi1BGg\nvr6eL33pS7z99tuLQr/XX3+d5557js7OTr7+9a/z8ssvs2PHjkWhm5WODq1D09rayr333suRI0cW\njX7ZbJZsNsvGjRsB+NrXvsbRo0dZsmTJzaXfJ42bfRIpl8vS1dUlg4ODMjc3d0MkmkWuzCns3r3b\ni+3t2bPnikTQ3NycnD59Wrq6urxE0KZNm2RgYEBc170iEWRje/v371+QCOrs7JTx8XEZGxvzfhfR\nRNAzzzwjIhoL/DSJLtd1ZceOHfL9739/wfHFouOlS5e8a05PT8sdd9whL7300qLRz8qhQ4e8nMJi\n0a1YLMrk5KSIiBQKBbn99tvlhRdeWDT6iYjccccd8sEHH4iIyI9//GPZvXv3TaffdYekHjhwQFau\nXCnd3d3y+OOPX+/mrikPPvigdHR0SDQalWw2K0899ZSMjo7Kli1brgoZ+8lPfiLd3d3S29srzz//\nvHfcQsa6u7vle9/7nnd8dnZW7rvvPg8yNjg46P3vqaeeklwuJ7lcTp5++mnv+HzI2P333/+pIHGH\nDx8Wx3Gkr69P+vv7pb+/Xw4ePLhodHznnXdk/fr10tfXJ+vWrZOf/vSnIiKLRj8rhw4d8tBHi0W3\n06dPS19fn/T19cmaNWu8+WCx6Ccicvz4cdmwYYPcdtttcu+990o+n7/p9HNEgvoTgQQSSCCBqHy2\nO68FEkgggQRyQ0tgFAIJJJBAAvEkMAqBBBJIIIF4EhiFQAIJJJBAPAmMQiCBBBJIIJ4ERiGQQAIJ\nJBBP/h/qDvSDG1If0gAAAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x10d12e610>"
}
],
"prompt_number": 69
},
{
"cell_type": "code",
"collapsed": false,
"input": "X = sqrt(Pxx)\n\ncentroid = []\nfor spec in X.T:\n sc = sum(spec*freqs)/sum(spec)\n centroid.append(sc)\n \nspread = []\nfor spec in X.T:\n ss = var(spec)\n spread.append(ss)\n\np1 = plot(spread)\ntwinx()\np2 = plot(centroid, 'g')\n\nlegend((p1 + p2), ('spread', 'centroid'), loc='best')\ngrid()",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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oWbOmaFwxrLXCdPN02DV+Fwb5DZINR2gXuWfsLGs72cqzqVyT1P6Ylsf5O+fh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\nYFWNIc4tAAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x10d117ed0>"
}
],
"prompt_number": 70
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Even though these two (the 'Military Polonaise' and 'La Campanella' are very similar genres, both being \n#solo piano Romantic pieces, the spread/centroid seems quite different! In the second, 'La Campanella',\n#for the most part the spread value is under the centroid value, whereas in the Polonaise, it is above \n#equally often. 'La Campanella' is full of some very high-pitched (and probably bright in timbre) ostinato\n#notes, representing the bells, whereas the Polonaise overall is a bit darker and in a lower register,\n#so perhaps this is the reason.",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 73
},
{
"cell_type": "markdown",
"metadata": {},
"source": "<h1> Spectral entropy </h1>"
},
{
"cell_type": "code",
"collapsed": false,
"input": "Pxx, freqs, times, im = specgram(music[-1]); #the filtered human speech",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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EjsEJa4SVqiwZKV1/mwnrO/sU6OyPLnBBe8g47rCGin7f4oCONqLMBfOiAQVo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\nkoSmSFicvOQ1hk+cAAGzR/osEtK24ioS4VPWQsdDY9XFcVTJEN61NhI5ZRO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"text": "<matplotlib.figure.Figure at 0x10c285690>"
}
],
"prompt_number": 76
},
{
"cell_type": "code",
"collapsed": false,
"input": "Pxx2, freqs2, times2, im2 = specgram(music[-2]); #the percussion quartet",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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/4V/x3/Bv+Dt+gRFLXu7e55IJv8GfccQpKRlzpnzMK5REZAyZsECnXIcsLZR0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\nvx3/+/d///f/BX/aP339TPjo7t27PH36NP7306dPuXfv3ue+5q/+6q/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QJeUF6ZJVLagt\njmmzQwztsjhlKiyjU4ca8q2DLluXvHotb/MCtQ+XPUEKc2hHNk6Mz7nDBBFfShPhYwHoSHnJjVis\n2kAU2OcczdFYMucWx/L8MWAXirf+Xpqyp1RmdV9V/YhkLvjPUXjPOaA21yE7Q8S0UemeJhjgUch1\nTDof7LMNlSkYlyXsgc+kibONxwzkGWeHGOGtCPkrBlt58rrD5XLQZ7uO89kCrNxD3cQEFEJyGkzp\nqdMMnyEHu1iSxc+pISd1agBpInvQBTtvtsiEMwQSBMYOXm1f9tcXWhTqPGc9HUYqKmOggmHZ0ORC\nKT1NDumSlO1iCCmsBkNsBSQw2dT0maUc5ZDBdp4HgYzHp+Bm8OLghoybEyMHxytbkyNOUcsHAk1x\nyyR4IW3i6B+zpMmYsqIl4w7PWTLH4NnjAskOvk5t0uQqPYRU8Vx4oR7KgroJs8eOSxZMgmBM9wBy\niDYkoafrSGEBD3gS7TWUZloagXMA9jmPU4aMw44VU5LAJjoPNFI9oFWwdYfnGDw/xwdRcyGdcksf\nDopL9tA4R49hP2T4zlmS0Ec67YCSPGgVNNMBrq0ijkeHEq5zJtbZLrfRPiGjYcVc4MXQAJAIdCQ2\nx8u4BO7mCcfzfcIIJPi7DXYKM8h3slj0bcqo2QVraGFkiQHdIQsug31JyRGnKGddIKUiftbyeSUR\nkksDu0qW7B1ZLbBgyZBjbgX+v3TgS+Y4kjDH9TzlPp/yWiwICt1oaPyaaWDEDWAG9VzYaBkt7/MO\n+yHHYsksQl3inpvxCY8i20nYcGLip7qEF9zmFsfh50xoSVmFHdNecL1tw6JVpwSFUA2eG6G7Vg+n\nETs+5TV2fhTZVtpAHHOLsdleP3cTomU1FWRrz3I6Fcz+PrzuPibZOYq1gykMlx1chnsgUEL7gSFd\niR1Gl8HAVSQrx0dHD6EUX6+2EPuUfiSZ7vm6YzkeB9hJkElhzxo0NTDvWgZBkKnNXVr3dCEQCAPd\nzOAzAy6VnIt/Ba8vtCg85zaDCzGoIhV+OUC+68hcS1tYnLF0acLwTPYPg04WihihJ3pvyLqek8kB\nLrG005Si6WjyBLuEebnGWSPujALl0k4TNvNBPBQVqil8HQ/WIhJUq+hppP7yoyDGSuhihy3dlRyA\nErE5iRi+2mh3pJTDIgrBpONt46JXf4ZSA9Xx1GP5jHtSFJaE6USiPNXyQSCBY1Ja9rmI308VuT2i\npF4zZcUMj3Sek8C2WDKPTKZbHCPxlY4X3A6r5jzuE8TsbsmaKZouljoJJ7neoUyQhLmrz1l3p3Ty\ne1pxL6UDarEeUZFVF3DvLhGRUzuzuJEJD7ENAfQdo7rE9p6RL6Xg9+CHyMFhEijgdHgAmeytrimU\nQk/VtDS9Bh0Zr/MxfZgiFELTDn1AGYkHGW2cqJSv36XCOtJmQX2otoHltWbKNJAH9rmI3bua4b3G\nEw64YM6SW8GssKbgYjYjWzo00U3pr2umaKjSM+5yO3T/Qps1POcOLuxANIMbRFC24CoILLMIY+lC\nWUkBStNVC4vLIETUbA2luIIs0zUJLg+NzCV7cj2TlDop5FAPz65ODKYHX3gu5jN8B4WvWU/GdC4R\nZs/SS2MwRuChEq4mc7oko0+ErVp1Q0wCR+25ZEDTkm88xsmEYXdgBp4ze8jSzMJ7h4DGUoXdou3F\n4XXFLAY9JZceZxP5+QdgK6jHAsfSIPT4L3ecwhdbFJ5xj8kL8b0ng2Zffnxa9xRdTTWUbqxLU9kJ\n5DCpyvhOfSI3VVG3vJjdwHhPM8so2pYqS7HncGt5SpdIOI8uq9pFymoxQlXJ2s3nvok8/jyQFTM6\nzjlAfZEqhsG2IaWgQQNplLt/yDlApIzmgbsP8hBtx5K+Nebae0k1B6oKVoGcYsQ9CY95KEvAUzFE\nUwqiOrz2JNznaWAXXZKHwqLxl4Tvu2aKRmQCLILx24opi3DYHnIeO/7PuPc5tpW+H3HonMWdh+1F\ng6zT0YoZkkV9HjUUF+yhquDC19cHRA1Z5eK+pkYS3posgxzaPYubGHwhk8aCSwyeSVmSVj177ZUU\nfA9+AlRQJymk8GJ8KNbcRhxVtQlQa4kbvMQEZk1Dzlf4SYTbFkGpDYrbV8xYcc4BOZKZPGHDGYek\ndDSF/L0lcwqqQCmuIiS5ZM6cJT0J9/iM13jKFs3VKPkq/8gsiBQf8jguws8ncwYncji/mskt00RJ\nTsunvMY9nmLp4894yr1wlT2P+IR5KAqaS63UY8nU2KDW5dooaLOiJIYLDtB0PBDIRRfQd3lGQ8Fd\nnkdR3hV7NOSUyZAyGUhRqMOzOzQxHCVJW07357Lr856rxYTGZLAFv5alLlMEXt7C5WRBk2f0uVBY\nt/0Yn8Pru6fhaOgprnppNi7BhDyGMw64MsJnN45QFHykZlsnDdmKGVstCudiDcIEuAnpylNPpBE0\nVXhf/1YU/vleN3gJy7D8sVA8FvVptZeQlXCeHHDozwTX68GPEf/9DtiDcpSRtJDuHDfbE8bHDfll\nS7nIaZ8P6I8QH5UsFZHJGNhC3nfMj7e04VBWCKYx11kAXaAjOoyEogcoRF/CT78VF61q4bANTp8L\nrkIHIn/2Pm9zg5cMtm3oQD1HvKQh4zl34wK3YkgeBG8dabRIeMTHgi+PiYthpW/uglBN7SaE3WKu\nsXfyGLoDJmTzXnLJHuPAULoVAmUUH2/JOOYmN3jJR7zBPhdR4Kcd5F6AXS7ZA+sDRVEmLbHNnsRJ\nYsXsczDSvNzI3WbiBxrtJ0woNYnraQ4M+cZha095L2PKhjSwgZKggm+7IsKP5UK4zT4TtfPd5QlU\n0KeedTZB7auVAVRQs2bKC25zg5Ngc7KJEIoud8tgg2Jx3OE5PTZ+HhM2qElhE1grWnSU7XOXZ2FB\nPgiYu9CWXzVUPOQMFU+Kc6rsfW6cXUJFvDcf8JiKAa/zcfRpOuSUCVu2TMLE2HEULEvAxGvfhenD\nBpbZjCUg09COEUvmcZpT0oLCWzc5YcKWXbDB0KKie6SZWcX3noctiZAoHEnSSGe9ASZwlU5xe+J+\nO91U7DdXImjznv1qRZG1MJcOnwWyK5rKOXFzc0bWt6RLOQ8mgzWXwzneQj8P+xsrzzoJkEM1SEMR\nXwvEeCn3jsHHJiftif9+i2OBGjtBLuiQabSGcSkF0yR8jgb/ZX19oUVhwRVs4P9h7016bU3Pur/f\n069+7X6ftlx2uWxjIIG8jgRSREwyhwETvgPM8gXCkG+QORKIiAli4gmKIyEl8OpFEHjdFWVXc7p9\ndrf65mkz+F/XvXYlYDKwS0q9XvKRT+2z99prred+7vu6/te/2eQ9ugKy161wuyIm3XXU5BxXc9HL\nbPNo3Vs9hTqJiFvZ7U6rOb27imxZUw9i4ruYzhZRl2qeUB2nsIO0axjO93YjV4GT3UQeMdgEemlL\nwtjSrlL7PrcmkG+Qhs1ZV1sLLSqpzOeGgWk040jWzYsqqJCnzKnJglMqYNi/oCkfSHdEPK6F4dMn\niJ1yk9K51YV7DPlAVBdUYSh9owh6qI7TVd1O45Q7KtuEDgyaPkfMWDAxMdo+HDQxB8+mLX3iuLXf\n1wUIwl+7H7JewULHcKMQnC7XNaq72D6jOQcVtlxx431HvO6oR1Ew6mtIaGIjFrQWqj6E1ahv4tcG\nKjhZq4vo0o6mPZgR+mHlVhIViqJ8GCLkwUme6TzniBiFvTv7aks/aFdSIxH0bKP3955T8pxP8Fzp\nxipwrZUyQIWeTueW7X5dp/craHXdJTZ8zY5ewPQr8jBj2VNwzAw3LHS9CfZqag4eWyKY1rjYzkWK\ncKCg+sxEw+o7MqT49sFzY8NpH0z72miQ6eKYJV0XkcSN7lsjlFSdhr5VkZDtGsa7NVGD1sZ2S5I2\nkCpJsTuGukvUKRSChKOmI9lCScog2rLPMroYulx7Ai2BoUgKTRtxXt9KI5KgA6M6kEyGrIkbzQ37\nbANjsEkj0nUbLDpqEopNRdeoczV07gv9+FwPhTwqoYKX6ROaI8QumEC+aYhaeLy5YbAsNZjqQ3SH\nWAU1cA2DTU0bd7RDaLd5wJXzqmJcr0hK/VwWi544ez7QRmRDJukR6oAzgw6qofnbuKGccEcNJrX4\n95xY8E4wNesqg0zjMJR02Khgz9f5oZgs17X9js1nqhRZce+44pKaQySo2x/3Vg0FMvRTO5/Ssw7H\n4SNv6x/qCHb0Qjaxm77lRrU8YsaKER/yXqhWd8h2uc82VJzP+TSwbgp2DB7QVZ03n0VlYKP4RgMY\nHJRzzH3YkCM60mUreuIRUMB63OMFzygogxiwijKqJKPMExklvq4ZtJuwmc1HAzFMaOEYGMM8GUMH\nvW2latCTu4DT2dK8hzSr8QHqCXe8x4dhU2xtMxcUdIRoniNe8QQX5Lm1tduJ7CnIKm2O6srUjQi+\n2/EVfsK7fBQq8dbmTlozEW94ZJ1GFtZFQqOglzVYcR4ElDoMdGi84JlV8INw0C2YmJ+RjPlWFjv6\nkMbqWd+uvnYKs3ckER1veMSUeYD01kbX3jBgxNI2/61BscLa1+2IO07CbKuKMqLG/IMGQAzT5YL4\nLdxOxmySHulKNjVdHBOtoIoTKblXUB9HrI4MfpoiUz2b8t4fTUiXHdN6QRtBsmzp7fbyR/ODIYbe\nVc1oqawV3BFhrG5nzFL2IA2hO3MPtP15pudSOAXLyYBoBfG+o51wOHi+wI/P9VDY0YMMDR1BFz2D\nro5pU0iimrhrKXbmgLpH/98CKykNk6alySKSVRcWQlq2ZF1FZNYIpB1dYjS4CtjAeiLjt4SGBRo+\n5bVDOxEuwHKvGs8cLowVlNAwsJvB8xOWjO2m1Pc61BIhGumcKclWcwM97wBXijonXaIgGfC4AAAg\nAElEQVSfAzbvmQRp2YaDy+mLh5/dB9aT+/L769iGal2DVGkwZLHQZ4sL34S1y9DN4SG/qQWFiHET\n21GV0DJkE6iz+loTDqYVQ6S9UJvnB59z9614DdVjl0Whygzvq2xI644qS8Qqi7twWHfIC4setJns\nk7ejnP7cTNEa71w4KIJLvZeINkA33s0cc2+0AlGFX/CMBIXUu2OrO6VKZS79QYICKbf0aRLx/N1k\n0A/gnJJTbkOIDwgK8rXhthduh+HxrW69QIncOa1Y8DW3NcXziKXWY70Nh4lfj9S6Wrc68bXpXaIr\nkitjozlJQtGyTotuAtzma39pgjkXrzncFtOyaQfscXO/jj25WGAxwbmgqCqihexoyDrivWU/lLpH\no6qTa8FOmetxbmt/rIjOOG2phzHbvmaCvapURvu6I9s12qxbgo4gKTuyTUNeqmOppoq2dTJJhHIX\nHlLSExqi1j5/o6LG+xYWgp0wWLv9/+Ae/f/nx+d6KNxxDBPNFuItGHuOKk5p+rDq96gLGGx2qu5j\nZbEC4WJnZUvTJhSLPaaXIdl32qXMX6XNYroCjl6sJYC7h9vzcZgbvOGRNuS92l8XDnl49z3HjFmy\no8cIZQVsGITN1FWcN5yFG8s3m4I9FSk3nHHFJSAHyYossFZkZb1hR2HOlTUrG/QqWL4U3xrBYPIH\nynHhnFfmN5yxNLM3nytsGQQOfof845eMueOExH7um3zPOPMHSwrXPbhb6pYBzrf3LOoJ8wBV+Wbk\nh+a95VB7Epszl8YsiUBeMg0kc2Apte47fAwo5/iEWybLDcNtSZ1l0IfyLGIVj4JnUEkGPSj7gpFm\n4wGPP7mBsXWDY4hjjEveEUXa4IZszChuwZb+g3CkItCJ/4FfCx1ZREcfxVa6YZ7MBmOmLEiQYn3b\nS/kJX2bIhjc8skO0CYPkPtuQLTEz0aLDkH02NoMR1r8xQsOaoQ61RMWAQ0wVGUvTOfwSPxD7bHcV\nNvsBa/Pb2trzDQCPm81wx9oLrsPhP2LJjCPUT40pKEOX4NYp3tEumBgsuQ3X3/992w6I6az7jEX/\nnTVBvIZz+3dw8npJUZiVB1Cs9Zd82+h+rqHbR4w6mUFuByldBEW+Z3ca06QxbR/SXUeyRjTnHSog\n/fd0qJjcGVX5DjZPcohlypkiO/g6i0xX0Rp8l9G7r6WNONZzjK82MIMo60h0i9HFvzgUfmaPhAbm\nkGW1speXSJqeZEQt9Ncl26KnIaYJTuI7VO0fQ5VHRCWk8xbyTtWBgle1yGbIGmXREq0hXmuQTaEU\nJacMuuDGkdc7g33cZdKHZzIYGwR8fmCUS4eVnMaa2ArXgXCI5jzlFoZqUb2LeLiZy5BLQje3r04M\nakgbVe8kBPy4x84YStrw+0ZTdTdL9/N3P6IeO865Dni3i5YmLHB1a2ube0JtEIGYKK7luOQKF03t\n6NNnw5BVGIj7cwteUwXmzqL+uQzYiBFizCNasYNqm89EQE5FFHVE1x29lRTQaSOIwvFqLCshb0q4\ng+HVnnTRgMV9s7U/PUhN1La11+zWH374O+zj1e2v8n+R0HDOTZgf+GHvmDmI2opd34Yk2HycckPf\ndAZzJlbli7Y7skG25j9lYIhFtAGuFFFAVTkFsCKw0fxQKpDmxZPf4qijNhjR8zPOuCa199Znhxss\nugNwH0WGDo3uOmHOMfesQ6fjsxGMwqv52gVvGbOiNh2DBJqldAmsH6TYSZwZuYtxreuw7A01Mxi0\n1FFCNRZbLFrCdpKzG6W6iH1I7zqaTMPjfN8SRbAa9NlmPaa7JXFlI8eZ7u021TZWn8sjiQbaIVTj\niGjfQa4iRJ9yi+t54m3HsWVfu4AxytXVRrfan+LI3Fr7slhhpgCwL/Ljcz0UeuzgDuK8kzpwjtrF\nWBGMo9Webd6jS2xYnNjFKZHKM42IKm36nTmttlmk53GGQQXJvJN6dqevN+OY4/t1iBE8NiFQHWto\n5mZxjhkPWQfGypaBVbsdfXYm3lKGgD9f9hl+d4r0C3dyXRxqeF1y8MBZGi/amVAOETgFUf4rqjhJ\nlPLmVEEPdemImDxgH7nh3pQ5F7zFrSue8pKRvR/PTnDIymESbQYVW3rBM2livsbuqOod0oCNVbQa\noPbYE9HxmDdh5uHdhENNg25D7IJFg3Zi0w34mDujoo2At9Cfl7QjyLbSpUQGXaWNDplepUNh8mKr\nG3VnlMMVYq30INuoe9ChoMNqzJKBbeaZ6TuOmBHT8Rv8n8S0PDbzOGcDyWKiDh2EwzNTZjSdqJkd\nEU95GWYNS8aBfhxBEPpJEa5q/GEx4F5Csl7f6VBYq3tw+GzMMtCavfjooof22Mr2vuA6vLeBuWW5\nvsI7OQ9C6iPLjXOuQ8fhh4d3if7an/GCE+7CZzdkhVuHuHsvtqYmLOiK6KAliWGVD6Q7GUPVpjoU\nEl2z3ShjO830vnuQ3bbUSSLjSwtPWvYG7OKCo92SqDQ/ohkwQFTmBJoz9By1lMj7aRwG3XnlJwlh\nAJ9sCI7EAazV7QXX6PmNcbQvUq2tmXm3fYEf/65L6s/yccRMLKIuJRz3KfQ2O+GIkaHhDTAzDM/V\nkC8hf6+TvuE4gw0kg4r5xYjjT5bSPmyAp1BGGcWw0oXN4fZkwsWbGQPje1/wli0DdnnBJW8o2LG3\nivCSKzIb2I7NnGBDP8A3JywMvU95yismzPHgdWcwJMgGwoevl7zBXVRjWr7FfwwHinjjK55Q+Zrl\nmHuSUuwOSjiu74nSLrCn9JDdhiCCvUFI8uFU5RMHXyK3Ac9sOnE45ASHHXPPiiFHxmK54K027AbG\nyTKwdGZMGdmm2jcBnKzAmwDDPeGVdVaChcbtUurVCt1k7+v/0wV8bfqjADOV5MQztLFPoIli0kXL\n2ektXa7N/fSTpTrBUuZm5loiiNAsL+omJu0sl7OT6E85z6rOL7liR9+U6/rMvdptSHWARc1nLKrd\n7FCK9B075O/UxjFjFsw44hmf0hjjynOcnW46Zsk512TGPBqxpsc2DIOdvdVnyxH3KoLGBItrdZhR\n6ABiGh3WJXxt8AGuRnYFtDPp1BErblKzEFm2P+MFub2ue44o2PMVPiSjCmI6pynnRrf2AbMcepdG\nknjEl/kJPUqb8RZ4PsS2yBms93AMUQ3TzVJQz1bJcttnoo0zhOHtnt1RCo/RIV9DdlPDFmkD5jDe\nbdn08wANrfo9Jom0TC+Gj/n64COSZUQ76Uh2kFzD9qxPb7QhnbdEtdTObvQY0dGkIowUkZy6xixU\nSCbocKns9ZzCcCPFfzpuvvBWF5/roZBgNLWyo85lAUAL+aakOY5Ja4vZM9UrnkXeB14S/FTqfky8\ng/YUmjTWRTIMkT40kdSwlEAPdkVGm6qFXDAWbY6YJkmYsiClCfMBV2/OOCK3DXSHBGjOQXdJvytt\nC3YsGdNjy5AVLbKWXjGC2heiG6VVPOINMi5T5S7VaAl0XHGpSr42qKKBYbVhn8q+IrHu4s4ygMVa\nitnYcLzmQL90vyLogpePbxyeNjUyC293jd0ay2RHn67TwXOIXEwCE6ig5J7jMJh2g7ZTbg3yUFU8\nbDbsm97BpwikbK0IjrOFv+a1fU8FbCJqYgbNhgmZFNPXW9ktl+6jo+vLVi6c8b6V7z4IF24V0+p+\nRg4Z+YEqJlBi0FAUukMPok8tT6E1cMEH5+71s4qGKB9ZGRs7O4g9ec7ZXz32TFjgPkMD5Jnk1htO\nmS3ss25zaKcxBYeYU9dQTKwoOWJGXHVccsUNZ1aMNEQGG3r35R1CQ2xdTmviwjbodRIazrhlwyBA\nhzechdfmedoOB/YMMnX4LCJiS4G7ukZ01HGsa3mm6zTYW9DODtK6IW7jIGzLVzW7LqMtIuK54Jt0\nY9DvDlhDf72niSPaJKLqx9RZLGZTA+tUue3JDJpTXfvoLYpIM9ttthFd3CHPLqm36SLSTtGbQe9T\n2b6D7T1b/Xe+q6mj9GD5/wV+fK7w0S2nsJST4WZgn/wK0n1Lnad0ccxgL3dTevYnRxVEA/teYt44\nHdGgo/4yTF+v9X2pvocW0rg+DJ5GMFmtKMeRUR+f486IWvTYjbo25agGZZ/yHE/MWjHkLRdsTIG7\nCnTFNrAy3IrZk9RCotmewExyCwJRRLMQn+jQDMAHvK8hcaduhEgsKk/schxeR5M+Q2c2ubrWDTsk\nhhsFPNxx7b1t47Xh9Q4ruU20jp6ULK4CZu0H4spsKVqbvzz8/qX5LWl+oUF1vq+VkztEN9mVLnsz\nEAdcr9NeXx0HDDp71bJ6XFDH2SHUZAeUssumb9f8EYrkjOWDFdNqzdSClHwTB4xZFAeRmQvLWqJA\nJ95G/cBG0eecPhBvqThw1tKnsai/fv3clNDpvGtG4XN1byr/rGVMJ2aY6w3EEioon0dsjnPuzWTP\nf8faqLWuW4nrNrCDnEXkzwMgQww54zpLzddFhpsZtuE1+WutSXnJExtuj8Og++FcrCYLQU9t5LW3\noL6cPUnZ6nr5TNBo4eyhPEkptnaPmjfRPktp38ZhBhg25p2uZbJsGN3v2Bcpq6OCXreDC2ABZyaE\ni246WqfBAtPlRlnvSUSzSEg+US5CYNStGqK4CwVfTaY1avAdfb1etup20rT5L8Il9XPtFGIE/yTz\nluhRpw84Vwxfk8U0OeT7RovHPEaaIibR3c42KxgkNWnbir20h2xZ010appwjhktrzz0BWugvSiJg\ne9JHrEglRaVNzTw5wuMg5fdybNut4BDdaD0bUOa85SJU3H5A+E3tzBLx93WYUGH+Q2PcPrnPlmvO\nQ4V+oJzqSLnjhItkzo6CLoc20bDxniNEX00DHVCJWGW46XcU3HFicxJf/k6JbIzJkwQGyU/4Ms94\n8ZkDY2Fa/iRq2FGE+YMzkbbG2MkpjUmzC5YVHl26tw13lxThxm8fmW26iZhWljzn4j2ViPr3eNOx\n7fcYV+Lol5oWioqa9Bh0O1kRGItlN8kZ5DsNXwsFrTMWTj9nwhm3ePTn8gGHv7HPyF/3iFUQa3VI\nd9Ehe2qAPR1zjlgwYdwumMcSuL3hEV/lQ9u8paTWQNdDmlJWKFbVU9LcWnxjc4MdfRpi4gjibctw\npJwN1yG0SPAnUzx5Rbmtu0e2VtZNFGizm1sSXm2Q31vOiVD3OmXOjKNgGd8ZzAgaGN9zHDqOJSNA\nYkLPa7jkyhLX+lTEoahI2oZs2xxEY4raoDuFKIco7URNrQjXNG0boq1Bxp7hbvMiIqjrlGJVUx6L\njZTXjYrBPYyqtZ6n1vpqBxAPIF/UzPIJ46sl3UlEtIKZuQO0xERlZ4egPLimzA9GfP7aBqjj2cl4\n08aCX+jH59opjFlqo55Bvzm0avteTpNF1EUnAdoAVZYxVEeJWEopbKI+bS8i72qyu5rsA6CC1uhj\n9FFV0ciJ0zHK/L4he90Ff6KalCsuSUsZwIlJo2r/NY+RK+pL1gyZoUPjgrdk1LzkKQV7nvGCe45Z\nMuYlz2g4RDKuGTJnypIJ1HDHKXeccMUj7jlmxhGf8E6gD+4pbFMa8YSXvOQJUabUrG4AVa6q8y2X\n3HHCWy6prDq9s9+3tUPBIzRnHHHFJRsGLJgyR0lkH/A1fsTXeMUT3nLBf+S/5S0XrBlyxwk3nPFj\n3uOGU1bRiBnHXHGBh7ovmXDNeUine8tlEE6tGbBmZHnQOVv6zHvjYE7Yfh1dlx6URW6+/D1WDGlI\nieNOVZoNHLf0KPYVq0hpad04ginMiklgpHGPDoqLAgZSxO4Lw6szaWNuOKcDFkx4zWPmTLnjJHzm\n2LHnBn4LxuxtJ1uY+EyvVbYoL3nKP/BrvNf8mDc8IqPix3wldHBXXOC5FT7P2dI31tmYKy6JaXFn\nzhvOcC3JHSdki47BVcVTXoW1dM05NSmveMIP+AZveMQuL0KHesspc6b8mPdCtzDjiFvO+JTnzDhm\nw4B/5Nf4iHf5mC9xxzGvrCN4zWPWDHjNI+44YcySt5wHSvMbHjOzw/CWU17xJBQ1N53YdB4bGjcd\n2abW/ej6gQiap9CNI5K6VrfX6P4ng/6+JOkMrO+hjfjOfj6Dbdwn2nakVUuxbUh9c66hV+9C55jO\nUbdwBMzh1dE5yU0nj6wG3nDJkjHXnCuUybrIhb1+zJmVVr+XM+0h3ZrDIfXFnjN/vodCRqWNOoN4\naZ/sEOh39PYV2V3HuleIm1yipC7DjElgutjwuriQVcLm8Lzxxr5nal/oo/vcfi6qFewB8pt335dl\nNsJtKzYMwsDTrQecqeHMkIg2hNm406ogCYzmmQb2RmAy14SOw1lGXv2pvc9D5S66qOYPzVimfdE9\nFl4vsVmfLWsGDOxAuec46Ar8oNA8RDbdUmyC2x5ccMWZMVTk1PlJwKsbEu45Nvwb52PYZ6IuyvUJ\neVPi4UQOHkxs/uKfDcA6GtCrpCyN79GKG0NxUzFhyR3HFMjSuduim3APVHC8XtGmD1S9l4lsspON\nnqe18JQMxrM1HFmyW9fQHMkn55ZTJP4qQh60C+784bGX15wT2Vyntnpe8+xBoB57illNKm2EVdI+\nM3BlugfU6ECesjKHWe/GMvvUK4N/RmZQt2VAtIao34Xr8pYLRqxsXVYkRnPt16Koerxszt6q+NY6\n0NwO82FY2094RcGeKXNWjCkNPnNPqIfCTMW6yspF9N0VW/rs6CnTo9M8Zh8V4eBriWnjWFY1Jxxm\nfRnEZke9TgZK0fP0xRqWxSAQT0gRKcE35w6aYaJcg1VHalkpZU9JbF0VUQ3iMH/o4ojZeAQLOK/u\nWV32Se+lqN+bngg6urHW+D1HuMU7hkAw0mtrz+z1rBEJ4heK5p/tI6HRTV9YiEaEFkshFXN237Ht\nFeyLRA6nGXRxS1tHksrPN9zmx0EIhby/tOGX0B7JibErOAw2Mz5jfSBeuNlaJ71w6Fdhg3ZnTYl2\nlowCTz2mDWIiVyV7xKf7/HimQFD7NuCJZz4A1AEh4zrHcB/i0gkNzVCfV2Qh7sKlm6DK7ZuX0YoR\nS8YGeaS2EU2CeMphLVdsPuI1l1yZXXLJly1+0Q+9exNZud9T9QBnXhr/vmBP3pZGS01Q/oNyo91K\nO7Nh944+WS0hQTfX4I8x9G5qJiwC/LZmqBvuCN2UNRwv5EVTmlp2fyp4YogOhc7x3xQmd0r166KI\ndN/QjIEdQZxUkltH6HGnuvIaHmvgqso+5p4T694KGlKDeXRwZDbozympk9SQaB1wQDgUPDHNN+Ul\nI3JjGknkdhBMubttbK+TFUQFoWDwLG7RUTV8HrGiaMowJJf2og24v0OSFYdQpZKcp7zEvX5czSs7\nbTHwXLfiQjUZPfaMErsJc5gdPZouDXMKPyw8LbCNECrgBVwMsbm47LqCKk1MCKZ7eRubsaEPcpd2\nj0fmjtzTvyXblnQvbL/Oo5CrURYSNHqxuC6U23K+u2N3WpDOGsixQ9QsGKcRSdewtIwKPxS6xtZV\nBt1Ef49stkB1oHJ/UR+f66EABG8SQB/8LWT7Whm+MURRR/++pt3HNAMoblo2R4UqhhLOohspCx+h\nNjNB+OMItk+V1tZU0jDQoK6hDxwfDMZaYp7ygmm94MgohFNmvOWChDZcdK/8lbR2gwemNCSh2o9p\ng1LZO4rUWB8FMoHzzAJ30rziMrBZ/JBZGexywHTlesoSdmkvPLcPGSPge3yTEUs+NOgCDupp/13K\nQNC7Tq3KzajNB2lIhoz6VI1vQqiO6xo+4H2r+iMS64yOuKe2itu5+NqQNB30atyHzvNkDAXcPZ8c\nUrBKfb6n3HFn2LXTSol1PXkLdZyEA82Hk9Fe1gj1MbI2geDIWZKRvDDRYwMjVjZ47UJugA+aG8PB\nlUkgXcecKUfMeM1jVoxCqplcoAs8t/s9/oU9veBG62I+IGQou7fQxFhdMUpBG7CmJMezKqSuzoNV\nBrfANfbqmkAV9uRAt0hpMzGmpLbG8hTi0M2sGZqQseGac+t8DslxJRmn3Nm/idZa2MwrNWppZrOe\nOVM2por2w6JrEUQZ90LRVJPQW5eCge/sOm6AG4xG3DFdrEkj+ZOVwwhGcHq1lJD1WYJZbWmtHEF9\nGjParymPI6p+RGxFQ76SsCxraqoqC1tMUncc38nxlC2MP92IgXSsQ2FPjztO2E5TsroK73lLD3ZQ\nnpsP0wXEN4f9gwIYQJv+4lD4mT3SpgkCMzq0YJaQbGwj1t5DtmzCiZ3MJWByCuJ0axfbLhDuWphC\nPZZgpjPcrxuggyPT7zrELmaccM+g2oUbYMgmbIYHE7E40DGn9QJ3nwSldB18Iw+1gzNxXLxU91QV\nenTmQx8aVz7vKfBcgcACsSwASuGpB9aKuOBeCQ7YsmBqmgXPATgY94HgF99I3PxLqV1FYGH5e0lt\n4O6Q0MICZFy05EyaptWG0XvQjaxsM6xJmTENz3GdnKkV7xTe3rW6ljuK8P4TWt18huV2NmysozRc\nk8ysEGKLWO0e+ikZFtxFyu2Ol9BkBJjMVcryQjoMGH2T9EPUXVAd2nN9x5xpGLZ74E5NwpQZrjre\nI9uMhypx0Y33gX1UWVXuB8DGFAo1GddGi8YzzNHB4NYTbn/t3kVtQviMXTB44AG1gQzgVFKIzA78\n4FE1YWEdYBzcfL3LPbyPJnROfigU7MhbUbOrOMWpyh0RSdXogDfKKaD3tFPF3VuWdCmQI5gplbUN\nrTqHpknC/b07ziGSir3tKYK3Q/G96UaHQto1RAtC5Ga8OTwfNRR3ZRh2yzSyCCSMuOLQnRvvpiPS\nmiqkuMYtswfIzvsL/vhcD4ViVymMe4ku2BmiDq6h6kWwFBMp3kOy6UiugTUM3uzDhtF/U1HHkawt\nBgS2CjsxGNgoGIMcmsfo5yzpTTeMgnMSGrLSreMkR/s6PzQ2yMBupChYYvR2Ff7dGRVXXIYG/TGv\ncR+YlpiFDWMjYDc9RHR6cplsK6oAXexMDeAV3p6COhEGTCJM+4YzPBpyzJI1Q36Z/4xbaCuuUdjw\nY97goTtT5qHaFSMox226AdsCEo65oyLjHT7hzmYHzlDxg8xhkxVjokac/CkL7jmmI+KGM9wD6od8\nHffDeRE/gz2c/GgBKbR7wXwOX3jeM6cEu+Smr/VR2e+dM5XXzS3EZoOcXRFojvR0nfNIKvBopxAn\n59I7pt9jZzoVh1x0OI9Y8SnPALnBurWIJ599yHuhQFCHpGLglDuWtlP4dZdyesMxM9w87pzr0HnG\ntNxagM0tJ7y2Cv9j3iVYPbd670JhJJDzTdljO+OuC4yhCUue8YKMymisWgsLpmTUPOY1GVUYjHuh\n4BoGAFdHqxuNQqnj18eLChUcCeNqpc8jaoPeRXocoyD3CGLEMCdogA3sBzmcQL6RXU1n1z37pGVX\n5KrMT+DudEJ63dHFSusr05xmGLE7ynTdI8FSo5c2bK5Q4emFgs0solxfP+eaPQVn3DC4q6jLwnQY\nKuIYQP6y0Vr011tD52zGI1n3f5Efn+9MoW0PTobGQLSZD9fFieiqSEwSpZ3ETC0kiZwK98cJyb4N\nlSYt1EcRq8lAeodSA8TIspmjFQda3JwwAPaKb5/meGB7R8QpN7g3Uk3KNWeh8tolgp4cvjniHs8x\n7rPlltMARzzMuU1qd+9UdV6TBF8a/x7vDoas8NCebaKhHX1tnrJbkDpZA8smzCiGdkN6DnPffIuc\nea5OoA64qQfDuIXDmiEFezZB6Vtzz1EQrnl3lVo1uKNHr9nZzx8iRT0h7mHYSkzLaXdHk8dkyxoW\nUGXqGHzW4Rx7PxDoHzBcr6ZLciKhQIF+HO1geTTQjWuHQ1S3rM/7RC2sekNSKgoORn1J+NwcX3YN\nSRx8rZS7rMJgyjzAfNjaGbLmJU8ZNJvQkb3lItCLJS6UQSAQrqkbF7rVeuUMLWNItMi2gse6L/ww\nluW2b/ITszIX/97hRrcncQdd/5091A0PDbICAnTpliojs6zwwsTXuX8+gwfdjkJ+Ks2RuuYz6ngn\nGSSlXIlxAenQruu9uvluYAaJnWlOaihHmjfFm46kMZHrCop1SbTraOKYeAuLbEJUdrqvTLdS5inJ\ntg3zpYcQdZPEQg3sMPJAoD4bkq4jj0pi24jcaywuOx1mbrHjQkljQf7C++hn+ugOzCCXkKdAAi/y\nJzCGvC31tQGhEmACvILNY8MNvQrYQXkec388gQXk+y60kCSQvLRfOwNeH26G2AbNq/5ho29IQ7Vz\nZqZon/IOnqQ270mI5Bz2r/DjwGSKEbVVdshKrVJbPqa/rmzzaznhjj3yF3ILigVTO0zkwHnHCUPW\nrCMz1B8TtAWCPvTwgXNrbb9bfycGkj0UTJ1xY9XwkiXjkAmwZhgYVjHKWXZbhiurKDNKOg6xln4o\njJtV2MzcokHvYU6PHb/E9wNs8fXmh1Qjw/muoBrJ5yYk4BmlsvOurwfJArhWSLt3IoGuGqGNpoW7\ni+nBFXMth8375xOIYZYchereA2NclQyEw9gpvV/lQwasyalsvqR8g4SG9/kRHjQzZsn3+SWm1RxX\nBH/Ml3BmVkrNJ7yD60hmHNEQB8Wwe0vNmSIR45CINrjVdl/xuyViQz90pSOWvOXCzOhqqiwJ3efB\nr6sM3apsK24ZsSSjCtfdX6OKlDQkDa4ZktvPb+kHOHPMErecvuME9+xqozgY4bntSUxLtu24nw7D\nEJmBXbeZnG/bUyDpNGuodR33Ewk1iaC3L7UBv5arKq2uVbyJuEuPSRcd/VWlzX8Lu77tCzkhC9ph\n5SrRX7qd9ouUmoF9VmTQz2R94zbjYS290vrD3ZwrvR6kdv1CPz7XQ+En+bvBkzzgjRFEGQybLZvL\njB/F79PGsHg6OFQZNlDuLzScCjkJS8jnHVmx1wk+h/bcnnuNmCyGzRJpCOmVTUtMv9yHga6YNoIq\nvILyUJo5U7ooCsyljIrhpvzMcPmYe3UGNGEDnTLD9h+bBZQMWOPc9XuOONhSL8jlBlMAACAASURB\nVAD53eh5alV2O1WBQ7uZfaYxNFWAOpQDc+mca645N9emUZiTPMxy8Bvek9VSquCp74dmR0TaNYxZ\nUVhXE+GmEA1RrOmJbz4e0uNRpZ5SllPS31ekUYPFWFBcKXqxYM9bLoLIK1qi4XImthklZLuOM27U\nNc10HetepOvcsxlTZte5grjtmL5awR7OVvoBP/RkUa6q261AHGa74pIh6/AOL7kyhlcRuglBN4IT\nv8aPiNqIO05oSHiXj5AlhLqrp7zEacDH3AcoRkXDIfBmT8GXjBZ8yZXCfN4SOPT3HIe518aqf6zT\njdsu5GGX5MyYcsIdbry3MYroETPkgRUzZUaOqKzeFXh3m1GGwkYmh6/t4ErDHOwdPraAoIY2jYzJ\nJG+kE+6wN8n0aqONOZOYDOvus1lHtLOu/h4NoDOI15GuoTmlImFJcDmlFQPpvLmRrYkrnmMoFlUo\nNKtLMZLaTD/TRNIeRGZ541TglzylSeBtdsaMI1bGDvOZVphVOSpR2N89gOcL/PhcD4W32Zk+UIeQ\nUr2CKIFRs6Ycx7yJH9NFsL3IgwAJy13tbQQtJc5f3kC6bMnSvQaTcyRSKTngzHPoMnkhleRh4ArQ\n3+1xSp8PCz2uU0lM4t17Vq8PjzMqelvRMBMbzE6ZUeMpWhpYDdiECECHlPoGx+xNQVuT2aGwpIPA\nBMo6wQ2UOhTcaM87E9cheNCPu2e6SnWJgsjdTG1jEnHXSZTk9NgLm0Zh5qVBY8EPqOsMDtJW4YPr\njIoogpSGtdk7Z1Sccx0G2c5GyihJq4a0aaUjSSC/lT20K8CVL7GlKlO4hSaWQy4NxHsZKbbEOuhj\nKPspzbGG0ZPtSt9rYqYohvHrtXQOKxUAS0s8cygKCAPY3A72e04+M5w/5j4MdGUFIpjGvZTe4RPo\ndOC0xLzLR+GQydlzyRWdDX7HZo4HKkzcmsJzup/ykgbFX64ZirXTYnOPXvCwWjH6DJxHFwV2lWCm\ncTgUfLheWwfs62Zi5oaeIQKEjsAjQR+6yEqLkodC5zFvwtDduy4fhHthQwPjm63iNlOkK7LIzGzW\nEe8gqVq5G9+hwtC0KUQc/IXWUCYZXT9SklvccdzeK5K1iMUo6slJ1Tfq5cVAfke2fppYFNmo1l7i\n+pk7TulamGdafzssfDkhUOVxS4ud9qhfHAo/h8dj3ujmLaA11SqJcpiH9YbhVcVzPiWOIesqtZe3\n6EIMEbyQEIzuAGhUTdZPETPlioPL4RvgLZTHynt1mGJnVXu0VQUol9TChnnChY+YsTd2jFe+cojU\nTShGnczNPKnNmTTyS9JWToNt3G3YGCCiz46JteWZDTSxrkWYvYRIZMJBj7nHXTr7bK0L0O88Yqau\nBMLhs2YUhpo3nIW5hA+y3fXyllM81tG/LrHViE0k1tPWsHDn2z9k8AC85jE7isCAUipcn4SWrovE\nJ79HncIYVX53GsyqIpcQ7+ZSuYnVNgsEgl30QAw31RpYjfo0UUJlDpwBopja888JLqo+/PRrFNmB\n6pAX8Bmrktg+U10zmSh6prEqbDGW1gyp0iRsomdch4PmIWPHf/4Fz3HvI/dOesQbs6TYh+4MtNbJ\nVSA85SWZ0WjdikFCwiN2sSiyrrp3EZ3PEgrrFrxIcfpsQs1bLpCZoWAfsZdk8e6w04JJmEX4PK4m\n5Ywb5kwpdoIpk7axjlW01C6ya3KLBsF2z4dh8w4lrWH38gaafgSXdq+bPoEGXrxzyf5RTNZKs9Mm\nMaSwHA5oLtHPWORn9wT+afjLMELOvI08thySZOceUkOOuSO50/rwnI0bzhQTvELCO4e3bwlWF6z4\nhaL5Z/kYsQwYImZaxpEm+0W7I1u1XFQ3dAkUZaUP3z3yIVBW6dCF9upj24T/jty3v4cqD+8YDHZs\nDbOKBVSi2MIutM2qyWX05ovcNzv36anIFOSBeOIPKag+mN4iYzX9T2Cph8JrxlDjwecueHJaoccN\nuvLWK7KHfvcP9Qhu7+xtvoeGqPI74Nzuj+OHk2IlD6wnZyKtTLDnFWKEQnBcJeuDa498PGQdJ4FZ\ns7fZS1GXtHF8sAdw1flW7BofhFakEi41EFvOBqk8kvw64NGssV3nPUQWydo6y8y7hlS/AwiQnmP+\nXgmLlpvhYfcr824q2DPjyGAmCc78wHTYpSQn6kRbVgiOLMA3pv3wh3eYXo36Z+pJaz509g42VWvJ\n+rQfZg8uQoxpzZtJ7LnIfP1dXOnQnQ7RKnRGc6askaNrSxzyHjoI695/zg8XmTYmgQwhyPUAte4o\nSEr9/rytgro9o6ROTa28tGtV2rX3jqGDuOoOKECpeV8o+LYcmENpxG5cECUtLKXuxyz1d9Oc6iRR\nJ5LY71pFIiFIPEOVZZiVF+wIHcGQDVFD6Ljdwp08OlDeXWG9sDX1QAT7RX58/uI1gBXEKaoe3xUD\nIe10I003a5os0iDJAjPYogXhFaApmbHFVmwqkhuwBMKDRsFC4vO2QXPKfaiWWmKiGJP2azjs1cI1\n58Hewi0WNgzM06cILA5vof3mq8gsfES8eh/CDVnZkLof6K4uWpLm9DAEdMphvm+ZMDc+f88qVMKm\ntmbIgkk4OHzTKck5t6pVdh7DEJByz3F4Dw+plfJ10sHkG9iUufQhEDYuP0x77Ci6Pbec4uyrliS8\nng94n4pMQrfdkq6RRQH3iGpotHkfWks41Od8M4M99K5LeKtr3A2bQ4dlh8BosyV/2ZJ9TBA6Vf1I\nfzdrE/paHw6hRSi3OLPD0Tdgh1E6Iu45YcmElCoYxPm8xL2fnCgAkFcqaedMaYlZMeINj4zmmQSo\nZ0/BgA0L0wPAgY4bgois8umzhTlcfeUET/ybsKCk4Jh7szkZ8pg3DKqdwXZvw+Hkil2nhm4Y8oon\nXHMemGaf8twgn14wgPRuuCIPTCRP9lM0qyZKLTG3nKjMacQW7DXC7jxnelcUOgB8blgSbO29U0yq\nVh2RWU/1t5W6iBZtwqXu3acvr9gkA1X8JcpvB6Y3Gxb5kPW4UOFeQHQF/82P/1n3pukcNm0fzgmH\nzYZBIGZwRCjKnL0Vm4iW8vDacP+mgnD4fJEfn+vba0iDXW43Qhf/tSCAMspZHvXJ2oq4gXje0T5H\nfGGvAFWysj4t5I3kTICkO7CZPIMBtAGdArVYT0PWJjaKKClYjwpctOJVmLNhBpZV0DOIZbzdfQan\nbTOsnnLjtImZb4/MiWijkdZZFOAeb13VVTRhs9LNpuFncEytNUSkllDuljMbduow8o7BaakveMrM\naKTevUi9WdBnhwe8HDQYhxQxh73OuQmUzBEr+p2Uq0D4XcoPOGYRqeT33+edkef7rqwyjTFFknd9\nlpVRTyMKdgZJjXVzlrWJj7ogNoojVdp9tqFAyPY10czS9e60NurMDp4tB3PESHCaYLM2DHZlke4K\nFVFM/X24+G6MBYCHOYyKA2dZZVSss35gEz1MVtsbBOnUZ6nAZ8FTyoVgviF5lGqHZhbsYHi7JeVg\n3+0iOmeP9dgRRSIFDMxkwqt+V1f7+r3nOKw/zb8WpAZJtdbbgjLUe+zMjbczE71+WHNuEeJzozpT\nRkPeSVW9YqQiqbB8VDe2u+cQXjPQvR97NW7dYWIqdcy5gAw4ESV1sNqzy3MYQjrvTHPU0b8vyTaN\nfs4q+tHGqoQNslNpzawoAqaETqchCTMD/xwK9rTjOCAZ9S9HB3+mDh1iXpB+gR+f66FQkYUM3XaK\nNol/BmqpdmcXQ+KoFbtoBs17wBMOVLMc6MPiUV8UMxtatwUKV7kjzBqiGroj4Bxas8FwMZZ8hnrM\nj0QRdKhFKWrbwKTI2TNlwQuecbpcWMUme4Q6jwIU09qh4A6SAzaBuVQ/kSp6wcSw6AHuT+NDr4Mt\nRMPeeelNxBFzaDCH1ctAQQXCBqWs346f8GUTRKmK1SxALCMXJSk8pwgzAf/9rl94xgurhzc63toV\nZ9wE+GbEigEbXvOEt/F5gK6c7uiHzlf5gAUTJXYlka6ND+nWwB6qszgclrecMmR9aM33YPEGxJ2s\nE4asxTV3PHqla88tkFnYUs7hULCMDT+IE2quOWfNkFNuQlfkanMd5ys72HpccoWz1JyE4KlkEn7t\nmfVGjFhxwdtwaB5Z3rE4LonNVwacWDyrQ4sO/bmArLUDqmAPJVz+6I4I+SStGdqAXKZ9Du81Fifr\n3kmumBYFNrH1OzdmWS8UNM/5JDCWHHrqiHjNY6MjX5LQ8IZHbBjiGQqddbeu9ygLwVVpqzAqrfGY\nojDK3RgVftccjOQG0E5QumJGsLvHXQ4MEmaA8hJKOJot2WQ9Ccfu9HNtHnH8as3wfq+ZheuRjC4a\nzYApjLulDpkEeEQ4EEpy2BDmQ35P1qexXs8Qym/ZoeCwl3s5/eJQ+Nk9Ilq4gNdPL5TZO0QLJ4Hp\nYs3xzYoqTVgiQdJN70RDQ4tzXJ0WVP2IwWonzPA5sLPDfCv83g8dWojugCvz8O8IXvkVcg7Nmopj\ny53d0idp5DPj5nR+E1xyRZMSbqqUhv+t/9+HQBsJwrIwtPKNckePbN/SPWDtTFjgAS5LRjjFVfGG\nl3iiWZmn7JHE/4gZJ9yFrsArfa9uYhq+zEec8zZsYkempu2z5Ud8jRnHQYMhrrYgoUuuAoTih5ML\n2IQ7R2HT8BvolFuOcm2QHVGANUaseM1jq1IlsGuJIW6F+8aI/z2B7Eb49ZilWUakB0HjgGCOV0cJ\nAxQb+sPH7ymLt0vCjAijIvY+bg6wQ4ygiBGcGzSW2OfssZRrBrzgWeDdy5rjiDNuiGmCjsNhNmf1\niG0mF93Jcos77AIWxVmFat3nOJ6q5zOXnDIweFybECFvpoK9Np5K0FdNwpwjUipqW2MVGXMmbIpe\nGJA3dnC6dsRhxoSWR7wJKmsfWvscoaRgwJYxC4ZW7btLsBTrc5svqPP8J36VxobudZSGr7tp3o4e\n8a3P0ux+zIA5VE9lQxPfcjgIvLiL0PV7WBi8sa/voesSykl0CObJrDCYQZklYdbkxUczjCGGT+J3\nAtuxvnSmlYkYjKLqxc6cKeneTpUPIV9a9+KzzLGtr18cCj+7R1ZXgn8GfQ0KrfKngeFyx+h+xzbL\nqVqxJbZZT22gmdutJwVtomD3CDS0LFV1RBt7Pr9oFaoiZ0Z3awg3hD+SVhQ9p5UmTWuVN6GKAlMv\np/L3B2Hhn6TPws0simFrm+0G9xLqiEg2HW6B4VWp6xuEK+vhCuMYJWHNijF7rVomLJQfiypfUPvs\ng0WAJ7ziyKiBEQf+usM9CtmpOeaejIpBJwz7lFvc68ntDYasxbSJ8pCu5iI/+S1t6GfrYNQ2tsxe\nt19uOXhGRS1EbSvmGIiXXggG8MpYsxfzm3GHyj2qzJooDITvxkeCHhsxUPCEvgryt80BnorQ33uY\nWlc7jc8+3MX0nmMborasGLK3Ib3PenbG89fhuqOx+YAXBv1NGZL39hThd4lKmhPbTMq7uwZRSb0z\ncAW45xD02WnQbDx5/a7MbKz31NbR+vxim2kte3EyZB0YZiB4syUO4fTu8VMjD2tfh4og3diBkwaI\nyDtRdwMOIkPrSARHHWBKXaccNrIxqYsHSWordQh1HOveV6iz/KpccOqaIuzfb9AOtZHFRdPTodJE\nCcSd7vWZCB9h1gjUVSrTugxW3TgcQG0uookfiEQ6PP29b+mTLFutnytI7xShGw4cJ8d8wR+f66Fw\nfLuGD+HxT66FM7p9ttHU2MJ9dsRot4UCTso7vcI18kLvCrJZR/q208W5JhihsUb0tAixHtb27xAE\nKO5e6d43VaLK+IybsHGUZIxY2U2xMbZCRJPJY96rrW+X/ztPeMUlb5gy55xr3IDM2Sln3MBS8I8z\nWMa2cfhB5GKyloR3+JgtfU645UfF++Ksj6GwcuqGc+450eK1StCjNR0Gu+OEjMpEejrk3ueDsPkE\naKhe2eBVQ8YZUzaGTvucYcmEH/B13A/qDY/Cxr+jp/eHu3nKQfWMGypyjrmjJaHYNmS7WtRRr7qW\n+v+RGc+1CEp6uFFQyQ9ncFeS0rCjzzfuPpQrpqfzzQkQQ6gS/x8rWilrpX2ud9xwFqzF3TOqIudj\n3g05xWm4NrA2htUdpyyY8BPeRfOYCmr4z/wyExa84gkuhHtoW95jyyvrnlpi6wZ3fImPecnTsEkt\njRYbgd5bBtjhVZMGm40G0aAfRmT+C18NCWo+91kai27BBLfW8LmHX9+MijOD0vzPlEVIVMusUMkp\ngyr7V/knCvb8hC9TGpnAX4uTcetjWVbsHmXBjJIasnnH8sTsLyK7fkA9ioNdemAK9fkMJXQ6X5NX\nrV3TgTQQ5sCarRoF6xjFfTYca3MfwFfXH2l9lJD+AKOQK4ecG6ygq0Onxido8+8BL6CZcHD2tXUb\nZpZf0Me/eyh85zvf4Rvf+Abvv/8+f/zHf/yvfs93v/tdfv3Xf51f+ZVf4dvf/va/+Vy9VQk30N9v\ndfNvCMrBFuHOWd2QVxWU6h4wDxQiKGYV8c6gIuM3h2HWngPeV3EQsAG7vvJ7NVB2z5c4wAE9PNw8\nCUwR7yrkeqnQEBendUS8W37KEffkaMg2MoaRdxheETZpHG5YmfZuA/1PGlu1ss7ciA3mSCMzNiug\n3x2M2Jwi6DiojNS+BOgz3NAPmood0hmcP7jx+wZtZeZwKb8kha1DFwbdLRHzeGLPGwfM1Q3kXOcA\n4KExFRkTFgG2qMg0DG1tKOyCRcON++2Wezswe2wPducllAPZoGdrd/iEk81MatXCYIQdB6Vpi3QM\nJw/WgjG3FFmZhMPY1eVHzILhoXvbLk2Mp8NR10WDfScZZLgnUGPW1X5AeyiRkwDUMbambyhYMQxM\ntgveBu2IKv9xwPkZ6XPyz929pNYMSWnCAX/IvMjCTMfXj2zL4zAvc1KDryMdEnUIB3L31gEbTrjD\ndRneSVTWHTlTbcWIrosDvKgcCtmRtP2YKkrkITQlUMTjtfyqaDn4VcUQPXDHxVXEzlja60++qqji\nDIYQ1R27LA+dZbLtDtqGHlpz+w4KOCrnofuMrwjztDHLYMzpnVWPXRBIunV7ZKlxuMbiv3Sbi6Zp\n+MM//EO+853v8L3vfY8/+7M/4/vf//5nvmc2m/EHf/AH/NVf/RX//M//zF/8xV/8209oVWA9NTaK\nwTr0oC4SSOFyc6fN4x7SW/ueBdDB6cfLg6+J895dbFIReOl4O2pI0eJ4aF+uP3MTF43weIhC67vn\nYFp2zQUr21DiRtoCBaGnpHsCVTE3uKgmDTeGb671ScycKedc2/C6ejC4IwwcNRgeBLHQN5ofiCER\nafNMaDjnmlNu2FPw1iIyAf4T/yF0NF511yhF7ZpzYwdJuVwgaw8gWGH0bKA+ZBOojWtGzOMpX+Jj\nNvSpSHnOpwC2kbRhE5xzRE4Vfrd0YxqoVz1Tl87tWo90vYmg1+xCvGmPna5frGu7uSh0XcuDhblv\nGLvT/EBf9CFiCXwJ2ndtvYyBjdTZr3kSNr5zax8zak65DXj5V/gxHlDkw34vABoSnvCKGFlubNzm\nfAj/Nf/AzuiitUEqDjuecktDzLvWAd5xytf5IVc8Yop8k9x2w4kIG/oasseEImPM0rqc8wDTtSQM\nug09tpzbTMa7Ds1A7m22VYbr5B4/BzFmE2ZSO/occ09OycggVQ/0KYxPNWATCpOckqjTczk1+yVP\nBT2lsCej/0klOugOvacdjD/ZHTb7C127pGgPHmeeuHaP9oE5wddqMRjAKYy3G+bjob7HzOriLXSV\n3FmPdtJDdW7THiExWqkDoM9Gh0IJWVUHlldGddg7pnoNsa8zp1Q7E+kL/Piph8Lf/d3f8dWvfpV3\n332XLMv4/d//ff7yL//yM9/zp3/6p/ze7/0ez57Jdvjs7OzffL4o7kzhaMZ4z4FbaHvAQOKVrFSQ\nCiVE1xyggRrSVSPq4Z6DJsEHUw+cU0N6V2v/n6uzcOqfY/H5/CAsaonJm+ozm4GL1lJqmiTmxIbS\nIJWu6J1aVBr0yejunuMwuIxXXWCZeDxiQ2IRi3KfVA7vBHdMHbKmv5OzJ/fQW9dWRbpVxpbBA7bJ\nL/F93O3VsWLXQTh+7Qlh/t7qOLXjKbVZht6DC98UpHJv0JEEWb6B7uiR17VVqIPQYQGG1xfh35K1\nOWF6B+cK0xTu42NOuLNNS6IjLuWVk+9rWEI9jmmsKnaWaFbWh4rSdSwRBy8dszTwTtEH507TBHUQ\noqBqM3URU06F26P7gf2KJ4xZfAZr3zDkJ/m79B4wudzxNKJly4AeW+sUdP2F3a9tZrMXO8s6xR47\nPuJd5hwFVW9LHARs0n6J1eNBSHHbhiH8ln5gGW3M2M7hon/hq7hGwZPfdqZR+BFfI6cK1b7W/T4c\nWFsTIS4MhvM50Al3FN2ehpQmkshtylxF16Ylu2qIu04FwAxt7gtI1u1hyGwW6JFX5+5Y4LNBOGSh\ndBH925LZcExctLCJQ943ppaO0P6SROayurZZo881xiqbNJ/JpHGqq+ARlVIfNv2l/kRrhESMbL35\nbOwL/Piph8LLly95/vx5+O9nz57x8uXLz3zPBx98wN3dHb/927/Nt771Lf7kT/7k33y+yLDEdN2q\nkvsycKNDIem3IU+ZHbqxbwgiFseZ69TUsRM9V6guO/uZBh0KFp3HFtKkfnAogKuP03u162uGap8b\ni+SDsEGmNnSsszTAMKB8WGeWeJcwZc6YBbechq4hu22C/mHDIOTgOv2vb3RVHxa6h0y8E3bMDRQb\nyUA3DOiIAxYeIwrrf8ffIOhHIo2EmpaEjDLYgDsjqrMtuEykQHbKo+PXzigaseSSKzB2jQRehA0i\nr2TY50IwVzd7EFBDopnFHOIyOnjJuN1BCrfJKc/5NFTj9IEn0E4iBos90QKaI1W/EV04FHrr6uCh\n1egadznwEuJPbLFZ9xDR8Yg3oWLW9euCtYe72vrA3EVk8j3K6LPjU54FqMwr9w0DPsi+GobOfn1v\nOQUwXYHDNno+hdg0IavhlFvgsPl/yHssmGgDrfT1Y+6NCp2bmWLMLae6ll3EgK2pYgbW5RTBDyu2\nd/Z9voGbHvrhv2LEDWd8j29aEaHr7zBbhKetqSsSA0o5HM5i63eCsZpYRYcyG2qyZUPxWqQSYvR+\nrvksu6hGFPI9wegwzBIcTvL/HkMTxYyuttzlExhAuiCE33ReaHgF7xkKCw5ElRiYErpl77KLpmbD\nMBAKAjx0jw4ts7boxhwOrS/446eee1H073Ovqqri7//+7/nrv/5rNpsNv/mbv8lv/MZv8P777/+/\nvvd//l+Avwfm8O3/Eb6dAGewH/foL3ZUx5DujfG1RQvH09VyYGxDRtsMmneRktlZKHNEc70ihHhT\nwbDa66CAwCC54hKQf5GHrawLDXmdZfSKx/xX/BMJDfexgmdK8iDoakiJ2Iefl3dMwYQ5n/AlDQe3\nghFKMo6543t8k3ujPrpi+ph77jmmx5YL3nLFBVGnxQuwmMhmYMSKjbkfvcMnuPLUdQRiPB3yIj7m\nXX6T/4MFkzDH2NFjyoI6kiXBPcdhnqJ5QEphmHUEfMS7AXP1wxQK4lpWBxuGTCw/eMCaG861dpAS\nlz2sTnqMJ1ttCisCBHhRv2WdDrnnmEe80dc/hngsPJgKkra2zzoJGpR6EJGOu8PQ7wQ2TwqG/7TX\nweHCyFRdwsKypZ1L32PPjAS3b7jnmBh3hN3bMH0UNC3HzFjZYd6QhINwyiKog2PaAP1d8YgT7oKa\nOqY1ksI6XPM1I9YM6YgCDfQdPtGhZAWQ049bYu6s0Oix4zGvqUnYt1LIP+INr3kcmDSya9FzDlnz\nNX5Ejz0dMbntyp4c+A1+IDU5b7nnlLGFKu2Qb9OYBS95YrBlj2vOGLMSdbtQRxXFGIRas6M4zAtq\n4EO7N92rLIbyIiatW+Kcg9jUrK054QDfjAjC1TRu2T7KOPt0Js3Rdi1Iain1cnQL3ML+l2KKWavD\np4Lto4zBm0qb/LU+U6d/00GbdXgU54LpQefiNhcjJLB9Ya/pRlrMnycr9bvf/S7f/e53f46/4ac/\nfuqh8PTpUz799NPw359++mmAifzx/Plzzs7O6Pf79Pt9fuu3fot//Md//NcPhf8Jbej/A/Ae8L8C\nj6DNY5hF1BfqFNKoO1QOziiJgCEkuzZsKt0AyDVgjYtOh0AfbQxbdHO1ssEgI8BEG2u15bnlJmAZ\nq2zImBVrk/Xv6JMbfnsdnYcuIaUmrqEtZJS2ZBwGzfK2FzvkgrdQYptLRp97VozpgOe8wA3S5IMv\nh07fWOJOXvyksBioklcW8CTAAMJyCcwPp9V5jejMETc5A6iQa2YXESAtPZeGcAdBkzQKa4ZMWITB\nppIfOro6prIhrGPogDGaSlrEm6c1amKfw7DOhErTdm6UWVlKUKJs4iGHVK2mDVi5V4LdgyElta55\n3VMHGZUcmCvjQ56xi9WgI3vQ3TnP3wfNPYOQ5kwYsGHJOAgRnf7rMNQx97yxAwAOOQ1zpnyZH/OG\nx0EQ1xDTN53JnCke9RmGy8AjXmvSZCwsZwrdccLqgRvtKTdirDXqxo6YWfxpg8dNLmydpdQ84RVu\nl61DRgSKY+55zCte8tSIFRnH1AGGdDW8H3zONHJotco0XO/iGM/ekLuu7s9lb8j47VpK4uOYpGvZ\nj3K6cRPgoXYSEbdduFdJ7dqP9adrIIohTjqaScTkX9YwgH69oz02nyzzQmIJbWzeRcZGa/L44MO0\ngIdmhRTQJLqvtsj0PBQafiB4QXrNIUnu5/z49re//RnCzh/90R/9/H/pg8dPhY++9a1v8cEHH/DR\nRx9RliV//ud/zu/8zu985nt+93d/l7/5m7+haRo2mw1/+7d/yze/+c1//Qk3CPZxxtAdsDML6y6m\nSRN2x6kWxhmqBLz123HgCbfAGJIP9e/VRXLwSVrb87spWo5gqGv4hHfCUW74wAAAIABJREFUJi4F\nKAE+SGiY27BP5nIJj3klzJSET3mOK0dbYvKNtpolY17zOGDQ7jkk6KkWy4Yt7n3UEfGIK3psjbya\ncscJz3jBGx5Zqz7F7ZyZwIwjVYY2cwBV7StGnHAbIIMRq8Afr0n5Jt+jtgrZ5wHOHOl1OzyA3Z1g\nHfLZIUvnipR3zRLaZy3amEr2rSAi73hSam44Z8EkbI4Jssge7XcB48WM7NyzqEA20y0x3dzqrwEB\nx43MenxHL8wL0k8MSpoSWvzhy1I/4yFONm9aMUR5yMLWh6yRnbU+EymZl4EJNrIXVnNQmU9YmN9+\naarlGUfMuOCt/azUvp5iJjfd9YMDNubUZicNCS94RvpgvbhOYMqCPhut2xW4FcV/4j/Ya2ntMys5\nYs7g/2bvTXYkS7Izze/OOttsPkdkRJLModlEFwpdRD8BySfgExC544obvgc3+Sr1CIUusNEJZmWS\nGZER6aPNOusdRXpxzhExX1T1JuALRyjg8MlMVU2vXJFzzj8NhzAGecoVol2RkdIDp8yVompBUUZv\nXWrbfMQKCWayeFEXxlFzNrzn2aPiqGXNnGd84JglB0Z0aSHrJS2RJEAlDKiw8D9efh06gfqnYiJ5\n/fUxZetEfLqH+ssU94KgIvZrpKDTPOREleu+gPG+l+e+AypoLxKYqCmiHgLlOyfr4AgJ0Xndha4T\nL2O8QKe+RH9y0YhM2McOYYeMt9dIEt6OOJ6OhLjP8vG/PBTyPOdf/uVf+Ju/+Rt++ctf8vd///f8\n4he/4Ne//jW//vWvAfj5z3/O3/7t3/JXf/VX/PVf/zX/8A//8D8/FCzFyIEfEWij+XaAxJN4T5J4\nGQE9BpysIuwQUQryf8m1fH+yJ9onG0CVAQsYniVB5GLMI7Gq3pMmXlvyJlTSUrEnfOCZVvgyRLRq\nuUCFPHkRKKsG6BrAa9Q+8PipfdCOay4plMVR0jEZ6sB2ErGZbIAlHdkg83lOUVaPgN5GjzT/owmS\nwGaUwyk71iyC346lsdlI6YonIVM4U2qiCfYMCzBswOvPIoCs9AgZjpaK/TB5RN+NoKb9HnCAFvJu\niHGGDVJtNVCn8r6tUmPwct3s5suhzUu93K3834luAi3R1mIP+X6ItEQbO7o4ShN7aFkck/4QDm9T\nd5ugTTqKLIx9DIuwtVPptTXyQKWdWE9O5vugf7CD0fCWSH0dwvPZNTT8wqJDfSFrdqSzbzvMjQpr\nn3MxdDSUfOBpoAKbYaHkZdSBVWMjJdNLVJg7rXSRe6XgeqTTsZ/PgPCKFvMIM1V36r12WQasy3Ma\nxlclTcAF0sHDKeSHQbyvclEhpw4O8yqSRMwReUxMX9R7P2/URO8AbVqQaEeS2BvPlJ6q1f7dyTH5\nOk4WGAiEgDEHGUt1LpA7CrqYE27Nr+Va2ThsirzuZ/z4/9Up/N3f/R2///3v+cMf/sA///M/A/Cr\nX/2KX/3qV+Fr/umf/ol/+7d/4ze/+Q3/+I//+D9/sppQxUskH3JzryBLHUXrKHea0FUTOOtYwMUG\n3CSJA70tYpD2XS8n+dmj77Hg9z9Pg/DkFa/DBjyiIU/7ABBXNEzV96cn5/f8DMs9TvD8Jb9hq2Ob\nHVM2RyO2zBAjuRvM4qKmYs4ac8h0ZwJO5vR8zxeB0ZQxcNbJ3Nna+xPusfjMtJODhgvpNE540I3f\nMVVq4Bl3ZDr+MDXzBdfccs5W59WP7ZoBfssvWbOgS0rMKdTC6U1RbUI4M7gzbYU4aHasWbAdZuHz\nsLHICfdBnVxbybVSWmBDFP8ozW+VCVOnpWDHTIgIWiUD4GE7kkP3mKV0jl/ysemh+SmZe2WHbCyn\n8t+FkoPf8oKf8o1gKu0ak2sZ80iWp8zoWz3sUmWq2AFrf49CxzLgNB0FlZdK2XKdzWBvxTHB9oQu\nxF+CCBNH1Gp7kZLTychjgLGOr57zDstnNsuRjoLUSaDT/+AXWCaI0E3r8Ppm7rhVIZvN1Ofa0Vjw\nlCmVa8bB/fYVr3XE1gU2kzGcenLKXowXJ36vmJjkm9vY9y8e/hjwgdGbDn4Cl//+wFAn1FUhqWlX\nA6tiHoqFxDQmY6IvUqsdQ6t+Zh52jClXPtrwD/q7GdZt4btnL2KHqsp3u14JYpMx2Yu9i7HLeEHM\n/LjRdXUvPwOd7jE/2lz8gI8ZgXuevEFaNfXDTwbI9p6hTOjylPYnWfBjZ4NsCI3MFjEB1BiJ7DNz\nNDPES5Aq4wDZrX80X250M5AyoJ4XIZ7QEsBMnSnMG6nWdkyZ1fswcx9RM2lEIGYK1karuJFiA0Z1\nTXdyc2+ZMaZWi94NAxmjtgneMlJNSpl0YEy6E2CZW8LIw/jggbdPrOrM4sA0FkaVLOi45TxEUj7h\nihMeMDWqMHLAdlnL7h0p28bCf6zqtNe7dFf0WmUmOi4zzOWEB9U8iBNl6OTU1hylqLokVbbSiC3T\nKG4zSqmDSS/2DhN27F+UEV+yOMaJ/m6VpXYKh9OS+gupsGdsHh2qULaCUwzE7OmMgQdOOKlXmE0J\nEDIoRAcQQ5DMu0i6qiIcMJZ6ZtbTJk4z51VxKV3h9GcyPEgicUpqxqQjoXJ2yow74y50n5JxIKO+\nvBVg+YKbMAKdcNCfLQvjIuuCjJggtikbNkjU7EFnbubCalYsEjFbhdztCaKLMKHbaC2v3/dF6MJa\nSrlfgeKmCwr2pPOwhrTwpK0n7wSfSXpI8kGu6y3xsFfnk49QTwfJCppnBdWhDXTTu4WGdIx0jylk\nv3jyzZ10FjUowY4bLsIhSQPJzhAntZD5Xl+rQIqLqa7dMyLF/TN/fNJDwS+QGV2v1MGK4J6YOAlr\n70cpvUtpv0oDg4Qlcih0eijYjHBCNEHLkJPdaHAjYAfFexcOBbvRDXSsZwXHrEgZ2DDnoDYPPQUv\neYNDPPF3TKlqGTNYFTk9NJgIyGwUzBfI7AdqxiRr2Vi3ymYxm4mOgqIfOOGBTF/fNt4tM9KDuJry\nASZe5txSvcdwGhuLWJKYVIoSI2oHiVkUGAPpC/7EObcyAlJA3dTdFv5jB4sYtu3CYSd2ysdM2PPM\nvQ+dRqrMqF6HySfchwwJ3KND24gD6k+UeAFZG0oOTKJvlSc4U87aA4Oybg5PijgeNDbLRNfIFDkY\ntKs8zArqZzKKm7ELh3zGQN6iG6fMk53OO9YsOG1WodIGsUYxEZnZWFu2BkjlacFInS/DuMbsrY2Z\nJnTfpY4qtsoM2gfdyqCvsWciPPwKzFPomCWW420mjQMZWSfX+hWvMZO+Sjn4Tjs/swKX8KCaA2MW\nuj6MCm30XOsCT7kjpwsxosesKBX3sE56wp5yPTBnTTeIGt88mVgTN3kToKmjrZ9C5jxF0wclep52\nsTK3UbEdEBqg45XO7tfQPMkZHeoghn2Yyjg00FkL4Bhe/u6D7Dm2V6RiOTNnIzTsGnFbhnBw8wdi\ncdIRiszmvJT3s/tfbHCfyeOTHgq9Vu9ooHdo+WxTfy/sgfLOUa0HuQDmZbSVr/VjcJdE3yPrCp4i\nh8WKaH1QEvGJG8h6pxVUxQeeMroTAdaBCQvWnHIfGDvG+TZL5KwX4M/YCwBXPAnjpIOCyOJmKeDx\nESuoYMeMEx5CgLrRGw/TImABBi7XiHWFz1SMk0PZ9phHEEhFYxRLM9JzJOFGNyaN6SNe8Fa5+p3g\nFfQ8TgIT4ZbkEUerDk/qXdBOiMPrSg+ahiwbQoVa0tL4KlTHVjkn+Dj3h0gGUNLAotmGbiWnl81E\n8xGUKESi1MwdU2Zvm1jJHen6qfXPlrSnAOP0pmHy7zJKsfdo2Qm9Uq0bSnIdLV3zRKIukzKA/SLI\nElP0CXskTEmM8yTbIlFwWuZdq/RIRzSyJkwQZWFLhtE4RLwInm/5OnyNze85AA3BQbak5YYLTGDn\nSFlyhE8SjtTufcmx6ifG7BAWndmnLznmlvOwruW9CKHCChnzwbpBLNH9o7HaYzaa4SC5jtAWrGGQ\nZL6Gij/yVXApwJhBlpueQFJ4WGiegtKT841juNS1cULAnNjoPjGH5jwTpfSXKePrLo6UO7i8epDX\nNKtuD07tutvnonI2zOEZ78l1hMcW+lNYqYq9oPuok2WqP8MR/LfZf/oYs/yMH5+2U7CoxJSI4qvo\nxJcyf3ZpSrZxFHsXPWwsCq8AZwEqG2QTsANG6alojCPqqcSjr88GoaKZ6KrYSni6HQRmYmYL3qrn\noJTEYRGFIJWcuKQW4est8Qp7C9MU44uLS2WPZfT2ZRqAUPMbMopoOxedAAUU7aCEvxIzsGu0Wyiw\noJ40tP/2sLHIieYAWFXbUJE6FwBlAzt7HcjaITO4LIxXQCIMbbzUpzlHLGkYBXqn4RYWCOP1/dMT\n09CsWxjBtK157EcVhEIWZnIAr4yRgZxq3YvYMUliR7GX5/YmYMzkV7XsKV8PlF7uYhv9jTnQFbLs\nG0aYGl3owFvaXFCIx35JJlyzECTzlBLxm8zsEzwuScPMX4oEwuFsynKz6b7nlIGcnbrQGvsrwUUq\ntY4FrdOY6OcvR3vJkKRBV2HW7bYuF6wC2G+da0Wj7y8+zCfJ8AgDs22Nmy2KUZzFKE/ynI3Nc3Bj\nZbVNhdmk+SWYzfWjYiBR7Ce1vOMBymWPN3B3RNyYH+L97aoEVya4aULx0EfXUg+L610cKW6Vhvqg\n35cksu6Q/59qpblgBQ0MYxCBpuRG+JHuT2batwUWsO2n8m+W+/AZPz7poZDviAyRB6KnSAbDRDbS\nPs1CzKaBVCREPxifiPUuxKQ1kEMiJ/5E9hotOAWncj+w4ihQATPveNDQ84aKgwJoCZ6n/opTBX4P\njGnGMiLYaKUFhACakjYInzrERvsFb3jPM5rjIny9bDKyfW6ZkTkXREZCJy0xi4nNc52PVJANIpRb\nccSCtZqjzXTwIyCszZGFrVIEtokZgFm2wZJjPvCMp921Gp+J8lk2DOHtSz5Exa6XA2ahYwQzeZtw\nYO0XWPZDR6GHphjKLTlmikSLYrTgKXHEUwEjKH0XWD0L1mF+7C+QG/AKXAGnXrIkbKTUFwlq0Bq6\ni8SKAXXeNOAy7wedte9Yai5BO8lJFHAE+Cl/4Eu+F65+Jawrp2O8DXNSZJ3YAbxlGrQij51mz7gL\nuIGwiQZMULhgFQ4M81YS4dl7Wko9JGR9GFvGujZHqoOeVbjGM7a0aRE2fvu87fA/ZsVAqir7jZIr\nahas47iLQl1tpSDJELX1RjUae8UzZHQGt5zzPT+hpJUxkQKuN/6CnI47zsVTyABZK9i83pdX+uc7\nvU5KKBjd9WR2T5tPUofkKQxyLcvNwDDyVLdSLCYp+DN9/gdZT6hbcnuSy8jyGVS/dzG1cUYwIRwZ\nONAmPOEDD7o2/AVCdDEBZCd//y/f/+vHYUCf8ePTAs2JvqKd3Fbd5co6SAGnHjgPSPU/Ri7SGnE6\n3BMdN/V7sVSvMyK7xdSSK0KIt0vTMEpYsCIpJQVLxgJjBp2VihtoH+wvOgraIt6gFnqOdgV2kwmL\nRDjguQ7O00y268d2CsZq6odIa03wVL7hnlNaCvLUSWBKCw+FAGkWs2lMEMMQhCnjwzhDZs5pGIGJ\n5kAAdGOJjDthYRlD5XGWsY2prLOwKrRmpDPzNvjdlDRhLm1iNnPrLGmjp43NaQ0I9NDkRaieR9Qw\nheErva42cmrls/REUVLSIBuL2mWwIVolnBJZKA6SIQmHmQH1u1yuuV23meo0jlizyhagGImwuGYK\nxBI6JvP5kT9LYE+CZ+wOH3VrsmFHgoApovdMmbHFIlBtjYGCnToDtw7GaNMeWGqIzpwNeeeElIC4\nzBp11Vxgjf1kIyKnh4R1vCbmy/QQAcG/cl0TcvD5wOCycaRliAy5xHE2vtJSR7sQD0OeREsTwwZs\ndKzOp8wQl9M7J4WeRnOGXxuCw2m29CQrIaMwgB8nsTNsoT/TE6oQj7VkLGsiNcxxC8yJzCMQMWwj\npokG+OttHZmR2omebR/k/Zzx2T8+6aHgRsiGsCCCgp38W/bgIIVs8LJY3iHWFCNEyPYamIone1hU\ntilYu/lCf/+g33eGSNt1DNVlBSUNC9YiXhkLaGteKJYiZvPRt7wIzJMut6zfAXMk3Svt0zJ5R9Rc\nI8rnGgl4r4YufI8B3OavUw+TUNH35Cy8WAqsWTDfHfjAU9jA28lTLKDHZsITBa+N52/8d7M6NqaQ\ndEYle1Wj3nPKc96R9FJVTpGEsXtOA3htuMkk3TOQs+RE7SLmsQJOZbxwyj03XLDkWD2SOs1SSLVV\nJ7hc4glJe7SwKSdhJFbQia7kPyOpfA/ytdkOuqSgQeITyaFYO8EeKl1LW2J2xtfEYiIHejm8bAzk\nSdikc3KlQxmba8+Ec2655RzJ2LjjA0/Z6UhEdCJef6598Gyasuded4pikLHjAyckmL+SYAkdZQB+\nN8x5xns6Cs64w9TiIJuWVac2jjN9Q82Yay61M10zOrTBz2ikXap5Vdka2Wi3Y9iTMYuMmbRnSkXD\nM4Q4YAfemkWgn07UXOUlbxRHEtZVV0qXnHhPrV5PDRWkMHRJBH09EeczyqhDRGEtcsBviUwyi8du\nCDhR8gD5O0LITT/P5CBRNlr7VKnnC6jaThxY/50IDt/LejIKbk8OJ1DUZnMi9iOpGeCBHEjWLRi7\n8Sd89o9PeiikRjU8IDezYQs2KkpgvFPHLNtAbggXqV3oOML0DqY+vNfneUd0RLSMhWdAD/Uv84AB\nyAy9oauSMHcXNecu3JyTZM8JD5jAKfOysYiJ3QGXEqikdjPccs65MjdMAZs8wL/xl8EGwwJ3RtTk\nRcucDWIncNBp2ZpjVjintNMOnmxvMV+bIVTxMTDFchUMsAYCBdIygK94Sk+unkkd7Uiqoi0zLKHL\n2DLmo7/KFoFqKp+DgMs5PVkl3chAFkYUYWZPKXWoH+KB8FiroBvDuD+EanbPBMbqZWUOmsoNd9qN\nqZuEPMyGOyHSBHPgLXAHw7GstcRJcFI+9Byx4pYLneVPw0Zp4Kkn4dzfsmGBUUdnbBBlcckHVfim\nRMvpjF4ppimpOpvaIQ0CkptYyjq9c+R62mfbUHHGHZZyRg/uqViGWDaGWUyc8MCGORkScepIWKpr\n6lKT5MyzyYD1gSzoLnZMWbOgZsyMmMFt2gO71nIgTkLXY/fOgjUgTrHZwVH0ovK/45ynvOcX7e/E\novref6wOHoBfwOZ4DBW450jRZmQS9L691+tvh/oxsjFPYDhksmdMEbKAdon1cUFx7+WeP6izqY16\nzByzB16jn4NgYBTQpRln3LFjwh/48xjypGylMIa2vcvS4D7jx6c9FLQrCCyRR4Czy8WjZLTv4gxy\nilwEDdnpi4ShUsxhRBxDGeXtnT7fmJDkxpm8XvtlyuCzAB6K86msRtlcYTZE6mdGHzxtRtQUvYQP\nTtkxZk+XZspDrwJI+MBJyEC2jZEl/JGvAohto6IRNXneBeqmAWCnCgoPXkNsBni6vgvjGG/UOX3f\n4sU/D63vXgHSgZyFWhmb8V1PxgveShU7EntrU8zaYWnjKYBtOg2Hlb2eOXymlTBSGsRgb66zaktp\ny+nJOwXurPKqkUNBx4jT9hBGETUj6RTfE+bIqD168C0y7npCTCezgB2jIr9G7NgrgqNlzYjMOY5Y\n84AYG67V4dYiSC2j+tTfhQCjI5ZYxOZBRV2mRcjpKVyvoxexwE4HrweMrC9zZW2omPh9WCfGRjLL\nlAYxWRxzoEIsQdwxWGCSdR3SWdyHyFNXQksVOhOr7EWHImDbhEO4to+derfMwqFguNkQ7gR44BjL\nXgYC28rGUHIoDKROjACXHPGEK37W/bscCksfzOzQ5DO+gIejmQDAl0hhaBnOBhQviW66FXLw34Of\nJ7hWnegqISCQyt7QzXOKe7W32BEPAY8cCko75Y1pfmTNkcGQihPtngmveRVs+zFvLaPEmyr6ih/F\naz/kw1v+7hPkYluHUMP6yRhmykc2VpJZFqjjYflbz/1iIQeCcdPtawsilczi9HrgDbCG8W97Tnbb\nIOJKGUibNNxgW6aMVz0HRuyZ8Ee+1spqxhOuGD24wFXPGXg3fsIpd1S6mUyQzkLGETkveSMz6AF+\nyrc0VKxZ8DXfhsrU5v3mf1P1MuIYwjvUykjn6jWSv3zLOZZhsGXG93yJCLEyLrkOP5NEagogfcYd\nCZIz3VHwnmc8cMKULYUyrwZSBa1lE56xZcM8dBIPnARr8TqLYLbMktMAcq44khn99YH6IoubtnVx\nGtaetwTRYEkrYz/DEo6QLnEOODHmwxHpjX8GfIsUDEcwnCYxQ6NVX6wD9HnCkmOaTIDyuSqrloqt\nPFqd7BmzT6bqi5WQavtqLCEpEkTQWDNifjgEDGXNnCzpQvU/0s3YcibKvg2BOpbrbHGsLWLIJ7Ya\nMh/JvlVnWDx3nGLmfXJwSwEyZBl/5Csa3bwNRLbwpzEHdmqxsWXG43S47/hJYCtJRymhO+bj9FQ9\njuywMjsXE3dO2JNksM4XKpasmfo9qR3oGVLQlcgo5wH4HXzgGfSQKe0W/+hetVGwdYrqgsoNNLOC\nPBtCDG+1U+uUBEZ1KwWEZWuYud5jkeOprDshg8jnjoNiGJRplgtN1RwRrpF7b0IcH63112f++LSN\nkCOkoVGDrnmxvUgTmEFXZnGxqIUwyNfkHxQEVcYSFXFRWXyf/d1Sua6RHNf3jvG+CRz6nJ7EyY0n\nGckp1aEPDKAtM8zLaMqOfOdoGDEoWDwkGVP2QbVaKXvdErAWJpsf4AkfuOMsbLoHRrrJi1uMKKNb\nMj+omrjWj0u6J5/AyNUB3+j1QOh17GLdgVPmkgGjBT2DzmqMS+9Jw40tY406ALEDZrYnG/5UA3fE\noqGKVFpy6rQKTA7z7jfKLfr38aqlnWWRhmwkA934U4Uc7GAMY0AbD6r5Ye9zSrrYGViW7w0f+xxd\nEDaW9A1xc8JChYqg1JaEsgFLKhNGjYxKTKkuwsQOs/nIGILVxB1njA/C1zfGV59FEoDhKeZMOujn\nbjRgSbirsDwGs9FOkAo7uSXQhO1gsRGOXIcKl1pcZ1Qq24ZnTqbmV2SGhoW+X7OuMIGi4S2Ch1Us\nNFtiwh6va1H0CjJqKuhICujSgippmLMh8wOp4QaP4ysHvU4fINs6UbkfiHGq1vHbfb0nhmXtEasU\nn5A6Fyy2s4NQd4fThKIbItNJPY6GURpFbx45YBICyaOhghIy58KBO2cjhaYJ7tL4fCSE4jS0zp/p\n45MeCokBTq8REdKY0Cks3h5gAZvJSKqDPbKoTKugRd3pwyooYgObaYpsKJZYNeFj8zWtHJKGYGVc\n0ZBkcvM+cMKMHal3YYM68Q+MOQj1D8l4tpu/oeJZLQrZGVt14ZSozq3yziUbV7IfRtR8w0+Zq4vp\nAyc4Eg6MWHKMIyGnx2XCMLpU1NQjP98wg1m3xVTIMgOdYvYFJzwIbxyC2Mw2H+sAjDkjuEHJuar/\nzMdHwMeCe06RKE1R3E7ZccZdEHMZU+mQjrnnVA5TRNVtWolz7mRza4RKG1gkMyIwPMj1PeeWQpky\n7IgUQ48QDG6hSSqe806+/06/9/GcN4P0jWf4v4i+NYpN5K7nTEckD5xgTqOiKi8DWD9nywMnLNxa\ndSVb5qyZseUpH3jGe5Yc8x0/Yc2Cb/gpeTMwY8cbXlLQsSyOsHHjXA9US2/b5rOw7koVh+3UO+uI\nJW94FcBfVNV7yTV7powQc7ql0qeFUz/gkoTnvOWc23AoHBizYaaWFDU5IlQ0jGvMgSue8J/577Lm\nkNxus2wHWKuFh3ltSWRr7KqsW/Rj2WTzVMR3bVqSeqQqL4gW9t/odXfws9ffxujcA7JZGyANcYQ0\nRQ4FxQaqVRcxqZFSkBtof55GvOpU1wzQPimggN5ozseyNmy9b5iHjBWJIBUtCV8Sn88OBGNPFcRC\n9DN+fFr2UUmc+dVEMNhB3gyBj0xGBKAyZJSg88Vi039sYWtfY6HvXtlGeyLltSR0KGYxAInQ2wDL\nS05SUblO2HPubhW8O6YjZ78oMSnbkmMmyyYAiObJbzx044B3FLIx0Qcg2DIdbjnHK+ultD4YAtBX\nj2U0Qyc2EdUgNM8xB8RWQlK8rII1h0xb3BbmYvkKgoiIV5En5aSNfPUtcw6MyHDKNJHXyH0fqmiz\nT/YIOD2paz1wROdQ+E6xGBeqZTeF8nqQ3AtzuwXZFHR2bGOylCFu9gdk89c/B+C2IyrWLXmrkbWU\nNJB8T2S0aVd6lV+yZ0qvoxMDgq0LMKZVYjhBO3CjDDLDBYTCvOaay/D1M7bUozJ0kwMZaeKQ6FIp\nJwV7ECO8XSIsH6eYg6wTF0aJpm944CQUMVO3C2yhB07Ca9m/dZTBl8hGQzkd73ge1pkF9Vg2sXUL\nJ2q5YWJOE9eBOQER1mOGC1RXOXzEfJFMgO4sHQI21BcpdDCMk9jxW3Xdwmy7j1GqW2SjNWDYisbH\nm65uzkkpHcag2CNqk59uvXSK2nW4TKiwaS6Oqol2nUMl/25OsVN2gZBitvkpwoD0J8QixpTSKXKI\nVHz2j097KIxBMTZ55Xtk8za7ihXMr2u5yOZsWCEVwBFSVTxmFnQEH/WATyRIDF9NbCenyAXOUSdT\nmaunKwmdMaUqmThlTtlx0d+Q4HnDSwZyNhfjUG3fcUp2J/Nwy93dMZMbRKurANK1wmWfaTqZVWxv\neUmC2EgYFdS7NGAFm9mYJSfSKl+LGlucVAVEfMJVqPyc4gkpA+fcMtHRheXwyoSuDAI0gEWzw/KJ\nHzhhozkIl1xzpF47FvRjHPsRNSmONXNOtysuuFFguqMchFmT6vPn9LgTmH3f4E+J8/5Or9+1XCvp\nSvRO8whZoNXf/yhfP/Vi9scWqRSnBNsTNoQCIvuvurZM1DiDb4qvuOKSXinDIg7cUyKOpsbKMduQ\npE15ywtaKgUkRSswYccHnnKs4POXfM9mLnMPGyGO/YEVC0zhLRttpcvpAAAgAElEQVRxzVJN5ywa\n1cY2I5qwYb/iNZLadilr10Hl2mBP8pYXISr1Ge8xa5EJh3BNJSd8x/d8GfQuAJbXMFX2mkS5yto7\naBchuo0kHIZ2Mw3abQoDSowLn/OeHVOSROmy6RA0GPU4gzX04yQq2c3KxsbB1umbG67FcprtjeFP\nDXidFLhj+b5hmsV7fQPVt072BhUv9n0KUyj7Do40tnMm2BIZ3CpZ4IIbUcGvhUDxjhfypHtlRhlI\n3RPT4C6Ihpuf8eOTHgrNKA/zwuEVsU1Lkc1fZ8b98yRiCilSNdpIYKa/jvR7PyCbgKmZM6SaNF9+\nA4hqUcfKCEgcJF2aBHB4wgGfEVpun8p454JrRtTMDuJjKbqWAUqhfVYK0FmalqmCzfpA1pkQsA28\n7Sg44YExdVAjb5nRZDLrv+Gc+VJGNwK0wr4aB4FZR0HZ9hiv/AlXiIdRFzY4Y+wsWLNTfESAZzF4\nq4cxFgBzzq24lGq1Z0yqdbJgo15KptoVCNyRdO6jEUPifTjcbrgQXKNPZD6+ILJBrEpM4OHFjCk7\n5my40RjPUD2myFq5BFLpejA7ZQMkez62QXmv32MkBQfnwx1f8DqMcoxt1FIFp9OjfsW3fC3kXR9p\nnzuMfZXq5/yBBWumSKzmuD/okSEd3C6ZMqbmgFiQm62EpJZNuOYST8p7nmFhLzbTr2iCWRsX8rP1\naR5m+XJYr0A7l4ye+UYYTeJ1tFG8qQiGiBbfedAuzyGCxmOWrDhCer0xa+Y4JEPCbDWcriERwUmu\nQq9grGlZnJdx5TI7jmsuFRPE/Hsf7z/0+hjNsxcaKcb91wOAnKBPYS33fdIgOcw6as4QmvNwpp5G\nZlynHmjZyktnYYFbCkDndx42hELIk5DcA2OY+zUveSPj3kEFb/b9asHOA9LdvuLHQ+GHfAxpKqMB\nD+6ciPSDHAo67nHH+qnviTqER3J2P0liy3hLpC8aULUlxvqhf6+hrxIGnwewzOUpRwoIjznQlHmo\nhvtUgFjLWqjajhG1siGFamle8wbkDQogFr5TXnoLHg5IqL1g4AccGSfcU3lRFdeMBPzNxG7gnjNm\naw0sUaO3Oq/CzTiQUrQDRo085R6nFZ6xWUzdbJbaOUMAoRsqWleGccop9zRaApn/0Z4JTVKxZUqm\nILJpFSAh7aWKls0mC5+hIwshP4mN8wwgtoN+kGt9OCr1UNiKEtwES5bp2wLH4NVimwrZCMwF10N/\nnMVRooWt23zawal74Bnvw6HQUZA5F+i4jpSZE579QEaXiKBsz4QDI8aq3UjxPOWKOZvA2imGjlSv\nx5g9TVIFSu6gBYMjYc4WY7iZ0tw6PMMgTIswYxcYVl1aYCFPp9wLDRQZ1XhSJnv5+4Fx0LA4hNYs\nLCgZldmhYONEYSVNsQhKUe5LxyfXOfpBPY4udaRh7FTQ4Z1QYlfpkXTJzkEnFXn2wX/cGToCIQCg\nm2vFb07I/aN7dYwUdnr/+1mCV5+jLHWyR8yT0P3zyBYn27lYMFgiWwP5g3QBlkWRORdcW6fsA5Wc\nARHFOeK0wt6nuTX/iCn8cI/RwxAA48w+eEtbMqqih/xeP/UrZEEZPqAMgDbJYjsKUi0+JbprmrHW\nHZGqtoW6KnnRXOEQVemQmf+9bMBX43MyZaQsE+Fpm0XyblKGKqqkZZiJkrlXtocxmjIcYydpZWfc\n60hqJN0GW2q9gWfsSDoZZ91wwRFLMu0wtkwDddDAcgFwxfBnzIFsELBUeOOJjD4URzBNghwOlsVc\nBCaRqWBN/BaB4iR0OUesOPbiHWGxm+bLtGVGMXRsWLBgLSB0Kp+LgbQtFb7ycnPrqCh0cTo+OHm9\nxUJ+TLQVAEZzvd2hoLfkPfNc1gB/AYzh4T/NoyDSsjcMIHRQphIob1qMnJ55s9HRjmQD9FnG13wj\no6S8D9z9TDGbt7ygR0ROU3aKH6Xsx2PEdl3GiHO3wZOwY8YHnur3y3joghte8I6Wile8Zuq2nHJP\npp0dCLCcMcjndSCwxBqlQh8YM1ea8D2ncq8ETMmsVhpe8DboK4DQ8dxxxoSDKrQPAU9wZEHZbGCz\nVdNGLghjQqVST9mRdurP5CTSc344MHvTyvUrHl1vq7zNxXiGKOJtDPSFfq2OetAMBi7lejdf5FJg\n2MFyD9nOx85DExz5HdEix17vHRHwTmVUdGDM+X4Jd9Aey89pFF7MJ8mA8g/E8fZBn8+6n8/08UkP\nhaz2ckO3kNpNrPNGD+JvXkC68tHczJhHTr7epwnsVJykoe1hBmkSeoiVglFXD5C0MB82QZzlxwTT\nuJIGn4hS2ANtUig4K2Zgh1Lso218QgFmPWzgndH6Uu/CIcAIpWoOQUhkHjKGUVhEZ+o8poMASHBB\npVkMoqZ2ujmQygYniVxHiKpacAyTIK11vm03u73XETWFl3nOjhmWKFbprLtUEPaxD451CjYW84Ns\nWqbSxUdV8IytVLQZcmOtoBvnkW6qHeF4JV9vthwMyIaiHvr0ulacHFybi4mMFrZEeqtPYgVqdFdz\nUE2gQERb5kQLhIPd4ibrdMQTrmgpGIrkUbSlDx1GT8GCdRjXODJ8gmIPQlcuhjjSK4YuAMkeVPQo\ndNgjVqFzk+cTZtLcSPDK4Td2mSfhjrMAhpov0ZCnmDutWGhI53qs3a3hU5YP0eloac0Cye4w11A5\neKMTbyQvoIec4Q0HxuwZk9Mh5D9H7qTMH/Ut5bKPrLCxXD96pQubhiHXiFbzGLIcBMMIeyLGoM+T\nPra16aAuKvl+RwSp10hRYYeAHTSP8jxsBDoa6jh2VKrqjG0sXiDce4P5LDVEI8/P+PFpxWup7tg7\nopBJffF9hxwKY2Lb1hJBJBW3DKOE8mqgOxfxSaC//YE4a36MK5hjYwuTu5YkccGWwS8G3vIcU6Be\nHu7CeMiSpCwP2XIObGafOh8YI7apG098SMVWoKCFhegUPJKLK13ChpqKrBC31C/5XhhIg1DlTtU7\nKGcIgeFFb8KlnLe8pC8SzEzOKtkVx4hlwi0FHVc8oaINdEMDA7/gTxReNuT3PKOjYMyBOWvM36mj\nIPUujJyM3jplJ4HvTjj3xv0fuhIz1Juxk0rSE5hmh9Mq8s9ts9CZtI1OGJB5urGT1Bt/PMiY5N3/\ndhFB6m+BCZz83+t4kBh2AeHmLrxUy8aaailpqlJHgTLS2yRzZuy45pK6qAKXXd7+mBPuMW+rQcdj\nAxmTVqruM+4EL2iKgNH8tP0WEIsNG6/tA4MroUvl+S3DQAoLoYjaSMSq8oqW3/MzbrlgF/CpjGYq\nxAVzc7Uxl2185l/0jPdYnvapKqIrPQZe8gZxck0DOG1iNMERMpYchy70iidsFYOglPc47yRJMEv6\noEegIGRbkIP/K6Lwq4Ni64LZHVtid3EgYgR/knVQbnrRtNjhP4Lr86Non+/1e6e6BvaPXssmEYpT\nFcokG7RYLO/ERMXEenjdRwZCpnx3nkZyy4/Jaz/0i3nZxG1TmCK84lTneAdiKLZaZQe+8BoBoReQ\nOE/6jo+7go4QuccRcZOwhZcgQx6fhMo+77wyQOQm2ufCJhnImA7izWCg27wWF0pLWEuWVmXJbN2o\noAZC3vtTacV7QlVaKDVV3nKOT6QbMBAwcUmYGWfpI5fRGeyyqZrhidVAm0uFKMCxjIWkipNMykrH\nCJlWfabktffiyJix0+q30+pZAt4NpLaNKtd/N1ZTRROqK4eowuusxKi99hnSIuOeHoqhF7HZS71G\ntdxsJV0Ya4VZ8AORF76ByUY29vn7XbzZNXgpvx8iSGmWy0Zc2EG1HUh8pPqmOMr9gNex2IwtZn/9\nhCsWexFr3XOKZRc7TOAoyuoREkhUtI6OPGgCyr4L47hZK13jSMvRqhMPI/tsnML3poVZcsxAKpjC\nU/n5BYdKw/iuomHLHAv8yWv5eQxkNufcnTK6THOT678L1dhxxJKdOrVKZxwJAxMOjHxkZVnKX6MC\nzZ3mDtSMqCu55vNhw5wN99URw+mjz/8S6exGkLwl2k3shGYNsP+6jLoks6+BGGhzB2nn48Zuo+Qh\nuqKGiYEJzBp5DTZERbNOG864p6KRTqOSfScZosiwG+exaFU6bfYnXdVjAh72OT8+7aHgnRjUHSEX\nfI5UhnmkkSbGODoj2iJXSOXYRaOz4nf+40WQE/2UzpDZ5CnRsySV8A3bDMBT7HyY6yZ4bkeCH3QU\nzHpZtSYCO90bpVTstJMbyV5OtS23kdAxS1LveMdzDkxgL2/T1L6tTmYjuyPy3BMvFgotJXkmYx8K\n8CcJD+Ux95yS4LnkmiYTNeyDmqGJ9UKFGaeNOfBLfkum1bCxrKQCTOnIOWLFC94i5m4uVP5WIRrH\nXTbBgpkyWjIGktQFQdM9Z9SF9Fs2pjkwkkrrzwAH430jGNGfEwSLzfOUEYdQneKRG/KaSCNewXgl\nn9Hz//c2MtFahIBgfkpmnmbBSyNgDaPVENafbJA901WL+UMJM2hMRs+f8QfOV5KffM0lIxrpHhhh\n9iBrFsFwLutEQVkhhIHR0ATwv2gAkshU6urw2Rtoa+FLl1xxwwU9YsLHS2RkonOKlpI/5z84Yhk8\ni0o6yrV0jxfcfAQqm3UIEFhI1ikMZDzjvTKd1vR6zcwkcsGakau105XR4RFLxTOieeOBMTv1z5oP\nG86440N1TvdUr12FHG7H8rMk/0oEhLd6nVPY/kLFqnfIejFNgGVF3cn6CWNHPUyqfRcDtFrihm3d\nw4GYs2Dkk4FA5d5XY1lHe2BIVESa0sxymTLYOqqh+I2Tm9iseX48FH7gV/PI5pATPnRaotf+A3Jx\nPxCVjso5ByjvfQzztnc/Ri5+qX++42P1oTKbdscl5WHge76kpYKGIMDaMue4XSN2whMS78MceURN\nPRJLCYs/ZCp2EGZA1lHqGCenbAaOkpV0CjOCPqDVG8oM4+atBLFLQMkZPpPWv6GCexld0UFy7nnP\ns6BkHlFTtpEeakrpU934bUZvIPQHngVB1pYZ73lGmkqsZkdB6WXTlfxeGYGleNqh4o4zto/C62XE\nUOKTlDe8DJXqngn3nCr7f8SEg9yg/w9RW2Ah6gBOioRMZ+T2mbJDDvk1Qf3sM90gbZZrlhn2sGAW\ns0uYExXv+r0WaG82KUYZlUM6142xg410ca94HSw9pAMUKsyCVcCH/nXyvyOW1pXQWKfjgCEMOeGA\nbanIdax1w2U4hDdKFb5o77jkGstk5k7ee+bEesGwJOva7BedrC0bSdUI7jXTg8j0JY8Fe695RUvF\nPaf0Ovo0aqxTDKNs+3AfgCQOWqdpvlA7poxqYVpVXvQWqXcU3xLFh0si8G+UZPS6DMApzP9Yx0Oi\nJorG/g+i1Ykd9vcEptLiZifMwztdC5adbAw3s9QxwFnXXuWku60ZSfFxAn0idNw9E6q3nXyvHUpG\nWuj1/RzxI6bwgz4UOGRFHP2YK6GZ2OmYiFvkwpjbpY6Giq2P+azGSKqIAe7Gb7fvc/FrVrMZDJJv\n21CJyV7ADEbMm512EuJ/bzdWxkBfJqEjGIvMFglaHwcrDJs1F50PNyoTAlhokYiSDdwz7hsOajS2\nY4pPRU/qSGEllS2J/Ow7phypG+eImryPITFiPy1xkgZwm59Lg7homsumRE3OIBfdqiMl8bLKLWPZ\nxg6dL9kwU6DVxlUzYcOkiVpfCLe9SwqWHFMrHXbkDzIi+A8CDZkRslGo55VP1OvHwGY7NDRBC41X\nPBQVme9FGa0zXzdTYBo+tlK3YkP/ry8y+iQLB2SCo8uKwCxqVTg3IGlsvpaXMFsLIchYMFLGQs3+\nRxz4UF6EUcqUHV2RKRpVsi0moRuQkZws1p2yfIAwqlv066BXqRlJYVRD7lzAcXrkPVvozUiQaCC6\n5ZrPkQDoaTgUEn2/g+ID8joV5vvkSMhVkd5QUXYDrf4cBs7burDDoaWk3JuKXZDekWvIruSasSQy\njwzrM2NEy00YwfhtG8e/jzffl0SXUisCNvF5pnd1xA6Mfm7fb0wl06tY59LF+6uhkuebQZfI2l6z\noLjWhXNCZCIZTlXI1/94KPyQjxtiKpqxBmz8Y+6XBiofkFGTGVSZDsHYCWZlYAvOWrutfo/pGEBu\nslN4x3Pupse84C0N4mc0KOc6pyc7eGWBbLkqL1mw5ju+oqYicUbdFHUyvYCQwszIqKlCfKdzaUg4\nIydUXeZJBJomlno+8BSPOFsOqWwKR6xgJ+wmzoAVPOcdJW3gq+d0rFkg1tkLMp3/PuM959xqfTnj\nRq0ZLrlmxRFzNjzlA10lWEBOT52MyHRzs/nyBTcMWao/r7CJ7KBpKSGX0ZvN08ccgk//nDWjvo0s\nkgzxuhoQQoAe8HUulNkjrb4T89+HqE85wPvpE0ZDw/BzvcZj6P4ij+r2LXFzmCMVoILUq8mUB3/C\nxO/ItGO4z47D5nDQQ13M/ca4UkZ6R4igbUSjuEIS5vkyZ290PCfhN46E+UE+gxsu+cP4KxIFewcy\ntpMRFqtZKSaxYCNJak6U8BMk8Igd8BqyTg4kM7GTrqMkR5PfRnDMMnSipTKObF0+9r+as+EtLzjj\njoqGC6UYm3fWqXugR6xVssEHFttSyQuOlD3joIauaMi38fUbRly0d3J/3uj9a+E2xhpyCIb4SveA\nO/2aGVGbsidGcW71678Fb6NhKyiXxI7QJgqGTVigj42hnhEcDtaJ3DMdhbzeAPtkwhVPeMfzOKZ6\nruvUgn7stczE8zN+fNpDYUUwrQPiqW5ydx0RYRYWFuZdIBengn6sb3n36Dk0Mo8lcrCYD7tZISg9\nrRoahiIJmQBuLCyOsEi6JNBHi8aFPzeMyDuZFUvyWK/2FVKtF8rfNifSLs+wDF8ZlUuFaOCfKWnR\nTsQqzT6R+MYFax27jwJuYiI346XX2YgVR6o5iNWhVe4GOoJkLNs8ObifZoIrJHgOyVjxAR+6gjF7\nnBefnZJGOf3CVfckpIULIwlPwtgfOOGBnI45WwrXyzWsia2/zf/VRz/vYlKcqcTDQW9uqB10RU7q\nncSwGjvE1Mzo77aWzBdJqzsbAxauC9dz0BwN4/9b8t6WGWRggkQBZVcKMmdhgy0Qd9ST5D4c8h0F\nVdeFyjtJhaW2V+Fik0vlPUfCQcxnypHh0wSj+w6oGO8e0sGT6Q9i8Z+2URsGM6KWCpeWDBdU7wZq\nm1U8up7MzdZotw+cBFGcXf908NxyQaEEg8eCuSk7GWsi18KAekfKfLeXe9XSytSXKlwXw4ns2pkD\nsuV4z4kBN0pdp0AODxsPD0TBmuEFNmI219UShiyN4jbrQtZwnVyEwsf+P0nEM2pEHamnNTGjw7oQ\nfY7P/fFpDwVL4NrxkcDIbCh4wUeOqHSEFo8bYAL1USYb5Zo4S1whi+QtkZ52TJTMd8Aevm6/ZZLs\nmLJnzpb+xPJZhdrX93mgb768uyKn5yv+KC11KxuYVX4cYM46HAbHLMPI6DAutD3P4ZYwHuoU8HvD\nKwGrXcIl16yZI5m9JWNqFqzwE4l1NHW2iY9sRnxfnLDkmFvO1TJjj9hHHZMo4C3K6QeeII6uI2oF\nq83oTJgn5stT0QYOfAK4IecC8YASrKHUjdWRlYOOmWQmPXZ7fslvgzdQPrjoi78jjoSMhnwLs1Ud\ngPBcZnnyPQYka1GwGLYMSUb63wlVWvnvvXRRCZGUYFVeQxgdHNU7iqQlccQgoPE2/NxyIMlmuuSY\nDE/mRSX8E77jQh1rJftasqSPWJPhcEkaDrWaEZkfNAB1xU/672gUnDZ2mSiPRWEu5tdy2LpSDqkJ\nO2FhZcABUm8xmwU/5RtMl/IdPxG6s4YX3XMaDucNM0544IQHBjLe8VyrfMGizPFUbLkz3vGMDMcu\nEyM/T0IywPd8iZkGztkgWQ/CUpuyl3U4kXW5TUVnUa6cbNSmK7JN/6D38KVe2++JITpjoq7hRP98\nEa89apWdmJ7BzC0T4qjQRshOv7eCbpQJ0aRHqK0eeA1veIUnYeq3skdMJGXxOe/4mm/lOdeIs+tj\nq3cd6fGaH20uftCH+pNQEE914yTXiG+6zQ4tZMVmkbah2DzPrAwsbWmMXEyrGr5/9HXqmzI9tIw3\nbcAJfEEAAjMGCicVVk9G0fRc8YQpO7HbrqXSklyEHCbgSZmxxZHwmlcaSFPQppJIluJCQI7chPKm\nT7mnpCUdZEORua0EqE+18koqqfBtHpp3jre85JZzrrmgTMVO+ZglQNiw5SMRimWCZ8qO0VBjpmmn\n3MmlcB6nXYvZd5jas0csPiZOqI/veB40CFaFHhIJxrHEr3EnXcOcDaVvGXcqDjJQMUc2jAWBWJAu\nZYcXQ78imJoFgHCCOOMOHaP9QGI26QdIHnx8TvPKuSd2kJrXm/WOBRu1jMjF4XbTcsUThBCccstZ\n6AiMxGDmcqZ8nrJnpdbVwSqhF3jWaMvLahG/d9kolVQOVevmUjwtBaNWCoh7TkndwJojGmTEZCOy\nvkj5ni9ZchwKjlvOAguIRNakOaYaZiX4VfkRldWCmawrEl3NhgkHZSdJ2+URd9NjllTUzNkEMPqG\ni4iDsCYZZM2kqWPGhqTzMVe9Qq7/z4hj4T24md7fLcEGGxOpWTLje9kLQkfw2FE5fbR/2L5hojjT\nPHSQJS5iDWaXM4g55S3njH0d6K2Fl3FpcE7tdO+xMTRElbVltnzGj097KBQE3jJ7pHqwqq4BrkSg\nyhapGj4QNxU9RNJGTwXTJFjs5ih+DQXweyJIpRe2OHhG6x6zBhZ/NgHXCjoqp0pnRBj3nqdUNByx\nIqlR0FbMvywEfMaGjpJv+ClLjoTqmOQqypI8BQvwMHvj57yjoibtHSYcMq7+3G9ZcUSSwxm3sokW\nkLaedzznmkuueMIsEdnSBTeYl1Ol45Etcyx3uqIhG4bQFTzlg4x/vA/jA3lvaaiezc116gV4f8Mr\n3T7l/RZ07PwEC6zZMmXUC4Npxpbcd0y6fWzBIZIBLE9hDIn4u+GdALKBi26Hgm742TAw3nSydqa6\nduxGH+vzPiDkBAtzV8t172Hh17RZGbqB8UPPB55iWb03XHLGrWIlQCI/ramCxxxYsOae08BIqhmR\ntS4cpo6Uu/JIN9gRxYNgFs/4oCxGGdvYAVjVwvC55Zy8k5HQTr2R8PJzt2XGt3wtlha6Lm+45JJr\noTvnUgCY9YZQXPeKYUnw0gveMqLmjjMep+lN2HPMUplzQkCwDpIaXaMtc9ZkDOzV0E+U05lQr1sB\nbtNMDl6c0KeZ6rVrgJ8TO8aNZp1o9R8cC2wkuNfv+5bIIDRcylTK1iFYQp9Fb9oe8AC0UNiM2jAB\nta6YsueWc0auDrhT6h1nOlIO72dFBKitG9kSQefP+PFJD4V+qi2dsQqeETnpih0kNn/skItwSzS6\nK6G8dnLBzomOqWcIgGndgy4MzQKRBbmFoTRVu4LGu1jFd+Tg4YonHLGiOU14rhbFe1XbyijmWm6c\nBO44I0c6CmMlTdkx8jICSnFQSWdg3UGmnciIhuytKFrNlXPka46bDXum8Cc5dNjJZ9BURaj+T3gg\n72XRmw+NI+Wes8AosWSte075kD/FkrjEQHnCqG1jx4Jnz5T3PGPOJqhjO5/reKWnck2YxZa0lG0X\n4h+PWJMOTgPlB9qkopnK5xk0I+Y6udFrKpIQZvWe01vxDAoYEMQbs4S2yiOzZIusIZtPQwQl7Wvs\n61LYHVVMDkJDvONcGF0DfMGfqGhZs+CMOwp6mduvwXsb5+yxEB6hekoXt2DN7/g5rZf0OSMqnNUr\nrngih3pjaWXiwCtgrRw2I2qy3nOtG3xe+1ColHTBJt4PKT/nd7znqR5SNV/xR0QLkjMcJ7zhJWMO\nTNgz15yFjY4j0bU+6GGQ03PMkjULpuyC9sAjQTvn3Mrno1RtU4DX2sE85QNveREKBxIoXMf32Zc4\nnzLkKdtZKYf0Qe/x3xKZZy8hfU8khZgb7glxbv8FUcTYE4OZDsQsgyWRfqxuye1RHmmtI91b7PnN\nI+lIRoiXXJN1Xv7/Ftq0CFhfoMTaxOJen++YjxXzn/Hj09pcTJPocmmVoKlXc2CCMFDGxHbRhCTa\n1udrLxd+TPQ1miDtnp3yVnGa0KSVf/NJgkvk5svpSTu0RpJSoikLHjgW3/lpwjk3WKIag3ythbSj\nSWyS4zwNh0JGT+YNRExwR9Jqm+lbqhzZnJ70TryWcnq2zMldz2SQCEauxVeHTixAhjwJ4SrHLMkb\nkZhZ0LqxgqRDECM2EIZUozjEiDrc5IUTI0AzxTswFlqubhItJd4ljNxB2E5+UOZLT0VN2bZYXKRZ\nIqxYkCBsjroqYh63qU0bve73hCqsGlrmKzXEMyzJ/PaVwugKoaV6O1xMnGYZ3WaANn30/erA2xcp\nVdtroTdlxAGXJ5xxhxniWbZ0RQMbqRwTPJaTIBtrGoDgqd9J9e7SwPxJcUwb0aDsmJK0Xnsr8YSy\n2E3wTDTL+MCYYx5Ih2hsB4SOyvU5F1zTKM03p+cpVzqO8rhF1Cn0CB5mZIixAQ7Y/isg+MKvQ2ds\njqnW/dmhQi/CzC0zOkokgGkILK2ddiGkUHUdTSr0Vpcl9FkWGYEpsdtXMDldEZ1HF3It/RlRKTx7\n9OdEv+axL5KtI7u/1UXY5Y/s9i2z3T1aK6IgxZNI528EljtoE9GqHBhHfMLM+8yWf0SkuP6IKfxw\nj2w+xHncEgFtjI20QKrKZ8ipfEMED68JKUlhgW2Ri9YQ7ZaNnVDq87wjjpBaYJcwpKI+SPC4EWEG\nW9Fwe34c2BZ575ipUMeTQC/hOqb6pUXHARlzZfeMqcWS2EtWQUNF/YWIwyyc3mF20ym0AnRfc8mO\nCb0r6XN5XlrtFKYwvBDNwtd8y5w1R6wolp6pvuYVl0Ir1I7ENgAz+3vZvlPmkGAAPRlDJhkOZs3c\nUvKUDxyx4oJrBjIm3YF5u+WCW1yShkjOEQ1lL1iIxX+uy7QzhnwAACAASURBVCkrjrFQ+ToZi6L1\nJXJjWrU2Rdr2BPy5HHY46aZA18OWaJNQwsg3fDg9o/tL/f73RM67HSQTxDnVXHEXwD1MN2ry58Rm\n4og1zakwiSR4Rozqeh3BsRWBk1E87bN5UNuLKTvKoeEZ75l2e8yB1ZEweKGcOiR9zA5X8aiSzqqi\nZTZs8S4JNtzdSDaqUuf9IOt2aAs2LHjGBxIcPQU5HZWyh9LK8xV/BOBPfEGpHYthISDdiiidhW48\n7zeBVWTRsWNVlUPMCpmzUatvobgesQo+SkaFJoNqP/Cz/PdCa84cs2Uj96OJv+ygbpCRrpnNeST6\nsgT3LIkHwntiBrdV6HYYGOZkxYHR2h2Uq0HWi3UY3xHdEOwA6eE1rwCPT3xQSFvYUMYQMA5/ShTG\nWediLq6f+ePT2lz0PlK7GuRDN9M0a8usjTwQKWGmYDazLDu1LX/ZntMRKwUDncyErUcojUQPHDQq\n01ggWTeE/99kM90s9MV1kzbLB+kc2ljdIQdMS8XeTygQ7CI9ePA+sDcEQzxIJV6KYZpt4odkRJ1J\nxCK1egwdxJ8l671SS0VE5F0augyr/GyTybVyFXZQw8TtMfsFqQp7+iwN1TDI5yB0S1HEZgy4TEz5\npuyoEzGlCYI5J2MKE0L5JFGevNhgZG6QDVpxA0xhalRTnc96EnYToVGGKqxGbr6pfO6NG5FknsS0\nKbZGxkSxm40sSmI1eS9unH2eMG7aAJZ3Vf5oXNOGSttypVFfJ5ShNdUK2VxNSeAVryl8R4YLGENT\nFqEDIUFprpKlHY0Gc0auxmWoNYon2ZtArg2dHwM4nwXAWzRU8r7XGujUlVnIZ87odeOPxYoVJqKA\nlrWSJJ6x4g4yjpT3byPETNBYzJPK1ndO9KjK6AN1NvFesxsSks5TLIdYiD3OOU6RQnBARj52T7dA\nqd5Gls/8eB+wtDbkObzmNTA8+ndTvGeIAFJFj9SwOx6rlYU8p5lItpncw21VyMgOws8UxlYtMqq0\nw8ecnX/sFH7Ax5p4MR0RaNoQXTFfExfGCLnxz4lq6D2yARzrn+0wORCZCo8zmy3ZaYDs4MBb7kFP\ntpHFZElV51fLMH65Gl0gOQSiCOUghn5TdmHxmD6hZqwbs3jqyJxZDozqmx6nN7ZhAhP2spHOZUT0\njPdM2bPNpuzzKWfcwQ6OWMINZL8HGuluSlpWHNFXWdigRbiWBxtkG2c8NtuzKtIssftMBHOnPADx\nxjaxVEXDoRzRF2IBsEsmqtyW+WvuBu44D4ylipZLBb2PWAbvKP4HgRIcbCwyJFXrDpI+4eFsgcWh\nBjzpiGCEuOxPOK1X5P9BVDoPBCYSe10nVomWSHcpPxpdkTHedzoyGdFpwJBt1GL/LW6v9NBlRaAm\nW0Sp6Dt2eOT/v+R7klQ+awN299OKS2445gFyWLEImpSlMpe2am0xlEn4zIsrz1aVzsEYULti0whY\nh9eT84aX3HHKoZLsCqvgHzglqNG14zVLFemI9jR5xYwtA2kQDa41ivWBE1I9FIxVFS3Go0L+CLGD\n4QB9Ca1Th9wDEaBtiZbVph0yDcAz/bsSA1I1vgv3car/tyMK4ZSRNRySWARanoo5pNbgLpOICfRw\nf7GQPUDdUoU63lGnY2jgcFYx81sqJEzJjPkSG3kaxmEU2x8xhR/4oQwAXhH5vwtipOIOmUFa8W3m\neBbubfRSs8FoH/2f0R+P9O9rBMBq9d+ty5hI5GRLBU644Wb6lu9lzr5lztlmhSWizdjSP0HBO2Ht\nUKE33Vhn+6IQnrJllAiVb0RDoirpnVZht16ogW94hT8i0AUTPKPkIGCXVqwWksIBXJGGqtGRcjc9\n5g/8GWZy1ymeYGMA8/vpyTVaNIqaakaMejFAS3Fc8wQLfTfDu5yeaugwxXQ5CC1xxREdOZ0vPgpy\ncWnMRfCkZK2XDeKRl33Y7B51fn2eMuvEq4ccwSDE6D9kNKflQNW2YpZoo4lT4mFg1duBSBtUFe1h\nWtJmJX0p3kEFHUni2DNhwxybZ9oYjURm/WK/4VXNLV3WoHz/parVnROxoOk/Jl0dZvXM4SkfqGiD\nONEoocvsiNTLmlhxRJKJev2WcxlhqTGgOfUaQcHMHI9YCY6jinOzsqhoWHKCxWjm2gmYch0SNdST\n4kGsT8rAKhNMyoHmjFhiXIfYuQzafczZUNLgHaQO+i5n7PdyvS0xTa3u2eg9evXo3rwidvoDDGki\nhWCDjAANd7ID34z1HKRmo2xFoOFH6qobYjjV/WD2sI9WFWuwTOvRUMMlVK5j0tShcAssJtuDvtP3\n8KWuu8ceTp/p49NTUo11ZK2/SdzN2fAelOf3UdsYLrQxF66JIwk7FFJk8ViY+zFycW3D8DBMxBb6\nwBg8yv9Wn6E+si6ebO4xm+wJe4YnAr5JFi34MaHlNsPoNQtm7Jgke1V+tmr8JkCuqFFPaCm44glu\nkYZDQVhEe910pbVN8OFz6EsZek31Rl1O53zPT0I30FCFUYCNvOT9ikW3jZjE139C1UvnYAEucnk6\nOnJSrU7Hg1AyN8wYOcn63TJnIKfxZbC/yBnosgxT8/bkpG3yscdVSmzBjRXSQV9mHB228Wc9J4CC\nfCfXuMhr8mGIVecEORQ2RN0Lui42uhbUS2s3rmjTgnpUKKmgh0zEaXsmAUS27F70s7LxkhAG0jBi\n2jJjyTHgcWp1bqriWX0gRYSK7kjYawbum4JYbDZOyZSosGaBn8j4Tiiv41DVTpxIuC2uE+0ZzriT\naj+T21fWpADhS47DmFNcGZyuUafXUuioINkdLVGxPCB5IW4CO2YcsQqYggnxMh0zmn9TNkDfZYyp\n432nGSBURAfbK6Ji+YPeyzrWGSCOgn9KnN8bXngBXmMw08JHI007EOwAKnRE/WjMc3y3iYZ8W7nP\nU+9ER3MBo7ZhVIt32IJ1JLEY2eEbXbNPweq1z/3xaQ8F8zv5njgOepzRDLKRnxDUhmETgThWstHC\nSyIgZQwlOyAWRABaPLzwF7CtBDy75hK8KBylOpfnNU66L2EgDaBc3qtFNCOOWeEmsnkA3HChs3nx\nsBklhwDAMpNW/JwbWgpe8ZoDY17xmm0xo6HiOe/4b/yflE429/c8h1NRJ6N+Lw0VkrB7YM0RU7/j\nFX/CMhAkI1qqnTvO1MxNGEu4hGOWJLox7JjQUnHDBSAxkBb/aZYIO6b0RcI2lYoxy0zEJQyXwYmf\n04ojLrhhw0x1siMaXwmNNAH+C3KQ2xx4S+R9T4QRNpAIJdjYZnNi9TeCo92W/aSS698jXaKpTK0w\nKAnZDZwiN+859E2B9wnvM9GcNFQ0uWQpT5Dg+1suwuZHKk6gNaNAzb3nlFwB5UYHcR94qmIoGT/9\nf+y9SaulWXrv91tvv/u9TxuRGVmZ1apKvgILyzYeGBIMljTRQBSovkEh0EAzodnVTBpLIGqkodBE\nUAOjwmAoe2IoXSF875VUWV12EZFx+t2//bs8eNaz1gnqKo2hlIZ0bQgizol99j7nrObp/s0pd0Sl\nwD8jLLtF4TkJGTWT7oBhIKUR1nlrvf1mdSryI6fc0RN5kcimEAE+QZ1JilpQuRZgBYOQ3864Yezm\nBAUlH/IFclvxkqf0xJ7Lol4LKtTXuAGMJEmFk+CAJpW++4kzF9oxY8maPRMSetcC6zAGukS8MjqT\nBE+L4tGa9AQiWknQFFLdqh0kL22YM3xEYC1rRfkcQQvFSCU5J+gpOYE627v74ZLQIegQf3CtKCLY\nMSXuLFEbeX93U4ux1oxtQDSpjIbaiv5nJFjM+aUg3ve+9z2+/vWv89WvfpU/+7M/+1ef9/d///ck\nScLf/u3f/usvpgSVDQEu5jRS7NSllI+o7MM7BBckHRwrMUmVU3XhIGQQKoalTEl1S0qFhbxjKtl0\ni9cP6ogZZoaxG7ZKzz4mta3LfEFN7QtKbCLDQc3ApD0g2Xwx1AzEHj3UmMwfWpFBjvxBBUHeKLxV\ne/T2qQs6qgXvhtXq6ZvYjkuuPaRUEDAxKR07Zh5jXlASDdbPGwRiCVUsstjCbhWUVfvokhiI6KOI\nnXGmLlFP/ugi7a2Q3W45Y8GGxha0JNI66oYw39H+skJMVdLAQZAHE1FFBQOx96NmScCbT2FSlbRp\nHAaXFZ57gjq5jdx7ZQiKzfn5JocBM1jqKPMBr4tiF7KFFb5nivpQUChgQHwv1KNCYctilCSexjaS\nalH786YJc4r70cK1W6QVN6przwnpSBiM2nK2HGaFJ6El9NhB1HVtZMhdqNUWpKaqPRGdTWgReXeV\ntBZp9olUxQhZcsYO1UIqHWS2dFWSSn3wqOW0z0buKMpgfXBViDL/hY/SUWcZxyQn6gdfWek5w8Aw\njkKVrlWCCstpZV9D/CBrxRipIhTKrEZLClbQ8659fZ1Bab//gCQEynXRAbGiczOpzpK+lzaT6yIM\nRBS2kspedbWGR68/A54TACyf88enBoW+7/mDP/gDvve97/HP//zP/PVf/zX/8i//8l983h/90R/x\nW7/1W1j7KfWV5XV44tJ97gH6k4C60FKyfjeSsk1lL5QGf08YUGs/WbHISopRO05FLxngFpb7Ay95\nUzRtDjwaFBe0Y8OIIyUjDmMnlub0100l5LWpa9/ErtWU0vIGL1mypiGjZExeSXjoEDmMByNDxoGY\nvRFU04iSWbtjzJGMhv+B/5POJCxYi9rqV2Xgi6P0z/o96lUwZ+NJa9KSEFilSgJre2zHnAhL3vWo\nX7Bq4xzSnA0LPuGpZ8NuWKA6OVP2mEFaYgkdWOsvUhVpm7HlBW8K4qmXC3fEkVWzZvyqlRbfDwgK\nqSpzMgp/98Q8xEtZexXQuyAMLJcQt3Kxom56Y0LVYN3HM7cfTpCg4GCEy/WerBcZgwoxmlEkmAzU\nBZUkLSHZZ/HQo17VtbvkhWdSey2oCQe6qXas5owoMb0kGRkNn1jJ0lVqOt9bJ0+RiY1rIbyDgpqN\nWfDACmUc93kEX4L8IPpSalz0nLe8sOIt5xyiicCT6fx8Z0wpvhvRhHf40M0jepasfQX0gjdYs2TG\njmsuuOQVE3vww/S79FTIi6SccCcBD+uTFoUm384X3OWnWCttNFoEUuqQPvUqDYzgp+4sKuRY4cna\n74/dum2Rr/k1d8YnhIrhwq3xR4TWshs6GzcztAo+UD7UY/nuscjBZDQYa+X1plCPE+bdlp5E9uYN\ngU1dINWNJSQ2n/PHpwaFH/zgB3zlK1/hnXfeIU1TvvWtb/Hd7373557353/+53zzm9/k/Pz8099N\nSSeqT+M0iWjBZOHfij2PdlYOu5pwq+KhuiLp4OcS2QQrgrCWZgeakbiZYtJ3LFj7wyp2hPIQe0y5\nqGInp6F+vTj2s1hORphOYHpaLaiBvUV0hbSCsDF0JuHgoImigSO9/aTvfPZ6xi0HpyeU0dAtpKWg\nB0J7zpq1xUagokqGG3Ngw4JrLlDXLB1MlmmOqlyKvtKBOBZkCe6w71z7Sb8mpiepZdpWUbiBpFrI\nQGwE2ioEr5y8CygnOteGUnc0zeRycI6iclgjqYaGPLStcGJwTN3+2MNxVJC578W3DfTfWu4bt680\nM3WVYtp3RHYgGwQ+mtKQDB2qzGrcMBnw2je2jxyqKCWnZsPCVwtzth7ZRWVQP4aajHYUO3SOkOHE\nK1nmF1Env+cK59Ps5tr6fSgBcCDC8SuJK+sCtiisCu9B5MYrCkZ96S9p9VSI6JmzIaEnpWHM0V3w\n8ktTW9iGDDX7SegYNfrvnj4SKKxCUAWtFHsGvBDeBuK4Y1S2TOxBVHFVH8gRT6N8CJWBk2vRNmI3\njv0cwM8GtgTFY60yZwQimqIPVfVUK0+9F1QSI4Ltk2nQU3qEVMqpMfEglcJe9s6+mIAhJB76Wgdo\nzxLZi7q/xvz/G5L64sUL3nrrLf/xs2fPePHixc8957vf/S6///u/D4Axn/IbU6bxjftYYWpGBmI+\nKDj2YvYDGzRUFJeuBz9CZgoN8EVkA10SSs/H1n8RkoUUcvF/jR8J4zNTiXSH4e4HP6SdbuUFcuME\n63YSLFQmmE6+545w4feufWMji+rhWCsXnvgrW896lv8z/usMsGXhL90ucc5XrtIZjOGKS5R5OzZH\np6opc4gpB6644CO+wAn3HgJbk/MwEsaNBJQDOTWFkYxy7rgNG5aoPpIEtIi8FEvQPVOOZszgr8OY\n1Ajn4k1esGHJqBP+REJH2Y+Efaw7bIYc8jHBuepjWZ+SEdlIBrSoJMErJDsrgBewXs3Iyy5AEQ3B\nlEn3kUqo10iFogZLKUQWhkElOwaSTi5h/XmXPDBCpL8x0HdCEjs60tYVl9xz4oLg0Qd8cydzCIUJ\nlwuB655xK/acji+wd0yulpSjAxyA7KeMhqkVDSup0sbC8biXPaxwZ6kQtw4dJgHgrL6nJ+YTntKR\n+IGzcI6lspxwYM+UjRtAz9hxwTUgl+DCVbhF2aKie5pQaAIkHhKpt24945aYnsWw5cn6jhUPpH37\nuk5RDVncSjCA150RY6iXSWAP69d9SBC6+wlB4kJnEzeEQbAGhO7Ra7RgHuTj67dX4X7RoXYrCMI+\nNTKQ/lhee53OqRMRE/RJh5N5L59moV3tfFk+70Eh+bT//NQL3j3+8A//kD/90z/FGIO19lPbR//+\nOwjMMIF3C3hXh4SGYLKtF//MyeUqmqQgwFMTpH3wEgkgdwRCnLpzKXlGw95RXrOOM3qbgDHcX8qO\nnbOjoiDZwGa1EMRJ6hRMTSqSBjM51CD93PvFlDtOMVgeWLHigTf4RLDcqQznjowxGwk64sMgloXW\nyOXxanzONeLetWXOO8P7PEQndCSYmXwNEXACVVQw5sgrnnDGjZtBWEQNMyIZOkZRBax5Tc2UEYnp\nUA/fHjEAenv/nHje+8zxlFvE0avyga83hq1DqwgJSoayY46YxPq2yZY5qelcvz1iMawxFmkPpsgl\nrTLop0hg+ACIJTvvo4gHTiD6mazjAUF9uJnBcncI61kjh/PxzEhfV3vQOke6gKvlGfu0wLresQau\nGG3NGCpXBaiMt00sFSMah9g64Z4FG8R7WhFLCXElnhUrHjjjjmLTsZyIhPotZ95N7Y5TPpq/wTWX\nWCI3z5IWnwgoSmU25iiBaSTnos/FUrWk4MrBhgtK1qxIaUnqgbuJKLxuWPiqtmRMWlu6PGHHjDNu\nEY6KtMq0DZhT84I3GXNkWwRTHuNg160LNCseeI9f4Sv8BPUPYYC4H4gGy8geSbsunNEb4ExIl3zB\n/VHmuTu/qe0l8F+6s/w+Qfr8AgmKJ26tDXRRRGJcMH0b4n8hIIF0pgi+4ji5FgIoc6Rz4CqNE+6E\n5JciEOdrGH2l5BBNpFJsHr3eHvJP2hCA1Cb23xiB9P3vf5/vf//7/7Zv8imPTw0Kb775Jh9//LH/\n+OOPP+bZs2evPecf/uEf+Na3vgXA7e0tf/d3f0eapvzO7/zOz73ev/8W8H1k0f8b4H8hlGMqhjYi\nQA0tssEavICaR66skf5li6AIQBZsQYCTaWmpw9oCOpN6pcf9bOTbB7ecEm/xmG6bymXemEzkAEYS\nFIQsZtiPRuyYIfIIks1dckVNRpXmbpg3EktKcCPiiMiKDn9PzEMhveQTHtgxZdFveRm9Ke8zkWwU\nIz97Y3Jm7LjiknOuqWzBYMTiM2YgHTpGUenbEKKV04rUxdDSRcJgrcjZMSPb9kRzaXsldIKeQchx\napHZGclUpRedk9H6nrnJLEfGzNjxwIo4lov2wISpdXtmghzKK0Imr8JiTj5gbI/szUQqKW39lEjf\n2AmQLTYHhonDoD+2c1Xk2p4gwKamKy6RWM9mHNOcyAa4rlYImg2rfpH3V04jVDk0YmDJA3O23HHq\nhr3ySBppw+hANt90zN/Yum9pJsgvpBq6nq645QxVXjWt+CtU5DRGhuAFlSBg1Cgmx7dqHkuMaIUR\n17JfF2xE5JCK3lUbUQN9LtIkb/DSzy+kzuvI3JD9wJiOlH0uw2U1XlLklLYr7zjl6/ww/P4Gg7HQ\nxTFZ3xINNqDMlJTq1HC5cGdVHxlkXSd74YzQp9c2o7aVR3hPlMFGkA8ij3JhoHEQ5gH6zDGvLR6W\nfPJqK/sjfnR3WFiwZc+UqigY9RXcQWErdrpe2uIGURV41Yb2UUNAQP4bPt59913effdd//Gf/Mmf\n/Nu/6aPHp7aPfuM3foMf//jHfPDBBzRNw9/8zd/83GX/s5/9jPfff5/333+fb37zm/zlX/7lfzEg\nAHJobwnEkFtkwzzWQ1E/BO1NbpALZfHocwoxU3RBjyz8c4Jjk0oedHj9FHsnw8MHs6RkxOnPNh5S\neM+pZD/0fMjbRIMc7JpMdHl2+Askp+b0aseCDZaIp7ykdL2MlJa1CXaPTGT4qJevCpB1JFxwzZSD\nb8mYTlpEDRnRIMxnLbG1n63952xoOTBhy0LULRt5TflZTlj79+wZl41DWCV+ppBu5BKM6SkGQbeo\nJ6/i8hngEjEb2jHjY575i87OjG+R9MSQClTxH/gNDuOCfmLC7EgFDydIVeeqNtbQ9ZKXTFxfn1cE\nhdtfQ7JPxb0rHFDXfeNer0MCj5KndG8YOBtuRHPICKKooiAaLGuW7nsXJrh4V08wRtZL5wIVOQem\nqF5WSeGrAzPgg0vkLiWLDOe/an+EigW+wwe82b1E9ZZietJehOu2LLwu0UDEgamvlqLO+j31BT7y\nv3s1yzG9MHQjepY8OI7JIDOgWBRaP+YtEloax7dpHRhC1G5bvsJPAZh1Ow6M2TNDzXR6YrbM6RC5\nFLXkBOhsQpVnvFqeUsYjyjwXgxv1zFBxuhvE/Eq1qjRxa4H3wGp72PlfYJBLOEcktB3BNdn1UlXE\nEH/sUnUHVFmfzIJonp559X3fE0x7LqXKj+n5j5Ovy13TQx/J5wai0F3QxPKxA5wlSPN8jh+fGhSS\nJOEv/uIv+M3f/E1+9Vd/ld/7vd/jG9/4Bt/5znf4zne+8//+3RRLrHZ3qk+ugnWKFlLZWmUnKhTM\nMT1R2vljHSVtU6iEckvIHGK8jn88SFO6IWNyXfn+6TUXHCYjD+80tbA61bFK5qbCGs6pmWwqX4pP\nVfoCmTMYaz2MkAKP7hE2rQwPeyKmTnNycJl93Fs/3GtikQ7AeVN3JD6764nJbc2OGZFDxpjBuuc0\nrgc9QjWQIjt43P0VlyS0xMcwD0lsh9pNdu5iiemJOvxswiLY9jULInqGNPItiJSWLo5Ys6SkoMoz\nOTcxofWnFpvKOHb8EdNbkmEQHP5jn40Ez1a2ijI64+eVKtUeUfeV8lrcgZ8f9rJG3cFf8nEp0FGR\nRR8zGkQttaLAxPjKQdFHj83e1WBnxBGB5kvLzGDF7Qthjy95AOQCP+OWwtb+9ypQ48G/VjzIOok7\nn0tTK5F/qBBfbxXvqygYITwY0+JnI4Vrxiv0tE1CE6BH/D0yhHEujG25IJ/wCoMl7+Vn3TJn1FW+\nTTRgODBl4lqIfq5mIogMzSihjjOOych7WKimH07OBDXC0WFy6tbpFa8TVFXxQM/zHb6XoQHSzwkV\ntJAKsdP3PDTB1FbUY9XUpRpQNZRZDglYp5Wl8zd/D+meU1tRh17ykhuf48f/I0/ht3/7t3nvvff4\nyU9+wh//8R8D8O1vf5tvf/vbP/fcv/qrv+J3f/d3//UXU8bjkUA8+jFe44Yc2Ti68Oq8pMPJx77L\nltc19h9r9euFoa+xRqQ1eqC1jiQUgztUR8Y85xkv3xJm75u8wGyFwKWaNUxkQ82dBSeN/P+SB0Qj\np3UIHzhvbr1aKZlUH7dOy/9oxt4Sc4iNl2M2WJKh45xrVtxzPxKxOS6AVrJPLeU3LBhTsmPOJdd0\nxLSx9Kr1og4LPFCOpDd8xSU/4L+jI4VBECwveQNV89QBqjCdIa0lSOVUTNlzwTX/gf+WlI6+EXRU\nTs2SB+qo4JYz/h3/mTZOReL8wq2rso4f8MQsItkHo6EibyTQcebW9h33nJ/I8/vUyNd/we0BPeSn\nhLaRItKs+/xM9kRyJQPd02orUFAy0nu1NeqlYuikJdMhBCzVDFLzmgUbBoQoptDfCJGDUGQOwP60\nCIivaOSQOkdSGh6SFWOnp3THCc1YOA8ZDatGZCtuOJc2iMPKRxWsXe9j7WYG95xQUKEOaYr40plR\nQS2cmFQSjS/xUzbMKRk59FXrmfoiyyL8BmOlUlmzZFoJLHvKngUbrjln7lRSc2phwMcwbhsWw5rO\nDdC5RyDkmVuLpTt76kOglZzCUjvRv/LY/41b3w8JyDKdK2RIJ6ATVQKWeE+NeenYqTrT0MGyJpya\nOGSOaGpLvtr9WAAcSwFW6GzMByStNjTRiBC7YFVN/Rw/PltGc0WQOFAzbg0ODj3gF0PRRroAqpmj\n0DCFjmkfGrw8gB9qgWyctfxffZIQ1TCz0oYhw0P93uAlk64iV0mBvegiDURsmXk/WlVZHGa4wWyN\nwaJieGuWqAl4xABrPGrEYnhwujkAxgYoq3ABJKvLqcm2ouipcD1h1fa+9TRqgq1iTU6bCJFJeAtH\nCio/hN7FU4y7EAoqYV+Pcbj2A12krxz7X9uBKTY3jvUqirAFtfAXsMSVBDqQPq1UGxEXXFG0Deax\nT2+PHFT16FbDFAtp12NigUX6A6mH+FrW0pRuKKiiafptHgjY9wj4EmEA7eYLppJLPradX6eoAxmL\nxyIh0fdOE2gHrjoSaQpxy5MBbMoDKw9flQUUe0etsNK2Z8A8GviOUHT/wYhy7s5drFJZSZuKyHLH\nKer2xiOmLuADNuArSfUz0Mx9xwwVW4wYaE3iRPAqX/2pIq+AC2Q+pJpXbSxyF+fcOCXV0g+dEzcE\nr1yLNKYnNj1xOzCuakxsOQ5jWTdtE2mb16GBGJCgoeulDHd3n79WAa7d2mv10Lkz7cTxjGoiKUpx\n3cleWOD93o9v5oHDYvFy+1sWtDZlUe9hANNJ21QrfzqoXQAAIABJREFUPlTIT+8p3U/arvylSuov\n+FEhGZzKXSjRRPt3upE00dUhdEO4KLSsHBOMN3STed8E99zEvZ8jsJTPUuISJlakGhhJth8x8Ov8\nI0/Xd0wc/I4j3qLvgRX9RMhrR6e73p/jCUOqPtqScs0lQySBw2DhlTCW9TK/5UxUUIGoEzbyY3P3\nLXMZbl47TXx30G45I/WTVSjq1rU5RLmySVMvXTBxbakK8VvWIeWKB77I+9KbXsrl9wYvaY34AeiQ\nUVQ9Fwwz/FBecDqWX+E9gS1WHS94g46YOVuKXhihU/bMyjJUcOC9cFF/2z2+LZY2MKTiCseDW9/3\n3fOdWXq8EXlpfkhIBAYC+1XJSf81IfgYPHQxo6GPRfRu7DKIypGzVtwTuxnDGbdQwcKK5s+cre/1\nN2Tcc8KcnYcNy2zMOKROxnRTeQin9uOVGV0baQOtWXLCPYOJeMUTTrmjTnPnhyDGRSR4qY6c2rWM\nKjx/xCUS5PIzrVny4GRNxhx8C1S1i1SWu3KiiGoIFeYFDVUmpK6v8mO6JGLFA3smtIhuU4FIhAzE\n3sWNBopjTxT3lN1Y1lU9DNbu3K0JrcN7t+7qqa4CiapYoEJ05aM9oBDVrdsPB4gfrHQEXLUR31l5\nH/VA2MHmGw4QoJDWDLiVlvCBCVkp0vnRVljeqo7suTUKodUqpkMqmJA3fW4fn21QUAYzhAGilntj\nJBhcEiqCT/CSuKgkhpppTxCewpigsf8uQTdHfzLlKVQwvmlddiWZ+d2zBXecBvP6WLKmkhFMIKdi\nyZonXBFXeMJPQ0a8lkxbsd//wjfYsJDB3yCSBKqrD6KYWVIwswJ/HYiwkaYc1nkWjDhxgcim0m/W\nltnpcMcrnjq07cDDaEZJQecGpO/xK3LZuEpGJbJTGuZ2h2rGP+UTOmLYyWWpGZLDwXDjDN4XbGmS\nxLUqxCRGxQFf8CZ9EzGm9AeqbzNWPFAyxiY2eONqlte6tVGDFFctGGPZD1PUuIgzAoRQkUR6MGcE\nDoJqI50RLDo/IRgw3bo/U+htTBsH9VdyYbbKkPlIl0bek5hcZElunB6SMs5lTiDQEzVLspEQGOWy\nFO7KgQkZDfNu52cGr3gikGdaLriR2cIw8BYfyzzikSSFBcqTxGfVyisRu9UTFmw4MBWUUgq14y8U\nVI6RLsFMcqkMZb4ndBwZexisBo6SMVMOdK5taLCs4yVCvJMgNnGBRpn0Sx7oEQmLIYYqKzg3N7IG\nHUHwEnferwi9ehWqNARim8pcKMlMW8M6OIbAYWmheTMOMty6tzS4uARz/uIoyqb3SAXh9tGMHZGx\n2N54ctzF7YMXrESVmPWuUWKdzifv+GWl8At96IVtkYOuEsdqmac6NhoUtMX0GFqqqqoZstiKTW+B\nf0ew+tOepArlDVDcSVCojVgYHue5E5wopGx3v42GjH4hg7Ype864JTrg2zwDhmgrQ0Y1dr/iCQcm\nnim9YyZZX4prRWxoXQDRgXUfKXS089pIczYCeshTiZ8ZUMLKPrBmiRLdjrkMQ6U6yLni0r+3Rl4d\nAs/sHqWdnXInQe8RQ3sg9s/dOv3/GTt6E/msNLYybyioJCvtIpEUd62Jvku8CTy9DYdVA4AeMkWm\nOCJjHxu6XuCffv3VZtOtudWKUeVLtKUQIT1sNUO5JiBOXJbaz+Vi7uIEZZLjGNTqhtckCefcyO9j\nZPxlqughDf7y8wa/AhJ8hWgYYBD4aUJH3KvyqFQMOqsR6K/4ejzhFS0JSdcTPDCgTSLJfA1Oi0ve\nT1pcewef3NE6Tw1VLdVBtSq7lqiGUUWEGPw8VoBV57yCShRI3UxpH0mWLZ1aCXIg8zfR79pj3WHp\n0kg8QIb7ICSn0FTcebxzn9cZoVrpOjns19ZUz6tWF4+Dwkj2Rb80rxNdtbrQfWZgclUFqe5Hcjdz\ntsSmh97IXpzC6mGHigN69KPeNY91kBK8a+Dn+fHZBgUVxHuMOFCkSYpkfT8k9O20Jz3DQ8q8zd8e\nGTyp8qJF2gkDoSerl0XhXtt5LmzMnDFHTj/ccsmVE3lrsVYu85yaw0XmsNoJMR3cySWq7OGhlAGV\nQjK/yM8QmYCWJk09np9TuLKXbFmgBCLDwJwtZSyHdsWaMUfG1dGNSEY8LOasWHui1jg6MGfLnhkd\nCdP6yFf4qZdfeMZz1K9XdI/kFxUzkLWi6a+IqBsuRGqAmDUrD2V8XGUUVGR9S00hUtC9BMmcWtph\ntmPFgxfaM1hOuBet/RfD64ZKuuaqbzPGo8t24xEX1R2ta4fwnMBMdpIow6lhSJFKQJnKSob7MkHi\nRNuTOzyc8HCSszNTbCSw15aUIZGK6Wd8iZaU0oz8bKcZC4zly/yE2t1I3rHNDWeVbGgmodqasRc0\ni9ueHyVv+5bgBdfe0EYlratMNJUOTJjtKmEFI+yI0T93fi6WWdm0B4eCi+m545Qpex5mol4qQ+Te\no6kEepuzYe7Zy9ah3RQBpWZQIMPqSXv07cvEdD4BUelvZVunHtYnj7LIWDdL8qaVtTu4dXJBjS8S\nMn9N5LQyeELI9hWJpPDzNwmsdeUmOUe37JM+zKkU2da799UgYBGDpykCZqll3yxZi2Pe0AeoaiPQ\n4qNTyaVFuhATgiHYhJCEfs4fn21Q0OGxLrbCvFSZ8BTUqtfjghVNovMBCHtSzVu0LaGktyUhkGjQ\nUSlfI33ylIbxdeUgl67/30g5HtPxyfQCJTBVwlxDyV8JQulX7D/IsFXVJst45JFAJPAJTz1ySP2g\ncyqGSALLxA1v87rljhNBGuWQUfvDNK8OPisFKNqaS678MHDhSnvrLpCSwg+ek04GoKqKWUuqTMkY\ntWIU7Ry55PTiS0sZAKvjl0H8qWdC2mBE6YawMTaR0jylJd7bAENUiGH3aB0Umz4S+Y5pcxRIqrKW\nVVXVZXfdzATce05gtlu3prreCkNUGKzrMqSDwDRVsuMqF7Zx5eQjSmS9BkT8qiNmxZrKoXR0zdSJ\nT7ZyRG8iDKEi0wyyJSWurec/ZDQs7AbVGqrIiYZHTHcr/BXxNuhIXzhryThk7w+sPBBA/RLusqWw\n7kmJCMPhyu2DyLV8HjvqSWDpfHUqaKmIwmlX7ZhRWEE3aaUkHsbSdmpcYEz7njaT78d0A+lhkMv+\niB/2ohInetYfk8Bwn9eZwaPKkIX7o90DHfpmYOcQ72z4vN4pCmDQuaJFKscFoX11dHPAviPqRZvL\nOjRR5BBnKNRd5bn1hlRZ8AW/rBR+oY8KicArgkCWEpt2YFUW4fFCp0glICJFAcEyQjKNifv4ifv7\nwr3HHOltqphWDc5LBtX34SBZkgwTY8xRPYjhR+Zr1Ijz2g3n4LJCbStEWJ7zjDVLj+zQS0DsDcX3\nmQO8NE8Zc2TBhtKMmLkgoAqWotRaEDWWH/M17jmR9g2xBLlCWL1h0NiRdIMnwrXu+xGZ58JVEykH\nqT8wg+jFt25YOqKEHNYsPVIJdDZb8hFfwGCJ9rgMd6CNBWFzx4mwagdBU6kuT1+IQmpH8rpM9oIg\nXqYOe8o5uYCibrC9831oCPBFvRBOoMuMWDZqoE/d8yZIdnhJMG0q3Q/iIIuj+5qL9gYln91xyj+N\nv05qG065E3arKdgzJcKSlR2Nw+OrEY+s7Z4T7lEpiBElTSlJwwjRfaKXt64o+Mr9h27GUnBgzMJu\nmDpU04Yls1JQbjEDjcP1r1kSM0gVPIO+MFgbUZNxzQV7pr5dJJIjZ679J8dYyI0dJWMyxOOhoPZB\nYUB+zwk9U/a8zYeoZlLSCRdjz4R5t3WIudij29YsSemcsu4bjJqK4zSjqBpO+zvirQ3y1apPpe2i\nE7c+K8Ic8UAgmU7cczS5mxHaRTqUjsFmhuGp0UMcvFJUZ6tw76FS2x3Yk0fv9SBzwrx1DOwPoW+l\nZZS6mQsqy63v4QARqE/HEz7rW/Mzf3y2P94DYbKvEsgqYBfBbjqSzykB7YIQubWdoK2BwT1PiWwd\noXepQ6cj4ZLYyfOGTC53g2Qb0iKKBW7XKms544Q7HlhxdHjt7cXIQRqFicpE0DtzNoAglSyGe1bc\ncO4sCxuGmZi8qxqmZod7ZozKlj0TBtenNgOccSO564MMtDW7To89O6YucwUb2deGxOK8Ju2iqXvv\nHhmuGovvg8ugcO35E+q+ptnw0q799yizROuyYFHoFOvPlMj2DnUjUhCJlQnfndOJ8nMh5RRo9rYj\nXBoW4qNliNw21LmDQosn8vxmyBlURlm9ExRdpDpI1wRLVvXayCHZWPK+oTEZKmV9grjqrVhLBj20\nvn0QGetnRTrgFSmUAy+d5LQOYZtJ7C/VPVNsHBjOxSCzCFnbltGx8dDVjhjT4VFM98mJex15LQpg\nCaYVivSAwoxLd7UL8e3ycOv3p5IqDdbDU3XmpHyE1s1KHlh6IELv9n5jUvcaDcbA4FBVAsM2qArr\n1Mm093FEFA3SzhlagSCfE5BgcVhjPzOowjnuYxN0zaJHZzVzzzsSlFE1URyDUWCKJhiqjrAiVBwD\ntG9GAbWYIAlhDnnbMkSGzXQKa9dlXBh6KwN6FBZbEXhTuO9RFX8/54/PNiio65q2gtQU5U0gh81o\n4i8CWqRCUIG0I2GIqPTzK0LPb+8+3iJ45hoPT0P1WEqwIx28WdFRcWWylo4DERUjvszPuOWMIxMu\nuGb9RLK0glJaCDNxLLvkChB0kRCTzrji0hmodPRn8Gv8J9TLOEf0Zh5YMdp33n5z7HrzX+NHLFmT\n38j8Qi9WUwvGWpEuQyIl74AMfLWvnNIIg5ZSWie0GCv4fDXPWXEPKX7GoNlmQcnpcMecLRU5ZNJK\nUSisuM5JDzu1gpXX4XvWycfXXGAXBOesiOCMNyC9ZiWvVRAdDEMigRl1u7JuHefANbRdwaAeDDlh\nED1yz2sRrSS9QLTXnEK0g2iwVCanI+UJr/hy/z57M/N9/vEg0hM7ZpBKO6gn8tLkkUOH/YSvOBKi\nYKbbReJaKuJFIbNyCSLGgMJ7R5Tke+vhvQD9ELCNN+Yc9VluSeXnXkLsuB4DEWfcsmArlYS7sL+8\n/YADE7/XUloEvSl9VmEjizvenC01uWe1a3DpEMOgOs7dbGRHF8nP5Fug4HWVzrgVGG2WkA4NXWKI\nBoF38iaBsfxYVe2lW9M1fpDc5yZYburdoA5tW/dH+UoOSGJGVpjNsVt7lcfvCBpKDp7eflGCgrly\nz30q+ylrW/rEcDdfCNzZWKpVTGsz8VjRYHYgtDlVFUFnJr8kr/2C3y0mqCI6ZA3/CRhgdbeXjaFm\nOh8QpHFjZBil2YAOMM8Iw0dFC6hGkmLYNYPZC/ElsoIMoYAlD0w4ykVwKpfoOTcUbcWcrWjcMHDy\nXJA9c5eFg/j34nq1e6bsmfKM59K0GY7CaXgJk+7oGMmScYmdYUvTJGxY+ou1ncaM+lraADeixOn7\n8Rmcc8MJ9zyw8rLT4jqccMatywrnZLTsmTFlj8VQFZkrruSiy2ngQZAlZ9wwO5TccSqVRddzyq0E\nPjfslCw24pYzphyEgGUbx/Hopcrqpe/9BT4Kg77HKrfaxtMqwF38cdpjzOCrL64IM4Gj/Cn6ktvs\nJMgMKIKpJVQKe0KVoazTW6CBwcTM2j3PeSZYs7IloqdHWMCjoUQ8mFM4yPxGvbpn7HiPr9GQ8ev8\nI8/42AlOTJlWElTVfKZPxEP7cWtSWMILmqnyGVKZnySSghoG3qiv2LBgyl6Skws8Ua+MCxI6Jhw8\nEkoruchKYvIhb9MjLoEyFI79ur3Plxgh/toqxhcx0JKxZuXWc0YVCe5XpcEXjqNxwzkDkWtzCvFt\nxk6Gzg2UyUgMawZEq0jPnJ515YzofNqZRiV7K2unA2idEanNqlZ9T90eSpHg8hgJFCMtna37fa2Q\n390JZK+G0J7WALKHfTahiTLO1mvsr8tr7qsFkRXJStRX+srdU7cE/gSPfo7P8eOzDQqGUPbdEIZC\nHwA9jKs62GkagmSFYoUVtaAtpcclnmKadX6gaouaPZbyb3OA2LoaMIeZI/Lk1NhCGKpzNuRdy5ij\nx3xP72X4pgcTRyxSUTkVIz7nhrE9UlghHUV3kFsZBg5EJLZD3byGSucZDt43ihj3pWjT7CTLxLEp\nu3HEkrVYX5ITddC4qqEn9kxjkejuXsvyyiz3PWWFPopKcMaSNaNSxPU6EqLBeslnWmkxqWpq5dBN\nHQmplaG3ZJQyjL3jhHNuBb+eGFmPhkAyVGSYDhp30OQpUecCoLaDeuSCd1IFxbGmNkVgrysEuSZk\nbmrOAmHYvHGvNRjGbeWFCdN9kM4Wprd8DPJ1RV/7n3NE6R3p3uYDlqz9vCHrWx8UYnpsJLIlBgvH\nUDU0ZNSjoC2VU9GkwkCP6Tk5PHg+QU9Mc57KhRTBIZp41Fdwi5P9ZGPDib0XIT8sZrAeKSQtsIQ1\nS0ZuLjC4CakGCZWtaEmo4twBMFribnCoMuPJnTr70oF1S0bUWPpIVFKxyHznjNdhpYoG0jaiq/Ki\now0kU3Vg0zajVgCKTlStrFteBxnkhERQOwmOx5TcuKCg8HWntVbHKdZGzA8H+V5vYDikfjbHmKDE\nu3N/tNLVu+hz/vjs0UeKVXcZgy/XeqhWYbDq8cxjJGg4VJJ9ixBceiSiPyCZospbJO7/Z+7r38dv\nEPMAcWulXZGFnnlGTbzF46/TRgKH9JWN+01Z17sX5IJeCIDP4FJaRoMI6HnZCINTVDWMhqNH9GSb\njnd4H4O0FobYMG2P/O+8C0bmAJr17le5R4+ccEfi2MJ6ySsDV3R6Iqf/Ly2J0hQOtWRYs5TMPsL9\n3C19E3tI5pAI+zWlxcYyeBbj+IZzbmhJnTKn+E1c8UQCXGK54gkdCbaFZpEEm0wlGj1Gkrn20cfT\nJ4ImwYYgkiEZoDNUST62nO/vJRvUTHJLkB1QiPMNoap8RJjKDj2mj1xATYmugkFSyZja5G7eIMbt\nZZZhrfFkwG/wQydCV7BlwdwxnqtJ5LabtG7iYUBF5GjU1OjIKfccI4f6QvbCTX7q4c/xncBlC0eW\nvFku5feV4WVRVIZEjHE2EmimEXnf8DV+REHJvp9TUaC2nh0JT3jlKlrR/cmpecpL0S9C9ugJDxzi\nEc95RkVBftAqRlBtY1fapbTcceoq3Y5+iMiHmlW1DeTS/56AHFK14wJpLZ0g80O9ZPWcXiKXus4Q\n1WcbgiieossUvbhHAoIKJaqN5sHtkTWB86JJSAmjviJrO5FA+Qd539PtmjyqBKqtQ3FNPOB1f3hF\nxX2OH5/tj3ck9Iw109eeswFT2cBGPhJILtqC2IPRLEGzTmUYaoWgi6ZewCqip9XCDgYrmR5N0K4x\nWMwelzEaYreRVPdmGAcIYU8MpRx60cQvfAuoI2Fm9wzGVQAFxMOA2maqmcqOGXE1sGSNsc4qs7Wk\ng0AF/YZ0/rVi/CIomYLa6ffErwUmVbasKHyfGRDpDZc9Rm74WM8yp9AawSBwRoPlEE9QbwEzwPhQ\n+xHokrWvQEwEKr5XUPnWyZExg40wCjNW8yTN4h9bJ1q5nKODpaAOg0OVQhmABUQ7y7ipXucnbAhV\ngg4rd26NtfWEvG8VZxwdJ6QnQegfK/k3YlSUuCycCLbJjJaUqWsFnXGDEsi8jzIRppaLsyNB5c4t\nkYjY9SHhSGnZmIWrHAYGYpKq9zMHcy9w3tihgkgHkeE2otjqAzYR6dD66q2PDbXJnShjTmVECdVg\nieyAeoXoYFyHzxowFJI64kgbCRx2x5zkwXoIqq+M3eOf+K8cZFlg2WnfMuqaQCRbESp7BYCofpBr\nw9iFW7cFwUtZYZ56H+j5vnp0pnVOoZa9ijrSvaacB5XK0btCvwcDkellHpYbaUflUNQVsek9hNxX\nNsp7UaDL57xtpI/PNijoIGlDIDQZvD5J8Zj0pFA0JakkSCawIQQAHTTO3b91aGXDa76mquns/Foj\njlRs8ISfngT2KmEgB15bMzU5wwoydzhbMjhKz/aBJVvmHBmR0Ar8kDVdLJBN5pA2HRWioGnjiIXd\ncMu5lNGu85zYjnzXYU3E/8T/5l9f2yV5JT4Jz3lGTyTDNIeZF3lsGZQORN4PYOJmCu/zRUB+thPH\nOt6ejx8RnwZ/edxFIszWkkIt0iDKwJ6xRyG7USKv90XeZ8qONkr5Bj90BvSxZGNrxEFtShAmc8Fd\ny/23jp9AI/hxHgjVhPIaTgkolgmv952bRx9r6+GK1y+LGO7mc+6KhZDwiOAA7/NFh66paBwh0RJB\nAvfmhMoU5I4spu2l3gXWiWMMFzdyOR+YyJxnEK/m54gRVUwgvd1z4tFea5Y8ublz7PYc1nidooKS\nVbcWBc8OjJW5g+dLtKJBlFMTtXAXSUp9z4ohMU6dt6GxmU8CtOWjCDkDvuI0iC+zxfAWz8Vl8FY8\nJWqc3LtrH/bE/B/8jz4oxN1A0g5hTqRKqLe8jizqEU8FRzAdTo2szSUSGDZuf9wTfDfu3fl9SUgg\n5+5v1xa0yltSGX5tTSq6TZNLvUPGMEQRaVLTapvoDOeDYXjG89C+zt3XXhIk/jUZ/SVP4Rf4UFe0\nnDAo1u8iBdPbEOUTAgRMSS8QYGo6T1BBPNVDeuyloNT6HHgHny2YaPBmJhM3LLzlTOYaTpoaC8kg\nh2XHDHPrhNXcoI4pjiUsiphzdizZkNGQRTXWCMSTAZKtZvNi3Rkb0cenESOfwoiiqo0sr6JLNszh\nXjJxOmALaTmwcraQFQX1VOCVO2asWdKQewRNyYjpsKdkzIEJJ9z7i13+v2BU1SzbrUBSc0HXdCTM\nhh09CYXTbYpq6+5yIRd4M5JOLjJtbYx3DTk1I2mmY/Y2mCTpGus8acC3F9KqhRqm3SEkCSqNjqxd\ndZ4HUpMqbioZMUayufzRvtKEwn2+TAoy07B0EFRulGjXkNJwG50x7wXjzweBpTxuKvJBYKnqJVBQ\nUjQ1CzbOZAcKSt7gJfYoshRv8TFs8LOWjoSzXibHOrxOj0IJLKhEq4ctoulfkPTCtjVO80p1q1pS\nsirIZ6T1wNGMiZC2VWR6Fmw54V5MeNwvsSbnOc+YsWPKnj0TqXSQudSWuQgZspP26F4SEt0T+hoH\nxvwG/4GBiFHZMJiI5GgZtB3YA//k1k2h4JrYqXpxCWZnOY7cjGiMwIkVCqoJHIQW0iM56+unJ/Ka\nKrvd8jppTSGjCwJ35VHy2Zic2ubEmlQ6UMQDKwpb+crctzEVvOA83r2M/+f48dkGBS0tdaOoYYVG\ncv1udLB07f5fhbMyQg9ZN4pyF3JCqaftCSXKqEa/01WKTYc6SE1K4Q/ccA68HhTyvsEiBzl+hesX\nR3J5OAVRbcGccC9DWyriSDyRx7aEFpINng9wz8pVzhuo8US3yAz0qeGVuZRM81b6+VjgHpLScsmV\ns/zMqacxS9bsmHHPCbWV7FFnBpP+4H2i3+Jj1Er0gRU1BdNtybx1XIoRqHHLanigc4NrIjCumikp\n3EDcOcrVsLJK5kqZbmWgs7AbCe6KANMM0rg1UmE0hZfWBkoYd24g9JhFijy3vMywapSkHAX9t84f\nCoK5y879n3tOGyeM7ZFTbuV7v4JzrimQ1thNfMa0d8qf74kIXUHFuJKgoFh+EcgryauWpY92hil7\nvsj7sJdg8zXeg4fg6T0Q8Wb3ApAkYMU9NEKmK6ggkkopp6akIGqBM1HwPO9vPcelISOrBAhck5PU\nYp6kbnqZg5SeceeGz5LWVhR8zFtCoLQb9sxQTkTtgsKCDRMrFZATkhVRRFeNNmQcmfA/879isIyO\nNX0cER8MQwJDFsll+R8JrRcNCtr2cySy6B7KcR5gxTcERvPjP+q7XYe/r5+dyjlvkMF2RUgQSwJK\naEmQutHh8FTUceuhIC1tUEiIJCjEQx900zRoaLtb5xa/DAq/4McPkQOsGkWF+/xzJKOsEVG7Frpn\ncegPK4Llmfu4ePS12r98RSC1KP9hR1jEnyHwtkwy8DFHGEO0kct+wt4Pd5/xXHRS7Nohe3bik+yy\n7QLxdlUmcyFbzZXmQvKp7IhV9eARFuqUNqbEM6qPUsa/4okEm8jyxesP+TI/hRvJHvVQmfswMxhR\nUjzITlcRvCl75mxRZykRWRN9otP6nnNuUEZ0SgslFHVNNjTUWcKWmQSsyFBQkncisWExLNmQur70\nc96SCmYPs+bgZROaLMH2ESfrA0k8BCe8I9LSSZFDWLs9UII9A2sNvA+2NUEhdU/I+taQZQ3HIg96\n/WPEcGdGYLXrMNIgl4GDNTencNrfM66F4HfNBWylFbhgQ8lIeBlJIe2jK5gMByb9keQWbGyoHaJH\nPKxrkrWrnO5lbpBTk3c1ppT9k9LCAWZW1mZESdIKL0CG1zFDYdyYP4VrSTBEiXSLuXW/sxJGtbDe\n1Yc5ddBQgYriL+0FG04GaQdNOHDCPTkixX1gwjOei87SpmLMgRPuPMz1hHvSpmdRbUUraQdn3DJh\nj3Cb50w4uFH3ID9jOWATg4ktcQ9XY7Gz5ZrQ41f1AdULUrRRDJO0xNlxBJvOijCDunj0b73ce3hz\nfS176YXbS8qQV6tXDQxbsL+CcJ3UAfC549qUW7n5zuQeqc9jAVFEaZDYUHY1bu9+QuBD/TIo/AIf\n1wRymkUugJjQHwZ/oVvdSNpT7giVQE5gMKoUxj2hHFWcvGalOpB26o3GiHEIsZToWgEIyEgOLj3M\n+630jqlhjO8pp7Ri7ekOSYFIFjSIHHPcWRqbMe3CwFh60ok3K7EYB7hp/CzAJnCxvuOSa9gIY9pL\nQhzlAhBv3YaolQGpQGbFSWzs+BYjKqwVuOuUHePh+Jq2fkyP7Y3XBOoSyRg7UrZmTswgCCrXy1dL\nzp5EqiZ6IZ4NKtUxMMQRcT+QtD2xGUKPX7kEWtV1bu3cgbeRgWuI20GyuyVBLdOxYTPT0hsjB1vX\nU605dU+ABFC9IBwnopvGjGxJ2gu57shYZNQo32x6AAAgAElEQVStyHusHbHLOucx1pAPDcVQCSrK\nq4cm0kdnINrJ5WJbCQolI8xgaYfUwzdpJBEA1ZWKSOi9PlE3kfWpyeFBWMsWw7iviPbhTGS1zDNG\niGVon0QeLjsYQQ/FVhKVRSly3WLGWvpBdoeowO6ZUpRqlnRw2lW9yEn3lml1lKBQiXdIQeVmVMri\n7h1goSXuLDa1ELmB+JAFxroqFMNrrUIPG8+hyJoARdXZoEKODSEZVFipa+ustht57QeCQqojKvpk\nAvc6U0LruZM74siYSedKISfh3c4dWsskQadJW5L6c6wJJNjP+cD5sw0KiipQtuuXCBDCMbKA/xfw\nBiQ/HbBzA18l+DDsCcYqX3LffYRkFTp0PEOy03v3vCv39Sq+1cExGgtj15n6pLQ85y1ABoWABIVK\nD5Z8nUoJAB7SuWTtsd5b5iIpcJBhtY0MFGAT0egXc5Mjd5xKhrdQhIrIVTSFcAMihCGa2jYMzDLY\nOQMegGqVeH39mJ51tEJNcJasOeaFx5i3WYJabMqw1dDlBptaDmaCNdLeOuWWn5ovUzJiHB0FwjtI\nwMmp2TLjgmvfFrnPVh7fn9ExtkduF0uskpTUG8NJFHhY31zWxzzgzVbGVRPgyprpG2ADydEy3jUB\nTaaoNYUfviSADFaExODg5KHjjC4V28oJB4jhzN5Sk/OSN1myZlKXMsDvYTCRsHQtRJ1hxZqWhCkH\nwbJXQhy0K6n43uPrHJIJm9EML8EcQRPlRG4QvS/GjChFUoKM5kwu9wMTufwd98AcI4xmtgMkde8v\n9oyG+7nAWJ/xHGIZII86af2NHAveYmijlJKCB1a+ulyzxBrj97RIgov5T29i0lpalAwwsqVDXt1y\nw7lTVHVSIFhIICpE7KnNDZcv78J51Iv81K3jFKkOH4sXPm4xzZCgsCKAETYEXTQDdnB740hwa1OC\npIJMHLJZZxLmpwTgCvI6O+bSilQe0xFaIxwi66DEbAh3jiKddKalyefn+PHZBoVTQmTPkBaAU820\nijhxTE7zYEMGsUUWRBdJIWwquIb7nJJYdK4wIBeHDredA1hjnL2hZiQ4KOogomRHRm7QLBo4e6ZQ\nIocBK7XChUAwM9s4hcsMESMbkVQ9k+7AOlkIImUq/VuFLwqhqIQVvh2lxDE7kvdl7BISza4yAMuG\nucApE9mZmes3CzAioqBi1u15GT9FcCsRTSSSBSkCd90yx7Swzha0Rsg8oq8j38eBSfj9FuA9iTFO\nvnsKEV4krydin42Ioh6SHqO/d5CDriQmlc/Wy7yBPpc1PMTjYEE5duu5kK8xR0vSDYHprN+bIpRU\nA0tlubV6TCG5tuTHnrhT+9EjrAKhcM2CebvHGAnOjKE0I6wxtIuIwRhUuFB9FXD8DVymntDxKrrE\nzIUApeZIttf2UkVSSjBv3I1lYuFJxJJtkNBzZETcWe6WS7kAgaiVGc6WuQSVVGZDM3bY2DmzGTFb\nSqoBFWwUIyepPnTvxfTYWBnqQqYTzacxgzHUmcxeGENsBX4tlWfpKqAufG0eQWyk2t7B6FiFSm1L\naOnVBHi4EtsgVBV6+av2kQJJVLdIK8by0VkvCUY4iJ4ZR2T/qCGTfh/ahnRqzCktfRQFX5cGiC3F\noZVz90h2ncdezwmyJp/z1hF81kHhKUEB85HmERMCnd3gS0OTWvhHhHzm5gF+8OPgpVwipZ0Snz5y\n76Ubskeiu9PmJ8OhSGrZWEv5WDOkKy5l0OwydFEWPYUdHvVRk1N9SeSVzWAZcaQhZ+lIRaaFk/ae\nT7JLKOFwIkNalR3eM+WEe+yJZOgiMpeQlRa7gqwTH4bOpOEAZIJsecVTXvCMqBE2tuLPx07cbMeM\ncXPkp3wFFcFrhowjY3IqLrniikviw8DL/JKemH4QnL1BeBMHp4XDDuzceBTNiNIzfMnkgInsdMr1\n5IQuiZn1O/mdX7v1fOLW7IowxHuBhw12maztJ+NzOXT78PNy4fbD0f2t66wGTSBZpkoffIEgnZIC\nKxj/tGF+V5LVIgM+opTvCTHfKRkxq440eiGewS6a0ccx5ZOENon9zx7RU1PAGGe8JEH+bT7kQ95h\nutz5oTQnEHeCFDrljvmdSGNLIOjJ6t7NM3Ywkupwx5yYng+fPpWzgQz6e2JuOBd9LNfmSmkhleB0\nH5+gTmiNY48cGaOezSoNvmCNTa3n1ai17D0nDMawmxdEdoAVWGMo3eT+DV661qT0ZhoymiKRFmUC\n6UsbYOATZEaow2AlnKXAWwhcVW1314RZYEWQsdAq8QV+LmH2clZRKfYlvprqEyP75pSAQJwSEFGD\ne34CK+7pTRJg7QPEccPs/kjROUtYnU+oqZPeJ0qG/WWl8At8aJ9OySSvkEU/R375SoPXNkFNMOtw\nmUT1NKE7j2QTqWGH9ppde4gnhL60iuMp/hgZniYOQXQzX3p5CoxI6CoTuS6EvDNl5xQVLRktWd+Q\nXTslUSOBQy9nbS9FSGuGDB7SJTN2tGQU1FxwLSSjBpfZOTXKyHA7XxL3cjBrci8fTQPTXuSbn/IJ\n2V3vM8iUlpGVaiWnpk8jzrlxBKWSlNa1jWIWiK6/qaF1FVNmW99SUMXNAxORHrbGsbhlfpDRSAvG\noZIeWDEQMe4FihrZIWgcCeYxtPf2hFmQMy1JSwvnkGW1HMQYCShqxOMquTaXfr9nl7q2MKq1f/Fo\nL6zdfpmB2Ypu6UMhxkoTRN5AugwNT3jFy+yS3sQMJoIIJn0prnipYWvmft6yYQlAtZQKybp5g2FA\nvRLAUFJAD3nfeW6CaazjQ+wxDE56xHFRLuSitRiOo5zLF3dBJRTZB5JU5MSmdwiz3IECKq8Ae1wU\nHBlTUHFkjFpwzpHZWEZLNRIHNzViUq2joq95Eb9BaQqBbrrhek/EnqlTS41Qj5FdNiayA9aAUclz\nJasppFh774pCg5CB3xLQh4ooOyFAS1XYUFuFqpqr4BOdR9Yiaod1515nkfrc1t0t18BTeOP2hmgY\nWE/nHs2Y3/YktaWO8pC0ajDJkWH1AUk41Vv6c/z4bIOCYst1GPQSOfgnCOJCxatUHqFENkOCHPQS\nmrOEbuWGjnNkc2lmoReFu0TpHv2/bkAjBzGihwncTRc0ZAITdCxdgzy3zgWvv+IBNoSLcWjIPxnk\nIEfGwQKF3JRTYQz0kUhwU8Aumnp/hIKKJ3wi7aoSz5DOqelSw/1EWk4+KCgkt5agcM4Nb/Mh+b0E\npa3T88ltTclIqo408VaPI0py21A6SKVIuR2gU22egbRvUOe1EUcXFCRL7GzsB+PiQDYI4snB/ETl\nNWHaHbCDIeofsdK1/HYEIbb4jE1bCtlRAmCelnJwI6SqyJAg4S6MLjGB/LgjWLnivubErXXl3kcF\nESvRYdoUcrEVMkXFGjGheZOXfJJfeIgmEUx7gRkPEeyZCBzViq2mYeCwKKR372Yxyg6OXLuoJYMO\nskGGswac013imctVKoG2JocLfODdFhPe/OA6oFyM7BF1/YsYuOeEykGqVQepJ2G/EHa9Sqmr+KJ4\nKgvyrMpz1J1NfcRTWkZtxZW55GjG2DFURtZcEw9NdloXvPbpWIxqMEG+Rls/arOpa6Mqx9rbfwwu\nUQZzQqgMH0tgqEqBcpe08pg9+tiY4Oqn0PacYNikyslP4PL2nnjo2Y2m8twY8tsBehcUVJVVQSza\n9toDH/DLoPALf+hh3hNsNjcEETRdRM08VMbAEbiIYfSyJb0ZgmAVBAG0rfv4R4RLwekq+Y2VwSuk\nbUKpPsvu1zBo/7yHWmYPIEgMImGoWgxtnKKRQ4QeBBV0YEqH+BDs0ikjh0E/szfk1E6+OPOcgCGR\n156x554T2iwmMR11lkn7gU5+By/l+0+stEAWbGCEa+aMUOa16tno51NajowYbbQT3NMRc8qdb6MZ\nLPFeES1yGqTfLPC8+8WUityzgT/mC9IeMYGn8cCKuLRUcUH20so6KKdEs8cTt9YVYTb0IzxC7GDG\nsi+0MrxDLnlXCWS3Q2g5aBvqHaS12CItC33dxL3v+8AZVNOY88MDIosu7Z+DmfAhX2DFAyc8MBhB\nZTFywb9raE3G2KmlTs2OCQcSep5Hz1D/YxngSwYdbQViPBHCAk0h2f2AVCAqvLgYNozqmtRd9GSS\nmY8ohUSpuHx3MU7Zc841Y440ZC4oFCSV3E5qBLSLpEpoyDyEVQfUCl0tKVybcINKpBgscYXfh6YL\njGaB7q6JEX/pmpwT7mlNQnSPeD7EhDUH0T9S9Jmy0XF/L2UNu5kJgACVxxgTyI26xppMFMDHhIRP\nK/8jHPKRdBY+QVrFU/c1CliICWi1BqyFk6u1ZP6tvHa/gJGt5LzpHlOpjfcI5kFB8fxz+/hsg4KW\nc7qgNaG/qC2lx6JTiijSjDOD9KEXu8eaAH/rCfDHAbl8tATVAbUbRPfFo4bgDhLHIlVEjapB0kJv\nYiwRY0qYC7jQYthFMxckRI++YsSAQTXxsdAmQaV0YqVE10FlQidzCoQslyCuaDaS96+THBYyfESl\nA1rRUAK5iIaJ8f1pJTZJxhg5glruL520Gjx5rkMc4mRektIh1pEJnVcD7dywdBjDdjz1rxvT+X40\nMb4SWbMk3g90UUyylbWxblBKTJiLOO0pf+hvYOgNQ2JoTRZIbpoEqGSyQdZcIYHaTogJartaaars\numLmT6RSmB2PeF/iTLL2khET50+nqBwygVhG1rIzMyxGhry2Eh0g29IYaaTZPvIkyJQW2woaKaeG\nFWwSYY+3pOIHgeyZERV53eLhq2MJ5Lm70IGg/hvDuCm9DImiiyIG4k5gyTosbuLUsaJzVt2aI8J2\nVsFE8W4uSOjJXDoDMki3KBpqCkNoH2U0LJxSsLaQ5HvpMXuR4UBVBbQ6HPMa4scnZmp404JVzwVF\nWq0IInRqqmMJnQXHe+mXUTjvTlZ+6KMwWNbKooT2qbvBU/c9tQjyyMLkeJT90UKfGZppLEmYSuxE\n4fV5FdbiM74x/z95fLY/omYOms39mABX1MphgVQJrjIgIsjjzgitIs1OtHeorEbXetFWEV/jNSeo\npoj5Kj8WpMmtHOYNc45MIJVLeup65npBWgy8I1kWwCueeBJcQieWjhT+QhgaUJN1OugG6cOqvHZP\nwk/4MqYVI5SKQmQOOrngK5PDWL43n5lshRegRintTDLbU24Zc6CMRk6wLuUFz4TxikgcD7HxF4oO\nlGnkItoyIzEi7PIhb3v0TENGl4h0spq+TznwhFfyy82ln57RsGFBvunIBE8LKdinBImSe0JgviVo\n6CfQxzFd6ljiBdIXPhA8nrOwdiwJ7PWPHu0fJTfNed2pqxXxtezYYUpp0WxYSJvQ1jzhykNqVRKC\nBLokoo1Tbjhnw4J7VsRW1iYfat6Inkt/vUr4mLc8dLPL4nCpX8BHvM2RCUfGtCvDlhkdMdYakv+b\nvTf5tS3Jyjx/tvt92tu++1p3Dw/3jC6TgEpEFGISpSopBQMGTOAfgBAS/wADpIQZcyYhASMQomYw\nClUNCCFRBaGqDHBEdB6NN6+9/Wl3b1aDZWvb9SSyyAH4wDOOdOX+7j1n73222TZb61vf961GznfM\nFSzwtaFeBItKz/Yb6GQjWJ22Pr3PS8leHb4nwoYbDjGxRP17JtyrJKqfs/EZIH6eSl+Fltw76UrP\n7f1S5qhF/J8yJJORGtKW1sOcagGytCsRN2o03xOsIb6BbN5qI6H00x8w9r1IGhdqgXv/zGotSkWO\nlf+9Utm3UM3jEDis5PPTK48bq07JeyNtP5/LZ7WOeQ32AEzkQpDSQ5fG1Hku4jU10VOnBC00K6z9\nE++jf4OzzQjGVR2hzuCgOkpDZqBQgKpUta5g7vxeU01NEb2XOtw5xtKf14E7MESVOIJmtLCDqBHn\nzGuOBKbAt+qc6KK5EHipxbN7ZiPzQ+2oUzpuOOSKY4m6fJ2hRRrVpEM3Mj0c0mUspcfNofIskZgB\n6yIS24+YtBXMYbTnSDuxNagpMD1+E2oxQN63ozBK6wMRvu9uWY4LOHgjPV8odhiGXCCjGVtqpO2o\nwWEaPOSUjOIl7Q/cFZJFib3ymqgTBFrv9QgTQuCdzwhU1RnY+wI/9KUIuygIPTB0TDXSVG+jgbAA\n7Qn4r/oeabTqMxVTi86hL8wYNbOD1HZo283YycbwnIdyuUOBcQ7tgKBiMYMjMpZJL6Z00V7u/7ix\npG7Uquj4qVNtZIUj35FRmZJtUY50XmAcG4f/btoxsIW4smNQ0ZOMPR20rqOUZmNkQ3CIRcuE/Sh6\nm3gTP90YK8ox8gcY4mikoJJLpqB+R7N+NzKaZI4UTOsaEmiKJIgStZZ0ToCBSwILSE3ypmCUWjwh\nEETURfmuf5kWnz0FOX7pa1aaic4h2Q6BeurZaTYxJJdDCA49g62bxrRpGrqqZeLvtY78AVU3pdYY\nWmxWWxWtg3yCXx/v18uQnT9HFgdVHPpNYXNaBmgpQXZy1S8opqhRh/ooKUatxelD/7v0znH8pLT3\nDfmVFGgLahGK7WSxOOeewBQeiuEANm7mO5LF8FxYS1eccMIlJPjGNLKYXnDKB7xGSofNRAW6ZSZW\nFn3NhrmcE9mEHvCC4YyRPWQxtFFKOkjzGhFeJXJ/luBmkDaig2jJSDZqxy2b00G7IqFjQHyY3J1w\n5nYhTViUWVRRikDJb47tJKIn5U1+yI6JXww70rVj4pvNa9tOZVg1E2HgWCIxgFPc2D/A0XOkVqQR\nv4oIVWS2BPsmJPVAN4tJ6IJ1iSVkCVqwVPWr6hwUc1dvfs0ulbVyxggvxXtoDgQmmbCHW9GCtJ5P\nlTrp0fxdPiPBSTclHVoOuWHBmmOuaSKBbUzkcK0oo7Ndz31ejmytNB645lDqAtf4XnxbqdDspHdy\nR8ommnO5XI5ZHw3jQt8grqk8ZxTqmdaNWWZPMELEZ6QZorQG0dlkPlA45oqMdswYhFKb8YIH7JiO\n8GZNgbFiuzFlB6VkFeKrdcyk21NTsmXKAbdSeN71kMNumge4SOeAwriK6+tLM4qJZHDj5q31wFtC\nhqRwslph6Ab4T70c/wxZpI8JZntqZncMfREz+y9toKX7/gttkVJleShETyHbDty4Q2LbhyBV/dfU\nZuPgzu8/4XWFj3dT0Ch/SmArHCEPQAbTyyboCrRfr4pU7jgajrifFo9nwFuI+lmFJvhjK+948EUx\nBNdds4A5zKo9R1xLkXYqci+FEg7dLVO/KGLFL0d9jmjwDdIZTclOuZAIa5qMrTDZw3l2KrCU23LY\n34yLuasi/1C3EkGmBUMsLBc2kkVQIg+LV2mOEWXB+FDnNNhUHuoKscSesUH7DA8mpiFjy4xes6KF\n1CYSetKVHfH1M3fOjC2thIsc1MKWWbHE+brJCx5gUtkkKwphI6UIHg3yUCur5IgQwSt3fSrjFK1g\nOIK86WVRu0W46eptpdDCHraz4iM2CaPyWQv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