3769 |
kakl |
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{ |
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"metadata": { |
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"name": "" |
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}, |
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"nbformat": 3, |
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"nbformat_minor": 0, |
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"worksheets": [ |
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{ |
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"cells": [ |
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{ |
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"cell_type": "code", |
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"collapsed": false, |
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"input": [ |
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"%pylab inline\n", |
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"import glob" |
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], |
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"language": "python", |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"output_type": "stream", |
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"stream": "stdout", |
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"text": [ |
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"Populating the interactive namespace from numpy and matplotlib\n" |
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] |
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} |
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], |
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"prompt_number": 4 |
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}, |
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{ |
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"cell_type": "code", |
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"collapsed": false, |
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"input": [ |
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"list_of_files = [ './doutnavka.txt']" |
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], |
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"language": "python", |
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"metadata": {}, |
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"outputs": [], |
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"prompt_number": 3 |
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}, |
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{ |
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"cell_type": "code", |
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"collapsed": false, |
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"input": [ |
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"datalist = [ ( pylab.loadtxt(filename,skiprows=20,comments='>'), filename ) for filename in list_of_files ]" |
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], |
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"language": "python", |
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"metadata": {}, |
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"outputs": [], |
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"prompt_number": 5 |
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}, |
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{ |
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"cell_type": "code", |
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"collapsed": false, |
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"input": [ |
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"pylab.legend()\n", |
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"pylab.title(\"Kr Bulb Spectrum\")\n", |
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"pylab.xlabel(\"[nm]\")\n", |
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"pylab.ylabel(\"Amp\")\n", |
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"\n", |
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"for data, label in datalist:\n", |
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" pylab.plot( data[:,0], data[:,1], label=label)" |
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], |
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"language": "python", |
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"metadata": {}, |
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"outputs": [ |
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{ |
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"metadata": {}, |
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"output_type": "display_data", |
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|
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|
71 |
"text": [ |
|
|
72 |
"<matplotlib.figure.Figure at 0x7f8b3225c490>" |
|
|
73 |
] |
|
|
74 |
} |
|
|
75 |
], |
|
|
76 |
"prompt_number": 127 |
|
|
77 |
}, |
|
|
78 |
{ |
|
|
79 |
"cell_type": "code", |
|
|
80 |
"collapsed": false, |
|
|
81 |
"input": [ |
|
|
82 |
"list_of_files=glob.glob('./Kr*.txt')\n", |
|
|
83 |
"datalist = [ ( pylab.loadtxt(filename,skiprows=20,comments='>'), filename ) for filename in list_of_files ]" |
|
|
84 |
], |
|
|
85 |
"language": "python", |
|
|
86 |
"metadata": {}, |
|
|
87 |
"outputs": [], |
|
|
88 |
"prompt_number": 102 |
|
|
89 |
}, |
|
|
90 |
{ |
|
|
91 |
"cell_type": "code", |
|
|
92 |
"collapsed": false, |
|
|
93 |
"input": [ |
|
|
94 |
"fig, ax = plt.subplots(figsize=(20,7))\n", |
|
|
95 |
"\n", |
|
|
96 |
"\n", |
|
|
97 |
"for data, label in datalist:\n", |
|
|
98 |
" ax.plot( data[:,0], data[:,1], label=label )\n", |
|
|
99 |
"\n", |
|
|
100 |
"#ax.legend(loc='upper right')\n", |
|
|
101 |
"ax.set_xlim(350, 900)\n", |
|
|
102 |
"ax.set_ylim(600, 4000)\n", |
|
|
103 |
"ax.grid()\n", |
|
|
104 |
"ax.set_xlabel('[nm]')\n", |
|
|
105 |
"ax.set_ylabel('Ampl.')\n", |
|
|
106 |
"ax.set_title('Kr Bulb Spectrum')\n", |
|
|
107 |
"ax.xaxis.set_major_locator(MultipleLocator(50))\n", |
|
|
108 |
"ax.xaxis.set_major_formatter(FormatStrFormatter('%d'))\n", |
|
|
109 |
"ax.xaxis.set_minor_locator(MultipleLocator(5))" |
|
|
110 |
], |
|
|
111 |
"language": "python", |
|
|
112 |
"metadata": {}, |
|
|
113 |
"outputs": [ |
|
|
114 |
{ |
|
|
115 |
"metadata": {}, |
|
|
116 |
"output_type": "display_data", |
|
|
117 |
"png": 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AYBOJJzhFf649xMQm4mIPMcmx1KbDjKfKFKp4chVDjhWbgnHxPwNJ/kynAceKTcTFHmKS\nPiSeAABAWVZa7eKQhsSTX/EUx3Bx2GcpeQwA6HtIPMEp+nPtISY2ERd7iEmOpVY7ZjxVJr/iSXJX\n8cKxYhMznuzhWLGJuNhDTNKHxBMAACgpv1oi7RevabhILzbjCX0X8QcA1AuJJzhFf649xMQm4mIP\nMenNv2it98VrXDOe6r2fYRW7q52LZBrHik3MeLKHY8Um4mIPMUkfEk8AAKCk/IvVtF+8pqniKdhm\nR+Kh70pDMhUAkFwknuAU/bn2EBObiIs9xCQneNFa74tXZjxVptCMJ1c4VmzKj0u9j11wrFhFXOwh\nJulD4gkAAJTVly5au7ulpqZkJ56KzXhK8j6hdrTaAQDqicQTnKI/1x5iYhNxsYeY5FhqtYtrxlNj\nwv+FVGjGk6vkIceKTYVmPKG+OFZsIi72EJP0Sfg/qwAAgGuWWu3i4HoYdxz8xJPnpWN/EE4a2kcB\nAMlF4glO0Z9rDzGxibjYQ0xy8qsl6nnxGteMp6QnaoKtdpLbVjuOFZuY8WQPx4pNxMUeYpI+JJ4A\nAEBZfbHiKckzcQoNF+8LsUNhzHgCANQTiSc4RX+uPcTEJuJiDzHJsXSxGteMp6QnngoNF5fc7A/H\nik3MeLKHY8Um4mIPMUkfEk8AAKAkS612cUhD4qnYcPGk7g/CI/4AgHoh8QSn6M+1h5jYRFzsISa9\nWWm1i3PGU5Iv1P2Kp/zh4i5wrNgUjAsVTzZwrNhEXOwhJulD4gkAAJSUn3xJajKmUv4dwJKceApW\nPEnJT6QhHO5qBwCoJxJPcIr+XHuIiU3ExR5ikhOslqh31UQccenuziVqkip/xpPkbn84VmxixpM9\nHCs2ERd7iEn6kHgCAABl9cUZT/73SVRoxpOU3P1BeFS8AQDqhcQTnKI/1x5iYhNxsYeY5AQvVutd\nNcGMp8oUmvHkan84VmxixpM9HCs2ERd7iEn6kHgCAAAl9bWL1jQknord1Q59EzOeAAD1ROIJTtGf\naw8xsYm42ENMerPSahdHXNKQeArOeJLcttpxrNiUHxcSj/XHsWITcbGHmKQPiScAAFCSpVa7OKQh\n8ZRf8SS52Z/Nm6PdHtzwP9NJ/TwDAJKtX70XgHSjP9ceYmITcbGHmOTkt9rV8+I17hlPSVVoxpML\nw4ZJnZ1tbjaOUJjxZA/nFZuIiz3EJH2oeAIAACUFL1r7wsWrPw/H/z6Jis14inJ//G35SS7YxYwn\nAEA9kXiCU/Tn2kNMbCIu9hCT3qwknOKIS3d38lvtgjOeXFVw+a/BsWITM57s4VixibjYQ0zSh8QT\nAAAoKT/5ktRkTKXS0GoXrHgKijJ2+QPM6+mFF6RTT633KuxixhMAoJ5IPMEp+nPtISY2ERd7iEmO\npVa7OGc8+d8nUbGKJxeJp49+tC26jdYok5GWLKn3KmxhxpM9nFdsIi72EJP0IfEEAADKsjJcPA5p\nuqtdcLh41ImHYlVV9UBSpbwkf54BAMlG4glO0Z9rDzGxibjYQ0xygher9b7AjyMuaUg8Fap4ktxU\nPC1bloluozVq5F+0ewkeK1Q82cB5xSbiYg8xSR9O0wAAoKT8i9akJmMqlcYZTy5b7SxUPJF4Ko3E\nEwCgnjhNwyn6c+0hJjYRF3uISW/MeEqWYOLJ1T74r/EP/9Dm5gWqUO/PpUX5M54aG5P7eU4Lzis2\nERd7iEn6kHgCAAAl9bWLVf8iPQ2tdvkznlxUPPkJqHqi4qk8knMAgHrhNA2n6M+1h5jYRFzsISY5\nllrt4ohLd3e6Wu1ctQ76iac//jET7YZrQOJpb4VmPCU1kZoWnFdsIi72EJP04TQNAADKstJqF4c0\ntNrFMVycu9olBzOeAAD1ROIJTtGfaw8xsYm42ENMcvKTFfVMxsQ54ynJFSJxDhc/4YS26DZaI5Iq\ne8s/VpL8eU4Lzis2ERd7iEn6kHgCAAAlBasl+sIFfhoST/kzniR3rXYWKp5otSuNiicAQD05P03P\nnDlTY8aM0THHHKNPf/rT2rFjh2699VYNGTJEra2tam1t1cSJE3ueP3fuXI0ZM0bHHnuslixZ0vPz\nVatWacKECRo9erRmz54tL6n/Euxj6M+1h5jYRFzsISY5li5a44iLq5lIcSo040ly02r3pz9lotto\njZIcK1fyZzxxV7v647xiE3Gxh5ikj/PE04UXXqj169frmWeeUf/+/bVo0SI1NDToc5/7nNatW6d1\n69Zp5cqVkqRly5ZpyZIlWrdunR544AHNnj1bXe/+q2bmzJlasGCB2tvbtXnzZi1evNj10gEAwLus\nDBePQ1pnPLlqtbPwHlHxVJql5DEAoO9xfpr2+zO3b9+uzZs3a+zYsZJUsGJp6dKlmj59uhoaGjR8\n+HCNGzdOy5cv14YNGzRw4EC1trZKkmbMmKH77rvP9dIRAfpz7SEmNhEXe4hJTvCUXe+LV2Y8VaZY\nxVOU/MTTxIlt0W+8SvX+XFrEjCd7OK/YRFzsISbpE8t/H7rlllt0yCGHaPz48T1tdQsWLNAxxxyj\nqVOnav369ZKkjo4ODR06tOfvhg4dqo0bN6qjo0PDhg3r+XlLS4s2btwYx9IBAOjz8hMXab94TUOr\nXX41kotEmqW72lHxVBoVTwCAeuoXx4ucf/75Ovfcc3X++efrtttu02c+8xmde+65kqRFixbp7LPP\n1tq1ayVJTU1Nvf529+7dJX+eb9asWRoxYoQkafDgwRo/fnxPxtTvFeVxfI/XrFmjr3/962bWw2P1\n/MzKenicfTxv3jz+/8rYY/7/K/f49dczevJJ6VOfalNDg/TmmxllMvVZj/+9y9d75RX/NdrkefV/\n/2t5/Oyz2fV3d0urVmX01ltSQ0O0rzd8ePbxrbfO0ymn1Pf/v556Kru/9Xp9i4/9n2UyGXV2So2N\nyf08p+VxfmzqvR4ec763+tj/mZX19NXH8+bN05o1a3ryK2E0eDFO6b799tu1YsUK3XjjjT0/6+7u\n1pAhQ7Rt2zZdeeWVGj58uC6++GJJ0hlnnKGvfe1reu9736sZM2ZoxYoVkqRf//rXuuuuu3Tbbbf1\n3pmGBoaOG5PJZHo+uLCBmNhEXOwhJjmnny5dcIH0yU9Ky5ZJV1wh/eEP9VlLHHG55BKptVWaO1d6\n9FHp0EOdvpwTc+dK3/629OMfS8cdJ335y9IPfiDNni39v/8XzWs8/bQ0bpx0yy0ZnXdeWzQbrdFv\nfiN9/OPpr8arRvBYGTxYuuaa7PH785/Xd119GecVm4iLPcTEpjD5lsaI19LL1q1bdf/990uSOjs7\ntXjxYk2cOFHLli3TO++8I0m66667dMIJJ0iSJk+erEWLFqm7u1sdHR167LHHdPzxx2vUqFHatm2b\n2tvbJUl33nmnpkyZ4nLpiAj/h2EPMbGJuNhDTHKCbTr1bteJIy5paLXz/13ocri432r3gQ+0RbfR\nGiV9GLwLwWPF/wzw/tQX5xWbiIs9xCR9nCaeJOnaa6/VyJEjNW7cOI0cOVKf+9zn9Oc//1ljx45V\na2urbrrpJt10002SpJNOOkmTJk3S2LFjNWXKFM2fP18DBw6UJN1xxx2aMWOGjjnmGLW0tGjmzJmu\nlw4AAN6V5CRMtdJwV7tiiacoBe+cZ4WltVjCjCcAQD05TTwNGTJEDz30kDZs2KBnnnlG119/vRoa\nGnTZZZdpw4YNWrdunR544IFePYNz5szR+vXr9dRTT+m0007r+fnEiRO1evVqPfPMM7rxxhvVwNkz\nEYJ9urCBmNhEXOwhJjn5yZd6JmPiiEsa7mrnrzs4XDz4OAp+kmfFikx0G62Rv19+FRZ6Hyuelx3A\nntTPc1pwXrGJuNhDTNLHecUTAABINkutdnFIU+LJr3iS3LXaWXiP/CQYiafi+sKxCwCwicQTnKI/\n1x5iYhNxsYeY9Ba8aK1nooEZT5Up1GoXNT/ZM2FCW/QbrxIVT3tjxpM9nFdsIi72EJP0IfEEAABK\nCl6sJjkZU6k0z3hy0WpnYa5ScH+xN2Y8AQDqicQTnKI/1x5iYhNxsYeY5Fi6aI1rxlNjY7IrRArN\neIo6hn510apVmWg3XANa7faWf6wk+fOcFpxXbCIu9hCT9CHxBAAASspPPKX94rW7O32tdvk/j4LF\niicST4VZSh4DAPoeEk9wiv5ce4iJTcTFHmLSm5Xh4nHOePK/T6I4W+3e//626DZaIyqe9pY/44m7\n2tUf5xWbiIs9xCR9SDwBAICS8i9W037xmsa72rlstaPiyT4qngAA9UTiCU7Rn2sPMbGJuNhDTHKC\nF631vniNa8ZTWhJPnueugstPOK1enYluozUi8bS3QjOeUF+cV2wiLvYQk/Qh8QQAAErqazOeXFUI\nxSn/Lm8uW+0sJHssrcUi/zOd9mMXAGATiSc4RX+uPcTEJuJiDzHJsVTxxIynyvgD0vOHi0fJT/Ic\ne2ybmxeoAhVPe8uf8VTvYxecV6wiLvYQk/Qh8QQAAErqaxetaWm1a2qKZ7g4M57sY7g4AKCeSDzB\nKfpz7SEmNhEXe4hJjqVWu7hmPDU2JjvZVizxFCU/4bR2bSbaDdeAVru9MePJHs4rNhEXe4hJ+pB4\nAgAAJVlqtYuD36YmJbdCJFjh4nq4OBVP9jHjCQBQTySe4BT9ufYQE5uIiz3EJMdSxVOcM56SfKEe\nrHiS3OyPn+QZN64tuo3WKH+YOpjxZBHnFZuIiz3EJH1IPAEAgJL6WsVTWu5qF2y1k9y12lmoMrK0\nFquSnEgFACQbiSc4RX+uPcTEJuJiDzHJsVQtEdeMpzS02uXPePJ/HhU/2fPEE5noNlojWu32FjxW\nLB3DfRnnFZuIiz3EJH1IPAEAgJIstdqFtXWr9PLLpZ+Tlla7/BlPrlrtLLxHVDyVxl3tAAD1ROIJ\nTtGfaw8xsYm42ENMciy12oWNy6c/LR15ZOnnpCXxVKjiKUp+smfMmLboN14lKp72ln+s1PvYBecV\nq4iLPcQkfUg8AQCAktJU8bRtW/nnpG3Gk+QmkcZd7ZIlyYlUAECykXiCU/Tn2kNMbCIu9hCTHEsV\nT2Hj0q9f+eekccaTFH3s/CTPU09lot1wDWi125t/rLiKP6rHecUm4mIPMUkfEk8AAKCkNFU8VZJ4\n6u7OzsNJcoVIoRlP/s+jQsVTMgRjntTPMwAg2Ug8wSn6c+0hJjYRF3uISY6liqewcWluLv+ctLXa\nuZpZ5SecjjmmLbqN1ojE096Cx0rSP89pwXnFJuJiDzFJHxJPAACgpDTdir2pqfxz0tRql39Xuyj5\nSR4LFU+02hVHxRMAoN5IPMEp+nPtISY2ERd7iEmOpVa7OGc8JbnVrru793Bxn4uKp3XrMtFttEZU\nPO0tOOOJiicbOK/YRFzsISbpQ+IJAABULOkXr9W22iU18VRoxpOrVjsL7xGJp+LSUMEHAEg2Ek9w\niv5ce4iJTcTFHmKSY6niKWxcqq14Sqpiw8Wj5Cd5jjqqLfqNV8nSoHMrmPFkD+cVm4iLPcQkfUg8\nAQCAkiwNFw+rmsST/30SxVnxZKHKiIqn4pjxBACoNxJPcIr+XHuIiU3ExR5ikmNpuDgznioTTDxJ\nbipe/MTTM89kot1wDah42hsznuzhvGITcbGHmKQPiScAAFCSpVa7sCpNPDU2JvtCPb/iKfjzqFi6\nq52/X0n+bLqU9Ao+AECykXiCU/Tn2kNMbCIu9hCTHEutdnHMeOruTv6FepytdqNGtUW30RqReNqb\nf6wEq95QX5xXbCIu9hCT9CHxBAAASuqLFU9parVz1Wplqb3N0h32rLHUKgsA6JtIPMEp+nPtISY2\nERd7iEmOpYqnuGc8JVWxu9q5aLV79tlMdButERVPe8uf8eR/j/rhvGITcbGHmKQPiScAAFBSmiqe\nmpvLPycNF+rFhou7aLWzUPFE4qm0pCdSAQDJRuIJTtGfaw8xsYm42ENMcixVPIWNS1NT+eekpdWu\nqSmbFHK1D37CacSINjcvUAVa7faWP+Mp/3vEj/OKTcTFHmKSPiSeAABASWmaEdPXZzxFuT/+tqh4\nsi0NraMAgGQj8QSn6M+1h5jYRFzsISY5llrtoprxVGof0nChHsdwcX+7L7yQiXbDNa4l+BW9j5Wk\nt46mBefGEysRAAAgAElEQVQVm4iLPcQkfUg8AQCAkiy12kXFH4xdiJ+08b9PojiGi3d3ZxN5Fiqe\naLUrLjjnCwCAeiDxBKfoz7WHmNhEXOwhJjmWKp7CxsVf++7dxZ/T3Z38Vrvu7uyMJ5fDxT0vm3g6\n4oi26DYaYi3Br+g944mKJxs4r9hEXOwhJulD4gkAAJSUpoonvzKmVOIpja12kptWO3+Aeb1ZWINV\nafg8AwCSjcQTnKI/1x5iYhNxsYeY5FgaLh42Ln4SprOz9HOSXiESR6udn3h68cVMdBsNsZbgVzDj\nySLOKzYRF3uISfqQeAIAACVZarULq9qKp6Tua1x3tfNfo95IPBXHjCcAQL2ReIJT9OfaQ0xsIi72\nEJMcS612Uc14qqTiKW2JJ1evYWHGE8PF98aMJ3s4r9hEXOwhJulD4gkAAJSUxoqnUvuQhpk4+dVI\nVDz1bUn/PAMAko3EE5yiP9ceYmITcbGHmORYqniKasZTJYmncs+zLDj42+Vw8cZG6eWXM9FuuMa1\nBL8id6wE3xPen/rivGITcbGHmKQPiScAAFBSGiueSt0FzU+opLHVLq0VT7TaFZeGCj4AQLKReIJT\n9OfaQ0xsIi72EJMcSxVPYeNSSYKiuzv5F+r5iScXiTS/quqww9qi22iItQS/ghlPFnFesYm42ENM\n0ofEEwAAKMnVcOp68C+8y1U8Jf1CPZh4cpVIs1TxROKptKQnUgEAyUbiCU7Rn2sPMbGJuNhDTHIs\ntdqFjUu1w8WTmsgoVPHk/zzq13jllUx0G60RrXZ7Y8aTPZxXbCIu9hCT9HGeeJo5c6bGjBmjY445\nRp/+9Ke1Y8cObdmyRaeccopGjx6tU089VVu3bu15/ty5czVmzBgde+yxWrJkSc/PV61apQkTJmj0\n6NGaPXu2PM6cAADEwlKrXVjVDBdP8r4Wq3iK8p9P3d3ZVjsLqHgqLg2fZwBAsjlPPF144YVav369\nnnnmGfXv31+LFi3SpZdeqjPPPFPt7e2aNm2arrrqKknSsmXLtGTJEq1bt04PPPCAZs+era6uLknZ\nBNaCBQvU3t6uzZs3a/Hixa6XjgjQn2sPMbGJuNhDTHIsVTxFNePJQqvdnj3Szp1utl2s4snFaxx6\naFv0G69SqXj2VcFjJemto2nBecUm4mIPMUkf54kn/0Ozfft2bd68Wa2trXrooYc0Y8YMSdLZZ5+t\n++67T5K0dOlSTZ8+XQ0NDRo+fLjGjRun5cuXa8OGDRo4cKBaW1slSTNmzOj5GwAA4FZfrnhyeaF+\n3nnSYYe52bZfjeRXPLkaLs6MJ/v89yTpxy4AILlimfF0yy236JBDDtH48eM1ceJEbdmyRQcccIAk\nadCgQXrjjTckSR0dHRo6dGjP3w0dOlQbN25UR0eHhg0b1vPzlpYWbdy4MY6lIyT6c+0hJjYRF3uI\nSY6l4eJRzXiqpOLJdeLpz3+W3v0nUOTiHC7+6quZaDdc41qCX9F7xhMVTzZwXrGJuNhDTNKnXxwv\ncv755+vcc8/V+eefr9tuu01NeQMBdu/e3fN9sd+V+pugWbNmacSIEZKkwYMHa/z48T1VV/4HmMfx\nPV6zZo2p9fA4x8p6eJx9vGbNGlPr4TH//xV8vHNnRo88Ip11Vvbx9u0ZZTJ21lfN4+yFd0YrVkjH\nHVf4+W+9ldGqVVJDg9v1bN/ubvuvvy4dcUSburul9eszyv73uuz+R/V6ntemxkbp9dfX1P3z8Mor\n0e9f0h/7/vSnjDo73X+eeczjpD7mfG/vsc/Kevrq43nz5mnNmjU9+ZUwGrwYp3TffvvtWrFihe6+\n+249/fTT2m+//bRt2zYdd9xxeumll3TllVdq+PDhuvjiiyVJZ5xxhr72ta/pve99r2bMmKEVK1ZI\nkn7961/rrrvu0m233dZ7ZxoaGDoOAEDEDjlEevRR6dBDpWeekT7+8ezXJDr3XOmnP5Uee0yaMKHw\nc/7u76Q775S++lVpzhxp0iQ3azngAOntt91UoZxyijRqlPTKK9Jpp0lr10r//u/S6NHSli3RvMbF\nF0t//KP0938v3XRTNNus1SWXSP/zP9K8edLXvlbftVjT0SF94APSwoXSt78tLVtW7xUBAJIoTL6l\nMeK19LJ161bdf//9kqTOzk4tXrxYH/rQhzRp0iQtXLhQknTnnXdqypQpkqTJkydr0aJF6u7uVkdH\nhx577DEdf/zxGjVqlLZt26b29va9/gYAALhlabh4WH6LXal9cHUXuHw7drjbdqHh4q5a7Sx8Hiyt\nxZrge8L7AwCoB6eJJ0m69tprNXLkSI0bN04jR47Uueeeq+uuu04LFy7U6NGj9X//93/6j//4D0nS\nSSedpEmTJmns2LGaMmWK5s+fr4EDB0qS7rjjDs2YMUPHHHOMWlpaNHPmTNdLRwTyyyVRf8TEJuJi\nDzHJsTRcPGxc/AvvSmc8udTdLfXv72bbhWY8+T+P+jVeey0T3UZrFBymjiz/WInr84zyOK/YRFzs\nISbp43TG05AhQ/TQQw/t9fOWlpaeSqh8c+bM0Zw5c/b6+cSJE7V69erI1wgAAErraxVPcQ5j3m8/\nN9stVvHkIvFkARVPpTFcHABQT0b+uYC08geTwQ5iYhNxsYeY5FiqeAobl0rufhbXXe2keBJPwYon\nF68xfHhb9BuvcS0kVnL8Y8V/T+p97ILzilXExR5ikj4kngAAQEn5FU9J5lc8Vdpql4bEk+uKJwvJ\nHlrtiouzgg8AgEJIPMEp+nPtISY2ERd7iEmOpVa7qGY8VVrx5FpcFU8uhov72/3LXzLRbrgGlpJg\nVjDjyR7OKzYRF3uISfqQeAIAACVZarULq5qKJ/97l+JutYu64qmpKbrtheEnwVAYFU8AgHriFA2n\n6M+1h5jYRFzsISY5liqe4prx5KI1rZB99nGz3bha7ZqapGHD2qLbaIi1UPHUGzOe7OG8YhNxsYeY\npA+JJwAAUFJfq3jyK4Ti2FdXr+Enhbq73e2PpWSPpbVYw4wnAEC9kXiCU/Tn2kNMbCIu9hCTHEvD\nxeOc8VTueZYVqnjyfx71a2zcmIluozViuPjegsdKXMPyURrnFZuIiz3EJH1IPAEAgJIstdqFZe2u\ndq4EEzHBiqe03tXO0lqsCbba8f4AAOqhX70XgHSjP9ceYmITcbGHmORYarULGxc/4WTlrnauFKt4\ncvEaLS1t0W+8xrWQWMkJznhK+uc5LTiv2ERc7CEm6UPFEwAAKClNFU/+2q3c1c7ljKf8u9qlueKJ\nVrvi0tA6CgBINhJPcIr+XHuIiU3ExR5ikmOp4ilsXKqteErqhXqxu9q5eI1NmzLRbjjEWpIaLxeY\n8WQP5xWbiIs9xCR9SDwBAICS0ljxZCXxFGfFk/9zF69Rb5bWYg0zngAA9UbiCU7Rn2sPMbGJuNhD\nTHIsVTxFNeOpXKudiwqhOBWreHKReBo6tC26jdaIVru9FZrxxPtTX5xXbCIu9hCT9CHxBAAASsqv\neEoyzyufoHBVIRSn/Ionl612Ft4jS2uxiOHiAIB6IvEEp+jPtYeY2ERc7CEmOZZa7aKY8dTUVNlw\ncZcVIpW0/IXdvutWO/+9/OtfM9FtNORaSDzl+MdK8D3h/akvzis2ERd7iEn6kHgCAAAlWWq1C6uS\niqc4bj9fyZDzMPz97O5232pnIZmRpqq8qNFqBwCoNxJPcIr+XHuIiU3ExR5ikmOp4imKGU+VVjz5\n37tQyaypMIpVPLl4jZaWtug3XuNaSKzkMOPJHs4rNhEXe4hJ+pB4AgAAJfXliqc0tNr1hYonWu1K\nY8YTAKCeSDzBKfpz7SEmNhEXe4hJjqU2prTMeKpHxZOr4eKbN2ei3XCItZB4ymHGkz2cV2wiLvYQ\nk/Qh8QQAAEqy1GoXViWVMWmZ8ZRf8RT161lK9lhaizW02gEA6o3EE5yiP9ceYmITcbGHmORYarUL\nG5dqWu38712oV8VT1ImnpibpoIPaottojWi121vwWCHxZAPnFZuIiz3EJH1IPAEAgLLSVvFUrtXO\nxUyk/HX4r+Vq+34iJrg/UbJUZWRpLdb47wmJJwBAvZB4glP059pDTGwiLvYQk6zgRWvwa72EjUsl\nFU+uZiLlr8N/LVfbD1Y8uWy1e/31THQbDbkWEis5wRlPDBe3gfOKTcTFHmKSPiSeAABAUYUu5JN8\ncV/NcHH/e1frcLn9uFrtrCR7aLUrLo7PMwAApZB4glP059pDTGwiLvYQk6z8weL1rpqIc8ZTGu5q\n193de7i4i9ewMOPJUhIsCkuXht8XZjzZw3nFJuJiDzFJHxJPAACgqPzEU9JVU/EUx13tXCae/ASb\nq4onv4XPQjIjbRVPU6ZI7e3RbIsZTwCAeiPxBKfoz7WHmNhEXOwhJlmFEk/1vHiNY8ZTHK1J/nbj\naLVzOVy8qUnasiUT7YZrXEuaEqRS9r0No9CMJxJP9cV5xSbiYg8xSR8STwAAoChrrXZhVVvxlPRW\nu2DFk8vXqDdLa4lK2MSTj+HiAIB6I/EEp+jPtYeY2ERc7CEmWdYqntI246keFU9Rvaa/3SFD2qLZ\nYAhparXz9yFs4il/xlNw26gPzis2ERd7iEn6kHgCAABF9dWKJxetafnrCH6NGhVPydXVlf0aVcyY\n8QQAqDcST3CK/lx7iIlNxMUeYpJlbXZO2LhUUhkTTNSkacZT/mtH9RpvvJGJZoMRrCUNiZXdu7Nf\nw+4LM57s4bxiE3Gxh5ikD4knAABQlLVWu7CstdrFXfEU5T5ZSvakqdXOTzxF+dkg8QQAqCcST3CK\n/lx7iIlNxMUeYpJlrdUubFyqHS7uSj1mPLl6jcGD26LfeI1rSUNipbMz+zVs4sk/VoKtdqgvzis2\nERd7iEn6kHgCAABF9eWKJ/97F+KuePITT2mteLK0lrCirniK4/MMAEApJJ7gFP259hATm4iLPcQk\ny1rFU1QzniqteEryXe38/cxvtYvyNRobpa1bM9FttEa02u2NGU/2cF6xibjYQ0zSh8QTAAAoqi9W\nPEnuL9T97bqqeAomYlwOFy+XxIsLFU+lkXgCANQTiSc4RX+uPcTEJuJiDzHJslbx5HrGU3AejusZ\nT64TW3ENFx80qC2aDYaQpoonf8ZT2H0pNOMpDe9PknFesYm42ENM0ofEEwAAKKpQxVOSlat4yt9f\nl612LquFig0XjzKWlpI9VDwVF8ewfAAASiHxBKfoz7WHmNhEXOwhJlnWWu1cz3hyVR1UbB1xVzz5\nv4vyNd58MxPNBiNYSxpEPeNJYri4FZxXbCIu9hCT9EnJKRoAALhgrdUurHKVMcH9dbmvrucjlap4\nSuNd7fw791lYS1guKp4kWu0AAPVD4glO0Z9rDzGxibjYQ0yyrFU8RTHjqV+/0jOe4mq169evPhVP\nUb/GgQe2Rb/xGteShsSKP+MpbOIpOOOJ4eI2cF6xibjYQ0zSh8QTAAAoKm0VT+Va3PIrntI44ymN\nFU+W1hKWX/EUZZxIPAEA6onEE5yiP9ceYmITcbGHmGRZGy4eNi7VDBd3fVe7OGc8uRgu7r/Gtm2Z\n6DZaI0uDzsNyNePJ0nHcV3FesYm42ENM0ofEEwAAKMpaq11Y5SqN4mq1i3PGk+vh4hY+D5bWEpar\nGU/53wMAEBcST3CK/lx7iIlNxMUeYpJlrdUubFyqrXhK8ownP7HlutXugAPaotlgBGtJQ2KFGU/p\nxXnFJuJiDzFJHxJPAACgqL5c8ZSWGU/BiicXrXYWPg+02pVG4gkAUE8knuAU/bn2EBObiIs9xCTL\nWsWT6xlPrpI0hV4nrrvaBSue/N9F+Rp/+1smmg1GsJY0JFaiGi7uHyv+dkg81R/nFZuIiz3EJH1I\nPAEAgKL6YsWTiyRNtesIq1TFUxpnPFHxVFyw1Q4AgHog8QSn6M+1h5jYRFzsISZZ1iqe4pjx5GIe\nUrXriGL7xSqeouIne/bfvy36jVfJUhIsLD/hFPWMJ/971A/nFZuIiz3EJH2cJp527dqlKVOm6Kij\njtLo0aN1zTXXSJJuvfVWDRkyRK2trWptbdXEiRN7/mbu3LkaM2aMjj32WC1ZsqTn56tWrdKECRM0\nevRozZ49Wx5nTgAAnCtU8ZRk5SqN4my1c1nxFKwA6gsVT66Sa/UQVeIpiBlPAIB6cn6KvuKKK/Tc\nc8/p8ccf18KFC7V27Vo1NDToc5/7nNatW6d169Zp5cqVkqRly5ZpyZIlWrdunR544AHNnj1bXV1d\nkqSZM2dqwYIFam9v1+bNm7V48WLXS0cE6M+1h5jYRFzsISZZ1lrtopjxVCpZEmerXT1mPLkYLv7W\nW5noNlqj7m47SbCw/H0Im3hixpM9nFdsIi72EJP0cZp46t+/v04++eSe74866iht2rRJkgpWLC1d\nulTTp09XQ0ODhg8frnHjxmn58uXasGGDBg4cqNbWVknSjBkzdN9997lcOgAAkL1Wu7DKJXxcVQcV\nep16zHjyfxfVa1iZq2Sp+iqsqCuegjOe0vD+AACSJ7ai5E2bNmn58uU64YQTJEkLFizQMccco6lT\np2r9+vWSpI6ODg0dOrTnb4YOHaqNGzeqo6NDw4YN6/l5S0uLNm7cGNfSEQL9ufYQE5uIiz3EJMta\nxVPYuFQzXDyNM55ctNoNHNgWzQYjWEsaEiv+PoTdl+CxwnBxGziv2ERc7CEm6dMvjhfZuXOnzjrr\nLH33u9/VgQceqM985jM699xzJUmLFi3S2WefrbVr10qSmpqaev3t7ndv7VHs5/lmzZqlESNGSJIG\nDx6s8ePH93xw/ZI9HvOYxzzmMY95XNljz5N27cook8k+bmiQ9uzJPa73+mrZn1dfzT6W9v59d7fU\n2Zndv0K/j+rx6tVSU1P29Vxsf88eqbExu79vvJHR2rXSySdn4/fHP2a0//7hX8/z2tTYKL39dv0/\nDzt2ZN9Pz7P1eavl8bPPZh93d0ezvdWrM9q6VZLS8f7wmMc85jGP43k8b948rVmzpie/Eorn2M6d\nO72Pfexj3ve+972Cv+/q6vIOPPBAz/M8b86cOd4Pf/jDnt9NmzbNe/jhh73nn3/emzhxYs/PFy9e\n7H3+85/fa1sx7A6q9PDDD9d7CchDTGwiLvYQk6wXXvC8I4/MPd62zfMOOKBuywkdl379PO/KKz3v\n8ssL/76jw/Pe857s91/+suf94AehXq6o3/7W8z76Uc8bONDN9gcMyO7L/vtnX+f3v8/+fNAgz3vj\njWheY+xYz/vFLzzviCMejmaDIRx2mOfNnet5M2cW/v0773je1q3xrqlW11yTrVO7995w2/GPlQcf\n9LyTT/a811/3vCFDwq8PteO8YhNxsYeY2BQm39IYPnVV3I4dO3T66afrxBNP1Le+9a2eny9btkw7\nd+6UJN1111097XeTJ0/WokWL1N3drY6ODj322GM6/vjjNWrUKG3btk3t7e2SpDvvvFNTpkxxuXQA\nACB7rXZhlWtx84dUS+mZ8eS61c6Ccq12F1wgDRkS75pqFdVw8eD2mPEEAKgnp612K1as0O9//3u9\n/PLL+slPfiJJmjZtmg488ECde+652nfffXX44YfrRz/6kSTppJNO0qRJkzR27Fg1NTVp/vz5Gjhw\noCTpjjvu0IwZM7R9+3ZNnTpVM2fOdLl0RMQv04MdxMQm4mIPMcmyNlw8bFzKJXzyh4u74ifAakku\n3H23dMop0j77lN6+n4jJHy4eFf81Bgxoi37jVfLjWiyx8u69bRIhquHiwWOFGU82cF6xibjYQ0zS\nx2niqa2traeyKd9ll11W8Odz5szRnDlz9vr5xIkTtXr16kjXBwAASutrFU/5VTwuK55K3V2vlE9+\nUvr1r6XTTy/+nDgrnix8HsqtZdCgeNcTRlTDxfO3F+U2AQCohpECaaSVP6AMdhATm4iLPcQkq1DF\nUz0vXsPExV93Y2PlFU9WW+3KVa8Uq3iKsurFf43t2zPRbbRG5SqeDjww3vWEEVXFk3+s0GpnB+cV\nm4iLPcQkfUg8AQCAoqwlnsLw96VUZUx+dZArYSqepOoST66quJI04ylJFU9RJZ6CSDwBAOrJyD8X\nkFb059pDTGwiLvYQkyxriacwcfEHhzc0VFbxJNmteCqnVMVTVPvk78O++7ZFs8EQ0pR4imq4uH+s\n+Nur97ELzitWERd7iEn6kHgCAABF5SeerMz0qYWfgCl1Ae5qHlKp16nlNWqteHLRamfh8xC8G2Eh\n+++f/drVFc96woi64imYcAUAoB5IPMEp+nPtISY2ERd7iElWoYonV1U6lQg746mxsXSyJO4ZT/66\nohYcop6flIm61W7Hjkw0G4xgLeX2bdu2eNYThn98hY1TcMZTmCQnosN5xSbiYg8xSR8STwAAoChr\nrXZhBCueiiXP4pzxVC4JVkolFU9+K5+rZFqSZjz58d6+Pb411SqqVjtfsOIpqccuACDZqv7nwvPP\nP6+RI0e6WAtSiP5ce4iJTcTFHmKSZS3xFCYu1VY8+X/jQiVJsFrlz/RxlSDyt9u/f1v0G69Subva\nRVVFFIeoWu38Y6WSFlPEg/OKTcTFHmKSPlX/M+TQQw/VT37yExdrAQAAxlhLPIVRS8WT6xlPLmYk\n5SeeXFc8Wfg8VFrxVM820UpFXfHkvzdJPnYBAMlWdeJpwIABZCBRMfpz7SEmNhEXe4hJlrXEU9wz\nnlyp5A57pZRaWzDREHxc7u+q5W/3nXcyobe1dKl00knh15KGxFNUa/WPlWDCFfXFecUm4mIPMUmf\nfsV+8dWvfrXoHzU0NOiGG25wsiAAAGCHtcRTGNVWPPmPXa2lloqnSpIS+Xcxc9U+GBxgHta990rL\nltX+95W22vWlxJOP4eIAgHormnj64Ac/qIaGBnnvnqEa3v0Xi+d5Pd8D5VAdZw8xsYm42ENMsgol\nngr9PC5xzHiKo9Wu1hlPe/Zkv3Z1ld52MHnW1eVmn/z3c5992kJvK+wMqjRVPPn7EDZOzHiyh/OK\nTcTFHmKSPkUTT7Nmzer5fvfu3XrppZc0cOBAHXbYYXGsCwAAGGAt8RRGJcmeuFrtap3x5Cee/K+F\n5CfPXO1TlDOewq6LiqfimPEEAKi3sv99aeHChRo5cqRmzpypj3/84zruuOO0evXqONaGFKA/1x5i\nYhNxsYeYZBVKMNXzAjaKGU+l1h93q52riqdgoilY8SRFX/G0a1cm9LaoeMqJarh4cMYTiScbOK/Y\nRFzsISbpU7TiyXfZZZdp+fLlOuKIIyRJq1at0kUXXaRVq1Y5XxwAAKgva4mnMCqZq+TqDnC1rKWQ\nalvt/MSTi30qV2VUjaamcH+fpsRT1GtluDgAoN7K/vellpaWnqSTJH3oQx/Szp07nS4K6UF/rj3E\nxCbiYg8xybKWeAoTl2qHi8eReKq14qlUq11wHxob9654ior/Os3NbaG3FXZ9+XOtCv1eSkbCNKrE\nk3+sMFzcDs4rNhEXe4hJ+pSteDryyCN1xRVX6IMf/KA8z9M777yjpqYm3XXXXZKkM844w/kiAQBA\nfVhLPIVR6XDxOGY8+a8TV8WTy+HiFmY8paniKcr3VWK4OACg/sr+96X9999ff/nLX3TPPffo3nvv\n1dKlSzVhwgTdc889uueee+JYIxKM/lx7iIlNxMUeYpJlLfEUJi7VVjz5j10IzpuqJhniJ5wsDRff\nvTsTelvMeMrxWxijmvHEcHE7OK/YRFzsISbpU7bi6dZbb41hGQAAwKJCiacoqzHiVEvFU1pmPLkc\nLl7vGU/+66cl8eR5Ur9+bmY8JfG4BQAkX9nE05NPPqkbb7xRHR0d8t49WzU0NOjuu+92vjgkH/25\n9hATm4iLPcSkuGqrdKIU94wnV1zf1S64D3v25BI7Llrt+vVrC72tMO+1vz+l9s1/v5KQeOrujibx\nlD/jKUnDxS+9VPrud6Xm5nqvJFqcV2wiLvYQk/Qpm3g688wz9c1vflPve9/71Pjuv2IaknTmAgAA\nNbPWahdGtRVP/t+4EHbGUzWtdvkznqISZcVTmFa7SlrJklTxFFWrXXB7Sfun+/XXS1/6kvS+99V7\nJQCAKJQ9zffv318XXXSRJk2apLa2NrW1temkk06KY21IAfpz7SEmNhEXe4hJlrXEU5wznlzuZ60z\nnmqteHLZatfZmQm9rTCJp0payZKUePK8bOIpbJwKzXjyHyfB7t31XkH0OK/YRFzsISbpU7biadq0\nabrhhhv00Y9+tNfPP/CBDzhbFAAAsMFa4ikMqzOeakk8VVvx5LLVzsKMJyqeSm8vP/GYhAqoNCae\nAKCvKpt42rJli2677Tb96le/6mm1k6SHH37Y6cKQDvTn2kNMbCIu9hCTLBeJp+eek37wA2nevOr/\nNi0znvz2t2rfy0ornoLJs/zh4lHx36umprbQ2wrzXqex4inKGU9xJVOjlsbEE+cVm4iLPcQkfcom\nnn73u9/pueeeU79+ZZ8KAABSxkXi6dFHpf/+b2nOHOngg8OtrxqVVsa4aEvL51ch1Zp4KlXxVKhd\n0HrFU9gZT2lKPEU1XNwXVzI1amlMPAFAX1X2ND9q1Cht2bIljrUghejPtYeY2ERc7CEmWYUST2GT\nDQcckP26enX1f1ttXM45J1dZFWxvq3erXa2JJ7/SqdIZT/lfox4u3tQk7dmTiWybpfar1DoqbbVL\nQrVPVK12/rES18D8qKUx8cR5xSbiYg8xSZ+yZUwdHR06+eST9b7AbSUaGhp09913O10YAACov2IV\nT2Euiiup2onKggXSk09KX/+6vVa7pqba72pXzXBxyU0VV5SziPz96eysft5TGlvtopzxFNfA/Kj4\n69u1q77rAABEp2zi6b//+78lZZNNkrRy5Ur98pe/dLsqpAb9ufYQE5uIiz3EJMtFq52fZKgl8VRL\nXPxERrXDxf2/caGrS2purv2udtUMF5fctto1NraF3laYz0Qlw7KTlHjyE3ph45TUGU9+jHburO86\nXLxTJs4AACAASURBVOC8YhNxsYeYpE/ZxFNbW5tWrFihRYsW6Ve/+pUGDBigz3zmM3GsDQAA1Jm1\nxFMt/CRMLRVPLhNP++7rbrh4sYqnqFvtoprxFKx4qnUdaap4cjnjicQTACBuRWc8PfLII/rGN76h\nESNG6KKLLtKAAQO0e/duPfXUU/r2t78d5xqRYPTn2kNMbCIu9hCTLGuJp1ri4l90V1vxFEernYvh\n4nG12vnvZ1dXJvS2/GRDLYmntLXaRTVcPDjjKUnDxdOceOK8YhNxsYeYpE/RxNNHPvIRvfrqq1q6\ndKnWrl2r73znO2pubo5zbQAAoM7y7/ImRZd4qiXJUItaK578xy7Ua8aT1bvaha14SlviKcoZT0kb\nLu5/Ft55p77rAABEp2ji6cc//rH+9re/afLkyfryl7+sJUuWyLN+poI59OfaQ0xsIi72EJMs/yI4\nqK/MeHLdatevX+0znqpNPLmodMm1uLWF3lbYGU9pa7WLIvHkHyu02tnBecUm4mIPMUmfoomn888/\nX7/97W+1evVqHX/88brhhhv017/+Veedd55+97vfxblGAABQJ4UqnsJWucR5VzvJ5oynPXvibbXz\npbHiKY2tdlEMFw9uL4nDxal4AoD0KJp48g0ZMkTnnXee7rvvPr322ms66aSTdMMNN8SxNqQA/bn2\nEBObiIs9xCSrq6twq12YC/i4ZzzlVzyVS1BYnvHkv3flKp6Krd3FcPHu7kzobYWZ8ZS2iqeoZzzl\nJ1Ot8z/baax44rxiE3Gxh5ikT9nEU9CQIUM0a9Ys3Xvvva7WAwAADLHWaleL/IqnUlU6SZnxVOq9\nK5dooOLJtqjvape0GU9pbrUDgL6qqsQTUC36c+0hJjYRF3uISVaxiqckz3gqVbGV36bmOvFUbfVY\nV1f2byqd8ZTPRaud1BZ6W2FnPFWSeOrXz37SRYpuuDgznuzhvGITcbGHmKQPiScAAFBUGiqe/PX7\nCZlqhou7EqbVbp99Kp/xlM9Fq10Uwt7VrpJWuyiriFyKari4L2kznvzPQhJiBQCoDIknOEV/rj3E\nxCbiYg8xySqUxAh78eonTWpJMtQSl1qHi/uPXag18dTdLTU3V39Xu6Ao9snfRvZ1MqG3GWbGU6Wt\ndklJPLme8WQ98eTvt/V11oLzik3ExR5ikj4kngAAQFHWWu1qkd9qV03Fk7XEU1dXuMRTVPuUv42w\n24yq1a6YpCWeor6rXZKGiydpHhcAoDIknuAU/bn2EBObiIs9xCSrUKtd2IHScc94qrXiKY7EU7Xv\npV/xVOpvSrXaRcVP9khSQ0NbZImnWrYTjFkaKp784eKlkouV8I+VpA0XT3OrHecVm4iLPcQkfUg8\nAQCAoopVPIW5KExSxZMrXV3Z5EItw8XLJVDiqnjytx3Fne3CJBvS2GoXZcVTUlvtkhArAEBlSDzB\nKfpz7SEmNhEXe4hJlqvh4g0NtSWe0jLjac+e2mc8hU08RSGYePK8TOgkQZi5PtXc1S4JyQx/uHjY\nz55/rCR1uLj1ddaC84pNxMUeYpI+JJ4AAEBRroaL77tvMiqerM148lvtKk08FRJ1xVMU71OYiqe0\n3dXOT/ZGtVYqngAA9UbiCU7Rn2sPMbGJuNhDTLJcDRfv39/9jCf/wtVPkNQy48mVWmc8VdpqV6xd\n0EWrXVNTdDOeaLWLrtWu0IwnhovXF+cVm4iLPcQkfUg8AQCAoly12tWaeKpGZ2fu9aTKK2PiGMQc\nrHiq5gK7koqn/HbBoKgSD/ntfEmoeIqyisglv9XORcWT/9iyNA8XB4C+isQTnKI/1x5iYhNxsYeY\nZLmsePITQ9WoJi67d2e/+gkuP6lUqsoo7rvaVfsa1Q4XLySqiqfc7KxM6G2GmfFUTcWT9aSLFF3F\nU3DGUxJb7ayvsxacV2wiLvYQk/Qh8QQAAIoqVPEU9i5mXV3xzHgqVfFULHET513twgwXL/U3cdzV\nzlrFU5pa7aIaLu5L2nDxNLfaAUBfReIJTtGfaw8xsYm42ENMsooNFw9zURgm8VRNXApVPJUbLh5X\nW1KtM57C3tUuKsHX6NevvjOeGC5emH+sJG24eJpb7Tiv2ERc7CEm6UPiCQAAFOWi1W7PnnhmPPmJ\np+CFbLnh4nG1Jfktc9Um8cK22lmueKq1ko7h4uW3x3BxAEA9OU087dq1S1OmTNFRRx2l0aNH65pr\nrpEkbdmyRaeccopGjx6tU089VVu3bu35m7lz52rMmDE69thjtWTJkp6fr1q1ShMmTNDo0aM1e/Zs\nedb/cw0k0Z9rETGxibjYQ0yyrA0XryYu/oWr/zp+5UepBEdcbUl79tTealduuHi5VrsoBN+nrq5o\nZjyV269igq12pbaflMRTVMPF/WMlacPFmfGEuBEXe4hJ+jiveLriiiv03HPP6fHHH9fChQu1du1a\nXXrppTrzzDPV3t6uadOm6aqrrpIkLVu2TEuWLNG6dev0wAMPaPbs2ep69z9Tzpw5UwsWLFB7e7s2\nb96sxYsXu146AAB9nsvh4q4rnvwL2GoqnvLbklyJa7h4oX2Ierh4VBVPtSaGgmuh4qnw9pI04ynN\nrXYA0Fc5TTz1799fJ598cs/3Rx11lDZt2qSHHnpIM2bMkCSdffbZuu+++yRJS5cu1fTp09XQ0KDh\nw4dr3LhxWr58uTZs2KCBAweqtbVVkjRjxoyev4Ft9OfaQ0xsIi72EJMsaxVP1cQlP/FUbcWT/zcu\nhJnxVE3FUz4XrXbNzdHMeKq14iltrXZRVTwldcZTmlvtOK/YRFzsISbpE9uMp02bNmn58uX68Ic/\nrC1btuiAAw6QJA0aNEhvvPGGJKmjo0NDhw7t+ZuhQ4dq48aN6ujo0LBhw3p+3tLSoo0bN8a1dAAA\n+qxiw8WTUPHkJ5yCw8WrrXhynXhyPePJZaud/xqNjeGTBP5+1fJ+p+2udn294inNiScA6Kv6xfEi\nO3fu1FlnnaXvfve7GjRokJry/tPpbn/6p1T0d6X+JmjWrFkaMWKEJGnw4MEaP358T8bU7xXlcXyP\n16xZo69//etm1sNj9fzMynp4nH08b948/v/K2GP+/yv7uKtLevXVjDKZ3O937Mho5Urp/e+vbfuv\nvZZ5t3Kn+r/3v6/k+e95T/bx1q3Z9XtemxobpZUrM3r7bUna+++7u7Pry2Skhoba9q+Sx3/7m9TU\n1KaGBmn16owaGir7++5u6c03M8qOxyz8/CeeyGjz5tzvpd7xW7Uqo7feCrf+LVukxsbs45075+kP\nfxivT36y9u298Ub289DdXf3fr1yZ0Y4d2Xh5XuHnv/VW9u57tWw/7sd/+1tGr76a/byG2Z7/s1df\nzbxbtZj9vP35zxm1tNjZ3/zHjz6afdzdbWM9UT6u5v+/eBzfY8739h77P7Oynr76eN68eVqzZk1P\nfiUUz7GdO3d6H/vYx7zvfe97PT9773vf67399tue53nem2++6b33ve/1PM/z5syZ4/3whz/sed60\nadO8hx9+2Hv++ee9iRMn9vx88eLF3uc///m9XiuG3UGVHn744XovAXmIiU3ExR5ikvXv/+55l1/e\n+2fjx3veo4/Wvs0ZMzzvvPM8b/Lk6v+2mrg8+aTnSZ43YUL28S9/6XnTpnne00973ujRhf/m+9/3\nvNmzs9/fcIPnXXJJ9WusxJgxnvfUU5538sme9+CDlf/d7NmeN3265334w8Wf8/Ofe97ZZ2e/HzUq\n+x74PvhBz1uxorY1B736qucdemj2+wMPfNjbvDnc9j7yEc874gjPu+OO6v/20Uezn8mnnsq+r4WM\nHu15p5/ueddcE26dcfi7v/O8K6/0vDPOCLcd/1j50pc8b/787M8OOSQbO8uWLs1+Zj/+8XqvJHqc\nV2wiLvYQE5vC5Fsaw6euituxY4dOP/10nXjiifrWt77V8/NJkyZp4cKFkqQ777xTU6ZMkSRNnjxZ\nixYtUnd3tzo6OvTYY4/p+OOP16hRo7Rt2za1t7fv9Tewzc+Wwg5iYhNxsYeYZFlrtasmLsVmPJVr\nyfLbkhob7c14qqQlrdxw8SgE36d99mmre6tdJXGtdftxi6rVzj9WaLWzg/OKTcTFHmKSPk5b7Vas\nWKHf//73evnll/WTn/xEknTGGWfouuuu0znnnKNrr71WI0eO1M9+9jNJ0kknnaRJkyZp7Nixampq\n0vz58zVw4EBJ0h133KEZM2Zo+/btmjp1qmbOnOly6QAAQMm/q11j494znkole/JnPLm6+K11xlO1\nw8ULzXiK+q52USToohguXmodSZrxFNVw8eD2gp8H64kn7moHAOnjtOKpra1NO3fu1Lp163r+N3fu\nXLW0tOj+++9Xe3u7lixZooMPPrjnb+bMmaP169frqaee0mmnndbz84kTJ2r16tV65plndOONN6rB\n5T2OEZlgny5sICY2ERd7iEmWq7va1ZpkqCYuXV3SPvv0vpD1K2OKvXacFU/9+lX/XlY7XDyfi+Hi\nnZ2Z0EmCShJqxQSHixf7+0reNyuiqnjyjxUqnuzgvGITcbGHmKSP08QTAABINlcVT83N7i+Au7uz\niSe/4smv/Ki04qmx0d3F7549uYqnat6HsBVPUjTve/5rhN2mn2ypNfFULq5JqniK+q52+RVP1oVp\nuwQA2ETiCU7Rn2sPMbGJuNhDTLJcVDzt2VN7dUu1M57yK57KVcbkV4fE0WrnsuLJVatd8DX23Tf8\njKcwM5iCrXal4lrrZy5uUbXaFZrx5G/fsiQlCavFecUm4mIPMUkfEk8AAKCoQm1bYVvQwrTaVcNP\nNoSpeLI2XLzaiqd8UbbaRdmSGCbZUEmrXZKSGVEPQk/ajKckJQkBAJUh8QSn6M+1h5jYRFzsISZZ\nxVrtwlwUxjXjqdaKpzha7cIMFw8z40mKfrj4rl3RzHgK02qXpuHiYd6LoOCMpyQlnpI0j6tanFds\nIi72EJP0IfEEAACKsjZcvNrXqXbGU34lD6125V8jyoqnWlvtyiXxkpR48lvtokoQJXG4ODOeACBd\nSDzBKfpz7SEmNhEXe4hJlrXh4q5nPOW3JVlLPFVyUZ4/08eFYOJpwIDoZjzVsh1/LVQ89eYfK0kb\nLp6kWFWL84pNxMUeYpI+JJ4AAEBR1oaLV6PYjKdS6496dlExtc54qqTiqVSiwXrFU5jEU7mKpyiS\nOXHw4+ei4snfvmVpbrUDgL6KxBOcoj/XHmJiE3Gxh5hkFZoXVM9Wu2pnPAVfJ3j3s0qHi7useOrX\nr7YZT1aGi/uvsXNn+BlPYZIN1VQ8WU+6SNGt1T9WkjhcPK2JJ84rNhEXe4hJ+pB4AgAARblstYuj\n4qlfv1yrXbDiqVRlTHAejsvEU7nqq2LrCzPjSYqu4inKuUFhZzyVi2uSqmiirs5ixhMAoN5IPMEp\n+nPtISY2ERd7iElWoVa7sJVAYRJP1c54yq94KlcZk1/x5OriNzgQO4nDxYPv0377JWPGUxzJzihE\nNVy82Iwn6wmdJCUJq8V5xSbiYg8xSR8STwAAoKgkVzz5r1PNcPE47mrnedn/lWv7K7Y+a612Uc14\nqrXKJ5h4ouKp8PaCFU/WJSlJCACoDIknOEV/rj3ExCbiYg8xyXIxXDzMXe1qmfGU32pXacWTq1Y7\nP+lULglWSLUVT8VeP6zga+zYEX7GUxzDxZOSzIiq4qnQjCf/sWVJGgRfLc4rNhEXe4hJ+pB4AgAA\nRbkYLh7nXe38WTGeV1vFk4uL9PxWuDhnPFm/q12YGU+l1tHXK56S2GpnfZ0AgMqReIJT9OfaQ0xs\nIi72EJMsa6121c548ucodXdXX/HkqtUuTCKgkovycq12UQ8X339/GzOe0lLx5H9uo5rxlMTh4kmJ\nVbU4r9hEXOwhJulD4gkAABTlstUujoqnxsZc9UilFU+FWu2eflq69tpo1yW5m/FUbKZPVJU0UQ9h\nj2rGU6F1+BVvSWnfiqrVLri9Unc5tCZMEhIAYBOJJzhFf649xMQm4mIPMckqVPEUNtEQJvFUTVz8\ntTc2Zr+vpOKpWKvdNddIl11W/XqLvUatc6TCttpFVcUVfI3t26Ob8RSm1a7Ye5mfgLQuqlY7/1gJ\nfqYl+xVPSWqLrBbnFZuIiz3EJH1IPAEAgKKKVTyFuSgMM1y8Gv7am5qyr1ltxVMwSbNpU7TrCttq\nV+r9zx8mHeQi8RTFEPYwyYZyFU9+AtLVsPio+fFzVfFkPfEUJgkJALCpX70XgHSjP9ceYmITcbGH\nmGRZGy5e7YynYKVLV1du5lOpIdR+oi2YpOnoqH6t5dYl1TZcvJJWO3/7V14pPflk7ncuEk+DBrVF\nNlw8bOKpWMVTU5O7YfFRi6rVLMkzntJa8cR5xSbiYg8xSR8STwAAoChrw8WrEUxIdHXlkkrlWu38\nxFOwQmbjxujXJVWfDKmkMsi/cJekT386+z+f1Yonl8PFgy2XSUhmRF3xk7SKpzS32gFAX0WrHZyi\nP9ceYmITcbGHmGRZGy5eTVzyK5727Mle0JZKlAQTbcGk0OuvV7/WcuuSapvxVE3FU74oE09+Fc3b\nb2ciq3gKM+OpWBIvWPGUhGRGVImX4IwnhovbwHnFJuJiDzFJHxJPAACgqCRXPOUPF6+k4qlYq50k\n7bNPNOtyPeMpjsRTfhUNFU/R8RNlUVUmMVwcAFBvJJ7gFP259hATm4iLPcQky2XFUy3bqHbGU3C4\neHDGU6nh4oVa7fzHUQg746mSxFOxtbpotRs8OJoZT7XeyS1tFU9Rtdr5x0rSWu38qj7r66wF5xWb\niIs9xCR9SDwBAICiClXPhB3SHGa4eDWKDRcvV/FUbP5SsSqiWtcl1Z54KvU3waqtfH71V1iuZjyF\nabVLQ8WT52X/V2sSrhCGiwMA6o3EE5yiP9ceYmITcbGHmGQVa7ULc1EY94yn/Fa7cjOeirXauah4\ncjFc3H9OIVElNIL78Le/RTfjKWyrnbT3+1nurneWeF52P6K4A59/rCSt4inNrXacV2wiLvYQk/Qh\n8QQAAIqKutXO8yobkB2FYhVPxRIU/t8Ua7WLel21vEYl792ePaUrnqIeLh72fQpb5VMu8RSsdLOe\nzChXvVXrNoOxso6KJwBIHxJPcIr+XHuIiU3ExR5ikhX1cHH/IrjWJEO1M56KVTxJhfehVKudhRlP\nlVY8xZF48vfhoIPCzXjyPxO1rq1cBVmSKp7KzauqRqEZT/5jy6KacWUR5xWbiIs9xCR9SDwBAICi\nCs14CpN4irP6xE8iBYeL+y1oxfYhWPEUR6tdmBlPpeZUFWu1s3hXu7DJlvzEU/5a/Ji6qmCLkv+Z\ndVnxZD2hk+ZWOwDoq0g8wSn6c+0hJjYRF3uISVbUrXb+RWWtSYZqZzwFk1zBFrRirx+seMq/+Hcx\nXLyWGU9+EqXY38XVaufvw7Zt4WY8hb3rXLnWxeBwcetJl2CSrK/OeIqrFbceOK/YRFzsISbpQ+IJ\nAAAUFXWrnZ8UiaP6JDjjKdhqJ5W+A1rcFU/Vzngql6SJo+IpyrvahZ1rVEmrXdJmPEWZJAtTYVcP\nfrysxwoAUDkST3CK/lx7iIlNxMUeYpJVaF5QmIvisK12tcx4yh8uLhXfh/xWu1ItbbUK22pXLkkT\nd8XTwQeHn/EUVatduYon68mMKIeL+8dK0oaL+4lT6wmyWnBesYm42ENM0ofEEwAAKKpQ4inMRXGc\nM56KDReXSlc85c8L2rMn97so1+Wvo9pWu3JJmriGi0d1V7uww7+peCoticPF09pqBwB9FYknOEV/\nrj3ExCbiYg8xySqWeApb8VTrNqqJS3C4eKUVT4WSU52d2cd+AiqsMDOeomi1iyKBFkxmbN3ae8bT\nMcdIf/pT5duKMvFExVOOf6wkbbi4P0DfeqxqwXnFJuJiDzFJHxJPAACgKJeJJ9cXwcEkTaUVT4Va\n7To7pf793VU8VXOBXUkSpVSrXVSzc0rtw7PPSnffXf22mPHU+71wUfGUhMQTd7UDgPQh8QSn6M+1\nh5jYRFzsISZZUSee9uzJVePUkgiodcZTfuKpkrva+evr7JQGDHBT8VRLq10lFU9xzngaOnTvGU8b\nN1a/rShmPBXavyRWPEWx1uCMpyQlnvyKJ+vrrAXnFZuIiz3EJH1IPAEAgKIqSTz9/d9Lr75a/fZc\n39kuf7h4MOlVyV3tgq12/fvnthnVuvzXcJF4qvdd7TZtqn5brlrtklTx5CfJokwQ5b8/1qW51Q4A\n+ioST3CK/lx7iIlNxMUeYpJVSeJp+XJp5crqt1dLIqCauJQaLl7qrnb5bVudndlhx/36RVP1FGbG\nUyWJp7juaucnMd54I7PXPnR0VL6tYLLFRatd0iqe/PiGTTwFZzwlabh4mlvtOK/YRFzsISbpQ+IJ\nAAAUlX/RKhW+KN69u7LthU08VaPUcPFKKp6Cd7Vrbs7+POrEUy0znpJQ8fTOO9VtK0yypdKKJ9cV\ndlGIcrh4/jalZLXaWY8VAKByJJ7gFP259hATm4iLPcQkq1jFU/5FYaUJmUqqjkqpdsZTqeHixSqe\nCrXa+RVPUQwYj6LVrlRiIo4ZT8GB1cOG7T3jKT9ZWUqUrXblKp6SkHSJaq1JnfHkJ06tr7MWnFds\nIi72EJP0IfEEAACKqnS4eGdn5dsLM1y8GlEMF3fdaudixlNcrXalqozqlXhK+ownKp6oeAKANCLx\nBKfoz7WHmNhEXOwhJlnlEk/+10oTT8GkSC0X17XMeArbatfZmb0QtjDjyR+QXurv4m61e/31vWc8\nVTPEOmyyJW0znqIaLl5oxlNShos3N9uPVS04r9hEXOwhJulD4gkAABRVLvHkJ2IqnekT54ynWoeL\nF2u1q/eMJ8/LtbiFqXhy0S4YVcWTyxlPSUo8RdkWmMTh4v7n1/paAQCVIfEEp+jPtYeY2ERc7CEm\nWeUST7t2Zb++/Xb126slEVBNXAoNF/crgUpVPAWrZ/JnPNWz1S5497dyw8WLJZ789yKs4F3thg/P\nzXjyk1rVvEacM56sJ57C3uEvKKkznoLD4K2vtVqcV2wiLvYQk/Qh8QQAAIoql3jauTP7Na7EUzXy\nK56ClUClZjzlP8fKcPFK37s4Wu2Cw8WD2/TvblhNgi7qVrukVzyFucNfsW0mLfGUlEQhAKAyJJ7g\nFP259hATm4iLPcQkq1DiKXhRXEvFU3C4eLUXwdXOeGpqKjxcvFiSI9hqZ7HiqZLEU9zDxf/618xe\niadKZ34Ft+Wq1S5JFU9RDhcvNuPJeuIpSfGqFucVm4iLPcQkfUg8AQCAoopVPPkXhH7F01tvVba9\n/KqjuO5qlz9cvJK72uXPeKr3cHFLFU/Fkhm1VDyFTTSUez+TVvHkYsaT3xaZlOHifqud9XgBACpD\n4glO0Z9rDzGxibjYQ0yyXM54quXCspq4lBouXmnFU7DVrt7DxatJPMVZ8XTIIW092/Q/D9W22oVJ\nDFHxVJh/rATbIv3HlrlIvlnBecUm4mIPMUkfEk8AAKCoSmc8+QmHarZXz4qnYi1HhYaL79mTrSCy\nNOOpVGIi7la7YIJg925pv/1qa7WLasZTsYqnJFTQBN+LvjrjKUmJQgBAZUg8wSn6c+0hJjYRF3uI\nSfYCNVgB5CtU8VRpoiFs4qmauAQvYPMrnioZLu4nKnbtkvr3tzfjqdjfxdVq57dtbdzYe8bTfvvV\nNlw8jhlP1pMuUVb7JHXGU5JaI6vFecUm4mIPMUkf54mnxx57TO9///t7Ht96660aMmSIWv8/e18e\nX0dVvv/e7E3SNG3TtLRQCtWWQmWVgsgSC4IiiuBWFRXFBUQFVFx//SIKigqCCAgIiFA2UaiibBV6\nLVhKKV2gJV3olrZJ2uzrTW6W+f3x8vS8c+7M3Jm7JJP0PJ9PP829d+bMmfOe9TnP+545c2jOnDl0\n4okn7v/t+uuvpyOOOILe85730LPPPrv/+1WrVtFxxx1Hs2fPpiuuuIKssI+YBgYGBgYGowAgF/S4\nMJkknrI5pGciuLhlEXV1MZkykmI8ZVvxpJ9qJxVPxcWpBxc/0GM8gSTLpDpLJ57CDnOqnYGBgcHo\nQ1aJp+9973t09tln24iiSCRCX/jCF6i6upqqq6vptddeIyKiZcuW0bPPPkvV1dW0ZMkSuuKKK2jg\nHT37RRddRA8//DBt2rSJGhoaaPHixdnMtkEGYfxzwwdjk3DC2CV8MDZxJzB0V7vCwmDEkzzVLtsx\nniIR5WoHlzk826+rHYinkRLjKZmrXabdBadOrcqY4ikTxNNIj/EEkixdUhZtRZYPUfgVT9kg38IC\nM66EE8Yu4YOxyehDVomnm266iV5//XUb8WRZlqNi6YUXXqBPf/rTFIlEaMqUKXTUUUfRihUraPv2\n7VRcXExz5swhIqIFCxbQ008/nc1sGxgYGBgYGJA78SQXxb29RKWl/omnoTzVDiRXkODiTtd0dvI7\nQjmVLlJ1fdKJs1ROtQMJly68YjylqnjKRIwnpzRGkuIpk8HF9TSJRp6rXdjzamBgYGDgD1l3tdNJ\npkgkQg8//DDNmjWLzjnnHNq4cSMREdXV1dGkSZP2Xzdp0iSqr6+nuro6qqys3P99RUUF1dfXZzvb\nBhmC8c8NH4xNwgljl/DB2MRb8YRFcU9PMOIp3VPtgtgFRI1TcHG3Ra2Xq91wE096/t3yMtSn2tXV\n2WM8jRnDv/t9TiZjPDmlMdIUTybGkz0222iCGVfCCWOX8MHYZPTBZT8se/jsZz9LX/rSl4iI6PHH\nH6fPfOYztG7dOiIiytVmSfF43PN7J1x88cU0Y8YMIiIqLy+nY489dr9UDxXYfB66z2vXrg1Vfsxn\nhbDkx3zmz2vXrg1Vfsxn038RER13XBXl5ib+vnt3lHgornonxlOUWlr4c7L0BwaImpqiFI0S5eSw\ni1a28t/fX0V5eRz8urqaaGBAvU8sRjQ46Jy/5cujVFZGdPzxnL9Nm6I0dSpRbm5m8vvmm1FqirhQ\n8AAAIABJREFUauLyyskh2rmTyyPZ/VOnqvx3dTnnn4iopydKK1YQnXde4u85OUQ1Nf6e5/V52zai\nww7jz01Na2nTJn6feJyoqytKOTlc/gUFydNbtSpKHR2p14c9e6K0eTM/PxIhevXVKDU2qt83bIhS\nQ0P261smPg8OErW3R2nZMnf7+v0M9PVF6eWXiT70IS6fdeuiVFgYjvd1+tzcHKW1a0eGvczn0fHZ\njPfh+wyEJT8H6udbbrmF1q5du59fSQtWlrF9+3Zr7ty5jr8NDAxYZWVllmVZ1sKFC63bb799/28X\nXHCBtXTpUmvr1q3WiSeeuP/7xYsXW1/84hcd0xuC1zEwMDAwMDhg0NxsWePGJX5/1VWWdeON/Pef\n/mRZ8+ZZ1pFH+kvzwQct63Of479nz7as6urM5NUJF1xgWX//u2Vddpll3XabZR10kGXt3s2/zZlj\nWRs2JN4zdqxltbby3x0dllVSYllf+Ypl3XOPZZ11lmU991z6+XrsMcv61Kf47xtusKyrr/Z331tv\ncZlZlmWdcIJlrVzpfF1pqWW1tzv/9oc/WNbllwfLrxMWLrSsa6/lv1G+lmVZ//ynZZ17rmWNGWNZ\nXV3+0vrvfy3r1FMta8kSy5o/P3heLr7Ysu67j/8++mjLWrvW/vu99/I1u3ZZ1rRpwdMfSrzwgmV9\n4AOW1d9vWZFIZtIsLLSsWIz/Puccy3rmmcykmy2cdJJlvfKKZU2ZYlm1tcOdGwMDAwMDIB2+JSd9\n6ioYli1bRj09PURE9MQTT9DJJ59MRERnnnkmPf744zQ4OEh1dXW0evVqmjdvHh1++OHU1tZGm3gr\njR599FE666yzhjrbBgYGBgYGBxz8BBdHTB+/waT14OLZdPvxcrXzc6odrgmjq51XXpIFF89mjKf+\nfqKCAi53v+6X6cb0GY0xnjLZNkZacPHR7GpnYGBgcKAiq8TTNddcQ+effz5t3bqV5s2bR8uWLaPl\ny5fTnDlzaM6cOXTXXXfRXXfdRUREZ5xxBs2fP5+OPPJIOuuss+iOO+6g4uJiIiJatGgRLViwgGbN\nmkUVFRV00UUXZTPbBhmELpc0GH4Ym4QTxi7hg7GJP+Kpr49JmaEKLh7ELiCesID1cyqcfqqdZXFw\n8TAST6kEF88G8bRnj4rx1NfHz87P909GZvpUu9EQ4ykS4c/pkERoKyMtxhPslalA+GGCGVfCCWOX\n8MHYZPQhqzGerr32Wrr22mtt351++un0ox/9yPH6hQsX0sKFCxO+P/HEE2nNmjVZyaOBgYGBgYGB\nM/wST0FOMfND/mQKuuJJngrnRiLpwcWzrXgKomwJW3BxkCO64ik/P7jiKVPEk5fiKZMnxWULkvhE\nO0M5pwppq5FAPI0khZqBgYGBgT8MuaudwYEFBCYzCA+MTcIJY5fwwdjEncCQREM8HkzxlO6pdkHs\n4qV4ciOR9IU/iKfS0uwpnvyWgZ/8W1aia5VEphbzksQ75JCq/Wni+1QUT6kSQzqRp6chFU8jhXQh\nSp8oQ1uxrJGpeBqNrnZmXAknjF3CB2OT0QdDPBkYGBgYGBg4wkvxJF2rRoLiqb/fP/Ek82dZIyvG\nE65xU8lkajHf18fkEtKUCri8vOFTPDmRSyNJQZOqGs4NuF8qnsIO2Gs0utoZGBgYHKgwxJNBVmH8\nc8MHY5NwwtglfDA2GRpXu6AL66AxnnJziQoLiXp7FSlC5EzcIC+6eqa7m9/RL/F0ww1ELS3uvw8F\n8eSGTC3mJfG0e3fUpnjKzx++GE9OKqGRGOOJKH3FUzQadVS/hV3xNJqDi5txJZwwdgkfjE1GHwzx\nZGBgYGBgYOAIL1c7LIhTcbWTp9oNheKpqIiosZEJqMJC/i0vL3FRK93siBQpFI/zfX6Jpx//mOi+\n+9x/z0SMJ7e8SBc4J2TS1Q7EkyTP8PxUFE+pKsqSlSfyOhKJp3RJIp14GgllMJqDixsYGBgcqDDE\nk0FWYfxzwwdjk3DC2CV8MDZxJ54kaRNU8ZTuqXZB7AKSq6iIaNcuospK9Rvc7/Tr5fvCLam3l6ig\nIFh+ly93/y1VVYuf4OjJFE+ZIh6keuzQQ1WMp3ROtUuVaEhWnjLWV9iJjEy62lVVVSUQT5lyF80m\nRpJrZFCYcSWcMHYJH4xNRh8M8WRgYGBgYGDgCC/iCURTXx/RmDF8rZ9FcrrBxYNAKp5qaogmTVK/\nOS3AZWBnICeHqKeHiacgi/aaGvffhtPVLpPEk1OMp1ROtUs3mLQfxdNIJJ4y0T5GKvE0Wl3tDAwM\nDA5UGOLJIKsw/rnhg7FJOGHsEj4Ym7iTGPn5ilSIx5mU8Us0pBtcPGiMJ6l4SkY86a52RLz4T4V4\n8iKTMkE8uZXdULnaSeKppsYe4ymo4gnKtEy42o10xZOsg+kqnpxiPI0E4mk0u9qZcSWcMHYJH4xN\nRh8M8WRgYGBgYGDgCD/EEwgI+Z3fNLN9vL0knpqaEl3tnIgnJ8XTwAC/X5BFu9eCeTQrnlI51U6e\nPpgNxRPyNBKIJ6m6y4biySm2WdggXe3CnlcDAwMDA38wxJNBVmH8c8MHY5NwwtglfDA28U88FRQE\nI57SCS4exC4gNBBQPBVXO5AYON7d70LY67psBxcfauJpxowqm+Ip6Kl2IIYyEePJ6f0O1ODibjGe\n/NpluJBuzK8ww4wr4YSxS/hgbDL6YIgnAwMDAwMDA0f4dbULonhKN7h4EEjFExHR+PHqNz+n2iEN\nIFuKJ79l4FfxNNSudk6KpyAEhySGsulql+2YYplAMhItnfSIRpar3UggCg0MDAwM/MEQTwZZhfHP\nDR+MTcIJY5fwwdhkaFzthirGExHRuHHqN7dT7ZxIm2RkjxPC7GqXCeJBxpLauTMxxlMQly5JVqVK\nPOEEwmTBxbPp2pkJZFLxNFJjPI1mVzszroQTxi7hg7HJ6IMhngwMDAwMDAwc4XWqHUibVFzthuNU\nOyKisjL1m9MC3C0wN5Q9fhbtIAr8utplmnhK5mqXKfclqXiS7wD1UiqKp1TzJgnDZIonywo3+ZSq\nG6af9IhGToyn0epqZ2BgYHCgwhBPBlmF8c8NH4xNwgljl/DB2CRx0Qqk42qXruIpaIyn3Fx3xZNf\n4gnf+VkIS+WP1zV+yIVHHyV67TX1OayudjNnqhhPqaiXZPDvVEgR3E/krXiKRNJXEWUbqbphOgEx\nnqAGIxoZMZ6kq13YSbKgMONKOGHsEj4Ym4w+GOLJwMDAwMDAwBGj6VQ7otQVT5LUSLYQRhn09rpf\n45dc+OxniX7wA/VZJ56c7huOU+3kO0j1kl/SIJV7nO7X8yJ/Tyeg/VAi04onyxq5rnZG8WRgYGAw\nemCIJ4Oswvjnhg/GJuGEsUv4YGySnVPt0iUBgtgF6p90FU9BXO2gJonH3a8J4mo3fbr6Wz8R0M3V\nbqgVTzt2RG2udkEVT6nc43Q/kTNZoyuiwkxmyAD36SqeRnKMp9EaXNyMK+GEsUv4YGwy+mCIJwMD\nAwMDAwNHZONUO13xlM1FMAiJwkL+LBVPTrFu/LjaDRXx1NLC/5eX29PORHDxbCqeQPKkGlw8lbxJ\nYslN8SRP4AszmQG1D1Fm3AJHYoyn0exqZ2BgYHCgwhBPBlmF8c8NH4xNwgljl/DB2MS+YJcYzlPt\ngsZ4CnKqXaaIp6Iib1c7qWpxK4PaWv6/vd1+X1iIJ1k33vWuqowEF0+VaEhGLB2ornaI8aQrnsIe\n42k0u9qZcSWcMHYJH4xNRh8M8WRgYGBgYGDgCC8iJhOn2mXT7cey1LOgeBo7Vv2eTVe7khJvxZN0\nmXNLE4qntjb7fX5OtRsqVzsnlVEqbnOpBCSXSOZqN1KJp0yc+jgSXe2M4snAwMBg9MEQTwZZhfHP\nDR+MTcIJY5fwwdjE7tolkSlXu1QWwdIua9cSvfqq93MiESaCLrnErt4KQjwFyW9fHyueBgfdr5Wk\njRfxVFhoJ55k/oZb8SRd7bZvVzGeUiGR0g0u7ub2J9MficRTuoqnkRjjybKUPUeT4qm+nqi52Ywr\nYYWxS/hgbDL6YIgnAwMDAwMDA0dIZY6Ek6tdXp5/4imI65oXTj+d6OSTnX/TyYZ77rH/HoR46ujw\nn1+QKAUF7qon6RrmlmZzM9GMGXbiSRIs6RBPmSAeZF6I0jvVDmRVqqRQEMVTJlRE2US2FU9hj/EE\nsnu0KZ6mTyeaP3+4c2FgYGAwfDDEk0FWYfxzwwdjk3DC2CV8MDbxdj1L51S7dBRP0i45HrOYZC5n\nQYinhgZ1TzIiQAY0dyOe/CqedOLJD2GVynunAkk8zZpVlXCqXRCCI5On2vlRPKUbsDubkPG/0iWJ\nRmKMJ/QnROFXpwVBXx/Rnj1mXAkrjF3CB2OT0QdDPBkYGBgYGBg4wg/x1Ns7tK52EpGI+2+ZIp7G\njlXX+VFgII2CAvcA434VT4cdlqh4SuYylkzxlCnFS7JT7VIJLp4JVzsnYslPuYUFevtIlyQaaa52\n8bginkaTqx1RuMvdwMDAINswxJNBVmH8c8MHY5NwwtglfDA28U88FRXxd34WyZmM8ZRM8ZSMgPFz\nql1lpfrbb4ynTCmepk4l6umx35eu4snpvVOBzMvWrdGMuNqlSjT4UTx5nXoXJkhX1HRJwpEY40kS\nT6PJ1Y6I650ZV8IJY5fwwdhk9MEQTwYGBgYGBgaO8HOqXW8vkyzDoXjyIpYypXg6+mjve9yem67i\nqa2NaOJEO0nk5z4/iqdMEE9ugc5TcZvDe0UirFYK6go3mk61011RD0TFk6zjYbZVUIymdzEwMDAI\nCkM8GWQVxj83fDA2CSeMXcIHY5PkiifLUgqFoSKehjrG04MPEtXW+s+vn+DifhRPvb1EpaV24sHP\nfUNBPFmWnQSbO7dq/7umcqod7olEUlO56K52I/lUO2m/bMR4yhTxmC3oMZ7CTJIFxeCgGVfCCmOX\n8MHYZPTBEE8GBgYGBgYGjnAjMUAy9fbyIjEnJ1hw8UydaudFPLmdyAf4JZ5KSogOOsj9Hh1+gov7\nKYPeXn62TjyFwdUOqhzE2JIkGwipIM/xo+RKdn+Q4OJhJ55k3ciE4knGQhsJiqewx3hasYLozjuD\n3xfmcjcwMDDINgzxZJBVGP/c8MHYJJwwdgkfjE2SK57gZie/S4Z0gycHifGUqVPtvO5xe25+fnqu\ndr29RGPGsLpIxk8Kg+JJEmBERG+/Hc2I4okoONkA9ZUXsTSSiCfpapeJGE+WNXJd7cJqq5/8hOiy\ny5JfF4vxtYCJ8RReGLuED8Ymow+GeDIwMDAwMDBwxFAQT9lSPEGN5YZsEU8gUfLz3a/162pXWGgn\nivwonoaDeMrLsyueUonxJImhIHUC7wtVTzK7hpXMAMypduF3tfPqdyTWryf61a/U5zC+i4GBgcFQ\nwRBPBlmF8c8NH4xNwgljl/DB2CScxJPfGE+trUTl5e6/O6lJMqV4SuZq5lfxpBNP+n1OBMpQuNrp\nxNPxx9tjPBUUpBZcnCh4ndDft6AgsR5Kom8kEE+ZOtVupMd4CqurnV/iSbo4EpkYT2GGsUv4YGwy\n+mCIJwMDAwMDAwNHJDvVrqeHqKiIvwub4ikZ8eSkJklG2vghLaTix22BH1TxhN91AmW4FE+SKCKy\nx3iCYmWoXO10Eiw/PzG2lsyvUwyoMMGcajd6FE868RT0tEYDAwOD0QRDPBlkFcY/N3wwNgknjF3C\nB2OT7Cme0gkuLu0CAsHpuS0tROPHu6eT7RhP2VA8+XW1GwrFk3zGW29FE4inVIOLByUbdJs51cOR\n5mqXKcVTNBodkcRTMlXfcEMnlPxch7/NuBJOGLuED8Ymow+GeDIwMDAwMDBwhBuJAUVGV1dw4klX\ndKSzCI7F7P9L+FE8ZTPGkxdpkGqMJz+ElSxft3fIZoynTCieghJPuvrKi3hKl8zJNg50xZN0tQsr\nSZiK4snvPQYGBgajFaYbHCIsWkT0m98Mdy6GHsY/N3wwNgknjF3CB2MTdyImEmFSZ+/e9GI86SRA\nb29ylYO0SyzGCzqnxflwEU9+FU+pBhcP46l2J51UlRbx5Kc8vPKiK56cXO0k8RTmGEde7SMo3GI8\nhZl4Ggmudl7tSwKuddKmZlwJJ4xdwgdjk9EHQzwNEWprifbsGe5cGBgYGBgY+IeXembCBB7bMhnj\n6eWXmXTq7PSXv1iMqLQ0M8TT1q1EV16ZWcVTOq52Ti5rflzt/AQXT3cxrxNPmYjxlKp7VVBXu5FA\nPEkSLhuKpzC/vySeRrqrHephX5/q80ycJwMDgwMVhngaIvT3h3ugzxaMf274YGwSThi7hA/GJt4k\nxoQJRHV1mT3Vbvly/r+lxf1+2KW/n+8dM8aZ4EgW40knYGpq1Pdu8EOmdHcTlZR4ExzpuNqFUfG0\ndm10v+3TVTylEuNJDy7uRTyFnXiRZO+BHuMprIonv25zqGfxOP8diRA9/3w0a/kySB1mvA8fjE1G\nHwzxNEQYGAjn4GlgYGBgYOCGZMRTfX1mg4tD6dTamjydnh4mnfLznYmEtjaicePc79cJCLxHusRT\nZyersIYzuLgX8YRFczpKErcYTwMDrOjIzQ1GcMViSjmXrqudVF85XTMSFE+SeDqQYzyFVfGUCvHU\n18d9Znd39vJlYGBgEGYY4mmIgJ3ZAw3GPzd8MDYJJ4xdwgdjE2/iafz41BRPXsHFe3r4fy/FE+wS\nizHx5LY4x+9u0J/tZzHpZ9He1ZWceMpEcHG3wMvJXO2I0ic09GecfjrHeNLdpPzMeyyLQxFMnRrs\nPre8+HG1C/N8LN1THyVGQ4yn0UA8dXXxO40dS3TMMVVZy5dB6jDjffhgbDL6YIinIcLAQLh32AwM\nDAwMDHQkUzylEuMpHldklb6w7u3l//0onkAsublO9fSo5zjB7dkgv9zuSbYQzoTiaWCAn6PHispE\ncHGi9IkntxhPulrFD8HR1sYuSGVl/Dko2ZDM1Q5pZVJFlE3ornaZUDzJmERhdzUcCcHF/RJPqIed\nndwXlZYmxq/bs4do1arM5s/AwMAgjDDE0xDhQFU8Gf/c8MHYJJwwdgkfjE3s6gsdqcZ48lLF+CGe\nYBepeHJTDIEUc4L+bLhnxWLu9/hZCPshnpIRSFA7RSKpudplW/GkE08rV0ZTVjzt3k108MGKHMmE\nq52shzp5GnbiySsGWlCM9BhPYXW1Q11NFihcKp7y81nx9N//Rm3XPPMM0U03ZT6PBsFgxvvwwdhk\n9MEQT0MEE+PJwMDAwGCkwUvxNG4c0b59mSeeJk3ydrUDEBfIjUgAeeMG/T6QXl7Ekx/SIhOKJ5n3\noMHFvU4iDPIeXnCL8ZQq8XTIIepzKq52uuJJxngaicRTJuNRWdbIIp6kai6siieQYclsoxNPpaWJ\n/Us87k/haWBgYDDSYYinIcKBeqqd8c8NH4xNwgljl/DB2MSbxBg7ln8fO5Y/Z4p4mjIlMzGeskE8\nuQUyB9asIXrooeSn2iUjkNyIp0wEF9fTTAU68XTWWYkxnvw+o6GByUYgqMolWYwn/fewu5p5xUAL\nipEe4ymsiicQm15uuUSqnnV38zuVlhLNnFmVkJYhnoYfZrwPH4xNRh8M8TREMIonAwMDA4ORBi/F\nEwgnxObxSzz19roTTz09REcdRbRxY/J0cKqdG5GQjHjS8+tX8eT1jpddxgvlTLna4Zlhd7VDej09\nwRVPuktkUJWL7mqXjHgKO/EyFKfahZl4k/YMa3Bx1C/0Gcmu6+5WrnYdHfZrDPFkYGBwoMAQT0OE\nA1XxZPxzwwdjk3DC2CV8MDbxRzyNG8f/+yGeBgcT3cx01dGppxKtXOmehlOMp0wQT1AxeB13nkzx\nNGUK/z8UrnZueRkKVzvdve2//41SQYE6vYsoGPEk7RRU5SMVMkQq0DmgE1Nhd7Xz407pF9FoNOH9\nw+5qp5/cGMa8+iWepOIJrnZr1kQT0so08VRfzy6sBv5hxvvwwdhk9MEQT0MEo3gyMDAwMBhpyLTi\nCfFb3AJJ9/YSzZ3L7lft7d5p+Qkunox4cnK181pMJlM8+SWeMqF40gkWwMtmQLqqF53MQH46O1Mj\nniRxlC7x5EfxFGbiKdOKJ7QTIFkdHm7oroZhVDwFdbWTMZ50Yjse9xfTLggOOojokksym6aBgYFB\nujDE0xDhQD3Vzvjnhg/GJuGEsUv4YGzi7balK578LGh1ksCJeBozhtN0I54yGeNJd7WbN49o0SL3\ne5IpnkpL7elnWvHkh3jq6fE+zS9Z3vxAd7Wrqqqi/HwmnpK5AuqIx+12CupepdvZiXhycgsMKzJ5\nql1VVVUC8TRmTHLCZDgh+5ywK56c2p+ErngaN45o4sQq2zXxONfhTNskmerRwA4z3ocPxiajD4Z4\nGiIMDIR7omNgYGBgYKAj04onP8RTYSETOF1d3mnhVDs39U4yAsYpxtNppxFNn+5+TzJyraeH6KST\niI480p3gsKzkiidJxri52nkRT5JocHuPdBb0OvGE/EjFk1+CJxOudvJ+vVxGmuJJ5jcTee3uJiou\nVp+LirzjmA03dFfDMCue/J5qB+JpwgSizZvZFQ5Af5JpdzvZzxoYGBiEAYZ4GiIcqIon458bPhib\nhBPGLuGDsUnmYzwFIZ46O53TyGaMJ6/rcY/XYjMWYxeX/Hz3fCHYMwI+Oyl83BRP8XhyxRMIOS9k\nWvEUjQ5fjCfdVW+kn2qXScVTNBodcYonaa+wK56S5U0PLj5+PNGTT0bpoIPUNWjDBx1EtGVL+nlL\npsIycIYZ78MHY5PRB0M8DRGM4snAwMDAYKQhqOIp2TiXLJ5PTw+TECUl7sQT4BXjaWCAyRyvWEdO\niqdkKgE/iics8t0IDj/Bnp2Ip95efmcQfekqnjJJPCE/mSKeMu1qN9JOtcuk4smJeBopiqewnmoX\njzO5m4riSf9NtuHVq9PPG5SiYY7jZWBgcGDCEE9DhANV8WT8c8MHY5NwwtglfDA28T4hrbiYF4bZ\nUjy5udrBLiBYnBbnSAdBzJ2g35dMIUXkT/GERb4baaCXAZRPcoEt8wICq66Og5fj+jApnqqqqtIK\nLq7HeDqQg4vrwbWzEeMpFmOXzzBiJAQX7+vjcvRLPIGQHT+eiKiKiBT5J+tqJtYJhnhKDZke7+Nx\nosWLw9vORgLMHGz0IevE0+rVq+mYY47Z/7mpqYk+9KEP0ezZs+nDH/4wtYijHK6//no64ogj6D3v\neQ89++yz+79ftWoVHXfccTR79my64ooryBqBrdicamdgYGBgMNLgpXiKRIj+9CcspvwTT15uVX5c\n7YD2dr7OSVnkl0QK6mqXTPGkE09O4z5O9pNwKgc9VlJtLdHUqeqa4VQ8OdULEE9Bg4vrSrOCguTH\n1Ov3e8V40hVmYSeehuJUu5yc8BITIyG4eDwejHiSrnYA6risq8ni2vkB+s2w2vdAwT33EF1wAVFz\n83DnxMAgPMgq8fS9732Pzj77bBtRdPXVV9MnPvEJ2rRpE11wwQX0s5/9jIiIli1bRs8++yxVV1fT\nkiVL6IorrqCBd0abiy66iB5++GHatGkTNTQ00OLFi7OZ7aygvz/cE51swfjnhg/GJuGEsUv4YGzi\n7FIl8ZWvKAVOphRPRUX+Yjxt3kz07nd7K5684ORqN1SKJ71M3Qg4mc6ePUTTpqlrwqR4Qoyn1lYV\nyNrvM3TCb/Jke/DlZAga42kkEE9egeeDIBqNUnd3IhEZZne7TAdXzwZ6etjVOFneUA+7uqSrXZRy\nc52Jp4aG9PNmFE+pIdPjPQinICS6gR1mDjb6kFXi6aabbqLXX3/dRjy9+OKLtGDBAiIi+sxnPkNP\nP/00ERG98MIL9OlPf5oikQhNmTKFjjrqKFqxYgVt376diouLac6cOUREtGDBgv33jCQYxZOBgYFB\n5nHzzUSvvjrcuRi9aGqyxyXxQjLi6YkniE44QRFVRO6Ei58YT9XV6vQ4rxhJfvObiRhPfognv4on\nnXgKongaauIJ+WlpYdsFeYZuq4MPZpLNL3Tiyol4knkNK5kBSFezTCme5Kl2RCOHeCosDOfCPRbz\nRzxJV7v8fOWWPG2aaruyDTc2pp83uPUZ4ml4AbuGsf4aGAwXsu5qp7vFNTU10dh3IpKOGzeOmt+h\nhOvq6mjSpEn7r5s0aRLV19dTXV0dVVZW7v++oqKC6oNshYUEB2pwceOfGz4Ym4QTxi6p4bvfJfrm\nN7OT9oFuk6uvZgKgosLf9cmIJ5zYtGuX+k4SLv39HA8jLy95jKd4nNOZOdN5ce6HfElV8ZSMeMJz\nM6l4GhgIpnga6uDiiPEkFU9u+dOhl/u0acGIJ50wLCqykyoH8ql2TjGeiEYO8VRUFM6FeyzGfZRf\n4qm9ndtLTg6RZVXZ3kv2J5lQPHV2EpWXG+IpKDI93sO+YT5BMii2brW7i2YbB/ocbDTC47yX7CBX\ni1IaF7MSt9+87tFx8cUX04wZM4iIqLy8nI499tj9FReSveH43N9P1N4epWh0eJ5vPpvP5rP5PBo/\nE1XRmjXhyc9o+nzjjUREVTRmjL/r29uJ+vrcf2fiqYra2tTvublVNDBA9MADUSosJCos5OsbGqK0\nezdf75Tec89FKT+fKC+vivLyiNavt4+vL78cfWfh5Z6fzk6i/n71efdu9Xy39z3jjCqyLKIXX4xS\nTk7i7z09qrzeftuePtKLx4n6+uz5tawo/fe/RB/9KH/esCFK+/Zx/vPyiKqro/TWW0Rf+IJKb2CA\nKB5PTL+nh2j16ijV1Ljbq709SqtWEX3wg97v6/Z527YoTZxoL9/OTqJYrIpKSvhzTY1z/vTPvb1E\nmzap8pg2jejPf7aXj9f9TEKq6ydMIGpqitLSpUQf+ADPvzo61O95eURvv+0//aH+PDBA9NprUdqx\ng+t3f3966cViRFu22N93cJDr22GHDf/76p/7+7m+R6NERUVcn8OWv/5+dmF0at/yc397GaT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3yTPzuNnXv28Pvcdx/R3/7G36WiePrTn3is0LFzp/d80C/SUXa2t3M+hiKE9qgjnoIOnpaVeeLJ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\n2X0e/eaiizjJ+fTp7HwB/fT2240zBhEboR54wPzuGmnc/TS+v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"text": [ |
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"<matplotlib.figure.Figure at 0x7fe73829db10>" |
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] |
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} |
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], |
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"prompt_number": 9 |
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}, |
|
|
125 |
{ |
|
|
126 |
"cell_type": "code", |
|
|
127 |
"collapsed": false, |
|
|
128 |
"input": [], |
|
|
129 |
"language": "python", |
|
|
130 |
"metadata": {}, |
|
|
131 |
"outputs": [] |
|
|
132 |
} |
|
|
133 |
], |
|
|
134 |
"metadata": {} |
|
|
135 |
} |
|
|
136 |
] |
|
|
137 |
} |