{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Le traitement numérique des images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cette page reprend\n", "[l'article publié sur le site web Images des mathématiques](" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = 256\n", "name = 'nt_toolbox/data/hibiscus.bmp'\n", "f = load_image(name, n, 1);\n", "imageplot(f)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les valeurs des pixels sont enregistrées dans [l'ordinateur](http://fr.wikipedia.org/wiki/Ordinateur) ou\n", "[l'appareil photo numérique](http://fr.wikipedia.org/wiki/Appareil_photographique_num%C3%A9rique)\n", "sous forme\n", "de [nombres entiers](http://fr.wikipedia.org/wiki/Entier_relatif) entre 0 et 255,\n", "ce qui fait 256 valeurs possibles pour chaque pixel.\n", "\n", "La valeur 0 correspond au noir, et la valeur 255 correspond au blanc. Les\n", "valeurs intermédiaires correspondent à des [niveaux de gris](http://fr.wikipedia.org/wiki/Niveau_de_gris)\n", "allant du noir au blanc.\n", "\n", "La figure ci-dessous montre un sous-tableau de $6 \\times 6$ pixels extrait de\n", "l'image précédente. On peut voir à la fois les valeurs qui composent le tableau et les niveaux de gris qui permettent d'afficher l'image à l'écran." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[ 47. 46. 44. 43. 43.]\n", " [ 109. 81. 57. 47. 45.]\n", " [ 190. 191. 164. 119. 75.]\n", " [ 160. 178. 190. 178. 171.]\n", " [ 137. 145. 152. 160. 167.]\n", " [ 156. 151. 150. 157. 147.]]\n" ] } ], "source": [ "selx = arange(19,24)\n", "sely = arange(62,67)\n", "print(floor(255*f[19:25,62:67]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Stocker une image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Stocker de grandes images sur le [disque dur](http://fr.wikipedia.org/wiki/Disque_dur)\n", "d'un ordinateur prend\n", "beaucoup de place. Les nombres entiers sont stockés\n", "en [écriture binaire](http://fr.wikipedia.org/wiki/Syst%C3%A8me_binaire),\n", "c'est-à-dire sous la forme d'une succession\n", "de 0 et de 1. Chaque 0 et chaque 1 se stocke sur une unité élémentaire\n", "de stockage, appelée [bit](http://fr.wikipedia.org/wiki/Bit).\n", "\n", "\n", "Pour obtenir l'écriture binaire d'un pixel ayant comme valeur 179,\n", "il faut décomposer cette valeur comme somme de puissances de deux.\n", "On obtient ainsi\n", "$$ 179=2^7+2^5+2^4+2+1, $$\n", "où l'on a pris soin d'ordonner les puissances de deux par ordre\n", "décroissant. Afin de faire mieux apparaître l'écriture binaire,\n", "on ajoute \"$1 \\times$\" devant chaque puissance qui apparaît dans l'écriture,\n", "et \"$0\\times$\" devant les puissances qui n'apparaissent pas\n", "$$ 179=1 \\times 2^7 + 0 \\times 26 + 1 \\times 2^5 + 1 \\times 24 +\n", " 0 \\times 2^3 + 0 \\times 22 + 1 \\times 2^1 + 1 \\times 2^0. $$\n", "\n", "\n", "Avec une telle écriture,\n", "la valeur de chaque pixel, qui est un nombre entre 0 et 255, nécessite\n", "$$ \\log_2(256) = 8 \\text{ bits}. $$\n", "La fonction $\\log_2$ est le logarithme en base 2, et ce calcul exprime\n", "le fait que\n", "$$ 256=2^8 = 2 \\times 2 \\times 2 \\times 2 \\times 2 \\times 2 \\times 2 \\times 2. $$\n", "L'écriture binaire de la valeur 179 du pixel est ainsi $(1,0,1,1,0,0,1,1)$,\n", "où chaque 1 et chaque 0 correspond au facteur multiplicatif qui apparaît devant chaque puissance.\n", "\n", "\n", "On peut écrire toute valeur entre 0 et 255 de cet manière,\n", "ce qui nécessite d'utilisation de 8 bits. Il y a en effet\n", "256 valeurs possibles, et $256=2^8$. Pour stocker l'image complète, on a donc besoin de\n", "$$ n \\times p \\times 8 \\text{ bits}. $$\n", "\n", "\n", "Pour stocker l'image complète, on a donc besoin de\n", "$$ n \\times p \\times 8 \\text{ bits}. $$\n", "Pour l'image montrée aux figure précédentes, on a ainsi besoin de\n", "$$ 256 \\times 256 \\times 8 = 524288 \\text{ bits}. $$\n", "\n", "\n", "Pour l'image montrée à la première figure, on a ainsi besoin de\n", "$$ 240 \\times 240 \\times 8 = 460800 \\text{ bits.} $$\n", "On utilise le plus souvent [l'octet](http://fr.wikipedia.org/wiki/Octet) (8 bits) comme unité,\n", "de sorte que cette image nécessite 57,6ko (kilo octets)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## La résolution d'une image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Afin de réduire la place de stockage d'une image, on peut réduire sa\n", "[résolution](http://fr.wikipedia.org/wiki/R%C3%A9solution_(imagerie_num%C3%A9rique)),\n", "c'est-à-dire diminuer le nombre de pixels.\n", "\n", "\n", "La façon la plus simple d'effectuer cette réduction consiste à supprimer des lignes et des colonnes dans l'image de départ.\n", "\n", "\n", "La figure suivante montre ce que l'on obtient si l'on retient une ligne sur 4 et une colonne sur 4." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "sub = lambda f,k: f[::k,::k]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(sub(f,4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On a ainsi divisé par $4 \\times 4 = 16$ le nombre de pixels de l'image,\n", "et donc également réduit par 16 le nombre de bit nécessaire pour stocker l'image sur\n", "un disque dur.\n", "\n", "\n", "La figure suivante montre les résultats obtenus en enlevant de plus en\n", "plus de lignes et de colonnes. Bien entendu, la qualité de l'image se\n", "dégrade vite." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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JRBgaGmJsbIyRkZEeQdy+9a1vL87WHYmqMi9kpbxls9kkkUjQarXI5/MMDQ2Z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\nYmJCNStJPwOSmhcPW2OtjnNDRUN84oknAACrVq3CBRdcAMBrBiIP4Ms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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "klist = [2, 4, 8, 16]\n", "clf\n", "for i in arange(0,len(klist)):\n", " k = klist[i]\n", " imageplot( sub(f,k), '1 ligne/ colonne sur ' + str(k), [2, 2, i+1]) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Quantifier une image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Une autre façon de réduire la place mémoire nécessaire pour le stockage\n", "consiste à utiliser moins de nombres entirers pour chaque valeur.\n", "\n", "\n", "On peut par exemple utiliser uniquement des nombres entier entre 0 et 3,\n", "ce qui donnera une image avec uniquement 4 niveau de gris.\n", "\n", "\n", "On peut effectuer une conversion de l'image d'origine vers une image avec\n", "3 niveau de valeurs en effectuant les remplacements:\n", "\n", "\n", "- les valeurs dans $0,1,\\ldots,63$ sont remplacées par la valeur 0,\n", "\n", "- les valeurs dans $64,1,\\ldots,127$ sont remplacées par la valeur 1,\n", "\n", "- les valeurs dans $128,1,\\ldots,191$ sont remplacées par la valeur 2,\n", "\n", "- les valeurs dans $192,\\ldots,255$ sont remplacées par la valeur 3.\n", "\n", "\n", "Une telle opération se nomme [quantification](http://fr.wikipedia.org/wiki/Quantification_(signal)).\n", "\n", "\n", "La figure suivante montre l'image résultante avec 4 niveaux de couleurs.\n", "Les 4 valeurs sont affichées en utilisant 4 niveaux de gris allant du noir\n", "au blanc." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "quant = lambda f,q: (around(q*rescale(f, 1e-3, 1-1e-3)-1/2) + 1/ 2)/ q\n", "imageplot(quant(f,4), '4 niveaux de gris')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous avons déjà vu que l'on pouvait représenter toute valeur entre 0 et\n", "255 à l'aide de 8 bits en utilisant l'écriture binaire. De fa\\c{c}on similaire,\n", "on vérifie que toute valeur entre 0 et 3 peut se représenter à l'aide de 2 bits.\n", "On obtient ainsi une réduction d'un facteur 8/2=4 de la place\n", "[mémoire](http://fr.wikipedia.org/wiki/M%C3%A9moire_(informatique)) nécessaire\n", "pour le stockage de l'image sur un disque dur.\n", "\n", "\n", "La figure suivante montre les résultats obtenus en utilisant de moins en\n", "moins de niveaux de gris." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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fYsEFWnNvZTJDxhhjLnFOjLAJtGNYtb1eY4zEzs7OMaHTpiOLxeosUnFKTWAs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\nlvE/Yjwe48yZM7PZvff397G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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "qlist = [16, 4, 3, 2]\n", "for i in arange(0,len(qlist)):\n", " q = qlist[i]\n", " f1 = quant(f,q)\n", " f1[0] = 0\n", " f1[1] = 1\n", " imageplot(f1, str(q) + ' niveaux de gris', [2, 2, i+1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tout comme pour la réduction du nombre de pixels, la réduction du nombre\n", "de niveaux de gris influe beaucoup sur la qualité de l'image.\n", "Afin de réduire au maximum la taille d'une image sans modifier sa qualité,\n", "on utilise des méthodes plus complexes de\n", "[compression d'image](http://fr.wikipedia.org/wiki/Compression_d%27image). La méthode\n", "la plus efficace s'appelle\n", "[JPEG-2000](http://fr.wikipedia.org/wiki/Jpeg_2000).\n", "Elle utilise la théorie des [ondelettes](http://fr.wikipedia.org/wiki/Ondelettes).\n", "Pour en savoir plus à ce sujet, vous pouvez consuler cet\n", "[article d'Erwan Le\n", "Pennec](http://images.math.cnrs.fr/Compression-d-image.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Enlever le bruit par moyennes locales" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les images sont parfois de mauvaise qualité. Un exemple typique de défaut\n", "est le [bruit](http://fr.wikipedia.org/wiki/Bruit_num%C3%A9rique)\n", "qui apparait quand une photo est\n", "[sous-exposée](http://fr.wikipedia.org/wiki/Exposition_(photographie)), c'est-à-dire\n", "qu'il n'y a pas assez de luminosité. Ce bruit se manifeste par de petites\n", "flucturation [aléatoires](http://fr.wikipedia.org/wiki/Suite_al%C3%A9atoire)\n", "des niveaux de gris. La figure ci-dessous montre\n", "une image bruitée." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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YWFig0WjQ6/XY3t4WBZ5qJ5WoampqShgUrVYrHUU4HCYYDOJyuURC7vF4cLvd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\n9uDKlSusDxdvvPAcb968CZPJhO7ubthsNuzu7lKy6+jowMLCAqnJTqcT09P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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "name = 'nt_toolbox/data/boat.bmp'\n", "f = load_image(name, n)\n", "sigma = .08\n", "f = f + randn(n,n)*sigma\n", "imageplot(clamp(f))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Afin d'enlever le bruit dans les images, il convient de faire subir une\n", "modification aux valeurs de pixels.\n", "L'opération la plus simple consiste à remplacer la valeur\n", "$a$ de chaque pixel par la [moyenne](http://fr.wikipedia.org/wiki/Moyenne) de\n", "$a$ et des 8 valeurs $b,c,d,e,f,g,h,i$ des 8 pixels voisins de a.\n", "\n", "Les valeurs des pixels sont positionnées comme suit :\n", "$$\n", "\\left[\n", "\\begin{array}{ccc}$\n", " g & c & h \\\\\n", " b & a & d \\\\\n", " f & e & i\n", "\\end{array}$\n", "\\right]\n", " =\n", "\\left[\n", "\\begin{array}{ccc}$\n", " 79 & 54 & 47 \\\\\n", " 192 & 190 & 153 \\\\\n", " 166 & 189 & 203\n", "\\end{array}$\n", "\\right]\n", "$$\n", "\n", "On obtient ainsi une image modifiée en rempla\\c{c}ant a par\n", "$$ \\frac{a+b+c+d+e+f+g+h+i}{9} $$\n", "puisque l'on fait la moyenne de 9 valeurs.\n", "Dans notre exemple, cette moyenne vaut\n", "$$ \\frac{190+192+79+54+47+153+203+189+166}{9} \\approx 141,4. $$\n", "En effectuant cette opération pour chaque pixel, on supprime une partie\n", "du bruit, car ce bruit est constitué de fluctuations aléatoires, qui sont\n", "diminuées par un calcul de moyennes. La figure ci-dessous montre l'effet d'un tel calcul.\n", "\n", "\n", "La figure ci-dessous montre l'effet d'un tel moyennage." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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L6iVHo1G6u7s1USRc9HA4rAlPn89HoVAgEokwNDSEz+dja2uL+fl5LBYLIyMj\nStUcHR0lFovR1taGy+Wivb2dcDhMs9lUhZ1MJgmHw1SrVWZnZwmFQpp4LBQKysy5ceMGIyMjeL1e\narUaDodDcwmlUolwOExfXx82m43h4WHlJosSX1xcVI8wEAjgcrnwer3KkFldXaWtrY2trS2sVivL\ny8ucPHmSWq1GZ2cnyWQSj8eD2+2ms7OTarXK1tYWIyMj1Ot1CoWCModMJhMejweLxcL6+jrpdJqr\nV6/idDqZnJzklVdeoaenRx/0nZ0d9WDdbjexWIzJyUlyuRxms5nJyUleeuklzp07pxHQm2++qThl\ntVrlxRdf/MAV/C//8i9fFCUk61s8QSMsUygUdN2JlykOgEAFohzFAIgil8ixWCwq+8LIzmg2m+Ry\nuQPKSzxB8dhFkciP1+ul0WgonVKSjA6HQ+Em+RFPular4Xa7FXaQazObzRpFScJYnAqXy6WYsig2\ngUvEgEnuQH5EGYoXLRGS0I5FUQs1V67d5/MprGJMugp8I4rW42ltmSD3TBT4Oz8nxs5oGI0sF4GP\npBYhEAio0hc6pxhcY5QDqOETPF7GbaRlSrLWZrO9p+j0nij4J5544mJfXx9XrlzRxJnL5SKfz7O7\nu3sgnFxYWCAYDCqvPB6PEw6H2d7eZmNjQ7HCzs5Ozp8/TyqVYnNzk9OnTzM4OKiK02w24/F4lGMd\nDoe16EGYDMVikUKhoMUy+XyeXC6nsEk6nSYej+uC7Ozs5Pvf/75ibPl8nsXFRR5++GGlZ0roGovF\nmJ6exuVq7bq3tbVFPB7H5/NRLBbVezl9+jQ7Ozv09fWRzWZZW1tjYmKCdDrNzZs3iUQiJJNJ+vr6\nCIVCbG9vMzs7qwyh9vZ2arUaXq+XQqGA3W5ncXGR3t5evve979HW1sbKygpnz55VTyaXyxGPx1lZ\nWVFvPpVKEYvF1Gg5nU5eeeUVBgYGWFtbw+v1EgqFaGtr486dOzz22GP6XUlcR6NR9dZOnz6t9L1m\ns8nJkyfx+XwsLy9z4sQJNjc3WV5epr29nXg8roUgDoeDyclJ9vb2FN5KJpOcPHmSzc1N7Ha7QnSV\nSgWPx0NXV9d78nLeL/mlX/qliwKfGJWuOBACDUjiUDx3WRNGD7VcLqsilLUhcJTwxAUrBg5EARKd\nGZOfxWJRoSBR4vLZdxZJiacvEJCRfy7nFIaPHBvQMYnnLNi5FFZJUlnWnBi0RCKh8yPRgkQvAr/J\nMyJGzuPksD49AAAgAElEQVTxKKQkSVu5HlH2klcQaqrAYGJwAoGAFlrKeMUZEQaLPOvynlyj/K+t\nrU1hKoGqhKIsRkXGJdcrCIDg7sFgUJW7XLusE2HPCYOm2Wze/wr+ueeeuyhhUSqVUus0MDBALpdj\ndHRUlfyHP/xhXnrpJbq7u2k0GppME8+oo6ODK1euUCwWCYfDxONxjhw5ogvk7t27DA0N4fF4VHk0\nm03u3r2rEUMoFCIQCOBwOGhra8PhcGhiVqonPR4PiUSCM2fOcPv2bRqNBsePH9fx1+t1jhw5wvb2\ntj6gJpOJjY0NzGYzQ0NDhMNh9cJtNpuyG+S1PFxLS0uEw2Fee+01xsbGmJ6exmq1EgqFCIVCrKys\n0NPTw/r6Ok6nk97eXiKRCOvr64yNjfHAAw8oHrmxsaGFUD09PbS1tREOh6nVamQyGR588EEKhQLD\nw8Na9CFcZYvFolGKwDSNRoNYLEZnZydOp5OVlRWCwSCLi4taaSeQhGC18XicUqnE8ePHFescGhpi\na2tLDXwoFNIqZcmtOBwOZfMcPXqUK1eucPbsWY22rl+/jt/v18hDIpITJ07w+7//+x+4gv+VX/mV\ni5JE8/v9msQ2YsRG6qLwygH16gSvF8Ui+K0k2uQhB1TJymvx6OX+CZVQWCOCJwPqMcucmUwmVdRS\n/CQwjyRyJeErmLFgxaL0Jfow8tv9fr/CPlLZmslkVNkJi0sgFVHMwgASz1hgPZ/Pp6wUcQCkUMmY\ngyiXy+qdC/tEogj5jtvtJpPJaG7AKPLdbDar1yhevkSJEmW+MzlspMkaE65icPb29lQfSRQn90QU\nvdyLXC6nCIAkeL/85S/f3wr+M5/5zMVkMkkymdTFFAqFyOfzCnncvHmTYrFIKpWiq6uL2dlZnaTR\n0VHFOJPJJP39/fT39ytOK4UisViMc+fO6WK+ceOGetZCLevo6GB5eZlUKoXf71cmj9vtJhgMsry8\nrJWD4+PjbG5usrW1xRNPPEG5XGZ3d5euri5N0AjPPhKJaFgpFZZSCp5IJIhEIvqZgYEB7ty5Q0dH\nB/V6XZk74XCY48ePq4e3ubmpxsnlcrGysoLJZGJtbY2jR4+yuLhIMpnU9grLy8tMTk7i9Xr1Z3l5\nWXHYjY0NdnZ2KJfLvPTSS4TDYRwOB1NTU8pV7+rqolAosLy8zPj4OB6Ph/7+fjo6OvTav/e972E2\nmzUfIt+bn5/H4/Fw4sQJ7HY7N2/eZGFhAYvFQm9vL6lUiuXlZfr7+6lWq1rAFQ6HVcElEgmdu6NH\njzI7O8v6+rpGUPF4XBk88rDk8/l74sF/9rOfvWikvYnCsdlsFItFTZQay/rFazM+6MABfNbIGhEl\nbSy+ke8KjCA1Cnt7exQKBfXMjbCMQAWiVIwFTUJOkFYR4pmKVykQjWDhkrAEFFqS64W3qYhGvF+M\ntODr8owaC4Fk/sTzlsp2SSzL/Em0YuSsSxQiyl6gEmNuBCAWi6mhkPEZ+ekCrRkjCoFxxJAJti6G\nRCp/RZkbI6lSqaR6QMYAKM4ukJz8JBIJZc9IBPGlL33p/qZJ5vN55Th3d3eTTqeJxWKaSOjr68Nu\nt+NyufD7W5sITU5O0tHRgcfjwW6389Zbb2n5ciAQ4ObNmwonZDIZhVnW1tbY29vj6tWrlMtl4vE4\nd+7cOcBkGRsbo7u7Wznlspg7OjoIhUI8+eSTnDt3TnnyQ0NDJJNJAoEAnZ2drK+vHyjcEU9ldXVV\nvTAj1plKpVhdXdUHbHl5mY6ODnZ2dmg0Wn1Zjh49ypEjR3jjjTcoFotaILS3t8epU6eoVCqcOHGC\nrq4urFYri4uLHDt2jLa2Nt58800GBgYU5hF4SZK7kn8A6OzsxGq1Mjg4SHd3N5lMhtdee42FhQX1\n4AqFglIP3W43MzMzzM/PUygUcLlc9Pf3c/78eVZXV5We6fV6OXr0KLlcjpdeeomFhQWGhoY0afTK\nK69gMpl46qmntLo2HA4ro0rqAiYnJzUZ7HA4SKVSrK+vaym+x+NRbr1wk8fG7k2XW1Hs4mnl83ll\nb4nilWjKqLyNCU1RhoJXG/FpOYdEerlcjkKhQC6XU7aJlM+73W59Vnw+3wH2DrQUikAmAsG0t7cr\njCQeucCPXq9X+6lIDxvxsCWRK9ROQJlbgsFL8ZNEyRLZCDwqilOOJZ6ywBMWi4VkMkkikTjwWZvN\nRiaT0bkvFovqWKXTaYrFoo5bmHHCaXe5XFo57/f7D8Ba4qF7vV41cJKoFWMh96vZbGrhWKlUUjhJ\nMHtjEZRcmxgHgeWkTUQymdQ2Dm1tbVpDIbkIo1F4N3JPFLzT6WRpaYnR0VEqlQoTExNsbW2RTCYZ\nGBjg5ZdfZmRkhMXFRXZ3d+nt7cXtdrO8vEw6naZcLtPR0aGZ7LW1NaxWKzs7OywtLdHb28snPvEJ\nrU67fPmy0tUmJiYUbxbO+8rKCn19fSQSCUZHR7VHSm9vL4FAgMuXLzMzM0O1WmV7exufz0dHRwcb\nGxvs7u4SDAapVCpEo1FtO/Dqq69y+vRpJiYmCAQCWqxULBY5efKkUq2SySRLS0uYzWaFoXp7e/Wh\nkAKlgYEBwuEwx44dI5/PE4lEaG9v10SmUKhisZgyhKSadGtri9nZWU3kORwOBgcHCQaDhEIhfD4f\njz76KJFIBLvdrg3QOjo6WFtbo7Ozk5GREWUmRaNR9RLFC5OKx2g0ytbWFs8//zzLy8uEQiF+7ud+\nDo/Ho5BMJBKhv78fs9nMd77zHZ544gnt7SOQmsPhYHV1VROsu7u72khtYmICk8lEJpPh1KlTSpXt\n7OzUFgb3QsT7MjbPS6fTqgwl6WhsHSAJOGFjCHdbPHA5rkAV8lu8TfGIjXxroUyazWaCwaDCPsaK\nVqkYTyaTChVKFa7cW+FlG3MEZrOZUChEb2+vKj85ruDoxmiiWq3S1tZGR0eHerDG/EI+n9djCAwi\nSedMJqO5M4koRXmLARRMXAyqsQeMsHe8Xq96/TKvknQeGho60LBNkuDiYEo04HK5FL7d2tpSiMjv\n9x9oGmdMZIvhlEiqUCjg8/loNluN07LZLMVikUqlokZKiBLSW0kMsyRhjS0o3o3cEwUv/OvLly+z\nsrLCxsYG58+f1wnv6emhXq/z4Q9/WDPJly5d0ptSq9VYX1/XGzAyMqKLa319nVKpxKVLl3A4HMzN\nzdHd3c3Y2BjRaFSx883NTeVSOxwOkskkLpeL6elpHn74YfL5PN/5znfIZDLUajWy2SxdXV3Km5+d\nnVUK5UMPPcTY2BjJZFLxyI9//OOaELXb7Vy9ehWTqVUOPj8/r9HDQw89hMPhYG1tTXu7xONx5ufn\n2dnZoVQqMTExwcbGBlevXqVSqeDz+VhcXMRisbCysgLA9vY2k5OTPPnkk+pJC64dCAT40Ic+xPj4\nOHNzc8zMzOh1/fCHP6RarfL8889TKBQA6O/vV660sapOrk9gIal69Hq93LlzR6mrk5OTHD9+nGKx\nyPLyMn6/n0KhoE3VHn74YW7fvg1AT08P3/jGNygUCsqkmZubY3p6mlAohNfr5a233mJra0uT8dLw\nrFgssrCwQKVS4e7du8RiMfVK74WIohGaokRA78RfJVch+LSE50blY6y2FLjB2KpAFI+RIinwjXj7\nYkwk3JfIVNpJCK9dcHhJDBu59BJhyBhFxDmSSMTITRcPVcYpYxQF6HA4lA9ubBsiRspYQCh5Arfb\nrVCIsUWA1JIYPWRhHQlbTWAXm82mTo+cRwybEeaSOgAxEMbmYnJ/ZC4FezdCbmJIjPCOzCWgyWto\nGXZR2mJIBJaShmmlUukAM+u9yD3B4D/xiU9cPH36NH19faytrTEzM8PY2Jg2lrJarTzwwAOUSiV2\ndnbY29vj/PnzbG9vK55dr9fZ2dmho6PjQBVkqVQiEomQzWY5d+4cMzMz2r52dHSUu3fvagdGqbhc\nXFxkZWWFwcFBwuEwyWSSZrNJV1cXTqeTQCBAJpMhmUxqyDk0NEStVmN7e1tpjtJQKp/Ps76+DqB4\nprApNjc3mZyc5MqVK+RyOUqlEseOHWNnZ4cbN25QKpUYHh5WXN9isbC8vMzo6Cjd3d04HA6NElKp\nFL29vVqUVC6XlXUkbYL9fj83b97EZDKxvr7O8ePHSafTdHZ2amJbPD5RSi6Xi1AoRLFYpL29nc3N\nTba3tykWiwwMDBCPx4nFYgwODuqcuFwu+vr6yGQyhMNhPB4PHR0dDAwMsLi4qB5Ve3u7zrtAPzs7\nO/j9ft544w06OzsZHh7WegWhpZ45cwZoPRBtbW1sb29z9uxZrl69SqPRYGVlhQcffFA9tj/4gz+4\nJxi8MTFYLBaVOy1tIgQHFoqhJEXhbfy6UCioMhSnRhSGcOHF+EpuRYyC9DUSKExabxjxbsGhja0D\npPBI8HFAk53STsBoPCRZLMpQ+h/F43EdgyjAcrms0I1ctyRUxdOVCKBaraonHggE1AuWa5Lkpxw/\nlUodoDhKfkEUo1AxRTGKwjcaXFHeUsUrBkLmQyib4uiIgRSYSeAnIRBI9CIKXtodA5oXkGuQeyOR\nnORC5LM2m41kMkmtVlPY8otf/OL9nWR9+umnLy4vLwOtxMnExATVapW1tTWGhoaU+xwIBKjX63R3\ndyseJqX9mUxGvUTBrc+ePavKu6Ojg4WFBXZ3d+nu7mZ0dJSlpSUcDgeZTIbTp0/T3t7ON7/5TT71\nqU8RjUaZn5/X0Nfv99NsNrUtsdzovb09JiYmSCQS2gM6FothsViYmZlheHhY+4Y8/PDDXLp0iXq9\nzsjICJubm9y6dYuvfOUrjI2N4fV6FTP3+/18/OMfJ5vNattdaaPb3t5OJpOhUCgoL7darZJIJLDZ\nbEQiEdra2lhaWgJaEVJ/f79S4axWq0Ir4q2Uy2W6u7vp7OxkYWFBG7KNj49TLpf1wZqfnycajXL6\n9GmFGHp7e8nlcvT19WmFo1QBCxYsBnN+fl49EsF4Nzc3aW9v58aNG9ohcn19XXt/TExMkM/nNZfg\n8/nY3t4mHo/z4IMPsr6+rv32H3roITweD8vLy+TzeW3f8Cd/8icfuIL/9Kc/fVEiTsGERYlKgVKz\n2VTaqSgdKYSR9z0ej+LJ4u0bedmC+4pylOSnkUIpdEifz3egxa2sHYE3RTEJbg+oshelmU6n9bWw\nRCwWC5lMRg1HoVDgtddeY21tjVAopAVD4iGL0pZowGazqYcthk3mQa7BZGr1fRH4T6IEMXaSR2hv\nb8fr9Wr/d8kLGJt8iWIVRStj83g8PxKhyHXL/RPnTGoFjH1pxFhI1GgschMHzUgZlRydJGylY6ix\nErder2u1fKVSUaKHQKjvRcG/N8T+fRLBsiTpIl7nww8/jNls1mSINDxqNBpsbW2xs7PD+Pi43oA7\nd+7o4trZ2WF3d5ezZ8+ytbWliTZhyQiFUqpFRSF8+tOf5qtf/SpTU1PqEQq+Pzc3x9GjR7X4wul0\n0tnZye7uLvV6nd7eXpaWlrhw4QJ7e3usrq6ytbVFZ2cn5XKZ5eVlDQk3Njbo7OzUZmk//OEP+djH\nPkZHRwfXrl3jxIkTfOUrX2F3d5f19XV6enpYXFyk2WzS3t6uD/X29jaDg4P09PSQzWZZXl5WCEcK\nTLLZLHfu3NHQUaIECetv3LjByZMnWVxc1GSV2WwmmUzqPE9MTCjWmUgkuHXrlhq5W7du8fjjj7O0\ntITVaiUajfLaa6/ppiHr6+sKm2SzWSYnJ7l58yaVSoXOzk6tCj5z5gyXLl3Sh06goeXlZaLRKKFQ\niOnpaa1UFAppqVTi7NmzysCRKG9jY4N6vU5bW9u9WNZ6HeLFSY90QI2cQF4C24jikXtlLM4RDrqR\nXinen7R8EHxXFDmg3Gsx1HIuQBtnyXiNuL94wqJQ5T0jxm/EvUVpS+W4EAWEHCERhUAiRmpmvV5X\noyZKUJSclPxLlCJKVjxiMYLwNhwjukTqIWQehOIpTBxhJxnbN4gCF2aSQE4C7chcGZuiGXsLST7A\nmBAWGEY8fzmXUeHLeCV3Isl3gUolgpJrlmTue5F74sH/xm/8xsXd3V06Ozu1KtRisahivXXrlnaW\nlO6Bu7u7XLhwgUQiwfb2thY0CC3xE5/4hEIgXV1d1OutnupbW1uEQiFyuRwOh0Nb6IrnbbPZtMz/\n1VdfZXJyUhO2Y2NjuFwukskk6XSatrY22tradPE5nU62t7fJZDLcvn2bEydOsLe3x+zsLE8++aTi\n4OfOndPdp/r6+jh//rw2xRJlZLFYiEajTE1N4fV6lU61vb3NwsICN2/exOFwcObMGb773e8yNTVF\noVBQCmE8HqfRaHDs2DFSqRRbW1sMDw9rZ84bN25QLBaZmZnh8ccf1/73kUjkgIJJJpN8+MMf1ghB\nYKHV1VWCwaDmDvr7+9ne3qarq4tyuUwymQRaIaa0E3744Yex2+0sLy9z/vx5ZmZmGBgY0OIWI6tA\nKJsmU6tbpewgJAaora2NSCTC3NwcExMT3Llzh8HBQa5cucLa2pqyiRqNBh0dHfeEB//5z3/+oniM\ngvkauxMKJ91IoRMvVLBawa+lGlPWqnh7Rk68YNjCHTfCHOI9ikITRSkKSOodjI2sJDls7Mooik48\nYpfLpfs1dHd3K0PFYrFo11SpUJfoRX6M9EPB2aV7qUCbqVRKK6PF6Ejpv0QfMmdiLCT5Kh63fN4I\nARkrh81ms0I1ch+kHYTkMYxjNWLmjUZDvyvQjbBphGUjBgfQY4mRkd/GKEEooXJ8MbLSxlzeF/7+\nH//xH9/fEM0zzzxz0e12Mzg4qLSl9vZ2yuUyN2/eZGpqiuHhYfU+7XY7o6OjTE9PA28XdKTTaTwe\nD8899xy3b9/WniZGxSeTL/iVVMXJVmV9fX1adSk4qYRbdrtdS/a9Xq+2HbBarQwNDWmRz/r6OufP\nn1djc/bsWeXhG6s3JeE4PDzM7/zO73Du3DkikQjj4+O6jVhnZyfb29sUCgUmJia0V7rVauXUqVN0\ndHRQLBb51re+pV7a1atX8fl87OzsaAuCQCDA+vq6LsC+vj66urp0B6qFhQW8Xq/mM/L5PFtbW0rF\nnJ6e1qRoPB7XhS4FWjabjenpaTo6Opifn9eul7Ozs0xMTGCz2XRjE5vNpo3iEokEoVCIQqGgLQ/m\n5+c5fvw4o6OjSimNxWJEo1E1VqOjo6RSKRKJBG1tbbpF4dbWlob1xWKR8fFxVlZW+NrXvvaBK/hf\n+7Vfu2hUasaeJwI/iEcGb5eoiwIRxS4G10hvlAShsZhHsHJRxIK5v1OhClQhyUkpoZeknhgV6dki\nXrUkRiVJKhWsAtUJjGJMlpbLZXZ2dpSOa6zcdDgc5PN5hVVE2Rorb5vNpu7zAGgHS4E9jf15pBrW\n4/FQLpe1w6Xxc41GQ3eMM1aJSrMwmT85pkRNYqgkd7S0tKQV83I+o7I2FqoZ6woE1pFrk2ZnorDl\nuzKPEnXJmpBzSD7Hbre/J/jxnrBohFkiRTdOp5Oenh7W1tY4c+YMMzMzrK2tkUwmOXLkCOvr69pb\nZnBwUBktFouFcDisDcoKhQKxWEw5vC6XS/cnbTabvP7669y+fZvZ2Vn1FGdnZ8nn88gGJKurq7qZ\nQbPZ1M6Vw8PDvPLKK1oVu7xfVv/ggw/qdnOnT5/m2LFjZDIZhZgktKxWqzrmRCLB008/TbFYZGVl\nhdnZWYVHpFWD0D+/8Y1v4PV66e7uVjgjEAjw2c9+lnq9zuTkJAMDAwwODvLggw9itVrVWIbDYfr7\n+zVM7u3tVcqd7OqUSCTo7++nt7cXQLnUTz75JAMDA0qJe+aZZ3jwwQeVRmmxWPjIRz6iu0pJjcEP\nfvAD3RZQ+s+IQT116pSG/NFolMHBQZ599lkuXLigUIvf7yefz3Py5El2dnZ44IEHtPvnwsICo6Oj\nbG5usrCwoPkZ8dSEXdPX13cvlvUBzFUKheShlYS6ETuWB128fWM5uyTvxNuXBKBUfRoLmoysmXK5\nfCASMMIP4r2LV2hktBgNkzDSZAzCp5c2AcZiHlGkUizU2dmpCVkxMGIc3snllnFLPkCqyWUuZS2K\nopU5k8+Ihy/wiyhZiWqM8I8oU/GmjZCMzLnU1YgHLR63VGNvb29TKpV07sVTFyNurBuQeyXJW6GA\nSlRgnDdh3RjhOIGq5PPyXYGf3q3cEw/+d3/3dy+Wy2XS6bRyTtfW1mg2m6rsU6kU4+PjbGxs8KEP\nfYhMJkNvby8LCwucPn1aMcLJyUlSqZRiXS+//DI2m43Ozk5tPSvFD1L5+Pjjj9PV1cXVq1f52Z/9\nWVWU3/rWtxgaGtKeJydPnmRtbU09cNkQvK+vj2AwyFtvvYXJZOLRRx/ltdde4+rVq5w7d45EIqFQ\nhLTYlSRmLpcjk8nwC7/wC/zpn/4po6OjPPbYY3rtEiZ6vV41Mm63W5Oka2tryr1/6aWXtMujeO8b\nGxscO3ZMk8kOh4O+vj6azSZLS0sMDAyQSqUYGhrSzo7Cx5WoQTwa2V5PaJ7FYpHe3l62t7d1gfb2\n9lIqlXjzzTepVqtajJbP57UtQyQS4fr167qwLRYLb775JoFAQLteyhaK0jxOPMFiscj6+jrHjh0j\nGAwSj8e1f4fT6VQGkNVqJRaLsbKywpkzZ/i93/u9D9yD/8IXvnBRIBLxWgU+kZJ1IyNDFJR4cPA2\nVU42tgAUk5b7aUz8iVGR9gjimUvkJAwNURjCMBHH452JTqPnKrkZqScRxSpGwYhBy7UKw6nRaG0a\nIi1J5NpFMQokIlGFeOmyP6soRYGAhH4sylQKxsRQSZQhcyCKUoydcPrFMJnNZs1tidcsRZWSEDWb\nzQrzClog826EW4xRmfT4l/yK1GjIcY0VwXK/5ZqM9QRC4JANbSQRGwgE+LM/+7P7G6L52Mc+dlHK\nhyWR6vf71RM+fvw4a2tr2iNja2uL7e1toJWgzWQyygzJZrOKu1mtVj760Y8Si8Xo6urirbfeoq2t\njUKhwOuvv85TTz2lGLHT6WRkZITd3V3dpCMajWoBTmdnpzZBkqKMYDDIyZMnyeVylMtlhXNyuRx+\nv59f/MVfZGFhQVkHbrdbe71L2NnX14ff76dWq/Htb3+b7u5ulpaWdJcYm83G4OCg0t8kpC0Wi4yM\njNDX10exWGRpaYnHH3+cwcFBXYR7e3tKsRSaongS0itfksGhUEjZRtJQbXx8XLHRZDJJd3e3KtCO\njg5MplbHQFlw4XCYjY0Nrly5wgsvvIDJZCKXyxGJRHRLPekX4/P5lNbZ1dWl2/9ZLBa2trYOhL1S\nESydM30+H9PT0/T393Pz5k3Onz/P7OwsgUCAmZkZHnnkEZaXl/nBD35AT08PpVLpPW1r9n7Jr/zK\nr1wU5SGwg2Dc4n0aE6aiJIzeuSjNfD6vCl4UoVAshcUh614YKaJ8hF4oHrsRXjFuoSfHF5hA1jmg\n+L3dbicYDCqd0qigRDkbvU+BJmZmZkilUpr8lXGIFy3cezF2AmUYN3E3HleiGhm7NHUTDrlELjLP\nxtyEGDS5ZoFqhNYoCl44/eJo7e7u8uabb2oLFaG8GjF3u/3tpnHCFgKUZil0SplTcRTF6Mt8iYMn\nBZACe9ntdo0cEokETqfzPcGP9wSiEd6o7KfqdDq1W97g4KAW+4hycblc2ue5VCodqGZdWFhgc3OT\nYDBIMpnkhRde0E25JyYmsNvtRCIRjh07pok9eaBkr9Ph4WEmJyd1B6ajR49qsioQCDA/P09PTw+F\nQoEXXnhBOzcmk0ndNUkSro1GgzNnzrCzs0MulyORSPDoo48yMTGBz+djc3OT3d1dyuUyPp+PF154\ngTfeeINqtcrGxgblcpm5uTnm5+eBt6vgJIm0uLgItLo93r17l4WFBdbX1zl16hQnTpzQFsjT09Nc\nuXJFDdobb7xBPB5nbm6Ojo4O7HY7W1tb3Lp1S8v9hWNttVoZGxtjbm5Oiy12dna4e/eu0jXj8bgq\nnZmZGU6dOkU4HNbNUnZ3d5mfn1fWkVRMzszM8PWvf113dqrVagrZRSIRHnjgAZ1r425ZU1NTynWX\nvUDFe8zn88zOzvK5z32Oa9euqXf0QUs+nz8Q9gt+bMSpBZ4QCER2PDJCEUamiShV4EeYLKIg5BmR\nY0vpu/RuEazZSBOEtytv8/n8gf4nkgQVhSusEiPkI9co1yBrtNFo4Pf7tfOq5G2M8IpAQuLRGnu7\nSMJXnlMxKLJVpSh9KXASZSzKWTpjSqRopEga5wFQirXAIEYYTWDWRqOhOT9A76VEIkYuvChkMWQC\nExlbGTgcDi0yKxaL5HI5crmcGgPpry/ev9FI5PN5EonEe1qT90TBy4bSYjnz+bxaqUKhQDqd5syZ\nMwwNDamSkvawAwMDNJutJv7ZbJbjx4/z5JNPMjMzw8jICBMTE1gsFqVNlstlLl26pDuveDweIpGI\nboc3PT1NrVbja1/7Gv39/do+YHl5mYWFBU28Tk9P68bWAp1MTU0Rj8e1FN1utzM2NkYsFiMUCinM\nsLm5qZ64lCnHYjGeffZZ4vE4Tz31FH6/n2g0Sr1eZ3C/zfHly5cZGxsjEolo50qPx0O1WmV0dJRo\nNEo4HKa7u5vbt2+Tz+d54oknuH79OlNTU4yPj2tbZNkWTzyLSqWC1+ulr69PK1SFennr1q0DVDmz\n2Uxvb68WSXk8HrLZLOvr6/z2b/82u7u7DA4OEo1GuXDhAj09PWxsbBCNRunt7dUOnw888IBW1nZ3\ndxOLxfS75XJZt2IUxRCJRHQrOilv39rawufzcfz4cSyW1qbpGxsbfPzjH+fOnTvcunWLmZmZe7Gs\nNakqSkiSjMZknuQm5OEXuEIMeK1W017vxi3c5Nji6Qn2LK0IxJuUvJMopGKxqNAFvK3kxTgai4Rk\n31wRcb729lq7FRlb44rSEeaKwCGS+5HiK3nPyCCSSnbZZEMUusyZQEEC7ci4pZOkkcEicIowTOTa\nja9kiKAAACAASURBVA3ZZF5lZyg5ntvtVthKxi79sF577TVu3rxJT08P4XCYtrY2bX8tRqnZbDVV\nkz49kvS2Wq0Ui0VNtorhEIhSoi+JSIyQm0CfUryZy+WUEppIJA5UE78buScQzcMPP3zR6XTS1dWl\nk1OtVpX7LaG+hJ7SiCcSiXD79m3Gx8d54403SCQSDA8PK7tGcDVhd+RyOQDdJSkYDB7oO764uKit\ndbPZrPa+kBvfbDYZGhqis7NTO1oKg2FnZ4dQKEQ8Huf48eM4HA6uX79ONptlfHycwcFB7TPx8ssv\n09vby+7uLgsLCwwPD2vpdVdXF2+++aa2BR0fH9eIoK+vTzc6uXPnjlaLJpNJenp6tCXB+vq69u4x\nm82cPn2aQqHA7Owsw8PDWK1Wdnd36evrO5Aw297eVvro5cuX6ezs1ApS8VqkD0i9Xmdubk45+MFg\nkBdeeIHe3l6ee+45zGazMltu376NxWKhXC5r/mNubo5ms8ng4CCLi4tEo1HdnES2qXO5XBSLRcXt\nM5mM9uIXmp5QZldWVsjlcgQCAQKBADdu3NBk/JkzZ3jhhRc+cIjmH/2jf3TR4XAQCAS0ZYGE4uLd\nijcs4b6R4+xwOMhmsxQKBV0fokhFaQk2DSi8IxCOKF/5jCh9MTKi2AW7t9lsamwEi5YiJhmXRADS\nNldK6YVNJQwvMVgOh0Odr0KhQG9vrypOUb4C7xg35TEmd8XjFthDaIKyiYZ4tRIVCKNHlLaR/SLR\niTHqkesT+Ed22BIoanV1VfcD7u3tpVAoHOgRLx67JNPf6XUbjY946wLtyPfEqxenT1ANo/IXOAda\nzsPGxgbhcPg9bSh/TxT8r/7qr15sa2tTSl8mk8Hr9SpkkkqlmJubU49WGlVduHCB9fV1ms0mwWCQ\nRCKhnHFp2DM4OKhhfTQaJZvNqid18+ZNLly4wPb2NsePH1fKYSgU0spPaPVHmZ2dVahodnaWYrGo\nkFG5XKa3t1ex0o6ODqanpzl69CjpdJqlpSXK5bJu+D00NKThu8fjYX5+nvHxcarVKuPj43z3u9/l\n8ccfJxAIAGh4Xq1WOX36tC6Iy5cvEwwGNYK5efMmvb29PP7442oUqtUq6+vrmjTq7Ozk0qVLxGIx\nlpaWOHPmjFK7ZBNtobQJRphMJrXb5djYGC+++KImroLBIAB/9Ed/RD6f5yMf+Yh2NQTY2dnR/XCF\nx+10OolGo0SjUarVqtIafT6fGpDTp0+zvb2tVcu3bt0iEAjoOpDulaIYjh49qvBVV1cXS0tLPP30\n07zxxhvs7e1x5cqVD1zBf/KTn7woiTtRmqJYZEs5UeQCNwqtUaAXSR4ay9XFk5Y+PLIngiTnjBi1\n8MVlDD6fT1ktYjAEfxZlJVCFFCSJYgJUucr/JHKQ10YGiDE5K8WKUmdiNFTlcvlAmwTZps9Y7CX9\n3AW/Bw4wTgSWKRaLWtEtO7KJsgcUL5ciMPm+zWZT2FeYfJLQn5+f59SpU0xMTGjUIUZV4CajARWD\nIUlmMajGFhGSI5TcoYzDmMiWpm+yv4GR6up2u1X3vfrqq/c3Bi+T3d/frzhUZ2cnU1NTRKNRRkZG\nuHDhgm5wMTMzQ6FQ4K/+6q9Ip9N0dXURCAT4xCc+ob1JBA6o1Wr09PRgs7V6cG9sbNDX14fFYuHs\n2bN0dnYyMTGBw+HgypUrJBIJbt68SWdnJ3a7/UBrXElWytZ6Z86c0Uqy69evc/PmTS2ECofD2rN+\nfHxc2+22t7cTiUQIBAIcOXKE7u5u+vv7D2Bs29vbjIyMEAqFeOutt5SZIg9zoVBgc3OToaEhBgYG\nSKfTbG1tMT4+zvLyMi+//DJtbW0sLy9jMpk4c+YM165do9FocPXqVZ2bnp4eKpUK3//+97WNbTgc\n1j7zAgdYLBZCoRBms5n5+XkGBwcZGRnR/VdfeeUVqtUq586d0y6O0pq1Xq9z4cIFotEoHo+HdDqt\n17q3t8etW7ew2+0cP36cpaUlpYO+/PLLrK2t8eqrr1Kv1+nv7+fSpUu60fmRI0eo1+vMzs4CaKJ7\nfX2dy5cv093dzZe+9CX6+vp0k/MPWsRTE3qjeLMSzQhsIrsIlctl9YZFicHb/VIk1yCYPKB8ctn4\nw4irSzQkPeCNPccF1hAPUbxuoSKKVwz/H3VfHtv2fZ7/UKREUqIkUiRF8RBFidQtS77iI76dJk3S\ntE3aoFgXtCk6FMXWbh1QoNgfG+A/hgHdsA4oOnTdgBbF1iNZ2rS1kzTN5Ti+ZUu2ZN2USIqXRIqn\nKOoipd8f6vP6q/z+SYAizggUqS1ZIr/k9/287/M+x30Yh5Oe8ncRdyddkO8tpwOlHQOtu7lk5mFR\nLpfFQ0bJBKICV8kqIfxC2iV/Pq+XEgZSPh82fWS38Ofy8OR+hwcil5vpdBpqtVruWe5Q+Pr4XvF3\nEVriwcmphp08D1r+mY0brwVfv5LWyfeAf0+YkuyaD/N4IAXeYrHIdt1gMGDfvn2YnJyUrtnv98sb\nSr8Tp9MJs9mMEydOYHBwEGq1GuPj4/D7/SLmmJ2dRS6Xw8TEBKLRKCorK3H27FmhnDU3N+PGjRui\n2Dx48KBgmnfv3pWT+M6dOzAYDEgkEtDr9ULJGx0dRV1dneDxtPRkuLfb7YZarcb09DROnjwp3T1Z\nByyMFO8o1YvvvPOOiFumpqZQUVEBt9sti+GOjg50d3djYWEBlZWVAhm1t7fD5/MJjq7RaHD9+nXs\n3bsXqVRK7A5ouRCLxfDkk0+ioaFBvG3ofcHue//+/chms1LkmeQ0MTGBK1eu4Pz587BYLDh06BDW\n1tYwNzcn3torKytobm5GMBgUlk4sFoNer0cmk4HRaMTm5qZATpcuXYLD4RC+Nd/vbDaLjo4O1NbW\nSpSj0WjE6dOnUS6XEYlEcPHiRezduxcPPfQQTCYTBgYGYLVa8e677z6Ij7VgvGTPAJDPBrA7DINs\nGxYJmk0pedJkdiiNxGpqaoQCTF9y0gVZiGOxmNB7i8Wi/A4uEPlgQeF7RziNxZzwAnFfFkgWTTJL\nlB0+sebW1lZ4PB4EAgGxwmVzRGZURcWOr01TU5MUXi5GWUiVB1ihUBDWEJkr9L3nIUErBiVTiNMF\nrxc5+cppKZFIYHR0FKlUCkeOHBGDQj4fjUYjqmKydVjUOX1xut/Y2JApbWVlBcViUeA4ALLP4MFA\nuKy2tnbXAjmbzYqlAw9M5fv3QR4PBKI5ffr0OY/Hg0KhgHQ6jdbWVukYiBX7/X4YjUb4/X4Z8+nh\nTh+VxcVFwYvL5TJMJhP0ej3m5uakg8pmszLS8gMei8UwOzsLu90upl5MESIDpLm5WVKiVldX0dzc\njOXlZUSjURw6dAiZTAbd3d0YGxtDY2OjZJXSKC2fzwv+x9dVX18Pm80mXXVzczM2NzfR1taG//mf\n/8Hm5qYYbXHUXV1dhdfrxfDwMPx+P/r7+7G4uCjLnVQqhWg0Kgq5lpYWGXNbWlqQy+Wg1+thtVrl\nYAN2is3AwABmZmbQ398PAIhGozAajZiamoLD4RDscXx8HAaDAel0Gi+++CL+8R//EQAwOTmJhoYG\nYUVsbW2JJ77VakUsFpMlFV8TRVzZbBYmkwmpVEpulKNHjwp0c/PmTXi9XolxXF9fl/xXGrd5vV6U\ny2Ukk0lJ5FpdXUUoFEIsFvvIIZrPfOYz54g5E8ZgN82iwEKnFCgpdRa0jyVmq/SNASDUYeLL7LpZ\nDAkz0J+GkAqLIgCx6iUMwmJFCb/yz0roBYBkGFMUxAmgvr5+VxAIoYWxsTF57eSWKw8KXg9OEIRT\neNApqaJcsFKfoSzwhEtIgOABS0YVsXfuP2jaxvS3oaEhlMtluFwuOBwOKdQs8MTslRCbckfBDl/J\niSf1VaPRoKGhQQ5UJXVSuaNR4vr8PJDqSk3N6uoqbty48fGGaJiIFI1GRdBTKpUwOjoqo5XX60Us\nFsP29jZCoZAsVdbX1zE0NISFhQW4XC6USiUkEgnE43EYDAYMDg7C5/PJknB5eVneGGLcPT092Lt3\nL2ZnZxEMBmUxuL6+jqamJhiNRqRSKczMzMjFZsiGy+VCJBJBXV0dJiYmxBGSSxmKf65du4bq6mp0\ndXXJMpMMA6vVilwuh+HhYRmpdTqdCL+8Xi9UKpXkvb7++uuwWCzweDwYGhoSHxmVSoWOjg7s27cP\nAOD1ehEIBBCPx7G1tSVYJwM8uANg8MhvfvMbbG5uYm5uTgKzLRYLDh8+DIPBIOyBlpYWVFTsmJGZ\nzWacP38eNpsNx44dkyQupW2zy+VCd3c3mpqaMDExITTGUqkEq9WK5eVlSdrhspWTF0PPHQ6HFEgK\nR2gFHY1G0dbWJhAD4w058pJ18FE/lMpOUhWVPugs6lQw8uZXUg3ZuTNvlYwSwhLclbDgKCmVLC5q\ntVqYOSzOxLyJvQPYJalXWhmwGyY8wyLJg4rFnQ0TMWQ+P9oDkK/Ozlzp6EgoQ6k6JZmCuwNOFcpr\nSUyeRAglH15JJ1UqczkpcVohHZQ0TTL36urq5B7m5MK9AAsyKal88Pnz/ef7wKaF/+W9we+hJ5aS\nFktbZX421tfXhaih/Fkf5vFACjxv6N7eXhw4cADXrl3D4uIiKioqhCKo0Whgs9mEI28wGKTD83q9\n8Hg8sjyqra1Fb28vQqEQvF4vcrkcjhw5IgvJSCQijBqj0SjURafTiccee0zyRUdGRgQDSyaTgpf1\n9fXh3r17ciCtr69jfn4e4XAYbrcbg4ODcpOxuPz1X/81KisrZaQitfC9995DMplEU1MTLBYLtre3\nceTIEdy+fRsvvPACgPvOg/RyeeSRR4Qr3tzcjBMnTsjyqFAo4ObNm7DZbMLSefzxx7GwsCA7gu3t\nbbFgGB0dxcMPPwyTyYS+vj4cOHAAbW1tIinneL62toaLFy/ipZdeQmNjI65fv44f//jH+OY3v4kn\nn3xS8FiPxyOLcY6UgUAAL730EhKJhCyVTCYTMpkMrl27BrPZLGZX9GIhD1yr1aKhoUEguZGREZhM\nJmFtsOOqq6tDLBYTc6p4PC7YKZWDH/WDOKvVahWra3bipCmWy2VpONjRKdWRhC1qamp2qUDJXiGe\nT8yZrCilGIrjPgsxi+77wzIoLgMg9EoGs5BKm8lkBFOurKzcFXzNB1llyWRSIE9+v8PhwMzMDCKR\niHSk/Lk8ELmAVqlUqK+vFzhqe3tbih6fx/b2joU3v67kvXP6oyaA9zIzHdjpr6ysIBQKyWeJRnp7\n9+6F0+kUcRc/o9x5KJkxwP2dBycS5cHHjp7vIXdUSqtmohY8ZJUUTuZRswHM5/Oora0VksMHfTwQ\niOZv/uZvzvGNnZubE2vfrq4uiZxTqVSYnp6WU3V5eRl+vx9erxf5fB7z8/Ny2jU3N+/C05jHGo1G\nheIX/GNotEqlEliBG3jKq0mdVKlUOH78uGD6AwMDArmsr6/jwIEDyGQyKBQKAi9xC0+MuaKiQgzJ\nOjo60NTUBK1WK0tfGnul02m89957ePTRRzE3N4dPf/rTWF9fF+yd4oiFhQUYjUa8+eabmJ6eRnd3\nN8xmM5LJJGw2m0wvX/ziFzE8PCyL5VwuB4vFIt7v1dXVQmPc2NiQZCuv1ysTwOLiorAUOB3Nzc3h\nC1/4AjY3NzE9PY3m5ma58WOxmCybyNUvlUro6OgAAFHZ6nQ6EThRZZtMJqHVatHW1iadvdFolImM\n008ikYDb7cb8/DxMJpPAHJubm3C5XBgaGoLT6YTBYMDVq1fh9/s/cojm6aefPkc8md04GRAc+ZUL\nTIp0uIfR6XSyXKebKBkZStyeODkhDnbHyr+rr68Xr/Ht7W0R1JCGyMOHqkrixkqfF9ICOQEoGTjs\nfvl3FHaRcbK5uYlsNitMMmo3lFCdcgGcz+dlz0KlKycAHnx8jYQ5CCOxYLJ75oHH66+kJRJ2InFh\nbm4OVVVV6OnpkfdRGcyi5J0rDfc4jfH3satn9CIhKwBiGEc4jIcxryEnbSV1k7x/sqC4J9PpdLhw\n4cLHmyZ56tSpc/wQxONx2ZLfuHEDW1tbOHToEPx+v2BqvFhcvlVUVCAcDmPv3r2oq6uDxWJBJBLB\nxsYGJiYm4HK5sL29LT40AHDmzBnMzs7CZrNhcXFRbAjoumgymdDY2CgMDF50u92OXC4Ho9EowQJr\na2vweDwS1ptOpzE8PIxDhw6JxDkSicj/L5fLmJyclJuKBZRik9XVVezZswcvvfQS9u3bh7GxMfT0\n9MDj8eD27dtoa2uTQtbZ2YmmpiYxHrJarcJpb2trw8TEBGpraxGJRAT3KxaLmJ6exsjICBwOh/CG\nGa5RVVWFq1evIhQKoaenBxqNBr29vQB2RtKRkRE8/fTTOHLkCMLhMObm5tDZ2YmGhgbMzMzgk5/8\nJBYXF9HZ2YnV1VU5UDQaDQYHB2G328W2gYKvUCiEPXv2iPeITqeT7jAYDOLQoUN44403UF1djSNH\njiCRSEh3m0wmUVVVhVQqJZ467Lii0Sh8Ph9eeeWVj7zAP/fcc+do/0y1I2EIJUzDwgNAPgf8M6EN\nLl3JxGDhoD6DRYYHBztHJaVwa2tLutbNzU352VxEsoCz4wQgVEYWT+LCLKqELLj85XMnnMLDi0Wp\nvr5emjEG5ygLHCdBThY1NTUifCKFkVPQ+20WlKwadvNkrfD6kU3Hw5G/d319HbFYDOvr67BYLHC5\nXPL82bkTJmEjw+cC3E/FUmLpXGa/nxXF1/N+i2Yl/MRmjnsQHsyEHbm/UKvV+PWvf/3xLvD/+q//\nei6dTksWY6lUQm9vL7q6ugAAbW1tsqyrqKiA1WpFIpFAa2urGO4YDAZks1mxs43FYiiVShIbx+Um\nCzZHfLJveOPQ0/zq1asi8qBFgVqtRjablSDou3fvoq2tDaVSCTdv3sTW1hZmZ2dlpAN2xsHZ2VlJ\nRqqpqcHExASqq6vFLMxsNqOzsxPxeByrq6s4ceIE1tfX0d7ejhs3buDb3/42SqUSQqGQwFmNjY0A\nIPF5DQ0NkmebSCQQjUYF42QsHkdC+v709PSgWCzCbrfLNAFAOsyWlhaBVe7duyeJV2tra5KTu7W1\nhb1798puRKmQ3NzcRDQalc6O6lbeiAzt5oLU6/VicHAQJpMJhUIB9+7dQ11dHUwmk4SXENriDbOy\nsoL6+nrZO1BO3tjYKIvEtra2D5V686d6fOtb3zqntCIgrELmBxknhKY46isx7vX19V3ePRSi8RoT\nmiBerUwQ4gKdakwAu3zjyc4hHMI/K+l/3BVxOcxizSKqpIHSt0Wn02FhYQFbW1vCPgEAk8mEmpoa\npNNpJJNJSWOjKpnpSCy8xMkJsSkLNg8h4v5cPHIJzV0DF5YslvwzXwsAoUPeu3cPfX198Hg8gq2z\nJrGYE/NW0jMJr3BXwALNiYyaAyUjiHAyqbFKS/KamhqZSLln4MHKv+PkZjab8d///d8f7wL/9NNP\nn2NuJwChEzKhaXR0VEYnjv41NTVYWVkRcdPS0hLsdrvYF4yNjaG1tRXj4+Oorq4WLI+c+FwuB7/f\nL0wVFrcLFy7g2LFj6OrqQqlUQmtrqxhqud1u6HQ6mEwmLC4uYmlpSToYj8eDxcVFLC4uwmq1wmQy\nYXBwECqVCl6vV0IynE4ncrkc9u7di6WlJQwODuLs2bMIh8MYGBhAsVgUF0Wj0Yj//M//xEMPPQS/\n349MJgO9Xi/LVdJB9+3bh0wmA6fTiampKZw4cQKNjY2yrCI1U6/XY2lpCZWVlfD5fMIgoGmYzWYT\nvJOjJq2GHQ4Hvv/97+OVV17B5z73OTidTrGCtdvtWFlZgc1mQ1dXF8LhsND3rFYrVldXcfToUWQy\nGQwPD2N7e1uuodvtFugmkUgIzGSxWHD69GnMz8+LGdvGxgZOnz4tjpiBQEDELPl8HvX19dDr9VhY\nWIBWu5NVm06ncfv2bVy+fPkjL/Bf/vKXz7GQ8yblIpWWHLzOzCqoqqqSG583c21trXSk3AMBkKaF\ny1V+XWlBrFarkclkJL6RcY/ssvk76U2/trYmZntUz3JxySJDxgiFdEqfcgp8FhYWpNFhgaOrJrBz\nEFPvwYOYmDNfPw897lrY9VLgxG6WMAYPLeWeQsmWURqmKZekMzMzQsl2uVy7RHx87YRSiMETSycU\no+zY+XtIlyRdmb+Py11OO6Ra8nCgroAQGSEdvtbV1VUJ/9BoNPjFL37x8WbRmEwm3Lp1CyqVSuxl\nr1y5IvL85uZmnDx5Env37hXOKBWOyqXd1tYWzpw5A5PJJI6Cjz76qIxZ5JTT54aFa3JyUpachFHY\nZYRCIaytrQm7Y2NjA36/H9PT0zK2JRIJzMzMoL29Hb29vXJDMU92aGgIN2/eFO/56upq8fngKFZd\nXQ2/34/a2lpxzuzu7obb7calS5fEf4YpTIcOHUI4HBYvjFAohJ/+9KdwOp1YWlqSv8tms8J8aG5u\nliAReu4sLCygrq5ORDgzMzNSQKuqqgQOo4/Oj370I+j1eonTa2trw8rKChoaGpDNZjE6OgqtVoul\npSWYTCbMz89Dq9VidHQUk5OT6OvrE7oe4YvZ2Vl4PB6cPHlSmDUAcOnSJezZswfRaFRGWb/fj0Qi\ngVu3bsHtdqO2thZ9fX2wWq0Ih8NYWVmBxWLBjRs3xEr49OnTD+JjDeC+yRg7ZdIUWcxIGSQswYUg\nixa7fhZPFo/q6moxgiNEwQLALlcZjac0DFNaGPC/SgxdqZxmF6z0m+GCkss/pYqVkInSYIsMFiWT\nhZ8rFikWO2URVql2PP3HxsYwMzMj0AoLO60VSBwg5EmWCVlE1CHodDr5fhbctbU1WfAy2D6fzwvz\nhdeGFtqEkADIa1WymTgBcelM/J0QGg8iAMK9p/cN9QG8Hly48/DjIQ5ADl5CRB/48/gn+VR/yMd3\nvvOdczabDel0GouLi9BoNOJ5TpMlv9+PqakpiYSLRqOoqalBMpkEAFnGKsc2o9GIdDqN9vZ2zM7O\nYnBwEEeOHBEMk17RHMNGRkawsrKC3t5eRCIR7NmzBysrK3A4HLLwi0Qi0Gq16OnpgdlsBrCzDCbu\n39jYKKNrbW2tJAy53W45hKxWK4J/zA9lV65WqxEKhQT6oMHU9va2uEp2dXUhm81KvJ/BYEA+n5dO\n9erVq9i/f784Nra3twvmnslkEAqFpHO32WyyL9jY2BCxVk9PD9555x2YzWZEo1HMzs5iYWEBr732\nGr7zne/AarVifHwcS0tLSCaTsFqtmJ+flw6I4Rq091XaqrKbNJvNSKVSgsGXy2XE43FJaMrlclhe\nXsa+fftw+fJleDwehEIhieEj64g3xPz8vCzmGIZCLNVkMmFzc/NDdTl/qsdf/MVfnDObzbKQJ+OF\nUAw7QiXVjt05xTeky3GZye9lgdvY2BDXUl5jLsSJ9bN4sLASGlJi68wl4IKUBw7FOoQ0WOyppqSD\nI8VX7EbZJfM1Kzn07FrJQqPQideE9wOntkuXLqFQKKCvr092E8DuQA/CKDyYiJXza7Qh5/Nktz80\nNITNzU10d3fDZrMhm82KT05FRYVce+7glAetEu5RsohI8CAUximTUwcPLh6EGxsbKBaLchgD9w8P\nQjfv98ehOduH/Ww/sMi+u3fvorOzE9vb28hkMpibm0N/fz9mZmYEa6qoqIDZbMa1a9ck1PfUqVNC\n+Wtra0NFRYUYax0+fBjlchmhUAiVlZVwu92YmZkR+EWv1+PWrVvo7u7GnTt3RDLt8XhgNpvFfTKZ\nTEoHxsVOsVjE4OAgurq6cO3aNWG1kMOuVqsF26bL5fb2NnK5HNxut6hB6QBIrxXygTs6OpBMJlEo\nFPDb3/5W4gc1Go1E75EupdVqEQ6HMTk5iRMnTmBiYgJbW1tyWLJY9/X1Qa3ecVyk7JpJTgDw9ttv\nS7j1zMyMQCe/+93vcOTIEbS1tYn5ks/nw/79+2E0GpHNZndhioQh/H6/2AIbDAahjjFajTsUYsYU\nOw0MDEClUmFqagpVVTuJUVVVOyEw8/PzSKVS2N7ehsPhkBt4dXVVRC7sMs1mM2pra/Hv//7vGB8f\n/8gL/NmzZ88Rj+V7rRTAsINmMVapVEIaIH2P1xa4X8jIk2cxY0FX+geRsaLRaFAoFBCLxVBRUSGi\nHeLYSsYGAOkw2ZHTyZPuiGTYAJBunE0VXyf/LQCBfZTUP4p55ufnBafngUKcmayjcrksQTpMYiOE\nyMmFOwzCWEp7YapD+XO57C0WiwiHw0gmk9i7d6/YgajVO1nQTqdT2CsUiWm1WoHVlDbKbOaIy/Nz\n3tDQIK+bkwynD+7EWBO4IyC7iZ8NXkMAwvjj15aWljA3N4c33njj4w3RrK2tSXISMeLu7m74/X5Y\nrVbB/1KpFKqrq3Hw4EEEAgHcunUL58+fF3+PK1euSKfkdrvxxhtviJqROB5PVb1ej5mZGVRXVyOZ\nTKKtrQ0+nw9zc3Pi6c4FrtIKlD7pLpcLXq8XMzMzwtknZYosleHhYajVavT29mJ0dFR8U1577TVk\ns1mMj48jGAwiHo+jsbFRxnGbzSYir+7ubng8HpTLZaEiHjp0SMZhem2wSAQCAZw9exYGg0G6wHA4\nDI/Hg2AwCIPBIHBRMBjE9evXZZfw3HPP4fz587IcovNldXU1WlpaEAgEMDY2hlOnTuH3v/89AGBs\nbEzsJVwuFw4fPgxgB2MltELmUVVVFRYXF9Hc3Cw00t7eXilOVqsV2WwWarUasVgMNpsNTU1NAiVx\nsU5sk9fT5/NJNzU7Owur1Srv91tvvYWDBw8+iI81LBbLroUmuz128Oy4aV9AFgW7V9ozk9rHokDj\nKRZ2qpyJAbOoADtFwWQySXfLblzJ1CEtk0WS0AELOOEiZdFkl0rIg58ZPthxKl8PsWUWeL1eL8VN\nycfna2IzxSWk0jKBoiMWeKXwi5YnarVa4BoWUC5LFxcXEQqFUF9fL9eHh20ul5PXSRUvDy9Ouj7v\nWwAAIABJREFUUYTJqOGgIpfCNb7f7OwJ65RKJRHqKQ8cJczGCYHIAj83nIboG0UixYd5PJACzwtb\nV1cn/t6VlZUwm81iCbq2tpOYtLq6ioWFBbS2tqKhoQGFQkFCKigU0uv16O/vR0NDg3SqZrNZ7GUD\ngQDGx8fR29srxZ9LOZfLJQsSnU6HTCaD6upqiaUrlUpiPez1etHd3S3xcaurq2KlwBs7Ho+LUISy\n789+9rOoqKhAd3c3GhoaMDc3h42NDbS1tYmAw+v1Ynt7G2NjY2hoaMDk5CQCgYCkJnFaOHjwIHQ6\nnVAE3W43Ll++jOXlZfGqaGxslJFOq9WiqakJDocDi4uLYn/scrkwMTGBvr4++P1+aLVaTE9Po6am\nBn/2Z3+G1tZW2O12bG5uIhaLwePxSArW6uoqotEo4vE4AoGAmIC1traio6NDKK1cLi0tLUGj0WBy\nchLXrl2TLp38+Xv37qG/vx82mw2FQkEM5RoaGlAsFnH27Fm5fgMDA8jlcuJzc/r0afH1aWxsxLvv\nvgun0/kgPtaw2WzQarViJ0AGBQDBh7msZKdPKjB3NCywer1eUreUC0UA4joJQJhS3HMAkA6dqWDK\ngsuOX6mQpOVybW2t+MIsLi5K56xcrDIIQwmH8LUxPISLSb4+qlIZBhMMBgWXZhFraGgQ91gWVhZN\n5eKUxZwGYcTg33+QsGsnDTQWi6Gurg59fX0AIHx8GoRRo8DXycUuDwruIUhSUNJeC4UCkskkFhcX\npWjTRHFlZUW+l9eB+8Ha2lq59gaDQQ4j5f6C7wGnD6/X+6E+kw8Eonn00UfPud1u3LlzR8KVlaIb\nUrz0ej2i0ShWV1dx8OBBpNNpiZ7r6emBWq1GNBqVEO5kMok7d+4glUrJKe9wOLBv3z5ZpvANb2tr\nQyqVEv64yWTC9vY2wuEwnE4nfD4fotEoksmkMHfq6uoQiUTw2muvweVyobGxEV1dXZiYmMDs7CzK\n5TIcDofwjZeXlxGLxWCxWBAOh3Hr1i309/djfX1drFQZW7i8vIwDBw7A7/fja1/7Gn7yk5/AbDaj\nVCrBbDYjHo8L9354eFgWdQ0NDejt7ZWJgP453BEoD0tg54ZaWFhAMpmUDqu9vR3hcBivv/46nn76\naeh0OkQiEUQiETzzzDMol8sYHh6WLjubzSIYDKKrqwsbGxswmUwiRnr55Zexvr4On8+Hy5cvi51v\nLBZDIpGA549+8jx89Xo9IpEIotGoYMg3b96ETqfD8ePHhduuVqvFysDn86G2thZ3794Vr56hoSH8\n/ve/x2c/+1n09fXhP/7jPz5yiOaLX/ziOXaYnPCURZk4K5kzhHCA+3mdVHty4cl/T6YLWRecMgnx\nUBSl0ewEiEQiEWg0Gng8HlGEcqmrFAgRP6fdtpIWWC6XdzF/OOXRw4WTAV8LYcj3++4o/W4YXs3w\nECWEs7y8LHu52tpa+Hw+wfK5n+D0ANw/3Eh/JDTCa03se2hoCBaLBV1dXaIBoLqYaUrs/ul+SQy/\nWCyKnQfVr4TK2AAqd3C8dsTp6W/F7p5sJR6ASiYUX0NVVZXAOdSFxONxtLe3w2Kx4Kc//ekH/mxr\n/hQf7A/7UKvVGBoaQn9/P+7duycwRU1NDVpaWuD3+wU3n5ycxBNPPIHXXntNXArv3LkjyzQu4mgZ\nyyJBT/fq6mrhuDc0NIiaM51Oo6mpCS0tLZiYmIBarRYPFZ/Ph9///veoqanBI488gkQigZs3bwpd\n6fOf/zw2NjaQSqUk2ODAgQOwWq0yglVW7iQXBQIBMeV69NFHMTMzA6PRCIPBgGKxCI1Gg1QqhWQy\nifX1dXR3d+PatWtiuNbe3o50Og2j0Yjq6mrcunULNpsNgUBAaI1U33Z2dmJ+fh7r6+tCD11YWMDs\n7CzW1tbg8/nE0TEUCqG7uxvlchk1NTUYGRnBwMAAampqdvmGv/vuu0Jho/FYJpORRCzuLUwmE4aH\nhxGJRPCVr3xFVMehUAjAfTzR5/MhHo/D7/cjl8uhtrYWra2tuH79unROHR0dqKurk6K/vLyM6upq\n9PX1YWlpCQAwNzeHgYEBjIyMIJPJIBgMYmVlBU6nE9evX38QH2sJv2DhIs7OIsRixrQjFk4AUpgA\niPJUqRpVsifYkRNeUbJr2NXSDyabzco+hLsAPh9qUGhUp3yupDKSA68sZPw7whoAxKufP0OptmV3\nzEKdz+cF/+bXGA3Iw5FTEHcs/B8A6ZqVIi1SP/nc+FwKhQJWV1fhcDhQV1cnnT2fP6cEUnXJZOLX\nWJT5OSaU9P5gESX+z+v8fpUxv8avE6rhzyGsRphqa2tLLEBIqSTt9IM+HkgH/w//8A/nlpaWYLFY\nZOSiDcC1a9ewf/9+6PV6XLhwAT6fD/X19ULPc7vdOHLkiIgVyuUyYrEY1tbW0NTUhEgkgvb2dqhU\nKhw+fBj5fF7EG4SFgJ1M06amJvGvcLlciMfjwtQwm81wOBy4cuUK8vk8YrEY+vr6UFlZiatXr4q0\nvqmpCfPz83C5XBIwotFocOvWLRH5UIXKpPTJyUkcOHBAwnyp+qQsuampCW63GxcuXMCf//mfo1Ao\noLq6WtS3tGOIRCLIZrP41Kc+JYISBlYHAgGk02kUi0WhohaLRYyOjmJlZUWoiXa7Hc8++yw8Hg86\nOjpgNptx+fJlABBoZWhoCHV1dQgGg7LIpHJYpVIhkUjgyJEj0rH7fD6hmPH1lEolpNNppNPpXe56\n9NfY2toSERm/l4EkHo8HDodD8Prl5WUxbdPr9fjxj38MrVaLp59+WgrHSy+99JF38M8///w5dobs\n4MrlsizoSH+kLYDy5ifsovQxWVlZEY8gwn2lUkm6fHLfgfuBzizOvDcI3XCBqDxIlEZ3/H1c3BJ+\nIZzA6YMFiAcJ4SayQugaqTQQ43JX6Y1fVVUlDRn1HXwdCwsL2NzchNlshsVikWJIJgsXsgAEdiIs\ntL29LVxyUnV9Ph+cTqdMmYRYCoWCQKSEQfmcOd3Sn8nv96NUup9wRliXKttSqSSumPSa53usDPt4\n/8HCvYZy6UyobmtrC1euXIHNZkNbW5scXB97Hjw7s5mZGTlpGTpx4sQJjI+PY2xsDJ2dndBoNLhx\n4wZee+01vPfeezLGURlnNBrR1dWF06dPY3NzJ+xDq9Xi9u3bmJiYkC7bZrNJFxGPx2E0GhEIBCTA\nIpvNiqiG1r75fF7k8QcOHMDMzAzy+Tx8Ph+y2SwaGhowMTEBk8kEjUaD8fFxzM7OQqVS4Stf+QrK\n5TKy2SxWV1fxxhtvyM3V29srTplUINI9cXV1FcPDw1CpVEilUrLgAnboWO3t7XC73WhtbUVfXx98\nPh9u3boFrVYLk8kkH8Lq6mosLCxIyAfH9L6+Psm1LRaLeOWVV/D1r38dn/rUp8QTqL+/H0ajET6f\nDyaTCT09PYhEIjh69CimpqawsbEBh8OB/v5+EecwcSuXy8k4yvcml8uhqalJFKeRSETwzJqaGsms\nDYfDooBNJpPCXlpb2wkiJ9d6aGgIzc3NyOfzGB4ehl6vx0MPPbRLWfkgHltbWxICThOv9fV1cRwl\nE4bFeHt7GwsLC0ilUtKEEJLg+2mxWADsdI7sUNmVkl7MZSrhEeLL5XJZ9hVc4PHBAsWdFdWlPASI\nt9MKgYcUcWTCN4ya5CTI4smJg9qPqqoqYU05HA6Ew2GBXEh1pZMr+evlchnBYFASm1j0iItzwcyp\niZOmVquF3+9HNBpFXV0dXC6X7NiULpRk8xQKBVRWVoq5F73aeYAx15aFOZFICDOJSmLl0lpp88Bd\nSH19vUxNLNQUmzHInovqyspKFAoFzMzMQK1WCxWZz+fDPB5IgU8kEnjiiSek+87n87Db7WhtbcXW\n1pYIkEqlErxer1gX0AAsn8+jq6sLdXV1mJycRDQalWABjUaD1tZWWXixo52YmMDa2hpu3Lgh/Fa1\nWg2v14uFhQVks1lcv34dNpsNer0ew8PDqKioQGdnJzY2NhAOh4XjvbW1JUwIrVYr5lhUe25ubopq\nll4xX/jCFzA+Pg6fzyc4W1VVFXK5HEZGRjA2NiYcfTosGo1G/OxnPxPDNbps3rx5E+l0Gq+88gqS\nySSMRiPu3r2LcDiMffv2wWAwIBqNwuv1ivUuBU/ECi0WC9RqNS5duoSuri7puCORiASX0H7hk5/8\nJOLxOH74wx/iqaeeQqlUwsmTJ7G0tCS7hFwuh/3796O+vh4DAwN47733cP78eaTTaQQCAcHsqbSl\nTzi9fQYGBqDT6XDixAkUi0U8/vjj2NraQm9vrxQDLhMtFgvu3LkjYe3Hjx8XVkMul4PJZHoQH2sA\nkI6dC1UKypTjOzs5AKIEZRFll1woFABgl8UvcXnCkCzi9PJhw6D0iGGHqBQukf1BdpJOp5Mln5Jt\nQ/iFmD+plkrKJxegZMIocXX+l4WYS1I2USxmSqEQYwx5SBHO4ASi5KXz35BWCECohxTwud1useWt\nqqoSFgwfrDPAfeYL7xMeisoFNf2w2JXz/eKkRcsFmgQqLZiVxAsWen6Nql/am2QyGTESBCDq4P8T\ndsE1NTWIxWLQ6XRiRHXixAmoVCpMTEzIeLm1tYXh4WEkEgmJYquvr5cLs7a2JhtzCoKKxaL4qAQC\nAXR2duLkyZPCVTUYDKisrMT09DQcDgdWV1cFStna2pL0lJWVFVy7dk0w85WVFYTDYWSzWVgsFhw4\ncACVlTu5puTrU0RRKpWEikXbW45qoVAIS0tLciDwZ9TX16Ojo0MOhf379+NrX/sahoaGMDIygtnZ\nWfh8PkxNTUkIBnFFr9cLjUaDqakpce5raWmB54/B32S0cJlbKBQwNDSES5cuwefzyc2i1WqRTqdF\ni0AP98nJSXzlK1/B/Pw8pqamUCqV8Ic//AGRSESWwLOzs4jH4wKxHDt2DD6fDy6XC62trQgGg1hY\nWBCfH0ISsVgMzc3NwgC5ePGiGMJpNBq8/vrr2LNnD9bWduL5bty4AY/Hg3g8jr/7u79DdXU1Ojo6\nUFm5k9VaU1OzywHwo3ywCLKoEYpio8HCRC45iyJ3Niz8W1tbwiyjsyqLLuGPyspKmRw52vO+oD0u\nFZ8ApFvX6/WiYSB8qOzAWaR0Op1009vb22L/QQYLDbpYsGg9zOmFBxyLK/F0g8EAj8eDiooKgfmU\nHH0ecgw9qa+vR7lcFmYafw6pi1TYkk1HTU0qlRJoBoAIoQihcFrq6+uD1+sVn6qtrS0sLS0JNZUs\nGKPRKL+7qalJDiGSKcj+4iGqVL9SPMYH3yul3w93HFqtFslkEvfu3QMA9Pb2yl6ACtgP83ggGPxX\nv/rVc9lsFna7HQsLC3jssccQi8XkNOzs7MTm5ibsdjvS6TSWl5eFAcAtuEq1E4jR29srWP7+/ftR\nKBTg9XqxvLws7JW7d+9KkWOX98QTT0gW6JUrV5DL5fDUU0+Jopb+FFxwkrlBrI4wA+lmDDFxuVxY\nWlpCd3c3Jicn0dnZKbxfZpCazWYRaJBlsLq6isHBQVRWVqK5uRmDg4NobGzE+fPn8eyzz8qChWEh\noVAIo6Oj0Ol0aG9vF+/89vZ2ZDIZ3LlzB1tbOzGFGo0GDocDwWAQ2WxWgrgdDgeeeOIJrKysCE3P\nYrEgmUzCZDJJZuvW1pb48vzmN7/B/v37JWqNNxjDVEZHR/H444+jXC7DbDbj5ZdfhsViQWdnp7A9\nwuEwXC4XotGo2DWT+kq2hd1ulxv97bffFnUs6WU3btxAX18fTp06hUgkglQqJbsGjUbzoZgGf6rH\nF7/4xXMajUYUzKRMMtCGxVEp0+fYTo0DnQSVyz5Oe8rQi62tLaRSKaFPssskPDcyMoJgMIhcLid2\n2swoValUu1gcPHAI0bCr5/eySJN7z86bFE52t1Ta8pBgV6sMt+bknEgkEAqFoFarxR2VB8Xc3ByW\nl5fR0dEhDRTFR+/fTVCFS+3E9PQ0UqkU+vv7RQjJaYBTlHL64Ovk8t5ms8lr48HCCWR9fV0SnwDI\ngUPoh/AR4TJOZ4TOlOaKnEyYkNXQ0CCRl3Nzc2hqahKVO68Z36ef/exnH28MvrKyEolEAo2Njejv\n70cwGMTGxgYuXryIlpYWpFIpGYU6Ozvh8XjkdF1eXhbVqcfjEfJ/JpPB1NQUstksYrEYtFqtHAws\n2OTak5NttVrx6quv4vjx4yJ4CAaDCAaDKJfLcLvdOHnypIRfB4NB1NXVwWq1ijuk0+mE2+1GIBCA\ny+VCoVCAx+OR3NhsNiv4P9kzfr9fWANcYJGJYjQaRTlqMpnETyebzcJqtWJxcRH9/f34xCc+gYce\negipVEoYFZlMBr/73e/gdruxd+9e+P1+aDQaiTckI+FHP/qRBJovLi7CYrGgpaUFGxsbOHv2LBoa\nGpDJZNDZ2YlEIoGamhpcv34dnZ2dCAaDsFgsaGpqwvLysgjIzp8/j5aWFqytrWFiYkKw3y996UvQ\n6XSYnJzE8vIyVCoVrFYrbt++jeXlZTz00EOIxWKor6+XKYy2z9lsFs3NzWhra5NUqn379kmsYnd3\nt3j6k9pmMBhw9+7dB/GxFnsLTnGcSniDs5hTrMaOkNAfO2glHZHMIsIphA84LSgFTkqBHqPrNjc3\nsbi4KDxxyvr5X6U1LycJdorseHl4EAIizswumOwX0hSVQSPshCmk4iHFZC+6ZSpZJvx5nIIovKJV\nAmEPHlg0G2MEaGVlJRobGwW6YffM18m/p+cMr2M+n5drycmCtFfCXVxqc+Li8pyvjQtXNn7U3Sh/\nJ3nxfJD+qtfrBf6hgSEhL14Twkkf9PFACjzfyGvXriEQCGB5eRljY2Ow2WwiOgCAvr4+oQUxJs/t\ndmNsbAwPPfSQiJKCwaDQiSg6ojcExzwyDxgkQcnx448/jueeew5HjhzB4uIilpeX0dnZifr6ely9\nehWjo6NIp9NYWFjAo48+Co/HI6c9XS1LpRJ+/vOfw263Cx1Q+QaHQiFMTk5ibW0N9fX10Gq1Mt6O\nj48jHo+jp6cHXq8X8/PzcDgcMlKfPn0a77zzDo4dO4ZgMAi9Xo9AIIBIJILBwUHht9N3/syZM7h7\n9y62trbw2GOPyQK3VNpxyqSnzPPPP4++vj5Z3GUyGRw4cACpVAqpVAputxsazY7F78TEhPz58OHD\nyOVymJ2d3RW4wgmBHd2hQ4eEo22320WxHI1GMT8/jyeffBIajUYW11xOb23tWDD39vbi3r17CIfD\nwplnZ/rWW2/h9OnTaG9vlxte2fGxw3oQj9XVVYETiCcDEOvZysqdVCQqj7lUJRRByI5h4xzj8/m8\naETITa+rq5OpgMyR9fV1pNNpeL1enD59Gt3d3UKXZBe4vr6O5eXlXRa13BUxQQmA2F9w2cdFJrFi\nHmjkwZNVxfubhw2jH5UK2u7ubqjVakln4gHFe4YFjUt23rPFYlEwdFIs6S5KUsHAwIAURkJRpP4C\nu1WmhMBYRNkwsQZxL7GxsYF8Pi+aHX4N2Fkkc1FKcRmn/6WlJeHO0yOK9FPalnCCHx8fRyAQkGxp\nTkFKS47/ExDNl7/85XMcr8LhMLq7u2Uk9Xg8AHbMq+LxuHjSNDY2ivtiuVwWjJwba6PRiHJ5xw6X\nZkxtbW0iqFC652WzWZjNZoTDYTzxxBOYn59HIBDApUuX8MQTTyCXy+H69ev4whe+AOA+L5keGMPD\nw3A6nRgfH4fb7d7VybDTINdZr9eLbfDY2BhKpRLsdrvsIbq7u1FbW4vm5mbJWi0UCiJyYtD0+Pg4\n+vv7sbGxAc8fg0C4HyAW29zcDKPRKJqBmpoagQcsFgteeOEFvPzyy/je976HqakpMUDy+/2w2+1y\ncNTW1iIWi8FkMsmI7nA4UCgUEPxjMpbT6URtbS0GBweRTqfx5JNPYnh4GK+++iq+/vWvI5/PQ6VS\noVgsIhAIoK+vD6Ojo9izZw+0Wi0uX74sfjsej0cYNmq1WoRXLEYHDhxAJBJBW1sbvvvd78Jut+Po\n0aO4du0aTp48icXFRRmBx8fHodVq8ctf/vIjh2i+9KUvnSMEQ5yV/Gxi2SyS77co4HKUni7snNmt\nciHNG59+POzkuUxlYWxsbJR7h4ZlFN3U1tbCarUK04MdKIsOCx5fB7t6srz43LkXUGaa8jmoVCr5\nmVwg8zDj3iAcDiMej6O1tVVi+1ZXV3H37l2sra2hp6dHICfCoZwICCNVVVUhFApJPGVnZyeA+7F3\nxNbpIklTMf6PE8zy8jKy2Sy0Wi1sNptw7AlLRSIRoWJTMc7aQAiKz1GpqDWbzXJ/KuErduOMGIxG\noxgfH4fRaERPT48cXIR32bBub29//GmShUIBLS0taGhogMPhwK1bt1BRUQGTyYR4PI6xsTGhgzFA\nOhqNihMiALjdbrS3t+PkyZNob28X/nptbS2OHj2K2tpazMzMYHBwEC+99BIikYgsE0+ePIl0Og2P\nx4MrV67Iqe/1epFIJKBWq9HX1ycMlUgkInS1ZDKJjo4OFAoF9PT04OLFi4Jdm81m6PV62O12ZLNZ\nhEIhbG1tCQc3n8/D4XCgq6tLRnC6XL7xxhtIp9Ow2+1obm4WZorVasXExATm5+dhsVjQ3d2N27dv\nw2q1imhpYGAA1dXV8Pl8GBwcxJNPPikL4VKphIGBAWQyGbzzzjvYt2+fWKFymuHvam1txebmTtQa\nmTUMKHjrrbdQKBRgNBqRy+WwsLCA5eVl+Hw+7Nu3D6lUCnq9HjabDVevXhV2TTwel+6KUwAAsX/O\nZrOyWyA0x8Sm7u5ucd8zGo24ePEiTp8+ja9+9aswGo3o7OzE4OAgtFotBgYGMDs7K13jg3go4Q5S\ncpVeK8RyWXT5XDm2c+FJeIXFTa1WS3HnQcHipQymoDMi4UjgvkshnwMPFdJU+SCsxB0HO3bqFFiY\nCcNwUckDSkn/JATBJTOAXV4yhIPodMlFMIujUonK76cfOrtpnU4nz5+W0na7XQ4/7hMACMWSuwtC\nZUp4i0El3J2we1Z67PBn8XcAkJ/H95Z0ZCpW+ZrZYHI6IfxGOI0NFY32lAwnpeaAzKYP+nggBb61\ntRWtra1YWVmBXq+XNzqfz2NmZgZVVVWYnp6WJQ8FLVzU0XGuo6MDfr8fL774onCC2TF2dnaKUs5o\nNMLr9cLtdmPPnj14++230d7ejpmZGezfvx/T09OoqqrCsWPHRHTgcrlw5coVjI2NYf/+/VCpVLIL\ncDqdcDqduHr1Knp7e8V8q7e3F2azGaOjo6isrMSePXuwZ88e5HI57NmzR4p9KBTC+vq6cH1JkTKZ\nTHLAOJ1OaDQaJBIJWWDSyrejowNdXV1YWVmB3W7H3NwcXC4XJicnRaBhNBqRz+fR1taG69ev4yc/\n+Qn+6q/+Ct/85jcRj8exsbGBp556SqThq6urGBsbw8DAAJxOp2CmKysrCAQC8Hq9MJlMmJqaQjqd\nxtTUFCKRCJqbm+FyuZDL5RCPx4UbzGtuNpuxb98+6PV6NDY24re//S22t7fF4nhqagrj4+Ow2Www\nm80YHBwUmGB5eVksIQqFAq5cuYITJ07gypUrWFxcRDKZRCaT2cUvVkrZP+qHxWIRpopKpdpl+cub\nmoWWHijlclmCNpQdJQ9CcsVZxNnlZjIZhMNhoQaTAcWCzhAZFlsaZHHRGQ6HUSgU5AAi7Y9FkJ9L\nTsUUpgE7RY4wCYtwdXW1HCzcMXAq579RLjjX1tZgtVpRV1cnhAAumclDJxuF3bherxczQbJYxsbG\nsLi4CI/HI8Z0pKXyc0FBXVNTkxRMAAK7cAJiOhyXuOTJZ7NZrKysAIAUXSVdlXYjhObYaa+urgoE\nlc/nd+0ylIrdUCiEXC6Hvr4+uFyuXT77ZNfweVKg+EEfD6TA63Q6DA8Py0mYzWbxxhtviGWB2+1G\nW1sbEomE5Hbq9XqYTCakUil0dXWhpqZGwpvPnDmDO3fuQK/Xo7a2FgaDAZOTkxLaXVdXhxs3biAQ\nCGBqago2mw3RaFRSpGjIxGXd1NQUtrZ2oum4YQ8Gg/L8Y7EYVlZW8OSTT8JgMEixCgaDGB0dRTab\nRTqdxvb2Ni5evIienh689957yOfzuHjxonw4KDDZ3NzEyZMnpfDZ7Xa8+OKLqKiowMDAAL7xjW8g\nGo1ifX0d8/PzyGazMBqN8Hg8+OUvf4lisYhYLCbUwq2tLcFx7927JwHhe/fuRVdXl0w6oVAI5XIZ\nnZ2dqK2tRW9vLxYWFkSR19bWJqk3hUIB0WgULpcLv/rVr1BXVyf0R+a9Xr9+HV6vVzxmyPJhN7m6\nugqn0ymWBnxvqAoulUrYs2cPurq6kM/nxZHyBz/4Af7t3/4NzzzzjCQ+cXxmJ8oov/r6etjt9gfx\nsRa+OLnVvNkJuxBqIK5Oi1leHyooKWoC7vOnWai4a+JifXp6GoFAANlsVqjALMyECVhQiQVTZk/G\nB5eQVGMSVqqtrd1lhkYvJzZeFNaxIPHw4sKUFEIWfRZtkgtcLpeExORyOdkrcGrjPoPW0Ly+ZLpF\nIhHEYjEcPHgQDz/8sDCUuB8gv591Rsnv5z3P56/X67G2toZEIiEFXmkXsb6+vmvZ+/7FLZk00Wj0\n/zPb4/vJPRIPnKqqKty9exezs7NC1UylUrI75HUkfh+LxT60VcEDKfBLS0tisTs6OgqNRoPTp08j\nn8+jvb0dTqcTBoMBJpMJfr9fIAVS4JaWlrC+vi586nw+j0cffVTGJb/fD7PZDKfTuSuMent7G8lk\nEg0NDWhoaMD4+Dg0Gg3sdjumpqbg8/lw9+5dVFRUIBAIiATf4XDAYrHg0qVL8jzI1TabzWJSNDU1\nBYPBILYHwE7nwtzQs2fPYt++fQiHw1KAmWo/OjoqUXXFYhFOpxMNDQ1CnaQ5WkNDg3hmqNVqPPzw\nw7J8euSRRxCJRORGzGQySCQSyOVyOHPmDGpqavDqq6/C4/HAYrEgm81KQeYhRUZLIBAHfNJaAAAg\nAElEQVRAJpNBqVRCMpnEoUOHsH//fhw9ehQejwc2mw0tLS2S7drc3Iz29nZMTU2J/w/x/bm5OZTL\nZczPz2P//v3iud/b2wun04nFxcVdsMYrr7wCl8slJmuTk5M4fvw4Hn74YSSTSenu6d5nMBiQy+XQ\n0NCAGzdu4Nq1aw/iYy2qTWVRV3K86d7IgsCwDKVVgVIoxKLMBSQpf6lUSqCt+fl5zM3NCdbMosCC\nCkA0GFyIUmnMjppFiEWF9D+ydlisAchhQ7okpwONRiOQHhlDLEx8LjRCW1paQkVFBZqamtDb2ytm\ndWq1WhbPhFPZLReLxV0JS5lMBouLizCZTLDb7cI+IqRDJg+hE05UwG5nT+5H1Gq1eNXQLG1zc1MO\nKF5LHnAUWXHyAu4Hhr+fjknSB98HTnJczFK5q7Qc5t4C2IG08/k8UqmUZEx/0McDWbL+0z/907lQ\nKIQjR47IQiMajcLpdOLKlSviBe71eiWYOpfLyZtIxev8/DyCwSBcLheqqnYCtimmWVhYgM1mg9Vq\nFThhbW0nWJqc++PHj2NwcBB79+7dJdTo6uqC2+3GvXv3UF1djVwuJ2InWgswZYg8/bGxMbS0tMgi\nhzin0WjE4uIi+vr6MDU1hXg8DovFIvLy2tpa3Lp1C83NzWhqakI8HkdV1U5m509/+lM88sgjGBgY\nwOc//3n8/d//Pb7xjW+gra0N5XIZ58+fx9TUFL797W+jXC4jEAjI9aTt6wsvvIAjR47s2uwXi0VM\nTk7i5MmT0Ol0uHbtmkjFGcDN75udnZUdRzgchlqtxuXLl1FRsROGzuXxc889h7GxMeTzebS2tuL0\n6dMIBoM4c+aMiD3UajWKxaIcmslkElNTUyLISiaTKJVKsNlsmJmZwerqKl5//XV84xvfwP79+3Hj\nxg309PRge3tbrIXVajUuXLiAGzduoFAo4PLly2htbcUf/vCHB7JkZTFR5gooF5dkrjDoRekyyGln\ne3sbqVRKfNGJezPwhcWDDqzMyVV61HBKq6+v3yWnZzdPKI0MHHbl6XRaTNOI81MgqNVqkcvlxIqA\nOzH+mbADOe18fYQ9qUEJBAJIpVI4fPgwent7JUegvb0ddXV1GB0dRT6fx8GDB+Hz+aRLpjoU2Mkl\nWFlZQUdHh4i3GEJO5hwnUdIoyfShGKtQKKC+vl448dzzNTc3w2w2i+mXw+FAPB4XESIFYDyMmHal\n1WphtVqh0+mQTqdlYgDu586Svl0oFDA5OQmv14uuri6B6giFLSwsIBaLYXZ2Vkgg6XQaTqcTv/rV\nrz7eiU40Zdre3pYumZSiU6dOiT90KBSSMI6mpibk83nJT2TI8/z8vHSdLIwGgwEzMzOoqanBL3/5\nS6ytraGxsREDAwNoampCIBCAx+ORcZd0sHv37qGrq0sUalzU8s2srKwULrpKpcL09DQ2Nzdl9FKr\nd9KT2tvbxTOHUnVSz86cOSN2xQaDAdPT03j44YfFC8Nut4uNQEVFBS5cuICmpiY0NzfjwoUL+NSn\nPoVwOAydTiemZ5/+9Kela7RYLIIp/su//Av+8i//EgDkdXi9XhFbkWZJD5BIJCLLHzJXjh49KvTG\nTCYDn8+HN998U262t956C48++iguX74Mv9+PQCCAU6dOSdBHPB5HNpvF0NAQ2tvbMTo6ijt37khn\ntLGxgZWVFZhMJnn/KJ56/fXXYTAYYLPZxGJ5e3sbra2tyGQyePvtt4VB4XQ68eKLL6K1tRUqlQrX\nr1//yAv8M888c05peMVMX61WK0HaxOdZVLhcJfOEAiTg/vhP6TsphCaTCRsbO9F93GF5PB4pssoF\nL11PlcZm9FkB7kfmvR/aofkfgF2/n79DKebZ2tqCyWSSQ8BoNIr5WH19vUwEarUaVqsVBoMBw8PD\nqKurQ21tLTY2NjA5OQmVSgWn04nbt29jZWUFAwMDEokJQF7b9PQ01Oqd4Pu6ujq5dkrlLFlI7OTZ\n2ZNtxWvAaZB6GZI1CP1xZ8HdoN1uF7hHo9GIXw/pwTzgeA2J0xN2UavVYo9dVVWF9vZ2gakNBgPS\n6TRGR0cxNTWFUCiEdDqNVColezKr1YrXX3/9482iyeVyu0Ku6Rl+9OhR4fguLS2JSZPP55POubW1\nFaVSSXBHu90On88nisiJiQmMjIygqqoKbrcbQ0NDslRKJpPizTI7OyvUsrq6OjQ3N2PPnj1CsWRX\n1NjYKOMohVb0gWcnffv2bUxPT6OhoQGRSATXr1+Hz+dDX1+ffGB4AGUyGfG9j0ajMgU0Njaip6cH\nALCwsICFhQUcPHhQYs4ymQy8Xi++//3vC8VzZGQEFotFvOjZedPmt6enB/X19XA6nTh+/DjS6TQu\nXrwo2aqEacLhsOwvAoEA1tbWEAwGhZKaTCaxsLAg7BTSwhYXF9HQ0ACTyQSPxyNOjuwkM5mMeLg3\nNjaiWCzC6/Xi0KFDOHTokHh76HS6XTxtXu+lpSU888wzUrQZEJJMJvG3f/u3CIfDGB0dFTog4xKV\nsvCP8sHFHgsghTLAfWGMWq3epRLleE8ohPx0Fibi9iQREGemcpO2APz5/P/ADpzCBCXgfhfJJR87\nRgBS0Pk1APK54xKQOQc8lDiRkArJpaYyvo+HFpkz1Fasrq5ifn4eyWQS29vbSKfTiEQisp8g7Elj\nNS5h19fXsbCwAJfLhebmZplwUqkU0um0PHc+F+4a6HVPOIyHLmmTm5ubMJlMMJlMspfg5KVcdgKQ\na8TfxYXy+z2q+F4raayMUywWi3C5XAAgJnn0vLp37540M4TcOAn9nzAbA3aYNExhomnVtWvXUCwW\n0dPTI4EP0WhU1G4Oh0M6k/379yMej6OmpkYEQul0Wmx+Dx06hPHxcTz77LPC9aUrm8/nE0iCy1U6\n97ndbmxsbMDlciEYDKK5uVk4xaSxKXNaycu9desWEomEmGHdvHkTt2/fhtvtli6rra0NsVgMe/bs\nQTgcFoYPcehbt24hFAohEAhgYmJCFJlVVVVIJBL41re+JaIpfsij0SgqKyvFf12lUuHtt9/GCy+8\ngOeff144/B6PB1NTU/D7/fjf//1fhEIh2Gw2jI+Pi60CN/kGgwGjo6Mol8t44YUXsLq6Co/Hg+bm\nZszPz+P06dMoFAo4c+YMJiYmBKvf3t6GxWLB/Pw8dDodFhcXxc2SFEoW8PX1ddhsNthsNsTjcdhs\nNly5cgWBQADxeFymj/X1dYyNjSGTyeDMmTP4wQ9+gO9973uoqakRVpTdbkdFRQU+97nP4b/+678e\nWGQfcXVCdIRGKLRhh0ufIhrLbW9v7zIDI24PQPBmdoOVlZWIRCICpTCAXekuSfm+kgPPXQ+w05Hz\n+ZDJRZiB9EFyx+PxOEKhkGDZShiEmDPdTkmZpJqUi0olF55e8Fw2bm5uClWSXSvhmKWlJbFjAHYy\nAMbGxkQ3wuLMCXx4eBiLi4sAIAEnfD1Kdk8+n0cwGMTdu3eFvKHT6WCxWGC32+U18H6mY2epVBJL\nj2KxKPm1nGJ4CHHJTj8hYKepTaVSCIVCKBQKcDgcAk2yhrz77rsYGhqSe1Gv18NiscBms+HIkSP4\n+te/LrnJH/TxQAp8sVhEoVDAnTt30NvbC5VKJd4v9Jg5duwYpqam5DRsbGzEvn37hK86ODiIxx9/\nHLFYDPPz83jsscfE2MlgMODy5cvQarW4e/euJDf98z//M1ZXV5FIJLC+vhMwTH+YXC6HGzduYG5u\nDnq9Hnfu3JHu4r333kMqlcLBgweFvULbUJfLhSNHjqC3txcDAwOCa1ZWVsLlcmFubg4LCwuYnJzE\n0tISqqurRe22trYmMMPS0hJMJhOqq6vx8MMP45lnnhEXTarx5ubmkMlk8MILL8Dn84msX6VSSdLV\nyy+/jJs3b+L5559HJpPB9PQ0dDod7t27h97eXjz11FP4xCc+IZ1Kb2+vMG+sVqtACW1tbaJ6VS41\na2pqcOrUKXR1dSESieDZZ5+VNCw+vwMHDiCdTmPv3r3QarUScTg2Ngar1Yq7d+9KZ8mF24ULF+D1\nerF37168+OKL+MUvfoFEIoGZmRm0tLTAZrNhamoKAKQxOH/+vNhDO51OfOYzn5EJ7kE8otGo+J7w\nvWQxZaHlVEQPE/LMTSYTampqpPhT70HceH19HclkEoODgwgEAgiHw4Llzs/PY3Z2ViDHtbU15HI5\nLC8vCzygNMLigpV+6ISUSDElE4bUPipvlZ44FACxo6cJ4NbWlmDiSnsEHnxutxs+n0/8/Mm4Ym4v\nnx+7Wiap5fN5DA4OIp/PY2BgQPIgeCg5HA709PTIQcaFLQB5bRUVO9kPnH50Op2kU+l0OjidTrhc\nLim4JpNJFswUW9I+gA0NfwZ5/YSeeciWSjuBNRqNBul0GnNzc+jt7RXPKH4uuJAGICrm7e1tiRk8\nevQoEokExsfHP9Rn8oFBNNyis1Oh6o3FZWRkRMYknU4nnOfx8XHo9Xp0dXXJUpHOkSygW1tbePfd\nd5FKpYStQsyOW2jCDoy2o1dMX1+f0Meo9nvkkUegUqnw8ssvQ61WC8f42LFjWFxchN/vl1Qho9GI\njY0N+Hw+VFVVobW1VUJzmVTEhJb+/n6cPXtW8D9mqQL3vd/1ej1aWlpkBLdYLLKUKpV2MmAptOLI\n+fTTT+Oxxx6TJVc0GgUAHD16FMViES0tLWKE1tzcjFAoJFNOLBZDV1cXfD4fRkZGcPjwYTz88MPo\n7u6WhZBGo0EwGMTMzAwcDgccDgcSiQSWl5dx7NgxzM7OoqenB+fPn0csFsPCwoKofJnC5XA4JHOW\nP6OmpgaJRAI6nQ7BYFAcE7PZLDQaDY4cOQKtVot4PC5LwFQqhZGREbS3tzOqTyIfP+oH2RdKYyiO\n9ywCLNgshkqBECmRLBBKyT4pjCz8/B1c8rFLzmazSCQSKBQKsksiL1xZcDgNKJ8bx39i8vSXURpo\nsSMFIAtbJS2SnipkpbCw0lMGwC5fd14zu92OhoYGxONxwbSV3i/z8/Oorq6Gy+USVg67d05FNptN\nIKJyuSxQonKa4WRSVVWFxsZGOexYXAmZkU3EuD1eF9YXHiBKKipwX1hGyJR7jY2NDaH91tbWyiHG\nz0tlZSUsFguMRqPYOnAKaW5uhsFgwK1bt+Re/qCPB7JkfeKJJ845nU7Y7XYRAdAxLpPJYN++fbh8\n+TL6+/uhUqnE/yEUCqGlpUUSlojBE38rFouYn5+XCLOxsTGxJiC1jN3r22+/LbYBHMMY3cWRiyEc\n7Eg8Ho+wPC5fvizc3aGhIbhcLlkc6fV6pNNpqNVq5PN5hMNhsTGuqqpCX1+fxP85HA64XC5UVu7E\n63G05b/9yU9+ItNMXV0dFhcX8cILL+Ds2bOoqqrC8ePH0draiosXL+LnP/85GhoacPjwYbmJGZ79\n4osvSofCkIcf/vCHcqARF+aBUV1djVdffRU+n09YFb29vXjzzTehUqnQ3t6OVColsXsGgwGxWAwT\nExP48pe/jF//+tcichoZGcH+/fulmExOTooVbj6fF2rp1atXMT8/j4GBAaHI1dTUyDUntZJRjK2t\nrejp6cGePXtQX1+P69ev4/r163jnnXewubn5kS9Zz5w5c669vV2KBos19zdKWwLCDiwohDL4dxqN\nRggAbHSA+/srQjLEqAcGBlBVVYWlpSUwLY0QBYss8Xp24ISUuAjkAcxDSBkYzQaDrw3YOWS4MyME\nQjhIiWdTqMREr2Qyidu3bws7iLnH/PxQpdrZ2YlUKiUBQKdOnUJnZ6csornTImOIlgCcPGtqamRy\n4G5je3tbfJssFosUXDJ8KioqxGuKpmU6nQ5TU1NwOBwwGAzIZDKyzKXSG8AuCwp2/awtZPJ5vV7Y\nbLZdUxy7d3btvL7UBHEx++6776JYLGJ8fPzjzaL57ne/e46B1pTqk3Gyb98+zM/PC2xisVjER4Kq\nPQDweDwStaVWq9HT0yP89c3NTdy5c0cc5hj7RkVaqVTC8ePHcenSJTz55JNIJpNwu92yRPV4PJie\nnpYpY25uDgAEEjEYDFCpVOjr68Pg4CA6OzsRj8fx6U9/Gmq1WgK0mXy0tLQEo9EoISQUWB08eFBE\nUaFQSOyLy+Uy3n33XYTDYUxOTmJqagoulwvvvfcejEYjnnrqKbzyyisAdpZzN27cwB/+8AdUVlbC\n6/XizTffRC6XExn06Ogo+vv70dzcDJVKhcHBQbS3t+Ozn/0sbt++LUpaRg9ywfP/qHvP2EjP82r4\nsHNZZobTOIVT2Id1C5dL7lJb1S1Ltppjw46RwHEQRMkPI0BckCCKYQQI8ic2kjiIHdtxFFuy5Cqv\nVtJqpRW93M66JIdlllM4jdM5wyGHZcj3B3Uuz+b7Y31voM37AIIte3fKM/dz3dd9rlMaGhqgUCiw\nurqKoaEh3Lx5E3q9Hl1dXfLnh4aGsLi4CKvViuHhYdTU1ODkyZNSLKLRKHp6erC9vQ2v1wuDwSBz\nEnrcUBS1sbEhCueBgQHxFwGAixcv4tKlSyguLkZPTw+eeeYZ3LhxAzMzM6irq0M4HMbS0pIwrrxe\n70de4J988skXGxoaRCHJYzp56WR2lJeXS1fN4spix46ONgT0N4lGo1hfXxezscKhKAexhCcBSHAN\nWSyFzBpy1wEIPs1ZAWGYZDIpLBS9Xi/MJm4OwG9dMvmahJZ4Yk6lUmKJwdCXQCAAr9d7z+xgdXVV\n4iFXV1eRTqelYL///vu4e/eu0Ac9Ho/MI0irJR6/uroqQqhCbJwMFp6US0pKBGopLS2Ve0dnStaZ\nyspKSSJbWFiA2WyWZo8XkYd8Pi9ECrLueJ8WFhZE5MffhxtvJBKBz+eDy+USllFVVZWkmx04cADh\ncBizs7NipjYxMfG/m0XjdDphNptl96N6sr29HZcvX8bi4iKmpqYErmE3Mjg4KEcY4ujNzc3o7OyU\n7sDpdGJxcRH5fB6BQEAc3iKRCOwfJMzPzc0hGo0KL5uvPzMzI1Lhrq4utLS0oLq6GiaTSTpNxntV\nVVUhGo2iqakJJpMJLS0tGB8fx+LiIlZWVsTT+urVq7JJTU1NobS0FJcuXYJWq0U6ncb8/Dzm5+el\n26NCF9iHaWiVS3obWQRkBdFv3m63o7OzUywd6FtfUlKChYUFoZX6/X709PQglUrh9ddfl4XZ0NAg\nBd1isWBqago6nU6GxLOzsxKhODk5CYvFgubmZjFGI39er9cL22JlZUVCw2meVlxcjEAggGAwiJKS\nEoyOjmJvbw+zs7Po6elBc3MzDhw4gLfffhs7OzvQ6/UIhUKyUXR3d8NgMODy5cvwer1iczExMSFw\nxf1i0ZAZw2LNzp0QCyECCmEKze/W1takQHLmUmgbQCdD+gvxuxICCofDAkfwdQsl9YUpT4W4MiEL\n2hbw2traQl1dHZRKpVgf0yyMXTxnMzQ9o4cLzcfIiCGWrlKpxBqZGx+hKqVSKc8hKZk8lXOQS9vu\nwoi7wu/BgTGVomTjcC5WiMmTkUQ/GDKeaK5WSDNl58/Bcm1trWwK1C4UQmsAhE6aSqUQDodRVVV1\nDyQEQJgzVBcTbibtGoCEtvDkR+bO73rdlw7+hRdeeBEALBaLiA34A9GLggEXiUQCtbW10q2za6Dv\nBKfV3IEphCktLYXVasXhw4dRWlqKU6dOwefzIZlM4qtf/Sri8TgaGxvFtpQB1mazGdFoFBaLBYlE\nAi0tLSKeonLu+vXraGpqQiqVQlNTE7xerzB0mpqaRKpcXl6OgYEBcZ7s7u4WH+zJyUkEg0FotVp0\nd3eLPH9jYwMtLS04cOCAUC5VKpUkOE1NTUlwdn19PS5cuIDLly+L+IsdFIU2+fy+r73ZbJYYs+3t\nbYRCIXR1dQlcRJpaVVWVLEpi/8Rhl5eXsbm5CY1GA4VCge9///vY3NxEb28vgsEghoeHYbPZ0NjY\niJWVFTz00EMyrLtz5w6qq6slLCSbzYqYhOphnU6H6elprK6uyj2gUyR/73A4jPb2drGbGBkZweOP\nPy5JVhyieTyej7yDf/jhh1+0Wq3SERfmeBaqV+kRTtMsFuRCST07bh75OY9Qq9ViSKfVaqHT6VBf\nXw+tVoujR49CoVBI3i9FN8TxicNzEEoMmdkEFGXxpMFwaeLcxLIBCN+dtEyVSiUFn/AgjfcodOJF\nAd3a2prcGwqngsGgsNXIA+fmwOJKBS3pxxUVFeJVk06nsbm5KRx7wij0riEFlacMwkcABPfn4JoZ\nA1x3DNUhrEMP+UI4hhtaRUUFfD6f8PspxgQgqtVCvyIK1VgHvV4vcrmc1Bk2AAqFAuPj47/z2i79\nn1zgv+tFSW5Z2X7wx87ODsxms4Tbkh/c2tqKsbExBINBHDp0SDqIGzduCOZbUlICn88Hh8Mh/O6B\ngQFZULFYDI2NjYIL0riKsu3vfOc76OzshNlslq66cLg0PT0tfuNlZfuBIQ888AD29vawvLwsfNpf\n/OIXGBgYkM9NT5F33nkHJpMJiURCKJgA8LGPfUy8ntnJOBwO8axpbm6W4W9nZycWFxeRyWTEn12r\n1UpS1eDgIGw2mxiUud1uGYYqFArMz88LTkkxSFtbG3Z3d8WCubu7G6+88op4ddMWgGEpfr8fq6ur\naG5uBrD/kFqtVqTTaSwtLaGtre0eP+329na4XC6YTCacPn0ar732GiwWC2ZmZuDxeGSA/d577yES\nieCxxx5DZ2cntFotvvGNb8BoNGJnZ0ecRxcWFtDa2gqlUonJyUmBdj5Q9iGfz4uz5o9//OP7sayF\nz01R3N7e3j0B2SyGHHSSPkoM97/nsFKpW15eDoPBIGuYgz/SGPf29iRMJpfLQavVIpvNwu/3o6Wl\n5R7ePU+txJvZgRZ2wBwG0tOFzowUXQH7vkKxWEwgHkJP5GqzQyZMRWUrTw/0lwIgjdr6+jpKS0vF\nj4X3gqcRdrHszPmf7GppX8JTEJ/NtbU1uN1uVFZWQqPRSGYEB6kcmvLzlJeXC6e+q6tLLERYjLe3\nt0VvQpiNOp29vT2x2Z6ensb29jb6+vqg0WgQjUYxMzOD5uZmiaCkkSJPC7xfCoUCmUwG0WhUYN3G\nxsYP7ZR6XyCaaDQqeGlbWxsaGxsRCATw05/+VLxiqOjk7h0KhRAIBBCJRNDY2Cj0poMHD97jPzE/\nPy+8dR4NS0tLcfHiRWxvb8vRv76+Hk1NTfB8kCbV0tKC1tZW6HQ6tLe3o7KyEoFAADU1NbBYLOjo\n6JBwj0QigdXVVZnaE+OmypWY/fz8PEpLS/HLX/5SMLhkMonBwUGsr6+jvLxcIvXm5uaQz+dx+vRp\nsR0mZpjJZCQ3lt3t+vq6BIMQ14xGowgGgzhy5AicTidu374tx8/Ozk7U1dWhublZzNju3r2LWCyG\n2tpaeDwefPKTnxS4xPNBhmosFpNu5uzZs+jo6JDB3/z8PCKRCCKRCMLhsGS+8iHf2trC0tISJiYm\nJG+WtsZ8yC5cuCDQEguAw+FAbW0tkskkRkdH0dvbi/b2dnR3d2NmZkaCVubm5tDX1ydCK5vNJp3Q\n/bgqKyuFI03WBH2CCJ8QUqFfeqHnSGH3XjicJVWY3SQLGiGYdDqNSCSCVColZmGF78UiRoydBYWd\nO4fZwG/Tjwo5/Sy+fF/CPOFwGGtra6iqqpLThE6nu4eWyM2Ns7PC71ldXQ21Wi0UaQDy5whdkGvP\ncBPCImSu8F7x75OpVFNTI5YQhI8A3FPU2d0Tr+fJivebn4UeQIRhOCDl9+RrFdoIBwIBbGxsiEqc\n8A4tjpkLQMSCBZ6eO3V1ddDpdLIpUzlbaPH8u1z3BaJ57rnnXuQPPzIyIrL4jo4OFBUVYWVlBZOT\nk7hz5w7q6uqEB0t73MKjq9vtxsGDB2Wn7urqkuGQ3+9HZWUl1tfXUVNTA88HGZVmsxlra2tYXFxE\nV1cXzp49i5GREcFOubPm83ncunULDocDwWBQxBl8gAl1MF6LvGPy4J1OJ1pbW5HL5TA4OAir1YrV\n1VX4fD6cPHkSPp9P6IlVVVWw2Wx46aWXcOTIEczOzkqY9O7uLo4cOSIDL5VKBaVSKdLqTCaD5557\nDmazWe7V5uYmTp48icnJSZSWlsJgMGBsbAwABOtXKpWCcRJ+oicHGS9kNbW1tWF6ehq7u7sYHBxE\nLBaTYWJdXR3Onj2LS5cuweFwiL1xLpeTwe7GxoYwFLiJ/+3f/i0+/elP48SJEzAYDIjH49Dr9VCr\n1VheXobZbBbHQnoKra+vy6C2sbFR0pCI51dVVeHxxx/Hz3/+848covnjP/7jF+lNxIEkiy350RQU\nkSnCf+ewj1hvoYCI7otcfwDkwSc/nn5JhVa0NTU1sk5yuZwUCq4pAOIzTlofjfwK7YsJQQD7NECe\n0jY39zNKm5qaBDIhAYHmcVxr/Jx8nVQqJQVerVYLnEI1bzabxfb2Npqbm2G32wWKKS4uFiryzs6O\nFP7/PiymRw6LPy0NqJhmd8/fqDCogwHa6XQaVqsVarUaS0tL93Tb3DT4mVnsgX1G1LVr19Dc3Iyu\nri7U1tbKLIUwDE9jDA8hPEQOvkqlEsyen5shKL/61a/+dw9ZDx48CABobW1FRUUFLly4IIWZNCSb\nzYaHH34YW1tbmJmZAQD09fXJEUij0YgtbiaTEUe9GzduIJVKiboymUwin8/j8OHDePPNNwXL5mJs\nb2+H2+2WG07/9YWFBczMzKC1tVXomZT0MzqOQz8WL6vVCrvdjsHBQczMzODKlSsSxJDJZPDGG28I\nfBIIBNDc3IzV1VXs7Owgm83i8uXL0Ol0Mi0vLi7GpUuX0NXVhfn5eeh0OsHlrFYrgP0HhVgqsB9t\nuLy8DLVajampKZhMJmQyGeTzeTQ3N8NsNsPv9yMcDsPlcolqkQvpwIEDuHLlilDtVCoVvF4vrl69\niqKiIunastksnn/+eSkOTqcT5eXl8Pl8iMViWF1dBQDRCWxvb4u8vKWlBb/+9ahs5noAACAASURB\nVK/R29sr35PHYJfLha2tLZw8eRK9vb3o6OiQjavQp2Z+fh69vb0oKysT46qWlhaMjIzg4sWL92FV\nQ7plHrNJS+RnJwumcPCpVCqhUqlkfgJAOkwO6egqyRkNO/FsNivDQxYNQi4UMtHEirAnO0U+F4Qf\nOdAkPMBOlNgvu2cWr9HRUcHc5+bmcPny5XtcKMnM4t/hZ+U6LSyo7PDZ5VJVTrFYcXEx/H4/5ubm\nJECG4ikyTerq6gRTLy8vRzweFzsGzkKoYiWGns/n5f6trKzI/dFqtdDr9QCAUCiEUCgkVs6FsxGG\n+BRy7JmVQOU2L8JGVO6SVUeqKTco/h7l5eVQq9XI5XKorq4WDY/X6/1Qa/K+2QVPTk4iFAqhtbUV\nR48exdzcnCQGUfLOB6CpqQn19fW4fv26DD9HRkagVqsRiUQkH5RZp1qtFktLS4LTGgwGuFwuPPro\no+js7EQwGIRCoYBer4fT6RS1JnnKxcXFYsjFk0IkEkF3dzdmZ2fx/vvv45lnnoHL5RK/dK/Xi0wm\ng+npabz55pvw+XwoKysT69rm5mZcvnxZOi8ObdfX13Hz5k2YzWYYDAZ0d3ejpaUFPp8P8/PzEuRA\nNozD4cDNmzfhcrnQ0tKCU6dO4dFHH8Xw8DCcTieGh4fFGCwcDiMejwvM5XA4oNPpZI5w7tw57O7u\nora2VphCZWVlOHr0KDKZjLxHeXk5Tpw4gbW1NVRXV2NhYQHRaFRCvScmJqSrNhqNqKurQ2dnJ1Qq\nFWKxGDo7OxGNRhEIBOQej4yM4JFHHkE2m0UoFEI4HIZCoRA2jsfjQUnJfnxfKpXCjRs3YDKZ5NRh\ns9mQSqVw8OBBLC0tIRgMYmNjA0ajEX6//34sa6ysrMjpjX4mhZAMu2ZaNSSTSVlvZEixuFMjUOhh\nw8670PqXcxz+OQ5ECYGRFsxBLiEK4LccfJ5caSFQVVV1j7Uuh6/8DHwNhlxTzFZotcBiWWjhy38K\nqZWFUYOlpaVQqVSikqWmhF11JBKRXFq+Fu8pO3eur4qKCoHHOMfgaQqA3A/+O09cLLKEU6h6Jb2S\nmDsAOeXS8oG04Ewmg/r6etmYKczi9+LMpVDkSbYONQU8QRFaItwcjUY/1Jq8LxDN008//WJ3dzc0\nGs09w0uTyYTh4WF0dXWhoqICTqcTOzs7WFpawu7uLmw2G6ampmTgkc1mxceCC6umpkZir7gzVlVV\nyUJ0OByw2WyYnZ2VEO/vfe97cDgcUCgUSCaTgjH29fWJve/s7Kx0oLT5ZbQch8YUZjU0NGBoaAj1\n9fXSRdAB89ChQygtLZUw79bWVvT29mJtbQ21tbWIRCJYWFhAPp8XZo7BYMDCwgJUKhXC4TCSyaQk\nTrndbhEADQ0N4eWXXxaoiD4WBw4cQGtrK4qKimQu4PP50NLSAr/fj6KiIvh8PmxsbEgU4p07d9DZ\n2Qmr1QqPxyOOfYQKbty4gebmZly4cAEnTpzA6Ogobt++jcHBQTgcDlHHOp1OtLW1oaGhAbW1tbhx\n4wZef/11/Nmf/Zng//StyeVysNvtWFxclG50fHwcNTU1iMfjGB0dxeDgoOgddnZ2ZLMmzPX444/j\n4sWLCAQCHzlEc/r06RetVqswZcrLy6HVagWbp/CGxbmQ/la4KRBnJxuLnaZWqxWIkOpTvg59VNic\nsBgkEgmhOhY6SRayWmipm0wm5WTMYSgLH/8uh5RkkXAOoFQqUV1djUQiAY/HI9AJB7AfMJukc2dx\nZdHkMLq4uBhLS0uIRCJiD6BQKBCPx3H37l3E43GZs1AUaDQa76FEstDzs3FISyinEDvnfcnlcmIN\nTvEUGWCJRALJZBL9/f1ynwoN2zg4v3PnDrxeL3Q6HWw2GyorK2Uj5KmKeD1hF556mIJGRhAps4xD\n5IB3bW0NY2Nj/7shGoVCIQPCzc1NmEwmrK+vizMgO5GDBw+iqakJx44dQ2Njo+Sgtre3Y2hoCK2t\nrfJDrqysoKamRiCLZDIpNEzeIIPBgNXVVXi9Xkl7MhgMOHfuHMbGxpBMJrG7u4uhoSEoFArcvXsX\n09PTqK6uhtFoxO7uLn7605/Kzn3s2DGxRrXb7bh+/TpSqRTcbrccBTs6OnD16lVYLJZ7TJMmJiZE\noEGYg8NSCjvYrRBLpQCmsrISLpdLNjOTyQSr1SqF3WAw4PTp07BYLDIEXVhYAACYzWZ0dnaiu7sb\nTqcT9fX18Pl8sNlsaGhokMhAk8mEo0ePYmlpSRSCp06dwsbGhvh+EH5YXFzE0NAQUqkUBgcHBc7h\nzMRiscDlcsHpdOKb3/wmPvWpT0mRMhgMGB8fx/Xr10W13NDQIIwE/obd3d3Y2dnB7OwsFhYWJCBZ\np9PBaDRiZGQEN27cwKVLlz50l/M/dTGMhQWQg2YGPtDPBYAMJSmOoQ0Fh5TAfqdPaw0WdloPUEhD\n2Cqfz4spWSaTQS6Xk3kVIRx2puSar6+vy4lydXVVTpacYVFAVWg1QEqfyWQSCiaj9HjqJIzE9yEM\nw/cjK4d/hjOJ/15019bWpEkh9VCv18NgMMhwOZVKCSxUGCpCNTa7Zw66CYetra0Jng7sUxdZUHlq\noD0EPYOy2aysLSYrESIMBAJYWlqCxWKB3W6XGpbJZOB0OoU6yvVQVlYm1iLcCEgcYeHnRuD3+7G4\nuIjt7W2YzeYPtSbvS4FfWFgQC0/GxK2vr6OpqQkqlQoej0eYNcQd6+vrZaEQtuDOqFAoxEmPUmVa\n1tbV1Uk2KTF+AOjp6UEul8P4+DhOnTolZmILCwsYHx+Xh7OzsxPXr18XRSDlxvF4HBcuXMDc3Bwe\nffRReDweMQfr7OxENpuVjcRqtSIajeL48eOSP/rkk0/KcTwcDgs2z0GnTqcTPn86ncaxY8cQiUSE\nKqhSqbC8vAyXy4V8Po+uri4YDAYMDAzAZDIB2HfsJE5qsViQTCYxMTGBVCqFt99+Gy6XC4lEAjqd\nDtFoVI6O7HouXbqE6elpMXn74Q9/CAC4cuUKRkdHEY1GYTabhQ1TU1ODmzdvQqPRoLW1FSaTCXq9\nHteuXZMOu7OzEzs7O6irq8OpU6fkszGE22q1YnNzE21tbZIORCdPABgaGpJoPgDiX0JL4c7OTvzh\nH/7hR72kAUB4zewQibUXUvsAyDCNR3SKnojBc41TTAPsi95oIcz/5PNAeIb0PdoI8+9SgU24hRAJ\n4R6KaTiUZKEEIFRJwh38fhTssBCura3dY0TGEzVhD2LXhRYJvCfcPIhz889w/RNjt1qtaG9vF+96\nQmAUGPGEtLe3Jw0GT9d8D1KgOSshv59WwIRu+f3YdZNlVOjhw/flDO3AgQPiqUTPHm4whWuE8BWL\nPE9pAASW4do/cOCAfAbi9h/mui8F/tSpU7hw4QLsdrvI+Y8ePSp2n4ODg5idnYXFYhG+7J07d1BV\nVSWpQTdv3kQgEBAL4Y6ODuTzeRw9elTgDXbzPp9PulJi5twYbDYb3G43+vv7cenSJSwuLgquzx9b\noVAIS+YLX/gCDhw4AI1GA6vViurqagwPD2NlZUXsgTUaDSoqKtDV1YXd3f2cyZ6eHly5ckU82kdH\nR5FOp0X9d+LECVy/fh2Li4uw2+0YHx/H3NwcPve5z+Htt9/GpUuX0NzcjJKSEiiVSvHKNhqNaGho\nQDabxWuvvYazZ8/i2LFj0iGbTCZYLBbcvXtXBkkajQY9PT2or6+H0WgUNz+VSiX8Xo1GI7DZSy+9\nhK2tLfHi4eklkUjA5/PB6XQiHA6jpqYGdrsdXq8X6XRaWDtHjhxBc3MzXnrpJXz1q1+VTnZzcxM9\nPT1obW0Vmis7nZmZGTmZcUirUChw8+ZNHDt2DKFQSOYOJpMJc3NzKC0txeXLl/Hggw/ej2UtLqOF\n/uwApHASgqDYDIDw0mk9QKojiwA7fF7EyouKiqSDpaMiw59JK2Tnury8jFQqhWg0Kr5O7Jjz+Twi\nkQi2t7dFm8Biz46WrCBixezod3Z2oNFo5LRCqirNxoipU4DEzcDv9wtN0+/3yyZVOGPI5XLiDLm6\nuoqGhgY89dRToocp1LVkMhmkUik51RH2YdHnHIAbG4s+NwnCYYRGOJDlnCwSicj9Z8AHB7pFRUXw\ner3wer04fPgwamtrZSMnbEaLg8rKSrFcYCAKizfdOPneFGcVwo81NTVobW39UGvyvmDwTz311IsH\nDhyQTvu9994THNFsNotAoKysTIpoPB6Hz+fDiRMnEAgE0NfXJ0dSQgWcOANAMplELBYT6uS1a9cw\nNTUlEWHj4+MwmUzw+XwiMtrY2EAqlRJ2BxWU9Jo4f/68OD56PB4UFxdLHmR3d7dkJnIwY7VaEQ6H\nZdNQqVQA9rvOkydPyvwgkUhIZ5bNZpHP5xEKheD3+/Ff//VfYkjU2dkJv98Pj8cj+PPS0hI0Go0M\n22prazE1NQWj0SiFN5fL4cyZM4jH44hGozAajRgfH0dFRQVisZjMAJiqtbGxgZmZGczNzWF3dxdt\nbW3CxR8eHkZxcTGeeuopJBIJPPDAA8jn87IRMrTl1KlTMBgMYh71la98BX/9138tA1faLXygzINe\nr0dDQwP8fj/q6urQ1dUlsXW7u7tobGxENBqV4fy5c+fQ3d0NpVIJr9eL9vZ2pFIpsTS+cOHCR47B\nM6mM3R3xa3ayHOzx33liKgyhYDdNnUQhpY8FoTBUZHNzE4FAAHt7e1Cr1bJ+iKXTDIyvT0424YGN\njQ0Eg0FsbW1BqVRK0eLFgS0FNjwtU39RWVkpxmIMlq6vrxd8nN18JpMRU8BgMIhAIACPx4NcLicz\nM1om8OS+s7OD5uZmgZhYnAGIJQU1F7FYTDQIHF5XVVUJUhAKhRCPx5HJZDA/Py/zMzKMQqEQdnd3\nodfrhT/P+0ehGZPWGhsbJeuYxAGLxYKGhgapWwDusRQm9EW8fWtrSyio3Nj5mUwmk0QDko1ELF+r\n1eLVV1/9361k1Wq1soirq6vF75uqLe5oi4uLKCsrQ0tLi3gqz8zMCJZXX1+PeDyOhoYGZDIZFBUV\nSUJSbW2tZLyOjIzAYrHg+vXr8Pv96O7uFgMzYrzRaBRTU1MoKiqC2+0WH2ZOwd9++21ZgCsrKzAY\nDPcoA8PhsPB56avODtRut6O/vx+NjY1CyaShP39UDm0TiQQAwGq1igUCTyJ8oIxGoyzIwcFBMWYi\nhnfs2DGo1Wo4HA6srKxgamoKk5OTshjff/99XLt2DX19fTAajfi3f/s3sSbY2trC7OysHBNnZ2eR\nzWbx6U9/GteuXcPm5qaogcnzr6ysREtLC6anpwUL9nq92NjYwKVLl/Daa68JIykWi4nHEADRIqhU\nKly9elViEe/evYtUKoX+/n6xqYhEIjh69KjQXDmY7uzslFxZtVqNrq6u+7GsxW9GoVDIPIGDvkL1\nNvnoDMRgRwzgHvvYwng/bgaERyiSYTFTq9UyHGXUHOEPXmSS8DVo9EVhDTcldpUkGxCnLmShkK9N\nPQUhFbJA1tfXBWJhZ8pNid9v+wNL3Gw2K3xwCvx4CuJJj+pbFk0aFVL1yrkDsWwOdcmyYSFNp9NS\ntCmGWl9fRyAQuMcjh88K7Rh2d/fTmvg919fXJYHq0KFDAq3ysxN+5RyCsBAAeR+eKPj8V1ZWQqVS\nQaPRCFwHQIRofM0Pc92XAk/q3szMjEz1uSDee+89nD59GuXl5XC5XDIMOXHihETUeTweZLNZNDY2\nQqFQ4NatW+jv75eBKG04l5aWhN5HUdDKygpsNhtMJhOWlpbQ3d0Nk8mEfD6PH/zgBzh27JjgiG63\nGzMzM9Dr9VhZWcGZM2dEop9MJmWx+nw+NDY24vjx47h8+bJ0uouLixgcHITT6cTAwIBQuMrKyhAM\nBqHT6YRBND09LbSvubk5xONx6HQ63L59W+xi7XY7Njc3RfTjcDjgcDjw8Y9/HF6vF1//+tcRCoUw\nMDCAlZUVEWNsbW3h9ddfx1NPPYXZ2VmEQiGBXlZWVtDW1obS0lL84Ac/wLlz5xAMBtHa2opgMCgF\n6rnnnsP6+jr0ej1ef/11rK6uoq2tDT/4wQ9QX1+Pn//85/ibv/kbfOc730EkEkFpaSlaW1vR1NSE\nlpYWNDY2Ynp6GpOTk+jq6sLIyAiOHj2K8vJyeDwe9Pb2YmtrCw6HA6+99ho+9rGPyYNbWVkJnU6H\nRx55BB6PRzbmuro6APtc5e7ubkxOToon0f24yAwhM6wQGtjY2BBVNYs2CyJVncTkyeAofF2ycjiU\npBKWmC7Nt/ia2WwWJSUlYtbG9DAW7FQqJdbDNTU1kuXLf3hRTESYKJVKYWFhQXj7JpMJra2tUoRp\nu8u1V1h0+QxyXlZUVCR8dkJAZWVlMBgM0Ov1Mofyer1wOp3y3RiqwvnG/Pw8qqurhe1VVlYmOhhe\nhXx7wqLxeBzXrl0TrylCSxx6ApB7U1JSgtnZWdTV1UldCoVCwh7i70xKK5s42q/w3iWTSdTX1wsn\nn3CSXq8X+DOXy8naXl1dleAR2pN/mOu+FPhIJAKNRgOVSoVDhw7h5ZdfRkNDA06ePIl4PI75+XlR\nyXV0dGB4eBgqlQoKhQJqtVo6iaqqKkQiEfGe6erqQnV1tUzKn3jiCUnDGRsbg8PhwJEjR6DX6zEz\nMwOlUolkMgmr1Qqn04k///M/x+joKFwuFz73uc9hbGxMBB6f+cxnpDtKp9PQarXY3d2VOLOdnf3c\n16GhISwsLGBqakoWMZ0uGfQRDoexvb2NyclJ1NXVIRAIYGBgAJubm3jvvfdk9kAV6Z07d9Df3y/h\n4u+//z6amppw/vx5GAwG/OM//qN4vJtMJiwvL2NjY0MCfdfW1nD9+nUYDAb8xV/8BX7v935PZPQt\nLS3iTHny5Ek5imcyGfGxpjMmaaR1dXUClzz00EMYHx/HE088gfPnz8PzQejJD3/4QyQSCZSWlqKn\np0eK8NDQEEZHR9HQ0IDR0VF5rZmZGVgsFoyPj6O1tRU2mw1ra2t44403JLqMgezvvfeeeIXTVIsm\nVzMzM/ctso9FhJs4u2cWLxa6wpBrClo2NjZkU+d6IoOFARUsFOwi0+m0QADE3vP5vBh4sStmR0lM\nl5+NikmeiNh4FUIHOzs7WF1dhd1uRz6fx8zMDNbW1lBTUyPDV4Z+EErk6aAQr6fBGZk6hdJ+blT8\nDLQn2NnZkQ7d7/eLN09RURHUarVYKASDQdjtdlFAl5WVob6+HtlsFmtra1IzChOYNjc3sbi4KJsA\nNxvgtycxzhBolTIxMSEDXG7mOp1Ocp4PHToks41IJCLDdYquaPdAGwNCs0VFRbBYLNjd3ZUZGO8V\nP9vOzn4Gcjqd/lBr8r4U+JqaGpmMBwIBOZaNjo6Ka2BtbS2uXbsm0mS1Wo10Oo2JiQm88cYbCIfD\n4mDHtCG9Xi8ip6mpKXR3d0OlUsHlcuHQoUPo6OiAVqvF5cuXxRrB7/djcnISCoUCzc3NmJ2dRT6f\nx8svv4yqqipJQLfZbHKUpUAjk8lgb28PNpsNHo8HExMTMlzK5/Ow2+14//33EQ6HpePxeDwwm83I\nZrPi/axSqXDr1i309vaKKZjNZhMBCel3dXV1+M1vfoO5uTn09/fj2Wefhdvtlq6pvr4efX19GB8f\nh9VqhV6vx9WrV9HS0oLTp09jb28/fvD555/HwMAAYrGYOP3V1taiqKhIkmO6urowMTEBtVotZmbX\nrl2Dw+GQgk4I7ezZszAYDHj11Vdx+PBhRKNR+P1+9Pf3C7bI7o2yb6PRKKZZCoUCy8vLWFtbg8Vi\ngcfjwbe+9S0ZntN50ePxQK1Wi2Mnk6LIMT58+DA2Njbw1ltv3Y9lLZYYOzs74jJIgy4yJfhbFXrD\nrK2twe/34/Lly9jZ2REaYGHsX0dHh9CAC2EM8uw3Njbg9/uliFBIxSFhLpeTGZFKpZIiR38VpkGR\nrUZeNn1umNcwNzcnmgav1ysnDcIrtDcgvZNddiEjKpvNIhKJiA1JcXGxuIaSk04RFzF2QoG01qW2\npKKiAhqNBgCQzWbR29srA00WSDLqCm2ICYWyGSw0LqPpW2VlJUwmE3Z2dnDt2rV77Jt5Iim0hTYY\nDNje3pZBK9fC6uqqbNa7u7sYHR3F+vo6LBaLWC6YzWZxjaWwjEQJ+tXQm/7DXPelwHNxxGIxLC8v\nQ6/Xo7a2FgaDAdXV1ZIxyUXOXZrYXVdXFxYXF0XKrVKpMDExAY1Gg7//+79HSUkJbDYbQqGQhGZT\nQr+3t4dsNotbt26JT0dbWxveeecd/OhHPxIlLDFfi8WCYDAoikutVgutViue1F1dXUIP3NraD+um\nF3pPT48YBu3u7kqsWF1dHSYmJqBSqeB2u1FXV4eDBw/C6XRiaWkJlZWVYm526NAhNDU1YW1tDRcu\nXEAmk8FDDz2EtbU1yd4cGhpCIBDA4cOHceTIEem26uvrceLECSiVSsRiMRiNRrhcLtkYH3jgATnu\nEwfNZDLo6emRofWZM2dkrnH27FmEQiE8+OCDwo0/ePAgfD4fMpkMmpubsb6+jvb2dtTW1iIUCmF9\nfR09PT3C9Njb28//vH79OkpLS2E2m0WdSqGaWq1GMBgUxo/X6xWthMFgQFlZGTweD06dOoXFxUUs\nLCygtrYWfr8f5eXlMBqN92NZS/dKlgy7TeC3BlvsANndEk6htQOH3ACksVEqlTCbzUKp1Wg04ltD\nOCWZTIqzJLUkLJz8HegTQ3421amEdhgRx/VQOBAMh8Oorq6+Jy2Kiks2NNzQ+PnpVcQcZLJnCEtS\nFcuiSk0L6Y4ajUYKM2miLJwcOpPCuLu7i2AwiN3dXWFp8bTC36YQdwcgiAD/DGMl4/E4gN96um9v\nb8Nut8uQl1Dv5ubmPUpYwl+kkvK3Ly0tFUYQSRg8vdAugu/HGscZReGwmpDXh7nuW4Hv6uqCz+eT\nRUZ/dvJtAaC9vV1sR/lDs4MllzqbzWJ2dhYdHR04evQo4vE4Jicn0drairt37yIYDMqDde3aNahU\nKszPz8Nms0l3TEYJmSZUi5J7evDgQUQiEcnIXFpaQnl5Oe7evYvGxkbcunVLBBnE8hKJBHp7e3Hp\n0iXpyLjw6HlOywEO5FQqlXTiOzs74pNDRhC7EhqoffnLX8b8/Dw0Gg3+4z/+A8eOHZOjsM1mg9Pp\nREVFBewfBJ1wU1xcXMTnPvc5XLx4EVVVVbDb7TJLKCkpwfHjx/Gb3/wG/f398Hg8cuzX6/Xo7OyE\n2+2GwWCQEIZcLofJyUk8++yz4isDAA6HQzathx56CMPDw4LbFvKBR0ZG8MUvfhFvv/22KJQffvhh\nvPPOOxgZGRHa6cLCAurq6tDb2ysitMHBQeTzeVy5cgXRaBT5fB7j4+P3Y1lLJ8cHlKHUxNDJsCkr\nK5P/zmBr3kcKbhhKXlKynz7Ef6dZFeGKbDaLRCKBiYkJ+P1+CfBOJpOIx+Nwu92ora2VsPp4PC7Q\nBU3oqKxlWAafNXrZ8H8rnB/QwrasrEzolFtbW5JQRJYLKaC0SNZqtTIQrq6ulvkYLY+bmprEcK6p\nqQkLCwvCBNrd3RWPHzJgaJlMTjzDZgi90tuFsAcLbeHwu9AOAACUSqXASozZ7O/vl4JP6xL+5rQ8\nZ3xlod8OqZpUKJMgAkDmJEVFRTJXYqhQIdU1EAiINTMH3r/rdV8KPB8ChlL4/X6YTCZMTk6KUm1t\nbQ2xWAzj4+OoqqrCgw8+CLfbjWw2KzjdysqKYJZqtRp3797F6dOnhZ5os9kkaKGrq0uw6Xg8Lj4p\nbrcbZrMZ7777Lp544gl8/vOfxze+8Q0RWv37v/87nnzySaFc+f1+DA4OYnNzEw6HA8lkUrjf9MmZ\nm5vD1tYW/vM//xMqlQqBQAD//M//jJmZGTQ1NcHpdMJoNAo9LJFIYGhoCCaTCQsLCyKS0mg0ePjh\nh7G0tIRwOIzW1lZ89rOfFbk4Mfx0Oi0w0NjYGOx2Oy5evCj2C0tLS3L8JFOHeoJjx47hF7/4BVQq\nFZxOJ7LZLH79618Le6ihoQHT09NIp9Po7OxEU1MTXC6XJNRks1m8++67ksQUj8exuLiI9vZ2TE9P\nC9PFbDbj7t274lo4MDAgs4xwOIxf/OIXyOfzkl2bTqehVqthMpnEvz8Wi8ks4MqVK/jTP/1TeL1e\ncb88dOgQvF4vHnjgAfz85z//yNe1Wq0WjjYZJGSk0HiM3Rj55ZTok0ZI4Uyhw2JhCDUdC/f29gSq\noKaDHffc3JxQL+PxODQaDVpaWuD1eiWbmB0t6ZR8TijSYYGjkpObVXl5OdxutzB4mF/KwTAtd+kx\no9Vq5dRFF0qKn8jvrqurQ1tbm0CsPGVQtMjZQEVFhYiqeNokFEUaIs3cAAgNk8UXgMA/5O/z91Aq\nlbIRmc1mVFZWCm2YiWp8H4VCIT41pJBub2/LZ6cLKL9HISWTTKBC1tTu7q4k1Gm1WsHhy8rKJBeX\nNMmWlpYPtSbvi9Bpa2sL4+PjMBqNiEaj6OvrQy6Xw5EjR7C8vIzx8XEJVqZd6I9//GPcuHEDbrcb\n4XBYEo1OnjyJkydPYm5uTnDD5eVl2O12cWXjgNNqtUqoNIN+Gfh8+PBhOBwOTExMyA4eiURw+PBh\ntLe3i2BIq9XKcUmlUqGzsxNer1dsSNVqNfr7+7G0tAS9Xo/Z2VmxYeBibG5uhlarxeLiInK5HM6e\nPYudnR2kUik0NjaK10xHR4ecQD72sY/hmWeegc1mQ3FxMXw+Hxhc3tTUhMrKSty5cwcWi0W4tFT7\njo2NobKyEhMTE2hpaUEqlcLVq1dht9vxxhtvIBKJQKvVorq6Wk5BV69exczMDNra2mRQxNg4DgCt\nVisCgQAMBoN8LpVKha6uLpSUlECr1YrV7dramgRJVFVVIRgMYnx8XLqf69evw+v1ori4WAJNmPzD\npKKqqiocPHgQGo0GR44cQVFRkcB7DocD09PTWF5evodi9lFe5Kyz0y30tcnPdwAAIABJREFUi6Hx\nFgAR13B4RpENqZR7e3swGAxyUltdXZWCTXiHJ18OKxUKBbRarUjqqRq22+3QaDQwGAyyOTAsnawN\nUvjIqydcRgiIyUnV1dWy4dBzhpnBsVgMiURCxE/E15nSRg4/bQQqKysl/ctqtcJqtYp3EwAparQZ\nASDNQaH1MvnqhEp4z4nL8/U4B6Czaz6/H/adTCaFcsmTDZW8jBRlilSh8Rq/D0VNVNxymEt1K5k0\nxPhJtWRzS3iGzQB/k3Q6LVbSRDEK1c6/85r8v1nQ/3+vY8eOvdja2op4PC60It7o9vZ23L17F01N\nTYjFYnLMy2az0sHRdIkCnEAgIMczh8MhggXGuAGQB+Hzn/+8eFGTx/qFL3wB8/Pz8qCQLTA6OioJ\nMePj43JyIIfV6/VKJ5tIJMQBjqyXhYUFbG1tSQxZWVkZzpw5g52dHbzwwgu4c+cO1tbWcPjwYZm0\nO51O7O7uwmq1wmg0oq+vT4yquCg5OyAz4q233pLvabPZ5H7Ql4aLiJF8ly9flki0z3zmM1heXsbS\n0pJsfs3NzRgYGIDRaIRGo8Hm5qbI5ilU4vv19PRgdnYWzc3NwqjI5XIYHh4WZg+DWba2tkQQtbq6\nioqKCoTDYdjtdvT29oqHT3t7u0BCsVhMTKay2SzOnDkjEBqP3aOjozh37hwmJycRj8exsbGB69ev\nf+RCpyeeeOJFFhYWTGLkHNCR/bKzsyMFlWKcfD4Pg8GAxsZG+e4cujU3Nwu9cHV1VbpCrgvCJQAQ\nDAZRV1cHk8kkUXVFRUUSaL28vCyqTQDyHoR/+DlpB8FCRD47IU9qOZispVarZTMhVVChUEjx5KlG\nq9WiqalJGiauE84tuKnkcjksLS1ha2tLumO6ULJgl5eXSyYCTxQUepHuyPDvvb09yRAgnZobZ1VV\nlRRmlUolsBk3S9oOE2oq9PehZTExcgrLtra2ZMPgfaUqmCKmws1Up9OJYVvh7Kaurg4bGxvw+Xwo\nKirC5cuX/3cLnaxWq8S3VVdXI5vNYmpqCn19faIKzWaz8Hg8aGlpQTweR1dXF1KpFM6dOyc+70aj\nUVSXiUQCfX19Eup79+5dHDt2TBLb/+Ef/gEvvPAC3n77bUxPTwtMsby8jJKSEqysrOCXv/wlPvWp\nT0GlUqG0tBRLS0tobW0Vk63JyUk8/fTTAICZmRkZApWWlqKpqQlPP/20BEEPDQ3h0KFDku4UDofF\nKa+yshJvvvkm9Hq92PQCkALILtdisWBsbAzl5eWwWq0oLt7PhgSAdDotznYOhwMlJSXy4KpUKvHM\nv3LlivhrU4TzhS98QYY1brcbAwMDQu1bWVlBfX09/H4/9Ho9vF4v6urq4HA4ZEHq9XrxqDebzTCZ\nTHA6nVCr1QD2PXAYjh2LxVBeXo6FhQUYDAYJUmChYsczNjaGnp4eeDwerKysYGdnB0888YS4ItJl\n79VXX8WxY8dgMplgNpsRDAbR29uLXC6H1tZW4Sbfj4uiFnadpChStUqueqGDIfnlXAsU1nBj5OBt\ne3tblMiEKXisJ0EhGo1iZWVFoJBQKIRgMIhcLofFxUWYTCbpaE0mE3p7e2E0GoWRptFoxN+J7pZ7\ne3uw2+0y9DObzeJR39TUJJsDh8tUnAIQ/L7QTK2iogIGg0FcYmtra2H/wAJjZ2dH/g5PNpz/0Kqa\nhRL4rS8ME5G0Wi1MJpN0wwcOHEBjY6NALDxN0SgNgIjPqCVgvCHhF0JjPCHQboDOlBsbGxJKw7hG\nzix4L9jxcz7GkwxnAhUVFcIsYlMGQBw5V1ZWZDPmKex3ve4bBj81NSVDiMrKSpw+fVqKTFFRES5d\nuoRTp05JgRkdHcXi4iLy+bxwU/V6Paqrq9HW1oby8nKMjY0hkUjg+PHj2N3dxY9//GN4PB7Y7Xa0\ntrbC4/Ggs7NT2AjPPfecBB9cuXJFjlmBQABra2vCmW9ra8ONGzfQ2dkJi8WCH/3oR4Ihr66uYnl5\nGeXl5ZiZmYHX60VbWxt+9KMfYWdnB3q9HpcuXZIHN5vNwmazIZFI3CNuOXr0KEKhEOx2O+LxuHja\nJJNJaLVaRKNROBwOAPtxYGazWSx+p6am5KTBhX737l3B+Ovr67GysoL+/n4JK2lqahI1b29vL4qL\ni3Hx4kWcPn0aN27cQHl5OT772c9K4C9hgpmZGTz22GNSpN58801YLBa0tbUJN3h1dRWDg4OorKxE\nW1sbfvazn4mg7OWXX8bAwIDoIBKJBG7fvo1Tp06Jd77D4cDU1JQMwen6yWB0djT00W9qakIkEkF5\neblwou/HRZMswiyF7oEKhUIYGRwY0lucFgU0ISsqKhKIobi4WOYmxPPJVAmFQojFYuIjxGEpeexk\naCgUCjQ0NECv1wuUSAUqFZi1tbVSxLnBEHMvLKr8XhsbG7JZlZbuR0kqlUrodDr5jKQrMuf4wIED\nMltgR8/vS9YJT7qEYAhFFbKS2DXTbZFDU6p0OYhlcSalksphAPJ7cNDP2kMvfDJzWLA5YCXGXlVV\nJRtQbW2tNJJWq1VODiSH8HPTkoCB34TzqOnJZrMSeQlAhsAkaNDX58Nc9wWi+cY3vvFiIbbHI//m\n5ibC4bCknpeVlSEcDqOoqAj9/f1obm4WX3PikDzOtrW1IRaLYX5+Hh0dHRKOQaFIRUUFbDYbfvKT\nn+DJJ5+Ey+XCxMQEAOChhx5CIpHAF7/4RSnsDz/8MOx2uwwyy8rKcOTIEQwPD8Nms6GiokIKJZ0a\ni4t/GyJNFeidO3dQXl4uea1tbW1C+WpraxOVHINNpqenhRvMh3N5eRnHjx9HKpVCNptFe3s7crkc\nrFYrlEolQqEQysvL0dPTg+vXr4uHDPE+Pkzr6+twuVwwGo1ynOb/d+fOHdg/MH9rbW2FWq3GxMQE\ndnZ2MDExISZLTIQqKipCPB4Xj32yKaggzufzmJ6eFuZHR0cHxsbGUFZWBqPRKMdgtVqNq1evorm5\nGePj49BqtZiamoJer0cgEIBKpcLa2hqUSiU2NjaQTqfR0NCAVCqFjo4OFBcX48aNG2htbcX09DRU\nKhWGh4fh9Xo/cojmmWeeeZGzAhYEdqYsZgCkW2RBou0zFYsU1NE+OJFIiO8/mwIKgCjsY0BGSUkJ\nAoGAwCfMSyUeTmUmCxd55uXl5UilUgAgvHg+g+l0GnNzc1heXobb7ZbfncEqNNSjf4parRa6Mdk7\nLFL/vcPnvItFkxoTihgDgYBg/2QScfMBIKZktA1RKpVCjyRHv9DnR6VS3eMDxIsGgoXiIloI8Fnk\naZ0D3cLfMpPJwOfzCR2aDB/qNGgjQqYN53iEnXjq4G9OozifzyewGn2WLl68+Duv7ftS4L/0pS+9\n6PP5cO7cOczMzMhxiqZhpGFFIhE5yioUCng8HsHeefPdbjd+/etfy98Jh8P4yU9+gq985SsIBoPw\ner3w+Xz45Cc/iZ/97Gc4dOgQXC4XHnroITnCrq+vIxqNYnNzExUVFZienobT6URxcTEOHz4Mo9Eo\nfteZTEYeKIvFgsnJSUxNTeHu3bvCIqCC02azCa2Sdgt9fX2oqKiQ4y2P2JlMBmNjY0ilUjh8+DBu\n376NbDYLpVIJg8EgD/rKygqsVis2NjawuLgoIqm+vj6srq6iuLgYp0+fRlVVFba2tmA0GiX0g0PJ\n9vZ2YU/4/X4x9qJ/De+5TqeTQV5RURHa29uRTqdhs9lkIKhUKtHQ0ICiov0wkVQqhRMnTojXezAY\nRDAYxNraGnQ6HVwuFy5evAiDwSDimqamJuEe6/V6tLS0iMdMMBjE0aNH5Viv0Whw8+ZNnD59GuFw\nGJWVlRgZGcGXv/xlWK1W/Ou//ivMZjPcbvdHXuDPnj37IotioZUsuzzes0JJeiF/nIWAFEV2sEql\nEj6fD9lsFidPnhRhEwWBxHqJFxcXFyORSAh9kWZfy8vLoiepra0VeIiWwCySOzs7olEJBoOIRCJC\n40wmk7IhVFdXo6WlBe3t7ejr65NBPbnm7M4JB9bV1SEUCmFtbU0GxvSSZ6IavZ2Kiorg9/sRjUah\n0Whkg6Kil7BPYcNQX1+P+vp6yW+lv8vOzg4aGhqEe895QaEDp0qlktckl57QDOccpaWlIlijcIun\npkwmg3A4LKKyuro6sYOIxWJySrJaraitrUUul0MkEpHTBxlke3t7sqkmk0kMDw/j/fffx61btzA9\nPQ29Xv+h5kv3BaK5evUq+vr6MDo6KoOYmzdvigUojaY2Nzdhs9ng8/kQCoWwsrKChoYGeDwevPfe\ne9JxnjlzBlevXkVTUxMGBwcF9lhZWZFB089+9jOkUim0tbXhe9/7HmpqatDb24tUKiWBuqWlpXj1\n1VcB7GNtg4ODYgXKsBAWmUwmgzfffFMGMcShh4aGsLS0BL/fjxMnTqCqqgp/8id/AiZYcUC2srKC\nWCyGAwcOYHZ2FqdPn8bm5iaam5tx48YN2Gw2aLVahEIhFBXth1ZrtVqhIZIuqNVqMT09jYMHDwpr\ngo59p06dwu3bt+XY/vjjj+P27dvQaDTSWZ4+fRparRbvvvsu+vr6xHudA97bt2+LZS3VxHww6KdC\n7NFsNqOmpgYTExPS8dhsNhgMBgkycLlccLlcmJubw9GjR+H3+2UGwgAXh8OBd955ByqVCrlcDq+8\n8go2NzehVCqxubmJrq4uXLx4EW63W/xwGhoaMD4+jr29PelEP+qLxYddG3FTQg+09uXAk4Z5LM7k\nSVOtCfzWC6ahoQHRaFQ6Ya5Bxrwplcp76I/sIFls+DsR3wYgwrLCaDmK+CKRiNAC+X7kjhuNRlHY\ntra2QqPRyOuTWsmhMWEQSv8JSVDgtLW1JRAMALEoAPYhr7q6OqjVahk68s9VV1cLr58wEucfheHh\nhFHi8bjMFUhAoLCLkYFUsJLWypkVfweezOj0yU2Z7x2NRrG3t4dIJCJsHfLX6eKpVquloST/nyeW\n7e1tRCIRQS1KSkrgcrmEYMB792Gu+1Lg7XY7pqam0NbWhsXFRdTW1uL27dsoLt6PG6P/yCc+8Qk5\n1re0tECn0+HNN99EOp3G008/jbKyMlHpFdoDfOpTn8Ibb7wBrVaL9957D7lcDo899pgwTp5++mmc\nP38e8XhchBajo6N49tln8fDDD0tX2dXVhZaWFqjVanz729/G0tKSMHAGBwcRCATQ398v1gIKhQJu\ntxtf+tKX4Pf7cfjwYSwvLyOZTAqck0wm4XQ6cfToURw+fBgjIyNC+UskEjJkJfsmlUrhyJEjqK+v\nFz98o9GIzc1NtLa2YmtrC5///Ofx7W9/W5goTz31FNxuNzweD3w+n6TX/+pXvxLvnGAwKFJ0qmjH\nx8cxNTWFZDKJkpISaDQa5HI5HDt2DJubm3jhhRfw7rvvwuVyobq6Gi6XCw0NDXA4HDIbyeVyWF5e\nxokTJwRfnp2dxdDQkMQUcrBMK2c6eTY1NaGpqUk49XNzczh+/Dj29vYwOTkJo9GI69ev42tf+5rg\n/vRgeeihh3Dr1i1RW96Pi7x2uiCurq5idHRUQpMpNLPb7XIqZbwfu21G0RHHB/YLjsVikRMRmThL\nS0v3cOFZqLjhckBJ7jSHeqT+kUlCc7vKykocOXIEgUAAgUAAra2t4o5aVVUFjUYjthlUhJMaGIvF\nEIlEUFRUJN00hYHAPhskkUhIOlM0GpVQlMIZAJkoLLjLy8uYmZnB5uamuCySI5/L5aTh4N8hQ4kU\nw3w+D51Oh+3tbfl9iH1TEGgwGERLsrW1JRbHCoVCTl4lJSXC8KHrIwe8bPJojEjlLlk2ZNjV19ej\nubkZwWAQmUxG4CqKwebn5xEOh7G6ugqbzSYe8RSGAb/Ncf1dr/tS4GOxGMxms3QzjLl79NFHRVXZ\n0tKC+fl56PV6uFwuJJNJoU82NjaitrZWIv7eeOMNHDx4EAaDQbDCI0eO4Ktf/SrOnTsnKUG01lUo\nFDhy5AhKS0vlWJtOp3HmzBl861vfQk1NDXQ6neRA8odUqVQibHrppZcQi8XQ19eHjo4OdHV1YXt7\nW9gthw8fxtzcnBzLOeC8evUqHnvsMeTzedy6dQsWiwXNzc0YHR2V3FWqQTc3N3H8+HFEo1GhDba1\ntSGdTiMej+Ob3/wmgsEgLl68CIVCgV/96leSH3vz5k10dnYKVmk0GjExMSE+3lTJFhUV4eLFi8jn\n8+ju7hbxEoMFXC4XIpEIHn30UXznO98RV79sNguz2YyxsTGMjY3hySefxPnz57GxsQGdTgefz4fZ\n2Vno9XpsbGzglVdewcrKClQqFY4ePYrm5maJbVQqlThz5owMVx955BFcvXoV5eXleP3116FWq0VP\nkMlk0NfXh93d/bDwl156CQ6HA9/97ndRV1eHnp4e3Lx5834s63s8VHZ2duDz+eTUSex3ZWVFWBGE\n0WhERtiiuLhYcj8L+d2EyxYWFhCLxdDU1CSd/t7enkAuhEn0ej3KysrQ1tYmNOPa2lro9Xr4/X5R\nRy8tLSGZTAoLKRKJoKurC2fPnoVOp4NOp5NulQKdbDYrXG0OAzkszWQyEsaRSqUE7qSpGaElDjJ5\nekin03C5XAgEAshms/JMJJNJpNNpccFkKhsHsDw1kb3Ez0nPn3Q6DaPRiLW1NYTDYTl5NjQ0yOY0\nMjIi95E0SP4enGPRJI33vLS0FDqdTtT3ZMGZTCY0NzeLMeHU1BQymYx8f/ruUFzldDql6JN4Qmis\noaFBnGvLy8tlSPy7XvelwNMDORKJQKfTwev1YmBgQOxxb926JUf+trY2MSUjkyQQCMBisUCn08Ht\ndsuQ9K233pLB1fnz52GxWPD000+jpqYGIyMj4t9y+/ZtjI6OymCSknGLxSLChOXlZRQXF8tifffd\ndwXyef3114W/fvr0adTX10t4xezsrMTrsYDNz8/Ljq3RaDAxMQGtVouxsTFYrVao1WrEYjExLOKD\nyN0+HA6jra1Nwn/ff/99BAIBDA0NyfGvtrYWTU1NqKioEMyf/vF+vx9bW1swm83igJfJZGC32wU6\n4RE/nU6Le55KpYJSqcQnPvEJ/OY3v8Hw8LAM0hh6woCEW7duwe12o7u7Gx6PR7zHd3Z2YLVapesE\ngMnJSfHK6e7uxuHDh/HWW29JB7O0tIR0Oo2XX34ZjzzyiHSrZDkAEGOt5eVlHDx4UO51IpHAU089\nhe9///sf+brmUJHFhvg7rWGj0aisJwD/H88SBnFsbW1JcAcHk+yGyWipqKiQuETOcrLZrAhsCI0U\nDk8JA5WXlwtVlZ9jb29Pgmq4Bhgczc9HHLoQO2fHzGFtWVmZsGwIPRBCoS0CWSpcH9lsFj6fD4lE\nQphSwP7JhewtMmcACLec9EOeIljwOUMi64W/R6FdyObmJoxGI5RKpbg7UinLATidHjkjoSqWcAkV\nyXx98vn5O5tMJhH5pVIpJBIJbGxsyKZFS5JCCKampkZOEwcOHJDcCZqqfVgK8H0p8ABElDQ/P4/2\n9na4XC7B3ltaWtDf3w+TyYT5+XmhQFKKXlVVheXlZQCQRCClUgmtVov29naBdQYGBuDz+XDhwgXp\nDmkEZrPZEIlEsLy8DI1GI3xWUioTiYRABx//+MdRVPTbMBEOT2OxGH7605/K8BQAOjs7BdOvqamB\nx+PZv9Glpbh165YYHGk0GvzBH/wBQqEQdnZ2JCOWRzl6XHg8Hvj9fpw/fx41NTVChezu7sb58+fR\n2dkJhUIhR1IWjEQiga6uLknEikajUkjPnj2LiYkJPPjgg0LJKy8vx61bt/Dwww/DYrHg1VdfRVFR\nEQYGBqDVanHr1i3U1tYKdlpbW4ulpSW0t7eLM2YsFkMoFBKqa6Ea8M6dOxKveObMGSwvL4tn0NWr\nV+HxeOB2u7GwsIDJyUlRFA8PDwtL6Ny5c/jWt76FgYEBBINBgRXi8bjkBKhUKiwuLt6XNc2jOznw\nCoVCBC23b9/G6uqq+AlRy8HvwMAKpVIp3XGhJzxFdEwGKy4uhtvtRmVlJSKRiBiNEYIB9vHs+vp6\n8a4hJLO5uYlgMAiFQiEzAEIc3CQoAqQL4oEDB7C+vi4bA7neACT7lOwv4uNUljc2Nsrgknh1IpGQ\n5oLpSIXqXHb67JppkUw1Ki2FyUUHIN7rdEUtpCmura3Jfctms7BarTh27BjGx8fhdrtlNkGRF5lb\njNfjwJhQMJl8hXYOpFEHAgGJIgQAr9eL1dVVbG9vw+VySYpcY2Oj5AfQloGDXkY4RqNREbCxu/8w\n130p8Gq1Gp2dnbhx4wY0Gg1WVlYQDocFn0ulUtjb28O//Mu/QKfTQavVori4WEz2AaCjowPb2/sh\n2GazGefPn8ehQ4dw8eJFCSx+6qmn8Pu///v4y7/8S9TW1uL48eMi32fQM4ULFRUVeOWVV6DRaDA3\nNycTcKfTiWPHjklH0NjYiHw+j+XlZRgMBrjdbpw8eRLJZFI49Q0NDQgEApLpyCCDuro63LhxAzqd\nDmNjY3juueeELaFQKBCPx3H58mXU19cjFAphbGwMLS0tsFqteP7556X74WuaTCb09PRgZGQEqVQK\nOp1Osh4tFovE2dG8bXV1FX19fVheXsbg4CDu3r0rtDSbzYbW1lb4fD5h1JSWluLZZ5/F3/3d30ne\najqdRiwWkwKWSCSgVCrlIclkMjh58iRmZ2dx5MgRTExM4MKFCxgaGsLc3JwYhdXW1sLj8eCf/umf\nkMlkMDc3h6997Ws4deoUvv71r4s4JRQKyRH8tddew4MPPgiXyyUD9srKSszNzWFwcBCZTAbRaPRD\n51b+T15kuLAAkB3CNZ3L5TA1NXVPgg8HdTyRABCedTweF5iA7qplZWVYXl5GUVER2traZE2SsEDG\nFP3ex8fHxQ6BtsEc8tKqgKpOqpHJQCu0nABwjzqThn/l5eXw+XzymtQ4kOmzvb0tzx2tF9bX1+V7\nM9yDJ4VoNAoA0tVS5s+hJzc73hPCNAxwJ1bO34EDf3rO5PN5NDY2ysnFZrMhn8+LuRox+6qqKhlM\n8zdggeVgHNgfrhd2+QqFAqFQCLdu3UJpaSmSySQOHTqE+vp6OJ1OUREzlIcUWr4+h/Q0YWR4yNbW\nFtrb2z/UerwvBd7hcMgOTKpdSUmJ5I0ePHgQt2/fvseYiV1mW1ubTPidTidOnTqFO3fuiLQ+EonI\nQ/Hd734Xer0eb731Fv7oj/4IdXV14m3DQSLpYPX19TCZTCgpKRFx1Pe+9z00NzeLN8jbb7+N9fV1\n9Pf3Q6fTwel04jOf+Qxee+01/NVf/RXS6TTMZjPi8ThisRi8Xi86Ojqwvr6Oqqoq9PT0SKdNxzzG\nnVmtViwtLQnuWl1djUceeQS5XA5tbW3CXy8qKoLdbhfvfKfTKV4fXq8XZWVlaGxsRDweh0KhQDgc\nxic/+UmEQiG0tLRgc3MTnZ2dMJlMYgF7/fp12O12KJVKuFwusSOIRCKIRCJ4+umn5chf2EGRtkX7\n1NLSUtjtdoyMjOD06dNwuVxwu92w2+1yUqK/CimBtIioqKjAxYsX8fzzz8uDtbGxIZYNwH4nNDMz\nA4fDAb/fL91xPp/H2NiYFE2qfe/HVaheBSDdGQVGdCLMZrPi5c6QkO3tbekO6XPCIldo5UubbL1e\nL/AcvV/4HjU1NUKR5OyIr8cNh3+u0COH1L98Pi/QD7vxwg2LsAmHf3yNwpQqsoVCoZDwv/lnyC3n\n+xOCYXALBUU08+JmSBMzUquZZUxoi9GQPEXRHoFwGKEohnVbLBbB1dmgUX1aUlICr9d7D32URZyb\nCAVcPJGRZklFMdc5X5cCJ6pySSEl04j5AJwlkPdPptH/E37w77zzjlCZotEoVldXpXgB+x0+HQKZ\nouJyufDMM89Iwfd8EPMWCASQSCTEvZCybIvFIlFvKpUKPp8PfX19EkR99OhRcaqz2+3Y3t5Ga2sr\nnE4nampqMDw8DIfDgVAohNHRUdy+fVsGwEx3IcOjqalJHOtG/g91bx7b9n3ej79EHZQoiiIlXhJF\nUhSpizos6/AdJ87lI1e3JukFtOiKbvtj2x9L0W0YCmTbHwN2YhuwbmuALkNSdGnaNLFbp7Ed2/El\n25J1nxQpipR4i6Sokzq/f6ivp/R+3x/QAPvF/X2AIFsqWzw+n+f9PK/nddy6hYqKCthsNhnfVCoV\nRkZGxEtap9MhEAhITF9fXx+Gh4ext7eH3t5eGfWmpqZgNpvFNXN2dlZ80tfW1uDz+fD1r38d4XAY\nL730EuLxOEwmk1g4kCdMiXggEIBWqxVh2bPPPiv+4sTjW1tbxYzJbDYjHA6jsbFRBDJU/i0uLuLc\nuXPo7e1Fd3e3CMT+4z/+Aw6HA3l5eTAYDPD7/ZiZmYFer0cikRCrZ8aUcWewtbUlne329jYOHjwI\nrVaLn//85wgEAjAajbBYLCLWYsJXMpnE+Pg46urqsLm5iUAggO7uboHGPstrbGxMUqby8vKE7kZp\nOilx/O/sVNva2kTdygOLhxWLOS92oyyIOzs7UKlUMo2yc83Frevr6yVogrkGwP7hQzgoLy8PiURC\nlsQOh0N44IQRWNj4unhgULTIYry4uIhoNCrWFsxOKCoqkkON+wC+P7ptcolKc7OVlRWZSvgeOd2Q\nMEFaJQsp7/tcWIXMm52dHVEFr6ysoKGhQdhFXGDm7ib4OgsLC4UhlclkEI1G5UDc2tpCKpVCOp0W\nlk1ZWZn44mxubmJkZARerxdra2tiG8KlPGGt/2luxs+Mn1cugvHrXo9E6HT79u3XP/74Y0lQ9/v9\nWFhYwPT0NDKZDK5cuQKv1yvQSTabFWoZRyzixwBQX1+PWCyGgYEB6HQ6kQ7TIIhp6ydOnJAgAKPR\niPz8fOkKKioqYDQa4fV6BasfGRlBZ2cnRkdH0d3dLclOAKTTNxgMMJvNqP2lPL6pqQktLS2YmZkR\nR0CdTidBID/5yU9Ewef3+xEKhVBYWCjS8yNHjjxkBaxUKnHx4kXDNDaPAAAgAElEQVSx8tXpdHC5\nXPjDP/xDtLS0SGrT4cOHpesxmUxwuVzIZDKCLUYiEZGl8wH6pSkXSktLZam8s7Mjijy9Xi/L5OLi\nYqRSKSSTSQwPDwuHvaamBjqdDolEQhSsXV1dKC8vx+joKA4fPgydToeenh7odDo0NzfL++b3Mzg4\nKClFiURCxDx+v1+6Lfqy+Hw+VFdXQ6fTYXx8HAaDASUlJeIQSh+ehYWFz1zopFKpXqduwu/3I5FI\nCAMkm80+tEwDIAW5oKBAplh2wLn8cWYT0LeH3R2VvYTkCEOw2+ZkRPhlYWEBa2tr8Pv9QuFjjCBt\nDVjEGxsbRbjELthsNsvvoBqb4Sa0eKYYig6udH5UqVSiYyDmTybP2toaSktLUVlZiUOHDuHo0aOw\n2WyIx+NQq9VoaWmB3W5HWVkZKioqZAfALFcAcjARQ2eBzLVv4AQC7B8GxcXFMBqND9lL8NCgpTl/\nBy0DaHNuMBhgt9uF1mu1WsWPhq+FeD+79OXlZdllcAritEHfHz4T6XRaxJz8O7lDCAQCv9lCp8cf\nf1w44y6XC0ajEdevX4fD4cDy8rIUUXa62WwWRqMRKysrQpu8ffs2NjY2YDabMT4+jvz8fNTX10tq\nk0ajwY0bN3Ds2DHhvxIXt9ls2NzcxOjoqGCMVMcxASoYDEKn08Hv94snenFxsUT6FRYW4ty5c/LF\nhEIhTE9Po62tTW4+s9mMjY0NRKNRzMzM4ObNm1hfXxdKVENDgyhp2R0olUoMDAxIktSVK1dgs9lQ\nU1MDlUolv3NlZQXxeFyomHl5eThy5Ah8Ph98Ph8sFguAfXyQxTGTySAcDsNisYiGwO12Y29vD319\nfThz5gyKi4uF/7u4uCh+8zU1NeJb7nQ6ZWzc29tDIpGQAHEyap588klheZjNZqRSKWg0GoyMjIgK\nOBaLoa2tTUZcm80mvje3bt1CMpmE0+kUAzR+/8Q4k8kkbDabeJ4kEglRKz6KiwVvfX1dgjt4mJMG\nSb8acqaJIXPBx2WnVqsVDxN2m8SzaY+7u7srWg76rJPBQsw6l1NP2h9ZUIQcuMgk1s1ngV71LPJk\n8RAeWV5eRjKZlJCc8vJygTe0Wq18LjzEcvn+hE9KSkpk6iwvL4fdbpcQk1gsJstSNir8rNhlc7+U\nu3zkZ8OGhdPGysqKKIk5RdIVlRRT3juEVMgAIrRK50kyavgM8GcJrSmVSjmQCbvSGoJirVyrZr4f\neuhQI8Hv4P9mr/DrXI8s0en+/fuyVG1oaMCtW7cQjUZRVVUFg8Egp+4LL7yAkZERuFwuhMNhGI1G\n6HQ6XLx4UdKW2HFeuXIFm5ubwqknDjk/P4+vfe1rmJmZwblz5+SG5yKxqKgI8Xgc8XgcN27cQGVl\nJcLhMPLz82EymZBKpSQy7mtf+xreffddrKysoLm5WUargwcPSjJUMBjEwsIC0uk0Ll++jBMnTgDY\nT6iiyg8AAoGAwD4M6aVkPxwOo7u7G6dOnUJ9fb1wp81mMy5cuICNjQ3pVltaWjA8PIwrV66go6MD\narUa77//vqTHnzp1CuPj42JbXF5ejoGBAcHS6RXDCSAejwvVsaqqCtPT0+LouLGxAavVirfffhvN\nzc2YmJjAV7/6VUxPT4tTntFoxLVr11BdXS25q2QXJJNJXLlyRXJ019fX0dLSgr6+PinclZWV+Na3\nvoV/+7d/QzAYRENDgygqrVYr+vr6cPjwYTz77LOSC/vhhx/imWeewfr6+iNTsjJDkwpWi8WCYDAo\nOC3dIqmY1Ov1sj8hdbG3txcbGxvQ6/XCx97c3BS2Va7Yh9MYCxcLIYtOQUEBgsGg2A7HYjFZJDLA\ng88ZlcnMWWhubhYTLO5eVldXEYlE4Pf7JaKutLRUdkx8rQz6KCwsRDweF+iJS1mtViviu7KyMklZ\nWl1dRTAYFMxfrVaL/TPTjhg1yHtVqVQinU7LIcUDjQwgwkmEkThVcFHLCYhwFJ0r2cQRbqOVAacE\n7g1yaZT0CyIywMOdO4WysjJUVVXBarVKvjThI9JIeSgwlH17exsmk0m6/P9f+MG3t7e/zmVZdXU1\nGhoaRJjR3d2Nb3zjGwCA0dFR7O7uwu124+c//7l03PS7pqAmGo3i/v37eP7559HX14cXX3wRk5OT\naGtrg9PpFEFIb28v+vr60NnZCWDfMlWlUiEcDqOvrw8vvfQS+vr68NZbb6G9vV0kzjRsYpaqw+HA\nysoK/uEf/gF+v19yVkOhEPx+P27fvo1EIiGxaJlMBh0dHbLw4hKVy0edToe+vj4p6i6XC6dPn5Yp\nJ5lMSre3uroKt9sNk8kky+S///u/F5m5QqEQzx6z2Yzq6mrMzc2Jf059fb0s2p588kl56JVKJe7f\nv4/i4mIEAgGEQiEcOXIEwWBQoDEWLxaQ0tJS1NTUIBKJiD0Cl8/V1dWw2+3Y2NgQ3L2iogLXrl0T\n+qbNZhPnyry8PMzNzclDcPLkSdTU1CAYDKK0tBSRSARqtRrf+MY38Od//udwu91466234PV6AezL\n2hUKBVpaWrC+vv5IzMasVuvrJSUlaGpqgsFggM1mk++lubkZHR0dMBqN2NraEmiLit6lpSVxDq2r\nqxOdAR066f2ysbGBsrIygUj44NOTvaCgQKaYwsJCMauKRCK4ceMGlpaWBCLiwVNfX/+Qi6LL5ZIC\nX1BQIPz0QCCAiYkJmYgZ90jri1xXR1IqmVJVXl4Op9OJhoYGOJ1Omcg4eeTCRMTK+/v7MTMzI3sr\npkVxD8Sinas0JdbOAwzYF1YyG3ZgYEB+F4s7l7vcCdCYj4wjBplQ0MSDgOly9PP3er0i3uKf588W\nFhYKu4mZuYFAADqdDvX19Thw4ADOnDkjUCYbRJqXcQpSKpWYn5//zYZoKFHv6elBc3Mz0um0xMO5\n3W4Jmnjttddk2TQ9PQ2lUomVlRX4fD5885vfhMPhwObmJn70ox/h6NGjmJiYwAsvvCBj597eHiYn\nJ+F0OsWxkMtGl8slOHFZWRl2d3cxMDCAX/ziF//XpBWr1YpDhw7h0qVLWFpaQmFhIS5duoSysjKU\nl5fjJz/5iXB9NRoNqqurYTQa0dfXh1OnTmF+fh4Gg0H+frPZLLYALNr09Kirq4PP50NHR4eoX0nR\nJKf93r176Ovrg0qlgsPhgEKhwOTkJJ588kmYzWZRBrJDGBkZgdlsxtzcHKLRqETiscsYHx+XfUUk\nEsFPfvITsUkuLCwU7/aKigpR3NFioqKiAhsbG6iqqpLwBboaUqiRTCaxtLSEUCgEi8WCZDKJS5cu\nQa1WizlVQ0MDampqMDw8jL6+PphMJmQyGZw8eRLHjx9HS0uLCImWlpbw1FNP4b333sP4+DieeOIJ\nTExM4MaNG4/MqoA7k4qKCrF8NZlMknRFzJ14MuGW4eFhSaI6ePCgdP78eZrEMeSCRYiQDrBPgWXk\nHBd1xMQJcxD3rf1l2tny8jIMBgNcLpeI6NjBBgIBlJSUCNuGy9vq6mo5VABIjiyVo+yO6THDKV2p\nVIoOgrAKAPkMyJ3nfoaLS3rfc7LjZ5Jr0sYCT1EXobLV1VXh/JO2GggEkE6npei7XK6HtAu5Sl2q\ng3d2duSeIgRDZg53DrSQoALd6/UKnMOdBe/zWCyGtbU12Gw21NXVQa/XS7QhD1W/34+1tTWx62YG\nr8Fg+FT35CPp4L/4xS++zhsxlUrh/PnzIgp58OABvve97yGdTmNoaAjZbBbnz5/HoUOHhG/tcrlk\nadTb24udnR057WgbzLxUSuWJ22WzWXzlK19BUVER/H4/8vLycOfOHeHGNjc3o7KyEi+++CJee+01\ncZtraWmBWq1GNpvF0NAQ6urqcO3aNdy/f19ET+xya38ZkBCJRGA0GsUY6vbt29BqtWIOZbPZUF9f\nj1dffRWZTAbV1dXCk9ZoNMIW0el0spz56KOP8Pbbb8Pn80GtVmN0dFS48BUVFSgqKhJzsGQyid7e\nXjFDS6fTWFxclA5fo9HgzTffRDAYxMWLF8Wa+Mc//jEcDgc8Hg/u3LmDaDSK1dVVCbPmIm9hYQG1\nvzQ329jYwMcffyweI8Qw//3f/x1erxd6vR6XLl3C1tYWnnnmGSgUCly4cEH0DUVFRXA6nTAYDPjO\nd74jmOhrr72GxsZGCbGgwIkLrLy8PAQCAbjdbmQyGbGZ+DRdzv/W9dhjj71eXl4uft+ZTEb2A7u7\nu/D5fEgmk9BoNKJs5D5odXVVqLv5+fmSfUBSAC2qSSukGId0xIKCArF/IEc9FAphc3MTdXV14p1e\nW1uLr3zlK0KvZOQhP1syazweD9bW1oRxQt8Uu90ueDzTzyKRiBjnaTQaiZKsrq4WZ1Di3eyOSW8s\nLNwPxfZ4PBgfH8fo6Ch8Ph9CoZB0zOSc0zxtaWkJs7OzCIfDYkI4Pz+PSCSC+fl5ZDIZjI6O4u7d\nu/B4PIhEItja2oLH48HIyAh2dnYwNzcnkZl0PE0mk0gmk2KNQt5+OByGx+NBMpkUA7Hp6Wn5nRMT\nExLMQ6aXz+d7aM/gdrths9nQ2NgoKtmuri60tbWJZTi1CoTtNjc3sbCwIJoGtVoNu92O0dHRX/ve\nzvv/8ob/f7va29v3rFYrdDodstms2PZ2dnaKEIZmW08//TQGBwexsLAAm82Ge/fu4fjx44jFYigp\nKcHVq1ehVCpx6tQpMSfiYo78aavVis3NTczPz2NlZQV/8zd/I66HLS0tuHz5stCttra2MDExgWQy\niTt37uDcuXNiBby8vIy5uTkcPHgQs7Ozwrt/7LHHEAqF8PWvfx1FRUXS1VKh19LSgrKyMrFF6Ojo\nwMjICFpbWxEOhxGPx6HT6TAzMyNYHADpkGdmZpBIJFBVVYXh4WFRbtK6eHZ2FnNzc6JWpO3A7u4u\nmpqaEAgEYDAYkEql4HA4JOR8dXUVoVAIBQUFCIfD+PKXv4zr169DrVZjZGQEqVQKra2t4vJJEU8w\nGERLS4vYCtTX18vhRsHT3NwcnE6nHHyEbpqamtDU1ITZ2VkJfgiFQjCZTKirq4NCoUB7eztKS0sx\nPT0tHSiNxeLxOEZHR6WTyWQy+O53vysCFZfLhfn5eYyOjn7m9/YLL7ywV1FRIewIdt+c8ih2oiSe\noqLcxd/KyorcO8TmSSelOyIVoaT1KRT7Qd8vvfQSnE6n2P/S84RK7Vu3bmFpaemhRR99jtjtshMG\nALPZLMZhpBLTHmBlZUWWoxScUd/C5eHKyoocbixc7Nj53PNg40RBEdD6+rpg2oR/gF/ZO3CPwM+I\nYiH+d+5iioqKcOjQIcTjcQSDwYeYZQCEKaRQKERUx2aK1gtsELkoJ7WRS21i+Xq9Hi6XS9xDCW/S\n58lqtaK2tlYotKurq6itrZWEKFpM7O3tZyBPTU3h4sWL8juam5tRUFCAH//4x7/2vf1IOni32/16\nIpHA0NDQQykrSqUS165dkxOWieTsdsgu6e7uxo9+9CNYLBbU1NRga2sLk5OT6OzshMPhQG9vL2pq\nalBXV4dkMolgMIjx8XHYbDbEYjHs7u4ikUigv78fP/vZzyQfdHl5GcXFxbh06RKAfYyS4yZly5Q/\nt7W1yTKFZmKZTEY69+npaZw8eRLxeByvvvqqKNNKSkqg1+tlocoROJvN4vDhw5ifn4fT6cTExISE\nZoyMjMhyikwFHhikT3LTXltbi7m5Ofh8PtTW1greWF5eLqrhra0tPHjwQJaws7OzOHDgAI4cOYJb\nt26huLhYgiQo7DCbzWhubsbFixexvr4OjUaD1dVV4eiTWppIJCRqjI6ai4uLmJmZgcVikfATu90O\ng8GA27dvS+oRww7OnTsHpVIp6Vg1NTXipe12u9Hd3Q273Y65uTmJFSSrx+VyYW5uDslk8jPv4C0W\ny+sUfYXDYREKsfGIRqNIp9OIRqMCM4VCoYei/MiW4QHAhSwZTFQqA3gIu6ZFMHnoNBdj6tfm5iZ8\nPp8IcFhkqfYkfZCcc4qI8vP3M0HZjHEHoFarYTKZYDabJVCEh1s2mxWqJ58Z/t30ZUkkEohGo0IB\n5efBhXEmk0EymUQmk5Elai4FVKFQiHc+71H+/2Sm5NI72ZFzSUm8nQtWLpKpWl1aWhJRF90iyaTh\nHoCfK/8pKChAdXU1TCYTioqKhCJLy+bS0lLxg2I2K4NeGCxSXFz8UA51JBIR4ZnRaMTe3h6mpqZ+\nszF4cr8bGxsRj8eRSCSg1+uRTqeFQqZWq0UsQNc78uLv378Ph8OBbDYrjpKERa5du4aenh6EQiGh\n2nV3d8NgMAgm9rOf/Qxf/OIXYTAYJFeV0m+lUinwxMmTJ8X2lcKUTCaDiYkJtLa2Ynx8HBsbG2hs\nbBRRyfDwMFpbW3Hu3Dmsrq7iO9/5DlZWVuQmtlqtstThz1dUVKC5uRnnz5+HWq3G+fPnMT8/j+Li\nYly/fh2PPfYYEokErl27JipJjpfl5eWSsES/mfb2diiVSjx48ACnT59+yByMRYT2w6Ojo6itrUVd\nXR0uX74suGssFkNtbS1mZ2dl5L937574AQ0NDSGTyaCurg6RSERMmBgpRiUt4RSO+4uLizhy5AgU\nCgX6+/tRXV0tegZ6lvT19cFoNCIWi+HAgQNiFz01NQUAInWnOVw2mxUYZ2FhAd/85jfxJ3/yJ5/5\nfV1aWiq0VzIjWICTyaSEhNNrhJ0vCzY53cTL2U1zUUeWDGmy5eXl8nlzzxIMBqWr5tKSxYjsD2a4\n0qEwnU6LtwzNwWggxomQiU3UUJCvTYYKXwMLbCaTkUKcuxuIxWKyWKbUPxceWl9fFysMkgFIF+V7\npS8+fz8FR2TfkLtOawcuX3MXnmT20N+dnxMPE3LZCQ3m+sGQrcO/k2wk2gmQ488lK504SXPkz+h0\nOlgsFplk+fppG81dHAARUjL3+Ne9HkmBLykpEWUmsA+hABABhFqtliR0ADhz5gzOnz8vJldUVw4N\nDUGlUolS0mg0oqSkBIODg5IAdOzYMaTTaVgsFkxPT4uys7q6GgDg9XqRSqXE42FychIABK+vqamR\nG5Ud7m/91m/h4MGDyM/Px9mzZyVM2mQyyRJmZmYGTU1NmJmZEVHRwYMHUVRUBI/Hg62tLeh0OnR0\ndKClpQUfffQRTCYTPv74Y+mICgsLYTKZ4PF4cPz4cQQCAQwODkp329LSgvv378t7J/ef/iYnTpzA\n2NgYlpaWYLPZxODt5s2b0Gq1aGpqEjYD6YZNTU14//33sb6+jvz8fAlF9ng8aG5uRmFhIaanp9HR\n0YEHDx4gGo3CYrGgsrISPp9PaHIUftEy+Pnnn5dFXjAYhMfjQWNjI+7cuSNWFG+++Sb+7M/+DIWF\nhQLB0Nfnxo0bcDqdeOutt3D69GkZ3Xd3d4WiOjExAavV+siWrPRr+Z8X6YSED3JDOdipUxjDbpQw\nA4sn6Xq0tqbMnSEa7BRVKpWEsTN+UavVilspIQ1SCAkZ7e7uoqKiAnV1dQAgxnvA/qRgt9ulWPPe\n4Oti10trbE6TtOKlBcD8/LzAQ5xIaI3s8XiEQkx++c7OjrzH/Px8icVkyDXpxlyG8rUwMYmfJT9D\nHj68b1h8l5eXhSDAZz2VSj10qPDA5PTMhanJZILFYhGoNRgMytRElhsAaehooUya5dLSkgTB8Hcz\nDQvYRzWSyaTcH7kL6l/neiQFXq1WY25uTsj85OJaLBbcuXNH8KhgMIjq6mpMTk6iqakJmUwGs7Oz\nqKys/H+wDphV6XQ6JTiDUnmqwUpLS6FUKqU4ELfmzVpUtB9QzYPnxIkTIvygZ8ozzzyDgoICHD9+\nHIWFhTh06JDQIV0uF7xeL5RKJQ4cOIBsNisnLq0L+vv70dbWhqtXr6Kurg5arRbvvPOOeIDU1dU9\nJGJqaWmRYGomYG1tbcHhcCAWi0nIbyQSERm53+9HQ0ODCE5KS0sRi8VQWFiI+fl56HQ6NDU1yQIw\nPz8fTqcTNpsN//Iv/wK9Xg+LxYKVlRURsZDJ1NDQINL6AwcOiBqRdsu5o7Rer8ehQ4fQ3NyMnp4e\njI2N4caNG5iamkIgEIDP5xMRkNfrFfvZnZ0dpFIpFBYWor+/X5ZrCoUCX/ziF0UYcuvWLXR3dyMe\njyMcDsNgMMDpdGJkZORR3NYoKSkRy1hyp1kYyP6gKI0dISX6ZDtRNUlbC/45HgwApCDz72aRJ6uE\nGam5bA8WPzJ66PFeUFAAi8UiHHUK9XIzSnOphCzKxKfpr8IOlNAC/0wudk7qIN8fIRDCsOzW+TO5\n/jZ8RnlIsXOneyR3GDwMOIny8+R0RKyedEz+GUJJZN/kmn/x8+bvI5pAdhOnUMJsfP0UOfF9kFFD\n7xxSSVnQKZiikySX0nl5eVhdXRU21Ke5HkmBf/XVV3Hv3j20traKGdHCwgL29vbQ3NwsBlYHDhyQ\nhJShoSEcPXpUvDRaW1tFhmy1WhGNRnH27Fm89957OHbsGIaGhmA0GoUBY7fbsba2hvfffx/f/va3\ncf78ebS0tMiXNDk5idLSUpw+fRpDQ0NQKBR44oknEAgEUFlZKbmg/HIDgYAUOlLGAoGAwEujo6Pi\nh8EHjvF5fr9fbloyeOx2O0KhEKamptDb24vKykrY7Xb09/djfX0dY2NjgqMrFAqMj4+jpKRE4B92\nB06nE1evXkUoFILZbEY8HofT6YTdbscnn3yCjY0NJJNJ1NXV4ZNPPhG8fHl5Gb29vXj88cdFJUr7\n0snJSfzVX/2VSNsHBgYQDoelM7Xb7XA4HLh79y6qq6sxPz8vExG7rkuXLqG8vBzT09Oora3FqVOn\ncPPmzYdEJAqFAvF4HMePH8edO3fQ3t6OUCgEYL+TX1paEl2Cx+NBfn4+3n77bVRWVuLo0aMYGBgQ\nH+1HcVmtVkm14vvJPXgZGpFrJLWxsSHipXg8Lr4n9CypqqpCbW2tLBapJyDsUVtbK55NhGzIcMkt\njDTBUygUaGxsxLFjx4SDTqiDQjpi+owA1Ol0YnfL5Sn3VYSMlpeXJa+U3TVVsMB+90x7ZL7GcDgs\nkwfhKE5BLIrAr8zJqIZlU8ZCTjiIhyT57TzQCP0ajUZsb29LoEhhYSHcbjfsdrv4sHORTZdMWkRs\nb29LEpRCoUBNTY0ccHRW5WEHQCA5QkX8LvLy8kS1TtiMnxWhu2AwKJPM+vq62LMsLi7CaDR+qnvy\nkRT4EydO4NChQwiFQtDr9RgZGcGZM2cklFmr1UKlUsFms2FhYUHoYAxqfuONN5BKpfC1r30Nq6ur\nGBwcxGuvvYaSkhKcPXsWy8vLOH36NAAIVk8sP51O47333hN61ubmJl566SU8+eSTUCgUWFpagsvl\nkoXPsWPHpHP1+XxYXl5GaWmpLERVKhVu3ryJmpoasRS4e/cugH2smLQ9wjIqlQrz8/MoKyvD4OCg\niIzogbO8vAybzYYHDx6gv78fWq0WFosFWq0WS0tLGB0dhcVigdVqFYYEABF/DA0Nic6A0V8c8555\n5hl5bXyA7HY7xsfHxes9Go2ivb0dd+7cgcvlwu7urpiqhcNhDAwMCA2QNzTH8wMHDqC/vx8AhIfd\n0dGBmpoaFBQU4NixY5iamhKGRDQalTBlMoO8Xq9MLqWlpXjjjTfw6quv4u7du2Kf4Pf7pdNnzNrM\nzAwASHjMo7jq6upw8OBB6SgBSGemVCoFv6VNL60H2JFOT08jGo2KB4tCoUBXVxe6urqkeHHhv7Oz\n81CHz4xe6kbo9U7jqr29PYyPj2Nvbw96vR5OpxMARLdAW9rKykqBk2iwReUsnUQpliopKXmIrsmF\nMA85QiykLhKOiEQiiEajUvx2d3elUWFhBiA+OtwHcCELQJbAhHB4SPGZpklXKpUCAOn0WeipAm5p\naUFlZaVE5QEQrxsW5twdAwBZ6FPbQBYMmzcW/t3dXUmMSyaTEixCosTQ0BAAIJ1OI5VKIZFIiPkb\nl/PU9FD/kGsB8etcj6TAc1RtamqSDzIUCmFlZQVnzpzB2NiYcEnX19fhcrng8/nQ29sLl8slS8A3\n33wTX/jCF6TbJLPCYDBgaWlJAkOy2aywQv7iL/4CdrsdNTU10Ov1GBgYkE27z+eD1+vF1atXpTDf\nuHEDDocDCwsL4iL54osvIpFIoKamBlNTUyKy2dnZwYcffijeLrW/dGik0jAWi0n6OkVd09PTqK6u\nxocffihwkNfrRU1NDdLpNG7cuCHe87RrGB4ehl6vF051a2srdDqduM8xa3VxcREOhwNerxcqlQp3\n7tzBE088IcZQkUgEzc3N2NnZwcTEhCh+PR4PFXM4ffo0YrGYMHTGxsZkQeTxeFBSUgKr1Yrh4WGU\nlJTgyJEjDwV/PPXUU9Dr9VhYWEB+fj5+//d/H2+88YZAPlarFX6/X2wKaBLHh4lCj52d/aCWixcv\nwmKxwOPxoLu7WwrMxsaGZN4+qosJRsTWs9msvJdcpgvHcNJOuZwkkyL3/VPcQ4k8swUUCgUqKiqE\nTUL3R3oP0dclP38/0Hx5eVlEdYQTSF+kypNwIhegucWdATikHtKOIReK4CRLu4CtrS0JreHhQNVu\nrn1wriEX3UQBSGHlYUIWEYsevXVIXQQgr5cQGB0qc71ctFqtZN/yEKGwiZAW9yS5y1kua8ncoTEZ\nl9bhcBhjY2PCJAIg3w9fO5e32WwWfr8fxcXFAseFw2HZHQAQ2Il0W/LhP831SAr85OQkNBqNLJe0\nWi3W1tZQX1+PwsJC1NbWSsHm0rKlpQVVVVVQKpVwu934y7/8SzQ1NeHDDz+UQtrc3IzR0VHhnNbU\n1AiGdffuXQnYpXr1nXfewZe+9CUMDAwI++SDDz6QCL50Og2Hw4GamhrMzs5iamoKdrsdU1NTcLvd\nuHDhAvr7++UGefrpp3Hx4kUJzOVyc3V1FVeuXMGRI0eETkYRxdTUFDweD+7duydj3uTkJIqLi+Fw\nOPDYY48JVu71elFcXIzGxkYRSq2srCCRSEgEmsFgwL1796uTFckAACAASURBVGAymdDR0YHZ2VmB\nsBKJBB48eACfz4fDhw8LS4kdSDqdRkVFBfr7+2E0GnH27FmxgvjBD34AjUaDsbEx1NfXI5PJIJPJ\nwGAwIBKJyOLXarVCpVLh1KlTQnl99913cfr0aWxvb+P+/fsy6mazWczPzwOAJA9FIhEMDg7CYrHg\n3r170Gq1+PjjjyUrlPS/7u5uhEIhzMzMwGg04sSJE7Lo+rSxZv9bFztU+n2TOZHbhVJurtPpZJFP\n5S+9/mk3kUwmUVlZKfsbYL+rZUfOfcz6+rqYdBUVFWF0dFS6SwDiSEnobXFxUbjVy8vLmJmZETiB\nnbjH4xF2Dxek9DEiI21vb0+66vLycsGqmYW6sbGB8fFxBAIB2csQTuE9wGKca9jF4prLzOIOZmtr\nS4RZ5KrTnZGFkUp0TgM8qIjJ19XVobS0FKurq5iYmIBSqUQoFBKOPCdSHiS7u7uiRLVYLPK90XKE\nQi4uuLkb4ffFK5VKYWhoCJubm+IuGovFAECU3rSg4ITHv5cQHqekX/d6JAU+mUyKfJcWuA6HA9XV\n1ejt7cVzzz0nNK6NjQ24XC709fXB7XYjGAyip6dH6HOHDx/G9evXYbFYxLeGUuXx8XGRQTc1NUGj\n0Uj24/r6Os6fP4+zZ89id3fft318fFyolQztKC4uxs2bN/H+++9DrVZjYmICGo1GCjkxvvb2drz3\n3ntwuVzweDwS4vHTn/4U7e3tcLlcmJmZQVFRETo6OrC+vo4f/vCHWF9fl2lCr9fj/PnzUKlUSCQS\ncDqdyGQyokh0OBxIpVIyjuaaEZGJ0NDQIJYOdNg8f/48amtrYTabRe3r9Xqh1WolXYldnEajQV1d\nHcbHx/G9730PVVVVyGQyaG5uRiAQkJCR2tpaWCwW8cBWKpX4xS9+ge985zt44okn5AYmFTUcDmN2\ndhZf/vKX8corryCbzcJmsyGVSj2UUE/HzgcPHkjBT6fT6OnpEWMpdsDz8/NQq9UiCmJx54P+WV8U\n3lCskuuXsra2Bq1WK50uxUosmgBEI0EWCbnpnHJzHRKJ4xcUFIi6lc6JDLAg/ZGiH/rd0MBrbW0N\nHo8Hw8PD2N7eRjAYxOjoqBxIpHCurKwglUqhoqICm5v7GbCM7isrKxO2D9/P7OysYPZk3RA6IW2U\n3xHtPXKptHy/5Khvb28jkUjIgpIFlkIxTkzs1LkX4EVxGP/77Oys7JNyHUC5HNbpdFhZWRH74Jqa\nGhw6dEh8qDQajSjEc78nuj/yMKLimK6bTMMiLXJ+fl52dFSWkz3ExpSUU5qsfdp7W/G/cWN/2uvJ\nJ5/EwsIClEolWltboVQqceLECdy8eRP19fX46KOP4PF4JDGIaj/aGVy8eBF5eXn4+OOPEQqFMD8/\nD4/HA5/PB39OticA8Vje29tDIBBARUUFGhoakE6n4Xa7MTExIZ416XQahw4dEt+KpaUl5OfnI5lM\nQq/XSyHkkpXWAGazGXfu3BG17NmzZ0UpCuzvHEjlamhogEKhwFtvvSXik2vXrmFubg537twRL+q1\ntTVcuXJFJOu8sYqLi3Hv3j3xKtHpdDKCUyBSW1srylxG5zFAg9ALMcPCwkJUVFTIw+z1epFMJuFy\nudDR0YFEIiHLZbVaLQsgAMI22NnZgdvtRjgcxvPPP4979+6hq6sLGo0G//qv/wq3241EIoHPf/7z\nWFxchMlkEr9vCsxGR0exvLyMvr4+BAIBFBcXSydYVlYGj8eDvLw8LCwsyPvQaDRobGxEWVkZIpEI\nnE6ncMsfxUWBD9kmhCPYdZGRQQ8TQhPsnOmoyMKYyWQk5YneM+xuaQeR65KYSCSwsLDwkMyeYr1c\nuh+ziOldn0spZPA6C1M6nRaFJTtTNl6cOgj5xGIxzM/Piw2A3++XcBm+Xy4PycLhVMOf4YTDQ46Q\nBJW2xMR5AOTn58uf5VTBi9ARMXWyYnhg5eLbPBByDcsKCgrgdrvR2dkJg8EgIiTm3+ZCL/weKNii\nsyj/TT8ZunouLCzIc8TDBYBAQvxcc03YOL19muuRdPBOp1PS01OpFGprazE1NYXa2lr4/X7U1dXh\n5s2bePHFF2WpoNFoMD4+js3NTVRVVWFychI2mw3vv/8+JiYmoFKp8NWvflU6YnZ4CwsLuHfvHtbX\n1zE4OCgm+nwIstks/uIv/kJChoeHh8Xt78KFC8LnVavVwgjZ2dnBkSNHZHHC0OtEIgGFQiHWAZlM\nBk1NTZiYmEBBQQFGRkbEvVKv1yMcDkuB297eRlVVFa5du4auri4sLCzA5XKJ+IdxdUVFRWhpaQEA\nTE9Po66uTlRz6XQaZrMZly9fRmtrq8AtzzzzDEZGRqSDoLd7R0eHjOjt7e3o7e0VGIzjq9FoRCQS\nERsE0iGz2Sy6u7tx//59WCwW/Omf/ilGRkbw2GOP4Qc/+AFef/11wZ0XFhZw8+ZNbGxs4MqVK1Cr\n1YhEIqitrUUsFoPVakVTUxP8fj/sdju2t7fxwQcfwO12Y2lpSfzQW1pasLOzIxa0VqsV/f39MBgM\nYmtMIdGjuOgBxKUhcV52cywCLNB05eQ/NNyi0poTX3d3t4hpGKSxt7eH1dVVEQcRMyc+TIvrjo4O\ngTnZsc7NzeHq1atyYFByType7rKSdD0WVP4+lUoFnU4namzuT9bX1x+yxOa/cznonGDoEJlIJJBM\nJuVZy+2IyTTa3t6WxTonRtotEL7iBJEbg0gKKt8nlelkK1FTwKmHAiY2NC+++CKqqqqwsLCA8vJy\nTExMIBwOQ6vVYmFhQf4eZj7wKisrE3YUD3wqvZlZQUEbF+25YS7cIeRCNXl5eTCZTJ/qnnwkT8LM\nzAzS6TSWl5ext7eH+vp6WT66XC5oNBq43W75eeKFOp1ODoTa2lpEo1HY7XZcuXIF4XAYf/u3fyvd\n0NLSEurr65GXlwePxyObc5r6UN2ZSqVw69YtZLNZXL58WYIy7ty5I92qVquVQ4Mc/WQyCbvdjsXF\nRWi1WgwPD+PQoUOYnZ2FRqMRmObOnTuYmZkRm9Vr167JrmBvbw9dXV0YHh4Wk6Pt7W2xK2hpaYHX\n68X6+rpk0ba1tQnNS6PRYHh4GB0dHcjLy0NTUxNOnTolFq9KpRI2mw2XLl3C8ePHxfrA5/Ohrq4O\nY2NjMqpGIhG0tbVhcHAQ3/jGN/Bf//VfEnwC7LORAoGA2BTzITx69ChKSkokDu6dd97B0tISysvL\nMTk5Cb1ej5qaGrz88svo7e2FQqGAz+eD1WrFqVOnsLq6Cr/fj5WVFQl4yGazMJlM4l8SiUTEXMxk\nMiEvLw9ra2tiP0H44vjx4yJce1QXRTY0UMtdjHEhSChFrVbLBESIgZ/r3t4e5ubmxMqA31Nu50nc\nnLx0Co3W1tbEQItceOogCHmQlszngFJ/Mk24GGZhzp1oCRtQur+4uCj5CbTkYFFmYhSXzpWVlQIB\nhcNhwfnpxEk7Xv4MF5/kqdMyIFf0Q4yawiWyfCgYI3a/u/sr693d3V2kUil53hOJhHzGZrNZsiIy\nmYx49adSKWEdAZAmY3f3V7GDnEJoWkgK6eDgoCxyeZiXlpaKSyvplYRoeDBSjQtAvttPcz2SAj8x\nMQGLxYJoNAqn04nR0VG0t7eLSvLQoUPSRTx48ABPPPEEVlZWUFVVBYViPw/029/+NoqLi9HT04PB\nwUF0dHQgnU6jpqZGFJNjY2OCMdtsNsHLuWD9whe+gGvXrskD2N3djZ/+9KdiD1xUVISmpib4fD7s\n7u6KQVBzczNqamqwu7uL+vp6TE5OoqenR/itfX19sFqt8ru4iOKBQjyzuroaFy9ehMvlgk6nk84W\n2N/0f/TRR4LPzs3Nobq6WhzviouLxZvG6/XCYrEgFovhjTfeQGdnJ+bm5oSed/jwYfh8PhlpW1tb\npaDS/Y5Ypk6nk1xMk8mERCIhegQak3Fx/K1vfQs//vGPsbm5iY6ODvT19ckDOzc3h6amJqysrGB6\neho2mw09PT2yfFtYWBDrAbvdDrvdjqtXrwoOz2i548ePw2w2Y2JiAv5fRiRubGzIcpehKUzd4sH1\nKK7FxUUsLi4KzY3cZi7JaaTFMd1kMmFpaUkKA91NCwsLBZJYWlrC1NQUysvLBQIghEH3Sdoxk7HB\nThDYx/VpNcyFLDnkhCIJ5zBViAU6V2pPCIH2C4TQCHGwyydGTHiBWDItgxnukUs55GdDlkluFB+7\na75m5hHwf8sVEvH+ZreuVqsB4CG6Ip8xHlyMweOCleQGfgZUtEajUXm/5Kez4NKeO5VKyT6BVtzc\nG+RCjowC5HvgP2Te8HMkC4v7DU5tn+Z6JAV+Y2MD3/3ud+XLW15exn//938jHA7jwIED+MUvfgGn\n0wmNRoOJiQl88MEHqKioQDqdRjAYhN/vx5kzZ8Tq88yZM7h8+bIUPaoDaRFcWVmJCxcuiByZCz3i\n29/97ndRUFCA9vZ2eDweFBQUoLOzU3JR9/b24PF4JDounU5jfHxcTnpG4dXX12Nzc1P8W7a2tsQH\nnvRNmmH19PQgGo3iiSeewPDwsEwviUQC7e3t8rATc9vZ2YHJZBIBUzAYlPCQqqoqUdmxw2VXQ6yW\nzo6Egrxer/iAGwwGWTCpVCoEg0Go1Wr09fVBp9Oht7cXTU1N6OnpwbVr1/DHf/zHePrpp/Huu+/C\n6/WipaUFf/d3f4dIJCJhFW1tbVIkPv74Y7S3t+OVV16RqWtqagomk0kw9v/8z/8UFW51dTUymQwA\nCHSXzWah0+mkY52ZmUFra6s4f3KRlUwmH8UtDWBf6JYLJRDL5iJUrVaLQRgXgrnhErS3Lisrg8Fg\nEMiGXP+ysjIx1CK9MReX1ul00jED+43UzMwMXn75ZWxubiKRSEgnTFyXzB/y1skayaXjcTdAuIAF\niNg8o+x4uJM6mQvH5CpqiXdzF5EbTwdAMHB2wyz6uUtsHp65WDwXpqQVklLJg4GukWQhcZlKuIgp\nYyaTCZ988glWVlYwMzMjQSuEVRjqwZ1bT0+P0FdpBc3fsbe3J6HmFD6yUFNcRh8rfh58r8ThSfYA\n8KkL/CNxk3Q6na87HA4Eg0GkUinhvpaWluL+/ftQKBS4evWqhAj09/ejvLwcb731FhwOB8rKyhCP\nx7G+vo6zZ8/C6/ViaWkJCwsLklxDOIc3GClbwP4N9PTTT+Pjjz8WxopWq8Uf/dEf4ebNm1haWkJJ\nSQk6OzvxwQcfQKPRiKiEGDR52bTPXVxclMVRZ2cndnZ24HK5YLPZEAqFRHBCoRQpgvF4XEIRFIr9\n8GR+mXq9HqFQCG1tbUIBJIPh2LFjyGQyAm8AgM/ng1arBdOyKPIitsgbJZPJSNhxVVUV/H6/JPrs\n7e2huLgY0WgULpcL29vbqK+vh8PhgE6nw7PPPitK1Ww2iw8//FDwydraWmxubspOhbgis1VVKhUm\nJycxMjKCmpoaWU5duHABLpcLk5OTMBqNSKVSQo1jV7exsSGFxG63S3hDZ2cnCgoKEI1Gsbe3h2PH\njhF+eCSJTjqdThKuCGUxXzQWiyEQCGBxcRHxeFyYWhQCkUa4urqKqqoqUXpGIhFJFiJEQMwdgPCo\nGZMXi8Vkv5XNZtHV1SX3B4M3qAglLEMvl/z8fOGrr62tCSREjxcqPHkwEWrN5Y/TgRGACI7YoXKJ\nyMOATBG6OZI5w3uRDCAuP9m0kIJKRSgPLHbXPHByDdx4QHDa4eK5sLAQNpsNDocDlZWVErtJm461\ntTUJtaESnMtcjUaDnp4eOYx5vy8uLmJpaUlovYuLizJZ5cJOnGhzCQU8+MmsYTfP1xqLxX7te/uR\nsGju378v//fGxgY8Hg+2t7cxMTEhWC9l+kw/uXz5sihbaTVKSf7169dllGInQ4pkRUUFrl69KlzV\nqakpVFRU4PLly9jd3YXf75cvYXR0FCqVCl1dXVhfX8fExATa29uFLeN0OuF2uxGNRkXavLi4CLfb\njcbGRnR3d2NjYz+f1WQyYWFhARcuXBAe/tjYGB5//HGUlpaKfajb7ZadAMUUgUBAeLo8IEpKSuBw\nOASP7evrg9/vR35+Prq6uqRIGwwGdHV1YXFxUczY+LCvr69L6HNBQYGwWI4dOyYPB/1E8vLy4PV6\nsb29jVgshsHBQZSUlAjHnjoBm82G2l9GD9psNoGkiB+vra0JrMLph9bL09PTuH79Ojo6OkQ5G4vF\nhCVhNptRW1uLkpIS7O7uQq/XQ61WY3Z2FiUlJdBqtXKI7+3twWq14vbt24+MRQNA7kFiwiwELN5k\nqdDnJxqNIhaLyQFOCI/KTha1dDot/3skEhE8eHFxUXYVuVFyLNAsmpTUc7ojJJLrwULOdm7h3Nra\nglqtfshCmLss3i/0jeFylVBHriCKMEuubzsneHb6XDBzucvXRsVsLsavVqvlNdN5lu+RsFNhYSHU\narXAOJzquVMgLs+kMgDS/RMK4hRAHJ/vlY6TGxsbsjhlMwJA/HnYpJDRlPs9EM7h/Z5Lk+SSlcIo\nAOIm+mmuR9LB/8Ef/MHrFRUVGBwcRGFhIRoaGjA9PQ2TyQSv1yunHSPbaKSkUqkwNDQEh8Mhwcot\nLS24evWqSN55artcLoyNjWF4eBjl5eWYm5sTZsrU1JRI5WmLYLVa8bnPfQ5TU1MIhUKoq6sTfFul\nUqGtrU2sgDkRlJeXw+12o7q6GisrK5iYmIDJZML58+fFf4WBuVzSxuNxABCPe96IWq0WFRUVYl06\nMDCApqYmAPvZtA6HAz6fT8bDrq4uBAIBNDY2Ynh4GIcPH0Z+fj5mZmYk1YfLtfLyckSjUdTX18vC\nlq54ZWVl8Hq9kkBUXFyMI0eOCBSQzWYlS1KhUODw4cPQ6XSoqqqS5drMzIx4zV+/fl348gcOHMDI\nyAisVquEenC6Wltbw9GjR6XDq6qqEo62TqeDRqMR7/L29nZsbGwgHo+LSRPpqy0tLfD7/aLkzZnY\nPvMO/siRI69TRc2HnV0tfWiIV/MfFur19XUpaoxtjMfjiEajUmB4bzN9iMvOdDoNg8GA/Px8eL1e\nhEIhKRzl5eVobm4We4jS0lLU1dUJZs5izsLB4q1QKMQqmIUpk8nIgp++87zImNrZ2Y/2Y4edS09k\n80Acem1tTRaWLL4MdgcglhiEXohVs+htbW0JrZIL5P/JIechCUBCvsl242ekUqnElI/LZR6yZMps\nb28jGo0KbLSxsfGQMIrTFl8f1cg8GAgzEcPnoVVYWCiKXlJhAYiHD5s+fkZOpxM+n+832w+elrnH\njh3DgwcPxN+EYxuFDF6vVz7MlpYWKBQKjI2NYWZmRoJpKaShb4Zer5fUo7KyMpSUlCAej8NsNuO5\n554T835Kit1uNzweD3Z3d+XvCYfDcLvdwrPW6XR4//33YTQaMTU1JV/CxsYGpqenBQ93OBzY29uD\n0WjE2NgYuru7cfPmTRw5cgS9vb145ZVXEA6HMTQ0BJvNBq1WKzcWQ66J9VP+39DQIAvkTCYjo7vP\n54PT6UQ6nYZWq8XExIQImRKJhAjC8vLyoNPpYDQaEQqFoFKpJNy6r68PGxsbsNvtSCaTIl5i186b\ndHV1FXa7HRUVFRgfHxdR1NGjR4WpNDY2hhdeeAGlpaUYGhoS10G9Xi8Ckbfeegtut1u6eY/Hg7Gx\nMZw8eRJra2uYm5sTWI5FraOjAzdv3oTVaoXNZpOxPS8vDw0NDRgaGhIePL8/Ulo/60uv1wv7Jy8v\nD5OTk1K4uBeiApP/nd0imxjmmhLSyBX7sDiwuyMbg0UilUpJHB6LXlVVlWQaGAwGaDQaAJDAb4ro\nCMMQziN/mzgyGS5k2+RS+srKyoSOSOoh3xcLIu8jWu5ubGyI/xEPBC5mc3cAxNT5nXOvRgYSC3Wu\nTzsPKEbj5bo1kkbJ11BaWirU0MXFRTmUOTkAkDhCAA9NHyqVCisrK+jv70dxcTGam5sFOyfLiP76\nXG7v7OxIwAinHu49qHHgocDDnq+ZB9ynuR4JRLOzs4OjR49Co9HAarUik8lI4g1d6WKxmHQ1y8vL\nGBkZkQVpfX09AoGA8LHr6uqwsLAg0l8Kcygd3t3dhcFgwKVLl2A0GhGPx0VpOTc3B7VaLSfw1tYW\nTp48KfmoSqUSFy9exOHDh6FWq3H58mUEg0ERCKnVaqhUKlGSzszMYHNzExUVFXjw4AEaGhoQDAbR\n3d2NWCyGlZUVHD16FPn5+RKfxsUsOfgKhQKdnZ0ijfZ6vVKImXk5OjqKRCIhBUGpVGJxcVGKBXMx\nXS4XgsEgSkpKxJt7dnZWsjYLCgrEfz6dTiMUCgnuSKc+ytMdDgc6OzvFy4cOkQwnobiMxk0jIyOI\nRCKyKCPmXldXh9nZWelyx8fHRVDFRVVzc7OIsR5//HHx2eZEQb1BbrdpsVjgdruFDfJZX3wAi4uL\nHwrj4GvMdRckk4QdGpWt/9PYiktbwhd08KRbJIs8YRdgv/ATKqB98dramvj2LC8vP2TJmztRsDPl\n76NYi8WZBSn38CG/nAwaCvIo0iKXnu+fC0jgVyZ5AGSSqKiokNg8Pg+cOPi88b1zqsl1bCSXnYcc\nL36mXMwy75aTBgChNXIi4EHDe5Xvg5MZXxupoNQoEGtnQSZ/v7CwUF4/Dwp+DqSn8nWQxcTXzs/y\nU92Tn+qn/5eugwcPvn779m1UV1cjkUiI4dTy8jIOHDiAxcVFNDQ0iKc4O0neHB6PRzxirFYr7t+/\nL5J2nU4HhWI/oSmZTMpyZGtrC1VVVTCZTEKnU6lUWF9fh8fjgcVigc1mwzvvvIOCggLxTKmsrMS5\nc+dw7do1gYz29vbg8/kkni8SiaCxsRGxWAw1NTXo7e2VsAzy03t7e6HValFbWytqQ9I5uXNYX1+X\nxSh3DTw8nE4nlpeXoVQqRdiUSCRQV1cntLri4mJ0dHSgvb1dAon39vZQWVmJoaEh6PV6lJeXi/GX\nwWCAVqvFzMyMHFiErXjzUSb+13/911hfX8f09DQqKiqwtbUl3OG1tTWxPpifn0dra6tAB4SCmAXb\n0dEBrVaLcDgMAPD7/dBqtbhz5w7S6TS6urpQVFSEgYEBkcLPzc1BqVSKmVxdXR2y2azsDYD9QIWK\nigosLi6SwfKZQzTHjx9/vaysTCCIjY0NxGIxUauyIHKsJ6TA97G5uSmYsc1mExFRNpsVzDk3AIRF\nlXAIdx5kaezt7aGhoQEajQY+n09w/nA4DLVa/VAeAw3CuBzk4pJdNQ9oUiTZqRJKACCUT+LqnOIo\n3wd+5epILJ7+OYSK+B552PAgpIkeizcLHQstXTU3Njaki+fnzM+2sLAQOp0O8XhcIEeXywWn0yn+\n91Sp8yALBAISr0d/HE5gPMgJyzBasqCgQAKLSIvNtXPgLoJTAGsb/Zl4gNCzh8ylvLw8lJeXIxAI\n/Nr39iMp8GfPnn29qKgI09PTiMfjOHDgAOLxOJqbm8X0Jz8/H/F4HJWVldJRkPXhdDoxNjYGg8GA\nV155BRcvXpQuSa/XixzeYrEgFAqJovBLX/oS3n33XfGFCAQCYpj13HPPoaioCPPz87h58yZ2dnbg\n8XgwPT0tRv6pVApHjx6VwkzmDh0X6dOytbUFq9WKiYkJNDQ0CJuiq6tL0p5SqRSefvppye5MpVJi\niUr/dgp+tre3EQgExNzJYrHIQ035OLsLr9eL3t5eaDQaYbcAEF5wJBKRZaXL5UIkEpFJJRAIoKqq\nCj09PbLUzg347uzsxOjoKDo6OrC0tIRPPvkETzzxBJaXl+H3+xGNRmE0GkUw0tjYKNx1GjZ99atf\nxeDgoIhBVldX5SZ2OBzo6+vDzs4OLBYL5ufnceDAAUm25wPOB5AwTa6JVWdnJ4aHhx8Ji6ahoeF1\nmm1x+culPy1i2bETg+Weg5J6FpL29nax8c31tWGBJ/WPEJxSqRSeNhWrJSUlOHToECorKxEIBBAI\nBLC6uorFxUVRPqtUqoe6XhYmKpdLS0sFSsjFvDn9pVIpoT5SuEiIiY6V9IwhW4eURd63ueEeLJaE\nctihszvOjf+j2RoLOhk6xOs56S0vLwvnXaPRIBaLCf7NBSspu5zmmY2bTCaFQszPITcAJBcO6urq\nkvdNKIffKRXZ/K65I+N3ygLPfxOq4QG7vLwsh9Dc3NxvdoF/4YUXXp+ZmRHWBz8M2t8uLi7C5XJJ\neHBHRwfUajW8Xq/AK0xD5yKRWDAXT3q9Xrqj2tpa4R+zC6Sgh3J9er28/fbb6OjoAPArnu7s7Cx+\n+7d/GyMjI4KFFxQUCPRBj4qbN28KxUmlUqG6uhrBYFA6YQC4fv06zGYzzGYz/L9Mm9rY2JDYOzr7\nRSIRdHR0YHx8XMbP3CUOcXrKy5PJpKg6u7u7MTs7C4ViP5iASVNms1lu+tLSUszOzqKlpQUVFRWy\nhKMQpaqqCkNDQ3A6nVAoFDCZTKJCNJlMEspCn5hoNCrQAbt7dt5arVbYS7/zO7+Da9euCYYK7DNM\ntFotpqenJdDEZrMhEAhgbW0NsVgMTU1NiEQiErROfQI/j+XlZfT09MDj8VAF+EgKPL2E2P2S+lZR\nUfFQp0YsnEWG1rMc4ZubmxGPx8Vimn8nCx/hHNpgA5COGYB0fB0dHbJ8TyaTUgjZoWo0mofENMSD\nd3Z2pDEipEKsOxcWoeyfUwoPCk4RtNUls4mvm68j12cndynKYk34hz4sZCnRZZGTEqd7/jm+Xi6y\nAQgMFo1G5TVQ+0HRGSESQlCkr9K+gO+d6mNSgQsLC9He3i4dOB1mCZ1Rn0E2Ty7kwgOC0M7W1haU\nSqVAbZxCeHhFIpHf7AL/8ssvv8508fLycmi1WtmgMyUpLy8Per0era2tAPY/8BdffBGdnZ3Q6XTi\nk/17v/d7GBgYgFKphMlkErtann6jo6MAIErWwcFBtLe3o7KyElarFb/7u7+LgYEBHD16FNPT00JX\n5MhVXFyM+fl5PPfcc+js7ITb7cbAwIC42xUVFQkzHHnbewAAIABJREFUhtahxAlnZmZQUFAAk8mE\neDwu8ALtTsvKyjA/Py97B4/HI7FexOt5QxkMBlkskzIZjUZFKckbk3sKTjEAcPfuXenGFxYWJHTE\n6XRiaGhIbBIOHDjwkBycC1Jy/YmPDgwMoLi4GG1tbdjc3A+gWFtbQ2VlpbB2Kisrodfr5cF2u93i\n7/+FL3wB9fX1mJ2dxb179xAOh6HRaDA1NYWysjIcPHhQUrXI+mE4++bmfubn/Pw8jEaj2BaXlJQI\nhfCX12de4Ds6Ol53OBwoLy9HeXm55J7yniC8wftDp9PBZDKhqalJDt/S0lJJ5orH4yguLkZNTQ2q\nqqqg1WpRWVkphyCl8lS5MsS5tbVVDm6LxSKmYmVlZYJzEyrRarXo6OiQtCNqO+j1wgLMxSOXooRt\n+HNkg3GxSoMtAEKgoCUCRT2kXPKA4dKZvwf4lb0DL05B5MrzMCDkw/fG10g+PpukwsJC2T+xyK6t\nrclyPJPJwG63y5Qbi8VEPUzKaS62T/iETVFbWxvKysqwtLQkRX17e1ssmnM9ZgDI58e0rVwcnruT\nXPjGaDQiHA7/ZrNo6OPMBdLGxgaOHz+Ow4cPQ6/X45//+Z8FyzObzQgEAqiursbc3BxcLpcUcRob\nqVQqLC0tYW9vP/KPhWp6ehqvvPIK2tvbceXKFTQ1NeHcuXNobW2VEdput+Pll1+Gw+HAe++9h1Qq\nhaeeegoGgwF6vV6YMkxvmpubw4kTJ/Dmm2+isbERY2NjcDqdKC4uRjqdluI6PT2NkydPYnBwEOFw\nGCUlJaipqcHY2BjsdrscHHq9Hm1tbQLpDA8PS3ElE4G+8TabDUeOHBHf9WQyibW1NcTjcRiNRsRi\nMRgMBhgMBiQSCaFzdnZ2Cs6p1Wrh8/mg0Whw9epVCSAn0yOVSuH06dPo7e3F9PQ0NBqNLKUWFhbw\n0ksvCVe7srJS7COCwaC87mAwiJqaGtEYsBPS6XT4/ve/j+HhYQAQ5eDdu3fh9XoB7LM76NuTzWbR\n2NgoozO1DAxRJ87LQqpUKqHX61FQUCAH+2d5ERYhRltZWYkDBw4ILnv9+nWBB9n58rNVKBSiTCZz\njNkB3EXQfuB/PkNUa5OJUlJSIjCiwWDAyMiIpGuZzWbxfOcikgXUYDCIwRfDsXOzS/kPCzIXufRS\nIZTCzpksMapUySnPzSalkRytlLk74MFCLvru7q7E1TEFjVBgeXm5dM7s5Nl4kEFEhg0jQAk1cfGs\nUCjgdruFfedwOLC4uIjR0VERhLHxy7X0pYI8Ly9PrDp44HF/tbW1JXnQXMYCv9IG5DpoEvpiZ0/K\nJ/n+uUvjX+d6JAWeHyoVpF/60pdQWVkJtVqNf/qnf0IikcCtW7dw8uRJOdmNRiPa2towNjYGk8kE\nvV4Po9GIu3fv4qWXXkImkxGXxJGRETQ1Ncky5s6dOzh+/Dhu374tnd6DBw9QX1+P73//+zhz5gyU\nSiVGR0dx8uRJlJWVoaWlBWNjY8jPz8fx48cBQAK/V1dXceDAAWxtbaGrqwt9fX1oampCZWUlksmk\nLBCvXbsmfw8ZN8ePH5fTWqHYt+eNxWIYGRlBfn4+jh49ilQqhYWFBRQWFmJmZgZNTU1C3+SD2tvb\ni3A4jBMnTuD+/fvSMS4vL+Pq1avyM11dXfB4PKitrZVwDKb3dHZ2yqKUuKzT6cTu7q5w7MkZbmlp\nwfT0NAKBAFpaWsQobXl5GRMTEzAYDCgvL0coFIJGoxExksViEeOz9fV12Gw2ZLNZPP744wiFQlha\nWkJzczOGh4fhcrkEG97c3MRTTz2FK1euwGq1SqxaPB5HT08PCgsLcfPmTTFhY7JUf3//p2Ya/G9d\nVFFms1nhn1dWVmJ3dxejo6OivuYkRPYL4QkAouXIz9/38udSrrS0VLpUCpqIA1PJytFfqVRiYmJC\nJspEIgFgPx3K5XLJrofdbjgcFkUqRXjszjlZs0izeBIiAX4VhM1inNvll5eXS8g96Z5sJtbX1wWP\nzpXgcwrNpVmSksiCSAUu7X9zu3UmNrE7TyaT4vXE546HVq64y2QySQg87T94aO3s7Ahhg8E4PAzZ\naTOlyWKxoKCgQDzlOb0AEItk2gfze6WlMZfBwK948XQkJZ3101yPpMAz9ot0RnLeOdbE43HBDquq\nqqDX6yWtXafTydg/MTGBjo4OOWWZAtXS0iJdAXmnH330kUTHlZSU4POf/zzMZjOSySSqq6vR39+P\nZ599FmNjY/jc5z6HbDaL9vZ2wfTopBcKhRAMBqFSqZDJZATjJw7Kk39tbQ1HjhzB7Owsurq6sLS0\nhLt37yI/Px+1tbUioCLLpKKiAqOjo7h16xbMZrNkWBLfn5ubw/PPP4+f/exnCAaDyGazUrQrKyul\nS6isrBQa4pEjR1BeXi5xYtXV1dDpdPD5fEilUmhubkYwGEQ4HBYcvKioCH6/H7W1tZicnER3dzeG\nh4cxPz+PoqIiNDc348qVK8L6CYVC4sMxPDyM2tpalJeXS0fvcDgwMzODY8eO4ebNm+Lf4/P5kJ+f\nD4/Hg2w2C4vFIn4p2WwWTU1N8Hg8sNvtoqa02+1YWVkRIVVHRwcGBwflnqIQqrq6GpOTk5/5fU0I\nhNLyVColLowMiCgrK4PJZJIEq7y8PJH6s8Nk15zr584iQ54/mVaEHgg/kJrJxSvtLQAIJ5u4M+EG\n2gwQnsmNDKRPCqES4ts0U6PFCJ/JXFiH2DwAoRsSFiG0QmYRRV70feFhxeLOcCBy13MLIncPZLkQ\nqsmFb/heuVQmY4n0SO4AeYitra1hfn5ePlceLtyxkbPOXQbf88rKCra2tuT3cGqhuyg7cmoACGfx\nveaKtXgAE7Lmn/s01yPB4Lu7u19n6LbBYEB/fz9mZ2fxwx/+ED09Pbh79y4MBgMGBwdlQZNIJMTM\nqaioCOPj45icnERTU5P4wDidTuTn5+PChQtQKpXw+/2oqqrCzMwMmpubYbVacfDgQQkXvnPnDsbH\nx+FwOPCP//iPSKfTaG5uRn19vTAMwuEwEokE8vLypJNMJpOoqakRs/+VlRXYbDaMj49jZWUFBoNB\njKUMBoOMfUxM0mg0oi49ePAgkskkstksTpw4AbPZjLm5ObjdbkQiETQ1NQm/3Gw2iwd4MpmURS2V\nupRFcxlDv5e+/9PetwS3eV/XHxAASZAE8SLeIAGCJPgWRYoSJVmJbMXWOKlju0rqTjPNTKczadJl\nVll1ynV3XaSTTtdppzOto7zs2m5LWbEkS6REUeL7AQIEAQIgCAIkQAB8dsGe64/+b5L/dCwtvjuT\niYeSQODD9917f+eec+7EBBwOB7a2tkRgMjIygtnZWdTX12NtbQ1XrlzB/v4+6uvr4ff7sb6+Dq/X\nK3BMU1MTQqGQwDDPnz/HP/3TPyGbzSIWi+HJkyciyCJUQByVG3d0Oh1MJhN2dnbgcDgQCASwvr4u\nbJiJiQkpqB6PB/v7+4hGo7DZbFhYWMDh4SESiQRaWlpEGEVTNdILaYWwvb39lWPw3/jGN0a5ZpJe\nRbFYDCsrK6hUKjJHqaqqkhV3ZP8woVHWzsLO66HkV1PQRFKCy+WSVXJ1dXVIJBJS8JeWlsR9dGho\nSPa4sivX6/UCB/B9MImRisoBJ2EC0itLpZJYEvBkQViFDBzi6kykZLjwPXBorDTiYtECcIZHzo5d\nuXCbXe7JyYlAXErLZQCihNXr9XIN+T5YMEOhkJwk0uk05ufnZQE6GTAA5HMSpmEBY2fNglhXV4d4\nPC4dPpeM8/tksucaQcIxyoLD4qIcavt8PiwvL7/cQ9aBgYFRvV6PtrY22Gw2GboMDg5Cp9MhFArh\n5OQEf/Znf4Z3331XjrPBYFD8NxobG2XRA/HEuro6mEwmOJ1O4Y+Pj49Dp9PB7/cL9ez27duI/O+2\nGZvNhvn5eVHH0VDL6/VibW0NGxsbMgj64IMPMDc3h88//xyFQgHz8/Po7e0VOpjH4xFjsUKhINvU\n6efMDoVHyq6uLhSLRbS1tcmS8e3tbXR2diKfzyMQCGBqako+YzQahcPhQFdXl7hr0s+b2F1zczOW\nlpbQ19eHWCwmmgHecKTWsVuh7TFNzMLhsHCKo9Go0CyHh4dRKpXg8XhwcHCApqYmfO1rX0MikcC1\na9ewuroqS77b29tRXV2N5uZm9Pb2wm63yxKD3d1dWd6cyWREZFVdXS0Drc7OTqyuriKTychaQCo0\nA4GAiE7IUlIWhXw+jxs3bmB2dvYrT/BXr14d7ezsRGNjIywWi5w23W43AoGAJEebzQaHwyHsJdpl\nULREZgtNsyjYI32OHHF2z2azWdTZ0WgU8/Pzcq+VSiUYjUZ4vV50dnYKiYAnglKphIWFBaysrCCV\nSsnJkb9byaBht0qF6MnJCZqams5sGiIEYrVapWjxRMMulKdWahaY5HnCqFQqwixSslZYFKqqqiTp\nMmkzORIaAiBD3f39fXHDVH6eg4MDUffSTI3dMosQcwuV6rxfe3p64PP5YDabxTiMxYMJmwpYFjoG\n5w68PtRG8HQFQDp96h14GmpqakIkEnm5E/zf/u3fjjY3NyOTyaBQKKCtrQ0ajQYulwtms1k2vHBg\nxF2ROp0Odrsd165dg16vlyHf4uKi4JKU7V+8eBH5fB5tbW24ePEiPvroIxmYLi4uoqGhAcvLyxga\nGkIoFILFYsH3vvc94QKzs7fZbMIQefDgAVKpFDwej/BTE4kEBgcHMTY2hubmZiwsLIgDH3nBW1tb\ncnyemZnBzs4OvF6vLFtm50ovj0gkIkfWkZERcU2koZrJZMKjR49QLpcRCoXAYhmLxVAqlWCxWMRh\nkZ0tMX0AMrQDIJ36zMyM+Li43W6BZLgA4fj4WEReyWQST548QV9fH+7fvy9Lt51OJ/r7+9Hb24tk\nMomenh6cO3cOKysrYiiWy+XEa//ixYuYmprC/Py8zFU8Hg+mpqbgcDik03U6nTAajUgkEmLilE6n\nodPpxD+HPGaNRoMnT54AL4BF09/fL+yw6upqGfKRRaPkgvOEx46ZBZriF7PZLINYmn1VVVXB5XKh\nsbFR9u4SE08kEohEImJkFgwG0dTUBK1WC6fTecZPiO+DfvM0zdve3kaxWJTkToYHhULUHrBTJ15M\nHF0JvzDhkbNOqh8hCOXf5UmChmns+glVcejK4kFYl3g8LRT43pSUSpqvabVaUa0yidICgM887QrI\n9KGtCVk7DodD4DIWb8JsLCpkBiqHuTzR8pTCwbrSBI3UT54sWDD52fkdWK1WrK+vv9wJ/s033xwl\n1OB2u2UXKzsOmlm1tLSQ9wmPxwO32y34rsfjQUdHB5LJJA4PD9HS0oKdnR10dnbi0qVL2NvbO0Mf\nOzg4wL/927/hd7/7ndCYtre38dZbbwkunE6nsby8jFgsJjf9+vq6bCxqbm6G2WxGPp9HY2MjnE4n\ndnd3UVtbi2w2i2QyidbWVpkFVFVVIZFIwGQyIRgMYmBgQCT5mUwGx8fHQu0slUpwuVwi1srlcggG\ng8hkMnJEP3/+PObm5pBIJHD+/HmhwZHqGAqFYDAYZEjlcDjQ2toqQ1UyFOx2O2ZnZ2Gz2dDW1obu\n7m4ZTHm9Xpw/fx7j4+Po6OiQBzGXyyEajeLw8BB9fX3I5XKYmpoSxhIAzM7OIhwOY35+Hnt7e5if\nn8fDhw9xfHyMjz76SOwHisWimKtR6Wmz2dDR0QG9Xo+rV6/K0LCnpwc6nQ5utxvnz58XK1bi8fQi\n4sA7mUyyk/rKE/zFixdHWQyZ0HhyIROCLoL8GTUJZAF5PB7hTrNImEwm6erpK0Q8eXd3V+BLdrFV\nVacePi0tLcIGq6qqQjQaxdbWlgwFqRmprT3d7Wu1WmE2m0XnYLFYBHJgkSFkQ7iB8wR2z5TtE4Zs\naGgQHr/FYjnD6bbZbHJ6o8c9gDMui+z8eeLgSZ3Jn7MCDiMJa2i1WlitVthsNphMJlitVvh8PjGp\nI+RCqItCw6qq04VC9fX1Z8zBNjc3xfyNwkQuAOIJAoCcXL1eL5LJpEBldXV1sFqtsNvtUsDNZrPk\nNYfDIYWOg15SbHnN7XY7fD4fFhYWfu97W/N/fZP/PjE+Pn5Ck6MLFy7gV7/6lRxbb968ib//+79H\nsVjErVu3kEqlEI/H0dTUhNnZWbEYaGpqwtTUFPx+v3Ch6apXqVTgdruRSqVgt9vh9XqlCtKUiZgY\nMT3ua9VoNAgEAjLc4ko8wgt8QDQajShFGxsbxaiff16pVDA7Owuv14twOIw///M/x/z8PI6PT1eF\nWSwWgX2am5sxMzMjdKlEIiE3Kg3ItFototGoJLVcLgedTifukaS20W5gYGAAlUpFOPqkm3JLFf1m\nzp07J93lysoKmpubMTY2hnw+D6vVKh0H2QFarRbf//73sby8jPv378Pr9cq/Z/HSaDR4/PixJGYy\nEnK5HFZXV/HjH/8Yr732Gn7zm98IN59Du1gsht7eXmxubiIQCODhw4f47ne/K1AZtQIcGFNNS+oo\nv8Of/exnX/m9/dOf/vSkubkZwBc+50r/EVpEBAIBwY4LhcKZ7o38bg7eyL5gMaDxl3IBCDt9Coso\nruLwcnNzU7yFWABYYAAIhs3f+2VuOIeYtOFVKk2JbXNPLiEXpbiPw0ru+j06OpIiwVmFciMV3UaV\nfHeecOrq6uQ0QpiKcxgybmpra8/49RSLRWGrLC8vi1WBksFkNBpx+fJlaX5Y+BobG1GpVJDJZASK\n5d/n5+O8wmQy4cqVK+jr60M6nZbnSAlfsbiTxdPU1CSfJ5fLQaPRwGq1ylCXs4aamhq4XC7Y7Xb8\n5Cc/+b3v7Re2sg8AYrGYyLJp7D8xMSFDt7W1Nalee3t7CAaDwifl0ZNTf+JaBwcH4nvS0tKC1dVV\ndHR0YGlpSewQNBqN7HYNBoMCdfzyl78EcMoHDofDaG1tlZ2NTLIGg0Gwa34xtbW14mTZ29srS7W5\nRICJnGvwurq6pFv50Y9+hCdPnuDixYuIx+OCh5MFlEql8PWvfx13794Vq2MOslwulxzH+RBvb28L\ndbCxsREejwfhcBiFQgHd3d148OCBwDI0a5ucnEQ+n4fH48Ha2po4DZpMJkQiEeTzefzxH/8xfvGL\nX+Ddd9+VGzMej+Pw8BBerxfDw8MwmUy4c+cOjo6OYLfbYTQakc1mRcR1dHSEn/zkJ2cWNpCtcHh4\nCKfTicuXL8uChWw2i5GREYyPjwve2dDQgIsXL8og7+2334bP54PVaoXD4UC5XP6Dt978XwWXMxA7\nVTopHh8fo76+/oyPPTnjhD5YFAhDAJAHn9dLudCaLBDSDWkrwMTNLpidIZ1LmTCBL5xbi8XiGYhk\nZ2dHTgy0Oq5UKjAajYKDk4eu0+mEo86BKpeB7O3tob6+XtwxqfJUWv/abLYzsCYAEQ/R94j8dg43\neaJQ+sIovefJsmFhoK6CO1ZZmNj581TDtYu7u7tnTiFmsxlbW1vC5/8yK8hsNqOrqws+n09et6mp\nCcDpKYH3BiE7Gvkx0SuFT/SxYmPAQTYNFP+QeCEd/H/913+dJJNJgUr29/dht9tRU1OD5uZm2ege\nj8dF8LGxsSHrsnp7e/H48WNhu3g8HtlUVCwW8Y1vfEM26EQiEaFZGgwGuFwu6Sa3trZgs9mwvr4u\niXhlZQUHBwdIp9PY3NyE1+uF3W5HbW2tbBqiolSj0SCdTst6v2AwiFgshtnZWbz66qvo7e3FxMQE\n9vb2kEqlcO3aNWi1WmQyGbjdbhwfH+PRo0dIJBLweDwIBAKy2Hpubg46nQ42mw1OpxPj4+OSvK5d\nu4bZ2Vkkk0n4/X6srq6KgGlnZwdvvfUWJiYmzhwBbTab+H9kMhncvXsXDocDLpdLONhGoxGzs7Oy\nwm1/fx+vv/467ty5A4/Hg8HBQaRSKSQSCbjd7jODONJUXS4XgFPmQn9/v9AeKcgaHx/HX/zFX+Dh\nw4c4OTnBlStXYDabMTExIRQ/drdcVuLxeMSGlklhdXUVnZ2dsvGopaUF6XRaBDF/8zd/85Xf2z//\n+c9Pvixjp0/70dGRPKgUhpEfTYYKbR60Wq2ogNkxMoFxSxMxZ3aPZBIRy+bPaL5FWIPUvY2NDZld\ncLsThWTErTmTIZ+bO0epCk8kEnLSNRgMYhzG300YlkZppIOSeWIymQSGodiIXjFsgLimcW1tTYoS\nu2ua5/FEcHR0JD4zdCLlyYevR6trs9ksBYJ7WXkyOTw8lJ+xgLEw8v7k3ITe/xw6c1C8v78vBXl3\nd1cSM/F7nvaVf594O09HHNZSj8Bh749//OOXu4OPRCI4Pj4WTNdisSAajWJ7ext6vR5PnjwRsyy6\nTV65cgXHx8d4/Pgxnj9/jp6eHkxPT2NgYABra2tYX1+H3+/HhQsXcPv2bRQKBVl1t7CwgLq6Orzz\nzjt49OiRLNWtVCpIp9Pypd+9exeXL19GKpVCa2sr3G63VFe/3y/vf3JyEufPn5fjN1fYLS8vo1gs\nIhAI4OjoCHNzc0in09BoNGhpacHHH3+M69evI5VKQaPRYHZ2Fo2NjXj99ddFKBEOh3Hu3Dlxxvz0\n009FC7CysiL7U71er9BCGxsb0dHRgSdPnqC7uxvhcBh/93d/h3/8x388c/QFIMPoS5cuyTDbbrdj\nbW0Ni4uLGBwclAeIfia3bt0S3xx+Pg7FlR3a5OSkrPKzWCz47//+b3zrW9/CvXv3pNj86Z/+KYxG\nIzo6OlBVVYXx8XHMzs7ij/7oj7C/f7rj0mg0Cr2VToiRSAS3bt1CNpsVWf3Y2BicTicGBgaQSqXQ\n3d2N4+NjxGKxF3Fbn1GXEmJjd02HQdroxuNxSVIc6pXL5TNWsjwNUMWazWaRSqVkIxYhQ+LNHNaR\ne10qlVAsFgXDJkxBqEZpjavVarG1tSVDQTJsyPI4Pj7djkZohUM/QjNMWmwMOFxld0yWGVW0dJ7k\n0NnpdIoIiBAFl99otVrRmTBZZzIZWVhDK2EWPL4OKcMUSpJwQDUp8XsumKHjI58TdtdKeiMAwesN\nBoOYwRGWZSHmKYhsKg6FWYyYwFOplMDThLa4npFEEqWalaez3zdeyJD1Bz/4wej29rYwJKjQbG1t\nFQtO0hapSGtoaMC9e/dgt9vhdDplGEnKYqVSEXYH1ZvV1dXifMg1cnSXI24MQFwlfT4fDg8PRbFm\nsViQSCSEvWI0GsU35fnz58L40Wg0SCaT6O3txf7+PgYGBkQlFwqF8PDhQ0xMTKClpUXcBalCpViK\n/Oa3334bAAS+GBkZEbZCS0sL9Ho9gsGgnGYmJydF7EEIo7a2FmNjY9jf35fBcC6XE+EQHSW5h5V2\nBru7uyJwunr1Kj7++GNUKhVMTU2hu7tbIACr1YrGxkZEIhGhys3NzQm2fHBwgOnpaZycnGB3d1fU\nrPSsWV1dlSP0xYsXcfnyZWxvb8smKrJMKLmPRqPo6OhAS0uLJLX19XURdvEYzZNXPp/Ho0ePvvIh\n63e/+91RFkHaLyv9w3d3dyXZEYIhzKfExOkeCOAML5xzCnqN7+/vy/3DlXP8udJ2loZdZMQQOyYk\nRFy7WCzKwnB2qF/GmzkHoBKVytmGhgaYTCb5XTw1GAwG6U5p9sX3aDAYBAdXqo8pqOLr8zpxRR9p\niWzSyJHn7+AJhqcopSUEAPlsLHqkq5JtQ0aQUmDEwTAhVBYU2mjQHZQFoqqqSiAZqlZ5kmHCpuqX\nQ1hSP6kEpl89Xx84hZ8+/PDDl5tF85d/+Zejm5ub0Gq1iMfjaGhoQDAYxPHxsWx5TyaTsumIN6fL\n5RLFJZO02+0Wv4e+vj6hBHJLkUajQSwWQ39/P6LRqPBkGxoaxACov78fs7OzePvtt8UBMZlM4v79\n+3j27JlI6fP5PFZXV1EoFMQmQa/XY2FhAd3d3dIJZzIZLCwsYG1tDQ8fPoTH44HBYMDFixdx584d\nBINB2ejEbocY5OHhoXiQVFWdbrBiMuSDo9frMTc3h729PfT19cHhcIhXfXV1NbLZrDAbPB4P6uvr\nsby8jK997Wuora3Fa6+9hvv376O3t1fEUlVVVRgeHhYc32q1orm5GeFwGK+++qrQE/1+P548eQKP\nx4NcLgeHw4FgMIhCoSAKVd7YOp1OHC4HBwfFzIny/XK5LF7hy8vLIggxGo2Ym5tDV1cX6uvr0dfX\nh3w+j2QyCZPJhJmZGQwMDCCXy8k98vDhQ7S2tmJ7extmsxl37tz5yhP8e++9N8qunfQ/whUcVJJS\nyGvU2NgoKkwuGldayQIQKwkOC1mUmeDZHW5ubgquS9ofl6GTvUTFZiaTweHhoeghKJLjPtdSqSSC\nKtL7aNm7u7uL3d1duVcJLVH7wW6TpwQ2IywGLDwsOOxMOacg1sxir1wIz2LAZoZwCi2ZqcYmHq/R\nnNopkxZMCqNWq5UGUmmsRmiQ8BmpxUq2TKFQkO6eTQa7drJplP+/s7MDANIgseBoNBphEeVyOfHT\ncjqd0gDwZywuBoMBv/nNb17uBP+DH/xglHQ2mnDxQu3s7MgeU5fLhcPDQwQCAWxsbMBut2N+fh4H\nBwfo6urC3NwcHA6HGBtNTU3Jv8nn83j69Km4wj179gxGoxHd3d3Y3d2VRdZut1uc4La3tzE1NYV4\nPC5QgMlkgsPhwNraGgYHB+HxeJBKpeD1eoWO2N3dLSwPn88nCz0MBoNw/GkGtr6+Lt1vIpGQhdit\nra3QaDTyvguFAn7729/i+PgYS0tLePjwIbLZLCKRCI6OjkRM5ff7cfv2bVitVoyPj6O1tRWJRAKZ\nTAaBQAB3796F0+mEx+NBMBjE4eEhPvnkEzQ1NQkUxaOm0+lETU0NvF6vUE5HRkbEFbO6uhqxWAxX\nr15FuVzG06dPxZeGpyGbzYZYLIaTkxMMDw9Dq9XC4XAgk8nA4/HA5/MhkUiINwjFJc3NzZK4rFYr\ngsGgLA3nUDYYDCKVSsHn86GqqgrNzc1ob2+ihvXPAAAaD0lEQVSHXq/H9evXsbm5SRUr7t+//0IS\nPNkZHPxz0GowGARaYaFm9044ZXt7WyAaZQettJXliYBQG7UWyg1KTCJkgZAKSEYMB5MApNNmx0nc\nmgIdYtu0NWanrBy0Hh0dCTGAnb3SdAuA+OUUCgURVG1ubmJ9fV1oi+zi8/m8MGvotaMUACmVv3a7\nXZoh7o0gDMJhps1mEx0BITPaM3PGcXJyuhiHJwqNRiPiMsJVSoUtxWk8SXB+wOtD2FKjObXXJqav\nNBMjts8ipLy+dBzlABmA0E9/9atfvdwJ/q/+6q9Gj46O0NTUJBucuEiYPO2VlRUsLi6ivb1dcGbK\n5X/5y1/C4/HA6XRKZY1EIrh69Sqi0aj4f3BBNgU/5XIZ4XAYJpMJuVwONTU1Ilzi0BU4PQ6ur6+j\np6dHhk/Xr19HPB7H/Py84IfFYhEXLlwQSiYHKtXV1ejs7ER1dTV2d3fhdDolgVosFhmKtre34+Tk\nBG1tbXjw4MEZDnE+nxelXS6XkyHi3t6euGh+9tln+Od//mdcu3YN6XQaw8PDMhjr7+8XxR65ubOz\ns7h//z5qa2vh9/tRLBaRyWTEk9/n82F1dRVra2uYm5sTn5iRkRG43W4pvltbW6hUKvD5fPD5fNKN\nLCwsCCTQ2dmJhYUFtLa2SqdYVVWFVCqFaDQKt9stySqXy6GnpweZTAY3btxAMpmUIVVbW5sMnZqa\nmrC8vCx4fzabhdlslkH6+vq6sDI+/vjjrzzBf+973xvlA69MsmSxKBMekw+9kvb29mRbFvAFA4YJ\niGyKLydYFkAAZxwWqRbV60+3jjH50graYrEIBZHdNZk0VHWSj04mEKEWMtuYoIAvlkPX1NSIAIj0\nS8I7HEAzSRMOUToklkolZDIZbGxsyImN/1aJsbM4KosbV24qbROoRWDnT2VqpVIRMgELgpJ+CXyx\nQhCADMMrlYrw2Jn8WRxJ2wTObq4i9k7qK39PQ0ODnFAIKxE2I5Sj9O3R6U73CPziF794uRP8G2+8\nMWo2m4XiSAOvQCAAADJgsdvtiMViaGtrw8nJCVKplPCgKbdvaGgQiIGGXsfHx3jvvfcQDodlITZF\nO9PT07Lajqyb2dlZweFo20o8d2pqCvl8Ho8fP0ZPT4+YN73zzjvIZDL45je/KZ1Je3s71tbWxDuH\n25D4un6/H5OTk9BqtdIZZzIZ+Hw+OBwO8Z7Z29uD1+uV4azFYsH09DRcLhcuXLggN31jYyOGhoZg\nNBpRV1eHmZkZ1NbWypBGp9Phzp07GB4exoMHD+ByuYSbzlkCuxc6bTY3N4uMWmlelUgksLCwIFL1\nsbExnJycIJPJSCEuFAooFosyDOYKPVL86AdvsVhgNptFFg+cdm35fB5zc3PI5XJYWVkRBsXS0pIY\nmZGV8/rrr8uaxmKxiM8//xzBYFAWKH/yySdfeYJ/++23Rwmv0EKXHTU9v8nK4JCNQ3w2JUw0hLCY\nRPhMuN1u6fLJhScvnsmFiZtdNKX/hC0KhYI4OxIG4g5Qdu0cIrLb5z2u5OXX1dX9P8ZgDQ0N0Gg0\nZ5wimchZLEgV5PyEhYj+PACkeJlMJuzv7yOdTsuQkwmPn5edP2GVo6Mj6eZ53ZQFl1bHxWLxTPEi\nBZWMHvr/KE3F6A3P70epeCWExj9TLiLhEm7+bl4/EjyoIFaye8hu4h4EsqT+kA7+hdAkP/744xNi\nc6z2vDGImycSCTHcIifVYrEgn88Lz9vn82FsbEzMqN58802BN6xWK46OjuBwOMSUivxqfrE0KRsa\nGsLKyop0s3V1dXj69CkymQyGhobkQWPnzYUbOzs7mJ6exsjICA4PDzE5OQm/349EIoG6ujr09PQI\nvSuXy8kXRJ9o+pY8e/ZMcPeDgwP87ne/Q1tbG/L5vFCsWlpa0NvbiydPngjvnYpX2uWura2hqakJ\nmUxG8HKj0YhQKITp6WnBWzncIk0ylUoBgOgOyEzSaE4N1tLpNGw2G3Z3d7GysiIe76FQSJY422w2\noWbytPX+++/jhz/8IWZmZrC3t4fm5uYzhZQufe3t7ZidnUXgf102w+Gw6BPI/OCGqVAoJLtqqT+Y\nmZmR/aW3bt2CyWTCe++995Xf2//yL/9ywqM4O2x2bUwQAGTROjFYpbyfXum5XO4M3LK5uYnq6mpY\nLBahitIzhsQADhS1Wq34lFNMBUCERpubm3C5XJJ0eX8qvfUJlXFQSS8XUj85TFdSbDkkZBfPZEZn\nRRqrARA4iDbXFPkQPgEgp1hqJZqamqTpIKvF7XYjn88L24U4OLdV8TpRrUs2DhshnrhisZgwijQa\nzZm9xBRy8Xviz5hT6JlDNg9dJ1nYqXzn9QAg116pPiZcx5MP5yLpdBpVVVXweDzQ6XT467/+69/7\n3n4hHXwoFBol7ltdXY3l5WWk02mkUikUi0X5ora3t7G8vIzj42M0NjZiZ2cHVqsVT58+hcPhQCwW\ng15/ukj3tddek44CgAwZJycnxbvF4XCgp6cH5XJZREhzc3Py8On1enEppPMjp/3t7e3C5c7lchge\nHhbl59bWFsLhMEZGRsRgrKenBwcHByiVSujr68Pm5qaYirHwsJM+d+4cZmdncfXqVSwuLuLGjRvQ\narUIhUKyiNpoNMoAl/9rbGwUnDIQCCAcDotFA30zmPja29sxOTmJnp4ewa/j8bgIkKamppBMJoW7\nq9VqcfPmTVQqFayvr4sOYGZmRjYKkaZItaTdbke5XEY2m4Xb7UYymRQzOZrDccZQqVTQ3d0tLKrp\n6WmhotrtdgSDQTlNAKfY69DQkBx5q6urMTMzg1AoJOwkwmJPnz7F559//pV38N/5zndG2ahwDsQH\nnrQ7YvBKF0VlV8tumMmU0Ae7T+WyDSYzJgcuHPnyUgkmJgBnThVKRSs5806nU4aX/HPgC7dEpWcO\nh8mEmVgEOF9Rvk8l1k3cXskr5xyCtFuyT5gkucCaCZbvjwNKUkOZHJUGaXt7e4Kf7+7uolwuy3Uq\nFosCz25ubkqXztNNoVAQmwIWYXLVAch1Jc9eyZpiAv+yspfzBBY5+g/xuvA1+d8skrR6+PWvf/1y\nQzQ//OEPR2lbazQaJfnRupTOgF6vV7zUuWjDZrMBOFXgBYNBRKNRAMDPf/5zkcLzYcpms3j11VeR\nTqdFsJFKpbC3tycWt42NjSL+WF1dRWtrqyw9oHFQJBLB3t6eKFHb2tqQTqcxPj6Ot956S1acLS4u\nYmNjA93d3bKzdHl5WTrmtbU1WK1Wkatns1nZ5EQeO60Stre3EYlE4PF4kM1msbu7K6ZjHo8HAGQY\nMzU1hcbGRrjdbqF6xWIxuN1u2f2Zy+UwODiIUqkkg2oWzGw2i9dffx2BQEDcMOmvTjoXCwa7KpPJ\nJGZWTDBcZOL3++Xvtbe3iyfI4uKiYL/sflZWVmAwGMRBc2lpSSwdnj59KphxPB5HIpHA8+fPUalU\nsLGxgb6+PkxMTAizhAkxHA7j2bNnX3mCv3nz5mg2m0U6nZZF6/Q3p1qVnR/teilaUtIXS6US0um0\niI2SyeQZBSZl/EpVt16vl4YknU4Ltk2ZO6EVUkoBCF2TiZzeM+VyWTprLq7gMFdZiCiA4oyMJxfu\nKQa+oDwqjcVIPWTnSqEcixiTMRM4cWrea4T8AJwxKgMgoitCiYSbWMQ452Pyp5kYqYlKzxoyx/g5\nlINvzlm4iYqDaHboTMws1EqXSxYs0l55euHPOesgdKc8EVQqFfzHf/zHy53gOzo6RgcHB/EP//AP\n0Ov1cLvdstEoHo+LD7jRaMTExAQeP36McrmMjY0NeYinp6cxNTWFrq4uJBIJNDc3Q6vVore3V2hi\nW1tbiEQi2N7extbWFpqbm2EwGLCxsYGuri5ZtEHP+VAoBL/fj6WlJSQSCdy8eVMMxPx+vxh3tbS0\nIBgM4tKlS/j3f/93wQm5HzObzWJ2dlYWFJPXTWvVvb09JBIJVCoVDA0NYWNjA+VyGc+fP4fb7cbm\n5ibW1tZk44tOp0MwGJRj9aNHj6DRaNDf349YLIbOzk5UVZ0u2OZn5CIOesW3t7cLlYsOlX6/H21t\nbQAg25i4yINmZ8+fP0d/f7/QtchKstvt0Gg0MgRlp2YwGJBKpUSS39raitXVVcRiMWg0Gnz22WfY\n29tDS0uLJOaZmRmYzWZ88MEHcDqdeOONN/Db3/4WXq/3zDDN5XLJiYAKxoaGBiwuLoo3UUtLCwqF\nwgvhwY+MjIyenJwgm80Kw4Oyd3aWfJC5vJ3HcHbDu7u7yOfzklCY8GgzQFtndqbr6+sioNrY2EA2\nmxW1NYffPBUwodlsNhiNRkmYNP0iNKJcnAF84aFC2ImDR0ISZHzQhkDJWWdXzwEsO2g2IrW1tXC5\nXGdgHaVHPQsI50zKLVMUU5FlRTtm2n6zuLBDVjpBsnAoX9flcsHlcskAnKIv6j4IKfNnhIGZ8FkE\nSec8ODgQAzQmbaIMymE8TwZ0BiUNkzAyTy2Eez799NOXO8HfuHFjtFwu4+tf/zrK5bJ4fkejUdy8\neROBQAAOh0O8yQOBAIrFIrq6uvDs2TMx6OF+y9bWVqni9IopFAqSDHK5HBKJhCy7SKVS+PDDDyUB\n0mPCYDAgGo0iHo+ju7tbLFTD4TCOj4/R2dkpbBDy3GmtQDimUqmIZwcHatvb2zJboLx5aGhIOoRK\npYLnz5/D6/Wiu7sblUoFHR0d4rSYy+Vk2QX95wOBAD755BNRepI2GQ6HodfrceHChTPUt8PDQ6yu\nrsLtdmNrawuDg4PC0Y1EItja2pL9p9XV1djY2MD169fl2L69vS1DKKPRiHA4jPb2dkxPT8uN6fF4\n4Pf7EQgEBI+trq6Gz+fD2toaAoGADLNaW1tx9+5dHBwcIBQK4f3338fIyAgKhYJYSGg0Gjx//hzZ\nbBZerxcnJyfS2c7MzMj6P9JVh4eHkU6n6Wn0lSf4N954Y5QqafKymdyZiMh1V2LaPNUR2mEyIEXO\nYDCICjOdTuPg4HRhNYsukyvphkxMFEUpZe9kaHCFIu0FlENLnmiVMzIyd4jrAxDzPiZ+Jn+eCpjo\nqBA1m80ygFS6PpLzzs5dCVXw95JpQm49k6JOp5NrqWSsaDQa2btMZpFS+k92E08AZCDxmSTbh8n1\ny2ZnvGZ8pjn45eegBoFiN+WfKb2SlNz77e1tYeix6Cg7fyqP/xD48YUk+O9///ujGo0GFy5cQLlc\nRkdHB65evYqdnR1xgOT2JnpFGAwGPHv2TLB1mmJRzcpEyuSk5Pb29vZiaGhI/ClI8aqpqRHLYfLn\naVYWDAYxOzuLgYEB5PN5zM/PIx6Pi09HqVQSl8qxsTGx3LVarXj06BEuXryIS5cuCTOFzBwu9l1d\nXUWxWBQnyRs3bkCv1yMUCmFmZgZdXV04f/480um0eNqwQ+HaPYfDAZ/PJ4ZtNTU1MJlMAkmRp24w\nGBAIBDA5OYlLly6JoGxtbU0gr5GRETldtLW1SfdBuIAPCweEvb29Is7Z29tDIBCQ/37//ffhdrux\nuroKl8slC8N9Ph8sFgu2trbkerEDJDtEq9VieXkZoVAINTU1uH79Og4ODqS4EiJbXFyE2+2G0WiU\nrvbXv/41pqenEQwGXwgG/+67746SS200GoUhQv92JiTlIJLdrhJ3Jw0PgEBpHKaSP03xkM1mg91u\nl9cm9KNUpjLBmM1m2dZE2IAsDVIMiQ8zwZG5wt+v1+tlY9nR0ZE8Z5yL0DCMPHeKjJi0iSWbTCaB\nTTho5GvRHZOnFkK5LCKEbLgXlQmdkA8pi8DpQNtutwsOrtPppPE6Pj71gSc8pKR6km7JWQVhwVwu\nd4bNQ9tjk8l05sRARgxZRDwtAV9sqSLN1Gg0ykwGwJllJxqNRjz+WQju3r37cif4b3/726NNTU2Y\nmJjA+fPnkclk8OzZM2xsbGB9fR0dHR2iFNvZ2UFXV5d8kezkeBFbW1ulk3v11VfhdrsxNzeHYrGI\nDz/8UGyEadLEVXlms/mM89vU1BQGBwfFfndyclKsSMvlMtrb22UolEqlsLa2dmZJdTwex8nJCZ4/\nfw6Hw4HPPvtMxFPZbBYAZLMTV/RpNBqEw2FZ3caNPBqNBhsbG4hEImhvb0c6nUZLS4vYonJFIB92\n+us8fvwYJpMJ8XhcDNL29vZEONLV1YVIJCJeKN3d3YhGo3jllVfwwQcf4Ny5c3JUpOd1dXU1zGYz\nXnvtNcHS5+fnMT09LXJ4j8eDjY0NHB+fWiFfunQJPp9PoB1yrLPZLKampkQkFo/HsbGxAYPBgL6+\nPhwcnO5e9Xg8MrhTYvs7OzsIhUJYWlpCb28vrFYrlpeXMTw8jEQigY6ODnznO99BPB5/IUKnd955\nZ5RHcp5eSOvkYG5/f1/mQMAp15rJVsl7p0sku0fgtINLpVLY398X3xvuISA0wERHQY6yyyQ8xATP\nDpUwEOcdVMly/sLCQmiJgqpcLnfGglhZUEqlktAISZ8lM4QFjp0pCwOvBa8LX0s5QAUgswa+J+AL\nCwW+F1oFs/DxM5OGSTUrgDOir3w+L8wnctb5/XAmR8Gasnvn7ELZzXOoy6JCsohyDsFTA4fVJHvw\nOpBFVlNTg6amJhiNxpffquCnP/3p6NTUlODDXKhBS1vS+dLpNB4+fIhyuYy5uTmpiPl8HvX19Vhc\nXERXVxfGxsZQLBbx6aefIvK/O0ofP36MH/3oRzLou3fvnmBb3d3dWF1dRS6Xw8bGBoaGhnB4eCgL\nqCkooBjHZrNhdXUVgUAA1dXVmJ+fh9/vR0tLC6LRqOxeJQbOL61QKECv18NoNJ45iSQSCTnWfv75\n5+jt7RWsrre3F5VKRfa/Pnr0SGhgMzMz8Hq9go0zmTc3NyOVSiGfz4u83+/3C1zEbi8cDsPj8QiV\nkpxdesOEw2GkUimRxhP6KpVKePToEWKxmFg80ImQohR6vhOT5HumaKy1tRVOpxN+vx/xeBydnZ1o\nb2+Hx+ORlXPr6+twOByCCbvdbiwtLcnAzG634/bt29DrTxd8ZzIZUQnq9XqEw2Ekk0nk83k8efLk\nK0/w3/rWt0aVCsgvJ0R+xxzocYBGHxNCCfz7ZG5wSMoEyYGbcnjKgSIHt8Sn2e0zIbKTZCJSDhHZ\n9XJoS+xYuXJOKbJicVBCI2TEsNsulUryOZQGdlSoApBiwv/mSZr2HUoBkEZzajVMF8fa2lqxgeAi\na6pv2YHz2rHDpmskEzQAufbs0Jl0mbw53GVhIO7P16WKlfeq0k6YVgrKZE26tJKFxLmC0lGSTQIF\nXbW1tS+/VUFfX98oOcyc6FssFnzzm9/E/fv35cjCI3oymcTQ0BB8Ph+KxaLcyDxK1dfX4/r169Ll\n1tTUYHh4GAsLC1haWkIwGITT6YTVaoXf70ckEkEoFMK5c+dgNBqFR14sFnH9+nVsbW3BYrFgamoK\nHR0d2N7exubmpuCLPT09MJlMKBQKcLlc2Nz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "roll2d = lambda f,i,j: roll(roll(f,i,axis=0),j,axis=1)\n", "def filt_moy(f,k):\n", " n = f.shape[0];\n", " g = zeros((n,n));\n", " for i in arange(-k,k+1):\n", " for j in arange(-k,k+1):\n", " g = g + roll2d(f,i,j);\n", " return g/( (2*k+1)**2 );\n", "imageplot(clamp(f), 'Image bruitée', [1, 2, 1])\n", "imageplot(clamp(filt_moy(f, 1)), 'Image moyennée', [1, 2, 2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tout le bruit n'a pas été enlevé par cette opération. Afin d'enlever plus\n", "de bruit, on peut moyenner plus de valeurs autour de chaque pixel.\n", "La figure suivante montre le résultat obtenu en moyennant de plus en plus\n", "de valeurs." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Bdhac1Ok0ZBbY7eb4vql8cFGJ4uoQDbUvm+uv9oarHTTAfn87MXcaCaarNFQ0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\nMmllW4VCQcPDw8aJXFhY0PT0tK5fv67JyUnl83nzODFEdNKu1+u6f/+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TU0ZFKpVK1pQD\nupB0NJuE8jay4DQjoMII3HJnZ8emYk5NTVkygJCH1ld4lBh2DCq7+fb2ttE5qDcne7+7u6s7d+7o\nxo0bunPnji0Cvtd3/i6VShobG7MQDJoSYWOz2bQeAeCxhG6SHtvO/H6SVCplm/rGxoY1hMnn8zaW\ngtAYyMhX3PhO8aOjo0bloRlHo9HQ5uam+v2+zp8/b1VikMIlGdSEEfHEdWAljA2JFm8ooQWh64Tm\nGGFwWF8ZhNHE6PvWeegVLAFf8ru1tWV9IjzOz8ZSr9dtbMzU1FSoh2e73TZIjPP11wUOKunJMZzQ\nKehiDWBMjTrYCFgMYTCKJMkaYWSzWT399NNaX1/XrVu3dPPmTSObnzlzxmp7Cfu5qdT0siMSYheL\nRdvx8fBoGkxom8/n1W63Q3QfAHMMX7VatV2WktBUKmUKSGUGLePu3LljbABJhqdOTU1paWnJjoun\nOzU1Fdrl+/2+EeLhn7bbbaucACuTZOwD4IRWqzXox3kCAlukWq1a1rtYLBrpGyqdJ5iTCQavI4nE\nM5JkHdPB8fP5vIXTRErQnzBe4OGSLESXFMIF/WgPSebBSbKoCENJth1WC9AWmCxGGWPNewjdgR9S\nqZR1N6J5cqfTUTqdtsIWzmFtbc0KOKrVqsEFrCs8ab7PZ9E9d/RxyKkYTrwexjWQ2Y6OSIW/ODY2\nprW1NdvhXnrpJaVSKZVKJd24cUOf+cxnrE3c/Py8XnnlFf3gD/6grl+/biMxtre3ValUdOfOHUtG\nMdsHb5YdTJLOnTtnxGQAayhO9Xrd3osnyw7NQoDvBuSAAQMfYqdn4Fwul1O1WrUuS1/+8pf1zjvv\naGJiwubLz87OanR01MBywqS33nrLiMytVkvlclmLh4PZaLMFpky41mw2rVKr2+1alnUg712AlGZm\nZixJAn8RHjBVXxhGjJsfm9tqtXTnzh0b1kY0trCwoGeffVaNRkO1Ws26oQPFUPCRyWSsD6d0RBRP\np9PWGwGGhp995LPovq5eUqijPRgmmzxQlySLqIaHh+2aPP7ZbDb1zW9+U9PT09bQnJJfz/vE22WO\nOh4kPSdwsDwzhA0BJgPwxBPjcWIcqQ2nvT9NTHmI0tF4XPiYPAgSJK+88kqIOEvde6/X08zMjDUr\nzufzSiaTeu6557S6umpAOF5vq9UymhBVSSSfpIC078nG7NjdbteMNl4AA9vY3WEHgC9BYcpmsyoU\nCub5raysGBUDLxZOpu8Gz4Au8Bt+XnnlFV2+fNkWzMjIiBnd0dFROxbwQ7PZNGOfSCT0u7/7u6eh\nDk+MEHr7jZbQE6+NkBWvCq+IRCS13Qxji8fjNnxvfn7eqDtMukylUqZH9XrdEoAkTghtvRcGlAW1\nrdPpaGdnJ4TNU86MgSbsjXIkCY3BTYG4gJ/i8bglYmGQkCmHnE91XblctnuEUU4kEjp79qyeffZZ\nKwQA5uB8oFH5DkpAFWNjYyoWi7py5cqJPutTKVD+7Gc/26/VaqYo7HJTU1O2sFutliYnJ23XGB8f\nV7PZVK1W04ULFyxzzG6DgkIIpuUanddRZowjpY38Wy6XLctZqVSsBBMv4NatW6bkNETAuK+urlo1\nEwOpaKaAkk1NTVkYDdcTuCAWi+mdd95Rs9nU9PS07ZIo4ObmprLZrCYmJuz/GGOSTOfPn1c8Hle1\nWtXt27eVSCTMmwC3ymazFrIDeTB/ptls6q/+1b86KFh/BPnMZz7Tx0B6+hxGAJK6HzQIa4OwHTgI\n7BCKDYaWHgpksvFy2czxWNmASSQyyoUNmTLG7e1tcy7ASzGOrDcy4uglv7P+4FYDS3FteH44FkRf\nuVzOeie0223LB9BTF8GLnp+fN2728vJyqF7ee8jRpCz0qnw+r5//+Z8/Ud0+tbnquPeTk5O2G9OB\nmjnlm5ubSqfTRj2QAs8Pg0RtOR1h2LnJLGcyGTN0KNvBwYF1nsF7xAOcmJjQ8vKyVTUQXu/s7JiB\nwqhSCz41NaWFhQXzIBnhQfibzWa1sbGhubk5JZNJZTIZbW1tWfiBwr/00ksh7wS6B3SRTqdju/ML\nL7xgCoP3gYEuFouG08L5JKQpFosGJezs7IQwMl9vPJD3JtxneJR4eegjnFl0H6NHs1+SHJ1OJzTp\nlU0aQ+O5y/QowJPkePAsgYmYHECXLELxQqFgcBPn2mg0DI+ndJMSZwpOgHuGhoZCSR9vYOnatLCw\nYAab0mTCd/SY74cqBU2OTWNoaEj5fF4f+MAHDM/0FX++yIPkGh7/45BTa2TMw6C/JRcLZSOXy4X6\nBy4tLVkoBPjN79euXdPExISVXZbLZT333HO247GLNZtN5fN5raysSJJlvwuFgsrlst5++21LIk1M\nTJghO3/+vHVJmp+fVzKZ1L1797S/v2+hNo0yaNqRSCRULBYNPuh2u9YVPp/PWyjErtntdpXP57W2\ntmZJsnK5bBUfLJZ+v6+NjQ3jY1J/7md1t9ttra+vm/eaSqVs+mWz2bRu82Cxvpx0IO9dSFqQkABS\nIXTE0ydxg15CdifRh64QbeEUEDXQ3IbJATxPNlfWBolPQm7wVKqSRkZGNDExYd+bTqfNWEkyo0um\nvlwu29+984PDQkUbBSXeIEoyJ4DfKcskSw7GCjf07NmzBqfhIUuy3AGbPVl/8iKUmvp7cNJyKobT\nJ1OgCOVyuVANNzsXyRDCDLwoTxhHsSCpgw3t7Oyo3+9bORd0HHYmPC28te3tbRUKBauZXV1dtbCe\n5hyE2dVqVfv7+7p165YZMOrr2bkxttCR8vm8Gf9arWYjXycmJmwwHa3GuJZUKmW4EAsOD2R0dFSZ\nTMZK02AgjI6O2swjzmV6eto6STEx0Y8wGLSVe3Txc9QxAGSjk8mkVW/hDaK3eP2eOkQ04Pty+hZ1\ndN8itMcAMfYaD5AIDGeFfpv1et0SLSRUKNcFKovyJCniIBoiU44RBgJgyBprCyPmmQC+bLPX69no\nbUkWmeFwSEfcaM4VL5SEF7BEr9ez78GxehxUu1MxnADaQ0NDWl9ftzk7Ozs71iSh2WzqypUrarVa\nev755xWLBQ2J2b0AtaFslMtlq344c+aMrl27png8rrt371qIMDExYfjg9PS0FhYWdP36dQ0NDVk3\n+lQqZSVwNCUAS4TuQdMFki+dTtDubm9vT9/4xjd08eJFnTlzxhYKuzPGGs4a18PfqfrIZDKanp5W\nLBazJABYMEB9sVi0zYBGzSwYaCP0hZydnVW32zVjKclanzWbTas6Gsijia81B5uExuYN0Pb2trrd\nrmZnZy0kpSMXYSweqE/MxGIxlctly6p3u13TMYw0tB4y+iQlwQQlmYfpMU+qi3w+AKoRSVF6RVBp\n5D1KDCJVaOggCSk2dZJg/O3g4MD4r0BwOBfguSSOgcvoLcH14lHmcjkL9WOxmK3bJ2Y8sCTjIvom\nGDMzM5JkHLAXXnjBdpByuWw3jxsJHWhra0v5fD7UpYUxqozP8PWvUgCyb2xsmDfb7wcNYsFMSJrA\n16RDE/gRoS7NZ6mRJ8FEX8zR0VE1m03Nzs4aoZ+yTXbpSqWiubk5FYvFUL/E1dVV9Xo9TUxMmNeA\nkSyXy6GyMt+sgx8I89y7SqWibrdrVRtra2s2L/5xjBd4PwoGEmOGp4jRBMKRjuaLAynhPZENx/DA\nJMHLYxP1/VXxEIlMfC03oTl/wzOGpgNFDq8TpgWbPo4Culur1dTv942B0u12zchxPXyOrvKpVMqM\nPWuMSAdYDgwf3NO3iaN02ReseGofNgPIAkPNxnLSciqGkxv0zjvvSAoyu+l02qhEhK2MHaCMkhCe\nrB2cShQOfJNwCUCZ8JQxo/DcANg9uA7/bmRkRNPT0+r3+5qdnVW73Va73Va5XNbs7KwpCll4PsME\nzYmJCetWLwXKSUhOOd3+fjDXmhBpaCiYfri0tKTJyUmtrq6aMZdk3uLExIQ2NjZsFrck44B6gnI8\nHlc+n7eRCXiptLybm5uzUcSDevVHF6p7CM0JawklMWIkCpkpJMloSGzQYIfZbFaSrCkOxpEsMt8R\nHQ+BHoNTYlyZIOkrb2gMg9Hy2XwSWHwGOIAEEecO/QnDS5ILylE+nzccslqtWr6h3+9rfX3dSkrx\nFHFIpKPxHrRIBPNnDeFVch5+I/Dsl5OUU5s5tLW1pWKxqHw+r/X1dQs7INjiKYJl7O/va3d3V/V6\nXfPz8yqVSoaf0HCD37lZUB8wMChTJpOxmeWEQuBHKA1eAplJqnSYvLe9va1kMmlzn8FnYrGYpqen\nNTY2psnJSS0vL5uyjowEM97ZsZlzTThEaWcul1M2m9XZs2d1/vx5SwJQJgpNw/MyMZbNZtNq0rkG\nPO7NzU1rjptKpawfIt7AQB5NarVayNvEiGAIWeRg9NVq1TZrcH/aF/JesE+OQ6MNPMdYLOjGlc1m\nQw01PEMDp0A64mGC9bOG4E9iwDxOybGkwGOm0MI3Oo428gbSYlPG+2OdjYyMaHx8PESjwtnxSSPP\nf+bYeKIk4mhcQtcwNinkcfRhOLXKoRdffNF2XUi+e3t7VtQP35HSQMi+4+PjNmQNsBpC79bWlubn\n57W2tmYNFMgawuvMZrOWeCmVShbiQ2fw5Yk+3AF/kmTgfbvdVqVSUSqVMp4mGUWSAc8++6yq1aph\nM3wndCg4e+fPn1e5XNbc3JyFOmfOnDFPAtLw+Pi46vW6fX86nTamAJsABhYKClQWeKNLS0tGDK7V\najbBcyCPJkQ2vq0g5by+jhuvDc9UkhVO8HfPw4Tf2+l0rHOY74dJBAeWhwHCmGGYfT06uCmYJqR8\nQnhw9WQyaeXHeLcYSKAfJrx6Qw1OShKIxBR8TiIlEj14or1ez5wfuKe+Dh5eNv/HqEoUsk6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7DwCSzY7/Le097b2xt4nCcgHgfk/1LYmPrIJephRhMqPiz3mzjv9fiedwYQb7yjkFI0tI7CBR5S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\nNpVKRa1WK9L8r5HO/N2MIEHxzXWN0vpgM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "klist = [1, 2, 3, 4]\n", "for i in arange(0,len(klist)):\n", " k = klist[i]\n", " f1 = filt_moy(f,k)\n", " imageplot(clamp(f1), 'Moyenne de ' + str((2*k+1)**2) + ' pixels', [2, 2, i+1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Le moyennage des pixels est très efficace pour enlever le bruit dans les\n", "images, malheureusement il détruit également une grande partie de\n", "l'information de l'image. on peut en effet s'appercevoir que les images\n", "obtenues par moyennage sont [floues](http://fr.wikipedia.org/wiki/Flou,_nettet%C3%A9_et_contraste). Ceci est en particulier visible près\n", "des contours, qui ne sont pas nets." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Enlever le bruit par médiane" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Afin de réduire ce flou, il faut remplacer le moyennage par une opération\n", "un peu plus complexe, que l'on nomme [mediane](http://fr.wikipedia.org/wiki/M%C3%A9diane).\n", "\n", "\n", "Etant donné la valeur $a$ d'un pixel, et les valeurs\n", "$b,c,d,e,f,g,h,i$, on commence par les classer\n", "par [croissant](http://fr.wikipedia.org/wiki/Ordre_croissant ordre).\n", "\n", "\n", "Dans l'exemple du voisinage de 9 pixels utilisé à la section précédente,\n", "on obtient les 9 valeurs classées\n", "$$ 47,54,79,153,166,189,190,192,203. $$\n", "La médiane des neuf valeurs $a,b,c,d,e,f,g,h,i$\n", "est la $5^\\text{e}$ valeur de ce classement (c'est-à-dire la\n", "valeur centrale de ce classement).\n", "\n", "\n", "Dans notre cas, la médiane est donc 166. Notez que ce nombre est en général\n", "différent de la moyenne, qui vaut, pour notre exemple 141,4.\n", "\n", "\n", "La figure ci-dessous compare le débruitage obtenu en effectuant la\n", "moyenne et la médiane de 9 pixels voisins." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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W4+mToHhwEj8YY6RvUB8e9fG9lUrFKKt8Pm+JKnhM6gqQhmIMoJZYI6SIREco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\nSlPLILIvl8t2aInyEavCGRwfH9vn4cy8uh2dr2CqHhP3jTC+kMRhAhfu9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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def filt_med(f,k):\n", " n = f.shape[0]\n", " g = zeros((n,n,(2*k+1)**2))\n", " s = 0\n", " for i in arange(-k,k+1):\n", " for j in arange(-k,k+1):\n", " g[:,:,s] = roll2d(f,i,j);\n", " s = s+1\n", " return median(g,axis=2);\n", "imageplot(clamp(filt_moy(f,1)), 'Moyenne de 9 nombres', [1, 2, 1])\n", "imageplot(clamp(filt_med(f,1)), 'Médiane de 9 nombres', [1, 2, 2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Afin d'enlever plus de bruit, il suffit de calculer la médiane sur un\n", "nombre plus grand de pixels voisins, comme montré à la figure suivante." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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hcKBQKKBYLMrooq7rKJVKSCQSUpY3m03pzjNodbtdzM/P45lnnpHywW63S3lL\nCk84HEa/3xfOKEsKZnDMCjY2NgSXZUkRiUQAGNjXxsaG0EOuX7+OUqmEWq2GZ555Rj4Pm1W5XA75\nfB7FYlEmkxi4NzY2JPhzbr5QKIgzEfC3Wq1Ip9N46623Pmo3+NhZvV4XbQD6ts/nQyQSkQVMxeiY\nPZLrGAgEpIkIAKFQSBqQrJw43RUMBoWvyKqCsm26rou4CisXYt4Mzjz+pUuXhK/IUp+QD42lNPm8\n1FTgs6lO9TBJULFYfk72ETiCTEx+eXlZMmU2cVXKnNosajQaAhfw/Zkw8PUUFul0Otja2sLFixf3\n7B7vS4apzl63221xJmZobGoAEPBanXwgF4ujYiT1qvOsxIzYkSS2QwK6y+USzU2uTCoVgSutxWLB\nyZMnkUqlkM1mJeslMM5MkfJpPO9ms4lEIiGjiwSniUcCo/PBlH3zer0ioNHr9RCNRvGtb30L9913\nHzRNw5133omtrS1kMhmBIZLJpEwSEScjsZmlEp2L2Y4qC1ar1cbiG3tg5AeTkcGAwMEDakTyYVfV\niiwWywh3U1UOYgBSS1MGKLUsVrFCTnvx+Hx2mLnynPx+PzRNQygUkiyUikHAUIKOfkWdV/qeSp1i\nk5PlPTDKNSX9iRlxuVzG9vY2AoGADHRwOISfgw0xQmR8Phl4Sa9i9k16FK/ZXvv1vgRMPrAkkzud\nTgQCARHT5SpiMplE2Yc0Hr5eVUChpqTX68Xq6iqi0ahQhFiWM3ACQykq8hsBCHhMDIpduZmZGei6\njmKxKKU1m1PkwZXLZaEJcYWcnp6W91fhg4MHDwKAKDJpmoZ0Oi08U+KQvV4P4XAY58+fx2OPPSaL\nQSaTQTgcloYCSfOhUEiwKL/fL6OWpVIJ+XxeSnXOzIfDYVmp77zzTvzgBz/4qN3gY2csQcnhVZV6\n1HJaHQFstVojsmQ0BjsGA/or+Z0s79ngYPDkP2ZaahnNIN7rGYLdbrcb5XIZGxsbIvTCjE1VDOJ8\nNnsNLPkZmIjZ8vz5nDGj5ut4HaiVkEqlMDVlbBPOrjYDLzAUw1HHTPk7voemaSJeU6lUhI7IMVEm\nLHtl+9b0IRYYi8UAQPhq3W4XmUwGPp9PbkAgEJByBxgVK6WzABBJqkKhINMBXIFqtRqA4TzuYDAQ\nqgUAWYV7vZ5ks8za2FThKsuylv+rExkEvnkuFMqg43CkU224EL9hZsgsc3V1FSsrK7j33ntRKpUk\naJJ0z5UwNOA5AAAgAElEQVR+e3tbAPXBYICtrS3J0pk9E+9SS7JSqYSJiQl5AMe2N8YqRIWcgGEG\nyKCmQk7M+GgcLODfMiixmmIZziDKY6nZnTpDTnyTuD2Dk0oWZ2OI2TADlopFOhyOkbFFQlM0atiq\nAh0q55TBfGVlBS6XC/F4HJVKRZ4P9i7YVxgMhiLG6jSUSrtTz0FlIVitVlHm2ivbFwyTK8VgYEiL\nbW9vI51OI5VKYXt7G+FwWBj9rVYLW1tbkpKzjFexEc5vb21tYWNjQwi8bOiwDIpGo7JCcvqGjsAR\nRGaUzEpzuRzsdjtOnTqFr371qwID8DgAhKTu9XolOyXUwJKMYh3k6JXLZWiaJpQkm82GiYkJBAIB\ntNttrKys4MyZM3jiiSfEAagKw4yaWSUhDrXcisVi0hSKx+MjzR5mzNxu48CBA3s6PvazaqroLisF\nciILhcII+Zq4MoMf5c9U/E/XdcHmSqUSKpXKSHCiESLiPWTA4fdqNspEod1uj+w6wIEPUpRU1gQh\nJwZCUtt2k8j5e/oqmSEejwdut1saMj/84Q9RLpdx6NAhaXgSa+WoJYMnkxQ2gZghM4CqY5YARKGI\nvOdAICBJ2V7YvgRMrsCAQTtoNBqyGnNVAyAYELdPYIMiEokIXYE3OBgMwufzYW1tTbAgZrFcwXO5\nnIhZkIhLGhMATE1NyXglYGQGxHg4csaOZa1Wg6ZpQs8hZjg7O4t8Pi+YEIFwNqI0TUOj0RghwwPG\ndFCr1RK60ptvvjlSovH6sNvKZlCtVhsZFSP00O12ZRsNAEJs5oMyGAywvr4uAh1j1fXbN1YcalbH\n7IcJwm4RDo70kQjOf2oXuFqtSlBklkrfUccZ1Q4xj8/AxuyMlRrLbgZGdXKHvwNGp414burnUydx\n1MEIs9ksQZwlta7rKJfL6Ha7mJubG2EL8LMxU2aSw2MBQxYCgyQrTRX6YDLVaDRQqVT2XOd1X0py\n8iOJqwSDQZRKJcm0eGMZyJhZsivN8pp8Qk4MdLtdfPKTnxyZiGFnkfhMpVIR6TgA0jQiIddmsyEQ\nCKBUKqFUKiEejwsV6PHHHx+ZZOBqxzFMi8WCjY0NIecSNuC8ODvpaqePOBMbNPl8Hul0Gg888ADc\nbjfC4TBcLpeozBPInpmZESYBO/LkfHKjt3q9Lhu8BQIB+Xx2u13U4ft9Y8uORx99FE8//fR+uMPH\nxvjgsrJg1s/gp9JduKgxM6MRA1X5t5xgYcUEDAMly2xmWLs1VtX3ZlnMMV8+G4cPH0Yulxuh4bGk\nDQQCEvjVkUxmusxM+TlUOh0A+Z5leLfbxaFDh0Q0mBl4v98XCI3Bnc/9biiKfFKOSBM24LUFINiw\nOke/F7YvGSYdi2B2q9US3iM5hkzFa7WaCKmyw028jTw34naUaSN+wvHLer0uzspOON+LlAjesHq9\njna7jUgkIqs459bvvPNOvPrqqygWi1Jid7tdIQ4DRibHjcxY8jC7UEe/+n1jDyKulqrTr62tIRqN\nyo2mXiedgpMNqiIT9/4hAM7pn0QiIcA8SzJgSIMiZruXMv4/q8ZrSJ4tjf6lZoOcAKL/1mq1kQ4w\nABlzbTabspcV/65YLIqfcyJIXVCJ1TPIABDRF2ZmfL9kMikUNIpNq6O3wFCKjcGP1B/VuHizYcTn\nlO+Xy+UQDocl2WBQJhMAgEwwqQpIfC5UyILBkFuvMKhy0ioQCIgWxV5WT/uSYbJcVQVTuUq43W6Z\nEy+XyyJw4fF4sLm5KTcOMMrUarUqN8bn82FzcxMnTpxAKpVCOBxGqVSSjcP4NS8kRQTW19dx+PBh\nrK2tSZOGIh90GlKZXn/9dSwsLMjUEIMgHYu8Sn5P+IGalYlEAna7HdVqFVtbWyNjmlarFWfPnsXR\no0cRDodRrVZlCogAN2kdKq2CTsEHgNeWpPrp6WkAQC6Xg67rI+Riq9Uq2/SO7faND6daHqtjiQxE\nVOBiZcOgQF9mJcIGBxd/dcKFQYYTYwxM5CGqiuoMZhzrZUKinmcqlUIkEpHAzKqt2+2KhiqzO34u\nh8OBcrks3W8mORw24QKdz+cFRnM4HCMjnEwaGPRV5S1uBcNqTp0y4vmTC61O+vB/wiF7ZfuSYRJo\nZuNG143tEogH8gbsVtBh2ckdGUnE7vV6AuwOBgO5OZybBowsjQGG29WyE59MJnHlyhXJ3DhhQQdk\nyc0u5dramgQ66gd6PB4hpdPUzh1vsKZpkqFy6wq73Y5KpYKvf/3reOqpp+B0OpHJZGSrXV4Pt9s9\nIlXF68ORSjo7R+pYspTLZbRarZEtRymDVygUEA6Hx3qYe2DqRmEq/099aFVMjUGJ+LsqQQgMuZak\nn5EWRJ6xx+ORJgfxO/6cDUlN06BpmgS+3efBwEwclZi/SmlqtVooFosjn4PVCv2NgZxDIBzJ7HQ6\nyOVyKJfLCIVCI/ukc0KHsALPgYsL/1dLclXog/CdChcA78c8d6sn3Y7tS4aZTqfhdDoFu/D7/cjn\n8/D5fLKSFotFhMNhpNNpublTU1Mjaj0ARKldLbuJSXJrXAZNbj/K8puAMVdjs9nYqY/HZNZF8Npm\ns+H06dN4/fXXceTIERnX5PtyL3C/34/V1VWhItVqNSQSCdmcjZ1RCnmYTCa88sorOHDggHQY+QBx\n3JHqNblcTjrj3BmSCw35ZpS2ogbmxsaGlDgmk0kwrEAggPn5eTQaDbz22msfnQN8TI3BY7fAs0pl\nYzAk6VvVY2VQs1qt8Pv9ErhUqgz9XhWoIA4NQEZzVR0BZop8D4oTqw2hUCiEbDaLZrOJeDwOAOLb\nZFUsLCyMiIOQY0wWBpu1wWBQxF3a7TZWV1dx6NAhEashNYqYKt8LgHCt+TuOUxK+oygPMNxwDRjS\npsimsdlsI5sE7pXtS8Dk1rjE3BgUOG7F7vbGxgaAYabGYMPXTUxMCAZHWg8pCcQ6uLpUq1VMTU3J\nys9SfmZmBp1OR8ay1OkMOjDnbK1WKw4dOoRz587B6/WO8EBjsRiazSYCgQCKxaKMpnEcjN09gvpW\nqxXZbBaBQACXL1/GY489JtwzLgx8KIhLkSrC0ofnmclkxAE5VsrrRuk7vu/MzAwymYw8xKurq7h8\n+bKU7WO7dVN3GQWGjQcAUnqSTgQMy3dyKlWNU95f+gQzOnUzMwZat9stU0Sk2qkCM8z8GCz5t5ww\nItXI7/dLWU5zOp2yqwHZHSSuM4tlMsHFoFwuy3PRaDRGpAODweCIZi0D+e5utqomz1HhVqsllD6r\n1Toi58YEiE0ywGhIra2t/fQ3fdSRwHK5LDw1ptgARsDd3dwzYixut1tmopmm9/t9pFIpwYhU9RiK\nWPDmuFwuKdWZxrPjzuYTgW5SFDqdDo4dO4alpSWUy2VxPpbNzWYToVAI4XBYgjPJ4XRcYralUgkr\nKyvY2tqSoE/H5tgYZeIY4C5cuCAlDiECs9lQmA4Gg4IHqYIDVLx2uVxIp9NwuVwiXceHixNIY7t1\nUzvivNeqwDVhEFY4ahmpDmOwaQdARht3G1/XbrclOKnz2+T5ckKHCzBfQ59SSd/E3vP5PJrNJjqd\njpTzfGbJrWT2R78k/qgKfzQaDUxPTwtZnRVevV5HPp8XFSdyJvP5/IgQh1r+q9gvFxWyaqhexgBO\njF7XjX2z9lKtaN/29GGTQxUFyOVysi0mM0euLOl0Wm5+NBrFxMQEtra2ABg3n1tFTE9PY3V1VW6I\nOk9LMJqZJLFJdiJNJpOMiM3OzqJSqWB2dlawT+In9957Ly5evChdR5ZNc3NzWFlZQT6fl7LAZrNh\nbW0NmqaJQAa72l6vF+fPn8eDDz6IUqkk5U6lUsGVK1eklCYwXyqV8Morr8gDQfyz3++jUqkIoO/x\neBCJROSBYuefYgwsW1KpFL773e/i2LFjY7WiPTBObgGQYNlut6WaYQnN7IqYoTqCqFJ4uNmd3W7H\n5OSkYN1qA4TlNsUsALwvwTCZTNKZBiCNT2ahrPacTqc0oNhotVqH+4Hzc5BTqXIeGYyZEW9tbQnn\nmQkKF5Hr168Ljk+4rFgs4q233pLrRO40qYcA5Hx6vZ4sRAz4xEy5GBUKBRlZVvfTul3bt60CWWZw\nAgcYimaomSCJ5clkEk6nU1Y63mQC5cwgGdy4srDrSD4ZU3iuRhTUAIzyg4FnZWUFXq9X/p74Sbdr\nbItLczqdiEQimJiYkIDEkUq+H0sfnj+Jue+99x4ef/xxCXzqlgaFQkHeh91xj8cjO1iqY3DMTFia\ncWUmZunxeBCNRqUrvr6+DgB47733cOrUqREpr7HdujEBYJNPnY1WG5gqxYwPPGGk3ZudqdJpHJ6g\nH7HkZ/ADhuO5u0tcdXqIPsmfqQFlbm4Oly9fFmyce0YBGNmaQp3G4dfqM8iGKxcHvo4Ut3a7LQ1M\n4o1zc3MCK3B6jxiqSlKnrxOXJ4ym7ofF5GGvbV8CJjNKjg+y2cObSIkpdt5Im6DwBVPyubk5+P1+\n6VirQrzsPrIzPRgMZLsKkszZNW61Wkgmk7DZbJidnRWA2mazSdnNQX7e3EceeQTPPPOMjIIVCgWs\nrq4ilUohmUwim82i2+2iVquh3++PTERYLBa88sor0iTiQ8YVOBKJIBgMYmJiYqT8oCNSUR6ASLyp\n3NRAIAC/349qtSqTSqok3PT0NF599VUcPHgQ0WhUrsfYbs9U/DEUCslwBh9cFfphIOX+TvR5UpCY\nTDC7slqt2NzcBGA0IdVxP+oFMICQ4cFA53K54PF4kEgkhIKjjm7Sr6iRCRjwAY9Rr9dRLBYRjUah\n67psPMYskAGTxPPV1VXMzc3J+zD79Pv9SCaTCIVCMk7MxcRut+Pw4cOwWCwyqkkojdeu1+uJXiY/\nt7pQcLuZa9euIRaLScKwl13yfQmY7OqyfCyVSpicnJQVlgIUzDi5WicSCcmyvF4v0uk0yuUyqtUq\nisWiTAatr69LOUp9Skq6ARBqBgCh6jDD4tczMzPw+/2iScjOITuE8XgcW1tbcLvdMrt99913C4DO\nGXZqfEYiEfh8PjlXv9+Pp556SlZHXhd2+I8dOyaZBcuMSCSCw4cPw+/3ixoS/07TNAmi+XxeJn4A\nyLVgA4ICIGQD3AwnG9uPZ2r3lpkWAGnWqbsB7M44gaGsGrM1YDg+SUiHlZXaUFIzMAYgTvFQN5MZ\nHvmPgOH7zAIBSEZ8+PBhCaKEp/i5CPWoVQmfKwareDw+Iv8GQILz7iCn0q8o57Zbsq7X66FQKEhi\nwI46gJGN42w224johzr6uVe2b6OR1WpVFHuIY3K3Q1JtLBYLisWiNHdIAaJgBb8fDAwJ/83NTTSb\nTXzuc5/DxYsXcejQIclkKQNHOgUdLpVKyf7oLMdZRlCgglM73N600WhgYmICp0+fHpHBIg2DWR4A\nGYkk5afT6eDSpUsywsltMbrdrtCOCFa/+OKLmJqaku4pyzJ2ComBscOpaRrW1take0jhWc68m0zG\nXi5vvPEGTp06BWAoBEFHG9utm67rImLN7Iv3gJmcOgZJ1R8uiAw8JJyrIrlmsxlHjx6VaoHVDgOS\nyldUyeVs+NBP6DNsBDLY8nckjn/nO9/BJz/5SZmm0XVjiw1WW8BwK2D2Cq5cuYJwOIxYLAar1Sq0\nQUoQqnRAnh8XBmatiURCYDk+tyqbgM0wio4TeuD7WSwWJBIJ+R0z4b2yfckwidOQXxUIBEQ8NJVK\nSfmdz+cli6JggCpjRTOZTCLIQYVqZn6DgaFNSWdixkZCMFd0YiBUAmJjChgKC6yvrwte2W63cfr0\nabzwwgtynEwmI2R8VQ6LnfFOp4OlpSURAyaOtbm5KeU5HVQl6/Z6PREhVjNjNhWYgQ8GAwSDQSwu\nLiIajQqmRujDZrPhzJkzOHXqlGA/bIapD/LYbs+YmTGrI8ZOQnu5XBZWhZrdAZCGhop7mkwmgWhY\nsailPTFsLvQMNCyR6dvsetP/1eYQmzt8Tz6PKlzEPdfVxilfXy6XEQgEpB/BgAiMsmKo58m5dQaz\nGwn9MuAxISH/mH0LlVvKhWE3tKFm0Hth+xIwJyYmJGhyGkDXdWlykH7B2dFWqwWfz4dwOIx4PI54\nPI5oNIqlpSVsbm4ikUgIl5KbQKndyq2tLWkC1et1meFut9tIJpM4ePCg8CzJXbTb7YhGo0JZmJ6e\nxsLCwghVo9FoYGVlBVarFblcDnfffTd0XZetRwGjTNve3kan08Gf/dmf4cknn4TdbuxcyWCaTCYR\njUYxGAyk9CKHkw+fw+HAxsaGlCMUCeH4WbFYlP3HOUJKdRk2g55//nkcP34cPp9PyiVmFHvJVftZ\nNYqeMCskBkhMjj7BkpslI7fB5ehgLpfD1atXZaFjdtZsNkfm1UmOpy4lgySDBZMGYJSCw+k0Sspx\nexYGHjYrWekxWKmiwUwsKpWKUO7m5+fFb9n993g8wswAhhg7EyBgqFCm0rLIGrBYLBIP1JKeCQLP\nlVoS3BEVGO4+QKhuL2zfuuTEG0iHcLvd0pFzOp0IhUJSInBfFGDobBcvXkQikRDFaK7YnG7p9/u4\nfPmyOAfLbQBS5rMLvrGxITeLo5KqeGutVpNNyDg+SSfI5/NYX1+XlZZbWdABCVATYyW5PpvNyqQO\nqSGAMWdPStWhQ4ewubkpwZmrPFdT4lkmkwnpdFrKbu586fP5hEJCUWUAgnUCQ/xpXJLfvrH0Jr9w\n91QasWS1MalyDQHDT6jiv7W1JZ1ptZznFFu73RYaEGEtYFQMm+U834PlOb8nRUhtjJjNZiSTSdn7\nShUx5mcglMNuNptNDNrMrnezBXidmPmqGL7a4Wf2zSxUzVKBYaXI36n8VXWMlM/tXtm+YJgUxQgG\ng/KBc7mclL6UfCNwTbCblJpisQiv14tMJoPl5WXU63Xcd999EkwikQgKhYLMZLM0IVbIEpcbL9nt\ndqELkWakaRqy2eyIOrrf70ez2YTP58PTTz+N3/zN38Rf/MVf4Pd///fx27/923jnnXdw6NAhHD16\nFLlcDtvb2+IQvV4Pjz/+uByXXU7CDna7HaVSCf1+H+FwGJqm4d5778X3vvc9nDx5UkjBW1tbMv2Q\nSCRkNT948CDq9bpsYUHogu/35ptv4pd+6ZdQKBQwPz+PXC6Hs2fPotPpoFKp4PDhw/vhCh8rI5ZO\nf+Jipm7sBUCYIGxosBrI5/NSKZ0/f15KXAYsBh5uwaB2qFWWBRd7VVxDLXkpyqI2gBgYdV1HNpvF\n8ePHARiBidtIeDweEbJhhZLNZhGJRCTgMjNkBszSX53QoZB2oVCQBi53WyAsxu2JmTSxqmPzktmj\nOhLK56JWq+Hdd99FLpeTCm6vbF8yTAY8v98vZYgq5wSMKo6QcAtACLbsekejUczMzIzMpVKMQFVC\n4UiZKlRcq9VQKBSELE8aE4F6r9eLZDIpmSedz2w248SJE/jKV76CSqUiAZnamdz/mzyzpaUlTE5O\niroSu6WEBLhnOMsL4lzRaBSrq6t45513BMvl9qWA4fi5XE6uEcsRdmg5Xnbu3Dk8/vjjsl2Hpmk4\nd+4cUqkUms0misUitre3P4I7//E23geHwyE+pEryMXsiwV1V3mGTiPAJ8WVKxZEaxEyUgZIBb7fS\nu6ZpqNVqAk+xSlFLdP4tS24GzEqlIltVr66uCheaXGFmk6VSSehTuq4jk8m8T1VJzYxVUYz5+XnJ\n/kgB3C0YrCozEYpQFaDYjGXywez++eefx9WrV1GpVFAsFkcqqtu1fQmYJK1Wq1WYzWZEIhFEo1FE\nIhHE43GhLhCD4/YNLOPZzHnhhRdEO5L78JDHxRWWq348HhdCuLoZ1bPPPjvSIVe1LQFgY2NjRFlF\nJdObTCZkMhmcPHkSzz33HNbW1nDlyhXZUmMwGOC5557DL/zCL8hEzpkzZ3DlyhURBSA2RYfndAID\nO7cTJszAxpKmaZKZqvPKvE5UbXrhhRfwK7/yK7I5VCKRwB/+4R/iG9/4BmKxGNxuN77whS/gi1/8\n4kfpAh9Lo9+o/OJwOIypqSmZ2OECrgYDPugc2Hj55ZdF/o8lM1/b7XZllNDlciESiYivE/NrNpu4\nevUqstms4KcABA9V9SFVjLVer8PtdiOZTMquoqlUCq+99trI/lacpAEgicBgMMDm5ubIjLuqOMTG\nKhWVQqEQKpUKrl69OnIuJLar0nYApLFFOKJQKKBWq2F+fl4+fzqdxh/90R/h0qVLsv324uIinnzy\nyT27x/tGXG80GojH40LBoDWbTdlykw7GlYRZ49LSEs6ePYt6vY5arYZnn30W5XJ5RDmIW8dSfYh4\nC7FSZpScsqFD+3w+AaZV6oXa0YtGozhx4gQsFguCwSCmp6fxzjvv4OjRowCGnctXX30Vd911l/DW\ner0eDh48KLgmAz8dinQKztVTwINZgdVqRblcluuiZhjkUnKEslgs4uWXX0an08H6+rqUJz/4wQ8Q\nCoVGRiUPHjyIP//zP//I7v/H1YhZBwKBkaqIGKPNZpNxX5awzPy63S7W19fx1ltviSIPaWYUu2bD\nT8W82YhhicwAU6lURBmIkm+s5oi/s3JSZeX8fr+Qw/1+P44dO4aLFy/KfDdgUIA4oKGKhsTjcWGD\nsAnFYRRCRGxIMWPkeahNIQZL+jZxUH5WZs4ABK8kturxeIR7HQgE8IlPfGJPaUX7gmHypjAwcDMo\nYhDcDREY4i2NRgOZTEbGpdgxdDqdWF5ehsPhwHe/+10kk0nY7XZZJalewtWOJUs4HEYmk8GRI0dQ\nq9VE4VwFxVmSU1uzXC6jUCjg+vXrkpleuHABfr8fGxsb+PKXv4zPfOYzsFqt+IM/+AMsLi7iwIED\nI1SKO+64A71eD1evXkUikZDJoXw+D6vVKhQoktxPnTqFfD4vvz906JDwKgkzsDPbbDbRarUwNTWF\n7e1tTE1N4fDhw8IyaDQaWFxcxMWLF3Hs2DHhvf7pn/4pXn/99f1whY+VqcpSXJD4c2BYaqr+2Gq1\nZD6c2pVscDQaDaTTaelMh0IhodVwYzNCUWpw4VgiucAs5bPZrAQXznlzKxMGnu9973t47733cP/9\n9yOZTGJ1dVXgGvrgCy+8gKmpKbjdbgnqTHK63a6wPPg5GFQ5UcYAvVvYl3oQJPAzU+cxVK6prusC\nbamyeeFwWN53ZmYGzz333EgWe7u2LxmmqlZSr9cFxCVgzG4ZHZDjjclkEr1eT7CSRqOBarWKAwcO\n4N1338Xs7Kxgjuw0AxAgnLPnfr9faBKEAVTpLHLgarWadPErlQo2NjawtLSEH/zgB4IpXbp0CS+9\n9BIWFxfR6xn7pFy4cEG6lGfPnsXW1hZSqZRwPjVNQzweF8C6WCxKZkA8izgY4QaWNiz1gOH2vwBk\nvjYcDsNkMuHy5ctIJpOoVqtwu93o9Xp47bXX8M477+DUqVOw2+1YWlqCpmlYXV2VBWpst26k95DI\nXa1WhTsMDLeqoN4BmzPMjiqViuDvrKbW19clc+S9vhFVhmI2gJGlhUKhEaUvdc5a/Z5VmqZp2N7e\nRr1eR7VaxfXr13H+/HmBi7xeL7LZLM6ePTuy6yQ5vCo0RBqU+n6qfzHoxWIxgdDIJ2YiQH8nLsxg\nye43MWEyAjY3N9FqtXD33XfDbDYjGo2iXC5jeXl5ZDLodm1fMkwCx1ztWA6YzWYhrjPLI+GXGSM5\nkzabDYlEAmtra9je3kYwGEQikZBN6dkk4fa5yWQSuVxOyqJ8Pi96nOSEEd9pt9tYWFhAo9FAsVgU\nXJHjip1OB2+//TY2NzclmyXl6KWXXkKpVMKxY8ckQGYymRH5KeKS3G4CGGYfBNSz2SwcDgeCwSBe\nf/112Gw2ESDhGGkqlRIy9OzsrMyLv/jii7jvvvuQy+UwOTkp2BD/Lh6P4+GHH0Y6nUYoFEI0Gh3v\nS74HpvoxGygcCQQgAYDlabvdFuoXABw9ehRHjx4V319dXcUDDzwAADJpxmDKoQd1Efb5fELeZrLA\nTFelFrFrzYQkFovJ7qEU7OY8OINqPp+XPXkSiQQA4MqVK3A6nfD7/bKlC6EGYqnMJDmu2Ww20Ww2\npSnK7BqAiH0wSWEvgn/LmXbu4aNirwAwOzsr2fj169cBGBmnCo/cru1LwOSED7EN8qjcbrfsnUN6\nAJ0nn8/D6/VC13WcOnVKhCQWFhawsrKCO+64Q16rbkfKnzGb5HtyTJCZJUm8pBbxvaampmSFJdBe\nr9dlPx9OWLBBdenSJWiahjvuuEOy1W53uOsl4QaWJTMzMzh37pxMc6hSWOS1lctlHDlyBL1eT7bA\nyGaz0hHn6j85OYlUKoVjx47B4/Hgrbfekk5lOBzG9PS0EPu5pQaBc6fTiTNnznzUrvCxMmaXFM5g\n8AQgyYGqEgQMp2D8fj/m5+cBGMFxa2sLBw8eFLUpFYNXBaUBw7epxgVAggaN/k5KHNkU7L6TDG6z\n2YTZweeGmSJpTzabTZ4Jfi7i6TR1/j2fz8uEDps2zAo9Hg/W1taE8cLJIpXATl42t7aORCKycyx5\nqACE+sRxTQBSZT700EN46aWX9uQe70vALJVKWF5extTU1IiKT7VaFaWXVCqFWCwmI4Szs7NycdkI\nYhlfLpexvr4uiijcN4SZIctjXnzCAKTxUKSX5O5arYYjR47IdsDsolPyvt/v4+6778bKygqi0SgS\niYRgN7pu7E+USCRku93JyUlcu3ZNNr1SaSRbW1s4cOCAkOdVlRnSnci/vOeeexCPx5HNZmVfIz6g\nxWIRm5ubuHbtGj772c+iWCziiSeeEK1PXjNOYFgsFuHanTt3DseOHdsPV/hY2fLyMiwWC6anp0eC\nFulcDKjE0tUxQ06pMDiFQiFp/rBZwv85n93tGvvcezweWZgZ4FQ6E+k7arbm9XolsJP1Qe4yqzd1\nx8U33nhDymTOavNc1CEPZtWkKgWDQemO8/2ZMBG64KKh67po1nKhAIxsdWlpCRsbGzh9+rRgv36/\nX+nTx5QAACAASURBVPBOxg/2PBYXF5HP50eI93th+4JhUjSA4DSzOZPJhEQiIYAuP7zdbpfMk4Gv\n0WhIsFX33PF4PEJKbzQagt9R7p8OyBWRjmqz2XDt2jUsLS2h2+3iO9/5Dkql0sgF5zE4itXtdmVr\nC5/PJwpHwWAQqVQK586dQ7vdHqEyUfml0WjIWCdLOHZSKUtHDIiBdX19XYKpzWZDrVYTPCeRSOD8\n+fNYWFiQ60YiP6laJA+TBOzz+WT1H2eXe2MqWVuVe1PZDKpoBP8nL1ctYdV9b0h6V3FB9ThsKu4W\nD+Yzs7q6iuvXr+P69etCCeKzRI4xBXiZZXo8Hhm9nJ2dleQglUohlUpJ9aJqeKq7QbJqBCDNHFVI\ng3JzPB4HVUh8p8hOuVzGysoKpqamZCFg8OY15qLDkWHqSjDB2SvblwzTarVibm5OVloKigIG75EX\ngaujzWZDsVgUIrY6xQIAiURCusdmsxlbW1vCm6QTcnacqkcsk4EhHeTgwYPI5XKiimI2m/HGG28g\nkUiI5JXJZBL8c3FxUWCEXs/YufLcuXMi83b27FlUq1U89NBDUvqrqkTkd6o4kK7rkg0w4C8uLuLy\n5ct4/vnnMT09LaUNzzuXy+GHP/wh7rvvPrjdbqytrQn1SNd1UYCv1+sIhULY3t6WjLPf78sI5thu\nz7gBmSqoQSiG+9EwGDKoEhPnMAYAwdE9Ho80/CiWwk3wKKDLpigbG2pg5RgmANEKoE5rt9uF3+8X\n2ULynjk+zAxW3dyMGP/m5qbsR0Vckvtesb8ADMn0hAAYSPn8UTCbvrewsCDXg/KIpDAdP34cVqsV\nqVRKAjoTIOL4fH8Gbr73jYQ9btX2JcOcmprC7OysgN1+v1+6v7FYTPhisVgMiURC0nMCywxcxIMc\nDgdSqZRgenQe3lCz2SyCGpR5Ix+TaT/LkGg0CrfbDZfLhWKxiKWlJQHwqbhOHJFcOe4CWSgUBJim\noMbi4qI4NEswSllReYY/Bwwn4GoNDMUKVDFYdXqh2+0il8sBgEyJrK2tYX19XbJWChJHIhGk02nZ\nNsHtdsv+QCdPnvwobv3H2kgkZ4bDSR1m9AyIzIRYthOLpH9y7JGUGWC4xSxNlUljo2f35mQMSDwv\nZosOh2NEA4HSaMD7VYMoE5jP50WvYGZmBuFwWFgB7BeQV0xdUJU6RPERtZtvsVhw4MABYZeUSiWp\nPCnIkc1mpXp0u93odDooFovST+C0IIMzfZvPps1m29MtpPclYKbTacm0yDsLBoOioKKSb7lNbigU\nwuzsrGROLCepDB2NRpHP5+HxeJBMJrG5uYlyuSx4n6ZpKJVKAi6TvsSLzw56LpcTQYFIJII77rhD\nSnhikDMzMzCbzZidncX169dlAzI6QzKZRCAQwK//+q8L1zKZTMJkMmFzcxPJZFIwJAoisIlEdSFm\nkcFgUOghGxsbmJmZQb1eFwEHwCi7HnzwQQm8DzzwAE6cOAGbzYZwOCwPF7EuKtcQb81ms0K6H9ut\nm1oeU32HEJDD4UA4HJaMk4GS+/Z4PB4pZ1WRDXWckIIUpCupQrx8PY1+zr4AS36WyX6/H3NzcyMa\nmuygN5tNpNNp2SmAmCopRkePHsXp06clMHNzPbUbzUDNZIHUIU68UTyYeL66JY0qx+bxeATqIm/U\nbrcjEAiMZNOELwAjEDPQUz1sr2zfSnKuVrzIqso0MJyJ5Z7l7PCpq0wwGEQgEJCSk46qduwICDMz\nU6dkiDfW63WRcvP5fMjn85iZmUEwGEQ8Hhc8kUKoVqsVy8vLyOfzmJubGxlVpG7m0aNHBYdigLZY\nLNjY2EA4HMbGxgZCoRAOHjyIYrEo2wrncjksLi7CZrMhn89jenpa5LQo+59MJhGLxbC+vo5Lly7h\n9OnTI2ou5JBykkP93draGh5++GEB4S9cuCALxdhuz1wulzTVGNyIzatdZdVYjlO7lBkioSGWnyx5\nSaPh4ufxeFAul0UxiL5O4yJKfqPD4cCdd94pJTJx7UgkggsXLqDb7SKTyaBSqSASiWBychKAMTlH\nWUCS5gl3AcZIL31IFSNOpVJYXl4GMNTC7HQ6KJVKcDgcyOVy8ryyKcv30HVdMmMV2yX7gFsGq1q3\nrKa4Gy2AkT24btf2JWDyRhPvKBQKcsMBiEo4O9TMkuhY5CeSs5hOpzE5OQmr1YpIJIKtrS3B/yYm\nJiQ95yb1FDttNBoCFpvNZpw/f16aQJ/85CeFyuHxeFCtVsUx19bWMD09LSIZmqZhYmIC9Xodv/iL\nv4hGo4E33ngDa2trkmXwvCORCJ5++mnJaqn2rgobECfyeDz42te+JtnoE088gTfffBOBQACZTAav\nvPIKHnnkEcFbyY/TNA1WqxXXr1/HgQMHBL/1er349Kc/LZ/f7XYLiL9bPmtsP76p2SF3MSRWR5oR\nISB1UScm6XA4RsYVuV8UAKm8PB4P0um0NEhKpZJwelniq+IrfJa2trZgt9vxyCOPyHQd9zAHIHKE\n1Wp1pGTudrsIBAKYmJjAxMQESqUS1tbWsLq6KmpCHLck55m7SfKzMhN96aWXRJWMAd/hcGBubg7x\neFx2k7x69SoajQZOnz4tY6bMkAEjmXrvvfdkh1fqgnJGnTPzuq5jc3NTeh17YfsWMMvl8sjWC1yN\nKcbLSYZ4PC6KJlQtIabBrE4VKNU0TYLB97//fdx///0i9MuATCyFiuVUUN/e3sbExIRoVXLFKpVK\nApIDEBEPi8WCUCgEs9mMbDY70kza3NzExYsXpVTnCsmMmvPruq4jmUxKpkE1bpbnqopNsVjEq6++\nKsdxu9145pln8JnPfEbI57VaDaVSSWCE5eVlmbwIBoOYn59HqVQSfJOanuo+KmO7NaOaFbvHpNbw\n55yJbjQaonHA+8CSlc0am80mQjDUPSWUwmYMANngjxNEDNqkznm9Xqyvr49sYsagzvFDVmYquZ1N\nJipscbIGAN555x0ZO1azQ5bA1GSgsblLLipHJWksx6n9yvd9+eWX8alPfQrBYBC1Wk2eB24bvbKy\ngkAgIDi/z+eTjFP9nD/1xHUAEgRMJhOmpqYwGAyQyWRkLKpQKGB5eRlvvfWW8LYeffRR1Go13H//\n/QCMDcu4adLS0pJwwNrtNr797W/D6/Xim9/8poDWNpsNq6urcDgcuHbtGiYmJlAoFHD16lURqeCK\ny5vPOfNSqYR0Oi3q6SwVpqampIxhg8Xj8aDb7eL06dOyFwrFikulEgqFAmKxmARNAILzUH1pcnJS\n5tqp6lSv1zExMYF+vy/KNoPBAMvLyxKoNU0TeMPpdAq7gDP6VHUKh8OirbmwsCBUk7HdujGj5P8U\nb6EEICfYXn31VSwvL8t0zh133IETJ04gGo2Kmg8XxaWlJdF05Mji2toaKpUKVldXJSgwi7JYLFJV\n1et1rKysAIBMzgAYwT6p1v/ee+8hn88jGAzKkIeu61hbW5OEZXJyErqu4/Of/7x03zkfrus6VldX\nAQw3FmSC0m63ZRFnB1uFgSj0y4BI1ommaTh//jyOHz8uiQMzdX5mZte9Xk+YAGQj8Px+6mlFxPTU\naQLORZvNZlSrVei6sRm8zWYTCXwKjmazWeEzAkZz6MyZMzIpkUqlJHBR248lL/mcPp8PxWJRKEdc\n/ZkxapqGZrOJfD6PF198UcYbr169itnZWZGgI/8tEomg3W7jc5/7HAKBAL71rW9J2aSWV263W3hn\njUYD9913H7a3t+WmUjCB+Av3JyqVSojH43jyySel/EmlUoIDkapENoHJZBKFJ5LueS3JVT106BBS\nqRTefPPNkRJxbLdnrIRUcQwAop5VrVZFpozaCKQQsfRmVXDt2jVZOLvdrvgKNxJk4CI9jYwQNlA4\nG056Dau3Wq2GK1euYG1tTbBX0nlUlS6z2Qyfz4cHH3wQsVgMxWJRxg4pfsGMls1VNXjzXGq1mugc\n8HpQspBJyZNPPikZaK1Ww+bmpsQJtUvOUp48Y7IJNE2T3WZV7upe2r4ETKbrvHhcwTjpkkqloGka\nLly4ICK799xzD9bW1oSzSEkrUiZmZmZQrVaxtLSE6elpwYFee+01dDodPProo9KZn5ycFPw0m81i\nYWEBuVwOvV4Pzz33HHq9Hs6cOTMiAjw5OYlIJIJQKIS1tTXouo7p6WnMzMxgZmZmZOyyWCyKWDHf\nkyNfFOvlDPtrr72GbDaLfD6PQqGAhYUFVCoV+P1+nDx5EltbW7jrrruwvLyMu+++WxYOzguT+E9F\nePJEyUfL5XKiNZpOp6UbT5oHZd/44I3t9owQDDfDY+dZ13WpUjY3N5HP5xGNRoX/yOaLKpihMimY\nKcbjcTidTqysrCCXy8n+Vpy4YdDkP06+ra2tYWlpCa+//rpQ6pg4xGIxofVQCm5mZgaBQECGHggD\nXL16VZIPltiEj3K5HDKZDEKhEMrlMs6fPy9sgZmZGVQqFaytrWF+fh4Oh0OSnkwmIz0BNqOcTifm\n5uak1OfCzyRrY2NDBJqZkc7OzsqCw1n2Wq22p3DTvtCKCAwHg8GR/TbMZjMKhYKMWsViMXi9Xtx3\n330SVFRR4GKxiMFggHg8jiNHjsDv98tsaSqVkhIglUphY2MDGxsbUjK1220pi9nRPHjwIAaDgQgJ\nHz58GPF4HMePH5c573q9jvn5eczNzeHnfu7nMDU1JWpG6gZpDFLElVgWb2xsADCaAgsLC7IVqcvl\nwiOPPILZ2VnMzs6KkzBLLJVKIm1HgVVKwPGBYybCcTEaZ80pBKKSng8ePAjA2Mt9bLdv6sifuuUK\n988GICpU9957L6anp8Vn+HtVtIJUOi50W1tbKJfLgj2SnkOJNQBCuwuFQojH4zh69OiInBubTJOT\nk5iZmRF6ms/nw8TEBObn52Wyh00kYKhjSzyT8+kkwtdqNTidzhGeM1/LmXXS4UiTI59YnYZSp4So\n5sROP5XLOL1HChF3bVUpSexN/NQ3fQCMfGhmSsvLy7K6VKtVfOpTnxIu2P3334+vf/3rwqcslUo4\nf/48VldX8dRTT2FjYwMrKyvY3t6WADI1NYV+v494PI4nnnhCutnpdFpuIDt01A8MBAIyTVAqlbC4\nuIhcLifBNRgM4q677kIikcDVq1fh8/nEsfi5zp07N0I+BiDbYTz00EMoFArCRXvooYcEl6FOIrNt\nXdfx8z//87K/D7lwoVAIkUhEqB9ULYrH47KB1szMDFZXV1EqlXD06FEJwK1WSxyJJP7JyUlpaI3t\n9o0BkyUhqTS6riMQCOCBBx4Q30gkElhaWkK9XseFCxeQyWRksCEYDAqWXS6XJWNlmVytVrG4uCh7\n1nDHRrUcZfm7sLAgI4ecB2cwolQhANFPrdVqiMVikkyYTCbZ7YANJlX0t9ls4siRIwCGfFBVTIRZ\n3uzsrMBPLpdLmCLE8glbsTFULpdRqVQwMTGBZrMpmS1/T3aMKovIphMVun7qN0EDMHLzWKoCEKJp\nvV7H8ePHoWkaMpkMSqUSHnroIfzlX/4lAEj6feDAAWxtbWFychIrKyuyqk9PTwMApqensbi4KNgd\nGyiVSkU0A9fW1gRILxQKcrEjkQjcbjfuvPNOmaTgGFe5XJbjcWXmFr4ABCfibC6pFCynVUoIRQS4\nRzgfLkIHAETDk6NotVpNOJaNRgPb29uYn5+XriGV41X1GYo7sCG0traGVCqFdrst00tju3XjIknM\nGsCIUDCDGTVbCdVMTk4ik8mI/7JpxC2aAcgxE4mEEN/D4bAs5HwNxwRZQrOxsrq6KtoH0WgUwWAQ\nFotFFsp2u41AIDDSvabyD49PbUpi95xAI7GdJTIrP1Kl2NQlxU4VJSF5nxmruq8PKzcGTDIEyK7h\n1B8w3HWTAVf7/9l79+DG7uzO7wuSIAASAF8A390ku5utbrV61LJGE3m0nlHN2ONHrM0kW66xy9l1\nHDuurDflpGorWTvO+7GpTSVO7K2sd7MT7yazzmozu56KHWl2PK6RZmRZo25JLanV3ewH2Ww23wTB\nB0CCIEAif6A/Bwe3qXmo6aU1wqnqapIA7r249/zO75zv+Z5z8nndvn1ba2trdV7nw8qREdfBEBkf\n0dLSYuGir5FuamoyV7+pqUmf/OQntbKyogsXLuj69eva3NxUR0eHstmsxsbGVC6XrfvQ3NycVcfM\nzs4aBDA8PKx79+5pampKmUzGSih7enqUTqf11FNP6ezZs0YeXlhYsJCjr69PUhV3CYVCOnbsWB31\nghDs+PHjxh8jFEF8Q5GJiQkr8aIhAV2U6FwN5kmoQrUHo1qnp6c1PT2tU6dOWenmtWvXdOLECbtW\nPND19XV961vfsg5OX/nKVzQ1NaWPfexjR6EKP1DiOZh4lZC0/Tx5BtkR6g4PDyuZTFptfy6X0507\ndywBkkwmrUEuFLBoNGo6kclktL29bV3OOReeXVdXlx577DErlKhUKjZTis2Z9oXM7qH0EcoS3Om+\nvj6rBpJkFWlUKrEGlpaW6vp1SqqrTsKowwjwBhUIa3d3V0tLS1peXlZfX59aWlqUyWRskiU5CKrv\nQqGQ3njjDSWTSc3NzemNN95QNpv98BtMMMRkMqlXX33VWrdFo1EbGbu7u6u3335bJ06cMAyHIv/W\n1la98sormpmZsZ37sccesxb8knTq1CndvXtXH//4xy0UX1lZ0WuvvaZPf/rTmpiY0NjYmBF5P/GJ\nT0iqKfTW1pYWFhYUiUTU29urbDZrHuT6+roZfZQ3EokY921jY0Nf/OIXrUxzd3dXk5OTymQy6u7u\n1uzsrLa2tpRIJAwO+MY3vmFZ0lQqpZ//+Z/X888/bzhoOBzW2NiYhTEYw9bWVq2srGhtbU337t2z\nWe2Dg4P2/qtXr0qqNnxNJpP60pe+pJ6eHo2PjysWi2lgYKBBXD8EwTusVCrWALpUKhlli2oemuCC\nd3raSy6Xs8KL5uZmDQwMWGSRTqctYqAJ7/z8vCRpampK/f39ikQiVk584cIFJZNJPfLII0bwTiQS\nVpHmm4BQ6CHJQnU/xTQcDuuNN94w6At8EjoR46JxhKALhsNhXb58WVI1K/7cc89pf39f3/zmN425\nQU8HP/iPbmO0dIQID6vlxIkTBn3MzMxobm5OKysrevvtt43StLGxYY7BYcmRGExY+4VCQZOTk1Zy\ntba2Zt2GaEuWTCY1MzOj9fV1dXd3a3FxUZlMRjs7OxobG7OdkB1Tqobrvb29VsGSTCZ18eJFIwG/\n/fbbamtr0+c//3kjtgPSUy4GZ3FtbU1bW1saHx/X3bt3ValUNDQ0ZIkhevB99atf1Z07d3TixAl9\n9atfNaB/cXHRvOZIJGJjfZkAeevWLevcxEzqp59+Wl/84hdt7jN179euXTPFfuGFF5RMJu2e0KZt\ndHRU6XRaq6urevfddxWLxXTlyhWlUildunTJdvLJyUmVy2XjrjVGVDy8YGQIpb1nBV8RdgKJGgwf\n9dRAU+DM165dkyTDrsfGxtTc3KxMJmPc3Ewmo5s3b2pxcVE9PT06deqUfvmXf9nochDnc7mcDf8D\nK+/r67MkLDimVA1tV1dXValU9LWvfc140m+88Ya9f3V11RoXg2v63rNLS0tKJBKWdIlGo3r99dd1\n9epVe78koyNRDplIJKwWnNdDoZD6+vqMYnf16lVFo1FNT08rl8vp7t27yuVy2tjYsJJiSdac+LDk\nyEZU9PT0WOg6MzOjO3fu6Pz588rlcrZLt7a2Wt89eImAzoC/8MIIiSnTqlQqisfjNo2vvb3dOG3U\nqS8uLlrVgCTbUVtaWgz7GBoaskauTJbkQU9PT1vpFeN2l5eXjR5FqMHuyCKhSoeQZ2NjQ48//rhu\n3Lihc+fO2X0iVFpeXtbg4KCFF5ubmwZRzM3NKZVK6cd//Me1vLxsI1aLxaIlEfL5vAYGBqzmHcrJ\nvXv3bIEfZgusj6qQuKD6hplQMBswABix/f19S2AiRC2SDHKBHyzJ6D97e3uGTzJWQqqGunTuklTn\nvUJ7oxoH4+Yb9XJc2gKy7qg0gvLEmimVSoZ1woVkiB/C96YpN53nmYBKApRjM2UTZ2NsbMwa6WSz\nWavymZmZMUwVXJPP37t3T+l0+gfDw8Rdhl9Grferr76qnZ0djY6OanBwUHNzc3VA9NLSks0CkqpU\nmOeee06f//znbZeKxWLq7u7WxYsXNTs7q7W1NU1OTurxxx/XwsKCurq6tLKyokwmY70r4ZJtbW2p\nu7vbytLARxhhkclkND8/b2MeCoWC1diOjY3p5s2bisViGhwc1O3bt7W3t6dHHnmkbmTusWPHNDw8\nbE0NVlZWFI/HNTU1pU9/+tMKhUKamZnRF77wBRWLRZVKJS0vL2t9fd2aKg8MDGhubs6I/eVyWVeu\nXFEymdRv//ZvW+LsmWee0Ze//GWFQiHzeKB54FEw+OrPg+T7UZZcLqfFxUXzmnZ3d5VKpQyr9m3O\nKH0k4UH2e3R0VM8995xl1Jnd841vfEOzs7O6c+eOGVK8VWq/19fXLVra2dmxVnM4I5Q2SlXvdWFh\nQQsLC2bcPfnbY5u9vb2GWVK/3dbWpnQ6ra6uLo2Pj6u9vV3Ly8uSag2PcR5gfOzv7xtpn/6tLS0t\nSqfTVrnW2tqq4eFh7e3tKZvN6vr169ZomPsUnKFEvmBra8u41YcZPR2JwXzzzTeVyWTsplJLu7Oz\no8XFRZspjgcFf4zmqUEq0hNPPGEVNVJ1hxkfH9e1a9f0xhtvaGdnx0Bo2vAPDAzoxIkTSqVSWl5e\nNn4ZM3fwdKkMAnekjyQPmFZweJaf+tSntL6+rs9//vPmRTI3hwwfniallZJ07tw57ezsaHZ2VvF4\n3ChRAOV4JZlMxvDGra0t3bp1S9evX7eaZLLvi4uLeuGFFyxJlM/nrUiALk1wAyHbN+Th5O/9vb+n\nCxcuaGJiQpVKRXfv3pUk40pmMhmdPHnSaqtJ/sFvJIQHinnmmWfU399vBoK5U6dOndLFixfr6Drb\n29vGV6SNHL0JfPIxEoloY2PDGgMTTZEoInlDmSJRCRv+008/rZGREcViMcuUU3dOIod5WXRFZ9QK\nSU3v0ZIZX1hYMOyUkkciT5g0OFZsAL7Ek/PyPcFnoSAdlhyJwXzxxReVzWatn+Tw8LCNDi2VSurr\n69PCwoLGxsaUy+UsfEgkErp9+7Z6enrMW7xx44Y2NjYs03znzh3LXA8NDamzs1OLi4vK5/NaXV3V\n8ePHjbIUCoWMAjEyMmJk8NXVVX3zm980TJHem83NzUY2JxsJDvhX/+pfVTqd1te+9jWrlCDUYFfG\nM/blZLlcziojcrmcwuGwksmkJYCY6CfJeisSopw6dUpnzpzRk08+qZdfflnT09MaHR21Hp305pyY\nmLDyUxorgAmTdRwZGTHSf0M+mExOTmphYcG8eLiYnhdJNQ7zyNPptA3VIwKQqkP/Xn/9deujCmTC\nPB48t/X1de3v71t1ETXfGEOI4pDjb9++bf1o/Wx7zk32m9rtsbExjYyMqFAoWLUR5cNQk8AuSQ7R\nRATvlDaHvucnAg1rbGzM1kdfX58ikYhOnz6txcVF/dmf/Zmy2azZBxwoHACpNkwuFouZRw52ephV\nbEdiMHGVm5qqI1+bmprU19enaDSq0dFR9fX1Gcn38uXLVj3ATsXohZ2dHSv5O3v2rPb29pRMJq2E\na3Jy0rzStbU1A6iLxaLOnj1rlQIYrps3b+rSpUs6fvy4XdPW1pZ5gfPz89rc3DTi76OPPqrBwUGV\ny2XNz8/rzp07SiQS6uzs1J07dzQyMmI1tuyO5XK5rtsRygggzwKhBteHTwxWY8A9BOfp6Wldu3bN\nytkIQSDiS7IyTbin/f391rrOt85qyAcXPKbBwUHDyTEW6LqkusmI9H6EYQH7Ym9vT4uLi9ZQmgq1\nzc1NLS4uPjBnnCmkvb29NtqFY+3u7ur111+35AlYH6W/i4uLkmRGkBAbYxuJRDQzM2M66fFJqm8o\nUyYRBR66u7trVXfpdNoMP81IwBeLxaJ5wJRBgmNiiFtbW9Xd3W2dw+hihLHs7Ow0zjNJW1pCHpYc\nWS15PB7XE088oXw+b33t4DXeuXNHr732ml588UWNj4/rp3/6p/WVr3xF+Xxejz32mCVxmC9+8eJF\nHTt2TKlUyrzWcDisGzdu1LWporN1sVjUrVu39MM//MN64YUXLLzgIVQqFf3QD/2Q7t69a7Xjvb29\nisViOnXqlI4fP2671/z8vPr7+zU4OKiZmRm9/PLLmpycVG9vr2X8qJXH21hYWFBPT48qlYquXr2q\n1dVVrays6Otf/7r+xt/4G9ZUoK+vT62trdaEgFCG5gMYzJs3b2psbExvv/22pGqFBR78rVu3jKP2\n2c9+1kreFhcX9Tu/8ztqaWnR8vJy3SJoyAcTulINDQ3Zs6Jsj3Axm83q0qVLSiaTOnHihGW7e3p6\nDIMkq0sbuI6ODhvotbS0ZHxN6s67u7ut0UxTU5Pu3LlTN+oE3SN6Q79oLjw0NGTFEzTe8NUxeM43\nbtxQNptVLpfTsWPHzBv2BhgDuLKyYi3ZFhcXlc1m9dRTT5kD4Sddgj2CRUqy1o0TExOGAU9OThpH\nc3R01K69UCjoJ37iJ9TV1aVUKqUbN27oX/yLfyFJdcc8DDkSgzk0NKRUKmUK0dvba94jc0Gefvpp\nra6uqrW1VV/72tesbdmJEyesZROdyvf29nTz5k319PRodXVV8/PzGh4e1k/91E+pUCjo2LFjev75\n53X+/Hm9/vrrkqQrV67Y6NqBgQFr3EsPw3v37hkdZHR0VI8++qiVaZE17+7uVnd3tzY2NvTSSy9p\nc3NTGxsbSqVSunfvnvL5vD7zmc/o3r17unHjhlpbWzU6Omqlmbdu3bISuK9//esKh8P6rd/6LUWj\nUQ0NDWlkZETpdNq+48WLF41gv7+/r3v37mlra0vr6+u6cOFC3eyi0dFRDQ8P6+zZs1pdXTWP2mzP\nnAAAIABJREFUenNz0+YnUYECcb8hDydtbW0aHh627vokIiTZbPGVlRUVCgVLBm1sbFijXzpxYXQo\nbOjp6anzktLptB555BGNj49rcXHRSmmpHrpy5YokGSwEpUmSsUIikYhSqZRFdmDbUI4g1l+5ckW3\nb99WNpvV+vq6Njc39frrr1vLuYWFBa2trRmpfX19XVNTU0Zal6RXX33VWrX19fWpp6fHZvGAL5Jb\ngBVSqVSsyokyYEk2xhhnAk+YaQQtLS0WSYJ1BidpPowcicF86623rNnA7u6u+vr6rPU+rcukKv3o\nvffe0/Hjx61l21tvvaX19XUlEgkbyERDAmaL7+/vWwnj888/b7v8K6+8Yq3YAMhJvqyurponOjIy\nopMnT1ooRcKpvb3dqEqLi4t65513dPPmTfX19enOnTvGTVteXtbCwoJisZheeukl60HJjg4+VCqV\nDN8kawhw3tTUpGvXrtW1y4KryiRBqUoypi/mj/7oj+ru3bt655137P6cPXtWr732morFoh555BEz\nqjMzM9blGgzpjTfeOAp1+IERmrxg8MhKez6mJKPV0KiaUJMmvr5l25/+6Z9qd3dXbW1t1tMVHqbH\nLpndwyaYy+UM/2co3+DgoJUUgoOCWRJab29va2JiwvQ5m80a1/jWrVvWLvHWrVuGiUPIJ6yWqtnx\n8+fPa25uzpI4rGsob3RYAvOUanOMKL8slUo6d+6c+vr61NTUpKWlJRUKBRuWWCwWFY1GjXeZzWbV\n1dWl8+fP69q1a3Wz1Q9DjqwfJnzISCSibDarlZUVS34ABEuywWi475QEYuig3lBGBSiMqx+NRvXY\nY49ZmWMul7O+eu3t7VY5MTIyoqGhIavfzufzGhwc1NLSku2u2WzWOsaQtQNIp3aVLDj12oD7vb29\nxsEkubK3t6cnn3zSsMrV1VXjz0FIZlAb2A8YEUpAlntnZ0dTU1PK5/N272g2XKlUdPz4cXV0dFjX\no0gkomeeecYUNjhrpiHfv7Dpo3eUNvpGFfTHpKu6JBvrLFWNLEwN8E26+efzeetVwFgSGmTAr6Wh\nNdUuREFk2+lpEA6HbUQFHu/29rZRoVgv+Xxe8/PzxvXEY6aHgXdwwGYxorRW80ZxdXXVPsN68KWc\n4KgwQ+LxuPUCZV3SiYla9o6ODru//P/oo49akuow5UgMZmdnp5G32SGHh4fNUyIJ4dtdlctlo2Hs\n7OzY8DLGTdCYNR6PW2nV9PS0WltbNTY2ZtnhH/qhH9K5c+f09NNPS5I126UCg0xcJBIxIjjNeHd3\nd3X16lWjcEhVbujU1JR5qCSjUApaaXkOKRQNdl08Au95UiKZyWRsw+jp6dHW1pYB8b29vTp//rze\nfffdOg+gUqlYFry7u1vFYlGLi4tWokdWlJZu9BZsyMOJ7/gEDYyNlcoaCNq+2sbPoCGM9R3aFxYW\nNDIyYhg8G+bAwIDGx8e1srKiRx99VBcuXNCTTz4pqd5T85sh9e0Y8/X1ddtEp6en7b3Ly8s2eZUm\nMRh/phGQiQYuwFhCjAdqkGrd3Zubm+014C3mdSUSCcViMbW1tWl0dFRdXV2anZ1VLpfTxMSETSWY\nnp5WR0eHOjs7NTU1pd3d3bra+K2tLd28eVPt7e3Wj+Kw5EgM5mc/+1mbYTI3N2cZQkiphM3sOJBz\nCa3PnDlj3XlOnz6td955xzDDoaEhGwdx5swZK6H85Cc/KUlGP+LB0i5/bW1NKysrtrszVmB/f18b\nGxs2NS8ej1up4cLCgrXl7+jo0NzcnIVb7K7046MOFlyF3Z7wrb+/X5lMxuqMn3jiCa2ururmzZtW\nkwy2RIeXVCqlnZ0dHTt2TNevX68LbSqVirq6upTNZm1OEdy16elpra+v27VTBteQh5OBgQE9++yz\nxvslWpJkGyOZ4+3tbYtuGNvgW58NDw/bZFJKLjs7O5VOp5XJZKwsmBaIYOEkmKAVbW9va2Njw1gn\neMBktuFkwuKYn59XOBzW5OSkNZjhO/jSTz6PgQdWwmhKskw+AwCBJ6LRaN2sKt/ZiSpAn1S6detW\nXRcmhEQWdmJ7e9vmpy8vLxs89qEPyT/1qU8Z5UGqKgxdl8kIFwoFra6u6g//8A91/vx5lctlPfPM\nM/YwKH3c3t7W+Pi4pOoNfPPNN/UzP/MzmpmZ0Y0bN6wap6urS/fu3TOaBuWW2WxWLS0tmpiYsE4x\nzACC9I2Sv/TSS8pms1a7SyidyWSM/4VXnE6nDVOVag1SGU1AOdm3v/1tM8RkTlH6mZkZM3KEZFI1\nHKNHqFTtdTg7O6tKpaL5+Xk1NzdbYwaM/6VLlwzvJfSnegMPoiEPJz/3cz9nmBlUF4wKYyCkagb5\nzp07ZtSefPJJm2WFgdnf39cnPvEJWyNkmYGEJicnrbE1GCEJnd3dXaOtkaFOJBI2zM+PtiAb/eab\nbyqfz2thYcFKO6WapwqMheBtgmNKNYwWQ33z5k3jA3d0dCidTmtoaEhzc3Nm+FpaWox2R+ciIqPe\n3l6dOHFCa2tryufzlvwkogTauHXrlorFou7du2d0JPo1cL8OS46Mh9nW1mYVCTQCjcfjOnPmjPb2\n9rS+vq6uri794i/+olKplCYmJpRKpayCQKqWRo2Pj2t3d9fqXpnjXSqV9Pbbb2tqako9PT02R2Vq\nasoqA65fv249LamEefzxxw0fhVLU3Nxs/QqlqrcAmby/v7+ukqJcLpsC40FIshBIktEoqFra29uz\nsRK06n/rrbc0Oztrs0tSqZS2trY0MjKivr4+TU5OKpVKWSgSj8eVzWbrurvfuHFDnZ2dmp+fV6FQ\n0MWLF7W8vGzTA/P5vFKp1KHX236UxddRwzWmKw8YeigU0sDAgFZXV41X3N/fb6WvTApA7yqVis6c\nOWNt3iTp3XffVUdHh86dO2eD/OLxuLFN2KgpiT19+rRxdyWZQSkUCnrvvfeMBkT7ODZ/wllq3/k+\n6C2RWj6fN0qU75GA4eWYs7Oz2tjYsA0agxuNRtXV1aVKpaL+/n719fUZ/zkUCpmBJNH1R3/0R/pL\nf+kv6dKlS1paWlImk7FyUM/4wNk5LDmy9m48iGw2a8pBw4KmpiZ1dHRoY2ND/f392t3d1ezsrM6c\nOWOKB+7hG1pQn3779m3z6HK5nL7+9a+rt7dXr776qra2tjQzM1NXJcCQpXA4bI10MYLf+ta3JFUH\nra2srBjJHaB5c3NToVDIDChcvEwmYx2NwJ1oTEAtOtgW83/29vb05ptvWmPU1dVVHTt2zOhAv/7r\nv66bN28qFArp+vXrunPnjlFXWFySLLPO5Mz33nvP5rAzkphNhwYcDYP58EKCDQyb0Nd3Qe/o6LCk\nCJBNb2+v0um0tStjLo1UZUFQb33y5EljUtAJ6+rVq3rrrbe0urqqWCxmHh0JKEk29pnOVNSLX758\nWcvLyzZexXcVAs7xiR68TJp+EFVhxHgfBHdJxgLI5/O21tmg6WnQ1dWlL3zhC1peXtbly5c1PT2t\nVCr1QPjPmibBSo8F8H+cBaJH2kgephxZ841KpaLZ2VmdOHHCdhtwQt+IAHxzbW3NdmHoBjMzM7p7\n965lEefm5tTV1aXR0VGFw2G9++672tvb03vvvWeJEjJyuPfUUDNJsaurS319fXrttdfU3NysXC5n\nlRi0bAOwPnHihHZ3dzU1NWXKiBfJDr20tKSBgYG6UjF4cH6OCQ1JMOT7+/uG7/T29mp8fFyRSER9\nfX36vd/7PVPQvb09/fEf/7F1dx8ZGbEafEIsv9sTSkGsxqtpNN94eAGbw+hJsqRmPB5XKBQyrw3D\nd+PGDfX09JiuSbIOXPQoAEaCwL66uqpisaipqak6DxAaEYkPBqvt7OwYXt3S0qIrV65obW3Nesx6\nlgSGmhZuJCk9dgj+6NvU+cYe3quEIM+6KBQKpvdtbW3q6urSz/7sz6qnp0dzc3NaWloympUkSzz5\nuUPAYrSEYxY5HdlhjoRCIWMEHFbZ75EYTHAGKEKUOuGxgcu88847Wl1d1cDAgPb39/Vrv/ZrOnHi\nhDXGwLBQbC9VW67Nzc3p2WefNeOzvLxsPDd6biaTSS0sLCgej1v4sr6+bvN41tbWrMV/V1eXKYw3\nNCgl881pqkAiyc+IBltKJpMPGKjt7W2dPn1ae3t7WlhYeKA11smTJ60pwcLCgjUKefHFF/WX//Jf\nViKR0Pr6un7kR37EPJuuri5NTExY0oxdl10dVsGxY8cONYv4UZbl5WU1NTVpenpaXV1dikaj6uzs\nVCgU0uzsrNFkvvWtb5m3NTExoXfffdc6ikOh8W3QpKqRmpqa0mc+8xldvXpV5XLZEjqSHjAIGGxK\nbsPhsGZnZ404T1MX8L6NjQ2bJ45nxvXieZK0JCLEi5Nk7BbwVz/8D2K9JJuwIMk6edGQ+8aNG8Yq\nmJiY0LFjx6xK6fHHHzdmyfXr15XJZMz4RiIRxWIxK5MsFova3t6uG8J2WHIkBnNyclKTk5PKZrNa\nW1tTMplUOBw2Y8ROzYTF8fFxDQ0N6aWXXtL8/LxGRkasEQUeIpnG5eVlXbp0SY8//rg19ohGo5a1\nJNtG+Ir3ODc3Z5gj2BJkcjqvQ5zt6emxRgW+1yXhCcmWZDJpmBHVScViUcePH7drkWQTMGnEQaXC\n2bNn9dnPflaXLl3Sn/zJn1iHa5IDW1tbWl5e1unTp5VMJq2MbH5+3ur14X0S5mOsmedCZvEw620/\nqvLWW2/ZBu35lzx7mq6QhDhz5owk6fr165qamtKxY8ckybi7tFEjwuLZYQzpPETWPRqNWriMrkmy\nHqpklIGwwCGlKiWKbDKGUap1AqKEloYiJI0wiESEnBs831c7NTc3Kx6Pa3BwUCMjIxoeHtby8rK+\n/e1vW4UU1726uqru7m6Nj4/buekWxrr0hSBAYhhpHAc/FuMw5EhWCR1ytra2jGvV3t6u6elpK8nK\n5XJG/2Hng5Zx6dIlDQ0NWZdq3jMzM2NYYUtLi7Xsl6rK1dXVZUYCYns+n9fw8LC6u7sNNwQ3wRtD\n4aWq8cYIRqNReyiEu+CExWLRyMXwR3nIdKeBOrWzs2OKSabz2WeftWFwfDYYfjHDZWZmxnAc+nBC\nCYElQMYegL1QKCiRSFgDExJtDfngwkKmJSBeoCQLjeHA4iDA9IA8LskWOEUIPE82SDBG3seURDZR\nSXVQD8UOhNg+RJZk5cCQ2P3mCV0IIRTne/m+nnimnpsJFMX6KBaLGhoaUm9vr01BhbVBFEfiK5vN\nqqOjow7DBCIDtgMbBgqBAsV1FgoFswGHIUdWS764uKhKpaLp6WnL7Eky7I6yyJMnT9oNpd/jxsaG\nzT2hbrelpcWOkUqltLS0ZO3NmpqaNDs7a7sTYDLg9+3bt+uyfYS8TNKj2YCf9EcYgSK0trYqFovZ\nwqAig6FOAOOhUMg6COVyOcViMRWLRcXjcaNVNTc369atWzZrh9Zw7733ntUkRyIRZTIZXb58WbFY\nTMePH7dSUbpmY2xp6kD3JbieAOVk7RvycELBBJQhEnsQtn13f2b0+Jk+NFOheS6YXDabtYVPmD44\nOKi2tjatr68bK8N3HAe/pKACY+2rjiCY09SYqjJapzGfByPf3t6u5uZmw87hV6I7FJfwfWGbDAwM\n6O7du6bHJI5KpZIlbfzMHpymF1980Ub3QsLH+KG7Um26JWE/95OM+WH2STgS8IpMMV8ETw3XHb4Y\noSsZZD81j92lVCrp/PnztkMip0+fNi+SSgCI8nRrkWRZzJ2dHQuTW1tb1d/fr46ODjU3N5uBo/JH\nqmJGTNqTZIpC6LW5uWljM3p6elQuly0s3tjYMPyWUb7s+r7Sob29Xbdu3TIslIbLUo2OQYcaZH5+\n3tpj+R2Xrkkonh9rSpVFQx5OiHTYBMmaSzUSN7xavDTKaDFmHIdWZ74GW5J5djgHHR0dVvMNtSaX\nyxlpm+w0+B7jonFA2tra6jB2rsuvRzxZvEauDe8SI4YD4e8Fx49Go9bkm3Z1s7OzVnLJOTF6LS0t\n2tzcNFhOkl0PhtK3w5Nkxpv3+Tr3Q3vGh3ak70NQgN7eXmUyGaNJ4F6zy7a0VEeEoiQMXfKVBLQ/\ng4AOAX5xcVFLS0uanZ1VJpPR5z73OeXzeRWLRU1MTBh5nTACrxIvbHNzU1tbW+alERYAAcTjcVNa\nSiqpx6XP4e7urjXrYPIlFAuabjALnW5CJLSeeuop3b59W7FYTBcvXlQqldLly5fV0tJSt9Pi9Z48\nedLaX+VyOaVSKc3MzBjwDQ7m7zHH8Q1qG/LBhYXa29ur7e1t5fN5K+XFM5Nq9c4saDZhTzcixMSQ\nEKn09PRofn5eS0tLmpyctJEQNMggwYOhWltbsw7oVOKEw2HLyLMmPFcR7xLBEcBb5vrgHpMgYhOH\nDeArf9go6Ouay+V048YN8xTpSI93jDctyRJPcDG5R5yHe08lHNfM/T7MbkVH4mFubW1ZRc/jjz+u\nvr4+nT59WvF4XNFoVKdOnbKwIxKJWPsxcBr/ECKRiNWmg+3QwUeSjbu4dOmShQzd3d02rwcybKFQ\nsFG6DIDKZDLGq/OYDeE6u/HOzo6Rw5kxQrNYP1PFZ/MJa6iqYBfG0yMZdvz4caXTabt3gPckBQj1\nW1pa1N3dbX0NaevV1tZWZ/glWQUEStnc3FznvTbkgwmUoWQyqaGhIfX19WlgYEDt7e1KJBLq7+9X\nZ2enuru7bb4PHhe6T1aXcQ2EzYlEQslk0hJHoVBI6+vrun79uiTp5MmTpjuEvZIsimPDJ8kHJri9\nvW3huFTzJvmdTv2SzIiSlELfPcbIJgynmmo4qeodA0l0d3frkUceMUYJ2W08Vr9O0GPuMREZpHSu\ny+OYeLs4Q4clR+JhDgwMWMIjn8/rzJkz2tzc1O3btw3refTRRy0JMz4+ru3tbf3Yj/2YKUBra6uu\nX7+u3t5eHT9+XOfOndPp06fV3d2tyclJ/cEf/IGampqs7VMkEjGcL5PJWBKJLF53d7fK5bJRQ/xI\ngLW1NavFZUYJvDrmKq+vr1tJJ5zO3t5eS+hAjpdqoQ28y66uLusSk8lkFIlE9Morr+gnf/IntbS0\npM997nPWOgwvOxqN6vbt29aQeGFhwUIt6o+j0ahNLYzFYlYul0wmtbW1ZUkmwkjoIw35YMJC7enp\nsVZqq6urunLlimFpNGUpl8s6fvy4DenyjTvw/jo6OhSJRJRIJIzZcPPmTUtEMp762LFj9gyh2/is\nNeEtXh8JP4wUA80IzTHcbPA+qUkVEolQnAH4pkBLREqSLDdAo41SqaREIqHBwUH19/drYWHBxr1I\nsqGDdE0iVwEFiYiO5BqcZ9+wx2PDH3paEeFKW1ubnn32WZ06dUq///u/b2RV2tDDY6PrycjIiPb2\n9uz1oaEhpdNpuzH5fF63bt2qK7b/1V/9Vc3PzxvXMp/P6/jx41pYWKirpgBLSqfT1njDVwBhMPFc\nJdV1FvJdZtbW1kwBoUoRwnAdra2tNmJ4a2tLH//4x/Xaa6/ZztjU1GQ45tmzZ3X79m0VCgX19/cb\nbSWVSqmpqUnZbFbf/va3DSDnHIRMGFlK2rwCUcrWGFHx8OKxxzNnzqitrU0vvfSSRkdHrWkKuGEk\nElEymVSpVLKyRZpJsOi3trZsc4RzSGPeCxcu6NixY9bpijaHPjsNDEB4yvXReg7vD33zNB3+RgQG\nhIPuMDdHqvX3JGTnXtB0BkON0e3r66tbFzSjAX6gCQcby8WLF3XixAlJ1fVLhAnsQJTkS4/9vfrQ\nG0yfzXrvvff0wgsvaHFxUd3d3RocHNSJEye0uLhoHKpUKmU4C54S4fjExIROnDhhGfFr165pc3PT\nHkixWFRfX59xLC9fvqy1tTWb5uj7+WFceFg9PT3KZDLa3t62Xp2Esbj5GFe8M6qYALwh5TPSlp2b\ntnIsENq/STUMaX5+XtevX9c3v/lNy4bu7u5aWy3eR5PY1tZWG4dRKpWs6fLx48dVKpUsK+/nzTCe\nNZFImGfTkA8mHnK5c+eOstmsFSIQgrMxh0KhuppzSbbxArX09/dbxEWlzvz8vPb39zU+Pm6fLxaL\nmpycNN0gRCbCIBKSahzJoLNAC0Guhyw410KiyuOHUs17YwAbBjoSidiUBKm2eYfDYWsGMj8/bzxq\nchhgmhjZcrmspaUljY2N2Xk8/YlyTdaR33TA6j/0Y3YTiYR6enq0tram5eVlHTt2zEi76XTaFi4G\n0088ZE45w6Ak2YydS5cuaWVlRb29vdra2jJAnFZyvlkpYUS5XFYqlTKidzwet+7WuVxOnZ2d1noN\n5YEfSika9AuMZSgUskHy8XhcGxsbZqTJ3PP9IAAvLCxof782pyWdTmtlZUXDw8N1WUp28O7ubiMr\nc2/oUkOZGYTm1tZW66HIrjs0NKSlpSXzNA6zQcFHVZLJpDo6Oix5F4/HdfbsWYVCIUvyBbmuHvvj\nd8pcYVAwrleqJYbYeMHIKYdEfA074o1boVAw7B9eo08meo/Vt2Nrbm42wjthOefi+Hh36DbrBq+U\njv+bm5vWr5KBa9CR/OekqpNFlR7n41rxgFnT7e3tlkgrl8uH2t7tSMh3X/rSlypSlS8p1RIg1Fhj\nFNht4vG45ubmzGscGBiwG3/lyhW98sorVsHT2dmp5557TtFoVG+//bZ6enqstdXq6qqmpqa0vr5u\nGOWtW7dsIiWhBRUJlEaSWPJdinp7e+u6VmMwMVwobyKRsN28paVFKysr6ujoMGOWSCS0t1ebdkmp\nm1RdgIlEQo888ohmZmas0gJF3NurTgm8dOmSOjo6bCwp56MLEhjP+vq60TvAgihNvf/dGmTMh5Av\nfvGLFT/8jFJHstSEtzSrxvg0NTUZ5YbQ8s6dO9ZkgukAdCyiu5bPEDNMj2KJfD5v8BHd3cG1YXvs\n7e1Zr1mPDYJHEq7jyWG8tre3bY1I1fCfUs54PG5rGSyUMmg2BpKZYL5Q/VjreN+0dfNOCp4o6x0O\nMUYa40jpqVSFD2ZmZg5Ft4+sHo6Jj5IstIhGo9ZVB2pBPB7X7u6u0um0YSAYO3pCUktdLpc1MjJi\nE+mGh4etqUF7e7sikYieeOIJzc7OWgjts9k+JB0cHNTdu3e1s7OjZDKpT3ziE5qYmFBXV1ddo164\ncp73SFei7u5uM0pQiuBixuNxDQwMKBKJmBJcvHjRwH926IGBAS0tLam3t9eum5rwRCJhpZrlclmn\nT59WZ2enbt++bcpXqVSsnv38+fOqVCpaWlrSyZMnzXhTx//lL3/5X83D/wEVelryM54ZGJ0nrftm\n0HiZ/rPgk/Ahx8bGzHvFwYDlIUmf+9znVC6XNTU1JanqdV27ds34nTgEg4ODkqQ333zTjru9vW0R\nC7Sjzs5OcywIgX1xA/QeSRa1gHO2tbVpYGDAYCsoT3xXCPqtra1mKIGT8CI5FnSkc+fOWY9NcGBJ\nZqSj0ajZE6laHAMHeXx8XL/7u797KM/4SDyK559/vuLbMUGJgZxO84v+/n4lk0mrhY7FYlpaWrJw\n0mOFVAcQwt+5c8c8WLAMMBGI6Ds7O1YlgYFpbW2tw0AJh2/cuCGp+oAIxWOxmJGCGWkxMzOjwcFB\nFYtFLSwsmJdMF3YaifgONpubm8pkMlpZWVF/f7/29vasR2Jvb69u375tM5eTyaTeeecd80igYYyO\njpp3OjMzY0mESqVijQlQIMKf/f19dXd3W1LhN3/zNxse5kPI888/X4EKxGROmkBIsgihpaVFnZ2d\nFgI3NTVZYsaHlyQVpVr1CpurVKt+kVQ388nXiANrEaYWi0Uz1qFQSMvLy+aJevI834PGxBsbG8pk\nMgalUebrr40yRpwFqb7zEqOxBwYGbHbW7du3NTQ0ZI2uSfxIMieHMdHlctnGqlAEgEeJUWckjJ/x\nk0wm9Ru/8Rsfbg+TtH9vb6/dLGbPkKDJZrPKZrPq7Oy0Hbqvr6+OTkDXnY6ODu3t7RldBiCYcBsl\nJPzkBtP2vqenR+3t7VpfXzfMM51OW6UEnuLW1paOHTumpaUla8bb2dlpIRN1wblcTqdPn1ZbW5s2\nNzfV3d1tNeXFYrGu5pf+gC0tLcY1haK0u7urj33sY5JkfTXHxsYsMYWyJ5NJI+OzQBGMs/emoZRs\nbm5qfX39gc805PsX32UdeImSXXQNyhowDIUIkMExWhglP/WQz0FMR4/IehMG+zk+wXJC1g2/RyIR\npdNpu1ZgId8shrDaTw+QZIkieKbb29tWuBEOhy2p+dRTT1nURa9bRl9QkSfJoCo/mQDBux0dHbW1\n2NLSYs1EaJFHtIfniYd8WHIkBpPwIBQKaWNjw8LZ/f19dXZ2qlgsWmiKCz8xMaHBwUHrwUcGr7W1\nOq60v7/fCLAbGxtGsUEBCIcIWcmyVyoVqzian5+3Spzh4WELh0ZGRiyUHRkZUSQSUblcVjKZ1MDA\ngHWfaW9vt6w5nd/39/dt593c3LQqkN7eXmWzWbsP0WjUMotgP4zUZcGAh1E6OjAwoP7+fhUKBS0t\nLRlO1tbWplu3blkijXnXLF7O297eruPHj2t3d7eOLtWQDyaeotPa2mojnyFZM8MGWV9ftxJbqVb2\nyMZPksUbUqKDYrFow8skWTkmyRCMBMaRgWMUVoBpplIpM4y+qk6SJSzhKKP3eLgYNL5zMplUV1eX\ncTCJrNisfbaeqI7PAzNAoscJAaf0ni+Zft+5ie/NtAGSVb58+TDkyLLk2WzWjMTMzIxSqZTxHROJ\nhM0oR8nS6XRdT8rt7W0j6vossFTr0IJCQZglMwj2QqkgSrW6uqpUKmW4IgmfjY0N6wC9srJiGfJK\npaKXX35Z4+PjhgMODg5ajbAko1Aw5S4ajSqZTCqfz+tjH/uY7t69a+E0pHI8QCpCYANIemCqYDqd\nNiXHA4akT49CmohQNjc6OmqJH+5BQx5e4AVKNWybZhL0bJRqndn52WPnJOhwCNBvjk80+8m7AAAg\nAElEQVSBgW9o3dLSYgkk9J3kHjxdMMFUKqVSqaR8Pm9OCUkaxlQT/czNzdnQQMR3BwJO8COFieok\nmeHCqFHFRJIUyAiS+ubmptH5KOiQqmsI2hLes8+Icy7yEgMDA3VziT70PEw8MLyusbExw/x6e3ut\n68vly5clybxFMr6EAOAl4IOERL29vZqcnNT+/r7u3r2raDSqoaEhM1R0ek6lUrpx44Z5eVQCoRCF\nQsGSPITxZO0wXOfPn1cmk7EmsZcuXdIP//APG9AP4E65Jt5EKBSyIVGLi4vK5XJWxtnW1qbh4WHL\nthNSk3WlBJTvMz8/X4cflUolpVIpqy1PJBJGbWH+EX0UNzc3NTw83Gi+cQhC5tgnQ/gfj6dUKhm2\nnU6nLXz3pax4pRgXf3wyx3TQZ1QKlJ1YLKauri41NTUZhYloQpJV80hVYjwGF4oSFDXgKwap+XHB\nGP5QKGTNqTHw0JG4Jt+Fncw+a4CWhkAG29vb5jgBZZEFZ1Aaa4oBcu3t7Xa/gbHwpLn/h+kQHInB\nZGcaHBzU6uqq7WiDg4P25aLRqM6dO2djGrxxZMcIh8NmBADJwY5CoZDS6bTRGRBCCub6pNNpu8nw\nFAk1qPYBQohEIja8CoUIh8MaHBxULpfT2bNnra0bdenwHLu6ukwxgCL4Ljs7Ozp58qQ1SqBxB63e\naD5AaRhgPIpP2y08b7wMMo9sAvfu3VO5XNbAwICampqMDM13bcjDCTpChQ1JGarFeL2vr0+SDEIi\nQUP0g2GABE7jaKnW2RysHkI4UYZPdjQ1NZkegJHi3ZEsRIeSyWRdSSNGix6bZPaBCyTZesFLJLRm\nZAQ6DhEdHaOjEgY1kUgYFYownfJecE8cEEYXg5H63p0klfb39zU7O2s0ow99A2F4aOvr69bRB0wR\nwnZLS4sGBgYUDoetMcTQ0JD1votEIlpdXa1L2pD1JlynfBCjQVKnu7vbBn+Vy2WjTxDCtLa2qrOz\n00InMByabUCup4qCRhiRSESDg4NaWlrSiRMndO/ePUv2APJvbW0ZWZf+g83NzeYNdHd36+7duxoe\nHtb09LS6u7stzINS0tnZqatXr2p0dNQYAGTu2enT6bSF5yhZMpnU4OCgFhcXFQqFNDY2ZgD5YeI8\nH1WBvF0oFNTc3GwbpM9qS7LacZ5rZ2fngb0cm5qabGQEFTHggP39/VbRwqYKHYfKLYo2fCMPPN39\n/dpoB9gjGCjwRfrGwjFm86dKDiwRZ4a2iZzLh/ddXV2W4JyfnzfDzzoGNmN+ERuPJEukAtHhjfuC\nC0p82YCAtg7bETgSg0kWmZ0im82qWCzq2LFjlgH3HpSvRQUXkmS7WHd3t9EtUqmUGY7t7W11dnYq\nFosZiAyuQpOLcrmsnp4ey/h5rpnfrQHuJRnVAuJtd3e3Xeve3p76+vqsfO3WrVtKJpPq7u62XZK5\nPuA7hPxkxaPRqFKplFKplC5cuKBCoWBKViqVtLq6qsHBQTPOKDEt51KplNGz8Oa5zySyotGoJavi\n8biN7GjIBxc6SdGDgEIGTzCXqvoMLifJPFBI7BgOSVaBJtXXb5MtZ0OXah2JCEl5zr5HJNEGx+Nz\n6D9lkbyH82F8YrGYJSl9gigajaq3t9ey8EwcYA4Px2xpadHQ0JC2t7eN8cL78Ji5Nm8QYQ4AU/hG\nH2TV8Y4xqjhFh9lU5kgMZqlUqiOV7+/v6+TJk1peXra2Zh4s3tnZsYYbfX19WlpasgQHtbB7e3ua\nm5vTwMBAHVaYSqUUi8VsLs/+frVJ79DQkNV5c/Oh3XiuG1k/qWY4MWp0JpJqikUI39HRoVKppDNn\nzhgpuVwua3Z2VsPDw+rq6jLDm0gk1NnZqe3tbQ0MDFgnmZMnT5oHSLMG5hY1Nzdb16VYLKYrV64Y\n5iRV8ane3l6trq7azguIfvv2bYM/UKZGaeTDC96b1ympNqG0ra3NQmMwcRoA020HvA8DQ6kk/N21\ntTXzJjFe2WzWMujglTgY/GOKAXABa4aEEaFzIpEwXQYjxMPD2La3txumSfguVTcEsH2oSFDdCK25\nD77cElgN+AzKEI4FVECpmjCmDRwbEcaxqanJ1j4DEA+7z+uRGEyMYV9fn7q6unTr1i1tbGwY8NzR\n0VE3qW5gYMDA39nZWQujSXzQwiyVSmlwcNAqJOB18T8lZtSVt7e3a2ZmxrCUzc3NugqM5eVl3b17\n13a1vr4+C5156OzehMYobX9/vwHzGCO4onDbwHEJpdglGWVAGETNOaWV0DgI/zConCubzdoGw7we\nKqW2trY0PDysZDJpCSKv9A354BLEDz3Msb29bUwKIClCdgwP3dWh4iAwNTB2XjcIe2kKTBSDoYB+\ng9cFNklGHK9PkpVBsh6kGleTtYm3i774XppENTgTlFR6vJLvJ9UmWyLhcLiucXAkEjFIyV8L14Pz\nAvuFaqRCoWBcT2CIw5Ijm6+6v7+vpaUl3bt3T01NTTbkqVAo2PQ9Hv78/LzNBGlrazOSORkycJPu\n7m4L0QGn4S329PQY7YHREXDPRkdHVS6Xtbq6ajsn4XpXV5disZgZcXZFiN+rq6t1YDpkYhIqNImF\nD0q5JwsHLxvCr1TjjsbjcZvVjscCQyASiai3t1ednZ1WR47nWipVp2LSJYeFsrm5aVhPPp83rJN6\n+IY8nBACcj9hOJAlz2QyBp+0trZah3Q64ks1o4HHJFUhEzpeQfFhYimVO8A1viADaGt9fd0aXW9u\nbmppackckN3dXUvCUGXjz+0zzdTBE2LzO+/hOtkwIpGIJWTBR30bNnBSDC64q8fiiQLb2trMm+Zz\n5CVIbuJIMDOoUqlYhdxhyZF5mJIsiQIAPDQ0pEwmY/Xb4CrsplK1vdXo6Kgdyxsx6lipjcUzKxQK\nxjvb3d01jFGqKsTdu3fV0dFhCl6pVCwxgvd48+ZNDQwMmBfHw2ppqc7VYRREc3Oz1dHu7e3ZfHPC\ndx46WUpAcdqtEXpcuHBBu7u7Gh0dtQW3ublp0wa3t7e1uLhoZXgQ5CUZDYNsfyKRsA7yxWLRMoj5\nfF59fX1Kp9N1XM+GfDDxbclCoZDBNegkkQ+Ln02K6pZ0Om311iReGKzny3tDoZA6OzvNUBH+slYQ\nSmw5B1xGSOVAVJT2SrLoymesCe/hTVLk4OvgSRZhtIGG2OiBznzDapKh6DcjObiXHmPlPvKaVOtm\nFBylixfui1Ma0pCGNKQhDWlIQxrSkIY0pCENaUhDGtKQhjSkIQ1pSEMa0pCGNKQhDWnIh0n+N0n/\n3Xd5z76kE/d//l1J/9mf6xV9b/KPJf23R30R30V+RNLEIRznZUm/dAjH+ahJQ7f//ORIdfuwiOvT\nkoqSegJ/v6yqYhwP/P3fk7Sj709J/rq+uxL+q5DK/X8PI59W9b4ElfM3Jd2VtCHpn0r6oD3XXpF0\n5gNfXU0O47t+2GVaDd3+XuScqkZoXdI91X//fkl/KGlOB9+z70eOVLcPy2BWJE1J+jn3t/OSYu9z\nUf9Q0t88pHMfhTzMfJCwpN+W9G3V35tfkPRvS/qkpEFV793ffYjzNORwpKHb35t8SVVj1qWqQ/Cr\nkp67/9q+pBcl/ZWHvrojlsMsjfwnkv6a+/0XJP1fqn8AEUn/k6pe1KKkf6Cq4iH/saR5SbOS/t3A\n8f+xah5Zl6T/T9KypKykP5I05N77sqT/RtKfStqU9DXVewhPS/ozSWuS3lb1Ab+fPCHprfvHeV5S\nNPD6T98/xpqkV1VdTN9J/qakfynphurvzXOS/g9Vd+EtSX9H0hcOOB8yLenXJV1V9R78nqr3V5Ke\nVXWXl6STklbvfw+paoxXJH3q/u/f6704JembqnoQK6rei4+KNHT7u+v2o5J+X7UN5k/v/033v8vf\nl/TGd/i8l2n9gOv2HUmfVRVbOCOpWdUvdVz1Lvj/oqoCdKkabr4g6X+8/9pPqKpoj0pqk/R/qx7n\n+UeqKookdUv6N1V9wHFJ/4+kr7jreVnSLVVvRFTSS5L+h/uvDUnK3D+fJP3o/d9TB3yvVlUXwH94\n/zv9FUm77jqekLQk6SlVF89fu38v3q9j6YiqhrJdD+JFX1Z1USHP3P/+76ek05Levf99ulRVUI73\nrGpKJUm/rKryxVRdYNzz97sXLMCXVFvc/1TSb9z/uVVVT/ijIA3d/t50+w/vX0eLqvfpnqQnA+9p\n0fcWkk/rB1y3UarflPS371/k11R9ENygkKS8qg8a+eT9z0rVXeRvu9fG9aBSvR8gfUHVnQh5SdJ/\n6n7/65K+ev/nv6Wqd+DlX6reg0A+parH5+VV1ZTqd93PyIRqO1xQ/l9JP3P/Z79IpCoAfUNVo9qh\nqgLuS/rX3udYdyT9ivv9JyXdvv/zs6pXKs59RdWdltZE3+1eeKX6P1X1mob00ZKGbtfkO+n2SVU9\ny5Kq3+2/POA936vB/Aur24cZkldUxTF+XgeHLGlVd9c/knT9/r9/pFoYMKD6GzHzHc7VpuoXnFY1\nQfJNVY2MP5/vJlFQdbeWqgbpZ1R10/n3jKrAdFAG9aBS3XU/j6gaYvtjDd//LkF57v41fPn+76HA\n9f6eqjvdy6o+/G/c//vsAcdCgvdr8Du894uqAvN/V1Wl5vq/13vxn9y/3ouS3pP0i9/hXD9o0tDt\n76zbbarq63+hauh8TNWN5a+/35f8HuQvpG4fdreiGVV3mZ/UgzhNRtWH+6N68EFJ0oLqd56DdiFA\n9r8p6bSkT6iKj1xQFYsJ6btnvmZUVf5f+S7v45qCu86IarvdjKT/XvXew/vJZyR9/P4xpeoi2JP0\nmKohWEXSf3X/nyR9TlVjedC9QoL3a/593heX9L+qqlj/taQ/UFWBvp97seTe94ykP1F1MU99D5/9\nQZCGbr+/nFMVhvgn93+fk/TPJP2Uqp7qB5G/kLr959EP85dUNQ6FwN/3Vc0g/rak3vt/G1LVMEhV\nrObfkXRW1R0r6NJ7jyx+//gbqmI+B7n/75ft+yeqenufUzWsiqrq5h/kjv+ZpLKkX1PV1f+3VMV0\nkH8o6d9XVblDqmKT/7pqO76X/1zVUOxxVRfBH0r631XbzbpUDWtCqmJd/7MeDImC3+9X7193t6oh\n4/uB1b+t6u75K6pia3///t+/n3vxM6p6GFIVHK+o+kw/StLQ7YN1+7aq2N/PqWpT+lVNWL7j3hNV\nzeP2Px8kP/C6fUdVRQpKi6peFLtFRNVda1JVhbgm6T9w7/9bqu58s6oakj0dDIwPqIpB5FTFVX7l\n/nvZADw+IVXDqG+53z+haui7quou/keqhhEHyZOqzyT+U9Ubsh9X9YGtqboL/jMdrFRBCWKY4/e/\ny5aq4dh/9F0+f0fV+3X1/rl9CPisamHfv6FqeEMX1XZVkwbQZA66FyiPv49/R9XnklN1gfzyd/+K\nPxDS0O3vTbd/8v6xNu5/z3+geqO4f//fnvv//aSh2w05dHm/hdyQhnzY5S+sbh/ZiIqGNKQhDfmw\nScNgNqQhDWlIQxrSkIY05HDlYWqiP7B8+ctfrvT29tpwJYYdMUCKYfIMdGLYEmM+W1paFIvFbEyo\nVJ20yLRHSTbTmeNKtcH1TLDjNd7X3Nxs72WIPNfISM+dnR2b880EvJaWFu3u7to86XA4bMPSGNDG\ncTh2LBZTpVKxIVJ8D+4B7+fauG4m6TFLmlnPjPJlYh/nkWSznnd2dmwYFaODGSIVjUb1S7/0S0ei\nDz8o8s//+T+vJBIJhcNh0wM/GI1nyiAyxhwzWZHBaMzs5jkxdI9jeWGgoP87Oom++YFifl465+Dv\nDEcLCoPX0GXG43IcPwOdyab8zvn5mWFnrBdJdeuCCbBcM/Pa+R3d5pzoOJ9jvbB2GIz4C7/wC4ei\n20cyNRIl4SHw0FpaWuoWPLO629ra7MZwE5nAFxzUzsMpl8umAEzUw5gWi0X7HLPFORcGxSu4JBs/\nyuQ8fkeYf+ynBra2ttZN0fNzkr0CoVyMS21ubq4ztFJNOf0Mce4T7/PznBm/yrH8veEcOzs7ampq\nUjgcbswlPyTZ3d2t27CYqMjfeAb8nTngUs0w+ZnikkzngsYMw+KFZ10ul20ctCQz4t7QcD50ir8h\n6A7v4180Gq1zbA4y5Agje70B9cdmQ/B6GQ6HTac5NnoavEYmZnJ/uNcHrZPDkCMxmOFw2MZt+kXM\nLHI8J+aIo0D8jRvvB85LtbnQwbGafvfb3d21UZ4oLONoJZnHVyqV7EGhmH5H88IDbGlpqZu5zHfl\n+nd3dxUOh+0BBq+d6/Q7M0bYbwx+AaF40WjUvhPXjYfCvWtpabH50n6EKt5NQx5e8P7xpNBHoho2\nVDZ0SXVGgY1aqhk9dM4bAD6LNxkKhermy6M76LH3xA4aO4tuYwCD3p8/J8cPrkdvVPndv5/r5XhS\nvZPEfWGj57hB3WYGO/c5aIy5bo7zoTeYKI8fQu8VhbCFGd0YGr97chx2Oj84vlwu2zxivMq9vT3l\ncjkVi0U7l1fqgwyGN5De6Eq1UJ5z+N2N6+J/BCXjZ6+MUr0yRaNRO1Z7e7t2dnYsdI5EIrYDE1ID\nW/Cd8HCZZ8199tfHQpNUN8+6IR9MvBfEfSUaIXRG7zGcwDesBS/B5+XXRzC6KZVKKpfLFoaGw2GD\nhPxmHLxeSXU66qMSrodrDK4F77h4J8D/3Xux6D96x3cjxOeaMM5cP+fmerwhZDPgGonq/DM4TGfg\nSAwmeJ1XpJaWFjNmxWLRPD3EY4rhcNg+Wy6Xbefls9w8SXXD7lEmjw963HJ7e9u8MK9c3jvF0Hhj\nLVXDYIwkDxwPjwdNmOAVzu+afN4rFMrR3t5u3zEajdaFW+zMhNZBTBaDHo1G6+6Vhxs8VtqQDyYs\nXrA07wxgIL2x816djyDApSWZoeBz3nD4DTaIA+LpYYxYc5yX6/HHYbP1G/37GRsPAfnv442jdxB4\n3XvaODnou8817O3tqbW11aI/n+9gDXLu5uZmtbW12RoFG+Y6eO9hyJEYTMJAPDSSN4DkPlnBv3K5\nbMoA/iPJDBy4JIawXC7Xha6A3YVCoQ7T9ErHjQXD5OGDM3GNzc3NFtbzoL2B9fgnP0ciEcNbJJlS\n+4fPrhkOhy0MaWlpMYVKJBK2OLwyeqX0f/c7NIbTeysYyVwu9+fwlD96gg7558K99okfqWYI9/b2\n7Dl4I8tCZ42wJjAIwD8HPU8E5wKMHgliqhixUqlUh69zTo+V+kQlBsxHKn7tBD081hzrACjIrwve\n771Ib5wxmJwHYZ1sbW3ZPeUaPvQGE+HmeZDcu9JB7CFonNixeI0wBCMsyYwdnh8PwhvEYIjjwxgU\nnb/xeRTLK7xXRJSNB+mTPuziHodqampSa2trHabjvVPvzXIdnJPF4Ber31SampoUj8frrsmD9py3\nIQ8nPkpgw/Yb8UHisUz0yeueVL8JSjVvy78vGHpjQL23yHtJbrJ++DzXeZDhRdBjjoHOs6Z8UgY9\n94aPz/jkTPA7ek8arNKzWoJQgo/4fMT65yFHhmH6xAMPLRqNWuYWQYn8rkviBANECN/e3m4PaHt7\n+4HQxSsCmWTEGxepGsLs7OzUhQ9cj8+Qe4MLHgPGGMR2MOqRSETb29t2LJSspaXFMEq8Ao7rM5zs\n6D5zT3KJ78ECiEajam1tNc8F/KypqUm5XE5tbW12voY8nLCR8YyCehzcmL2xQNhgvVH03hWbnKfg\ncKzm5mZbQxhiNnfpQYeEcwef/UFJIe/JBiM8f30+WYPOgjHGYjGjAyIcyxs/zifVEl3B68OhCIfD\ndr/Qfx9d+ms9DDkygynVeGAH4ZEe5zsoUUJowt8l1d2YID4TzMphvLwnuru7a//z2WAm3hv6IMDP\n6ygqn/OYZKlUMkPssSYevj8WuJO/F5VKRbFYrC5bTzaUe8r/eDpgU/l8vu45oMxgQA15OMGjDIa0\nwQ3XRxZSjWeMbnq4xofzGOQgU8O/D91G/7zXKsn4uB4nDcr7ncPj69679dATusb3Zp15doiXpqam\nOrgA4bieNsQ99SG/dxCC95XXgbcOQ47EYHZ2dhoR3VN8mpubFYlEzJDiAeKaozg+jGF3iUQiymaz\nisfjam1ttawvIbNXAAwTYbUPoeLxuF1TuVzW5uampKqi8TkPavMw8Oh4nZ30oNCe3c+HRBhBHz6B\nyXpPJBQKGQ7rM5reePsdWKqRkvFoperi7urqMg8VNkFDPriQmCN5yXPx4SGJSR+GY2y8seS9wRDd\nE9y9gUA3m5ubTfcOSrKwDgqFgrFJSBSyQQMPeccGo+UdGJ+4ZINm8yaJi84CD3gdD+KWvI9rQIJs\nE4+pgqd6InwsFlOxWHwA/zwMORKD6T3CWCxmu4T3qEjkBMMFH4b4XYbPQCuC7I5y+tBEkilIEA/0\nQpIoGo1aIgkP2O+0/kHze1tbmxH0MfA+g+0/yy7sqyB8yB+kZnijGvRwCbs9HOAZBx6gl1S3KTXk\n4cSHqcGw1T87/zzZaPkbvwchIowCjoB/hhhLbxB9ZIU+hkIhg68w6kF4yZ/TG0wfBXmoK8j1Rcf5\nGTiI+4PB9QkwhHXik6Bcl4fmeM2H/EFHhuvz6+Uw5MiQftz0SqViBun9sBU8SN7PzcEQcEM8ZYZd\nlWSHx1daWlq0vb1dR6fBcHuO487OjjKZjHZ3d9XX13fgzshOLtWM8N7enra2tgxH9TxJj79KtbCN\nSiMfvvO6hyK8l+jBcc/L9Ls052pqalIsFrPyyEqlYljqYe/CH1VhgVP2KtUI5BgKuMXeiOI4SDWn\nwSf5vM6jI37z988umETyOJ+/tnw+r52dHdMNz73kGN775dilUsmiwKDRA44gYmN9+gSP17UgfurX\ne9Dgs55xJviOHuP0ySafrT/M6OlIDGaQS0Z4jsfHjaNsETDXe1PgPQDcfhf0Dw5FYWcMuvIe2yRb\nzLXF43Gl02kLsUnqUEvuQyNC82KxWOcF+5+lGmYDNsO5WAj+Hvnv6hNEKCBwgycYY6Q9RQXl8kku\nsGNvnBvycBLc3HwojD5SJ+5xcQ8XYRyJEjy1hygFI8FG6TmWu7u7poOE8DgCnCsWiykej9v68pU0\nwaRmMBzG0/OvBVkgvO+gjLU3ll6COKwP/dH1IE7pDav3XrkPENgPk2N8pFwSbjKJFu9W+9ej0Wgd\nJcKDym1tbfZwIK+C52FUydBxrv39fcsm+sQLoTuK2tnZqVAopLW1NTU1NVlGmQfqlQfDzcPZ2Niw\n7xCkUqCgviLBk/E96ZbFsLe3p/n5eYXDYXV3d9dhWSgOxPSgUrERcL1ch988wG0b8sHFRzYe4gga\nUm80vC55A+BL/tBbz8lFt4OskWg0WrcZIhhZIjWgn1KpVGcw+azPwnv8UqqxTTDCvjgkyAzgdZ8J\n97oN7AX8BktEqtXleycoaGi5V9xLoAtshb++w5Aja77hwwayZD6M8ZkunyVjtwTkxcigCHymqanJ\n6DJBDwrl8hVHUn2DC4ynx2DC4bAZaLLdAPvgNgDpnNfXywevAUOK0vsHG1SMQqGg2dlZ8wxIHnkM\nyd9XzyDwJXMe5+IerK2tHaiIDfn+hHuMzgbDSa8DQQyb9/MeqGJSfRctqea9EUrzXL1Hy9+9xyfV\ne7OsEb+JSw9ik0A//I1rDkZ1nIeKOA8HHSSs4bW1NesCRq8DDycF8Uu/uZBY9eT3IGvkQ49hlstl\nRaNRe0g+KeOrGzzm4YFpDAPhRXt7e52isNOzk3pcR6pRfwgVwB19goUHBXC9vb2teDxuxrCtrc1o\nQuz0KF4oFLIySx+ae5K49za8ofY18yStSqWSlpaW1NPTU8en5HOUg+bz+bpFwmL1IRE/41EWCgWt\nrKw0kj6HIOi1VKv64TmT0DsIn2OBH8RvDBrL9zM+3sEgYvHvD2LmRFg+pOVcvMc3vcEp8dfIOTxm\nDmZ/kJMQvFdSVf/W19ctj4GHSwTlIzrPI/VMEIw5HmgkElGhUFCpVNLGxkYdZPGwcmQhuedfgYME\nsRJJD+ApQa9QqlX5YJD4vN9doRkEOZ8eT8XAkN1GOdrb240OwoLgmnym3YdYeI88RLLlpVLJ6Cdc\nCzsl//Pd6T6ztramfD6vjo6OujDNh0Ye/KYKA+UC02Jj8Jn+WCxmmGpDHl5Y7FDH8OLY6IPeDpu0\nT0p6bN17WsGoIYjjeQaEdzR80oafiU6g//iQG+POsXxewcNmOBfesHp6k+8Zy2cRNvyNjY26RjPe\n2HuD63F4QnbC76AX6a/Hw2aHIUdGXMdo8eWhArHjkk20C3WZQTxShMy2v9HsRtKDxGEMVVAJed17\nfWQvMXYoqMeW/PVgcD1BXqrPrHsv0Pc+9GA6hnh5eVlSNQEFuA5mFQTHvxuH03sO4LS+CXNDHl6C\n0ZAnbKNXPhQPevbeOJGI9MdGt70RRHyiT6pvkMHf0TefPPI8ZXIA/m/+Or0Twjrw9B3wQ94XNLx8\n1uuo13cfDR0EE+H8eIYB98MnbNmADrtE8sgMJq43NAV2KrLmng7hMQx/k9jt2HU8vYgb5zPDXoJG\nNch780B7IpFQoVDQ5uam4S4H4URSfcOCIPbC7sn38LilN7r7+/vK5/PK5/Pa2NjQsWPVKalUCPmM\nP8qHJx5UUN+IhGvzzIFkMqmurq5GA+FDEp4BSUcSK94w+oSO1w2fYJHqM8E+vPevHXR+Xg9ifvwd\nh6WtrU1bW1sKharFEEGWilTTY59w8bjrQef2x/CYJ1IoFFQoFEz/vGfMuuA+esNMNIiBluor23gP\nHn5bW1sdIf8w5Mg7LpDE4ab4sAHDKdWSP0GSucd4fAadzLr0YNspxBft8xoKAnaC+JZzPhEVVJ4g\nxuSxnKC36asigiTdUqmk1dVVa+UmPehJcyzvpfqwPqgoB3knGOpGpc/Di9cxv/CleojIv5/XvFfJ\nhszzRO88QT0cDtc1vpbqu2RJNWPljVZwY/RGOOg88F6y5cH14w2xF7+h+89547GdEBoAACAASURB\nVFcqlRSPx+11v7a9eDze3xeO6Q2mVKPL+XLTw/Qyj6zjeiwWs/KsnZ2dul3GL2wetG8ggJFBkWgV\nB9kXDlvQpQ9m8/ACMBr+AQNcc9N5mMxX8d6sD4X39/ct48f18j68Y4+lgj8Syu/t7WltbU2rq6uK\nRCI6ceKEHRuOJYvP40MIi4LvyaaAkgKSewyqublRS34YQm9HNuEgtYf7jREIGi+v80ESObqBd+gj\nGenBSq2gl+cNo2+D6EslPS3N4/yFQsEwSUl1m4KHtLw3KtXwfT5TKpUsSovH44rFYnUYKsdhXfI5\nIkrvlR8UrnsvE3m/GvYPKkdmMKUaj4ub6Ym6Un3zi2DW7SBskGPxd39zgxk775X5kkeMrg+VUVJJ\ndYRi7535EMFjVQi0h2Apowfn8TgLhYKSyaTa2toeMJBcexCP8vfFJ8c4rq+8CNYZ868hDydsyGCA\nfkMLJjSDeF4wZPYhKAlIdMgnWvxnpFrU4Nu3oSt8Lthchv+9ZxYsqAhGfT6EDnpwQWMtVR0NelXG\nYrG63gw+Z+DXhvcqWTdcCzrvYTzuo4cvDvKqH0aOxGCSFfOt7zEm3pP0oW8Q5Pa7GTjM1taWKS0N\nJ3xWGiFDX6lU6krVPOYXTJrAlWQ3JBnEOciE8kC9QUVJPbGX7+R3P8jpuVxOw8PDSiaTda3eUAxP\nGfEbBIoahCM8baVYLFrVEt/5MHlqH2WhdR8bkNdVDIOPLrx+Sw9W0bAeeD5+1AhGUao11eV9nmID\nl5hjl0qlOj4luuGxdu+keE+P//nn12swseOhNDZqxqx0dXWpvb3dojoMuddtDB3n8O/l2jCc3DOu\nyRtTf+2HIUdWGukxM24yigYny4O9/O8TPOyUu7u7VuHAjYzH46ZAKIpP7PidWHqwyzpK5onB9MjE\n6Ei1kMErkjeCnJP+lx5Yh4DuQ6z9/X0lEok6agrS1tZmg+K8Z8B38l4Hf/eVPR738YkH3wClIR9c\nDkqGBJ8RRgg988lMHzV5TB/OLHrvN+Wg9+SjIan6/P0I3SBezv8eVvLXHuxL4BkZwcSjX8fcDxyK\n7e3tOm/Vfx7qFZCGL7KAIsfaxhv1XiTrCgfEw1GhUOjDn/TxBNlgEsdjIx7Tkeq7p5Blw9BQQ0tH\nFwjkTU1NdQkbiOieNO9DcB4I/3tqBQ8Tr9WH+tvb27YR8NBQjCB3FLqD9wh2dna0u7tr4TgGkcYd\nnJ/vJtVPDGxtbdXW1pb9nfvkIQK8eo97sTAbSZ+Hl2BiEePFhuo3Me9N+sQdm5nXlUKhcGBddigU\nUj6fr/PKfIs2ju2NMuWG6APepse4vTFiTeExQ0fya9evEW/4OT9RG6E4jb6DUBkbu8eCSXr67ko4\nPD4092E91+IZJYclR2IwIZHj1Xn33WNzQcIpDxTjyGd4QH4n4bPsPIQiKA9hKYJiURnEz0HvTKrt\nXPF43DKVeAKZTEapVMpmN2PUfPklioeXmsvlLKGTTqcVClX7Y0Jn4tx8Z47J9/c1xtwn7u3e3l5d\ns2VCvSC2dpjA+EdVvAEMeplSLUT07A+phjt7PC64LrwB9FEM3qH3Nv2G7TFSn5HmsxzfOzEcy0ck\nPtwNUnuCXFN00yeVCP39Zu29cUpBvYfpvWJ0/yCb4OlGB3GSP/TEdUlWh72/v/+AdwOuSKkfOw6E\ndqpmwAT9KAdJdSGPLyHkgVNumEgk6pI1KBjnKJVKlnhht+ro6FAmk1GxWFRbW5uNseW6/UJBgfFq\nMWQYz7W1NVMGSMp+NwSbBU4Am8J79iRlwpKDJm5KtQoJj7OymeTz+QO7Xjfk+xOvbz705jWfeOP5\nsdDZqL0EiyKCnhuGjEouhEjCvw+ngQ3ee79BzDXoPZIEYtw1hinIROG9HkoDTgD2gQ8MXxImAc1r\npBoWHFzTrB8PAQShKalmjIN19IchR9reDdcaJQtSMqSa58N7gsC0D+l5ENR9B7OJnBPZ2Nh4oKwQ\ng4PC+wwd10OPTe9deq9Uqik7YLfHQ9m9K5WKNjY2VCqVLAwneYWyeIMd3GXpS+gXZVAI//E6vDcD\nrgqtqyEPJz75IKkuxPW4uX89OFfKHwNGhk+8eEPpE0Tei+VZHxSK+ogimBj0nrE3nmzonlnhoxTv\nCfMZb8Dpn1AoFLSzs1NX1eO98mKxaO/lnNw3hPWIDfH67zt4cX1Es4clR9atCIPnDQ9fmIfpMUuP\nk/C+/f1qayhvCBhuBliMoJjsgJ4mxE0OhlLwJH3YTxNe+KNgmcxJoREG8EBwGD3HwTAXCgWlUqm6\nvxeLRZu/k0qlzMiura2Zl9DZ2Wn3g6bAfH/CeO6zB8JZRGCeEIgbBvPhxScyPLRzEN8SQ+jLEPms\np7zxvze0/M3j5B4PLJfLNp8Ko+RDc8/99efguj3Wj3ijha55dotft76+GwyS13d2dpTP5+smlXIM\ndB8HwTsrPmHFsbwHiiH30EYwCXQYciSrxBsP3HRP8n0/r8djGh6wjsfjqlQq5jF5XiEGMIjv+GPu\n7OyYYfSJEE9H8lw4T1b3u2uxWNTOzo7RiPAkPVhNwiYajSqfz1sHIoQu6Ovr61Zb39nZWeeVcA7P\nZeO7kMDx0yF9Iw6/KFkEPnRsyAcXnzjxoXCQCse9JjIJJorIhvNsMUBB4xt0JPxxpPpxvIjPxPu/\nB6k4vi49WJLrqWwkFb3wvelB6w29T7CywQBX5HI5K2lsbq51ofdrDNgpuJl42I37iq04TDmymT5k\nA6n4QdnAKqRap6KmpiYlEgn7LCFu0Ev0xsPvrsHSQY/x+LG+fN5n33mgPsnCkCU+43c1qVo1EYvF\n6oi5wd06n88fSM0Ih8NKpVL2uq/OodM7xg4sl9AcA+s3IL84vfe8srKiSCRinNiGh/nwgu54r8cb\nNARDxrP33Xd8lENjlNbWVovCeN3zczl+MAw/KGPd0dEh6cEKGnTAJ3vAypPJpCTZRu2v0RtLMEap\nnvXC//Sx9deMES6Xy3X9MCVZIhSnSqp1UgomcjyUQAQYLG8+DDkyD9PvOrjahCUeGOaGk+mF1oCy\n+GNhEDc2NpROpyXJHgbeFYqB0SYRQgs3Hgx0CpTen4NQnZAaT5RkFfzJfD7/ADDOA/XlkwhhBsoK\njiPV8LF0Oq2NjQ01NTUZtcp3qMb4+vN65eK+sWmgaA0P8+GFcNSzFg6q3fYbMLocvP8+xIVLGcT5\nPcsEQ02W2R8PQ+rHO3MO/7s3THig/jp8IojP8l68RIxv0LvjXrS3t5ve8jrnLZVKD1DmEIyxn0MU\nvK++iskXBhymbh+JwSRcJZOFB4YXiQflsRG/cwJAh8PhuuxuKBRST0+P1tbWtLW1ZYkf/z6Pk/pM\nGooXbEvFrst18zmGSaHIkUhEfX19xtH0PSe9l7exsaFcLqe+vj77TsHwoampyYzw/v6+wQEYcSqA\noFTkcrm68Msruvdy/EIj7OM7N7oVPbygH54z6RkbeGZBSg1/81nzYLVOe3u7Njc369qyeW/QZ62D\nFDIPR6Ebnu6GI+ENIpEZEAGv+SIHzsXYZ6I13zbOQ2Q4PKxzsHcSQr7XbKVSsRHX/p7yHaT6mnbO\n5zP83PMPPQ8zuMMFdxvCdan20H1zDYyVB4T9jaORBA+Em8gD8WAzCoihPKgdHMf1O3Bzc7M2Nzcf\nwHQOCm19Bp+qJK6DzQG8RqrvQO/vl2+eyvuCHZ08d473eG+eTCSvcd3v1wavId+7+CSlVJtxE+Qt\nHuT1+ChLqh9564nnQWPhjR266Kk4PH/fyUtS3YbuQ3KpBnF5Q+7fi2CQOAdUIf8ZqUbz8d8JB4Hv\n7Q2b51KyNln//jtyD1gHBx3jByLpg8HzNAWptiMFvT3CEIwbSgTHC4PL5xglASDtb7JXOk8z8l5Y\nsJuMxxf5HK/v7u5auaJ/rw+dYALs7e0pkUjYcba3t+uuhc/jeeC9+i4ydH3nuxBWe7pVe3u7VSQh\neKrem/RZ00ZIfjji6TrSg82rvUPgqWYIVCOfKAIqisfj9j6fbPGVPkFvCm81SEXyRgwD5/UJfUV/\nvfHlXGS2SWy1t7fXVbBxbf9/e2/221h6nP8/JEVJ3EntS+/buNvjGY89M7Zj5MKXWS4SIEAuAyT/\nWIBcx8hFECAwkjgBMnA8S2ame5bunmm1lpYoieJOauH2vSA+xTpn2sDPLfknTOYU0FCLpA7PUm+9\nVU89VUVpI9dDJhycUZJVqbF+OTeMN9g8obukgBNFjwfveL3s/p5XLq1bETfZhyW85ndkH3JghKam\nplSv17Wzs6NYLKa1tbWA0eDheoMRxgulb3ZXR3xZmqRv7Oyea+kll8up1WqZgSRbTQY/Ho8b35Lz\nwxvGIBKK8ZqHHGjgQRWR34nDILhfpBhLTyL2HWm8Rx/Jq0t4Q34ZZ9JjgjwjPxm01+up0+kEcHfk\nZQYxrJsvOx/E63W42ojvxyPzEBGFI3yHT0qBG/qQm9yCx0P9+QOL+YoebwfC3+VtAEadiMhHWT7S\n8pDCt95gkh2v1+tmTHwCAoOZTqcDTTM8/aDT6ZhxkqSVlRVJwR583LhYbNJRmh3e31yOHaZLeN6X\nNNntR6PJHPJGo2FczGKxaHQKEj+xWMx4oWBBVAfRD9BfG4mbmZkZSw4R6nhOKMoZDrX8YkB5WYCS\nDBsdDAZqNBra3t7WcDjU8vLyH+JRf6eEZ+Iztp6ew2InqRne2IfDcdVVrVazaCvc2YtOR94Ae2gK\np4PGLmEhUqKyjO/16yGTyajRaCidThv/t1Qq2TqAreE3ao91hiv3iAhZyzhKXGN4Mivi1x3NN8I0\nKYy2p0UNBgPV63XVajUlk0ndv3//PI81IJc2NVKaGEaEG0H2L5xh9kD59PS0Go2GTk5OlM/n7aGH\ncRbEK4dXUr9T+fel4DwS3vMcx+npaRWLRcXjcXU6nUCITRkn34My+Qy5n1YZPk+SBVAkMN5+t0Rh\nfUhFCAagj7GOxWLK5XIWEpXLZX344YdGtI/k/IKxgC3Bs4JR4VkLYWxZCupmu90O4Nq/CzLxzgF/\n7+GqMHaK0Q2vvTAx3SeLPv/8c/3kJz8JfI83lj5Rxd+FjZoXuJQ+lPfQBeflYbTwMbl/PiyXZLSl\nDz74QL1eT1euXLHk0UXIpRhMeIK5XM6MkOdXcTO5Cb58CiNydnamarWqTqejW7du/U6sgl1fUmCX\nZhciJMbAANSDA3oBc+F4JKB6vZ4++ugjNRoN/eQnP7FMIF7c3Nyc1W0z1Mx7dCicrw5JpVLK5/Pa\n3d3V119/rR/+8IdaXl7W4eGhKRr3JBx2sHN3u13DMhcWFsyD+dWvfqVms6l0Om2G+M0337yQZ/td\nl6mpKRUKhUBo65kObHDegPIsO52OTk9PdXh4qN3dXc3Pz2ttbS0Ar/ifngkB9s53efHNpPHmyAXg\nvfE6eDwsjmQyqU6no5OTE8sNSAqwTjDyFIB4LioesOduptPpAE46GAwMquI++Wv0yS0gKzLzkizy\n6vf7+u///m/V63W7NtbbhT3fCz3a/0fxNBpuBjfGdzoJ70yErK1WS4eHhzYobHd3V0tLS6Y0/hh4\nX96goGjD4VCtVkuJRMJ6UIYz0+EQ3mfivOGUxs00pLHX2mq1AgR2nwzw/DWPM/kdFEPmAe7RaGQl\nkRhXaeLJ+Ow/nqwUpFLV63UdHh5KGivu7OxsIJkQyauLz9yG/3lYKewIsEk2Gg29ePFCW1tbOj09\n1fHxsd544w0jrvsmGF4HPU8S79JHJS/DPl/W9sxvvBgnvOHHjx/rzTfftAIKSVbJA+7oEzRIODuO\nc0DxBu/Nz89/Y0Pw/w/fN+6ZX7PNZtMivVwup0RiPHrlW49hhhMWYBw8nHD5F7vTycmJut2unj9/\nrq2tLZs+t7m5qZWVFS0sLJgX6Dld7JQ+684uRgaSqgawFh4EYdHU1JSq1ap1UDo+PtbZ2ZmKxaIe\nPXqkSqWiVqulra0tLSws2PnduXMnwIVk5/YcU68IUC3AmHK5nC0eyPV81jMBfEKMjYXjFgoF825q\ntZp5CZlMRouLi2o2m9rb2/tDP/bvhPhw0ic7YrGYYX8sdowBCblyuaxnz56p1WoZrPLs2TNdv37d\njo8++6ouTyPDOSCS8v1TvcGCtoa+k6hhMx0MBtrZ2dH6+rqOj49VrVb15MkTM7L5fN4y9xyTZCLX\n7Z0EDw1MT0+rVCrp5ORE6XTaenp6ahuUIp/wpVCk1WoZTs99bLfb2t/fD3BBOb+LpMxdWmqUZEg4\nEybJsDcpOEaz2+1axxOSIdJY4Q4PD02RKPj3jYL5zjDRN+z648mdnJxoeXk5sOvyYM7OzvT1118H\nDDv8yr29PbXbbQtPOp2OUqmUGWawzFarFeBk+p2Z/0MS5jNgkZ7e5Im6iK9P9rSps7MzZTIZLSws\nqFqt2mb0/Plzlcvli3q031nxxjLMj5UUgFHYMPGccAb4ez5/cnKiRqNhhhBd8sP4vFcIjkoU97LJ\nBhgyb7TR+b29PY1GI0sUfvXVV+r1eqpWq7ZpZzIZdbtdraysqN1uK5/Pm8eKYfP3Q5rQfLy3B73Q\n5zRwFMLXxfF8VMXn+Z5sNqu1tTUrne73+/83QnK/wDGYuPZ4mtLE9eahspvNz8/bzZientb6+roW\nFxctAYPS+J6APpROJBLGZwT/AB5AGSRZMwBqUhOJhBqNho6OjlQul9VsNpXNZm2XbLVaOjg4UKlU\nUjqdNk8zlUqpUCgok8mYEWRmsr8+Dx2A7V67dk17e3uBqogwETgccvnrZcfHS5Ck1157TXt7eyqX\ny+YJX2TY8l0VihB8oYK/r6PRyLA/bzDZHBcXF5VOp7W7u6tarab5+XktLi4ql8uZofQ6jXhDRbju\nSfN8N+eIHnm9RncrlYqGw6GazabpGh2GRqORhc7D4bgEmeQla4m1HKZT+eQNxrXRaGh6eto6c/mi\nkDDVj2P493ACMKJU27XbbZXLZSsFvcjo6dJCchSL/njgEJ7gKgWxi9Fo3Cn9+vXreu2111SpVCwD\nBtk1kZh0OfFeqy/FRFn9mAp2ZM+BnJ+fVywWM75kMplUNps1gypNcMPZ2VkdHh6qXq9rZmZGKysr\nxpck5KE1v294zPXhbXoM1ZdphqujvFfuPRKUiXuAN97v963xwsnJiZaWltRqtXR6eqpMJqP5+fmL\nerzfWUGXpWALN56Rpw95nC+ZTCqdTmtmZkbT09NaW1vT4eGh4vF4gIIkTTw1dMO38POJJF+T7fnE\nGB10iO5bYPr85NzxCoGgKGuMx+OGkVPqzOuE+hgzDKXH7n10SKTjN5ew14yRxsv295z7m06nVSwW\nLQtfqVSUSCSsechFyKUYzKOjI+Xz+QAHkfDcA8TcLI/PEBJQEdBut1WtVg3380LY7z1K/n98fPwN\nKgOZZRSXwUy+68nR0ZHtvJxLMplUPp83SkOlUtHdu3dNuVBwDBwKK8m4lEAQ+XzeFhdGnVpxBt/7\nVv/+mpllTgLLd4BnIwFrisViunnzpsrlsorFYkQtugCp1+tmGHxxgn8G/PQeH94eel0oFEyffLs4\n/1OaVA55CYe9ZJUx5mz6rAWeezqdtr6onBP6Rwac9eHDeH9tnN/L+KVh/qinQJ2dnaler2thYSHg\nIEkTw9lqtRSPx82pwBHxCWNpvB7gsUq68D4JlxKHHR0dqd1uGx5Ji312Xo/t+J2Ym0AY4I0FN8Z/\n3htdvzN7uhC7Hefy7Nkz1Wo1DYfj6Y1gQL5tFaE7xPOZmRmlUiktLy8rlUqpWCyq1+vp6OjINgGP\nz2DIAdrBNb0XyTUR2nQ6He3u7tp18TmMu09YYeR5P5VKGX0Ko835F4tFSxhFcj7BW3rZyA+eJZED\nSUx+B6v2uh2eGgprwhuVlzEsEJ7p6emput2u9vf31Wq1TB8JzdFhjF0qlVI2m1Uul1M6ndb8/HwA\nM4T6F44GvQfJ66xnT7HyRrPb7erk5ETVajXgLHEPYrGYms2mNReWJqXS3lB6Zwu9Z/3iuFyEXIqH\nCUjs/+FRIeA/Pss2HA4DXZkxsPl83mbssKN3Oh3jUuJV8rB8COFpINIYRyHbXa1W9frrrysWi1lW\nst1uWwIKTAnMiJ2b84HIns/nA4ResqUoheeoYfxYTCghSYErV64EGorQtNgvUPh8fCdeA6E5i5dQ\ncGdnx+hKkby6eEYFRohF7pOH3qB4T0uaeIj8C2ORrBPgJUnGHyZZiuEDmydrTGUdv4O/o38YcTp0\nebYGvGGfkfft1Dhfb8gZNMg6DU9PpaIIBgprnnXqZ2CFMVEiJl7j2qE9kYHvdrsXWvZ7KW5FNpsN\nPBAWLt6bJ+D6XWdqasp2DcjuuOjcPCk4K8XjfdJkWJh304fDoWE+ZBj7/UkrNsJ3KVjf7b0yHjYe\nqa/48KTlMHfzZcdh9/fhFgq0u7tr4b2vSKJ2HT4c50io5DcIvpMdv1gsXugu/F2VQqEQCMklmT54\nKltY2Eh9xRbeHF4nURfwlce4vS7goUrfbGjsw18oOIT4vrrOY+GSDDcEpvJdhhKJSXs3HByMcjhc\n5pj8xBjzfb76B0PJZ31HM66Nv/cNaMKGNeyln1curZYcDMWD1Xhf3s3GnfdcrDBug3A8kiqtVkvp\ndNoeou8qBC/T38xcLqe1tTXt7u4GzgMPMhYbDyjjb/Ai/c4JPnrlyhXdu3fPFIHz8n+D90D2lPdh\nAfA9Kysrevz4cWAXxfhyPwijjo+PTenz+bwZRU+QZ8dGGeGuRnI+wav0Rkr6JiuERY2+s+h5BnRX\n9+GsFOQke4jFV/dgSMAhfWgL/IXxY01hWDkOjAw8VUkBjH1tbc2iJHSQqAvPzhtQj3uGoR/vOOAN\n4uT49zKZjJ0/xtgnTTmW96B9BHhRcmkGM4y5YDi56KmpKWuY4T3R8JRHH5oSknMMdmCyZoQbVAj4\nNmvecMbjcZVKJRWLRaXTaUuWEHIQLu/v75sn6QnneAU+BIPWMzMzo2azaeEKxNpWq6WjoyPz9Hw7\nrYODgwDHL7xj43FD1vVEZL/gMNL8DcmAVCoVyDxG8moS9qbQGTwxzyEkCQIk5dcEEQa6TDgbHuMs\nTQxw2KPimXsIZnZ21ubdLyws2DP3my8YbCaTMQPunZUwPAALA8+QbLo01mH0ejQaaW5uLgBvHRwc\nWASHAeZvWZs+mgTDxbvGM0eXY7GYdbznPHzxyUXIpU2NZBckFEYxMGg+QRKmB3kvE2UhnJidnTVD\nAH7ow3JG69J/z5+TNM50zs7O6t69exZSeO7baDSuY22322o0GqpWq0ZbmJqaUrFYVKlUUrvdNuNY\nrVbNC2w2mwa8+5AdjHJubk7Ly8u2QBKJhMrlsjqdjuFQBwcHtvhisZhu3LhhXvDLCMl4Ib4DTqlU\nsvtHlVIk5xP0EF0ioRfGKNFzEnPT09PKZDJmWD1OB1yEt+e9Lr5TCtKHPCZOggY9yGazunbtWqBD\nkDThkFJ6LMnKemdnZ5XJZCy6ol9nuVxWt9tVPp/XwcGBNcNhHhVrkzWXzWaVyWSUz+fV6/V0cHBg\n/E5+p1R5dnZWhULhG01n6AcBxAGEhzEn00809jImwXnk0ip9UAzoDgxI8l2EeMjsvqlUynYbcBU4\nkYDFnU7HlBS3HA/P7/gIcACY5enpqd544w2j3kiy8xoMBmZoO53ONzLbYLEnJyd6+PChnj9/bgRg\nzptQqtFoSJpsHoQ+GxsbVvpFiWYmk9Hq6qrS6bRarZb+/d//Xf3+uIXXysqK/vRP/9Q2hsFgYH9f\nLpc1MzOjUqlktKrRaKRSqaSpqSmbr8I1RnI+8cRxKVjd4iMEjBPhK4vfZ9L9Z1utVoAFMTU1ZS0R\nMRYkfqiSkSZt1Si9jMfj+sEPfqBcLheokOF7vZGh1luaRDIkU7744gsdHx9bFQ0Jw/39fTOQ0jhX\nQRI1kUhoc3PT+KaVSsVocjTI3tjY0ObmpkU9P/3pT3Xt2jUVi8XAWGrvEMC/Zl3TuSyXy6nX62ln\nZ+fbnyVHOcAj/MgGX1bV6XTMtY7FYrp27ZoGg4H1dMR4HR8fq16vB3bbWq1milIoFFSpVCwc8AAx\nhqpcLisWixn9Yn19/RvnTegO2Rujg2JJstrd/f19SZPmCPF4XOl0Wuvr64GQaXl5WQsLCzo6OtLx\n8bGOjo4siePxScKKRqMRGJHbbDa1tbWlq1evGqbDDg8mRcUSXqU0qUUPE4EjeXVhg8eT9ywP/5l2\nu20t3LLZrFZWVixhmEwm7fmxRjwh/eDgwI4JXIXBwwD5MB5j1el0jJ0C3IMjcHx8rM8//1ytVss2\ndcJxkpmFQkHtdlu5XM5KlBEiMf4fJpizBnAWvHhnwSd4JBlHWJJ52VCR8CipHafIhHPxyamLlEv1\nMBGwCJ+I6HQ6+rd/+zeVy2XV63Xl83k9ePBAa2trun//fiATWavV9OLFCzOOg8G4ccDU1JTRFjx9\nJx6PB7r+QMshY+ebbAA07+/va3t72wZRLSwsmJdJQ+D5+XlTkhs3bujtt99WLpczQ316eqonT55I\nkhYWFlQqlSwU4/179+4pmUwahuTL0gDeHzx4oH6/ry+++EKLi4vqdDra39+3skvgCAwvxlGSVfsQ\nzrysBC2SV5cwJUiahMij0Xiw1+PHj/Xw4UO1Wi3Nz8/r9ddf18LCgm7fvq3Z2VkzuMfHx9rf31e7\n3bZj0TQb/fcjetvtdqA3gTQZVQuX8fPPP9fdu3ctVAcyQmdyuZwymYzBZWyqMzMzmpubC6w7P/qa\nKrd+f9y20Tf88JQ1dNtXKkkyr3J5eVmtVkvPnj1ToVAwpwgIKxyBggVL44QUTobX64uMni5tLrmk\nwI4DrQEDVq/XVa/XbSc7PT21CqFWq2VVEdIYd9zd3TXjgvT7fR0dHanX65nhYvcBrKbjjx8NwPff\nvHlTX331lY6Pj63yAm4lGAsKdPPmTd2/f98qDTY2NgJd3oEWCoWCRqNJI/KhzgAAIABJREFUVxjI\n6Ign5IJf4SnQj5DQm+YHfIbEgvfSw51aOD54J97Gy4jPkfx+QrLGJ3+kSSVbt9tVo9HQo0eP1Gw2\nNRgMdHR0pIODA8XjcS0sLHzj+fd6PatcAYryxgKcP5vNGhaOgYNiNhqN1Gq1VK/XVa1Wtbm5GViD\neLzSpNE1SclEIqGf//znmpub0+bmpg4PD9VsNg0Ll8brbG5uzsL6WCymQqEQwMX5PmZacX6wOnwD\nj4WFBa2trVliB5ogESSkeU8h8kleD2+QCLooubQhaCgXD1mSVbR0u11VKhUVi0W1Wi3jt4HHsMil\n8YOgq/Jnn32mk5MTNZtNG1mxs7OjeDyuubk5zc/P27HIYpdKJcMLAbHr9bra7ba2t7clyUjpU1NT\nKpVKFv6srKxodXVV2WzWEj8ekPbNVnmIlUrFsFBoRIeHhzo5ObFZ6tIYF6J2l8UC3uWrdShd47vJ\nJILbSpPxAcfHx2awuX+FQsEKASI5nxAShgsu8Oba7bbq9brW1tZsocO3hI6GISHs3NvbU6fTUbvd\nVr8/7k5OJpvs9dzcnIW9mUxGo9HoG2wLQnuOyUaPfpHgYVO+du2aNf7AOVleXjZdlvSNDZqs+dnZ\nmWq1mq1r7+2RzGRT6PV6lj3HSEtjGpGvRfdeN8aSRBc6TxUUyZ+ZmRkdHR1dqDNwaWN2+ecxnuPj\nY9tJYrGYFhcXLcw9Ozsz5Xnx4oXN5qb6RpKFxtKEyuM7Q1+7dk3SpPTKt1uj+7vnWSaTSfMiUUCa\nAl+9elW5XM5I+NKkdI2GIGRDefAnJyfKZDI6PT21zkpk5RF2bl+qxqLyLbR8U4dw5YjnxPnwPh6P\nGy7MvaOvYSTnF99zwEMeJINI4i0uLtrGW6lULHkDzg4OibHAEHU6HYvKMJb8LBQKgSoy34WLyi/0\nEr2lNBYeLnpeKBRULBYD5b84At1u18aasDETLkORIscA3s798Jl+dPVlE0vx0knc+hLpTqdjGxCQ\nhB8kKAUbEPsM+0XIpSV9PAUC4Drs+dAhSJqAyY1GQ/v7+9ra2rJsMIkcFKNWqxmWuLi4qOnpab31\n1lsBXhnVDQDrVBlMT0+bJ5pKpbS0tGS8SrzA2dlZpdNp64Tth5uBazK3x2fmU6mUbty4Eaifp5wS\no+W5aFKwmQJkYzLyQAndbleDwUClUsmSaFCXyKqGqRn8n00qMprnF4xjuL7Zh5PoCjI3N2chcbVa\nVavVsl6pSL/fN0Plxy/EYjEtLCzoypUr1rwXuAUoBh0nOpqenlahUNDCwoLh5xgu8EYSNr4Mkk04\nlUpZw18vhULBEkM4QrAxZmZmAtV33Bt/H3xyJlyZJE2cD+/d8jqfZVMAp3/x4oX29/fNgF+EXPps\nVXZXb/AggvvsbTKZ1Pr6ut14QgxoSRgKMBvCHZ+1pDKB3bvT6ejw8DCwg6Egs7OzunbtWsBrgMSe\nTqfNQyaj+LJSOP//TqdjipjL5axzNJgqmwMKgQHnd8K9ZDJppZpsNEdHR8Z1k6RqtWrt4jgvwqZk\nMqnDw0NNTU1pb29PlUpF29vbunLlyh/uIX9HBC8M/iwLnmQFzoCPHvC2MJJMRPWhrzTpyk5ShZCz\nVCp9ozoO3ZEmJYW+pJhuSOjQaDQKVP9wHJ9tRrwDExa8Xb+evICzTk9PGx0QneV+hbFfYCU8du9d\nei4peH2tVlO321Wv19P29rYqlcqrPMrfKZc208dTMGhkQddvj0lwA4+PjzUajWfaYNT4Wx4oITbl\nkITey8vL2t/fNyWAzjQYjIcv0ZWlWCxqbW3N8EOMeDKZNADblx76XoLgVgcHB2o2m0aJAKthp6Qh\nw7Nnz1Qul41mks/nlU6nlclkNDc3J0lW95vP55VKpWxDIfRKJBJqt9t6/PixJFnWvdfrKZPJqFgs\nKpVKWcJMGneK+vWvf625uTm1Wi3jfT579uz/p6f/f1c8y4OSwLOzMx0dHQUiDcYxeOYGmzvNnH1H\nHiph+B2IhWdLKS9GCGybBEsul9Obb75pzSg4V0mGDxL6e+/Ve3GdTkfValUbGxva39+3JCqbBIaQ\nuUR+gwDaIg8gyYybpMBMKV/Ce3R0pK2tLSWTSa2urhos5o0794zr6na7qlar1uibyZEXJZfmYcbj\ncQsznj59amEsOB3hpDRpeOHrZjudjmEy/X5f9XrdDBwhKJngbrerbrerw8NDC8Hv3Lmjqakp/exn\nP9Pq6qqFs+xezWbTAGYeDLshFCB+x+Ntt9v6n//5H1UqFb3//vu2UMCvMJpgmsPh0Iwj11AsFvX2\n229bc4S9vT2rIPJDzWZnZ/Wzn/1Mv/nNb3R0dKRkMmmhGTN88B64V5VKRS9evLDO6x47vUic57su\n4MjlcjlQF473hW6jDx4LJKHhx1X4gg6GeiWTyUD1Vzab1dbWllZXV80R+N73vqfr168HRlYAY5Fw\nRE98BY0k4zlCV9re3taHH36oTqejf/3Xfw1UNfnwH5jIF5mwJu/evat8Pq9yuaxWq6VGo2Hhs+9z\nsLa2prm5OX366acGJZRKJasA8th9rVZTs9lUo9HQzs6O8Ze9fOs7rmMUB4PxUK7Dw0PrZM7oBhRM\nChLG2XH9rGH+PxqNtLS0ZD0eyUYzPuL58+e2M+3v7+sv/uIv9Nprr9lDk4Kk+uFwaNUKGHEyfNKk\n5RqD2E5OTrS/v6/33nvPaE5+wXDNPtQm649H0e/39fHHH5uRx0iyG/tqkkePHhlpN51OW5g1Go1U\nr9f1/PlzM5Bgo1RLkBklwRQuFY3k9xee42g0Uq1W0+bmpkVS8Xg8EAb7cBuurPeUvPGSpLW1NcPi\nOGa73dbBwYH1GoAW9+DBA/3iF7/Q6uqqVb15o+uhAYjeeMMYcfSh3+9ra2tLnU5Hz58/1yeffKK9\nvT1zBEgYcUzoPL53Jf+IhLhWjDGwBK9vbGwYrgqHc3l52bx0otGTkxM9ffrUyOzAFtw79PsidftS\nDCZJlJmZGTUaDQvFe72eSqWS9ekjW9bpdCwkJllDCBCPx7W4uGge3vz8vG7cuKHt7W3VajUzFoSk\nANfscL7pR1g84Zj2cZ1OR/V63R4CZF2IwYyzkCY4JkbRZwTBZKA4gQ19//vflyRtbm5qb2/PkjEo\nSpiY62kdL168sMRAIpFQvV7Xzs6OYWosDnZn38zBe5uRvJpwLynJo1M+FCBfAePZDODhGDWYEEtL\nS1aIIY1H0e7s7KjRaBhPGVoatLFisWiwEZgftDmeu0+u+hpyb1iAu6BC+c3bJ5V8CzdP1ud1KEm3\nb982Hd/a2tKLFy8CmwaMgnCiCSHZBUG+UqkYX9oL14a3e9HVPpdiMP/5n/9Zf/7nf65f/epXOjw8\nVKfTMYLuzs6OstmsZaMxQIC6PFzCgVQqpR//+Me6cuWKZf1Go5EePXqk3/zmN+b+S7K/OT4+VqlU\nshs7PT1tXqqnJhBekFyiySmKhyJKk05Aw+FQP/rRjwy3ef3115VMJjU3N6dcLmfeYbiZAhgtZHfP\nJKBcDuVoNpv65JNPtLGxoX6/r/X1deXzeTUaDR0cHGh7e9s2Aq4br51sOQsMwn7UD/P88vd///f6\n67/+a73//vs2VIxacGlcpUMjC6Is9JmNjyQmvMh3333XEjX9fl+bm5t6+PChtra2VKlUjNeLh5XJ\nZIzo3ul0rHII8cUhkmztEXWg9zSbTiQSKhQKVoa5vLysTz/9VGtra7p9+7Y1Fn4ZPcjzJb3+0TmJ\nBG21WjUD3ev19P7776vdbisWi1k5L9xOqpKgEnIdkswp4Br4bmCvi5BLMZj/+7//q2q1GuiOLk16\n7g0GAwuT4aAlk0lztwkbeL1QKARGNUhjugbtpfACMSKzs7NmIDudjg2a8l4WWUu8WR4mde3h3ZHE\nkTR+cPfv37cQDICcawS/lBRo8nFwcGB4EotqOJxMCqQ66eTkRD/84Q/t3vzXf/2XJYRgGbAg4/G4\n4b9sDpKMM4dihXGfSH5/2dnZ0T/90z9JmjR8ZhYOSRU/m1yadMDqdDpmWNDR9fV1ZTKZQIvDK1eu\nmLGs1+vW6MJ36CmVSra20DWgLBKJnpnivUz0jVaBNPYm8SSNy34XFhaUTCaNbA4f2heUgIv7kR2s\nU9+gZGVlxWhwOBy9Xk8PHz7U06dPrTtYp9Mx/cdj9xETcAc5B/TaDy08r1yKwWw2m3r69KkymYwZ\nGXiN7EB4lRBkCXvxNMm4nZ2dqdFoaHV11W4euyu7qTcGuOdXr15VLBazUaFwI/EKqBgCf/LYJQpM\nGVcyOZ4weXJyolwup3q9bj3/crmc7Xo+DOecCNcJ58n0S8EhU96gkyHv98eTIN966y09evTIiM3g\nwHiNzJrh2vHEfaY0CsnPL3TELxaLZhhIpkgTPK/X6wX6XVId4wsQTk9P9fHHH+vHP/6xQU/D4Xj8\nLdxbZk/xHsnA27dv6+DgQGdnZyoWi0ZHAiOloxCMEd97EmOJISTjTr8CyOTJZDIwjZHyTA9vhT1O\n7oeHh/jnIxxKgu/du6epqSk9e/bMWAXcH5+kZJOBNiVNOkX9n2i+kUwmtbS0FCi7oh2TJ8Tu7u4G\nyiBRDDwo3Pz33ntPy8vLNiqW0LvdbpvXCqEXxcLwvnjxwsBmkknwwdilAY/ZFYvFopHX5+bmLBwh\nsdRqtTQ3N2ehABilJyP7Br/dblcbGxtmZNPptH0fYXtYEVlwvV5P+/v7hmcNh0PrTg3lCU91dnZW\nN2/eVLFY1MbGhp1P5F1ejNBEBWNJwlAKYsTVatUMnTTZGGFk4PlBQfN8ZM8TzuVyarVaRlrnOT99\n+lT5fN4MsU/gAOvAScbIci7z8/NWbslrkOnhNPrklTd8Hjbj/1Qo4YUy0dRzPomM0FVJgaTS6emp\nVfhgKwjvCc9nZ2d1584dSbL+rhzrW49hzs3NKZvNanV1VYlEwtpSITMzM6rVaoZB0DxAkpWWedoD\nu6mn0ZTLZWWzWS0sLBjuCKA8HA61tbWlhw8fqt/vB3hs0CH88KmVlRXzDhhyhjIPBuPO68+fP9f2\n9raePHli5/rgwQPjgLEoCJNRApoBV6tVffnll5qamrIyzmvXrtk1Ybi73a5KpZKFejs7O9rd3TWa\nCF7L/Py8bt68aRy3RCKhO3fumCE+ODjQP/zDP2g0GgWUN5JXFyAODxNJE5K3bz84HA6N4oOBwSvi\ns/SefPfddyXJssKnp6e6detWIEymUGMwGOjp06e6e/eu2u22KpWKRS5EcEA+dBWiGQa0HQwMTbKf\nP3+uvb09PXv2zLofvfbaa1pZWQkQx1lfVI9huE5OTvTZZ58ZzHDr1i1J3+zkzsbAPfjtb3+rwWBg\nyTP6KczOzmp1ddW4y9PT01pfXzeucrVa1S9/+cvf6emeRy6tNJK2a55GJE3mcnz++edqt9umBNRO\n012Im8EO+o//+I/6u7/7OyUSCe3u7pq3VSqV1O12zSB6QPv58+dmVMnaU1sNBgro7RcD3wvovrm5\nqUajod3dXWvJ32g0tLm5aaEN5wAEwZgLQO0vvvhC9XrdjPLZ2Zl1PKJTUhg3Baj3g9egMVHWiaeT\nzWa1vLxsTQ3Auvb3983rjuR8QgVPq9UyDw/PazQaaXt729gcRA7hNofShAPZbrf129/+Vqenp7p/\n/75lrcHk/Lwqkh/ASZubm0bJobE1/0qlks7OzizkpqkHQrh/cHCgnZ0d7e/vq1wuW2a60+loc3PT\nDCsGjp4PkqyR78HBga0HurZvbW1ZRp1IyzcrAW+H+ua/AztQLBZVLBa1urqqqakpLSwsWBcy1ixJ\nrHAZ53nkUgzm4eGhAcEvo9oAGLOrNJtNCxs8rwtjBK7zy1/+0ub6QFqnhptMMw8UMB1jk81mlUgk\nbKcCI52dnQ3w5FDYSqWig4MDoziUy2W12209f/7cwhIgBrwI+HdgonjL0hjXxYgyU0WSeQie9A4G\nBI7pDT7fcXJyYh4qCrS4uGgZ0XQ6rfv371tlSSTnl6OjIzNcX3zxxTc2IQyDp8345tm+ZSGUr3K5\nbC0DIaBLY+N89epVq5IjzJfGYTWNKZjdw0/0nOgJA9tut62Ler1eV7PZ1N7enqrVqo6OjlSr1bS/\nv2+ZbUmBhIvnFksygyXJ4CISMDgN8EaBvqQJPsm6Ra+5X8jq6qqKxaIWFhYsSuW+pVIp3bx509bT\nRcqlGEwIsiRopEnIimEJ16qG3WqveADXdCsnSwZew46EovR6PS0vLyuVSunBgwean5+3Eklqb/2c\n516vZy3fms1moDt6u922cIXdFw/AVy9IE5oFv7NbSpMOTgxzOzo6smRQvV43jwBck8QTC+7k5MTO\nh+7aGF3mpHul9sk1so6RnE98aaQ0IaR78SGoJPOIKMyQJhQdcOtWq2Wbfa/Xs1EqRGCMnJDGXt7K\nyoq+//3va3Fx0ShJhNokoXx2nr4GjN+Fa3x4eKhqtarnz58HsutScOAb4ss8uW6/SfgZOyScoLVJ\nk6Ywvjae+0p2vN/va3l52XISHMt3RWItXTRpXbrEfpirq6sGWOM9+bk7gL7xeNxqrDEQfnQog8U8\nCE0NN7tPLBbTL37xC5uaVygUDFtEAeDAUerVaDQM94QDSQdswoxer6enT59awT/UDC8ovS85A7PC\nsPtuQrw+Pz9vHD6vpOy8MzMzevDggWX48QZarVagymJmZsaMKDv62dmZdnZ2tLe3p3a7bW3nIjmf\nULftu+14biOemW+PRvRDbbjvSzAajftaYhB5Rnx+dnZWN27c0K1bt4yGRikkRgus+/T01KAYzgGd\nbzQaqtVq2t7e1sHBgTqdjiqVivb29qyazes21xdOFmIwuW74xkSGkgKZdKIdn9Qlk3779m27VriX\nJGalSeIVCCSRSNg1wlP12OdFyaUYzJ///Od67bXXbFfAEPIAyMb953/+p6Rxlo5w82/+5m/M+/RJ\nn93dXWujD55xcHCgUqmkt956S7dv3zaCNjuu91DxziQFuqLwPhm/L7/80mpXy+WyGo2GGXfvwfGQ\nwm26/O/DYbDJLwkZwieqM8h+suuScVxZWbHOL1Q0Eb77cAQPYjAY2L1qNBrG5SOLGcn5JJvN6k/+\n5E+Uz+ft+ftI6ejoSNvb23r69KkkWVeudDqtP/uzP9PKyoolVQaDgW3KvV7P2h36/gq0LcSA+qw3\n3hy6C96NMeb7MUTPnj3T7u6uKpWKdfFCh7zOej3BocBb5XNwpoHFuA80xoFziZcIjIFDUCwWdfXq\nVUky5gq0KF+7jp7DRz0+PrYxMiSbLlouxWD+0R/9kYUL3vhhMCDj/vSnPzVjgIFgTKdvb8YuSg/K\nYrGoWq2mhw8f6vT0VNevXzf3nDCjWCyq2WxaIuirr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "klist = [1, 2, 3, 4]\n", "for i in arange(0,len(klist)):\n", " k = klist[i]\n", " f1 = filt_med(f, k)\n", " imageplot(clamp(f1), 'Médiane de '+ str((2*k + 1)**2) + ' pixels', [2, 2, i+1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On constate que cette méthode est plus performante que le calcul de\n", "moyennes, car les images résultantes sont moins floues. Cependant, tout comme\n", "avec le calcul de moyennes, si l'on prend des voisinages trop grands, on perd\n", "aussi de l'information de l'image, en particulier les bords des objets sont dégradés." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Détecter les bords des objets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Affin de localiser des objets dans les images, il est nécessaire de\n", "détecter les [bords](http://fr.wikipedia.org/wiki/D%C3%A9tection_de_contours)\n", "de ces objets. Ces bords correspondent à des\n", "zones de l'image où les valeurs des pixels changent rapidement. C'est le\n", "cas par exemple lorsque l'on passe de la coque du bateau (qui est sombre,\n", "donc avec des valeurs petites) à la mer (qui est claire, donc avec des\n", "valeurs grandes).\n", "\n", "\n", "Afin de quantifier combien un pixel avec une valeur $a$ est un bord,\n", "on prend en compte les valeurs $b,c,d,e$ de ses quatre voisins (deux\n", "horizontallement et deux verticalements). Dans le cas considéré\n", "précédemment, on obtient :\n", "$$\n", "\\left[\n", "\\begin{array}{ccc}$\n", " & c & \\\\\n", " b & a & d \\\\\n", " & e &\n", "\\end{array}$\n", "\\right]\n", " =\n", "\\left[\n", "\\begin{array}{ccc}$\n", " & 54 & \\\\\n", " 192 & 190 & 153 \\\\\n", " & 189 &\n", "\\end{array}$\n", "\\right]\n", "$$\n", "\n", "\n", "Notons que l'on utilise ici seulement 4 voisins, ce qui est différent du\n", "calcul de moyennes et de médianes où l'on utilisait 8 voisins.\n", "Ceci est important afin de détecter aussi précisément que possible les bords des objets.\n", "\n", "\n", "On calcule une valeur $\\ell$ suivant la formule\n", "$$ \\ell = \\sqrt{ (b-d)^2 + (c-e)^2 }. $$\n", "Dans notre exemple, on obtient donc\n", "$$ \\ell= \\sqrt{ (192 - 153)^2 + (189 - 54)^2 } = \\sqrt{19746} \\approx 140,5. $$\n", "\n", "\n", "On peut remarquer que si $\\ell=0$, alors on a $b=c$\n", "et $d=e$. Au contraire, si\n", "$\\ell$ est grand, ceci signifie que les pixels voisins ont des valeurs très\n", "différentes, le pixel considéré est donc probablement sur le bord d'un objet.\n", "\n", "\n", "La figure suivante montre l'image obtenue en calculant la valeur $\\ell$\n", "associée à chaque pixel. On a affiché ces valeurs avec du noir quand\n", "$\\ell=0$, du blanc quand $\\ell$ est grand,\n", "et on a utilisé des niveaux de gris intermédiaire pour les valeurs entre 0 et 1." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "n = 256\n", "name = 'nt_toolbox/data/hibiscus.bmp'\n", "f = load_image(name, n)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "edge = lambda f: sqrt( (roll2d(f,+1,0)-roll2d(f,-1,0))**2 + (roll2d(f,0,+1)-roll2d(f,0,-1))**2 )" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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MJBK6evWqBYq98UII4EBxhSl3JpsBJMKGwqhB8UgDowZ1ABVEpgz35fPccVd5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ZVXFI1GdffuXQUCAY2OjurJJ5/UkSNH9L3vfU+zs7M2CoV9Ozc3p3feeUeFQkGvvPKKnnjiCUWj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\nh3F7e9vat0I3+H3gnQyGjciA+8C/vePY//tewnlQOnip+rzy+bxSqVTdg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(f, 'Image', [1, 2, 1])\n", "imageplot(edge(f), 'Carte de $\\ell$', [1, 2, 2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut voir que dans l'image de droite, les contours des objets\n", "ressortent en blanc, car ils correspondent aux grandes valeurs de $\\ell$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Les images couleurs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Une [couleur](http://fr.wikipedia.org/wiki/Couleur image)\n", "est en réalité composée de trois images indépendantes,\n", "afin de représenter le\n", "[rouge, le vert, et le bleu](http://fr.wikipedia.org/wiki/Rouge_vert_bleu).\n", "Chacune de ces trois\n", "image s'appelle un [canal](http://fr.wikipedia.org/wiki/Codage_informatique_des_couleurs).\n", "Cette représentation en rouge, vert et bleu mime le fonctionnement du\n", "système visuel humain.\n", "\n", "\n", "La figure suivante montre une image couleur, qui est décomposée en ses\n", "trois canaux constitutifs." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "name = 'nt_toolbox/data/hibiscus.bmp'\n", "f = load_image(name, n, 0, 1)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f1 = f.copy(); f1[:,:,[1,2]] = 0;\n", "f2 = f.copy(); f2[:,:,[0,2]] = 0;\n", "f3 = f.copy(); f3[:,:,[0,1]] = 0;" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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m3gGxOc2d//JfofApZ4es9CPmuztEww5x6GEPdukmQOkxupAz3CgkFeTO21EP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\no3IKw7kXE47GcrAcw1ZD277GyHDIbgmNgDnLrSl4fzxGNx4Zg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(f, 'Image couleur', [2, 2, 1]);\n", "imageplot(f1, 'Canal rouge', [2, 2, 2]);\n", "imageplot(f2, 'Canal vert', [2, 2, 3]);\n", "imageplot(f3, 'Canal bleu', [2, 2, 4]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Chaque pixel de l'image couleur contient ainsi trois nombres $ (r,v,b) $,\n", "chacun étant un nombre entier entre 0 et 255.\n", "Si le pixel est égal à $(r,v,b)=(255,0,0)$, il ne contient que de l'information\n", "rouge, et est affiché comme du rouge.\n", "De fa\\c{c}on similaire, les pixels valant $(0,255,0)$ et $(0,0,255)$ sont\n", "respectivement affichés vert et bleu.\n", "\n", "\n", "On peut afficher à l'écran une image couleur à\n", "partir de ses trois canaux $(r,v,b)$ en utilisant les règles de la\n", "[additive des couleurs](http://fr.wikipedia.org/wiki/Synth%C3%A8se_additive synthèse).\n", "La figure suivante montre les règles de composition\n", "cette synthèse additive des couleurs.\n", "Par exemple un pixel avec les valeurs\n", "$(r,v,b)=(255,0,255)$ est un mélange de rouge et de vert, il est donc\n", "affiché comme du jaune.\n", "\n", "\n", "On peut calculer une image en niveau de gris à partir d'une image couleur\n", "en moyennant les trois cannaux. On calcule donc une valeur\n", "$$ a = \\frac{r+v+b}{3} $$\n", "qui s'appelle la [luminance](http://fr.wikipedia.org/wiki/Luminance) de la couleur.\n", "\n", "\n", "La figure suivante montre le passage d'une image couleur à une image de luminance en\n", "niveau de gris." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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vfMO7EGqCq1KO9JoPfPtX8pfzXaozw6c/eZ837p/ysV//XczJCuU1mRV8/1d/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BrN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\nuveejz76iLIsmU6n/Omf/inee+7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(f, 'Couleur', [1, 2, 1])\n", "imageplot(sum(f,axis=2), 'Couleur', [1, 2, 2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Une autre représentation courante pour les images couleurs utilise\n", "comme couleurs de base le cyan, le magenta et le jaune. On calcule\n", "les trois nombres $(c,m,j)$ correspondant à chacun de ces trois canaux à\n", "partir des canaux rouge, vert et bleu $(r,v,b)$ comme suit\n", "$$ c=255-r, \\quad m=255-v, \\quad j=255-b. $$\n", "Par exemple, un pixel de bleu pur\n", "$(r,v,b)=(0,0,255)$ va devenir\n", "$ (c,m,j)=(255,255,0) $. La figure suivante montre les trois canaux\n", "$(c,m,j)$ d'une image couleur." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f1 = f.copy(); f1[:,:,[1,2]] = 0;\n", "f2 = f.copy(); f2[:,:,[0,2]] = 1;\n", "f3 = f.copy(); f3[:,:,[0,1]] = 1;" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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OYCXZuKqpnnwE367D1gm4eEFCYoJYPNHGg84Q/vLPJLLat2KnxHDyJfcTfjTk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\nnTMMJpj3kKh+W5/OAn+RwYdtxe5k+9wzDHYP9No56UUIiBV7q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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(f, 'Image couleur', [2, 2, 1]);\n", "imageplot(f1, 'Canal cyan', [2, 2, 2]);\n", "imageplot(f2, 'Canal magenta', [2, 2, 3]);\n", "imageplot(f3, 'Canal jaune', [2, 2, 4]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Afin d'afficher une image couleur à l'écran à partir des trois canaux\n", "$(c,m,j)$, on doit utiliser la synthèse soustractive des\n", "couleurs. La figure suivante montre les règles de composition\n", "cette synthèse soustractive. Notons que ces règles sont celles que\n", "l'on utilise en peinture, lorsque l'on mélange des pigments colorés. Le cyan,\n", "le magenta et le jaune sont appelés couleurs primaires.\n", "\n", "\n", "\n", "On peut donc stocker sur un disque dur une image couleur en stockant les\n", "trois canaux, correspondant aux valeurs $(r,g,b)$ ou $(c,m,j)$.\n", "On peut modifier les images couleur tout comme les images en niveaux de\n", "gris. La fa\\c{c}on la plus simple de procéder consiste à appliquer la modification\n", "à chacun des canaux." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Changer le contraste d'une image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Il est possible de faire subir différentes modifications à l'image afin de\n", "changer son [contraste](http://fr.wikipedia.org/wiki/Contraste)." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "name = 'nt_toolbox/data/hibiscus.bmp'\n", "f = load_image(name, n)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Un exemple simple consiste à remplacer chaque valeur $a$ d'un pixel\n", "d'une image par $255-a$ ce qui correspond à la couleur opposée. Le blanc\n", "devient noir et vice-et-versa, ce qui donne un effet similaire à celui\n", "des [négatifs](http://fr.wikipedia.org/wiki/Film_n%C3%A9gatif)\n", "[d'appareils photos argentiques](http://fr.wikipedia.org/wiki/Argentique)." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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5aP48f27aWblB9/oHvDb9cMLXFdnRSPqeaaIyrTdukP2+acNAiOS8CWnki7ZL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JD6x+nduXNHhUIhch78mDkKyIhmOQG9t7cX6w2qZPOlNzEXGzcdDuSPo1MiBJ6UleYfkG0nMEG+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\nxwQcwGJx+W1XGJPJJHATtpB3u91wyf/yl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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(-f)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sans aller jusqu'à des modifications aussi extrêmes, on peut assombrir une image\n", "en rempl\\c{c}ant la valeur $a$ de chaque pixel par son\n", "[carré](http://fr.wikipedia.org/wiki/Carr%C3%A9_(alg%C3%A8bre)) $a^2 = a \\times a$.\n", "\n", "\n", "Ce faisant, les valeurs résultantes ne sont\n", "plus dans $0,\\ldots,255$ mais dans $0,\\ldots,255^2=65025$. Afin\n", "d'afficher l'image à l'écran on va donc utiliser des niveaux de gris\n", "allant du noir pour 0 au blanc pour 65025." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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UH1IxyNmWpE7x0CxsIqTguTCO/X4/sXO1IwqewzkUX6XJ50AzcBisJykUCqEM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a7R7XZDrwtvKU9UpVgs6oUXXtDPfvazIEQ9YxUtL0kXLlwIGo6IBeDl1NSUstmsqtVqKKhqtVoa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\nCc3OzlqJtGw2i4WFBeRyORweHppyWFtbQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(f**2, 'Carré')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Afin d'éclaircir l'image, on peut remplacer chaque valeur $a$ par\n", "sa _racine carrée_ $b = \\sqrt{a}$. Cette valeur $b$ est un nombre, qui n'est plus\n", "nécessairement entier, qui satisfait $b \\times b = a$.\n", "\n", "\n", "La figure suivante montre l'éclaircissement obtenu.\n", "Les valeurs de l'image éclaircie sont dant\n", "$0,\\ldots,\\sqrt{255} \\approx 16$, et on utilise donc des niveaux\n", "de gris allant du noir (pour 0) au blanc (pour 16)." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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lpTyetApjvM8IPMgH4/3EE0/oq1/9akqBQBsO/aUV6emVpfSXdaZvrHWcjaB5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0V5b7fbVaVSCdjP/VZXV/Xuu+/q4cOHmp2d1dTUlNbX19VqtSIcYjyLi4v69a9/nYmNS6WSvvrq\nq0AAjE/qK+b777+vhw8f6uLiQuvr62o2m1pYWFCr1dL5+bkODg50cXGhubk5SQODybxgwEBGExMT\nOj4+VrvdVrFYjLNPOQdzdnZWs7Oz4fFnZmZ0dHQUiINTyCVlzkzFSJbL5ahuJL1LqrXVaun4+DgT\nz7vXRa663W50XMIgEW6gmB4K+rqBSBwRSm8fZOxIICUofV9Fagi4f/pcwgYPf/zzUra1oB86NDQ0\nFO/rKU106abG4eZH7v4vXkD2qakpffvb347jzxwawimcn5/Hfn4m5/z8XP/93/8d+9p99yAhBIiB\nNGG6j8Lr8/3iM5BeXnWJ0I2NjUVnbMg2L6xxFhtyDeVnJ2OhUIg9B7VaLbPdHIFCeCEDryNO01Rw\nGps6jzI2NhY9E/L5vGZmZqKBCvNYqVT0/e9/PzJDDx8+DKh+dnYWZOPl5WWUNVMo1e12NT09rYmJ\nidgC7sw5fR97vZ6Ojo5CcFmLi4uLICU5H5Sf4TTYR3F5ean5+XlNTk7GTlDmgxSq13nkcrnY08N4\nCYM8NJGUQa2Eo6wrsuXznGYS+Dl/pxkN1or3BwGn5c1OojpRmqIP5BlERQ9LjArGgTW76XVrxqHb\n7RevzM3N6f3339fc3NxbBAzeg+Ye/B/IeHp6qmazmVFoDx8g3rzazHc2Yp1ZJGmQEcBQeUUdSu7t\n8enaBBRESRAa8s++PRdIvbW1pWq1GvCYaj/iT0na398Pr+k7HllkipcQtrGxsThiDmFAqMfHx/X8\n+XP9/Oc/1/HxsdbX1/Xll1/qxYsXGh0d1d7ennZ3dzU9Pa1nz57p3r17sVEKQ8Xcjo2NaW1tLbIa\nUj/kI0OA15qcnIzwhcNzZ2dng9z0LAtGz+eQ2JlWc81mM0hbtndPTk4GAkUZGaOndb0ZUL1eV71e\n19XVVZzbSXiYZjg8u8DlWQue6xkL5oniNu6dGm9pkElrNpthgL3c2dOWyCZhAmN0hEOFL/fGsKMv\nN71uhZBEuYF2pVJJ77//vhqNho6OjsJa+r4LvInvhJMGMRydiu/cuaNisRhC7aGBNDgRyLMdKKPv\nRUBhUToWkjCF+n233sA2SXEWQbvdjnoKT0NBRvJsmpiywFI/DDg4OMiUItN1G+O4urqqbrerk5MT\nFQoF1Wo13b9/X71eTwcHB7FZaWZmRsfHx8rn89rd3Q0jWS6X9eGHH2p7e1vdblelUklHR0fa398P\no4Dx8WPW4CxQZofGjUYjYzCmpqaiS/Tq6qq2t7eVy+WiEAxORhq02gPNINheKFav18M493o9lcvl\nSH16LwocACEjv0OmmONSqRTrIw16nCIvrH26zhDWvns3rUvhe26cUg4KOfb3R4ac+HQjcd1FSCH1\nSX9QCRvPPIt3k+vWCEni816vF1txC4WCjo6OgmSk46+U7ZPYbrd19+7dTCoQ/qFarWphYSEz2RTk\nSIodbMSTWHae4YjBYzaMxczMTMTnfNYr14jzMSIIJQhkYmJCe3t7+qd/+ic9fvw4PLuHKghxvV7X\n1tZWHIiC96FNXrPZ1J07d7SwsKDl5WWtrKxoY2NDCwsLmp+fV7FY1NLSkqampoKvST3p0NCQDg4O\nwpjSbv2dd96JjVUeBuG5IBvJSqAIeGXauR0eHupb3/pWeGkMHEQvGQc8s2+CQ8EwRl6oBHTGIExO\nTuro6ChQYqrUaUbDi9NQbuccnPeC+HMon5LTGEc3klye+vaf+feRSU+bMw9ec8Pa+Wd5ppdvd7td\nbW9vZ0IN0NmXX375zSUkv//97/+YCUHoKWGmiCOXy6lSqUTM7uHC6OioFhYWIn734qlut6vFxUVJ\nfcvu7cMogPIUGCXYwC8/fEYaWH1SRO32oPOxowZJEXJwZBthBUo4NjamTz75RP/4j/8oSfrBD34Q\nrc8wVsxDPp9XtVrVy5cvtb29rU6nk+nShKBCyFHsdHR0pGq1GhuNUKSrq6tot+Zz7/UaeMLT09Pg\nQnq9QX+NdrsdG3wmJye1tLSk4+Pj2LbNnEG21mo1PXjwQN1uv7YBHufly5e6e/euqtVqGHzGJilD\n6hYKhcg2SIreDrzXyEj/TE24gdPT0zAQbmCcBJSyRxt6PO+k4HVGJiUb3dimxVIpQempTn6fVrr6\nejj5zOX8hKMIUs08e2hoSMfHx9EaATlut9t6+fLlN7fOYX5+PvgD34FWKBS0srKidrutjY2NqIdw\nVhZlg6zyHC9eGqNA7AUByuIT4xGTYlzw+M5Ao7SEQLTER5A95eW8Al4epRseHtZPfvITvXr1St1u\nN2oZuMfp6WmMgfsQqx8fH6vT6UT7NC8A6nb77dwPDg4yzWo2NjbU7XYjhTkxMREErjQ46wNB9IpA\nUAlzmcvlIla9vLzUd7/7Xe3t7alWq6nT6cR+iJRMK5fLOjs708rKSmzx3traivVgYxqFXYwNlIhR\n6/V6sdUemFypVDJOge5R8B1e+ux9QEAAntJkvQkT+Q6G2PmplAx0o8PnHD04eZkaF886eCWllE2F\n8izvIcr6paS7h67wPTwLB3XT61aMw+PHj8NTQ8IgHDQXWVxc1N7eXlhKn4jh4WHV63UVCoVMvIgi\nb21t6d69e1HPj8VkYohhnSEmBcqzPLsxMtI/JLVarWbOLcAocb4h4YFvgnr27Jk++eSTCG0o2srn\n83r69Kl+8IMfaH9/P8g7adCRan9/X/v7+5qcnNTHH38cCgUh6Z5peHhYExMTwT2srq5qdHRUx8fH\nkekg5QUM/+qrrzJVdNKgUzPNUk5OTjQ3N6etrS0VCgXdv39fn3/+uSqViiTpwYMH2t3d1eXlpQqF\nQoRteNGrq6vo29BsNpXP5/X48WN1Oh0tLi5qf38/jGO5XNbl5aUODg5iBy07d1utVjwDY8B8sfZ7\ne3uam5tTPp+P8BRjiUF1A+HeHUPBPEDggWwJQ6QBjHenxTpcx4nxDEcUIAMvXvKskxsvDLeHt4QO\n/MyVHvldWVnR8+fPQ6Z/W+3Fb7tu7dwKrBiTjOdEiPm952j5PBOHV2FysZgw4Wtra1EHQYUgiulQ\nkgn3VJZ7Vc9g4OUQsPHx8WigilKgqIeHh/r0008jFSVlN/AcHh4GKeesebs9OIL+8vJSS0tLmpmZ\nidifDVKSovJwcnJSU1NT+uKLL6J78y9/+ctg92dnZ8P4UVtQLpd1cnIS5O/y8rIajUZsumIch4eH\nGhkZ0erqqt68eaNHjx5pb29PhUIh1oGwxbtxTUxMaHt7O1NDwLuzXuzXIESCXGSOUQJOmgKWs1Fu\nYmIiirzq9bpOT0/juDwnpaW3G7CkqWxn/b2GgSpeoLuHdX5fZFsadGxyhUTp0+awoBLPTmDwfazI\noIcOzlFIg4I+n28qRn2v0U2uW2sTh0JfXl7q4uJCJycnmTx+o9GI3X9OWmE0IGswDg7lut1+0cvz\n589jzwGGwHsOgFbcsHAx6YQm7jWk7KnN/Jsj1MfHx/XTn/5Un332WeZeeAAMATUcMzMz2t7ezvRv\nuLy8jANml5aW4j6Xl5c6OTmJMXOM/cuXL9XtdoOI/NWvfhVkYbvdP0ZuZGRE5+fnQd7xrPHxcd2/\nf197e3s6ODjQ8vJy8ECUS0Mobm5uqlQqxdpUq9VQZJR3ZmZGtVotYD7CD4KTBpWSOAA/vJgaBw4l\nwrhyCrY7CLgYkBQcDj/3tGjKrTBeQkgPFV15+SxKBozHc7tc8G8nLgkZrkMpXkkrDTIgXjcDn+Hj\n8vHhzEBKPL9er6tararZbMZYfe/S77tuxTgAXWHkNzc347QkiKaTk5PIi0PIkAmAK6A4ilicPyCK\nq6srPX/+XHfv3tW3vvWt6KRMKhPD4gshKbP4dCECvlHuzaLDAeAFu92u/uEf/kEHBwfxvm7dUSqq\nNff397W0tKRcLhfGolwuq9VqaWdnR6Ojo3r48GGEQhTvACXHx8f1+eefq1qtBol7eXkZDVIwoI52\nzs7OVCqVArI/evRIR0dHOjk50eXlpVZXV1WtViOMmpub08rKira2tiT1281PTU0FB0DqjewDioaH\nTVOAnmJkLTl1yns9ekqSMzVYH7wvxo61ajQa4d3hblAIJxdTb59mC/xvr4dxA0+I5pv2nHR0IhOn\nBUr1+XDyEYOdchA4Q6+N8DCE3+M0zs/Ptb6+HmXtKXl+k+tWjAMk4cXFhba2tvTixQtVq9U4KIau\nPU+ePMmwv87W1+v12K1HmTEWFu8i9Rfmiy++0OXlZcBhlN2RgueoPWXq6SRpcGiqF7jMzMzo8vJS\nn376qX76059mYB+XGyPepd1u682bNyoWi7p7924YpYuLC/3mN7+JvRWQimzKSgWn0Whk5mVhYSED\nQTEQMzMzwV4fHx9reHhY9+7d0+bmpiYnJ/X48WNdXFxESnBkZCS2tz9//lwXFxdxVKHHwS6QlUol\nysnxZAivl5Sj/Bg7UpxkKPg950kSepKVIfQAZblCcpwd541CSEpZDsANAgpMGJAqEg7KDZ7fH9nA\nSFy334bPEGYxFg8fPI2KoyOEYZ6lt5GKk+04nefPn2fqGlzeb3LdWhHU+fm5arVabPZxb0yTFrwQ\nE4hSnJ+fx/kF7B6kUlAapB89JfSb3/xG+/v7evTokVqtVmZ3pHspacAOo3B4opQMuri4UL1e19On\nT7W1tfVWWTPwzlO2jjZWV1djOzQIiYKve/fu6cGDBzo9PY3Gq7DpeCvfaSllPSDK4VDe0cPa2lrU\nK+zu7urOnTvx3js7O7FvhApQF1iax3a73ajULJfLwe1gHFgzVzwUgXW9uLjIpDRBAoRdCDzKODQ0\nFNmINAvg51GyjqyJZwF8NyPzd51y+rhZe3blEtb4aWw8w4lCSbG+FCLxHM9s8I7cB8ODMSIzk2ZD\nuBfdsuDHNjc3dXR0FONxo3jT61aMA0U3bPWdm5tTuVzOMP2Hh4cqFApRXYhyUFt/cnKi0dFR1Wq1\nKO6BVHQCCK6h3W7Hc+k96Ru0UCLiQEKfoaF+x6if/OQn8Sx4EpAFpJqHKXhtaZDOhCshzffDH/5Q\nU1NTOj8/j1Jn0BOKRywONCbcIVSglJs52Nvb08OHD7WyshLdmUgTI2jM0/j4uL766qso2b1//35k\nR6rVqhYXF3Xv3j3V63WVy+VAdBhd4vler39qFePEmIBamAfPGPi8kNp0pcIoeZydErtOcPJcvK0b\nISc2HWE46ewhB/fwEmbGiCIzfgwTO4nJpjHXZEfIVEmDoixHUXh/nofMw7mRnvcsBrwdaJSw5/j4\nWLu7u5m55/5f57oV43B6eqqdnR1dXV1peXk54lO28pJn39vbUy6Xi5rw/f392AEIUtjc3IzU3Pvv\nv69SqaTDw8NMNsLToTyfenyErd1ua39/Xy9evIgKPpALlpzF55zG8/PzqPFnselF6QTm6OioHj16\npA8++CBOgAKCukHyhQf2kx1hnFdXV9Gavd3ud2T64z/+Y62vr2tjY0Pf+c53NDY2psXFRT18+DAE\n8+rqSru7u7HJbWdnJ7xRoVDQycmJXr58qUKhoLW1NVWr1SA0FxYWAg0UCgXNzs5qaGhIv/71r6MR\n7YsXLyKvT8r54uJCjx49kiS9evUqPCyKDQpCQciQ7O7uamZmJsNLMBb6O4A0vSiMVCKZHu6Xz+fV\naDSiRgZnIWX7avia4Ry8pgEUAgeB3EgDcjGtGXHOxGtUMCzuzJxrAEVy31wuF+G4oxSeyaY6adDi\ncHp6OrNPwwnUm1zfiL0VLCqTyYLjRTEUHMCKNSYFeHh4GBV9kFruDVgcsiMuoKTEmHwstNTfRwHU\nhXAEItK+jC3RLIhDN6D1u+++qw8++CDy9akQIXB8v9fraW5uLlMHQp0GFaIY03a7ra2tLd2/f19r\na2uq1Wr65JNPooR5YWFBIyMj0YPBoSnGyL1KvV7X2NiYnjx5oouLC71580blclnVajW6G5dKpUgT\npnyMNDhyb3i436OhWq2+lTZ0TywNagfGxsZiuzFjYz1BgqAw7+7kHhsEBycl9fabsSgAACAASURB\nVBUPI05IgrKAMFJimjFJg63fjkq9IxXGCsRIGJTWUzAWR0/+fzcGHg75GqX3kwansvF5wh1kK62o\nvMl1a8aBkmgnELGasNLNZlPNZlO1Wk3b29u6vLyM3ZvEZFhxdm22Wi2dnJwEfGZ/g6faMC4sJLCO\nikwUEOOAUHo9AeW+XqqL8HFPqa8oJycn+sUvfqHZ2VktLCxEeIGRlAbWHoFi/4ak8Die+nNyqtls\n6osvvtDCwoLW19cjc1GtViOlOD09HfAbw5Ay4aRjp6enA21hpIn/JWl9fV2Li4vx7lIWYmOUNzc3\nw+M6D8B6eFdm/g+RxzZ1z3rwfO8zybNI00rKbNDjebwjxgBUiMIjgz6voDsUnNCGy2UorUlgPBj8\nlED0+/jvGSv8Qzp/KYHKd/lzeXkZxYO8E+gTnbnpdWtnZSLoTKzXPjApBwcHsZOQtBywfmNjI0pq\npQEJBNFJmzmKh9xDYJAQHP6NlYUUZR9Gp9OJYqO5ubk4MQsWnX/TNTpFENQPrK+v69GjR3r//fdD\nMNlnj3Egr898eDxJPwQMk8e/wHGKqlCoTqd/MDGlzLD+biC8nkBSFEEdHx9Hv4b0ZLKDg4OYPy8g\nYy4RTNBTmgVwFIDiogTE8Gz0IkThAgVgPNwYSwNCEjSGIfC0I8jVv8cYQTROKPNcCGyI0dR48Hzm\n1TkSHJSHBfyOywvuuCfP4D2ZI/8eDnN9fV2/+c1vMgcjeQj3da5bMQ4IlHtfYLLDw52dnehKRA+E\n8fFxVSoVjYyM6M2bN5nJBra3Wi01Go0wHEwKz2KRQDDens63JY+NjUUuP5fr16rTGBUjRiqO8AJD\n4cw5i3t2dqYvvvhC77zzTggnqScE9uzsLGJHaXAaFqQnIZHDYqkv2Ag7yAIhYj4wNng8SRFOUXCV\ny+XirJC7d+9qY2MjQoPFxUXNzMzo1atXmTQl64ih5Z29boDxojjOs+DxPB5m3Gy4Yh0xat4LAgXG\nyGEQeB5/3GCTFYIjcqLS09yeBuU9mDfP4rgnZ/xuYLwOwT/vRsKdmCMEQpd0HjB0kMPb29t6+vSp\nDg8PJQ1IW+d6vk4681aMA0ruiwXf4AQRHnpqaiqUbnJyUvfu3dPi4qJevnypZ8+eZdKR9JYEmoM6\nUETIPa8VQKAIC6Tsnv2pqangJXzseD5IuOsEUBqUw7LAEG2eiwfGE9rAu7C4wG4nqVB2UFKz2dTy\n8nIUMznxhoCCznzfAXMDv9Ju9w86Js38+PFjra6uamJiIjZOcQH/SaO5skgD5h8vhgdzBaSWwbMf\nKBXzLmXLnzGklHCjUBhpV3jmyr0xxtuPT7xOcfw+XI5MfH1S9OCZCDeKvJsbDpcbDxvc6Dhhmd7j\nxYsX+sUvfhH1QiAyNypurG9y3YpxkAYQzfO+Ts4MDfX3AxwdHWl0dDS2II+Pj2t2dlZPnjzRvXv3\nVCwWdXx8HLX3NB7BUl53apRX9EkD745CubfHM9IwJPUSLLyHK1Q/Ogwl7biwsBCt0MiW4DXhWlhc\n38bskBDIznhg83u9nlZXV9VqtbSxsRH1AMViUcViMcrGvbgG4ykN8uGsh4cIZ2dn2tvbC3LWPTit\n1kB/GDo8u48X1AZKY+4mJiYi3EkJO0IsFAjS2ONnVyZXOt7H0QMelPFIg/0N18F35zzc0zNPzjtx\neboTI4xieoo2NSCuC/ybMbB2/M5Dhk8++SRK2f3dnE/6OoZBuiXjQMcjoD1xu0Opdrt/JBtCD2FI\n/MgBNwsLC9rZ2YlmLsPD/SarpAzpGUi34uvKotnKXCgUYuszPQpQnnw+r+Pj40A39EqYnp6O2geP\nTVFmb69fLpf1Z3/2Z5IUfQokxeYhOIzp6ekQWrwsc5Lm2Cl+wYB+9dVXmp2d1aNHj0JROVfSYS6C\nXKlUMsLoxoHPggrceHpuntQwSA2jBkoALhPSoBAHBwfa39/XL37xCy0sLOjJkyfRBt8JTHgLSEjm\npdfrRSjn4QCEZArzXb48C+EGDGXyOXCylXV2pOHcFdd12QQu3wPhSOO31V3gZNKUJ3NAZ63Z2dkY\nD/PtG61SQvX3XbdiHEhzeZEJVpCJIc5HKWBv8/l8HIhKYU8ulwuEICkKgzxzwGGu7km63W54Uxc8\nWH08IMpOZefFxUUUUPFdvJ6HK8SLhCLz8/OROoXkzOfzAW2npqYim8DlqULmSVKGjaYPBTHt0dGR\narVapiMxyuHeFZ7iup16PBN05zGrZ0uYK/gOh9MeRhGyOBS/uroKY7y3t6eVlZXIzTPmFMmwRq6g\nXuzD5d7VU6wOzTHArjCEQHA2qbdGPniuvzPK6vfz54PUXP4YK2Nz8pHLCU4+x3scHBzo2bNnUS3r\nYQROl/fgvW563RrnQHzqP5MGDTRpLlKpVAKulsvlmBw6Dh8dHeno6Ej1ej0YbeLqXC4Xex/gCbzi\nEF6C7ITDSOL1lBH2fg4cXYdQUE3pRTBYfbZI+6YvN3jSIAVGaIShICzxTUrE23AmoA4//Zrt7i60\n5P/dsHhrNveGjP3i4kLlcjl+x+c804RSUV6MccR4YlCYRxSIxrDUq0xNTYViMv+OJikESj2sw3Yu\nX7s0hmf8zCcEJkbQ6wKYN4wKz/IwzL2+G4H0ff0Z/N+JQn7H53E43MereTc3N/XFF1+oWq1meBPQ\nnSMk5PQbXwSFkBPTMgG8ODFut9uNk41mZ2c1MzMTrc+HhoYiM+FCTUsxkAcKAGlYrVZjHHhwUAHW\nn3w7i8rYPB03PDwcROnU1JSOjo4iBCFsSsk0r7hDQN2a81lQi3tNjCncB4VY8BOtVisMKXMLKeWQ\nF+Fut9txkhZFX3zW05LOqRCSYZC84s/TkvybeyDUjAOjfXR0FG3ner3B8YTcn/khR8/BOK7oGGE3\nuA7H+TyVlsx7GnKkxsML9XgPV/oUXfhcpff28MRTqZ658HGnRCKGDDkcGhqKlgQcGuShIjLmBsIR\n002vW0tlktuXBtVdDker1arm5+e1srKi+fn5KDwi9iRthUceHh6OiZIGTV1c4ScnJ8OwoKi+Wer0\n9DTSiF5thvFyz40wYLBIibKNGg9NZkRScBcpwYa3wVvwe0/9EU7lcrngSzAyZ2dn0SgGw8p9EVzf\nQOUxPO+d5t+dFMSDu8dlqzafT722e3RSi56RIhwBSeHxpIF39bATgafkm/lx731dVoJ38YwJxhgF\nd1lxj8288TveB2Pn8uEEsYcLzIWHWN5SwN/PyUmvd0jvRV8N38kM0cs8eEbLywNSLuR3XbdWIcnE\nUI3o6UgKfh4+fKhSqaRCoXAtky4peAdp0PGGxcITgh6oP3eEIg3gZ5qL9rQnv4enoJYB9DAzMxOt\n1GgQQwdr3tNZai+8cm8PsUofAsIbCFNnxtvtfsPXTqejhYWFKA1P4a8TbT7v5PjTPD7jc4+Ypur4\nrkPilPRDOB21eOk228f57snJiarVapzs5ajLU6KSAu3xXR8Da+qGgjlzmWAeHPanYQHOw3tS+r3c\nUICK3HM7YvQxuhFhbnz86AVr4+PZ2dnRV199FZ3CyP5Ig54TvssZPoJ3vel1K8YBRcADeNdcCjwe\nPnyo1dXVgMzVajU21VAKzP4KBJgiKt/ujRdyK5/CSj7Htunh4X6PShYZzywNmsFyTD2VlBRcweyD\nbjAI4+PjYeQQLsbR6XQyzVR5Z58fPAlj7nQ6MSflcjnG5vfl+/yfcCU1XmyzlgbZEc9seAzuMBXP\n7ijBMwdOzjmZKPWNEGdtOo/0+vVrvffee/F5J3mlQUMZjEoK5TEKyIQbAbgRRxQovpfC8y58HwNP\nWIIRdIV3DoSsjCu/8zA+X+iDhzVusNJ6nP39fX311VeB3AjLCFe8vgV9oo7l6/AN0i0ZB7YId7vd\ngOHwAijf0NBQpODI37Jrk2PkUAY8LIbDi6lcUXxvP2gF75jL9c+xLBaLmpqa0t7eno6PjyX1EQnK\nisdgb36j0dDMzIzGxsa0vLwcqIKCJjb+APmduELAialBIwh4qVQKYWWskoJrkRQNVak/QAic4JIG\n2QeIWZAMAovwel0Fc+OkHZ2anCAFWcCMA90hSdvtfv9CJ4ZfvnwZGR7nYQ4ODqJ5DTUtfqJ2msVw\nZh+jkTL2Pg98FyOXz/dT5NSbYCQoamPueAfmDKPl9QNOHnp2gTnyBjAeQjJOHBQNgfl5r9dv4sOc\nURNDfQnzzDsxB93uoPcmGSBC+Ztct2IcvFwYQcUS4w1nZ2dVq9WiUMhjReCUx23OysJNuLKkVZE8\nEwvPpDqsc2LI+0KQgoNXGB8fjzZr4+PjWl1dDV4FL+CpR4yMw296RAAnpcFuQ0kZghIBmZ6ejneQ\nsuGWowzPMpCZoM6COWVuUlSD8Hu2wVEFyuphRNrPgbUGteTz+YxhYIw8//LyMojm/f19LS4u6u7d\nu5qZmcnA+5SZ90yEh0IuG54h87nxcXu2CSWHIHXSFFlJSV9Hd87b4MCQI2TEkSVenpJ3nIY7VAyp\nF5F5eOaZFp//lOj8fdetcQ68EF6+0+lEsdLc3JxmZ2e1tbUVC+EC6U1QmAg8C8qU1jRIAy/jtelY\nVElxL9+E5MLLBTfgp1FxfHyhUNDY2FgcUwdcp9gKjgTDhrLSjJU+Dl574J5G6hsKGtaQlUGQfYNS\nGkph4JhPNjcVCoVMR2QE0OG5x7HOYXA/5gVS1rkb/u28EUbTCTLPQPDZ09NTvXnzRvV6XWtra1pb\nWwt4L2WrDZ28c4KXeztn4mGSZ41yuVwoIffyUIv37HQ6kbYmnGKd3PFx+R4YDAxKjlHgUODt7e1o\nA8CYnVjGKA8P9/t9eK0K6NjllVPB/r8IK5rNZsTwLG69Xo9dgMBxX0CuXq8XsB2vz+YkIJ/vo2di\nPYVFmOHeWFKw74QGTta5EGH16bWAAvGs9f93tL3vwzg/P9fOzo7W1tYyZzcyHicunaiUBqkswhuO\nDnTP5d7aBc/vIQ1if4wT4Y6z4f6+rrC8N0bY4WoaLmGwyEqkWYe5ubm3eAFfZ0d5zPWrV68kSXfv\n3g1n4GFRGs+nSuIy5GlbJyklheNgDKwLzozv+TMI6zBcaZYBp8XvXLF5zuXlpX71q19FZsll38Nn\n7utG0rcEgHLg9lg/R2o3uW6NcwBKQUQdHh7GQg0PD0dnaawwe/+ZJGeEPduQz/eLh05PT0M5nWhC\nufGiTCLKSRjiIUa3283ASV98Pocx4r5bW1vBkXgrOs6U4PMoM99LST+MAvwG3bZ5NvPl5GYKr503\ngKzFC8F0I7Bu6NISXIfwIBUQhKMH/797VC9qogkNc+Fz6rG8v9Pl5aVev34dB/JCPvPd3wbvmU/e\nn9oMRxfMlxvOTqeT6R/KOMmUgKQYA99j/Cino9VutxtksP+MU8+r1WqmnaCjEQ9NIak93PasiRPJ\n3MeRzE2uWzMOePpmsxnts5kwaVAL4S9G7JemK732wfdLwGzTLFV6uw6eyfTaBc8ZS3prO7E08OYe\nV7rBQLjw1MSSr1690srKSibF5V4egXJE0Ww2M2dMuOLQzs7v40rDxbthHHxTjqTIBCFAjrz83VJj\n7OjCjQBKBapz4q3T6WhmZkbLy8txijjPw0h5ShWjS0i5ubmpbrere/fuZd6becAZSFlCNjVCKU/h\nWQqQEbLniIy1c0fj893tdjOen+8j22S2aK67s7OjN2/e6ODgIH6HDDhxyR+XP+aK3by+5nTu4h35\n3k2vWzvUZmJiQsViMU6ngp2G3UchfeHcIiMAxMwc5IpBgAeg92GlUomKQhYYNIIxoPVZuhAIRVqX\nzkSncM2hLfcgD729vS2p363Zu2unC4ix4r60pWP+EDjvi0GfQo+vPbVGitVTbv6+TsL5fhYPO5gP\nwqI0ZCDl5l2ePD3oxvl73/ue/uVf/uUtg+Re1UvD3SNubGyo0WjEsQQeJqC4IyMjwein9QzMNwbC\n58vX2o2Hhy5OdPKzlNRNHRjrXa/Xtbu7G02Ajo+Pw/hPT0/HPZzodZmEP3IClToY3nVkpH+sQL1e\nj4N+vu51K8ZhampKU1NT6na7EZtPT09Hc9n9/f2I43K5fqfmUqkUFnlmZkbNZlNTU1PR7PXq6ioY\nXkqk8eAIOVuI8/l8eGAgc7vd1vHxcSggcBAj5AVDHoez+A47U+FhUdkTwTb0v/iLv8iU4GJI8LYO\nDTGooAeHrKTdEGjChvPz80gLg8zgcvgcYQtVlcViMUPySQMCGcSBwo6OjgaZidLz2UajEUqLV4cv\n4p2Xlpb0t3/7t/rnf/7nDNlJuOkZpLSakJz/4eFhPIPUL8VrHhrOzs7qzp07unfvXkbxvGaCdUTh\nXPkd5mPEnBODe8EAkHEC/nc6HW1ubmp9fT0ORnbEROWu13QgO/AIIGmMQ61WC1khhT8xMaHJyck4\n5a1er2t9ff1rnXTFdSvG4eOPP47yT2I3hKPRaEQ3JEcJeEkso5847DE35JUfmSdle/c75KN818+p\nlN7u1QckxDu7UXBBlgYxLpcTXs4vgBAkheXnM+w8JYYFbnI/aQA9mTuP6Z1A9CpPfpfyElJfEOv1\nuiYnJzPMPO/I3HvNCIVdzJsXP3nWw5WKHbVSv07j29/+tj799NN4Pw8lCA/9Yp3dSEuKrlxcXlHK\naVh7e3tRN5GulRt75jEleB3d+RgcVfqcXlxcRKv4zc3NzIleOBCMB+GKh24p0pGUkSPvhzIxMRFI\nktAyn89Hs+L/L7IV1LJ7RoAOy77jUBoUltDNCWEYHx9Xq9UKL+yxJMLksF3KdkdG8er1ekwspym5\nt/IFkQaK6fGeexigr0NpFwb/GUqNccNQSoMwBM/gnssJON7X9yHgOT096YLuDLjn691gerGPw3GE\nmfCM9/LOVayDh1r8HIMNL5HL5fTtb39bz549yxCPkiKj5PyPGxkncOEjCJ0oY2f9mKt6vR78k7+f\nGxo+y1zxDOeXGIsTmnzu6uoqdgoD6+lQBskJP5ZWgfIujpJ8Hp2glQaNiZEn+oxQA5HL5eIUeAzK\nTa9bMQ7enMVTkkAwip9YJMqTEW42DHkTlm63q8nJyViw09PTgKcoMt4IAeSYdYTQezpA2KXKwZio\nz2BhGZtXoKXW3q92u7/ldnl5OYNu+B6Mur9nWnjjikEI5QLqgu3cDTyCx+cUKCF8jAPj6miDSklS\ne3zeFYT7g+xS9t5Z/cnJSVUqlTjFjHSyZ41+WwoORXIiFBSIQrj3hQSkgxXz63PkBt0NvaNDT6Pz\nfDqlN5vNCFEx0q7kkJc4PXcavoa8d+oUrjO+FI11Op04YAhkivF2B3KT69Z2ZXLgCEVAkjJ7Jfxk\nKnZT+hZrXh7yDEiJ8JKBoM7AQxCE1uNkahZQKhYFi+58gJOj/m9JbzU2dSsvKaNIL168iMOCIZFQ\nVC7PPKA4DvUZK99xgeZZ7qEwwi5knjmh9wKoxvkUV6Dh4eFAD6T24GX8HTFa/J/x8TmMxcLCQuw6\npbsWJ687c+9ZDWnAP/AeQ0NDmawX8ubvW6/X48S1YrGoubm5DDrzfRHpO6fZJIw++38ODw9VrVYz\nBgF54zuTk5NxBgpyg/xTN4PMIBcgSzd2vDOKT2ZLUnBqvh6swU2vWzEOCB1lstS2s2AU+lDsw2fh\nI4D/eH4EDKEGQbjnTSG4pExs5nsiJGXQhgsLP/M0FRf/dvZdGpTOsrgIyfT0tM7Pz986Wt6FDsIR\nMsqNA2w+RlNSfNaLeJwb4P9OdEFy8q5uQB2tuIHi3r7fgOcTIjI/bliduEXRJGl+fl4vX76Mc0HY\nldpsNkP43YtLWf6k3W7H/hxHeo5e+B73uby8jMN+gOMYSj7nY/QQBaQqKUNGlstljYyM6PXr1/Ge\nfAdui/0TXueAjKDkriu8M4gLx+NGwhGvN9hNEevXuW4tlYly+/ZoiqNYlEKhoFKpFF4KAYSsoygI\nb9jp9MuavUszlpWWbCwAcRosMQhCers6kD9AyHTCHXJzpaQcPACfgYAkRvZWc/l8vwEL6VnIJN6B\nnDk/548bFDpbYaAcXqJAeBovpHGP5aRcGl+PjY0F0nISD5TC5+EnfNObIxF4CLy3o4OpqanIoqSp\nRQwCm+1QakehvLdfTijy71qtFmEoSI6wkVQtn2fuU96DjAMbCTlDxOcMQ0/7ANK9vtnO+RvWMkWh\nKRpl3X1efPv+dVmQm1y3trcCg0DMhbJUKhUtLCyEJ0BYmPR2u62dnZ3YUo1yofTDw8NxVDuMtHtL\ntnufnZ2p2WxGg1ImnIVx1IAyAFVTgaO6EoVzoZCu37+PkQGulkolraysBELiCDmUzr9HStG9A3PJ\nqV+kgXO5XCgZbeoQSBTXU6eSMjyBpMzuTbwheXvmHQG8urqK++Hl2BmIQvEsP5SoWCzqgw8+0H/+\n53+GQna73dg3wHch21AE7wXihLSHVBg/zxDwx0NM/p1mwHK5XGanL2vCTl2MIpwNzX49e+KGEQMD\ncvAQZW5uLsaC3OBYQASpI0pJVS7eBfSN8b3pdSvGwS0f9f0UbcCssvAsYi6XC5jZaDQy6TkmkwUk\n7vLeAiwUVt9RCkU20mCivRCIsTpJ6LyCb37iGb65hotFdaITFIOQAfHZ/u2CzlygdOn4JEWoxee9\nZoAaAwxto9HIIAMMolcG+rikgXdKOQ/mf3R0NHoMoLDOxPOMXC4XOw1RuuXlZeXzgx2bzBnp06Gh\noegI5srh43Dykft6WOkIwGE3HttDChTdORvWzOE/Bg+OxbkUz3i4vIL0HI1iYFxPQIcuR6nDSOXL\n54B35B2+znVr51YQCkjZdCX/99p2PB2kD57aIR2XV/ghCE6IsVheFejflbK9FF0xUGJXZk8PIbTu\ntRirl7FiQMbHxzNdpRC2lCzkcsPDCVXMGb0VnJglrkXoaGqCwjJuLzFGcRAwj/E91vf43Uk6vsP8\n8z3uSTVfGtt79oT+oQ793XCmSMZLo7nwlGm62d8p/TwGns9jMBxlpGEpKMCzNC4fvL/LaZqV8Hny\nkIJxXTd2lw1HONcZDUcrToD+vutWjIN7J99QRddlJo9yUGJWyMo0tiW/zWSjED5RhChAVmosgKuM\ny70zlxf4wGuwuBgDDJhXL2IQUhQyPDwccS3bz0klYry8aIUFZWzMC8x2p9OJ9C4FTAgEHm1iYkKN\nRiPgvq+FK73HyO5h+Rnr4wrqUNeLeTAcqYCTlXIeod1ua2NjI06/So0/cTrohN/7uNJxMsYUgvv7\n4bW5rxPOnoJ1x+BEd2qouPzfaSjDPDtpmxpj5jS9L+MnxPX39iyWZ1v4mRvkm1y31iaOCcHzcQAu\nHujq6kqLi4uSBhtU2KmJMiDobqkpr3boDS/R6/W3hjv5KOmthZGyBVOQglwovgvh2NiY5ubmtLKy\nom63q88//zyOkndPNTLSP16P8xkoRW61WhkPANHqxUge8jBvrVZLV1dXmpycVLlcjnQghsU/Twu7\noaGhqOtwgcFzOinp3tmLiqRBt6iU0Qc5uBOQBmXdfNbDjdPTUx0eHmY2zyEr1C7gALiHGzNXen/v\n1FO67PFsN4Tu4T2E4A8Xc+rhxHVy7gjFw4/UOPhn3LkwvykR7gqPAXa5TdGRh7Q3vW7NOKDYwNvz\n8/MgGUldUjvOqU20RkstsBfYAD2lgdXEc0sKspD/O9RzgSQ9iOHxbAlj5NlSH5ksLi7qnXfeCQj/\ns5/9LO6F4hUKBa2srGh4eDja0MGUe3xO/cd1ZJqTVYybswumpqYyv/P0H0IJ6vGmLLSBkwZGwcM7\njEQagkjZcI1559/MoSufjx/vDGMPqmKbOgYVo+bf9eenoU+qBDzX1zuF4M5b5HK5TNNWfs54fRem\nh5jpsxkraNaNw3XGzY2DGwh3VvztBsUNxXUGz8dz0+vWiqA8Tea999vtdhBm7GBkoRAyhBjSx5vJ\nSsoYAzIcXnHHGNwLosSeSeHnnkJKOQC8OwrNhrDp6Wmtrq7q6OhIu7u7GSEoFAoql8va3t6OGLvZ\nbAZL7ogHCO6NYTwnTq3C1dWVTk5OtLS0lHkPBNr3cDhsRekQIpTfYbCHRKRQmQtQSKqc7rEcPWBU\nfb2YU1J9IyMjGVLSY2VXFDd6vpbp8x1mp9A/9a6OSFyR3Dh7KME8u2PhecgnRoGCJj6XhnEeUriB\n8M/wHT7jacrUQPC9dEw3vW4tW8GLzczMaH9/X0dHR9HX8M6dOyqVSmo0GuFdId8QEmJ08sV+UQdB\n/weQCUrnsJHfdTqd2OHJNm8X3lS4nK/I5/M6OTlRs9nUzs5ObBq7urqK0m6+Iyk8oqSA0L69vNvt\nxt4A4t3rjAPpLU7t6na72tra0sOHD6M8HD4Do+V1CRgEDrVNy7TJEHg2otvtxhmcGGr3oL4WCDPv\ngPBC3IJcpD56gkvJ5/tnkDInvsvyuus6ctGhOAaS8UjZg3U9dPTQwlOP/O0IjPXi/p7RcGMAX8IY\nQBrurFKj5YQ4MpgaD+Ycx+brloZMpLdTXfld160ZB4qf8vm8SqWSdnd3Y8djp9NRrVZ7izjDEkP+\ncaHwHtPlcv0dnv4Z/jBpXmbtyMA9FYIpDbbupvDRIW6z2YzFZUEYf6VS0erqaoQVnkXgPo5SUGQP\nTfgcCkf4wztT9VcqlYK3oI355ORk3NNLgRFufu6cA/PlHZfcQ6EIPn7m0L1X6oU9Bu52u9GL098X\nB+JIzi/nD3iGx/8+RlCZj8X5BQ85GJeTk8y9Z2eQmzRsS7MUHkIht7xTytlcFzYQxrA2vCPfSdOm\nbgT5XWpsbnLd2q5MrHCn04nSXibs6Ogoeg9wEXuikAgPHgll94pLr25DSalvcGOD4GF9vcHo0NBQ\nEHdStpYfY5HG3nTH9nqD2dlZvfvuu3rnnXdULpe1v78fxiHt2sS9O51O5vBZJyd5d9/WzeePjo4y\nvQmBv6lwYGRdcRE6rxEBtWFEMADOQYDMmDMuh+4oCM+GkD44OFC9Xs+8cZ7VnwAAGe5JREFUX2pM\neL/rmHt/L4+1/bOssyus8zlp/J8aBK40pHP+i9+TaXJuBNlw2O8yzDu483J+Q8pmKHx+UXz/OTKE\nXjmndtPr1uocsOQsWLfbjUYVx8fHyufzWlhYiDp7PwLO29JLg8kCrpPiI2OBxaVBqzQg3RBIFjxF\nGHxWUkBEdiU6b5LL5aLzNDCesU1MTGhxcVHlcjlKbFEUSrtZPPcAKWMPFCfu930RbE4DZtLmPt2+\njfL5vKMgPBujwWfxWl4v4kfIOaOOUKdpYilLVOLNWq2Wnj9/HgrllZnMnys6ypaSh044XkdQOppI\nMwTMMfdODYN73dTT+31Bar6vBTTsGwyZCwwNWSuMiXMVhM4uqz5u3tvDD0cPOAzk6xuPHCDbWEyH\ntt76Kp/vn0VJ7p4XlZQpTkGYKSiiRFgaxJ8sjHci4vduIKRsuTNjTeM5Lq+a9DZuCBWpVfgDjAqd\nlOBRUEAMk0N+vC+GhO+g+Hhgfre0tBQGoN1uh6FKCTi/r5cGk35FyIiXEUKfd1cYT4l6DUfaG0JS\n1K08f/5cu7u78R3eAyXAQDqcTkMVX0sfVxpyOHfEz7xU2slIDIUbvpRAdMThzkSSSqWSOp1O8D6O\nSpyU7HQ6wQul78oaMnbCEN7Td9diXJxHQY+Qk9/F21x33epxeM4Ae50+nhWCzPPpUl8IIK8kRQNW\nj/G92AOPR8ZCygobXaP85CCHsU4gScpMPsLloYwbBzxpt9uNA3o6nU60xyPbgudGiNKt4xgAiqf4\nP8/mOZVKRVNTUwHzfeMSBhZU4DEs9+HnGB+Mo/MU7pVTNJAaY1cYr4jc2NjQixcvVKvVMu+ILLhi\nMy4pe0amx9Y8H4QJseww3T+bGoBUJlhnX0eXV0craYYDmWWsLnf5fH9DGe/n27AZkyMlMm0eVvsY\nXL7cIDgSxjD47t2bXLe2ZZtYFkErFAqqVqsRf5P3bzabmc8xce4xmRwEwaGpTxKLxMLyeybeK+BS\nMi01TnzXFdiFhAsjw/F5kmI/AV2x8ZTcB29LfQUhCKw3c0NBV5o5kRTpQKAr29h5X2+j5yQuRsoR\nBvdMww3e19l5hB4D64ZU6gv7yclJtEzDeGFYpGwJvGdPmP/UWficMw/US5C1Yb08O8Gapbtxvayc\nMSEzoCy/D/PuMT339TJ9kOT/be9ce9o6uj2+fA0Gb2MHEqMEJZGatH3RD3n66foJ+qJ90wupIAkB\nXyAWYMx5Yf3Gvz3h6aFSJR4dzZJQWnt779kz6/pfa9bwLM+t+clkYBrvAAXuJr7GyuAbeMcHQOWb\nBv+OHkU5sD05YrM5ajwepwaxNMuE8CbQ0vQLQOhWq1XaYARAZ5wgYt3gA6sUUe+6tFwua63rHZJw\nDcydp8QQMBSMmbbT6aTuyHhDp6enaVv5Dz/8EC9fvkwdh5fLZdo/AvMBcDWbzdRlmxi01Wql9wLU\nbbVaCXNZLte9LThfdLFY1AqdmFeAX29A41/Sn8yD6xRYG5S0Y2o8KGLmq6urODk5STjJzs5OdLvr\n08lns1ny/lqtVurxgTBaYYEZGZj1nPPeFjoE1x4rZGtvJWjX3bUEttgOARkTa8aRCBER5+fnMZ1O\nE7iNcvH47J0ZVzDgCd84O4QSXSwWtX068A18m3tOD6FHUQ4c44bLGrEePM1PmCROv0IxoPmwWk7p\nMVFoVacF3YorYjPhuaa2NYAcWxp1dhiQZxrAEPr9fq0FfUSkFCN9CPiDgRuNdUt9x6UItNNZOfaB\nhaDakvdwsQ5uqT0sQC8qJHMUvtlspi3XOZh3e3ublJM9Mdb2/Py8Big6fEAACKvY+4Fwsy6uo2Bb\nuusDvEbwCN85u2UQEQXv30dEzSpbQZjs/mOZzQM8p9VqRVVVSTn2er2k/LzvZ7XanHFh7Mc1E/Cq\n54Lv8KCpdzG+YB7gPfP3+Tt6FOXAke+42RBHs6GV0ZBowjyWNSYA8/M7ewh2r6EczTYIZKXh2BJC\nUCI2VsaeBPv5d3d3Y3d3NyHZWEzawqEE3dPi9nbdAxAl2Wg0UpMXGoUYWDKCjfXgM2d3Li8vayeQ\n393d1c4G4Xg93tcALWFDRP2AYRgQIbm8vEzurBF0K1a704yR+JxQiO/xBllHrjU4x/iMzjsmN1ng\njR/ct87GU3JcAmXrTVgWOtfdYLCePHmShNeGy1gK8+tKSnstzKkVFPzPMQR4M7yjsTfm9KH0KMqB\n1KR7QiL4CHOz2Uyxoicea2Mr4d8SduAONpvNVEXZ7XbTmRZOh0VETdhyIDCifhiv0XCebbeaA3s4\nnyMiEiORvUAwcdkZ69bWVuzu7kZVVSlE4nekMa0kEXZbZO6FB8PYASk9T2z/xkNrtVqpOevd3Xqj\n2ocPH5JwclYIOAnt3K6vr+9tf+6xWvgQOgOgWE+fdWoX2v0tDZhCDhlctBWxEVjWHuHxunqMjA0P\nwfzitKZDrDwks/fF+rmpMfe1MqPuJQ8v7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imageplot(sqrt(f), 'Remplacement de a par sqrt(a)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On pourra noter que l'on a\n", "$$ \\sqrt{a} \\times \\sqrt{a} = a\n", "\\quad\\text{et}\\quad \\sqrt{a \\times a}=a $$\n", "de sorte que si l'on réalise un éclairsissement suivit d'un\n", "assombrissement (ou dans le sens inverse) on retrouve l'image d'origine.\n", "Ces deux opérations sont\n", "[inverses](http://fr.wikipedia.org/wiki/Inverse) l'une de l'autre.\n", "\n", "\n", "On peut également changer le contraste d'une image couleur en changeant sa\n", "composante de luminance." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [], "source": [ "name = 'nt_toolbox/data/hibiscus.bmp'\n", "f = load_image(name, n, 0, 1)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [], "source": [ "repeat3 = lambda x,k: resize( repeat( x, k, axis=1), [n, n, k])\n", "m = lambda f: repeat3( mean(f,axis=2), 3)\n", "contrast = lambda f,gamma: clamp(m(f) ** gamma + f-m(f))" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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KDUZolAyyofSWuoIuAzEA1ZeoNEfpnLqpWC/ntGVDrAUmDoGhIsg5bQhM8JtE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\nD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NxPOFEzqnjQPUmh4UOa5o/04OwAPr+GfiyB/7EJV9+Cf5nKyvpcBP95Ab87gS8pYfLk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\n0DwlilrlGp571v1tBp8r5DTEy1W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UZtPnoS/llid47zdU+GG01EeUpiZowyS2etyKzcO0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s0wFYwnE/LSyDOWkoy7sj/j5a0R0wquXttjMnqZT51/FtvfwlKiWgHqOPMKYFuJ8pyfhwX3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\nrE4dHBd+maqDgxO+Vi5Cq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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gamma_list = [.5, .75, 1, 1.5, 2, 3]\n", "for i in arange(0,len(gamma_list)):\n", " gamma = gamma_list[i]\n", " subplot(2, 3, i+1)\n", " imageplot(contrast(f, gamma));\n", " title('$\\gamma$ = ' + str(gamma))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Transformations géométriques" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Une image est un tableau de nombres, avec $n$ lignes et $p$\n", "colonnes. Il est donc facile d'effectuer\n", "certaines [transformations géométriques](http://fr.wikipedia.org/wiki/Transformation_g%C3%A9om%C3%A9trique)\n", "sur l'image.\n", "\n", "\n", "Les valeurs des pixels qui composent ce tableau (noté $A$) peuvent être\n", "représentées sous la forme $ A = ( a_{i,j} )_{i,j} $\n", "ou l'index $i$ décrit l'ensemble des nombres $ \\{1,\\ldots,n\\} $\n", "(les entiers entre 1 et n) et l'index\n", "$j$ les nombres $ \\{1,\\ldots,p\\} $.\n", "One dit que $a_{i,j}$ est la valeur du pixel à la position $(i,j)$.\n", "\n", "\n", "Le tableau de pixels ainsi indexé peut se représenter sous la fa\\c{c}on\n", "suivante\n", "$$\n", "A =\n", "\\begin{pmatrix}$\n", "a_{1,1} & & & & a_{1,p}\\\\\n", " & & \\vdots & & \\\\\n", "\t & & a_{i-1,j} & & \\\\\n", "\\ldots & a_{i,j-1} & a_{i,j} & a_{i,j+1} & \\ldots\\\\\n", "\t & & a_{i+1,j} & & \\\\\n", " & & \\vdots & & \\\\\n", "a_{n,1} & & & & a_{n,p}\\\\\n", "\\end{pmatrix}$\n", "$$\n", "ce qui montre que le pixel en haut à gauche de l'image correspond à la\n", "valeur $a_{1,1}$. Ceci correspond à la représentation de l'image sous\n", "forme d'une [matrice](http://fr.wikipedia.org/wiki/Matrice_(math%C3%A9matiques)).\n", "\n", "\n", "Si l'on échange le rôle des lignes et des colonnes, on définit un autre\n", "tableau $B$ avec $p$ lignes et $n$ colonnes. La formule qui définit\n", "le tableau $B = ( b_{j,i} )_{i,j}$ est\n", "$$ b_{j,i} = a_{i,j}. $$\n", "Ceci correspond à la [transposition](http://fr.wikipedia.org/wiki/Matrice_transpos%C3%A9e) de la matrice correspondant à l'image.\n", "\n", "\n", "Pour une image couleur, on effectue cette modification sur chacune de ses\n", "trois composantes couleur R, V et B.\n", "\n", "\n", "La figure suivante montre l'image correspondant au tableau $A$ et\n", "l'image correspondant au tableau $B$. On peut constater que la\n", "modification correspond à faire sur l'image une\n", "[symétrie](http://fr.wikipedia.org/wiki/Sym%C3%A9trie_(transformation_g%C3%A9om%C3%A9trique)) par rapport à\n", "la [diagonale](http://fr.wikipedia.org/wiki/Diagonale)\n", "qui joint le coin haut/gauche au coin bas/droite." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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1Chbj8YEk1w7V7jAvc5yz+AKsrzhOp0jPI2g01lvMMEHCSreLchUtz+E6PkRQ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\nJ9Lgq5u32bl0EXv5eaRaQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "name = 'nt_toolbox/data/flowers.png'\n", "n = 512\n", "A = load_image(name, n, 0, 1)\n", "B = transpose(A, [1,0,2])\n", "imageplot(A, 'Image A', [1,2,1]);\n", "imageplot(B, 'Image B', [1,2,2]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut également effectuer une [rotation](http://fr.wikipedia.org/wiki/Rotation)\n", "d'un quart de tour dans le sens d'une montre à\n", "l'image. Ceci est effectué en définissant une image $C = (c_{i,j})_{j,i}$ de\n", "$p$ lignes et $n$\n", "colonnes dont le tableau\n", "de nombre est calculé par\n", "$$ c_{j,i} = a_{n-i+1,j}.$$" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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3FY0X0no+H11k/O4HMn7qg0+ykgo21wfctxZRpjFBETK6pDlxfAu9ts3GiZcT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YE2mMzFgJCCNJMIIcgySVO3E2KiNShF03gaAirVRCeomoY0EzSNx2vJshZY5ymjY5zBRhfe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\ns3h0SL8/RkjNplSsVzPu/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "C = A\n", "C = C[-1:0:-1,:,:]\n", "C = transpose(C, [1,0,2])\n", "imageplot(A, 'Image A', [1,2,1]);\n", "imageplot(C, 'Image C', [1,2,2]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fondu entres deux images" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On souhaite effectuer une [transition entre deux images](http://fr.wikipedia.org/wiki/Fondu)\n", "$A$ et $B$ de même\n", "taille. On suppose donc que chaque image a le même nombre $n$ de lignes\n", "et le même nombre $p$ de colonnes.\n", "\n", "\n", "La figure ci-dessous montre les deux images entre lesquelles on souhaite\n", "calculer une transition." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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hcObiJqfevMGNWy8g6DFmiJvPOLx+RHcMqjWM0yF4G88hSFIEp5Mh92XrKBt/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IAAAg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U7t8dORnZfEMZKUQSTBLB8wyoQPgcZWbPuOPgmWlUUEgfOBbq9wWTJe7phMK2RjkWZPMJnt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\nED9Z88WPj3m1c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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "name1 = 'nt_toolbox/data/flowers.png'\n", "name2 = 'nt_toolbox/data/hibiscus.bmp'\n", "n = 512\n", "A = load_image(name1, n, 0, 1)\n", "B = load_image(name2, n, 0, 1)\n", "imageplot(A, 'Image A', [1,2,1]);\n", "imageplot(B, 'Image B', [1,2,2]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One note $A = (a_{i,j})_{i,j}$ les pixels de l'image $A$ et\n", "$B = (b_{i,j})_{i,j}$ les pixels de l'image $B$.\n", "\n", "\n", "Pour une valeur $t$ fixée entre $0$ et $1$, on définit l'image\n", "$C = (c_{i,j})_{i,j}$ comme\n", "$$ c_{i,j} = (1-t) a_{i,j} + t b_{i,j}.$$\n", "Il s'agit de la formule d'une\n", "[interpolation linéaire](http://fr.wikipedia.org/wiki/Interpolation_lin%C3%A9aire)\n", "entre les deux images.\n", "\n", "\n", "Si l'image est une image couleur, on applique cette formule à chacun des\n", "canaux R, V et B.\n", "\n", "\n", "On peut constater que pour $t=0$, l'image $C$ est égale à l'image\n", "$A$. Pour $t=1$, l'image $c$ est égale à l'image\n", "$B$. Lorsque la valeur $t$ progresse de 0 à 1, on obtient ainsi un\n", "effet de fondu, puisque l'image, qui au départ est proche de l'image $A$\n", "ressemble de plus en plus à l'image $B$.\n", "\n", "\n", "La figure suivante montre 5 valeurs de $t$ réparties entre 0 et 1." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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hEwm2pfGeoCMyUSitQAaEKWn9Gt+BTwSUEZWAlimehNg2VE0NTlBsKPzIEUxg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cBTixXjyTpiNECM15HdlFAOCMdz7GQf8fg2qsgRoQOdEJyHdgZFTAny8wcEAWQS0UchlBAySrSz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\nfHWCrRxNMUbbhqTTo7vU51XveS6NyJbWk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0MIotZJer+eXrJMri3JqXcSdpYJg5g0Kjmy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\nnI3JiBmPCqa5pTDgvMJWgq+88Dm++sLn8Mqz3n2WsbxArhN8b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SY987NrdGGYlrvEWLJo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PLzYhx4B8a4ZbARRayWdEwZqX/PupcQ55D2MvJBxKWtlKMHQ/71P/l1gvVcu3aeRjWsX9pg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ZoYQE4yFFC8ioqpTadQmCFsOoy7ce3OHVqnhkuY72Z7gwYesbrzFJHY9dP8P+m/so17Cy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\nGrEokAOo54bQcxD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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p = 6\n", "t = linspace(0, 1, p)\n", "for i in arange(0,p):\n", " imageplot(t[i]*A + (1-t[i])*B, 't = ' + str(t[i]), [2, p/2, i+1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cet article n'a fait qu'effleurer l'immense liste des traitements que l'on\n", "peut faire subir à une image. Le traitement mathématique des images est un domaine\n", "très actif, où les avancées théoriques se concrétisent sous la forme d'algorithmes\n", "rapides de calcul qui ont des applications importantes pour la manipulation des contenus\n", "numériques.\n", "\n", "\n", "Les personnes intéressées pourront consulter le site web\n", "[A Numerical Tour of Signal Processing](http://www.numerical-tours.com/)\n", "pour de nombreux exemples de traitements d'images. On y\n", "trouve également des liens vers d'autres ressources disponibles en ligne." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Glossaire" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- *Aléatoire* : valeur imprévisible souvent due au hazard, comme par exemple le bruit qui perturbe les images de mauvaises qualités.\n", "\n", "- *Bit* : unité élementaire de stockage de l'information sous forme de 0 et de 1 dans un ordinateur.\n", "\n", "- *Canal* : une des trois images élémentaires qui composent une image couleur.\n", "\n", "- *Bords* : zone d'une image où les valeurs des pixels varient beaucoup, qui correspond aux contours des objets qui forment l'image.\n", "\n", "- *Bruit* : petites perturbations qui dégradent la qualité d'une image.\n", "\n", "- *Carré* : le carré $b$ d'une valeur $a$ est $a \\times a$. Il est noté $a^2$.\n", "\n", "- *Contraste* : quantité informelle qui indique la différence entre les zones claires et les zones sombres d'une image.\n", "\n", "- *Compression d'image* : méthode permettant de réduire la place mémoire nécessaire au stockage sur le disque dur d'une image.\n", "\n", "- *Ecriture binaire* : écriture de valeurs numériques à l'aide uniquement de 0 et de 1.\n", "\n", "- *Flou* : dégradation d'une image qui rend les contours des objets peu net, et donc difficile à localiser précisément.\n", "\n", "- *Fondu* : interpolation linéaire entre deux images.\n", "\n", "- *Image couleur* : ensemble de trois images en niveau de gris, qui peut être affiché à l'écran en couleur.\n", "\n", "- *Image numérique* : tableau de valeurs que l'on peut afficher à l'écran en assignant un niveau de gris à chaque valeur.\n", "\n", "- *Inverse* : opération ramenant une image dans son état d'origine.\n", "\n", "- *JPEG-2000* : méthode récente de compression d'images qui utilise une transformation en ondelettes.\n", "\n", "- *Luminance* : moyenne des différents canaux d'une image, qui indique la puissance lumineuse du pixel.\n", "\n", "- *Matrice* : tableau de valeurs, représenté sous la forme $(a_{i,j})_{i,j}$.\n", "\n", "- *Médiane* : valeur centrale lorsque l'on classe par ordre croissant un ensemble de valeurs.\n", "\n", "- *Moyenne* : la moyenne d'un ensemble de valeurs est leur somme divisée par leur nombre.\n", "\n", "- *Niveaux de gris* : nuances de gris utilisées pour afficher à l'écran une image numérique.\n", "\n", "- *Nombres entiers* : nombres 0, 1, 2, 3, 4 ...\n", "\n", "- *Octet* : ensemble de huit bits consécutifs.\n", "\n", "- *Ondelettes* : transformation de l'image qui est utilisée par la méthode JPEG-2000 de compression d'images.\n", "\n", "- *Ordre croissant* : classement d'un ensemble de valeurs de la plus petite à la plus grande.\n", "\n", "- *Pixel* : une case dans un tableau de valeurs correspondant à une image numérique.\n", "\n", "- *Quantification* : procédé consistant à réduire l'ensemble des valeurs possibles d'une image numérique.\n", "\n", "- *Racine carrée* : la racine carrée $b$ d'une valeur positive $a$ est la valeur positive $b$ vérifiant $a=b \\times b$. On la note $\\sqrt{a}$.\n", "\n", "- *Résolution* : taille d'une image (nombre de pixels).\n", "\n", "- *Sous-exposée* : photographie d'une scène trop sombre pour laquelle l'objectif photographique n'est pas resté assez longtemps ouvert.\n", "\n", "- *Synthèse additive* : règle permettant de construire une couleur quelconque à partir des trois couleurs rouge, vert et bleu. C'est la règle qui régit le mélange des couleurs de faisceaux lumineux utilisés pour l'éclairage d'un mur blanc.\n", "\n", "- *Synthèse soustractive* : règle permettant de construire une couleur quelconque à partir des trois couleurs cyan, magenta et jaune. C'est la règle qui régit le mélange des couleurs en peinture." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 0 }