diff --git a/files/dl/apprentissage/cours/kmeans/kmeans.ipynb b/files/dl/apprentissage/cours/kmeans/kmeans.ipynb index bb454035..0a944238 100644 --- a/files/dl/apprentissage/cours/kmeans/kmeans.ipynb +++ b/files/dl/apprentissage/cours/kmeans/kmeans.ipynb @@ -1 +1 @@ -{"cells": [{"attachments": {}, "cell_type": "markdown", "metadata": {}, "source": ["# Algorithme des k-moyennes\n\n", "\n", "\n", "\n", "[Visualisation de l'algorithme des k-moyennes](https://www.naftaliharris.com/blog/visualizing-k-means-clustering)\n", "\n", "## G\u00e9n\u00e9ration des donn\u00e9es\n", "\n", "On g\u00e9n\u00e8re des points al\u00e9atoirement, ainsi que k = 4 centres initialement al\u00e9atoires :"]}, {"cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [{"data": {"image/png": 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", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import ListedColormap\n", "\n", "k, dim = 4, 2\n", "X = np.vstack([np.array(p + np.random.randn(10, dim)) for p in [[3, 2], [0, -2], [-3, 3], [-3, -3]]]).tolist()\n", "centres = (np.random.rand(k, dim)*6 - 3).tolist()\n", "plt.scatter([x[0] for x in X], [x[1] for x in X])\n", "plt.scatter([x[0] for x in centres], [x[1] for x in centres], marker='x', s=100, c='b')\n", "plt.show()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["\n", "## Code"]}, {"cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": ["def centre(X):\n", " c = [0.]*dim\n", " for x in X:\n", " for i in range(len(x)):\n", " c[i] += x[i]\n", " if len(X) == 0: return c\n", " for i in range(len(c)):\n", " c[i] /= len(X)\n", " return c\n", "\n", "def calculer_centres(classes):\n", " centres = []\n", " for i in range(len(classes)):\n", " centres.append(centre(classes[i]))\n", " return centres\n", "\n", "def d(x, y):\n", " s = 0.\n", " for i in range(len(x)):\n", " s += (x[i] - y[i])**2\n", " return s**.5\n", "\n", "def plus_proche(x, centres):\n", " imin = 0\n", " for i in range(len(centres)):\n", " if d(x, centres[i]) < d(x, centres[imin]):\n", " imin = i\n", " return imin\n", "\n", "def calculer_classes(X, centres):\n", " classes = [[] for i in range(len(centres))]\n", " for x in X:\n", " classes[plus_proche(x, centres)].append(x)\n", " return classes\n", "\n", "def kmeans(X, centres):\n", " centres2 = None\n", " while centres != centres2:\n", " centres2 = centres\n", " classes = calculer_classes(X, centres2)\n", " centres = calculer_centres(classes)\n", " return classes\n", "\n", "def inertia(classes, centres):\n", " s = 0.\n", " for i in range(len(centres)):\n", " for x in classes[i]:\n", " s += d(x, centres[i])**2\n", " return s"]}, {"attachments": {}, "cell_type": "markdown", "metadata": {}, "source": ["## Test"]}, {"cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [{"data": {"image/png": 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", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["classes = kmeans(X, centres) # test de kmeans\n", "\n", "cmap = ListedColormap(['r', 'g', 'b', 'purple'])\n", "centres = calculer_centres(classes)\n", "plt.scatter([x[0] for x in X], [x[1] for x in X], c=[plus_proche(x, centres) for x in X], cmap=cmap)\n", "plt.scatter([x[0] for x in centres], [x[1] for x in centres], marker='x', s=100, c=range(k), cmap=cmap)\n", "plt.title(\"Inertie = \" + str(inertia(classes, centres)))\n", "plt.show()"]}, {"attachments": {}, "cell_type": "markdown", "metadata": {}, "source": ["## *elbow method*"]}, {"cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [{"data": {"image/png": 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", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["kmax = 7\n", "inertie = []\n", "for k in range(1, kmax+1):\n", " centres = (np.random.rand(k, dim)*6 - 3).tolist()\n", " classes = kmeans(X, centres)\n", " centres = calculer_centres(classes)\n", " inertie.append(inertia(classes, centres))\n", "plt.plot(range(1, kmax+1), inertie)\n", "plt.xlabel(\"k\")\n", "plt.ylabel(\"inertie\")\n", "plt.show()"]}, {"attachments": {}, "cell_type": "markdown", "metadata": {}, "source": ["## Animation"]}, {"cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [{"data": {"image/png": 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", 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"]}, "metadata": {}, "output_type": "display_data"}], "source": ["from pathlib import Path\n", "from scipy.spatial import Voronoi, voronoi_plot_2d\n", "\n", "p = 3\n", "X = np.vstack([np.array(p + np.random.randn(10, 2)) for p in [[3, 2], [0, -2], [-3, 3]]])\n", "centres, new_centres, classes = np.random.rand(3, 2)*6 - 3, None, None\n", "\n", "def scatter(X, **kwargs): plt.scatter(X[:,0], X[:,1], cmap=ListedColormap(['r', 'g', 'b']), **kwargs)\n", "def save(title):\n", " global p\n", " scatter(centres, marker='x', s=100, c=[0, 1, 2])\n", " scatter(X, c=classes)\n", " plt.title(title)\n", " plt.savefig(f'img/kmean_{p}.png')\n", " p += 1\n", "def d(a, b): return np.sum((a-b)**2)\n", "\n", "for f in Path('img').glob('*.png'): f.unlink()\n", "scatter(X)\n", "plt.title(\"Donn\u00e9es que l'on souhaite classifier\")\n", "plt.savefig(f'img/kmean_1.png')\n", "scatter(centres, marker='x', s=100, c=[0, 1, 2])\n", "plt.title(\"Choix initial des centres\")\n", "plt.savefig(f'img/kmean_2.png')\n", "\n", "while True:\n", " classes = np.array([np.argmin([d(x, c) for c in centres]) for x in X])\n", " plt.clf()\n", " save(\"Association de chaque donn\u00e9e au centre le plus proche\")\n", "\n", " new_centres = np.array([X[classes==i].mean(axis=0) for i in range(3)])\n", " if np.allclose(centres, new_centres): break\n", "\n", " centres = new_centres\n", " plt.clf()\n", " save(\"Mise \u00e0 jour des centres\")\n", "\n", "ax = plt.gca()\n", "x, y = ax.get_xlim(), ax.get_ylim()\n", "vor = Voronoi(centres)\n", "voronoi_plot_2d(vor, ax, show_points=False, show_vertices=False)\n", "ax.set_xlim(x)\n", "ax.set_ylim(y)\n", "save(\"Fronti\u00e8re de d\u00e9cision\")"]}, {"attachments": {}, "cell_type": "markdown", "metadata": {}, "source": ["## Compression d'image"]}, {"cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [{"data": {"image/png": 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", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["from sklearn.cluster import KMeans\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "img = plt.imread('compression/parrot.jpg')\n", "plt.imshow(img)\n", "plt.show()"]}, {"cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["pixels contient 496738 pixels de 3 couleurs chacun\n", "Centres des 8 clusters de pixels : [[ 7.66165195 19.76974168 10.35961169]\n", " [164.1427278 177.25148203 142.0176766 ]\n", " [107.72793283 127.07565615 47.67371984]\n", " [207.45478823 170.16388681 32.67841079]\n", " [ 9.0873963 41.5624455 135.5594808 ]\n", " [195.67637004 24.02326738 14.00799751]\n", " [223.28612846 234.53746655 225.07193832]\n", " [ 13.17134015 99.70298247 39.31646374]]\n", "kmeans.labels_ contient les classes de chaque pixel : [0 0 0 ... 6 6 6]\n", "img_compressed est obtenu \u00e0 partir de pixels en rempla\u00e7ant chaque pixel par le centre de son cluster\n"]}, {"data": {"image/png": 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a3/tMTvXT1rqPRLwRgJnZMRynmnKqVIpMTg0spi8qdp7L11+iXMlt+/6txII4H66v0BTySAW9O2pEqQnzB4xnheD/UfSxtvAk3G5UUZG+7vIvSh4nttiP0Z8oI2dtROrOFsGEEFWnnrvJzeLcG2XGhvM5j4NRbdHZLVuRfLvfYnfiFJGEjR5oJCP3LAq0UorR0cugoLNja8VZCEHQirB390Mo5ZPNtm3ZttdGce7K9/F8n86WwzTU9yKExHEqy6Jh3/cYn7rIyMTZRSvSe0XBlbw1EcSUit64zcNN5U3XOteEeQdTV2+SzTi4rkICewT8qpRYH7SGGx/OeD6BriBHYjp2xae/Lz+/6CLwFfibrY7wFH5frmpedIdRs2wJ4l3MQuku+mrMi7M/WoIH6zk5//CCOPsI0mWd9LjOvspF6qwLmLEsduj4UnEeu0w4HCdV37aqEdBmMU2L1pY95PNzeJ6NUC4Ws5RF42I9pKWmkNgURQvcQVpFKcVsZoTXRoe5nLfZMz5Gd7KRw8291Cc6MPXqBdh2isxlR5ma6aNQnF4xfXGvsH3BpVmTsYLOk60lGkMbj55ri387FFMX/PLTjXzjlSmKts+vS8mzUtzzvPFGEVGBdtRERAS5j+6hZCbwPUUlUySkhjhf2cfIrMvrr58nHGqkUMxz9vTwxmqfTYnxTPOGugFXQnkK54Wxu5NnXgERN9AfTqGFdY7F9Ko4s7yELh5Q7O/9CDLYteRxXTfp7bmPVH37li0GLqCUYnDoHO+d+gaRyjvcV19izHyWgmhH4tLjfAld5SnIDqa1+yiKtk2Fikop3rrwbb50fXDxZ9AEWBL2xyM0BHRaLA3f9/Dd0pZ/zq3GlIqeuMMjTaXF6Hk9i381Yd6BmMDf1iQfC2jkbR8fSAHaDj8IV0K/30Tbo4MATw/heToq7+O9WcJIVtD/TjNKV8y4jWQDDzI4MMkb/+YvGOwO4kuN8bEiM+nbl7JpRxJ3vAh4r4UZlopznSn4UNIgqi9vOmltPERn2wPLomPLinBg32OEQrEt3zfbKXPu/MucPvvnJBnk4RYPKQOAwqCAmLf78QgwrD9HXuvZ8HuUKzmeP/WXfHd85Vy/BiwUrvSGNPaEdYLazj43BIqY6XOgzkYT8Eu/cem2r6mlMnYIknmfBAGflZJnhUBzFMEdfMCtB/eEjXvChrDA+lWJ6HNxvldGC1Vzuupbk5ifDtKo2cTtAj3xPE9+xKL80SRTld18+aun+NpMhdvdqSq7OvZop0dQt0NlHNy30/BIijQ6356yORDROXRT3hlgbOoCUuq0txxdIs7lcp7xiT66u45uab4ZwDQsujoOU8hPkyx+m0x5iKbQ8sU2jQpR//qmhLlQnKHirO5t4QGF+evmmZzHlYJHXBf0hDTaLI2wvvN+f4UgY2u8OV7tavyldbymJsw7gCDwt6TkQSmIwAei0mLD+OCesvEuzneUFRV+0cMf96CsoM7Ge30O4xM6gU9aeE6Mtj9/k72XXA7sT6CkYGK0wMzMyu3C/lABbXeUOzIv2CGD4lTGwR8sIPfFKPuCU9nqd3azOCvlMzJxBmCZOI9P9BGN1pGq79jyC1U80UQi2U5efJRe+8+A5SKqqFp6bhSlFAp/Qz9D2YeyrZiwXTosnw/XG9twcVa0hD1ipo/jw0DWWOJC7CvYajOWmjDfQ4SAA8A/0TTa2Nm3Y3eMrfAuOKjMLWedD86rFaCCACpftfEHXczOQdRHIzz208fZFd9NpP88r755irOig0Jpllx+hmuXM/gLkXTFR2WcTVdnKKWqC3B3c+FvDdRN6RQfbivOTQ37yOUnSMbbEUJjcOgC4VBiy1MamtRobd7FpVyaCf1JWtwXkdi3yJKgJJs2tf3xqUtcyq89n3A15lxFwYOQphCs3N6+cRTdMZenWouYWlWEC43lRWF2vGprtu0L+rPGfIf/Wu+7vn2qCfM9IqwJDqUC7J+y6VzHAeQptTitTWerDrq7iMdyUQawBPoxA3/Aw5/yqk0XvTpapw6aR937r5Hcc5ZAa4mmx3U+ku/EOdBL3+k5/vm1FykveDF4Cq8vh0gYVQe6jX4/fnVQw04ZyOBPlJDpEKKhOsJpQZwV8+JM9RhYEOfJ6Ss4bhnTCJGMt9PcsJ+xiT56tiGlkUg0EY2myMztpWQ2UeeeJOFfwhFRSqIJU80hcTHUHB4hfLHeuYcK161gb+I3EEDeVXxnqsK+iM6hyFY03CwVZQApuGUqiuKJYBlfwaE6m28NhHHnT1QhJFJo1CU68ZXPXGaYrvYH1/XONWG+y2iaYHdXmJ8cKvHotLNs6KzLfL55MSpS2MD/7fu85is04DNSslfAEfEBFOibkSBM0PYZ6PeZiDpZ9Vquk2CDe85GxkALFBBBjXCDgxV/kzn/IJlLpzl8rJNiJYdSPlOTRdKjJZzsBNruaNVec4VFs5VQSqHyDmqHRMsAVHxw1ZK8uQ+czroMlz0ORXTag1XBlcrDns/LVuw841MXAUHQihON1NGQ2tqUhpQarc27yeWmsf0E4/rTTPMAPgaeCCKVjY+OxMXfgMTMZUcplrObujZ2hySeggfiOqHNXJhvIaD57E043N9QZj0d/0JAMqizv7WbyZKBlAZNqb1IqRMww8xlR8gXpqhPdN1+Y9SqMu46IUPwW91R9vcXEcBVpbiqFO0IhlF8xfPpEYL75wXbVfB136cflsw3jlCtad4rxM4V6JttCBTLolHtkIGa9at5ZksgggIREAR+PoTyQMZkVbyDAqybLmC6Qb/2SeJtHyGRbMLzHL769d/ld//dt6iUq9+SiBvojzVAYHWTI6WqI8tUzsF9exoKm7uF3i5EYwD9sYYV919CVYCA3rDG4VtK63Td4tCej1OXbN+WKg2lFFPpIa71nVjViW6jTM/28+KFH/Bi2llhlvft0YCPNZg0Bu7kDkFhaYqn2kp0RNxVK/6qh7LExyAne/BEgBl5DFvEVywTVMrHdoqYRphf/ew/vu1e1CLmu4xyFG5fAXf+t3vN9/lvviIMlKiKb59SvHCbhos88Hu+vyjQ+wQcuRvDyNaJiApkl47xSAD3koOa9vEuzftjzIu0d+4mv4yiQhUVSkL5jwvoBwzkkxYiKnFeLOOeslGeQgQExocskr1nKcoyc9MhyjJFa3MzP/dLR/nyn52lUnERmsB9cwrZFUG2h24Ma73pQqGyDt6JmWqkfLenm6yHNRqJfCA/f4ycybr0FTw6gpKEITCEoCNYYiJ9CcuKkcmmCQbX52a3XhY8NcrlPEPDF+54e0opCqUZXJ9NiTJUKzbO5VwazM0uACp6Yg4PN5WJGGqZvt4sxnNyPzPaEZTQcYjetmZbCHlbq9SbqQnzXaYE/M+ex0L8sjAitLDJ7S0I9BEB/4vQCFHVnru2kBgWVI70YJLDUAX8gofqt9H2GmCAn1HoBw38GR/j8QAiJvH6HOxvlFY+A31QaR/nrQraIQO9WcN4zkJ/0FwScSci10g618EBF4tkOE78kU9ycN+HsZ0MmewM33n+Va5ezOD15VEoFCB7IoiogXchg8q7O1OQ55E96zuRfSDnKc7nq6kYAVXPDXGJaLiRick6mhq7tszoaAEhBM3NvWSz6Q1bfC5HMTM3dMcp/oyrKPsQ3MRHjZk+T7SUCWgri3JO9jChPbFuMb4TasJ8l+kERoGttlo5o+DvuB460C0EPy0lh8X2C7SwBOZ9Au3Zf0K4rpPRM39E/flXqHy1iIhI3I93QkBg7srhfWMS2aXjXXVvHxa58xF1BbTDBiK1ekpCp0yFOgzDorkxSiDQhWFaPPrQx8hmbTLZcd688DZf/5PXsU/PVZ2gvB0+ed2UiPjmIj8FnM15CGyaC5PzHhPb82FNw6KuruWOhFkpn9GJc5QqWS4VVs7zKwUUk4jw7Nr7IzZfMZl3JN8dDPF0W4mo6S/eXPkiwJy2n0ntEXxhbW7jG6QmzHeZx6XgjFKc3wZdmJj/9yiKE57HcSH4TU0S2UZxVtM+4j9fo/Liv0f95E8h9QLODyuoSR816SP+9UW8VAz1tER/MoD9tRLe+XVYfvrgvFLBea2CbNUwPmoh6yR+2gcD9EMmGDdyqp4I0my/DALyXiee04wymwiFNMLBJj5m9DA71MfLPxjG2cFR8iK6QNyBqZICLhc89qcH6WkvMDMzSkPD6qOd7oT6+naGRy4tOr+tvlM+Ub+fgmzDF4H5umXF6MRZhsdOkXdccu7qv40qR28rzAejOpu1TPGVYLKk883+MFHDJxnw2dNYjx28j5zs2dYI+VZqwnyXsRD8j5rk//T8LXdaEwKOHU+ye1+Mi2czBMoejFTwbR+hllZQLpRbqsXX3qgCWTCmufU1q+KCcWkI9X/8W4JhgVeY32pQINt01KUMziC4dRKVuY0o3rpg6IM/7FH540I1HCorkOC0lDGettC6dESTJGpfw3m1jOw0COyZZVi24JZyKDQEPnEjz0//5M/S0XqOP/nj7+18cS561brsFUZQrZeyD0P5PNOzA7je8S3cuaXo2iqRvbqx4itQpLx3SHnvkpddjLj7GC9KJtOXyc+bEKVttWo3vBAg6gdvuy/WKuO5NkLJlZRcDcdsJ2Y9ga5tzfiujVAT5rvMV32f7/mwvlnEG6OrJ8xjH+qmveUwHe195AqTvJh10XxF7/ks1kI5mBAEzDAzD+2jGJL4vktj/V6U8kjP9BGLNpPNjdN2Pk3dO5cJbqSMrHDTxcZRqKKP8ayFe9pGja8thrJTQ3s6Srmri4g3gHeqgv18aVGgKc9v2wd/xMM9aaPt1imOJMh2HyXw7CyOiJDR9uMSpMV9ibKoY0a7Dy+wi+P7nyOR3Ms7w6Oce+HsXZ33t1FEzLhjK1Oopglcz6ZYyt7dlnXl0+C9Rdy/uvAApsoi8In515nMDnNtZOkw1zvds3pDkDIliVgbpXKGip3f1Hai4UZaGg8Qj7Wia+utwd5aasJ8l8kAZWCvgEtqxSqyTSEEHH2gnr29TxKLNJKq6yGTHaVUzhK04gz1DCw+N2jFaKzfg6UZCLtAqTSLrKve5jZ1Vf0NghyictTldOvXOPq18xsT5wVcqo0jA+t7rZrzcV8popcmKb+Wq1YlrPXlSBBxSSBV7Tyb0Y4hcWhzvsusdogp/aFqxCwloeReJqeGiYQtWkyXc/7OFWWomudv+p78FianrzA52U9LU++2mBuVy3l876bfWCni/hUavPcQt1lMSMTa0DQT2y7Q4k/QFZQMlDZ3N6NLgSYgX0zjupub4VgX72RX1xPo+r0R5AVqwnwP2Hswxk/50NZX5Fuux9e2QCSEgOamTiKhegB0zaQ+2b349/rk0sJ2pRS5/ASxaDPhYHLFbWqaTuLxj3MaOPb181jb7LqmsgqyNvSP3XhQUM0lxzVU2kMxn2YBvKsu7kkb/T5I+W9T772LfV5gNeRpax2jIpJMaB8iL8KEQwkCgSBKKR5+4Civv3iF4g6rWwbAlMjOMLI1uCXR7ZWCx+7iDJPpq4xPdNPdfRS5xX7Nc5kpXO/GuoHAo957f01R7og67Km3iLY8RsAM43o2Q6MnMPQ+hgpl+osuYxWfygqbiAdC+EqRt28Y4zdbkqNRHSHEpkR5J0TJN1MT5ntA3va5Ymmc8Hxe2cLITdPMVWek3UwwGKVUyhGLNgMQsEJcGTpLzlU0BSQKMHSLeLQZKxAh+OATTARa6Pyv391iq5Y1mH8jeSxE+VAP0YcPIHP9jE03E/ud7yBsB8qKyp8UsL9TQsgsylfVhpVfCKO1ShQaRdkMymd84iqNDd2YZpCPPPkLdLQ+wA9f/hZf+dIrOM7OyDfL9hDagTiEtC1LOVT8G+mM8Yk+IpEkDanOLR3eunBbs1D5Ua7kyJSLBIOrvy6gwbHWOCNGtXFN10y62x+mpfEg+4ozTM/1MzwzyjszBfpvuluLB0L8zQc/RtwKYXs3LqwRXaALQcXOc23gdRz3doN1BbpmEo+1UJ/oJh5r2VJBVkpRLM1QKmcJBZMErRiw/o7EmjDfA65fzROd/33mVvh7ImmQSJoMDxZxNzJJWqnb5hGbm3pIT4/OP11hO0W+8vJXeevVS4hGi8f3RBiZqpBojfITxz5FJJwiHm1GHK+jcHWK8Gsntk+cBVWvjHYN4ykL2akxHThOpbEZbfgSchoSp15DOTdFuj7VCpCF/5fg9bmggxDTdGifRz9oUnJbmB4+Slk20NjQxVMf+hSHDh7loeOPcOr0Kd54420G+jNVkb4XWQ5TIvdEEeGtPSX3hLVFnzelFP0DZxGILavQ8H2PyalqmqxUznBt8HUqlTxTluKZDjA2EJwLIbACUaxAlLpEJ52tOQ4WZnnt8qu8ks5TZ2p8cvc+dtU3r7qNUDDB4X2fYiJ9ianpazi3jJuKRhoIB+tpSu1BSo2AubWNNwuCPD51iZm5QVyvgqFbmGaY5ob96wqcoCbM94zTCqQUdHWHkRr4vmJ4sMiuPVEefKyeZCLJ2Ngsz//FIKV15Hd9H9584wKHDz6CFVi9MWF6ehTXrRCLpshkp/jh+z8kxgwi5zB1Nc+5dIUPP9cMKEYnz7O35ykAVMBk5hc+SbGcoeG9vq0X56DA+qUw/qSHe8HB+WEZ48MWsdBZtMF3cN+qLJbZrfregqopP1D5wwJQAAO0nwuTeGCasDlAn/mLTKWH0HUTTdPp6uzh0Uc+xq/88gxnz73PmYHznHjtPLm5SYYHCjei6YgOm3Q9Ww+yJYiIbe30aV1Avbk0SnOcMo67snXqZnGd6vYyuTHyhWo981hBp+wKDHPlq9xCrcZqVEU6RpMZ5VP3/wR7xy7QkmwnGb29a50ViNDVdpym1D58f2lpZsCMbOuUb9ctc/HaDxa9SwAct4zjlrk28Nq6t1MT5ntIz/29/IO/8bOMjZ3CcW0GBvuJRWN0dx4gleyhtWmY/mvP8/7b6yvez+dLKLWyiMfjjXieU7W3VD6Z7BQTmXEm3TS7whoiasBEhVK5+vqgFV80XKkuhAhcoPjJj+BfnkDLbbZXcRVKisqXC4h6DeO4iezWEXGJnK1Q+UoZ//rKoihbNIwPBUAD2aLjDbkIU6CyPv6Eh5ryqfxpAa/fJfAzgqR2Djv2CTraD6BpOqlUR/Xf9e10dx7l465N8ZdmGZ24ym//23/JD1+YryrYxvI6ETfQjiS2vGLiaFSn5Y58IzZPV9QlZKx16yGY1Q7fdjtCCIKBGEe6H9nwPqwVoGwX/nza6E6pCfM9ImDp/INf/1X27zpCOBBFKZ+utiy6bmIa1TKihroeDh9t4PyZGcrriJoDZghNVqOBVH07s3PjeJ5LPN5Ia8tuxsf7MAwTlCLv2lxLD5LQfMq+4PDRBNdDOocOxwGwAjESsVYcp0woFMHQg2SyU4iODtJHOmh8/eKWR80qo1AZl8qAi+zUMZ+xkK0a/vBNojxfey10gX7UwPzJIKqkcF+r4Lw8v+jjg9ytY3To1XK7+QDJfa9C3fFTjGQ7mJ7uJJXqJGhFlgiirhlMTA3wO7/7b3j37ZvqZrdRmLeqAsMQ0BKQBDTBvnB1msddKY+75S2sQIxk2yOU5JuE1fBKTwHAZY0k9DYRjdZjGtXuvVgsxczsGJnM5KrPv7Vj8nbf59TMtS0xdaoJ871AwpMff4hHHnyGkdHLi9MnQsHEkqcJIfHdMJGosS5h9nwXf34GU6VSRClFZ8dBcrkZRkev0Nt7P4X8LOnpYYQQNMVbeOXFN/jIE/vY112mt7V6ohi6RUvjQTTNIF9MY5gGsai1uGg48alHkdeuk5qobE++2QP/ukv5/84j6iUsHOdhQfBvRshZvUyZj5BKnkM7eRL76yXU7FLhVAUfT1JVBBe8MzbuOxUCAlo7v4rT/wKD+z5CavfPEIm1VF+D4sTJN/j//va/4No7fTdM+LcJuS8Grl9NY6xywjeYguBNot0V1IivMj5JExBbQYxNI0RdomPrdvwmpNRobOhieORSNU0gDZob9mEGWxlWn8RQOeq802iUifhDSBwU4BDdgE/znaPrJg2pDjo7DqHrN1IZhhFYUZiVUni+w/RsP+NTl9A1g6aG/URC9QTMyIq/l++75AvprdnfLdlKjQ3RerCRv/sb/4hYrB7f30U2l8bzlquAlBofeuzjNDU28bv//nlKa5SrCQFHjrWgaTog6Oo6zNVr75FOD5NKtWNZYcbGrhAKxfHnFae7rpnePUd47+RVDh9IUHQUHclm2lvuIz5fsREJpUBJKpUikUiSUimHGU0y8AtPEf3mBay+4S37XmS7hv6giXfZxbvgVM31J2/6XkqKyheKBFov0fpUFjNQpvKF4o3GEwBLYD5nofXq1U5BAWXRhKlm4HoJlfeRkwXka9OEOoepfPI1xuo+WW0T9jz+9b/5Ha6807dln0mkAoiEiewI4Q8UFkNHVfSQbUFkbGVxajAFByI6rZbEXNU1cGk0l7I8wvPpg+myRt4RaFKns/V+DH17olMhBLpebYRJxts5sv/Tiy5qngjiiSCj8llQPp3uN4n4A+RFJ5P6Y7hi+1MNum6wq/c44VAM66a7o2q56AyjY1eXvUYpxVx2hIGRdymVM4uPZ/MTRMINHNrz8RUNoXKFKeayI1uz31uylRrrRpqSz3zmo+xu2002N8P0zAiGHsDzVr79MQyL5uY2nvrIbl74zuVVqzSEACVySCnRpMa1vhM0N/USjdQRCsXoHziLaVpMTQ0Si6UQCPKFOX7u6Y9SrjyI73uUPEUyFJ8X9yrxWCOxWArPc2lo6GR6eoSgFUfuuY+hlku0j2lYJW9LImdtrwEV8Ge8ZZURChAaiDqJTIDppan8XhGZlCBA1Ev0QwbeZRf3fRv3rEPwb0YgJAhOTeKPeRCTyJREmALjwxbeNRcxPkTQ+AFp/ZOEIin+4T/8+3z3e8/z7edfYnJi83l02RVG9kYQYR2hV++IWh6yCNwkspMVj/IKUXlXUPJY0lhTkBuCHvWWx/7kjbFOEVMR0KpfXN4RVFyBkBqmdYppXyMvu2CLa5jhRppCiKo5/8pPkozoz6GrHLZIosTdkZ66ZCv1da1LIlylFDMzo1y59h6et9y3ZS47wtX+V3G95fXQjrNyGZ7nu4xNXkDdbmrwOqkJ812mdV+Kn3z6c9hOhWIxQyY7RV1dK9Mzo1QqN4QgEAhh22WU8qlLdPDMM08Tidm89tI446PLDw6lYDYtEAiisXoqlSJjY9cYE9eIhBMkky0MDJ6lrq4VAM91UMpfcjLdOgpB1026ug6Tnh4mEAhiV4oEAiESiSYmJq5T+vmfpf/AaZq/+x515czS6HYTOC+VISCgeEOVtaMG5seClMwutGAMGRpBnpmi/EcF1JyP8ZkIlSd2Q1BHlKYx2qcp/bss2FD6tzmQoHI+qqCQPXrV57lTRzZriKREWFV/XZC4roMVCPPxjz9DxS7yhc//cFOfQ3aF0Y8kaQprNIdCHG1oprF+N6lQZInz2bWJq+QreVy3Qi4/ScHzGS373B/XVxFlhSnh8ZYSHVGHwBqVVxFDETGqvexKjYAnycvtMTGqq2+rmhjdprHDExbeXXJnWyAcrh7bSilczyGbTZNODy2uv6xExS6sKMpS6nS03Ldk8O3CtscmzjGbGdqy/a4J811ESsGnnniSrrb95PIzjIxexrbLTKWHlk1orh40Nx6ri3dw5NADjI2+vEyYBdAhBe0dcTzfR9cMevY9tpg7m8tMkstN4/s+phGgUMhgGNb8AbZ6eiQeb6juh4KJyX4Sieq0kFxumqAVIZMbJ3z/Q4zv2UPoC88TmOy/sy/IY4koQ9X6023UMLiOam+h8sI0criw+NU4L5co+WG0p+4nO3CNurdfgoU1wLGln82/6mJfdRERgXbMRD9kUNnXSkG2IYSiqbGbaKSObG4Kw7DRdbGxOnKqohy5L8nn9h/iWPtBLN3ACqzcBn20p9ql6XkO5UqWsckLdMxcW3XbnVGXh5rKJEx/3UZnCiiKNkaM56q3HNuAoZuILZgraBoWkUi1CzUYjJKqb1/8W7mcJ5efpSHVQS4/Q9/1k+va5sDgOSanqou4vudSKt/ePyMSqqcu3jnv4A26HqA5tQ8pdYJWfEn07fkuA8PvMj3Xv85PuT5qwnwXaT5Yzyc/9RMIIbjef5pKpVrr6DjVIvhUfTsKxczMGO4ttaZCCAxj5TyhFPCTx5IEGxsw9ADp6WEKxQxT09f50GO/iG2XCQRCWIEwFbtEa8tuMtk0e3Y/yJWr7y65nYtG6ykVs7ieQygY43r/Kdpa9mBZYWy7hGFYGHqAUCiG41YoV3IEh69ipldf2b4jPHC+v9AkcIVlp3/WI/zt1+Dl17Hyal3TL0S9RM34VL5cRNvdR/NnxgkmJynkW3AcG8et8OSHPsqrr5yjvy9z+w0uEJCE98f4uQOHeGTXY0tSQmuhaQYNqV4aUj28deLPFmuBb8aQimOpCsnAxu5KiqKNIeMTeOLG/VC5nJ+/W9qatIaUGh3tBxgbv0qxmL39C1bANCxaWnbT3rZv2d+UUoTDCQzTomKXmJ5efx7X9z0KhbkN7UsknGLfro+s67n5whST01e2LIWxQE2Y7xYSHr3vAbraD1Aq57Ht5emIXG6Gzs5D+J5LsZjFdiqLP3h1lVhxdXLpLZYQcPzxFIWjCRpCCSwrjGVF6Oo4RGNDF6VSDs9zmJkdpVwqoOk64XAc06xWWfR2H2NmdpRopJ6ZuTES8UZsu0RDQyf5/Cy6biI1HSEls3MTOE6F5qYeJicHqK9vZ27kKsEvvoGYKC77PHcNH8ivP7L1BzxkJ2j7DYRRNU+KFs7hmK8Tqt+NFekkEX+Cf/6/tfD5P/t9vvOt0+uKnGVHmP2tCe7vPLZuUYZqiV5b6158z6Wt6TCX+l5c9pyY6dMY3JhXiQLmtH1LRBlgKj1E8xYaGgkhaG7qoa6uBbtSPa5z+Rn6B86g6+Z8OqE6nzAaTZFOD1Io3rjgJeKN7Oq9H8tauhi4UKrmOBWu9r1PJjOJ72/er2WtYQGbLSucnh3YclGGmjDfNSzL4KMffpKgFWF45BKGEViMmBeo2EWuXH0HWGjquHEgKeXz7tunSF9aGpEoBbPTNrFIPU0N+9A0A4FgLjOJ5zlks9M0N++iXMoxPHqZ+rpWrvWdIBatZ3Z2HNsus2/vI1TsIhW7iG2X6Oo8jONUGBw+SyyaYm5uAs9zaW/dS74wS6lcoGKXKExcx8pOkPCLO3oYyCKy2hmocqo64LWs8AY91JzC+FSIcOU05sj3KI9IXhpv4Jtv5Rmdmbk1y7QqWnuIZ/Z/aN4XYf34ymd8/BpdXUdobz3MyMTZZVHzvuTypoWF3fIxKMq2ZX/3sMjLnmWPu67NXGZiy+cAmoa1WCNcrhQwzSDxWIruriNL3NqaGru4dOXtxVRbW+veJaK8IKDZXJqR0SuUSlnK5c0vxCql8Dyb6dl+JqavLPmbFYixp/vJTW93u6gJ812ieV8TDxx+mkIxy1R6aKlN4grcmsrQzRAn+qZXrK0dmbNxlEXQiuA4FTzXASGIRpJks2n6B87geQ7dnYcJhWLEYilGRi7R2rqXqalBrvefwgpGyOVmaGrsZmKyn0xmEkMPEghE6O25j3I5T7lSpFjMkky2kMtN4zoV4jOnUVM7wwRoVXQwfypCubcT0SII5CbxvptFFRX+kIc/4lWrPT5epBxqYKL7cTobIzxsvM+rb9qUK3mm07d3LGs0JQ3BjU+T932PQjFDqZSjUimiL2sZVoT0pXllD4Nx/WnKoh6FTkXUbWjCxuTUIE2NPRuK7DdCPNbAoYMfwgos/T6UUvi+R3vrPuKxFNlsmmi0nkx2anExrlTKkU4PUSzl1h0hK6XIF6YWu+6sQBTHrSCEoFicYWzqwpLStxuv2/yx67ilNRf8FoR7Mxe/mjDfDSQ88eDDBANBpqYGse3yimU6a5HNTpKdWnnhojhR5uqIx9MPRygUMkSjdXR2HCRgBjHNIIFAiGikjsGh88xlJhFCUC4XyOdnaGjoJJOZolTOEQ4n0I0AjlPBsiK4rk1TYzd9/adwnAqNDV0EAiE0TadQmMMspgl+++zOi5Y10HbroAm0Xh1tn0Ep2sb03BGsK2kSV4fwzzqLTSmiTmI8YyGCs5RpxEdHSzTyE5/9DZ77ZIGJiRHOnn+Hl354knNnB3FXmV5dH2siGlylXOw2CCFRyscwLG7tk4ubPi3hpQIl8HFEhLK8vXfEShSLGaZnRmnc4nFT5UphSZ554b8FAssKk54eYWLyOp7nomkGnudw9tzLFEuZxfr69bIgfPnCFKOT55nLjix23RlGEM9zEAg8f2Pn2rrf3/dXrUTxPJ+T787S0GTR3hHacJViTZjvApZl8PSTj+O69uLCy0YxA2HMjgSMrjDGVcHI2QKVTylaW3Zj22UmJ/uRUkPXDYJWhJmZUeLxRmLROgaHLnBg/+Ncu36SiYl+OjoO0Nqym0Ixw+TUAN1dh7HtMlJIMplJGlOdBINR+q6fREptcWVbSgeRK+8cYTYg8DMhRIeJ15YkY+wnLzuon3gL67VLNPzgAngr1KE4CjXpISIa5dAxAmYTmVKF8eH3KVSKaEaEWKSd+x8ocfXKCK6zcpmVrpmbNsgJBaOEwwmikeXe2ArwfOCmogqJR9CfoCA6NjWLTim1OKR1K9IZN27rBVevvbfi/D/DsBYXuuHGXWF+naZKSilct0K+WO2uq9h5pqavUSzPLWuDXq3e+FbK5Sxjk+dJ1fVg6Ov3wFZKUbZzrGRFqJQiPVnh9Puz+EpRVx9ACtANycGjiXVtvybMdwEzFqKlrgNzvkRtMwsYdqWAl1/9dvrSaD+5Spnj7fuxnUrV82Gyn0g4gWkGcT2XQmEOxy7hq+qtc0/XEa72vY+hBygUM0xMXKch1UF8fgEwl5+hLtmK7ZSZy0xiO2Ua6jsYGrmAKJZIvvM6/sT2muevG0tg/bVItT45qpHrixMoXUN/+RTaxCTO3Or+BSqjKP+XPPr9JsmffQcr0klD86MMDr7LF//ki5w/N8vMtI13m1FUjlvG9exN+foWilnyuZlq6eQtJ3vW1riaMThSby/R4KR3lqJsoUjbpsR5Kj1Ic9Pm0hk336YrpUhPDzM6dgUUuO7KEerNoryebS/gumXyxWkmp69QLM1Rrmyu8mMlfOUxMPIuE+lLNKX2rUuglVLkCpNc6X9lxSCrUvb54fcmFo+X6akb5+3YyPouGDVhvgvs21dHc1M7mqaTy01vahujcyOUvdUPbG9mljde+RqWVsCyooSsOM3Nu0jPjBCN1JGINxIJJ0inh0gmmnn3xDc5tP9pAoEQE1P9ZLNpDu5/gkJhjtNnf4ihmxhGgN27juPON6O4rk16ehjPc4mMXsX4/NnNfiVbj62wv1EECfhgjEyDvyTIXBOVVzivVPD6BhCNv43zV9+j5+g/4IH7JnnjtT+4rSgDXD3RR/ZZj2bLwl6HCMXmc6xQ9VkYGbvCzabzN4vDtYzJkfqlkaVJji7nawwan6FA5+3FeUHwFtuSfQqFOWKx1G33dWGfFiiV86TTg0Sj9SjfZ3jk4rpK5VZaMMsVJvFvavYoljNMz15f/H/Xs7dUjFeiXMktCnRL4yGaUnuB5fnhBVG+fP2lFaNypRSXL2TJ5+4sfVIT5u1GQl19koAZnDem39wsspGMRdmWi8JzK0rBV77zDoSm6WzsZlfX44RCMXb3PsBcZpJLl9+ip/sYiWQznufw6EM/zdDQeTo7DxG0ImSz09WIB0FP91F0zUDTdPqun8T3PTzPrbZtl3OIYon4228jUxKV3iELfz74Q+uL3vX7TYwnA9gvlfHOOTdMkgBVVJjPhMhGe5FOmV//7/42tlPiP/7ef7ttyVx51uadC6/yzJGn1xU1L4jyArZdYmZuiPPpCUqOT29ILgpDpiK5PGewN+Es0V+JR8p9n4LRwe3GmdZ77+OIOFltNwCNDd3rEuVSOU+5nKdSKTI1NYRSPrZdorJCySfcEN9cfgL/FhtapRTjU5dwF4IMBcXS7LLn3SvKlRwDw+8wmxmmrekw0Ujj4l2BrzxmM0P0D7+zqiiXyz4Xzs6tu5JnNWrCvN0Ykob9+0lPj6DrxqZXgdvDgsjRBHndx7+8cvRQnCjzzuVpwvE2dgGBQBjPcwmH4kQidUxM9dHWso/hkYuk6ttx3WoXXzo9TDgcp6VlN7ncNMr3qXglJif7KZZyNDZ0Mj0zSkOqg2Iphyj1Y1UmcXeKKN8G/UET2abhXXbRjxpoewzc8w7GIwHMj1h4Qx7u6xVEWGB+LoTXGacoW+iu78Y0Lf7ar/8d2tsb+MIXvsLZs/2rLv6pWZtXLlzmSMcuWup6Npy7dV2bN66f4OWpAj4wVJY8mjCwNIGrBG+MVRuMbhVng2rOP+Cn8YSFS3jF6Dmr7UbddMpXKoVljSa3RrRKKYZHLjE52U8y2UKhmFlx4XrhdbZTpFiaZWzyAtn8+LbU+G43vvKYyw5TLM2wu/tJYpEmbKfI5b4fLua3b2Uhr/zGK1PkczXbzx2PFBDSBPFYAyOjlzddID+VrqM8rhDBNW7OFVx+vURvvcvx3Q7nLrxER9tB2lr3EovV0z94GkMPkqqvplXa2/cRCSfxPHfe/nCKubkJjFSA9079Jfcf/SR1SjEyeplYrIHx8T4qlQKZkcu0KYXs0tY9AXtb0UB26vgDbtVVToB3xV2cou1dd6tR8uMByp8v4E/6GI8FUBWFd9lBtmhYfyeK870SMiXx8aAyweDwBdrb9uHYFT789Gc4cOAAZ8+d5Y+/8DUunu2HFdIbE+fm+POGV/gbT9Qta99dC9e1effqK3x3eBx7frODJR/bd7g/ppMyBS4ri7OhctR7J4n4A0hshoxP4arIMnF2xNKKkfGJPgzDor1tL1Ct1CmWMoyNXVs8ThWKfH4OgNnZMVZCKUXFznF96C1K5SwV+/Ztzx8EbKdI3+AbHDv4WUrlDPni6mnI9GSF7z8/RmGLptzUhHmbCUjBfe1dhEJRAoHNWS8qpagEJ3H606js8tylSJqorEM83k5H1z4+99zP0tgQYGKij6n0ELNzExhGgES8mYnJfnp7jmFZUS5depN9ex8hGIwyPtHHzMwYXV2HcV2bDz36CxhmkL7rJ6vmL7k0nueg6waxXY3otkn59BZPMVkvGri9KRwtRuhYA3P7j0N8nMR/+hbehZu+HwVIqmmLb5fQenVEROK8WMZ9r4L+gInxhIXXFAO/jNzloLIKPVig3fkWw+Nwdm4C2y6hSRDPf5/dz3yU/+O3/hVf/vIf86d/9DyVytK8rz9a4vL5NM9HXuBD+x6iMdFx24Ukz3N4++or/HCwb1GUFxiv+HwvbdNqSR5JGFgS3hgLooB98+IscWn2Xl18TYfzrao4E13za1RKMTR8npnZMYQQVCoFbHv13PiNaFqRy08uen9X25Kv/sgI8krkClOsNQxSSoFc1Q1w49SEeZvRtQDNjXvxPHdDPf43o5TP5JX3UJOFFfPLIiA5/ukDyNxBZmeC/MGfvMyv/vzTHN7/CP0DZ3BdG9e1SSaa6e25j9HRyzQ399LWupdAIMi1vveJxxvp6T5KxS4xMnqZ7s7DTE72E4vWk4g3Mj0zSqEwR7k4TnRgFPvbJSitcqAGqA6cK2xTIZ0p8D55EPOZ30ALWminXiD8rddRl24RFQW4CueNCsbjFva3iosGRyqrcH5YQbkgnwvhjTu4J23svyhi/fUoMpCjvvUEGb2H1paj1Ne1kt/9CKfPfY8v/Kff5Rd/8ef54ftn6H/vFu9mU1IeKfKdt/rpK+Z5uqOHQ22HCAXrln0Mz7OZmRvkrcGzfG9kklUyJLiqGj3POTaHoxq7QhpvjgVxfUFv3CGoqcXguDqzWuN2+ebFr0gp8vmZ2z6nWpp2lUxuHIVPoTjzgUxTbJbbfdb6hgCf/GwbF87OcfZkLce84xFCIoXGxUtvUtpkW6mvFDNz2RVFGQGyLcTA0Dgz50dQrR5X+9q5eHGO/+mf/hSPPfQglUqRwaEL2HaZYjFDV9dhhocvMZMZYrf/CCCoSzYjpc5UepDO9gNMTg1QLGZpaOjkev8pwuEEoLDGZmj9/TfwVxNlQEQlIirxR93qvKMN+Fisi5LC/E+voSpjlK87RN4egrlVUioKVNrH/uotXh4SZI8ORYW4nMX+bgl/0kcA5f+SR3ngPTCJ98AJvEdMjKYeopE6PvToLzF43eZf/u//iuHT/Su+H75C1ge4ci7NcKFM93A/h+vrqTcF5k3R82S5wntTUwyV/FVF+WayruLt+bK/XSGNN8eDXJgxebylTFvExUdnQn+cjNyLJ0Lr+irXYkGQS+U5BkbeW7Fz7kcd2y4wPHqSyZnlhvq3EosbPPhoCikEp0/M3pE414T5LuArRb4wy1q3Qmu+HsXUrfe4UDWIrwvgns8wNT96SkybiEQT2cwA//zffZn/4e89xiPHH6Iu2UyxmCGXm6ZUztPY0EkoFGNmZoT2tv3k8rO4rlO1BjWD6LpBQ0Mno2NX8DyXbDZNbnKA+q98F1VSa8ZjKu2j0j4iJdEfMHG+u7761Y0gSh7iP67gNnfrvmRX+c796vgq7cMW2pEApYMP4qZ17MBu2vQ+Cn96BuOlAVIvDcCR7zD0N14jeOjXCQWjPP7E/cx6Y5w4N1ANZ2/G8VHTNt7FDHJfDFvB5VyJy7lhkoZY4sc866h1CfLNuIol4pyxNd6fChCy4hSt+5iTB1ctm7OsCIZuklsjQvZ9j3wxjVI+mdw4UzPXsO17lLLaAfjKY2TizLqfr2mCI/cn6e/Lk5nbfMlcTZjvEtFI1Q9gM7d/htR5+qEj/Mn7o3gShKWhZuxqNDi9tPxOZW1U9iUAMt4gX/rSDHt697C79xilco7zF14jnR4il5tm395H8b0W0tPDTKavo2kG+3Y/ysRkP9lcGl3LLI4NCp68SOPw97Cuzq17WolK+9siylvGfKpDjTjUd51htvcIdiiJsff/TezBKQqf/59RX7mAZhcojl1ltu4KB/Y9TkOqnbgWRPcUqy31+KMlMCXyvhspjNmNqvAquAremnMJa4IWS2OqHOC89xESWuuKz49EknR1HkYgcJwyl6++u+px6Hk2F6+9sGHLgBo3sIIajz3VwNysw7tvpG+UWYrqetB6qAnzXUAA2fz0hkTZMCxc116cMtKaShBotii7Cn94fRabqpDj3bfP8v/7oz/if/37/z2p+jpS9e1U7CIXLv+Qjvb9pNMj+MrDCkQpFrOcPf8y9XVthMNRrg+cxjKjhAcvU/eHf4EWtHdO+/VWoMB5uYLzSgXZqWEZr6HLkxQ+9jzmoRCKLAiBXYoQ+M/XEb92Cbv1EIlUC91d+7GSIfJTq0eTao0ZjXdKypQkjOr9QnvzMeLRllWf67oOQ8MXKJfyt218mZ4bWHWyx90iVdeLUj66ZlKfXO6ONzl9hdm5oW3zwLhTbNvn1HuzZDMOngJRZ4IQyCarOhF9HdSE+S5wp2Lm+R6vvnOa4mABAhqyM4w/uM7bS7/Ia197hZePP8tP/eQz6IZJXV0rF6+8zMDQGeoS7aSnh+jqPEwoGCOfn+XildcZm7xAQovTdPEE8dcGEaUyan3dpB88FItlf5IM3tVT+L8aIdvyGOLvHaS85ziROReuDHL59/8HtJ/4JR579Bn+6f9rgn/9f/0nZrNlhCFRs+vzfLhT4rrgWFQjqAkCZpiG+l1rVn6U5xtE1oMQEtMIYTs3H1+C1qZDxCKNXOl/Fc/bns+p6wHqE110tT24pudILNLEkHFiQymGu0XO9cl4isqRJJWcgyYFImkipeBARGNunXdNNWHeoSz4CiilyOSnOD9WbTGWDRaqsLGIRvkFvvGNr/KZTzxOKBgjFq0nVddFsZhlz642XM/G81zS08Nkc9MEzAgdLceIXTpD8ruXF13YfuSRYDwVQNtv4E/4JMVpph55Ds+K0PjUE4jHs+gjrzCUnWV8oo/nnvgcp06/zdc+/zquv/X3EgldYN6URA9qgr1hjaQhCciqQHW2Hd/SCdiN9XuIR1sYGjtJeuZGxUnAjBANN23Z1JNb0XWLvT1PEYs0r6v2O5Mf35b92CxZ1yfvKso+hCQ81GZxMW8gBByIaOhC0GCKdacBa8K8zbhehVx+nLpky7xBzfpRyiebn+SF1y6RS1fFOBXTmU6X15jUtzLnzrzFO++9xNNPfpZcfobGhl3oukHf9ZPs3/sI+cIck1MDCCHRdQP30nniv/ctlP1jIsoAPrjv2fhjHsZTFsY+mw73LxkrlxgarkN3RtD/7R9w8CeeQe15iFAwxm/+xj8jZvxrvv4XP2Am5CEbLPw5G9lord0MNI8hIGkIekMaUX3pabsgwFAdPxUO1mEYQZpT+0BAyEqsOm5sswghyObGyeUnbnpUMTpxhvRs37ZEy4ZusafnqTXTMYt7ohT9w29TKs1t+X5sFNtXXMx76AJaLYkuBN1BgZy/sLRb1R+v5se8A1HKx3HLmObGTqByJce5K6c50Z/lYr+OMzxHZ0+Y1r1Rpq9uvJC/VHT58z//Ko88/CyVcgHTCBCPN6BJnfGJ65RKOeLxRnK5afK5AZpefAPzx0mUF5DVcr/yH+aRHTrmRy3C2fexT72HroqY6TnKX/kubtfj1NV3U5ds5R/9/f+VrgN7+Zf/7D9gF1zwFWgC0bT2ROiEIXgiaVA3X6px6wkspU4y1kZTah9S04mEUis+b6sp2zkqt1RiVOzCssc2SzhUjxQajltG0wy62o4TizTf9nWuW2EmM8TU9LUdkV82peBItHrxXek3uZPfqSbM24yvYHhqmNamPRt63cDINF96vpPZ5hfw58bBcZiu6Iz+cBKvvLlFpUuXr/D+ie9z8MBj7Op9gOGRS7Q072J07ArlSgFN0ylOjdH1xVcIXtxcM8wHHZVReJeqJ73f52JXSsjPQOBZA+9aGK9J4H+qAztyY3yUaVj89LN/hXdffpm/fPl0dbVXUC2fMJafnIaABxM6fcV5o/6bTuCgFUfXAqTqeomE6gmH6rddiG/G8xzyhZX9IO6UeLSVtubDRMINN4RZ6kip37Y7sliaZXD0feayO+u43K7fpibM20zFVVyZyPDQofXnIKdmFF/8ZivpdAU1lIZ8HgQUy161TG6TDA3M8qUXvsf/s+cI5UB4cSLxrt4HOH32RYSA+J98Devdi5t+jx8FVE6BAPOTQbwRj0p7B+mGR2l47jB1sQgzkxeIxxsXfYyVUkzPDDNUySN7I6i8C2usA9SZkt0hjTpDEplPX0ip09X2IPXJLnStWqK4lSe973sMj58iX0ijaQbdbQ8RCESWPU9KnUg4RSa3si/GnRAJp5akK8x1pmFcz+ZK/8s/Vg0uNWHebhyf8sA0hhGgGkat1W+vEQ438S9+p5/BUQVeHspBUh27yc6dxJ678/ze6994izcefIsnH3ySYLA6Psq2y8hiGee3f4/w6cvrXqD4wCJAtmmogkIkJCrro6ZvSdsoUB5kf+NZMtoB2juO4niKoRN/SrDpIVL17YtPzeam+Wf/5V9x8dwg8nACmgXYPsJYvlBmiOqinhCCelOgSYNEvI3WxkN3FB1X7AJz2RFCVoKZuUEKpaVNJL7vkStMLnn+vp4PLxNnz3OYmdvYWsjtEAh2dT1BXbJrw6913QqT01e2RZTzOYdwZO1o/V5RE+a7wFD6Oslk82IX3WrousmlwbPM5TyEO4ty0ojoR5nR3kLsi8OZWajcWd43my3we3/4+xw/8gCTUwPousmVq+9S/wdfIvD2hR99UQZEVKAdNDAeCiAaJWrOx59Y/r1qvTp13llcESIzVgYthOmWmRg5STDRQFPrMXzfZ2TsApfS/Xi7olD2EGEdEV56ahmiuhh0IKpTbwiCVpxQMHnHggzg+S4j42eYSF9a92sKxWmm5wZpbTq45HGlvFtK5TaPoVtYgRjNjQdIxtvR5PrlpppPHmRs8iLF0tpeHhslM2fz+ktT5HzFvofrOdpq7ThxrgnzXeDypRmm0uMYhoXnrb5wF40kuXTpffYfv85030MoL87l4RcRERsKLiJpIkI6ft+duXgNXpzi9/78v/KPf+XvMjU1iLx6HfPk+R8LUYaqR4ZK+/hTHlq9RMQkasAn03U/Cf0SYrKI81oFNe3hXsjT/Ox3yex6gEDb5xh0YwStCLmSS8pzKZVyTExcJzBWxC/aiKiBCC0X5SfqDHrCFol4O431u4iEUmiaeceC4PkuA8PvbkiU10LTTJpSexmdOM9GKvCrE9XDREINJONtAJhGmKBVtRq93edcyCOPTZ7Hdko4bnnLBXmRgIa/K0JDMsDe5sDivmlCUWd5CKA75lBnrRwEKTTKIoVCMJErMluskHMkJXfrSglrwnwXsDN50tPXaWroYnhkpROoaiI0PTNCuDzAZ44f4p3geb72p++hbIUKPI3sfR8ZyCEMid+fX9nQaL1UfJ7/r9+gO2zxxOMfJfb9N5GlzU1W+SDinaou7rmnbaxfi0BAUoq1EvrPr2G74I9VF1e9qw7GUxb2CyUCYoBS+CLJZHXUViAQwrZLxGIpnnj05/kfrBhvvfUiL770LmOewpvvj7hZlHd1PUFdonPLorNsfpLB0ffI5Sdv/+RbCJjhFXO8Ump0tNxPNNzEwMg7lCs3hv8aRhDTCFEszqBuEu2m1D6aG/cTDKxPhG9mQZBHJ88xMze4bKjqdhCzJJ86dGPxNmZ6HEjaNIQ8moI3FtZv/Rgl0cik9gi+MLFFCyA4FP0hSe8Mb4xbnJ8JbNk+1oT5LlAuO7z15kl+6nO7WCnPLATzkyFcmuNNfP+lV3nxWxfx543Y/clvoErVM10kTWR35I6j5nLJ40tf/A67mhroHd5Zxfp3DRfKf5BH9upomSv4GR9uqsJScwrn5Qrmxy2cPxukknkTo3uU5AO/RDafJZtNY5pBZmZGuf/gUzxw8Gl+8hMX+M67X2N8eohSJUPYCLAr1UFr48Etq7DwfJdMboy+wTfWPQ16gYAZRilFZ+sD1Ce7V3yOlBrJeDtBK75EmK1ABNMIcfby8xRLs0TDjbQ1HyEebUHK29dsz2VHGZs8t+QxBVVv57sgyAsYEpKWR2/cIWH61Ac9LL0aBZcATwSZkUeWKXNZ1ONyYwCBUB6OW+F7wyFmyuudLrk+asJ8F/B9OHXpFL8S/uvzK/mKWKxhcSKEUtXFGSl1DD3Gm2/2L4oyACUPNe8epybLENERqQAiauAPF9iwRdk8w0Oz5H/rP2Fk7603wj1FgZrwwBIYz4VQHVHkUBbnjQpqxkfZisqXi+BC7D+fRMZPoz50jfChp5g7foxIJElTUw+zs+NMTQ9hBWL86if+IbNzY4yNX6JULhANN1Rnxs1PBYnFUhTyc9VJKxv0paimLt5hIn15wx+1KbWP1qbDgCJghte8SAghCFoxglZsyeNKKVoaDtA3+Aa5whTTs/3EIk3cbuztXHaUgZF3KZZmN7zfW0XM9EgGfI7UV2gKeSihUxF1uCLEgHacorjFBOo2F1FLTRLy+hjJh/DU1iYCa8J8lzh1up/h4SsYRgDHqdwUYQiCVphEspmxsatkKgXYE0Eov9p6XVqhZjnvovIuKl2pXv6l2lRq4wkh2J9xdtzCx10nIAh8NoTzlo3d72EKF/PjQfxpD/c9GzXvDiZCAhEXuAmbuUNd2IU5BgbP0tl5GE3T2bv7IU6d+QGjw6dpcl/jsG4yIjvwAA+D+lQr0mrEdhVSaJTKuQ0Jc6mcZXTyHJObEGWoDj11nCJS6qzXSH8B2yli21XzLMergBCYepCmhn3z21sZxykzMzfAePrSPRNlKxBjXx3sittYuiIrjzMoEvjCXCrG6zwPDJUl4Z0n4V3AxcPSFAW3JswfSAqzBV4+/QafeuzjVCoFhBDVwnqgs+MgwyOXcD2XN0av4zQE0BsaoOjhDRTwhworCzQg6k2ELtftOAcQAf6mJnlaCCI/7qIMCEtgP18CBdpYuiqk112MRwLVC54uEEHQH7bIfu4pzIanaUoeZGLyOrFYA9f7TxE0JJL9NKQ6SGdPkvTO4g25pE6+hj/s4okgoKiIJFKP0dyVonywQNrchduUxMfAFslVxSGbn+By30s47uadpHKFSc5efh4pNHb3PEl9YvXyNaV88oU0o5Pn8X2PciVLubJ0CLBphsjmxgkHqykaxykt6Q7MF6eZuEeCLKVOZ+v9WIEokVAKQ7dYUpktBFYgTFg3qtPfS7nVNrUEy5+iw/lLDLIIwNChM+ZwYQvzy1AT5ruGb/tcfPtdPv7wR9E0nUIxi1IevlL0D57Ftsso5VMo50DMm52EdbQDMbSuMCpj4/Xlq/7LN2Uu1Hh5Q+51EeCfapLHhKhFyvP4Izdd9ARohw38UQ/n1TLYoD0YoPDph0gGL+E7OkVXZ2zgNFJqjI1fJaIXSc/OMJedIBxMYKo5QCEMgfFUAPc9gffNLNgQoCoA5QGJvKLR+lwfpVQvGbkHJSQOiWX7V65k1xTlgBlB10zqEl2EgkkAHLdE3+CbrFRZ4SuPodGTOE6JSLgB0whhGsFq23Ulz9jUBTzPuc2U66oQD46eIJufoLXpEI5Tpm/ojXvq5SylTiLaSkvTQaLhxhWPcSsQprm5l4ZUx3ylVHUQxOTUANMzq3cWWv4kHc63FkUZqp29lS2OlqEmzHeVc2cGKBRzBK0QxeKNgvlKpRrtCsFiJ9gCQggI6xDS0JuDqKky3pUcaqay4fRFTZTXgQJ/yEMVfZjv5/GvOagSOEYIy51gJnOZOn+YkmhGUkHYHoHQIVylkc9PkcBHCQPR4GB/rYQ/6VWj7ohAf9hEBAQ0WszFjmJOTWAnY9gNCTxuVEnoqoBLCNstMTF5llS8EV8EmJq+RtCKYxgWQStBLNJEOFSPaVRHSS38rhW7gKFbq4p5qTzH9aG3AAhaCaxAhFI5s2Sx73Zf1MLw1bnsyD1vlV5LkDvaD8yPRqsSjdRhGDfK5HTdIBSKzTeBrcxKouz5MFrQGcitblG6WWrCfBeZGM/yl9/6Gr/487/GzdUZvq/IFyEcFPMWjssrLoQQ1Zc0WugN1g2BXi0PfQs1UV4/au7GFU80S4QhSEyepCB2I3WPFnmBwqykIfoOrggi8DBnpynrjcT1y9giQVmksEgjm+3FyFsVFc63yxAWiAcDiMd8pnY9jZGyMVT1N/cwcUSCJvdVpG3jT3g0WN34sWFcJ4cZ8fHjj5CVu2/s4wq/p2mE2NPzJP3D79w2lVAqz1Eqz23Nl3cPiEdbaG85tmKEHIulaG7uxTSWG0p5nsvQ8AVKpRz5wuyqE8JXEmWAoiv4/lAIb3Nr72tSE+a7iO/D97/3Bp/59E+haTrlcg5NMxibtPn81zT+6s/opOp6YWJq1W0sEehGCzVWwn13es3o+UNC8ItSsk9svzPZjxRhgdZjYH7CQuUUbtYkfPgwaa+FWOnriKhH1O/DFgnC5esIXaByPiIp8cwQedmJVTpfnRh+88zGgkK9NEfwpVcIt7+B9yu78RvCZEP7KZOiwXuLiD+EZuepfK+IOXMWFbWQD4QItFewI2+Tk7tgDW9kIQSxSDP7ej/CyfN/8SM30doKxAgFEzTU7SIaaax2GVphNKnj+R7lcp6mph462w+uKMoAQ8MXGBldeyF1NVEG6M8aVG24a6mMDzwT41k+/5U/4hc+94sMjrxfFevXWrl8PcJLbxZpPWIihcC/zYjdRYFtCkJQr3ozBDVU3gEfgkGNUsnjSSH4TU3WFvk2gQgItB4d540K7lmHsbp+im+k6f5QlFBqHF1V71QCag5lABpVYY4KNLNEtHgNdcTAea2MKq78e/rDLuK3LmL06KSiZxAPxsgfOsK0dYxE+ALmZxQqp6h8qYD3xQJFQD7g0/bk18k2HCIX3r3igqHrVrDtHLnswI4V5WAgTjhUT12yc83nTaavYDvVdJ8ViJGq6yEWaULXAmiaQSLeSGNDJ7FYCl03cV2bbDaNbphrpieMVQR7AaFcGry3VhTlCzMm52YCrD2WePPUhPku4+uS771/jsPH3seSBieunuDdM10IAUHL5YGWHr57+T2mSuuc6zddgbIHAYl2vA6KHomyy3PHOgi/P8FnLk4TronyplAzPpWvFdG6dNwpj//t+iiDwP3vCX4xqdHZbdD+hIVslPhGADXpoq64yE4dlKLy5UJ1AKchbrtA61+fL5s7nSb+K2+Tfvw5iqINrRAgrEaQTRrGUxbeRQfvSgH99ZPUdV4m+NwR5h54BFsk0SlgqgxF2YammZi6yVT63NpvfNdRRAMmDU0PUp/sRpPGjZZozSCZaFpiEAUwPnEd+6ZGGsuK0JiqirluBIhFlzbuGEaA+vpqW7htl5fkkxcolwuMjq0dLQfVBFG/f4n0ej5MljTOTJvkne2Z5gI1Yd4+LIkwq7XKSimEqaEKLrIrjF1v8sULp/hbDz5NX0VgB+aQXgOGHkEXPr0hjal1VEWpiod3JQueqjahTFXw02XyrqKucYpPXZ/DrInyHSEM8K45yLLib2uSL/qKOV/xH6ddUjMev3napj4u8XvimI9qiKDAn/Dwh1z8UQ9/aGPe2aJeYj9foiHyfURM4J6ysQdd/DkfbbdO4K+Goaxw37epfKNE8L+9TfjceUrPHCHTepSiF2A0fZ5EtBXPs8k7azsa3i1M6RMyTTpSbcTrDuBq1XxwMBiltXk3uhEgYFpEInVLRFQpRV3d8unft0vJeZ7L4PB5ZmfHScQbaWrsXvyb7ZQZGb28ak4ZqimMNud73PrdnZsxeWfC2vZvtCbMW4RsDVYX4jSB7I0gE2a1mgLAV3hnM2gH4whTIqIGQ9k07w1dZHeqkYtN38K79jG+8UIj3T3T1MXbYfrCmu+nlMIfKKCm5j0udIk/VYacwzOfbeXh9zM/nhNIthg1N99cIgQPAse1W6pmVNVcX5ycwzlJNUKOCmS3jmzWkE0a7rvrt2uVqWoU5rxRxnw2iEhIvFc9KCsqXy8hW3W0Hp3CU8codUUxh8YIvX+R8HffJZQ4x9SjH6O9oYmRsdeZLHg7II2h6I257G0I40Yep6B1YlhRkpEk9XVtJOINaJqxqtBudk1kYPAcY+NXASiVcoyNX1v3a3WVWzWvbGkLkry9AU9NmLcIkQqgPVR/4/9vPqA0gbYrAiEdIauP+8DLA5f4TO9u4jik039GJfnX+MGb7/PYI52Yt6wXLaPi412/qXpDF6CgrsmiI2UQrGxuykmN1ZGNWnUw7VrNegpUVuGd3lwtrzfkoe3W0Q8auKdttF6d4G9EUNn5C0RS4hIkrR2nsqsefY9L4sOHqBv6Ac4fTFP/7leJ/+2DyI5PEy3muHDtBVz33hhUGbrJ/uYWGpId5PQOhB6mIdlCb899aNr2+SCXywXy+c050+kqR713ckVRLrqCU+nAXbn/2L4kyY8hYr4UbcX5XxFjUZQXSNsub430caizGYQD8gdc7B+iPtKEqZurvo+qeLjvTS8tkyt5qMkycyWPvnGHrx+Oc/5AdMs+2489AvjFDuSzye19n2JV1CtfKOIPuuCBt6uOmQefonD8IE4iieYUCRcHkNhoZoKGA3+Nyt6/jmoKgeMTTl+n2/0m9/d28NjxX8bQ117k2nqqeeTd3U8TaXiakrELaUTYt+dh9ux+EF1fPUK+UzKZKU6ffZHcOoVZKJeAP03ATxPw07S6P6DeO7FiPHwtY2HFDhC0Elu6zytRi5jvMZdyNhE5i2wx8YcuYM9pTE2PrzomXlU83Henb6QwbsHLuXzvK8MEdMHx5Na2iW6EcaX4hu/z16VcnBr8QccYmEK2S8o6a0fNW4EC77KL8spU+gTOhw0KjUfxNYNU5V1SubeI+deYUB9ifCJG74HPkv5HoL/w+4iEg+bPMTiZpqvnSYQQvPHu53Hc1XOqW7nju+I+HZ2PU9ZbFitGmhq7SSSatrVcs1jMcunKWzjO+u4Qgv44De6bRNTNE1uW11kUHEHOllyas2hp76Kz7TiZ7CgKxVxmhHxxGscp4nkOlhXDccq43tJ9CJgR2luOrcuFD2rCfM/xgayvEHUBGC7iOB5/9oNX8TtDKz9/tLSqKCNA6wjhX83x890R9g5t3lfhTskDV+/9mtPWocD+ZhFtn4F+3MR9687HfK0H/5qLca2f+FsDuPubCT7kMHnsOXLFdmLla7jRCLOzY1x2KiQbHqDwyP3Uue8zre2j5IeZmOzn8MFnUMrn1bf/aNtyzgHNJ2woDtVV6IybDOo3KiXi8Uba2/ZvqyhnMlMMDV9YtygbKku78y0M8hQcQdaWXJyp3qVaumJ/0qbiCS7OmkwWtWoFhoBGz0bXzEXL1PpEN6AoFGewnSKJWBu5/CQXrr2Ami+n1KTB3p6nN2T7WhPmrSAgwbyzrJDsDKNmKvhDRXJXsuzqCnHN9hYrO6AaLfuja5TRKfAuZnlCCH66r4B5D2eSNAG/qckfrakoPngXHGTz1nrvrouiQn9/DOeioOHiV5CtOu6gpH7/i3AgxkzuMHnpYQa7yU3OYISzWDKNpjVRKmW57+gnqNgF3jn55S0V56Duc7yhTH3Qp35++octI6ibbEAj4QS6vvVty0opKpUi4xN9TE4NbChSDpXfpuAUKXkaL4+EKDgLJY3VKpYL8yJ94zGIBOtIxjuWbKsqtIJIOLX4WDTSQE/Hw1wfehspJD2djxIKJjd0YaoJ8xYguyLIxjvL4wlNIHuj+GMlnIzDzEABPWTg6hIqPv5ECX+kuHq0PE93b5hfPmAReS0LhXsXskaF4AOb4bZE1ePamP/3Leuo/vg9XFgtKtyXyohGiflhC33iIuq6IrbrBOVXW5Af/izlwKfIBCqU/RBeMcvwyGV6e45x35FPcOrc84seF3dCQPPpirocrKtQb/lLelwMlUXi4BHE0AO0NO+64/e7mc0KslAuwfL7TExf4fqsTdGpDqK9WXznn7niAl9jau+qKcabkVKnoa4XXTNBCJKxDqTcWOBWE+YtwL+cRU2VEXED2RNBaFXjoY3euom4gXYsiXdqltnJCqn9ASZHi1Dy8C7O1yuv9XoBn/5Igt0nZ++pKN8rMkoxCXzd81k4VQ3gJ6UkJKAV0Nbxm4iwwHjMQtulo4oK77qL82J5mUDfS9SkT+XPi8huHeOxAFqbIHgoy2RgmKb9f4Wk1Mhm0zQ1dmNZYUDgeQ4dbUe4ev2Ndb+PrgVAsFjZEdB8wrrisZYSzSFvVQtjTZVxRAxNN6jYJYQQmObyUVYb/txKkclOcfnK2+sWZF3lkMoh7p7hncGrjBU0NlP34DglPM9BX2NhfgEp9VUnxKyHmjBvEWrWRs3a+AMF0AT6g/WI5o0diEIKZFsINWfjDBRI90YQQR1V9m4rygtETR/TUXgaO0pIthNPKfqBf+N5XFphZsD3PA8deEQI7hOCT0uBvoZAq2kf5+0K2h4d2aGDAjchUdP3uiZ4KbJbx+9zqYx5GA+ZlD6zFy+xi2SyBSEkyUQzQghc12Zg8Bwzc8OMjl8EoOIpTLlSnbAgFEzQ3HAAKSUhq1qFUizPIpRHr36SpkAGg9VFWeCR9M4xJhspl/OcOfsSwWCE3buOEwknNxw9LnCrKAf8aVLeu1REHWn9oeX7oVxS3rskvfPoFEiXJGOF6kVqMwyNnSBXmGR394e2vdKlJsxbzYJ+6pv78YUUaAcTAHjX88jeCP6MjUiaqNl1LDhJMD8TpPS77o9k1DynFDmq8U4L1a/7m77i9/0bUfLNCKB5/vl9SnFZKZ6SGotFb0GBiAn0AwYqp/AuO6icQk36lH47h0hJzOeCqPJN32WAalXGPb7wLbRx6/sN/IyP8aWLmL92P57nLvGIqPpJNHD+0ov0XU2j6Q5mnYkhq77fFV9hiupMv46W+6lPdhMKxYjHGonFbtTmZ3PTZDP3MVQaIumeIumfW/GmXwAhNYzpz2LLJKAolXKcPfcyRw49RTRav+w162Vw8NxipKxTIO5fYlx/etnzUu67hPwRImpgS9c55rIjXO1/ddvFuSbM24Gr8KcqiPrlPfrrQWgCbX8c5wfj4ChEQMMfXV+FheMJaNGRjdoN/4UfEfJK8T96HtcUJID/rGu84Cv+o++zUjtHAPg7UvJRKTCp6ugILLGiFzFB4OfDOC+V0fYaaAcN7OdLqLQP/nzK4POFG2F4AERMIhs1vHP3zhAeWAwC3IsOgV8IgeuTeOvPmahL0Lz/59H1qjgLIaira+PpD/0ae3c/xmvvfZmrY5cWyxgrvqC9aS+tjQdI1XfR1rqH+ro2pNSWHL8NqU5832N6ZoShwVZUUafOO7WiOAfULJ3uN5mRh5nRjoLQUMpnZPQKe/dsLmr2fQ/Pv3E1rIh6RvSPkZdLJ7EE/THqvJMYLF0ojxo+dZZ/x4NT57IjXBt4jb29H0GuI+e8GWoNJttF2bsjiwI1a6N1h6uLftfXt1ijFLx2pkLa1rB+JYxsWf8BqJQiextHu3vNK0pxbX4tLgSMAX8wL8oLEXTb/D89wN/TJB+TgpCopi4CQtB7SwOQmvAp/06uKrIFhd/voh8wEE03nRo+VZXXQIQlxlMW/ugOyhOVFPafF3HeqGDs9THSX2bo8vM47o07LCEEsWg9e3c/yk9+7B+yp/UAM/OtpU3hOD0dD7Gr5zhHD3+YhlTnip15Qgg0Tach1cnefU8wF/oY09qxFR3WBFVxbvZeJeW9B/OlY9Mzo1y+8ja2vbFSTqUU1/tPLxkw4YowGe0AnlhaWtrovrlMlAF0qQjIrTnGM7lxsrntmy5fE+ZtQkSXd/ptCE3gz9gwPwgUY33bOn82y5sDGiqlYXxs/bda14H/4O2sHOqtTN+UP35OSl71fYpAA/CPNcnv6xr/Zf6f/6BrfHJejG+LD3hgf7uEe8HB63cJ/EQI48MBZIeG8VQAEZVgCNSMjz/sLk1t3EO0PTqiTiIS1SoNVfCxiTExV2Bg4Myy0jghBPV1bfzEs3+fg+0H0DST3T1P0t66j+6uI+tqlRZCEAkn2LfvCTLhjzEnD6z+XBSN3tvE/QUnN8X0zAiTU4Mb/qyF4ty6npfTeleMiWYrGmPFrSl19H2XfDGN2qZgppbK2A4MgUhtvutOeQrvchZVnE9FCMDSwLl9aiKbcTj1/Bwfj1uo0+trgigrhQU8cycXki1mRCm+4Pl4wEel4LiUfEoKvuHDNPCa8vmokPwTTbBLCHYDIqzhhmMoJO6+XrJdzURefQfzAYk/Vo3Y/GEXWa4gZwpLVwmt6ugnNeOjfKh8vYjWrSNiEiyBtt/AfaOa2/QHPSjdI2EOCSiqxX97Ix7mcxbeeQfZo4OriKgBon4fFbsL13MxbqkiWBDnzzz3m1y4/DLBQB2dHYfW3ZW2sI1wOMG+vU9w/VKGUqmZpHcaS00vSW0owBZRinKpQ9zNke/tUEph2yV8f32BQ0buISnOYKmlbdlRw+f+hgonpgJshQnR6PhZrECM+kTXljfP1IR5O9AkIrL5r1ZNlqv1yv78Aa6A3PrzxZmih/2+jTx5Uw504YRegWnABB7c5Gr5VjI3X/L2f7oefVTTEz89n8ezgX1C8JAQhEV1MsuirakB7s/sZXrvMzQf2I/UAph6mNwnn2MsP4VQHnX9bxFI5FFvjCPPVVBpD5WrhuEiKjAeC+BP+rhvV1CTPu6kDQK88w6ivhox46lFkb8XyLiEZgFlhV/0oKhwXqsQ/NtR3Dcr1eaXZAhHhLELs2Qyk8v8jaEqrIl4E48++DMotTkXtwVx7tn3KS5efpO58n6ifh9yScZfkJO9eCwNVNZTcrZQhTE1Ncjs3ASOs76Wck+EcAkDS4XZ0hWH6mzGi/p8ydydiannOwyOvEddvB0htlZKa8K8w1BK4c/eJMobpL0twH93PIj4ztJR8zIhqyfyCgSAV31Fh1C8uMb7PiMFTUJQD+tLEaxAv1J8xfP5hJQcvClCv1mQB6jmkaPA/0fX6J1/TkbBr2mSXlYQEkNgfPsqjV+6gjwaQulJbFmHoWk0PxsAS0MlBPHCRbywi9+u4eb9auRrg8r62H9ZQtTJavHzQonHwrWxoGAHpC/8Me/mcZGgAQ7Y3yqhP2jOP1Qh7l0hF7gPgaj6ga9qqylXLXtbDwvivH/vo1y99h62F1/8m+s5uO7SuzYpdUzTum3TyWbqlRf3SbnIVcxMLF3xaHOJb/RFFrOEd4JSalvc5mrCvNNwFf7g+qaX3IphSj73SIjdQ2VuTRevtVgVAb7t+1xn7Qqw73kKCXxGCv6ulBuOshyl+EPP51WlOILi4HzEMqcU/9T1GOSGN1AMeE4KdnFDhPetkWqRSYnxhIkqKuzv5DCbi+jjg+CA7gXQjwfwNYvyKYV6t4js0asWnvO6IeISmZRVe82gRDn+klSHTEr8dQy9vSvcpATaQQOZlNU5g30usk7ij7lEW6+TzZ1lcMhD103i8Yalm1A+nu+ha3feKr0gzkePfHTJzpXKeXK5W6JWKzw/ceT2d2cjI5c2JMpCudR77xNUEwTV2KrPqwv4tIZdBvN3/tldr8LgyPs0N+xDSg3TCG9JWqMmzNuB46OmK4imjTWYKE/hXcjAJg3uu3tCPBcE7+TGDHZyQIHbl+V68/+MbjJEGAPeVIoOYP9NB28BFkVZAz4hBZ+RkhjrX532RzwqXy0iGzVwwB++URXjvlbB6/dxe2Poj0cpPXiYSN95xGAWNVP9rtWkjzdV/e9q2gJuLozeUVUYN+Fdc1Epibk7iK88VGuYcmszRa0ZJYNEo8kV5945TnUuXiq1PM2xGVayuw2H4oRD8VVecXuamnqZy0yu+/lBNUGj9+ZtExRCQE/cYbSg46o7E1HfdxmfusBE+hJS6tQlOhEINM0gVdfL1PRVfN9DSp1IqJ5weH013DVh3g48hcq5VSefjeAr/JHiptMYQgjsNhP9cxGMF4qIXFVoZLsG7uoeDykgLmBsjbc1gJ+VgiYED25ykVACuwX8E03jZjl4x68WXPUCP6VJdODLns+7SvE5KflFyZqdeos4VYEGlpYqKlDDDtrwMOpNCB8bBcvH/HQQ74yDu3AhW0hbpHd2dcoSigp/0KP8xQL6fSbGEZsZrZes9TAtLXuYy0zOt2Qv5ea5eDuRhcqPUCi+4kKhUC76TSVxce8SQbX+8rXdcYfrWYPB3NaYKynl43k2U9NXFx8bn7p4S1XMwsXrf7nt9mrCvE34kyVkRwgR2EAtcbpSNc3ZJBMTZf50MEGpLPFKOQ75ik9JiduRQrplGF95JbwfGF/lbZNUI9h9QvC4EHfkrdwG/GtNQ+dGeiKjFAMofkoK/qqsLhu9phQvzVeK1AvYUi83G7x3qjW07luVaoT9o0Be4b5nIyxB8rlT5MyjxGIp2lpXNt7ZTgvOrSIQCNHZfoCLl98EFlqs30dXeXQKRPwbJXcCb0NLeb5iWbpvq1nu4qfWXV5XE+ZtQk1W8K/nkfti6zoJlOfj9eU2HS0DZGYdvvrFYUDh+xB8OEnlSpFodwH7a4VVXzepFEWg8ZbHn5GCT0tJI2yJ2b0Qglvjky/5PkeF4CkhKADf96sG+0ngVzXJc6tMhNkS7PmUx48KJYXz/TLa9CjhXz3N6Fg7e3Y9hK5/MC8+Cw0tQkiU8gmpERrWkapYD2emA4wWdq787dw9+xHA688juyPVGuTbYfuozJ23+Przwr5PCH6i5BJsEJD1Vi2VA+gWgv9Jkxy/RQANtkaQ1+LXpERSdX0b9BVxAb+ra0iqB+d63OBqLMU7YVN36FXGQk1cRbB714Pb4od8N4jHG4hF68lkp7BFEocoJrk72qbnw1hBW7Fjcadw7wtXf5Qp+/j9+dvevihnfrDqFk211g3BE0/G6R4tI3Rw3lh7ZbtJCB6XksB8p9zCP3djJJQhxKL4HpaCZ6QkOP/+NVFeBQnLbj1uJiTgao565wSz0/1cvPwm2Wz6bu3dFiPY1Xs/oVAMhyhz2sFNb8nzIe8ITkzt7GgZasK87Xj9eSi4q4qzqni4b6fxr9xZFHAzu/dGeepgABGWaMfMHdM+XGNrECmJ+dlQ1RkvKkBWG2QW0PboiIgkdP4irc73KcxdY2DoHDMzo3jeB8vYSgiBZUXYv/cxQuE4c9oByiJ1+xfegufDaEHnz69E5ydd7+yLfk2Yt5uyj/PSJGpiedfSksGqW6SdQsDTD0VpOZ0n8Mth3HcqO6IxosYWoAEGqCkff9Al8HMhtIMGIirQDpvIXh2M6hBXkZDYf1kkWrjCLvvPsGa+zuVLL3Pl6rvrbm3eKVTFOUx311FcGWdc/xD+BqTL8+H9qQDfHwrhqpXGre48asJ8N3B8vMtZ3NOzuOfmUJXqgpMqeoiYAVvoUZFqtDgg6zCzHt5VB63XqI5Kusu4SvGq72+bycuPJQFRNVNS4L5j41100B8IVH083qwgY5LAT4fAV9jfKiGbNdy3K2iVIsmzb9CS/Q7ZuUFm58Y/cL9LtYW8gY72gxS1Tqa0R28rzjlb8MaYxUsjQU6nA3iqOp/vg8DOTrT8CKFmbNRMtV5WZRxkVxgZNVAF944qMW4lEtEpiAy5x8LEDli4v51ec+Fvu7io4PO+z+Oa9gE5FT4AFBVq4becF2cA40kL74KDe8oGDcxPBKtOee/Z8L4NSiHCksAXztD0VwRjlycRez9HMtn2gSibW0AISXvbXgQwOFx9rMF7E3nLzJqyK7iSMZgsalzPGtxNMXZ8RX/JoyekLVkymqj4pDewhlQT5nuAmizjTZXxpNhSUQYYuJ7nv5qSj3y0F/u0wTPTkzRv6Tusj6/6PhMK+oDd9+D9fxSQu3X8fpdVbB9uiLMC/bEAznfK1VrmywIRk6j5Tkb76yVkh44/4RH48hmKDya4zCu0t++npaVq9XkzmewUrmOTSDSibUHL9lYihKStbS++8hka8gn7w0TUIJ4PZU/QlzW4MGOSs+U9SVksnM3vzLkMFL3FS4anNpatrAnzvUKx7jl+60YTqPoAV67maNw1xbm3p9kXN2ie3FiL9lbgAhlgVCl2f4Cisp2EmvLQj5q476/x+ylw37WXBIUqpyB307HlURV4wH25THzmFcJ1E+Ttc/TNTNFz8OnFaScA4VCCvv6TlMr5+QaVnfX7CSFpbOxiemaEdP44/ROTTBYEgzljXgDvzf7avuLFtM2kfefGRrUc848SlgYC5KEEbw8U2BeQ7ErffVGeUor++RzmebX+bqcaS1EZVU1P3PaJLJ9Auwb+2TLyt84SevcMsZP/FyPf+TzuTWZBum6wu/cBEvHGFbrXdgYBM8T+vY9B5CBj8jGu5yxcJbZUlEue4r05hzNZF3+NY9jxFaeyLu9l3C0RZahFzD9aFFxUwUWFdPwmi105h+Q9OK/mgFGqRQSHdli09YFjuxoTcz7aX/Rj/IMo3tQfc+p9i6MP/PSi4ZGUGpFI8jYbuXcsVGrs2/s4vqqOeprLjm7pe0gB4xWfnKuoNwVJoxrHjpZ9Zh0fQwp2h6rNY0Mlj5k7sFO4lZow/yhhSmR3GK03Sn1Epyuqw0g1EpJdGmrWr9pabjMp4JAADcGj29lSXWNlBNWr4kJu2mTR3vRm1JxP6XdyBP+pJDD937jy/ggd+36BaKLj7u3rHSCEIBiM0NtzH3OZMUbGzzCRvnz7F66TgBTEDcG0o3gx7Sz6Vt+cLz6Xc6kzBLNbKMpQE+YfDRYEuTsCwepk4/qAxNKqR5LoCeD++j703zuHym6/N0RSCH5L0/CpHWD3AlEnMZ+zsH9QRjZq6Peb1UnfKy0iVhQ4irZIAb/4DUpDkmD476GvYBW6XpRSOE6Ficl+PM8hEkmuOEVlq4jHUuzZ9QhCaOQKUxRLs1uy3bKnFqNgD1ZcvXMVTNpbH+zUzpsPKlIg6kxkk4VsD1Xzy0qHbIoEYY61jJDXTfKfSVB5/EFkWFDvn7tru7fZCSc17pCwwHzGQn84gP5AAGR1OstqqJyi8sUC1l+NoBkCpr9NYfwI8Y6PbfitPc/F9RwmJq4zMXEde34UVGjek3m7xHmhjC6bS+P7H+b8le9Tse+sk7bsKU5kXea2OBJeLzVh3umYsnrvtFDBYUhEwkDrjSIaAyAluAFUNokaO0DYbueZD5fY39FMfbKbadMCYRA6eR5/4kfISa3GisiERH8sgNBu+KW6V9w1Fwe9Cw7eRQftsIEmKjhzJ3AaH0E3oxtKQ5VKOS5cegPbLi15vFjMMDx8kWikjkAgtJmPdVuEkLS27GFuboLmhr0Mjp64o4XLgqe4Wrh350tNmHcimgBDIruq6QlVcFHTFZBUo2NT3hDksb0Es/tpqw9y+GGDh49pJONBpFw6KUE2aoiouCs55hr3CAHGh63FWivlK9S0j/NKee2qDRvKf1LA+uUw2n4DOf1t0u/3Edrzj4jV71nXGCioRsbJRBMTk/3L/lYoZhgcOs/uXQ+se3sbRc4PE25pPMhsZphsfmJT2/GV4nzO3ZZZfuulJsw7ENkVRjsQB726cCaCGqSqOT+lANdCn9pDILOfx49E+fAjOtEwmObS6KbaHKAAgdESQETkXckx17g3iDqJtkeHgkKhcE/aVL5Rqg6cvR1FRfkP85ifCGJ8zMKqXMC/+E9w9v0TjNST6xJTKSU93cdQSjE5NbDs7+npYVpb9hAOb37c1FpYgTCBQJhK5f/P3n8H2ZFl6Z3g7153f1pFvNAaIaB1alGZWZlZuqpLdVWzBbuHnKXYXaOtrY3NLv8YcqVxSY6xdzhjQ85wlk1W6+rq7uoulZVaAglkJrRGIBCB0PJp7eLuHx4SIRASQBbzM4sq5HvPr7u/5/75ued+5zv5LZF/0lQMFh+sTPAzYn7IIGIGwqe5Zdt3kbGa7EbHy65AFy8+E2Fvp8TnBU3T5qu3/P4wVbF6QFBb04JlmWi6gUgGSfBHD+7EPsOOQyUcCv9qUXf0itqY3M4C8/0S+pNeZESAlaFw/V/hbe7F2/o9pHFvQtU0nc5dR1HKYWp6aMl7jmMzNt5Hd9fxDRzU+mEYPrweH+Vynki4gXR29YasK8FRiv6Cw7WctWMqxfXiM2J+mCAFBHRkR9BNZ+CSsparxzfyHE8dDNPVLtnfI/F6BFJqNNR3Eg5XE4u6/UeEkMtKbAEq8tPZxeIzbACK9UXHaw2RVlgfl/G8NNtI2M5THvwj7OxVZOQwVuRpgrFda5Zqa5pOU2MPlm2RTC4lx1wugWmWV2wQu1Xkcgkys125I6GNGxFkLMWppPnASRk+I+aHCnJXEG1/FKHNTsMcjdagn+fbj3Hkm2GCAR0pFxNynHh107oWaMqiGksEkFvs/vAZfvWhSm615uLrykqeQSXPoOSPGIv/OvW7fxPD8K06RihURWvzXnK5JKa5YHlbKGaoVIo7QsxuzZ37YMrMRstzFXtz2mNDuPpnRylGSw41HslIySFrOZScnavn2Sg+I+aHAVIgarzIej9CkygFeqGR3f4D/N7TLUQCHoQQRMI1RKO1BALRdRPyHMqyCksEttyW5zP8aiCvFK86ii9LQeCu68g6U3Ej5rt4VwDCyeGf+lMmFDTu+501I+dQqIq21n303T43/5pSirHx2zuWzpjD3MJfwlTcyNkkTQdLQYffDXpKDvQVbLcOR22oov2+4DNifsAQtV60rjCixovQJTiSHt9+Xtp3jH0dfrwegaYZaFKju+sR/P7QpvbjUWl8TyvEVQP78tZ7C36GTzdKwF84DueV4NtScFRKhA5YoD/igTUCWo0KweRfQuUr4F89ZSCEoLamjUxmekm+2XHuX1yqlEvAc7iYXbrvhyVCvhufEfODhFeiH69G+Bd+htaQwW8eaaepNoAQkkikhu6u42hSR9c9G96FUop8PkVyZgCPsHHGHtZL8VMOCbJJQztgYJ2roKadhy8MW4Qq4F/pGv8ny+aKrfinHsGjj/vwaKDSDpRZFjEvhrBzVEZ/jLfjHyBXWNOYg6bpNDZ0k0pPYZolQqEqqqubtv18VsNEeWd+hIAGrT6NrKWYMR13liuhzafRX7TZ6m4/I+YHAQmixofW6XbQloC3XMPx9hAvdu+jsaoZKXW6Oo8Sr25ecTFvvVDKoe/2WULTr2G8l0LNPMRs8WmBhku6inlCNp7zoR91I03P531UXivhjFrYN9cu7nhQkELQqhT/R03yb2yH/3vR5olPSnzvu3EO73Fwpm20lrWvu9LI3zJd9BJs/jJVscZVU2tuSmM/t/vP0915nGAwtgNntHIkPrVNDY4BPAJ2hzQ8s+ZFHunaqVuz661CuDns/WGdG3mLGzl7/r2N4jNivp/wSmRrEFnjRdR40XRJU8DLc+376K5qobaqHl3TEULSUL+L2pq2LRkAFQoZhkdvYObuELxxDWvys2h5U9BBdujIaokIS2Sdhiop7NsmmOD7vRDCv+h3Cgg8X/eDA5WfFTDfWbtL+YOCFIJngDeE4IxSvJe3GX8/z383YdC5X2DfsZBNGsJY+RoUTpHA9J8xkUsSOPqP8PlWTrMJIaipaWFs7Naa0fVWUCrnGRi4tOz141GdpGmS26L3uUcKnmlspkXMIBaVnkixnERDOhyP6FTpkpNJc1PP5c+I+X7AK5EdIbSOEMInafRpNAT87GvoZk9NE7Wx1nkCjkRqaGroJhar3zApO46DUg7lcgHD8JLLJZmaGkQQRPVEkLVTOOOfkfNGIeISrUPHGbWRdQLtoIEMS+y9Os6wvZSU57bR3deMZ32ojFrb7P4BIiAE/1ST/H9sh7NK0duf598PCF7qD/DcIZ1QlQSdVa9FjQp1pV8yfauK+j2/tapSQ5M6tbVtFAoZ/KsQ+FYwNTVIoZhZ9nrUkHQHNc5nNt8d3K8Jnm/fwzPNu8hkR2cd7NYmeiEErX7JPlPjWs7eMDl/Rsw7BYlbVt0RwrMrhObXqPMZdFc38FhDEy21PXiMAFK6xSG1NW3oukFDQyeeNWRIK2Euj5zJzpAvpJFCEg7HGRlzLRAVGjPeY1TLvh040V99qAkHc8Yta7Z7TURAIJ72ojXqaI1r30KyTsPzNT92n4lKP5zl8FVC8H/WJP/QsikCHyrFucEiV3pq+fV3KrTvBn3vGrplKvinf8hEcDfNHc+sSuK6ZjA9PUx11eppj82gWMyuWAY+h66ARn/BJr3BvIJXCg7EwjzSup8jLQcAiIbqyOYmKZTu7WBnSMHhiE7SVIzOJp3rPOs778+Iebsxlz/uCuGp9tIQ8fB4QzNt0Rqqw/VURxrRNB1N6oRCVTQ2dhEJ16DrnnterI7jLMqjKaamh7BtC6UUExP9mFYZNdsxJJdPsqfnCUZGbzI5dQfns596a5gLuBwo/7iA1m0gGtZXtCNqJPqjXsw3S/f+8ANCFOgRcHGWu0olh5++OsmUFPzTUS/xTh2xBqlISmij/5GkzBBtfhntroVqpRQTkwMUihkmp+5QV9u+ZXJWSlEq5bh+4xTlcmH+9VI5Q7mSm//voC54IW7QV7AZLjqkrfV1GekI+fjekReIhhrmj7Vi5peMfS8YUvBstcH7CZPJisPB8Pruw8/u1m2EqHMJOVDnY0/My6P1zbQ37KM63Di/gCeEJBato7PzGIbuWdfCnuM45PJJxsb7SKcn3RcVmNbquUufN0QgEKGxsZtEcgxsiew0cEY/S2VsGZZrELReCCEwnvZifVLeWNSscd/0XAEh+LaU9NoOc95wlqU4geK/v1biv+v1EdpvsBqXCsBv3sYZ+B+wfB5k3YtL/CqEENTVtnF74AK3+8/P/nf7po93ruR7ZOTmkhRGuZLnxu13KJWX6vWjhuR4VHIwrBgo2LNqCkXeVmRXiaSrNZNyOQuzVYSWVaZ/6DS2szG5qU8TfK7a4HTKpNa7Pg+Pz4h5myCb/QSOV7Ov2sdjDc10NuwnEmpA03Si0TpCsyvR4XCcWLRu3UoL27boH7jA9Mwwtr3+PFmxlMU0ywQDUbzeAJVKBPaH4URpY+16P8O2QNRI9Me8mG+sP2o2XvBhvn0PZ7htxDNC8HUp+NGih44CPqwofvlqmW90GfjukWWTqkzx5u9T1hqJ1ByYf10IMR9FO47N6NgtYtE6PB7/ho5RKTW7fS9Dw9eW9ZMsltJrGuV7pGB3yL33TMc1KxovO0u0znNIVBRjU9epqe5EopFID5HOjm/oeOfg0wR7QzrrNUb4jJi3Cgmy0U/bkzUcrgnxuT3PEZ2NkA3dS319B01NuzE2qEG2bYvJqTtkMtNMzwxv+LDy+RQzMyPU1++is+MI/dcH0fYYOM0azvDOhmEiJMAnXC3vZwBmiWmPsX5iFqB16TjjBvaV+1MQJIXgm1Lyc8emsOj1CvC/9BfJfxTgN5+WeO/BGsrOUxr6EUqvIhpb0CxXVzXi94UplrLk8ylu3DxNU1MP1VXrq2Kdi5JHx25RKKSXkXKpnOXOyCfrPl9DCrqCGo0+yYzpLDPFLzuK8WyS0OApPJ4AY5PX2EpUU7/OaBk+I+atweMWiOxqC/KVzg7aG/YTDTchpUZVVQOdHUfwePwbzqXZtsXt/vPLrBPnooW5i0MIiVzDnKj/zkUQgrq6dgxvFGV48H4vSOWtIvZFc2ciZwGyU0dNOZ8F5luAbNLQ9hgIr6B4n4gZ3Fxz96Jc8xzyluI//ziBI+L89lNiTXIWgJ5+H26nqLT/Jkb14+6DSdNpauqeL9HOZGfI9aZobOwmHKoiFnWVSIuv6blrvlwuMDbex8Rk/4pd10vlDDduv7OptlIBTfBCtcHlrE1fwZ6/bkdLDvvDDlOJ+79o/hkxbxYeif5INbs6gnxtVxf7dj2LrnnQNYPu7keIRes3XBjiLu5Z9A9cXNHPNl+YoXfgfWzbvVFDwRq6O9z9rjyeTf/ABULBGDUNhxnNf5HmXa/g+12N8l8VsE5uv75W1mug+KzCcKvQcO9O7/1t0eUXgoNCcHEl8is5/OCvZ4B7k7PEQmXOkbw+Q/Uj/yOGr8rVM8dbGR29Rb6Y4dRZh71dikLxOj6vhmF48PtDVFc1LhlramqQcqWAZS1/QCnlMJMcYGTi8pZ6/UUMyZNVAlMpbOU6zSkgtoqGe6fxGTFvAqLOR2B3mL27gjzd1Ep7w8F5Uu7pfpSqDciBlFJkszNkc0lyuQTpzPQSN645OI7F+NR1SuXFCx05cvlpYpHVS1wdx+bq9ROEQlXUdnyJxGCRen6O8bwXsYjPrYum2xtu83JPd3+TNkz/ipOyxA0L7wOcoS3+IJvAASHYKxTXV5jylOfIWcX57afXJmcArzmMkz6D8r60JGo++dFZzl1x+MtfWGgaPP2IxvNP2MQiRTKZ6Xseo1IOpXKWiakbjE/fwHRsCrZipqJo90vkJhQfUgierDLQBNzK25xLWwwXHToC998y9zNi3iBkS4Dg8Wo+V+dlX20LrY1HCIfq0HWDnq71k/IcIWeyM4yO9WKaa0ev04l+phK3l7xWKmUw9Htrnk2zTDI5Ti6boNqaJi278TdOYHyniMACpfB8UeFM2ljn3EIIJ+m46Y6NwuGBlyBfcxS9SvElKXakKay210DWbexmVUrhDGyAZBVQAdmiI6okKnn/vtQnpKQC/AvbYaUroLw4cl4HOWfHPyQcOYbXH583NurpnCJeNcCl62A78It3TE4M3ORzT1l01IbZW7u0cauYbWGYSA9hWSXy5RxnR3rJlt0gZqDoKi1MB/JRnf0hbVPk7JXuNruDGlWGZKRk067ktuqu14PPiHk1SLhbGyQb/YSOV/NsnZdDDZ10tj81n0ZobtqzIikrpbCsCuVyAb8/jJQalm0yNXmH4ZEba0reFsN2LOaSwlJo+H1RGmr3EvDH1nc+SmGZBSoECahBpvXHqIgIzeZrGKIAIYEWkmidbiGBM2lTvJN5aIsiVkNFKX7oOHykFE1C8ugO3FDCEG6z0w3Curb+B50zalP4f6cAUPn7/xscFgIvrEjMAOWyS86KOL+zJjk7KCvP5OD7NHZ9DV030DSdjrYeHj8yweRMgUs3LGTreXL1l/jlgMIY1Ah6lgYcIV3Q7peYVgnlONwu2CRNtWIMcD5tUbQVNR65pei51gMR/cFQ5GfEfDd8GnqTn+aOIJHY0tytxyfZEzVoiXcsIWUhBLpuzJOy4zhks9PkCxkcx2Z84jaWZWIYXupq25iYvEO5nN/QYQX9VTTU7kUgqKtxqwZ1fZ1m40ohsGgzf4ZPTaFTwmdN4mCgs7JKQNRK9Ee8mG+triJIKMV7juIpKai/zxHFaigBF5WiArxbZXC06KBXtpHYJMiO+zC1ncsGeQTsxMNRsubMRtMFNVVeclOrBw7lssMf/vUM4h6Rs5E/i0Ijl396vtNOKFTFS88d4o9/fIpdh0YZDFxCSPc8TccmVVp6f6SA4XXWdTjAtZyNxCYf0dkX1mbjrI1do1II/NrsbEepTRH8ZvEZMS+CbAsQOhjj2SYfdR6JLgVSaGiaQXWsHQTompem+gNLFtxaW/ZTW9OGZVWYnh4mmZ4glZrEcZZOXW3bZHDo6qaOLRJuIBLeeLsclEPUuUncPodPzSBm70aJe+GuBiEE2n5jTWJ+x1H8O8chg+TvytUvfEspNDZ+Y2wGg4va3E13+NEOCfhR1rWx3AZo+w2M5zdWMg+gUo5rp7kBeL4ZQEQlpX+f3XLuf+nA4P31IPaAhfVReYGgDZDVGs6YTa7exzPPxBn9yyEqazi03StyVgpsq0w5extVmEFFat0Gw0JQV9vC11+O8cGVGVS6EVE1uo0n6Z7W+YzFYMlmf0inzisZLNoENEGrb/3piYqCoq3u60LgZ8Q8C9kaIHSsmufqvDT6DKLhBkKBOLXxHqSUGPrqsrdCIc3k1B2SqYllPc52HMpB4OBRKQLKvbCzsgsLHwJFjf0xtfaZeUJecygFWVMynNMJ6A4tq05kXXw0u3J/Sjn8NhrabBQmmzWckQXSv67gwF1fnancaagOaNtI2LsE/BOPxk86AhheiX7MQNeClH+YZ5XJwYagdenL0hjOjI3wCkRoZZ2qUgpnzN6w5arwC7RdOr7/XYjSf8htW+5e+AX6cQ/64x6EBgRnu7HXSJxBC2fMZrLZjwhoyHWkbMplhz/6mwRSVvNbTy6Qs6PAcuDVO0FsTdLjuUgk1oLfHwZcr+Zf+9JezvUOo27vR4VmEMb2KoUcYLqi+CBh0uqXTFUcPle9sZoCrxTzuef7hc+IGVdlEdwd4bk6Lwcbu2ltPIah+9Ytd5ueGd5UEciWoRzq7ZNE7F4kJjolFFDLx5RFHI3ikih52ebKvXkUkDcl15MeelMGJVuiCcXnDIdooIB/haqoxbit3PTBIx0Gzm0L5y4COnjXRZ1Vin9pO/QrxT/WJM9tIzEHheAFKdD2Rphq9IAooB/3gIDyn+VXjpx1V+Yn23WcUQtn3IHS8vSBaHA9L+6GKinXI2W1g1Jgvrs+whFR4a5tWApRJRG6QNttYHzBh/na9lZtCinwfM3velcCeKEyaYNfULML/D7J40/XcOKdSWLVHuI1XvpuZrHvstAUAiIRg9tJndf6dL7YVcarw0xJ470RP6myJOsUaSgXGRntpavz2HzU3NzUwu98I8ht82Nm1PoLMDYKB1cC99U6L/41ZndrIVFxqDLEfZn5fUbMXom+P8qjbQEONnbT2fokmubmi6ORWny+IADpzDTF4sPVL0+giNi3lvTxE4BBHkPdO4etgDeGAiTLGpYDJXvhxrAVnBcB9u8t03Z27fO2cPnOuW0hWzWcoZWJXCmFCZxSio+UIgBU74DuTLcVz7w5yVRnALnHi9AF+jE3Sir/RcGdm86G6/oxD8YLPmRMQkCgcori72dcsl0MAb7fDCKjy8lD+MSqnsUATr+F3bto9iFZINhFu9H26Bhf9GO+VULlFbLRzWULXeD5kt8l+Ne3Rs6yWUOVFwYQgaXn4/m8D+NpL7vCgt4hm0p3iN7rGTweyaNPxhkcyGMXl/6+VXEPyUSFsZEiP7hcIfi9KJ/vsqn22lQct+/eezMFvCM3yWWGaG7qWYiapc6xgy/x+Vtn+asbA5s/sXvAK6HNr22alMFdgLxf+C+bmL0S47E43U0+9lbH50lZ1z30dD9KNFI7HzUXi1kGh64+mMh4B6AUjOR0RvI6jlrpghMoBXcOhIjfKBDMr0+bLCKSlZx3UkrxC0fxC8chhcstjwnBvh261j0VRUNvgcR1g8Zjbj5RP+ZB26WDA86IjaiRyHptaWpiJesG4UbUonrlRb+1ImbhraWsRcH6CBEViJhEP+LBPDGb21XulEWl3XSH+V4J43kfKr901iF0gefLfhBsKXIWUYm+W4dVXDxFQCIC7rPj8y0F3iTA/sMxTr47iWmuPPNKTLsSy5vXMzz6ZJw3L1i0xAy6WjvIWBPkbUHRcfirq5/wjcYQHdff5pGj33D3JwSxaB0v7n+Ss0NX6L/H7GyzMB1WrBjcCDz3MZ2xc3OHhx1eif5YnK62AM/WRuhpexw521dvT8/jVMUalqQyfL7QjrRc3woUgqKs3dg2ytWNXpj28u6IfxVSdpGuaExGq7j8QuuKPLD44rEBAmJJbnkOllL8R9vhDxyHcdxUbxD4lpTbml++G5qtqBosMXc/CiGQVRoyrqEf9qA1Lc0XK8s1tL87Wja+5MP/T8IrRssAWrOOrNJQSmHP2ExOuWMqQAY6MQ7/ffJ+CV6B77dD6Ic8eL7qB0fh/W7QrZYEtAMeZJ2G1qWjH1puAzsXORtf9N27wMUHsl1D1C4cs9ajI1s0jCe864oaA4aiJWjR1OxHSkFyZm2z/0rZITFTwRP08C/+JMsfvG9TE27jCwe/yPf3HqM7EqAoAui6n+GR65RKrsxCCMGhPc9xoLaB6h1aYHOAqcr67D4fBvyXScwCtIMxAnU+9od0OlseITLrudrRdpBotG7JhauUYiYxsmKZ9IOFIC83bp34xlCAs1PeJamLlWAYfiKhBozO3ZRWqH76thTz/PC3jkKV1bJITynF/+w4vH1XtBIDdm/HPXiPMabvwDql4ljnK5T/NA+zumGlFDYKCgoRXt+tkh6GGbXwQE9oh8nXBvnjkI6adFB5B1mvYTzmxfPtANp+A9nqfl4/5sHzks/tGLKK9/F6yFm2aAiPwPMVPyIqQXNz197vB9H3G4jgwrkopVCWWtXGdE9VhaawTSRqMDxUuGekPtCXIxzRGR4p8od/+BF/8ecfc/7CWZ5vb+S/ffwgv3mwFV/2Y4q5ccqV4vx20Ugtzx37JjU+344VVU6UHc6lLbKWs+XoeafxXx4xeyX6U7UEWwI8F/ewp6GHeMw17fb7QsRrWlYk5Vt9ZzZku3l/4FBlL+9zthqUcnPHeUuuGSnPIeCLUVPVQaD7AKP7apfdk0eE4Mjsd5VjtivlXUKOO8AbjlomiBgHTm/DzaE/7lmzm3NsuIS2zoacMibRn/Aiu3QU7izgP9gOucL6jlMIQfURjX117pdQMAV52084WMe0v5oplkZsxnEvwhDohww3zREVbirhHtHsvcjZeNaL1mlgvldGJRx8/ziM1mUgahYKiOagcoriv8lgfbjy0ytgKI7Wmxw+EmWgL0elsnaqoVK2mZooIwSYpuLO7RxvvHqBkduvsUuepJ2T1FdexZv4KZa1EIELIXh6/3OEg9XsDu6MTtwBruRsXpmscDZtkXmICfq/HGIWrvrCeCxOsMHHc3VeDjX2sKv1CTTNvVhD4Wo06UYvSilMs8zoaO9DSsruPamp1cPBOdWFo6A/o/PxpJcf94WwHWgK2ng9Ieri3cQiTQghl/w11O6lLt5DdawNvy9K5pkjFINLlyQ8QvAPNUn9Gsf414uM192D9oJ3LzaCPPfO+ymluKUU5iqfEwG5rEJzs9C6DXy/GaT4u1HSTwWZbvLhB0rTNqq4Ma2aUtCb8uAY1fh9IcY9fv61X3LD8VEoLT1v2arj/2+iyHV2RIFF5Pyl5eTsjNvgAfuqCRK0Dh3v3wmuWK0oggLZrqMKatXfoiVscaTHO7sAWIO2hoTOceDD9yZpaQvOvzY2WuQv30jR5zyDhZ+M7CbnRBkdXWpFEA5V8RtPfpNJa2eXvkqOS9C/nKwwUno4yflXf/FPAF4N/Xg1stpDV8TgsXiIXXW7aW44NE/KwHwvMtMsMzE5wPjE7SUtax4+LL+gZteSyFZc+Vu6LIl6Ha4kPDQELB6vL+HXFZPGM8RlK6FAHNuxMM2l5+n2I1y4PGL7HqPvtyp0/en7BPILD6ndQvB/0zT+vWMzAdQrtSTiW6bn8PQgIt9AZX7MTyvXeUnTVluHAiAJ/HPL5vc0yZfuzrmGBPqjHszTZdBBOzDrXbz4GWq5Tncysv4YJF6lKH/fy523dJ4fLRG9Y2NdNTEe2dgaw0DGYHd1E35/GJ8vxJWMyR//Is8/Spdp+d0gesdsVxtDIGIbf7gIXeD5ortaab5eml9ztT6pIGrc8zWe8YJndSWCkK5W2nyrhPGcD1Y4RUPC0UaTffvDtHUGuXguuUyZsRilkkNf79Jf/tqMSW8ugl39PTJlk4C/BpFLMDh0la7OY+6xCMEz+59j16m/JTk+stGvY8OYI+hm3/2JT22luLPOB/yvNjH7JPrxOCKs4w/q9AR1nm1upb3x0HxOeTGUUqTSk4yM3CSVnnhAB71OKJta+yMMFupUlYJ0RfLuiJ9cRVKcyyHPfmSyoJMz3df84Sy72qoBV7KkeSNr7k5KndDxZ+gDuv/kvSXa5t1SEHAE/1/b4V9qCxd5RikmFj88vPsQ4a8ghA6Bp7hV7uVD4HOsniqOAn9fW9nzQn/Ci2zSMB71YI/YeL8ToNCbcVMqc7DAvmai7dY3JJPyatARsZgBUGBfMtGP37svI7i/w2he48JVP9/+9ar51ysAbQEuiyDySonWdrVlTewcOev7PZgnl6s1tC7jnvvQDxtY5ytunmuVX6I5ZLEvILE1wa6uEDevZZbpmRejUl5KQOXRAjeuvc+tcIiOeBNtTWEM3bcknQFuqfZ3jr/MlV/+gPI2FdSshcoGWoStBWc26ha4P4Fa8h4MlRzKjuJsen0z719NYhYgan1oeyLIuJcmn+TZpja6qmqXRcmL0T9wEds2FzU8dTE31bnfDlOrQimiTi819tn54hFHwfkpL9cSngVCvguWEmQq7nQ5lxwkHLpNbbxr3budI+fElWGaTvYuu4WHlZqPmsHttnxz7gr17keEv4aQswlhvRHbu5t34wM8M22irXJ/aELw8mrRXmDWTMgn0PcYiIBE1mnLXNyssxU8L/sgtLHfTwDh2X1b10w8Uw5ina5yr15wUATweANLXg+GdBwgfjqP+lwEEdn6NSV0gdaho3WElrxuD1o44zZax9q3ufBL9OMerAsmxlMrzwo8Er7YDj/J2DzxbA3pdIXRoeKKn10JynI4lygwkS3zD2p7KBRTREJ1Sz8ze908d/gL7D/zGucmdr6Ktuy4ff82olGeLDt4pdtHcA6XszaDRZvdQY2JisP0In8WpSC3xkNsJfzK5ZhFnQ/9qVr0x+PIuJfuoMb3d+/nuX0v0dZ8fFVSBjDN0jJStqwy41PXSKaHHnwuSimEsog4vdTaHyFwUAoGMjofTfg4P+VdlZTvhuNYTCcHNnwIUuoUP//UMpXGUSGwgN+3HWzgnVk1BsIH/icR4a8vkDIghIYIPs/FCT9DzkJ+M68UbzgOrzkOd9TqeU9bEwz6fNiLoyoBWqe+LNywC4pkcYuXelGReL1CyVr7BlYKrsx4ePWDLLv3NuLYFhWzhBVwZt+fVXxMOlhnKuzkJSWbXVngeqAfNBDx1b8jISDR4iVVttF1ydFHqjE86/9OlYL+gk3RVvzBhVO8fvl1pmb6KJcL81FzsZglnZ4kGqnlK0e/uO6xt4KC7Xovr/feVkpxK2+73U7yC38TZYeEqTiVsugvOGQtNf+3UVKGXzFilh1B9CfiyDofAY/keHWIb+85TnfrExvuJqKUwrRK3LrzAQPDHzM4em5Z5937ilmHuHbzb2ixXsPjpLAd6M8YfDDq5/KMF2eDQqPNzgC0ljbstpYl07VHpaAAXFKK/6ftyuP2PFpNuGYfIvQyQi6PxIReS9Jo5b+3bUygqBT/xnb4l7bDv7Yd/pllM7DC/hUwXe/lg0iE0xO+eYWJ8Ag8X/QhfGLJZ5NRg/6CZ8skODEteW/YT8lcWFRdPBNWCsbyGh9P+CgUbQL+KmYSo1hWBVXnXn9XL6bnp7qpdypkZrZ2TGtBaGLJd7HmZ/0SrUdfs/t3PKBo73BnAPEaL/sPRjd1XDlb8d50gWuJKbK5BMmUmzb0+8MUills2+S5/c/SGK66x0jbg8tZmyu5lcl5zlnOUYpExWG45DBYcltQnUia839j25x3+dVIZQiQ7UG0QzGEJmnySh6Jh3l2zwuEQ/UbJiClFInUIHdGPqFccRO0jmOhb7Ch6ho7mD3udRyXcm9jr0rQbL2BT02TKcNEweBa0sNMUdswIc+hoXbPpraTUif5eIzg9QVddzPuQuAFpeiNGRw9WkXP7jAZ5wj5odWPT/iP01e6xCsxg5qUyYlFN8co8EPb4REp6BGCttnXJxt8nHqxFkuX3E4bHFQsdB/WBbJVx571PrYMwQefq+HW+SL7myV+ff3sLOPSXQybFQ4Esxb1v0gz5HPoPxChENIIhOFgvExDwGYoo5F/p0KoykMgqBMORsjnU7S27MPnc0uQSyWbmVoviVoP8akKiVMmka9tLP+9YygorOurL3I2hSw8UlG0BV6fxr5DUW5cy1BaYyFwNZgK3r3Ty9GWA4yN91EVa0DXDbweP4nEGHXVTbzQ0cOfXfpoq2d1TzjA9ZxFu18Smr2QFG5BSqLicDPv9gEsOwpHuce+0/h0E/NcLrk7jIh7CBiSfbEwL3XspbluNx4juKkLvlTOcnvwJJa9sDDRWLcPXdt65Z9QFlHnJj41RVHUUxZxSqJmOUkrl4z9aoJq+yKGyiKcIndyOoNZg5uplR8SSi1oZUdKDuZdU/1mn5x3yqpUNq84UUeOUnriJv7Tbp7RIwT7BVxQoPl8fOv7fxelBPFqH//2D1g9WpUxLK2KP8glwXKWFXO/oRRv2IoY8LwUFBVczlXYaynaHIUlBRfaoxybyeIBMBX24EKO+U5PiGK1h4aIhqM2dr5yl46ISGSthjNhU/FKTENwpS1CRjewbMlUBnrHFbpt8fpbM/wTR6I9EyBe4yUYEvOpMZVxr6WpiRITiQqWIVFA9dtZrKoA+tPrq8bbUfgF+r7VU30eCZ2RCif6JJGYwZU7BcrrnaYrsPtzaAdj8+c5Vizxp5c+5J91PoKUknK5gNQ0+gcuEgzFePnRb/K31y9QuEd3n+1AwYZ3Zkz2h3QmKw5lWzFWdu4LCa+ETy0xy10htM4QBDSEJvFLwa91tHG84xiR0FrK2nWMLTXamh8hk5sApdB1L7XVXVu6cYSyCDv9hJwBYs51xCx9moSY1B+nJOooCbe8eo6Qa62P0FWGdEUyVNC4lgwyXdRQd0XIjlIuCStImQ6Ds5KcnLW8w8PX6zx4Z6vKZlKD1NX0bOp8fAEfNd/zUZwxcW65RPhVKXndsTlyrInuzicYHrnB7l2K/T0mV26ufIULLQTR75FP/whYfV6fwq0uBCBtMvHOJOGATtueMJUWP1W7FQcxmUJnrCdM5/kMQge7xwOaIDljcWVS57Emc2OyZwHaLh2lYLrWz9V9d03fleLtN6eorfcxPFxi4Ik4neMlDCNAsZwhX0ximiWCefcBZlkKy3I4/UItz7wxSXyyTOWtEtoBD0R3ZoHZGbcRdRJxD68HIQUE1pjdCNCVzeWLGR55vJpbnyQgqENl7VLt+eMYLCBrfYiGBUOSixN3+Bc//1/5/d/9fxENRKhUSgSCUUbHbrG3qYt98VrOjN8ff5qkqTiRvH8dydfCp4+Y/Rr6sWpE3ANSQ1g+2oMBXu7p4Fj70fkCka3A6wlSX7Ob+prdmx9kNgUhsAg7d9Ao0WC9j7zL8dwgR7P1FhWCTGpPkqromLlPQGUYUHAtGVwqfVuyCzc6vpS1uZQ2mQ9exMo3eEBbasRimgVMq4yx3k4oi2Djx/IE8X7DpvgHOVTaoVEIdgvBubODnDj1E9pb9xANR/F5Z1irllfotRD5Jir5h4hqiUpWlnxchHVUzlriyGYPFUgBxaJNtSE4XiuwHLiS9DJ6wE9krEx8sox9x4IGiFZ5+MXHGQ59fQPpDAVIgX7Eg2jQKFX7IbNcUvb083W89+Y4wZCO16cxWe+jRdQR9FejaTqFQoaGZnjkiThXL6ZIzFRobA4wU+uherIMUw7lv8jj+wehFQ9jqxAhsa3NY4fv5InGDOyK4/4u64Xp4IwUEPW+Jdfn+ZFb/Oyjn/Htx7/mdpnvOs7g4BVKpTzP9Tx634j5YcKnh5h9mptHbg+C34B0I5HcQb79vMXhXS0EAyvZgj0YCGUSdXqpts8jsfCo1Kr3hVKQLEuuJ21G86cpWWLWwyKwyhYLhDxccriStZhOVKicTaBMB4FA7goioh5kfCnh1njkEllQvpigXM5uipgrMkZa20Ns13Wmfi1MzR+5BQGHheBaxSIcCmMYXjR9rfKRRdAbEFV/F5X+CagECAM8XaCm2H1U0HcxhZVeHs2Uh/KcSJZpqGqhP+shU5GokOD9L9XjK9mUvW7SMJOq8MmZNKPPxOhap+/TUM7Aa0p8AowjHp6xi/h0xa2Uh4ozu+AoBOGIjmkqnv18HV6fRqraw67qENn8JI8e+xoAdfU+AqEY9Y0+rl1Oc+BwDN/szEY2atg3TNc2tXP7882rGfhvBvEgdPeEOP3BvTtZrwRnooRWsN1IexYK+Hfv/Yju2lYawlWUK0VaWvaRyUxzoKmTuM/HTGkbuhx8ivCpIGZR50PbG0FUeaESIDL8LE/tbuS5R73Eqx6CRZPFUIoa+xy19ql7Bim2Ax9P+rg1a05/76Hd1MRIyeFKxmI6ZWIlyjg3s6isS1oKsC+mkM0BRPXSgojt9CDQVJG8aCHhOYz38GVybdOEBsscFILCs7vZu/tJJqcGqVRKaySYFyCEBkYLxP4uqBJuLXE1OBN4tZ8ja32wAjGjwCza3Jqo4PcGGJosE9YE1XEPFf/C+Y4MFUmlTQbSOl2164vyKjYUO31EYxoabtHJUw0lmoMW744E5sl5Dn6/RiBnox/YiyZ1TKuMbngRVgafXqZkSBqb/ZSKrgLAW7IRgOfrfiqvl6i8WcLXuTNR83ahJWzR0uTl0gWxZoHJqqg42Lez6IeWKi6KZoU/PvlX/Ivf/Gf0D1xE1z3U1bahaTrNociKxOyX7vVeesBd2XcCDzcxz6ctvGAFYaaOPcGDfOPrjXS3P2RKP6XwqSl8apIq++KapDxnJvTRhI9rCc+ynLH7GTcqzlqKpKlAKaYriuGZCunpEtbtHKpgQ2nlFXFnsogcLyEaF2YSvu3yk1UKvzNBOXsFFX2BfPgJpr5i0vbH7yNNh28+8xU8Hj+WXWFq5haxSB0QXtfQQgsv+awSEQZyYfwyy6qZTEtx83aenFfj5itj+DV46dut1IY0hBA4jiKdqqAcGJ60sDpBX+flYwRhcXZMCGgLWwQNh0p5gfiDQR2PVyNtSCKGj1ikGZ8njGmWCVijeFUScKPh2nofuaxFusqDt2jT4BEIL9i9Oxc1bxcMCS8cMnjzLUlxk97JKmUSUApTiiWLax8P3+Lja+/T3dDD2Ngtqqsa8Bg+DtbWc3F6cskYfgnPxT0ENEibiqs5m/H7USp4n7B5YpZuJIsQqMkSbObpuRrm1Bb7IohAFWq0m0hpD08fjPC1FzU897EpIszaPzomllXB6wnOHuIiExosIs4t6q2T6Nx75X+6pPHBqJ9ESS4h5TkdZcZS3MzZjM6UKSVN8jNl1IQbMSjTXl+IYCrs3gyixoswVmehQilFMBDfEBH41BTlmTdwbJPWwCsktKNED4UY/Xs1/Mn7Fv/82KPUVLeQSk3g9fipr62w2W6iQgbA6KCxZoZ0b3bVVHXmVpbMnTzkLfLAmz8d4cUX66ir92FZjtt5w1Z8eLnMdx/zEZL3vl4dKbjcHaXeKeJZrTRxFjV1XiIRnfKi38YwfGhSQ8qlM5VwxE3vDHUFKQY1jFqNWLOJ59sBrE8qGLXatlQE7gQUYEtJz94IF88mNzfGTJmadIV0jY/0ovL5iqP4z6de4f/x7b30D2ZpaZnm7UvvMpBOLBtjb0in3ute1+FZFstabhXfrwI2TswCZKMf2RNGRN1eauQslK2wL6VQM1uQtvg1ZFsQ2RRAGBFUoR518wB76uv45td1uhZFyfV1u2hscMuJs7kEfbfPbn6/q0AphW2bzCT7GZu8hu2Y892x28IWu6sqRDxzzVCT90xdWA4M53RupT3MlJberLZSDBUdroyVyPRlKYyXUGWbrRgGqEQF62zCnXV4JDfyNk/e1bNsYOgjbLtCMBBfn5pFKchf4OSojlI6ihn2Vr0CgKdV4+CTrfi8EaSms2fPk9y8+RE9u6YRYl0ZjRVRGO9maPc1tzfdajde2VnyXeUTFd55bZxvfr+NOzMVSrO6wVu9eS6OBnmqzVqXOiNWrQgaS/eZN8WSNEYhb7veEELgRELz10ihmEJqOneGBinZy3fmbZcE+iwCPy0gO93oXj/sQXgESm3dR2On4NOhtt6Hpm0ynQHkh4q8+NhxfnbrypKo+crkML2j19H0GNdvXuGN66c5OTqCX0JYF0zOljpH7wrOSo7CJ2GdjXYeemyMmAVoB2LIztBS6U3YQADi8TjOWBFnorSxKHqWkLX2IGgR1GQ39uRuqnwhfu/7Bj0dYj5KjkZqaW7aTSRSM1/NZ5rbvzBg2RVmEv2MTl6lVM7Mv16ZdWG7XoLBpENPrEKNzybul0Q8zjz5JEoSTULU4xJCsiy5kvByM2ksi5LTluJGxuLaJwmswfyWyPhuqLEiFi45DwjYH9KWXNS2YzIw/DEBfzUtDYdWHEPXfURC9Qhmo+X8IJajAYJT4z6uJjw0Bi28mqI+Jhi4c4mO9kMkEqMUilk8Hj/LjJo3AKcQozTVDgxtaLtc0eZ6xqL/dg7lVIOmUShO8WGf4lizWFOdoRSkKpK8KanY4NEWXr+Z8pCfNYNSSpG4kWFvW4CGbBnV1kyhmCIWaeHEUC9PPAYTWYt0Ze5BvCCdKUoN8ayfyp8X8LZKrF4TrVPHGbKQ3fpDSc5SgE9TNLcG8Hg3n86YGC7QZlSxKxrlZio9/7oC/vj0K/zjp3+Lt09keHr3Lq4MX+OpKoMqQ5CzFOMVhybv0llgd1BHF4L3Eg+H3G2rWD8xC5BNfmR7cFU9pPBqaB0hZHsQZzCPfTF1T3KW3WG0zhAioIMCZ7iHaPoYu3okX3pOo7NtaZS8q+PwkvLqSqXE0Mj1dZ/GeqCUYmj0HONTa49bsCQXpl3/hz2xCi1hE9MWXE14yJkSQ0JXtEKqojGe15Yt8CmlSJiKt88kSd/MLJWEbef5jBUxsxPwZA2JKoPoCkKJQjHBzf53V9xeSp2aUJCeWIW0aXNxQpt9ACks5T6EkmVX2SFFFs/oedpbD2CaZXZ1HKZYvk1VJEMiveLw6zgBiRrdD86HbCQlohRcT5sUBiqI6O+AlcTJ/Jiz1/NUnvUvae+nFGRNQaKk0RS00IRr25mpSPrS7oMn5nVQuGXwi+G9ned3nQqBcZvRIy2MqS40TSd9w1UuRCI1858NG4qGoEVvysCQiu4em+I+D1hgPO2dL6G2e01k98O3BJQqSxJl6aYyqz1QWL+R0RwEcCikc+ajC/z6N7/Cv/3gZ+QX2etenhzm7as/5/nHvowQdeyrrqbO4zYXrvIIqlbx6Gj2SfaHNGYqDhOVT3dKY92/vGwJoB2uWjNfOQchBLIlgH09A6uUa4o6H1pPGFHtRWiCRq/kQNggWe7ixW8YSwgZFiJlTdPnTeyz2RlGx2+RyWxOurMSLLvCTHKAqcTtDW13I+Xhxl3VeGVbcSdrUJyXwC3AVoqhqTKf3CmQupZ2S492EjkLJ2VyrcqiaVH133rgOBaTmTSTsxOHkg39RZtbeZuAJjgQ0ubzfZruYd+e5/H5Q+i6wcjIDTx6js52SeLiFtIyVhhkFdhT695GBHVKeQunHEGEIuCtBqOJwb4RLo0GebbD/c4d5aaYPp7wkSxLYh6HGr+NOZuuSJUlJcvgSG2ZqwlXkrcY7Y9WY5ybQf1GiKL3AEERoz85zdi0mxtNZ9xj9mkOTzYUCRoOHqmYKWkoIPKCB/N/yyIiEv0JV0mj9axTZrhNWI9LgK3g4rSX61M6b5yYpjSxubSlAJ6xFL1aivb4Lv7R01/jf3rnR0tSGr+43Utn6xH2xGrYG/bilO/d9d2QgkdjBqajuJCxPtUEvW5i1h+Jb2xkKdD2RlaMmkWdz817+rVZQtao92o01+2l/ckqpFxO/h3th/D7QyilyGSmGRy6Sia7fYQMLin33TlBIjW4LeMpBMny0lyya4oCZwYLXH5rAmenCXkR7PMJxpNlTj4W5+lqY0PkPIeSrfggYTI6m25JmorxskNEF+wJatR780xM9iHRQUg8Hj8KxZ5uL59c3LyNo5B+8D+Kyv2S9U4rRG0AZyyMCHzB3R7AuxezMMiHAxZPtgk04UbAixvTpioaqcrC71a0BFNFjf6sQbossRe15RJCUOwIcLlbo7vVQ6Jg4jHyDA5MQFGi6x7uDF6jVLJpiivawhbvj/rZV12hvmKTqUiamzS03wpS+UUR7YCBCN/f9EWiJEmVJUFDUee3V3IHAOBm0kNvyuD2rQxjV9ObXjNwgB+HNA574MKZD/j2N3+PX158m6szC/dz0arwl6f+mv/6ya8R9flJbuAZsJigP0pZ9N3He2y7sGOaMyEEsjXoTncW77A7jPFEDU0xg5drDF6sMegIh2lrPER78yNLumaAm744cuhFTLOMaVWYmBzg6vUT207KUpUZG/lg20j5biilsJViYLLMz9+a5NIb4/eVlAGwFKpgM1RyOJEwmSqvv62OUorJsrOElOdgK5egP05bnEpZTE73Mz0zSCRcTT6fQjmKRw6orXeA8u5xC0/WCWeoiJraD9qioMK7B1SAc5fLjOU1+jMGH4371uyBOJzTmSlpJEraElJWc7akAtqbbYbKTQgh8HpCfHzlGo8+0oZlVejru0MquSD28+sOmlBUeW18s3luvcdAa9ZmrUDvb5R3aVzj3/6kzIejXpJl6XbBWXQIN5IGP+0PMpzTsWyYHC9tmpTnMD5aJBjSuXr9FKZZ5B8+/WvEPC5XNHglX6vz8FRMMTJ0ikIxjaZt3EDMkILHYzr7Qxp1qzS3fVixs0ksASLqQU25jzvZHUbfH2V/ROdYVEcTAo8RZE/nC4SCNSsOkclOEwrGGBm9iRCCcqW4zDN5S1AKSQVRvMFkcpBtrV1loShkqOhweajAxIkpV3/8oFCyUabDMDBRrvBMtUGrb/UGoEopyo6bujiXtpY0B7kbtoLpisMPP/6E//Zbhxkd68OyTSzbJJPNzXd32DRkABF4CpV/H5a5gKx0QFXg2ecWr8yPEQK9hsH+EX7RW00kqJG3FhbyCrZr1lNx3P83pKDirBy/pJMmHp8kHpHEvA4mGtmShYlOrj9J9eeqKZWyZLJZAouKe3piJjHv8uM3vxxk6F2HqoJOfWB55LpeqLJCFRSyaj1FS+A4inNnkhQKNmNHI7TXazxWV8KYlQiOFXQmChqmpXjj7QnGerduf6sUnD4xzdFHqjl5+m956fnfo+fcB/gK/dR4BOFZoXmlUiAUrCGdHd3UfuaiZ8tRvDFdmVd1POzY8dUF2RpAhHVEQEfGvXeRcoDGun2rkjK45tl9/ed27Pg8Kkmr9QvOTBSo2Ntj66mUImUqchWHylSJq0mTqesZnLy1rYqLTR1bsoLKW4iYB1PBiYRJs0+yK6BR55XMBRZlB6YqDjlLcSNvk1mLkRfBVlD2hnFsMJ0FtUxtXLCvR6xqZrQeCKGhAs8g0FGls2CvoaPV6hCR7y4x53fH0MG7F6cwxMSUieZ1I3DHUVweyHNjsIAe1LGLNl84GiMaWT1Cj1V7AEWd3yLsceg3m4iGG/ngo2EmxqapqdpFvphgbHSKR56IM7dwOV3UiHqcZcQbCoH/cx7eH/XxtV15/NrmZhkq7WDfsRCP3rsVVskWDGQMlKO4dD7Fnf48Tz5bQ6rLT23QYbKoUTAFN69muHI5TSprbZu5/8xkmWBIZ3TyLMXSN/l7j3+B1z78AbWBwLwSyrSKJNMbU+OsBF0KjkYN3pupfCoqBXeUmIUQrtY56hLe/pA2T8oAdTW7aao/sJOHsCZ8zgS19sdMZjL0pf1sJVp2Nc+KsZEiQwN5+keKlCyFymyzfMevIebIomhvanyVsyDm/iamgoGiw0DRzRPPKelMxbrJ+G4In0RSIWgvRDnjBRPT9AINmxpzfmyhQfBp8B0EJweVfpQ5AJUB3ChagqfbNefXV18XcRzFQF+OppYASikGZyp88uYEzuyDU0rg8PqM4PdUVSiIZoxgD7XVrZy8/FOwFX5/iEsXrpGY1faXLEHZFowVdGJemxr/coZoDlncydqcGPXzcusmbVkFWKfK6Mc9i4yqXSxe5LMcODvlxdIMOrpC9F7PkkmbvP6LMT6JezEMQXXcy9REiULBorDNIuFSyebqpRRPPmtw9uLP+MIL/3tuDpzCi8PkdBHD8FMqZ+hufxa/L0o2P8V0sp9dLY/TN3iSQnFjBS4NXkmNRzK8DmbWBQQ0gV/yQBYQ75se50BI4+iiSLk23kVz/cFt349Silx+CsuuoGseQsHa5VGDUvjUJI3WO+QL05yf8q06XV3P/pKJConpMpfPp5ie2jnvWNHkRz8Yc6WFgCrbOKNF7MupDVVeOn1ZZL1vmcJms0R8NyzbxFu+ThvvMpe8uDUVwLSe35bxAYQWAS0CRhOoJ8GanN2XBL0OIe79e+ZzFpblMFJRfHQhNU/KcyjYCrviULVI9110wBDuFBkUjUGbxqDNqHYcB50Pzr/L6PVe6ht87N7dzV/9zX8kl7Eol2wSuIts6bJkuqgR9y2Pmg0JR2rKvHonyM2Uwe7YBm1KARGTyBZ9xbxR0RaM5XVqfDaXZzxcS3oQEnyLfEWUgsS0ex1PjO2sedCt61n2H4oxPnET0yzxzLFv8N7JPyQcqiMUqGE62U803IjHE8DnixCLNOHzRmhrOs7w2AVyhY2tNfUEtRWJ2RBQ55W0+yUxQ6IJ8EqBR8KljMVkRTFxH2e794WYF5Oy1xNk966FnLLbwqmIJo01+/GtB0opZpID9A2exHEspNSJRZqoiy/1HNZVHlE6wetJRbocXGZGs579AKRMxbWbWW5/NENpJ/PGAQ2tLYhsC86TMri6cdkexBkrugU964RKVlyXr5bVHey2gnI5i5z6APNcEdmiYd+yaL5dxBNJAW1sdx7fNUBqXP8G3j2Q/4DhoQKlok0xb5Ppzy35iKPgvZs5ImEdI2QQC+s0BTQmb2ZJZEyOPBEn7hEcjpepaE3kZQumFeLHPxzAylk0HN6Dz+/HtBNksybJZIX6Bh/pWandlYSXjog1v/i3GDGvQ1vY5MMxV0myUXIWhgDDTWmI+ALhWg6M5HTOTPpwFBQsAQjq/K5u+0GgVLL55NQ0/hd1Bocus6fnKc5e/BkePchMcgCfN4ztuCkgXfPMV1VWRVvwGAFuD364IXKO6oI6j1tBOEfGPik4FPXRHImTzbueHLXVXcSiLYyOX+LzUT+2gkTZ5Mr0KBNlZ8dJekeJOahBV0DjUETH7wlSG++iLt6Dz7vY0EZxa+ADDN1HZ9tTSLk5A5e7SRlc/W0iNbiK0mLjTmum6TA+WqTsKG7kbNLDBYpT5Z1bzFuFkBdDSIF+vBrrkxnU9PqjdWc4v2PEDJAahdrXi6AJKCpqleLZx25wUxxCraGAuC+QARAatqO4OVlmdLq8PPevIHsmQRZcy9kaL1P7o6Qvpyi2BokVbZ6ud4tFpu0I+Dx89HGO/t4rADzxeDfXxwZIM0msykPfjSyGLrkVcoklWdZIlCVN+srXzv7qCn1pgw/H/EQ8Dg0B93PrvTVUxsG+aSGfWrjOBTCY1cmZYtErMFnUt9XqZqO43Zujq6dALp+kXC5waO+XGB27iWmVaG08uup2wUA1+3q+wO07J5lJ3VnXviKG5LGYwfsJk+fjBjFdoGkGXW1P4/EEmZi+QTTUQDBYg88bJhpuwNDddQrHsekYv8j49C3OzKSZMRUp09mRMvAdIeaA5rYaerbaoNoj8XpC7O58gVBg5ZyflBrTyX4KxSRV0Vbamo9vaH9KKXKFaYbHL86T8nbDdBQfnp7h5vnUjoy/DAK07jBa571d2YTPLWm3N0DMlB3Xv3kdBUMbhenAh46f/q820jWQp6svizcL+xqj7JMaV3sf9Mq4Dr7DUDjBtQsprPg9/KhLNs5wgTEJTsmhOWfyZLXGkZocZa2Z3mwbfhK8+epPwE6AR7Kv+1H6hi5TXd0DjHDtcpqu3WFAY29VhfGCzo2kh8ZAcd5HZDHpRr0OzzYVeWMoQMUW3EgZ7Imtfz3BeNyLk1j6sNEkPF5fojtm8tZQ4IGS8d14/60J9u99n4C/ipp4C4nE6LKZ7krQNQ+d7U9TKmfJF5ebHa2EiC7mSVkIgaH7SGVGKJt5WhuOEAkvrIMsbrwhpUZb0zGqY23o8h3KlRyJisM7M+amOmGvhW29K4MaHA5rfKnWw8u1Hqo9kki4YU1SFkLS1fYMNdWdeDxBYtGWDe/Xssv03TlJsZTa4hmsDKUUF27nuXktc+8PbxekQDbtXESrkq7BkTK3f0qWtRW/SFr84WSZP4toTD0SQoQFjXW7CK3Ruuh+QQiJkK7vcXGsiGNI8N77VnAmy1C0OXQgyt6qCmGPYkY7TijcwvXrfYwO3QKgpTlGa0sjr7yeIx7pmp9+Z9Im00WNouV+B3N+GwA3UsYytUOV18E3K1nTN5pnjsoVM0Zhj6LGZ29zMmnrqK7xMDZ5i8mpfnpvncYw/PNOjveCrnlorNu/7n0ZUlBlLEhEy5UcM6k7y0h5NYQCcfZ0voDXE6LaI3khbhDe5lzQthGzJuD5uIejUYOwLglogqa6A+zrenlVUp6DYfjo6fgc+7pfJhKqW/c+lVJk81P09r+/Y6RsOopToyWuvzt5X6VuImq47nI7AY9ERA2Evr0thxYjYymmyw63VJjQlzsQ9RpVzlUioSw7YgiyUUg3ekWBM3Tvcl8ASjaBoEZHg8aheAWLAGnToOwIfvHqKazZxdPujg6GBstc/zhDS9UzdD9+mHDU4NaNDBWb2VJvRdl2VRqwlKTnEPU6fK6pCAK6N7oI6BFgKpSz/Lv2aYq28NLoOxw2tl4AtAXYtmJkOM3AdB+3Ri/iDUY2tL2jtnav+DwhwhvoFRoMxKmvcbvMV3skzf7tnXlu22i2YpFRtaCp/gCtTceWedFuFXPVVi4hv8vV3tc2LT5fz74myg7Xr6Q31aJ9S/tOVHAG10kYGx4cZFcYbU8EsV7H+M3sJlVBZB20tIHTZyE/nGB/x0UC/o0b32w7vN0g3YhMZToQ/t9xi0/ugYYmP10NEmSAfl6grEK8duJN+vsmABAeyVd/7aucPP83mE6MX7w1yXde/Dv4og1MJ00GbufxaIq4zyFZ1pgpzRZSLCLpxWgKWfP55Y1ARiUqp1asw9Eky5z1OrpD6Dt4LdwLE2Mlrl1OMzE2TkvDPorFND7f+ru5bNTbZjtQG+/C6wmTNh3y26RomsO6f4k5Qlz8txhifjBBU/1+Whu3l5Rd46ISE9M3uHzzFa72vsZM6s6O5ZSVcj0gToyUsO/sEEFuEav9FveE6SAiBiK0w0Y5QR0NE025elzZlyA+eJXG2sl7bHg/IRB6CxhtiOjfQcR+D7z7WHH5RcDRQ2GO1pTJGXvIiXos6eHMqYF5uWJXdxs1tW289c4UaLW8e2qGeLyNY185gikFVy+muJn0zKctshW3BDpVlkyXlt8vhgTvPUz6twO3b2axrAdbeeH1SmbG7lAXa+XS0DWqYlvrdr/T8Bh+6mt3cyPvMLTNVSvrJmbr/Un378QUzkgRpzc7P00SwIGwxt6Q7kbKO0DK04nbXOn9Jf1Dp8nlp3aMkOf2l7MV7ydMCmPFB1etV7JRqywqqKKFmixhnZ7BvprGvrGx/LdzHx42WmuQYiVHJjdLxCZ0nM0SDuTYznSGstOoDU9lBWhRQAPfAbcYymhEeNrcisHwl8HoABYeXs0tAb7+eAMV/2GmtCcIh2s5f62fqenEfI768587zOnTYySSxxDSS7EEf/rj2/za0d8B8VVmpgVnByq4qX1Fb3qh2vRGciHPXLHdgpStQH/Mu6L4aKXneD6/fRV9m0Vipsylcwn6Bz/mUHM3hUIK/wai5q2gVMkyPnWNirmx2VxNVce6NPMbxfoj5kTF/ZsuY38yg30z4xoK4HYWOBA2aGk4SGvj0W0nZcsqMzx+gWJps4a+69+X6SgGig7vzpiUKo7rDP6A4IwWccZXvlCciRLWh9OocfchSX6DD6r7dFq2T1/SvaN2rMQz2nWE2EYWKJ1H5d/fEDkLoSO8Ky8YCSEQ/mOI2O+4BK3VgoBdj7ZTqf4ayeCX0T0hRpI5fvjDn6DSJpQdwo1Rapqa+MkrVxHGwiL2e6dnmJix6eh+FNNXz7lzKTyBBkBQsd0/cCV0c+mMgiWX2YtuFLJqZQ+Uki0YzN5fW9H1oFxymJoo03f7GtWxFlKZMbzeey8AWlYZ2161I+S64Dg2A8Mfc/P2O6Qyoxsi6Dqv3PbbafO/vF8DKQjrgufjHnY17gwpz0XKpfLWjVNW28ccIZ9KWbw6VeH9hEnCVKiijX1+fRKcHYEUyOrt8e9YNnTb+la8twqnwc/FMW0+PtZtRV2ygN+7jRVlMgSls6C2dnPeDSEE+I4gfAfYdaCeX//8VwgFq5FSo1wp8Gc/+HNK0wtl00d2P8P775YYT1QvGadYgtfeneS7X6lHtjQxM1bk8k3X/yFZ1piezTOnyhq3M27UbEhFznTtRrc7kvVIRa1/8YP8IViMnUWpZHP6w5sMDV9G4MHwrC1lVEqRSA1uuDx7NWTzk1y79TqT073rShFKoWEK/7Z/g5sjZgHarhAhv+RASKMxFKWp/sC2L/Rlc5PcHjq1I5FyouIwVrLnyfjVqQq9eZvEIrduVdiZjiIPBTYaYW8S2YLNxQJMNi6YCR0eGKcztI0Ltr6jCP+TUL6xiZTGPeBkCVZd5/u/9U2qqxrx+0OA4sPzl7lypRdR5QFNEI61cfj41zl3eRqhLzflunwjQWtziPbAi8i6Q1y6kKI8mwq8uajBQm/KjWQNqbg04+XnA0EmCttLzpqEWr8931B4X1WFrujD05IplzWZnLmFUorTl99Y9XOWVWZy5hYDwx9v+zGMjF/kxu23yeQm1yRow/BzrKFt2ysnN07MmkB/ogbPrhAvxD0cjlexe9fz89Ux2wXTLDI0fn5Hcslp0+H16QqvT5v05m0mK2oJIc/BGdqkicx2wVbYvVmc6dJ8rlkphZMoo7Jbu5Hs9UrEtggR1MnUeCn5Fh7awbzNM8Y1hNie3L0QGgSeQJkjG0tpyDAICfbKD36lFJi3+NwLB+mua6a2po1sdoai7fDTn72LZSlE3AsywBe+/F2uX/2IQsFEWctLhIsleOXtCb7zxVawnmJoEnp7c5QdxWDWYKroLjamyhpTRY10xf1/yxGcnfJydso7r3/eDnRGTTQBQd0h4nU4tD+IvlGx9A5BAdOJfgyPQcC/smzOssr0DnzA7cGT2M72P1QcZZNMD9Hb/+58n88VP+fYJEv5bZ/VbIyYxWyPvjof+yM6jaEouztfIBiovve2G4BSiuHxi2Sy49s6bsVRjJdsLmSsB+2+uW44t3NYZxI4d3I4UyWc3izWB5M4fbl7b/yQoC9v0787tGTyscs7TnPdNv6+ygRzGAonUKk/RZX75glaVe6g8u+h1F0PeW83CB+qfHnlMc0+DvX08dWnniRe3cyd4fMoUc3/+L98wHQhQyis49zKEu1+hK6uXZw68QqqcArUyhWY759O0NoUoqO+CVXaxam3Jxjoy1GxmfdrMZ3lsrnRvMG5KR+30suLULYCQ1McqilTMCX+gPHQNH5tbA5g2WUSyWEe2//5JdV3MEfK75PKDG96H0nTYbpy70YRFbPA1d7XSKZX3pdpFbk5NbQed/ANYf3ELEDujmDsiXAwqnMs5mPPrucI+reXlOckcens5tsQrYa0qXht2mSg+Clh5TkIVxNsnZjCvppel0f8w4ScregNaJQWOZgdvjjDy4Hz2xc1Sx949wIOmAOo9J+h8u+gKgNg3kHlT7j/vZicnRwsiq6VclCVQZSTQ9kJOjt7+d3ffpmmhjZsJ8qFKzZvvDvKhZNvQcFC1voQWiu/8+XP8ebbJynkJsBZPe1WLMEr70zwna82IEJfAuo4fWqGmbu8VnKmJOqxqfMvfb03tb3rDaYtuDDt5XhticGSjfWgZRmzyM1a2Y5OXKW6qpH2tgVrYKUUt4dOk8qMbHr80ZLNa1MVPkyapCxXFjteXp2oS+UMA8MfMz51Y9n704l+aoztbwW17vG0PQukfCTqoaluHwF/1bYdiFKKyZlbXOl9lf6h09ueV06aDtdyG0uLyNadK4neEAo2zuA2p1UqDuo+6VYtBTNBncmmhXSXbivaCokdFIcoKJxEpf4IlX8XsKBwCpV7242gK/2o9F+BWkjpCCFBrwYrSVS8xve//Sh1te0USl7+p/90m4oZ5i9/+CfgpJBdYTLD0LP/ebI5i6sXP1rY9SqpEYAPTidoaQyyqy0CegOVtMmVm9klN/zN1MqKCcthicJlu2ArweTtwqrSzPuNnn0L6Yu+2+eQmj7fci5fmCG1SvR6LyRNh/6CzfsJk7IDWUvx2lRlyV9fwV6VnAdHz5IvzMy/VjGLjE7d5GrOfHARs743Ok/KrfXbq8BQSjGV6Jsl5NS2jDmHiqO4XbB5daqy4UhZBPT7Jiu731CJyoasQreK/Ao3fXdfmoBx/44BFBRPoVJ/iEr9MVizs7JyH8qeTQ0pG1E+xfd+fR/dzS0o4vzP//kOR/YpTveNUHaGaWjyE5IC6f0KTz3Zzatv9lPKLVSeqdKFVY+gUILX30/w/W+0IEJfBM8e7lxOM1OwqTiKsqMwHcFEQWeyuPT+ylQ03h/1b2s6o2wLzk976Z+QD91Ct2WVmZzuJ59PURWrRylFvjCz6Zzy2bQ1T8rgBgyLU5qWgo9SFjfyNqUVrldd884Ho45jMzp+idF8luEdmIGvm5ibfJIDYZ366k5aGo9sqwIjkx2nf+j0ti/0DRfdKcsHCXNOcr0xaMJt/PYrCmcHTf3vxo2czfWuIIsdP2ucLMfs/vt2DKvCyYGdQBXPQPFjnnv+eY4ffQzbVvz+f7jDc0/6OX1tiN6Rk6BMMj4NbaaDpx7tZHjMYWLk4tLxzJEVFwDncOKjBH5/iHA4jAg9TyUjmRnIkzIVAzMVkiXJcE5fseJvNK9vS65ZCrcprKMEt9MGK1hqPDDkZhe2pzIT/OzVXzI+2U9TYzcej5fENrSZWgtz5NybXx45W3aZQjGJ49jcGTnDW/2XeW+mvCOZxXWzzotxg4g/QuM2yuJMs8j41HX6hz/aEVL+YFaPvGn4tfum930QuJ/nlrMVH0YNJhqXpjMO1N7eljyzUjY4m9W626jsT8Ac5Pnn9vMb327BMODkWYd4leDDT7KMq9dxxm8ga7yU8h6isWeIV3s5ceIiVO7yaVBFVHF1CVcmZ/LR+QleerYFodeB3sTps0lm8hZnUiaDRWeJhC5lOkyWHQayFm+eTvLxxNZzzT5N0R5277mHZM1vHnMujiq0i/dvDXF74jZTM0ME/Pe2wN22Y8hby3oDqllCvtr7KldGrnI1a7JTVuzrJmYhJI11+wn4YtuyY6Ucbt35YNvTFxVH8WHSdKPkLUYBQgi0XaF1WUJ+KlG8P1rmOVzryzFT41kyY348OUBL7TaoM1QZytc2uzGoClVVQb7xpWYMHd7/2OHkJzbxaJ5P+n9E6tIwZslGhCI0Rr9GJFrN2cs2pdTJlQtb1moUixs1P3GsnlDQgwi9RCUf5/LVDBXT4dxYiZwFZVtiOoqTN3P89G+GefMnI/SeSXD9Rm7LuWYhIGA4CBR5Uz5UEfMcPHkPhYEcv/zkEiOjw7S1HiQU3Py6VnADYuO8Da9PVXhvpsJE2X0wTpVN0tkxJjOTvDtT2RGD/Dmsf/FPM4hXdWyLpMY0i0xM3ySTm9jyWHNQSjFUtHl9tlBk2/on/gpHzffbnCk7UeLDkL4kndEwnWfX1J2NGzHdjfL1LVX+VdU/xj/6h18jHDL4g7+w+PlbFndGbP7qw1epeMdRYQNZ60dVvsh4uoOGGsHM5ODqBOyUUM7qqaJMzuSjC5N87lEdpA8RfI70hQJqskyqZDNQsDEdxemUydi1NGqqjEpWwFJ8/FGa90a2nmvumtUyly2H4ZyNqK7mYVlU0TUPiYl+KNiceWeK//xXaQYGb3P04Fe5WRD05d3vZyPoDm5spp+yXHuGV6cq/HL27/Vpk3dnKttujH831h8KKoW5QYOPhU0V5UqeXGGG8anrXOl9bTanvPVHjlLKXW0tOpxImMxsJXWxAoQQaN1hRPTh8xbYDETEQFR5ENUedzZwH+E0+Dl/OU1p0QxEtxS+mY83nYZQ5rArbyt8zGZ1hDJYxfMvPEpXm+DEJw5nLjvYNsAVRGQCihai6EH4jiEKTTz/hKRv0KFUdlZ2BAKwRsCeWnO/b70/xLEj7fiNNHh2IyLfxL5SxP5khjMDBS5mLW7dKaASSx842YzJB9crW841FyyJAm6Pl0jdzqEKbWC0bX7AbcJUzqam/gm8ntnr0x7h1JVp3vlwgGikiZaGfSRNh0/SFicTpit7u0fDB9NxeWIrmLM2nrwPXbPX3VrKdkxu9r/HrtYnCIfqkBtwVKqYBW7cfptiMbVlQ+s5KKVIWYprWZvB4jZGyCvhV2ER0JDIRj/aodjG22FsE0SNl9HJEtf8Gsdv5udjs7iTgcxPULHfdKv4NgK92SVAJ7WJAwqA9HLk6e/xxeejvPeRww9/ZmGakDZt5O5ryJAGjRHy/fth5km++QWNN0/YZPOA0T4rr1tl5mdnFpvTLUMmZ1IuF/jcM8d5/f0EyrMbEf4K+H+J6de4krWx+7LcvXJtmYozZ1J0tjYSNByaghu/p2wHLs94KJiKqxdSrlTOPr/hcXYChakSfhHjySee5/V3r5IczSGi53j9RJwnjw3wzce+zsXBK0xXKiRnA7GZisMTMffLjhoCz6z5WMp0MB24kbe4Xfj0FABsiG2KpRTXel/jWu/rXO97i3R2HMdZ+WSVUuTy09zsf5drt94gX5jZNlKuOIr+gsMvJyvcKuwwKQNClwjf9vqArLm/6GxUu9JfzLNhNbtsDqA/U4t2rAox21Jn7u9+QuiSnBT8Mri02OSLUqI5KTaj1xJCoEpXNpjGEK7xkfBgVH2bb75wgE8uafzwpy4pK6Ug3IuoKqMqNpR9iNxBvvVFjYvXHZeU1wFVOLVmOgPgr34+zldfqsfvmzVN8vSgMnFUVqCyNWAtMvEx2uf/mRkvMjxcYnqTJkeJssZAxiBbsMkMF9zvQ4ZB+BHhb4B4gDNEBXcmb1Ff18w3vvUyui5Q6fP0jfRzo2+Gulgjh9sOzJMyQMJUvDJV4ZWpCq9PVXhjqsLljOuD88pU5VNFyrCJZqwKRSbnLtZksuMcPfBtPNK/8P6s1nBk4jKp9PC2kTG4hDxcdAtFtjtlcU/cD2LW3I7XosG/JvmqqTLOVAmVNlHTpZVn8B6JCOqIiIF2MLYjTVc3A21XiLMzZa62+Tl+I4cA4sAxleOTSj94792A824I7z5U+co9F9xAgP84wrsHZBSh0jz7ZCMePcOPf1nBtNzrV+iTyOazCM2GsAfnUjuP7Ylwtdfh9uAGrru5dIZcvY/lwHCF4bE8B/dU8fGFpFvBaDyGfekUGC9BZRfw1+6HzYVO0JapmJ4qczURoSdmLutIci/cShnYCm4nKtgOCP+j4D0A5SugxcCz2/33A8KpUzd4dP9xnjpygHNHK1w68zoq9zFvf7ibPV13+OZjX+etvsskyssfyC43KEZ30HfBL2EnC4i31CVb4ZAvzFDRfRiGn4pZIJubYnD07La6fM2lLc6lLYa3uVPAeqHtiaBSFdROaX8FyI4gosGPuNfqca0XrdaNpOxraZybS/Oz82Q8+5nNRMaGgIZQDKkZ6JqBf1aqZNsWheKCKX+plMGyK1hFm8StLMpSqKyJ8GrIjuCytSQR1MnmLX7mk3QKqFLgE4K4slCFE6A3ILQNyqL0evAehML79/ighvDsBqMDITR0vYb9u3X+01+apGe/QiEUovYawl9ElQUq2U3UeIJEWjE0uolgwM6umc4AN2r+zlc7+fjC7IPFaEdlziF810BfvTno1SsZeg5GuZ70sK+qgm+WnC0Hxgs6AkVzaPl9WLIEwzkdW0HhTh60LvAeQOjVKPkoKvkDwAIRXFIZeT8xNThINpciFq3hN7+/n+E7l0lOj/Lh+29yZP8XePnZJp7ftZcfX79478F2AF1BjatZe8fcEbZEzI5jc73vTUDg9QQpV7bfWEcpxWDR4WTS5H4HyYshdImIeXaMmGVzAG1/7N6kzFKi1TpCyGovKm3ijBURUcPNI2vrT1UYAqq8XupCUR5paqWhdg9Rf5DHdz+OrnvQdQ/hkOuJYlkVsrkFj+pcfhrLKpMrF7k01Aemg5Moz3uezKFkK27kbcreClbUZPpGmnNfaeG59wfRswW+o0kOOCP828xfY0e+syFydn2TD6HsJKxmSOQePSr7CqL674MIYpqKf/e/feRW+wUec8eKjSLbh1AZL87Q45DtwKjRuTWwuYtPFT4ETxdCrq49HhiuUCjm2ddTxbXeJAgPIvAUKvcGIvabrgdI+fqy7bIZk1tDRbxagLG8zhMNRRwl+GjCx1heoyFgU+UtEDCWHrut3OavKdO9t7DG5vsfInyIyDdQqT8F3xGo3FzHTGT7MTZS5NKlK3zu2eepi0f59nf/Dn/yR39B2RzjT/7GIuAb46n2Q7zbf33FqHmnMVBwdtSyZkvEvAD1K03Kc9Dagzi3sttfuipw88ebMHUVAR0R0FH1PuRul8zWQ8hRXRAOxHi0vonDHUc40rGfeFUr4XAcXTNWHccwvFRXNc7/99y/lVIc2v3sPfebz6eoVGbLsAXknn0f+1/+Pp2ZPNUBjV80JLk+dhP8j9xzrMUQehwCT6IqN9fONxstrqOcslCZn7naZxlEVW4jgs8jPAUoRlEjj0GuAYRgamb14e4JawQqt8C3creUOfzy7QleejbMtV7XkEkZrQj/cVTuLUTgGVT5upsHdhbdZ7bi7CcJ4nEPQuj8tD+ERyoGc4oLw3nagxpKBXiptcB4QaM9YqEJ6M8YzFQU742XMScq4HtiPqcshEBpcZABUAXuGe7vIN568wxHjx4lFIzw6FGdienn+PlPPyGbnuZvXqvlX/xf9/Bi10H+8urZ+35sOy2X2yZi3n7cTcpKKchZLoltYxNRlTOxB/Lz/sbCq6EdjCI8K+SUfRqixrvtUbNsDiA7tiZdW4uMPQJiXi8+b5jdIZ2O+j301DTQ1rCHtpb9hEJV9xxjK/tfjLl9zSH4ha/z4a2TdP6nN/EagiefrOLmj67hqKObUGjUudFlaa3prYX7ZJUIPY4qO64jXCWNkiFU6gXs6V3g6KxH0yu8B1CrqTJmoYrnEPcg5oHhCoYRYP9uh6s33Vyz8h0Ba9ytLPT0IEIvo/LvLCmkqUyUuHglQ9Xj1fgQlG24MFGi/7UxhqRg7Mk49QE/lhLUB2ykgPPTHt6eMclUAPEkIvjM0r51wouIfMv1E9nmrjAbweCdBLeHJzm8J0L/YIXWli4ad9UyPjZI/1ANH3w8wbNHX+TtvsuUrJ0t+LjfeCiJWSlF2lKcy1jzpKzGi1hnEyAFxrN1iPDmyVlZDipn4QwXcIbyS5xMFK4qQnaGlpGN0CXCr21vwLyFaHktxH1egt4wR2tqONx+mKZwhFAgjt8fpjbeSiQSR9MevAevx+On9pHnyPzkA3zhKLqIgDbK5hQaGvifQJlDa0y/DUAghEQFngZramGRy+xHFZ9HaOu7tuajy3tBlVFOZc10BixEzVdvzo4vfRB80U1p+I+DDCGCn3d9OBZppIeupbnVE+JA3MOVrM1I2QFDYpUd+s4k+VFLgLqogS4VAhjNQy6vcCaPInxHuHulWQiB0hvAdxyKp11JopNd09J0p/Dqux+yt7uDqUSYH79m0dUWYnxmDwA/+Ms8/8PBDrrqdnFp5MY9Rvp04aEk5oqCd2ZMMpZCmQ7ORBH7QhJmV1tV1twSMdvX0msazdvX0q5krWaFrizebVZnBHRk6/ZUFkZ1QVu0mifaD7G7ppHOloPE481EI7Vo2sJP/aDJeDFKpRwpj8nprzdSGBX85Cc32XWokbGRCsXS6penKt8ATyfiblmXXo/wHZ61+lwBlevgvARamHnZHAASEXgG7kGem4I14mqdPa1rfmxguIJp2bQ1CQbnFhpVGRH6AqrwHsLJosxhkH5YHB0WbM5dyVD7VC11fh/IMiKoQ1hgTZc5eTZFIKTjfayKCvBuf57KQAhyh1BWAlU46aoy9Ib5yFkIDfRaFAKsUZArdxLZadw838edoUHe+6iVbA7OX3Xmr99cHq71TvHdYy/SP9VPsfTgovvtxkNHzGVHcSJhkjEdnLEidm/WLUVdBPtWFlHnQ+gbl4A50yWc4Xt4G1sKlTJRce8yEtvuPLNsDrirb5uEV8KuUIAjDe0cbt5Nd/tx6mrb8Xr8BIOxh4qE70apnOf1k3/CL8/+DD1Z4o1XRojvjXF4X5D8TB/F0kFWTSfYGSj3LsvdCiHW/mnU/P+4JGQ0o4rSfc0pIcQGidloBhm7Z4GLKp11Hxr3IP43P0hTX7OImO0kyADC/ziqcAKhxVArpGrK19LcbI3z0uFdqNMSVbwKypXX2TczZH2Si+0BRvpypMYrCN8zqNIoKvtzsKddLbinAyW8iNCL7n7sFPNaTCflFuSoEvezU4Mq25y4dIb2FpOB4V3L3v/rV6b4N//8AHviDRTGh1a0l/004qEh5rn0xZm0xUjRRuUsrKtpN69892cTFVTGRFSv3UF32XaW43YAWYe+0b6eRsRWiJq3O89csWfzJxvftMoQfHnXbp7ofJQDe58jGIw99GQ8h2Rmmj9/5Qd8cm6Kj0cbMK9fp3nXc3R2NZPmBgcPJMmeKVEo+VcewH9s9TJuGcD9Qtdxk3r3IYIJVPkayklt/GeQIXeRLv/W2p8rXQTfMfCsXfI8Mq7oalt0FEarm26hDMJA5d9beUNL0X9ulImOY6jRFhAJKA4s2r/DldfGUQULEX8KlYuhUn8IzHkbW+4iJbg58+DzCBlwI+a571F4Vm2btZO4da6Pl798EE2zsO2llNU/pPjk/ABHm3fzwcjghsbVBERmq2BzlnooBAZzeGiIuezgLkgUbFTBwvpkZkVS3grUVHmZ78CqcJSrK7oLQpdo3WGs6fK2RM3OSAFtX3TDKZI9kSC/dfQ59nU9RUvTnk8NIReLWc73nuZPf/kx71yYwR6NopUFBw89TVNDkLPXKqQv97O3eZK2liGu3+phpaeWEDpoqziNeQ9A7t1ZVcHacHPNzyICT0PlFkpZ7tjrhBACZTTj3kr3uF6d9SmXLl53qIsLJmcUKBNVvoTQ62fzyzOuvG0FgqxMljh55gSx+NNMZ/u4O7JVs53RVbIPuM4CKd8FexqVfxfhO7CUjDdT9r4NmMhZFLVe4lU1TE5Hl72fTFu0tUeI6YKUtb6bUhPwaFRn96yx0URFcTppkl7n9juNDeQCBH5flIC/ioC/Cr8vxnY5UZUdxYmkSdZ0cIbzWO9MbD8pWw52b+beH5yDFKzWk1yEjO0z4VIs80JYC14peKq1h//Dc7/B55/6Lfb0PEEoVPVQkHKplGd8on9Vp7hcLsmf/vT/x3/zJ/+Otz4Aq78OZ/odHn+sm9/67l4uXHOYmdGwg41cJcNE6JYrX9tWKHCWjul+dwpVWU5m64LRDp72e35MFU6h1qFySGVwSRnciNx3CPQmED4wmlZ/INmKsTPjJDmLiK5xrduT99Ymz5Lzg4iQ74aaKXPmxiQdrSu3lHrjBIS9cY7VxglpgipD4JMQ1gSaWG4Nowlo8Ul2B7V5a4KABsWHyPt03aHB3q4XaajbPd+xtmIW6bvzIaMTV9lK6Fi2FR8kTUaKtptTvrrOld8NlluqjLn+aBnWzDNvKyyFeXoabU8E7R6LgD4p+G7PXn7tqd9gd/djSKk/FIQMUCzluHXrDK0t+1b9zA9+dJ0/+2k1aespnIkZNGeEg0/+OqfPw4dnTqPsMhiNCH0cNZ0l5clDJI6aPISQG+i/WOlbg1DUbJ50BdhJVx620TwzIMJfR6X/0l3oWw3WCJT7wLf6d7Rs3FmFhMq9gwg1IHxH3LvNmmDF+85S2Ncegq4w24w7J4aIP90IHFj2Xm9/ifGpKEcb2qghi09C2lL4pCBpOkghKNmK/qJNxlLEdMGz1UsXjcOa4KW4h8tZi6EHVF28GOsm5qce/x5Vsfr5Vdt8IY3XE0AIycj4ZTZDzneTsnU24fZ2WQfs3gyi1rupBcD1wr6TQ3aGdt6iNmfN66hXQ9jj5Zud3fzak9+np/uxJSqLhwGOY1NT00o0Wjv/sKiYJQzdfbAlU0lOnZ0iMWOgKjbVdYdAHGJ4vIRtZUCLQ+kU2NPYlz9BNhg440XwvEM4GqDgHFqXWY8qXUXlP2CpbGERZBD02pXfs9OgNt5PTgiBkmFE9NfdziWFk6sfX/ETxAaI2T2ulKtd9u0HvQmhN6AetgZ9OwxVcpgpjxMIZijklytEPvgkx3e+1M3M1FUAYrML6o3aQoqwzb9cFrj437VewTOGwVvTlfti7bkW1s1q8eompFwI/YOBKAcPPM++ns8T8Mc2vGOlFH0Fm5GSgzNT2RApw8IC4LohBQQ3SGa2co0H7oZXIuIbW3i8F9REaT4HeDd2RwL8V4cf59vP/PZDScoAAX+EhvpdC6RcKZHNuiVzjmPzH/74ImcvzeZYjVaiEdflbibtg8oQKv0jVP4dVOEUWK7GHEvQUPsEf+fXj6CvNwXvFFhzNdW711UXrAThAzYnhxRCILQIwv846KubFmFNoqy1fZqXQatx/UCcrPv96g3g3Q9io9egBK16g9s8PLhzfYyitnIK5sxFm5lUgIrSVk2lLXZVXG2mqQk3XbgFodS2YNPhphACTdM5uP852pqPsdGwsuzA9Zzb8FClKxsi5c3A6cvCKsS3+kaw0lKt0KXbQXsbMed1sRgxQ/JyUy2/d/wLfOnx79Dd9chDScrAsovdLd1uQghBIjnDmYvj8xGvEIKBYUUiBWCjzH5QfYiIDvYMoECL88IXf4u/9199i1feKmCu96fzP4Ko+r1Zkl3xSFe5KSUi8g3X+nIrkCFE9Lurk7MqoIqfbGhIIQRo0QUi1qoRwefAd3Bdx4PRioh8CxH9HqLqvwbf4Q3t/2GBmimjCq+AkVr2XjYP756S1DQ8siUqsRX4NEGT78G6MW7pLhdCIKVOT+dT3Bk+u67efUopMpbik7RFznKwL6dw7kOLI+1gzLXJ3EiUrQvwb3NBySoQTX7kbEeRKkPySG2cpzoOs6v5EK0t+6mJtzw0+eT1YO5Yk6kk//rfnebOyNLUgrIzoCwwB8HpRUQ9bjcQvQYReJZHjrXQ2lHLH//1NCPjRYS2GtEu369SguWBgmt0JFYhJSHk6imODWAhrfFdV4620iKbOYpSlQ1ppkXoi+BkUU4ZIb3usfqfmPWiLoFeh/AdQxXPAY5bhKLXuRG85raMmr9+wl9xEyFrlq4/nHBGpxChk7Pfx1L6qo4Jqny1TAudVVNZ94BHCuo9knMb4YkdwJbDLykloWAVdfFu7oysHQkopbhTdPhw1v/CmSm7pHwfJCrCqyE7Q9jn779T1nogQjpCE+yPhfju/ieor+6gsb6Lzl1H51NInzaUynl+/vpJfv5mlt/4usb7HzmMTCiUnXXdy1TZJRjTgTKoch3PfP6bjE75MbwBDu2R/OxNHbGaCmEjEAYi+OLGLUU3s6s5cg48icq+zjIZnTW6iUVAiZP/AOHpAt9e90Wt2o2ai5+4pdX+x9wKvoWt5o9n6VgeCL6EqvRvobP4g4MyzyMjfvA2oqa65wna5xWEvHEaq1uZSQ5sevyRkv3AfTe2JV6PRuuIV7WhaatHAHeTslIKuy+3NVLeoDJDRDZYxu0oKFhbbxR6L3gkPp/GwViY3z72Mk013YRDcdrbDqJpD4/yYqPIZnP85LUsDbVutFYsK3xeXFvL0BNgeMCaASTdbbvw1/wauqeK8aELdLQo/vZ1C69n7twd8GbYtALI2AVyfVH3dsC1In0EPMur1QBU4eS6pHNLxgx9HjBRStHTMZsrDb4AgadRxTNQucGcD4j7t4b1qwwiIt9asPv8NKFsY9/5EBF7F9nxEUj3wXfyjE1vv0NVdM+mh05UHKYe8MIfbFOBid8XIhiIE6/qYHL65rL35zqPnE7NkrLpoIqWm1veAuz+HLJxlcqwFTDX0WPd6YySqxaR3QtRlirZbq5ri40dF0PfHebRx5r41pGXiIbqqattn4+UP63I5ZL88q1PuNLr0Fgn+OHPLA7ukdi24spNL/gPIPxRVD4z2yW6hXrZx/sfmjTVxOhoMfjogsVkwkbZN/D7NIjblNU4zkAcPAeXOqKtCYEwmpb7atwHiMBTbmS6YtR8C+Xdt+4Hr5ABlPcgOFlu9XtdFzjpB70JVe5FZX4Knquz1XogvD2u/llbrnN3C2Pa3WKc4kfbcar3F2Ub6+NpZNvHiHATKt3BwLBiZEJRMcNEQvVkcmu7/q2Ey1lrxy0914NtW0kSQhIO1jI53ctcVFN2FCMlh+s5i+nKnCFRCef2rP/FVs9/g5Gs8GqI6DqJ2SfROsPI7vD8Ra0chd2fw7mZ2TavDK0jyKFjTfza4ZeIBOvQpE5724GHdpFvvei/c52fvJZBKRgZTYOqcPFqGN3w4vNCsWiBEyJaHaZSnObmxbcQWoyGBo3f+M4R/vjHOaamJmlssklGRni0oci1jEPpSj8qXUKEbZTvyPrIWRiu6ft9hkt+bW7UXOld9r4qfIjwdgMbyDULgVP4AEevB9/x2T6Bu1wXOHtqSTsoVb7izk7CX0F5ely3urvGQga251IW3lmp4X3UAJccnJsZRNMvkdWPoxLHGZ1QZLIevvXFR7nS+yqOs7EFf698OGan27r0GI+1Yxg+bKX4KGXy5nSFDxKmS8oVG+uTGexPZtxCjwf0UJpbYLsXtAMxZE94SaShUpVtJ+XDn2vjtx99mapwPX5fiJqaFnR9+Y1qmmX6bp9jdKyXYjG7YhNcpRSlUp5Kpbjqe/13LpJOT+E4O5dES6aS/NFfT3H1lgIxiUr9ISrxv+Kk/pygdpl93Rlq4wGE9BOv0gjFaxC+ETRvM59/4QinPxmipkrHdGpwygHi/iwnPrlFYuAOzlAWMFHZV6G8itVjpX+FApMHd8MJ/2Mrv2GNgrlGQcqq4z2OKi3UDgjpQwRfdJsALIFyLUczf4tK/SmqdAnl3HVt+I5sqqBmCTxdbqcV39GtjbNJqNEp7N53UAyTySqkhOlkkHBw44u5R6M6bX756ZXLLUY6PYltmyAEhual4sCdgj0fJauMiXUmgZpYpeLqPkIEdUR0lSmtxNU6B/X5btJzUCUbe7tc5fwagUerOfKcS8p11W20NO/lyOEX6eo8viyFYZolbvZ+xPjEbfoHLnLuwhvMzCwvT81kZ7hw6U2uXj+JaS4lplw+yYVLbzE62svlq+9zZ/DKjpCz49icOX+JN9/P4TgWyn5vVpnggDlIcuQ1njri5f/yjwOIys+5Pf4zpmZuo9FIKFDm6i3Fh5caOX/NRmmTJPyXyMsU9kAe+1p60fdv4dGT3P2DKDuDKpxmyaq88MEDytO7uuM619N4Bajy9Y2vYWhxl4St0YXX9BpX5bLyXsAaQWX+Fkp3NVgV2ib00HdBBl0Jn6cdAs9tfbzNwM6D9TbjUxWa6iWvXb5IdawNQ9M4HC9T659rkLA2vFLwXLXBk1UPsEs420TMxVIOx7GRQqM23sOdok3RcaM0pz+H+fb4jpDyil1G7rWNV3Mbld5FziJqoD8Wx3ipAeOlBkT90mmffTWFGl0eiW4UMmJQ+3Qdv/XyY/ze418mHm2ip/tRypWC26F5BQKZmh4mlZ5c8loovLRQwLJMstkZlFJEIzVLom6lFGNjfVjWXE5fMTrWSzI1vu3kfP7ydf785wP4fCACV1HTi3rVCXjkyVZC8Qhnbl7lxW92IP05ROw0n3+pnmOPPMXN2w5KCUR4FNHUh1W4THok7y7ELhon3BXl8y/mCBo3UXZu9jwrqMxfg7X4oaUjIr+2elHJ/YAMIUIvs2LmsHQV7OkNDSeEQHgPgjWxQOrC7xairAnl6qgXPwhEwC1W2QpKl1CpPwG9cbaq8cFogFVigMzMLTI5xUBqCqSX6nAtNX6LwzXr9/yQQtDsk7Q8QC3ztiQyNW2uK8RCYKLKNvb1jNshZAfSFiLudZuObgKy1gcHYqjSAinJuBcCa8jStnoOfg19X5QjB+v51oHHqY/vwuvx4/UG8fvCFIvLZUtKKaZnhpmaXm5nKBAo5TAyepNiMYdplpGaxr49TxOJxClXingML1Jq2LZFblEDVQBdN7hx4zSNjV20tx3cloXGUinP2auv8uGtS6j0yxApsfiLq2uKsu9QEz/4yX8gVc7y9cefQG+NI8/2U9pVxbnraUIRk1I+jUpconXPJGVvhMmLqSXfvwzqHHkqRmdtma7WOH/4Z9fJmXvd6G9xVZ0MIYLPg/FgNeBurrkVjAYw75rpqIJbDajVbOwYhY4qXUL43OIuVwWyD1XpXdN4SBU+RGjVKO+BBdWGt8dVddzLHW/1Ud2HRPETt9mA0B5YqlLlfsmVm1FyVQ6XRq5yqLGby9PDPNlQwqspyjasJ63lkYJnqg3efkDl2dtCzDXxFgaHrmKaC1GxM1rE6d/+Bq1z0PZHEb7Nk4ms22HplAD8mmsT2hkiUuvj2L4DfL3nEDVVzbQ078Xr8ZNIjpFIjlJf17Est+w4NgN3LlGpFBFC0N52kHw+TbGYxbJNVEmhlGJy6g5VVY14DD+TU3eYnBogkRynob6T1pa93B44T7G08FsEgzG6O48zkxhhcmqQWKyeqljDlk95ZHSA0+eV65MduIAzemfJ99G0y8NPf/gBmdmI7aPuK1RXCpSCXrp7TE71jlCYCYK3DJ5bDL5ZQIR0nEUKGBnQ2P98HT1Rnfqa3TTVN1L+boYf/OB1LO+LS34A4X8cfMceIrnhysehcq8h9Fo35bFeaNUI755Z06XZa9mzBzy7oXxp9e1UBZX9OUL4wNvtvma0uD4cWy04qdxGWaPrtjfdETg5lP02zzZV0T9e5PGOCDngTlanM2pyLbH+fLou5hYDP6XELKVGVayeyak7s1pm6Radz52TX3O9KlaB1h7EGSuiNmB/uZol547BWOe0RoAIG8juMLIpiE942Fvr56W2XfS0P0lnxxHCoWq83iDDI9dIJMcJh6qpqWldmUDmp52CYDBGKj1JLp/k4qW3lrydTI4t23R45AaFYoZ0eqk3g2VW0A0Pba0HiEZqmZ4Z2TIxF4oZ/uOffMTJi69A1XFwdGR8Ant89gMhncszZaxUxb3iPZLi5RQHj8To1f309VVjp0Yg4gN5Db3NiwxB+fbCTS4DGgdebODJzhg+T4BYpIm62jZ+41vH6e2r4oOPTey5m0iGwX/0ISLlNeDk3Ig19OX1S+eEQHl6wBxG4YCn21WoeHejyvcwFVMV13BfVdxGAcKA0FdQTgkqy+Wu64Y9vdmCu23F2OAIzbstrtzMcbtnkIASTBR0UuWNpSZylqsqexDYJmKWNDZ0MZMYJR5rpyN6ifNtZYpSgK2QjT7Q5az3cBDUXV+QALmG7wsAnjzIRV/Sfb7fxL1Ksz1uo1bZNUvIBKkuHeO7T9Syd1c1fl+Y6qpG6ut2IaVkdOwWqfQUe3Y/TiR872msUg5Xr30wnx9c34KRIpEYXfZquVKgVMwjEJQrRXZ1uGXK+UKaRMKN3j2epfrwSqWIpnvQVkl5lMt5bO0Kmp7BiUxAOYHVu5CeEbrEnrNdtRT+oORzj1bh+DQeCfUwmnCQdSbUjqJuDFN7NI63YDJnYOkJ6jz1xUaePnKUhngXDfU92HaFqeQYb5/+CV96qZOPP/xbCnNFGzLEQ9QH4t4oXQX/IxuMmuNgz6DMYdcW1WhxzY7W073FGkFlf4pQFmq2F6HwHUZVbrP5lMbDgcJMmevDRYqWw/WRq3QEXL45WlPm/PQGux7txAGuA9t25fr9YTweH5ZV4dHu57g5cZbz1QmUtFDZOKSaqYpIRLqVlloPh/ctkLNS8P7HDrm8oqFWkC9CNrfwlVRMyOpDoJcRviyi7hbCs/WFuI1gRe3zHBl3hBDVHkTYQJhBIonDvLingRefqsXQNRrqd9HRfggp5bzutrGhk4b6zrWrs+4+hm2sQLx1+wyO42CaZRKJMQzDQ7lSJJWaIJOd4cC+ZwEoFLOMjt4kmZogGIjS0rKXcKh62THrupcvP3uUsj7C6x/fdG1Mixb4NCjZiFofzmyjAumT7P98PbEqD0UZwi9D/PzEOMR0RChJoM3HI9UGr85GK8KQ7P18Pc8cOUpn62N4vUHy+RSDI+dIZUfZE+ug7/YVvI1xitlh93uSITci5AEoBO4J3e0VaLRB6Zw79VcFsKZQWu3GomYZRfhibuS8ivJjVagKKvsT5hbrRPBZ8HRuLWp+SFC6leXws7Vcmyyxu9NHxREM5TamtPBrghqPeCCVgNtGzFJq1Nd1MHDnEqFANb/1zOMcvunBtDRAIJEc3S/xemebgyxKRSilePqY+3SSAgyPH4HEcWwqZolkGq73dc19mg+v7CUtRjC1HFnvbfdlTwEh79O0YzZ/rO2NIlsCICRedCJ2A5/b1cETe5oJByP4fAHaWvdTW9O6bHHNLZldeze2be6Y7265vNDFI5FcGlUXCmkmp+6QyUxTqZRIptx8RKVSRKHYu/spNG3p+czMjHBj9CaD+SIi7kXUelFZE+1QDOvdSdREcT78iO2KcKwlBNiEdJ2/uTKAbe+DiSqEfR5hSPrSFuaMu4gVawvwpaOH2NXyKLW17QQDEa7fPEmhlMTQfbQ1HyAWTuAPneUPf7yP7FgM9DpU5seuTtd3aANVgjsIGQKjHRF4Ejz/f/b+NDqS/DzvRH//2HJHJpDYtwJq37q6urq7emGTTTYXUaRIirJEjWSPPV6vZXvuzLHv8Zkz43t8587MOWP7+thzZ+Z+GVu2bFmWJVmUKJEixbX3tbqra19QhX1H7nts//shEplIILEWCkB193MOuguZEZGRgYg33nje533eI4ACgSeQGU9JIotvIXzHga0HEKF3e5OuC28gtM4dqE8kdf5BRQQvfiSyZitrEROQC2ucbjO5vOQjUd5eTUoTEHiUOWZotH0UQhAJRXnuCe89VdHQdAOBoKtrGFXVWVgYIx7vbdJMIWhr7UHTdCqVIpmsx48+9zQsLIxjWmVeer6FSqWdZMbm5r0nAXh7dIJUsUTWfw9bKYDigF7aNfmqMhiqezBrAqU7AKrAj59o9jxfPa9x8nAfkWC0FgQ6Owbp7DiE6zrk8yl03c/8wiixaCctLetLm6SUlCsF7t+/vEaPvBK2bTI9fxVDD6BpfuKtQyi7EIBMs8zdkUusPiENI0BnxyCzcyO0x/twXZdgsIVcLsEPX/l9/s1vf4/MQgmlJ+gVPM+3crTDx5XTUUTWwsx5WveWrjY64odJZyYJBAdI3bMR+gyiewLhVylPlpgt2t5TSlDl5GOttLZ0oSgqxUKGufl7ZHJzBP2ttMYGUISO3x8mFo5wdFDhg1nT0/W6WW92nd4PWvyBj8uDQrR80/u/WBEg1CiEX/Kc6OwZqNxB+k5vjxtXW70M3Jqudt/tLJBIWUEoLSCU/XuG3w0o1VtNzuKp4RAVWSbmc8mZCo7c+nHN2ZKpR5ljXkZLpJ1goIViKcfyX9bnCzI8dK5WXFoOWl2dh2pGK+shEIgQCHg+FVJKOjuGattNpeawrAqHD01gmiU+91wMs1Lmyu2TjE27vH2tgBO/Q85/b1eCtNLhhxWNRAI4FQ3ywuAJzvafQ9NYlZUJHMczQFIUlVAoSqGQobW1m3AotuFnpdJz3Ln7rte0U4XtmFhWmcXECPHWIXQ9wNjk2yTS4yzLpSpmnvbWw6iKhq4/qOpk7ZVpml7WG2/rBUStbfz6ndf5/bdeJTPh2bfGQzqPH+5grmLjuCWefraHYNHlx98bhbCGOpdGN1qIhPu5cs2H9F9H6dZASWG/s4TMWCzfjoJHI0Q6Wzg6dJGp2RuUKzmKpRQ+I4QiFOYWb5HOTJMvLuJKF19wCmkuIvRDiJa/4A1YLX+ICL+05vvsJbzzfJ2MTegsD3P12rS3mTUL4RX9st/Ba4neYVQtvVuV2z2Yh82+Q1c4dzHOnRtZDh0JM5rxcbbN4kbSoGhvLwg88hwzeDKsc499jqWlSZLpOVpj3cTbvKx4rYnK9h4rVnOx8XifF6w760MwU6k5WmN3eSKX4hc+a5AtXOTqnQu8d6NAgknyvlEsdYVeWC8j1K2VkX1KfaijT1V5sj3OF059hkiwteljsq4Z9PUeR1GW3xOEw5vbV7quw+zsSENQBlhK3mds6l2kdJlZuE5H2xHyxUT1XYkQKlOzHzI1+yHtrcMcHXphS99ru5icvoUiFAxfkP6+E0gpuXLzA6be9poklIDKr33jK3zjpW8xtzDK9NxNouFOctkc1974TeaWCswWbMbn75JdfJIf/mQCGXgGJfQD3IWCNy1cWCDBF9L48tl2TvUdxnYskukJFEVlITFCa0s/A71PMDb9HrGWPnQ9SMDXwuPnWnn/TgEzNeRxsPYcQo09lGOxa9B6EOHPIfM/9CZg7yRr1npBaBtqmDeFNMFe2Hy5g46KS3tUoxDVGV+o4IvqRHRt20F5P/HAgdm2LdKZeRzHpqWlnYWFMTo7hwiFWzfNDB8UXrCuB/h4vI/W1m5SqTnyhRSLixO0t1Z44YKOK2PcuHeKdMZ7NLl0zWXRnkH4mpv0P35aoaej/ofs8ilEqpFZVXU6Wg+hiPUbUizbJJ2ep6urue3jenBdl0Jx7UBaKSVSutV/u2Tz89h2/SLUNT+2XcFxLWzHxJXuA9EaUkosu4ymGg38uKpoCEUhlZqlUEjR23OcD8fu41anw3R3xvjaS79Mb88xerqP8sS5L1AsZrly7We89JkL/N5/ehmpq/R0P45fxkHL0XXkxyRiOu6814Epl8oI4PiFNi48/jxHhy6SyyeIhDrJF5cw9CCd7ceZmrtCa0sfA71PMLd4i474EUrmXfx6DGv57+J/nP30ydgKhBCea1zpA286df6HO9A1t4JxtMHE6OOMyfEih4+FyZccFgIqC8VHyz53x4FZSkmlUuTe6AdkMgtIuTw9wkUIhcGBB2zz3CEURSUe76OtrZf+/lOk03PMzIyQyyc5f7L+h3nhSYkrD6+7HU0FRfGydF331CbbaV/WdR/x+Paq5FJKUuk5HGdt4cWjDeqFiHKlcTx9xazrfdOZKeYWbtHbtfZv4Lg2tl1G1wKbdvvNLdyku/MUhlKXzuUL9UEDpllmfPwqi5P1m1vLqS6C/hZc16lRHUIoqKrGF7/wJXLFDJfGl5iZ6OfOSBm0AAmlC2f0HjJlesVUTUHzqxw51Uln2zAzc7dIZ6eplCtMTS1y6uRxpmYvk83P09d1llAoypHg85hmkXRhmvZ4lNxiN9JaROi9G37HgwKhhiF4EZn7c8+83l7YgUJj6xa4H2UoimD8fp6OwSDvTJfoCOs4bD/YNZkqt2fYdmC2bQvLqjA7d4/FxXHsFY/cUkqi0U56e47u6k7uBEIIVKESb+ujNdZNKj1HPp9ifmEMy6rg9/twHRtXrk/u+/1hBvpPEm/rI5ma5d6993FW2Ahqqo6iasRiXZRLebK5uudBLNqJomz98C63X9+7/37TG0A8NsTkzGVMq9hk7VXbQjK/dAtFUehsP96QOWeys9wdfZmerjMoQkFRNDrajqzhpIUQ9Peeb1h3eb9WBvRSJUdhtt7AcqGrFcPwk07PE4nE0XUfqfRczafjC1/8Ct1zU2hZhanZIq6UyDkNWbRQ+oIeZ2QoHHu8l572ASKROEo1wBf1FLqRZDE5SqmSIh47RFtsEEXo+PxBKmYBobfwC8+7/EnuXUYnzyELL0PgWW8c00GH/wnPGa9ys6rQOMG2uObA08jy1QejMz4CaIsbhMIayekS5/sDWBosmS59/u0V/+4XnUeDYzatMnfvvks2t9TUdrKlpZ2B/lNNbSv3Avl8ioVFrw24Pd6Pz+dJh1RVp1wuYNsWkXAbydQs4VCMYinX1CJzGQN9J+loH0QIQbytj6XE1IqGDcHQ0Dna4/2YVpnbt99qWLelpX0Fv7wWtm1V900jkZwmnV5gKTHZNFv2Pq7ZHLv1Ua7kGJ18B9wK3Z1nPf8CIBiIEgjEmJm/jpQOIJhfusPxwy8SCjQaI62mQoqlFLMLN+jqOEE42I6iqFh2CdrqNxKrOh3btCqMTVwjFuskna4blod9AQpTw7x7xWU+N416ahQRTOAuBHBH896ILdPlqccf54tPfQ3LNhEIwsE4fl+E7u5FDD1ILNbNicOfwecLYVkVLKuMrvl48ugL2HaFzGffYuo/3sG0Fw+GVG4LEEKB8Je8Kdo74ZrVeHXU1KWHu6MHHEuLFTq7/fj9Kh1BlXdmyygDfo6EBIVt8MzHQiq38/sTnLccmO+PXqZQSJPNJZq+L4RCX88xohvIwB4mpJSMjV+tyevm5kdrJ3Q4FFuz36vd2lZDCIGq1Xmp+YXRFW3Pgp7uI3RU26inp2838MJdncN0tA827Jtllclkl8hV9yNfSAMQCrawuDjZkImDp2G2HRNV0dE0g3xhEdvZbiYkSSx+wEDExg2cwRF+fEaEs8e/zPT8NabnriKlS7mS5c79n3Hq6Jfw+9b3qw4F44RD7dwa+TGd7cc41PcUPiPMk8d6uPe2973GUgVGx64SCkXp7TnK/dHLDdvw+0M8eb6Xt65dwjh6D8eZx5o1ETHvZu6mTEI+hbZwhvb2AUbHPP+GpdQotl2hq+ME0UgPh4cfZ2z8GopQKZZyFIoJwqE48bZ+KpUCg+0daL63sbS+fZlcslXIqlWnEFXaR22BwJPI/A+QxXcQ23B+E0JA4On6QNaPMUbv5fn5b/QRbgvRY5RYrEhSpkAXzR0cm2E/b+dbDsyzc/c2fF8IQWgLqoOHCVXTEUJBSrf6472+3s1kIyiKRjq9QDaboKtziFwuWeu8CwYjHBo8g6KoLC1NsbBYd38LhWIMHXoMVVVJpxfw+0M4jsX1m69h2+aa7r1ck32z7Ar3xl+ranVjhEMdFEvJbU9jAMiaMD59mbN986T8L3ljnITGQPcZIoZCyVZAKJQreWyngi5dJAq2WBughRB0d5zC0INIJI5roWt+WsJtqKrAcSTjV2bJfjVBIBCmtbWH0Pxow00r2tKNYVToPDqO6mRJZlTSWXBuZpBpb4CCiGj0dXoUUi6XYG5+lI74UZASXfcxOHAGTTWQ0kXVdKIt7RRKSWzbIpmaoT3eTyY7BVYGPfxzezHrd+ewFwAH9IH6a/oAoHk+1s7i9oqAQvPkdx9zOqNUdLhzM8svfvNx5srXOR1ReDdtcTSk0W6AuoXg7FcFcV2wtA9k8yNkJrAxhBCcOHaRazdebRrstgvHsZibv4/PF2Kg35tKrKo6huGnPd5PuVzA5wvUfJTBC8pnTr2AqmpUzBITk9drQWkrhUMpJaZVYHTibVJZzx4yX1wiX9yeX28jBBM5lek7i/REv4et99NiuHQZaY6p41TC5ykaZ+oeHNX/CreA5YKu+pErlC9CCOKtQ5Qree5PvMnRQy9w5vQTDB3+kHt3Mywmcrx9+QM+/1yU6enbdHQMUhivu5395o9+hxu3Y8zI63SGHdK3szhTRW9SdvX89/v9HDvybHU6uEK+sEQw2EZLpB2fL0hX5xATk9drlqYtsW7CuTiOY6OqOqZtcvnuBBdOd1N2Rnn/vdtI/wVvOvRBg9bEPErrAt8xqNz07DS3UQREiSHCP4fM/QmPdpfIg2NupsTM3G1KjuS1pMVcxWW0aHI0pPJUTEPb5Jj6FEHLJ4H5waEoKmKXpVGVSoE7I+8SCbdxtufTBAIRbMdiZuYO2WyCQjENSAKBCGdOvVDTbM/OekqQZliWooFEUTQEgkxulkxulqXk6A4oi40hEdguTKZywE3mkIwIAB9h4yZ94RtEDJfhFo/3zpkK1xMGS2WVgfY+OjvOYCntDQFaUbwZj/niEkIofOtXv8xv/qs/YX6uyJ/80Rv0DQ1iGAF0vV5062gf5NzxEnfmf0R0ZoGJvETrDSAVgUxWwFCRS2UuPDVIMNiClC6O63jHo9oNqes+EslplhLTtLX2IKVE0zSEUDAMP4cGz/Dme9+mp0MlNuQjnbnNtcttVPbhVJdSgiyBdKByDa8F+6kGiWcz/lsIBYLPISt3kMW3Eb6TbLUI6LnODXrjoj7mWXNiscLNq2W+9o3P8er4LeanZnCByZLDqbBKdAvzo3p8KqNFd89vcR+pwFwq5ylXmuuSHwSp1ByqqtPbcwxFUUgsTDMzO9KwTHfXcEMjjWyi9lgOyJncDGOT7+JKh6A/hqKoFIpJHHeL07sfEBLB8iDgTAUyFYFAcGlere4n1eq1y62ZCVRzjN7OE2SMZ2uKDEPz0dtxgopdYXTyHSKhDv7a3/gav/mv/5T52QL/8Xe/j/FLBQ71n0TTfF5nolXmePsQf+WFz/KTD1Ikb6bwBTXSGZNDF9qYTppYeYve7hNEIx2YZpmlpUlyhUUioU5aInF8viAzsyMYhp98PsXgwGneeu8POHbkOcKhNtKZef7zf/5TPpzNcPZoDl0VdLTlWSjmMe3w3hcCy1erFps26N0eZ6xGNl9P60GEX0Lmf4TM/wTCX9pW1ozvOJQ38GX+GEBKiLeHef7pX+X8Yxn403/JazMz9AdUkpakRducb2439kf7vKtnqbueouAhwXUdTLOMaZbJ5ZKMT1zfUGXxIFhamvQKoMUs4xPX1ry/sr3cG/O0NltOZib48MYfc2/8DWynguva5ItLZPPzexaU14OXVXs/KyVFEsH1JYWf3BphZPx1coVFTKuEIouoFImqGY70naWUH2Owt5O/9td/gQtPd5O8v8T//i//mN/+nX9POuONQHrjw5/wN/+Hf8iPX/suZwbOoSmCmCE48/luBvsDxAMqVBwWUvfQDR+2bbKYuEcyPQFCUChkEIqCofsJBqOcOPEMEkm8dYhgIEok0sZ3X/8TLl+ao3I/z+RYgdn7Rb71y58hrN6o+kjsHZaLcSLyc4iWryFifwmxlaBMNWv2nfWUFuXrHte8jc8VxhEOemPNXuDln9zlldd+wGDfaf7BN/87/uKZxwhrKoOBrYU+vypo24fJrLuWMbuuw+LS5J41lkgpmZi8wdyc5y4nkQ918jNAIjlDoZBe93M89UWFZGq2oRFDSkkyPcHM/LVdpykeBFJKTNer3+dtyUSp+fc6FFQJqZBbus9ccgKfKmiN9tPTeRq/ESGqzvPMQAs+688Idj9B31/9y9wbvc6bb77HTDHHrbvv8syTX+GNP79GYSTFq4UKs2OLfPZcG+06VBybsZJD11CItpYA7YcCXLn6U2zHJJmeYLj/GRSh4kqX/t4TAKTS89y+8zaKUFEUDV0zuHbjFS6/9hZmdWTYwt0cwS4/JXuGo0PTvHPzLHttAyqEAv5zO1tXDdcUGjjJ7RUBjWNem7a9/SncHyXkshb//H//V0S7uvji81/nb37zH/O9V36La7f+vNbJuxF8iuBUROOtlLWnReRdtf3s7Di0+YK7hHI5z+LixBqZ2cOE41hN26XBC9rFYpalJU/6tlJ9kUxPMDL+2o5UFQ8DywF5pOhwO+9QcSWuLXHWmQpzq+DUHq38qsmgX4HkXcJTYwyHNLpi/UQMQbeo0Be7QVk7wZmTz9DT3UOxkqMt2kepkmMhOQkSCjNFbuctvviVL9AVCjG7cAO/Os9CxeX86Ysc7n+CeFsfi0uTHOp/CsuuePJFRUVRVFLpP3W/EAAAeUVJREFUOTKZBY4deYpbd94m2tKBzxeiva0X6ay4uUg41OUnEoqSdKZ5JIthvtMeHWKOgnFi652Air/aSfine/6kcNCQmS/w//mf/wVd/7SFc2c/y8996tep5CaYX7jblHJcjeGAwnRZYbS4dxLEXeWYd9PIfTOUKwVMa/cnb+8UmcwCmSbaaNMqMbt440AF5YQleSVhUXA8t2eZs7A/TKFdaEME154Sjqw79lq25Hre+03g8H4a+hJ3aNcFhwMGwQUTXf8u3R0n8fsiGJoPx7GYmp9lcq7etdjaH6MzFMbvC3P00AvcGX0ZWCKZvEc0FGew/wxu3GF88ioBXwsAPT1HUKrBORJpI5dPcvTwE7S0tCOEwkJymoWS440dq5Loo7MlCmWLJdkNj0L33yoINQyRLyEzv7/9CSe+M2Dee/BZfh8BTE0s8j/90/+VX/sv7/Ol577JL331/8krb/w7rt36803XFUKg7DEttKtUxvzCKEOHHtutTT7SkFJSMQvcm3idXP5gOHYtZ8pvpyyySxWEX0EENFCEN5x2m+eexPMTGCu5jKUdLruS/jaDU+EsmfJ7qEJBFxJFKCQTZZxcPXN7/Eg7xVKSciWDphoEAjHyxSUc12Ju8Ra283kq5SK9XcfI5hJomo94Wx+VShFNM4hFu0in53ClS7GUw2cEmJ66RbZg0nc6yvTVNABmxuL6xB3a27soTgisg3F/3B6UVhABsGaRalutGWUzCCGQ4iEPHX5EICVcvzTFPxn5P1j86/f51V/+r3n+4q+SSI0zt4XMWVc809a9Gmm4qxnz8sQLw3j4J0PAH8YwAg+t2LcWAr8/hK4bTQt7q1Ex81y7/b2qLG5/4EiJ5VYnxghImJ6eM582sd9dQh0Kox5vQYQ01OMtD/ZhPhUbL0hPFisotsSnwFBQBUOhnLMaiISQP0qplMZxLUrlTM1XxNACFEtpTLOMZVc4eeI5rt94lZ7uw8zO3SOVnuPw8BNeu7tQKBYzpNKzlMtFMtkpXngiRiAAl0yHWNyHE9YQZYuLvVlmrthY9oN1AUp7AZQgQlm/Q3J721sEawL8F9alKWpcc+7PPIrCd2LL2xehTyGt6Uefa1bbPErGzW2+7AbIZUx+8199l4XEfb740jf56hf+Ad/5/j9jMXlvw+D8RItGyZGMl/aGztjVwJzLJ7l15y16e44Sbelo6sO8W/D5Qvj2KDAbRoC+3uN0dgxWnwzGWVqapFjKNl1eSsnsws09D8pSSkwJaUsyU3bI2pKZsktEE7RogsmyiyPBLdoIQ0XmbaTlIrY6AXyLsE0Xd7pIcapIsuyg9AcRIa2B4r00MYLVEuNI92EGes4zv+TNmSuUkhh6kNm5Efz+SK24FwxGMc0yj535bM21LtoSJ5GY5PL17zHYf47Rqbfp7NQJBdv5/Je6eO+dEZbmytw2XS6UFKQoI6XvASVziid92wVIJ+1RFNJE6P1ItXP968V3GkqXvLFPxvFtcM1hpN730QjMbvGBAzN4BcEf/tlt2uLf49jhT/FzL/09Xn7jN5mY/rDp8q6U3C86TO1RUIZtBmZPh1tiITGC6zoIodAZP4Km+lBVLxPJ5RLcyadQVY2O9kE0TaezY7D2/sMM1g8LA/2n6Oocqu13vK2Xqelb6y5fMfMsJjduYX8YsCX8cNEkY8uaTllKydJ8hWRbnV8VHX60mIH9bgL7/STa+VbQFYSyO38X4VNR+oK4U0WwJe69fH3KgCbAlYyP55kV0Jq9za+dUDg69Cnujb9BNj+PaRWZX7rL8MBT1VmSh6rZjDcNplBIEwxGcV2Xilmiu/0UlWKWuN9mPi+5c2uKax+mmRyvXsQKvFV2cSv/AVk4BcEXdu42p8Y9g6EHMN+X0vEGr5beAsfrUpWZ30dEfx20tqbreFnz08ji6+A/i9R6tk5pBD8CWbOT2NUiZmKxwss/HuGp8+/x7FO/yLHDLzA1cw1XriUr7hUd3kvbe0ZjwDYCs+PapLPTjE681ZAJzs5fJxSME4100xE/gqGHABfbNpmd85owZmbvsjz+qKNjkJ7uIxi6v5b5HGwINFVf0TgimZm921QyJ6XENAvcm3gDx9nb8TxSSi5nbZJN2kdFdFUrsgB3ooAyEMS5nMJ62UR7pn3tcg8CQ0G70IbMWDgjOZS+IM61NEp3AOlKhKbgdvhJWi6/dfMGv1CpcLLrBLZjUiylmJ67QlfnUW7deYtDg2dwHYdAIIIQgmCwhWIxQy6fJBhowXUcZuZvkq2A60ju3FoRlAER0rGnC1WD3Xch8DQ7lc0JIeABPJ6lW0YW34LS29XMWwHcqi/GAlJtXT9xCVwAaxyZ+g+I6C+C7+TW9lkNI/X+RzwwpwANlCjgeJPFHwBSwvUrKf71v/ptTh79FEeHn+KDq32eZn4V5ivungZl2EZgvnP/p2Ry81WryDoc1yKbnyObn2N24SYd8SNoqkF72xFUVUdTjQYry9nZERYWxggGoxw7+hRaNZNWFBXXddCqRkSbwZvosX0ViN8fqjq/eSd/KjVLqZxb127T7w/R2lr3M6hUiiwuTTVd1rJKXL39Pc8Kcw+hCBVH2kSb6DKFEE1HzYmIjjtRQER1tCfjENrdm6QQwpu/fDuLzFo4Ge9G5S6UET4F1wVVSkCQdyS/PzLCwMwEp0IK7brXIZlIjvPYqc/REolj2SaTkzdpiXh2o8FgCz5/iHIpR1tbL4pwUc1pro7f4LlPdzE1UaBSHaQpc/svF5NSgrPoTcR2EoAL+hDCGPI6A3G99mvjGOvNBqy3at+uUhrbkM8Fn0fa82CN7dZX2nv4TnqNNvaDeMfUISW8/upN/q/f/Kf85b/0d9A1rzbmSk+ttFBxadUV3H1QWW75akxnZzZdxnYqzC7cAGBm4bpHdbQdpavjBLrmr9EZjmOTyyX48MqPPW8LIQiHWskXUnS0D6BpRvX/vpoPwjKklDiOTSa7WLPO3A5i0S76+07WvJL7eo+RL6S4dv2VTdf1JozMr5stp3Mz2HvMK0dCnfR2nWV08i3U4tb4NyEEdPpRO3yem5u2+23KsuJgX055k66h7kJpukjT+8W5lkZ93MsQHQljBZP5EhwNqRiKIJqdx7QqLCWmiMW66OwYrAWiZdmcHol7xz7SiS96jsFeP9lcFsH95t89Znjf9wEvtmUv6+3w1TL/Uy+wCAN8ZxDBZ6pFLReKr4A1CeY9pHFs/YCrdXvFP3McsNmyh4YahpZvepy23TyxOPCQJUTsryCLb0DxDRqtTZXqzMPtPalKKfn93/tzhoeGefrCL/G9H/0zsqbFnbxDQBW8kqxg7YOD6gOlSbaULFRcFk3vLG/VBV0+70Q1pIkQgpmF68wn7hAMtNLTcYpYS19DgF5GOuOZqS/bi87M3kUIhfZ4P7ruw+8LEQy2kEzNspSYwqyU2MnVNTc/SjTaievYBIMtBINRAn5vGneptDawlct5xsavcnj4PAuLE4yNX1nzuaZVYnbhBnOLt5B72MQghMLhwWcJ+GOo6gvcuvojYGvZoccnP0SuX1dQ2n04Sys6HeuTsQBwp0soAyFoq9cdSi5czXk3vrHbdzh55D0eP/Uii4sTdHcdJpdLEAxG0TS9NgfRcWwWFifQVIOeztMUix+su1siZoAt4EGZJnMM1ChoW/cfF+GXkOVuhP8kqO11M6PAeWT5CrhpZPGNajv1Jllz6t95GuUt0hmwPL7qaWR2hkfVr1koPgh9BokDxTe9F5UoIvQCKC3ejacWoLf2HXNZi//87T/i7NknOHP8C3xw84fkbJu7BWffxkvtKDA7UmJLuJu1+XBFq6IqvNqOIrys50RMJ6gKHMcil18gX1giHOogFumlvW0YTTVQ1ebFwOWgPTfvZT5CiJrN44NBMnLvPVzX8eYDtvXh94c2XCOdmadczjM7N9KQLS/PzxsZe51sfu4B92v7kFJ63hWOxcTCHa5nDk7DjVCEJ/5cDsa6NzJK6AKZrt48LBfnwxTaZ7ua3iMSFZMf3niDJ868RKmURwiFVHqefCFNb89RXNehXM5j2SYgCfh8TW+uDdBc0K4iy+dABHZeiDYOgb3+39xzljNB6HUfFa0DEX5xzbJCjXrBufAzsKY9+ZyxwRBfrdt7360g5daN34Gq13OV137UUB14IIQK/gvIyl2Pa9Y6EYELSOkgor8Meh9UbiELr4Ob3tKmP3x/in/xL/8l/+M//idcWZxjfubtWgF9P7DtwGy6krdSFrNlF/NujsqdumRsZa72voDb51u5eDrK4aBSG9Say8+Ty8/XqI6OtsNoar3o5Pe10Brtr2XVy1imMHYDy9vxMq3xTZcvlwt8ePWnOCvmG5pWiZGxV8kXE3te6FuGLV3+7OYbLFkwVaxgHrBrTRkK486XkQtlz2/ZcpGr2r5lyUGmTGg1mqpCXh67zZduvMy5ky9QLGXp6BisdViqqobhC5JIzlCupCgu/CmR9mfw+1oQisaatFgAto2svIEIzCOLL23N6a0pVM83eQPI7B8g9CFk8LnNKQ//OShf86Zkm6Me/7yerlkoYAwjS+8i/KfZzlxAhA/0/keSaxaBp+u/qK2I1r+Kd4Pxjq0QqudjDV6h1C15N7st3ISkhNdeucZv/fv/k1/+5b/IQmKcN+fmye7TlIXtzfxzJW+mLMZLLtJyse7n2CgaFO/meCvuIxM3OBvRMFZceMvBbJmTXoYQCqFgnJ6OU7RGBw6McmN1UL47+jLZ/PwGazxc2K7k3YzNSGH/BkZuBpm1kEursvjVaYjlYr+xiDIYQn0stiY4pyoVfvu9H/E/Dp3HX9WuBwIR8vkUgUCEkXuXyGQWKBXTxFqfYjRZYHL2OorS5KhIcMe8gqcMjIKy8xu9FzSbB0RpJz1JndaFLPysRj9suD01CpGfR6b/g9dC7T+/rnQOAP9pKH8AlXvg3wadofgh8lVk6l8dML9mpTp5xWVdOs6eBWMIqB7/zboag896dI+1efIF4LqS3/nt76NpggsnLvDnU9/b+u7vMrZcuZgpO7yWtOqdL65kM7slmTQpv5vgetLias6mtIVnAyld8oVFRsZf48bIn7OUHF2TKXvZs9UQLDfD8gw92zG3ZFzSdBuuTSI9zp19CMqKotLdcZLerjNomp/xkntgg7IsOzh3sjgfprb2xKwJRKA5pwrw7tQd/t2f/W9Mz9z25k5ml8jlk2QyC2SzSzx29rP09JxlOmfTGT/KYye/wNlz63O/MmOBaaK0v4x0Rnbf48VJeAFZiQEusnTJC9abQR+A4Avg5pDl99cooFZCKGGE/wLSvO11D24HamzHjncPCyL0OUT87yIiX153GWmObm+bQvX4+m3MfDRNh8npO8RbB1E3GKb8sLHldPRniTqXLF2JczPDVsqVMlHBNV2u5xyWTMkLrTpBtSqnqnLVqy8Lz/60GqCLCULBOMeGXkDT6nfIO/d/hu2YtRH2uh5o+vmp9CSmVSSRHqdieib6bdEB/L61j7Cxll581dcVRWuYEi2lZHzqXRYS9za8YNaDU734tzJrbDUURWW4/xlv7h2gawGupt86cEFZ2t54KHeqiHOjuQtfM4iogejwrVuLtFzJH47cZnhwnGxugXCwjb6+k5hmiVI5TaVSJBiIIIRCMBhlbukOpx5r49aNJfoGwozcyWBWXBQFVE2hrcOHcbyFijVHujCHVeh6AEpjHThJZP5H1X+nkNk/gOh/4Q1bXe84CBV8R5DFV6D4NuiDGys0Ak9CdhTsedA6trxrQigQuOgVHA9E1izAdxShhJBKgDVV4gdB8FmE7yiyfB0qd8FZYrNs4cbVDH/rb3QxENAZLezP8dlyYG5IjgWox1pwZ0obUhmAd6EmKih+lfmKy3cXKnyx3cBBMlt2uVd0MFcJBQ8HVdoNhX6/gqZ4AfrKre828HSOXUEiKRQTTM9fW5fDc5pkyAuJu02XnZ67iqhO6Oho81qFFcWblF0qZ1hM3t9WUHak14GnCridd4gbCl2+7QfmzvgxOuJHazczF8Gd/F5L3jeGLDvYby8hCzbY23sikQtlnJKN9kIncp0OxIJl8b/99D/wt849xdOP/bxHZfjDdMSHSKcXKFeKdLYfpVjKEfC1MDx4ht/4e8fRdJd33nmPn/1olmdf6CAYUmmJGYwnTPS2AKlYGyPvqw/H3EhY9fhiz3v65Q0CMwBKxJtAslWFhn543fc3hBoD/+NQemf76+46pCcV1DrBOAxq+7YGA2wEIbxagAh3IYPPQ+WGJ7dzUuuuY1suumYQ8kfgoAfmlRBCIP2qx9UtbrLjEpzLKWTaRH0sRtkV/PmSiStZV4pyI++g4BA3BKfCGv1+hY30TbtVfHNcC6qTRGYXbpLOTtPR5k2CSGUnt2TdKaWk7MJo0WG24pIwXbp8Co6EdmP7j0bhUAd93Y/VgnKusMjVqatbooX2ErJge0W8na6fs7F+PIfSG/C4ZnXtscqYFn9y9wpHDl3A0P1MTd8iGIiQSE7T032Ew8NP8MHlH5DJzdEa7aevu5tMbpYnn3yCXFYyOOQnlTRRBLjJCppf5WR7hil1EsveujHQ5lAAgYgbYLs1FYrM/3DzrHm1QmMzXXPgAjtRWHhZ89PI8ocHImuWlXvgfwLQYL1CaVUeuVOvE6H4VxQFf7LhsqnUDKXy1p/6dhtb/oZydSBwpZcdbQWuxB0v4NzKIks2ZUduqg90gcWqG9oPl0yu52xytovlyqpr2tofe1dbdCSlcoaJmfeZmLm0oXWnXLE/4yWXP52v8F7GZrrsUnZhssrLb2X442qEAm2oio5tV5hZvMXrt37Kj+bSmAcoLkspce49uLkMpos7VsCdLK7L+97KFPj2pR/UdO4SCAQiBAMtFItZVFXn9PGX8PtCxOO9VMwCuubj6LE+JscL+I04htZJNGbQ32Ewkyxz8ugk0t3F4GQc8gp/ZQe58kS358FJb2H9IyxL2uSyVncdeFK8HRbIl7PmgwDzHtib2ONa494xrEJKd2f1otrxXQeKYD61QG6bT367ia1TGe8lUA+HEa1VaZvtblr8a4AjcW9nkUsVtGfiYGzt8Ws5QC+aNtdyHvvUaSgsNKFQQqpgKKgSUAUD/qqEBo9KeBjGSVJKSi7cLTjcLdi1p4CV9zBDwHOtOr1+BX0HJkGLyRGS6XFsCW8u5Rkt2vsmel8PMmUi53avDd25lQVXogyFm9Iar0zeI+7T+JUX/yrRlg7m50e5e+89HMciHGqlpaWdSqVMOr1Ie+swd0ffJJNZZPhIlAuPfYFkaob798dIzJUpF2wKaaUqr9stqIACeZuuM1GW7goce9nfYQvngNblPdKbI1UPjdTGCg1AShtQt3We17Lm0gdstTHp4cFGFt9CtHxtg2Wcxs4+expZvuVlwWoLYqtFPq3D04GbzY3G9CNhSq5Dh6GwWNmfAvuWz0Y5W8JeKNddwmBzfrnZdjImVNw1gVm60vM0KNiIroAnLFyGEAhVULal50y24nPd2RJUZ7wVgAVAEYJAbwBZdgjFfQwH1Wp0hj6/QkgVqMJbbqeYKTssVFzuFhxK5orx5qpn1uSvehH3+hT6/MqWLpjlYuhKuK7NWLHCQsVlrLT3Y9Q3gyw7OFfSu9uvUHZw7ua8rsAmgbnkSL49cpv22A/5S1/+u8xxH03VyObm6e46QiQSJ5tLkM+niITbCIdjnDl7hhs3r5LMTJBKOQSCKrmsxaHuAD+ZGQHjGTBDSDsBSnjn7nPLqHb1GYbKyQuf4vqlD0Bt3ZIBkhAqBJ/3/DDcHLL8AYRe2vgcMkdBiSC1ru0lIcLw9vUgjJ+q3EQWwuCuP+lelt5FGNURdlo3WD/w6BjjECL6K1v6GCFU0A8h1wnMJ6M6C4u3SVn7p3raXprgyLU61O3ClthXUp5xjqF4sjvpmd2443lwJKLV5zUjVKojjMIa6uEIMmfhjK5ylTLdNQVcB7Bue1lXThPMAUpfENFqEBgIoSowGFA3HcZoKHAooKKtyrillIwWHUZSFu5oHme8AK5E+FW0Fzrx+wRf7jCIaGLTi0RWC4QJy2tvHyk42CtuShIoH7DGkZWQeRuZfggNNiUH53oa9Vxr06y55Ei+d/NNTvQcRhc6hWKSYKCVWLSTciWPqmpV6WWaXD7J3bu36emL0t46jMIkoZCGrqtEgjrHD8H1Ww4Vk2pxbgfFtFUQ4S8iy1eYubnIjLbodRkGLtTbsDeD3l/PmstXPf51o6xZbUNmfg8R/QvbGz+lBBHhLyBz32P/uwHtepv1uossIJ2cN23cngN70VvP3eYTm3EYmvDMwlCId/dgOiaz+3jh7Uv3hlysYL+XQIQ03PnqAa3UA6xMNPJ9smJipxLe+1u9LyxL+ao3Evd+HgSUdQXR6ed2YXNVgwBu5Bw+1aYT1byk25YwVXYZz9jYl5JeV1ttP70W49LhMB8aCicjGrF1nq4SliRpesb1dwveQNSDRlFsBe79XeCW19v2dBHlUMi7UTfBSLbAv3n533Oma4jHDz2JqmrkCykuX/s+0XA3hhGkra2HkXHo6glz6sgXyORmuXx5hIU5gy9+6VnCoRDnTgt+Er7Oj19/Att58Ok7Qgik1ovw2bhV6kL44whl49b/xm2szprfh9Dn1g/saqtHgVjTSLVj665zQkH6jkHeAHlwWvrXhZOAynWveUTr8W5C9gzwYIXBZbREdA4PxPnO3Q/39el039rq5FIFubSNgstu3Lwk2JeSKANB1OEwBFRQxLoG8RJI25IfLpoEVcFAQOFe0aFScim/l2gIyrXdnCrizpW42x1gosOH0R/y6gyKaKAXrc37cx4JyIf5JSyJez+POK83VWkAzBQrXLt+g7feuctv/MpfolIpYuhBhPCsQQuFLEN9F3Hdt9B1g5u3PyAUrfDVpz6FEKCqOuFgOwF9Gjv3FjLw4q7UI4QQSLUFrFnAAVsiVQuxHYP9lVlz8W3QB5DrTC/xuguf9cZP+c+xraxfBL2GkwMhndscsnIXAhcBtUYZsTwIQB94oG23nO5lsZDmXn5/lSoHo995L2G5uPfzuFNFlO4A6vEIhDcuGpgSTFuSzjke9XAz0zQo12BL3KkipakipZsZQKC0+1CqxdNHbYLLfsKdLIIqmkroAqrGFw4d43d+902uTub47z/453z9m09x5EgvAV8Uvz9MuTyPaZc4c+KLGHqA3p4+Yi3dtMb6mJq9AlUJYkhXcAtvI5Qu8J/alX0XaitSiXncaf4HgALRX/Uew7ey/sqsGdcrjhnH119Bje5oskpdOncNZHHzFfYb1qSXJWu9K2pRDrJ8A5TY1o5vEwMq0aJzZFjw1swYu90Mul3sX8/hfsN0kakKSLbckiulxJ0u4k6uX5xYg7ILZQd3qug1YCT3x/DoUYY7VsC5mkY6jY9NqqrxmQtf5WRfC0hIp4r8p//wGv/ut77L62/9iLHxD2mNddES7iTgj2JZFXRdJ9bSRaWSp1hOM7NwHcsq0drmx+d3oPIO0t3dR3pZfNuTedmz1c6zbWA5a4a6QmMdCCWEiPyC95nbjSxqDNH6l7xi4IGH48kI7enGAFu5BeWryOI7jT92Aimt+k/lNtJq9JcXPoUTz8Y5FFbQcHisZX9z1o9fxrwCMmdjv7OEcrzFKw5uIGeTrsSdKeJcTu2cg7BcqBysjr1HBe6YdzNcmTk7jsV3Xvs3JAv1LK+t3Udnl5///Hvv8N47I/y9vxemPd6DYRik0jNkshPo1jjxtuP4FEmukkNKycmTx/j8rx7n5rUlxkZLwC5Oetf7aub0svgO6Ie2zIVuV6EhFJ83EcV3cltFQCEUpBJmNwqfewLbK6iidXg3PAA3iyz8eO2yIuh5NC/DLeINGQAUgdbpI3SihVNDISZKLkumZMnc3+t07wKzAms0nLKJUcYeQ+ZsnA+SCJ+K6Gx+MUopca6lcccLD6ZKccGdKyO6Agh1f+gMKT3JYQOWb0gu+7ZfW0EtOJ+MYiQq/O1f/DkKmUVmRq7WlpmdLpHLWpx/qo3x+3n++//un/Hi557g+U+dZ2pqhoptUVQqPK+/hRH0kcgqFEspJqbfpzfskIvqjOEirTmE3r3ermwLwjiCLL0HONVGihkvE94q9H7PVc28vyWFhnQyCGtqW0VAb0cDiPDnvQ7FA9ANuCGcBDL1W033Uw/r0OlDVhwcF4S/6j9tOl6jnKmgRMOofpXeY2FOtBkUgXfSFgVHElAEAgir3tiz/cDeBGYFtE91rnEQc2dLOFfTe7ILG0JXwL9BBlN0cCceMChX4c6VUM9EQd3bzGQ5ILt3c568bwWUgZAXrMsO2lPxPd2v7UImTeyX5wnE/aTn7/L+W3nMYj27aYsb5HM277y+iFV1yPrjb7/BD3/wNrYt6e0PcPhwmEDgPEUrS0SdI5+b5f079+g/FKClL4BxM4NZsIHdCczYM4jYryOz3/aaTMzJbQVmT3c7uPWsOfAUsvwh3tTF7TWcSP/jCL0Xmfq32x7TtHcQKCqo3RI7CbJEzfu/o9vPL/7K4+SsBHdyNlezdi3ZkK70kkEXAj6FI0HvGnwnZ1N265e37UqOBFUU4ckyR0t7L5vbcmBWhqpSn6p72LaClBAIv4oINn6caDXAp3hSuf0cqlBxcaeKiFN685Pd3QX99jJMF3eyiHp0l93MNoCUEjlXxr6S8ppxVjexVIcdrPfEcJAgizZ+Q+G/+Y1v8diJZ/nOH/7DhvcHhkLE231cv5JmfrbOFRerwXt8tICiCi5f/hlt8SCz0zk6uwIMDffx7d+9S1t7AFEeA/Xc9qeDrLfP0kI4CdBawcwjzTsQfGZ70i7/OShd9iZybJY1a52I8Es7ko55lMay9G5y2+s/bAgBre2D/MI3TmAq9/jJ60ss3M+jxH24U0V8x1tw3QRhTZCwZcMTYG2cmuqVfq6vYwSmCmjRBYYikJJ9aezacmDWznsngbRdzwNgfosFEgFKb8CTpq1+q9VA/2wXzlgBpTuAO1tCpk1k0fYaR2x3z4K1nCvDqejefFaygnTCe0IbSCkhb2PfSEPpI8Bv2xK3Tef9d6/x9pvvklnhya2qgrZ2H/dH8qTWKbJKCaGwhutIRm57hbTRfI6pyTtYpkuxkAd9AuGPe7zkDlQOKyGEgNCnkbnvobS3485MVsdHTYExuPXtqFEIPOGZG7k5sGeQaus60jkVUKsFQIdtt2orhqfSsGaq6x8MRAdDfPrCEIt+P4+fPcrNkVHUtAklr7geOhrmyWNhzw3SkRR3mEyVXHgnbdfsHA52S7b0hLfOtfTWgzKg9AdRz66dTAHVkzagoVUDotJqeJ6+tvSsQmMG9jteFVtmrYd/hNZ78lueW7pLn+8uVlBtd8/oDPtyEnJbcMYr2ciyg/BvY788I7U9PXvNhTLf/c57iLBWn8Jd3QVFwMXn2/mj35uovS5UgQhruBkLQhq3bmaxKy6xNoN8zsK2JNZKewF7BsSFxoLRA0FDBJ7ETV6u/l5VFegD28vIg895Ad28iyy8itB6N+4GNO96ErvYr7Nt1tIY9sZQ7bN8TlEFLf1huiMKz3z6JBfOPM+1kZ8ihCAUaOPU2Ryz016TWuuhEO1+haTpYsum3fzbgmT/eg22/Kzj3s9jvTzvFcC2uvGBalD2bf1CF5qC8KuofUEIqmjPtqMMhNA+3YkyuPXOqe1C5izk4jo3HF1BbKJ13hYsj87YM2y1pTBne08r24B2vg3thU4IaduhMx8cSpV6WXEG65qgo8vP5UvJhkDbMRyiu73aPVhxsCouiiJ48fNd+JqcmyKigZr3guAuwBvE2gfOiikmzlLV1Gg721ERwecBxVvfnt5YFqe2bz5+ad0P84P/7M7W3SV0dMT4u3/vF/lH/+A3eP6FI4T9BqFAGyFfkLujr1IopqlUXPwBlVBY40KnzwvYVauFwiPcwbXl2+i2i3QKKEcj2wrKq7GcUS/zsaJF9yiRsoM7XwbT2T2qY4Pbo7tYacjMdgV7aSm4jYAp0ya0bd3AR/hVhF9F/3QnMmViv1vV6W6nfX4nsCXuWN67IVSfBiRw81qGOzezDZ+9MFao/22X/y/AWMcfW+YqiPi7yHzUG4qq7A73LgIXkcvz55wkVK4hA89uc8p1n2dbad5Fli4hfGdY7w8stDZo+To7kcB5JvwDyNIlHh6dIVCDJ1CCcwi/jZuoMNgXwOf3aJgXPn2Wr3z5v2Bm9i4+PY5tFZDSpbWlj7nFW8zPlRg8FCadNDlyPEJn3DtvfYr3CHeQrHG3i4eoyhAIfXf7V4SmoJ2KIqVELXtB2ZkoeBzTQrnmMrfb2E1Ly9o2cxbSkXvCM6tnYjh3s40t8OuctO5sCWU4vO2il/Cr0OlH/3yPt/mchf3WNpsptgNDQXum3fte1cBsmi63rmVqzIpS9cha74YbDETp6ExTyK8yRJcg/DYyPQtuASl8XmOH4kcowR3trhAC6TsC/gtQft/7mMptRODZbW5HheBzSHPE83Z20hvSGQ90U/Ed9dzwHlIRUOjt/O3/20s8+eRZhCpxyzahoIqiCsbG3ydXXEDVdFzXIt4eYGFpkss3/gi/L4Ki6Jw5cwpdD9Hado/RbI6SI/EpMFN2m9oCP0p4JBtMljNpoCFQew51hR1nalJWJTUr3OR2fVBnFe7C3vDMQghEpx/RZjTcuNxEBfdefs2TgEyayLS5rnHQhp+lCi+DBeQW5kE+EEzXM8IqOwhR7cyVcOREBAGM3M7xxa/1cW+uzN23lrBXBWfpSlw7xuGjOcbur51U4c6WQFalQpWbyMLLoA9C5MvA1mxcV0MIHfxnPEMi8Hw0rMltFQEBz7BIiXoKDXt63SLgg0IIA6kPPzx1hr3I3PR7GBeHMXQf9yZHmBzP8NkXX0T6Yrx+4xX+9P4/5okIKNVuzGQphyjlSJgu8VKW+wUHB1iouAwGJJMll/mqOdijjIcbmPfo4NQoj8diqEcj2O8nd9T67FxN4U4WUI9EIKQhQpqnYZ7f/Yx5mWfeK9mc0BQI159glGoAdT5Y1eLrSJyracTF9u0VAfcDFYeTz8ZJTxRrBSBNU9ANha/+Uj+xVoOOdoPCVJGJscbaiBAC05nj/BMneev1CYpVt8FakHc8RYMsvet5HTtJr7PMGkNEfxW0xinc0skAqmejuZFMTe9bkTXbGxYBpTULWvea94TagtT7oJLelM54UAghtncZhzWEoWzp+pMS/vjb7/LDH3zAsRM9dHQquHYXX/zSS/zW+z9jJFkGyqi2yvGwhk+B+wWH2wWbigNxQ9BhKDXZW9Z2ORxUydiCwiMemR+eV4Yrcca3V9x4UAjVK9JpT8dRTrTAdgNLxUUulrHfXsJNmZ7+d7uTWrYBTza3fyeQO9W8ACmTJvaVlPf08CCIaN7064cFRTCWc5ibqxdtc1mLc+djtLYZKIoXVKxq9r4yvgkFNN0l4PfVAp+iwJd+oZdQeEW+Ur5aHwclzer06z9HuquOnT2HTP1rZOY/rX1vBYTQESuLahsVAc27YI01307gSUBU/TPS637eA8P/mKfO2AoEqEciaBc71rn2hMd7+8/VipK2JclmLBLJJIEQ/Pqv/Tqv33mD+8n6mKkrOYfvLVT4zrzJh1mbouOx3gumbNAiFxy4mnMe+aAMD9vEyHQfGhWwEURVgqddjG8/OLuAI5GJMu69HPbbSw8t83cXy3tbBFyJkrPhzEY5X8Z+cxF3vuRNlyk7OBMFnIkCblVrLl25/t9XVKkN7SGeYrakdD3dcHObniwyM1XindeXsG0XTVN47IlWTpxu4avf7CcY8s6H4SNhAkEVhKQt7hn3tEQN2uIG6kreX5qsqTCb95DZP1oVgAW42fo4qI2g93oqDagXAZsdR+MosjJSzcZXb6MPjKPg5pHlDx7edaaEtu65oQiUriAyMwz2Ki5eQOuTJ/jaX/gyz7/4TYLxFxveztmST336lzh29AzvjV1bU9MvOt4yjzZzvHU81MDszpb2talBafN5wTmg1rXIW4Q7WsC5lvHOiIcFS+JOFPbl5iUz1sbfzZHeQIN3Elg/nsO5lsZ5P4nzfhL7jUWsVxa816sDdldDhHXUk9H1JYi7gN4zrbz4rVOorXVHNMt0mZ8r097px61exYNDIT79UhddPX6+/PU+AkEVXff446XUCANDIYSAU2ejBEMaJ06vP8W6BvMeMr9iAoZ+CNROUCKwSYFQCL0qe/MgS+97rdarzwOts+pK18SiUmiI4HOAAuUrm98MdgghDIRxZEvLKt0RnJGfx518GmVwFUUnoTyhMtDXwbd+QSMWazxG3b3tPPP4F2mNdfPEocd3a/cfWTzcjLni4oztLZ2xGkqbD/0znegvdaO/1I16sqVpF+J+wRnN16etHEQ4Egp2I+1helamFGxvwG7GWps9F22vBfwhakkDfgF2GWXFU5FUBepAkCPHI2vkcEIIWtsMLj7fzuR4kWLBxnFMhBAoimBwOITrem3bJ8/Uu0BFRPPmjK2GXFF7EAYi8kVE8FmE2rr5zvuOeH7C4NEjue+tWUQIDRF+CZR1bhR6n2cJ6nqa64d2g/ef3ZIeWmYPQ6ELLD9CX3uNmfYEQkvx9gcOLz7fVqNIhIAvfPoiba39vH3p23z32iu7/hUeNTx8P+Z9ojNWQgQ0RERHRLwsTv9MJ+rJFkTXAfCGKDo4NzJ7yjVLKZHZ3TOosS+nsN9YxJ0q4kwWcCYLuDOlh/u0Ady7mubl74xjza4IkLZk6UaGxGJzdzQhBENHwkRbdZQqZXFoOESwyitLKalUHDq6fHT3+nn6uTha2V1n8HD9ZiSEQBiHEcGtyd+E0BuNjMxRsCbXXCtC70XoPetsQ0NUJ3bI4hsPLWv2gvJmj5s66Bc9JYtUcRfWGvo76TyXbizhODad3QMEgvUbTqWQIJWeo6WlnWzp4Y0re1Tw0APzyinWBwUioKGejKJdbEc5Et7v3cGdLCJTe+PkJaX0Bp1uo4NzU5Qd5FIF51Ky/nOzCS+62zDd+tOGQk2qN347x/2RHI4jGb2XZ+R2lvt3c9gr+Pye3gA+n4KUkpmpIsGAiqYJPryUQhGCgaEQp87GGBgK1XjptZ8/5s2g2yFE+KU614ztBdd1IOU6fL7/HCgxcBabBvY9g/+012kIgAC7ScFQSi5/cJ3xOZu2qEKs68nll3nt1StM3fsBXfHDPNW1S65+jzD2JmPOHIDR6E0gVIF6OuYF5/20IXYk7sJDkOStA/uD5EPPZvccLg1Z7b07OeamS7zy43l+9sN5Xv7RPAvL6g0J4/cLlIoO6aTJB+8mmZ8r850/mOLDS0k6uvwEgxoDh4Kkkya59bo+ZQXk9lrYV8LLmvvqL5ijYE00D66lS823obbUMm9PH70ftJiOCD6zpQngpflp3r2U4dV3HPr6emp0hjufZ/bGt3GTb/KLF79Bu/8APM3uIx5+YJbg3Mt5srMDiOXgrD19sH2IdwNSSq+pJHHATdB3imVZXESj4lOZz1k1yZ/jSK5/mMa2XSYnCjz9fJzZ6RI/+rNZMmkv8OayFq4LrW0GrivRDQXHkbUiYjPIwk+R7s5vqiLwpKd8AGq65mbYYA6hCD7nZc3WrCexe9jQuj0tdm3fVmbLm8C2cVO/x8RUktOnBkH16IyxuTJvvpHGuftbnBkY5i8++cWmtP7HBXvy1WWi4nkuH1AIVXhTRR6m5nYjaAJ14OEZNEE9KDs30vvne71HMKIGT7zYiaZ6fPKy/G1qosi9Ozm6egLohsIbLy/UgvIyFMXzdP7hd2eYmtiC0ZQ5As3kbFuE0No9Nccy1tE1CyW0vjG+3o0IPAE4SGsTY6NtQkpZpWuqT1haNyL6yyumfa+TLQc1zzOzGZwE9269TW+XQmefR2cUgbnXkpS+vURm8Qpff/YbnGr/+FIae3NPklVviP0ePbsBhCoQ2zDv2VVIkA+xt1+WbJxb2Y9FUAYwp4vc+zCFHtH51EtdnDkXI9KioSgC1wWz4nD9wzSm6RKN6YQjGppWDyLSlaTTFvfvbrUI9YDntdZR/7eTWl/XvBH8j3tZ8y5K5zyr3xlk5g89PXc1KCOCyPKV6uc2z5aFchRYv37jFK9y5UaJ4UOx2mvFkIp104I7rxIKxvj581/cle/xKGLPArP9QfLAFQFXQz3esj9TPByJO1d6KDcuKSXueAH3dvZjEZTBKyYlRvLkJwroqqCrx084ohOKaKiqIJuxuH83T7zdh5QQadHRqoZbrgs//N4sxbxNNmMRazMIRzZ2LpDr8L9bRSOdUd3edi1B1QgYA1Xp3Do89RbgFRldpD2PzP8ZMv274GZAba9SJi3esFcnwUbcsrR9Va+R9T6oTCY1xaeeP+95fwBXTJefnI6weG8c3V2ip2tr+umPIvaOxakWAQ961qyeiu6LztkdL+BcTe+6bE4ulHGqo6M+bshmLGzbZWAoREtUZ2AwyPFTLfT2B/H5VRRFcPbxGD19ARSlcT3HkUgJji1xN2tNt+eb8szSzW/Ynr0MobUjIl+pv+CkoHx129eK8F8AFG8m4E7vwrKMTP0WMvXbXsFRFkEfRsR+DbQub1Br6W1Agv/M+tyyqNr0hte7qUmWZr/PQG+Bzi5PDmiaLm+O5fG3WpSLKQbCYeK+fXqK3WfsXWBezpoP+HgjpdVAaTM2X3C3YbpeZjtd3NXgLC35scmUV2PsXp4bVzMkExVGR/I15U0ua+HYLolEhcHhEIePRXBdaInqnD5XbyyJxnRyWatmcLQu7Blk/sdNAqkO5Q+3trPGYdDqumZZfn/bWTN6r9embc1CZadFQAE4jZNLrDFk+j8i0/8eSu8CEtQORPD5dZUYQgjU08PoL3SiPtmG9kIH2me7GpKe8UkdXYsTiT9de+3yQoVvj0tmFqZpDccJ+fduNuZBwt7WPU0XmT3YWTOAMrRP2mZH4lxO7Zqm+aAf54cNoQrUuI+XfziP60qOnfAUALmM1WADOjNVpFxyqJQdxu/V9d2T48V1pXLBkIq+UjZQueEV7hp2wEA6qa1lzcIAZUVCsIOs2Ws46QMcpL2zTkCh+BHRv+ANY61BVouSy8dGQQQvIrQNlExSReaGvWlEAyGUdj+iRUdE65OAKoU5JqdTfPpTh2t0hmm6/Oi1LNfvj6Drfp4bGN72d/goYG8D8yOSNYs23/5NjHZ3l29297klfl8R0Li9WCEXMzh8LEKs+iTUPxiks9tf447v3PSonkrFpbDC2KlccrhxtbniorPLT2Ql9ywrYM+u7dzT+rfchOI5xq3c5I0trdcA3yke1D9DqK2Ill9a31XO/7j3swWsPBxCEZ6lripq7337T28icUHUA/bCfJmf/Oz7jE98yC89+4vE/R8/OmPvlYKmWx0rcYBhu/taqHQnCjgfpnAz5gMFaLlQRiY/oprlLcCtOGTnSsS6/QweDqNUp3NKvMysXHJ44+VFsun1G6DK6yQRsVaDaGsj5SVz32/ImoUQ4DuxKvvcAMZh8J+v/24vgjW+vXNAjVZd5wrI8vtIuUMeS23zLD9XQ+hetryFZhKZOISc8gL4cueiiPtWOD5K7t58C1yLzr4LDeu+8uNp3nv/ZYb7TvOFo0324yOOvQ/MEs+R7IA2nAAIn4r6WGz/dsB0cccK2G8u4U4Vkc72j5WU0qNEDu5hfvgwXVRL8uKpFjq66lnX6EieVKKCbUkeeyLWSElsAULA4eMRDh9b7aBWQfiXWCmfE4rPoym2tF2jqkdexgYNJ+tuY7XrXHpb69e3o3i+H2tuKkqDgmRD2H5kJVTT0C8/KYsVTxqi3+aN94o4spE+NE2XV1++gW2bnB++gLGfnbn7gH3prXGniwdeOidC2v670JUdz3fianr7wXm3/TAeUbjzZXxSEgrWg0Gl7OC6Xjfg6z9bpLTNyeC9/UFaojq9/QG+8a0BorH6Y3hL5F2C/uadgFvKfLXORnMjJ7HDIuAxjxO2xnb81CXUVkTgGR4oTJhBcDTP+1sRjXSGX0Um/YxMGCSLh2o88zIymTy5fILHBk/Q+jGjM/an6VGCM74/PsRbhQhqKPGDcTK4k0Vvusp6RjarIKXETVQOPJe/F7ClZLSJL8ih4RCBgEo6ZW7Yct2yoli1DMOnoGkKtiW5dzvXIKfrjpgU0uNr1pFSQvG1TQuBQhiN3O5Oi4DBZwEFWbrMAz02+U5unYppApnpATuAeq4VfCpS4tEZARURUkGfRhZ+VnWwazzWd+9M8Lu//6+JhDvojXY03f5HFfvWje5Wp1t/gi3AkdhvLWG/urCl1na5UN4bd7fNENbQXuxCGd4/Bz8poZS11wS2udkSfYNBzl3Y2DvZWuGV3dsf4OTZKE8/146Ukru3slz7MI2octfdvX564xJZfB3prh0QIM17ULm96T6LQCPfuiPpnNrq+Ti7BR6kM1EoPoRvrYXnliEV3IVjUAnj3vwCmCFvBNWhEDJpItp8KN2j4KRX0TgenfHv/s33eee9l/kbz331Y6Vp3j+bkIqLc/9gKwaUQw/Xv2I7kFkLmTRxbmQ2LApKKb327n12jxNdfrSL7YiYjno2un/B2ZGM3s833M/CER3bkhg+ZU1Xn6LAF77Swze+NcALn+vEWtEq7/OpBENqLYtebtk++7jHU7d3+inkbbBnmyoxROACsnxt8302DkPVZ9n7DjvImtUIGEPg5h5A07wbEMj547iTTyDTvchizBtMcCiE9mIXIqSh9CmIEKCsPUdKpTK//3t/RE98iE/1D+353u8X9tW/SabNg10EPAg88yq4EwXs1xc91cZ8CWlXKY6SjbRc5FLFK7TsJ8Ia2pNtKC26ZyCvKqjHItufv7hLKLsSKQQ+w7vw+waDhMKap2uWXjA+dtIr5LkuLM6XMQyFE6dbeOLpttp2UimT5JKJWQ3WLTGvqNfZ5Sca1TlyPMK9O16wlqX3GwKpEAKME4jIz2+6v0IY1QJeHTtq0w48BUoEaU/vXJ2xG7ACyMUjgIJcGvYkdDKC0LoRIQ0RVFB61r95JBIp7o2+x5ce+xztHxOueX8D81LFa6g4oMH5IPHMDVih2rBfWcB+eQHr1QXv328uItN7Y7rfFJpAOx0FfdVYp6CGdqFtnZUePhShEArWP//Q4RCaJrh13aN8ag0nAlRVsLRYQQhBsGq+HwppvPC5TjJpk3zOQgjBC5/t9Ap/Al78QhflkkM6ZRJo92H473nm9SsgFB8oQaRb3Dz7NYYbs2Y3vf2sWe/xtlO+Qc0dbidQotRChe/UlsZM1SFX/FRhhnBufw7n5hcRoTgiqIFR8jL8JmO5lpbmmJ4bIWQE+dzw+vanHyXsu+OpO1U80MFZORzet0xvK5BZywvERQeZs/ZdHidCGqIn0NSiUvjVfRlI4M6UkKaLUtXeCgH5rM0P/nSGZMIr/o2O5AlHNL78tV4ev9DKkWORhiDY3Regc9UoslLJ4fkXO4nGDGJtBqlEhVBEIx5SiRomsvh2k71RkbkfNB2wuhJe1tw4pkpWrrFdvlj4z3mzCSsj21qvAb7j9YKkEtyShrm+Ay7KiZ8i+j03Opnqx7n2c5BvR8THQC95GXQ50rQACLC4UGF8NEO5XOC54cc/Flnzvgdm8IKzXKwcSJWG0uZDaf/onwi7BWnLpgXKff3bVhyk45DJzdEWGyTW0kl3b4BC3ibSojEwFCQQVGltM+juCaBqSnWf612BqzE/WyIU1ugbCKLrCnMzZRJFB11TWJgtk0qaVXOjVUVAYYDQwJ7b/JioHSBWTJO2k9t3jtN7vaxZ7pcKSoBqIXxVC1XbD5XqrD/FBsVBZnpxpx73ltWaP1W9/NPL3Ji4ScgX4MtHT3/kdc0HIjCD16p9UIPzvo6dWg9+BZQDuGMFe43XhycVc7AvJR7YungnUHqDtHYcQkoXnxHi2PBn0DQ/iio4eqKFc0+0Ems1SKc8/lhKSTZjISW1Fu1S0cauKjSkhKWFCisfCiyg91gEU3pqAtuWXhHQvLOGaxbBi8jCq5tnzVq8cfQU1s4aTgLPIh+UzliGk0VuZ5yWVHDvfgZ36tzqPYNCO5RbcCfPg6t5x8Z3tulm5mZz/B//4vf4H/6Xf85w6xC/ePqJpst9VHBgAjOmi/1eYt/VBM2gDIYORnAOqmjPtaN9ptNz7ToXW39KxD7CGc833mArrueat1+zH30Khi+Iv+pUpmt+FEXBsSV3bmaZmynXHOakhImxAlc/SFWDsfc9ZqdL5PM2LS06QsCZx2PoK3j0rh4/uumSXX1Tyn0fnIWG14TWBWoMWXxr00RktYQMcxystTrpDaG2ebK53VBnmHc9X5DtwArUs+QVkJlunOs/B7kVE1yMtY0my3j+Yg8nh0P83h/8IadbhzjZ+tEdB7exA/hew3RxbmZQz7citINzzxBtBqLDj1xYq03dMwRVb6p3rN7eq4Q0RMxAJiu4o3lkbueDQXcTMmd7dIZfRdre39Sd3bths82gKhqtsSFMq7EbspC3yWUtpicKRFo05mdL9PQFiLUazEyVKBYaj2kzb2YpJcnZEqrtwmrLVlkBe755k4Z5x8uq9d71d3y5CGhNVl+wwJpB6ofWHTW1GkINI/VBpD0N8gRCHJRrS3i65oaXAh7d0wRaVOPUcAd6YBhFlnhxcIj76QTmAXzIflAclL9QDcvFQDezj8qCVRCqgvDt76FSh8MNQRm8x2IlZqAejqBVM2ixybSNPUHBxn4vgZusIBfKuOOFhgnW+4X21mG6O04hhEJbW6zWSi2lV8h78QvdDB8NY9uSSIvO3Vur+GUJ+bwXqLMrhj4IIejuDXB3sXkmKYtvr+Gaa515m2TNuyad85+rNrc84BOpNKF8fWuLbrFTdau4dW2RYilJa1BF13WeOfFpTrRtcQjsI4YDF5ihGpyvHDClRnD/Ap5yLIJyeGPDcOFTvQD9qU6UvsC+UxxyqYL9+iL2B7szf243YBhB/L4IiqLymU9/hsfO19t8gyGtNrRVCG9w68JcPZj29gcJt+i1gmCl7HDjSmN3pUisk0zYc8j8Dxu5Zt9xRMsvgjXlZc0bQR8GfbD+u5tekUFvEVoroOwCnSGR7uazEKV0ofQe2FPb/wgl1vTlctLErDiMTb1DJjvD7Nwdnuzs+EgWAg9kYAaQCbOWOe/2nXcnUAeC+8IzK8ciqCejiC0GWuFXUZ+Ko73QAcF9lvk5EqwDdHNdgUIxieN6nPfkeIG2uI9gSKtpl69+kMLVBJ1VWsMfUNE0gQAURZDPeYqOZeianxNnNtBpV26u5Zp9x0Bt3TxrVgzvEX8lnHTTdda7VoQSBuMQ0p7Zo2YTF1l8E1n6kO1UfIUQXnbfBIsLFdIpE001yBUXcRyTo+2HiOkfvch8YAMzeJmz/doi9msL+8vvgme6ssfm+cqxCOqprQflZQghEDEDdR89Kg4ShkI+zh79FJq2lrscOBRECAisuIkJAT19AfoPhfjKN/r4yjf7OHai+sQi4OiJCCCZmarz5prmQ1XWanBrkBWw5pHNzOvNu1C5uXFwDjQa08vCK2CNrV3QzYE12nwbvsegcotdUWdsBnOkOhj2Lvjf3966xoBXsFwHEigWUywkRjCtAhf7PnpTTg50YAbAcpEJE/u9JO78/hWQhKogtunbu/MPWxGU15HEhVTo8yv8XIfB01GNFq1xOSEEykAI8YkGm6CqEI3E8fvrhSZDD6AIlUBQwzAUjhyvU0VCCDo6/YQNBU0RJBcrjFbb3KWEV340z6W3E+RzdZVJwN+Coa/KalfvhzZB0L+qIzJwHqTpBVq5QfKxms7AAmvtxBSUwPpucHqP58PhbE5FNKBya/tKDLcAOODkkeZ7YGzDglYEGyaarEQua+M4Jo5rkc3PsZAY4fHuYTo+Yk0nBz8wL8Ny9z0475VsTukLrhuUAwqcCat8sd1gMKDQ5VM4FdFqAXplci38KuqJln3nm/cVqsA/FPeUCCtimONKxlImXT3Nn4J6B4JUyo43C7DiMnyk/vSxtFghnWqU/nW0Hd1wNwyfwt//b77Bb/xXq3S6xjHQur32bWtm3fWb0RmyfIXVNIEQujdrsElxUAgN4XsMWf5we3SGm+NBWkplKoWsbLOYvw7PvLog6/dFUKTJ8/0fraz50QnMUAvO9gdJ5D5wl2IvDI1UgXIk0jQoD1Qz5CdjOi26wrFQneMMqIKTYZXHVqkyRLvvY501awpcOHKUcKiNSKSue61UiqTvZxkdyeM0mUouBAwMhTB8CiO3s4Qj69MUmuojnZ3m5vXkusucf+IYX/v5l/j6l88y1F+nVITi9wIzIPM/QlrT625jNZ2Bk26uaXZL1andjZSFpkE0FoXy1R1PNtkRTBul7d6WFxdCIALNeWYAn1F/8ilX8qTSEzzZd/wjlTU/WoEZwHJxxws4l/cnOD9sKD2BhknCywip8FiLRou+/p9MCMHRkEpIbXxNu9CGenKtwP/jAIEgpAqEUPD51lINUxNFSk2amqYnixQLNqWiQ7nsoukCIeAzL3XR0+dtJ9yiL38IQigsLq4/dPXiM8doaemgIx7j619q5E9F8BnPJ8JZ2LgQ2ITOkMU312S/Qm3xtMDm/bXbUEKebtp8AHWGm1sT9DeElMjcJVC3LvELtPvpHlorhdNUH/095wn6vSaUYilJNj+PtAs81fnRMdN/9AJzFe50CWevM2dVgO8hZ80BtSFbXkldtG+B4w4ocDy0Kmv2qV7WfBA0znsMNWTQ1nqISqVxckh72wAnTnkXvpSSQt7GcSQ/++Eco/fyfHgpRXunn1SywuBQiN6eAXy+MJ3dfk6djdLdG+DJZ7wM3LYrOLZea9lejaHDISJRgW179MfPffYw/V2VmrZZaJ3V6daAvbAu1yyUtcZGmBNNi4DCf5bVvJttQzavVm8EWzsXpHSQqznpym1w16cUpbTX+E67M0vA1qWTUUPhb/zlLzN0uPEmFg6109F2hEP9T9VeU1WdqdnL+NmnztKHgEc2MIPnGuZcT+/dB/pVlM6H+LikCpTeummNCrwYN7gQ3ThTXgkhBEdCKp2rxJ0i7kN7vPVjxzeH+8NE2zpQlPrxk1KSykzhul6ziOvCzFSRpYUyM5NFfvxns8xXOxX9UYNzT7XR23WagC/qvRZQeeLptlpLdiTUwcjIBJkm07Z9bQZPfrYT08pQLGYQQjDQ18vXP694BvhViODFata8BJUb28qaWTGuStcgHAK0fjCONN+G2oY0J5FyC4HMSUBlaw0ldUhwVk/QcZGVK1ta22dUaA1eIZUy+W//27/OwKH6016+uESpnCEUjBNrWfYREdiORVtssPkGH0E80oEZvMzZndubguBWW2B3/gGNPHZQFbRoounnBjSX7qDN5/qLDEYsOgM2qpC19T4TN9ZQGiLuQ4Q/XlnzQEChJ96H6zqUK54yQEqH+cX73L2dBjyjfNuS/NkfTzcca9eVvPdWgnzeweeL0Bn3Cnw9fYGGAaylSpZ8odF7eRntIY3j/SeYn58nlfGKe5pm8PWvfp7h4UP1BdUOb74eIIvvbJg1o/U0vCbLV2t0RmtMcPqYUv0eDtJdq4ZojYVQ9Pi66gzppJHWNFJa1X3ZpiJjHch8dtObwdEhwT/4mxrPXXR5861XOXL4MX7j7/xaLTjbdgXHMdE1HwM951EVHccxWSqXmV7aOo990PHIB2YsF/tSEje7Ny3cSv/eGRq1G2K13zwAA2GLrwwV+OpQgcMtFl8cKPILwwW6gnXerxml8bGDgLauIbK5BPML41hmpfbGygKS68KVD1LohkK01Qu4fQNBunoCCMshGuzCp4eQUjI7XYRVdqCa6uP+3ebJQc+ZQ7RG+zGtCtOzd2qvD/T18Y0vaDVds+c690wta5a5762bNXtFwBUnoTleozPSGcmhPsGZ4wKQ0ER9oSqAEqxK2prALSHTv4NM/zaUP1z7vrS8hpntwhxBFt7YcJGWsGCoP8DQ4GkQJvfH3qevPcbf//t/myNHu2vL+X0herpPEAy0cu1yirHRAgE3T+tHpNnk0Q/MUNM67wXfLPawm26y7K6xNg5qLuc7KrT6XISg/gMci9VvTutRGkp/kI8LhCaIH+0EFBzHJp9fDoIKkXBnw7KBgMrZx2McPubpmQNBr0XbMiV+fxBV1WueGHOzJXLZurlRqZwhsdTct/lUTwuOY62Zti2E4MUXjtLVueJ1taNu87kB14wSa5xuglUtGrqYFly/4zLYqyCE7s3+W4VEGqTvcbCnm2ewWicELoA1TXOZnES6Oxv2K4zrGxYBR8ZcKlYc09/JyFSRe/dvIXB54vEX+a//7/8lJ08Noao65UoBy/SOj6/Nx8xonr5YL76DaIW7A3w0AjN4M/D2iNLYK/gV0fAHEkgudpXpDKytiDdjWQIKPN5S1zYvN53wMcmkNSE4EjHoaB8AJBXT42KbUUOHDocaJmaHwt4NuG8giMsSFbNQWzfaanD2fGzTz2/v9HHs6EnmE54CIpWaplDMsLg0we07bzHQO0BvVz0L9NqRH/N+2YBrFopvDZ2xsgg4MiaJtQjUDXIIITRPQ91kmrcQKiL0WUT0V6t89jbDhHl/3WxcppPIUnPaByCbh9GJHJVsF9lEkKmpWWwlxtT0bZ5/5uv8v/7RvyQW7WV24SaFYpqWSDe330uQzFiMJdfXgT9q+MgEZgDnSvrRDs4SZLkedAcCCitN7SQwX1SbBmEAvyprPDN4F3qXTyGysuDnUw6GA90eQO0J0tV3FE1rzFallJhW8/OkWLCrw1lbUBQ4cjyCaZVqvhoAwaBGfAva8MHBXro66jzy9Px1stkEr7z5b7k3dom3L/8ZaWuahiYR41gt6G7INQfO08ipNWbNmVx9m9LJNqdFhIHM/nHTrFkIFYyjiOiv1MdKrUTlLnI9ZYaTBdazoJXIZvTICnz3JwXKeQMcnddfvYPtOCiKimlVkEiujb5NwB8lEAhTKC6hGyohn0pv+zrFzkcQH6nAXOObH6JlqFvlGB/eB6zu5KpffAIaeOTViPsd/NomxutCoB56CB4aYQ3RasAB4vgOtQcZ7ju7xn9YSpdKJb/qNW9aycpmEyEELVGdaKQbn77KN3gFzIrLoSNr3z97rhNV1fHpHn1ULCa5duMnDPQ8ztMXvsaNkSuMl34Aaj0wCsXvcc2wMdesRFfRGYC9WFNo3Lnvcny4+rcoX6GpP4ZQva6+yp2171W/P8IHvhNr3lNFiqG+sabrbQpzHOk0p34A7tyXjE95hcn52RL/8Xf+mHw+yfzCKMn8Ir9z7W2uzY0ydOhxDg1cIBLRaIvqOFqY5Eekt+GjFZjBa0C5nX1ofLMsPEQzelduOOVDApcWfEzlNZxVX69oC346FaRgbRwYpZS4k9vwLVgPqkC0GoieANpz7eif7kT7TCfapzrRnmtHfaIN0bKBqc8eoNUfJOALouu+hhuclC65QqPTW2KpQrnocPJMlNa4D3WF94iuB1AUlaWU17BRKTs1zbKqGizMWbUam2EoaCvWFULQ2X4cANsxKZbSnDj2PB3tgzz9+Gc4c1TDd/gdGu72Whe1SdT2fNOsuSmd4WbB9JQJEzOSmYXlbSpgNjE2EgFE4AIbtVsLoSLU6JrXXemSNNPrrrch3Cyy9MGGi6y8Fb355mUmJsfpbB/kxvQ48xWXP7p/lz987T9y+NBTPPnUGZ44N0ixlHog22/puDU3y/3GRy8w4+mb3dnSrh9g6UjkwzR8lyBTFWSTKRkeBDlL4QfjQd5b8LNQVGs/N5MGs0WVjSQjUkrkTAn3QZz6VIHoDaB9qsMLxBfjKF0Br4mlatyvdAVQBoNon656Q+8DhCoYevwxuruOEG/ra3CWE0KgrzIcau/wEe/wUS459PYHCDXh4cuVHFJK3nljiWLRu0GHAq1EIhG06pNCV4+fWJtRW34x0Sjhmlm4zty899qFMy/xz//W/8STjxngH6+fr2pHveHESUD5enOuOfg0DcNaAVm5XqczlpNS/ylk6b013XpCCAhchHXm7G0E6Uhymdug7VBKV/4Aaa3v1ewzLDTVO8blksOffvf72E6Zm+OXACiYFf7t+6/yg/e/x1e//F/x/DNf5k52ZzSmzFvY19LYbyxiv7qA/eYS9qXEvgbpj2RgBnDv5cDe5YNaspHzD9d+1J0uIauuZTNll8oaHweBRHA1YfCd0VDt54NFH1vR8Tl3sjs/LqpAPd+K9nQcpc3LQtfTdgshELqCer4NZTBIU93fQ4SuCg63+5oeEiFUOtoOr3k9uWQSCmv4qjeZNdvUAty7m+fchVYi1aeBbH6eaJtJ0lhbafP7IrSv+pxyOUsq4xnj67pBf+9JfvX5z+PrvVKrHdSlcx63K0vrcM1KzBs9tRLNOgGVsOfWZq7V+W70N9wMbnoJae+w287NIYvvrvt2azRNKFhvnJldyLKYmuXtqbo3SMGq8G/ef4X/74//L+bKCSaz67fEN4Ms2FhvLmK9uoA7kkMmTLClN3Vnsoj9ygLueAFZ2fs5pB/ZwCxN90CMM9o2HIk76Z2QWVtyv7TeSSGa/KyP5Wz5QagY9WwMpT+4rQtZ6ArqE21oT7XBXtmmAmrA4MjwRTRVx7Ibp69L6ZJMrzX/aWs3CARVho824+AFitDIpk1GbuUor/q7ZMYKy4txtGohajtWrbtwGaFgnFCw3mYshODi8Ys8eaIdjDFqD/Fqe51DdhJNuWZPxXGG5kVAZ8VyOkLrRDazCX0AqKbJUE+TSSrG4TWZfFNY402zZgm8c7kdqHf8CdUgHOng6Z5eVjrcVlx4b2GOf/HmD1kobZw0ybyF9eYibrKa5bsSKi7q0QjqE61rqTdH4lxOeZN4LiVw03uXQX9kAzMlB1ncXT7YnS493MLfMkwH6UoksGS6OA9wMiyakrwjkUkT+4PkjrNl0eFD6Q3sKLsSQiA6/WhP7l1wDg2GaW3vQVFUEolpbLteEJbSJV3K4VaPq6LA8NFILXuMxpoNA5WUKzkqZQfXlfhXOQ3K6izAYEijJWbQ3uHD8BepmJsb97S0dPL/+NW/Rmfb1drp5QXdFRTDOlwz+tCqFm2qRcBVj/X+JzzjInf9ott2IYSLFmjSPai2rOun3AA3hyy80lQVcuWWS9aqH+MXnjlJ2Ajxq89/i6NmeGdj51xQOvyI5TFxYQ3txU4IaFByEG3Nh8DKrOVl0G8vIVPmnmTQH93AjDcBZTfvcDK/NyYp7mQRt5qBTZZcyjtM/CuO5GrW9mJx2XkwCuN0DPEABk7LwVkZ2JsGl6GgRsi3vqRtMmNRWnE89CZqkpZwF4YeIt46VHtteqpENmute4M6eTqKYSiEW3R6uoYJ+GMN7zuuRSI5RaFYb9AQQtDbfoi464A1V19Y665L1dbhmtcvAo40vqaEPVe5dRQYG8I4RrPJ1bYtGRnZ3lDYNTDvVS1K115byqG60qWntx3bsUDCr3z+K+jJHQTHiIZyJIzwe+fx8o1Y6QugnGhBPRpBxIz15aQlB/uVhXoGnazgps31fx6Ao/5IC1rdmRLK4TAi2vxOuB3Iko2b2B3PgM0/DJz7OZQOH05EZ6LkcGobHhcVVzJVcrmZt0laD35jUroDiNiDKyyEEKgno1B2Pdnhw4Iq6Dh9iu7OI0gpsay1fzd3tsRyW6Xrei3Wnd2NBUFDD2LZZQK+jS1TF+fLZLNeYCkWbQaHQkxPGqiqN0MwFGgj4ItSsQr0dZ+hXM5iW42STlVRURXb45O1r3uBX20H32koewoGWfgJQu9aI5MTwac803y54pi6eaSUtRuIEAIJnnfGite3BDWGZ6m1ChIwCxBwQT5Ajld6F4kE3wmkOYoIXED4E7gL9ZvUe+/c4bEzlyiXM/TH2/jKE4/xx3ev1bPfLWCjegiADFUzaNujMNY7R2XWqmXRG0IB9UzMi0HbfNL8SGfMWC7unQeTzklHYt/MYL+fhCa+vQ8NeRvnThbXldzOO6S3+B3KjuTVhMXrKWtXgjKqQKk+5u8GhK543tAPUe6sqYJjvW0oiorj2CwuTTS8XyglkdgMHV6rPU4sVahUm3yy+XlMq1hvRhFwuAn/XCw6WNV6xu3rHlVw5HiEpdQYpXIGTfOhaQb9vWf5wmf/Fl0da6edCKEgFNXLaM2RWlAV4c+D1ustJCtgzTUZJxXzeN0VkKVLa7rvhO+k532xm3RG2zhoqykWtWbItGWU3kPmvg/FN5Cpf4s784fIxfp+Xv7gHnOzC8TUFPfG3uXJx55F3+UO1uUM2itatz540doF53oa+60lrLcWcbaRjHy0AzMeL2y/uYg7vzP5nExWvOC+uEfZ8gq4MyVk1iJrS36yZPHTJZMrWZvCOpRE2ZG8lrSYWW2w8QDYrWy5AQEV9Xyrt92H0IWo+lUO9xxGVTXS6bmaD/IyQoE2NFVHb8J3t8UNjGq7pWkVcRwbx6mv38xUfyWW/zKjI3ky6XwDt93f/Rg+I4BQ1n6u7VjYVgVkGZn/Sc3RTSgBzxJ0eftNFBpCCI+qWAk3u9YMXx/wNNKV2xt+h7VQQOug2d3UXSyvSXyEUBBafM2ym8Kpqirc/BpHu1LRYWbuHpZxhO6OE7RrKsfbHp4xfq1ofaHtwZIIF+R8GTlX9pQfW+TGP9JUxjJk0hvmKtp93hy8w2GvU22DLFA6EpmoeAWz/dKbOxL7vQT6M+3kIzp5RzJZdhkpOE1dtIqOJNEkS5ZS7rhgoQyHdt3uVGgKymDIm6FoS+RSBWk6uPfyyOyD8/iRoRiDh84hhEIun6pZYkopse0yiqLhOJK7t9YWrlZ/V4E3aNV7Dx5/spXrH6bXrNfR6aN3IEgy4QVi15V0dHTW1gUYm7yEpvmZnbvN8KH66CTHsVlKzVBeDuLOAjL/A4hUKQ3jmJc12zPgJMEcA/+pxv1sQmfIyk3wn/Paq/HUGVKNIiu3IHDB88vYCoSBiH4Lmfj/NdIlAEUb/LIp07HbuHZ1iqefFAT8UcLhNr75+Ivc+ekf7LoqdhlCCOjwIeI+5NKDJ2ayYG95dOJHPmOuwXKRsyXc0TzWKwvIJqbmy5BF23sEeWMR1pWr7RHyNtZbSzh3srXGk+UAvfqnWVBexnIx8aBg5WOj0hNAGQyhfaYT9UIbDQYhO8BQUMVQRBMaQ3oFpCaYmS5x/26u1jgCXldftKUHo9pSPT/rZaonTjd2wnV2+Xn2Mx10dftrVIcAejpPoWn1AuTC4nVyM98nGGhtWL9QSPO//JP/N/fGVkjH7KXaP1fOBQS8YaqrVRdKbK0xvr2wRp0hlJA39LWJpnk9eDerdW7OUq5vH7rLGBubwbItwqEYlUqBJ4bP8+medSaC7xKEpqAeieyZ1e8yPj6BeSUsF+eqR+7LvIUsO7jJCtY7S1hvL3mC8/sPWG3eTRRsnJsZ7HeWcBMbdQY2h0yaO5IOqqdaEBsMId1NCCG8THogiPZcB+rjrTu7GFRBx8kTdLQPklpFYwihEPC3YDsmtGisFMRapkswpJFcQVmpiobPiKCq3jEo5C3u3MzWOvuWoWmCeLsPCSQTFeZmSiAg4G8M4JqQ+IO9hPwhTKtORwQCEZ678AL6yr+rkwR7tr7v4ZfqXLN5d02LtSevO0XDQXNzYK5SYQSfBWNo+8NYhQ6+Y03esKvTuh8+piZSfHD5LRzXQdMM0qkFvnnx67QaD/ccFR17P9D44xmYqdIb7yawXl7Afn0B+52E14AxW9r/LLkZJMi5MvZrC9hvLeHczuJmTNysiWwy5RmqFEbZQWbM7Unlqj4YylD4gSRyO0GtrbsnsKP5ikIRtHa0Ewy0UC4X1gwqlVIyv3QbM1HvgFQU+Mznu+jq8dM3uCznE/R2na1NLfHWhXRqrUFWYqlCvurPnE5ZxNt9DAzVC4vFUopSOYstBV3mj+m2X2d09MOaZE7XfXzzm7/M0HDvih0tI0vv1uoiQgk0Zs3NLEHVOGvuZm6jZFQIA6H3Iit3kXLrN2vPM6N18wUfMq58OEo+n6JUymHZFTpbenlx+GSDK+NuQ2hKw2ShvcDHNjDXYLnInO3pfB8FSJALZS+D/um89/P2kpftV3/sd5dw7uWw301gv76Ac3MbpuaqQOkPeiZEexyUG+BTvIaUbdIahl9hOLT+fruu7flXrIhpQghirUZDe7Km+WiLDRAOrZ3UvBrxdh/hFg3DUEgnK/zgT2cI+dvwV2V2ll3Gdip0BByihkM6M8r9ibcbZHyu66Aqqzjfyp3GrDlwof6eeR/M243BWYmskdLJ0ntrqQb/42DPbYvO2BCytL2p2Q+AyckpiqVk7felxCTPD53nSKBtZ00newWBN9Zti0+BnwTmRx3VQC1nSrUfd7qEczXt/Z6zYRuyOaUn4EmF9tkZTgiBaPehPRXfVnBWB8LogUY9cjo706COcByX8dE6VWX4FBQFSqV6Btna0kelUqBQ9IJALr+IaTWXO83OlEinTLp7A0RjBrYlibe3oGs+4vG+2nICWCyr/GRCULGy+H1eVl0s5fjd3/s/GZ9Y1Z4sy8jSOyvMjVpBq25PVpD5HzcoNITiq1qGbkJnKEHQ+5HFt7eVNa+Lyq0945kTSxXuj90FKdErIxTLaXKZ+3zzzEXUveoz2AGU/iDapzob6LMNl3/I+/MJHiGIDh/qY7GHP3R2i6gF5+c6EF3+La0zGPIx2H2y4Tv4feGGKdmu61EO4E28/uwXuwkENSqrWizzxaVaS7Wq6iiKytCRRllaKBgnHGpBVb3tf/qlLp79TAe+andZMFBXZZRFnLTj0Q29vgzTM3eQUpLLL/Ld777WXIpXuVvLmr0i4Ipil5NEZr/TWAjUukA03phk5fYa7wzUVm901G5kzXvowFYqOrz/7jiFcgoz8z5B1cbQQhwa7OaoL/rQvCyUnuDOah5BFfVCG+qxFoS6dcOoTwLzJwBAtOhoT8X3l75ogmXOWT0a2fxsVQXxwVa6Og5VY4UkX1hC1wIoVZrAdswG3vnw0TDdvQEUxaMzlpHJzzE9d7VWwCuV09h2mcAqrjEo8nTFJbFWnemJIo4j6ekNEI8dYjVsEeBaytteq9+lWPQaKAw9yGc+e5qBwSYdhrIM9nydaw48SUOEMO8gc9+tfyclCv5zjduw59eqM3zH8FpMU82O5AMj2HIIVXs47fdT0/Mo1hI9/iTzC5fRdT/j0x/w0mefRLPchxKcdzT1RxNoT7ejDAS37U3+SWD+BF6mfO7BvDAeNkSb4U0o3wCaJjh//CSKULl1500WFycIBeO1oAyQTI9j2d7jvxAwO13i1vXVHLzXRu24K4yP8BLDm9cal5VOgXLRozjeeztBpaoXDwRiAGvawZdjRlY5SkuLx1/Hol38nb/5P/Pzv/BM0+8lS5fqv6gxMFZ1DlqzNUpDCFHloldc2m4OypcbA5baDihIt7imQLoutF5gawHmwuNxXny656E0ShSLBXKmgWbE0YVFuZQgX1ikM2BwLBjzDMwe5kCLrcCnIKI6IrJxv8R6+CQwf9yhCs/Os31rVMF+QagK6qkWUNc/ybUuP20hP1JKstklSuX8Gr/h5djk8yv4AyqppEk6uVppISlXskRCnTUN83owVIjHvUz7qWfiNZ/mZczN3ydRtRjVNT+67h1nQ3rKAqgWH2NdhEOx5h/ipBroDBH6LI08crqRklDCaxznvIkhK4KVUEDxe2Onmk3KbgZ7FrC21KasqSrfeOl5+oO7X6tYmCtz4+ZV3pkPUCwuohYvY9kVlhL3+NxjZ1HSJuziNHvpSpzJbYyUE6CeiqK90Lnh+boRPgnMH3OIdt++j4DaMjbJPAY7Q7RFu0mn6+Y3ufwCmWxd2RCNdOMqBtFWg9OPRVEUGBxam4mXyhl8RrimYW4OiaFIMqaCEIL+QyH8fpVgoBW/L0J39xH8/hDFkkcXdLefoKvdm583l8mg643a2OX31n5Mo3QONVrXNNcWuVHjmoXi85ZZCbfgmegvQ4S8zNotQ+XmFrNmyeNPnOTipx/fwrIQHjrMP3q+ndiWlt4erl+boCzipCoK+UoF2y6TLy7RG4pwfKBrV/pBZNnBuZP1+gfubOIvoiuoT7SiPtnmDZIYDD3QEIJPAvMnODDFvk2hC0THOkJ/VdDaFybgi1Aq1xUX4VA7hhGkVM4ipYuu+RmfLBMMaxiGis+n0tZ0m4LW2ECT1xvR6ndYXRUy9CC65ieZnGn06VhxoeZLWZzCWO0ty6qsCdQNWCGdW+2fAXjKixVWn8J3fNV+WWDP1LlqIcB/HgBZ+OnWsmatl56ebp5+9knESksAxe9l4CtgOxYIyeEX/Hy+Zfcpsvm5DEIolGyF2UKdMEnnZvjMY2eR5va4ZllykDmr5vvhZkysVxdwbmSQc+WNs2WfgjIUQhkIoQ6EUHqDCOXBrqlPAvPHHDJj7T8ft0UIVUE93LwIKFRBqC2EWBUkHdfmxt0/5+bID7Ftk0R6DDOdwyw5lEoOh46ECTZ57NVUg3BgMyMegYNHTViWi2O7KIpWoz9Ms9TUchRAk0U0PG66UimSzSXo6T7SdFlgTREQrafu1VxfqP5PfbgJnXGZBjpDCXhdgG557TiqZrBnuXYrx9GeHvz6imNmDK9RgtwcKZHNu2idKr/4tJ9VVv67grnFW2teG5m5g1Up0yY3vhnIko27VMa+lMC+lMB6dR7rJ3PYb3nz/ux3ErCV68KnoJ6JoZ6OPnAwXolPAvPHHWUHaT4izTWAiBuIzrV8uL/bz8VDx9dQDwKBqup0xo+iaT6PYxaCyfECH15KekO5mjwxtEb7MQyP4pDSJZX2Rij5VhVIk+o5LNPl7dcWyWYt2mKDHB58dtPvkakoJEsS13UwjABtrT2IsLYhrSTzP643nKhta6w+cUsrOgV9niSu4f1GOsOTzbUBNthbmJcnfCQXF8HVPa348mFromPO5IKk5t9HUOLwC37+SkzbVZ+jVKJCJr22CzM3X2Lp3igXTwyt+yTojOSwXvUM793JouerXHS8noBExft9i8mKerzFU13s8lPnJ4H5Yw7Rom/LbHy/IdSqqcyqM3egL0JHa9/aC0QI/L4InfFj3kip7BRCQCCgISXMzZbWzO+rr+ptK1dYJJ2dRgg4dbaRu42495mZ9mRysVYDnx5CrHisL5XTlCs5Av5orRMQoOQo5ItZLKtS4yJbghqtG8myZAmcTG3fhO/EqrffbWw48R2j8UA10hlQ1UYD0rzXdIpIA/xncew0xdICenSFrrcJZeA6Lq+9dotKxUbpVHjxKR9HdzF2FYtOU933wlyZO4sLdDoBogoN3YCyYGO/n8C5l6sF4geFO1X0Grl2WaL3SWD+mEO6cstWhAcFIqLDysdGQ6HreDvhoJchRqMdNYmcQPEyXyGQ0qVYSlMuOTXPi2BQQ92kG6tSyeO4FrqhNCyrKhq2EiPe7uPi8+0IIcgVFnHdesAwrSK2XcbQgxh64+O+ln+HcqWeafpVQXCTKr4079SDgHG03gkInnqjfLX+vj7cpEV7lTrDf94bG2XPg7uZkbvAsmB6PsTQodiK80au8YiWKGRvtWO+XUIogsCn/HwrurtZc6WJlW3fQJC+iMrM+H263ABy0RvE66ZM3Jki7kRxV71wZMqbpelOFb1xUtNFZMF+4ED9SWD+mEP41D2dXr0r0EWD25fQFXo7jqIqHg1gmuWaykBRFCKhTgQCx7Eomg63b9Yr7C1RHX2N/EvQGl1b+OsfDNISrVMNLZEeHGOAcEQnUH3qyObnaiqMzXAjsYMnFWsapHdTEUoA9O6Gt2XhZbAmq+/7qlTFCrjFRnWGEgD9kJeNl69v+vGuYzN6+y2G21c20NhV/roOTVP42l84hjrneZs/jKz5xpW1HjBSwt2bWUbuLjDYauPOFJFpC+dWBuf27k1uaYAtcd5PYr88j/1eAuunczgfph7IWOkRuyI/wW5DJiq7Yk6/lxCq0mBHGhqO8kT/IEIIOtoHCfgjDfKv9tZhNM3HUmqMO/eTFEuOJ5MbDjFwaK1OWQixxjN5+fWVVEmhlGRi5v1t7bsi1JpxvaHuIKtyErDCWW5NJ6Asb9LNZ9UnhbDMM3tFzi3RGUAyN0/8cG+jMkOW10juAoeOIO/7kGm3ljX/w5jGbnnUrZeVzk6VmJ4skl4o0drpR86XwHQRbQ/RulOu+LEl7lgB++0l3PnSJis2xyeB+RPgThXWtQ49iJCWi1yqILoDiE4/Q4fjRIOtaKrO4MBpz295BZYDqiNdpmZL4EikhELeplDYZFSUlGu2twxFqGtUIMFAKz5j7VxA13VwXYdwqINw0AuEYV0yM3On1prtMyJrpmo33afSu9QJUp3VE6ylebcWJIXvKKsvcy8A1+kM4TsCqGBNea5168GeBWlx7c40Q+2thPwrAl3lpjcSaiUUgWv4sN83a1nz4ad8fFURu0ZphG5kmXs3iWK7FAs2hYJNqeRQLNiM3itwsm8FfbTHqlCZMnHu5HaUOX8SmD+BN9LpADtzrYEjkXkLTAdRdjh74jQBX5BotBNXuhQKzR5xJValQmIkX/0dEosV8rnmGaJTC8aef3MzBPxRxsdSDdsw9FCtu28lcoUF8sVqprpCy1xI3mRu/j5SSnTdT3Roc5tRpF3XHautayeXWDP1mXlNeGbMce9nGVqX5ziH3TA5ZQ20LhA6VrpELruA6lsRmJtkr1LVyL/0FOafl5ApL2vWD+v8RV2lZ/NvuSnSKZNUi8Zfvlcgvmjy5quLvPzDenNReqGMGlA9zrdg78uToUxUcO7nts05fxKYPwGAN7rqUfGk1gVKj2cMEzoU5elDR+hoH8QwAszPjzYMT12G69osJEZYWYpXVbFmTBR48rj5Jc8q0/PIaH5RBf2t3LuTRdO2dhmlMh63q6lehqvJIt3Oa1h5L0v1+0JcOLaFUUlOopbZeoNYG4uKuBmvIYVlK9CLrFVnTNe/lwiC7zQAUpY3CCLeNmzLJpWSDJ1eyV87jW3hEkpliTgfgYiGfd37m6hndYx+lc/uQtZcLDgslB2koTB4L8/zz8Y5d6ENtVpALSVNppcqRFUBprtvAzDcscK2P/uTwPwJAJBLFaxX5h+JZhOPY/ZMx/sHI4R8EbLZJWbn7jEzO7JmeSklqcwktu1lkZouWB5j12RgdXWdrUlVQmEN/xanW+SLCYQQdHecrL0WdsaQpQlKpRyG4SccXHujaLp/K9QZIvAUq5/TV9IZ3uSTVe+XLgNesBRC1Dv3yldYPaG6BqGBMYzrwv2RcfqjK6dUu0h7vvab7cAr7zjkjMPIU63Yr1dwcy6oYLzk5y/qKsd2gVqY+ekC0aTF0es5nr6WRVUFw0fDteCcny4RORZ58A96EJgu7mRxzTTxjfBJYP4EHoIqSt8OPWf3Ay5gugwPHUIVgmIpS736smpR12Z8+hIz03nMisvQsQif/nwXz326Y03DyEoIaRJxx2sdesuQUjI/W8ZxrYYRUqvRGutu+vqyztmR3k+k9A6mWcJ1HXQt0HSdNbCmauoMlMga7wzsOWp6NhEAvb/xfbcI5mR9n/RhQKt2AY7TDEJoiKofdDK3gBFcZVNqTTZ4Q7suIBSUfg13wUGmXNxZB3faIXDR4Fu6+sBZ81K7j1SHgQDeuJrh0tsJZqaK+KrDFexUhZ6g6rm87cS6c5fgThex300g16HOVuOTwPwJPBQd3Hs57Gtpj9awXNylCs5kAftyEvtyEue2R3c8LDPy7UB0+fENhznc1o6ieJf3mtFMVUgkrnRZWKpg25LR6RLz82WGj4TR15EKBuUcg9Z3GbC+i9okg+zo8jG3eIuOVV2IrVEvAAYDLbTH+9ctHAIsllQWSirLAbRQyLCYaB4U18BJ1qgDzzvjaRod54oe18xGdMbUCs1zd5USsZHW1Pp/Y2EAgut3Zoj26BgrnxbsBa8LsIqKCY4rUYc0CAqs1yso3SpKh4qIKnyq7cGzZtuRTPR7N7Pb1WG2xYJDsdp8kkxbaKqgtd2H3M7cy12GzFrIhTLWT+c2X5hPAvMnWAkX5EwJ50YG+81F7DcWcN5P4o4VcMcKODczWC/PexK7fVZxiICKbqsMxr0yUjDQQkfnWnN68LS3tisZyXg0jZOxGLmZxVrzaCnpDVn4VJdMMUulNM103jPKWYnkUqXadbb2GCwrLgxfAF33MbdQD1SyqsxY8S0aamY+X5CjJ59D26Lbn0dXLHtn9DWqM2SlsctP613jrbGSzvB45jPev8sfrk9n+M+CCODmLPpbuvBpKxUhLtKuB57LNyRSdKF0qigxBXfURha8QG2/WUFJuPyqojxQ1rwwV+a9Fo1ci0azZxdZcbl3I0u4w38whixvkc34JDB/gqaQSdM7iVbHnpKD/cYicn7321C3BUOh/2iUSLAVTTM4efI5isXmQ2dTmUlK5TLWeL7p+7VNqvBMj4uhSNIVhe/cD/OjiSCmu9LPWXL9aqZp1xl46otl2I6FXHEl5gqL5IsJFKE0tG3nlSHv8w0/A93tdMW2aMO6ks5QW9cY6MvSe/WOPCUCvpON67ulGp0hhKi1ZyOd+nbXwDsWrutg2eWGIQTL+7RMZ0gp8PvDOJqB/jk/7qKD+b0SqKCeM1A6FJ4Vgr7VH7FNFIMa2VaDnnWy78x8mUhfYF+pjO3ik8D8CbYPF5y7uX1t5RZC0BHwoQqB49hks0sUm8jkAHQ9SMkVHudZRVe3fw2/3BntoBx4cvkTcKTAXV00k7A039h+vBLLBcZS8f/f3pn9tpXdd/xz7sJFJCVqtyx5keNx4okdx53EaDFJi2SQFiiaoE99LBAgKQrkL2mf2wJ9Koo+FehDUWCemm7TQWaQ6QzG432RZMmSKIkiRYn7Xc7pw7niTlne1fR8AAMSL3l5KUO/e/Q939/3V+bJ6q0Bz1CRl1nb4hqhRYVTBKGPlCHxWPL4Mn+nnCFElI3R8epwD5oPWsf73Bv4EObb3yau6VW3akBj0LUTbQCeJwhClpc2OL3Qc84gryemAEEg+bePV9izr+JciyGyFmpf6uIMxP8khTtjc+MlU9nCULI6YnN3yEKhvuexu9OEEWdgANZJxBRmwwuh9jzC26W3Jmk4Aq7MvYNlOajIu6yA4v5TPL+9AaWUolLbpR4EyI5LzU7EevRlwcjYN5Fi+C+uUoqtzTrJEYe5U2d5uto/GboSTdVuejWazcHZE0KIlhb9XxtJtus2O/k11tbv8vFXv2T/ObTQbjljjv7d2/bdSCSuQ8+wJ+WttJtNhNOSQ/Tj/RtVQjiI5A2kirFX9Jjqy7IOozwOkAqWVpuEygXbQiQF4X0f51sxwns+cjsk+adp/ihjs9D3TsentN3kL27tcf+IH9vOvX2smYSueKmTv3I2hdnwwsiVylsrzo4QTCXjrbFMSkk8v8by6q9aHmSA0sEGWzv3KG41CPzD/AyYX+huxRZCkIr0YXeI6KkUfPpxnnjcZjw7wYO7B1QrL2YvTKe01UwqrTOfml2kXN5luZhDTj/Hqs7fpKU3WamoOHdcs7fcnpAtHBA9Momf004M0O6NxBX9dbClG1kG4cyAcJEy6Jcy9KdqffVwucpaZY6mM4n7fhxCCB742Jdd5HKA/1GDhQB+Fntxh8b8mMvPs3GOSLMGCQvzOtTouJGebxNTmA0vhVypoLbevN68kEoyO6HziJPJDLuFdfYPciglyaTa/tpafQ8v9Mjlm9qbBsTiNtOzncVPMZ6ZwnHiCOHwjfHhliYptctjI3ePeMLCOiINTimJks/We0Lps1fa5uKF7/Cz3/9zfvHjD5iYPKZtTlYia9xhqFFPT11H6JHWmS/3XGQVmjq8SLeuH/5c1NFTTUSMfOkpU1Nnj5z4VSil+eRLj137OiRtEBA+9MFTWPM29iUXkbH47YTFpRdUNB4XmtzIuPzcHl7OVD3AA+wBDUUnEVOYDS9NcLuEXK2+0eK8OHkaNwrFr1b2tM5c2UEBqRHdkaaUIpQBoYJCx4784sU0yY6pJadGQn44v0/ckvgipVeWAwgDpWNSgfW1Cpe/OUbyiOaSg8o21Xox8j3XER2bfocbgEJYeF6Vra0lGo0qi2e/xU/+4M9YuHJh6Hm7UA2tNUfoUKPOCdkHXTqziF2gPztjuS1nJK5p94Zq6GaTQYgYIvFtlp5WmT+b7muwmZnYJTWiZR6lBI9WQ3blGeTVScSEhSpIVFEiEgIxYYGnsGuSPx7W7fMMHj8os73vcaRDuCnZflhuBxkl7BO9GWgKs+HlqYeINxgd6ghYzE63/MuZzCRSBuwWlxhNz7b8zKH0yRce67SvDj3YsjpT4hTTyRDXdlAIYqqETb8jwfcln/x3nv2S/vWXSntoe+maoNJxo5qaSZDpDDBKTTE+ukB29HSrE/Dpxn0+/OVf8Y//+jfk1vMcF11YD5tJ3L4biw4tim5M7kL/SKogp50Y0CV3KO/JEJ1ZABZBqUG1ku8bTjCTKXL98h2E0Nd0byXH6uYqVfcsIiFAQbgS0PznGiIlECk9zPaSEEz0vduzqVYC/nLf46/Do/86UYUmhxsNwrUgaQqz4TccufvmQpBSrsvZrO5Ac5wYM9PnkDJAqpBUciLaEFTsH2wSBE0C1V7p9mILODMxwVJ9Adk3Q0+jlGL5UZmHHTnOKMWjzu8j5qIiq1fr7ZZn2xbRMFYreszi4uL3eWfx9zjcsCuXC6zkV/mHO5+zW3mO7ODmw5acgZWF2KXu4/4GbR06DYl3u49LT1vvINKZr+qvj9KZhYtUCsdOcvZcd5DnuaUKP6rcJpvS7ozwQLJb3KZmz+L+INqAC4EAVKX9f7MAfPCCDo1c9O8o1L6PqgSIjKMHr+aHu2veNqYwG14JqvjmCvPlsRRjKb22GhudolrbZ2v3QVd4kR/UWXn6a6QKWV6v0/AGr6YUNuvNOTbLCpTC6ihEvi+5+XmRvYLHrS9Lrcfnz4xgOxbvXs32na/Tn5wbMCwUdFjR3Kmv4dgxbMvpWnG+d/F9fnrlOmPPmKrS/SHqEORQSkW2uN7Nw7ZerHMxeo/7eoLJ4fHDbTjlt0L3+z/EFYIwyaef3ibbscy1gfckfOd/dvju1D19mtglPrmVo+lVcK7HcH4n3rqsxt+WUXnZeu8/tKwXWjUfFxG3EJNxyDiD+oNODKYwG14Jqh4S3tlH7jVfq9bsCLh6+ustuWJ0dIpabR/fb2AJm0x6BoB8cRk/0JuSzT2vtfHXd90qZDP/iGp9jzBsMC5v4UcNJavLFT77pMC//NNTSsVoaoiAc+dmOH9hnInJ2MBz6vNKZHSjUEqxvtaWUqSSJJMZzix8o+91M5PnuHr+BrMXBudsDH2/2q/bxXegzty+SYhkv22uE+GeiY4H7eGvfdhADC8IkZ2JfcDXhcAJFN/fXCLuNFHKYXtnmtV9H98ZxV7seG+frgL5Mqvm4yB3GqDAmowj+qx+JwdTmA2vhqZEPi4T3tx7rY0nCcfl3PgphBA4ToyJ8dPslXLsFpexLLtleTt0Q/ih4tFa209sWTB3uu14UAiKDYtL8xcZsQ6wZJ37RV1wDw0VQaBwHIHjaEnC8ytI6R05rl5v/LUniTiORTajg4Y8r876xgNq9XLf6/ZKW4RSkph9zjkfYQG8yCZoZfpsc3TGeYoRcLv77ZS/1t4AdOdAPMO8JlxE8tuslANGJ+NdnvAmWpy5vrvO5ewqQlgUtsf56FGOHFexpi1EevDP7nDVPHnMj/28qGJTx9s6FmJs+I31bWMKs+GVoko+4RcFwsfl1+JvnkvGyESuCz3HL6Bc2UMqvW4LgkaXpJGvhjQ6hgBYluixyuniHNjT2PgIZN/iWgj43g9mmD87QjrjEkqJHKJZt86p2v3sQghOnU623CKgi/PurpYJxsb0Kr9WL7G68TkPnvyK4vIxw4w6PsXhHVFYSXC6A/dV/Qu0sBvNAnR6cp+DzfYGYOfr/PXhG4DCJlivMZ5xcKMxUx7wYXRHc6Tkmr+KQCFmE6x4B9QaAcGShMTwm9o8kD3WZ35+VD1EJG3kahW53H9jPCmYwmx45ciNOuHt0mtpPplJxLAjTTaUAUvLX7QKcRh63Lr/IbkdrW2GSnH33gFBs72En55NEOtxkAhCZrz/YERuYQ3JiJiYijMxGefU6QSffpzHG6JZSzm8eWFz+w7F0lNkj7dZyRCpJKsbn/Fo4xZ//9lNNh4Mbi8/Cu2i6HBndF1YVTeTHNJrCZQeBBvRsVg7JtTf1Jkaw5AKx3GYm2837FQVSKWwFNwQj8lmDlD1SdYObD5ay1EfSaAKw/+sEsD11yVnNCXEbawLaTjC9/y2OblXZvg/j1ypEH5RQBaaqGbY/vecxVoFEtUMcaTi3blLrW4zKUPKlWL3c5UkmRyjXN0hDBT5ze6iMjkV74v6lAqeFPZJqlyUwdG9clQK7n5VorjbxLIFv/vDWRKJwX/q1xol7Qgp92uz++UtHq78Jxvb3TkUB+UCQdAgER+jrgSFmyXki3Sn+eu0Vum9OrNqtjb49PHfAjqLt98q3EK4bSlENXTa3BCkVBzsuZyaa885/EgpohLP+WKN784/5mtTE8TdOJ/tFNjICBg5ovAKwY8SDtOvyYIpkjbWXBL70lsO0D+CYxv5stnsa7wMw28sVRD3AhAdwz9nEoi0g3AtrDOpI8P55W4TuVxG7fukLo9xOjOK6/Zu2iiSiQxh6GHbcbKZOXI7t0kmR8mO1YjV2s8PE6M48Qxuz3vWEovsJK7RCO9TEUskEz7ptCCb1TLI1gaAxfh4munpQb4BwdT4IrNT7+C6cfygRjIx+Bff88o4Tre+6TgxLp5/n3zTI5suI7PPvzElrDgiXdEt02EGqca75AmROECkXT2tJEwhZbaru0+k0ogR/b7KSaNiWf147AAxaulVuApQja/060YKKCdLsVAnnUm1aoQA/t2y+GncQvziPd7zr/DBuMvf3c4wgs1qNkvwvTTnvjwg1tQSVGE2TmXUpZmwAMGdqRjzDw/wn/TnkbwsztSE9jRbDuG4OJHuDKGOuYV+8/GQtCmD4UURAtFbIXsJVWuFLRyLhOu0GksOUXQOTwXbcrWHWIEXKFRH44GwBa5j9bURC2G1nB5BqK0CYaha+Rqtc9sCxx28krMtt2V9C0MfNeQ3XiC6G1E6CMIAzwuG+q6fiYghhA7fV9Kjq+oIgRBxdOlUKNXsaoJBuIhI4lDKb3uYn/E627EQ6DS5Q1whSAAq4RAKC4GgEfgIwLH0Zbm+RESnCW2BtEBFEoYM1YC87FeDcCyQw73tr5trF68+8znHLsxP8msvfUEGg8Hw/53z02ef+RyjMRsMBsMJ49grZoPBYDC8GcyK2WAwGE4YpjAbDAbDCcMUZoPBYDhhmMJsMBgMJwxTmA0Gg+GEYQqzwWAwnDBMYTYYDIYThinMBoPBcMIwhdlgMBhOGP8LECjlNAEex3gAAAAASUVORK5CYII=", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["pixels = img.reshape(-1, 3)\n", "print(f\"pixels contient {len(pixels)} pixels de 3 couleurs chacun\")\n", "kmeans = KMeans(n_clusters=8, random_state=0).fit(pixels)\n", "print(f\"Centres des 8 clusters de pixels : {kmeans.cluster_centers_}\")\n", "print(f\"kmeans.labels_ contient les classes de chaque pixel : {kmeans.labels_}\")\n", "img_compressed = kmeans.cluster_centers_[kmeans.labels_].astype('uint8')\n", "print(f\"img_compressed est obtenu \u00e0 partir de pixels en rempla\u00e7ant chaque pixel par le centre de son cluster\")\n", "img_compressed = img_compressed.reshape(img.shape)\n", "plt.axis('off')\n", "plt.imshow(img_compressed)\n", "plt.show()\n", "plt.imsave('compression/parrot_compressed.png', img_compressed)"]}, {"attachments": {}, "cell_type": "markdown", "metadata": {}, "source": ["## Exemple de probl\u00e8me non lin\u00e9airement s\u00e9parable"]}, {"cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [{"data": {"image/png": 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", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "theta = np.random.rand(100)*2*np.pi\n", "r1 = 10 \n", "r2 = 5 + np.random.rand(100)\n", "for k in [5, 10]:\n", " r = k + np.random.rand(100)\n", " theta = np.random.rand(100)*2*np.pi\n", " plt.scatter(r*np.cos(theta), r*np.sin(theta))"]}], "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": "3.9.2 (default, Feb 28 2021, 17:03:44) \n[GCC 10.2.1 20210110]"}, "vscode": {"interpreter": {"hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"}}}, "nbformat": 4, "nbformat_minor": 2} \ No newline at end of file +{"cells": [{"attachments": {}, "cell_type": "markdown", "metadata": {}, "source": ["# Algorithme des k-moyennes\n\n", "\n", "\n", "\n", "\n", "[Visualisation de l'algorithme des k-moyennes](https://www.naftaliharris.com/blog/visualizing-k-means-clustering)\n", "\n", "## G\u00e9n\u00e9ration des donn\u00e9es\n", "\n", "On g\u00e9n\u00e8re des points al\u00e9atoirement, ainsi que k = 4 centres initialement al\u00e9atoires :"]}, {"cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [{"data": {"image/png": 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Cat+5gT4ieURDMwAA0miordT2mjCdVW1GEAEAIIPiooA2r1lqehiextIMAAAwhiACwLHGx+29H4B5BBEAjnT8uLRunRSJZHd/JJK4//hxe8cFmBCLW+o+f1WnPh5U9/mrnmovH7Asy7H/N6OjowqFQopGoyovLzc9HAAFMj6eCBUDA9Lq1dLbb0tVVZnvj0Sk+nrpwgVp7Vrp73+XSksLNVrAXm48BTiX929mRAA4Tmmp1NWVCCEXLiRCRqaZkekhZPXqxOMIIfAKP5wCTBAB4EhVVYmZkLnCyMwQMt/MCeAmfjkFmCACwLHmCiOEEHidX04BJogAcLR0YeT99wkh8D6/nAJMQzMAjpcMI8nwsWVL4johBF7ml1OAmREB4ApVVdKJE6nXTpwghMC7/HIKMEEEgCtEItKuXanXdu3Kvs8I4DZ+OQWYIALA8WZuTH3vvexKewG388MpwDQ0A+BomapjqJqBn8TilqtOAc7l/ZvNqgAca66wMXMDa309YQTe5eVTgFmaAeBI2cx4ZNP0DICzEUQAOM74uLR1a3bLLjPDyNatnMILuAlBBIDjlJZKBw8mDrDLZrklGUbWrk08jrNmAPdgsyoAxxofzy1U5Ho/AHtw+i4AT8g1VBBCAPchiAAAAGMIIgAAwBiCCAAAMIYgAgAAjCGIAAAAYwgiAADAGIIIAAAwhiACAACMIYgAAABjCCIAAMAYgggAADCGIAIAAIwhiAAAAGMIIgAAwBiCCAAAMMb2IPK73/1Ot99+u4LBoDZt2qSenh67nxIAALiErUHk1Vdf1YEDB9TS0qLe3l7ddddd2rFjh0ZGRux8WgAA4BK2BpFf//rX2rt3r/bs2aOamho9//zzWrJkif7whz/Y+bQAAMAlbAsiN27c0Icffqht27b958mKirRt2zZ1d3fb9bQADBkft/d+AN5kWxD54osvFIvFtHz58pTry5cv1/DwcNrHTE5OanR0NOUDgPMdPy6tWydFItndH4kk7j9+3N5xAXA+R1XNtLW1KRQKTX1UVVWZHhKAeYyPS88+Kw0MSPX184eRSCRx38BA4nHMjAD+ZlsQ+eY3v6ni4mJdvnw55frly5cVDofTPubw4cOKRqNTH5Fs/7wCYExpqdTVJa1eLV24MHcYSYaQCxcS93d1JR4PwL9sCyI333yz7r77br311ltT1+LxuN566y1t3rw57WNKSkpUXl6e8gHA+aqqpLffnjuMzAwhb7+deBwAf7N1aebAgQM6fvy4XnzxRf3zn/9UU1OTrl+/rj179tj5tAAMmCuMEEIAZPI1O7/5ww8/rCtXrujpp5/W8PCw1q9fr87OzlkbWAF4QzKMJENHfb104oS0axchBEB6AcuyLNODyGR0dFShUEjRaJRlGsBFps+AJBFCAP/I5f3bUVUzALyhqioxEzLdiROEEACzEUQA5F0kkliOmW7Xruz7jADwD4IIgLyauTH1vfeyK+0F4E8EEQB5k6465t575y/tBeBfBBEAeTFXiW42fUYA+BNBBMCiZdMnhDACIB2CCIBFGR+Xtm7Nrk/IzDCydStnzQB+RxABsCilpdLBg9Latdn1CUmGkbVrE4/jrBnA32hoBiAvxsdzCxW53g/APWhoBqDgcg0VhBAAEkEEAAAYZOuhdwBQKLG4pZ6L1zQyNqFlZUHVVVeouChgelgA5kEQAeB6nX1Dau3o11B0YupaZSiolsYaNdRWGhwZgPmwNAPA1Tr7htR0sjclhEjScHRCTSd71dk3ZGhkALJBEAHgWrG4pdaOfqUr/Utea+3oVyzu2OJAwPcIIgBcq+fitVkzIdNZkoaiE+q5eK1wgwKQE4IIANcaGcscQhZyH4DCI4gAcK1lZcG83geg8AgiAFyrrrpClaGgMhXpBpSonqmrrijksADkgCACwLWKiwJqaayRpFlhJPl5S2MN/UQAByOIAFiQXE/NteuU3YbaSrXv3KBwKHX5JRwKqn3nBvqIAA5HQzMAOTt+XHr2Wamra/7TdiUpEpG2bk2ctrt3b/7H01Bbqe01YTqrAi7E6bsAcjI+Lq1bJw0MSKtXS2+/PXcYiUSk+nrpwgVp7Vrp73/nwDvA6zh9F4BtSksTMyGrVyfCRX19ImykMz2ErF6deBwhBMB0BBEAOauqSsyEzBVGZoaQ+WZOAPgTQQTAgswVRgghALJFEAGwYOnCyPvvE0IAZI+qGQCLkgwjyfCxZUviOiEEQDaYEQGwaFVV0okTqddOnCCEAJgfQQTAokUi0q5dqdd27cpcTQMASQQRAIsyc2Pqe+9lV9oLABJBBMAipKuOuffe+Ut7vSwWt9R9/qpOfTyo7vNXFYs7tmck4AhsVgWwIHOV6M7cwFpf74+Nq519Q2rt6NdQdGLqWmUoqJbGGs68ATJgRgRAzrLpE5JN0zMv6ewbUtPJ3pQQIknD0Qk1nexVZ9+QoZEBzkYQAZCT8fHEAXbZ9AmZGUa2brXvFF6TYnFLrR39SrcIk7zW2tHPMg2QBkEEQE5KSxOn6K5dm91ySzKMrF2beJwXz5rpuXht1kzIdJakoeiEei5eK9ygAJdgjwh8YXw8tzfAXO/3m717pZ07s/8ZVVV5+9TdkbHMIWQh9wF+wowIPO/48cSx9dnuT4hEEvcfP27vuNwu11Dh1RAiScvKgnm9D/ATggg8bXxcevZZaWAgu82SyU2YAwOJx3lxPwPyr666QpWhoAIZvh5QonqmrrqikMMCXIEgAk8rLZW6urKr3JhZCdLV5e2/4pE/xUUBtTTWSNKsMJL8vKWxRsVFmaIK4F8EEXheNmWkHFuPxdpeE9b+bf+lUOlNKdfDoaDad26gjwiQAZtV4QtzNdgihGCx0jUy+3rpTdqz5Xbt23oHMyHAHJgRgW+kmxl5/31CCBYnUyOz6PhX+s1f/1un+4cNjQxwB4IIfGVmGNmyhRCChaORGbB4BBH4TlWVdOJE6rUTJwghyB2NzIDFI4jAdyIRadeu1Gu7dnn7HBTYg0ZmwOIRROArMzemvveefw5lQ/7RyAxYPIIIfCNddcy99/rrhFjkF43MgMUjiMAX5irR9dtx9cgfGpkBi0cQgedl0yeEMIKFaqitVPvODQqHUpdfaGQGZCdgWZZj68pGR0cVCoUUjUZVXl5uejhwofHxxAF2AwPZlehODy1r13r7xFjkVyxuqefiNY2MTWhZWWI5hpkQ+FUu7990VoWnlZZKBw8mDrDr6pq/RDc5M7J1a+JxhBB3K2Q4KC4KaPOapbZ8b8DLmBGBL4yP5xYqcr0fzpOu7XplKKiWxhqWSwCb5fL+zR4R+EKuoYIQ4m6dfUN6LE3b9eHohJpO9qqzb8jQyADMRBAB4CmxuKVD/+cfab9G23XAeQgiADzlt10D+vL/fZXx67RdB5yFIALAM2JxSy+8dzGre2m7DjgDQQSAZ/RcvKYvxzPPhkxH23XAGSjf9Ql6HMAPsp3l+HrpTbRdBxyCIOIDlDHCL7Kd5diz5XaCOOAQLM14XGffkJooY4RPzHcInSR9Y8lN2rf1joKNCcDcCCIeFotbau3oV7oiRcoY4UVzHUKXvNb2v/4nsyGAgxBEPKzn4rVZMyHTUcYIL8p0CF0lh9ABjsQeEQ/LduMeZYzOxkbj3DXUVmp7TZifG+ACtgSRzz77TD//+c/V1dWl4eFhrVixQjt37tTPfvYz3XzzzXY8JdLIduMeZYzOxUbjheMQOsAdbFmaOXfunOLxuI4dO6ZPPvlEzz33nJ5//nk99dRTdjwdMphv415AiTc1yhidiY3GAPygYKfv/upXv1J7e7suXLiQ9WM4fXfxkm9mklI2rSbDCWvmzhSLW/ruL7sy7vEJSAqHgnr3ya0sNwBwHEeevhuNRlVRMfdf3pOTkxodHU35wOJk2rgXZuOeo7HRGIBfFGSz6sDAgI4ePaojR47MeV9bW5taW1sLMSRfYeOe+7DRGIBf5DQjcujQIQUCgTk/zp07l/KYwcFBNTQ06KGHHtLevXvn/P6HDx9WNBqd+ohEIrn/HyGt5Ma9H67/ljavWUoIcTg2GgPwi5xmRJ544gnt3r17zntWr1499d+XLl3Sfffdp3vvvVe///3v5/3+JSUlKikpyWVIgCclNxoPRyfSNqRL7hFhozEAt8spiNx222267bbbsrp3cHBQ9913n+6++2698MILKiqidxqQrWSH0KaTvQoo/UbjlsYaZrYAuJ4t6WBwcFD19fVatWqVjhw5oitXrmh4eFjDw8N2PB3gSWw0BuAHtmxWPX36tAYGBjQwMKCVK1emfK1A1cKAJ7DRGIDXFayPyELQRwQAAPdxZB8RAACAmQgiAADAGIIIAAAwpiCdVQEAuYvFLTYqw/MIIgDgQJ19Q2rt6E85c6gyFFRLYw2l2/AUlmYAwGGSp2bPPPhwODqhppO96uwbMjQyIP8IIgDgILG4pdaO/rSt/ZPXWjv6FYs7tvMCkBOCCAA4SM/Fa7NmQqazJA1FJ9Rz8VrhBgXYiCACAA4yMpY5hCzkPsDp2KwKAHJOhcqysuD8N+VwH+B0BBEAvuekCpW66gpVhoIajk6k3ScSUOLgw7rqioKOC7ALSzMAfM1pFSrFRQG1NNZISoSO6ZKftzTW0E8EnkEQAeBbTq1QaaitVPvODQqHUpdfwqGg2nduoI8IPIWlGQC+lUuFyuY1Sws3MCXCyPaasCP2rQB2IogA8C2nV6gUFwUKHoCAQmNpBoBvUaECmEcQAeBbyQqVTIsdASWqZ6hQAexDEIFvxeKWus9f1amPB9V9/iots32IChXAPPaIwJec1DcCZiUrVGb+ewjz7wEoiIBlWY79M3B0dFShUEjRaFTl5eWmhwOPSPaNmPkPP/k3L+WR/uSUzqqAF+Ty/s2MCHxlvr4RASX6RmyvCfMm5DNUqABmsEcEvpLvk03ZZwIAi8OMCHwln30j2GcCAIvHjAiMK+SsQr76RjjtfBIAcCtmRGBUoWcV8nGyKftMACB/mBGBMSZmFfLRNyLf+0wAwM8IIjDC5Kmniz3Z1OnnkwCAm7A0AyNMn3q6mJNNOZ8EAPKHIAIjnDCrsNC+EfnYZwIASGBpBka4eVbB1Pkk9CwB4EXMiMAIt88qFPp8EnqWAPAqzpqBMcmqGUkpYcRNZ74U4nwSzsYB4Da5vH+zNANjFlu94gTJfSY/XP8tbV6z1JblGFPVRQBQCCzNwKjFVK/4genqIgCwG0EExnHqaWZOqC4CADsRRLBohdgn4Vduri4CgGwQRLAoVHPYy+3VRQAwHzarYsE4gdZ+pnqWAEChEESwIFRzFI4XqosAIBOWZrAgVHMUFtVFALyKIIIFoZqj8KguAuBFLM1gQajmAADkAzMiHmCifJZqDgBAPhBEXM5U+WyymqPpZK8CSn9WDNUcAID5sDTjYqbLZ6nmAAAsFjMiLjVf+WxAifLZ7TVhW2clqOYAFoaOxEACQcSlnFQ+SzUHkBs6EgP/wdKMS1E+C7iT6SVVwGkIIi5F+SzgPnQkBmYjiDhULG6p+/xVnfp4UN3nr876xZQsn820ohxQYqqX8lnAOXJZUgX8gj0iDpTN+jHls4D7sKQKzMaMiMPksn5M+SzgLiypArMxI+IgCynJpXwWcA86EgOzEUQcZKElufkon6WnAZBePl8bLKkCsxFEHMTU+jE9DYD07HhtJJdUZ37fMK85+BRBxEFMrB8n96TMnCZO7klhrwn8ys7XBkuqwH+wWdVBCl2SS08DIL1CvDaSS6o/XP8tbV6zlBAC3yKIOEhy/VjSrDBix/oxPQ2A9HhtAIVDEHGYQpbk0tMASI/XBlA47BFxoEKtH9PTAEiP1wZQOAQRhyrEibb0NADS47UBFA5LMz5W6D0pgFvw2gAKhyDic7SJB9LjtQEURsCyLMfWZo6OjioUCikajaq8vNz0cDzNKZ1VnTIOIIl/k0Ducnn/tn2PyOTkpDZt2qS//e1v+uijj7R+/Xq7nxILUIg9KfOhwyucyAmvDcDLbF+aOXjwoFasWGH308Dlcjl1GADgHbYGkTfffFN/+ctfdOTIETufBi5Hh1cA8C/blmYuX76svXv36o033tCSJUuyeszk5KQmJyenPh8dHbVreHCQhZ46DABwP1tmRCzL0u7du/XYY49p48aNWT+ura1NoVBo6qOqqsqO4cFh6GIJAP6VUxA5dOiQAoHAnB/nzp3T0aNHNTY2psOHD+c0mMOHDysajU59RCKRnB4Pd6KLJQD4V05LM0888YR279495z2rV69WV1eXuru7VVJSkvK1jRs36pFHHtGLL76Y9rElJSWzHgPvo4slAPiXLX1EPv/885T9HZcuXdKOHTv02muvadOmTVq5cmVW34c+Iv6RrJqRlBJGkt0aaCAFAO5hvI/IqlWrUj6/9dZbJUlr1qzJOoTAX5JdLGf2EQnTRwQAPI1D7+AYhTp1GADgHAUJIrfffrsc3EkeDkIXSwDwFw69AwAAxhBEAACAMQQRAABgDEEEAAAYQxABAADGEEQAAIAxBBEAAGAMQQQAABhDEAEAAMY4usV7shvr9AP0AACAsyXft7Ppqu7oIDI2NiZJqqqqMjwSAACQq7GxMYVCoTnvCVgOPgQmHo/r0qVLKisrUyDAwWcLMTo6qqqqKkUikXmPYkb+8fM3i5+/OfzszTL987csS2NjY1qxYoWKiubeBeLoGZGioiKtXLnS9DA8oby8nF8GBvHzN4ufvzn87M0y+fOfbyYkic2qAADAGIIIAAAwhiDicSUlJWppaVFJSYnpofgSP3+z+Pmbw8/eLDf9/B29WRUAAHgbMyIAAMAYgggAADCGIAIAAIwhiAAAAGMIIj40OTmp9evXKxAI6OOPPzY9HF/47LPP9JOf/ETV1dUqLS3VmjVr1NLSohs3bpgemmf97ne/0+23365gMKhNmzapp6fH9JB8oa2tTffcc4/Kysq0bNkyPfjgg/r0009ND8uXnnnmGQUCAe3fv9/0UOZEEPGhgwcPasWKFaaH4Svnzp1TPB7XsWPH9Mknn+i5557T888/r6eeesr00Dzp1Vdf1YEDB9TS0qLe3l7ddddd2rFjh0ZGRkwPzfPOnDmj5uZmffDBBzp9+rS++uor3X///bp+/brpofnK2bNndezYMa1bt870UOZnwVf+/Oc/W3feeaf1ySefWJKsjz76yPSQfOvZZ5+1qqurTQ/Dk+rq6qzm5uapz2OxmLVixQqrra3N4Kj8aWRkxJJknTlzxvRQfGNsbMy64447rNOnT1vf//73rccff9z0kObEjIiPXL58WXv37tWJEye0ZMkS08PxvWg0qoqKCtPD8JwbN27oww8/1LZt26auFRUVadu2beru7jY4Mn+KRqOSxL/1AmpubtYDDzyQ8hpwMkcfeof8sSxLu3fv1mOPPaaNGzfqs88+Mz0kXxsYGNDRo0d15MgR00PxnC+++EKxWEzLly9Pub58+XKdO3fO0Kj8KR6Pa//+/dqyZYtqa2tND8cXXnnlFfX29urs2bOmh5I1ZkRc7tChQwoEAnN+nDt3TkePHtXY2JgOHz5sesieku3Pf7rBwUE1NDTooYce0t69ew2NHLBfc3Oz+vr69Morr5geii9EIhE9/vjjeumllxQMBk0PJ2u0eHe5K1eu6OrVq3Pes3r1av34xz9WR0eHAoHA1PVYLKbi4mI98sgjevHFF+0eqidl+/O/+eabJUmXLl1SfX29vvOd7+iPf/yjior4WyDfbty4oSVLlui1117Tgw8+OHX90Ucf1ZdffqlTp06ZG5yP7Nu3T6dOndI777yj6upq08PxhTfeeEM/+tGPVFxcPHUtFospEAioqKhIk5OTKV9zCoKIT3z++ecaHR2d+vzSpUvasWOHXnvtNW3atEkrV640ODp/GBwc1H333ae7775bJ0+edOQvBK/YtGmT6urqdPToUUmJJYJVq1Zp3759OnTokOHReZtlWfrpT3+q119/XW+//bbuuOMO00PyjbGxMf3rX/9KubZnzx7deeedevLJJx27PMYeEZ9YtWpVyue33nqrJGnNmjWEkAIYHBxUfX29vv3tb+vIkSO6cuXK1NfC4bDBkXnTgQMH9Oijj2rjxo2qq6vTb37zG12/fl179uwxPTTPa25u1ssvv6xTp06prKxMw8PDkqRQKKTS0lLDo/O2srKyWWHjlltu0dKlSx0bQiSCCFAQp0+f1sDAgAYGBmYFPyYl8+/hhx/WlStX9PTTT2t4eFjr169XZ2fnrA2syL/29nZJUn19fcr1F154Qbt37y78gOB4LM0AAABj2CkHAACMIYgAAABjCCIAAMAYgggAADCGIAIAAIwhiAAAAGMIIgAAwBiCCAAAMIYgAgAAjCGIAAAAYwgiAADAGIIIAAAw5v8DI2so5f6JK9oAAAAASUVORK5CYII=", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import ListedColormap\n", "\n", "k, dim = 4, 2\n", "X = np.vstack([np.array(p + np.random.randn(10, dim)) for p in [[3, 2], [0, -2], [-3, 3], [-3, -3]]]).tolist()\n", "centres = (np.random.rand(k, dim)*6 - 3).tolist()\n", "plt.scatter([x[0] for x in X], [x[1] for x in X])\n", "plt.scatter([x[0] for x in centres], [x[1] for x in centres], marker='x', s=100, c='b')\n", "plt.show()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["\n", "## Code"]}, {"cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": ["def centre(X):\n", " c = [0.]*dim\n", " for x in X:\n", " for i in range(len(x)):\n", " c[i] += x[i]\n", " if len(X) == 0: return c\n", " for i in range(len(c)):\n", " c[i] /= len(X)\n", " return c\n", "\n", "def calculer_centres(classes):\n", " centres = []\n", " for i in range(len(classes)):\n", " centres.append(centre(classes[i]))\n", " return centres\n", "\n", "def d(x, y):\n", " s = 0.\n", " for i in range(len(x)):\n", " s += (x[i] - y[i])**2\n", " return s**.5\n", "\n", "def plus_proche(x, centres):\n", " imin = 0\n", " for i in range(len(centres)):\n", " if d(x, centres[i]) < d(x, centres[imin]):\n", " imin = i\n", " return imin\n", "\n", "def calculer_classes(X, centres):\n", " classes = [[] for i in range(len(centres))]\n", " for x in X:\n", " classes[plus_proche(x, centres)].append(x)\n", " return classes\n", "\n", "def kmeans(X, centres):\n", " centres2 = None\n", " while centres != centres2:\n", " centres2 = centres\n", " classes = calculer_classes(X, centres2)\n", " centres = calculer_centres(classes)\n", " return classes\n", "\n", "def inertia(classes, centres):\n", " s = 0.\n", " for i in range(len(centres)):\n", " for x in classes[i]:\n", " s += d(x, centres[i])**2\n", " return s"]}, {"attachments": {}, "cell_type": "markdown", "metadata": {}, "source": ["## Test"]}, {"cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [{"data": {"image/png": 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", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["classes = kmeans(X, centres) # test de kmeans\n", "\n", "cmap = ListedColormap(['r', 'g', 'b', 'purple'])\n", "centres = calculer_centres(classes)\n", "plt.scatter([x[0] for x in X], [x[1] for x in X], c=[plus_proche(x, centres) for x in X], cmap=cmap)\n", "plt.scatter([x[0] for x in centres], [x[1] for x in centres], marker='x', s=100, c=range(k), cmap=cmap)\n", "plt.title(\"Inertie = \" + str(inertia(classes, centres)))\n", "plt.show()"]}, {"attachments": {}, "cell_type": "markdown", "metadata": {}, "source": ["## *elbow method*"]}, {"cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [{"data": {"image/png": 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fS+8Uo05tw1VWWaMPNx8wOg4AAIag7Pgxk+mHgcpvr8kRN8sGAAQiyo6fu61vkmxWs3YeLNbm3CKj4wAA0OooO34uKsymG3q2k8RAZQBAYKLsBICMgbWnshZ8lSfn8SqD0wAA0LooOwGgT0obdU+IVHmVS+9v2m90HAAAWhVlJwCYTCbPZeiz1zJQGQAQWCg7AeKmtPYKDbJoT2Gp1u09anQcAABaDWUnQNhDgnTTJYmSpKx1DFQGAAQOyk4AyRjQQZK0aGu+jpRWGJwGAIDWQdkJID2THOqV5FBljUvvZjNQGQAQGCg7AaZuoHLWuhy5XAxUBgD4P8pOgLmxd6Iig63ad+S4vvz2sNFxAABocZSdABNms+qWPu0lcUdlAEBgoOwEoLrJQT/dUaCC4nKD0wAA0LIoOwGoe4Jd/Tq0UY3LrXfW5xodBwCAFkXZCVB182XNWZejGgYqAwD8GGUnQA3r0U5RYUHKc5Zrxa5Co+MAANBiKDsBKiTIotv6JElioDIAwL9RdgLY6JMDlZftKtT+Y8cNTgMAQMug7ASwzrER+lnnGLnd0r8YqAwA8FOUnQBXN1/W3PW5qqpxGZwGAIDmR9kJcNemxqttRLAOlVTosx0FRscBAKDZUXYCnM1q1u39agcqz2agMgDAD1F2oNGXpshkkv6z57C+P1xmdBwAAJoVZQdKjg7TFV1jJdXeZBAAAH9C2YGkHwYqv7MhVxXVNQanAQCg+VB2IEm6qlus2jlCdOx4lRZvyzc6DgAAzYayA0mS1WLWqP61NxmcvYZTWQAA/0HZgccd/ZNlMZu07vuj2l1QYnQcAACaBWUHHgmOEF3TPU4Sl6EDAPwHZQf1ZAysHaj83sb9OlHJQGUAgO+j7KCey7u0VXJ0qErKq7Xgqzyj4wAAcN4oO6jHbDbpzktrj+5wKgsA4A8oOzjDyH5JCrKYtCW3SNsOOI2OAwDAeaHs4AxtI4I19OIESVIWd1QGAPg4yg7Oqu6Oyh9uOqDSimqD0wAA0HSUHZzVwE7R6hQbrrLKGn2w6YDRcQAAaDLKDs7KZDJ5ju7MXpsjt9ttcCIAAJrGa8rOlClTZDKZNG7cOM+y8vJyZWZmKiYmRhERERoxYoQKCgrqPS8nJ0fDhw9XWFiY4uLi9Oijj6q6mtMuzWFEn/ayWc3aebBYm3OLjI4DAECTeEXZWb9+vV5//XX16tWr3vLx48drwYIFmjdvnlauXKm8vDzdeuutnvU1NTUaPny4KisrtWrVKs2aNUszZ87UpEmTWvst+KWoMJtu6NVOEpehAwB8l+Flp7S0VBkZGXrzzTfVpk0bz3Kn06m33npLzz//vK6++mr17dtXM2bM0KpVq7RmzRpJ0qeffqodO3bo7bff1iWXXKJhw4bpqaee0iuvvKLKykqj3pJfqTuVtWBLnpzHqwxOAwBA4xledjIzMzV8+HANGTKk3vLs7GxVVVXVW969e3elpKRo9erVkqTVq1erZ8+eio+P92wzdOhQFRcXa/v27efcZ0VFhYqLi+s9cHZ9UqLUPSFSFdUuvbdxv9FxAABoNEPLzty5c7Vx40ZNnjz5jHX5+fmy2WyKioqqtzw+Pl75+fmebU4tOnXr69ady+TJk+VwODyP5OTk83wn/stkMnnmy5q9dh8DlQEAPsewspObm6uHHnpIs2fPVkhISKvue+LEiXI6nZ5Hbm5uq+7f19x8SaLCbBZ9e6hMa/ceNToOAACNYljZyc7OVmFhofr06SOr1Sqr1aqVK1dq2rRpslqtio+PV2VlpYqKiuo9r6CgQAkJtXf3TUhIOOPqrLq/67Y5m+DgYNnt9noPnFtkSJBuuiRRkpTFQGUAgI8xrOxcc8012rp1qzZv3ux59OvXTxkZGZ7fg4KCtHTpUs9zdu3apZycHKWnp0uS0tPTtXXrVhUWFnq2WbJkiex2u1JTU1v9PfmzuslBF207qMOlFQanAQCg4axG7TgyMlI9evSotyw8PFwxMTGe5WPHjtWECRMUHR0tu92uBx54QOnp6Ro4cKAk6brrrlNqaqruvvtuTZ06Vfn5+Xr88ceVmZmp4ODgVn9P/qxnkkO9kxzast+pd7P367dXdDY6EgAADWL41Vg/5oUXXtANN9ygESNGaPDgwUpISND777/vWW+xWLRw4UJZLBalp6frrrvu0i9/+Uv9+c9/NjC1/6q7DD1rbY5cLgYqAwB8g8nN5TUqLi6Ww+GQ0+lk/M6POF5ZrQHPLFVJebX++etLNbhrrNGRAAABrKHf3159ZAfeJcxm1a1p7SUxUBkA4DsoO2iUO0+eylqys0AFxeUGpwEA4KdRdtAo3RIi1f+CNqpxufWv9dyfCADg/Sg7aLS6gcpz1uWousZlcBoAAH4cZQeN9vMeCWoTFqSDznKt2HXI6DgAAPwoyg4aLSTIotv6JkmSstYxUBkA4N0oO2iS0ZemSJKW7yrU/mPHDU4DAMC5UXbQJJ1iIzSoS4zcbmnuOgYqAwC8F2UHTVY3UHnu+lxVMVAZAOClKDtosmtT4xUbGazDpRVasqPgp58AAIABKDtosiCLWbf3OzlQmTsqAwC8FGUH52VU/xSZTNJ/9hzW3sNlRscBAOAMlB2cl+ToMF15ckLQOVyGDgDwQpQdnLe6gcrzNuSqvKrG4DQAANRH2cF5u6p7nBIdITp2vEqLt+UbHQcAgHooOzhvFrNJo07eZHD22n0GpwEAoD7KDprFHf2TZTGbtP77Y/qmoMToOAAAeFB20Czi7SEaclGcJC5DBwB4l/MuO+Xl5c2RA36gbqDyexv363hltcFpAACo1aSy43K59NRTT6l9+/aKiIjQd999J0l64okn9NZbbzVrQPiOy7q0VUp0mErKq7Vwy0Gj4wAAIKmJZefpp5/WzJkzNXXqVNlsNs/yHj166B//+EezhYNvMZtNunMAA5UBAN6lSWXnn//8p9544w1lZGTIYrF4lvfu3Vtff/11s4WD77mtb5KCLCZt2e/UtgNOo+MAANC0snPgwAF16dLljOUul0tVVVXnHQq+q21EsH7eo50kaTYDlQEAXqBJZSc1NVVffPHFGcvfffddpaWlnXco+LaMk6eyPtx8QCXllF8AgLGsTXnSpEmTNGbMGB04cEAul0vvv/++du3apX/+859auHBhc2eEjxnQMVqdY8P17aEyfbA5T3cP7GB0JABAAGvSkZ2bbrpJCxYs0Geffabw8HBNmjRJO3fu1IIFC3Tttdc2d0b4GJPJ5LkMffaafXK73QYnAgAEMpObbyIVFxfL4XDI6XTKbrcbHccvOI9X6dJnPlNFtUvv/+5n6pPSxuhIAAA/09Dvb+6gjBbhCAvSDb0SJUmz1zBQGQBgnAaXnejoaB0+fFiS1KZNG0VHR5/zAUhSxsDagcoLv8pT0fFKg9MAAAJVgwcov/DCC4qMjPT8bjKZWiwU/ENacpQuamfXzoPFem/jAY29rKPRkQAAAYgxO2LMTkt6e80+Pf7BNnWKDdfSCVdQkgEAzaZFx+xYLBYVFhaesfzIkSP17qgM3JzWXuE2i747VKa1e48aHQcAEICaVHbOdTCooqKi3lxZQESwVb+4pL0k7qgMADBGo24qOG3aNEm191H5xz/+oYiICM+6mpoaff755+revXvzJoTPyxiQojnrcrR420EdLk1V24hgoyMBAAJIo8rOCy+8IKn2yM706dPrnbKy2Wy64IILNH369OZNCJ/Xo71DvZOjtCW3SPM27Nd9V3Y2OhIAIIA0quzs3btXknTVVVdp/vz5ioqKaolM8EMZA1K0JbdIWev26b8Hd5LZzEBlAEDraPSYnaqqKuXk5OjgwYMtkQd+6sZeiYoMsSr36Al9seew0XEAAAGk0WUnKChI5eXlLZEFfizUZtGIPkmSpKy1+wxOAwAIJE26GiszM1PPPvusqqurmzsP/NidA2rvqPzZzkLlOynMAIDW0agxO3XWr1+vpUuX6tNPP1XPnj0VHh5eb/3777/fLOHgX7rGR+rSC6K17vuj+tf6XD005EKjIwEAAkCTyk5UVJRGjBjR3FkQADIGpmjd90c1d32OMq/qLKuFuWgBAC2rSWVnxowZzZ0DAeLnPRIUHW7TQWe5lu86pGtT442OBADwc03+1+rq6mp99tlnev3111VSUiJJysvLU2lpabOFg/8Jtlp0W18GKgMAWk+Tys6+ffvUs2dP3XTTTcrMzNShQ4ckSc8++6weeeSRZg0I/zP60tqByiu+OaTco8cNTgMA8HdNKjsPPfSQ+vXrp2PHjik0NNSz/JZbbtHSpUubLRz8U8e24bqsS1u53dLc9cyXBQBoWU0qO1988YUef/zxMyb9vOCCC3TgwIFmCQb/lnHyMvR/rd+vymqXwWkAAP6sSWXH5XKppqbmjOX79+9XZGTkeYeC/xuSGq/YyGAdLq3Qkh0FRscBAPixJpWd6667Ti+++KLnb5PJpNLSUj355JO6/vrrmysb/FiQxaxR/ZMlSVnrGKgMAGg5TSo7zz33nL788kulpqaqvLxcd955p+cU1rPPPtvg13nttdfUq1cv2e122e12paena9GiRZ715eXlyszMVExMjCIiIjRixAgVFNQ/CpCTk6Phw4crLCxMcXFxevTRR7mzs4+4o3+yTCbpyz1H9N0hruIDALSMJpWdpKQkbdmyRX/4wx80fvx4paWlacqUKdq0aZPi4uIa9TpTpkxRdna2NmzYoKuvvlo33XSTtm/fLkkaP368FixYoHnz5mnlypXKy8vTrbfe6nl+TU2Nhg8frsrKSq1atUqzZs3SzJkzNWnSpKa8LbSypDZhuqpb7T8vc9YxUBkA0DJMbrfbbXSIU0VHR+uvf/2rbrvtNsXGxiorK0u33XabJOnrr7/WRRddpNWrV2vgwIFatGiRbrjhBuXl5Sk+vvbmdNOnT9djjz2mQ4cOnTGAuk5FRYUqKio8fxcXFys5OVlOp1N2u73l3yQ8lu4s0NhZGxQVFqQ1E69RSJDF6EgAAB9RXFwsh8Pxk9/fTbqDsiTt3r1by5cvV2FhoVyu+lfTNOXISk1NjebNm6eysjKlp6crOztbVVVVGjJkiGeb7t27KyUlxVN2Vq9erZ49e3qKjiQNHTpU9913n7Zv3660tLSz7mvy5Mn605/+1OiMaH5XdotToiNEec5yLdp2ULekJRkdCQDgZ5pUdt58803dd999atu2rRISEmQymTzrTCZTo8rO1q1blZ6ervLyckVERGj+/PlKTU3V5s2bZbPZFBUVVW/7+Ph45efnS5Ly8/PrFZ269XXrzmXixImaMGGC5++6IztofRazSaMvTdFzS75R1tocyg4AoNk1qew8/fTT+stf/qLHHnvsvAN069ZNmzdvltPp1LvvvqsxY8Zo5cqV5/26PyY4OFjBwcEtug803O39k/Xi0t1a//0x7cgrVmoipxIBAM2nSQOUjx07ppEjRzZLAJvNpi5duqhv376aPHmyevfurZdeekkJCQmqrKxUUVFRve0LCgqUkJAgSUpISDjj6qy6v+u2gfeLt4fo5xfX/vf1+/e2cJNBAECzalLZGTlypD799NPmziKp9oaFFRUV6tu3r4KCgupNP7Fr1y7l5OQoPT1dkpSenq6tW7eqsLDQs82SJUtkt9uVmpraIvnQMp64IVVRYUHadqBYf/3ka6PjAAD8SJNOY3Xp0kVPPPGE1qxZo549eyooKKje+gcffLBBrzNx4kQNGzZMKSkpKikpUVZWllasWKFPPvlEDodDY8eO1YQJExQdHS273a4HHnhA6enpGjhwoKTamxumpqbq7rvv1tSpU5Wfn6/HH39cmZmZnKbyMQmOEP31tt76zT836M0v9mpQl7a6slvDb2MAAMC5NOnS844dO577BU0mfffddw16nbFjx2rp0qU6ePCgHA6HevXqpccee0zXXnutpNqbCj788MOaM2eOKioqNHToUL366qv1TlHt27dP9913n1asWKHw8HCNGTNGU6ZMkdXa8B7X0EvX0PKe/HCbZq3ep7YRNn380OWKiwwxOhIAwEs19Pvb6+6zYwTKjvcor6rRza98qa/zS3T5hW01655LZTabfvqJAICA0+z32ZkwYYKeeuophYeH17ts+3Qmk0nPPfdc49ICJ4UEWfTy6DTd+Pf/6Ivdh/WP/3ynewd3NjoWAMCHNbjsbNq0SVVVVZ7fz+XUe+4ATXFhfKSevPFiTXx/q6Yu3qUBHWPUOznK6FgAAB/FaSxxGssbud1uZWZt1Mdb89UhJkz/fvByRQQ3+YbfAAA/1NDv7yZdeg60NJPJpMm39FL7qFDtO3Jckz7YZnQkAICPouzAaznCgvTSqEtkNknvbzqg9zfuNzoSAMAHUXbg1fpdEK1xQ7pKkp74YJu+P1xmcCIAgK+h7MDrZV7VRZd2jFZZZY0enLuJ6SQAAI1C2YHXs5hNemnUJYoKC9JX+5167tNdRkcCAPgQyg58QjtHqJ4d0UuS9Prn3+nzbw4ZnAgA4CsoO/AZQy9O0N0DO0iSJryzRYdKKgxOBADwBZQd+JT/HX6RusVH6nBphR6Zt0UuV8DfJgoA8BMoO/ApIUEWvXxnmoKtZq385pD+78u9RkcCAHg5yg58Ttf4SE26MVWS9Ozir7V1v9PgRAAAb0bZgU+689IU/fziBFXVuPXAnI0qrag2OhIAwEtRduCTTCaTpozoqURHiL4/clxPfrjd6EgAAC9F2YHPigqz6cVRaTKbpPc27teHmw8YHQkA4IUoO/Bpl3aM1oPXXChJ+t/525Rz5LjBiQAA3oayA593/1VddOkF0SqtqNYDczepqobpJAAAP6DswOdZLWa9MOoSOUKDtCW3SM8v+cboSAAAL0LZgV9oHxWqZ0f0lCRNX/mt/rP7sMGJAADegrIDv/HzHu2UMSBFbrc0/p3NOlLKdBIAAMoO/MwTN6Sqa3yEDpXUTifhdjOdBAAEOsoO/EpIkEUvj+6jYKtZy3cd0owvvzc6EgDAYJQd+J1uCZF6fPhFkqQpi77WtgNMJwEAgYyyA79018AOujY1XpU1Lj04Z5PKmE4CAAIWZQd+yWQyaeqIXkqwh+i7w2X60wKmkwCAQEXZgd9qE27Ti6MukckkvbNhvz7akmd0JACAASg78GsDO8Xogau6SJL+9/2tyj3KdBIAEGgoO/B7D15zofp2aKOSimo9yHQSABBwKDvwe1aLWS+NukSRIVZtyinSi58xnQQABBLKDgJCUpswTbm1lyTp1RXfatUeppMAgEBB2UHAGN6rnUZfmiy3Wxr3r806WlZpdCQAQCug7CCgTLrhYnWJi1BhSYUeZToJAAgIlB0ElFCbRdNGpclmNWvp14Watep7oyMBAFoYZQcBJzXRrv+9vnY6iWc+/lo78ooNTgQAaEmUHQSkX6Z30JCL4lRZ49IDczbqeCXTSQCAv6LsICCZTCZNva234u3B+vZQmf68YIfRkQAALYSyg4AVHW7TC3fUTicxd32uFn7FdBIA4I8oOwhoP+vcVplX1k4nMZHpJADAL1F2EPAeGnKh+qREqaS8Wg/N3aRqppMAAL9C2UHAC7KY9dKoNEUGW7Uxp0gvLd1tdCQAQDOi7ACSkqPD9MytPSVJf1++R6u/PWJwIgBAc6HsACfd2DtRd/Srm05iE9NJAICfoOwAp3jyF6nqFBuuguIK/f7dr5hOAgD8AGUHOEWYzaqXR6fJZjHrs50F+n9r9hkdCQBwnig7wGkuTnRo4vXdJUlP/3undh5kOgkA8GWUHeAsfvWzC3R19zhVVrv0wJxNOlFZY3QkAEATGVp2Jk+erP79+ysyMlJxcXG6+eabtWvXrnrblJeXKzMzUzExMYqIiNCIESNUUFBQb5ucnBwNHz5cYWFhiouL06OPPqrqauY6QtOZTCb99bZeiosM1p7CUv15IdNJAICvMrTsrFy5UpmZmVqzZo2WLFmiqqoqXXfddSorK/NsM378eC1YsEDz5s3TypUrlZeXp1tvvdWzvqamRsOHD1dlZaVWrVqlWbNmaebMmZo0aZIRbwl+JCYi2DOdxJx1Ofp460GjIwEAmsDk9qLLTQ4dOqS4uDitXLlSgwcPltPpVGxsrLKysnTbbbdJkr7++mtddNFFWr16tQYOHKhFixbphhtuUF5enuLj4yVJ06dP12OPPaZDhw7JZrP95H6Li4vlcDjkdDplt9tb9D3C90xd/LVeXfGt7CFWffzQ5UpqE2Z0JACAGv797VVjdpxOpyQpOjpakpSdna2qqioNGTLEs0337t2VkpKi1atXS5JWr16tnj17eoqOJA0dOlTFxcXavn37WfdTUVGh4uLieg/gXMZf21WXJEepuLxa4+ZuZjoJAPAxXlN2XC6Xxo0bp0GDBqlHjx6SpPz8fNlsNkVFRdXbNj4+Xvn5+Z5tTi06devr1p3N5MmT5XA4PI/k5ORmfjfwJ0EWs14eXTudxIZ9xzRt2R6jIwEAGsFryk5mZqa2bdumuXPntvi+Jk6cKKfT6Xnk5ua2+D7h25Kjw/T0LbUl/O/LdmvNd0wnAQC+wivKzv3336+FCxdq+fLlSkpK8ixPSEhQZWWlioqK6m1fUFCghIQEzzanX51V93fdNqcLDg6W3W6v9wB+yk2XtNfIvklyuaXx/9qsY0wnAQA+wdCy43a7df/992v+/PlatmyZOnbsWG993759FRQUpKVLl3qW7dq1Szk5OUpPT5ckpaena+vWrSosLPRss2TJEtntdqWmprbOG0HA+OMvLlantuE66CzXY+8xnQQA+AJDy05mZqbefvttZWVlKTIyUvn5+crPz9eJEyckSQ6HQ2PHjtWECRO0fPlyZWdn65577lF6eroGDhwoSbruuuuUmpqqu+++W1u2bNEnn3yixx9/XJmZmQoODjby7cEPhQdbNW10moIsJn26o0Bvr80xOhIA4CcYeum5yWQ66/IZM2boV7/6laTamwo+/PDDmjNnjioqKjR06FC9+uqr9U5R7du3T/fdd59WrFih8PBwjRkzRlOmTJHVam1QDi49R2P944vv9PS/d8pmNeuj+wepewL/3ABAa2vo97dX3WfHKJQdNJbL5davZ63Xil2H1DU+Qh9mXqZQm8XoWAAQUHzyPjuArzCbTfrbyN5qGxGsbwpK9fS/mU4CALwVZQdoorYRwXrhjt6SpNlrc7R4G9NJAIA3ouwA5+HyC2P131d0kiT9/t2vdKDohMGJAACno+wA5+nha7upd5JDxeXVGs90EgDgdSg7wHmyWc2aNjpNEcFWrfv+qP6+nOkkAMCbUHaAZtAhJlxP31w7ncS0pbu1/vujBicCANSh7ADN5Oa09rq1T3u53NJDczbJebzK6EgAAFF2gGb155t66IKYMOU5y/U/7zOdBAB4A8oO0Iwigq16eXQfBVlMWrQtX3PW5RodCQACHmUHaGY9kxz6/dDukqQ/LdiubwpKDE4EAIGNsgO0gLGXddTgrrGqqHbpwTmbVF5VY3QkAAhYlB2gBZjNJj03srfaRtj0dX6Jnvl4p9GRACBgUXaAFhIbGaznbr9EkvTP1fv06fZ8YwMBQICi7AAt6Iqusbp38MnpJN77SgedTCcBAK2NsgO0sEeu66ae7R0qOl6lcXM3q8bF5egA0JooO0ALq5tOItxm0dq9R/Uq00kAQKui7ACtoGPbcD11cjqJF5fu1gamkwCAVkPZAVrJrX2SdEtae9W43Hpo7mY5TzCdBAC0BsoO0Ir+fNPF6hATpgNFJ/SH97cynQQAtALKDtCKIkOCNG1Umqxmk/699aD+tZ7pJACgpVF2gFbWOzlKjw7tJkn644Lt2lPIdBIA0JIoO4ABfnN5J11+YVuVV7l0fxbTSQBAS6LsAAYwm0167vbeigmvnU5iyqKvjY4EAH6LsgMYJC4yRH+7vbckaeaq7/XZjgKDEwGAf6LsAAa6qluc/uuyjpKkR9/donxnucGJAMD/UHYAgz36827q0d6uY8erNP5fTCcBAM2NsgMYLNhq0bRRaQqzWbT6uyOavvJboyMBgF+h7ABeoFNshP58U+10Es8v+UbZ+44ZnAgA/AdlB/ASI/q01y96J6rG5daDczYxnQQANBPKDuAlTCaTnr6lh5KjQ3Wg6IT+dz7TSQBAc6DsAF7Efsp0Egu/Oqh5G/YbHQkAfB5lB/AyaSltNOG6rpKkJz/arj2FpQYnAgDfRtkBvNBvB3fWoC4xOlFVowfmMJ0EAJwPyg7ghcxmk56//RJFh9u082Cxnl3MdBIA0FSUHcBLxdtD9LeRvSRJM778Xkt3Mp0EADQFZQfwYld3j9c9gy6QJD367lcqKGY6CQBoLMoO4OX+Z1h3pbaz62hZJdNJAEATUHYALxdstWja6DSFBlm06tsjev1zppMAgMag7AA+oEtchP70i4slSc99+o025jCdBAA0FGUH8BEj+yXphl7tVONy66G5m+Q8znQSANAQlB3AR5hMJv3llp5KahOq3KMndMXfluuV5XtUWlFtdDQA8GqUHcCHOEKDNP2uvurUNlxFx6v010926fJnl+nVFZQeADgXk5uZBlVcXCyHwyGn0ym73W50HOAnVde4tOCrPE1bukd7D5dJktqEBek3gzvpl+kXKCLYanBCAGh5Df3+puyIsgPfRekBEMgoO41A2YGvq65x6aMteXp5Wf3Sc+/gzvplegeFU3oA+CHKTiNQduAvKD0AAgllpxEoO/A3daVn2tLd+v7IcUlSdLhN9w7upLsHUnoA+AfKTiNQduCvqmtc+nBznl5eRukB4H8a+v1t6KXnn3/+uW688UYlJibKZDLpgw8+qLfe7XZr0qRJateunUJDQzVkyBDt3r273jZHjx5VRkaG7Ha7oqKiNHbsWJWWlrbiuwC8l9Vi1oi+SfpswhV6bmRvXRATpqNllZqy6GtdPnW5Xl/5rY5Xcsk6AP9maNkpKytT79699corr5x1/dSpUzVt2jRNnz5da9euVXh4uIYOHary8h9mfs7IyND27du1ZMkSLVy4UJ9//rnuvffe1noLgE84tfT8bWRvdThZeiYv+lqXP0vpAeDfvOY0lslk0vz583XzzTdLqj2qk5iYqIcffliPPPKIJMnpdCo+Pl4zZ87UqFGjtHPnTqWmpmr9+vXq16+fJGnx4sW6/vrrtX//fiUmJp51XxUVFaqoqPD8XVxcrOTkZE5jIWBU17j0wcnTW/tOnt6KCbfpv6/opLsGdlCYjdNbALyfT5zG+jF79+5Vfn6+hgwZ4lnmcDg0YMAArV69WpK0evVqRUVFeYqOJA0ZMkRms1lr164952tPnjxZDofD80hOTm65NwJ4IavFrNv6JmnphCv019t6KSU6TEfKKvXMx7VHet74nCM9APyH15ad/Px8SVJ8fHy95fHx8Z51+fn5iouLq7fearUqOjras83ZTJw4UU6n0/PIzc1t5vSAb7BazBrZL1lLHz6z9Ayeulxvfv4dpQeAzwvIY9XBwcEKDg42OgbgNYJOlp6b09rrg00H9PKyPco5elx/+XinXv/8W/334M7KGJjC6S0APslrj+wkJCRIkgoKCuotLygo8KxLSEhQYWFhvfXV1dU6evSoZxsADRd0ypGeqSeP9BwurdRfPt7pOdJzorLG6JgA0CheW3Y6duyohIQELV261LOsuLhYa9euVXp6uiQpPT1dRUVFys7O9myzbNkyuVwuDRgwoNUzA/4iyGLW7aeUnuToUE/puXzqMv3jC0oPAN9h6NVYpaWl2rNnjyQpLS1Nzz//vK666ipFR0crJSVFzz77rKZMmaJZs2apY8eOeuKJJ/TVV19px44dCgkJkSQNGzZMBQUFmj59uqqqqnTPPfeoX79+ysrKanAObioI/LiqGpfmbzygl5fvVu7RE5KkthE2/faKzsoY0EGhNovBCQEEIp+4g/KKFSt01VVXnbF8zJgxmjlzptxut5588km98cYbKioq0mWXXaZXX31VXbt29Wx79OhR3X///VqwYIHMZrNGjBihadOmKSIiosE5KDtAw5y99ATrt1d0ovQAaHU+UXa8BWUHaJyqGpfe37hfLy/bo/3HKD0AjEHZaQTKDtA0Zys9sZHBJ09vpSgkiNIDoOVQdhqBsgOcn8rq2tLz9+WUHgCth7LTCJQdoHnUlZ6Xl+3RgaIfSs99V3TWnZQeAM2MstMIlB2geVF6ALQGyk4jUHaAllFZ7dJ7G/fr76eUnrjIYN13ZWeNvpTSA+D8UHYagbIDtCxKD4CWQNlpBMoO0Doqq116N3u/XllO6QFw/ig7jUDZAVrXuUrP767srFGUHgANRNlpBMoOYIzKapfmZefqlWV7lOcslyTF22sHMlN6APwUyk4jUHYAY1VU19Qe6Tmt9Pzuyi66o38ypQfAWVF2GoGyA3gHSg+AxqDsNAJlB/AuFdU1mrdhv15d/kPpSbCH6HdXddbt/Sg9AGpRdhqBsgN4p7rS88ryPTpI6QFwGspOI1B2AO9WUV2jd04e6Tm19GRe1Vm3909WsJXSAwQiyk4jUHYA33C20tPOEaLfXUnpAQIRZacRKDuAb6mortE763P1yvJvlV9M6QECFWWnESg7gG86Z+m5qotu75dE6QH8HGWnESg7gG8rr6rROxty9SqlBwgolJ1GoOwA/uFcpeeS5CiF2awKD7bU/rRZFBZsVUTd357lVoUFWzw/w4IsslrMBr8rAOdC2WkEyg7gX+pKzyvL96iguOK8XivYalZ4sFVhNkv9MmSz/LC8kettFrNMJlMzvVsgcFF2GoGyA/in8qoaLfu6UEdKK1RWWaPjFdW1PyurVVZx2s9T1pdVVKva1XL/12g1m36kDJ088nTqEafTjkidbX1okIUChYDT0O9vaytmAoBWFRJk0fU92zXpuZXVrjNK0I+XpWodr6ip/XmyMB2vrKm3vLzKJUmqdrlVXF6t4vLqZnuvJpMUFnTuMvRTZanuNJ4jNEhR4UGKDLZSnuA3KDsAcBY2q1k2q01RYc33mjUut46fXobOUop+an3ZKeXreFWN3G7J7VbtUanKGh1qhqxWs0lRYTZFhwfV/gyzqc0pv0eFBSk63HZyG5vahAXJHhIks5mCBO9D2QGAVmIxmxQZEqTIkKBme02Xy63y6pofPS3346ftfihVZRU1cp6o0omqGlW73DpcWqHDpQ0f82Q2SVFhtcWnTZhNbU6WoNqfZy9JjtAgWShIaGGUHQDwYWazSWE2q8JsVknBzfKa5VU1Ona8UsfKqmp/Hq/UseNVOlZ28veyk3/XrSurUmlFtVxu6WhZpY6WVUoqa9C+TCbJEXqyHJ2jJNWtqytJUWFBCuIqOTQCZQcAUE9IkEXtHKFq5wht8HMqq10qOlmKjpZVquh4pY4er1TRyb/PKElllSour5bbLRUdr1LR8SrtbUTGyBDrD0eITitJdUeN6o4itTlZkLjfUuCi7AAAzpvNalacPURx9pAGP6e6xqWiE1WeEnS2klR0vPLkzyodPV4p54kqud1SSXm1Ssqrte/I8QbvL9xm+eFoUfgpR5JOHZt0WkkKCaIg+QPKDgDAEFaLWW0jgtU2ouGn32pcbjlPVNU/UnTyyNHR45UqKqs6WZZ+WFd0oko1LvfJAdwntP/YiQbvLzTIUv+U2iklKdRmkUm1p+JMMtX+NJlOWXby7zOWmzzrzSd/8Wx7chvzyefpbMtP/q7TXqd2P7Wvr9OXn7Kt6r2O6ZSsp+7rLHnP8rvZdGYWk+nkcp36HqR4e4hhpx8pOwAAn2ExmxQdXnsERrENe47L5VZJefUPheh4pY6WVXmOGtUbj3RKSap2uXWiqkYnnDXKc5a37BsLAMsevkKdYiMM2TdlBwDg18xmkxxhQXKEBekChTfoOW63W6UV1Z5B2mcrSeVVLrnl1sn/yO12yy3J5f7h99p1brndkstd+7N229qVnuUnl9W9jnTK9qe8hmc/p+3T7T7td/3wXNfJ1zv9dVzuM7OfmlNnW35adne9nKe+51Pfb+1Ps4H3baLsAABwGpPph9sEpMQ0482WYAiu3QMAAH6NsgMAAPwaZQcAAPg1yg4AAPBrlB0AAODXKDsAAMCvUXYAAIBfo+wAAAC/RtkBAAB+jbIDAAD8GmUHAAD4NcoOAADwa5QdAADg1yg7AADAr1mNDuAN3G63JKm4uNjgJAAAoKHqvrfrvsfPhbIjqaSkRJKUnJxscBIAANBYJSUlcjgc51xvcv9UHQoALpdLeXl5ioyMlMlkarbXLS4uVnJysnJzc2W325vtdf0Rn1Xj8Hk1HJ9Vw/FZNRyfVcO15GfldrtVUlKixMREmc3nHpnDkR1JZrNZSUlJLfb6drud/zE0EJ9V4/B5NRyfVcPxWTUcn1XDtdRn9WNHdOowQBkAAPg1yg4AAPBrlJ0WFBwcrCeffFLBwcFGR/F6fFaNw+fVcHxWDcdn1XB8Vg3nDZ8VA5QBAIBf48gOAADwa5QdAADg1yg7AADAr1F2AACAX6PstIDPP/9cN954oxITE2UymfTBBx8YHclrTZ48Wf3791dkZKTi4uJ08803a9euXUbH8kqvvfaaevXq5bkxV3p6uhYtWmR0LJ8wZcoUmUwmjRs3zugoXuePf/yjTCZTvUf37t2NjuXVDhw4oLvuuksxMTEKDQ1Vz549tWHDBqNjeZ0LLrjgjH+2TCaTMjMzWz0LZacFlJWVqXfv3nrllVeMjuL1Vq5cqczMTK1Zs0ZLlixRVVWVrrvuOpWVlRkdzeskJSVpypQpys7O1oYNG3T11Vfrpptu0vbt242O5tXWr1+v119/Xb169TI6ite6+OKLdfDgQc/jP//5j9GRvNaxY8c0aNAgBQUFadGiRdqxY4eee+45tWnTxuhoXmf9+vX1/rlasmSJJGnkyJGtnoXpIlrAsGHDNGzYMKNj+ITFixfX+3vmzJmKi4tTdna2Bg8ebFAq73TjjTfW+/svf/mLXnvtNa1Zs0YXX3yxQam8W2lpqTIyMvTmm2/q6aefNjqO17JarUpISDA6hk949tlnlZycrBkzZniWdezY0cBE3is2Nrbe31OmTFHnzp11xRVXtHoWjuzAqzidTklSdHS0wUm8W01NjebOnauysjKlp6cbHcdrZWZmavjw4RoyZIjRUbza7t27lZiYqE6dOikjI0M5OTlGR/JaH330kfr166eRI0cqLi5OaWlpevPNN42O5fUqKyv19ttv69e//nWzTrjdUBzZgddwuVwaN26cBg0apB49ehgdxytt3bpV6enpKi8vV0REhObPn6/U1FSjY3mluXPnauPGjVq/fr3RUbzagAEDNHPmTHXr1k0HDx7Un/70J11++eXatm2bIiMjjY7ndb777ju99tprmjBhgv7whz9o/fr1evDBB2Wz2TRmzBij43mtDz74QEVFRfrVr35lyP4pO/AamZmZ2rZtG+MFfkS3bt20efNmOZ1OvfvuuxozZoxWrlxJ4TlNbm6uHnroIS1ZskQhISFGx/Fqp55y79WrlwYMGKAOHTronXfe0dixYw1M5p1cLpf69eunZ555RpKUlpambdu2afr06ZSdH/HWW29p2LBhSkxMNGT/nMaCV7j//vu1cOFCLV++XElJSUbH8Vo2m01dunRR3759NXnyZPXu3VsvvfSS0bG8TnZ2tgoLC9WnTx9ZrVZZrVatXLlS06ZNk9VqVU1NjdERvVZUVJS6du2qPXv2GB3FK7Vr1+6Mf7m46KKLOPX3I/bt26fPPvtM//Vf/2VYBo7swFBut1sPPPCA5s+frxUrVjDQr5FcLpcqKiqMjuF1rrnmGm3durXesnvuuUfdu3fXY489JovFYlAy71daWqpvv/1Wd999t9FRvNKgQYPOuD3GN998ow4dOhiUyPvNmDFDcXFxGj58uGEZKDstoLS0tN6/Fe3du1ebN29WdHS0UlJSDEzmfTIzM5WVlaUPP/xQkZGRys/PlyQ5HA6FhoYanM67TJw4UcOGDVNKSopKSkqUlZWlFStW6JNPPjE6mteJjIw8Y9xXeHi4YmJiGA92mkceeUQ33nijOnTooLy8PD355JOyWCwaPXq00dG80vjx4/Wzn/1MzzzzjG6//XatW7dOb7zxht544w2jo3kll8ulGTNmaMyYMbJaDawcbjS75cuXuyWd8RgzZozR0bzO2T4nSe4ZM2YYHc3r/PrXv3Z36NDBbbPZ3LGxse5rrrnG/emnnxody2dcccUV7oceesjoGF7njjvucLdr185ts9nc7du3d99xxx3uPXv2GB3Lqy1YsMDdo0cPd3BwsLt79+7uN954w+hIXuuTTz5xS3Lv2rXL0Bwmt9vtNqZmAQAAtDwGKAMAAL9G2QEAAH6NsgMAAPwaZQcAAPg1yg4AAPBrlB0AAODXKDsAAMCvUXYAAIBfo+wA8EtXXnmlxo0bZ3QMAF6AsgMAAPwaZQcAAPg1yg6AgPDvf/9bDodDs2fPNjoKgFZm4HzrANA6srKy9Nvf/lZZWVm64YYbjI4DoJVxZAeAX3vllVf0u9/9TgsWLKDoAAGKIzsA/Na7776rwsJCffnll+rfv7/RcQAYhCM7APxWWlqaYmNj9X//939yu91GxwFgEMoOAL/VuXNnLV++XB9++KEeeOABo+MAMAinsQD4ta5du2r58uW68sorZbVa9eKLLxodCUAro+wA8HvdunXTsmXLdOWVV8pisei5554zOhKAVmRycyIbAAD4McbsAAAAv0bZAQAAfo2yAwAA/BplBwAA+DXKDgAA8GuUHQAA4NcoOwAAwK9RdgAAgF+j7AAAAL9G2QEAAH6NsgMAAPza/weFawOI4GaRRQAAAABJRU5ErkJggg==", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["kmax = 7\n", "inertie = []\n", "for k in range(1, kmax+1):\n", " centres = (np.random.rand(k, dim)*6 - 3).tolist()\n", " classes = kmeans(X, centres)\n", " centres = calculer_centres(classes)\n", " inertie.append(inertia(classes, centres))\n", "plt.plot(range(1, kmax+1), inertie)\n", "plt.xlabel(\"k\")\n", "plt.ylabel(\"inertie\")\n", "plt.show()"]}, {"attachments": {}, "cell_type": "markdown", "metadata": {}, "source": ["## Animation"]}, {"cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [{"data": {"image/png": 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", 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"]}, "metadata": {}, "output_type": "display_data"}], "source": ["from pathlib import Path\n", "from scipy.spatial import Voronoi, voronoi_plot_2d\n", "\n", "p = 3\n", "X = np.vstack([np.array(p + np.random.randn(10, 2)) for p in [[3, 2], [0, -2], [-3, 3]]])\n", "centres, new_centres, classes = np.random.rand(3, 2)*6 - 3, None, None\n", "\n", "def scatter(X, **kwargs): plt.scatter(X[:,0], X[:,1], cmap=ListedColormap(['r', 'g', 'b']), **kwargs)\n", "def save(title):\n", " global p\n", " scatter(centres, marker='x', s=100, c=[0, 1, 2])\n", " scatter(X, c=classes)\n", " plt.title(title)\n", " plt.savefig(f'img/kmean_{p}.png')\n", " p += 1\n", "def d(a, b): return np.sum((a-b)**2)\n", "\n", "for f in Path('img').glob('*.png'): f.unlink()\n", "scatter(X)\n", "plt.title(\"Donn\u00e9es que l'on souhaite classifier\")\n", "plt.savefig(f'img/kmean_1.png')\n", "scatter(centres, marker='x', s=100, c=[0, 1, 2])\n", "plt.title(\"Choix initial des centres\")\n", "plt.savefig(f'img/kmean_2.png')\n", "\n", "while True:\n", " classes = np.array([np.argmin([d(x, c) for c in centres]) for x in X])\n", " plt.clf()\n", " save(\"Association de chaque donn\u00e9e au centre le plus proche\")\n", "\n", " new_centres = np.array([X[classes==i].mean(axis=0) for i in range(3)])\n", " if np.allclose(centres, new_centres): break\n", "\n", " centres = new_centres\n", " plt.clf()\n", " save(\"Mise \u00e0 jour des centres\")\n", "\n", "ax = plt.gca()\n", "x, y = ax.get_xlim(), ax.get_ylim()\n", "vor = Voronoi(centres)\n", "voronoi_plot_2d(vor, ax, show_points=False, show_vertices=False)\n", "ax.set_xlim(x)\n", "ax.set_ylim(y)\n", "save(\"Fronti\u00e8re de d\u00e9cision\")"]}, {"attachments": {}, "cell_type": "markdown", "metadata": {}, "source": ["## Compression d'image"]}, {"cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [{"data": {"image/png": 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", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["from sklearn.cluster import KMeans\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "img = plt.imread('compression/parrot.jpg')\n", "plt.imshow(img)\n", "plt.show()"]}, {"cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["pixels contient 496738 pixels de 3 couleurs chacun\n", "Centres des 8 clusters de pixels : [[ 7.66165195 19.76974168 10.35961169]\n", " [164.1427278 177.25148203 142.0176766 ]\n", " [107.72793283 127.07565615 47.67371984]\n", " [207.45478823 170.16388681 32.67841079]\n", " [ 9.0873963 41.5624455 135.5594808 ]\n", " [195.67637004 24.02326738 14.00799751]\n", " [223.28612846 234.53746655 225.07193832]\n", " [ 13.17134015 99.70298247 39.31646374]]\n", "kmeans.labels_ contient les classes de chaque pixel : [0 0 0 ... 6 6 6]\n", "img_compressed est obtenu \u00e0 partir de pixels en rempla\u00e7ant chaque pixel par le centre de son cluster\n"]}, {"data": {"image/png": 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", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["pixels = img.reshape(-1, 3)\n", "print(f\"pixels contient {len(pixels)} pixels de 3 couleurs chacun\")\n", "kmeans = KMeans(n_clusters=8, random_state=0).fit(pixels)\n", "print(f\"Centres des 8 clusters de pixels : {kmeans.cluster_centers_}\")\n", "print(f\"kmeans.labels_ contient les classes de chaque pixel : {kmeans.labels_}\")\n", "img_compressed = kmeans.cluster_centers_[kmeans.labels_].astype('uint8')\n", "print(f\"img_compressed est obtenu \u00e0 partir de pixels en rempla\u00e7ant chaque pixel par le centre de son cluster\")\n", "img_compressed = img_compressed.reshape(img.shape)\n", "plt.axis('off')\n", "plt.imshow(img_compressed)\n", "plt.show()\n", "plt.imsave('compression/parrot_compressed.png', img_compressed)"]}, {"attachments": {}, "cell_type": "markdown", "metadata": {}, "source": ["## Exemple de probl\u00e8me non lin\u00e9airement s\u00e9parable"]}, {"cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [{"data": {"image/png": 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oCjnmDprGQCWoWCZHJui9KBuJQD7qmFhVjstGVeCJGyYgHss8fonHetuyu2Dm9nMtZTZK3gUAvRiEyb3Ug2HuIOTcQbaQyMCjn6BimRyZIPKirEZtJ+OyURW4pDruWHKpyO3bUcpsV1KuE8m95FPMHbSEOypBxjI5EiT6Ypqdr6K1U1JYEEHN2f1x1bjBqDm7f94rYOwoZbYrKdfu5F7yMeYOWsIdlaBjmRwJEH0xffzfJqAgEsl7GW56QuzuA0fx/La9aE5oV9nYUcpslLxrJNfkYQog5g5a4nqgcu+992Lp0qUZXxsxYgQ++ugjl1YUQEZlchR6ohU1Xzsr/7sjapVI2bKrbOwoZVaSd299bnuPw1MjdiQPUwApuYOJJqg/oiLy5cwdzOCJo5/zzjsPTU1N3f82bdrk9pKIQiW9okaNBGDm2ApXghS1hNhs2VU2SuClk0renQCsRyt518igaDFLk6knJXcQgGbtGnMHe/BEoHLaaachHo93/xswYIDbSyIKnctGVeA7X6/SvPyXGxrzOvTPbCVSet6JlVJmLZeNqsCmOy/G87d8DXMvOltoLT+5dhyDFFLH3EHTXD/6AYCPP/4YlZWV6N27N2pqalBbW4uhQ4eqXrezsxOdnZ3dnycSiXwtkyjQkikJa97TD0TyOfTPaiWSknei7IZkHxvFLXSNVZKDRXNfDhzpNL4ShRdzB01xPVCZNGkSVq1ahREjRqCpqQlLly7FlClTsHPnTpSVlfW4fm1tbY+cFiLKnZlKmZqz+zu+Hqtlvel5J3aXSrvVxp8CSDR3kK323Q9ULr/88u7/HjNmDCZNmoRhw4Zh9erVuPnmm3tcf/HixViwYEH354lEAkOGDMnLWomCzM2hf2rMvthrVdkouyF2sNLGnwMLyTK22gfggUAlW9++ffHlL38Zn3zyierlxcXFKC4uzvOqiPzD6guj13YLzJQH56vKRq8SSG0NegMLnWyKRwGgtNrPfvQrrfZDlM/iuUDlyJEj2LVrF2bNmuX2Uojyxq533blM8rU69M8pZsqDreSdWCWa+6I30PC7z21H3z69cOjoqTlKnLhM3Qxb7UfkVvsjp4fiGCgiSZKrE7PuuOMOzJgxA8OGDcP+/fuxZMkS1NfXo6GhAQMHDjT8/kQigVgshvb2dkSj0TysmMheuQQX2bej9sKohDsi5bLKbQDquwVulNyq/X7i0WJcP3Eohg8odW03Qi+4TKYkTF7+lqlkYDd/x+QxjRuBZ640vt6cV33dI0v09dv1HZV//OMfuP7669Ha2oqBAwdi8uTJ2LJli1CQQuR1Rjsleu+60xuYifycXGfbAPZWytjF6dlBVunlvlipWDJzP1HAsdV+BtcDlRdeeMHtJRA5wminxExwAUD3hdrOih0vBgZ2JsTmg9WEY6uVVUzYDRi22s/geqBCFERaOyVNJ/MTfv7tCehXWiQUXNz50vt488MWHDqmnc9gd8WO3wIDr8k14dhMoGPX0SF5CFvtZ/BEZ1qiIBHpqDr3+e14/QOxLq8vbf9HRpACnDoaUjrFeq1iJ+yMWvgbEb2ftEYMZD8+yGfYaj8DAxUim4nkJ6QkYNXmPZZ/hlOzbcgeei389Zi5n4yODoFTjw/yIb1W+9esAkr6ATtekhNvU0lXlpgvPPohspmZbXuzU3nTZeczmOnvQc7TSkxWypJzvZ+81kmYHKDWar+jFXh9caiawDFQySe2Qg4FM8crdrzXdWK2DdlDKzH5jYZmU/eTWrKs1zoJk0PSW+03rAFeuhFhawLHQMUJagHJR6+xFXJIKMcwVgbqWeHkbBvKnVpispn7SStZ9ltfFRsdwrykgAhxEzjXG77lynMN39RmM5SUA8faVK588o9SQKPgMMl+x3uwowu3/Xa78PdHAJSXFuGu6eeiraML97/2odD3VcR6Y9OdFzMQCSi9Jn4S5GOk9qNfaO7M8fERIAFsAuebhm+BojWbQTVIAVSjYB4P+Y7WO95bplThV5saIZLLKAFo7ehCPFaCmeMG4/9sahSaccO8k+AS6bNjZObYCj4+giLETeAYqNhFd1tOjwQkPpWDk2MHeTzkM3qdZf/Pxkb8z8nD8KtN4tU973xyAJ8dPo5vfXUoVrz5d81k2759emHZv4xm3kmAiSTLHjr6Ba4cU4FX31cvQ/7lhkaMH9rP1OOEzeM8KsRN4Bio2GXP5swAw6y/rQW2PIGwJUn5mcg73j/81dxj4mdvn5oa3rdPLwDIGFzXt08v3HRBFeZe/CW+eAScaBLspo8P6F6e3ZJfLxBh8zgPC3ETOAYqdsl1u+39FxHGJCk/E3nH29bxheblRpTcg/lTz3F1+B65QzQJNrsZYLrsEmW9QASALXOnyCFKE7jVs9GzsUGwm8Cx4Ztdctlu6zMAONqqc4W04yHyDKfLPpVdmRf+ex+uHFOJmrP7M0gJEZEmfn1Legnd1meHjxt2sV30f3eweZxXpZJyMm2yC7hwMVAWz7w8WhnoXXfuqNjFcFtOx5nnA39/3fh6AUyS8jPRd7zlpUU42NFlqWcKm3aFl9LdVq+J303/NByPvfmx4W0NKC3GHS+9pxuIpB8xql2Hj0OXqFWSRiuBC38M9D87FEUX3FGxi+5sBgP/eFfsegFMkvKz84f1Q3mp9jtapR36A1eN6v7cKjbtCieliV88lhkUx2O98cQNEzD34nOERiekJMmWvj58HOaZUkmanf+YaAL+XAsUFsmlyAEOUgDuqNhLmc2QHf0aOXoA6NMfONqGsCVJ+ZVy1m+Ug6IkIT5R0LNjrNy0aygee/Pvhj+PTbvCy6g5nNGuy8yxFfje83+1ZS18HOZRiBu8ZWOgYrfs2QyffwRseMT4+8Zcd7LqJ1xJUn6kVZKcLdbn1G6L1osNALzw33s1e6ZEIL975jDBcFPrbqvQG50wc2wFfrmhMedRDXwcusCwkjQtd9EnDd6sYqDihPTZDI0bxQKVEVcAQ2s0+qgsC2ySlN/olSRnaz/6RUa1hNaLDYcJUq7UAuHzh/XD/3jkbdNBCh+HHhHiBm/ZGKg4zUzte0Fhz0mZAU+S8hujkuR0StVOdh+LbBwmSHbIDoTrdrVaykvpV1qEto6u7s/5OHRJiBu8ZWOg4jSzte/puzHkOc0Jc3/4RaslOEyQ7GY18fXu6eciHivh49BtIW7wlo2BSj5oJdnyWMd32o50Wvo+kRcNvTwEIrOsJr7GYyV8HHpBiBu8ZWOgkivRIYLZSbY81vGl8tIiS9/HagnKN6VhnMhwS4AJs57EN7kAGKjkRqsRj9YQQR7r+F48VmLq+vzjT27RaxiXjQmzHsY3uWz4ZpleI57Vs+XLKXCUd6ki+Mef3KbVMC774ag0kGPCrEcpb3JHXx2KBm/ZIpIk+Xp4QyKRQCwWQ3t7O6LRaH5+aCoJrBilU+N+Mslp3o7QPaDCQLSPCqfOkldkT0w+f1g/vLvnoOmEWb3Jy0Rmib5+8+jHCjbiCTWtcmKl0+zwAX34R5w8RS1R22zCrN7kZQbj5CQGKlawEU/osZyYwkRrF1GZvMxjI3ISAxUr2IiHwHJiCge9bsyiTQ2JcsFkWiuURjx6M0ujg0PRiIeIgs2oG3N6U0MiJzBQsUJpxAOgZ7ASrkY8YZRMSajb1YqX6z9F3a5WJFO+zkcn0iXa4dZqJ1yyUSopz5fb8ZL8MZV0e0W24NGPVWzEE0pMKKSwEW1WyKaGLjPb18tHWJ6cK9HOtOR7WgmFyp4aEwopiJIpCZOXv6XZ4VZparjpzouZo+IWpa+X1l+na5/1ZLAi+vrNo59chbwRT1gYJRQCckIhj4EoaJQOt4DmQTebGroplZR3UvT+Oq1b5OtjIAYqRAKYUEhhkp2HdUl1XLXDLTvaeoCZvl4+xRwVIgFMKKSw0MvD2nTnxewd5DUh6OvFQIVCIdfW30wopDCwq7EbW+3nUQj6ejFQocCzo1JHGUZolFDIKcnkV3Y1dmNlXJ4pfb0STVDPUzk5e87Hfb2Yo0KBprxDzM4vUd4hrtvZJHQ7TCikoLOah5Wez/Ifb35sy/ONTAhBXy/uqIhgCbIv2d36W2sYYZzvFikArORhqe2eqGGrfYcFvK8XAxUjAW6iE3Rm3iGKzuzhMEIKKrN5WFr5LFqsPN/IhOqZwMjpgXxTzUBFj1YTncR+YPUs4NrfMFjxMKcqdTiMkILITB6W3m6lkeb2YzmulDQpfb0ChjkqWnSb6Jz0yg983UQnKLRm77BSh0icmTwso91KPfe/9iFzVcgU7qhoMWyiA+BYG7Dh34EL78zPmqgHvQqDS6rjrNQhMkE0DyuXfkEHO7pMlToTMVDRItocZ+uTwNfvCMQ5oN+I9HxYMqMatz63HRFk7o2xUodInUgeVi67kEysdZkPi0MYqGgRbY5zrE2+0wN4LuhlohU9m+68mJU6RCYZ5WEZ5bMYYWKtS3xaHMJARcuwC4CSvsCxQ8bXPdwENG70VYTqd2YqelipQ2QvJZ9Fa7dSNHjhyIk80iwOaZK/7tEJywCTabUVFAKTbhO77rpFwDNXAr+/Wf64YpT8oCDHmK3oUd4hXjVuMGrO7s8ghShHSj6L2qDC+VPPEboNJrLnic8nLHNHRc/X75BzUI4ZTMQ92pr5uQ8iVL9jRQ+R+7R2KwHghf/ex0R2rzAzYdmDaQzcUdFTUAjM+A/0LNYzIsn//vNOz0aofqeckWvdMxHI1T/8Q0jkLLXdSo6c8BifT1hmoGJEaU0crTT/vYf3y+XLZDv+ISTyNr2jIZYm55nPJyzz6EdE9UygOAr85irz3/vnh4AzzuURkAO0ej6UlxbhqnGViJUUIZmSGKwQuYSJ7B7h8wnLEUmSrFSXeUYikUAsFkN7ezui0ahzP2jHS3KyrBXRwcC8HawEckgyJWFbYxvebGjGH+o/RVvHF92Xcbw8ERHSqn4A1a5SLuRUir5+8+hHVC5bYkqSEjmisCCC9mNdePqd3RlBCsDx8kREANLSGLLetEUrPV/4waMfPekd/EoHAmUVwOFmiHcJSOPRJKUgEG3+xi6YRBRqPp2wzEBFi1oHv5JynHrpMxmseDRJKQjMNH9jF0wieylHr8xB8QkfTlhmoKJGq4PfsYPyx5K+p/4bACIFgJTSuDFvJykFgdnmb0RkD72hoMwLI7swUMlm2MEvAvTqA1y9Cjh6QN4pOdoK/O7GtOsoTr6ruGyZ57fW/IzN34jyT2QoKIMVsgOTabOJdvArKARGXy1voZ33Dd8mKQUBm78R5ZdRXhgg54UlU74uKg2vVFKeX7fjJfmjy41LuaOSzWoHP58mKQWB0YA0gM3fiOzEvLAA8+CEZe6oZMulg5+SpKTstDBIyRt2wSTKH+aFBZSSn5l9qqDMr3Np2C53VLL5vINfmLELJlF+MC/Mw9LbapjZ2RfJz1y3SD45yPObcAYq2QoK5S2u7g5+6Zgc63XKgDQico6SF8bpyB6Ty7GNhycs8+hHS0lfla/1Y3IsEYUeh4J6UK7HNh6esMxAJZtyZ6f3SVEca8v/eoiIPIh5YR5ieGwD+dhGr3rHwxOWefSTTvfOBtw8oyMi8hrmhXmEHcc2Hs7PZKCSzsNndKSO7buJ3MW8MA+w49gmIz9To9GDS/mZDFTSefiMjnpa+34T7np5J9o6urq/xvbdRBQ6Vo5t1KqDlAnLqgm5y1zLz2Sgkk70zm7d5ew6yFDt2gb8YkNjj683CbTv5i4MkfP4PMsjs8c2RtVBHmteGpEkyfUex48//jgeeeQRNDc3Y+zYsVi5ciUmTpwo9L2JRAKxWAzt7e2IRqO5LSSVBB47DzjcpH+96GBg3g7mqbhk7fv7cdtv/6p7nYpYb2y68+Iefxg5RI3IeXyeuaB7mC6gemyjVKxqDd3Nvl4eiL5+u1718+KLL2LBggVYsmQJtm/fjrFjx2LatGn47LPP8r+YgkLg/JuMr6fkqYjy2NwEP0umJNz18k7D6yntu9MpQ9SyW38rQ9TW7TQIUInIEJ9nLlGObfRmztlRHeQC149+Hn30Udxyyy246SY5QHjyySfx2muv4emnn8aiRYvyv6D+Z4tdTzRPxYNzE/xsW2Mb2jq+ELpuevtuoyFqEchD1C6pjnN7msgiPs9cZnRs49OCEVd3VLq6uvDuu+9i6tSp3V8rKCjA1KlTUVdXp/o9nZ2dSCQSGf9sZWctuUfnJviZmdkh6e27zQxRIyJr+DzzAL2Zcz4tGHE1UDlw4ACSySQGDcp80R80aBCam5tVv6e2thaxWKz735AhQ+xdlJKUpCki56gY1ZL7dIvN60Rnh/QvLcpo380hakTO4/PM48y+EfdI2oLrOSpmLV68GO3t7d3/9u3bZ+8PKCgERl2tcwUJmDAH+OAP+necmS02EqbMGDFy/1WjMraWdx84KnT7HKJGZB2HFXpc9xtxrWO3tDfiDWuAFaOAZ64Efn+z/HHFKFdOAlwNVAYMGIDCwkK0tGRuM7W0tCAej6t+T3FxMaLRaMY/WzWsATav1L686HTgzw8Z33E+3WLzOmXGiN7p9v/+ehWuGHMqoSyZkvD8tr1Ct3+wozPHFRKFl/JGQudlEBUcVugepakbAM0pTZctAz56zVNpC64GKkVFRTj//POxfv367q+lUimsX78eNTU1+V+QYQt9AF1HMj/XuuM8PDfB75QZI9k7K+WlvfDzb4/H4iuqM76+rbENzQmxreb7X/sQyZTrFftEvsRhhT5gVB00crrn0hZcr/pZsGAB5syZg6985SuYOHEiVqxYgY6Oju4qoLwyPK5RczKXPXsGkIfnJgRB9oyRAacXAxJwoKMTdbtaM5pLmTkPVxL92BKcyBrljUR2H5U4+6h4h151UONGz1UGuR6oXHfddfj8889xzz33oLm5GePGjcO6det6JNjmheVjmJN33NYn5TtcudM9OjchKJQZI+t2NuGO372n2VzK7Hk4E/2IcsNhhT6gVAdl82DaguuBCgDMnTsXc+fOdXsZuR/DvP7jU/+t9Erx4NyEIFn7fhNu++32Hl9vTmulf0l1HPFob+HjHyb6EeWOwwp9SnRETB7TFjwRqHiG4XGNCUruyrXPAvN2empuQlCsfX8/5j6v3ko/vblUKiXh+Anj89QI5O1pJvoRUSilksC7vza+nkiLDhv5rjzZUboZ0WalJR0B2g14yJJ1O5tw22//Cr28V6W51G2//SsOHdXvZstEPyIKvT2bjWfdAXKLjjy+jjFQyaZkRJf0s+HG2CvFCUqbbjuVlxbhpn8ajlhJEat+iGyUTEmo29WKl+s/Rd2uVj6/vEw070R01IxNePSjZuR04D9/ZN/tsVeKrYzadJtV1rsQrR1dePqd3Xj6nd2c8kpkE05R9hmPttXgjooa0e2vr/4vsdtjrxRb2V2Vc/h4Zv4Kp7wS5Y5TlH3ITOfaPGKgokZ0B2TIJE/eqUHndFWOsjG99JUGblMTWWA0RRng8yvvROb2iHauzXOeJQMVNaI7IGUVnrxTg25iVTni0WLd6xREgJXXj9dt562HU16JrOMUZY8xM7fHqHOtC201mKOixkxX2YJC9krJszcamnH8REr3Oj+7fjyuGFOJXoUR3Prc9h4t90Sx+RuReZyi7CENa042Hs36C5jeQiP7dUqvc60LGKioUba/RLvKeuxODTLl3Fsr6OjbpxeW/cvo7kQ9rXbe/UuL0NrRZfjz2PyNyDxOUfYI3fl1GuNfFFqda13AQEWLsv0lulPioTs1qPTOvRUlvQpxSXXm5G21dt7nD+uH//HI22huP661Z8bmb0QWKVOU+fxymeH8uvzP7bGCgYoe7pR4ikhZstZQQbV23ktmVKseC7H5G5GYZEpSneejTFHm88tlHpzbYwUDFSPcKfEMu8+9OeWVyDqjHil8fnmAR/uimMVAhXzDiXNvTnklMk8rVyx9GKgSrPD55SIzhSEexkCFfMOpc29OeSUSJ9oj5ZLqePcxEJ9fLjFbGOJR7KNCvqGcewOaXWt47k3kMDO5YuQBWn1R+vQHrlnlixYaDFTIV5Rz73gs83gnHuvdvd3MIWhEzmlOiOWAqV2Pz02XVM8ELq2VgxPF0QPA64vVm755DI9+yHf0zr05BI3IWW1HOi1dj89NFzWsAV66EaaavnkId1TIl5Rz76vGDUbN2f27gxQOQSNyVnlpkenr8bnpIsOmbxLw6nzghHEDTLcwUKFA4BA0ovyIx0pMXY/PTZcZNn2DfAz06LmePQZioEKBwCFoRPmhVN/pqUirvuNz02WizdyOHpCPgTwYrDBQoUDgEDSi/FCq77Rq6yLIrL7jc9NlZpu5rVskHxd5CAMVCgTRJm8HDney4oAoR0r1XfbOSkVa9Z2CAwpdpjR90wwt06XN/vEQVv1QIBg1gwOAgghw/2sfdn/OigMi60S7znJAocsymr4J8tjsH+6oUCDoNYNTZG+gsOKAKDdq1Xdq12GjRpcpTd/6CHYI9tjsHwYqFBhazeC0/v6x4oAoP0QaNZLDqmcCCz4C+gzQuVIEiA723OyfiCRJvv4LnUgkEIvF0N7ejmg06vZyyAPSR88fONyZcdyj5flbvsZ5JEQOS39uckChSxrWpB0Dqcz+yWPzN9HXb+aoUOCkD0F7uf5Toe9hxQGR8zig0AOUY6B1d2b2V4lWygMKPdihloGKk1JJOXv6SIt85jfsAs9PqQwaVhwQEWWpngmMnO6b1ycGKk5pWKMRsS73ZMQaVGYqDrgtTUShUVAIVE1xexVCmKPihO4zwOxfbf7PAOnUnBFA9UQWT9wwAQA4MI1CjYE65Zvo6zcDFbulksCKUTqzFSLyzsq8HZ7dZgsivcmtAHDrc9u1wkpWJVDgcbIxuYGBilsaNwLPXGl8vTmv+mbbLSjU3jECwOTlb2nOIlGOhjbdeTHfXVIgKTuODNQp31j14xbRjn4e6/wXBmoVB3W7WoUHprFagYKm60QKP/7DTs3JxhHIR6KXVMcZqJNr2PDNbqId/TzW+S+sODCNwmrdziZ8rfZNtHV0aV5HCdRXvdPIpojkGgYqdjMcAOXNzn9hxfJlCiPluKet4wuh69//2oeYvPwtjpsgVzBQsZsyAAqA5mSLy5YxkdYjlPJlvZH1FRyYRgGSTElY+kqD5vBOLZyNRW5hoOIEpfNfNCsBLVrJ0mSPsXNgWjIloW5XK16u/xR1u1q5VU6etK2xTTcvSwtnY5FbmEzrFJ91/gszZWBadnlm3ER5Jss7yS9yybdicjm5gYGKndRa5rME2RcuHjkI+9qO4r93H0RpUSH+ZcKZuOBLA4R2UrTKO5WtcpZ3kpfYkW/F5HLKJwYqdmHLfN+qXduApzY2In03++X39uOWKVVYfEW17vfqnfezvJO8yGishAgml1M+MUfFDkrL/OxutIkm+esNa9xZFxmqXduAX2zIDFIAICUBv9jQiNq1Dbrfb3Ten75VTuQFenlZRphcTm5goJKrVFLeSdF8Tw1g3SL5euQpXSdSeGpjo+51ntrYiK4TKc3L2YeF/EjJy4rHMndGKmK98b+/XoUIck8uJ7ILj35ytWezzlwfAJCAxKfy9dLzVdTyWZhom1e/qdvdYyclW0qSr3fzlLNUL2cfFvKry0ZV4JLquOogwvFD++WUXE5kJwYqubLSMp/5LJ6wp+1oztczOu9XZgVxq5y8QG3elVr1ziXVcZT17oW6Xa0AJNScNQBfO7s/d1LIFQxUcmW2Zb6Sz5L9sqbks7DPSt4MK++T8/WU8/5bn9uOCDLvVW6Vk5eIltCrXe/32z/lbgq5hjkquTLTMp/5LJ4yq2Y4jOKHgoh8PT1a5/3xWG+WJpMnKCX02Ynf2d1mRa9HlE/cUcmV0jJ/9WxA6z210jK/caO1fBZyRNFpBbhlShV+sUE7ofaWKVUoOs04ntc77ydyk2gJ/cUjB7HUnjyJgYodlJb5qnkny04d5VjJZyFHKX1SsvuoFEQg1EclXWFBhN06Ke/U8k7SAwnREvrf1O0WLrXn49xlISvGYKBiF5GW+WbzWSgvFl9RjYWXjsRv6nZjT9tRDCvvg1k1w4V2UtQYvXAQ2UUk70S0NF40uZyl9i4LYTEGAxU7FRTqH9ko+SyJJqjnqUTky4dd4NQKSUPRaQWaJchmcOYP5Yvo6AbR0njR5HKW2rsopMUYTKbNJyWfBYBmOyUln4V8h4mIZDetidxGeSfAqSnHSgm9Tro/KmK9MatmuND1WGrvkhAXYzBQyTclnyWa9e46WhnYaDgMzLxwEIlYt7MJk5e/heuf2oIfvFCP65/agsnL38K6nU2mRjfotcxPL6EvOq1A6Ho8xnSJmeaiAcNAxQ3VM4F5O4E5rwL/+iv547wdDFJ8jDN/yE5Gu3NvNDQL3Y6STyJaQs9Sew8LcTEGc1TcYpTPQr5iZuYPk21Jj0g58cv1eu+sT0nPJxEtoWepvUeJFlm07nJ2HS5goEJkA9EEw90HOjB5+VtMtiVNIrtzrR1dKC/thYMdX5ga3SBaQs9Sew/qLsYwCFLfXQV8/Y5A5Try6IfIBiIJi/369MJjb37MZFvSJbo7981xgwEwnyQ0CgqBCTcaX+/w/sDlqTBQIbKBSMKiVhotk20pneju3NTqOPNJwqb/2WLXC1ieCo9+iGyiJCJm91GJx3rjW18disfe/Lvm97LrJynOH9YP5aVFaOvoUr08/VinsCDCfJIwCWnTUAYqbgtZK+Sg00pEfPV9seRHdv0MN6VhoF6QAmQe6zCfJERC2jSUgYqbQtgKOQzUXjhEt/PZ9TO8tDrNposz8TrczAzBDRDmqLhFaYWcncGttEJuWOPOusgRot1B2fUznPRKkhXlpb3wXz+8SDdI0epkSwESwqah3FFxg2Er5IjcCnnk9MBFxmGlJNve+tx2rfdBrNIIMaOSZABo6/gC7+45qHnMwzlTISIyBDdAuKPihhC3Qg4zdv0kRfbOR3P7MaHv08ph4pypEFKaho6+Wv4Y0CAF4I6KO0LcCjnszHb9ZBfb4FHb+SgvLRL63gGlxT2+JtLJdukrDbikOs7HDvkSAxU3hLTEjGSiVRrcyg8erYTZgxpVPtkW/u493Dsz8/43M2eK1UHkRwxU3BDSEjMSp/WCpmzl53pUpOzUNLcfQ1tHF8pPL0Y8Gu4dm64TKfymbjf2tB3FsPI+mFUzHEWn2Xc6LjJh20hLouf9b2bOFJEfMVBxg50lZuzDEjhOb+Wr7dQowrpjU7u2AU9tbER6kcyDaz/ELVOqsPiKauHb0TuqE0mYBeRRCwePfqF6mdr9z9J3CjpXk2mHDx+OSCSS8W/ZsmVuLil/7Cgxa1gDrBgFPHMl8Pub5Y8rRrG02efMbOVnMypP1Uq6VDSFMPnywdca8IsNmUEKAKQk4BcbGlG7tkHodtbtbMLk5W/h+qe24Acv1OP6p7Zg8vK3un+Xojsa3540VPfy7Pufpe8UdK7vqNx333245ZZbuj8vKytzcTV5lkuJmdKHJft9t9KHJaD19GFgdSvfKKdFpFeHIizJl6/Wf4qnNjbqXuepjY1YeOlI3WMgkaM60R2Nxs+PCF1Puf9Z+h5Q3C3v5np5cllZGeLxePe/0tJSt5eUX1ZKzAz7sEDuw5JK2rlSyhMrW/ki5amiRw96Ozb5kK+mZet2NmHuC/WG10tJwG/qdmteLpJ7svSVBpw4kUKspJfhz6v7f62G1wEy73+WvgcMd8szuL6jsmzZMtx///0YOnQovv3tb2P+/Pk47TTtZXV2dqKzs7P780QikY9leouZPixVU/K2LLKHspXf3H5cK9W6eygdIJbTcu+aD/CvE840tY43GpodrxLJzuk42NGJ+1/7UKjSKZfSbeV3JmpP21HNy0SP6mb9epvQzzp49ATKS4twsKNL6P5XmC19J4/ibnkPrgYq3//+9zFhwgSUl5dj8+bNWLx4MZqamvDoo49qfk9tbS2WLl2ax1V6EPuwBJrZrXyRF8rmRCce//MuU+t4+p3dmFhV7ti7cb2k3nRqlU65lm6L7i4phpX30bzMiWqab4yrxK/f2W36KIcDCn2OXctV2X70s2jRoh4Jstn/PvroIwDAggULcOGFF2LMmDH47ne/i5/85CdYuXJlxo5JtsWLF6O9vb373759++z+X/A+9mEJPDNb+U6VnSrVJU4cvRgl9aZLPz5JpiRburCa+Z0VRIBZNcM1L3eimuaS6jiPcsKIXctV2b6jsnDhQtx444261znrrLNUvz5p0iScOHECu3fvxogRI1SvU1xcjOLint0ZQ4V9WEJBdCvfqbJTrUZhuXbLNZPUm72WLbtabSndNvM7u2VKlW4irdFRnRnpxzqFBREe5YQNd8tV2R6oDBw4EAMHDrT0vfX19SgoKMAZZ5xh86oCJqSjvsNIZCvfzhdKNem7D3Z0yzV77JKu7v8dsNSFNTu4On9YP6HfmUgfFb2jOivSj3V4lONjRlU7apdzt1yVazkqdXV12Lp1Ky666CKUlZWhrq4O8+fPxw033IB+/fq5tSz/UPqwrLszc6swWikHKSFLtgozu18osym7D3Z1y83tqEpsN0EkuJo5tgK/3NCo+Tv72bfG4cpxgw1/VjIlIVZShJv+aTj+WL8fbYLt8LOVl/bCQ98czWOdIGhYo/G3ebn8t1nr8mm13C1X4VqgUlxcjBdeeAH33nsvOjs7UVVVhfnz52PBggVuLcl/Qjbqm7QpOS0iyami0o8h7OyWa+WoSllLzdn98bO3PzG8vkhw9csNjfjO16uw5r0myztE6gMGe+Gb4wbj4nMHYeHqejQntHPu0t195XkMUoLAqGrngu8Bm1eqX/67G9Mu5265wrVAZcKECdiyZYtbPz44lD4sFHrZOS0DSoux8HfvoSWhXeYc69ML7SfbtetVl9TtarVt8J3Zo6r0tXztrP6G39u3Ty/h4GrNe034rx9ehHf3HDSdB6I9YPALPP3Obny1qhz3zjwP331uu8D/JRCPssW974n0uKr7mc7lEWDn74GrVwF/Wszd8pNc76NCRPbJzmm4d6Z+mfOyfxkNAD12BeJZuwpmu+XqJdwqR1WiL+DlpUV48Jujutdi9L2Hjn6BNxqaESspEgqu3t1z0HQeiOgO06Y7L8bPvz0ec5//a48W/QqtvijkQ4ZVOwCklN6FclVPaX9g3k7ulp/EQIUowLSOhLIDEaPqEjPdckUSbi8bVYH/+U/D8fQ7uw1v867p52YciVxSHUffPr1wSGNwnxIk/GiaeuVgNis5M2bmMV0xphI/QwS3/bZncMUW9wFjVzXOkRbulqdhoEIUcCJlzkbVJaLdcg92dOH234ol3F5SHRcKVOKxkozPtzW2aQYpwKkgQTSp1UrOjNkdpivGVODJAuOAkXzOrmqckFX1GGGgQhQCuZa5inTLvXv6ubj/NfGEW7OjAhSiQUL56cWGOy9Wj1yszGNii/sQMOxxBSBSAEiSxuXhrOox4vpQQiLyB6Nuuf1Ki4WPQ4BTwQ/Qs+hY70hENEjY29phuPNi9chFCbK0vjMC+bgrOwhSAsarxg1Gzdn9GaQEjdLjCoD6ozoC1MzVuRyhrOoxwh0VIhKmtyvwcv2nQreRviMimkOTTnQn5vlte3XX0bdPL1xSHRdaczaz85goRER6XJ35VfbAMoGBChGZonWMZOU4BDB/JCISJHzrq0Px2Jt/113HoaNfCJVTa7ESZFFI6PW4SiWBkn7A1KVAx+dA6UCgrCLUVT1GGKgQkS2s5pwA5nNojIKEzhN6JaCn5DrQkXknpEmtakevYy2DFE0MVIjIFvk+DtELEup2tQrdhh0DHTmPh4QYday99lke+2hgMi31lEoCjRuBHS/JH1NJt1dEPmGUcGv3cYhWcqrVZFciR4h0rF23iH9rNXBHhTIZDdMiMuCF4xAmu5KnGHasPdmRds9mNnlTwR0VOkXZmsx+Qilbkw1r3FkX+Y4XynDzvbtDpEm0Y61dnW0DhjsqJDPcmozIW5MjpzPpi3zDC7s7RMKdZtmRVhUDFZJxa5ICismu5DrDjrXsSKuHRz8k49YkEZEzDDvWgh1pdTBQIRm3JomInKN0rI1m5UZFK1mabIBHPyTj1iQRkbP0OtaSJgYqJFO2JlfPBrQKOrk1SUSUG7WOtaSLRz90CrcmiYjIY7ijQpm4NUlERB7CQIV64tYkERF5BI9+iIiIyLMYqBAREZFnMVAhIiIiz2KgQkRERJ7FQIWIiIg8i4EKEREReRYDFSIiIvIsBipERETkWQxUiIiIyLMYqBAREZFnsYU+OS+V5OwgIiKyhIEKOathDbDuTiCx/9TXopXAZcs5jZmIiAzx6Iec07AGWD07M0gBgEST/PWGNe6si4iIfIOBCjkjlZR3UiCpXHjya+sWydcjIsqHVBJo3AjseEn+yL8/vsCjHzJHNN9kz+aeOykZJCDxqXy9qimOLZeICACPoX2MgQqJ03qiT6sF+vTPDF6OtIjdpuj1iIisUo6hs3d4lWPoa59lsOJhDFRIjOYTfT/wuzmZX4tWAuNni93u6YNsWR4RkSrDY+iIfAw9cjqrET2KOSpkTPeJriKxH/ivZQZXigDRwfLuCxGRU8wcQ5MnMVAhY4ZPdLMi8ofLlvEdDBE5i8fQvsdAhYzZ/QQuq+CZMBHlh+jxMo+hPYuBChmz+wn8zScZpBBRfgy7QM6bU3Zye+AxtNcxUCFjhk90kzo+t+d2iIiMFBTKJcgAev4N4zG0HzBQIWO6T3QLuMVKRPlUPVM+bo5WZH49WsljaB9geTKJUZ7o2X1UTInIfxi4xUpE+VY9Uy5B5oBU32GgQuLUnugdrcCfFgsELxpbrHZMVuZ0ZiISUVDITtg+xECFzFF7olfPyAwUjrYCry9WaVW9LHOL1Y6W1myLTUQUaBFJkgS7eHlTIpFALBZDe3s7otGo28shhdEuh1anW2XnReTc2I7bICIiV4i+fnNHhZyht8Uq0tL6P+8EesfkCiG1QIdtsYmIQoGBCuWfSEvrw/uBZ9N2Q7KPczidmYgoFBioUP5Z6XSbPeU0l7bYTL4lMi8fzxs+N0kFAxXKP0t9VLKOc6y2xWbyLZF5+Xje8LlJGtjwjfLPcqfbtOMcK22xleTb7CMjZbemYY3J9RCFgNnnTSoJNG4Edrwkf0wl7f8ZFCoMVCj/cu10e6TFfFtsw+RbyLs1In9UicLC7POmYQ2wYhTwzJXA72+WP64YpR9o8LlJBhiokDu0WlqLUI5zzLTFNpN8S0QyM88bq7sifG6SAeaokHuyO932GQC8fKv8h0313ZVKC37Rtti5JN8ShZXo8+FwE/DmElhqF8DnJhlgoELuyu63ctnyk03cIsj8o6cz5VSkLbbV5FuAlQgUTCKPa9HnTcfn1tsF5PLcpFBgoELeojX8UK0FvxlK8q2Z3RqAlQgUTKKPa9HnTelAsZ+rtiti9blJocEcFfKe6pnAvJ3AnFeBf/2V/HHejtwCA7PJtwArESiYzDyuRZ83ZYK5Zmq7IlaemxQqDFTIm5TjnNFXyx/t+CNlJvmWlQgURFYe1yLPmyGTgIjBy0mkUL6eGjPPTQodHv1QuIgm37JFP/mZVv6J1ce10fNm31ZASumvSUrK19N6vog+Nyl0GKhQ+Igk37ISgfLBiURtvfyTZJfYbag9rvWeN39ba/12RX8GhRYDFSI1rEQgpzmRqK3kn2Qf7Sj5JxcuFrsdM4/rhjXAlp/bf7tEJzFHhUiNlRb9RKKcSNQWyT/Z/szJxFebHtfdP9MIny9kHQMVIjWsRCCnOJWoLZp/cv5NJz+34XFt+DPTfjafL2QRAxUiLaxEICc41TJeNF+q/9n2Pa5Ff+bXbuPzhSxzLEflwQcfxGuvvYb6+noUFRXh0KFDPa6zd+9e3HrrrXj77bdx+umnY86cOaitrcVppzF1hjyClQhkN6cStc3kVVVNsedxLfozR1xh7naJ0jgWEXR1deGaa65BTU0NfvWrX/W4PJlMYvr06YjH49i8eTOampowe/Zs9OrVCw899JBTyyIyj5UIZIZRJY9TidpmO7za8bhmV1nKA8eOfpYuXYr58+dj9OjRqpf/6U9/QkNDA5577jmMGzcOl19+Oe6//348/vjj6OoSLKEjIvKShjXAilHAM1cCv79Z/rhiVGZyrFOJ2m7kVTGXi/LAtRyVuro6jB49GoMGnXrXMG3aNCQSCXzwwQea39fZ2YlEIpHxj4jIdaKVPE6+uLuRV8VcLnKYa8kgzc3NGUEKgO7Pm5ubNb+vtrYWS5cudXRtRKHEKdHWGVbyRORKnpHT5d/pyOlyT5OtPweOHTp11VyHbwLu5FUxl4scZCpQWbRoEZYvX657nQ8//BAjR47MaVF6Fi9ejAULFnR/nkgkMGTIEMd+HpEv5BpkcEp0bsxU8hw72PN3XdIPmHQr8PU77HlxdyOvirlc5BBTgcrChQtx44036l7nrLPOErqteDyObdu2ZXytpaWl+zItxcXFKC4uFvoZRKGQa5Bh1M2U2/fGRCt0/rYW2PIEevyujx0C/lwLnHEuf9dEWUwFKgMHDsTAgQNt+cE1NTV48MEH8dlnn+GMM84AALzxxhuIRqOorq625WcQBV6uQYbZIwtSJ1qh8/6L4O+ayBzHkmn37t2L+vp67N27F8lkEvX19aivr8eRI0cAAJdeeimqq6sxa9YsvPfee3j99ddx11134fbbb+eOCZEIOzqcOtV8LGxEKnn6DACOturcCH/XRGocC1TuuecejB8/HkuWLMGRI0cwfvx4jB8/Hn/5y18AAIWFhXj11VdRWFiImpoa3HDDDZg9ezbuu+8+p5ZEFCx2BBmcEm0PkUqeMdeK3RZ/10QZHKv6WbVqFVatWqV7nWHDhmHtWsHx4ESUyY4gg1Oi7aOU6armCy2TE2ZFpgzzd02Ugb3qifzKjiDDyc6ifi53trp2vTLdVJJdXIksYKBC5Fd2BBnKkcXq2fL1M24nh+Zjfi53znXtWmW6Tv2uiQKO05OJ/MquDqd2dxYV7dDqRU6vnV1ciUyLSJKk9lbMNxKJBGKxGNrb2xGNRt1eDlH+qe4ADDbf4dSOo5pUUp5to5nke3KXZ94O7+0c5HPtfj4WI7KJ6Os3j36I/M6u9uV2dBY1U4nktS6m+Vw7u7gSCWOgQhQEXnnh83O5s5/XThRgzFEhIvv4udzZz2snCjAGKkRkH5EOrdHB3izB9fPaiQKMgQoR2ceuSiQ3+HntRAHGQIWI7OXnElw/r50ooFieTETO8HMJrp/XTuQTLE8mInd5pRLJCj+vnShgePRDREREnsVAhYiIiDyLgQoRERF5FgMVIiIi8iwGKkRERORZDFSIiIjIsxioEBERkWcxUCEiIiLPYqBCREREnuX7zrTKBIBEIuHySoiIiEiU8rptNMnH94HK4cOHAQBDhgxxeSVERERk1uHDhxGLxTQv9/1QwlQqhf3796OsrAyRSPZodu9IJBIYMmQI9u3bx+GJHsP7xrt433gX7xvv8st9I0kSDh8+jMrKShQUaGei+H5HpaCgAGeeeabbyxAWjUY9/cAJM9433sX7xrt433iXH+4bvZ0UBZNpiYiIyLMYqBAREZFnMVDJk+LiYixZsgTFxcVuL4Wy8L7xLt433sX7xruCdt/4PpmWiIiIgos7KkRERORZDFSIiIjIsxioEBERkWcxUCEiIiLPYqDisAcffBAXXHAB+vTpg759+6peZ+/evZg+fTr69OmDM844Az/84Q9x4sSJ/C6UAADDhw9HJBLJ+Lds2TK3lxVKjz/+OIYPH47evXtj0qRJ2LZtm9tLCr177723x/Nj5MiRbi8rlDZs2IAZM2agsrISkUgEf/zjHzMulyQJ99xzDyoqKlBSUoKpU6fi448/dmexOWKg4rCuri5cc801uPXWW1UvTyaTmD59Orq6urB582Y888wzWLVqFe655548r5QU9913H5qamrr/fe9733N7SaHz4osvYsGCBViyZAm2b9+OsWPHYtq0afjss8/cXlronXfeeRnPj02bNrm9pFDq6OjA2LFj8fjjj6te/vDDD+OnP/0pnnzySWzduhWlpaWYNm0ajh8/nueV2kCivPj1r38txWKxHl9fu3atVFBQIDU3N3d/7YknnpCi0ajU2dmZxxWSJEnSsGHDpMcee8ztZYTexIkTpdtvv73782QyKVVWVkq1tbUuroqWLFkijR071u1lUBYA0h/+8Ifuz1OplBSPx6VHHnmk+2uHDh2SiouLpeeff96FFeaGOyouq6urw+jRozFo0KDur02bNg2JRAIffPCBiysLr2XLlqF///4YP348HnnkER7D5VlXVxfeffddTJ06tftrBQUFmDp1Kurq6lxcGQHAxx9/jMrKSpx11ln4t3/7N+zdu9ftJVGWxsZGNDc3ZzyHYrEYJk2a5MvnkO+HEvpdc3NzRpACoPvz5uZmN5YUat///vcxYcIElJeXY/PmzVi8eDGamprw6KOPur200Dhw4ACSyaTq8+Kjjz5yaVUEAJMmTcKqVaswYsQINDU1YenSpZgyZQp27tyJsrIyt5dHJymvHWrPIT++rnBHxYJFixb1SCjL/sc/qN5h5v5asGABLrzwQowZMwbf/e538ZOf/AQrV65EZ2eny/8XRO67/PLLcc0112DMmDGYNm0a1q5di0OHDmH16tVuL40CjDsqFixcuBA33nij7nXOOussoduKx+M9qhlaWlq6L6Pc5XJ/TZo0CSdOnMDu3bsxYsQIB1ZH2QYMGIDCwsLu54GipaWFzwmP6du3L7785S/jk08+cXsplEZ5nrS0tKCioqL76y0tLRg3bpxLq7KOgYoFAwcOxMCBA225rZqaGjz44IP47LPPcMYZZwAA3njjDUSjUVRXV9vyM8Iul/urvr4eBQUF3fcNOa+oqAjnn38+1q9fj2984xsAgFQqhfXr12Pu3LnuLo4yHDlyBLt27cKsWbPcXgqlqaqqQjwex/r167sDk0Qiga1bt2pWoHoZAxWH7d27F21tbdi7dy+SySTq6+sBAF/60pdw+umn49JLL0V1dTVmzZqFhx9+GM3Nzbjrrrtw++23B2bypV/U1dVh69atuOiii1BWVoa6ujrMnz8fN9xwA/r16+f28kJlwYIFmDNnDr7yla9g4sSJWLFiBTo6OnDTTTe5vbRQu+OOOzBjxgwMGzYM+/fvx5IlS1BYWIjrr7/e7aWFzpEjRzJ2shobG1FfX4/y8nIMHToU8+bNwwMPPIBzzjkHVVVVuPvuu1FZWdkd/PuK22VHQTdnzhwJQI9/b7/9dvd1du/eLV1++eVSSUmJNGDAAGnhwoXSF1984d6iQ+rdd9+VJk2aJMViMal3797SueeeKz300EPS8ePH3V5aKK1cuVIaOnSoVFRUJE2cOFHasmWL20sKveuuu06qqKiQioqKpMGDB0vXXXed9Mknn7i9rFB6++23VV9b5syZI0mSXKJ89913S4MGDZKKi4ulf/7nf5b+9re/ubtoiyKSJEluBUlEREREelj1Q0RERJ7FQIWIiIg8i4EKEREReRYDFSIiIvIsBipERETkWQxUiIiIyLMYqBAREZFnMVAhIiIiz2KgQkRERJ7FQIWIiIg8i4EKEREReRYDFSIiIvKs/w+gt6eaTZ6vnwAAAABJRU5ErkJggg==", "text/plain": ["
"]}, "metadata": {}, "output_type": "display_data"}], "source": ["import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "theta = np.random.rand(100)*2*np.pi\n", "r1 = 10 \n", "r2 = 5 + np.random.rand(100)\n", "for k in [5, 10]:\n", " r = k + np.random.rand(100)\n", " theta = np.random.rand(100)*2*np.pi\n", " plt.scatter(r*np.cos(theta), r*np.sin(theta))"]}], "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": "3.9.2 (default, Feb 28 2021, 17:03:44) \n[GCC 10.2.1 20210110]"}, "vscode": {"interpreter": {"hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"}}}, "nbformat": 4, "nbformat_minor": 2} \ No newline at end of file