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sitc/sna/3_Network_Analysis.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": "skip"
},
"tags": []
},
"source": [
"![](images/EscUpmPolit_p.gif \"UPM\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"# Course Notes for Learning Intelligent Systems"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"## [Introduction to Network Analysis](0_Intro_Network_Analysis.ipynb)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# Network Analysis"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"## Case study: Zackary's karate club"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": "fragment"
},
"tags": []
},
"outputs": [],
"source": [
"import networkx as nx\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": "skip"
},
"tags": []
},
"outputs": [],
"source": [
"import warnings\n",
"warnings.simplefilter(action='ignore', category=FutureWarning)\n",
"warnings.simplefilter(action='ignore', category=DeprecationWarning)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": "fragment"
},
"tags": []
},
"outputs": [],
"source": [
"KCG = nx.karate_club_graph()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": "fragment"
},
"tags": []
},
"outputs": [],
"source": [
"pos = nx.spring_layout(KCG)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"slideshow": {
"slide_type": "subslide"
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},
"outputs": [
{
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"nx.draw_networkx(KCG, pos, node_color='pink')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"NodeDataView({0: {'club': 'Mr. Hi'}, 1: {'club': 'Mr. Hi'}, 2: {'club': 'Mr. Hi'}, 3: {'club': 'Mr. Hi'}, 4: {'club': 'Mr. Hi'}, 5: {'club': 'Mr. Hi'}, 6: {'club': 'Mr. Hi'}, 7: {'club': 'Mr. Hi'}, 8: {'club': 'Mr. Hi'}, 9: {'club': 'Officer'}, 10: {'club': 'Mr. Hi'}, 11: {'club': 'Mr. Hi'}, 12: {'club': 'Mr. Hi'}, 13: {'club': 'Mr. Hi'}, 14: {'club': 'Officer'}, 15: {'club': 'Officer'}, 16: {'club': 'Mr. Hi'}, 17: {'club': 'Mr. Hi'}, 18: {'club': 'Officer'}, 19: {'club': 'Mr. Hi'}, 20: {'club': 'Officer'}, 21: {'club': 'Mr. Hi'}, 22: {'club': 'Officer'}, 23: {'club': 'Officer'}, 24: {'club': 'Officer'}, 25: {'club': 'Officer'}, 26: {'club': 'Officer'}, 27: {'club': 'Officer'}, 28: {'club': 'Officer'}, 29: {'club': 'Officer'}, 30: {'club': 'Officer'}, 31: {'club': 'Officer'}, 32: {'club': 'Officer'}, 33: {'club': 'Officer'}})"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"KCG.nodes(data=True)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"source": [
"mr_hi_nodes = [x for x,y in KCG.nodes(data=True) if y['club']=='Mr. Hi']"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[0, 1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 16, 17, 19, 21]\n"
]
}
],
"source": [
"print(mr_hi_nodes)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": 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JdeZM8PQE83y4YYOa6AF69oR06aBDB/jtN6haVTkNvngBs2aBnx9ETPXvjMqsZwvmAbZySJgMZAL6RTg6bNgw2rZty6hRo5gzZ46NxgrDLAbMKwNKDDx6ZY9aoTFngcyWTWWB3LPHen9OTurnEB5XV/N3BmAI0Br9a6/RaDSRkFjg5eUlgHh5ecWmeRJnh4gQ+sqeHQHLr+vXVZugIGTGDKRYMSR5cvWqXBnZtYtwfdmLSBcb2XhDRJLJ0aNI9+5IgQKIiwuSNSvSrBly+XLYuCEhyLx5SP36SJYsql3Bgsjo0YifX2T7zkcYJTAwUFxcXMTFxUUCAgJsZHsYGzZsEEDu3r0r+fPnl759+4rIeBExhtrl74/cv6++P3ZMfe7z5oW3W72++gr54IOox6O+1tr8PjQajSaxEtv5W28TRKEKUBvz0+ONG2r539IrRw51hb099OgBp06pVYEXL2DXLqhcWZ03mcDPz4Cvb38b2dgNCGLiRFi9Wq1ITJsGnTqpNMglSsC5c6qlr6+Kbnj8WKVKnjoVSpVSS++1a4ff2hBUpEEYDg4OtG3bFl9fX5YsWWIj28OIvDKgfAYWEN5vI7ZZIM2EhKiMkJaxAxbF01qNRqN5d9FiIAoGlEd+Mmz18RiN0L27ULx4XY4fj1+WwzCuouLog+nXT9VNmD4dvvkGhg1TfgrBwapgEoCjo4poOHxYhTl27KjyIIwYoZbcd+409xsCHCFy2OHQV7GRZodCW/L06VOSJ0+Ok5MTTk5OiLwELse7P19flQba1VX5F3TvDi8jpBkIQeVeeJcwoXJXPAJ837ItGo0mqaLFgEUyA3+hPp6Ef0R//52T+fOD8fX1pUyZMowfP54QS+EHseIXzIWUypVTk3148uSBggVVpUVQ58uVi9pLo0bqq7mdwh6V6jeMLFmy8Mknn3Dt2jXOnDkTT5st8+TJE9zc3F7Z6Uj69A+JazSHmUyZYOBAmDcPli5VoZ6zZinHw4gRHXdQCZmSMldR/g/lgA8ANyDDq++zAy2B5YC1jI4ajUYTES0GrFIV9QTuTPwczswf7QDq1LnCwIGDuHPnDoULF8bDw4MqVapw8+bNePS7hejC7URUuGPatNH38uCB+hqxXTCwNUrb77//HoARI0bExdAYefr0KWlfGaBWB3zi3df48Wo1pHlzaNlSRRyMHatWRVatitw6qYqBS0ANIC8wCZVZ0j9Sm1vAKpQgyAxMJeHhmRqN5l1Hi4FoqY5KzFP+1Xu7WF5nBNKiohImYTTaMWHCBObNm8f58+cpVqwY//33H0WLFmXp0qVxsMcfNSFYZ/FiuHsXWrSIvqcfflBL6rVrRz5zD3ga4Ujt2rVJnTo1f//9N56ennGwN3qePn0aujLg5OREUFBcwyOjp29ftUWzY0fkM0nt115Q+SCKALteHYtugjefewr0RdVo+O+1WafRaJI+Se2/4lsgO7ATtW1QIdxxB5Q4sHv1vTmVcTZgImrvu26Entq1a8fOnTu5ffs2zs7OlC9fni+++IIvv/wSLy+vWNhyg+gmAXO1xLJlVZ0Ea4wbpybICRMgVSpLLa5EeGc0GunWrRshISHMmjUrFnbGjshi4PHj+KWDtkayZODmBs+ilINws+k4rxcTKpfEAFSeivg85R9HJbv614Z2aTSadwktBmKFAWiIeiq7gdqP7Qt8AbRAldOdjfqnex31jzuVxZ7Kly/PkSNHcHR05MCBAwwePJgNGzZQtGhR9u/fH4Md1kv8PngAdesq57lVq8DOyiLG8uXK0fDrr6Fr19iP07t3b4xGIz/99BMmU/z29SMT2WfgyhVHbJkD4MULlafgVR2kV3wIpLDZGK+fQSiH1oQQjErrXAW1jaDRaDQR0WIgzmQHmqOe/hcAi4FZQGdim8EwV65cHD58mFKlSjFp0iQGDRpE1qxZqVSpEkOHDiUoKMjKlc4Wj3p5qeV+T09VJyFzZstXb98Obdsq0RB9DqGo46RLl44qVarw5MkTtm3bFt3FsSayz4CPTzAqtXLcVgj8/dXEH5nRo5UPRa1a5iP2JK2yxrtQCZgsc+KEureUKSFFCqhRA06fttY6BCUI2qHTMms0msjoVGxvCVdXVzZu3Ejfvn0ZOnQovXr1ombNmowcOZLt27ezePFi8uTJE+mqHKgfWdjeur8/1K8PV66opf8CBSyPd+SIiiD45BNYsULlRrBOPotHv/vuO3bs2MGoUaOoFTbDxgsRibJNoDIQfg30itA2piyQz5+rtM+tWpnTD8PWrbBpk5osGzQw9xQMRLN/kqjwR9lqxFKExcmTqhBW1qwqTNRkUtETFSvC0aOqpHZUgoHdqOyVHSw10Gg07yu2zGCkiR8zZ84UOzs7qVOnjuzatUvy5MkjLi4uMnfuXDGZTJFaFxVzNr3gYOTzzxF7e2TjRutZ9y5cQNzcVObBZ89iytCX1aqdJpNJMmfO/Cr74vUE3bO3t7cAsmTJEhER6dGjhxQpUkREPEUkWQSbYsoC+fw58uWXSO7cKsOik5O613HjkMBAcz9GEckpIpE/z8TKAonu51SnDpI6NfLkSdixe/dU9svGjWP6GeeSpPM5aDSahBDb+VuvDCQCunfvTp48eWjWrBm3bt3ir7/+Ytq0aXTq1IlNmzbx66+/hi6nQx3gHBBC//6wfr1aGXj2DBZFSq735Zdq+bxmTfX0/O23sHFjxDa5cimHQ4X9q/4tYzAY6N+/P/3792fSpEn8/PPP8b7n8EWKgHAljF1RhYoGhra9cSPm/hYujKmFCRVmZ1snxdfHDKytCoBKLlWrlnKQNJMpk1oZ+PtvlWwpeXJrff+H2oKoalOLNRpNEsaWykKTMC5cuCA5c+aUdOnSycGDB2XNmjXi5uYmmTJlkq1bt75qdV1EDCKCVKxo/YlZ/WjVk3N0bb76KvJT4+lobfTy8hJ7e3tJliyZ+Pn5xftejx8/LoCcOHFCRESGDBkiH3744auzwSJSUlS9hNjUG4jpZScibeJt65vnicR0T46OSNu2UY83a6Z+rocPR3e9vYj0e7O3pNFo3gq6NkES5KOPPuLIkSPkz5+fypUr4+Pjw7///kvhwoWpWbMmffv2xd8/I6ryoR179livm2CuOZAjR/RtwsoB2wOVgaLR2pgyZUqaNGmCn59fHHMkROTJkycAFnwGQIVrrgbSk3C3FjugGBD/VYw3z8kYW+TLB//8o2oxmAkMVL4hoHJNWCcYOJoQAzUazTuGFgOJjLRp07J9+3a++OIL2rRpw6xZs9i4cSM//fQTs2fPplSpUly82A2VetaWS972xDaEbdCgQQCMGzcu3qNZ3yYwkxU4+OprfH9NDUBpYAdJK5zwPDHdc7duymn066/hwgVVmKptW7h/X53384tpjHO2MFSj0bwjaDGQCHFycuKPP/5g4sSJjBs3jlatWtGpUyeOHTuGiFC8eB02bmyMbUPEpgE5Y9WyePHi5M2bl2vXrnHs2LGYL7DA06dPcXJywsXFBYi8MmAmBypRThcArEZcRsH+1WsssBdrOR8SL37E9KfZpQt4eMCSJaoWReHC8N9/qj4DROcvYCZyGmONRvM+o8VAIsVgMDBw4EDWrFnDpk2bqFChAm5ubhw7dowuXbpQr958Zs7Mb24drzHMWwkXL7ZGZbmLPYMHDwZg/Pjx8RrbHFZoMCjbw0oYRyY58DO//96ZlSuNmH1eVfEhO9SvsD1hqaI/ALqi0kgPIWlGzzoQG6E3dqyqQ7F/P/z7Lxw7pkIMAfLmjenqpPi5aDSa14UWA4mchg0bcuDAAR4+fEjJkiW5cOECU6dOZcuWLYwd60mHDskJCnIm9nUTFCL2BAQY6dLFgRIlVsf5Cb9ly5YkS5aM9evXh+7/x4UnT56Ei5AIEwMiUSfBgIAAhg5dy/79nTAYHjB8eDFWrMgHtAKaojJBjgW2Aw+B6UDkHA1JiQ+Jbdrh1KlVvoHChdX7HTsgS5awfAvRj6HRaDQKLQaSAMWLF+fo0aO4u7tTvnx51qxZQ82aNTl79izPnlUlWzY/jh/PhoiBmEWBOm8w1MDT8xCrV7vi5ORE3bp1uX79eqxtSpYsGV999RUhISHMiT6doUXCJxwC5TMAWFwdWLp0KQ8fPqRPnz6IpGH27NtcvdoKWIhKDf0nKm1vNdTKQFLnk3hdtXy5Wh3o00cVaLKOPVAmXmNoNJp3Ey0GkgiZMmVi79691KtXjyZNmjB+/Hjc3Nz466+/GDVqLhUrPqRKlezcu9cGFREQeRnYDigI9EYVUdpIxoylWbRoEd7e3gQHB1O3bl2eP499ed8+ffoAMG3aNEJC4lZAJ7IYcHJyAqKKARHhp59+ol69euTLl487d+7w9OlTSpQoEafxkhbZAPdoW+zbB9WqqeqTv/8OHTtC69Yq90Dv3jH1HwxUtJGtGo3mXUCLgSREsmTJWLp0Kd999x0eHh60a9eOwMBAOnbsyKlTp3j5Mi3Zsy9i3LjmhIR4o8odnwYuAi9RHuRTgLAN5Zo1a+Lh4YGXlxd37tyhcePGVvbuo5IvXz4++eQTnjx5wqZNm+J0L5a2CYAoToS7du3i33//pV+/fgCcPKnC7t5tMWAAuhPdn6e7uypGNWmSqlR54ACMGQPr1sWUahpUYqcmtjNXo9EkfWyZtEDz5li8eLE4OTnJp59+Ko8ePRIRkcDAQPHw8BCDwSDly5eXGzduxKqvoKAgqVixori5uYmDg4O0adPGQhpky6xcuVIAKVeuXJzsz5YtmwwdOjT0/caNGwWQO3fuRGhXp04dKVasWKg93333naRLly7W9iVdHkpwsKOYTLZIuhT+ZRSRIW/0TjQazdtDJx16x/niiy/YvXs3V69epXTp0pw/fx4HBwfGjh3L3r17uXnzJkWKFGHJkiUx9mVvb8/SpUuxs7Mjf/78LFy4kO+//z5WdjRo0ABXV1cOHTrElStXYm2/tW2C8CsDFy9eZNOmTfTr1y806uDkyZOUKFEi9P27iKenJ506DaNPn0Bse5t2QBZgqC071Wg07wBaDCRhypYty9GjR0mePDnlypVjy5YtAJQvX54zZ85Qr149WrduTevWrfHy8oq2r0yZMrFkyRLOnTtHtWrVGDVqFPPD0hNaxcHBga5duwLKdyA2+Pv74+PjY3GbIPwWxdSpU8mUKRMtWrQIPXbq1Kl3eotg/fr1FCxYkGXLllGgwExEKhDXSBHrCKrs9rvgZKnRaGyKLZcZNG8Hb29vqVevnhiNRpk+fXqEJfTFixdLypQpJXv27LJv374Y+xoxYoQYjUapW7eu2Nvby44dO2K85ubNmwJIsmTJ5OXLlzG2v3PnjgCycePG0GNHjx4VQE6fVrURHj16JM7OzjJu3LjQNg8ePBBAVq5cGeMYSY0HDx5I8+bNBZC6devKrVu3Xp15LiKFRdVXiO/WgOHVa8Ebux+NRpM40NsE7xEpUqRg7dq19O3bl169etG9e3eCXqXr++KLLzhz5gxZs2alUqVKDB06NPScJYYPH07lypU5fvw45cuXp3Hjxpw7F33q2mzZslG1alX8/PxYFLl0ogXMqYgthRaatwnmzJmD0Wikc+fOoW1OnToFqFDLdwURYeHChRQoUICdO3eyePFiNmzYQNasWV+1SAXsA6rHcwR7VOKm1UCbhBus0WjeTWypLDRvn19//VXs7e2lWrVq8vz589DjwcHBMnbsWLG3t5eSJUvK5cuXrfbx4MEDyZgxo1SoUEGKFCkiWbNmlbt370Y77qZNmwSQ3Llzx+jct2vXLgHk6tWroccuXrwogOzbt0/8/Pwkffr00q1btwjXjR07VlxdXd8Z58EbN25IzZo1BZAvvvgi1BHUMiYR+UNEUoh6yjdK9KsB5oqPdUUk+p+dRqN5d9ErA+8p33zzDdu2bePEiROUKVOGa9euAWBnZ4eHhweHDh3C09OT4sWL8+uvv1rM+JchQwaWLFnCgQMHqFKlCiaTifr16/Py5Uur49asWZMMGTJw7do1Dh48GK2N5oyF1nwGli5dyuPHj+kdKWD+1KlTFC9ePMk7D5pMJmbOnEnBggU5d+4cGzZsYPHixaRLly6aqwxAe+A+8Asql4S1P99UQAdUWOnfQGab2a7RaN5RbKksNImHK1euSN68eSVNmjSyZ8+eCOdevHghHTt2FEAaNmwojx8/ttjHqFGjxGAwyOzZsyVFihRSt25dCQoKsjrm2LFjxWAwSMOGDaO1bfbs2WJnZxfhCf/u3bsCyN9//y2FChWSzz//PMp1OXPmlH79+kXbd2LnwoULUq5cOQGka9euCfyb8hWRw+LhkVdmzaogIn+LyC1RqwgajUYT+/lbi4F3mGfPnkmVKlXEwcFBfv/99yjn//rrL3Fzc5OMGTPK1q1bo5wPDg6W6tWrS7p06WTx4sViZ2cnXbt2tbpM//DhQzEajWI0GuXevXtW7RozZoykS5cuwrHHjx8LIN99950AUQTMs2fPBJBFixbF5tYTHYGBgTJmzBhxdHSUPHnyyN69e23W98cffyydOnWyWX8ajebdQW8TaEidOjVbtmyhQ4cOfP3113z77bcR0gY3bNiQf//9lyJFilCzZk369OmDv39YaVs7OzsWLVqEg4MDv/zyCzNnzmT27Nn8+OOPFsdLnz49jRo1QkSYO3euVbsiZx+EsG2CdevWUaJECSpUqBDh/OnTp4Gk6Tx4/PhxPvnkE0aMGEHfvn05c+ZMlPtLCIGBgaEOmBqNRhMf3jEx4AlcBa4AT9+uKYkEBwcHZs+ezdSpU/nxxx9p3LhxhL3/zJkzs3nzZqZOncqcOXMoWbIkZ8+eDT2fPn16li5dyoEDB7h9+zZDhgxhwIABrFq1yuJ4vXr1QkSYPn261aiFyAmHIEwMnDlzJkKSITOnTp0iWbJk5MuXL16fw9vA19eXgQMHUrp0aYxGI0ePHmXChAkkS5bMpuMEBgaGfn4ajUYTH5K4GAgBNgEtgaxAalTe/XxAWiAT0BgVVmU9nO5dx2Aw0Lt3bzZs2MDu3bv57LPPuHXrVuh5o9FI7969Q8sYlyxZkqlTp2IymQCoUKECY8aMYdy4cXz22We0atWKNm3acPjw4ShjlS9fnly5cvHs2TPWrl1r0R5LYsDBwQGAVKlS0axZsyjXnDx5kmLFimFnZ6sEPK+XPXv2ULRoUaZPn86YMWM4evToa0uWpFcGNBpNQknCYmANqiZ7XWAVcMdCmwfAelTN+yzAfFQWtveTOnXqhEYTlCpViiNHjkQ4X7hwYY4dO0aXLl3o27cvtWrV4t69ewAMGjSI2rVr89VXXzF69GhKlizJ559/HhqtYMZgMIRWM/zpp58s2mFpm+Dx48eAEh6WJjZzGuLEjpeXF507d6Zy5cpkzJiRM2fOMGTIkFCx8zoICAjQYkCj0SSIJCgGvIAWqKprZgEQXflc87nHqNCs2sCj12ZdYqdQoUIcPXqUXLlyUalSJZYtWxbhvLOzM1OnTmXr1q2cPXuWIkWKsHbtWoxGIwsWLMDZ2Zl27dqxcuVK0qRJQ506dUKTCJlp06YNjo6OHD582GLCIksrA7NnzwbUqkRkfHx8uHTpUqL3F1i/fj0FChRgyZIl/Pzzz+zdu/eNbGvolQGNRpNQkpgYeAqURy37Q9ye8s1tdwJlgLs2tCs6QoD9qNLBXwI1Xr2+fHVsP9GLGduTPn16du7cSdOmTWnVqhUjR46Mkm+gRo0anD17lvLly9OoUSM6duyIs7Mzy5Yt4/Dhw/z0009s2rQJT09PGjZsGMHx0NXVldatW2M0GpkxY0aU8SOLAX9/f37++WecnZ0tbgOcOXMGEUm0KwOPHj2iZcuWNGjQgKJFi3L+/Hm6deuG0fhm/ry0z4BGo0kwtgxNeL0EikhJSViO9vDZ2fKKyIvXaK+3iEwQkSwSVjo2vO12EpZFLsurtt6v0Z6omEwmGTt2rADSsmVL8fX1tdjm119/FRcXF8mTJ48cPXpUfvjhh9CcAIcPHxZnZ2dp0aKFhISEhF53/PhxAcTZ2Um8vM6IyEoR+U5CQvrIhAnIoUNfiMghEfGV3377TQwGg6RPn15GjBgRxYaZM2eKg4ODBAQEvK6PIl6YTCZZuHChpEmTRtzc3GTRokVvJTuis7OzTJ8+/Y2Pq9FoEj/vYJ6B70XEIEePIt27IwUKIC4uSNasSLNmyOXLUSf9kBBk1iykaFHE2RlJkwapXBk5fdo8OXd/TbZuF5HMEnPK2Mh15t1FJObCQLZm5cqVkixZMildurTcv3/fYpvLly/LJ598Ivb29jJq1CipW7eupEmTRm7evCmrVq0Sg8EggwcPDnfFSxk1KoucPRtRhJlMDhIQgJhMBhFBTCZnWbYstfTqVVk+/PDDSH0oOnToICVKlHgNdx5/bt68KbVr1xZAWrVqFUMq4deHyWQSg8Egc+bMeSvjazSaxM07JgYuiPmpukkTJGNGpGdP5NdfkdGjkQwZkA8+INLEg3z1FWJvj3TooNpOnaqObdsWvt1BG9ppEpGxEja5x3XFwnzNuMgdv3aOHTsmmTNnlqxZs4ZWDoxMYGCgDB06VAwGg5QpU0bc3d2lbNmyEhgYKFOmTBFAfvnlFzGLIZMJCQ6O+b4DA9XXhQtTyeDBPaOMW6xYMfn6669fy33HlZCQEJk5c6YkT55c3N3dZf369W/VnqCgIAFk3rx5b9UOjUaTOHnHxEAXMRdeOXgQCQiIOJlcuYI4OSGtW4cdW74cAWTNmpi2Cxrb0E6zELDFa7wN7Yodd+7ckRIlSsgHH3wQ7SS3b98+yZ49u7i4uIidnZ30799fTCaT9OjRXX74QT3xx0cMBQcjT56kEJEroWP5+/uLvb29/Pzzz6/lnuPCxYsX5bPPPhNAunTpIp6enm/bJPHx8RFAFi9e/LZN0Wg0iZB3SAx4iYizxDSRlCihXub3pUsjpUqFbRe8fBnd0/gdG9i5I0Yb4/7aaQO74sbLly+lcePGYjAYZNKkSVb3wD09PaV169aC8syUxYsXSUhIN0noPQcHG0QkrYioioYnTpwQQA4fPvz6bjoGAgMDZezYseLo6Ci5c+eOkir5bfL8+XMBZOXKlW/bFI1Gkwh5h9IRHwT8o20hAg8fgjl03dsbjh6FkiXBwwNcXSF5csiZE1asiHy1CdiVQBtfAF8BRo4dgx49oGBB+OADyJYNmjeHK1eiXjVzJnz0ETg5gbs79OsHPj7ms8ZXfVqvFPg6+OCDD1i5ciWDBw/m22+/pWPHjgQGBkZp5+rqyqJFi1i0aBH29vbs2/clRuOsBI9vZyeoTJK1AX9OnjyJ0WikSJEiCe47Ppw4cYKSJUvy3Xff0bdvX/79918qVqz4VmyxREBAAIAOLdRoNAnDlsri9TBaYoogWLhQPZ3+/rt6f/Kkeu/mpvwJZs1CFi9WKwUGA7J5c/jrHUSkVwJt/EHMy+Kx9WkYOFDZ2LQpMnu2am9vj9SoEXnV4ocE2hZ//vzzT3F0dJSKFSvKkydPrLY7f36j+Pio+2vaFPnwQyRZMvX5ly+PrF8fdk8hIci8eUj9+kiWLMoJtGBB9Tn5+UW+94HStWtXKVCgwBu53/D4+vrKwIEDxc7OTooWLSrHjx9/4zbEhlu3bgkgW7ZsedumaDSaRMg7tE3QWqITAxcvIilTImXLhjmr7dtH6PL1P/+EtX3xAkmbFvn008j9VEuAfSEikjW0r9j4NNy7pyb+Nm0itpsxQ9kcfvIUyfZqjLfD/v37JW3atJIrVy65ePGilVYtJSTETjZuRGrWRL7/Hpk7Vzlsli/PK8fCsJ8BIGXKIGPGqHbt2yNGI1KpEmIyhb93gzRsWFS+/PLLN3a/IiJ79uyRPHnyiJOTk4wbN04CAwPf6Phx4dq1awLIrl273rYpGo0mEfIOiYHGImJ2Sov4un8fyZlThRfevRt2/NgxNeF8+GHUa9q3RxwckKCgsGOBgaUSEB++36Jt0fk0rF6t7Nu4MWKbx4/V8S++iHz9gXjaZhv+++8/KVCggLi6usr27dsjnb0vZudOyz4AKrQzXz71PiBACabI7UaOVPe+fXvYMZPJTiZNspcff/zxjdynp6endO7cWQD59NNPoxE/iYcLFy4IIAcOvN3fEY1GkziJ7fxt/ya3JOKHE2AgcrZBLy+oXRs8PWH/fsicOeyc+fsMGaL2lj49BAWpvXlXV3Vs376j1KrlSPr06UmfPj3p0qUL/d7ay8XF5VWPR1H7+yard2D2aShYUL1/tc1L5OJ15i5PnAh/1AgcAz612v/rJmfOnBw6dIiWLVtSq1YtZs6cSZcuXV6dXUx0925nB1mzwqsaSDg6QrlyUds1agQjRsDFi1CtmjpmMITQoQOcPfv60xBv2LCBrl274uXlxc8//0yXLl3eWAbBhKB9BjQajS1IAmIgN5EnW39/qF9fOeXt2AEFCkS8InNmyJgR7lrIOHzvHjg7Q4oU6n1gIDx+nIrPPiuGq6srTk5OBAcHc/v2bU6cOMGjR4949uxZlH4++OAD0qdPz88/e1O9umAfzSe5eLGyZdQo9d6crv7gQahcOazd/v3qa0S7jcAp652/IVxdXdmwYQP9+/ena9euXLx4kSlTpmBvfyhKWx8f8PNTgm39eti8GVq0iL7/Bw/U10j1i0iTBkqUSGWbm7DA48eP6d27N0uXLqV27drMmTOHbNmyvbbxbI3ZuVOnI9ZoNAkhCYiBj4Hg0HchIWpiOXwY1q2DsmUtX9WiBUybBtu3Q/Xq6tiTJ+qaKlXA/NDn4ABeXrm5d+8ee/fuRURwdHSkYMGClCtXjuLFi1O4cGHc3d3x8fHh0aNHEV5ZsizE3t56jYRLl6B7d2XnV1+pYyVKQOnSMHGiiiKoXFk9EXftquzx8wvfQzDXrh1mzZofcHBwwN7eHgcHhyjfx/Q+Nufs7e0xGAxW78Xe3p5p06aRP39+evbsyZUrV9i48V+MxogrA/37wy+/qO+NRmjcWEVORMcPP0DKlGq1JzIpUlwBikXfQRwREZYsWULv3r0BWLhwIa1bt472/hMjZjGgVwY0Gk1CMIhIjNV+vL29cXV1xcvLi5QpU74Ju8LxBMiEWRD06aMm+fr1VcheZL78Un19+BCKF4eXL1XInqsrzJkDt28rIVG0aPirrgK5efnyJWfOnOHUqVOhr3PnzhEUFITBYCBPnjwUL148witdurbAFouWP3gAn36qtiX++SfiVsbdu0qwHDyo3tvZKTv37oXLl9X2h5nt2x1o3vwDgoODCQoKIigoCJPJ+tJ8QrC3t4+VcPDz8+N///sfvr4hRJ6HLl2CO3fUKsyKFWprYPZsy9s2AOPGwdChMGuWEkThMZnAaJwK9LbZPd6+fZsuXbqwadMmWrZsybRp00ifPr3N+n+T7Nq1i6pVq/Lff/+RM2fOt22ORqNJZMR2/k4CYgDgC2AlEEylSmrCtEb4u/nf/2DAANi5U03IZcvChAkq/4DCDqgE7LDaX2BgIBcuXODUqVOcPn069OuLFy8AWLkyGY0a+b+Kjw/DywsqVYJbt9Tyf+StDDNXryrRkCeP2trInBmyZFF5EhT2QGtgfoTrTCZTBHEQ/vuY3sf3XOT3T548YfnyNdFukQDUqKHEzZEjEPnBe/lyaNUKOnSA336Leq3JZMBonAz0i36QWGAymZgzZw6DBg0iZcqUzJ49m88//zzB/b5NNm/eTJ06dbh9+zZZsmR52+ZoNJpERmzn7ySwTQDQB1gKwJ49sb8qZ05Ysya6FiHENMk4OjpSrFgxihUrFnrMZDLxv//9j1OnTpEs2S8YDDsjXBOTT0N48uRRL4ALF+D+fWjXLuy8yRTMypVXMJmWUrFiRTK/Wl4wGo04Ojq+9eVhk8kV8I62TdOm0Lmz+jzM/hKgtnDatoW6ddWqjSUMBgFcE2zn5cuX+eabbzhw4ACdO3dm4sSJuLomvN+3jfYZ0Gg0tiCJiIFSQFfgF6LzXI8bdkBjoE6crzQajeTOnZvcuXMD7kCYGIitT0NkTCYYOFBFFIQ66qP23Netu8/SpV8AkDdvXipVqkSlSpUiiIO3hdFYHJG9UZ74w2P2gfDyCjt25IiKIPjkE7WVYG11wWCA5csv8dFH/1KoUKE4e/gHBQUxefJkRo4cSdasWdm9ezeVKlWKUx+JGe0zoNFobEES2SYAlZa3KHCL8A6F8cMOcAPOAekS2JcJyAncBGLv09C7t1pBKFZMbWEsWaK2Bv78E9q0Mbc2ANmB/3j48DF79+5lz5497Nmzh4sXLwIRxUGlSpXIlClTAu8nrgwCfgSCefRIhW6GJygIypRRDpKPHqm00BcvQvnyaltk/35Indp678HBkCqVPT4+waROnZry5ctTsWJFKlasSLFixbCzs7N67cmTJ/n666/5999/GTBgAN9//z3JIsdzvnYEFQ1yEDhB2O9vKqAI8AlQFUgRr94XL17Ml19+ia+v71u4N41Gk9h5x3wGzNxAxds/Iv6CwA5ICewHCtrGLKYAAwFTrH0a5s+HqVPh2jX19F+qlHKiCx9qKAIXLnTA1XUk7u7uETzdHz58aFEc5MuXL8LKwesXBydQE5p60vf2hgoVVJTEgwcqrPLSJZgyRTlIvnih8i3cvascB93dI/aWK1fYakpICNjZVcXPbwP//PMPe/fuZd++fRw+fBh/f39SpkzJp59+GioOPv7441DnxpEjRzJ58mQKFizI77//zieffPKaP4fIhKD8PKaiRKcB9btn/r0N/94FaA/0Bz6M0yh//PEHX3/9NcHBwdEKI41G837yjooBgNtAU1Syn7hiAAoAa4C8NrTJ51W/d1GTQMIJCYG7d4189JEJX19ImzZtlEiGPHnyhC6bv11x8DFwmmXLTPz+O5w9C0+fqlwOH38MPXuC2U/vxg34MJr57quvlFCKSHFgANAKMBAQEMCxY8dCxcHBgwfx8fHBxcWFjz76iBs3buDl5cWwYcPw8PDAwcHB9rccLReBtsBxYkpIFYb9q9cPQPdX18XMnDlz6NGjB8HBCV0t02g07yLvsBgANeFOBYYTVtHQ2m2Yn6YdgCGAB/A69lf3AJVjahQnRPZw+/aHEUIdT506xe3btwGV+Kho0aIRBELBggVxcnLiwYMH7Nu37w2Jg01AXRv0Yw3zhFoV+AOImBQoKCiI/fv34+HhwZEjR7CzsyMkJAQnJyfKlCkTunJQpkyZcJkjXxfrgWav7I3vBF0fWAE4x9hy+vTpDB48GF9f33iOpdFo3mXecTFg5gWwCDVBnAGCIp23Q20FfAW0A9K8ZnsmA9/asK/+Fs88ffo0ikC4fPkyIoKDgwMFChSIIBCKFi2Kr69vhJWDS5cuAbYRB97e3hw/XogKFW7HGGaYMOxRS+rbgNKhRzdu3EiXLl3w9PRk/PjxdO7cmbNnz4auHOzbt49nz57h4OBAyZIlQ8VBuXLlSJEifnv1ltkEfI4SAjH+WUWDEagFrEWJWOtMnjyZMWPG4Bk+MYVGo9G84j0RA+EJBC6gkhSZUA6CBYnN05VtMQsCO+K6ZSBixGAwEZ0QsIaPjw///vtvBIFw9uzZUG/z3LlzRxAI7u7uXLhwIYo4yJ8/fwRxkDFjxmjHvXDhAo0aNcLX9z7nz6ciZcp7cb7vuGGH+pnu5/HjLPTp04clS5ZQq1Yt5syZQ/bs2aNcYTKZOH/+fKg42Lt3L48ePcLOzo4SJUqEioPPPvuMVKlSxdOuu0B+1JZRQoSAGQMwErX6ZZ2xY8cyffp0Hj58aIMxNRrNu8Z7KAYSE/uANij/BohpchAxICI8fOhExoxbMRgq2sSKoKAgLl68GCFh0qlTp/D2VnkBMmXKFCoOcuTIga+vLxcuXGDv3r2xEgcrV66kffv25MiRgzVr1pA3byqgCnCJ1ykIROzw8UlDgQImfHyEqVOn8uWXX8Y6lbCIcPny5Qji4O7duxgMBooWLRoqDsqXL0/ayMUSLPeIClHdwfnzwXz/vSo29eCBChUtUAC+/VZFmITn4kXo2xcOHFBZGuvWhR9/hHShAS72KAfNIlZHHjFiBH/88Ufo1pFGo9GER4uBt44PMBeYAVwnqje5PWrCFOBDrlypSfHic5g3bznNLcUk2ggR4fr161G2Ge7fvw9AypQpKVasGHnz5sXBwYHHjx/z77//cuXKFUCJgwoVKnD37l02btxIixYt+O2330iePPmrEV6gIivmEHl15Px5YjVR/vorLFqkohA8PVVWxkqVVFXDHDlUm5AQ2LIlLyVL7k9wKmER4X//+1+oMNi7dy83btwAoGDBgqHioEKFClZWSvYBSsBt2gTTp6uIiMyZwdcXVq9WIZS//AKdOqkr7txR6bJdXaFXL5U2e/JkyJZNhZiqtAF2QG1gg1XbhwwZwooVK/jvv/8S9BloNJp3Ey0GEg0mVAniY6invKevjruhvPBLvnoZ+fzzz/n333+5dOkSzs5vdnvj4cOHUQTCtWvXAJXdLl++fLi5ueHr68vp06dDS+d+9NFHEVYOMoQWINgDjCF8QqbYTpTduqlzhQurHATXryuBEBICZ86Er/Fgj1p9iX4rIz7cunUrgji4evUqoPI6mMVBxYoVX6UAboGKULHsMBgSoqIq/P2VwDHf4/z56r25SOKOHaqoVvjPQonIG0R2mjTTv39/Nm3aFOogqtFoNOHRYiAJcuXKFQoWLMioUaMYMmTI2zYHb2/vCIWbDh48GDopGgwGMmXKhIuLC15eXjx+/BiwJA6WE12RIUsTpSVOnFDZCsePh8GD1THlYzEKGGqjO7bOvXv32L9/f6g4uHDhAgAffZSds2dvRalNEZn69eHYsbBSzRkyQMWKKvtiePLlg6xZlTBQGIHxqNWWqPTo0YMDBw5w+vTp+N6aRqN5h4nt/B233K6a10revHnp0aMH48aN44F51niLpEyZkvLly9OzZ09Kly7NjRs3KFWqFJs3b+bXX3+lUaNGpE+fPkJY261bt1i4cCEtWrQgY8aMbN3qQUiI9b18Ozs1+cXkDG/eHojYzsSLF7PieXdxI3PmzLRo0YJZs2Zx/vx5Hj16xOrVq+nYsZRFIeDjo0pm//cf/PQTbN4MVauqc3fvqmyMlvIglSoFp06FP2JArSpZJjAwUKci1mg0CSaJ1CZ4f/juu+9YsGABw4YN4zdLZfzeMH5+fnTr1o358+fTrVs3fvrppyiTT0hICNeuXYuwxXD8+HGeP39O4cI+RE6M5+Oj6hV4ecH69WqibNEi6thPn6qVg1u3YNQodcw8oYKqW+Dico9evb5mwoQZbyCHQBjp0qWjcePGwANgFZGdRPv3V8v9oDJMNm4MM2eq96/cM7AUxZkpEzx7BgEBoGoPhRBdgi0tBjQajS3QYiCRkTp1akaOHEmvXr3o3r07xYsXf2u23LhxgyZNmnDhwgX+/PNP2rZta7GdnZ0d+fLlI1++fLRs2RJQTnn37p0nc+bCUdpHN1GGx91dTYoAbm7K36B69chjw5kzC/nkk8PMnz+ffPnyERwcHFpq2fx9XI7FpU358nuoXNkQZXWgTx9VrfHePbUVEBICr6I8Qws3WSo0aHYV8fMLf/6Zxc8dtBjQaDS2QYuBREjnzp35+eef6devH7t27Yp1yJwt2bZtG61atSJlypQcOnQozqLEYDDg7m75ST26iTI8mzcrX4KLF1V0gY+P5bE++CCIffsuUrp0acsNEojRaMTe3h4HBwfs7e0jvFKm9KFiRVOU1Y/8+dULVJnmGjWU38CRI2CuJ2QWOuHxf5VQM2LNIes//4CAAF2+WKPRJBgtBhIhDg4OTJkyhbp167Ju3ToaNmz4xsY2mUxMmDCBYcOGUbNmTRYvXkyaNPHN3Gh5Eotuogyve8xFm2rXhgYNoFAhVfWwR4+I/fXu3YfGjQuyfPlyduzYQalSpejduzepU6e2OolHPmatjZ2dXQxlk39BldeO3oGwaVPo3BmuXAnbHjBvF4Tn/n1IkybyqoGb1X71yoBGo7EJEgu8vLwEEC8vr9g019gAk8kkNWvWlFy5com/v/8bGdPT01MaNGgggAwfPlyCg4MT2OMLETGICNG+fvkFAeTSpejblS2LlCkT9fjly8skKChIRETWrFkjqVOnlixZssjevXsTaH9sOBLj/YkgU6eqezxyRL1Plw5p1ixqu7x5kSpVwh+zE5EWVkevUaOGNG3a9LXdnUajSdrEdv7W0QSJFIPBwJQpU7hx4wYzLW2o25jz589TqlQp9uzZw/r16xk1apQNSuImB3LG2Mq8h+7lFXO7yG2CgqBQoZakSJGCcuXKsXv3boYPH0769OmpVKkSI0aMeM0V/YoQvn7Ao0dRWwQFwYIFaum/QAF1rEkT+PtvCJ84cOdOtXLQrFn4qwUoZXV0vTKg0WhsgRYDiZiCBQvSuXNnRo0aFRrH/zpYsWIFpUuXxtHRkWPHjlE/ct7cePD8+XP++OMPtm3zI+hV/ajYTJTBwfD8edR2R4+q0sjhw/FEDJw+DQ0aNGXcuHHkzJmTbdu20a9fP06ePImDgwOjRo0ie/bsTJ8+nStXrmAyxaaccFxwRiUdUjtunTuriIeRI+G332DMGChSBE6eVN+bEzV6eKgMjJUrw4wZKn9Cs2Yq0VL79uH7N6BKN1tG+wxoNBqbYMtlBo3tefz4sbi6ukrXrl0jnfEXkRMislFENojIfhGJ288nKChI+vXrJ4C0atVKXr58mSBbvby8ZOHChVK3bl1xcHAQg8EgvXsXFfOSd8OGagn8+++RX39FRo9G8udXy+dTpqg2z58jH3yAdOigjs2Zg3Tvjri4IGnSIFeuhC2hm0zI3r1fCCADBgwQk8kkImq7Y/fu3TJp0iSpUqWK2NvbC+oRW1KmTCmVK1eWb7/9VpYvXy7//fdf6HXx53CoTUuXItWqIRkyIPb2SOrU6v26dVG3BM6dQ2rUUPeWKhXSujXy4EH4NvYiEv0WwMcffyydO3dOoP0ajeZdJbbztxYDSYApU6aI0WiU8+ePiMgcEflY1ERhaX/6QxH5TkRuR9vngwcPpGLFimJnZydTp06N94T48uVLWbZsmTRq1EicnJwEkHLlysm0adPk7t27ImISkbwiYozVRBkQgPTujRQpgqRMiTg4INmzI19/jVy/HlEIvHiBDB3aW8aPHy+ADBkyxOJ9PH36VOrVqyeAlCpVSho2bCjZs2cPFQipU6eW6tWry5AhQ2T16tVy8+bNeHwejUXt78fsPxD7l6OIXIp21MKFC0vPnj3jaKtGo3lf0GLgHSIgwE9GjEgrvr52YjIZJGanPDsRMYpIV1FOfBE5fPiwuLu7S4YMGeLlZOfr6yurV6+W5s2bi4uLiwBSsmRJmTx5sty8edPCFVtisDd+r40ba0ny5MnF1dVVateuLYB8//33Fm02mUwyZ84ccXZ2loIFC8rZs2fl0aNHsnnzZhk9erQ0aNBA3N3dQwVCunTppHbt2jJ8+HBZt27dK2ETHQ9FJLWoz91W9zglhjFF8ubNKwMGDIixnUajeT/RYuCd4aGIlBfz03DcJhOjiGQR5fGuJsRZs2aJg4ODlC1bNhYTXBgBAQGyYcMGad26tSRPnlwAKVasmIwfP17++++/WPTwtdhqojSZ7EXkUxEJkYcPH0qvXr3EwcFBUqRIIYCMGjXKqhXnzp2TQoUKibOzs8yaNSvKCsC9e/dkw4YNMmLECKlbt66kT58+VCBkypRJ6tevLyNHjpSNGzfKw4cPI/W+V9TTfMLuUwm+liISEuOnmiNHDvHw8IixnUajeT/RYuCd4L6I5BTrWwKxedmJSDLx998uX331lQDSvXt3CQgIiHH0wMBA2bJli7Rv315SpUolgBQoUEBGjhwply5Fv3wdFR8RKScJXUoPDEQePUouISERhcz169elbdu2YjAYBJAvvvhCQkIsT6a+vr7SrVs3AaRhw4by9OlTq1abTCa5ffu2/PXXXzJ06FCpWbOmpEmTJlQgZM2aVRo1aiRjx46VrVu3iqfnXyLiIvH5mZnF3pkzRUUkKFafaubMma2uhmg0Go0WA0kefxEpLAkTAuZJxig+Pkb56CNHWbBgQbSjBgcHy86dO6VTp07i5uYmgOTJk0eGDRsmZ8+eTeA9vRCRqhK/VQ610vH8eWbJlAnp3bu3xX39M2fOSJ48eQQQd3d32bx5s9X9//jmJDCZTHL9+nVZsWKFDBw4UKpUqSKurq6hAuHTT7PIv/+mE/NnH3vRlkLWrGkkBgOydevWWNmSNm1aGTduXKxt12g07xdaDCR5hoqIQY4eVd70BQoor/OsWVWymsuXI04mc+ciFSog6dMjjo5IjhxIu3ZhTndBQciLF8XE0tJzSEiI7N+/X7p37y4ZMmQQQHLkyCGDBg2SkydP2sDbPsJoEhIyVfz9DRIUFFsRYC/KT2KQiPjJzz//LICMGDHC4ggmk0latWoVOjlXrFhRDh06ZLHtrVu3pHz58mI0GuW7774LTV4U57sKCZErV67IkiVLpF+/flKhQnn54gtn2bMn7D6CggwSEoKEhCAmk9mvAxFxE5FhInJfQkJCpFatWuLm5mbF/yIiKVKkkClTYvYt0Gg07ydaDCRpLol5omjSBMmYEenZMywcL0MGFX539mzYRNO1K/LVV8jkycjvvyPDhql2adMid++Gn1h/FxE1Yf7zzz/St2/fUMe5LFmySL9+/eTIkSM2FgARWbp0qWTNikyaZC9+fsle2WUQk8lBAgPVVkDYdoKziHQRkYirEuYIgh9//NHiGCaTSXr16hW6QgBIgwYN5Ny5c1HaBgcHy8iRI8VoNMpnn30Wq0k4NgQHB8uFCxdkzZpJsmBBDVm+PJOsXGmQNWuQP/9EJk7MIOPG1ZCZM3+UQ4cOiY+Pj4iIPHnyRLJnzy4lS5aMMfukk5OTzJgxwyb2ajSadw8tBpI0PcW8PXDwoAq3C/+kfOUK4uSk4tKje6I+flw9GY8fH+aY5uubUwYO/FZy5MghgGTIkEF69Ogh+/fvt7rHbksCAwMlV65cUq9ePcmfP7/069ddRA6JyAzx9W0vv/+OzJ/vLCKTRGSXWIqGMDN48GAB5LfffrN43mQySdeuXQWQzp07y4cffihGo1HatWsnN27ciNJ+//79kjVrVkmVKpWsWrXKFrcbhSFDhkimTJnkjz/+kG7dukmpUqXE0dFRALGzs5MiRYpIhw4dZNCgQWJvby+dOnWy2pfJZBKDwSC//PLLa7FVo9EkfbQYSLL4isgHEtPSeYkS6hVdmydPlBgYNCji8Vq1XKVz586ya9cuG9QfiBtz5swRg8EgZ86ckWrVqkXIq//kyRMBJEWKFLHqyzzZGwwGWb58ucU2ISEh8s0334jRaJQFCxbIjBkzJH369OLo6Ch9+vSRR48eRWj/9OlTady4caiA8PX1jf/NWsDDw0Ny5MgR4VhAQICcPHlS5s6dK506dZISJUpESJSUI0cO6dSpk8ydO1dOnjwpgYGBIqKSRgEyb948m9qo0WjeHbQYSLIckNh4nbu7q+x1lgTAw4fIsWNI/fpqMtm2Lex8SIhRgoOth969Tnx8fCRTpkzSunVrERH56quvpEyZMqHnnz59KoA4ODjEus+QkBBp3bq12Nvby8aNG622+eqrr8TOzk5WrlwpL168kNGjR0uKFCkkRYoUMnLkSPH29g5tbyknga0YMmSIfPjhhzG28/PzkyNHjkiZMmXEzs5O8ubNK3Z2dgKIk5OTlCpVSjp27CiATJgwId6+DkkGk0nEL0DEx1fE10/kDaxiaTTvAloMJFmmSUxx6gsXqkn+99+jnnNyIvSJ0s0NmT49qke+SKM3flciIhMnThR7e/vQvAQeHh6SNWvW0PPPnj0LtT0uk1tgYKA0aNBAnJ2dZc+ePRbbBAcHyxdffCH29vaydu1aEVGpnvv16ydOTk6SLl06mTZtWoQ9+phyEsSHwYMHx0oMmPHx8ZGiRYtK7ty55d69e3Lo0CGZPn26tG3bVvLlyxf6eSVLlkzKlSsnvXr1kgULFsiFCxfe+KqPzQkMErl9X+TURZF9J0T2HIv4OnpW5MpNkRc+b9tSjSbRosVAkqWniDiINSFw8aJK01u2LBIcHPX8rl3Ipk0qr3/x4mH+AhFfH73xu3r+/LmkTp1aunXrFnps1qxZYm9vHzppPX/+PHRy8/T0jFP/fn5+UrVqVUmRIoUcO3bMYpugoCBp2rSpODg4RFhFuHnzpnTo0EGMRqPkyJFDFixYEGpT+JwEjRo1ijYnQWwYNGiQ5MyZM07XXLt2TVxdXaVhw4YRBMmDBw9e+YSMlx9//FG++OILyZs3b+hnmDx5cqlQoYL069dPlixZIleuXHkjfiEJJjhY5Ootkb3HowqAyK+9r76evCjy0rZbOhrNu4AWA0mWzmJNDNy/j+TMqcILI0YIWH5du4Y4OyMzZkQ+F7fJyBZ4eHhIsmTJ5N69e6HH1q1bJ0DoMU9Pz9CJ7M6dO3Ee48WLF1KmTBlJkyaNxagBkbBVBCcnpyix/BcuXJBGjRoJIIUKFZL169eHTr7xzUkgJpOI90uROw9FLv1PLq5YL3tn/Cpy/prIzXsiz7xiteRt/qwmTpwYeuzWrVsCyJYtWyK09fT0lF27dskPP/wgzZs3l5w5c4Z+rq6urlKlShUZOHCgrFixQv73v/+91siROOP5QuTwmZhFgDVhcPOe+sw1Go2IxH7+NoiIRF/XELy9vXF1dcXLy4uUKVPG1FyTIPoBM4GgCEe9vKBSJbh1C/bvV+V+Y0O5ciAChw+HP1oIOGsTa2PDgwcPyJUrF71792bcuHGhx0+cOMEnn3zCsWPH+OSTT0J/zwAuXbpEvnz54jzW8+fPqVSpEo8fP+bAgQPkzJkzSpuAgACaNGnCzp072bhxI1WqVIlw/siRIwwePJg9e/bw6aefMmHCBD777DNu375N69atOXjwIMOHD2fYsGHY29tbNsRkggdP4e5D8PWP3mgHe8iUDtzTg6OD1WYeHh5MnDiRnTt3UqlSJa5du0aePHnYvXs3lSpVinaIp0+fcvLkSY4fPx76unXrFgBp0qThk08+ifDKkiULBoMherttzTMvOHdN/cImhExpIU92eNP2azSJkNjO38Y3aJMmVnxEZCHg7w/168OVK/D337EXAgB+fkpIhGEHFLWBnbFnzJgxODo68u2330Y4niVLFgDu3r0LEGHyefnyZbzGSp06Ndu2bSN58uRUq1YttO/wODk5sWrVKipUqED9+vXZv39/hPOlS5dm165dbN26FV9fX8qXL0+9evV4/vw5u3fvZsSIEYwePZoqVaqETqgReOkLJy7A1ZsxCwGAoGC4dR+OnYPHz6w2GzVqFJUqVaJFixbcvXuXwMBAABwdHWMcws3NjerVqzNkyBBWr17NzZs3efjwIZs2baJPnz44Ozszb948GjduTLZs2ciYMSN169ZlxIgR/P3339y/fz/m+0gIL3xsIwQA7j+BG1F/7hqNxjpaDCQ6Po7wLiQEWrRQT/YrV0LZslGvCA6G58+jHj96FM6ehU8+CX9UoozxOrl+/Tpz585l8ODBpE6dOsK5dOnS4eDgwJ07d4CIYuDFixfxHjNDhgzs2LGD4OBgqlevzpMnT6K0cXZ2Zu3atZQpU4Y6depwOOLSCQaDgRo1anD8+HGWLVvG5cuXKVasGO3atePLL79k79693Lhxg2LFirFmzZqwCx8+VUIgNiIgMsEhcOF/cOWmxUnR3t6epUuX4uDgQPPmzfHx8QFiJwYskT59emrXrs3w4cNZt24d9+7d4+7du6xbt47OnTsjIsyePZv69euTOXNmsmTJQsOGDRkzZgxbtmzh8ePH8Ro3CiYTXPwfiPDS15cR836h1rc9SVO/KoZKJZm/eYPFy2auWcFHbZvhVL0c7k3r0O/nn/Dx81Mnbz0Ar/j/Dmk07xt6myDREQxkBtQ/2j59YNo0tTLQvHnU1l9+CZ6ekCWLEg0FC8IHHygRMG8eODvDP/9AnjzhrzoPxGF5IQG0bduWHTt2cO3aNVxcXKKcz549O61bt2bcuHH4+PiQPHlyADZs2EC9evUSNPbly5cpX7482bJlY+fOnaFbEOHx8fGhdu3anDlzhh07dlCyZEmLfQUFBfHHH38wcuRInjx5QufOnenevTtDhw5lzZo1dOnShWke3+H4Pxs9kUaz1H348GEqVKhA06ZNWbZsGWfOnKFIkSK2GTcSIsLt27cjbC8cP36c56/UZ/bs2SNsL3z88cdRRF+M3LgLN9XKw4379/iwVQOyZchIzkzu7Dl9gnmDvqNd7foRLhn0ywx+WLqAphWrUrVESS7cvM7sdauoUqIkWyfNUI2cHaFUYb1doHmvie38rcVAouR7YDRgolIl2LvXeksRCAyEgQNh9264cUNtDWTODNWqwbBhkCOHubUdUA7Y9zqND+Xs2bMULVqUn3/+ma5du1ps8+mnn5I7d27+/PPPCGJg6dKltGzZMsE2nD59mkqVKlGkSBG2bNliUZC8ePGCmjVrcvHiRXbt2kXx4sWt9ufr68v06dOZMGECwcHB9O3bFzc3N+bPmsOx2fOxt7fHZlNPvhyQMa3FUzNmzKBXr15A/P0r4ouIcP369Qji4MSJE3h7ewOQK1euCAKhRIkS1v9vhJjg8Bm1BAYEBAby/IU3Gd3ScvzSBUp2+SqKGLj/9AnZmtejVdWaLPAYGXp85poV9Jw+ifXjplC/XAV1sGAuSBtHcaLRvEPEdv624v2kebt0BiYBvuzZE3NrR0eYOjU2/YYAgxJgV9wYNmwYOXPm5JtvvrHaxt3d3eI2QXx9BiJTrFgxNm3aRPXq1WnSpAnr1q2LsqyeIkUKNm/eTPXq1alWrRq7d++2+qTt4uLC4MGD6dSpEz/88AOTJ08mRYoUnPh1EQaDwaoQuHrnFsN/n8OBs2d49sKLbOkz8kW1mgxo0QYXZ2fLF127BalTglPUbYAePXrw119/sXv3bm7duvVGxYDBYCBnzpzkzJmT5q+Wq0wmE9euXYsgEL7//vvQrYx8+fJFEAjFihVTwu/xs1AhAODk6EhGN8sCyMzh8/8SHBJCyyo1IhxvWaUGPadPYtmubWFi4O4jLQY0mligfQYSJZmAn2zcpx3QCqhr434tc+jQIdavX8+oUaNwcLDuIe/u7h7FgdDR0dFmYgCgXLlyrFu3jl27dvHll18SEm7yMePq6srWrVvJnj071apV48KFC9H2mSZNGiZMmMC1a9cY3asfWVOlwd7OzmLb248eUKpLO/65cI4ejZoxtUc/yhYszIh5c2k1eqj1QUwm5VhoAYPBQI8ePQDo2rVrgnwsbIHRaCRv3rx88cUX/Pjjj+zbtw8vLy/Onz/Pn3/+SY0aNfjf//7HkCFDKF++PK6urhQqVIjDm7ZhiqPTYECQcrBN5uQU4bhZVJ24fCnsoNcL9TlqNJpo0SsDiZaOwAZgE5DQf2b2QEZgRkKNihUiwpAhQyhSpEiMS/3mlQERCRUDzs7ONhUDANWqVWP58uU0bdqUzp078+uvv0YJnUudOjXbt2+ncuXKVKlShb1798b4xO3u7k7neg0Rr5dWVwUWbtuM58sXHJjxKwU/zAVAp/qNMYmwYOtGnr/wJnUKC8t3ggpPzJkFLAgNu1fHHjx4wDfffMOyZcvefDhgNNjZ2VGgQAEKFChA27ZtAQgODubChQuhqwfZUqXBGEeb82XNDsDBs2eoXDzMO3b/v6cAuPsknGOjAD5+kOKDhN2MRvOOo1cGEi0GYDlQgYT9mOyBdMAewC3hZsWCrVu3sm/fPsaNG4fRGL3tWbJkwcfHB29v79cqBgAaNmzIvHnz+P333+nfvz+W3GXc3NzYsWMHbm5uVKlShWvXrkXfaUAgRCMEALx91L1kSB3x88+Uxg2j0YijvfWVE0wmeOJpeeiAAABmzZrFihUrmD59evS2JgLs7e0pUqQIHTp0YNbPP+Mew5aAJUrkzU/pjwoxcekC5m1ez43799h85CCdp4zHwd4ev1efSyjxiezQaN4ztBhI1LgAm4Eur97H/scVNs99ChwFctnSMKuYTCY8PDz47LPPqFOnTozt3d3dAZVrwCwGnJycXosYAGjTpg0///wzP/30E6NGjbLYJn369OzcuZPkyZNTpUoVbty4Yb3DFz4xjlmpmArl/HrSaE5fvcztRw9Yvmsbs9evplfjFnyQLJn1iw3WxzDnGWjevDn9+vVjwIABHDx4MEZ7Eg0JWL5fPWoiRXPlocPE0XzYqgH1h/SneeVqFM+Tj+SRP0+9TaDRxIjeJkj0OAM/A82AHqiwQHtUCKIl7IAQ/PySM2DASzp3/omiRbO8GVOBVatWcerUKfbv3x+rJevwYiDPq/hHJyen17oH3q1bN7y8vPDw8MDV1ZU+ffpEaZMxY0Z27dpFxYoVqVy5Mnv37iVbtmxRO3vhqybsaLa9a5Uux+gOXRi3eB7rD4ZFcgz9sgNjvrEcZRGKvBrDAuGTDk2YMIFjx47RvHlzTp48SYYMGaLvNzEQw6pRdLinS8+Bmb9x9c4tHjx7Sh73rGR0S0vmJrXJmzXSzykRbZ1oNIkVvTKQZKiESiF8EGjH7dsfWHjgyQw0AFbi4PCQnTvz0r//txaXw18HQUFBDBs2jDp16vDZZ5/F6prMmTMDEVcGXtc2QXgGDx7MwIED6du3L3/88YfFNu7u7uzatQuAKlWqWMxmSLA1URaRHBkzUaFIceYO8GD1qIl0qPM54xbPY+aaFTFfHBRk8XBgYCD29vYYjUYcHBxYvnw5ISEhtGzZkuBY2vVWMRiiTb8cG/JkyUb5IsXJ6JaWCzf+x/2nT6j2camIjZJZidbQaDShaDGQpDCg8gT8Srlyqfn++/7ALeA68Ay4C6wGmuLg4MLkyZPZuXMnmzZteiPWzZ8/n6tXr0aoPxATzs7OpE2bljt37ryRbQIzBoOBCRMm0KVLFzp27MjKlSsttsuWLRu7du0iMDCQKlWq8ODBgziPtWznNjpNGcdv3w6jY71GNK5Qhd8HDuermnUZNHcGT70843UPAQEBEcIkM2XKxIoVK9i/fz9Dh0YTpZCYSGkbxz6TycTAOTNwcXamy+dNIp5MHs02jEajAfQ2QZLk+fPn3Llzh/z5SwBZrbarV68eVapUoX///tSoUSPaEL+E4ufnx/fff0+rVq0oWjRutQ/M4YVvUgyAEgQ///wz3t7etG7dmuTJk1O7du0o7T788MPQLYOqVauye/du0qdPr05aK1QUjlnrVlE8Tz6ypI+4dP/5pxWYv+VvTl29TLVPSlvvwMrPLTAwMErOhAoVKjBx4kQGDBhAmTJlaNSoUYz2vVVSp4ziIDlzzQo8X77g3lMVFbDh8H7uPH4EQM/GLXBNnpzeMybjHxhIsdx5CQoOZsmOrRy9dJ4/h3xPtgwZwzpL8YHFSAyNRhMRLQaSIOfOnQOgcOHC0bYzGAz8+OOPFC9enF9++SU0Lv118PPPP/Po0SOrTnnRkSVLlghL8E5OTjx9+tSW5lnFaDQyf/58Xr58SePGjdm6dSsVKlSI0i537tyhgsCcmMjNzQ1SuETrLwDw8PlTUiePGjoY9GopP9hC3oNQDKgxLGBJDAD069ePQ4cO0a5dOwoVKhTqi5EoSe8G/90GU9iHOHn5Im4+DMuvsGbfbtbs2w3Al9Vr45o8OcVz52PqqqUs3r4Fo9FIqfwF2PnjrAihhoCqBKnRaGJEi4EkyNmzZ7G3t49V1rmiRYvSoUMHvv/+e1q3bh33vPGxwMvLi/Hjx/PNN9+QO3fuOF/v7u7OsWPH3qjPQHjM++1169alXr167N69m48/jlrMKV++fOzatYtKlSpRvXp1du7cSepYxK/nzZKNbcePcOX2TfK+ipEHWLpzG0ajkSK5opmsBasx8oGBgThFSrwDSgTOmzePkiVL0qRJEw4fPswHHyTSOHt7O1W++e6j0EM3lq+P8bJ2tetHqVcQBQd7SKezD2o0sUH7DCRBzp49S/78+WNdrW706NH4+/szZsyY12LP5MmT8fPzY/jw4fG6PvI2ga0zEMYGZ2dn1q1bR4ECBahZs6bVDIQFChRgx44d3Lx5k5o1a+Ll7weuyaPt+9uWbQgJMVG+VydGL/iNWWtXUmdQb9Ye2EOH2vXJnDad9YuNRkibyuKpyD4D4UmZMiWrV6/mv//+o0uXLm/MiTRe5MgMjq/huSRfjgRFLGg07xP6LyUJcvbs2Ri3CMKTKVMmBg8ezIwZM2JOohNHHj58yE8//USvXr1CIwPiSpYsWXj06FFoqNyb8hmITPLkydm0aROZM2emevXqXL9+3WK7IkWKsH37dq5evUrt2rXxSxN98a4KRUtw6Off+ThvfmatXUWfmT/y3707jP2mG7P7Do7eqIxpre55W9smMFOoUCHmzp3LokWL+OWXX6If521ibw/5PrRtnxncwC2VbfvUaN5htBhIYogI586di5MYAOjfvz8ZM2Zk0CDbFioaO3Ys9vb2CerXnGvg3r17GAwGnJyc8PX1tVhD4HWTJk0atm3bhouLC9WqVePevXsW25UoUYJt27Zx/vx5ardpRYiLM9GlISz1UUE2TZzG/TVbCNxxmMsLV+PxZXvsrTggCoCdEbJltHgeYhYDAK1bt6Z79+707t2bo0ePRtv2rZLGVT3J26qvvNljbqfRaELRYiCJcfv2bby8vOIsBpIlS8b48eNZs2YN+/bZpoTxjRs3mDNnDoMGDUqQL0LkLITmCc5c8e5NkzFjRnbs2EFgYCDVq1fnyZMnFtuVLFmSzZs3c+LkSTr8MDomP8I4YQDuJ3e0WLHQjDWfgciYnUibNm1q9V4SBRnTqpLDCfH+z5RO9aG3BzSaOKH/YpIYZ8+eBWKOJLBEq1atKFmyJP369cNkgxStI0aMIE2aNPTq1StB/WTJojIkmsWAeYJ7G1sFZrJnz86OHTt4/PgxtWrVwtvb22K7cuXKsXHjRlZt+pvxfy2ziSAQYMneHRSsUoE90dSwjs5nIDyOjo6sXLkSPz8/Wrdu/VZWXGJN2tRQqlDoEn+sf0+dHKFIXrUioIWARhNn9F9NEuPs2bOkTJnScmrcGDAajfz000+cOHGCRYsWJciO8+fPs3DhQr777rsEe6q7urri4uISmnjIPMG9TTEAKnpg27ZtXLt2jfr16+PrazktcIUKFdiwYQOj5/zMpA2rEiwIDJnTUadnZz7++GNq1KjBvHnzLLaLzTaBmaxZs7J06VJ27NjByJEjE2jha8bRAQrlhpKFWLJvJ49fWBZiQSaT2hIolBtKF1Y5CzQaTbzQYiCJcfbsWQoVKhTvUrWffvopzZo1w8PDI0HL8MOGDSNHjhx888038e7DjMFgiBBRkBhWBswUK1aMTZs2cfz4cZo2bRrq5BiZKlWqsG7dOobP+Im+C+ciLnFLgRsSEoLYGaFALsiTnVSpU7Np0ybat29Phw4d8PDwiPKUHNttAjPVqlVj9OjRjB49mo0bN8bJvrfB9Yf3afO9B7t9n8CnxaBYPiicBymSlxJdv2LCga1QOI9aRdD1BzSaBKHFQBLj7NmzFClSJEF9TJgwgcePHzNlypR4Xf/PP/+wdu1aRo0aFesn05gILwYSy8qAmXLlyrF27Vp27txJmzZtrC6z16hRgzVr1jBrwXxaTR5NSK6sEF4UWJmvQowGxiz6g9kn9keIi3dwcGDOnDlMmTKFCRMm0KJFC/z8/ELPx2VlwMzgwYOpX78+bdq0sRotkVhYt24djo6O1KpVS0UcuKaANK4YUqckeVo3Ll68+LZN1GjeGbQYSEIEBQVx6dKlePkLhCdnzpz07t2biRMnWi6+Ew0iwpAhQyhcuDCtWrVKkB3hyZIlC3fu3AFIVCsDZqpXr86yZctYvXp1tHH7devWZeXKlaxes4Y2A/sSUjw/fFwA8mSDDGnVsnaalJA+DeTMAkXyYvdpcW4Zghk9YQL+/v4R+jMYDPTr1481a9awadMmKlWqxMOHD4HY+wyEx2g08ueff5I6dWqaNm0aZbzExF9//UW1atVImTLq8v9HH31kNReEJhImE7z0haee6uX5ItYFtjTvD1oMJCEuX75MUFBQgsUAwNChQ3FxcWHYsGGvjoQAh4DpQAegMdAEVTb5D0D9492+fTt79uxh7Nix2Nkw53tiXhkw06hRI/744w9+++03BgwYYFUQNGjQgKVLl7JixQo6fP01JhdnyJxehc4VzgOF88JHOSFrRrXPbTQyePBgHj16ZLWCYsOGDdm/fz937tyhdOnSnDt3Ll4rAwCpU6dm9erVXLhwgZ49e8b5+jfB48ePOXDgAA0bNrR4vkCBAly6dClxO0O+TUJC4P5jOHkRDpyCExfg3DX1OnMZDp6Gf/6F63fAP+BtW6tJBGgxkIT4999/AZVMJqG4uroyatQo1q6dz927PYHswKdAX2AhsBb4C5gLfA0URKQEhw51onz5stSrVy/BNoTH3d09NM+AuaBSYhMDAG3btmXGjBn8+OOPjB492mq7pk2bsnDhQhYtWkTnzp1j9IrPkycPLVq0YOLEiQRZKVlcokQJjhw5QqpUqShXrhyPHj2Kk89AeIoVK8asWbP47bffrAqQt8mGDRsQET7//HOL5wsUKEBAQAA3btx4s4YldkSUCDh8Bq7chBc+6pglAgLh1gM4chYu34BgLazeZ7QYSEKcPXuWLFmy2Ky+QKdO7ly9akemTDMRMW8XmIBgVICbAOEnptN8//1NNm16gsFg2yXaLFmyYG8fSMaM4OLiwwcfOPPixQubjmErevTowZgxYxgxYgTTpk2z2q5Vq1bMmzeP33//nR49esSYEtjDw4Nbt25FG+mRJUsWDhw4QMWKFbl48SJXr16N9320b9+ejh070q1bN06dOhXvfl4Ha9eupVy5cmTIkMHi+Y8++ghAbxWEJygY/r2iREBIHEOHHzyBY+fAK/EJcM2bQYuBJERc0xBbR4BB2Nk1wM3NhNEYO2dsg0FNZsmT/w8oBixPoB2BwAqgBXXqdMXHB65f96dTp2E8fepPs2aTgAFA4nMU8/Dw4Ntvv6VPnz7RPlm3bduWX3/9ldmzZ9O3b99oBUGhQoVo2LAh48ePj3b5O3ny5KxduxY3Nzf2799P3759471cPn36dAoWLEiTJk14/vx5vPqwNS9fvmTbtm3Rll92d3cnRYoUWgyYCQyCU5eUP0BC+jhzGZ5bDuXUvNtoMZCEsI0YEOBb4AcgbIKPGyGvXq2AlfG43oTyTXAHWgCrcXJ6GKGFkxNkznwXmAYUACoBZ+Mx1uvBYDAwceJEOnfuTMeOHVm1apXVtl9//TWzZ89m2rRpDBw4MFpBMHToUK5evcrKldF/rnZ2dri5uVG1alVmzJhBw4YN47Wt4uzszKpVq/D09KRNmzY2SUaVULZu3UpAQIBVfwFQn3+BAgV0RAEoB8GzV8HPBs6gInDuKvj4xdxW824hscDLy0sA8fLyik1zzWvA09NTAFm4cGECe1omItjoZRARRxG5HIfx/yciZeMxlp2I2IvIGBEJicd9vx6Cg4Pliy++EAcHB9m8eXO0badNmyaAeHh4iMlkstquVq1aUqhQIQkJif4+c+TIIUOHDpXNmzdLihQppFixYnL79u143cemTZvEYDDImDFj4nW9LWndurUULlw4xnbt2rWTkiVLvgGLEjk37orsOSYvNu2V7776RmqWLCOpU6QUQOYN+k5kz7EIL8L2AKO8qn1cSrU7fl4kmt9RTdIhtvO3XhlIIpw7dw6IXxriMB4BXQADx45Bjx5QsCB88AFkywbNm8OVKxGvMBisv6pXF9RTflvUSkFMnAdKAsfiYXsIypdhGPBVLMd7/djZ2TF//nxq1apF48aN2b9/v9W2vXr1YvLkyYwbNy5a58OhQ4dy7tw5NmzYEO3Y5tDCWrVqcejQIZ49e0apUqU4ceJEnO+jdu3aDB8+nOHDh7N9+/Y4X28rAgMD+fvvv6PdIjBToEABLly4kLjLM79u/ALgpiqm9cTLk1F//sbFWzcomiuP1UsWeoyM8urdpCUANUqWUY1e+sK9x6/dfE3i4TUUEde8Ds6ePYudnR358+dPQC8TgBeAMHEiHDwIzZpBkSLw4AHMnAklSsA//4A5YGHhwqi9HD8O06ZBjRqgJugjqOiDJtGMfQe11O9JwifyxUBK4OcE9mMbHBwcWLFiBXXq1KFevXrs3r2bEiVKWGzbv39/AgMD8fDwwMHBgSFDhkRp89lnn1GxYkXGjBnD559/bjXbZPjQwkKFCnHkyBEaNGhAhQoVWLx4cbTL7Jb47rvv+Oeff/jiiy84efIkWbNmjdP1tmDv3r14eXnFyvYCBQrg4+PD7du345We+53g3iPM+a8zuaXl/urNZHRLy/FLFyjZ5SuLl3xZo06UY3tOn8RgMNCqSo2wg3ceQOZ0Orvje4JeGUginD17lnz58sU7lAx8gd8wT8T9+sHNmzB9OnzzDQwbBvv3q1wkEyaEXfXll1FfL1+q/w9hOYfsgBnRjC3A15w//5xmzULImRNcXCBtWqhQASI/AB89Ct26wccfg4ODpf9FAswCNsfzs7A9zs7OrFu3jvz581OzZs1o97KHDBnC999/j4eHh9UskEOHDuX48ePRPqVHzjOQMWNG9uzZQ926dWncuDFTpkyJ01OznZ0dixcvxsXFhaZNmxIQ8Objz//66y+yZ89OsWLFYmxrjih4b/0GTCa4H1aF0snRkYxuaePcTUBgIKv37aJi0RJkSR8uesM/MGEOiZokhRYDSYSEOw9uRK0KKMqVg8j5avLkUdsG0f1vDQiA1auhYkV4VWwQJTD2op7+LbEI2MbNmyG8eAFffaVWFoYPV2c//xzmzg1rvWkT/PabEgE5c1qzxAi0B95OmWNLpEiRgs2bN5MxY0aqVasWbbrf7777Dg8PDwYMGMD06dOjnK9WrRqlSpVizJgxVvuwVJsgWbJkLFu2jMGDBzNgwAC6dOliNW+BJdKmTcuqVas4ffo0/fv3j/V1tsBkMrFu3ToaNmwYq9ob2bNnJ1myZO9vRIGPn0oulEA2HTmI58sXtK5WK+IJA1oMvEdoMZAEEBEbiIEjgEMM48DDh+qJ3RqbNoGnJ7RubemsJV8AAcYBBurUgS1bYMQI6NgReveG3buhaFH48cewK7p2BS8vtR1Rvbo1S0zAQ2BptPf0pkmTJg3btm0jWbJkVKtWjXv37llsZzAYGDNmDAMGDKB3797Mnj07yvmhQ4eyf/9+9u3bF+V6EbGajthoNDJu3Dj++OMP5s2bR506dfD09Iz1PZQsWZJp06bx888/s3jx4lhfl1COHTvGvXv3YuUvAIRum723YuCF5SqacWXx9i04OTjStGLViCcElbRI816gxUCi5CmwDfgFmMnz5z+SJ48nRYvmS0Cfx4iYQCgqixfD3bvQokX0bZycoGnTyGfsgZMWrjgAXAIrhX3t7CBrViUwzGTIAMmSRWvqK4yo0MPERaZMmdixYweBgYHUqFGDp0+fWmxnMBj44Ycf6NWrF926deP333+PcL5evXoUKVKEsWPHRrk2+FVu+ejSEbdv355t27Zx4sQJypUrF6fCRJ07d6Zt27Z07NiRs2ffTEinOXfCp59+Gutr3uvwQj//BO/ne/u8ZOM/B6lTphypUqSwPIbmvUCLgUSDF2rfPT+QFqiJ8vzvRZo0Azh6FOrWbfnq+Abi7oT3MNqzly5B9+5QtqxaxreEtzds3Ah16kCqVJHPGoAnUS9iE5H9VH184MkT+O8/+Okn2LwZqla1cGmMmIBzwP34XPxayZEjB9u3b+fRo0fUqlULb2/LiVwMBgNTp06la9eudOzYkQULFoSeMxqNeHh4qAn96DF4+FSljT12Dvt//sVv20FaZcuvks38d1sli4nkI1CpUiUOHz5MYGAgpUuX5vDhw7Gy32AwMHv2bPLkyUOTJk2s2m9L/vrrLz7//HPs7WPv12wuWPReRhTY4J5X79uFf2AAravVttzA9B5+ru8pWgy8dQT4HZWApzdwxcJ5hcEQAuwEPgcKAXEPIbPEgwdQty64usKqVepp3RKrV4O/v+UtgpAQE3fv3ubq1asRyuzCUVTEQRj9+0O6dJA7NwwYAI0aqUiG+GObz8HW5M+fn61bt3L16lU+//zzSJ9LGAaDgZkzZ9KhQwfat2/P0qVhWx9NGzZi7uDv+MgzEC5dh4dPwNcfg0lwdnTE0WgH3i/h7kOVivboOZVaNtxEkS9fPv755x/y589P5cqVWbZsWazsd3FxYfXq1Tx8+JD27du/1gn30qVLXL58Oc4REAUKFOD58+ehlRzfK4wJ//e9ePsWXD9ITr2yn722MTRJA/2Tfqu8AGoD36Ac4cy5P6LDvCJwFSiFCheMzT9py44AXl5Qu7Zapt+yBTJntt7D4sVKMFiqURQSEsL8+RvJmzcvLi4upEuXjuLFi+PpeSBK2z59YPt2+PNPNXZICAQGxuIWLGKHuaJiYqR48eJs3LiRY8eO0axZMwKt3KjRaGTu3Ll8+eWXtGnTRmU0fO6N3cmLfF2zHi5mR0FrP2rzcf8AtXrw7xXlDf6KtGnTsn37dpo3b06rVq0YM2ZMrCb33Llzs2DBAtasWWM18sEW/PXXX7i4uFDdupOIRQoUKAC8nxEFvgZJ0OrA/adP2H36BE0qVsHJ2nZT8ljt12neAXSegbfGC6AKEN8CMWZRMATwRjnpRUdJ1FN6mN+Avz/Ur68SDe3YAa/+r1rk/n3l7NeunfIZiIyjI3ToMJ2yZQty+/Ztbt++zZ07d3B0jLrfnD+/egG0bavyFdSvD0eOxGcL1IgKm0y8fPrpp/z111/Uq1ePtm3bsnjxYovln41GI3/88QdBQUFsmb+IJmmzYzAYMMZnX9jrBZy8AEXzwQfqH7qTkxN//vknefPmZfjw4Vy5coVff/01xnDVBg0aMGjQIAYPHkzJkiWpWLFi3O2JgbVr11KrVi2Sxc5ZJJRcuXLh4ODAhQsXqFy5ss3tSkz4+vpy8OBBdu3axa5du/B5/JRz82K3ymOJZbu2YTKZokYRhCfFB/HuX5O00GLgrSCovP6nsE0mvfFALlSpYWuUJLwQCAlRjoKHD8O6dcpXIDqWLVNhzZajCBSZMn1OpkzZAfWP67///sPefjEQfc78pk2hc2clSvLF0UdSRDAYoo+SSAzUqFGDpUuX0rx5c1KkSMHcuXMths/Z2dmx8MdpGC/dSNiAgqpid+YylPgInNWEbzAYGDZsGLlz56Zdu3bcuHGDNWvWkDa6EBJgzJgxHD16lBYtWnDy5EkyR7eEFEfu3r3L0aNH6dmzZ5yvtbe3J2/evO9kREFgYCBHjhwJnfwPHz5MUFAQ6dOnp0qVKlT55huCjQbsTIL5N2nmmhV4vnzBvacqe+CGw/u58/gRAD0bt8A1efLQ/hdv30LmtOmoVOxj60akdn1dt6dJZGgx8FZYAGzk2DG1VL57N9y4AW5uUKYMjBkDefOGtW7XTrWLTL58yvFP0QuoDljLxFYfcMH8FN2/P6xfr57Inz2DyFVzv/wy4vvFi9UWQqVKUXs2mYzcv5+FkSPHcvXqVa5evcrdu6ok8tGjULKk1Q8CAPNWupdX9O0sYTAE0737j5w8+TdZs2Yla9asZMmSJfT7rFmzkiFDBotP4m+aJk2a8Mcff9CuXTtcXV2ZNGlSVEHgH4Dd1duIwUBkqXDs0nn+3LKR3aePc+PBfdxSulKmQGHGfN2FvFmzWx40OBguXodi+SIsu7Rs2ZLs2bPToEEDypQpw8aNG8kXjRKzt7dn6dKllChRghYtWrBr1y4cHGwjwtatW4e9vT1169aN1/XvSkRBcHAwJ0+eZNeuXezevZv9+/fj5+dHqlSpqFy5Mj/++COVK1emQIECYb83t+7D9buhfUxevoibD8Mcatfs282afbsB+LJ67VAxcPnWDU5cuUi/5l9gtOYXkMJFvTTvBVoMvHF8UBO3gYkTJVYpgUEtzf/2W8SeXCOI9kCgH2Ctel4KVJKeX4BgTp9WRzdsiJoBECKKgcuX4cQJlbXQ0v8No9HE8OEPOX36OHny5OHTTz8lT5485M6dm4IF/0BkIQZDEI8eQfr0Ea8NCoIFC1QoYXTbFNGRO3fL0LS0Z86c4fbt2xGc9ezt7cmcObNVsZAlSxbSp09v/Z+iDfnqq6/w9vamV69euLq6MtycecnMlZtgMkURAgATlyzg4LkzNKtUjSI5c/Pg2VNm/rWCEh3b8M+sPyiUM3fUiwTlYHjvMbhH/PDLli3LkSNHqFu3LmXLlmXNmjVUsqT2XpEhQwZWrlxJxYoVGTRoED+GTw6RAP766y8qVapE6tSp43X9Rx99xC+//GITW94kJpOJc+fOhT757927F29vbz744AMqVKjAqFGjqFKlCkWLFrUuZjOmhVv3kRD1O3Nj+fpYjZ0vWw5kTww1QrJmitsNaZI0BomFF5G3tzeurq54eXmRMmXKN2HXO8xcVMigcOgQfPJJxEyAV69C4cJq6dz8tN6unfLyj7lCrRG4CWSxcv4OKnTRdolETCY7QkLyYW9/CoPBkhPSKqAZoKIGvL1VCmJ3dyV+Fi9WqxtTpiixASpNsrkmwt9/K18Cc12f7NmhTZuw3h88gNq1i9CsWQtatGhBrly5EBGePXsW6rdg9mEI//7OnTsR0u06Ojri7u4eRSyE/z5t2rSxyowXG8aMGcPw4cOZNm0avXr1Uge9feCU9SfcQ+fO8Em+AjiGeyK/eucWhdu3omnFKiwaZr34EQ72ULaoRacMT09Pmjdvzu7du5k7dy7t27eP1vbp06fTu3dvVqxYQbNmzaK/0Rh4/vw56dOnZ+rUqXTv3j1efSxfvpyWLVvy9OlT0qRJkyB7XiciwtWrV0Mn/927d/PkyROcnJwoV66cWvqvUoWSJUvGadUl4NY9nK5bTm4Vb9xSQcFcui7BO0Bs528tBt44xYEzRBcB8PGrLTxz8TmzGPDyUjH61n8EdsAIYHiUMwEBAVy/fh1//1kUKxZdHYG4Yk42ZC07YiAimTEYnrJsGfz+O5w9C0+fQooU6l579lQpic3s2QPWfMEqVlTnAUSMXLzYnNGjYcOGDfj4+PDxxx/TvHlzmjdvTo4cOaxaLSI8fvw4gliILBzu3r0bIZWvk5OTxVWF8O9Tp04dK8EgIgwcOJDJkyczb9482rVrp0IHHz2NXXBIOD7upNTRibkWqkqFp0AuSGf56TsoKIgePXowd+5chgwZwpgxY6yulIgIrVq1Co2SSEjxrEWLFtGmTRtu375NlizWRGz0nD17liJFinDgwIE4JSx6E9y6dSt08t+1axd3797Fzs6OUqVKhU7+ZcuWjbPjpJmbN2/SsGFDvmvamoafVrSNWHWwh08KgmPi98XRxIwWA4mSl4ArKlmOZURURr6CBWHrVnWsXbuwpXRfX0idWhUJmjgRwvkDIWLA17cMu3d7cPXqVa5duxa6h3/r1i1MJjXur79Chw62CiH+A7X9YOlehI0bN3L9enu6dXtiNX9B/HEErgOZ8fX1ZdOmTSxfvpyNGzfi5+dHqVKlaNGiBc2aNYtXBT6TycSjR48sigXz93fv3iUkXH54FxcXqysL5u9dXV0xGAyICF26dOG3335jxYoVNMnwIYRY/92whIiQtVk9Cn6Yk62TYhB56dPAR1aLPSAi/PTTTwwYMIAmTZqwYMECq5PUy5cvKVWqFABHjx4lefhfxDjQpEkTbt++zdGjR+N1PSih6+Liwpw5c+jYsWO8+7EFDx8+ZPfu3aGT/3///YfBYKBYsWKhk3/58uVJYSnbXxzZu3cvTZs2JXny5Kz76y+KGF1U4qn4YgDs7ZV/iYsOKXxX0GIgUXIAKB9ti0WL1DL477+rCRtgyBAlEkqUUB79W7Yoh8JPP1VPyeETtnl6KrHg7OxM7ty5yZMnT+grTZo0eHh48Pz5Ey5cqIyb2yrUf4C4xirboQTNXFSOhKicOXOG/v37s3PnTmrVqsjatf/h5HQf20RPmJmC8pOIyMuXL/n7779Zvnw5mzdvJiAggHLlytGiRQuaNm1qU0/4kJAQHjx4YHU74vbt29y/fz9UiAEkT548VBy4u7tz/PhxAjy9ubJodZzHX7RtE23GjeD3gcPpUOfz6Bs7O0HpmOtbrF27ltatW1OoUCHWrVtHxowZLba7dOkSJUuWpF69eixZsiTOT6V+fn6kTZuWYcOGWSzlHBfy5s1L3bp1+emnnxLUT1x5/vw5e/fuDZ38z58/Dyg/BvPkX7FiRdzc3Gw2pogwa9Ys+vTpQ/ny5VmxYoWKBjGZ4H93VQKq+JDyAyUWneNbGVWTGNFiIFGyBLAem3fpEpQurVYF9u+3ngkQYNw4GDoUli6Fli0jnrt79zKZMuWOsMx79+5dqlatire3Nzt37uSjj/K/sqcbyocgNpO0+Z99LlQlwtJRWty7d49hw4Yxf/588uXLx6RJk6hbty4GwxGUEAoh7uIjMnavxt736nvreHt7s379elasWMGWLVsIDg6mfPnyNG/enKZNm5IhQ4Zor7cFwcHB3L9/3+p2xO3btymdOx9rx0yOU7+Xbt6gdLd2FMyRk/3Tf41dxET5ErFaEjp58iT169fH3t6ejRs3Uii8N2s4VqxYQYsWLZg+fXqcQwPXr19PgwYNuHjxYoK2GgAaNmyIv78/W7ZsSVA/MfHy5UsOHDgQOvmfPHkSEeHDDz8MnfwrV65Mpkyvx/kuICCA7t278/vvv9OrVy8mT54c1b/A6wVcvaWqGsZG69vbQY7MkDm99hF4B9FiIFGyALCc+P/BA/WkHxSkIglienj181NbBO3bR40ygOdAqtB3N2/epEqVKgQFBbFr1y5y5w7vdf4AVexnDuCJ8gEwEbaVYYf6b2ICcqIiIToDzhFG9PHxYfLkyfzwww+4uLjw/fff06lTp0j/qFYCLYldpkVr2KGcIPcBcXMW8/T0ZN26dSxfvpzt27djMpmoVKkSzZs3p3HjxqRLly6eNiUc3+u3cbkV+ye6B0+f8GnPbwgKDuafWfPInDaWtpcrpvaEY8GdO3eoV68e//vf/1ixYgW1allOTtO3b19mzpzJ3r17KVeuXMSTwcGqut5LXwgMUj92eztInox+33/Hph3buRQWHxtvhgwZwuLFi7l161aC+wqPv78///zzT+jkf+TIEYKDg8mUKRNVq1YNnfyj80+xFffv36dJkyacOHGCOXPmRO/oKaIqDj54Al4vwTdSwSFHB5VQKH0aSJtKpx1+h9FiIFGyGohS7g8vLxW/f+uWWhGIbYhd+vTw2WewZk34owbAH7WfDteuXaNq1arY29uzc+fOaP5pBQC7gOOoZEhPURNvZuBj1JN4WYgU9GYymViwYAFDhw7lyZMn9O7dGw8PD1JFrWT0io3Al6gMjPHZMqgGrADiF4Zm5unTp6xdu5bly5eza9cuAKpUqUKLFi1o1KjRm/dKf/RU5QOIBV4vX1KpT2duPXrI/ulzKZDDuh9AFD4tribjWPLy5UtatWrFpk2bmDFjBt26dYvSJigoiMqVK3P9+nVOnTpF+vTpwfMF3HsEj5+HNQx96pRQLXjr+VOylf1EOTYmYEJauHAhbdu2xdvbO0H78UFBQRw/fjx08j906BD+/v64ublRuXLl0Kf/vHnz2iyyJDYcPXqURo0aISKsWbOGMmXKxK2DEJN60jCLsVgKQk3SR4uBRMll1FNtGP7+Kh3viRMqJXBMmQDNvHih8gx07AgRQ6xzAdcAtadbpUoVUqRIwa5du3B3d7fFTYSya9cu+vfvz+nTp2nRogXjx4/nww8/jMWVD4GuwF+olYhgqy1NJjAaDUBy4EdUlkXb/hN+/Pgxa9asYfny5ezduxej0Uj16tVp3rw5DRs2jEbY2BDPFypbYAz4BwRQ49uenLhykR1TfqZswSKxH8NohM+Kx3kpOCQkhAEDBjB16lR69+7NlClTomxJ3Lt3j+LFi/NpyVKsGv8jxmdesVqiFgQDBnBxhvwfxjv97YkTJ/jkk084evQoJWPKchUOk8nEmTNnQif/ffv28fLlS1KkSEHFihVDJ//ChQu/kTwUlliwYAGdOnWiWLFirFmzxqY+L5p3Hy0GEiUmVPIflQUwJAQaN4ZNm1RK4Dp1ol7h768EfeSHnYEDYdIktSrQqJH5qB1qGX4RZ8+epVq1aqRLl44dO3ZYdQKLD5cvX+bbb79lw4YNlClThh9//JGysVUxEbgAzAaWA4+jnA0Jgdu33ciRYzzwBfD686Q/ePCA1atXs2LFCvbv34+9vT01a9akRYsWfP7556/v9z8kBDlwKlqZExISQuPvBrLpn4OsGzuFOmViH0ZnEuHqw/uctQukatWq8UrwM2vWLHr16kXt2rVZsmRJlCfwk3v28eHLYFJ+kBy7+E6cubOCe9z9OHx8fEiePDnz58/nK2s1uFHOd5cuXQqd/Pfs2cOzZ89wdnbms88+C538P/744ziVUn4dBAcHM3DgQH766Sfat2/PrFmzcHZ2jvlCjSYcWgwkWlqjlrmD6dMHpk1TKYGbN4/a8ssvVZri4sVVKKHZx2rrViUgatWCjRsjr64u5+TJ3FSvXp1s2bKxffv2GPPOx5YnT54wcuRI5syZQ5YsWZgwYQLNmze30XLpfVT+BW+OHDlBz54/kCpVeVKlysiKFSts0H/cuXv3LqtXr2b58uUcOnQIJycnateuTYsWLahXr168w+nCIyL8+++/LF26lHaFSpLXPavVJ9A+M6YwbfUy6pcrT/NK1aKc/7KGBTX5ihCTiTmb1tFj8jiMRiOlS5emZs2a1KxZk5IlS8Y6XfOWLVto3rw5OXPm5O+//w7LDeD1Ev69jCnEFL/CSuHJmQWyxl285siRgxYtWjBx4sQIx69fvx4h1v/BgwfY29tTpkyZ0Mm/TJkyMRZsepM8e/aMFi1asHv3bn766Sd69OjxRrclNO8OWgwkWg4B6omuUiXYu9d6SxEVKtizp3IqvHdPPS3nzq0KBg0YABEdidNy5Mhf1KxZj3z58rFly5Z4p3gNT0BAADNmzAgtezts2DB69uz52p5STp06RYkSJahUqRLJkiVj06ZNr2WcuHDr1i1WrVrF8uXLOXr0KMmSJaNu3bo0b96cunXr4uIStxzuV69eZenSpSxbtoyLFy+SJk0aZgwZTqtPPrX6T79S787sPXPSap/RpZcVwFC6MDcfPmDbtm1s3bqVHTt24OXlRerUqalWrRo1a9akRo0aMeZkOHfuHHXr1iUoKIgNGzbwceEicPSc+uW0FYXzQJq4FcmpU6cO9vb2zJkzJ0Ks/40bNzAajZQoUSJ08v/ss8/44IPEWZHv3LlzNGjQAC8vL1asWEGVKlXetkmaJIwWA4kWQYXYHSG6vfL48N9/3ShWbAHFihVj48aNCf5ZiQirVq1i0KBB3Lp1iy5dujBixIjX7nX/7Nkz3NzcqFChAiLCvn37Xut4ceXGjRusWLGCFStWcOLECVxcXKhfvz4tWrSgdu3aVkXS7du3Wb58OUuXLuXkyZMkT56chg0b0qpVK6pXr46DwQiHzyhHCRtz79kTThoCqNvg81CxERwczNGjR9m6dStbt27l2LFjmEwmPvroo9BVg4oVK1pMPPTgwQMaNGjAuXPnuLp2C5kdrSepeenry6TlCzly4RxHL13g+Qtv5g36jna161s32NEeShaKmETDCk+fPmXPnj2MHj2aCxcuhGaNLFy4cKjTX4UKFWwijF83a9asoW3btuTKlYu1a9fG0gdHo7GOFgOJmmtAIZQHvy2ww8srN+7uNylduhzr169P8FPPP//8Q//+/Tl06BD16tXjhx9+4KOPPrKRvdEjIri6ulKoUCH8/f05edL60/Db5tq1a6HC4MyZM6RIkYLPP/+cFi1aUKNGDby9vVm5ciXLli1j//79ODk5UbduXVq1akXdunWjTrT3HsPVmza302Qy8fD5M0asXMg3fXuHZg8Mz7Nnz9ixY0eoOLh79y5OTk5UqFAhVBwULFgwVEz4+fkxccgwvm/UKtqxb9y/x4etGpAtQ0ZyZnJnz+kTMYsBgGyZ4MOoTq/e3t7s27cv9Mn/zJkzgCqk9PDhQxYuXEiNGjVUVEMSwWQyMXLkSEaNGkWzZs2YN29eol250CQttBhI9MwDOtigHzuCgpwpXjyQbNmqsXr16njnOQf11DtkyBCWLVtG0aJFmTJlClWrVrWBnXGjSJEi2NnZ4ePjw5UrV974+PHh8uXLrFixgiVLlnDp0iXs7e0JCQnBYDBQrVo1WrduTcOGDaP/GxKBf6+o6AIbYxIhICiQyn268GGRQowbN87qk6eIcPHixVBhsHfvXvz9/XF3d6dGjRrUrFmTatWqkeb+c0yPn0XrMBgQGMjzF95kdEvL8UsXKNnlq9iJAXs7KFsUX39/Dh06FDr5Hz9+nJCQELJkyRIh1v/OnTuUK1eO06dPU7Ro0YR8VG+UFy9e0KZNG9avX8+YMWMYMmSI9g/Q2IzYzt862PSt0R4Va9+b+KUEBrAnMNCR8uUDyJ27LsuXL4+3E5SXlxfjx49n6tSppEmThj/++IO2bdvG2rHM1uTIkYPLly/zMuZSjYkCX19fzpw5w6lTp7h+/ToGgwF3d3f8/f15+PAhx44dI2vWrGTMmJEqVapY91Q3GFRBodOXoiaKSSBGgwFnRyf2zfiNUj06kD9/fnr16oWHh0eUJXSDwUCBAgUoUKAAffv2xc/Pj/3794eKg3nz5pEmpSuP1m6LMXLAydGRjG7xcGINDmFYt15MmvcrgYGBpEuXjipVqtChQweqVKlCrly5Ikya5uiGCxcuJBkxcO3aNRo0aMDt27dZv3499erVe9smad5TdNqpt0ovYC2QBpMp7k8CT57koHBhf3LkaMzKlSvjJQSCg4OZNWsWuXPnZsaMGQwePJgrV67Qvn37tyYEALJnz46Xl1eiFgOBgYH8/ffftG7dmvTp09OiRQvu3LnDuHHjuHXrFjdu3OD+/fucOXOGrl27smfPHmrWrEmmTJno3Lkzu3btilDkKBQHeyiWH1JGjFZ46evLiHm/UOvbnqSpXxVDpZLM37whyuW//v0XFXt3IkOjmjhVL8eHLRvQfsJIbty/hwFwtLPj+JJVDB06lNmzZ5M7d26mTZtGYGCg1XtNliwZNWrUYMqUKZw7d47bt2+z5Jdf4x9CGAsCg4MpkTsvkyZN4uzZszx8+JBly5bRqVMncufOHeXpOVWqVGTKlIkLFy68NptsydatWylZsiRBQUEcOXJECwHNW0WLgbdOA/z9z7BoUTICA42oVQJrk7D5aTITR460JlOm/yhdujWLFy+OU/1zCKsoWKRIEXr06EH9+vW5cuUK33//vU1C5hJKjhw5eP78OS9fviQWO1lvjJCQEHbt2kXHjh3JmDEj9evX5/Tp0wwePJirV69y9OhR+vXrFxpyZzAYKFKkCGPHjuXq1aucOHGCr7/+mm3btlG1alUyZ85M9+7d2bdvX0Rh4PCqelz6sEyIT7w8GfXnb1y8dYOiufJYtfHU1ct8mDEzA1u2YXbfwXxZvRabjxyiZJevuPdE5XOw9/Lhu+69uHbtGk2bNqVfv34UKFCAVatWxerzzpIlCzXLfRbPTzF2ONjb07haDXr16kWhQoVitXReoEABLl68+FrtSigiwuTJk6lTpw5lypTh6NGjb8wfR6Oxht4mSATMm7eeHj38KVfuCLlzHwH2Av8Ad1DbBw7AR6iUwHWZO/cenTt3o2PHjsz5f3v3HV/T+Qdw/HNutoREBkkkxBYrVs3GaIkdVVWzpaiiaM0WHfiZtUfNWqU2FaOp2lpba4sROwliZe97n98fRyKRdZPcxMjzfr3yIvee85zn3pDzvc/4fhctynJmtHPnzjF8+HD27t3Le++9x9q1a6lWrZphX1SOBFKvXjCjRsVhawsJCV9iYlIMqAHUAvK2hoAQghMnTrBu3To2btzIgwcPKFmyJP369aNLly5636gURaFGjRrUqFGDyZMnc+rUqaTFhwsWLMDJyYmOHTvy8ccfU69ePfXnGv1ikamTnT33t/immHtPy4Ih36Z67IN3G1Pri0/5dfcuvu3WU30wIBhHj3IsXryYwYMHM3LkSDp27Ei9evWYMWNG5omk4uLVaY1cCtaUxGtkgbu7O/v27cuV/hhCdHQ0n3/+Ob/99hvffPMNEydOfKUjcJKUSI4MvGJxcXFMnjyZzp07U6ZMLeBL1KREd1Fz9ycAcagJeZYwZ85tvvhiAIMGDWLx4sVZCgSCgoLo3bs31atXT5qj3Lt372sSCCSgvm5PwIX69X9izBjo1w+MjX8BfgRaAUWf//kHOa9+mL7EZECjRo2iVKlS1KtXj02bNtGpUyeOHz/OjRs3mDRpElWqVMnWYi9FUahduzbTp0/n9u3bHD16lI8//pjNmzfz7rvvUqJECX4aO04tNvNctufeATdHtYpeSESyhYkhYRCjBhuVKlVi165d7N27l+joaOrXr0/Hjh25ceNGqraioqLw9/cnKDAQbS5sg0whi4FGxYoVuX79etL2wtfJvXv38PT0ZOvWraxdu5YpU6bIQEB6bciRgVfs119/JSAggDFjxqTxbMopg6lTp/Ltt98yYsQIpk6dqvdNKDIykhkzZjB16lQsLCyYN29eGhUFX6WLqMWLzpH89b7oXvJf7AL4C/AFGgMrgRIG64m/v39SMqDLly9TuHBhPvroI7p06ULDhg1z5Ze3RqOhXr161KtXj5kzZ3LkyBE2bNjAY//b6BqLbGf0exIaglan4+7DB4z/VS1t+X7Nl7YUhkYk1a+Pj4+nXLlyLFiwgHXr1rF69WrKlStH+fLlKVq0KMHBwQQFBRESEgLAhN79GdHlE4yMc/HfURZTAlesWJGEhAT8/f1fq6H3f/75hw4dOmBubs6RI0eoXr36q+6SJKUgg4FXKD4+nkmTJvHRRx9RMYNShUIIxo8fz9ixY/nhhx8YO3asXoGATqdj9erVjB49Ws+Kgq/CCqAvLz7l65PFLvGYf1CnTzYBrbPdg4CAADZs2MD69es5ffo0lpaWfPDBB/z00080a9YMU1PTbLedVRqNBk9PTzw9PdFduaWWoM2mYh+1JjZeXRRoV8iauYOH06xWnaTnE7RadqxZy/9+W0FQUBDBwcEp1guYmJhQqFAhrl69ir+/P3Xq1KFr166UKFECZ2dnKtgWwTTUsDseUlCAglnL7Jj4/+jy5cuvTTCwZMkSBg4cmDS69CblP5DyDxkMvEJr167l1q1bbNu2Ld1jhBCMGjWKqVOnMmnSJEaNGqVX2wcOHGDYsGGcOXOGjz/+mClTpryG2cx+AT7PwfkJqIFBO9RdGfqvxn706BGbN29OSgZkampKq1atGDlyZLbSC+cGTWxclisMJuf70xxi4mLxu3ObNXt8iYyOTtm+olC0kDW1a9fG2dmZYsWK4ezsnPR3W1tbNBoNwcHBjBs3jsWLFxMQEMDkyZNp0qQJSkwcnLyQ05eZPgFYZS3xjoODA3Z2dly+fJkOHTrkTr/0FBcXx1dffcWiRYsYMGAAs2fPfo1G4yQpJRkMvCJarZaJEyfywQcfULVq2mVohRAMGTKEOXPmMGvWLL7++utM27169SojR45k+/bt1K1blyNHjlC/fn0D994QjqGOCOSUQK0G2RG4AJRJ98iwsDB+//131q9fz549ewBo1qwZK1as4IMPPsDaOmu58HNdDhfmNaleC4CWdRrQrkEjKn/WGSuLAgz8UK2KpdFoqF+vPvU//zTDdooUKcLPP//MoEGD+Oabb+jSpQuzZs1i+rTpeFraQmR0hucDzN+6kZCIcIKeqLsZdhz7m4BHwQAM+rAT1mntYFEAexv9X/BzFStWfOXbC4ODg/noo484fvw4S5Ys4fPPcxL0SlLukwsIX5ENGzZw/fp1vvvuuzSf1+l09O/fnzlz5rBgwYJMA4HHjx8nbcE6d+4c69ev5+jRo69pIBANfAJoOHUKBg6ESpXA0hKKF1crOKaVdHDjRqhbF2xswM4OGjVSqzaqAUEC0AM1MEh2pehoNm3aRIcOHShSpAg9e/YkKiqKefPmcf/+fXx9fenRo8frFwgAGHB9QuliLlQvW47f9v750jX0/xVQoUIFfHx8OHjwIDqdjoaNGjJ/2ya9lnFO37CG75cvYqHPFgC2Hj7A98sX8f3yRTwLD0v7JPvCYJr1T9Kvenvhf//9R61atbh27RoHDhyQgYD0RpAjA6+ATqdjwoQJtG7dmpo1a6Z6XqvV0qdPH1atWsWyZcvo1Sv9tMUvVxScOHEigwcPfs3rni8AbgKCqVPhyBHo2BGqVoUHD2D+fKhRQ63UWLmyesa8eTB4MLRuDVOmQEwMrFwJbdrAli3w4YcJqBUhNxMX9wF79uxh/fr1bNu2jYiICGrWrMnEiRPp1KnTi7K7rzsrC3gWarBNE9GxscQmW2UvhECxzHrq6kaNGnHixAnWr1/P2B9+pFXl6pQo6pRhAqLbG7Zn7SIKUMI5y30DdXvhypUr0Wq1eb5af926dfTq1YvKlSvz+++/vzn/1qR8TwYDr8CWLVvw8/NjxYoVqZ6Lj4/n008/ZdOmTaxZs4auXbum2cbLFQW/+OILxo4dm+sVBXNOB8wj8Q43dCisXQvJ1+h16gRVqqg3/TVr1MfmzYN33oEdO15Mo/fqBcWKwapV8OGHIIQGf//B1K3bn6dPn+Lu7s7IkSPp3LkzZcumn6TntWVlmeVAICEhgfDoKAoXTJmD/KTfJS7cvEHXps2THlMUhdtPHuFW3CnLXdNoNHTt2pUPP/yQrSt+xc0xezfutAhAKeEM2QhUQB0ZiI2N5datW5Qpk/60kSFptVpGjRrFtGnT+OSTT1i8eHGOaoRIUl6TwUAe0+l0/O9//8PLy4s6deqkeC42NpYuXbqwc+dONmzYkO4CqBMnTjB06FCOHj1K69at2bVr12uzcjpz/wAvqvKlNYtRtqw6bZB8pDcsDMqVS7merlAhsLKCxN+5iqKjbNmHfPvtFzRvPiDbOQBeG4ULpkrqk9ncuxAC145t6PReMyq5lcLS3IILN/1Z8ecOrK2s+P7T3klthUZGULF5S1q2bkWPHj1o0aJFlndOmJub07V/XyL9/LEMDsnxS9ZqtZy7d4uK71Qiu2NbiTsK/Pz88iQYePbsGV27duWvv/5i5syZfP3112/2vzspX5LBgEHdQr3Z/fv87/GAFVAJqAk0Yvv2fVy4cIEFCxakODMmJoYOHTqwd+9etm7dmmae8pcrCu7du/eVVBTMmWOouQTS30IoBDx8qAYEiRo3hs2b1RGCtm3VaYJ58yA0FL76KuX5I0Y0BNJelPlGMTYGRzt1e+HzeGD6hjXceXg/6ZCthw+w9fABALo3a4mzvQN9WrfjwNl/2XxoH9GxsTjbOdDlveZ890kv3JzUT/BanY5lu7YTHRuDj48PW7duxdramk6dOtGtWzfefffdLCW0sqxQGizuw50gdEKHRsn6ciSd0BEUE0Gzr/tTY80yfHx8srWrw9nZmYIFC3L58mXats2kMmIOXb58mXbt2vHkyRP+/PNPmjVrlqvXk6TcIksY55gAdgFzgL3PHzPhRaIczfOvBISwYNMmS3bsKM3q1ceTWoiMjOSDDz7gyJEjbNu2DS8vrxRXeLmi4IQJE+jRo8cbmr2sE7CFjIKBNWvgk09g2TJ1KgAgOBi6doXkmWbt7WH7dkiZNdcEGAjMNHjPX4moGDh9yfApfzUKoeWLM2rsjyxcuBCNRoNOp8PMzIzY2FicnZ3p3r073bp1y9oIy+NncPU2IiEBBT3PUUCr1TFu5RLm/L6RMd99x/jx46lZsyY7d+5MqkaYFXXr1qV8+fKsWrUqy+fqa/v27XTv3p3ixYvj4+ND6dKlc+1akpRd+t6/5W6CHHmAuse9LXAg2ePJM+bpUFe6g6JE0779Y1at+heYBmgJDw+nZcuWHDt2DF9f3xSBQEJCAgsXLqRs2bLMnTuXb775hmvXrtGrV683NBAAuEdGgcCVK/Dll+oNvkey1PsFCkD58upjmzbB8uXg5KSuFfD3T96CDniYS31/BQqYg5vh5uOTlHLFuogDCxYsYPjw4SiKwogRI5KyLN6/f59Zs2bh4eGBu7s7kydP5vbt25m3a18YaldBcXEkNkH9dx8XH59x8SP7wiR4lGPL6WOgKHz77bf069ePs2fP0rx5c0JDQ7P88nJzR4EQggkTJtCuXTuaNm3KsWPHZCAgvfHkyEC2nQa8gDD0y5qXWny8J82bx/Dvv1fx9fVN2gYohMDX15fhw4dz5coVevTowYQJEyhWrJjBev/q1AVOpPnMgwfQoAHEx6s7CZyT3QNbtlRHzXckq9j79Km6vqBpU9iwIfFRDWrOgfW50/1XQQg4fw1CwjM/Vh921lCpTNICjISEBFq2bMnZs2eTMjBu3bqVDRs2cPDgQXXXgaKg0+moU6cOPXr0oGPHjtjbp18nQQhBzWrVqVbcja6t21HRtQTaqGg0GgUTCwtsS7hibFNIzSNgpq5TOHv2LLVr18bDw4PTp0/TuXNnfH19KVu2LLt378bW1jbd671s2rRpjBs3jvDwcIPO30dERNCzZ0+2bNnC2LFj+f7777NcKEyS8pLe92+hh9DQUAGI0NBQfQ7PB84IIayEEEZCCLL9lZCAOHbMSJw+/XdSy+fOnRNNmzYVgGjSpIn477//8uxV5Y2WQghFvPxehIQgqlVD2NoiLl1K+dyNGwhALFmS+j309kYUK5b8MRMhRN+8f1m5LSFBiDN+Qhw8lbOvc1eF0GpTNf/48WPh5uYmatSoIaKiopIef/Dggfj555/Fu+++KxRFEYqiCEBoNBrh5eUl1q5dKyIiIlK1d/78eYE6hyY2bNgghBDiyZMnYujQocLExEQ4OzuLFStWiISEhBTnTZ48WSiKIoYOHSqMjIxEw4YNha2trfDw8BDBwcF6v107d+4UgLhz547e52Tm5s2bokqVKsLKykr8/vvvBmtXknKTvvdvGdJmWQTgjZo4J3sjAomMjKBOHUHNmpu4f/8+ffr0oVq1aty9excfHx/27dv3FhY0qU7yYkSgLgZs21ZNNLRzJ7xcpuHh81F/bRpvd3w8PB+Nfi4BqGa47r4ujIygajlwKZrlUxO0WnX9YXFHqFwG0vgka2dnx7Zt2/Dz86Nv375Jw/pFixZlwIAB/P333wQEBDBnzhxq166NTqdjz549dO3aFTs7Ozp16oSvr29StcD169djaammEn7vvfcAsLW1ZcaMGVy5cgVPT08+++wzatSokZQNEmDEiBHUr1+f33//nY0bN3LmzBkcHBwIDAykcePGPHjwQK/XnHxHgSHs27ePWrVqERUVxfHjx/nggw8M0q4kvTYMGVnkDwOEEBpx8iTiyy8RFSsiChRAuLoiOnZEXL2a/khAXBzC3V39tDRtWsrnvLzMhZ2dnZg3b56Ii4t7VS8uD2wVL4+OeHsjjI0Ru3al/b4FByM0GkTjxgid7sXj9+4hrKwQLVq8fM7JV/HC8k5ImBD/ZT5KoD1wUoiDp8TemQvEn5u26NX0unXrBCBmz56d4XF3794VM2fOFNWqVRNA0ohBwYIFxeeffy6cnZ1FmTJlRLVq1dJt49ixY6JBgwYCEC1atBDnz58XQghx48YNYWVlJXr37i0uXLggihcvLhwcHIS9vb0oV66cuHfvXqavQ6vVCgsLCzFz5ky9Xnd6dDqdmD17tjAyMhLNmjUTT548yVF7kpTX9L1/y2AgS26IxCHuDh0Qjo6IQYMQS5ci/vc/RNGiCEtLxIULad/UZsxQn385GIiPR9y9W1Q8e/bsVb2wPBQhhLAUia/9q6/U96NtW8Tq1am/Eo/r04fnUyeIefMQkyYhXFwQRkaIQ4eSv8/FhRCph8HfShFRQty4J8TZK0L8/d+LQOCf/4Q4d1Vo/e+Kd2vUEo6OjqJFixZ6Nzt8+HBhZGQk9u/fr9fxt27dElOnThUVK1ZMmhpIDBDeeecdcenSpXTP1el0YsuWLaJMmTJCo9GI3r17i8DAQLF06VIBCB8fH3H//n1Ru3ZtYWFhIezt7UXJkiXFrVu30u+QTidEeKQY+8VAsW/RCiEu31C/rt8R4sFjISKj9Xpd0dHRokePHgIQw4YNE/Hx8XqdJ0mvExkM5IqRInGdwJEjiNjYlDf7a9cQZmaIbt1SBwIPHyKsrRHjx6c9MqB+vW3rA9IzWCS+j40akeIG8vJX8oBp3jx1XYGVlfrVpAli//7k759GCDHt1b2sV02nU7+SGTNmjDA3NxeKoojAwEC9momPjxdNmzYV9vb24vbt21nqgr+/v2jQoIHQaDQpfo4lS5YUkydPTvdTfWxsrJg7d66ws7MTBQoUED/88INo2bKlcHBwEA8fPhRRUVGiY8eOQlEUYWtrK1xdXcX169dTNpKgFSLwoRAnLwhx8JTQHTgp4vYeexEkHUo2cvLvJTUwSGP9hBBCBAYGitq1awszMzOxevXqLL0HkvQ6kcGAwemEEA4is0WBNWqoXy8//tlniNq1ETdvphcMGAshhuT1i3pF7gghCoicLL5M/aURQhQVQoTk4et4/d28eVMoiiKMjY3FTz/9pPd56S0ozIxWqxUuLi6iYcOGwsTERIwaNUoUL148RWBQpUoVsXDhQvH06dNU5z979kx88803wszMTDg4OAgrKyvh7e0tdDqd0Gq1YvTo0QIQ1tbWwsnJSfj5+aknhoQLcfxc1hdUnrqojrAkc/ToUeHo6ChcXFzEqVOn9H7tkvQ6kgsIDS4QeJThEeJ55ryXd1ydPKnmz589O6Py9Amo2fnyg+LALAO3qQNWAK9h9cFXqGTJknh5eWFtbc2qVauSFgZmJr0FhZk5evQoAQEB6HQ66tWrx6RJk7hz5w6XLl3i22+/xcnJiQsXLtC/f3/s7e2pX78+69evJzpaLYNsY2PDlClTuHr1Kl5eXkRERLB9+3aGDh2KoihMnDiRFStWEBUVRVhYGJ6entw/dRbOXoGYuKy/QZHR8O8lePgEgOXLl9O4cWNKly7NqVOnqFWrVtbblHImIQGehUFgMNy9D/cewKNnEBNr+ORbUhIZDOjtTKZH/PYbBAaqhXYSCQGDBqmPpcyUl5azGKxE3Wvvc6Ar6JulLlPfAC0N1NbbpW/fvjx58oRLly5x5kzm/44TeXh4sHz5ctasWcPcuXNTHxAVA0HBcPU2nLkC/17G6WEov/04kVrFStCxjXfSoRUrVmTy5MkEBgZy/vx5vvrqK2xtbTl27BhdunTB2tqa5s2bs3v3brRaLSVKlGDNmjWcOnUKR0dHZs+ejaenJ2fPnqVnz5789ddfmJiY0Lt5G5yiElL3LSsEiCu3WDVtFr1796Znz57s378fR0fHnLUr6U+ng+Cn6r+jI2fVvBr+d+FWINwMgMs34MQFOH4e7gRBXHymTUpZI5MO6W0FkH4p4StXoE4dNZ/+33+/KEW/YoWaUe/qVXB1hdu3oWRJmDYNhg9Pq6UoIL9UO4sHPiX7CYIU1OBpKDAdwwUWb5f4+HhcXV0JDw+nT58+zJkzJ0vnjxgxglmzZrFnzx6aNGkCT0Ih4MGLJEiJP4bnErRaNBoNGkUBm4Lg6gi2qUdshBCcPXuWRYsWsXHjRkJCQgCwsLCgVatWDB8+nDp16hAWFka5cuUIDw8nOjo6KQmXeBaG69OobL4rKemEQKvV8vvdq3z8WY/MT5AMJzQCrtzM2siOokCpYlCsaEbDrRIyHXEuSD9mevAAWrcGa2u1mE5iIBAWBqNGwYgRaiCQ0+u8fUyA31BLGpuTtbpZRkAhYC0yEMiYiYkJvXr1QqvV8ttvvyXlAtDX5MmTadKkCf169yHy1Hm4eD1lNsSX/skaGxmpgQCox124DpdvQnzKT/CKolC9enUWL17M06dPOXHiBN27d8fY2JgtW7ZQr149bG1tGTJkCDNmzCAmJoYPPviAP/74gxoeHhQKepLh/5bYuDi+WTwP5w4tsfB6lzr9e7LndNrZLzWKgpGxER9XqaV+SpVynxBwOyh7UzxCwI0A9dz4HI4MSYAcGciC7ah1CFIKDVUr6t29q44IJE+Y88MPMH8+/POPmlsfICAAPD1h9Gj4/HM15e6LqrHmQCT5M0a7AUxAvbnHowYGL9+0EgtAWaKO0owG5FCuPm7evJmUP9/Hxwdvb+9MzkjpWdB94k5ewL6QdfbrYpiagEd5td5CBoQQHDlyhJkzZ7J7926iotRP/wUKFCAmJobff/8d8+BnvF+6Akaa9PvSZfwYNh/ax9cfdaGsiysr/9zJqSuXOTBrEe9WrZZ+B8q7gWP6qZYlAxBCHf4PMEAdEQtzqF4BTGQR3rToe/+WwYDe7qEufHshJga8vODff2Hv3tRrAnr2VBcOZuTMGahWLfG7OsDx9A/OF54C21BrP5wEHqMGR47AO6jvUTvUgEDKCi8vL44ePUqLFi3YvHmz/idGx8IZP0R8Qs7HX0yMoYY7mJvpdbhOp+PAgQNMnz6d/fv3ExcXh0ajIWiLL0VsCqdbd+Ck3yXq9O/JtH6DGd75EwBiYmOp/FlnihQuzNGfl6d/UasCULNi+s9LORf0CK7fMVx71lZqoCmnDFLR9/4tQym9uQD2qDcnNTVup05w7Bj4+KS9OHDwYHg5a2lwMHzxhRootGunrh9QGQOZrjDMB2xRP/Wnvz5Dyp6+ffuyZ88efHx8ePr0qX6Ff4RQF28ZIhAAdUj38g2o7q7XL26NRsP777/P+++/j1ar5eeff2b7r79RtHDGfd98aB9GGiP6tm2f9Ji5mRm9W3szeukC7gU/wLVIOqNKEVHqLgPL/LJ2J4/FxMKNuwBEREUxbcNqTly+yMkrl3kWHsaKb36gZ8u2qU7zu3OLIfNn8s+Fc5iamNC6bgNmfjkEB5vC6rqDoEdQrEhev5q3hgwG9KYAPVG3xGkZNgy2b1dz6j99CmvWpDy6e3eoUUP9Si6xCmylSi8HCgnAJ7nSc0kC8Pb2xt7enidPnrB+/XoGDBiQ+Un3Hqg3x3T0nDyWVbt3pft8wKZdFHN46Rd0eJQ6POyatSkeIyMjBg8eTDXboiRotRhnMF1x5vpVyrkWp5ClVYrHa1eoBMBZ/2vpBwMA4ZEyGMgtN+6BTh2QfhwawvhVv1C8qCMepcty8Oy/aZ4SEPyQhoP7Ym1pxaTPBxARHc30DWu4cNOfk4tWYWpiAjfvQVFbtbyplGXyXcuSfsAMAM6eVR/ZsSNlWd1E3btnpV0NanGdGpkcJ0nZZ2pqSq9evZg1axYrV67MPBjQauHO/QwP+cL7Q5rWrJ3iMQH0mzkZN0en1IFAojtB4OzwYrVtFnhWq4Hu0bMMj7n/5DFOdnapHneyU9cCBD1+nP7JipJhACTlQGwcPA5J+tbJzp77W3xxtLPn9JXLvNMv7Z0ck35bQWRMNP8uWU3xomoQV7tCRZoNH8jKP3fQt+2HaoDx4Em2inlJMhjIotJAX+AXDh7MXsVCN7e08mboSAwyJCk39enTh59++olTp05x9epVypcvn/7BD59murK+XqWq1KtUNcVj/5w/S1RMDN2aZpD3Qft8X7mTQ1a6D4ASn4BRGpUXk4uOi8XMxDTV4+bPV+tGx8ake65OpyP4bgDXgm5jZmaGubk5ZmZmKf6e+Ge2F1PmVw9SBmFmpqY42mW+WHPL4QO0qeeZFAgANK1Vh3Kuxdl4YK8aDICa90IGA9kig4EsmwbsBB6Q0xLGKg3qiENjA7QlSRkrW7YsjRs35u+//2bVqlVMmjQp/YOfZ+XLqrX7/kRRFLq+3zzjAx8+0SsY0Ol0PHnyhPv37xMUFEQNxYIi5hkvILUwNSM2PvV2tZg49TELs/R3NAidjkOHDtF5/OhM+2ZkZJRmsJBW4JDd5/U51szMDE0mAVKmdDr1U3toOIRFvsj4p9GoUyaFLMHOBgpaZn+hXmhElk8JfBRM8LOn1Crvnuq52hUq8ceJoy8eiI5VMxjKqYIsk+9YlhVE3WboCcSSs4DACKiNGmBIUt7o168fBw8eZPny5UyYMCHtm4gQEBGZ5bbjExLYeGAv9StVxc3JOcNjRXgUTx8/Juj5TT7xZp/4dT/Z48lzI/hMnEHreu9mODrgZGdP4OPU6cPvP1E/mTq/nDM8GR0C26IOfPvttxQvXhwXFxesra2Ji4sjJiaG2NhYYmNjM/37y4+FhoYSHByc4XkxMTHospnnwMTEJFvBRMEClrSqXJ36bmWwMDFFq9OlfG+1OsSzMMSzMDR3HxCJjodmGqKtzDFLo11TU9O0d3kIoa7FyKLEn5lTGiMITnb2PA0LJTYuDrPEPdrhUVA4v+56yz4ZDGRLDeAA4AVEkL2AQAEaADuAAobrmiRl4oMPPsDGxoaHDx9y4MAB3n///dQHRccmLfLKit0nj/EkLJRuzVpkeqyi0/FO1Wrcuh+Y9JidnR3Ozs44Ozvj7u7Oe++9l/S9s7MzTk5OFIsHo8DgDPNzVStTjgNn/iUsMiLFIsITfpeSnk+PscaIE5cuMGfF0qSaCZaWlri7u+Pu7k7FihVxd3fnnXfeoVSpUgafKkhISMh2wKHv3yMiIoiNjaViseIMb9mBIjaFkwKAtIIsRVGSdpOY6wSlYsFn3276zphE8LOnqY5PK/CwsrTkv9lLs/x+RMfFqm2amKR67sW0T+yLYCA2GzUqJBkMZF9t4DLQB/BF/ZSvT1CQ+JaPB0YgfwRSXjMzM6N3797MmjWLFStWpB0MJGQvq9vafbsxMTbm48ZN9Tp+6cKFFChij7OzM46OjpiZ6ZF/4EkIBARneMhHjd5n+oY1LNnxe1Kegdi4OFb47qCOe+UMdxIoisJ3UyYzet4s7ty5w+XLl/Hz80v608fHh7CwMEBdlFm+fPmkACHxz7Jly+r3WtJgbGyMsbExlpa5nEvjwWO1rkQWJSZ68n63IS0aeHIyLpSn0VGZBioiIXujqBam6vsYm0bmzBfTPsne6/yUxNWA5J0oR5yBXajTBrOBg88fT8yUB+oIgBHq1kFzoAfwNVAh77opSS/p27cvM2bMYPPmzSxatAgrK6vMT8pERFQUPkcO0fyduthZ2+h1zvvvvafOQWdF4UJgbAQZ3FzqVKxMx8ZNGbX0Z4JDnlGmmAurdu/i9oMglo38Lt3zdDod90OecfbwAVq2bEnJkiUpWbIkrVu3TjpGCMH9+/dTBQn79+/n0SN1asLIyIjSpUunChIqVKiQ+zd5fTx6mq1AIDkFBTNFwbNgEWjkDmapF2ymIAQcTnvrYEYSpwcSpwuSu//kMbaFrF+MCgAY5ccMrjkng4EcU1Az4rUD/IF/gH+Bm0Ac6hqDykBN1EWCssSu9OqVK1eOunXrcvz4cbZs2UKPHi9t6UpjSDYz2/45mPkugpdl4zpCUbga9pQyZlYZ5hr4ddRYvi/qyOq//uBZeDhVS5dh5+RZNPRIfwuvoiisO7yPEbOnUaZMGQYNGkTPnj1TZG5TFCVp2qJp05QjII8fP8bPzy9FkLB69WoCAgKSjnFzc0sRICT+aWNjk+X3IltiYuHKbb0Pn7h6Od8tW0glt1JcXLkh9QFx8Wp7VctmvLBQURAFzFGi0t/JkZZiDkVwsCnM6at+qZ47eeUS1cqUTfmglcwPkR0yGDCoMs+/er7ifkhS5gYPHszx48dZtGhR6mDA3FT9hKXVfzHbb3v/xMqiAN4NGup3grERmGUtGDhx4gTDhg3j+mU/bqzbhqWRRbqZEc3NzJjW/yum9f9Kr7YTtFoSjBSGT5/Mu50+ZO7cuQwbNowxY8bw2WefMXDgQMqVS3+tAYC9vT2enp54enqmeDwsLIwrV66kGE3Ytm0bM2fOJDEjvJOTU5pBQpEiRdJNu5xlQsDVOyD0+7kGBD9k0m8rsDTP5AYbEqbu8XdKvcgvKiqKffv2sWvXLpo4l+TDBo0wyeJq/w4N32PV7p0pMkfu+/ck1+7dZchHXV8cqFHUWgVSlsnaBJKUT8XExODg4EBERAR37tyhePGUtTc4fw2ehenV1qOQZzh3aEmX95vz6+hx+nXAthBUyfjmmujOnTuMGjWKdevWUaVKFWbMmEEzj5rgd1O/a+mpydf9aNSuDd999x3GxsYEBQWxaNEiFi1axKNHj2jZsiWDBw/Gy8sr51v5gOjoaK5du5YiSLh8+TLXr18n4fm6DVtb26TgIHmg4OLikvUgISwCzlzR+/DO40bzKPQZWq2Ox6EhaY8MJDIzgTpVQVG4c+cOu3btYufOnRw4cICYmBhKly7NN32+4PN6TVKcNn/rRkIiwgl68oiFPlv4sGETqpdR818M+rAT1lZW3At+QPU+3bGxKshXH3UmIjqKaevX4OJQhFOLVr2YJnCwhYqlsvaevOVkoSJJkjI1cOBAfv75Z8aNG8cPP/yQ8sngp3rfbOdv3cigudP486e5NK+tZ42NiqXUX94ZCA0NZfLkycyePZvChQszYcIEevbsqa7gFwL876o56Q1AW8KJCat+Yfz48dStW5fffvsNNzc3QA2cNm7cyJw5c/jvv/8oV64cgwYNokePHhQsWNAg108uPj4ef3//FNMNly9f5sqVK8TEqMPsVlZWqXY4VKxYkZIlS6a/w+HKLQh+otciu8Pn/uO9IQM488saBs2ZlnkwACw/9Q+zVi3j4sWLGBsb4+npSZs2bWjdujXlypVTR3GOn1enFp5z6+TNnYdpZ7q8tc4naYvqpVs3GLpgNv9cOIupsVqbYMaArylqmyzTZLUKatEiKYkMBiRJypSfnx8VK1bEycmJwMDAlJ80dTo4dl6vnQX1BvTi5v1Agjb/od9WOxNjqFtVTWiThoSEBJYuXcqPP/5IREQEw4cPZ+TIkakXOhoqIHBzhuJOoCgcOXKEbt268ezZMxYvXkznzp2TXU5w7Ngx5s6dy+bNmylQoAC9evVi4MCBlClTJmd90INWq+XOnTupggQ/P7+kHQ5mZmaUL18+1WhC2TJlMD15KdOskonXqdH3E+pVrMKiYaNo/NUXmQYD8QkJbDy8jz13rtO6dWu8vLywtk5jjZShKxYmkpUL0ySDAUmS9FK1alUuXLjAsWPHqFu3bsons7n9LFMVSkLR1LUDhBD88ccfjBgxgitXrvDpp58yYcIEXFxc0m9LCHV1/LW76BIS0Oh5M9AJgcbURO2LbcqbVkhICP3792f9+vV8+umnzJ8/P9UIQEBAAAsXLmTx4sU8ffqUVq1a8dVXX9G0aVPDzfHrSQhBUFBQqgDh8uXLPH5eh6FCCTf8Vm3Sq72ff9/ImF8Wcv23rTjYFNYrGADUBYLvVM6ss3DuarayEaZLo0CtymCRve2cbzN9799yD4Yk5XPDhw8HYN68eamfLGqnzu0bkq01FEk9PXDu3Dm8vLxo06YNRYsW5fTp06xcuTLjQADUT4JF7IivXp4lf2wj6nmSmgStFu1Ln4J1zz/7hERFMmvreuKqlU8VCADY2Niwdu1aVq1axdatW6levTonT55McYyLiwsTJ07k3r17LFu2jICAALy8vKhUqRILFy4kIsKAN7tMKIpCsWLFaNasGYMHD2bRokUcOnSIR48eERwczKFDh5gzaYpebT0JDeGHFUv4/tPeanngrPQjKiat4isvd1YNwEwMuH69nJsMBHJIBgOSlM917NgRc3NztmzZQmxsbMonFQUqlDLcCm0Lc/VGkOyTc1BQEL1796Z69ercvXsXHx8f9u/fT42X639nYsuO7fSfNokbRaygUhkibAuy99+T3Hz0UM1lYGdNQjEHvMcMY8rBPxg+byYbtmxOtz1FUfj00085c+YMtra2NGjQgMmTJ6PVpsxvYGFhwWeffcaZM2c4fPgwlSpVYtCgQbi4uDBs2DBu3jTsIsescnBwoGHDhng1SSO5VBq+W7YI24KFGPRhp+xdUJ90yuZm6pC+IQKCsiXSHGWSskYGA5KUz1lYWNCxY0diY2PZunVr6gNMjKFaebC0yFlyN0sLtZ3nN4DIyEjGjx9P2bJl8fHxYe7cuVy8eBFvb+8sD7MLIZgxYwZNmzaliocH2NtgU60iDxwKUrpjG7be9oPKZTEt64bOpiDHT5ygZcuWTJ8+ncxmSsuUKcORI0cYOXIkY8aMoWnTpinyBiRSFAVPT082bdrEzZs36d+/PytXrqRMmTK0a9eOffv2ZXqtXKXHW3o94C5Ldv7O4A6dCHr8iNv3g7h9P4iYuDjitQncvh/E07DQTK6j58/O0gJqVsx+HQFTY6hSVi2FLeWYXDMgSRKXLl2icuXK1KxZk9OnT6tDvfEJoNWqv9xNTECBo+u2UMe5ODqd0G+vuIK6cr2Ek7pAT6NBp9Px66+/MmbMGB4/fszgwYMZM2ZMjpLu/PPPP3h6erJr1y5atWqV9LgQgg4dOnD48GEuXryIo6MjS5YsYcCAAWzZsoUPPviA3bt34+Xlpdd1Dh48SPfu3YmKiuKXX37hww8/zPD46Oho1q5dy5w5c7hw4ULSqEH37t3zPhPhszB1u2gGDp75lyZD+mV4zFcdOjN70LC0nzTSQIPqWVvEJ4RawfLufYiOJV6bgLHGKP2AUKNRq126OcnqhHqQCwglScqSihUqULdUORaOn4RZbELqXQQFzNm050+O+V2kknNxerVuh5L46yPxpp/4J6iLuhztwbmI+ikQ2L9/P8OGDePs2bN07NiRKVOmUKpUzveFf/jhh/j5+XHp0qVU+/8fPXpElSpVqFmzJjt37uT+/fsUK1aM1atXM2vWLOzs7Pjrr7/0vtbTp0/5/PPP2bp1K59//jmzZs3K9MYuhODQoUPMnTsXHx8frK2t6dOnDwMGDEjavpjr4hPg6NkMD3kcEsI/F1If892yhYRHRzFn4DBKF3OhSql0dk7YFFSH/7NDCCKDHrJ40lS6tm2Ho5W1OuWgKGoSrIKWavsOhcHAxaHeZjIYkCRJP0LAvQfE+d/BRGOEQKBR0p5BjE9IwMTYmLvPnlC8UV31xh8RBdExapXDxAxwBS3VL2P1l/aVK1cYOXIkO3bsoG7dusyYMYP69esbpPs3btygbNmyLFq0iL59+6Z5zM6dO2nbti2LFy+mb9++SRUH27dvT5cuXTh79iweHh56X1MIwbJly/jqq69wdXVl3bp1VK9eXa9zb9++zYIFC1i6dClhYWG0a9eOwYMH06hRo9zfhXDyglqRMov03U1ACWd1m2Y2+fr60qpVK65du0bZsmUzP0HKlNxNIElS5qJi4N/LcCsQUyNjFEVJNxAAkqYGXAvbwfnrEBIOro5QviS4l1L/LO6UVEzo8ePHDBw4kMqVK3P+/HnWr1/P0aNHDRYIAMydOxdbW1s++eSTdI9p06YNn3/+OUOGDMHf3x9vb298fX3x9vamePHiTJ8+PUvXVBSFPn368O+//1KgQAHq1KnDjBkz0OmxeM7NzY2ffvopaWvitWvXaNKkCR4eHvzyyy9ERUVlqS9Z4pTL8+uOOVvId+jQIRwdHfMkZ4OUkhwZkKT8KjxK3e+tzV5p2SR2Nmo2wWTD8zExMcybN4+JEycihGDMmDEMHjwYc3PD5o0PCQnBxcWFoUOHMn78+AyPjYiIwMPDg6JFizJv3jxq1arFnj17uHjxIiNGjODmzZu4urpmuQ+xsbGMGTNGTZHcrBmrVq3CyclJ7/OFEBw4cIC5c+eyfft2ChcuzOeff86AAQNSp4jOqfgEOH5OHcUxNDtrqJyzT/P169enePHirF+/3kCdkuTIgCRJ6YuJhfMGCAQAnoTANTWjnBCCDRs24O7uzqhRo+jevTv+/v6MHDnS4IEAwNKlS4mPj2fAgAGZHmtlZcXq1as5ceIEvr6+uLq6sn37dnr37o2VlRVz587NVh/MzMyYPn06u3fv5sKFC1StWpWdO3fqfb6iKLz33nts27YNf39/evbsyaJFiyhZsiQfffQRhw8fNtwuBBNjKJlJ3obsUBQonfVAKrnIyEhOnTpFo0aNDNQpKStkMCBJ+Y0Qao76hLQDgUu3btDxx28p1aUdBZq/i713UxoO7suOo4fTb/PhE64eOU6DBg3o3LkzlStX5sKFC8yfPx8Hh9wZmo6Pj2fu3Ll07doVR0dHvc6pX78+33zzDePGjaNevXps374dKysr+vXrx+LFiwkNzWTbXAa8vLw4f/48devWpW3btgwaNIjo6OgstVGqVClmzJhBQEAA8+fP59KlSzRq1IgaNWqwYsWKpLoEOVKsCBQy8E6GUi45zkVx/PhxEhISaNhQz6qXkkHJYECS8psHTzJMBXvn4QPCoyLp0bwNcwYN4/tPewPgPXoYS3akkYcA0Akd9k8iULQ69u7dy44dO3B3d8+V7ifavHkzAQEBDBkyJEvnjR07lsqVK3P8+HHu3LnDhQsXGDRoEDExMSxdujRHfXJwcGD79u3Mnz+fpUuXUrt2bS5evJjldqysrOjfvz+XL1/mr7/+wsXFhd69e+Pq6sqYMWPSzHOgN0WBSmXUxD+G4OSgBhg5dOjQIezt7alYsaIBOiVllVwzIEn5iRBw8qI6TZAFWq2Wmn0/ISYujiur087aJ4RAlHFF46Lfp/ScEEJQu3ZtbGxs2LNnT5bPv3TpEjVr1kSn0/Hjjz8yZswYevXqxV9//cXNmzcxTSyJmwMXL16kS5cuXL9+nenTp/Pll1/maLeAv78/P//8M8uXLycyMpIOHTowePBg6tevn7124+LhwnV1N0h2uTpCyWIGKQ7UqFEj7Ozs0k58JWWbXDMgSVJqIeFZDgQAjIyMcC1SlJCI8HSPURQFTdCjzHPTG8CRI0c4ffo0Q4cOzdb5lSpVYvLkycTHx7N69WoAhg0bRmBgIBs2ZLJ9Tk+VK1fm5MmT9O3bl0GDBuHt7c2jR9mvrlimTBlmzZpFQEAAc+bM4ezZs7z77rvUqlWLVatWZX0KwdQEarg/v5lnsTOmJlC1nDo9YIBAICYmhhMnTsj1Aq+QDAYkKT95Fqb3L/7I6Ggeh4RwIzCAWZvW4nviGO/XfCfjk6JjU9Sqzy0zZ87E3d2d5s2bZ7uNr776Cnd3d65evcqVK1eoVKkSrVq10itFsb4sLCyYO3cuO3bs4Pjx41StWjVLCY7SUrBgQb788kv8/Pz4888/KVq0KD179qR48eJ8//33BAUF6d+YoqhbQWtXVf9MntFPUZ9PsV3SqgCUd4PaVbKfRjgNJ0+eJDY2VgYDr5AMBiQpPwmLQN8CA8MWzMbhg2aU6dae4Qvn0N6zMfO/Gpn5ieGROetjJm7cuMG2bdsYMmRIqmyDWaHRaFi3bh0An332GaBWcDx//jx79+41SF8TtWnThvPnz1O1alWaN2/OsGHDUheFyiKNRkPz5s35448/uHr1Kp07d2b27NmUKFGCrl27cvz4cf2DGnNTdYSgvge8U1ktJlWiGBR34t9nD2n1zVdEVSun1hJwtFfTDhvQoUOHsLa2pkqVKgZtV9KfDAYkKT+J0n8o+euPurBn+nxWjRpLy9r10eq0xMXr8ak/C9fIjjlz5mBnZ0f37t1z3JaHhwflypXj+PHjbNq0icaNG1OjRg2mTZtmgJ6m5OTkhK+vLzNmzGDevHnUrVuXK1euGKTtcuXKMXfuXAIDA5kxYwanTp2iXr161KlThzVr1ugfeCgKFDBXqwCWcAI3Z7TODvieOMr127cM0te0HD58GE9PT4xkmuFXRgYDkpSf6FNe9rkKJdxoWqsOnzZvzc4ps4iIjqbt6KEZf9pUlCxdI6tCQkJYvnw5/fv3x8LCwiBt9unTB41GQ79+/Xjw4AEjRoxgz549nDt3ziDtJ6fRaBg6dCgnTpwgJiaGGjVqsHTpUoNNSxQqVIjBgwdz9epVdu3alZSZsUSJEowdO5YHDx5kuc3y5dVaA35+fgbp48vi4+M5evSonCJ4xWQwIEn5SQ4We33U6D1OXbnMtXt3MjhKGGRBWXqykmRIX97e3uh0OoQQ9OrViw4dOrxIUazTQWg4BDxUEytduQVXb6sV9p6FpZurITPVq1fn9OnTfPLJJ/Tt25cOHTrw5MkTg70mjUZDq1at+PPPP/Hz8+Ojjz5i+vTpFC9enO7du3Py5Em92ypcuDBFixY12CjGy06fPk1UVJTML/CKyWBAkvKTHCSGiX4+1BwamcGaAJGza2QkMclQt27d9E4ypI/y5ctTrlw5ateuzZ9//skvv/zCDyO/pYpVYXRHzsDZq3DjHjx4pJbaffgEbgWq5YCPnoWrt7K1Pc/S0pLFixezdetWDh06hIeHBwcOHDDY60pUoUIF5s+fT0BAAFOnTuXYsWPUqVOHunXrsnbtWuLi4vRqI7eCgcOHD2NlZUWNGjVypX1JPzIYkKT8pJBlpp/cg589TfVYfEICv/71BxZmZlQsUTLjaxQskJMepiu7SYb04e3tzdmzZ+n3xRf4HzrKZ5XfYWjHbmiS5/BP/GvyIX0h1ODg38vgfy9b6Z3bt2/PuXPnKFu2LO+//z6jR48mXp+1GVlkY2PDkCFDuHbtGtu3b6dgwYJ069YNNzc3/ve///Hw4cN0zzVYMKDVqQtMn4VBSBhExXD40GEaNGiAcfKdDFKek0mHJCk/efwMLt3I8JD2340gLCqChlVrUMzegQdPn/Db3j+5cvc2MwZ8zdCPu6V/sqkJ1K1q8KmCxCRDhQsXzvHWvLQcPnyYVi1acNd3P7YYI4TIXiIfCzN1/302svtptVqmTZvG999/T/Xq1Vm7dm2uV++7dOkS8+fP59dffyUhIYHOnTszePBgatasmeK42bNnM2rUKCIjI7O+gyMuHu4/guCnaS4ujYyJ4VFMJG71aoF94RQFr6Sck0mHJElKzc5GLVaTgU5NmqFRNCz02Uz/WVOYuWktLg5F8Jk4PeNAAMC5SK6sGfjnn384ffp0rowKANSvU5c9M37GRqi/ErOdKTAmFs5egdjMh95fZmRkxLfffsuRI0d4+vQp1atXZ9WqVYYrUpSGSpUqsXDhQgICApg0aRKHDx+mVq1aNGjQgA0bNiSNUFSoUIGYmBju3r2rf+NaLfjfVask3g5Kd5eJpbk5JWxswe8WHDuvjrTkQeIqKSU5MiBJ+c3d++qct6FpFKhTVR0dMLD27dtz9epVLl68mKPcAum6dhtdYLBh2lYAK0uoXiHbgVF4eDiDBg1i1apVdO7cmYULF2JjY5PzvmVCq9WyY8cO5s6dy4EDB3B2dmbAgAG0bNmSmjVr4uvrS4sWLTJvKCwSLt/IVlAEqOWQK5RMmQRJyhY5MiBJUtpciqp7yQ2tlGuuBAI3btzAx8cnx0mG0vUsDO4/5t9rfgyc/ROVen6MZQtPin/cho/Hjkq1e+Kk3yUGzJpCzb6fYPJ+XZTGL2VlFKjz4gHpz8FnpmDBgqxcuZJ169bh6+tLtWrVOHLkSLbb05eRkREffPAB+/fv5/z587Ru3ZqJEydSr149jIyM9EvGFBIO57I3OpLkSai6cDMhIfttSFkigwFJym80GvVTlyGH820KgnPulCo2ZJKhVIRQh7KBqWt/Zcvh/bxfozZzBg6jb5v2HD73HzU+/4SLN/2TTvnj+BF+2eWDgkIp52Lpt307MMc3s86dO3P27FlcXFxo2LAh48aNIyGPbpBVqlRhyZIl3Lt3j//9739oNBpmzJhBw4YN2bx5c9r9iIpRix/pDDDMHxkNF/zllEEekdMEkpRfPQmBS/56pydOl1UB8CgPxobPHvfs2TNcXV0ZNmwY48aNM3j7hIarn0CBoxfPUat8RUxNXoxuXA+4S5XPuvBRo/dY893/AHj49AmFLC2xMDNn4Oyf+HnbJsTBU2m3X8YVihXNcTcTEhKYOHEi48ePp169eqxZswY3N7cct5sVnTt35sKFCzg4OHDo0CFcXFz48ssv6dOnD/b29upN+8yVdNNRHzzzL02G9EvzuWM/L6dupXRSEZdyUasjStkipwkkScqYnQ1UKZfpgsJM28ilQAByJ8lQCg9eJPqpX9kjRSAAUNalOJVKlsLv7u2kx4ra2mFhpuc0y/3HhuglxsbG/Pjjjxw+fJiAgAA8PDxYv369QdrWl7u7O48fP+bgwYOcPXsWLy8vxo4di6urK3369CHg9Fm96lIM7tCJ1aPHpfgqU8w1/RNuBUJMDqYcJL3IYECS8rPChdTCNEXtsnaesRG4l4JKpXMtEEieZKho0Zx/uk5TaPolmUHd0vjw6VPsrW2y135ktLq33kAaNGjA2bNnadWqFV26dKFnz56Eh2f8GgylQoUKBAcH8/TpUzw8PFi2bBkBAQH88MMP7N69m5jrt1NWOEyHZ5XqdPdqleLLPqPFkUKoWxOlXCWDAUnK70yM1TUEtauow7FmpmkfpyhgbaUeW88DitjmaurhTZs2ERgYmGvbCdHq1JLLGfhtjy+Bj4Pp1KRZ9q8TmfXshBmxsbFh7dq1rFq1ii1btlC9evUspRfOrgoVKgBw9erVpMfs7e0ZNWoUt86cp0wxV70XeIZHRWZt7UNQsFw7kMtkMCBJksrCTJ2frVsVGlSDauURlcvQZvRQfrt6FjxrQLUK6ihCLieGEUIwa9YsmjVrlntlbeMzvhlduXObL+f8RL1KVejRvHX2rxNn+AV/iqLw6aefcubMGWxtbWnQoAFTpkxBm40MiPoqV64ciqKkmYnQODxK3VKph8+mjqdQq8aYe71Lk6/7cfrK5cxPStCqoyxSrpHBgCRJqRkbg3VBFDsbzty+gf/9wFwdBXhZYpKhoUOH5uJV0v+k+eDJY1qP+hprSys2j5v62pbWLVOmDEeOHGHkyJGMHj2apk2bEhAQkCvXsrCwwM3NLe20xOGRmS5ENTUxpkPD95gzaBg+E6czoXc/Ltz0x3NwX85cv5rxyQDhhh1hkVKSwYAkSRmytbU1aEU9fcycOZOKFSvSvHnz3LtIOgltQiMiaPnNV4RERPDnT3Nxts/hlslcWlORyMTEhIkTJ7J//36uX79O1apV2bp1a65cq0KFCmmXMk4nu2By9St7sHn8VHq18sa7QSO+7daT4wtWoCgwasn8jE9WFIjO/BpS9slgQJKkDNnZ2eVpMODv75+UZCjbaYH1YWwEZil3D8TExtJ29FCuBdxl5+SZVHQrlfPrWFnkvA09NG7cmPPnz9OkSRM6dOjAF198QWRGFSazId2CRdmczy/j4kq7Bo04cPbfzKc45JqBXCWDAUmSMmRnZ8fTp6krGeaWxCRD3bplUgfBEApZJf1Vq9XSafxojl06z6axU6hXqWrO2zc3zdOUura2tmzevJmlS5eyZs0aatasyZkzZwzWfoUKFbh58yaxsS8tvNRkP2hzLVKUuPh4ImMyWROQg2tImZOJnyVJypCtrS337t3Lk2s9e/aM5cuXM3z4cCws8uATdRFbePQMgGELZrP9yGHa1vfkaVgoa/76I8Wh3b1aAXDnwX1WP3/u9FV1yHzCr8sAKOHoxCfPjwOyvmXTABRFoU+fPrz77rt07dqVOnXqMGXKFL7++uscp3OuUKECWq2WGzduULFixRdPWFpkOxfAzaBAzE3NsLLIoPS1EFAgb0ZY8isZDEiSlKG8nCZYsmQJCQkJuZdk6GV2Nmo9hbh4zvpfA2DH0b/ZcfTvVIcmBgO37gfx/fJFKZ5L/L6RR42UwYBT7qRo1keFChU4duwYY8aMYdiwYezevZtVq1bh6Jj9bH6J2wuvXLmSMhiwslTrCWTgUcgzHGwKp3jsnP81th89TMs69TMPVKwyCBakHJPBgCRJGcqraYL4+HjmzZtH9+7dcy/J0MsUBUoWg6u3OThnsV6nNK5eM/30w8kVK5J+zoY8YmZmxvTp02nevDmffvopVatWZcWKFbRunb2tkg4ODhQuXDj1ugHbQnAnKMNzO40bjYWZGfUrVaVI4cJcvn2LJTt/p4CZOVP6Dsz4wqYmuVNcS0oi1wxIkpQhW1tbQkJCcr1ATq4nGUpPUTs1E6MhmZmqQcZrolmzZpw/f546derQpk0bBg0aRExM1lfnK4qCu7t76mCgoKU6VZCBD95txOPQEGZuWsuAWVPZcGAPH3o24fTiX3EvUTLjCxcrkqdbW/MjWahIkqQMbdu2jfbt2xMcHIyDQ+4MewshqFWrFvb29uzevTtXrpGhuHj4zw/i4nJeuEmjgWrl1Rvka0YIwYIFCxg2bBhly5Zl3bp1VK5cWb+TtVp4HMLe331wsLDEo0JFQICJCRQs8DxtsGFqMaSg0UCdKrlSHjs/kIWKJEkyCDs7dRFcbk4V/P333/z33395PyqQyNREvYHnZFhfAYw0ULXcaxkIgPrJ/ssvv+T06dMA1KpVi59//pkMPxPGxsH1u3D0HFy5RZPylalaohTExKqLBsMj1doBuREIAJQpLgOBPCCDAUmSMmRrawuQq4sI8yTJUGbMzaBmRXC0z9751gWhViW1fsNrrnLlypw8eZK+ffsycOBAvL29efTopWJAQsDDJ3Dqolob4HkRIiONJnX+h1xIAaDVabkfFw2Oeb8jIz+SwYAkSRlKHBnIrWDA39+f7du3536SIX0YG0N5N/XTfeFCCEAndGh1GSTEsSqgFm+qWk4NKN4QFhYWzJ07lx07dnD8+HGqVq3KX3/9pT4pBNy4B1duZavqoh6zzxmfD1wOCqBsuxasXbcuR21J+pHBgCRJGUocGcitaYI5c+Zgb2+fN0mG9FW4EFQth1K7CpvPnmTDof2IggXUFe1WBdT8BKVdoIa7OppQ1O6NXeDWpk0bLly4QNWqVWnevDnDhw8n4fodCAzOdpuJQV12QwLFyZ6KH3vTsdPHdO/enaVLl2a7L5J+5NZCSZIyZGpqipWVVa6MDCQmGRoxYkTeJBnKKgsz7Kq407RpU9zbtaD6O9VfdY9yhaOjI76+vsyZM4d/tu3EuG3G8///XbvC2JVL+OfCOWLiYinlVIy+bdszuEPnFMdlOTyyMIOyJaBwIYyAZcuWYWlpSd++fYmMjOTrr7/OaouSnmQwIElSpnIr8dCSJUvQarX079/f4G0bSsOGDbG2tmb79u1Ur/52BgMAGo2GIQMHMaimJ1qtDqN0kgD9deo4bUcPpXqZ8nz/aW+sLCy4ERhAwKMMRhIUBQpZQkS0uishOTNTdZ2Fk7267iLZCItGo2HevHlYWloyZMgQIiMjGT169KufTnoLyWBAkqRM2draGnyaIC4ujrlz59KtW7e8SzKUDSYmJrRo0YLt27fz448/vuru5K6gRxgL1O18aQiLjODTST/Sum4DNo+bqn96YyHUOhAe5dVtnAla9aZvapxp7QZFUZgyZQoFCxbku+++IyIigkmTJsmAwMBkMCBJUqZyY2Rg06ZNBAUFvbrthFng7e1Nt27dCAgIwMXF5VV3J3cIoe4ayMDavbt5+OwpE/sMQKPREBkdjYWZmX5BQdAjcHNWRwKyuM5SURS+++47LC0tGTp0KBEREcyZMyfHtRakF+Q7KUlSpgwdDAghmDlzJl5eXvonvXmFWrZsiZGRETt37nzVXck9YRHqp/YM7P33JIUsLQl8FEz5Tzpg1bIhhVo1pv/MKcS8XMnwZVotPAvLUReHDBnC4sWL+fnnn+nTp0/mZY8lvclgQJKkTBl6miAxydDQoUMN1mZuKly4MJ6enmzfvv1VdyX3hEdlesj1wHskaLW0+244zd+px5bxU+nVyptF27fw2dTxBrlGZvr27cvq1av59ddf6datG/HxGQcwkn7kNIEkSZky9MhAYpIhLy8vg7WZ27y9vRk1ahQRERFYWb3+iYWyLCJKXf6fwX7AiOgoomJi6OfdgbmDhwPwYcP3iIuPZ/GOrYzv9QVlXYpnfA0D6NatGwUKFKBTp05ERUWxceNGzM1lIaOckCMDkiRlypDBwPXr19m+fTtDhw59oxaBeXt7Exsby549e151V3KHVptpYgALU3Wyv8v7KYO4rk3VzJHHLl3IuAEDFrtq374927dvZ8+ePbRp04bIyEiDtZ0fyWBAkqRM2draEhUVla1Kdy97LZMM6aF06dK4u7u/xVMFmQdmzvZqoaqihW1TPF7ERv3+WXgmawIMHPy1aNGCP//8kxMnTtC8eXNCQ0MN2n5+IoMBSZIyZahiRU+fPmXFihUMGDDgjRzW9fb2ZteuXW/nwjVT40zjgZrlKgAQ+DhlHYOgJ+r3DjaFM7mG4QsONWrUiL1793Lp0iXef/99Hj/OpYJJbzkZDEiSlClDFSt6E5IMZSSxoM+JEydedVcMz8oy02mCj5s0A2DZHz4pHv9llw/GRkY0rlYz4wZyqZpjnTp1OHjwIHfv3qVx48Y8ePAgV67zNpMLCCVJypQhRgbi4uKYN28e3bt3f62TDGWkTp062Nvbs337durXr/+qu2NYhTK/UVcvW55erbxZ/sd2ErRaGnnU4ODZ/9h0cC+juvVMmkbIyTWyy8PDg8OHD9O0aVM8PT3Zt28fxYtnsJhRSkGODEiSlClDVC58k5IMpcfIyIg2bdqwY8eOV90Vw7O0UIswZWLR0FGM7dmXE5cv8fX8mZy5fpVZXw5h0udfpnuOTqfj1oP7zFi6mJCQEAN2OqUKFSrw999/o9Vq8fT0xN/fP9eu9baRwYAkSZmysbFBUZRsBwOJSYaaN29OpUqVDNy7vOXt7c3ly5ffzhuNS+YjNibGxvzY83Nub9hO3N5jXP9tK1937JrhOYpGwz+3rjFq1ChcXFwYOHAg165dM1SvUyhZsiSHDx/GwsICT09PLl26lCvXedvIYECSpEwZGRlhY2OT7WmCw4cP899//73RowKJmjVrhqmp6ds5OlDEVq/RgaxSLMz5ZOQQ7t69y7Bhw9i4cSPly5enTZs27NmzByGyW+w4bS4uLhw+fJgiRYrQqFEj/vvvP4O2/zaSwYAkSXrJSa6BNzHJUHqsrKx4//33385gQFGgQkmDbwHEvSRoNDg6OjJu3Dju3r3LihUrCAgIwMvLiypVqrB06VKio6MNdskiRYpw4MABSpcuTZMmTTh69KjB2n4byWBAkiS9ZDcl8fXr19mxY8cbl2QoI97e3hw+fJhnz5696q4YnqUFuJcyXHvl3VLtIjA3N6dnz56cOXOGAwcOULZsWb744gtcXV0ZPXo0gYGBBrm0ra0te/fupVq1ajRr1ox9+/YZpN23kQwGJEnSS3ZHBt7UJEMZadOmDVqtFl9f31fdldzhUBgqlc7ZCIGCOsrgaJ/+IYpC48aN+f333/H39+eTTz5h/vz5uLm50bVrV4Ns4SxYsCC+vr40bNiQ1q1bv93FpnJABgOSJOklO8FAYpKhL7/88o1MMpQeFxcXatSo8RZnIwTsC8M7laBQNuowWBWAmpWgqJ3ep5QqVYpZs2YREBDAjBkzOHnyJHXr1qVevXps2LAhRwWJChQowLZt22jVqhXt27dn06ZN2W7rbSWDAUmS9JKdaYI3PclQRry9vfnzzz+Ji4t71V3JPRbmUK28OkpgU+jF4wrqqIGipMxaaG0FFUtBDXd1uiEbChUqxODBg7l69So+Pj5YWFjQuXNnSpUqxZQpU7K9bsXMzIyNGzfSuXNnOnfuzMqVK7PVzttKBgOSJOklqyMDyZMMFSlSJBd79mp4e3sTGhrK33///aq7krsURR0l8CgH9Tygchko7gzODuBkD8Wd1GChblWoVgEcbA2yANHIyAhvb2/279/PuXPn8PLyYuzYsbi6utKvXz8uX76c5TaNjY1ZtWoVffr04bPPPmPBggU57ufbQgYDkiTpJTEY0Hcb2MaNG9/4JEMZqVatGi4uLm/3VMHLTE3AzgbcnKFMcShbAtyKqcGCmWmuXbZq1aosW7aMu3fvMmrUKHx8fKhUqRLNmzfH19cXnU6nd1sajYZFixYxZMgQvvzyS3766adc6/ebRAYDkiTpxdbWlvj4eL1Kxb5NSYbSoygKbdu2ZceOHQbfJy+lrUiRInz//ffcuXOH1atX8+TJE1q1akXFihVZuHCh3mWMFUVhxowZ/PDDD3zzzTf88MMPmf8MhYCYWHj8DB48Vr+ehEDs2zFNJIMBSZL0kpWUxIcOHeLMmTMMHTo0t7v1Snl7e3Pr1i01y50QoNVCfIL6p5RrTE1N6d69O6dOneKff/6hSpUqDBw4EBcXF0aOHMndu3czbUNRFMaNG8fUqVP53//+x7Bhw9IOCKJiwP8eHD0LJy7ApRtw9bb6ddEfjp9Xn7sVoAYLbyhZqEiSJL0kr1xYokSJDI+dNWsWlSpVolmzZnnRtVemcYN3+aZbT8yv34PQBEhIePGkqYlamKewNRS1BSOjV9fRt5SiKDRo0IAGDRpw584d5s+fz5IlS5g5cybt27fn66+/pn79+hnmtxg5ciRWVlZ8+eWXREZGsmDBAoyMjNSf5Y178ECPdTLxCXD3gfpVrCiUdH7jft5yZECSJL3oW7nw2rVrb12SoVTiE+DqbczPXGVSn/6UsrFLGQgAxMXD4xC4fgeOnoObAXLEIBeVKFGCadOmERAQwNy5czl//jzvvvsutWvX5rfffstw18eAAQNYuXIlv/zyCz169CDhWSicvKhfIPCywIdw+hJEGi6bYl6QwYAkSXrRd5pgzpw5ODg40LVrxsVr3lhPQp7fKB6DEGgUDRpNJr9KdTq490C9SYRG5Ek38ysrKysGDBiAn58ff/zxB7a2tnTv3h03NzcmTJjAo0eP0jyvR48erF+/noBLfmj/u4yIT0jzOL3ExMGZKxARlf028pgMBiRJ0kvBggUxNjbOMBhITDI0YMCAtyrJUJKgR+o88cujAPqKiYNzV9WAQspVGo2Gli1bsnv3bi5evEjbtm2ZNGkSrq6u9O7dm/Pnz6c6p2Nbb/bOWoiRoiHHY1paLZy/po4ivQFkMCBJkl4URck08dDixYvR6XRvZZIhgp+qQ/45JQRc8ofQ8Jy3JemlUqVKLF68mHv37jF27Fh2796Nh4dHUsEpnU6n/lyu3sZYoyEmNpYfVyymxYhB2LZ9H6XxO6z0TbswlU6nY6HPZqr17oqF17vYeTflvSH9Oef/PBAwxL+ZPCCDAUmS9JZR4qHEJEOffPLJ25dkKDZOXT0ORERF6XWjOOl3iQGzplCz7yeYvF8XpfE7L54UwOWbcg1BHrOzs+Pbb7/l1q1brFu3jqioKLy9vSlXrhy+q9dCSDgIeBwawvhVv+B39zYepctm2GavqeMZPHc6Ncu7M2/wcH74tDfFixQlOOR5EatHz+BZWB68upyRuwkkSdKbra1tusHAxo0buX//Pl9//XXediovXLujzvvz4kZRvKgjHqXLcvDsv2me8sfxI/yyy4eqpcpSyrkY1+69tN0tLh5uBkLZ4rnde+klJiYmSWmJjx8/zpw5c7CLSkCr1WJkZISTnT33t/jiaGfP6SuXeadfjzTb2XhgD6t272Lr/36ivWeT9C8Y+BAKF0r/+deAHBmQJElvdnZ2aU4TJCYZatGixduXZCgyGp6GJn2beKO4s2EH0/oNTve0/u06ELrrAKeX/EqzmnXSPuj+ozdmTvltVbduXdb9spza7pXULYWAmakpjnbpV1tMNHPjWmq7V6K9ZxN0Oh2R0ensIHgS+tonJ5IjA5IkZUyng6dhEB7J/z7+FDNFA/9eBlNjsLKEQpYcvnCWM2fOsHv37lfdW8MLeqQW43mej0bfG0VRWz0q9gmh7kpwdcxZH6WcCcn6+o2wyAhOXrnEgHYfMXrpz8zbupGI6ChKOjkzpe9APm7S7OUTwCH3UjbnlAwGJElKW1w8BDxUb4ZaLShQuVhxNIryYsvUszAQUD1Gw+Jvf6BZ4wyGSt9Uj58lBQK54kmIDAZetYioFAGfPm4EBSKEYP3+vzA2MuKnfoOwtrRizpb1dB4/hkIFLGlRp756sAKER4JD4dzovUHIYECSpNQePVXnyROSLXATqIFAcs9/eRayKECf5m1QTl2C8iXUwjVvg/gENSjKTeFR6gjB25qg6U0QHZPlgC8iWg2In4SFcnzBCupUrAyAd/2GlOzSjgmrl78IBgTqttLXmFwzIEnSC0KoKVgv30wZCOhBoyjq/vtLN9Q87W9D8Z68yCKn0+V+wCFlLBv/Vi1MzQAo6eScFAgAWBUoQNv6npy8comE5PkoXvP/DzIYkCTphZsB6tRATt19ALeDct7Oq5aF0rg5os2j60hpy0YdAWd7BwCKFk69NqSITWHiExKIjIlJdo3X+3b7evdOkqS88/iZYQKBRHfvp1iF/0bKq6F7OUXwallakNWUg872Djja2hH4ODjVc0FPHmNuakbBAgVePFjg9c7IKYMBSZKeF95RM6Xpk1RHp9Ox0ncH3qOH4tqxNZYtPKncsxMTfl1GTGyyMq5XbmU/de/rwNws96+hAGYmuX8dKX0FC2RrkWinJs24F/yQPadPJD32OCQEnyOHeK9GrZQ1KwpaGqCjuUcuIJQkSU2K8vymrU9SnaiYGD6bOp66FavQz7sDRQoX5tilC/y4cgn7/jvF/lkL1YqF8QnqboTiTnn9igzD3FQd3s3NYfwCFpBZoSMpdxUupI7OJJvXn791IyER4QQ9UQsb7Tj2NwGP1FGAQR92wtrKilHderLx4F46/PANQzt2xdrKikXbtxCfkMCkPgNetG9kBIWs8vQlZZUMBiQpv9Pp1Bv2c/pkXzM1MeHI/F+oX9kj6bHP27THzdGJH1csYd+/J2la63mincBgdevcmzgUrihgU1BNGpOMPjeKOw/us/qvPwA4fdUPgAm/LgOghKMTn3i1UhuzKZgXr0TKiImJuu3v0dOkEYLpG9Zw5+H9pEO2Hj7A1sMHAOjerCXWVlYUtbXjn3lLGb5wDrM2ryU+IYF6laqwZsx4PMqUe9G+k/1rv2ZABgOSlN+FRqTIgqdPUh1TE5MUgUCi9p5N+HHFEvzu3n4RDMTFQ1gEWL+hNz2nIqmCAX1uFLfuB/H98kUpzkv8vpFHjRfBgJNDLnZe0puro1qM6rnbG7brdVopZxe2/m9a+gcoChR7/Wt1yGBAkvK78EiDNfXgqVq3wN7a5qVrRL25wYBtIXW6INk+cX1uFI2r10QcPJX+AQrqe2JpYYBOSjlmVUCdzrp7P/Njs6K0a96sPcmh13vcQpKk3JeYTdAAflr3K4UsLWlZu/6LBxXDXiPPKQqUd8uNhqFsiVxoV8q2Ek6GXehnWwic34yRHxkMSFJ+Z6BCOZPWrGDvvyeZ0ncgNgWTjQII3uwdBQA2hQw/1FvK5bXfbpbvaDRQpaw6SpBTNgWhYuk3Zq2MDAYkScqxDfv/4rtlC+ndqh39232UxhFvxi/EDJV2BTsbw7RVrMgbMY+cL5kYQ7Xy4Jh5Map0uRRVg4psJDN6VWQwIEn5nVnOKqntOX2CTyePpXXdBiwa+m3qAxTUX7BvOkWBSqVzvuDPzVkNLN6QT4z5kpGROjVUpeyLNR0Z/bgSnytoCdUqqD/fN2y76FvwP1SSpByxKgAPn2Tr1BOXL9L+uxHUKu/OxrGTMTZO41eKQE3q8jZQFChXAuxt4OrtrNUUKGAOFUq+9slnpGRsrdUcBOGR6k6DsAiIiH6Rj0CjqP9/CllBUTvDTC+8IjIYkKT8Lps3J787t2j97de4OTqxc/IsLMwymP8u+HonXMkyW2uoU0UtPxwYrNaqT6sQjaKoN5NiRV4ktpHeLIqi3uwTkwYJ8bxmhaIGA2/Jz1QGA5KU3xWyTLV1LrOkOhqNQvMRg3gWEc6Izp+w69g/KZosXcyFepWqqt8UMAert3D7nEYDDrbql06nVjiMjlVvFhpFzSxYwPytuVlIzynKG7UWQF+KEJnXVQwLC8Pa2prQ0FAKFSqUF/2SJCkvBTxUSxc/59bJO0VSneRurfMBoGSXduk216N5a1aOGqt+U7Y4OMvFcpL0Kuh7/5YjA5IkqYviAh8mjQ7ok1Qnw4Q6iSzMc7YqW5KkPPFmLXeUJCl3GGmgQinDt+te8o1bVS1J+ZH8XypJksraSh3SN5RybnLlvCS9IeQ0gSRJLyTO7V+/m7N2yrvJ6QFJeoPIYECSpJSci6if6P1uQXRM1s61NFenG97g/daSlB/JYECSpNQKWkKtivDwqbqwMDJafVxRXuynT/53qwLqXvoitnKNgCS9gWQwIElS2jQacLIHRzt1hCA8Ss3ElqBVnzc2VjMLFrSUBXck6Q0ngwFJkjKmJCbQsVBTrkqS9NaR43mSJEmSlM/JYECSJEmS8jkZDEiSJElSPieDAUmSJEnK52QwIEmSJEn5nAwGJEmSJCmfk8GAJEmSJOVzMhiQJEmSpHxOBgOSJEmSlM/JYECSJEmS8jkZDEiSJElSPieDAUmSJEnK52QwIEmSJEn5nAwGJEmSJCmfk8GAJEmSJOVzMhiQJEmSpHxOBgOSJEmSlM8Z63OQEAKAsLCwXO2MJEmSJEmGk3jfTryPp0evYCA8PBwAV1fXHHZLkiRJkqS8Fh4ejrW1dbrPKyKzcAHQ6XQEBQVRsGBBFEUxaAclSZIkScodQgjCw8NxdnZGo0l/ZYBewYAkSZIkSW8vuYBQkiRJkvI5GQxIkiRJUj4ngwFJkiRJyudkMCBJkiRJ+ZwMBiRJkiQpn5PBgCRJkiTlczIYkCRJkqR87v8+vFPCX9sPwAAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"colors = ['yellow' if not node in mr_hi_nodes else 'pink' for node in KCG.nodes()]\n",
"nx.draw_networkx(KCG, pos, node_color=colors)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Case study: directed graph"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"source": [
"D = nx.DiGraph()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"source": [
"D.add_edges_from([('A', 'B'), ('C','A')])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"source": [
"dpos = nx.layout.spring_layout(D)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"editable": true,
"slideshow": {
"slide_type": "fragment"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"nx.draw_networkx(D, dpos, node_color='c')"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Case study: weighted graph"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"source": [
"W = nx.Graph()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"source": [
"W.add_weighted_edges_from([('@user1', '@user2', 5),('@user1', '@user3', 2), ('@user1', '@user4', 4),('@user3', '@user4', 2)]) "
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [],
"source": [
"wpos = nx.spring_layout(W) # positions for all nodes"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"{('@user1', '@user2'): Text(0.6018955503921715, -0.24679947126373863, '5'),\n",
" ('@user1', '@user3'): Text(-0.17970137346946247, 0.29333141640278315, '2'),\n",
" ('@user1', '@user4'): Text(-0.21840580053176595, -0.1501865110092797, '4'),\n",
" ('@user3', '@user4'): Text(-0.6018896056692925, 0.24679395449426322, '2')}"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"labels = nx.get_edge_attributes(W,'weight')\n",
"nx.draw_networkx(W, wpos, node_color='y', node_size=600)\n",
"nx.draw_networkx_edges(W,wpos,width=4, edge_color='pink', arrows=False)\n",
"nx.draw_networkx_edge_labels(W,wpos,edge_labels=labels)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"We will use a helper function to draw the measures"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import matplotlib.colors as mcolors\n",
"\n",
"# for Notebook\n",
"%matplotlib inline\n",
"\n",
"# Adapted from https://aksakalli.github.io/2017/07/17/network-centrality-measures-and-their-visualization.html\n",
"def draw(G, pos, measures, measure_name):\n",
" nodes = nx.draw_networkx_nodes(G, pos, node_size=250, cmap=plt.cm.YlOrRd, \n",
" node_color=list(measures.values()),\n",
" nodelist=measures.keys())\n",
" nodes.set_norm(mcolors.SymLogNorm(linthresh=0.01, linscale=1))\n",
" labels = nx.draw_networkx_labels(G, pos)\n",
" edges = nx.draw_networkx_edges(G, pos)\n",
" plt.title(measure_name)\n",
" plt.colorbar(nodes)\n",
" plt.axis('off')\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Micro level analysis"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Degree centrality"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Undirected Graphs\n",
"\n",
"Calculate degree"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[(0, 16), (1, 9), (2, 10), (3, 6), (4, 3), (5, 4), (6, 4), (7, 4), (8, 5), (9, 2), (10, 3), (11, 1), (12, 2), (13, 5), (14, 2), (15, 2), (16, 2), (17, 2), (18, 2), (19, 3), (20, 2), (21, 2), (22, 2), (23, 5), (24, 3), (25, 3), (26, 2), (27, 4), (28, 3), (29, 4), (30, 4), (31, 6), (32, 12), (33, 17)]\n"
]
}
],
"source": [
"print(KCG.degree())"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"9\n"
]
}
],
"source": [
"print(KCG.degree(1))"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"#### Normalized centrality"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"[(33, 0.5151515151515151),\n",
" (0, 0.48484848484848486),\n",
" (32, 0.36363636363636365),\n",
" (2, 0.30303030303030304),\n",
" (1, 0.2727272727272727),\n",
" (3, 0.18181818181818182),\n",
" (31, 0.18181818181818182),\n",
" (8, 0.15151515151515152),\n",
" (13, 0.15151515151515152),\n",
" (23, 0.15151515151515152)]"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"degree = nx.degree_centrality(KCG)\n",
"sorted(degree.items(), key=lambda x:x[1], reverse=True)[0:10]"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"draw(KCG, pos, nx.degree_centrality(KCG), 'Degree centrality')"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"#### Directed grahps"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[('A', 2), ('B', 1), ('C', 1)]\n"
]
}
],
"source": [
"print(D.degree())"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[('A', 1), ('B', 1), ('C', 0)]\n"
]
}
],
"source": [
"print(D.in_degree)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[('A', 1), ('B', 0), ('C', 1)]\n"
]
}
],
"source": [
"print(D.out_degree)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"#### Weighted graphs"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[('@user1', 3), ('@user2', 1), ('@user3', 2), ('@user4', 2)]\n"
]
}
],
"source": [
"print(W.degree)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[('@user1', 11), ('@user2', 5), ('@user3', 4), ('@user4', 6)]\n"
]
}
],
"source": [
"print(W.degree(weight='weight')) #name of relationship with numeric weight"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"5\n"
]
}
],
"source": [
"print(W.degree('@user2', weight='weight'))"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Betweenness centrality"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"[(0, 231.0714285714286),\n",
" (33, 160.5515873015873),\n",
" (32, 76.69047619047619),\n",
" (2, 75.85079365079366),\n",
" (31, 73.00952380952378),\n",
" (8, 29.529365079365082),\n",
" (1, 28.478571428571424),\n",
" (13, 24.215873015873015),\n",
" (19, 17.1468253968254),\n",
" (5, 15.833333333333334)]"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"betweenness = nx.betweenness_centrality(KCG, normalized=False)\n",
"sorted(betweenness.items(), key=lambda x:x[1], reverse=True)[0:10]"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"draw(KCG, pos, nx.betweenness_centrality(KCG, normalized=False), 'Betweeenness centrality')"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Closeness centrality"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"[(0, 0.5689655172413793),\n",
" (2, 0.559322033898305),\n",
" (33, 0.55),\n",
" (31, 0.5409836065573771),\n",
" (8, 0.515625),\n",
" (13, 0.515625),\n",
" (32, 0.515625),\n",
" (19, 0.5),\n",
" (1, 0.4852941176470588),\n",
" (3, 0.4647887323943662)]"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"closeness = nx.closeness_centrality(KCG)\n",
"sorted(closeness.items(), key=lambda x:x[1], reverse=True)[0:10]"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"draw(KCG, pos, nx.closeness_centrality(KCG), 'Closeness centrality')"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Eigenvector centrality"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"[(33, 0.37337121301323506),\n",
" (0, 0.35548349418519426),\n",
" (2, 0.3171893899684447),\n",
" (32, 0.3086510477336959),\n",
" (1, 0.2659538704545024),\n",
" (8, 0.22740509147166046),\n",
" (13, 0.22646969838808145),\n",
" (3, 0.21117407832057056),\n",
" (31, 0.191036269797917),\n",
" (30, 0.17476027834493088)]"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eigenvector = nx.eigenvector_centrality(KCG)\n",
"sorted(eigenvector.items(), key=lambda x:x[1], reverse=True)[0:10]"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"draw(KCG, pos, nx.eigenvector_centrality(KCG), 'Eigenvector centrality')"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Local clustering coefficient"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"0.6666666666666666"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nx.clustering(KCG, 3)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"[(7, 1.0),\n",
" (12, 1.0),\n",
" (14, 1.0),\n",
" (15, 1.0),\n",
" (16, 1.0),\n",
" (17, 1.0),\n",
" (18, 1.0),\n",
" (20, 1.0),\n",
" (21, 1.0),\n",
" (22, 1.0)]"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"clustering = nx.clustering(KCG)\n",
"sorted(clustering.items(), key=lambda x:x[1], reverse=True)[0:10]"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Meso analysis. Group level metrics"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Cliques"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"image/png": 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CQrh0jCpUampqvp0T//vvPwCvmhPzjh6wOVH9MAyQVlEqlRg0aBD+/PNPnDp1Ch988IHYJVWo4OBgtGrVCsuXL8eUKVPELod0mCAIBe6cmLc5Me/ogbY1J6YoFIiVy5EhCDCUSGBpbIxqahzQGQZIawiCgClTpmDNmjXYv38/+vbtK3ZJovj888+xc+dO3Lp1iwfbkFrJaU7Mu3Ni3ubEvKMHUqlU45oTI1NTsS4hAccTE3EnPR15b5oSAM2NjOBlaooJZmawV7NmZoYB0ho///wzvv32W53fr//Zs2ewsbFB9+7d8dtvv4ldDlGh8jYnymQyXLlyJV9zYt6dE9WxOTFOLsf46GicTkqCPgBFIe/Nef0jExOst7aGubFxxRRZBIYB0gqbNm3CmDFj8MMPP+C7774TuxzRbd68GaNHj8Y///yjc1MlpNmUSiWio6NVRg/Cw8OhVCpRrVo1lZ0T1aE5cWNCAibHxkKhVBYaAt6kD0BfTw8rLS0xxsysvMorNoYB0niHDx9G3759MW7cOKxZs0ar5h3flVKpRLt27fDy5UuEhYVp3UZLpFvyNifmfL3ZnJgTDiqyOXHB3buYExdX6s+Zb26Ob0Ve8cQwQBrt8uXL6NKlC7y8vLB37161HEIUS1hYGNzd3bFo0SKNP5SJKK+c5sS8owd5mxNdXV1Vdk40Nzcv84eEjQkJGPv6pMgy+TwbG4wWsceHYYA0VkREBNq3bw8nJyecPHmSS5UKMHnyZGzduhVRUVEwU4OhSKLykrc5MSck5DQn1q1bVyUcSKXSUt2j4uRy2AcFIV2pfPubDh0CVqwAbG2BtWuL/EwjPT1ESqWi9RAwDJBGun//Ptq2bYvatWvjn3/+Qa1atcQuSS09f/4cNjY2+PDDD7Fr1y6xyyGqUE+fPs13rPOLFy8gkUhgb2+vsnrB3t6+2COLXa9dw/mkpMJ7BL74AkhMBB4+BHbsABo2LPQz9QF0MjHBKWfnYv/+yhLDAGmcZ8+eoV27dkhLS4O/vz+feIuwfft2DB8+HGfPnsWHH34odjlEosnbnJj3WOe8zYl5+w/q16+f7zMiU1PhEBRU+IX++w/w9gZ+/BFYuhTo0wcYPrxYNUZKpbATYdkhwwBplLS0NHTp0gUxMTG4fPkyrK2txS5J7QmCgA8++ACJiYm4evUqKleuLHZJRGojJSUFISEhKpsj5TQnNmvWLN/OiTPv3cPa+PjCRwV++w3Ytw/44w9g1SogNPTVrxVBH8DEhg3hZ2VVJr+3kiju/Vt9t00inaFQKPDZZ58hPDwc586dYxAoJolEgtWrV6Nly5ZYvnw5vv76a7FLIlIb1apVQ4cOHdChQwcAqs2JOaMHhw4dQnp6OipXrgzJzp1QFHXo2ZkzQPv2gIEB0LkzcPgwcOvWq/6BQigAnEhMBEQIA8XFMECiEgQB48aNw8mTJ3H06FG0atVK7JI0ipOTEyZPnowff/wRgwYNQuPGjcUuiUgtSSQSNG7cGI0bN8aAAQMAAJmZmQgPD8c/QUGYYWpa+AdERQH37gE524E7OgJ1674KCEWEAQC4nZ6OFIVCbbcu1hO7ANJt3377LbZs2YItW7agW7duYpejkb7//ntUr14dX331ldilEGmUypUrw93dHZ2HDAGKWqJ45gxgYgK4uLz6b4kE6NQJOHcOyM4u8loCgFi5vNQ1lxeGARKNn58ffvnlFyxevBhDhgwRuxyNVbNmTSxevBj79u3DqVOnxC6HSONkFNU6l50NnD8PuLq+WkUQH//qy84OSEp61TtQFtcRkXqOV5DW2717N6ZNm4YZM2bwibYMeHt7Y8OGDZg8eTLCw8NhaGgodklEGsOwqFGBsLBXywnPnXv19aYzZwCptPTXERHDAFW4M2fOYNiwYRg8eDB8fX3FLkcr5DQTOjs7Y+nSpZg1a5bYJRGptf/++w9BQUEIDg5GwNWrwPTpb58qyJkimDo1/2sXLgCXLgEZGUAhIVwCwFJNDi8qCMMAVajQ0FD07dsXnTt3xubNm6Gnx5mqsuLg4IBp06bhp59+wuDBg9GkSROxSyJSC0lJSQgODkZQUFDuV3x8PACgXr16kEqlMElPR1JBN+uMDODiRaBDh1dfbzI1fTVacPkyUMh+HxZGRmrbPAgwDFAFun37Njw9PWFvb499+/bxkJ1yMG/ePOzatQvTpk3DgQMHxC6HqMKlpqYiNDQ096k/KCgIsbGxAIAaNWrA3d0dQ4YMgVQqhVQqRePGjSGRSDAlJqbgfQYuXwbS0oC2bQu+oL09UKsWcPbsW8OAPgDPolYriIxhgCrEo0eP0LVrV9SqVQvHjh1DtWrVxC5JK1WvXh1Lly7FwIEDceLECXh6eopdElG5yVkamPeJPzIyEkqlEsbGxnB1dUWPHj0glUrh7u4OKyurt45GTjAzw8rXowUqzp4FKlcG3N0LLkJPD2jd+tVUwosXQM2a+d6iADBRzXdU5Q6EVO5evnyJjh074uHDh/D390ezZs3ELkmrCYKALl264O7du7hx4wYPeiKtkJ2djZs3b+be9IODg3Ht2jVkZmZCX18fjo6OuU/7UqkUDg4O0C/hsHyxziYoIU05m4AjA1SuMjIy0K9fP9y5cwcXLlxgEKgAOc2ETk5OWLRoEebOnSt2SUQlIggC7ty5o/LEHxoaitTUVEgkEtja2kIqlWLo0KGQSqVwcXEpk9C73toatoGBgCAUve9AMenr6WG9BuyqyjBA5UapVGLYsGG4dOkS/vrrLzg5OYldks6wtbXFl19+iZ9//hlDhgyBubm52CURvVV8fLxKg19wcDCePXsG4NU5AlKpFPPmzYNUKkXLli3LbYT6yuHDyP7991crC8rIKisr0Y4vLglOE1C5EAQBU6dOxerVq7Fv3z7069dP7JJ0TkpKCuzs7NCyZUv8+eefYpdDBABITEzM19mfc4DQe++9lzu/n/PPunXrlntNgiBgyZIlmDlzJgYPHgyrH37A9/fvl/pzF5ibY3bTpmVQ4bvjNAGJysfHBytXrsTatWsZBERSrVo1LF++HP3798fRo0fRs2dPsUsiHZNzcmDem/+dO3cAALVq1YK7uztGjBiRO8/fsGFDSCp4Y57s7GxMmzYNq1atwuzZszF//nxIJBI0NDbG5NhYKJTKEvUQ6OPV1MAqKyuMbtCgvMoucxwZoDK3efNmjB49Gt9//z3mzZsndjk6TRAEdO/eHTExMYiIiICxBgxXkmbKyMjAtWvXVJ74b968CUEQUKVKFbRs2TL3iV8qlcLS0rLCb/xvSktLg7e3N44ePYo1a9Zg3LhxKq/HyeUYHx2N00lJ0AcKDQU5r39kYoL11tZqMzVQ3Ps3wwCVqSNHjqBv374YM2YM1q5dK/pfdgKio6Ph6OiIWbNm4fvvvxe7HNICCoVCpbM/KCgI4eHhyMrKgoGBAZycnFQ6++3s7Erc2V/enjx5gl69euH69evYt28fvLy83vreyNRUrEtIwInERNxOT0fem6YErzYU8jQ1xUQzM9hVrVrutZcEwwBVOH9/f3Tu3BleXl7Yu3cvKlWqJHZJ9NqcOXOwePFiREREwMLCQuxySIMIgoDY2FiVG39YWBjS0tIgkUhgZ2encuN3cnJS++WsMTEx8PT0REpKCo4ePQr3t+0hUIAUhQKxcjkyBAGGEgksjY3VemdBhgGqUJGRkWjXrh0cHR3x119/qf0PA12TlpYGOzs7ODg44NixYxyxoQIJgoD4+HiVG39wcDCeP38OAGjevLnKjb9ly5Yat4FYQEAAevXqhbp16+L48eNav9KGYYAqzP3799G2bVuYmJjgwoULqFWrltglUQEOHTqEvn374tChQ+jdu7fY5ZAaePr0ab4b/8OHDwEADRo0ULnxu7u7w1TNt9QtyoEDBzB48GBIpVIcOnQItWvXFrukcscwQBXi2bNnaNeuHdLS0uDv7w8zNd9yU5cJgoCePXsiIiICkZGRqFKlitglUQVKTk5GSEiIys3/33//BQCYmJio3PilUqnW/V1esWIFpk+fjgEDBmDbtm06M3rJpYVU7tLS0tCrVy88fvwYly9f1rofHtpGIpHAz88PDg4O+PnnnzF//nyxS6Jykp6ejqtXr6rc+KOioiAIAqpWrYqWLVuiX79+uTf+5s2ba+3UkVKpxIwZM7Bs2TLMnDkTPj4+PC21ABwZoHeiUCjQt29fnDt3DufPn0erVq3ELomKad68efDx8cH169dhrQHbpFLhFAoFIiIiVG78169fh0KhQOXKleHs7Kwy1G9nZ6czzb1yuRxDhw7FwYMH4efnh0mTJoldUoXjNAGVG0EQMGbMGGzfvh1HjhxB9+7dxS6JSkAul8PBwQFWVlY4efKk1j4RaiOlUomYmBiVOf6wsDDI5XLo6enB3t5eZajf0dERhoaGYpctiqdPn6J3794ICwvDrl27dLZPhtMEVG7mzJmDzZs3Y/v27QwCGsjY2Bh+fn7o1asXDhw4gE8++UTskqgAgiDg/v37Kk/8ISEhePHiBQDA0tISUqkU/fv3h1QqhaurK6qq2Rp3sdy5cwfdu3fH8+fPcf78eXh4eIhdktrjyACVyMqVKzFlyhQsWrQIM2bMELscKoWPP/4YYWFhuHXrFm8iauDx48cqT/xBQUF4/PgxAKBhw4b5OvtNTExErlg9XblyBT179kStWrVw4sQJnd9Xg9MEVOb27NmDQYMG4csvv8TixYvFLodKKS4uDvb29pg2bRp++eUXscvRKS9evMjX2X/v3j0AgKmpqcpNXyqVooEG7XEvpsOHD2PgwIFwcXHB4cOHUadOHbFLEh3DAJWps2fPwtPTE59++im2b9/Oblwt8dNPP+Gnn35CeHg4bG1txS5HK8nlcoSFhakc1hMVFQXg1WFSbm5uKk/9zZo1Yx/HO1izZg0mT56M3r17Y+fOnTyH4zWGASozoaGh6NixI9q2bYvDhw+jcuXKYpdEZSQ9PR0tWrRAs2bNcPr0ad6ESikrKws3btxQeeK/ceMGsrOzYWhoCBcXF5UnfhsbG53p7C8vSqUSs2bNwsKFCzF16lQsWbKEf6Z5MAxQmbh9+zbatm2Lpk2b4ty5cxq39SgV7cSJE/Dy8sKePXvw6aefil2OxlAqlYiKilKZ47969SrS09NRqVIlODg4qDzxt2jRgkG6jGVkZGDEiBHYs2cPli5dimnTpoldktphGKBSe/ToEd5//33o6enh8uXLqFu3rtglUTnp168fAgMDcevWLVSvXl3sctSOIAi4e/duvs7+5ORkAIC1tbXKE7+rqyt3eCxnSUlJ6NOnDwIDA7Fz506uinkLhgEqlZcvX6Jjx454+PAh/P390axZM7FLonJ09+5d2NnZYdKkSVi0aJHY5Yju4cOHKnP8QUFBePr0KQCgcePGKk/8bm5uPI+jgt29exeenp549OgRDh8+jPfff1/sktQW9xmgd5aRkYF+/frh9u3buHjxIoOADmjatCnmzJmDefPmYcSIEXBwcBC7pArz/PnzfDf+Bw8eAADq1KkDqVSKzz//PPfmX79+fZEr1m2hoaHo0aMHqlSpgoCAAO6iWUY4MkAqlEolvL29cejQIfz111/o0KGD2CVRBcnIyICTkxMaNGiA8+fPa2UzYVpaGsLCwlRu/DExMQCA6tWr5w7z53w1adJEK/8cNNWJEycwYMAA2Nvb4+jRo6hXr57YJak9jgxQiQmCgOnTp2Pv3r3Yt28fg4COMTQ0xMqVK9GtWzfs2rUL3t7eYpdUKpmZmbh+/brKjT8iIgJKpRJGRkZwcXFB9+7dMXfuXEilUlhbW3PJrBrbsGEDJk6cCC8vL+zatYsbZZUxjgxQLh8fH8yaNQtr167FhAkTxC6HRDJgwABcunQJUVFRGvP3PTs7O7ezP+fr2rVryMjIQKVKleDo6KjyxO/g4AADAwOxy6ZiEAQB3333HebPn4/PP/8cfn5+XDpYAmwgpBLZsmULRo0ahe+++w4//PCD2OWQiB48eABbW1uMHTsWy5YtE7ucfARBQFxcnMqNPzQ0FCkpKQAAGxsblRu/i4sLN6DRUJmZmRgzZgx+++03LFy4EDNmzOC0TQkxDFCxHT16FH369MHo0aOxbt06/mUjLFy4ELNnz0ZoaCicnJxEreW///5TufEHBwcjMTERwKvGx7w3/pYtW6JmzZqi1ktl48WLF+jXrx8uXbqEbdu2YeDAgWKXpJEYBqhY/P390aVLF3Tv3h379u3j8BsBePVE5uLiAlNTU1y4cKHCAuKzZ89UOvuDg4MRHx8PAKhXr16+w3rYQKad7t+/Dy8vLzx48ACHDh1i/1IpsIGQihQZGYmePXvC3d0dv//+O4MA5apcuTJWrVqFzp07Y8eOHRg6dGiZXyM1NRWhoaEqT/23b98GANSsWRPu7u4YOnRo7s2/UaNGHLXSAdeuXUOPHj2gr68Pf39/2NnZiV2STuDIgI66f/8+2rZtCxMTE1y4cIGbplCBBg0ahHPnziEqKqpU/49kZGQgPDxc5Yk/MjISSqUSxsbGcHV1VXnqt7S0ZGe/Djp9+jQ++eQTWFlZ4ejRozytsQxwmoDe6tmzZ2jfvj1SUlIQEBAAMzMzsUsiNRUfHw9bW1uMHDkSfn5+xfqe7Oxs3Lx5U+WJPzw8HJmZmdDX14eTk5PKjd/e3h76+hyk1HVbt27F2LFj8dFHH2Hv3r08B6WMcJqACpSWloaPP/4Yjx49wqVLlxgEqFANGzbEDz/8gJkzZ2LUqFFwcXFReV0QBNy+fVvlsJ7Q0FCkpqZCIpHA1tYWUqkUw4cPh1QqhbOzM4yMjMT5zZBaEgQBP/30E+bNm4cxY8Zg7dq1DIci4MiADlEoFOjXrx/Onj2Lc+fOwcPDQ+ySSANkZWXB1dUVNWrUwJ49exASEqIy3J+UlAQAMDc3V2nua9myJX9eUKGysrIwYcIEbN68GQsWLMCsWbPYF1LGODJAKgRBwIQJE3D8+HEcOXKEQYCKlJiYmHvTr1mzJvz9/dGkSRMAwHvvvQepVIrp06fn3vzr1KkjcsWkSV6+fIkBAwbg3Llz2L59e7k0qVLxMQzoiLlz52LTpk3Ytm0bPD09xS6H1ExycnK+zv64uDgAQK1atXJ37bt//z4uX74MBwcHPsHRO0tISICXlxfi4uJw8uRJdO7cWeySdB7DgA5YuXIlFixYgIULF2LYsGFil0MiS09Px7Vr11TW89+8eROCIKBKlSpo2bIl+vTpkzvkb2FhAYlEgocPH8LGxgZr1qzBmjVrxP5tkIaKiIiAp6cnBEHApUuX4OjoKHZJBPYMaL29e/di4MCBmD59OhYvXsynOR2jUCgQGRmp8sR//fp1ZGVlwcDAAM7Ozion9dnZ2RXavLVixQpMnz4dQUFBcHNzq8DfCWmD8+fPo2/fvmjatCmOHz+Ohg0bil2S1uPSQsK5c+fg6emJAQMGYPv27Vy3reWUSiViY2NVnvjDwsKQlpYGiUQCe3t7lSV9Tk5OMDQ0LNE1FAoF3NzcYGRkhICAAP4/RcW2c+dOjBw5Eh07dsT+/ft5L6kgbCDUcWFhYejTpw86duyIzZs384e2lhEEAQ8ePMi3Z/+LFy8AABYWFnB3d0ffvn1z9+wvi3Xb+vr6WL16Ndq3b49NmzZh7Nixpf5M0m6CIMDHxwezZ8/GiBEj8Ouvv/LESDXEkQEtdOfOHbRt2xaNGzfG+fPnuXmHFnjy5InKE39QUBAePXoEADAzM8u3Z3/t2rXLtZ4RI0bgyJEjiI6OhqmpableizSXQqHAF198gfXr12PevHmYN28epyorGKcJdNSjR4/w/vvvQ09PD5cuXeJBLhro5cuXKmv5g4KCcPfuXQBA7dq1Veb4pVKpKBtHPXr0CDY2Nvjss8+wfv36Cr8+qb+UlBR89tln+Ouvv/Drr79i1KhRYpekkzhNoIOSk5Ph5eWF1NRU+Pv7MwhogPT0dFy9elXlxh8VFQVBEFC1alW4ubmhf//+uTd+c3NztXiyql+/PhYsWIDJkydj9OjRaNWqldglkRp5+PAhevbsiaioKBw7dgzdunUTuyQqAkcGtERmZiZ69OiBK1eu4MKFC3B2dha7JHpDVlYWIiIiVG78N27cgEKhQOXKleHs7KzyxG9ra6vWJ0lmZ2dDKpVCT08PgYGBal0rVZxbt27B09MTGRkZOH78eL4trKlicWRAhyiVSgwfPhwXLlzAX3/9xSCgBpRKJWJiYlRu/GFhYUhPT4eenh4cHBwglUoxfvx4SKVSODo6onLlymKXXSKVKlXC6tWr0bZtW2zYsAETJkwQuyQS2cWLF9G7d2+YmZnhn3/+yd2xktQfRwY0nCAImD59Ovz8/LB37170799f7JJ0jiAIuHfvnsqNPyQkBC9fvgQAWFpaqjzxu7q6omrVqiJXXXbGjBmDAwcOICoqCnXr1hW7HBLJnj17MGzYMLz//vs4cOAAj0VXE2wg1BG+vr745ptvsGbNGkycOFHscnTC48ePVW78QUFBePLkCQCgUaNGKjd+Nzc3mJiYiFxx+Xry5AlsbGzQt29fbNq0SexyqIIJgoAlS5Zg5syZGDx4MDZt2lTi/Suo/DAM6ICtW7di5MiRmDt3Ln788Uexy9FKL168yF3Sl/PPe/fuAQBMTU1VbvxSqRTvvfeeyBWLY926dZg4cSL8/f3Rpk0bscuhCpKdnY1p06Zh1apVmD17NubPn68WDa70PwwDWu7YsWPo3bs3Ro0ahfXr1/MvYBlIS0vL19kfHR0NAKhevTrc3NxU1vI3a9aMf+6vZWdno3Xr1lAoFAgODmYzoQ5IS0uDt7c3jhw5grVr12LcuHFil0QFYBjQYgEBAejcuTO6deuGffv2FbqXPBUsKysL169fV3niv3HjBrKzs2FoaAgXFxeVJ34bGxvu4liEoKAgeHh4wM/PD1988YXY5VA5evLkCXr16oXr169j79696NGjh9gl0VswDGipmzdvol27dnBwcMBff/0FY2NjsUtSe0qlElFRUSpP/FevXkVGRgYqVaqEFi1aqDzxt2jRQuM6+9XF+PHjsWfPHkRFRaF+/fpil0PlICYmBp6enkhJScHRo0fh7u4udklUCIYBLfTgwQO0bdsWNWvWxIULF7S+Me1dCIKAf//9V+WJPyQkBMnJyQAAa2trlSd+FxcXVKlSReSqtUdiYiJsbGzQs2dPbN26VexyqIwFBASgV69eqFu3Lo4fPw5zc3OxS6IiMAxomaSkJLRv3x7Jycnw9/fn0Z+vPXz4MN9hPU+fPgUANGnSJPdpP6ezn8udyt/GjRsxduxYXLx4Ee3atRO7HCojBw4cwODBgyGVSnHo0KFyP/+CygbDgBaRy+X46KOPcPPmTVy+fBm2trZilySKpKQkBAcHqxzY8+DBAwBA3bp18x3Ww2FqcSiVSrRp0wZyuRyhoaHsadECK1aswPTp0zFgwABs27YNRkZGYpdExcQdCLWEQqHAwIEDERoainPnzulMEEhNTUVYWJjKU39sbCwAoEaNGnB3d4e3t3fuzb9Jkybs7FcTenp6WLNmDaRSKVavXo2pU6eKXRK9I6VSiRkzZmDZsmWYOXMmfHx82EirpRgG1JggCJgwYQKOHTuGw4cPo3Xr1mKXVC4yMzMRHh6u8sQfEREBpVIJIyMjuLq6wsvLK/fGb2VlxR9Ias7NzQ0TJ07E3Llz8emnn6JBgwZil0QlJJfLMXToUBw8eBCrVq3CpEmTxC6JyhGnCdTY3LlzMX/+fGzbtg3Dhg0Tu5wykZ2djVu3bqk88V+7dg2ZmZnQ19eHo6Ojyjy/g4MDDAwMxC6b3kFSUhKsra3RrVs37NixQ+xyqAQSExPx8ccfIywsDLt27ULv3r3FLoneEacJNNyqVaswf/58+Pr6amwQEAQBcXFxKjf+0NBQpKSkQCKRwMbGBlKpFEOHDoVUKoWzszOXSmoRExMTLFy4EKNGjcLYsWPRoUMHsUuiYrhz5w48PT2RlJSE8+fPw8PDQ+ySqAJwZKACpCgUiJXLkSEIMJRIYGlsjGqFNFXt27cPn332GaZNm4YlS5ZozFx4QkJCvs7+Z8+eAQCaNm2ab89+/r+k/ZRKJdq3b48XL14gLCyMozxq7sqVK+jZsydq1aqFEydOwMLCQuySqJS4mkBkkampWJeQgOOJibiTno68f8gSAM2NjOBlaooJZmawz3OC3fnz59G9e3f0798fv/32m9rOjT979kxljj8oKAgJCQkAgPr16+fr7Odpdrrr6tWrcHNzw8KFC/HVV1+JXQ69xeHDhzFw4EC4uLjg8OHDqFOnjtglURlgGBBJnFyO8dHROJ2UBH0AikLem/P6RyYmWG9tjee3bqFDhw5o3bo1jh49qja74KWkpCA0NFTlxn/nzh0AQM2aNXPn93O+GjVqpDGjGVQxpkyZgi1btuDWrVvcI0MNrVmzBpMnT0bv3r2xc+dOTtdpEYYBEWxMSMDk2FgolMpCQ8Cb9AFUkkhQed06WMfE4Pz586hevXp5lVmojIwMhIeHq9z4b968CaVSCWNjY7Rs2VLlxm9hYaG2oxekPp4/fw5bW1t07NgRu3fvFrscek2pVGLWrFlYuHAhpk6diiVLlvCQKS3DMFDBFty9izlxce/+AYIASCT4pm5d/OLgUHaFFSI7OxuRkZEqN/7w8HBkZWVBX18fTk5OKjd+e3t7biBD7+y3337DsGHDcObMGXTu3FnscnReRkYGRowYgT179mDp0qWYNm2a2CVROWAYqEAbExIw9vVRt2XyeTY2GF3G67IFQcDt27fzdfanpaVBIpHAzs5O5cbv5OTEXcaoTAmCgA4dOuDJkye4du2a2kyD6aKkpCT06dMHgYGB2LlzJz755BOxS6JywqWFFSROLsfk1zvj5XPyJODrq/prtWoBzZoBAwcCb1my80VMDD6sVQvm7zhvJwgC4uPjVbr6g4ODkZSUBAAwNzeHVCpF7969IZVK0bJlS9GmJUh3SCQSrF69Gq6urli+fDm+/vprsUvSSXfv3oWnpycePXqEs2fP4v333xe7JFIDDAOlND46GgqlsvA3jRwJNGjwaiogKelVSPjmG+Dnn4E2bfK9XaFUYnx0NE45OxerhqdPn+br7H/48CEAoEGDBpBKpfjyyy9zl/SxS5jE4ujoiClTpuCHH37AoEGD0LhxY7FL0imhoaHo0aMHqlSpgoCAAFhbW4tdEqkJhoFSiExNxenXT9uF8vAAbGz+999eXkC/fsDZswWHAQCnk5JwMzUVdnmWHQJAcnIyQkJCVJ764173KpiYmMDd3R2jRo3KHe5n5zapm++//x67d+/Gl19+iX379oldjs44ceIEBgwYAHt7exw9ehT16tUTuyRSIwwDpbAuIaHI5YMFqlYNMDQECuna1Qew8v59DH/xQuWJ/9atWxAEAVWqVIGbmxv69u2bu5bfwsKCS/pI7dWoUQNLliyBt7c3Tp06ha5du4pdktbbsGEDJk6cCC8vL+zatQtV33jIIGIYKIXjiYnFCwIpKcCLF/+bJjh4EJDLgY8+euu3KACsDQnB2iFDYGBgAGdnZ3Ts2BEzZ86EVCqFnZ0dlwCRxho4cCB+/fVXfPHFF7h+/ToMDQ3FLkkrCYKA7777DvPnz8fnn38OPz8//tygAjEMvKNkhQJ30tOL9+YZM1T/28AAmDkTcHcv/PvMzPB3YCBaOzvzhyVplZxmQmdnZyxZsgSzZ88WuyStk5mZiTFjxuC3337DwoULMWPGDI4c0lsxDLyj23I5ilyTmWPqVCCnUerZM+DMGWDxYqBKFeCDD97+fRIJatrZMQiQVrK3t8f06dMxf/58DB48GE2bNhW7JK3x4sUL9OvXD5cuXcKuXbswcOBAsUsiNcet495RRtHbM/yPnR3g5vbq66OPgF9+AZo2Bfz8gKyssrsOkYaZO3cuateuzQ1vytD9+/fRrl07hIaG4tSpUwwCVCwMA+/IsDTDbXp6gKsrkJgIPHhQftchUnPVq1fH0qVLcejQIRw/flzscjTetWvX0KZNGyQnJ8Pf35/HRlOxMQy8I0tjY5TqNp2d/eqfcvnb3yMI2Dx/Pvbt24d79+6hGJtFEmmcAQMGoEuXLpgyZQrSi9uHQ/mcPn0a7du3R/369REQEAA7OzuxSyINwjDwjqrp66P5u27Xq1AAwcGvGgkLmSet9vIljuzdi08//RRNmzaFmZkZ+vTpg19++QXnzp1DcnLyO1ZPpD4kEglWrlyJe/fuYeHChWKXo5G2bt0KLy8vtGvXDv/88w8alPF25qT92EBYCl6mplgbH1/08sLAQODevVf/npT0arOhBw8Ab2/gLet99QGMtLeHX1wcHj16hMDAwNwvHx8fvHz5EhKJBPb29mjdujU8PDzg4eEBBwcHLh0ijWNra4uvvvoKv/zyC4YMGYLmzZuLXZJGEAQBP/30E+bNm4cxY8Zg7dq1PEyM3gkPKiqFyNRUOAQFvf0NBZ1NULky0KQJ0KvXq69CegIipdJ8OxACr44dvXXrlkpACA8Ph1KpRNWqVeHu7p4bDjw8PLgLIWmE1NRU2NnZwcXFBYcPHxa7HLWXlZWFCRMmYPPmzViwYAFmzZrFpYOUD08trCBdr13D+aSkku9CWAh9AJ1MTIp9NgHw6gdpSEiISkB48Lo5sVGjRirhwM3NjTuQkVo6cOAAPvnkExw+fBi9evUSuxy19fLlSwwYMADnzp3D5s2bMXToULFLIjXFMFBB4uRy2AcFIb2ow4pKwEhPD5FS6TufWpgjISEhNxjIZDIEBwcjNTUVlSpVQosWLXLDQevWrWFraws9PbaQkLgEQYCnpyeioqIQGRkJ41L+HdBGCQkJ8PLyQlxcHA4cOIDOnTuLXRKpMYaBCrQxIQFjo6PL7vNsbDC6HBqAsrOzERERoTJ6EBERAUEQUKNGDUilUpURhPr165d5DURFiYmJQYsWLfDNN9/ghx9+ELsctRIREQFPT08IgoDjx4/D0dFR7JJIzTEMVLAFd+9izuvTA0v1OebmmF2BO7ElJycjODgYMpksNyDkHH/ctGlTldEDV1dXPqlRhZg7dy4WLVqEGzduwNLSUuxy1ML58+fRt29fNG3aFMePH2cvEBULw4AINiYkYHJsLBRKZYl6CPQB6OvpYZWVVbmMCJSEIAi4f/++yuhBSEgI5HI59PX14ezsrDJ6YGVlxekFKnNpaWmwt7eHvb09jh07pvONcTt37sTIkSPRsWNH7N+/nz+HqdgYBkQSJ5djfHQ0TicloRKA7ELem3P88UcmJlhvbV3qHoHykpWVhRs3bqiMHty6dQsAUKtWLbRq1Sp3eWOrVq1Qp04dkSsmbfDnn3+iT58+OHjwIPr06SN2OaIQBAE+Pj6YPXs2RowYgV9//RUGBgZil0UahGFAZJGpqZhx4QJOJCZC0qiRyqFGEgAWRkbwNDXFRDOzApcPqrvnz58jKCgotzkxMDAQT58+BQBYWFiojB64uLjwsCUqMUEQ0KtXL1y/fh03b95ElSpVxC6pQikUCnzxxRdYv3495s2bh3nz5un8CAmVHMOAGpg5cyb27t2LiNu3ESuXI0MQYCiRwNLYGNW0bGMQQRAQFxenMr0QGhqKzMxMVK5cGS4uLiqbIzVv3pw/2KhIt2/fhoODA7766issWLBA7HIqTEpKCj777DP89ddf+PXXXzFq1CixSyINxTCgBtq3bw8zMzPs2bNH7FJEkZmZiWvXrqmMHsTGxgIA6tSpg1atWuWGg1atWsHExETkikkdff/99/j5559x48YNWFtbi11OuXv48CF69uyJqKgo7N+/H926dRO7JNJgDAMiy8rKQo0aNfDzzz9j+vTpYpejNhITE3HlyhWVEYSkpCQAgI2Njcr0gpOTE+dHCXK5HC1atIClpSVOnjyp1SNKt27dgqenJzIyMnD8+HG4uLiIXRJpOIYBkYWEhMDd3R3+/v5o06aN2OWoLUEQEBsbq9KceO3aNWRlZcHIyAgtW7ZUCQhNmzbV6psBFezYsWPo2bMn9u3bh/79+4tdTrm4ePEievfuDTMzMxw/fhxNmjQRuyTSAgwDIlu9ejWmT5+Oly9fwuhdTzfUUenp6QgLC1MZPYh7vYdD/fr1VcKBVCrl/5M6onfv3ggNDcXNmzdRrVo1scspU3v27MGwYcPw/vvv48CBA6hVq5bYJZGWYBgQ2ZAhQxATE4PAwECxS9EKjx8/VgkHV65cyT250c7OTmVzJAcHB57cpoX+/fdf2NnZYerUqfDx8RG7nDIhCAKWLFmCmTNnYvDgwdi0aRNX3lCZYhgQmaWlJXr06IEVK1aIXYpWUiqViIqKyndyY3Z2NqpUqZLv5MZGjRqJXTKVgfnz5+OHH35AeHg47OzsxC6nVLKzszFt2jSsWrUKs2fPxvz58zkFRmWOYUBET548Qb169fD7779j0KBBYpejM9LS0vKd3Hj//n0AgJmZWe7IQc7Jjdo21KwL0tPT4ejoiCZNmuDMmTMae/NMS0uDt7c3jhw5grVr12LcuHFil0RaimFAREePHkWvXr1w584dmJubi12OTvvvv/9UwkFQUBBSUlKgp6encnKjh4cH7OzsUKlSJbFLpiKcPHkSnp6e2L17Nz777DOxyymxJ0+e5G6mtHfvXvTo0UPskkiLMQyIaM6cOdiwYQMePnyosU8u2io7OxuRkZH5Tm5UKpWoXr063N3dVTZHeu+998QumQrwySefQCaT4datW6hevbrY5RRbTEwMPD09kZKSgqNHj8Ld3V3skkjLMQyIqEuXLqhatSr+/PNPsUuhYkhOTs6dXshZ4vjff/8BAJo0aaIyetCyZUud2xZXHd27dw+2trb4/PPPsXjxYrHLKZaAgAD06tULdevWxfHjxzlqSBWCYUAk2dnZMDExwaxZszBr1iyxy6F3IAgCHjx4oDJ6EBwcDLlcjkqVKuU7udHa2ponN4rgl19+wdy5c3H16lW0aNFC7HIKdeDAAQwePBhSqRSHDh1C7dq1xS6JdATDgEhu3LgBR0dHnDt3Dp06dRK7HCojCoUi38mNN2/eBADUrFlTZWtlDw8P1K1bV+SKtV9mZiacnJzw3nvv4fz582o7JbdixQpMnz4dAwYMwLZt27jvCFUohgGRbNy4EePHj8fz5881ai6TSu7Fixe5JzfmfD1+/BgA0Lx5c5Vw4OrqyvXj5eD06dPo2rUrduzYgcGDB4tdjgqlUokZM2Zg2bJlmDlzJnx8fDiCRBWOYUAkY8aMQVBQEK5duyZ2KVTBBEHA3bt3VUYPQkNDkZGRAQMDA7i4uKhsjmRhYaG2T7Oa5NNPP8XFixdx69Yt1KxZU+xyALw6T2Ho0KE4cOAAVq5ciUmTJoldEukohgGRtGjRAu3atcO6devELoXUQGZmJsLDw1VGD6KjowEApqam+U5u5FxyyT148AC2trYYO3Ysli1bJnY5SExMxMcff4ywsDDs2rULvXv3Frsk0mEMAyJ48eIFTExMsHnzZowYMULsckhNPXv2LN/Jjc+ePQMAWFlZqSxtdHJyQuXKlUWuWP0tWrQIs2bNQmhoKJycnESr486dO/D09ERSUhKOHDkCDw8P0WohAhgGRHHmzBl89NFHuHnzJmxtbcUuhzSEIAi4ffu2SjgICwtDVlYWDA0N853c2KxZM04vvCEzMxMuLi6oXbs2Ll68KMqfz5UrV9CzZ0/UqlULJ06cgIWFRYXXQPQmhgERzJ8/H0uWLEFiYiIbhahU0tPTcfXqVZWAcOfOHQBAvXr18p3cqC5z5WI6f/48PvzwQ2zbtg3Dhg2r0GsfPnwYAwcOhIuLCw4fPow6depU6PWJ3oZhQAQ9e/aEQqHAyZMnxS6FtNCTJ09ypxdkMhmuXLmCFy9eQCKRwNbWViUgODo66uTJjd7e3jh79iyioqIq7BjgNWvWYPLkyejduzd27twJY2PjCrkuUXEwDFQwQRBQt25dfPHFF/j+++/FLod0gFKpRHR0dL6TGxUKBapUqQI3N7d8Jzdq+/RCQkICbG1tMXz4cKxcubJcr6VUKjFr1iwsXLgQU6dOxZIlS3i2BakdhoEKFhsbCysrK5w4cQLdu3cXuxzSUXK5HKGhoSpbK9+7dw8A0KBBA5Wlje7u7lp5cuOyZcswY8YMBAcHw9XVtVyukZGRgREjRmDPnj1YunQppk2bVi7XISothoEKtmPHDgwdOhSJiYlcHkZq5eHDh/lObkxOToaenh4cHBxURg/s7e01/uk2KysLLVu2RLVq1XD58uUy799JSkpCnz59EBgYiJ07d+KTTz4p088nKksMAxVs0qRJOHv2LG7duiV2KUSFys7Oxq1bt1Q2R7px4waUSiWqVasGd3f33NEDDw8PNGjQQOySS+zChQvo0KEDNm3ahFGjRqm8lqJQIFYuR4YgwFAigaWxMaoVs7/i7t278PT0xKNHj3D48GG8//775VE+UZlhGKhgbm5ucHR0xNatW8UuhajEUlJSck9uzPmKj48HADRu3Fhl9MDNzU0jTm4cNmwYTpw4gaioKDw0NMS6hAQcT0zEnfR05P2hJwHQ3MgIXqammGBmBvuqVQv8vNDQUPTo0QNVqlTBiRMnYG1tXSG/D6LSYBioQGlpaahRowZWrVqFCRMmiF0OUZko6OTGtLQ0VKpUCY6OjiqbI9nY2KjdctqHDx/Cqn171PrpJzx47z3oA1AU8v6c1z8yMcF6a2uY51kVcOLECQwYMAD29vY4evQo6tWrV87VE5UNhoEKdPHiRXzwwQcICwuDi4uL2OUQlQuFQoGIiIjccCCTyXDz5k0IgoCaNWtCKpWqjCCIfcPcmJCAz2/dQpZSCZRgmaU+AH09Pay0tMQYMzNs2LABEydOhJeXF3bt2oWqbxk5IFJHDAMVaNGiRfj+++/x4sULnVzbTbrr5cuX+U5ufPToEQDA3Nw838mNFXV874K7dzEnLq7Un9Px9m38PWYMPv/8c/j5+Wl8cyXpHoaBCvTJJ58gMTERf//9t9ilEIlKEATcu3dPZWljaGgo0tPTYWBgAGdnZ5WAYGVlVeZ7H2xMSMDY14dBlYX+cXHYO2KE1u/RQNqJYaCCCIKAhg0bYtiwYfDx8RG7HCK1k5WVle/kxqioKABA7dq1853caGpq+s7XipPLYR8UhHSlMv+LJ08Cvr7/+28DA6BGDcDcHGjdGvD0BN5sjBQEGFWqhEipVKWHgEhTMAxUkPv376NJkyY4ePAg+vTpI3Y5RBohKSkp38mNiYmJAABLS0uVzZGcnZ2LfXJj12vXcD4pqeBGwZwwMHIk0KABoFAAz54BV68CISFAvXrAggXAGwcM6QPoZGKCU87Opfo9E4mhuPdvTnCXkkwmAwC0bt1a5EqINIeJiQm6deuGbt26AXg1wnbnzh2VcLBv3z5kZmbC0NAQrq6uKtML5ubm+YbtI1NTcTopqeiLe3gANjb/++/Bg4HQUGD2bODbb4Ft2wBDw9yXFQBOJyXhZmoq7Ng8SFqKYaCUZDIZmjVrhvfee0/sUog0lkQigYWFBSwsLODt7Q3g1Za/eU9uPHr0KFasWAEAqFu3bu70QuvWrSGVSrHuyZMilw++VcuWwNChwMaNwOnTQM+eKi/rA1ibkAA/K6tS/T6J1BXDQCnJZDKOChCVA0NDw9yRgBxPnz5VmV5YunQpnj9/DgAw2LMHitIsZ+za9VUYCA7OFwYUAE4kJgIMA6SlGAZKITMzEyEhIfj000/FLoVIJ9SpUwdeXl7w8vIC8OrkwJiYGPx95Qom1K1bug+vWxeoWhVISCjw5dvp6UhRKIq9dTGRJlGvLcM0zLVr15CRkcGRASKR6OnpwcbGBh59+gBlsfTP2BhISyvwJQFArFxe+msQqSGGgVKQyWSoXLkydx0kEllG0Yuiikcuz7+8sDyuQ6RmGAZKQSaToWXLljDM03lMRBXPsCxGBZ48AVJTATOz8r0OkRpiGCgFNg8SqQdLY2OU+jZ96tSrf0qlBb4seX0dIm3EMPCOHj9+jDt37jAMEKmBavr6aF6acw9CQ4Hffnu1GdFHHxX4FgsjIzYPktbi/9nvKDAwEAA3GyJSF56mpljz4AGURQ3lBwYC9+4B2dlAUtKrIBASAtSv/2oHwgJ2O9R//flE2oph4B3JZDK89957aNKkidilEOm07OxsHDx4EOe2bIFy5syiv2HLllf/NDAAqlcHmjcHJk0q+GyC1xQAJhbSS0Ck6RgG3lFAQABat27Nk8yIRJKRkYHt27dj0aJFiImJQadOnWCkVCJcT6/gXQi7d3/1VUI5ZxNwK2LSZuwZeAfZ2dm4cuUKpwiIRPDy5UssWrQI5ubmGD9+PBwdHREYGIhz585hf5s20Ncr2x9r+np6WG9tXaafSaRuGAbeQUREBFJTUxkGiCrQo0ePMHv2bDRp0gTffvstPD09ERkZiT/++AOtWrUCAJgbG2OlpWWZXneVlRWPLyatx2mCdyCTyaCnpwd3d3exSyHSerdv38bixYuxZcsWGBgYYPz48Zg+fToaNmxY4PvHmJnhUVYW5sTFlfraC8zNMbpBg1J/DpG6Yxh4BzKZDE5OTqjKOUSicnP16lX4+vpi7969MDU1xZw5c/D555+jdu3aRX7vt02bor6BASbHxkKhVJboJEN9vJoaWGVlxSBAOoPTBO+Amw0RlQ9BEPD333+je/fucHV1hUwmg5+fH/7991/MmTOnWEEgxxgzM0RKpehkYgKg6CefnNc7mZggUiplECCdwjBQQs+fP8fNmzfRpk0bsUsh0hpKpRIHDx5E69at0alTJyQkJGDnzp2IiYnBpEmTUKWQ8wIKY25sjFPOzoiQSjGxYUNYGhnl26lQAsDSyAgTGzZEpFSKU87O7BEgncNpghK6cuUKAG42RFQWMjMzsWPHDixcuBBRUVH44IMPcOzYMXh6epbpsl37qlXhZ2UFWFkhRaFArFyODEGAoUQCS2Nj7ixIOo9/A0pIJpPBxMQEVlZWYpdCpLGSk5OxYcMGLF26FPHx8fj444+xefNmtG3bttyvXU1fHy7Vq5f7dYg0CcNACeX0C3CzIaKSe/LkCfz8/LBq1SqkpKRg8ODB+Prrr2Fvby92aUQ6jWGgBARBgEwmw7Rp08QuhUij/Pvvv1i8eDE2b94MiUSCcePGYfr06dzOm0hNMAyUQExMDJKSktgvQFRM4eHhWLhwIXbv3o1atWrhm2++waRJk2DKQ3+I1ArDQAnIZDIAyN3tjIjyEwQBly5dgo+PD44fP47GjRtj6dKlGD16NPfmIFJTXFpYAjKZDHZ2dqhVq5bYpRCpHaVSicOHD+P999/HBx98gLt372L79u24ffs2pkyZwiBApMYYBkqAmw0R5ZeVlYVt27bB0dERvXv3hkQiwZEjRxAeHo6hQ4fCwMBA7BKJqAgMA8WUmpqK8PBwhgGi11JTU7FixQpYWFhgxIgRMDc3x8WLF3H58mX07NkTemV8eiARlR/2DBRTSEgIsrOzGQZI5z19+hSrVq3CypUr8eLFCwwaNAhff/01HB0dxS6NiN4Rw0AxyWQyVK1aFQ4ODmKXQiSKe/fuYcmSJdi4cSMEQcCYMWPw5ZdfolmzZmKXRkSlxDBQTAEBAWjVqhUqVaokdilEFSoiIgILFy7E77//jurVq+Orr77C5MmTUbduXbFLI6Iywkm9YsjZbIhTBKRL/P398fHHH6NFixY4d+4cFi5ciHv37uHHH39kECDSMhwZKIZ79+7h4cOHDAOk9QRBwPHjx+Hj44NLly7B1tYWW7Zsgbe3NypXrix2eURUTjgyUAw5mw15eHiIXAlR+VAoFNi5cyecnZ3Rs2dPZGVl4eDBg4iIiMCIESMYBIi0HMNAMchkMpibm6N+/fpil0JUptLS0rBq1SpYWlpiyJAhaNSoEf7++28EBASgT58+XB5IpCM4TVAMMpkMbdq0EbsMojLz7NkzrF69Gn5+fnj27Bk+++wz/Pnnn3B2dha7NCISAcNAETIyMhAaGgpvb2+xSyEqtQcPHmDZsmVYv349srOzMWrUKHz11Vdo3ry52KURkYgYBopw9epVZGZmsnmQNNrNmzexaNEi7NixA1WqVMHUqVMxZcoUTn0REQCGgSLJZDIYGhpy+JQ0kkwmg6+vLw4dOoQGDRrg559/xrhx41CjRg2xSyMiNcIwUASZTAY3Nzd2U5PGEAQBf/31F3x8fPDPP//A2toaGzduxJAhQ2BoaCh2eUSkhtgqXARuNkSaQqFQYNeuXXB1dYWnpydSU1Pxxx9/IDIyEqNHj2YQIKK34shAIR4+fIh///2XYYDUmlwux9atW7Fo0SLExcXho48+wtmzZ9GpUydIJBKxyyMiDcAwUIjAwEAAYBggtfT8+XOsWbMGK1aswNOnT9G/f3/s378fLVu2FLs0ItIwDAOFkMlkMDMzQ6NGjcQuhShXQkJC7vLAjIwMjBw5EjNmzIClpaXYpRGRhmIYKEROvwCHWkkdREdHY9GiRdi+fTuMjIzw+eefY+rUqWjQoIHYpRGRhmMD4VsoFAoEBQVxioBEFxQUhP79+8PW1hZHjx7Fjz/+iHv37sHHx4dBgIjKBEcG3iIiIgKpqakMAyQKQRBw5swZ+Pr64uzZs7CwsMC6deswbNgwGBkZiV0eEWkZjgy8hUwmQ6VKleDm5iZ2KaRDsrOzsW/fPri7u6Nr165ISkrCnj17EBUVhXHjxjEIEFG54MjAWwQEBMDZ2RlVqlQRuxTSAenp6di+fTsWLVqE2NhYdO7cGadOnUKXLl3Ys0JE5Y5h4C1kMhk6d+4sdhmk5V68eIF169Zh+fLlePToEfr164fff/8dUqlU7NKISIdwmqAAz549Q1RUFPsFqNw8fPgQs2bNQpMmTTB37lz07NkTN2/exP79+xkEiKjCcWSgAFeuXAEAtGnTRuRKSNvExsZi8eLF2Lp1KwwMDDBx4kRMmzYNZmZmYpdGRDqMYaAAMpkMpqamsLCwELsU0hKhoaHw9fXF/v37YWpqiu+++w4TJ06EiYmJ2KURETEMFISbDVFZEAQB58+fh6+vL06dOgVzc3OsWrUKI0aMgLGxsdjlERHlYs/AG5RKJQIDA9kvQO8sOzsbBw4cgIeHBzp37oxHjx5h165diI6OxsSJExkEiEjtMAy8ITo6Gs+fP2cYoBLLyMjApk2bYG9vj08++QRVq1bFiRMnEBYWhoEDB0JfnwNxRKSe+NPpDTKZDBKJhB3dVGzJyclYv349li1bhoSEBPTp0wfbtm1joCQijcEw8AaZTAZ7e3vUrFlT7FJIzT1+/Bh+fn5YvXo1UlJSMHToUMycORN2dnZil0ZEVCIMA2/IaR4kepu4uDgsXrwYmzdvRqVKlTBu3DhMnz4djRs3Frs0IqJ3wp6BPFJSUnD9+nWGASrQtWvX4O3tDSsrK+zduxezZ8/GvXv3sHTpUgYBItJoHBnIIzg4GEqlkmGAcgmCgIsXL8LHxwcnTpxA06ZNsXz5cowaNYrnVhCR1uDIQB4ymQzVq1fnnC9BqVTizz//RNu2bdGhQwfcv38fv/32G2JiYvDFF18wCBCRVmEYyEMmk6FVq1aoVKmS2KWQSDIzM7F161a0aNECffr0gb6+Po4ePYrw8HAMGTIEBgYGYpdIRFTmGAZeEwSBzYM6LCUlBcuXL4eFhQVGjhwJS0tLXLp0CRcvXkSPHj24GyURaTX2DLx29+5dPHr0iGFAxzx9+hQrV67EypUrkZycDG9vb8ycORMtWrQQuzQiogrDMPCaTCYDAHh4eIhcCVWEu3fvYsmSJdi4cSMkEgnGjBmDL7/8Ek2bNhW7NCKiCscw8JpMJoOFhQXq1q0rdilUjm7cuAFfX1/s2rULNWvWxNdff40vvvgCderUEbs0IiLRMAy8FhAQwCkCLXbp0iX4+vri6NGjaNy4MZYsWYLRo0ejWrVqYpdGRCQ6NhACSE9PR1hYGNq0aSN2KVSGlEoljh49inbt2qF9+/a4c+cOtm7ditjYWEydOpVBgIjoNYYBAGFhYcjKyuLIgJbIysrCb7/9BmdnZ/Tq1St3z4Dr169j+PDhqFy5stglEhGpFYYBvOoXMDIygpOTk9ilUCmkpqbCz88PlpaWGDZsGJo0aYILFy7g8uXL+Pjjj6Gnx//diYgKwp4BvAoD7u7u3FBGQyUmJmL16tXw8/PD8+fPMXDgQHz99dcMd0RExcQwgFdh4NNPPxW7DCqh+/fvY+nSpdiwYQOys7MxZswYfPXVV2jWrJnYpRERaRSdDwMJCQm4d+8e+wU0SGRkJBYuXIidO3eiWrVqmD59OiZPnox69eqJXRoRkUbS+TAQGBgIAAwDGkAmk8HHxwd//vknzMzM4Ovri7Fjx6J69epil0ZEpNF0PgzIZDI0atQIDRs2FLsUKoAgCDh58iR8fHxw4cIF2NjYYNOmTRg8eDAMDQ3FLo+ISCvofHs1DydSTwqFAr///jtcXFzg5eWF9PR0HDhwAJGRkRg1ahSDABFRGdLpMKBQKBAUFMQwoEbkcjnWrFkDKysrDB48GA0aNMD58+chk8nQt29fLg8kIioHOj1NcP36dcjlcoYBNZCUlIQ1a9ZgxYoVSExMxKeffooDBw7A1dVV7NKIiLSeTocBmUwGfX19tGzZUuxSdFZ8fDyWLVuG9evXIysrCyNHjsSMGTNgYWEhdmlERDpD58OAi4sLjI2NxS5F50RFRWHRokXYvn07jI2NMXnyZEydOhX169cXuzQiIp2j82Gga9euYpehU65cuQJfX18cPHgQ9evXx4IFCzB+/HjUqFFD7NKIiHSWznZjJSYmIjo6mv0CFUAQBJw6dQoffvghPDw8cP36daxfvx5xcXGYOXMmgwARkch0NgxcuXIFADcbKk/Z2dnYs2cP3Nzc0K1bN7x8+RL79u3DzZs3MXbsWBgZGYldIhERQYenCWQyGerWrYvmzZuLXYrWSU9Px7Zt27Bo0SLcvn0bXbp0wZkzZ/Dhhx9CIpGIXR4REb1BZ8NAQEAAWrduzZtTGXrx4gXWrl2L5cuX4/Hjx+jfv3/uyAAREakvnZwmUCqVCAwM5BRBGfnvv//wf//3f2jSpAnmzZuHjz/+GFFRUdi7dy+DABGRBtDJkYFbt27h5cuXDAOlFBsbi0WLFmHr1q0wNDTExIkTMW3aNDRo0EDs0oiIqAR0MgzIZDJIJBJIpVKxS9FIISEh8PX1xR9//IG6devihx9+wIQJE1CrVi2xSyMionegs2GgRYsWPPq2BARBwLlz5+Dj44MzZ86gefPmWLNmDYYPH85VAUREGk4newZ4UmHxZWdn448//kCrVq3QpUsXPH36FLt370ZUVBTGjx/PIEBEpAV0LgwkJyfjxo0bDANFyMjIwMaNG2FnZ4f+/fujevXq+OuvvxAaGorPPvsM+vo6OahERKSVdO4nelBQEARBYBh4i5cvX2L9+vVYtmwZHj58iL59+2LHjh1o1aqV2KUREVE50bkwIJPJUKNGDdja2opdilp59OgRVqxYgTVr1iAtLQ1Dhw7FzJkz+edERKQDdDIMeHh4QE9P52ZICnTnzh0sXrwYmzdvhoGBAcaPH4/p06ejYcOGYpdGREQVRKfuiIIgsHnwtatXr2LQoEGwsrLC/v37MWfOHNy9exeLFy9mECAi0jE6NTIQFxeHJ0+e6GwYEAQB//zzD3x9fXHy5Ek0a9YMfn5+GDlyJKpUqSJ2eUREJBKdGhmQyWQAAA8PD5ErqVhKpRIHDx5EmzZt0KlTJ8THx2Pnzp2IiYnBpEmTGASIiHSczoUBKysrmJqail1KhcjMzMSWLVvg4OCAfv36wdDQEMeOHcO1a9fg7e3N5YFERARAx6YJdKVfIDk5GRs2bMDSpUsRHx+P3r17Y/PmzWjTpo3YpRERkRrSmTAgl8sRFhaGESNGiF1KuXny5An8/PywevVqJCcnY/Dgwfj6669hb28vdmlERKTGdCYMhIWFQaFQaOXT8b///oslS5Zg06ZNkEgkGDduHKZPn44mTZqIXRoREWkAnQkDMpkMxsbGcHR0FLuUMnP9+nX4+vpi9+7dqFWrFr755htMmjRJZ3oiiIiobOhMGAgICIBUKtX4pjlBEHDp0iX4+Pjg+PHjaNKkCZYuXYrRo0ejatWqYpdHREQaSGdWE2h686BSqcSRI0fQrl07fPDBB7h79y62b9+O2NhYTJkyhUGAiIjemU6EgQcPHuDBgwcaGQaysrKwfft2ODo64uOPP4ZEIsGRI0cQHh6OoUOHwsDAQOwSiYhIw+lEGAgMDASgWZsNpaamYsWKFbCwsMDw4cPRvHlzXLx4EZcuXULPnj15tgIREZUZzZ5ALyaZTIYmTZrAzMxM7FKKlJiYiFWrVmHlypV4/vw5Bg0ahK+//lqrGh+JiEi96EwYUPcpgnv37mHp0qXYsGEDBEHAmDFj8OWXX6JZs2Zil0ZERFpO68eas7KyEBwcrLZhICIiAsOHD4eFhQW2b9+Or776Cnfv3oWfnx+DABERVQitHxkIDw9Henq62oUBf39/+Pr64vDhw2jUqBEWLlyIsWPHolq1amKXRkREOkbrw4BMJoOBgQFcXV3FLgWCIOD48ePw9fXFxYsXYWtriy1btsDb2xuVK1cWuzwiItJRWj9NIJPJ4OrqCiMjI9FqUCgU2LlzJ5ydndGzZ09kZmbi4MGDiIiIwIgRIxgEiIhIVDoRBsSaIkhLS8OqVatgZWWFIUOGoFGjRvj7778REBCAPn36cHkgERGpBa2eJnj69CliY2MrPAwkJSVh9erVWLFiBZ49e4bPPvsMhw4dgrOzc4XWQUREVBxaHQZyNhuqqDDw4MEDLFu2DL/++isUCgVGjRqFr776Cs2bN6+Q6xMREb0LrQ4DMpkM9erVK/clerdu3cLChQuxY8cOVK1aFVOnTsWUKVNQr169cr0uERFRWdD6MNC6dWtIJJJy+fzAwED4+vri0KFDaNCgAX7++WeMGzcONWrUKJfrERERlQetCgMpCgVi5XJkCAL0BQGya9fw7Zdfluk1BEHAqVOn4OPjg7///hvW1tbYsGEDhgwZAkNDwzK9FhERUUXQ+DAQmZqKdQkJOJ6YiDvp6RDyvrh7N1bq6SEhJgYTzMxgX4pjfhUKBfbv3w9fX19cvXoVUqkUf/zxB3r37o1KlSqV+vdBREQkFo0NA3FyOcZHR+N0UhL0ASgKepOeHhIArI2Px8r4eHxkYoL11tYwNzYu9nXkcjm2bduGRYsW4c6dO+jatSvOnj2LTp06ldv0AxERUUXSyDCwMSEBk2NjoVAqAbwlCOSR8/r5pCTYBwVhpaUlxhRxguHz58+xdu1aLF++HE+fPkX//v2xb98+tGzZsvS/ASIiIjWicWFgwd27mBMX907fqwCgUCoxNjoaj7Ky8G3Tpvnek5CQgOXLl2PdunXIzMzEiBEjMGPGDFhaWpayciIiIvWkUWFgY0LCOweBN82Ji8N7lStjdIMGAIDo6GgsWrQI27dvh5GRESZNmoSpU6fivffeK5PrERERqSuNCQNxcjkmx8YW/OLJk4Cv79u/efVqwN4+3y9/ERODOvfvY8eiRfjjjz9Qv359/Pjjj5gwYQJq1qxZRpUTERGpN40JA+Ojo3N7BN5q5Ejg9ZO+ioYNC3x7RlYW+gQGwiIsDOvWrcOwYcNEPdCIiIhIDBoRBiJTU3E6KanoN3p4ADY2xf5coVIlQCrFoQkT0KJ69VJUSEREpLk04ti8dQkJ5ZZa9AH8+vBhOX06ERGR+tOIkYHjiYlFLh8EAKSkAC9e5P/1Qub/FQBOJCYCVlbvWh4REZFGU/swkKxQ4E56evHePGNG/l8zMABOnSr0226npyNFoUA1fbX/4yAiIipzan/3uy2Xq24xXJipU4HGjVV/Ta/omRABQKxcDhf2DRARkQ5S+zCQIRQ7CgB2diVqIHzn6xAREWkRtW8gNKyg/f8r6jpERETqRu3DgKWxMcr7Ni15fR0iIiJdpPZhoJq+PpqX80ZAFkZGbB4kIiKdpRF3QC9TU6yNjy96eWFgIHDvXv5fd3AA3nJKoT4AT1PT0pZIRESksTQiDEwwM8PK+Pii37hlS8G//n//99YwoAAwsYjjjImIiLSZRoQB+6pV8ZGJCc4nJRU8OtC9+6uvEtIH0MnEBHZVq5a2RCIiIo2l9j0DOdZbW0O/GHsGlIS+nh7WW1uX6WcSERFpGo0JA+bGxlhpaVmmn7nKygrmXEVAREQ6TmPCAACMMTPDfHPzMvmsBebmGF3QccdEREQ6RiN6BvL6tmlT1DcwwOTYWCiUyuIdYPSaPl5NDayysmIQICIiek2jRgZyjDEzQ6RUik4mJgCKTjQ5r3cyMUGkVMogQERElIfGjQzkMDc2xilnZ0SmpmJdQgJOJCbidnq6yqFGErzaUMjT1BQTzcy4aoCIiKgAGhsGcthXrQo/KyvAygopCgVi5XJkCAIMJRJYGhtzZ0EiIqIiaNWdspq+Po8hJiIiKiGN7BkgIiKissMwQEREpOMYBoiIiHQcwwAREZGOYxggIiLScQwDREREOo5hgIiISMcxDBAREek4hgEiIiIdxzBARESk4xgGiIiIdBzDABERkY5jGCAiItJxDANEREQ6jmGAiIhIxzEMEBER6Tj94rxJEAQAwMuXL8u1GCIiIio7OfftnPv42xQrDCQnJwMAGjduXMqyiIiIqKIlJyejZs2ab31dIhQVFwAolUokJCSgevXqkEgkZVogERERlQ9BEJCcnAwzMzPo6b29M6BYYYCIiIi0FxsIiYiIdBzDABERkY5jGCAiItJxDANEREQ6jmGAiIhIxzEMEBER6TiGASIiIh33/6VJULOf+0ffAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"CG = nx.Graph()\n",
"CG.add_edges_from([('A', 'B'), ('A', 'C'), ('A', 'D'), ('B', 'C'), ('B', 'D'), ('B', 'E'),('C','D'), ('D', 'E')])\n",
"nx.draw_networkx(CG, node_color='c')"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"[['D', 'B', 'A', 'C'], ['D', 'B', 'E']]"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"list(nx.find_cliques(CG))"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[4, 0, 1, 2, 3], [4, 5], [6, 5], [6, 7], [7, 8, 9, 10, 11]]\n"
]
},
{
"data": {
"image/png": 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AqVQaLBjiaTmmMVASERGR1URGRqJjx45mjSL6+PhAo9EgLS1N7/U//vgDN27cgFqtRmxsrOg+GtrUXIen5ZjGQElERERW8eTJE7OnuwHjldVqtRoTJ05Eu3bt0KBBgxJ7UlpCt6m5oRFKBkrTGCiJiIjIKn7++WcoFArB1d06hs7zBoDvv/8ep0+fxpo1axAeHo5du3ZBqVSK6qdcLodMJkOtWrX0XueUt2kMlERERGQVkZGRaN++PerVq2fWcz4+PgBKjlBmZmZi9uzZGDx4MLp06YLw8HCkpqbi4MGDovqZkJCAGjVqwN7eXu91jlCaxkBJREREksvIyMCBAwfMnu4G/tv7sXiIW7ZsGR4/foxly5YBAIKDgxEcHCx62ttQhbcOA6VpDJREREQkOd10tznV3TrOzs5wdnYuMuV9584drFy5ElOmTCky4hkeHo49e/YgKyvL4r4a2oNSh4HSNAZKIiIiklxkZCTatWuH+vXrW/R88c3NZ86ciWrVqmHmzJlF7hsyZAiys7MRFRVlcV9NjVB6eXkhOzsbCoXC4ndUdgyUREREJKnMzEyLp7t1Co8KHj9+HNu2bcOSJUvg7u5e5L7AwEB06NBB1LS3XC43OUIJ8PhFYxgoiYiISFL79u1Dbm6uRdPdOrrzvNVqNSZNmoTWrVvjjTfe0HtveHg4Dhw4YFHgy8vLw4MHD0yuoQT0b2NEWgyUREREJKnIyEiEhoaiQYMGFrehG6HcunUrTp06hTVr1sDGRn9sGTRoEFQqFXbv3m32ex48eACNRmNyyhvgCKUxDJREREQkmaysLOzfv1/UdDegXUOZnJyMmTNnIiwsDN26dTN4r5+fH7p3727RtLepTc0BjlAKwUBJREREktm3bx9ycnJEB0pvb2/8888/SE5OxvLly03eHx4ejiNHjiAxMdGs95g6dhEwvI0R/YeBkoiIiCQTGRmJNm3aIDAwUFQ7NjY2SE1NxcSJEwW1FRYWBltbW+zYscOs9yQkJMDe3h7Vq1c3eI+joyNcXFw45W0EAyURERFJQjfdLaYYR+fo0aMAUGKbIEO8vLzQp08fs6e9dVsGyWQyo/dxL0rjGCiJiIhIEgcOHEB2drbo6e5Tp07hxIkTAAC1Wi34ufDwcJw8eRK3bt0S/IypTc11GCiNY6AkIiIiSURGRqJVq1Zo1KiRxW1oNBpMnDgRDRs2BIAip+WY0rdvX7i4uGDbtm2CnzG1qbkOA6VxDJREREQkWnZ2Nn7++WfRo5Pbt2/HiRMnMGvWLADmFcK4urqiX79+Zk17Cx2h9PLy4hpKIxgoiYiISDQpprtzcnIwY8YM9OvXD3369AFgfmV1eHg44uPjER8fL+h+jlBKg4GSiIiIRIuMjETLli3RuHFji9tYvXo1EhMTsWLFioK9H82Z8gaA3r17w8vLS9AoZVZWFtLT07mGUgIMlERERCRKTk4Ofv75Z1HV3XK5HB9++CHGjx+Pxo0bw8nJCS4uLmaHOAcHB4SFhWHbtm3QaDQm3wkY34NSh1PexjFQEhERkSi//PILsrKyRE13z5kzB05OTpg7d27BZ5aOCoaHh+PWrVs4deqU0ft0gVLoCGVqaqpZVedVCQMlERERiRIZGYkWLVqgadOmFj0fFxeHb7/9FosWLUK1atUKPvf29jZ7yhsAunXrBj8/P5PT3rpjF/38/Ey26e3tDbVajSdPnpjdn6qAgZKIiIgslpOTg6ioKItHJzUaDSZNmoTmzZtj5MiRRa75+PhYNEJpa2uLQYMGYfv27VCpVAbvk8vlcHd3h7u7u8k2eZ63cQyUREREZLGDBw8iMzPT4kC5e/du/PHHH1i9ejXs7OyKXBNTCBMeHo6kpCT89ttvBu8RumUQ8N953lxHqR8DJREREVksMjISwcHBeOqpp8x+Njc3F9OmTcOLL76IXr16lbhu6ZQ3ALRv3x6BgYFGp72Fbhmk6wvAEUpDGCiJiIjIIrm5uYiKirK4uvujjz7CvXv3sHLlSr3XLZ3yBgCZTIYhQ4Zg165dUCqVeu8xZ4SSgdI4BkoiIiKyyKFDh5CRkWHRdPeDBw+wePFivPvuuwZHN8Xu/RgeHo7U1FQcPHhQ73VzRijd3d1ha2vLKW8DGCiJiIjIIpGRkWjevDmaN29u9rNz586FnZ0d5s2bZ/Aeb29vpKWlIT8/36L+BQcHIzg4WO+0t0ajgVwuFzxCKZPJ4OXlxRFKAxgoiYiIyGwKhQJ79+61aHTy7Nmz2LBhA+bPn18wlayPj48PACAtLc3SbiI8PBx79uxBVlZWkc8fP34MhUIheIQS4Gk5xjBQEhERkdkOHTqEJ0+emB0oNRoNJk+ejCZNmmDMmDFG75Vi3eKQIUOQnZ2NqKioIp/r9qAUOkIJ8LQcYxgoiYiIyGw7d+5Es2bNEBQUZNZze/fuxZEjR7B69WrY29sbvdfS87wLCwwMRIcOHUpMe5tz7GLh/nCEUj8GSiIiIjKLQqHAnj17zK7uVigUmDJlCnr16oU+ffqYvF+qyurw8HAcOHCgyOiiLlAKOSWncH8YKPVjoCQiIiKzHD58GOnp6WZPd3/66af4559/sHr1ashkMpP3SxUoBw0aBJVKhd27dxd8lpCQgBo1apgcJS3eHwZK/RgoiYiIyCyRkZFo2rQpgoODBT+TnJyMRYsWYfTo0YKnyZ2cnODi4iJqyhvQjkL26NGjyLS3ORXeOlxDaRgDJREREQmmVCqxZ88eDBw4UNAoo45ue6AFCxaY9T6pRgXDw8MRExODxMREANoRSnPWT0rZl8qIgZKIiIgEO3z4MNLS0sya7o6Pj8e6desQERGB6tWrm/U+MaflFNa/f3/Y2dlhx44dAMzb1FzH29sbOTk5yM3NFd2fyoaBkoiIiATbuXMnGjdujBYtWgi6X7dNUGBgIMaNG2f2+8Sc512Yl5cX+vTpUzDtbc6xi4XbAMBpbz0YKImIiEiQvLw8/PTTT2ZNd+/fvx+//vorVq1aBQcHB7PfKeU0c3h4OE6ePIlr167hwYMHFo1QAjzPWx8GSiIiIhIkOjoaqampgqe78/LyMGXKFDz77LPo27evRe+UasobAPr27QsXFxds3LgRGo3G7BFKBkrD7Mq6A0RERFQxREZGolGjRmjZsqWg+7/44gtcv34dO3bsMKuApzCpprwBwNXVFf369cPOnTsBmLepOcApb2M4QklEREQmmTvdnZKSgvnz52PEiBEICQmx+L1SV1aHh4fj1q1bAMw7dhH4L1ByhLIkBkoiIiIyKSYmBo8fPxY83b1gwQLk5+dj4cKFot7r4+OD9PR05Ofni2pHp3fv3nB2doaNjQ18fHzMetbBwQFubm4MlHowUBIREZFJO3fuRGBgIFq1amXy3suXL+Pzzz/HnDlzULNmTVHv1a1blGqa2cHBAU2aNIGNjY1F0/Dci1I/BkoiIiIyKi8vDz/++KPg6e6pU6eiXr16eO+990S/2xqFMDVr1kR+fj5OnTpl9rM8LUc/BkoiIiIy6ujRo0hJSRE03f3LL79g//79WL58ORwdHUW/WzctLWWgVKvVcHJyKnIUo1AcodSPgZKIiIiMioyMRIMGDdCmTRuj9+Xn52PKlCno2rUr+vfvL8m7rTFCKZfL8dRTT2H79u1QqVRm94eBsiQGSiIiIjIoPz9f8HT3+vXrcfnyZaxZs8bibYKK0wVKqbYOArSBskuXLkhKSsJvv/1m1rOc8taPgZKIiIgMOnr0KB49emRyujs1NRURERF46623TI5kmsPR0RGurq6SjQpmZ2cjLS0NHTp0QGBgoNnT3hyh1I+BkoiIiAzauXMn6tevj9DQUKP3LVq0CLm5ufjggw8k74OUIU4ulwMAateujSFDhmDXrl1QKpVl0pfKhIGSiIiI9MrPz8fu3bsxYMAAo1PY165dwyeffILZs2fDz89P8n5IeVpOQkICAO0pOeHh4UhNTcXBgwfN6ktaWhrUarUk/aksGCiJiIhIr99//x3Jyckmp7unTZuGgIAATJo0ySr9kPI8b90Ipb+/P4KDgxEcHGzWtLeXlxc0Gg3S09Ml6U9lwUBJREREekVGRqJevXpo166dwXsOHz6MvXv3YtmyZXB2drZKP6ScZk5ISIC7uzvc3d0BaI9i3LNnD7KysgT3BeDxi8UxUBIREVEJKpXK5HS3SqXC5MmT0blzZwwaNMhqfZFyylsul8Pf37/g50OGDEF2djaioqIE9wVgoCyOgZKIiIhK+OOPP/Dw4UOj090bN27EhQsXsHbtWsm2CdJH6hHKgICAgp8HBgaiY8eOgqe9vby8AEh3FGRlwUBJREREJURGRqJOnTpo37693uvp6emYM2cOhg8fbnRKXApSr6EsPEIJaKe9Dxw4ICgkcoRSPwZKIiIiKkKlUmHXrl1Gp7sXL16MrKwsLFmyxOr98fb2Rnp6OvLz80W3JZfLi4xQAsCgQYMKpvhNcXNzg52dHQNlMQyUREREVMSff/6JBw8eGJzuvnnzJj766CPMmDEDtWvXtnp/dKOCYqeZNRoNEhISSoxQ1qpVCz169MDWrVtNtiGTyXhajh4MlERERFREZGQkateujQ4dOui9Pn36dNSoUQNTp04tlf74+PgAED/NnJqaCoVCUWKEEtBOex85cgSJiYkm2+Hm5iUxUBIREVGBwtPdNjYlY8LRo0exe/duLF26FC4uLqXSJ6nO8y68qXlx/fv3h52dHXbs2CGoPwyURTFQEhERUYHjx48jKSlJ73S3bpugDh06IDw8vNT6JFUhjG5Tc30jlF5eXujTp4+gam8GypIYKImIiKhAZGQkAgIC0LFjxxLXvvvuO5w5cwZr167VO3ppLVIFSt0IZa1atfReDw8Px8mTJ3Hr1i2j7XANZUkMlERERAQAUKvV2LVrF8LCwkoExoyMDMyePRvh4eF6w6Y1OTo6wtXVVfSUt1wuR40aNeDg4KD3et++feHi4oJt27YZbYcjlCUxUBIREREA7XS3XC7XO929dOlSpKenY+nSpWXQM2lCnL4K78JcXV3Rr18/k9PeDJQlMVASERERAO10t7+/Pzp37lzk89u3b2PVqlWYNm0a6tatWyZ9k2Jzc32bmhcXHh6O+Ph4xMfHG7yHU94lMVASERER1Go1du7cqXe6e8aMGfD29sb06dPLqHfSnOdd/NhFfXr37g0vLy+jo5Te3t7Izc1FTk6OqP5UJgyUREREhL/++gtyuRwDBgwo8vmff/6JHTt24MMPP4Sbm1sZ9U6aaWYhI5QODg4ICwvDtm3boNFoDPYF4PGLhTFQEhERESIjI1GrVi106dKl4DO1Wo1JkyYhNDQUw4cPL8PeiZ/yzs/Px4MHD0yOUALaae9bt27h1KlTeq97eXkBEH9yT2XCQElERFTFFZ7utrW1Lfh88+bNiI2NxZo1a0p1myB9xE55P3jwAGq12uQIJQB069YNfn5+Bqe9OUJZEgMlERFRFXfy5Encv3+/SHV3VlYWZs2ahYEDB+KZZ54pw95piZ3yNrapeXG2trYYNGgQtm/fDpVKpbcvAANlYQyUREREVVxkZCRq1qyJp59+uuCz5cuXIyUlBcuWLSvDnv3Hx8cHT548QV5enkXPGzt2UZ/w8HAkJSXht99+K3FNN+XNQPkfBkoiIqIqTN909927d7F8+XJMnjwZDRo0KOMeaulGBS1dtyiXy2Fvb4/q1asLur99+/YIDAzUO+1tZ2cHd3d3rqEshIGSiIioCvv7779x7969ItXds2bNgqenJ2bNmlWGPStK7DRzQkIC/Pz8BK8FlclkGDJkCHbt2gWlUqm3Pxyh/A8DJRERURUWGRmJGjVqoGvXrgC02wdt3boVixcvhru7exn37j8+Pj4ALA+Ucrlc0PrJwsLDw5GamoqDBw+WuMZAWRQDJRERURWl0Wiwc+dO9O/fH7a2ttBoNJg4cSJatWqFN998s6y7V4RuhNLSSm9Txy7qExwcjBYtWuid9uZpOUUxUBIREVVRf//9N+7cuVNQ3f3DDz/g5MmTWLNmTZHtg8oDsYUwloxQAtpRyj179iArK6vI5xyhLIqBkoiIqIqKjIyEr68vunbtiuzsbMycOROvvvoqunfvXtZdK8HR0RGurq6i1lCaO0IJAEOGDEF2djaioqKKfM5AWRQDJRERURVUeLrbzs4Oq1atQlJSElasWFHWXTPIx8fHoinv7OxspKWlWRQoGzRogI4dO5aY9vby8mKgLISBkoiIqAqKi4vD7du3MWDAACQkJGDp0qV477330LBhw7LumkGWjgqas6m5PuHh4Thw4ECRNZPe3t5cQ1kIAyUREVFlp1IBmdnAk0ztjyoVIiMjUb16dXTv3h2zZ8+Gq6sr5syZU9Y9NUpsoLRkhBIABg0aBJVKhV27dhXpS1pamt6TdKoiu7LuABEREVlBVg6QmAykpAO5iiKXNADeDX0GvQKb4crps/j+++/x5ZdfwtPTs2z6KpCPj49FgVJ3So6lI5S1atVCjx498MMPP2DEiBEA/qs6T0tLK9jSqCpjoCQiIqpMchTA9dtAaobBW2QA6tWshTo1asImBzj2xTdo/9pAg/eXF97e3rh586bZz8nlcri5uYnaVzM8PBwjR45EYmIi/Pz8CqrOU1NTGSjBKW8iIqLKIzEZiI03GiYLs5HJAAAdnwqC3Zkr2ufLMTFT3paOTuroipd27NhR0BeA53nrMFASERFVBnfkwLU7gFpj9qM2Mpn2uWt3tO2UU2KmvC1dP6nj5eWFPn36FFR7+1SrhpaNmkCV+qRgXWpVxilvIiKiii4xGbgtURC8LQcc7AE/X2nak5C3tzeePHmCvLw82NvbC35OLpejXr16ot//zvDXceP3E8j78zQCVGqc3bBFeyHukvZHJ0fAx1P7tXN1Fv2+ioQjlERERBVZjgK4cVfw7Ys3fQ1Z93YIfnOw4Ztu3NW2W87oppnN3a5H9AhljgI4fxUv+NbDu68MgL1KDZm++3IVQMJDIPYicP5qufwaWgsDJRERUUV2/bbgae77Dx9gyZZv4OpkYvRMrdG2W87oil/MmfbWaDTi1lAWW5dqZytwcjc1Q/tcOV+XKhVOeRMREVVUWTmCC3AAYOoXH6Fj82CoVGo8Sk8zfnNqhrb9cjR1qxuhNOe0nNTUVOTm5lo2QnlHLm4pgW5dqjIPqCduDWd5xxFKIiKiisqM0a/fz53Gzt9isHbcFKu0Xxosqay2+JQcqdellrOvpdQ4QklERFRRpaQLuk2lUmH8xysx4sV+aBHYyLz2zbjd2iwJlLpNzc0aoTSyLvXvKxfx3S/7cORsLG4nJcLHwxMdm7fAB/83Gk3qGCn8uXEXqOYBODsK70cFwkBJRERUEeWrSpyAY8iXe3fhTlIiDq/6zLx35Cq02+HY2lrQQek5ODjAzc3NrClv3Qiln5+f8BcZWZe6bOv3OBZ/DgO7P4eQwEZIepyCT3/cgTYjh+Ovz79GsKHArluXGtJUeD8qEAZKIiKiikhgmExJT0PEN+sx9/X/g281L7Nfk5OaDicfL8hkeuuaS525m5snJCTA19cXDg4Owh4wsS518qCh2Dr3AzgU2rZo8LPPo8Vb4Vi69TtsnrPIcNvlcF2qVBgoiYiIKiK1WtBtczZ+CW93D4zvb2SbICO6d+2K2KuXC44uLP6jJZ+5urrC1sJRT3M3N5fL5eZNd5tY69g5uGWJzxrXrougBoG4fPe2sPYb1RXenwqCgZKIiKgisjFdV3v9/l2s//lHrB03GfJH/wWlXKUSeap83E6Uw8PVFd4engbbmLdgAe49foSMjAxkZmYW+TEjIwNyuVzvNY3G+FZGLi4uFoVSjUaDa9euIT4+vsh9hkYgzd4ySOC61MI0Gg0ePH6MoAaBwtovR+tSpSLTmPovTkREROWPSgX8ecboLUfPxKHHpNFG73kvbAjWjjdS+f10a7PXUGo0GmRnZ+sNoEI+03ctLy/P6Dt16yuLB9C///4bvr6+eP755w0GVd2PHq5uaCBP079puRGbD+3H8CXzsHH6XLz9wsumH7Dga1recYSSiIioIrK11R71Z2QtZXCDhvhx0YoSn8/Z+AUycrLx0bgpaBhQ2/A7nBwtCj4ymQyurq5wdXVFzZo1zX5eH6VSiYyMDEyYMAFnzpzBxo0bBYXSnJwcKBQKHDt2rMj9OTk5Jd7RslGT/45TFOjKndsY+9FydApqgTd6vyjsoRwF4OZi1nvKOwZKIiKiisrHE5qEhwZH1KpXq4ZXnule4vO1O38AAL3XirdfXjg4OMDHxwf169fHsWPH0KlTJ5PP5Ofnw9HREe+//z5GjRpV5JpKpUJmZmaRACrLyDKrT0kpj/DirInwdHXDzgXLhK8LFbj+tSJhoCxtKpX2OxO1Wrv+xdmy7/6IiKhqUygU2H74AF5vFmq9l/j5Wq9tC5lT5f3w4UOo1Wq9ayhtbW3h6ekJT89CoTkzG4i7JKjt9MxM9JnxHtIyM/HHx+vhX92Mr5WA9a8VDQNlacjK0VZ1paTrn5pwctR+F+jnWym3EiAiIuloNBrs2LEDs2bNwp07dxC6eSea+9cxa93f0Y/Wmb7Jy71c/p3k7e1dsKbSvtDWPfqYvam5wE3HcxUK9J09Gdfu38XhVZ+heX0BxTgWvKciqXwRuTzJUQDnrwKxF4GEh4bXueQqtNdjL2rvzxG2txgREVUtf/zxBzp27IghQ4YgKCgIFy5cQNArL0BmI/EekTYyoHF9aduUiI+PDwBhp+WYfeyibl2qESqVCoMXzsaJi+cROX8pOgWFCGtbx8J1qeUdRyitJTFZe8ySgZ32DUrNAGLjtXtUlcOpBiIiKn1XrlzBjBkzsHfvXoSGhuLIkSPo3r37fzc0qgtcuyPdCxvVLbejaIWPXzRV8JOQkAB7e3tUr15d+At8PLWDPAZM+Xwt9h77HX07P4PHT9Kx+dD+IteH9XrBdPuVEAOlNdyRiztQXq3R/o9BmQfUM2MzViIiqlQePHiA+fPn46uvvkKdOnWwdetWDB48GDbF1+D5+Wr/zhDxd49Go9GehlM/oFwPaJhznrdcLoefn1/Jr5cxfr5GA+XZG9cAAFHH/0DU8T9KXDcZKMvx11YMBkqpJSaLC5OF3ZYDDvaV9jcfERHpl5WVhdWrV2P58uWws7PDsmXLMG7cODg6Ghk1rOev/TvDgtkxDYA8lQrvfboK4z6YjyCYce51KdNNeQs5zzshIcG8U3IA7bpRL3eDxy8KWn9qSDldlyoFrqGUUo4CuHEXmdnZmPfNOvxv2nh49+0JWfd2+PZAlN5HLt/5B/+bNh5u/+sK7749MXxxBJLTUv+74cZdrqkkIqoiVCoVNmzYgMaNG+ODDz7AO++8g5s3b2LKlCnGw6SOny/QNlgbXMwg83JHfuum+PPGFfTv3x9Pnjyx8FdgfV5e2vPIhY5QmnVKjk7j+tp1pFIqx+tSpcBAKaXrtwG1Bo/S07Dwuw24fPc2WjZsbPD2+w8foOuEUbiRcB9LRr6LqYOHYd9fx/D8lLFQ6k4EUGu07RIRUaWl0Wiwf/9+tGzZEiNHjkT37t1x5coVrFy5smCKVzBnRyCkKdA2CAioYbjIxMlRe71tEBDSFC7eXti9ezeSkpLw5ptvmjw6sazoTsQREigtGqEEtF9Dqc/bLsfrUqXAKW+pZOUUDI/7+VRH4q4DqOVTHbFXLqHd6Df0PrJkyzfIys1B3PpNqFuzFgCg/VPN8fzUcfj2lyiM6ttfe2Nqhrb9SjpMTkRUlZ0+fRrTpk1DTEwMunXrhlOnTqFdu3biG3Z11oaYRhC8B3Ljxo3x/fff45VXXsGKFSswffp08f2wAh8fH0FT3nK53LJACUiyLrVAOV+XKgWOUEolMbngXx0dHFDLx3RF2a7fj+ClTs8UhEkAeK5tBzSpUxc7jhw22D4REVV8d+7cwbBhwxAaGorExERERUXhyJEj0oTJ4mxttUf9ebhpfzSybU2/fv0wa9YszJo1C0eOHJG+LxIQsrl5Tk4OUlNTLZvy1qnnDzSpB9jIYNF4rY1M+3y98rsmVSoMlFJJSTfr9oTkh3iY+hhtmzYrca39U0E4828VmaXtExFR+ZSWlobp06ejadOmOHz4MNatW4fz58/jpZde0lZZlwOLFi1Cjx49MHjwYNy/f7+su1OCkECp24PS4hFKnX/Xpd549AAAhAdLL3ftetZKPjKpw0AphXyV4U3LDUhMeQRAOz1enJ9PdTx+kg6FUvnfh7kK7ZQFERFVSAqFAmvXrkXDhg3x2WefYebMmbhx4wZGjRoFO7vytQLN1tYWP/zwAxwdHTFw4EAoC/99VA4ImfI2e1NzI57kKdDu/17DiqMHIDNjXWplXjNZXPn6HVxRmRkmASBHqX3GUc+xUU4ODtp7FAo4/vvv/36gnaogIqIKo/hRiSNGjMD8+fPh51e+p0F9fX2xc+dOPPPMM5gyZQo++eSTsu5SAW9vb1y/ft3oPWYfu2jEV199hezsbAwd8TYQEGDWutSqgiOUUlCrzX7E2UH7XYtCV81dSO6/3wk6F98iwoL3EBFR2dF3VOK6devKfZjU6dChAz7++GN8+umn2LJlS1l3p4DQKW83Nzd4eHiIepdSqcSaNWswbNiwoqOdZqxLrQoYKKVgzg78/9JNdeumvgtLTHkEbw/PoqOTFr6HiIhK35UrV9CvXz907doVKpUKR44cQVRUFJo3b17WXTPbO++8g9dffx0jR47E+fPny7o7ALRT3qYCpcVbBhWzdetWJCQkYOrUqaLbqsyYUKRgwRqJAN8a8K3mhdirl0tcO3XlIlo10rN/ZRVai0FEVBE9ePAAY8aMQXBwMM6fP4+tW7fi1KlTRc/drmBkMhm++OILNG7cGGFhYUhLSyvrLsHb2xsZGRlG13ZavKl5IWq1GitWrEDfvn0r5DcDpYmBUgq2toYX6BoR1vVZ/HziD9x7mFTwWXTcKVy7dxcDuz1X9Ganqr02g4ioPMvKysKiRYvQqFEjbNu2DcuWLcOVK1cQHh5u3jnS5ZSLiwt2796N5ORkvPnmm1CX8RIs3WbvqampBu+RYoRy//79uHTpUrndj7M8YVGOVHw8ixwm/+nuHUjLzIA8Rbt/ZNSJP3A/WXt9fP/B8HRzw+xhbyLy6GH0mDgG7w0YgsycbKzYthktAhvhrT59S7ZPRETlikqlwjfffIOIiAikpKRg/PjxmD17tvmn21QADRs2xObNm9G3b18sW7YMs2bNKrO+6M7zfvz4MWrWrKn3Hrlcjk6dOol6z7Jly9C5c2c8/fTTotqpChgopeLnWyRQrty+GXceJBb8fPfvR7D7d+0GscOe7wNPNzfUqVELv320DpM/X4uZ6z+Fg509XuzYBavenVhy/WQV2ceKiKgi0Gg0OHDgAKZPn46LFy8iPDwcixcvRoMGDcq6a1b10ksvYc6cOZgzZw7atWuH5557zvRDVqAL7Ia2DtJoNKJHKI8fP44///wTP/30k8VtVCUMlFJxddZuYvrv8Yu3t+8V9FhQg4Y4uMLEVgxe7jx2kYionLDaUYkVxPz583Hq1CmEh4fj9OnTqFOnTqn3QRcoDRXmpKWlITc3V9QayhUrVqBp06bo27ev6ZuJaygl1bi+9pglKdnItO0SEVGZKtWjEssxW1tbbNmyBS4uLhgwYAAUCvP3YhbLVKAUe0rOlStXsGfPHkybNq1SrIEtDfwqScnZEWhUV9o2G9VldTcRURmqCEcllrbq1atj586dOHv2LCZOnFjq77e3t4e7u7vBKW+xm5qvXLkStWrVwrBhwyzuY1XDQCk1P1+gvvh9rwAA9QO4dpKIqIxUpKMSy0K7du3w6aef4ssvv8R3331X6u83trm5boTSkg3k5XI5Nm3ahIkTJ8Kx+AEjZBD/RFhDPX/AwR64cRdQCz5GHgCg0qhha2urHZlkmCQiKnUV9ajEsjBixAicOHECo0ePRsuWLdGqVatSe7exQJmQkIDq1atbFAg//vhjODo64p133hHbxSqFI5TW4ucLtA3WFtQAyFepBD129GwcHjXwY5gkIioDFf2oxNImk8nw2WefoVmzZggLCzO6L6TUfHx8DE55W7qpeXp6Or744guMHj0anp7crs8cDJTW5OwIhDRFgl81fP5TJDJVedA7XunkCATUQFqjAITNn4V5Hy4u7Z4SEVVplemoxNLm7OyMXbt2ITU1FcOHDy+1Tc9NjVBasn5y/fr1yMnJKZN1oRUdA2UpOPjn75j02RrktX4K13xd0WrEa/jk2GG0GTkM+R1bAB1aAI3qolqAH+bMmYN169bh8uWSRzISEZG0KuNRiWWhQYMG2LJlC/bv348lS5aUyjtNraE0d4RSt2Z2+PDhkpwBXtUwUJaC6OhotGnTBl5eXlDk5+HcjWvId3bEmetXkZScXOTe8ePHo06dOpgxY0YZ9ZaIqPKr7EclloU+ffogIiICEREROHjwoNXfZ2zK25IRyq1bt0Iul2Pq1KlSdK/K4Z8aK9NoNIiJiUHPnj0BAHl5eQBQ8J3T/fv3i9zv6OiIpUuXFuxvRkRE0lGpVNiwYQMaN26MDz74AO+88w5u3ryJKVOmsKJXAhEREfjf//6HoUOH4vbt21Z9l6ERSpVKhaSkJLNGKNVqNZYvX45+/fqhWbNmUnazymCgtLLLly8jKSkJzz77LABAqVQCAGrXrg3gv72yChs0aBA6dOiAqVOnltpaFCKiykyj0WD//v1o2bIlRo4cie7du+PKlStYuXJlpTx3u6zY2Nhg8+bN8PDwwIABA5Cbm2u1d3l7eyMzM7Pg71WdBw8eQK1WmzVC+fPPP+PKlSuYPn261N2sMhgorSw6Ohr29vYFB8vrfuP7+vrCycmpxAgloK2aW7VqFU6fPo0tW7aUan+JiCqb06dP47nnnsOLL76I6tWr4++//8bWrVsr/bnbZcXb2xu7du1CfHw8JkyYYLX3+Pj4ACh5Wo5uD0pzRiiXL1+OLl26oHPnztJ1sIphoLSymJgYdOrUCS4uLgD+C5QODg6oXbu23kAJAF26dEFYWBhmz56NnJycUusvEVFlYeioxLZt25Z11yq9Nm3a4PPPP8dXX32Fr7/+2irvMHT8ormn5Bw7dgzHjh3j6KRIDJRWpFKpcPTo0YL1k0DJQKlvyltn6dKlePDgAdasWWP1vhIRVRY8KrF8ePvttzFixAi8++67OH36tOTtGwqUcrkcdnZ28PUVtp/z8uXL0axZM7z00kuS97EqYaC0otOnTyMtLa1IoNQV5Tg4OCAgIMDgCCUANGrUCGPHjsWHH36IBw8eWL2/REQVWeGjEj///HPMmjWLRyWWsU8++QTBwcEICwszuMWPpXRT3sUrveVyOfz8/ARV61++fBl79+7FtGnTWN0vEr96VhQTEwNXV1e0a9eu4DOhU946c+bMgZ2dHRYsWGDVvhIRVVQajQbbt29Hs2bNMGXKFAwYMADXr1/HvHnz4ObmVtbdq9KcnJywa9cuPHnyBK+99pqkhaZeXl4A9E95C53uXrlyJfz9/TF06FDJ+lVVMVBaUXR0NLp27QoHB4eCz/RNeWs0hs/79vHxwZw5c7B+/Xpudk5EVEzhoxKDg4N5VGI5VK9ePWzduhUHDx7EwoULJWvX3t4e7u7ueqe8hRTkyOVybNq0CRMnTuSWURJgoLQShUKBP//8s2C7IB1doLS3t0dAQACUSiUePXpktK1x48ahbt26XDBMRPSvwkclqtVqHDlyBHv37uVRieVU7969sWDBAixcuBD79++XrF19m5sLHaFcu3YtnJ2d8c4770jWn6qMgdJK/vrrL+Tk5BRZPwloA6WtrS1sbGwK9qI0Ne2t2+z8559/RkxMjNX6TERU3uk7KvHkyZM8KrECeP/99/HCCy9g2LBh+OeffyRpU9/m5kJGKNPT0/Hll19izJgx8PDwkKQvVR0DpZVER0fD29sbLVu2LPJ5Xl5ewRS4sc3Nixs4cCA6duzIzc6JqEoqfFTi9u3bsXz5ch6VWMHY2Nhg06ZN8PLyQlhYmCRb4hUPlDk5OXj8+LHJEcp169ZBoVBYdZ/MqoZ/Cq0kJiYGPXr0KPE/OqVSWRAoa9SoAVtbW5MjlMB/m52fOXMGmzdvtkqfiYjKG31HJd64cQOTJ0/murcKyMvLC7t27cLly5cxduxYozUEQhSf8k5MTARgfFNz3W4Aw4cPN/u8bzKMgdIKMjMzcfLkyRLT3UDRQGlrawt/f39BgRIAOnfujAEDBuD9999Hdna2pH0mIipPeFRi5dWqVSt8+eWX+Oabb7BhwwZRbRUfoRSyqfnmzZuRlJSEadOmiXo3FcVAaQW///478vPzDQZKe3v7gp+b2ty8OG52TkSVXeGjEn19fXlUYiX0xhtvYPTo0Rg3bhz+/vtvi9spHihNHbuoVquxYsUK9OvXD02bNrX4vVQSA6UVxMTEICAgAI0bNy5xrfAIJQCTm5sX17BhQ4wbN64gWBIRVRb6jkqMiYnhUYmV1Nq1a9GqVSsMGDDA5G4nhhSf8k5ISICrqyvc3d313h8VFYWrV69y1xQrYKC0gujoaPTs2VPvEV+Fi3IACNrcvDjdZufz588X21UiojJX+KjE6OhorF+/nkclVgGOjo6IjIxEdnY2hg4dCpVKZXYb3t7eyMrKgkKhAPBfhbe+3zcajQbLli3DM888g06dOonuPxXFQCmxR48e4ezZsyX2n9QpPkJp7pQ3oP0DNHfuXKxfvx6XLl0S1V8iorKi76jE69evY+TIkTwqsYqoW7cufvjhB0RHR1s0SKJbT5uamgpAGygNrZ88duwYTpw4wdFJK2GglNjRo0cBQO/6SaDkGsqAgABkZGTgyZMnZr1n7NixqF+/Pv9gEFGFw6MSqbDnnnsOH3zwAT744AP8/PPPZj2rC5S6dZQJCQkG108uX74czZs3xwsvvCCuw6QXA6XEoqOj0aRJk4I9JovTN0IJmN7cvDjdZuf79u1DdHS05R0mIipFxY9KjI+P51GJhBkzZuDll1/GsGHDcPPmTcHP+fj4AEDBOkpDI5SXLl1CVFQUpk2bxn1LrYRfVYnFxMQYnO4GDAdKc6e9AWDAgAHo1KkTpk6datHaEyKiElQqIDMbeJKp/VGi/7cYOiqxWbNmkrRPFZuNjQ2+++47+Pr6IiwsTPDWeIVHKDUajcFjF1esWIGAgAAMHTpU0n7TfxgoJXT//n1cu3bN4HQ3ULIoR/cb39wRSuC/zc7Pnj3Lzc6JyHJZOcCNu8DJC8CfZ4C4S8CZK9of/zyj/fzGXe19ZuJRiSRUtWrVsGvXLly7dg1jxowRtOm5l5cXAG2gTE9PR05OTokp7/v372PLli2YNGlSkb9/SVoMlBLSTT336NHD4D3FRygdHBxQo0YNiwIlAHTq1AkDBw7kZudEZL4cBXD+KhB7EUh4COQq9N+Xq9Bej72ovT/HwH2F8KhEskRISAjWr1+P77//HuvWrTN5v729PTw8PJCSkmJwU/OPPvoILi4uGDlypFX6TFr8Uy2hmJgYtGrVqmBNhz7Fi3IAyyq9C/vwww/x8OFDrF692uI2iKiKSUwGYuOB1AzznkvN0D6XmKz3Mo9KJLGGDRuGsWPHYsKECTh58qTJ+3Wbm+vb1DwtLQ3r1q3DmDFj4OHhYbU+EwOlZDQaTcH+k8YUH6EEzN/cvLiGDRti/PjxWLp0KZKSkixuh4iqiDty4NodQG3hOcpqjfb5O/KCj3hUIklp9erVCA0NxYABA5CcrP+bFx1doNQNzBQu8Pryyy+hUCjw3nvvWbW/xEApmWvXriEhIcFoQQ6gP1Basrl5ce+//z4cHBy42TkRGZeYDNyWm75PiNtyIDGZRyWS5BwcHBAZGQmFQoHw8HCjhacBtfzgLrMFnmShe9v2cPx3D9Pc3Fx89NFHeOONN1CrVq3S6nqVxZ1jJRITEwM7Ozt07drV6H3Fi3IA8VPewH+bnU+dOhXjx49HUFCQqPaIqBLKUWiLa/Q4eiYOPSaN1nvtxGdfo2NQixKfawDkXbqJsGFhcPbyRFRUFF588UWebkOSqF27NrZt24bnn38ec+fOxZIlS/67mJWj/eYoJR17ps0r+D33ZssO2kIyJ0fcTLoPbycXTJkypYx+BVULA6VEoqOj0aFDB5Ob8hqa8n706BFyc3Ph5ORkcR/Gjh2Lzz77DNOnT8e+ffssboeIKqnrt01Oc08IG4x2TZsX+axRQB2998oA2MiAPzZuQq1eXXm6DUnu2WefxYcffogZM2agQ4cO6Nfrf9rfx4XW/ur9BiZXgabu3rj47XZAAe03U85cw2tN/NMvAd2eamPHjjV5r6GiHEC7F2XDhg0t7oeDgwOWLl2KgQMH4vDhw3juuecsbouIKpmsHEEFOM+0aI0B3Y2vBS/MztYOtV09AEUewEBJVjBt2jT89ddfOLxpG/pWCxC8Vs/O1lb7L7pCskZ1AT9fq/WzquMaSgmcO3cOjx8/NlmQAxheQwlYtrl5cWFhYejcuTM3OyeiogxUZeuTkZ2F/Px8q7VPZA6ZTIatH67CJ+OnQCZgb0q99BSSkbQYKCUQHR0NZ2dndOzY0eS9hqa8Acs2Ny9Ot9n5uXPnsGnTJtHtEVElkZIu6La3li2Exwvd4dTrafSYOBqxVy5J2j6R2RKT4ZSkPVpR9PrcfwvJSHoMlBKIiYnB008/LWiPNX1FOW5ubvD09JQkUAJAx44dMWjQIG52TkRa+SrDm5b/y8HeDmFdn8VH46dgz+KV+OD/RuPCrRt4ZsIonLl+1fQ7chWSHdNIVMBIIVlmdjbmfbMO/5s2Ht59e0LWvR2+PRBlus0bdwVtzk/mYaAUSalU4vfffxc03a27X9/RT1JsHVTYhx9+iEePHmHVqlWStUlEFZSJMAkAnYNbYufCZXj7hZfxcpdumPnam/jr828gkwGz1n8q7D38S5qkZqSQ7FF6GhZ+twGX795Gy4aNhbep1mjbJUkxUIp06tQpZGVlmdx/UkdfUQ6gnfaWYg2lTmBgIMaPH49ly5Zxs3Oiqk6ttuixRrXroF+XbjhyNk7YmmwL30Okl4lCMj+f6kjcdQB3tkdhxegJ5rWdmmHR2fRkGAOlSDExMahWrRratGkj6P7SGqEE/tvsfN68eZK2S0QVjIizs+vUqAllXh6ycgX85cszuklKJtY6Ojo4oJZPdau1T+bhn36RoqOj0b17d9jqticwoTQDpZeXFyIiIrBhwwbEx8dL2jYRVSAi9t+7JU+Ak4Mj3JxdrPoeohKsXejFQjJJMVCKkJWVhRMnTgie7tZoNHqLcgDtlHdSUpL5W3WY8O6776JBgwaYPn26pO0SUcWQl5eHfb/8gqT0VKP3JaeVvH7uxjXsPf47erXrABtTo49OjoDAb6yJTBJQSCYaC8kkxV1oRTh27Bjy8vIEF+SoVCpoNBqDI5RqtRpJSUkF+1JKwcHBAcuWLcOAAQPw66+/4vnnn5esbSIqnzQaDWJjY7Fp0yZs27YNycnJ2Dx/CcK79YSNTH8wHLxgNpwdHdE5KAQ1vLxw6fY/WP/zj3BxdMLSUeNMv9THU+JfBVVp1g6TOjkKwE3A6DuZxEApQnR0NGrVqoVmzZoJul+pVAKA3qIcXYi8f/++pIESAPr3748uXbpg6tSpOH36tODpeSKqWG7fvo3Nmzdj8+bNuHr1KmrVqoXhw4dj+PDhaNmoCWRxhveUfOXpbthy+BesjtyKJ1mZ8K3mhf7P9MC8N0aiUW39Ry8WwRNISEqlVeDFQjLJMFCKEBMTg2effVbwRqu6QGloyhuQ5rSc4nSbnXfs2BHff/893nrrLcnfQURlIzU1FZGRkdi8eTP++OMPuLi4oH///vj444/Rs2fPot9AerkbrJqdEDYEE8KGWNYJL3fA1dmyZ4n0Ka0CLxaSSYZfSQulpqYiLi5O8HQ3YDxQent7w8nJSfLCHJ0OHTpg8ODBmDNnDrKysqzyDiIqHUqlEnv27MGAAQNQq1YtjBkzBs7Ozti0aRMePHiATZs2oVevXiVnIxrXB2xEnjRSnI1M2y6RlEqrwIuFZJJhoLTQ0aNHodFoBBfkANrF8YD+QCmTyaxS6V0YNzsnqrg0Gg1OnDiBd999F35+fnjllVdw8+ZNLFmyBPfu3cPBgwcxbNgwuLm5GW7E2RFoVFfajjWqy7+USXq2ttpCL2tiIZmkOOVtoZiYGAQGBqJ+/fqCnzE2QglIv7l5cQ0aNMCECROwfPlyjBw5En5+flZ7FxFJ48aNGwXrIm/evImAgACMGDECw4cPR3BwsPkN+vkCyjztmcZi1Q/g2kmyHh9PIOGh0Vs+3b0DaZkZkKdo95SMOvEH7idrnxnffzA8jX2DxUIySTFQWig6Otqs0UnAeFEOoC3MuXtX/5mlUpk9eza+/vprzJs3D+vXr7fqu4jIMikpKdixYwc2bdqEEydOwM3NDQMGDMD69evRrVs38YV19fwBB3vtmcYGjrUzykamHZlkmCRr8vM1GShXbt+MOw8SC36++/cj2P37EQDAsOf7GA+U/P0rKQZKC8jlcly+fBkRERFmPWdqhLJ27do4fvy46P4Zo9vsfPLkyZgwYYJlIxxEJLnc3Fzs27cPmzZtwv79+6FWq9G7d2/88MMPePnll+HiIvHWJn6+QDUP7ZnGRo63K8HLXbtmktPcZG2uzkYLyQDg9va9lrXNQjLJcQ2lBY4c0X7306NHD7OeEzrlrdFYMGJghjFjxiAwMBDTpk2z6nuIyDi1Wo0//vgDo0aNgp+fHwYMGICEhASsXLkSCQkJ2LdvH4YMGSJ9mNRxdgRCmgJtg4CAGobXrDk5aq+3DdLezzBJpYWFZBUGRygtEB0djeDgYNSsWdOs54wV5QDaEUqlUolHjx7B19d6Q/G6zc7DwsJw6NAh9OrVy2rvIqKSrl69ik2bNmHLli24ffs26tati3fffRfDhw/HU089VfodcnXWTmE3gvbkkByFdn8+GxtteGThApUVXSHZtTvStclCMqtgoDSTRqNBdHQ0Xn31VbOfFbKGEtBubm7NQAkAr776Kp5++mlMmzat5F51RCS5hw8fYvv27di0aRP+/vtveHp6YuDAgRg+fDiefvpp00cblhZbW54cQuULC8kqhHLyf7CK49atW7h7965Z+0/qCFlDCVhnc/PiZDIZVq5cifPnz+O7776z+vuIqqKcnBxs374dL730Evz9/TF58mT4+fkhMjISSUlJ+Oqrr9C1a9fyEyaJyqt6/kCTepZPf9vItM/X4+4m1sIRSjNFR0fDxsYGXbt2NftZU4GyRo0asLW1tepelIV16NABQ4YMwZw5czB48GC4urqWynuJKjO1Wo3ffvsNmzZtws6dO5GRkYGOHTvi448/xqBBg1C9evWy7iJRxcRCsnKNgdJMMTExaNeuHTw9zd+/ytQaSltbW/j7+5daoASAJUuW4KmnnsKqVavMrlonov9cvHixYF3k/fv3ERgYiMmTJ+O1115D48aNy7p7RJWDrpAsKwdITAZS0oFcRcn7nBy1+0z6+bKau5QwUJpBrVYjJiYGI0aMsOh5UyOUgHbauzSmvHUaNGiA9957j5udE1kgKSkJW7duxaZNm3D27Fl4e3tj8ODBGDZsGDp16gSZTOLqVCLSYiFZucOFO2aIj49HcnKyResnAdNFOYB266DSHKEEtJudOzo6coSSSICsrCxs2bIF//vf/xAQEIBZs2YhMDAQP/74IxITE/H555+jc+fODJNEpUVXSObhpv2RYbJMMFCaISYmBo6OjujcubNFzwsdoSztQFmtWjXMmzcPX3/9NS5cuFCq7yaqCFQqFX799Ve8/vrrqFmzJoYNG4asrCx88cUXSEpKwq5du/DKK68Y/bNNRFSZMVCaITo6Gp07d4azs2XrMZRKJWxsbIxu0VPaU946o0ePRsOGDbnZOVEh586dw9SpU1GnTh306tULJ0+exMyZM3Hr1q2CDcm9vLzKuptERGWOaygFys/Px2+//YYZM2ZY3EZeXp7JEYyAgABkZGTgyZMn8PDwsPhd5tJtdt6/f38cPHgQvXv3LrV3E5UnCQkJ2LJlCzZv3owLFy6gevXqCA8Px7Bhw9CuXTtOZRMR6cERSoFiY2ORkZGBZ5991uI2lEqlyUBZeHPz0vbKK6/gmWeewbRp06BSqUr9/URlJSMjA9999x2ee+451KlTB/PmzUOzZs0QFRUFuVyOjz/+GO3bt2eYJCIygIFSoOjoaLi7u6Ndu3YWt6FUKo0W5AClu7l5cbrNzi9cuIBvv/221N9PVJry8/Nx4MABDB06FDVr1sSbb74JlUqFDRs2ICkpqWBDclN/ZomIiFPegsXExKBbt26ws7P8SyZkhNLf3x9A2YxQAkD79u0RHh6OuXPnYvDgwXBzcyuTfhBZg0ajwenTp7Fp0yb88MMPePjwIZo3b46IiAgMHToUdevWLesuEhFVSByhFCAnJwfHjh0TNd0NCAuUDg4OqFGjRpkFSkC72fnjx4+xatWqMusDkZTu3LmDJUuWICgoCG3btsW2bdswdOhQxMXFIT4+HjNnzmSYJCISgSOUAhw/fhwKhcLi/Sd1hBTlAGWzdVBh9evXL7LZuW7UlKgiSU9Px86dO7Fp0yb89ttvcHZ2xquvvorVq1fjueeeEzXbQERERXGEUoCYmBj4+voiODhYVDtCRigBbaV3WayhLGzWrFlwdnbmZudUoSiVSkRFRWHQoEGoWbMmRo4cCXt7e3z33Xd48OBBwYbkDJNERNJioBQgOjoaPXr0gI2NuC+XkKIcoOxHKIGim52fP3++TPtC5ZxKBWRmA08ytT+W8g4BGo0GJ0+exLhx4+Dv74+XX34ZV69exQcffIB79+4VbEju7u5eqv0iIqpK+G26Cenp6fj777/x9ttvi25L6AhleQiUgHaz808++QTTpk3DwYMHy7o7VJ5k5QCJyUBKOpCrKHndyRHw8QT8fLVn7lrBrVu3sHnzZmzevBnXr1+Hv78/3n77bQwbNgwhISFWeScREenHQGnC77//DrVaLbogBzBvyjslJQW5ublwcnIS/V5L2dvbY/ny5Xj11Ve52Tlp5SiA67eB1Azj9+UqgISH2n+83IHG9QFnR9Gvf/z4MXbs2IHNmzfj2LFjcHNzQ1hYGD7//HP06NHD6ClURERkPZzyNiE6Ohp169ZFw4YNRbdlTlEOUDZ7URbXr18/PPPMM5g6dSo3O6/qEpOB2HjTYbK41Aztc4nJFr1WoVDgxx9/RP/+/eHn54exY8fC3d0dW7ZsQVJSEr799ls899xzDJNERGWIgdKEmJgY9OzZU5ITMsyZ8gbKbi/KwmQyGVatWoX4+Hh88803Zd0dKit35MC1O4BaY9nzao32+TtyQbdrNBocO3YMo0ePhp+fH/r37487d+5g2bJlSEhIKNiQ3NXV1bL+EBGRpDjlbcTDhw9x4cIFTJ8+XZL2hBblBAQEACgfI5QA0K5dOwwdOhRz587FkCFDuNl5VZOYDNwWFgRNui0HHOy1ayv1uH79OjZt2oTNmzfjn3/+QZ06dTB69GgMGzYMzZs3l6YPREQkOY5QGhETEwMAkqyfBISPULq5ucHT07NcjFDqLFmyBKmpqVi5cmVZd4VKU44CuHHX6C2nr13By7Mnw7tvT7j0fhrBbw7Gx7u2GX7gxl1tu/969OgRPv30U3Ts2BFNmjTBRx99hGeffRZHjhzB7du3sWTJEoZJIqJyjiOURsTExKBZs2aSbewtNFAC5afSW6devXqYOHEiVqxYgVGjRnGz86ri+m2j09yH/v4LfWdPRutGTTH39f+Dm7Mzbibcx/3kh4bbVGugunILu2/EY9OmTThw4AAAoE+fPti+fTv69u0LZ2frVIYTEZF1MFAaER0djT59+kjWntCiHKB8bG5e3KxZs7BhwwbMnTsXGzduLOvukLVl5RgtwHmSlYnXl8zDix27YOeCZWbt02r7JAsRU6fD068m1qxZg8GDB8PXV/80OBERlX+c8jbg9u3buHXrlujjFgsTuoYSKH8jlADg6emJ+fPn45tvvuFm51WBiarsrYcP4kHqYywe8S5sbGyQlZMDtVotqGmVWo3jO/fgr7/+wrhx4xgmiYgqOAZKA2JiYiCTydCtWzfJ2qzIU94677zzDho3boypU6dCo7Gw4pcqhpR0o5cPx52Ch6srEpIfounwMLj16QqPF7pjzOqlyFXo2ey8EFsbG3ipxe+cQERE5QMDpQHR0dFo06YNvL29JWvTnEAZEBCApKQk5OfnS/Z+Keg2O//11195ek5llq/SfwJOIdcT7iFfpUK/OVPRu10n7Fq4DG+/8DK+3LsLby1baPoduYpSP6aRiIisg4FSD41GU7D/pJTMHaFUq9VISkqStA9SePnll9G1a1dMnTq13AVekoiJMAkAmTnZyM7Nxeu9XsTHE6aif9dn8fGEqXinb39sizmE6/eNV4cDKFLtTUREFRcDpR6XL19GUlKSZNsF6ZhTlFOeNjcvTrfZ+cWLF7nZeWUlYC2ks4P2KMXwnr2KfD70Oe0RnScuXpDkPUREVP4xUOoRHR0Ne3t7PP3005K2a05RTnnb3Ly4tm3b4rXXXsPcuXORmZlZ1t0hiahUKly6dAk/799v8l7/6tpCmppeRZeF1Kim/XlqxhPTLzSjMpyIiMov/t9cj5iYGHTs2FHyY93MmfL29vaGk5NTuRyh1Fm8eDHS0tKwYsWKsu4KWSA/Px8XLlzAt99+iwkTJqBLly7w8PBAUFAQhrz9JtQmiq5CmzwFAEh4VLQaXJ6i/blvNS/TnXB2tKzzRERUrjBQFqNSqXD06FHJ108C5gVKmUxWbiu9derVq4dJkyZhxYoV5XYklbTy8vJw9uxZbNy4EWPHjkXHjh3h7u6OkJAQvPXWWzh48CDq1auHBQsWICYmBvflctg4Oxltc1CP5wEAG/fvKfL5hn17YGdri+6tQo13yskRsLUV9esiIqLygRubF3P69GmkpaWVeaAEyufm5sXNnDmzYLPzr7/+uqy7QwAUCgXi4+MRFxeH06dPIy4uDufPn4dSqYRMJsNTTz2F0NBQDB48GKGhoWjVqhU8PDxKNuTzBEgwfOJN68ZN8fYLL+Pr/XuRr1KhW8s2OHr2NCKPHsas194smBI3yMdT5K+UiIjKCwbKYmJiYuDi4oL27dtL3rY5RTmAtjDn7l0BlbJlSLfZ+fjx4/Hee++hZcuWZd2lKiU3Nxfnz58vCI5xcXGIj49HXl4ebGxs0Lx5c7Rp0wbDhw9HaGgoWrZsCTc3N2GN+/kaDZQA8OXkWahboxa+ORCFH/84ino1/bBm7CRMHDhUWPtERFQpyDTcnbqIXr16wdbWtuB8YamoVCrY2dnh66+/xltvvSXomZkzZ2LHjh24deuWpH2RWl5eHlq0aIE6derg0KFDkMm4YbU1ZGdn49y5c0XC48WLFwt+bwUFBaFNmzYIDQ1FaGgoQkJC4OLiIu6l568aPX7RYl7uQEhT6dslIqIywRFKlUq7F55aDWV+Ps7ExmHG7FmSv0apVAKARVPeGo2mXIc03Wbn/fr1wy+//CLp+edVVWZmJs6ePVskPF6+fBlqtRr29vZo0aIF2rdvjzFjxiA0NBQtWrSAk5PxNY8WaVwfiI0H1BJ+32kj07ZLRESVRtUcoczK0Z5TnJJeYgNntVoNpa0NnPxraKfkXJ0leWV6ejqqVauGHTt2YODAgYKe+fHHH9G/f388fPiw3J91rNFo0KNHDyQnJ+PcuXOws+P3KkI9efIEZ86cKQiPp0+fxpUrV6DRaODo6IiQkJAiI49BQUFwdCzF6ujEZODaHenaa1KP091ERJVM1fpbP0cBXL9tdArPxsYGThpo144lPNROzTWuL3p7E0tGKAtvbl7eA6Vus/O2bdvi66+/xqhRo8q6S+VSWloaTp8+XSQ8Xrt2DQDg5OSEVq1aoUePHpg6dSratGmDoKAgwXuXWo2fL6DMA27LxbdVP4BhkoioEqo6I5SJycCNu5ZN3dnIgEZ1Rf1FKJfLERAQgP379wueEtY9ExUVhZdeesnid5em4cOH49dff8X169fh7u7+34VCSwtgY6MN6JV8y5iUlJQS4fHmzZsAABcXF7Ru3bpg5LFNmzZo1qxZ+R7ZLeM/Q0REVH6V47+9JHRHLm50Ra3RTvkp84B6/hY1oRuhNGe0qWbNmrC1tS3Xe1EWt3jxYuzcuRMrVqzAwhmzDC4tAKDdh9DHU9KlBWUlOTm5yHrH06dP4/bt2wAANzc3tG7dGn379i0Ij02bNoVtRQvUfr5ANQ+To/wlSDTKT0RE5VflD5SJydJM1QHadhzsLRplsWTK29bWFv7+/hUqUNatWxcLZ7+P1q7eQOxF4zfnKiRfWlAakpKSSoTHe/fuAQA8PDzQpk0bhIWFFYTHxo0bw6ayHDHo7KitzjayDhlApfpmgYiITKvcgTJHAdy4i8zsbKzYvgknL8Xj1JVLSM14gm9mRODNPn2L3H7q8kV8+0sUTl6+iPM3ryNfpYLm6N9F27xxVztKY2bwsSRQAtpK74oUKJGYjKnd+kCVn2fec6kZ2mricjQtqtFoIJfLS4RHuVz7DYqXlxfatGmD8PDwgvAYGBhYecKjMa7O2v9WjVAllzMQEVFRlTtQXr8NqDV4lJ6Ghd9tQN2atdCyYWMcPRun9/b9fx3Dhn17EBLYGIH+Abh2T8+m4mqNtl0z99CzNFDWrl273J+WU+DfpQUyAHa2FvzWkmBpgaU0Gg3u3btXZL1jXFwcHjx4AADw8fFBaGgo3njjjYLwWL9+/XK9nVOpsbUF3ETud0lERBVa5Q2UWTkF67z8fKojcdcB1PKpjtgrl9Bu9Bt6HxnTLwwzhr4OZ0cnjFu7XH+gBLTtZuWYNZWXl6cdsbMkUMbHx5v1TJkoJ0sLhNBoNLh9+3aJ8Pjo0SMAQI0aNRAaGoqRI0cWFM3UqVOH4ZGIiMiAyhsoE5ML/tXRwQG1fKqbfKSmt4957TeqK/h2S4pygAoy5f3v0gJ93vxwPr47uM/go/cj9yHAt0bJCxYuLShOo9Hg5s2bRcLj6dOn8fjxYwCAn58fQkNDMXbs2ILw6O/vz/BIRERkhsobKFPSrd9+I+G3i5nyzszMxJMnT+Dh4WHWs6Xm36UF+rzzcn88F1r0XHQNgNGrP0T9Wn76wyRg0dICtVqNGzduFFnvePr0aaSna38v1K5dG6GhoZg4cSLatGmDNm3awM/PT3D7REREpF/lDJT5Kv2Vp1LKVWiLEQQWH4gJlIB2c/PmzZub18fSUGhpgT6dgkLQKSikyGd/nj+L7NxcvPacif04jSwtUKlUuHbtWpHweObMGWRkaPtSr149hIaGYvr06QXhsUYNA+GViIiIRKmcgdLaYfJf+3buhsLeFi4uLgb/cXZ2hq2tragqb6AcB8pCSwuE2hr9C2QyGYb27C2o/fz6/rhy5UqR8Hj27FlkZWUBAAIDAxEaGor333+/IDz6+JixfIGIiIhEqZyBUq0uldcsXLAApy6b2GsRgKOjY8HayU6dOsHd3d1oCC38j+65ffv2wdbWcHh1cHAom3V/Zi4tyMvPx44jh9E5KAT1/UxXct87F4+mIU8hJycHANC4cWOEhobilVdeQZs2bdC6dWt4eXlZ1HUiIiKSRuUMlKW0D+Bvv/+OLJkG2dnZJv85fvw4tm3bhpdeegl5eXlFrj18+NDgc7qRzY8//hgff/yxkV+yjeCQWvwfV1dXQffpRlsLWLC04OCpE0h5ko7Xnv+foPtr+/hi2ZIlCGndGq1bty6/60iJiIiqsMoZKEvptBUnL0842doKml51d3fHtm3bsHLlSrPOa87Pz0fbtm0REhKC+fPnCwqv+v7JyspCcnKywetCj3R3dHQsCJihTZthT8SHgn8tALA1+iDs7ewwqPtzgu6XyWQYP2IU9zkkIiIqxypnoLS11R79Zs21lE7mnQaiVCohk8nMPr/Zzs4OdevWxePHjxEYGGhuLwXRaDRQKBRmh1QfByez3pOZnY09x35D73Yd4eNZTfiDpbSEgYiIiCxTOQMloD1HOOFhwU8/3b0DaZkZkKdoi0iiTvyB+8na6+P7D4anmxvuJCVi06H9AIDYq5cBAB98vxEAUK+WH4b3eqFo+2bIy8uzeJ1j7dq1cfz4cbOfE0omk8HJyQlOTk7w9vYW/mBmNhB3SfDtP/15VFh1d3FV4ShDIiKiCqzyBko/3yKBcuX2zbjzILHg57t/P4Ldvx8BAAx7vg883dzwT6Icc7/+skgzup93a9mmaKA08xQXpVJp9qbmOuV2c3MzlxZsOfwL3Jxd8HKXrlZ9DxEREZWuyhsoXZ0BL/eCPRJvb99r8pHurUOhOfq30Xs0AGRe7mYduwhoA6W5Wwbp1K5dGykpKcjNzYWTk3nTzFZlxtKC5LRUHI47hfCeveFizq/BzKUFREREVPoq91xi4/qAjXRb6Wg0GiiUStyyE1bAUpjYQAkACQkJFj1vVQKn/rfH/Ip8lQqvPSesutvc9omIiKjsVO5A6exo1nnbpshkMiz64Vu07NAO27ZtM+tZMYGy8Obm5Y7Aqf8th39BDS/vEscwStU+ERERlZ3KO+Wt4+cLKPOA23LxbdUPwMyPVuG2Igvh4eH47bffsGbNGkHT0LqiHEvoAmV5HKE8d+Macq9dRpvAxrA3sh3Sic+/Nr9xC5YWEBERUemr3COUOvX8gSb1LJ/+tpFpn6/nB3d3d2zevBlfffUVvv32W3Ts2BHXr1832YSYohx3d3d4enqWqxHKzMxMTJkyBaGhoYjYvBE2dhKvc7SRaZcsEBERUblXNQIloB2pbBusHfUyh5e79rlCU68ymQwjRozAyZMnkZOTgzZt2mD79u1GmxEz5Q2Ur0rvn376Cc2aNcMXX3yBxYsX4+fDv8K2SX1pX9KoLqu7iYiIKoiqEygBbUAJaQq0DQICamgriIvRaDTazwNqaO8LaWow2ISEhCA2NhZ9+/bFkCFDMGbMGOTm5uq9V2ygrF27dplPed+5cwf9+vXDq6++ipYtW+LSpUuYMWOGduTVzxeob/psbkHqB3DtJBERUQVS+ddQ6uPqrB0BawRApQJyFIBajd59+qDTs90xf9EiwU25u7tjy5Yt6NGjB8aPH4+//voLO3bsQOPGjYvcJ0WgjI+Pt/h5MfLy8rB27VrMnz8fXl5e2LVrF1599dWSm7TX8wcc7IEbd6HKz4etjZnT4DYy7X8XhkkiIqIKpWqNUOpja6s9J9rDDTJ3V5w5f97sJmQyGUaOHImTJ08iOztb7xS4mKIcoOymvI8fP47Q0FDMnDkT77zzDi5fvoz+/fsbPvHHzxeXXG0QHWd8P88S9CwtICIiooqBgbKQ5s2b4+LFixY/37JlS4NT4GKKcgDtCGVSUhLy8/MtbsMcjx8/xqhRo9ClSxc4OTkhNjYWq1evhru76TWoM+fPw9h1HyG/9VMGlxYAELy0gIiIiMq3qjnlbUBQUBDWrl2LnJwcODtbtl2Nbgq8e/fumDBhQsEUuBRT3mq1GklJSQUbnVuDRqPB5s2bMWXKFCgUCnz22Wd45513YCvwtJpTp04hKioKmzZtgp2HG+DhVmJpAWxstOGRJ+AQERFVChyhLCQoKAgajQZXrlwR1Y5MJsOoUaNw8uRJZGVlITQ0FHfu3BE95Q1Yd3Pzq1evomfPnnj99dfRs2dPXLlyBe+++67gMAkAERERaNasGcLDw4teKLS0AG4uDJNERESVCANlIc2aNQMAUdPehbVs2RJxcXF48cUXce7cOZw/f95gFbgp1jx+MScnBxEREQgJCcHdu3dx8OBB/PDDD/Dz8zOrnWPHjuHgwYOYP3++WSGUiIiIKjYGykI8PT1Ru3ZtXLp0SbI23d3dsXXrVjRq1Ai3bt1Cp06dcOPGDbPb8fb2hpOTk+QjlL/++itatGiBpUuXYsaMGbhw4QJ69eplUVtz585FSEgIBgwYIGkfiYiIqHxjoCwmKChIshFKHZlMBh8fH7z88svIyspCmzZtsGPHDrPbaBwYCPWTTOBJJpCZrV2XaKGkpCQMHToUvXr1Qp06dXD+/HksXLjQ4rWjR44cwZEjR7BgwQLY2PC3FRERUVXCopximjdvjr1790rerlKphJ+fH7777juMGjUKgwcPxm+//YZVq1YZPws8KwdITAZS0nH2s29hI5MBZwqt8XRyBHw8tdvtCDj3WqVSYd26dZg9ezYcHBzw/fffY9iwYYa3ARJAo9Fg7ty5CA0NRb9+/Sxuh4iIiComDiUVExQUhFu3biEnJ0fSdnVV3h4eHvjhhx/w5ZdfYuPGjejcubP+KfAcBXD+KhB7EUh4COQqtGGyuFyF9nrsRe39OQqDfThz5gw6d+6MsWPHYtCgQbhy5QqGDx8uKkwC2mnzY8eOYeHChaLbIiIiooqHgbIYqSq9iyu8bZBMJsM777yDv/76CxkZGWjTpg0iIyP/uzkxGYiNB1IzzHtJaob2ucTkIh9nZGRg0qRJaNu2LbKzs3Hs2DGsX78e3t7eYn9ZBaOTHTt2RJ8+fUS3R0RERBUPA2UxUld66+Tl5ZXY2LxVq1aIi4vDCy+8gEGDBmHcuHHIu3kXuHYHUGsse5Fao33+jhwajQa7d+9Gs2bNsH79eixduhSnT59G586dJfgVae3btw+nTp3CokWLODpJRERURTFQFmONSm/A8FneuinwL774Aqr7SbC//1CaF96W45PZ8xAWFoY2bdrg0qVLmDZtmqjTeorTaDSIiIhA165d0bNnT8naJSIiooqFRTl6WKPS29hJOTKZDKPfeAvqZm2h0Wj0jvTFXb2M9zd8juMXL0Cj0aBTUAssf2c8WjVuqrdNjUaDUc/2xlOd2uH5vi9ZZfTwxx9/xJkzZ3D06FGOThIREVVhHKHUQ+yZ3vqYPHrx+m3YAHqD2elrV/D0+JG4lSjHvDdGIOKNEbh+/x66TXwHV+/e1tucTCaDo4MjetVvYpWwp1arMW/ePPTs2RPdunWTvH0iIiKqOBgo9bBGpbfRQJmVY7QAZ+7XX8LZ0REnPtuIKYOHYdqQ4Tj+2Uao1RrM3vC5wedkgLbdLGkr1gFgx44diI+Px6JFiyRvm4iIiCoWBko9rFHpra8op0Cxquzi/jh/Fs+FtoePZ7WCz/x8qqNbyzb4+cSfyMzONv5yE+2bKz8/H/Pnz0efPn3QqVMnSdsmIiKiioeBUg+pK71VKhVUKpXhEcqUdKPPK/KUcHZ0LPG5i5MTlHl5iP/npvEOmGjfXFu3bsXVq1excOFCSdslIiKiiomBUg+pK73z8vIAQH+gzFdpNyc3ommdevjr0gWoCh21qMzLw8nL8QCAhEcmRiBzFaKOaSwsLy8PCxYsQL9+/dC2bVtJ2iQiIqKKjYHSACkrvZVKJQADgdJEmASAd/sNwLV7d/F/yxfh0u1biL91A68vmYfElEcAgBxFrulOGDlBxxzff/89bt26xdFJIiIiKsBAaUDz5s0lG6E0GijVapPPj+4XhtnD3sLW6IMIenMwWrwdjpvy+5g+5HUAgJuzi+lOCHiPKUqlEosWLcLAgQMREhIiuj0iIiKqHBgoDQgKCsLNmzclqfTWTXnrLcqxEfafYPGId/Hgx4P44+OvcP7rH/D3uu+h1mhDYpM6dU03IPA9xmzcuBF3797F/PnzRbdFRERElQcDpQFSVnobHaF0LllsY4iXuweeDmmFFoGNAACH406htm8NPFW3vumHzXiPPrm5uVi8eDGGDh2K5s2bi2qLiIiIKhcGSgN0ld5STHsbDZS2toCT+WFve8wh/H3lEiYOCIeNqdFHJ0fte0RYt24dkpKSMG/ePFHtEBERUeXDoxcN0FV6S1GYYzRQAoCPJ5Bg+Azv38+dxsLvNqBXu47w8fDEX5cu4JsDP+N/7TvhvbAhpjvg42lJtwtkZ2fjww8/xOuvv47GjRuLaouIiIgqHwZKI6Sq9DYZKP18jQbKgOo1YGtrixXbNiEjOxsN/Pzxwf+NxuRBr8HOTsB/Qj9fS7pd4LPPPkNKSgrmzp0rqh0iIiKqnBgojWjevDmioqJEt2O0KAcAXJ0BL3eDxy82DKiNgys+sezlXu7a9i2UkZGBZcuW4e2330aDBg0sboeIiIgqL66hNEKqSm+TI5QA0Lg+YCMT9Z4SbGTadkX4+OOPkZGRgTlz5kjTJyIiIqp0GCiNkKrSW1CgdHYEGgnY/sccjeqKqu5OS0vDypUrMWrUKNSpU0fCjhEREVFlwkBphFSV3oICJaBd61jfX9S7CtQPEL12cu3atcjNzcXs2bOl6RMRERFVSlxDaYRUld6CAyUA1PMHHOyBG3cBtcb8l9nItCOTIsPk48ePsWbNGrz77rvw8/MT1RYRERFVbgyUJkhR6W2yKKc4P1+gmgdw/TaQmgENAEGrK73ctWsmRW5iDgArV66ESqXCjBkzRLdFRERElRunvE2Q4kxvs0YodZwdgZCmQNsgpDja4vr9u9BAz4ilkyMQUANoG6S9X4IwmZycjI8//hjjx49HjRo1RLdHRERElRtHKE0ICgrC2rVrkZOTA2dny7bfsShQ6rg64+cr5/D2228jLeUxPOwdALVaeza3s/gTcPRZtmwZbGxsMHXqVMnbJiIiosqHI5QmSFHprQuUgjYh1yM2NhZNmjSBh1c1wM0F8HDT/miFMJmYmIjPPvsMkyZNgo+Pj+TtExERUeXDQGmCFJXeSqUS9vb2kMks22cyLi4OoaGhFr/fHB9++CGcnJwwadKkUnkfERERVXwMlCZIUemdl5dn2XQ3gPz8fJw9exZt27a1+P1C3bt3D+vWrcOUKVNQrVo1q7+PiIiIKgcGSgHEVnorlUqLA+WlS5eQm5tbKiOUixcvhru7O9577z2rv4uIiIgqDwZKAcRWeosJlHFxcZDJZGjdurXF7xfin3/+wcaNGzF9+nS4u7tb9V1ERERUuTBQCiD2TG8xgTI2NhZNmza1eshbtGgRvL29MXbsWKu+h4iIiCofBkoBxFZ664pyLBEXF2f19ZPXr1/H999/j1mzZsHV1dWq7yIiIqLKh4FSALGV3pYW5eTl5eHcuXNWXz+5cOFC1KxZE6NHj7bqe4iIiKhy4sbmAoit9LZ0yrs0CnIuX76MLVu24NNPP4WTk5PV3kNERESVF0coBRJT6W1poCyNgpz58+ejTp06+L//+z+rvYOIiIgqNwZKgcRUelsaKGNjY/HUU0/Bzc3Noveacv78eezYsQNz586Fo6P4M8CJiIioamKgFEhMpXdeXp5FRTnWLsiZN28eAgMD8cYbb1jtHURERFT5MVAKJKbS25IRSmsX5MTFxeGnn37CvHnzLK5AJyIiIgIYKAUTU+ltSaC8ePEiFAqF1QJlREQEmjRpgqFDh1qlfSIiIqo6WOUtkJhKb6VSaXYFdVxcHGxsbNCqVSuz32fKiRMnsH//fmzduhV2dvwtQEREROJwhNIMllZ6WzJCac2CnIiICAQFBWHw4MGSt01ERERVD4enzNC8eXNERUWZ/ZwlRTnWKsj5/fffcfjwYezcuRM2Nvx+goiIiMRjojCDpZXe5o5QKpVKnD9/XvL1kxqNBhEREWjVqhVeffVVSdsmIiKiqouB0gyWVnqbGyitVZATExOD3377DQsXLuToJBEREUmGqcIMllZ6mxsorVGQo9FoMHfuXLRv3x4vvfSSZO0SERERcQ2lGSyt9DY3UMbGxqJZs2ZwdXU1t4sG/fLLLzhx4gR++eUXyGQyydolIiIi4gilmYKCgsweoTS3KEfqghzd2skuXbqgV69ekrVLREREBDBQmq158+ZWHaG0RkHO3r17ERsbi0WLFnF0koiIiCTHQGkmSyq9zQmU8fHxUCqVko1QqtVqREREoEePHujRo4ckbRIREREVxjWUZtJVel+9elVw0Yw5gVJXkNOyZUsRvfzPrl27cP78efzxxx+StEdERERUHEcozaSr9DZn2tucQBkbG4vmzZvDxcXFov4VplKpMG/ePPTq1QtPP/206PaIiIiI9OEIpZksqfQ2pyhHyoKc7du34/Lly/j2228laY+IiIhIH45QWsCcSm+1Wo38/HxBI5QKhUKygpz8/HzMnz8fL730Etq3by+6PSIiIiJDOEJpAXPO9M7LywMAQYEyPj4eeXl5koxQbt68GdevX8f27dtFt0VERERkDEcoLWBOpbdSqQQgLFDGxcXB1tZWdEFOXl4eFi5ciP79+6N169ai2iIiIiIyhSOUFjCn0lsXKIWsodQV5Dg7O4vq3zfffIPbt29j7969otohIiIiEoIjlBYwp9LbnClvKQpyFAoFPvjgAwwePBjBwcGi2iIiIiISgoHSAuZUegud8lYoFLhw4YLogpyvvvoKCQkJmD9/vqh2iIiIiIRioLSQ0EpvoYHywoULogtycnJysGTJEgwbNgxNmza1uB0iIiIiczBQWkjomd5CA6WuICckJMTiPn3xxRd4+PAhIiIiLG6DiIiIyFwMlBYSWukttCgnNjYWwcHBFhfkZGZmYunSpXjzzTfRsGFDi9ogIiIisgQDpYUKV3obI7QoJy4uTtT6yc8++wxpaWmYO3euxW0QERERWYKB0kJCK72FTHnn5uaKKsh58uQJli9fjhEjRqBevXoWtUFERERkKQZKCwmt9BYSKC9cuID8/HyLC3I++ugjZGVl4f3337foeSIiIiIxGChFEFLpLSRQxsXFwc7OzqKCnNTUVKxatQqjR49GQECA2c8TERERicVAKYKQSm8hRTm6ghwnJyez+7B69WoolUrMnDnT7GeJiIiIpMBAKYKQSm8hRTmWFuQ8evQIa9euxbhx41CrVi2znyciIiKSAgOlCEIqvU1Neefm5iI+Pt6iQLlixQoAwPTp081+loiIiEgqDJQiCKn0NhUoz58/b1FBzoMHD/Dpp5/ivffeQ/Xq1c16loiIiEhKDJQiCKn0NrWGUleQ06JFC7PevXTpUtjb22PKlClmPUdEREQkNQZKkUxVeiuVStjZ2UEmk+m9HhsbixYtWphVkJOQkIAvvvgCkydPhpeXl9l9JiIiIpISA6VIpiq98/LyJC/IWbJkCVxcXPDee++Z9RwRERGRNTBQimSq0lupVBoMlDk5OYiPjzdr/eTdu3fx1VdfYdq0afD09LSoz0RERERSYqAUyVSlt7FAef78eahUKrNGKD/44ANUq1YN48ePt6i/RERERFJjoBTJVKW3sUAZFxcHe3t7wQU5t27dwjfffIMZM2bAzc3Nsg4TERERSYyBUiRTld5KpdJghbeuIMfR0VHQuxYuXIjq1atjzJgxFveXiIiISGp2Zd2BysBYpbexopy4uDh06NBB0DuuXr2KTZs2Ye3atXBxcbG4r0RERERS4wilBIxVehua8s7JycHFixcFF+QsWLAA/v7+GDlypKi+EhEREUmNgVICxiq9DQXKc+fOCS7IiY+Px7Zt2zBnzhyz9qskIiIiKg0MlBIwVultaA2lriAnODjYZPvz589HvXr18NZbb0nSXyIiIiIpMVBKwFilt6ERytjYWISEhJgsyDl79ix27dqFiIgIoxukExEREZUVBkoJ6Cq99RXmGCrKEXpCTkREBBo1aoThw4dL0lciIiIiqTFQSiQoKEjwCGV2draggpy///4bUVFRmDdvHuzsWJBPRERE5RMDpUQMVXrrC5Tnzp2DWq02OUIZERGBZs2aITw8XNK+EhEREUmJgVIiQUFBuHXrVolKb31FOXFxcXBwcDBakHP8+HH88ssvmD9/Pmxtba3SZyIiIiIpMFBKJCgoCGq1ukSlt741lLqCHGNFNnPnzkVISAgGDBhglf4SERERSYWBUiKGKr31TXmbKsg5evQoYmJisGDBAtjY8D8RERERlW9MKxIxVOldPFBmZWXh0qVLBgtyNBoN5s6di9DQUPTr18+qfSYiIiKSAkuHJaSv0rt4oDRVkPPrr7/izz//xL59+yCTyazaXyIiIiIpcIRSQvoqvYsX5cTGxsLR0RFBQUElnteNTnbs2BF9+vSxen+JiIiIpMBAKSF9ld7Fi3Li4uIMFuTs27cPp06dwqJFizg6SURERBUGA6WE9FV6F5/yNlSQo9FoEBERga5du6Jnz56l0l8iIiIiKTBQSkhfpXfhQJmVlYXLly/rLcj56aefcObMGSxcuJCjk0RERFShMFBKSF+ld+FAefbsWb0FOWq1GhEREejZsye6detWqn0mIiIiEotV3hIrXulduCjHUEFOZGQk4uPjsX79+lLtKxEREZEUOEIpseKV3oWLcuLi4tCyZcsiVd8qlQrz589Hnz590KlTp1LvLxEREZFYDJQSK1zprdFoSgTK4usnt27diitXrmDhwoVl0V0iIiIi0RgoJVa40jsvLw8A4ODggMzMTFy+fLnI+sm8vDwsWLAA/fr1M3hyDhEREVF5xzWUEitc6d2oUSMA2kB59uxZaDSaIoHy+++/x82bN7F79+4y6SsRERGRFDhCKbHCld5KpRIAYG9vj9jYWDg5OaF58+YAtMU6ixYtwsCBAxESElKWXSYiIiIShSOUVqCr9C485V28IGfjxo24e/cu9u/fX5ZdJSIiIhKNI5RW0Lx5c/xz4wY0GVlo3ywIPo7OuBwfX7BOMjc3F4sXL8bQoUMLRiyJiIiIKiqZRqPRlHUnKo2sHCAxGU/+uQc3e3vYyP7L62q1GpmqPHjUr4PN0Qfx5tgxuHz5Mho3blyGHSYiIiISj4FSCjkK4PptIDXD5K0aADIA8Ql3Efzqi4Czo7V7R0RERGRVDJRiJSYDN+4CavO+jBoAMhsZ0Kgu4Odrnb4RERERlQIGSjHuyIHbcvHt1PcH6vmLb4eIiIioDLAox1KJydKESUDbTmKyNG0RERERlTJuG2SJHIV2mtuA6/fvYu7GL/HnhXN4nJGOujVqYehzvTF18HC4ODnpf+jGXaCaB9dUEhERUYXDKW9LnL9qsADn3sMkhLw9FJ6ubhj9cn94e3jgxMUL+PaXn/Fyl67Ys3iV4Xa93IGQplbqNBEREZF1cITSXFk5Rqu5Nx06gLTMDPz5yVcIatAQADCqb3+oNRp8f3AfUjOewMvdQ//DqRna9l2drdFzIiIiIqvgGkpzmVjr+CQrEwBQ08unyOd+3j6wsbGBg529qPaJiIiIyhsGSnOlpBu93L1VKADg/1YswtnrV3HvYRK2xxzCF3t3YUL/wXB1NjH6aKJ9IiIiovKGayjNka8Cjp0xedsH32/Eki3fIEehKPjs/WFv44MRY4S95+nWgK2tpb0kIiIiKlVcQ2mOXIXpewDUr+WHriGtEdbtWfh4eGLfX8ewZMs3qOXtg3H9B5luIEcBuLmI7CwRERFR6WCgNIdabfKWbdGHMGrVElzbtAu1a9QEAPTv+izUajVmrP8E4T17wcezmuj3EBEREZUXXENpDhvTX67P9+xE68ZNC8KkzstduiI7Nxdnrl+V5D1ERERE5QWTizkEbDr+IDUFKlXJEca8/HwAQL5KJcl7iIiIiMoLBkpz2NoCTsbDXpPadXHmxlVcu3enyOc/RB+CjY0NQho2Nv4OJ0cW5BAREVGFwjWU5vLxBBIeGrw8bchwHDh5As9MGIVxrw6Ej4cnfj7xJw6cPI4RL/aDf3Vf0+0TERERVSDcNshcWTlA7EWjt5y6fBHzv12PM9evIuVJOhr4+eON3i9h+pDhsLMzkeHbBvGkHCIiIqpQGCgtYeQsb1F4ljcRERFVQFxDaYnG9QEbmbRt2si07RIRERFVMAyUlnB2BBrVlbbNRnVZ3U1EREQVEgOlpfx8gfr+0rRVP0DbHhEREVEFxDWUYiUmAzfuAmoLvow2Mu3IJMMkERERVWAMlFLIUQDXb5tXqOPlrl0zyWluIiIiquAYKKWUlaMdsUxJB3IVJa87OWr3mfTz5dZAREREVGkwUFqLSqUduVSrtWdzO/MEHCIiIqqcGCiJiIiISBRWeRMRERGRKAyURERERCQKAyURERERicJASURERESiMFASERERkSgMlEREREQkCgMlEREREYnCQElEREREojBQEhEREZEoDJREREREJAoDJRERERGJwkBJRERERKIwUBIRERGRKAyURERERCQKAyURERERicJASURERESiMFASERERkSgMlEREREQkCgMlEREREYnCQElEREREojBQEhEREZEoDJREREREJAoDJRERERGJwkBJRERERKIwUBIRERGRKAyURERERCQKAyURERERicJASURERESiMFASERERkSgMlEREREQkCgMlEREREYnCQElEREREojBQEhEREZEoDJREREREJAoDJRERERGJwkBJRERERKIwUBIRERGRKP8PnYs8MmBn4hsAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Another example\n",
"BG = nx.barbell_graph(m1=5, m2=2)\n",
"gl = list(nx.find_cliques(BG))\n",
"print(gl)\n",
"nx.draw(BG, node_color='pink', with_labels=True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Community detection"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"Helper functions"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [],
"source": [
"# from Network Science with Python and NetworkX \n",
"def set_node_community(G, communities):\n",
" '''Add community to node attributes'''\n",
" for c, v_c in enumerate(communities):\n",
" for v in v_c:\n",
" # Add 1 to save 0 for external edges\n",
" G.nodes[v]['community'] = c + 1\n",
" \n",
"def set_edge_community(G):\n",
" '''Find internal edges and add their community to their attributes'''\n",
" for v, w, in G.edges:\n",
" if G.nodes[v]['community'] == G.nodes[w]['community']:\n",
" # Internal edge, mark with community\n",
" G.edges[v, w]['community'] = G.nodes[v]['community']\n",
" else:\n",
" # External edge, mark as 0\n",
" G.edges[v, w]['community'] = 0\n",
"def get_color(i, r_off=1, g_off=1, b_off=1):\n",
" r0, g0, b0 = 0, 0, 0\n",
" n = 16\n",
" low, high = 0.1, 0.9\n",
" span = high - low\n",
" r = low + span * (((i + r_off) * 3) % n) / (n - 1)\n",
" g = low + span * (((i + g_off) * 5) % n) / (n - 1)\n",
" b = low + span * (((i + b_off) * 7) % n) / (n - 1)\n",
" return (r, g, b)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"Let's calculate the communities"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"2"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import networkx.algorithms.community as nxcom\n",
"\n",
"\n",
"result = nxcom.girvan_newman(KCG)\n",
"communities = next(result)\n",
"len(communities)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [],
"source": [
"# Set node and edge communities\n",
"set_node_community(KCG, communities)\n",
"set_edge_community(KCG)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [],
"source": [
"# Set community color for nodes\n",
"node_color = [get_color(KCG.nodes[v]['community']) for v in KCG.nodes]\n",
"\n",
"# Set community color for internal edges\n",
"external = [(v, w) for v, w in KCG.edges if KCG.edges[v, w]['community'] == 0]\n",
"internal = [(v, w) for v, w in KCG.edges if KCG.edges[v, w]['community'] > 0]\n",
"internal_color = [get_color(KCG.edges[e]['community']) for e in internal]"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"Let's see the result"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Draw external edges\n",
"nx.draw_networkx(\n",
" KCG, pos=pos, node_size=0,\n",
" edgelist=external, edge_color=\"#333333\", with_labels=False)\n",
"# Draw nodes and internal edges\n",
"nx.draw_networkx(\n",
" KCG, pos=pos, node_color=node_color,\n",
" edgelist=internal, edge_color=internal_color)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"it classifies well most of the nodes (except for 8 and 2)."
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"colors = ['yellow' if not node in mr_hi_nodes else 'pink' for node in KCG.nodes()]\n",
"nx.draw_networkx(KCG, pos, node_color=colors)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"Alternatively, we can draw with the library *nx_altair* if installed. "
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [],
"source": [
"communities = list(nx.community.label_propagation_communities(KCG))\n",
"centralities = nx.eigenvector_centrality(KCG)\n",
"\n",
"for f in KCG.nodes():\n",
" for i, c in enumerate(communities):\n",
" if f in c:\n",
" attrs = {f: {\"community\" : str(i),\n",
" \"centrality\" : centralities[f],\n",
" \"name\" : f\n",
" }}\n",
" nx.set_node_attributes(KCG, attrs)"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/html": [
"\n",
"<style>\n",
" #altair-viz-b41c24c09eb8466f801b9980b5335fca.vega-embed {\n",
" width: 100%;\n",
" display: flex;\n",
" }\n",
"\n",
" #altair-viz-b41c24c09eb8466f801b9980b5335fca.vega-embed details,\n",
" #altair-viz-b41c24c09eb8466f801b9980b5335fca.vega-embed details summary {\n",
" position: relative;\n",
" }\n",
"</style>\n",
"<div id=\"altair-viz-b41c24c09eb8466f801b9980b5335fca\"></div>\n",
"<script type=\"text/javascript\">\n",
" var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
" (function(spec, embedOpt){\n",
" let outputDiv = document.currentScript.previousElementSibling;\n",
" if (outputDiv.id !== \"altair-viz-b41c24c09eb8466f801b9980b5335fca\") {\n",
" outputDiv = document.getElementById(\"altair-viz-b41c24c09eb8466f801b9980b5335fca\");\n",
" }\n",
" const paths = {\n",
" \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
" \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
" \"vega-lite\": \"https://cdn.jsdelivr.net/npm/vega-lite@5.17.0?noext\",\n",
" \"vega-embed\": \"https://cdn.jsdelivr.net/npm/vega-embed@6?noext\",\n",
" };\n",
"\n",
" function maybeLoadScript(lib, version) {\n",
" var key = `${lib.replace(\"-\", \"\")}_version`;\n",
" return (VEGA_DEBUG[key] == version) ?\n",
" Promise.resolve(paths[lib]) :\n",
" new Promise(function(resolve, reject) {\n",
" var s = document.createElement('script');\n",
" document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
" s.async = true;\n",
" s.onload = () => {\n",
" VEGA_DEBUG[key] = version;\n",
" return resolve(paths[lib]);\n",
" };\n",
" s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
" s.src = paths[lib];\n",
" });\n",
" }\n",
"\n",
" function showError(err) {\n",
" outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
" throw err;\n",
" }\n",
"\n",
" function displayChart(vegaEmbed) {\n",
" vegaEmbed(outputDiv, spec, embedOpt)\n",
" .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
" }\n",
"\n",
" if(typeof define === \"function\" && define.amd) {\n",
" requirejs.config({paths});\n",
" require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
" } else {\n",
" maybeLoadScript(\"vega\", \"5\")\n",
" .then(() => maybeLoadScript(\"vega-lite\", \"5.17.0\"))\n",
" .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
" .catch(showError)\n",
" .then(() => displayChart(vegaEmbed));\n",
" }\n",
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-0.04687912202465403, \"x\": -0.561028001408186, \"weight\": 2, \"community\": 2, \"target\": 25, \"edge\": 62}, {\"pair\": [24, 27], \"source\": 24, \"y\": -0.1992508369235042, \"x\": -0.6351006259541707, \"weight\": 3, \"community\": 2, \"target\": 27, \"edge\": 63}, {\"pair\": [24, 27], \"source\": 24, \"y\": 0.0025768230860909688, \"x\": -0.4280905304799336, \"weight\": 3, \"community\": 2, \"target\": 27, \"edge\": 63}, {\"pair\": [24, 31], \"source\": 24, \"y\": -0.1992508369235042, \"x\": -0.6351006259541707, \"weight\": 2, \"community\": 2, \"target\": 31, \"edge\": 64}, {\"pair\": [24, 31], \"source\": 24, \"y\": -0.008791997557590116, \"x\": -0.2979367146592609, \"weight\": 2, \"community\": 2, \"target\": 31, \"edge\": 64}, {\"pair\": [25, 31], \"source\": 25, \"y\": -0.04687912202465403, \"x\": -0.561028001408186, \"weight\": 7, \"community\": 2, \"target\": 31, \"edge\": 65}, {\"pair\": [25, 31], \"source\": 25, \"y\": -0.008791997557590116, \"x\": -0.2979367146592609, \"weight\": 7, \"community\": 2, \"target\": 31, \"edge\": 65}, {\"pair\": [26, 29], \"source\": 26, \"y\": 0.34263902021041365, \"x\": -0.7843580227094255, \"weight\": 4, \"community\": 2, \"target\": 29, \"edge\": 66}, {\"pair\": [26, 29], \"source\": 26, \"y\": 0.32760324354849896, \"x\": -0.6104264873443854, \"weight\": 4, \"community\": 2, \"target\": 29, \"edge\": 66}, {\"pair\": [26, 33], \"source\": 26, \"y\": 0.34263902021041365, \"x\": -0.7843580227094255, \"weight\": 2, \"community\": 2, \"target\": 33, \"edge\": 67}, {\"pair\": [26, 33], \"source\": 26, \"y\": 0.2489646521425256, \"x\": -0.2988427004596415, \"weight\": 2, \"community\": 2, \"target\": 33, \"edge\": 67}, {\"pair\": [27, 33], \"source\": 27, \"y\": 0.0025768230860909688, \"x\": -0.4280905304799336, \"weight\": 4, \"community\": 2, \"target\": 33, \"edge\": 68}, {\"pair\": [27, 33], \"source\": 27, \"y\": 0.2489646521425256, \"x\": -0.2988427004596415, \"weight\": 4, \"community\": 2, \"target\": 33, \"edge\": 68}, {\"pair\": [28, 31], \"source\": 28, \"y\": -0.1559387840420606, \"x\": -0.2798286429269772, \"weight\": 2, \"community\": 2, \"target\": 31, \"edge\": 69}, {\"pair\": [28, 31], \"source\": 28, \"y\": -0.008791997557590116, \"x\": -0.2979367146592609, \"weight\": 2, \"community\": 2, \"target\": 31, \"edge\": 69}, {\"pair\": [28, 33], \"source\": 28, \"y\": -0.1559387840420606, \"x\": -0.2798286429269772, \"weight\": 2, \"community\": 2, \"target\": 33, \"edge\": 70}, {\"pair\": [28, 33], \"source\": 28, \"y\": 0.2489646521425256, \"x\": -0.2988427004596415, \"weight\": 2, \"community\": 2, \"target\": 33, \"edge\": 70}, {\"pair\": [29, 32], \"source\": 29, \"y\": 0.32760324354849896, \"x\": -0.6104264873443854, \"weight\": 4, \"community\": 2, \"target\": 32, \"edge\": 71}, {\"pair\": [29, 32], \"source\": 29, \"y\": 0.3224478981743819, \"x\": -0.3329854289455255, \"weight\": 4, \"community\": 2, \"target\": 32, \"edge\": 71}, {\"pair\": [29, 33], \"source\": 29, \"y\": 0.32760324354849896, \"x\": -0.6104264873443854, \"weight\": 2, \"community\": 2, \"target\": 33, \"edge\": 72}, {\"pair\": [29, 33], \"source\": 29, \"y\": 0.2489646521425256, \"x\": -0.2988427004596415, \"weight\": 2, \"community\": 2, \"target\": 33, \"edge\": 72}, {\"pair\": [30, 32], \"source\": 30, \"y\": 0.2530628135054437, \"x\": -0.05226143148331471, \"weight\": 3, \"community\": 2, \"target\": 32, \"edge\": 73}, {\"pair\": [30, 32], \"source\": 30, \"y\": 0.3224478981743819, \"x\": -0.3329854289455255, \"weight\": 3, \"community\": 2, \"target\": 32, \"edge\": 73}, {\"pair\": [30, 33], \"source\": 30, \"y\": 0.2530628135054437, \"x\": -0.05226143148331471, \"weight\": 3, \"community\": 2, \"target\": 33, \"edge\": 74}, {\"pair\": [30, 33], \"source\": 30, \"y\": 0.2489646521425256, \"x\": -0.2988427004596415, \"weight\": 3, \"community\": 2, \"target\": 33, \"edge\": 74}, {\"pair\": [31, 32], \"source\": 31, \"y\": -0.008791997557590116, \"x\": -0.2979367146592609, \"weight\": 4, \"community\": 2, \"target\": 32, \"edge\": 75}, {\"pair\": [31, 32], \"source\": 31, \"y\": 0.3224478981743819, \"x\": -0.3329854289455255, \"weight\": 4, \"community\": 2, \"target\": 32, \"edge\": 75}, {\"pair\": [31, 33], \"source\": 31, \"y\": -0.008791997557590116, \"x\": -0.2979367146592609, \"weight\": 4, \"community\": 2, \"target\": 33, \"edge\": 76}, {\"pair\": [31, 33], \"source\": 31, \"y\": 0.2489646521425256, \"x\": -0.2988427004596415, \"weight\": 4, \"community\": 2, \"target\": 33, \"edge\": 76}, {\"pair\": [32, 33], \"source\": 32, \"y\": 0.3224478981743819, \"x\": -0.3329854289455255, \"weight\": 5, \"community\": 2, \"target\": 33, \"edge\": 77}, {\"pair\": [32, 33], \"source\": 32, \"y\": 0.2489646521425256, \"x\": -0.2988427004596415, \"weight\": 5, \"community\": 2, \"target\": 33, \"edge\": 77}], \"data-dd61032c40862ff1bf0ec28f2e9815c3\": [{\"x\": 0.3513651685988333, \"y\": -0.2302323693491078, \"community\": \"0\", \"name\": 0, \"club\": \"Mr. Hi\", \"centrality\": 0.35548349418519426}, {\"x\": 0.22157555692712255, \"y\": -0.10333340467694771, \"community\": \"0\", \"name\": 1, \"club\": \"Mr. Hi\", \"centrality\": 0.2659538704545024}, {\"x\": 0.02665036665852286, \"y\": -0.04889377094377533, \"community\": \"1\", \"name\": 2, \"club\": \"Mr. Hi\", \"centrality\": 0.3171893899684447}, {\"x\": 0.13737656718587196, \"y\": -0.35099864408790443, \"community\": \"0\", \"name\": 3, \"club\": \"Mr. Hi\", \"centrality\": 0.21117407832057056}, {\"x\": 0.6925676154518609, \"y\": -0.28606246472555474, \"community\": \"0\", \"name\": 4, \"club\": \"Mr. Hi\", \"centrality\": 0.0759664588165738}, {\"x\": 0.7905284165415447, \"y\": -0.42069004334136134, \"community\": \"2\", \"name\": 5, \"club\": \"Mr. Hi\", \"centrality\": 0.07948057788594245}, {\"x\": 0.7260729889733195, \"y\": -0.5015268559996672, \"community\": \"2\", \"name\": 6, \"club\": \"Mr. Hi\", \"centrality\": 0.07948057788594245}, {\"x\": 0.1839750134271702, \"y\": -0.24720557271361956, \"community\": \"0\", \"name\": 7, \"club\": \"Mr. Hi\", \"centrality\": 0.1709551149803543}, {\"x\": -0.052697367481038815, \"y\": 0.11686676861815107, \"community\": \"1\", \"name\": 8, \"club\": \"Mr. Hi\", \"centrality\": 0.22740509147166046}, {\"x\": 0.03922518100425346, \"y\": 0.46964935512499506, \"community\": \"1\", \"name\": 9, \"club\": \"Officer\", \"centrality\": 0.10267519030637756}, {\"x\": 0.833344223042409, \"y\": -0.24421615371111421, \"community\": \"0\", \"name\": 10, \"club\": \"Mr. Hi\", \"centrality\": 0.0759664588165738}, {\"x\": 0.47101439852430005, \"y\": -0.627862208613963, \"community\": \"0\", \"name\": 11, \"club\": \"Mr. Hi\", \"centrality\": 0.05285416945233646}, {\"x\": 0.15999348837814345, \"y\": -0.6642107154568936, \"community\": \"0\", \"name\": 12, \"club\": \"Mr. Hi\", \"centrality\": 0.08425192086558085}, {\"x\": 0.04677429727004965, \"y\": -0.12147117991777182, \"community\": \"0\", \"name\": 13, \"club\": \"Mr. Hi\", \"centrality\": 0.22646969838808145}, {\"x\": -0.3090861512410425, \"y\": 0.6420197005113505, \"community\": \"1\", \"name\": 14, \"club\": \"Officer\", \"centrality\": 0.10140627846270832}, {\"x\": -0.24728331348579177, \"y\": 0.5165519522869475, \"community\": \"1\", \"name\": 15, \"club\": \"Officer\", \"centrality\": 0.10140627846270832}, {\"x\": 1.0, \"y\": -0.6220853407461253, \"community\": \"2\", \"name\": 16, \"club\": \"Mr. Hi\", \"centrality\": 0.02363479426059687}, {\"x\": 0.639561746270395, \"y\": 0.005277810843299052, \"community\": \"0\", \"name\": 17, \"club\": \"Mr. Hi\", \"centrality\": 0.0923967566684595}, {\"x\": -0.6662846769593321, \"y\": 0.5605041710395795, \"community\": \"1\", \"name\": 18, \"club\": \"Officer\", \"centrality\": 0.10140627846270832}, {\"x\": 0.2936036706182592, \"y\": 0.12756420408941507, \"community\": \"0\", \"name\": 19, \"club\": \"Mr. Hi\", \"centrality\": 0.14791134007618667}, {\"x\": -0.47657442818517864, \"y\": 0.676660932730187, \"community\": \"1\", \"name\": 20, \"club\": \"Officer\", \"centrality\": 0.10140627846270832}, {\"x\": 0.43253503509750785, \"y\": -0.41031707636993414, \"community\": \"0\", \"name\": 21, \"club\": \"Mr. Hi\", \"centrality\": 0.0923967566684595}, {\"x\": -0.49056377664646794, \"y\": 0.5054834912957841, \"community\": \"1\", \"name\": 22, \"club\": \"Officer\", \"centrality\": 0.10140627846270832}, {\"x\": -0.5228154335998939, \"y\": 0.17209370399448717, \"community\": \"1\", \"name\": 23, \"club\": \"Officer\", \"centrality\": 0.15012328691726787}, {\"x\": -0.6351006259541707, \"y\": -0.1992508369235042, \"community\": \"0\", \"name\": 24, \"club\": \"Officer\", \"centrality\": 0.057053735638028055}, {\"x\": -0.561028001408186, \"y\": -0.04687912202465403, \"community\": \"0\", \"name\": 25, \"club\": \"Officer\", \"centrality\": 0.0592082025027901}, {\"x\": -0.7843580227094255, \"y\": 0.34263902021041365, \"community\": \"1\", \"name\": 26, \"club\": \"Officer\", \"centrality\": 0.07558192219009324}, {\"x\": -0.4280905304799336, \"y\": 0.0025768230860909688, \"community\": \"1\", \"name\": 27, \"club\": \"Officer\", \"centrality\": 0.13347932684333308}, {\"x\": -0.2798286429269772, \"y\": -0.1559387840420606, \"community\": \"1\", \"name\": 28, \"club\": \"Officer\", \"centrality\": 0.13107925627221215}, {\"x\": -0.6104264873443854, \"y\": 0.32760324354849896, \"community\": \"1\", \"name\": 29, \"club\": \"Officer\", \"centrality\": 0.13496528673866567}, {\"x\": -0.05226143148331471, \"y\": 0.2530628135054437, \"community\": \"1\", \"name\": 30, \"club\": \"Officer\", \"centrality\": 0.17476027834493088}, {\"x\": -0.2979367146592609, \"y\": -0.008791997557590116, \"community\": \"0\", \"name\": 31, \"club\": \"Officer\", \"centrality\": 0.191036269797917}, {\"x\": -0.3329854289455255, \"y\": 0.3224478981743819, \"community\": \"1\", \"name\": 32, \"club\": \"Officer\", \"centrality\": 0.3086510477336959}, {\"x\": -0.2988427004596415, \"y\": 0.2489646521425256, \"community\": \"1\", \"name\": 33, \"club\": \"Officer\", \"centrality\": 0.37337121301323506}]}}, {\"mode\": \"vega-lite\"});\n",
"</script>"
],
"text/plain": [
"alt.LayerChart(...)"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import nx_altair as nxa\n",
"\n",
"nxa.draw_networkx(\n",
" G=KCG,\n",
" pos=pos,\n",
" node_size=\"centrality\",\n",
" node_color='community',\n",
" cmap='accent',\n",
" node_tooltip=['name', 'centrality', \"community\"]\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Macro analysis. Global metrics"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"source": [
"### Number of nodes"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"34"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(KCG)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"34"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(KCG.nodes)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"34"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(KCG.nodes())"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"34"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nx.number_of_nodes(KCG)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Number of edges"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"78"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(KCG.edges())"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Graph named \"Zachary's Karate Club\" with 34 nodes and 78 edges\n"
]
}
],
"source": [
"print(KCG)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"78"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nx.number_of_edges(KCG)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"483"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(list(nx.non_edges(KCG))) ## Number of non-existing edges"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"DiGraph with 3 nodes and 2 edges\n"
]
}
],
"source": [
"print(D)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Shortest path"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"[[0, 8, 33], [0, 13, 33], [0, 19, 33], [0, 31, 33]]"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"list(nx.all_shortest_paths(KCG, 0, 33)) # All shortest paths"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"[0, 8, 33]"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nx.shortest_path(KCG, 0, 33) #Just one"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"2"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nx.shortest_path_length(KCG, 0, 33) # Minimum distance"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"2.408199643493761"
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nx.average_shortest_path_length(KCG) #Average shortest path "
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"5"
]
},
"execution_count": 61,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nx.diameter(KCG) # Diameter (largest shortest path between 2 nodes)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Transitivity"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"0.2556818181818182"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nx.transitivity(KCG)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Average local clustering"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"0.5706384782076823"
]
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nx.average_clustering(KCG)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"### Density"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"0.13903743315508021"
]
},
"execution_count": 64,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nx.density(KCG)"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"0.13903743315508021"
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 2 * m / n * (n - 1)\n",
"\n",
"2 * nx.number_of_edges(KCG) / ( nx.number_of_nodes(KCG) * (nx.number_of_nodes(KCG) - 1))"
]
},
{
"cell_type": "markdown",
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"slide_type": "slide"
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},
"source": [
"### Minimal cut"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"{0}"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import networkx.algorithms.connectivity as nxcon\n",
"nxcon.minimum_node_cut(KCG)"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"{(11, 0)}"
]
},
"execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nxcon.minimum_edge_cut(KCG)"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"{2, 8, 13, 19, 30, 31}"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nxcon.minimum_st_node_cut(KCG, 0, 33) #Nodes we should remove to separate nodes 0 and 33 into disconnected halves"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
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},
"source": [
"### Connectivity"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"1"
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nx.node_connectivity(KCG) # it is size of the mininum_node_cut()"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"1"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nx.edge_connectivity(KCG) # it is the size of mininum_edge_cut()"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"2.2174688057040997"
]
},
"execution_count": 71,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nx.average_node_connectivity(KCG)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"# References\n",
"* Networkx tutorial https://networkx.github.io/documentation/stable/tutorial.html\n",
"* Network Centrality Measures and Their Visualization, Can Güney Aksakalli, 2017, https://aksakalli.github.io/2017/07/17/network-centrality-measures-and-their-visualization.html"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"## Licence"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/). \n",
"\n",
"© Carlos A. Iglesias, Universidad Politécnica de Madrid."
]
}
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