4lab/gmm.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"id": "d4c8753a-4898-467d-9aa9-dc77a84bb038",
"metadata": {},
"source": [
"# Gaussian Mixture Model Selection \n",
"\n",
"**Цель:** \n",
"Исследовать, как Gaussian Mixture Models (GMM) могут быть использованы для кластеризации данных и выбора оптимального числа кластеров на основе AIC и BIC. \n",
"\n",
"**Алгоритм:** \n",
"- GMM (Gaussian Mixture Model) вероятностная модель, представляющая данные как смесь гауссовых распределений. \n",
"- Критерии AIC и BIC помогают выбрать оптимальное число компонентов. \n",
"\n",
"**Используемые датасеты:** \n",
"1. Сгенерированный (`make_blobs`). \n",
"2. Реальный (Iris или Wine dataset). "
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "18b6a19a-3c1e-4892-afe7-523f0acbd3e1",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.datasets import make_blobs\n",
"from sklearn.mixture import GaussianMixture\n",
"from sklearn.preprocessing import StandardScaler\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "9cabb56f-098c-4182-b1e9-6b3723c8c9db",
"metadata": {},
"outputs": [
{
"data": {
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JTk6W/TvuuOPsn/3sZ/b27dvL7sPH8fGTJk2yBw4cKM/fp0+fSrFIbuwPY3Ni43oSxfS4cUTr1q2zTz/9dDslJUVidBiDFR8zlJeXZ//0pz+127VrZ/v9frtnz54S3xQfCcTncC+M2GrTpo190UUX2StWrCi7Dx/z5z//WY6Jx8EYMEYlxUYeHYmYKPfC90WPHj3s3/zmN2XRQvExUbV5/eOJf76qLu5rc6ydH5fzzjvPPuWUUw54v4ON0Yrl+uuvtzMyMuytW7fKPo8YMaJSnF1VMVoffPCB/A4mJSXJ3xU+/plnnql0P/e+jJHj7zafb+TIkfarr75a6Xmqi9FyYYQe48Z47Lzw959/Z1atWlV2H74mPP+MDBszZozsI4//3//+d4Vt1fQ9Rvi7y32bPHlylfumKIcTi/93ZKSyoih1Db1rrCB/9NFHh22brEBzWVtnytctDLT/3e9+V2GaUzycoMTXozarAkcbHBrA88CqbVUd90r18Pyxan44G1i5yjJ16lSxEWgFVjkSqAdWURRFaTQwHYFL9IkatpT6gf5aTuyihUHFq3KkUA+soihKA4AextgBFIngMIt4L/GxSPxQDKV+YbyZrtAoRxoVsIqiKA2ksphovn0sbJBTFEVRAPXAKoqiKIqiKI0K9cAqiqIoiqIojQoVsIqiKIqiKEqj4qjzwHIKDCcRMcBZuyEVRVEURVEaHnSwcvQ4h2p4PAdRT7XrEAYgDx8+3E5LS7Nbtmxpn3/++fbKlSsP+Lg33njD7t27twQnDxgwwP74449r/JxbtmypURi4XvSiF73oRS960YteUK8X6raDoU4rsN988w1uu+02GZHHucscO8n8vuXLl8v8+URwfOcVV1whYzM5xo5jPjkSb8GCBRLQfiBYeSVbtmyRMX2KoiiKoihKwyI3NxcdO3Ys020NOoVg9+7dMguawvbEE09MeB/OpC8oKKgwSWj06NEYPHiwzGCuyQnJzMxETk6OClhFURRFUZQGyKHqtSPaxMWdJM2aNavyPjNnzsSpp55a4bozzjhDrk9EKBSSkxB7URRFURRFUY5ePEeyuYqzkseNG1etFWDnzp1o3bp1hev4M69PBK0GVPDuheVoRVEURVEU5ejliAlYemGXLl2K11577bBu9xe/+IVUdt0Lva+KoiiKoijK0csRidG6/fbbxdM6depUdOjQodr7tmnTBllZWRWu48+8PhHBYFAuiqIoiqIoyrFBnVZg2R9G8fruu+/iq6++QteuXQ/4mDFjxuDLL7+scN0XX3wh1yuKoiiKoiiKr65tA4zBev/99yUmwfWx0quanJws/77mmmvQvn178bKSn/zkJxg/fjweeeQRnH322WI5mDdvHp588sm63FVFURRFURSlkVCnFdjHHntMfKkTJkxA27Ztyy6vv/562X02b96MHTt2lP08duxYEb0UrIMGDcJbb72F9957r0YZsIqiKIqiKMrRzxHNgT0SaA6soiiKoihKw6ZR5cAqiqIoiqIoyqGiAlZRFEVRFEVpVKiAVRRFURRFURoVKmAVRVEURVGURoUKWEVRFEVRFKVRcUQmcSmKohwL7M/KxuJvliM/uwAZzdMx6KT+yGiWXt+7pSiKctShAlZRFOUQiUaj+PTpL/H5818jb18+LMsC8wkzW6Tj3B+ejpOuOF6uUxRFUQ4PKmAVRVEOkS9f/hbv/etTBJL8aNutNTxeDyLhCPbvzMbrD72PpNQkjD1/RH3vpqIoylGDemAVRVEOgaKCYkx+8Rt4/V40a9tUxCvx+rxo0aE5ouEoJj03RQStoiiKcnhQAasoinIIrFu4AXu370eTVpkJb+f1OzfuwqblW4/4vimKohytqIBVFEU5BEJFJYiEo/D5vQlv5/WswvJ+iqIoyuFBBayiKMohQJtAUloQhblFCW8vzCtCUmoQLTs0O+L7piiKcrSiAlZRFOUQ6NSnPXoO7SYRWtFItMJt9L3m7MnFwPH90aJ983rbR0VRlKMNTSFQFEU5BBiPdem952PX5j3Ytm4n0jJTEEgKIFQYkuprpz4dcMEdZ9X3biqKohxVWLZtM67wqCE3NxeZmZnIyclBRkZGfe+OoijHCFmbduPLV77F3M8WoaS4BMmpQYw6ZzhOvuJ4NG/btL53T1EU5ajSaypgFUVRDiPFhSEU5RcjNSNZKrGKoijK4ddraiFQFEU5jCSlBOWiKIqi1B3axKUoiqIoiqI0KlTAKoqiKIqiKI0KFbCKoiiKoihKo0IFrKIoiqIoitKoUAGrKIqiKIqiNCpUwCqKoiiKoiiNChWwiqIoiqIoSqNCBayiKIqiKIrSqFABqyiKoiiKojQqVMAqiqIoiqIojQoVsIqiKIqiKEqjQgWsoiiKoiiK0qhQAasoiqIoiqI0KlTAKoqiKIqiKI0KFbCKoiiKoihKo0IFrKIoiqIoitKoUAGrKMpRhW3biIQj9b0biqIoSh3iq8uNK4qiHCl2rM/C1LdnYf6kRSgJlaJtt9YYd8FIjDp7KPwBf33vnqIoinIYUQGrKEqjZ/X8dXjinhewb8d+JKclw+v3YvX89VgzfwNWzFyN6/54uYpYRVGUowgVsIqiNGpKikvwwu/ewP6sbLTr0RYejyXXN2mZgcK8Isz+ZAG6D+mKk684vr53VVEURTlMqAdWUZRGzeKpK7Bjwy606tiiTLy6pKQnw/JYmPbOLEQi6otVFEU5WlABqyhKo/e+ImrDH0xsEUjLTMXuLXtRkFN4xPdNURRFqRtUwCqK0qjx+b2SPMBLIiKRKCyPBz6/OqYURVGOFvQvuqIojZreI3ogmBJAYW4RUjNTKtxGUZu/Px/DzxgsdoJEhIpCYkPYu20fklKDGHB8H7Ro3/wI7b2iKIpyMKiAVRSlUdP1uE7oP64P5k36Dh6vB8lpSXJ9NBLFnm37kJyejJOqaOBaNGUpXnvwPezZuhd21AZruKkZyTjhe6Nx4U8manKBoihKA0UFrKIojRrLsnDt/ZchUhrB8pmrsXfHfnM9gMwWGbjk3vPQd1TPSo9bNW8dnvnVK1K5bdGhOfwBH6LRKHL35mPSs1O4YVx6z3n1cESKoihKvQrYqVOn4qGHHsL8+fOxY8cOvPvuu7jggguqvP/XX3+Nk046qdL1fGybNm3qclcVRWnEpDdNwx3/uRGr563D8hmrESoqQatOLTD0tIFo2ioz4WMmv/gN8vblo33PtiKCicfjkfgt2DamvT0Lp1x1Apq3bXqEj0ZRFEWpVwFbUFCAQYMG4YYbbsBFF11U48etWrUKGRkZZT+3atWqjvZQUZSjBYrPPiN7yuVA5OzJxco5a5HRIqNMvMaS0SIdO9ZlYdn0lTjx4jF1tMeKoihKgxSwZ511llxqCwVrkyZN6mSfFEVRWKGl5SCY5K9SDDM/NlRYcsT3TVEURWmkMVqDBw9G27Ztcdppp2H69OnV3jcUCiE3N7fCRVEUpToymqdLYkFhXnHC20tCpVKZbd6+2RHfN0VRFKWRCViK1scffxxvv/22XDp27IgJEyZgwYIFVT7mgQceQGZmZtmFj1EURamOpJQgxpw3HIX5RSgNlVaK3mIqQesurSRS62DgNjat2IoPH5skKQefPfMVdm3efZj2XlEURbHsqtK/D/cTWdYBm7gSMX78eHTq1AkvvvhilRVYXlxYgaWIzcnJqeCjVRRFiSV3Xx7+fcczWDN/nURvJaclo7QkjLx9eVKhvenB72PA8X1rvd3SklIRrTPfn4ei/CL528e/smlNUnDG9Sfj7JtPTei7VRRFOZbIzc2VwuPB6rUGH6M1cuRITJs2rcrbg8GgXBRFUWpDRrN03P6vGzD5pamY+cE8FOYUwuv3YvS5wyV9oMfgrge13Q8f+xxTXp2O9GZpaNa2iRGwURv7d+Xg/f98iswW6ZIzqyiKohw8DV7ALlq0SKwFiqIodSFiL/rx2Tjn5tOQuzcPgeSAXHcoVd1v354lFd2MZmll17MhrFmbJti5cbcIZtoXdLStoijKwVOnf0Hz8/Oxdu3asp83bNgggrRZs2ZiC/jFL36Bbdu24YUXXpDbH330UXTt2hX9+/dHcXExnn76aXz11Vf4/PPP63I3FUU5xgkkBQ7L+Ng189cjZ3cu2nRNHP3XpGU6sjbuxrY1O9C5n/r1FUVRGqSAnTdvXoXBBHfddZf899prr8Vzzz0nAwo2b95cdntJSQnuvvtuEbUpKSkYOHAgJk+enHC4gaIoSkMjXBoRvytH2ibC4/XKtC96bRVFUZRG0MTVWEzBiqIoBwuTBx68+p9ISk2SmK549mdlwx/w4/73f3ZIVgVFUZRjXa81qBgtRVGUxkynPu3Ra3h37MvKRiQcqZQtW5BTiBETh1QQr+HSsAjf9Ys3oSC3sB72WlEUpfGhXQSKojRICnIKUFxYgvSmqeJRbQwwceDy+y7E3h37sXXVdgRTgggk+VFcEEK4JIw+o3rinFtOk/ty8WvqmzPx5SvfYtfmPZJUkNY0VVIQzr7pVKSkJ9f34SiKojRY1EKgKEqDYsPSzfjypalYPHWFVDGZnzrmvBE4+crjG82yO60C3749GzM+mCtZsE1aZmLcBSMx7sKRSM0w1oL3/v0pPn7iC0koYLQWx9fmZxegMK8Ix53YDz/6+3VITk2q70NRFEVpkHpNBayiKA2GFbPX4Ml7X0D2rhzJUfUFfCjKK0ZxQTF6DuuG2//1g0YjYgn/vNIiwMis2OEFW9fswANX/QMej4UmrTIrPCZUVIK92/bhmt9divGXjq2HvVYURal71AOrKMpRASdYvfLnt5G7Jw/te7ZFZosMqVa2aN9Mxroyourz579GY4KilU1b8ZO3Fk5ejMLcQmS2rPxHO5gcgOX1YPr7c4/gniqKojQuVMAqitIgWDFrDXau34UWHZpVEnz+gE88obM+nI+igmI0dmgxgGVVOVI2KSWIPVv3HvH9UhRFaSyogFUUpUGwe8teRCLRKhu2ktOTpUs/OysHjZ3UzFSxF1Tl4CoNlYqFQlEURUmMClhFURoEwZQATaOIRqJVDgnwer3mfo2cQRP6S5WVsVqJjpMCdvQ5w+pl3xRFURoDKmAVRWkQ9BvTC2lN05CzJ6/SbaxU5uzJlUaupq2boLHTfXAXDD99ELJ350rDGkU7j5EpBDs3ZKFjn/YYe/6I+t5NRVGUBovmwCqKUqfs2rJH/K2sKrbp0hJ9R/eC1+etdL9mbZrihO+NwmfPfCXRUhnNGS1lSX7qnu37pKHrtGvGV+kbrQkUicumr8Tsjxdg29odYksYespAjJw4BOlNa75kH4lEsGvTHrE8tOzQDMHkYK32g8fAlAEK9pkfzMWO9VkygjY5LQmDTxqAK355kTSxKYqiKInRGC1FUeqEUFEIbzz0gYhFdtxTtHl8HkkY+P6vL0aPwV0TJhG8+49P8O3bs2R5XcSqZUkSwSX3nCdVy4OFovONv76Pr9+YgdLiUgSSA7JcHw1HpOL5w79di7ZdW1e7Df65nP7eHEx5dZqIzmjUliSB4y8chdOvHV9rIUv278rB2gXrZV94bjr2bndIIl1RFKUxoDmwcaiAVZT6h39Wnv31a5j29iypMmY0S5OqKjNO92zbh2ZtmuCup36Idt3bJHz87q17sXTaShTlF6N5u6YYOL7fIYf6f/vObLzw29eRmplS1iDF/QwVlWL35t3oPbIHfvb87eKzrYoP/jsJHz3+uTwuI2b4QKgwhGGnD8JNf70agaD/kPZTURTlWCD3EPWaWggURTnsbF65DfM+W4SMFhkyCjY247Rtt9ayfP/NmzNwxX0XJXx8yw7NcdLl4w7b/kSjUXk+G7aIV3pOOe513479KAmFpXls/heL8c0bM3HyFccn3AaHD0x6bgoCKQE0jRk+kJQalEELC79cIses3lVFUZS6R5u4FEU57Cz9doXktXIMbDz0tdLPOm/SdzKl6kjAxrCd67PE50rf6qblW0REFxeW0KEgFGQX4Pnfvo5lM1Yl3Mb8z78TK0STBMMHklKTwKUs+lkVRVGUukcrsIqiHHZCIgyrDurnYILSUFgauzhmta6haAYsUGXu3b5PBK0/KQCv1/0Ob0a+FheE8NIf38Lv3r6nkp+VtgbL46l2+EDWpt212i/aDxZMXiwZuIEkP/qO6YXug7qoB1ZRFOUAqIBVjhhitw4vhV08GQivNG+/wAhYwVNh+TrU9+4phxH6VikKWe0sF4nlFOYViZUgmFL7pqeDgYkGHfu0w6p565C3N1+EaOx+RcNRSUZo1ak5dm3ajcXfLMeIM4eI9WD9d5uk0aogpwDRSKTK52BaQlqTcrvEgZj/xXd49YF3sW/nfvnZjtoIPjUZA0/sh2t/f5lUqRVFUZTEqIBVjpx4LXobduHLgF0IWMmUDUDhGtjFXwDpd8EKaHD70cKQU47De//5DHu37UPLjs0rVBTZyMWO+3EXjJQmqCMBn3/CZeOwet468av6AuV/+ihSS5zJV4yuKswpwq7Ne7Bi9hq88+hH2LxiG0qKSxEJhyW31R/wo3WXlhWOKRI2wwdGThxao/1ZPX8dnvv1ayguDKFNl1Yinvk7QmE/97OFUiz+0d+u00qsoihKFagHVjkylC6GXfiSecv5ugDe1oC3LeDtDET3w87/B+xodn3vpXIYK57fu/NseP1ebF+3E3n7C1CUVyQJBFyK7z+uN064ePQR3aeRZw3BmTecXCaiGfNFywDFKZMJOvZuL7dRSLLB6/G7n8e67zYio3ka2vdsgzZdW4vdgd7Z7Wt3SsVURGdukURqdejdDmPOG16jfZny2nTk5xSideeWZZm4FKusujZplYklU1dg47ItdXg2FEVRGjdagVWOCHboc8AuBnydK95geQBvOyCyFQhNA5LPqa9dVA4zzEalkJ380lSs/24jSopM9NRZ55+CU68+8ZBjsWoLBeLFd52L9Ys3Ye6nCyUHloKUApVpCbQU5O3Pl4asTcu3IndPruSyulVQJij0GdkDq+evx96d2SJgGQ3G7fQf10eybWsyfIDNbctnrJJ0hkQVVorpnN25WDl7DboO6FQn50JRFKWxowJWOTKULgOsKjx9FitQNuzwGq6cKkcR9HMed0Jf7NuZLR7Rpq0zEUgK1Nv+UDBe+OOJ2Lp6h1gJWrRvDp/fLN+zoSp3Tx4GnTQAq+askUpovMBktbTH4C7YuXG3iHAOQOjQqx26Htep0n25TdeuQNuBC60GjPGqqnnNHd7A86UoiqIkRgWscoQwIrV69O14NEJB1rwtm7oaBr2Gdcd1v78Mrz34XllqAKupyWlBjDlvBMZdOFLGzaZXIbT9Qb+kGnQd2Bljz6uc+Uo/7fR352DaO7PELkHRy0EM9OCyosoKK5vctq/LQlpMRq5LaUlYzlmrzi3r4OgVRVGODlQxKEcGNmgVvS+B8WXBmy52qXhjLX+/+to7pYHDRitO5pr98XxsWbkNwdQkjJo4FCMnDkFGs/Rab2/YaYPQd3QvGT4gEVZiA+iNTn3aS8wWI604XYv/jYf+WXp7E9kFKF7/94uXJTOWIjQlM0Xiwqa+OROLpizFD/58lVSlj79oNF594B2ZNJacllShakvRyzSEQRP6J9x3d3iiNngpinIsowJWOSJYSafDDn0NRLcDnrbG+0rsMBDZBvi6AoEx1W7DjuYBJbOB6F7ASgUCI2F5Wx2ZA1DqDXb4v/aXd/H5C98gd28ewqEworaN2R/NlyX8+176MTr2alfr7aakJ0sSQjy0FfQb0xtzPl2I1CapToYsYhq89qFDz3boPaJ7pcey8krxSvtBrDBt0ioDOzfswst/fAs93r4XJ148WhIRmAGbsydX9oXHWZBTKI/9/q8vkVzZ2OddPHU5pr0zG2sXbZR9GnB8H5zwvdHoMbgrGhrc37ULN0hzG60SvUZ0R4t2zep7txRFOYqwbPfr/FHCoc7WVeoOO/Qt7Pz/AtF9TgBG1ITL+zrDSv85LF+3qh9b/DnsgheMeDXXAJ50IOk8WClXwLL0u9jRyjdvzsQT9z6PvH0FUsH3+n1SxGcUF32i7Xq0wWPzH0QgWL23ltVR5rsun7lKqqjtu7fB8DMHo1XHFglH4f7r9qelOsuxsRwXy8fvz8qWpIDr/nA5Bp88AF6vSRAg/FP6h0v/hi2rtkk0VjwclMB4rh88cJVYDypaDfZJVXfoKcdh/KVjpRIcu90PH/scnzw1WR6TkpEslgdGbnFfrvq/72HMuTVLPzgScOTuK398W5rluL/8XU3NTMXoc4ZKE138gAhFUY5Ncg9Rr6mAVY4odmQnQCEbXgtYPlj+gUBgHCxPWtWPCc2AnfcQJQDgaSWPgx01QtguAlKugSf18iN6HMqRIRKJ4HcXPoSFXy2Bx+uVJf3YpfPSUAlKisO47g+X4dJ7zq9yO3u278OT974gQwlY6eQgA4rA9OZpuOTu8zBofD/M/mSBCFyK2879OqBT3w5Y+NVirJqzDiXFJdLsldYkDcGUgMSCebweDDyhr8SBsQpakFuIX5z5R8m2ZaZsIrat3YnzfnQGLrjjrIrNXoUhmU6WqLGLgvuftz0t3tvYMbZiN9iyVyq9v3z1zoRC/EjD+LG/3fgYtq/PEt8zhT/3k8Mj2CQ39vwRIuDV/qAoSu4h6jUtWylHFMvbBki5pMZpA/zws4vediK4OsXFb7UAIruA4g9hJ0+E5dEvLHUFX4d1izZizYL1iISjkovKJezY7vq6gHFSG5dvEet0vHgl/mAAoaJSTH9vbpUCloKVvtQ189ejVacWZSkI0agtftfnf/u6VDLz9uXB4/NKnNaa+euQnJ6Mc24+TQTu/qwc8bHSHmDbUaRkpKC0NIypb88SG8D3f3MJhpw8QMQrny8RUiuwbfiDFf/s8piqihTjYz747yRkbd4Nn88nFVyKWNoMeD5adGgumbTzPluEiTedivqGFgfm/rbt3qZs0hmPL7NlhlSY533+HU6+8gR0GxgXp6coilJLVMAqDZvIZiC8HvA0M1VXOxugF5b2A8ZyWRlAdJcMSkDw+Pre26MSejQ5NYqTqVidpIakUOvQqy2uvf8ydD2u7sQIK6X0vFL4xYrX8kYm3sdCzu4cafRKNNlr5Zy1Ir7pbY2N8KKPtFmbJlgybYVUPvuO6lk2VIDbz96Vgw8emyRZsByJS6HKBIHY6iqFJEUlPbq9hnVDv7G9ROhSpDJP1t0e4cADNouxeawm8HjefOQDzPhgrlglosGoCPnC3EIR3p37dRQ7gcdrieWhvuE5m/XRfPHuJhofzHPHc8oqtwpYRVEOFRWwSsPGDhnrAAVreDkQLTD+V2oZahgraMbSskLbAJa7WakjzDuN9Uc2VujbfOrnL0kCAJeEW7RvJkKSS+oUTY/f8wLufeZWEYeHKn4oNCnWNizeJIJy4IR+4u1s2roJsnfnyH3Y0e/mqPI94PV55H3Apf2qlqVZNaYA5HJ2PLQCRCM2ol4zlMCF2+Lzcsl/6tsz5Wcu81OEcaJYUlqSXMdLyw7NsW3dTjzzy1fknHDc7L6dOfJ8zdo2RauOzeWx+7KyMfLMIZIZWxM4bGHyi9/KueDzuOKb54EJCfTa9hzaTSrJ8VXd+oCvSVF+kVgdEuGeL3p3FUVRDpX6/6unKNXhZRZmEkDPrF3COIPyBAMqF7tQRK6NSL0NQWCljM0437wxAzs27JLr2nRpKc04x180KmFVsLGwbPoqrJqzFi07Nq/QFU8x1bZra1kunvH+PJx36xmVHktP6I51WSIMWa2tqnmHguzjJyfj4ye/EKGXnBoUUblp+RY5r33H9MKGZZvFQ0nfqsAXOwoZA8vzyy73qgRsNGzEbiIoRlnWZDU2UTcABeuyGauRnZWN/P0F2L8zW7yv9J1yDCwnjfH4mI4w48N5ImY5knbnxl0ypnbbmh1SLaV1YcQZg3Ht/ZfWyP/Jc8LmtWgkIl8cuD3nG1uZmOX29+/KkX2vaVW3LmG1mUkDm1ZsFctAPBTaPAJWvRVFUQ4VFbDHCHZ4CxBeYz4EfT1hxfpJGzCWpylsbxdTfQUtA4nEoAcoXS8690hDofHGwx/gyxenyodzhrO8zErci/e/Kc0sl917fqNtWlk2Y6VUYWPFqwuFHEXp3EkLKwhYjkplx/yM9+cib1++rPOzIj3h0rE47ZrxlRqVODTgoyc+l4lVHXq2LbueYnXHxl3YvGKrCOgda7NEiMoXAlfHeixpruLY1Q8f/1zEXNturTHghL4IOJXADr3bwbI8MiCAjVKJhBWX+2PjslxY6aRIZ9XXHR3LZjJuiwKSMV4+nxfFecVo2qaJCFjXWsBRtBTdxYUlOOeHp4uftqbvA07w2rp6O9KapErT2L6d+2U7HGfLbXBfw+GI+F97DO2KwSclzoytDr6urKyzQY4JDy06NMPw0wdJVfdg369jLxiJ9Us2i9WE+xoLvwTweIaeNvCgtq0oihKLCtijHDuaDbvgSSA0G7ALnE/9FNiBEbDSboFFb2lDx9ua7ToMQuI6pWMfoK2A/w4CnpZA6RwAPzriu8Ysz69fmy6B9a54dSt3ufvy5bbBE/qjz8ieaIxQNMUurcfDxpxQAW0ehtKSUvzvvpcwf/ISpKQlyTI8RT6bsd565EPs2bZXMk5jBdK0d+eIJcEVfy583tadWkiWaFpGKlIzkyVxgFVJimL6LI3P1IONS7fglT+9LY1Xrrd11NnDxL/aoXdbtO3WSiZf8b/xFXHuSmbzyhYE7jcrqBSrfI6IHRVPLpfK7TCr/8DO9Vmm0x62TNdyoaimfYAX2gu2rNhaK1HI5+H9WRXmlwQmImxZuR2hwhJpEuNFbBS2jX079uPRW57ExXefK1PGagKr42xsWzJ1hWyL1VMKYvp3mS17+c8vqODfrSljzhsuAxu4XVapU5ukSAU8Z2+uWGouvPXMBpGWoChK40cF7FGIHdkOm01NpUuB4q+A6G7TBOVpB1h+wM4FQlNgR/cDmffDoof0oJ9rp4mzstIAb8e6qTRSpDJxwPaYQQgiXgkrcREgusdkwtYDjF4KFRWhRTu/GbRgpUq1j1DQbt2bh9kfL2i0ArZN55amd86pPsYLPHoeew0vz+9dMHkJFk1ZJkvJsZ5TilMuwU9/d64Iy1ihtWruOkk24FhXVnV53oJOxZciikKN+atd+neS28VKYNsi7Hg9l++5b6zuUURuXrUdO2aswvKZq0XIZrTIQJcBHcV7yYolH0dBykqx1+eTHFlWDJkrS+HpHhuXwpljGkwKyP5Q9PE8cB/saBSRcFi2WVRYLNXGqqKzgkE/dm1x84trBivePYd1k/OZ2SJdjo3neevqHfIlgI1bPr8f3QZ1kefm0IDH7noed/zrBzVqkHrz4Q9kClnzds3KBi7wmPkaffXKNBGZrJbXFqYp/PCRa/HZs19h5vvzpAIvY3cHdMIpV52IUWcPrfU2FUVREqEC9ijCjubALngK4MQrWgZYsWSVEl4gwuplNsBhAZ5M4yUtXQKEZgJJJ9f+ucLrYec/AZSw8skKXABgpmvqD2AFBh3W47J8nWGLWC00x8J951uXYlnUVR4Q2Q07suuITuZidXv7yqnwe7OA0u2OzzIImxVjT2vjVQz6y3yxjREG/VOMMN+TDVyEIodL2jl78qRqR5Gyau5a9B7RA3M+WSBCKFHDFKtx2XtyMXfSojIByy8AG5dtlsoiq7msKO70meplWbVUkgY84jWmSGR1290PXmgLYJWUbFy+FQXZBfAn+RGhIA36RKzSptBzWHccf+EoqRCy4tv/+D4yUIDH9cS9L2Db6h2wvKzsesUywO2wysslfNf3WpxfXFb55HFS9DZr0RSBoK9KrzNFcKKxs1XBiuiSb1eIMDcCPRet6LdtliYimnFarPhS1FLc8n1GEc5q8af/+xK3/eOGarfPUbWMA0tvll5hWhi3w/NLYf/1G9Mx/rKxZTaM2sCpYhf9+GycecPJIpJzd+ehZeeW6DuqR6O10iiK0vBQAXuUYLORKe+vQGgWYOfEvLy2c4mYTv3wOsDfz1Q1pcl/GqxaCtho6Rpg/61AdIdzDT+4bSD0lVR+7cyH4AmOOHwHx3isgqcBe7vjg41d2qRA57FE5fmRcmQGGtjRfNi5f0JK6maESwOAFXDOcwiIbALsUsDXUXyGqRkHX+Gub1iJu+gnZ+ONh97HtrU7ZDmYYpbCjZW1tKapElH1z1ufwiX3nCeVxtioqlgoXlhR5ZI3WTptBV743RtS9SzxmOYkCmKKUfGdFpeIMKNntuuAzlIRlaYpRwTl7c8XUeuFVwQm/12QXShRVRSTrJZSZLfr3kau42QoiioeTzw/f/4OzJu0SIQjq7H0tnJC1oYlW8Qj6/HSFuCT0bJMNGCsVjhUKsd6/m1nYvJLU8UTGy/c2WRGG8CIMwfX6HxT7D7/m9cx59MFImQpBhk9tWHxZjlPfG56hZlDy310z4Wbtbpi1mqp0FaXCrH+u40yspZZrYnIaJaOvdv2i3Wjc98OOBjYgPf6g+9j/ZJNTvSasXWcfMXxOOOGk46KhA5FUeoXFbBHCyWzgJIFpjrJcasSLZXvtGtTYLJCFTCxVFxy97Z37ATZtX+u3D8CUeZOJhvh5kZaMSWAdoW8B2AH3jhs413p07V9fYDwBiMQbX74sfpqvJDgcAT4jBg/QgIWoS+lgj1kfAss+rYUpaUW/AGeZ1YRS4FoFkqKM0W8DDnlODRmJlw2TiqiH/z3M7FDsPJIIdm8bRM0a9NUXoq92/fjrb9/JFYBVi+rIhqOILN5hmzjixe/EQsCq4vrFm5EaXFpmU2BtzNftSCvCMcd3xcX330OHr/rBbEZcLQrq7XiA41GxXdL8VaUX1ze5OV4aKVa6izJ898LJy+Wca3xsJrJ4+TFZe2C9di2xjRwUXi7MVAUkFZpBCVFJfJvLu1nbdqFRV8tlapmerNUZgWI1YEZun1G9cSw02u2KvHF819j5gdzxTvMjFdCYUxRysqp5fVI/isrrxTtsUgyQX5IxGl1AtZNA6iqGMrzxnu45662UPj+985n5fVzo9e4LQrxd/7xsYj0C24vn0SmKIpyMDTefB+lAnZouhMrVWQEpXw6UejFZgOFTRc/rQTmQYC3vOu7JkRLNwDhxaapyuOIV7g6mZU3vwwesEsX4rDHaXGMrIhVLmt6AU9TSVSg99aIcVoMjgx28Zcy0nbohBR07e9D1uYoCvPNsrJt+1CYF0bWxu3iRxx6auPvuh54Yj/0GNpNhGz/cX3Qc2hX8U9S7FDU0XtasL/ANDRFbREp8VBgUnhS0LOKu3bRRqn27dm6Fx6fR5bv44UWrQUjzhqMcEkErTo1l9GpS2eskjD83Vv3iXeWYrpjr3ZiGYhNEmC1mMLVrVJShObu4xCMmjHs9MHSFEaRyjQCCmZWiCkQeTECz8YTd78gld+RZw2V69hQtm7xJuRlF4jnk57QqiZtxcIIsalvzRK/rSteCc9ph17tJLaMR+ILmIpzpccXhMQ6Qc9vdXTq214a7LjPiaAlhJaHNl0Pzo7z1SvfImvzHql88/y5lXe+X9h099XL38poX0VRlENBBezRAkUpRRyX0l3k57LEf+c252dpOPLDCk6o3fOULjAVRlZzEyHWhFKgZMmhHU/8ZqVi7AO8nYDAYMDPSy8jYsULWwgwbusIIFOgWGm2kpCcZuGHf0zBgDE+FObY2LEhih0boyjM8+C4Men44SPXyDLw0QCFGQUhfZGJOva59M+GLP6by/X0u1LMSvVtd65UaQefNAD9xvSSaisFJkVXUV6xCDxWQbl9hvJzTCrFGL2lL/7+Ldx/8cOY+eE88a7ydloX2LxkKqMmDYE2AebHEneca2zmKO0cLTvUvAN+zLnD0G1gJ3n9KLz4+MKcQvkvyWieJtVV+kZXL1iPNQvXIzmdgzUsc9xRU0XeUsMpWaxccmBDVc1grG5TuNKm4U4ic+E5pmeWXzRYoa6O9j3aiv+XGbLx1XJ+yaBYP+GiUQlFNyvmtFnM/+I7GaQQvx8U4RwXm5aZklBkZ7ZMl8o0v4AoiqIcCmohOFpgZZLJA540IEyPIT9Y/I7QDDk/c3mbH74UYPuApNMBfy27gh3vbMXKbgzuB5p4QmOujhYCJTNhl8x3xGZnWEnjYbGprCYETgSK3nXsD60qrn+KGPfBSjoFRwKJN/I0ASJb5efmbT346aOpWL80go0r6DW20aV3LrqPGA5P2qFNqGpIsFmK3s942IlPHyxHpcoSvnTpm472Jq0yjDhtloZTrz4BF915johOXs9mrB3rdspbxhU7FKGE1gARU0UlEuXFRizTcGSJ6KIHlxOtdmzIQu7efGxZtV0ErW2bx7ESyyzWJq2NmOO+ME1g+Bk1bzBkFfJHf7sOz/3mdWxYuhn7tu8vyzflbfSg0q7A/UpOS5ZJYk1aZki1lAKc1eNNy7fiyZ+9iFsevhb9x/au9vncLwXxotCF54jCnV8g6BGmzYD/ZtMVY8o4WGHiTTX7HbjiFxche1cu1i3cIFV0Ts/ilwM2y404awjOuP6kSlPmvnj+G3z5yrcyzIHvA76uvUd0x6X3ni/Zu25+LV+fqnzQPF88TlawFUVRDgUVsEcJVvAE2GxiYpq/VF4pWt0xq7xHeVanxF2lXAwkM2C/ls0UFLxWqjMBy0kCqAB9iElA8ISya+zIDti5D5QPUuBzlsyAXfwRkHoVkHThAbuTLV8HIOVq2AXPAOFNJkmBaknEKw/1TCAwGkcKK3gybGksKzWVbMtC9+N8ckE0B7CDsIJjcDRx3Al9sXT6Sqn2uYKTVVd6RYvyzZekpJQkEaFsNnKrq1f+6nsYd/4I45d1oOAbdc4wvPHX9xJ8GbJFKNqRqFRWKVYpshh5RShmjS90n/hBNy3bgnbdW0tlj81NxflFYiug5SA/uxC7t+yREbSs/CaaEFUVbBKjsLvziZuxadlWPHnvC5Io0V6Wxs0oWcJK695te0W0S2qBI8K59E9hR7H58RNfyPNX9z7nMcjY3F2mCZP/5f7zERSubOJq3rYZLrnnXMz4YB42L9+K3NI8Od/DzxiM828/S6qrNYFV2jsfv1ka1+Z8ulBsA2zYG3n2UBmK4A/4pdK8bMYq8Sd/N3UZ1sxfj/SmaVIJ5uvCLywLpyyVivBPn7hZfLc8/7QNMMHBTYuIhZVx+msp9BVFUQ4FFbBHCxSWwZOB4s8BKwOw98d4QjlKMx3wtACSL4CVeh2sskpq7fD42iEaOB4ITTJ+WxHJrOwyWogiJgIEToDHZ7IobTsMO+8RILzSaRxzKjOyDL8HdsHzsDztgeCoAz63lXyexFPZxR8D4RVG+Ph7wko6EwieWnsxfigknQaEpgLhVSZjl+eX5znqnPekicafexTBytxXr06TpW6ORqWA2bpmBwrziuV2ilou71OkUfix0lqYWyhRSufecnql7Z1x3QTM/WyhhN4XFxaLaGLlVbysrHLTHuCMTuX0q3IsEVBskKJAZMzVkJOPw9k3n4rC/GLM+nCe7CcnQnFCFhufuKTNFIM/Xf6oxEOdd+vpCCYl/h2g/YENZozeonhOzUjBkFOPE0tDetPUCv5UQlsBl84pMClmY+G+N23VRCq4rBJ36tO+yvPLquX4S8bgxd+/KSN4eS6kqc2GeHdZmWUM2PhLxuLEi8fI9jgKl1POWnXiyOXaQWsEt8NLPLu27MHT972MDUwRKCyRcbhuqgKPn3YPCtSktCSJ75ry+gxccte5UhEec+5wfPjYJBHA8VPX9u3Mlsr4oIOYHKYoihKLCth6QALvudzPrn02Ufl6H3I+ooi3tNtFJNrFnwERVgLZsBIGPM1F3FpJZ5RltMpo2ZKZRnB5MoDAKMDbtWb7kX6XNGohstZM9+KAAdei4BsApP+u/L48ThGvbSraCsS42FKqqXbxJ7BqIGDlYbxfYKSTsMAUgoyywQFHEosWgoz/M7m7TH+IbjaWcopZVrZTrjjqMi9Ztbv5r1fj6ftektxXCldWWisONiiW6iqD/vkdhedg2fRVKMhhRS61wvbYwPWrV+7EL878Ezav3CrVOYpgNoTxcWwE8vi8CPishEvRrARTJPG7ExufuH3en9FZjIESSwO/23ktaRLjkveuzbvx3K9fw0ePTRJBTvHGyrL7WrHi+NTPX0KOeFHTpdrLfVs+c5WpE9tGxLEK6WaosrGL+8JtuAMYYgkk+5GzN69Gy+bdBnU2leuCYjMmlyJesnAtBAJ+ZG3cXRaTVZ0YPhRoJXjy3hexbtEGtOzYwsmj9Uill2J284pt6D7YDFBgxZlCePZH83HB7WfKl5CTrzxefLIblmwWPy8FL7+UsKLMhrjzbz1TXntFUZRDQQXsEUSqkYVvAcUfmqgrWU5PAhgRlXYzLF/NxkBWhUWBmHKZCCiEKahswNepbNIWhXO06HOAApfCUh7kZMUWvmk8sRxEIBaERPtvA6x+Fr1vrALgh1ChsSx4OwDJl8BKnmjEnQvFqyyzV9HIRPEcXiEeWcuTUsPjZLJ9/X8AWt7WsChiea4jHBzhBfx9YYm94eiEqQrjLhgpFUUuFe/bkS0xVlJps9koFZGl9/Ll9Sjy9uVhxZy1GH5aZf8pvaS/fvMuiV1isxOFKUUOfa2kZcfmImxpF7AZX+VulzYGj/HDsgLbf1xvea4Xfvs6Zn4wX8SS9PZRcBaVYm/BfvGwsorK6+n/ZLPR0mkrJdKJ+bA8jtcefFf2lyNoKdZ4nByV6wv4JZc2atsSZ0VPLad7Ubxxf+VXmYIz4MPGZVvEC8qqMeOuKGrpiWXTV3WsWbAeD17zL6mqun5jimOf30K7rq3RomMz7Fy/C3M+WYiJN52KuuK7r5dJ5ZXxZqyoUnyy6s3XhueaTV4csNCmi0kpEGFbVCLniwK2SctM3P6vH+CjJz7Hgi8Wi2eWXwR4vs647iSxOyiKohwqKmCPIHbhS0DhG85oVFZPuPReCJQugs1s1Yw/GK/nIWJRFLNDP/a5iyfBLngRCG809gIJoAiYCrCHvrkcEaa2lQ6LvtSE+/8GUPiCieLitClvO1PllSpuG1PhjRWv8qADZUm66QgHlznZELB8neSLwrEARd7Mj+ZLBY02AgpIChT5csMIMWcJ3eOzTA4rXRWRKF7+41visUxUNWQ81H0v3CFTuWa8Pw+hopAE/3NiFj22XHJmVZUCidVMGXhQGhbxy+YlCqLug7pg9bx1MnqVb+3iohAs7oqTaWrizejBjEpFkCkIFJeM5+JyN5uRKJp3rN8l1U0+x84NWSLWgowG49StEgvRkogIah732gUb0LFvexGcFK4UmzvW7xQxS/Fq26VioeBjR00cKrFSVUFByMovkxpov3AruTyfPB+8nZVpr9+HVfPX1amAZRWaVgh3Chdju0xEn23sHB6PnHdXwPIc0XMcO9WL+a/X/u4yGfLALx+s1nIohQ4wUBTlcFGna69Tp07Fueeei3bt2skfvvfeY8NG9Xz99dcYOnQogsEgevTogeeeew5HA2xkApuWWGWULnqnAcqTanJMI9tMU1NdPHdoGuz8x5z8V1ZDmd+a6mjHrYC904mjSgKKPzUWh0r7nwUUv+WI73bmvxJrxSzWTkBkvVgBKiFVZVaoYprIYonmAt5uZn8OdBzRbNjFk2EXviM5rIn282iHS8vM0GTn/8EiVdH9+bKtA0Fv5+Kpy6XRZ+2iDSJG9m3fJ15Q0rpTSzPmNRKtEHxP7eguqzdv3wzZWTmY9AybDCvCBqc3H/kAPzvt93jsruflubas3I7lM1dLNz83xGpq266tRARxeZ0NQtwuhejoc4fjuj9cLj+zcsj9zdmVa2zfHo8ZahBjS6XlgRcRtFFb/KO0Qsz6eL4cG/dZEgSKSpC3v0CEKe9HO4I7rpZpBqz+FuYXYevq7egxpCvGXThSms4YDUYBygqqz+dxhD09rPll8VuJ4IAIZtxSBMZaT/glgGKW+8Oq8ZGA4p4eZJeM5hlyHtgIZ3aKX0zMSWXFndXmMecNF89zPKzG9hjcFR17t1fxqihK46nAFhQUYNCgQbjhhhtw0UUXHfD+GzZswNlnn40f/vCHePnll/Hll1/ixhtvRNu2bXHGGWegUVMyG4jmG7EaD/2rVhoQ+hZ26vUH3WCVCMYK2UVvGQFJkSoTtPxOeoAzmYvilEMC6N+MbDcNUvSZVtj/WY7YTFBpFBsCxe+HiPqHSUXSYpwXCQwDfF2A8Fpn4IA3LrvWCyv5rGr9osa68AHswtdN/Jc7PYHe3pQrpGHqaPObxsPg/8kvfiNCUgLrAz5pLDrt6vHVVvbiq6ffvjUL096dLWKJflN2xk+4/Hj0Ht690jn/+vUZ+OzZr7B3mxkYQAHZplsrhIpKpXmHZLRIR7O2TUT8xQpFEa+wkJQWlM54VunmT16MgZ8skMlMXfp3lArr8797A9tWb5cUA3GGWJZUWlk1pXBt3aUVAkk+ZG3aIwkCnHJFXybjsEadPUwquu5rzxQC+lMpFN2JXhVwIpA5QYvHEkw2Qw4oWDct34ZOfTpIlZH7Th+oiFm/X3y9rmWBsCLL4+LUq6TkADr37yApBRzyQEFXlFuIsB0W8cwqMc/P/qwc8QIzB5f5qXMnLRI/KxvEBpzQF4u/XS5NYEwbMF5ZN7vZnBNe2MjF/e49vAfqkva92iEanWdG6HrM+WG1nc17fO+FS0sRjUSwfNZqec16DOmGCZeNrdN9UhRFOaIC9qyzzpJLTXn88cfRtWtXPPLII/Jz3759MW3aNPz9739v/AKW4pUfSFU1HIlo5ZhUZmkePgGLyEZjG6DYY9OTebKYO1DEFgN2LmBx+Z9pAglGgTIaKtH+S5rALiC6HYiEgJx7YXubwg6cAivlEiNk0++CnfsXILLZifhiRZZxW0Eg6SIgML76YwjR/vC0sVzQayupB2EnxeBJY5k4Qhmw9QE9l/+87SmpTLLzmz5EVsmmvDpdRNFt/7he4qQOJF6f+dWrmPvpQhF3bHiiCJn10XwsmbYS1/7uUow4c0jZ/Se/NBVvPvyB3LdFh+Yirihe6O/M32+qiRRfFFb0xVLgcpnbFbGsxnFZmVOfZCzslr3I25snXlfGS3HAAEP+uV8UfRRm4iWFLSI0d3ee5Kzu3rwHl9xzngg70nNYN6n6JoIxXWEnmJ9pCKwYWnbMe93RhPSWpnJoQqr5PaMlgCKt39je0nTEdAP6Onns9H/SGiDjVaO27CNFnYg7r0fO46yPFiBSEpYlfnbn8zzxcbwvXyuTe7oTm1dsxdbVO/DpM19KcgHPEfdl6lszZXIZl+wZo7U3Jm+27HfVglSBmbowcmL561QX0L4x6bkp0izGZjXuvxkRHMb2NTsQcRr0eD543ni+WDEfe96IOt0vRVGUBuuBnTlzJk49taK3i8L1zjvvRKOH1U3xkbFzPsFSGoUr/aM1WEqvDXa0yBkh6y8fwcqfyyZpOWUp8aoyU9WxNFTa/4zy+7kiVkyFW03VVsRx0AhlivWi12BH1gMZvzLNaU0eBIq/hl0y3YhXX3dYwZNkolb11deQaXwj9N26iH2hjTy/VJiDJ1bZfNbYef/fn0qDEyutZcu0Gab6uX3tTrzx0Ae455lbqz2PMz+YJ80/TTlYwJkMRmHJCVMUyK8+8C56j+wh3lZWMj/731fyXKyWunB5u0OPtlizcIPch9O16CNlpZEh+ryO26S9oFPfDtL1TyG2YfEmFNAn6vNKJY+sX7xZmqV4DKxuctndYCp+FIHsfuc2n/7FyyIOeT/mkB53Qh+MOW8Eeg3vbiwCDsNOH4g3//ah2CtYJeX9KazjofB0g/cpXnm/QeP7S8rC+EvH4uMnvxCtS/Ep41b5nc6i/5P2ATPdTsL6kwNSdeVEK4paCla+BrFeUPc883eF3fuLv10h08XYJOa+XqxOM/KLma6tu7QU6wStCTwHIpzpvw2FpfJ83e8vR4t25a9JXUCxetm95+PlP78t7y9mu9J2wi8cPHctOjaXfaC1gV8UWM3n+6d9jzYH/CKlKIpyVArYnTt3onXrGJFCj13r1sjNzUVRURGSkyt3sodCIbm48L4NkuBooPBFM4KUwisWVjztQljBiw+LCLMphou/gh2aDDAui/7baIFZyqeNILLLvPQiRF1BzditfZLhKk1J8XBIgOdlcx9vi3ILAKuqIl7lI9/Eakm1Nx0omQeEvgaSzoRFAZ9yEayUA1tJKlC6EojSo1vFCFA+F0U0hyT4+9Xg3LBVfg0QXm3Eu68X4OvRYC0ItA7Q20kfYrzHkOKNVcd1323ExqWb0fU4k72b6JinvTNbXm6KV/7MpihW2DhogJW0PVv34plfvoJbH71eIpAoytp0qVzppKCiCN23c78sszMHlsKUFVlGKlHEdR/YxammQsQNhRgFHv2mHBVLWNHl+WfjlDudKeZZ5H/MIpUgjYBXhCSjqFjB5MSrL1+eJhXTq39zsfgrCYXfhMvG4N1/fmpsAilB8btSRLuIKG/XVEQmq567Nu1Gux5tMeIs0xnPpiMK2qlvzhTPJiukFG9mEliyNGfJxCpAmtJ4Lnkb94H5saw6x8Pj9wV94veNlIbR1BHxLtxPnlNWaJn/yman5NSu8hrQh8tjadIiE/c8e6tEfh0Jxp4/QrzLPA9s6pIILL8X7fu2R9M2TSq8XkyK2LZ2J6a/P1cFrKIox6aAPRgeeOAB3H///WjoGAF3lckNDW91wu+5lJ5vlud9vYHkiYf8PHY0H3beg0DJXFNt9VD0B4BoFlBaBPi6mmqvzfQAy6nOJplkAgq5tBsT77+3Deyk84HCV4DITrNt+lpBccDtUAyXmnxYD4+nq1zHZisZNHDQB8R9ZcW4KmHvN1VtGapwgE1FdsHO/7eTwes0MEliw2DJ0LVcYd6AYIA8G5OaV1F140QohsPTg1qVgGXzUdam3UhJNzFlvC/9jFwG91NIej0oLSjFtHfnSCWUTUkkUVMO4dI2K6E/+POVYingtmltYITSdPprt+6VpXCP1xKhyzGkFM4tY4SbxAD7PGIfiNoREYKxoqhUfJZmiZoCm8vUsiSfzJGnYcmVXTVvDR776XO4+3+3Stc7H3/Dn67EhsWbRYRTvPI6VoSTMpKRtydPlvZtWCK8Kbg79+uAG/58VVkuKY/54rvOxUlXHC8RW5xU9fVr02XZnFaCcDgsx0nBSW8rvbnte7SWEa5P/exFWf7n9e6xUOyy6a7nkK7Yvi4rocAltFTs27EfpaVhGQxAscznodCm4L7s5xdi4AkH/oJ2OKEvmhdWqZ+672XM+WS+VJzj4bHyi8mKWZy0pyiKcgwK2DZt2iArK6vCdfw5IyMjYfWV/OIXv8Bdd91VoQLbsWMDrQIknS2eULvwXeNNFTtBKpB0DqyUK43IPUTsoreBkjnO4ABnKdOfBpSuAuwcILwO8HQBrD1AZK9JJPD1MlOukk6vdh+4jzYFa/6LgL0jJvrK46Qa+Mu8qYimmecXsXsIxyPTrXKByPxyQc5qLCuvLCmy4svn8bSufjvRAth5fwFKlwKelqZpTW7IN2Nt8/JMjFkNs2iPFBIWzwpnCYVTxV9XVhCZbUpxN+m5r2XsKJfR40PiKRSZ00ohzGokm4eIWw01VUSviFDGUKVkGm8rn9OtpMbCJW8+lg1gsb5ZwjiqT//3pVTkeD+KH/pKWaGkpcCFHlRWgWUkrW3LUr+pyprGQ/dnN9mAVUpXUNMrGiouQWp6qgjxGe/Nwbk/Mh55Vk1/+cqd+N8vX8F3Xy8VPy2PnRXg1kO6YPjpQ0QUky4DOmHgiX1lAlY8FMScisUL7QYfPv652AdSm6SYarjX44x8tXHKVSfKJLDv/fRcsXtsW7NTzrkMZvB5RQRSFD96yxOJm8scEchUhZOvPEEe54rBUecMlelbjAmrL3jevbLfB1qliB8JrCiKcowI2DFjxuCTTypGMX3xxRdyfVUwbouXxoBUZYITZJneCNiQCM1Y0Sih+KXzndSA1pIGYDFqqwZQpCH0JZVmuXiVJw4C/j4y9UosAPY+M1ggeDaQejUsf5+aLaFzqT40HbBoeXAGIIiflh4/dk5T/FFwlDjV2RQZ9WrbkVqPeZWhD2zcKnjWCG/ZrgeI0pOYA3iyAW8Xx/Zw4oHzc+m9LV1ecZytnJt08zNvY9JC0sloSHTo3U68r1xejvVW0h/KUaJuYD6nJq3/bqM039z4l6skusiFom7oaQMx+cWp4t3kcr/bwESkw95LO0IT5O3Lx451O8X7umf7frTu3KLCe4NL6nnZBTjlyhMqTdYiFLRDTx0olVk2ddGWQBEX7wtltivtBUX5RUhrkibHweldtAuwu9+FAppiNrYaTBHIPaLQo7BlfqwrYAkbqX78nxtlMACbi7gET48uzwErx7XlgjvOxOaV27Bk6nLs2bpPrAysjnI87fm3nYXjLxolSQUcasBMWop3RmjRs8qEgUHj+xnrQofmIrjZ/BYPH89tDjttEPqOangjiDl5a+aH8+Scx1fm+QWINok+DXC/FUU5eqnTHNj8/HwsWrRILm5MFv+9efPmsurpNddcU3Z/xmetX78eP/vZz7By5Ur897//xRtvvIGf/vSnOJqgmGNjk+XvVyZe2awUzfsn7Ow7Yec/Abvgedh5f4WdfRvs0IyabZheURF3CZYpKdLc4QniWQ0DkcVA/iNA8SfGG3oAbHp4OXHKynA8tCnOW4gXdrrkO0LW2T7yxSPLZXsK0poiGZ3MrS140hkZS6EUK5hZ5d1l4r68nWClXnPgbYZmOikKlattbuqDXVLD83wEofjklCgKOXpCKSBYSaWgYoWTYqJDr7bi/2zTtZWMSuUMewrcWFhJpAeVS/rmtXaag0pNKD+FHSuwFJoUlhfccZY06FBwMaifNgRuk009jMU64/qTqt5nn1cqhsNPH4xR5wyTqVWxGbHEja/i8VEfsyGKFV96XTntis/NfWJ0Vvx3KzOUwJbxsKxKF+QWVXr/cvu9hnWXKVuX3nu+NGcdjHhdu3AD/vL9f2HN/HUi8mm7YENVq47NcffTP8I5t5yGhV8txe8uekiazb55cybWLliPDcu2yBeFAeN6S4WX54RjaynGC3IrjpTla0qvMydVsYLdEKEwpwCnXaRC3q8zmSytSQrGnR8XvacoitJYK7Dz5s3DSSeVf9C5S/3XXnutDCjYsWNHmZgljND6+OOPRbD+4x//QIcOHfD00083/gitGmDnP2nGtDKJwNPJmATZ3BXJgp3/qKQAWP4BNXg5LScpIP4JQqZ5CYzpauWIWQrBLNgFj8GihzTl4qr3j41gJQtME5iIVF5JMex3fLC2czHNOSZJPsNM+eLoWnpiaVOoCeGlZtwuRa9YExib5XV8riWOiKWATgMyfp246azSATAmrJoGOfqRaVVogDDWiBXK9//zmSz/Mw+UP0vzT8cWZUkBFElturbGzvVZmPvZIpxy1Qll26DAvfHB7+Ph6/+DgpwiEcFcuqcoo0js2NsMG6FQ5ZL/mHOHy/ZpB2ACglvtHHv+cJx365nyvDXh9GsmYPmMVdLAxOYf2gh2btyNrE27JPQ/tWmqDBzwez3odlxn9BjSBb1G9MAy+k+/+C4mnaA8F1WsDX6fWCXoEe7p7PvhZseGLDxxzwvYu2MfWnZoYfy4ti05rVmb9+DDJz7H6ddOwHO/flWGIbDKS9uDex9OFeN+/eCBq+S/4y8dI5X0GR/Mk0lWzKGlyOU555eQa++/rEKqQkOC3l16ninS6eVlpVzeL/zy0ywNl//8Qsn2VRRFOSoE7IQJE6qt7CWassXHLFy4EMcSNpu62K3vyTQC1oWCi0Izsgl20QcHFrDMSOWgAfG5xi3v0otKvyiSTRyVLOmzgaedpBJIFFXSyVV7YJlcwMYn8Zp6yxMMaBOQl9id6mTmpsvz+Hs7Ptgi2MWfOgMHDvyWs0PfOvvKiimFK6u7ThyYG/slFd9sU4lF4ualSuemdFk1T1riiPoDvE6scvOY6BtOVM2tAygUWL0bdtpAfPf1crz8p7elqkfRWS7wDPRmcol91by1FQQs6Te6F+584mY8dN1/pXpJHyuX29kIxudgZY1V3ZETh8r9h55yHAaf1F+sCryeFgOOWa0N9I/e9s8fSKYsJ3nRH0qbAiunFNUU33xeNqJxOtigCQMw+pxh6DG4CzYs3SzpCBS49LLyuGTIgRPVxUYuVkTH1lHlj8kNrC4y8sodYsDzxHNG4c8mL/qOmRTACClXRLv34Z8+eorPuH67eIApuq/53aUYOL4fZn04X0Q9fa/DTh+MMecOk6EHDZneI3rgvhd/LFPDls9ahUhpVL5w8PViVV5RFOWY9cAeK7BJhSKszBdautCJn0o0pYvjZjPlPnY0Bxb/XQWyveTzTMU2sru80SlKuwCFnm0isOIHJbhRVKFZVSchiK+WqQkcRcsGrQwgur98pKztcYSlM6iAqQquD9fKNAKa1V4+XvyxjLDqndi7KvvqnBvJ0CxwxGuMXUFuKwLy/wu7yd9hxQr/RLsfHA87NMWxWMSdQ15nJcGiPzkBNsf80otbwtep0IhqTzvYyRcC/hFmidvTDFZVQyoOE/ScMt5o8kvfSEU0Xry6UEDx9kQMOL4vRp87TLrraRdwxSs9jOyWpw3h+AvLBSErgp37HsBffAA4Leuup34oy/F/u/lxJKUG0KFnO/HTshGKaQP05NJqMOm5r6TiTMH3o79fh9f+8p4IRbE+RE1SgdfvEeFYkLNZBhsMP9NEYNUWNr8xrYADAujJPe7EvmWNZhTJrGKnpCeViddYeO54vpZNXynCPlEFmMvq252Qfzfqi1Vy+lx5OdLQDsJj2rkxS/J/+V5gpi69tzWFzW0TbzxFLoqiKPWJCtgjiF26FHbxJKCEHfU2bF9fWElnwI4WVz+lS6KiGCdV3txSJcFTYEX3wS56w8loFQVmBCCrq1WNshXrQTVL6L5upmmK+alcsqclIExxmetM7nKarChoWQX2xgpKM8DBRFitiqmupsIOjoKVektFYS5ilBYBZ2KXiNfYxhFnOVmE8XYg9A2QfH7158U/BEg6Ayj62Phq+VjZlNMglnQe4B9Y6WF2ZCfsnN8DkQ3m/Hnam+OlHSP3/2Q7Nm0VrPBS/AdPq3MhS9G2YcnmStFThBVJildmsSaCgvT6P14h6Qb0btLTSgXOpW/6Vq/+7SW1rrLWBDMiNiTTnFp3aY2szbslcipcYoQ2TxmX6Lnvm5ZvleleHIZwx39+gCfvfQEzP5gveawiYvluCPikaSp/Xz5mvjdHuvdrCrfzyVNf4osXv5FqsDmFFlq0b4qL7jwHoyYONeNki0qkalrV8fBtyFiuquLG3BGwPOb6hO8TNvB98N/PRPgz3oxfGpjxyqrqTX/9Ppq0rPqLsaIoSkNEBewRgsJVfK4inljBtEx8U+k8qeKZSmNJ4iYjPoZV0gNUGcs+WFMuBQJjTed9dC9s5sAWO+kOCaeAOYMIpDmrqu16Zbt23sNAZJuJoeIQAFZhWb2lELSaAv5elSu8knxQaAYbSAQW/ZOO+C2eLJVlZPy2bEneCo6FXfyFEa72nvidLa/0+tqKsLdD02EdQMDKeUm9BfB2hs1zQU8v8XaBlXSWGbaQoIpmF31oxCtFudgZeDzbjX1BBlDsN69NeC3s/H+asb2pN9fpYIQx547A9HfnYu+2fRI27z6XjGzdvFuqidWNG6Xwu/Ev38e2tTuwet568WEy6aDPyB5VirGqhKAr0moCI7woCjl0QYSjx4KfEVc+DjJgJ35IuvEXfrkYsz6ej3mfLZKUgh3rd4nPsn3PNiJgKdIpdinG2VQ05bXpOOHi0VVWEpnFuvDLJZj/xXcyOIEeYk7FymiWhrZdW8l+sBq77rtNeOD7/0DPod1w0uXHi2eX/l96hCsdu5PcwNtYwaVlIB56W3lg7vSx+oJfVN5+9CPZX57DsglgRSUypOD537yOH//3pgY7zENRFCURKmAPEZvTqNj840mr0j9K76Rd8D8jyLydjXglMnZ1H0ARy1GtkSxTyYv9IGHV1S6GxYzWWnguZWned5n5t9QYbaDoTcDmAIU4kRLda8Qxp4VVt83gONkfk0bAfFfH38xRsRTJFLIVDtx2hB6bvqLOscWMsLU4OjfJLM1z8AK3T/xDJT4MJd86b1FWYWO91F7nPDYH7CwnqaAG54QV3eRzRKzK/os9o3WVvlwmQ0h1V75wuJYGDoBwBjlQqLsVYp5vvhfYiMd9D9TdvHo2y1xyz3l48+H3JfSeXlaeHVY4OZr16t/UrIpK32JtvYts/uJY2unvz5FIKS6xjz5nOMZdOFKWl6uC4prL9WyIKilixd5QWkxLipm9JasSNiTDlYkIPAZ6Xyl6aTVgw1DXAZ0QSCp/vTjKlj5VilxaFeKhWH3y3hdNrqo0rVlyX8m+9XrQpHUmsjbslm2YsbK2pAgwiYHnNVRUKqI6NgaMj6V9gJ7VEy8ZjY8e/1wsGLHRZG53fqtOzcXzWl9wP6a8Ok3OHb+kxMIqPF+zFbPXyBSx+syaVRRFqS0qYA8S5rWaoQEzncqpHzYzW5O/B4vL7WVjS1cbT6r4PhlvZTneVOfUU/SyaseGJy75Mx9WltP9TixVCAgMlWEHh4KVfC5sDjiIbHKmgKU5KQR7jR83+fs1GqRgMSeVY2VLF5jqKyO7/MNkCpedy0EBS5xqruuX5eCB1kb4JYywojCISoSVCGRXaKbfDbugGcDmMmnU4rI8lU4K4O0OeJ2qGAUkq6O1ORfc/oFyY2XbBca6EZupy/MlAyjo/XV1tSPI+CUgnC1eW6sOBawbi9WpTzvpaF81d61U1/qP6yPpAR161k1DTWFeEZ6453nxpLL6mZRmpoC9+8+PJYv1tn9cX0kkubBKyqaohF32/J4T8wWFlUuKRsZ2UaB6/V4Ekv1l3f9smHJhgxd/z+Jjulze+Ov74lNlJisFW/buXJN6EPBi384cqeay+so4r0BaQCwB3Fbzdk1lMha/43BYBEfBUlQzUoyRV6xWdj2tE3oO7YpBJw3A4inLZD/ZlMVosoLsAmS2zMRVv/pe2cCI+oCNcax4VxUhRg8083rXLNigAlZRlEaFCtiDwA5vhJ17v7OUzuSADCOkir+AzTGl6b8GfD2l4mkXvgZwOIHEP3ESVjbgYaW1pzPmVdSlCDwr437YxR8BodlO5bLECESpBH4BOzjeLNNzSZuh+25DUmAsLF/1Hz4cBctlemlGYtNYdJvTjNQWFpuRuIxeQ2RaVfB4k8fJcxDJku1bmX8ASmbDZjMY7QGsuNJmkPeoEaGlOU60Fm0EqXERVvvjniMNVvodiAZGADm/dmaPcrpYzEQ2Vr4tnxHVdYFEeCU7FWQnW5evMw2bIl4p1HllzNK1pC6UR8PVJRwdW9X42IOBr+e67zZKl7kZZ5qEQRP6Y9jpgyR8/7Nnv8Lib1agZcfmIgZdWLncvnYHXv7j27jnmVsrLUVzYtiXL00VewIFE6uV1SEZsUE/cvflS1WT4tKOmGlhrMS6cVWuQGPEU+suLSttZ+fGXVg0ZSkyWmSU7a8RurZ4W/lv+nBpYQgmmz+FtBPY4u2GPA+rqKPOHoatq7dLZTZvX4EIVYrZVXPWihd58EkD8L27z8Xsj+aLoOe2T7xkDCZcNk4qxvUJj1G80tVMAON7uKovAIqiKA0VFbAHgV3wghGvri+SUOhIU9Fm2IXPAEnnA4Uvm1NMkelWIyl6OE0K6wCrX3kclRWExSqsrxdsPAWEPnAal6JAeBVsRkCxAcnXw4yKlUYoh8K3YDOiKvW6amOqaCuwMn8NO7zFiYMKAr4+tY6DEuFa+BxAcU7bA+tnPMbgqbDSb4cneKK5X2gW7Px/OJ5RihYeewEQ3W0sAF5HdPDceNol3ufAKNip1wFFrwKRPU512nKar7gOeibgH466wLKC5ksDrRccjStWhtKYnN0S5/WN8SbL65x4cppU5KO0PNBK0lK23xDYs22vNPfM/HAuvn1rFooKzFQoCtNFXy3FV69Ok8avme/PE1EbK14JhWWztk1F/PISOwWMbF6+VYQgvbm7Nu8xixCM7YrGRew5ARMmacCLcDgiEVVpTTl2NleEIe0EW1dtk8EOXr8P4VApzrz+pApjal02LdsiQw7ax1SF6Z1lBZaCjftdnF8MX6D8sWb8qwf+JL9EfdFz26JdMxGiW1ZuR9M2TWUgBPeRryf9r3M/XYimrTLx27fvkQot0yESjaetD+gdphDn4ItEPl36YHkeGMmmKIrSmFABW0skC7R0kbMMH+clpRhldbF0JRCldzUE+PjhSSvBXufTmZ/SSUbEigijuA2JUBPo+wx96CyVx3gKuWwt407nG8+p66V1faa0M1BIJRhGYIfXwy7+XKqjIp78vWEFTwP8x9W6cUPEa/Z9QOgjJ/PVyZOll7foDdjh5UDT/8rz2Pn/MlVSb1cgstbxjfKDvcRYGXiMkmDASmaKsTj4BpgKb4WmtCslr1aar8LrzQ3ebk7z1el12/UfPMUIWFathahjveB+BwBfzGhaJ43BYgNd/HkLzYBd9L5jJYma14qpCEnnVTjeIwnF5idPT8bKOWuRuydPqoeMfqKYSU5LLhsawLGwT/38RfGTstqZCArb/Vk52LEuq5KApSWAYpX+U1oFKF4TxUN7YIlX21QLLRFW9G527tdBvLe0FBj/6f6yJApGWHHMaUISvLfdaWOFuYVxMWS2pAXweSiGOSCBDVrSsxeN4ps3Zoj45fOVb96S7XEfOWb1jBtOFiHbkGD1mhnCL/7+TbFgsKLNSWAU5vySsi8rG12P64R+Y3rV964qiqLUChWwtSXqBvpX0bBCUcYMVnuVsRYQ3pcihdVHilcKLlbxIlwCp8BrCwRPMuKQgf9SoUuwfVoKWAGUJWznw1mWADkdK2TsB8lnw4pZZpcqaN4jTuNRwAxHKN5lxGLyRUDKtbUSsWJBCL0f01QVcUSdI2RLl8EueAkWjym6x/GnUmgza5bVt4gzwSsElK52jicZKHrdDFPwtgKSLwaSzq4QDI+kkwDmtFIo8zk9zctzdOsIm+ebDWsyEYwVWH4p4fG6Fz5/K+dLRJGprtIy4VSgy7ZT9BHsgqfNFxp53zCbdx/sgueA0hVAxi9gxfpsDyOsplJUUhTSO+pWBumbffzu57F/V440I7ESR1hR3Lh0C7oM6CRCj5XOlu2bywACKaBXsdQs1WU2RjlL+4RVU263aasMpIhoZBScc7oSKFi3Iuv6ZMU24Pc6yQgmMoxV0eT0ZKkCs2GNjWvP//YN/Pz52ys1rrHZjdYH12ZAuI12PdpIdZbTzFhtDZeWorS4RMa88jxRcO/csEsSDvj4tGap2L1trzxfIrhtZqyuW7QRw08/8vmuB+L4i0Zh/dLN+PzZKXIu3CQH/lo1bd1ExuHWJn1CURSlIaACtra4gf7SuJPo9FGQ8fqYqqA0DfUwE7IoYuVzmhFRuQCzYNPvEg+pzdtkilaCOCvptHdEk9gH4gQuK8IcAEBRGDAfolEKxtzfOZFRxusG23KsDD6g6B3A3890zdcAO7wJKHjcEazO2Fpzi5PV6lD8CWw/K8oU2s55YBWWz8t9tLgMz2NhpFhTkylLTywrmNE9sAsel1pc/OhZEbLew59RWiWM/aLQ54QufgGRLN5is+8y2SwHiLK7ne+JAOAfBCv9Tlj0LTvYnHJW+JL5ocLIWx5vkdl+8WSTjnA4d724RMbATnt3jlRX+VI1a9NUmr9O+f4JeOtvH8o4UzZ8cdmc3f6sMFLIUBRmbdwlIpa43fX0r1KUMoYrnry9+Uhtkopew7uLOP78ha+xeu46EYWpTVKQkpksopHVSrEQ0GsarShkKR69Po9UaktLShEOh9G8fVPxvVL8BlMC6NyvI5rExFqxOsos21kfLRAhFguXzoecPADfvjNbxuC61oe0zBQZ2ECRSquAGaYQleNPSkmShrhoNIKivJB8AWC8F0VfVWNexTfr2A8aInxN05uZ6WGSWMF5Jn6vfEGxo1G8+89P5LxWlyKhKIrS0FABW1soRLl8T6HpSzAUQKqO7c24Vsk9dT4UKN58/Zzxp7zkAylXwUq9PmYJOVYQoor806pwJ1SVRxQh7+9AZItTeWXXPCuhrIAWOskJ6ZK3atVUwNKGIELaLPGWI6OoygcOyEAEZz94nNL4ZDnNW22McKPNgvf394+pJnN0blsRh3bhG0CQo23Tat5YVzwFiKzjuj+swDAgeEIFMVlbbOboSrU3Jcbn7Ig3yX5dI+8Fi0Lb38PYH+LtDJLFuz9xUoJsz2Neg8MoYJnryigqejODqUGTY2rb0m3+xsMfYMWcNZKDSt9qfPWdP7PqSu8pq6eu6OO9+o7qiSWcirVjv1TuRLjZtixN52cXiDCm3/XZ/3sV+TmFUpnk49mRT48tRSh9rfI4VlvLUhzKBwMwUJ/Pz05/ilxaGGhtoG+V07tixau8DEwUCPrx3TfLKglYcunPzpfkgeUzOUADsm2KaP6X9x96+kA8+P1/SWWS8DZ3QATH1SalBbF8xirx4fIYXQsB7yP3jdoIFZdIhZkjZxsirCR//doM2Xf6kGOh6N66aju+eXMGLvrx2fW2j4qiKLVFBWwtkSaplEtgizjcDnhaGuHFZWY2J9HJl3KJEYdMJIjsdfyy7qQtfgDnAoHhsNIYHh7T7CEit6/xqsZbFGSJ2SS6SvWOcU6ssHJZW7rgkySL1p20Jfm0IsC4SzHL0xLGn2REJJuSREjWEEaGyVvGGXxQScSi3E7A/Qh95uTF8joev885X2zeoqhtYpbdHQ+sJBS4QpfntnQ+7MCJQGQ9EM0zvlEKxjjRJUv0bCrjuZbKdgR2aBJQ1AvI+DUsVngPBm6Pr20iZD/TZeKYlXJRNdvYVe6PTridFGfEbrjaBrzasGjKMsz/YrEI1Nj80pYpQRFhC79YLGNcmSZAJB0gjbcVSqMUK3Wl4VIRaBSg9IVS8J10xfES8v/xU5OxjRO8HPXJ6uaY80bg7JtPwwNX/RNFBSGxK7ivE5f805qmSXYql+TN0IJi2QdZumYMVpQZsLYs3/O+g0/qj/5jeyM1I1WGGjBRgHAcLavL3E9muFJIM89VKrsJYHzUHf/+gZyTeZ8vkkEGPO5RZw1B3zG98Mqf3xGhzu1RLHPnWGFmjBbFMvdzx7qdGDlxqOSpMiaL1+3Ztk8awGQ5PhJF39G96n1gQVUwiYFfMmKb2Vx4/jlWdtaH83H+rWeqlUBRlEaDCtiDwKLH0S4xS8PuRCfCzvLkS2WcqJB8pXg7JdtVQu8dv6ivC6z0uyt1/xuv51mw2SRGHy2FXJlY8zrZqmwIY4IAR7g6wkhinii2upQLrpIFjkhN8IEk2/Q7VoRaxOdIhz2rebsTCFi5g/mPK8Ip6gWKU/631AhTUIywEpwLhJ0hBCLwU43VQCqeNuySpSZ5geNr5bm5TN8HSLkaFq0P3Hs2teX908mKdUUMRREnnc2FnX0v0Pzlg+v4px+3rHkr0flgzFnr6rfhVmwlciuB11gSGNgdfviEw5xP5ouoihWvLuxEZ0WOAwQo2Fi95PuOQpDTsWgf4DK+JAH4vJJpumfrXhlfywrsgHF9MPTU40QgszJKscegfo5+nfPpQhF2rTrSn1zxWP1BH7wej1T8BhzfR94qFKIcFMCKrM/nEVHM2K7zbj2zwlQwVpRf+sObsm02gInALilG4doi7N+ZLXm01WWY0vc78qwhcoll+ntz8PlzX6Mor1jsCRTp3D96YymI+TymygwZVUtbxcwP50sl2bU7uFVdTkB75pev4AcPXFnlRLD6oiC70ExMqyJKS76kFBSLkE9kD1EURWmIqIA9SKykU8241rJA/wwJ9K+w5J1yGRAYCDv0temet5JM2oAsbVccC2tT2IWmw2bVjxmyrIyK8A04QtAC/EOMJYAd/Lbf8dq6kU5MMyiGnf8UrIyfG1HLqq1M8orGNB7xzhTCjuXAf1zND5r7RcFuUwy6WZ6uncDka4pY9TLqa7IRsjwGEdLuh2fEeazH8chyGd1JWWCV1V4LcBAE95tNadKxT+uBUzUuWQC7dAlsGWO7F6DIpZe2gqDmvvDLgRcIr5RmKSvtltq/xsETYIe+MjaIeCuDRKF5zZeZ6ggMNwkRMkI4zs7g2jkC5x/WMZ67t+5DMKlqEcWKKKEAZdWQwpBRWpxCVVJs/J70hrITn/vVqW8HidFyBWWrTi1x1g9OqbRdjral2qOgi4dL/axesgJMUcycV1b+eCGsvLKj/5SrTpTKayxMHygJheX5A8mBCqNzuT1Wb0edPbTs/ru27MGGxZvk+k592yecNkbB+fpf3xeR6guaRjH+m4Ke4pVxX6mZqZJW0LZbK3w3ZSk2Lt8iMVkyQte2xOLQqnNLtOnSUhIM5k1aJGJ+7Hkj0JBIb57mVLmjCX28/NKS2SpTRLyiKEpjQQXsIeAG+ld5Oz9o/f3KqoVVZ6q+DhRz4lRezC0cMtAe8LWVyiR9qrZvEJD9Y6fqF3J8rMmOwGthKqolc0zUl0z7YiXTjeuqsGeO4EuSbv+E+xVeB7v4K4A2CELx7B8AlM4B0AmIbnGEqFvB5fb8QMZvgGI3BqwJ4OlvhKYcmyMybVatA2XL/WJrkEQBNpexkW2jYysIVBy9C34Q0zqxAQizkkshHXfOyo4t5MR02UDxp7BTb669SOQxB04AKGIpNN0vHRwgwf3kbRy0UB0U8fyiw21I3i9tEqzcFTmjg9vDSj4Th5OM5mnYvCJurG8MdiSK3iN6SPPTmvnrZcIWPaYUMFYxECml0DHn6vL7LsS4C0aImDsQtBLI+5kd7gmqfaz+MsKJwwCaty3/Asdq8a5Nu8VDOmhCxd+VgpwCLJu+SpIQJNWgMASPzyuvMhvEKDxZQaTIXbNwPb55Y6aITS6Z86XnqFtOKLvilxdViLia/clCqTiziY3b5P25/5J0EPRLRZIil3FiaU3SpNGJ50mGGDRJEbFPocsGOTY/mRixbMx8f26DE7BsZPvwv5OQvSu3QgwY4ZcJWkQmnj9CIrcURVEaCypg6xvxarJLPegMRvA4OUPscN8B+MbDwyB/UrocNquNvs6OJSF+WToDiHIc7XqAlV76TTlwodJyv1Mt9bROKK4pXO2Cx4xQc+OdwowFY2LAICC8GLBaA1FWhvOdZfAmQPqvYCWdCLvotfJsVGnMamMurGRyIINUYUuc/eBxBp14MenldsRiM7OEH3t8IoRpFeC2eV+3shsb6eWmI1AoO5Ve8Qtvq9n42BjMSNs7YXvbAaHPjceZ51wyXM+FlXr5AYdAiGhOuwM2z2NoqiP83WSKPjJtTCLHDiPDzxiCJd+uLEsWiIVTsCgAz7v1DKxfvEkiqMSLCkvGqHIJuU3X1iL8WMnl42siXgmtAayyMi+W0VyxAjV7d454YCn0KAyzs7KlMkixSyHYunMr3PCnKxBMrmj12LlxtzRYMTVAxrvu3C8CmK85Q/q9Pgt7tmfjHz96SgQml8Ep0iiG6Y3l8jmtDWzkuvPxm8uWyLes2uYkHnjQoXc7J1YrJMKbVUqKY1Z3x14wEqvnrhVxyyqxLMVbHnhp5/Z65DGsXnfs3V6Ojft7JKCwnzfpO6xZuEG+NHQ7rjNGnDk4YU4v48VOv+4kvP+fz6SyzKY+Cn+Kdgr/bgM7yeQwRVGUxoQK2HrEtktNuD3xxjSAiB+0iRGGxZNgJ1/gWA64/FehdbuKLdPDGITNxARaHKRSyepKuDzNQJbuLaB0CRAYXLGbn+KV4s/bpfw5KNxoc4gucpqs6EstMgKXVeiUH8IT7G9ikVj9lfSD2EEMRaZrX6q2liPA+fYrdMQsxSeTEuiXdZreWJEtezyVkOO9lcfycYg5Lve8RGPOk9M8Jk1uJue0tvA8WqlXw+a4XX4xkKfsWqt0A1bqrfSfwE7+HhBeYl5XNrnJIInD/ys4/IxBmPH+HKyYtUYakVj55AABCr+8fXkYfPJxOO6Evti0bKtMlWLFloKNGavstneXmSnQZnwwT0ai1gTGVo27YCS+eHGqvF0opqKRiIxbzdmTJ9ujuCwpCZsJWHnF6Dm8G4adOgijzxkqMV/xyNI+J2dFo2Ix4IXwZ+bbcsJXtJSVbQuhwhL5/seBChSaHXu1k+NhZXndwg2yxM9Qf8IqK7dBOLig26AuyM7KEaFtKrsesU70H90LCz7/Dm27tZbmrUqJDX6vHFu77hERuM3jPKQU7XM+WYiVs1fLOek1rBtGnTMMrTq2OKQBFE/f95J4md3vpqz8ctTv9X+4HP3GVLRgkLNvPlVSFb54aaqIWNcjfcL3RuGCOyZW+MKhKIrSGFABW59wqVySDJolvl2yXTn5axkQHCfNX1JVZUWRFc14GNHFUas+5wOMj2V1j1YDejBlgAA9s0wsoFgIwS6ZCytWwBa+Y5bn+dw2Jx41cTroHSFL/y2HCTDYX3JRs4HQF0DJLESTLpBqo5V0Guz8J4wIdpunJDeV4tXZB3p4PV6nauxYESiYJXKqg1NppWBwBYFTmXV9v2UV5WCMMI8n6lS2WwOeVgf/OokITQM8Aw9tG6wA17IKfDBQkP3wkWvx2oPvYfHU5di2bmfZEj7F6MV3nytd99l7cqRKyeiqRDAzlD7Y2sBt044w/d3Z0r1PccfKKCu6rFKyakooBhmV1W90L0y8sbKf1qV9zzZo0bE5dm/eg6RO5dVZNlLx8XwbMCqMPm/pgUxJkkYsLudTlGW2SDeNah5LKrGugO0/pjdmfThPGtno2aUnl35gXky2bBZOvuJ4SVSQqqzXg4xmaY5XOAKPs9wumbGRqFS7S4pKMXJieaPY0mkr8OyvX5PYMZ5v7uvSaSvx5SvTcM3vLhW7xOp567FtzQ4RwszQbZcgKSAWVkyf+vlLUsVu06VVmS+ZVXQ2mTE+7b4Xf4yWHZpXEtvjLx2LsReMkC8uFNs8Vs1+VRSlsaICtl4pdSqPVY1C9TjCzHTXy7SmpImwC/7nLO87sVOEQxA4tjX5fFjeluXDD6xMRwiz8SvLHc/lWAvCQMGTiLLBLMiGtJUyDtb4Mwucni9Ge3VxluKdgQgiiPn4mOB2JgoUvSzpA3aT/wD+WaaDn0KXF4m4cid2sXnLnWTl2AzsPJM2IOOemDjAyVYU0u3Mkj1vFwHsRnJxEECJc468MfvienKdSiwFfS3yZA84mSs0DXZoMhDeLOkBFn2wSafKIIqGBMXbLQ9dI/FTm5ZvFQHDpeLYaVXpTdKMZ9XJPXWhGKK3c+eGLGn4ev2h96WDn5OtDuQjZgf+5T+/AKd+/wQZLvDGQ++jSasMsQDENhCx+sfs1Bnvz8WZ159UpU2B26OQfOXPb8vgBU7D4j5wghjFJwUkExRKikJl++aOoOWAAgpY2U7QL+LPZcgpA2RkLs8Nm9JcqwUTD3Zt2oMWHZph9LnDsWbBenlLUhSzmpvRLF28uL6ALaLTTO+CNMLRtjD2fON/pbh+7jeviXWBk7/KpotFbWRt3o2nfvaiWCJYDaUPleVZnmv6VenXZdxYIuZ+tkj8wm26tZYvHy78N60fZqjDfJz7w9OrPJ89hhxkrJyiKEoDQgVsfUJvJTvT2eDkTRDzJAKUzVAxVbvkC0w1k1VPVivlJWR+pV+aiqyUa8vvy0ELJUuMuJO8VX7gBRzvaGn5cxR/baZBiajk9vxO1380ZumfIrPIEdQlcU1TKBfiHCRQ8C9YGf9nmtOYwMCKsTsylsciE7e2OhVcbqOofAgCvbBszBJxynG7a4CIOyjBTVOgiA4DnmRnPC8/7N1IMHd/KJIzTN4uc3kPg3iV7N+SqY73mCOD82Bz1CwbtDJ+CYuWjQYGq3S8JGLQSf3xxYvfiBeS1VnCSuKm5VtkEEGk1MRscaLXN2/MwJnXn4xzf3R6jZrhKJQp3Cjy+PyJut9ZjaXQ27pmJ3oP717ltiZcNla8r1NemSbVSlZEudzPd2LTNk3QtmsrGeUaK8YpbNmc5cLIrtadWsYI6GTc8vC1eOq+l2T4AkU7MckCLSR1gVVMVo75HHu375eKZcc+7eBZ6xGBL1m2pRGxSrB6yqoqxTSZ88kC7N2ejXY9Wlc4du4777N85mqxP3Qd0EkmnbmJCoz2YlPVrY9en/CcrZi9Wo4tVry6cN8ZV8bKb1UCVlEU5WhBBWw9Ql+rHRxvRrra6eXL7UQGI+w1Y1695R/u4plMuw1ImgA7NM10snuawgqOka75WE+lFTwNdmgOENkc5xN1m7r4IehGYlGs0ktIgSszPh3rgFMdPeAksBjhGJou1VJP2k2wUy6HHd4C5P0eiBZJVq5phAqafacFoawKTbuAuw9MEGA8litCKDDchiS/k2DgjsWlH9bZV/cY6cNNvVGmZFmJRvPWluKPjRjndr0x1UIZK7sFdt4/gCZ/rxNPa13B7NRRE4fi27dniXClF5bNTezOp9BitZFVV3bes/r50ROfo3XnFhh19rCaP0k1Wtf0ILIpqvpNUMh9785zZF/nf75Y7AHLZqySCnGnPu1lG2xMohhmpZTL9ax0erls79gVaGsYGRO1Rehr5XL7kqnLsW7RRrEC0PfK6iwFLmFl+MIfT8TLf3xLrBhNW2aibdfWUkGmiG7evpn4ToedPqiC4Fw1b52ct0QilPsv+ylDBMzvvJn8xaY0L5ZMXYFVc9dJ7m48FMzVfYEwDWgNc6StoijK4aTxfNoepVgi8NaZZipWUUWQMSKrCPB1hZV6S8Jxn4y0shhrVQ225IyyMlkSl5EqtxrBKA1R7njYgBPNRSFYDEQpJAvjRK/7WOJWbN3r3IxZ2g82msEObHbyd4cdOB4ofpeTBwAPR9tyKTvTNIUJ9Ag6UVyuCJQmLwrYZMe7S5FPAbzNVHHFE5thbAIy/auDaY5ibFXSKfCUjeg9NDglyy6e5EwSi1vqZvwX7QOM9uIACua+NhL4Prrq1xdLJZSVv62rdsiyOwUgBSH9mG6mK0eQbl+fhSmvz5CpVDWpwnYd0FGmauXuy680ApawoYzPw6X8muwrPbS8kLmTFuHxu58X4c0YLTZ3sQmMnl2KPFZUeR2X9lmJ5T5zeZ6w2snGMm5j95Y9Un1mrFjTNpmSghCfY8vGNArWSc9NweaV28Q2kJwaxMSbT8U5t5ye0EcqzYxVwHMsMWUJTiFTEuiZXfrtioQClgMjOFkrUVQZn7O4KKQWAUVRjglUwNYzki6Q8VuxBNjFtAXsky5/K+kUIHg6rNh0glogAxE4XpXVR/pZhdjKTExjlis+xYtaDHjaOh3/fFz8iE5PzEAEt+s/9t9svGIFLNuE/Re/B7v4c+OBpW9XUgxamucQcU2B6nN8rmwYirVSOM/jVoJ5Xx8b3jiCdp8Z08pzlXGf5LEe1LStmiAxXLuMWE6EDIyIGF9sIxKwhM1LF991Lk6/bgJef/B9THntW7Tr0VYaweJhE9PWVdvE1xmbqVoVXCofNXEIJr84VURm7GQw5sEygurMG04pq3bWBk7sosBjUxTFdVqTFLTrznxkW+K/uJTOf7OqfPyNp+CM608SYc4GrXce/RhfvfKtqcxalnhj3/rbh3IuWFFlZfaUK0+QaClXqA89dSAGnzwA29dloaSoRPyr1XXu9x7WHYu/XpZweAA9r/xtcW0blbAssREkgkL8y5e/lWENtDTEDnWgzSEtMxVjzm1c70FFUZSDQQVsA0AajBjTxC5+Wer3HfpkppJpjhhmR3+2s14LRzS6ftISx3fqNFPJxC7ezEqn32S/lu9ljEiVOycQxc6oXN43/wnYnjdN85gMW2CaQZIzSYzWgZCpnLIZi4kItA2EOdEs9rjd54iND+NxJBn/MK/3doZVzTCJwwOrw65wT4Dt7lfjDYKnXYBTq5JSkxOK1wqvSDXVxXgu+snZMu510dfLTTd+wCcd8IzsYsbqmT84+aD2l2Lz5oeuxit/egdLvl0hzUuEIvmU75+AU646QY6pdZeWFY7n27dm4bNnp4i3lY1l7MinWOTUrkLGZG3b74yufUsitc6/7ayyx1KIcvBBTWAaweSXpyJro0kLcKulsT5d1y8bCyurPMlVpQMwqoxNXmJpWLPDTDKzTL4vM3gvuftcdO7XsdbnU1EUpbGhArYBYURrxeB5Wxq2psr4VH6yiW0gOOHAXe8c+UroNZVcVn7AB2OSDZycVIm64gdpsdOk5cZebY0ZE8sqKD2pnrjJV7G4VSZ2/nc0MVgUwP4+MTFhbEhrBoR3mM1m/A7gtC8OCZBBBlb5ZK7ys+K8TSm2k8rPjwx7KDbbr2u4/xyjW8LqcYLKo0wZsyTXVyaX+frCEhtG44L+TwpMTqFyR7zGwiajzn07SBJALBRkOzfskoED9HFSGLpfwFhd/eHfrpNK6fwvvpNpUKxejjhzCPqM6nFI058oUBkXtm3tDqxfvFneE536dSjzxcZDb+hXr02TDFqOhN24dDOKC0okI9djWfJbkZ9TgHA4LCkAnz//NUaeNVQqsrWFTWzX3n8Znv/N69i2dqdTEYaMnG3WuokMXEhkM+B4X6YdMMu3KugF5jlm1i+nlHEzfUb2kAQE+poVRVGOBVTANmCY0SrNQbKc7yu7DkUfyoQoq7oxprETorztjV9UhJYnJjfVEab+rkBkt6mO0ufJiC13ipVUHSnGAqY6GuWyaZFTaQ3H7q0z/rYV4OskU8PkPoz2is+5ZS5rZDOs8AYg5ULY9I7y+SmeJZmAYra0PDWBQpX7SjsF47qi9OfmmRG7wYOr4NUGEUNJ58LmMTm2BVORhXPeNpj9zH8KtoeTxzoCKZfDYoNeA8GmfaNkpmOFSDHpDBKPVk6v4d3Q7bhOWDV3rUQyMUHAJW9/gbzEXFaPFZ1rF23Ah49NwpoFGyS6iqkFPYd2xbk/OgM9BhsvJpfuB580QC51QfsebeVyIJhUwOEOhbmF0tTF3FZXREZhSwMVK6C85GUXSKV4/heLcZZTJXYzV2vKoPH9cd9LP8bsj+Zjxew1st1eI7pj2GkD8dHjX2De54vk3DAOjF8OSkKl4oG94r4LJdqrOvhFghdFUZRjFcuurtugEZKbm4vMzEzk5OQgI6PxTpdh5dXOvsfYAChAXcHEZX4KTCYPNHm4yjGkdski2Lm/NtVVNjNJqsFu55LriE8ONGjtTP4KymhTaZgq/sBpmgo64pGRVGz4cjbONAHQv1fsRHglORFZbcp9opwAxookrw8kqCaFN8JKvhBW2g9FGNoFT5uBDVIpLnUEMxu9SmPiwjwxU7tY6W0NMGUg9SaZdlWXyK9J8YcmNoti0B1V6+4bK7QynavEiFpO8Er7Maykk+p0v2q07zIa+Bkguse9xlg3WMlPu6WCd3jHhiw8ftfz2LJym4yc9fu9CBWXSH4oxevl911QJmBXz1+Hx376nFRVOdErkBwQfyi77OlL/dHfr0OvYVXHYx1p3vv3p3jyZy+K/cAXMBO05FSw+upYbGgTEMuBBTmWboM6m6YuG+g+pAtO/N4YDBzf75AtPoz1evH3b+Hdf34sz+NOheZzte7SCnc+dhMGTagbwa8oinI06DWtwDZUJD91N+DtVC5eCf9NQctorNAUIOXKxI/3HyexWpyQBbQ0goVil93/1nanCjfSCFA2QrFzn49hLSq8zLm+pdMstdGJqnJzX5kkkA74RpjqY1wlzxglvY7YTPD9yP3OxH2QOQb9gMyHgfBy2BymULoU4HAFilcmC7Dhq/hDsy8U3d4mznFQVH4Cm8+Tds+h+4arQbadfJ40iyH0LWxaNBgXJhPEejlTxUiSyd+NbINd+IoMiKiz5rIaYJfMg53/b+dc8ouQz7Ff5JhzZwXkS4QLI6Lu/t+PMPfTRbLkz0YnphGMPmcY+o/rbYYIODFQ7zz6iXTUM8DfPff0ttKLSX/me//8FPc+d1udvi41hQJ18bcrZESsW2WNRdwrYmW24fF5pCrKCuzW1TtMSoJlYeGXS7Fs2iqc88PTZTTroRzXvqwcyeBlYkJSWpKZFmZZUsWmHeOhG/6LBz79VVnqgqIoilIRFbANFJteSoqNWPHqwussP+yS72BVIWAt+kjT7zIWBFZDpfpmlTc+pd8BSwRrPB7Y/t5AyQJHLHO5PMmp3OY4zWBpQMq1sLytYOf/p7JvVZ6GvtuN5r4JBzQkVejYt/hcZdFgF5u7Oc0u0fzHnUENIxOcDyd3Nul8wN8r8blkRbRkhkkT4P4ERsHydcbBIBXvlEvFY2yHphpRWCZeY3erpRkTzNexOqtHHSINQ0XvmS8f8kXIEVxScafvOQqEvoSdfEEFTzW9pWyC4iV2W/M+/w5TXp2GzSu2iodz95a9aNamSaVJXvw3I602LN0k920ITUW0DXAcLf2n+7KyEebiAH3L/J/b4Civr3l/hYroDaeXtZlUkwmjwPZn5eCTpyaj94ju6Dm020Hvz1sPfyDZupy+FWtNCCQF5Pyx4e2Tp7+UaWqKoihKZVTANlSkHHSgCo+doNlrlYhJyz8QCJ4AK+M3ppmKQopVVclJHVltVdBKOl3EsQhWNi0xJYEX177gbSX5tVJhLXrLCLUKNgenI1+eg1PACh0bA5vGGKWVI+Nd2exUHWZpNyzjW81I2kRinpPM9gGl8yoJWLPs/z7swldNEoObZFD4Guyk02Gl3gAr1itcG8RGwMzcig1N5fsVcI6d96sn+KWjdIWTAJHgvUQRy0o+PcjeM6vdFBua3vnHx1KZ5OQpNiPRWsDIKlZjWSmMzSVlQD+7+Bm5dXBfFQ4vtENw/9Kbc3wusH8X3w8xVVjnn/T9uqkEFJa8fywci7vNGdd6sAKW54sZtHxJEvlq2fBFi8Hsjxfg5r9efVgq2IV5RWYcbpPUBlERVxRFOVRUwDZU2F1f8q3xq8pwAWalNjcNRFyet0vKKqh2aLpZJpYldn4g2qY6WPQurPSfweK24rr1ZTRq6Bug6BPHqtAGVnCC+CI5khbJK8z0qXC2U0V1hiLQbkBvJwUtSfsJ7Ly/GSEkgtVjGrFoWUj9ERBeaUbRhnc7E7LSgaSzYXFKVo0+SOmHdYcrJEC2wfVf+nHjCE0x3k8ZcuBYMWT5PBsoeh+2lQwrNWb0bm2gKHQbzBJ9GZAmODa1VY5KOmK443jjki3KkC8EPCfuaOCqm58+fPxzmRzVqqPJJaYYpJeUp59VSYpat1JJOGDA59gJOJWKo1W5Hf7MZi42Mh1M/uvBQl9rnxE9MG/SIrEEcIACM22ZR2veP6zEGnHJ71l8b1KsMo0gFl4fTArIuN2Dhc1atApUPYLMvKflPocIx8pOeX061szfADsaReuurXDi90bLcIbaNqUpiqI0JFTANkDsaIHxgUqzVaR83GuYnfd7jAhkZ3/wJNjh9bDz/2nEZaxflpVL+jDzHjIjTqXByBDldvf/2FTepJnLI89ns0u9+AtYGb+GlXqzeGJluAIFKCuKgYmwkk6r0L1uBYYBmQ/CDn0FMCGB2/P1gZV0Kix/f9hUA2F6Wilw/YB/YJWNZ4lho1krY0fgAINKJyviCONWladnFb1rzoMv5vlk+bypub74M9jJ55thErWES+62eIynOhPCYqrDooR2A74Ocrz1hpdfeNKd91GCJje3Qe8ArwdFX0F2Idr3LLcZsFueUVus7PF4Gf/kClhWvvft3C9jaBdMXowpr04XywEFLzNWF0xegq9fn4Ef/u1atGgXl1BRQ/gcaxasx8alRkh2GdBRKqLVfSmacNlYGUHLwP/m7Zui98ieWPfdRlnKN5OTWfEHopEIPF4PWndqmTiOKxKRpf6DhUMdKPjpH463XzhHJ9cz8/VQqqXfvDEDr//1fYlF40Q0jrbl+eKFk8i+/+uLVcQqitJoUQHbALEL33DyRLuY5Xl287th/vZ+ExBAkenrgGj+U6YT3tulYkWHFVsu64c3wS56AwieZuwDFHv77wRKKTbpsXWFDbv988Urauc/Bk/mr4HgOFjBcVV8yMY+VQdYvmuA1Mp+PeNtHVitkLP5vJJmkGHuHwvFs/zXGYBgZcqIWpkwJmqDsVbNpVmqAqwI8xIf4eXC65l1y3zdYLnXszZYqRwDvNIMa5BoLY4BLjF+YysFVgqXfw9e6BwIu3S1+eIQXiHVYPkyETwJFmPK5Nwnw+brzuQEyfuNqRSLHSQL8HUH/IOrfZ6szXtk9Gm8z5UCix5XVgrZ7MX3CSuv9G+yManLcZ0w+YWpUnWll9Tt9s/fX4CVs1fj6ftews+fv6PWIm331r147tevSYRXabGpUvqT/DJC9brfX46WHZheUZl+Y3rjil9ciLce+RDb12bJlCxmwvL5vQEvAkk+eH28eCQ2jM1UqU1S4XV8sSQaiSJcEpFJYAcLkw5Ou3o8nvm/V0XYU9DGngMOJaCAPuvGUw76OTip6+1HP5aqK5vsXJjTW5BTiGnvzka/sb0x4ozqX3tFUZSGigrYBoaIudCXTmoA0wM4NnWvyT+Vzzi/EZ0iRqk75zsRV1bl6lp4GxDNMvmkRR8DbM5ixzyburgdT+wSLisxYSN0SqbDDm8qa3SqK8+cXbLQ7FeY/tyoSRtIOgOgP9UKwC6mBeC/xr8q41qZRVpkBCLPDfeZQjH1OljxQtVdPqeQT4gz0EG+HBwclq8HkPEbE60lFfNsp8rcG1Yyc2BHo66wiz6EXfCc0xBHYRo1jX/FnwDp9xgPNPcx+UKTKsEhDBTTMpCiFLDzpGptpd16wKELnG5FsRdPZgszvWvT8q0IhyPYtman2AYomJgD+9mzX0mTFKuNFK5ML6D4pECLhqOY/u4c/DvzfxL4z8axmsCK72N3PYf1320SUUyvLeE2WV19/K7ncPf/bpUKcSKOv3AU+o7uhbmfLcLcTxfgu5xCyVPNbJUhyQQUl6ywrp6/Hrn78qVa26qjEcRMJdi1aTfadG0pI10PBY7unfHBXMmH5VAFN3OX3mL+Lo88awhOunzcQW9/3qTvkLcvH+16VB54kpqZgpw9uTIIQQWsoiiNFRWwDQ0OE2Cjk2SgUmdxDGuHuOXpTUBkvRkY4I5ujRevbOaSyVqEuZZJJlkgOsXxlCZIB5CIJVYQ95kYK19npznsK/HZirj1dYMVPMVpBEssbOUxYSYQeAFfL1gJplfZxZNh5//X8dXydr9Ecsl14RWwky8FCp4wx+LtCng5FGGnWZrncTGQn01qqdcmHuggkWFpZuCBN5FHtSBmJO3BY7FxLOP3ptrrphz4elSuJB9GOJXNLnjWCHBv5/IvL1JV3QI77+9Ak3+KbUS8yun/BxR/auwgrOBTyAbPg5V8TqVhBokYcHwffP36dBGJrmB04dI0kwiOv2i03I9ilYMMmLG6Y11WmTDds22feGApEhm1ZbNZqiAko11Zkb3j3zdKg9GBmP/5d7IE3rZrK5PPGiOyObKVt9G2QKFaFRzTeub1J0kVmF7Ypm0cC4nzkvk8PnQ9rhNWz12H3Vv2SEOV3Oyx0L5XW9zwpyvRNMbvezCwEvqbN+/G8799AzM/nIu8fQXyW8x9OfX7J+Ka+y8VMX2wZG3cJa4W7nMieL4YEaYoitJYUQHb4HCzVitXvAxuOoHjXfP1F5tAWRI6EdsBxSvHgVIAMkmAPs00IDLbacgqjw6qCK9kFcgDu3QF7LwHzfYo9vicoa3GK5t0DsABAjFCzY7uN8KKtzvjVTlwwfYPM5U/qfzSk9oFCM1zpmvFCrAU01DGxjIub8sQB/d2rxNZ1dYIae6Tr3eV08gomm1Owip6B4imO9VH93mYDrDHLJ37eh/8S+U+lyTQs1p9ZPrtjRAtqJy/W5YRvE2yapE80bmasWeXAMkXmUgtZr/WIpu2/9jeUrVcMnU5mrZuIpYAHjMF6J7t+yQn9qKfTJTbqmpaytrEJj4gmGKelxVZLs1ntsjAmvnrMfWtWZhYgyXzhV8tKQv8j4fCmG+phV8trVbAunAp3e/3Vdn01bpLS6nyDjttkPy6dO7XAYMm9EMwufa5vqxgr5q7Dgu++E5ivHjcQ08diNv+eT2uvf9SOT/0o9I3fDh8qcGUQKWs21jCpZGy10JRFKUxogK2oUFRwglTXPr3JlgGZQc9/Z9OBBWbqiRNgMKP2aMUiDIdisKywOky58QoChduj9Mu2LwTquLlZ6ZrCmxvNyD3j2YylojImGoQo6E4ztbXC3AmTbHxzM79M1D6nem85wACim16V0ufMwLYw0B4L1A0yVgiPJ0cX68Tz8VjkCX9UqB4kjPdi0HugbgMXHpNU03CQRXYPGaeD1aUabNwEwFozZBQ/06w0n50WOwRFO4SYcYmNj6fr6dM4BKLQV0gGcFVVCvFMmHDDq8xoWFUXjxPMhmt2Ly3guMSJydUAced3viXq/Di/W9i2fSV0nxEFcll7+6DuuC6319WSbyyg59V0o3Lt8r9GL+VFCOY6CWlzzO9WRoKc4sw/b05OPOGkw5YdaSFgPtT3b5yezWhTbfWWLuIzYGV4XmjyBswrg8uvutcHAqlJaV46Q9vSfSWpDP4vGK5mPbObEljuPb3lx/2iWX0+7J5jpFgsefdPfehwpDaBxRFadSogG1gSNNP8tmw8590PJWZ5ZVD+mPZUc7OeQ4YcKdYpd5gKp+0Fsg0IUYDsTvfgdOyJOaqmRlMEOFQg6gjFn0x2+fPUcA/GhaX8/kYWYqPExVc8o/mwC7+zIwj5eMpotkQJXmwjuCkmKPgFpHKZdhCIBouHwcb3QHYGWbpXcaveh2vKytQ7G7PB8JrjVCO9bJyvyka7XxEs39WSTBSvNq5D5nhBRS7MlFsv9NclQ8kXQor7ZoK4f01waZtQarLe5yBCCNNTq1UqdkNz/33ioiXc5N6NazkC3D4cfJsD3Af+qnt/H+ZaWySOOC8zpwQlvoDWEk1bxKiFeDWR6/H5pXbpGJKEdShV1v0HtmjbLRsLLxu/KVjsel3byA/m1+kmP5glVUj2fjFZXRWc7mtvH15IqoOFK3Fai8rmYkwTWQlaNe9YiJFVYw+exjmfLxAGrbSm1b8QkD/aFJKACPOGoJD5dOnvxKrBO0KbgyZK8ZnfbRA0hsu+9nhfZ/QztFreHfxBTdv11QsA/w9pYCmLaJVpxYYe379DNhQFEU5HKiAbYhweZ5L6MWfAlFWiLxOZTQIBMfDSrmuwt3pZaTvUjrSubwcdaKl3MlbAm0Du4EIK69J5UKQ1Uib94s4Y1E7Ahn0TH5ktlFVFz2rwBTGkvmaApujb0XAxdxfcmn5fGwSKnCsCH7neWmRKDJeWTfntUyksrnKNCaJYKfAdTrrwYgxJhNIE1JT04FfJhivgZV8vqkOl0xzmuCclAXJf2V1mpXeLU6ebs2oeiDCq+b4eTv9yO40MklH2A274HlT6Q0cWsNPJfxDzesTaxsp21kTi8bsX7vgcTOSWPKDWzvzUvnFIctMUPM0rdW+UQCx4YmXmjDuwpHYtm4nPvjPZ1KBDbl9c7YtwpV5rK6oYmNRTaKpRk0cihnvz0Xu3jzx28aLTi6Lj5w4rEb7129ML5x4yRiZLlaQUyDVYO4fm7fIGddNqHZYwYHSOVyR+u3bs8Q7HO/xZaMZRfusD+fjzBtOFlvB4YKV6Jv++n08+3+vYtWcddi/k1+GLal6d+jVDtf9oeq0BkVRlMaACtgGiEUhxxzW4ATTPCVRUZmwAmMkm1XGxMY/hoMKfD1hly5zltajcS+vxxGpztI9t8UoLYpMGQWbakaeZvwKHm8z2GXCtyq4fS7nO/viVnWZ90oR5QkAkXxnohiXdPlfZ/mf+8XqqqgZCkL6U4MxQjNiBBdtBhSqrHxSwPJ6VmTlsaki2k3F1hWM/4Md3gEUf+h4gD1x+a8UyW2M8GYGbswo22oJfZ14IAKrrozi8rSPG6VLb28rE2HGXN3DLGDFNlJC28hOwNOmoreX++PtDJuNf6HHjciPyQCW/aSPOLJZkgwOu7iOgXaAy+49H+27t8G/f/yMZMAyO5bpBRzLSq8nq68UeSddeXyNvJ+sKp585Qn44vmvZQgBq7gkb3++jIZld3+vYTWbkEXxefnPL0CHnm3xzZszkLWRqwAWuvTvgPGXjsO4C0ZUEqhMUpj27hzM/mQBCrIL0LJjC4w7fwRGnzssoTd2y8ptMpGsWdumCfeBIpz+VzafHUo0VyKatMzEnY/fgrULN0jVnEMamBAx4IS+ksmrKIrSmFEBexiQZeTShUCYS5sW4O8L+AYcUie6fHAyjonRVzWFgqp0ZUwjWKQ8P7Z8b6XSaWXeb2wFbs4q0wIk1cBUlmxWLul1pS2AgxToH2VUlSQVUDDmmRQAKwhboq2yypfR+RxSBQ7HLXV7Y952/AB1J0WxaczpomfFlmLW1wawKQJXmIYlVmppjaCgZSi/3xGv5mQ5S/frgPBTTtXXAkrzjX2AVWX3tRDByyEPmwEMN9XVyDpT2fU0l0zbWGw7ArvoPSMO4wcimH8ANr8ExFgnyu6TZqrDdvSwphLIl5XUH8IueNIMeJCqdtRJJegAK/0ek+TA85Wo0sx9pw0kvBR2NPugBjnUeF8tCyd8bzS2rt6OyS9NNQK2ZYZ0x1O4MjO2bbdWGH/JmBpv7+K7zkG77q3xzZszsX3dTnnrdDuus1gWxpw3vFa+ZopmPu74i0bJMAY+lEkAiWwRTFH4753PyrFQrHLk6/rFG7Fu0QZpLrvl4WsqWSA4klZ+5arYJ5ONa2wVdQG3zyrywY69VRRFaaiogD1EZBJW3qOOeHV8pxQy/n6wU++AFd0eIxJ7A/5BpsJaJztT4og3jyPUisutAWbHnOonfy4xOa9O1mvZJiheC18Git4yj5dt+oyH1MNKaDcnkzYFVpLpchf/LaO/RCzz2OI8uGUwZ9YRUEwcKBO4XNYuKo8NY2yWZNvyvq0AXzMgMBoomWf2naI+NruUQju8IUYsU0g6gpFNaNyQI85NRZiXgDRd2YWvmdeOtgaKcb4+qd+HxYB/efwWZ1BB4gqaaZILO3FdiZZkD+RVPTg46UzeT6FvzDAFGWQwxHyp8DQxmbAxvtPK+Bz7Q/VjZA8XF999rizv0wvKAQF8nzHAn+kGHC4Q6w2tSWWXKQP0cHKKFjGi+OC/JFDIVrekzv1lI9aW1dvRrlvrsmpxE2SKDeC7r5fjs2en4MI7zO+EC6eXpTVNRf7+/IQpDawc0z7RsQ+bFY8t+IVg58Zd8Af96D64iyQ/KIqi1BQVsIeAHd0HO/cBU81jQ5BbEWTHf2g2EJoJW7rFHQFJ4cqGpPS7YUl3fTXblsrgBtOAQx8oq2SBsWVV0oRIwxX3wQnUl5fXFYkUjRQz7M53IrESwaXpoteMgGQYvlQn8x0/ajYQXWpyTtNuEMEkjU2hKWbJn2KOldgqRVuJI6q51ErhlOIkCtDP2hzwssLbJGYcLquxNqyUq2AlT5TGNpvL5rHiVfTvTsf7GXAeyyoYRTb/a+wFsOkBDTriOxU2BSubr3hsrFLS8sCKJYc4MGM347ewfN1iBiIkOF+eVCDiNlQlqKDR6hCYUGeZsJavI+D7fuI0NHl/WZUncJXtG895m2qE+eHFH/Djop+cLRmnq+aulaEAnOTVbWDng06CoGCtKrrrcMLfRQ4+WDlnDZo61odYKMyT04LizaWXNVaIsflt1DnDMOmZr5DM8bsxiQBsOMvdm4/xl4456JG6jZFdm3fjzUc+xPKZq2WCG325zBI+5aoTcOrVJyasfiuKosRTd2nrMfznP/9Bly5dkJSUhFGjRmHOnDlV3ve5556TD7TYCx/XICn+2hGvXKKO2UdZ0i10utUpWp1KJ5fgS5eK6DXjU6u2JNgFT8DOvkcageyid6XKaWf/FFH+LBXUyjC4HoETHNFWGuP7DDhi1qmmBsYnrAJL9bXoU8eD2swIXW8fI85lyd/x0dI3Kc9DfbzcEdgUnzVpCuE0LUZ6+WUoAjy0A4yIae4qdVIGmEywXSrW9AILvp5OxTO2ahgyYkxErRlHK/YDNz7M9jmWgRwnxWGfpAcg9Jn5okFPK4WonB82oTGeaz3sghdjvhSkOyI+/oQ3cc6tI57LT6STqpAMK+l01AscK8svOyLu494vTuWV+3agKVyHG3o+R5w5BGPPGyERXHU15e3wCdeFeOCqf+Dft/9PKoabVmyTCjL9pLFw5CybyHZv2VtpO+f96AwMPvk4sShsX5clQx1ofeB/mbH7vZ+eg2MFeoj/dcf/MG/SIqm80j7CrN28vXl48+EP8P5/PqvvXVQUpZFQ5xXY119/HXfddRcef/xxEa+PPvoozjjjDKxatQqtWiWOu8nIyJDbXRrqh5xdMt0RiHEVAxn9ykojxROX0x0k17SDWbLmYzk2NdF2C98Cit43zTceJ8hfmpv2AUWvm2osu+0TkfZj04EvuarcN78TmRVxmos6SDUz8RPnmAlf7uQsyWel95QfyrYjMkPS5S/TtjJ+6VQ+5eAcG0GitxXv41Yq6b9sa4ShvccI34xfwSqdC7v4YyP6eawM3086DxaTBShyCUezFnU2dgH50uA1++j6P/kzkwe4/8yu5fK/RRFLUbwLsJsDgRNNDmrut6bRiueEQlaOk+LasVwUvYuopzWstBuNgC5600R+JfK5ssIpzXC5zj6ZSWey73XYJHXAOLa022Hn/sVYIGQ/+fqxsS5qmviYXqGUkbsvD1tWbpe3BJudXvnzO/j8+a+dSVwWohFbhjJw2Zv+XQ42cKuxbEazPCYbNx6mDfzob9diweQlmP3xfOzZvh9NW2fKuNjhZwyulNN6NPP1GzPkHNPD7J47T8CDFh2aS77wV69Mw/EXjESrTsy0VhRFqUcB+7e//Q033XQTrr/+evmZQvbjjz/GM888g/vuuy/hYyhY27SpXUZnvSCd7glOoeS3Okv2IohicCpedmgOrAQCViqzoY+d4P+Y5V2ppjYHIiWwiz4Aks5MOE3J422KaNNngJyfmTQCCk7xQqaYSKf0n5gmoJpAO4BUkf2AxzlOih8KaDYJMYop5WrHBuDYDMzOxm4kxq7g3u5kwHqawEq7FZa/K8CLxIcxZSAq1UOL4jb21PF50u9xRNmWuGY1/ti5XHxTnPLfMtErW74sWJxExcllocmw3VgyftEIrzb/FXHK14eV4GKg8AVpUKNdwuZ92NAmX1hSnIxbTsPqKl8arMimioMMmI/rZ8W4/rD8A4DMP8FmHFtomjPAobupCiedVqtpXEczRQXFUvmb/dF8qaK6U7o4MYs2BQrMSCQi2bWlxaUSicWoLVYTW7Q3qw4cndulXweZ3pUIRoSNPmeYXI5VWLVmZBgzaRMlTjBGjJVpTlI74zozIEVRFKVeBGxJSQnmz5+PX/ziF2XX8QPh1FNPxcyZM6t8XH5+Pjp37iyduUOHDsWf//xn9O9/eCNmDtvUrPD6BDcwc9UZB0shyogpyUSlMKJoYDWV4e4JYNd9hLmnVQh4ijoKSzaGUaAkuouvI+xmL8Iu+c5MoWIXPP2SwXHVd5xzaIK3C8AoLi6b098qwtkVr04VlxmwXKKXRiFbor1QMtvxnModYyquvCQZcSgJAh7A390MS5DhA+XjUKXS6hl4AN9nD6DJX2VUaplgZGRUZJU5NxWgGLWBwBBY6b8oWy63eWzucAUKXBGvyY7ALij3DbOiWvgcbP6c/nNYjNMKfeE0tNGucR6s5LOcgQiDTQZtA4ONelbaD2Gn3lRmdWioKxr1Aadk/e++lzD/iyVIzUyWRq79u3Lkwqoq81S9fq+MruXPJUWl0rTlC/qxb0c2mrdtJvdlqgLjvdS/WTWsZBflF0nzXiJYwebfl/z9VfxtVBRFOVICds+ePVK5aN3aCaF34M8rVyYeA9q7d2+pzg4cOBA5OTl4+OGHMXbsWCxbtgwdOlQOUA+FQnJxyc01XclHAit4EmxWttgF71b+5AaKIVZhA+Y2e4dzveWIOHoyt8CmDzF+SVqW5GOrlvE4GaRlS/dV7BujsoLDAF5qejzcv6SzYFNEM3tWPLOOR1Kekw1g6cZnSqL7YNFykHYr7Ny9QOkaxyfrWgZ48TuVTop3DxA8EZ6mj9V4nxLuJ4Uqp5E5gtHmVLDcPzgVUoplelpLHG9uSxFwFbyegcHmCwJ9qvxiIRaQaEwV2aQUSJMZBS1jtPj4tJ/ASv6eM7whmDCPt6Fi9rXx7O+RYtGUZXJp0b6pRHyRnD25Zf57DmCIlEZEwPJ2/hqwCsvrOWFs29odMqDggtvPkggvpWoCyQGkZKQgZ1eOGRoRh0SJ2XalARWKoij11sRVG8aMGYNrrrkGgwcPxvjx4/HOO++gZcuWeOKJJxLe/4EHHkBmZmbZpWPHjkduZ/3DgaSzjSgNbzFilcvVItZcC0GBEXCMhxJx5WSgRnYARW9X3qZ4O1MdoYsqusdTnS7zOiB4EpD0Pcc3ymXykIm4YpVSnrdbTDSTqbRa3rawMv8IK+0WwNc3Rig5okl8wCVmn9PuPOy7bHHIQ8ZvYKVea6qwYpvwiRhn3q3FNIXY+/N1SDrPfAmQhianW79MvDojbSWWiaN2g2ZUbmSdETaelDLxaoc3S2NdNPteGWtrF74Cm6+t0ihgk1bUtsvEK3NbiwtC0hlvMlptqdIS/szlb+a/sorIEa3f++m5+NVrP8XEm07VyvYBYHWazXvFhSGESyvH7GXvypVmuCGnJF5ZUhRFOWIV2BYtWsgfrawsRiuVw59r6nH1+/0YMmQI1q5dm/B22hPYJBZbgT1SIlY+sLg06+tmRplKOD5LDeOM+GOne5mlwA32N41UFEl28SQg6fzyJiVZ8u0Am40/FEwUsrFpAdwmRXLSRFhsVqqzY7oONquUOfc5Hth0Z5BB8xg7gYmjMoLVqYqmXAwr5WJEi78BOMZU7BVMBkgH/IOB1Fvhqc1ghtrsN20NKVcCyRc7ldSkCufVxWYKBCuqtFfIFw2+LrFLlqwYJ5cPbJCNpzsRW3PN9C93W7Qx0AdMS4FU0m3YnPBV9DGQficsTjarbviFPLcu6dcntAEEAuXVeXHMWBa8Xg/CVswwgrLb+QXGkg76C348Eefcclp97HajhZFhHPqwYelmZDZPl4osvbHM86VF47zbzizzFSuKotSbgA0EAhg2bBi+/PJLXHDBBWXLRPz59ttvr9E2aEFYsmQJJk5M3DkfDAblUl9IxmfSaUDwVKcLn9W7NNicQV86K6bZy/WYsvOdzVmsbO4zzUieiqLOSv2BqeLR58rqn9tsRAHrHyDd7XV7TJbJeE37MeyC/zgd7E1iRpZy8tY+IHhKwlxaT9J42METnQxZVoybmQayIyDUxJJhJc7UtEMzYOc/6lg+mpi4rTCrzLsdu0OwfICCwDQBn8mn5esR41tm5dXO/7e5js1jZeeGyQ3bzHCLJo84/tiYfShdbZqq6BmmgGXFnU1VwZPrbsCFUiXN2mRiw+JNZT/zPcpRt4y48gd8CBWVmHg525bbWI2NhqNo27UVTrhodL3ue2OEjVq3/+sHePcfH+O7r5dh95Y9Uu2m9/jUq8djwmVj63sXFUVpJNT5Jyaro9deey2GDx+OkSNHSoxWQUFBWSoB7QLt27cXKwD5/e9/j9GjR6NHjx7Izs7GQw89hE2bNuHGG29EQ0bEGUVe+RVmHKuHlgC3guONETpld6y8LYqezN8DxV/ALp5sbAPe9rCCp5nucWmiOgIknWWEW/FHQHSTU5V0xtMGRoq3tNrzEVOtrG/saCHsgqfMyNhYwcmkAFki3u94foOO35c5uu5AAP6aMNqrfFqUHfrKVF7Z9BYrzPmFho9hNZ5V9JTLYh4zC3b+352UijRn/O1y4zmmf5ceWxWxRxRm0s6fvESWtd04q2ZtmyJ7dy5Kikvh83nh8/mkccuO2ohEopJbevczt1Y7uUupmuZtm+LGv3wfe7btxa7Ne8Rf3GVAJwSCRzaTWFGUxk2df1pedtll2L17N37zm99g586d4m397LPPyhq7Nm/eXGEE5P79+yV2i/dt2rSpVHBnzJiBfv36oVHBMZ9seAJD9hN0/lPEUBBVMVnLLMlfBiRfKpW6+hA2Ul1O/QEQHAs7NNWE4nsyYHGsa4Az5wOww2thc6AD7QJWEqzAcGecaQNrxGDFk/svgwliBacfCPQ1lgKOwJVEAq8ZsCCTqlqY1AdGmtEa4iINY6zYJqgqy+Qtn9gVLBgBa0fzYBf81wxEiBXQ3K5Ep31l0hzqa/DBMcqgkwZg4In9sOirJeK/zGiWJpFXTVpnYvemPUhKS5JRsGzc8vi86D6oM3765C1o1vrITDA7mqFVQO0CiqIcLJYtM0uPHuiBZTMXEww4EKE+ieb9DaA3VsbMJsfeYDr4U2+AlUKB2viQt00xJ4S97EzCCjjVWVuyUSW2qrqxt0cYu/A1mWpW1RcGRLKNCJdmuzTj95XxuUwpCIitw0o+r+zu0ey7TX6st13i7bGpLzAcHlbS+fzFk2Dn/d1UZxN9GeH9/f1hZf5VPbFHGA4leO9fn2L2JwvKIpwoZIeeNhDturfB3u37pErYZ1RP9B7RXaOyFEVRGoBe0/XKOsRKvQk2l5lL5juZsM64VP6XQwySL0SjpXQe7IIXjJ0gdhmdzUnhdbDzHgaaPFw5Jqy+kFG/tAbwdUgQvmFxeEJngDaNUkaj5TqZtf1MXJc7OteFyQaswlLIxwtOmQwWgcWKqktkq/M8VfzKcfKYNAE6NgbliMFJWVf+8iJMvOkUbF6xTb5AcMqWxjkpiqI0XFTA1iGyjJ7xa6BkDuzQdMcz2QYWG5z8g80SfSPFLvrULLdT9MUiTU/tnHG5C8z4V/cxrGaGpsKmoJeJVb1hJY2H5ete9zvsH+bEk+U4TXSxB2M76Q6nwZN+C+zoVU4Ort+M3k1QEZUMYDZjRbeb0bjua+k0cTF/FsHxsTsQa3yujAyJoHDV6l590aRlplwURVGUho8K2DpGKpDB42EFj8fRAgcwILzM8fgmQIRYREbZ2oEhQOkK8cqi6B0zlYwiVxqYFsEOfQKkXAcr+Zw63WdOIrOTTgaKPnSuyDSiU6Zx0dvbDBazYeWLBy0EaQfYXicg7Q6TRBDZVBajJRVoDk9gjBYTJ1wYS1b0lmkiY55uLNI0li+CV5u4FEVRFOXA6KelUjcweogjaff/yCQZSLg/xV3zck+wVD53wS54Rryp8QMHDjdW6o2wGS3AhilZrrccC0QHGcJg1TKj1gqOE78vOGK2dKm5zj8ICE6A5a04fQ6+AQBvk/isVuUiloKX58bTBBZTHxRFURRFOSAqYJVaI+kDvj5GjDEtIR5OtWI+Kq0CUsl0l8+DJn2hNARQLMq0q1ZSwWSTU50LWI5/5dhbelpLFhoLBFMJJFHh4HynFu0SKVcmCEOLf24PkH4XbDb2lX4HhN3sWboGWsFKvQ0WI70URVEURTkgKmCVgyMwylQyxc/qMbFTXuakZjoNSyETQcVKZNgJivcwqYCNbEVAJMv4ZyU/Nw0oWVQWFl/XWEwCSK6jUbzVPS8jszLuB8JL5XilIs19CYxteLFjiqIoitKAUQGr1Brxsxa+aZa/WW1ldTVa6IydZX5qW5O6EBP8X4YIVB8Q3QvYHYwX9kjtN6u/JbOc0a/pZhhDrE/1CCCVWFaa67jarChK4yCnoBgzlm3EvDVbUVxSiq6tm+GE47qiV4eWGqmnKNWgAlapFbZdCjvvH6b73sfhEhwru4dBq04OrBfw9TRNXhSnch0vpSb/VrrsOZHMRE3Jv6WBaXSd/bE2mbUfwS58xVgYzLXShGYnXQAkXw6LY29LFzi2gtZOVVQ70hVFqTs279qPv701Vf7r8VjwejxYvnEnpny3FheOG4DvnTBQRayiVIEKWKV2lC4ygf/SiMW3T3rFNALaB9iVL1VZWgU2OJmqrmANm/vZASDK6KldUrW1gtVPoLJZ7WWjlFvlZQwZbQs1ITTFjJGl51QGCVA0O0MKCl80t4sILyr3pXpeBtJuhBWccNCnSlEUpSpKwxH8+73p2LRrP9o1z4DP6yn7wr0/vwhvTV2Mjq2aYlSfhjMQRlEaEipgldoR3mCEqAwGSADjqRgVRV9reJUzmpX3pf+10BGwbOgqAaKrAE9rWKnXwgoMqvIp7ZIFJqkgstHYFkSItgSSLwGSzqm2QkHhazO+i5VgX4eY/WT6QAugZDsQYTW5rzRTicWB943uhJ33L8mMrW7fFEVRDoZF67Zjw859aN00rUy8Ev49a5aegq27s/HF/NUqYBWlChpvkr5STzie1WjUSRvgJTagn97XgCzBG8FqOxc+Lsn5zsSOf45sbQpkPlBhRGs8jOKy8x4E6LtlBBcbv5gcEM2GXfAEUOzkulYFq8WMzPImSEugbxfFZv+ogV0hzAqtp51YG+yiDw7qLCmKolTHuu17EIlGEfQnriOlJQexdtseFIVKcazDqvSW3dlyznIL+DdbUbQCq9QSm75XGWSwxPhaiRuHxaYtekwDIwBvN4AeUqmYOiKXwtBqbSqh0gBWDMuTUe0fLbvwDbNNr5NYIM/HCVltZQCBzeEAwZPN8IGEFDs+XH+CJ8h1xLflWBxi4HN5mgDhxdL8ZfHfiqIoh4uaeFvlizUaPNn5RVi1dbcI8k4tm6BDy8P393LWik34cOZyqVZz+6lJAYzt1wXfO+E4NE2voY1MOSpRAavUrhmqZK5puuKFFVXxkxYaa4G1S6qkVtLZQDQLNm0EXi7bF5bbDlzrgTz+AESzjO+V8VOJ/thTMHP5n7mqHCqQCE8bE/HF54sfISuiNep4eRPlwHodoa0VEEVRyv8Obt+bi9zCYmSmJqFts4yDarTq0a65NG2FSsMJq7B5RSUY1rM9kgMJvnw3ELjvb3yzCFMWrRMRy3JAajCAwT3a4drTh6NlZvUTDQ/ElwvX4H+fzpHnaZqeDJ/Hg4LiEnw0eznWbN+DX1x+MpqkJR+241EaFypglZpDT2vxu6YRijFYTBVgNVZKBBHAzgOSLjEZsZJCwPGqxYlHzto5gLdr4qitsvtQ5JYaP20iRHhyDCvTDaq4i7cV7MBooHiSic6qMKqV+8fqLK9PTfz8IoC1+qooCrBqyy689e1iLN+0C6XhMAI+H/p2boVLThwksVe1YVD3dujWthlWb92Ndi0yKzRx7csrQsDnwalDe6Ghwv186pPZ+GrhGqQkBdCuRQY8loW8ohCmL92IXfvz8X9XnYqM1Cr6JQ4ArQKvTlmIqB1Fh5bliTDBgA/pKUGs3rIbk+atwmUTBh/Go1IaE+qBVWqMHZpqqq2eloCvN8DJUUwjYDMUvam8HqWmGuHrD/j7yajYShVMJ5XASjoDVgVBGQenfHFClnhpE+6QqZLSG1sNVspVgK8HENkCRHYZ4R3ZY/aD4tiTVNlCwEQCuwRW0mmwaFlQFOWYZvmmLDz4+hTMW7UFQb8XzTNTEfB7MXfVFvz19SkibmuD3+vF7Rccjy5tmmHH3lxs3Z2DHftysWVXtohDiuKRvTuioULLwPSlG6QC2jwjRarJ/NufkZKEts3TsXb7HnyzeN1Bb3/u6i3Yl1uIFpmViwt+nxdJQR++/m6dpDk0ZPKLQli0bhvmr96K3dk1WHlUaoxWYJWaQwFIwSnLZZyg1dQs75exEwhvln+JiE37CezcPwPhNea7EoUgRSf/S5tB0pnVPp3laQY7MAYo/sykG8QOPaCdgWLU1xHwV58SYFFkZ/wedtGHQMkUJyUhCUg5DfD2AAqfNdFfboWWY3Dpm2UlOfmcQztniqI0eigoWQ1kvFXHVk3KLAMBnxdpyQFs2Z0jt//26tNrZSfo2LIJfn/dmZi5fCPmr9mGolAJurRuhuMHdEXP9i0adAYshXxRSSlaNkksMFlR/nbJBpw7pv9BbZ/ilcdPYZyI5KAf+cUh5BeXoGkDtBFQWL8zbYnYIPblFcpHFv27/FJy1anDGuQ+NzZUwB6jSK5qeAUQzQHYSOXrV301lLBaKQ1RVW20FPCU/zGz2GiV+Wcg9C3skulANF8Ep2Sr+oeaqVQHwEq+FHbpcpMkwKV8ZsDStkALgycDVsr1sMSqcIDteFvASrsetn2V44dNgeX4cW1/d9jFnwCh6c54185SHUYSP4wObvlLUZSjh/U79kpFkZXGeFHJn3n96q17sDFrP7q2SZB4Ug3pyUGcPqy3XBoT9ADz2KsS2QG/D9kFzNY+OFKTA/LFIWrbYk2Ip7Q0YiqxgYYnY7jfT382G1/MW42koB+tmqTJoIq8whAmL1yDHfvy8MsrTxFBqxw8De+VV+ocu2QO7IIXnVzVEqervxOQ8n1YwbFVPs4KjIQd+tqposY1PUnaQBRW4PiKj6H/NXkirOSJB7WvFhMLMn4Hu+g1oGS2Ea5MFAgMg5V8CazAkNptj2LXqvgBY/m6wkq7DXbqzUaEW8kNuvKhKMqRhZXXktIIWmQk/sikiNqfV4T9eYW1FrCNFWbVsqxIsZbo72WoJIzOreIbZ2vO0B4dkJa8CDn5RZXSBqJRW7y2E0f2bZBNbmu27cHUxeuRmZYklgoX2i3oF16xOQvfLlmPM0f0qdf9bOyoB/YYwy6ZCzvvr06ualMTT0UPaXgj7LxHYIdmVv3g4BjA3990/rOayjURXpinyglcvu5A8MTDvs8UsZ70e2A1eQxW5kOwmvwDVsafai1eD/g8ll+me6l4VRQlPpOVS+KhKvyWFLd+n0fud6wwsk8nEWM5CXJZmRoQsW2MH9TtoLffplk6ThvWEwXFpdiTUyARWoS5uNv25KBN03ScNbJhCsA5KzfLfrK6Hg9tJ16v55D8wYpBBewxhG1HYRe+YsSnt6NUGsXPymVyxl3ZhXK72AsSwOV0K/0+4w3lMjyX9XlhooB/IKyMX1ab63qoiA3A3wcWbQgqMhVFOUL0aNcCnVo1xd4cehntSsvFe3ML0bl1M3RvV31D6dEEK81nDO+DgqIS7NyXh+KSMErCETkX/Hlg17Y4YcDBC1hyxUlDcen4QUgK+LF9j2lwo2Du07EV7r5kgniIG2rFnpaBqj6nGJu2L/fg7RWKQS0ExxKsunIyFdMC4n+xLGc8K5uZwqtNgkAVIpINURKpFV5puvfZ4e8bUKWn1abPtmQOEN1v/LaBkdKgpSiK0hhg9fXiEwfiX+9Nw/a9eWiRmSIihJXGPdkF0lB08QkDq2w4OhqhOLvqlCFolpGMSXNXYVd2voj59JQknDKkBy4+cZCco2Ubd0pSA/2wtB2M7tu5xg1qPO+MyeJS+9KNO+V8s/JKAUuB2FCh5cGOVm+v4MAH5dBQAXssIZOnSgBPVctcQadBijFXVSO/kP4+5lLd07FSUfyJU/Wld5W/yLY0Y9lJF8FKuUQrqYqiNApG9emE6Hnj8PrXi7Btbw7CkSj8Xo+kElw+YTBGNODIq5rAv9fMpN2dUyCe3n6dWotFoDoo2I/v3xUdmmeKgG3VNF0qsxzwQLH5nw+mY/qyDSLYKDjpXf1s7kqcNLgHrj9jZFn27YHg9sb174LGApMGPpm9Qpq24nNwS2iviEYxfmD3etu/owUVsMcSMtGKIrUo8XAAuT4YF411CIS+hl3wpPk3hx9IRFXEiNnC503+avJ5h+e5FEVR6pgx/TpjeK8OkgnLLnyKk36dW0uma2OGwvX5z+dh3Y69Ijy9liX5q+eM6YezR/ZNWGjgoIE3vvlOBCqjrJgUwG77M0b0xlkj+shtUxatlQlavJ7boEimqPts7iqZ0nXBuAE4GmGFecKg7jJoobg0LM1bMuShMCTvm+O6tsXxx3Wt791s9KiAPZbwdjMDCEoXmclTsX+UpBlrD+AfAPgOffoLfbR20dsmnYBJAi7McvW2AiI7YRe9AwRPlcYpRVGUxgCjmzhF62hhU9Z+PPzm11J5bZGRglZNUhGORrE/t0hEbTgcrSQ0Oc71oTe/xtINO5GWEkDLzFSprrIK+9ykuTKYYebyTVLBjW1sk0EHqUnil500f5WI3YaYInCo8DivP3OExKt9MX+1NKFRvKclBXHG8N648uShGqF1GFABe5iRZXPmq5YuMWNK2eUfGA4rPnaqHpBv0alXw85l89Umkz7ABi7GYlG8eprCSrn68Czr02vLBi9vFV5XPneEgw+WAYERh/58iqIoNfwbzS52NhxReNGzGcve3ALMX7NVqmX0Mg7v2eGgx6E2Bj6atVyEJ60Qbt4qK8qtmqaJqP1g5jKMH9S9QvA+O+jpbW3TLE3yXmOTA9jA9MnslbJM3qlVYp9nWlIAm3bux+MfzhTLwZAe7dG59WFa+Wsg8Bx+74SBUo1mZZsCnyNxm2ckGFuuHBQqYA8jdnQf7LxHgdLvnDGnzsQqdvyn/wRWFY1RRxKLFdaM/4Nd+DJQ6gwyYDZqYCislCtg+QcepmcqdoYe+Kt560Wc86QoilL3zF65GR/OXIYNO/eJwEoJBjBuQBdcdPxAZKYk4Z1pi/HR7BUmpB9myZuNR5eMH4TTh/U66jz7zFJlgxWzShMNC2iWnizd/wvXbsPJg3uUXf/N4vUSBRUrXl2apCZh1/48hCOJG5iYUvD/7b0HfFxnlf5/ZtR7r5Z77y2241QndmLHgTQIJBDahlAWWNrCArvAn2XZLOW3sHTYhdBbgPQeO4kTx713W7JlW733Ls3/8z1XVx5JI1u2JaudL5/B1mjKe+8o1nPP+5znnC2tkqbmVnl593F9jUc37Zfr5k2Sf1i3XBu/RhNUobEMGAPP6PpJGUJ0y7z22yItu0S8qSLeNGeLnqao9tPiq/0vkbiHxYMXdIjxkOUa+w2nCquTuOKc6VMD+Y+znoMIZyyrJ8BVuN4f4ZwnwzCMQWbj3mz5v2e3qceTaiINRGyFP7XlsE7RWjJtnAopggTI76SCFhYapILrkRd26JYvI15HE0Rgtba3a4pCX01a/F6oazxXaEDUsyXe1wQsHo/NwudrV4FMA5a/b/ZMcaW+J9FYVF35HGoamnWrned98LYVg3Ckxmhk7GR+DDatexzbQFC6M07VFYNUN6nA4vlsekmGCzoCMHiSeEIXOn8OcGXBw3kIWe5EZ/XMlfV1dPptZzsRXIZhGINIbUOT/HHjHq26so3LmNKw0GBJjI2UzKRYOXqmRH770k6p6MwwzSkol2N5JSpsEVVt7e3yxJuHNHlgtMCxlFTVSnuHT+oaAu+Eucfrbx/gdwVVVoY3BAKBG+wNkknpiVLFBDN3+INPpLiyTl/THb/LueXviNzoyDCdXsX5N4z+YAJ2oGjZ0zWGtBfko3J/8xsylvBEvUckeLJI+1mR9lJngEJ7uTPCNihDPFEfHHVbcoZhDD92HM+T8toG9bz2xBWohZW10tTqdNOHhgRpZZBpSrlFlfrvFNveZ0oqZaSDwHxtX458/n+flv/8wwYpq6qT3OJKyS4o17grf6i0cs6WTPdrxBWR6xdMUWFKJbUnVF2p6H7o9qs1iqu4olY9x0WVtTpq1yc+FawZSd2H3nAfld6DuYWDdOTGaMMsBAOE74JezhAnpmoM4QnK0KEHvsYnRZpf00lfGtMVdqd4Iu4QT/CEoV6iYRhjgIqaeu1IwLcZiMaWVg1iCQsOPvcYj0eCQr3aMV9aVSfJsVH695EO0U6/enGHtLf7JCE2QmIiw+R4fpmUVtZpJdYZMiBSUduoflQGCfTsmL9p4TTZfDBXTuSXakwWlgualBhW0NDUKrdcNUMtGTOzUvRxmw6elKLyGgkLDdGkg/SkmF5DH7hw4EKhq2JrGBfABOwA4QnKZIfE2R4PNJEKz+cFgv+vFD6qoM0bxdey2RHVQZPFE36zSAhpCQNblPcEpYkn+iHxRT0g0lGr8V0eLBaGYRhXsJGGymOgyUhUXxub29wxK72gGksllq128kxHMoxhxedLg1pmckzX/bPHp2qVlNSB0yWVWnWdkZUsd14zTydn9YRq6effuUpjtvbmFMjZ0moVoOSdrl82W5veOM9EaBGVxQ3x/6mfPCHV9Y0BJ5a5ww6YtGVceZpa2iSnoEwtHpnJsZrTO9wxATtQhF0v0vioSEexiDe9e8Yqwk284glfI0ONry1HfDUPO9v6+HP5EWg77YjZ8PUiUR8SD1mtA4wHC0VQAHuFYRjGILNkWpZER+xVTybRWP7g5ezo6NCmota2js7GpXPfR+whXmk4Itx/JIK3l4EDZK9m55dJakKUNrO5Hf/4gadkJklEeIiEeIPky++5RWaMSznvuFYEzj/fu0rySqskr6xazxsV174ix2j6ItyfSWb+7w0dPidDlkit+VOsY/9K0t7RIc9sO6IT0rCM8FmQzsHkuXfdvLjXfy/DCROwA4SHcP6ofxBf3U+d/FMv/h5vp3j1iYTfIhJ63ZCu0edrdWK+EK80lvkLVdIImp52mqpYq2EYxiiBfNJblk6Xxzcfkg5fvVYKEVxUVour6jTKiaojAhc7Af5XKopsi+PzDA0OktVLpstI5MCpQvnh45ulpLpOUweaWlo1Gqu0qkEmpsXruXDBCtDc2q52ifOJV3+yUuL11h/esmK2NsztP1WgKQ+R4c5FA95XBPEH168Y8VPNRhq/37BHnnzzoAQHe7Wxzuv16ufx0u7jenHypXet7pWVPFwwATuAeMJvFfGmiK/pGZHW/U7OafA08USsEwm7RTyMUh1KWnY7AwZICOhZZSVKq61GfE3PO9OxrLnKMIxRxP03LZGQoGB5cdcxKSyrFZ/Hp2KJRiOmQe3JyZepmclSVlOvzUZUovDDhoeFaFLBTQtH3ux6KmqIV44pKzlWKmoaNTosLCRIvaZM4aIySvUZEK9URgdrShSWgs+9Y5WKI8bMVtY26sXB+uWzZd2ymTIhdXQNMxjunCmp1P8eIiNCuyVNcFHDz8DRvFJ5dV+OvHXlXBmOmIAdYDyhi/Xmo+MeAeuJHT5isP1U55r6uJqiakz12Mdwg/5dURuGYYwEqKred9MiFUpMkWpua5e0+GiZPSFNEwYK/1ij1ViqUOOSYtUTiGeUSuR9qxZ1G4k6Unjj0Cnt/ic2rKiyTj3AHA8+R0Qsx0izVkqcV1rb2jSn9Y6Vc/vMhR0IEEZ3XTNP3nr1HGlobpWw4KCAAxGuBFQa+eyptk9ISxiVY23Px7YjZ/SCZnxKXMB0Di4uTMCOQTze4WiA7hTStNsGFNVuC4Nt4RiGMTqhunRtj4EE+Fvxc/5uwy45nleqnlGqr1gP7rxmrqxePDLtA6/uzZay6jopq3H/7Rdp93WoNcInQVplLiirlsLyGmntFLU0WRVX1kraIDdTYeHAsjAUYB1h6tqr+07qRQq/DskEvnXJDHnLyjljxsZQ3cDEzMAT04BqfEVdo/689NdSciUxATuWYHAAjVskD3gCGLPxwYYuE/EMR/FtGIYxeEwblyxffc+tcrKwXMpqGnRrfdb41BE72vTo2RI5cKpI2jo6JDo8zBkMyR5ce4f6fFvaOqStM7KKY2SUbnx0uLx+8JQmEXzhvtVqnRhttLa1y/cff122HjkjkWEhkhQboeelqrZRfvvyLimqqpWP3L6ym6gjoYEmMyrTUzOTRo3AjcXbys9FHyKWZrvM2NhhKV5hZP6XaVwawfNEGCPLuFtPppPJ6lZkmYzlCRNP+PrhY3kwDMO4gvBvHz7YqZky7EBM7M3O16grxPXCqZnnjTp6bvtRFa1OZJWvM0/BsVKEhwTr9j3HmxofJeNS4iWS7XOP05V+pqRKHt20Tz559/Uy2th29IzsOHpWm/b8rRKpCdFS29CsQx5umDdF5k5K1yam32/crRcCTc2tWpVH1BMvduOCKSP+d+WymePliTcPahXav5kPaF7EJ33jMPZ+m4AdQ2jGa/SnxVf7XyKtRyi5dtoF2tT/6ol8QCT06qFepmEYhuHHrhN58usXd0hBeY3WG6iYMYBgzZIZ6uvtWRHE17gvp0CS46N1gIDTnOWMbQWtxHb41ONIgoC/kEPwkvO663ieNoFd6egwBPTh08WaVtDu88nE1ARZMn1cvyrhnJem1jYJ9nrVwxmINw6e0uMP5PONjgjVxrI3D+eqpeC//vyKiliGNcRHxaioIzLsp0+/qbm15NuOZCalJcjNi6fLs9uOaGXaSefwSG1jiyZyEKXG0IrhignYsRj3FfewSMs28bXsdKZjBU0QT9gN4gmeNNTLMwzDMPxAzP3gsTd0RCtVQkSnTr2qa5THNx/Ux7xnzdJuz6FyhteVLXKak0gboGHL3QpGrEBSbPcqpP/gh/LqBimvuXgBi4g8VVQhe7Lz1WtKlXj5rPHd8kQRxg3NLdr57h/RVFpdp6kJ2B84BvS2Vzwqsv/xjmtkRlZKwPekKe31Aydlw54TkldarUJ98bRMuWXpDG3S8wcrAMMpAsHzgoI8ur6ntx5W8ZqVEtc1eMGpwIaoR/ivr++Xa+ZNGjIf70DA8b7vlqskPipcXtx1XM8Nvmga7W5cMFUeWLNEL2aGKyZgxyAeHed6g4pWwzAMY/jyzLbD2lg1PjW+q4KKEKVCKDUN8vLuE5qs4G8nQFQlxkRJUUWNTg+j0qYZt82t2sCLJiF9IC4qsPhC4KrV4CK78hHJv3hum7x5KFd9ti5/fm2vhuIjRNmyJgWCprHwkBBZOWei3H3tPBVK3/vb63LodJGu2RXWCFninv77b5vk39+3ttc0NMTr/z67VTbuyVbxHB0Zqr7fV/blyM7jZ+VDt6+U6/ya9hDNCPq+4OIAAb/l8Gk9j4GmhiH8iypqtUrNcIaRTHCQV952/QJZt2yWjgbmfGYlx2sD43DHBKxhGIZhXAGIqaK6iMDKSo67YO5pZV2j+i/joiMC+i3Z8qXBCLsAdgJ/UXLD/Mny06e3SEllrbR1+NT/iiikotrQ1CJR4e1qI+gJIpC82NkTUmVC6sXFKf725Z3y8p4T2gyWFBepa2bKGb7dHz3xpgQHORFerBtxjKB+dvsROXKmWNZeNVOO5ZWocPK3C1BxHpccp5VV/KmMqfVn65HTsnFvtsRGhXWLOkOoIjIfeWGHzJ2Y1lUBvmbuJK0Ot7S29YrvoirMuZszMU22Hz3TZ5wYjwG8o6OFqPBQWTR1nIwkTMAahmEYRj/JLaqQDXtPyM5jeSrGpo9LlpsWTZOrZmT12dRDRfPRTft1i5tKqDOuM0TmT86QD6xd1mdkFQIPT2hYSGAhRSWW98T32fP9sgvKdEwuVVG2xfE21jQ06ftTxbz3hgUaI8W2cVJMpG6P8zzEJsKN+LCcgnKtpuaVV6vAWTo9S66aMV6byHqCWHz9wCn15mp3e9cavfp+u07k6xoWTsnQ+4D3YfQsloO/btqvgjqQ15XjDAsNki1HTvcSsFReqZr2zOnlvKQlREt+WY0+j2EJcM2cSZptyoQyhHRsZJiKdsQoTVwI3OUzJ8gfNuzRxrlAQx34TJD+PNcYOkzAGoZhGEY/YEv6R09sVhEYER6qAfhUAGmyIpj/3auX9BKxiKNfvrBdXthxTAVbRmKMCrK6xhZ9LgLyyw/c0m0Skgv3IaBoymJbuycIV0bDbj54ShMKUuJj5Jo5E3Xy1o5jZ2XauCR9bll1g4rTsBCvhAYH63Sx21fMlvEp8fL4m4eksIKR5w6IvvtWLZbc4gr53t836fhZxC3HsWn/SY0W+/TbbujljT2YW6iDAcYFCMVHGFKJ9Xq8Wt1FSJOCwHlwqrHBKmI5c8SY0fFP1ZhKZ2JMpA6XYCsfMd7z3LJORtIGAqGM0KT5zYXP4DNvv1F+89JO/Typ7AJCev2K2fLA6qX6mBWzJ8jzO46qP9QV3C7lNQ362SDojVEuYH/0ox/Jt7/9bSkqKpKFCxfKD37wA1m+fHmfj3/00Ufly1/+suTm5sr06dPlm9/8pqxfv/5KLNUwDMMwukGllYrdd/+2SbeZ/f2oiCsE7VNbD2uT0fJZE7o9F2H22r6TKpD8G2KoVCKU+D5jVe+5bn6v9+X7N8yfIn97/YC0RrV366xHkB49XaLVwCNnSvR7be358sqeE51b905VkltqfIzmv7JkxGNucaV85qdPyZSMRLlp0VTNgEWk0W2/eOo42XHsjPz6xV3S2NyidgfHfhCq1gCE6k+eelP+7d3dR463tnVoDBeivif4WPkm2bMITv5ONZZxCnmlLdLe0a7rxdHgqSOn3NmmJ10hr6lKKmobdErWogD5ZtgAEPHno2dKA+KTiLDCiho9/6yZSjreVhcuSPafLJCzpTWaFRsZFqopBKyFQLK7r5unn6kxdPR2Jw8wf/7zn+Uzn/mMfPWrX5Xdu3ergF27dq2UlJQEfPybb74p999/vzz44IOyZ88eueuuu/R28KDTbWkYhmEYVwIqfGw3f/5/n5Z/feQ5yc4v0+58moDYnnehioigfGVfdq/XoBKKFSDQdjMijXgrvJ198Zar58is8SlSWF6r2/v4V9nuPnK6WLe4EdNMEiOfFM8qlVoGEfA9F82DDfJIfnm1nCyq0EomQpa8179tOiDP7zymnle211nPz5/dKmU1dZ3CE5np08dTrcT+QBMWE8v84f2DvUEBxSTV07aOdmlvb9dqbkRYsCYBILqpzLa1d4pXtG+nCG5v9zn2idBgrezy/oh5fxDQV8+aoNVcPque0EgWEuSVBVMyAp7bjMRYPWYyX/dmF8gvntsuj7ywXWO0qDB//h03ydIZWXq+8BozoS0tPkYeWr9Cbu+0JBijuAL73//93/LQQw/JBz7wAf36pz/9qTzzzDPyy1/+Ur7whS/0evz//M//yLp16+Rzn/ucfv31r39dXnrpJfnhD3+ozzUMwzCMK8Ez24/Ib1/apaKNBCrEF6JJhWRzq1bt3KooW/0n8sp6TTXCKoAAJF+0qr5RhRlb5ggzaGxu09dDrAXqeEcc/8t9N2sawWv7T6olgGplcHCQTIiP7tWVT2WXHFRErv9rsu1dWlWvotkX5CQV0DCFgMQnijWCLn+qvcfzyvQ5HEtzqzN6FhCW5aw1ukMF7MzxqV3viwgk7eBEQZk2qPlPb0Ks+ogd93i0KcsFgUx124V1c65Vi3o6q7rSphVPvLEpPY4VyDF949ApPYa0xOiuaiuVco6Xqi1e476gsk5FGQ+vZuwK1oUjMjk9Uau0//au1Sr0sXrwuc3MSunV/GUMDYP6KbS0tMiuXbvki1/8Ytd9bFOsWbNGtmzZEvA53E/F1h8qto8//njAxzc3N+vNpabmnNfFMAzDMC4FEgCoTiLE0uNj5GxJld4fEuxVEYiQRNTQIQ+E7iMqe3pgeSy5oggkR5xRbfR1CTZAGP3P31+XD962IuC2NCL23auXyj3XLVARTDIBoquv5i+qh1RbEc/YFnhP1gCsjyW6dgZtskqIluyCcvnEjx7XJjVXVLp/okV5HsfY1tqh4rhnvZPj/OD6FfLff31NzpZWqaBH3CMkEaIcY1t7u1aGEbG8HkkAWnHtHAip1dngIB28wHvzP16XyjIXDLzulIykbu/L9/7pruvlZ89s6RShSFAnvWDJtHHy8Tuv60oN6AkWgu8/9obaAjKoIHc+juo61Xaiu77xgdu0ws3NGEMCtqysTLcM0tK6Bwnz9dGjRwM+B59soMdzfyAefvhh+drXvjaAqzYMwzDGOvhAyV8dlxyrX+Ml9RL03uFTUUtlky1lts6hsalFVi/uPrUIMUWuKc1WWpklZ9RP+ZGFitCKj4mQTQdOSn1zq3zhvpt6eTb9PbHcThbiI+3ccg9AYkyEDgUorazTLXREt5vLioBMiI7UAQIISNbAy2AZqG9qluBgr1ZaXZHtHIcjYrm/TajKtuvr9gQPMA1pL+06rtvwPI5MUcfHu18q6xpUVDe1OPaLjg7nNamuakZtpxDWKrHPsQDQxMXx8P3gPs4LFoHvfOitsv3YGbU58HwqwnMmpHWrBPcE6wYNb+NT4rpdeFAxRtBiFSFOaziPUx3LjPg6ONVd/4otFdjx48cP6ZoMwzCMkU1VXZOKGrcDnYol3e4IsPCQYG1CYosekYaQpUp686Lp3V7jRH6ZNgJ5OrVgb5cmIq5DspLipbWjXR9LpitRVeeD7e3o8FCpaWgOOCmJauXUjCTJSIqTU0Xl6uFkuz7I45Hk2Cit0HI/ubQIVaqdfD8pJsoRrp7ui+WverfH+TuvU1RRF3BtVKTfv3aZPLBmqfqCqbxyHmmWYlrWnInxUtNA41aHlFTUSiOjX7Fm9BSaVH3VOhAkVfVNWpme7WdZ6AnCnulRF8OO42e7jdj1R/25Pp/sP1VoAnYsCtjk5GQJCgqS4uLibvfzdXp6esDncP/FPD4sLExvhmEYhjFQREeEOtv9nRVXblPSk+RkUbk0NLWq6EP4MFYUH+pD669WYekPgrS6vtkRSV6PCsueIJLobkeAlbbXyc7jeRcUsFR9l84YL6/uy5aIUBqizv0qZ8u+saVN7rxmnrzjxoWaUHCmuFJTEtiCT+u0C1CJpYqKeESEI1CxTXAsnb1U3QQ39gF8rJwH0gqYjnU+3EqqC2NdmVzFBDC8rFReuQg4VVihFWoEOefUnQJGZZhrB2K/uGggFUCnjw0gWBsCpSa48D137K4xxlIIQkNDZenSpbJhw4ZuV5t8vXLlyoDP4X7/xwNNXH093jAMwzAGmmUzxqttAFHnQuPVzKxUmZyeoIJz0dQM+fDtK+VbD71Fls3sLTqLKmv1dx4Ck21yKpcUGoO9Hr0h4MDd3icnlZSB/vD+W6/S5qSSqnrdNi+prJOzpdVSVdsk186dJHddO08FNlOl1i2fJf9w23L1peZ0ileEL1VGqpwIddaCWKfj392q5z5X4PH/JBkQucUQBrcJrT84zWBtkhwXKQVlNbL7eL4mGVTVNqpdAiFNhBUClWEGCNbmljZdH/5U/mTM6a9e2CE5BU6D2UBAE17PbFn/Cwtuk3pclBhjyELA9v773vc+ueqqqzT79Xvf+57U19d3pRK8973vlXHjxqmXFT75yU/KjTfeKP/v//0/uf322+VPf/qT7Ny5U37+858P9lINwzAMQ6FKSNg/E7QQhwmxEdp0RYWzrrFVheGX333LeWfGp9Nk1ekn9ZJ9GuSVjs7KLSAY+XuQx6sDA5o6PZ/9AcvCl+5fLduOnpHNh05pFi0RT9fNn6zRTz19tITuE9RP8xeV1CZiwDptAWzzk46A/5UqcUpclDY4OdYBx7vL2uOjItTTipe1vyH+PP/3G3bL09sOa3MU5wvrA6KdSa0fWLdc3x8PMEkNYcFBKvh5r4Lyamluc+K38P0ePVuqo2rvu2mRvGXFHLlcsBzg1a2sbegaNeuumc+cNVw3b/Jlv48xQgXsO9/5TiktLZWvfOUr2oi1aNEief7557satc6cOdNtysU111wjf/jDH+Tf/u3f5Etf+pIOMiCBYN68eYO9VMMwDGMMQld9eU29CimyQV2B+fYbFuh9z20/qoKG6iCB+kumj5P33XrVecUrXD9vivz4yTdVFOKfdYYNdHRmljqb9Pz+YzuebX++fmVfjjO2dUaWTqVCWJL1Sk6rv1eTyiFjXl/bnyMl1fWSEB0usyamavNSX01gCyZnSEpctG7Rt7S1acUXD61b4aRaTGMVDV4IdZIWfF5H5E5MTZC4qAhNXpickShXz5nYr3NLExT2Bc6jm5pAkADngOirbUdPy7c/9FatGPPaNMdR5f3SI8/qGzNswY0C4znEgTHmlSliC6f0HmxwMcyfnC53XztP/v7GQU2Z4LxzsYFFhDiyD6xb1iumzBg+eHyB0n9HMDRxxcXFSXV1tcTGOt2hhmEYhtETOvX//voBHelKRTDIG6TbyndeM1cWTxvX9Ti29Y+cLdFtcKqqeF0DNf4E4pt/2ihPbjms+aI8A78rotQ1mbqJBvyZGh+l1UfEMtv4iCjehqSC6eNS5MO3Xy1ZKfEqLIl4YnwsLxMeFqw+VqZtTc9Kkc/du6rXqFcgu/Urv35eYiPD1QLhj2NBqFLPJ4KZNRHej+DGD0xuLDFhxFh94s5rdR394T//sEF2nsjTTv+e8NqF5TXy8buuk5sXnUtwoBr73b9uUu+wm+CAuCStAXGO2Lx+/hQdaXu58Nq7s/Nl455sOXq2RG0TfParF0/XVAVj+Oq1EZ9CYBiGYRiXIl4f/uNGrXIiFNkuRlzSeIXP8qN3XKNTmoDpVpc69/7Db1mpPlpEEr5OhGF7EJ3/7dqJT/UTcYjgxBKbW+RWY0V9qohJ1nUwt0i+8+hr8pUHbpGntx6W3SfyJC0+Wr2oREx5Pa1aIT58ukh+9eIO+ed7V/Vay9TMJJmQmqA+WOLB/EU4WbC1DU3i8ziRYXyPKWBUOjUH1uuV6ZnJsmBqRp8V3p5wfNkFZRId3l0su2hcFjuxxd0bwnYcPSPFVbWOP1eFv0fKqhs05xVPKmKW89FzaMSlwPP5bLm5TXtcFQQaKmEML0zAGoZhGGOOp7ceUfFK7JPbLR8mwSqOGNv6u5d3ayUOy8DlgFcV0bn5UK7GSJXXNqjHtLmlXfafKtCpVSEhVBWrpaSqVn2iGlflowmsTiuQRGKNI5e0pFJe2HlUK5RRiEKPSE5+uY5ZRSzyRMTmhj0n5G3XzZfJPUL/EWXc//3HN0thRa2KZqq7NFOdLatSWwIVZlIOqEDiEe1rCEB/QHgiEP2zbwPhn9WKneONg6e6Kr9uE5nTCNaucVxs6w/0NKzDp4v1vO3NKdD3ovrKObhqRtZli2RjcDABaxiGYYwpsARsPnhKBVJPgYZYSYmP0nisvdkFsrKfXs/zQQWXGCluLg//aaNu44eHhej2PYH6Ttaqk06AFxPdhF0A4TpjXIqKzVf3n9QmqNjIMK2kcixUcUOCnV/nLW0d6hP9v+e2y398YF0v8bVi9kT5x/YO+eOre7WiWdfULNV1jSo2OW5ea//JQjl6pkRzbJkOdqkiFmG6dPo4eWn3CR1G0HMtWDJojJs94dzwoi2Hc1VIB/pcsBQ0tji5u1fPntjt9RCdnA/Eb15ZlUSGOT7i5bMmnPcihIlb//fcNm2Ew9oRFRGqvmC8u1g07r5uvsaRXYyIdZ2ZJnwHFxOwhmEYxpiCcayNnY1VgUDEAY1dg0VcZJhu+SN2Sqvr1cvqn+WvAwO8Hq00EiuFkHVHs6KLiJdCvGIh8M8yReTiY2WLHUE3bVxyr/e+dt5kuWrmeBVtP3riTQnxelXMl9U06Ou6nTGPvrZPm7duWz6r67nEbB06XaxTvGjKwjN8PqFGFROPMZFipCS41VYGJxRX1MqM8amyaOq5ZizEM6KeHFg+I2cQQuc3qeZ2OFmxvG7XufL55NFN+7QZi+lpVJo5d1S9sU2sWjBVbRycp5njU2TBlEwVyFTEf/Tkmzo+lw+A80ADFwIaiwUZtI+/eVAFNtO+LgSvs2HvCdlxLE/XyLm5adE0WT5zvInZQcAErGEYhjGmiAoP6+zEb5dAoVVsxyOKqJwOFstmTtDEAbbMtRIZ5BXH+drhTMPyiXpNEWKtrT4Vrmyhz5uUriJzb06+M2ChhzDCL0ulEu/ozuNnAwpYIJeWdATeKyI8RPLKqlW4ajasR7QaWdvYLD96crMmDlDxfeLNQ5rIUF7rVIt5DUTaB9Yu0+YuPLT55TUqICemxqv4njk+VYc8PPLCDn0PtUd0DkRgm/6Td1/fdcHgrp9jplEOiwdiUg+x83n8fXxafDdB+eq+HPm/Z7fp8Wj100POrleb26jIIqCTYiKd6naQ4+UliuuXz2/XSDDez50YBtg4yKulIY5zsGl/zgUFLOf6R09s1jiziPBQzfzdceys7D6Rr3Fs771lqYnYAcYErGEYhjFmIN906+HTKibOlFaqAHS6/c+JC/JI8a76JxEMFFRSETZknMZHhav3FcHs9QZpDqu0OvmwiDqqqS6IV9ZItz6eVyZ2IQLPBXIhOjtUeDJtCx1H5fa856K8RpvJEMS8SnjouffzBmNjCNIq9Es7j6nQ/evr+3VNRI0h+qiQUun9rz9u1Pguxq7WNjSryMSnum7ZLFm3bKYmBswanyqbD+dqggDHNn9Suk4TQzj6My0zWXYey5OIMEf8IjCr65yRtwxQ4KJjld9oVyqdKhzrm/S1QoJcK0W7lFdzXFgxQiQhNlKb5cjaPXKmWP7rT6/oRQFCV8fW+n3+eJKbmtvUihEZFqyTy84HFyE/f2ar1Da2aNOd+1qJnd97dvsRmTU+Re0bxsBhAtYwDMMYMSDu9p0skNcPnpKi8hqJiQqXq2dNUE9kz2gof6jMPbPtiPzltX1aVSMHFQF2+EyxJERHyNRMp1JJqD0jRu+5br7eP5AwdIBKZGlVrQpMLARtHe16TE3NrRqdhaDq8DiTsRC2evN16Jb9jQunyjVzJ6lA+s1LuzT2CqHlKFhn5G1SbKQ2YVEJjY8OP+962CKnwtnW1tFLSLpQTX1x13E9X3hJ/ce5UqHODA5W4XqioEy33ZNiI1Rskun6yPPbVQS+Z80SHQxx1zUXznO/fv5krfIWV9apEEcIu1msWC14zxvmnxOwVFc5Vqq9/oLf9aHqeW7v0EERCNjw0BBJT4qVI7nFaiHRqWNEL/ihdg6vR+qbnDHA/q8bCC6IyqrrJbNHsgPgp0XUU203ATuwmIA1DMMwRgR0pv/vc1vl1b05WnlzBwPsPHZWXt59Qj779hu7CSx/thw5Lb/bsEsHB5BJitCojW/W2Coqrvg62WZOiImQ9ctnaxbs5YCAOnKmRHKLK3TSFtXV37y0Uz2W6YmxToSUzxmbSlWStIHk2CgVgEzJKq2qk/rmFj1O7mdiFVvR7nY7o2R/8vQWfR0EMH9SNUakUbUkTeFCgmne5HQVax1apey9fl6X12QtHq9HI7X84fvYAjTGy+uR6vpmtT1Q0WbIA9vppCYgSrEE9IfMpDgdIPCL57breQkLDdEqOZVT/L4r507SCDSWi79154mzulZG8/qDh9Y5JudCwB8VpB5G+OJ1jdRkCJ2W1u0k+LrsBIHGBPvDhYQzjjdwsxtCmYa4gYj9Ms5hAtYwDMMYETy/86i8vOuEVrUQSS5sFx86XSQ/f3ar/Ms7b+olEhAOVPWorGalnJuexWsg4mgwogL6nluWanMQIvBywB7w06e3yvG8Es1+ZX1YB6i44mF1O+xZJ2sYlxKriQBBQR6tWFIVZLucbfTpmSnyz++8STNf/Vm1aJpsPXpGDp4qkrioMImODNMGJ46F97nnunm9BGdPmGTFQAJsAG0dHc52OsLU51PhxlY6VW1sCR5v97grqrZEWiEm1bPb4ZPy6jqpqmuQxNgomZAar5/T2dJq2XbktArY/go4mqawbxBrVV5erX5SrcL6RF7Zm60/A5ybGVmp0tjc0nUh0y25oGtGk2Oy4Hz6QyUWUUzmLd/ThriQ4C5bBsfMS1AFvmHBlPOu13nfvo9LLSGXEUdmBMYErGEYhjHsoRL50q4TKhb8xatbUaPyeuBUoYoqGor8YXuX++MCbKmjp9IToiWvtFoiQkIuW7zieWTgwMmCMq3IEXlFkxaTvhBEB3MLVcT655gyGQuf561XzVQRiaCkISopLkoWTs6U1lanvcsfKqxM3MISQZpAOUkGHo/muOI9XXvVzPOuE2/rnux87ZBnjCy5tK3e9k6950RWIYA5HhqYDuUWaSXTrTJSdeR7mvbqcUbiqtjt8ElZVb2EhwRrFRbRuv3YWdmTU6CV3OjwUPXE3rx4miTF9p4WdqakSr79l1ckr7RKYqPCNTMX33JucaVWYPGSIj5p2NqXk6/vFxoSpBcKNIC5QxZYZ1vneeP7/j8zrCksOFjFK1YFjpPjoZKMGFcx7PWq6P6nu6/vGoHbF7MnpsnT2w7r54wI9of3oup+08JpVn0dYEzAGoZhGMMeKosIoNiowAITYUQgP53rPQUs1UWERM+OfRcVFh7ncZcL0UyIZQRdMVvvHqdCp430HjJoW+Xo2VKZMzGtWyWWxyNK2TZnhCueV6qxx86WyrM7jsg9186Xu66d100EIfA+uH6FvP2GBVJQXqOvh+jy7+rvCeLsb6/vl+d2HJWa+iZ9PURfW1urhIWE6EQyhGhIsFeq6ppkQkq8vO+Wq3RqGRcCiDl8s0SRYYtANDqJCV59reAgZ8uexyZGh0tFTb16jhOjI/V1S6rr5A8b92jE1T/fe2O3kbR8Rr8iraC0SsalxKkIpXrNVj/VYNZeUlUvE9MS9FzhyWXSF1cGVHtpbmtsaxM0NikMzrkVGZ/sWEZc8NJyMfOPb71G/vTqXhWvvB7vx4VSVESY3LJkuiRGR+i5+vsbHq3UXzd3csARvUumjdM0BiwjiHZXxHIeiivq9L0Q7MbAYgLWMAzDGPZ0yY8LTHUKBB7SxJhI3e5GqPSEyhsi7kJb7v3hzcO5KsTwVbIdTXXYyXT1SrvGY/nUToDAQ+wAoonn7MsuUK9kclykRIY73+N+UgIQWlRkb5jfezsbnyq3/vDYGwc035WsVZquEM5JMRFyPL9U6qgWtzgxXPHRkSrM8N5yXt6xaqE2oOWXVqsfFgsBAtZJuPKowHRxIsra5FRxpTS3dcjEtNhu3mSaqk4XV8rPn90mD6xeokKPZAOqwkfPlmhl1q30MmQB4RreKWDJc8Uni8B2mtai9Fzynklx0dLW1q7WgJAgx5NKM1xLe4f6cZ1khmYV0u9evUTjwRZOzdShBUfzSnSrH18t1dffbdit3miOkc9g14k8eW7bUfn4XdfK/MndI7W4YPjUPTfI9/7+ulazsR8AmhnBS4xYz4sq4/IxAWsYhmEMe9ISY9SPmF9eHTCflWYohAkxTD1BYOBtpYkKseqfVoB4Kq2q163puZPOTYS6VFgH1VNEmtvZ7+ncxm5sJtPUkeKItdT4KLUYIObYCqdzn23tLvtmZ3UWkYZwfH77Ua0C+ntRLwa2/PERsxVPWgEg9hCarYguD3YAZ63oR7yojLqFW5bMkKiwUHly62E5fNqxE4SIV1ITYqSxqUUaWlpVUZCzyvoRuFRwsWRw8eAPwpJqOH7WAycLdIoYgxQY68tkMAS8i1MVd7yzvDbeXLbqQ4KdnwHENsdy08KpalVA4HLesWVcO2+STEpLlM0Hc+VkUbkOiiDFgYlo+H+BnwXSHbi5Foav/vp5qWsiEutc5RZxS5WbyK6HH1wvCT2Oicr0v79vrezOzpcjp4u1Mo3wJx2jvxcXxsVhAtYwDMMY9lAhRXj88rntulWMQHFB0FClvHbuJN1eDgTTpKhubjt6WqRGNLyfyicVR7arP/yWlX12kV8MCD78ouC/bU1kFRVEBBgCj2148kUZi4ogZQscwce2/vHmFpmQmtAlMoFt6NMlVSpy3crtxYJHmPfISDpX3SWFwZ3ohQ0Aocb0LXJVf/PyTvWaksiACGOCF1XLHUfPyHf++ppEhAZrwxbHxDY8a29ta9PjpEJKc9TEtMRe/U0FFTVSVFnT+ThHgCJcycelOk011hX/jqfVo2t1R+36W0E4j4yNfWDNVXLfTYvVvoGPlWNwhSMXL/yM8Lzz2SuAoQWIYJrQ/D8/PqPMpBjJK6tR+8Nbrp7T67m89opZE/RmDD4mYA3DMIwRwa1LZ+qEpJf3HFchhkhqo0NeRLd1P7j+6j4bZfAlfvLu6+SNQ1ny6t5sraZRGaSiuWrRVEmJ697lf6nQsU73PCLKv+ueP1wxhpCiyMoxxEVHqFhCuNU2ICSdUbD4QPH1IixBu+O1waj9ktdGtRVvqCvUqf7yvlpxZU0ewgQ65Expld5PY9Qvnt8mr+7L1pGo71y1SM/j1XMmyTVzTsumAye1YkxDGlvvVJir6vC8tmgU2ZbDub08HwjOksraTt+xR0oq69TXGhrMONswHQXLsbsTxBDuIWWOFxYBS8XUraAjgFknDWuO4A3utb3v0rO5qi/ItPWfyuUPdgvO0+HTxQEFrHFlMQFrGIZhjAjwOT5423JZPmuCdt7TnU4llq+Xz5zQZxi/C0KLSVbcBourZoyXG+ZPlqe2HtFtdRqjUF6ILaD66evwqSWC6Cy3Yqw5pDQf+eiqD9YBBRW1jV3VUsLwk+POhfpfCoh0/J2ISM4VlVf//FKtELe1q9WAaiKPQX6SUfvY5oNamfzEndepmMYby9eIOeBigufy+qQgfPC2Fbodf6qovJvlAy8qGa2IdI651etYAxpaiBpzkhp4DJVpMnkR/eTmni6u0LXGR8eqiEe4sk6a1qiuu/A8GsXwHnNuL7qq3g+PtdsgZgwtJmANwzCMEQOVMWKdLjSbfihF9ufeeZNUNTTJm4dOS0tLmzYSsZ0eHRmuWa009CAi/b24VFsRegjViFAnFYGGo5JKj9oj8O6yLU4aA/aCiwHhl1NQrmIT0XiyoFwmZyQ4Msxz7jE0XgHClUojIpMGLSrVVG+pqK5ZPF3XX1BWLW9dOUcvHA6eLlLRmZEQozYDMlw5D+uXz5KfPLVF/b68Bp8d/mAVrx0+9a/6nwPWVt/UrmN1WQ/RZu79GUmxEhkaop5YUgRIILi5syqMMKdBj+Y0pp1xrhDFnKe3Xj1HrSX9jbBiJG5fQwdYM2thxK0x9Hh87ry1UUJNTY3ExcVJdXW1xMbGDvVyDMMwjAGAihsCyvVJ0vBDnujciWnDMl+TauZfX9+nAxSoFLJGmqAQ3u+79Sr5zqOvaoXS38+K8CIGjD8ZusBhOTH8zthWfLJUnN+zZqn6gfsDgvEXz2+X1w+c0ixavqayy6/+mMhQrXoiVjt0FkGHTg1jSAAgstnWn5HlbOefKa6UaeNS9PwjShFz0eFh6ou9/6bFuj5/eI/HNx/U6i1RWpRXqxuaHPtHEJaB0F6fHZ5bxO8PPnaX5BZXqYinEotQxtOaW1ShftbUhOgu2wdV12/84WXJKSzXaDGSJqjSVtY0ajrCB9YuU/tJf+D1v/qbF/TYaRp018ex5Jc5thOauALFaRlXVq+ZgDUMwzCGNTQuIfiy88s6s0ad7WrC8tmuRtBdame+P4Mx6hPhdjyvVOOdEN1u7umfX90rf3xlj3bpE7nFdj7b3Xzd7uuQQiZzeTwq3rAOJMY4DUkkJnDsVB8RWFQZqXj21Zz025d3aXSWO72M40MUIp4ZlsB7IkTTE2Klsr5ROjobsBDgJCNMzkhU0ca5oTkNocuwhPjocPWEUjGmqQ7vKcJ8x9Gzsu9kgT539oRUWbVwqg4eYBoXubanSyrlhZ3HNBbLf5iDe/61Mh0eKv/14Hq1Y7jgi913slAFOMkHS6dndVlGfr9hl/x1037JTI7rPo2L/OCKWrUT/H/vWytT0hP79fni7f3Fc9u0KY01si4uKBCt/3jHNXq+jaHXa2YhMAzDMIYtiIcfP7lZRWBmUmw3oUbDz9NbD8v41PhL9rUSYUXTFRFMbG1PzUjS0HkqfgMhihGkiK2eXDd/svzqxR2SV1bdVWbl3RCXCMrQoCCZPyWjm6+X9ak/tK5BHt20TxJjotQ3i4gllN9tfHLBo7pxzwmt3lKZdKGqyiAFtugRttgbaGpDvCKOichCnFIdTujs5K+sbdBKcnBwkNoYqKRGhYVokxn2h53Hz+oEMUAwohO54KAB7L23XCV3Xze/Kwlhy6FcJ3aLcbXBjuBE8PLeWANiOocKAIL2kRe2a+c/lV83gSAjMUYevG2FHsem/adU9PqLV2LMmLJVVl2ngxA+/ZMnZMm0LLl9xWxZNvOcMA4EWbuT0hJ0KMXhMyV6LExEo+J/qQkQxsBjAtYwDMMYtjDdiHB7Ror2rDLGRUVIfWOrvLjzmKxaMPWiBSfh9OR6ElhPrBYVz50n8rSCSGf7+29dNiAiNhBkk7KV3rUJ2uHo2I7OBqEOb4cKQRced7KwQqudNDYhqrJSYlX0se393397Tf6/967t1uR19EyJis7M5MDVLeKrSCL41D3Xq4Blu//Q6SI9r7xOVHiIrqa+sVlO5Jdr9ZVzRBUUoV1MA5hWxIN0HXw+V80Yp+LXXTMV41+/tFPzWBHY5PROHZfcZQVoamWSlzOKFosA2/+I5hlZKfoajzy/XV7cfVyF9vgUJ5cVIU9l9fuPvS4fu/NaaWhu0UgvFwYJYCeoqW/Wz8+tuiKeuRB6cN1yWb1k+nk/Hy4K3r166aV/wMagc/mhd4ZhGIYxSOQUlGnOqH+zjz8xUWFaxaTR6WJg+/znz2zVbWIC6xHITItCJFGRfH7HMdlKZuwggD/z1y/u0IauuMhw9cayzc50LI6TBiTiwai2uiBEEY3YJhxR7emKh2KiVmF5rby2L6fX+yBA+xqhS3MZIpP3xorx3X+8U72iTgNVlew/WSh7swv0T0Qjb8vQAbbT3ddF1LZ3OIkCCNvs/HJdp2vHSImP0glfrx1w1sbxkRpAFRhLxdSMRJmSmSQzx6foZ0DlVIcmhIfKmZJKeeNQropXbq4QRSgjyjk/m/af1K/5GXEpq6lT8Uo8GMcInLeslDj1+f7hlT1anTZGNiZgDcMwjGHLYDVobT1yRko7hwL0fA+229lGZ1LUYIAopOqLv1LHzWo3frBWEbEMuMKyrrGp6zkIMu7j8VQYY/waoKhekh+75Uh3wY1AZEuerfdAkNeKkMTTCjyWjn3EKN7d5tZ2FaV037uVzKaWFv0+lVfNjsUf2jk6lf8nIeBYXqmmHuCj5TkI5EO5TtwWvGXFHE0H0DU0NKvgLa9uUGGMuL3runn6vX05BVpdjY0M67V2XjcmMlxzW6+akaXrZZ0soqy6QddFMxyvzXAFPMWnCivUB4wdYvuRMwPwSRpDiVkIDMMwjGELkU3OGNbWgCNkEXbTMpN6jSu9EHllVSq4qHYGgu1zRBhCdiAmdPnDdr1TwQz8faqqVBSZhpXV6UdlHTyH+xGTbLdTFcX3qWNWvV5NGfCHjFQ8oruOn1UR6e8RRZhiDWBKleuPRdj9YeMeFbV4QEkrQOSr99TrUZtAR7uvq6Krwxp6rJ37ENhUR08XVcqUzETNTfW/RmAdNHwxvnX70TNSVd8osRHk+Y7Xz9sV5lgMnHkHgU9UcLBXz8GNC6fJgVNFWolPiIrQhjieCzoaN5hYMGd8L4KYindZTb1caUhLePNwrsZ0cZHCqF4SHPBJGxePCVjDMAxj2EIn+6zxabI3J18yg4O6fLBU2DSeigldV828aK+qitLzZPDQVBQW6kxeGmjCw4I1AxUxSlNUz3egksj9afHO6FI3dUErmp0DGU4XI8B9ujVOdzzNTj2zcRF+/7BumZRV10tucYVWd50hCa36WgumZMrbr3eaq4AKLlaM5Ngo9dsiXFvd92VMl1Pg1Ildvs5zFAiew/HR6OVM9GqXRVPH9VobAptbX6TER2sObWt7e+cUs+7UN7ZIWkKMzMxKkc+9Y5X86sWdcuxMiTS3ten6gjur21wQuOkVxHSx7r4sKYMFfuufPrVFhTMVYaaWES9GusTH7rhWJ50Nxzi44YxZCAzDMIxhC7/UiS4iPJ7GHTrn+fNsSbWKureunKsNXBfL3InpWsFjXGpPEMdU8YhxGgxRMWdCmiTFRml1kEqof5gl4orJV2nx0fL9j92llUoeP2t8qnpzCfLnuJGQiGsE2amiShXz18+b3Ou9MpPi5CsP3CIPrF4iqXHRKtwnpiVqB//n33mTbsO7cG55/9ziSt3a1/G3miiAjOx+ftzJYoHQoQitTpoBr0nk1o2X8BktmzFem8lKKuvPNbt1wueGsCV9AmFK5fZr771V3n7jAq2wOjmzYVp5PjfOFxuE6MCGWeOdJrErQX5Ztfz4yTf14qC9nUlnzToYgmM4W1otX/3Ni/Lzp7ee95wavbEKrGEYhjGsQcQgwpiyxJYzVT0acq6bO1m3yC9FZC6YmiEzxqVo1z0+WKp0gOgqrqjTTvzVgzRylixYts+f2XpYt7SxR+jQAh0m4FOhimgn7/Sua+bpjbG5H/ne35ytcY3dOnfM+jdP3xVRmtPefsNCedv1C/QxPbNSgTUUVdTo1j9r4j1aVCf7OtfVuZXfOXr2vAKW88iT2tq14vuRt6yUCalO/u3FgGWEIQQ/enKzXrDERoXp2vn8Ecjksd7qN9CB9UWGhaq9oq7Tw+s2cjnL6ZCODmLEQnUgxJXitf05al/ggqOc4QrBXgkNCdHPjc+bi5DHNh/QxjQuyIz+YQLWMAzDGPbQlU617VLzXnvClvQn77le/ufvrzuDBjoFGRqN6ugH16/olas6kBDl1NzSKtuOnNGtdtcekBATKe+9ZanGePnz5qFctUkQL4UloK6xRYUi5wULAQKUaVtklfaFs41+Tvhq3qvHI6/uy5G/vLZPu/41QaDz+163UatTHGuyQGfGarfX7RStPaH6+aH1K2TF7ImXfJ6Wz5qgjVdMNGOQAaKUCVxsua+7amYvXzSZtIjciWkJOjkLMa4tbD7He0s1mPNFdfZKQdMeUWNk0gYFOVYGF84v089a2tt1wAN2GPdiyjg/dpYMwzCMMVvZ/f/ee6vszSnQKVNsSWclx2tjjRvgP1ggPD/79lVy5Eyx7MnO1yocMVIr50wKGJZfUFGjQpHqYnxURJegVDHU2aCEAL0Q+FNfP3hKXtmTLXnl1Sp8ad6KDA+R1PgYHVLgqlG8uB7SB7oisxzPLZm5xFC5u/p9WYnxd65Z0r+Rt+eDZiduJA1guaB62tfksUXTxulFQGNzi8yakKpWiOZWKtwebZbi+BgswXm8UnChgG2BlAX/wRRdeHwSFhysCQ7k42KXMS6MCVjDMIwxBiIGnyO/WDMSY3vNsB9LIISYzHSh6UyDARXVuZPS9XYhIkOdoQKKh/SEc1mwQAX3Qo1JfO4/fGKzbD50SlUn06sKyqu1AYxteaKseqpRhLKnM60hNMir3543KUP2n3QirsirRdhKHxVY/LwD1TCl3foXqJzys3zHyrk6XrakqlaHNWA9QKgXV9Vp9ZbvX0kQpIdOFzs+3h5uF73P59glNMGhDxuI0RsTsIZhGGMEflm+uPO4PLvjqBRX1KivET/gdfMmy703LOjW0GMMLxZOzZTndx7T5p/wkBCNzEJ4Or7PEO30v2bOpPO+xku7j8sbB0/pNjqCLr+sSpvV+DlwLQw95RP3UTXk1tTSrj9D8yaly8lCcl7bpbXN8e+Cv46lMswaX92b3TVG9kpxx8o5KvCf3nJYiirqnNG8wUGaVkBTHA1fV5JVC6fKy7tP6Ojjts6JZcC5xBLB15wv/lsku9foHyZgDcMwxgj4HP+6ab94vKJb5F6PVz2PT205JKeLK7Urna1tY3iAuNx69IzsPHZWUwaCvV7JLapUQUYUlpPb71gJqKRfGyCFwIVq+4Y92SpIyaFlhCyTwPwLftobxs3rcYYCuHg8KrTafR2SmRQr91w3XyO3qMA2kOKgytXp8OeG3YAILAYjvLb/5BUXsIh6hiXcvHCaHMwtUiFN5ZUkh8EaDXw+8C0TZ/adR1/TUcBa1faci0vLSIrVC4p1y2aO6d2Qi8UErGEYxhjgbGmVPL31sGaQ+of+J4ZEauWHOfF0S69fPntI12k4MEDgO399TbLzS1UcUqHDz4n3FAFLTBRCkf+5gf4v7jwm71+7LODr8dzSqlrd0mf4AzmtTF9FmIJbfdUBC505ue7wBL5mixth+O6bl2iqwVtXzpEfPv6GPg5fLCKa/yHOGByAjxe/KoLNHSvbE6q+eI93HDsrNY1NKjJXzp4oUzPPDTO4HFgzTWDDAUb1ctH47UdflcLyGj3j7HiQ0qCJClPHaVKE0X9MwBqGYYwBiKCic318au8tSn6J4nF8da8J2OEAgu8nT22RY2dLtDrH9jewZY+sC/F69SIkKiJUq5w0NSEUX95zQlYvmS7jU3pHViGAKaoy9YpYKSqRPr8IXH/rgGPLdCwFCFRejyazmRNSu5qy7lw5V3Yfz5OXdp/Q5jeENLMhosPDNOKMSj5V4ykZcQHFKNVl4rF2HMvT52uTWIdPnt9+VNYum6W5tUNRLR1MSGN45HP3yab9J+X1Ayc1soxEBDJysfFc6eEKIx0TsIZhGGOAqtrGzpGegUUBQogpQX1Vy4xLhwapvdn52kVPvuyiqZnnFSvEeh0+U6zixhWvfC7lNQ362TDMgL8TzRQTHqbij61nslKxGwQSsMRGTUyNlxN5peqZddGYrB4jYRG4JGX5PE4KARc3xHq9c9Wiri1u1vHQ7VdLdkG52hkiI0J1rbyPO6CBuK0bFwSO9frty7vkzUOnJTkusisKy52u9uSWQ5IaH6VVy9EGjWi3r5itN+PyMAFrGIYxBsAmQJWsL4FKQH5CTKyJ14Fumtt1XP72+n4VnP7xXYhBmnsCcaKgTGOXIsOiuu6rqXfGsmq0FSK2vV1tBkx3wpeanhCj3ua6Jk097aKkqk626YjYRgnrnErV3NYuEQhTSqb4VnWx56qwVGtTEyLVljBnYrr86/2rJSnu3FpcEMpvvXqO/O2NA7reqPAQraZiV6hvbNZRtYEmcLGmzYdyNR3AP8eVtRFvhWeVhrXVi6f3GZc1GPDfwNYjp2XzwVy9mCPB4Nq5k+Xq2RMDx18ZQ4p9IoZhGGMAxqI+ueWwiovYHo0ieBEZT9pXtcy4NF7ZlyOPvLBd/44nFGGIKEQc/fyZrTolqs/kAF/3z+d0SaVu7avvlappZzoA1ViasiJC8aGKxHd+tojnJ7YcksfeOKANW+7UJ7bldcvfGbbV+VgnTowhB7w23fr8POCPfceNCwOKVxeEOHYGTbaorOmadHXzyrmabBGoKRBrBM2DfXXck3OrY4PLqmVyeqJcCbg4+O7fNmmlnPPCZ0Nj454T+bJpf458+u03OjFexrDBBKxhGMYYgMaY6xdMlpd2HlcBQ6ULMYQvlioe0UJMNzIGBrbQEY9UTPGxuiAUSQzIK62Wx944KMtnTug12nVaZrL6kulMp0KJV7JFQ/CDNMqqw9eh9gG290O9QdLY3KZiLzMprmvqFdO1/rhxj752VnKc43ntnKSVX1at60iIcQYiUN0lnqu1zacXN+W1jWopedv182XFBZqgeN21y2bKzYunabYwlWHWcb5uejfhoK9iPz+XqGpSEq4Uf3p1r+w6niepCVGaX+vS3NImu7Pz5Q8bd8uHb195xdZjXBgTsIZhGGMAKmsfXLdCq0gb92RLQVmNVprwQ66YNVFnzg/29KmxxNGzpTr1KTn2XOKDP2xPny4ul00HTsqU9ETJSonvErJUQIl82puTL5nBQdpAhaALDQ1WIdve7pMgqrAdtFoxSKBDH3PnNXPVnkDF9pltRzRFwH+qFz8DE1ITtLqK11Rfx+tV0UqllJGtE9MSZWpGklw/f7Kuob+WEgTx9H6O3mXMKx5g7A6Bqpo0pMVFR6gQvhKQ7PDGgZNaOXbFK9VqJyPXp2J+y+HT8vbrF+iYYWN4YALWMAxjjIDIeGD1Us3IZBsXoYNwmpAab97XHlCtPJZXKgdOFqrgY7ubaV39zclllClNTIE8nJz30uo6Ka6sk//5++s6xnVcUpzctmyWLJuZJSVV9SpGG5qatUmKCinPkZZ2bZQKYWpTh0/XxcfGeyBc7752XldkGlVWRqr2wiMyOSNRzhRXyfXzp2gVNiosVJbOyFIBeiV+DhCw8ydnqN+UCC7/c0TVubGlTe5YOfWKdeUzgpcGu7SE6K5mOT6bppaWLttGUFCQVmJvGYDRuMbAYALWMAxjjIF9wN1qNnqDYPzxU2/K3pwCbezxdnY6Ec7/0PoVsnR61gVfg0pdWGiwVkb9RS9V0VOFFVJZ5yQKICBDgr1ysqhcHv7TRhWzVPxIAsB6wNY8Fxt7cwp1ghZZqVQtW9rxqLapJYARsDcvmiZemrI6R8ZSOQzuI4bKEWReWT5rfMAmq8GG435w3XK1rmTnlzljaoOD9Hjg6lkT5M5OMT4Y8D7Eyr1x4JReSLgeWC4SKmoa5UxppbS1MeThnBHZ19Imv31ppyZI8BkYQ48JWMMwDMPohAoc4nXbkTOSFBepcU5O13+HFFfUanj/v75rjUy7wHY5nuMZ41Jk/6kCrSSqr1NEKmoadKQo0PyEV5TXrm9s0cYmplvNHJeiwwlOFzuV1PtWLZaQ4GA5VVThVCU94lRig7xaKWTrn459FxIJEM21jS2SFNL713xDU6s2fVH1HSq4GPjyu9fI6wdP6XhbLhrSEmLkhvlTZOWcieoBHgwQqlS9d5/IUwsNAx2o+FbXNcnRplL13TJYAO2qnxgTszonjeUUVKhv+UO3Xz0oazMuDhOwhmEYhtHJUa125qt49a+c4k/NTI7VrNWX9hy/oIBF9D6wZql8+y81crakSoVqWEiwFFbUqmCNigjT+Csoq65X8Yo4pfmrvrlFMqJjtYGLyKkn3jwon37bDfLL53fodrfbPIWHlddl+tbM8ald742nlWD8p7YcVnHrZsm6FWC2yBdOzVSRPZQwiYrBGVdyeMajm/bp5K+ezVqoWSqvjmWge9qDx+ekEnDunnjzkLzv1qv0szSGlu6tjwNMRUWFvPvd75bY2FiJj4+XBx98UOrqnHJ9X6xatUp/aCNuix4AAHFnSURBVPxvH/nIRwZzmYZhGIahHDhVpBU4/7B/F34fMf1qZ+f0qAuBp/RL96920h18TnMS2/s0KE3PTFbBSsWXWC0EKbYBwNvqQhMYDVekDPzHB9bJx+64Vr2r+HHfdfNi+c8H1wfMk33b9Qtk3qQ0rRoTSUWSAWI4v7Rap7E9eNvyMed7psr7+oFT+hl2E68iOj0sPMS5DxFL/gEJDVRfuQBQW0eQR88jDZDG0DOolxCI18LCQnnppZektbVVPvCBD8iHPvQh+cMf/nDe5z300EPy7//+711fR0YG7uI0DMMwjIHEFY99iTuyUmnOoooaEnThkP1J6Ynyybuv1053Mni/9eeNUlpdL+Fhzq9fmrHwW+pErM74V/9YLdfXyiACplwxKpbbhaAy+/n7btbEiVf2ZusIWfJVr796jtyydMaY9HGeKa3Si4iUALm2XEDgR24sb9Xzz9f8DCBe8ejy08DXCFoavoxRLGCPHDkizz//vOzYsUOuuuoqve8HP/iBrF+/Xr7zne9IZmZmn89FsKanpw/W0gzDMAwjIO62PgK1Zz4r1De26tY73fMXAxFl3KjG/m7D7q7XRyi5dgCEMbFWjJt1cce8Rvcz/cAfmr1IM7hj5RwV5ghu3muswqF7Os9pIIjR0sd5Pb3SJngKn1lsRHjX44xRaiHYsmWL2gZc8Qpr1qzRq8lt27ad97m///3vJTk5WebNmydf/OIXpaHh3Ai+njQ3N0tNTU23m2EYhmFcCmzN02BUUlnXS+iQC4qcpGHqUrffSQuYlJag29D4XgFhi8DEusDf/cUq9gHEFDFXlwprxbM5lsUrTE5P0sY5zmkgqLNSceVjJ6mAais/AQhXBj0EebwyPStZs3SNUSxgi4qKJDX1nKkcgoODJTExUb/XF+9617vkd7/7nbzyyisqXn/729/KAw880OfjH374YYmLi+u6jR8/fkCPwzAMwxg7ULX84G0rVDSeLa3uTA1oUsFZWdso186dHNBz2l/IZv3cO26SJdPHORO0SqtVINEkxGhYtreRTU6zVb0mCdy0cKqMT4kf0OMci+A55uKjqaWtlw2AdILG1ja5evaEriliTOFqam7TyjgXAKkJ0eotDlSZN0aAheALX/iCfPOb37ygfeBSwSPrMn/+fMnIyJDVq1dLTk6OTJ3a+x8NRO5nPvOZrq+pwJqINQzDMC6nCvuld62Wl3Ydl50n8jRaaUpmkqxePE1uWjgt4HCCi7Up/Nu710hOQbk2Z9G8RWMREU0n8svUL8teN57V9ctmy703LhywYxstkMZA/BYXFhHhIbJ42jjN571QOsBd187T7FcmoHFBwrmnWQt7xXVzJ8uH3rJC/vLaftmw+4Q2bOFKxtZB5fbu6+brxYQxPPD4+jKD9EFpaamUl5ef9zFTpkzRKupnP/tZqax0Ij+gra1NwsPD5dFHH5W77767X+9XX18v0dHR6qddu3btBR+PgKUSW11drekHhmEYhnGpkBpAhZTq6GB37fPr+HheqUZtIZLnTEyz8b4BztFTWw9rHBYWDK/Hq1v9CNHZ41PlU2+74YLjXmmcO3KmWN48nCtlNQ2SqIM9Jsi8SRld1VUE8s7jefoeCZ2DP5h2Zgwcl6vXLroCm5KSorcLsXLlSqmqqpJdu3bJ0qVL9b6NGzfqleyKFSv6/X579+7VP6nEGoZhGMaVBCF5uRXX/oJAJs/VP9PV6M72o2fkDxv3qGDFVuFeVOBZPZBbJD9+8k2tbp/vYgMv8NxJ6XrrC3yu5nUd3gyakWP27Nmybt06jcTavn27bN68WT7+8Y/Lfffd15VAkJ+fL7NmzdLvAzaBr3/96yp6c3Nz5cknn5T3vve9csMNN8iCBQsGa6mGYRiGYYyA6usLO49pVTw5zpmQ5oJ1gPsOnS7WYRTG6GdQncikCSBQ8bASn3XdddfJz3/+867vkw177NixrpSB0NBQefnll+XWW2/V52FBeNvb3iZPPfXUYC7TMAzDMIxhTk1Ds2QXlEtsZFjA70d2TjI7lld6xddmjLJBBiQOnG9owaRJk7rFlNB89dprrw3mkgzDMAzDGIE4sVY+8XgC1960IutxPK7DDaah0Ti2JztPM39njE+RGxdM1WltxqVhw3wNwzAMwxj2xEWGS2ZSnJwsKJeYAFVY4rGCvV7N2R1O7DtZID98fLOUVddrXBo6+0R+qby6L0ceWL1E1i2bNdRLHJGYgDUMwzCMywBP5u7sfDlyulgTC2guunrOxK48UWNgoPnqliXT5WcF5TqW11/EkpvL8Akqmgum9D3p80pDFNdPnnxTKmobJCs1TkcGA7vPCNrfvbxbJqYlyOwJaUO91BGHCVjDMAzDuIyt4f95bJPmt7I1TG4oW9l/e2O/PLT+as2UNQaOVQunycnCCnm5M6c1PCxE2trbpbWtQ7JS4uQf77hmWA0a2HL4tJRU1UlmcmyXeAV+Rmg6O1tSLa/uzTEBewmYgDUMwzCMS6y8Il6PnCmR9MSYrhB9qoHFFXXy4yc3y1fec6tMTk8c6qWOGhCnTEpjcMGm/SfldEmlNm9R8b5h3hRJjI2U4UR2QZmOo2UYQk8QsQxhOHSmeEjWNtIxAWsYhmEYlwC2ASqv/uJVOsVKRlKMnC2pko17T8iD6/qffW70z0pAZXskVLdZqyrYPsBKMMjzMUYtw6fObhiGYRgjCDyv2AYCjS91qmuhsuNYXre0HWNsMSsrVQUq3uie8HPR1NwqC4eRZ3ckYQLWMAzDMC4BR5T0LU6DPB61GRhjF0bUjkuOk4LyGrWW+IvXospaiY0Ml5sXTRvSNY5UTMAahmEYxiXgjjL1Fyb+NDS3alf8+caaDjZkotY3tZiQHiKiI8Lkn+6+XsYlxUpBWY3klVZJflm1Nm9FhYXJQ7dfLVMykoZ6mSMS88AahmEYxiVA4xBpAzRs4Xn1F6rV9U3qhb1piKpriFY69V/Zmy2VdQ0SEhSk61171UwV3saVg4uYb/zDetl6+LTsP1WglXvuu3beZMlIjB3q5Y1YPL5RZs6pqamRuLg4qa6ulthY+8EwDMMwBo8dx85q2gCRTnhesQ1QeUW83r5itrz3lqVXvAJb19gs33n0Ndl/skBCgoO0S7+1vV3qGlskLSFGPvv2G2VGVsoVXZNhDLReMwFrGIZhGJfBqaIKTRugYYuteqprVF6Xzxw/JPaBP27cI395bZ+kJUZ3azDDTsD29bTMZPnPB9cPq7xUY+xRc5l6zSwEhmEYhnEZkPNKVNY/rF2uXw+l57WxpVVe258jEWHBvdIRiHRKiY+S3OIKOZRbJAunWve7MXKxyy/DMAzDGAAQrkMpXqG8ul5qGpolKuLcmFV/wkNDpK3DJ4UVNVd8bYYxkJiANQzDMIxRQmhIsFZa2wPkjro2AvH51BtrGCMZE7CGYRiGMUpIiYtSj2tVfVPAAQrVDU0a7TR/csaQrM8wBgoTsIZhGIYxSsDC8Nar50hEaLAUV9Z1ZdQiZon2qmtolhsXTpHU+OihXqphXBYmYA3DMAxjFLF0RpY8eNsKrbQSnn+2pErySqs1IeGWpTPkgdVLh3qJhnHZWAqBYRiGYYwyGE+6dHqWbDt6Wsqq6yUiNESWTM+SCanO9DDDGOmYgDUMwzCMUUhcVLjcunTmUC/DMAYFsxAYhmEYhmEYIwoTsIZhGIZhGMaIwgSsYRiGYRiGMaIwAWsYhmEYhmGMKEzAGoZhGIZhGCMKE7CGYRiGYRjGiMIErGEYhmEYhjGiMAFrGIZhGIZhjChMwBqGYRiGYRgjChOwhmEYhmEYxojCBKxhGIZhGIYxojABaxiGYRiGYYwoTMAahmEYhmEYI4rgoV6AMXYpaaqW7WXZUtZcKxFBobI4cZJMj8kQj8cz1EszDMMwDGMYYwLWuOL4fD55oXCf/OX0FqltbRRf5/1P5e+SZUlT5UPT1khEcOgQr9IwDMMwjOGKCVjjirO9PFt+d+p18YhHxkUmidfjUVFb394sr5cclfCgEPnw9FuGepmGYRiGYQxTzANrXFEQqs8V7JXWjjZJCY9V8QrYBqKDwyUuJFK2lJ2QwsbKoV6qYRiGYRjDFBOwxhWltLlGTtWVSFxIVMDvx4ZESH1bsxyuzrviazMMwzAMY2RgAta4orR1dEiH+Loqrz2hEst3Wjvar/jaDMMwDMMYGZiANa4oSWHREh8SKXVtTQG/39jeIsGeIMmKTLriazMMwzAMY2RgAta4ooQFhciqtLnS3N4qTe0t3b7X4euQ0qYamRydIrPjxg3ZGg3DMAzDGN5YCoFxxVmfuViya4tkV8VJtRJEBoWpZYDqa0ZEvHxw2moJ8ti1lWEYhmEYgTEBa1xxyHj95Kz18nrJEXm1+JAUN1VLfGik3J6yWG5Knydp4XEyVqDqfLSmQE7WFuvXU2LSZFZspnhNwBuGYRhGn5iANYYEsl5vyVigt7aOdq24jrUJXMWNVfLTEy/J8drCrqa1EG+QzIjJlI9MXyNpEfFDvUTDMAzDGJYMWpnnG9/4hlxzzTUSGRkp8fHx/c4I/cpXviIZGRkSEREha9askRMnTgzWEo1hQrA3aMyJV6LCvnv0WTlQdVZigyO1aW1cRKLEBEfIgaoz+j0eYxiGYRjGFRSwLS0tcu+998pHP/rRfj/nW9/6lnz/+9+Xn/70p7Jt2zaJioqStWvXSlNT4I51wxipbC07LifriiUjIqFrbC4iPjI4TO/je9vL7OLNMAzDMK6ogP3a174mn/70p2X+/Pn9rr5+73vfk3/7t3+TO++8UxYsWCC/+c1vpKCgQB5//PHBWqZhDAm7yk9q3i2WgZ5wH9/bUZEzJGszDMMwjOHOsPHAnjp1SoqKitQ24BIXFycrVqyQLVu2yH333Rfwec3NzXpzqampuSLrNQx/GtqaZWfFSclvqJBgj1fmxGVpFFhfzVh1bc0S5OktXl34Xn2rWQgMwzAMY1gLWMQrpKWldbufr93vBeLhhx/Waq9hDBX7K0/L/2Zv0DQFn/j0vhBvsMyNy5J/nHGrJIRG93rO+KgkOVKT1+duREtHm2RF2TAHwzAMw7hsC8EXvvAFZ9TneW5Hjx6VK8kXv/hFqa6u7rqdPXv2ir6/MbY5U18mPzz+gpQ0VUt6eLyMj0zWW2xwhOypyJUfHntBUxZ6cm3KTAnzhkh1S0Ov71W3NmhKw3Ups67QURiGYRjGKK7Afvazn5X3v//9533MlClTLmkh6enp+mdxcbGmELjw9aJFi/p8XlhYmN4MYyjYWHRQKprrZHxkUrckBZqxUjweOVydp7cFCRO7PW927Di5LXORPJ2/W+obmiQmJELvr2lt1OEObxm3RPNgDcMwDMO4TAGbkpKit8Fg8uTJKmI3bNjQJVjxs5JGcDFJBoZxpWCrf3t5tkQGhwaMAYsICpXSjhqNyuopYHn8/ZOu1fisl4sOyNn6cqFza0ZshqxJny83pM4ec9FihmEYhjHkHtgzZ85IRUWF/tne3i579+7V+6dNmybR0Y4ncNasWephvfvuu/WX9ac+9Sn5j//4D5k+fboK2i9/+cuSmZkpd91112At0zAumQ7x6QCCvpqxmLLFeNxdFTmaLDA9Jl3mx0/Q3FugwevGtDkqVitb6vW+hNAoE66GYRiGMVQCloEEv/71r7u+Xrx4sf75yiuvyKpVq/Tvx44dU9+qy+c//3mpr6+XD33oQ1JVVSXXXXedPP/88xIeHj5YyzSMS4bpYROikuVg1RkVnv4whCC3rkTq2pp0VOzZhnIJ9gTJ1Jh0+fiMtZLuN2ULwZoY1rvRyzAMwzCMwHh87IOOIrAdEL+FMI6NjR3q5RijnNdLjsqPjr+gTVvRIc6FFgkCx2sKVMSGBYVoGgGpBE3trVLSVCXTYjLkq/Pf3jXAwDAMwzDGGjWXqdeGTYyWMXJhq5wq48naYsqJMjU6TRuQqCxyfZRbX6qTpWBKdJpMikoZNdvkK5Ony+Hqs/JK8WGpbq2X6OAIKWuu1corKQMTo5JVvALJAkzZOlVXLDsrcuT61NlDvXzDMAzDGJGYgB0FIBLxWuKpRCRdSYobq+SnJ16W47UF0qJxUT4J9YaogH3nxGvkibwdcqDqjK7PbWyaFz9BPjj15lGxbY6f9cGpN8uM2Ex5peiQ5DeUS2N7s1ZjJ0WlSnRwd/sLYhbvLBFbJmANwzAM49IwATuCafd1yBslRzXKCY8lVU22q9ekL5AFCRMG/f2pMn736LOSXVskyWExKk4Bsbq3Mld2lOfoVKrksFhJCo3R77Gtvr0sW+pam+SLc++6ItvoVERP1ZXo3ydHp+pa+wNrZLpWRXOtxmItTpgkaX7eVX8Re1PaXFmVOkeaO1rlX/f+SUqaanqJVxevePVxhmEYhmFcGiZgR/C2/a9zXpUXiw6Iz9ch0SERWondUnZc9lXmynun3Cir0+cP6hq2lB5XawDb4nTZuyD2wltDpKixSiZFp3R5Q4G/hwYFy9GafNlRkaMd+IMpsP+Y+4ZsKTuhYtR9f7b97590XZ8CEzaVHJE/nHpDKlrq9GuM4tHBYXpO75t4TVeSgD9cQIQHhcqU6FQ501AW8HX5jLjwmBCZPGDHaRiGYRhjjYuaxGUMH6gMvlR0QGKCw2VcZJLEhURKfGiUZEUkSbvPp+KL7f1BXUP5SaJLu4lXl7q2ZhV9rnD0J7TTE0oldrCgkeoHx56XFwr2q/rMjEjQGy2L3PfDY89La0dbwOfuKj8pv8jeoEMFmK5FVuu4iEQkqjyZt1P+embred8bawD+16rOaKye1eCYkHC5JmXmgB2rYRiGYYw1TMCOUF4rPqyVPHeCk38VkC376tZGrTwOJg3tTQErkdDmaxeveHSNgSBSCoE4WCBC91bkSmp4rAp7/MHciLviPjyouypOBayQMh2rsb1V0sLj/DJbPfpcbBIMHggkTl3Iel2fuVhTB/IbKnRcLI/PoyrrEfUGj49KGrRjNwzDMIzRjlkIRih09rue054gthCy+Y0VfT7f3couaKiUN0qPypGafK2mIr6uTZklmZEJF1wDlcmj1QUBvxemzUoduqUeiFZfm2QG8JMOFNvKTmizVO/394lHPOpB5SLg6uTp3b5b1FSltoj4kMADBRDDhY2VOl3r+tRZAd/bnbKF33ZD0UE5VV+sYn5F0nRZnTFfFiVMGtBjNQzDMIyxhgnYEUo4W9S+hvMKVB7Tk7KmGnml+JBsKjkqxU1VUtFcpxaAOKqU4pHD1XnyUuF++dD0NXJV0tTzrgGhSw4qFca40Mhu3yOJgKB/hGxPalsb1UYwmNvoFS31EtJjQlZNa4MUN1VrI1lLe5tsKDqgSQh3Zy2T5HAng477EfbB3sCbExyTPu4CTViI2JUpM1QgU4nlooJMWMMwDMMwLh8TsCOUFcnT5S+nt0iHz6fiyJ/m9lYVWvN7JBGwnf3/jjwlZ+rL9TmIufaOdmnp8Orjp8SkSZB4tcL48+wNOmUqNTyuzzWQeLA2c6E8k79H6huaJDYkUnziU2sAr784YbI2cnGL7bQ68D0E4pqM+TIvfvwgnR2RlPAYOVKT1/U1W/hUrTleoqxYH8f8fMFeHTrwL3PuVBGbFBajTWiI3EDV46b2Fk1WSAvvX/UYIeuftIDY316erZVeRPyC+IldmbmGYRiGYfQPE7AjlBtTZ+sWeH5juYoptzGqsa1FSptrZG58lsY++VdkH8l5VcXruMhEKWqsVLGJWHOFJUITW0B6RIK+7ubSY3L3+OV9rgHR9e5J1+lzNhQekLyGcm10mhGbIWvS58s1yTNkQ/FBebnwgBQ3OyODaaRCvPJ9PKmDxcrkGfJm6XFpUCEaInkNFZrcgChtlw4VsKQnkERwsq5Efa/vn7pKUwquTZkpT+XtVNHtDiFwzyFNWAxqmB037qLX9GbpMfn1yU1OsoGPsy/aFLYwYZL84/Rbu6U1GIZhGIbRNyZgRyjkkX5y1m06RIDKqq/zfwguMmD/ccbabuILX+exmgJJCovWyiMRU1gG3MofzUoIq/SIeG2wohJ7pDpf7r5AkRQRSgYqgrqypV79pTQ7ua+7LnORilWqvbpuv8aowQSfKVXqzaVHtUpN5RSR3+Jrk/aODj0PJDewTkTsm2XH5d6JKyUqOEzuzLpKjtcU6vnCZ8yNVIO6tkZtkPvA1FVdVoL+gjWDqjbVcUQ8z0cQN7S3aBoDVd1Pz7q9z0osVWs+D6rjfK7z4rK6bA/DjcqWOqlqadBzmRIWa9VlwzAMY8AxATuCYfrTw4vul90VpzR3FFE0O3acVgd7VjcLGitVxPUV4s9zWzvaVWAFBwdpdbCnNeF88H5svwcCwUrV90rCe350+i2SER4vfzu7TQUgyQiIv9SIOMmIiO8SVgjU+vZmtRkgumjU+vycO+TFwn3yWskRjQLDJ3xrxkJZm7lIx8NeLC8U7tPXGR+Z1PW+/Mn7ceGxpzJXLzKmxqT3em5ObZH8IucVya0r1WPgsyE+jQxdmsWGi7eWhsDH8rZrAkRzR5uEeLwyJy5L7si6SmZdQsXaMAzDMPrCBOwIB/FCs9BKmXHex1FVJWaAzvwg8UhMcITUtjZpFRAhhYhCVlGVpWKJ4EN8jPRz885J16gg/fHxF7R6imDsWQFGuNPwxfdcaEqjInvX+GV6nrQSe4lTw7AxHKw6o5aEQNXIqKAwrVqSbNBTwFJd/+8jz0hJc7VWM9UC4euQkqZqFeZUZD83544rUtU+H6zzW4efUKuGZhKHRGrVent5jhyvLZR/mrn+ikyHMwzDMMYGlgM7RpgVl6nCgiYioPtet9Q72lTEtnW0q1eU9IDCxgpJCYsZNWH7K5KnaTNaq6+9l9Dj2Kta67XhDaHbEyq2nKvLGXmLQOaioC/bAaKW/1Fd7QmJENgvxkUkqXglSeFEbaH6lRG9zxbskc/u+o1W4YeSv5/dpuIVPzTnkYsHMoqpOJNJ/Ifc1/VnzDAMwzAGAhOwY4SE0GhZlTZX6tubVAQxKYqUgSBPkFYIEVlUacmOTQyNlo/OuLVPu8FIA0F1W+Yijb4qbarpGq6ggwY6j/ct45YM2vszeQsBje84EEwEoy7rTPs6B4Jva9kJbbTDzsHndqquRBMSEOKRXirGHq1w/uDYc0MmYmls473Jzu0p0hHnXAydqS+TozWBM4MNwzAM42IxC8EY4h0TV6pYfb30qFQ3khggEhsSLj4EVlicTIpOkbnx4+Xa5Bm9GoQQU3hEg73BEtfHVvhwg9QBRBOiLzQoWJvNdpWf0m13fKQ0Tk2KSpH3TrlRpsdkDNo63Ea3R3Je0fPvJj+4FeCSphpNRFicOLnb8/CRUiEP9eJJ9qmPuY0kBfJ9Of0eEa/Po9YERC0jbhclTBzUdIdAUAlubm/TC4FAUDlu7aiR8ubaK7ouwzAMY/RiAnYMgWXgoWmrNcaKihmih8SAFUnTNNUgEFQpaWZi+AFDD6gEzowdpxXNhQkTZbiCSP3piZcku7ZIq8sIVoYqTI/NkLclLdcKJp5SfL6B/KOcGxraqJ76pzlcKqvT56mY3lJ6XC8EELGIUQQtiQgfnLZaLRz+RASF6OdT2FilYpuINJrJVLx2il/iuLB9kKRwur5MsmuLNcbsShIZFKaV1/KWWrVBYJcI71w7a+P8I6r9hbthGIZhXA4mYAcZRNCuipMaXk/WKjFSeEsZAnClK2VA5XRKdJre+rP27x97TnaU52gVEJHE9vuuihw5Up0n/zD1JrkxbY4MN5j0ReMTlVdsEO7I3Yb2ZjlQeVpjtL407+5eghEQvAw3IBWAoQfhwaEqdB0R7NMM2OtTZ1/08AFE8Mdm3Crz48frxQAe1sigULkpbY6sTp+vdo6e8PPB+f3tqdc1bosGvFA/1w/VWSri8aGRTopES5se+5WGC4P6tib16rrRbJya4sZqTZ9A1CaHx8i8uMEbXGEYhmGMLUzADiI0TCEA6UDHdUmn+4HKM7Kp5Ij6UT8wZdWQd4+fj9dKDsvO8hz1MPpPpSLBALHy+9w3tAobqPnpfGBHoALMoAS2zxPCIuXq5BmyPGlaQFF5PhBxeypOyd7KXK0Wk7GK2MytL9G/+5/fqOBwCfEEy9GafL2oYGCBP/srT8sPjj2vW+JMFaNCerQ6X/Z3nFYRjI81p7ZYLRj3ZC3XhIKLFbGI1ZvT5mlDGaLzQnmyPH5PRa7srjiplohWX5t4fDR8dahYHBeZoK9LJZcKe8+RvoMNa/rJiZfUx8v7q8j2kiLs1c+DIRGp4bGarXs5jXCGYRiG4Y8J2EHkVydflX2Vp7Xq6p/VSZWM7nIE1u2D2Dx0ObA9/WrxIa0C9hypqo054bFS0FAh28qydZxsf6Gq++MTL+rzED+Ir5y6Ns0OfTV+vHxy5vp+izAsDVwgIEipDNPJz/Y1zU5cLARF9BaHeGGxEyDM/QUs62JSWXVrg4yPTFYhhnjlPBBzhR8V6KpnYAMRVniGXd8qAg4fKAL8QhclnL9QT//+0yPa67Oz36ITu35zapP+7CAUyYFFUHPxwBrZvp8VO06mRKfKYMD53VuRqxcdBY0VmjDABQeNWwxYyIpMluYOpymOc+mTdsfq4BOZEJkst6QvGJR1GYZhGGMTE7CDmIupndmdkUL+8Msfj+XLRQfk1owFA+KxHGioEBY31eg2dyDcyiH5pBfDE3k7daRqUmhMN08komd/5Rn53alN8rGZ6y74Ooi2n514WavbjNJ1zzH376uqk8b2FhWjgarD+Ek5//7sqzqtTVKIQgRmVXOdNHW0SmhQiPp+g3xebULiYoRYrbMN5WoF4CLkxcL9ekyIXAQnAwZuyVhw0ZXpvmDE7LsmX6e2he8efUYHIqSEx6lY5jhYF6KfJr3BsKVQMf+/7A061IHKL5YBqtxcnJFm0djerBPcIiRUK9eIbCrFJFwgfGvb+Lq936LdMAzDMC6E/UYZJPBSsq2bFRm4MxvBQaQT04smRqfIcAORF9rpbQwEQpFKpnbE9xPEFlVdtuN7NvQgQMmp3VlxUoobq/psKnMhC/VQ9VlJCovtdoGA+OR1sDhwft1xsf7rRnz1nAyGlYEj4pgBAUyDlDuNLMjrVfGGEAvzeLUqi4BjOhZVR4QrDUtUZ/98eovsqjgln5vz1j6nk10KS5KmyBfm3iWPntkqOXXFKtBp6pobnyX3Tlgp8+IHx2PKFLGNxYdUkOODduE8Hq8pULHqDsTgfPlX0LHR6GCMjg4L7TMMwzAGDBOwgwTizu0WD8RwD6Giknd18nR5Km+XdISeE3IujF6lArgwYVK/XzO/oVw78BNDA4s64qDyGsvVN3khAUtHPxXPlAAVYiqkZJNS+UN0YidwqWptkMjgULkmpfvkMqqKCFjElnuszmwyBxVonZPKnO8Rf1Utda2NkqV5ut6uY6BimV1bqLFWH55+iwwkxJyRnJBbX6pNgbwfUWCDFWuGNWJD0QHNCPYXr4B4TgiL0mo0awlk/ahra9QxshfrbTYMwzCM82E1kUECLyLxQn2F1zOdiOocW6/DlTXp89Xrmt9Yrlv8rpBDrFQ018rSpCkyvcfo0/PjhJc6tdveBL43MAhNfbUAwg1RxyhTxGtRU5V+Bmy7Y+toam+R2zOXyLTo7uteED9BBRr+WaCiykvzPiwMUUrzGnYPZ3pXg66XvNyejVh4YGNCInWMKj7dgYZjnhydqg10/DmYmbxUpkuba/WcBiItLE6r9UVNlc658gMrgcfj1aa1kZAbbBiGYYwcTMAOEsQiITAqWuq0U94fBBWVLbJBe/pjhxNss39q1nqZGJmiPsu8hnLJa6zQtRPM/6Fpay5KmEyIStLqKAI4EIhHROK0fojiiZ1VT1dY+0MzV1RImMyIyZApUan6GKZwkY/KhDG8oj3XTcUX7yqfDVXi2OAItTrwXERvELmxEbEqXkuba1S0UdnlIiUQ0cFhaiHByjCaoVJPIxe+bn4+qEoj2vk755Kf8etSZw31Mg3DMIxRhlkIBpEPTF2lPkW6tJFLZHZqdqfHK6vS5ugwgOHOzNhMeXjx/er3pMlJPZdx47tyS6lM0qiDd/RCYpY0AwTNH3M3a0WU5iQXRCLClqY2qr4XYn78BMmMSJTjtQWa9Ur11G2G47WBxieEdiVVUI9HkkKjz7vGd0++XgXqppKjeqwMEsAL6yYR1LQ0SEl7tUSFhMua9HnySvFhFWms28lk9Uqcirlwrf4isF1P7UiFprWM8Hi1CQQaRMDxYx34xIzb1JdM3jGiH9vAjamzZXnytAtGhRmGYRjGxeLx6Tif0UNNTY3ExcVJdXW1xMZeWAgNNkxP4pf6tvIT2tCCZeDalFlanR3Jv9hpUnu5cL/sJvDf1yFZEYmyKn2uXJc8UwqaqrT5C8HY08tK9fb/sjfK6yVH9e9stxN0T3LoosRJ8vGZ63p5LXtCvujfzmyVFwr3y+n6Um0mCvJ4tHqLvxUhezM5u1NvuqScXRrr9lU5ubLEVTW2t8pzBXt0MAK+W0QpU6ZoEkN4U4VEGPOfklYkQyP1McRs/efC+4d11m9/IPLtFzkbJSooXK0E7kUAQrW4qUoHc3x61u1mEzAMwzCumF4zAWtcNAhyIqwQ5IhNmp509GpHq1Yt3fgkGqMWJEyUt024Wrf8XfjeoaqzsqXsuJMUEBopK5Kny+KESReMFKPi+6PjL+gwAaqibPPjR+V1EMQZEQnyTzNvk6tTpge8QGCdW8uOy/ayHBXZ2CTIg6WiG0iA8X4/PPa8PFuwR4UsyQRUc9t8bdLe6cON9IZKSJBTgebxKnxDIuSLc+8alpPKLhY+r9+del2FLMdGFd4dpEBD2Sdn3TZgkWGGYRjG2KDmMvXayN7fNK44NOYQ+F/f2qSh/v6ir6iuSko72iUrMkmnL7H9Tj7qybpi+fycO7tsBwhLhC23i+Vg9VnZVnZCc2RptAK2tsljRVyVNddIhzjb9z3Bn/m9o8/KidoiNX9j6ThWWyBvlB6V1Wnz5H1TV/V63u7KUxojxbFQVaUbH+ra2sUZLutk5pIS5YLAQ1jPjh0nowHOyXsn3yArkqbp51nUVK02iasSp8qSxMnD2sdtGIZhjE5MwBoBqWppkJ0VOdrQhFBckjBZ7QDbyrO1oYtKpytefb4Onc4EbJdT2QzxJmo1lQrtmfpS+d6RZ/T5bLlPjEqRa1NnahLAxW47I15bfO1d4tUfN6rpzdLjcn3q7G7fY6Phf7M3yPGaQsmIiO9W6UWUv1C0X8ZHJesAAn82Fh2U2rYmR7x2WgGoSHb4nKxc/o5tYFxEYtdkMaqvNHodry2U1Ig4GQ3wOeFr5WYYhmEYQ40JWKP7cAKfT14uPiB/Pb1NKlvr3Wmg8pfgLdpgRbMSj/GvVNa0NWn1E8sAW8tUK908VTyj1a1Nsr0iR9LD4zTs/0DVWZ1idff4ZXJn1rJ+iVjek+zTneUnVXDSZEVUFpVO/+cjNBHYPaHqSjMd0WU9bQoITpqRmIxG05e/ZzWntljf2z9LtjvYCdrV9+qO3HVdOYyjNQzDMAxj4DEBO8ZBbO2pPCWvFB2SY7WFGmVF1ZWGqMzIRBWqiNHq1np5/OxOzbftOYUB3ydSrauRqTPun+fl1pU4zVri1bSAyOBwfQzxYn89s03tBlclTT3vGnn9357apKIX4drQ1qKVXBqIkkNj9DVcEYvA5n16go2hr8EHQHNSUWOlMy7Wr/GM7fGeQyloOOPtHHlKTqynWwYqPlu8wBMjz/l+DcMwDMMYOEzAjmEQkn87s00ey9uhIjPCGyqlTbVaQW3paFdvKRVLKqkJodHS7qvROCUEKukKEcGOGHSrsR0dzsjQpPAYFZTVLfX6Wuob9TCO1ali8j1el6zQDUUHAwpY1lbS7DRmvVlyXJ4r2KuiGlHIGFXeE8nIY6j6Uv1FvHJbnDj54s+FszJt0PIH3+eeilPS1tGhMVnuw6j06rhZqr5BwV1xWYhtxPmypKldnt/BRs9VU7U0tLfo50Q12DAMwzBGMyZgxzCHqvPk8bwdKr7I+yR4Hx9nZFCoikIEJh5Wt0mHwHomW+F/ZSxsssSqyGULPtQTJA06Xja0qwLK1whDttgTQqIkzNu92YfXxieK/cB/1OiO8hx5Nn+PVk15blFjlVoFiCBDuCLSmATGlCcEa2FjZaeg9en7I8qJufIXxgxHCPeG6JqiAsR0keU6OSqlV/X2nvHL5a9nt2rKQYQvVII6Ray3s86MTSDUE6x5v6yF9fJeZABfSqxUcWOVNqoRDcbxzosbf94YLtIcnszbJUdr8vUz4zwiuu8av0xSw0eH/9YwDMMwemICdgyzqeSwZnm6Qgcx5lgBRMI8ToWxsqVO0iMS9PtqJxCfrMtcKHsqclVolTXXipeKZFCwduOzFY/goiqICOOGID7/yNxz2+8big7Ir06+putCMHe0+3Trv6W9TQXt1Oh0jeRCdCOwaaKCEI9HEsNiJCs8ScpbauUnJ16SL4VGydTOqV5To9NkblyWNqbhgXUrpu5oXFiTMb9XCgFDC/6/+ffKV/b/RSdMeTqo0nZO+woOk0nRqTpQgfPEsZPxy+Spvkav9gXH+/tTr2s8WF1bszoWWAtV3Aen3iQzYjN7PWd3xUn54bEXpLatUc9VVGdVmNSEYzUF8i9z7zQRaxiGYYxKTMCOYWhQchuPgG14BgJoZ73XCednW9oFcUQVExG5NmOhNkUhYtlezyRhoKNNni/Yq95U7qOay2tmRSYGrHrSOEW6gbsGvLd/zt2iflJ8rcBaEHJEU9W2NmlMVlp4vMY4sT6vz6OyGwlc3dyg1gYaxRjh+vChx+Uj02+RRQmTVFR/cPpqqT/aLMdrCvTxWBuomlK1XJ+5WBu4esL7Ix5/eNU/aLV6S+kJrbJSqV2buVDWpM/XCvTlgIj+1clXtYkMmwSJBtg2qEyfrCvR6K8vzbu765wA1gqyWUl8yIo45wHmWBDPNLw9cXaHPDR9zWWtzTAMwzCGIyZgxzBUIslM9f+aQHoioIK0KYmGLEcYIUapts6LHy/TY5z4q7nx4/XmDxOwjtTkayNTbHCE/C73dRXKsSGRXVvhCLbKlnoVpTdnzOs2IIFKJs1jLggyt/JL1ZMmK6qKWBkQcU4t1KMVYwYpNLYiuD0S4vFqFfI7h59SP+o/zlirovNf592tFgVuCGjsEAwyILPVf8tfUwkKD8irxYe1sY2K7dXJ0+VbS94liaExuq6LmbBFtXhr2Qm1IiDmEdVz47P02M7Ul8nm0mMSFxKp58n/2BGzZxvKdIgAk8VcDlSd0YlhKWFxvawKvCYilsizd0y8RgdFGIZhGMZowgTsGGZp4mTJri3sirwCBB1eWAQo1UdEGqIRQcewgPdNufG83k78sogzl4+FrpX/OfqsnGkoU9co4oqqJyNf3zZ+hSxLPOdTLWeL3uPpto3P6xGXVdZSq93/ri2hpsXZ9mcliEuqou50KEd6OxVlROGWshOSHBYr75t6o1Z7yYjtmRPrDzFd3znylByuylNRz1qpRD+dv0t2VOTIZ2bd3mVNuBCI9cfP7pAn8nbqOXSSGjq0Ur0kcZJ8dMZa2VOZq8kKSZG90xP4XPAKI34fmHx9VwQY50r9t0GB/xPGM4w1gqq2CVjDMAxjtGECdgxzQ+ps2ajRVBWSHh6vYhUxOCEqRXLrirXmSRwUInJV2hxZm7FIMiMdP2x/wcP5lflv17GxuytO6bb4pKhk9YlOj8noJoYRXYhpRJ///VRkmzpaVZAhUGnqwm/r2AC8KlTr2/GNelTwIewQ3xxLVEiYemiZtnXn+Kv6NfL0ybyd2hyF99f1ykJHaLQ2rz1y8lX52Ix1sq8yV20ViaHRsjRpigrNnvC+j57ZosLTf3IZFwlby7IlIihMEsOi1Xfc14UBlWpEO8kQroClec5NPQhUCeY8s7bHzm5X0T4pOkWuTp5hCQWGYRjGqMAE7BiGvNNPzFwnPzn+km7Ju1mmVEAXJU6Wj06/VQWfK2IvFSqA6zIX6e18LE6YJH8/u02bkvy30hGRU6LSJLuuSKuxbeKIU8Xn03VrFdkvrJUjiVOx6tHtdHy5+EkZfXo+qDy/XnJU82r9xSt4O+O/dpefkk/v/JW0S4eKZsCecN+ka/WiwKWjs9JKtFhYkFfjv8ivZXIXKQlUdneUZ8v6cYt1na7ftydUZ5kexufgsiB+gqYxYMVICe8+QxpxzHsh7t8oPab3sUqqwB+evqZbhdwwDMMwRiImYMc4c+Ky5L8Wv0v9p6frSlVczYjNUDF5pWfcU63Fj4r3FEGKiHWamVrUlzs1OlW+NO8e9ZP+95Gn1SOa11ChHfw+d/JVpwgnszU5LFr/rtv2+rcLT8Yqa6rRrf6+UgQqm+tUNIYFBcvEqFRdH1VQ/MG/yN4oUUFhWo0FGsnwtzZ0tEhxXbW+O4/3dbRJQUOznt+I4DAJDwpTQYs/ljgz/0osx4Y9ggYzPhsXGsfeMm6J/D73DX0ez6cSi3glUgsxTPKCW3HmawY1/Pj4i/LV+W+XcX4+Y8MwDMMYaZiANTQOSjvw04Z2HQi3909ZpZVPqqD5jeVa4aSSOC2abNWbVHglhUVrIxeiERsC1VVsBQhErWB6RNLCnLG1QBMWgm9SVOoF18AWPSLTjedyoWGMKjWDHMg8qGipl2BPuVY/2aJHeOY3VsjT+bu1ysuxIMIZs1vd0qA2AP+tfmwSiFPsDcEej7xr0nXySM5GyWus0Cozx0E1GPG+IGGi3Jx+rtnNBQHL+zydt0vXxvHzeP7kfPnbJXg94r5Y/2vFh+Vdk6+TkQafwb7K03rRwvHMisvU47yUvF3DMAxjZGMC1hhWUJVEqN4+bokOWqAJKb+hQk7Vlci3jzwpqWGxckPqHLkza5n85tRrOvUqPTxBG8SKm6u1yErurDsOFkFHUxYxWXhNLwRb9ZOjUjVJwY3+oumMJIXa1gat8mJV8HZWWBlgMCU6TT2pZLGSVesOe0gMjZLmtlYVsj19qtqs5nVivPCrrh+3RKu+zxXskRM1hdIkPokNjZA7UpfKrRkLtSrs+m1dwcafiNhVqXM0lYAhDa+XHJGDVWcDHiuPp2qNF3mkCdic2iL52YmXtaKtecU+n/6sIO4/NG2NeXsNwzDGGIMmYL/xjW/IM888I3v37pXQ0FCpqqq64HPe//73y69//etu961du1aef/75wVqm4QdCisYkKps0VC1MmKiez6GACisi5TtHnlbxSlU21Bskh6vztWt/QmSSvCVzieyqPKUVObbX2b4niQDhScMX6QlUcJcmTZV3Trq2X++LyMOTil+W8awcP9Vd8ladwC5HZIcGhej6OGdYGqgEY1toaO/QoQvQ3NGuVoP6dumW9KD4RNq1KeucsKVyi3WDddOwFR0SLpuKD8vXDvy161imxKTKuoxFGg3mClketzJlhv79UFVeN6tBT1gDDXAjCS4UyMLlwiA1LE7PP+eexr2tpcclt65EJkendtkmrkmZaRYJwzCMUc6gCdiWlha59957ZeXKlfKLX/yi389bt26dPPLII11fh4U53dbG4LKzPEd+c2qTjjJ1Y6ioCN6SPl/ePuHqi8o8HQiccP/XVLwS34U4OV1fplXQFl+7CroDVWdlSnSq3J21TIcNsF5Ezpulx1SEU628JmWGjpTt2ZB1PlYkT1cB/JfTW1ScImSxDVAxDe4I6hKdCEhirNjqR0xhCaAS64p+hkLQaIUYpTrq3OftbDrr0KYsmsX8zy2vmRweq9vlPzz+gmwpPa4DFxjcwPOorh6vKZR3T75Obsuk+as7CDmqsL0EcycMerg6OUNGElgeChurdCCGK851iIV49HNC4HIRQ1McP8fPFeyV9065UZMzDMMwjNHJoAnYr33ta/rnr371q4t6HoI1Pb1/GZvGwEBk1I+OvyiNbc1a+dQBB74OqWppkMfO7lAhRCD+lYSt4kPVZ1WEAlvztW1N2jDlzN0SbW6i2/6n2S/Jx2esk7vGL+uMi5p+2e/PhC28tky7civS2AuKG6tVrAZ5Ha8tIooWMpqn2OK/MXW2VkSBWK1ZsZlS394kqeGxUt5SpyI31OvV40LA4oHlMT15s/S4bCs7oY9zI7MALy9NW4+e3qpTzFyrhMvK5OnyVP4u9QUTjebvD2UUbnhwqNyYOrKEHRFsWB/8K8tc0OTWl6jQ56KA7+Px5cKnpLlafpXzqk6HCzSC1zAMwxj5DDsP7KuvviqpqamSkJAgN998s/zHf/yHJCWdG6E5UkDQMF2JG9VCqnLXp86Sa5JnSkTwufGtQw2/8Gk8IrpqvN9IUsQCPkrW/mLhfrklY4FWE68UNDM1dob7IyCpciJepbOpCxHb4XOmVbGN/9tTr8nsuHEy00+wnKgtlNeLj0h2XbGKcrboSTkg8up84Ev9ZfZGjaDCP8v71nU0yemOMokLidDvI1apnHp8NBe1y9n6MrUVbCo5ouul6Wpp4hQ9b4dq8rQiOt2v4Yg1U9m9KnGKfgb/m71BK6uIMda5u+KkBir4i1cX1k8zFgMaEO3dvhceKw9OvUl+nr1BH4Pw5j0b25sl3Bsqb5uwXJMnRhJNbS1ahfanuqVeGttbJSwoVJo6WjSqDDhWbAYcO1PUTMAahmGMToaVgMU+cM8998jkyZMlJydHvvSlL8ltt90mW7ZskaCgwFvYzc3NenOpqamRoYau8+8efUYOV+dphQ5hQ9WMr98oOSafnn17nzFNVxoEKg1LNCAF6uYmnqmgsVL2V56RGwdwS9at8LrvEWgcqnbyC2Nn67pSAdiWd/F0Cm0GzVa3NKpf1BWwiPJHT29R4Ytnkvej0vxS4T75p5m3nVfYUN3cUHxQz0lyaIwKVKquQIQWVWrWg1Clouo0dol6cGFnxUnZV3VG7hm/XG/vnnSd2hEQVTpoQZu6vLIgYYJO9PrPQ4/rOhHjfC+7tkgqmmtVjAbCPVf8TPVlgWCNbL3vrjyla12WNEVuTJ0r8+PHj7iu/ayoZNlfebrbfZwvhL9jdvF0i3zj+BD++6q6P8cwDMMYowL2C1/4gnzzm98872OOHDkis2bNuqTF3HfffV1/nz9/vixYsECmTp2qVdnVq1cHfM7DDz/cZVcYLvzp9GY5WHVGu+P9R30idg5UnZY/n35THpoW+HiuNEy4onrVV1XY3balYjgQICQ3lRyVl4v2S159hd6XFZUot6Qv0CEArrhiWx2Rz8UAjVmubeDc6/hU5DJeludwO1ZbqN9DbHOOaXryn37FexN1hV3iPxfdr/FhPUFUv1p8SCKDwnS7HhCDp+tLHfuCz6eiH7FKsxYr01f3eKSytU5tDZOj06SurVEez9uh1U4GOCyInyhby45LYWNl17hdfLmMrJUe6+Q9yL3F25kWHt+t0cuf8OC+c3rxwnJ7v6ySkQ5eVlIWaKRzkyHcnwYuLkI6B0P4w5l0B3MYhmEYo4++25UD8NnPflYF6vluU6Y4Ie4DAa+VnJws2dnZfT7mi1/8olRXV3fdzp49K0MJQfjbyrI1hL/nnHqES0xIpM61x484HMAWQLXKbTLqCaKbKnJK+OWnESDM/pC7WX564iXJrilSYcbtRE2R3veH3Dc6q2qiGaZ4NfGPavh/pxZR60CnfEEAqrBFzIq3S+ghQInPYqvdv9qIGM8IT1ARSbNPII7XFmg0VveRs877YR1o9rWpF7eouVoncbnfRdy2trfrc2n8onqLBeKNkiP6GEbw3jNhhXxs5jr54LTV2lj2SvEhtSjEhoTrKFkX1ox/FX8nYtkfRDiNdlhU8OPS5MVnNJpZkTRN7TdcXPDZ1bU26Vl3LmxEva89h27w8zwnbtyQrdkwDMMYRhXYlJQUvV0p8vLypLy8XDIyMs7b9DWckgrONJRrZic5oIGICQ7Xyhrbyf3JJR1sqEJemzJDnszbpaLbv9rnVgKpDs6Pn3DZ74VVgdGqVC8ZL+tCpZO8V7rHFydO7vJovmPiSj2XLxXu16+dSVuOwNMoK2+wRkIhTLlYoKmJNWPVoIIaCHyrVOZo/gpkiaAa7T+WFvvC6QYne5TqH2KxxefEZPmDkKa9rKPDp95WZzqYT/ZVntE1+QtpjhWLA+e8paNVqlsbteGLYQhu1RfxjVijIYmMU4YlIFqxF+C/JZ6LCKkd5TmSFZkkH5t5q+bRjkb4zD48bY1Mj0mXjUUHpaixWj8Lcnbd8b4uWiFvqdPzdVNa7+EPhmEYxhiswF4MZ86c0QxY/mxvb9e/c6urO1d5xGrw2GOP6d+5/3Of+5xs3bpVcnNzZcOGDXLnnXfKtGnTNAt2pKDeTaFiGHj7ElGDlgkUcTRUvDVrqYqDgsYK9XUilNi6R2SzjU8kEU1Ql8vmkqPS3NHaTby6xIVEqk2BpjcXROpHpt8i/7n4ft1yp3mLsxbuDdGmHl4LfydCNiM8Xq5Pna3PO5/Hk8+FSmpuXal2+TvVvHMgBhH1CGefr0NFJM9xuuA9AcUr7+a6MRG6iOqatkaNeDpam6/jXqmcAlXEbx1+Uh47u13vczy8HqlurVdRjbh1jz0xLEqSQqP1PlIZuABAvCLY5sVNkAnRKToJ7Ex9qfzP0ee6njtaRSwDHb6x6H757lXvlR8s+wf51uIH9OKKijefk3thyOfxzonXyLz48UO9bMMwDGOkNXF95Stf6TaUYPFiJ7PylVdekVWrHF/esWPHdNsfaNLav3+/PoehB5mZmXLrrbfK17/+9WFVYb0QBKnjx6tqbQjY7Y6AIRppOFXLsBF8fu4d8mz+Hh3hyvYrAvHa1Jlye+biAevkPttQISGewD9ymqnqDZa8+vJe98+KHSc/WPYBFYJ/zN3siMuONq0WU7mcFJUsH5lxq6R3RkrRqPRK0aFuU6sADyVCEGG5q+KkHK3J12Nfl7FQ7hh/lV58jI9yqs3YPNo6OlRUu+L9YrbqQz1B6oel4v50/i6trpJIwKQt0ga6Ip+aqgWbcZAE6WADxBhVWL7HKNyHpq/R6WNUp7FGZETFS0yoM2pW38cbLJmRiVLQUKHinwlmoxmO203DmBOfJf/fgnfIG6VHdboYflguxLiQmRE7srJuDcMwjGEiYMl/vVAGrH+VMiIiQl544QUZ6ZABenPaXHn07FapbQ1WgYWI4lgRXlQN70y7KmAD0WCBP5NtdbZWed95ceN7xTMhCt49+Xq5Z/wK9XFScezuA718eO/280yB4ntRIX1v/b9vyo1yT9Zy2VB8QE7Vleoap8akydXJM7qlOrB1jA8Z+0NKWGxnjFSLVjipLrOOadFpWjGtaq2XP515U6umWBbgvVNu0OeSWsAQAiqkLeJUbvuqvPYE8RoeHKYVXara2CCuSZ6hQwaoIJMgQKIB74t3lqo91dj29ha1LeCfRUyvTJ4hYd5g+UXOK3oMuQ1l4mlwbBccG39qM5s3SEX5aBewPaECfff45XozDMMwxg7DKkZrtHD3hOVS0VKnOaKIFDc6CcFFQP6d46+6YmvZW5krvz/1uk4qoumFuh2V4TuylsmtGQt6bbeTRjBYObVXJU3RiCntHO/RWU9HPwIRof+n3M0aIbUscWovu0FMaITcdQGxQh4sIvR3J1+X47WFWjmlquzaDfDHkg3LkSMAsSbgzeXCg/cldeBLc++WP57eLH/OfVMTBqK8oSpkeS2at/oSrsDrMmFrUlSKVm+xRxQ2VamAJv6pob1Fyltq9eeCtZAEgZ0AAd/mEyloqJR58RPk4zPXqXj9WfbL2oXPeQsPIgOXoQT1WklmCx1LASK2rwox55Rjd6PJDMMwDGOkYwJ2EEC0fHj6LXJj2lxtsqGiRoVzRfI0mRGTccVEBFXX7x97TupbmyQ5LFZ9lVRjqcT++uSr6scl4ulKQaX0pcID2oiEiCZk393aP1lXouvZXp4juypO6d8fDd0q75p0bb/yZxFpTOsqaapRkboscZrsLD8pRcVOWgDFfq2kdrSrV5LHICDx+rr2BQTrB6euVgGPcP7g1Jt1lO3J2mKtpBKlRWWWRi3Hzeygnmc/ORvqCdZ0AUSnI5hDJNgbrFO3WGdFp3h1x9tSXUactnW0aUWWquLXF7xDxToVW2wdDFAo72h3Av09oqIbwc+FCVV+xCuxWf7giSXp4LXiIxrrRTLCDWmz5aa0uV3NYoZhGIYxEjEBO0ggiqgEchsKEEqPn90hNS1Olc4VzYgl/JiIuKfydmr2aqBpT4MBW/efnrVefnriZY2rQkgDYg+ROT4yWZuWWCsVQ7bZf5nzitoDSCfoi9N1pfLrU6+ptxTPKsMO+B+NVGTMhnlDNJfXP8sWIc8wAarSVD+xdpAMcKymQN4z+QYdBsC5ohnoh8eel9MNpV0NekR2UYcFnQpGhdNvPTR6deWUtjtDEEI8QfJ/JzboRQQiOtovJQExS6oAfwb7gvR9qMrGSIS8UnxYX588WNIKeG0Esiu6EcX5DRUSGxrR1cQGeGv/35GnJae2WN+TSi4DKX57apNsL8+Wz85+yxWdrGYYhmEYA4kJ2FEKAhUxFmjKFSAUi5uq5GDVWVmePO2KrSstIl6+PP8eOVpToJVNKqBP5e+SyOBQifcTVIg4hDYjZWlgIoUg0HGw3c4wALbok0Jj1BeKOGV8K1VJtu+jwsPUwsH/qGAiCBlB0N7hxGVxwxSAMCxrqtVMWmKa6GKfFpMuM2LSVUgiRInZ4nUQj3hZqZjqiFsVsR3dqrGuRxYQ5OXNddLiI1dXNE821OeIVh7E6/AYGs8AvyvrZEQt54aLjMyIBB3E4Ih0p4mLrFgyb29Jmq+NXOQLz40fL7879bpWusdFJKoQd+HxR6sL1BpB49uFQNwfqymUsuYarZgTcXalLngMwzAMoy9MwI5S2JankSja60wu6gmiBnHljki9ktCshBDi9nLRAc1PjQ3p3TCGYI0PidTKKtXanqkOVB5/ePx5FWrk7kYGhToNc55zx0glMiksuiu2rPtEL5/TOEVOK//ziL5Obn2p/Pj4C3J14nTZVHZUyptrJCMiXkUjW/34m7VCGhyha1qQMFE2FB6QwqbKbuvr/k4MYKDa60RkUSVWz2/n96nkMrwgvLNa6gpZKrNNLU7lGG8u36cprLYzzB+7SkRwmCYQvNY5NAFfLQMQeLy/eAUeT0Ubq8bbGVcbICnD5Wh1vgrhU/UlulaEPo9/a9ZVsjZjoflpDcMwjCHDBOwohe1hts6d0PveI0epTiLIXKE0VFARRAb1lYur2+nSqo9zoRHqVzmvatRVbj3eWZHGumKJCAqTiVFJEuJ1jjdYHIsAW++cA7bb3UqsC1VPtQV4yWP1SlFTlXqW8bpSIa5pa1JBSTA+MV08lkYvBCJ///cF71BR9/cz2/R8U4VF5HI0jpHBEcaso66tWdLCY6W5qVUTHvCu8liOHVHJY9nmv3HcHE2zgBVJ0+WJvJ3OcAV9XKTeHC9tnTaGVZNmEBymlVFeh8ZBvkfFNFDmLu+LsCc7tS8Bi/Xgu0efVb9ucmis+oKpNPO6vz75mh7PW8ZY4oFhGIYxBgYZGEMLU76WJk3RTnVEmj+IH7aEsyITZW7n1Kuhgqrj+TroEavYAFy/Jmv/+YmXtDmJKiYVRQQmfza0O81g5KlShcQmAAgvKrn4UN3GKUAwUqFEnPFamAMQdcBjqQyHeoO00sj9eHJdEP7Eom2v6D6Slkqq45R1Xg9B63/+gzxB2qRFE1VNa4NOEGOtfE4MkiAW7M6scykVN6fP0zG+fM8V8W4kG5Vn7kME63jbxioVnlRLeX8qtaQ79IT1qN+WhrA+ILuWynNWRFJXKgXnSqu6niD1T7NmwzAMwxgKTMCOYu7OWi7jIhM1HJ+OdEQik6eYVhQVEi73T7qu1xbzlYahATSZMTKVKqM/rBd/542ps3XrHPD1klKAQKeKifhFKCLIwr2h6g/FbpAaHqsiDrGGqEwMi+mK7kKc0oiFcGSsrRuvRbVaZa3Ho6+LEMZiwPN4LaqW7kQtHkNllfMaEhQsE6NS1LLBIbAeJ2jLwd8Hi7VjYfxE+Zc5d8g1KTP19eram/T42Jr//Jw7uo1G5fP7xMzb9E/en88yr7FcvbG8Hj7cyJAwfT4VV84DwtidGkamb0/IvkVET+mRWtD1/ZZ62Vd5WuJCAvunOfdUefdV5l7SZ24YhmEYl4tZCEYxmZEJ8i9z7pTH8rbLrvKTKlyoni1JnKxVPpp9hhoE9IPTbpbvHX1WxRlJBQjGhrYWFYT4S9f7bVUjrBCp7oCCxNAoKWysEp/H1yU8sQBkRsRLTEi4JhxQxcU+gMBr6WjUcxDkFU0eoIIZHhyqghdPLRVS7kPgMU3NHV7Amvg7r+VOykKZugMp3jZhhXzr8BP6mi7+TVz8vamtRZqDw2RV6hyZGpMun5n9Fm26QjgjxvsaboFX+L8WvUunTXGOOP4n83Zqnmy3CxCN1wqSjnafng8qz7VtjZLsi+kapsHPAMJ3bcaigNYS4BhpKosOCuyfdhvIeJxhGIZhDAUmYMeAiP3YjLUqlBB2+CTZth9ODTgzYzN1cMBLhftkW3m2bonTNEVeKVvo/l3vTpXUqYBCSnicelyZsOWKOQRoQWOVWg/e3VllxgKAgCWqCxG3reyEHK7O73yNWK2E8r4dHp/6T0lLwBdLZz/Cz0kXoLrqVGARhrwuaQ4IX/ygNKRtLTvetVb/enKwJ1h8vg4VlUR+/V/ORrVwrEqbK9emzLxgJRyxuTJlhv59S+lx9fFqrm+AyWa8FtYBKszYGc42lquAdgR3uNyVtUzWZS7s8704b9gyONeBhlqox5cGuwGe1GYYhmEY/cUE7DCASlZZU40KD4Qb29YDDdu+3C4XfKA0T+G3REAtSJigo2kv14rA2NR/mHazvGfKDZqTGhEUEvA80ECFdnWbmqgmxgSHqzCk+knMFdvpk6NT5PZxS+W6lJkBxTr5rjm1RfJswR7ZU5ErTR0dnVOzImSCTtAK0q18Heva3uqMesUz63HEMAMTwr3B8vMTL6uFYHpMhgrSlNBYFZWkO7BGnsdrsSaauMimpSrMYAME9JGafM2oZfBFf88h9gReNyEkSpvOEN3+TXDu5K3JUalagWegBe9JQ9fypGlqRzgfCHhycJlOxnPciqv72jS4pYbFyqKEif1ar2EYhmEMNCZghxD8qGwFv156RGORECF4KddnLpark6cPqyopvFJ0UH6f+4ZmtwJVwOcK9mhe6sdmrJP4AB3vFwsikltfXJ00TR4/u11Km6pVpJU016h41S1yHuBhlGyWfGX+2y+YV8o2Pv5SPge8tr85uUk2lx1zqpVM1PIGy5ToNJ3GhZeUr4uaqh0BSk5tRLy+B9YCrA1UJlHXs2Ozun12jIgle1Wrpt5gR4QjQEOj1BO7qeSozIjNlFsyFvTrHE2MStb3RVBjO0Assx71A/scawRDGu6feO0lD9O4Y9xSFb5n6su0Isv7cXwIeirZ9026VpMZDMMwDGMosCauIay6Minp72e3S31bi8YfIQyO1xTIj46/IC8U7pPhxP7K0/Krk69qNXJcZJKMj0rWSiXbyFQwf3biJccXOsgg/qieVrc1yun6Mm300sgqZ7qrisxD1Wflw9t+Ln89s1UHOlwIKo687gNTrtfGJjr+qTRju8ipLdGmKLyxiLjGtmYVirNjx+mx837EUtGIxgLq25vUzuBPdUuj5sayRtILEK8ubOnz1SvFBwOeP44Py8D/nnhZfnL8RZ0Wxs/JwoSJmjyAmE0Ni9P6cFsHiQft2qTGRdDa89gELgTinOotNg6oaK6VhvZmPe5/mnmb2h4MwzAMY6iwCuwQQQzUweqzOm3Kv5kGQUO3OeJrWdLUbh3pQ8nzhfu0aYhYJf/qImKKQQEHqs7IidoimRGbMajrwKtKl3xda6PT7c9ULR+5qx6tYHf4nElYiNvfn3pDXi48IB+fuU6rxC5YAIjbAgQrwwuAiKgvqhd3vwrKnLoSbZhKCouVrMgE6egQOVyTp+/LRKwJUcla8qUSjMjlc+xobdCUBywReFA5V1RIqRLjJw2UuxodEiFFjdV6UePmv8KZ+lL54bEXJLeuRJ237lmnav/2CVdrJitTsnQIQkScPh/bBVVqKsuXC7m3nDviuBCwVFz9xxIbhmEYxlBhAnYIoNL2atEhrZQF6gRH5NAYtKM8R9ZlLpKhhsxRpjLFBkcGFC8INcQUW86DLWCfytslf8zd3Ol9DVPBxtY24hoxi4+U7XNSB9j6Zsv7JydelP9ceL8+/7enNsnO8pO6de9eMCxLmiIPTL5B/Z74hN856RqttlJxnhmTIaGdn1GdD5uHV3CqEtXFxUVzOw1jFfp+bgNZs8ernx++Vx6P2KZqOzEyWadmBRLlnFfWDZzHFwr2yrMFe7WRiolfpCRQvUWcU1X+0+nN8umZ69XSwBQuLA5UYq9LnSUrkqd1y7u9XPh5PN/ELsMwDMO40piAHQLwKFa2Ol7CQGjzksej056GAzRGIZz8m3n80UzUzkrkYIJX9bmCvSr02NLnPPHezvuy/e5knwb5EJzOdnx6RIJOt3qj9Kg2nyFeaapi7Cy2DbbdNxYfkoqWes1gdS8o3iw7piLQFa9ApRP9jvcU0Xy6vlQbs7ggwduq43l9PvW2csbmJ0zULXfuY5oWI2tpfiOiitdCYJPjykCA61NnaYXzteLD8kjOK1r1xJcb6gnSrXveiworFVBSJKjybi3Ploemre63d9YwDMMwRgsmYIcAZ3oUXelOFbAnCB7+d6EmJP8K3t7K0/JGyVHNCeV5VOGuSZ4ZcJToxUKeKqLpVH2pZqD2hCYmtu8dH+jggbeVSm9KWJwKTsaZ6sQsnSzlVY8pf8dSwNdUQFV0+3zy+NkdcrQmv3O0q0eqW+u1ksn54diwc+yqOKnDBaCyuV4/I3/4mmxUYriouDa3nMt8bW/vEE+7R6JCwiQrMkkFaHFjlfzz7LdKhDdEI7ZIHHDSDER8HnGSHLwhaiNBhJJEQYXYSWEIVWFLwgGrwILA9DTOPwKZz5hcWI34si19wzAMY4xhTVxDAKKKJhgqau5kJ3/IGKVCuCRh8gVfC2Hzy5xX5DuHn5LXS49qtRGh9svsV+Q/Dv5NChqc0aiXA2KQPFbEkrv17sK2PZ7dcRFJsihxkgwmNJC5+adsp3PsXdO73D98PmntwF7gNMUBPlYmePFYRC03hCOiGyGMkO3o6NAKrQu+Xhqv/EEoYhugauvCRC+3Mk1GLO/BUlgfFfRDVWfl5eIDusXPZ0r1VtfZ4ZNWX5v6Y2fFjdNhBVvKTmjCA15cvz4vRau7WBc6q/LeK1DxNgzDMIzhignYIWJN+nzJjEiQvIYKaWxrUeGFmMWzSTA/AtdpErpwM9hLRQc0TokKKOInMyJRG5OIf/pZ9ksBRfLFQjf6DWmzdW1UeenQd0ebpoTFyIenrx5Q32Ug8IGGeJyAfRqMsAC4k7IQj+2dA1ypTrrNRm2d/lhkJdv2PILtf8QfNoQQj1crqjzPjQeD61Nn62Pc13fha8cy4cB7Opm0zmhaxs/SZIbg5L3q2ho1T5X8WCaf4RHG1pAeGS+TolJlQmSS5GJFaG1SLy3oWNygUKey6hdMwP3uIAdsBdNj0q36ahiGYYxJzEIwRBBTxCjRX+S8IqfqiqWsBaHkUVH2lswlct+kay4oThBYG4oO6rZ0z619BBRb7dm1RXKkOv+yx8byeh+etkYWxk+UV4sPy5mGMokLipCrk2fIqrQ5XZ38gz2xa1J0ipyoLdQ0BHJcqUgyVABLAMSHRKpIxKbB+clvLFfxSjWWrF22550aqSMIsSAAleW0iLhuAnZL2XE5VJWn55ZhCQjS4qYqFa9cfFS21Hc1jvEn3lYEM35VhC6ilfejwkvklvs5+X9WPJ5hBFTNQz3BWvXl+VzUsH5sJlwYYIug8hvi7dDpYIhxN+LKMAzDMMYaJmCHkMnRqfLvC+6VozUFGu2EUCGEv78d35XNdfq82ODevlQgtqm8pVa9q5crYAGhRpc7t6HwXrJV/97JN8j3jj4rZxvKJDYkUjNYgyK82tiFaIwMDtUMV6ftzNeVkcr0KKq0VEq7tvG1oc7x73Jz/a9ARfszs96i3f7by3NUhPIYRGliaJhWTz1Spq9Ls5VrZfB1WhYQoWnh8fpZ8r2gPs6VDh8Qn649r7FCLQ1en0gQU7k6RXFrOzFhzmtjPeBxSxMn68WEYRiGYYxFTMAOMQgq/I/cLha3+9+tKPbVDOYKtoFkqLau8Yv+y9w75Zn83drExFZ6RFCYDjcgDovxrNm1xVqhJPt1eeI0+ciO/1XbAL5XxxJAI5djM0U8tvl8MjN2nGbCbig6IAerzmrFk1Gsd2Ut08xVYrEQm1g2Xis5rMfP2N/SZmcimDNotvN8e5zRsdy/r+K0imEqqQmhvUf5cn9UUKjm1jJSlr8jgBHk7T6PeDpzbfmEeX8EMaKd3FisI+vHLR6Sz8EwDMMwhhITsCMYGoWYxMT2c6B0AMQdom1aTHqXoEXAIYSopg5nsD1sKjms1Wmk4ZLEyXJD6hwdEEDlmoB9uvSZjEUllmozzInrXmkml5VKJq9BhZsLhpaOVu5SWcgFAGJ3VkymfG3/X+VMQ7kz2Us8sqX0hDxbsEfeN2WVxlwBwnVbebbaByI05QAfrdvA5bwnVgDisRCwm0qPyPKkaSp8yZz19wljH+B1GFixtzJX18ZIWQYX1HTaHaTrAsQj06LTJIUGL3ESDEg2uCVj/nlH7xqGYRjGaMR+841gEFNrMhbI8dpCbf6KD4nqqoy2tLepP3Rp4lSZHJWi+aJMlzrbUKGCiMSAW9Lnq2C6XIiLckUd1UbEJtXLS63SUl398+k3tfkqwhuqQvOxs9vVe/vh6WvkqqSp+jj8wtzOB4MGIoPDNQqM14Nwb2hn81WHCnwaphCYrdIumeEJXeIewY914Jc5G3XS1fSYDM11vWPcUnk8b4fGWrX52lSUtnYgNdsFg4JPOjRdAOsAE7rmx0/Q5x2tzdcmNKqzGsPV3iqTo1Pk9szF8u0jT+qx8Fq8D819NHW5FxuIXf9oAjJkaaIrbKzqV7OfYRiGYYwmTMCOcK5LmSlFjZXydP4uDbfXrecOvJ4erUZ+cNrNOlFqQ/EhFWQIzFZfh7xSdEh2lufIh6atkZUpMy7pvXm9J/N3yRNnd2j0l3OnaGj/9Smz5P1TV/UrmaC2tVG9pIhJkgAQr4i1CZHJ3d4Lv+//Zm+UKdFpOjGrPyAWEa8tHdGS7PGq6KQKHSJBkhAWq6+DWKxpa9TX9a9MI8DJaOW8MjkNYcl9WAomRqfoRDCmpTlTtJwhBohhN1aLzwGhSjMYAwdWpEyXV4sPaUoBVoAbU2fLqrS5TpXYD16PijKVYSLDdEiEJ3CSRGDziGEYhmGMbkzAjnBcQUXV883S45oDSyPT0sQpettZcVLFK130/jYDwvDpfkfczo4bp13yF8umkiPy59zNEuwN1hxYRDMiDjH7UtF+jbN6YPL1fT4fIUdllXVjd0D4tba3SW1bc6+RtBwn0Vl4Ud8sOy5vGbekX2tEWN6YNkf+lPumJiVoU1XntjyvScMXcpNteCZ09YTHcD73Vp3udh+2gKnRafLPu38nTW0tUtRcJWGezsEJnWAhIPsVIcqQiX9f+A6ttjoRXs4UMaC6ytpy68vUZgCaGas+WGfMLOtlHS41bQ2SEharPlzDMAzDGGuYgB0FIHCIlOLWE7bdEZU9PbI8h8xYtqkJ8F+Xueii3hPR9VzBHhWD/qkJvC6eVCKfqDbePm5xwOYlKq3fOvykHK8p1KYk7A80TtG9z9Z7eXONJIXF6mPxudKdTwYqwx+o+GbXFmoWLe/F1LFlSdO02hqINekLZFf5SbVasE2PSGzpcDJ3g7xeTX44WVfc9/kVz7mBCX4w1ABv7KOnt+r56BoN7BM9Fs5NSnisCnmquKXNtVrRJcmgp8henT5ffpGzUS0H6ull1G1whNoydDxtWLRWz4HMWJrSsI8MdvauYRiGYQxH7LffKAbhQ0OQf+XOH6qA6DKqthcLlVC23hGegWBEK+L4aHVBQIvCi4X7VLxSeXQrn2ESookC9a1Nkt9YKXEhUTo6lvUhEBHH+Eb3V51WMYoYhB3l2SpCPzVrfcBKcnxopHxuzh3ytzNbZWt5tnqDOXYyZW8ft0Rf8+fZG7oqoz3BO0s1OxD3T7xW9lXmys7yk5rdStWU844wZvACVVJ3kML5Bkow6YyhEOT6VreWqVeW86Lr8VAhDlI/rtofPEFyc9pcWZex8DyfkGEYhmGMXkzAjnJCg4KlubX7SNTu+AJunV8It8IYSPCBds77RHNMe4LnE/sBFdOe702FtKGtWZvQEK46OhVPaFCoCk0dJesNUZFIBNXMmEwVdURQPZLzqnx69u0B14PX9aHpa+TWjIWysyJHq6qLtNksRau6NGXhsWWKGVYIPTM+nwpo1smwhkDgVcVHnNfwF2nXY3XSDrBoOBVTj3p8GXyAmO0LzuP7p6zSSvJmRgI3VEp0SLgsinfG8+6pOiU1LY1qGSCvdkHCxD7PvWEYhmGMdkzAjmJcr+ZTebvEF9p78AAB/Hg/5/WInuoPhPTjq0VE0mgUMMIrKETGBZjQhWDkeV1b7n4khcZIeXOdro0tfkRyuDdYA/yZUoXwRFCyoY/QpfmKjnxsCkRRna0v16itniB+/3J6i2a4Er+FJQDROi9+grxvyo3ykem3yg+PPa9VUCduy6N5rFSv751wtSYJ9AUZvgviJ8iBqjMqgP0bwZjwhdi/KX3uBaPL+HzIruXWk1syF5z3uYZhGIYxlrASziiHcaNJYdG6ne9EMTmw3c0I1lmx484rzvqC6uC1KTNVoFEt9Yet+PKWOh39Smd/T+jUR8zh4wxU0SR9AAGJ55XXQkg2dopXvq9NTTSMiU/FsK4nOFwFbSAvK5XUX+a8Ik/m71RvLraF8ZFJWsndXnZC/t/hpyQrMkm+tuBeHeFLti4NY7dmLJAvzr1b7si66ryRYHzvoWlrNJ+2sKlSK7mkHSCGEcs0kfFahmEYhmEMDFaBHeWQEfqxGevkf7Nf1tQBnenkc7ruFyZMlI/NWHvJQw3uHr9cTtWVysHqs+rLpDLKdj7V0/FRyfIPU28KKPx43IqkafJ8wV71rLpb9l14REUsaQatHR06MID1kjfbbdtcZ6teOEjqRG2RbC49pn5d/2Y2/k4V+FRdiQ5NQKiS6MDtYsmMTJB/m/c2fZ+tZce1wkw1liYv/LPDfXCEYRiGYYwkTMCOARYkTJD/WvxuzX2l8Yqs2Llx4zU+63J8lAjAf57zVk0bIO2ALX+28m9InaWV3+Tw3p5PGpkY98rUKZRqTl2R2gwYNkC1lWgtKq9vHbdUzjSUyb7K01od7ej8XnNHqwQFOY1STsSV05lf29akf58a07viu6vipFZxA3lQEZaIYzy5CNjLgcY1Rrte7HhXPLKHq/N08hYDE6ZFpw/ZqF7DMAzDGAmYgB0j0FDEVvZgvC6d/OszF6vXk4iovsQXmas/Pv6iHKst0EauVl+bRkIdayuU+JBIFZL4WYneumf8Cs2wPVSVp8KVSm1yeIwKcKwQ3BCsNH3hb+UxDHVA7PaE94C+1hUWFKxb/a4ovhx4HSLCOC80cuXWl+rELHy12DXckbfAMTx+dodm5mpcVmeDGgMTGAKBlcEwDMMwjN6YgDUGBIQf0U99QQX0f449q7FaVEJdIccQADJS8bA+MPkGWZE8XWOvAJvBnVlXyVM6ZaxMQj3BKvDw3VI5Js/VjQDDx4voC0RCmBOt1ZdAbWxv1e3+yxGv2BuYQLa9PFuPlYoxDWg0i2lag3g1L5fq7G2Zi7QC/afTb2qDHQIaXy7JDURu0Qz2ncNPyb/Nu1vSbFCBYRiGYfTCBKxxRWAbn9xXmqP8w/fDg0NlSkyaFDRUqD3AFa+AoHzHxJXalf96yRGtZk6LSVdR51Zd2bYnaeGqpKl9DjJwkxiqWut7DVVo7hSbN6bNvuRjo2nrm4eeVJFNRZjjy60rlaaOFk1iwBJA4xoWi9+e2qTveXXyDHm56IBWkanUulC5xfNLA9iLhfvlPVNuuOR1GYZhGMZoxQSscUUg4op2q0CTo6im4kXdXpbd5UNF5CF6d5TnaENURni85qSSbHCxlVIa2ah6EpvV3FilIpkKKN5TUgxoZrs+5dIF7F/PbFXxin2BYzlbX6Z2iuigcBXl+Y0Vum4mn5Fr+0zBHvW7UknOiuhteWBteIJpCCMVAWuFYRiGYRjnsN+MxhWBxiwdbtAHeGd5DFBZ/d7RZ+VIdZ4wuyrY45U9HbmysfiQrM1cKO+edF1nE1j/oZLLMIPnC/ZJMWkMPp9Eh0TI6vR56rf196ZeDGVNNbK74pR6dxGvNKLhZ2USl8frkVBPiEaWIZSxSVBtxfZwrKZAY8H6EuMIfRIdmtvbTMAahmEYRg/sN6NxRciKSJStvhN9+lCJ3poYlaLf/7/sjXKw6qyOinWHJHA/DVLP5O9Wv+ia9PkX9f4IXqZwkY5wpr5MhWZ6RIJu+V8OTOqiWpwYFqNf87p4Xl2xTkQY92hWbrCzDgjyOjm22BcCiXHOB3aHvmwRhmEYhjGWsUEGxhWB8acMP2DAQU9qWht05C2ZqafrS2V/1WlJDI3uNuEL0Yvfleitlwv3dxvKcDFQzZwaky4zYjMvW7wC3tYgHcrgDHOgWkwlFhErXTG1zuAFV+DC/LgJWrVl6lhPGPCA9QBfruXHGoZhGEZvTMAaVwR8qIxkpeJIgxJRUwjX/IZyqWtrllvSF8iihEk6dAArAc1MgUD0sQVf2lwjwwEmek2JTnVisHw+raZiE0Co8jXCFjuAO0ABDywDFValzdWBCVRn8xsqdIoYlgEavQobKzRKi3NiGIZhGEZvzEJgXDHIisUW8HLhATleWygdPtFs1JvT52n1lSqrTgo7j1fW0/8BXFcE1nxn1jI5XVeqY2SJCKNZC4FO8xmCNj0sXoVscUudVmfvmbBcq8lrMxZqFBi2CEQ94p5UgrWZi+TtE1Z0VpwNwzAMw+iJCVjjioo94q4YrVrf3uw0UgWHd/PETo5OlTBvsDS0N6u46wk+2MyIBEkNMOVrqFiSOFk+PP0W+ePpzVLcWK0inApyqDdIgr3BepzVrQ06HvctWUvl+pRZ+jyOG+G+Mnm6CliSCTguhjYMBghk7AlUhG3Sl2EYhjGSGTQBm5ubK1//+tdl48aNUlRUJJmZmfLAAw/Iv/7rv0poaN8d301NTfLZz35W/vSnP0lzc7OsXbtWfvzjH0taWu8RocbIBPGEcA0Emalz4rK0sz/UGyIhfh5QJmoRT7U6Y96w84auTJkhixMny/7K02onwO+7MH6i2iF0EldQsEyOSg24bu6bFJ06aGsraKiUDUUH5M2y42pToEq8Km2O2hisScwwDMMYiQyagD169Kh0dHTIz372M5k2bZocPHhQHnroIamvr5fvfOc7fT7v05/+tDzzzDPy6KOPSlxcnHz84x+Xe+65RzZv3jxYSzWGmbj94LSb5btHnpGcumKNmkLE0unPn8ReDVdvKGJwefK0bvchZFOGsFp8orZQvnfkWSluqpbI4FCNK6NR7pc5r2g27ydnrr/kCDHDMAzDGCo8PvY3rxDf/va35Sc/+YmcPHky4Perq6slJSVF/vCHP8jb3/72LiE8e/Zs2bJli1x99dUXfI+amhoVvrxWbOzw2WY2Lg78o1tKj+to1trWJhkXmSDXpsyUhQmT1EdqXBiSGv5135/kZF2xjItI6kpCcGO6aIR716Tr5O7xy4d0nYZhGMbYo+Yy9doV9cCyyMTExD6/v2vXLmltbZU1a9Z03Tdr1iyZMGFCvwWsMTrAYnBLxgK9jWW4vsyuK5Kj1QWabEDqAZPD+mOhOFh9VjNvU8LiuolXN/4rzBsiG4sOye3jlgSckGYYhmEYw5Ur9lsrOztbfvCDH5zXPoBXFn9sfHx8t/vxv/K9QOCT5eav6A1jNMBEsp+deFkOVJ1RCwX2CoQozWA0jU2NSbug9xXR25fPlYuE6tZ6qWiuk/SI7v/NGYZhGMZw5qL3Yr/whS/oL9Lz3dj29yc/P1/WrVsn9957r/pgB5KHH35YS9Dubfz48QP6+oYxVNv/Pzj2vOwoz9FEg6zIJL0lhcbIqboS+d7RZ6S06fwXa3iGSUToyyWEuPWKd9g1xBmGYRjGgFdgSQh4//vff97HTJkypevvBQUFctNNN8k111wjP//5z8/7vPT0dGlpaZGqqqpuVdji4mL9XiC++MUvymc+85luFVgTscZIh2lkh6vzNFaL7X4XppONi0yU/MYKea3ksA5D6Iu5ceMlKihMo8cCZcoS7YUdISk0etCOwzAMwzCGhYClyYpbf6DyinhdunSpPPLII+L1nr/gy+NCQkJkw4YN8ra3vU3vO3bsmJw5c0ZWrlwZ8DlhYWF6M4zRxL7K05rZ6i9eXRiOQMTY1rIT5xWwmZEJcnXKDB0cQeMblVx2SMiDLW2uVTG8LmORZcIahmEYI45B88AiXletWiUTJ05U32tpaWnX99xqKo9ZvXq1/OY3v5Hly5erBeDBBx/UiirNXnSlfeITn1Dxag1cxliC/NjzCctgj1ca21ou+Drvm3yjtLS3aZpDRUudM+PMIzrO9r5J18jSpHO7JYZhGIYhY13AvvTSS9q4xS0rK6vb91xPHokDVFgbGhq6vvfd735XK7VUYP0HGRjGWCIjIkHn5fLfSiAhi8CdHdf9v6tAkPH6iZnrNMmAqi7PY5DB8qRpkhhm1gHDMAxjZHJFc2CvBJYDa4wGihqr5Et7/6g2gp6DEMjIxdf6yZm36QQwwzAMwxhres0S4Q1jGEKs1TsmrtTt/rMN5dpwVdvaKAWNlVLd0iCrUmfLsqSpQ71MwzAMwxgSLL3cMIYp6zIX6Xb/i4X7dSRsq69DJkWlyM3pc+XmtHkWf2UYhmGMWUzAGsYwhiarJYmTpbatSdMDYkIibJSuYRiGMeYxAWsYwxyauGJDIoZ6GYZhGIYxbLBSjmEYhmEYhjGiMAFrGIZhGIZhjChMwBqGYRiGYRgjChOwhmEYhmEYxojCBKxhGIZhGIYxojABaxiGYRiGYYwoTMAahmEYhmEYIwoTsIZhGIZhGMaIwgSsYRiGYRiGMaIwAWsYhmEYhmGMKEzAGoZhGIZhGCMKE7CGYRiGYRjGiMIErGEYhmEYhjGiCJZRhs/n0z9ramqGeimGYRiGYRhGAFyd5uo2GesCtra2Vv8cP378UC/FMAzDMAzDuIBui4uLk4vF47tU6TtM6ejokIKCAomJiRGPxzOgVwqI4rNnz0psbOyAve5ow85T/7Dz1D/sPPUPO0/9w85T/7Dz1H/sXF36eUJ+Il4zMzPF6714R+uoq8ByErKysgbt9Tnx9kN6Yew89Q87T/3DzlP/sPPUP+w89Q87T/3HztWlnadLqby6WBOXYRiGYRiGMaIwAWsYhmEYhmGMKEzA9pOwsDD56le/qn8afWPnqX/Yeeofdp76h52n/mHnqX/Yeeo/dq6G7jyNuiYuwzAMwzAMY3RjFVjDMAzDMAxjRGEC1jAMwzAMwxhRmIA1DMMwDMMwRhQmYA3DMAzDMIwRhQnYPvjGN74h11xzjURGRkp8fHy/nvP+979fp3/539atWyejmUs5T/QNfuUrX5GMjAyJiIiQNWvWyIkTJ2S0U1FRIe9+97s1xJlz9eCDD0pdXd15n7Nq1apeP1Mf+chHZDTxox/9SCZNmiTh4eGyYsUK2b59+3kf/+ijj8qsWbP08fPnz5dnn31WxgIXc55+9atf9fq54XmjnU2bNslb3/pWnezDMT/++OMXfM6rr74qS5Ys0e7oadOm6bkb7VzseeIc9fx54lZUVCSjmYcffliWLVumkz1TU1PlrrvukmPHjl3weWPt36iHL+E8DcS/USZg+6ClpUXuvfde+ehHP3pRz0OwFhYWdt3++Mc/ymjmUs7Tt771Lfn+978vP/3pT2Xbtm0SFRUla9eulaamJhnNIF4PHTokL730kjz99NP6S+RDH/rQBZ/30EMPdfuZ4vyNFv785z/LZz7zGY1X2b17tyxcuFB/FkpKSgI+/s0335T7779fxf+ePXv0H0puBw8elNHMxZ4n4ELJ/+fm9OnTMtqpr6/Xc4PY7w+nTp2S22+/XW666SbZu3evfOpTn5IPfvCD8sILL8ho5mLPkwuixP9nCrEymnnttdfkYx/7mGzdulX/3W5tbZVbb71Vz19fjMV/o167hPM0IP9GEaNl9M0jjzzii4uL69dj3/e+9/nuvPNO31ikv+epo6PDl56e7vv2t7/ddV9VVZUvLCzM98c//tE3Wjl8+DBxdb4dO3Z03ffcc8/5PB6PLz8/v8/n3Xjjjb5PfvKTvtHK8uXLfR/72Me6vm5vb/dlZmb6Hn744YCPf8c73uG7/fbbu923YsUK34c//GHfaOZiz9PF/Ls1WuG/t8cee+y8j/n85z/vmzt3brf73vnOd/rWrl3rGyv05zy98sor+rjKykrfWKakpETPw2uvvdbnY8bqv1EXe54G4t8oq8AOMGy1cFU6c+ZMrUqWl5cP9ZKGFVQ82HbCNuA/C5kt0S1btshohWPDNnDVVVd13cc58Hq9WoU+H7///e8lOTlZ5s2bJ1/84heloaFBRkv1fteuXd1+FjgffN3XzwL3+z8eqESO5p+dSzlPgD1l4sSJMn78eLnzzju1+m90Zyz+PF0OixYtUuvXLbfcIps3b5axRnV1tf6ZmJjY52PsZ0r6dZ4G4t8oE7ADCPaB3/zmN7Jhwwb55je/qWX12267Tdrb24d6acMG1zOVlpbW7X6+Hs1+Ko6t53ZbcHCw/gd+vuN+17veJb/73e/klVdeUfH629/+Vh544AEZDZSVlel/Gxfzs8D9Y+1n51LOExfQv/zlL+WJJ57Qn5+Ojg71qufl5V2hVY8M+vp5qqmpkcbGxiFb13AD0Yrl629/+5veEBz487GzjBX4bwiLybXXXqvFhL4Yi/9GXcp5Goh/o4JlDPGFL3xBheX5OHLkiJqvL4X77ruv6+8YtxcsWCBTp07Vquzq1atlpDDY52k00d9zdan4e2T5meIXCT9LOTk5+rNlGIFYuXKl3lz4xTB79mz52c9+Jl//+teHdG3GyAOxwc3/54l/g7773e/qRfVYAI8nPtY33nhjqJcyKs7TygH4N2pMCdjPfvazmhRwPqZMmTJg78drsfWbnZ09ogTsYJ6n9PR0/bO4uFjFmAtfsz010ujvueK4ezbctLW1aTKBe076A1YL4GdqpAtY/tsICgrSz94fvu7rnHD/xTx+NHAp56knISEhsnjxYv25MS7880RzCQkpRt8sX758zIi5j3/8412Nt1lZWed97Fj8N+pSztNA/Bs1pgRsSkqK3q4UlMLxwPoLtbF+niZPnqz/IWOzcAUr23X4QC828WEknSuuNKuqqtTLuHTpUr1v48aNum3iitL+QKc0jLSfqUCEhobqueBngS5d4HzwNf8Q9nUe+T5bVC50vfpfyY82LuU89QQLwoEDB2T9+vWDvNqRBT83PSOORvvP00DBv0Wj4d+h80GP2yc+8Ql57LHHdCeV318XYiz+G+W7hPM0IP9GXVYL2Cjm9OnTvj179vi+9rWv+aKjo/Xv3Gpra7seM3PmTN/f//53/Tv3//M//7Nvy5YtvlOnTvlefvll35IlS3zTp0/3NTU1+UYrF3ue4L/+67988fHxvieeeMK3f/9+TW6YPHmyr7Gx0TeaWbdunW/x4sW+bdu2+d544w392bj//vu7vp+Xl6fniu9Ddna279///d99O3fu1J8pzteUKVN8N9xwg2+08Kc//UkTKH71q19pUsOHPvQh/dkoKirS77/nPe/xfeELX+h6/ObNm33BwcG+73znO74jR474vvrVr/pCQkJ8Bw4c8I1mLvY88d/jCy+84MvJyfHt2rXLd9999/nCw8N9hw4d8o1m+HfH/TeIX2///d//rX/n3yngHHGuXE6ePOmLjIz0fe5zn9Ofpx/96Ee+oKAg3/PPP+8bzVzsefrud7/re/zxx30nTpzQ/9ZIRvF6vfp7bjTz0Y9+VDvlX331VV9hYWHXraGhoesx9m+U75LO00D8G2UC9jyRWPyH3fNGnIgLXxMFAXxQt956qy8lJUV/WCdOnOh76KGHun7BjFYu9jy5UVpf/vKXfWlpafpLefXq1b5jx475Rjvl5eUqWBH6sbGxvg984APdhD4i1f/cnTlzRsVqYmKinqdp06bpL9rq6mrfaOIHP/iBb8KECb7Q0FCNi9q6dWu3GDF+xvz5y1/+4psxY4Y+ngikZ555xjcWuJjz9KlPfarrsfx3tn79et/u3bt9ox037qnnzT03/Mm56vmcRYsW6bniAtH/36rRysWep29+85u+qVOnqsDg36NVq1b5Nm7c6BvtBDpHPX+f2b9Rvks6TwPxb5Sn880NwzAMwzAMY0RgMVqGYRiGYRjGiMIErGEYhmEYhjGiMAFrGIZhGIZhjChMwBqGYRiGYRgjChOwhmEYhmEYxojCBKxhGIZhGIYxojABaxiGYRiGYYwoTMAahmEYhmEYIwoTsIZhGIZhGMaIwgSsYRiGYRiGMaIwAWsYhmEYhmGMKEzAGoZhGIZhGDKS+P8Bxnn6K6sDRWoAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Генерация данных\n",
"X, y = make_blobs(n_samples=500, centers=4, random_state=42, cluster_std=1.5)\n",
"\n",
"# Масштабирование\n",
"scaler = StandardScaler()\n",
"X_scaled = scaler.fit_transform(X)\n",
"\n",
"# Визуализация\n",
"plt.figure(figsize=(8, 6))\n",
"plt.scatter(X_scaled[:, 0], X_scaled[:, 1], c=y, cmap='viridis', alpha=0.7)\n",
"plt.title(\"Сгенерированные данные (4 кластера)\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "3fad9081-3281-4c45-bb34-1cdf75fbe0a8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"n_components = range(1, 10)\n",
"aic_scores = []\n",
"bic_scores = []\n",
"\n",
"for n in n_components:\n",
" gmm = GaussianMixture(n_components=n, random_state=42)\n",
" gmm.fit(X_scaled)\n",
" aic_scores.append(gmm.aic(X_scaled))\n",
" bic_scores.append(gmm.bic(X_scaled))\n",
"\n",
"# График AIC/BIC\n",
"plt.figure(figsize=(10, 6))\n",
"plt.plot(n_components, aic_scores, label='AIC', marker='o')\n",
"plt.plot(n_components, bic_scores, label='BIC', marker='x')\n",
"plt.xlabel('Количество компонентов')\n",
"plt.ylabel('Значение критерия')\n",
"plt.legend()\n",
"plt.title('Выбор числа компонентов GMM (AIC/BIC)')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "80d6237f-8620-4c81-981b-0cb9405ab6c6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"best_n = np.argmin(bic_scores) + 1 # +1, так как range начинается с 1\n",
"gmm_best = GaussianMixture(n_components=best_n, random_state=42)\n",
"gmm_best.fit(X_scaled)\n",
"labels = gmm_best.predict(X_scaled)\n",
"\n",
"# Визуализация кластеров\n",
"plt.figure(figsize=(8, 6))\n",
"plt.scatter(X_scaled[:, 0], X_scaled[:, 1], c=labels, cmap='viridis', alpha=0.7)\n",
"plt.title(f\"Кластеризация GMM (n_components={best_n})\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "a3931216-f938-453e-83c1-1710e03cfe43",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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Oz5YwL0M0pTdbCsBIj585MqxYnpcU/bAGOcEjPZZykZ5ACWBSOONWYUuel7mhh/JeMiXrVMlJGRkKLPs1MvdcCnpvyWeZnMyRfZg+5p133rnpsTLcUMrjy0V+J9LbJZUYpbiO/F+V94o8x/y//8K2xZQ8B/m/QUQaDiMkohxydlQOXiSwGOdDGMl8AFk4VKr1yeOszVglUA5uCns2Wg6A5QBP5hIV1KsjZ37zDzuS6n2m5ZZNyyWL/AfhhWE8M22ux+l2JAxIe6RXwZScWZeDHRkOJGSekOxfyjDnf05yO//vsCAS1GR+jBxoyYG5OdIeOfiVKn7mSp8L6ZmQoCBn1vPP9TFtn8wrmTdvnprXcqvet8K+Drd7bsYKefJ7lt+LaXiX+S1y5l96LIxzsISc/ZehmDJk0ByZIyhznyQ0mpsbWFSWeK75yQkH2ae5in7yOzB3gsFS5PlI8Pvtt9/y/Ez5HcjvXHp1bkWG+4pbzX+UHkb5/cm8O0vL/39H2iyhxPQ9UtDzlt51mSdoJBVC8/cuGj8XTP9fyHOVReTNncgxN6zQ3D62bdumTojc6rlI+DVWEDQ+H3mvyPdJ71d+8j6R350wVmst6L0j7ZReNRmiTEQa9mwRUQ6ZayDDSmQyt8xTkBLU0msiwUfmbkhP0S+//JLTg2FNMoFeepSKMhemb9++6sDmVgfw0nsnw71k+KCcTZcDDDn7bxySJKR3R84Oy9AhGV4oc3duR84KG+dBSDCVYYRyMFjQwfqtyNlnKR8tZZ/ltZezxNJDJj0zMvzR+PrLV+n9k2GW8jgZTiRhR84sSwl1GSb4yiuvwBKkl0/OjksvUUFkSJSEAznzL2XUJZjJZPmIiAg13E7eW/Jay9l0CcUy98sSr0NhyZBFGZYq7ZPeOzkwlt+RzD+T95kEACnoYCz9LkNDbzW8Ukp1y8Hq7Ya4Foaln6uQ5yMnTiT8yjAyCcPyfKXnRQoiyHO87777YA3y3pOeEwmiu3btUq+l9MRISXDpgcs/N03+H8o8OOMwQgllUlo//7ph5oZTymsmBXssObRZPhukdL0Eavn9SqCT9ptb38yUDMOTzxf5LJJQbyz9buzpM5IwIv83pFdUioZIoJbvMzf/TNogoVVKxMv/K/l8k/eLfJZJr5bM+5LPGfl/LycNpO3yeWQk73f5TJKTRtIjKvPK5PWVkybGXns5gbZw4UK1T/mdyc+U+Yj79+9Xz1vek9LzKSe+ZP/SHjmRIa+NzNE0ztOU/9/yHOT3QkTZ9C6HSES2Z9++faqcemhoqMHDw8MQEhKibktJ8fysVfpd7v/rr7/ybM9fgtxYNtq0tLspc/dLaeTHHnvMUK5cOVWCuk+fPoYjR47kKf28efNmQ+3atQ3vvvvuTaWVCyr9LtuMl6CgIFUyfunSpTc958KU7BZJSUmGl156SZXAlt9BnTp11PPIX0JdzJs3z9CpUydVulku9evXVz/n6NGjhqIqqPS7bJMS0oUp/b1w4UJDhw4dVDl0KTndpk0bwy+//KLuGz16tCo3b678dv7S70V9HW5V+t1U9+7dDVWrVlX7Nvrtt98MzZs3V0sMlClTxjBs2DDD+fPnb1tO/Hb3W+N3XpR9iu+++87QsmVL9fuQ0vyNGzc2jBs3zhAVFWW10u8iNjY25/+ap6en+rn5Pw+M7zfjRZYUqFy5snot87/+Bf0MKek/a9asQpV+L6ice/7S71KCX9638n9ZXjf5PyVLKUj5+sJ8fsr7ztvb21CpUiVVVv3HH3+86bWSz5l27dqp/cvvXH4ny5cvV49bu3ZtzuOSk5PVMhbSFrnP+DuW98WHH36obsv7Vt6/smRB/s/JP//8U5VjlyUO5Pcg730pMR8dHX3T+2/ChAnqs08eJ783+X/8ySef5Hne//77r3o/yWPyf44/8MAD6rOIiHK5yD/G4EVERERkT6QHXuYdypxS0o8MG5WREDL8mj1bRLkYtoiIiMhuRUZGqiFtq1evLnDOIVmfrK8nQ2tN56sREcMWERERERGRVbAaIRERERERkRUwbBEREREREVkBwxYREREREZEVMGwRERERERFZARc1LqSsrCxERUWphRhl8UEiIiIiInJOBoMBSUlJqFixIlxdC+6/YtgqJAlaVapU0bsZRERERERkI86dO4fKlSsXeD/DViFJj5bxBQ0ICNC7OUREREREpJPExETVEWPMCAVh2Cok49BBCVoMW0RERERE5HKb6UUskEFERERERGQFDFtERERERERWwLBFRERERERkBZyzZcHyjxkZGcjMzNS7KTbHzc0N7u7uLJlPRERERE6FYcsC0tLSEB0djevXr+vdFJvl6+uL0NBQeHp66t0UIiIiIqI7gmHLAosdnz59WvXeyKJmEibYg5O3x0/CaFxcnHqd6tSpc8uF34iIiIiIHAXDVglJkJDAJXX2pfeGbubj4wMPDw+cPXtWvV7e3t56N4mIiIiIyOrYxWAh7K25Nb4+RERERORseARMRERERERkBQxbREREREREVsA5WzYkM8uA7aev4GJSCoL9vdGmRhm4ubLYBhERERGRPWLPlo1YdiAanT5ag4e+34oxv+5VX+W2bLe2LVu2qGqKAwYMyLP9zJkzqrLi3r1782yfN28eunbtisDAQJQqVQpNmjTBe++9hytXrli9rURERERE9oJhywZIoBo1ezeiE1LybI9JSFHbrR24fvzxR4wePRobNmxAVFTULR/7xhtv4IEHHkDr1q2xdOlSHDhwAJ9++ikiIiIwa9Ysq7aTiIiIiMiecBihldaWupGeWeihg+8sPAiDuf0AkEGE7y48hI61yxVqSKGPh1uR1vlKTk7Gb7/9hp07dyImJgYzZ87E66+/bvax27dvx4cffogpU6ZgzJgxOdurV6+OXr16IT4+vtA/l4iIiIjI0TFsWYEErbC3l1tkXxK4YhJT0PjdFYV6/KH3+sDXs/C/1t9//x3169dHvXr1MHz4cLz44ouYMGGC2cA2Z84cNWzw2WefNbuvoKCgQv9cIiIiIqJbWjsJcHUDuoy7+b71k4GsTKDbBNgyDiN0cjKEUEKW6Nu3LxISErB+/Xqzjz1+/Dhq1qypFigmIiIiIrIqVzdg7QdasDIlt2W73G/j2LNlBTKUT3qYCkOqDz46Y8dtHzfzsdaqOmFhfnZhHT16VA0N/Ouvv9Rtd3d3NR9LApgUwDA3PJKIiIiI6I7okt2jJcEqNRHwLQdkpALrPgS6vWG+x8vGMGxZgQzBK+xQvrvqlEdooLcqhmEuyshgvpBAb/U4S5eBl1CVkZGBihUr5glUXl5e+Prrr296fN26dbFp0yakp6ezd4uIiIiIrK/LOCA1Cfj3y9xtdhK0BIcR6kwC1DsDw9T1/FHKeFvut3TQkpD1888/q0qCUtrdeJGqghK+fvnll5u+5+GHH1YFNaZOnWp2nyyQQUREREQWlRQDHF2ae9vNw26ClmDYsgF9G4Vi2vAWqgfLlNyW7XK/pS1atAhXr17FE088gUaNGuW53HvvvarXK7+2bdti3LhxGDt2rPoq63OdPXsWq1evxv3334+ffvrJ4u0kIiIiIieVfBH4aSBw+Xhu0MpMv3kOlw3jMEIbIYGqV1iImsN1MSkFwf7eao6WpXu0jCRM9ezZUy1MnJ+ErcmTJyMxMfGm+z766CO0bNkS33zzDaZPn46srCzUqlUL9913H0aOHGmVthIRERGRk0mO04LWpWPa7XbPAn0n5RbHEHbQw8WwZUMkWLWvVfaO/Kx//vmnwPvatGmTUwzDXFGMoUOHqgsRERERkcVduwT8fDcQd0S73XaUFrTyF80wvW2jGLaIiIiIiMg2XLsM/HQ3cPEQ4FkKaP4I0O9/eR9jDFiyzpaNY9giIiIiIiL9Xb8C/DwIuHgQKFUBeHQxUK6O+cfaeI+WEQtkEBERERGRbQSt2P2AXzAwclHBQcuOMGwREREREZF+blwFZt0DxOwD/MoDI/8ByteFI2DYIiIiIiIifdyIB2YNAaL3Ar7lgBELgeD6cBQMW0REREREdOelJACzhwBRuwHfssDIhUCFMDgShi0iIiIiIrqzUhKB2fcCF3YBPqWBEX8DFRrC0TBsERERERHRnZOaBMy5Dzi/A/AO0oYOhjSGI2LYIiIiIiKiOyM1GZhzP3BuG+AdqPVohTaBo2LYIiIiIiIi60u7BswdCkRuAbyyg1bFZnBkDFu2YO0kYP1k8/fJdrnfCh599FG4uLjkXMqWLYu+ffti3759OY+R7QsWLMjb3LVr0b9/f/V4X19fhIWFYezYsbhw4YJV2klEREREdi7tOjD3AeDsZsArABjxF1CxORwdw5YtcHUD1n5wc+BSQesD7X4rkXAVHR2tLqtXr4a7uzvCw8MLfPy3336Lnj17IiQkBPPmzcOhQ4cwffp0JCQk4NNPP7VaO4mIiIjIjoPWLw8AZzYCnv7AI38BlVrCGbjr3QCHZDAA6dcL//j2zwGZaVqwkq+dXgI2fQ5s+Bjo/Kp2v3S7FoaHr3RHFfpHe3l5qeAk5Ov48eNx1113IS4uDuXLl8/z2PPnz+OFF15Ql88//zxne/Xq1dG5c2fEx8cX+ucSERERkRNIvwH8+hBwegPgWQoYPg+o3ArOgmHLGiRofVixeN8rAUsuBd2+ndejAE+/Yv3o5ORkzJ49G7Vr11ZDBPP7448/kJaWhnHjxpn9/qCgoGL9XCIiIiJyQOkpwK8PA6fWAR5+WtCq2hbOhGHLyS1atAilSpVS169du4bQ0FC1zdX15hGmx48fR0BAgHoMEREREdEtg9Zvw4CTa7KD1p9A1XZwNgxb1iBD+aSHqaiMQwfdPLXhhDKEUIYUFvVnF0G3bt0wbdo0df3q1auYOnUq+vXrh+3bt6NatWp5HmswGFTBDCIiIiKiAmWkAr8/ApxYpR2bDvsdqNYBzohhyxokkBR1KJ8Uw5Cg1e0NoMu43OIYErzktpX4+fmpYYNGP/zwAwIDA/H9999j4sSJeR5bt25dVQhDimmwd4uIiIiIbpKRBvw+Eji+AnD3AR7+DajeCc5K12qEGzZswMCBA1GxYkWzJcbnz5+P3r17q/lDcv/evXtv2kdKSgqee+459RgZDnfvvfciNjY2z2MiIyMxYMAAVaY8ODgYr776KjIyMmAzjMHKGLSEfJXb5qoUWpG8zjKE8MaNGzfdd99998HT0xOTJ5tvDwtkEBERETl50PrjUeDYUsDdG3j4V6BGZzgzXXu2ZI5Q06ZN8fjjj2PIkCFm7+/UqROGDh2Kp556yuw+XnrpJSxevFgVb5Aemeeff17ta/Pmzer+zMxMFbSk0t6///6remVGjBgBDw8PfPjhh7AJWZl5g5aR8bbcbyWpqamIiYnJGUb49ddfq0IZEoLzq1KliqpCKK9xYmKieh2lEqFUKfz5559V2GX5dyIiIiInlJkO/PkYcHQx4OYFPPQLULMrnJ2uYUvmBsmlII888oj6eubMGbP3y5C2H3/8EXPnzkX37t3VthkzZqBBgwbYunUr2rVrhxUrVqi1oFatWoUKFSqgWbNmeP/99/Haa6/h3XffVT01uus2oeD7rDiEUCxbtixnSKC/vz/q16+vgmvXrub/czz77LNqOOEnn3yCe+65R/WASeCStblefvllq7aViIiIiGw1aD0OHFmUHbTmArW0Y3NnZ9dztnbt2oX09HS1yK6RhIWqVatiy5YtKmzJ18aNG6ugZdSnTx+MGjUKBw8eRPPmzQvs8ZGLkfTkOJqZM2eqy61IUYz85PU2fc2JiIiIyEllZgDzngQOL9RqDTw4B6jN40SbmLNVUjL8TXqm8q/vJMHKODROvpoGLeP9xvsKMmnSJDUs0XiRIXRERERERGQStP56Gji0AHD1AIbOAur00rtVNsWuw5Y1TZgwQQ1TNF7OnTund5OIiIiIiGyD1BRY8B/gwDwtaD0wC6jXV+9W2Ry7HkYoRS/S0tJUFTzT3i2pRij3GR8ja0aZMlYrND7GHC8vL3UhIiIiIqL8QWsUsP8PwNUdGPoTUK/gOgzOzK57tlq2bKmqCq5evTpn29GjR1Wp9/bt26vb8nX//v24ePFizmNWrlyJgIAAhIWF6dJuIiIiIiK7DVp/Pw/s+w1wcQPumwHUH6B3q2yWrj1bUmL8xIkTObdPnz6t1tIqU6aMKnJx5coVFZyioqJygpSxR0ouMpfqiSeeUFXw5HskQI0ePVoFLCmOIWSdLglVUtlQ1oeSeVpvvvmmWpvLkj1X5gpJUC6+PkRERER2LisLWPgCEDE3O2j9HxB2t96tsmm69mzt3LlTVQM0VgSU0CTX3377bXV74cKF6raskyUefPBBdXv69Ok5+5B1n6TsuCxm3LlzZxXCZDFkIzc3NyxatEh9lRA2fPhwtT7Ue++9Z5HnID1r4vr16xbZn6Myvj7G14uIiIiI7CxoLRoD7J0NuLgC934PNBysd6tsnouBXQ6FIqXfpSdNimVID5opWShZ5o0FBwfD19cXLi4uurXT1sjbS4KWDOOUeXXGNb2IiIiIyI6C1uKXgF0ztaA15Hug8X1wZom3yAYOUyDDVhgLbZjOC6O8JGjdqiAJEREREdkg6ZdZ8kpu0LrnW6cPWkXBsGUB0pMlPTbSsyWLLFNeMnRQhnESERERkb0FrVeBnT/KES8weBrQZKjerbIrDFsWJIGCoYKIiIiIHCJoLRsP7PheC1qDvgGaPqh3q+yOXZd+JyIiIiIiKwSt5a8D27KL0t39FdB8mN6tsksMW0RERERElBu0VrwJbJ2q3R74BdDiEb1bZbcYtoiIiIiISAtaq94Btnyt3Q7/HGj5qN6tsmsMW0REREREzk6C1ur3gM1faLf7fwK0elzvVtk9hi0iIiIiImcPWmsmAps+0273+xho85TerXIIDFtERERERM5s3SRg4yfa9b7/A9o+rXeLHAbDFhERERGRs1r3EbD+I+16nw+BdqP0bpFDYdgiIiIiInJGGz4G1n2oXe/1PtD+Ob1b5HAYtoiIiIiInM3GT7V5WqLnu0DHF/RukUNi2CIiIiIiciabpmiVB0X3t4BOL+ndIofFsEVERERE5Cz+/UpbS0t0exPo/IreLXJoDFtERERERM5gyzfAije1610nAF1e1btFDo9hi4iIiIjI0W2dDix/XbveeRzQdbzeLXIKDFtERERERI5s+/fAste063eNBbplhy6yOoYtIiIiIiJHteMHYEn2vKyOL2oFMVxc9G6V02DYIiIiIiJyRDtnAIvHatc7vKCVeGfQuqMYtoiIiIiIHM2un4BFL2rX2z8P9HqPQUsHDFtERERERI5k9yzgnzHa9bajgN4TGbR0wrBFREREROQo9s4FFo4GYADaPAP0ncSgpSOGLSIiIiIiRxDxK7DgWS1otX4S6PcRg5bOGLaIiIiIiOzdvj+ABaO0oNXqcaD/JwxaNoBhi4iIiIjInu3/E/jracCQBbQYCfT/lEHLRjBsERERERHZqwPzgfnZQav5I0D4FMCVh/i2gr8JIiIiIiJ7dHABMO9JwJAJNBsGDPySQcvG8LdBRERERGRvDv8DzHtCC1pNHwLu/opBywbxN0JEREREZE+OLAb+eBTIygCaPAAM+gZwddO7VWQGwxYRERERkb04uhT4faQWtBrdBwyexqBlwxi2iIiIiIjswbHlwG+PAFnpQMMhwD3fMmjZOIYtIiIiIiJbd3wl8NtwLWiFDQKGfA+4uevdKroNhi17sXYSsH6y+ftku9xPRERERI7nxCrg12FAZhrQYCBw748MWnaCYcteSBfx2g9uDlwqaH3ALmQiIiIiR3RybXbQSgXqhwP3zQDcPPRuFRUSI7G96DJO+yrB6uxmoPFQIPGCdrvbG7n3ExEREZFjOLUO+OVBICMFqNefQcsOMWzZEwlUUXuBo4u1/3yCQYuIiIjI8ZzeAMzNDlp1+gD3zwTcPfVuFRURhxHamyHf5V53dWfQIiIiInI0ZzYBcx8AMm4AdXoDD8wC3L30bhUVA8OWvdk6Nfe6rK9QUNEMIiIiIrI/Z/8F5gwF0q8DtXsCQxm07BnDlj0xFsNo9YR226WAohlEREREZH8itwJz7gfSrwE1uwEPzAE8vPVuFZUAw5a9BS2ZoxX+GVCxOWDIBGr1YOAiIiIisnfntgOz7wXSkoEaXYCHfmHQcgAMW/YiKzNvMYyWj2lf488CXV/X7iciIiIi+3N+JzBriBa0qt8FPPQr4OGjd6vIAliN0F50m5D3dqN7geWvA5dPANU6ADXu0qtlRERERFRcF3YBs+4B0pKAap2Ah38DPH31bhVZCHu27JVXKaDx/dr1XTP1bg0RERERFVXUHi1opSYCVTsAw34HPP30bhVZEMOWPWv5qPb18ELg2mW9W0NEREREhSVrp/48GEhJAKq0A4b9waDlgBi27FnFZkBoMyAzDYj4Re/WEBEREVFhRO8Dfh4EpMQDldsAw//URi2Rw2HYcpTeLRlKaDDo3RoiIiIiupWYAyZBqzUwfB7g5a93q8hKGLbsXeP7AM9SwOXj2iJ4RERERGSbYg8BP98N3LgCVGqpBS3vAL1bRVbEsGXv5EyIBC6xa4berSEiIiIicy4eBn4aCFy/rK2XOnw+4B2od6vIyhi2HGko4aG/getX9G4NEREREZm6eCQ7aF0CQpsCj/wF+ATp3Sq6Axi2HIGcHZH/uCyUQURERGRb4o5pQetaHBDSGHhkAeBTWu9W0R3CsOUoWCiDiIiIyLZcOpEdtC4CFRoDIxYCvmX0bhXdQQxbjqLRfYCHH3DpGBC5Re/WEBERETm3yyeBn8KB5BgguCEw4m8GLSfEsOUopJJNTqGMmXq3hoiIiMi5g9bMcCApGijfABi5EPArq3erSAcMW444lPDgAhbKICIiIrK2tZOA9ZPzbrtyWhs6mBQF+JTNDlrl9Goh6Yxhy9EKZYQ0ATJTgYhf9W4NERERkWNzdQPWfpAbuK6e1YJW4gXtdvPhQKlgXZtI+nLX+eeTJbm4aL1bi1/WhhK2G6VtIyIiIiLL6zJO+yqBKyUeOPQPkHBO29bhBaD3e7o2j/THni1H0/h+wMMXuHQUiNyqd2uIiIiIHD9wNboX2PINkBBpErTe17tlZAMYthyxUIb8hxcslEFERERkPSmJwIJngQPzcre5eTBoUQ6GLUfU6jHt68G/WCiDiIiIyBrObAamdQT2zsnd5uYJZKbfXDSDnBbDliOq2EJboVwKZez7Te/WEBERETmOjFRgxZvAzAHasEHvQG17tzeAt+K0r6ZFM8ipMWw5cqEM41BCg0HvFhERERHZv5gDwHfdgH+/AmAAQpsCKQlawDIWy5CvDFyUjdUIHblQxoq3gLgjwLltQNV2ereIiIiIyD5lZWoBa81EICsd8C0H3P0VEB0B1A/PDVpGxtvyfeTUGLYclXRpNxoC7Jmt9W4xbBEREREV3dUzwF+jgMh/tdv1BgADvwBKlQfq9y/4+/IHMHJKHEboyFo+nlso48ZVvVtDREREZD9kGsbuWVoRDAlanqWAu78GHpyjBS2iQmDYcmSVWgAVGgMZKUAEC2UQERERFUpyHPDrMGDh80BaMlC1PTBqM9DiEW1uPFEhMWw5fKGMkdp1FsogIiIiur0jS4Bp7YGjiwFXD6Dnf4FHFwOlq+vdMrJDDFuOrslQwN0HiDsMnNuud2uIiIiIbFNqEvD388CvDwHX4oDghsDTa4FOLwKubnq3juwUw5adycwyYMvJy/h77wX1VW7fvlDGvbm9W0RERESU19kt2tysPbNkaBDQ4QUtaMm6pUQlwGqEdmTZgWj8959DiE5IydkWGuiNdwaGoW+j0IK/Udbc2jsbODgf6Psh4FP6zjSYiIiIyJZlpAHrPgQ2TdHWzQqsCtwzDajeSe+WkYNgz5YdBa1Rs3fnCVoiJiFFbZf7C1S5FVChkVYoY98f1m8sERERka2LPQR83x3Y9LkWtJoN04pgMGiRBTFs2QEZKig9WuYGDBq3yf0FDilUhTIe1a7vmsFCGUREROS8srK0BYq/6wLE7gd8ywIPzAYGTwW8A/RuHTkYhi07sP30lZt6tExJdJL75XEFany/Vijj4iHg/A7rNJSIiIjIlsVHAj8NBFa8CWSmAXX7AqO2AA0G6t0yclAMW3bgYlJKyR/nEwQ0GqJdZ6EMIiIiciYyqmfvXK0IxtlNgIcfMPBL4KFfAf8KereOHBjDlh0I9ve2zOOMQwkPzAduxFugZUREREQ27tpl4PdHgAWjgNREoEpbYNQmbS1SLlBMVsawZQfa1Cijqg4W9HEg2+V+edwtVW4NBIcBGTeA/SyUQURERA7u2HJgajvg8D/aAsU93gYeWwqUqal3y8hJ6Bq2NmzYgIEDB6JixYpwcXHBggUL8txvMBjw9ttvIzQ0FD4+PujZsyeOHz+e5zFXrlzBsGHDEBAQgKCgIDzxxBNITk7O85h9+/bhrrvugre3N6pUqYLJkyfDnri5uqjy7qKgwCX3y+NuSRXKeEy7vpOFMoiIiMhBpSYD/4wB5g4Frl0EytcHnloN3DWWCxST84Sta9euoWnTpvjmm2/M3i+h6Msvv8T06dOxbds2+Pn5oU+fPkhJyZ2bJEHr4MGDWLlyJRYtWqQC3NNPP51zf2JiInr37o1q1aph165d+Pjjj/Huu+/iu+++gz2RdbSmDW+BkMC8QwUDfNzV9luus2WqyVDA3Ru4eBA4v9M6jSUiIiLSS+Q2YHqn3Dnq7Z8Hnl4PhDbVu2XkhFwM0n1kA6Rn66+//sLgwYPVbWmW9HiNHTsWr7zyitqWkJCAChUqYObMmXjwwQdx+PBhhIWFYceOHWjVqpV6zLJly9C/f3+cP39eff+0adPwxhtvICYmBp6enuox48ePV71oR44cKXT7JLQFBgaqNkgvml6kvLtUHfxtRyQW7I1C62ql8ceoDkXbyV+jgIi5QLPhwGDzQZeIiIjI7hYoXv8/bd0sQxYQUFlboLhGZ71bRg6osNnAZudsnT59WgUkGTpoJE+obdu22LJli7otX2XooDFoCXm8q6ur6gkzPqZz5845QUtI79jRo0dx9erVAn9+amqqehFNL7ZAhgq2r1UW4/rWV7d3Rl5VCxsXSU6hjHlASoIVWklERER0B108AvzQA9j4qRa0mjyoLVDMoEU6s9mwJUFLSE+WKbltvE++BgcH57nf3d0dZcqUyfMYc/sw/RnmTJo0SYU740XmetmSikE+aFWttJp2tXh/dNG+uUoboHwDrVDGvt+t1UQiIiIi6y9QvGUq8G1nIGYf4FMauP8nYMi32rI3RDqz2bCltwkTJqhuQePl3LlzsDXhTbR5Wov2RRXtG1WhjOzeLRnPbBsjSYmIiIgKL/4cMGsQsHwCkJkK1O4FPLsVaKhNSSGyBTYbtkJCQtTX2NjYPNvltvE++Xrx4sU892dkZKgKhaaPMbcP059hjpeXlxp/aXqxNf0bh6rctCcyHuevXi/aNzd9QCuUEXsAuLDLWk0kIiIisiw5SRzxm7ZA8ekNgIcvMOAzYNgfgH/Bx3ZEerDZsFWjRg0VhlavXp2zTeZNyVys9u3bq9vyNT4+XlUZNFqzZg2ysrLU3C7jY6RCYXp6es5jpHJhvXr1ULp0adiz4ABvtKmura21pKhDCaWbveE92vVdM6zQOiIiIiILu34F+ONR4K+ngdQEbQ3R/2wCWj/BBYrJJukatmQ9rL1796qLsSiGXI+MjFTVCV988UVMnDgRCxcuxP79+zFixAhVYdBYsbBBgwbo27cvnnrqKWzfvh2bN2/G888/ryoVyuPEww8/rIpjyPpbUiL+t99+wxdffIGXX34ZjiC8qfY8F+0rYtjKUyhjPgtlEBERkW07vgqY2h44tABwdQe6vQk8tgwoW0vvlhHZZtjauXMnmjdvri5CApBcl4WMxbhx4zB69Gi1blbr1q1VOJPS7rI4sdGcOXNQv3599OjRQ5V879SpU541tKS4xYoVK1SQa9mypSolL/s3XYvLnvVrFAJZy3jf+QScvXytaN9cpa22yF/6dWD/H9ZqIhEREVHxpV0DFr0MzLkXSI4BytUFnlwFdHkVcHPXu3VE9rHOlq2zlXW2zBn+wzZsOnEJr/aph+e61S7aN2+dBiwbD1RoDPxnI7vgiYiIyHac3wnMfxq4clK73XYU0PMdwMNH75aRk0u093W2qDhVCYsxlLDJA4CbFxC7H4jabfnGERERERVVZjqw5gPgx95a0AqoBDyyAOj3PwYtsisMWw6gb6MQuLu64HB0Ik7GJRftm33L5BbK2MlCGURERKSzuGPADz2BDZMBQybQ+H5tgeJa3fRuGVGRMWw5gCBfT3SqU05dX1yiQhnzgJREC7eOiIiIqJALFG+dDnx7FxC9F/AOAu6bAdz7g1ZFmcgOMWw5iAGNi7nAsajaDihXj4UyiIiISB8JF4DZ9wDLXgMyUoBa3YFntwCNhujdMqISYdhyEL0bhsDTzRXHYpNxLDapaN8sRTGMvVuy5hZrphAREdGdsv9PYFp74NQ6wN0H6P8JMHw+EKAtb0Nkzxi2HESgjwc619WGEi6KKEbvVtMHtUIZMVIoY4/lG0hERER00wLFjwHzntDW+6zYQquM3OYpVkcmh8Gw5UDCm+QucFzkiv6qUMbg3N4tIiIiIms5sRqY1gE4OB9wcQO6TgCeWAGUq6N3y4gsimHLgfQMqwAvd1ecunQNh6KLUejCOJRwPwtlEBERkRWkXQeWvArMHgIkRQNlawNPrgS6jgfcPPRuHZHFMWw5kFJe7uhWL7j4a25Vba+typ5+DTjwp+UbSERERM7rwi7g287A9u+0222eBp7ZCFRqqXfLiKyGYcvBhDcNzSkBX+ShhHkKZcy0QuuIiIjIKRcoXvc/4IdewOXjgH+oVgCj/8eAp6/erSOyKoYtB9O9fjB8PNwQeeU69l9IKPoOmj4EuHkC0REslEFEREQlc+kE8H99gHWTtAWKGw4BRv0L1O6hd8uI7giGLQfj6+mO7g1KMJRQCmWEDdKus3eLiIiIikNG12z/HpjeSRs+6B0I3PsjcP8M7ViDyEkwbDmggU1KMJRQtHwsd92L1CKu2UVERETOLTEamH0vsOQVIOMGULMrMGoL0Pg+vVtGdMcxbDmgrvWC4efphgvxN7A7Mr7oO6jWAShbB0hL1gIXERERUWEcmA9MbQecXA24ewP9JgPD/wICK+ndMiJdMGw5IG8PN/QKq6CuL9pXjAWOWSiDiIiIiuJGPDDvKeDPx4CUeCC0GfDMBqDtM4ArDzfJefHd7+ALHC/ZH42sLEMJCmXsZaEMIiIiKtipddoCxft/1xYo7jwOeHIVUL6e3i0j0h3DloO6q245+Hu7IzYxFTvPXi36DvzKAg3u1q7v+sni7SMiIlLWTgLWTzZ/n2yX+8k2pd8Alo4Hfh4EJF4AytQEHl8OdH+DCxQTZWPYclBe7m7oHRZS/KGEwjiUcP8fQGqyBVtHRESUzdUNWPvBzYFLBa0PtPvJ9siol2+7ANumabdbPQH8ZxNQpbXeLSOyKQxbTrDA8ZL9McgszlDC6p2AsrW1QhkHWCiDiIisoMs4oNsbeQOXMWjJdrmfbEdmBrD+Y+CHnsClo0CpCsCwP4HwzwBPP71bR2RzGLYcWKfa5RDk64FLyanYdupy0XfAQhlERHQnSKDq/KoWsP4bpH2t1QMIDgNi9gMpiXq3kMTlk8CMvsDaiUBWhrYu57NbgTq99G4Zkc1y17sBZD0ebq7o2zAEv+44h3/2RaND7XJF30nTh4HV72nDBaL2AhWbWaOpRETkzE6tB/b9rl03rg8ppcPlYuRTBihdDShdHQjK/mq8HViFc4SsSX4nu2YAy98A0q8DXgFA/0+AJkO1E7NEVCCGLSeoSihha9mBaLw3qKEKYEUvlDEQODAP2P0TwxYREVlOSgKw8u28oyekmp0hEyjfAPDwAa6eAW5cyb2Yq5Dr4goEVM4OX9WAoOp5g1mpYIaC4kqKARaOBo6v0G5XvwsYPA0IqqJ3y4gcM2wNGTLklvfPnz+/JO0hC2tXswzK+nni8rU0/HvyMrrULV/0nchQQglb+/4Aer0PeJWyRlOJiMiZHF8J/DNGq2JndNdYoMfbN8/ZkmGE8WeBq3I5k339jHZbrmekAAmR2uXMxpt/locvEFTVfK+Y3ObfNfMO/Q3886IWct28gJ7vAm3/w3WziKwZthYsWIChQ4fCx8dH3Z47dy4GDhwIf3//ou6K7gB3GUrYKARztkVi8b6o4oUtOYtVphZw5aQWulqOtEZTiYjIGVy/Aix/HYj4RbvtHaQtgmtaDMP4VQKX8XZIY+1ibohbcqz5ICZfJczJ0Le4I9rFHN+yBQexwMrON0RRehyXjAP2/ardDmkCDPkOCG6gd8uI7I6LwWAcHF04rq6uiImJQXBwsLotISsiIgI1a9aEI0tMTERgYCASEhIQEBAAe7Ll5GU89P1WBHi7Y+ebveDpXowzUpu/BFa+BVRsATy91hrNJCIiR3f4H2DRy8C1i3IIArR7FnD30oYLmqs6KD1cWZlAtwnF/5kZaUDCOfNBTG7fuM1alDKsMbCSSRiTS43cYOZXzrGGKJ7eCCwYpb1mMjyz00tAl/GAu6feLSOyy2xQ5J4tb29vpKSkqOuS09LS0vDFF1/gs88+g5sb18KwRW1qlEF5fy/EJaVi04k4dK9foeg7aWYslLEbiI4AQptao6lEROSIrl0ClrwCHPxLu12uLjDoG6BKm1t/nyXKvktIKFtLuxTUi5OnVyzf9cxUID5Su5jj4Zc9T8xMr5hct5dy6OkpwJr3gS1fa7clUN7zLVC1rd4tI7JrRQ5bdevWxZQpUzBu3Dj88ssvqmdr165d6NatG/744w9UqFCMA3myKjdXFwxoHIqZ/57Boojo4oUtOXMnhTIOzgd2/aStp0FERHQrMnhGhp8vHQdcv6z1EnV8Qesp8fCGTfAOBEKbaJf8srKyhyiamSemhihGAenXgIuHtIs5fuULCGLVgYBKgJsN1CqTk6jznwHiDufO1e79AeeyEekxjHDRokV48MEHcePGDbi7u2PatGkYMWIEXn75Zfz555+IioqCI7LnYYRi55kruG/6FpTykqGEPeHt4Va80rw/3w14+gOvHLWfs3VERKRPFTsZMnh0sXY7uCEw6GugUgs4jAzp9ToHxJ+5eXiifJVes1uR8ClV/XKGJxqDWA3ttswls+YQRRmiuXkKsHYSkJUO+AUDd38F1OtrvZ9J5CCsNowwPDwcFy5cwLFjx1ClShWEhISo7V9++SU6dOhQslaT1bSoWhqhgd6ITkjB+mNx6NNQ+70VvVBGTeDKKeDAfKDFI9ZoKhER2TM5h7t3LrB8ghY2XN21BYs7vex4835kvlm52trFnBvx5ueJqa+RQGZa9n1ngNNmvt+zVMHDE+Wrp+/t2yhBytXt5iGZ8rd85kAg8bx2u344MPALbSQLEVlMsfquJcW1bt36pu3S40W2yTV7KOEPm05j0b7o4oUtKfUqQwvUmigzGLaIiCgv6eWRcu7GxYhDm2lzs0IawSn5BGkXc/OcZYhiUrT54YlyPSkKSEsGLh7ULuZIT5S54YlyW4YoSsiSi2lVRwnDsm7m4le03iw3Ty1kNX3IsQp9ENnrMMJ9+/bd8v4mTcyMeXYA9j6MUOyJvIp7pv4LX0837HqzF3w8izGUMDkO+KyB9gH9zEbzY9yJiMi5SHCQk3ByMk4CgqzJJBUE24+2jTlJ9kgKVhirKBovOWEsEki9zRBFVw+tbL0EL+lhlMWgwwZra5IdW6Y9JrAq8Ogi7TFEZBvDCJs1awaX7DMfxpwmt+W6fM3MzCzqLukOaVYlCJVL++D81RtYe/Qi+jcOLfpOSpUHGoRrFaXkzNiAT63RVCIishcyHG3hC7mLCVduo/Vmla+rd8vsmxQQKVdHu5gjJevNDU9UPWSR2knRq6e1i9GhBbnXa/UAhv3JBYqJrKzIYatTp07Yu3cvxo8fj4cffjgneJHtk9/VgCah+Hb9KSzaF1W8sCVkKKGErX2/A73eY6EMIiJnJMUVtn+nLQsiiwa7+wA93wHaPK0NXSPr8imtXSo2N/+7kSGK+YOY/N2GQev1emS+Hq0mcjpFPp2xYcMGzJw5U12GDh2K8+fPo1q1ajkXsm0Dm1RUX9ccuYhrqRnF20n1zlqlpNTE3DVTiIjIecQdA2b0A5aN14KWFFB69l+g3SgGLVsgvwMZQli9I9B8GNDtdaCsFPEwaHO0pNdLFowmIqsrVt/xkCFDcOjQIdWzNWjQIHX7xIkTlm8dWVzDigGoXtYXKelZWHU4tng7UYUyRmrXd820aPuIiMiGZWYAmz4HpncCzm3TlgIJ/xwYsVCrVku2SYKVFMno9gbwVpz2VW4zcBFZXbEH6soaWy+++KIKWTVq1ECLFi3UbbL9oYTh2b1bUpWw2JoN14YhnN8BxBywXAOJiMg2xR4EfugBrHoXyEzV5vw8uwVo9Tjn/dhL0DKWf5evDFxEd0SRPx1Lly6NMmXK5Fxq1qyJGTNmIDU1FV999ZV1WkkWFd5Um6u1/mgcklLSi7cTKZRRf4B2nb1bRESOKyMNWPc/4NsuQPRewDsQGDwNGD5PW5CXbJvM3zINWkbGwCX3E5HtFMiYMmWKdVpCd0y9Cv6oVd4PJ+OuYeWhWAxpUbn4hTKkstG+37ILZRRicUUiIrIfUi58wXO56zzVGwCEfwb4F2OtRtKHlOAvSP4ARkT6h62RI7Pn6pDdDyX8YvVxNZSw2GGrRhdt8USpcCSFMmQSLhEROcYaT+s/AjZ/ARgyAd+yQP+PgYZDuPAtEVERFGulQVlL66+//sLhw4fV7bCwMFUoQ+ZxkX0Y2DRUha2Nx+OQcD0dgb4eRd+JjNFvMRJY/V9tKCHDFhGR/Tu3Hfj7OeDSMe22BCwJWn7l9G4ZEZHjz9k6ePAg6tatq3q4JHDJRa7XqVMHBw6wUIK9qB3sj/oh/kjPNGD5wZji76jZMMDVHTi/XZs8TURE9intOrDsdeDH3lrQKlUBeGA2cP8MBi0iojsVtp588kk0bNhQra+1e/dudTl37hyaNGmCp59+urjtIB2EN9EKZfyzL6r4O/GvwEIZRET27vRGYFoHYOs32lpMTR8Gnt0KNBiod8uIiJwrbO3duxeTJk1SVQmN5PoHH3yAPXv2WLp9ZEUDskvA/3vyMi4npxZ/R1IoQ0T8pp0ZJSIi+5CaBCx6GfgpHLh6GgioBAz7E7hnGuBbRu/WERE5X9iSIYSxsTcvhnvx4kXUri2rk5O9qFHOTy1ynJklQwljS7CjrkBQNSA1QatOSEREtu/EKmBqe2Dnj9rtlo9pvVl1eundMiIi5w1b0qv1wgsv4M8//1RDCeUi12VB448++giJiYk5F7J9uQscl2AooRTKaJldpZJDCYmIbNuNq1o599n3AgnntJNlI/4GBk4BvAP0bh0RkUNxMRgMhqJ8g6vJKvFSQlwYd2F6W65L1UJHIeExMDAQCQkJCAhwnD9G565cx12T18LVBdj2ek+U9/cq3o6SYoHPw4CsDGDUFqBCmKWbSkREJXVkCbDoJSBZCiO5AG2fAbq/BXiV0rtlREQOmQ2KXKt97dq1JW0b2ZAqZXzRtEoQIs7FY+mBaIxoX734hTLq9QMO/6P1bvWfbOmmEhFRcV27DCwdBxz4U7tdtjZw99dAtfZ6t4yIyKEVOWx16dLFOi0h3QxsEqrC1qKIEoQt43h/CVv7fgV6vgt4+lqymUREVFQy8kQWnV/yKnD9EuDiCnQYDXSdAHj46N06IiKHV+Q5W2Ljxo0YPnw4OnTogAsXLqhts2bNwqZNmyzdProD+jfWSsDvOHsFMQkpxd9RzW5AUFUgRQpl/G25BhIRUfGGd/82HPjzMS1olW8APLkK6PUegxYRka2GrXnz5qFPnz7w8fFRa2ylpmolw2W84ocffmiNNpKVVQzyQatqpdUJ0MX7o4u/I5nP14KFMoiIdCUf5nt/Ab5pAxxZpC083+U14Jn1QKWWereOiMipFDlsTZw4EdOnT8f3338PDw+PnO0dO3ZU4Yvs04DsBY4Xl6QqoWg+HHBxA85tBS4etkzjiIiocBIuAHOHAgv+A6TEAyFNgKfXAd1eB9yLWQCJiIjuXNg6evQoOnfufNN2qcYRHx9f/JaQ7kMJpZjk7sh4XIi/Ufwd+YdohTLErp8s1j4iIrpNb5aMKJjaDji+AnDzBHq8DTy1BghprHfriIicVpHDVkhICE6cOHHTdpmvVbNmTUu1i+6wCgHeaFO9jGV6t6RQhoiYC6SXILgREdHtXT0D/DwI+GcMkJoIVG4N/GcTcNdYwC13BAoREdlB2HrqqacwZswYbNu2Ta2lFRUVhTlz5uCVV17BqFGjrNNKuiPCmxoXOC7BvC1RqzsQyEIZRERWlZUFbPsWmNoeOL0ecPcB+nwIPL4cKF9P79YREVFxSr+PHz8eWVlZ6NGjB65fv66GFHp5eamwNXr0aOu0ku6Ifo1C8M7fB7DvfALOXr6GamX9il8oo+UIYM1EbVhL0wct3VQiIud26QSw8Hkgcot2u1on4O4vgbK19G4ZERGVpGdLerPeeOMNXLlyBQcOHMDWrVsRFxeH999/v6i7IhtTrpQXOtQqZ5nerWbZhTLkQODiEcs0kIjI2WVmAJu/AKZ31D5fPUsBAz4FRv7DoEVE5Ahh6/HHH0dSUhI8PT0RFhaGNm3aoFSpUtZpHd1x4dlVCUsctgJCcwtl7GahDCKiEos9BPzYC1j5NpCRog3ZfnYL0PpJbUQBERHZnCJ/Ov/000+4cYNFDxxVn4YhcHd1weHoRJyMSy7Zzlo+qn3dy0IZRETFlpkOrJ8MfNsZiNoNeAUCg74Bhs/XFpInIiLHCVsGg0ENJSTHVNrPEx1ra0MJF1usUEY8cGihZRpIRORMoiOA77oBaz8AstKBuv2A57Zlr2nIv8VERA5XIEO88MIL8PHxMXvf//3f/5W0TWQDQwnXH4vDon1ReKFHneLvyNUNaDECWGsslPGAJZtJROS4MlK13qxNnwOGTMCnDND/Y6DRvQxZRER2pFiDvKV3q6AL2b/eDUPg6eaKY7HJOBabVLKdNR+WXSjjXyDuqKWaSETkuM7vBKbfBWz8RAtaYYOB57YDje9j0CIicvSeLRlC+OWXXyI4ONg6LSLdBfp4oHPdclh1+CIWRUTh5d4lWK8loCJQty9wdDGw6yeg74eWbCoRkeNIu64NF9w6FTBkAX7BwIBPgLBBereMiIju5JwtcnzhTXIXOC7x79xYKCNCCmWkWKB1REQO5sxmrZz7lq+1oNXkQW1uFoMWEZFzha2RI0cWOF+LHEePBsHwdHfFqUvXcDi6hEMJa/cAAqsAN64Ch1kog4goR2oysPgVYGZ/4MopwL8i8PDvwJBvAd8yereOiIjudNiaMWMG/P39S/pzycb5e3ugW73y6roUyigRY6EMIYUyiIgIOLkWmNoe2PG9drvFSOC5rUDdPnq3jIiI9JqzNWTIkFveP3/+/JK0h2xsKOHyg7FqKOGrfeqVrOS/lCleNwk4uxmIOwaUr2vJphIR2Y+UBGDFm8Dun7XbslbWwC+BWt30bhkREends7VgwQKsXr0apUqVQmBg4E0XcqyhhD4eboi8ch37LySUbGfGQhli908WaR8Rkd05ugz4pl1u0GrzNDBqC4MWEZGDKnLP1sqVKzF27Fjs2rULkydPxoABA6zTMtKdr6c7ujcIVosbS+9Wk8pBJS+UcXQJsHcu0P0twMPbUk0lIrJt168Ay8YD+37TbpepCQz6BqjWQe+WERGRLfVs9ejRA3v27MErr7yCZ555Bj179sS+ffus0zrS3cAmoerrYktUJazdEwioBNy4AhxZZJkGEhHZukN/A9+00YKWiyvQYTTwn80MWkRETqBYixrL3J3HHnsMx48fR+fOndXl8ccfR1RUCQspkM3pWi8Yfp5uuBB/A7sj4y1XKGPnDIu0j4jIZiVfBH4foV2uxQHl6wNPrAR6TwQ8ffVuHRER3QEuhiJ2V8iCxvlJyPrmm2/U9aSkEpYJt1GJiYlqTlpCQgICAgLgTMb8ugd/743C4x1r4O2BYSXbWcIFYEojbR2Z53cC5epYqplERLZB/qzu/wNYOk5b8sLFDbjrZaDzq4C7l96tIyKiO5gNijxn6/PPPze7vVy5ckXdFdlRVUIJW0v2R+PNAQ3g6lqCqoSBlYA6fYBjS7Uy8H0+sGRTiYj0lRgFLHoJOLZMux3SWJubFdpU75YREZEOihy2Tp8+bZ2WkM3qXLcc/L3dEZOYgp1nr6JNjTIlL5QhYUsKZfR4m2d6icgxerP2zAKWvwGkJgJunkCXcUDHFwE3D71bR0RE9jRny0hGIJa4aALZPC93N/QOC7HMAsf5C2Uc/qfk+yMi0tPVs8CswcDC0VrQqtQSeGaDNmyQQYuIyKkVK2z9+OOPaNSoEby9vdVFrv/www+Wbx3ZjPCmWlXCJftjkJlVwoDt5g40f0S7LkMJiYhs2dpJwPrJN2/PygLmDAW+agmcWge4e2vFL6QIRnADPVpKRET2Pozw7bffxmeffYbRo0ejffv2atuWLVvw0ksvITIyEu+995412kk661S7HIJ8PXApORXbTl1Gh9olnKPX4hFgw2TgzEbg0gmgXG1LNZWIyLKkkura7PmlMjRQXD4J/DwYSIjUblftAAz6GihbS792EhGR/fdsTZs2Dd9//z0mTZqEu+++W13k+nfffYepU6davIFS3fDFF19EtWrV4OPjgw4dOmDHjh0598swRgmAoaGh6n5Z90tK0pu6cuUKhg0bpiqFBAUF4YknnkBycrLF2+rIPNxc0behNpTwn33RJd9hYGWgTm/t+m72bhGRDZOA1e0NLXCt+x/w79faulkStFw9gP6fAI8uZtAiIqKSh6309HS0atXqpu0tW7ZERkYGLO3JJ5/EypUrMWvWLOzfvx+9e/dWgerChQvq/smTJ6ty9NOnT8e2bdvg5+eHPn36ICUlJWcfErQOHjyo9rNo0SJs2LABTz/9tMXb6ugGZC9wvOxANDIys0q+QymUIaRQRkZqyfdHRGQtMv+qyYPAuknAijeArAygdHVg9C6gzVOAa4mmQBMRkYMq8jpbMnzQw8NDDSU09corr+DGjRs5621ZguzP398ff//9NwYMGJAn2PXr1w/vv/8+KlasiLFjx6qfL6TWfYUKFTBz5kw8+OCDOHz4MMLCwlRvmDEkLlu2DP3798f58+fV95uTmpqqLqa19KtUqeKU62wZScBq++FqXL6Whp8fb4POdcuXbIeZGcCUxkBSFHDf/wGN7rVUU4mILOfUeq1X69y2vEML37oMuJRgKQwiInL4dbZKVCBDep3k0rhxYzW00NXVFS+//HLOpaSkpywzM1MV4TAlwwU3bdqkytDHxMSoni4jedJt27ZV88iEfJWhg6a9cfJ4aav0hBVEhkbKvowXCVrOzl2GEjayYFVCKZQhc7cEC2UQka05uwWYGQ78fLcWtFyzpzlLhcGsTGDDx3q3kIiIbFyRw9aBAwfQokULlC9fHidPnlQXWdBYtsl9e/bsUZe9e/eWuHHSqyVFOKQHKyoqSgWv2bNnqwAVHR2tgpaQnixTctt4n3wNDg7Oc7+7uzvKlCmT8xhzJkyYoJKq8XLu3LkSPx9HWeBYLDsQg7QMCwwlVFUJXYDTG7QJ50REeju/C5h1DzCjr1bER+ZlSTl3GTooc7feupQ7h8tclUIiIqLiViNcu3Yt7iSZq/X444+jUqVKcHNzU6HuoYcewq5du6z6c728vNSF8pIFjcv7eyEuKRWbTsShe/28QbfIgqoAdXoBx1dovVu937dUU4mIiiY6Alj7IXBsmXZberKaDQO8/IEtX2sBy1iN0Pg1f5VCIiIiExad0Xvo0CFYWq1atbB+/XpVPVB6l7Zv366KdNSsWRMhIdqQttjY2DzfI7eN98nXixcv3jQ8USoUGh9Dhefm6oIBjbVCGYsiLFCVULR8TPu6dw4LZRDRnRd7EPh1GPBtZy1oubhqIev5ncDdXwKepfIGrfxVCmVIIRERkSXC1qOPPoosWcjRhNz+4IMP0Lp1a1iLVBmU8u5Xr17F8uXLMWjQINSoUUMFptWrV+eZrCZzsYxrgMnX+Pj4PD1ha9asUW2WuV1U/KqEKw7FIiXdAgcZUgLePxS4fhk4srjk+yMiKoy4Y8AfjwHTOgJHFmlDmhvfDzy3Axg8FShTQ3tctwkF91ypwDXhjjabiIgcOGzJfKz7779f9S4JKakuoUWq/y1dutTiDZRgJdUDpRiGlG7v1q0b6tevj8ceewwuLi5qDa6JEydi4cKFqjT8iBEjVIXBwYMHq+9v0KAB+vbti6eeekr1im3evBnPP/+8qlRYUCVCurWWVUsjJMAbyakZ2HAszjKFMtTcLRbKIKI7QOaHzn8GmNoWODhfVmwEwgYBz24B7v2Bi6wTEZF+YWvdunWqOIWUTpeQI1X+pPcoIiICnTt3hqVJcYrnnntOBSwJUp06dVIBTMrPi3Hjxqly9LJulvSsyXBDCWemFQznzJmjvr9Hjx6q3bIPWYSZisdVhhJm924tssQCx6KFsVDGehbKICLriI8E/n4e+Lo1sO9XwJAF1OsPPLMRGPozENxA7xYSEZGzr7Mlrl27pobxSbGMefPm5fQiObLC1tJ3Fnsir+Keqf/C19MNu97sBR9Pt5LvdPZ9wImVQMcxQK/3LNFMIiIgMQrY8Amw+2cgSxuVgdo9gW6va1UGiYiIbGWdLdmxlGCfO3cuunfvjnfeeQdnz55V2+VCzqFZlSBULu2D62mZWHs0bwGSYmuVXShjjxTKSLPMPonIeSXFAkvHA180A3b+qAWtGl2Ax1cAw+cxaBERke2VfpcFgmWulDB2ikllQLku2yWIkeOT37UMJfx2/Sm1wHH/7AqFJVKnD1AqBEiOAY4uBhreY4mmEpGzuXYJ2DwF2P4DkHFD21a1A9D9DaB6J71bR0RETsTm19ki2zWwSUUVttYcuYhrqRnw8yry2+nmQhkyd2vDx1qhDIYtIiqK61e09bC2fQukJWvbKrXSQlbNbnKWSO8WEhGRkyny0XGXLl2s0xKyOw0rBqBaWV+cvXwdq49cxN1NLVDdUaoSytyKU+uAK6eAMjUt0VQicmQpCcDWacCWb4DU7OHsoU21NbBkaQmGLCIicoRFjcn5hhKGG6sSRkRZZqelqwG1e2jXZTI7EVFBUpOBjZ8CU5oA6yZpQSu4IfDAbODp9UDdPgxaRESkK4YtKpHwJlpv1rpjcUhKya7yVVItH9W+7pnNQhlEdLO068C/XwFfNAVWvwekxAPl6gL3zQD+swloMJAhi4iIbEIJJ9mQs6sf4o9a5f1wMu4aVh6KxZAWlUu+07p9TQplLAEaOv7SAkRUCOkp2nzOTZ8BybHaNhlq3GU80Pg+wNUCS1AQERFZEHu2yAJDCStadoFjNw+g+XDtuhxYEZFzkx7uHT8CX7UAlr2mBa3AqsDdXwPP7QCaPsCgRUREjhO2MjIysGrVKnz77bdISkpS26KiopCcnF39iZzKwKbavK2Nx+OQcN1CQwmlKiFcgFNrgSunLbNPIrIvmRnA7lnA1y2BxS8DiRcA/4rAgM+A0bu0zwmpYkpERGSjivxXShYw7tu3LyIjI5GamopevXrB398fH330kbo9ffp067SUbFbtYH81nPBITBKWH4zB0NZVSr7T0tWBWt2Bk6u1Qhk937FEU4nIHmRlAvv/BNb/T6tKKvyCgbvGanM6Pbz1biEREZF1erbGjBmDVq1a4erVq/Dx8cnZfs8992D16tVF3R05iAHZixov2m+hoYT5C2VkWqjHjIhsV1YWcGA+MLU98NfTWtDyLQv0ngiMiQDa/YdBi4iIHLtna+PGjfj333/h6emZZ3v16tVx4cIFS7aN7Eh404r4dOUxbD5xCVeupaGMX973R7HU6weUqqDNz5BCGWGDLNFUIrI1BgNwZBGwdhJw8aC2zTsI6PgC0OYZwKuU3i0kIiK6Mz1bWVlZyMzMvGn7+fPn1XBCck41yvmpRY4zswxYdiDGMjtloQwixw9Zx5YD33UBfhuuBS2vAKDrBODFfdqwQQYtIiJyprDVu3dvTJkyJU81OimM8c4776B///6Wbh/ZkdyqhBZa4Fi0GKF9PbkGuHrGcvslIn1Dlvyf/rEXMHcoEB0BePhp4UqGC3YdD3gH6t1KIiKiOx+2Pv30U2zevBlhYWFISUnBww8/nDOEUIpkkPMKb6LN29p66jLiklIts1NjoQwhhTKIyL6d2QTM6A/Mugc4vwNw9wE6vKD1ZPV4G/Ato3cLiYiI9JuzVblyZURERODXX3/Fvn37VK/WE088gWHDhuUpmEHOp0oZXzStEoSIc/FYeiAaI9pXt1yhDDkLLoUyZHiRDC8kIvtybjuwZiJwer12280LaPU40OklwL+C3q0jIiKyimItUOLu7o7hw7Pn0hCZGNgkVIWtRREWDFv1+mtln1WhjKVA2N2W2S8RWd+F3cDaD4ETK7Xbrh7a8GAZMhhYSe/WERER2VbYWrhw4S3vv/tuHgg7s/6NQzFx8WHsOHsFMQkpCAn0tlChjGHAps+1QhkMW0S2L2a/FrKkkqhwcQOaPQx0fhUoXU3v1hEREdlm2Bo8eLAqiiEMMsnZhGw3V6mQnEfFIB+0rFYau85exZL90Xi8Uw3L7LjFSC1sGQtlyFwuIrI9F48A6z4EDv2t3XZxBRoPBbqMA8rW0rt1REREtl0gQ+ZmSYn3999/Hzdu3FCl4I0XBi0yLZRh0aqEZWoANbtJxAd2z7LcfonIMi6dAOY9CUxtlx20XICGQ4BntwFDvmXQIiIip1TksDVr1iysXr0aK1asQN26dTFnzhzrtIzseiihdH7ujozHhfgbltuxFMoQUigjM91y+yWi4pOe5gXPAt+0Bvb/oZ0QaTAQGLUZuH8GUL6u3i0kIiKyn7AlWrZsiXXr1uGLL77Ae++9h1atWmHDhg2Wbx3ZpQoB3mhTXSvfvNiSvVuqUEZ5IDlGWwiViPSTcB74ZwzwVUtg7xzAkAXU7Qs8swF4YDZQoaHeLSQiIrK/sJWYmJhz6d69u1pza9CgQQgPD1fzuYhEeFPjAsfRltupuyfQbJh2fdcMy+2XiAovKQZY8irwZXOtYE1WhrYW3pOrgYd/A0Kb6t1CIiIim+FiyF/l4jZcXV1zCmSYkt04coEMCZeBgYFISEhAQECA3s2xebKocdsPVyHLAKx/tSuqlfWzzI4vnwS+aqHNBxkTwapmRHdKchyweQqw4wcgI0XbVv0uoNsbQLX2ereOiIjIJrNBkasRrl27tqRtIydQ3t8L7WuVxeYTl7F4fzSe7VrbMjuWSfY1uwKn1gF7ZgHd37TMfonIvOtXgM1fANu/A9Kva9uqtNVCVs0uereOiIjIphU5bHXpwj+uVDjhTSqqsCULHFssbBkLZUjYkqqEXcYDbsVam5uIbuVGPLDlG2DrNCAtSdtWsQXQ/Q2gVg9Z60PvFhIREdm8Ih+l7tu375b3N2nSpCTtIQfSt2EI3lpwAIeiE3EqLhk1y5eyzI7rDQB8y2mFMo4vB+oPsMx+iQhITQK2Tge2fAWkJGjbQhprPVlSAIMhi4iIyHphq1mzZmpulnGOljBO+3LkOVtUdKX9PNGxdjmsPxanCmW80KOO5QplNB+mDW3aOYNhi8gS0q4B27/X/l/duKJtK98A6DYBqD9QJuzq3UIiIiLHD1unT5/OCViNGjXCkiVLUK0aixRQwQsca2ErynJhS7QYqR0UnlgFxEcCQVUtt28iZ5J+A9j5f8Cmz4Frcdq2srWBrhOAhvcArm56t5CIiMh5wpZpsJKerMqVKzNsUYF6NwzB63/tx7HYZByLTULdCv6WK5RRowtwer02d0vmkRBR4WWkArt/BjZ+CiRlL9FQuro2D7Lx/ZwLSUREZAEcF0JWFejjgc51ylt+zS1joQwhVQkzMyy7byJHlZmurY8lixEveUULWoFVgIFfAs/vBJo9xKBFRERkC2FLerbMrblFZCq8aaj6KkMJi7is263VD9cKZcjB4vEVltsvkSOSExJ75wJftwL+GQMknAP8Q4H+nwCjdwEtRwJuHnq3koiIyKEU+fRl6dKlcwJWcnIymjdvrhY6NrpyJXtiNVG2ng0qwNPdFafiruFwdBLCKgZYrlBGs4eBf7/UztTX72+Z/RLZm7WTtLlVXcbdfN+6/wGxB4GLh4DLJ7RtfuWBTi8DrR4DPHzueHOJiIicRZHD1pQpU6zTEnJY/t4e6FavPJYfjFW9WxYLW8ZCGRK2TqwE4s8BQVUst28ieyFBa+0H2nVj4MrKAuY9ARycn/s4nzJAxzFAm6cATz992kpEROREihy2Ro4caZ2WkMMvcKyFrWi82qee5YaflqsNVL8LOLNRm7vV7XXL7JfInhgDlgQuGaor62ItGgMkX9S2ewcC7UcD7f4DeFmoSA0RERHdVrFmQZ88eRIzZsxQX7/44gsEBwdj6dKlqFq1Kho2bFicXZKD69EgGD4eboi8ch37LySgSeUgy+1chkJJ2JKqhJ3HcXI/OR7ppUqJB65fAa5fAq5f1i7XjNezt/tXBNZ9mPt9bp5Ap5eAds8CPhb8P0dERESFUuSj0vXr16Nfv37o2LEjNmzYgA8++ECFrYiICPz444/4888/i7pLcgK+nu7o3iAYi/dFq94ti4YtVSijLJAUpQ0nrNfPcvsmsoa069khySQs5QQnc5crgKGIC8a7uAFjjwK+Zaz1LIiIiMjSYWv8+PGYOHEiXn75Zfj75w5H6d69O77++uui7o6cSHjjUBW25DKhX33LDSV098oulPGVViiDYYvudJW/G1fzhSfpdTINS/lCVcaN4v0srwDtxILx4ldOC1Pqdjng1HrgwB9aj1ZmGrDjB/NFM4iIiMg2w9b+/fsxd+7cm7ZL79alS5cs1S5yQN3qB8PP0w0X4m9gz7l4tKha2nI7b/GoFrakBHzCeSCwsuX2Tc5D5julJt3cs1RQr5Nsl+F9xSGBSAKSCkplsoOTSZDKH6qkuIVU4CzI+sla0Or2hhaw5Hb+ohlERERk22ErKCgI0dHRqFGjRp7te/bsQaVKlSzZNnIw3h5u6BlWAX/vjcKiiGjLhi3TQhkyd6vbBMvtm6xbmlxCQVamdX5nGalm5jnlD02Xsh+TfVt6hIrDp7RJeJKAZBqYzGz3LCWLFVrmeRqDlTFo5S+aYXqbiIiIbDdsPfjgg3jttdfwxx9/qGFgWVlZ2Lx5M1555RWMGDHCOq0kh6pKKGFryf5ovDmgAVxdLbgodstHc6sSdn6VhTJsvTR5/pBQ6CIRBfU6mQlVaUnFa6+Hb3ZAKlPwkD3T7d5B+r7fVFg1CVpGOWXgizjfi4iIiCyiyEcHH374IZ577jlUqVIFmZmZCAsLU18ffvhhvPnmm5ZpFTmsznXLwd/bHTGJKdh59ira1LDg5P0GA7WhVokXgBOrgHp9LbdvKhlzvSxrJgIbPgZaPQ5UagHs+z3fcD2THifZfkOKRGQV/WdLoQgVkgoasmcSoozD9Tx9YVdu1SvIHi0iIiLduBgMMkmh6CIjI3HgwAEkJyejefPmqFOnDhxZYmIiAgMDkZCQgIAACy7K64TG/h6BebvPY0T7anhvUCPL7nz5G8CWr4G6/YCHf7XsvqlkMtKAPx8Djiwq2X7yF4m43ZA9r0DA1dVSz4KIiIgIhc0GxR73ImtqyYWoqMKbhKqwtWR/DN4Z2BBulh5KKGHr+HIg4QIQyHmEursRD+yaAWz7FkiKNlMkwkzvUnGLRBARERHZkCKHLSn5fiufffZZSdpDTqBj7XII9PHApeRUbDt9GR1qlbPczsvVAap1As5u0uZudR1vuX1T0cRHAlunA7t/AtKStW2e/to8KlcPICsduOsVoOtrereUiIiIyDbCllQdNLVp0ya0bNkSPj4+lls3iRyap7sr+jYMwW87z6kFji0atoy9WxK2dv+sFcqQ4gx050RHaGX4D8zPXYg3uCFQpiZw5J+bS5PL5wbnFREREZEDKnLYWrt2bZ7bsrCxrLtVs2ZNS7aLHFx401AVtpYdiMF7dzeEu5ur9Qpl1O1juX2TeTL188Rq4N8vgdPrc7fX7Ap0GA2c3wWs+5ClyYmIiMiplLhWcTHra5CTa1+zLMr6eeLytTT8e/IyOtctb7mde3gDzR7W5m7tmsmwZe2iFwf+1HqyLh7Krf7X6F6gw/NAaFNt27kdLE1ORERETqdEYWv+/PlISUlBcHCw5VpETkF6svo2CsGcbZFYtC/KsmFLtBipha1jy4DEKCCgomX37+xSEoCdUvRiem7RC1mkV4Zwtv0PEFQl7+NZmpyIiIicUJHDVunSpdXcLAlZqampaoHjUqVKWad15PALHEvYkqGEEwc3VnO5LKZ8XaBaR+DsZmDPbB7QW0rCeWDrNGDXT7kLBvuHagFLgpZPkN4tJCIiIrLfsDVlyhT1VQpiNGzYUF2IikMWNC7v74W4pFRsOhGH7vUrWKFQxmYtGNw1loUySiJ6nzZU8OB8ICtD2xYcps3HanQfy7ETERERWSJsjRw5sqjfQmSWrK/Vv1EIftpyVlUltHjYanA34P0qkHheK95Qt7dl9+/oZD7myTVa0YtT63K31+gMdBgD1O6hVRIkIiIiIsvO2Tp06BAiIyORlpaWZ/vdd99d3F2SEwpvWlGFrZUHY5GSnglvDzfLF8rYOjW7UAbDVqGLXkgPlvRkxR7ILXrR8B6tJ6tiM71bSEREROSYYevUqVO45557sH//fjV3y1iN0LjGVmYmq4pR4bWsWhohAd6ISUzBhmNx6N0wxMI/4FEtbLFQRuGKXkgolYWIk6Jyi15IsZF2UvSiqt4tJCIiIrIrRa5IMGbMGNSoUQMXL16Er68vDh48iA0bNqBVq1ZYt85kqBFRIbi6umBAk1B1XYYSWlz5ekDVDtriunvmWH7/jlL0YvkbwGcNgZVva0GrVAjQ4x3gpQNA3w8ZtIiIiIjuRM/Wli1bsGbNGpQrVw6urq7q0qlTJ0yaNAkvvPAC9uzZU5x2kBMLbxKKHzedxqrDsbiRlgkfTzfL925F/gvs/hm462UWyjCK2a8NFTwwL7foRfn62lDBxvcD7l56t5CIiIjIuXq2ZJigv7+/ui6BKypKG25UrVo1HD161PItJIfXrEoQKgX54HpaJtYevWj5HxAmhTKCgIRIreCDMzMWvfh5MDC9E7DvNy1oVb8LGPYn8OxWoPlwBi0iIiIiPcJWo0aNEBERoa63bdsWkydPxubNm/Hee++hZs2almgTORmZ7ye9W2KxNYYSevgATR/SrsucJGeUmQ5E/AZMvwuYdQ9waq1W9KLRvcDT64BHFwF1erG6IBEREZGewwjffPNNXLt2TV2XgBUeHo677roLZcuWxW+//WbJtpGTLXD87YZTWH0kFtdSM+DnVexCmQUPJdw2DTi6FEiMBgK0cOfwUhKB3T9pCxEnXtC2efgBLUYA7UYBpavp3UIiIiIih1XkI9o+ffrkXK9duzaOHDmCK1euoHTp0jkVCYmKqlGlAFQr64uzl69j9ZGLuLuphasGBtcHqrYHIrcAe2cDnV+FQ0u4AGybrvXkpSZq20pVANo+A7R6HPAprXcLiYiIiBxekYcRmlOmTBkGLbLYUMJFEdllxy1NerfErp+BrCw4pJgDwPxngC+aaIsRS9AqVw+4+2vgxf3AXWMZtIiIiIhstWdryJAht7x//vz5JWkPOflQwm/WnsS6Y3FISkmHv7eHZX9A2CBg6bjcQhl1esJhil6cWqdVFjy5One7FL2QyoK1e0mNfT1bSEREROSUinwEFhgYmHNZvHixKv1uuo2ouOqH+KNWeT+kZWRh5aFYKxfKmAGHKHqx73fgWyl6MVgLWi6uQMMhwFNrtaIXdfswaBERERHpxMVgkNPixSMl4KUyoTNUIUxMTFRhMiEhAQEBAXo3x2F9tvIYvlx9HN3rB+P/Hm1t+R9w8TAwtZ1Wie/lQ4B/COyz6MXP2UUvzmvbPHxNil5U17uFRERERA6tsNnAwiXfiEpmYJNQFbY2Ho9DwvV0BPpaeChhcAOgSjvg3FZgjxTKeAV2IzFKK3qxU4peJGjb/IJzi174ltG7hURERERkguOLyKbUqeCPehX8kZ5pwPJDMdYtlCEl0e2hUEbsQeCvUcCUJsDmL7SgVa4ucPdXWtELCYwMWkREREQ2p8g9W19++WXO9YyMDMycORPlypXL2fbCCy9YrnXklKQq4dGVSVi0LxpDW1Wx/A9oOBhY9hoQH6kt7lu7B2yOjO49vV4renFiVe72ap20ohd1enMuFhEREZGjzdmqUaNGwTtzccGpU6fgiDhn6845fekaun2yDm6uLtjxRk+U8fO0/A9ZMg7Y/i3QYCDwwGzYVNGLgwu0su0x+7RtUvRCKim2Hw1Ubql3C4mIiIicXqK15mydPn26pG0juqUa5fzQsGIADkYlYtmBGDzctqrlf0jLkVrYOroUSIrRv1BGalJu0YuEc7lFL5o/ohW9KFPwSQ4iIiIisk0skEE2u+aWhK1F+6KsE7YqNAQqtwHObwf2ztEW+9VDYnR20YsZJkUvymcXvXiCc7GIiIiI7FiRJn189913GD58OObMmZNzu27duqhduzY+/fRTa7WRnNCAxqHq69ZTlxGXlGqdH9LqMe3rLh0KZcQeAhY8C0xpDGyeogWtsnWAgV8CLx4AOr/KoEVERETkLD1bErDGjh2L3r1749VXX8WJEycwZcoUvPLKK8jKysJ7772n5nMNGTLEui0mp1C1rC+aVg5ExPkELDsQjUfaW2HtqLDBwNLxQPxZ4PQ6oFZ3WL/oxYbsohcrc7dX7QB0fAGowwWIiYiIiJwybE2dOhXTpk1TPVu7du1C27Zt1e2nnnpK3V+xYkV89dVXDFtk0aGEErb+2WelsOXpCzR9ANj+HbBrpvXCVmYGcCi76EV0RG7RCynO0eEFoHIr6/xcIiIiItJVoU+jHz58GO3bt1fXW7ZsCVdXVxW4jDp37oz9+/dbp5XklAY00YYS7jhzBbGJKdZdc+vIYiAp1vJFL7ZMBb5sDsx7Qgta7j5A66eA0buAoT8zaBERERE5sEKHrdTUVPj6+ubc9vLyQqlSpXJu+/j4IDMz0/ItJKdVMcgHLauVVqPvFu+Lts4PUYUyWgNZGVqhDEuQ6oar3gU+bwgsnwAkRAK+5YBubwAvHwIGfAKUqWmZn0VERERE9h+2KlWqpOZpGc2ePRuhoVrPgzh69CiqV7fsUC8Jb2+99ZaaCyZhrlatWnj//fdhujSYXH/77bdVW+QxPXv2xPHjx/Ps58qVKxg2bJiqgR8UFIQnnngCycnJFm0rWW+BYyFVCa3G2Lu1u4SFMi4eARY8B3zeCNj0OZAiRS9qA+FTgJcOAF3GsegFERERkRMpdNjq0qULlixZknN70KBBKtwYSWXCDh06WLRxH330kZoX9vXXX6thjHJ78uTJam6Ykdz+8ssvMX36dGzbtg1+fn7o06cPUlJyh51J0Dp48CBWrlyJRYsWYcOGDXj66act2layjv6NQ+HiAuyOjMeF+BvW+SENhwBegcDVM8Dp9cUoerERmHM/MLUtsHc2kJUOVG0PPDgXeG6HVvXQI/f/ChERERE5BxeDaTdRCSQlJcHb2xseHh6wlPDwcFSoUAE//vhjzrZ7771XhTzpWZOmS2EOqZIoVRGFrOIs3zNz5kw8+OCDKqSFhYVhx44daNVKmx+zbNky9O/fH+fPn1ffb8lVosnyhn67BdtPX8Hr/evj6c61rPNDFr8C7Pheq1A49KciFL34Cojem73RJbfoRZXW1mknEREREemusNnAYnWm/f39LRq0hPSUrV69GseOHVO3IyIisGnTJvTr10/dPn36NGJiYtTQQSN50lK4Y8uWLeq2fJWhg8agJeTxUuBDesJuNUdNXkTTC+ljYPZQQqvN2xItR2pfjywCki8W/LjUZGDrNJOiF3uzi148qRW9eGAWgxYRERERFa30ux7Gjx+vQk79+vXh5uam5nB98MEHaligkKAlpCfLlNw23idfg4OD89zv7u6OMmXK5DzGnEmTJuG///2vFZ4VFVXfRqF4Z+FBVQY+8vJ1tQaXxR1eBPhXBJKitEIZnV7KvW/9ZG3+lbsXsONHICVe2y5FL9o8rQUtv7KWbxMRERER2TWbXkH1999/V4spz507F7t378ZPP/2ETz75RH21tgkTJqhuQePl3LlzVv+ZZF55fy+0r6WFmUX7rVQow9VNC1pil0mhjCWvAms/0HqzNn6qBa0ytYDwz7WiF11fY9AiIiIiIvvr2Xr11VdV75bMvRKNGzfG2bNnVa/TyJEjERISorbHxsbmqYwot5s1a6auy2MuXsw7LCwjI0NVKDR+vzlS2l4uZDsLHG8+cRmLIqLxbNfalv8BUikwMw3Y8DFw9bS2APHuWcCV7AqchkygSlttPla9/oCrTZ+nICIiIiIbYNNHjNevX1dzq0zJcMKs7F4HKQkvgUnmdRnJsEOZi2VcgFm+xsfHY9euXTmPWbNmjdqH6aLMZNv6NgyBm6sLDkUn4lSclcr2d38TqNRSu77qndygJUUvHl8BPLECaBDOoEVEREREhWLTR40DBw5Uc7QWL16MM2fO4K+//sJnn32Ge+65R93v4uKCF198ERMnTsTChQuxf/9+jBgxQlUYHDx4sHpMgwYN0LdvXzz11FPYvn07Nm/ejOeff171lhW2EiHpr7SfJzrWLqeuL7JmoYxB3+Red3EFRu8GHpgNVGUwJyIiIiIHCluyntZ9992HZ599VoUmKe/+zDPPqIWNjcaNG4fRo0erdbNat26tFiuW0u5Sht5I5n1JkY0ePXqoku+dOnVS64KRfbkjCxwf/kf76uYJGLKAA/Os97OIiIiIyKFZbJ0tR8d1tvSXcD0drT5YifRMA1a81Bl1K/hb9gdI1UEphtHtDW0OV/7bRERERETQYZ0tImsL9PVA5zrlrTOU0Fywkq9yW7bL/URERERERcCwRXYlvGnuUEKLdspmZZrvwTIGLrmfiIiIiMhRSr8T5dezQQV4urviVNw1HI5OQlhFCw3p7Dah4Ps4hJCIiIiIioE9W2RX/L090K1eeesXyiAiIiIiKiGGLbI7A5pUzJm3xfouRERERGSrGLbI7vSoHwxvD1dEXrmOAxcS9W4OEREREZFZDFtkd/y83NGjfgV1nUMJiYiIiMhWMWyRnS9wzKGERERERGSbGLbILnWrHww/TzdciL+BPefi9W4OEREREdFNGLbILnl7uKFnWPZQwggLL3BMRERERGQBDFtkt8KzqxIu2R+NrCwOJSQiIiIi28KwRXarc91y8PdyR0xiCnaevap3c4iIiIiI8mDYIrvl5e6GXg21oYSLWZWQiIiIiGwMwxbZtYHGoYQHYpDJoYREREREZEMYtsiudaxdDoE+HohLSsW205f1bg4RERERUQ6GLbJrnu6u6NswJGfNLSIiIiIiW8GwRXYvvKm2wPGyAzHIyMzSuzlERERERArDFtm99jXLooyfJ65cS8O/JzmUkIiIiIhsA8MW2T13N1f0bWQcSsiqhERERERkGxi2yCGEN9GGEi4/GIu0DA4lJCIiIiL9MWyRQ2hboyzK+3sh4UY6Np+4pHdziIiIiIgYtsgxuLm6oH/2UMJ/OJSQiIiIiGwAwxY5jPCm2gLHKw/GIiU9U+/mEBEREZGTY9gih9GyammEBHgjKTUDG47F6d0cIiIiInJyDFvkMFxlKGFjrVAGFzgmIiIiIr0xbJFDLnC86nAsbqRxKCERERER6YdhixxK8ypBqBTkg+tpmVh39KLezSEiIiIiJ8awRQ7FxcUlZ80tDiUkIiIiIj0xbJHDCW+iVSVcfSQW11Iz9G4OERERETkphi1yOI0qBaBaWV+kpGdh9REOJSQiIiIifTBskWMPJYzgAsdEREREpA+GLXJIAxprQwnXHYtDUkq63s0hIiIiIifEsEUOqUGoP2qW90NaRpYqA09EREREdKcxbJEDDyXUercWRbAqIRERERHdeQxb5LAGZs/b2nA8DgnXOZSQiIiIiO4shi1yWHUq+KNeBX+kZxqw/FCM3s0hIiIiIifDsEUOjQscExEREZFeGLbIoQ3IDlubT1zClWtpejeHiIiIiJwIwxY5tJrlSyEsNACZWQYsO8ChhERERER05zBskcMLb6r1bi3ezwWOiYiIiOjOYdgihxeevcDxlpOXEZeUqndziIiIiMhJMGyRw6ta1hdNKwciywAsO8BCGURERER0ZzBskVMwLnD8D6sSEhEREdEdwrBFTqF/dlXCHWeuIDYxRe/mEBEREZETYNgip1ApyActqgbBYAAWs3eLiIiIiO4Ahi1yuqGEi/axKiERERERWR/DFjnVAscuLsDuyHhciL+hd3OIiIiIyMExbJHTqBDgjdbVy6jrSziUkIiIiIisjGGLnMrA7EIZHEpIRERERNbGsEVOpW+jULi6ABHnExB5+brezSEiIiIiB8awRU6lvL8X2tcqq64v2s/eLSIiIiKyHoYtcjoDGmdXJYzgvC0iIiIish6GLXI6fRuFwM3VBYeiE3EqLlnv5hARERHRLWRmGbDl5GX8vfeC+iq37YW73g0gutPK+HmiY+1y2HAsTi1wPLpHHb2bRERERERmLDsQjf/+cwjRCSk520IDvfHOwDA1F9/WsWeLnFJ4TlVCDiUkIiIistWgNWr27jxBS8QkpKjtcr+tY9gip9QnLAQebi44GpuE47FJejeHiIiIiEzIUEHp0TI3YNC4Te639SGFDFvklAJ9PdC5Tnl1/R/2bhERERHZlO2nr9zUo2VKIpbcL4+zZQxb5LTCm+YucGww2PZZESIiIiJnEnnlWqEedzGp4EBmCxi2yGn1bFABnu6uOBV3DYejOZSQiIiISG+ZWQbM3RaJDxYfLtTjg/29YcsYtshp+Xt7oGtdbSjhYi5wTERERKSrzScuYcCXG/H6X/uRmJKhluopiEt2VcI2NcrAljFskVMLb5q9wPG+aA4lJCIiItLB6UvX8ORPOzHsh204EpOEQB8PvB0ehi8ebKZCVf7IZbwt5d9vFchsAdfZIqfWo34wvD1ccfbydRy4kIjGlQP1bhIRERGRU0i4no4v1xzHz1vOID3ToILTI+2qYUyPOijt56ke4+7qctM6WyF2tM4WwxY5NT8vd/SoXwGL90erQhkMW0RERETWlZGZhV+2R+Kzlcdw9Xq62tatXnm8MaABagf753msBKpeYSGq6qAUw5A5WjJ00NZ7tIwYtsjpyQLHWtiKxvh+9eHiYh//eYmIiIjszfpjcZi46BCOX0xWt+sEl8Kb4WHokj2P3hwJVu1rlYU9Ytgip9e1XjB8Pd1wIf4G9pyLR4uqpfVuEhEREZFDOXExCRMXH8a6o3HqdmlfD7zcqy4ealMV7m6OW0aCYYucno+nmyoDvzAiCosiohm2iIiIiCzk6rU0fLH6OGZtPavKusscrEc7VMfo7nUQ6OsBR8ewRZQ9lFDC1pL90XhzQAO42sk4YHsjH7L2OuaaiIiICi89MwuztpxVQSvhhjYvS05uv96/PmqWLwVnwbBFBKBLvfLw93JHTGKKqogjFXAYBixr2YHom6oJhdpRNSEiIiK6PVlKZ82Ri/hgyWGcirumttUP8cdb4WHoWLscnI2LgYsLFUpiYiICAwORkJCAgIAAvZtDVvDAt1uw7fSVPNsYBiwXtEbN3o38HzbGGDtteAu+xkRERHbuaIzMyzqEjccvqdtl/Twxtnc9PNC6isOdvC5sNmDPFlF2GMgftERMQooKCQwDJRs6KD1a5s7qyDb56JX7payro30QExEROYPLyamqjLuUc88yAJ5urnisU3U81602Arwdf17WrTBskdMzhgHYWBjIyjIg02BQ7VMXg0Fty8jSvsrtjEwDsvI9Jue6PE7dBjKyspCVhez7s9S2W+03/z4yjNeNj8v3mDz7yL7PuL/YpNQ8QwfNvcZyv8zlsteyrkRERM4oNSMTP/17Bl+tPoGk1Ay1rV+jEEzo1wBVy/rq3TybwLBFTk8O8gsTBkb8uE3N5TIbQgoMPsgON3KfScDJF2qMQcU0tDgbKZpBREREtk9mIa04FIsPlxzG2cvX1baGFQPUvKx2NXni1BTDFjm9wh7kbz55GbZCOtikl83VxUWVUJXqiXJbXXfRrudcTG7f8r483w+4u7pq+1U/y1Vtu+lnymPd8u5Hrhv3JbcjL1/Hz1vP3vY5fbv+FFIzstQZMX8nH3JARERkqw5GJeD9RYew9ZQ2/aK8vxde7VMP97aozOkAZjBskdOTqoOFMbxdVdQqXypP0DANFbcNISaPKTD4ZH+Pa3bYMb0uX437c3Gxnw8z6blbeThWzX+7VX/doehEjPtzH95acAC9G4bgnuYVcVed8vBw4IUOiSgXl4Ygsm3yf/OzFcfw285zkPJ6nu6ueOquGhjVtTZKeTFSFISvDDk9+YMuVQcLCgPypz4k0Bv/vbsR//AXg7xmUtFRCo3Iq2f6GhtfzYmDGyH+Rjrm7z6Pk3HX8E9ElLpIFaOBTStiSItKaFwp0K5CJhEVHpeGILJdKemZ+L/Np/HNmhO4lpaZsz7pa33ro0oZzsu6HZs/ZVy9enV1gJX/8txzz6n7U1JS1PWyZcuiVKlSuPfeexEbG5tnH5GRkRgwYAB8fX0RHByMV199FRkZ2iQ+ImMYEPkP5Y235X4GreKTgyWp6Cih1ZTclu3D2lVTFYtWvdwFC5/vqFaWl6B1+VoaZv57Bnd/vRk9P1uPb9aewPmr2thwInKspSHyz501VoOV+4lIn3lZi/dFq7+/k5cdVUGraeVA/Pmf9vj64RYMWo6yzlZcXBwyM7UULQ4cOIBevXph7dq16Nq1K0aNGoXFixdj5syZqtb9888/D1dXV2zevFk9Xr63WbNmCAkJwccff4zo6GiMGDECTz31FD788MNCt4PrbDk+nlm1rWFCsvL8puOXMH/PBaw4GKPmcxnJ9w1pXgn9Goci0Ifzu4js+TOh00drCixSZBxZsOm17jzhRXQH7T+fgPcWHcSOM1fV7QoBXqona3CzSmq6BKHQ2cDmw1Z+L774IhYtWoTjx4+rJ1m+fHnMnTsX9913n7r/yJEjaNCgAbZs2YJ27dph6dKlCA8PR1RUFCpUqKAeM336dLz22msqyHl6ehbq5zJsOQfOGbBNSSnpWHogBn/tvoCtpy+rseJCxov3alAB9zSvhM51y6vbRGQ/tpy8jIe+33rbx/3yVDsuDUF0B8QmpqherHm7z6vb3h6ueKZzLTzTpSZ8PTn7yOEXNU5LS8Ps2bPx8ssvq6GEu3btQnp6Onr27JnzmPr166Nq1ao5YUu+Nm7cOCdoiT59+qgesYMHD6J58+Zmf1Zqaqq6mL6g5PgkWPEPuu2R6oRDW1VRl6j4G1iw94IKXscvJmPx/mh1Ke3roeZ3SfBqViWI87uIbJAsbXHq0jXsPRePveeuYt3RuEJ9H5eGILKuG2mZ+H7jKUxbdxI30rURZYObVcS4vvVRMchH7+bZNbsKWwsWLEB8fDweffRRdTsmJkb1TAUFBeV5nAQruc/4GNOgZbzfeF9BJk2ahP/+979WeBZEVBLyof9s19oY1aUWDkYl4q89F/D33ihcSk7Fz1vOqkvNcn4Y3LySCl4cU06kH/l/GaGCVe4lKaXoc6bLlfKySvuInJ0McFsYEYWPlh5BVPZw3uZVg/B2eBiaVy2td/Mcgl2FrR9//BH9+vVDxYoVrf6zJkyYoHrQTHu2qlSpYvWfS0SFIz1XjSoFqsuEfvWx6cQlFbyWH4xRZ84/W3lMXVpVK417WlRCeOOKCPTl/C4ia1Ysk/V39kTmBqvzV2/c9Dgvd1dVXVR6oJtUDsT7iw/jUlLqLZeGkDV93hnYkCMPiCxod+RV9X9L/s+KioHeGN+/AQY2CeXoEGcMW2fPnsWqVaswf/78nG1S9EKGFkpvl2nvllQjlPuMj9m+fXuefRmrFRofY46Xl5e6EJHtc3dzRdd6weqSnJqB5TK/a88FbD55CTvPXlWX/y48hO71g1Xw6lYvmPO7iEo4HPD05WvYaxKsDkcnIiPr5shUO7iUClbGS70Q/zzr58n/xYKWhpDbPh6uOBKTpOZ29WlYAW/0D0PVsuyxJiouGY7/0bIjalSI8PV0U6NFnupcE94ebno3z+HYTYGMd999F99++y3OnTsHd3ctI8qENCmQ8csvv6iS7+Lo0aNq3lb+AhlShVDKvovvvvtOlX+/ePFioQMVC2QQ2R8pHf23zO/ac0EdrBkF+XpgQONQtX5Xi6qleQaP6DYuJ6fmGQooQwMTzQwHLFfK0yRYlUaTKoEI8PYoUTXYNjXKYsqqY5izLVIVMfJ0c8Vjnarj+W611XxOIiqc62kZmL7+FL7bcBIp6VqF3/taVsarfeqhQkDepVnIyaoRZmVloUaNGnjooYfwv//9L899UuhiyZIlqvS7PNHRo0er7f/++2+e0u8y9HDy5MlqntYjjzyCJ598kqXfiZyInHWX0LVgzwVcTMotflOtrK8qZSvzu6qX89O1jUS2Mxww0SRcXcW5K7ceDtg0O2BVLu1T7JMXt6sGeyw2SQ152nj8Us48rlf71MV9LauwaizRbXqi5e/f5OVHEJuo/f1rU70M3goPQ+PKgXo3z245VNhasWKFqiAovVZ169bNc58sajx27FjVuyXVA+VxU6dOzTNEUIYgSihbt24d/Pz8MHLkSBXajD1khcGwReQY5IDu35OXVDXDZQdjcD0tdx2/FlWDcE+LyghvHIrSfoVbFoLIWYYD1irvp3qrmlUNQnMzwwHvBDlkWXPkIiYuPozTl66pbQ0rBqjJ/G1rcj4XUX47z1zBe4sOYd/5BHVbToi83r8B+jUK4aiOEnKosGULGLaIHHNIxYqDsWrh5E3H42A8vvRwc1Hzv2Th5O4NguHlzjHs5DjDASPOx6twtecWwwHL+pkMB6wqhSyCbGoB8bSMLPy85Qy+WH08p7ph/8YhmNCvASuQEgE4d+U6/rfsCBbvi1a3S3m547lutfFYx+qcl2UhDFsWxrBF5NguJqao8rfzd1/AoejcdfUCvN0xoElFNb9LKhvyTCDZ43BAY/n1yCvXzQ4HlKqepkUsSjIc8E6Hx89XHcPcbZHqZIkU23iyUw082622OrgkcjZSJGrauhP4fuNpdVJC/hs/2LoKXu5VD+X9WfjNkhi2LIxhi8h5HI1Jwvw95/H3nijEJOZO2JcDUJnbJZea5Uvp2kYiU/KnXIbVmRaxkOGA6ZnmhwPKHCsZCijDAuuH3vnhgJZ2JCZRzefafOKyui0HlTLp/74WleHK+VzkJEPk5+06j49XHEVc9rzk9jXL4s3wBmhYkfOyrIFhy8IYtoic84/XtlOX1TDDpfujcc1kfpccrMoww/AmoSjLBVfpDrtyLU31VslQQGPPVcKNdLsbDmhJcjiz6vBFfLD4EM5c1nrwGlWS+VwNVbENIke19dRldbJBerKNhZ/e6N8AvcIq2EUPtb1i2LIwhi0i53YjLRMrDmnrd0k1NAliwt3VBV3qllfrd/VsUIFj4ckqwwFlaKtpEQtzwwFlCF2jigF5iljYy3BAS0rNyMTP/57FlzKfK1WbzzWgSSjG963P+VzkUM5evoZJS46oYk/C39sdL3SvgxEdqnGu8R3AsGVhDFtEZCRDNP6JiFLBa/8FrcKT8PdyR//GoSp4SVldDl+i4g4HNBaxkGB1qIDhgDVVdcDc4YBSHZCLdee6lJyKT1ccw287cudzPX1XTYzqWgt+nM9FdiwxJR3frDmBGZvPIC0zC/Kn5uG2VfFSz7ocaXEHMWxZGMMWEZlz4mKSKqrx994oXIjPXYuoUpAPBjXTCmvUDvbXtY1k/8MBy5gOB5R1rWQ4oK9jDge0tENR2nyuLae0+VzB/l4Y17e+GgbMEyJkT2RExa87IvHZimO4fC1NbburTjm8OSBMnWyhO4thy8IYtojodusVbT9zRa3ftWR/dM7wJSELv0pRjbubVVQLsZJ9ut2iu4UZ3iYH/qZFLM5mzy261XDAZpWDUKWM8w0HtCQ51Fl+MBYfLjmcMwSzSeVAtT5Xq+qcz0W2b/OJS+qkwZGYpJye7TcHNEC3esH8bNAJw5aFMWwRUVHm2Kw6HKuC1/pjcTkLxMqBeec65TC4eSX0DguBjyfH1NuLZQei8d9/DiE6Ibc6ZWigN94ZGIa+jUJverz8aZUiDXvPXb39cMBy2nBAFayqBKF+SACHA1qJBF4ZevX1mhOqRLYY2LQixverr3qjiWzNqbhkdZJAir8IKXDzYs86GN6umt1XEbV3DFsWxrBFRMVdB8g4vyvifO78LlkDqG+jEDWUqV3NshzOZONBa9Ts3cj/x9L4G5s2vAXa1iiLvSbzrGTOVfz1gocDyjBAY68VhwPeedI7+enyY/h91znIUZCsNfZM55r4T9da8PXkfC7SX8L1dHy55jh++veMOmEnJ+seaVdNBa0gX0+9m0dg2LI4hi0iKqmTcclYsOeCCl7nr97I00MiQwyHNK/Mcfc2OHSw00dr8vRo5ScHQcbqlKakd6qhGg6o9Vg1r1KawwFtzIELCXhv0SE1PFSEBHjjtX71MKgp53ORPjIyszB3eyQ+X3kMV7NP2HSrVx5vDGjA+b82hmHLwhi2iMiS87t2nr2Kv/acx6J90UhKyZ3fFRYaoIpqSPiSeUFk/QObxJQMVZQi/noa4m+kqzPK2u10HI5JwLIDsYXaVw3jcMDsS4NQDge0B3IYtOxADD5YcjjnJIj8/t4eGIYWVUvr3TxyIuuOyjpxh3H8YrK6XSe4FN4MD1PLi5DtYdiyMIYtIrLW/K61Ry6qhZPlD61xTo+cVO9Up7waZti7YQUObboF+TOWkp6lBaQbaSokySXR9LaEqOwgZdwmt02DbklMGtIID7WpZpF9kX7/F3/cdBpT157IWcBcKoq+1rc+KnI+F1m5qu3ExYex7micul3a1wMv966Hh1pXgTvnZdkshi0LY9giImu7ei0Ni/ZFqeC1JzI+Z7uvpxv6NgxR63d1qFWuwAp4Ja2WZws9fhJ+bg5IueFItmnX03J6n2RbWkZWiX62zKGTiedBvtpFrgf6eOJaagYWRkTd9vt/eaod2tcqW6I2kG24mJiCj5cfxZ+7z6v5XN4ervhPl1p4pnMtFrUhi3/mT1l1DLO3RarPbw83F4xsXx2je9RRn0Fk2xi2LIxhi4jupDOXrqm5XXIxlqoWFQK8MKhZJVVKXoapFbdanrUrvmk9SLnD8WSIngpOJgFJtmm9T9k9USnp6uC2uCRYBklIksCkwpIEJ8/s4JQbpIJ8PBFgvO3joa4XVNXLOGcrJiHlpgIZQqJsSKA3Nr3W3a6CLd3e/vMyn+sgdpy5mvP/SaoW3t20IufdUYnIyaFZW8/ii1XH1DBm0SusAl7v30ANRyb7wLBlYQxbRKQH+YjeHXlVLZws87tMF7ytH+KvQpeEhdfn779ltbyiBi75ubJWmOn8JdPhdzlznPLc1r7eSNeGYBWX9OQZQ5AxHOX0NuW/nROiPOHn6WaVg2BjNUJhsNDrS/ZB/h8s3h+NSUuO5Cxa3rxqEN4Z2FDN6yIq6vtpzRFtXtapS9dyPsdlvbcOtcvp3TwqIoYtC2PYIiK9SY+RjOmX9bvkD3Za5u2HzkkgCA7wws+Pt0Vyam4gyhmml93jlDs8L/dirsJeYUknjzEMBfp6qvBkDEhBJtvyDt3TeqFssaiELfUckj7zuX7YeApT153E9ez5XDKfclzf+qpnk+h2jsQkYuKiw9h04pK6Xa6UJ8b2roehraqwV9xOMWxZGMMWEdkS6VWSM+6yBsuxWK1ylTXIfBUtIHnmG55nZohedo+T9Ej5e7k7XOlse58TRyUXm5iCycuOYt7u8+q2j4cbRnWthac714S3B+dzObOCPh9krcXPVh7DL9sjIeevPN1c8XinGniuWy34e3Nelj1j2LIwhi0iskV/772AMb/uve3jfDxcUd7f++bhdyYBSet9yjtEjweQRDeLOBev1ufadVabz1VR5nP1b4CBTUI5n8sJmev5DgnwUkMDVx6MVUOyRf/GIRjftwGqlvXVsbVkKQxbFsawRUS2aMvJy3jo+623fRyr5RFZlhw+/bMvGv9bchhR2QfZLauVVvNvmnI+l9Mwzum81cG0LG4u74u2NfkZ7IzZwPYGxhMRUaHJUBWZO1TQuXTZLvfL44jIcqQHSyoTrh7bFS/3qquGFEpP16BvNmPs7xFqyCE5/tBB6dG6VdCSEQMLnu3IoOXEGLaIiOyYzAmQIg0if+Ay3pb7ObeIyDpk7a0XetTBmle6qKIZQuZ0dftkHb5ec1wV1yDHI2vwfbfhZJ6hg+ZI8aGd2cNNyTlxGGEhcRghEdkyVssjsg17Iq+q+VzGhckrBflgQv/6GNCY87nsPVxJaNp66rK67DufUOiKrV882Eytj0iOhXO2LIxhi4hsHavlEdkGObRaGBGF/y09knMCpE31Mnh7YBgaVQrUu3lUCNfTMtSwUJkXawxXGfnClZRvv5Scdtt9cc6sY2LYsjCGLSIiIirqAfu360/h2w0nkZKeBenYur9lZbzSp546IUK240ZaphauTl3C1lNXVMXJ/OFKeinb1SyLdjXLqK8Vg3zQ6aM1iElIMTtvS051yTpsm17rzhNfDohhy8IYtoiIiKg4ouJv4KNlR/D33ih128/TDc91r43HO9bg8go6hqvdkbk9VxHn45GemfeQWEr6t6sl4aos2tcsiyplfAusRihMv9sYraYNb8Gh3A6KYcvCGLaIiIioJKTnROZzSa+JqFLGB6/3a4C+jUI4n8vKpFDJbtVzpYWrveduDlcyz1VCldZ7JeHKp1C/F86ZdU6JDFuWxbBFREREJZWVZcCCvRdUT1dsYqra1raGNp+rYUXO57JouIqUghZXsPWkFq7SMrPyPCYkwFvNpTIOC6xaxrfYoZdzZp1PIsOWZTFsERERkSXnc01fdxLfbjiF1AxtPtcDrapgbO96KO/vpXfz7DJcSQVI6bWS3qu9kTeHqwoBXnl6rqqVLX64Ikpk2LIshi0iIiKytAvxN1TVwn8itPlcpbzc8Xz32nisY3V4uXM+163ClfRWGUux75ZwlZE3XAX7e2X3XGmX6gxXZEEMWxbGsEVERETWsvPMFTWfS0qMC+l1eb1/A/QOq8CAACA1I1P1VqlhgSpcXVU9gqakR9BYzEKGBtYo58fXjqyGYcvCGLaIiIjI2vO55u+5gMnLjuBikjafS4KDzOdqEBrgdOEq4lxCTs+VFBfJH67KlZJwVSan96omwxXdQQxbFsawRURERHfCtdQMTFt3Et9tPKWGxkmdhQdaV8XY3nVVwHBE8jz3nY/XSrGf1sKVrE2WfxHhtjk9V2VRqzzDFemHYcvCGLaIiIjoTjp35Tr+t+wIFu+LVrf9vdzxQo86GNmhOjzdXWHv4Wr/hexwdeoKdp69clO4KuvnmbOIsPRe1SpfiuGKbAbDloUxbBEREZEepKT4e4sO4sCFRHVbCj28MSAMPRsE2034SM+UnqvcYYE7z1zFjfTMPI8po8KVVoZdeq9qBzNcke1i2LIwhi0iIiLScz7Xn7vP4+PlRxGXPZ+rU+1yeDO8AeqHBNhkuNp/QQtX0nslwwKvp+UNV6V9PXIqBcqlTnApuHJtKrITDFsWxrBFREREektOzcDUtSfww6bTOfO5Hm5bFS/1rIuyOs7nysgJV1fUOldSXTF/uAqScFUjexHhWmVRN9if4YrsFsOWhTFsERERkS3N5/pwyWEsPRCjbvt7u2NMjzoY0f7OzOeScHUgKjGn50rC1TUz4aptDW1YoFzqVWC4IsfBsGVhDFtERERkayTsvPfPIRyK1uZzSfnzNwY0QPf6lp3PJeHqYHa4ksuOM1dVL5upAG/3PNUC64cwXJHjYtiyMIYtIiIiskWZMp9r1zk1n+tScpradledcngrPAx1K/jnPEYKbVxMSkGwvzfa1CgDt1sEIXn8wShjQYsr2HH6CpLMhKs2Ncpmr3NVRs0du9U+iRwJw5aFMWwRERGRLUtKScfXa09gxqYzSMvMUsFnWNuqaFIpEJ+uPIbohJScx4YGeuOdgWHo2yg0J1wdMum52m4mXMlQRdNhgbLQMsMVOatEhi3LYtgiIiIie3D28jU1n2v5wdgCHyMRSQ4A72tRCfE30rFNwlVKvnDlJT1X2aXYazFcEZli2LIwhi0iIiKyJ5uOx+HRGTuQkVW4Q71SOeGqDNrXLIewigxXRCXNBu4F3kNEREREdsvN1bVQQevhNlXwQOuqaFgxAO5u1q9kSORMGLaIiIiIHJAUwygMqSDYtEqQ1dtD5Ix4+oKIiIjIAUnVQUs+joiKjmGLiIiIyAHJ/CupOljQrCvZLvfL44jIOhi2iIiIiByQFLeQ8u4if+Ay3pb7WQSDyHoYtoiIiIgclKyjNW14C4QE5h0qKLdlu3GdLSKyDhbIICIiInJgEqh6hYWohYqlaIbM0ZKhg+zRIrI+hi0iIiIiByfBShYmJqI7i8MIiYiIiIiIrIBhi4iIiIiIyAoYtoiIiIiIiKyAYYuIiIiIiMgKGLaIiIiIiIisgGGLiIiIiIjIChi2iIiIiIiIrIBhi4iIiIiIyAoYtoiIiIiIiKyAYYuIiIiIiMgKGLaIiIiIiIisgGGLiIiIiIjIChi2iIiIiIiIrMDdGjt1RAaDQX1NTEzUuylERERERKQjYyYwZoSCMGwVUlJSkvpapUoVvZtCREREREQ2khECAwMLvN/FcLs4RkpWVhaioqLg7+8PFxcX3ZO0hL5z584hICBA17Y4Ir6+1sXX17r4+loXX1/r4utrXXx9rYuvr3O9vgaDQQWtihUrwtW14JlZ7NkqJHkRK1euDFsibzRbeLM5Kr6+1sXX17r4+loXX1/r4utrXXx9rYuvr/O8voG36NEyYoEMIiIiIiIiK2DYIiIiIiIisgKGLTvk5eWFd955R30ly+Pra118fa2Lr6918fW1Lr6+1sXX17r4+lqXl52+viyQQUREREREZAXs2SIiIiIiIrIChi0iIiIiIiIrYNgiIiIiIiKyAoYtIiIiIiIiK2DYsiMbNmzAwIED1UrVLi4uWLBggd5NchiTJk1C69at4e/vj+DgYAwePBhHjx7Vu1kOZdq0aWjSpEnOYoTt27fH0qVL9W6WQ/rf//6nPiNefPFFvZviMN599131mppe6tevr3ezHMqFCxcwfPhwlC1bFj4+PmjcuDF27typd7McQvXq1W96/8rlueee07tpDiEzMxNvvfUWatSood67tWrVwvvvvw/WoLOcpKQk9TetWrVq6jXu0KEDduzYAXvgrncDqPCuXbuGpk2b4vHHH8eQIUP0bo5DWb9+vfqjI4ErIyMDr7/+Onr37o1Dhw7Bz89P7+Y5hMqVK6sQUKdOHfUH6KeffsKgQYOwZ88eNGzYUO/mOQz54/Ptt9+qYEuWJe/TVatW5dx2d+efUEu5evUqOnbsiG7duqmTMOXLl8fx48dRunRpvZvmMJ8LEgiMDhw4gF69euH+++/XtV2O4qOPPlInFOXvmnxOyEmCxx57DIGBgXjhhRf0bp5DePLJJ9X7dtasWarTYfbs2ejZs6c6TqtUqRJsGUu/2yk5I/XXX3+pHhiyvLi4ONXDJSGsc+fOejfHYZUpUwYff/wxnnjiCb2b4hCSk5PRokULTJ06FRMnTkSzZs0wZcoUvZvlMD1bMppg7969ejfFIY0fPx6bN2/Gxo0b9W6KU5AegkWLFqlAK8cTVDLh4eGoUKECfvzxx5xt9957r+qBkVBAJXPjxg018ujvv//GgAEDcra3bNkS/fr1U3/vbBmHERKZkZCQkBMGyPLkDOuvv/6qemtlOCFZhvTOyh8iOdtHlicHpnJGtWbNmhg2bBgiIyP1bpLDWLhwIVq1aqV6WuREV/PmzfH999/r3SyHlJaWpgKAjJJh0LIMGdK2evVqHDt2TN2OiIjApk2bVBCgkpMRR3Lc4O3tnWe7hFl5nW0dx0AQ5ZOVlaXO+smQlkaNGundHIeyf/9+Fa5SUlJQqlQp1TsbFhamd7McgoTX3bt3280YdnvTtm1bzJw5E/Xq1UN0dDT++9//4q677lLDWuSMK5XMqVOn1DCsl19+WQ3jlvexDL/y9PTEyJEj9W6eQ5Ee2vj4eDz66KN6N8WhemYTExPVPE43NzcVDD744AN1UoZKTj5j5dhB5sE1aNBA9SL+8ssv2LJlC2rXrg1bx7BFZKZ3QA6g7OFsib2RA1UZhiU9h3/++ac6iJKhmgxcJXPu3DmMGTMGK1euvOnMH1mG6RlqmQ8n4Usmav/+++8cBmuhk1zSs/Xhhx+q29KzJZ/D06dPZ9iyMBnqJu9n6aUly5DPgTlz5mDu3Llqzpb8nZOTtvIa8/1rGTJXS3pjZX6WBFoZMv/QQw9h165dsHUMW0Qmnn/+eTWOXSo/SkEHsiw5S208CyVjreXs9RdffKEKOlDxyR+bixcvqj8+RnJmVd7HX3/9NVJTU9UfJ7KcoKAg1K1bFydOnNC7KQ4hNDT0ppMucgZ73rx5urXJEZ09e1YVeZk/f77eTXEor776qurdevDBB9VtqaQpr7VUOmbYsgyp8CgnZ2X6gfQiymfGAw88oIZ12zrO2SICVHU8CVoyrG3NmjWqfCvdmbPZEgSoZHr06KGGaMrZVONFeglkCItcZ9CyTjGSkydPqj/4VHIybDv/chsy/0V6D8lyZsyYoebEmRYZoJK7fv06XF3zHlLL5678jSPLkgrR8rkrFUyXL1+uqhrbOvZs2dkfd9OzqKdPn1YHUlLEoWrVqrq2zRGGDkr3v1S6kbHBMTExaruUbZUJmFRyEyZMUENX5L0q62XI671u3Tr1YUklI+/Z/PML5Q+SrFfEeYeW8corr6h1DuXgPyoqCu+88446mJJhLFRyL730kioyIMMIhw4diu3bt+O7775TF7IMOfCXsCU9LVy2wLLks0HmaMnfNxlGKEuafPbZZ2rYG1mGHCvIiXGZjiDHwtKbKHPkpMS+zZPS72Qf1q5dK2X6b7qMHDlS76bZPXOvq1xmzJihd9McxuOPP26oVq2awdPT01C+fHlDjx49DCtWrNC7WQ6rS5cuhjFjxujdDIfxwAMPGEJDQ9X7t1KlSur2iRMn9G6WQ/nnn38MjRo1Mnh5eRnq169v+O677/RukkNZvny5+rt29OhRvZvicBITE9XnbdWqVQ3e3t6GmjVrGt544w1Damqq3k1zGL/99pt6XeUzOCQkxPDcc88Z4uPjDfaA62wRERERERFZAedsERERERERWQHDFhERERERkRUwbBEREREREVkBwxYREREREZEVMGwRERERERFZAcMWERERERGRFTBsERERERERWQHDFhERERERkRUwbBEREREREVkBwxYRkZ179NFHMXjw4Dzb4uLi0KhRI7Rt2xYJCQm6tY2IiMiZMWwRETkYCVrdu3eHj48PVqxYgcDAQL2bRERE5JQYtoiIHMilS5fQo0cPeHl5YeXKlXmCVmRkJAYNGoRSpUohICAAQ4cORWxsbJ7vP3PmDFxcXG66xMfHq/vfffddNGvWLOfxaWlpqF27dp7HmOtpk/sXLFiQc/vcuXPq5wcFBaFMmTKqXfKzTf3f//0fGjZsqJ5LaGgonn/+ebW9evXqZtsol5kzZ+b8PONFnmuvXr1w8uTJnH1fvXoVI0aMQOnSpeHr64t+/frh+PHjt3xtTZ+DwWBQ39+kSRO1L6Np06ahVq1a8PT0RL169TBr1qyb9iH3mb7uEo7lOcp9RvI6F/Qcja+zmDdvXs5rJK/Lp59+mufnybYpU6bk2Zb/95OVlYVJkyahRo0aKqA3bdoUf/75Z87969atu+nn5n89CmqrXOT7xf79+3NOApQtWxZPP/00kpOT87TL+D3yGtWvX/+m14+IyN4wbBEROYjLly+jZ8+ecHd3V0FLgozpAbUEmitXrmD9+vXq/lOnTuGBBx7Isw8JEWLVqlWIjo5WB/O38vXXX98U2G4nPT0dffr0gb+/PzZu3IjNmzerANi3b18V3oyh5bnnnlMH5HKQvnDhQhXqxI4dO1Tb5FK5cmUVJoy3TZ/PjBkz1LYNGzbg4sWLeP311/Mc2O/cuVPtd8uWLep59+/fX7WtMF544YX/b+fOQm3s4jiOr5dXKbemiAtFUW4MF4YMN25wYyhjMqWUZMqFoYxliBAZLyhlKJL5AjcSipAhUm4k10QUvW/ff63T2se233Ocs3s7p++nduzn7P08a6/nuVi//mutdO/evagcEthw8eLFtHz58rRq1ar0/PnztGTJkjR//vx0586diu9279492la2s1u3br9cgxCVf1e1e/Ho0aMIrDNmzIg+IqBt2LChIXA2FUHr1KlT6fDhw+nFixdpxYoVac6cOfGcNFXZTtDW/H7kyJHpy5cvcc/pK+7f+fPn4xnLATrjGeA7BN/JkydH/5WBTJLamr//7wZIklqO6gpB6+XLl2no0KFRzSndunUrBuTv3r1Lffr0iWMMsBnQM/gdPnx4HMtho2fPnvGi6vQ7BLetW7emtWvXxiA/o3KRB93VnD17NsLf8ePHG6o5BA7CIVWQCRMmxHkJLYSXLLexDCYdO3aM6h1tbYzzcZz2EOxylY+BPCGLkEcQwOnTp6NfqNRMnz69Zl+vX78+gtXdu3crrrt79+4IcUuXLo33K1euTPfv34/j48ePb/jcggUL4rfTb+D/HNuyZUvFdQjN5fkb34s9e/ZEFTP3/YABA+L+79q1K9rRFN+/f0/bt2+P4DNixIg41q9fv/htR44cSWPHjm3SeRr3P20tj508eTJ9+/YtnrkuXbo0BHUC1Y4dO1KPHj3iGBU6vkf47dWrV3yWeyxJbZWVLUlqB6jeEGCePHmS3r59m3bu3Fnx91evXkWYyEELgwYNikDC37JPnz7Fv3lAXMvmzZsjRIwePbriOBtzEDIIdtU8ffo02kgAoqLFi8E5g3Gm+lGF+vDhQwSJlpg5c2acm2rK58+fo4IDfi9Bhs1DMqa1Me2v7ItqCAjbtm2LzzJFr8R3R40aVXGM943POWTIkOj327dvR9WLfuBYc/3ueoTJnz9/Nhwj1OV+5kWwzLgPX79+jWmW5WcIReW0S1BFLD/T3LYyPbF8rmgrz+zr168bjl25ciXOTegiRBLSCMuS1FZZ2ZKkdoBqBNWrrl27pkOHDsU0sIkTJ8aaouYg5HTo0KFqpajEgJ6KDOHu/fv3FX+jSkPlhzZVC21MC6P6Vg76M6pWXL817N27N6p9rDVat25dVHsuX77conM+fPgwXbt2Lc5F5Yepgn+C6ZHHjh2LCg7/r6c1a9ZUVLoIXzmM5Sl6V69eTb179674HoGnxJRPgmHWv3//Vm8r4Z0ppFRYr1+/Huvinj179kuwlaS2wsqWJLUDgwcPjqAFpsFNmTIlBqp5DdTAgQNjUwpeGVPOCCJUuDKmFLIxQefOnWtejwH7okWLGtZRlahEMC3t48ePEcZ4lajiENZYu8T3yxdT/RjQM7gmPLYEgZFzDhs2LC1btiwCBYN4+uLHjx/pwYMHFevdqLCUfVEN68PYTINAS4hh05GM8zI1scT7auecNWtW9BEv/v8nfnc9phOWU+94Lso+LgMTbSNU8Tsa34uyCgo20Cj/3ty2UtFk7VbZVoI1VcKMcM65+TzTMNkogz6SpLbKsCVJ7dDBgwdjOt6mTZviPRUeAtns2bPT48ePo0JDGGNNDmGEUMbOb6wDYlOCWph6xtqqjRs31vwc63CqDcxpAwGADTuoljDdkPOx6USukrHZAzvr7d+/P4IZbT5w4ECz+oAgSeAjRJ04cSIqbZ06dYqKDNdevHhxrE0iBFAJpLLD8VryuqmpU6fGhhoEzozwxeYUVGZoM3154cKFtHr16l/Ow1Q5NqTgs2X4aQ7WtBFIWev15s2bmHLHNMdq1/sdrs3n2RSD7zN1MPc171sL95wAP2/evNg8hOmTBOC5c+c2rNfKa8i4ZzwHVE5ZF0j4l6S2yrAlSe0QoYBpamw+QAWHjSguXboU65fGjBkT4YvwwWYVKHezo6JQC9UJpuXV2jyjFrZaZ41Z3759owJHFWPhwoWxZitv7MGgnCoSFSQ28Zg0adJ/bs3eGKGRLePZWIMNRMrtzNmQg6mMnJeNIZjOx/RAwlhTEWwIakePHo33bKe+b9++2BCDNjPNkOuMGzeu6venTZsWuwn+KSqE586dS2fOnIl1coRf1tE1dXOMjLDGfWdNG/eCHQGpAlLJai3c85s3b0Z44n7w21mTRx+Wbty4EfeMa/PsEvoarwmUpLbkr3/yPr+SJEmSpFZjZUuSJEmS6sCwJUmSJEl1YNiSJEmSpDowbEmSJElSHRi2JEmSJKkODFuSJEmSVAeGLUmSJEmqA8OWJEmSJNWBYUuSJEmS6sCwJUmSJEl1YNiSJEmSpNT6/gXl+kQiiNhDqAAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Загрузка данных (например, Iris)\n",
"from sklearn.datasets import load_iris\n",
"iris = load_iris()\n",
"X_real = iris.data\n",
"y_real = iris.target\n",
"\n",
"# Масштабирование\n",
"X_real_scaled = StandardScaler().fit_transform(X_real)\n",
"\n",
"# Подбор числа компонентов\n",
"aic_real = []\n",
"bic_real = []\n",
"\n",
"for n in range(1, 10):\n",
" gmm = GaussianMixture(n_components=n, random_state=42)\n",
" gmm.fit(X_real_scaled)\n",
" aic_real.append(gmm.aic(X_real_scaled))\n",
" bic_real.append(gmm.bic(X_real_scaled))\n",
"\n",
"# График\n",
"plt.figure(figsize=(10, 6))\n",
"plt.plot(range(1, 10), aic_real, label='AIC', marker='o')\n",
"plt.plot(range(1, 10), bic_real, label='BIC', marker='x')\n",
"plt.xlabel('Количество компонентов')\n",
"plt.ylabel('Значение критерия')\n",
"plt.legend()\n",
"plt.title('Оптимальное число компонентов (Iris dataset)')\n",
"plt.show()\n",
"\n",
"# Обучение лучшей модели\n",
"best_n_real = np.argmin(bic_real) + 1\n",
"gmm_real = GaussianMixture(n_components=best_n_real, random_state=42)\n",
"gmm_real.fit(X_real_scaled)\n",
"labels_real = gmm_real.predict(X_real_scaled)\n",
"\n",
"# Визуализация (используем PCA для 2D)\n",
"from sklearn.decomposition import PCA\n",
"\n",
"pca = PCA(n_components=2)\n",
"X_pca = pca.fit_transform(X_real_scaled)\n",
"\n",
"plt.figure(figsize=(8, 6))\n",
"plt.scatter(X_pca[:, 0], X_pca[:, 1], c=labels_real, cmap='viridis', alpha=0.7)\n",
"plt.title(f\"Кластеризация GMM на Iris (n_components={best_n_real})\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "dfaba5ee-70a5-4537-a9d1-c399636e41dc",
"metadata": {},
"source": [
"## **Интерпретация результатов** \n",
"\n",
"### **Сгенерированные данные** \n",
"- AIC и BIC показали, что оптимальное число кластеров **4**, что соответствует истинному числу. \n",
"- GMM корректно разделил данные на кластеры. \n",
"\n",
"### **Реальный датасет (Iris)** \n",
"- BIC предложил **3 кластера**, что совпадает с истинным числом классов. \n",
"- PCA-визуализация подтверждает, что GMM хорошо разделяет данные. \n",
"\n",
"### **Вывод** \n",
"- GMM эффективен для кластеризации, особенно когда данные имеют гауссово распределение. \n",
"- Критерии AIC/BIC помогают избежать переобучения."
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