joyvan
6 years ago
| 56 | 56 | }, |
| 57 | 57 | { |
| 58 | 58 | "cell_type": "code", |
| 59 | "execution_count": 1, | |
| 59 | "execution_count": null, | |
| 60 | 60 | "metadata": {}, |
| 61 | 61 | "outputs": [], |
| 62 | 62 | "source": [ |
| 73 | 73 | }, |
| 74 | 74 | { |
| 75 | 75 | "cell_type": "code", |
| 76 | "execution_count": 2, | |
| 77 | "metadata": {}, | |
| 78 | "outputs": [ | |
| 79 | { | |
| 80 | "data": { | |
| 81 | "image/png": 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jYrE+XUtAMYbOwE9oZlMjEf4J4th10dl1FlrUPC9YYztIXbTJ5+1o1l+ij+cfRBc7d/hykjHUAa4HbgYauHfvBaYBUwKUeRiW2JmuJdAUlm98IZiCCyDC3+iCTwJERASDN/yNLrYdB9yAdknOBK8iDQ4CM/BRcAFE2CnCOFSwhwPfoYXP7wHWGcMsY+hlXQ9WdC0BxL24MgTIw7kqVZHq1/VELvAm0B44G5iDimpOCcfnoS2T7inPoCLkifCmCN2A04A3UB/xhWgI31JjuMrdAbpCYkXXEkjuQj9jr4tQYrHWAFPYSSJS/bre8ANwAboANhENpduPRikcRN0vq9BOHhn+GlSEH0QYgbb5+Rc6C+8ATAc2GcNYYyi24EMkY326loBgDMehNQ/igbYirHLIjtaooGwDGhbTbTgaaAmcAPyDhmWtD6aNDhADdEPrUtRCyzYuDfSgxhCPdjYehS7+gS4G/g9dvPu+nN2gwwIrupaAYAxjgQeBOSIMdtAOA+xExeUEEXait7090c4VHdEvfmG4VTwwH7gOHJudRzTu96Q7cBvqdihsQ/QjKr7vinhuwBmuWNG1+B1jqApsQksS9hCh1I6HAabhrbfyQbt2dB4+nB3Vq1MTvZ1OQCt4FUceGgt7gvtYS4AwhsZotMX1QE337u3Af9DFV58X9cpgRD20QeopQBu0+edBYDX6Q/ATItv8NpwVXYu/MYY7UN/hNyJB9aVGo6mr3YFz3f8m5uRgYmOJj/JtBaOwd1u5FpYs3uGuQHcZOvtt796di9bynSTCz34eMBYYhMaQd0BFtgpHlrstQCM/4oFfgPHAB4iUK/TQiq7FrxhDLLAOTRkdLMKcIAzbCngcdRcIunjnj7oEB9GwJ1tPNki4XQ9noeI7CIpCzL5BXQ/vi5BfzkG6o2JeHd/imA+gC5CXILLI08ElDm9F1+JPjOEKYCa6eNU+CJWoHkVno3F4aFFeBvYDF6H1bC1BxhhOQIveX4MKJMBmYAplaWhqTAwwAfXXl9pzzgPZaBbeKER8/gGwomvxG+5Zyi/oLf7VIrwS4CEHoZXLApVumo/WOHgoQNe3eIF7jeBKdPbb0r37IPA68JwIv3hxkVjgA+AM/HMXlIWGIw5ExKdFPyu6Fr9hDAOAucBWoGkQVqA3Q8DjPH8ETg3wGBYvMIYo1Fd/G5By2FPzUdfD3GIr2Gmh4Fmo+8mf5TCzgM+B84vrW18SNjnC4k8KC9s8EwTBjUGrbAWak7C9BEMCEVwifCJCf6A1MBld6DoLmA2sMYY7jTmmkedVqFj7u/5wAtCbQ41WvcKKrsUvGENXoBea7fRiEIasQ8kprT6xf/9+5s6dy/r164t7OhcVXksIIcLvIqSidzp3oinMTVGf7WZjmGIMrTHmeLTur0cX1E5UnWujDt8eaNaIB6oAz2BMY29tt6Jr8ReFs9z/iLA/COPtoQxta5YsWVJ0J1j47/fff88DDzxAjx49mDhxIhkZR2TCxlDx6jaEDSLsE+EZtKj6YOALVAhvBlZ9TMr3LjzXechAp8vvoit3Y9GqP+eglfA9EI+Gk3lrtNjNbuXaQFqBuEByQOoFcez14iULFy6Ujh07SmJiovz2228iIlJQUCAiInv37pUFCxbInXfeKR06dJApU6YcffpHTv+N7eb9BtIe5IUa7MnKopIIeNwe01BDeeuwfRtAYkEGe3G+QLZATW/sszNdiz+4G42nnCnC9iCOu8DTASJCQUEBkyZNYs+ePUyaNInjjjsOAJfLxd69e6lRowZnnHEGEyZM4Oyzz+bdd989+jLdwJYkDBdEWCnCDatp9a9oCrxaW3gDTZ+86LB9jdEA8O+8G9aFRlh4xIqupVwYQ320YaEATwd5+C/w0CPMGMPSpUtZvXo1jzzyCFdddRU1a9ZERJgzZw69e/cmL+/IBKPc3GO+p5XQ76AljDiOnefEkefRBbUPzfc9kWMDvecAX3o3XAJ4V2PErspaysvtqG/1PRH+CPLYi/AiIaJmzZps2bKF008/vWhfoRgvW7aMyy+/nGHDhrF8+XKeffZZJk6ciMgRLcnz0XUV2/0gvOjk+ZBDJeXqHbav8HatMj5lUXhXKN9p/4vdwncDqQ6yz+3WOtUBG4yI7BUvaNiwodxxxx2Sk5Mj+/btk/nz50vt2rXlxhtvlM6dO4sxRqpWrSrXXHON7Nq16+jTXSLystN/b7v5sEGSQI43/txFbn/u5e7Hee7Hh2/eXMc9Xm1PttmZrqU83ABUAxaI8IMD4wvqcuvn6cDRo0czduxYpk+fTo0aNdi4cSMtW7bknnvuoVatWvz0008kJCTQrVu34k43aPcFS/hQHa0W59G9UHirlH/Y43T3/yeg2Q9ekot+H3aVdpDNSLOUCXdB6r/QBIX+IkWf02BzO/AEHsKCXC4Xc+fOZerUqfzxxx+0a9eOQYMGUb9+fTZu3EhWVhYFBQVUqlSJHj160Llz56MvkYc2fQxqnzdLGTGmCdofzmN87lo03qw3xwrspWhlHC9VMgM4CZG/SjXNiq6lLBjDNWin11+ADnpH5whd0AW1at4cXFCgWaLvv/8+r732GgsWLODAgQNUqlSJmJgYcnJyMMYwZswY7rzzTuLiiiZK+4FhwCcBeA0Wf2NMEhpqW1LN5CJcaCm5WLSf0OHRBb3QBAkvP9y5QANESi3EY90LFp9x58AX1pl9ykHBBViOBqd7xYoVK7j22mtZunQpHTp04MYbb+S0006jfn3NKI6JiWHWrFlMmjSJk046if79+xeeWgX9DlrRDQdE9mLMfrRjSKlEAUPRGcR0DuX0bgS+9W3UTE+CC3amaykDxnA+8D76uWwuQrmKOvuBn4Bj/AFHs2fPHgYOHMjq1at5+OGHGTBgAI0aNSI+/kjNzsnJ4YILLiA5OZmpU6ce/tQSdGZtCQeM+QxNKvPIDrRtxHa0mk4DtHXFWvfzXqrkfEQ8+v7tTNfiE+7yjfe5H04MAcEFmIeG65T6ef7qq6/YvHkz//3vf+nbt2+Jx+Xl5bFz506aNWt29FPt0bvQUHjNFs/MQRNbPPp1j0NntfeghUOi0LqhA9DyZV6QhZaO9IhNjrD4Sg+gK1r7YJrDthTyNVptqlRiYmLIzc3lpJOOrV/jcrnYuXMn6enpDBo0iGXLljF06NCjD8tFG1lawoNX8aGwfUO0OPN+dLX0VeBZvJ7lRqHF+z1iZ7oWXyksbDNFxLPQBYnv8KJsX48ePcjJyWHs2LHcc8897Nu3j+zsbHbv3s2aNWtYtGgRn3/+OdHR0bz44ov07Nnz6EtEozPqHwPwGiz+RmQfxryDBiF4XFArB/nALES8imyxPl2L1xhDezRa4SDQWLSdeaiwDi3tVyrTpk0rEtyaNbX5bGZmJrm5udSvX5+zzz6b6667jh49ehyekVZIAfAw2o/NEg4Y0wD4HagawFEygVaIbPHmYDvTtfjC3e5/p4eY4IJ2D0jGQ2Gaa6+9lq5duzJ//nx++uknqlevTuPGjUlOTqZt27a0bdu2tNMPQlAL+ljKi8hWjLkF7ewciLZOmcBt3gou2JmuxUuMoRE6m4wCWoiwzmGTjmY48Dy+dXcFNBW+mFltcWQCffA5ksjiKPrmvgWch//b9aQDF+ODkNqFNIu33I7eGb0bgoIL2qLbpzu3wlx4LwU3D/gKK7jhhwriZWgSTZafrpqF3l1d6ovggp3pWrzAGJLQmNyqQGcRfnbYpOIwaM57zQBcOxNNwrgQDem0hCPGRANPATdR/hbsLwD3UIYW7Hama/GGm1DB/TxEBRc0sucjNKuzvOSiZVbz0MSLq9BQOSu44YxIASJ3AWeiZTpLrcVcDAeATcDZiNxRFsEFO9O1eMAYKqMlR+sCfUR8KboUdFoDP+PjLCYrC0lIIBMNCVuCpvouQkPD/HU7agkldNbbfwUnzmzJH0kGyY4nN4YjQ8vy0Pe/Evrj+xTwcVnFtmhoK7qW0jCGG9GMyKWoayHUPzBPob0FS1owEXTGEifCgdmzqfnJJ0QPGULPc89lMf6ZKVvCAGNIBHbVZmfs55xzSQdWtEB/uCuhkSq/o2K7BBG/RetY0a14tEGrZeWit0rzgc3FHWgM0egHrxlwiQhvB8vIchCNukOeRONqBfX3VkZLUX6OvuZvgG3GsAA4AxgswhwnDLY4gzFcDLwDfCNCj2CNa+N0Kw4xwHtoAZAY1J+fjd5OLQQeARYfdc6FqOCuA2YFzdLyUQBMRlMym6D1fv8BfqP4VOFFqOj2ACu6FYzCnmZe1UzwF3amWzHwFKcoqO9qDZpx9ZExCOrT7AzcIsLUYs4Le4whBfgYWCxCd6ftsQQHY4rK59YAWkkQ+/vZ6IWKwYVowaSS/JwGzdbpiNb8+GvOHJ6MjaUzsBN4JShWOsO36I9OF2NK7z5hiSh6ooK7OpiCC1Z0KwJRaKsnb1MgqwKNe/fmru3bYeZMfhYJaLEQRxHhH2Al2kvLY01eS8TgiGsBrOhWBFLwonr+0SQkEF2zJlx+OT2BrWhUQD0Pp4Ur37j/DdpiisU53DWhrehaAsZjlKPCkjEkoLPkVHT1fybaxy+SKBRd69OtGJyELrLuAL4P9uBWdCObbkBLP12rknsbDqwA3gbq+OnaTlMouqe7Z0GWyKZwlvuhSPDjsq3oRjaP4kVVJZfLp89dDCq+56OB48eXybLQYj3qQqkFtHLWFEsQcMy1AFZ0I5nWqI/S48wtKqpMH4M4tH/fIsL8c+TOsrN+3QqAu0TpyWiI5BdO2GCTIyKX0ZTQomTdunW888477N27l4yMDHr16kXv3r1JSkoiOjral3KHMWhVr+5ogkU48w1wMfpaQqX3m8X/DHL/O0+EbCcMsKIbmTQAhlDM+/vjjz9y5ZVX8tdff1GpUiVyc3P5z3/+Q506dbj00ksZNWoUTZtq1xsvxTcBOIvIEF2wi2mRjqOuBQjz20JLidxNCW6F++67j1atWvHjjz+yd+9e0tPTefLJJ+nQoQNTp06lU6dOTJgwgfz8fG9nuzloZk+4swxNE25hDMc5bYzF/xhDdbSsowstA+oMhdXz7RYxW3URyZRi+Pvvv6VZs2Yyc+bMY57766+/5KWXXpIuXbqIMUaeeOKJ4i5RHPtE5NwQeN3l3kC+ABGQC5y2xW4BeX8vcb+/Xzlph53pRh43lfREXFwcderUYcaMGWRlaZlY/TBCcnIy1157La+++iqDBw/mgQce4NNPP/VmPAMsKL/ZIYF1MUQ2jrsWwLoXIo144D5KCBOrXr06Q4YM4euvv2b06NFs2rSpyIVQKL5t2rThzTffpGnTpixefHTRsWM4iFb0yvXXC3AYK7oRijHEAf3dD63oWvzGCDwsjt50002MHDmSSZMmMWzYMN5//30yMzOP8N9GRUXRokUL1q9f72k8AZ4pr9EhxLeov6+zu2OGJXI4A6gG/CrCn04aYqMXIocoYAzFpPzm5uYyceJEhg4dygknnMC0adNo3bo1kyZNYsiQIXTs2JGLLrqIli1bUq1aNZYsWcKiRYv45JNPShsvD61I5reK+k4jwn5j+AXoAJwCfO2wSRb/UehamO2oFWAX0iJou0BEDkgxTJw4UYwx0rp1a7n11ltlxYoVIiKydOlSuf3226Vt27ZSo0YNMcZIbGysNGzYUEaPHl3cpQ4nW0ROCIHX7dcNZIp7seX/nLbFbn57Tw3IRvf7eorT9tgi5pGBAX4B2hX35Nq1a+nfvz8bNmygUaNGFBQU0KdPH66//nq6dOnC6tWr2bBhA5mZmWRkZNC9e3caNWpEXFxcSeMVhtwMKumAcMUYLkVn8B+JcJ7T9ljKjzGcjDYc3Qo0EgfqLRyOdS9EBqcBycU9ISI0b96cK664gocffpiTTz6ZgoICZs+ezQcffED//v1Zvnw5tWvX9jZaAXQBbYx/TA85ihbTjCHK6S+oxS8UuhbmhML7aRfSIoNrKaHteOEC2ejRoxk+fDgHDx7ktdde46233iIlJYXPP/+clStXsnPnTl577TVycnK8GW8F2uo84hBhI9qoswbaxNMS/oREqFgRTvs37OaX7UcphYKCAhERWbFihdSpU0duvvnmoucuvPBCqVu3rrSqU9wCAAAgAElEQVRu3VoqVaokAwcOLO1SIuo3PicEXnPANpC33P6/6522xW7lfi+T3e/lfpB4p+0RsckRkUL90p4srCJ24oknMnr0aF544QVmzZpFfn4+H3/8MVOnTuW9997j6quvZtiwYZ7G2opD1ZmCyCL3vzZeN/wpXHf4RASvbuMCjV1Iiwxmox8ur4oljBw5kh07dtC4cWMWLFjA999/T40aNbw59QBwHVrAPGIxhk6o+2SdCM2ctsdSdozhC+BsYIQIbzhtD1jRjRT6AO/jofmkiFYNW7ZsGQMGDGDbtm1MnTqVG2+8EZfLhTHGU5GbHWjR8nz/mR56GEMMsBeNea4vwnaHTbKUAWNI4lAceR0R9jppTyHWvRAZfAaMRwszl0ihoHbs2JHXX3+d1NRUzj//fEBdEB4ENwPttxbRggsgQj7wnfuhdTGEL/2BaOCrUBFcsDPdSOMqYBL6QfPYpic3N7e0WNyjOQAcB84Ufg42xvAIGhb3jAh3OmyOpQwYwztoYfpRIjzntD2F2JluZPEKevv/L/T2OKO0g30Q3GxgIhVEcN3Y9j1hjDHEAynuh6ERKubGznQjl3jgMrQ5ZQ3K0YYddVs0Avb4wa6wwBgSgX/Q7LvqIqW7biyhhTGkAB8Dy0Xo6LQ9h2NnupFLDjAdaAKMWLuWzIyMoiaMvpALzKACCS6ACAfQbhIxwKkOm2PxndBKiDgMK7qRj8sY/m7RgioDBpCRn88i1E1Q4OX5BcATgTMvpLEuhjDEGKI4FJ9rRdfiCPcCfP01abGx9ELLFs5CayiUVoA8C3gQTYutiNii5uFJFzRhaBOw1GFbjsGKboRjDK3RW60cKFrB/RUYBrQEXkRnvocvuuWjgvsckVWk3FcKRbebe/ZkCQ8OL3ATcotWdiEtwjGGacA1wIsi3FDCYdXQ0JouQAtgDfASEVrUxheMYT3qFz9JhF8cNsfiBcawEi1zeq4Inzltz9FY0Y1gjKEB8BcQC7QSYY3DJoUdxvBGXBWGt+vHs92vYS0a/1yAZjr9DKxOS/HaP24JMMbQDFgL7Eez0EKuf5+tpxvZjALigFlWcH0jNZ0k4Krr/0e/6Dhw5XML6naJQXvDFRZPiU9N50vg38D8tJTQu52tYBS6Fj4ORcEFO9ONWIyhOrARdR2cKsKPDpsUFqSmE48ml9yGxuh6zOxDRTgT2AVcnpZSVKXMEmSM4SugF3CpCG85bU9xWNGNUIzhXrQewwIRznLannAgNZ2Tgf+h6c7eiG1xZKOZgXelpXDQX7ZZPGMMtdGiTAWoa2GfwyYVi12RjUDcKZC3ux+Od9KWcCE1nXOBhWjbo7IKLmgHj6uABanpJPrBNIv3DEA1bUGoCi5Y0Y1URqBxiiuAeQ7bEvKkpnMGWhozAS9rEnugMtrG/bPUdCr54XoW7wjZLLTDsaIbYbjjSe9xP3wqFOMUQ4nUdGqhReDLM7stjkrASdg7jaBgDJWBvu6Hc5y0xRM2eiHyGAS0QhfR3nHYlnDgJUpo6lnIzJHJHPh7Q7HPteg1jL73l7heUxm4LjWdt9JS+LZcVlo80Rv94fxZhE1OG1MaVnQjCGMwwH3uhxNEyHPSnlDH7VY4F63IViqVqtWi+zVPH7O/Wr2mnk6tDMxMTaeVDScLKGHhWgArupFGD6ArWhHsZYdtCQfux0u3QmylqrTpM7Ks4zQATudQWrHFj7hdagPdD0NedK1PN7IonOVOFiHTUUtCnNR0GgJn4Z+FM09UBu4OwjgVldPQML8N6OJxSGNFN0IwhvZoyEw2MNlhc8KBPhA090sUcG5qelAEviJS5FoIh4Vj616IHAojFqaLFHVAtZRMN3zopiGuAjL3HNsUuHL12kRFe/01agqs8/Zgi9eEjT8XrOhGBMbQCBiOpq1OdNiccOF0Xw7O2LWZV0bUP2b/sLSl1GnmVTeYfKATVnT9ijG0BFqjrZUWOmyOV1jRjQzuQN/Lt0Tsl9pLknw5uHKNupxz58xj9lev38zbS8QAtXwZ0+IVhbPcj8IlWseKbphjDDWB690Pn3LSljAj2peDY+Iq06RLv/KMZ3wd0+IVYeVaALuQFgncBFQBPhMJvdYkIUywu/sWgI0o8SfGUBd1E+UCnzhsjtdY0Q1j3KmPo9wPbbqpbwS7C4QL+C3IY0Y656F3EF+6uzeHBda9EN5cCdRBOxh86bAt4cbXQD+8yEYDyDuYwarPZhT7XKuzR3gTwVCZ4At9pBN2rgWwohu2GEM0hwLux4dDfGKIsQiNKPBKdA/u380Xz1xV7HPNelxEXGWP0Wer01KKuk1YyokxJKCx1hDiBW6Oxopu+HIh0AwNQXrPYVvCkR9F2GEMJ3g68MoZ68s7VgY2lM/f9EHvHn4UYavTxviC9emGIUcVtnlahHwn7QlHJvfnzMXTicrNDtqQbwdtpIpBWLoWwIpuuHIW0BntSDvDWVPCC2PoYAzpwJcrPiQ5LwtXgIfMBMakpRA8eY9w3K6189wPrehagkLhLPc5Eftl9gZjSDaGV4Gl6ALagYJcRhfk0QcC9jd0AWuAZwN0/YpKN3QBeR3wq8O2+IwV3TDDGDqiNWAzgakOmxPyGEMtY5gI/A5cji6ePQucIMK4mVfxJZBGYOJ2M4ChaSkUBODaFZmwKnBzNHYhLfy41/3vSyLscdSSEMa9uj0KrZlbzb37DeAhEf466vD7gdrAMDTRpLwUtmQ/Ny2FNX64nsWNez0jbP25YFuwhxXG0BS9XRWgmQgbHTYp5DCGGLQb7xi0eDhoc87/Ky1jz112cRzaRbnU9j0eyAb2ASlpKSwrx3UsxWAMbdAkkz3AceG4iGzdC+HFnWj+/ptWcI/EGIwxnI8mILyICu4S4BwR+nlKkU5LQdJSeABdpNyAuga8xlUABXnkA68Bza3gBozCWe7ccBRcsDPdsMEYaqPNJisDJ4nY7KZCjKEHWuynm3vXOuAB4F0R36MTUtOJBy5B3Q6N0FTT4tr6uIAMcRH/xwLil75P7q4/aSzCjrK8DotnjOFbtCXVEJHwjE+3ohsmGMMY4BHgYxEGOGxOSGAM7YAnONQfayfwL+BFEXL9MUZqOiehRVV6AB1Q8S1wj7UQ+AGYP7k/M9BOzONEGO2PsS1HYgz1gK1ogZvaIr7djYQKVnTDAGOogt7y1gLOFOErh01yFGM4HngUGIm6yDKBp9EOyI4UPjGmqPHkP0CjcBWEUMYYrkNdRx+JFMXphh3WpxseXI0K7vdooZZQpBpaZvJN1K/6KpCCHxs/GkOSMYxHFxOvRm/vp6CLimOcrDQlwmJUdGsA1zllR5gRBVwMLEcnFZuAj9G/X71ijg/rqIVC7Ew3xDGGWFRkmhCafqwq6ALffRzp+xQ09nU6GrpV5g+aMVQCbkX9tIUdH94BHhRhbVmv62+MYSBafGUzGgccFp0MHCIKjSrpyrG96jKAWOBP4HVgdu3abNq9m11AHNBAhGMb1oUJVnRDHGMYjsaX/gG0FQmZQPsY4BrgSfSLUNxCE+it/4uoMPuEO93zctRP28i9ez5wnwg/+nq9QGMMUegsvy1wpQivOmxSKHMX6iLyFBd9EHBlZ5PzwgskzZvHr+npdICQ+R74jBXdEMYdCL4UXcC5ToRpDpsEOpu9AJiE3kp701E3G+gO3nW2cL/u/qigt3fvXo7Opj8N5SwkYxgJvIKmp54YyrY6SHVgO1DJl5Py8sDlIic+nlzgI+At4DOC3wWkXFjRDWGMoS/ahmQ70FSEgw6b1Av1oSbjQ/ty1LXwHV504DWGrmgXjF7uXRuA0cB/yxL+FWyMIQ4NWWsInCfCRw6bFIpcg6Zi+/IZOhoBDqD1kL8BZqIlTkN+AdMupIU2hYVtnnVYcNujnSnS3f/39ctigJM4VHT62AMMrYzhf8C3qODuQV0SrUR4PRwEF8AdqvaM++G9pR1bgbmC8gku6GeqGiq6Z6OTgW3A0HJeN+DYmW6IYgynoDGgB4DGIvzjgBmN0aSDQeiHu7w/0n8AbeCQgBpDfTT++Fo02y4bFa2nRNhXzvEcwRiqoYks1YFuInznsEmhRFVgN7oOEAiygBcowxpCsLAz3dClcJb0vAOCWxMVvtVoh4rK+Oez0gAtKoMxVDeGscBa4Ab38y8CzUV4MFwFF0CE/RyqAGdnu0dyLgT0ri0BuBFoGcAxyoWd6YYgxtAcnRXmo77cLUEaujJa8OVBdNbp9UJHRkYGVat6vmMU4e/q1Rl/4AAPoLHHAO8DD4iw2neTQxN39tR6dEbXRoTfnbUoZHgHuAg/xm8XQwHqbhjl6UAnsDPd0ORu9EP5WpAENwrN7tqMCm4VvBTcxYsX07dvXy655BLuvvtufv+9dG3JyqLOyJFMQAV3EXC6CBdGkuACuONIZ6Lv490eDq8oxKBRKYEUXNAJQ5LHoxzCim6IYQzHoQIImtoaaGqgkQWTUbeC1/VkX3/9dfr370+tWrVISkpi4sSJXHDBBcyfP7/Ec6pUwYwbh6tNG4YCvUT4trwvIIR5Gl1lv8Ltu67odIeSF0Tz8/NZs2YNX375JatXr2bTpk3s3LmT/HwtJubjXXnoapuI2C2ENpBxIAIyOwjjVRGRn0XkoPhIbm6unHPOOTJw4EDJysoSEZE5c+bI8ccfL8nJyfLnn3+WeK7LJZki8niw/7ZObCD/c7+f4522JQS2NBHJl2JYsWKFXHrppVKtWjWJiYkRY4w0aNBA+vbtK88++6xs2LChuNNKIktEbg2B11vsZn26IYQxJKKr3jWA7qL5/IHkYeD/8MKVUFBQwPbt26lbty6xsbFs3ryZrl27MmjQIKZO1TUjEeGll17ijjvuYNiwYYwfP546deqUdMls4AQI33RObzgsCmU/GoUStguE5cSgIV3HFfdkz5492bdvH4MHD6ZatWpkZmaydu1afvrpJ9auXUtSUhI333wzo0aNombNmp7GykZDFEMmRfwInFZ9ux3aQO50z4oWBmnM38ULxo8fL02aNJGTTz5Z+vXrJ7/88ovk5uZK/fr15aKLLpK9e/cWHbtt2za56qqrJCEhQdLT00u77EERednpv3kwNpD57vf1XqdtcXBrLyIZUgzr16+XSpUqyeLFi4/Yv2fPHlm+fLm89NJLcsYZZ0h0dLTcfvvtkpOTU9xlDmdjCLzekj8PThtgN/cbgcSBbHJ/OQcGadwD4oEnn3xSmjdvLk8//bQ8++yzUrVqVenatausW7dOhg8fLk2bNpWVK1cecc4nn3witWrVkquvvlpERFwuV0mXzxKRlk7/7QO9gfRzv69bQeKdtseh7SEpwY01b948adSokSxcuLC4p0VEZNOmTXL//feLMUbef//9Eo8TkTwReSoEXm/JnwenDbCb+41ArnR/MX8FiQrSuMukFDIyMqRNmzby4IMPFu17++23xRgj6enp8vLLL0tUVJQ899xzkpeXV3TMjh075Pzzz5fExETZv39/aUPkichHTv/tA72BGJDl7vf3GqftcWhbJSWwZcsWadOmjXTq1El++OGHojWCo8nPz5czzjij6Me8BPaLyGkh8HpL3EJ3ha8C4a5OVRhE/28JXsrrfCi5/ODWrVs5cOAAxx13yA13/PHHA1CnTh1OP/10OnTowOTJk1m9+lDEV926denUqRM5OTn89NNPpY0fg/Yka1u+lxHaiCBoZh/APe73uyLRAGha4pMNGjBmzBjWrVvHiBEjmDx5MitWrOCff/4hN/dQA5ADBw6Ql5dHrVq1SroUaIxuyFWgO5yK9uaHKv1R4dkC/DeI4z5LKSXyGjduTN++fWnfvj0FBXrYM888Q7t27VixYgU5OTlcf/31bN26leeee45NmzYVndulSxfy8vK8SZiIxZ2lFuG8gy6StkLTqisSg6DkJpIiwtChQ3nzzTdJSkrigQce4JxzzuGyyy5j7NixTJgwgSeeeIIhQ4awYcMGrrzyyhIvhdYzDu06HU5Pte0mgCx033re5cD406SUkLFdu3ZJbm6uiIh8//33UqdOHTnllFPEGCP169eXMWPGyPjx48UYI7fccosUFBRIVlaW3HfffdK2bVvZuHFjSZc+nHlOvwfB2EBuc7/P34IYp+0J4rZIvGTr1q3yyiuvyLBhw6R169aSkJAgxhipVq2adOnSRT744IPSTt8nIv1D4PWWutmQMYc5qrdWYwl+y5l6aIX+koqQF+Fyudi7dy9VqlRh1apVDBgwgIyMDP766y/uv/9+pk+fTrNmzUhOTmbhwoU89NBD3H///URFebyhWgqc7IfXEtK4e91tRJNQeomw0GGTgkEi2sQzvrgnV61aRdOmTalU6cioxZ07d7Jr1y5EhNzcXPLy8mjdujWJiYmljXUQzURzugRqqcQ4bYClyJc71QHBBY2TfRa4A629cAwul4uoqCiioqKK/GmdOnXimmuuYdy4cXz33XdMnTqVwYMHs2jRInbu3MlXX33Fqaee6s34ucBsP72WkEaETGOYjMZH3wsVQnT7ATkUI7pr1qxh9OjRtG/fng4dOtC2bVsaNmxIYmIiderUOSbG24sJ4leEuOCCFV1HMYbWaLO9HOA5B015Eu1BVqzoFs5Uly1bRrNmzYpmGyeddBIAsbGxxMbGct555zFgwACM8Sm1PhdtR1RRmAzcA5xnDO1FWOm0QQFmGFr39ghEpCjR5rHHHiMpKYkGDRrQs2dPevToQdu2bWncuPERiRAePlcHCJfPkdP+jYq8gbzs9vE977QtubkyKienZN/ua6+9JomJiTJ9+nTZvXu3bNu2TYYPHy59+vQ5IjnCB1wikikiPZ1+7cHeQCa73/cZTtsShG2XlMKqVaskLi5Orr76arn44oulVq1aYoyRJk2ayPDhw+WFF16Q7777TrZu3VpavLeIrkvUDIHX6/n9d9qAirqBNADJBXGBtHDQDgNyQXy8rN62TUokKytLunfvLnFxcdK1a1fp2LGjHHfccTJ79uySTyqZAyLyh4h0cep1O7mBnABSAJIH0shpewK85Uop/P777xITEyN//PGHiIjs379f5s2bJzfeeKMkJyeLMUbq1asnXbt2LTqmBJaEwGv1arMLaQ5hDE+ht5n/E+Fih2zoicaPdgUYOZIdL75I9djY4msxbNu2jYULF7JmzRoSEhK49dZbiY2N9WXITLSy/11oaFzYdnQtL8bwJnAJMFGEu5y2J4BkU0ptj6ysLFauXEnnzp2Jjo4+4rm8vDyWLVvGBx98wIcffsgPP/xAfHyx63HZwAPo2kTIY0XXAYyhOrAJXdk9VYLcTtwY2gFPAAPdu/4G/nXmmUybP5/laCypP8lGBfZR1KcZ8osdgcYYOgE/o40UG4uw12GTAsUSAh+Zkg20A/4K8Dh+wSZHOMONqODOD6bgGkMjY5gOrEAFNxMYg7bImTJ/PjnALe79/iAX/UJMARqh9WUrvOACiLAUbR9eFbjJYXMCye0EvkX6DsJEcMGKbtAxhnj0gwiHUkMDPWaSMYxHWwBdhWbsTAGaifCoHBmq9gWwjPJl9RSgYvs20AJ1ozjRWDPUGe/+d5QxxUeORAAL0XDELAKTKZYHvBmA6wYMK7rB53I0IWEFMC+QAxlDJWO4B1iHxoVWQoWwjQi3irCjhFNT0TA2XxH0y/UF0BlttR2s/m7hyJeoi6EuUGJuawTwItAF+Bj9XO3347VzgPf8eL2AY326QcRd6GQV2ql0hEhg4gqNIRoV93+ht/WgX/D7RCi1As1hvIe6ILyN5c5Ai0bfAgEvvh4xGMNQ9IfwT6CVSMQvLiYCfYFL3f8WoC2ioks7qRT+RicxYSNkVnSDiDFcgIrZBqCFSMkVvsp4fQMMQJMd2rl3LwPuAz4T8emD2Qhtwe4pPTgD2I3OjucSRh/+UMAYYoDf0S4aQ0V412GTgkks0CMvj2H79nF9pUqYhARyo6KI8/L8TOARYELgTPQ/1r0QJNyCeJ/74cQACG43NA3yQ1Rw1wMjgM4ifOqj4IJGV1yK+maLIxPYg7a5bu4e1wquj4iQz6EGpPe5PycVhTxgflwc79Wpg+ndm7VRUTwJrEHdBqUtwBUAvxEmYWKHY2e6QcIYeqGiuAcNEfJLhIAxtAIeBy5079oNPAY8L1Imv+zRnIMuVFRGy/PFoUL8JBr+VZIoW7zEvYi2AagD9Bbhy2IOiwL6AJcBrdGiOXNQf2lYt683hinAzcA4EUa7dzdCS0KOQEPODqJ/A0FdEQvRReFtQTe4nFjRDRLG8BFaN/dfIjzih+s1QG+trkE/hNnARLQIur+bHxq00V9DYCU6C7YfHD9iDKPRH8t5IvQ77Kl4VHjGANXRELPC2XCeexsIxQp1yOOe2W8EjqfkmPVqwOmo7zYH/ZFZGjQj/YwVXT+Qmk5l9Ja+BvqFOAD8mpaioVjGcCIarZANNBFhZ1nHcidW3APcic4+C4BpqJhvLc/rsDiHMdRExacK0EmEv9B47vvRxczSqsFnoqK0ItB2+htj6Az8BGwFGknwuqY4hq0yVkZS02mJLh4NRGeAhXGIhbOQhNR0/gY+O74jtTcvA2B6WQXXHd97EzAaKOxX8h7woEh4315aQIQ9xvBSvXrc/swzvAk0dj/lsc6x+5gXcadzhxmD3f/OqQiCC1Z0fSY1nROB54FO6N+vsPjAMeXrgIYiXD7gYaL3bYcDO1jg63juMLNLgbFAsnv3QuBeEb7z9XqWkKXV3r00iY8vKvnpCwZoD3QDvvW/aQGlUHQ/cNSKIGLdC16Smk4s8CCHkgzKssqcDUwH7k1LKT010u3rOhfNWurg3r0Svd38uAzRCJbQpCtak6IX+iNe1omQAJ+jn5mwwBiaook7B4A6flr4DXlsyJgXpKZTBc2yugf1o5Y1rKcycDXwU2o6tUs6yBi6oF+gT1DB3Yyu1HYU4SMruGGPAVLQYjBfoFEJlSjfnacBeoDPs2QnKWzQ+UlFEVywouuR1HQqoYVJTsE7/5onKgPNgMWp6dQ4/AljaG4Mb6MtpM8G9qJC31KEGRUgW6kiUB99f99BQ6ESKPuP+NHEAg/56VrBoMK5FsCKrjdMATpSSk3QMhCHLpS8m5qOMYbj3L2zVgFD0bCYp9CCNE+L2FjYCCEZnd2eROnRCKXicrlwuXTN6Sj3YAwar92gzBYGCXe0Ri80+uZjh80JKlZ0SyE1nbPRQtOBqAAVL8LpS95hFpp3fwv6fkxHU4Tvi+AaqxWVV9HiNj5Vfj8cEWHmzJmMGTMG0L5hRwmvQe+OQp3+aHz5VxXtc26jF0ogNZ0YtNFdqS6F/TvW8+pVTY/YFxOfQJ3mJ3PqZWNo1LF3iecaQ8KJ53HBknchN5M5wAMi/OoH8y2hRz3gVMpe2AVQka1UqRJjx44lNjaWVq1a0adPH5KSkgoPiQeuR5Mp/J0k408qpGsB7Ey3NAahgepeUb9td3rf8Qq973iFU0c8StaebXz4UD92/rms1PNMNK7zHuE5EQZbwY1omlK2cpnHkJSUREJCAo888ghPPvkkX331VXGH3eyPsQKBO+a8MOvOiq6liPvQMnReUb1Bc9r0GUmbPiM5ecjdDH78C1yuAn56e1yp58XGE9WgPUNS0ytUoZOKyGbKcWfpcrmYO3cuvXv3pn///pxwwgmMGTOGSZMmcfrppx99eAIa2lhsQ7EQ4GzUp71chA1OGxNsrHuhGFLTSUKTH8pMteOaULlabfZu/M2bw2sAbcHOdCOYbZShXkV2djazZs3imWeeYenSpXTo0IHx48fTu3dvWrVqRZUqJd6MxaA1laeVw+ZAUWFdC2BFtyRORtN6q5f1AjkZ/3DwwG5qNmnvzeGCdlqwohu55AOvoQWKPC6k7d69m9dff520tDTWrVtHz549mTp1Kj179qRFixbExXksOVsV9etOJzBtcsqEO8OyMD7Xiq6liM74GLGQn5NN5p7tAGTt3ca3Mx4AoOP5t5d2WiFV0YIlr/pkpSXc+DcwEi9E97rrrmP27NkMHjyYRx99lG7dupGcnExUlHoEc3NzcblciAgbN26kQYMGJCYe4w2rjs4q3/fvyygXXdBY5U2EcaWw8mBFt3iagNfV6wFYu/Ad1i5859AOYzjjpsk07Tqo5JOOpKnnQyxhzjrgU+A8PKynjB07lmHDhtGzZ08aNDgUdrtv3z5+/vlnvvvuOxYsWMCPP/5IbGwsdevW5YYbbuDWW289/DJV0XKRswmdUpyHF7gJFZuCihXd4vF5AaJRx3PoeOFdIELG7i2s+uwVvn7+NgBOPM+rhWSfRN4StoxBC8OXGorYtm1b2rZte8S+rVu38sILLzBjxgw2b95Mu3btGDx4MElJSWzcuJHHH38cl8vFbbfddvhpyUBP4Gu/voqyU6H9uWBFtyQyfD2hSu2GNOlyqPZ063Ou5K1bOrDwhVE063ERCTXqerqEzTqrGCwFlqMVwTzicrmIiopi9erVXHfddSxevJjevXvz1FNPceqpp1KrVi2qVdMCd+PGjWPSpElHi24CWlDnLD+/Dp8xhmZo3en9aBeVCokV3eJZjS6klbnWQnRMLEmN2rB30yr2b1/nSXQLqKD+rQrKQ+gtv8dU4KioKLZv384NN9zAb7/9xtNPP83QoUNp0KABxhwbZVi1alW2bNlCw4YNC3cZ4DS09ONK/72EMlE4y/1YhFxHLXEQG6dbPEvQ1eYyk5udwc412u28au1GpR7r7pdWXJsSS2TyJXjf5WPu3LksXLiQCRMmcNNNN9GwYcNjBPebb77h3//+N02bNqVu3WN+4OM41BTVSSq8awHsTLckfsFHv+6+rWtZ9dkMxFVA5u6trPn6LQ7s3Eiz7kOoWrthqecW5JH4vzvpNXkdv4nwR3kMt4QFgs52X8aL2e6SJUvo3bs3I0eOPOa5DRs28PHHH/P0009TrVo1HnjgAWJjjwmOiAaGAFfg0Dc1EgIAACAASURBVIKaMdRGS0/mAelO2BAqWNEthrQUDqam8z5wMV7mym/77Ru2/fYNAPGJNalRvzk9b3yO9inXezx355+YXeu4A7jDGH4AXgfeFuHvMr8IS6jzHvAcXohu7dq1+fbbb9m0aRONGjUiMzOTtWvXsnTpUmbNmsWnn35K/fr1mTJlCqeeempJl4lGk3CcKi4zAL2z/iIAjVPDCts5ogRS0+mCOvv9UUO3REQ48PuXPP35BJqis5HCYMsCYB4qwB+IlN5pwhKW3Ix2BilVePfv30/btm2pXbs2zZo1Y9++fWzYsIH169dTt25dhg8fzqhRozj++ONLu0wmGn/+u//M9x5jeA+4ALhVhClO2BAqWNEthdR0FqGLEIG6IxDgL6BVWgr5xpCANrocgRYEKRw3A5iFCvB8W8w8YqgMbKf4/npHsHjxYqZNm8aSJUvIzs6mcePGXHDBBXTr1o3mzZsXRTCUwl6gDgT/s2MMlYFd6ASmsQibgm1DKGFFtxRS02mCpuZ6XW3MR7KB7mkpx0YuGEMdYBgqwKcd9tQ24L+oAC+vqAHmEcQj6CKXVxmQBw4cwOVyUb26TxnqWcCzaI+/oGMMA4E5wM8idHbChlDCRi+UQloKG4DbICC39pnA08UJLoAIO0WYLEJXoCUaa/knmkJ5Fxpi9osx3G8MpYdHWEKZNF8OTkxMpHr16kcXLi+NTOBd4GFfDfMjNmrhMKzoeiAthenARPwrvJmou+ARbw4WYY0IY4AWaFD9VGA3Gmj+BLDRGOYbwzXGHNl3zRLy7AFmgG9xq8XF6B5FJtpl90G0qakjLiljiEZdZmBFF7DuBa9JTef/0DCf8rbuyQJeAW5LSyl79SdjiAP6ou6HQRzq4ZYDfIi6H9IrchB6GNEYXeDyRx++DPQzMA54iTJkV/oTYzgd+AbYADS17jAruj6Rms5pwDv5uTSMifO57cpBdPZxWVoK8/xplzFURxsSjkDTPQunQXuAt1EB/tZ+4EOad9HV/bK288lAF6seBt5C42EdxxjGowXVnxNhlNP2hAJWdH2k9gm0a9SRXzoNwSTUINNEUZmS3TSCfhnyUd/dxLSUwMYouv27l6IFrA8v5rsO7fn2uk3ACElOBL7HhzspEVxZWUStXg27dnFD3768ROhUEwPAGFYDrYDeInzptD2hgBVdHzGG54EbTBTTb5nLW2hoVy+gDYdieg8Ca4CFwGfAR2kp5UsrLqOtJ6Gz38s4si33j2hBbZuAEVrMRV1GnkIU89GZ7NcXXEDW7NlcALwswrWBNtAXjKEVWsfkH6CuSGjMvp3Giq4PGEM9YD2aItxGhNVHH5OajklLCbnZRjRwJirANgEjdGkA/IzG0xZ395SDzmTfBcYCfxhDC9QfnIf6TL2u6RBojOFeNPnjDRFGOG1PqGCjF3zjNlRwPyhOcAFCTXABRCgQ4QsRrkJbgV+CzqoE6I/G/e4whpnG0Mct0pbgsxXoDuxEIw9AhXY/ugA7GTgBraHwB2hkCxoJEwch5zO1oWLFYGe6XmIMiWiLkerA6SJ867BJ5cadgDEUnQF3PewppxMwaqIC0hkVnbXoF/c7QqjfVwCJQQudn4W+F38Cn1NCzWVjOAX4ARXnxqFQ28AYjkNt///2zjs8yir745+bhCYdKSIYBBEEEVYBwV2FKCsaVhBFUWP5KawFNSoolrWsrquCDTEW7AuiKIqLwG7EgkERLCjoIiqgdFCK1CSkzfn9cd6ElmRmkkmmnc/zvA/JzPvee2aYfOe8955SADQVKfkSiXtMdAPEOW4GHgU+FaFPuO0JNd5t6sWoAB+1z1Pfo+L7ughrqsGUM9BiMI69m0qFqODsQRst/gtKv9OIV5xjDirSt4nwcATYMxztRPyeCKnhtieSMNENAC8m9hegFTBQhFlhNqnKcK6k6PUl6DLEofs8nYUK8DQRtlfB9O2Axexdcy6NfHQtei3wLDAF+K0KbIkqnOMM4D3Uu2wrQl6Y7ZmBJkWMEGFCOG2JNEx0A8A5LkcTGr4HuorExS1uOBIwPkQ3/AJdU87xzl2ICvB0NBY67vC+LBcB3YC/ivBSGG2pi8YM1wZaRdLmXiRgousH50hAi5p3Bi4XYWKYTQoLfhIwpqICPL8S679t0CWDimZl7UJbm/8XeB74iEp2/4g2nCMNjcX+CegcLufAOQajbd+/EqHMAr/xikUv+OcvqOCuQ29l4xIRdojwigj90LTVW9EvoybANcA84Gfn+IcXnxkslQ0pqo8K9jloSNUWdLf/BPZ+QcQ6U9F0247onUm4sKiFcjBP1w/O8SnaZuRmER4Ptz2Rhp8EjMnAGwEkYDhULEJdLa0QXQr5HfV+J0G1bAaGDedIRztSfI5G2VTrH7gXbvgr0BQ4TiTszTAjDhPdctinWMd2NBTHwl7KwPtj64sK8HkEl4BxAvAJfuoWFxQUkJOTE2wt2WL2eP9+iFbd2lKRQSIdbz11NboB2keET6t5/lPQ/8tfgPZW7+NgbHmhfG71/n3GBLd8vASMOSIMI/gEjGH4aQS6bNkyhg0bRo8ePTjhhBOYMmUKRUVBVSus7R39gaXAH4K5OFrwOks/5f0ajg7AxUsL001wS8c83TJwjk7oH2ce0EbEwpIqgp8EjCmHHsrrmzfzkbdRVyqffPIJo0aNYs2aNdx8882sXbuWGTNmMH78eM4555yKmCWoJ3Y0EVYgJhR4nXfXoHHO1XaL70VQLAPaA31F+KQ65o06RMSOUg6Ql0AEZEK4bYmVA6Q9yN9BVnjvrZx+usiuXVIk5XD55ZeLc06++eYbERHZuXOntGnTRgYOHCh5eXkiIrJt2zb58MMP5YsvvihvqH3ZJSL9w/2eVOF7neG9xxOrcc7O3pxbQJLC/R5E6hF2AyLxAGkFkg/iA2kfbnti7QBxIL1Bnpo+XfKKypVckZ9++kneeuut/R5r27atdOvWTXw+n3z44YfSvXt3OeKII6RBgwbStm1bmTVrVvmDimSLyNXhfi+q8D1uC1IIUgCSXE1z3uGJ7r/C/foj+bA13dK5EY35nCbCinAbE2t4n73PRbht0CB8CX4+hR06dGDIkCElv3/00UesWrWKo48+mvXr13PxxRezefNmnnrqKRYsWMBxxx3HAw88wG+/lbsiJATZIieaEGElGkKWBNxUTdNaqFgghFv1I+0AaQSy0/vG7hlue2L8uFhEdoofCgsLS35+9913JTk5WZo3by4TJkyQESNGSMOGDeWdd94pOWf27NninJM5c+aUN+wOEUmJgPegyg6Q473P8W6QJlU8V0tvrlyQuuF+7ZF8mKd7MNeg4U4fi/BVuI2JcUZQfp2FEmbOnMnZZ5/N4MGDqV27NpMnT6Z+/fq8/vrrDBs2jNNOO63k3Pz8fBISEvjxR62Jo6JwEEnA/Mq/hMhFhEXA+2go3ogqnq64+eSHIvGZih0oJrr74By12VuTdGw4bYkDWgA9/J00ZcoUevfuzXnnnceKFSsYO3YsH3/8MSkpKXz44YcUFRUxdOjQ/WJ3169fj8/no3Xr1mUN6wPeJoaXF/ahuOLYjc5VuqlqedjSQoCY6O7PpWiM6beoh2BUHRdRTlvw/Px87rjjDi699FIaN27MlClTWLBgAaNHj+bwww9n7dq1fP311/Tq1Yv27duXXJednc0PP/xA3bp1OeoorVBZSrvyHLRTbjwwB/ga7Ubxf1UxgXPUA/qh6+Qzq2KOWMJE18ML1r/F+/VhkdiL34wwrmZvT7mDeOihhxg7diyXXXYZM2bM4Nxzz6VBgwYlz/t8PpYtW0bv3r33e3zNmjXMnTuXrl27lpe5lkuMLy0U432Oi+/abqmiriBnoMktn4vFs/vFRHcvZwMd0BTKqWG2JdZpBrQt74Q2bdrQsmVLXn/9dYYMGcJLL73EunXrKCzUwmFbt24lLy+PJk2aULNmzZLr5s2bx5IlSzj77LNp1qxZaUPno4XQ46I8p8c7aPeJo9BKcaHGlhaCwESXkkya4pTJx0TiqyRgGDicvbUQSuXyyy9n/fr1zJs3j6ZNm3LTTTfRrVs3zjrrLH7//XcSExOpW7fufksHy5Yt4+WXX6ZZs2YMHTp0PzEuxufDB/FVnlOEIrTrCcBt3uc9JDhHElqJD0x0AyPc4RORcID03SeTxsJdqv7oKSLbJUhmzpwp55xzjoiIZGdnS+/evWXAgAGyefNm2b59u1xyySWSlJQkjz/+eJlj/PijCEgWyF9BGkXAe1EtB0gdkN+8z/lpIRw3xRvzp3C/xmg5wm5AJBwg//E+OPeG25Y4OZqKSI5UknfffVeaN28unTt3li5duohzTh566CHJzc0t9fzcXCkcNUryi1OQQfaAvA0yGKRWBLwvVXqA3Om97tkhHHOcN+bD4X590XLEfcEb5zgO+A7dXEkWic2SfxHIC2i0SLnVxfyxZcsWJk2axK5du+jXrx8nn3xyeafnTZlCl7Q0Tvbm3rcDxjbgTSrfASNicY4maCGcusDxIiyu5HgOXStuC5wswmeVtzL2MdF1TEL/AJ8SIT3c9sQRDYFpaOWxcuvohpD5wJ+Kf3GO1mjo2iVA133OW4m2vZkswk/VZFu14ByPAyOBKSKkVXKsYodlM9BSpOwQQGMvcS26zpGMflM7tODyqvBaFHckADcDd3o/B5SdVkF2AdeinuxBeB0wLvaOVvs8tRB4FXhTYiAcyjmOQMtaOuBo0RoNFR3rLuB+4GURhofIxJgn3qMXRqLpoFNNcMOCD3gEaI7ebWSi9Yt3V8FcNdBuwaUiwnci3IY2yOyHdn/ehWbNjQfWO8d/nSPN684QlYiwFi0onwiMquRwFipWAeLW0w31+pYRMhoBQ9BaAcd6j1W0Q3AxggpuUDGqXtrsQHT5IRX9ggZt8/4O6jV/FG231c7RBW0qmosW6N9cgTFaoc1ac4GmUnobJqMU4tnTvRYV3PdNcCOK7cBLqIfZEfgHmrCSTcVbqu8GJgR7kQi5IkwVYRDQErgebfhYF/XMZwPrnOMx5zg+lPGvVYloJ4n/oJ0lrqvgMMXdht83wQ2OuPR0PQ9mNZoZ1U+EOWE2ySgfh250DQMuQ2+N6xF4a/W1wJGEKAvNOdqja7+XoK1pilmKer+vi7A6FHNVFc7RB5iLdkpOliArgznHe2j67zARXqkCE2OWeBXda4Gn0UIgPWMxPCiGSURDva5Eb/0LKX8DLhdIAb4MtSGeZ3si6vVeiHbgLWYuKsBvi7A91HNXFs/2+Wj0yA0iZARxbQO0m3IicFhFlifimbgTXS9t8SegHTBUhLfCbJJRcQ5Bb3NHAL2AAtQDBhVb0PrIk6raEOeogXp+l6AbTMXr0Plo5a3JQKYIeVVtS6A4x2Dg3+hd39EiFAR43VA0pnmeCKdUoYkxSTyK7gXAG2ioWMdo2wQxyqQZutl1LCp4G4Hn0dvnasXzBM9FBfg09k/AmIqGoIU9AcM5EtAlkY7AxSK8HuB1rwFpwGiRkpoORoDEleh6t1QLgROAESLBb64YRjB4u/xpHJyAsQr1fl8T4ccwmAaAcwwHXkRrSB/v74vA8+g3oVEmHURYXvVWxhbxJrp/Bj5APzRHipTcghpGleMnAWMy8EZ1J2A4Ry00A68lcKYIs4ufS8+kFrpengBkZ6SS7Rz9gA+BH0ToXJ22xgrxJrrvA6cDd4nwQLjtMeITr5B4H3QD7jz2bgQWoR1LJgPvBhtRUAl7bgXGJiSRde0MnkGXRnoDrdkbppcEbN+6kpylH5C88nOe2LGRkdVhX6wRzaKbBPRHs4c2oqmNs6H0D6pznIBGK2QDR4iwrZrsNIwyiYQEjG5n07JuE1Z2GUCtGnXISUgsu6MHQMEeSKpJvktgOvC3jFR+rirbYpFoFd12aLhLHdRLKECLYtdA0zfHoLGZJTjHFDSsZ5xIpdMfDSPkOEdTYCgqwCft89SvaOruZGBxKDfg0jPpC7xRVEjTxKQSwQ+UIjRt+07gyYzUuOrGUWGiUXRbAt+g+fqlZdTlo0HwM9FspiXO0Q5Y7j3ezss/N4yIpaoTMNIzccBdwO2U06suQLLRdem/ZKRa+3V/RGMa8LNAU8q2vSYaMnQuGhD/cVoaj3rnv26Ca0QDIqwQ4T60b19v4Ck0IaEz8CCwyjnmOseVztG4AlP8k9AILmhadC8gKz2zStu8xwTR5ul2Rr9RA/6PFUGys3ErV8LGjdzUvz8ZxFdTQiNGCFUCRnoml6HOSygEd19ygfczUhkc4nFjimgT3TfQClTBrj0VsxvYAdyLBqhHTHaQYQRDAAkYk4HPDlz/Tc+kFfAjezP3Qk02cHlGKm9X0fhRTzSJbmt0XbayZf5AxbcQeBh4BhViw4hKvASM4g4Y3fZ5ahUHJGCkZ/IB0BfddC6Vnb+tYtIVbXXshARq1m1E07bd6HjapXT68//hEvyuSu4AjsxIjbyaE5FANK3p3krgVaX8UQ/NqLkLWI+2X4+m98IwShBhvQiPivAHNOvtYfRzfST6Gf/BOb5q25sHRTiZcgR3X1p2/hOnpj9P14Hp7N6yjjlPDOO9MRcQgKNWA7iiwi8oxokWoWkE/JVKNjEshUPQTYC7gSlUfNnCMCICEf63TweM04CXgZ1AjyN7coevKPA7xYaHt6fzGcPpdcm9pD37P1p1PZWf573NT3NK7Xi0L4cAt6RnRo2+VCvR8qZcX9YT69atY+rUqTz//PPMnz+/ouPXBc4CxlZ0AMOIJEQoEuFjr3fZYS6BC475M0WJFXQrEmvU4uQrHwPghw9eDuSS+kDPis0W20SDZ1cbuIVSIhYmT57MhAkTmD9/PvXr16dVq1Y8//zz/tpwl8UhqDd9GxXvUGAYEYcIuemZfI1uHFc4YqHZUcdTu8GhbFq+EBHBuXJX+5JQ0f2iovPFKtHg6RZ3CjiI0aNH88c//pGVK1cyY8YMdu7cySuvvMJ3333Hc889xwMPPMDWrVuDmSsB6BQKow0jwuhOCJyJ+s3bUJC7m7zdfvfI6oDV2i2NSPd0i7NmDgpvmTlzJnXr1uX6668nOTmZNm3a8MILL3DTTTcxe7YWStq2bRsPPvgg48ePZ9iwYTjnAvl2jvo224ZRCm0JQVxuUi0dojAvG+r7zcnoUNn5YpFI93S7QenZNo0bNyY3N5fFi/f2lPz5559Zv349zz33HF988QVTpkyhe/fujB07lg0bNvgTXFCRt9YjRixSizLuGIOhKH8PADVqBxTmG+qN75gg0j3doykje+y4444jOTmZ++67j++++46aNWvy6KOPcs011zBgwACcc7Rq1YoGDRowdOhQvv76a1q3bl3eXEVom+6oCVw2jCDIRz/jlfqb37V5DTXq1Kdm3YaBzmkcQKR7ui3RWgr7ISI0bNiQu+++m5ycHMaNG8ebb75Jp06d2LVr134ebXJyMvXq1SM312+98jwsesGIXdZC5Yr2b121hNztmzis00mB3DWCFkc3DiDSRfdzOLiOaPF/+IABA1i6dCn//e9/+fzzz7nwwgt5//33+eijj9i+fTtbtmxh5syZbNu2jfPOO6+8eQRY5B2GEYsspBJ/70UF+Xz20i0AHPeXawO5ZA/aEdk4gEhfXvgKba2TTBnrUc45evXqBUD//v154oknGDRoED179mTDhg34fD7uvPNOkpLKfanZwD0htt0wIonlBLmmu2PDCpa+/zK7t6xj+dwpbFv7I93OvpF2J50dyOX5qNAbBxANtRfaogXLmxLAl8T27dt54YUXmDFjBs2bN2f48OGcfvrp1KhRbubjT2ioWMS/GYZRUdIzeRWt0VCu+B5Ye6FWvSa06HgiXQaMoG2vswKdbgtwWEaqdds+kGgQXYDDgX8Bf0KTJQK6TcrPz6dmzYOWhA9kFzAceKsS9hlGxJOeyQnAp4S+pOOB5AIPZaRyfxXPE5VE+ppuMRvQfmh9gUx0vajA30UBCC7s7UVlGDFNRirfAEsoZZ8kxPiA56p4jqglWkS3mIVojYTjgNeAPSLsqcR4u4H7qPoPoWFEChdTtXWks4EbM1LZVIVzRDXRJrrFrEBLxx05dy5zdu+GnJwKdYPwARNDa5phRC4ZqaxAG0lWRS+zPNQxCqgiTrwSraILgHNsPvVU2rZsCR98wJvA76j3Ggg5wP1UMnbRMKKQ8Rt/YElBaD/5+cBqYHBGqm1Il0e0bKSVinMMAt5FA7+PEsGhbdb/ARxK2S1J8oDvgT9iLXuMOMM5rsDxct9r4dgzyUtIrHS6bg7wC9A3I5XfQ2BiTBPVni7aTQJgnAgF6LftJKAdKr6L0A9EcTqioNEKP6MFnk1wjbjCOQYDLyIw92lGJiRyCVrkvCIpu4LeKT4F9DDBDYyo9XSd40/APLQRX7JImcsKx6EdVI9Ci5W/BnyE1cw14gznOBV4D02tv19EE4LSM2kGjEFjeH3o30l55HvnfQWMyki1JIhgiGbRfRcYBDwgwl3htscwIhnn6AF8jC65PQ2kl9IpuCFwKXA+WuGvNiqwgiZUJKGJRO8DEzJS+bnaXkAMEZWi6xyd0TXZPNTLtfAUwygD5zgGTYpoivYCvETEf7RPeiaHAU1Qwd0NrLEMs8oTraL7MhoyNkGEEeG2xzAiFedIBj4DWqOJRWd7+x9GmIg60XWO1uhOaSLQUYQVYTbJMCIS52iGergdUeHtL0JOeK0yojF64UagBjDNBNcwSsc5GqCbZh2B74CzTHAjg6jydJ2jEbAGr72ziO2aGsaBOEdtdCkhBQ2PPFmEX8NqlFFCtHm616CCO8cE1zAOxjmSgDdRwd0InG6CG1lEjafrfXuvAloAZ4jwfngtMozIwjkS0LoH/4fGr/cRYUl4rTIOJJo83UtRwV0MfBBmWwwjonAOBzyKCm4O8BcT3MgkKkTXORKB0d6vDx8Y1G0YBn8DRqJ1ps8RYUGY7THKICpEFxiMtmNfhXV4MIz9cI4RwD/RzLFLbOktsol40fVum27zfn1MxGomGEYxznEhmtYLcI0IU8Npj+GfiN9Ic44UNGd8K5rya7GGhgE4RyowA62J8DcRHgqzSUYARLyny97yjRkmuIaheFX2pqGC+xhaJcyIAiLa03WOrsC36G5ssghbw2ySYYQd7+9iLtAIeAUYbpvL0UOke7rFEQsvmeAaBjjHUWhpxUbAv4GrTHCji4j1dJ2jDZTU62wvwqowmmMYYcc5DkcL97cF5qCxuJXphm2EgUj2dEeilcTeNME14h3naALMRgX3K2CwCW50EpGernMciha2OQT4gwjfhtkkwwgbzlEXzcI8CfgBTe/dEl6rjIoSqZ7utajgzjbBNeIZ56gJvIMK7hq0Jq4JbhQTcZ6ucxwCrEZbi5wmwsdhNskwwoKX/v46MBTYjJZoXBZeq4zKEome7uWo4C4EssJqiWGECS8T82lUcHcBZ5rgxgYRJbpeLdBbvF/HWiiMEcf8E7ga2AMMFOGbMNtjhIiIEl1gCLo7uwKNQTSMuMM5RqFVw4qAoSLMDbNJRgiJGNE9oLDNoyLW6tmIP5zjCjStF+AKEWaG0x4j9ETMRppznI5m2mwCjhQhN8wmGUa14hyD0XoKCcBNIowPs0lGFRAxni57C9uMN8E14g3nOBXtbZYA3G+CG7tEhKfrHN3RaIXdaGGbbWE2yTCqDefogZYvrYdGLKTbJnLsEimebnFhm+dNcI14wjk6Ae+hgjsFuMEEN7YJu6frVU1aBviAtiKsC6tBhlFNOEcy8BnQGsgEzhahILxWGVVNJHi6o1A7XjPBNeIF52iO1lNojQrveSa48UFYPV3vg7caqA10EeH7sBljGNWEczRA13BPAL4D+oqwPbxWGdVFuD3d61HBnWWCa8QDzlEH7Wt2Alov+gwT3PgibJ6uc9RDqyY1Bk4RYV5YDDGMasJLc58GDAI2oAVsVobXKqO6CaenOxwV3AXompZhRDrdgOloeOMXwGVAzUAudI4E4CVUcLehHq4JbhwSFk/XOWqg9RWS0Qr471a7EYYRODWAF9CKX7XY66zsBnKBs4Avy7rYS3F/HLgJyAb+LMLnVWmwEbmEy9O9ABXcH8Fyy42IJgldgz0fqMP+fzP1gGboptigcsa4ExXcAuAcE9z4JilUA2VluZrAGcCfgL5Ae/TWqwjYgreMkJdXexbkFqf8PiKCL1Q2GEaISQAmA33QTiZlcQjwBjACmLjvE84xArgfEOBiET6oGlONaKHSywtZWa4FcCPaYseh3/5ledA5Pl9CjS+/PKPG1Kk3b1m0qF9rEfIqZYBhVA0OyECL6tcN8Joc4G50KQHnuAh4zRvrKhFeCL2ZRrRRYdHNynIOSAOeRT3aWoFe6/M5fL7EgqSkwreAa1NSZEeFjDCMquPvaBGm8jzc0sgBnkxK4pOiImagd5N3iDAm1AYa0UmFRDcry9UB3gJSCNwLKI096GbEGSkpYpXxjUjhOuBhghdcAIqK2DNpEknDh5MkwqPArVZPwSgmaNH1BHcOGj5TJ0R27Ab+nJIiX4RoPMOoKBcCL1PJz3Z2Nnz3HaubNaND+/bkh8Y0IxYISnS9JYX/oB5uqAS3mJ3AH1JSxGIXjXBxJtruPCSfbRFynOMrYAC67GAYQYeMXYru5IZacEGXKd7MynLhTk024pM/otliAX+2/TksznEI0AtN/mlUGeOM2CFgTzcry7VESzDWC+R8nw/OPVd/fucdSAhMSrOB21NS5KmAzjaM0NAVmAfUL++kL7/8kg0bNtCyZUvatWtHs2bNAh0/D1gHnAz8WilLjagnGK/yFgJMeQT4/nvYsUOPpUsDnqMu8I+sLFcjCLsMozIcBWThx5m45ZZbGDx4MEOGDOGUU07hlFNO4Y033mDPnj2BzFELTQb6xvvXiGMCEt2sLFcLuJIgRHfBgtJ/DoAkys/uMYxQ0RL1cBuisbSlMmnSgAtFegAAFgRJREFUJJ5//nkeeeQRlixZwv3330+NGjVIS0vj1ltvZcWKFYHMVQNoDszHj0dtxDaBZqSdFezA8+dDx457f77yyoAvrY+mTE4Ldk7DCILGqOA2pQznQ0QQEb766it69OjBRRddREJCAp06daJv375MmDCBp59+mh07djB27FgOO+wwf3MmAk2A29HUYCMOCVR0+xLgWi7Ahg2wejVceCGIwJtvwsaN0LJlwHadkJXlXEpKBHTNNGKRuuiSQmvK+RtwzuGco6CggCVLlpCdnU39+uqk9u7dm+bNm9OoUSMyMjJo3LgxTzzxRCBz1wFGAmOAXZV9IUb0Eeia7imUc/t1IPPn67/HH6/Hvo8FQdugrzAM/yQB/wU64Ge5zOfTsiA9e/Zk69atPP3002RnZ5c8365dO2644QbS0tJ48sknmTJlSqA2FKEethGHBCq67YIZdMECSEyE446Drl315yDXdQuAY4K6wjAC4xGgB9qxpFR27NiBz+cjwQu5GTZsGL1792b8+PF8/PHHFBYWlpzbrl07rr/+elq0aMGsWbMoKioKxIYEdI3XiEMCFd2AN9C8TBzatYPcXD3atoVvv9XnAsRRwRRMwyiHFsA1lPPZ2rlzJ/fffz/Tp08vEVfnHA8//DD16tUjPT2dzMxMcnL25jr06tWLwYMHM2/ePHbu3BmIHZuA5ZV6JUbUEqjoBlx+8csvobAQli+HIUP0WLFCH/vqq6Bss86oRqgZ4e+EQw45hKysLB588EHefffdkpCw7t27c88995CQkMDw4cN57rnnWL5cdbOoqIhDDjmE5OSAosGy0WI6tl8RpwS6kbaNAD3P4mWEkSOheDP3119h3Dhd101JCdi2TQGfaRiB0YZylhUKCwtJSkoiOTmZ6dOnc+edd5Kfn8/AgQOpV68e559/PoceeiiPP/44N998M5MnT6Zv377UqFGDF154gXvvvZfGjRuXN/8eYC7waohflxFFBJSRlpXl/g0M9ndeUZFmoSUmwrRp4LytN59PPV6fT7PTEhP9TlkINExJEctXN0LJOLT2c5mbwgsXLuTEE09k9OjRfPDBB6xdu5YxY8YwZMgQGjVqhIiwbds2Jk6cyLRp01i+fDkdO3YkNTWVO+64o7y584Dv0U1p+1zHMYEuL3yCfkuXy/ffw86dcOKJewUXNAX4xBP1uQCz09ab4BpVwGv4+RzXq1ePZ599lrFjx/Lee+/RpUsXRo4cyauvvsqWLVtwztGkSRNGjhzJrFmz+P7775k+fbo/wS1AO1/3wwQ37glUdGcSwBpUcVhY794HP1f8WAChY3nAmwHaZRjBsBB4D8outXjMMcdw9dVXA9C8eXOmT5/OqaeeyujRo3nxxRf57bffSs5t0KABTZs2pUmTJuXNWQRsRj3c7SF4DUaUE0zBm3lo/7MqpbAwqXDRotO6jh49+4eqnsuISxqh7dPbEGC3kz179nDllVcyZcoU7rjjDq655hpatWoVyKUC/I6GqK2qoL1GjBFMwZsH0Z3XKqOwMImvv/5z0q23zs5yjmu9Vu2GEUq2A72BnwhgyQygdu3aTJw4kREjRjBmzBjuuusuNm7cGMilu9BszlUVNdaIPYLxdIsLmPcjiLjdYCgqSthz2WU/Ld2wof0J3kMr0Bz1t6zdiRFi6gKZqBcacA3d9PR05s2bx8KFC0ksf0c4G/1bsW4oxn4E2zmiORrU3aAKbMkGbjr1VHkJOAd4CE3VBF2Lu1WEj6tgXiN+qYn2+vszQSTj5OXlUatWuSsTucDZYO3WjYMJqktDSopsAgYS+h3YHGAq8JJX2Okd4FjgarTocw9gjnNkOke3EM9txC/5wLk+H1P37KHQ79keAQjuZZjgGmUQdGuclBT5BK13m01osmqy0WiFK/etKiZCoQjPA+2Bu9D1sTOBRc7xqnMcGYK5jTjHOXxJSex48kmSgkhTL4sctCzp25UeyYhZKtSCHSAryx2LfriSqVidhEI0POxm4Hl/ZRydoym6vnsdWiwkH3gaeFCELRWY3zBwjruBfwAFc+cysU8f0qjY5zkHeADdcDaMMqmw6AJkZbkk4A7gNtTrDaTmbj5ay+EzYHhKiqwOZk7naAvcD1zsPbQTGAuMF6na6AojtnCOa9Evbh9wgQhvA1d4jwXTfDUbeAGtk2sY5VIp0S0mK8vVAS5AUyw7ox6soMsXgn6oDwG2oEsJGSkp8ktl5nSO49HNtjO8hzYC9wIviwS+PmfEJ85xEZqh5oCrRHhhn6cHe88F4vHmAP9GO2VbhI3hl5CI7r543m8noCPqLRQAvwHfpKTIjpBOBjhHP9TT7e499BPqfU+3MDOjNJxjAPAuWvDpdhHGlnLaqWgmZt1yhspFO1AMAvuiNwIj5KIbDpwjATgfXVM7ynv4czTM7NMqmDIBbdudDfyCpnoaUYBznAy8jzoEj4hwazmnd/fOrc/BRcez0R5rZ6N3doYREEFHL0QiIvhEeBNd2rgezXXvDXziHDOc49gQTeXQpoK/A58Ci1BvZyZYKFuk44UbzkIF9yV0L6I8vkZDF19G/593oFE024AbgL9ggmsESUx4ugfiHPXRqIhb0NtDHzAR+LsIays6LDAeGM7Ba30+9I8v05t3VQXnMKoI52iPeqYtgHfQjbNglgQao8k6OWimZG7IjTTigpgU3WKcowVwN5pkkYTm2j8JjBFhW5DDXQY8Q/lrfAXoUsMrwD1goWyRgHMcjkbLHAl8BPxFxDxUIzzEtOgW43k5DwBDvYe2o/GUT4kE5LHUB9YCDQOccg/q/Y4FHqOKCwUZZeMcTdB60McCXwH9RKz1uRE+YmJN1x8irBDhAuBE4GO0vN/DwDLnuMI5/PWyuJXgurfWRpcgbgPWoc0QA22NZIQI56iLFmk6FvgBSDXBNcJNXHi6++IcDuiPeqHFm1/foxtk/yklzKwFGqFQme7Eu9FNmBvQmM74etPDgHPUAmag/9drgD+JsC68VhlGnHi6++IV1JkNnABcgm56HYtGIMx1jpMOuOSf4NcT9kc9oBUwCfgf0KeS4xnl4N25vIoK7mbgdBNcI1KIO0/3QDyPaARaVOdQ7+F3gL+JUAR8R4ApocXdZAMgB62zegOwJFibjbLx7mQmAFehKeIpIiwKr1WGsZe4F91inKMhMBoYhYps0Zdfsq5HD1o5V/56bEFBAc888wzffvstPp+Pe+65h3bt2vmbsjjMbAa6Zrym8q/CcI4H0YzEPcAZInwSZpMMYz/ibnmhLETYIcJdaCnJ53v0gGOPpY0/wV26dClpaWmMHDmSdevWsXbtWk488URmzZrlb8oEVNzPBX5Eoylqh+ClxC3OcQsquEXAUBNcIyIRb5HTjv0Ot3u3fFtUJH557LHHJDExUZ5++mkREdm0aZP06tVLzj//fP8X70+2iHwmIrUi4PVH3QEyDES845Jw22OHHWUdtrxQOv3Rdd3yEiEA7RS7YMECTj311JLHUlJS+PXXX1mwYAGNGzemqKiIjRs30rp1a3/D5QIfogVUjABxjnPRtjsJwI0iPBlmkwyjTGx54WAS0HqqfgUXtFNsnz57gxEWLVrE/Pnzad68OY0bN2bGjBkMGDCAgQMH0rlzZ6ZMmVLecHVQwT+8EvbHFV6VuSno/9t9JrhGpGMB+wdzEXCYv5N8Ph8JCfqdVdwVdu7cudx4440UFhaSlpbG22+/TVpaGocffjgjRoxg+/btXHfddRQWFnLppZeWNXQBKrz/CsWLiWWcoycwHW0w+RRwX3gtMgz/2PLC/tRCowiaB3Lyzp07WbBgAVlZWXz00Ud88803NGnShFGjRnH00Udz1VVXcfzxx/Pkk0/SuXNn8vPzOfPMM0lMTCQzM7Os8LKdwDBgWuheVuzhHJ3QSm+HogXHLxPBF16rDMM/5unuz1UEsKywfPlyXnvtNSZOnMiaNWs49NBD6d27N2PGjGHIkCHs2rWL9PR06tWrx3333Ufnzp0BqFmzJg0aNGDVqlXs3r2bRo0alTZ8IppAYZSBc7RBu+0eiqb5XmGCa0QLJrp7cWiCRLmiu3TpUgYMGEBOTg5paWn079+fXr160ahRIxITE/H5fIwbN45PP/2Uxx57jJ49e5Zcu2bNGtavXw9AvXpltpPbAiwPySuKQZyjOSq4rdBSjUNFKAivVYYROCa6e2kJNPB30uzZs1mzZg09e/bk5ptv5ogjjtjv+e3btzNr1iy6dOnCoEGDqFmzZslzixcvZunSpVxzzTUkJSVp+Ihz+16+G/gbVpuhVLwElveAo4FvgYEi5ITXKsMIDote2EsXAugCMHLkSBYsWEBeXh6dOnVi1KhRrF69muK18a1bt/LJJ59w1lln0apVq5LrNm/ezKxZs3DOce655wIcKLigzTXfCNHriSmcow6avXc8WkT8DBG2h9cqwwgeE929/EqAnn+vXr1YvHgxEydOZNq0afTs2ZO///3vAHz99dckJCTQuXNnatfem2A2d+5cpk6dyqBBg+jQoUNpw2YD14GtTR6Ic9RAu0j3ATagBWx+C69VhlExTHT38j+CbMEyZMgQVq9ezW233cbixYsBSpIh2rRpU3LeF198wbhx46hduzbXX389zZo1O3AoQQvrfFCpVxCDeE1HXwIGor3p+otYOyQjigl3SlyEHf1F03ErzIoVK6Rr165y++23y5YtW2TlypVy0kkniXNOXnzxxbIuyxGR7hHw+iPqAHEgT3ipvbtBeoXbJjvsqOwRdgMi8DhHVHgLpIJkZGRInTp15JhjjpH69etL8+bN5dFHHy313Px8kYULZQVI0wh47RF1gNztCW4+yOnhtscOO0JxWHJE6RwJZAD90MpfB+14+WPjxo1MmjSJFi1a0Lt3bzp06EBCQoK+6ftsoOXkQJcusHIlO9EWQk+IWE8157gWTcf2oZ173w6zSYYREkx0y6cnml56LAHWYgiSvLVrmZWcTF3gTO+xjcC9wMsSXIvwmME50oDJ6JfdVSK8EGaTDCNkmOj6p7in2tNov7QysxoqQA7QFtjkHKehnm5377llaG3Yf4vET9yucwwA3kUjSW4XYWyYTTKMkGLRC/4RYDbQAW3rs5nQtFTPQduzbwIQYQ7arfgC4GdvvmnAAufio6eac5yMvuYk4BETXCMWMU83eGoB16NLAIkE2D+tFLYDR6BZaPvhHDWBvwJ/Z2/xnVnAHSKx2VPNOboBc4GGaIjYlfHk4Rvxg3m6wZOHeqit0fXeXCA/yDF2A3dSiuACiJAvwjPAUai47wbOAr5zjlecI7lipkcmztEevZtoiHq6V5vgGrGKebqV53BgDHAeWtc1kHbt64B2EFihFudogRbjuQa99c4DngTGiPB7BWyOGJwrKVxzJNo14ywR/+nYhhGtmOiGjmOAJ4BT0CWHssLMcoC/AFnBTuB5hP9E131BlygeAjJEgsumiwScownwCRod8iXQT6R0798wYgUT3dBzEhrp0AE4hL3i60Pbgl+MdjuoMM7RAxgLnOY9tA64B5gkQlFlxq4unKMe6tn2ApYCfUTYGl6rDKPqMdGtGhxanOX/gB5AEyATeA5YGJIJHA44HRXfP3gPf4+Gmc2K5DVR56gFzETtXw38SYT14bXKMKoHE90oxysIcxG67HCk9/A84DYR5ofLrrJwjkS0keT5aLjcySJWtN2IH0x0YwTPe7wGuBttYwO6jHGHCD+GYo70TBKArqj3fjIaXVETjeD4HlgAfJmRyrIybHSot38l2gsuRYRFobDNMKIFE90Yw+uucAswCl1T9qFxr/eKsKEiY6Zn0hi43Bu3Abp8cmBatKChbYnoksFYYGpG6t4NPud4CLgdXdvuL8KnFbHHMKIZE90YxTlaoskVf0WFMBcYBzwswo5AxkjPxAFpwLNoTHcw9Sd2o5l7F2akkuUctwCPAEXAYBFmBTGWYcQMJroxjnN0BB4AhngP/Y6u/z5TXjxseiYNgLeAP1G5Yj+5vy3jy7dH0Ve0J8YlIrxWifEMI6ox0Y0TnKM3WlDnFO+h1WjCxetyQPtybznhMzSBo1Zl5y7YAxuWQOaD3FSQy/jKjmcY0YyJbhzhbWQNQDPoungPf4uus84WQdIzqYUmKnQkBIJbTFEhBYlJzADOz0iN3HA2w6hqrPZCHOEVrv8PGtd7BZpU0Q2NIf7IOXoC9wPtCaHgAiQmUQOtGZwWynENI9owTzeO8dqaXwf8DWjc/GgY8ihFiTX8148o2JPDl6/dy7Ks19mzcwtN2hzLiRffS9teA/1duhvokJHKxsq/AsOIPszTjWNEyBXhUTTedmyfEfgSEv0Lrq+okJn3pLL434/Rtvcg/jj8EZJq1uE//zibFfOm+bu8FhpLbBhxiXm6BgDpmXQQ4VvnqO3v3O9mPsUnz6Zz0hVj6H7+bQAUFeTz6l/bk5CYxGUv/+JviBygeUaq9YIz4g/zdI1irvVSdP2ydPZLJNasTbdBN5Q8llijJkeeeBY7f13Jjo0/+xvCBwytuKmGEb0khdsAI2I4E6jh76T83N1sWfktLTqcSFKt/ZtmtDouhdztm/AV+S10Vs+b75WKGmsY0YqJrkF6JjXQmFy/7Px1JYhQr9kRBz13dJ+hHN0nYAe2V+AWGkbsYMsLBsDRaD0EvxTk7gIgqWZFW8OV0Do90770jfjDRNcAvd33+T0LcAn6kfEVFR70XM72TWz+eTEFewLaHxMq3tTTMKIWE10DCDxDrE7DZgDs2bH5oOf+N+sZ3kw/nt/XLA10uICE3jBiCRNdA2AbAa7vNzisHbXqNWLzL4s5MNxw16bVANRr2jrQeaOur5thVBYTXQPgFwIUXeccHfqmsWfnFn6a82rJ43m7t7P6q//Q+IhO1G3SMpChfs5INU/XiD9sI8MgIxVfeiY/onUY/NLrsvtZs+h95oy/ki0rv6Ne09Ys+e8E9uzaymk3vhjotJ9V2GDDiGJMdI1i3kE7GPvd3KpdvwnnPbaALybfw7KPJ5O3eztN23Zj4D8yST6hfyBz7QIrYm7EJ5YGbACQnslhwErwnwYcAn4HWmSkcnAIhGHEOLamawCQkcqvwGyociHMBTJMcI14xUTX2JcboewWPiFiB9orzTDiEhNdo4SMVFajHX+rqvpXLtqo0qqLGXGLia5xIM8B76PlF0NJNvBwRipzQzyuYUQVJrrGfnj9yy4A5hA64c0BngHuC9F4hhG1WPSCUSrpmSSirdtvQCMaXAWGKQTygZsyUnkhhOYZRtRiomuUS3om3YE3gMOAugQmvkXohtwi4GJvrdgwDEx0jQBIz8QBp6GbbP3QDbEa7J9IsRstnFMTeBt4PCOVb6rZVMOIeEx0jaBIz6QO0BXoARyBLj3kACuAr4GlGakUhM9Cw4hsTHQNwzCqEYteMAzDqEZMdA3DMKoRE13DMIxqxETXMAyjGjHRNQzDqEZMdA3DMKoRE13DMIxqxETXMAyjGjHRNQzDqEZMdA3DMKoRE13DMIxqxETXMAyjGjHRNQzDqEb+H5TzUEOMfcH0AAAAAElFTkSuQmCC\n", | |
| 82 | "text/plain": [ | |
| 83 | "<Figure size 432x576 with 1 Axes>" | |
| 84 | ] | |
| 85 | }, | |
| 86 | "metadata": {}, | |
| 87 | "output_type": "display_data" | |
| 88 | } | |
| 89 | ], | |
| 76 | "execution_count": null, | |
| 77 | "metadata": {}, | |
| 78 | "outputs": [], | |
| 90 | 79 | "source": [ |
| 91 | 80 | "# 定义节点列表\n", |
| 92 | 81 | "node_list = ['A', 'B', 'C', 'D', 'E', 'F', 'G']\n", |
| 155 | 144 | }, |
| 156 | 145 | { |
| 157 | 146 | "cell_type": "code", |
| 158 | "execution_count": 3, | |
| 159 | "metadata": {}, | |
| 160 | "outputs": [ | |
| 161 | { | |
| 162 | "data": { | |
| 163 | "image/png": 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\n", | |
| 164 | "text/plain": [ | |
| 165 | "<Figure size 432x576 with 1 Axes>" | |
| 166 | ] | |
| 167 | }, | |
| 168 | "metadata": {}, | |
| 169 | "output_type": "display_data" | |
| 170 | } | |
| 171 | ], | |
| 147 | "execution_count": null, | |
| 148 | "metadata": {}, | |
| 149 | "outputs": [], | |
| 172 | 150 | "source": [ |
| 173 | 151 | "g.show_graph(this_path=\"ABDG\")" |
| 174 | 152 | ] |
| 216 | 194 | }, |
| 217 | 195 | { |
| 218 | 196 | "cell_type": "code", |
| 219 | "execution_count": 4, | |
| 220 | "metadata": {}, | |
| 221 | "outputs": [ | |
| 222 | { | |
| 223 | "data": { | |
| 224 | "image/png": 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\n", | |
| 225 | "text/plain": [ | |
| 226 | "<Figure size 1080x324 with 1 Axes>" | |
| 227 | ] | |
| 228 | }, | |
| 229 | "metadata": { | |
| 230 | "needs_background": "light" | |
| 231 | }, | |
| 232 | "output_type": "display_data" | |
| 233 | } | |
| 234 | ], | |
| 197 | "execution_count": null, | |
| 198 | "metadata": {}, | |
| 199 | "outputs": [], | |
| 235 | 200 | "source": [ |
| 236 | 201 | "# 查看搜索树\n", |
| 237 | 202 | "g.show_search_tree()" |
| 267 | 232 | }, |
| 268 | 233 | { |
| 269 | 234 | "cell_type": "code", |
| 270 | "execution_count": 5, | |
| 271 | "metadata": {}, | |
| 272 | "outputs": [ | |
| 273 | { | |
| 274 | "data": { | |
| 275 | "image/png": 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AZRa9UWUpMAYYI0JjLGW9D5ZqfBmQK8JbWI/dG6r8mrwmO+ecSxbvmQujqlvCen3uF5unbAlBSp6IvBHcVV8arFsmIiuBxuFjlIKxOW9h6VcLRaSPWOXBq0VkDnbR8D/gMCwV6y7gPOykeleoDYlqD1ay/00sHbIh1nMwFUs3C128rsUCy9AyAquOGW5/4Kmwn08UkQuD13EJcDfQSVXfV9UcVT0EOBMb70UQyLXAAsh5QZvCzcQuqookYp457G70DMrnauxu9HsSVBENNMM+81HHMqnqGlWdraqby3mcbYhIKyxN692gR/IdrBelVcSm92G9tCdgF4/dCHpSSxHeGxm6YAz1qvbC3p/QEl7VsUYRmzR+o4iE0hrTRORSsUm+O1Z0f6p6Xag3OaxXeS4WbLWMXBdKPy6Hv2Cf1X+LjbcL15zYn7E/gs/YulL2vQkrevMY8P9EZFBohYhcgvUYDcd+z4OBAeHbuChEdkfkSkSmYd91L2EB3avYd1QTVM9A9ak4Ajmys3U51pMca2qYRMkFrs3Orth4TFV+V+UFVc7GbmidivXmHgH8E1gtQo4IN4iwT8Jb7ZxzLmm8Zy62GyN7wrApBdYCx6nqMhG5HhgY6nEL83fsov4QbCLtPGAANlXBrtjFdwY2TudJVb1HRP4RbBtrsHrc7VHVl4Pn7YWlJD6nqsVFHiSoWqmqecHPDYFDVHVmRBu2BkvIwdjcc1dgQd5GrPpeeOCRClykqrcGx1gVXJC+BkyK2P+pwb/5WJD7T6yX7dfg9caqpllMRA7BxkXdgo2z209EjlQrQtIy2KzCE/2W02nBv/ex7RjI09i2UukyLanwOTMIOAeJyOPETvcLVU78lZIxU/WDfz/AgsOW2Ptak23GbiLkY0FrBjY1QSYWwIB1RtYPe04mUXrURGQEdoG9zcPY32AuNmVItDa0idHjG9pvS+wz/yyWvnahiBygqrliE9tnsgOfseCzOh3rse8K3CFWKEiAh4CJqnpvsPlMEWkN3CMiT0XrRdwp2S/2QErGj4UqwX4PjMVunH1E2DjhBJiAZT5cxvY3whIhF3giO1uf2ZGdqLIFu9n4lghXYzfj+mLv04PAgyJ8Rck4u3k+zs4556ov75mL7amwcWgXAgSpXe+EfsYqEL4U5bljsbSbrsAuqpoVjAu7CThQVadilQj7AJ+JyKfY+LOXVPXzJLQnJBQs3SVWoY+gB+kbrEpeSC+siuJFlO4fqnqZqhYFPYFbsOqA4dMlLCUipU1VX4zW+6WqnwfLN5SkQn6nqgtU9UtV/aq0xgTpc09gKYljsACqC3ZxBfaeQ/Imee6Ftbtr2LKM2FMUhIRS7vYtZZvOWDD7edCrswZoB6Cq64PgsMonSBeR80TkERH5u8Qx511YT3To302q2lpVm6nq08FjewIbwpaxRC8gk4oVRgnNIbc3ltZ7q6rWx3rQLg1bfw4WNMccfxektI7Hbi7cgd1waIb9bUOcnzERaSIiX4nIpRGrFmOVN5tixU8aBo9FblM3aMfOSyQNkeMReRArKvUl9jtS7AbbQUA7VP+K6swEB3JkZ6tiPaVPkPgeutxgv4MTudNgnN1cVW5S5WDsO2gwdtPo/2FjAX8SYbwIp4iQWdr+nHPOVT4P5mIbEBaQTAQai00lMA4YLiJ3AG2xC7ttqOr/ggILc4Pn9RWRU1S1IJT+qKqPAm2win2/Ah2S1R4ovgi9BngduwD+TETOUbugmQNcL1ZWH+yi9lvKUepcRBoH4wMhdjGVpI/hCsYJTsQCqMtVdUNQTGIyJb1aLbALu5VJOH4mli75jqrODS1YSmk3CZtHL4pOwb9Re3PE5kjrDUxX1dDYuanAgbJtsZbDd+hF7KCgV/QgVf0LdoMgWXOfbTdpeBCMRSr+PAaB5ZPY2Mu7godPBaaIFREpplGKXAT7EGyakT7AMFVdpqrfYRfZuwSbhYK5ivbM/Y5Np9Et4vEOWNrlr8Hv/g9KqiyGdMZ6MpezsxGph8iZWLbCKmyalauxCpRXAnugegSqd6H6Napl9u7viLCAbhDWg76jRVEKgv0Mys7WG4L9J40qP6jykCrZ2M2Bi7A0/QuwtPg1IrwownkiNCplV8455yqJp1nG1llsYuaDsGp2LYDFqnq9iLyA3el9JOziGgARqQfcg6X4dKQkkBgNvCU2bcAM7MT4T1V9ByuPXlYvRlztCXM1Vub9AuyO9SvAYBGZjAWAZwPHiMgP2ED5gRq9wiYisj+WAjcau9jsjY0DrOiFhgT7Syeosqml3C0P0kEbqerKiMcbY9UgTwRuVtXXw1b3C+vt2R1YU8rraordmf4ijnFz2Vhq1XsRj7+HjSfMpmS6gL1E5EgsADgJS8FdgI3jahW2zXHYhfowrNjJ1WH7HYmVQ39DRIZi6Yh3UbVaYtUAwcZJ/jkB+xQR6YJN9RFtmonyui9ozwSsZ7ol9l5vBR4TkQ/LaEQdbIqCc4CnVHVs2OrrIj5jEKNnTkR2wf4OF4aPm1PVQhEZCwwVkW+wC+heWKr2XWGf2THYOLrvsUnjjwYuBsaW9rdTq9jNo95YUN0dK9b0O1bAaArwFqobqqp5QcD1TE6OvI2l4h5OjFTgUhRiGQ2fAP9X0TFyiRAURJkITAwqX3bD3vMzsL+lrSK8T8l8drEKSznnnEsmDfIsfFGwSXt/w4KSrViBkCexYh1vY4FZOtYrsjHY5mFgv4j9LMPKnY/HUiAPAFKCdXthhQ1+w3oO3sXGeKUmsT3ZWJrOY2GP1cPKnqdhQdU+weO3YXf407GLjwbB402xFE4Nll+xXop9w/a5HrsI2Rq2KBZQRXu/p2Jl1/uG7besZV3EPs7AUqoUuL2U3206doE8v5RtLg72c1Acn51/BM9tGfH47sHj/wh+9+GvJR8bw/Mw0Dzs8xG+/gfsAr5llGMeiKXZ5mEplkOD9zy7iv5+0rGxkzcD/wFaV/D5GcANwWufgwVvivW4vIMFN1dgf1+NIpbG2A2OtLD9jcSCJrBKq2uwC88R2MXoEVhP7r+wQLQ7QaZnRLuOxapQKhYMpsRovwSv+7dSXmN2sJ/To6xLwXrPv8H+Xr/GqmymhG2TFvyeF2I9dt8G73dGVfzOK22BDgrDFD5SKFJQhSUKDyucqDZPZtW3M8oyYwZdZszghRkz2DxjButmzCB/xgw0ypIfrN8cbN+lqtsebQFNAT0S9B7QBfarUAX9DPRW0ENBparb6YsvvviysyyimtSsjRpFRDphwdcMrLz8+uDxCVixib9jAdr+2AVed2zAeF3gFlW9Pdh+L1VdUsaxsrAUlmHYBfx3wAEa1muUwPY8h6VmHa5BYYeggES57l6raqjgxDqsB2k08IJG9F6JyEagr1pvY+ixJVhKWvhcWaF17wRtuABL6cln2wIrkdKxi7Yfguffil2Y52Nz9T0V+QQReQxLp9sVe88eUdWrI7dziRP0ev2iMdIVy3juN1iv1ntY1cnPNaygj4hch33+YmmnlvqIiNyNzfHYIej9LVQrLhJ5zExs+oJs7O8mNWzdxViPnGKftTs04ktTRG7GelcbYoHlVFUta5ykK41lKhxJSQGT9sGa+ZQU5vgfNegElpMjjbDX1AX7rO2O9dhtwT7zOdhnfnZ2dqnVTqsVEdpT8ns6GrupsQwrxjQFeF+10ubgc865nY4Hc+UQBE9NsPFmA4E/q+qPwbqWWJW98aoac+6oUvadDlwO7K6qkfORJaQ9wVif5qq6Kmwfgl1M5BF9TFsq1lOQqarLg+d0B96NvJgN22c+cFqUYO4WVd1uUmOxedg2xnvhKyIZ2JjBsar6RYxtzsbmAlsKfIjN1/d7tG1d1RMRifX5KuN5KVjPXn4oYBORB4BeqlrqeNTgb2EpNmbtc1U9NGLdg8Brqhp1agwROQLrKf8JS4sboaqeclZRdoOrOxYU9MZu8GzFbmZNAV5D9aeqa6AriwjNsKrMfbDhAHWwjI1QCuybqja3aDWQhmWc7IKNo64u7XLOuQrxYK6C4r3YTJbq1B4RaQKs1xhj0pyrrsQmvgf4nwZTdNQiDbGe6XzsorX6lJm374zwi/+62EX1VOzifxpBRoKrWUSoixX4CgXnTbCCLu8RBOeqSZsmpixnYDf5GmE3MzOx4QWvYfOxzqKUqrbOOVedeDDnnHO1i2DFl84CzsWq5uZjPRErsHF4b1dd66QtJWl5x2AZAKEL6VeB9wmq/rraQYRU4ChK5rNrG6yaS0na7FeqFS6iFY8eWJXjulHWFWLjVTOxsen/xuZ8XEDFC3w551yl8GDOOedqvjTgOKA/0A+7UA1Nuh5pE3ACdiGdfJYC25WSAO6AYM3/KLmQn1+Txr+5+Ikg2Djv0OfhiGDVj5R8Hmapljp+Ol5Z2Hi+aFOZRLMZ68kOTbT+Kla07NcktM055+LiwZxzztVMqVgvw0CsyM9WrEpteUrgL8cKLyVnDkibyuEkSlLsWgbHmknJ+LcdmWrC1RIitKRkqoluWK/Yb9g4u1eB6apsTNDh/oQVNGoQ5/P/wMYB/oD17k3FKu/60ALnXJXxYM4552qePbG5IvfDAjip4PM3YD140xPWIpvvsRd2UX4qVj12Izan5hRgKqq/Jex4rtYRoT5wCvYZOh2bcmQLNjXJFOB1VVbF3kOZ/oXNqZoIW7Fe7gxsjN1TWFpmcm6QOOdcDB7MOedczdIAWIJV4UuLcx+KTWh90Q61RGQvStLljsd6BVdRMv5tBrWvoIyrBCLFqcOhz9delMxBGUrHXFiBcXaC9fg1SnhjzUZsiqH+wb/OOVcpPJhzzrmaZQQ2cXi0Ag4VsR6rcln+6pY2VUNnSi6wOwZrvqHkAvtToszn51y8gnF2B1PyuTssWLWYks/dx6ql9oodBMzGerK3oarBR3uHFWFFhvbFUy+dc5XEgznnnKtZcrACJmUqKioiJSUl1uoNWOn4OaXuxOZzzMYuos8AWmEXrR8SupAOJmp3rjKI0Ar7LPYBTsSK/azBphV4FXhHlU0RT/srcAc25i2q5557junTp9OpUycuuOACmjZtGk/zcoHrsLRL55xLuphneeecc9VStAqVxdavX8/999/PiSeeyLBhw1iwYEGsQpFZWEGI7Yk0ROQcRCZhF8lvAZdgFTAvAVqgejyqD3gg5yqbKstVeUSVU7CJv8/BxtWdhd1gWCvCqyJcIkIoIutHjEBuy5Yt3HTTTVx++eXk5uby1FNPMWDAAPLySjKEK3Djux42ltU55yqFB3POOVezLCpt5ZgxY5g4cSLHHXccOTk5XHjhhbz77rvRNk3DLoKNSGtErkZkOhbATcKqC/4H6wXZDdUzUZ2A6ppEvRjndoQq61V5UZXzgGZYhdensXTgp4FV9evz4datdI21jylTpjBhwgRuueUWXn75Ze666y7efvttpk6dCsB3333Hddddx9FHH83NN9/MqlVl1mDZJSEvzjnnysGDOeecq1newEqkb2fRokVMmjSJPn36cNttt/H000/TsmVLxo4dG31PRUVNyc4ejcg8bP6tsdgk46OBY4GWqA5A9XVUNyfl1TiXIKrkq/K2Ktdgn+PDgDtOPpkWubmxp+xYtmwZXbp0oX///gDsscceNGvWjDVr1rBo0SL69OnD9OnTOfHEE5k8eTJ33nlnac3YDHydwJflnHOlircSmnPOuarxFjYX13ZEhDVr1nDUUUcBcPDBB9OsWTO+++478vLyqFMnIstsy5Y6dO16Le+/PxsYjo1/W5jc5juXfEGVy/nB0liVvxBjDsYbb7yRq6++mrQ0uyT68ssvWb16Nc2bN+eWW26hSZMmPPTQQ3Tu3Jn69evzyCOPcOmll3LooYdG210RMCM5r8o557bnPXPOOVezbAA+jbaiffv2ZGZmMmnSJNauXQvAt99+S9++falTp872436ysuDOO79B9WhU7/VAztVSZ4jE7plTVbKyskhPT2ft2rWMGzeOPffck8LCQl599VVuuOEGOnfuDEC3bt3YtGkTGzZsKH5uhAK8Z845V4k8mHPOuZrnOaxq3nbuuusufvrpJ3r06MFuu+3GF198wQ8//MDSpUujl1/PyGgHxFW2z7kaYA+geayVRUVFxX/7pfSoAAAgAElEQVQXM2bMoGfPnqxZs4ZbbrmFWbNm0ahRI/r27Vu8fUZGBr///ntxL3eUv6m3oNxz3znn3A7zYM4552qe14mRJn/BBRdw++238/vvv3Prrbfy6KOPMmfOHHr37r1Ndb4w+cDpyWysc1XoZGBrtBWhqTtWrFjBgAEDOP3002nYsCGvv/463bp1Y9q0aZxyyikA5OfnAzYuNSsrqzglM8IGrJqmc85VGg/mnHOu5vkZ1R9jrbzjjjvo1asXV1xxBeeeey4TJkxg+fLlTJgwIdrm9YHzk9VQ56rYmdhnfDspKSl88MEHHHHEEcyYMYMnnniC6dOn07FjR5YsWcKSJUvo3bv3Ns958803ad26NQ0aNIi2y0xsigTnnKs0Hsw551xNIVIPkb6IPMNtt+1JlJ62wsJCfvjhB1q3bk1Ghk1J16ZNG4444gjeeuutWHs+FqibtHY7VzVSgJNirXz33XcZOHAgxxxzDAsWLOC8884rXrd582by8/Pp2LEjAOnp6QBMnz6do48+mubNo2ZuLsWm9XDOuUrjwZxzzlVnIs0QGYDIa8BaYDLQl3femUFa2pbIzYuKijjssMOYPHly8WPr1q1j5cqV7LbbbrGOsgXonoTWO1eVDibG+LXNmzczcuRIFi9eTI8ePVi3bh0bN24sHgO3adMmGjVqRFFREWBj42bMmMHKlSvp1asXu+yy7VRyBQXw1FNkiHCNCHsm92U551wJD+acc666EdkPkaGIfAisAp4EDgGewIKuZnzwQW/S0n6PfGp6ejpXXHEFn376KQMGDCAnJ4cJEyawbt06Bg4cGOuIDYDesVY6V0MdGGtFRkYGN954Iz169OD666+nTZs2nHLKKQwePJjffvuNtLQ0srKy+PprK0y5atUqxo4dS+fOneneffv7Hlu3suXf/0aAMcBSEeaLMEKETiJEqTzknHOJIVHK6jrnnKtMIinAkUCfYNkvWPMZVlBhCvBFlDro/4Do82c98MADvPLKK3z33XdkZWUxdOhQBg4cWJx6GcVcoOuOvxjnqo3+2I2QXcracP78+fz73//mxRdf5IUXXuDQQw+le/futG7dmhtvvJE77riDefPmMWbMGM4444xou8gDGoqwNyV/x0cBgqVfvga8CnygSkGCXp9zznkw55xzVUIkC+iGXfT1xsqnbwVysODtNVSXlbGX44H/Yj1r21mzZg25ubnstdde5WnRx8DR5dnQuRriKGA6MQqglOWtt97i+uuv5+eff6Zdu3YMGzaMvn37Fo+fi5ADnBj+gAjNsUqxfbCqmnWAdcAb2N/4m6psiKdtzjkX4sGcc85VFpEmQC/s4u4UrOjIBmAadnE3FdV1FdhjGvA7cV6shskHJgBX7OB+nKtOBLtJ0ZUdGFayatUqCgoKaN26daxNNgHDgLExGyLUwwK60M2b3bC/u/cIbt6o8nO8bXTO7bw8mHPOuWQS2ZeStKtjsYvKFVja1RQgB9XtCplUwItYOtmOjMvZBLQDv5h0tU4b7G9tX6DejuxIVaNNEg7299MJWFye/YiQivWC9wH6Bm0D+JSStOqvVX3ycedc2TyYc865RLLxb10oCeBCRRi+pORCbV6U8W/xOgN4jhiplmXYjPUMngl8lKD2OFfdpAKXAoOw8ah52N9LogqTrMHSpCv8Nx0URzmAku+Lw4NVP1DyffGhavSJz51zzoM555zbUSKZ2HiZPlhwtTtQCHxAyfi3H5J09HRgJZa2VR65WHrmEuBxrEDEH0lpmXPVTyNsrOoZwGlYqrMAWXHurxBLUY5ZKrYiRNgdS8Psg7UzA/gVGxs7BZiuSm4ijuWcqx08mHPOuXiINMYuBvsAp2J3+nOBNykZ//ZrJbXmZKxSXqyJv/8AMrGKlc9haWeeUul2doKlF/cA+gFHYOPY6hGlQmwMm4BsLEUysY0TGmBja/tgY20bY72K72DfMa+rsjrRx3XO1SwezDnnXHmJtKEkHep4rIdrNSXj395FNa+KWncp8CB2garY2LxU4C1gUvCv98A5F1sGNpbtNCz1uDUW3MVKYc7Dbo5cluyGiZCOjbkNjbNrg/2dzyZIx1RlYbLb4ZyrfjyYc865WKzawaGUBHCHBGsWUDKe5RNUi6qmgdupj43XywB+Az4HH2vjXJyaAt2xwO5kLKU59PeUATwPXIf1zlWaYJxdR0q+lzoHq76l5HtptiqFldku51zV8GDOOefCiWQAJ1Ay/q01dgf8Q0IXSqrlqlrnnKs1QimZ7bF06h+wycCrnAitse+qPtjY3TTgF0rG2b2tyuaqa6FzLpk8mHPOOZFdgJ7YxdBpQEOs0uN07GLov6iuqboGOudc2URoyLbfZbtgPYfF32WqrK26FjrnEs2DOedc+Yk0Ao7CUvlOAPbA0o3ysbnT3seKbHxcwcmvK59IK7a9m50OrAVeJ7ibjWqlpk8551yiiBDKMuiLfde1AooIyzJQ5buqa2H5DJpGuc87Y3pSvc87ziWBB3POubKJdAH+il0UbMGqJqZH2bIAuwuciVVXfADVuZXVzFLZ+LeDKRlncliwZjEl40w+RtXHmTjnapVgnF1nSr7/OgarvqHk++9TVarL+F8GTSPu886YnlSP845zlcCDOedcbNZ79RzQFTtRlrdcN9j8S1uAT4ALUF2e+AaWQSQNOI6S8W97B2uKK8ABCxM4gbdzzlV7IuxNSWbC8dh3+0pKMhPeU6VKKvMOmkbCzjtjelL55x3nKpkHc8657Vkv1sXAGCydJdrd0PIqwNJhBgETkh44idSnZG6m07G5mbYQNjcTqquS2gbnnKshRNiVbefMrA9sJGzOTFV+S3Y7Bk0jaeedMT3xi11Xa3kw55zblgVyD2JzJ9VL4J5zgSeAwQkP6ERaAr2xi5Fu2N3c34A3sLSb6ahuTOgxnXOulhGhDjaGODTOrgXW2zWTknF2SxJ93CCQS+p5xwM6V1t5MOecK5G8QC7ETqyqN+zQXqyd+1My/uOIYM2PlKRPzkLV51hzzrk4iJCCpTqGvmcPCFb9j5Lv2fmqOxYkJTGQC8kFnhjTkx077zhXTXkw55wrIXIJluKSjBNqSC4wCNVnKvQskVTgaEouLNoGa+ZScmHxlY9/c865xBOhLSXfv8cAKcBy4DXs+zdHlfyK7nfQNCrtvDOmJxU77zhXA3gw55wzVuxkIck9oYZsBDqguqKMNtUFTsYuHnoDTbCxEO9RMv7NB7g751wlEqEp0Av7bj4FyAL+AKZi383TVFlf1n6CYieVet4Z05PSzzvO1TBpVd0A51y18Rw26LwyZAbHO3G7NSLNsMIlfbBALgtYj10kvAq8ieofldRO55xzEVRZA0wAJoiQBXSnpGrwOUCBCDlYYPeaKj/F2FX1OO84V4N5z5xzDkS6AjnYPD6VZRNwAqpzEWlPSfrO0YAAP1GSPjkT1Qqn7zjnnKs8IqQCR1Lyfd4+WDWfku/z/6mig6ZRZecdn4fO1SYezDnnQGQS0J+Kzeezo4qw9JoUoEPw2OeUnPA/9/FvzjlXc4nQgZLA7kjsRt0S4LULJ3Bwg6YcHwSAlaUQeGlMT86rxGM6l1QezDm3sxNphE0WW6e8T8mhJE9FgN2BC4A7scisgt4HXgZeQ3VpxZ/unHOuuhOhOcEUMhn1OPnS58hMy6zYPrSoiI//+Xe+eesJUlLT6NDtIo648A5S0yo0JV0e0HJMT9ZV7OjOVU8+Zs45dxQ2qXa5g7mQ5dio9QXYpERtgCsrtos/gHtQfbOix3bOOVdzqLIaeBJ48tLn6SupPE8FUyznPDeChe/+k9NumkxGvUZMu/NPZDbYlcP6D6vIbrZgvYR+3nG1Qhw30Z1ztUwX4qwk1hBohEWDxwMfV3wXWcHxnXPO7STq7crBqWkVK3yyNT+PL6aM5uhL7mX3g46jyd4Hc0ifa1nwdoVnG6iLn3dcLeLBnHPuBHawl34J8CHQqeJPTQeyd+TYzjnnapwKn3fWfDefgs0b2ePgE4of2/3A49iz8ykVPbafd1yt4mmWzrk94n1iq+Df9djo9mvj283u8R7fOedcjVTh887GtTalaN1dWxY/1mSfQzj+yofjOb6fd1yt4T1zzrm45/j5CJgH/AdLsXwgvt1UcAi8c865Gq7C552irTY7TUpKQopf+nnH1RoezDnn4p6/bU9gX+BPwI3APfHtZku8x3fOOVcjVfi8k1m/MQB5G34rfuzHOf/l0TPjGvLt5x1Xa3gw55xbkYidKFAQ31N/TsTxnXPO1RgVPu80bdsZSUlh1cKSUlvrVnxL/SatSnlWTH7ecbWGj5lzzr2PFaOs0EQ9YGPl8oAvgDFAt4ofuwCbts4559zOo8LnnXq7tqTd8ecw64nB1G3cEi3ayhdTRrP/yZdW9Nh+3nG1igdzzrm5wCZspoEKaYVNGt4SOA24q+LH3hQc3znn3M4jrvPOSdc9yYdP3shrN51ManodOnS/mC7n/L2ix/bzjqtVRFWrug3Ouaok0ghYRdUMCM8DWqK6rgqO7ZxzrgoMmkYjYCVQpwoOnwe0HNMTP++4WsHHzDm3MxPZD7ifOFIsd9RWUviAY38StHFlH9s551zVCQKpV4HCSj50ITDZAzlXm3gw59zOSORIRCYDC4DzgZeBzZXZhELStt7AQ3sDi0V4QYRDK/P4zjnnqtQDVH5VyS3EPYuOc9WTB3PO7SxEBJFeiMzEpoU7AbgTaIPqn4E5xF2QssIKMsmfNY8uewMPAacD80V4S4RuIkgltcM551wVGNOTucAnVOJ5B/hkTE/mVdLxnKsUHsw5V9uJpCNyIfA/4L/AXsANwJ6o3ozqL8GWF7ADc85V0Bbg/1RZrsoQbMq6/wccArwDfCpCfxESMjusc865aqnSzzuVdCznKo0Hc87VViL1EbkB+B74Z/DohcC+qI5GdeM226suBwYBuUluWS5wLarF8wypsk6Ve7BA8wpgF+AlYJEIV4qQleQ2Oeecq2RjelKp550xPRMzr6pz1YkHc87VNiLNELkdWAY8CPwI9AI6ovosqqWltEwAniB5J9Zc4AlUn4m2UpU8VR4H9gf6Ab8B44ElIvxdBC+W4pxztcsEKuG8M6YnUc87ztV0Hsw5V1uI7IvII8BS4O/YpKhHoXoCqlMpzzwkts1gknNizQ32O7jsZlCoysvAEcCJwHzgDuAnER4UoXWC2+acc64KjOlJtTjvOFdT+TxzztV0IocBQ7GerK3AROB+VBftwD4FuBj4Bzb/3I5MXVCAjVW4NlaPXPmaREfsdZ4DKPACMEqVr3egbc4556qBQdNIynnHe+RcbefBnHM1kQVb3YFhQDfgDywd8R+o/pzA47QCngUOx06uFSlIUoidTD8B/i98jNyONam4gMtAoC5W1GUUMEsV/0JzzrkabNA0Enbe8TFybmfgwZxzNYlIGtYDNxQ4FFgJjAYeQ3V9Eo/bBUtTORM7UdYl+l3TAmATdgKeDDyI6tzkNIndgKuxwfNNsOkWRgGvqVKUjGM655yrHIOmEfd5J5j2wLmdggdzzsUvFWgOFAGrknokkbrAJcBfgb2BRcB9wHOoVt6kqyKNgCOBLkD2j+x1VDoFKa1Y8SPwMzZOby4wG9V1ldMkQu/NjVg1zIXYe/O8atInpG2LXWSsxFJcnXPOJdCgaWxz3vljFUelpJFSvwnbnXfG9KRSzjvOVScezDlXMQIcj82J1g27I5gCfAkMwOZyS+DRJLL3aTZwL/AaqlXe+yRCDoAq2VXbEhAhDeiP9Vp2wk7yo4HHVPkjwYfrATwKtMDG76UD04C7sMnXnXPOJUF1Ou84Vx2kVXUDnKshUoE+wO1AGyzdQyj5GzoMmIlVX4y/8EiISBtsXNhlwbHewIK4WeWqSpk4HbDep8xoKwcMoEnw3z/FeH4e1lP2feKbti1VtgKTRPgXcDI2nnAUcJMI44GHVVmZgENlY6k8dSMePx0bx7gAuAUL7vxumXPOVUwjbHqayO9YAM48k0bBf7vFeH4BVtV5aeKb5lz14z1zzpWuDnABMAJoCNQvZdsiYDFwQPD/ihM5GOtZOpeSio33ofpVXPuL35lYr1YT7MQo0TbauJF6APXrxywnrUAGloZ4JfB2wltaChG6YO/nnyip9HmfKt/Gucv6wE9QfDERy0ZgLRbU/Qt7D51zzsW2P5bxcCSwOdZGGzbYeadBg1KnMcjAsjP+DryYwDY6V+14MOdcdA2x9MYhWO9baUFcuI1Y8PdquY9klSmPx3qSemLz4jwOjEZ1WfmbnDB9sSAyK8H73QScAbyb4P2WSYS22HjDS7CT/GRsWoOKpkQOwwK0qHeMo9iI9U7eCTwZ/Oycc25b+2FFrBoR4+ZhnDYDVwH/TOA+natWPJhzblu7YwHc5cHP5b1oD/cV0JGyUuxEQqmbw7ASzGuAh4HxqP4Wx3ETQYBlQKsk7f9L7L2pEiI0x8YfXo1dNLyPpWJOK8e0BplYD2PjOA6di30exgAPYb9r55xz5t9YBkUiA7mQDcCueJEqV0ulVHUDnKsmOgDPY2O7rsKCuHgCObBqk8fGXCtSB5HLgG+Al7FUxr8AbVC9swoDObA0l12TuP/2WMBcJVRZrcpNwJ5Yyet9sfGIX4jwfyKlTlJ7PvFPYlsP6929AQuWnwT2iXNfzjlXm2QAvUhOIAd2I+2EJO3buSrnwZzb2R0FTAfmA3/GxshFLfZRAXWB27Z7VKQhIsOBH7E0yo3A2UB7VMejGnOMQCVqS3LHd+VhAVSVUmWDKg8FbbkI+y58FvhOhOtEtkurTQFGUv5021jqBMuFwNfAFGy+QOec21mFqgInSzqWxulcreTBnNtZHY7NS/M2VoEwi8RVdxWsquVB9pPsgcgorHDG3ViqYXegC6ovoVqYoOMmQibJuzsafoxqQZV8VSZiqZ+9sepno4GlItwmQtNg096UXfSkItKxoO50YBbwAXBIAvfvnHM1RR0gmefBNOLPtHGu2vNgzu2MzgZmAJ2x9LdyBS+jRo2iR48e/O1vf+Ozzz4ra/MMfvvtfkSewnri/oql83VGtQeq71byFAOuFKoUqfJfVY4HjsaCq5uBZSkpjMvL417K2Su3atUqhg4dygMPPFCezVOwi4yjgY+wAjHOOeecc+XiwZzb2XQBnqZknrgyqSrXXHMN48eP56CDDuL555/n7LPPZtasWaU9LZWsrFPYc8/zsJTKtqiei2qZUWBNoap8/PHHTJs2bbt1eXl5NTZWVeVjVfpi4wdfOOYYLt+6tfQUndBrnT17Npdccgn3338/M2bMqMhhQ0HdJLyHzjnn4rJq1SpGjhzJ1q1e68TtPDyYczubv1CONL+8vLzi/69cuZLJkyczaNAgHnzwQd544w0OOOAALr30Ur79tpTpytLTC/nyy0moXoPqj4lofHWxcuVKOnbsyLHHHsvQoUO3W//KK6/QsGFDrrvuOjZvrg5DAStOlYWqDJg+nU/q1o0+niMUxG3ZsoWXXnqJP//5z8yZY7MdjBgxAoD8/HxmzpzJuHHjWLBgQVmHzcDm43POOVdBP//8MyNHjuTrr7+u6qY4V2kSNUbIuZriMCA11spvvvmGW2+9ld9//53u3btz3nnnsX79egoKCth///0BOOiggxg1ahSdO3dm/PjxjBgxgkaNogynSktLZZddzgFuBKqyQmXCXXvttdSvX5958+ZxwAEHbLf+1FNP5ZlnnuGmm24iLy+Pxx57rApamRAHZmVxKDF6cUWEoqIiLr30Uj777DP69evH3LlzycrKomvXrqxYsYLbbruNCRMmcOCBB3LjjTcyePBgbrvtNlJTo34M07Dxls455yJccsklpa7/9ddfERGuuuoqJk6cSNu2bSupZc5VHe+ZczubmJNwL168mHPOOYcNGzbQvn177r77bq688kr23XdfNm/ezNq1awEoLCykffv2DBo0iGeeeYa5c+eWdcxrE9j+auG9995jxIgRdOrUiYyMDAAWLVrEBRdcQF5eHrvuuit/+tOfeOCBB3jllVequLU75BZKmY7g/fffp2/fvrz77rs8+uij9O/fnzlz5nDttfYrv+aaa5g1axYPPvggH330EXfffTf/+c9/+O23UmP7qpgo3jnnqr2lS5eWumzcuJETTjiBOnXqcPnll5e9Q+dqA1X1xZedaRmsqrkaxSuvvKL16tXTr7/+WlVVx48fr3Xq1NGHHnpIzzrrLD3ttNNUVbWgoEBVVdetW6cZGRn6t7/9TfPy8qLtMuQPVc2qBq+9PEt/VV1f2otRVd1nn3109OjR2zw2atQoFRGdPHly8WNPP/20tmrVKnyzdaravRq8zvIsrVR1c6z34O2339YmTZro0KFD9auvvlJV1f79+2unTp20oKBAn3vuORURnThxohYVFamq6gcffKBNmjTRKVOmxNptrqreUA1euy+++OJLZS3t1c6TyZKvqjdWg9fpiy9JWTzN0u1sngXuiLZi+fLlxamUACeddBIdO3Zk6tSpnHzyyQwfPpzVq1fTvHlzCgoKaNiwIf369WPq1KkMGTKEzMyYQ/EEuBQYl+gXU1Wuvvpqhg0bxqxZs2jXrh0//vgjr7zyCueeey7nnHMO3bp1IyMjgzfffJMhQ4ZUdXPjNYwY6ZVbtmzhv//9L7/++itZWVm0a9eOFStWMGXKFJ5++mlWrlzJvffey+mnn07//v0Rsd1kZGTw66+/0qlTJ8BupoXWBQT7jDrnnHPOlcmDObezWQO8gE3avE363N57781nn33GqlWrOOCAA2jfvj0FBQW0atWKQw89lMaNG3PHHXcwZsyY4vFO/fr14+yzz96mYEoU9bEy94+S3Ll0Ks3gwYPJyspi3LhxTJs2jT322IOHH36YK6+8kpNPPpnXXnsNEWHs2LEMGDCgqpsbj0bAAGIUy8nMzGT48OG0bduWhx9+mHvuuYf27dvTokULzj//fF566SW++uorHnnkEerUqUNhYSGpqam8+OKL7LnnnhQVFQFEBnIFwPPA2iS/Nuecq9Fyc3N58803WbhwIatXr6aoqIjmzZvTrl07evXqRYMGDaq6ic5VGlGtmeXDndsB+wBfYxOVbmP69OmceOKJpKWlkZeXR+fOnenTpw/33HMPw4cP56GHHmLu3LkcfPDBAMycOZPzzz+fxx9/nJ49e5Z2zA3Y/Hbb1/GvXvoDTwK7lPcJ8+fPZ8GCBducUNu3b88RR0St47Ee6Ae8k5jmJs01wL2UY6LZ9evX89hjj3HzzTdTUFDAXXfdRU5ODuvXr+eDDz4gNTUVEaGwsJC9996bk046iYcffpiGDRtG7ioPOBD4IfEvxznnqq32wFygzAgsLy+P66+/nokTJ7JlyxYyMzNp1KgRIsK6devIy8sjPT2d888/n7Fjx5KVlQV2o+xvwP3JfRnOVQ0vgOJ2Rj8AbwNFkSt69OhBeno6IsLSpUtZvHgxvXv3BuDyyy+nQ4cODB48mM8//xyAZcuWsWnTJvbZZ5+yjlkfmxi6VigqKuKee+5hzz33pEuXLlx44YUMGTKEYcOGcfHFF3PUUUfRqlUrbr/99uJeqBqmG+UI5AAaNGjA5s2badiwIZMnT2bXXXclJyeH/v37k5qaWvz6H3vsMXJzcznmmGOiBXJFwHQ8kHPOuZgGDRrEq6++ykMPPcQPP/zApk2b+Pnnn1mxYgW5ubksXbqUcePGMXXqVK6++uqqbq5zlaOqB+354ksVLZ01RiGUkCFDhug+++yjGzZs0MLCQlVVnTdvnu6///7asmVLHTJkiB544IHar18/3bw5Zp2McC9Vg9dd1lKuAijDhw/XevXq6fDhwzUnJ0dXr16tW7Zs0fz8fP3ll1/0gw8+0Jtuuknr16+vQ4YMCX9qTSmAMr+s9yBk6dKlmpKSokOHDlVV1Y8++kjbtWun//rXv7bZrnXr1nr66afrkiVLVFWLi6IEclX10Grwun3xxRdfKnspdwGUhg0b6ssvv1zmdpMnT9Zddtkl9KMXQPGlVi8+Zs7trOaTn/8NGRldIleoKps3b+att97ijDPOoH79+sWPd+7cmZdeeolJkybxySef0LNnT0aOHEmdOttlbEbagqV21gpPPvkk48aN46KLLtpuXdOmTWnatCnHHnss7du3Z/DgwYwaNaoKWrlDvgIOoRzZC61bt2bs2LGcddZZADRv3pzVq1fzxx9/ADZp+IgRI1i/fj0DBw6kTZs2wLbj5QoK+Co9nc8S/zKcc672yMrKYtWqVWVut2rVqlCKpXO1ngdzbucj0gYYzMknH8TLL0PEQGkRYcOGDfz444/069cPgG+//ZaxY8eybt06Jk6cyJ133lnRoxYB/0xE86uDoqIi0tNjTr9WLD09ncLCGlnz5RHgT5Qj1TI0QW3IHnvsQbdu3Zg2bRpt27Zl4sSJvPjiizz00EP06tUL2LaK5caNcNZZHPj229wLjFZlZTJekHPO1XTXXXcdN9xwAx9++CE9evSgQ4cONGzYkJSUFNatW8fixYuZPn06kyZN4pZbbqnq5jpXKTyYczsPkY7AUOAcQHnnnedJT88G2kRuOm/ePJo1a8by5cu54ooreP7559ltt924+eabgagl5WNRYDPwZ2BJYl5I1bvooou48sor+frrr0s9oY4ePZqLL764qpsbj9lYEZRxQIVu72ZmZvK3v/2NgQMHcu6557L33nszcuRIrrjiiuJtwj87qaksfecdZgM3AteL8CxwnyqLEvFCnHOuthg+fDitW7dm/PjxDBgwYJsx2SKCiNC1a1eeeOKJqJkjztVGXs3S1W521XwCNmfYqcBG4HFgNKo/YRUmn8QKlBRbsGABBx54IACdOnVi5MiRxYVQykmBTcBi4DKsUldNUK5qlkVFRdx999089thjrFixgsjvERGhRYsWXH755dx0003FUzlQc6pZht9ZfNUAACAASURBVGRjU0rsQcRnpDy+//57mjVrVlwmu6ioiJSUbTI3N2JTILwkwr7AX4FLsCkRXgVGqTJ7R16Ac85Vc+WuZhluzZo1LF68mF9++aW4kvK+++5LixYtIjf1apauVvNgztVOIqlAXyyI6wr8AjwMjEf197At04DlQPPwp69bt45x48bRo0cPunbtWpEjFwL5WM/OLcCsuF9D1eiDpYNuV24xlnnz5rFo0aJtTqht27YtbWqCM4CZiWlupRCgO3A7cDA2pUW5KwGX0Yu7GgsUi3NRRWgGDAKuBhpj79UoYKoq/oXtnKtt2mBjyuslaf95wBBgbJL271yV8mDO1S4idbAJwW8E2gHfA/cBE1HdHONZf8EulnfkRJKPjYt7DbiNmlvs5BAsAK1wL1Q55QH7AcuStP9kOwy4FQvuUomYeL6CcrG030eirRShPjAQGAy0xoqyjAL+pUrBDhzXOeeqk0xgHVHmfk2QP7AsnDeTtH/nqpQHc652EGkEXAVch/WyzcUmfZ6MalkVOLKAVVRgouwwoQDxKexC+6c49lGdCLCSiJ7KBFoEdEjSvivTvljaznnBz/FchPwBtKDkMxSVCP+fvfMOj6roGvhvkpBAQglIbyoCShfpRUBBNCLFivKBgALqq6CiiFhe9FVfkfpqUBRFULEgCFioooL0joCCIkWagNSQ3s73x2xCyu5m77bsJvN7nvsom3tn5s4999w5M2fOKYHe5/kM0BgtY5OBD0SId6Neg8FgCDS+BW7zUdmJaC+HVB+VbzAUKiZpuCG4UaoGSk1Ar/T8F9iBTvjcGpF5LhhyoAfTkylgUJ2HBPRgfBzaTW44wW/Igd7r9yzW+sJVktBur0WB/ei9bpcD/0PvfUuwcH0SMAkX+lmENBE+AZoCPYCDwBTgsFK8YnPLNBgMhmDmRfDJ5FQi8ALGkDMUYczKnCE4UaoB2ge+P3pSYg4wAZEdbpZYDm2MFbQBO952/AeYhW+MnkDgQfRm8VD0ap3diZ/kZL0iVbIkyQ7KyQo1loxeOZ3n3WYGDKXRgW6eR7sMFeSmehHtOnnBncqUoi16pa4POofhTGCiCAfcKc9gMBgCgJboPdt10HpN2Y5cJCTolDFRUSQ6KEfQ36xktFv82z5oq8EQMBhjzhBcKNUevbrTC21IzQAmI3LQC6XHAF9hPxR9PHAMPXs4nxwBK4owIUA7oC4O3AjHjGEkwOuvM9lBGUnAXmAzFIvgHVkukf8BKmLfqEtC79/41tPKlOJq9P7Q+9HBfOaiI2Bu87Rsg8FgKCQuRwebsruP/eGH+TfAu+/yHwfXp6K9dbZRPL47hmKOMeYMgY9SIWj3stFAB+AsEAtMReS0l2u7HZiG/ogI2ohZh45k+CPmw5ALpVgJIEKXwm1JwKHQkwMvAtehZ4gVepDxCNro8l5liuro/aIPo/d+rkDv4VxhImAaDIaihPnuGAy5McacIXBRKhwdYGIU0BD4C73P6ENErOxPslwzOqpjCnp2z5d1BTXmo+oS5YHaaPfLLVxyPfU6SlEOeAh4AqiGnpkeD3wlQrqv6jUYDAZ/Yb47BkNujDFn0OhokO3QPuud0UE9wtErCceAVeiB6HpEzvu4LWWAYcCTtnbsREemnIuICcleiAxfQi45iTtJu5BQQkpX5BB55CQ2Bt/KicEhShGB3k86Cp0K4gB6ImSWiMN9Jl4jr5zgRJ8YOTEYDM4w3x2DwTnGmCvuKNUSeIpLgRQisZ87Kw0dFSoCWAhMQmSLl9tSBRiBzvsWDfyEXlVYhhHUQmX4EtyWk9gYvCsnBpdRihD0/tLRQFvgNPAW8LYIZ71dn5ETg8HgLYw+MRhcwxhzxRWlagKzgVZoBRhq4eoMtGLdBAxA5KiHbamHVtiD0LP384HxiGzyqFyDxwxfgtfkJDYGz+TE4DZKoYCOaKOuB9p1+ANgsojnCdyNnBgMBm9h9InBYA1jzBU3lFJooykWbTjZm+VylTS029RwYJbl1TO9KjgauNNWzkfARET2edAmgxcYvgSfyUlsjAnIUZgoRWO0+2U/9P7Qz9ERMHdZLcvIicFg8BZGnxgM7mGMueKENuQmo/Nh2Q356yYJwPvAyAINOt2G7mgj7gZ0nq13gLcQOeHFNhncxPZB9amcmA9r4aMUtdGBUoahn/NitFvzz65EwDRyYjAYvIXRJwaD+9hNBGwogvjOkMNW3lBb+Y7qD0OpfsB2YClQH50fqzYizxlDLjDw4QcVXJETg98Q4bAII9GRNl9AuzStBNYrxR22/XZ2MXJiMBi8hdEnBoNnGGOu+DAI3yjKLLTCVGpwrl+VikKp4cA+4FO068RgoA4ikxCJ81F7DO4xCD/IyfAlDC7wTINfEOGsCK+hE/X+C6gEfAXsUYohtsiYeRmEkRODweAdBmH0icHgNsbNsjigg53sxXeKMifxwDXoDciPov3VLwPWol24vkPEZ3m2DO5j23TuVzmJjeGYH+oyWEApQtH7WEejE56fAP4HvCvCBSMnBoPBWxh9YjB4jlmZKx7MRq+I+YOSwEZ0gu+X0EZcR0Q6IvKNMeQCGn/KSYStPkOAIUKGCF+iczp1A3YB44AjSjE+PYUvMXJiMBi8g/nuGAweYoy5oo5SrdB7YTyJCmWFMHSC4B+ARoj0RmStn+o2uMnwJfhbTkoArW15hAwBiAgiwg8idEev0C2qXJ+nRGiHkRODweAh5rtjMHgHY8wVfUaC3T0vviQDiEfkNz/Xa3CfwpCTCFu9hgBHhO0i3NfrVRaHhvs9IpyRE4OhaGK+OwaDFzB75ooySkUDf6NdH11iJTpfAEA5oDUwFuhgvfZkoBoi561favAnw5dgWU7iTh7i48FX5vu9Vb+xtOn/kpXqk4FqsTEYOQlw3JGToztXsvDZG/L9Hl3zavpP32uleiMnBkMRwlN9Eh5Vjir1W9O631iqNbI8QjH6xFCkCCvsBhh8Sjt0IBKXlWUWh4FTwBto424D2s/KAilAW3QaAkNg47ac3DlpHRVqNcj+d2i45SKMnAQPbsvJoI+PUqLkpfgGKiTUahFGTgyGooXb+mTgR4dJOn+KbXPfYMGYG7hr8gYq17U0QjH6xFCkMG6WRZuWuBkhqjzQApgDNAImWC8i0la/IfBxW07CS5UhonR09hFm3ZgzchI8uC8nUeVyyUl4ZBmrRRg5MRiKFm7rk4jS5alcrwU3j5lDhdqN2P6V5RGK0SeGIoUx5oo2nfFw9VUBPYF11i8tAXTxpG6D3/BYTjzAyEnwYOTEYDB4C8/HJ0pxZZuenPjN8gjF6BNDkcK4WRZtanijkJrASfcure6N+g0+x205mfdUe1TIpTmhe/63mega9awWY+QkOHBbTmbdXzP7/69s25ubnvrInWKMnBgMRQevjE+iKtYk8bxbIxSjTwxFBmPMFW28krtFuX+pv6NUGdzDbTmJeX4e0TXqZ/876jK3vs9GToIDt+XkrknrCIuIBMi1d84iRk4MhqKDd8Ynyu0RitEnhiKDMeaKNqneKOQ4UM29S1O8Ub/B57gtJ1EVqlO2yhWe1m/kJDhwW05KV6pNeKnSntZv5MRgKDp4ZXyScOY4kRXcGqEYfWIoMpg9c0WbY94oZBHaud0NjnujfoPP8YqceICRk+DAyInBYPAWXtEnhzYvokYTt0YoRp8YigzGmCvarALS3LnwHLAd+D9gDzDGehFp6LR1hsDHbTlJTbpISvz57CM1Kd5qEUZOgge35cQLGDkxGIoWbuuTlPhz/LN/O8vH/x/njuyhxT2WRyhGnxiKFMbNsmizBUhE5/+2RG0gGr0itx642nrdibb6DYGP23Ly1VPtc/27Ut0W9H3L0mM3chI8uC0nXsDIicFQtHBbn3w0sDYRpaOp3rgzd01aT/malkcoRp8YihTGmCvarMfiJt8ugHin7gh0rnFD4GNZTspWuYLHFntFUoycBA+W5aRm0y5GTgwGgz3WixBhJX6J0ScGg32Mm2VRRuQ8sBDI8HPNGcACW/2GACc2hkKVE1v9hgDHyInBYPAGSlF76q2M/XM1YZl+1iaZGXB4G2em3kpj/9ZsMPgOY8wVfSbh/6hNKbZ6DcGDkRODKxg5MRgMbqEUTZTiY2A/MHzPCpYrRbI/2yCZpG34mChgtVKsVYreSpmxsCG4MQJc1BHZAmzCf4EL0oBNiGz1U30GLxAbQ6HISWwMRk6CCCMnBoPBCkqhlKKTUiwCdgJ3Am8DV/21mR4qhA34UZ+ElmDtqT+oCQxHJw5fCPyqFA8oZXLPGYITY8wVDwbgpZwuLpAC9PdTXQbvYuTE4ApGTgwGg1OUIkQpbkfvtV0FtAb+DdQW4QkR/rKd6nd9IkKCCFOBekA/2+8zgANK8bRSlPVTewwGr2CMueKAyFH0LFSCj2tKAEYgUtj5qAxuEBuDX+UkNqbQ85YZ3MDIicFgcIRSRCjFEHRWo/lAZeBR4HIRXhHhTM7zC1OfiJAuwudAc+AWYC8wATisFK8rhVvZyA0Gf2OMueLDLOB9fKcwE4D3EZnpo/IN/mEWfpCT2BiMnAQ3szByYjAYbChFOaUYDRzikm64F6gvwjsiJDq5fBaFqE9EEBGWidAVvYK4HHgGOKQU05Wivo/aZTB4BWPMFRdEBBh5juhPE4j0UvaBbBLRinikl8s1+JnYGAT9HH3xYU3AyEmRwMiJwWAAUIrqSvEGcBgYB+wGugMtRJgjQnpBZQSSPhFhswj3oNPrzgTuB/YqxVdK0drLbTMYvILSY3xDcUApQhSZix7gw67v8VBaKJklgBIeFJkBhALfIdLTO600BALDl6CAQZLJ1MwMIkM9kBIR0m0Ry0aYlZaiRS45ySQy1IPMpUZODIbgQSmuBkah97yFAXOBCSLuByvK0ifAW+hccJ6MT9LQe+E80idKUQUYAfwLiAZWAuOBpSLeSstrMHiGMeaKEUrxJDAZ+JegvgU+QbsURKCNMlfJQCvJTcBx4D6gGyI/erfFhsKmfE2+v/FxulRrRKot0pfLciJCRnoKoXEnOHHZFbQ0e5+KLhVqM7/LY/Su3pgUpQjHDTk5f4wzla6imZETgyFwUYq2wGigN3ocMBOYJMJ+b9UxfAk18c74pL+39IlSlAGGolf4agC70EbdHBG/ReM0GOxijLliglI0BzYCi4Hbs2eUlGqJVk63oxVgJPZnw9LQ7pQRwAJgMiJbUCoK2AaUBpoicsbOtYYgRCk6oaOQPfvYYn7ADTlZ/CppB9YxALhWhJ0FVWm7zq95hwyeYdMt24Bxjy3mK9yQk2VvcG7fKv4FXC/CGv+03GAwuIItD1sM2oi7HjiHTi8QK8IpX9U7fAluj09saVS8jm2y6j70nrqGaPfSScAMEZ8HcTEY7GKMueAhBK3EUsHa0r5SRAFbgLJAMxFO2zkpGmgLtAS6HOSKdiVIC6nJsYPo1beVtjI2IHI+z7XXARuARcAdWBMqBdQESqGV8VEr92ZwCQWEo11hXPrYKIUC1gG1gHoiJAEMX0IuOUHn6YlAf2hzyUlsDOeVojxwAFgnQg8H1bVEh6y+Hi2jB4HXwLjaFQI1gBfQs+5pwA5gOnoSyO57rRRLgVbAVSKcB7fkJBL4E/3sOzpwX1JAV+ARoAVQEvgOLSsHPbttgyFoCAOqAVHA71gcD1hBKUpwyXBpBBxBe/d8IEK8r+rNS159EneCdiFhhJSuSL7xSWwM5x2X5D1sBu6taAO3I3AWmApMFeEfH1dfASgHHMN/aR0MgYzYwviYI2CPW0XkT9FkiMg5EZkrIneKSBlXygB5DyQTpKur9YKsBFnpcjvhKQEReMiF80NEpL2IvC0ip0UkUUTiRCRJRH4QkXoB0O9F4QgRkSG2Pk63HadF5GMR6SEiJZ08/zv045QHPG0HyChbWV3y/K2iiMwWkQQRyZTcJIjIFBFRAdCPxeWoKyInRSQtz7O4KCK/iuR7foB0tT3bkZ7WDzLUVlZvO39vLyLbbG3JSYaInBGRxgHQf+Ywhy+PFiLylYikiNaPCSJyVPRYwKt1gZQGeRLksO2d3AUyAKREAPSD9fGJ79vTHmShra8SQaaCXOmDuqqJyHIRSRaReNH6b5uI3CMioYXdD+YovMOszAU2d6D9xiPt/O0ieqZ7CzAb+BY7q1pKcQfwFfCGCM/m+FM94Er0ik0++vfndYDZsxnjoG1JwG/A37aKQoAl6NWVloj8lrcpQBt0AuD7bPWWIr8vfCZwAmgAxDmo2+AaL6JnDaPy/C5o+QkHfgY+Ra+qngFQijDgVyAdvZJbYDQyZyhFKeAP9AxqWxEU8AB6hjccLcf2SAAesrXP4Fsi0Ctj1XEc5TgRrW+GAzttM9ObgErA1SKeucfa5G43Wj6b2OTuGuBN9Mx3KbQeyYsAp4E64L/VAoPBDyigG/AK0AS9Gp33/UwC+qLHAJ5VpqjMpWAf5dHfh/HAYhG/BvuoDDTG/tjHlfFJGvAXPl65zItSNEAHhemPHtt8CYwXYbsXir8M2Iz2lskbaioe/b38D9qjJckL9RmCCGPMBS4V0e5pZVw4NwH9ch8FPkf7jG9XihrATmA/0EGEVOAedFLMiuB40258PKUBSpd2OjgqiU6yOQzYhFJVbfUdB9oikoJ2v/o/2xGBfQMuL8loJTiwgPMMjmmKdn0t5cK58WgX3t+A2TffTMnly3kN6C3CN95ojFIMBj4cNoyn3nuP+4G65Dcy7RGHHqSbvZi+ZQzavdLu4CkHmWhXyUW33caqRYuIBQaK8LE3GqEUtwPzO3Rg1Jo1NAXuRstmQTojCYhFT14YDMFOGHAXenBeDb0n3Rnx6MnZ/FsoXEAprgKeAgajv9ML0UbIBnfK84CmwAy04epwcsjF8UkJ9N6+F9B57PyGbez1BHoysgw6b9144EcPjOJ5QE8cTMDbSEAHgJmE1ofn3KzLEGQYYy5wGYmejStocJWXVCBVhLQFC0iZMYPoQ4do8euv/Ab0Az7AtQG+FeKBG4AthIX1oHnz73jhhe307l0LbfCVJP9MUkEkA1WBC95tarHhI7QBbSUKGCIkJydT8vx5UqpWZYpSzEevxnikKHbupNzWrRy47z7KR0Rk78lzhRR0yOsBntRvcEoF9CZ+V4xrAERIS0kh7IsvONu5Mw2uvNI7e0QuXCD6yy/5tX9/qpUsSZot2ICrJAFXkeUtYDAEH5For4UX0d9pVyZzQX8v38LiZIZStEDvh7sL7YnxMTBRhN+tlOMlGqH3aZfB/gq8uySiDdV3vVimSyhFNPAw2rCrAmxFG3VfiZBhoahr0EGmXB27Za3MfQi8gd7raCjCGGMucNmJnp1ym4wMyMggKTwcBfyIdoF09eNglU3AWqA/KSnRhISUoIQnKWK4CDyKdjM1WCMUPSPn6bPOytOTjl4pfQvtfmkFBdwJvJeRQenQUEuD8ywS0a5G69241lAwb6JX10tavTAjg9TQUNLQyYIno5+VO0Sg3TfHZmRQIjTUoeutM1LRngmD3GyDwVBYXIaW/5FoN0qXJ1ZykIBexbvo7CTbRFo3tOHXFe398C7wpgjH3ajXW8wH+uBdQy6LBLTbaKGkEFCKkugJyVHoLS4HgInALBGXXCI/RXtVWZ0UT0V7U3wLvIz177chSDDGXGBSCT2T4s6AxhGCb5RkTtLwLMlnXlaiV/wM1uiIjj7oTcM9A/1heBU9cM904Zqr0P771+He4CQnf6L3UXq0f8+Qj9poV2lPV+sT0Yb/s+jZYFefUyjaY2ASelXCUzlJAppDoawsGAxWuRxtVA2y/duT9zARGIs2EvJh25N6F3olrjl6Bft/wHsihe4BE472wrE8oeQicWiX7eU+Kt8llCIUHSl4NDqH3in0JOk0Ec46uKw6equMJ32T9f3egJaRNfhxL6HB9zja6G4oXHrg/RkkXxty4F1DDqA9EO3lMosDd2HdPbcgQtEDjefRm+OdEYHe67EL/Qw9HaCDnnEe4YVyDLkZj5PZXguTfZHome/J6DQBjtJQ5KQr2uh6Bz2B5Q05CQemeKEcg8GXNEHvgdoLPIjWrZ5OqESi977m8n5QikileBQdhOpz23lDgCtFGB8AhhzoLRVW3A6tEo5eEStURMgQYT46zUIXtNvlq8BhpZisFLXsXDYKz8dvWd/vLuhAdb+gV0GNDVBEMA8yMPk/Ct7wXGTIzMwkLk4HrswzeExBz2IZXEeh3TEs7ZWzQCR6L6cjw701ehXtKVwLdpOLLDmwQ5St3hpWyjM4pQnQCyeTMEpZHkNEofNGzgGm4XgQMg74Br16a1nXJSQksHDhQg4dOkR8fK4YCKHoAUtbq2UaDH7gamAFsBE9mC6J84AWVslKaI1SXKYU/0ZHdZwKnEQn324owgwRUrxYr6eUxDVvD3fJMmYCAls0+VUi3Ao0QwetGwEcUIqPlKKx7dRotAt8gV5aqamp/PjjjwWdptA6ugl6C8tB4Db37sIQSBg3y8CjJHq/k8Ml9axn5sZAK6AQEZRSLFu2jPfee4/58+fbO2010MnPTQtmGqADljhcmfOC/KSgXT/yuoW0Bn5yVrcjzp07x0MPPcTx48dp3Lgxt9xyC3369Ml7WhraTcZ8fLzDj0Bn8kzqnT59mv3797Nr1y7q1atHo0aNiIyMJDLS8mNNQLtxvZDn96fR+zfcWj3++++/efDBB9m+fTtly5alefPmfPHFFzlPEXSwgFYYVyJD4NABWIqWe0sT6ePHj2fFihW0aNGCu+++m+uuu87huWlpHCtVinkZGQy11bUIvQK/2s/pBaxQH/3d8tWe/jTgORy4oAYCSnE5es/kEGzPbdMmjrVsSX+l7OvKP/74g+nTpxMaGsr69espU6YMixYtyv571hirAJy65xqCA7MyF3jciPZtdohSqtAMuRMnTvDyyy+Tnu7e1qWsBIdwyZgoW7YsCxcuJCYmhhUrVuRdnWmDdt8yuMbtFLAa5gX5EfKv5pTl0kDFMufOnaNJkybcfPPNXLx4kQcffJA///wz72kl0KsuN7tThyEXndDvVr5vQP/+/bntttt47bXXuOWWW7j22msZM2YMy5Ytc7Zyao8o9AptzpWHEHSkPpflJDNTT9hn6ZyKFSvy1ltvsXr1aiZOnMi2bduYPHlyzksUOvpbjJXGGgw+pCKwDL0K7fK4S0R47LHHmDZtGo0bN+azzz7j3nvvZc2aNQ6vSU6mRkwMj6HdOJuKcJsIPwewIedVPB2jFBYi/CXC4+h9zGNLlqRN3boMc2TIAYSGhvLnn38yYcIEjhw5wgsvvGArSz/q9PR0Ll50Gg8HtC5+CaMvg5vCzlpujnzHLBHJFDtkZGTI5s2bZebMmfL111/Lzp075eDBgxIXF5d9Tmam3Uu9xtatW0UpJTt27HD5mszMzHztSkxMlLVr18qkSZPk7rvvlipVqkitWrWkWbNmMm/evJynXhSRwVL4zyVYjl8dPYf09HTZtGmTTJ8+XebMmSPbtm2TP//8U86fP5/rWblAgoiE5Km3h4hccOXizMxMSUxMFBGRlJSU7N/T0tKy/z8mJkaefvppR0UcE5GSUjj9WxQOJSK77HVsbGys1KhRQ1avXi27du2SjRs3yqhRo6R06dISHR0tzz77rBw8eFBEtD5ygQsi0i5H3Y1Ev9MusXfvXpk4cWKu35KTk3P9e9iwYdKvXz97lx8QkVApvH42hzmyjkdFJF5cICkpKfv/jx8/LtWrV5cJEyaIiMiuXbukd+/eUrduXfn9998dlpGcLL8GwD1bOeqLyKWBjAc4GKOkisjTAXCfLh8XLsijKSmSW9nlIOtbvXXrVmnZsmU+HThjxgy57bbbpE6dOnLnnXfK0aNHC+q6JYV9z+Zw/7Aa5tTgW0LQe8TyLZucOHGCUaNGMX/+fC6//HIOHTpEamoqNWvWpFOnTvTt25cePXp4vGI3ePBgp38/c+YMSikeeeQRPv74Y+rWrVtgmVltSk5OZseOHaxbt46tW7eyb98+EhMTqVy5Mg8++CC33XYbrVq1Iiwsl1iWRufdmen2TRUfqqL3IOXj7NmzPPHEE8ybN486depw+PBh4uPjqVatGh07dqRv37706dOHkBCXJo1Xkn9/Q0NcjLb1zTffMG/ePD766CPCw8OJj4/n119/pU2bNoB2Hdm9ezcdOnRwVEQ02nUvr/uewTX6AFfY+8P+/ftp3LgxHTp0yH5vW7duzUsvvcTzzz/PhAkTWLt2LV988QXVq1d3pa4w4ESOf5/ExT1Ce/bs4dZbbyUsLIy+fftSo0YNtm/fzltvvcVbb71FyZIlWbRoEV9++SVjxoyxV0Ql9P5jryQ0Nxg8oAkFBPj57bffeOmllzh37hzdunWjX79+xMXFkZaWRqNGjQBo3Lgx48eP57rrrmPatGmMHTuW6Oj8McIiIrgcHXxqnQ/upVDxxRglAAktW5YxONkrl6WfV6xYQVJSEnfffTegV+M++eQTRowYwfXXX8/YsWN57733GDNmDLNmzXL2jb/Gy/dg8CPGmAssrsOBi9xbb73Fzp07mT59Og0aNCA0NJQTJ07w008/8e233zJ79myaNm3Kyy+/TI8ePfIaRC7z119/FXhO586dARg2bJgrG245deoU06dPZ9++ffz+++/Ex8dTqVIlunTpwk033UTnzp0JD780vsvMzMyrcFqhExs7Ct1r0PREh4TP9wGYNm0amzdvZubMmTRo0ICQkBBOnz7NTz/9xDfffMPdd99N/fr1+c9//kOfPn0o4ThH4EXgMzu/70CHhXc6UP/xxx/p27cvvXv3Jj09ndDQULZv384999zD6NGjiYuLY+fOnURHRxMT49DrIxK9t2AWOtiKwXXC0KGw7QYd6dixIx9++CGLFi2iRw8dkDItLY3IyEimTJlC3759eeSRR7j11lv54osvuOYal77/OZXKE/f43gAAIABJREFUabQMXVbQRXPnziUkJIStW7dStmxZAMLDw5k3bx7btm0jKSmJMmXK0L59e/r27WuviNLolAdfopMqGwyFxQGcpO7Zt28f9957LzVq1KB+/fq8/vrrrFq1ivnz55OUlMQ///wDQEZGBvXr12fEiBG888479OjRg27dutkrMhK9L/UmH91PoeGLMUoA0hsoV9BJBw4c4KeffqJOnTrZe8wXLVrEE088wb/+9S/Gjh1LVFQUp0+fZty4cfz999/UqOEwhphJLB7MFPbSoDlyHa+JdgfIxw033CAjR4609ydJSEiQxYsXS8+ePaVhw4by3Xff2T2vsDhz5oxcddVV0rlzZxk1apQsX748n6vUxYuXPK+y3O1yuPxdFJEHpPCfT6Afqxw9g549e8rQoUPt/i0pKUlWrFght99+u1xzzTV53VzzkiIi5e3UXVq0+6VTXnvtNWnSpEku98q9e/dK1apVpU2bNnLllVdK9+7dZfHixSKS2/UyD+kiska0y2Bh93swHQ+JEzfHU6dOSbdu3aR27dq59Ehqamq2W+WaNWukWrVqMmXKFEfFZJEsIlPstGGsFCAr6enpctddd8nQoUNzycCMGTMkOjpa3nvvPXnuuefk1VdflTNnzsiFCxfkzJkz9oqKF5FRdtpgDnP48+gkTt67hQsXSmRkpPz6q/aSnzZtmpQsWVKmTJkid955p8TExIjIJX14/vx5CQ8Pl+eeey7ftzQHiSJyTQDcuyuH19wsHRBMbpZKnGyXyMnUqVOlUaNGMnPmTBER2bdvn/To0UNq1aqV67xPP/1U6tevL9u2bXNUVJJovVzY924ONw8TACWwuBc7M3ciQpcuXZgzZw4bN27M/j0jI4OMjAwiIyO5+eabmTp1KtWrV+e///0vJ06cyFtMoVGhQgU+//xzli5dyvjx47npppuIiIjgzJkzLF++nMmTJ/PMM88QExNDy5YtefLJJ9mxY0dOl9HS6Fw8BseURge0sMsNN9zA119/zcqVK7N/y8zMJCMjg5IlS3LDDTcwdepU6taty+uvv87Ro0cdFfULOtpqXuLROcYSnTVy//792SvLAImJicyZM4e0tDTmzZvH8uXLGTNmDHFxcfTq1Yvbb7+dsWPHcvjw4bxFhQLXonPqGVwjCngdO6tyiYmJHDlyhNTUVL799lu6dOlCz549GThwICdPnqREiRLZq+UdOnSgR48erFq1irQ0p+kw04HX7Pw+hQKSioeGhlK/fn02b97Mb7/9xsGDB5k1axbTp0+na9eu9O/fn169elG+fHn69etHo0aNaNu2LcOGDeP48eN57/nfmHyVhsJlNU48Sw4fPkzDhg0R0YErbrzxRpo2bcrixYtp27Yty5Yt48SJE4SFhZGWlka5cuW4++67Wbx4MUlJSY6KLYEONmQILjqhk8k75eTJk6xYsYKqVatmeyZ8//33rF+/nueffx7QY8TMzEz++usv/vnnn2x3XQe874W2GwoJk5ogcLgcnUDU7r6jI0eO0KtXLy5cuMAzzzzD4MGDiYjI7069YcMGevTowa5du1zd02KXhIQEli5dyt69ezl58iSZmZlUqVKFevXq0aNHD8qU8SyC8Pfff89nn33GqlWrOH36NFFRUbRu3ZratWuzYsUK0tLSmDt3Ls2bN8+6JAWdY+yMRxUXXe5A7yssa++Pp06dok+fPhw6dIiRI0cybNiwbNe1nPzyyy/ceOONbNy40d5egyRgNBDroA2l0O5EVR018uuvv2bw4MGMGzeO0qVLs23bNj777DM6d+7MY489xoIFC5g7dy7//PMPt956K0lJSZw5c4b09HS2bNlir8iz6OhfCY7qNGTzIvAseSJJHj9+nBEjRrBy5Upq1qxJs2bNGDBgAJs2beLNN9/k7NmzDBgwgAEDBlChQgXOnz/P8OHD6dq1K1OmOMzPnYjOJfeKg7+PAP6Lk31EaWlpdO/enT179hAeHs7p06epWrUqTz31FMePH+f999/n/Pnz3HbbbXTv3p1Dhw6xdu1aoqKiWLp0ac6ikoG30SkRDIbCYjAOXJwXLVpEr169WL58OV27dgWgRYsWNGvWjH79+nHffffRt29fpk6dmr0NYcGCBfTt25fDhw9TtapDlZuM3kd93NEJAYLl1AQWxygBn5ogB6uA63GQo1NEpxv46KOPmDhxIsOGDWP48OGcPn2aJ554gjVr1rB//35CQ0MREdLT07n++uupWbMm8+bNy74+B+loV/T/8/2tGXxGYS8NmiP7eEwcuB5luVacOnVKHnzwQYmKipLy5ctLnz595L333pM///xTTp48KUuXLpVBgwZJ3bp17RXjEklJSfLQQw9JqVKlJCQkREqVKiXVqlWT6tWrS2RkpISEhEhERIQ88MAD2REJXSUzM1Pi4uLk3//+t0RFRUmlSpXk8ccfl02bNuU679SpU9K9e3d54IEHcv58UUSGSOE/p0A95oqDKKhZ8nPx4kV54oknpFy5clKmTBmJiYmR2NhY2bt3r5w8eVK+//57GTZsWD4XjRwkicjlBbQjRgpwoRszZow0bNhQypYtK9HR0TJw4ED54osvpGPHjqKUkkcffVT++usvSUjQxfzxxx9StWpVWbZsmb3iEkRkpB/6N9iPcuIgml6vXr2ke/fu8u6778orr7wiDRs2lCeffFJERJYuXSrjxo2TDh06SEhIiNSqVUvKli0rN954ozP3LhGRcyIS5aQ94SJywlkBIiJHjx6VhQsXyoQJE2Tx4sWybds26d27tyil5MEHH5Rjx47lOn/58uVSo0YNOXToUN6iEkWksgf9Zw5zeHqEi8hZccCyZcskNTU1O9rvNddcI6NHjxYRkdGjR0t4eLjs3Lkz+/xVq1ZJzZo1s13SHZAkIv8OgHsv6HDZzdLNMUqwuFlebntmTrlw4YIMGDBAOnXqJKdPnxYRkd9//11q1aolzzzzjIhoV3URkZUrV4pSSj799FNHxQWTO645HByF3gBzZB/rxQXOnTsn33zzjTzyyCPSsmVLKV++vCilJDIyUipVqiTt2rWTBQsWuFKUXYYMGSJVqlSRd999196ASI4cOSIffPCBVK1aVQYPHpzzTy7FtB83bpxUrlxZJk6cmC8MfpbySUlJkZ49e8qQIUPyXr5eCv85BeIRJi6GvY6Li5MlS5bI448/Lm3atJHLLrtMlFJSqlQpqVSpkrRu3VrmzJnj6PI/XWzPYnGw91NEG5fHjx+XLVu2yLlz52TNmjVSvXp1adasmfzyyy/5zp8/f76UL19e1qxZ46jItS62qzgfw8SOjPz999/SoEEDmTt3bvZvEydOlKuvvlpefPFFueeee7L3MB4+fFjmzJkjGzdulFOnTjl6FmKr5yEX2nSfWEhTsH79eqlUqZJce+21snXr1uzfs/RGamqqDB06VJo0aWJv/1ySBMdgzhxF+3hGXNhbvGfPHgkNDZXVq1eLiMj+/fulWbNm0q1bN9m+fbuIiHzyySdSoUIF2bt3b0HF/RwA913Q4bIx5+YYJViMub6u9MO8efOkWrVq8vLLL2f/tm/fPlFKyebNm7N/S05Olh49esi1114r+/fvt1dUpogsD4D7NoeHR6E3wByC6FnzSxEhcrB7926ZN29evlWw5ORk2b17tyxfvly+/vprWbRokcydOzdXIBE7pDv7o4hIuXLl5KuvviroNFmwYIGULVs2508FGnMHDhyQRo0ayYgRIyQ1VY/109PTc+WrOnTokIwePVrKlCljbyUmWUQqSuE/r0A7OouDHG+7d++WDz/8UM6dO5fr9/T0dNm7d6/88MMP8u2338rSpUtl7ty5uXLO5SFVRF5xsT01xcmAJacR//PPP0uFChVk4MCB2TKelpaWLR/Hjx+Xe+65Rzp06CBnzzqc1D7vYruK8zHL3nPIzMyUO+64Q4YMGZIdlGbXrl0SEhIiTZs2lVtuuUWaNWsmERER8sEHHzjq/7wcET3BUFCbQkTEcbKsHCQlJUmnTp2kT58+2Xnu0tPTcwXS+eyzz6R27dry0ksvOSrmaxfaZA5z+PIoKy5MvI0aNUrq1KkjcXFx2d/HrVu3SoMGDaRatWryzDPPSOPGjeXOO+/MlZfOAfsD4L4LOlw25twcowSLMfeUOBgL5iQhIUGmTZsmhw8fzv7tyy+/lMqVK2dPdKWnp8vs2bNFKSWzZ892lBc0QXLnATVHkB6F3gBzCCLSSxwMxtevXy+NGjWS66+/XoYPHy6ff/55PteinDhJ+pwsLiiJqlWryttvv13QaTJt2jSpUqVKzp9SpABj8cyZM1K6dGlZt25dvr+dOnVKZsyYIa1atZLLLrtMxo8fb0/5xInIPVL4zyvQjjcc9f0vv/wizZo1kzZt2sjQoUNl5syZcuDAAXuniohT+bkoIs0ttGmUuDBoeeihh6Rp06bZM6xZqywi2vjv2LGjlCtXTr7//ntnxWy20K7ievzgqPPeeecdiYqKkh9+0Kf8/PPP8vTTT2evvm3atEn69esnV1xxhVPdYyNeRG630K5u4oKcrF69WqpUqWJ3EBcXFydDhgwRpZQMHDjQWTJzIyfmKPQjPl7eTEsTu2F6s1wsmzVrJk888USu30X05Nxzzz0n3bp1k6eeekri4wt8dTJF5LvCvmcXDpeNOTfHKMFizPV2tR/ycuDAAalRo0Z2ZMtPPvlEmjRpIr169XJ4TVJS0CWXN4eDo9AbYA5BRJ4Vsa/cRUSef/55UUpJgwYNpFGjRtKyZUu57777ZOrUqbJ7925Hl+UlTbRvtFNef/11CQ8Pl379+smsWbNkw4YNsmfPHvn9999l48aNMnv2bLn//vulRIkS8sorr+S89KK4MCjr1KmTdOrUSUaPHi0zZsyQcePGSc+ePaVcuXJSsmRJ6dmzp6xdu9bR5cki8rgU/vMKtGOFsz5/9dVXRSklDRs2lMaNG0vz5s3lrrvukilTpsiOHTucXZqT02ItDUAJ0TPCDrlw4YJ07tzZ7krKuHHjJCIiQho3biwrVji9vXgR+ZeFdhXX43Fx8v5///33ufbj5ExFICKyZcsWqVOnjitpT3aJ9XQRa0XEoQUmoie1oqOjZefOnZKRkSFxcXFy7NgxefHFF7P3306aNCl7lcLOpESKBMfeIXMU0QOkCshr1arJeWfbzU+cOCFlypTJdiv/448/ZPjw4TJgwADHFzkmQUS6F/a9u3C4bMy5OUYJFmMua1+lS9tWcpKSkiJDhgyR6OhoiYmJkRIlSki/fv3kyJEjds+PixPp0UMyQL4AuS4A7t0cHhwmmmVg8DQ6spvdhKKbNm2iffv2zJ8/n/Pnz7N161b27NnDyZMnAahduzbt27enXbt2dOnSxVEdx9HhuSMdnZDFp59+yrRp09iwYQOZmZnZvyulUErRqlUrHn74YQYOHJjzsgu2/zpNdLl7927efPNNNmzYwLlz50hISKBFixZ06tSJLl260KpVK0qVKgVcitqUgxR0NMU3C7qHYsZiwGGG7W3bttG2bVsWLFhAXFwcW7Zs4bfffuPvv/9GRKhRowYdOnSgXbt23HDDDXn7HCATmAEMs9iuDsD36CiXdunXrx+HDh3i+eefJzw8nJ07d/L2229z/Phx7rvvPh5++GFatWqVN4l8FonAt8B9gFFkzqkM7EIn6w51dmJqairh4eEkJSVRqlQpRIRdu3bRrVs35s2bR6dOnRxdmoiWw58ttu06YA1O5AR0eo3Tp09TqVIloqKi+PHHHylVqhS33347ffv2pX379kRG2lVvApwHmmES4xr8jFLUBZ5CR7MMBxYcPkypWrW4CQjLe/7ixYsZMWIEr732Gj/++COffvopFStW5IUXXmDIkCH2vouOSERHr3UUfTiQsBTN0o0xSjBFs2yCjmhZBjvyURDz589n3bp1tG3blptvvtlh5PH0dI6Eh/O5CA+jo2CvAN4AfhAx39NgwxhzgUEf4BPshCwG+P3331m0aBEjR47M/u3IkSNs27aNzZs3s3v3bv766y/S09PZsWNHdg6vHCQDS4CbccGYy+Kff/5h3759nDp1Kjvs71VXXeUoDPIFtFFxNy4ooMOHDyMi1KpVi4yMDJRShIUVeFkS0Ar41dV7KCa8DjyBg7QWBw4cYMmSJTz66KPZvx0/fpzt27ezadMmdu3axaFDh0hJSWHHjh2UKJFvTiEOuBOt7K3yqe3a/Hk0gAsXLtCnTx9++eUXoqKiuHjxIr179+bee++lZcuWVKpUyd5lmWjDPhZ4Af2hNhRMPWAdWs/YlZWc9O/fn1OnTlG7dm22b99O+fLlWbHCoQhkogcgN7rZtgXAbTjRHceOHWPu3Lls3bqVpKQkbr75Ztq0aUPt2rWJjnaYRi4FrTc6oY1Zg8EvKEUL9OTjnejw7x8Bk0T4HW28/IKd93DPnj3Z+cCuvfZaXn75ZXr27Gml6njgFPAIsNyTe/AjllMTgKUxSjAZc6BTVU0FuqIn+S0bdQUQDzwKfKwU5YCH0WOIqsA2YDzwlYjzfKCGwMEYc4FBCDrHXB0KmDW3Nyt37tw5tmzZwrlz57jnnnvsXZaIzvf0PA4MRi9wERgKfOCjOhK4tApjyE0F4C90zi6nU7b25OfChQts2bKFM2fOOJOfaNwzmiqic885/EifPn2as2fP8tdff9GxY8fslVkHJAB/APcDu91oT3EnGm38D8TJICE9PZ0FCxbwySefcPDgQYYOHUqfPn2oXbu2o3KTgNa4/0zqoCdpCjQy09LS7E045CUDSEXnT3oaOO1muwwGl1EKBdyENuJuRE+EvQO8JcLfeU5fjJ5gzeV2cP78ed5++226d+9Oq1atXK06Ez1p+xvwb2ApweWtUBvddod5Jz0kGa0H3vZR+b7ianR+0DvR33a7k6JucAaoRo5vulJEAAOAUWjj+gAwCZgpgsPM9IbAwBhzgcPlwEL07LlLCs2Cu8VJ9OrfcizOfFkgFagE/Gn7r7dItv33deBV9EfLkJ/rgK/Rhp1Lq68W5OcboLf7TWMI8D88k+sU2/EkMAsjB55SBz1LfQt6gGDXjxXITlLshDRgPnCvh216D21kOh2wZMmHg3YJ2rBchZaV3z1sk8FQIEoRhvZKeQa4FvgbmAK8J0Kcg8taAz9hwVvGDuno9+9nYCyw0YOyCpNwtCu005k8D4hDP59gWanMS3W0MfqQ7d+eyEwC2kCcYu+PShGC/t6PBtoA/6CT3b8jwlkP6jX4EGPMBRZhQH/08nfTpCRUqVL299HlxcnAPAN4FxiBnp0u76W25mUlcAMwGRiOJ24ByckQFpZKWNhRYKbtOOaFNhZ1otD7Mh4G6qI/8i6tkjqRn6wV1zketCsE2I7eC+CS9Zi7bSQqxVfowfkZD9phyE9zIFaEa5Vye1Y8CbgGOOxhWyoDB3FzoCJCglL8jtafGzxsi8FQIEoRCTyA3hN3BdrDZgLwqQgpLhSxGWjpRtUp6ImLucBrFI1JiwVoI8LyN8IFEtBjn2B3yS+Hdp8djR5jueMFFY9elYt3dpJtlfl6W123ovvwfWCKiMe63uBlnE63GvxOOnrVodW11zL4gQcosX07+9GDpTicrEY4WWFJAj63XTvc9m9vk4CekQS998+Vj1heUoFERA4yffoBGjfOQKke6NU4Y8i5RgLaz74xeqX3yWPH2JOcDKmpJOHE7caJ/JRA77f0hEy0+0ZyQSfmJDWV1H374JVXeB7tVmkMOe+zHeg4ZQr/3bsXUlMtv7vJ6A+8Nz7up9BuPYlWLkpLI+XAAZg4kVj0wNgYcgafohSXKcVYtNzHolfi+gCNRPjQRUMOtEuk00F1HhK5pOfroPViUTDkQK8WXcT77qGJaNfBYDfkQMcmGIfe2/YkemxkRX6S0bJT4DW2IIk/i9ADaIr2vngM2K8UHytFY6uNN/gOszIXgChFDWAncAhoZ3tE1wN3oX2nI9GD7PACispEK/pGXFKQfdGbWyviRLnFx+sZn9Klnb70JW3lDyO3e8cO9CpMQZMFqWgD9h+0EfsFsBelqqPv/zDQDhF3jMNij80Hfm+ZMsSdOcPLJUrQFz3DlolexXO6PxNt+H+GdpP0BrHAgxTsSpMGpKWk8HLp0jycnk4ccJ2Ica30BUoRCmwPCaHUxYuMjYxkEtod25WVugT0fhdvud+UBo5SQFTcHHUnpaczqmRJnszIIApoKEKql9piMORCKS4HRqJ1YiTwHfCGCGvcLRL9vWyM8+9lPFovvgFMA4eum8FOM3Tk5MY4mfxzcXwShjZ+XgQ+9GIbA4ksl8hX0CvDkThf2YxHT/S6pa+VojbaiByK/j4sRsvkahMBs3AxxlyAYfNX/h5oix7A5p11U2hF1wfoB1yJNojyDrwy0YPxFtifuatvu9bu/pSBA3kN4KOPeN5BUxPQLiX2Vs3qoWf87Q0Gswy4M+joXp+jNz7nRqle6D1gkxB52kEbDE5QihHoNA43i2TvFQgD2qMnBu7mUvjjvHKQht5r2QBrM3/OKAPsA6o4OScRvY/kIeCYUtyHNij7i/Cpl9phyIFS3I9+F/uK8CV6kugh9Kp4CRwb3wno0OdTvdyk/mjXcEfGZDJah/wHPUGQrBQx6IHFYyJBF+TAEOAoRVO098m96InRT4EJIl6JrFwPPRkaTf6BeDx6L9lYW53FZWKzKnoS2q4OcGF8koqeDN5DcAWCcZcsl8hX0BG/w8k/WZuE/uYv8rgyRQXgX+jtO5XQ8vsG8LWZdC0cjDEXYCjFaPQy+hARZrhwSTV0SO//Q2+oDkfP1qxFL4n/4mY7VgKI0MWd64GO6IAGWcZmCfQK3CdoA+5XClKySr2NVhi3ILLMzXYUS5SiLLAf/fxvcjBrpoCGwO3oKKH1bL8p9B65Z/C+i2tz4Ee0YZfzY5OAnm1+AB2JLes+QtD7SioA11hwXzK4gFLZq+ungDZ5PsRl0PslnkTrlJyRJhPQq+nD8f5gSaENycfJPZhLQU9STUMPWs7nuA+FlquGQF0RLnq5TYZihk2mOqPfgVvQhtV04H8iXs9X2AT9bbwa/b0siZ4Q/S86AJUZIOfAC+OTokwTYAxwB1o3C1q/P46eIPcaSlEKvU//afRY7w/0ntFPzLfavxhjLoBQilboPFALgXvcWLYORa+ypOLhAMtLylIBV9nadQE4YbERpdC5Zy4DmiJyyoO2FCuU4j9o95JWImxx8bII9LPKWj31FbXRrjQd0PL6h+3f07DjWqMU3dCr1U+ImITx3kQpRqL3qXUV4UcHp1VGG223oAPr/IFeOZuFb2e970MHM2mEDoyyHB1V7bi9k5WiNXqG+CURXvZhuwxFGJvbcR+0EdcKPRB+E5gmwjkfV385ekL2KL7Z314kMMacS4SgV81Ko9MM+ExX26K53ol+Z5qjx3r/A94V4YKv6jVcwhhzXmb4EqKBduiN+J2BGmjlnIpe5ViFNlDWx8bkmlkug07WGAE088NHw2m7407SLiSUkNIVOeSs3T5HqSbolZkfgNvIK7BKudzfiPiv3V7EqkwpRVX0qty3Ih6Hi/clWZMPBc7gKcVydPqFq0S44O57VtSx0i9TbwW0nGwW4ZbCaK+3UYq5QAxaTk7afizyOiJYCaT32LZKfT96laEe+t2YCHxk8mwVLgE7PjHkwraa3RVt1HVDe9u8C7wpYn8SzssNKLa63hhzXmL4ElqiwxP3QQ9Os4KU5CUNvS8oAr0CNyk2hi1KMRP9Iekiwmr/tNrzdvulkUo9ht4bMwKRWNtvbrcbEf+020PcfTbfvUzYoY30ARqI8Ke/2utLlOI6YOtVHfkw5jkiCWR5LQTckZUTeznw8zQantpHcxF2+K+1vkMp6qP34L4rqFkUcR0RrATSd0cpotHh3h9H7+fdit7/M1+EDG/WZbBGIMmJwRq2b/Yz6H166Wg34gl24kB4o7IiPx4sCGPMecjwJdQEZqPdMbLc1FwlA0iJP8OhuU/QMOEMr4jwb1+0My/eaDewCRgQG8NR77cwBzpu/rfomZ7bgBfwQrsR8W273cSTZyNCRnoKoRdPcaxCbdr6/Nn4ieFLqHn6IFvLVaNyWAQZNlcoV/GvvPoRT2QlMwMkg4zQcFZThPqlsdr98ds82v96VieHIPYCATgjKHREsBJI3x1b1Ogn0MF+yqDdeN8AfjKR+QqXQJITg2coRR20ofUA+ll+jY4A63kKGaW8JifBruuNMecmw5eggEHoFaNw7M8CuERGOkgGmSqUYaFhfBgb47sPiTfbjZ7lSEXvp5nly3ajVCV0JMSyXAqo4i652p3PdbOQ8OazESFNKT89Gx+Ss09EiLD55ruL/+TVxwTte+xL9KTPoEzU1HRCI8M92/YZkDoiWAkkeVWKBui8Y/3Rg785wPiisjodzASSnBi8i1JURgflewydwH01evJkseXJE5uuxwdyEqy63hhzbmBTOJO5lGvDWySgE/CO9IXiCdZ2217cycDD5I6o5ynZ7S7sFzhon40PMX1iH9MvdrikI3zWJ4WtI4KVQJFXpWiP3svTCx1cZAYwWYSDXmyTwU0CRU4MvkUpSqPzzT4F1AJ2oyNgfi7iQmJ3o+vtUlBSZ0MefKhwsJU31Fa+VwnWdud5cb1pyIEv222BoH02PsT0iX1Mv9jBdx93CNY+CRAKW16VIkQpeirFGnS6no7Ay8DlIgw3hlxgUNhyYvAfIsTbolJfhY4TATrP6X6leNJm7NnH6HqHGGPOOoPwjSBlEQUMHb6EwV4udxCm3fbQL7BS3m63FQYRnM/GlwzC9Ik9BmH6JS+DKPo6IlgZRCHIq1KEK8UgYBc6T1tNdILj2iK8JMI/PmqPwT0GYfRasUKENBE+AZoCPdDpEyYDh5XiFZtbZl4GYXS9XYybpQVsm3L34jtBykk8cE1sjOdJm4O13bbNrX5tNyLeTpLk85NiAAAgAElEQVTtlKB9Nj7E9Il9TL/YoRjoiGClMOR16q3EAcPQie5rADuB8cCXLrlwGfyO0WuGLJSiDdoVOisq5Uxgkgj7ja53jlmZs8Zs9GZLfxBhq88bmHYXjDfbbYXicI9WMX1iH9Mv+TF9Erj47dmIEHHuGGuBw+jccH+g8w1eK8KnxpALaMw7bABAhI0i3AE0QD+nB4E/lGLOecotxMiJQ4wx5yLDl9AKHf7Uk6g5VigBtLblWXGbYG03ShVKu235SvxC0D4bH2L6xD6mX+xQDHREsOJveVWKEqUv4/Ja17ENaCPCjSIsNSkGAhuj1wz2EOF3EYYCVwAT2rChRwnSWmB0vUOMMec6I9HWuj+JsNXrCabdruONdluhONyjVUyf2Mf0S35MnwQufn82YRFk9H6VkyJs8me9Bo8w77DBISL8LcKzK+mytBRJmX6uPqjkxOyZc4HhS4gG/sZiNEXJzGT9R8/z27L3CQkN45quA2lz/6uEhlmaXEgGqsXGcN7KReBeu+NOHuLjwVfm+71Vv7G06f+SlerdbjdKudXfycDjwOfoJCZPojPCWiQZqIaI9XZbwJ1nc3TnShY+ewMA4VHlqFK/Na37jaVaow5Wq3f/2fgQd9+znP2Sk+iaV9N/+l5XiwnIPoEgfo99iRs6wkv6Iason+uIYMVT3YZSRFWoztU3DqDdwNdQIZbmnANTXg35MHrN4BLFYDzoDTxJwFucaIfejGlJmDbOHsveHz7i1hcWEB4VzZLX7iSiTAVa3D3aSjEpQFtgqZWLbLjVboA7J62jQq0G2f8ODbdchN/b/TTwM7AG+Ae9g7YeOkySBTxptxXcfjYDPzpM0vlTbJv7BgvG3MBdkzdQue51Vorw1z1axe0+ARj08VFKlLy0N1qFhFq5PFD7BIL3PfYllvvES/oBArdPAgW35TXrHT57ZA+LX+lD2cqX07jHw1aKMM8meDB6zeAKxWE86DHGzdI1WmIxgk56ajK/fP0/2g9+g+qNr6filU1o1nsEe76fabXuSFv97mC53VmElypDROno7CPMurL0a7sTgA/QYcuaAl2B23FrB6sn7baC288monR5Ktdrwc1j5lChdiO2fzXBahH+ukeruN0noFcrc8pseGQZK5cHap9A8L7HvsRSn3hRP0Dg9kmg4L682t7hag3aUb1xJ/7eu95qEebZBA9GrxlcoTiMBz3GGHOu0RmLq5j//LmNtKR4ajTpnP1b9UbXU/u6m63WXQLoYvUiG5bb7UX82u5t6CmUnG/d/7nXAE/abQWPn41Siivb9OTEb+usXuqve7RKsMqrrzH9kh9LfeJF/QCB2yeBgsfyGnfyEH//tpZKda61eql5NsGD0WsGVygO40GPMW6WrlHD6gXxp48CEFmhWvZvFes0o9PDb7pTf3V3LsKNdmcx76n2ufYq3PO/zUTXqGe1GL+1+7jtv5Vy/GbZbL6Eu+22gtvPJidRFWuSeP6kO5f64x6t4lGfzLq/Zvb/X9m2Nzc99ZHVIgKxTyB432NfYqlPvKwfIDD7JFBwW16z3uHUhAtc2bY3TXuNcKcY82yCA6PXDK5QHMaDHmOMOdewnNsiMz0VgBBr+3Yc4W60J7dzcsQ8P4/oGvWz/x11mVt612/tzkoiFAJsAbrZ/t0c+Ml6/f6IruWVfClKKXcv9XcEMVfwqE/umrSOsIhIgFx75ywQiH0Cwfse+xJLfeJl/QCB2SeBgtvyetekdYSWiOCf/TtY9c6/2DF/Etfd/YzVYsyzCQ6MXjO4QnEYD3qMMeZcI9XqBRGlywOQfPEspcpVBODgxu9YNq4vDy9IsFpcitULbFhudxZRFapTtsoV7l6ehd/aXd7237NAE2AHsBj40L363W23Fdx+NjlJOHM81+qvBfxxj1bxqE9KV6pNeKnSnhQRiH0Cwfse+xJLfeJl/QCB2SeBgtvymvUOl6t2FXEnDrD1y9fdMebMswkOjF4zuEJxGA96jNkz5xrHrF5Qqe51qJAQTuTYwH3+2B+UrljTyVUOOV7wKXax3G4v47d2NwcUsB49jXIFkO5m5bjfbit45dkc2rwo175MC/jjHq0SrPLqa0y/5MdSn3hZP0Bg9kmg4B15FSEzI63g8/Jjnk1wYPSawRWKw3jQY8zKnGusAjphIft8VIVq1Ot0L2veH0lk+WpIZjq/fP0/Gtz0gNW604CVVi+yYbndWaQmXSQl/lJqDRUaZnXVw6/trg70RecSqYJ+gacCZa3X7Um7reD2s0mJP8eF4/vY/tVEzh3Zw01Pf2K1CH/do1Xc7hMvEKh9AsH7HvsSS33iRf0AgdsngYL78ppwgYzUZE4f/IWd38ZSs1lXq0WYZxM8GL1mcIXiMB70GGPMucYWIBEoZ+WiGx//gLUfPM03L9xEaImSXNNtEC3vfd5q3Ym2+t3BrXYDfPVU+1z/rlS3BX3fstQMv7d7BjACuBH9At+AXl63iCfttoLbz+ajgbWJKB1N9caduWvSesrXvNpqEf66R6u43SdeIFD7BIL3PfYllvvES/oBArdPAgW35XXW/TVtScOrcXnLW2k36L9WizDPJngwes3gCsVhPOgxSkQKuw0Bz/AluJWB3kskA9ViY7CcgT5Y241Shd5uRKy32wJB+2x8iOkT+5h+sUMx0BHBipFXgysYOTG4hNH1LmH2zLmA7YVfCGT4ueoMYIG7CidY2217cQqt3f54cYP22fgQ0yf2Mf1ih2KgI4IVI68GVzByYnAJo+tdwhhzrjMJ/0e1SbHV6wmm3a7jjXZboTjco1VMn9jH9Et+TJ8ELubZGFzByInBFYycFIAx5lwkNoYtwCYupbDwNWnAptgYtnpSSLC2G5FCaTcinrXbAkH7bHyI6RP7mH6xQzHQEcGKkVeDKxg5MbiE0fUFYow5awzAS/nBXCAF6O+lsky7C8ab7bZCcbhHq5g+sY/pl/yYPglczLMxuIKRE4MrGDlxgjHmLBAbw1FgOGA567dFEoARsTHeycMSrO1GxK/tRsTveW+C9tn4ENMn9jH9YodioCOCFSOvBlcwcmJwCaPrnWKMOevMAt7HdwKVALwfG8NML5c7C9NueyQA7yPi7XZbYRbB+Wx8ySxMn9hjFqZf8jKLoq8jgpVZGHk1FMwsjJwYCmYWRtfbxRhzFomNQeD/2zvzeKvKqo9/fzIjCAioONJrTgmpaGZOr6YZSRqD5lQqZvaikpY5peaYWk5JjphTGc454YwT5lA44ISmlIiWpqLEpFzA9f6xns3dd9997r3nci9wc30/n/055zx772c/e599zudZe631W/yU1rmh5qZ+f9rC/bbZceO1M9reuKugzX43rUhck3LiupTwOfiPaKvE/Ro0hbhPgiYR//UViTpzzWT0vQg4EBiDF5hvcnX6EhbgMbo/bu0nR2113EitMu7l6QlMm/1uWpG4JuXEdSnhc/Af0VaJ+zVoCnGfBE0i/uvrEcbcEjL6XtYE/gBsid9U7arYfRF+E/0V+N7SjOVuq+NGarFxL68x0W32u2lF4pqUE9elhM/Bf0RbJe7XoCnEfRI0ifivX0wYcy3E6HvZAnfPDsNvkK6UPy1YAMzDb7zbgPOTPO8yoa2OG6nZ404yt8s9bfa7aUXimpQT16WEz8F/RFsl7tegKcR9EjSJ+K8PY66lGX0vPYGtgC2AHYDV8RtnPvAv4FHgGeDp336L5aayfFsdN1KTx43Z8jPuKmiz300rEteknLguJXwO/iPaKnG/Bk0h7pOgSXyO/+vDmAuCIAiCIAiCIGiDhJplEARBEARBEARBGySMuSAIgiAIgiAIgjZIGHMlSOooqadc/jTf3ltSf0ktft0k9ZI0QFI1ajzNPVZPSWMkDWrhfntJukqejNrUfXaVdIqcrmmJ+zKoh6S1JY2StOKyHksQBEEQBMHyQEyay9kf+BjoXmg/DXgT6C6pu6QRZTtL2lDSVpI2LVk2l7RZyW67AS/hKjytzai0rJIMu7KlU3EnSZ0lbVGydEybfBu/dk1CUj/gcmB3oBtwCV64cZEkKyzTJa28pCcetB6SukjqVli6pHUdStZ1Sw9IVmniIQbi98g2zRjbupJWSu83kfSOpLOq7ScIgiAIgmB5ov2yHsByyifp9dNC+9xc+zeBmyXtZmZ3F7Y7BtgXV9ApKsx0BF4FNi+0z69wzBZF0trACfh3f2+FzWbj43uj0L46MAl4GJd47QJsD6yBKwUdDAi4r+DUHGdmPy6MY1XgPuAjYGczmy3pWOBk/Pp/hhu2dwEbAPuY2UfNOOVg6TEB2LrQ9hiuKjUKuLDCfs/i6lNIugLYA68BUyR7+PQnScXfSTvgLTPbtLiTpDXw39xpwBlAH2rv2SAIgiAIgjZLeObKWVR4zZidXs3M7gSuAK4oerHM7CAz62xmPYAb8Cr1vc2sp5l1NbPNASQ9KikzqBalfRe0wvmQjtcRuBE3xAzYE+iXWw5Pm/7IzIqGHGk/gL3MbDBwQNYuaUvcsDvdzPqYWR/gx0Bv4PeFcWwJPIWf806ZkWZm/zazt8zsfWAWcCmwMbCfmT2xxBegESTtk7yA+xTa+xe8hAskvS7pJEkdSrapkfS2pN9L2qjkOOtLuk/SXEn/lnTW0givXQrUAKPMTGYm4NTUBv6w4q1sXW6bDsD/5vo4Elg1u4fSfbReer9y2mcl4JRcex9gFfz+q4d5MdDbgSPSbzXz8E5tqROXtLukyek7/ZukQ0u2GSbpOUlzJL0k6XstdfwgCIIgCD6fhDGXQ9I6ktaldrLXX1L/3CZZXYrMo/lTYISZzacESQOAg3AvU3tJF0r6Rm6TT/BwzlYn5aGNxUPVtgGuSp83MLP3cM/IecAZZnZ9hW4q1bEw4Ne4125kZuAARwB3Wq4oo9xlNwZ4H/g60EXS+XmDWFIP3Gu3K/AaMKX6M24WQwqvRc4DvoZ7mi4DTsK9PcVtvgGcj3tvJ0n6SrZSUl+81skquDF9OvAT4OctcQLLmJqStuwBQJmnDTNbaGZzc5/nmllNCkfeRtIXgXclTZS0fwrNvQM4Bxgtz2/dFuhmZrMaGNv5wF+AXvgDBoC3qzu9ciR9DS9A+gAeLn0LcLGkfXPbfAu4FfdU7g78CfhDfpsgCIIgCIJqiTDLulyOT8AzplIbJgbwQXrdLIUJfhkYKOnLwOFmdn+2o6TewPXAXWZ2SmrbABgmaaCZ/Qef4JZNgFuDkcD3gOFmNkXSKDzk8yFJtwNDgVPM7IwG+qhk/I8CtsUNxYuBQyR9kj7X8XKZmUkaDsxOoZWXAMNxj+FfJG0KjMM9hSOBbwEvSboOONHM3mnOyTdGMnYH4x6kwZJWMLPPCptNM7On0/sn5AIyBwDHF7Z5DHhM0n3AZDy8MAs/PBJYDdjBzF5Px14f+JmkX5nZ0rofWoMVgPUl7ZA+98fDbpvDKGB1M9tV0jrA3vhDgJVIYc5mNlFSL+BxYCc8/HcxktbDwy9rgPdwz3Nn4Atpk06FhzUAC5InrxqOAJ4zs2PS54cl7Q2MwO9l8BDkqWb2k9w2uwCH5LYJgiAIgiCoijDm6jIcn/gNA27Cr0/vFDK1IfDVtN2fca/aK8DLuBG4OCxR0s64UEMH4DxJ2wM98UnnN/FJaRaiuFQwsyslTTKzF1PTZ8B4/JxHANOBJxvpph3wb+DlJFoxM30ejxsxr0o6AfdSdAFGm9k/SsbyLwBJe+DG3n7AVElnAkfh1/Krydi5Jk16rwH2lHQ68Ctr+Wr3W+Eem9OAX6TPjV2Phfh5lpKux924Ab96Ou/vAH/LDLnEJGA0bmT8rfmnsMx5HdgS90x+CQ+lfS63fh1Jxe/tQzPrW9LXp0BNelDyQ/w+fQEPbd4DmCDpejzcEsofilxNw2Ipz5S0Lc7fq4I/4GHBeTpR15DtBcwpbDMHWLXKYwVBEARBECwmjLkcZjYPIJtwmtkiSR8DZwPT8InelsBhwOVpfR8z+7DQ1SbAeun9g7iQx1Q8rOsJYG9JDXnASOMYDvQF5qWlNFStQBdgRWCRmV1dOL8Xk+drGHAg7uX4Je7ROBv30r2Oi468lMY7F3jezGrM7E3cq4SkmbiX79HU/fOS2gObAT1wY7FGUnszW1hybpvjoZ53mdk4Sd8FjsaN4OPMLBOhwcweSOO+FehYNOQkHYhP3Aea2ctNuEZlDMGv8Tl4+OwQ6htzK6RzbI97a/fAcyIb4ln8eg+Q9AEu5nJ/YZvbcS9mi4T9LSvM7DCA5Jkbb2bbFjaZjudAZhwAHNdIt+/h99JuZpYZhtel0MZd8HDdSuyC/2YWmtni346kZ4HpZjYsv7Gkp4FSz286p0fSOMbn1+UFkFIY7eG4wMqNuc3+CIxN+Zjj8ftne1yMKAiCIAiCoFmEMdcAKQRwGtA3y4uTtDtuUCyS1BN4UdIoM7sjt+vV+ITtTWBt3NO0p5lNTrlh65rZG1KjEWiH4uFjzeGtNA6SZ3E33Mjsh3sUz8e9XScDI81sR3l9uP3xXLWjUj9PmdnWqZ818PDAP+YPJBc0GYp72Gbh4YrCwwvPlfQUPkk+2cxmpIn4nXjph1kAZnaTpMlp3GVelo+A3c2sLMfwbjyX7e/VXKACQ4CJZjZH0mPpc3GifSF1FRkfwL+jhshCc1dOS3tS7mXKH2yHe3lfo2nGelvGzGyxd0rSfCqf8yLcO5p5kvdKv51ifuoo3DtcT0AmeziTJ4VVDsJzHov0o7I39jn8HnutwnokdaPWuDzLzBYbc8kzvjZ1QyovNrNzK/UXBEEQBEHQGGHM5UgTvX3wXC3wJ+c3FgROXsdDLsHD8XpTkDhP6owfpT4prJtP0wU9jse9bPNI9deasE/XtE/+wJNxY2sMcIeZvZqtkPQF3JNGEip5Rq56uQrwP9l5JDYCrsS9DAA7pgnqivg1OxW4IucF2UTS1riHpE8y5FYDHgImUl9QZSIp7KyCofsCUE963sw+oNZoqhpJa+KG7nXJ8zYBuEDSmoUcvXPw8NuuwM64aMkleD5UJfLnmAnDZLl4Q3AvaMaOuDhKm0NSV9yQyXJO20s6CA83rFqJ1MyOwHPR8sd4EFeUHbEEYbaH4iGcN0vqVXg4sCpQmi+XxFWeLluXYx5+/sOB4yW9a2a/TWMfCRyLeyKfwkt/nCnpb9k2QRAEQRAE1RLGXEJe3Pg1/An/C6l5YMmkcTKwhaSv4tL7o81sUqGvXXBZ/U+pncDfIq+N1R64zMx+09iYiv02FzN7UtI9wAXAWWWGUkkuE/i5XZT7vDAtGQPx2nM/wo28ObiKX76vdsABmQiMmb2XJrZ34gIxeQan1xo8b+laYDtgBn7dWjpPLmPX9HpOWvLtY3Ofp+eUOScmz+xoSWOpHO6XKSfOoDZnqlt6fRz4Cu4RurP5w18u+AQ36mvwe74jbtx3ojaUUsl7ldGJEo+apJPxHMI6zbhncy7wQQVjf528MmZJv/3we/UPuOd5f0lfMrO58oL0nahgzDWFJJjzAPCAXMH0jOTdF/7b+72Z/SptPlHSWsDZkq4s8yIGQRAEQRA0RhhzCTP7RNLxuOz5IODmCk//H8cFGW4ErjezS0u2eRV/Cj8fzzEbi4fnTcNz2rJQrfaUTGZbiWvwc5tP3TDGq3DP3Ij0Oav91YnGyyaMyeXM1aSwuWFmNiHbQNI0CqFxWfhZiddycm6/VdLbqal0QmsyBM/nGpFruzW1jy3dw8m+x3WpbMwNwo3QyWY2M+XNrQeQFE2fSSIfyxS5RP62uDFzdj7HrCkklVKoNbjnmdlauf4PxkOOZxd2nVHSXTtcGGXDtG93PNxyjJmdKq/JN8S81mMmOPQg/vCk0vkJf8DSHi8c3hH4GXAi7gFfLW1aVSFxSX1wb+r5ZnZVbtUb+HffF/eo9yAnkpTbpivuBZ9WzXGDIAiCIAgg6szVwcwuKFNfLPA0Ptn8GJcVL+vnbTO7xczuwkUTAB43s7vM7KacomQNdT1drYaZzUwCJrPxMMm98Il0DS7H/iFe9+wGoLOZvWlmMyt2mJDUS16mAWrDB4sst7lgKQ9rJ2CCmT2TLXgo6E4qFIQvkIV8lnpz5DXSdgMeSKGgAPcAG8trEGZsuUQnsYRI2gQYYGaH4iHArVX7rF7RcPOC30UW30fJcPsdHu57ZmoeDNwhabf8TpUM0GTInYsriR5rZtPNbCqujLlS2iwz5qr1zH0MrEX93NYN8bDLGem7n4WLA+UZhP/+WqXcRhAEQRAE//2EZ64K5HWrbkkfPyN5uCRtB7xtZtNKduucXreXtCOed7YhsK+Z7d66I65LGv9tuNLe1SWbzMJzx16S9LMKXkckbYR7736Dn8tuuGek2jBIpf4yT+CnZcqXueN2AXqa2buF9r64d+yFvApmE9kBDw98uND+MJ4HuAO15QL6S9oKNwC+DvwA98I+CayZ22Y7fKJ+LC52cliu31PxotF3SzoG9xCdybKlH/B8ej8Z+G4L9KkkqLM+LgTUXM5J47kGzzHrh1/rhcDlkhrMx5PUGb/X9wauLIQNH5Hzvq+eXks9c5JWwsstvJZ/yJGEkC4CjpE0BX/YMwT/HZ1pZlnR9N/ieXR/xz15W+OKshc1dM8HQRAEQRA0RHjmyqlzXST1lHQanku3EM+lGohPzMGLcb+QhEOQdLOkKZJm4BL/4CUA9sfrTT1J/UnjRrSSl07OIfiEfQEwyMxuSBPZjtl2SaVyAD4hvUTSbUkQJDOYDsUNnyl4SNsEYGMzezA7FHC/pIXZAqzTwNA6pGUI7jFcIMlSzl3m0Xw31zYPN56KDMFFJdat7sos3hfKjbn8evA8q6dwpdI9gYuAHQuT8aNwr94ReKjmIDNbrLKZvKPb4SF21+Ihf+eybL2XD+GF0k/CjaeqilhL6igpK4Z9MW48dcWv00F4rls7vLRDz8LSS9Jq2X2WdZl7/yzwYepjDp5beCxuDE3EHwJUGte2+G9tb/xa1/GkZ4Zc8twNBT5u4GHAIPy7L5ZbADgJ+Amu5nonLoJyaGrPOAUP59wTF735Pl7T8NhK4w+CIAiCIGgMNV8U7r+PFC54JD7ZHmhmPVI43F9wo+cC4EQzq5E0GleHvBsvTPywmY1I/ZwDfBE3ip4HXjGzSqF4RwNn4ZPd581sUCuc1wDgMXwSOSrlBw7FQy33wGuCDctt3x6Xbu9hZnumtm64l+lV3CM3rjjxlTQHGFqSM3dsXqY9t24CbsR9H88baizstAPQoQmhsEEzSF6v96vNl0v7TsEfUDyMF+OebGbv59Yfgd83lVgvhT4i6Sw893LD5LVdlMRFisfshJcv2AH4hZm1y607EDcqDS+/cUYxBzYZrz/A89l6AveYWd54D4IgCIIgWK6JMMu6fIyr6M0Ffg1gZi9L+jnwqJllKpeY2W+T4MO5uAHyy9y6o6s45vV4qOITuEBJi5POYaCZ5b2BH+Dha88Bpxe2XwgcnFceNK+/Nhh4qAFZ+I4V2it5TzrgNfvmUKv0GCwjiuGrVbJxQ+UCzKxYow8ASSvg901elCfvLV5Q3CdHDa5MuRYeHprnWjzU8U4ze6S4Y+IBvFD923jh9pMbOFYQBEEQBMFyR3jmlpCkuvhZEhBpU0jq0Mhkudr++gD/ack+g6Ah5AXrAV40s4pqlkEQBEEQBP+NhDEXBEEQBEEQBEHQBgkBlCAIgiAIgiAIgjZIGHMlJHW+nipUtZbUW1L/lOfT0sfsJWlAqqvVqqRzGyOpRcVW0jlclSTpm7rPrpJOSYqbXdMS92VQD0mbSzpgWY8jCIIgCIJgeSEmzeXsj4uhdC+0n4bXzOouqbukEWU7S9pQ0laSNi1ZNpdULB4MXqvtJVzSvbUZlZZVSqTis6WeaImkzpK2KFkywYpv49euSST1xMvxumvdgEtw8ZlFWTmC3DJd0spLeuJB6yGpW8mSlevoXLKuu6S+kno08RB7A2PzwjxVjG1Q7v3hkt6o9PsNgiAIgiBoK4SaZTmZ5H5RUGFurv2bwM2SdjOzuwvbHQPsC8ynfiHtjri8/+aF9vkVjtmiSFobOAH/7u+tsNlsfHxvFNpXBybh8vMLgC7A9ngR8n8BB+M1wu4rODXHmdmPC+NYFbgP+AjY2cxmSzoWVxT8BC/K3hUvp7ABsI+ZfdSMUw6WAqmEwOySVafiNdbGAcNK1gOcB/ws9fMqsCr+/RfphP9+3pZULJ/QHviDmY0uGdt3gRslbWdmf079fxF4vZHTCoIgCIIgWK4Jz1w5iwqvGdlk1czsTuAK4IqiF8vMDjKzzmbWA7gBr0fX28x6mllXM9scQNKjkjKDalHat9WUIJOX5EbcEDO8gHG/3HJ42vRHZlY05Ej7AexlZoOBLORtQVIV3B443cz6mFkf4MdAb+D3hXFsiRdgXgTslBlpZvZvM3sr1SebBVwKbAzsZ2ZPLPEFaARJ+yQv4D6F9v4FL+ECSa9LOikZMWXbFJdNc/3tKul5SZ8mD9F+rX1urU26bw3YyMxkZsJrG2YlB+YD12brctt0om5x7a8Cq+Tuob7AF9Pn7mmf/8ENxFVy26wKHFdheLcD71BboDvz8E5d8jOHBr7za3LbtJd0nKS/S5qdfvtbNtBtEARBEARBo4Qxl0PSOpLWpXay119S/9wmM9Nr5tH8KTDCzOZTgrxY90G4l6G9pAslfSO3ySd4OGerk/LQxgID8SLnV6XPG5jZe8AWuIfkDDO7vkI3laRPDa/LNwkYmRk4wBF4na9ncuMQbty+D3wd6CLp/LxBnMLu7gN2BV4DplR/xs1iSOG1yHnA1/Ai1ZfhRshpFbYpLq8DSPpf4E78vIbg3tE/SNq+pU5iGVL2ICJrKy1EbmY1+eLzZjbLzBZK+qakDfCC8u9JulHSzuk39TRwIjBEUl/8fl5gZnMrHQM4H5iWmnoDM4pF75eA4nf9dfx887/tM4Bf4HcOPDIAAB7+SURBVPfHUGAG8JCk9VtoDEEQBEEQfA6JMMu6XI6HT2ZMxb0LO6TPH6TXzVKY4JeBgZK+DBxuZvdnO0rqjRcEv8vMTkltGwDD5AW8/4NP+PLFkluTkcD3gOFmNkXSKDxk7SFJt+MTzFPM7IwG+qhk/I8CtsUNxYuBQyR9kj7X8XKZmUkaDsxOoZWXAMNxj+FfkgdrHO4pHAl8C3hJ0nXAiWb2TnNOvjGSsTsY9yANlrSCmRVD/aaZ2dPp/RMpD+sA4PgK25RxJu4l+n4qzv6QpB2AnwMTW+BUliUrAFtKWi197omH3TaHi4GxZvZrSZOAQ4D7U3//ADYzs3clDQP+RMl/WfpdfooblLeltv74vfVx4UFNxmwzm1HNQIvft6TdgXbAPbnmHwLXmdklaZuncO/zvriXMQiCIAiCoGrCmKvLcNy4GgbchF+f3pIOBTbEQ8AA/ox71V4BXsaNwMVhiZJ2xsU8OgDnJa9LT+Bx3FgcQ22I4lLBzK6UNMnMXkxNnwHj8XMeAUwHnmykm3bAv4GX5cXSZ6bP43Ej5lVJJ+AT5y7AaDP7R8lY/gUgaQ/c2NsPmCrpTOAo/Fp+1cxeB66RtAtwDbCnpNOBX1nLF0jcCvfYnIZ7ULai8euxED/PJpG8SF8DLk+GXMYk3AvZZknG8NO40bU2LmgzhdoHIAAHqL4a5S1mtmdJl58CNZK+jRs8uwLXAY8Co4Epkn4L/BVYZGZ1PH+S2gMvNDLsN0vaFufvLQHfAf6TxopcoXYlYE5um0/x+ydEfYIgCIIgaDZhzOUws3ngOTDp8yJJHwNn4yFazwJbAofhE/JFkvqY2YeFrjYB1kvvH8SFPKYCbwNPAHtLasgDRhrHcDwfaF5aSkPVCnQBVsQnuFcXzu/F5PkaBhyITzB/iQuanI17iV7HRUdeSuOdCzyfwuHeBFZLY5uJe/keTd0/nybQmwE9cGOxRlL7guGSndvmeKjnXWY2LolUHI0bwccVQu8eSOO+FehYNOQkHQhcDQw0s5ebcI3KGIJf43Pw8Nkh1DfmVkjn2B731u6B50Q2lQG4Z+nvhfYT8DDANkvyYm4HIOkUYAsz+3Zhsz8C/5f7/DvKQzPzfIz/djY2s3+m/q/BvcyGG0Rl41koqTvuaV2UeVkl9cJDfH9mZhdm20vqjD+gmVbWXzqnk4HuZjanbJu03Qq4Mu29Wf5r+p+4Af/dj8MfVhyJezIrhTQHQRAEQRA0ShhzDZBCAKcBfbO8uBRC1TFN0HoCL0oaZWZ35Ha9GvdWvYl7Kd4A9jSzySk3bF0ze0NqNALtUGCnZg7/rTQOkmdxN9zI7Id7FM/HvV0nAyPNbEd5fbj9cS/IUamfp8xs69TPGsAOZvbH/IGSkMNQ3MM2Cw9XFHAhcG4KKXsHONnMZkj6Gp431j1tj5ndJGlyGndZ6OlHwO5mVpZjeDfu8SoaSdUwBJhoZnMkPZY+n1DY5sK0ZDyAf0d5MoMvw3Jeo1XS60xYPPFfAfgwLf/tLMwbQpIWUvkBxSfUFTQ5JBlcZWqvH0rqUBQPqmB07Y7/791TaO+XXqdXGM/v8DzOeRXWZ2yNP4C5o9D+A/w+nZQ+f4YrtD7VSH9BEARBEAQVCWMuR8qh2QfP1QJXZ7yxIHDyOh5yCR6O1xuX5V9MUmf8KPVJYd18mi7ocTzuZZtHqr/WhH26pn3yB56MG1tjgDvM7NVshaQv4J40klDJM3LVy1Vw1cB8OYCNgCtxDwvAjvJSByvi1+xU4Iqc8bKJpK2BXYA+yZBbDXgIzw8rhkpOxFUJ6123xAvApsVGM/uAuuF8VSFpTdzQvS4ZYhOACyStWcjROwcPv+0K7IznuV2Cl2TIKBp8f8FDNsHDbqFWdv/X1BrN0Pz8smWOpG8CNyUFV4A1Jf0A9xT/sfKe5ZjZVwr998RLepxjZkvixTwM/07+IWklM5uV2rM8v39WGM87+AOJxhiKexuLZT/GAl/CH5a8DXwXuErS9EZyLIMgCIIgCCoSxlxCUhdcYbAdtbk2A0tysyYDW0j6Ki69P9rMJuU3SDlel+JehGwCf4ukT/FrfpmZ/aaxMRX7bS5m9qSke4ALgLPKDKUstLTAaDO7KPd5IXXD2gbited+hBt5c4CLC321Aw7IRGDM7D1JI3HPXDHEbHB6rcHVNa/FQ/dm4NetpfPkMrJ8tXPSkm8fm/s8PafMOTEZGKMljcVD97I+bsrtM6fkfVb0+jd4mOa3cQ9pW6aGuv8n6+PCHl1xDya4omu+4HfpdyrpAWBQobkj7sk9SdLPS44/2cx2bmiAkoYAX8FDNB/Fv7OscHjmmSs15qrgO8CjSeAoO+4WeI7sfmY2LjU/Kmkr4CxgxyU8ZhAEQRAEn1PCmEuY2SeSjsfDowYBN1cQ2XgcV6a7EbjezC4t2eZVvKbVfPyJ/1jcWzMN91S8lrZrjxs7S4Nr8HObT90wxqtwz1w2qRVugHai8bIJY3I5czWS5gPDzGxCtoGkadQWRAfAzG5M6yi0T87tl4UkTk2lE1qTIXh43Yhc262pfWzpHk72Pa5LrTGXN/iKZEWq14Nab0/yXi4zkjfyeNygmWhm1eQBZhh1DbOH8zlz6bveLy15bi3pqzMujPJ/ad9BeF3Cr5vZI0kpdoCZPZbWnwH8b0ODk7QycBHwIrUPEa6T9M2kQrsa/qDi/QpdNIqkL+HFyIsPar6QXou1G9+gVlQpCIIgCIKgaqLOXA4zu6BMfbHA07gB9jGu3FfWz9tmdouZ3QU8kpofN7O7zOymnKJkDRUEHFoaM5uZBExm42Fve+Eerxq8RteHeBHxG4DOZvammc2s2GFCUi95mQaoDR8s0pTw0GVCymHcCZhgZs9kCx4KupMKBeELZCGfTfXmvIrnUX4n5X9lLOvi0YcBfzWzQ/HSAv1b6Tj1ioab2R4l2y2+j5IC6B9xwaHst3QccEcKj82oeI8lIZTbcC/ySDP7LOV9PgGskTZbDXjP6pejqIah6fXOQnuWy7lZbkwr4KG9jf3fBEEQBEEQVCSMuSqQtB6pXhVJrTG1b9fABDibtG8v6SeSxkqamPKxdjezkRX2a3HS+J/CjYeyWlqz8AnmS/I6dJX62Qj33v0GeBevtwfVh0Eq9ddBUreCcEjZcbtI6lfS3lfSVilUtlp2wHP+Hi60P5zad8i19U/H2UXS2bioxas0XsIAcCUUPEduTeAeSbumkMG9mzHulqQf8Fx6/xIpb3EJWVHS9pIOLhhd1XI/7vmcJelCSTfjxncPXJSkQSSthRtt2wE/NLPncqu3M7Or0vvVKeS+FvpZM333Df1nfgd4zszeLrQ/j3v0z5J0iKRvAL8HNqBufmUQBEEQBEFVhDFXTp3rIqmnpNPwXLqFeC7VQFzwAzwH54UkHIKkmyVNkTQDnxyDlwDYH+iFT/6LE8eNaCUvnZxD8EnlAmCQmd2QjIuO2XbJWzEA9z5eIum2zMBKHpJDcQNnCp4POAGXjH8wOxRwv6SF2QKs08DQOqRlCO4xXCDJUs5d5oV5N9c2DzeeigzBjdR1q7syi/eFcmMuvx7cEHsKVyrdEw/b27Gs9EIlzOw2vDTEKviDgT2pm6e3LLgUuFDSyXj+VlW5mulBxl5AZ0mPAofjYY9X4yqqnXBvdsf0W8ovK+c8u4u7zL1/FhcMWQcXIPk9LrYzEpgsqQMlSFpBXrJiErAx8CMz+31+myyMOnnudqZhD+vB+HfftcLx+uH5eEWvXHac4cAtwIn4974RsFdBBTcIgiAIgqAqVJ4W9vkkTSqPxJ/iDzSzHpIG4Op3HXEBkRPNrEbSaFwd8m5gGzxHaETq5xw8d+Zp3IB6JauRVXLMo3ERhHZ4Pbei8ENLnNcA4DG8ftyolB84FJ+A7wGMN7Nhue3bA5cBPSwVdE7CFTNxY+o3wDjL1YJL28wBhpbkzB2b5ckVtp+AG3Hfx42bxsJOOwAdmhAKG1RJ+s77NCc/Ua5o+jwemvo4boC9WChDcBu1YYhF/mlma+a2fQp4wcz+T1Kngpps/rir4t6tnwArmdlOuXXX4KIjs4B9zezukv3H4w9l+uK5rMeY2bI2rIMgCIIgCJpMCKDU5WNgNF4G4NcAZvZyCoV71MwylUvM7LdJ1OFc3AD5ZW7d0VUc83q81MET1K9N1SKkcxhoZnlv4Ae4PPpzwOmF7RcCB+eVB1P9tcHAQxWEYSDn5StQKe+sA16zbw51VR+DpUz6zpslNGNm0yX1aeC+IP+wII+kdtS/b/Le4lJDLtEdf0gB9UVHjkyvp5jZtAr7T8TLRryMe2LHNHCsIAiCIAiC5Y7wzC0hSXXxsyQg0qZQSaHlJeyvD/CfluwzCBpCXt/uHeDVJRQvCYIgCIIgaHOEMRcEQRAEQRAEQdAGCQGUIAiCIAiCIAiCNkgYcyVIylT3VGjvLal/I/LkzT1mL0kDUg5Rq5LObUwqxtyS/faSdJWkLarYZ1dJpyTFza5pifsyqIektSWNkrTish5LEARBEATB8kBMmsvZHxdD6V5oPw0v+txdUndJI8p2lrRhqkm1acmyuaTNSnbbDS9jUCp93sKMSssqJVLx2VJPtERSZ0lblCyZYMW38WvXJJKc++XA7kA34BJcfGZRVo4gt0yXtPKSnnjQesjrAHYrLF3Sug4l67qlBySrNPEQA/F7ZJtmjG1dSSul95tIekfSWdX2EwRBEARBsDwRapblZJL7nxba5+bavwncLGm3EtnzY4B9gfnUL6TdEZf337zQnqn2FY/ZoiQZ+RPw7/7eCpvNxsf3RqF9dbxu18N4vbouwPbAGnjdvIPxGmH3FZya48zsx4VxrArcB3wE7GxmsyUdC5yMX//PcMP2Llx+fh8z+6gZpxwsPSYAWxfaHsMLr4+icoHsZ4EtACRdgZfLWFSyXfbw6U+Sir+TdsBbZrZpcSdJa+C/udOAM4A+1N6zQRAEQRAEbZbwzJWzqPCaMTu9mpndCVwBXFH0YpnZQWbW2cx6ADfgkue9zaynmXU1s80BJD0qKTOoFqV9W00JMnnQbsQNMcMLVvfLLYenTX9kZkVDjrQfeLHjwXgdL/Bi31viht3pZtbHzPoAPwZ644We8+PYEi/AvAjYKTPSzOzfZvaWmb2P1we7FC/4vJ+ZPbHEF6ARJO2TvID7VFj/RUnjJc2R9EEKVe2c1vXPeRFrJL0t6feSNirpZ31J90maK+nfks5aGuG1S4EavI6hzEzAqakN/GHFW9m63DYd8ALjGUcCq2b3ULqP1kvvV077rASckmvvg9cp3L5sUKnG4+3AEem3mnl4p7bkyQOkMOG3JNVTt5V0sKS/SfpU0iuS9m7p4wdBEARB8PkijLkcktaRtC61k73+kvrnNpmZXjOP5k+BEQ0UNR4AHIR7mdpLulDSN3KbfIKHc7Y6KQ9tLB6qtg1wVfq8QSoUvQVwHnCGmV1foZtK0qeG1+WbBIyU1CG1HwHcaWbP5MYh3Lh9H/g60EXS+XmDWFIP3Gu3K/AaMKX6M24WQwqvi5G0OvBn4Au41/WnwH7AtYVNzwO+AZyPe28nSfpKrp++wKO48bEnXuPvJ8DPW/A8lhU1JW3ZA4AyTxtmttDM5uY+zzWzmhSOvI2kLwLvSpooaf8UmnsHcA4wWp7fui3QzcxmNTC284G/AL3wBwwAb1d3ek3iBGDtYqOk/fCHP4/g9/WLwDhJO7fCGIIgCIIg+JwQYZZ1uRyfgGdMpTZMDLzQNsBmKUzwy8BASV8GDjez+7MdJfXGC4LfZWanpLYNgGHyAt7/wSe4ZRPg1mAk8D1guJlNkTQKD/l8SNLtwFC8wPIZDfRRyfgfBWyLG4oXA4dI+iR9ruPlMjOTNByYnUIrLwGG4x7Dv0jaFBiHewpHAt8CXpJ0HXCimb3TnJNvjGTsDsY9SIMlrVCoW3YSHp63jZn9Pe2zEnCRpJOo/R6nmdljwGOS7gMm4+GFWfjhkcBqwA5m9nrqZ33gZ5J+ZWZL635oDVYA1pe0Q/rcHw+7bQ6jgNXNbFdJ6wB74w8BViKFOZvZREm9gMeBnfDw38VIWg8Pv6zBC6IfDnTGDXKAToWHNQALkievapLheRS14dh5jsNzYkel38CfgR2Bn+HhqUEQBEEQBFUTnrm6DMfDvr6bPrcHvivpUEljcA8KuIfmOtyDMws3AheHJaan7U/hoh7nSdpe0u74pHMtfFK6VDGzK4FBKTwU3Fs4Hp8YjwD+CTzZSDftgH8DL0v6DHgufR4PjDSzV3HPxEnABcBoM/tHyVj+lQy5PXBj7yBgqqQzce/JZ8BXzewaM9sL92TsAvxN0nEqJOS1EFvhHptfpdetshXpeHsCT2WGXOLp9PoVSkjX427ga8mzB/Ad4G+ZIZeYhBspX6Bt8zqwJfBb4CHgi9QNZVxH9YVtPijrCL8va9KDkhPxPNQXcIGdB4AJkq4Feqbty4zgq/Fcub/jwkXZckxa/0yh/U3c69dcLsT/B27PN6ZzGIB7qQ0gGe0PADtL6rMExwyCIAiC4HNMeOZymNk8AEnZhGuRpI+Bs4FpuFDDlsBhwOVpfR8zK+bHbAKsl94/iAt5TMXDup4A9pbUkAeMNI7hQF9gXlpKQ9UKdAFWBBaZ2dWF83sxeb6GAQfiBsQvcY/G2biX7nVcdOSlNN65wPNmVmNmb+JeJSTNxL18j6bun5fUHtgM6IEbZDWS2pvZwpJz2xwP9bzLzMZJ+i5wNK5WeJyZZSI0mNkDady3Ah2zCXGurwPxiftAM3u5CdeojCH4NT4HD6EcQq1xuxZu4L1S2OdValVIKxmYz+LXe0AyXDYA7i9sczvuxWyNsL+lhpkdBpA8c+PNbNvCJtPxHMiMA3CPVUO8h99Lu5nZc6ntOklfww389xvYdxf8N7PQzBb/diQ9C0w3s2H5jSU9DZR6ftM5PZLGMb5k/e74Q4evU5tLmpGdc9n90w5YH6iXYxcEQRAEQdAYYcw1QAoBnAb0zfLi0qStYzLkegIvShplZvkn+lfj3qo38fyZN4A9zWxyyg1b18zeaIKD6VA8fKw5vJXGgaRDcaNjEzx88RU8h+gaXD1ypJntKK8Ptz8+KT0q9fOUmW2d+lkDDw/8Y/5AckGToXgO2Sw8XFG4p+JcSU/hk+STzWxGmojfiZd+mAVgZjdJmpzGXeZl+QjY3czKcgzvBr6Ge2CayxBgopnNkfRY+nxCWrdaep2R3yEZ/+PBBVAq9Jt5nlZOS3tS7mXy+LXDcydfo2nGelvGzGxO9kHSfCqf8yLcO/pi+rxX+u0U81NH4d7hegIy2cOZPOl7GgRcVnLMflT2Tj+H32OvlfTZGfdE32Rmj0gqGnNrpNeiGmt2L69OEARBEARBMwhjLkea6O2D52qBq+PdWBA4eR3YML3/Be6xqSNxntQZP0p9Ulg3n6YLehyPe9nmkeqvNWGfrmmf/IEn48bWGOCOFP5HGt8XcE8aSajkGbnq5SrA/1B3AroRcCWQGXM7yksdrIhfs1OBK3JekE0kbY17SPokQ241PARvIvUFVSYCq6ZxlZ3bC0A96Xkz+4Bao6lqJK2JG7rXJe/iBOACSWumHL2sjl5zjK38OWbCMFku3hDcC5qxIy6O0uaQ1BX3kmU5p+0lHQR0wr3RVWFmR+ACOvljPIgryo4oemer4FA8hPNmSb0KDwdWxcONy8Yzi9qw2iLHpH2PqrA++76LYe3ZTf7fbsQHQRAEQdBKhDGXkBc3fg1/wv9Cah5YMmmcDGwh6au49P5oM5tU6GsXXFb/U2on8LfIa2O1By4zs980NqZiv83FzJ6UdA/uPTirzFDKQksLjDazi3KfF6YlYyDuVfgRbuTNAS4u9NUOOCATgTGz9ySNxD1zRdXMwem1BlfXvBbYDveItaeymuaSsmt6PSct+fax1Jak6JbfKXkqb8SVPF+knEw5cQZ+ffL9PI7n2/XDr0db5hPcqK/B7/mOuHHfidpQSknKX8NOlHjUJJ0MjC42457NucAHFYz9dfLKmCX99sPv1T/ghtf+kr5kZnPlBek7UcGYa6DPdfDzOxN4Lz0MUFrXHjfUsj57FXbPPr9bzTGDIAiCIAgywphLmNknko7HBRAGATdXePr/OPBDfBJ/vZldWrLNq8CxeEjYarhBcCEespkZjeDXf2nVF7sGP7f51A1jvAr3zI1In7PaX51ovGzCmFzOXE0KmxtmZovV+SRNoxAaZ2Y3pnUU2ifn9lslvZ2aSie0JkPwfK4RubZbU/tYPN/xM2rzIDNWx8s8dKQyg3AjdLKZzUx5c+sBJEXTZ5JAxjJF0r64Iuk/gbPzOWZNISk0Qq3BPc/M1sr1fzAecjy7sOsM6tMO+NDMNkz7dseN5TFmdqq8Jt+QTMwnCQ49iD88qXR+wh+wtMcLh3fElSRPxD3gWShttYXEd8R/06enJc8C3GP91/T5y7hSa8ZA/OHI6wRBEARBEDSDULPMYWYXlKkvFngan2x+DBxSoZ+3zewWM7sLF00AeNzM7jKzm8ws8+LUUNfT1WqY2cwkYDIbD5PcC59I1+By7B/iio03AJ3N7E0zm1mxw4SkXvIyDVAbTlZkuQ0jS3lYOwETzOyZbMFDQXeS1Cl5ex7Bw0r75nbfETde/lqvYxZL1e8GPJBCQQHuATaW1yDM2LJlz6o6JG0CDDCzQ/EQ4H1b6VD1ioabF/wusvg+Sobb7/Bw3zNT82DgDkm75XeqZIAmQ+5cXEn0WDObbmZT8bpvK6XNMmOu2rIEd+He1fwyHvhPen+XmU3BPfrfzpRYc/fd/SksOwiCIAiCoGrCmKsCed2q29LHz0geLknbNSCA0Tm9bi/pJ5LGygsgr2lmu5vZyAr7tThp/E/hxkOZR2QWnjv2krwOXaV+NsK9d7/BQ8Qyz1K1YZDZxLaDpG4pLK2h8XdJoXLF9r6StkqhstWyAx4e+HCh/eHUvkP6fAz+exkv6VuSDsfFY8aZ2fTcfv3T/XAEngM4E1c/zTg1td0taS9J36fWSFlW9AOeT+8n0zKCHJK0haR9k+BNczkHLxXyInCmvN7g0fhDkMtTeGRDg+iMe8N+ClxZCBs+IlPgpPacSz1zklZK91jPfLuZzcg/BEgPAmbgCprPmFn2OzsbV7W8TNKOeAhxH7zIfBAEQRAEQbMIY66cOtdFUk9Jp+G5dAvxXKqB+MQcvBj3C0k4BEk3S5oiaQYuWw9eAmB/PE/mSepPGjeilbx0cg7BJ+wL8HpzN6Qw0sUhgkmlcgDufbxE0m2ZgZU8UofiBs4UPKRtArCxmT2YHQq4X9LCbAHWaWBoHdIyBPcYLlCqP0atR/PdXNs8PIS1yBDcSF23uiuzeF8oN+YWr0+y+NvheW+34uI3lwI/KOx3FO7VOyJtN8hytemSd3Q7XOH0Wjzk71yWrffyIbxQ+km48TSuke3rIKmjpKwG48W4impX3EN1EJ7r1g5YIf2W8ksvSasVDPl8/O2zuGz/yvi1vxMPYd4aN5Y7NTCubfHf2t74ta7jSc/CqJO3bCjwcb4kRoFB+D1WLLfQJFJo8UG4N/de/P9jLzN7pMEdgyAIgiAIGkDNF4X77yOFCx6JT7YHmlmPFA73F9zouQA40cxqJI3G1SHvxvOmHjazEamfc/CCyU/jBtQrZlYaviXpaOAsfLL7vJkNaoXzGgA8hoeEjUr5gUPxUMs98Jpgw3Lbt8el23uY2Z6prRvuUXoV98iNK058Jc0BhpbkzB2b5ckVtp+AG3Hfx9UzGws77QB0aEIobNAMktfz/Wrz5dK+U/AHFA/jxbgnm9n7ufVH4PdNJdZLoY9IOgvPvdxQUge8ZmK9EN4UqrgV7j39hZm1y607EDcqDfegnlHMgU3G6w/wnNGewD1mNoQgCIIgCII2Qgig1OVjXEVvLq5QiJm9LOnnwKNmlqlcYma/Tekv5+IGyC9z646u4pjX46UOnsAFSlqcdA4DzSzvDfwAD197joJwg3mR74OVUx40r782GHioAVn4SkIglbwnHfCafXOoVXoMlhFmtiSqihs3VC7AzC7ERYDqIGkF/L7Ji/LkvcULGjhmDa5MuRYeHprnWjxk+M4GvF8P4CGbb+OF209u4FhBEARBEATLHeGZW0KS6uJnSUCkTSGpQyOT5Wr76wP8pyX7DIKGkBesB3jRzCqqWQZBEARBEPw3EsZcEARBEARBEARBGyQEUIIgCIIgCIIgCNogYcwFQRAEQRAEQRC0QcKYC4IgCIIgCIIgaIOEMRcEQRAEQRAEQdAGCWMuCIIgCIIgCIKgDRLGXBAEQRAEQRAEQRskjLkgCIIgCIIgCII2SBhzQRAEQRAEQRAEbZAw5oIgCIIgCIIgCNogYcwFQRAEQRAEQRC0QcKYC4IgCIIgCIIgaIOEMRcEQRAEQRAEQdAGCWMuCIIgCIIgCIKgDRLGXBAEQRAEQRAEQRskjLkgCIIgCIIgCII2SBhzQRAEQRAEQRAEbZAw5oIgCIIgCIIgCNogYcwFQRAEQRAEQRC0QcKYC4IgCIIgCIIgaIOEMRcEQRAEQRAEQdAGCWMuCIIgCIIgCIKgDRLGXBAEQRAEQRAEQRvk/wFJJSM6tRz6kQAAAABJRU5ErkJggg==\n", | |
| 276 | "text/plain": [ | |
| 277 | "<Figure size 1080x324 with 1 Axes>" | |
| 278 | ] | |
| 279 | }, | |
| 280 | "metadata": { | |
| 281 | "needs_background": "light" | |
| 282 | }, | |
| 283 | "output_type": "display_data" | |
| 284 | } | |
| 285 | ], | |
| 235 | "execution_count": null, | |
| 236 | "metadata": {}, | |
| 237 | "outputs": [], | |
| 286 | 238 | "source": [ |
| 287 | 239 | "g.animate_search_tree('dfs')" |
| 288 | 240 | ] |
| 296 | 248 | }, |
| 297 | 249 | { |
| 298 | 250 | "cell_type": "code", |
| 299 | "execution_count": 6, | |
| 300 | "metadata": {}, | |
| 301 | "outputs": [ | |
| 302 | { | |
| 303 | "data": { | |
| 304 | "image/png": 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AZRa9UWUpMAYYI0JjLGW9D5ZqfBmQK8JbWI/dG6r8mrwmO+ecSxbvmQujqlvCen3uF5unbAlBSp6IvBHcVV8arFsmIiuBxuFjlIKxOW9h6VcLRaSPWOXBq0VkDnbR8D/gMCwV6y7gPOykeleoDYlqD1ay/00sHbIh1nMwFUs3C128rsUCy9AyAquOGW5/4Kmwn08UkQuD13EJcDfQSVXfV9UcVT0EOBMb70UQyLXAAsh5QZvCzcQuqookYp457G70DMrnauxu9HsSVBENNMM+81HHMqnqGlWdraqby3mcbYhIKyxN692gR/IdrBelVcSm92G9tCdgF4/dCHpSSxHeGxm6YAz1qvbC3p/QEl7VsUYRmzR+o4iE0hrTRORSsUm+O1Z0f6p6Xag3OaxXeS4WbLWMXBdKPy6Hv2Cf1X+LjbcL15zYn7E/gs/YulL2vQkrevMY8P9EZFBohYhcgvUYDcd+z4OBAeHbuChEdkfkSkSmYd91L2EB3avYd1QTVM9A9ak4Ajmys3U51pMca2qYRMkFrs3Orth4TFV+V+UFVc7GbmidivXmHgH8E1gtQo4IN4iwT8Jb7ZxzLmm8Zy62GyN7wrApBdYCx6nqMhG5HhgY6nEL83fsov4QbCLtPGAANlXBrtjFdwY2TudJVb1HRP4RbBtrsHrc7VHVl4Pn7YWlJD6nqsVFHiSoWqmqecHPDYFDVHVmRBu2BkvIwdjcc1dgQd5GrPpeeOCRClykqrcGx1gVXJC+BkyK2P+pwb/5WJD7T6yX7dfg9caqpllMRA7BxkXdgo2z209EjlQrQtIy2KzCE/2W02nBv/ex7RjI09i2UukyLanwOTMIOAeJyOPETvcLVU78lZIxU/WDfz/AgsOW2Ptak23GbiLkY0FrBjY1QSYWwIB1RtYPe04mUXrURGQEdoG9zcPY32AuNmVItDa0idHjG9pvS+wz/yyWvnahiBygqrliE9tnsgOfseCzOh3rse8K3CFWKEiAh4CJqnpvsPlMEWkN3CMiT0XrRdwp2S/2QErGj4UqwX4PjMVunH1E2DjhBJiAZT5cxvY3whIhF3giO1uf2ZGdqLIFu9n4lghXYzfj+mLv04PAgyJ8Rck4u3k+zs4556ov75mL7amwcWgXAgSpXe+EfsYqEL4U5bljsbSbrsAuqpoVjAu7CThQVadilQj7AJ+JyKfY+LOXVPXzJLQnJBQs3SVWoY+gB+kbrEpeSC+siuJFlO4fqnqZqhYFPYFbsOqA4dMlLCUipU1VX4zW+6WqnwfLN5SkQn6nqgtU9UtV/aq0xgTpc09gKYljsACqC3ZxBfaeQ/Imee6Ftbtr2LKM2FMUhIRS7vYtZZvOWDD7edCrswZoB6Cq64PgsMonSBeR80TkERH5u8Qx511YT3To302q2lpVm6nq08FjewIbwpaxRC8gk4oVRgnNIbc3ltZ7q6rWx3rQLg1bfw4WNMccfxektI7Hbi7cgd1waIb9bUOcnzERaSIiX4nIpRGrFmOVN5tixU8aBo9FblM3aMfOSyQNkeMReRArKvUl9jtS7AbbQUA7VP+K6swEB3JkZ6tiPaVPkPgeutxgv4MTudNgnN1cVW5S5WDsO2gwdtPo/2FjAX8SYbwIp4iQWdr+nHPOVT4P5mIbEBaQTAQai00lMA4YLiJ3AG2xC7ttqOr/ggILc4Pn9RWRU1S1IJT+qKqPAm2win2/Ah2S1R4ovgi9BngduwD+TETOUbugmQNcL1ZWH+yi9lvKUepcRBoH4wMhdjGVpI/hCsYJTsQCqMtVdUNQTGIyJb1aLbALu5VJOH4mli75jqrODS1YSmk3CZtHL4pOwb9Re3PE5kjrDUxX1dDYuanAgbJtsZbDd+hF7KCgV/QgVf0LdoMgWXOfbTdpeBCMRSr+PAaB5ZPY2Mu7godPBaaIFREpplGKXAT7EGyakT7AMFVdpqrfYRfZuwSbhYK5ivbM/Y5Np9Et4vEOWNrlr8Hv/g9KqiyGdMZ6MpezsxGph8iZWLbCKmyalauxCpRXAnugegSqd6H6Napl9u7viLCAbhDWg76jRVEKgv0Mys7WG4L9J40qP6jykCrZ2M2Bi7A0/QuwtPg1IrwownkiNCplV8455yqJp1nG1llsYuaDsGp2LYDFqnq9iLyA3el9JOziGgARqQfcg6X4dKQkkBgNvCU2bcAM7MT4T1V9ByuPXlYvRlztCXM1Vub9AuyO9SvAYBGZjAWAZwPHiMgP2ED5gRq9wiYisj+WAjcau9jsjY0DrOiFhgT7Syeosqml3C0P0kEbqerKiMcbY9UgTwRuVtXXw1b3C+vt2R1YU8rraordmf4ijnFz2Vhq1XsRj7+HjSfMpmS6gL1E5EgsADgJS8FdgI3jahW2zXHYhfowrNjJ1WH7HYmVQ39DRIZi6Yh3UbVaYtUAwcZJ/jkB+xQR6YJN9RFtmonyui9ozwSsZ7ol9l5vBR4TkQ/LaEQdbIqCc4CnVHVs2OrrIj5jEKNnTkR2wf4OF4aPm1PVQhEZCwwVkW+wC+heWKr2XWGf2THYOLrvsUnjjwYuBsaW9rdTq9jNo95YUN0dK9b0O1bAaArwFqobqqp5QcD1TE6OvI2l4h5OjFTgUhRiGQ2fAP9X0TFyiRAURJkITAwqX3bD3vMzsL+lrSK8T8l8drEKSznnnEsmDfIsfFGwSXt/w4KSrViBkCexYh1vY4FZOtYrsjHY5mFgv4j9LMPKnY/HUiAPAFKCdXthhQ1+w3oO3sXGeKUmsT3ZWJrOY2GP1cPKnqdhQdU+weO3YXf407GLjwbB402xFE4Nll+xXop9w/a5HrsI2Rq2KBZQRXu/p2Jl1/uG7besZV3EPs7AUqoUuL2U3206doE8v5RtLg72c1Acn51/BM9tGfH47sHj/wh+9+GvJR8bw/Mw0Dzs8xG+/gfsAr5llGMeiKXZ5mEplkOD9zy7iv5+0rGxkzcD/wFaV/D5GcANwWufgwVvivW4vIMFN1dgf1+NIpbG2A2OtLD9jcSCJrBKq2uwC88R2MXoEVhP7r+wQLQ7QaZnRLuOxapQKhYMpsRovwSv+7dSXmN2sJ/To6xLwXrPv8H+Xr/GqmymhG2TFvyeF2I9dt8G73dGVfzOK22BDgrDFD5SKFJQhSUKDyucqDZPZtW3M8oyYwZdZszghRkz2DxjButmzCB/xgw0ypIfrN8cbN+lqtsebQFNAT0S9B7QBfarUAX9DPRW0ENBparb6YsvvviysyyimtSsjRpFRDphwdcMrLz8+uDxCVixib9jAdr+2AVed2zAeF3gFlW9Pdh+L1VdUsaxsrAUlmHYBfx3wAEa1muUwPY8h6VmHa5BYYeggES57l6raqjgxDqsB2k08IJG9F6JyEagr1pvY+ixJVhKWvhcWaF17wRtuABL6cln2wIrkdKxi7Yfguffil2Y52Nz9T0V+QQReQxLp9sVe88eUdWrI7dziRP0ev2iMdIVy3juN1iv1ntY1cnPNaygj4hch33+YmmnlvqIiNyNzfHYIej9LVQrLhJ5zExs+oJs7O8mNWzdxViPnGKftTs04ktTRG7GelcbYoHlVFUta5ykK41lKhxJSQGT9sGa+ZQU5vgfNegElpMjjbDX1AX7rO2O9dhtwT7zOdhnfnZ2dqnVTqsVEdpT8ns6GrupsQwrxjQFeF+10ubgc865nY4Hc+UQBE9NsPFmA4E/q+qPwbqWWJW98aoac+6oUvadDlwO7K6qkfORJaQ9wVif5qq6Kmwfgl1M5BF9TFsq1lOQqarLg+d0B96NvJgN22c+cFqUYO4WVd1uUmOxedg2xnvhKyIZ2JjBsar6RYxtzsbmAlsKfIjN1/d7tG1d1RMRifX5KuN5KVjPXn4oYBORB4BeqlrqeNTgb2EpNmbtc1U9NGLdg8Brqhp1agwROQLrKf8JS4sboaqeclZRdoOrOxYU9MZu8GzFbmZNAV5D9aeqa6AriwjNsKrMfbDhAHWwjI1QCuybqja3aDWQhmWc7IKNo64u7XLOuQrxYK6C4r3YTJbq1B4RaQKs1xhj0pyrrsQmvgf4nwZTdNQiDbGe6XzsorX6lJm374zwi/+62EX1VOzifxpBRoKrWUSoixX4CgXnTbCCLu8RBOeqSZsmpixnYDf5GmE3MzOx4QWvYfOxzqKUqrbOOVedeDDnnHO1i2DFl84CzsWq5uZjPRErsHF4b1dd66QtJWl5x2AZAKEL6VeB9wmq/rraQYRU4ChK5rNrG6yaS0na7FeqFS6iFY8eWJXjulHWFWLjVTOxsen/xuZ8XEDFC3w551yl8GDOOedqvjTgOKA/0A+7UA1Nuh5pE3ACdiGdfJYC25WSAO6AYM3/KLmQn1+Txr+5+Ikg2Djv0OfhiGDVj5R8Hmapljp+Ol5Z2Hi+aFOZRLMZ68kOTbT+Kla07NcktM055+LiwZxzztVMqVgvw0CsyM9WrEpteUrgL8cKLyVnDkibyuEkSlLsWgbHmknJ+LcdmWrC1RIitKRkqoluWK/Yb9g4u1eB6apsTNDh/oQVNGoQ5/P/wMYB/oD17k3FKu/60ALnXJXxYM4552qePbG5IvfDAjip4PM3YD140xPWIpvvsRd2UX4qVj12Izan5hRgKqq/Jex4rtYRoT5wCvYZOh2bcmQLNjXJFOB1VVbF3kOZ/oXNqZoIW7Fe7gxsjN1TWFpmcm6QOOdcDB7MOedczdIAWIJV4UuLcx+KTWh90Q61RGQvStLljsd6BVdRMv5tBrWvoIyrBCLFqcOhz9delMxBGUrHXFiBcXaC9fg1SnhjzUZsiqH+wb/OOVcpPJhzzrmaZQQ2cXi0Ag4VsR6rcln+6pY2VUNnSi6wOwZrvqHkAvtToszn51y8gnF2B1PyuTssWLWYks/dx6ql9oodBMzGerK3oarBR3uHFWFFhvbFUy+dc5XEgznnnKtZcrACJmUqKioiJSUl1uoNWOn4OaXuxOZzzMYuos8AWmEXrR8SupAOJmp3rjKI0Ar7LPYBTsSK/azBphV4FXhHlU0RT/srcAc25i2q5557junTp9OpUycuuOACmjZtGk/zcoHrsLRL55xLuphneeecc9VStAqVxdavX8/999/PiSeeyLBhw1iwYEGsQpFZWEGI7Yk0ROQcRCZhF8lvAZdgFTAvAVqgejyqD3gg5yqbKstVeUSVU7CJv8/BxtWdhd1gWCvCqyJcIkIoIutHjEBuy5Yt3HTTTVx++eXk5uby1FNPMWDAAPLySjKEK3Djux42ltU55yqFB3POOVezLCpt5ZgxY5g4cSLHHXccOTk5XHjhhbz77rvRNk3DLoKNSGtErkZkOhbATcKqC/4H6wXZDdUzUZ2A6ppEvRjndoQq61V5UZXzgGZYhdensXTgp4FV9evz4datdI21jylTpjBhwgRuueUWXn75Ze666y7efvttpk6dCsB3333Hddddx9FHH83NN9/MqlVl1mDZJSEvzjnnysGDOeecq1newEqkb2fRokVMmjSJPn36cNttt/H000/TsmVLxo4dG31PRUVNyc4ejcg8bP6tsdgk46OBY4GWqA5A9XVUNyfl1TiXIKrkq/K2Ktdgn+PDgDtOPpkWubmxp+xYtmwZXbp0oX///gDsscceNGvWjDVr1rBo0SL69OnD9OnTOfHEE5k8eTJ33nlnac3YDHydwJflnHOlircSmnPOuarxFjYX13ZEhDVr1nDUUUcBcPDBB9OsWTO+++478vLyqFMnIstsy5Y6dO16Le+/PxsYjo1/W5jc5juXfEGVy/nB0liVvxBjDsYbb7yRq6++mrQ0uyT68ssvWb16Nc2bN+eWW26hSZMmPPTQQ3Tu3Jn69evzyCOPcOmll3LooYdG210RMCM5r8o557bnPXPOOVezbAA+jbaiffv2ZGZmMmnSJNauXQvAt99+S9++falTp872436ysuDOO79B9WhU7/VAztVSZ4jE7plTVbKyskhPT2ft2rWMGzeOPffck8LCQl599VVuuOEGOnfuDEC3bt3YtGkTGzZsKH5uhAK8Z845V4k8mHPOuZrnOaxq3nbuuusufvrpJ3r06MFuu+3GF198wQ8//MDSpUujl1/PyGgHxFW2z7kaYA+geayVRUVFxX/7pfSoAAAgAElEQVQXM2bMoGfPnqxZs4ZbbrmFWbNm0ahRI/r27Vu8fUZGBr///ntxL3eUv6m3oNxz3znn3A7zYM4552qe14mRJn/BBRdw++238/vvv3Prrbfy6KOPMmfOHHr37r1Ndb4w+cDpyWysc1XoZGBrtBWhqTtWrFjBgAEDOP3002nYsCGvv/463bp1Y9q0aZxyyikA5OfnAzYuNSsrqzglM8IGrJqmc85VGg/mnHOu5vkZ1R9jrbzjjjvo1asXV1xxBeeeey4TJkxg+fLlTJgwIdrm9YHzk9VQ56rYmdhnfDspKSl88MEHHHHEEcyYMYMnnniC6dOn07FjR5YsWcKSJUvo3bv3Ns958803ad26NQ0aNIi2y0xsigTnnKs0Hsw551xNIVIPkb6IPMNtt+1JlJ62wsJCfvjhB1q3bk1Ghk1J16ZNG4444gjeeuutWHs+FqibtHY7VzVSgJNirXz33XcZOHAgxxxzDAsWLOC8884rXrd582by8/Pp2LEjAOnp6QBMnz6do48+mubNo2ZuLsWm9XDOuUrjwZxzzlVnIs0QGYDIa8BaYDLQl3femUFa2pbIzYuKijjssMOYPHly8WPr1q1j5cqV7LbbbrGOsgXonoTWO1eVDibG+LXNmzczcuRIFi9eTI8ePVi3bh0bN24sHgO3adMmGjVqRFFREWBj42bMmMHKlSvp1asXu+yy7VRyBQXw1FNkiHCNCHsm92U551wJD+acc666EdkPkaGIfAisAp4EDgGewIKuZnzwQW/S0n6PfGp6ejpXXHEFn376KQMGDCAnJ4cJEyawbt06Bg4cGOuIDYDesVY6V0MdGGtFRkYGN954Iz169OD666+nTZs2nHLKKQwePJjffvuNtLQ0srKy+PprK0y5atUqxo4dS+fOneneffv7Hlu3suXf/0aAMcBSEeaLMEKETiJEqTzknHOJIVHK6jrnnKtMIinAkUCfYNkvWPMZVlBhCvBFlDro/4Do82c98MADvPLKK3z33XdkZWUxdOhQBg4cWJx6GcVcoOuOvxjnqo3+2I2QXcracP78+fz73//mxRdf5IUXXuDQQw+le/futG7dmhtvvJE77riDefPmMWbMGM4444xou8gDGoqwNyV/x0cBgqVfvga8CnygSkGCXp9zznkw55xzVUIkC+iGXfT1xsqnbwVysODtNVSXlbGX44H/Yj1r21mzZg25ubnstdde5WnRx8DR5dnQuRriKGA6MQqglOWtt97i+uuv5+eff6Zdu3YMGzaMvn37Fo+fi5ADnBj+gAjNsUqxfbCqmnWAdcAb2N/4m6psiKdtzjkX4sGcc85VFpEmQC/s4u4UrOjIBmAadnE3FdV1FdhjGvA7cV6shskHJgBX7OB+nKtOBLtJ0ZUdGFayatUqCgoKaN26daxNNgHDgLExGyLUwwK60M2b3bC/u/cIbt6o8nO8bXTO7bw8mHPOuWQS2ZeStKtjsYvKFVja1RQgB9XtCplUwItYOtmOjMvZBLQDv5h0tU4b7G9tX6DejuxIVaNNEg7299MJWFye/YiQivWC9wH6Bm0D+JSStOqvVX3ycedc2TyYc865RLLxb10oCeBCRRi+pORCbV6U8W/xOgN4jhiplmXYjPUMngl8lKD2OFfdpAKXAoOw8ah52N9LogqTrMHSpCv8Nx0URzmAku+Lw4NVP1DyffGhavSJz51zzoM555zbUSKZ2HiZPlhwtTtQCHxAyfi3H5J09HRgJZa2VR65WHrmEuBxrEDEH0lpmXPVTyNsrOoZwGlYqrMAWXHurxBLUY5ZKrYiRNgdS8Psg7UzA/gVGxs7BZiuSm4ijuWcqx08mHPOuXiINMYuBvsAp2J3+nOBNykZ//ZrJbXmZKxSXqyJv/8AMrGKlc9haWeeUul2doKlF/cA+gFHYOPY6hGlQmwMm4BsLEUysY0TGmBja/tgY20bY72K72DfMa+rsjrRx3XO1SwezDnnXHmJtKEkHep4rIdrNSXj395FNa+KWncp8CB2garY2LxU4C1gUvCv98A5F1sGNpbtNCz1uDUW3MVKYc7Dbo5cluyGiZCOjbkNjbNrg/2dzyZIx1RlYbLb4ZyrfjyYc865WKzawaGUBHCHBGsWUDKe5RNUi6qmgdupj43XywB+Az4HH2vjXJyaAt2xwO5kLKU59PeUATwPXIf1zlWaYJxdR0q+lzoHq76l5HtptiqFldku51zV8GDOOefCiWQAJ1Ay/q01dgf8Q0IXSqrlqlrnnKs1QimZ7bF06h+wycCrnAitse+qPtjY3TTgF0rG2b2tyuaqa6FzLpk8mHPOOZFdgJ7YxdBpQEOs0uN07GLov6iuqboGOudc2URoyLbfZbtgPYfF32WqrK26FjrnEs2DOedc+Yk0Ao7CUvlOAPbA0o3ysbnT3seKbHxcwcmvK59IK7a9m50OrAVeJ7ibjWqlpk8551yiiBDKMuiLfde1AooIyzJQ5buqa2H5DJpGuc87Y3pSvc87ziWBB3POubKJdAH+il0UbMGqJqZH2bIAuwuciVVXfADVuZXVzFLZ+LeDKRlncliwZjEl40w+RtXHmTjnapVgnF1nSr7/OgarvqHk++9TVarL+F8GTSPu886YnlSP845zlcCDOedcbNZ79RzQFTtRlrdcN9j8S1uAT4ALUF2e+AaWQSQNOI6S8W97B2uKK8ABCxM4gbdzzlV7IuxNSWbC8dh3+0pKMhPeU6VKKvMOmkbCzjtjelL55x3nKpkHc8657Vkv1sXAGCydJdrd0PIqwNJhBgETkh44idSnZG6m07G5mbYQNjcTqquS2gbnnKshRNiVbefMrA9sJGzOTFV+S3Y7Bk0jaeedMT3xi11Xa3kw55zblgVyD2JzJ9VL4J5zgSeAwQkP6ERaAr2xi5Fu2N3c34A3sLSb6ahuTOgxnXOulhGhDjaGODTOrgXW2zWTknF2SxJ93CCQS+p5xwM6V1t5MOecK5G8QC7ETqyqN+zQXqyd+1My/uOIYM2PlKRPzkLV51hzzrk4iJCCpTqGvmcPCFb9j5Lv2fmqOxYkJTGQC8kFnhjTkx077zhXTXkw55wrIXIJluKSjBNqSC4wCNVnKvQskVTgaEouLNoGa+ZScmHxlY9/c865xBOhLSXfv8cAKcBy4DXs+zdHlfyK7nfQNCrtvDOmJxU77zhXA3gw55wzVuxkIck9oYZsBDqguqKMNtUFTsYuHnoDTbCxEO9RMv7NB7g751wlEqEp0Av7bj4FyAL+AKZi383TVFlf1n6CYieVet4Z05PSzzvO1TBpVd0A51y18Rw26LwyZAbHO3G7NSLNsMIlfbBALgtYj10kvAq8ieofldRO55xzEVRZA0wAJoiQBXSnpGrwOUCBCDlYYPeaKj/F2FX1OO84V4N5z5xzDkS6AjnYPD6VZRNwAqpzEWlPSfrO0YAAP1GSPjkT1Qqn7zjnnKs8IqQCR1Lyfd4+WDWfku/z/6mig6ZRZecdn4fO1SYezDnnQGQS0J+Kzeezo4qw9JoUoEPw2OeUnPA/9/FvzjlXc4nQgZLA7kjsRt0S4LULJ3Bwg6YcHwSAlaUQeGlMT86rxGM6l1QezDm3sxNphE0WW6e8T8mhJE9FgN2BC4A7scisgt4HXgZeQ3VpxZ/unHOuuhOhOcEUMhn1OPnS58hMy6zYPrSoiI//+Xe+eesJUlLT6NDtIo648A5S0yo0JV0e0HJMT9ZV7OjOVU8+Zs45dxQ2qXa5g7mQ5dio9QXYpERtgCsrtos/gHtQfbOix3bOOVdzqLIaeBJ48tLn6SupPE8FUyznPDeChe/+k9NumkxGvUZMu/NPZDbYlcP6D6vIbrZgvYR+3nG1Qhw30Z1ztUwX4qwk1hBohEWDxwMfV3wXWcHxnXPO7STq7crBqWkVK3yyNT+PL6aM5uhL7mX3g46jyd4Hc0ifa1nwdoVnG6iLn3dcLeLBnHPuBHawl34J8CHQqeJPTQeyd+TYzjnnapwKn3fWfDefgs0b2ePgE4of2/3A49iz8ykVPbafd1yt4mmWzrk94n1iq+Df9djo9mvj283u8R7fOedcjVTh887GtTalaN1dWxY/1mSfQzj+yofjOb6fd1yt4T1zzrm45/j5CJgH/AdLsXwgvt1UcAi8c865Gq7C552irTY7TUpKQopf+nnH1RoezDnn4p6/bU9gX+BPwI3APfHtZku8x3fOOVcjVfi8k1m/MQB5G34rfuzHOf/l0TPjGvLt5x1Xa3gw55xbkYidKFAQ31N/TsTxnXPO1RgVPu80bdsZSUlh1cKSUlvrVnxL/SatSnlWTH7ecbWGj5lzzr2PFaOs0EQ9YGPl8oAvgDFAt4ofuwCbts4559zOo8LnnXq7tqTd8ecw64nB1G3cEi3ayhdTRrP/yZdW9Nh+3nG1igdzzrm5wCZspoEKaYVNGt4SOA24q+LH3hQc3znn3M4jrvPOSdc9yYdP3shrN51ManodOnS/mC7n/L2ix/bzjqtVRFWrug3Ouaok0ghYRdUMCM8DWqK6rgqO7ZxzrgoMmkYjYCVQpwoOnwe0HNMTP++4WsHHzDm3MxPZD7ifOFIsd9RWUviAY38StHFlH9s551zVCQKpV4HCSj50ITDZAzlXm3gw59zOSORIRCYDC4DzgZeBzZXZhELStt7AQ3sDi0V4QYRDK/P4zjnnqtQDVH5VyS3EPYuOc9WTB3PO7SxEBJFeiMzEpoU7AbgTaIPqn4E5xF2QssIKMsmfNY8uewMPAacD80V4S4RuIkgltcM551wVGNOTucAnVOJ5B/hkTE/mVdLxnKsUHsw5V9uJpCNyIfA/4L/AXsANwJ6o3ozqL8GWF7ADc85V0Bbg/1RZrsoQbMq6/wccArwDfCpCfxESMjusc865aqnSzzuVdCznKo0Hc87VViL1EbkB+B74Z/DohcC+qI5GdeM226suBwYBuUluWS5wLarF8wypsk6Ve7BA8wpgF+AlYJEIV4qQleQ2Oeecq2RjelKp550xPRMzr6pz1YkHc87VNiLNELkdWAY8CPwI9AI6ovosqqWltEwAniB5J9Zc4AlUn4m2UpU8VR4H9gf6Ab8B44ElIvxdBC+W4pxztcsEKuG8M6YnUc87ztV0Hsw5V1uI7IvII8BS4O/YpKhHoXoCqlMpzzwkts1gknNizQ32O7jsZlCoysvAEcCJwHzgDuAnER4UoXWC2+acc64KjOlJtTjvOFdT+TxzztV0IocBQ7GerK3AROB+VBftwD4FuBj4Bzb/3I5MXVCAjVW4NlaPXPmaREfsdZ4DKPACMEqVr3egbc4556qBQdNIynnHe+RcbefBnHM1kQVb3YFhQDfgDywd8R+o/pzA47QCngUOx06uFSlIUoidTD8B/i98jNyONam4gMtAoC5W1GUUMEsV/0JzzrkabNA0Enbe8TFybmfgwZxzNYlIGtYDNxQ4FFgJjAYeQ3V9Eo/bBUtTORM7UdYl+l3TAmATdgKeDDyI6tzkNIndgKuxwfNNsOkWRgGvqVKUjGM655yrHIOmEfd5J5j2wLmdggdzzsUvFWgOFAGrknokkbrAJcBfgb2BRcB9wHOoVt6kqyKNgCOBLkD2j+x1VDoFKa1Y8SPwMzZOby4wG9V1ldMkQu/NjVg1zIXYe/O8atInpG2LXWSsxFJcnXPOJdCgaWxz3vljFUelpJFSvwnbnXfG9KRSzjvOVScezDlXMQIcj82J1g27I5gCfAkMwOZyS+DRJLL3aTZwL/AaqlXe+yRCDoAq2VXbEhAhDeiP9Vp2wk7yo4HHVPkjwYfrATwKtMDG76UD04C7sMnXnXPOJUF1Ou84Vx2kVXUDnKshUoE+wO1AGyzdQyj5GzoMmIlVX4y/8EiISBtsXNhlwbHewIK4WeWqSpk4HbDep8xoKwcMoEnw3z/FeH4e1lP2feKbti1VtgKTRPgXcDI2nnAUcJMI44GHVVmZgENlY6k8dSMePx0bx7gAuAUL7vxumXPOVUwjbHqayO9YAM48k0bBf7vFeH4BVtV5aeKb5lz14z1zzpWuDnABMAJoCNQvZdsiYDFwQPD/ihM5GOtZOpeSio33ofpVXPuL35lYr1YT7MQo0TbauJF6APXrxywnrUAGloZ4JfB2wltaChG6YO/nnyip9HmfKt/Gucv6wE9QfDERy0ZgLRbU/Qt7D51zzsW2P5bxcCSwOdZGGzbYeadBg1KnMcjAsjP+DryYwDY6V+14MOdcdA2x9MYhWO9baUFcuI1Y8PdquY9klSmPx3qSemLz4jwOjEZ1WfmbnDB9sSAyK8H73QScAbyb4P2WSYS22HjDS7CT/GRsWoOKpkQOwwK0qHeMo9iI9U7eCTwZ/Oycc25b+2FFrBoR4+ZhnDYDVwH/TOA+natWPJhzblu7YwHc5cHP5b1oD/cV0JGyUuxEQqmbw7ASzGuAh4HxqP4Wx3ETQYBlQKsk7f9L7L2pEiI0x8YfXo1dNLyPpWJOK8e0BplYD2PjOA6di30exgAPYb9r55xz5t9YBkUiA7mQDcCueJEqV0ulVHUDnKsmOgDPY2O7rsKCuHgCObBqk8fGXCtSB5HLgG+Al7FUxr8AbVC9swoDObA0l12TuP/2WMBcJVRZrcpNwJ5Yyet9sfGIX4jwfyKlTlJ7PvFPYlsP6929AQuWnwT2iXNfzjlXm2QAvUhOIAd2I+2EJO3buSrnwZzb2R0FTAfmA3/GxshFLfZRAXWB27Z7VKQhIsOBH7E0yo3A2UB7VMejGnOMQCVqS3LHd+VhAVSVUmWDKg8FbbkI+y58FvhOhOtEtkurTQFGUv5021jqBMuFwNfAFGy+QOec21mFqgInSzqWxulcreTBnNtZHY7NS/M2VoEwi8RVdxWsquVB9pPsgcgorHDG3ViqYXegC6ovoVqYoOMmQibJuzsafoxqQZV8VSZiqZ+9sepno4GlItwmQtNg096UXfSkItKxoO50YBbwAXBIAvfvnHM1RR0gmefBNOLPtHGu2vNgzu2MzgZmAJ2x9LdyBS+jRo2iR48e/O1vf+Ozzz4ra/MMfvvtfkSewnri/oql83VGtQeq71byFAOuFKoUqfJfVY4HjsaCq5uBZSkpjMvL417K2Su3atUqhg4dygMPPFCezVOwi4yjgY+wAjHOOeecc+XiwZzb2XQBnqZknrgyqSrXXHMN48eP56CDDuL555/n7LPPZtasWaU9LZWsrFPYc8/zsJTKtqiei2qZUWBNoap8/PHHTJs2bbt1eXl5NTZWVeVjVfpi4wdfOOYYLt+6tfQUndBrnT17Npdccgn3338/M2bMqMhhQ0HdJLyHzjnn4rJq1SpGjhzJ1q1e68TtPDyYczubv1CONL+8vLzi/69cuZLJkyczaNAgHnzwQd544w0OOOAALr30Ur79tpTpytLTC/nyy0moXoPqj4lofHWxcuVKOnbsyLHHHsvQoUO3W//KK6/QsGFDrrvuOjZvrg5DAStOlYWqDJg+nU/q1o0+niMUxG3ZsoWXXnqJP//5z8yZY7MdjBgxAoD8/HxmzpzJuHHjWLBgQVmHzcDm43POOVdBP//8MyNHjuTrr7+u6qY4V2kSNUbIuZriMCA11spvvvmGW2+9ld9//53u3btz3nnnsX79egoKCth///0BOOiggxg1ahSdO3dm/PjxjBgxgkaNogynSktLZZddzgFuBKqyQmXCXXvttdSvX5958+ZxwAEHbLf+1FNP5ZlnnuGmm24iLy+Pxx57rApamRAHZmVxKDF6cUWEoqIiLr30Uj777DP69evH3LlzycrKomvXrqxYsYLbbruNCRMmcOCBB3LjjTcyePBgbrvtNlJTo34M07Dxls455yJccsklpa7/9ddfERGuuuoqJk6cSNu2bSupZc5VHe+ZczubmJNwL168mHPOOYcNGzbQvn177r77bq688kr23XdfNm/ezNq1awEoLCykffv2DBo0iGeeeYa5c+eWdcxrE9j+auG9995jxIgRdOrUiYyMDAAWLVrEBRdcQF5eHrvuuit/+tOfeOCBB3jllVequLU75BZKmY7g/fffp2/fvrz77rs8+uij9O/fnzlz5nDttfYrv+aaa5g1axYPPvggH330EXfffTf/+c9/+O23UmP7qpgo3jnnqr2lS5eWumzcuJETTjiBOnXqcPnll5e9Q+dqA1X1xZedaRmsqrkaxSuvvKL16tXTr7/+WlVVx48fr3Xq1NGHHnpIzzrrLD3ttNNUVbWgoEBVVdetW6cZGRn6t7/9TfPy8qLtMuQPVc2qBq+9PEt/VV1f2otRVd1nn3109OjR2zw2atQoFRGdPHly8WNPP/20tmrVKnyzdaravRq8zvIsrVR1c6z34O2339YmTZro0KFD9auvvlJV1f79+2unTp20oKBAn3vuORURnThxohYVFamq6gcffKBNmjTRKVOmxNptrqreUA1euy+++OJLZS3t1c6TyZKvqjdWg9fpiy9JWTzN0u1sngXuiLZi+fLlxamUACeddBIdO3Zk6tSpnHzyyQwfPpzVq1fTvHlzCgoKaNiwIf369WPq1KkMGTKEzMyYQ/EEuBQYl+gXU1Wuvvpqhg0bxqxZs2jXrh0//vgjr7zyCueeey7nnHMO3bp1IyMjgzfffJMhQ4ZUdXPjNYwY6ZVbtmzhv//9L7/++itZWVm0a9eOFStWMGXKFJ5++mlWrlzJvffey+mnn07//v0Rsd1kZGTw66+/0qlTJ8BupoXWBQT7jDrnnHPOlcmDObezWQO8gE3avE363N57781nn33GqlWrOOCAA2jfvj0FBQW0atWKQw89lMaNG3PHHXcwZsyY4vFO/fr14+yzz96mYEoU9bEy94+S3Ll0Ks3gwYPJyspi3LhxTJs2jT322IOHH36YK6+8kpNPPpnXXnsNEWHs2LEMGDCgqpsbj0bAAGIUy8nMzGT48OG0bduWhx9+mHvuuYf27dvTokULzj//fF566SW++uorHnnkEerUqUNhYSGpqam8+OKL7LnnnhQVFQFEBnIFwPPA2iS/Nuecq9Fyc3N58803WbhwIatXr6aoqIjmzZvTrl07evXqRYMGDaq6ic5VGlGtmeXDndsB+wBfYxOVbmP69OmceOKJpKWlkZeXR+fOnenTpw/33HMPw4cP56GHHmLu3LkcfPDBAMycOZPzzz+fxx9/nJ49e5Z2zA3Y/Hbb1/GvXvoDTwK7lPcJ8+fPZ8GCBducUNu3b88RR0St47Ee6Ae8k5jmJs01wL2UY6LZ9evX89hjj3HzzTdTUFDAXXfdRU5ODuvXr+eDDz4gNTUVEaGwsJC9996bk046iYcffpiGDRtG7ioPOBD4IfEvxznnqq32wFygzAgsLy+P66+/nokTJ7JlyxYyMzNp1KgRIsK6devIy8sjPT2d888/n7Fjx5KVlQV2o+xvwP3JfRnOVQ0vgOJ2Rj8AbwNFkSt69OhBeno6IsLSpUtZvHgxvXv3BuDyyy+nQ4cODB48mM8//xyAZcuWsWnTJvbZZ5+yjlkfmxi6VigqKuKee+5hzz33pEuXLlx44YUMGTKEYcOGcfHFF3PUUUfRqlUrbr/99uJeqBqmG+UI5AAaNGjA5s2badiwIZMnT2bXXXclJyeH/v37k5qaWvz6H3vsMXJzcznmmGOiBXJFwHQ8kHPOuZgGDRrEq6++ykMPPcQPP/zApk2b+Pnnn1mxYgW5ubksXbqUcePGMXXqVK6++uqqbq5zlaOqB+354ksVLZ01RiGUkCFDhug+++yjGzZs0MLCQlVVnTdvnu6///7asmVLHTJkiB544IHar18/3bw5Zp2McC9Vg9dd1lKuAijDhw/XevXq6fDhwzUnJ0dXr16tW7Zs0fz8fP3ll1/0gw8+0Jtuuknr16+vQ4YMCX9qTSmAMr+s9yBk6dKlmpKSokOHDlVV1Y8++kjbtWun//rXv7bZrnXr1nr66afrkiVLVFWLi6IEclX10Grwun3xxRdfKnspdwGUhg0b6ssvv1zmdpMnT9Zddtkl9KMXQPGlVi8+Zs7trOaTn/8NGRldIleoKps3b+att97ijDPOoH79+sWPd+7cmZdeeolJkybxySef0LNnT0aOHEmdOttlbEbagqV21gpPPvkk48aN46KLLtpuXdOmTWnatCnHHnss7du3Z/DgwYwaNaoKWrlDvgIOoRzZC61bt2bs2LGcddZZADRv3pzVq1fzxx9/ADZp+IgRI1i/fj0DBw6kTZs2wLbj5QoK+Co9nc8S/zKcc672yMrKYtWqVWVut2rVqlCKpXO1ngdzbucj0gYYzMknH8TLL0PEQGkRYcOGDfz444/069cPgG+//ZaxY8eybt06Jk6cyJ133lnRoxYB/0xE86uDoqIi0tNjTr9WLD09ncLCGlnz5RHgT5Qj1TI0QW3IHnvsQbdu3Zg2bRpt27Zl4sSJvPjiizz00EP06tUL2LaK5caNcNZZHPj229wLjFZlZTJekHPO1XTXXXcdN9xwAx9++CE9evSgQ4cONGzYkJSUFNatW8fixYuZPn06kyZN4pZbbqnq5jpXKTyYczsPkY7AUOAcQHnnnedJT88G2kRuOm/ePJo1a8by5cu54ooreP7559ltt924+eabgagl5WNRYDPwZ2BJYl5I1bvooou48sor+frrr0s9oY4ePZqLL764qpsbj9lYEZRxQIVu72ZmZvK3v/2NgQMHcu6557L33nszcuRIrrjiiuJtwj87qaksfecdZgM3AteL8CxwnyqLEvFCnHOuthg+fDitW7dm/PjxDBgwYJsx2SKCiNC1a1eeeOKJqJkjztVGXs3S1W521XwCNmfYqcBG4HFgNKo/YRUmn8QKlBRbsGABBx54IACdOnVi5MiRxYVQykmBTcBi4DKsUldNUK5qlkVFRdx999089thjrFixgsjvERGhRYsWXH755dx0003FUzlQc6pZht9ZfNUAACAASURBVGRjU0rsQcRnpDy+//57mjVrVlwmu6ioiJSUbTI3N2JTILwkwr7AX4FLsCkRXgVGqTJ7R16Ac85Vc+WuZhluzZo1LF68mF9++aW4kvK+++5LixYtIjf1apauVvNgztVOIqlAXyyI6wr8AjwMjEf197At04DlQPPwp69bt45x48bRo0cPunbtWpEjFwL5WM/OLcCsuF9D1eiDpYNuV24xlnnz5rFo0aJtTqht27YtbWqCM4CZiWlupRCgO3A7cDA2pUW5KwGX0Yu7GgsUi3NRRWgGDAKuBhpj79UoYKoq/oXtnKtt2mBjyuslaf95wBBgbJL271yV8mDO1S4idbAJwW8E2gHfA/cBE1HdHONZf8EulnfkRJKPjYt7DbiNmlvs5BAsAK1wL1Q55QH7AcuStP9kOwy4FQvuUomYeL6CcrG030eirRShPjAQGAy0xoqyjAL+pUrBDhzXOeeqk0xgHVHmfk2QP7AsnDeTtH/nqpQHc652EGkEXAVch/WyzcUmfZ6MalkVOLKAVVRgouwwoQDxKexC+6c49lGdCLCSiJ7KBFoEdEjSvivTvljaznnBz/FchPwBtKDkMxSVCP+fvfMOj6roGvhvkpBAQglIbyoCShfpRUBBNCLFivKBgALqq6CiiFhe9FVfkfpqUBRFULEgCFioooL0joCCIkWagNSQ3s73x2xCyu5m77bsJvN7nvsom3tn5s4999w5M2fOKYHe5/kM0BgtY5OBD0SId6Neg8FgCDS+BW7zUdmJaC+HVB+VbzAUKiZpuCG4UaoGSk1Ar/T8F9iBTvjcGpF5LhhyoAfTkylgUJ2HBPRgfBzaTW44wW/Igd7r9yzW+sJVktBur0WB/ei9bpcD/0PvfUuwcH0SMAkX+lmENBE+AZoCPYCDwBTgsFK8YnPLNBgMhmDmRfDJ5FQi8ALGkDMUYczKnCE4UaoB2ge+P3pSYg4wAZEdbpZYDm2MFbQBO952/AeYhW+MnkDgQfRm8VD0ap3diZ/kZL0iVbIkyQ7KyQo1loxeOZ3n3WYGDKXRgW6eR7sMFeSmehHtOnnBncqUoi16pa4POofhTGCiCAfcKc9gMBgCgJboPdt10HpN2Y5cJCTolDFRUSQ6KEfQ36xktFv82z5oq8EQMBhjzhBcKNUevbrTC21IzQAmI3LQC6XHAF9hPxR9PHAMPXs4nxwBK4owIUA7oC4O3AjHjGEkwOuvM9lBGUnAXmAzFIvgHVkukf8BKmLfqEtC79/41tPKlOJq9P7Q+9HBfOaiI2Bu87Rsg8FgKCQuRwebsruP/eGH+TfAu+/yHwfXp6K9dbZRPL47hmKOMeYMgY9SIWj3stFAB+AsEAtMReS0l2u7HZiG/ogI2ohZh45k+CPmw5ALpVgJIEKXwm1JwKHQkwMvAtehZ4gVepDxCNro8l5liuro/aIPo/d+rkDv4VxhImAaDIaihPnuGAy5McacIXBRKhwdYGIU0BD4C73P6ENErOxPslwzOqpjCnp2z5d1BTXmo+oS5YHaaPfLLVxyPfU6SlEOeAh4AqiGnpkeD3wlQrqv6jUYDAZ/Yb47BkNujDFn0OhokO3QPuud0UE9wtErCceAVeiB6HpEzvu4LWWAYcCTtnbsREemnIuICcleiAxfQi45iTtJu5BQQkpX5BB55CQ2Bt/KicEhShGB3k86Cp0K4gB6ImSWiMN9Jl4jr5zgRJ8YOTEYDM4w3x2DwTnGmCvuKNUSeIpLgRQisZ87Kw0dFSoCWAhMQmSLl9tSBRiBzvsWDfyEXlVYhhHUQmX4EtyWk9gYvCsnBpdRihD0/tLRQFvgNPAW8LYIZ71dn5ETg8HgLYw+MRhcwxhzxRWlagKzgVZoBRhq4eoMtGLdBAxA5KiHbamHVtiD0LP384HxiGzyqFyDxwxfgtfkJDYGz+TE4DZKoYCOaKOuB9p1+ANgsojnCdyNnBgMBm9h9InBYA1jzBU3lFJooykWbTjZm+VylTS029RwYJbl1TO9KjgauNNWzkfARET2edAmgxcYvgSfyUlsjAnIUZgoRWO0+2U/9P7Qz9ERMHdZLcvIicFg8BZGnxgM7mGMueKENuQmo/Nh2Q356yYJwPvAyAINOt2G7mgj7gZ0nq13gLcQOeHFNhncxPZB9amcmA9r4aMUtdGBUoahn/NitFvzz65EwDRyYjAYvIXRJwaD+9hNBGwogvjOkMNW3lBb+Y7qD0OpfsB2YClQH50fqzYizxlDLjDw4QcVXJETg98Q4bAII9GRNl9AuzStBNYrxR22/XZ2MXJiMBi8hdEnBoNnGGOu+DAI3yjKLLTCVGpwrl+VikKp4cA+4FO068RgoA4ikxCJ81F7DO4xCD/IyfAlDC7wTINfEOGsCK+hE/X+C6gEfAXsUYohtsiYeRmEkRODweAdBmH0icHgNsbNsjigg53sxXeKMifxwDXoDciPov3VLwPWol24vkPEZ3m2DO5j23TuVzmJjeGYH+oyWEApQtH7WEejE56fAP4HvCvCBSMnBoPBWxh9YjB4jlmZKx7MRq+I+YOSwEZ0gu+X0EZcR0Q6IvKNMeQCGn/KSYStPkOAIUKGCF+iczp1A3YB44AjSjE+PYUvMXJiMBi8g/nuGAweYoy5oo5SrdB7YTyJCmWFMHSC4B+ARoj0RmStn+o2uMnwJfhbTkoArW15hAwBiAgiwg8idEev0C2qXJ+nRGiHkRODweAh5rtjMHgHY8wVfUaC3T0vviQDiEfkNz/Xa3CfwpCTCFu9hgBHhO0i3NfrVRaHhvs9IpyRE4OhaGK+OwaDFzB75ooySkUDf6NdH11iJTpfAEA5oDUwFuhgvfZkoBoi561favAnw5dgWU7iTh7i48FX5vu9Vb+xtOn/kpXqk4FqsTEYOQlw3JGToztXsvDZG/L9Hl3zavpP32uleiMnBkMRwlN9Eh5Vjir1W9O631iqNbI8QjH6xFCkCCvsBhh8Sjt0IBKXlWUWh4FTwBto424D2s/KAilAW3QaAkNg47ac3DlpHRVqNcj+d2i45SKMnAQPbsvJoI+PUqLkpfgGKiTUahFGTgyGooXb+mTgR4dJOn+KbXPfYMGYG7hr8gYq17U0QjH6xFCkMG6WRZuWuBkhqjzQApgDNAImWC8i0la/IfBxW07CS5UhonR09hFm3ZgzchI8uC8nUeVyyUl4ZBmrRRg5MRiKFm7rk4jS5alcrwU3j5lDhdqN2P6V5RGK0SeGIoUx5oo2nfFw9VUBPYF11i8tAXTxpG6D3/BYTjzAyEnwYOTEYDB4C8/HJ0pxZZuenPjN8gjF6BNDkcK4WRZtanijkJrASfcure6N+g0+x205mfdUe1TIpTmhe/63mega9awWY+QkOHBbTmbdXzP7/69s25ubnvrInWKMnBgMRQevjE+iKtYk8bxbIxSjTwxFBmPMFW28krtFuX+pv6NUGdzDbTmJeX4e0TXqZ/876jK3vs9GToIDt+XkrknrCIuIBMi1d84iRk4MhqKDd8Ynyu0RitEnhiKDMeaKNqneKOQ4UM29S1O8Ub/B57gtJ1EVqlO2yhWe1m/kJDhwW05KV6pNeKnSntZv5MRgKDp4ZXyScOY4kRXcGqEYfWIoMpg9c0WbY94oZBHaud0NjnujfoPP8YqceICRk+DAyInBYPAWXtEnhzYvokYTt0YoRp8YigzGmCvarALS3LnwHLAd+D9gDzDGehFp6LR1hsDHbTlJTbpISvz57CM1Kd5qEUZOgge35cQLGDkxGIoWbuuTlPhz/LN/O8vH/x/njuyhxT2WRyhGnxiKFMbNsmizBUhE5/+2RG0gGr0itx642nrdibb6DYGP23Ly1VPtc/27Ut0W9H3L0mM3chI8uC0nXsDIicFQtHBbn3w0sDYRpaOp3rgzd01aT/malkcoRp8YihTGmCvarMfiJt8ugHin7gh0rnFD4GNZTspWuYLHFntFUoycBA+W5aRm0y5GTgwGgz3WixBhJX6J0ScGg32Mm2VRRuQ8sBDI8HPNGcACW/2GACc2hkKVE1v9hgDHyInBYPAGSlF76q2M/XM1YZl+1iaZGXB4G2em3kpj/9ZsMPgOY8wVfSbh/6hNKbZ6DcGDkRODKxg5MRgMbqEUTZTiY2A/MHzPCpYrRbI/2yCZpG34mChgtVKsVYreSpmxsCG4MQJc1BHZAmzCf4EL0oBNiGz1U30GLxAbQ6HISWwMRk6CCCMnBoPBCkqhlKKTUiwCdgJ3Am8DV/21mR4qhA34UZ+ElmDtqT+oCQxHJw5fCPyqFA8oZXLPGYITY8wVDwbgpZwuLpAC9PdTXQbvYuTE4ApGTgwGg1OUIkQpbkfvtV0FtAb+DdQW4QkR/rKd6nd9IkKCCFOBekA/2+8zgANK8bRSlPVTewwGr2CMueKAyFH0LFSCj2tKAEYgUtj5qAxuEBuDX+UkNqbQ85YZ3MDIicFgcIRSRCjFEHRWo/lAZeBR4HIRXhHhTM7zC1OfiJAuwudAc+AWYC8wATisFK8rhVvZyA0Gf2OMueLDLOB9fKcwE4D3EZnpo/IN/mEWfpCT2BiMnAQ3szByYjAYbChFOaUYDRzikm64F6gvwjsiJDq5fBaFqE9EEBGWidAVvYK4HHgGOKQU05Wivo/aZTB4BWPMFRdEBBh5juhPE4j0UvaBbBLRinikl8s1+JnYGAT9HH3xYU3AyEmRwMiJwWAAUIrqSvEGcBgYB+wGugMtRJgjQnpBZQSSPhFhswj3oNPrzgTuB/YqxVdK0drLbTMYvILSY3xDcUApQhSZix7gw67v8VBaKJklgBIeFJkBhALfIdLTO600BALDl6CAQZLJ1MwMIkM9kBIR0m0Ry0aYlZaiRS45ySQy1IPMpUZODIbgQSmuBkah97yFAXOBCSLuByvK0ifAW+hccJ6MT9LQe+E80idKUQUYAfwLiAZWAuOBpSLeSstrMHiGMeaKEUrxJDAZ+JegvgU+QbsURKCNMlfJQCvJTcBx4D6gGyI/erfFhsKmfE2+v/FxulRrRKot0pfLciJCRnoKoXEnOHHZFbQ0e5+KLhVqM7/LY/Su3pgUpQjHDTk5f4wzla6imZETgyFwUYq2wGigN3ocMBOYJMJ+b9UxfAk18c74pL+39IlSlAGGolf4agC70EbdHBG/ReM0GOxijLliglI0BzYCi4Hbs2eUlGqJVk63oxVgJPZnw9LQ7pQRwAJgMiJbUCoK2AaUBpoicsbOtYYgRCk6oaOQPfvYYn7ADTlZ/CppB9YxALhWhJ0FVWm7zq95hwyeYdMt24Bxjy3mK9yQk2VvcG7fKv4FXC/CGv+03GAwuIItD1sM2oi7HjiHTi8QK8IpX9U7fAluj09saVS8jm2y6j70nrqGaPfSScAMEZ8HcTEY7GKMueAhBK3EUsHa0r5SRAFbgLJAMxFO2zkpGmgLtAS6HOSKdiVIC6nJsYPo1beVtjI2IHI+z7XXARuARcAdWBMqBdQESqGV8VEr92ZwCQWEo11hXPrYKIUC1gG1gHoiJAEMX0IuOUHn6YlAf2hzyUlsDOeVojxwAFgnQg8H1bVEh6y+Hi2jB4HXwLjaFQI1gBfQs+5pwA5gOnoSyO57rRRLgVbAVSKcB7fkJBL4E/3sOzpwX1JAV+ARoAVQEvgOLSsHPbttgyFoCAOqAVHA71gcD1hBKUpwyXBpBBxBe/d8IEK8r+rNS159EneCdiFhhJSuSL7xSWwM5x2X5D1sBu6taAO3I3AWmApMFeEfH1dfASgHHMN/aR0MgYzYwviYI2CPW0XkT9FkiMg5EZkrIneKSBlXygB5DyQTpKur9YKsBFnpcjvhKQEReMiF80NEpL2IvC0ip0UkUUTiRCRJRH4QkXoB0O9F4QgRkSG2Pk63HadF5GMR6SEiJZ08/zv045QHPG0HyChbWV3y/K2iiMwWkQQRyZTcJIjIFBFRAdCPxeWoKyInRSQtz7O4KCK/iuR7foB0tT3bkZ7WDzLUVlZvO39vLyLbbG3JSYaInBGRxgHQf+Ywhy+PFiLylYikiNaPCSJyVPRYwKt1gZQGeRLksO2d3AUyAKREAPSD9fGJ79vTHmShra8SQaaCXOmDuqqJyHIRSRaReNH6b5uI3CMioYXdD+YovMOszAU2d6D9xiPt/O0ieqZ7CzAb+BY7q1pKcQfwFfCGCM/m+FM94Er0ik0++vfndYDZsxnjoG1JwG/A37aKQoAl6NWVloj8lrcpQBt0AuD7bPWWIr8vfCZwAmgAxDmo2+AaL6JnDaPy/C5o+QkHfgY+Ra+qngFQijDgVyAdvZJbYDQyZyhFKeAP9AxqWxEU8AB6hjccLcf2SAAesrXP4Fsi0Ctj1XEc5TgRrW+GAzttM9ObgErA1SKeucfa5G43Wj6b2OTuGuBN9Mx3KbQeyYsAp4E64L/VAoPBDyigG/AK0AS9Gp33/UwC+qLHAJ5VpqjMpWAf5dHfh/HAYhG/BvuoDDTG/tjHlfFJGvAXPl65zItSNEAHhemPHtt8CYwXYbsXir8M2Iz2lskbaioe/b38D9qjJckL9RmCCGPMBS4V0e5pZVw4NwH9ch8FPkf7jG9XihrATmA/0EGEVOAedFLMiuB40258PKUBSpd2OjgqiU6yOQzYhFJVbfUdB9oikoJ2v/o/2xGBfQMuL8loJTiwgPMMjmmKdn0t5cK58WgX3t+A2TffTMnly3kN6C3CN95ojFIMBj4cNoyn3nuP+4G65Dcy7RGHHqSbvZi+ZQzavdLu4CkHmWhXyUW33caqRYuIBQaK8LE3GqEUtwPzO3Rg1Jo1NAXuRstmQTojCYhFT14YDMFOGHAXenBeDb0n3Rnx6MnZ/FsoXEAprgKeAgajv9ML0UbIBnfK84CmwAy04epwcsjF8UkJ9N6+F9B57PyGbez1BHoysgw6b9144EcPjOJ5QE8cTMDbSEAHgJmE1ofn3KzLEGQYYy5wGYmejStocJWXVCBVhLQFC0iZMYPoQ4do8euv/Ab0Az7AtQG+FeKBG4AthIX1oHnz73jhhe307l0LbfCVJP9MUkEkA1WBC95tarHhI7QBbSUKGCIkJydT8vx5UqpWZYpSzEevxnikKHbupNzWrRy47z7KR0Rk78lzhRR0yOsBntRvcEoF9CZ+V4xrAERIS0kh7IsvONu5Mw2uvNI7e0QuXCD6yy/5tX9/qpUsSZot2ICrJAFXkeUtYDAEH5For4UX0d9pVyZzQX8v38LiZIZStEDvh7sL7YnxMTBRhN+tlOMlGqH3aZfB/gq8uySiDdV3vVimSyhFNPAw2rCrAmxFG3VfiZBhoahr0EGmXB27Za3MfQi8gd7raCjCGGMucNmJnp1ym4wMyMggKTwcBfyIdoF09eNglU3AWqA/KSnRhISUoIQnKWK4CDyKdjM1WCMUPSPn6bPOytOTjl4pfQvtfmkFBdwJvJeRQenQUEuD8ywS0a5G69241lAwb6JX10tavTAjg9TQUNLQyYIno5+VO0Sg3TfHZmRQIjTUoeutM1LRngmD3GyDwVBYXIaW/5FoN0qXJ1ZykIBexbvo7CTbRFo3tOHXFe398C7wpgjH3ajXW8wH+uBdQy6LBLTbaKGkEFCKkugJyVHoLS4HgInALBGXXCI/RXtVWZ0UT0V7U3wLvIz177chSDDGXGBSCT2T4s6AxhGCb5RkTtLwLMlnXlaiV/wM1uiIjj7oTcM9A/1heBU9cM904Zqr0P771+He4CQnf6L3UXq0f8+Qj9poV2lPV+sT0Yb/s+jZYFefUyjaY2ASelXCUzlJAppDoawsGAxWuRxtVA2y/duT9zARGIs2EvJh25N6F3olrjl6Bft/wHsihe4BE472wrE8oeQicWiX7eU+Kt8llCIUHSl4NDqH3in0JOk0Ec46uKw6equMJ32T9f3egJaRNfhxL6HB9zja6G4oXHrg/RkkXxty4F1DDqA9EO3lMosDd2HdPbcgQtEDjefRm+OdEYHe67EL/Qw9HaCDnnEe4YVyDLkZj5PZXguTfZHome/J6DQBjtJQ5KQr2uh6Bz2B5Q05CQemeKEcg8GXNEHvgdoLPIjWrZ5OqESi977m8n5QikileBQdhOpz23lDgCtFGB8AhhzoLRVW3A6tEo5eEStURMgQYT46zUIXtNvlq8BhpZisFLXsXDYKz8dvWd/vLuhAdb+gV0GNDVBEMA8yMPk/Ct7wXGTIzMwkLk4HrswzeExBz2IZXEeh3TEs7ZWzQCR6L6cjw701ehXtKVwLdpOLLDmwQ5St3hpWyjM4pQnQCyeTMEpZHkNEofNGzgGm4XgQMg74Br16a1nXJSQksHDhQg4dOkR8fK4YCKHoAUtbq2UaDH7gamAFsBE9mC6J84AWVslKaI1SXKYU/0ZHdZwKnEQn324owgwRUrxYr6eUxDVvD3fJMmYCAls0+VUi3Ao0QwetGwEcUIqPlKKx7dRotAt8gV5aqamp/PjjjwWdptA6ugl6C8tB4Db37sIQSBg3y8CjJHq/k8Ml9axn5sZAK6AQEZRSLFu2jPfee4/58+fbO2010MnPTQtmGqADljhcmfOC/KSgXT/yuoW0Bn5yVrcjzp07x0MPPcTx48dp3Lgxt9xyC3369Ml7WhraTcZ8fLzDj0Bn8kzqnT59mv3797Nr1y7q1atHo0aNiIyMJDLS8mNNQLtxvZDn96fR+zfcWj3++++/efDBB9m+fTtly5alefPmfPHFFzlPEXSwgFYYVyJD4NABWIqWe0sT6ePHj2fFihW0aNGCu+++m+uuu87huWlpHCtVinkZGQy11bUIvQK/2s/pBaxQH/3d8tWe/jTgORy4oAYCSnE5es/kEGzPbdMmjrVsSX+l7OvKP/74g+nTpxMaGsr69espU6YMixYtyv571hirAJy65xqCA7MyF3jciPZtdohSqtAMuRMnTvDyyy+Tnu7e1qWsBIdwyZgoW7YsCxcuJCYmhhUrVuRdnWmDdt8yuMbtFLAa5gX5EfKv5pTl0kDFMufOnaNJkybcfPPNXLx4kQcffJA///wz72kl0KsuN7tThyEXndDvVr5vQP/+/bntttt47bXXuOWWW7j22msZM2YMy5Ytc7Zyao8o9AptzpWHEHSkPpflJDNTT9hn6ZyKFSvy1ltvsXr1aiZOnMi2bduYPHlyzksUOvpbjJXGGgw+pCKwDL0K7fK4S0R47LHHmDZtGo0bN+azzz7j3nvvZc2aNQ6vSU6mRkwMj6HdOJuKcJsIPwewIedVPB2jFBYi/CXC4+h9zGNLlqRN3boMc2TIAYSGhvLnn38yYcIEjhw5wgsvvGArSz/q9PR0Ll50Gg8HtC5+CaMvg5vCzlpujnzHLBHJFDtkZGTI5s2bZebMmfL111/Lzp075eDBgxIXF5d9Tmam3Uu9xtatW0UpJTt27HD5mszMzHztSkxMlLVr18qkSZPk7rvvlipVqkitWrWkWbNmMm/evJynXhSRwVL4zyVYjl8dPYf09HTZtGmTTJ8+XebMmSPbtm2TP//8U86fP5/rWblAgoiE5Km3h4hccOXizMxMSUxMFBGRlJSU7N/T0tKy/z8mJkaefvppR0UcE5GSUjj9WxQOJSK77HVsbGys1KhRQ1avXi27du2SjRs3yqhRo6R06dISHR0tzz77rBw8eFBEtD5ygQsi0i5H3Y1Ev9MusXfvXpk4cWKu35KTk3P9e9iwYdKvXz97lx8QkVApvH42hzmyjkdFJF5cICkpKfv/jx8/LtWrV5cJEyaIiMiuXbukd+/eUrduXfn9998dlpGcLL8GwD1bOeqLyKWBjAc4GKOkisjTAXCfLh8XLsijKSmSW9nlIOtbvXXrVmnZsmU+HThjxgy57bbbpE6dOnLnnXfK0aNHC+q6JYV9z+Zw/7Aa5tTgW0LQe8TyLZucOHGCUaNGMX/+fC6//HIOHTpEamoqNWvWpFOnTvTt25cePXp4vGI3ePBgp38/c+YMSikeeeQRPv74Y+rWrVtgmVltSk5OZseOHaxbt46tW7eyb98+EhMTqVy5Mg8++CC33XYbrVq1Iiwsl1iWRufdmen2TRUfqqL3IOXj7NmzPPHEE8ybN486depw+PBh4uPjqVatGh07dqRv37706dOHkBCXJo1Xkn9/Q0NcjLb1zTffMG/ePD766CPCw8OJj4/n119/pU2bNoB2Hdm9ezcdOnRwVEQ02nUvr/uewTX6AFfY+8P+/ftp3LgxHTp0yH5vW7duzUsvvcTzzz/PhAkTWLt2LV988QXVq1d3pa4w4ESOf5/ExT1Ce/bs4dZbbyUsLIy+fftSo0YNtm/fzltvvcVbb71FyZIlWbRoEV9++SVjxoyxV0Ql9P5jryQ0Nxg8oAkFBPj57bffeOmllzh37hzdunWjX79+xMXFkZaWRqNGjQBo3Lgx48eP57rrrmPatGmMHTuW6Oj8McIiIrgcHXxqnQ/upVDxxRglAAktW5YxONkrl6WfV6xYQVJSEnfffTegV+M++eQTRowYwfXXX8/YsWN57733GDNmDLNmzXL2jb/Gy/dg8CPGmAssrsOBi9xbb73Fzp07mT59Og0aNCA0NJQTJ07w008/8e233zJ79myaNm3Kyy+/TI8ePfIaRC7z119/FXhO586dARg2bJgrG245deoU06dPZ9++ffz+++/Ex8dTqVIlunTpwk033UTnzp0JD780vsvMzMyrcFqhExs7Ct1r0PREh4TP9wGYNm0amzdvZubMmTRo0ICQkBBOnz7NTz/9xDfffMPdd99N/fr1+c9//kOfPn0o4ThH4EXgMzu/70CHhXc6UP/xxx/p27cvvXv3Jj09ndDQULZv384999zD6NGjiYuLY+fOnURHRxMT49DrIxK9t2AWOtiKwXXC0KGw7QYd6dixIx9++CGLFi2iRw8dkDItLY3IyEimTJlC3759eeSRR7j11lv54osvuOYal77/OZXKE/f43gAAIABJREFUabQMXVbQRXPnziUkJIStW7dStmxZAMLDw5k3bx7btm0jKSmJMmXK0L59e/r27WuviNLolAdfopMqGwyFxQGcpO7Zt28f9957LzVq1KB+/fq8/vrrrFq1ivnz55OUlMQ///wDQEZGBvXr12fEiBG888479OjRg27dutkrMhK9L/UmH91PoeGLMUoA0hsoV9BJBw4c4KeffqJOnTrZe8wXLVrEE088wb/+9S/Gjh1LVFQUp0+fZty4cfz999/UqOEwhphJLB7MFPbSoDlyHa+JdgfIxw033CAjR4609ydJSEiQxYsXS8+ePaVhw4by3Xff2T2vsDhz5oxcddVV0rlzZxk1apQsX748n6vUxYuXPK+y3O1yuPxdFJEHpPCfT6Afqxw9g549e8rQoUPt/i0pKUlWrFght99+u1xzzTV53VzzkiIi5e3UXVq0+6VTXnvtNWnSpEku98q9e/dK1apVpU2bNnLllVdK9+7dZfHixSKS2/UyD+kiska0y2Bh93swHQ+JEzfHU6dOSbdu3aR27dq59Ehqamq2W+WaNWukWrVqMmXKFEfFZJEsIlPstGGsFCAr6enpctddd8nQoUNzycCMGTMkOjpa3nvvPXnuuefk1VdflTNnzsiFCxfkzJkz9oqKF5FRdtpgDnP48+gkTt67hQsXSmRkpPz6q/aSnzZtmpQsWVKmTJkid955p8TExIjIJX14/vx5CQ8Pl+eeey7ftzQHiSJyTQDcuyuH19wsHRBMbpZKnGyXyMnUqVOlUaNGMnPmTBER2bdvn/To0UNq1aqV67xPP/1U6tevL9u2bXNUVJJovVzY924ONw8TACWwuBc7M3ciQpcuXZgzZw4bN27M/j0jI4OMjAwiIyO5+eabmTp1KtWrV+e///0vJ06cyFtMoVGhQgU+//xzli5dyvjx47npppuIiIjgzJkzLF++nMmTJ/PMM88QExNDy5YtefLJJ9mxY0dOl9HS6Fw8BseURge0sMsNN9zA119/zcqVK7N/y8zMJCMjg5IlS3LDDTcwdepU6taty+uvv87Ro0cdFfULOtpqXuLROcYSnTVy//792SvLAImJicyZM4e0tDTmzZvH8uXLGTNmDHFxcfTq1Yvbb7+dsWPHcvjw4bxFhQLXonPqGVwjCngdO6tyiYmJHDlyhNTUVL799lu6dOlCz549GThwICdPnqREiRLZq+UdOnSgR48erFq1irQ0p+kw04HX7Pw+hQKSioeGhlK/fn02b97Mb7/9xsGDB5k1axbTp0+na9eu9O/fn169elG+fHn69etHo0aNaNu2LcOGDeP48eN57/nfmHyVhsJlNU48Sw4fPkzDhg0R0YErbrzxRpo2bcrixYtp27Yty5Yt48SJE4SFhZGWlka5cuW4++67Wbx4MUlJSY6KLYEONmQILjqhk8k75eTJk6xYsYKqVatmeyZ8//33rF+/nueffx7QY8TMzEz++usv/vnnn2x3XQe874W2GwoJk5ogcLgcnUDU7r6jI0eO0KtXLy5cuMAzzzzD4MGDiYjI7069YcMGevTowa5du1zd02KXhIQEli5dyt69ezl58iSZmZlUqVKFevXq0aNHD8qU8SyC8Pfff89nn33GqlWrOH36NFFRUbRu3ZratWuzYsUK0tLSmDt3Ls2bN8+6JAWdY+yMRxUXXe5A7yssa++Pp06dok+fPhw6dIiRI0cybNiwbNe1nPzyyy/ceOONbNy40d5egyRgNBDroA2l0O5EVR018uuvv2bw4MGMGzeO0qVLs23bNj777DM6d+7MY489xoIFC5g7dy7//PMPt956K0lJSZw5c4b09HS2bNlir8iz6OhfCY7qNGTzIvAseSJJHj9+nBEjRrBy5Upq1qxJs2bNGDBgAJs2beLNN9/k7NmzDBgwgAEDBlChQgXOnz/P8OHD6dq1K1OmOMzPnYjOJfeKg7+PAP6Lk31EaWlpdO/enT179hAeHs7p06epWrUqTz31FMePH+f999/n/Pnz3HbbbXTv3p1Dhw6xdu1aoqKiWLp0ac6ikoG30SkRDIbCYjAOXJwXLVpEr169WL58OV27dgWgRYsWNGvWjH79+nHffffRt29fpk6dmr0NYcGCBfTt25fDhw9TtapDlZuM3kd93NEJAYLl1AQWxygBn5ogB6uA63GQo1NEpxv46KOPmDhxIsOGDWP48OGcPn2aJ554gjVr1rB//35CQ0MREdLT07n++uupWbMm8+bNy74+B+loV/T/8/2tGXxGYS8NmiP7eEwcuB5luVacOnVKHnzwQYmKipLy5ctLnz595L333pM///xTTp48KUuXLpVBgwZJ3bp17RXjEklJSfLQQw9JqVKlJCQkREqVKiXVqlWT6tWrS2RkpISEhEhERIQ88MAD2REJXSUzM1Pi4uLk3//+t0RFRUmlSpXk8ccfl02bNuU679SpU9K9e3d54IEHcv58UUSGSOE/p0A95oqDKKhZ8nPx4kV54oknpFy5clKmTBmJiYmR2NhY2bt3r5w8eVK+//57GTZsWD4XjRwkicjlBbQjRgpwoRszZow0bNhQypYtK9HR0TJw4ED54osvpGPHjqKUkkcffVT++usvSUjQxfzxxx9StWpVWbZsmb3iEkRkpB/6N9iPcuIgml6vXr2ke/fu8u6778orr7wiDRs2lCeffFJERJYuXSrjxo2TDh06SEhIiNSqVUvKli0rN954ozP3LhGRcyIS5aQ94SJywlkBIiJHjx6VhQsXyoQJE2Tx4sWybds26d27tyil5MEHH5Rjx47lOn/58uVSo0YNOXToUN6iEkWksgf9Zw5zeHqEi8hZccCyZcskNTU1O9rvNddcI6NHjxYRkdGjR0t4eLjs3Lkz+/xVq1ZJzZo1s13SHZAkIv8OgHsv6HDZzdLNMUqwuFlebntmTrlw4YIMGDBAOnXqJKdPnxYRkd9//11q1aolzzzzjIhoV3URkZUrV4pSSj799FNHxQWTO645HByF3gBzZB/rxQXOnTsn33zzjTzyyCPSsmVLKV++vCilJDIyUipVqiTt2rWTBQsWuFKUXYYMGSJVqlSRd999196ASI4cOSIffPCBVK1aVQYPHpzzTy7FtB83bpxUrlxZJk6cmC8MfpbySUlJkZ49e8qQIUPyXr5eCv85BeIRJi6GvY6Li5MlS5bI448/Lm3atJHLLrtMlFJSqlQpqVSpkrRu3VrmzJnj6PI/XWzPYnGw91NEG5fHjx+XLVu2yLlz52TNmjVSvXp1adasmfzyyy/5zp8/f76UL19e1qxZ46jItS62qzgfw8SOjPz999/SoEEDmTt3bvZvEydOlKuvvlpefPFFueeee7L3MB4+fFjmzJkjGzdulFOnTjl6FmKr5yEX2nSfWEhTsH79eqlUqZJce+21snXr1uzfs/RGamqqDB06VJo0aWJv/1ySBMdgzhxF+3hGXNhbvGfPHgkNDZXVq1eLiMj+/fulWbNm0q1bN9m+fbuIiHzyySdSoUIF2bt3b0HF/RwA913Q4bIx5+YYJViMub6u9MO8efOkWrVq8vLLL2f/tm/fPlFKyebNm7N/S05Olh49esi1114r+/fvt1dUpogsD4D7NoeHR6E3wByC6FnzSxEhcrB7926ZN29evlWw5ORk2b17tyxfvly+/vprWbRokcydOzdXIBE7pDv7o4hIuXLl5KuvviroNFmwYIGULVs2508FGnMHDhyQRo0ayYgRIyQ1VY/109PTc+WrOnTokIwePVrKlCljbyUmWUQqSuE/r0A7OouDHG+7d++WDz/8UM6dO5fr9/T0dNm7d6/88MMP8u2338rSpUtl7ty5uXLO5SFVRF5xsT01xcmAJacR//PPP0uFChVk4MCB2TKelpaWLR/Hjx+Xe+65Rzp06CBnzzqc1D7vYruK8zHL3nPIzMyUO+64Q4YMGZIdlGbXrl0SEhIiTZs2lVtuuUWaNWsmERER8sEHHzjq/7wcET3BUFCbQkTEcbKsHCQlJUmnTp2kT58+2Xnu0tPTcwXS+eyzz6R27dry0ksvOSrmaxfaZA5z+PIoKy5MvI0aNUrq1KkjcXFx2d/HrVu3SoMGDaRatWryzDPPSOPGjeXOO+/MlZfOAfsD4L4LOlw25twcowSLMfeUOBgL5iQhIUGmTZsmhw8fzv7tyy+/lMqVK2dPdKWnp8vs2bNFKSWzZ892lBc0QXLnATVHkB6F3gBzCCLSSxwMxtevXy+NGjWS66+/XoYPHy6ff/55PteinDhJ+pwsLiiJqlWryttvv13QaTJt2jSpUqVKzp9SpABj8cyZM1K6dGlZt25dvr+dOnVKZsyYIa1atZLLLrtMxo8fb0/5xInIPVL4zyvQjjcc9f0vv/wizZo1kzZt2sjQoUNl5syZcuDAAXuniohT+bkoIs0ttGmUuDBoeeihh6Rp06bZM6xZqywi2vjv2LGjlCtXTr7//ntnxWy20K7ievzgqPPeeecdiYqKkh9+0Kf8/PPP8vTTT2evvm3atEn69esnV1xxhVPdYyNeRG630K5u4oKcrF69WqpUqWJ3EBcXFydDhgwRpZQMHDjQWTJzIyfmKPQjPl7eTEsTu2F6s1wsmzVrJk888USu30X05Nxzzz0n3bp1k6eeekri4wt8dTJF5LvCvmcXDpeNOTfHKMFizPV2tR/ycuDAAalRo0Z2ZMtPPvlEmjRpIr169XJ4TVJS0CWXN4eDo9AbYA5BRJ4Vsa/cRUSef/55UUpJgwYNpFGjRtKyZUu57777ZOrUqbJ7925Hl+UlTbRvtFNef/11CQ8Pl379+smsWbNkw4YNsmfPHvn9999l48aNMnv2bLn//vulRIkS8sorr+S89KK4MCjr1KmTdOrUSUaPHi0zZsyQcePGSc+ePaVcuXJSsmRJ6dmzp6xdu9bR5cki8rgU/vMKtGOFsz5/9dVXRSklDRs2lMaNG0vz5s3lrrvukilTpsiOHTucXZqT02ItDUAJ0TPCDrlw4YJ07tzZ7krKuHHjJCIiQho3biwrVji9vXgR+ZeFdhXX43Fx8v5///33ufbj5ExFICKyZcsWqVOnjitpT3aJ9XQRa0XEoQUmoie1oqOjZefOnZKRkSFxcXFy7NgxefHFF7P3306aNCl7lcLOpESKBMfeIXMU0QOkCshr1arJeWfbzU+cOCFlypTJdiv/448/ZPjw4TJgwADHFzkmQUS6F/a9u3C4bMy5OUYJFmMua1+lS9tWcpKSkiJDhgyR6OhoiYmJkRIlSki/fv3kyJEjds+PixPp0UMyQL4AuS4A7t0cHhwmmmVg8DQ6spvdhKKbNm2iffv2zJ8/n/Pnz7N161b27NnDyZMnAahduzbt27enXbt2dOnSxVEdx9HhuSMdnZDFp59+yrRp09iwYQOZmZnZvyulUErRqlUrHn74YQYOHJjzsgu2/zpNdLl7927efPNNNmzYwLlz50hISKBFixZ06tSJLl260KpVK0qVKgVcitqUgxR0NMU3C7qHYsZiwGGG7W3bttG2bVsWLFhAXFwcW7Zs4bfffuPvv/9GRKhRowYdOnSgXbt23HDDDXn7HCATmAEMs9iuDsD36CiXdunXrx+HDh3i+eefJzw8nJ07d/L2229z/Phx7rvvPh5++GFatWqVN4l8FonAt8B9gFFkzqkM7EIn6w51dmJqairh4eEkJSVRqlQpRIRdu3bRrVs35s2bR6dOnRxdmoiWw58ttu06YA1O5AR0eo3Tp09TqVIloqKi+PHHHylVqhS33347ffv2pX379kRG2lVvApwHmmES4xr8jFLUBZ5CR7MMBxYcPkypWrW4CQjLe/7ixYsZMWIEr732Gj/++COffvopFStW5IUXXmDIkCH2vouOSERHr3UUfTiQsBTN0o0xSjBFs2yCjmhZBjvyURDz589n3bp1tG3blptvvtlh5PH0dI6Eh/O5CA+jo2CvAN4AfhAx39NgwxhzgUEf4BPshCwG+P3331m0aBEjR47M/u3IkSNs27aNzZs3s3v3bv766y/S09PZsWNHdg6vHCQDS4CbccGYy+Kff/5h3759nDp1Kjvs71VXXeUoDPIFtFFxNy4ooMOHDyMi1KpVi4yMDJRShIUVeFkS0Ar41dV7KCa8DjyBg7QWBw4cYMmSJTz66KPZvx0/fpzt27ezadMmdu3axaFDh0hJSWHHjh2UKJFvTiEOuBOt7K3yqe3a/Hk0gAsXLtCnTx9++eUXoqKiuHjxIr179+bee++lZcuWVKpUyd5lmWjDPhZ4Af2hNhRMPWAdWs/YlZWc9O/fn1OnTlG7dm22b99O+fLlWbHCoQhkogcgN7rZtgXAbTjRHceOHWPu3Lls3bqVpKQkbr75Ztq0aUPt2rWJjnaYRi4FrTc6oY1Zg8EvKEUL9OTjnejw7x8Bk0T4HW28/IKd93DPnj3Z+cCuvfZaXn75ZXr27Gml6njgFPAIsNyTe/AjllMTgKUxSjAZc6BTVU0FuqIn+S0bdQUQDzwKfKwU5YCH0WOIqsA2YDzwlYjzfKCGwMEYc4FBCDrHXB0KmDW3Nyt37tw5tmzZwrlz57jnnnvsXZaIzvf0PA4MRi9wERgKfOCjOhK4tApjyE0F4C90zi6nU7b25OfChQts2bKFM2fOOJOfaNwzmiqic885/EifPn2as2fP8tdff9GxY8fslVkHJAB/APcDu91oT3EnGm38D8TJICE9PZ0FCxbwySefcPDgQYYOHUqfPn2oXbu2o3KTgNa4/0zqoCdpCjQy09LS7E045CUDSEXnT3oaOO1muwwGl1EKBdyENuJuRE+EvQO8JcLfeU5fjJ5gzeV2cP78ed5++226d+9Oq1atXK06Ez1p+xvwb2ApweWtUBvddod5Jz0kGa0H3vZR+b7ianR+0DvR33a7k6JucAaoRo5vulJEAAOAUWjj+gAwCZgpgsPM9IbAwBhzgcPlwEL07LlLCs2Cu8VJ9OrfcizOfFkgFagE/Gn7r7dItv33deBV9EfLkJ/rgK/Rhp1Lq68W5OcboLf7TWMI8D88k+sU2/EkMAsjB55SBz1LfQt6gGDXjxXITlLshDRgPnCvh216D21kOh2wZMmHg3YJ2rBchZaV3z1sk8FQIEoRhvZKeQa4FvgbmAK8J0Kcg8taAz9hwVvGDuno9+9nYCyw0YOyCpNwtCu005k8D4hDP59gWanMS3W0MfqQ7d+eyEwC2kCcYu+PShGC/t6PBtoA/6CT3b8jwlkP6jX4EGPMBRZhQH/08nfTpCRUqVL299HlxcnAPAN4FxiBnp0u76W25mUlcAMwGRiOJ24ByckQFpZKWNhRYKbtOOaFNhZ1otD7Mh4G6qI/8i6tkjqRn6wV1zketCsE2I7eC+CS9Zi7bSQqxVfowfkZD9phyE9zIFaEa5Vye1Y8CbgGOOxhWyoDB3FzoCJCglL8jtafGzxsi8FQIEoRCTyA3hN3BdrDZgLwqQgpLhSxGWjpRtUp6ImLucBrFI1JiwVoI8LyN8IFEtBjn2B3yS+Hdp8djR5jueMFFY9elYt3dpJtlfl6W123ovvwfWCKiMe63uBlnE63GvxOOnrVodW11zL4gQcosX07+9GDpTicrEY4WWFJAj63XTvc9m9vk4CekQS998+Vj1heUoFERA4yffoBGjfOQKke6NU4Y8i5RgLaz74xeqX3yWPH2JOcDKmpJOHE7caJ/JRA77f0hEy0+0ZyQSfmJDWV1H374JVXeB7tVmkMOe+zHeg4ZQr/3bsXUlMtv7vJ6A+8Nz7up9BuPYlWLkpLI+XAAZg4kVj0wNgYcgafohSXKcVYtNzHolfi+gCNRPjQRUMOtEuk00F1HhK5pOfroPViUTDkQK8WXcT77qGJaNfBYDfkQMcmGIfe2/YkemxkRX6S0bJT4DW2IIk/i9ADaIr2vngM2K8UHytFY6uNN/gOszIXgChFDWAncAhoZ3tE1wN3oX2nI9GD7PACispEK/pGXFKQfdGbWyviRLnFx+sZn9Klnb70JW3lDyO3e8cO9CpMQZMFqWgD9h+0EfsFsBelqqPv/zDQDhF3jMNij80Hfm+ZMsSdOcPLJUrQFz3DlolexXO6PxNt+H+GdpP0BrHAgxTsSpMGpKWk8HLp0jycnk4ccJ2Ica30BUoRCmwPCaHUxYuMjYxkEtod25WVugT0fhdvud+UBo5SQFTcHHUnpaczqmRJnszIIApoKEKql9piMORCKS4HRqJ1YiTwHfCGCGvcLRL9vWyM8+9lPFovvgFMA4eum8FOM3Tk5MY4mfxzcXwShjZ+XgQ+9GIbA4ksl8hX0CvDkThf2YxHT/S6pa+VojbaiByK/j4sRsvkahMBs3AxxlyAYfNX/h5oix7A5p11U2hF1wfoB1yJNojyDrwy0YPxFtifuatvu9bu/pSBA3kN4KOPeN5BUxPQLiX2Vs3qoWf87Q0Gswy4M+joXp+jNz7nRqle6D1gkxB52kEbDE5QihHoNA43i2TvFQgD2qMnBu7mUvjjvHKQht5r2QBrM3/OKAPsA6o4OScRvY/kIeCYUtyHNij7i/Cpl9phyIFS3I9+F/uK8CV6kugh9Kp4CRwb3wno0OdTvdyk/mjXcEfGZDJah/wHPUGQrBQx6IHFYyJBF+TAEOAoRVO098m96InRT4EJIl6JrFwPPRkaTf6BeDx6L9lYW53FZWKzKnoS2q4OcGF8koqeDN5DcAWCcZcsl8hX0BG/w8k/WZuE/uYv8rgyRQXgX+jtO5XQ8vsG8LWZdC0cjDEXYCjFaPQy+hARZrhwSTV0SO//Q2+oDkfP1qxFL4n/4mY7VgKI0MWd64GO6IAGWcZmCfQK3CdoA+5XClKySr2NVhi3ILLMzXYUS5SiLLAf/fxvcjBrpoCGwO3oKKH1bL8p9B65Z/C+i2tz4Ee0YZfzY5OAnm1+AB2JLes+QtD7SioA11hwXzK4gFLZq+ungDZ5PsRl0PslnkTrlJyRJhPQq+nD8f5gSaENycfJPZhLQU9STUMPWs7nuA+FlquGQF0RLnq5TYZihk2mOqPfgVvQhtV04H8iXs9X2AT9bbwa/b0siZ4Q/S86AJUZIOfAC+OTokwTYAxwB1o3C1q/P46eIPcaSlEKvU//afRY7w/0ntFPzLfavxhjLoBQilboPFALgXvcWLYORa+ypOLhAMtLylIBV9nadQE4YbERpdC5Zy4DmiJyyoO2FCuU4j9o95JWImxx8bII9LPKWj31FbXRrjQd0PL6h+3f07DjWqMU3dCr1U+ImITx3kQpRqL3qXUV4UcHp1VGG223oAPr/IFeOZuFb2e970MHM2mEDoyyHB1V7bi9k5WiNXqG+CURXvZhuwxFGJvbcR+0EdcKPRB+E5gmwjkfV385ekL2KL7Z314kMMacS4SgV81Ko9MM+ExX26K53ol+Z5qjx3r/A94V4YKv6jVcwhhzXmb4EqKBduiN+J2BGmjlnIpe5ViFNlDWx8bkmlkug07WGAE088NHw2m7407SLiSUkNIVOeSs3T5HqSbolZkfgNvIK7BKudzfiPiv3V7EqkwpRVX0qty3Ih6Hi/clWZMPBc7gKcVydPqFq0S44O57VtSx0i9TbwW0nGwW4ZbCaK+3UYq5QAxaTk7afizyOiJYCaT32LZKfT96laEe+t2YCHxk8mwVLgE7PjHkwraa3RVt1HVDe9u8C7wpYn8SzssNKLa63hhzXmL4ElqiwxP3QQ9Os4KU5CUNvS8oAr0CNyk2hi1KMRP9Iekiwmr/tNrzdvulkUo9ht4bMwKRWNtvbrcbEf+020PcfTbfvUzYoY30ARqI8Ke/2utLlOI6YOtVHfkw5jkiCWR5LQTckZUTeznw8zQantpHcxF2+K+1vkMp6qP34L4rqFkUcR0RrATSd0cpotHh3h9H7+fdit7/M1+EDG/WZbBGIMmJwRq2b/Yz6H166Wg34gl24kB4o7IiPx4sCGPMecjwJdQEZqPdMbLc1FwlA0iJP8OhuU/QMOEMr4jwb1+0My/eaDewCRgQG8NR77cwBzpu/rfomZ7bgBfwQrsR8W273cSTZyNCRnoKoRdPcaxCbdr6/Nn4ieFLqHn6IFvLVaNyWAQZNlcoV/GvvPoRT2QlMwMkg4zQcFZThPqlsdr98ds82v96VieHIPYCATgjKHREsBJI3x1b1Ogn0MF+yqDdeN8AfjKR+QqXQJITg2coRR20ofUA+ll+jY4A63kKGaW8JifBruuNMecmw5eggEHoFaNw7M8CuERGOkgGmSqUYaFhfBgb47sPiTfbjZ7lSEXvp5nly3ajVCV0JMSyXAqo4i652p3PdbOQ8OazESFNKT89Gx+Ss09EiLD55ruL/+TVxwTte+xL9KTPoEzU1HRCI8M92/YZkDoiWAkkeVWKBui8Y/3Rg785wPiisjodzASSnBi8i1JURgflewydwH01evJkseXJE5uuxwdyEqy63hhzbmBTOJO5lGvDWySgE/CO9IXiCdZ2217cycDD5I6o5ynZ7S7sFzhon40PMX1iH9MvdrikI3zWJ4WtI4KVQJFXpWiP3svTCx1cZAYwWYSDXmyTwU0CRU4MvkUpSqPzzT4F1AJ2oyNgfi7iQmJ3o+vtUlBSZ0MefKhwsJU31Fa+VwnWdud5cb1pyIEv222BoH02PsT0iX1Mv9jBdx93CNY+CRAKW16VIkQpeirFGnS6no7Ay8DlIgw3hlxgUNhyYvAfIsTbolJfhY4TATrP6X6leNJm7NnH6HqHGGPOOoPwjSBlEQUMHb6EwV4udxCm3fbQL7BS3m63FQYRnM/GlwzC9Ik9BmH6JS+DKPo6IlgZRCHIq1KEK8UgYBc6T1tNdILj2iK8JMI/PmqPwT0GYfRasUKENBE+AZoCPdDpEyYDh5XiFZtbZl4GYXS9XYybpQVsm3L34jtBykk8cE1sjOdJm4O13bbNrX5tNyLeTpLk85NiAAAgAElEQVTtlKB9Nj7E9Il9TL/YoRjoiGClMOR16q3EAcPQie5rADuB8cCXLrlwGfyO0WuGLJSiDdoVOisq5Uxgkgj7ja53jlmZs8Zs9GZLfxBhq88bmHYXjDfbbYXicI9WMX1iH9Mv+TF9Erj47dmIEHHuGGuBw+jccH+g8w1eK8KnxpALaMw7bABAhI0i3AE0QD+nB4E/lGLOecotxMiJQ4wx5yLDl9AKHf7Uk6g5VigBtLblWXGbYG03ShVKu235SvxC0D4bH2L6xD6mX+xQDHREsOJveVWKEqUv4/Ja17ENaCPCjSIsNSkGAhuj1wz2EOF3EYYCVwAT2rChRwnSWmB0vUOMMec6I9HWuj+JsNXrCabdruONdluhONyjVUyf2Mf0S35MnwQufn82YRFk9H6VkyJs8me9Bo8w77DBISL8LcKzK+mytBRJmX6uPqjkxOyZc4HhS4gG/sZiNEXJzGT9R8/z27L3CQkN45quA2lz/6uEhlmaXEgGqsXGcN7KReBeu+NOHuLjwVfm+71Vv7G06f+SlerdbjdKudXfycDjwOfoJCZPojPCWiQZqIaI9XZbwJ1nc3TnShY+ewMA4VHlqFK/Na37jaVaow5Wq3f/2fgQd9+znP2Sk+iaV9N/+l5XiwnIPoEgfo99iRs6wkv6Iason+uIYMVT3YZSRFWoztU3DqDdwNdQIZbmnANTXg35MHrN4BLFYDzoDTxJwFucaIfejGlJmDbOHsveHz7i1hcWEB4VzZLX7iSiTAVa3D3aSjEpQFtgqZWLbLjVboA7J62jQq0G2f8ODbdchN/b/TTwM7AG+Ae9g7YeOkySBTxptxXcfjYDPzpM0vlTbJv7BgvG3MBdkzdQue51Vorw1z1axe0+ARj08VFKlLy0N1qFhFq5PFD7BIL3PfYllvvES/oBArdPAgW35TXrHT57ZA+LX+lD2cqX07jHw1aKMM8meDB6zeAKxWE86DHGzdI1WmIxgk56ajK/fP0/2g9+g+qNr6filU1o1nsEe76fabXuSFv97mC53VmElypDROno7CPMurL0a7sTgA/QYcuaAl2B23FrB6sn7baC288monR5Ktdrwc1j5lChdiO2fzXBahH+ukeruN0noFcrc8pseGQZK5cHap9A8L7HvsRSn3hRP0Dg9kmg4L682t7hag3aUb1xJ/7eu95qEebZBA9GrxlcoTiMBz3GGHOu0RmLq5j//LmNtKR4ajTpnP1b9UbXU/u6m63WXQLoYvUiG5bb7UX82u5t6CmUnG/d/7nXAE/abQWPn41Siivb9OTEb+usXuqve7RKsMqrrzH9kh9LfeJF/QCB2yeBgsfyGnfyEH//tpZKda61eql5NsGD0WsGVygO40GPMW6WrlHD6gXxp48CEFmhWvZvFes0o9PDb7pTf3V3LsKNdmcx76n2ufYq3PO/zUTXqGe1GL+1+7jtv5Vy/GbZbL6Eu+22gtvPJidRFWuSeP6kO5f64x6t4lGfzLq/Zvb/X9m2Nzc99ZHVIgKxTyB432NfYqlPvKwfIDD7JFBwW16z3uHUhAtc2bY3TXuNcKcY82yCA6PXDK5QHMaDHmOMOdewnNsiMz0VgBBr+3Yc4W60J7dzcsQ8P4/oGvWz/x11mVt612/tzkoiFAJsAbrZ/t0c+Ml6/f6IruWVfClKKXcv9XcEMVfwqE/umrSOsIhIgFx75ywQiH0Cwfse+xJLfeJl/QCB2SeBgtvyetekdYSWiOCf/TtY9c6/2DF/Etfd/YzVYsyzCQ6MXjO4QnEYD3qMMeZcI9XqBRGlywOQfPEspcpVBODgxu9YNq4vDy9IsFpcitULbFhudxZRFapTtsoV7l6ehd/aXd7237NAE2AHsBj40L363W23Fdx+NjlJOHM81+qvBfxxj1bxqE9KV6pNeKnSnhQRiH0Cwfse+xJLfeJl/QCB2SeBgtvymvUOl6t2FXEnDrD1y9fdMebMswkOjF4zuEJxGA96jNkz5xrHrF5Qqe51qJAQTuTYwH3+2B+UrljTyVUOOV7wKXax3G4v47d2NwcUsB49jXIFkO5m5bjfbit45dkc2rwo175MC/jjHq0SrPLqa0y/5MdSn3hZP0Bg9kmg4B15FSEzI63g8/Jjnk1wYPSawRWKw3jQY8zKnGusAjphIft8VIVq1Ot0L2veH0lk+WpIZjq/fP0/Gtz0gNW604CVVi+yYbndWaQmXSQl/lJqDRUaZnXVw6/trg70RecSqYJ+gacCZa3X7Um7reD2s0mJP8eF4/vY/tVEzh3Zw01Pf2K1CH/do1Xc7hMvEKh9AsH7HvsSS33iRf0AgdsngYL78ppwgYzUZE4f/IWd38ZSs1lXq0WYZxM8GL1mcIXiMB70GGPMucYWIBEoZ+WiGx//gLUfPM03L9xEaImSXNNtEC3vfd5q3Ym2+t3BrXYDfPVU+1z/rlS3BX3fstQMv7d7BjACuBH9At+AXl63iCfttoLbz+ajgbWJKB1N9caduWvSesrXvNpqEf66R6u43SdeIFD7BIL3PfYllvvES/oBArdPAgW35XXW/TVtScOrcXnLW2k36L9WizDPJngwes3gCsVhPOgxSkQKuw0Bz/AluJWB3kskA9ViY7CcgT5Y241Shd5uRKy32wJB+2x8iOkT+5h+sUMx0BHBipFXgysYOTG4hNH1LmH2zLmA7YVfCGT4ueoMYIG7CidY2217cQqt3f54cYP22fgQ0yf2Mf1ih2KgI4IVI68GVzByYnAJo+tdwhhzrjMJ/0e1SbHV6wmm3a7jjXZboTjco1VMn9jH9Et+TJ8ELubZGFzByInBFYycFIAx5lwkNoYtwCYupbDwNWnAptgYtnpSSLC2G5FCaTcinrXbAkH7bHyI6RP7mH6xQzHQEcGKkVeDKxg5MbiE0fUFYow5awzAS/nBXCAF6O+lsky7C8ab7bZCcbhHq5g+sY/pl/yYPglczLMxuIKRE4MrGDlxgjHmLBAbw1FgOGA567dFEoARsTHeycMSrO1GxK/tRsTveW+C9tn4ENMn9jH9YodioCOCFSOvBlcwcmJwCaPrnWKMOevMAt7HdwKVALwfG8NML5c7C9NueyQA7yPi7XZbYRbB+Wx8ySxMn9hjFqZf8jKLoq8jgpVZGHk1FMwsjJwYCmYWRtfbxRhzFomNQeD/2zvzeKvKqo9/fzIjCAioONJrTgmpaGZOr6YZSRqD5lQqZvaikpY5peaYWk5JjphTGc454YwT5lA44ISmlIiWpqLEpFzA9f6xns3dd9997r3nci9wc30/n/055zx772c/e599zudZe631W/yU1rmh5qZ+f9rC/bbZceO1M9reuKugzX43rUhck3LiupTwOfiPaKvE/Ro0hbhPgiYR//UViTpzzWT0vQg4EBiDF5hvcnX6EhbgMbo/bu0nR2113EitMu7l6QlMm/1uWpG4JuXEdSnhc/Af0VaJ+zVoCnGfBE0i/uvrEcbcEjL6XtYE/gBsid9U7arYfRF+E/0V+N7SjOVuq+NGarFxL68x0W32u2lF4pqUE9elhM/Bf0RbJe7XoCnEfRI0ifivX0wYcy3E6HvZAnfPDsNvkK6UPy1YAMzDb7zbgPOTPO8yoa2OG6nZ404yt8s9bfa7aUXimpQT16WEz8F/RFsl7tegKcR9EjSJ+K8PY66lGX0vPYGtgC2AHYDV8RtnPvAv4FHgGeDp336L5aayfFsdN1KTx43Z8jPuKmiz300rEteknLguJXwO/iPaKnG/Bk0h7pOgSXyO/+vDmAuCIAiCIAiCIGiDhJplEARBEARBEARBGySMuSAIgiAIgiAIgjZIGHMlSOooqadc/jTf3ltSf0ktft0k9ZI0QFI1ajzNPVZPSWMkDWrhfntJukqejNrUfXaVdIqcrmmJ+zKoh6S1JY2StOKyHksQBEEQBMHyQEyay9kf+BjoXmg/DXgT6C6pu6QRZTtL2lDSVpI2LVk2l7RZyW67AS/hKjytzai0rJIMu7KlU3EnSZ0lbVGydEybfBu/dk1CUj/gcmB3oBtwCV64cZEkKyzTJa28pCcetB6SukjqVli6pHUdStZ1Sw9IVmniIQbi98g2zRjbupJWSu83kfSOpLOq7ScIgiAIgmB5ov2yHsByyifp9dNC+9xc+zeBmyXtZmZ3F7Y7BtgXV9ApKsx0BF4FNi+0z69wzBZF0trACfh3f2+FzWbj43uj0L46MAl4GJd47QJsD6yBKwUdDAi4r+DUHGdmPy6MY1XgPuAjYGczmy3pWOBk/Pp/hhu2dwEbAPuY2UfNOOVg6TEB2LrQ9hiuKjUKuLDCfs/i6lNIugLYA68BUyR7+PQnScXfSTvgLTPbtLiTpDXw39xpwBlAH2rv2SAIgiAIgjZLeObKWVR4zZidXs3M7gSuAK4oerHM7CAz62xmPYAb8Cr1vc2sp5l1NbPNASQ9KikzqBalfRe0wvmQjtcRuBE3xAzYE+iXWw5Pm/7IzIqGHGk/gL3MbDBwQNYuaUvcsDvdzPqYWR/gx0Bv4PeFcWwJPIWf806ZkWZm/zazt8zsfWAWcCmwMbCfmT2xxBegESTtk7yA+xTa+xe8hAskvS7pJEkdSrapkfS2pN9L2qjkOOtLuk/SXEn/lnTW0givXQrUAKPMTGYm4NTUBv6w4q1sXW6bDsD/5vo4Elg1u4fSfbReer9y2mcl4JRcex9gFfz+q4d5MdDbgSPSbzXz8E5tqROXtLukyek7/ZukQ0u2GSbpOUlzJL0k6XstdfwgCIIgCD6fhDGXQ9I6ktaldrLXX1L/3CZZXYrMo/lTYISZzacESQOAg3AvU3tJF0r6Rm6TT/BwzlYn5aGNxUPVtgGuSp83MLP3cM/IecAZZnZ9hW4q1bEw4Ne4125kZuAARwB3Wq4oo9xlNwZ4H/g60EXS+XmDWFIP3Gu3K/AaMKX6M24WQwqvRc4DvoZ7mi4DTsK9PcVtvgGcj3tvJ0n6SrZSUl+81skquDF9OvAT4OctcQLLmJqStuwBQJmnDTNbaGZzc5/nmllNCkfeRtIXgXclTZS0fwrNvQM4Bxgtz2/dFuhmZrMaGNv5wF+AXvgDBoC3qzu9ciR9DS9A+gAeLn0LcLGkfXPbfAu4FfdU7g78CfhDfpsgCIIgCIJqiTDLulyOT8AzplIbJgbwQXrdLIUJfhkYKOnLwOFmdn+2o6TewPXAXWZ2SmrbABgmaaCZ/Qef4JZNgFuDkcD3gOFmNkXSKDzk8yFJtwNDgVPM7IwG+qhk/I8CtsUNxYuBQyR9kj7X8XKZmUkaDsxOoZWXAMNxj+FfJG0KjMM9hSOBbwEvSboOONHM3mnOyTdGMnYH4x6kwZJWMLPPCptNM7On0/sn5AIyBwDHF7Z5DHhM0n3AZDy8MAs/PBJYDdjBzF5Px14f+JmkX5nZ0rofWoMVgPUl7ZA+98fDbpvDKGB1M9tV0jrA3vhDgJVIYc5mNlFSL+BxYCc8/HcxktbDwy9rgPdwz3Nn4Atpk06FhzUAC5InrxqOAJ4zs2PS54cl7Q2MwO9l8BDkqWb2k9w2uwCH5LYJgiAIgiCoijDm6jIcn/gNA27Cr0/vFDK1IfDVtN2fca/aK8DLuBG4OCxR0s64UEMH4DxJ2wM98UnnN/FJaRaiuFQwsyslTTKzF1PTZ8B4/JxHANOBJxvpph3wb+DlJFoxM30ejxsxr0o6AfdSdAFGm9k/SsbyLwBJe+DG3n7AVElnAkfh1/Krydi5Jk16rwH2lHQ68Ctr+Wr3W+Eem9OAX6TPjV2Phfh5lpKux924Ab96Ou/vAH/LDLnEJGA0bmT8rfmnsMx5HdgS90x+CQ+lfS63fh1Jxe/tQzPrW9LXp0BNelDyQ/w+fQEPbd4DmCDpejzcEsofilxNw2Ipz5S0Lc7fq4I/4GHBeTpR15DtBcwpbDMHWLXKYwVBEARBECwmjLkcZjYPIJtwmtkiSR8DZwPT8InelsBhwOVpfR8z+7DQ1SbAeun9g7iQx1Q8rOsJYG9JDXnASOMYDvQF5qWlNFStQBdgRWCRmV1dOL8Xk+drGHAg7uX4Je7ROBv30r2Oi468lMY7F3jezGrM7E3cq4SkmbiX79HU/fOS2gObAT1wY7FGUnszW1hybpvjoZ53mdk4Sd8FjsaN4OPMLBOhwcweSOO+FehYNOQkHYhP3Aea2ctNuEZlDMGv8Tl4+OwQ6htzK6RzbI97a/fAcyIb4ln8eg+Q9AEu5nJ/YZvbcS9mi4T9LSvM7DCA5Jkbb2bbFjaZjudAZhwAHNdIt+/h99JuZpYZhtel0MZd8HDdSuyC/2YWmtni346kZ4HpZjYsv7Gkp4FSz286p0fSOMbn1+UFkFIY7eG4wMqNuc3+CIxN+Zjj8ftne1yMKAiCIAiCoFmEMdcAKQRwGtA3y4uTtDtuUCyS1BN4UdIoM7sjt+vV+ITtTWBt3NO0p5lNTrlh65rZG1KjEWiH4uFjzeGtNA6SZ3E33Mjsh3sUz8e9XScDI81sR3l9uP3xXLWjUj9PmdnWqZ818PDAP+YPJBc0GYp72Gbh4YrCwwvPlfQUPkk+2cxmpIn4nXjph1kAZnaTpMlp3GVelo+A3c2sLMfwbjyX7e/VXKACQ4CJZjZH0mPpc3GifSF1FRkfwL+jhshCc1dOS3tS7mXKH2yHe3lfo2nGelvGzGyxd0rSfCqf8yLcO5p5kvdKv51ifuoo3DtcT0AmeziTJ4VVDsJzHov0o7I39jn8HnutwnokdaPWuDzLzBYbc8kzvjZ1QyovNrNzK/UXBEEQBEHQGGHM5UgTvX3wXC3wJ+c3FgROXsdDLsHD8XpTkDhP6owfpT4prJtP0wU9jse9bPNI9deasE/XtE/+wJNxY2sMcIeZvZqtkPQF3JNGEip5Rq56uQrwP9l5JDYCrsS9DAA7pgnqivg1OxW4IucF2UTS1riHpE8y5FYDHgImUl9QZSIp7KyCofsCUE963sw+oNZoqhpJa+KG7nXJ8zYBuEDSmoUcvXPw8NuuwM64aMkleD5UJfLnmAnDZLl4Q3AvaMaOuDhKm0NSV9yQyXJO20s6CA83rFqJ1MyOwHPR8sd4EFeUHbEEYbaH4iGcN0vqVXg4sCpQmi+XxFWeLluXYx5+/sOB4yW9a2a/TWMfCRyLeyKfwkt/nCnpb9k2QRAEQRAE1RLGXEJe3Pg1/An/C6l5YMmkcTKwhaSv4tL7o81sUqGvXXBZ/U+pncDfIq+N1R64zMx+09iYiv02FzN7UtI9wAXAWWWGUkkuE/i5XZT7vDAtGQPx2nM/wo28ObiKX76vdsABmQiMmb2XJrZ34gIxeQan1xo8b+laYDtgBn7dWjpPLmPX9HpOWvLtY3Ofp+eUOScmz+xoSWOpHO6XKSfOoDZnqlt6fRz4Cu4RurP5w18u+AQ36mvwe74jbtx3ojaUUsl7ldGJEo+apJPxHMI6zbhncy7wQQVjf528MmZJv/3we/UPuOd5f0lfMrO58oL0nahgzDWFJJjzAPCAXMH0jOTdF/7b+72Z/SptPlHSWsDZkq4s8yIGQRAEQRA0RhhzCTP7RNLxuOz5IODmCk//H8cFGW4ErjezS0u2eRV/Cj8fzzEbi4fnTcNz2rJQrfaUTGZbiWvwc5tP3TDGq3DP3Ij0Oav91YnGyyaMyeXM1aSwuWFmNiHbQNI0CqFxWfhZiddycm6/VdLbqal0QmsyBM/nGpFruzW1jy3dw8m+x3WpbMwNwo3QyWY2M+XNrQeQFE2fSSIfyxS5RP62uDFzdj7HrCkklVKoNbjnmdlauf4PxkOOZxd2nVHSXTtcGGXDtG93PNxyjJmdKq/JN8S81mMmOPQg/vCk0vkJf8DSHi8c3hH4GXAi7gFfLW1aVSFxSX1wb+r5ZnZVbtUb+HffF/eo9yAnkpTbpivuBZ9WzXGDIAiCIAgg6szVwcwuKFNfLPA0Ptn8GJcVL+vnbTO7xczuwkUTAB43s7vM7KacomQNdT1drYaZzUwCJrPxMMm98Il0DS7H/iFe9+wGoLOZvWlmMyt2mJDUS16mAWrDB4sst7lgKQ9rJ2CCmT2TLXgo6E4qFIQvkIV8lnpz5DXSdgMeSKGgAPcAG8trEGZsuUQnsYRI2gQYYGaH4iHArVX7rF7RcPOC30UW30fJcPsdHu57ZmoeDNwhabf8TpUM0GTInYsriR5rZtPNbCqujLlS2iwz5qr1zH0MrEX93NYN8bDLGem7n4WLA+UZhP/+WqXcRhAEQRAE//2EZ64K5HWrbkkfPyN5uCRtB7xtZtNKduucXreXtCOed7YhsK+Z7d66I65LGv9tuNLe1SWbzMJzx16S9LMKXkckbYR7736Dn8tuuGek2jBIpf4yT+CnZcqXueN2AXqa2buF9r64d+yFvApmE9kBDw98uND+MJ4HuAO15QL6S9oKNwC+DvwA98I+CayZ22Y7fKJ+LC52cliu31PxotF3SzoG9xCdybKlH/B8ej8Z+G4L9KkkqLM+LgTUXM5J47kGzzHrh1/rhcDlkhrMx5PUGb/X9wauLIQNH5Hzvq+eXks9c5JWwsstvJZ/yJGEkC4CjpE0BX/YMwT/HZ1pZlnR9N/ieXR/xz15W+OKshc1dM8HQRAEQRA0RHjmyqlzXST1lHQanku3EM+lGohPzMGLcb+QhEOQdLOkKZJm4BL/4CUA9sfrTT1J/UnjRrSSl07OIfiEfQEwyMxuSBPZjtl2SaVyAD4hvUTSbUkQJDOYDsUNnyl4SNsEYGMzezA7FHC/pIXZAqzTwNA6pGUI7jFcIMlSzl3m0Xw31zYPN56KDMFFJdat7sos3hfKjbn8evA8q6dwpdI9gYuAHQuT8aNwr94ReKjmIDNbrLKZvKPb4SF21+Ihf+eybL2XD+GF0k/CjaeqilhL6igpK4Z9MW48dcWv00F4rls7vLRDz8LSS9Jq2X2WdZl7/yzwYepjDp5beCxuDE3EHwJUGte2+G9tb/xa1/GkZ4Zc8twNBT5u4GHAIPy7L5ZbADgJ+Amu5nonLoJyaGrPOAUP59wTF735Pl7T8NhK4w+CIAiCIGgMNV8U7r+PFC54JD7ZHmhmPVI43F9wo+cC4EQzq5E0GleHvBsvTPywmY1I/ZwDfBE3ip4HXjGzSqF4RwNn4ZPd581sUCuc1wDgMXwSOSrlBw7FQy33wGuCDctt3x6Xbu9hZnumtm64l+lV3CM3rjjxlTQHGFqSM3dsXqY9t24CbsR9H88baizstAPQoQmhsEEzSF6v96vNl0v7TsEfUDyMF+OebGbv59Yfgd83lVgvhT4i6Sw893LD5LVdlMRFisfshJcv2AH4hZm1y607EDcqDS+/cUYxBzYZrz/A89l6AveYWd54D4IgCIIgWK6JMMu6fIyr6M0Ffg1gZi9L+jnwqJllKpeY2W+T4MO5uAHyy9y6o6s45vV4qOITuEBJi5POYaCZ5b2BH+Dha88Bpxe2XwgcnFceNK+/Nhh4qAFZ+I4V2it5TzrgNfvmUKv0GCwjiuGrVbJxQ+UCzKxYow8ASSvg901elCfvLV5Q3CdHDa5MuRYeHprnWjzU8U4ze6S4Y+IBvFD923jh9pMbOFYQBEEQBMFyR3jmlpCkuvhZEhBpU0jq0Mhkudr++gD/ack+g6Ah5AXrAV40s4pqlkEQBEEQBP+NhDEXBEEQBEEQBEHQBgkBlCAIgiAIgiAIgjZIGHMlJHW+nipUtZbUW1L/lOfT0sfsJWlAqqvVqqRzGyOpRcVW0jlclSTpm7rPrpJOSYqbXdMS92VQD0mbSzpgWY8jCIIgCIJgeSEmzeXsj4uhdC+0n4bXzOouqbukEWU7S9pQ0laSNi1ZNpdULB4MXqvtJVzSvbUZlZZVSqTis6WeaImkzpK2KFkywYpv49euSST1xMvxumvdgEtw8ZlFWTmC3DJd0spLeuJB6yGpW8mSlevoXLKuu6S+kno08RB7A2PzwjxVjG1Q7v3hkt6o9PsNgiAIgiBoK4SaZTmZ5H5RUGFurv2bwM2SdjOzuwvbHQPsC8ynfiHtjri8/+aF9vkVjtmiSFobOAH/7u+tsNlsfHxvFNpXBybh8vMLgC7A9ngR8n8BB+M1wu4rODXHmdmPC+NYFbgP+AjY2cxmSzoWVxT8BC/K3hUvp7ABsI+ZfdSMUw6WAqmEwOySVafiNdbGAcNK1gOcB/ws9fMqsCr+/RfphP9+3pZULJ/QHviDmY0uGdt3gRslbWdmf079fxF4vZHTCoIgCIIgWK4Jz1w5iwqvGdlk1czsTuAK4IqiF8vMDjKzzmbWA7gBr0fX28x6mllXM9scQNKjkjKDalHat9WUIJOX5EbcEDO8gHG/3HJ42vRHZlY05Ej7AexlZoOBLORtQVIV3B443cz6mFkf4MdAb+D3hXFsiRdgXgTslBlpZvZvM3sr1SebBVwKbAzsZ2ZPLPEFaARJ+yQv4D6F9v4FL+ECSa9LOikZMWXbFJdNc/3tKul5SZ8mD9F+rX1urU26bw3YyMxkZsJrG2YlB+YD12brctt0om5x7a8Cq+Tuob7AF9Pn7mmf/8ENxFVy26wKHFdheLcD71BboDvz8E5d8jOHBr7za3LbtJd0nKS/S5qdfvtbNtBtEARBEARBo4Qxl0PSOpLWpXay119S/9wmM9Nr5tH8KTDCzOZTgrxY90G4l6G9pAslfSO3ySd4OGerk/LQxgID8SLnV6XPG5jZe8AWuIfkDDO7vkI3laRPDa/LNwkYmRk4wBF4na9ncuMQbty+D3wd6CLp/LxBnMLu7gN2BV4DplR/xs1iSOG1yHnA1/Ai1ZfhRshpFbYpLq8DSPpf4E78vIbg3tE/SNq+pU5iGVL2ICJrKy1EbmY1+eLzZjbLzBZK+qakDfCC8u9JulHSzuk39TRwIjBEUl/8fl5gZnMrHQM4H5iWmnoDM4pF75eA4nf9dfx887/tM4Bf4HcOPDIAAB7+SURBVPfHUGAG8JCk9VtoDEEQBEEQfA6JMMu6XI6HT2ZMxb0LO6TPH6TXzVKY4JeBgZK+DBxuZvdnO0rqjRcEv8vMTkltGwDD5AW8/4NP+PLFkluTkcD3gOFmNkXSKDxk7SFJt+MTzFPM7IwG+qhk/I8CtsUNxYuBQyR9kj7X8XKZmUkaDsxOoZWXAMNxj+FfkgdrHO4pHAl8C3hJ0nXAiWb2TnNOvjGSsTsY9yANlrSCmRVD/aaZ2dPp/RMpD+sA4PgK25RxJu4l+n4qzv6QpB2AnwMTW+BUliUrAFtKWi197omH3TaHi4GxZvZrSZOAQ4D7U3//ADYzs3clDQP+RMl/WfpdfooblLeltv74vfVx4UFNxmwzm1HNQIvft6TdgXbAPbnmHwLXmdklaZuncO/zvriXMQiCIAiCoGrCmKvLcNy4GgbchF+f3pIOBTbEQ8AA/ox71V4BXsaNwMVhiZJ2xsU8OgDnJa9LT+Bx3FgcQ22I4lLBzK6UNMnMXkxNnwHj8XMeAUwHnmykm3bAv4GX5cXSZ6bP43Ej5lVJJ+AT5y7AaDP7R8lY/gUgaQ/c2NsPmCrpTOAo/Fp+1cxeB66RtAtwDbCnpNOBX1nLF0jcCvfYnIZ7ULai8euxED/PJpG8SF8DLk+GXMYk3AvZZknG8NO40bU2LmgzhdoHIAAHqL4a5S1mtmdJl58CNZK+jRs8uwLXAY8Co4Epkn4L/BVYZGZ1PH+S2gMvNDLsN0vaFufvLQHfAf6TxopcoXYlYE5um0/x+ydEfYIgCIIgaDZhzOUws3ngOTDp8yJJHwNn4yFazwJbAofhE/JFkvqY2YeFrjYB1kvvH8SFPKYCbwNPAHtLasgDRhrHcDwfaF5aSkPVCnQBVsQnuFcXzu/F5PkaBhyITzB/iQuanI17iV7HRUdeSuOdCzyfwuHeBFZLY5uJe/keTd0/nybQmwE9cGOxRlL7guGSndvmeKjnXWY2LolUHI0bwccVQu8eSOO+FehYNOQkHQhcDQw0s5ebcI3KGIJf43Pw8Nkh1DfmVkjn2B731u6B50Q2lQG4Z+nvhfYT8DDANkvyYm4HIOkUYAsz+3Zhsz8C/5f7/DvKQzPzfIz/djY2s3+m/q/BvcyGG0Rl41koqTvuaV2UeVkl9cJDfH9mZhdm20vqjD+gmVbWXzqnk4HuZjanbJu03Qq4Mu29Wf5r+p+4Af/dj8MfVhyJezIrhTQHQRAEQRA0ShhzDZBCAKcBfbO8uBRC1TFN0HoCL0oaZWZ35Ha9GvdWvYl7Kd4A9jSzySk3bF0ze0NqNALtUGCnZg7/rTQOkmdxN9zI7Id7FM/HvV0nAyPNbEd5fbj9cS/IUamfp8xs69TPGsAOZvbH/IGSkMNQ3MM2Cw9XFHAhcG4KKXsHONnMZkj6Gp431j1tj5ndJGlyGndZ6OlHwO5mVpZjeDfu8SoaSdUwBJhoZnMkPZY+n1DY5sK0ZDyAf0d5MoMvw3Jeo1XS60xYPPFfAfgwLf/tLMwbQpIWUvkBxSfUFTQ5JBlcZWqvH0rqUBQPqmB07Y7/791TaO+XXqdXGM/v8DzOeRXWZ2yNP4C5o9D+A/w+nZQ+f4YrtD7VSH9BEARBEAQVCWMuR8qh2QfP1QJXZ7yxIHDyOh5yCR6O1xuX5V9MUmf8KPVJYd18mi7ocTzuZZtHqr/WhH26pn3yB56MG1tjgDvM7NVshaQv4J40klDJM3LVy1Vw1cB8OYCNgCtxDwvAjvJSByvi1+xU4Iqc8bKJpK2BXYA+yZBbDXgIzw8rhkpOxFUJ6123xAvApsVGM/uAuuF8VSFpTdzQvS4ZYhOACyStWcjROwcPv+0K7IznuV2Cl2TIKBp8f8FDNsHDbqFWdv/X1BrN0Pz8smWOpG8CNyUFV4A1Jf0A9xT/sfKe5ZjZVwr998RLepxjZkvixTwM/07+IWklM5uV2rM8v39WGM87+AOJxhiKexuLZT/GAl/CH5a8DXwXuErS9EZyLIMgCIIgCCoSxlxCUhdcYbAdtbk2A0tysyYDW0j6Ki69P9rMJuU3SDlel+JehGwCf4ukT/FrfpmZ/aaxMRX7bS5m9qSke4ALgLPKDKUstLTAaDO7KPd5IXXD2gbited+hBt5c4CLC321Aw7IRGDM7D1JI3HPXDHEbHB6rcHVNa/FQ/dm4NetpfPkMrJ8tXPSkm8fm/s8PafMOTEZGKMljcVD97I+bsrtM6fkfVb0+jd4mOa3cQ9pW6aGuv8n6+PCHl1xDya4omu+4HfpdyrpAWBQobkj7sk9SdLPS44/2cx2bmiAkoYAX8FDNB/Fv7OscHjmmSs15qrgO8CjSeAoO+4WeI7sfmY2LjU/Kmkr4CxgxyU8ZhAEQRAEn1PCmEuY2SeSjsfDowYBN1cQ2XgcV6a7EbjezC4t2eZVvKbVfPyJ/1jcWzMN91S8lrZrjxs7S4Nr8HObT90wxqtwz1w2qRVugHai8bIJY3I5czWS5gPDzGxCtoGkadQWRAfAzG5M6yi0T87tl4UkTk2lE1qTIXh43Yhc262pfWzpHk72Pa5LrTGXN/iKZEWq14Nab0/yXi4zkjfyeNygmWhm1eQBZhh1DbOH8zlz6bveLy15bi3pqzMujPJ/ad9BeF3Cr5vZI0kpdoCZPZbWnwH8b0ODk7QycBHwIrUPEa6T9M2kQrsa/qDi/QpdNIqkL+HFyIsPar6QXou1G9+gVlQpCIIgCIKgaqLOXA4zu6BMfbHA07gB9jGu3FfWz9tmdouZ3QU8kpofN7O7zOymnKJkDRUEHFoaM5uZBExm42Fve+Eerxq8RteHeBHxG4DOZvammc2s2GFCUi95mQaoDR8s0pTw0GVCymHcCZhgZs9kCx4KupMKBeELZCGfTfXmvIrnUX4n5X9lLOvi0YcBfzWzQ/HSAv1b6Tj1ioab2R4l2y2+j5IC6B9xwaHst3QccEcKj82oeI8lIZTbcC/ySDP7LOV9PgGskTZbDXjP6pejqIah6fXOQnuWy7lZbkwr4KG9jf3fBEEQBEEQVCSMuSqQtB6pXhVJrTG1b9fABDibtG8v6SeSxkqamPKxdjezkRX2a3HS+J/CjYeyWlqz8AnmS/I6dJX62Qj33v0GeBevtwfVh0Eq9ddBUreCcEjZcbtI6lfS3lfSVilUtlp2wHP+Hi60P5zad8i19U/H2UXS2bioxas0XsIAcCUUPEduTeAeSbumkMG9mzHulqQf8Fx6/xIpb3EJWVHS9pIOLhhd1XI/7vmcJelCSTfjxncPXJSkQSSthRtt2wE/NLPncqu3M7Or0vvVKeS+FvpZM333Df1nfgd4zszeLrQ/j3v0z5J0iKRvAL8HNqBufmUQBEEQBEFVhDFXTp3rIqmnpNPwXLqFeC7VQFzwAzwH54UkHIKkmyVNkTQDnxyDlwDYH+iFT/6LE8eNaCUvnZxD8EnlAmCQmd2QjIuO2XbJWzEA9z5eIum2zMBKHpJDcQNnCp4POAGXjH8wOxRwv6SF2QKs08DQOqRlCO4xXCDJUs5d5oV5N9c2DzeeigzBjdR1q7syi/eFcmMuvx7cEHsKVyrdEw/b27Gs9EIlzOw2vDTEKviDgT2pm6e3LLgUuFDSyXj+VlW5mulBxl5AZ0mPAofjYY9X4yqqnXBvdsf0W8ovK+c8u4u7zL1/FhcMWQcXIPk9LrYzEpgsqQMlSFpBXrJiErAx8CMz+31+myyMOnnudqZhD+vB+HfftcLx+uH5eEWvXHac4cAtwIn4974RsFdBBTcIgiAIgqAqVJ4W9vkkTSqPxJ/iDzSzHpIG4Op3HXEBkRPNrEbSaFwd8m5gGzxHaETq5xw8d+Zp3IB6JauRVXLMo3ERhHZ4Pbei8ENLnNcA4DG8ftyolB84FJ+A7wGMN7Nhue3bA5cBPSwVdE7CFTNxY+o3wDjL1YJL28wBhpbkzB2b5ckVtp+AG3Hfx42bxsJOOwAdmhAKG1RJ+s77NCc/Ua5o+jwemvo4boC9WChDcBu1YYhF/mlma+a2fQp4wcz+T1Kngpps/rir4t6tnwArmdlOuXXX4KIjs4B9zezukv3H4w9l+uK5rMeY2bI2rIMgCIIgCJpMCKDU5WNgNF4G4NcAZvZyCoV71MwylUvM7LdJ1OFc3AD5ZW7d0VUc83q81MET1K9N1SKkcxhoZnlv4Ae4PPpzwOmF7RcCB+eVB1P9tcHAQxWEYSDn5StQKe+sA16zbw51VR+DpUz6zpslNGNm0yX1aeC+IP+wII+kdtS/b/Le4lJDLtEdf0gB9UVHjkyvp5jZtAr7T8TLRryMe2LHNHCsIAiCIAiC5Y7wzC0hSXXxsyQg0qZQSaHlJeyvD/CfluwzCBpCXt/uHeDVJRQvCYIgCIIgaHOEMRcEQRAEQRAEQdAGCQGUIAiCIAiCIAiCNkgYcyVIylT3VGjvLal/I/LkzT1mL0kDUg5Rq5LObUwqxtyS/faSdJWkLarYZ1dJpyTFza5pifsyqIektSWNkrTish5LEARBEATB8kBMmsvZHxdD6V5oPw0v+txdUndJI8p2lrRhqkm1acmyuaTNSnbbDS9jUCp93sKMSssqJVLx2VJPtERSZ0lblCyZYMW38WvXJJKc++XA7kA34BJcfGZRVo4gt0yXtPKSnnjQesjrAHYrLF3Sug4l67qlBySrNPEQA/F7ZJtmjG1dSSul95tIekfSWdX2EwRBEARBsDwRapblZJL7nxba5+bavwncLGm3EtnzY4B9gfnUL6TdEZf337zQnqn2FY/ZoiQZ+RPw7/7eCpvNxsf3RqF9dbxu18N4vbouwPbAGnjdvIPxGmH3FZya48zsx4VxrArcB3wE7GxmsyUdC5yMX//PcMP2Llx+fh8z+6gZpxwsPSYAWxfaHsMLr4+icoHsZ4EtACRdgZfLWFSyXfbw6U+Sir+TdsBbZrZpcSdJa+C/udOAM4A+1N6zQRAEQRAEbZbwzJWzqPCaMTu9mpndCVwBXFH0YpnZQWbW2cx6ADfgkue9zaynmXU1s80BJD0qKTOoFqV9W00JMnnQbsQNMcMLVvfLLYenTX9kZkVDjrQfeLHjwXgdL/Bi31viht3pZtbHzPoAPwZ644We8+PYEi/AvAjYKTPSzOzfZvaWmb2P1we7FC/4vJ+ZPbHEF6ARJO2TvID7VFj/RUnjJc2R9EEKVe2c1vXPeRFrJL0t6feSNirpZ31J90maK+nfks5aGuG1S4EavI6hzEzAqakN/GHFW9m63DYd8ALjGUcCq2b3ULqP1kvvV077rASckmvvg9cp3L5sUKnG4+3AEem3mnl4p7bkyQOkMOG3JNVTt5V0sKS/SfpU0iuS9m7p4wdBEARB8PkijLkcktaRtC61k73+kvrnNpmZXjOP5k+BEQ0UNR4AHIR7mdpLulDSN3KbfIKHc7Y6KQ9tLB6qtg1wVfq8QSoUvQVwHnCGmV1foZtK0qeG1+WbBIyU1CG1HwHcaWbP5MYh3Lh9H/g60EXS+XmDWFIP3Gu3K/AaMKX6M24WQwqvi5G0OvBn4Au41/WnwH7AtYVNzwO+AZyPe28nSfpKrp++wKO48bEnXuPvJ8DPW/A8lhU1JW3ZA4AyTxtmttDM5uY+zzWzmhSOvI2kLwLvSpooaf8UmnsHcA4wWp7fui3QzcxmNTC284G/AL3wBwwAb1d3ek3iBGDtYqOk/fCHP4/g9/WLwDhJO7fCGIIgCIIg+JwQYZZ1uRyfgGdMpTZMDLzQNsBmKUzwy8BASV8GDjez+7MdJfXGC4LfZWanpLYNgGHyAt7/wSe4ZRPg1mAk8D1guJlNkTQKD/l8SNLtwFC8wPIZDfRRyfgfBWyLG4oXA4dI+iR9ruPlMjOTNByYnUIrLwGG4x7Dv0jaFBiHewpHAt8CXpJ0HXCimb3TnJNvjGTsDsY9SIMlrVCoW3YSHp63jZn9Pe2zEnCRpJOo/R6nmdljwGOS7gMm4+GFWfjhkcBqwA5m9nrqZ33gZ5J+ZWZL635oDVYA1pe0Q/rcHw+7bQ6jgNXNbFdJ6wB74w8BViKFOZvZREm9gMeBnfDw38VIWg8Pv6zBC6IfDnTGDXKAToWHNQALkievapLheRS14dh5jsNzYkel38CfgR2Bn+HhqUEQBEEQBFUTnrm6DMfDvr6bPrcHvivpUEljcA8KuIfmOtyDMws3AheHJaan7U/hoh7nSdpe0u74pHMtfFK6VDGzK4FBKTwU3Fs4Hp8YjwD+CTzZSDftgH8DL0v6DHgufR4PjDSzV3HPxEnABcBoM/tHyVj+lQy5PXBj7yBgqqQzce/JZ8BXzewaM9sL92TsAvxN0nEqJOS1EFvhHptfpdetshXpeHsCT2WGXOLp9PoVSkjX427ga8mzB/Ad4G+ZIZeYhBspX6Bt8zqwJfBb4CHgi9QNZVxH9YVtPijrCL8va9KDkhPxPNQXcIGdB4AJkq4Feqbty4zgq/Fcub/jwkXZckxa/0yh/U3c69dcLsT/B27PN6ZzGIB7qQ0gGe0PADtL6rMExwyCIAiC4HNMeOZymNk8AEnZhGuRpI+Bs4FpuFDDlsBhwOVpfR8zK+bHbAKsl94/iAt5TMXDup4A9pbUkAeMNI7hQF9gXlpKQ9UKdAFWBBaZ2dWF83sxeb6GAQfiBsQvcY/G2biX7nVcdOSlNN65wPNmVmNmb+JeJSTNxL18j6bun5fUHtgM6IEbZDWS2pvZwpJz2xwP9bzLzMZJ+i5wNK5WeJyZZSI0mNkDady3Ah2zCXGurwPxiftAM3u5CdeojCH4NT4HD6EcQq1xuxZu4L1S2OdValVIKxmYz+LXe0AyXDYA7i9sczvuxWyNsL+lhpkdBpA8c+PNbNvCJtPxHMiMA3CPVUO8h99Lu5nZc6ntOklfww389xvYdxf8N7PQzBb/diQ9C0w3s2H5jSU9DZR6ftM5PZLGMb5k/e74Q4evU5tLmpGdc9n90w5YH6iXYxcEQRAEQdAYYcw1QAoBnAb0zfLi0qStYzLkegIvShplZvkn+lfj3qo38fyZN4A9zWxyyg1b18zeaIKD6VA8fKw5vJXGgaRDcaNjEzx88RU8h+gaXD1ypJntKK8Ptz8+KT0q9fOUmW2d+lkDDw/8Y/5AckGToXgO2Sw8XFG4p+JcSU/hk+STzWxGmojfiZd+mAVgZjdJmpzGXeZl+QjY3czKcgzvBr6Ge2CayxBgopnNkfRY+nxCWrdaep2R3yEZ/+PBBVAq9Jt5nlZOS3tS7mXy+LXDcydfo2nGelvGzGxO9kHSfCqf8yLcO/pi+rxX+u0U81NH4d7hegIy2cOZPOl7GgRcVnLMflT2Tj+H32OvlfTZGfdE32Rmj0gqGnNrpNeiGmt2L69OEARBEARBMwhjLkea6O2D52qBq+PdWBA4eR3YML3/Be6xqSNxntQZP0p9Ulg3n6YLehyPe9nmkeqvNWGfrmmf/IEn48bWGOCOFP5HGt8XcE8aSajkGbnq5SrA/1B3AroRcCWQGXM7yksdrIhfs1OBK3JekE0kbY17SPokQ241PARvIvUFVSYCq6ZxlZ3bC0A96Xkz+4Bao6lqJK2JG7rXJe/iBOACSWumHL2sjl5zjK38OWbCMFku3hDcC5qxIy6O0uaQ1BX3kmU5p+0lHQR0wr3RVWFmR+ACOvljPIgryo4oemer4FA8hPNmSb0KDwdWxcONy8Yzi9qw2iLHpH2PqrA++76LYe3ZTf7fbsQHQRAEQdBKhDGXkBc3fg1/wv9Cah5YMmmcDGwh6au49P5oM5tU6GsXXFb/U2on8LfIa2O1By4zs980NqZiv83FzJ6UdA/uPTirzFDKQksLjDazi3KfF6YlYyDuVfgRbuTNAS4u9NUOOCATgTGz9ySNxD1zRdXMwem1BlfXvBbYDveItaeymuaSsmt6PSct+fax1Jak6JbfKXkqb8SVPF+knEw5cQZ+ffL9PI7n2/XDr0db5hPcqK/B7/mOuHHfidpQSknKX8NOlHjUJJ0MjC42457NucAHFYz9dfLKmCX99sPv1T/ghtf+kr5kZnPlBek7UcGYa6DPdfDzOxN4Lz0MUFrXHjfUsj57FXbPPr9bzTGDIAiCIAgywphLmNknko7HBRAGATdXePr/OPBDfBJ/vZldWrLNq8CxeEjYarhBcCEespkZjeDXf2nVF7sGP7f51A1jvAr3zI1In7PaX51ovGzCmFzOXE0KmxtmZovV+SRNoxAaZ2Y3pnUU2ifn9lslvZ2aSie0JkPwfK4RubZbU/tYPN/xM2rzIDNWx8s8dKQyg3AjdLKZzUx5c+sBJEXTZ5JAxjJF0r64Iuk/gbPzOWZNISk0Qq3BPc/M1sr1fzAecjy7sOsM6tMO+NDMNkz7dseN5TFmdqq8Jt+QTMwnCQ49iD88qXR+wh+wtMcLh3fElSRPxD3gWShttYXEd8R/06enJc8C3GP91/T5y7hSa8ZA/OHI6wRBEARBEDSDULPMYWYXlKkvFngan2x+DBxSoZ+3zewWM7sLF00AeNzM7jKzm8ws8+LUUNfT1WqY2cwkYDIbD5PcC59I1+By7B/iio03AJ3N7E0zm1mxw4SkXvIyDVAbTlZkuQ0jS3lYOwETzOyZbMFDQXeS1Cl5ex7Bw0r75nbfETde/lqvYxZL1e8GPJBCQQHuATaW1yDM2LJlz6o6JG0CDDCzQ/EQ4H1b6VD1ioabF/wusvg+Sobb7/Bw3zNT82DgDkm75XeqZIAmQ+5cXEn0WDObbmZT8bpvK6XNMmOu2rIEd+He1fwyHvhPen+XmU3BPfrfzpRYc/fd/SksOwiCIAiCoGrCmKsCed2q29LHz0geLknbNSCA0Tm9bi/pJ5LGygsgr2lmu5vZyAr7tThp/E/hxkOZR2QWnjv2krwOXaV+NsK9d7/BQ8Qyz1K1YZDZxLaDpG4pLK2h8XdJoXLF9r6StkqhstWyAx4e+HCh/eHUvkP6fAz+exkv6VuSDsfFY8aZ2fTcfv3T/XAEngM4E1c/zTg1td0taS9J36fWSFlW9AOeT+8n0zKCHJK0haR9k+BNczkHLxXyInCmvN7g0fhDkMtTeGRDg+iMe8N+ClxZCBs+IlPgpPacSz1zklZK91jPfLuZzcg/BEgPAmbgCprPmFn2OzsbV7W8TNKOeAhxH7zIfBAEQRAEQbMIY66cOtdFUk9Jp+G5dAvxXKqB+MQcvBj3C0k4BEk3S5oiaQYuWw9eAmB/PE/mSepPGjeilbx0cg7BJ+wL8HpzN6Qw0sUhgkmlcgDufbxE0m2ZgZU8UofiBs4UPKRtArCxmT2YHQq4X9LCbAHWaWBoHdIyBPcYLlCqP0atR/PdXNs8PIS1yBDcSF23uiuzeF8oN+YWr0+y+NvheW+34uI3lwI/KOx3FO7VOyJtN8hytemSd3Q7XOH0Wjzk71yWrffyIbxQ+km48TSuke3rIKmjpKwG48W4impX3EN1EJ7r1g5YIf2W8ksvSasVDPl8/O2zuGz/yvi1vxMPYd4aN5Y7NTCubfHf2t74ta7jSc/CqJO3bCjwcb4kRoFB+D1WLLfQJFJo8UG4N/de/P9jLzN7pMEdgyAIgiAIGkDNF4X77yOFCx6JT7YHmlmPFA73F9zouQA40cxqJI3G1SHvxvOmHjazEamfc/CCyU/jBtQrZlYaviXpaOAsfLL7vJkNaoXzGgA8hoeEjUr5gUPxUMs98Jpgw3Lbt8el23uY2Z6prRvuUXoV98iNK058Jc0BhpbkzB2b5ckVtp+AG3Hfx9UzGws77QB0aEIobNAMktfz/Wrz5dK+U/AHFA/jxbgnm9n7ufVH4PdNJdZLoY9IOgvPvdxQUge8ZmK9EN4UqrgV7j39hZm1y607EDcqDfegnlHMgU3G6w/wnNGewD1mNoQgCIIgCII2Qgig1OVjXEVvLq5QiJm9LOnnwKNmlqlcYma/Tekv5+IGyC9z646u4pjX46UOnsAFSlqcdA4DzSzvDfwAD197joJwg3mR74OVUx40r782GHioAVn4SkIglbwnHfCafXOoVXoMlhFmtiSqihs3VC7AzC7ERYDqIGkF/L7Ji/LkvcULGjhmDa5MuRYeHprnWjxk+M4GvF8P4CGbb+OF209u4FhBEARBEATLHeGZW0KS6uJnSUCkTSGpQyOT5Wr76wP8pyX7DIKGkBesB3jRzCqqWQZBEARBEPw3EsZcEARBEARBEARBGyQEUIIgCIIgCIIgCNogYcwFQRAEQRAEQRC0QcKYC4IgCIIgCIIgaIOEMRcEQRAEQRAEQdAGCWMuCIIgCIIgCIKgDRLGXBAEQRAEQRAEQRskjLkgCIIgCIIgCII2SBhzQRAEQRAEQRAEbZAw5oIgCIIgCIIgCNogYcwFQRAEQRAEQRC0QcKYC4IgCIIgCIIgaIOEMRcEQRAEQRAEQdAGCWMuCIIgCIIgCIKgDRLGXBAEQRAEQRAEQRskjLkgCIIgCIIgCII2SBhzQRAEQRAEQRAEbZAw5oIgCIIgCIIgCNogYcwFQRAEQRAEQRC0QcKYC4IgCIIgCIIgaIOEMRcEQRAEQRAEQdAGCWMuCIIgCIIgCIKgDRLGXBAEQRAEQRAEQRvk/wFJJSM6tRz6kQAAAABJRU5ErkJggg==\n", | |
| 305 | "text/plain": [ | |
| 306 | "<Figure size 1080x324 with 1 Axes>" | |
| 307 | ] | |
| 308 | }, | |
| 309 | "metadata": { | |
| 310 | "needs_background": "light" | |
| 311 | }, | |
| 312 | "output_type": "display_data" | |
| 313 | } | |
| 314 | ], | |
| 251 | "execution_count": null, | |
| 252 | "metadata": {}, | |
| 253 | "outputs": [], | |
| 315 | 254 | "source": [ |
| 316 | 255 | "g.animate_search_tree('bfs')" |
| 317 | 256 | ] |
| 414 | 353 | }, |
| 415 | 354 | { |
| 416 | 355 | "cell_type": "code", |
| 417 | "execution_count": 7, | |
| 418 | "metadata": {}, | |
| 419 | "outputs": [ | |
| 420 | { | |
| 421 | "data": { | |
| 422 | "image/png": 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J14U7CYHHrYREVe3cOd+d592p9rkm+/Vzj7pC7kZIOLWW4rlCK6sg2u4tYNcqd61MhHs+7jNxvxTYiTA+fAwhyctNwOeYzcPsVsz2j5KsiIhINTMlr9qUme1HmJ/neGCBu/eMvr+J8JbykGhi8KWEt7/vELpOAvzL3c81s7sJiTjOita5FbiIMCfa69GfKwhZJAsIwVozQsvfdsAId984v5uZnRTtZzs2n/etpOeAL939rDKO7U3gfXe/OAqKurr7PDP7OyF1dSdgJ3evdBckM9uSEBQOcfcnK7lN0fGc7O5Tou9eA3I8dPXBzMYBZwNt3T3XzA4hjGMc7O7/qWz9RKRuM6Mx4UXVQMJ8bh0IWWzfJmRifMad+WXvoWZlZ1svwout4wnX76bEznqZTwjgMglzZd7er1/M5Fs1z6wD4f9iINCPcDwrCIm2pgEvE17qiYhIiilj1eaWAWcA3xKyfBW5AmjhId0zhK6Da939cTM7kNCqdGO07L5oWdHb1EvM7B5C8pM+hG5A2xEmvS7dkjalZCAXySQkJFkZY9lG0VxxpbM+lpRRtDxqeZsXff9VtP+/xxPIlagbFCczqYxmwCzgiRLfvcCmLaGPAVsCLQhBbzbh4a10IhQRqWfMaEmY03Mg4dq6BeE6MIPQOvScOytqroaVFwVkJ2dnWytCy2EvQgC0PeF6lgd8T7jGzQFm9+vn5c5tV+NC4q6JwETClD5F/1eDCS8xczGbQQjsnsO9TvxfiYjURWqZi8HMdnf3z6qhHCMEV+mEQGZDWd0wRUTqMzMqbO1xR609tVkYZlDUijoQaE9xK+o0YBqlut3XoJbAroQXBUsI8wQWlruFiEgtpGBORKT+SiM8sG5LSEb0EdSOgMgMA/ak+MF/72jRlxQ9+MNs97jHm0ltEF5W7kXx/2/RnKyfUfz/+x5hmp9qrRlh2MONFI9lTI++nwk8RWgBjm8uPxGRGqJgTkSkfskiJAY6kZBePo3w0GqElofLCHOiVTszGhHmuCx6wN+R0CthNtEDvjtf1ETdJMXMdqS45fUgQgC1lOKW11cpZ1qgJDqJMBSirPnz1hBahZcTMlY/RzSsohrqJiISNwVzIiJ139aEJEanEIKl9YTxprGy2+YCgwitDylnRgvgCMJD/NGEsbB5wMuEh/hn3VlWHXWRWiIkzjqKcE4MAJoT5tJ7gXBO/Jcw32mybUGYRL5FJdcvJAR3TYAPgSeBF4GPISkTzYuIVJmCORGRuqkpMJQwzUc3QgDXvJLb/gy0jbZJOjPaUtwKcyhhbPDPhFaOacAMd9akomypY8wyCZmii7KVtiW0JL9B8Ti7ZE3yPpSQuKWywVxpecCG6PMSIevoy8APSamdiEgCFMyJiNQ9exEedLei7O5i5VkNnE54GK2yaPzbboQWv4HAPtGiBRSPj3rLnQ3JKE/qKbM0QrbPom643aIlHxOmoZgGvE/iDy7PElqwk2U1ISPpIuB+4O+oO6aIVDMFcyIidcs2wEJCy1ysbpSV9R9CKvmEmJEO7Efxg3fnaNF7FAdwn7qrO5okyGxnis+vAwjjPxcTxrJNA7Jxr2zrcjqwihgvP9w9ytdSJbnAL4T5BN+t6s5ERCpLwZyISN1yO/AnKjHnYmFhIWlpaWUtzgFaQeVby8xoCvQnPFwfQwgs1wOvUjz+TVkAJfnMtiGMuRxIGIPZFPgVmE4496bj5c7P1xt4hXK6WD700EPMmDGDHj16MHToULbddttEavoTsAPh90tEJOXKvMuLiEittDflBHKrVq3itttu4+CDD2bUqFF8/vnnZfVKKyC0dpTLjNZmnG3GM4QH1amE1ocZhIyZ27ozwJ17FMhJyrj/iPuDuP+O8BLhOOAJ4GDgEWAFZi9hdhFmHWLs4UjK+L3Jy8vjqquu4rzzziMnJ4d///vfnH322axbV5xcM44X31nAmZU/MBGRqlEwJyJSt2SUt3D8+PFMnjyZAw88kOzsbE477TReeeWVWKs2A4bEWmDGLmaMNOMtYBnwL8I8YfcRpj3Y1p1T3HncnV+rdDQi8XLPxf1Z3M8Btgf2J7RYdwDGA99i9j5mYzDrEfWh/B0hEc9mpk2bxqRJk7jmmmv4z3/+w4033shLL73E888/D8BXX33FJZdcwn777cfVV1/NsmXlJl9tSphyQ0SkWiiYExGpWz6ijLTo8+bNY8qUKQwcOJBrr72W+++/n7Zt2zJhwoRYq6cTgjkzI82MvmbcYsYXwBfALYRWhrGEhCs7unOxO6+4k5+SIxOJl3sB7m/jPgr3XYFdgVGEMWxjgA9o2XIhGzZ0L2sX3377Lb169WLIkPBuo127drRu3ZoVK1Ywb948Bg4cyIwZMzj44IOZOnUqN9xwQ0W1SiQpkYhIQhTMiYjULc8RsuhtxsxYsWIFffv2BWDPPfekdevWrFy5cpMuY0U2bKDFYYfxJPA98DYwHPgOGAbs4E5Pd8a686ESmUid4D4P91tx358wzcE5nHDCMnJyynzeGTFiBFOmTKFjx44AfPzxxyxfvpw2bdpwzTXXsM022/DII49www03cMopp/D000/zwQcflLW7HKDMhSIiyaZgTkSkbnmFMrqLde3alczMTKZMmcKPP/4IwJdffsmgQYNo0qTJZuN+CgpoctBBHA28RphwfFt3DndngjvfpvYwRFLMfTnu/+bf//6YLbYo82WEu5OVlUVGRgY//vgjEydOpGPHjhQUFPD0009z2WWX0bNnTwAOPfRQ1q5dy+rVqzduW4oREgKJiFQLBXMiInXLOuD1shbeeOONfPfdd/Tv35+tt96ajz76iAULFrBo0aLN0q9nZsKVV/KdOye684g75WUDFKmrji5r7oHCwsKNi2bOnMmAAQNYsWIF11xzDW+++SatWrVi0KBBG9dv3Lgxv/zyC02aNAGItds1wNepOAgRkVgUzImI1D0PEx4aNzN06FCuu+46fvnlF/76179yzz338M4773DsscfG7GqZlkZ7oH2K6ytSU3YCWsZaUDR1x5IlSzj77LM55phjaNmyJc8++yyHHnoo06dP54gjjgBg/fownd28efPIysqiUaNGsXbpwH8pY0yriEgqKJgTEal7/ks5WS2vv/56jj76aM4//3xOOukkJk2axOLFi5k0aVKs1QsJad5F6qP+hHN8M2lpabzxxhv06dOHmTNnct999zFjxgy6d+/OwoULWbhwIccee+wm27zwwgt06NCBFi1iTle3Gng26UcgIlIOBXMiInXPT/n5zIu1oKCggAULFtChQwcaNw5D63bYYQf69OnDiy++GGuTpsCpqauqSI06gTKyS77yyiucc8457L///nz++eecfPLJG5fl5uayfv16uncPSTAzMsK7kxkzZrDffvvRpk2bWLtsgsbLiUg1UzAnIlJHmLGDGReb8cro0eyxdu3m6xQWFrL33nszderUjd+tXLmSpUuXsvXWW5e1670poyuaSB2WQZiDbjO5ubmMHTuW+fPn079/f1auXMmaNWs2joFbu3YtrVq1orAwNOqZGTNnzmTp0qUcffTRbLHFFrF2Ow9YlZpDERGJTcGciEgtZYaZ0dOMsWZ8CCwE7gLazprFPzMzySu9TUZGBueffz7vvfceZ599NtnZ2UyaNImVK1dyzjnnlFVUHnBkyg5EpGb0gNhzIjZu3JgRI0bQv39/Lr30UnbYYQeOOOIIhg8fzs8//0yjRo3Iysri008/BWDZsmVMmDCBnj17cthhh22+w7w8uPXW7TG7FbP9MUtP5YGJiBSxGGl1RUSkhpiRARwEDIw+HQgJFd4CpgHT3Jkfrf4NsGOs/YwbN46nnnqKr776iqysLEaOHMk555yzsetlDI8QpicQqS9OBf4BxBzgVtL777/PE088wWOPPcYjjzzCXnvtxWGHHUaHDh0YMWIE119/PXPnzmX8+PEcd1yMIaZ5ees49tj/8dJLPYFGwA+E8XPTgJdxz03qkYmIRBTMiYjUMDO2AAYQgrejCF0ec4EZhIfB59xZEWPTG4ERlJEMZcWKFeTk5LDjjjtWphpzgV5xV16k9joBuB+I2SeyIi+++CKXXnop33//PV26dGHUqFEMGjRo4/i5UnKAlpg1Z9Pf5S2AtZT4Xcb9x0TqIyISi4I5EZEaYEZ7QhbJgcDBhIDsR4rf5r/kToxRcZvoBcwEmiehSrOA/ZKwH5HaogehRbtpVXaybNky8vPz6dChQ3mrTScEb8XMGhNa2QcRftfbEzJrbmxlx/2rqtRNRETBnIhINTDDgD0p7j65d7RoPkUPdjDLnYJ4dgv8BGxZxerlAhOAkVXcj0ht8zxwGOVM5VFZ7l7W3ONrgMuAf5W5cdiwJ8W//92jJZ9R/Pv/Hu4xp1EQESmLgjkRkRQxoxFwIOHh7TigU7RoNsUPcF+4V2mS4X8DZ5B4QqtCwsPojsAvVaiHSG20NfAg0I8ypihIgnXALsC3ld7CrBPFLfO/BdKBpRS3zL+K+7qk11RE6h0FcyIiSWRGc+AIwkPaMYRWszzgZcJD2rPuLEtikYcBT1GJJA8xrAG+I9R1fgXritRlRwIXEH5fCoFMoMxsQHFaTEhUlBizrQhdNAcS6tmc8Lv5AuGa8TzuP1e9miJSHymYExGpIjPaAscSHsYOJTwo/gw8R3gYm+HOmhQVn0aYsqA9odtleRxYTXiIfQ24D3iGMtK3i9RD6YQuzkcSEqTsSmhZa0HFvz+xbCBkzLwkKbUza0IYQ1s0zm47oAB4neJxdguTUpaI1AsK5kRE4hSNf9uN4vEvfaJF31DcffJNdzZUU5V6ER72smIs20AYE1dICNweA14hPMCKNHRbEIKn44Cjo5+dyidNySX8/n2W9JqZpQG9Kb7O7B4t+R/F15n30YOcSIOmYE5EpBLMSCdkeyx6sOocLZpD8YPVJ1Uc/1YVRwL3ANsS3uQ3Jsx19RjwH+BdQkAnImXbGegPDCb8vq8nvCSJlUBlLXAncGW11MysM8XXn/0JrfKLCS9ppgHZuK+vlrqISK2hYE5EpAxmNAUOJzw8HQtsQ+iS+CrF498W11wNN5NOSGTSmJDl8ocarY1I3ZZBaHU/CjieEOjlEoKoNOAG4Faothb4YmbbEloSBxLG6GYBvxKyd04DpuO+qtrrJSLVTsGciEgJZrQmJC4ZSAjksoBVwH8JD0kvuPNrzdVQRGpIc2AnwgThyyFl42DjY5ZFSOxS9NKpNeGlUzbhmvUM7t/VWP1EJKUUzIlIg2dGV4q7L+1HSITwHcXdJ19zV5IQEanlzNIJrYmDCNezrtGS9ym+nv1P4+xE6g8FcyJSacOm0wroSxjwfxDQjtClbz2whJAhcQ4wa/wAVtZUPStiRhrhgacogNs1WvQhxQ88H9bg+DcRkaoz25Xi69y+hBdVCykeZ/cG7rX7RZVZpe87uNfa+45IqiiYE5EKDZtOL+DPhLe9eYRMb7ESAuQTkgJkAk8D48YPYE511bM8ZjQhTBswiNAVqQ1hrMtrRF2R3FlUczUUEUkhszYUT6FyOOE6/QthnN3TwIu4r665CpZilvB9B/dacd8RqQ4K5kSkTMOm0x54iJAeO5OQYKOyCgg34HeBoeMHVH+iEDO2ZtMkAc0I41ymE2760935pbrrJSJSo8yaEbJ2DiSMEd6a0NL1CsXj7JbWUN2Sdt/BvTYlqBJJCQVzIrKZYdMx4AxgPKE7S6y3oZWVT3hIGAZMGj8gtV0XzdiJ4m5FBxAeBL6nuFvRTHfyUlkHEZE6w6wRm067snO05F2Ku51/lvJxdmYpu+9ojKDUZwrmRGQTUSB3O3AuoSUrWXKA+4DhyQzoovFve1P8ILJHtOgTih9E5rprjjURkXKFgKobxdfT3tGSrym+nr6Fe0EKyk3pfUcBndRXCuZEZKMUBnJFcoD7xg/gsqrsxIxM4GDCw8ZxwPaECbHfIHrgcGdBFesqItKwmW1PuMYOBA6heA7L5wjX2hm451SxjGq57+BepfuOSG2lYE5ENho2nTMJXVxScUMtkgMMGz+AB+LZyIwtCZP3DgSOBFpE+3qR8FDxX3d+SnJdRUQEwKwF4do7kDAWuRWwDniZMAb5OdyXJ7Dfarvv4B7XfUcqeseBAAAgAElEQVSkLlAwJyLAxmQnX5DaG2qRNcCu4wewpLyVzOhIcXefg4BGhMl6nyU8PLzizroU11VEREoyywAOpPj6vAPgwCyKumO6z6vEfqr9voN7ufcdkbpGwZyIADBsOtmEQfBVGXReWfnAW+MHcHDJL80woAfFDwg9okVfUDxe4x2NfxMRqSVCN8nfUHzd3itaMo/i6/Zs3De/bptlU833HdwPrnBNkTpEwZyIMGw6vYFswjw+1WUtcNCEo/iI0OpWNP6tI+EN79sUj3/7shrrJSIiiTLrSPE4u36EHhU/EHpUTANexj0Xsxq772geOqlPGtV0BUSkVhhOmM+nUhb/L5unR0cvN81ottX27HLIUPqefgOWllapfXghTRb/jycJ4y5aEsZezADGAs+580N8hyAiIjXO/VtgAjABs1bAAEJgNwQ4G1iL2QygLXHcdyBkubqSkJ6yEXA6cD1xNetlEu53J8dTrkhtpmBOpIEbNp1WwCDim5gVgDMmLyajSTN+/u5znr9uEFu03oE9jr6gUttaGmltd2eHplvy8NpfeAJ4yZ218dZBRERqKfeVwBRgCmaNCS11Awn3nO3j3d0Y4EFgKuEt4AnAVsCoyu8iHTges1ZR3UTqvMq9QheR+qwvJDaJduNmLcls3oq2u/Vl+z1+y9IvZsW1fXoGq856mIfcmaZATkSkHnNfj/sM3C8EziEkJKm0dcCdwC2EzCt7AhdDfGmRgzxg3/g3E6mdFMyJSC+qmEns1+ULWfrZW2y7U4+KVy7BjKZR+SIi0nD0AprEs8H7hOjvoBLfHQgcEX/Zuu9IvaJuliJSlPI/bpNOaw/A+pxVdNp3IN2PuzjeXWQQut1cn0j5IiJSJ8V931kc/dm2xHe/Ae6Kv2zdd6ReUcuciLRLdMPB497mxL/P5cgrnmTZF7P48Klxiewm7nETIiJSp8V931kf/Rn34O7YdN+RekPBnIg0TnTD5tt2pGXbnel8wAns9bsRzH3i5kR2E1c2MxERqfPivu9sGf35c4nvniPhMQK670i9oWBORNZXvEoluFNYkJ/IlgklXxERkTor7vtOT8JDa8k0W18C7RMrX/cdqTc0Zk5ElgC7JrLh+pxVFKxfx4/ffMT/nh1P+98cmshuvk9kIxERqbPivu+0Bf5AmCSuLbCBkN3yrMTK131H6g0FcyLyGvBb4pp3NZh0Wvto0vC27NDrKPqecWO8u8gHsuPdSERE6rSE7jv/AkYAhxNSYZ5BmEQ8TrrvSL2iYE5E5gBrgZaV3aB9935c9Lwno+y1UfkiItJwxH3fAcgCJkafKtB9R+oVjZkTkVleGN98P0mUCcyuobJFRKRmzKLmkpDoviP1ioI5kQbKDDPj0AlH8dj818ksLKje8gsL4Nv3+WnCUexevSWLiEiNcl8JPA1U852HAmBqVL5IvaBgTqSBMSPdjCHAe8DLwG8WvssES2NtddbDC8mfPZnmwFtmvGnGsWa6JomINBDjqP6sknlRuSL1hh6cRBoIM7LMuACYBzwObAGcB+w4bybDzHiXMDC8OuSnZ/DWD1/SDriYkF36GeBjM84wS3zuOxERqQPc50D13neAd3GfW03liVQLBXMi9ZwZW5pxJbAQuBv4CTgB2M2d+9xZF606lGTNOVexPOBUd3LcGQ90AU4hZJt+AFhgxp/NaFFN9RERkepX7fedaipLpNoomBOpp8zoYMbtwHfA9cBcoB+wrztPuW86VmH8ABYDw4CcFFctB7h4/ACWFH3hTr47jwA9gAGEuWBvA7414wYz2qS4TiIiUt3cq/W+g/uSCtcUqWMUzInUM2Z0M2MSsIDQhXEq8Bt3jnLnNXfKm1NgEnAfqbux5gD3jR/AA7EWuuPuvODOIUAf4BXgL8AiM+4xo0uK6iUiIjVjEtVw38E95n1HpK5TMCdSD0SZKQ8041ngE2AIYSqend0Z6s7/KrOf8QNwYDipubHmRPsdXpmV3XnXncHALsCDhPlh55nxhBm9k1w3ERGpCe615r4jUhdZ+B0Skbooyv54HDAS6Av8CPwd+Ic7PyW632HTMULw9HfCnDwZVahmPmGswsVltchVhhnbEVoa/0SYaHYmcAswo4LWRhERqe3MUnLfUYuc1HcK5kTqIDMyCQlDLgd2Bb4hpFt+wD15UwwMm0574P+AfQg31/Q4Ni8g3EzfBU4tOUauKszYAjgXuAxoB3wE3Ao87s6GZJQhIiI1xCxp9x2NkZOGQMGcSB0SBTLnA5cC2wMfEAKZJ1MZyAybTi9CN5XjCTfKpsR+a5oPrCXcgKcCt48fwJxU1CmavqAooN0NWEQIaO93T/lgehERSSWzhO870bQHIg2CgjmRxG0H7EB4EzgXUtfVz4y2wCXAHwnzw71C6GL4cnV2MRw2nVbAvkAvoN+vy+ib1oi05tvwDfA9kA3MAWaPH8DK6qhT1NX0GGAUsB9h6oUJwAR3fkxh0RnAAYSHjG+ApSksS0SkYTLb5L5DGFKQBpvfd3CvlvuOSG2iYE4kPhnAH4ArCYFcHqELyGrC/DWvJrMwM7oSWp5OAxoBTwK3ulMrJj01IxvAnX41W5PAjP0JQd2xQC7wL+B2dxYmuajTCAGjR59MYD5wLeHNcEHZm4qISMLMsgFw71ej9RCpJRrVdAVE6ojmhHFaVxIe3JtH3zcpsfxZ4FBgdlULM6MPIalJUfeSfwPj3Pm6qvuOQwZwMNCZcMybufZa2kd/vayMfeQC84A3IPXj2dx5CzjOjN0JQfAFwJ/MeIwQBH+UhGKGECZfb1rq+z0JE57/HRhLyMC5DhERiceuwG/Y/BobDB++XfS3M8vYfj3wLTCLarjviNQ0tcyJlK81IVC5CDCgWQXrfw/sSOjDHxczjDBh9kjgIOAXwvQC4935Id79VdEw4CZCC1MGZQxAX78+jF9o3LjM4y2g+N9iGDA5udUsnxntCeMLzycE3C8SxhjOTLB76taEsXkVnQdrCMc+jtCC90sCZYmINCT7ExKftCEEYbETn+TmhpeoWVllvSwrJPSYMOB6wjVfpN5SMCcS207AFcDJhBtCk/JX32gNcCFxBC1mG7tujgT2ABYDtwP3ubMmjjonywWEICT2W9HE5RLSTj+e5P1WyIwtCcd1CeFBYQ5hzOFU97i6RN5ECA4rez4UZRb9N+GBYnEcZYmINBS9CdPNVPSiLF5rgRuAG5O8X5FaQ8GcyKZ6An8FDie8FUxknptFQCcqSIhiRnPgbEK2ro7Ap4QH/inu8bfsJYkBPwDbpGj/XwFdUrTvCpnRhDDe7XJC99GvgNuAB90r7BLZnJDkpHkF68WSRzgfphHG1X2WwD5EROqr5wk9U1IhF9gKdXuXeiqtpisgUgsYcBihf/0bwNGElpdEJyzdCjiqzMKMbc24ltCn/05C8HcMsKc7k2swkAPoQeVbnRLRjtANtUa4s86dfxLGZAwBVgL3AIvMuCJqwSvLuYRzJRGZhH/XEwitgq8QuhSJiDR0TYBDUrj/fMJ4dpF6ScGcNGSNgBOBL4CnCamPm1L134sWwHWlvzRjJzMmEoK4q4DXgP3c+a07/63OKQbKUTTVQqqsj8qoUe4UuPMkYVLaQwjz9d0AfGvGuGisXUkZhOQ3Ve0C1AjIIiSWeZEw4flx6FosIg3XdqQ2UUljQm8ZkXpJDxDSUA0kBFX/ArpSiYf0W2+9lf79+3PFFVfwwQcfVLR6V8JcOJixlxmPElLXnws8DOzuzvHuzKrCMaRCBom3PsVTRq3gjrsz050jCa2SzxDG1S0w44EoKyaEMY0xM3qWtmzZMkaOHMm4cePKW60omU53wvnwNXBEgochIlKXNSYkLUmVdFLb40SkRimYk4ZoBPAI0JZKjH9ydy666CLuvvtu9thjDx5++GFOPPFE3nzzzXK2oeny5Yw3YwbwPmEswG3Aju6c484XyTmUmuPuzJo1i+nTp2+2bN26ddS18bjufOTOKYSxdPcQWm0/TUvjmdxcbqGcc6XoWGfPns2ZZ57JbbfdxsyZMytbdHNC19OngD8lfgQiIg3bsmXLGDt2LBs2aEYCaTgUzElDczBhDrByMzWuW1c8Tnrp0qVMnTqVYcOGcfvtt/Pf//6X3XffnbPOOosvv/wy5vZmWIsW7N2tGz2A0UBHd0a5833yDqXmLF26lO7du3PAAQcwcuTIzZY/9dRTtGzZkksuuYTc3NwaqGHi3FnozsWEpDR/PfZYDtqwgbax1w1BXF5eHo8//ji///3veeeddwAYM2YMAOvXr+f1119n4sSJfP755+UV3RT4GxpLJyKSkO+//56xY8fy6aef1nRVRKqNJg2XhuZPhDFLMX322Wf89a9/5ZdffuGwww7j5JNPZtWqVeTn57PbbrsBsMcee3DrrbfSs2dP7r77bsaMGUOrVq0221dmJgUffsirjRpxS8qOpoZcfPHFNG/enLlz57L77rtvtvzII4/kgQce4KqrrmLdunXce++9NVDLqnHnR2BsQQGD0tPpEWsdM6OwsJCzzjqLDz74gMGDBzNnzhyysrLo3bs3S5Ys4dprr2XSpEl069aNESNGMHz4cK699lrS02NOodQE+CPwVgoPTUSkTjrzzLLmCQ9++uknzIw//vGPTJ48mc6dO1dTzURqjlrmpKHpTBljwubPn88f/vAHVq9eTdeuXbnpppu44IIL2HnnncnNzeXHH38EoKCggK5duzJs2DAeeOAB5syZE7Og9HTSGzViILB9qg6mprz66quMGTOGHj160LhxYwDmzZvH0KFDWbduHVtttRUnnHAC48aN46mnnqrh2lbJvunpdC1r4WuvvcagQYN45ZVXuOeeexgyZAjvvPMOF198MQAXXXQRb775Jrfffjtvv/02N910E08++SQ///xzWbtMI2TaFBGRUhYtWlTuZ82aNRx00EE0adKE8847r6arK1It1DInDc1CiN3K8sknn7BgwQIeffRRdt99d/bcc08uu+wy7r33Xvr378+jjz7K0KFDN3atGz16NLfffjszZ87kwAMPJDMzZn4MI8xpdlmKjqdGtGrVinnz5nHkkUdu/O6ZZ57h4Ycf5oQTTmDQoEEALF++nCZN6vS487GUMXD+5Zdf5qSTTuKss87ipptuolu3bvz+979n991354gjjuDhhx9m2rRpPPjgg5x66qmYGb169eLnn39m1qxZHHfccWWV+U3KjkZEpA579dVXa7oKIrWOgjlpaF4gTAi+WfbKxYsXb+xKCXDIIYfQvXt3nn/+eQ4//HBGjx7N8uXLadOmDfn5+bRs2ZLBgwfz/PPPc/nll5cVzGUC5xGCgpWpOaTqd+GFFzJq1CjefPNNunTpwjfffMNTTz3FSSedxB/+8AcOPfRQGjduzAsvvMDll19e09VN1C7AgcTowZCXl8dzzz3HTz/9RFZWFl26dGHJkiVMmzaN+++/n6VLl3LLLbdwzDHHMGTIEMxCY3Djxo356aef6NEjvE9w943LImuAl1J+ZCIiIlIvKJiThmYKcHusBZ06deKDDz5g2bJl7L777nTt2pX8/Hzat2/PXnvtxZZbbsn111/P+PHjN453Gjx4MCeeeOImCVPK8CfgxqQeSQ0aPnw4WVlZTJw4kenTp9OuXTvuuusuLrjgAg4//HCeeeYZzIwJEyZw9tln13R1E3UVZUyjkJmZyejRo+ncuTN33XUXN998M127dmW77bbjlFNO4fHHH+eTTz7hH//4B02aNKGgoID09HQee+wxOnbsSGFhyMJdKpCD0JI7JaVHJSJSx+Xk5PDCCy/wxRdfsHz5cgoLC2nTpg1dunTh6KOPpkWLFjVdRZFqY3UtfbhIEowDLiTGvGEzZszg4IMPplGjRqxbt46ePXsycOBAbr75ZkaPHs0dd9zBnDlz2HPPPQF4/fXXOeWUU/jnP//JgAEDyitzFdAGyEvB8STTEMLce1tUdoP333+fzz//fJMbateuXenTp0+s1VcBg4GXk1PdlNmO0N2xwj6iq1at4t577+Xqq68mPz+fG2+8kezsbFatWsUbb7xBeno6ZkZBQQGdOnXikEMO4a677qJly5ald7UOmEDolisi0lB0BeYAFUZg69at49JLL2Xy5Mnk5eWRmZlJq1atMDNWrlzJunXryMjI4JRTTmHChAlkZWUB5ANXEKYHEql3lABFGqLbgJhvMfr3709GRgZmxqJFi5g/fz7HHnssAOeddx677rorw4cP58MPPwTg22+/Ze3atey0004VlZkGHJO8Q6hZhYWF3HzzzXTs2JFevXpx2mmncfnllzNq1CjOOOMM+vbtS/v27bnuuus2tkLVMadTxjlSWosWLcjNzaVly5ZMnTqVrbbaiuzsbIYMGUJ6evrG47/33nvJyclh//33jxXIFSl3pnERkYZs2LBhPP3009xxxx0sWLCAtWvX8v3337NkyRJycnJYtGgREydO5Pnnn+fCCy+s6eqKVA9310efhviZ7O75Xo7LL7/cd9ppJ1+9erUXFBS4u/vcuXN9t91287Zt2/rll1/u3bp188GDB3tubm55u3J3L3T3m2vBcVf0GeLuqyo6mNGjR3uzZs189OjRnp2d7cuXL/e8vDxfv369//DDD/7GG2/4VVdd5c2bN/fLL7+85KYr3f2wWnCcFX2eq+jfoMiiRYs8LS3NR44c6e7ub7/9tnfp0sUfffTRTdbr0KGDH3PMMb5w4UJ3dy8sLCy5ON/dH6wFx62PPvroU92fru7+q1dCy5Yt/T//+U+F602dOtW32GKLoh/Xu/uIWnCc+uiTko/GzElDdT2hS+FmvwPuTm5uLi+++CLHHXcczZs33/h9z549efzxx5kyZQrvvvsuAwYMYOzYsZXJ2GiEaRHqhX/9619MnDiR008/fbNl2267Ldtuuy0HHHAAXbt2Zfjw4dx66601UMsqaV/ZFTt06MCECRP43e9+B0CbNm1Yvnw5v/76KxAmDR8zZgyrVq3inHPOYYcddgA2Gy+3gXBOiohIGbKysli2bFmF6y1btqyoi6VIvadgThqqL1et4r0WLTggLW3TeefMjNWrV/PNN98wePDgsPKXXzJhwgRWrlzJ5MmTueGGG+Itby3wdnKqXvMKCwvJyIiZG2QTGRkZFBQUVEONku4toBuVuEYWTVBbpF27dhx66KFMnz6dzp07M3nyZB577DHuuOMOjj76aGDTLJaFhXhODu+0aMH8lByJiEg9cckll3DZZZfx1ltv0b9/f3bddVdatmxJWloaK1euZP78+cyYMYMpU6ZwzTXX1HR1RaqFgjlpcMzYFxjVpw8HvPIK1myzSQpg7ty5tG7dmsWLF3P++efz8MMPs/XWW3P11VcDMVPKV6QQeDgJ1a8VTj/9dC644AI+/fTTcm+od955J2eccUZNVzcRdwNnkMA1MjMzkyuuuIJzzjmHk046iU6dOjF27FjOP//8jeuUPHdyc7FDD+WA997jEeBv7nxQ9eqLiNQ/o0ePpkOHDtx9992cffbZm4zJNjPMjN69e3PffffF7DkiUh8pm6U0CGYYcBQwijB32C/AhLw8jmvcmN+UXv/zzz+nW7duAPTo0YOxY8duTIQSpw2EVrnDgXcTrH51qlQ2y8LCQm666SbuvfdelixZQunriJmx3Xbbcd5553HVVVdtnMqBupPNEuAI4ClC1tP0CtaN6euvv6Z169Yb02QXFhaSlrZp3qm8PD5q0oSXgPMJ2dxmALcCr7pXLgmLiEgdVulsliWtWLGC+fPn88MPP2zMpLzzzjuz3XbblV5V2SylXlMwJ/WaGRnASYR073sA3xHmmfuXO2uAAcDjQPOS261cuZKJEyfSv39/evfunUjR+UABMB34MyHNfV0Q99QEc+fOZd68eZvcUDt37lzXpyYoshtwF3AAYc65uFvqKmjFXUP4N3/BjFbABcClhGks5gK3AE+5Uyf7qoqIVEJCwVwcFMxJvaZgTuolM5oD5wKXAR2ATwitHY+6k19yVeBroFOSil5HSGn/CGGS8AVJ2m91OQ6YDJSZO7+KVhGmaHgzRftPld2Aa4BBhGkmGidpvwsIiXE2XojNaAIMJbyA6EI4P28DHnQnN0nliojUFh2AL4CmKdp/LjAC+EeK9i9SozTPnNQrZrQ24zrgW0IL3DfA0UB3d/6vVCAH4SH6GkILSVXkRPu4A9gBOIe6F8gBzCO0QKVKE+CrFO4/VT4ntPB2JoynyyV0n62KNYRzb5M3au6sc+c+QgA5GPg5KnOhGVeasWUVyxURqU0qTk9ZNRuAz1JchkiNUcuc1Atm7EzozngmYYzT08Ct7syuxOYZwPfANgkUvYbQGncDoXtiVYPC2mAhISBNhQ+BvVK07+rUCriQ0HqWTqluupW0Atie8KBRpmi850HASEK34Bzgn8Ad7nyXQLkiIrXNFOD3pKaR4VdgK1B3damf1DIndZoZe5vxGPAlcDbwELCbO7+rZCAHoT/9DYSH5MpaQwh6/kR4IL+T+hHIQTimVHTnWwtcnIL91oSVhHNmO2A44WXA6ji2z4m2LzeQA4jmBM125yjgN4QXFRcDC8yYZEa3eCsvIlLLXElITFZY0YpxygXOQ4Gc1GNqmZM6J2qpOIyQmfJQwlu3u4G/u/N9grvNInTNLK91zgkByTzgakJyk/r6CzSA4i6jeWWttHp1aJFq0aLcQLYJIdi+CHg9iXWsTdIJ4+muI4z/aAaUN3fFj0BHEgyazdiBEESeQxhn8hxhTOibyoApInXUzsB44BDCfSf2tWzNmjChUPPm5b2ALbrvXAU8k8xKitQ2CuakzjCjEWEM0UhCV72lhBaxe91ZlYQi9gFeJTyIl7SB0Hr3BjAGKt3iVx90JIwTy4y18KSTuAVgyhRGlbF9LuGGmmiQXdcUdYm8FuhFSJRSelqDtYSXEFU+j8zYmtDdcxjhRcQsQlD3jHvS33CLiFSHZoTALsYssMARR0wE4MUXLyxj+/XAYmB5CuomUusomJNaz4ymhLFwfyZknZwH/A14yL3sVqME7Q/8nTCNQRohGHmC8IA8L8ll1XlmZAO4069ma1IrdQf+QnEGTCdFLZQlfkdGADsSMsP9DXg4Bb8jIiI1xywbAPd+NVoPkVpCwZzUWjFaHWYT5t2qjlaHbQiJTerLOLiUUDBXKQZsSej2k9IWyhKt16OAHlF5Ra3Xv6aybBGRaqFgTmQTCuYEgGHTaQX0JXQNOwhoR+gith5YArxGmNRz1vgBrExlXaLxQJcR5olrCvyXEMRpPFANK32e/LqcvmnppDXfhoVU83kiZYvGlR5O6JJcclzpXe4sTXX5tel6IiJ1nFnp60lfQm+HhZS6nuCu64k0OArmGrhh0+lF6L44iDDguCmx5xnLJ4z1KUr7P278AOYksy5m7El4+DyJ4om3/+bOJ8ksR+JXm84TiY8ZvQi/VycQxn9OJvxefZnssnSeiEjSmCV8PcFd1xNpMBTMNVDDptOekMa/N+ECWDpJQ3kKCBfWd4Gh4wewONF6RC0IvyV0Cys5h9ad7nyb6H4lOWrLeSJVZ0ZniudibAxMJczF+E5V963zRESSxixp1xPcdT2Rek/BXAMzbDoGnEFI/9uY2G+5Kiuf0G1qGDBp/IDKd4E0Ix0YSAji9iFMoHwXcLc7P1ehTpIEteU8keQzow3h/+JCwuTnrxES/EyPtxuzzhMRSRqzlF1P0MOu1GMK5hqQ6MHrdsJYtNgpfxOTA9wHDK/oAcyMJsBQQta9rsAC4DZgkntKJqqWONWG80RSz4wWhHnqhgPtgY8JQd1j7uRXtL3OExFJmhDIpfR6ooBO6qu0mq6AVI8UPngR7e/caP8xmdHKjNHAN4RulGuAE4Gu7tytQK52qOnzRKqPO6vduYMwn9PphPvB/wFfmXGJWZgQPhadJyKSNKkL5EDXE2kAFMw1HGeQmgtlkWbAucOmc2bJL81oZ8bfgG+Bmwhv/w8DernzuDsFKaqPJOYMauA8kZrjznp3JhPmxTsWWESYzuBbM641Y9sYm52BzhMRSY4zqIbrCWa6nki9pG6WDUCUnOALUnehLGkNsOuEo9iC0JVyKGHw8uOEZAsfVEMdJAE1cZ6MH8CSaihL4mRGX0IGzEGE+RbvB8a5s0DniYgkTUh2Uq3XE9x1PZF6RS1zDcNDhMHEKedOkxVf8yHwGXAyoUtlF3dOUiBX61XbeULIUPZQNZUlcXJnljvHA7sRpgg5F5hvxqN5OTyNzhMRSQ7dd0SqSMFcPTdsOr0J6X2rkhWq0sxo1Kod23Q+kPuAju5c5M6C6ihbElfd50lUzj7RvGRSS7nzhTtnAzsC49rswjFp6eyNzhMRqSqzGrnvRPPXidQbjWq6ApJywwlvoypl8f+yeXr0wQA0btaSNl33YZ+Tx9C22/6VLrBRJgVH/oXm419nRdy1lZoS13ny6/KFTD6z02bf9z55DH1O/Wtld5MZlXtyZTeQmuHO98DIP05jp7RGHE8lXwSWvJ6U1Kr9Lpz6zy8qW7zOE5H6Ka77TjZQdDVpSZjTaAxQ+acTQNcTqYcUzNVjw6bTijDmJZ4JNwE4/cFvyV35A+8/cQtT/3Iwg2+fTevOPSu1bTSH3PHDptNq/ABWxlu2VK+qnCcnjHubrTrstvHn9MZN4tlc50kdMmw6rRo15mgS6NFxxuTFZDQpHhJjaXGdajpPROobs4TvO98CPwC3EIK72UDlnk4gKu94zFrhruuJ1AvqZlm/9QXyEtkws/mWtO6yN0f85TG26tiND/7zt3h3kQfsm0jZUu0SPk8aZ7Ugs3mrjZ9G8QVzoPOkLkn8PGnWcpPzpHHTFvHuQueJSP2S8PVkS2Bv4DGgGxD304muJ1LPKJir33pRxQxRZkanPsey7LO34920aVS+1H5VPk+qQOdJ3aHzRESSperPJ4S5VOJ+OtH1ROoZdWOdaLYAACAASURBVLOs3w4iCf/HzbZpz9qVy+PdLAPoB1xf1fIl5RI+T578835YWvE7od/f+R6t2nWJZxc6T+qOhM+TSae13/j3TvsO5PA/PxjvLnSeiNQvSXk+aQ/E/XSi64nUMwrm6rd2ydiJmSW66fbJKF9SLuHzZMCVT9KqXdeNPzfbOqFd6TypGxI+TwaPe5v/b++846sqsgf+nSQkkFACinREBZSiWEBEpCmiESn+FFFWBBVQV0Gs6KqLurqyKKKCYgfriiDY6CzCKr0KrKCIIiAKgkBII+38/piXmPJecu8ryXvJ+X4+84G89+7MuTPnzp0z5ZyYuHiAQmfnXKJ6oigVh+CMT/y/VPsTpcKgxlzFJiixW1IP7SO+TgN/LnXspUopV/zWk4Q6DalZr1mg5aueRAZ+60n1uk2JrVY90PJVTxSl4hCU8ck+wK/RifYnSgVCz8xVbDKDkcmutXNodGY3fy7163CzUuYERU8CQPUkMlA9URQlWASlP5mD3a/pB9qfKBUGNeYqNr/4e+HxlMP8vnMjC8f/hcN7tnHetQ/5k80+f8tXyhS/9SQz/RjHU47kp8z0FH+yUT2JDPzWkyCheqIoFQe/+5PDwEbgL8A2wK/RifYnSgVCt1lWbJYBXbGHfV3x9pCmxFVPpGHbblwzYSW1G5/uNossbIxPJfzxW08+vvfCQn/XbX4eA19c5yYL1ZPIwW89CQKqJ4pSsfC7P2kKJGJX5FYCrkcn2p8oFQw15io264A0oJbTCxqf1Z0750owyk7zlK+EP671pGa9ZqonlQ/tTxRFCRau+5PuQFB6E+1PlAqGbrOs2Kyk/A75xgGryqlsxR2qJ4oTVE8URQkWK3MxVcupbO1PlAqFGnMVmElJHAE+AXLKuOgcYLanfCXMUT1RnKB6oihKMDCG8w3y5kdcG5ddPsPQdCAJY3R3mlIhUGOu4jOBsvfadNxTrhI5qJ4oTlA9URTFNcZgjCHJGL4EVgMXz+Sat6LITS9jUTKBo8AHwA6MuRNj4stYBkUJKmrMVXAmJbEOWIM98FsWZAFrJiWxvozKU4KA6oniBNUTRVHcYAxVjOEvwCZgLtACuBdoOlOuuSXKGnZl2Z+sAE4D+mE9Wk4CdmPMWIw5oYzkUJSgosZc5WAwZRcj6jhwQxmVpQQX1RPFCaoniqKUiDEkGMMo4AfgPazDvaHAqSI8J8Ixz0/Lvj8RyUXkM0Q6AxdhDbzHsEbdixhzchnJoyhBQY25SsCkJPYCI4HUEBeVCoyalFTu8agUP1A9UZygeqIoii+Moa4xPA7sBl7w/NsHOFOEt0WKGG4iZdqfIFK4PxFZjkhfoC3wEXA7sBNj3sOYdiGWSVGCghpzlYdpwOuErsNMBV6flMTUEOWvlA3TUD1RSmcaqieKongwhlOMYTLwM/B34CugswhdRPhChNwSLp9GGfQniPjuT0T+h8hNwCnA89htmJswZh7G9MAYEyLZFCVg1JirJExKQoB7Uv9gRlZGcPMWIQ3bEd8T3JyVsiZPTwjNizUV1ZMKgeqJoigAxnCOMR5nIjAC+BBoLUJ/EVY4ykQkfPoTkb2I3IeNTf4wcC6wBFiNMVdjTHSQ5VOUgDH2GVIqA8ZQBfi69WW07TESTBRVgCr+5idCdlYGMZtmsWz1e3QPmqBKuTNyHgYYmpvDS5JLtWi/tcTqiTFkYLfM6UpLBSJPTySXybk5xKueKErFxxgMcDHwANALOAa8CjwvEsC2aLv6NRR4ERsLLoAehSzsGblRJa7IlS5TVWAIcB/QHGu0Pgu8g0iQp8YVxT/UmKtEGMM/gYeAAXfOZRXwLnA+ttN0M9uUg+0k1/z7DrYc+omRwAARZgZbZqX8MAZTswGrL72HdvVbk22MOz0RISf7ONFHfuFQ3dNop2efKi61G7P44rvo1qANmX7qSdThPSTXOZk2U/qpnihKOGIM0cDVWCPuPGA/dkviKyJBjANpTGOCMD7BOjsJTn9iV+SuAsYA7bH3/gIwBRGNgamUK2rMVRKMoQfwH+BNEYbnfT5yHu2x2w+uwnaA8XifDcsC0rAd62zguUlJrPOs9i3HuhtuJ8LukN6IUmYYQ1/gU+DWO+eyAT/0ZMG/+GPHMu4AuojwdSlFxgMNgB8B7ZjKlxjsoKjUdjCGbsBSYMydc1mCH3ryn4n8vG0RDwJXijDHgXwGO8DLdvBbRVECwBiq8efq1GnY1alngHdFCN3qlDF+j08QWRcimQzQHWvUXQakYFclJwbNcFQUl6gxFxnEAfWBWGAv4CrIpjGcAHyD3Tt+rkjxPekj55EIXICdceqe/BudomKIqn4iP2FjsSwF1gGrJiUVnoEzhtOwMWQ2Aj1EyHEhXjXsnvRqHvlWoQP5YFMTqIcdoP+Ig6DPxhCD1ZkYoI2IHTQX1ROgIVY/j+NFT4whHuuaehf2MHzRtjXYg+ZPAGdgX8q52NnesZ7/K2VHG2Ai0BX7HO4AXgHeguKDNs92q5VAY6CFiO2b/NCTKsC3njLO9tGHVMG6MR8JnI415lZgY1ZtCPjOFSUyaACcCiQA/8XLcxksjKE28FdgFHASdrXrX8CnLt/zgQpSqD/5iWadqpAV1Zhfio1PynSVzJizgfuBgdh31fvAM4h8G+KSWwN1gT3Yd6u+Jys7IqIpfJMRkdtE5LCIpIjIMRHJFJH1InK3iJxWWh4gBmQWSCbIuU7LBlkKstTF7weDCMgjDn5fXUQGisgCEckQkaMicsRzfztE5PwwqPuKkOJE5CkRSRWRZE86LiLLReR2EWlUQnve7GnP/wtUDpDhnrz6F/muhUeWFClOiojMFpGoMKjHypI6iH0Wc720xQERGSwi0QWvAbna07Y3B1o+yABPXkOLfGdE5FoR2Se2jyhKioh0DYP606QpVClKRPqLyAYRSRf7vjwqtm8fHezyQJqAPAeS4nkm54J0AzFhUBeuxychT9BM4EWBNLEV9plA5xCUdbqIbPe0+xHPv7+JyAMiUrPc60FTuSVdmQtvbsMetE3w8l3e6txBYDowCztrVmi2zBhGYLcA3CvCc56Pq2Bn3k/BrvYV45FHGA3w5JM870O2NOB/2Nkw8czQv4edoeoiwsoiv08ArgBuBnpgg4TW8JH3YezM028+vlecMRlb39W8fJeKXXXbBXyA3ZqyFduW1bArMnuBTiKBrZR6Vvm2Yld6zhShCvAIcDdW/3ydh0jFurh+zsf3SvCoCfwE1CnhNynYcyIjgfkF2jUbu8U6oC2Pnj5kNXbloaXYVb4ewMtAE7z3g3kcw27/+j0QGRQlzIgDbsAGtE4Eqnv5TRp2K+KrgRZmDG2w5+EGYXdN/Bt4RoTNgebtRgzgbKAddltlMRyMTzKx8e2WUnYBycGYE4E7PekE7BGU8cAXiAS6etYUWI/to4t6ok/Dvl9fwY4ZdexU2Shva1KTz9RE7KyLE7Lkz5WXD0Skn4gkgLQGSQNZAPkrHPeJnck+6vk3zVvKyJCcjAzJ8fW9/LlSeEBErhQRQGqB/ORJtUQkXkSuFpEvxM4mJju8n0wR+SzI9VnZUmdxrj8ZYttzv4hMvuMOeSU6WgSkW7DkAbkKRMaOlYliV1icypYq9lko7/qs6OlZsc+oE1JEZM2wYfJPz6x932DJAdIDRK65RiaIyH/F+6qtNzJE5PVyrD9NmoKZaonIGBH5Q7yvRhclTfzsJz27d7qAfO55nlNBXgA5uRzuu4fY90Pe+CKQ8UneyuXjImW8oggJAiMFdnlW6v4nMFQgNoB8l4hIto/2zyPdk94Wu/OlvPVYUxklXZkLX8ZiPU/GubxOgGMiVF23jqy33ya3WTO63Hcf32DPljyBj9muAEjDnnta3Lw53c46iyX338+vF1zACcaQhe8VuJI4jp2JOhBMQSsRs4D+2FlOx4iQc+wY0VWqkFOtGrOxMYMWYFdl/CY9nUZr17K1fXtqxce7kikL67gnKZDylRJphF2J9baC6xURJD0d1q7lSKdOdIyNZUeQZGm2ZAmrOnWiXtWq5BrjKhZqBnAm9oymokQiDbBORm7z/O30XZ2FDbw9wmlBnmerL3YlrhN2l88k4CURDjnNJ4hcCCwi+OOTVOw54EeDnG/pGFMFGICt43bALx5ZXkck2UVO7YFlOK+bbE/6Eruqu8ZFWUoEosZc+PIDdttQQGRnkxETgwF2Yg9NVw00Tx98B2wHLsvIwFSt6toILUoq1vgMeOtIJSQWOIKLwbkPBLt9rSrwFfA01rByQwwwGng8N5fYqChi/JAjFbgWmOvHtUrpvIutX69brksiN5ecqCiysFt1H8b/7T0nYieabhIhxrOF0y3ZwDzsAFVRIomWWGPjGuwEnD/vz3TsBOjBkn7kCR3yF6zjjjOwW+2fBaaKkOZHucFiIXBpiPLOwG5PdOU8LmhYD5i9sB4wewBHsdvHX0Bkv4Mc5gCXU3x7ZWnkYu/9W6x+LUAdzFVI1JgLT5oA3xM6wytUCC5XgkphLTbOjOKOS4GZ2HNQwSQNO2i/EwceMbEzre9gPbGWdN7JCfuxZzzL52VccWmF9QTpta8REc84pFQysed1nwfGAU5nnROw530exA5UAu3z0rHngUPjllxRgktH4HGszlYBvyYx8kjHni9+xNuXxlALu3I3GutddhPWM+VMCfC8axCohj0rH+gksC+SsWcPPw9R/s4xpgN2pe5qbL/5NvAsIr52NzQHthB435iC3en0d6yfhfJucyWIuLXylbLhSiLT1axfhlxubi7JyXbsV2Ry4SysS33FHdfi/aB8oMRjZ3QfKOV3J2Cd4SzGri47NuTy9MALNbAvISW4PI/3uE0ATg05sKt61bADxT3A7ZT8fjHATVgnOw9idcvxYCU1NZVPPvmEXbt2kZJSaAdwVazjn2BOKilKMDFYZ2DrgCXYybdqBGbI4cljFEX6W2NoYAzjsA5BxgPbsKtE54rwYRgYcmDf86GUIxZoFsL8nSOyFpEB2PAq07Dx+77DmJkeQ68oj+AgaHpmZiZLliwp6SfVsbuzpmDDOdxF4JOsSpigK3PhyXLsqoZX8trMxUArLMmb9V+wYAGvvvoqs2bNKvqTVOxWkCllL13EYrAe/U7w9YMg6E+qJ39vq3N9sdv24nAxy3r48GFuvfVW9u3bR9u2bbn88svp379/0Z+lA+dgt/QqgeP1jMrBgwfZuXMnW7ZsoUWLFrRp04b4+Hji410dZUnFnvHoR/FBWhR2hfdK/BhM/Prrr9xyyy1s3LiRmjVrcs455/Dhhx8WLfv/sNu2FCWcuAgbs7EBLibcxo8fz+LFiznvvPMYMGAA5557rq+fpgJ/A140htOx5+9uxBqKM7GeKcNx1bol1rj153y9E7Kw9fJsiPL3H2PqY43wvwK1sB44/wUsQKQe1suw14mu77//ntdee43o6GhWrlxJjRo1mDNnTv73peysSMXupngQ6wVTjYFIprw9sGgqlmqIjQUWlvz666/y2GOPSVZWll/X5+bmSm5u4TBWK1asEGOMXH755bJo0SI5evRowa/XSfm3SSSlc8WZ97NASBeRE7yUnSTWk5hrdu7cKU888YQ88cQTMmjQIKlTp47s2LGj6M+yRWSllLVnsoqZjNiYVUVjyslll10mJ554ojRr1kyqVq0qjRo1klGjRsn8+fOLPpulkSoib3gpe4I491IpOTk5IiL5fU5mZqbs2LFDduzYIZ999pm0aNFCJkyYUPSyHaIxCjWFV/o/cdk/5ubmyh133CHNmjWTu+++W5o2bSotWrSQr776yuc1mZlyOC5OZoPkgmSATAFpHgb3X1JqKc69XZeIjzFKplhP3uV9n74T1BC4V2CvxwPmN/LVV19Ibm6Gr3v94YcfpF+/fmKMkWbNmsmKFStERPLHWJmZmZKcXGq1pojIS6Lv1YhO5S6ApmLparEudYuRk5Mja9eulalTp8qnn34qmzdvlp9++qnQw1rUUAo269evF2OMbNq0yfE13gy4tLQ0Wb58uUyYMEEGDBgg9erVkyZNmki7du1k5syZBX+aISL1pfzbJVLSk2JfXMXIzs6WNWvWyGuvvSbTp0+XDRs2yA8//CBHjhwp1FYOSBeRk4qUe4I4NCJzc3MlLc2OaY4f/3PeouDLNykpSe677z5vl6eIyPVSPnVbkVIf8WJQTZo0SRo1aiRfffWVbNmyRVavXi3333+/VK9eXRITE+XBBx+Un376SUT+NLJKIUNsiJK8cquI87AUsn37dnn22WcLZ5hReGwzYsQIGTRoUNFLj4nIICm/+tWkqWBqJA4NufT0PyOE7Nu3Txo2bCjPPPOMiIhs2bJF+vXrJ82bN5fvvvvO6/XJySKDB0sKyJMg9cLg3p2koBlzPsYo4W/M5SWIFRgqtWptl2O+X6l57+r169dL+/bti/WBb775plx55ZVy6qmnytVXXy179+4tqdpSRGRgud+7Jr9ToHu0leBzHV4cV/z222/cf//9zJo1i5NPPpldu3aRmZlJ48aN6dq1KwMHDqR3794Bb7286aabSvz+0KFDGGO4/fbbeeedd2jevHmpeebJlJGRwaZNm1ixYgXr169nx44dpKWlcdJJJ3HLLbdw5ZVX0qFDB2JiCqllNnbL1Mt+31Tl4nq8nIH6448/GD16NDNnzuTUU09l9+7dpKSk0KBBAy666CIGDhxI//79iYpydIw2k+LBmbvh8JznZ599xsyZM3n77beJjY0lJSWF//3vf3Ts2BGwW0e2bt1K586dvV2eALyE9Wx51El5SjFisC7Ii21x3LlzJ23btqVz5875z+3555/PY489xsMPP8wzzzzD8uXL+fDDD2nYsKGTso5jt8Yu9/zdCod6sm3bNq644gpiYmIYOHAgjRo1YuPGjbz44ou8+OKLVK1alTlz5vDRRx/x0EMPFb28OtYF+Mc4c9ajKKHkhtJ+8O233/LYY49x+PBhevbsyaBBg0hOTiYrK4s2bdoA0LZtW8aPH8+5557LlClTGDt2LImJiYXyqVEDpk7lwDvv8CgVcOtcKMYoYYVIJjCN3Ny65Ob+Ax/HFfL658WLF5Oens6AAQMAyM7O5t1332XUqFF06dKFsWPH8uqrr/LQQw8xbdo0X+/4BKxjs+mhuCUl9KgxF17E4COe1osvvsjmzZt57bXXaNWqFdHR0fz22298+eWXfP7557z33nucddZZPP744/Tu3buoQeSYn3/+udTfdOvWDYARI0aUduAWgAMHDvDaa6+xY8cOvvvuO1JSUqhbty7du3fn0ksvpVu3bsTG/ukVPTc3t2CHkwAMQ405JzTDeikrxpQpU1i7di1Tp06lVatWREVFcfDgQb788ks+++wzBgwYQMuWLXniiSfo378/Var49IkheHdvfAoOzsgtWbKEgQMH0q9fP7Kzs4mOjmbjxo1ce+21jBkzhuTkZDZv3kxiYiJJST5Dy1XDHuS/tbTyFK/ciI8zlRdddBFvvfUWc+bMoXfv3gBkZWURHx/PxIkTGThwILfffjtXXHEFH374IWeccUZpZVUBCnYqu3F4lnLGjBlERUWxfv16ata081uxsbHMnDmTDRs2kJ6eTo0aNbjwwgsZOHCgtywSsOdQJjopT1FCSFNKCBWzY8cOrrvuOho1akTLli15+umnWbZsGbNmzSI9PZ3ff7dzZzk5ObRs2ZJRo0bx8ssv07t3b3r27Fksv+ho6mKdnCwI0f2UG6EYo4QhsURFPUhUVIl95Y8//siXX37Jqaeemn/GfM6cOYwePZq//vWvjB07loSEBA4ePMi4ceP49ddfadSoka/sGgT5HpSypLyXBjUVSl3ExxbLHj16yD333OPtK0lNTZW5c+dKnz59pHXr1vLFF194/V15cejQITnttNOkW7ducv/998vChQuLbZU6VmA7Qd52uwJb/jJEpIGUf/uEexolPrby9OnTR4YPH+7tK0lPT5fFixfLVVddJWeccUbRba5FOSoiV3kpu6v40N2CPPXUU3LmmWcW2l65fft2qV+/vnTs2FFOOeUU6dWrl8ydO1dEpKSzmWlizweWd51HWqomIod8VeqBAwekZ8+e0rRp00L9SGZmZv62yq+//loaNGggEydO9JVNQY5I8bMY+0q7KDs7W6655hoZPnx4IR148803JTExUV599VX529/+Jk8++aQcOnRIjh49KocOeb2tZBGpJeVT15o05aV7pYSz8J988onEx8fL//73PxERmTJlilStWlUmTpwoV199tSQlJYnIn/3hkSNHJDY2Vv72t78Ve5cWYE0Y3LfTFLRtlj6InG2WNg0VB8cWJk+eLG3atJGpU6eKiMiOHTukd+/e0qRJk0K/e//996Vly5ayYcOGkrJbEgb3rcnPpKEJwour8bL1SUTo3r0706dPZ/Xq1fmf5+TkkJOTQ3x8PJdddhmTJ0+mYcOG/POf/+S33/yN3Rt86tSpw7///W/mz5/P+PHjufTSS4mLi+PQoUMsXLiQ5557jgceeICkpCTat2/P3XffzaZNmwpuGc3B1o1SMoPxMfvbo0cPPv30U5YuXZr/WW5uLjk5OVStWpUePXowefJkmjdvztNPP83evXt9lRGHdy+Ba5wIuHPnzvyVZYC0tDSmT59OVlYWM2fOZOHChTz00EMkJyfTt29frrrqKsaOHcvu3buLZlUVG8OuVJfNSiFG42VlLC0tjT179pCZmcnnn39O9+7d6dOnD0OGDGH//v1UqVIlf7W8c+fO9O7dm2XLlpGVlVVSWXlxr4qu4o7DelLzSXR0NC1btmTt2rV8++23/PTTT0ybNo3XXnuNSy65hBtuuIG+fftSu3ZtBg0aRJs2bbjgggsYMWIE+/btK5hVDFBsD6ailDFLsR4VvbJ7925at26NiH1ULr74Ys466yzmzp3LBRdcwIIFC/jtt9+IiYkhKyuLWrVqMWDAAObOnUt6us/Qm20Ab67ulfAmCht7sERvp/v372fx4sXUr18/f2fCokWLWLlyJQ8//DBgx4i5ubn8/PPP/P777/nbdb2QRjjE4FP8RkMThBe/4GOb3J49e+jbty9Hjx7lgQce4KabbiIurvgK/KpVq+jduzdbtmxxeqbFK6mpqcyfP5/t27ezf/9+cnNzqVevHi1atKB3797UqBGYB+FFixbxwQcfsGzZMg4ePEhCQgLnn38+TZs2ZfHixWRlZTFjxgzOOeecvEu+Ac4OqNCKTW3gN2w8nWIcOHCA/v37s2vXLu655x5GjBiRv3WtIN988w0XX3wxq1ev9nXWYBnQ3YcMo4EnKcHd/KeffspNN93EuHHjqF69Ohs2bOCDDz6gW7du3HnnncyePZsZM2bw+++/c8UVV5Cens6hQ4fIzs5m3bpiHrU1dIU76mC3ORZqn3379jFq1CiWLl1K48aNadeuHYMHD2bNmjW88MIL/PHHHwwePJjBgwdTp04djhw5wsiRI7nkkkuYOLHEHYxHgcbYYLUFicPGoqtb0sVZWVn06tWLbdu2ERsby8GDB6lfvz733nsv+/bt4/XXX+fIkSNceeWV9OrVi127drF8+XISEhKYP39+wazSsfEOf3VUS4oSfAywFWjt7cs5c+bQt29fFi5cyCWXXALAeeedR7t27Rg0aBDXX389AwcOZPLkyfnHEGbPns3AgQPZvXs39evX95ZtLjAf6B2iewomrkMTuByjhG9oguL0wYZu8WrMidhwA2+//TbPPvssI0aMYOTIkRw8eJDRo0fz9ddfs3PnTqKjoxERsrOz6dKlC40bN2bmzJn51xchHdtX/xHaW1NCRnkvDWrKT6eLDy9veVsrDhw4ILfccoskJCRI7dq1pX///vLqq6/KDz/8IPv375f58+fL0KFDpXnz5t6ycUR6errceuutUq1aNYmKipJq1apJgwYNpGHDhhIfHy9RUVESFxcnN998c75HQqfk5uZKcnKy/P3vf5eEhASpW7eu3HXXXbJmzZpCvztw4ID06tVLbr755oIfZ4j1CFbe7RSu6S/iY5tKnv4cO3ZMRo8eLbVq1ZIaNWpIUlKSTJo0SbZv3y779++XRYsWyYgRI4pt0ShAiogMK0GGGBH53tfFeTz00EPSunVrqVmzpiQmJsqQIUPkww8/lIsuukiMMXLHHXfIzz//LKmp9nH4/vvvpX79+rJgwQJv2R0TkTohrNeKlCaK9URaiL59+0qvXr3klVdekX/84x/SunVrufvuu0VEZP78+TJu3Djp3LmzREVFSZMmTaRmzZpy8cUXl7S9S8Tqyh0lyDJYHGwj2rt3r3zyySfyzDPPyNy5c2XDhg35rrhvueUW+eWXXwr9fuHChdKoUSPZtWtXwY+Pi8jUENWpJk1O09VSgs4vWLBAMjMz8739nnHGGTJmzBgRERkzZozExsbK5s2b83+/bNkyady4cf6WdB+ki4R9WALExTZLP8cokbTNcmNpdXD06FEZPHiwdO3aVQ4ePCgiIt999500adJEHnjgARGxW9VFRJYuXSrGGHn//fd9ZXdcbGiC8r5vTQGkchdAU356QLwMtIpy+PBh+eyzz+T222+X9u3bS+3atcUYI/Hx8VK3bl3p1KmTzJ49u7RsfDJs2DCpV6+evPLKK0UHRCIismfPHnnjjTekfv36ctNNN7nOf9y4cXLSSSfJs88+W8wNfl7nc/z4cenTp48MGzas4NepYs+ElXc7hWuaU3rtiyQnJ8u8efPkrrvuko4dO8oJJ5wgxhipVq2a1K1bV84//3yZPn26r8szREp1dX2BlOKCOysrS/bt2yfr1q2Tw4cPy9dffy0NGzaUdu3ayTfffFPs97NmzZLatWvL119/7S27dBEZW4pMmmwoiWLt8uuvv0qrVq1kxowZ+Z89++yzcvrpp8ujjz4q1157bf4Zxt27d8v06dNl9erVcuDAAW9tUZB9YsMQ+JIn3tH2IQAAIABJREFUWkR+KC2TgqxcuVLq1q0rZ599tqxfvz7/87x+IzMzU4YPHy5nnnmmt/Nz6SJycgnyaNIU6hQtIoVnH3ywbds2iY6Ozo8nt3PnTmnXrp307NlTNm60Y/13331X6tSpI9u3by8pq+Mi8q8wuPfSkmNjzs8xSqQYc2eIgxAWM2fOlAYNGsjjjz+e/9mOHTvEGCNr167N/ywjI0N69+4tZ599tuzcudNXduki0jQM7l1TAKncBdCUn4qPYkVk69atMnPmzGKrYBkZGbJ161ZZuHChfPrppzJnzhyZMWNGIUci/lCrVi35+OOPS/3d7NmzpWbNmq7y/vHHH6VNmzYyatQoycy0odCys7MLxavatWuXjBkzRmrUqOFtJWazlH87hWOKEx8TAVu3bpW33npLDh8+XOjz7Oxs2b59u/znP/+Rzz//XObPny8zZswoFHPOW3YO5XlHrOHnlYJG/H//+1+pU6eODBkyJF/Hs7Ky8vVj3759cu2110rnzp3ljz/+8JWlBpYvPRVzjpMX//H//u//ZNiwYflOabZs2SJRUVFy1llnyeWXXy7t2rWTuLg4eeONN3zVf1GOicgABzJdLg6Dh6enp0vXrl2lf//++XHusrOzCznS+eCDD6Rp06by2GOPecviuIg86kAmTZpCmUaIgxXp+++/X0499VRJTk7Ofz+uX79eWrVqJQ0aNJAHHnhA2rZtK1dffXWhuHQ+WB4G911acmzM+TlGiRRjbpCTekhNTZUpU6bI7t278z/76KOP5KSTTsqf6MrOzpb33ntPjDHy3nvv+YoLmi0iM8LgvjUFmMpdAE2CiJwoPjxdrVy5Utq0aSNdunSRkSNHyr///e9iW4sKUkrQ5+ySvhQRqV+/vrz00kul/UymTJki9erVK1R0adccOnRIqlevLitWrCj23YEDB+TNN9+UDh06yAknnCDjx4/31vmki0hDKf/2Crd0ufjwJPnNN99Iu3btpGPHjjJ8+HCZOnWq/Pjjj95+KiIl6k+GiDzoUJ46vuQpyq233ipnnXVW/gxr3iqLiDX+L7roIqlVq5YsWrSopGyOOJSrMqd/+6q8l19+WRISEuQ///mPiFgD+7777stffVuzZo0MGjRImjVrVmLfU4BvpbgHS2/JiMhqcdB3fPXVV1KvXj2vg7jk5GQZNmyYGGNkyJAhJQUzn+dAJk2aQpmqiu2vvJK3xbJdu3YyevToQp+L2Mm5v/3tb9KzZ0+59957JSXF0VzIT2Fw36Ulx8acn2OUSDHm7pcSvJ6WxI8//iiNGjXK92z57rvvyplnnil9+/Yt6bI0EWkbBvetKcBU7gJoEsTOYvsc/D788MNijJFWrVpJmzZtpH379nL99dfL5MmTZevWrb4uK0q6lLBaksfTTz8tsbGxMmjQIJk2bZqsWrVKtm3bJt99952sXr1a3nvvPbnxxhulSpUq8o9//KPgpRki4tOPfB5du3aVrl27ypgxY+TNN9+UcePGSZ8+faRWrVpStWpV6dOnjyxfvtzX5cfEnrUp7/YKt/SCiPgcwT755JNijJHWrVtL27Zt5ZxzzpFrrrlGJk6cKJs2bfJ1WVFSxW4BcSrTUCll1eXo0aPSrVs3rysp48aNk7i4OGnbtq0sXry4NNm+diFXZU3zS6rARYsWFTqPUzAUgYjIunXr5NRTT3US9iRFRHq4kKuDONhWtHLlSklMTJTNmzdLTk6OJCcnyy+//CKPPvpo/vnbCRMm5K9S+JiUWOlCLk2aQpJ275ZnMjJ8vyt/++03qVGjRv628u+//15GjhwpgwcP9nVJSeSIncgp9/suJTk25vwco0SKMdfTaT0U5fjx4zJs2DBJTEyUpKQkqVKligwaNEj27Nnj/YKcHJGDBzeEwT1rCkJSb5bhwUPAE/gI4r5mzRouvPBCZs2axZEjR1i/fj3btm1j//79ADRt2pQLL7yQTp060b17d19lZAOZQHxpwrz//vtMmTKFVatWkZubm/+5MQZjDB06dOC2225jyJAhBS9LwbqJ9xkYFWDr1q288MILrFq1isOHD5Oamsp5551H165d6d69Ox06dKBaNZuFSDGvS8eBMcALpd1DJWMxcImvLzds2MAFF1zA7NmzSU5OZt26dXz77bf8+uuviAiNGjWic+fOdOrUiR49enjzdAWwD/AZbdQLUVjvZO08//fKoEGD2LVrFw8//DCxsbFs3ryZl156iX379nH99ddz22230aFDh4JB5IuSBtwMTHchW2VkBDZ4dqnPf2ZmJrGxsaSnp1OtWjVEhC1bttCzZ09mzpxJ165dfV2aCywHfP7AB18Al+Gj/8ujR48eHDx4kLp165KQkMCSJUuoVq0aV111FQMHDuTCCy8kPt7n7WUAjxIZ3uyUCogxtAUeSEzk+l9+IcaXqs6dO5dRo0bx1FNPsWTJEt5//31OPPFEHnnkEYYNG+btvVgSadh3w6qg3ETocOXN0o8xSqR4s4wGdgH1KaU/9MWsWbNYsWIFF1xwAZdddplvz+OpqUJSkuGrr1YA44HPEcn1/mMl3FFjLjy4F/gnPtzKf/fdd8yZM4d77rkn/7M9e/awYcMG1q5dy9atW/n555/Jzs5m06ZN+TG8irALOAkHg7k8fv/9d3bs2MGBAwfy3f6edtppvtwgH8UaWyc5yXv37t2ICE2aNCEnJwdjDDExpfZdGcADwCSn91BJmAsk+fryxx9/ZN68edxxxx35n+3bt4+NGzeyZs0atmzZwq5duzh+/DibNm2iSpUqRbPIBiYDd7uUqy02/pxPA//o0aP079+fb775hoSEBI4dO0a/fv247rrraN++PXXrlui9PhV4BbjPpVyVkZrYwVIzoFgDe+OGG27gwIEDNG3alI0bN1K7dm0WL15c0iXpQCdsGBE3tAA2Y2MH+uSXX35hxowZrF+/nvT0dC677DI6duxI06ZNSUxMLOnSbGzYjrOBQy5lUxS/MQYDdMFOQl6BNa5eP3CAmnXrMggvMR+3bduWHw/s7LPP5vHHH6dPnz5ui87Fvi9vAGb7fwdlhuvQBOBqjBIpxhxAE+ykWF1K6RMDIifnW2Jjp5Cbey/2vbAdeAZ4H5HjIStXCQlqzIUHl2I7XJ/xufLwNit3+PBh1q1bx+HDh7n22mu9XZYXELIPLow5lxwFPsa+PLwapUEgAzgD+DlE+UcqDwGP4KBtvenP0aNHWbduHYcOHfKlP8ewxuJyP2R7Hrsq5NOgO3jwIH/88Qc///wzF110Uf7KbAlkYl/O9wKvUTwoteKdesDXQANK6Wuys7OZPXs27777Lj/99BPDhw+nf//+NG3a1OclwKfANX7K9ibwF7wMbouSlZXlbcLBF2lYA64zNradooQcY4gC+mGNuI7AQeBF4GURDmFjeu3Ay2D9yJEjvPTSS/Tq1YsOHVzH/M7B9o+rgbuwkySRgF/GnAsiyZgDGzf2MWA4NkZhsI26FGAw8AnGxAADsLraDrsLZyLwGiLJQS5XCRFqzIUHBruCcSYOBjN5uNhukQ48DDxO6DrLY1hD7t+ExmBMA17GBolWCpOANXBr4WJrhgv9OYZ9ueT4IVt17KrwCUGSKw1YCPwVDQLtD7HYQd7fsbpS6iAhL0hxKWQArbBt7Q/1gR8pZZs2/Kkfpch1HGtgjvekDD/lUhTHGEMcdpB8P9ZA+QlrQEwTIa3Izz8ErsbP7XRFyMSuxn2BPbKxJQh5liWNge8I3WRzOnbyb0qI8g8VJ2D769HY4wqlTvg7ZC9wMlZnLPaleynWqLsYO0E/BXgREX3XhjmlvqGVMkGAXthBaioOVxoKDnhLMcoPAF8S2vaugj27FextTCnYOrkdNeR8kQqch32Bpzi9yKH+CHaA4I8hh0ee4R4ZXctVgDTgF+xs91WoIecvmditNE2wkyMZns984tCQm4r/hhzYbZDPYwddJZKnHz7kyvbI8yZ269ATqCGnhBhjqGUMY7DPwOvY/u46oKUIL3sx5MBOrmYFWHS6J70JnI5dYYk0Qw7s8x/KlYVs4H8hzD9UHMJOvNUHHsSO5Ry/432Qgl31K3w+znrSWIjIJcD52PHoA8AujHkNY1oGWK4SQtSYCx8OYweqfYEZIqSkpZGdne3s4hJWMrKwziG+AUK1ZJ4LLMEOuN+mlMFhaRw7BtnZ5ABLsSsw9YB3ApSxovMz0AG7Ve0L7As+WQRHB5pL0J9j2BnkQPgEu/LsUJv/JDsbESEda4Cchp0wUALnCHamugW2v8nIyfF7MJWLHXAEyjj8HNzm5IBHTz4FWgN3YLe2KUrIMIaGxvAvYDdWf7diJ2bPE2G6SIl93jZgBf4ZManYvnk8dmLmrx4ZIpVs7HvC30nD0sjBv2MC4UIa9tx6I+yxhR/w36jLAt4r8RciaxG5FjtBMBW4EdiOMR9jzPl+lquEEDXmwgvBGkUDq1Xj7l69iFm6lK+wKxJp+DfDnIkdjAswxJNPMMnFDgxHe/5+D/865BTguAj/feopVtetC8bwIPAuLlZ1Kjk5wGfYs5GJwIC1a1l16BBkZ5OBfwPlGGBRgHIJMMxt+VlZHF++HHPVVYzBziTqoezgsxe4YfBg/r5kCSY7m0zcDS7TsIPYYBhOyViPk66e9+xsjq9YATfeyATsmb2fgiCLovjEGE43hjewunYfMA9oL8KlIiwScfwMjcXdOzkFuzozBrta8xgVx6nP37D3EmyPimnATYTOUCxLsrFHWVpit+iuwd6f0zpLA/6F03epyA+I3Ibdkvk0dvvlaoxZijFJbtyqKqFFz8yFIcZwBrAe6074Us/qyunYVbu/YM+mZGLPI5VEFvZhv6jAZ92Ap7CrOMfxMXBLSbF7s6tX9zmwMtitlQuxL7MdBb77EutwoDQvBSme36zFbhP5FDhsDInYlcRs4ByRkK0oVmiMoTqw0xi2Z2ZyT0wM/wdcj3WAIZR+PikNe2j/oSCJNBa7baO0cxHpQPrx49xWrRqPiJAAtBYJbMVX8Y7nnM924GhGBnfGxTEZaI6z8xmHsSsDwZpwicWuMnt1mVuEVGBPTg53xsTwOHbltrmITv4oocEYLsAaUv2w78+pwAQRdgaQ7TKsF9iS3pcp2K3lj2Idjbne5RAhnIw9Y9gba3x5NVIcjk9iseOIR7HjlIpKe6xRfwk2tEFJehRYf21MDeyxiXuwq4RbsKvD0xEJdMuwEgBqzIUZnoHVSqAp0E6EX7z87ASsm+NBQHf+NOwKrrRmYgfFrbHeiYpSE3vo2KvnyS5deAPgq68Y5kPUNOy2Dm+rhfWBb7EOOYqu/qZiV3vWYw24T4A/imZgDBdhX3Lvi3CjDxmUEjCGv2PPZXQSKRRn6BTsxMBgrNMdbxMD6ViHFOcQ+LmOPOKw25BOxfuugFzsAOkNrMOeY8aQhA29cKcILwVJDqUAxjAKG7vxchEWYAdCfbAhQOrge9IoVDH+rgBm4NvoT8Wu4o0GZgK5xnAhdhvVIyI8FWR5lEqMxzNlEtaI64IdEL8ETBLhQBCKqId9H9bHDsbzyAsvsBlrkPyHyuO5Nw47BvI6oeRgfJKJHfccCYl04Ulz7HvzOs/fRZ1bpWJX1tYEXJIxsdiJ4QewY8zdwHPAG4joZFo5oMZcmGEMz2LPsvQX4VMHl8RhDboB2L36idjB9xzsioo3Y9CJHEsBROjuz/XYEAITsMGABftiWoedyZyNg60hxvAYdjXnBhHe91OOSokxnATsBBaIlOguvg528Hw9dnY4FjuAeAU74xbsVdFTsWch61F4IiHFI++NFHCn7YnTtARoA5wmwrEgy1OpMYaa2Hr/BrsLoOALIQa7NXs8tq3yjDrBGvtjCZ2r77wg59WwxiXYwUgOdsDyGkXO5hrDbOzs9Gki/B4iuZRKgjFU4c8BaxtsaIvngDdEAnZCUZQm2F0QSdjnLg07ifUM1tBTChCE8UlFph4wEtt35+1wWIV1IBfc4PHGRGHHD2OwO8D+wJ7tm4yI9sFliBpzYYQx9AIWYGPR3FHa70Msy1IISmcZh12FycLl1hBjiMGuzp0JnC3CjwHKUmkwhhexh+LbiPBdectThNrYc1aXYw2ElcBbWCO/WIdkDOdj4yY9LsJjZSdmxccY/oGNUdhBhHU+flYVO6i9HPssbsJOygR6lrI0ugK3YLeEb8P2je/h44yRMbTCrvxOEsk/w6sorvBsTx8O3I01srZiJzQ+FAnaLgVfxPPnipziAzXmHJMXo65UL8GBl2QuxE589POU9xbwHCI6bisD1JgLMiPnkYhd4WiPPZ/WCDurnYldJVuGXaFaOSnpzy0AnpWUzdgVq/Yez2zlJnfyfjpFRRNV/UR2lSR3qDGGZtjB4zagSzHvYMY4rm9EInLLhVudMobTsPX1lgi3lY/UwcUYPsLOAJ4mwn5/n7OKjpt6mXwF1bBe0T4Xyd+aE9EYw+vYGenTRTyOUCpBHxGphNNz7HkHj8JOgtUG/os14ua6cGiihIBwHZ8oXjCmFXYV8AbstuGPgPGIbCyDsittX6/GXJAYOY/2eLZHYs/9xOP9IGoWdmY5DntebMLkK1gPfA70BM4X+XObWagJRO5JST5n8oOKMVyH9eD0pAiPej70W25EykTuQPG3bT57lDq713MR1hlEhYjHZgwtgG2ndOTj3mPJJYz1tTzwR1f2bWXv169zyoEdnCHCD2UnbegwhkZYA/VjwTxPBe8jIpVweu94Jr/uxXo8zCtnfJFzxko5EE56orjEmEbYc823AjWwOzn+BSwpLTCyH2VV+PFgaagxFyAj59EYu/WnA1ZBoku+ohA5wPHk/ez7+D6apx5ilAiTQiFnUYIhN/Yg7eBJSewNvoSFMYapwJBrmHHtDK69kyDIjUjI5faHQNpGhNzs40SlHuLnxEZcVBZtUxaMnEfjP3azusZJNIyJI8eY8NbXsiIQXcnNAcklO7oKX1OB6uUcs3HyRO6+owtfZUSTW4UK2EdEKuH03jGG87Dbwq7BHgF4F3gmDLelVzrCSU+UALGrZbdhDbs8Zz/jgY8RCSxchDFB05NI7+vVmPOTkfMwwFCsx7dYSnfD75OcbJBccqKrMNwYpk1KCt2WjmDKjZ3lyMQetg2p3CeYQzWu48Md43ngpHjSsk0Q5Q76LJGfBLNtRMgypmzaJpQUrBMRYj1OCfylzPQ11ETqcxxSbMyjoQKTs4iJjw3Me3tY9hGRSrjoq8ehUk+sw4ZLsA6eXgFeEPHq9VkpQ8JFT5QQYExVrAft+4EWWG/Zz2L7V3fHijx9PSHQk0jt69WY8wNPh/Mc9pC0k1hMTkkFXgfuCUXHE6lyex7c53KIui2a3KLudgMhX+7yfoAjtm1CiNaJd7RevODpIwhhnZR3HxGphIO+epxpXYNdiTsHG7PteeBVEY4GUSbFT8JBT5QywJhorJOUMcD5wO9YT64vI1IsTJWX67Wv94K3WE9KCYSww8GT33BP/kElUuUu+OAG2ZCDUMrtgohtmxCideIdrRcvhO7lDpFaJ2FCeeurMcQbwx3A99hz1/HAMOAUEcarIRcelLeeKGWISA4is4ALsGG11gH/AHZjzHMY08TntdrX+0SNOfcMJTSKlEcCMHzkPG4Kcr5DUbm9YR9gY4IttxuGEpltE0qGonXijaFovRRlKBW/j4hUhlIO+moMJxjD34GfsXGv9gNXAa1FeFOE4yGSR/GPoWi/VrkQEUSWIXIF0A4bmmgU8CPGvI0xbb1cNRTt672i2yxd4DmUu53QKVJBUoAzJiX5F/S7IJEqt+dwa5nKjUjgcrsgYtsmhGideEfrxQuVoI+IVMpDXydfQQxwD3b1LR6Yg3W28JWGFwhPtF9T8jHmZIo/v/8CvsaGGdC+3ge6MueO97CHLcuCOE95wUDlLp1gyu2GynCPbtE68Y7WS3G0TsKXMmsbEaoe3MV6YCc2TtxM4CwRrhThv2rIhTX6DCsWkZ8RuQtoCowFOmLjPa4A5qN64hM15hwych4dsO5PA/Ga44YqwPmeOCt+E6lyY0y5yO2JV1ImRGzbhBCtE+9ovXihEvQRkUpZ66sxxNSqT71TOjEdOE2EISJsKYuyFf/Rfk3xisghRJ4ATgbuxBp3bdC+3icx5S1ABHEP1lp3jOTmsvLth/l2wetERcdwxiVD6Hjjk0THONbHOE+5g1zKWhBXcifv38U7N51S7PMOg8bS8YbHnGZT5nIDZAB3YU+51wbuxgY2cUEw5HaDq3vcu3kpnzzYA4DYhFrUa3k+5w8aS4M2nd2UWdb36BbX7V6wXgqS2Ph0bnhtu5Mswr1OIHKf41Diqk6C0D9A+NdJuOB334YxJNRpyOkXD6bTkKcwUc7mnGPiyOn9KGZSErv9EVgpF7RfU3wjkga8hDFdgAG4WICKwPFgQKgx54CR80jERpZ3E5CQ1e+NZft/3uaKR2YTm5DIvKeuJq5GHc4bMMZpFtHAVSPnkTgpiSMuxfZbboCrJ6ygTpNWfwoS68qRZEBye4JMupb7Pux6/NdYX7f9scFMejvPIhq4CmMSEXEvtwsCaZshb+8m/cgBNsz4F7Mf6sE1z63ipObnOr08sLYJIYHUCcDQd/ZSpeqf2+lNlONswrZOIIKf41DiRx8RhP4ByrCPiFQC0de8Z/iPPduY+4/+1DzpZNr2vs3RtcaEsb4qxdB+TXGE7ev74XInYSSNB4OBbrN0Ridw5/0qOzODbz59ngtv+hcN23bhxFPOpF2/UWxbNNVt2cexLlz9wbXcecRWq0Fc9cT8FOOus4QyljsVeAN70v0sbDTYq/Br03MgcrvB77aJq16bk1qcx2UPTadO0zZs/PgZt1mU1T26xe86AbtaWVBnY+NruLk8XOsEIvc5DiWu6iSI/QOEb52EC/7rq+cZbtCqEw3bduXX7SvdZqFtEzlov6Y4oTKMBwNGjTlntMelB53ff9hAVnoKjc7slv9ZwzZdaHruZW7LjveU7w+u5Q4iZSr3BuxTV7DAv2CDmLgkELndEHDbGGM4pWMffvt2hdtLy+oe3RKp+hpqtF6K46pOgtg/QPjWSbgQsL4m79/Fr98up+6pZ7u9VNsmctB+TXFCZRgPBoxus3RGN1zWVcrBvQDE12mQ/9mJp7aj620vuC27ClYHn3R7IX7IncfMey8sdFbh2ufXktiohZssylTufZ5/6xb4zLXZbAlEbjf43TYFSTixMWlH9ru9rKzu0S0B1cm0Gxvn//+UC/px6b1vu7k8XOsEIvc5DiWu6iSI/QOEb52EC37ra94znJl6lFMu6MdZfUe5zULbJnLQfk1xQmUYDwaMGnPOaOT2gtzsTACinJ/bKYmGfl7nWu48kh6eSWKjlvl/J5zgV1ZlJneW598oYB3Q0/P3OcCX7sv3V243+N02BTHG+HtpWdyjWwKqk2smrCAmLh6g0Nk5F4RjnUDkPsehxNWNBLl/gPCsk3DBb329ZsIKoqvE8fvOTSx7+a9smjWBcwc84DYbbZvIQPs1xQmVYTwYMGrMOcN1bIu46rUByDj2B9VqnQjAT6u/YMG4gdw2O9V1dm4v8OB3TI6EOg2pWa+Zv5fnUWZy1/b8+wdwJrAJmAu85V/5/srthqDES0k9tK/Q6q8LyuIe3RJQnVSv25TYatUDySIc6wQi9zkOJa7qJMj9A4RnnYQLfutr3jNcq8FpJP/2I+s/etofY07bJjLQfk1xQmUYDwaMnplzRqbbC+o2PxcTFcVvBQ5wH/nle6qf2LiEq3zir1MI13IHmTKT+xzAACuxT14zINvPwgnACYcLgtI2u9bOKXQu0wVlcY9uiVR9DTVaL8VxVSdB7h8gPOskXAiOvoqQm5NV+u+Ko20TGWi/pjihMowHA0ZX5pzxC3CGmwsS6jSgRdfr+Pr1e4iv3QDJzeabT5+n1aU3+1P+vtJ/4hXXcueRmX6M4yl/emM10TH+rHqUmdwNgYHYWCL1sA/wZKCmf+X7K7cb/G6b4ymHObpvBxs/fpbDe7Zx6X3v+pNNWdyjW/yukyARjnUCkfschxJXdRLk/gHCs07CBf/1NfUoOZkZHPzpGzZ/PonG7S7xJxttm8hA+zXFCZVhPBgwasw5YxnQFZfR5y++6w2Wv3Efnz1yKdFVqnJGz6G0v+5ht2VnAUvdXuTBL7kBPr73wkJ/121+HgNfXOcmizKX+01gFHAx9gHugV1ed0kgcrvB77Z5e0hT4qon0rBtN66ZsJLajU93m0VZ3aNb/K6TIBCudQKR+xyHEtd1EqT+AcK3TsIFv/V12o2NPUHDG3By+yvoNPSfbrPQtokctF9TnFAZxoMBo8acM9YBaUAtNxfFxFWj2x0v0e2OlwIpO81Tvj+4lrtmvWbcOVf8LK4QZSo3WB+yb3hSAAQitxtc32Pjs7qHQ9uEEr/aPUj1Eq51ApH7HIcS13USpP4BwrdOwgXt2xQnaL+mOKEyjAcDRs/MOSNv6215EAes8vNalds9gcjthspwj27ROvGO1ktxtE7CF20bxQmqJ4oTVE8coMacAyYlcQT4BMgp46JzgNme8l0TqXIjUq5ye8oPKRHbNiFE68Q7Wi9eqAR9RKSi+qo4QfVEcYT29Y5QY845Eyh7rzbHPeUGgsrtnGDI7YbKcI9u0TrxjtZLcbROwhdtG8UJqieKE1RPSkGNOYdMSmIdsIY/4xGGmixgzaQk1geSSaTKjUi5yI1IYHK7IGLbJoRonXhH68ULlaCPiFRUXxUnqJ4ojtC+vlTUmHPHYMouNspx4IYg5aVyl04w5XZDZbhHt2ideEfrpThaJ+GLto3iBNUTxQmqJyWgxpwLJiWxFxgJpIa4qFRg1KQkfglGZpEqNyJlKjciwZHbBRHbNiFE68Q7Wi9eqAR9RKSi+qo4QfVEcYT29SWixpx7pgGvEzqFSgVen5TE1CDnOw2V2xupwOuIBFtuN0zhGIwUAAADFklEQVQjMtsmlExD68Qb09B6Kco0Kn4fEalMQ/VVKZ1pqJ4opTMN7eu9osacSyYlIcA9hEahUj353hPkfCNWbkQiU24XRGzbhBCtE+9ovXihEvQRkYrqq+IE1RPFEdrX+8TYulHcMnIeBhgKvIiNReEqOn0RsrB7dEeFeuYoUuXGmJDIHU4zMBHbNiFE68Q7Wi9eqAR9RKSi+qo4QfVEcYT29cVQYy5ARs6jMfAucD5WqaJdXJ6DVaI1wA1luZc7UuXGmKDJHa57oiO2bUKI1ol3tF68UAn6iEhF9VVxguqJ4gjt6/NRYy5IjJxHe+zy7FVYBYnH+2xBFpCGVbzZwHMe97zlQqTKjTF+y+1xcxv2RGzbhBCtE+9ovXihEvQRkYrqq+IE1RPFEdrXqzEXbEbOIxG4AGgPdAcaYhXnOLAPWAqsA1ZNSiJsIstHqtwY41huRMJHbhdEbNuEEK0T72i9eKES9BGRiuqr4gTVE8URlbivV2NOURRFURRFURQlAlFvloqiKIqiKIqiKBGIGnOKoiiKoiiKoigRiBpziqIoiqIoiqIoEYgac4qiKIqiKIqiKBGIGnOKoiiKoiiKoigRiBpziqIoiqIoiqIoEYgac4qiKIqiKIqiKBGIGnOKoiiKoiiKoigRiBpziqIoiqIoiqIoEYgac4qiKIqiKIqiKBGIGnOKoiiKoiiKoigRiBpziqIoiqIoiqIoEYgac4qiKIqiKIqiKBGIGnOKoiiKoiiKoigRiBpziqIoiqIoiqIoEYgac4qiKIqiKIqiKBGIGnOKoiiKoiiKoigRiBpziqIoiqIoiqIoEYgac4qiKIqiKIqiKBGIGnOKoiiKoiiKoigRiBpziqIoiqIoiqIoEYgac4qiKIqiKIqiKBGIGnOKoiiKoiiKoigRiBpziqIoiqIoiqIoEYgac4qiKIqiKIqiKBGIGnOKoiiKoiiKoigRiBpziqIoiqIoiqIoEYgac4qiKIqiKIqiKBGIGnOKoiiKoiiKoigRiBpziqIoiqIoiqIoEYgac4qiKIqiKIqiKBHI/wO9dhe1UyPXpwAAAABJRU5ErkJggg==\n", | |
| 423 | "text/plain": [ | |
| 424 | "<Figure size 1080x324 with 1 Axes>" | |
| 425 | ] | |
| 426 | }, | |
| 427 | "metadata": { | |
| 428 | "needs_background": "light" | |
| 429 | }, | |
| 430 | "output_type": "display_data" | |
| 431 | } | |
| 432 | ], | |
| 356 | "execution_count": null, | |
| 357 | "metadata": {}, | |
| 358 | "outputs": [], | |
| 433 | 359 | "source": [ |
| 434 | 360 | "# 为搜索算法提供辅助信息\n", |
| 435 | 361 | "help_info = {'A': 30, 'B': 20, 'C': 19, 'D':10, 'E':5, 'F':25, 'G': 0}\n", |
| 475 | 401 | }, |
| 476 | 402 | { |
| 477 | 403 | "cell_type": "code", |
| 478 | "execution_count": 8, | |
| 479 | "metadata": {}, | |
| 480 | "outputs": [ | |
| 481 | { | |
| 482 | "data": { | |
| 483 | "image/png": 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\n", | |
| 484 | "text/plain": [ | |
| 485 | "<Figure size 1080x324 with 1 Axes>" | |
| 486 | ] | |
| 487 | }, | |
| 488 | "metadata": { | |
| 489 | "needs_background": "light" | |
| 490 | }, | |
| 491 | "output_type": "display_data" | |
| 492 | } | |
| 493 | ], | |
| 404 | "execution_count": null, | |
| 405 | "metadata": {}, | |
| 406 | "outputs": [], | |
| 494 | 407 | "source": [ |
| 495 | 408 | "# 为搜索算法提供辅助信息\n", |
| 496 | 409 | "help_info = {'A': 30, 'B': 20, 'C': 19, 'D':10, 'E':5, 'F':25, 'G': 0}\n", |
| 503 | 416 | "cell_type": "code", |
| 504 | 417 | "execution_count": null, |
| 505 | 418 | "metadata": {}, |
| 506 | "outputs": [ | |
| 507 | { | |
| 508 | "data": { | |
| 509 | "image/png": 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\n", | |
| 510 | "text/plain": [ | |
| 511 | "<Figure size 1080x324 with 1 Axes>" | |
| 512 | ] | |
| 513 | }, | |
| 514 | "metadata": { | |
| 515 | "needs_background": "light" | |
| 516 | }, | |
| 517 | "output_type": "display_data" | |
| 518 | } | |
| 519 | ], | |
| 419 | "outputs": [], | |
| 520 | 420 | "source": [ |
| 521 | 421 | "# 可以调整辅助信息的比重\n", |
| 522 | 422 | "# help_info_weight 为辅助信息的比重,origin_info_weight 为原始信息的比重\n", |