GEEDdataset-v1.0 / README.md
devkoi's picture
Rename Introduction to GEEDataset-0716.md to README.md
67b9ec7 verified
|
Raw
History Blame Contribute Delete
275 kB
**Introduction to the GEED Dataset**
_FANG Lihua<sup>1</sup>, CUI Rensheng<sup>1</sup>, LIU Feng<sup>2</sup>, LV Shuai<sup>4</sup>, XIA Dengke<sup>5</sup>, ZHANG Suxiang<sup>3</sup>, WANG Xinghao<sup>2</sup>, LI Jun<sup>6</sup>, LI Wei<sup>3</sup>, ZHANG Wenlong<sup>2</sup>, DUAN Longfei<sup>1</sup>, WEI Wei<sup>3</sup>, ZHAO Wenzhou<sup>3</sup>, SHAO Yongqian<sup>3</sup>, ZHOU Lianqing<sup>1</sup>, BAI Lei<sup>2</sup>, WANG Zhijun<sup>3</sup>_
_1 Institute of Earthquake Forecasting, China Earthquake Administration (CEA)_
_2 Shanghai Artificial Intelligence Laboratory_
_3 Shanghai Earthquake Administration, CEA_
_4 Yunnan Earthquake Administration, CEA_
_5 Institute of Geophysics, China Earthquake Administration (CEA)_
_6 Second Monitoring and Application Center, China Earthquake Administration (CEA)_
The **GEED dataset v1.0** is a comprehensive global earthquake evaluation dataset integrating high-quality seismic observations from multiple international networks. It comprises **92,219 three-component records** (60 s each) from SCEDC (33,128), NCEDC (16,069), NOA (33,897), IPGP (1,688), and STEAD (7,437). Each waveform is extracted from 10 s before to 50 s after the Pg phase (60 s total) without preprocessing (no demeaning, detrending, or filtering). Data selection criteria include phase-picking methodology, magnitude, epicentral distance, sampling rate, and SNR. All waveforms are stored in **HDF5 format** consistent with STEAD, accompanied by a CSV metadata file containing **35 attributes** (station, event, and arrival time information) linked via the trace_name field. The **38,061 local earthquakes** (epicentral distance < 100 km, predominantly < 20 km) were recorded by **1,747 stations** worldwide, with focal depths mostly shallower than 20 km and magnitudes ranging from **M1 to M6** (M1-M2 events being the most numerous).
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAw4AAAGLCAIAAADhwlJYAAAAAXNSR0IArs4c6QAA/8pJREFUeF7s3QeYJFXVBuDJeXNglyUtcZdlyVlAFBUzoBgwgBhAVJQfUZCkiFkQTKiAgigmFCOCCUXJIAiSw5I25zA5/m/PhbbpmempThOrHp6ht/vWrVunbt37nXO+c05pT09PSXzEEoglEEsglkAsgVgCsQRiCfQngbJYLLEEYgnEEoglEEsglkAsgVgCA0kghkrx3IglEEsglkAsgVgCsQRiCQwogRgqxZMjlkAsgVgCsQRiCcQSiCUQQ6V4DsQSiCUQSyCWQCyBWAKxBLKXQGxVyl5m8RmxBGIJxBKIJRBLIJbAuJFADJXGzaOObzSWQCyBWAKxBGIJxBLIXgIxVMpeZvEZsQRiCcQSiCUQSyCWwLiRQAyVxs2jjm80lkAsgVgCsQRiCcQSyF4CMVTKXmbxGbEESkpKMx7/6D00+eUvf1kkaYX+/Q39v+c979lmm20GvdbSpUs/85nP/Oc//xm0ZVqHrvWRj3xk0LMGanDJJZdceeWVqb8+/fTT+kz7Muf+sz3x5z//+YIFC2pra40hijSy7b9v+y984Qu/+c1vUr93765+99135995Dj14vg0NDTmcGJ8SS2AcSiCGSuPwoce3XAAJ3JZyvPa1r7Xppn6z5557FuAa2XRxzjnn/PrXvx70DFDpvPPOiwIOInY46BVDg75Qafbs2ST2ute9LmIPBWy2atWqd7/73dttt90NN9xgDDvuuGMBOx+oq75QaQguGl8ilkAsgYJIIIZKBRFj3Mm4k8D+KceMGTPKyspSv5k4ceIQS8TGv8ceexTkos3NzfopYIf9jqq6uprEiK4gY86qk8cee6yjo+Nd73rXS1/6UmOoq6vL6vRsG7e0tGR7Stw+lkAsgRElgRgqjajHEQ9mrEnAlnzWWWdtvvnmwNMrXvGKRx99NPUO//rXvx522GF+slu/5CUv+dvf/pbh/h955JFXv/rVWk6fPv2DH/zgpk2bUhun+cuuueaa/fbbb9KkSdpvu+22733vezXmrdtnn318OP7444P/kDPOP4Mv5r///e+rXvWqCRMmGFL4sq9H73vf+x4bDJSz8847/+xnP0sOQD96Sx1P8C7xsvlSPw8++OBNN90ULhq67euAu/nmm13aAIz5wAMPvO6665Idht7+/ve/n3TSSW5/2rRpb3rTm1jIMojrd7/73QEHHKArHb7yla9kPQqN3ddBBx3kw9ve9jZ9Hnroof12snz58hNPPHGLLbaoqqqaO3cuU1xnZ2eypX8S79SpUz07FsTvf//7qcU03eDrX//6a6+9FnitqanR2IWampp++MMfBgmkXtRzHOimTJ5PfvKTs2bNchfGfOedd+rZ+MMwMstcA05GD5T1jslz/vz5Z5xxhjEMJLFbbrmFYA07tHn88cff8Y53zJw507N27re//e3kid3d3Z/73Od22mkn3U6ePHnXXXf9+te/nuFBxD/FEhgDEoih0hh4iPEtjFwJnHnmmc8888zll19+6aWX2n7e8IY3dHV1heH++Mc/tpPZa+2gv/jFL+y7hx9++EBoacWKFUwgDzzwAE/Wj370o8bGxgzMIbAADoCQoBmA49xzzw3bvE39iiuu8OHss88O7sL3v//9YTDt7e1vfOMbX/7yl//2t7+1tfcrUODjG9/4xmc/+1kErK233vqYY46JyMTiGTQYuCFctF9HISDl6hs2bAA7fvrTn8I3ZGWzTx2J0VZWVv7kJz/5yle+AvYxCw304LU54ogjyFZXOly3bh10Aoppz7EYNn4eMYMhz76dwEn77rvvn/70J6K7/vrr3/e+933xi1/8wAc+kGwJ5wFSnho8BLSdfPLJ559/fmo/99xzzyc+8YmPfvSjfHxvfvObXQiw4KgNEki9aIabcsULLrjg2GOP9VB04kJuJPpcN99c0e0bwymnnGK0RNrv6X4CUt/61re6UH19/UMPPQRSm2wXXnjhH/7wB05SN5KcFYQPpXn6ppYHRDjr16+PPqq4ZSyBUSkBylB8xBKIJZCPBI477jgbTFoPTCBWBHtV8nsbkm/slL6hu8NGtq7kryDUbrvtZofudySnn356ICAnf2Up0ZurhG+MAXwJn+2vfrKB9e3qrrvu8hPAlPqTc335gx/8IO3LZIfBZGKzhyFCG9hr3rx522+/ffjnpz/9aQ1STw+Y7Kmnngpf4lCDeqkN/JQ6Eo4wNgwmlmT/u+yyC6MOG4ZvQm8f+tCHkj3YsH2zbNmyvvdIksx4Cxcu9CH8qluds1SFf4ZHw/DW99zwDRjEzAbjJhsEkbKNpZ3iEmw/4CNDVxiqg9zKy8tZEFMbmyHknPpN5pt6+OGHXfH//u//kqdcffXVvkl2MqjMkycamEECo06/7777wvfJSfulL33JaL/85S8n24PsJA+2Jr+By5nH1q5d6xuWp913330g0cXfxxIYkxKIrUqjEuDGgx4tEmCqSQ6Vq8JnG7C/t956q43HdgVzhMN+xr8GyvTrJbG7QxuwVLI3/pGBhBC8bIwEwNmSJUsiyordInNLhofNNtsstLG5Mlw98cQTixcvjth/hmZu+Y477jj66KOTMVn6x7zWearLciBhpvXsFL45pyOQhZ906+5uv/32QMMa9GBKednLXgZvJZ/Oa17zGmcFtOG48cYbuVP5N42ToYvxac2aNStXrkx91hHZ4gPdVMBz73znO5N9eqAVFRWDDj7ZYNGiRSYJ/10YJKjqp4DAwhFAIcjFCMfTF75sbW1l2jzqqKN4/ZK3D/H7ngA1gObhLbCV1W3jxo3RxxO3jCUweiUQQ6XR++zikY8CCTA2JEeJ9uFzIPlyqPkLHNjDkkfQ7EGovjdmJ7bnpX6f9s/Unw455BBx6fY5vhvmAeYZfqjMwrIvDkpF73cABpb/Y+BXcuNYNaldQSr+mdr/QMJMG0A4pW9vwGhEB5an8/vf/z710cCp+ly9erW/OEM8pz5cdtllKD7QLTpa8smGwaRdPYOIBrqpcBepMoeTUhtnFjsX7cEHHwyA4hVxVhokX2HaIHldQ9KEAATD4bpmzje/+c3U2weVkrf/qU99io0NbHKW8QDQw5XvIP+JF/cQSyCiBGKoFFFQcbNYAoWUAAqt7mxI9rC0I2m5Sb2ePYnzK/WbtH+mDQ5Th22AD8U2CS2xLiR5zf3eRhopu982/Q4gbN68M/62tbUlTwyoIuIxZcoUFiDetNT2gbUdBJXVEYbUtzeXcKEoXbkoMNT30eDlOB0DDIxgeWLm4dTbe++9+/YZRZ6ZRxLuIlXmEEwqcMwsc3YvAuRUxYUCnQ0S/SvtirA729Vzzz3HQpYEkUTECoU83vf2A2CC2E499VRkLJgeBHc6h11Ec10U4cdtYgmMQAnEUGkEPpR4SGNfAuLdRA/hz9rD0g4hV33vnz8IUYbjI/kTp8mgYrIXcrswVml57733+ptq2Rr09LQGsFcwhjlwdBgkJBSAw/wzBLXdf//9yVNYZVJPd90MMfN4PALKmD2SbViA0N51HtGNlXotwVlz5swhH5aq8D0H369+9asQEBflrtFxkJrdXdqjCYYuMAhcgCdCV8aMaD9ot5kl0Pf0ECUX+Enh4E5NjcLLLPOA1cLjDofoxb5XwbXnVeTodLngQCQik81s4S9Ou/00m5YJzCz64Q9/GGYKoY7xEUtgrEoghkpj9cnG9zWiJYA9w6Rk93r7298ujuyf//ynvRzlRdx4v+MWwcTUIRZJ2LyYLMFfcgcMdIf6kR3ALmsXFNOEGpykqtj+sbP9xNrEb5I53j6tfwMQpMamAgYBEwbw+c9/PrRhb8BSZ3Th+GNusYMyNqSejmQN50FXbBWyEvQduRAzJhObNGkItdMhsMLRk4N5hvUI6RsF3iB1hb6tWyR3/OWIcwJNm8RYjL7zne8wz/zxj38Us6a3QMzyFLi3GOr+8pe/kAY/VyoiGegSJEDmREfsaTkj+j1FiL6nfPHFF2P0u9BFF10kpC7VSZpZ5gbPPiSphHhDT0TAWirOTr2iC/3rX//CfGd8Cjco+P/ZZ591XyZbGLOre/ThLLEIfHCmq0kLIxohGvsOO+wQUbZxs1gCo1ICY5KsHt9ULIGhlECGCLjUMKu0mC8jBGXsu0CGjZkhxOcMYVlMUKLeuF0CKIGBrDj9RsDZGvFIdMhAJfLLnmovTAqE00Twmis6HaU3NRgqVWipIXXBPMN+ADEAW87VA7yV2h6Dx/bMPuS6upUfwSnJCDhWh5C0yZchsK6vNAzSfqwHYE5AnB062X8IFgOzkt8E1nPy9vs+bqCNpYq4dIhPg1SUdm4GUWspo7cIeRmV3CyB77XXXghJEFLohGOL7QpCkgQByBOQn3qzbtCjTBsS6MaUGMxaIRhw0Jvi0Pz4xz/uCboLAuFC1XNqGF1mmQsdCIY0eT654bjMXDoZ/Jg2aYEkz5Sl6sknnwxPB9r2KN2+0z1ZnKdwRzII+CfcbHZttdVWpqKHO5SvW3ytWAJDL4HSsAjGRyyBWAKxBGIJjHAJgDI8ZcNVOG+ECyceXiyB4kkgdsAVT7Zxz7EEYgnEEoglEEsglsCol0AMlUb9I4xvIJZALIFYArEEYgnEEiieBGIHXPFkG/ccSyCWQCyBWAKxBGIJjHoJxFalUf8I4xuIJRBLIJZALIFYArEEiieBGCoVT7Zxz7EEYgnEEoglEEsglsCol0AMlUb9I4xvIJZALIFYArEEYgnEEiieBGKoVDzZxj3HEoglEEsglkAsgVgCo14Cw0zrVq1aycZRL8X4BmIJxBKIJRBLIJZALIFRKAHJVENFxUzH0Ge9TF5R7aQM1dFHocDjIccSiCUQSyCWQCyBWAKjSQJwCDSSGQsNp1Vp48aNkyZNUisqtbDRaBLwCBurCqaqaaozGg7/9PjVRlAKCmRWoEBtrDBkP6lFsGjRIn9VFFefwQFZP/PMM5dddtn222+vxIGKDapjKsul0IFKYTpUjcuhmboTofqEGhcnnHCCD/1KwtWV0Hr44YdVRzcAT/nzf/3rZuvXK+N50Rvf+PslSxRMOHrjxrfceqvT15SUbPzd77q32ELVKkM1MWbPnr3ZZpv5q6yEfzo91OJwmNPuVA1Uh5Lm4YMKpgaspZIUJtUTTzyh1piKE8NYnUq1rx/+8IdqpZHnBz7wASMcYVOmMMO54447Lr30UmVAlH5LPqPCdB33MoQS8Fp5Zz/5yU9aDVQ1Sa2+p+yJim///ve/lUlRfObVr361ysGWgmTN4CEcZv+XMnJVd6677rojjzxS0RXzUFGaiNWRizR4S5MC0hZAJf+sw/Zj5XFIzwI7uA2jSGN6cbc2ApUWlUhSA8fKqWzOkiVLFD8OS33aEDo6OlTXOfvss8nWTZkPaiqrFaiZaUDUFuFly5apt6hY4SgygsAhW2655YYNGzLjkOGHSoMOcUjmzFi4iGqgV111lYpRyVluybM9K4Tp9qxrDrM8HPCNilSHH364OZ1c70AlFZ28P3rwMgMZCxYsUGBcdXdvgmbAliN6BVOLrzUilGFPnHXssSU/+lHPxIk9jz7aOnGiy9V98INb/fOfQfr/OuSQf73qVa5rFTZreWa9eNZo0Mfbq9xpGFhorE9wTU2x5OFNhsm0dEcB7blBVWmH99GSAC8zAKqimeKyw7t2F1wUyqjBSR6xOfbYY4+Zfjaqgl8l7rDYEvDuqDCo9q0t08v+tre9zeYRLqrMHH3DP1ULVsWPNjKM8CjoSEYb1oHkjk6Re/DBB9/61reedtppiv4WW1xR+lew+dprr7V+qgb4pje9iQDJbfXq1VtssUVSZQpVxaIvp1Gum1sbrzA8p/CfNT/UjrTYOowwWQraZ4tzUt92Id94FoFFA3CAhhRsO8tIuKPocggmm0FxSAyVoot0pLeEEs477zxVOb/1rW/1naxmsyMsNA4agEXw9ttvN0usjHY4r4GzvB7JNSjDjPdWWAgYb7wnlgB1qZQmTa2v7kLKczI20D/gFW+gZpvWrp3z5JPrZ8/+/BVXaKx++5rf//5bDz5Y0d3totd/8INPLligQwjJS3v99defeeaZ55xzjhdSmVIVztnAKD3w0IoVK4xfPVQ9+4kBiW7EePP444+/4hWvoBCrF6ssqAUUNIGoHJZ4a9Yee+wRbnOIn6WRENfXvva1L3zhC1TeIb568S4Hv9LjWc6Uzt17772D8bJ4l4t7LoYEvHELFy70EimHrKpuciMHfy+++GL/pIPZ4If+rUm9WQZai4nX3/ueZvNIljH1gYqlrO8wgrnkmK2NVEGLlb8O62HQG9/85jfT5ayKFjFKoJXBIhaOoPXttttujHZ9pc1sxoTv1iwgDiZ5n8O977LLLp5gQSxVtgZVqy2edNQATJn2GYre8IY3sDkVY/oNe58xVBr2RzDUA+BQO/HEE9USp10Nem1vMguqt8IHigJNwqFw/bHHHht8W6CM99YbG5CKL4EqWpEFCyiBulgUWG6OP/547/9Xv/pVVhP10l3Xy6/xjTfeSJdSdJ3B2UvOi+cnkOVPf/oTzZX5AR5iMD///PNLOzom3Hpr5/TpLbvsEk43Kg2MBOjxjTZ6s4JQWdjM+BMVrv/IRz6iXLzF3UJv5H5yqHPOmMzozS4F81n3qUdQnWPlypU33XSTNcuaAoEN/WtPjO6LadrVOS4HfUAjtsEPfvCDv/3tb7yiQa20lZpyEC1Rj9gxxwMbSALedK8MR7kHykesHG94rB7xT3/6U9OVEpWn49gbDVJTnNgbQC7vLzytT0cABEnbc4YLsWzp4V3vepdFafQ+TYuStYuFac899wyIx9prdU0SCXwmdisnHY+4AtUBBvLPtu6Kiy/++onvP3b92jVJK3sQBYug5ZR3zGoMNuUjH6QFbgS0h5133tmlXRfao1F7ahbPMakIxVApnwkz+s41j9/+9refcsopTL4Djd6Lyl0CIbEnQQ80MO/VPvvss/vuu1N0Pv7xj7PNML+H/c/bC51gn9xyyy033HADDcYyyj1Hs2Fb9oYz2LLrcLt44dmxAJdgm/3rX/961llneclBNzjMKnzQQQeFIVEKOaE0s7k6vv3tb19wwQVhuaTNAGHeeb9CM2eccYbX1YDdka4skUlN0fBczmKh8//7v//re7+ucuGFF0JLGlimw0LshffZLRsw686HPvShYdGSaZMnnXQSC9y73/3uUTfJAGXSg/MY/G677TasBTg4lQM36u5onA8YBxES2nfffb3mSWMnc4LXZ6eddrKpM13kKSJvH5Rz+eWXW2q84+woVp4Ajyw4b3zjG33mO3vnO9/piloGj3kawdar+uc//5n90ruT53hG/ukeimWQBmjV8jf5YZu9j5w5d3fjryrvrqvonlDdNbG6s7aiu7Ksp7yshHbK8EbOv/71r62cud2mRRJuZpKHHsJTAJVgU0qymUARZZt3mCr+Wkutyckj1TGX29WH66wYKg2X5Ifhurh173jHO04++eQMOAlI8iJBP5Qz2AWuSuPNQDbWKa9EUtVjnmEEssaxNtkRKRzADW8dpHX66aeH+2QxwuflgoGxwjf33XcffANs8cgAYWhDqY45Dbz83/ve9wwVvPNPVEc2KmweZiQAggr1PLGppIRtCUpjhukrU2MIlrB+xW0M3/3ud/XMrQBUebGPOuoo7zYeop/ouIDUEUcc8drXvnby5MlDiZmIi+iQ5T/1qU8Nw0TJ45KEZmPj0Yc4YVnz4cADD/zmN7+ZR5fxqcMmAW+cV5udlc+a9pIcBzRzzDHHWCg83Pw3P3ut141aQrdJMzq6rkWDV9qlOdbZUbyMptZxxx1HlwPErWlJz5rFxErCbu3dodoNm9SG9cLtXaUtnWWtvf81tZdtbC/v7E6opuWlPTtPb55UkwjiQcm3hAZjfPKgcEYhmGrG8cfipYcAkcEvMMKLH/569x3Jf0JyqQ8osMINYBQRuoOIRg1U+vGPfwylWnxZgO2pQ7lvpc18y4cpldynh/W9yO7iyIx//OMfTXRcHIbTNGiiL2ufSDeqm5ZMPhkQVeYL33zzzd/4xjcso8BQsiWl8Gc/+xl/XNJ+7h1j2qEFAjqQCle3pTAYb62GMJml89xzz7Uactx44r40JN5DvNFUj7uVlCMgB1USDwA0pAaxhAFDfW+KwclWAW/Rp9nJLAHYUZAi43P+O8RAMjTB+EbhNt5DuiP79ujiLVlMoVuGMY8V7vS8XvOa1wzjC5vdSxK3TpEA+4GgBxsb3Skt9EEIKmuxWZrPk7WJskHysFuXWB8Fo6WKHzbiVWe1gsys/wZj7TK18CytEhQz/in7btKQzBAFPPHCB30veAnH+YGkBDm1dZY+t7G6rats79mN9933H1RI9DIG/qToLHT8qngLllY2YEs0bwCrFW2Ncmuz4BKFscBQjwxooJ2y7WVLe/IcLaFU65/85CcWN0+Tw24kMMYGnSTWtEBmHwW0bnQTOyvXj33L9um9GvT2CtIghCbpyopAxbHZwwG2SYAa64VyQ3z2Nr8G/JSnw74gY86wBwMHVhM0IPOVAscS4+68FTwm7o7d+3e/+50PV155pZeHZgCv+KtDrwp/SvThOT0ZHZM8y+WYSSh8aVIKNAWeNVcPaqWpyc5kmYZUvJCeflipQauf//znKE1edRpkWKadK57Fau4zEGNjjj7OKC0NxjrCwRfC7rgeLB9moH3Ckp3PVtHv1c1zG4NVKZi1rFa+oUy7xxFO9ME5o0S+5z3vSe5SXlgENdZ+eDSKqMdPG3M+xB+EHByWDrDYW+Mwo8x8xk5OjeFdT+xtnNfsxIZkMN6sZOAYHPzLX/4S7xAU9rhz0BxMby68v/zlLwy3eu57p6eeeip7MEM4zeEzn/mMrd30YFT2FmjMHjzQbEmmLBk/02nQO93QVv7flfUMS1NrO63zJA+mMACHB8oJgLJJsbG7yfXgGy+sDc43sKldgCrrS9PSMuizRclz6bvCDzqM0MCjN3kY77ksaMgiaVzL98n8NXYl4QIOBA+GKJxxLT30oY+2MSTAzr5vzEgmowAqcQYFih/DkrfFNhnxqWTbjGgs99APtRjBFlXNxLIQ2K7MLWHzpot1Df+X10bcLKVf+7BSWOZYU+zx4DnzjBO96swVYSks+J466K1Z6QwDyOgbmel2/v73vzOqM4TyncEZRAr/JS12ViKrpJg15ACHO9JbyMAEH9jCnZgtfc8rd9FFFznLCitWAspMnfoBlYbIO2O2INI4eQC//vWvp90pOQviQ1TyqpO8E711IdSWMQyqG1Qy+TRwOaLzquuEEILWhVdEJ85hw8iw3LPD8VpqYG2COexV9DArVFhWRtpBLKjcxunZeX1QR70aLAGshuZPqvtmpI18iMdDUNi1mHz2JK9AmPDgOORtOtkVfGY4obGYTl5MqsXBBx9sbg/9AkIyIdLbA/UogWAjDDqDv95QiqtF0uT3N9vVwBuEm0zvHciuYCnmymcCR1j0spv2LMfGY5+2MggWGeIHN0ovxw23vq3C35XNVVtMaNtmclu4EcsLtZnrkzx5P5NU0aG8TcgD/oDP7FOpWNnUgo0c9iMcdjDFDDQPbb48FXafIRukSWgPAgbs48Y5CqCSxcVYvY3Fs9cFyhtzhWtZlaAcb6nD4jXQg7GoecZJ/4hdARqwphCoDcOAIaoApHDoNEtGeyK9et5cS4mkQXV1VkMbrdUnZ0RlJOyi0Ju4M39BHP4vWBgh2hZLIfvYxz4WrOVmHo8VYGEwbtmJyUxIqbdpXrKyQopuge3R62S+MnGHTJIwU2jMcp6tbkFXYNYy7UBJ9nNDBZuSrmtoCWcQaMNhYr9B6rSp9N0k3AWlE3/cYRjuguEdk8lo/dMd6cHAHNQjj3KgBJjhLtwsQgYUnuFZ950DVm1WOk/cYc9wLt0XLCjIa+yOaNusWaaKC0FLLBAOs2gE8jDY+Twp0pBWxwgZSMwxa5/na6axCniaBRHLKOokBAp4cawqUBHDrWlp6bcaAJQgL306M/qxQDPEeu9Q6ALfq6/TfCgFYhJa3Lx6IVw0BGR5d6CWNNKShcWtZV6rSYY5QYqBDP5la5p3igWL455eqvFQ3u9ovxbv2/rW8odW1/WUlDZUdU2s6txqUltFn4KuJuqwoPBsxQu14JIj0ZoMuQ3YnXoTraJBJwlRloFyHkIEXMKoALVUpdeWFCZ8nIIy8ciICSGGMkcbLtRul5wKHgD4ZckLCaOtNewiFCMPDIQCO3iF7fEeDzQTqDNUKHukZwPQpE6LYHpZtOipO+64ndYOEAABjBx2ev3ABM51FmeZ/mE1fiI9ADSIBW95y1vAMgBISxBKM9/b0sJ0ob9yVAsl1W0S4PP6g1kOcN7csqjZwgF8wwD1mEazne7J9uRg5QXsfvGLX9gJ8CHgS+42cMf+6iq06hBqDlEhJWBQpaZJRWNyIg3D2ObPnx9aknNICuUGQyZuvkWKaUiSRrwhwSYhEJTeAiEx2BEZoilYYBxxuVkwJVsTkf0Pzg5RPDmLJXmiMUv+5PEl0Zuthe7uQRO7/SP/SxSwB/slgYd8dKTqPTIDDRihxJP1gAp4rZHfFSGY2MCNKWGyWU/YHRmbA3gyRb3aUTxrBCgM04z1Vort8sowL6HTskVla8IZSqEhXDMiuk3LRVjirBWWNc5xL13SiUwabMOBIT7Q8CiTLE/womWZwX6MpWYt6kPp7il5dE3tmpZKEXA7TW2prkikVhrtB18wd4clheplX7BvWnZMoaDzm10Wdl4F8y2s7dZzH+D4oCpTp7kdGEG9WXafEGWZdtgOKCReMQqAldzaFfxCuhodKSjdGAxYqCcd1qwAIf3lvpEcz7bqbcwNrhZkYMG2zJQS7Ac+UNMtMXQvCqh54FcjXLK2ff6+h/esur+laQOblucNSbBRpyVcd1+pm735xOJt/QKYAHOAyR7MecS6aNn1PaDA2GOJt4ibbWGumCgWaMxKjUNqgLDu+5t5sXYvpnKILAu2KGYzMC5JDpUdACqiW0N7qEimuBUTVLIsQmxu3LyEKZEHydY3Pvhr8EHUgBRbl2YuoYcvf/nLwJMPNpJUA5IXCR0bXcYpnjj4aFQszzJVuiN2qUBvD15wL5sresEMDIXCSLJ1dTHCGYkXMltLW9/5Q4AoPjRpGNru4mkSCMal+enGEQsKMuUK2AnxMp/YJg3Ppgj+Qpxg9zC+UAW8u4hdecvMAS5js8h8tqDnf/u2B0Y7KwCg4A1luvZCcYib7bCID2aycAdztdg2p6ByDGT5TqaltZMRApeZp2/2Orx0dEWvqmlsVbGgsSX7lUON5cwmxAFkP+srZK+SX927jJGIwLaAUZ0wKeIsyr9Zc0fZI6trEbp3mtYyrZaFL/8uR0QP3q+77rrLfm2zph7bUADxoOqH1FPJ+WZJD4mFncLqLwpBVk8rv1nkc2Yjt/cLj9BL5+D2oXhb0CiuehgFDjjLgZ1SZJbNO0+NyutqBxKIHlYWL//CCRM+2tg4caedVp94Ys8IyyPsmTEkwDGBPP6WN73plUvXrNhU8dCrj9lhRseM+s6CT2FLHgeKDS8c8FnAECYfWYFuIe0Qiw5JhsRo/lrR/A0frIxACfFa2pxi5lEuQ9m1JJDXCTiIx52M5PeT1wCeM6FNccYzczTYgTC+zXsMJwy7NKu+14BZ3lXQyABHKJAlxucgFjt3CKPrKyVzwKUDGSjtgCOt3XyvTE0MAHSLzOqskfMShiJuXP6icAtVr5CEdU4OFgIzAcJjS4PGRk5MnKnCl2prtCRR19DP8ZGJK3+IUPCJXdQOPSM2WquKvRyZsqjpQwMHMWjGgWNr7lnEbQB82RIgDYRQATjbDFAVyAxR+AyUcpcA0bxKYkHMRuswA7wPXrqwftpRGBGZPL2qIVyOuYi5miU7zTQb7G0AEHsbdQJmYhV2LzoM2dHSUjSBiXAnbcda4RTznw6Trbm3qM99BHbOnnTv8nroaMdpLQ1VCXPAOD9Me6u9bYW1ySoK9/S77A8kJYuwuWeGi7YZBVCJGVboExqaNwr1ATEiNUw0q6kAkFpTLGfWFFKzXsw97ri6//yHfSn0YwF46J57SkYYZgpjm/KLX8w5/3wfbjnh0yve8a4dpyWi84bsAIOE71qwrF+eRbK8Ghjk8E9I3zYpFSSjlKgWphrf29dNUyFdkBM9kvnB3A3pjvpSsEEllUxwzC2ggZNu2bUZhHKSfac4t6bMK+zzAZ2AlcH34TOTEiuU0/vmVcJ+sI6zHvXrGwJMTbaA2IzZpcFEvg/upH6rxXmXbCT4ia7ojqz+QIOdIFBf81zZbUVMntyIejZvmWr6zWtQ1DngvoBmIwEIsFVYCNjzbKIu6uESC2xKyHnqMEW9hSJ1TiZmoDXUhAGUuYnzz8eY21DhJ35P858aY22EWT0XNqfU6cdh4UtgLnh1aR2Uci4JttXkRQOP2/M1pYFgp2hGW2C69grDTNZeLwgVxdwOaMkcMC3NeS8s/whY4zOFITNBkL4OM9GOLBE8jKAV63VfOy5NDJAS0EDOlo7RmJQ1twea21lw0mNra1c3V+y+WVOMk1JlCOXYd3KuvcMKwHUzCqCSjTnsUnZNLzB2jm2YiRuN1B6ZlQobmEPeeXsbbZjh9/zrr6975BGdJ+2U6175yiVf+1puk9VZW5x22oR//at5112XnntuxwsVJXPuLfXEqVdfvXkvt/G295+16O3v3W5Ka32lt6NE5jFpM+QZq6vsLiuOudWaxV9mHWSKhDAsoIHXGQ4oygprYCx/VjQ+NdtGmp/ICouXB38wOPGgsRtxHHDMWZcDl0uf5iLvHhJ6uGsGHnAecrK+e9yDOmE5KL0MjP+0Z/41yKzfYEmAzKMXsdU3mIIJV2AdJG1g9gkDNgDD4w5j0WE9CryogQ6owtSC6pjQbCSWfuDSVbKaoqmd27G4ArGgss1iUpD55l2jpdgL2djcgjEELp3N2HMMlomcb60gIxzGToBFZbC4hjlG5bMeOUyaYIq2vlncGVlT3xqTmfKAUUduQBWwwhhmOfVYOcj80+xlJfJwvTjgkZcxSatiVfL6MxgLgMgQg2wdyAo0e1NclAW337cbNAfmvH1WBjYzWlD+3u1hnDPFvvTSTZWL1tfOm9Y8va7wDodiD34k9z/6oFJSmvZXWo4Nz3JgC/du07ZDZXtHWnHjfp+Bncz9U9n/+e1vf62tbdbjj/+v8+OPX3XqqVk9OUXKNv/MZ6qffHLV+9631amnBrjSus02T/z+9/3309Mz4cYbq5YsWXf00eq1Rr1WR8e0n/yE1fuJNx37eOPE9i64iGb3P3AELe0wtSW390RHnd0lXT2lVeU9A+Et6yAwATqQXrICUShCZH0EZCWUs7ox51j7MhtU7DQsQLqiiFN/KZdQrC9DjGgQiGAH2if4FVE+3JQ8brYK/VhhB8rTbfDcdrKJhJoJqQdbK4AFKgGCMluCBUxoISUBPyDokExBHmVIIL5tSYdMoTpx2Hii25nQWm0PBjD0HjcCtC0xI0GHoF70MUcRyxho07RmzRnnnLNq7VrzIStkMGT3bsYKJoWH6Bvhot4v8Qp4QqyAXmTznz7DwuSDxqyhfgWPKAkjBP56AZnrxKBYHESDcsF7j0amtIfssWa+0PLGyifW1Ug1WTMmeNwjRKqGMYqhUhCiNzx4snnT3Ax7hi856WgeDMW85v0HrK5bVzJxYldJCXMIFcruyPz7lltuedvKlUBHBy7OLbdk+5Am/P3vW3/0owl7tBRKXfpOHC077fRkbwKetKPmwQdVSkOT9v2at7512TnnZHu5xMLXU7KxrRyDD6ypruiuLu/p7C5dsqlqTUvF9NrOzerbJ9d0DUTog4qc3tFd6hR/OxJGqdL2zvKunhK91VZ2iyyFwEhDlOkwsgLTyOkRpcS0Y3f36IOhK3VtRZanRjP7M2gJL+pLKjJ5QKKQJpu1wM4B3MANvN2+p6NnW0MX2sBh57Cw/QRafWoS88x3hCbCQkbtZpqKeO/5N/NOMadx+aEx4mzlvDPpJ8TE8dRk2HrJJKQuC8kygraT/10UtYc1F1886dRTW+rrl/7iF4U1G2ceNpGiBHk6jKxC6hxiZjOcgmiP3ocJzoJLwh4lRyrgzj0HLbHdcsBRBnxJu+CbS4ZNFFV6Ye1a01yxqT3xoC04LOJyJFqUfFa8rLK8p6a07affPZ/GKxsIx6K7MNqc6wcU+3ZGTv9d3SV3L2uYUtM5xNyMkSOBIo1k1EAlFloOGutCXys3xgnPCPNDKocD0UTKaY15YTjCk4tv17JlJfPmlW/caAv9zk47XTNjBsaxvZDxmaec14Y53XbolGwlXnfXXduceGJZ794cjmUf/vCGo4/unD49+U2lLfyLX2zZeeeKVaumXHstIAJarT/yyCWF2wgtN8saK5c1VrV0lu84tXlmH9732pYKAMtSxXrkb3dPaa9VKpFaw2C6ukvLy54PK/U9+LX15Na+qTiyFc6wtLevACXQEtADEtmPIR7mGTo06kN0v63NXpJxxi2U1QxBRvYwNYCBGxuSIItktbvkvRsPGhblGDE2ukDgM7a3tIJN0U+P3hIq5WFBm2WHwE3hPKV+5GZdYPHl5SExljkyF8HkrjlGoSKb969+9avAbuHKpKKgvgVLmyfFaGdfHMk7oodokNNf/ep5zc3e3+X/93+rX1xLK6LA9ZODbJ0FwsL6WGsB4rDj6odigB2IS+6g/sHlNEC5vvh/0TG51bCIAuQ19/jgwI6QEoWn2IzlfbMMDhlCVWfjv6vqWjvLayq6etfA0oqynknVnf5af3AJKG9//sM1//nHNTwGmN0wnFiB2O8WcWpZ/59cVxsSc0c8JW42qARGDVSydnPr8AXIvxclb702fNuWFesaEwLlyZJNuT/k3HN3663UEY5H/vKXzlmztISrgnPEgmLRYekdVHapDer+/e+5VsyenuWnnlq5ZMnk3/8ekSfZYMO8eUsvv3zbY46pWrZM2m/ft2y7be2iRT5sPPjgJV/4Qld/BciyGkBaY8vNnUsnVJd3T6vtoGFMrO5SVjocSzZVtnaUQ0OJ/3qhUklpT015D9hEpbNIObfX+9ZL2KztLEaQXT63FvFc+MZssfsyC5kzQLatmt3CEdGXZFsyi/TDiQZG8+tlvjTrJk8Bbi/DFXYRryL1PYnsATUuP9NY9Y+s6pMgrVMGeHnSKmRFlMNAzWyoNlp7KmDEohDeKfReGSPtT/mEsHlPZQrgN4SQ8AtDdlBcE44eP3kK7Bn4lYhrofBfMuuJoaoU5GYDLyrPGyzG6dYQqhT74lU77rjtFVd0V1Yu+tGPEO4iXovAhXySdshUYhq4fW6vbOMlPTvyBGqhTOsVsyXmH0jB2gT6UAzAINDHw6VheqacVqGMvJbQvM/DmxH06fXVizdV775ZYwbesTXZewQIhuoIESUcN0ss3D0lD62ubWwv32t24yjVckfgcxw1UImCS6dXFgOaSdg/em37eL7JmkRJ4TIkhAwflmkqlGisUBbermmvOuZzn9u+vf15IFBW9sjf/taVYvXJ+QlNv+yyWd/4htOtnqmGpdBhsNIEG5Kjab/96u++OzjpnvnKVzb1qVm27dvfXvvgg4377vtMb1ah3A5BEKuaK70wjNtlpT2Tazol2ACb8JC8S0bipxVNlQpQMykFZhI7k8+I4Zr55L8JVQky1Kg7PGt+K3gXm822jY5me0BL4l9gyRho5bURisOXzjXkjwmpLN27D6wjCLyZl2xJAlk3kZxMS1ADxwJty0bF2WEnMxJONFtjRKCWlLmRQBW8yV4BzJL8nwX+k9vk2uC+Aew4qVlx7K/uLrxceV7Cbi2RFcNSqOLkKQSTGCMT40dmdx77GQI7KQl6ygpQ5jnmKKezaiv1Y2p5FpUVFQITaDidM2dGOddDDPYz05KZB/OGHNAGUOZ5xzKUM8vQORFZ0IJxCPSEijzKUJfQNyLFzNtPfOITxU62FOX2U9u0dpb+e1nD5hPa575QYSPbHuL2g0qAussNR0/efkprUkke9Ky4QQYJjBqoRLPnFONxt+hYC/wViEEDtgVaevyUDDs/+eSTRS0FWnfauu+sDXfeOXH//ROEpKqqx889t+eIIxIQoavLXsj9T9ujmXHe0djseUK9Is6eeXvvXdFLkxr0gFEevv32zc89d9Kf/9xdW/vwzTfLo556Vqm4sH32Cd8sPe20tccdN2ifGRqEytKcbghMm9ortJS8dcepLUh/1qzVzZVeKtiorbOsvbu0qqxnQnVXfWXXqE7tysujGCSLfaCZH3300bR5mxO/g5ggGjw9nmEDUEjdjGn5AISnzzgU+NchOCAksGFojIIhQCtoyabFWQDWwPE+w0xI6zjm+SQ3D/lsWLaiZHnOMB/gGAwtcYIsN9mCtujzUGihnIHQEl4X4AitRjyXLcE9Alhq8vSblyFiP4VtZt3gmpS8TphbMmVXVpcAT8FHcDnclMkGOHoKolKYPE25rHoLjU1yTlJGF/gSMIJ3XUXPYtOCPY+Jjvd2pBUqxq28Z3nDNpNat5iYUFnjo0gSoAY/sbYGm2Kz+o4ZdR0CpfNWgoo00hHarSWXFRwq8E5RckSJjo5yuf3mM7Azccm7Ac57KIfz3jZpY0OGyLCjWPj+fuONN/zpT7YNmqIt0J5hU3SJUOACVGIh0Elfuknfpzr517+WkykQjyIeq448ctWJJ1auW9fGdN9bZ/dFR3f3gt12C73BVY9fd117gaqy426va614ZkM1X9suM5u9PMnrCnzDncAVGKWvE10/lKaybdDUbc8KnqMki+hJTQZo0mN82/bwiqAfdkrxycFHpgcEUr/CEOZVMrVmqPQO5UDkGE7OivKUgTOmLE4Q+1lfyB6lh75tbId0g4gDGOgSEkqBgKwjuY0h4llUGqESquJQOXjflGHJTM+i9sgd6uAzYrNh/8uZSx5xhBGbWSssl8AlVY1ByAoT8cTUZqw7lDdTzjJlLpmirOP+mqWSdUWB4P1eVMILyzejHW8agM5iR7szjXniSN6wOVJhppFmVXIvEklbiPaevakydqzlMJ8in0IZXrqpamVzZWd3GVrYrPqOWQ3tsUsuovysYCh9Xh/KDLacEB8W3FGQVynzEC1GKBeilnZRM+uOO8Tef+u9793pda/zjfUCt7HfGJyQbI3ggt/BBmmJD6463BQ7qMSGmcUqNcAORx6Z9K9FfAYBAwV/3KaFC9e+732Nhx2Wem6lbo8+GqtJg8duuKFjzpzoPQ/akhnpgZV1vHLzpzcLkRu0/QhvYGJQnSFm3CCPjHHR/PaBEg8zIQYFjnBg44qa9nClloCH8I7NCsCaxzbktWNcxCOxYQNGnLbsT/7iNunN3LAt2ZxcyM7EYsRjlZQMgO5Xps00uxFLEjqz1F8FkSELBBjBFJHz5ucGCUd9LqaIggwpcyeSSjDgsS2RDNSYerB5EDXHImljcWF5a0NLYREZIdmJTBhUKukSgEtxAAzMOWAa61JIdiodq0xjNDEkNn43843VM/9HwO+GBY++7S9RD7pe5X/FgvRAW1u8sWrfzRtFuhWkw7iTDBJIFM1tK1/ZVMmHgE0xs76jrqKrqqIHy2I0kiuG8lnTvb/whS/QkCneo6YG3KBoLiFBKbZfWIA2lpSEUq5cAJLrWLXtW+95z3vSBM3MwCjFjGQd5JGh7QU7E93dhposdz/Q46lcvnzHww8vfSHNd85PcePeey/+9rdTsyuVr1w557Of3fDqV28o0EabOjY2pEfW1ImDWzijaUJ1ATLfi1CFwDolZCrrwYUaStMUqj7Cjamc6k3ja1NiAtBhE6J224wFXoE4CZZJZSUXD50+FGyhi4tWs81EeXa2T6wjMIt3KXXv9D26iciAUCqI/hFSNnPeCZ2DogpiI3GVkLZbn9kWp+t9Oe7hF+NCkvG8eK63VDEaMN0DjvT28TdxDzloLw5GOxYa6looHRMlC1qUB5R/GwsC/OGRyUhkkiCnQ7o50IrdIHKS9KEcdkCS+YCThKzG1yaTdf7jTOshQT+kfQ3li5frPXDA/WdFPZfQDlOHtNJAruMdO+cJPFzaWLWmuVJeGFGHM+radxraYg+jUZSWL553kct0GzzXQXFIgkY9XPdp5YpS0TcxvNtuK3mh5iLH7JJnnmEDYFpAQBF9Q59m7k5bylnF2dXpfHZN+QI4OKI43VI72fycc6b85jcRvW8h7kzjtPZhnTPW6NE0eT4O4Oa+lfWVZT0LZ/ZTXbnPQlyyvCnBamKFElUng0ByTTYvJEdBIZcMk1+Pa1yfOJvFToAmOkYsEgwE7CMDgblpTzbsHHZl7FfbFc3ARFIMjovHZGbS4FKBpWzSYYMJf8NOycoIeKXmoQ6BArbMEFEPc1Dl2WNFb4mwCwUcwDIqCMeHUDXqCI4I24mDD65Qe5iRc6+YyRAGDlbEbp0COEJXkKI060ODkzLMzxCTMVDV1Twnds6nYysKKxOhxurDuAXvWgoiSvhFekhnp5ShFhOmRy62kJOCRVDWEgGS2Qa7DXQ7fCvLG6sqy7t5VUYXb3dVc8Wja+rmTGib3VD0VSLnyTC2T7RoJ5hM62qpypNGv2Mh+bDCqlLwZ0fT42USIYHOMVagEiHtuWfJvfcmYrd++tOSt73NFyGUqW9oD0eMACW7LFUvVETK7Zj0+99veeaZAQBleyTPCh/WHHnk5F7U9dTZZ7cdfnh3oTMIpA3v0TWJUkFIf/VVXQ2VXfVVmSqiSDHQ2CZBZSLrEqgkLyVIhDDe1FHWEUBSaSKMTlJrViXLd/FM68AKzi+6NKTPigPTQCqDbml8H6xKDoiBfq+oLT8UT5Z9EWOJ6mAbQ77mwgDCwvvmn0APy6KpEixD0AmGcqhtzmzAUoXTBjMZEjMk+6UDSwkxhaVK7JtgOu1DnHYBD5s69o8LeYEHvXHXlS6cX9JWPewgqYBCKGBXlggmN/IRQUZryjN/D7zFlgaUp/pJOYL5cAXtF2TYXrdnN1TLFisLkddwq0ltowgtGbxkAcubqnzgA5ozIZEptyBiiTuJLgFoSYicxEtKY0U/a2S2RCrCJrQL+GChznOVo+tSbLD9+AQC45k6zdfENowLWBSoZBOSDIYrxBpBP2MDCO55CxOaCH6JobBFcyhkzjiXhVUp8pM0Br42Wx2omINzpLS5uay5OWQZaPjnP7f58Idzg0pr3va2ts02m3jzzfVch4k4fTmOEkew4K076qiln/1s5HvKumFLR+lzG6sbOxL5vkE1CQVm1nVYdmEdfXV0JULnGIesxRa1EEbXRINNJKpMpBUwSpm+Iafaim51VOTYxQov700xULwD6pUglCHH1EplCw16RU9cFIODWo8pwiESQAZXGi8J8CHu2vzEPg6R29ozWXEYYRz7J8ab/Q8GYovilOHvS1YaMSS+PG+pKAHuOVYrJ2KL8+DkGa2W4aboT4q9AHMGM+i9M7yZ5yHT46CNx2EDKwzroCxc+QeLwdySaaFvpyXRNkPkjDC1slptQvjqprZyufgpJ0lCbkAbXkYPy/tI28mtkNEwPmscANQZgEnKktkNbVtObA/LTnwMgQS4FBR1eHZjzXZTWmY3/C9n8hBcOodLUEQtwjRYB8VVzpTUTmAXSg5mAhVFsxyqKVvAOQos9cqi8zawmwiGwOMOMRz0ZEAl1HcvigNO7ygdLmnhsKBzhLlwiEUSkk2hR+yAn8JGZY8Jmnq/RzGgEhsDZ5xthkktWxAq0fb2Rx0l3/dzX/nKxle/2qa69XvfO+Huu7OdBN1lZU9ce63s0TMvumji739f1ZvtKfXg5Xrw/vsH6rb+rrtkHOiYPfvZiy7qnhR4WTkeVt6m9vK1rRW4lnzYlWUJ8xJ/dsBPoJJvQnZvWC5RmxcewoWXYLemc0p1l4xNQ6PUemco6zwjAH6hDK2MQ4yLpiiNgfjEXnHIpqZ9T5OpN4dRCmYCrTTjX+MdBpuS1p0QK2Coxa5ua41Ao2G18lZnti1ZRECriCaoHOfQaD4NUIZj6Gz534R0AJ4LG1LaEyF/9ioG7Oj4PnhJlPsIaglVRMJG71pwbYfgJkBKClk+cYH3Un7kP/4h7sE92rMpbNYZ5iWM4xgwFfYRkLCVHEdCOphE6aouf8ua2hMFGcDTrSa2FVWzzederKJ4DiI/LPU0W2oMGz8vEKZmsPsiPCh3A9wIlcArePvb3463mpUqwogj5EKdQSYbhFc+CnZlYSX9QoKIOCRrrpL9Bl0aEyh9++/pQaQVcxRqjoIsQBzwRE0fSqjkWiH0iUcmIqU3Obz6W2+d2ztaNqFlZ5/NwrTzfvvlYEnpTikVlzQmpfZj5YOl2geITp973HF199yj/dIzz1x7zDH5TMrkubIJiJVo6Uisv8xF/on67dViPdLGcsZoFMqeJOoPdJdt3tC29RAa/yUn5OdiTSkUTuorNMQm/rK+eU3TWrIh/elPf/KmhUTJzJPDErfFiQ6xsRWH+APbM8lAe1745IC9YpImMO5SiQoyScZeJxZlZHxk/yjezMy3L2iOPxcksqqkLrgQufACntDoS/nzUKm13GYGQIQ0+jUV3UkDzDPrq4XIJnxw5QmcMXpBBrrxY2trN7RVWGGsJ+5l7M2x3O5ofWs5RppwGZZ7hV/4y/rGrJknje1lnAPwdNIuZ8W2bgdU1NGdyEeDIAFSC3zzF6qeWtNRWzlyzXgWVSHMMgaLIKZzJnmN2A4M5NJKq2NmyfUrOMFDBVFZ5VAMB5IzDTb17eZlk1/DMs4nTknmBBj03S8WVELUwKVlMbvppptYrtyGu3Ib3BNsS5gBbE7hrth1aOeqN6TepPU9FL51GCIUOaiPMOJcFDHOM4LnwbXJlgDMGcDrXve6LHwTHR2z1aZ47jk1bmU82vGAA6oaGyNevW+zzJ67nrKyB//9b3Ribr4tzzijp7z8qcsua5s/Xz+zvvrV6Vdd5fk/deWVzRhaRTtYa2X0DsYk7xyoxJ7kw7MbE9UJqLk7TGkZgpSVYs7BAhadoiZxNjNFSnpLo4tTylOj6hcq8XAzWaH3ZlthN/rVma+WLVvmHQmBF7ZknGLXFbURaq5RvLw+mOCDrgXRLzrGWhKdwsACA5NO1XxuEFrCooPpmfGSIbQehNkryxRTugsFrO/Z0YmF31qyxR+EixoMkpPwW15mrxw2oeSxPni6VBd1rLGhQz0QDxx+8iHxPuagq+Vzk0U4l0vuyXU1CgwcMGfT0Fipi3ATBeuS1XDRupq1rZV1lV3wMfVVTU9wZ8uJCTo8+YBH4v8hJA6BhN1REc+UiwdGKb9tXUW3qlaKLhSPPFqwe+7tiDuMMYmjSTQMZk7aquWVkb8DkEIG9U5xT2EXCJ5g8ki167ODhHfZrgGBYE1YGOEhZQNAK74saozPYn2iq7jFgkrB+8CJCBhCguw3YnDAN2xcOV3QmIw4iFj0rEBiOnqqxLFW8ZlSvykUVBLBS75wklWMxMEmFZ1sdSx4gB1TPFcof2fE1DVVzzyzw+tfn+0yZZ3rmDSpasOGcIP9mpSeXzf9r6ysa+LEsqYm6Z60FNnXttNOz1xySefUqQ233dYxY4Z/FnayRu9teWPlU+troCilGafUJriZwd7rA/sTHdEKXigDLyXAlh8Ad/EOr5/3h000OT8HvRaohGbeNzKAVmDC4z9xhEtnOmRGnVC0DtrzbrNhMJKBa9H9PoPe75hsYKWivCX1tzzvEdwJMQeMlKldUf/YrmTnsv6EonumtP1A/Ka8CZy5IcTSdGKakkDLl14oOyLrQk1lt0KNUBHTQqHeqTxvs7CnQwOPrk1ULjtwi41jAPnlLBzM0cWbqlY1VQI3205uVY0qPG7fK4KuFK5/+YkrraqsW3EFJDZIaFJ112iZFTZZ6gQoEwKHUw/GHhQLceg0vYEIDCHhGcUDrqABhoh1bG5aLj+dFQ8p0zc+oy65CpMN97rtXiCw2B3NgDDe8CyMI71DLBZUovoDeoBREARFSs1aK3iASlSoZFiQzY/TUaK2tDWlSFYlV9GzjClSVuJyhh3ReAT3ErodhcsTSo2yaE7/wQ9mXXRRBrPQ2pqa+tLSqt46YvI7lSqgiyNMoVy8uITHZPVqfJaOioryD39YsvCSn/2sbO1aDdOsov0CKdamrgkTFn/uc42HHprzO5nnibTANS2VNF0v9pSarm0nt1Bx1rdUKJCSqBXeC5ICWkJBSM0Mntt1qRr8YtIC5XZ6lLNMDC8qRZ87PPqLxKtiSlMJUi9BrQkvPAjuNaYJsO4UKlA8yr3Yca0phUoUHuWKo7oNfQmiVQmk711Az3617Eq1EGZFiHLY0FrO59WvT8Ry7HHDx30RakhKwmfKaYtGyvcHMFFtab169rxo1fCTSMzkCsmsy5PCbzKGbS0Wk7uWTgAEt57UOrM+UVB8HB6cZXjuCGrksHlDe7+ZtVmbwqoLJE3trdQ5Qg4zGYKx7iUPkMjEDglTHN4FK5KIB6+SGY48oD0Qk7py+knUjm+snP2yLLwdmJewjtUV3AmWJJlZAAxhGZBWYHAyIMEbCxcutOSm+sG9faxQaV9GFGCxoBKPA7apXSSMA9+K1YsxKaIDLnX0EYcY8YYzN/MsbcaosgxdrOXCWDxg3kP2J0/d4O+9914sq9qOjrmHHVbT3Jywew6cJqBn/vzShx6KOrDly0u+8hU1RfHee+bObWlr++c557z6a18L4KnfN0Jp8oe454bkCBV2HZxx61uVkysXECdcufcora/s5BSQibMXHvmbsAYnPvQ67GbUd7AG5zlMLlrOU/o3vxIjZT75HfodibcIW9w9sBJl5atiK2ZC4C6BsFFe9CCIwbZqFUhynmgCdJ0f//jHGQjjecpnnJ8uPtHy4oX1HMWUWCvTYtAyy0fQorc+rWyt1UDQiQzvXKgWXKs8ViUan0B9+gC1HoPE1p6szuHRSx4hQwS0jUuRrEqZdmkru4BKMwRLodjc/9EyKxatq2Yy2WfzxtHLuMpN1NZVNV4sp1ih2FrI+5JzYluPIlhsWRakZaNkOGfLQWuxOLPiQCQUANs3+OKvA9ABcdhQWFK8XM7ycnFV+8k7G4wjzEIoOuLT+9qcQCubr5boqskCkegHPN3eJj703B5BxLMi4pCsad187WxFSVq3mlMUKSYlAmLI8U8WZkOksZHssNC6BxKQGBYbmy3ZzsdpSI9kMN9ll118AJVkHQRgt3vd62qffXZwEZ96qpqWgzcbqEVPT/u557Z+5zv/7ew8YMOGUCsuFTZ1NjQ8IutmzkdPz6Q//rGnomLjK1/ZTym6F7pt6Sx9MkG6BHaeB2ysRqy+sqHMqm+Hhxo7yta1qAxTgrfEehSdOUGVdESvSWS28D2bVD5wMGUFaAYVUsiFzRHOtDAorTutN0sAbI0khFfIVGDLpBip1JHaDPK2jzI22MUHHUzcICsJAB98nfRFE8OJ0qLwc6noF70Tj8yKxNKDji1ul8rL6vzXv/7VOh6Y/qYHJ52kXAe99LDnNlIL0IYSr0CgDYUD68gUohbzqWXweAJz4LiZjMSZW6Hc6Pc1KlpSuh5aXTe5unObya1WDyG3owgo5CxhZCPELDipuaNciLEVVcYHOGkUOR/BFAmNqAQIM96RbGPJIQSOJgCLVgNjUSPhJEdaP95N7zV3G14EFnZqDXtsbit2cFUXdjvo+1iLBZWYv7i38I3cm5vkZUNTp5wZAWAkmPaKK66wDMluTNse+mQBEed3oM0zJFL+uu+884STT/7Y5ZfDTAsWLuzXzJOwnOyyS+lFF5XYJlmJJEcohIUU3H7uvvue+d73FstQMHPma//2t12eeGJFff2pO+987qWX5jxFtv7gByfccoshr37HO5Z/6lP9yoTx/65lE2AjcTeJ2LeeElRBrvG0tSzkcs/qXq0UTM10dFlhEA8jPhHNvDniJTNo7dG7SmvpcdvAhJ5SWXLYwwAmpWGZlwZiB4tKtftKH59UiXIeanxiUgLEbnmRi4Ra6QlaUuijPjPgiy6m20SUFQTDEW9eeUZADO1IzBq+kfeLWsynRn2ymrE89ZRWspv2TSEGJ/G3hqwTfQ9js9pa7iyM4DLoDFSlhbNEHOoYa4a6rs5Syk310LgmVif0LjR2xOTRQkmO+FyoiE+srV3dAhSIa+tS28CKmtXiGfFCxWsGuzAIQSq2ePSDIoUk01goKiwULsdGxcLCsJJ6UxRmSIvHDVQqNr2hWFDJ/cg9g/PBdWXBopAlCbkhBSWDTTIFpVUpw0ONOMTiTQsDXnnaaZv1+sIWn3/+kwcffMihhw7kI+5csKDigQeKN5hkzxADP5TlW56h3C638957l/XaPFvnzn3id7/rt5NNbWX3rWzYbaZScVmgmUHHg/rNi4HIaSncYkJbtmGrTL6MlG4fyOafRiwTHk+PL8gb67XE62dYslMOeiPZNlA3g+1BOtbY85Kt6AZqb4XhOaXdasD16QMmhGRXcsrRd7n+s71QUJBCDlLQGXgCa6AocWr8AqYHOmO/fbJL0XFD9ri0w9vqXPZp0I17zjajZ0ojdTzb4Y3J9nQtLBwh7gLjZQDijdrYXuGbQD2oKU8klNqsvr0gBSuHS4DUzo3t5Suaqja2JmLWtp3SKuXv6EJIQXS8Q5ijHEf29L5uskKJl+riKpZ6bpyBoqzoMDYCZFBOPW64Ql26334i4pCsHXAFHHTEIRbwiqlwBKRNxO595zsLm5qYTpbPnv2JyZOvfOqpitbn88GnE4nOOksG6GIMpm+fVlsZJjAelAHOKl8LbxrfwRaf/OTk6683/iXnnbf+TW/qd8wCLkTw7j9nU3Q3WZR7p0ciPKE6ie/ILdGwhIFc1zZFWgWSvuwPwIdMYgQCPkYnZfc7WvDLdsiJE+Vesm2Dk0gHQoDL9sS4fb8SYEYCkeX7SPvV98zYfb+PKEZeePZFlm+56eAbtkCYyfJNhRV3k1ZzUJ9oGSgULFL9gmB6oxmLeQqE/ec//wlTS7gyC1PE8YzDZoE+T6GyXq1tUeS1bPspLbNGfHbpfp8UI/p/VjT4CT1/am0HS1JtbyrR0XUw81BFOMuwM+khOTs0Br1rJHHuNgu7d5Dak7m9V9UKwOY0aLf5NIiIQ8YXVKJQ0gIlp7H24aB8aqutDrzzzvqHHw6CpnL2nHRS2SWXJD6XlXEI+fA/I9Nvfyvlcz6PJKtzsVkhOeu4rHcRa41J0/Lw6jo0o+m17dVsm1Onlk2djFcoU5mANR4xGeEwBhJe87KS5zZUr26pOHCLTQX0oAvfeHZjFerVlNrOAsa4ygaJpGJPQsAXSppbrdMgfDwV21gayTer5zJQY1PrbW97G21JTopsXfsFGcDY68RCKWREetJUjMKxBUnLkhAx60eaWDj1xBjbD8IyjZMhJAd6prkKOeacZawK+b0QpITtwOtmCyI/gmO/Emb3YqfMXMFp7D2aAt4Rs5M0laxNqN8F7HbIulII4ekNNROrOpUnH42WJEqCHBZsPF4BZL6C2O8zCB9px0strU9mNGY5xVNEAKUks3IV9WnGUOlF4rXdSp1+/W9+86kbb9xl06YOFKW5c5Mg6X9Nr7ii5PDDS5YsKUHRPfPMxPci3VauLDn77JKTTy7qA+vbuelC3xWqIytXlEtbdJY3VT69vqY3cdnzBzYSQgA1zlcynglzCzlefS9/rrIJUXqO2MYAGKKLR0F46KGHEP0QhuQ04p1km42+XxIm/4hQbcTb6DSXiDcemjE8yKYvuIFXGrEpBkxZSa/f+Q/HsK16XiHlI16RekqHHnoo2hB2UQ66L6gkgJc3TW+0JpiJ4sS8hIgqFpozjlMAvZTua57wuPlV4QUK90DGXe8mwjgmU543Oz5Pp7xh9izbVEWX23N202gUwn9X1lERF8xoTs3WyyVHR7XkImuOZPzE9WxFVQfMtB+CDG0hhIJekRYZ0/e504WotRQVoIoBuKgTI4ZKCfF2/etfXe97X9vy5f8uL18+b95bb789NdwsuNj+52hDFL3jjpLBrIJFfWxpnXPZQvoh11bEACtvqToJ2NngkZy/gEsqU9uX3mFXqauQ5nUob6Vg16LrMwBQg3jTACavE2sTz7poCxuqbTXNUeL95EO57LLL5Lq09WbIkV+QIWJZ8cJQhkICWWCO0zCHTb0ggxmNnXhYHNCYQ3xhuJ+SGME3MsoG6AnfWNrUQGD+yeFROj042vC78Yo8GtHIIvzFo7BWiq1zdXZBbl+5RXDmggAHenwGyY4olwGD4mgU9fCOWZ7bJ9bV0tmm1AiRaxuNpe5WNVc8uqZux6nNaSmj3BobPybW3CltBTTbF/B5eYkoDFQCWCQfO31WQ+IqoYdwWGe2Xdn1kKGlrCseXyp12OMPKnV2lkgFiewpkW4nEmHp/W9/+7yf/rR64If5PEiSrBK/hJVv7tysHvzQNEZBlYic34GbIGeidz9D7eiYcOutcoK37rzz0NxIwa/CQsuca28TSOglZABggRM6AVaGa7ET2GK9ctK102OwnaITv/IZLXAmTbxwWfENdlkEJpvuQMl48rnQGDsXJJLiCGrBmfCZ6Li3oBYYFwNMRrdkgCFmt2Zy1gHK2VrvzBklbnCxZX8wPeSAQe5GxDY3hMUdffTRHp+gG6amQIzzTzZp7ApWQ0u8UBVmLV9azVm5fCN/hBLdY+xZDMHtPLOhWj1dwR/4PaM069K/l9Uz1e88vSXVdIS0zisnU4C0c7NHJAGLa1tmRJYke0qUKmmFmgyQGZuuVy/zOmy5FgotuY/3sVCXztDPOINKTz1VsnBhAiqlHJmrsCUaHnZYiXoa0jH3Kqwj5ZDa++1vl+5w42c/q0SqRZnVxK4vkx72UqHsE3POOGPKdde55We+9a1NRYgIC8LkkmPEEjorFK6jS6Im5R1Ki1fAQaQSy63w8nB1PnjLgaxIsrsO18NlxlCryEjsx9HLEg3XaIfruqTEuyqjujXUIwtEIoEX3FvMh8AuT0HVHXfs3929y4UX9syY4VfB+aTKmM+GlxUCBqy5zMwTb1Yos6AOsRwEspxIv8QcyLUHlnnRvHTSQEBv4u/wBYPXQPYvCNhZ2kByecYZDJfAR8J1WbhVT2KAMRiVdPEBRrKvql+J8b5hOyyc0cRyn+A/NFY2dZRzJrZ2JTaUOQ3tk2oKGV9cqKeGAkvZMI35ndmWkO28CxIE+FIOJC7vZFYUXyKJ8poVysDDr+09Si37nXpTDL00zAkTJvClMPEOTc2ocQOVnnyyhPU7q9zW1dVqoJTMmVNy770qyhRq/hWsny99CU3K3F1eXv7J3Xf/9/Ll37n6aikuhAxYytknpMvL/1o7vfSllWvXsr2tOfbY5aedln+H/fYgJYFcvVTGabUdgmmlEugtcdBWU5wgEf4aQdrJ99AGbJdFNKHHFOkGI3ZrYxbTx2Lh2RWbOBlxSCOnmakuggwiCeVikgNjTAJrxLuxG/UsX1661ValnZ0Pbr11zx/+kGzDfYBwDetkvp2uL3+57KKLGvfY446Pf9yiL+8RthNrn7NClktIiOtWP3y7dG4sJQsoDy8+nI3EP1NrdvrJ1ILnsjVojRyZj5yRIPqIxn12Y416sVaGkTOwKCNRA+fB1XWhdhvmAxpoTUVXhaJPZSUSvs9NJN6M0s2wtQlVfTiggRKR+Tig5jalxfvIUGrOI/Ohe3OCS8ZdkFFKq0H5ef/739+3N7jNOsnKC64N5SI5JqASoP63vyUwTRpr0pfqhOBm/uc/2T0/2GirrUqmTi1Zt65k4sRE1bYRePzoRyXHHhviTQOVqm2ffWruvNPqrPoKmgWMH0oJ5nNMv/zyWV//eldd3VNXXtlaNFLqsk189oka2tIHyK0ijLa5s2x2fXsowVvwgw2AquTdTm5s/DiiypkrBg1MLfhgUjvkJcTQVxlDSieDGcqFoKj3VajOhXnqit00tUP6Luzi8QnI+Pk3vvGL226r6Ol5ZLvtOn/zm2Qzaz15DkRr4DiTMvd3v/nNV3uxsrfp0le84orGRjxWRwYDrQQzajj0m0ipULcc95MqgafWVy/ZVMW2BDCNcHiR9uCkPBBKbHFDUbdWS93lc31ll3x1o6LmHacYT7R4cNXEg3UW5YPC6WVE/UT6RhmkTtBbCqIYUD9EtOk2TYyhHArvtsibIX41Rj9UgpNe8YqSG29MCA6s6ego+fznS6RYuPLKkqykKQ3o6adbhkcmFamfaeHGL75YqMCLkmFimPYu90yU0regDPtc8+CDm33zm6077rjiYx/LAfaVK+tbV8e9V7ypqXbK8saqru7Slo5S9Ma6qm6Uc4alrSa2FyNRL8YSnwhqF9Ju8qaYlCCVtG24eLecoWfLAY+SfT1O6p0mJYjHSs0FlgpfQkkAprgjjjiCV26zJ56ouvvuDoUBXmwJVoAPkYhmzJqINJr0iOFcYxER9aGHHPJ+ZMTe3B9PX3ZZ04vr0gzLTIgv2menLFFVZvGmat6rHaa2yso2ikRkTYPzBBcHzba8NEFUl1Vu1PkTkzKnYbInKf8sGkZknLBT1qCCVOeEzF71qlddcMEFyeBlIIwz3YsvCIYzPasKj7lPEqvBz36WqG1/0EEbn3tu0vbb45JnTgs+AuyDcuD+6U8lq1cnbvummxIwSAYjlcAZMQNOcmzcWNLSUqLymlJQ990XVUDwBNixYkXixBFJ2e7/RrxhL3lJKk7y+nVec01oLBoOMMd6U09m889+tuGWW2ZccYW/UWWS0q5r+vSi4iSXYkaaO7lN+tqdprVSs2hg6kDJOCc8JJRMKeyBQcK0K8WZVz3ZM9c4a1xhL5Rbb5YDOXsSxYfjI0UCECQCECp3EifJ9SKOgVMMwCUu3meEMy9FB4Whj8dcOkqaqJVXqjpYOdmxaiQWd+TrA17ykqe/9a2W3XajUcQ4aWROPWveVpPa95rdOLGq69E1tc0dI2BjiiAp3sMVTRX46U3tZYxJ6kNJRImlPqN+FOMk903fsGxaRUMGAeH6tJEI8hi8CcOVntl6Q1Pvfsixgsopi9IQ4SQX5lCidCErY+Nsv/3g41YkPkqj4rYBkl796sQKyDRy6KEJo9GRRzKe9HNR7xMLofxGKTaDFzWbMKFEGQSbcPjv+98v7siL1/veeyf45mEy9ToOnj3ggPBPq789QHSA2da62WYJPaa0tHMEMq5ShEPbqqromd3QrnIkwqM5J0tvkVZD1gW7piznPN/eQ5su/3exa1NHmQh28R/96EdcQqkwLsqJY74N+jbCBAMSGrVZjX4k3g1sEpXGU8njLE4tQ+IiLXnK6A/aJPNEcCKIgUhSIpoOPnjRj3+8uj+GxJgX7yi6werynp2mtUAbiuwySI/YkUuY+dyGqsUbK5/eUL2qqQpgUlwZQtqil5yeWmh5xN5C5oFZOVGXQi5WhyUrega7QW9Ztg6hyqEZhCQyQxSeaxUqYmnQASQsL9kfIyBbN/daGLeodfkeMxyveU3JH/+Y+B2VW3W5pAbJYnTzzSVi/sfY0dhYooKbwnPz5pW8+92pRWvNXRPu1BNOWPDf/7Ztu23zHnsMdOvVTz455Ve/atx//8ZDDhl28WA+sicpZdDRnUjOplJvkZKOqB/E6qbim21YKjM5vofr3jnCRW/xmTIyWw7YtMWACHQfrvGMwOuKDUZTkDhbBkj5HnnckKmBnrB0CnOTsJsYJazC0juOvbm/g1QlW5JNA2Yiar483jdR/SPwfuMhZZaAYPsHVtUx0syf3iLp/wgU19JNlQJ71T8wNnSCqTWd6hMUaSkbltuXLYznmr4RakvT8RiW+uVi5zA8zCeOcnQoqdFQSC3OIcHs0B2CumpqkpeDmwTcDuqAGxlQafr0kt13T+RDAgiefbZ/kbEkoXInidjNzUoPsLEMnXxH0pXsuIqzYuFQx8XGZ8DjO77qVZXLloFZj11/fcdA1rghvLWER7SpUqk4XKXihcK5IVYcFl38d9W4CkJIzFZIt9xyC2KZtQCHBhqwQAABHEk4yuLMs+1tPLQP5WzT7rSpqQlPnwtVGL9V26oaSPH4Z7ioqA8ertxLyhWLLmRK5DJQZRkfItQqL2tsxOcTkrTi5JMzu5u3XrgQa2/R/Pltv/jFeJD2SL5HiUUeWVPHeKOcwMTqzobKkZUvV5oD/CRgjgzZwEZpLt8ME0C5XCEy9BM0QSXApayDbK6//vqssnJk6J9qhK5EY5QDb3hiXFLWmdEDlcrKJj766P/8hWglgoGZyNiN/vrXkt//PgGPLrggOyr3SF4G8h6bHQUHVhw1h4WNxO5CA7A3IG30zfKy4ytfWYmtpfzZH//YscUWeV+8AB0wrS/eWG2Z2WJisbIGFGCU/XUx4Ze/nP7d767Zcss/c48qrFdaKvJcDhJH0liNTSzZNDokkqBAdw5TFo4bb7wRqGX5kCET86ZIwxt73d5///2hhC24SZJQpuo0ZB7m/Ny5cxmfkJnInz1JGB2fXRrYmnnJJTOkpS0pWXHKKavf976BRDT78MOnLl0aaLkP/ve/AzWrWLWq/q67Nh10ULdAk/gopgRC1qWVTZWhTBNEUlvZXVXWLfMIPz7edGoRgmIOZNz17YXy0qEQ2WiYf0IFaC+XnBo516hOEyJehHWyULmacnlC99xTguXSS5gdPVDpnnsmDuw/ykUK4+AcXCURClJf2C14kanXsorx+LKRHnTQQam7RfWjj0795S854Np23HHaVVdteslLGkeAV6Kpl989ulL0rl29+qCXvcyy7b+/HnLIL+fPl1sS9Rg89eY7wryjeNm5pcHlIaUweTRYOHL5K5ShAga7CKIxXGsZGhZb1yh6OSzZtFu0BpPcVGeZg4fe+IY3tCxe/Fxz87z58818CoNMSIJoPAsMJ4lh0m5w6s9+trnI2ZKSxeefvx4JcoBj3sKFiczcg0GlHV/96qolSxr32+/pyy8fRZIcvUO1l4ksa2wv4/ASDsKW0/u3rKKse/OGdvSg0ZVZYFQ8COGoXN5S4aN5WKlCwURfylr35z//eTjxTWHFx9myeHHJ3/++8emnJ33nO6PBATdYkF5h5TM2erOLYOFgwOAsy/7OTMofwUZK82Y1Bf+xm5OAaeY3vzn9qqu6GhoqV6+Gop/86U9bWeziI7IElLK3Rvz5hhvu6M10CiqtOeGEh9/9bnImbRVLQCLkREYjxg/IKYmBrDWqqbzmNa+xhTNo2++loJXqkG+IC1WOf7XDhMhGHsi4a8i/xkRHXM8b7QQPqmb917/+parqywcdtOtuu6lS4ldhoQq39e8d6O6eSD8uL9/08pensv3SRFn52GM7vvnNASo9NLBVad5LX1qxdm3zwoWLfvKTcfcwRswNC6Rd2lglNXZ5Wc+8aS2TR2RG7BEjrawHIgUrxe/0008Xg2KN+u53v4tEyHwLPImfkI1l6PjXWY89lxNGf16lXO563J2zadMm8UGMFnIWqx7K2mRLPramZv4jj+w8b96k8vL6O+4o6+hIJYAsO+20NX24saUdHbO+9KWaxx5b+eEPj8CAatb4Nc0VCvupQMnwjkopGe4QpC1hJeZE4+VENAaY5v/hD+9auvTZhoazDzhgU0uLrAS2cHmS1AKTSJ3dCB0yOQWBV9kRnXVaSjJ0axAriA6Fa0kjjn/j10IxAMbq7Ec7gyzJbfXdd58sxLX3uOGKKxZ3dsKgeUpPJCaLBbuFbPJV5d0y+syo66iv7H92VT/xxISbbtrw2td2zJ49VqU9Wu4rVNv1sATNjZYxj4pxymXPZUEDt6bhXPsnBY9CSGlx4MiOsQJNMVQaFdMy+0EySd9wA1JriUzzL5DcoX4UuS3+9KePPvHEmrq6LV6ohZdaBa9lhx1qH3/c9RZ/+tPrjz46kdJT2P4LPUz+3e+2OOusRAKnadMe/cc/Ig5LRBsmAXqjD2jaEIzPPGsFpBG43XUtFRvay6mSCWzk36WyWfZsVt9RPG1ys699bdKf/7zy8MNF0PH+CKoCcZju0IwCCdE/5f5nNJK4ITjgeILs2clt209KAeAgMzUNpIRxGAn7gresRBEFPj6bMZ2KwVFgZKs5c474yle2WLLk/okTH7/88p1yyjIfEnqpsbO+tUKEwab2hOcNFQb9xYfezMtl4Z8qoSrpBaaH5MuTq7uGAJ2Pz0cc/a5LW1tLGdXr6h5dUyOWdu/ZjEtFSNEWfUBjqyUtTpwpfZsZCY9bAThMQaRY4InGohZCMq5izNx3DJXGzKN88Y1cdlnJCSckvpKC/MUx8B2zZgUGd9/DWtKy+ea1K1eqovXUD37QXVU19wMf6Jw4cdHPftYp/LCkZMI//rG1ECEgoL7+kdtuS7oqFHGTQpfmLWrXkkTtnlDVBRJRxKXh3tAWCB4vOuAYBQpkUYKZ8tlaOrtLGnvVfX8TGbXKe8pfMI4JJ3aVmvIeX06v6ygsX6H+ttu2CRIuKXnHvHlle+4JyoRwquTxuc99Thgtg1AykU+aEBSeRFfCTMK17/eJWHdQbfBvJDWQCXd4wkBGySsiQ50kSXJlzZs3r7ynB1uoXYBCNlWJau67Txzchte8Zv2b32zy3L2sIRQNgodg7lSOMGAk6Rd0vq61Ai0GSBIEjloHP6nPo2VbZ5lZt82k1gLqA6PkOQz/MOtvvXUbide7upp23/3+0z/3QN1OkyckygB4ZJxxFgSI1oJQNyQm5+EXR6FHADSoOC4AhYGcgifLCVIHlpKAtWQN8kJfc/j7i6HS8D+DoozgIx8pEdFDNX7lKxNZzlOO7lNOKZXUuHcT6BctPfaHP5QKPdh225nf/vbM735Xm2e++c1NgeXd07Ngt92kjvBRwuPqXtLGb/7x+MrmqtqKLvCosaNcfRK6eLJ7OwdmJWq2RUou/47u0k5FS8p7KOtLN1Ux/tRVdMmMIm4lWznYrta3ltur8DedC58lRtVZZkgNvZ4Rw3Q5g6ks7ZnZYKsrWPKVurvu2uZ97yt7IZX4j044YQ8pT/scdm61r+WSHshiJGpd3suQ67ZXugnBhhqrmJK8clYfnGU1zpidLr/88rjcWIZJgjPByyxbkkKeMKus3FlV9Ctrbp6/337hpXjyRz/asHAPuSo2u/+OWX+/obyzfe3b3169bFnrTjt1DEwa8/Q2tpcrXtHUXk4B8C7Mm9asckW2EzvP9phbjJfjuSrOtm9/e+2DDybXt5bZc371vT+X1tVQ5CwaoK3Fh53bijG5uhOuhZwoWsLo1AzIYSHK83mNrtNZjOAk3G3cyrCs8XqzME2YMAG1w4exqs7FUGl0TdTIo5VY4Q1vSDjgfv7zkoMPTjtt0YknbnvppQP1Zbtunjv3mauvLm9snHPWWV1Tpy7+3Od6XkjGNftzn5ty7bWtW29d98QToQdlvv912yPU7qRxiKMtYCbxuhni1wSqrG2peHZjNaSz5+zGrJKzSX27eGNVS2eiUEBdZbcV0AdozBbV3FFeVSFgOIE7jAGAouKrhCDpQKFU/O2OOKJ20aIEuOmVwEBx4wpM/vGPf1SOm1eOYygpcGBImgAMJIsLuxHHHJAUcJKFRjJMeRHFwalL46eFCxciBFiDpKwdY+7/yLM5u4aoY5hhTHrWdOz4iCeXr1kz79BDw/668gMfWHPssYyv2x19dPgmOKn9febCCzf/8pcrWF4lbdp33/ZttlEIpW9SABame5c3LJzZNDTZEa3jknDiaZlymCI4c3JPRLzxfpuZorjwqLs8KZheJqe9MEMy9HyuFfFc9mMYlPJD40IKYLT2IaGTlSbSF3nxqyued7HNOeecKb3FkpPUgme/+MWNr3998kIWKKAWYKJoWS7C9zIzzZ/WEvvpMjwO2gidTaJ8QaZJ9Y8bTnoOBeDYlqSnUb9yjBG6g0BiqBTxPR1TzZrXrq2cNi1RHjrlSGUs+bp92rRFV1/dOUA6yspHH93xhV0EVLrjzoen5lq6Ul2ke1fU0+f446JL2Va0orGy13nXgyniA5sW7RA2oiBuak+ECsNewBMcZnmVrQ6iUnQpsbz6vjRBmRoIOZVt3Dj1mmu6JkxY98Y3+jzpL39pOuCAijVrhDVtVA+oomKL006b3GurY7xaevbZ69/61n5HboORCtzWhdYt/Iqpw1qjpKvIdru4dAD9UpRWrlzJOsKUbT2SnRL/BpyyAImkiy6fuCVll/DJWQbhiNLY/P/+b4okbb2oqHnBgpUnn7zNBz846Lkr3/velepzv/gwA+9b0bDbZo0Tqp43l07805+66urUTunbYWkvSjNRGxcufObFQXOCkxFmIWY+XKq8TB/J05NWNDQ4Ewy8ZsUEps2TPffcM5nBa9DxpzUAj6RFRbwTLcgvzPl766236g0lBfzqm5It2/5zaE8RCr5OkCipULEaB8O4b6hJGGPbTGp7Xlvr6tr87LMnX38963hAus9+6UsbX/e6fi+tT0sQjc76kA8TIIf7GnWn4FyCzlawVDCktgl6wOOPP77lllsyhEsONyYNSzFUGnXTtQADxiYurUxPHrtx//0n3H572CfCATw9/Y1v1D3++Po3vhHDKe3CcxYulOjd+t5VXvH3S38za9/cU0vfv7IO1uGGy+reeqnbCS9bQqcs70k1SiGaWFvdCfWRSYmJq6K0G3QKp/Rqoon2AuWgK3p/2hK59YknNmBiveBfC+aEIJa1Rx219LOf9dPs88/Hhln82c92ZcwFr8LrN77xDQJnuLbNSBXNwoQFydMvaI5zTY6rzEoYf4rTkxU8shLROG/MPgctXXjhhZMnT44iivl7712umkHv4+6aMuWRf/xj3oEHVrwQ/TBQD8077bTol79M+5UbTmrE/edsDAy5zT/96anXXqvb5aecsqaXni8moObRR5d85jNly5btcNxxSdvVU5de2vxCJUfPHZ6mr3PjCoQUQSkhslmkNotQo1/96ldQNSIte4/NSe4JxPZrr702UTM4p4M1DkaX0xy+NFFDDs/nl4KeHhkrTFcZwnLqO6+TKEXr28rhIdXfaEQJV3svPErkwu4qVTmEFZl7HdZJu0zDP/85+4tfbJ0/f/EXv9ij4ml85CEBGJqx1gQz31K7sbIhBkgWANaboiZhbFXKQ8x5nBoRzeVxhXF3KmtHO020t3Z9Ehi1z5r12J//LLvSDJTwF74PEKFlxx2f/NWv0sQ0j6GFg6/3QAJqnzz56V//uquX/Z3toeb2ssbK/TZvLIhWB+HYqDDKwzCspwCTrAEJmAQeVSTuuhdgJVhN7m6z+vYptS+iMe34ildUrViRZmYL/+yurn7o7rsHvUERIkqU2Ooc9DDlXSnlxK54mbLYQuTsSapw2Ajl7B+TK8ugIhqaBhJ7Msil0e37vXTZypXzDzssCVnk2n72O9+Zd9BB5Rs2pL4mwccTJkNo3D5z5mN/+1tanwId7ltZP7OuY2Z9h919pzcdqcyi9psOPPCZ731v0u9/v+WZZzqFI7usqalKLfAXjv9+7mv/PeCIilJRoj3XXnbeIQfuI0VNUNNvv/12ZsgZM2aALExlgrRVk5Ao2V7FkwtFAU9wYQ5e2mC7cpWdd96ZeyW5F5rD//73v/n1XFR9JNvh0CdE9aoqN7uprZw3XwGT0ZWQdmgmebGvYuEy01jHmS1VF0i7HJ+vNDTyBeBc8tuOSZOSW46IQ3o1o/gYGxJQbPiUU66eO9eun8rsLlclprR05Uc/+uA99zRhJ/TebDColKuj1+cQi5v8zkJeu379vJe9LDcJMfcIHYJl8j8srM9urOKe44mDioAkmijX3g7TWiXtVfEAyanXMZfQSv3HvLSquZIFPvXSKz/ykZ6Kip7KF7kon99EXyijPdBQeUlwjM477zxpAt7whjcwVvNlKDDHkS/YzU7DXi1lAwYS7pEKADFOyv+hD9QDv5UAZlyxKJdg9Um+Dj403Hxzzb33BpyUepikF+65Z2tT04377++z/27Ybru+/U+o7t5+Squp9cCqeqSl/374U101tZ0NExZ97BPmpFyXz59SXr7h4IOTE98bdcfeR2HkrNvYvPjZZ+bMmv6Rj3wkufeARD5bspl/nM7wAzApJspFC+hIxK9gVr84SYU7hVb8nfbjH2/14Q+7tdQBy+zFjORgM2ABDTjJ7kh6tkaUL14VKE262qHHSYklqLQE4qyr6vI6xzgpykwubBtWbasZq7YQk744KaAoXlq+WvNkrOKk6CIdAeVy42zd0R9X5pZbb93z3HOe6KZ99224884AhuQFePKHP2zvTc899eqr5U8SaC1pkF+bdtttuZSsCxem9Vrz3/9u/dGPSu2d/F4/GQpjZRjUPcvqmzvLd57ePKk635pNbEjo3jBQ4qZ6uNh6RNsJwYONeq1NlY3tFYJc/NTcXlZT0dPey0+Y1dCemn4pYXNq6aiqKtvyE6dN7iWvhKO7ouKpH/2oZYAk5uqO/fjHP+YTkePf7nXzzTfzWUgE4PtrrrnmySefxM4+7LDDfGPzHhbOR6Fm0GjpRyAYilioTjXoUX/zzducdFKq9zlVkfjfHCgpWTJx4hY/+MH6l73sZ1/96tve+tbXfehDADHs2/cSphnUvmhdDTpdoNRoIyZ0z1lNMy65hANu6TnnMMRufeyx9ffe21Zbe9vf731sbe3m9a3nnPwWe4/0E2yQqd2CLxJx8b7JkSavrAkmOACtzY6lWjC0ZI5B6tIlJM8qbWnZ4cgjq5Yu7Zg+PSTi54p6+NZbe14A/WeddRZWXBoBxQRGQAHOeIr32WefQaVX7AZtnQnRJYnbxb5c3H+QQDA3Bt9rvzDIKxYKwFnukLvPPPPMQw89FLNNCkqYeyzlDohoVYqh0hh6d2bN6hG/09PTOXlyxfr1qUCnbfLkJ268ccFee/m1bc4c6Ya7Jk5c8+53D5icpqdnzqmnpoKJ9kmTHn+xzhpFcPKdPLmuRigKxXHPWdmFwvXtX9CvMO/qim4705YT2wODAfqRSLA3SDgRO6M4vWuJ2vNPh3C59g3NnS0djROnhbqbkg5MrelEA5/7trfVscP1His++tHVKuCmHDp69NFHEZL4KebMmWNvs1KwQgv1Z5TmhkMcQb9FN4GQZEiKbUhR5sOgbSzQIeOURTkp0r6y5TI45qijftXQUNLevvz889GPMve8YOHCfuFRv2clfHC7715y663fuOwy24nqcpkTgpuBpuWja+v01pvpu8sUhZ9g+FUtiZkZcl4oW1bXsujv1/0UUul3ttDgZZASlSbMLfWKZh1QjtIkFI4fTX2uwOyueeih7d/2tv+95qWl3bW1j9x8c9JoCnUxhbINyAGWbMb2qWaFPBcMn8NiTBp0DoQGgODkP/zBUla+fr1aAkzdTfvuq5BlxNPjZhkkIAgX/g55AQaaA4lX7JhjGCP1Y2bifSulJfjAX1mX0DHHjIRjqDRmHmXkG7njjtXnnnvt6tVHb7311F//+kUbP7PQ/fdvfdJJE265ZdVxx61IKbWRofcp3/ve5t/6VpLk8chNN8kvEHk0zzfsdZxVP7exeu7kVkagnElL+nluYxXU1YuHSrae3BaM9j5jRAFPGA9CaSCk6bWdsxo6/NSCA/7w8pe9/4jy1pabPnf5sn1fmliCS0uYuLaalPB0TLviitm9hTLWveENS1Jefkm0aVEKugFGVCvc4bCgMFkrguvy3q5TTjnl6KOPjm1I2c6HgdoDSb/73e9osQm0Wyo4oZKy6zPYxCFFiwVMQ0p0MpdjSQWfCkEMgaldXl5aXr7mne+UT3XjK17RufnmTuQeZfDDxRG/M/OXv9zqq19N9cX2bLttyaJFmfDTAQd0/etfUj+w6CjklwZf+t4Fq+fDq2vR5qSVD6DcwS+M0mRmgu+lHY3nnHM2y5CEW7kJDcFIEJwQbqNiXgIgtn3nO2sffrhl/vzVxxzTcM89a9/85hYgL+VQrRkViQMuaTkgGfZRIQj4SSNt9srEPe+QQ8paElEgdLkKzIGUIxGMctllI7DsUm5Pc8jOwqpMfdAIatQ8+p5oyn4hu5xwqoved999oLaKAslx6sfM4QjGXvKqjmScnZVsY6iUlbjGQmOL4MWvfOUxy5Y1fupTiaW6q2vue95je7DErD3kkGXf+ta0Sy9tnzNnU0oakgy3vcPChVTX1L1k0aWXbvbd71Lynvva19r6o3EM1BtvhaChZY1VFOtEliYYpQ4lNrvUlIggi9bXuERvgqUyO1AyB6B8Ab0Rc6UwE+Q0o3dz8s9VLRX11//5JZ/9qLMWHXvCwyd8HM+JLWpyomZFAmbN/uxnp11zjQ/y6Dz9/e+H8duQ+CyoU9wTfZcSv7Jdc/CnRnePhdkzrPeADGHzRtA5/vjjg2ChUtYU8oeQ2FSs2uK2WFMCoZ736h3velca0AmMbH9PeMc7Hnn2WSFd8ATlGFzQyW4rV37jkUcCeaj7oYf+8eyzex1//ORly3yz+p3vnHjDDdVr1rxoY3btThl/SpgVOSCkgWCJQdUflLRhBsLrordMe2g+Gb+JF+IeaeqD9pDhUXjHOUR41kgJQ27h/PmiNbeSRbM3DsNoW/fYo2XevOVnnJEoW8TJ3tSksRCn1M1SJ/h2vqQJKOEcMYqwgBNE8qopv/51K2diR0f5unXr3/CGrT7ykYp166qffrq8l63lSFIqU6+77vWvX/LFLxZwJGO7K55caSBuu+024SYAOpq2MDc2cvTKgRJtmDAmOS0RlRupQORKEBEHMUqT/N3UFS5py2M+03hEiT2GSiPqcQzFYDqPOqr8N78Ju0XLzjtXP/VUeUvL+le+cjHDSXf3zrvtFmDTyve/f9XHPpZhQJN//OPZX/kK200qvaOjoWHl6advcc45Tlz9rnchOWV7S6uaKxZvrJYJqTerZNm02g5VwaMbmUK8DO42WkNTeykP2owXp0tOpFRuSySy8xcksm1qTE/d7+KzJzatXv6ZT4tYCzkF/ne0tm7zkY+IVJK1PBniJ9kMIzML85hRm7J9UkPf3vr73ve+96CDDrJzR7z6vP32q2hu7rcxjnTN+vU19fUB6YJcgJe1vvYnPym9/faeE0742r/+BSh0d3Xd8PGPf/v3v//nypW/YKN6sQ1jE0bb2rXJfOvAHG611DIcZILvnmcaKXv88pezgihB3drZuc1FF3m/lp50Uu3Spcu9KSlB7KLYQBZ8/5yzIqXeKeQnXcJZZ5554owZe9vNvvzlpOk3fGidPVsK8pY5c578/e/P7s0fyJqVOp/BTSY3uS3YzCSLH0rz0rTvf3/WxRcbZBp7LCDd1CM1GiQsa4uuuqpljz0izpDx3Mxsv+OOO+AkZiEQnxlS3lHlLDGTthab2Quj+z1gIFal4447zisjKlMKLhgL6VvACjeu4kIwOkPvWFobY6g0/t6UZK6UFy9DK04+eeoll1R1PR823zZ9+uN///tA0qm+557tU5LBhBVqyUknrf/Qhyqfe267Y45RJuIZZJ0XMsTkIGVQ6dkN1UrL7Ti1hXEoeg/PbhABl3DA0do3b+iYWP2/RABrWxIpenWl2gmM10tikpMpUbEOosqQqHfCX/6C6dK8997JYSjfZr3wl5FZqcjow4tb5iMBWVuY64QWRu9k2iWXTLvySrafSrWfU1JkJeARe+oAWa3tAehlHBBi9TmzYBfqcv3ZZ799+fLUS6+prn7LgQeiRUNFYJztgTGGTdGs4NJSXIVuPeNb39rse99LXC4lxUDoJC0Swrk2LaCkb5Lx4M9lu0KKQgqxyYUCOBJH7bHHHhloUmu+851pH/pQmvUlaVoLsKNt5syHbrgBOcnm9453vCPNSrpq1SqMJcgPJw8bj6MzuvBzbrnzrrsmCwelDr5fM5IvVe5b9olP1P33vy0LFnRmTHWW85DG2InMqJJymUI//OEPs02XRR8wScRMKEwJQDtdRIvATGGS/G5DCamH7KHEUGnIRD0yLvTUU4KMk0NJW3dgiheCmEue+dznNh1xxECD3uzzn5/xs58ll3snKoTSsuuu4ZvS9vaEV6IuwWDN52DdkZ2S7WfP2U3R+2EuWt5YaQ+YUts5rbYzaR+CvZ5eX60Wig57C9KV1FZ21Vd2c8NJKJDBcDXz61+fefnlCQ7Et7/dePDB7NWo3MzUv/jFLyw3bACIStGHF7fMRwLC17FNbds5dLLVBz4gyWrSspLoQR2rP/5xoK5Ah0ceeQSNibadyCrR0yOu53Mf/OC3brlFWFroZ8NLX3rr6adL2whRIWKDGkmDEDcEVdsk2e4Vr6jvDRTty3kyqfynOspTV10VWOf41L///e/1logDaG2tOuus0iOP3HjwwehZvl+wYAE6FOcIv4YDKQTF2yIuVTerALgWdqlQJMeYgbZH3//+3X/6U/9onTKlZu3aNCNN8hUWu4opr7QzrKa3VLQEm0JjqppIl4q/gjleEKNXpifY2rqAXzvyM068mz/4QdMIiNSLPOThb8iLjctvRuXgI1Ov6YwzzpAlzsyXIo6uCCd5WUB82sLw31sRRhBDpSIIdcR2KdPui3XitJEmTdnU34f/858MVdnLNm2SyNhaltx4uqqrF194YeNLX1rYu+ePe3RN3d6zNwXaUJTDNsFohPzRNwsLUi0CE3K3X6vLuyOWMthS4dXelAGnlJR8vXcEbM70J9RFfpbNN998LNmZo0h4GNvAScwejD05jAHQURzkiMcfFzVQVl1dPnNmqdSRA1gEOdGYcMTMgzuCgJKPmFdLtZnqL3zh2GeflW7vieuv75wxY86555b9+98XbLPNLdXVaEbi/M0Nayvr1683bJhy332D7vpyUT538cUP9PSwYCn3CzDZfu5ftKg2kdei5NQddpj8znfiMPWrr4MyfGRSH8E3XCG8Zoydxjl9+nS71wHz55/56KP1a9euestbtjz//FSk2FFbW9nS4pvm+fMX/eIXRApasYSxh+knKWHA69xzzwWkBPr95Cc/YV1jT036HHN4EIOcwlr2xz9uEZiUKUeaJcwvyRVhyTnnDFRcqPDDG5E9euIeE69ZxNExSVrE/vrXv2YO2xyoN7NLZlfOWeg8qUtEvPQobRZDpVH64LIf9ovtSYOer8BCZvdZghl95jmz/vCbZFfqVD18112D9pxVg94KcQ07TG1B9M7qxLwad3VN+dWvRFOvP/JI6njLihWrX/GKVSUlH66rW7jbbvSwr371q0PPcs3rjsbKydg8oguFZWV7QxItfuxjH/vyl760d1VV9TbbVA5Q3DDZrdhGtkN2FEYUtha+htQrgiOWTjmHkIHO3333l19yiV87J0z4+qc/DbKIquPamD9v3j277vqa1asHxUmh5za1BauqXveWt7DZSO8uTvuIo47yvdNXv+lNy887b9BbtoGJSHK6xEuU+9WrV7M/iS1Inrjd4YfXLF0a3OUPelVrahCtVAVumz8/2QYYde9KqQCIvDPhe1wlFG/wiOOPeiDCLoec4IOOX4PqRx/d5gMfqFy3LpWTlLC9KbZ47rlbpAjBl+r0PSOlQmdnDiG3UQYzKtowb0tDajkSmmCGyxMx6LBBHKQiZkgVcnJT8wRLMrXifcNnJ5xwAqSelgBs0DGMugYxVBp1jyzXAf/73yUpVJvMvViG1r/udY2HHCK1UoaW0y+7bFZvRo1wMCw9HKHoR1Y3AJAJrhben0giMGGI0JIMnFucdZZxPnPxxZsOO4xtmUuCuq8+ho0nt8Ulq7uOGw8kAdb+P//5z/JUZSUiGzyXlo3hjW98Y8TUVkrGcvbJYc3XAHbYhPpekWqONvSlww+/5JFH/NpcWfntvfZ6esaMGx9//IgNG764bFlEkBR69tJJ9le3cCFFf7PNNoNItvzIRybedFM3DYT1q09BiawkkGxce//91IA1xxzTlpKmMrUrmx/Slaop4JHoufAT6QFe6LpSKuR23ShnVSxfvqM0TinRbQQo76vXsKnXXF3z4IP1t9/etu22cgSIjOupr4/S7VhtwwQo260tXHCJp4aSz9LDVRpSYHDOykeaNttFaII1FjQnJhJJRI+XebEQuX1l4qBI+FouJUk6XH2syjncV0SoFBc2Gf3TYK+9srqHKdddt+Xpp1fff3+Gs0Tzpv5a1tZWe8stWV1l0Mbe5Z2mtYhIW7S+VgKk9a3lMkkqCDXoifk0sBCH0+9/9ln03vvvv98CxDFPk45xUj6CzfNcJiUKtAi4bPvBJ0P9iY6T9M+CEuqHUNbZZvq9oslgVnzlrrvunzmTz7q2o+MTt9+OUnTV8cefL8trlqPU/rO/+MWRL3+5MGw4ydnPfetbKEQJS22BcJI+EQqXnnfeQDhJA+BPiDh3mxzNyTuQHozJisEpy3vKrnnlkiVpOCmxRb3qVQEnOVoXLFBsuPFlL2tReWl84yQPCI7HkkSsRiPjGwVc6HIsgthmTD48yALZQgayID3o34uAbXbdddc5JWecpCswS26O0K1audx/2T3psds6hkpj4tl6ZwQBDRDyk0oFSq7y27/zneWruJ76OXbca69pLzC7w8/Omn3BBQWXlJok86cn4r3/vWyCilqPr629b2Xd0k1VUijhHql4sKqpAooK15377ncv2HXX7bKJkOo74E2HHvrtt73txs9//qPXXisDG2YMJSwGSQV/stl2yJ6EwdNvCZHMXXFSIJxmtTeIduaAsxvJF5A5wrHh2mt3XbnSEhmmoL/7/Pe/lf3VORn0fiXTTM2sPWj7gjdgfkPPkp05LbO87dA2zJYgRLzgF32+w46O2V/9qs9psSatcertFInT3FTlQzNCKYONeELZIDHSWFvlZxd9JhYBHpLiC1oSUgAeJaGSt0DWXPpe/sxrKQZwNMO4JKLk8C3WrBht/cZQabQ9sYHGK0DmPe8p6a2ImXb0qwT7crvDDpNzJq1x5RNPVApze/G31rjnipPJXiDb7ps1LpjetNesxv3nbMRbkmfytiUT71w64a5lExSLeG5DIuxCCoM6bPSentqnn5566aU5PLO6226r6FWdP/Lzn/+ro8NywxXCE5FtMG0Olx7Fp8ib/IlPlLz3vSVFVi4lvktspS9oydElJlceNwEcEP0UniaMNH43tCGOjNQTUwfgczf3RwrFOLHTc0bce2/JgQdGv1yyZfmKFTmcVahTeFXk8OwbYEhPwA+TeEmDQl0rrR+JJesefNCXVhWlArqUo+HT3Hnn1eZVfLwgAUkoGhoaOIXxAUQPBPTvvZAO1wwH66WRRBLwvYOvzcKV1PFAq5AF/vHHH89Hohx/gj3lpteJ+AMmJYgtnw7H0rlxDbix9DRZ4VtK6upSiZOJHeiFW+yLmdL52u3tO++zT1kKfgpdqbn7EEZU3seUM86Ydd11PTU1j/zhDyUDpEhRNk6ZtkTypO6SDbc83NC0bucld8/+/mVlnZ3h+stPOGH1ySdnNZaZ3/zmzEsvRSB944EH/uGWW6hrrNkS/FPRxmSmkKyEk6nx5z9fIpWiVVvShD/9qWDd9umoafXqr73vfY9t3CitYsXatW077JCs+ZrhotxGn//85z3EguBdeEs4mM1GzeP6xsZjb7hhp3XranrfBZkoJ6uLwm8VCvssWFDyQvXA6DJJEK7/+9/o7Qvb0my3+SFp9WuBY89AH1blsLAXDb1JA5so67tkSeeUKY//9reebOXy5WhJL84GW4wrj6Y+OYWZlF75yldyKDvAIBEGfKZsPGkZHOAnGgJ3G0MUo2DygbItSdzFQAgT53Dnkqzi/Jn88mJIuIX7L4fFeKhJEJGrFEOlHCbViD+lD6cvDTyl3sDT3/xm/V13Ndx5p0yV3Z2d276Y5ZqM481/lZ+3cCEiUjKkedAO0VS3e+c7A9RLntUxY8ZjmLBZkhbnnH32lN/+VlePXHfdN6+7TnZ/7Egm62Ta/hH/RIdpgOefX/LpTyek/fKXl/zlL8UaBN+xymUPPZR00LTPmrX07LMFHwz0oJl8hEN7jtgbYvhzGJidCT0WPkjS1ETSCaSXiRGVdf6vfjVfyqJQKqS+vvO22yal+t2QaQZIFJ5hJO5OonxVmXvyTkuWw/0GdrAYQ4Qw6TDSIskhThSu4mURk4Kk7r77lBAYzxFtgz41M1AaC3CWhQkAkt+IXYdPjdvUnBTXFvQ6mJ5XzsxHIUBsuvDCC5NPk/0Jxjr//PMjkgqYkUIcJf4TbCTGRa0b/5RU6de//vUPfvCDQcc8BhrEUGkMPMRcb+GrX+355CejkE9T2QNtW29duXhxWYovo23q1Laddppw550KdC2LENI80HArH310x6OPTuiXL7RIaNj33RfKVCWPqd/61oyf/3zx+ec39Wq39bfeOjcl+KKvUq5caNVzz7Vts01aP32HIWHfZt/8pqqiG974RqEion6YInLLdpjrIxmd5/GLnXlmieJoMNPcucW6B969/tLGPPO+92065ZR+LyrOn7eC+ku9TtoFoQG7CF08lDGx8VgE5YahLvO3KlYjrg2LHx669957BUXbYKAlsUVoOqKj/VM6AIQev76toeH/IPIA05k/ly17EWh7zWtKbrghN2kkgkmxubPE+rldK+2sdevW2Ykl5rY7SljAAW0bJihCuOaaa5544gm+noJcKO4kHwlI2o6KpNQPaKsMpYgHVf+kzPZlMl+AqY6Mz9okGEKJNzbycEXfm89UCA930DGIfJSMHg7zvshM9qlPfUq+rnCWTBlMSuqiDNrJGGgQQ6Ux8BDzuIXa2p7W1ihoKXmNdW98o1j61FMWn3vu+re8JY9BPH/qgoUL+46Evv7IzTer4BAaTfzlL7c877yQGGb5+98/45prQDeGpSSY6qyvf+T22/83mJ6ebd/xjroHHlj32te2b7WVGL1VJ5zQ3UuDyHzYQREnsbklRx6sbfz7kEgARQkOe+aZ1IuZBrdvttmE3gShqvKBtoBOaGAX2W+//WQDCsq0zV46GUowoAMNhDaUcjiAxQhOsqPQyCXN8iWgoPIuHZ2Pg59Ctz/72c90iD8b8gnZbMwQEfUPXXjhSdddZ0KWyrUNLKaBG67Js8/OTTr3n3BC2ckno5aHmqO4UzZFZbZCb6xlMmFCeDYwjHWwPrerZDjL1nv99dfLbxm4WexJ6O0MTkk+b8GvGHeYmwTMfCDJJFFzRg3BtMoz0C2gw0bIcZZ0w8kjKspyUFOrt0lkA0Z/gFyefqpn9stf/jJNMqsqQ7nd4Eg4K4ZKI+EpDN8YPvShku98J/rl27baCo1gxiWXzLjiCpnfnLj6mGNWvFCfPHo//bZMVOrtwx9PXOLoo5fz7/QeW5x44uRbbx3oQjbJJ2QNSbU9dHSoBFHam/I4AKzV73+/TG1RhvqrX/3KriDgNkrjuM1QSABO2m+/RBRnWxsuawKyTJ9+/v77L54921Juq2D1QZuwvgfPQsgozfvAiyrnHrMQkgdzkXR5WUXD6YQpBa95xz7RWAnMdMUV9TfdVPbBD5b0W/FQ4RTpZxicsjzaSksPO/BA1i/XhZNQiNDM0a0s2W7QzITj4RjeEDkAkXmz7D5uPhYkEFzMFADGJLO639Tb5j+fqQzsqeQk7SEqibL6lQK9wqE3xXmgcCHA/b4veOKI5OMkGW8MlcbCC5P7PfzmNyW9GYGjHF6dx/7+964XDDw0azq0jHB199+/7qijlHeI0kmmNk1NO++/vwYJHT2lXcv227MGPP9FZ+eCPfboG3kXft20887P/vznaZfY6aCDKjZsSJ6y4sMfXmVXi3DQ1eQOkd4tQtu4ydBK4IEHSn71qwQ16uCDhUYH5gS2tdyJa9as4VYI1dDuuece9Bq+iQkTJij4evDBB+c8So4GBh6+hmwx1vNXNNSBi0/3Oyqwft2aNYxYyXTbbg0rBXGET8QGJiG4+2UeYP6R9yjnW4tPHKUSMBkQ7aFk2eQzu9I0M4sEMCbvVIncXXbZhW86+Q1ExYioqA4rFKUCS48xiY5x6qmn9i3e7CwgnhePtZXxdZQKMKthx1ApK3GNxcaqwqkNN9hh4U4UhntxbE7Vs8/uwCTb09O0xx7qfQ7WR9Tft1m4kDUgydFG81yUAoB2Xriwb+4Kw+tKc731Xq1q0aLtjzoq1Vj1+M9/3hYh9z8rhe1HnpJ89teoNxy3y1UCFnSJJYX0yxKpPJlkoWpxgBTwBCMT55pwobmFoE/ZluSMQFHKcaTMpYsWley0U9+8GwN2aNhOeeHgaEMTkVmKZYu9E1eXQs8B5975iJGrchxYfFoECfRqhRHaDWETM/8jH/mIDJMe/aDwHbCGqELOC+qf1wT0T61GIlyObZIZiVdOITlWTJoGdhpXtWyTfW8rqA04TFgKg159CKVSxEvFUKmIwh0dXT/8cEkE6OBewJG26uonUkqXVD/xxA5HHeV7RQaevOaaAt7v3Fe9qq7XZ9G++eaLL7igJSWwaOI112z52c+Ghau5quqRs77c9egzzR86ftqkPgiqu3v+S15S3tgYBtZVXr7u7W9f/slPZuZ3oy6KHEHvtQkp7DBOFoICPrsh64r3AREbYahfonHSDZf/eACv8847701vepPAt7x6e/LJgarz/q9blUN+97sSicJTCtYmZm9XF1+wxAf2SKHa7AQSLodCtmi2h0l+NsqP0paW6mefbZUdoJdbNixHR1fppvbyyvLumvIeiUisbBvbyp9aX9PUUV5X2bXNpLaptc/nIhmW4aVeVKA+WhJvskKEg1abwUlS1M8UktrbbBHeyMIkJ7sOQXAuPKwjUwhXj23pmWeeQdRzSCyJq6cNA5KgOSkJ0PU0YKbFWpNXCVQaP1lUYqg07HN+uAcglk0g6AvpiDKPJoGKpkx58p//TDab9Ic/yPq45p3vbC+E7h5RFqWrVm391rcu+eIXV+16wANrJmxW377D1NZ+zu3unnfwwRUbN/pp+cc+lshllxJMJzKup7w89Rs7osRuSCECf3bffXe+jxgnRXwiQ9/M8u1JCV1GpMg/+3Dm8QsgomqzMqalrsnlrpcuLclQqZft4o47SvbZp9+ebVTyHrEk2cPYzLQRrQ3NIy0VqXhtLjeY0zllTU3bv/nNkirJBZSwT7846DWnLnM5CTC6f+XzdeXKShNk9u6e0vrKrlkN7WuaK9e3VWw1sXWLie1lI8PCBCgL1EVUkpEy88xkQJJIiZNOsRp+t2SOADMK3wgqOv744611AgW43liYACDxDdZDGcAZlsBxxXZgKWwnMw05SXjBeFsbY6iUyxs11s6BlkSNRSutJeFxmhtuGKVx/4q67pLS3WY2DWQer3rqqUnXX9+8++5NL06d3HDrrVudfHLHzJmLfvazwL7ivhF/K07EupCMMxrGW4svPZAEmFWUaxAXpgEfRJSA5zyFyd2AUs3nBZQEjJLXgZY+c2bJ+vUv6uT73y9BHMmmc2YzdiYO4jEQpFl3993bHn98EMgjf/lL56xZeUk415NFf3R0l7ItSW/b1pUwK02q7myo6ra8+PzsxurnNlbVVPTsOLVlYnUWmd9zHU6k81R/kwWAeSlS6xcaeYkUJKEDQACsSoCRaoYCPJlOxQoIamNTtwzSGO+8804ZmBDDIyZhymoYo6hxDJVG0cMq8lCjeeNHFFS6d3l9eVnPrjMTFeKyOmZ/7nPTevlPT116aeP++zMmya4mJjy3DLZZXTpunI8ELFi4zDRatRQKQkKKPhgbBj1evLQwOqwOPFmzJSJyYgMLMXq0/0L5LPiICUF8XPRbGLEty5qbt3vLWzjgmvba6ykpDYfJqtSvfBatq17ZXDWhqnPLie28co+vrWlsL58/vWWEOOMQBoSzoVf3G/420BMH/THevEqUQwWhhY6yVqL96UqUpYQacpKhN1EgGZMy10AcsZOqsAOLoVJh5TnKe1Pw5LTTSi65JMNtJLIJV1SsUuJqBBx3L22gBR6wxaZsx4JltcWZZ7ZvueXtH/7wBd/8Jrd9yLaXbT9x+6GUAFVY3SvZklJjeYZyAGgcTI+qwrko5gdnxOGHH04RT3rE+g5GM4FFHBmcHfRyB172BRdcICgvz5Fj1ApNwjvJs58RcnppW1sVNoxwqmxMa0Mw+A2t5Rvby1c1VzZ3lDdUdW0xoW1lU+W61oqtJrVtMaE9moJZlGEmyeZwD1JRcKJFvJIwBWkmkkmYUPH0EDIIfP/730dIiukHaZKMoVLEqTWemt12W+ZKnwm0tPfeq0ZAkta7l9W3dpYfuMXG3NgDgsmZoG1j0t2Oc/PyqJjfHGHwgaySI2S0XBWMkbIVSPGnvkTfjYoVShClrBPy+IU6WZATcgnwJMHBgQceSF9XnyuHuQd48YnwQmZlSxghchuNw4BL1rRULG+sCowlHKbFm6rmTGifO7lt6G8Hp+qJtTXNnWV1ld1zJ7fW9DSKbPBeRA/XNTPl73YW/50cXbJTmsYh12ixmX9DL66CXDEiVOobnT3I1e1AQhM5Ox1MfJaGcIKHwdbn2bBdK7vIeFiQ24g7KaQEZNKTd/jqqwfqk+YyMyUOrpCXzqavxvYyOMmylRtOQmBUR4kVmpUih70qm5HGbQsgAUuHZDAhhdIIOSQmEDSEwCRkksEJDEobGCylGIjcTsl6onxwRx99tBhvUWzItoxkUBSLph2L/5crhKsu2YkShBR9/V/9k5+n9a/+F49JjJOGbCaw10yv61wwo5lVCWlps/qOrSe1Ld1U1dSe9eaY55hRqR5eXYt4sN2U1sqyngdX1T+xadop533va9/58aZNUe3rYD16k92ZQdTuzPXGNQwkxTgpz6eTdblcaRssCsHHaYFjIVQyCXdMUKKFQ9o0Vmjxrgj8NMXMtuiIaC7PO4xP70cC8nAMUOSc9nHsu951+umnD6Pc6FUrmyv3n7MpN6gEsjNRxGmOh/EJZnVp8ThoE6g5EelBWXWeZ2PUV2lmsJfAbpRYWqLPdqNBbT9uSsG1cEdKvlsk7VhcIQKO/vGPfyCgmJ9b7faqsrrNfvil94s8sr2pZ6dbyZeloEwrYZHnXcSnR5EA6vftSyawJ205se3WxRM2b2jfdkouhiV+PQaq9q5SHZaXlkyo7ppR1zHoUgaZPbi6zil7zmqqKk+YgXgGVzVX4KHfddPvz//4u5OgfNB7MYsAfXAfIgfTJZwc9JTx3CAiDskaKqXJlAoFLSGRsSeJuQ1brEeFHQI8qW2U4RlEHOJ4fopFvHfl0norSKQeoXruQQceyHY4jPYY0SjPbKjebWazVSY5PItH0g9Cy8+wrZ500kmCbPOnjBRR+HHXKRLAn2BSGqjGwkgQFeI2GhP1DxGEd8yy5p/WN2OOnmWAYUB8nyJ0go9kGEcZWbapctH6mp5nb9h89mxx3RIEsDwBZMmqpSPh3kfgGDq7ZUWqmFLTGZnAE/UmnlxXs6KpcvfNmp5eXy1Qbo9Z6SvkoB0tb6x8Yl1tZVl3dUWPrASd3aXNHWX1ld0sVWLuynsNVetby5mvGiq7fBm+Wdy74tVWdi+Y3uzE1KtIT8pRwyqRVWCKvTWYlLI6a9C7G5MNIuKQ3KGS7YoJWgJ1ChNNi2MeQSSZW/aII46gKnnAacKFohzhS0OUYospOw7hHoYpKMvwCyzL8GomKqlZezbb7IxjjwV8hzH3HdXqvhX1aN20sYqOtRd87sykByQ43UVTm3KguaQ43G0S9uPAJn0WImzxSJJVuIdBtvEls5GAZ4qICuCOfPY9KIP5IZONYCKWS4p7Njea3pbN4NE1dfvP2VhRTFcP8UJ4AsiFjovyk2ZQJdToNOF8brBI54YkSTUVXVtNbLdE5AmYWjpL5aUMnXR1J1YeS+HshvYn19UeMGdjgDJRDucub6p6an31rPoOHrTkqNAJHlxV19FdNrG6c5cZzZvayv+7qq66vMf6hpC0zaTWDW0Vz22snjOhbauJzyOn1MshG7FEHHnkkbFPNspTyKFNEaGSbGlYSnTBhoYGMYdMyuiN7MkSziZrU0umzgf/pz/9KW3onCM4+alfxlAph6dbmFMeeaREXuCSkh/Mnj3/mmtWnH/+zKef3vuHP1w1Z86b3/xmnOihMcyo/S74iKfDTDB/QBwTacFu+8xZ8DLqlwXlT1edf+V3LzTZ5J8FkoRks3ghw1HuwXFqvVNo+YKPwmpi1ikOjyZSGCnFvRRZAhYK6RZF7M8apqQ7Rb6/Abtf3VzxSC9Uet/xxynIxQEXmnoRvHqFMusyiTFiAaPeF8Tzxx9/XKzDMCpC+UubutTUUfbshuq1rZUTqzqljpRxm6sLyyf4uTi/2HLChUCW3tKTCTAkI0Dvf88PQTPmnKWNwE379i+kuuUI+8+K+mm1Hatbqvaavan2xTaefgfPyvX0+gRngI4HY207WUHkFzX0/bqWiofX1IVvjXbhjCaetUfX1vlLRRVwt80ALHKJIr0aqG+pZd3yl2HcQ1ICRYRKInupKbQTzNnLL7/cPuczqMSGTNkKI5BCjbqvmFHaI4mtSiNtjlI6r732WgwJGqcaW9zbakpcd911VOchYCwxSfJiWAiktIGTACDqL6IGg6WCjjvsuNPUeYevXrXy/W/cfdddF6aJzlANWFi1TeUHP/gBPiy2HHXZ/PzQhz5Eh4auRpq04/GkSgDwVbVKtkmlrBamlLgZJ1Li5VnWWIWT99WvfgV7iVXejdMHpMREMSmgWTS1ULzXCpGFh30MWCnWtZY/syGRDCk5YUAigKmzO5MtiHeMq6vXNfb8iSw6qfFunsuSTVWqw+0yo2lyzYAZKZmRdMIm9OzGqo6uMp3MrO+Qx3Kg2buhzWirayu62ZwCpAOhWjrLqsp6KssHPEsz9H95K2SvGCfvxRDfZhGhUuqd8NxzvdlTIzrgUs+NOMQhFtz4vBwiBXSLkk8HZZL5whe+gDPBw9VvScWCiEgRdWVKWRSgbcEaaX3ydNg5LOs77jS/tLRsh+3nZub88tDZcfl/xWnrSs88dIKPRrWjoSByHrGdwAQXXnghbco0G4ep8GyTdy1tEHtl42RYxfg2adWmkCTQm0hhKCDJXVyeSmFqX5gMVCNi92bJ1jNi50b0gbEw8XB19uBQl3Z1lzLwdPU606SRRBXyK8STgCE9CVziJ5akls5yAKW8tGdSdRcf6PrWCvnbUmnXItHuWJrQsjya2Q0dfQfjrKfW1TB469yvtRVdO09vAb+iDzurlhQJJd7ERWZ1Vtw4ogQi4pDIntgBLmsyMhTJrst4zosfWlHrmZrCphUfo0IC9fX1PG5yyTDzCthhUlI2iKkpaLqFPcwZSi00pigjj0BfnORyvGxigjDe5s/bcd5O2w+6bWigyKiQ7DBUbAyl2m3GhR153Fv+EmBJwm42td797nc/9thjEgiNQ5xEjE3tnMtl0+sSU1RwDJuu0qespCIS2HuoEPmLOtkDkCT9YHgdKA+23gceeECEcgEvMVxdgUUTqrun1HRNq+1k1Nl8QofU270uuW4GntrKHh+wquurujVjIppZ34lMPW9ai+KS2s9q6AB3eEJTx8/GM7GKR69Hebi+9wWNLVpX095dJu/RztObOemwv4uEkxjOJdc2PRzDJeH4ukECWUMlnFlBHE8//TTGkpSgAl95T7x+VEObn53PS/ie97xHfMc73vGOWMqjQgKwi8JACk4hNBiwSqUsPbxXvAAWboWm8dIKeCPCwkPuGSt4AQM0OO+YNsM4ISeHhaaAw467yl8CcJJ8etiKrIB8Cgg6hWLk5D+2Ie6huiJhhGDACNf10k2bNu3kk0+meUoWYC0t4OxlkEB+uuSSS9iMXctL9/Wvf90ejDkaEpSP82NtSzokmlzTyUwl5p8z7tE1Nb3BJInDB040fre9ZjWCZWxXyEyDJgLITbxeFml3YGjpKgbVFXO7RHxWdAlkDZUo7tRBBBHEwDvuuIP9HMvE9eRbg5ZwROy4aLl0+qEhBUe/1bjlQBKAdJlh5syZY7EGmwQiodnK9+qfnAKYDclEowWRIUuVCNjoUdYRL0opF2QQljMkhte/6ZgQgMmXp6Q2fR2+DwF08TFcEpBHWFU+DiAFTArIxRmu28nnunIMChd/an1NW2cCLdEtqSvWUnNYfvCAYwpoFsWRuO+++4BUJn+X41hH5nMhfz2O1AvBavATHuqqVavyucERfi5/HEKSlI9TahIBa2mjlYmAtQnzafGm6lXNVbBRaCD4blljNbtUkcxIqcNAX+OWFfsmeGWEC3M8DC/3ZAH5SyeijzD/C8U9DCoBGIKZEKeBmRCJgSojmzDChL+S6YlWldaBeakgRGmkIgt0oWqLJm+NoeJ973uf8IL99z9AyG5FScdXz/0wKM/GCZyhRmGE2DCEk4wBQuugD3SkNTDBFi9ebAoxSwPlI214wzIeIEnQO3ePeChB6fCKjAlmrK2RuLgmcd6lJCjU2OgMXvCVK1d6qTH5Qrcuyhv+4x//WFgcl7cwCwow7gS3ODWJ224ssf3AIzVMkJPEx+F0dyUC1jq2nfy/wP6kqLW8dfHEzRvaxMf5cu/Zm5SHm1DVxe/2+NrafTffJEtkoZ5Lv/2wKVqpGPVRI4p6objziDgka6tSLNkxKQELokzEXGNCySymPCMUGnb7v//972xLPHG4aELVCnLvluyg2hb2YKO2uHAdtre3ISvMmpAIXQmZ5SX9g6JUa0eR6VukorDDiHvrVwLiE7l3GaRjnJSUj2SD86Y327bl8kmA+4pKViXxpyHbKgs9E/6iRYsKNaMoJwz/nOk43R6HrAF6pjbw+sFnsoDSKCwCHAJeeQ3EJD700EOFuvpw9QOPPrK6Vk3Ju5+r2fjdX9d876rmTeLUuqXk3mtWU2oCpNQRBiMSntOOUxMuy7uXTXh2Y82Dq+vhpKqybhkHin07TH1WsxgnFVvO0fuPoVJ0WY39logjcjl6SznIpCliW0Luhi3ooAL4LbUFcWBRmjHHiyFNqrC4aKaj9pZNK5cvAfVAJcwPpmwUGfsQtBTXQiqG5DP3yQEqKSin0v777z/0Vx/JV5xQ1a36WHNn+ZJN1YwcnN08X9juAcQI4SQ3Wm8Bb4GWwnLsHRdnF7IBg2W4g0IoEJhEdcBqVCaROsim3hrlFBWzevLJJ0epjiGb0cb28qk1nfvccOVBl5y7/xVfetUvv7LTtFbaVAYnWkjCJGE33v12U1p2mta856zGzerbd5zavPuspiKRk5JPmZN6q622CqWZepYu7fnpT0ti2mUB34GcuoodcDmJbayfhP6JTcKMhG3K+yZxgN0Oix+JgY+AkSZnAXDn8SlwwBWQ0J06GAu6NCQ333yzLYENIxDVsZTE94FQaFjjlkec8yPL/0QlO5gu7Pr5dzUme3h8bQ3H0L6bN9qD+cHFn1599dU0E8ReKF9KVSmbC3XjvOreC/3DQGn+ncAoFxlHqRCC5/Mjjzzi3WHZcpa/xgNU0Zq446UUQWaSIDEkhvXeyZwZSgLLPIJoBWwVasw599PaWcogNG9as6QMM7773ZmXXAIYrnvzm5eee+6gfT62pmZta8WuM5vZlgZtXMAG8hFic7Pqse21LlpUtd12iSSVEO1nPlMSp9UtoKBf6CqiAy6GSkWQ/ejvEqA55JBDrJW4+VY99nk6LpOSBRR7Gjk0mZY923vVlRUZ6sr2xOjt4TwLjVUbTgrkcdo58OSOjHwscS+iy2QYW9pExV7JTytUdhiHMZIvLUP0vSsawo5unMLfDj30UFYfc9U6LqeGGKgCztvXvOY1OpfAKdQ+D5Lx1tCCvO8KLQA97Mo8cUl9xrvvhdIG4UyoKdjENmwRoHtYGaA6/TDiau+fXHv83dYNiGp4xS7d/wOr6nffrLGhqrusuXmziy8ua21d/rGPdU2bNujABCfev7JOEqbptR07TWvJs3zKoJcLDSy82P3eFynifL5xjz1e32tiTByWshdqgkXsLW4WRQIxVIoipbhN/xKgJkoJIfm1pJQKpCu1hmQaKlQzLOFlh3yPOYiPaUFaF4Vxcjg351OEwjmov6xZsQMuZzHmcCKcpKwsh8IXv/hFQV459DBOTrn5uQnJhIcmqvhTVBWAyZuIOCh+U3RCoWrkwT22Bx43dlaFFoAwjwZRSVic0NcgcJ53wMgKIJIjB0MsHx+2OJv08D4+CSfvXDph/vRmWZdyGIl83E9vkFG9egh43IbHdId3z4Ioj4Z/Ev47L7lk7rJlz49cnt7nnsvhLuJTMksgIlSKuUrxROpHAhZHtG62mW222QZRSWiMsDhajqYiZaSO5RfgJshBdiLRuOFzODGfU3gckLvtNzaefPqJz81WAoKtJAjApo9xUmbRJXjEL3CFGWbMWIQhmMabSLuwdzLEcodlK/9+28NGCv1SfgRw0IK84wqWIyYmcZKzDICvDddbdXpgN9skT2LomJqAvLvvvrsgY86tE2kkBfwv3VQloi2HQ1giq1JdRZfMDjmcHv0UqBSTT1ZCUYeetQeEHMY9OqE3jXPi2oxaYyJlaHSZjLSWsQNupD2RkTUe2IKVnoLIlo6ixCAUxoe6xJ+irA3FN6sR46xYEQqbKcSOwmXwxBNPSH+KWjF9+nSOACq4sQkhCZ4L2jNqBcBUQEdGVjc+DhvD1mYInBQH8mR++sH4IdhK/ujQkvML2Y7VJzldUYh4zdAHh3gCe3GYiPivVYrMCu9y2OGoceSBXFx7w5WhAwlM8qRtJiWiYrN9B0PKAFm550zI+tzo1xJl/KMf/eiDH/wgeJqUEszEnP+ed75z8Wtec+iWW9Z8//slu+4avc+4ZXQJxFal6LKKWw4oAUotdZMOKmwYxSHZzuYnrYBonWw1XdirsBmVkCd4A41NdNu5555rjwGJJEGF8OzTjNjeBBQrfrcddthhiLeZcT6xBKXjvsQ4KcM0kBJVcXvJAirKuqfW/q8Oj4q5v/3tb+2gybgzs1f0vpowQzypaDWyILIrU5MQzqJf3WtuzDJqLliwgHmpgOk0o49BS663qZWb/nj9DRJ6ZZuaHMu+oaprRVNlbkapfsdJr6NCAKAerjhEINLSyn7PbJ+KJiVotbQ+t3z5d/ffv/L222OclNVDL0bjceqAM1mZN7J9c4rxAEZ+nwibiD7oJiJfUkdLWWRtYjPI6hYs/QVM0g8nWWKYry3KFhepaLh7qLOS98g/LuzZbi18jzr+2te+VrbigiQ7yOp+x21jW6McV/vtt9+4lcCgNw4nPbmuBhtmYnXnwhnNFSmLMcuoQE5oSRWEADIoLW9+85uHy5/lbWKp5bMb9KbSGoircC4jdJHyg2SEoT187qQ3oeO5Rff+mR9T0J88tFndwvZTWiS+em5jdUHy/LMUUt7Qzj7+8Y+jgSK/g5IshbLWpWlxVrNQ8FsqrAIumFnde9w4VQLjFCoJZ2V1YOEUjXXppZdy3MTTIoMEvLTJ9L6pzdS3QTzKSnqzZ89mzM9K2gxRllrp+KhizEXPPvtsQDzWnYMPPpj5Gv9JQhqLjn3FXiK7EmccggUjEwhFb/v0pz9tbWLiThYNzWoAceMcJABG878cffTROZw7Tk5Z2Vy5vKlq+ymt0vyo55p21944AZtmuxkefvIi5MCwLogwXVrqcIbbHHrzetJehqbgq5XBEvHPf/6TzUZSKHlJwBF/GZ6BD+oxQ3hWtyB0bosJ7aASR16UE+lmfGdiYmwxyfY0c+uSp4mtjxXggaqAaWCS2CE29PtMWZisYOzi2kS5btym2BIYv1wl2oY5yjvjHZYChPr7xje84agFC2qUXG1oKLbcx0z/KBQnnniiwI2Id8Q7JhY6lE8f9BS0Uwlg/vKXv1h3eNBYpCipMJPTQ7YC9iTZh7l4+laUA6SkqNHS4iVViQgs37CByQeDmS6PQMxbGlT++TQQcy41F9U5n07G8Lmqif13Zd2M+o4dp2aqRW0OowqheLM6sKFKCymSfIjFAujYtkENRo4cXNjgi9guigrekpfO4GFofH9hsPJ3FPZeFGZh+sIZMPEYY172speJ4DMAuNNqj5yOYSnTZvSLUsqe3VgNKu0wtWWzF5hk/Z5uQ5HTgTeNFQ3AFWy71157HX744RASG+H8+fNVB+dXzSoCN+Rtjz7auGUOEojIVRq/UCnI1FxkpPUK8WR/9PrrX9GpSmJJ6dZbe5sTQQfxMZgErrnmGoqaNXSwhv/7nW4HAA2amQkGstdKKkO1EqETzoeWeNME3w16evJ6FnpOOv+0WunQKgbesXmEBJW77LLLcGnq0SU2Glsy6dnauQ9i8fZ9fDbgu5c1VJV3L5zZnDn1M2sEVYGNhBhNfiZS0zhUKB+yA6yxTjLN5sMy9NJBz4jh3mvQwUvtvuReKuxd4FSAZQOBIcoSFMXIFD3h0xNra1j+VEHZamJbhg1BKiloUs45emMwwENIbpZ5m+sfByB+Cwr7oAvYWwyVshNmT1dXSUVFEhwlAFNjY0lcqjCjFClSVm3RrQBNdHGzTktAzF+WOaCG9YgKKMt2as/KrShTle0GbHW+6aab8NCt+LZwf1Em2beYyi2d3HbWUGuZncBuFIjn8dIW/YH229LcULgeKZhvNM+uxt7pEvbcvmQCK8X2GU1KblyiSDYYBJcgBFQbM9brxnQxBFPUO8JzLZhUchCxHXk+CK+hl5qZhIuccReAKFRZyTAwGi+djVUJCX2gocJSVDXWZQEHGW6ntL29fOPGjmnTb108oaekdJ/Zmzp7Sje1lU+p6VS5L+1EbHcZpBA6ERKCEcgKw74VnhHKtoRVeYouPr14EogIlcYpV6mv3EuFkad8m/gcIaNr8Z7fqOiZE00iu1CyKvqBYMSWI3l/ZpI1hSwt517gKlnpst0k6HmqBDCJC4XDWtCDNVoNYExVqxjtlksO5pNXRj4YNnP8WbjqfwxQuWF22ilhZSwrK5Ec4WUvK5GG+LTTSoQjxYmaBnjwITkQKn30iTGuWqbtt/IFbGor68sdlveIxSL5pmALIFnajyWoHIIkYXLre19s9vnjJA/Xa+h2sBu9v+Eo1BOXPZwKRI/CT/IuZ+h277335gd0Uz/+8Y8Hala+bt0Or33tvJe9bLNLvi1Pt2Z3LZtw7/KGJ9bVrm9LZyzBfy6NgWAlCTjJN5QEiwzkdNhhh7GC+6ZQdxr3M1wSKNhkHa4bKNh1n3kmvas4i3wE4Yb65xwEWQUD07eE1GWIPQZTRNJCLalDsBIhSOYWxSYpFO0coZJB6/rrr0ertA34AOrhOe06Zcob99wT0ZK6KfKIpwD3nPpOm2+/7jppN0sCHLSV3XRTyT/+UbJ4ccmFF5ZgXJ54Yslxx5XQYq++OoZNafOFrS4KIy3CLBtrTTjd/BfKtYZ8AXctbbhvZcPSxkQdntRDbBSmXcj+Gg6gn9/KNpwtQzkHIXrjcGuK9BBze5H73gWdhz+dpRmIRH7KTO7xq6SaTvHuDzSAunvvxYh0ocm/+Y1SM+qiyPddX9kloeWMuv8ldAgjufXWWyXqhMCSAwPXhKGgl3HJsZ8JHC4gKMzhIcanFEQCMVR6QYxD6/4vyMMbCZ1YSZEZlX9C2+RZizgka4f2jDeWFZbqUG7T+gI8SQVOIUMqUoUeCzLZYfCaMa3nsHDrn8E/5D4GjBiTkD39pa+jPe14110/+te/Trnootm33BK0Z1QGmWBsSP+88cZ7jj02U6beyy9XA0K1l5J3vatkm20i3v44aUbPJvZxcrNZ3Sbrg60XsxtOWrRevoCazSe0T6zqXNmk0uKLerK1o0Lbj1P3dYRlWY7QvbO6aFaNmW85pukzmR1VWfWZ2thbHJzdOfcQTmTx8hZLjwkkRVwZiFQcj2oEYj76vXrTXnu19VYUWNtb5kUQnORMiGVyOvQlloksSdPfBKMwnLuKyQ+9Ub36Bp1EuetQgZh7yAeR2lFOidsUTwLjndb9Isl+8Ys9Z575Pzdce3tJhCit4j2bUdSzdVxIMGrRbrvthrAprVGUwTsFa9Vix2aO9WlRYKIXaENF46FL45CyaV933XXCgC1DUTpPbYOXimUJz6F4GyGDeXDtvf/971f66gv33394V5cd6pGdd2684gpJLO1MICDL1omLFr2DASn6IRLwhYTm0U8aqy0DMT96dORYlUO/9/XcxipxVdNqO1Y1yxfQMquhY11r+YOr6neZ0TS5piv1FAnoeauZPOXjSaIBIIPtU4xVDq9DFDlTV1TLppnY5osRhGXFEGyBx7adiONcDwuCPGpcaTSfbPvgzUe4Fo2LY97PuV1dZS0t3S9029pZeveyCTUVXer0Ld5Y3dJZVlvRveO0lmpYt6dH1TZZAPQW+pFOTFISrkYPLhR0y02A1jokccqbxYqHUWqb3CBXtpIZb+0jcpViqPTiicGpLGneDjuU/PKX423G5H+/69atY6SxfmGDQkuWiSh6Hs8d5RU86n/NemFYyqHQ3lA0cgjDkflJvW5QSWds78pp2Xt8FqIlMd3LFy9+029/Cyr99A1vuGDxYg4O+4TF15Cq3/CGqn/+U8uowZAuQVVNscbnL9XR2wNVmAs1hkr9PsHO7pKHVtc1tpdvM6l18wkJtw57Eq63YKu+JThIUrYLxBcRcMnesJj5khCZ03LD5jNhmDGEj3GpM6xeeeWVObxr0a8uISQrsijU6KckWzK08HDJISJ1QjI8Ntt+9OBO2bYHPXF9a/kDq+pfaNYzs64DaamitEcAY2V5oqoSIzTLVlARoVhKoEA8dvGcxwaBsbszfYlikdGKrCySRX0cgwphrDaIodJYfbIj/b6sFEgq4kE45kTPSrlWkGyzAltUL8k5nIqFgwHJwEJqk/TsJosWYW13bbUVjZCm/j/mwY03lrzudYiaiYjINMHDQyjeF1zQ//NYvryk13A1ng9rUMGjnMawPDu6Su9Y2rDD1NZ+8/dw9EDwQhNSLSiyLjE1AaP5u8m8towfLDSCFnn32HeLbcMweAkI2K6yfaZKyX71q181tYT95zNIEMTVoyQsgGJXt1RMrOrq6C6tKu/xnxTe90uLVdex3ZSEa+zOO+/kzhPVm894UuVgpWKeDyX/PBrmJboi4lq2sorbDyqBiFAp5ioNKsm4QXYSwAeyzvIOULMwHrzkCoyIhMozDMSEDmah3A5DEt0Gt9Hz+skCp2bL3LkgndGmMjRLJEFoairZuLH0K18pmTmzRBU8nDZ58/785wQ/6YwzSsrL+x9PXNCjpETOLWXLcnte4+2sts7SR9bUlpeWCEfv995R6/ja0uK2iPe9730v60jO4mK9YHOV50yglrgwPiNxi96RQm35GQbGGIbWk8PIOdBhCFSqPAcpxVqqJZuVTmYEpvG+Q8Itm1GXSBOAtwQnaVBX2e1ze9fzGyhPJYgJs3Lx53BHfU9hNrOQBs+dD9x5AGJBeo47yU0CMVTKTW7xWYNIwEsuS6QYEKH4MqHfcccd3PnW9LSViAWeS96albk7zE25AxCYArk1lJykeFG182eGDnInQpqlYPnEJ0oExXCuAUmC4EIQgHQS99xTsv/+/fSwZEk8RfggXvKSl8RyGFQCTe1l9yxvYKgQaRV24n4PIZkiN5MFdEMbOonXJzfar90XQkIP32abbUSEeVXZRQRtDTrggjSgvcizL5gjYm/eenwdCEkObhgxNwJQ6rWwEsP81DObkNxIHF6yhEQcT1VZ96b2chg3tGeKY1ti5AO5IvYwUDOPGNMg+UwlSQZhxfDm2W18ej4SiLlK+UgvPjcLCQA36NUO9iFKmBWZNwGZiUdMKU20IRadPfbYo98eEcanTJlCBbR84IHqwTbME4HnxNSEh2T1HLaIXMWeXkgm/qLBF6TAZhYCHllNLfeqcDjy4e2OrFsq2mgeXVOzqb1CUHpqxdx+r8YHh5wkBWUSKFAVJLwQKp+WhCzKYBH1RDbAB/nDjiiX69uG84uJlytt0NO/9rWvyd+GuIPeDjTk79MPdGzht9Yfrnk9g0qS4nJ7RbTS4Xrfv7IeY2nXzZqSD06SETG86hxDgYPe1EANmKY8FNXfWPikimBFw62UkmC4HlPONzIqTozogIuh0qh4mmNnkFZ2LEjKsdJssj5aoax6vqQZU8usDqnrZtUzz8z5zGcq772Xu/7yL31p5nbbcQ1gYnJGqPEUFg79IC4wUFv3MbKHTVJ9qx4oCF8RqcTmsI25mBeWv0qYtIdSzIuMkb4lVRIKt20v6yXzISpTCSYAFMQJ7ifKg1Insmlnzn2f2i0US9PgH6dpODFn6vFggx38d7cjcIztOfOby/bMt2WoXvwCwgVykJOWKYgrkNudrgU/Md0J+4gok6aOMqkpt5rYutWk9uTd8juzdrupnIdqPQSMvDsMbwKEDYZvdHBpxi1ykkBEqBQ74HKSbnxSrhKwHrEP0ZYY0tmQgnboSy4AsWnUOwtNsu9t3vveurvvrurqkm3mg6efLu3e7Nmz6ZTJAgJa+kaySovLpZdemuugCnHebbel9zJeUYL95qqrrrKje8SFkOwY76Ojq6Stq6yh6kUJAga6Z9m6AVBAR+1V27xm9mMbKv1hUDF5LlxOIVe1JB2MKIwfETHBoJ3n1sDtIFZDFZlP53y3VsCCOYOPfvu3+ABJcvQzcgebdEi5FAQb5aiv7J5e27Gi6UWJQ48++mjZRvKhZhqMaEd5fa2HUFdWFXajDDtuk4MEYqiUg9DiU4oiAQ41cXMMzoztIfd3xdq1L4o7G4AyaYFjVcoht0ohb6MvY2nBgkL2P6r6sr7bv4f5iYwSibV0JrQFNOGI4+WzRvsT4i7lfci1I2cYX3bm01GCTj/9dOYZuERj8aTsKFFyeUQcVc7NYAJwLTNnGXwZMlLzAQccAKBEv52J1YmwuNT2liNGMrUBonfStyWPKlrCcccdh5UlSxNAedpppz300ENpTLV8LhGfm5UEYqiUlbjixsWVAMVRBhHsAc44tIxGJvHeC4ZY/R1f+9ppV1zRb/0QFAHOu+IOLtveIzAwsu1yVLS3VeAa28tTDYSjYuTDMkjJDEtLeta3ZuerZVu1fSorJOQeUU/YRL9lOqgc8iTJ0CO2S6wcnCTFKytFYc0z+ciNaUfyLVWBM3QiQEQsbaGCyzKPFg+MyS36HVWWdXf3lEr0kHqKhCN55lLnavRwURQ4WHfYYQeJv3H+kDJZE7G8ow8vblkoCcRQqVCSjPspjARounCSfGuyWS4Rjd97hHWoatmy2V/72oTenJBpB3O3+LjCjCDnXl760v+dyqcwjolKdmJrOjdEzrIcPyfKYTi9rmN5U1W2YQASHiL8CmHD+LGzJiUGMwn+x5hmmWB/AqpEt7EkAa/5s6GL8VwYcthLMvQchj00UEmYiPARBKYwHiku6Wys3QMNr6JXm0sk+085yDzZQ24Sg3FdVLALf6tiBsKEpVzxTiF6/q+Md25dx2flJIEYKuUktvikYkrARmvpl9F//nnnoQ+kBU9v8X//l3bxQtXd1G1eqQfU5OI3vOiikkceKRn3NB1kSZlmijlNxk7fcva0dpa1vdgyEeX2+J2FcWH+2UHtzRhL6jCCR7AFqITsAiFRPCSo5A8dOZaktFuTGTzz9s/rJDNIAV/zDLKVEVuYCKwZ2jz44IMcl4LvxJ30uzj0DedwlqHmmVnb6TLuyvctsJGNSj4tRiaJDMgBP8HLxccdZYbEbQolgRgqFUqScT9FkUDpJz6Rlia7rLPT0kkFT2rheBgyEeSFcnpXN6XaLU8qXPqMMpXLYsSSdMopJTvtVBRZjKpOt9pqK56CodneRpVg+hns85aJF1NeQjv1T9a2VLR0DFhZR4iDsAZQSYw6C4SkPkgtfHOMrCIe+mUEh4RkI+fR0IuUBL5LTtcBjptuuol7HdobmgfNopOa/VwYin8CT9zKN0rfn3JYglY0VfoirYyu7HF5RuPCtVI0eUxqhKMrkY+YR4HD6O1ce1IJ8M3ln8BpaOQ5Nq4SQ6Wx8RzH7l3wZInumTIl3CEL0+rJk+XqVW30qfXVLR2JCYyGKbY2nzgRxaRkLrHTvOtd7xJJJ+IGZeErX/kKm3+kHcWS+dxzPARj9zFkfWf2Pwt6XAAuiuCC+6b8eWLei86Q5NBmvLEtE5NJglYkP6JW+wLF+3Wve12/OcZCng4brfh8aetz0QSi3Ez2bYxWsigOpoE4yzfccIN0SkNmFfPWU73chxreEL/4OEYdh/QKXJm+TKLY/6yoX91cqYpfWuJQtXgF92UviRedgbAvwxN6GScgLQ788k5ddNFFlinQTf6nn/70p3leIj49ugRiqBRdVnHLYZKAiiJr16ouUvL+95deddXE5cstIrfcdpukJks3VYm1Fh0TClVmddgq1Ov+/Oc/H6rLoU9K5ce4feSRR6r4K0OmzEDWI2VKQzjegEd7e8mkSSVbbVVSXV2SDSE0q9GOusZh/+NYQfUAPUfd+IdywLxvtIB+83RPqOoSji7MKsN4WO9AJbyWNDAB5ZvkKp2Z1erbUyeAJFUOcZiGzEITUYyC9r19A2XKZgYbSmeunG0Yk+QppxHnZpBqKD/AXCceLdxUU3t5U0f5DlNb0sobW1WAmEOUP8rpCLk2dOJsJARVL4EzaInyJtMSazeePjcr4MvYlqcpPacBjtOT4hSU4/TBj+rbBmsW7r7XqWd+ec7cHTdvaP/ttT/n2pcnJrreKUuv7DK0NCqjbQYnQClKBm0aORO3kCL27ZkzZ1qJ6HCWaXU9LWGMTzRO1AoXgp/Yxql6c889d0ulTnqPlXV1d/7857LYjWrxFnDwxIXnQdREmnOp4wKOZwR21dVdcu+KhpqK7l1mJCwZuR2KqQGmtnab66pVqzizcGsgVB+44XhwyF9MfjI7APxKE8izhlpuQx3oLKjOS0dv6Tsq2E7FFe9jYa84UG8c+lIYMF2bt+JLUnN7snvxi+FZAy58o7cvmTB3ctucCc/nnwTpgCSkMecuWLAg+nKUOhIQDTnpjDPOUAw4fM/xZ4G6+OKLAVy6B9cePQQdTQ4FJcnzJEUNjUhH8lXiFJQj+enEY8tLAhbTA/bdq6xliXVKDUuhPUo4Rc+8AuWceuqptharj8THzEihZDeztsXumGOOUUclrMuWJCRZuEoOcYdVUjIbWp2kKRYpza688soZt9ySvJnWSZOkLcjr3sbWydZx0enoXzwXgxjnxtaNR7+b1S2VrErbTm6NfkrflqYr+weoYQvnRLbB2+9lTmKN4JKTFNH+msRJCopBVCMtGo7eYvx///vf0+6O7UROyKEsW0T/ASshHpah1NBCAyM0i4bQTiTrr3zpC9OqW5/dUN3Y/jwNwJfM29YiRLHccBLVQvU3Tyd4AMNhMOxtHh/gC1CKeWRHJBBfxjgpn7cmq3Njq1JW4oobjxQJ2AB4FrAH5Pi2GTPwILcKr2U8Tw6RTYgdyBKTVg+BZsYf0ZdGo0+FVmwzGRg29nsKrthmkSmIllaxBcpYdiX8I+tLSo7ZddcTPv1pnY8UMY2YcXBbWNkFt+fgKh0xN1HggbAnOR5eXYeQtN+cTWnU4AJfLKU7+OnVr371G9/4xuJdIreemcEYci644ILk6fxQ7Exi0AT3CZUfmpyZGF0Mw9AnbarfqpQMzAzbVp4rrrzq/WddLnSxfPXdV1z6TSsDJ11uIMktW6+sPJInSYKFOpl0ksqEwm162223GYwE6wq8eILKG6ANeJtyvlxuz2jsnRVblcbeM43v6H8SYKBGbuAvw8OwDe+9aNHN//73nAULlpx5JiO5RYfhx8bM7yCAhdnJKhbysmBcctXxSvSVppaWnszpWyzWUujiWrJLhaIQYFeiq7Kyh84+u2vmTMatSEzwcfYwjz/+eHueJ0L+4+zW+7nd7p6SB1fV3bZkov82tpfPn948ZDjJaATAj7h8rb1CkvuAWTfVoCLmC6SDk0AHiTTzqRYSfdbdd9992NwMSHJR4gb1PTEUk9lvv/2qqyoWzGhua970zzsf4HrLB7jQwVCR4CS2avzIVDKZgBXu1MCeROt2FZYnmZaQz0CoeLWJ/mTzaRlblfKRXnzucErAGhGIq0LVPnzhhTOamowGA/Njr3rVpjlzaKiWEosd/Y/XjFUcPJKwWB4aZG0/9dVQWZtwkiAwDbK7MSBMDakyiXu7sUAkz4SiRpqDI7s7Kk5roUzf+c53UOmL0/2o6XVjW7mi9Mqsyj85ubqrNnJVk/zvUHlpHmTGiZE5P6EEb7QX1quEQ7169WqORbAA0Y1vzivMwlRsOwo1DM2cy9J1LSNk1a+fS5503nlmpOqaugu++uV8Qt6sY7QIcNDNMiz1LcwHI4oBZEkyNrfPxwrvglaQ01/+8pc0L2H+k2Rc9RBblcbV4x6PN2vJ4LCvr6+HbDZ2JDLPhOQzR8yfr1SCzHtYDiARDUxOOYsvnVVePlQktqh+LfmhFmnWOMklpVPqLbdpPOoPMIyfdNJJ9NFY4Uubl5g0rEqxWFQyIZkpNZ2zGzqGEie5KPeNTXdk4iTDQ/eh3tj++cEhA/V9sQnhFa8VPQdqYV8p6mJncj7wwAPoXFz5WEEWGcWJ+70i4jYyE7v1pd/7Tj44SeeuCCfRIjip+y1gzNjGiMXGduyxx8JJpCExhJRajE92+qIKJO48SCBOFhDPhFEvgZe85CWTUwqu3dVbGNyig6/NaC+cRAI3YUHwk/VIyFtRb5hjjlVcGTtc2pDNsqiXG12dQ6hWeQ6O0TXsgo+2vqq7rLRnQ8ZsSQW/qA5xvbH6EJWK0XlB+sRo5iun5IgDkEtTAAerMKMOyALe0XMYXYr9TjEUKV/Is+9CFg0G6X5vjV5E9UJYzJ9bDRQCZyeeeGK/XaGZGwbVC4sLRVJAHHd2GBJHoQdaEMnHnWSWQAyV4hky6iVgzZp+5ZU9W2/dU1bW9epXPzdnDjs2grb8xXhLFlkrrAoPQ5mDBBdEpAwLeVwHLXV6eRaf+tSnmO5C2phxe2AmMSkta6wScD6Uxy9+8QtmiRHur5GbA2OamhHiUlOL+8qcKcK0qMkzTdEzzzyTD10xODqPPAtw20AcqUK5AsXesnkP1JswW6oXqIQ84MXB7w5zhrENgSl65O9QzrSxd60YKo29Zzou76ihofTpp0u7usqvv95ObI2z+tgYgqPtLW95C/P19773vaEUjQHwHSATFNtlMJQ3lf+1lElHw5d4BjVeCpn8OxylPWwzqa2zu/SxNbVDZna0399yyy1YwyNfYuBRMvl+eIWDnkMp8n3+VpzMEmDj4VzjuOd6Y9ZiloYvBduybxVDdLxvFgq2tIF0OZnJAETRJPyPwGIwqtH92JYefvjhEZUcqxjyGSF9xlBphDyIeBgFkwDlzNKGJkkvDJ1aW+VzQ8Msqj7a9waUTLfOoklZDcOvljkRdkNp3yqYWAvXkawzbAbEwn+RLBORf/dky1XhKf/73//Gd7njjjtGMo0DRWnHaS1rWyvXtGQqWpK/WJI9yAQmMVhDQ0MB+xyCrvjd6DkCAjxfNlphqkOTMgAm++QnP4lFDlzKHYAbhMTd2NhY2FuGX7nssRs9HVSkfjtHdUfe0oblyeMLPDP5StjOUd0xLws7pLi3fiUQR8DFE2NcSMA6izGKhsmiPsQ3LG0BDdV1EUXltZM+DhUdikI55yVM9S8M8cCG/XJ8B7i6HgqzX845BvlYoSJbqYzVopZsJ0kHE9eJaDv0jmG/04EG8OCq2pbO8r1nF3gD7ns5gW9f+MIXEIBGWkmTKI/GK4OsY+Tz588HrwubmisYafp1fvmJz4sdFBtSGw59FfTw4oNnMP+D5iYROR43i5GINqZWz0gq8AzlLHEukSDnzZu322678cR5caTGLZQfMP87Go09RIyAi6HSaHy48ZizloC0JWJVOH3wRrM+Oe8TXF3GYdwCNEzLvRx3LB+M6kuXLmVRP+uss1KLJ+R9tdHUAaKxh0IUIUlxv0MHhijfHA1p5gQ7qCKmzEgHHnigsCCCtZsmtw373O23305lV/94xO4lq5orHl1Tt/+cjRVFtu8HA4kCxqNpcqSM1X7m6ac+30LdyI9+9CMYSAibd5PrTYrz1Fzbcn/Qaqg04XLyZeNRsTDlyfcyOfnlZVHi6cOkDJ0jaOMMALX47FKWDHSDABYqFY6BV8bML5Qcxm0/MVQat48+vvF+JGBt4vERPNJv8snhEhkQoGY4UxMeFXPIcA1jeK/LHcnaIYmOHQLcCYPhpuRc8D2CCIOTnUlmQojHByo+WdHvETUgIfFcgOZAVgENlMqSpCB5j2CrbD0jZBos2VT1zIbqA+Zs6i3JWqzD1i6Lo3RKIzZHQLHuPEK/QupMJFYrGGXJkiXSE8jTlix2C2fTagCmZE8wiqxLnHER+u6/iQnPNOVxSCkCmaU2shoo5MfINGj/XhBPc8TqADkLZ+hPjKHS0Ms8vuKIloDVB3PIMdJGiT363e9+l0Jp/x6fax8gywEhlQP/AiTEAvf444+zAsoAxNnBHwEtgTgWNWmZ8JzY59BH2EgGtcax28nVLqIbyUOyY6fz0ymJc91112G9DPtMeHJd9frWir1mJ7KnFunABuPZsQGPOpZSkQSS1q1J9fa3v910CvAIjGaBu+yyy3i4/JM5U+lcr2fyxWTLlHeeISq3V9VUl9cbMyktJbdrUQaUUjEYJtKYrD00T99VYqg0ZKKOLzQKJMB+I+Ev3XFk+iDo/YzqIlxE/44CaRZniJ6RfZ3XbMsttwSYBoVBEUcBhNnqIK3Xvva1ema4Es0k4IhDatjR0rJNlU+ur91js0aZliLeTlbN7Os2/quuukq6wqxOHFeNSYnJWY254M8Slo8RJW/twQcf7J+gtlyUZk6QiZz+yk16W3ODSlx4bFSidNNceAjj6t8JamNSikHtUE6/GCoNpbTja410CdiGQxWCDCSA4b0Hme5s53hLwzuM8XB1csZQYTkAoYbXJyX8TbncORPa5k4ufCA6iwjWMEYL+9x4eKz53CMHJXcYs66ktTAQ25I3EXARMyiaUvwsf1nA7qI00JXMn2yhEr8ba6iwNb7mvsx0hG5LE7iWz13E5+YggYhQqchkwhwGHp8SS6DQEsB34Xyxxo3AaurJe8XvVszBLl7ou4/7S5cAgrBdkM1Aka/hlc7ijVUTqzq3mlh4nGQiyZdh4zevhvceR8XVhUniDxmqUEp/p0+fzvCDKidnt5A0Nice23AjqN/MTtHfUwgphBfw8cFJbJn9RvDJ1q2owKiQ1fgcZAyVxudzH0d3jQGgwgl6Qag0OWLvnM5qC4/zVQ7NAzITRBJJLpDn5bq6S5ray9a3lje2l+WQTHJTe8XG9oq1rQVOrcRJxBAijFxuw5E85/MUfmFPRw9igUOshoT07J+wpugBvloqlpSPoU4ReUJLwjYj1lfRG8AqV8g555wj+aqMIf0O26/M3h5cbjfFgojondu58VlRJFB4qHTJJZcIORHViT/7r3/9K8og4jaxBIokAcuZimNWPeWT8ixpWaQRpnbLAECLxUQegmuN80uwCsgLOtC+lVk44NHKpsqHV9fetbThtiUT713R8MCq+v+saLh/ZV1LZxZYHLQqL00k9ZEvoLmjYEsxh5FsQPxHduics1WNz+lhibB/qUeEO0gCnLOcZRJSCAvwT8YhgpXp4+Mf/zgjEyfdQFLi7lf71rks2U5HkWSakr4/g1RxoSRYEoUXRfJQUSowMiRcNBGj4zy3bRTR5dymYO9nGAEnLu+4t/Tee+9l35ZgNNaSc3428Yn5S0BFbrTW/fffP/+uhqCHEPeuStoQXGucX0JNlZCnJ1s5wDT3LG94bG1te1fp9LqOHaa07Dqzaa/ZmxZMb+roKvvP8obVzVFNREycB2yxaefpzcbw0KrsYFa/w2ZAFVfFbaTa6ytf+crYnpTtw9VetTVZs6UFh3L80wxB4uaMY5aW9F88Jlca7WvnnXfm0x+o/6uvvlonJpjsJMuXL2feizISOZY8vmSKeXjrnnvukYA+zXwlhFOInMwaSWAkHATSsu0qoxTlQnGbHCRQ4BSUMtCbagB1GIpgE74Pj7/fkUWkU+VwV/EpsQRoXYjSeLucLLTAYteNKpTAhWsJrhFOXKgO4376lQB/ioQ60hNkJR/2JDiprLRn5+ktKpOknav27RNra1e3VM6qb99iYltNRcJiFOXY1Fb+4Ora6bWd209tjdK+3zaSAzGdiq5CDR6a0h85D3XknyjPuwwLHHCpQwVZzjvvPDm6mJcYqoEVWbP73guIw4xk18s2TaVSuJIIMCzhS0noLwTPB+sYHpXAWH8tYtCwzE/wk6A8y1pAw8yHmPtMpL5RAmV4IxVG/sNNG2FEHFJIqxINXrYu5RqSQ/E5rqw+6qbO2BiwNNDMM9z/eJSjBSdRQDngsBbGxiMYyXdhG8shGcGq5sq2rtKdZzT3xUluVsbtnaa1bDe5RbO7l014YGVdR1ckf9yE6q4ZdR3OQnvKgfDk0vZUniOsGgXLYpyU/8RjhwZZ0rjbcAkT9ZVXXomgzRzQL05yaWc5ssVJguOgqz322IMhynolIA5cg3p5ZsTlIX17xOrm6lmhFUkNZPpOWg3xxI1WGgIALna55v/0++2hkFCJ7xagTq245LPVP/XCYpGAuORRpLuKu40lILhJgYJRlKbIHnnPUy1bzd0B50CCO7U+aJDxcyySBPhHDjrooKw67+4pWdZYNbG6q3ZgcxElf/aEjn0337TD1JYNbeXqlgx6CXBq8cZKf+sru57bWLWxLVEMNauDx005MF6Y7bbbLna6ZSW6gRrLegoPsTumOb/A64svvvgHP/iBnN0DnQusRGR8p/YgAy2OFDuWqojwEK8fireMrDNnzuSr4XHDl1L5h+NYyjEOwVRAbCYbEqAs3UDfCcAuZV8uiFjGcyeFhEpBjqmPKsQLpMoXcPa8w5FM6jWeH0B878WQgNXBaqI+bjE6L0afPDuPrqmduMWuh7/+zUiadr4zzzyTG84KCPNJT5fD4luMcY6NPjdt2gSPqu0V/XYA2SfW1rR0lm07eXAfWXlZyWb1Hf529QxiVdLtiqaKjW0VGgNhls/1WUIlU0WOCY4bpODotxO3HFQCOElgiiInaa8eOVteQnbKfg8gRq6BbIMzoJlk3AkX2+TJk6Xt/vSnP83I5APmGRzMmMSmxd2WlqNSBJVKiDNmzOCVC0MyZk4euemtHjgwTFNs1aL5RH0OeuNxg34lUEioZH7wkqaakRDQ0sp684nYCcIRYjLjI5ZAYSVgmZBdEEbPPxS8sAPrtzeb5bqW8v+sqF/XWjFvWsv+u+8gMlnWn9e97nW0TKwIVahQH4499lg0UnamGDPl/1CYlEQkRXdUMfk8sKpuZXPl9lNaGyKn1a6t6PJMM4+Wpaqls7yqvMd/iR2upKQsksvu+V65XX74wx9Kxh3jpPxnRVoPpofcAThDfZNv8XNxlHs3+72olefEE0/02kYfEpYSB1zw2SFri7/jgMPNx6hDP3rFK15hTVB3hfrUbz4nsXWwsohO2ChcVK0kpiZGJsUl4SexeLx4PkshES8g0Z9LastCQiUTCLxFK0tewOe00scMm97q5JHboOOzYglkloAlBulyhEvJBqxaKpD04Or6yrKe3TZrml73v8woQiIEk+JaSQdljaMaMjIpR4VYSl8c4bc2wocnshoJOuKeweD34KpEMP8uM5pn1meRIHR2QwdzUUS6EolhQckdMClhW4p02FNFLaDiMX5EOiFulKUEcIYUZZOYO82BJakS4OL1HCiVkfcUfMHLjuL5uuWWW0SugbzsRgZIHeJl23333Rm0mIL0I/iAGYJLDh6ygfa9CeBMcktR55qFX81wwXoOkXpqS7NCBaQlagQHJtmDV0BRF5jPwd8X8Y3IUopjpHkhoRKRMFpy4vIaWIkAWJkCWAvHiKji2xg9EuDbVXI1ekbdIbgz4VFPra++c2nDvcvrFZNf0Yj52/D0+uqaim5x5gtnNte9OKJK9fLUcnXWPuAPmZQhgRfbohZnnMv5qdmHhAuhzUbpAT+pqaNswYzmyTVRQUzotqo8ESLX2Z3JTNTRXcqwJKTO3+6e0mm1nb1uuMEPRgj+ZSxgvpXBW8ctcpUAxjQJ44GldgCa7L333kAMt1e/YAjGot5QaaJ4TmQEAGIQKwNZxabJleYDf5zN1Ge7Kn43rYmhaCAuGn9OauYLnCqJe6wYCMRM7Fw9DhRhprJkMgJuaPCL9Vqsn0OFxA9/+MOPPPJInJyp38lSYKjkiWK9MfdZjNgtRWuDtLnO0vi8WAK5SACMQIeU/pTfyodcuuhzjnTM8M09y+thnQdX1fpnxG4ZFeQqvGNJw51LJyxvrLIXVpd3Y+8+vq52ck3nPps3zp/eMqW2K2IWcUswTxzzEgYDs7ylja3eahhS0oGGMX6K8lwQb/Fn5QZMCzrpey4Es7SxakZ9R3S/W7KTirKET60rY8YAQApCau0qa+lIxL4xLEUZ/5133snSwKQklc5oie6Mcl8jsA1ownok+qxvwknVbRkCLDJyfvYdOR8LbWfQCeZEiCoZLgd44ZIzSoUOBb5JvuMRY3ZnftAWPTwkYb94jUFF1Ccvs3niS3gI2wnSkmecFcOvABNDtaQDtC+GSQdEBf/B3xrz+slaDkvlYGcyZsYwmmoO547ACZAcUoHzKmV1qxHzGWTVZ9w4lgAJWDWkjKNXYRtEB+v2qjTI4ht6PzfZkk3VlWXdE6q62H4QUJgZ1DfdvKG9L8Rp6ywV+sTzIp7cZrlkY1V7dylfDN+KgPDq3uApOZ3bu8omVkVFSKnPlJ1cgYV9991XxaiHHnoIq5dqa1UKyVT8hZ8E70Qn4ozbCUN0tgS+D3yUgYQQEk4umNE0JUuTkg5bO0ulDGAyBIUH6h8UW95Yyf1aWS4CpqShsgu/e9ADFUb1VmyHON5tUFkVpAGHPsyBnwQApXW4ZMkSPnE8wr7JuPnLmIXgFdgFDZzdiOamAklaPJNUWMLfgiUJOtESiPcZDjZF/aSUr66kW0vLmOp7nCRISGoDLHIvPmMSmxBNAMACenj07rjjDimXZBYAlXz/5JNP8vR95jOfcQku/n5NkvZlNksuOeYu6Apvkgk2+noCwbsjOhu6levmkJKjII8seicRcUgMlaKLNG45aiTA38/4jBInyHbQQXONPbK6Dvrp6C6bUtOxw9RWsAa71jei0rBu9bDFhLatJ7UFYAQ/Pb2hGnjS2Jf1ld3NnWUJP4tg8qaq3mTNpUxHvb6VxAfpmOsjc4EHHW3mBtREln9wSuwMOBVvpRnEBV9yrEjbiFMyUNGJfKCSeXLr4gnbTmkFlJPDYGWEjWZPaJeEKbfD7vi73/1Obdc4g05uAszhLPgDwgjx/H0TPEIGsnv0DSKBih5//HHoxJP6/Oc/D21o40sfoCWGYR8gLX0KeQtYxIWwjnwGdFh6nGhywmfve9/7mHnSUp+IhoPSoBlvvRpzZoUgquA+Q0hyiZDJ9sYbb9SV8YuA0xg5SXQwljerWGZRMHEBTN4RmieqEysUdDVognsDEM7FpQjewWeGnbmiSw6Po7CnxFCpsPKMexs1EhBcKbyWMVk98ChYQXX3pzfUbDmxDUJ6bmN1CPCuq+zqhn5Ke7bpBUMYRWkGpDXNFU+ur2Ecqijr7ux+ft8DjIAq7GxGAgYDFiYpmyM61wooXzUZcEIlaOGti1P3ZkZLouHsVWxLfdVfZqGHVifSSO45q8kDzeEB8djWVnTzsSbP3dRWtrypin0xW+ZTsgfGA9seT0oO44lPyVkCEAA2N0NOqAeXPABuT4TZqa/BKbUZiiFGthQAzC3i3US3yRjJhoTTncaF4ukTJ85QhE6OP6RnhBZcIrktTjrppNQFjT2JrYvlifFGTaQQHusqfHByLLGph6QDEM9RRx2F8Y0F5SejRXHLSg6gkqtAWsYGnOFQZobphsHUjRvAfMWdBy31y0bPagzFaxxDpeLJNu55REuA683CJG1xlFF2dJX8e3nDlJrOnaYl8uWwMK1tqYRyFm+qBnQYhDJ7T9a3VnC3iVqqruhmRQCqhh4Y9Xub1ErrlAVXfuHoxvMoEhtjbSzrLDQOu07qPgQn3b+yHmqWm9tjze2uVzRVPr62NtUkabaA5ubb5hMyBtP19FQ99VTntGndkyalXtqOpVCrvSdGwLk9kXzOYhCCk6AE9pgksMZGkhcALomilSWvritTjmtMP2ZgWgyjuChwShJaTjc4afPNN9cMxMG/7Js3NXjc+t6XFQB6C6PCTxLE8I53vIMHkF8PRONTU3IOBSqrYQeoBHgZTIYZCJyBU8AZZBl8eSG4b2QeEaFSrlbgkXnT8ahiCZSUIL1GVJtAoofXWKpKEY+C5LhFBITPaujYc1bjvps3ZsBJGnPSTa3tdK6/dlPM3xGCk4yNGsfmz7yEt4Q9YH+NHh4/riaRrYL1UbEIin64cdxqNUnuTdR6K5HBIWecpCuJKLeZ1Ap2JxNLdnXjPJS2dWUsYNLdvf2RR+54xBHzXvay6kWLko+D2eD73/++jTnGScMyRfmeOJWEU/C4WWTCGFhchOJnBTicpav3vOc9aJQoSn1zPTDJJLEFOMVEFHg/mNd9b3wgA48VIDkqjjMMdIQE3WIp6Q2UcRVOQK7D6HkpoR/2V+lbWbz6jgQly68cfMK5mK+M3HXhKlAPHGTi4m0clgdXkIvGUKkgYow7GUESoPEEXuSgx9JNiToS6naFBICph20yN5/LoBcdsgbWUME7jPlsbGin/HGM+UN29VF0IciDBU4SOAo69Pyf5fVoanMmtC2c0dR3YmR7X3MmtGOxNXc8HzKJ6V9e1tPZVZohiUDdPffU9CKk0o6OiTfckLyiEb75zW+Osyhl+wgK2J6BllOba4lNKKSmFL+W2fWW7dUBDqVU/cVA0jlVB8hQ3AJQnjJlSra9pbWH8KyNiE2IR2LVBYjAT0AY9BOxZ4F4Flh4HWE8pGji15PlEvzi9JfXwK8+6N+F/BN1UiweqAQaHnPMMSBUxAuNtGYxrXukPZF4PPlKAI8SV4n+l6EjO+KT62pWNFXNbmjbbsr/crLle+0RfD6xWOKJJVsNeATfU8GGZimXB27eS48tr50mvH/3zZpyyA7Q72i4ZW9ZPGG7F8jdkgI8uwHJvxQ3bqBLVD377A6vex3HCfy+6OqrW3bdNfRsS8PkjetBFeyp59ER24mQEfYYCAZ6YBwSRylFDg8dQJPPK2YqyrvNEsw0DpbBYb6BS+6//36M72yr8KbeIuCFOYRzjSCVWhqFW833uN7Ro9XEFnAOcudhUyFREQX4xTnIjMTjhtXE/oSZjjCaNHpxcFt/pKRmeRpRGS4iOuBiqJTH6xKfOiIlgM/BmkKtecMb3jDQANe0VDy8um7byS2ik0aO16yo4rTgooUyLA0aw1LUYYzYznGlF62t2GeffblTI+aBjHgvsmrNbmjfalIixzoKlARdfHDT6zok2Rpo7tXdfffkP/xh/etf37z33smr8PvQ1+UIiGPfIkq+qM3YVEAlWRuUEzn66KNhpltvvVXpYtliGWzADo/pscceEzfH2+WpCQQb3gcn3gWsgeQsAmmQC78TYOKJzkpiOuTldxZfGxAfTFNAmHVG7FuasQ2usiCDUFtttRUrFLJUhiQdWQ0jz8YxVMpTgPHpo1gCbNcqEljCPvGJT/SrwSzdVLlofe2BW2zMquTWKJZI79AxOtnJ0TlH+40UY/y2vTe96U2isufNm1fY/u9eVg8VBT4cI9Oyxsq1LRVYcbMa2rOKg0P1BZXw9FUEK+wI495ykwBOdyBHM2NLZRQ6wSdTYyQYlvCa/YQyKGsAVxdgEZFGmdt4Mp9lhssmcO2116JbpbVkCmKzFOKX1XXF7h166KFvectbwoRktRLfByENZDRizXIVWchVboHMlHkOa9HwIsgYKmX10OPGY00CXlpvvhfS5tf33uS2eWJd7R6zGvMh7Y46kWEuy6cS1xoa6MFxHAg+gkUK+GS5em9bPCGRsHTC85X7FJUTGSfQkmFJAEFW15IFkbk0hkpZCa14jXHbbLQyU/NAnTh37q5Tp9Ycf7w82UADdhG0xJSbdMbxgIv554cKRdmYnfLx0+VwUwaDKtSXhM48JkW4xUHCzMzdUj6ZgpIRtXiQGEgmZPQ4AynfWLU5AZmd4DPgiegoAKZ0YSlf0eUTQ6Xosopbjk0JiImlP7Et97X02sCUKJF9e+fpLePEAecZS7d43HHHsZaPzeed911JVGMFR0Qt4B62obX8v6vq501rTq2FnGAsbawqLy3ZelJrZdQaOYnbk6dbkY0RntMv7+cwyjoAQTb8+MeTjz3WuP86a9aXd9kFDEJmYsIxnVibkhwgxHxVUJiaGHh8jx4nP1awqUBdatmKxDT3QhYieEvUPWDhG2hGBKt8330NNgjgeogOVvoK14SXhoC9h2IpSWZfxpIbpEUwRxmYd0SbI444QhZyCyw7GX6Sv9kCHXcHeDmLUYpD0KIkvm/u3LnkMMRMphgqjbL3LR5uwSXgDcc9tBCACH07D3Sl7dCVMme4Kfiwhq9D9iRZA+i7wzeEEX1lE0YZB4wKdJOCDFTCScmZhNFJOpAaTMcNh9zd2F6uutzM+s7o10KVxYYZISSP6MMe+y0vvLDktNPURerZc08prgEX4AY7WwYszjjACNwJCMAce8lLXqJynDeRkQl9W1yYAFWUZ1wfIBg2kh3AwuVceEJj5+JfPvroo+xSvHg6kZZJYwdPFpsWApDETrlxEI0T+TrkAQeDdIJ0Jdc2RlHyqUnYLbMA24/iwaz16ikJbXNANm7H94rWMS/l9pTdI5qg3sAmSaQAMqIItzk0R0SoFCcLGJrHEV9lGCRgiaH9cDmJ1+h7+ak1iS2q/YVE28MwvqG9JBUQlzM18mVorz8KrmZLQyspFBCR3fSxtbVq2uw1uzEt6QBD5tTaLlUCZXvPSi4irfgssjolbjwUEuB3e9WrSubNK73wQpDIygNzgCBf/OIXJRmCblUdufrqq2Ggq666SroHiRzhHiH3Qs8YV+S09HoKoAOVYJH77rsPQxwKgYHkPYKo4Ak5kMzM8CtcIpSVzgPcmLRWuWyNOkmZ8KaBZXjol1xyiawEhuoDyCKZOCYW2KQl4xYCH/AEAjIsoVuBRxdeeCGDljsVbaDmrk6AthxEbeRY3t477j82NmVYiCiHfop9ShwBV2wJx/0PswToQ6qiInmkjYNmH+pO7Dzjf3UnhnmsRbu8ZRenGy0g2yCXoo1oJHZsb+AOsO4XZHD/XVnHbrTLjKYJ1f0n++YFNglT6+OyQrn0QO39ZIRmsn13iJ0UBRFI3ElSAsAHkBFcb6wafE8QA6iE5sx6BHaEjCc777wzsKIwNqcYTOMsPjvsft9LHyCWTfoA4frRg/wjPgKXUO3HwFCL/N12223Zmbj/kqdzk7HWm4eoV8AT9MYyFJpJZpGD/xpTihcPuFT3F1zjbSx4dMVA9x5blSLOirjZGJeAZcWaYgFKu0+avfSAa1srN7VlwxYZhdKCk+Qy2XXXXSUwHIXDH7ohs9k4nn766fwvCQNtai/falJbBtwj+jIVJ7no6pbKpY1VATD1e8yaNcv3Uux4pvkPMu5huCTAPJMM++JsosuxzRx88MGiw0KFOB/YjXijZBlQxy2UKOGzk072ox/9qOyX4uw4qiQpKDhOIhOgh8VLmk2oRZyaZJKpOEkDg0eb4zo0GDm4d9ttt3POOQe8w1h/5JFHQLpsBesuyERKTOfqBO872x6K3T4782+xRxP3H0ug4BLwBnKE95uRUgYdl2vpTIT1jtXDnspUbov99Kc/nQ/3c6zKJ/W+yAedyyZUkJtlNBLsltWhNpzKJ+rEZThLkkO+GMHnWfUcNx4tElCpjfMLK4hjDjc8ddiyeLPfeJ0FrCGAD1mMfb8X8iWblihjDjsZuiVnAeZAN1S/n/70p9lKm20M9QoEZKziduSDk5Iq206K2j52wBVVvHHnI0ICHPys2Y6+Rt27lzZUVXTvOjPhkh97B5z01a9+lUlc4Y64aG6U52uqCBK0cFOUo7TP0OaR1bUKpOw1uyl6P+1dpU+vr64s65mbMYM86wIHHFNE9J7jlqNLAt5chGtPOdXTirEUSs5F13nQieR+xGrKITeBMeAwyS0pPi4Dz1ozVzFa3mFONGPj62eXyk3gepP77dxzzz3kkEOw3XPmYEW/euyAiy6ruOUYl4DlhtIj2CTtPte1lLd2lZWXjllfhjUOkwCHNMZJEae4qYK1atGP2D5Ds+qK7o7uMnkBondVVtrDwtneXdqc8SxPM3bARZfqaGwZiOFpjDS4AeiJjpPcOF45rvS+++6LeyRuLitRaM8VyC0oP0WGEw3VwBDSGbrgKkbZnHGSq+jtjDPOwJFChBpRq1YWr3FWUo4bxxIYURLA1BHBwbKdOqrAFNly4vO5AUfUgPMfDFWPHZvfLaYAZyVMdBCMpaxO6bexnJOJQrmdWayxHd2lXHZ8cBmK6bqWJ5vtLgJaYThlu1nmL4S4h+GSgCcuPg4FSjibHEhm9atf/WrIif9OuBmekyg2IQIZeEUCh/kBFXeTicCUG7IbgQUhQtgrB3p48QaZxWtcvEHEPccSKLYEeNZFZ4g04WFJXquhqosev751bNK6RXKJd7PYFVu2Y6l/nO6bb765INE31eU9+2zeiH4UXT4tHeUdXWUVZT01FZlYTphnzz33XPRutRQHKqScH1bsUlYnxo1HowTEzeFZy+soCzZqtsgy/DaOLQgbflKFF4FaG5RtzPGBbpAZHvdIYic2HgmcRqMcCjjmGCoVUJhxVyNaAttttx3KoewmyVEKQZpZ17FkUzWOyIgeepaDowK6TaCQTjmiNLMs72Oom9sSpKAUj12oqCITLKsig1JXVJYnoEzm6ShVmJjqrKQjXQ3GOl6wIPOsTowbjzoJMBTh+qhhIlMRfUlaJpXa3AW+EcOSQoe+FOniA7TEa9bvDYaaLWH1eO9730vPHOcgO4ZKo+5FiAecowS89qeccorCAqkauXBuhqX7V9Q/ua6msX2MvA4y3eFyquiSrZsmR8mOidPsBPYDWnhaXPRQ3lxVeTdo1d1Tmhm7o4Zg+EYcGMQslgrdRC130XOCwGOeU0TRjdJmzz77rMSVQH+GEDlWIokfJQ3HTOj3NvHHxd/JtOJX7D3QPPqUG6VyyzzsMbI3jMlnE99UwSUgXbWlITVxjjTKu8xonljdqc7Jf1Y0AExjIGENywEiQpyYO6v5YzNQsUHRrqzOKmxjOIlTuKunZFUz4vaAfUPA0bkj6LFyG+6///7sB3Y+NUoFKxV22HFvQy8BeBeaESMmUB8Pet26dWEMvlQgXMnnzOxvbjjk60984hMDwSmTJPUn8w3m1vm4xdkxVBr6SR5fcTglIKAjjdyt9MSO01r3md04d3LrMgkA24tFXWpqLxNA/u9l9cW+f6tkbgWhij2wkdw/RVxx5eEdIXdHXUV3TXkPtJSB2Q3xc46ksu4GGraNjVeR3xnpRJuQITqGSsP7lPO/eqitq+Du6aeffsABB0ixK72FknN6li4SIBZpn+EqZgUeknqCGeCUyNlUxjdTq5yTBx10kDza+Y8/nx6AtmGJToihUj5PLT539EnAtqGyN6pj2tDtUpvVJ5wardmELEW/fznB/7OiHg7brH4oYknGObEg+nMJLW0eALRAoWxPLHj7idVdW0xsQ6FD7h6ocw44LBMqfuarw1IityVflSow2VIBMrtswYcddzhkEjBXLV/8axJreb5MhgrJ8R1jFEEzotXEjmUezJ133ikc+MADD8zQDKpOXUNMIZnGpFxxlXvuuWfIbrbvhVhJsdTT1N0hGE8MlYZAyPElRpAEaEuSyXK1qF6kRGXqyIRq11d21VclsvJLubRkY2Vr4RJ5t3Ta+koXzmzaYkhyE8RQKas5ZyYoyxDqqw/vAbJXV/Qoh9JLqO3/UPvCVpehrK/dFLOEFwab+5vf/GaSpS5flBQ72L7De4/x1fORgJTW4v/F/HOqWs1CV3PnzvUN7pFiI4Mi/vnz55vtFsANGzZkcKixKiV/DYYrPlyw7Kabbspn/Hmea0jg/g9+8IM8+8n29OGHSsNiTMtWTHH7sSQBkSCyBiiIJtZJ4uPkclBb0bPHrKb6ykQIknQ4ysMt3lgt4XJB7n1qbQf++PLGqoL0lrmTGCdlK+S//vWvim2NlmhB3hMBCn1ZJp47U5OKEKeddtrLX/5ynz/1qU+l5jsWDIXEpsZWtvKJ248ECVipMPRllFVORJG4tCFBM5j7++23n7+ZR2sBFPMBTINW8q6laYzhXCkzdtppp75vBAbkoObMosqKwxHCu+WWW6LT9TKPR6hglAEXZhuIcqWB2hQkMW4+A4jPHYcSkJVRDfk//vGPq1evVvGRkSlNCNNqOydVd7Z1la5tqSiUfMQ3FbC3DKOypCbVzUINfmz3w6eQfyWToRGRNBCwDotC38v9+c9/lkrHfJYXgzEJ4Tdtq2N7MO2lkBiaocZXKZQEvNH/+Mc/AHpZjqAlVdLy7BnOZn9ScA1d6fWvfz0GUpp5ybXQOvtehUZx6623DqMyJlGcnODyhEkclc8wnIvdBXeiZEQR5vBDpc033zzKQOM2sQQKLgGaGf1MnSO5aynijz76aPISNRU9si0DTA2VWVfJ7necT6ytlV0Qc7zgd5HWIfA3bdq0IaidVOwbGcr+VUeX13Eor5jDtXCMkEWkgbjooov6EnJtdUykuLoXXHABVm+/eSJsD6wOfQ0SOQwmPmUoJXDvvfdCwPhJHp90D4W6tFkUjOvqHoqbk0glACbxcdx8aON9L2TyMOoAUoUaQw79LFiwgHFURu98wvGsk7AgJl/EJAhxudwcnlR8yliTAK+8LP5gE2OsjMaFykCYFNPGtvL7V9ZtM6ltCIhKdL5nnnlG3cqx9pCKeT8gyKBE12JeP1PfHA12pt/+9rdsRXi7mCj9wqDHH3/chie74EBhTfws3HYsT/aY4bqX+Lo5SEDEotSRmGfqkFCBLFM5dJL5FHDB/FFaGz38sMMOUxCJ2QY46/csIEPibyb5UVoxyfjZpcSQEiw/tfQx7DXwX4aSwOQw/Falgj/1uMNYAtlKwO7CsIzuTZESbft8lKwSKIWoAtHSUfrAqrqJVV3MVNkOLIf2bGMhcVx8RJeAtdICGr39kLW0gvOXiXf72c9+RgMWtTRQWlFcb4t+hvBvqXcUbIlx0pA9u0JdCFZmPtlyyy1ZE4uBk4wTAmOqoV9J1CS12H333SfSbaDxc/+ZkKBGoW5wKPshyZNOOkl2TelU8NPlMc8QHpE6sBgqDeVjiq81oiVgm5GnRKlUunvdOecs2GOPBbvtNuvTn85z0GtaKvWwYEZzVjUucrsoHgOrEh00t9PH7VlAhmCxDKVDh0UyFnR+4bPOOkudiv9v707A7ZrOPoAnEkMihhqrlJhbakjMah5rJmqKinmIWWkJSlAx+4qYZ4KSJmJW1KzmoYomNQ+NmbSGaiTx/XR93+npvTf37jPefc599+PJc5y79trv+u911vqvdxSd107yZeIxIGrfjpz0BEKfOmUg8dCyEWAzvfvuu+uTTpYbEF4uuIz2sf0nIhwNqlLyImhneYXTiiGF2R0VgiqVPYfjxiZEQEoStpjDtt++75gxhidee/bRo/vcemslQ/3kq56S5fSoy09NLmYGeL5KlQjcBe+lrcEvea3lZ+xKmUqmrBQ8wbKE5km+zOOqHfl1mBJRxtVACLC9mpYWpVzJLCOlOrtZkqDmSuxvl/Tu3WVJGDVqlILBfC2y/LLSEOqyfucNrZAnEJgaAjfd1H3aaTk6+mGkvDb+/f5RR1UCWI/u33w+sUd96qUo7STKqRJpu+a9FDYHHXQQbx6R9nlAQI7B++67z8F3zTXXzLiaUwOwoSiI26b8zCX0E3379s3D6EKGLAjQ3OC+UihRK9ZHq5RFqtRm0KBBQmG23HJLszRvutgOR0EfxnQgt0L7tV9a9BNUqUNgo0FXQmDLLbtNntwi+d80U6b0KNeR5bOJ0/zjXz3lHWgno2C18LW2iltR27JaHXapfvgA8c+4tTINYlUQk/NGkMHVV1/NKSQjT/qW03fvLuWM1IJtykA5ISa8cY0mVQG2ITp59913x4wZw29yn332wUVUOM5hkDiPN45NslHwBOf9rXhO7bDlci7appK8AFWRLahSVWCMTpoZAcxplttvL2OENEkvfDDj5G+6LzpbBzUoyui89S3iVoRHScdcld66YCeSEtEqcVnt3LGTQULtDstTtBCSNYRTC8tIm8LzxMpkfcPo/ffQQ52LQJd6uhOOUCypmCX3UvgWo6Wq8VlwlrolinjkFg2e5oL2qbEl8nZIq5GcPNkd/1RxKZQErtGD2u82qFKnwB4PzSsCPdqolSvTyFeLL16GxDYdSbqn7zGlZ+1/ZywvY8eOlZatfeffMkbRdW5RhhafUGSqc4cs4ql9r6M2xcOT3Nhm8OMHH3wgEHqeeebpYFz77/9/DRRbXWihzgWhKzwdSXrrrbd4pKnTzNLK0JZyh+65557yPjCnNsRvmS/dFltsMXLkyBpZ4mR+ksyJ0leuSLmCK8mlVMmkqv0SXol0cW8gUGcEPv2027TfBqwVLjyJVmm68ePLE6RXzylTplr2tLwu276L6wAXYBGw1ey06/W1yy67sFUJ0e/EoUsjWWomYtFtnFqmlneYQzddRceeGSNG/GfUr7/eiQh0hUfjtSLzUXMJvRScUWqJMYsJtf3sPvlEhlZJrgpLUC3Ew/4llKK1GjhwoCScEox1ijEuqFItXm702bAIKMr90EMFbpN4kqtnub5KrG91iH1z0pIWKGp7VT7tZp11VkYQGfY6ZTlO8iuxQqvEZyX7cKRcsovIDdbmLUKjM1Vv2H777E+MlmUjwBXprLPOUndWLT8kgKGN9qghFEhTGzIWTjcmy4DycLXQ+ghQhZWMd4rWSVYuhK1aBeCyv8SgStmxipZdA4GVVjLOxJamTD99+vD1vPOWN/jJUyTEL+/WrHfJOUkPYcGtepLxrBI0VzusQiZS4cSdOCyMTX2SjALYnLg3sde02V6yJRNDMfaOezv11G6rrvp/zWo9azuWpjlbcLiRK0vpMdm3bfledHOMUwhCSn7Nza7qdV2FLCy77LJCLsSoKrpCA4du1hm3oEp1Bjwe1wAIfD3LLEmZ1ONf/5r4/e9P2Gijf6y7bnlyzzjd5H9NnmbSlPLubu8ufqCU3i5pV8477zyLb8cWlupL0YQ9gpGnCL/aThwb5w+OUxkFsJEIkpra/kSlJNVeprkx88zdHnmkG5IUPCkj9KU3Uz9Eyga/1vzXHCx1cEOGDDEubgDXXnttqfdmac9j6YwzzqBVoorbfPPNs9xSxTZBlaoIZnTVJAiMOv74z3v3Tsqg8UOHvnPqqd9MP315Y5t1hkndu33z3ufTlXd767twI8Hk1EjsRI5WfJBFFNMoZI8qr5YkTdyPWOjOjYNTE7ekorY0YVLqtflGHn300cjenp+5KqMPD2WxlvkRqVqSIH8ou4A1Os5amOHIyUy5+OKLb7PNNtOXuyCXPdigSmVDFzc2LQLzXXNNr39HjE/p3p2GqZJx9ur5zXf7THz7H9NXqFgSCq4wk0OVeqhCQvg23nnnnZwDqLuF0Ta0o0Ml8NboXvmHahTOk1FgiWq4fWRsrJkQKuqK1u2NgsUnspJmR7KmLREISpE1BBg27yWI7/nnn//d737Xid5+tUA3qFItUI0+GxiBb26+ebUnnpAzgA1umm++WUQtiK++qmQ88800kXP3J/+uBFfGZcW55ppr5KOjHthqq62QJL6NUs1GOsEywMx4i8pQnVi0gcsq3mPLySitZgR2zm5N78yZlVdeuf5H8OySd6mWsimyh4pGbOJRm4pcArgTcbbrxB9R1REOqlR1SKPDxkbgm732Ks7W7ReyxAorVOK90WOab9jgJk1pkQM8E0ocUCTDlQJACsHhw4ez0Gev75jpAdGoLQT4CckAyYe0zvBwwaY1VPmcd9G2226b/enUiosttliLqiZItvhtkXFhnM2OZE1b8hjj/vyXv/ylpk/p9M6FEUh8QLckgUXTsKWgSp0+r0KAnCHQs2cLgfxIekyYULaU4z7ulXJRltqD7D6y0glcl2UnottKRa+S9piHiH3JiirppKR7pQbgEnvCCSeIi5YGCVsqSWuIDInWvvLKK21R48ePl2tA3QmdyN7Ot6MkSaJx7RDwTg855BCvqXaPyEnPSOHhhx+uereMmjXyW6rzSIMq1RnweFzeEXj/lFM4dBcH+Ps8udyY3q8mdf/0q2kXmOVfM/QsLWcAKwyeZPuUlS5ckeo/adZdd90//vGP9Xku3aHS8Wys6uPuuOOOM844Yxl6IAa7u+66i8erzclFmYRy4V4lUa76jLfLPoWFlDGddbVuU6sToTaHsSVOS2J1O1GMaj06qFK1kIx+mgSB1/r2HVlUcRbBefl3v/u2MFbpl5jrVz7ppbDJ3DNOLPVuKo2lllqKW1IZu2apz4r2rRGg3RHIUzdkbCded4XWVT5J/GDERXJo22CDDdhtY/LU7Q1meZC3fOGFF6JKUwtXzNJJA7WhW5p33nlffPHFBpJ5aqIGVWqClxhDqB4CW2+98uqrb/Pss4kZ4Ukfbr/9xHJNGO9/Me2Ef/Vc5Dv/LKMG3BtvvPHDH/4wtrrqvdrSemLxbCdZUWl9ddRalPXss8/eUausf7c/ZcqilLW/aFc1BFBhGmIKS/knq9ZpvjuSY/Mf//hHvmXMJF1QpUwwRaPmR0DZL6qj0aN7fMML+/8uH2anUirrkh3gjb/PMGfvid/pNbmMDriYPPfcc2XcGLdUBQEk9cc//rF4par01n4ncjjx5xDVWIdnxSM6EQEZlaT8kG+6T58+nShGPR8tV0VJGcLqKVtJzwqqVBJc0bh5ERg4sM2xTTNpUnlj/ujLabGlvrP8q7zbP//88+ZYYsobfh7uGjRoEOehkvIblSe2zOBomX20vNvjrgZCQLZYpfrGjh3bQDJXIupKK63EPasJPLtLpkrClVVCZgWfZ555dtppJ9EWBRzfeustSWP5JIqHFOEsh0QlEMe9gUBdEZhKqdHJ5Z7/Pv2qZ+9pp0xfojd3YcgM/IKw6opAPOy/EUBVxStxTVXcqqbYMLb+4Ac/qOkjovOcIJDKmfG4z4k8tRaDt+UDDzzQBDa4kqmSjOw33HCDCp3KSb766qs/laDv3xfffqWSqRYffvjh3/72t/4qiXCtX0P0HwhUDYHjj2/dFV+lr8raw6Z80w1Vmqt3yQkCkgwffPCB35FVpmqji45KR8CuJrnRLrvsIo6s9Luz3mEXuf/++9dcc82sN0S7BkfgZz/7GZPr448/3uDjyCS+H1F5EZ2Zeq9jo5KpkmOW9K8LLLCACBFVqB577DFRzQQWp/rSSy+NGDGiX79+suyrwCBfZxNwyTq+i3hUpyLQlhKUr9KUGWYoQ6zxn0035ZvuCsCVca9zyJFHHqkkZDivlIFedW/hhCt6X0ZK+fSq23PqTbdWVFkh5ptvvlr0H33mEAE2mQMOOOD666/PoWxVF4npjX2pCTJWlEyVClCqUsQGiTAlE7sM+j/60Y/EjKQGDsS01i2yx/rel/hT4ar6i4kOA4EyEdhpp9Y3Turd+53TTy+jw/e+mG6u3hP7TDel1HsdPGQRlKRutdVWi/C3UtGrRXvRZMcee+wFF1xQdX8LWZt1a8vktxDvuhbvLrd98uCR2YHyOLcSVkuwlPTEYaNaHXZWP+VQJcZ7KjXRrZyTJPBIosuiNvfccxeG4UAsMNKXLQZ20kknqdqdru9///udNex4biDQEoEbbmiNybtHHDFlxhnLwGri5O5l8CQPuuqqq2QRVKSijIfGLTVCwOuQ9vr3v/99FftX8IHq/fLLL+/bt28Vu42uGgIB2kr7Y9XJdw7HzrjMv7kJTgItqdLQoUONqs3rqaeeSm9CBv1nn32Wxc15S5BI4X23gMP3rQEaMmSIcg3pevvtt3P4akOkQCAhMKlXr8/XWqsMNL6e3J31Tem3Uu/1ixBLvO+++zbBylLq2PPc3sZm4ZJ3mC9mteTknzBgwICFFlqoWh1GP42FQN1SUXQuLK+//rqIv86VoSpPb0mV9t9/f2rhNi/2tfRIAW6OWQo6ct8WTMtdyZeyqBXrkGRTYEoo1jOle2kdZy66qjKG6CQQqAUCnwwcOLn0VDeTp3Qb90mvntNM+U6JjkofffSRMibUrk2grK7F6+jcPi16P//5z9lGqyLGnXfe6XUffPDBwYmrgmcjdiJ+3O6ZPH2b+DLA5kiI2pIqWRGErbZ5cUZr8UaTPilF0qpU9cILLyj6mNrQOWFFzUEnm3gex9D+g8DMMxc+pxpwvf/0pzLwGftxr3/8q8fis/9zuh4laJWcvdi1Tz755BVXXLGMh8YtdUCAEojbQOXVu0QQ8+y86KKLKixjUochxyNqh4CtdosttsCWqvUIKs/77rvv17/+NX1HulQVPOWUUz788MNqPaLUfohEIythd6k35rB995LMpU/8++JwyhXptddeO+aYY3AjCWCwIskCpIugRnLw4vEtwnbLLbdUtbGdMXPutvSwxFEz5RCaEKlrIXD55d122614yJjOiyXWllcc96l3Z1psti/nmrGE2DcOf3fffffZZ5/N/zHUDHmedVyw+SHsvPPO5QlpseXHrRDY8OHDQ3dYHobNdBflgogBuuTyBmULfvLJJxFuO6lpKcqMUe8nP/mJgkg+pxrbdBamnDSqoq8GDhy4/PLL13OFueSSS5ZYYom99tqrvAHW566MPKQ0t24/79GjRytho+rCbrvtxiQnuxSeZEiUbLfddhvNk7clGQmedHpZoUP1QSeeEgi0RIDX3X9/NXmWWUpFafKUb2uilKRPYoi55557br311qWXXrqeq1ipQ4v2Yp5FJi644ILlQSGVztFHH+2Qef755wdPKg/DJruL0qWMmWAiSbpGCZ1iAqgnKCmuu+66O+64g6uxVD4UEOKu9OyiuLK2iEg466yzVOnBWlorR6g5agEs1Skmh5/VovP691maVqm68mVkc9V9aPQWCLSBwFdfdRMNfsghhepv2nyy/vrjzzyzJLhYpJ95b0aU6wez/zNLBJxli3MSy04hlWtJj4vG9URgypQpgwcPFuZdqpHUmZ7WkO7woIMO2m677ZrDdaOeyDfls/z2BQqw5+6+++7ZB/jxxx/LySS7xFZbbYUhlZSvyIYrGE3WQ4qMwhMnTJhA68FOt+iii2YXo8OWKU+15HDzzjtvh407t0FGHlKaVqlzhxRPDwRqhcD883c75JAWnU+jgG6Jl3q7S875ZY/u3Z57v89LH/b66Msek+XtnsplreSc5FBo/SrxOdG8ExBg0dh4442nlovSWd+uIw2vHYIrKycEH+jg1ZA/7LDDiOtw74QdPKkT3lwuHykE8tRTT5WEop31Ic2i5A1MqWlTZ00TgX7iiScypZXEk/TA0YXlR4wt4p4eSqVNO8VG1DqtTyWYEZXhj/Ut/zwp+zBDq5Qdq2jZpAhcdVW3Iu8T1IZuKRGcUn2VEkDY0YdfTvu3z6b78useI07Z/aQTjmkz7zbHF2uKVa/UJa9JX0MDDItBgUrJTiPgl7jIriyC4oV9YxubaaaZ5OClfFLxiWuIBNzerLg5tQ2Sl0JcgUABAeVNGMsUtGltdpc0RC0dTkjWjTnnnJNPEvLtfxnUKDWRm0pWDMHpFEtMyerQqT/GqxhpY57r3bt3td4OVzxul/vtt1+1Oiy1Hz9MHoF+g1mAyqhVCqpU6luI9k2HAF1QW1cZbt0tunnuhXGHH3rQzDPPJF+rI53ckn7A3AvsppdeeikthQWLV0HTAdq0A/LiHJdZK1TS3WijjZQrsJlxMmMQsTdYmtO2l5w/kl9t+J817WyobGDPPffcueee+8orr8gZsfDCC6fOJCxEXMyc3/zmN1yB6SDNH9NJwlKzK82oCi9dMcDxtn7wwQdpOul+aENVJOPtVJVKStSr1KgOD514PPjb3/62zjrrrL766khb68j9FgAGVapwRsXtXQaBtqgSnvT5Ciu8edllFaLgRGhn5Y20xhprIEYWo5dffplGnduKSNIsh54KBYjbq44AXSDLml0N9+3fv39VNrCqCxkd5h8BzBthEkj++eefkxaJoa1klJ9//vlrmkjC4zAkhzQPMoeVzUD0l1lmGYy/ctBuvvlmnahiWXlXZfdACcf7k27ps88+49TFxTCVX2vzCqpUNs5xY1dCYNKkbvQ6rWrlfjn//K/ddltVgLAC7r333mJF0/nGD9gV+2tVsI1OAoFGR8C+7uyUlgVWsHoen6SPptZi1GMN5NbNGig/YiV4yuGEJIlgmGuuuSrpp/J7+XgpJaIQNdWdwMB2xpWRKlVBoVf5qKKHQKDTEDjooMSTir2vfX5tzJgqiuQY5/iYwnRp1IMnVRHb6CoQaGgEKDz69OnD0Y2Nvp48CWicpZAk5j8Kb+ol2QS4jVcC5i233CL1ZafzJEPgqy7+btiwYSxxwvEo8CoZl3uDKlUIYNze4Ajce2/iSR8utliBLfEn6jZ1hW2pA7b8+dEK8U2RLHEFAoFAIJAfBJzc1OeQgUkGee4BlWT3fvrpp/nw5WRoq666qtzlfLBIJSGCHL/fOhE+91w3KTFHjSpVyKBKpSIW7ZsKgcn77ms8Thz/HDx4SjKQdev2t1/9qrqD5N2ijkGdj4zVHUL0FggEAs2NAAepTTbZpJLSPRTnNGQ5QYn+nkqJeZF/98iRI2c/8cRpevbs1q9ft4sv7vbTn3Yr0TErqFJOXmuI0TkIfL3nnpv36/fkmDGfrbfeX5588pUrr3zx0Ue/qmohNlFvMgIo+BNUqXPecTw1EAgEsiGw/vrr88sWE5et+betrG9//etfFWlJAaG58i4gzK9+9Svkb9SIEQM/+KB4UN/ceuvYk0/OPsygStmxipZNiIBw3M9mmaXP/wfrftW/f7eqnookkTv++OP33XffJZdcsgnhiyEFAoFAEyHAEsdoJX/BZZddVsh+mcY3fvx4ScI4SheGywVTmdcDDzzwzjvvVMZENl1sKW8HQsV6OSptOGCANB7FWWF8nn348OyvLvIqZccqWjYhAjTG/BlFqM0zzzyVDE8YBc2zQ4x4FsUHZCZ888037733XlRshx122HHHHfO2glQy2Lg3EAgEmhUBS6IVTGIkOSotYpRG/fr1k0aVDWuPPfbAjUST7bTTTlJZIlXyTG699dZVTF9ZXVSNRYbYRwcM2H3cuBY9c7T4eOjQOY49NmMEXFCl6r6a6K3xELjwwgunfeSRLSZO/PvGG39Jq1T6pciXgt5SEboVN+KWhHjJWaJiiSUmSFLpiMYdgUAg0PkI8IP++9//jjM98cQTUsEpVEKTJJ4YrmQAADoVSURBVHGlCHyBe/Jk5rnIN57EUV1R4RP791/n/PNbJBqeBN2vv7Y4B1Xq/HkWEuQfAbrZ4w499FfnnNNjypRvppvuLw8//M2/nbtLvZTsvv3221NalFxZ60sdSLQPBAKBQKB9BKiaOE13Yj7uLC8Iz1O0cbmll95ugQWWOeCAdEshzPlfK600w2OP+SYjVQpfpSyYR5umReCtt95iZZ+mkLD736mPSr1kAbBqyH4rhCR4UqnoRftAIBBoLARk0805T/pm2LAeK6xwy4QJx//P/+BJhWU96Za69+kzg9KfpVxBlUpBK9o2HQLKUyyx8spvXnDBJ9ts88YFF3zTq1fGIRYnSUKP2OBS5a+4AoFAIBBoSgTk0ZVkkgOTtY55yxr47rvvvvfeexw08zPeKRdeOKlPn+7cz599dronnuj572W5hUN3N+v8YouVJHP4KpUEVzRuNgSOPfZYdZck3ihpYCooqQnAj3v55ZfnwT127FjFukWltlNpqKT+o3EgEAgEAnlDQCJH9Oj999+30Fk2FUWhRxfkKwhu1113zYm0k2acseeXXxKGJqnAkIo/fyvn2mt3+3fyYVdGA1xQpZy83xCjExBI4W8i+UvNxH/44YefddZZlElKAXDfXmyxxSwcUUO+E15hPDIQCATqhcAVV1xx//33H3bYYR999JEIOBVRrIEPPvig/1X0t15StPccvO1viy661CeftKBK6X9d35Kn1VbrNnJkt+9+tySqFAa4PLzfkKFzEJBE2wlJiMczzzyTCrRlvPr27SuDyKuvvvrGG2/8+Mc/Fu8WPCkjdNEsEAgEGhQBSU+slvItCfJVXrfglyksLg8jYhZ0iH1wt92SMMVGN0a4Tz76qJuUAc880+2hhwo8KbvYQZWyYxUtmw0BhyH+iY5Ko0ePvvTSS7MPb+eddxYDcvLJJ0vUxis8+43RMhAIBAKBBkWA3U2WOKr0YvmV2mWY6/QRiWUeM2bMO++8s+agQa1PvT3OOWf22Wfvzj9JYZOyrqBKZcEWNzUFAo8//vhCCy0k39pyyy33/e9/P/uYLBn8GeUFOOKII5ZZZpnsN0bLQCAQCAQaF4G11lpLnZBU+YS1ywI4yyyz8EDo3BF98cUXw4YNu+CCC4YOHdqte/fPV175v+SxRO+3X4USBlWqEMC4vYERkFGNYkkBagnWOGhnH8mQIUO0l4pNmu+ZZ545+43RMhAIBAKBxkWAWyc6wl3p/PPP/+Uvf8nX84ADDujEDCmcKATlbbjhhtjS6aefLmMLbN8/+GAV0L/VLVmcL7usm/xJhXQw5UIfbt3lIhf3NT4CtEovv/zyGmusMXDgQCeSjAMSGXvooYdK/C8xd8ZbolkgEAgEAs2BAFPXiy++yNQllmXZZZftLDfNzz77TGzNPffc873vfU8GYO5T4OVKdd111/E9XWbChL2XWWbZk07q1rdv+7BHBFxzTMsYRQ0R2H333XkCCnmlQFYJMuOTtL/xxhtZ6DO2j2aBQCAQCAQC1UJACI5FGD1yyt1kk02KK9D94he/2G677X7605/KkOkom0XdFVSpWu8l+mlOBCiH1l9/fWWMMtZoS26Dr732mvqLRx999GabbdacuMSoAoFAIBDIMQI0SUcddRTz3+KLL14s5ttvv604nVU645Ke7s1IlcJXKcczIkSrJQJs204nGX9UlL37778/tuQoc9555ymOW0vRou9AIBAIBAKBNhBQiurII4/kltSCJ2l6zjnn8CLNuKSXCm5QpVIRi/bNgIBQf7EbUiJlHAwPbnpdqb35gAuXi6zcGXGLZoFAIBAIVBEB+VnWXHNNDlLFhaSs59zM+U6t3CL2rXoPDqpUPSyjpwZBgOmNlxKVEm/ujCJLDUC76weZsX00CwQCgUAgEKg6AtJgqiV12mmniT5Gj+66666RI0fut99+P/rRj1jfahdqExFwVX+V0WHeEVDG6KSTTnr66afpctVuy1K9CK+66qqrVIvccsst+RIuueSSWRwG8w5EyBcIBAKBQAMiYEFWofzmm28eP348i5tD77cZJsvKCJDRVymoUgNOkxC5YgSwpVNPPfW+++5TuihFmWa5KJbkFxD+Jg+TCIsst0SbQCAQCAQCgdwikJEqhQEut28wBKshAqIkXnjhBeFv2XkSaWT07tOnz6abbho8qYbvJroOBAKBQCBnCARVytkLCXFqjwBfJRXfBg8eXJIRTdY1OWofe+yxffbZp/YyxhMCgWZAQNDoSy+9pAJGSeWom2HkMYbmQiCoUnO9zxhNBgRY31wl6ZOY3s4++2z1ca+//vqSqsVlECeaBAJNi8Cnn366yiqrbLzxxrxJxHirI9S0Q42BNTUCQZWa+vXG4NpCIGMW1+JbxVbwBJfFv3YRFvGuAoHmQ+D555/feuutJbwZMGAAq7dAiuYbY4yoKyAQVKkrvOUY438hUBLdkSbgzDPPFF6RPQlTwB0IBAIJARWpX331VbmVR4wYQbG0jBrvcQUCDYhARMA14EsLkStDgP8Ei4BqQXPPPXf7PT344IOKLyoPt9FGG80wwwyVPTbuDgS6IgJSBXIKLC+QuyviFWOuLwIRAVdfvONpjYOAhVsRtxNOOKFDka+44grOSVtttVVJPEmmSjk/EDJ5mF5//fVwaO0Q52jQxAhQ4gZPauL320WGFga4LvKiY5j/hQDX7EmTJnUICnvBs88+22GzQoMvv/zy4osvltbSxTnjkEMO+dnPfsbJqTgHf/beomUgEAgEAoFAHhAIqpSHtxAy1BsBSlcZkjp8KrubDPpvvvlmhy01wIc22WST2267TZG4733ve2uvvfY666wz66yzvvfee3GqzgJgtAkEAoFAIJ8IhK9SPt9LSFVbBNCaww8//JVXXtlll10WWWSRFg9jO3v00UcvuugidjRpAqig/vznP2dxBn/qqae4QCFMffv2VWF3+eWX5wyuCsp0001X2/FE74FAIBAIBAKlI5DRVymoUunQxh1NgcCECRMWXXTR73znO+pRi9ARqpOGNXbs2GHDhskHs+KKK/br1++OO+5Ql3GHHXbIqBmS31JNooyNmwLIGEQgEAgEAo2KQFClRn1zIXd9EKA6+u1vf0urtPDCC8smvNZaa+22224I0yWXXDJu3Dj1q2VRIgn3owMOOEDLBRdcsD6CxVMCgUAgEAgE6oNARqoUvkr1eR3xlNwhIA6OruiZZ56RM2nbbbd9//33Bw0atMEGG1xzzTXTTjtt4kmu3r17o0q8szkhyfGdu2GEQIFAIBAIBAI1RiAMcDUGOLrPPQIff/zxGWeccd99922//fYLLLAAJ27u2C0saOPHj7/66qv5La255ppLL700IkXJVFIJudzDEAIGAoFAINDlEMioVQqq1OVmRgy4NQJSH73zzjvDhw9/4IEHRK5xUeLKPdNMMxW3vOeeeziDUzJRRN10001cmmabbbYAMxAIBAKBQKBxEQiq1LjvLiTvHAQQJr7eN9xww5/+9CepI3kpoU30TDRMeJI/8QHHqAh32GGHyfcdvtud857iqYFAIBAIVAmBoEpVAjK66ZIIcPrGim6//Xb2ONm3N9tsM2H/fJhSlYYsiQO6JGwx6EAgEAgEGgmBoEqN9LZC1kAgEAgEAoFAIBCoMwIZqVJEwNX5vcTjAoFAIBAIBAKBQKCREAiq1EhvK2QNBAKBQCAQCAQCgTojEFSpzoDH4wKBQCAQCAQCgUCgkRAohyrJxbfSSiv16tVrjjnmUD69MNy33nqL9+uMM87o+wMPPHDixImNhETIGggEAoFAIBAIBAKBQCsESqZKo0aN2mmnnXbddVcB1Y888sjAgQNTn6ms+hdffPHwww+rAqHZoYceGoAHAoFAIBAIBAKBQCDQ0AiUloJy0qRJSqYfd9xxu+++e4thqyq66aabSmf8ve99z59Sda0PPvhg5plnnhpAGT3PGxrfED4QCAQCgUAgEAgE8olARh5SmlZJnuK//e1v8spIZzzPPPNstNFGL774Yhr/o48++qMf/SjxJNeGG26oYNbTTz/dAh1fkqxw5RO7kCoQCAQCgUAgEAgEAoGEQGlU6bXXXnPP0KFDjz766FtvvVXyYiWxVGX35XvvvTf33HMXYPWn6aabzpctgD7ppJNm+f9L7Yh4DYFAIBAIBAKBQCAQCOQZgZZUCQ1SrqHN66mnnpLC2GCOOuqorbfeernllrv88su1HDlyZBphizoPykS0rvwwZMiQv///xVqXZ2hCtkAgEAgEAoFAIBAIBFpSpf333/8vU7nY1xjdQLbEEksk4KaffvqFFlpI4JvP3/3ud4t1SJ9++unXX39drGcq3MJ7qXDFCwgEAoFAIBAIBAKBQCDPCLSkSuL8fzCVa4YZZqBJQo/GjRuXhoQMvfHGG+qJ+rzKKqu88MIL7777bvrTXXfdpaX2eR58yBYIBAKBQCAQCAQCgUD7CJTmq0QbtM8++xx77LGYEMI0ePBgvW+zzTb+3WCDDWib5BF49tln//CHPyi9vueee7YT/hYvJhAIBAKBQCAQCAQCgfwjUBpVMp7TTjtt++23R4lWWGEFRdfvvfdeHty+V2tdakqaJwXYt9122y233PL000/P//hDwkCg1ghw2qv1I6L/QCAQCAQCgdohUFpeperKkTGfQXUfGr0FAvVB4Msvv7zqqqukaZWXdeedd5bIXpaN+jw6nhIIBAKBQCCQBYGMPCTW7ixgRptAoGMEaI+++uorCTXk0TjiiCPWWWedl19+ebXVVpM14+KLL5bOvuMuokUgEAgEAoFA/hAIrVL+3klI1FAIyKrq+uyzz84777wLLrggpRlz8eGTr1XyMOlYfe7Tp09DDSuEDQQCgUCg+RHIqFUKqtT8UyFGWCMEZMSgLrrlllv0r/Shf/nw8eQT+EmTJOeGKkDya7TOLlYjeaLbQCAQCAQCgZIQyEiVwgBXEqrROBD4FgG2NqkxFPbhkPQ///M/iy666PHHHy+16pVXXrnxxhtLJybWYdVVV1XnJ3hSzJhAoGkQ+Oc//0ltPHHixMYd0ccff8w9QEWyCDcp6SWGVqkkuKJxV0dALrHHHnvs0ksv/etf/yr1/IILLgiRgw466KyzzlpyySWDGHX1+dE447dTMhzLG/zSSy+NHTvWB1yfmXj22WdH8Zdaaik5h+XGa5wB/UfSRAKq+2Pka/jAAw84ESlZIT5j7bXXVg9+/vnnz/IUZeZ5MboRzfr9738/44wzKgg277zz1j/OAzJ33nnnqaeeSiMuYp0Mjfh+qytzRq1SUKXqwh69NS0C1kq1fayV9o8ddthBolarpBSsH374oeVPOjHFpC2CTTv+GFizIIDu33HHHTfeeCO6P9NMMy288MIsxXPNNZfPtKQ2UVOa1uGDDz6gJVWPobHGjQ1ce+21Dz300CmnnKLcaOXCg+uJJ54499xzP//8c4ciOmO8B20aNWqUzDgHHHAAf8Q2CRNuZBsG9dVXX+1e+XQsHSuuuCKGyl5P66w3sGvmT9NOO+3URLXyeBfjx4+n0/KyZCvs2bOnJxJDt+7q1auXnvWgHxovD/VmX3nlFR+8UIC4fJYg2ptVT0zGHxEnVrMLL7xQfp/KIWroHoIqNfTrC+HzhcD777//y1/+0sn7wAMPTOnp1fM555xz7C72Etemm24abkn5emchTRECFBt2Tfsr+8tFF1305z//WQKLxRdfvB2lCPWDM8Bee+21ySab9O7dO1dwohepUCkSYGjYjH8pafyvBMgnn3yy3+Mf//hHnIDeF7HwJw1cyIQr3eguHzCMYpqSOkQ4NHOjgFY1T33DB5HauBgEMtx3331KoC677LJ4j8YutAYdEc+BkSRy079//y222ELhr+J7PeXuu+/GVt3ie89izadq8kaQniSw/onx+OOPY2nWHxogHpD69CWxUz3WRHR8kxRpbvTZcLA3l9VJb0l3RV+Ils0555x4VXrpePCf/vSn9dZbT0tRKXKaJBjNE/pFn7VJKHmWR+vKUZBrgeWOm0HTHAuDKuXqpx3CNDAC1o6f/OQnAwcOFPlvGNYOwW6WwqOPPlo9H8tcA48tRG9SBMzStGvSYTC1SPFlO7SV2vNWWmklKYJ96HDo77zzzk033URjig3QpiyyyCIoyKyzzlpMsLABxRtmm222pZde2s7tibWzK9nVPAtBYTG05bMV0oH5Mg2EVHZ6joM77rgjaRnKhVxokORJ5dsTSUr/69/ErkgOmddffx1WvkQaUm/p3913393wp4aV27GZV1991aNTn8gEUoLZoEdZQHaLV3P//fc/99xzmFDiSYgIMcgz33zzbbfddgbV4ctKnCnjE1Nv9EzPP/88budx8Ex6KZSI4qpAH8njyzSdiJRUVtLFYdIt+F8WCXPYJqhSDl9KiNSQCNByr7/++pTVac097rjjnP+ctktalRpy5CF0QyHg9G8zs3PbxphXEjlgpll++eW32mqr1sXLMw7Ohs3Q/NFHH7HpMGz98Ic/pFSwTXocQ9Ltt9/uG/uoNn4gfhRYgg0eXcCfbLSow7rrrlv2iSKlK0uVIRA+4aVOLMzfKBoahLfZ1zt0GEpQtDleJICOzV85HqEL2hT0LthP0vrU+fJc7xF96ZSnZxksleRaa621+eabL7PMMvRVuZUzy1iCKmVBKdoEAh0jYJ3dddddaciTBv7Xv/61xTqoUsfARYtSEMA8GG4oZuw9/u1w+09aBDweR+GaLTmFqEyEZrHFFjM/+/XrVwsq77dAo8O2xUbjs51y5ZVXLs4ZhtbQVbi4MKc2SJskGoMGDcoyomLAMAbMTAiFAeJbRiRFWVXcj0p5LdG2DQQSS37yyScZKPFjC6O3Q+lI+5U0Ui2UiyYqSsqMW+ocqAP6QZXqAHI8otkQ4Grg/MqE72TJiu+0ZK23MRx66KHnn39+Ukr72Q8fPtwJWxSM3JIOuA19qGq2V9iY48EwRAxwFmb+8Bk1Z0UyCZNLSrFKxjcoCFbEkQiTsFFRF/HI4fBro2KTyhsAhsPD7ze/+Q2P5uyy2Vl5PTNIgYJzTA632Oxjae6W3hT2jKkz17pSJgXTWKyAF4ceWUJvvvlmbgy8PAXEWFcLers8IBNUKQ9vIWRoJAT8yE844QROA5T8CJON56STTmJfGDZsGE1SC/uFXz5Lh/AWZ3euS+KrG2moIWs+EEhOxAgBq67jOLcYnMDec/bZZ/MIYV1iZsKTqGQGDBhg12ELYwgW4YWgYx40Og0Rz//ggw/y7fNrah91LDC5VIufUG0dFPvtt18+XlRIURoC5q3AFy/djHX+5NPJo5w32JgxY2hAl1hiCQ5zVlRfMtdSGZrbnXXgDKpU2quN1oEAt8pf/OIXZ555ZjrC8trm4cGt1Xrdjp/H008/fc011zg2RdhtzqeQJdvLsiLjGT5bzeeYY45iH2RbNQdbLrr4R4oYwoPFaVvxHZf9yS1upFz0V0t8WuW14VaS3ZfZ5oEGUQjxqNVzCiPnLr3BBhsUA4hF+ZMtxL+4kVQUJiH7GjcgKQQ7a18p9RUTmKqMezWdGQ+nFrcjhb/97W9Z6HgdUT5NmDAhBXOxsq2xxhpiKUp9XLTPPwJ+ZVIVyEbBROsyQ8xwR03k2O/RT6/OGsSgSvmfMyFhvhCwddEeHXPMMUksW9rPf/5z5x57mGDgdmRV3kSzBtrA8oV7zaSx6dp67cEYiXgo4dmWRYxWyA+q4XuHXa8b3bF8W7uPPPJIezYukvxqfYkDWc1FU6NNPqfQ6/RXFEo/PqBQosH3339/ZgV9so5hVD4YViGUXWMMzDmbAsnFTMbVGmPTs26z7A26sqnYS7I0rhmiJXRMYKkORbkDh48RE2ELz248yclE8gJegF5BctJKjtVxdTUE6B1Hjx5tyWVH9lOS/tQJJPvxoxK4gipVgl7c24UQSPuZn6XfKuvb4MGDC4O3cWJL/lemlnYUSzQNMrgwoMjZ3U4quS6EaWVDxTN4jNo+nTX924IceF+FtDrFf0q2G6stDRBvU9SEugJJskNjGKK0WKxSdvV06Yd1VW4bZizHXJRIBh0OFoUGAqPwmA5zMHr7N9xwwz333JN8semBfCi4VKdYa6Y0rMhwBI7hSWWHg1WGa13vBu8ee+wBDS+L0RAvLEYea6S+hfnhhx9eV7HiYTlGwJxhnqOkd96wkFIu+lGT1yxCo9NC7Xu/JsGVIhb9nP2upY+qRMkaVCnHMyJEywECDrU2yOuvv96GSjdgk3MC5nVkWy2WbsSIEU66oq/5pbafdY1Lk9xLLCk5GFxjiIASyZGDr1j+rHd85C18uA6P5rT2MVRRPMjtiXkIg0KA0CAaGqsbamv1tBnLeaMHfmM8IVLRCW+QaQwvcTadWiblAkAWZd2mJMiVoNZOOHol3Tb0vV4Hu6F4CMmQCpFrdrszzjiDz4qkjgIj6qM5aGgYu6bwKe14yktOTZuW6JThyfdstaIsrQY4tykkdafkWCy2PMdLPYcEVeqaE6zzR20pvO666yyOGIbtijLGKuliojKPk++F/YnTdKlzuopjs4jvvffeYrMZ11ZYYYW0jre5211yySV+hBpIy8t7qR0Z5H0xNEacKsrZxF3R2MnOQmkkZ5VF0JQwbRJDoncZOnSoD2xVaBAPepOKPoZpDG0ykbwOuhzLJXrqA/Moe5ZTZqj0cjVhvDvKNubplOA+pX0SOWGTO+ywwzrx558rlEKYChFAnqiQheBZgbm4iZAoqcOgSiXBFY2rgIBNKyXMdVhkg1AgybmfDoCPhV3NKknfTpGAkWgpahTzyKI4TUUGqruwkoGztp1YIAbxfBB0Q6vEKEC1Sz8hF4AjizUd++HZTf5tt92WHaEdmPTAd9X2UJxmpgqwNlcXXj33FBYr6jpKuHXWWafF+MyfdHxsrnF3xdHI6cwh3W8c9/Wj8IPya7I40Cc1isdVV3xtjTlm2mjaSmWeVTEvaQRBlUqCKxpXAQHJh1B73h4MVUgGNxHkQ79Jq8TCYpu0bvKN9cEEVYSIhqDFg1uodvAPyR7dcuyxx/IaSaHRbvdv+xn2UpGBdlZkDEzIm5xJbDRs3iSn1UhszxCEs3ocNQZtx6OPPsqjZbfdduMF3D5MfJUUzFI1ogpoNksXXoRVjA5J9BkzGXMnLRE9kOjCvFUWaxbI8zUOPzRv30mJXjDeeL7eTbNIw0KnRqfjtyxcpaqWgyo1yyyY+jiE3gi15QeXkv0nl45EDuxPYgooS3hT2vgxDH/CAyxYyS+kFuhcccUV3KJxBRPXdkgxwAaHGyFMLMriyygMRDcIeEkOCuSxifoTlxRuQ8xhVFDUTlIAy/2agonQFxwF98KrCK9PQ0uOvVxbkJKUkCNdhRSxnk5lJUDJvTLJUmNQC7ECON0WIEoI6MqD6G9T5DYZKJmS9is1QKScVFQyyVIeErGj/mV0aIhsN7WYA8V9wnbcuHF8vASX0TIyuUIyWTNr/ejoPxAIBLoIAlSVoo/32WcfxfLK0FYGVWr+eSJjr70HHUFN0mi5a7Ar8QPwDU0JkmSnt/EnbmHfwkWEdMkF56iXamemEtaYAa5Ad+IWVQjKMyEhKFx/6JamVtwR1xE/TJ7EUfxrZicfJnImNxR0R+QR5oRtoHRok0EV3iWzNIERJs8irUKeBpIyGrvcoqqDw6vMkPT8HH4FtaEv9mYjQhwNk8Xnpz/9KeaEEtnC9YDJeS5O6UaeVegUB5rygpZRLmXAPT3sR16H+cnEdsghh3AkKmMJa/4fcIwwEAgEykWAltrqbXm3WTgYOzaXt8gEVSr3DdT3PozB9o9DyA2PrNCy2LbZfWhc2LDs4vZ4liBXSuiCAzH52/XdJdLHpq4B9RLFicaSx6AF5g0OJN80osDAlEiJ9sKC8ADfe1zSzbjX46hScAhMhYOtacdEcvnll+MuujURk1Iq4yxEPoQs4TEpEInrdNlFOst4D56LrBjO6quv3qYSCIDKQQhEF+4k4tTQBElJmVPGs1qoT/zeRo0a5aeLKjHeVdhhc9xuLaNS8i92LiC/OQYVowgEAoHOQsAy+8QTT3AktdE4YKNH1nAfLOYZd6jWkgdV6qy32cZz7dApP0TS7vjMeO9l40ZO3ixQlBCoCWUMUkLpQveTksFwMU7cCG1yoy81QG7s7nRC7FO0I960C9dJc4VWJvlNp9wz6aE+4C5642otu0whLjpxLHFqxX4/KqDZ77Eoj9bSU/r370/p4qE4HB6QchOnsWBgmpHZcxlZEqkyQH81Ovn9aBQEOpVqP87Ry2tXlD/84Q9soEkBRqOmMEV4YwDM9DNpJWKQ9dHUEvRUi9KtjTJJQs5AIBCoHAFWEUaJzTffnBGfOcWOWRXlfVClyl9NCT1gBhgG/1/BU27jkYMcyNeC/9JhcCdKqp1EXPxrQ2UgYy1CjzpM/VKCHFVqigMxACdGZdtjEePHgw9hbJRSKJELQ0qUCG3S0me0yZX0VRrgVcg+MiGxSo28o6o03JK78euSMEa5Bu9OdkrD9KMt+1hT8uPzd4M3zhKKVTvz+RXQJNGP4o5rrbVWk736/GEfEgUCTY4AtYK8lLQDQoz5nlZ3pQ2qVNfZwzGZ+z19oL0z2WJoGmhr0AWvVoKsZjpVI0koEW+ednRF2rASolY0Uo2uaPFC2fUQ35RTgB7O9i/LwGabbcYdqionm7pO1ooflhSKyBBkHAOwRucEHBoUtI9c8p35giFVDHN0EAgEAt0uvfRShhcBbqKXsiSXKRWyoEqlIlZm+6RN4SOMKol+qqdrTpkSx20ZEJBHgHc2bkSpxhaJAbiSpzzv75LKo2Z4Wr6aoEFURGY1MzEECsVifeli82UgpkCCjAMAQCAjy7ZDQmRezteLDGkCgQZHgIpaYkmx1bWLKQ6qlGmOcAS2E1jl6UiK1XrJ3ce/bSpO/MmNMvHINyjNWvJDssEIWdRVpgdHo7ojYOO/+uqr02O92ZQsP3mgFxINJBsiHqDShehTJIBKrG6FG+sOyX890KymPLvooouoiJIh1diTY5wDAHYIh1SYiRcdk2sQo859X/H0QKDpEZC1/1e/+pU46NqNNKhSJmyRVlYz8WWUe3QGUEu+0owsnHV0oRyV2HK2Bl8yvqBH6bLFCiiTSU9awkY3MGVCqvEb0YjIZsmTnVqIbdQbFyjnA7NRKrOK8jq7uPBmLvBdgQoYcgoqeeCBBzgYoftbb70122Iz2Ysbf+bGCAKBLooAT1A86aCDDqrdihRUKdPcsnGqscfvWJg3IxoHC9YWJ+aUiR8foofg1Ow9+V+R+egUXsUXO+hRJnxz1oimJGVAYFfiKojyetHC9Gp6aikPAzoeBM6/pqXQDzNQEAD/cf7y5XlHpbQUdGnqzupQwAHvK5dH8KUTqMjvKmZ1eS8r7goEAoFaIGDJUmxKSpfaFQ0MqvR/L062IX5hdhemBHYEXIdtpWD4dIzec889vQ+eRmE7q8Vcz0mflILsSrzvhSiaDIivCwuRR0qOV5bT6kZVVDLqlORa2d2UqxN9kYST+odvo5QQePyAAQNEzCJ52WU26hNPPNHw3cKglnKT6ta/tXMCqASEuDcQCAQCAQjYnWUKtO5Zryj7rXvSCFNYVAucoErfIsmIZmOwrzCTsanxVnGk9i/LC0+U5IjK8qIShboZNA3ehNJUSs1X6zVEPzlBQA5xdiVGNwGJqSi9y69OmqgWbmqdKzD3qVNOOUWGhYMPPpivdGthVGuRRdOMHTlyJN6fUVo53BdZZJH11lsvO7vK2HM0CwQCgUCgpgg4PTrTujhTUocLrH7ooYd4TFbloUGVvoWR0ohlTd4qH3gd0SfZKrBU9dEUFxN/6ICe4PYyUi2w0047zctg77CDOtAzybF6pMs3vnc5iPN3iVJWVZmp9elkjz32GDx4sPJzfmD5dEIyA/F4QuJzFF3tCym955gxY2S/zDIWPSvMJ2W2SZvQRhYZIp0ZeOZZKZIzO8UVG5+rPm8knhIIBAKBQGsE7L+y7STnURd9h+3bQkfrYfVmHXKpvlWtdCRBlf7zCsB911133XDDDd6BQB7/m6qeUTBcfPHFLc7ZKbrNzuENATG5eLPUuHzvLq/Qv6pn+BMuRS0heWjKYR3zPrcIYCGCTpV5oU1kbK2R1Ym1lx8iRo7r+FV3qMJJgZZ8kmg0ecXdeeedHBhNpywwIlXaZ5x11FRSZhfLg+jzvaNXcwYQ1+Yynx9++GGlSLLQrywSRptAIBAIBEpC4Nprr1VZ66ijjmLhSSG3TG8p/LY8H80Onx5UqSVEtiUsx2ZGOeSCe9ohOoSyzQYpBZ8EM5JxP/7447ZhOircq7ze4q76IIDsYgw4AS9mroKIgivFw5sS+FP7LIFP9BlnnOGny7fazJFiwF0ON37JvqQTvuqqq/Aw3JrOUk2PdgxknIfOOeccaRtRcGPXz4Ybbii3dfsTkgBulPWRTzrHI8wm+9EqJb9IOKdCNy2YnPnMn+n+++8XJ8jFuz5vJJ4SCAQCgUBCQMCNUu633npredXKy4MxqFJ5uP3XXalGhz3GZQ8rZrWJeHm1FBXMeTIWDho0aI011qjCU6OLGiNAZeh9oSk4U8oN4cJ9U0JFLEEOCJ49VIYtzjGYCi83QfUSUiNbFDNUj6kHPkaSMDHz+ZGn7EQ33nhjOwGutEdkUB1PP635GQnxLW5JtE0uKkwUn4TIHJWVpyvk5wPP9A4VVwnLVK0vFWbWLdMbn3H/ekpSmvpfF4UrFqjz7bffvsYvIboPBAKBQOA/CEj6r/boWWedVefS2kGVSpuF9EMp0ba4cXsePUFy/oVjIky2vbRF+VKQuTO9nUYzNRxSJYeMm1ZpYkXrOiLAroo/ebli5ZBgSiNxFkyr3KtZ05irkq1KIViqF4mIkCT/m7TE6A7ahIiQF4dGlWit2pFd4lPe2ToR11ZMlcw0E8mjqbvouhTNxt6IIfojaaFb86pkTcaocB2fXalYsvnpKWhWqsdCKvIQ1SjowKij/OtzGhd1N+ZXtpK1jm8pHhUIBALNhoBTnHOjtWjdddeldLDo1W2EQZVKg9p5msVERkpnfZ7gTGneGQUD60yqO8N2I8GSywZD5WD3ssGU9oxo3VAI+PViTvzb2Lz8nPhBu1CQZMaifeElLQ0pNoMVpbzepkpqkNEXKuU6covpx2OJgmfs2LFyHaE+ifQkpWYy8CWK418P9S/ahFSJg2PdT792Cw0ilSxrLmQI+yekf10ZRWqoVxTCBgKBQPMgkOpti1YR/7vFFlvUJ81bUKXyJxBWdPPNN3M9sU2yucgdsOuuu5bfXdzZjAiYJIxiLmob84SqCaehm6GCSopGeUrbLO6oWVICIeVupFVybyJhDGqOUxRIrHjFpEd7Kqt0aUkDalom9RXWzlE9WHszTrEYUyDQFRGgDufrSWEhFnj99ddfbbXVHBFrp/AOqlSFSWb3okaiGBwxYkQVuosumh0BaqGU/8O0wXU4JMmWZtBOS8L72fVeeOEFnkx0SJRAuBSNFBXRPPPMYy0ow4CbYmibHdQYXyAQCHQ5BCySVkt2Hv9aGx1Beb/IjWfNLLtiQZsgBlWqwtyiMFAAbsiQIVXMDVoFsaKLRkCArui8885DifAnqiDESP0QWYvojWp3QmoEYELGQCAQCARKQICXAudgp020iUcm3wO1Oy2kQltQKMqnNvX3GR/QbFSJ00bBXzWFpLmwS1cZx/GMIKppzMmXDjD5vaYslBnvjWaBgEnLyuYnzYso0AgEAoFAIBCoHAHMScJuMSsu8chcRVUnEweDQuFMwpb9m13d3jBUSRDQHXfc4bTNw8PJm/PHLbfcwlTBpXrjjTe2zYg4u+2222TbSxloCpd9iI5uvvnmY8sUws1pI3l4VP4mCj14DRSAgqtTTDUbKmEwJ9GMtAXcZmuUFKuKQ4iuAoFAIBAIBAKBpkQADeAGLs9cilVPY8SZVDNjEeLTKfgXr/Kvy/cUUSkqK9XesIM3DFVCOyQpNxgeHv4V7IP3CEAz+EceeQQ7wRDlueHzIZanhQIJNMwcknum6G4O89w+UkbBFPvDESQVBG0zyrrUqeNx5JFmkKrAB1aV9G5aZPZLDrnp6t+/v8TNpT4o2gcCgUAgEAgEAoFAGQhgP7fffjv+gBLQNkn1krINU0clXRS2kBw9k6vo6aefzp2Uw2g7z+pe2ObLEKjCWxKbk3G4WsXUBCUVNECUQIyaYoV8SNkFcSYUihHN41JNN2YRF4DoikQkFbinW7ArpE1EEqxTFfqUlBkP41aWCCnexggIfQFKLliLZkr9eC71GAdetbdw2wqBitsDgUAgEAgEAoFAoIoIsErhTOPGjZOboAGoEgsXIlLF8bfZlbBqPtrJwdaV6rulDy4CIJ7pQoawKAQI8XLR4BX+9QH9SnmT8SQt/YucFRLtoGLFJf00yF53otYIRP+BQCAQCAQCgUAgUIwAArDKKqsEVarVrMCW+E75F7uqxP2+VvJFv4FAIBAIBAKBQCDQLgIZqVI1naC71Bth5qRA4g4VPKlLvfcYbCAQCAQCgUBXQyCoUld74zHeQCAQCAQCgUAgECgBgaBKJYAVTQOBQCAQCAQCgUCgqyFQMlV65plnUkpGoXd77bUXO18BMvFfm222mTAx7jsHHnig8p9dDc0YbyAQCAQCgUAgEAg0GQKlUSWR8Outt54MTo8//rickFIf7bLLLgkRYfMC47/44gvB/1JCjRo16tBDD20ysGI4gUAgEAgEAoFAINDVECgtr9JFF12k1oe8QSkptkyMKqhLHYk8ybi96aabSu6kOIs/YUtYlPRC7aR1SnmV6pMsoKu91xhvIBAIBAKBQCAQCLSPQE0i4GQnKk57nQqiUSP5F+NRiiXxJNeGG26oscIg8Z4CgUAgEAgEAoFAIBBoXARK0yqxuCnNNmzYsIMOOoitbY899hg9erT/HTJkCL+lN95446677ipgIeH1FVdcscMOOxSjgz+50je0SjJo33333XVIQdm4bygkDwQCgUAgEAgEAoFaIECrxP26wxSU39YvK76OPfbYqUnz5JNPannNNdcor6bIHPXSYYcd5vMpp5zie6V9N9hgg+Kupp122uuuuy57/7VAIfoMBAKBQCAQCAQCgUBgagjIj6gsRwuu0uJ/W2qVZKB2tdlj3759Z5hhhvQnxT1EuinrwRWJW9I222xzzDHH3HTTTcrWpgaqyc4222z33nvv2muvXdxba60S96b2y9Tl7QUnZViIXYf3ElDXAeTCIxoR7UaUGeAhdt0mdkAdUHeIAL1PgdtMrXFpBrgWvVx22WUHHHCA2mpyByS37nfeeUedXs2uv/76nXfeOYtbd8eKrw4HWt8GyRs9xK4D6gF1HUAupkoNN7FjhsQMaR+BmCF1myENCnVGfEpLFqDT4cOHS63017/+9dxzz91///1POukkPMn3rG9LLLHETjvt9Oyzz/7hD39gm2OSayx1UUbIolkgEAgEAoFAIBAIdB0ESqZKTzzxBB+opZZaSuKACy+8UKrJBBbvpdtuu40W68c//vG222675ZZbnn766V0HxxhpIBAIBAKBQCAQCDQlAj2GDh1a0sC22mqrww8/XHalwYMHL7PMMsX30t4PHDjwqKOO0mDjjTfOUkcWwVprrbWytCxJyFo3DrFrjXCh/4C6blCnA0/D/R4bUeYGhbpBxY4ZUrc1pEGhzoJPRb5KWR4QbQKBQCAQCAQCgUAgEGhcBEo2wDXuUEPyQCAQCAQCgUAgEAgESkUgqFKpiEX7QCAQCAQCgUAgEOhCCARV6kIvO4YaCAQCgUAgEAgEAqUiUFeqdOKJJ6666qq9e/dO+QWKL6nA1113Xd9/5zvfkXdAId7CX//85z+vueaa6s3NO++8xx9/vByapQ6ykvbtyCwDZ/F1wQUX5ERmYkxNbDlClZqRQhOeP/zhD88666xicDoX6havSU4KsZamxOyzz65sjvTzhQZvvfXWZpttJgnqHHPMIQZz4sSJlbziqt8rFHSllVaCMPEGDBiQf7E333zz+eefX/iqpGjyfYwfPz7/MicJzzvvvAUXXJDkyy233EMPPVT1V1l5h+eff/7SSy8tbYprlVVWkX8u9WkdE1KjaKZ5wpVezajKn1XdHiTM+9nPfubXZ8VWz6pQ0DPPkn/22WcHH3zwAgssAFV7jW0ln2g/+OCDVjBv3w4yZsyYJOTXX38tIkp0uZXNnwYNGlT8S5S9WRZDS4q/+sFKYVjd152ltzbFduMuu+xSvBWuvPLKhd7yIHaWoXXcpv1k3tX9q4zeZ5555s9//nOxcsU9S12FIYF77NixL7zwwtZbbz3XXHPZ/7SR6VHtlO23394uPmrUqJlmmkkOgupK1X5vU5M5MbbLL7/83f+/vvzyy9RVp8tMhqmJfemll/q93X///a+++urVV19tQTnnnHPyI3bhXVimTYl99tnHlJCfwqpnVqS/Tpo0SWFmWeBxKQUErSnye9VzSrT/rN/97nckt0GOGzeO8CNHjsy/2H6Vyl2r4fjII4/Yzl35l5mE6gSonnTxxRe/9NJLqlLaQt588838zIQkyc0334w6mwyuI488ksCWON+ffPLJVjNrmpVtu+22Q1Itg/kR/pNPPkE4rMmPP/7466+/fs8997zyyitJvDxLLk+N9H4PPPDAyy+/rEgXeopS5FDm22+/Xai4t28TufHGGxOwEyZMWG+99WRvtm74PTpuOQAUpoTFkLLAimfds/oJP7cS1nnCtCk2GaSb/slPflLYCj/++ONciV0VlFrWgKtKp+13gl60oEqJ+1MVpBuff/55/5t+mU6NGn/11VfpTzJe2hqnTJlSBzmLH9FaZn8tnuXFjXMiM5HaFLtY1H333devLn2TH7EJI2UXujx58uQkm7ym0Lb8+eznOs000+BS6U/qDCrMjJ7WeUq0+TjnQsvZJZdc0vqveRa7WFrliRwQ00El5zKvuOKK9o+C8D/4wQ+OOOKIPEyDdmRAo00PK5iyUzhHaml9s8pRS+dHeOqN1VZbrbU8eZbcYVWw+q233loQG5/ASPIs89Q2EUNwRPTXxP6xKCTb2SANzepnDbzzzjs7a8K0EBtV2mKLLVoLkzexK4Grrga4qem4Fl98cXpFCg8LtKp1Piy55JLONNoj16xv9sJ074Ybbkgn6fjbsbqsLi3oM0i+wgorWOb8INMzcy5zMTAYhlJ9ORSb2lZdHstBko32y78PP/xwgpdWCWMuTAmNC9aBurz2qT7EgS+tYv369aMn2GijjQqGlTyLXRgPXYJ62HR41uWcQ22t8NIZ6wvC+/zHP/6xcydAO0/H+211X3zxBaUdPc17771XEN76ZpXLlfCUYcsvv7zink4sJjPVXRpaniWnZQFycTEv64ZFI88ytzNhLM4OLclZxVR3DCtMGKufNTBXE4alwlRZbLHFVOlQ0CyNK/9iZ18uckGVKKIBPWLECDO7T58+v//97x1nU15KCwoDXGE86bMvs4+wdi1POOEE5hWqafbBQw89dNiwYelZeZa5GA2b9w033LD33nvnUOx11lkHjKeddpodUelllgtCUvC2htcxHanKyZR47bXXSMgH5eijj3a6JZstEP/IudjEo0VgwOKYQrlLsdTmlMgV1Kp62xdbLA45mQYt1hwmNssaPkQHxtrCQpTkzLPwZjIj8qKLLmo1JjaPwKuuuqqw9uZTcvsIGmpZdpw2N2worIcWjfyj3XqTomikIpXSORUHMwSrnB9g8VaYn9nuTOiIde+9955xxhlsRFZvx9f8i10SN6gmVbJDtPB0LvzvU0891Y5YNEm77babiiiPPfYYbwkqJcm+fZlu0UnhXgq0Ft+UNNrWjcuWWVe2Q79MDo94En9z+3qh/5rKnDbj8qAuSEjbQWXKpYnrdN3ELsa//SGYA1deeaUfHpdSpoqFFlrI6ky73npK+MasKAa8winR/u3ti500i3T+PKv4GTCAEgyf7lyxs8yWX/ziF6ycd911F5D5k6YfWuvfWj2hzvIeW/zQ6jYNsshWaENrLk7F4qbCAVMFz6o2V7ZcCW8m9+/f3/GPSslpiqoAc5raQpEfyflfmqKM4Ijp2WefjWq0uWjkbRq3mE4USI7fXgGniKnNtFwNgbPdJptsQtHFV13gghKx/PPalDxXYpf0K64mVWKN+stULiC2I9a1117LpmZfYcniPO9/qUzT0dY2Wcydk2av+ExT0mhbNy5b5hZdEZtX5vvvv18HmT2iQrEt1oi/5Q/bKwyk1lC3QKzDIVjmvHr2LE6CNvsPP/xQrFNreOmcrCxVnBLtz6j2xWZ0czu1QerEeo3k0dN0rtgdQk08dmTKc7yZkYhO177euTJ3+LsmsF2wxeJQt2nQoXjFDegDFllkEfYsrpa8Z4Sd+q1pkGfhzeTCNCaqaNnCNM6z5AsvvDCfbtGyb7/9Nl8fK4NFI/9oF88WMnNOtwPy4C7UmzeEpF8vtLQV5nO2mzmcZ/iVpgWkUcTu+BddiaNTefe29jVG/2FacNY2V9gCKPT0j1Yz1tLmpWdxhMyPW3fx8MWRsZEn9/OcyEySNt26BeAwKtMitHh9+RG79bzivka9ZKXwp+RrTMeemtna8+PWzb2AMAW3bssEqLmo51zsYsDTjnjfffflX2Zu3fQ0BeFt5/l363ZEoVhKjsannHJKEt76lje3bilFit26ReCnuMj8S16YDwzfUPXry7PMfmuFCDiSWzFUmqdTx4SKf5XJP1pwXPrS6pcrt+5iUVnGrYFsAr7Mm9itd5bs39Q1Ao4zPyX/cccdx3Lvg0saDLJSRQHXqkfbYSOXzMMUT3shrHFnv1v2/tGjR2PZdU4WMDWZuT1edNFFpBKpx+eRYMz5CfdOl5kMUxMbvHPOOeeOO+5YCOws/CbzIHbxxMU+eQUKsR4+fDgnNmfx9NeULEAWLj7UHMXmm2++XCULELVO/8/DQ8Tv7rvvjipZsvMsNn8OUPsx0uzyNrBBOpon0p9zqFOyADTaumEvd74yhOxrX31aDhkyRDYaSgKBvVzu7HCsnB7t1GeVs6ZZQ6xveUsWQCXDW1R6NuoBp1YHFa4/CbE8Sy4ojAGIoxWQKfCQ6RTLmTeZbXxpB0SVpOrwwYpNRyBhkgWNubawPhfUBDzG/MmKZ91DuDslWUCbYvuSCwofc5PcEQultgAWMl/kQeyq/NLrSpUcp1qoudLh1WVm81WydvBcMw94HBeGZ4lZffXVcSnnMIaYOmcKmJrMfpC8lHA+i4id+ze/+Y2JnhOZiTE1seUaafEKKEvzI3bxnJYLUXQe44UMflxKi/9kWWEax580wJMKuSSq8pOosBNLs4UDQ+JkKktKSqKTrnyK7fclYQQk/cT69u1raUupaPIsc0G8c8891wQ2STjWsLxU+O5qcTsvzCShIwp+n3iSyzrmx2hNA/saa6yBMNXi6ZX0ecstt1jZiCcLg2Nhoas8S07vwuQNbcDut99+jn/5RNvG12IdtmKjGq3NQIUtkvOutc7v1Lq36aabFnLrVPKKS723TbHlaBCaZ3o7t8hkayDFsuVB7FKH2Wb77r7t2EoXLQKBQCAQCAQCgUAgEOiSCFTTrbtLAhiDDgQCgUAgEAgEAoFmRiCoUjO/3RhbIBAIBAKBQCAQCFSIQFClCgGM2wOBQCAQCAQCgUCgmREIqtTMbzfGFggEAoFAIBAIBAIVIhBUqUIA4/ZAIBAIBAKBQCAQaGYEgio189uNsQUCgUAgEAgEAoFAhQgEVaoQwLg9EAgEAoFAIBAIBJoZgaBKzfx2Y2yBQCAQCAQCgUAgUCECQZUqBDBuDwQCgUAgEAgEAoFmRuB/AZgDhBoHYOBuAAAAAElFTkSuQmCC)
Figure 1. Distribution of earthquake events in the GEED dataset
![](data:image/png;base64,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)
Figure 2. Distribution of seismic stations in the GEED dataset
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkgAAAG9CAIAAABhyx7PAAAAAXNSR0IArs4c6QAAO3BJREFUeF7t3Xl4FFW6x3EjsoVNFAFBUEYUgkAkQdkcYTBssojMCMoyMiI+goAoXBwElXEQlGHTJ3dQARUhDDIgKqAOBBFBVklAloCoKBDZVHaUNfd3U966nbCkSVfS1ed86w+fTledU+f9nLZfzqnTVVEZGRmXsSGAAAIIIGCKwOWmBEIcCCCAAAII/K8AiY3PAQIIIICAUQIkNqO6k2AQQAABBEhsfAYQQAABBIwSILEZ1Z0EgwACCCBAYuMzgIBfBG644Ybu3bs7rfnhhx+GDRu2bt26UBr33XffRUVFvfXWW6FUct6yqrZPnz4eVrt582bFqwZ7WCdVWStAYrO26wncdwJz5sx55pln3MT2t7/9LcTE5rsIL9wgJTbFS2KLoC7zc1NJbH7uHdpml0CdOnVuvPFGu2K+7LJTp06dPn3atqiJN08FSGx5ykvlvhbQ3Jem1L788sv77ruvVKlSV1111ZNPPqkv2a1bt7Zs2bJEiRKaGxw1apQbw6+//jpgwIBbb73VObhBgwbvv/9+YIQHDx7s0aOHdhUvXrx169bffvut6tdZnGOc023atOmBBx5QDeXKlXvooYcOHTrk1uBORX766ae33Xab3v/LX/6iIm4lTTK3wDNq6lKl3Hc0gdmxY0e1XPV36tRpz5492Trgiy++aNeunVpYpEgR5dGZM2depIdOnDjx/PPPx8TE6OCrr776D3/4w/LlywOPnzp1qvZGR0fHxsbOmzfP3fX111+r5TfddJN2VaxYsW3bths2bHD3KjpFpLLC1N7ChQtPmjRJXaADdAon3ryYPvX1Z5HGeSpAYvOUk8oiUECZQN/Ls2fP7tmz57hx45544on27dsrLWlisGnTpk899dS7777rhKUv+p9//nngwIHvvffev/71rzvuuKNDhw5vv/22s/fs2bP6Bp8+fbqKqGy9evWUHc/1+OMf/3jzzTfrdH/96191sE537jFxcXFvvvmm3h86dOiKzO3hhx/OkfaXX35JSEhYsGDByJEj//3vf5cvX165LbDU4sWLGzVqpOz76quvKiUrQ+uAC6UQJfhWrVr9/e9/b9OmjcLRYQ0bNtyxY4db4fz58xMTE5X5FIsy5b333qtE7uxVflUifPHFFz/++OP//u//vuKKK6Shfy4ENmbw4MGqTS2ZO3euyo4YMUJ7dbATr/xzjJcDELiggG6pxYaAnQLPPfec/scYM2aMG76+6/WOMpnzjmbJrrnmGmWvc330va+9Gp9p3OPs1Re9yk6YMME9WAlG7+gszjvO6TQEdA/o3bu3BkPKiM47119//YMPPui8XrNmjQ5Wegs8dePMLfAdHa9Szjs6tYooY7kHKFUHVlK9enW1Vs12D1DSuvbaa8+cOXNugE7Cnjhx4rm79I52acR5+PBhZ6+GhpdffrniPfdgQZ08eVKjN6VwZ6/yq4rfeeedgQcrE+tN7Trv6XgTgUsSYMTGP3psF9CXu0ugiTXNg2mk4ryjoUbVqlW///579wB9/2rQo5lG7SpYsODkyZPT0tKcvUuWLNF/Nf5zD9aU47m4mgl036xdu7amN/ft2+dJHygraBIysP7OnTu7NWt6cMuWLV26dNE7SjbOdvfdd+/evTvbWMop8tFHHynparL0Qm3TtKFO5+xVkitbtqwLpZo1AqtRo0ahQoUEpf9u27bNhXKKaOTqSdRUgsC5AiQ2PhW2C2gazSXQV7AuC+kLPfAd5R7nT43klLd0WWjatGmaLtOgSt/77t6ffvpJX+KBtenr/lxczdG5b+rykl5rCtGTPlADsp1Rs5FuzXv37tVrzaMqH7ubhox688cffzy3Afv3769QoYLGYRdqW2AgOkaxuIHoUqWWd2pGV9OMq1atEpQme7OFqZGiJ1FTCQIkNj4DCOReQPmsSpUq77zzjr6y69evX7duXV11c6vTF71GKroI575z7tqN3J87s6QybuAZs+UkNcDJXudtQJkyZfS+rmwpzWTbnAnYbJvmYHWpTNOkuWizoP785z9r0NaiRYvbb79dUOfmTo2Mc1EzRRAIRoARWzBKHIPA/wrou1hDOvcbWXkrcFWkrn7pGKU9F2vGjBm5hjvvYE4LIL/66is3t2mIFrhMUXODR44c+eCDD9yTanGK+7patWq60LV+/XqlmWybO6MY2FrNx2owmrvViSJy2u9suvqYnp5+cQpvB6+5ZqegGQIkNjP6kSjyQ0BX43Q5StN3n3zyyZQpU7QqMnA+TWsgdflNS9hfeuml5ORkrSfUFTg16yKzeRdptH7QVrRo0aSkJC2O1xp9DZ50cLdu3TQi7Nq1q5Y+almm1kCWLFnSrUSDJK231H+1tlAH9O/f/z//+U/gKV577bVFixZpFKWyn332mdZ2armHs87+3E0XCJUpH330US3y1OLGDz/8UItfgkzVglJGHD9+vKD+8Y9/aOn/ddddd/Eeqlmzpg54/fXXly1bpniVs/OjRzmHoQIkNkM7lrDyQEBf0FrCrlUVWnOh7KX1+oGrM5TAdEnp/vvv1zH33HPP0qVLNSOnVlx55ZW5aIsu9b3xxhv6fm/evLl+06ZvfFWixKmEql/Cqf7hw4drXjHwZ20qokSibKeG/elPf9q1a1e2PKREtXr1arVHOU+H9erVSwlYL87bPF0vVDLTKbTWX6dTvlTK0QrMYGJ5+eWXlX2VNfX7B40gdW0yxx+ea45XiVADSkWkeCUZzIk4BoHzCkQ5K3fZEEDAcwHNBGoV4ueff65fgHleORUigMCFBEhsfDYQ8ExAU3y6mFSrVi2N3lauXKlZOP1uzPkZABsCCOSbAIkt36g5kfkCuq2U7pulX4wdO3ZMl9+0eFIThoGXwcwnIEIEfCBAYvNBJ9AEBBBAAAHvBFg84p0lNSGAAAII+ECAxOaDTqAJCCCAAALeCZDYvLOkJgQQQAABHwiQ2HzQCTQBAQQQQMA7AcMXj+hOd7plg+4YxI3pvPvMUBMCCCAQBgH96lo3jbv4vbmdZhme2HTzhUqVKoWhBzglAggggEAeCOzcuTPHO7QZntgOHTqkGwgJgt8S5cEHjCoRQACB/BPQg201UNEj4EuVKnXxsxqe2AQhAqU3Elv+ffo4EwIIIJAHAsF/n7N4JA/4qRIBBBBAIHwCJLbw2XNmBBBAAIE8ECCx5QEqVSKAAAIIhE+AxBY+e86MAAIIIJAHAiS2PEClSgQQQACB8AmQ2MJnz5kRQAABBPJAgMSWB6hUiQACCCAQPgESW/jsOTMCCCCAQB4IkNjyAJUqEUAAAQTCJ0BiC589Z0YAAQQQyAMBElseoFIlAggggED4BEhs4bPnzAgggAACeSBAYssDVKpEAAEEEAifAHf3995+x44dP/74o/f1+qnGMmXKVK5c2U8toi0IIGC4QPB39yexefxRUFarHhPzy/HjHtfrs+qKRkdvSUsjt/msW2gOAiYLkNh+693gIbz6OKSkpMTHx3ccPqFslZu8qtNv9ezbvm3m0F5r166Ni4vzW9toDwIImCoQ/Pc5IzaPPwNOYuuTlFwxJtbjqn1TXXra+sQuCSQ233QIDUHACoHgExuLR6z4QBAkAgggYI8Aic2eviZSBBBAwAoBEpsV3UyQCCCAgD0CJDZ7+ppIEUAAASsESGxWdDNBIoAAAvYIkNjs6WsiRQABBKwQILFZ0c0EiQACCNgjQGKzp6+JFAEEELBCgMRmRTcTJAIIIGCPAInNnr4mUgQQQMAKARKbFd1MkAgggIA9AiQ2e/qaSBFAAAErBEhsVnQzQSKAAAL2CJDY7OlrIkUAAQSsECCxWdHNBIkAAgjYI0Bis6eviRQBBBCwQoDEZkU3EyQCCCBgjwCJzZ6+JlIEEEDACgESmxXdTJAIIICAPQIkNnv6mkgRQAABKwRIbFZ0M0EigAAC9giQ2OzpayJFAAEErBAgsVnRzQSJAAII2CNAYrOnr4kUAQQQsEKAxGZFNxMkAgggYI8Aic2eviZSBBBAwAoBEpsV3UyQCCCAgD0CJDZ7+ppIEUAAASsESGxWdDNBIoAAAvYIkNjs6WsiRQABBKwQILFZ0c0EiQACCNgjQGKzp6+JFAEEELBCgMRmRTcTJAIIIGCPgMeJbeTIkVFRUf3793cEMzIyhg0bVqFChaJFizZp0mTTpk2u7IkTJ/r27VumTJlixYq1a9du165d7q4DBw5069atVOamFwcPHnR37dixo23btiqigv369Tt58qQ9XUWkCCCAAALBCHiZ2NasWfP666/Xrl3bPfGoUaPGjh2bmJioXeXLl2/WrNmRI0ecvUp+c+bMmTFjxrJly44ePdqmTZszZ844uzp37rxu3bqPMze9UG5z3tcBrVu3PnbsmIqo4OzZswcMGBBMkByDAAIIIGCPgGeJTcmpS5cuEydOLF26tMOn4dr48eOHDBnSoUOHmjVrTpky5fjx49OnT9euQ4cOTZ48ecyYMQkJCXXq1Jk2bdqGDRuSk5O1Ky0tTfls0qRJDTI3VThv3rytW7dq14IFCzZv3qyDVUQFVVx7Dx8+bE9vESkCCCCAQI4CniW2xx57TMMp5Rv3lNu3b9+zZ0/z5s2ddwoXLty4cePly5fr9dq1a0+dOuXu0lylMp+za8WKFZqBrFevnlOqfv36+tPdpcN0sLOrRYsWms9UVdmC1JvKdu6WIwEHIIAAAgiYJOBNYtPEYEpKii6wBdIoq+nPcuXKuW/qtfOm/luoUCF3bOcc5u4qW7ZsYD36090VWJuKqxJnV+CmZjjX57RVqlTJpN4iFgQQQACBHAU8SGw7d+58/PHHNUNYpEiRc8+ntSTum5qcDPwz8ODAXdmOCXKXW9vgwYM11elsaluOBByAAAIIIGCSgAeJTZOB+/bti4+PvyJzW7JkySuvvKIXzugqcESlw5w3tZBECxq1+tGlDNy1d+/eQOL9+/e7pQJrU3HNZwaO4ZxSmvMsGbCZ1FvEggACCCCQo4AHie2uu+7S0g8tX3S2unXrahWJXvzud79TAlu4cKHTCGUy5byGDRvqtbJgwYIF3V27d+/euHGjs0sLRjTSWr16tVNq1apV+tPdpcN0sLNLa0mUw1RVjkFyAAIIIICAPQIeJLYSJUpoTYe76UdmV199tf50ftA2YsQILetXQurevXt0dLSW8gtXV7969OihxfqLFi1KTU3t2rVrrVq1nIUnMTExLVu27Nmz58rMTS/0S4Bq1applxab1KhRQ6v/VUQFBw4cqL0am9nTW0SKAAIIIJCjgAeJ7SLnGDRokHJb7969NYxLT0/XGEtZ0Dl+3Lhx7du379ixY6NGjZTw5s6dW6BAAWdXUlKS8pzSmDb9Km7q1KnO+zpg/vz5upKnIiqo4qNHj84xQg5AAAEEELBKIEpLMwwOWIv+NTrUZGa+Dey0OlSzo32SkivGxJoKm562PrFLgq6txsXFmRojcSGAgN8Egv8+z9sRm99caA8CCCCAgPECJDbju5gAEUAAAbsESGx29TfRIoAAAsYLkNiM72ICRAABBOwSILHZ1d9EiwACCBgvQGIzvosJEAEEELBLgMRmV38TLQIIIGC8AInN+C4mQAQQQMAuARKbXf1NtAgggIDxAiQ247uYABFAAAG7BEhsdvU30SKAAALGC5DYjO9iAkQAAQTsEiCx2dXfRIsAAggYL0BiM76LCRABBBCwS4DEZld/Ey0CCCBgvACJzfguJkAEEEDALgESm139TbQIIICA8QIkNuO7mAARQAABuwRIbHb1N9EigAACxguQ2IzvYgJEAAEE7BIgsdnV30SLAAIIGC9AYjO+iwkQAQQQsEuAxGZXfxMtAgggYLwAic34LiZABBBAwC4BEptd/U20CCCAgPECJDbju5gAEUAAAbsESGx29TfRIoAAAsYLkNiM72ICRAABBOwSILHZ1d9EiwACCBgvQGIzvosJEAEEELBLgMRmV38TLQIIIGC8AInN+C4mQAQQQMAuARKbXf1NtAgggIDxAiQ247uYABFAAAG7BEhsdvU30SKAAALGC5DYjO9iAkQAAQTsEiCx2dXfRIsAAggYL0BiM76LCRABBBCwS4DEZld/Ey0CCCBgvACJzfguJkAEEEDALgESm139TbQIIICA8QIkNuO7mAARQAABuwRIbHb1N9EigAACxguQ2IzvYgJEAAEE7BIgsdnV30SLAAIIGC9AYjO+iwkQAQQQsEuAxGZXfxMtAgggYLwAic34LiZABBBAwC4BEptd/U20CCCAgPECJDbju5gAEUAAAbsESGx29TfRIoAAAsYLkNiM72ICRAABBOwSILHZ1d9EiwACCBgvEJWRkWFwkIcPHy5VqtShQ4dKliyZP2GmpKTEx8f3SUquGBObP2fM/7Okp61P7JIwbdq0mJiY/D97fp6xTJkylStXzs8zci4EELiQQPDf5yQ2jz9FNiS2LUsXvP1Et4yzZz228191RaOjt6Slkdv81zO0yEYBEttvvR48hFcfExsSW+qHs2YO7dVx+ISyVW7yys2H9ezbvk1hrl27Ni4uzofNo0kI2CYQ/Pc5IzaPPxv2JDazp1v1sXBmXElsHv8fQnUI5FYg+MTG4pHcGlMOAQQQQMCXAiQ2X3YLjUIAAQQQyK0AiS23cpRDAAEEEPClAInNl91CoxBAAAEEcitAYsutHOUQQAABBHwpQGLzZbfQKAQQQACB3AqQ2HIrRzkEEEAAAV8KkNh82S00CgEEEEAgtwIkttzKUQ4BBBBAwJcCJDZfdguNQgABBBDIrYAHiW3ChAm1a9fW7fO1NWjQ4KOPPnIao+cGDBs2rEKFCkWLFm3SpMmmTZvcRp44caJv3766dXqxYsXatWu3a9cud9eBAwe6deumW/Jr04uDBw+6u3bs2NG2bVsVUcF+/fqdPHkyt1FTDgEEEEDAWAEPEtt111334osvfpG5NW3a9J577nFy2KhRo8aOHZuYmLhmzZry5cs3a9bsyJEjDmT//v3nzJkzY8aMZcuWHT16tE2bNmfOnHF2de7ced26dR9nbnqh3Oa8rwNat2597NgxFVHB2bNnDxgwwNhuITAEEEAAgdwKeJDYNIq6++67b87cXnjhheLFi69cuVLDtfHjxw8ZMqRDhw41a9acMmXK8ePHp0+frnbq6WiTJ08eM2ZMQkJCnTp19FivDRs2JCcna1daWpry2aRJkzTy0zZx4sR58+Zt3bpVuxYsWLB582YdrCIqqOLaq3ti5jZwyiGAAAIImCngQWJzYTSo0lhKgyrlpO3bt+/Zs6d58+bO3sKFCzdu3Hj58uV6rdulnzp1yt2luUplPmfXihUrNANZr149p1T9+vX1p7tLh+lgZ1eLFi00n6mqzu0Wva+E525m9htRIYAAAghcQMCbxKYhlwZqyl6PPvqo5hhr1KihrKYzlitXzj2vXjtv6r+FChUqXbr0eXeVLVs2sKn60y0VWJuKqxJnV7Zt5MiRziU6bZUqVaLrEUAAAQSsEvAmsVWrVk3XwzQD2atXrwcffFBzhg5iVFSUq6nJycA/A5UDd2U7JshdgbUNHjxYs53OtnPnTqu6k2ARQAABBLxJbBo8Va1atW7duhotxcbGvvzyy1ot4gzOXOJ9+/Y5Qy7t0oJGrX487669e/cG9sr+/fvdUoG1qbjmMwPHcG4pDRydJZrORh8jgAACCFgl4E1iyzb80lWuKlWqKIEtXLjQ2aVMtmTJkoYNG+p1fHx8wYIF3V27d+/euHGjs0sX5zTMWr16tVNq1apV+tPdpcN0sLNLa0mUwFSVVb1FsAgggAACOQp4kNiefvrppUuXfvfdd7rSpmWQn376aZcuXTSjqDX9I0aM0CU3JaTu3btHR0drKb8apEtfPXr00GL9RYsWpaamdu3atVatWlroqF0xMTEtW7bs2bOnZjW16YV+CaB5Tu3SYhNdutPqfxVRwYEDB2ovA7IcO5gDEEAAAdsEPEhsmjxUvlH6ueuuuzTG0np9/WRNjoMGDVJu6927t6Yo09PTNcYqUaKE4ztu3Lj27dt37NixUaNGSnhz584tUKCAsyspKUl5TmlMm373PXXqVOd9HTB//vwiRYqoiAqq+OjRo23rLeJFAAEEEMhRIEqrM3I8KHIP0KJ/DRA1n5lvY7uUlBRNkPZJSq4YExu5bhdveeqHs2YO7WV2jBJIT1uf2CVBPymJi4sztSuJC4EIEgj++9yDEVsEudBUBBBAAAHjBUhsxncxASKAAAJ2CZDY7OpvokUAAQSMFyCxGd/FBIgAAgjYJUBis6u/iRYBBBAwXoDEZnwXEyACCCBglwCJza7+JloEEEDAeAESm/FdTIAIIICAXQIkNrv6m2gRQAAB4wVIbMZ3MQEigAACdgmQ2Ozqb6JFAAEEjBcgsRnfxQSIAAII2CVAYrOrv4kWAQQQMF6AxGZ8FxMgAgggYJcAic2u/iZaBBBAwHgBEpvxXUyACCCAgF0CJDa7+ptoEUAAAeMFSGzGdzEBIoAAAnYJkNjs6m+iRQABBIwXILEZ38UEiAACCNglQGKzq7+JFgEEEDBegMRmfBcTIAIIIGCXQJbEtnPnzl27djkAq1ev7t+//+uvv26XB9EigAACCES4QJbE1rlz58WLFyuiPXv2NGvWTLnt6aeffv755yM8RpqPAAIIIGCRQJbEtnHjxttvv13Rz5w5s2bNmsuXL58+ffpbb71lkQehIoAAAghEuECWxHbq1KnChQsrouTk5Hbt2ulF9erVd+/eHeEx0nwEEEAAAYsEsiS2W2655dVXX126dOnChQtbtmwphh9++OHqq6+2yINQEUAAAQQiXCBLYnvppZdee+21Jk2aPPDAA7GxsQrtgw8+cCYn2RBAAAEEEIgIgSyJTSntx8ztjTfecFr/yCOPKNVFRCQ0EgEEEEAAAQlkSWxNmzY9cuRI6dKlXZqrrrqqU6dOSCGAAAIIIBApAlkS26effnry5MnApv/666+65BYpwdBOBBBAAAEEfktsX2Zu4ti8ebPzWltqaurkyZMrVqwIEwIIIIAAApEi8Ftiu/XWW+vUqRMVFaXZSL12tvj4+OHDhz/77LOREgztRAABBBBA4LfEtn379m+++SYjI0N3G9FrZ0tPTz98+PBDDz0EEwIIIIAAApEi8Ftiu/7662+44YazZ8/WrVtXr53t2muvLVCgQKREQjsRQAABBBCQQPa7+3/11Ve68bFmIHWLSHdDCgEEEEAAgUgRyJLYJk6cWKNGDV1UmzVr1pz/2957771ICYZ2IoAAAgggkCWxaaD2wgsv6Nb+69at05JIZ0tJSYEJAQQQQACBSBHIktgOHDhw3333RUrTaScCCCCAAALnCmRJbMpqCxYsgAkBBBBAAIHIFciS2KpWrfrMM8907959zJgxrwRskRseLUcAAQQQsE0gS2LTesjixYsvWbIkMTFx3P9t48ePtw2FeBFAAAEEIlcgS2Jzf5od+OLbb7+N3PBoOQIIIICAbQLZf8dmW/zEiwACCCBgmECWxKa7Z513MyxmwkEAAQQQMFgg+3J/rfh3tn379n3yySfvvvvuwYMHDY6f0BBAAAEEDBPIktjcu43oxbx583R17f77769fv75hMRMOAggggIDBAhe7xnb55Zc/8cQTWh1pcPyEhgACCCBgmEAOi0f0LJvTp08bFjPhIIAAAggYLJAlsT0ZsGmspnnITpmbwfETGgIIIICAYQJZEpt742O9+PLLLxWqbkHCD7QN63LCQQABBMwWyJLYFgdsixYtmjFjxiOPPHLFFVeYTUB0CCCAAAImCZznGtv+/fuXLVv2+eef64VJoRILAggggIANAlkS27Fjx/QD7WuvvfbOO+/8/e9/X6FChR49ehw/ftwGCGJEAAEEEDBDIPviEd0Bee7cufpRtrb3339ffw4YMMCMUIkCAQQQQMAGgSyJbfbs2ZMnT27VqlXJzO3uu++eOHHirFmzbIAgRgQQQAABMwSyJDbNOpYrVy4wsLJlyzIVaUZPEwUCCCBgiUCWxNagQYPnnnvu119/dYL/5Zdf/va3v+lNSywIEwEEEEDAAIEsiU0/WVu+fPl111131113JSQkVKpUSWsjX375ZQPiJAQEEEAAAUsEsiS2WrVqbdu2beTIkbfeemvt2rVffPHFr7/++pZbbrHEgjARQAABBAwQyJLYlNL+9a9/9ezZUzccGTt27MMPP6w/X3rpJQPiJAQEEEAAAUsEsiS21157rXr16oGRa7j26quvWmJBmAgggAACBghkSWx79uzRr7MDo7rmmmt2795tQJyEgAACCCBgiUCWxOasFgmMXH/q/iOWWBAmAggggIABAlkSmy6q9e/f/8033/w+c3vjjTf08BpdcjMgTkJAAAEEELBEIEtiGzRokG4O2bt3799lbn379u3Xr9/gwYMtsSBMBBBAAAEDBLIktqioKK2B1E39V65cuX79+p9//vnZZ581IEhCQAABBBCwR+A8j60pXrz4bbfdVrNmzcKFCwcDoR8J6PgSJUro/lvt27ffunWrWyojI2PYsGG6Sle0aNEmTZps2rTJ3XXixAmNCMuUKVOsWLF27drt2rXL3XXgwIFu3bqVytz0Qrdjdnft2LGjbdu2KqKCGk2ePHkymBZyDAIIIICAPQLnSWyXGryeAPDYY49pkLdw4cLTp083b95cj79xKhk1apR+D5eYmLhmzZry5cs3a9bsyJEjzi5dzJszZ46eZapnvx09erRNmzZnzpxxdnXu3HndunUfZ256odzmvK8DWrdurcpVRAV1y2aePHCpncXxCCCAgPECHiQ2pZ/u3bvrF2+xsbFaeKJB1dq1awWn4Zru0TVkyJAOHTpo/DdlyhTdT3n69OnadejQIT1GQD8D14276tSpM23atA0bNiQnJ2tXWlqaKpw0aZLuUalNjxeYN2+eMwpcsGDB5s2bdbCKqKCKa+/hw4eN7yQCRAABBBAIXsCDxBZ4MmUs/XnVVVfpv9u3b9cP4zSAcw7QxGbjxo11L0q9VuY7deqUu0tzlcp8zq4VK1ZoBrJevXpOqfr16+tPd5cOc39+0KJFC81nOkk0cNObynbuFrwFRyKAAAIIGCDgZWLTEO3JJ5+84447lH5Eo6ym/wY+B0evnTf130KFCpUuXdoVDNyla3WBsvrTLRVYm4qrEmdX4KZrfs71OW36ZZ4BnUQICCCAAALBC3iZ2Pr06fPll1/q9pKBp9dKS/dPZb7APwMPC9yV7Zggd7m16fcJGjg6286dO4O34EgEEEAAAQMEPEtsWuL4wQcfLF68WE+9cVy0WsQdtznv7Nu3zxlyaZcWNGr1oysYuGvv3r2Bsvr5gVsqcHym4prPzPZkVBXUnKfzBHBnM6CTCAEBBBBAIHgBDxKbRlQaq7377ruffPJJlSpV3HPrtRKYlko67yiTaf1kw4YN9To+Pr5gwYLuLt2OcuPGjc4uLRjRSGv16tVOqVWrVulPd5cOc+9dqbUkymGqKvhoORIBBBBAwHgBDxKb1vprpaKWO+qnbBpRadOjtwWnGUWt6R8xYoSW9SshaeVkdHS0lvJrl65+6RYnWqy/aNGi1NTUrl276lFwWuioXTExMS1bttR9vPT7AW16oV8CVKtWTbu02KRGjRpa/a8iKjhw4EDtZUxm/GeUABFAAIFLEvAgsU2YMEGDKv3+Wk8GcLZ33nnHaYTu0aXcpnt01a1bNz09XWMsJT9n17hx4/Rr7o4dOzZq1EgJb+7cuQUKFHB2JSUlKc8pjWnT806nTp3qvK8D5s+fX6RIERVRQRUfPXr0JUXLwQgggAACxgtEaSLR4CC16F+jQ+XdfBvYpaSkaHa0T1JyxZhYU2FTP5w1c2gvs2NU36WnrU/skqDfk8TFxZnalcSFQAQJBP997sGILYJcaCoCCCCAgPECJDbju5gAEUAAAbsESGx29TfRIoAAAsYLkNiM72ICRAABBOwSILHZ1d9EiwACCBgvQGIzvosJEAEEELBLgMRmV38TLQIIIGC8AInN+C4mQAQQQMAuARKbXf1NtAgggIDxAiQ247uYABFAAAG7BEhsdvU30SKAAALGC5DYjO9iAkQAAQTsEiCx2dXfRIsAAggYL0BiM76LCRABBBCwS4DEZld/Ey0CCCBgvACJzfguJkAEEEDALgESm139TbQIIICA8QIkNuO7mAARQAABuwRIbHb1N9EigAACxguQ2IzvYgJEAAEE7BIgsdnV30SLAAIIGC9AYjO+iwkQAQQQsEuAxGZXfxMtAgggYLwAic34LiZABBBAwC4BEptd/U20CCCAgPECJDbju5gAEUAAAbsESGx29TfRIoAAAsYLkNiM72ICRAABBOwSILHZ1d9EiwACCBgvQGIzvosJEAEEELBLgMRmV38TLQIIIGC8AInN+C4mQAQQQMAuARKbXf1NtAgggIDxAiQ247uYABFAAAG7BEhsdvU30SKAAALGC5DYjO9iAkQAAQTsEiCx2dXfRIsAAggYL0BiM76LCRABBBCwS4DEZld/Ey0CCCBgvACJzfguJkAEEEDALgESm139TbQIIICA8QIkNuO7mAARQAABuwRIbHb1N9EigAACxguQ2IzvYgJEAAEE7BIgsdnV30SLAAIIGC9AYjO+iwkQAQQQsEuAxGZXfxMtAgggYLwAic34LiZABBBAwC4BEptd/U20CCCAgPECJDbju5gAEUAAAbsESGx29TfRIoAAAsYLkNiM72ICRAABBOwSILHZ1d9EiwACCBgvQGIzvosJEAEEELBLICojI8PgiA8fPlyqVKlDhw6VLFkyf8JMSUmJj4/vk5RcMSY2f86Y/2dJ/XDWzKG9zI5Rqulp6xO7JEybNi0mJib/kfPtjGXKlKlcuXK+nY4TIZBrgeC/z0lsuUY+f0ESm8eg4atuy9IFbz/RLePs2fA1IT/OXDQ6ektaGrktP6w5R2gCJLbf/IKHCA38/0uT2LySDHs9zsC04/AJZavcFPbG5FED9m3fphjXrl0bFxeXR6egWgS8Egj++5wRm1fmv9VDYvMYNHzV2TDj6ky3ktjC9ynjzJcgEHxiY/HIJbByKAIIIICA/wVIbP7vI1qIAAIIIHAJAiS2S8DiUAQQQAAB/wuQ2PzfR7QQAQQQQOASBEhsl4DFoQgggAAC/hcgsfm/j2ghAggggMAlCJDYLgGLQxFAAAEE/C9AYvN/H9FCBBBAAIFLECCxXQIWhyKAAAII+F/Ag8T22WeftW3btkKFClFRUe+9954bs26vPGzYML1ftGjRJk2abNq0yd114sSJvn376u6rxYoVa9eu3a5du9xdBw4c6Natm+5crE0vDh486O7asWOHTqQiKtivX7+TJ0/635cWIoAAAgjks4AHie3YsWOxsbGJiYnZmj5q1KixY8fq/TVr1pQvX75Zs2ZHjhxxjunfv/+cOXNmzJixbNmyo0ePtmnT5syZM86uzp07r1u37uPMTS+U25z3dUDr1q11LhVRwdmzZw8YMCCfsTgdAggggID/BTxIbK1atRo+fHiHDh0Co9Vwbfz48UOGDNH7NWvWnDJlyvHjx6dPn65j9BCZyZMnjxkzJiEhoU6dOnosyIYNG5KTk7UrLS1N+WzSpEkNMreJEyfOmzdv69at2rVgwYLNmzfrYBVRQRXXXt06zP/EtBABBBBAID8FPEhs523u9u3b9+zZ07x5c2dv4cKFGzduvHz5cr3WHVdPnTrl7tJcpTKfs2vFihWagaxXr55Tqn79+vrT3aXDdLCzq0WLFprPVFXnnl3vK+G5W35qci4EEEAAgbAL5FViU1ZTbOXKlXMj1GvnTf23UKFCpUuXPu+usmXLBqLoT7dUYG0qrkqcXdm2kSNHOpfotFWqVCnsxDQAAQQQQCA/BfIqsTkxaDmJG4wmJwP/DAwycFe2Y4LcFVjb4MGDNdvpbDt37sxPTc6FAAIIIBB2gbxKbFot4gzO3Aj37dvnDLm0SwsatfrxvLv27t0biLJ//363VGBtKq75zMAxnFtK054lA7awE9MABBBAAIH8FMirxFalShUlsIULFzrBKJMtWbKkYcOGeh0fH1+wYEF31+7duzdu3Ojs0oIRDbNWr17tlFq1apX+dHfpMB3s7NJaEiUwVZWfWJwLAQQQQMD/Ah4kNq3X17p8bYpWa0b0Qj8404yi1vSPGDFCy/qVkLp37x4dHa2l/DpGl7569OihxfqLFi1KTU3t2rVrrVq1tNBRu2JiYlq2bNmzZ8+VmZte6JcA1apV0y4tNqlRo4ZW/6uICg4cOFB7NTDzPzEtRAABBBDITwEPEtsXX3yhJfja1O4nn3xSL5599lm9HjRokHJb796969atm56erjFWiRIlnNjGjRvXvn37jh07NmrUSAlv7ty5BQoUcHYlJSUpzymNaatdu/bUqVOd93XA/PnzixQpoiIqqOKjR4/OTynOhQACCCAQEQJRWp0REQ3NXSO16F8DRM1n5tvYLiUlRROkfZKSK8bE5q7N/i+V+uGsmUN7mR2jesGGMNPT1id2SdDPZuLi4vz/waOFlgsE/33uwYjNcmvCRwABBBDwlQCJzVfdQWMQQAABBEIVILGFKkh5BBBAAAFfCZDYfNUdNAYBBBBAIFQBEluogpRHAAEEEPCVAInNV91BYxBAAAEEQhUgsYUqSHkEEEAAAV8JkNh81R00BgEEEEAgVAESW6iClEcAAQQQ8JUAic1X3UFjEEAAAQRCFSCxhSpIeQQQQAABXwmQ2HzVHTQGAQQQQCBUARJbqIKURwABBBDwlQCJzVfdQWMQQAABBEIVILGFKkh5BBBAAAFfCZDYfNUdNAYBBBBAIFQBEluogpRHAAEEEPCVAInNV91BYxBAAAEEQhUgsYUqSHkEEEAAAV8JkNh81R00BgEEEEAgVAESW6iClEcAAQQQ8JUAic1X3UFjEEAAAQRCFSCxhSpIeQQQQAABXwmQ2HzVHTQGAQQQQCBUARJbqIKURwABBBDwlQCJzVfdQWMQQAABBEIVILGFKkh5BBBAAAFfCZDYfNUdNAYBBBBAIFQBEluogpRHAAEEEPCVAInNV91BYxBAAAEEQhUgsYUqSHkEEEAAAV8JkNh81R00BgEEEEAgVAESW6iClEcAAQQQ8JUAic1X3UFjEEAAAQRCFSCxhSpIeQQQQAABXwmQ2HzVHTQGAQQQQCBUARJbqIKURwABBBDwlQCJzVfdQWMQQAABBEIVILGFKkh5BBBAAAFfCZDYfNUdNAYBBBBAIFQBEluogpRHAAEEEPCVAInNV91BYxBAAAEEQhUgsYUqSHkEEEAAAV8JkNh81R00BgEEEEAgVAESW6iClEcAAQQQ8JUAic1X3UFjEEAAAQRCFSCxhSpIeQQQQAABXwmQ2HzVHTQGAQQQQCBUARJbqIKURwABBBDwlUBURkaGrxrkbWMOHz5cqlSpQ4cOlSxZ0tuaL1RbSkpKfHx8n6TkijGx+XPG/D9L6oezZg7tZXaMUrUhzPS09YldEqZNmxYTE5P/H6R8O2OZMmUqV66cb6fjRHkkEPz3OYnN4y4gsXkMGr7qbEhsW5YuePuJbhlnz4aPOT/OXDQ6ektaGrktP6zz8hwktt90g4fwqjtIbF5Jhr0eGxKbE2PH4RPKVrkp7OB51IB927cpxrVr18bFxeXRKag2fwSC/z5nxOZxj5DYPAYNX3X2JDazZ5Wd6VYSW/j+T/LszMEnNhaPeIZORQgggAACfhAgsfmhF2gDAggggIBnAiQ2zyipCAEEEEDADwIkNj/0Am1AAAEEEPBMgMTmGSUVIYAAAgj4QYDE5odeoA0IIIAAAp4JkNg8o6QiBBBAAAE/CJDY/NALtAEBBBBAwDMBEptnlFSEAAIIIOAHARKbH3qBNiCAAAIIeCZAYvOMkooQQAABBPwgQGLzQy/QBgQQQAABzwRIbJ5RUhECCCCAgB8ESGx+6AXagAACCCDgmUDkJbZ//vOfVapUKVKkiB5UvXTpUs8kqAgBBBBAwAiBCEts77zzTv/+/YcMGZKamvr73/++VatWO3bsMKIjCAIBBBBAwBuBCHvQaL169fQY3AkTJjjRx8TEtG/ffuTIkRfCCP7BdN5wXnYZDxr1SjLs9fCg0bB3gScNcB40Om3aNH1deFKhbyspU6ZM5cqVfdu80BsW/Pd5JCW2kydPRkdH//vf/7733nsdo8cff3zdunVLliwJJDuRuTnvHDp0SD29c+fOkiVLhs4aTA1qT+PGje8dOvaa628M5vhIPGbbqiWLJ401O0b1iw1h2hDjd19+sSBx+GUZGZH4/9oltblwkSJT3367XLlyl1Qqgg4+duzY3XffffDgwVKlSuXQ7IzI2dLT0xXM559/7jb5hRdeuPnmm7NF8Nxzz0VQV9FUBBBAAIHgBb755pscs1Ykjdh++OGHihUrLl++vEGDBo6CEtvUqVO3bNlyoRHb2bNnf/7556uvvjoqKip4uFCO1GC5UqVK+TlGDKW1uStrQ4ySsSFMYszd/wI+LGVDVzozcAcOHLjyyisv3gWRlNiCnIoM72cu+Fng8LYzlLPbEKOT2DTjof+X8m0eO5ROyV1ZYsydmw9L0ZWBnRJJqyILFSqkJf4LFy50A9Drhg0b+vBDRpMQQAABBMIlEEmJTUZPPvnkpEmT3njjjbS0tCeeeEJr/R999NFw2XFeBBBAAAEfChQYNmyYD5t1oSbVrFlTF8xGjBgxevToX375RRfYYmNj/db+AgUKNGnS5IorrvBbwzxsjw0xisuGMInRw/8vwlsVXen6R9I1tvB+aDg7AggggEBECETYVGREmNJIBBBAAIEwCpDYwojPqRFAAAEEvBcgsXlvSo0IIIAAAmEUILGFEZ9TI4AAAgh4L0Bi88z0s88+a9u2bYUKFXSXk/fee8+zev1Uke43fdttt5UoUaJs2bK6/fTWrVv91Dpv2qJbbNeuXVs/ytame9x89NFH3tTr11rUp/rE6qEZfm1g7tulJd8Kzd3Kly+f+7p8XFL3GuzatauWi+tWurfeeuvatWt93NhcNu2GG24I7Eq9fuyxxy5SF4ktl9DnFtMNOvXbg8TERM9q9F9Fut+0Pk8rV67UT+NPnz7dvHlzRe2/ZobUouuuu+7FF1/8InNr2rTpPffcs2nTppBq9HHhNWvWvP7660rkPm5jSE275ZZbdv/ftmHDhpDq8mVh3V+qUaNGBQsW1L/ANm/ePGbMmBxvN+XLOHJolD6obj869+i47777LlYmx7tJcsClCoh7zpw5l1oq4o7ft2+fIlWqi7iWX1KDS5curXsCXFKRSDn4yJEjN910k74m9DwKPSgjUpodfDt1P3T9WzP44yPxyKeeeuqOO+6IxJbnus36rN544426D/BFamDEFon/fPFFm3UTRbXjqquu8kVr8qARZ86cmTFjhoak7k238+Ak4axSg+/WrVsnJCSEsxF5fO5t27bp6kCVKlXuv//+b7/9No/PFobqP/jgg7p162r4oqsDderUmThxYhgakY+n1B2D9Wi9hx566OL3tSex5WOfGHQq/VtJtzfTPxV1LxiDwvotFM1ZFS9evHDhwrphmwbfNWrUMC9G5Ww9FPciD+k1IGQ9l/jtt9/+z3/+o6/7PXv26L6yP/30kwFxBYagbK2rwhp5K0x9XPv166eQDYsxMBwtX9Dz2Lp3755DjLkeD1LwQgI2TEX27t37+uuv19N5jPwY6EG1+pe+pvX/+te/6qnEusZmWJi6yar+ga+H4jpxmToVGdhrR48e1RM4dQnKsK7U1TXNKLhB9e3bt379+obFGBiOruu3adMmxwAZsRn8j5u8Ck3/82gCZPHixVpnkVfnCGu9eo5E1apVNcOjAY0u0rz88sthbY73J9fCOV0i1bMydEdTbbpQ+sorr+iFZl+9P5k/aixWrFitWrX07xV/NMezVlx77bWBMwoxMTH6V4tntfusou+//z45Ofnhhx/OsV0kthyJOOD/BfQPpT59+rz77ruffPKJrlvYQKOQNYAzLNK77rpL060asTmbUniXLl30QnfRNSxSNxx1oh4JojRgWIBaEhn4q5uvvvpKUymGxeiG8+abb2qmQReGcwyQxJYjUbAHaK7D+ZpQge3bt+uFef900nIDXbmdPn26fsqmixba9IyFYIEi5Linn3566dKl3333nb76hwwZ8umnn+pLP0LaHmwz1X26OOpuGs3oV1DmXS4dOHCgBqP6n3HVqlV/+tOf9CjOBx98MFijCDlOT+/Sz2/0wJOvv/5a/2PqxxsX/4FXhIR1nmZqGaQSm3owqAen5DhZyQFBCmhqLltvqA+CLBsph537cdNHLVIaH2Q7teBK/+bVbOQ111yjkc2CBQuCLBi5h5l6ja1Tp04aoukqlBZGdujQwbxrpc5Hbu7cufpHidY6Va9eXYktcj+HF2+5Vsfo+0fD02AC5LE1kfsvGFqOAAIIIHAeAaYi+VgggAACCBglQGIzqjsJBgEEEECAxMZnAAEEEEDAKAESm1HdSTAIIIAAAiQ2PgMIIIAAAkYJkNiM6k6CQQABBBAgsfEZQAABBBAwSoDEZlR3EgwCnjzAXQ8sHj9+PJgIRKgAiS1CO45mI3B+AT1ouFWrVtqnu4IpyTn3eGNDwCoBEptV3U2w5guUL19ed1cyP04iRODCAiQ2Ph0I5JVAkyZN9Iif/v37ly5dWg8D03389Dzuv/zlL7oHsZ5t/9FHH+nEelJMjx499KiEokWLVqtWLfAROadPn9ZzI6+88krdofipp57SrUfbt2/vtFU1a9egQYP0BHNlsmHDhrkxuFORzuMX9FRlvaPjnVJqjHukanMf2Kin2LRt21ZtUKmkpKRAET0q/ZFHHtFd1UuWLNm0adP169fnlRf1IuCRAInNI0iqQeB8AlOmTNGjSlevXq0M16tXr/vuu0/Pcdajq1u0aNGtW7fjx4/rnuV6rN3MmTM3b9787LPP6tkCeu3U9NJLLynH6DbTn3/+ue5Mr2cHB55BNeuu/Lpv/ahRo55//vmFCxdmO79Oqnf0/CpNTupJQxfvH2U4TV3qaUSzZs365z//qTznHK8bzuopIXqMw4cffqinuMXFxenG0D///DO9jYCvBYK5UzLHIIBALgR01/w77rjDKajhl/KQkpnzp5KNvhdWrFiRrVo9mvyPf/yj86YGef/4xz/c4pUrV77nnnucPwNr1p+33XabhnTOLlU7Z84cvdDjWvQ6NTXVPUW2u/irNucBFM4DvfT0E+dIPbdMf44bN06vFy1apIHar7/+6laiseZrr72Wrdn8iYCvBBix+fqfHTQu0gVq167thKBneGpGUQ9xdv5U0tJ/nYHRq6++qkd96ik5xYsXnzhxovMYP00A7t279/bbb3eL64HXgRpuzXpTD2dxx1i5EFMm0zOu1AanrJ5+ovlP57VGaXrQoFqutjmb8uU333yTi7NQBIF8EyCx5Rs1J7JRQA8Dc8PWtS73T73W+5qH1MSjnhWph8DpwW9awagrcCdPngws4r52RmPulq1mVZWj7+WXXx5YyalTp5wizptOk7JtqlZZ033Wtl5oePdf//VfOZ6LAxAIowCJLYz4nBqBy/S0bl110wykVnlUrVrVHQyVKlVKozrnOpk2rTHRpOIleelZqU5Bt5QGhc4UqPP+xo0bndcxMTGaKf3iiy+cP5W6Dh486LzWRTVdYNN4Tm1zN101vKSWcDAC+SxAYstncE6HQBYBZQtlFD0d+KuvvnrmmWfWrFnj7tZ6k5EjR77//vvKNI8//viBAwfOO6i6EKjWMWqV48cff6wpTU1s6jCtaZyfuW3ZskWp1M1eWo3ZsmXLnj17aimK5h4ffvhhFXSqTUhIaNCggdZPqoVaXbJ8+fKhQ4e6KZC+RMCfAiQ2f/YLrbJF4NFHH+3QoUOnTp3q1av3008/Kd+4kWs9yAMPPPDnP/9ZqUUXt7SQskiRIsG7aJj1yiuvaKFHhQoVtE5EBTXhqdUiqlCrSLSs/w9/+INbm9ZeVqpUSe+rMc7ifmeXUqnWQ955550qe/PNN99///1Kb84FQjYEfCsQlW3i3rcNpWEI2Cyga12aMOzYsePf//53mx2IHYFgBBixBaPEMQiEQeD777/XIklNUW7YsEG/gdNyxM6dO4ehHZwSgUgTILFFWo/RXmsEtIjxrbfe0m/UGjVqpNymn1pr0GZN9ASKQO4FmIrMvR0lEUAAAQR8KMCIzYedQpMQQAABBHIvQGLLvR0lEUAAAQR8KEBi82Gn0CQEEEAAgdwLkNhyb0dJBBBAAAEfCpDYfNgpNAkBBBBAIPcC/wMfeXAhITaWEAAAAABJRU5ErkJggg==)
Figure 3. Magnitude statistics of earthquake events in the GEED dataset
![](data:image/png;base64,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)
Figure 4. Epicentral distance statistics of earthquake events in the GEED dataset
![](data:image/png;base64,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)
Figure 5. Depth statistics of earthquake events in the GEED dataset