Gapminder
library(pacman)
p_load(tidyverse, gapminder)
gapminder
gapminder %>%
ggplot(aes(x = gdpPercap, y = lifeExp )) +
geom_point()
![](data:image/png;base64,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)
gapminder %>%
ggplot(aes(x = log(gdpPercap), y = log(lifeExp))) +
geom_point()
![](data:image/png;base64,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)
gapminder %>%
ggplot(aes(x = log(gdpPercap), y = log(lifeExp), color = continent, size = pop)) +
geom_point() +
geom_text(aes(label=ifelse(country=="United States",as.character(country),'')),hjust=-0.2,vjust=0)
![](data:image/png;base64,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)
Faceting
gapminder
gapminder %>%
ggplot(aes(x = log(gdpPercap), y = log(lifeExp), color = continent, size = pop)) +
geom_point() +
facet_wrap(~year)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAArwAAAGwCAIAAADE8iHyAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nOydd2AU1fr3n6nbaza9F1IooRfpHQWlWBARsaDCBRWsoK/eYsGGV7332vlhRxRBUSnSlN4JECCk97Ipm+1t2vvHbDa7mw1ugCSU+fw1O3PmzJk9c+Z85znPeQ7CcRwICAgICAgICPwVaHcXQEBAQEBAQODaQBANAgICAgICAiEhiAYBAQEBAQGBkBBEg4CAgICAgEBICKJBQEBAQEBAICQE0SAgICAgICAQEnh3FyA4tbW13V2EG5fo6Oi2O5uamtxud9cXRoAnaKUIzaQbCVojIFRKt9JepQhcQa5S0WCxWLq7CDcuQRuew+Gw2+1dXxgBnqCVIjSTbqS9/kmolG5EEA1dgDA8ISAgICAgIBASgmgQEBAQEBAQCAlBNAgICAgICAiEhCAaBAQEBAQEBEJCEA0CAgICAgICISGIBgEBAQEBAYGQEESDgICAgICAQEhcpXEarlpomr7//vs/+eQTuVzO79mwYcP69espiho8ePDSpUslEgkALFq0KD8/n08wc+bMpUuXAsDWrVu/+eYbq9WakZGxbNmymJiY7rqL64xLrpS1a9d+9tlnvllt2LBBq9V2cfmvS0KslMrKyrfffru0tLRHjx4vvvgi/+cLLaUzuOQaEZqJgC+CaOgAv/zyy/bt22tqarx7jh07tmnTprfeekutVn/44Ydr165dsGABAFRXV//88898I8QwDACqqqree++9NWvWhIWFrVmz5u2333733Xe760auJy6nUu6+++4777yTP+v48eP79u0TXoVXhBArhWGYFStWPPHEEwMHDvzwww8/+eST559/XmgpncHl1IjQTAR8EYYnOkBCQsKcOXP4/obnzJkzgwcPTkhIUCqVM2fO3LdvHwBYrVYcx1UqFUmSJEny6aurq6dMmRIbGysWi6dNm1ZRUdFtt3F9cTmVgmEY/5Nl2Z9++ok3CAlcPiFWSk5OTnh4+NChQ3EcX7x48eLFi0FoKZ3D5dSI0EwEfBFEQwfo16/fyJEjUbT1T0tNTT106FBdXZ3Vat22bVtjYyMAVFdXcxy3YMGCW2+99dlnn+XV/dChQ5966ikAoCjqq6++GjNmTHfdxXXG5VSKlzVr1kyfPl0sFnd16a9TQq8UsVi8bNmy22677ZlnnuEDMAstpTO4nBrxIjQTARBEw2UyZsyYCRMmLF68+OGHHyZJkh8sJEly+vTp77333rp16zIyMlauXMkn5jhu7969Dz30UERExJIlS7q14NczHaoUAKiurj59+vTIkSO7r8jXP0ErxWq1FhYWLlq0aP369YMGDXr99df5xEJL6QI6VCMgNBOBFgSfhsuCoqg5c+bwQ+YHDx4sLi4GgOjo6Hnz5pEkCQC33377jz/+yHEcx3GrVq2qqal5/fXX4+Liurnc1zWhVwqCIACwY8eOadOm8dsCnUTQSgkLC8vOzs7MzASAqVOnfv3110JL6TJCrxGhmQj4IlgaLovS0tJ58+bV19fb7fZ169ZNnToVAPbu3btkyRKj0ehwODZv3ty3b18EQQ4fPlxSUvL2229HR0czDMMwTHeX/bol9EoBAI7jdu7cKXw/dTZBK2XIkCFnz57Ny8tzOp2//PJLnz59hJbSZYReIyA0EwEfBEvDZZGRkXH33XcvXLhQKpVOnTp1/PjxADBx4sTy8vIHH3yQ47h+/fotX74cAM6cOZOfnz958mT+RKVSuWnTpu4s+vVL6JUCABcuXMAwTPAG72yCVopWq33iiSdWrlxpNBp79er13HPPgdBSuorQawSEZiLgA8JxXHeXIQgFBQXdXYQbl/T09LY7q6qq7HZ71xdGgCdopQjNpBsJWiMgVEq30l6lCFxBhOEJAQEBAQEBgZAQRIOAgICAgIBASAiiQUBAQEBAQCAkBNEgICAgICAgEBKCaBAQEBAQEBAICUE0CAgICAgICITEVRqnIfQJwUqlEgDMZnNHLyGVSt1uN03THToLQZCwsDCLxeJyuTp6RaVSeQnlFIvFcrmcjwzfIQiCwHHc4XB09MSgKBSK0GPO63Q6m812CZe+tL9IJBIpFAqDwcCybIdOxDBMLBbbbLaOXlGpVCIIYjKZOnripT117RF6MyEIQqVSNTc3dzRWEoIgcrk8YA2CUJDL5TiOG43Gjp4okUgYhnG73R09MSwszG63d9lT1x6hV4pMJhOJRAaDoaOXEIlEAHAJryCtVutyuS7tgb+Ev4h/6oxG4yW8Zi/tqRPoAgRLg4CAgICAgEBICKJBQEBAQEBAICQE0SAgICAgICAQEoJoEBAQEBAQEAgJQTQICAgICAgIhIQgGgQEBAQEBARCQhANAgICAgICAiEhiAYBAQEBAQGBkLhKgzsJCAgICFwTNNHI0kLRKQtKoHBnOLUkllILHcv1i1C33YPejYQRHI50dzkEAH43YH8Y8UiSHadh/lVKnrZiYpR7OIZ6Mo4S6qcbMdOwskJ0woKmS9kyB3LCijEcYAj0l7MfpbuSxB2L/ilw+VRQ5r3WykbakSbSTFIkiRDsp0b8P1VEnh1lOE+aD6uYC9Wbn9bmkJxJocg06WbUuGL6SZEIgrto3gLXDIJo6FxcHLK6Br9gR4cp2cZ6bm2l1MKAkwULg0SS3D+T3HeGX5mIwgKXxve18GCeJzz2ynLPTguDvF5OanHu/kin01krEkeiCNltRbxReamUXFuPA8Apa+soKscxasPqbQd/SEcKEARTKLLi4u6LipzRfcW8zil1ol/r8QaWrXbr97l/BsQTuzqeUA8lbv6xNtk3cSp7fIlrfjhbVmf17luxiVxxL/H3b7KcU7QdC2EucHUiiIbO5ZkiYl09AQDr6gGABWj9dtW7kb8ViEaqmChS0ODdxkZ98P3x7DlX/vO/n9nJ/1Qp+yWmviDVjBPsrl3GPhMWsAcH9zLn7L7MdgDgl6ZwNdU3Nu05Kz28TvLemHDqn8mg6PJyXmeYaFDigAAYjUd31pb9zfAgAABwACmAPgryNYDYAKCSMla6tgEs9DrGabjax51zw7iqgAxnuN+wgmZFyWNTtPYuvROBzkF4BXYu2w1/8Q+fszJOyyf6+i02ayFCaNTK/mnJSxSKXl1TPAEs2AhEGnP0H86xvntM5lNncmZ/IvoMwuZ8luFSdk3hrjuqXYgSBwXGcQDr6olv9ViDGzjM4MJP0xwiovohnEaMoYlipIcI6qlAN+1p1Lu8Ygigt311JDP2K+ftpVZkY88uuZPrkUNm7KkissiBqsiaSfT3Myz/b6XkqJ+vPCsH210g/8Lzk0r3daW/hXq/rWLgmUa9u9O10Mogckz4QLrmEURD5xJGcAa63ZFxEhyOM2MuuC94flNNenuRvm59/35fRkZM7aIi3hics6GNFBInYl0ckizmJChX4kBmnxeVOwNTIsAtcC8Omsls999fMN7yUqny27BOL/B1Rp4NebRAcsGOAMDzsq/LLA3foU+1HAwHdAgAAOsRYwU2ZAcQrSdzHgvdWOrz9vIfT//fUfz2fc2IgQIt0V4qgXaxMMjiAlGVCwHyuIlKH2r/3I1IK9HegemYaKBTAS8GAGCjfY/0Zna1l7maq7sJPy7H+l75cgt0OVepaMDxUAuGIAiCIKGn94KiKIYF2j9DuRwAYBgWyhX3GlEDfbFJrbe638GpC233n857fqJuJElq+WtBR/4QLxiGhVjOUEBRtENZdTQ9zyVXJQBgGIaiqM1WfP7CSxbLebWqf1bmK1Vc/F4jur4ejlhcwEq9w0NPJ9Cf1eBmX3+Slp4pjj0Xx54PeiENV9uf3nLEcm8XP3UcF/z7LPQCeJ8i/gEOncu5U98TFxeRvGKIZfMy6xe/LrMksLkj6LUAyB5ifg2bedFCAABIwazjKtpLEs+e5TekJIF38HP20m6wPTr07upQei8dfSeYGFexqzmeUGrbb5iHzE6t86elztdcTuIYNlfE2QjOqYBGC+gCk9pmg2gfiPcD+PljybmLrfH9eFR9F7zVBbqAq7RWCCLUjwW+wwg9vRcMwziO408PHa9oCHrFKieU2BE1wfWUw/d1yMJzf/GCHkV/E3Q/66ppaNyWlHg/tLwgLu0GURS9hBMvkluH0l/CpS+twDiO17s4KU4gwB4/Oc9iuQAAJU7iDdPRHWgSIBaQ/QTc3ThQGcwBAC4fG/lORRvHxpa6CmfLLnKtcK6MFnf1U8cwwT3IQi+At5u5hAf+0iqFFw38iUYazloRAAC0WYnuXy3+OIU58S/nKD7lVOq95yXHq9C/GFdAuItNl0CABQ7mxCIa8aXomyvVTKCDleL9izpEh94JH+iPL6/w2ACejR/5WsK4tid+23j2leLPX7d/wv9MZP61D59XiA2LYEstaBvRAADugSA+AHgxuLO9+8xIuIarba8YwyKiQr/TS37qBLqAq1Q0OByOEFPyD1bo6b0gCOJ2u2m6Y5MXEASRSqVut7vJ7j5pQZU411fOIgCnrOiyItE5GwoAOFDpXI6NEyNoNgcXG5u4yJeT0XjeEeEAAI7jSJK8hBskCALH8Us4USaTtd1JURRFUaHnQFHUpZW5o2ftasaeLUEqnc5IEv4VUyKzXACAQnTYy5LdAAAcAKcGyzwZZ3vROZo3IVSjWa+Kd1gRbdAMKUR8kcu5EOlzcS6GwREE6bKnrj061EzEYrHT6WxPf7QHgiAYhl3CnfJWLv5EjAMAGQAA1phHPQIYPOh+wjfxKPrr78jXfa7KABdoj7EhagMSq+Wqg17OTma+1Qt/KMrdNU8dtNNMoCOVwpudLuHSIpEIAFwu11+mPOXQexUDALxdub+/OGKSKM43DcUxC0s3T3UV++6M5go+xT8FAARYrm0MQE4KgADiaDXQAZzFJiayZ9opcJRIlBn6nV7yU9depQhcQa5S0XCVc9SEPHBWUuVCAECMuaUoY2VEbhYFABWnf8F5cwybDwDnsPGrxBtpCD5bj7non48Ic/xCoIlC5pz39PF6N7KsNOozAAD4VvSmf0JiMv2hd9Ahls2bQn2wgXwpaJ4l6KCLXHFFz/6ZKmHmGDAcu9aYt9tSJkfJ+dreg6XR7aX8tOnUJ42nFBrO4siGFusCxvnJJhwoQKzAyVt2OADkPv2Rh33EfTPcbwS9ysQe92Sn4Xa7u8P9zHXNfmvgZ8mntWWTkjyiwe021NT+UMc4AVA76qeV7aDmN4IoBgAgzoFzOOEeSqBgbzEAbSGWDmPWh7GVbZOnpT6DooLZ4DpBEA0d5lTtnpW5OY3McIA+AOBkSKdPJzKdeptXDADQi9k9nF63F58fNB8GiFK0fzKbE/SoWj3wCpf7eiTH6vdGc5IVP+NTJfakYnRwQEoNW+P7sz03bwCwIeoD5MMj3KvbHtJqR2RGBOZ8Y/J87d7PDZ7PynXGvFekUYXNYUeQSSPUxEuJbq+T/G5r+f+r3es5R3QAGC1C9byDejWb2emb20FyOhAXAMGBFQNWB84xAB7FEE1yWVI2VcwetGC7Hc/0Z/ck0IcCChMdfUdM9F2dd7NXFS6OWV1//IStLgKVPKLtG0cGmWTq4pB/loCs4jELWQCqab6HckweceB2Gw4dmexwlHMAkRFLjkh6TrfsD2eM/FE51xTUxqBCbP3V6DupKW42JUlM4QgFAEct2AkLKkaUvfFvzAUP22yFvqdkZf4rPu7+y7nlCsr8Q/MFHEHu0fSMxAVbQjcjiIYOQHPs18fviTbsfhCgQHK0KpgEDxgRj+DKAhIkiNkUMWekkDi0Mp5MhuYgokEh7xmum3Clin19wTGMA8Ok/A8NzndOLAAKeDlIN2+w/gdEMW1Py8NHj6PXeH+ex0a3d4E5EdTSxJer8urr9L/47lepBvTLXh348XtDYmXdXsXA80Pzgeea1mahPV+273az0nfTPJbzgzb/0QS8YqJ9v6+14Bg2cxv5WDEMBzcAmQPinWC/Q4eaZkTKhivZ3nI2xT/yI8v+WFb+YW3tBov1AgAolX0T4h+Ii733BqkXluPmlv+y1+r5mt9kKvwt+c62uuHNCqK28r9zqHUmRv6LfGQjpvIeQijPdO76+s0ORzkAIACPN2/4Ujuzgoj0ioYU9kQSe7oU7e89kQTHFPf/7ob/xXATNO5FvtPChyiYIQr+y6knp9tb37DdZDrOMA65PC0jfZ7bLbuc8bhyt3lQwRf89teGczvS5mixiw0gCnQ2gmgIjtVWYDAclEhiw3UTve+jD8q+yTDsBgAOkKq2k5EAACAfG96f2dL6Ex3u3Vbi8H6a8xYt0xIbQAfwSXFJVmHRa745KBRZA/p9jSA3etWwHPeLuSjP2ZhCqm9XpxMIVl3zQ0HBv1zueo16aN/sT8XiGBSrk6p22aEBmEhgIoHKAKZFMfgbtw9hsyOIkgn0ZwDwB/6QBdHdQv1HBLa+aY+csGrkGHdfFBWGQ7yYIxEOgND1/T+D4UBj0592e6lYEqtRD44IvwVBOjzx4ZrGxlInHfowUKZzchxp1cj1dGCUnmZUAQBx7PmR9No/jAu9+3V0k186VpXJ7vfdcRCfU9DSRkgq7SHrm8n0mmxtxKCUDUGLhKJkSvKylORlLOtGEOw6q5FqyrLbWlHttjDAxhKKcfLERNIvJkiOQ+9VDHz6L5vP/r/ImwLy+bMZG8ueAAAVa32q6fv1ynH5RJqdSwLnyKmROgAbALBcq4tSIlX3d/3HEnG87+AOAQ4AwMHND7Audt0/kP6NA6iuXlddvW7k8P1yeUbbW0AQPDJiKj9jnCAIqVTldhsv5z/ZZCrwbldQ5u2W0jnqrMvJUOAyudF7pqDo9ZtzTj/Ab0dG3ta/7xoAYDnuUHNOBgALmAGJi2KL6tC0tuduIx4PZ8uHMBsZII7gd1ahvZQoLcOx8Rrmzd4ikTNwODw1ZVlU5K36+q02ewFBaNXK/hERU1H0hnNosLPULms558QHYboYQs4Bd1/Fb9stpfzRL5vPfh99U+7ZJfzPZuORvPwX+/dd87fqbXYwAgBgehlutTk8H0ap7LFotqAAG16PeMLcKlBbKTHiefJvcq5pluu12ymPUBsXPuGxuOChtLTaEVrtiE6746ud4/baR6t+r3SbAaCnOOzHpFnhuMfAE4WrlKjczLbGCk6jPBYFJdfgjXDa0LA/7twjPXVzz5NJANCT1J43DdIjKb5X0aOp3m0R57qJ2owCo1L9tZntOmsj5W7zP/X7fzMVBewfJ094OWpUptgTGKSWtgUkqKYsbXPTEVwtks5vx9P6pwzrTob99w98zrhEYkUSAy4AgIjwm4uK33a7G71nIWhrd1CJZpVgPSOIqheM481IuBmN7Etv871EVfW3mRkvX9rNdggS9dOFhLAyc3cjiIYglJS9793W63+1WvPl8gwj4zyJ6XrjM74h325C4tqehQBwAAwQX4je/wLeB4BVjj5TqP8lJjySlbkSAJSkyNwmlBAAyGRpKcmPd9K9XBPUUNYZpRvK3Cb+59rE6VIU9yoGADhmr/2p6ViEzylm8xkT4yp2tX7E2DibDIm0AdztfulW6h1+57ui9SfxaQBgYWXj3B8+S2/yva5YHK1U9na5hCh1QVhWs4tXDABw3tn0ct2B/8ZN4n8uLxabLbeCZAugZgBIpOpmm3fzh05jU1Yl8iGeoax8LQ7MisavK4lIFtDhEZOmII9uJp7KYvalsUcA4CfJgkq0VbFl0ztQYETiCJqxl5V/HBd7L47fEFGhD9qqF1dtD9r9/2GtGFX07ZcJ06YqUwEgWxIekGCANLLtWU/HU7ONT/Zi/0hjjgJAjDl5Zq3BNbNWk5zicjE2FwCAWByT3eej4ydafUGkkqQ8xVC2eS/DoQekSZzsg3vDh46MfKyk5N8ud+AoKkVdLCrDFeROVebqptPlbjMAZInCblam/OUpAp2KIBqCQNOtn1D7pH0/qDtMYoXzNX2bkcT3RSvbO4sDECHg7YDG0Wsi2WIAcLnanbsswPN2/RGvYgCAFTV/PtnG37AWVfiKBoUiS4WJ4kmlt2NLImSVpnQRZ/MqBgCYTr3FiwYA+I14apC/aOiV9SaOS12uwK83ARtL5Tv9eoWTDs8qHRQL6+pxgGSwLgCsBjjydc1Pcle6E0SI4oH9hkbJ2V10n/4gl7OsAwAQgARKDwBGw97FCfR/qtT/kvyh4yrshMku3QzUNnAPQjnRLEnJQ8QxxtrfZMopL/8cACqrvrxp6Pbu0g3VlOVN/eFSt2mcIvFx3QCi08ZBilzNf6v6vYayXiTN/RWbt6XMHiiNSiCUr0aPfrHFt3SiIul+TZBx0gyZbU5SzibTw9t39cBYTOZWATQ2bHy+duqglGSPuQ6xmOP2N8TUPlmHnz0Vu48m2MamPxJbckgzVU1ynrmlx9xo0U2JCQ/huHnn7rFOZ6v7sFY7yveKdpYCAGknTJHQ4ZJdqfdsNZeQKHaLIkWCCn1WNyNUQBCiIm8rLvk3AByXZH6qng5OE4Bpr60EoyawwEVyRRQnbkLj2554q45Odf6W33QhlT3u9WxQKoXgqX9Bvsuvf6qgzCmkKiBNH3mqK/4dUeXTACCXZ2VlvAoA78dMWFzxUx0LOsY4tXHnh8QTUvAz5oih9V1cj8a+FTZXxjpvtR4cFjYsM/M1qaTdiYI3OFIUD8elDT6+C7Et3natISU5MdApACCJeuSmjIcQi1m29nPEfB4AyLOn4eElMTHTS8taw5ehmPj/xVvGi0oOW0QZKtGD9b8BAJA5QOb0EGs/TpvndC76c+/H3vQ2W1FN7Y8J8Q928r0G5/6Kzacd9QBw2F7DAfd0+JBOutDy2j8vrhh4nq7ZvTv1HhRBFob1m6nLOmWrCwdRFCGvcFsSSaWvx4mbY24v/SnX2ZBhY5TO1mAkUht+4PQKl8uSmLCMooyqLb9iFaUAkAiZIkK3L/q7gCvGuKqNpe9HZ74GgEil8X2zPz6Tu4T3nUxMeDQ2ZrY35fM1e1YbTgPAorD+r0SPgiuNChPN0Qh+DFcLN65oqHCZXizffcJeF0cono0YOlwW6z2UlvosSWgbm/4sEmWDj+kaY9gVjpsz2X0AsBefv1r0UUDsphjcMcS4vA/V6qmkVPZOTHi002/mGieNVB+zt9pj4ghlmS25Fz7gHH2S3zND1eOrqsxdzb0J6YNyzvBGjzCJhAaAEdLIN6teNaFyNWtFgFtNOC1IWC42sU/LjL4D2BxvthayMVeUCgDF4pRpaQ+KSF/LBVCUCcOkwmxyHgSQJboB/6xrdVpcqvPMAcYReCCK/qLO8+rIkrKDlSwAEIX5iNljLkLMJjifGzfyNrk8y2rN43dqtSP2Hxxlt5fyAxL/CL/zX4SnJ1gRPgwAnM5Am5zTWQPdgYF28IqB5w9LRSeJhpOWWl/Hxotwztn4p61ivDwRABJIpYulHy3dfMJeBwDxhGJl9Biv3X6frSrX2QAAJRKsQoImODzTTxpltQBQWPRecclHbpfhrorWIVFVsxiC6eeGhu1ZmR7vH4166OiRR5zOKoLQ+pp//rRW8IoBAD5uyrlZmTxCFmT0VuC64UYUDUbG+Z/GE2uazthYCgDK3Kb9pVWHetyXJtLwCRAET0xcmJi4sIf+EDQc85441vk7rxgAYDT91UF89jlsvG/Ok8XHjE6/V0BG+qve+YEC7fFsxND9tqrKljHdeG780kISYApg2X2U9W8kyRRczOgKfEbTudcqtmho+5/V2TB7IqCoyXQKBU7Dek58xP3YB+Tq90XfTaI/zkCLpicPY61zwQAAoBXXGkhPaLwGRHLQZZgt8YgGu730dO4ik+kkAKQkP5ne44Uuvn1f1jaf/6b5nAwlnokYMlQaZO5ol7FENyBdpN1mKVGJpLfL0nqLW8MJv57i6illjliwRBG7MJYWIRwANJkO+haXBjdZWjpK9kapYq8FqdJohhUVr3I6W2dgpjX8uDHz7RrF0GGyWH6OgEIR+DWp0XTW9/3FUWGiSFymb/E6DJjCcAXZbCj460QtbLeU8aLBxdLzSjblOTw+jJWU5b6K3/anzcsQa90c45V6FAr39Je9dcGRZGfPqK2u8EMAQNM2ABsgYJQ0qB3hAMAB2OTuoFf0nWEBAAiCSSSJAWkq/V0xKoN5ZghcT9xwooHh2Lnlv/p+1/JsMRc/ER4YCvDRsL4f1he7EQMAAJUSxpzyPeoJEMQBIJAtY/+V7O7BuI/554ALoUhCIJ5U7km7d6ulhCWxLC5i4qmW3oeJzm2Ojk21N1BIjMv8ff5X/O47Kg+7clTugUMB/Cbxj0F3LRpsP2TG1fiSkUqGQOELcJtpN8PBs3UHNplaRy5UmMi7nXt2Ca8YAKCk9F2lsndU5PROvd/22GOtWFrtsZH8aa24kPVIGCbplpIAQKGrmeKY+7V9RoSnWCytPYGTo9c0nTlF18cqFfeH9dXicgCw2YqOOVZNEN0ld6kBwEqa3Oe2aLdhcoA+ADXTp7jEMl/FwCNp3HZ3wgPenxgmG9Dv67z8FQ5HNQAkJy0J103yHj1qr8111A+WxrR1BrziYAj6ZszYFbV/1lG2LFHY8xGBcxqvFMXODrgTlrTMXcx1NHgVg5f19btTnCWraGkl29ooTqiwCUPlADDcUf63Zj9lcDx+15CKyUqn1qHBKrMBgs2L1KiH/mWpRvjYaAFguP9PgeuPG0405LkMbRUDBHQ+LYTj0v9Fz3u8qDyeyS+CmbmYbirVOrHiAjYKAAABDQ67+jkMtOOwLaJOPSLGeIBPoFL1VyqCh3MQCECBkbPVmUqlsqAx8EvFxSG9pOxUzs9SjdbVAIBS2VciSeTHWQEgOenxKJKbpaP1+l9OHPuIZmxh2pFpqc8ShOYx3YBNJk+gusHS6HGyBH6bYRzNRj+lZzDs6y7RcMjmd49n7PXjFIEfdl0Aw7FLa3Z93+wZVhhdn/h57M1KTAQALMfdUfbTUZunBf1sLvi/uKlnnWQpCncAACAASURBVA1W0/EIAtnZ4/tYUyoANMqqb7nQGgSQ2rfufEaQT2qaCuypIiJujo2dYrbkY1g4SbQuQP5h48l/tHxA/y920t2dP8I9TZk6WZHURDujiE7U/Q4m1PVcfBPXBfOB+KN+3/vi1HbeZDDMEbhwa7Ok4feMbzEWY1CGVwwoQviaFiSS+Iz0f/5lqVJI9S/Jd3zadAoBZKGuXwLRWVaZa4uRI0fOnDnzmWeeKSsrS05O/uijjxYtWnTFM79SGXaIzhINx44dW7169SeffBKwPycn57PPPrNarcOGDXv00Ue7fvFTKxvcEDdFmdxMwdZmAgduWhgja4mDO0sHsVR93dlHTmI/nUEn52ITU9gTeiRlHfmaNwZArIg55dDfX7G5hrKCdPwk+YinnCeUil7JSY8hCA7ANTTssFjzIiMHy6TDg16966mn7e81HKuhrFOUKfdcTcFSokhumJI5bPY4q/eTs8liFgFYMUAFJ1uTlTp+rT21MTlx8dDe31VXf+5A9Rr1+NiYuQzjOHnqvqamPXwyqzXPbMkdOvjXfpLI0xkP7baWq1HRFGWy1xkew8QkqfOdrU4QwZb16xJ6tAyQ8aSKNe2l7FQ+M5z2KgYA2Gsu/zu2773YiQCwuPp3r2IAgCq3ZUrJ9/x2WMSjzzV9S2nzAEBCyX0zRDnM7ihreyHfqIJecFyqUma73X7tdLVPAMrPDKe7QDQAAIFgnaoYACBW1IEuNobw/KvZwaZZVpBBdgIAjiCvadPHKOafrD7I2o6ruHrfowzaGjmG5aiwsLEYKqJok0rZPyX5cZIMyahzkyz2JsHA0A4qlWr58uX9+vXr7oJcMTolUEZ9ff1HH33EcYHT3+12+6pVq5YtW7Z69er6+vrNmzd3xtUvTrY4PJ7wm8SVKQr7LnG6EnQTzkiXFpJLCkUTT4uNrWFPOaz2HZKzD6N/fNT9aB9mZ5wqfuKQT83SVifhKU13/aPkC68L9A5WhGe9n97jJYLQAMDp3L+dyLm3oPDVfftn5J71W9yvG7m3/NfPmk5vNhc/UbXDt4foMjjgGungqwt9mel8NJoapmQWRNMvplRut5TWUTaVRum4ZQYnkwFAuSb/rHxLvX4bu/E/4au/67dVPLLxnvjYeQBIQeGrXsXA09x82OGoAoAYQj5P0+tWVZr/9DkkMaE1gqFEEhcfd18n3G5IzFKlLwjrCwDhuPTd2And9dG2y1IesOcPawUAbDDmbzC2OwbfhCnXK8fx2w7CWqNsDbNREna2bXqSjEhLfTbEIvm+pzDk+gnvM06dHLBH1P4C4KPknhlbCaTybxF+a9Mk041GVB7sJLhN2SOcnHZnw5OLuR8fk5atFG9rRNo1XxG4ckD/b4YO/jUz42VfxVDuMj1ZvevWkh+frfmjNoS5Htc0er1+9uzZOp0uKirqiSee4FcTra+vnzt3bmRkZHR09L333ltf79FeOI4fOnTorrvuSk5OTk1NXb9+PQAMGjTowIEDzz777M0336zRaFatWsUH0g6aGACMRuPChQsTEhKUSuVtt91WWFgYYuZd/+dAZ1gaKIpatWrV3Llzf/jhh4BDJ06c6NGjR3p6OgBMnz593bp1M2bMuOIFuAguDllTK01gZzrR3xvY+gRS+ffIETNUPQDgzQq80umZClHkQDc24A9F0wDQbDze0Ni6tixBaMaN3cwwqt1Sxwenf6w35w9gNkezBZtcMUC2am1vd2ix5NXWtgbEra75LjVlmVTazfFJGmnHqZZp9wCww1rWeZ9uR+w1G4wFZ50NTbRDh0sGS6Nnq7N2Wko/aspppB0RuPSp8MF8T+lFS8BrKW6aYx+s3HJneQm/8z9xk+7p3bcsuvnE8dkcwgFAjDk5yeApNnPkIJaQwial1DdsgyBcbF3K1JRlSmWvxsY/CEKjjZmz0WEEh/E2ZZoC6+qYgyiCvBE9ZmXUaBTpzpUU3Fzg30VxLADssgaKiQAaRIkkqSUILU1bDyVtiTP2kFGKWmWZUew3AI9h0rCwMVkZr4lEUSEW6THdwGdr/mjZHhDiWVc/kzSp8YSCdx5Mt7Grz9iGGJlaEfpShvibWL/HL5qQT1O0Rs98I35cbzJsS+1pe331KAO9sA5m9TUdVQZOVO4t1s1XjZ+V2+rBk4eN/o/42386xqD+jYKPuh40BKqJcd187ocSZzMAHLHX7LdV7Uqd0xkhGa4GGIaZNGlSbGzsL7/8UlRU9PTTTyuVypdffnnatGkoiq5btw5BkOXLl0+dOvXo0aMoigLAihUr1qxZk5iY+PLLL99333233nrr8ePH2xtBaJtYLBbPnDmT47ivvvpKIpG8++67o0ePPn/+vEaj6WjmXcOVFw2rV68eM2ZMjx492h5qbGyMjPTY0CIjIxsbW18lBoPhxRdf5LcnT548bdq0tqcHBcMwBEFUqsDWEpQHTjFraziAOIAF/VXswcEirGVKJY2zvsOBDCFRqVAAsNn9Bh0jI8ZKpXEMwySLxaPtLzsozyB0f2dBUYtoSBCpxkelq3AJADgcfiP0HACGmUIsLQ//XHboFB4EQRAEIckgPZ+M87O1pMnDvfm3tQ/xiMViqbQD00DEYrEFoR8u/GVzc+uSdyVu41F77QeNrcMM9bR9Re2eVHXkDG0GAGAY5i3J8rKd28wl3pRPVO24O7YvZrTyigEApJTfXUjcLqlKxbFBrBeRkT3bW8sDwzAcx1WqO9NS77QwrhGn11xwNALAB4acg9kLlLiovbNCf+p8QVGUJMn2/uT2oKjgI9+hFwBBEABQKBShXHpCWFrAQlOjVIkqlQrqLvqJz2F9tCNmjFiJIvDn3pv1+roKTX7QhGFhQ8aN2RT0EACgKMpxnETi5wG6VDVyfET6aVvdEEVsuiQs6IkIgojF4qAP/MXxfeoun9Cz4p+ilSmT7svfCABfnbL1MzMAEO1iV5+xn1ZiuYpWk9gzccOTwjwvTxRF2ZPHHj56dEFtNfDPBoevKuNGZ/vlP1wZv6v3/H8VQoCjQyk6oAZNj2PzFPI0i9UTuBoBiIgYm9Xz8Q2G/JPW2ghCOjc8O5qUA8COxvO8YuApcjXncM1TVUHe8AHwT51cLu/oAw9XulJCZ+vWrSUlJXv27NFoNMOHD7fb7QcPHtyzZ09OTk5JSUlCQgIA/PDDDykpKfv27RszZgwAzJ49OzU1FQAefvjhV155pbq6Oi0tyAoDPG0TNzY2HjhwQK/Xa7VaAPjmm2+SkpL27ds3ffr0jmbeNVxh0bB3716LxTJ16tSKisB13HkQn08o3ycJRVGl0mOMFYlELNu+kc4fDMM4jgslvYuFtTWtV8wxoWfNbB+5Z8/tUfBeqz0VbosAPk+tZqhMlmSzlvWpHZFi6IkVKhjxAW7gUJZlRaJwh8MjGqZZD2o1/U9Le0eR8hdiR6pQzy2o1H7f0AiAUtkn9LuDln+sQ6fw8Goj6IkowNr02+cWbASAYYq4p6OH/WX+If7JXhrdtnG5X15wNAYsHBWU7+pzb1P3AAAMw/irbDLkv1sduALyE8VbF6pbP7bqZf7LWyensiyrVver0+/w3a3VDuE4lOOCFB5BEN/72m4ovtDilF7gaNpqKLxL1zNogUN/6gLge8SOntjeOzf0fLwPA8dxYDbB7t9BXweR0TB+CigDB0Gejh72h7F0v9nThDOkuneSJrMsO06VvL4x0J+Ozx6cY8E19DczJNbQL6Qhk2Pv1Ot3t1cYDJNepOQBleKll0TXS6KDi971pVWK96m7InSoUhAEuUubdSr2pv8rO8grBi8jDbRXNNwXnr04alBrziVF7I9r/fJCYLA0Y7AcO2at6WVhhhrpKjFWIrIgHNQ4gpQnMfvLKdEqqSQ259TTlVXrASApcV7PPiunnPt2X0u9bzn5+zpbQhiDJoSJRDJw+ShGC+0K5Tb9nrqOcMkvvcvn7NmzvXr14r/yAWDRokWLFi368MMPk5KSeMUAAImJiYmJiXl5ebxoyMry2DtD+axqmzgvL4+m6YiI1rAxDMMUFRW1l77bucKi4eDBg6dOnZo3bx7DMA6H49577/3ggw/UajV/VKfT5ebm8tsNDQ06XavHmVqtfuON1gVzfY0QF4eXGr5TwgJwcUy+0yBF8ThcDeA37Ec5HZYWb+EsFDb1xtbW4wQCD0ZTOrf5RP57DY27GNoqU2SmOEZmNmgAAOwUvfF7KiK6CWvQqEcajZ6oJhiwK+LvksuzAABY3/KI+vf7Ku/CcqezViKJ65n1lsuFu1wdmMosFovlcvlFbrA9CILAcdzhCO43MImMq+m1xMJSWkwMTtribM1fJAryee1yudr73m2LSCR6KP9nTwccgqFd77TwN6hUKvmNV8r/bJvs+8Zz3zeeWyHO7OW8AABmseHP1J96NGZzAJVx1dmif7IWS0L84gDRkJXxZnv/HoZhYrHYZvNMx6edLt+jtNPV3olKpRJBkEuoFKlU6na7L2GlYJksiEde6AUgCEKlUtlsNsbtln39GdpQDwBQXclUltvnPwJooAlhY/z0PcVHC/XFSUbbNBAxijpLeOQd4pStqrRf/RdViuLs/UV/22ryzJLVu2Hpee7zzNlpSUfKyr4MWpjY6PntldzAOD81nsl3NGWSmkVh/X1nxv4lJEm6XK72HviL4H3qOkTQZgIdqRSZTCYSiSwWywrN4CiGBPCzvuhFnkp5MXL4E+EDrZZWTwJp/nkMwIkiKHBkS8fqyuzdk6zvW1n2v7OeOJ67KyhLmjmTY4GsAKwSmDBw9wcgAGD4qUJOPNTKOHqkvUqSScUl/y4o/M+ZplwTEvWc9aiKtWrN/R4sSAc4DwCDADbqiNsGydiWttwf04Zym/xTZ7fbO/rAIwhyaS+99ioldCiKauuez7Is4j9iiKKo96Y6ZNxqm1ilUmk0GoMh+OTbS7CcdTZXWDSsWLGC3ygvL3/ttdc+/fRT/md+fn58fPzAgQM/+eST6urqmJiYbdu2jRjR6UsI/mmteKp6Fz9k2E8SeUfkzA16T1zVERrIkHKsj7gfrmKGqxgAYFl34fYHdNW4AlMXhpc3OLbp9IMBhnlTlhz9xxnGEx9XIkmIjpoRFzdfKkkKWobIiFsiwqe4qcZwXarZbHFy9HpjvoF23KZKSyHVnXLboUEgmBbrlIj6+0zlW4xFvI1BwkC8ky2XoK72bduDpIFj22cdje2pjd+UI3nRAAAN8qoGeRUAqNV9AKC5+dDR47P4QwSujIubl5iwUCwONUTSeEXiQGkUH2WvvyRykjLQSe06AGtq9CgG/meDHjM0MrqIgGSSXzfelu81KtSxVVX2h5egGL4mfuon9Bf/NlcZMCUAJFO1/xChL5kDq299g2jDoI/TUh4qKv6hrPwD30N9+3yi0wVfxNLB0jNKN1xwNgHAbwC7LOWbU+7svEUfrioe0PVtHtWs2edZVCJXTTYmJb6gSpyjzoom5ADQTDtznHqb1TiwoLJHZf1L6ZK3U0UoB29ecDwsS+f69GfikyaVWkcXtGqm8fUue2lhYcMG8CpOogRsc16o2hlVcRjOHedIUWMylod7Yj6KDX94HVOnlvnNxZjQSM22iNYpXT1EmpXRYyKv3/AzWVlZq1atslgsCoUCANauXfv5558vX768tLS0qqoqLi4OACorK8vKynr2DG6G7Ci9evVqbm7Ozc3t06cPADQ0NDz88MMrV67s1Sv46rvdThfNeFy+fPnKlSt79uz51FNPvf766xRFZWdn33rrrZ16UQPteLJmV1VLhLJTDr1UtvndtNn7zVQtctiN1y4olz4WNqCvJPCNaTjx6aBcz/BgjCllR8Z3TTK/0A5Fjk3Qov8cjgqatrWnGHgQBBWREQAIy3F3lf582F4DAK/qD/JB3K7ArV5lfKfPBQBA4O4a95en7QBQLUYf6y3ZGh7EeSpLFLZUFxhWK0OizW8n7o0FDzINLCH+DgAoLGo1VlG0WSSKCl0xAACJYL8m37HPVsUBjJbFXZfdFddGJnJo4B7U0ETk+w1DoGYT2mzgtcWjSfOHn1uWq/8c49gkVe/+vb964GigHtS7EQDQ6YYjSKKvaLCgUpXKM/cMrakWHfwTa2pktWGum0YxcYn7bVW8YuDJcehzHPVDpNfb+iB62lbhNqeKNDLw63rxYWPtsUl4ZTmrVEl7JM931jfRjgO26kHSqOP2ulf1Bz3LYGrhNor+NUIEACzAs1kSW1TiY5p46fpv7ywrDrhWc+mvG3U+QwN4aTL61XT6YxodhtOA0LRZnwttJkuiHL/GlR8fSwe+07M/2eZp8WWPtaLAWt+3tHZMnZ2NiuGGX/l1KDqb6dOnh4eHz5s378UXX6yqqnrhhRdmzJgxfvz47Ozsu++++6233uI47rnnnuvbt+/YsWMvkg+KosXFxc3Nzd6RjvbIyMiYNWvWvffe+9577+E4vnLlypKSEn66wOVn3hl0lmhITEz0mhkA4Oeff+Y3BgwYMGBAFzk/n3Doq9x+Bq6DtqpvEm0/2jcftFUBwDGAn40FB3vcFzA/XlJU4R3IkLtVYbYovaIyJ+FgtnMWQpDnwv+0c37ZNjTuAHgzlCIVu428YuDZYMp/QdxZwea6kZPWGgDQUByvGAAg1sl+mOvIGEe4/e0Hg0jd72Uq0fmf6fSeVFZrIKyZyvQ3nYeDZj5K3UvjGNbc3Ho0Inxir57PmUwOp6vON2XbtQz+EgLB+Ei91yusNoyJS8CqPOPWTEISqwmUrQgTZLIJq/JYxRAEHei+b2hJGsIydGb2OZoFvBpov54nW84CYACAYbLoqNtr6zZulw3+RTHShMojKnYvlx6dZG5M3+oRhZjZJC0rsc9/xCxyBVzUzATuuaahOfap6l3fGT0znJdGD32nh9+sOSY+qTRK+/fafZsL914kn18jW97bCADABWcTceIw1kYxAEAF7MPBb3KmVLS/Sl3Ur8bTnSucQYydLMLYSLPM7efswmrCLq4Ynqja4bk1BTza7P7P/nzG0Aj3P3KRU65CSJLcvXv3448/PnnyZLFYPHv27DfeeANF0a1bty5duvT2228HgAkTJrz33ntom0E9ABCLxfz++++//7nnntPr9Rs3bmzvWt7EX3/99TPPPDN//nyLxTJ27Nht27YRRJDvqw5l3nlc+xEhDU3gdIBEBm0/oSCI9025y3LA5udAt8GYvyJymO+eWoLwtbe6cRcAlOkupE1YiCBI/dHvoNk3ObAhv9qk/uu6yq7TaUvNtAMA0q1+fU+0i022M/my1mpKs7FPn6qU1RYBAF5wATAMBnnC1s7X9n6zPohoGCmLWxQ2pkx6M2M5nOD4nUQ5reamuLjbMEzCMAapOMFub51wETB/jAPukK3GwDgHSaI6O2jP1QuCOO6cS544ijTo2fBIauAQn2UrwcnRtZQtTqsRx8SiNS0TKLRh9gm3cITHtkYU5Il2beW3yaMH3IwBwlCwzvdmEoe5ngm3AXjmOGRk/D2PQ85ShBWVAsAYw+aIiv1M7U0AfuYl4uzpYaP96iuOVAyQBA9YdI3yn8YTXsUAAO/XHumtiJpJJgIA4nIBTZ1ArA9Vbq3u4PINA6SRWO2FtvvptHSb8thtlgNfqKd6d061HHLirYuXRljjU+ixJfifACAWx3hXCDsfeXRw5URvMiQ5lYm/mJjOczb53tqnCeSyUmfK+VzouPtOt5OQkLBpU+DsnsjIyHXr1rVN7OuuodPpvC41CxYsWLBgQUCa9hLLZLKPPvroo48+uoTMu55rWTRwnHjzz1xeLgAn0+ocd97r/RjiGSSNjiUUvi1wmDSm7Uj52uZzpW7jwrB+A6RRALCseueu5IhdemuqnQGACk1+s6QeADRaT38WETHa0Jzjm4NaHeqyOrGE4pGwvp81nQaAdJH2Ps1VOmp1mYQTsgJoKpYFyrgKcesenZvbcsya4OPajRVe8IqGCFx6L9fwLdI6EjGRM72e8fjC4oaRJ/neaHyaZOyXma5wKQsADkftvgOj7HbPBBiC0CQnLY4InwIAiMUs3v07VlHWDNTpWOyVNAmFwtcJt3pXBbxRaPFF5wjSNWxkwMFm2vli3d4fjJ6+58l4ydNk0qok9LAC7R2W8KQmKqIlE/KY36yWtKp6iGBA+T4wWmBiAMg/DuyOP4FwI8cyuTm0o/BI4k9qaH4KoICM/1Q9Y7p1PwBI6EDRhjQ3xaGSdUkzXqjdU+IyZorD3oweq8W7bemNzsB3CjHPL00XZkYnkgf2iA7uAQBZmMgwSAxo4Euqv5n+R4Ez3caeVWB/T5dckKMAEOXiKLFoljZrvqY3J62CNiBmU1LCoxNOPxRP6XfKB0tQcpJpdxzdwCGwP/nXgVXjJJSciYzOGPFEkoSiaLNEnHg+79mq6m8AoDbGWJORHl6JIy4XE58oHjcRHM62l/DSVuiUS9AUkLT1sRW41rmGRQNRkEfk8XMxENTQRO7Z6Zx+p28CLSZ+J3b8MzW7+UGKbBe2usj+jetIQD61tG2jqWCjqWBT8h0ylPi2+TyIkMGj5MMMTDMJc5wnY2ggCHV2b48M7Jv9r6KSz2nK7M2hQ0sVrIweM1/T28i6Bkgiyetx1BwAblLGHzBVNJLIsl7S9855PmseypY6fG53hIFO8J8Mxsl85rZw3ApWN7B625awKBeCZLuK74+/63195UlDq02oyIEuLhTt7OsAgHfO/vdr6RibfEq6q/J2657BiYtTkpcBALCs5KfvMX0tAGgBniumEQ55KUP8fN2eG0c0IAxDbv3FdfYUSMT/10v3aSzOAhdPKifIE+9RZ2lxCQfc4urtOy1l3lPe1Tq2kbY8CQo0HNY3nrHUbk65CwBE+/9Ea/z6JyUpk6F2G2sH3A54FQA81te58bgb27kVWLYg4YCjxS7Xw115k8MzecogrfMG5uLBS4tln/13ypTpt2YvdNJujrpYPK5rFAcX+NltZyisvo5XDADQhLKONooh0sX9cMIe72QBIMXOZluYYcMVUgZK/jBxKrX1vsGAoFR2f+LU8YATMaMhmrxLNGRrauPv0wltRPjNJ3IO2WgAgFpl2Z+DD48atJ0TiQGABODjP/bu9W56jxdc7gaZNAVFxc7+nqzEBHlx0dBbHOhplG1h6KFDRIJouO64hkVDjb7U963PNOnbppkgTzyYdt+FpjLNhu97WZh9YaY3mGCruQEAwLsNx+ZqPA6xdhTZrcMBYBo5OFmRnJr6LI57ujSCUBG43Fc02B1/ESkvgExx8Og01w33RfZbVXkAAD5OIH+KxNNs7AU51kT6vQ1rJH5vE06ldg8Zzs+XQmha8uPaHpWmHjDsPlHzntSflXHjEhMe2XuuEPw5bUUNNLLFfOolGw5kPABU4+GFZNznbr3DWQkcK7NJeMXgZU6N+6UMcZXbYmHc6u5bQ7IrIY4fRs+eAgCpw7nseNXnUkW+DCtzm/ZZKz9pOvVCxE3pIo2vYuDJk7dW0FF7rTX/jCI1i8jNCUhW31BlY/0Gv38PU25O/3z6hVkAQGGtI3cIgAvxjMeVas/HmtIiLfG+JyIWi3j7b0zP3gSCuS8axPMaZYQsztfTEwDGqpPQ6laH3+9ig4xXZpsZXjHwJNnZ0QZ6iJEGAMRkJCrKOIrCqys5kRhx+ffrbkr6w9dwzwNaXSpiNrJo1E1DvzqR84zVWqRSDuiZ9TqvGGoo69/r9p13NvaTRL4cNUpHhoe45IQvUYTs47gp/6jbr6dtUYjoLWeMZFZvOvVi3nwC1yjXpGgodDUvrd4ZTlf4OoFsIC07q3asjBkjR/0mtkpQfLDeJrEwADDAxOw4Yl3aS3JeHuQTv9DZgLUJ33t73w8C1qoAAJks1RvWCQDkslQQ8CFbHvlAeN8vGk4DgF6Eemec+3JMhX2RrnmgoBkAqOz+zolTvV4pRM4xrLKM31a4NJO5N119ZwOAsp1Z+x/X+i1TacLk1U2b6ipWA0ACMmYo+MXJk7AcACSSyq6PEt1dlFfl+768s82tniW1lPXx6h09RP6+kMHicYX/+jMath/stoD9ZLAAPHbCxG/EmlNqlWXe/UckvdSsbar1EIuwe5N/TmZG9tI8Ltm/35sAMZsQtzvAP+mkve6ArTocl85Sp4uuZePc8xHDjtpqcp0N/M+xqqSn44Y7mNY4eJXBWgraJjLSLQ3U/ZWeBb24fZskze0GUEHMJtHOLXhxIQBwShUx/+HxY/d6A5PwLK7azrt5FbqazYzrm8TbLuXeAO5QZ9ymTKuiLXG4gkQxppNWNhLobq490ZDj0D/ArycZQbyXLFpW6gKAo2rs+SxJvTHvtLN+U/IdakzsewrHhyPlQEFzowz0F6fsQ0YG6gAAcLnqFlRs9d3zSvSoAMVAsdTeyq2OiOkiW6nLUQUA1VH3HGBVYfXHFtiUGoebjY5t645+A/J2woQLtgbfqSJtWZTKLUtWfZEwLVmqS8ZazbJoU4NvMqKgcPd3777YgywUoyAyg2ukt0/rJ6VjDv+RrzYCgIx1zTHkKFkniusxpycAUQ17wCXuKXK2Puf7tEQMIX8nZvwVu9Wrm/22qjcjjUqtXEuxj1a4hjczp5WBrb7QZSBZcLe843HgaH/V8MFZO84BBAm5xoW72dkG5gdta18+0X4cQy0Hk7b0rx6dbOhFhemqYmoIUlsfeedTRHQqOa8/VWMyHReLo6Mip9OoiCkoxOo9ZkImPIIjSfCZvrGm6czy2j/57U+bTm1JvUvcTkTwqx8VJtqRevcf1ooytylDpJ0SmSFCcZtK7Zg527pnm8tpZYKtOfJ4hd+Cn1YCfbBFMdgUjMzXKTuY2uMVAwAgZhOz63e42289NoZjfR3Dj9g7POHIFxLFujf2jEAXcI01PzPjWlCxxbue5IpMyco0sZSBOpGnrZx3Nj1RvfOrBL8IEEx8EqcNQwwew2C2hcE4YPxb19BmOt4lXVpnrQAAIABJREFUPaJmK8Wed+ex9PlJ/g3gvKN2XtHnlYgcAOJVs/6bknkC5K80F8nrczYfs8U0ewYsXaPGu9s4ml3fYPpa0d7diNlEp6S5R48HAAlKbEie9c+6/bzXZ3s4UWRO1RYAGG7DfiqRQEQ0OmAoG+EXLKiC5Gb2wQAYAAbE+wFk4BoAAOmupi9yviAc9d9FEQ/3JT6tXM0SBgAAn4FjGqFPJOy9qW4WYjYBgDUiQjp57B5dUoCsvF5xsPS88l9tak8zXxdDjm+iC2SBX4Ao16oYAIBGEIyDW5q598NHFRzalmFjYpzthQFGAODzMvmkzKzfG/YilD3ZtLOPqxgAqlXF1arikUN3R6v6tIm0kBSmbV0j3nnrHeLff8WqK5nYeOfkWwOsSasajnq3c50Nv5qK7lJnhv4PXG1gCDpRkcRvIy09/KZI4oFhKECQRU1HNNMTG/wMCeWRul7NNmBZJjKadleCxefoX0Vf5ezmgD0YgqaQ6hK3Z9A2jgi+VCbQNGK3cdIbdc6RgA/XmGj4uOlUpb+brhlHzL43wcFWc8lhe80waUw9bT9ur8URdJA0mhg8XPz7r3ySQzoRrxju1mRJadOxhgNvnRONr/dE9r6nv/SnKBI4Ua5NbKXQnlLW+wm8oHQjrxgAoBJV/8NQGEfphzOOaZVJQ5tbv41E+3bTPTLZsNYg2dc3CE1LNq1HTEYAIA2NHI7DrNkAQCLYyugxf9MN2GQqyHU0NLMuJ0MfslcHzeSgjFlNND59skpSVOCYcRcpEiEuz3D4YY3/UyraNcf2yU0G5sHiCJJjAGBWHVWmLmFFwYNBGXVu29TFaIMecIILjxjerQtIdjFfGs7aWL8uZ3dYkCafZmcK/Ke6MAj8c/D8sKKycWYcqL+YNYfpa++0jJnZ6wUAKCkNLyh8ld+fnDRPrurzl4Vkw3T2uQ8GPeTimAba7rtHTweOj1wH/GC8cEsDNayZKZUi38aKKJ8n9N1zgVGxM6rr+bnkrjETmeM/Q01rfE+jpFHtaH3tsLqIur5K7OjuSItn0YQKdUFcm6v/O3b8Y9U7qtyWeELxdsy4tsUjTh3ndmyRAzCx8Y7b7+HEN4TgFmiPa0w0bDAGXzevFQQAYKOx4JyjYUWtxyc5hpC/FD987rjJeFEBq1Rmjh53iGCTlDoxg7hclvPnPh1e32oYeCvP+ZOuD+6Y/NB5OQD0lrFfZrkSwV7HOot8gk7HU/UPGr4LY8wAcFPDHQB+kQfR2uobRzSghkZeMfDgFWW+R+MJxWM6T3iZbeaSQxXBRQMAlEtRAEDNJtnXq333JwWsuIPQw+hfRloySK7Vn3Rao+10m8B2PMlJSziCYGLavi2vf44ElWj+RuxhRgbnuII235Dkgd3inHPt5cwBh/jk4s79vYrcG6Ydm5K8VBc21mg6odNlx0RPNBrb9TsOBRGCDZZGH/Oxmd8kbaearzlYFjl5jKmuEElks5sq5+TZAAA4uLeaunmI3GsHrZCg2RY/n1C8xegj3rQejYu2iorkLiUAuHAHzoo4uZJVqYCmqb4Dqb4Dqgv+UZ20Na0hW+5W6RWVzXK2bTMYIYs72mO+nrJHETIcCbRCIXabeMcWfhurriSPHnSNvlGG9gSCci2JBgdLe81oF+ewvfpzwxnvzxrK+rfq7f3x/v0qyzAAlb42Y+pMkUbkZtwYJsmMWgbnjn+aQH4ZJxKx8EAlBrbbvd9WZ23o0gPGnSfe0xIITGwNrXqXZTevGACAwUwBooGTt2Plux5hFX4RZ7l2XDrcHLPe2BqCZnwTVSvCLshQruX9OKEpuD/X0GZ6cZn7wySP3+Isy94wxlSvqOqlH+pNg4BT7lJZRR7/uyz1IovMynFMdPRMXVjwd5yVda9tzqtjHIPJiFuu0+mXAU7BHhAAAISDuTXuGXoqxcGuiyb3+5tzCI5LOOMXSZrO7IVfaNUQuTEHs2taYzFVmbedzzsKAAP6fR0WPvn/XO5d+vIY0/on1QOyLm+u0Adxk5dUbT9mrw3Hpc9GDBnYZpmSaxTxrm3IqeMsAAkwx7sXgVEGerCJOaz2GH5e6SG+tb61XVhwREFzvOxDjc1iYzNDKusUFTp7tIiWiGgAlxkUCsfcBzicAACJOI5C3XmRntmYkdIghgQAIBAsjgzi5gUAqMnvlYs0NwVNJnDjcC2JBivrxjnQUlw9+RcW5np/kybPt1WH+aj3aGOD+NeN3OPPIA4HYJgoedimqNNP9PIMTxzUAFgagW21E+wXRVswkZZyPlrh/jSB7Okqi6PqE6nWGZ5F4bmJza2TzpnIaDY+6ZJv85qDk0ick6Y27dv2ezhBKeTDhg4MiHWV52raai752VSQ5zPfbHcYsSrPcZOR+WeaqEmEPlDpmlHXrhP4v/PsTzp0Z0cNVTj+rK3ZAwCNspqjCf+fvfMOjKLKH/j3zczObE/PphcIPYQiEJAaBKSJiEIUEfSH/eTshTs9PPvJeZ7eHRZUsCERlI5BAZFmqNIJKaT3utnNtmm/PybZbDa7ye4mlIT3+Wdn37z35s28Mt957/u+318SagaLIGaGnlAG9Bknvl5g2sGCSRc+VzNysbusJCwiNzN3w0VrU3meDRnlZBW0Z3CLJna9g50+Rx4ssv6neer7BZNlZyjluKWIRchZad/Bf6CVMl8KOUkJ1MDyZACoVVZkh5ySTuVcXrmRCH2r4ncAAGPJCX3Job6LOqO6GE/77ew13yxwCqI7DVYdwPNtzSrY8WObjHADwGktmTBJu7CUDWCFMfXcaGkZ1GH8I20QZotxTE6WlTA/bbXcdicAREUuLCn5rsHQZB5jSNIb3pZUCA4V/fztU4l8bA/04uYIz/MWS3sWKTqEYZi2fjJ7Et3p3nSXC3J+1YdZxXMacsFw1WWl2x09tKvNPv+JY/oZ+QeLbABA1NWIH70vr6pklCohIHB7aOvt0bJ8sLZaXEAiAKC3s2oDFRcHsQehNbWKihOj8pIaZhNGAx8RbRt1c1u3QD2bHb2D7qUkNS4eyjat1gp3afpYRI4VhGdL9+6vuhTMClltDERu1cmeyLduO948rcMwAAisLnqsKFf4z79/HEBh0dFaWsdyehmhLgjILAhomrqYmrKGoAbHCvd4WOA9hgK7xAAAX9adfT50FNlmbrZ7IwiTM861dUcksbC0RUTTcuLhQ8Yvo+jTWoLh4Zso2kCho/7kuNqWiXFU07J1AgHQvDw76GxO0FmaZ4yM3m6y3War+s1YZI9ZyDZcstS29QnnLT1KYgBArizc27nJQu0CAAANJxIisAQqlaPncm1aXhQBhBAdWdXKJg0fGkZWtvK6Iss8b502W2QYklSNTt5VXb2H443h9dF+3x0U2b2yoSPYoc4u4twhymTmuQuUvx/gG/Rcn/7skJs6TtPNEQRX24g9RmyzRbaHcZ12RXXb6X2eR1s2SAuviQb+nUzzguFuVXlHaCO31WYFsuJbmZZp1bYGCv0nTv55NP1aX8UDxTZSBABAVZUAgEyNpKkxiW6tss23mm+f0JCrFqwAoGBpR4kBIVIUeQBQKmMSbn6N0g4AAELyV+8KiqJc3FdHkCQJLh9IRxAEQRAE6aX44q7FMwzjzlc9LwovZO1zDHno0hbJTY0fxbxwTv9dngUAYidrnQw2GBxb3+w7xJFjiHdedXl5ZDGrBb7U+NuFi89JIVbBEhezuNGcTxB03z5/0oVOtFqtnndXq7nVZFU1Z5YpFUrSU1cg0peED5VCURRFUd6OSpwbA/4dFODEEc2Zc5MU6n2BLro523q2rlSOZleyERby5f5yA4UA4M6b1D8cbxxXxyGFQphxO7ljkz0yzSluP/cQAJRp8osCLwU3RlSpS4y0HgDCdFPjVYFgbDF31sdfp/bG0wdJkqIo0rTXVjQQQgzDeNvgwdeO6Q4PsxITh6BzrjcWJVWZIFoFAAYKRVqEL86YJtY0NQAE4CQxQGgYcfME2Py9UyYqioTmkmi1d4G+Hn3zltQ95L/sZGLiICbO41tKkPUfKNpsNIBXtSJ5V1IoFD68R7u2UjBdyHUqNNg9c9hBDXpH6319G9szGFdsaSARUvCCjRAjLGIEiP87Z6qVwaYw2kSCps0I/GCh9b+xTIGCAIC7ytkFBYefiQ8pZvwBYGhj0WfZG6RoAmo11tMy/8TEfwOg4KAJFKVuW2YnSJLsME5bGIaRyWQ+JJTeTz5MtSkULuwk2mw23pXzQwDIsdaV2Fy72EmsbHw2r6kAE2q5DeGtxpybHbacwPZNXG2NjGHA7Ly0VOJ3OTvkFHv0ILSeCbBY60aN2AwA0gvGYrF4/jJOplt5QkrRxCIbZwZPnetIbyYfKkWhULTzJN3hbsxtvwB0USEF8HqmefzNGpkAI/ScHwcn/Uhpde+zGGZCbdP9VtFoxih1QWsbnXoKTRmtnlXJ/jjzL2aWU27d2PYS4Ya4cEOcdPxHfIZlQO9+fV97RiQO6Qsl04dvRkzUcISZ6+BBofo6ZLUIITogCIZhBEFgWbdrVe5gGIZlWR8avG8dU+5mE4GHWaFbb5MHh6JTx6G+zunUswNbOmCJnPhXPDPQwGsoRm5ycWum2xcglUpByYBreWJiQKCZZsChJGRhPu2wrMHmX+ZCvHAG5tsjoiiKpmmr1eptg0cIEQTRhZWC6UKuU6HBRSNTqgT/QKK+aVvdoQDnko/Q8zMq2VwVuS5C9oepHEQokROSpsJDhTYEcGcZp6cIDQd8TBxZVAAOA7GCh4v7Go4GUBpWGGQUAC5MDEI7uUMV/sfn5/WNtDYtGVIiJRNolrBJ6uc63W0hwdPdFZgThb3GgjrOMl4dHSFTA4Aoit52HmieK/MhIUEQgiD4kNAl7RRei9x+oA8ytrzF38m0ZARQdjMYgwz8K9mtBkH+6EH69lTxh+8cA6tVpYfjdpAiqao0m2gDEKAnVIeUSSKgu8ggqUj2R+S50BBJqn6Iu+PNyt9LWMNYZeTr4RO8elCiKCKEfKvNLqyU9vPhAwIpgJF6/tz+hnCrqOKaGvwTgxSfxTDfh8tYpFx1zhzAiiE28ds/GqeNVpvaOD6YQgSJhQWovk6kZKhdj4XD8kYb7/iLiKhQBPt631NJcWEKDTJ2/MKQ7/5J9scxAOBDw8ypi0Wa9vkR+ZbQt47pDk+zIghx0hRZbBz35WrH4HoZKpG3kt4uaMgQmwg2N8KQsYHz92+8fb5q20aw2QBA1GjNt93pVAwhMNhxnpDThXvb4H0bgsCnSkEIdW2lYLqQ61RocAFClrkLmL3pUFe7N4j8S59Wr4e5Fez6k40A8EL/ZiG9efT7OJZ5uNAGAJNq2Mk1LDsgUdCFka23BQIAATC6jgMAdvQE66gxBMNMyw0/cmnb5SBTZEOT0FCrLOcQCwARYbMDAsZHRd4HbrCK/Ny8H483bxXbGDd3ojrGXeTuThCpmKyO3eswI23nrKZl+Iu0COtPNL40QHEkgNKy4pQqbm8QNc9B+bGKghhDAx8ZTZYUis0Om+v9jcNLJkbVJzCcEgCORh6bN2hkNekPAPspeTprDHdnjqYjJqijU/zi5HK5k1XdHgM79CbqcjaZfzmhsVVn+e958/4gKktFxplFI4n+1ld+UUMOMPCzy7nvI5rkP39WfDLfOrOKS7KY4dinUqdyZW+wFURdLR8cCgCkxdLnxBGirtYcFcMOHQHubWOQlRWSxAAAZGU5feo4pEztxE13M1D/QdZJU+n9e1CzvOvPiuGirAy19Is+xvZEYSEwCACEXgmGP79I1Nch1sYHhUCbNRrRz998+3zl0UOijbUMG8FHRrvKDIPpmO6k+cWHhJpSF5seWjYkejDTuuTL8psMARW20Y6064QHs6ImYZBl9jxB5XpzEQCIFMlFREiTEHTvm8dM+yNs/KvFM/pdCj15OuLAb703i0gEgPi4B2Oi/48g3H5h/6jPOu6wufyNit/dxewZrIqeNk+bIB1PrOXCrU0ftb8HUG8mtEwY3tTA/3LEePiQoZFEH/RiFg5T/RLcIrZ+GM+U1xQTNVWiw0smoaRv7+okSWIAgFElIxMMTdVXylm2NeS0XzBkMDAZB5nD+5G+UwYDuiMiSVlSbnV5akEtOVIZHiUytyarV8cwBwOo1THMz6EUABCACBF2Hm9cnmMZoufsJrYAAAEI/gGivFkub7NmYvdNr9i+Cf1+QMw8J9/9UzvbBAAAmYwOJQbUaHQft2fCh0cghxky2/BRf42a5BjhtSy3s/R8sE7+yw4qLwcAACEhIJAPDWsrMUhwfQdQf35BWPYcO2xkl5Qc4wMcx+l0uqSkVg5xli9f3rt3b3eqS9cb3UlokGAO/7YnN6OSahmx/Cl5LDQNZIkG5xmt0fUtIbKL5xSb0oSEvkJYk1kFkWjVwRDHK35cr/ryE7KkCAAoSh2mm+2XmFrQ35wVcoojmsR/rbYDO3dOa/ylbZzN9zCCSMUnMTP1l4IMu+p3HTEeO9iwsLqpab3eR66b6pcWLrO/YxINfEoNO7OSzdrXMLWaK5MT30TSt41UHfGnwMZDO5+lAAAw0cGcA9nupy8yNaq+W0Mf2Esf2qda/yUyONvQ7fG4M973fGjyzl7z1YNHOG5BqqcQAHwSPb04InV4PedajYKSme9s3qLS+tnbxk4UZTQAgCBQ+bnNMUQqL7edEvLhkYK2We8YAZvQr8Ob6mHIzp9x/EufObH4XPnehHv+ohvzOtk3Z1/DCL3bWXqyuoLKylRsXEfmX77yJcUAiCIYDdCJ7RX79u0LDAwsLCzMzGwxWvPhhx9euHBBUq8WRbGsrGz79u3BwdepecDuJzRQWRcNrRdV6jnLqpAmGe3xfGsvU6saffNSKzmdyrkkT/uKKG9ypIQEHgBEhRJkLZmiBj29a7MgtPiJSUr8n5/fcABQKKInTdzKMB24jh2tamXrKVkZ4S5mzwBxrPyXnXRVFSlXCYGBoYNueumm+fazegoVKqhX+yle6K+QHI77c/DjicYYswAA4RZ+XC23LM+2/3eD7uw5ZGmuLzcK10jZtB4RR/vd4d/eO4a6nG2fYEANeio7s53IPRJRrWm9ua7pmfLRsQBQq3Xe1PAXi+4OdTwjEuBuJYK18RFRxsefscy43TLnrsaHl1kn3GIbNda04D7rzROb4hCEEGA36ITa998mMnLz/EVs0nC27wDzHak93gyAC4TWDZ3j6YwDo7b89HTwiEcHTA+ccy+bNFxUqcFthwAAkF08d2ULiQEgzp+hP3yX/vc79FuvkMcyfMskLS3t/vvvnzt37oYNTfr1CxcuNJlMycnJx48fnzlz5pw5c+bPn69UKmtqmvaEr1mzJiEhISQk5KmnnpJ0oleuXBkWFhYQEDBp0qTy8nK3F7sydD+hQaSZW6pbid5Kkvp3PPPUIOXuYEpAcPCwYXmOZWYl+1ChdWGpLaFRcPJNRZa38eQm8KKy1dI4VVN35x/Lz5Y2aYyrVAljkndNm1oyacIfUZEdu44dp4paETY2iFQAwER1zDsRk7y9ze4FfeBX2anjyNBAmBqJ2lqi/8DeRRX3CS2i1Sv9mHd6Mx/GMzNHqv/WV17TahcFijML06pba8sjBK6+kgU//0fH3vth1NR/R07Z3fvuQFKOGo3EpQtiZUXbyEC2li4pT3dU9iQsU2dapsxs/tfcEwQBWSyTLjkbmb7jeI586w9CYBAf5lrM5SNjAEBUqdnEIWy/gYJfgC15rHXiLU4ve8vM2yEoGAD4uN620ePbL6EQGGS5dbbl9vncjTfNAADsQBfTllRhvuz8GdnZP5DNZpk60xQSkqNCklMxkZIJScPE6NhWCcjuN5J3L1B1FbUpDZpnK8ld21C7U2guYVl28+bNCxcuXLBggV1oWLduHcMwp06doihqz54906ZN27VrV2BgYHJyMgCcOXNmxYoV+/btO3v2bHp6+o4dOwoKCl577bWMjIyysrKQkJA1a9Z04W16QvdRhGyGTR5L/vLDvy6YvolkypVUYlDczw15gODjGPrjGHrrceO0Km5Fs1r+S/0UOmvHU0nIZgOHtVsAyFcSB5nYF0v3bAmZLJM1fSoRyMUuZWSxMAd/JStK+ZAwy/gUUDStvj8RfNPjQcNtwHdfT76e46RYyn33FQmwGkBIUn4b6fzQ/tlbHmPqqFJE0TpuMp2xv2WRm6LYQUnWMRNUSu09yqYJbaK0RPXt5yCCDYFsykzrsFYma7g+/fhQneR2WQgO5foN9PkGuzVs/4Hy3TsdQ5RffyYqlMPMpv9F039KbGqx/ztnGmzgwXAJNTaa71pIZxykLpwjHHQORIKUXThD1Ndaps0WQtqz18RHRIl/foFCyGDo4QtznYePjTffuVCx+XvgWy1py3/aIh18mah7ZIAVBviFW4V/XDTf3nciGp+CCvNkX31m1021JQ67+iW/oSDaiAhEziU+vrdXmezevXvw4MHR0dE6na6oqCgzM7N//1YuW3U63RNPPIEcVmg3bty4ePHiqKgoAFi7dq1cLtfpdFlZWeHh4fX19QzD6PV6X+/JR7rZ+6xRYB9isn+ZqAWACJ58xRQa1+j/s/20CM8NUI7VceFW4eFC645Q2eh6Z9WSYpUsqrHNFvA2++D/0k8BADl0lNF4KSBgTDtFYnb/JLt4FgCI0hJkbjTfvsB+ikBI3t2esG+IWj9osUnXomX/v8vEb/Ga4tYaHgJAtYbJGTo44VSTdVtOoaDa7MmmCi+b5i+S/7qLqCwXgkKsKdPafv7SJzIAmq4m+32/k9AgUjLzogfJvBwQRL5Xgtijbbu2h0LJ9+lPtl6dQWYTACwtsi0qsRUoiBizKG+eJ0ccK2g01pRp1gm30H8cY3IuCRYTodcjmw0AyNJixdYNjf/3eEfKJ+BOIw/jBNcrwTZyDJ1xoO2pAgXxSHTT90wZQyweqjrXf0gMgBgT33jv/9HnTgNCbNIwQdfG/bhPIJ5HRoOg0QKBpy5aIbbZjQzejydpaWkZGRlhYWEAYDQaN2zY8MorrzhGCAsLQ627VUlJyahRTXb5R48eDQAcx61atWrbtm0ymYwgCEmeuJp0s2H09YrDvxjypeNSkn9MU3ZyX9aLEbJ/9JYDACDIUhFZKhoA3usltxLw8dlWr6LvIuhwShnV6KRIjxyWC8XLSuKOEepLKhIAothKpbIDV0ZUQYsKElnoYtvhjYB1fApZkIdYSQukpdHLjcZfez2WWrDtpLll4S2UUp7q94BsAGkaejNRXcWHRTCH98OFM0558n7+QkioaYHbfa0ALqQ95/MkeWNOejvBzV3AnDlpO3WCqHBYmxMBEDAC9LEgJAjSXz5EJ/gHNEUgSXbkGCZlqiU3W/nlp/Z0RG0NMjSIWj/AdBHW8SlEZRl1uXk3EEUBxwHAcX/nIfq0uTJGFQgAQkSUpUt9t8rOnpKnbwUAUetnmTab8/IzumcjthlGxAGJXuVgtVq3bNmSnZ0dGRkJAFu2bHnllVechAaijawWGhpaUdG09nrs2DGbzZafn5+enr5z586IiIh33323trbWuzvpNN1MnNyjd1YS3htMPVZgbRvTSgAA/Ceu1dz4G32YETVtbKS0qickqBVGphYAerMlrwcNYpgO7KY5OnUUNNr2I/dUhOBQPibWxQmCiPjxh03lgUPkTfoNUbRmbcwsGSIBgA/RsQMShYBAy4TJQus3kKhS2Ua0N8EjwQ5v2TzGjkhuJ+YNjiiTkZOnseNbOzlslu4Q3+QG6WREwF9T+r5bdTTf1mrOU1C32aWs8sIyNMYTzHcuNN292JoyzXxHKtt/kBQYYXFeyIuQud0x3hkIfb0kMQAAatDLd21t35bXjYbo588uflAIjwQAMSSUm3+v4Ebvxx27du3q1auXJDEAwJQpU7Kyshz3ULhkzpw5a9euLS8vr6+vf/TRRwsLC8vKymJjY8PDwwsLC9evX28yufDOeEXpZjMNZJt2TIAoB0SIILiaKz2vIfukaO8qYwUE34fLIgIilEQpQCu5QZTJkIWXBlARILr/mGODEhtMl9SKOIZuWbhF+nqqvFQIDoWgVq5+LbdMl2/ZQOjrBa2fZepMuFERwiIhN7tNqEAWXNYVXD4YE39cHWCur7yJMzGj69h+rWZTRY3WtORh+tQJWl/Pl5eS+jrgefmBvZZps9pfU+CjYhsf/jNTXqqMiW1UaTqzFepGgI9P4MMiyOatQ07sDJXNGyKC4SwYYGXlkV8TFibKmzZ9iUqVdfQ4JqPJ8Yp18q0i2c2Gjm4BHx3HNzvIlZ07DQDJddytVeyukCYd3tl+CfZK6VrIilbq4chgIGqr+dAe4oi8SxBj4rmlj/ucPC0tbdasWfa/KpUqJSWl7QqFE2PGjHn66adHjx5tsVhSU1NTU1Orq6s3bdoUGxsbFxf37LPPvv3228ePHx8xwlMPZJ0HXZ8uuaqrq12Gr7i0fRXbarLhzP4GbUxCXFylu6y0BO1PyiNk6hnaXg8GDvHb9iOV1cpZMJs4FAgkO/MHALBDhltumdF2LZYsyFN+/7V0TN15j2lAotVRcVIUkalRVKraX+XVarUNDV6bCpDL5Wq12t0DaQeZTEZRlA/2213uD9br9e27A0A2m+LbL8hqtxXhiOn+R/gQnUXknLREtTVV4hcf2f/aksdaJ9zSYW4Mw2g0mtraWm8dQZEk6ZtFSK1WixDyQQVJqVTabDYfrLi4rBTPW4VMJvPz86urqxOsVvrAHvr4kbZxJo/WHA5oafmpAQP+GzkVIaRWqyV9RrKiDFVXCbowIbhjr5VqtZqiqPr6VkuByGYTSbJ9XQeFQsHzvM1mayeOS4KCgkwmkw8N3reO6W4bveeVolKpGIZxOb3M/L6fPrhPOuYQrIvV/DRmwBR17F1+/QmEGIYBnufKSgWG8WqRKDAw0Gq1umzwZFmJ8pvPHUOMTzwvNruh8e0RSa1N6pr6AAAgAElEQVSuvr7e2wbv2Oq8ovO2DXie7+S3u1wul8l68katbva58FLCrWVHv9iksQJAhEX8R6a5b6MApRWbYwd/W37y5xBKTzmsNYgwXhP9ZfQsDdmySGGdPN1RaBApmTVlqihXWKbOAgB36j/0iZZBlv9tNzitZiEkbaS+kRFp2rz4Qer8GbKygi4tEiva2z1cmH/hYcP+o6ayYErxbOioBwOHNJ3Ib6WiTBUXulh5wnQCkSConFYTQiItRzYLAFS1dmJayTq/WnhdOPiqcIfMJsX2HyUbRLYRo62TpnasR3kDI/i3LHpSIlSQ7Kb6rD9MFaNVkTEyLaqrodZ/RddUAwA7bKRlyozOX5EPj2QHDJZdPCOtWllvniC6clyHwXSx0CCKYlpa2k8//cRx3KBBg5YtW6bRtFqBe+aZZ3JympR9Zs2a9cgjj3iVv4KUrU6694PP3q9kiD6NPCN9WOr109MPTgeok6GFQ1W/BlMAMFShWxKYeLf/AKq1a0RBo7FMmSHf/RMAiEqVec6dTWZxsbZwpxFJik0azgIoDXrr3p+JnExnwzXNPCwvOGpqAIBqzry89LfB8hDJ/pXYbIdYgr9RdUSuHER9nd3rmwSyWUSGEQODxyNZNtTb976MV3WlewJm7y671UL6eAavC+MGJrWf5EaG7T+Iysulzp8GgG8jZa/0lQNAvk2/ovzgmuiZ5J50VNM0nyH74xjbp3+XGMWyzL6DHTyUqK0WwiPdGerAYLpYaDh37tyuXbvee+89tVr9/vvvf//990uXLnWMUF5e/s0330gOTEmfdmQR9XWhNjHU5sK0agAr/nTMqKeQXO1neyjVXQ7ssJF8TJzy8AFoqJdduigEh4rNxhXcYRuRTOVmScfkpBvIoY4PEDXV7Ber2hHBGgMDj6JWU50HjMWS0ICShnPHj5BFBQAg+vnbxk26okW9ARHbqjQCgNVqHT3ur/Fx5SW7dzbkAsCigEGPBg8FANSgh6J8Uq7gPViSaAeqpKjV3+JCLDS0B0LmmbfXT5o0POtLRwO4p82VAICqqxzjEjVVXWVJk4+NvxGNcmK8oYuFBn9//2eeeSY4OJjn+fDwcCeFCaPRSJKkVuvi85Hnebs5TI1G41qe4Hnq7B9EmbMZOyf8OBHq6wWWlQzv/95Y8lLJr2fNVSOU4f+MmpykCAUAefpWVFoCALLSYrKqwrJoaft5QnyC+fFnyNJiURfG9EogGht9kHgQQj6kkjbh+JbQtyu6xPOsHPegOkPT3MDBaNLUkMtfVbEtC4c6WiVljmQy68IHiOJCxNqEqFhE055c0v6IkJcz3j4/IulCviUkCMLbhO4UjzzPp6UVKRS2GbfTzYaDmkoFQDBMAK38Jn6OReQIEdEECQBU5nl68/cAoARgR49jvRGXEUKOz1bUaFv5DNP6uyu8b49IwreEXdhNwJtK6bAVBagD5AqlwaGnRMk0JEmK4ZGt5IaIKK8uepXHLh8qxanxYK4rrogi5J49e/773/+GhYX961//UjgsjOXk5Lz66quBgYGVlZV9+/Z9/PHHJTMXAFBeXj579mzpeMmSJcuWLWubLZf2NX9S8qLbkZNeuYJ+/mWk1tSy5mEnVhVamhTWeikCLoxcRhuMtrf+5hidfvkNhGfCAQBAFEWXr16O4yjPjJkIp06w333ZNly2+CGibz+Q0QDwXtGh53J3SeH9lcFHhj+ipZi2SXxAyL7EZxwEjiOGDCeH9xBvflarlWG65vnYcxSrq9h1a8XqSgAgeveRPfgnIIijDcXP5e46oC8YoYl8u9eUCR9/JdbX2RPRL72K2nUk0Q5Cbhb76X+lYxQcKvvT00iJN212zDuFB5Zf/sX+d1fS4mmBCaKhgfvmCyH/MgBQM27Dc59dCFaE7JArtXuitrZ23bp1HMc99dRT9sCCgoKDBw/OmTOHIIgffvjh3Llz7777rnTKZrOdOnVKOg4PD3cxG8Hz8n+8av8nKtVCRCQgRCUNQ3U1wt6fnaKLIaG2Bx7dYyqZl/uDY/hv/e4bSmiZf73pGGh9/pUmB30dgRDSarUmk6n9rQQuUalUPijq0zStUCh8UNSnKIokSavVa1VCPz8X+thGo5Hn3XrbawXPK39cL0j2B0nKbhyXHzGanday4+igseg3Q2EopbwnaJA2v5C8cAYoGT1uYqPaa+lNJpMplcqGhgZUmEd/3aIBzs6cyw+9qZ2EJEnKZDKLpY3pjo5QKpUIIR9qUy6Xsyzr6ZNsRhRFf3//tuGetwqKolQqlVMlIo4j8nJESibExgNBVLGmlKxvim0GSSYnRWhMb7X3wbb4ISEqxsMrKhQKkiSNxhYr1Ki+jricLcposf8g0f2oyjCMIAg+9C+tVmu1Wn1o8L51TJfdBLypFOnt0uEegXR9bnrDZTmi7gkcNEQZCgDSO4lt0APNeGV2U6PRsCzrQ4P37RG5bHWegBBSKBQ+vLzdVYrniKLow84dR6SBt5PFuJ7p4uWJ3bt3UxQ1adKkwMDAmTNnvvPOO45nw8LC5s+fT9M0ANx2221bt261f9fSNG03lgkuty0JAqNQSrZvAUBQq0x3pAKAVqsVy8uEk8cIh08iAEBVlfzlXG2Y8wquVqRsJEkMHSE7dVwKsQ0faQMEng1SUml5nvdhUPNtKJTanw8JJXxO6IRXtyxb+pgpL9dqscq3bLCr3RHnz7Ap0+xxkpmwZCYMAKisLPrH9U1XOXmUf/CJ9v0itkWaBeU4jj7zR6vw0ycsg9pbOBcEgSRJHx6RJGr7kFAmk3Ec58OWS5d4WwAX8kpcbwAAngee36fPbzL4jQAAeASF4cExZU09UdT62fwDRY+vyDAMQRCtSqhSw+BmFwnu86Eoyrf+BVe3Y7rD86ykkbDD+LcoY25RxjhmLjV4lpKBIHhrm8S3m+3MI/KhwSOEGIbpwkrx9tJX/7rdiC4WGhiGWb9+/ahRo+Ry+W+//danTx8p/NKlS9HR0RkZGVu3bv373//OMMzPP/+cmJjoxSI0QdhGjmH275H+sWMmtJzautFJYpBAAj9YHpKiif3V0GTd+U7/flG0BgAsU2aQ/QcKJcVsSCjXu6+Pd4txB0KiLpw3m0VHT5W081yOUbDZRCHifCsD0tSlC7bR465CGTFOiG18L+8YP/Sh4wVUWQnv52+dfKuIB1NMT4fneR8mqxyhadrDldxuShff27hx47Kysh577DEAGDBggHQAAC+++OJbb72VkpJSXFz8xBNPiKKYmJj45JNPepW5LXksH9cLVVcJkVEt+5hFUSxy4fFB8PPno2IIhL6Nmf19/aUsc9VNhTWpp4tF9Qbb2IlCcKjYbyAbn+D7N58gEPV1okLR4c6LGxnb2EmKH9ZJx5ZxLTaMrSK/rPiXTfosANjeKExxTNOJva/swMGy0ydb/iYOaScyxonxqugoupV3sTFhAy13jVWr1SbsrBJzw+DtYooT16e9xC6ki4UGhNDSpUudtlkCwObNm6WDxYsXL1682Of8XZiXQQiCQqCmRZdYVGm4mDjb2AkiIwcAGSLvDRgoP75TduocAACUkBVlpiWPgNL3lz2qqValfU3UVgMAO3yU5ZbpPmfVs+F6JRgff4asrOCDgh1N1/2z8qgkMQDAu5HClOLmE37+dqv7PsBHxZrm30ufPgEsxw5I5Npdm8A4EUwpVkdN/1v5wWOmssHykFd0N/dmXChSYDCYG5meMIuCps8Wv11j/8tHRllm3+EUh8q9ZD8m9PVEWQkEBICvUOlbUW2zcZWTR7nYeOxK0R2iSs3FO5vL3N/Ysmt/fyA19mbNHnYQIin5uEki6pSVLT6utzkOe+fzkRHK8J295l/rUmAwmOuXHmEGsf8gUd6y2kqWFTudP9RYXEe1vtPOWUhF5a2cuxCtfb1gOsSPaKXfUBiksU2aahs/Gfzwpy0Gg8Fcv/QIoQFACAp1OA5pORbF+wq3z8378cnYFkVcrk//TnpvEwODWv+9In7nejAPBLZaOFgckIjaN7yBwWAwmOuAHiI0WKbN4kN0AMCHRTi6b/nJcDm94TIAbAinh4/XPDVIWThnjvn2+Z10lsNNm21foed692X7DexMbjcgM7S9vo+bO0ebME0T/37kLS+EJl/rEmEwGMwVh+M4nU6XlNSN1a16gk4DAAjBoab7HwGedzJ1km1t2Yp5QU1eUJMTI/yndNq9nhgZ1Xj/I0RpCSiVvK9+/25wUtQxKWpPLQVhMBjM9QDHGSjKlQMXz9i3b19gYGBhYWFmZmb//v07UxJRFMvLy0+cOHH//fd77pC98/SQmYYm2tjh6sM4azv2lftoB9cJkZHz8b2xxIDBYDA3AmXl23/Znbjjp8hdv/QrKHRhKd8T0tLS7r///rlz527YsEEKOXfuXEpKynPPPTd+/Phbb731xx9/TE1NjY6O/uijj6QI6enpiYmJsbGxDzzwQF1dHQCcOnVq5syZc+bMmT9/vlKprKmpkWKuWbMmISEhJCTkqaeeknZ+rly5MiwsLCAgYNKkSZJ3J5ZlH3jggZCQEJ1O98EHH/hwCz1LaGjDDE2v6dpe9r/PhIyMkWEfExgMBoPxAmNjztFjC03mQgCwWMpOnV5WU3PI20xYlt28efPChQsXLFhgFxoAYN++fQ8++OD+/furq6s/+eST9evXr1u3buXKlQBQXl5+zz33rFu3Licnh6KoZ555RkqyZ8+eadOm7dq1KzAwMDk5GQDOnDmzYsWKffv2nT17Nj09fceOHQUFBa+99lpGRkZZWVlISMiaNWsAYMOGDZmZmXl5eXv37n3uueccDb17SA9ZnnAHgdBXMbMON5bk2xqGKEIT5VhjEYPBYDDeUVW11ymkvOKnoKCxXmWye/fuwYMHR0dH63S6oqIi+wpF3759pYPExMTRo0cjhBITEyXXG9u2bUtJSZF0IFasWJGS0mQiT6fTPfHEE44mlTdu3Lh48eKoqCgAWLt2rVwu1+l0WVlZ4eHh9fX1DMNIXlF4nq+rq8vOzh46dKhvhrp7uNAAAAjQWFXUWOxRD4PBYDA+4qwJh5DXXqnS0tIyMjIk385Go3HDhg2vvPIKAGg0muY8kXRslwZKSkoOHz48dOhQ6W9gYKC07hAWFubkhKGkpMTuv2n06NEAwHHcqlWrtm3bJpPJCIKQ5InU1NTCwsJp06ZpNJrnn3/+0Ucf9cKZAwD0+OUJDAaDwWA6iS7U2f94eNhsr3KwWq1btmzJzs4uLy8vLy/fuHGj4wqFO0JDQ+fNm3fq1KlTp04dOXLku+++k97xRBtz+6GhoRUVFdLxsWPHDh06lJaWlp6evnPnzmPHjt15553Sqaqqqocffri0tHT16tVvvvnmyZMnwUuw0IDBYDAYTHsolXE3j96s1QwAAKUydsRNXwQEjPQqh127dvXq1SsyMlL6O2XKlKysrMzMzPZTzZgxY9OmTdnZ2SzLLl++fMWKFe5izpkzZ+3ateXl5fX19Y8++mhhYWFZWVlsbGx4eHhhYeH69eul9Y41a9bcc889giCMGDFCpVJJmpVe0fOXJzAYDAaD6SQhIZNTJh0RRQ4hX96baWlps2bNsv9VqVQpKSkbNmy44w5npwcS8+bNA4D4+PgPP/xw9uzZdXV1ycnJkjKjS8aMGfP000+PHj3aYrGkpqampqZWV1dv2rQpNjY2Li7u2Wefffvtt48fP/7YY4/t378/PDycpun77rtv8uTJ3t4Iuj5dcnmuoEGSJELIB2eVJEkKguDD7ctkMp7nBS/d2AMARVE+lJMgCJIkfdBYQQghhLwtpyiKdBsf1gBgtVrbToi5oxs9IoIgfHBqd5VbHcuySlf+1Ty/ZYSQ9Gx9aPAkSV7NR0QQhCiK13/HlMlkLsOvwtgl9UTf7lQURR9q07dHdPVbnbtK8Rye56Uvcp+Ry+WdL8b1zHU60yDpeXqCVqsFgIaGBm8voVQqbTabtz0BIRQUFGQymXzwua7Van0op1wuV6vVnj8QOzKZjKIos9nsbcLgYBd7TCwWi+ejYXBwsMVi8eHSvj0ihmE0Go3BYPB2GCVJUi6XNzY2entFrVaLEPKhUnxrdVLCtoGeF0Amk/n5+RkMBm8HYoSQWq02eO8aW61WUxTlwyNSKBQ8z9tsNm8TBgUFXc1W57KbgDeVolKp7DrtXsEwDAD4MAQFBgZarVbfGrwPj0hqdUaj0Ydh1rdW565SMF0I1mnAYDAYDAbjEVhowGAwGAwG4xFYaMBgMBgMBuMRWGjAYDAYDAbjEdepIiQGg8FgMFcZhFAn9z54vsusm4KFBgwGg8FgAAAIgpDL5de6FNc1WGjAYDAYDAYAgOd5H/ayOkLTNEX15BdrT743DAaDwWC8wgejUo5cn/YSu5AevvqCwWAwGAymq7hOzUhjMBgMBnOVwWakOwTPNGAwGAwGg/EILDRgMBgMBoPxCCw0YDAYDAaD8QgsNGAwGAwG4xE2oVN7KziO0+l0SUlJXVWeqw8WGjAYDAaD6YDdDXkjzn8e/Me/Bp395Pvai75lsm/fvsDAwMLCwszMTHdxtm/ffj37+MZCAwaDwWAw7ZFnrZ+XvTHLUgsARbaGB/O2HzGW+JBPWlra/fffP3fu3A0bNkghLMs+8MADISEhOp3ugw8+AAClUllTUyOdXblyZVhYWEBAwKRJk8rLy7vobjrFdWrcqbq6+loX4cbFpZCr1+tZlr36hcFIuKwU3E2uIe6+BXGlXEOu3Af6bn2eU8gOfU6yOtKrTFiW3bx588mTJ8+ePfvSSy+98sorALBhw4bMzMy8vLyCgoKhQ4cuXbo0MDAwOTkZAAoKCl577bWzZ8+GhYXdd999a9asWb58eVfdkc9cp0JDbW3ttS7CjYvLjmcwGDq5fRnTGVxWCu4m1xB37ydcKdeQKyc0iMg5RPDexNHu3bsHDx4cHR2t0+mKiooyMzP79+/P83xdXV12dvbQoUOdPsx0Ol1WVlZ4eHh9fT3DMHq9vjO30FXg5QkMBoPBYNrjFm2cU8gs/wRvM0lLS8vIyAgLC4uJiTEajdIKRWpq6n333Tdt2rTevXt/9NFHjuYWKYpatWrV0KFDp06dmp2d3bk76DKw0IDBYDAYTHv0ZgLSEubFMX4AEE6rV8XNGKOO8ioHq9W6ZcuW7Ozs8vLy8vLyjRs3SkJDVVXVww8/XFpaunr16jfffPPkyZP2JGlpaenp6Tt37jx27Nidd97ZtXfkM9fp8gQGg8FgMNcPM/x6z/Dr3SiwKsIXK9G7du3q1atXZGSTGsSUKVNSU1MzMzM3bty4b9++HTt2jBgxQqVS1dXV2RdZysrKYmNjw8PDCwsL169fP27cuC67mU6AZxowGAwGg/EI3yQGAEhLS5s1a1ZLPipVSkrKhg0bHnvsMYIgwsPD+/XrN2fOnMmTJ9vjLF68WJIbFi1a9Oyzz+7du/f48eOdvYFOc506rMrKyrrWRbhx6du3b9vA4uJirAh5DXFZKbibXENc1gjgSrmmuKsUz8EOqzoEzzRgMBgMBoPxCCw0YDAYDAaD8QisCOkdHMctWbLkk08+UavVUsgPP/ywYcMGlmVHjhz55JNPKhSKdevWrV692jHVDz/8EBgY+NNPP33zzTdGo7Ffv35PPfVURETEtbiDHojPlZKenu6ypq5e0XsunlQKAOzYsePrr782mUxDhw597rnntFotAOCeciXwuUbcDWjX4B4w1wFYp8ELtm7d+vPPP58/f37btm1Sxzt27Nh//vOfN954w9/ff9WqVSEhIUuXLuV5nuebnJocP378wIEDL774YnFx8dKlS7/44ougoKAvvvgiOzv7/fffv6Z345bupdPQmUpxGXjN7qRdupdOg4eVUlRU9PDDD3/88cc6ne69995Tq9VPPvlkd+kp3UunoTM10t27iVdgnYYOwcsTXhATE3P33XeTJGkPOXPmzMiRI2NiYrRa7dy5cw8cOAAAJEnSNE3TtCAImzZtevLJJwGgpKTk1ltvjYyMlMvls2bNKiwsvGa30bPoTKW4DMR0Hg8rhSAIkiRVKpVMJlMoFFJ83FOuBJ2pkRuqmyCEZJ2DIHr4WxUvT3jB0KFDAcCxTfTu3fvTTz+dP3++Wq1OT093Mjv/xRdfzJkzRy6XA0BycrJkTpxl2a+++mrixIlXt+w9ls5USvuBGJ/xsFIiIyPvvvvuBQsWKBQKf3//zz//HHBPuTJ0pkbs3AjdhCCInn2DnQcLDZ1i4sSJubm5jz/+OE3TEyZMsC8WAkBJScnp06cfe+wxe4goigcOHFi9evW4ceMefPDBa1HeGwKvKsVdIKZrcVkp58+f37179/vvvx8eHp6Wlvb+++9L/nhwT7kKeFUjcMN0E0EQLBZLZ3KgaZqievKLtSff21WAZdm777576dKlAHD48OHc3Fz7qV9++WXWrFkINfk5EQThn//8Z2lp6dtvvx0V5Z39UYxXeF4p7QRiuhaXlZKRkTFmzJghQ4YAwMKFC++7776XXnpJFEXcU64CnteI1DVukG4iiqJdgcPnHLqqMNcnPXz15UqTl5e3aNGiyspKk8m0fv36mTNnSuGiKO7evdvR6mdGRsbly5dXrlwZHh7uqFiE6XI8rxR3gZgux2Wl9OnT58iRI8XFxRaLZefOnX369EEI4Z5ydfC8RgB3E4wDeKahU/Tr1y81NfWRRx5RKpUzZ860WwDNzMwkSdJxV9KZM2cuXbo0bdo06a9Wq92yZcs1KPENgOeV4i4Q0+W4rJTx48cXFRU9/fTTVqt14MCB0kw47ilXB89rBHA3wTiAt1xinOleWy5vELrXlssbge615fIGAW+5vArg5QkMBoPBYDAegYUGDAaDwWAwHoF1GjAYDAaDueKo1WqbzWa3lsEwjF6vv7ZF8gE804DBYDAYTAccqEPjjlHavdRNGeTWKh+3nl64cMHSTIcSgyiKZWVlvl3oyoGFBgwGg8Fg2qPIgmb9QZ4xAABkm9Cis+SJhq4xWbFv374pU6ZIxxs3bly0aBEAnDp1aubMmXPmzJk/fz4AfPXVVwkJCeHh4UuWLDEYDADwzTffPPLII6mpqWPHjp0yZUpBQYGUQ3p6emJiYmxs7AMPPFBXV9clJXQCCw0YDAaDwbTHzzXOIdt8nWzwkD179kybNm3Xrl0XL1587rnntm/fXlBQYLFY3nrrLSnCmjVrXnnllUOHDs2cOfOhhx4CgPLy8nvuuWfdunU5OTkURT3zzDNXomDXqU5DSEiIhzGVSiVCqLGx0dtLyOVylmW9NR2DENJqtSaTiWVZb6+oVCp92MxD07RCofBh6YuiKJIkrVartwld4ufnp1KpPIys1WqtVqsPl/btEclkMqVS2dDQ4O3+YYIgaJr2wWrsVW517vC8m1AUpVKpDAaDIAheXQIhJJfLzWazt2WT3B0ZjUZvE0qOkTiO8zbhVW517vC8UqS9edKHo1dIO/p8GII0Gg3Lsr41eB8ekdTqjEajD8OsQqG4rvZ4c6KziMD6ZKxg4MCBdp2G4cOHHz582F1MnU73xBNPIIS2bduWmprav39/AHjppZcWLlz49ttvA8CECRMSExMB4PHHH3/xxRetVuu2bdtSUlKSkpIAYMWKFSkpKb4UsSOuU6HB80YmGSzzYRQWRVEQBB9aM0EQvpkaRQj5Vk6CIHxISBCEbwld4tWzIknyaj4iiqIIghAEwds3ooRv5fS5Nn1ode7wPB+pMfjW4H27U/C1NsFXU75XuWO6w6usfOuhkmsD3x6Rbwl9e0SdaXXgUzmvHJMCnGWEW4N8kRouXLiQkJDg7qzjZ09YWJj0HCoqKuz21KOjo+1aDuHh4dKBXC7XarU1NTUlJSWHDx+WnJMBQGBgoCiKXW75+zoVGjAYDAaDuU7opxLXDuL/kkOWWgEA/tmXn9BGjPAZ+9dOeXm5PdA+IREWFlZUVCQdl5SU6HQ66dgeqNfrDQZDaGhoaGjovHnzVq1aBQBWq7WkpORK+ArBOg0YDAaD6WI4UcgwlnxednJbfXYp6/Uq1XXIPJ14cSyXPY6rS+EejuoyiUGj0Rw/fryqqspoNH755ZdtI8yaNSstLS03N5fjuH/84x+33XabFL5///5ff/2V5/lXX3111qxZFEXNmDFj06ZN2dnZLMsuX758xYoVXVVIR/BMAwaDwWC6kjPmqoeLf8q11ttDHgwc8kb4eBJ1789UBKCjO5VDUlKSfQoBAA4fPjxs2LB58+b1799/wIABf/rTny5duuSUZODAge++++60adPMZvPkyZP/9re/SeHTp09/8803U1NTk5KSJGkjPj7+ww8/nD17dl1dXXJy8po1azpVVjdgoQGDwXRLajnzyqqj+4yF1Zw5nvZ7xDpqod+Aa10oDFRz5sWF20vYVgqen9WeVpGyl3U3X6tSXQ+40wteu3atU8jQoUMzMjLsf5csWbJkyRKnOBEREZ999plT4Pz586VdmlcOLDRgMB1QZGvIsdUHkYr+8kAakde6ODcuNhGdb0RmHiWq+Cq+/q6CTcW2pjfTH2bLn7K3/E6lPUIzSGRVqoSQ4CkUpb22Bb5BYAX4vFy2tZo08GiERiiCMy0SAxsL3EBAjYnoW8jauO18DYi8SMcNiJzZK3YpSXq6IQtz/YCFBgzGLYVsw4ul+3Yb8qW/0bT2r6Fj7vTvBwAWS0VDwyWSVCqVvVE3n3TtFhxpIJdl03kWAgDCGVEuP1cMBgAAUQmWSQmW6kesy8KE/Nzm+BwVRkW+eGu/RVd2Nz0G4M85zMaqpldJpokAlATqo4A4MM8FtjcA3Gt7cTq7tiWBuSY350R52Xcjhm9QKKKuRZG7PYsWLZLMQF19sNBwvXDRUpNlrfUjmSR5iJJQ1rAQTosEHvCuBTYR/VxL5JqF1fUnKsQCkGrBlljUOOTRWtW/2eP3sStiuKNSZDMZXuD36KR+jwcAxo4AACAASURBVA3V4Nq6UtSx8Fg2U2RpesJlVgTWZFDmA5KDaWo0f3mF+TanJBRXDgVPv2kg/zriHlwxV46LJsIuMTQhqsAyE7gwEDUAMIlbO539T9uEjY05p04/MDp5F5a5uxdYaLg28CKU2VCoTKQJKLI1PFu691djYdM5y3iwjgMAOSHeGcL/s1cZQowo0ghRtRyqtqF4uSDDveyKUWglFpxncs3SI54N5E2g+g7YvmCeDQA38duesqQ6xlfwZf1rV2w9dppI/jRJ1WU61TcaosgbGy8BgFw+1OlUHQu/1FN2iaEF8x0g0gCw0LbcXba9694+UX/7CH9lFxe3J8LzjRczX66s2kXLAhISXgzTzWlszCks+sxqrY6ImBwcNJ8gZFLMcpZ9PTc3puJfUdz5/fLHAB5xzovtYz+8zfZPd1fUN5yqqfk1OPiWK3A3mCsFFhquAatKZCvym3Rwb9JwOdROvVAJACCowTYCrGMAgALbdOt7yfmf775cCgAyWWCh4vbXudcMKChOLnzazzpM7YshoxscQbA1NubK5TqZLNAeKIp8ftHX5dX79aT8Y2bgsYZ7bGxMSxo+HBoXAR8KAEpoWGx1bZl1FPfj3pzpSUPuuMJ30EOoqNhWWZVOyQLiYh5WKGLM5uKTpxYZDOcBwE+bmDzqe4II0etPnrvwrMFwLp8c+gHzHaBY51xEGgBUYn0iv8fdhQLEsvKa38B/xpW8m2tDJWfaaywotDUYBVsIqUxUhIxVRtKE7zo3WdlvFJd8AwA2W9Wp00uHD/3m5KmmCfDyii3hYfuGJH0KAO9WHllZeQQAICjxLkN1P9MWkLcRGpoJFEtCxcvtXLS27vD1JjSQZKf0lhw3R/RIsNBwlTAJ7O/1uebq8xdqmb/XTLGHnzBQQCeBYjewQ8A0UwqUiZbnrHcM5H+zR2PZ2nB2zavotzfkP+dbIv6UxRwe7rVl3xuc6pp95y88bTYXA0BszNIB/d+WwnedexfK/iUdzyGjDslfdE7Jh0q/w7jtgWKJu/xD9N8AYKGhY4qKvzx/4TkRAAFUVuwcM/rni5f+slmQ/xz6mIFQhrGmUX/snhRzt//FhyyWQgCI408tsj3/b+Z7l7kFisXtXy5KzO/yW7i2XLLU/L3kwPb6bKdwHaVaGpT0aNAwBdHBwC6IcMpIWAQ0QivQqGl6rLx8u2Oc/IKPHP+WlW8KiH/jd17fJDEAAMBGzaTHua06IbeC6O3yQmqxtv2S2GwdRLjKkCSpVOJ5qfbAQkMXY7VVmkx5SmU8Q4eeNhKnjUQkI2YYbKvK+GHWQ09YHkpT7HI2qcUOAuacXWIAgJncB44Sg51Q8fIS9ql/M99nm4k6FgJkV/hmegq8KGQY83/P+lekVR8AAAAFhZ+XkCNkunvGh0B9RZp/c8xgob0hLEq42M7ZIL69s92IMtZ4wlRezjWqSDpSpp6s7NNxGs+wCUATUFqaBtCkKGK2FGVm/nWjueE77VQBEIsoA6PMFti9l3LftTQt2BlQUJiQqwCDGTRt8+Sgg43zetSjxOuN9ZceK97l8lQF1/hWxe9b9Nlfx94WLXPxrCQsArrrPHOkgQSi2l9ekKwmJ6jj7yTPjrw0MrwhzsDUnYj6tUpdUlv/uz1JI/J/R/5T/pl4UGxzet7H5IOW6Rf9TXFIcGUq0ABB7d8OTQe3H+EqIwiCD745HKFpWrLz3VPpyfd21dDzVj+SAYDLeR9mZb8uBZaE/P0l0/PNUeQAMNf2vghECdFmK7moBGurddyJnAu7YBI3cdv96EoZHeKHq64NZgHlmyFKDhqyRbegmjPPz990zlINmimgmbK0fvsk0x8AsLvoyOeVS/wo+AtoS8k+pMj9LJ9/kpoBvBWAcZk/gvaWhOh2z3YLDjUWv12RccRU6hgYXKScpe39fOgoHeX1BjkRYFMV9VMtWWYjskyojkNT/BqXNraary4t/zGYif+s7B0A2KscvtZvpkjU19JcOvuEDZRFxKAMaj7YHz5ZAcACiMBHS8mriDg9CvUTK92VYXlD+f/VnH4waIi3hb8O2aTPcicx2DlvqZ6X92N67wVBpMJlhK8rqCMNJNDHQLG7HmCXFXaZtUPOVE5piAMAjTUguXDajgFfig7tWSXWj+XWhZOXbqt/JVCoKpTp0rRTcmURAHCMvF1BTWiSGBAPYqu5/ToiopToFyE4GyyyExQ43sN7vzr45r7EKYeuKsz1SQdvntzc3D179hw7dqy8vFwQhPDw8JEjR06ZMqV3b9eTUTca39VffLvi9zLWGEVrntfGBjZLDAAQWbUiRjG9kBjcHMAu9/+3TGBY1pVkzfazH8rBGCLkt3PRSOHC4ugx3XRjRSVn2msoKGIbbCKvk6lGKsKTFCEIuuBmdtaQL+TKyqwIAD7oY1sY2uQD8NWKg+cs1dLxQGu+UrTYkIwW2UAoBQA9B6/KfzUjLSAbiDS0O1yUob7tnFWp3PqhkThtrjymr4ym1FOVscQVsAnfGXhReLX80Mc1f7Q9Vc2Zvqw9+4sh798Rt6RoYgGglDXuMxbKEHGLJi6QlLeT7doy6oXLDIAI9BlgzoLCVmQqM3GNo0smRdcnWEnr2fBDJX6XB1rzpPiTTSfz6Ih9ymFWQvyWfhcASOBihLMc0GVEHwAA5fdAGEFUgeExEGUAwAF9mLp7BvuhywIUyMJyqMiPqv/oAUJDvk3/cFG6hzHnXv5xX8I9Li0w5pkREAZQ7G4JIhr8TS1uRRWsWsmqG+kGx1T9hQP2TRADrAXLaje+HrykhvQDrvd+WfOHkOhCG2Azvfxxy/0uyxkQMCYo6PoSGjAd4lZoSE9PX7ly5dGjRxMSEvr27TtkyBCEUHZ29ieffPLcc8+NHDnyhRdemD59+hUqllduNiRHfE6BFpE7a66q4kxKQhZP+8XSfi5TeevPQ4ovJcwwlf65+BcpvNhmeLL63Ouy8Di2zB55KvvxevqNRhQAAKBIB/oca3jURaYiALSsoiGxgw/Wd3tbR0fw0NGL1rcbbD83b5M4/s2x1r1efmhHQ65TtD5MwEu6Mbf79XGZykOsAtx3oWXa9MlsemogHyoTAeB3Y4EU2JstWV7ztT1OP+7QWPK7GiIqkxgPACC2Hl7JIoKPEKDVIHiSmg22x9yVITIytZ3Cf1+f+XhR0zfiPL++n8Z0gWqe58/Ksd26jPB8ya9f151vJ4dS1rigYMsP8XeYBO6+gm1SYKRMszp6+ihVhLsrplXJAACYDJDvk8IvKYnL5f93bzUJADSnuDl/1g9JqwTUIqz1YkutZtk8/Tdy0XyBnNSLPx4m5gBAHjHsA2Z9jRAAhBFQIxB1dl2TH+mX+/K/9xaOOZWhhtR+FDBXRMgGfPvPqgv9+nSym7TDO5UZHUdqJtNac1/h9u/ibm97aqRWXF3V4hiJFuHlbHO82T7siEVyskBBBLcWoJWi3vFvEK8fac5Mlz0J7EB3ZYhUlr3eL/b3ijvPVOYk6d9wOqvVDB4+9AuX+y3tzbW9O8RcI1wLDXfddVdeXt5TTz21c+dOhnGeqrXZbN9///3LL7/82Wefbdy48UoUS61WexhTWj1yjJ9rqXu96Lfd9XnVXIs79gHK4CfDR98XMtguelMUJXlw9rxU2yvFzeUiU8gabdR5I2WWFTpFOCnv6yg0TOLW0GLjR/K1AALQ5wBcS+JOb38z0taiyHYU7sbGJikUHT8fgiAQQu40gWtZ87ulh882ViRrop6NGK0iO1gYpmm6bUtoB4ZhHBf2Ntdk3p31g8uY2da6pYU794cO+U/8DIqiPK96OwRB5DQ61CNRBUzGnfn6CWq/BUIhZS4AKgQARpkvtCohND5qXQoAh6iFHzOfAULQnMd09j+zzCv9heocInkt8+8Coukj1YCCPqU/fdj2cNsy6EJv6d/vEeTeXuSnl083HYnwoz7rn/T0CNrtqrMTHMe5DPf8WUka3Uql0mWD/7bqbPsSg50/F+/mUUsOJazhxYrfjiU91Dam5K9cRhIAAPSJpkDgOSB7GxUANnvMSogPhhz7XxNiHq/bJB3fzK23h8cLfyy1/eld60dAbAaiAahsu9BgAfVb/m8/wG4fZV5Pc02vw2ztqP8pRteQfgBwb2hSO8/Kt1bnDq/GLoSQh/EbOOsP9W4n+V3yiyG/kUE6WdOikp6zfFF2MstUM0wbNj9MdazKMq8208JUxTeELLscByLUyhAhQqGCXDZIEUsNus1wyDE3sY3KgtoyGPgUV1dmgSoHKn9xvOyBmF73htGi+HJt7fTcvNV1dSd43qJWxUdGzo2LvY8g3A47MpmsCysF04W4FhqefPLJcePGuRP0aJpetGjRvffee/DgwStULIPB0HEkAADQarWO8dfXX1zW/PXvyEVT9aO529eWnVwbO0ta6lMqlTabzd1w3Jb1ldSybOmt2ZxELjitfQttvv77iEcpsHEgA1EJyAT0BbCOBgACeJVYb0AOWkKIB8SBwADAYeru2ex7LosRFDSB47SePB+ZTEZRlNnsWgvs3vzNkmWIPfq8PGP1h1FT7adcCgdWq5Vl2Q4vas/BarXaL73PWHh3/ub2k3xZeZpj2S8GzDMYDCKI+41Fl231g+Qho5ThnlxOI5ons2mA0DHZOIPmx/G13EcZpoRG4XiALaXv2cuBtwAA56a1j+XWbZa9VE40LS6M4b+/19a0gSJBOPKk9Z6XFRmI0DwVzdWwcEh/778aApewy4P4Ft31+Lgn+iS8ZDSaXOTejIlrfk0iAIBaQ4PGG883KpULfQLPu4lMJvPz82tsbGy7XmsV+VcLfvUwHyeHAgBwtrGyuqGeaSMtqdVqiqLuDbE1llQvK6xU8qaisJ+jhBwDobQycwBC7DFXB854vu4jCjgAyKP6l3O3A/wOrhjM7ya5UN74IJBlIGgAAJANiAaQ77dRl1CvyamRr9fV5QoiK2cibhZFW+3pHGvdGGXkQv+B7TwrrdajDuWEOxna86xUKhXDMB7GT29ob+MiAIDoYvLxfG2JUhkOAP+uOv5mxWF7+Ht58HWmBSAOIO5E1K/HIkrf003drJMBQKhNqJQRVmsMQCuhoYgYpBNaTRNeIia6KAZRDcodQJYCwLaakNPmkqV+iROUUTJZv/59WxlsaGy0Alhd3ookS3VhpWC6ENfD6PjxLetMer3+66+/vnDhgiAIAwcOXLJkiZ+fHwAghByjXQ98V3/xz64kBjsZptJ5eT/u6DVfTdAAkGWtzWgoDiTlt2hiZe6/ES2WkktZfxerzy+DxO/oN6vt+8W5BGBazYgOszhvggqGmuWWGZ/RH5XZbgLmADD7AVlmGQ/ebX0LACqI3mvoD86TkwEgUEY+GCbwIvdxKbVF9kIS/3OMcNYpN7k8cuCAdz18Gu1gEbkWW1IAPzebSb4SGHjbkyW7O44H8G3dhdtqBk6gdAsLtu1rLt5d/v1WRU1rX+mh0ZR39PfZD9iKAGAOF/SWYuEXp4loiwAAI+rooGylrf+u3aoRp+R95hhdi7kOU6/cSK7VjEiIkP9y0KHUhAlaCi5Zagf4l/dn+k0KO9vQcKGq6iJFabXaIaQbjTNH7vYf8FpF0yh8syoyxuNphivNb8bCojaigOfoKJUkMfxiyP/dVEICMUEVNV7dpKV4j6Lm3ty1SqP1WPSvopADAP/P3nkGRlWlDfi9ffpMkplk0ntCSCCBBAhFmhSRDipFQcTevlXcXUVX0V3Frrt2seDaRRBBkCJIk14DpJLeezKZfuv3YybTUykCO88PmHvvOTfn9ve8Vc6bUNm6n8PuHdtEGTFkZYo4T0z8n+ixpaYTJrZjj3jY1I6jXf2tDkTDA0YAzrAxALAg2HpQ+MRRfmKCKhYAEYnCbYsKgCc0w/t9XFcb1T1eI1+PSAdH0wK3ob3AVWLI1HEPFzj3llk94YHsnJ8DCJvY0UiiAEAKzhmCAEAjkq+J1+VCSzJnv4ePI3ftPrFfgAO/qRKXJN0eIRK2DbLcWfnLSatTuDlvbjpvbvq1pej7mNk3yrzSbPi5NunBETI3N3fs2LFKpTIzM5Om6Q0bNrzwwgsHDhwYOLBLO9afRYm1vXuJwUaepeUfdfv/HT7pnfpjKyt/t61MEQVtipkfgPt26Tp1ZmlHx9kAgOFQFMoXPiM+JtgeUC4E6Eyb6jUYlyxjK+IZT5sCwuuT4PAK69ynkByODQeseog1zyYxAEAIX/Io+2BK+q5QmToAs9sUHw2n97ST1aatfPPzaNPnjl0FB9+UkvySWBwFFw2FYBpc0tRpvgns4sAvCR+3nKllfNd282ZV5Z57AgbtdRFo1rcXzlEmTZXHdtOrtPRDk6nK9juIa/n8wrFIi/NrgdDRU4yfTTEeA4CUAS/pDYXV1V+6dm9AEiqxQQAQx5+82/qQVGjz2P+cIIsCh026C/dUbbOtWc3d+NeIUQCRvTwuAHhEMzSKVBy21kfj8qWq1Evi+3lJ2Geoupju9wWlCyDcXbntlw67ieHfTceXBKSuSZ4NAHhFaY2gf2+geLf2hhAu8QbzWRFvjWIb1sUXLUwf49iJHhGvlQw3IRQAJHDrWSBxoAHAhKgkgrO88gls1vQgYXWsxSoggTivwOGE6abXG4+1cZZbVQNu1aSaTN0pe65pjDzdcyMvFlZsCifkHOembszUuWmbBIAGNBzAKXYoeON0w6HOrQgCAiWYVlpv/pj6BBU4tVCJs5p/F5xVcA0AcEvLuQKsaEZqVAglhFPoSV+6g89acvxCAwAIgrB27dqPP/44Pz8/Li5uwYIFf//73y8yl9SVpweh4eGHH77//vv/9a9/2Q7MZDLddtttjzzyyO+//35FhtcHXu21l9A3bXm3qVIcEgMA5Fta3mw69mLoWO/GVmtDR8dZx2Ikn6sW8pvQeMCLQGLPhTJCGvZd1EyqtYI/0KQxhNXJy09G/m4mjI5eWr5MS31cgyWOtW5ZZvzKdf9StirIeiRA6UzSIMWEGUEsBIkh8lWef8FKl4pEBMtoCEIFlwgEkOe0ox12nOe1Y7pvfzH8pOuDIbbQ3LKX8PyG5ZgbbUIDLXBVtD6SlHuUmvTID6Pg3Dy2dgQGvK25R8u2fjpgRYg8OS//7x77VwvlK60TXgy6/f+a/xXE6zSaKU1NznxBYnGkSjUMAD5wiSz4d+2RJyJG9v64AAABZLYycZEkvU9GsStALdtbkc7BHQGpVYweA2S+KvlWVfLXbXkOicHGV225cYc2zw9OC6oPUTLwdp65qkw8buSgA0HpABDONoWxzR77DOQ6TLgGAMrIUK25xbZSLNgd+BEEjYy46+WkVRhmi6G3+1VkSUJ/8OXr50orZ5GjRDeqxKuZ0+aGz1rPllnbuf4G8nlblKrEbgIrAkALbuVAb9UdjmPsYbd5VEw8XU0KrEYoe9Z8ox5R56sXvLHLbQ8jsfPx4ggA+GvIiJPmBu+/2MAa4dqHrwR6G8LXAxIkkFMQLKnPV+Qf//jHzz//vGbNmszMzMLCwkcfffTMmTM//PDDJR/qli1bli1b1tzs+ZRdEnpIeHn27Nlnn33WIQpJJJKnn376xIkTl2MoF4OJZzbqinrf/qu28x5rzlqafLb0rq5rVPwAirccEgMAHDXW/rv5pPKP0xpDGACE6mPGlHmWz0nndgB5EkPrCC8zHoa6Kbd5QXij8djY4m9uLf/5rFUXoBqqUY+8hBKDjYWqlLPJyzfEzM0fcO+UbufxF0M7Z7lg9Zy4dw/tFTwSQcitAreydl947vvZF74Mz33/mbr9tOCcLWlDprq2DzXE2H40UOh3YeRzyaJyIvSIODUPRA2NWxoatnrsHwM2iT0dhzffOOj98WNzMod8HRf7uG2TTJo0eNCHBBEAAJzLwAS4fkKxGb7PUeljZZHrY+b8EDP7NtUABBCf5vb1DFpy/LWg02fUNA8ARVKslkJtp60G15wl3cJTtWzrA60bQ9kWANgsG+1Y70iMkTrwrZCkVTuMtcdNdRaBZYRejfmMuWFs8TfJ+WvCct9/of7gNXbVzKbfzu5acebbH9ryj5nqTprre+7SO3aqiX1Bzuni+jBiN/Im0IPty/Tw7fCuFbH70KRay94NuIUHFBV4BASF0FRIYMdVbhLYH50vpxQqaF/C4nddHKRsDJf4iK+5tuB1YPkWuHIQLMDXIJa1wNX23MuV4uLid955Z9u2baNHjxaJROnp6b/++uvevXv37dsHAGvXrk1ISNBoNI899pjNW3n79u1paWnR0dF33XVXW5v9Lfr6669rtdqAgIDx48fX19cDwJkzZ6ZOnfr888/PnDlz4MCBx48fBwCJRNLS0tJVl4ukB6EhMTGxoaHBdU1jY2Ns7OX6xvSbrj75XVFO6zzWdJVADcPECSHOzOohbZkk58PX5pCxBm10Xg+VWYO4h/At6tg12nzutujb1eqJruulkviAgBGua75pz3u18Ui+pWWvoXJ51TYLf7lmpaGEbKwsUo33bI/vNw1Mn9XF0aQiknQKaglUwCxlwvP1f3zamuNYuablzD/rDwoCW1e/sbTs3yQVnDX0bYk4WkoHDakZF9meCADVYjR6ouKudIkOt8+KykpfO33mLivtOwvQ6shZ2uCpIlEYAJKU+PTUyXUTxxeOGX0wQGW/OssDBzsa3x0y9OqxL1wkDu/63qN1z/JE+/qE51Kxdewox2KFyJb8x76Yjgu3B6RoAVPyhvn6vc83fx7NNrzc9NGLTZ880foDANgENQCQShMy0j9rDpw0sfi7Oyu33lz6Y2TuB2G57799diO54TvJl59QB35HfGluaIG7p2pbvsX+6nyv+eRXrb2KELkaIIry5e+9MW/HoRN/6H88acR7Ie30po0NDoE7s7BzwyS5IceeT22+I3EpAArm6aD7G3T8Hcw31qADd+HOl56cRQ6LnPa+UJxani45rsQAoJ5Clg+WkIFOt1YlRi1Upbwe5oyqGCwOfjLY7RV3LcIVgqBze+S58317A+zZs2fChAlRUU77skwmW7Ro0c6dO8+ePbtq1aq9e/eeO3du+/btW7dura+vX7Ro0bfffltcXIzj+IoVKwCgoqLin//855EjR+rq6jQazdq1ax17njp16i+//LJkyZI333wTAAIDA0eMGNFNl4uhB/PEm2++uXjx4lWrVg0bNozjuH379q1YseKjjz5y6FevknyZjWzfPk56np4VkLS5zamcSBMFr6jZLQDcIIucq0x0/SSkto2LLG5uEzepLGqNIXxqAPNDmKfjewBGcVot2mGXRdrEjQLiOWO+z3LiZu0noJ3c3Ly7uPQti6VGqRyanPgshrmlOj9mdEqwVXRHibVNDZdYzXDFEPWUA9+bIEz8S+z8D5pPl9HtA0Xqh9RDBQE+bcnxaPZxyxl53bcRbb9dICPzG880Koc0qe+Ri5tea8ZDcEbOwpPJIld/8lAEgho3dvVHtaG3ZSjckiUjCE6SgYzANbNmLSFFAFkcMDCJCjhmqksRqWeHpfX1uK5aRkjCvmz1VLx1T4Y4xHUxU6x1dUNxsDFg8HIwAoABpT7ULADY7NgUb8745HRFrfHo4ZhtjpWYwEczdslbRIVOGHee5604LgeAv1dusXvGCAAIBFuF5363uwljDXWIxWKZ7DTw2ci3tFTQbumJdhnKlwZeAxcOYVnRph8dizMbmXuq6I+iugy2ubuKfqHIrKaF96Opv6aIBV/fshDG0kDYXZdC2dZnKMJAnm3U5KRiR1XM851uI7hDF1OBDQYGVGZNZs34W41BAEEt0ohT4Xvaxc3LNaN/RwtvGIVJOTBiEEnIn1V5urgtCxw0SRZzhm6KVmkGC0qBu+aTpSKs12ll+qa4Kisri4mJ8VgZGxt76NCh9evXL126NCIiAgC++OILkUj0yy+/TJgwYfDgwQCwatWqCRMmAEBISEhRUVFoaGh7eztFUTqd/XMTHR09cuRIAMjKyjp40C3mpasuF0MP7/Q5c+bo9XqPJE7Tp093/L5KUmaKkb59nMQI8WXC7E/qTh7SVwfh4lpG/1z9ftumr9tyN+surI262Sk3IKjaGKY2hgEACMD5ysU4AzXvlf0nTTEgyKjViVpORvqIYUPN1YLAIQimVt/YTWG3FJFbtvYY6lqVGABA2/dZbCQhDyfkL7n4l5RY2322fIMcCCH2t1VcBx9Nm88qlPOyAABUHItZhoAlEvAaIM6FEZIHdNspwXfIqFI5NC3lZe/17zSd+FfDIQAIJ+Svho2fKo/NkoRm9SIE9NpiijwGABAenii33lVFk7zws5Z4Lkls7sIHYK4yyVEPCWtsQOtrHgsO/5FQVDIdHi33BhKV8vYoveqZmGnnxKlgIoD6AxArMAO/s9ywuvnljgDPSh/7xemnxMkjTeenU8EoSjri+FvYTlc+BABgUIebagG/UABeQoN30SYJem0Ua0FbWzzWZLWz0IXQEGfk3z9vnzI9XGHdH4hv0vo4zNn6/ZnWMzW4RiQwYWzTuKaFobXJAMlFmtPyeF076unSKxb0JCseVX6zlLar/YKM2lHlNxdMwJOCRv0kT323/miJoSEFVz4SPd6ntjKClMdKA5VKZXt7O3vtZ1hH4zxDWvFkBPpi8IqIiNizx/O7UFdXFx4eXlNTM3y4XZeTnZ0NAD///POhQ4cyMuzlBQIDAwVBwHH8gw8++OWXXwiCQFHUJmTYttp+eGdJ6KrLxdDDt3b79l5lLf3TifFK+Ng9saSSQLB71BnLVGkHDFXzyt3moFs7SjbpimfKIgqLnmto3KakQ8aBPSK5QI5u1zhPmpIzhGHEPaqEwLz72gH+iPUMuXSFooK7Sf7j4J7A9Hxry/dt+dGkYnXoOOk18qbzCYVgE+TRe/QVve8yUe7pZR1CdFd0DhXg8xzTwjraiEHQFLuA1Y7hQJnAmA50erxk7KZk6/k/XvEpMmC4JHv4Nu+0fJFBXgAAIABJREFUdLv05f/qjFKrYfR3VPySk7w8jLgOs800s+YYQjm1pPHFQvuH+dFyKwbCihS3044LMKSDUzD8M1H2Fxmed068dSMAiADWTRyTTXmqKxgUPhtwbHYd+ZPmaQAAJgkYZx7u31TJg/EtHl0CeP1JUfJJUbKRJLJc1t8kjztmcqZNk/BuWQkEX/rOBDIgU6I9aXIaDReovMq+/HnoOGudxZpMhnhv4uWeflQVYh92ZDUt/CfPPL/OLaoiwcwBeL4xHqi0ToCzNG5NZDo9fA16gCAASGoaMjFs53+lngqYCDhAmtIdEoMNKa0cyN/MAsQb2TXb8hGdDhBg44zmeQvhes/eiGqBuhXoHWDzzSWnCWgPWeM9GTNmzDPPPNPY2BgcbE9KZrVa169f/9Zbbx0+fNjhBnD8+HGapoODg+fNm/fBBx/YmtXU1CAI8sMPP2zfvv3XX38NCwt77bXXWlvtMnc3qTO76nIx9ODTsGHDhrS0tCwX4uLiPvzwQ8fixY/gkpBIBfRJbpgsj3H8PuHLw+id5hM3FHxwh4X6VJRRilzYkrK2cljMU+mqG0YqDJj9Cg2xFL3b8PZ/ZZLkul4ZimJjlvamGYli74ZPbkr7vxNJyy6fi+IV486APiiE5wYN0OCeIoIMJR+Rp3bVZWEtvbCOBoAyibtAhtp9F0pMsnUFDIH7vj1EpMZVYhBAOG1u2KIr3uAV9HHI2GWOThsbdUVji79JKfjk7spfex9lemU4Yaxbkr9hdsn6p+r2Vbko7esZ47zyjeWMbm6dm0w1u95tKh9h5g8f1B84pN963Jj67fd4UQEAkKeOORoMysl39URxEEfXlASdM6E+JmRGDBMxnoooi6B89oLlwGH9nftaDX/8hnD2YTykHvKCdoysU/Hwu5rIlzkvN52V7b1/FEG+ipqxOGBgDKkcJgldGzV9guwShCtfPM2seVnl1oT8jwfnfBxz9O3PvExvglhMZzqdAMol6MfRPvyoPj1rtEkMnMsnY0+Qp8QQZeafKLFG6JzVgmSMyq43BQCA5a3rMji3yWGkPOfLoOSTuI80PKjBAADkiaNIh84mteGlF7DaHqqTXx/gQwXJ3wXJ3wTJvwTCR6RdDwwePHjx4sUzZ848ffo0y7JFRUXz589PSkqaOXPmrFmzvvjii/r6+vb29gceeKCysnLatGkbN268cOECwzArV65ctWoVANTV1UVHR4eGhlZWVn7//fe9CTDuR5ce6UHTsHXr1s2bN69du3b48OGCIGzYsOGRRx6JjOxDePoV4/6gjJV1PspJexNFKGYpnQZskS/TxjlzEwABRHAVEZxLxT7f9PkJbfHi2Cf4ht3bmw8DkAGWiFBr4lnJ/ePDlhSX9JxwKSRkelrqKoPhooquXovcrIi7QRZ5wFAFAKgAt9fQ41rZOgr9MJqqFXkKyC9GTwSvcHTy4L7Vhw+KksRvxPl4dWbo7V54cUZ3FSivdfz8o0o/hiVMvrJRaLVO01sza15aueW4y4zWFYmruru9Ddyjq4+Yah3FhDZ3FFezhh1xt/ncz5Xn146SOyvtMSMHDFWfteQcTVoaR6oA4I2mY3WMAQAYd6ObhwH333nmQXrOtr6JNoRsWvfWggmPCqxDTBAQ9M3QCbdVbHLttarqhAQzAEAMfzoX88w3zAV9ElgeAi6ZDBEBue3CyKz2zmfk8GG2qdU85zZAEAxBH1IPnalMfKxm135DlRGDd6dlvtYkp0xmNjqWi/FdP0+DS/4TPqkvp+pK8FDNzj36Ctth19H6p+r2heDSGUq3eat14tQVeFlSo66eRL+IJFsJzydFyQo3NdklqpcSRMlGXsoKn0eSpxSeusxKMTpijPzxxnk3YSk6Sa1YnTJgp0BwTmOHSdT0hGXeOWwSHbNGTgVOCOBSJfG/dEyjjTlwIc9jb3xgEACA1e09hliuq+Lj3YEBEtj/3u++++77779/9913FxcXR0dH33LLLStXrkQQZOTIkY8//nh2drbFYlmwYMGCBQtQFH3nnXdmzJjR1tY2YsQImwPj0qVLN27cGB0dHRMT88QTT7z88ssnTpxwdSskSXLGjBmuf9Fnl4uc7SPdOyUwDPP666+/9NJLDz30UHFx8a5du1566aWHH374cuej6H2AqS2NdEdHByNw00vXnzY39Njly6gZ0xRxjjTSuZbm8cXfdt9FxRnaMRkAzFAmrAgauuisqoGzex6kStlHm6Kkgg+7u1o9ITxsEcPolIp0pXKIQqHIba5+qfFwjrkxkpD/NXhEb3Iki0QimUzWj4jb7tNId4Na7aMOp06n6zGNNC8IVYzewNMjwhI4szONdAtnnl76Y4m1/d+5pgcq7UJBpRi9YaSsgXLO8t8Mm/hIzKiODjfTOGKxyN61y2QcAr9mJt6qcYuUub/S+p9c+x/aqcHvHBzYRtLARoJpFnRGn2ewe5+wetq8AUAiiZk4fi/L2ue7d1Zu/dWrnpaNGFK5O36hAqMQhhb/9D1WWQ4AbNIA84z5NunhufoDHza7lYg8k3xXuFdITl+TlzvweVF6eVdkFn7h4XAwR5n4SeQ0ABh54atiaxsALKylv8hxzkJeThC9kGgXshABqn/X0Qjy9ADRd2EkAAQygpQTMjq4H0/a4++XZUjGDZs5asuuNQGmEgkWZeaXV1nNAb9Uq0oAoAZNeUp80nUANzKfL6MfCbbEDq4ccT7qdJG0vhZTNjAT3jvjqa4w3XE3FxruusbMsziCeOddCAoKMplM/bjhFQqFx13XG3xeEejpotQzxkGFn3msHCUN3xQ733UNLwghue+GWPl/FFsHGrijKuyVeFEH7hQdFtfSn+eYAEBAIGKisoXswTpwW8fvMw0HlYqUrMxPVWu3ozrn+8pMGg7GbNFKb4ie9LFrF4TjxN98jjU4ZWhOG2ZafBdgGF5cKN5ozy7AK1WmO+8TKB8iuS15eXt7e19v+H6nke7qovQejuMucjouEokI4hq2KfdID5oGgiBWrlxpNptffPFFAPj2228XLVp0RQbWZwgE+zJqxtzyn4p9JQYgBWABeARe0I6Zpohz3ZQqUv8r9IZn6w50s3ObxAACbNEV725DzJI64IPAMgU4da4R/5Z85V6rj/KVgQGjQrVzHYtmnllYsbnI2goAxda2PYbKw4lLEqiAfh3uVUeJtf3B6h02oS2iSvFy5MSbRHZtcBAm3hp36yPl2x6odJq9o8z8wjrmPzFO5cFbTcfHaRIST50lThxBrBZeG26ZMEUQOV9GmAATkaBkEVdocVrmdscGtVYWBuqlADCliX2n9NSS0C/BvTplGu+ZmwEAtNTITOnfRedKTdpwPiCQEThviUGCEiqMyhCHPBsySoFRAEAcPWSTGAAALyogzp5ihgwDAO9vGO6rfN+Vp52zeLsonjXbBS8dZ88a8n0YiQmwvJomOWGjlnwn1nldBATqSfSWLGlZp2W9lUBaCaRKhA4YpxjaweUo0BIJ9n31jub49Df/cGr7yqTJ1VACAOF8/uum9EP0u0VkspoxzG47otb8HwA0isrwR45lAOxoPPJG47FHyq0Anp98tKXJVWhALJbA3duxilJeFWC98SYu5BrzS63yuhbgK/iLBwEA1p80DtNxADC6lY0x8YuH2KXbh8rpt/LtXQSARCOfZBRylJjJy0d7uiLeRLfFNHw93ngKAHQd+UePL52Y/ia1f7ejjZiWjS+Zj4QmeAxCwDDzrXdQB/diZSUohtLRcfSocTYRmU1INs9bSBTm8SIxk5XtU2Lwc73Sg9BQUlJy//33nzt37scff6yurr7nnnv27t376quvqlRXo0u/lpBui7v1ydq9P7kkegpkhDVnTTMamXYSrUtJiUgd4t3xQeWg2dsO7scNPAJjW9ll6dIzXlq+v5Rb/1JmuT9N9pvmAgAAagDJT6C/FwDJwXyXCC+v+BjDpNFR9hqAx/W1NonBwXpd4VPBPsyx1xycwC+v2prXGRNfbe1YUvzz/oTbHZEgQZj4TfUoADdfuQDazaBQw+jX7lq76EKrjBPiaZ4oLxFv/KHsjjtqwtXJNfbZG5KasbG15qWa3b9pCA5guI59Thn3e+xTIYYoihW3SOpuKpv1Ir3zH9HOwtODud8mMx95DDi6bcDwyiyA3wFACmCZMt0waJD3cQXh4lNJy1zXYC1uaR6w5iab+mW2IvGdJmfSs3GyqBC8z5EjlwO5r0KCwZ2OI64Zq74JJ78J9+2i/9QAkYwVPjhvlrDCujDi12D7RKpcgpZLnLJRQfrAQbxA5pxCjAYIi4itAys3qjwwH+eJrOaoB9s34jxhJozHI3c1AA8ACtbuBvi4ethZc1OFxEd+Nl7h9qqh9u/C884CAGY0iH5eZ7z3UUCvCuGslyRTPrTb3jMHHEEHceJhLvqAefUMLtjNRg9XOBPEoQLsPaIHgAoxumio1NU8kSUO/SJqennZe231jRSb1CqpN1A6g6FENyYysG4AfqHA+ec4XND7CMYTxGLLpGkAoFAorO7KGDY+iY1P8u7i57qnB6Fh0KBBt9xyy7p162xBHdOnT1++fPnAgQNra3vIhnX8+PFPP/30448/9lh/+vTpTz75xGAwZGdn33fffZc8zYMKE30cedOjmqyNuqJjxtpG1vR6bsv0RgYAVDSvysm1hMYxgzzlBrS5Mamu1fEETGliPYSGWQ3Mq/lmADildFmPtgBiAEGOCr4FbZpuzi94WiyKDA6+CQCOGjw96bbpS64PoeGCtc0hMTjYri91DR99Unf8BQWW3uFMBPSb2lOJ976GeV8jB4AYE/9yoWVSc+vMsvXVg9jbgiRaq5CZMXGSJjj2p+8+63CdFO3XjxhWjxwDAKUlSG5V/bVm7wRd8a8BKa0URyrXZrK/IO6RUSQrHl7plrROtHOrPC4xiQr0kOqyxFpwh9eEQJHzbcsF2z97g8WaDTFz32k+2cgaR0si/n7VZLPBEHRhQMr3bfmuK+ep7De7d3LiaU3MUxcsi4bKXD1OKiVozn67rnhhHb14iPQnr7i+cEIeKw6kR4+nR44FAPn5M1BbPaAxc0BjphU3U6w9Ku9Y1G+NMrvf3OAqe5gZiWLfRM88oapsKVkf1O70IeWCtXy4mwcVWuP0uUM7dGiHjlddS7o6BUY9qB7iYclaGewjJXm6KhLAaRqop5yZAsS8jwjGaDP/7nnT6FFOi9ibhyqle95PpvWkcY5tzcmIPaVB50lKY545X/rZ+y5GCoS91nQ2fv4sevhmb9iwYdo056QtMTFx375977zzTve9GhsbP/zwQ2+BwGQyvfHGG6tWrYqJiVm9evXWrVtnz+4hb3xXtLGWAmuLBpcMBR8+22kidZpIXccYdhkqbmh2C+vCyksdQgNaU0VeKAQCr48Ic43zuzkq63O8uJl1akonN9ttcvEmroV0kRsEKQBkWrsrEW4u2CnZUY3V194jJdsjsLdiKb7z4c8ztzAC12NW/HrasLJ2z3lLczyl+qtmeF/jS68ArZwPB88WlxNo4OntHWUlQyRrzppHtrENFPpSguhgYJe3X7kEXTRE8uwFtJQ3AQJfh5MAMJ6vmmwagHR4TokyijL/0BYaSZ0FtwsTmYbqTEN1vaLigHSza8vg4GnakFmadjXk7vfYCV5b/WbkxJml6x1rtIT02ZBRHs3o4aPQ2mq8rAQAmJQ0VwF0rCxyrOxq9BFerR1nEbif2+3z+Mc0w5YF2tUqCozU8VYAkLPC8mp6TAs7o4lBBFhdYF6W4Qxj8QimWFJNewgN8ZTqzbCJ4upqatc2rLmRDwikNVKH1sIhMYAA4e3xHMpGtSVrO6LFYUNdpb8sZRR623Jh729IUT4AMEkp1olTBXf3KT5IjTU7lT2CV3Ti1c9zIaPDCfl3bXnNnHmoPGxFwNCB7qlZAODTlpzdlpqXEkTPFNufrH8lOnMh/KQlHy63ensxZOo4VADb6+VvpZYR9RYAo6vuKLN6gjhrmq0oq2nxXaJfN2E1FQjLceGR1om+1aV+/HjQg9DgKjHYQFH0scce66YLwzBvvPHG4sWL161b57Hp5MmTiYmJSUlJADBr1qzvv//eITR0dHS89957tt/Z2dmjRnm+rF15q/bIM53lpsY1xXw34JYAmVsAfTtrWVm5+4vGHAAYg7GDXTZxCjknws+bm5ATf6Tt2KNkhcMB+ASpbHma+IPzZgCAocNGpI0uOMxsbCs6gZs3aQmJoB/AFgEkAsDbeaZbhirrRDwAgGkuAJpoafp748cNXfjfyK0BaTkqgFoAUBnpFwuBReDfLgZjVkQEdJOHgOc5i3FawY9nDPUAcMJUd8xcdzhtubIXdSlRFEVRtK8uq105xlIU1U2t+uGiaCjzXDkqMEbWeV1OdlQAwAUJNiFbRvFg7Z1G+ddgMrudM2BwXo4BgIggpWqNdzNFGz5Vd7ueahWxLmdSqSqNOeTaLDHp8fS01QAAFaUAnkIDJZdPCk7KUzz0SeOpUktbujTk/pDMQJ85tpfdj1stgGIC0ee8DTiO4zjO+5opdkNXfmQyWa/+vgzgh4DbWoEu1TfFUwGuN88QWWhVmx4AhrVzNl2ajTSDW2Zozj1m0jXGT0NICjMeFqM4HD2I7NoODA0AaFsr2eYrIhwBhBKN0C2UNnMQEyfMvc3zEGQy/M57eZblBQFHfMU13Txb6NAhdTUgVwgz5kqVTgEaQRCKovrho43jeC/PZG/oza6ekI95InoMjuMYhlmtnsVo/tuYYwsE+1eiaKOW1Fj5Sgla4mIGeiZZ3Eogk5vZaDMfZnHeS9VSNIxtlAlmEU/nBmK/hoTc3ODpvJwWch9nG6FMBssfAEEQGAYlye5taf07RSiKAoBYLO5HDsBLe1H6RDdpD65A96sf30LDTTfd9Pbbb6ekpABAbW3tmjVrnn/+edumEydOZGdnd+MN++mnn44bNy4xMdF7U3Nzc0iIXZ0bEhLi6mbMMEx+vl2DGh8f343ZYmdbyTMuBSr3tZc/WLxl/QBneFs9bZic+2WB2b7zN+JFX55x1libIi89duIt+8Jk5csF5l1qHAA+j6S+iKAIAc4kZ8d98bGsvW0JwBKA10v5rfGf6pU41CYCQKaOK9rXekYmOyAbXE82DTTlLmg+bRYFdiU0RLZ5nodl1VaH0BAlUoaKu5wqCbnnhC0/nQbDmdFOlWOZpf0PY/XsoAFd9XKAIAiCIH01AHX1eNtEkK56qXHZW3FTV5TucKy5URW3MHgQ2vn8tLioInopMUSb+a/OGONMHAD8EkwsHCp9OGw4TpL8+EnC3l0ejTEeU5k1AABKJRIRBRiOTJwyiJhjPLa8vT2HojSD0l5IiLc7l0BkDBcQCC5fNSQgEIuNBxxPlKlfk03pblgMzf/0A3v2NBIQiN00E0lL79XBdIKiKIIg3ZxJn3R1UXp/cREE0WIyjcrz9b0geJAtmXq+3G1IHua5H7XkSwXOKxhr5lcXmt+LFtWKkNvUaXJKzG9aLxxzE9EAwEjqpLSbVoyXi+NvX4upNCAIXaUDQlEUIQi0q8+MWgOPPAFmE4jE3ntAUbQfFs9+PCbd0Ptd2W4G7/brWvIA7KGo5+UoyFExB5jglNWsKKxOEK1OAK1VyN2nk3YKeDXq7bMMxAcBcwHgjAh+HQpv5pldHSAAAA1SIx5/sReu/v07RbbPJ47j/RAa+ncpLx4Mw/4sYeVawfdV2bFjhyNJdW1t7QsvvOAQGgCA47osMbd//369Xn/zzTdXVvrIRQ/uUpjrnRQUFPTVV86a0d2ELf1U75l4blNzQWNrC4liAMALwvyy9Q6JAQDWhRJlYvnsBtqEIV+Gk9Uk7fAnAoCVA8SRZruoziNgRUA4dEBod8ZfkBZrfOuAwuBTW1LWxrWl4hwZIR41rNIwrMP5ihSbgtXGsGZpLQCEaueFhs4rLFxlNJWQpDpUNgEa3LySg63OozYw1o3VZ33mnEFoWvbtWgDgVJ4zpw6joR3znVnZlUsbcmk2m7sPuVwiSU6Mk2/SXTBw9OSQ5PnyxA6XPOeE1cc9M7qVbSORPJnvqeE/ii02iUEAmNnIfGiKyEbU7e3tkJlNGY3k8cPeXThNMNbUyOvOIQBcZTmy9L7s4bs4zohhUgBob3eeNHTabPGvm9D2VgDglSrL1BmclQarV44IL8iDe6mzpwFAaGsVvvuv4eEnBEkfHB77HXIpFvvQebgeUffYgt86Ojo8Ht5JeFiaSH3e0lxHoUszpK/mm0Ot/O9qfOUAN1VWpRj9SUum6dkkIw8AqXouVc/NqWeW35T8AEacOfWiquhoOBKPuhdpK9KckVmVYR2xhCDCghPZAalMWroABHQ7bLFYzHEcTfd0LbwuVlBQkNls/tNDLnt/UaRSKUVRHu3xvHMvHS0grPTeIHx1gijeyP87z5Sp41oJ5Cct8WSKxNj5uIRa+WcvWKUu13Nw7ajl8W5345txIjevyVE30CRl7PUIHfTvFNnuOr1efw2FXPrpkUssyh06dOjMmTN33HEHx3Fms/n2229///33HaEWarX63Dl7mZmmpqb+XWAj7+NtQgNHAgYAmzuKj3kl5zmuwo6rxJgALxaal9bQQbSwNZh4JE1cR6EAYMGcckw0qQgzut3fAkCwKaoQTplJQ27IUaVySNrNLxlLSrjGetEmu/3bROoNZLuK1o4etoMLCQOAYM1UljXguIw4e1oo+cV1QtSuCVJheDtnAYBWzrKidvfppLu8j8j2PQOAwR3cAANfILO/jiNJxWhJuHf7q4FsSVi2JAwA1Gq10Wh0FTEcVttYM//9KWOlCI0z86l6bk8QPnuYjAbwrhkZY7ILc7YtowuqweZciKJIF+ILwgvQOYNF29uw2io2NsEmMXjAh0calz9ItDZTJGmSKYRe67SxBrf8oWhzExd1VURJ9IMWzvzP+oPVjAEF4AHWhRLrQokFdfS0BvaNfMsvIcSGEMJW/WjDSeP0RsaRhsn2f5yJ/7ylsf7UGyZSXxDdFGjSTiiehwr2M2ki9VWqYituOhN+ICryroEpy/6047x2wM/niLdtsrnJpOm5Ye1sqFWIMvMAEMgI91TRIgFWpspiOPIvuS0zGxnKXRQXMzId4qa5rBUh+jHjSBRDjEYuMloxYhTrZQ3x46dPXGKh4amnnrL9qKioeOmll9asWWNbLCwsjIyMzMzM/Pjjj2tqasLCwrZv3z569Oh+/IlsSbiHK/hQWagjv+wP7fm+OgEALKumHy+zPzDTGxnpGeGmETIAaCKRF8uFbUkhYZLAJzTDsZqjrr0QAE1HWAo7o0VLy+TJsTGPIggmhIQyqkDu7oetR39sbttfpDwsVQ5IG/wup3AmZ8VxGQAwqYOJ3Bys2ql30U65BW3+2bFYTesNPC3ziovjlXafcIqHjScM/0hXnQ5RJFABT4eM9G1ov7oJwaWjpREHjdWhFiG9g3PEUExoYTu2t59QYvlybKcaX68lHTX6CmXYDa1OAS6+sb265FdcmyiVJgLne+JiCRRJXGI4eLJLJwwAAAzjtWGCSCQYjd01c4cL0eIlzshA3pePxbXCovLNp80NpADzGpgwM39ChU9qZp7u9LxbUEtnxFHvp2k+kA2d1rgZwCnYOQS8uH0tcTAdAOoU5Yejf61Rlka2JQICXIhWPy5D1pxPWNuDNVPi4/52pY/t2oTKcUuBNaLdUz93RzV9R3UrkBTQvuXmLB2/XePU9wwRh0DaONs0C2EYwaAHostqmX789IYrZDR68sknV69ePXDgwBUrVrz88ssMwwwePNgj4WUvWaRK2a4v3d5RaluMIBUfxk8HDojTx4nzOc/RzVQssTXYh5XurNxtNjm+lVWwQgeOiDmBjYz+OWkOqmsXrd+A1XoGRmIClpYbK1QpLZOnc2QgAIDRQJzPAQwnJy0PJR7QCrx3xaPOzphpwVK84DxWV0tpNPr4ZEEqG2kO39qZRyhdHOwtMQCAQFGWGXNFWzYCQJw4YE38bD7sEhQo+xN5JmTkzaU/npNjlWI0yuzmCZil47J03JJqengM97cUMQCQvLCg1lOlVH56VZ2iPDrqnkGJdxHnzjjW2ya+dUPkJ6wvTKDmy6xKAGCSUi7HGWNGjEbbWon886AKsIyb1CfbxFVFLWM4bW5QsMLuI4ZBet8Gx7+WWhdNuyX8go/0CQ7yZFilGBmsj01uzDQTBkCAGTjIMm12sEIRhi/tva7eDwCAsXclS+gutQVv5ZkKxweXCRYAiCTkb4Xbq+mSxw5R+3axAGhsAjL7VuG6Tlno57JyuYSG6Ohoh5oBAH7+2T63Hjp06NChQy9mz7Y6NL8bKs6YGzW4ZFFYRiAhNp04Ktq1DQCGA2xopQeMU7jmnAEAEOC4CuPdK3SxKACAGUOeh8pJ5pYhm35yzZnqAdKhE+3cYrr3UUHXTnz+IaJrBwD+xBHTHXf34EmEouzAwezAwZRCIXR0AMAbYRMpBDtuqhuIyl9SDu+qH5MyiE1KETGMNCycvxTVyf5chklCX9COWVX/x4Khkg/PmTNcEjY49N6Pllt/0xA71biGFuSsp/NUu7gZACoqPw0dMU8zdSZ5/DBiMXPBWiQjkxqY8sdWNRDwW9J3akMYg1ljRr+tuQxuzAJOWGbMIxcvQxCEuRTF6f8sbGmdHi23diUx2AjUG8GXMYiXyhGT/u5Bkm8780GtLh60YMgkgzpbkMrQ5kaksgyiY+HqSIt5rcCFR7omeO4HMaTyYPKdx6xNnCAMk4Ta6oMjunZqX6fvcFkxceoYPaI/Wl4/fqAboWHlypVBQUEAYCumecstt9jWX5LamhfPRFn0RFk0ACgIMQDgFW4Bf4M7eE+hwYv1WsI16+rBmpysriUGG4i+A21p4pvqkc4HG2luxMuKmaS+ldxV4+I12omSdV+jtXkAeUxauuWmWT6dyQUMF6SyayvnXTfcH5Qh7MeQAAAgAElEQVTBgvARfuq5JNh8wmVS5XLo35w2Pj5Q/HU4eV6Opeo5hw29UVZtJgwIIJFtidJ9hxBtlmnxMkEsAQCKomjcvjcWZeoVFQCgtfRQlPJ/nGBCCgBp3hKD4O5fwrIQ4emoa555C1ZXvbn65LfhpKP90wlhM8KyFYSMOH3cJsFzAPjs29ikniN9/NjgImOJvHOOxdzwQI62Dm7qwXwmiESIxQIAfECQZcZcAqdG4246NtTg9CgUAFCvTCd+/PQe31+j2bNnK5VKlmVZllUoFLNnz2Y7sS1e4VH2iEeOF9a7FC8CyQbOcbSHA7CHBkkAwJEqcMCFit78IU6udM0u2O+ZLHH2NNpZT5Y4n4PV+A42uZ74pi1vaNEX/6o/GKgzTGphqkW+7z05K7wvyaxKvl+VkOpqQ1daAkGAUWXTR1RODSzUUft2S7/8BO2McxGLQyUSt5IiKtWwy3gw1zgIx8pPHFubywz2Fhrc72nR1o2g8yzmglhMbFLKSRXu0f6cpQkAqCPOXGfkke5KuvjxAKurcl1MrWlNowm+JxOYTWJgB6SaFt/FacO8G/CaEF5hj31FANi4BO82fvz0Et+aBoc14VqBHpKFFeXbjAubtMQOjae9QMLBppNOgX1kG5eq5w4H4I5XXnKTW3gPhzJWzCxh5AJGIJ1ud/SIMU2mQ3XkmVgpjhtZAOCD1Gys77K83YMY3IyXqMHQnY742ufzlrNP1u21/W4j0M8iSYKH+yutndKdW9g+deSAXK1WiDwSXyIhhsiwjljncoeOOrjPPN2eIndI+pozOfcbTSUAMDDlNbls4GU8nmscauvPRGGerfScEUOknP0ybNfgOzTEywUWEW9fg+jawUthjjY1AIKGhsYBdKpzBAAEIkkFAIBL6iqk6/BsPx5Qu7cTZ097rER17bxSxUtkqKnzjYHj4CuCES/IFes7TIuWeessBZI0z19EHj1IsgyXlu6vGeHnYujZp6Gtre3AgQPFxcUrVqzIzc1NSkq6Cut+CpTIdMfdWFODgOFrTUe5TjdJB/8sMjtC+GxMaGEPBzgPX6SSQ4Pz5fh74vrUupESRmGZMgMoEm1v40LD8s3flJ58GwAKoiWJ1onRcQ9yAzOEfnkjs/EJ5LGD9sErlGxkdPftr20Y6+HCgykoly/DAKCRRBpJ7PGB4moxYksZJOAkwroZzomjhzh3N0aSpTKrJ3jsGGluAAD09HH66EEtx00c/oFheASBB6DoVXeLXj0gVgtRmOdYlPDCgUC8WoweCMBOKvG1Z00OicFOVCwfEIS2OeNSyDMnAeBOHPl0XGARyQEAIDBLkZBCBQEAk5ZOdiZ6YtIvyoHpfwWel371KdJY73Mjqmu3zL4Vzz+HNjbwgWo2PZPatwtp9ZHJBqupwstLfU5jeHWwZfpcSWAgZ7VCX8KF/PjxoAehoaioaOzYsTiO19TUrFix4umnny4oKNi+fXtsbGz3Hf8EUNRWJ3dqa+zv+gpacJvi0F66cB3hlMcf02TJgmP5Cx+hPAYARkrPokygZJBx0XKHWo/nmdJdb9t+WwjTWWILFXGHmuxn/BIXEW2eu4A4nyPgODNspCC9bnOQYfW15M8/fK/XmzEImOJWsfCbMMomNHBRMWhTA6p3Zo9BDXqkxk1VK6jU+IiZsGOr+8pArL4W3/qzAIACiHZs4YPv4bxqKflxwz2JNSLADa2sgMCsepB66QW4yGgsPsm0YAl1+ABWUeZIHwIASlb4Y1/rp8NiS+Mih0pC5iuTbeutY2/kQiNEujYsJo7WhFzmg7keEP/0HdqFxGCDPLiXHZDGJg3EqiuR9lb27gex779Eq3xYVLH6mv7pPv346SU9eNg9/vjjEyZMqKiosGV0//TTT2NjY1esWHFFxtYfSqztj9fuDjUx6R0c4fJuXBfq9nVvIpH9AXggI4xoY78XBj4TMoo6ddwmMQCA1Cq/qeAOXB7ukBgAgOPcxHMEwEp71nXsE2xCsnnObZYZ87jrur4ctXMrrtcDgAlDJrSwe44Y8vZ1fHDeHMAI9RRiu0R0VraAu33p+eAQwV3LitAWyikx2KfC9IjRHm9btCdvVj+CWMKrgz1WIoIPiUEQic23LQEUFeQKy5TpIPEskqJghRWHS18JHn2raoAjZTggCJs0ACZMRhKTL8sBXF8gFout/lk3oM1N5B97RFt+Is6coPbsxNZ/22W6BX+4ip/LTA+ahv379+/atctRA0aj0axcuXLOnDmXf2B9AzHosfpaBKCiKX9rvvHGFgYALkiwecMkFyQYycPzRWYrClSnGKGhheMH9QICiADMIJNlEGDVbmI7IqB4ZRliNgud6XsJQqVSZrbrnNlXgq2J5MG9vDKATUmDvpfJuf7hedFvWx1RrEG0sO2Y3S4bZ7IGMMJ/I0gUBPPcRVx0LDs4A9u3296RpCxTZ+FFedje32wrTiqxj6JAR0inNDF3VdOYgABJGucv5r3cvvjrWgK7JCBWC+pSKNKBQFGIR7pAknS9sZEuogERo0FQqnxu8tMjiLk7Y4EjlsU1qAXtWshgvUJd/Pi5tPQgNCiVSovFreoxy7JXXT2P3LOy77+0/XSN60g0ca/nmedkyWgUBnAiinf1PRQAEMQ2X7XNkLwld6sVLyliXCoSpad/kpf3d13HSbEoPF30cOD6X2zrmdILllm3XNpjug4gck56O3Y5mFtPD9exTNJANiEJAOhhowSSElWUMiRFDx/NK5V0VjagKJ537pSEuyHZ/jHbHEIUyrDX881A03hDHR0RxWnD2GmziKMHeZ63Dhvp03vcjyv4ed8XhQsOxavKXdfQyW6xxLxUivnKPmQLfPXTP3hlAB8QiPosCuoiKPQYqCUAcEkDOL/Q4Ocy04PQcPPNN69atWrjxo22xXPnzj322GMzZ868/APrA8Kvm7ralGaw6xY+1XAvuj2VzmeQScsAACY1nWrY6floMm5JCcWiyKzM74OCgvR6PfLjN471RGGelaaF/vo3XK/gdT1kSghOGGwdP9m+gCBMRpZ47ESLoy4OgtCZI+jMEWtKtoDZ6dn6bgy1utBM8OB4z/KZI8jxk1pbW/tacvp/DbShDj+fQ5w54XMrk5aOcgxSW+N4CMiiAnboCCjMFZWV8KoALiEZa2zw6MUmJPvv/L6CmM3EySNIWysXrEXS0s3zFlJ7dmJ1tQKKAoq6Ovd0jyCVAc8jZpMgl9MZw5hhIy/rsP34gR6Fhtdee23OnDnBwcEcxwUEBLS3t8+dO/f111+/MoPrFQwNLrlKPDLT5HZWUMyXoV4bAQA4VQAXHgkAvDrYW5hHeK98Dw48NBN+84QXvK/CjA4Esdhy06ze7Kcd8TS2m1BEyQu8f4LbF/hzZ0Rff95dC5JiE5JJlzTqiK5d/NN30NRo8zfh1MFMYgpxwVnehQsOsUyZfpkGfL2CMLTk27VoazMA8AW5kpyTxiX3mOcvdmyV/fsVZ2sfLy0nbGS0ZeZ8hGU8XIL8+Ll89CA0qFSqPXv2HD16ND8/X6lUpqWlJSVdZTG+BAmhYVBXa1tyfb6KpaitkAEAJBl5nw8f2ml8wfPPeW/FiwvoTN9pnulhI/HKMqRDBwDWsTf2vkzi/w64VxUP1xegLR8XVleDlxShTQ2CRMpkZIHCnqQLYRhq3y68pIgnqQkjYn9x2cmwdk7JCgDAJvctEef/OOz2Ld03EOQKctM6j5Vok9P7AWtupG+YwAwdhlWWISzLa8OYpJTrJl3pFQMrKkBdAiZRXTuZe5bOyrYtCgRpHT+Z6vTmEZQqpMPpSsIHqdEWZ18m+wYA8EsMfq4kvoWGcePG/fjjj8HBwdnZ2UeOHMnOzs7Ozr6SwxJ3O0l1BcMwuG0J8/1/kYZ6AMThV/9qvGh1gsiKAgDEmvnHS108M0gS6E67Q3iUxGQQVIGYu+uGDdRk9BgJgiAAQJIkGhnFP/AY1FaBKgALVPdmuBiG9f64HNiyYvSjI4Zh6KV7oRMEgeN9qFSCMzR0prx04Cq1oe3t8k/ehXZntkHi7Gn0r/8QS6QAgO7ZiZ4+DgAYwANbG0tnZrzHlgPA8HZubY4JALjpc6jO5Ba2gYlEIkHoWjPkCxRFcRzv37mFfl0UgiAQBOlrphOuixRJfXhMUFTw5fzYiSBkZJEhPYdHkhwnJKdAcgoAoN3OOXAcR1G0f6cIwzCs71J4P06sjf49mF3R465Qs8ljDWE2Ya69xk7kEpORqgqgacAwOJ+D1NUAAK9UCfMXcQSJFeUBirEpaaTCIwFaDyAI0u8bvt+PCUVRfb0uCIJc2ovi5xLi+6kvLS297777MjIyjh49+vzzz3s38LnyEsL6SnnmE4ZjKxQkunRZCIchjXVkpwL2yRJLmp47HBuiJcRLjhQrO6sf8UFBQlQcWlmGmIyCTIGUFGLvFwpKFa8N835LCQFBHiOxCQ0cx7EsCzgOUbG24fZmqIIg9P64HNg+/P3oaKPfHT3geb6rT5dPvLWqQlgE4ipG0FbvYn1CcRE7cBAAUBcKHCtRgFeaFc+NedRanBuAtQk3SK0JyYJS5TjttovCsmw/hAYURftxinieRxCkHx1xHOc4rk9nEgC6Oq4+DADHCW2YUF/r3KdMYb3rfrSxHm1p5tXBfFwCAKDqYM/ACrEEXD5ybGS00Ls/ahOP+nGKMAyzP199RBAEnuf71/FSPSbQi4uChoR6+IBw2jDOo5cmBC8uwvfstC19EE39GEo0BklX4bpZykQYNQ4AWIbp5ZvHwZ9yivpxw9vkv0t4UfxcQnwLDV9//fU777xz5MgRALD9e4VhfBXW8+aCte2ewu15piYAmKtMej9isjI8EutMCjS9kZne6DbZFTAcbWmBlhYA4KfMQHduKZRiBXI0yaBPrqv13r9l2EjOfSQOoaGXI3SF5/l+9LJJ6/3oaKPfHT3o6yFzBAlxCXhpsWMNnTiA8tI9eCDIZLa/QpCkqwzHEQQCiCghzezImu8yGIdc1VdHSAzDcBzvxymyfcX70dH2KrxUb8M+DUA8ax6z5j3HouWmmaxIDFGxdsGXYQCAmzFP/OM3qNGeUl0nE1dNnpR28ixUlvNBauv4KaxE6rPopStYZRlWWyOEhAiDh/bjFNnkqv7dt1fyweyKnncVGY2kDyVyTtnbJw+0JCR7n1Xq6EHH71vq6CdSxAJvXFq2uSDl3jBUBQCsQY8X5iMsy8Yn8l2EvCJ6PV5aBAjCJiTbyrj372Av5hT144ZHEISiqEt4UfxcQro0T4wbNw4Axo8fv3379is7pD7wl5pdNokBADbqijLEwSvUGsw9k6ADQa5AXHMOHtr3QqLo5QSRbXFFqfXZSYuofb/ZTIaCUmUdP9nmI+mnf5hvniPatwsvLRYIkkkfSg8bieedxZq6VJIzKYPIpBTQ6wGAzhop3mYPihGUKtfAVw8QjsOOH2FbmgiZjM7I6l9W7/8F0Pgk84OPo0UFAAIbn+TzM8Nrgo0PPV57+uC+ogPNJPpJFFFn2f/uzGkLJUt7+Veovb+Rxw/b93bsMNxyu99H2BvLlBlMeqaoQ0eEhullCh8tBAEEpwSMAqAAttn6aVNDmEQFRoOks2AbtXubadEy72BLtLZG+s1n9v0d2m+evwgCAy/L8fj5X6JLo+RHH32UkZHx4osv/vHHH95bx4wZczlH1SsYgTtuckv/d8xUhzZ0mY0VcQ9kKgDjywnOx/WtOGpGuGrQ8oeQDh0iCLxC6bNWtZ8+IJZ4xEdYZ8wTbfkJ9SU3CGKJZfocsvOcs2npJlUAXlwIIjE9KKPLNNuCIPrpe6y8hAMgAbCCPNPiu/xfqa4QlCp6aHfFP/HzOaL9u5ONhqJg4ukBlAFDAODR0m3zU+MIpOezipiMDokBAITKcqK4kEn2Vw7zARcSCnEJKEVBq68MDQjCDkgjTh+3LW3Uklzn20iJUQCAnT6BuvgDkYcPmG+93WMfogO7Hb8RfQd5YA/4fYf9XDRdCg0PPvjgk08++cYbb/jcejVYmwgECyVkdYwz24yWkDk0q954JLzLS4gEcKsrn2duHiTSCApl3wzjfnoNpw42LnsAMRnX6guRYwfuKdKJOmdTzKAMDymNi4jqMVMN2tKMlzuz42H1tVh1JRd99RVGuRZA9B0O7c7MRuZvJdZVSXY9XBWjjyNVAIAX5eMVZYJUSg8ZLnj5qXknGEC8ymr76SWWiVM5bWh1ZcHraPU34Xb92SCRJl0UDABgcs9qb/KRdMtVqgCArvJH+fHTJ7oUGsrKypRK5SuvvNJVg6uBFZphf6vd41i8PyiDDW8mCnJ9NkYsVnrkDeSRAwDARcYkjJwC5W4BZolUwMUPCS8rJs6cBJZlB6Qyael+dYU331sr/9b0B8Qib4QpHy63DqDxMWnj8bQh/dgVYvWMeUEtZn8x5v6BtjS5Lg7ucJ7ICFwOAOTRP6j9v9tcXPG886YldwuUyLULH6j22CcXGgF++geKMmkZIWkZYzuK85pPt7DmEZLQZ7SjSBQDACEuATpLiQIAF+OjSBWnCcFdcthwIdorMGo/1z2+hYYTJ04AQHOzj+qrNrKysi7XiPrCssBBGQER29qKKQ4WqVJCCZn1xptQoxGrKgcANiEJLy5ytkaAC4/UP/EPhOMEgkiVSO4zDFnTbE+puyQgdajkYh8qrKxEvP5b22+8vAShrXTmiIvc5/XHRl3RmDZ2VgNTT6JvxFM6HPkuOnBSv6QrPljLK5RoR7sjVsOfe7/f8O4VKU+q7PaI12Mm2z5UtorYthONtrXgZSXMgFTXLgJBmGffJvp9u80UiIyfxF3fNd+vCLMUCbMUCR4r+YRk68Sp5IkjwDBs0gB69HjvjtYJU9CWJpu+gQ8Iso690Z8Nzc/F41toGDasO8MndB0DduUZq4weq4zu6Mw9LEikpoVLEbMZCBw4XvbOq66NBUEAFBU6sxe8GjFhniKx0NqaSAUMk1yCQkdE3lnXRfzcab/Q4E1GbdtLR+za1AV19JiRcrPgae3Cy0rQliZOG9a9hUIgCPPMW8S7t6H1tXyQ2jJx6nVcZPxyI0hl5tm3Unt/Q2irLjoGGRb5F4SfLI+ZFJKs1+sBADwC53zZKNmkAcbYOLSlWRwahilV0O67xpWfi8eWZL2bBnxAoOmuB9GaKkAQLjzS7+vj55LgW2i41mNd7NZWHKzDR1GdSjwBw9C2Zo6Pd81hlynRZl60gsGJ+1sV8ZdC8MUdNc6KHukdXEYHN0LiVmVKtH0zce6M7bd11Dh69Lhu9saHhbP3PCyXyVrb2vy1Jy4SNimFTUoBAAzg/wCgM8bYvjV5IHHqmO23oFCyMXE+dyIQJKcNA7/0dhUg4LjfxcfPpcV3xsC2tja8W2zNmpqafHa/SqAFbnJk24oUiQEDAEA4TrTnN8rFEHjJ4dy1taz7oh8bcWI3y/dz4WODcafeFO3QOSQGAKAO7UO4Xnjd+n1HLj/W8ZPpMeO58EgmeaB53kJBJv+zR+THj58rjW+hYerUqffee+/58+e76nb+/Pl777136tSpl21gl4CvW3OPmerWhREyl/k/Vpjn1kgQiPM54k3rRDu2uCaE7x9MUopl2mwuNJzThNBjJlizb7jIHV6XcC46VTouPjtmqOtWxN0tHADA6pk40s+fgoBh1pFjTYvvssy6hdP0nHPajx8/1x++zROHDx9+6623Jk2aFBMTk5qampiYmJSUJAjChQsXLly4kJubW15e/pe//OW9997z2f0qIc/aAgAGj0N0jxMjTx6lOnO14uUlxtuXX+T8iUlL7yYTkR8A4ELDjff/BSsrFiRSNj7JQ0nAa4J5VYAjWozThtky2fnx48ePnz8d30IDRVErV65csWLF1q1bd+7c+eOPP9bX1wOAVqvNysr629/+NmPGDIqiruxQ+0wkIQcAC4o8nSxeXWgGALNUIri7GeO5TtdFpEOHl1xg0oeCn8sMr1Dy6Zk+NwkYbpm7gNqzE21p4rThlglTrvDY/Pjx48dPV3RXt5CiqHnz5s2bN++KjebSsiQg9au28xV0x1tx1OYQYjKvfHbwrYSHf5ZHHUh/nd+rAE4dbLr1jj97FH78+PHjx5Meih17uzWgKBocHBwYGOiz7LIgCD/88MO2bdtYlk1NTX300Uflcjdt/4oVK4qL7UWMpk+ffv/991/E4HsgEBfvjFuwtu1cOa0bFKpZGphGIJ7Hy6QPxTpL//FKFZuQfPnG48ePHz9+/FzT9CA0ZGdnG41ujmm2ooskSS5duvSVV15RqdzK3pw/f37Hjh1vvvmmTCZ7++23161bd/fdd7s2qK+v//rrr0UikWNXl5VAXPyEZng3DZjBQwWpDC8uEiQSOmOYd2ZcP378+PHjx4+NHrTx33zzTUhIyOeff15UVFRcXPzVV18lJSUdO3bsyJEjubm5f/3rXz3aq1SqFStWqNVqgiBCQ0M9tBEGgwHDMIVCQZIkSZJXQGjoDWx8kmXqDOsNEwW5P4TMjx8/fvz46RqhWwYPHrxhwwbXNZs3bx49erQgCHl5eeHh4T577fp/9s47MIpqa+Bn2s72Te+9EEIooQWQGlCkCsJDQHio4FNElOJTsPJZQB/YRRAFFARsINIMTaQmEHoghPS26X377uzMfH9s2Gw2u8nugiQk8/tr9865M3fmljlz77nnHD8+derUhQsXajQay/Ts7Ow5c+a89NJLM2fOfPvtt8vKysyHysrK+t/hyy+/bL1UHP8cDMPYTKco6j6XhMOMTqdr7yJwcHQJLl686OnpeebMmUGDBnl4eIwaNSo9Pd10qKKiYvbs2T4+Pn5+fk8++WRFRUXr8p0VhG3VIbRMJjty5MjgwYPNKRcvXnz44YcbGhrKysoiIyM1Go3NjLW1tbt27TIajUuXLjUnFhYWnj179rHHHkNRdM+ePTdv3ly7dq3pkEajOXz4sOl3t27dwsLCHFR6+Hw+giBardZBeTM8Hs9oNDrrQxBBEJFIpNPpXIjzyefzdTrrAEttQhAESZIqlY0odq2DYRiKoi449xSLbfjyU6vVrTcVqzPo9XoXLu3aI8JxnM/nO1VCEyiKEgShd94PxH1udTRNy2SylumOtwoMwwQCgUajcaHBkyTpQqWQJIlhmL3xoRUIgmBZ1oX+JRaLDQaDwWBoW7Q5rrU6m90EnKkUHo9HEITV+q8jmNzrufCIRCIRRVH37RHd/1Znr1Ic59KlS0OHDu3fv/+uXbt8fHzee++9zZs35+XlicXiQYMGoSj60UcfIQiyYsUKmqZTU1OvXLliU14qld5lSTosbdg0DBs2bPXq1bt27TLZM6rV6jVr1gwaNIhl2Z07d8bFWXs8PH78OI7jo0aN8vDwmDBhglWQTD8/vxkzZvB4PACYPHny/v37WZY1+akVCoWW2zRaiZVlhelsLjQvFEUNBoOzHc+kNFAU5cKbhsfjuVBOAHCt/xAEgeP4vep4RqPRcSVALBYbjUadTic3KN8qP31eXepLCFf4DJ4gtRGLzxLXHhFJknw+X6/XOzs2YRiGIIgLV+TxeK5ldK3V2cPxAhAEIRAI9Ho9TTsXBBRBENdaEY7jrj0iBEFomnbhxWbqmK7V5j18Pzl+KgzDXHu2pu3uLgxBQqGQpun79ohMrc61YfYejl3OYjAY3nnnHdOH6+rVq3/99dft27fHxcVdvXo1Ly8vJCQEAH799deIiIgzZ86IRCKb8osXL777knRM2rBp+Oabb27fvh0cHDxq1KjExMSgoKCrV69u3Lhx7969b7311urVq63kSZL87bffTKrlqVOnoqOjTemZmZkajebcuXOvvfZaQ0ODTqc7evRoz549Ec77b6fmmeI/Dylya2jtLV3NU0WHbug6tN9xDg4ODrAI2YhhWP/+/W/dupWRkREWFmbSGAAgNDQ0NDQ0IyPDnvz9L/N9o42ZhuDg4Fu3bu3bt+/mzZsURf3nP/+ZPn06SZIikSg/P9/f3zoy5LBhw7Kysl544QUAiI2NNf0AgBUrVqxZsyYxMVEuly9evJhl2Z49ey5ZsuSfuCWODkIppbqmrbBMOarM78X3bq/ycHBwcDiC5ZwlRVEMwzAMY/WJi6KoeQalpfz9KWe70IbSAAAYhnl5efn5+RmNRj8/P4IgAMDPz3ZkSARBFixYYLXNEgD++OMP04958+bNmzfv7srM8WDAR61bF7+FnwwODg6Ojsbp06enT58OABqNJjk5+c033+zevXt+fr5cLg8KCgKA4uLigoKCHj162JNvx8L/07QxiFdWVo4fP/7atWuhoaEoihYUFMTHx//5558+Pj73p3wcDy4eGH+8NCJJkWdOeUwW3Y7l4eDg4HCEZcuW4Tju4+OzZs0amqaffvppiUTSu3fvmTNnrl27lmXZ1157rU+fPqNGjbpy5YpN+fa+g3+QNmwalixZwuPx8vLy8vLycnJy8vLyCIJYtmzZ/Skcx4PON0GPvuKdMFQU9C+3mNPRc0zRQDg4ODg6Mhs3bnz77bfHjh2rVCpPnz4tk8lQFE1KSgoODp42bdr06dPDwsKSkpLMjohayrdv+f9R2phpOHHixK+//hoaGmr6GxISsnbt2hkzZvzzBePoDAhRYqXv4LblODg4ODoMjz766MSJE60SfX19f/75Z8flOyttzDTY3Pju7G54Dg4ODg4Ojk5AG0rDmDFjVqxYUVRUZPorl8tXrFgxZsyYf75gHBwcHBwcHB2LNpSGL774wmg0RkREREVFRUdHh4WF6XS6zz///P4UjoODg4OD474xYMAAlmVNPjf/CflOQBu36uPjk5qaeurUqYyMDJZlu3fvnpiYaDMoNgcHBwcHB0fnxrbScOnSJcu/EokkIaExwLRph8mAAQP+6ZJxcHBwcHBwdChsKw1mp5j24GwhOTg4ODg4uhq2lQYX4hNycHBwcHBwdG5sKw1dyqyDg4ODg8O4WG4AACAASURBVIODwxE45YCDg4ODg6ORuww3hSBI547ejHRM6wTHQ8WbAmi5sJ6C4zhN0y7cPkmSRqORpmlnMxIE4UI5MQzDcdzxB2IGRVEEQVwoJ0mSLRN1Op3jPeE+PyIURQmCMBgMztYmgiAYhplD1TnOfW51RqNRJBK1THe8Vdz/R4TjOIqiBoPB2YwYhrEs68LAfZ9bnc1uAs5UisuPyOWuzePxGIZxrcHfz47p8hXtVYrj0DSt0Wju5gx8Pt80PnRWOuhMg1KpdFBSKpU6JW9GKBQaDAZn+w+CICRJarVaF97iUqnUhXLy+XyxWOxCRoIgcBzXarXOZrTZ8fR6veN9mCRJvV7vwqVde0QkSRIEoVKpnH3TYBjG5/PVarWzV5RKpQiC3LdWBwA2lQbHC0AQhEwmU6vVzr5pEARxrfmJxWIcx13IKBAIaJp24VXK4/Huc6uzme74qUQiEUmSLl/ahSHIw8PDYDC41uBdG4JkMplGo3FhmHWt1d290sDRJpzHBQ4ODg4ODg6H4JQGDg4ODg4ODofglAYODg4ODg4Oh+igNg0cHBwcHBwdBI1Gs2vXrhMnTpSXl3t5eQ0fPnzu3Lnu7u7tXa52gFMaODg4ODg47HLz5s05c+bk5+ebUw4fPrxx48ZNmzYNHz68HQvWLnDLExwcHBwcHLapr6+fNWuWpcZgQi6XT5w4saCgwPFTff/995GRkV5eXo8++mheXp7V0YEDByJ3WLx4sSnx6NGjsbGxfn5+CxcudGFLkc3smzdvDgsL8/T0nDZtWk1NjbPn5JQGDg4ODg4O23zzzTdFRUX2jn788ccOnicrK2vRokWHDx8uKirq2bPn/PnzrQRyc3Orqqq0Wq1Wq/3ss88AQKFQzJ49e9u2bfn5+QUFBV9//bVJ8vDhwz179gwNDX3mmWfq6ursXdFm9szMzKVLlyYlJRUVFQkEglWrVjlYfjOc0sDBwcHBwWGb48ePt3L02LFjDp4nNzf3qaeeio6OFgqFzz777O3bty2P1tXV4Tju5eXF5/PN7qGSkpISEhISEhIEAsGyZct2794NAOXl5bNnz961a1dOTg6O48uXL7c8j2UAapvZTd4CpVIpSZJisRjDMAfLb4azaeDg4ODg4LBNWVlZ60cZhkHRtj+/x48fP378eADQ6/XvvffejBkzLI/m5uayLNunT5/CwsKEhISNGzdGRkYWFxeHh4ebBMLDw4uLiwHgwIEDiYmJvXv3BoBVq1YlJibau6LN7FFRUa+++mpwcLBYLPb29k5LS2uz5FZ0UKXBy8vrH5U3IRQKXcgFABKJRCKRuJDRtXLeTUabngRdQCaTOXtd1y7t8p16eHi4llEgELiW8T63ursvgMvG3i472nO5Nl3j/re6uz+Vy5d2bQgSCASuNXiXy+nm5uZaxg7i3rH15+zu7u6IxmCCZdk9e/a8+eabU6dOXb16teUhkiQXLly4bNkyFEXXrl07b968c+fOAYDZeb/Zt3pJSUlycnJ8fLwp3cPDg2VZez7+W2ZPSUnZuXPnyZMnw8PD161bt2jRom3btjlYfhMdVGng4ODg4OBodwYOHHjr1i17R/v27evgeRiG+c9//pOTk3PgwIFu3bpZHY2MjHzzzTf5fD4AvPTSS59//jnLskFBQSdPnjQJFBUVBQcHA4CPj8+0adM2bNgAAHq9vqSkBEGQ9PT0OXPmAEBmZqZJn0hOTraZ/dChQ5MnTx4xYgQArFy5MiYm5ocffnAqwhZn08DBwcHBwWGb5557rpWjixYtcvA8Bw8eTEtLO3r0aEREhNFoNMfjOH/+vEKh2L1795AhQ6qqqlQq1ZYtW0aOHIkgyPjx4y9cuJCZmckwzKZNm0wrGuPHj9+7d292djZFUa+//rrJkjEuLu7atWvXrl0z/xAKhTazx8fHJyUlZWVlqdXqLVu29O3b19mYnJzSwMHBwcHBYZtevXrZ2yKxfPnysWPHOnieM2fOXLp0yWTkSBCEn5+fKX3YsGFpaWlz584dN25cXFxceHj4tWvXtm7dCgAymezHH3+cPn16TEyMp6enaR9meHj4l19+OWnSpMDAwOzsbNM+C5vYzD59+vTZs2ePHj06JCQkJSVl+/btTj0N6LChsTk4ODg4OO4z9kJjnz17du3atebZ/oEDBy5btmzSpEktJTt9aGxOaeDg4ODg4ACwrzSY0Ol01dXVnp6erRiTckoDBwcHBwdHl6B1pcEROr3SwNk0cHBwcHBwcDhEB91ymZWV1d5F6Lq03A4EAHK5/C4VcI67wWalcN2kHbFZI8BVSrtir1I47iHcTAMHBwcHBweHQ3TQmQYODg4ODo77DIZhd+mz1XEHkQ8onNLAwcHBwcHRiLPOjroanNLAwcHBwcEBwO2ecIBOPpHCwcHBwcHBca/glAYODg4ODg4Oh+CUBg4ODg4ODocwBZjuynA2Dc5hNBqfeuqpTZs2icViU8qePXt+++03iqIGDhy4ZMkSk3tRm4lJSUk7duxQqVQxMTFLly4NCAhozzvpRLhcKbt27fruu+8sT7Vnzx4PD492uIfOhc2mfvHixfXr16tUqqFDh7788ss4jttL5HrKPeduaoTrJgBw/PjxLVu2JCcn19XVyWSy/v37z5s37/HHH++CVpPcTIMT7N+/f+nSpaWlpeaUixcv7tu3b+3atd9//z0A7Nq1y16iXC7//PPP165d+8svv4SFha1bt66dbqKzcTeVMnPmzCN3WL169bhx47raUPhPYLOpq9Xq999///XXX9+1a1d5efkff/xhL5HrKfecu6yRLt5NtFrt/Pnzp02bdujQobq6OgBoaGg4ceLE008/PXXqVFNKl4JTGpwgJCRk1qxZGIaZU9LS0gYOHBgSEiKVSqdOnXrmzBl7iSUlJY8++mhgYCCfz584cWJRUVG73Ubn4m4qBcMwHo/H4/EYhtm7d++SJUva7TY6ETabempqamxsbPfu3UmSnDFjhilaoM1Erqfcc+6yRrpyN2FZ9tlnn929e7fNo3///fcTTzyh1+vvc6naF05pcIL4+Phhw4ZZ+u6IjIxMSUkpLy9XqVSHDx+urq62lzho0KDly5cDAEVR27dvHzlyZHvdRSfjbirFzNatWx977DE+n3+/S98ZsdnUKysr/fz8TAL+/v5VVVX2Ermecs+5yxox0wW7yZ49ew4cONCKwIULFzZu3Ojg2QYOHIjcYfHixVZHjx49Ghsb6+fnt3DhQoPB0Eqi49jMvnnz5rCwME9Pz2nTptXU1Dh7Tk5puCtGjhw5ZsyYRYsWPfvsszwez7SmbjMRAFiWPX369Pz58318fF588cV2LXhnxqlKAYCSkpLr168PGzas/Yrc2bDZ1M2rvyzLmq3JbCZyPeWec5c1Al21m6xfv75NmU2bNjkYLDo3N7eqqkqr1Wq12s8++8zykEKhmD179rZt2/Lz8wsKCr7++mt7iQBw+PDhnj17hoaGPvPMM62sj9jMnpmZuXTp0qSkpKKiIoFAsGrVKkdKbgmnNNwVFEXNmjXr999///nnn+Pj4wMDA+0lMgyzbt2633///cMPP3z++ectp9M57i2OV4qJY8eOTZw4sQsaNP1D2Gzq3t7eFRUVJoGKigofHx97iVxPuefcZY2Y6ILdRKFQXLlypU2xkpKS27dvtylWV1eH47iXlxefz2/pACopKSkhISEhIUEgECxbtsy0IGIzsby8fPbs2bt27crJycFx3DSHZGbAgAGtnxPDMBzHpVIpSZJisdiF/sUpDXdFfn7+3LlzKysrNRrNzz//PGHCBHuJ58+fz8vLW7dunb+/P03TNE23d9k7LY5XCgCwLHv8+PGu9v30j2KzqQ8aNCgjI6O4uJhhmIMHD44aNcpeItdT7jl3WSPQVbtJeXm5g5KWhtj2yM3NZVm2T58+bm5uY8eOzc3NtTxaXFwcHh5u+h0eHl5cXGwv8cCBA4mJib179yYIYtWqVWfPnrV3RZvZo6KiXn311eDgYA8Pj+PHj69Zs8bBezTDbbm8K2JiYmbOnPn8888LhcIJEyaMHj3aXmJaWlpmZubYsWNNGaVS6b59+9qz6J0XxysFAG7fvo1hWJeyBv+nsdnURSLRG2+8sWrVKoPB0K9fv8cffxwAbCZyPeWec5c1Al21m1guYt69JEmSCxcuXLZsGYqia9eunTdv3rlz5ywFHFwtKikpSU5Ojo+PN6V7eHiwLGtvBqhl9pSUlJ07d548eTI8PHzdunWLFi3atm2bg7fZeE4HF2PuM1xM+nbEZkx6uVx+ly7ZOe4Gm5XCdZN2xGaNAFcp7Yq9SnEcy9gTDMPExsaWlZW1maukpEQikZh+24s9odFoUBQ1mZGWlZVFRkaq1WrzS/3nn3/esWPHwYMHAeDYsWPvvPNOSkqKzcQNGzbcvHlzw4YNAKDX60tKSiIiItLT0+fMmQMAmZmZMTExAJCcnLx///6W2d966y2Kov73v/8BQGlpaUxMjEKhcGrViVue4ODg4ODgsAZF0enTp7cpNnXqVLPG0Aq7d+8eMmRIVVWVSqXasmXLyJEjTa/q8+fPKxSK8ePHX7hwITMzk2GYTZs2zZgxAwDsJe7duzc7O5uiqNdff91kyRgXF3ft2rVr166ZfwiFQpvZ4+Pjk5KSsrKy1Gr1li1b+vbt66ydCqc0cHBwcHBw2OCVV14JDg5uXcbBDQhz584dN25cXFxceHj4tWvXtm7dakofNmxYWlqaTCb78ccfp0+fHhMT4+npadqQaTMxPDz8yy+/nDRpUmBgYHZ2ttUuDEtsZp8+ffrs2bNHjx4dEhKSkpKyfft2Bx+FGW55gsMabnmiA8ItT3Q0uOWJDsi9XZ4wcenSpXnz5snlcpvyv/7667hx4yxTuNDYHBwcHBwcXZQBAwb8+eefEydOtEofMWJEcnKylcbQFeB2T3BwcHBwcNglLCzsp59+Ki0tTU5Orq6u9vDwSEhICAsLa+9ytQ+c0sDBwcHBwdEGAQEB//rXv9q7FO1PB1Ua/P39HZTk8XgA4IJTboIgaJp2Njg6giB8Pt9gMLjgc4bH47lQThzHCYLQarXOZkRRFEVRo9HobEabeHh4yGQyB4X5fL7RaHTh0q49IlNAHZ1O56yBDoIgOI5TFOXsFV1udTiOMwzjbKuzh+PdBEVRkiRde0QEQbjWv1AUdSGWj8uPyLLVVVLqbF2tH08cxpNhSBuLsK61Ons4XikEQWAYptPpnL2EyYufC0MQn8+nadq1Bu/CIzK1Or1eb6pNJW34vvp6qrq0klLH8D0fd48ZLQ2zmdHlVsdxH+igSoPjYw1Jkk7Jm8EwjKIoZ19sCIKIxWKtVuvCFU39x9lcCIIIBAIXMhIEgeO4Cxltbh+iKMrxsUYikRgMhvv2iEiSxHHcYDA4+6bBMAzDMNeuiCCIOaOWMVIsLcVIR67oQqsDO5XieMkJghCJRBRFOfumMQ3frjU/15QGFEVpmnbhhSEWiw0Gww1F2dKSvy5qGvfWBxKSd/yGTpO1Zh/nWquzt8vO8VPhOO5y83PqQmZEIpHRaLxvHdPU6lQqldFoLKGU0wv25urrTYfOq0q2Vac97xn/gf+IlhldbnWObH3kuEs6qNLAwfFAkKTI+7AyJUNXAwDBPOkSr/5z3ePa/LTl+IcoNShnFu6TG5TmlBJK+XzxYQTg8Vb1Bo5/miUlf+VqhEAHAVYPWAkAC7TXpgr1iYaDo4XGZz16hYrCEKT944ygKCoQCO7yDPeqMB0TTml4MLitq/ms6mKarooFtg/fZ6n3wFi+Z3sXqqvzedWl1RXJ5r/FBsV/S/++qC1fH/hIO5aqK7Naflmu8QbwBqwMEC0AAIsBHbqysLJ/hMyNKefxvPj8wLZOw3Ev0TPGD0pzTlUMB2NIYxKiBoSR0dqphjUD6T9kbOVtgFyel6/3o1GRr7ZvBSEIcpcx0jp9TC9OaXgA2FZ+7emc381/c/X1vzdkfRn0yGy32HYsVReEBUhpwLK0SLiOLdArV5fdAroboPWAVQIgEqNgkPa6uP7PE1U/hUp7+PhMkoi7t3eRuwpnVMW7isv3yhOAEQMAoDpgWEAAEHSE4ZdJ1Ipb5Y3uEwSCkLDQF0KC5yPchBBAPa07rMz/S1lQQqlqaa0XJowm3R+RhD0sCePd9Xc/w7L7a26f+qPoNgwCL17TAVYUSGe8qp/qyRSb0yhDtbxkZ0b530E9tj8UEH+Xl3aZln4anKXT+2nglIaOiIZBrihRPQPBJJtaq15Wsg8Yb0D1gCiCqcqHNZeiDHKqYv1ZSbcA77EhwU/juLS9i9z50TDIk7fIcw2mkZQB4AG80HgMzxypP/KsbqXpn15zObvyQHbO/zz8/z2g50cowrN9xk7KbV3NIWXu9ZLqUoMSGNYPFw0SBkyWRYXxHDWktYRhdAZDLZ/vD2D3A251RfJmeZlKN88iGx8AEJZdoHtxpPEHS2GttujW7dcvlSY/PuhbFOm6AyDF0l9XX9lSm1ZOqc2JuVB/QVO6oy49lCd93WfIdLcY86H6+ktV1cc12nyhICQw4EmhMJym1Xn56+vqkgnCLTj4KS/PxiBwGk1+WfmeEj31MRsQlh/6ybVxvUdggFUC7yZoRwMADoYl+tmWGoMZCV1akP50qNu5GIeDRXHcZ7pun+mw/F2PvZxNlhvuDJGIAeBlYPkA8Aj9xTzdJrOkqv5CVv2FYvn2/n1/FIu70KyDgaFVLCVDeS5YDzCMXqMtFPADMUzkeC41jTyaxs/UWF6uqe8M1V15Vr/S/Nf8cqst+3GrwjD/ofVoJ5+wbKTA0PB/5WcPKZrF/L0OcESZ/17FuVnusW/5PuSLN3vsLMvU1SXr9RVSWd/S0p+K5TsRBIKCZkVFvAkAtzPfKizaDAACQUhcj0+9PEda5m2g9VuzP1PXJNfSHj21687LigAvBcYNqMYJnmHUTiuNwQQCIFIc+O3G5pm9F97TB/DAUGfULZAnnVHZeG2bKDQoFsqPpGhKP/QfQSBY6qVnCwp+NB/Nzfvcz/ex6poTRqPKlFJR+Wff+O99fSYplTfPpSSaEhcBfCE4edYdqvkVIN4KujGm9ATjXn/Grt9Md0Z+Mf+XGJ+X78F9cvwDcEpDx+KGCn3yFmFkLV4ybOP3WR/66Dzd6y2zaLWFl6/+e9hDp5x6Cz6IXNaU76xL/0tVWEo1DlVRpPs4ScR//Pr1btVqWqFIq2+4zCf9ERRJv/WaTlcKAL16fh0SPNssYzBU63SlQmEEjtv4xHkjn9dcY2gCB/0ThnfsXTpI/cvvBc/8K7y/Izf4QHNSVbSk5Li5alryc13GOZV8c/D4fkI/UwrD6FIvTa+vT7WSzM39isB9gGVMGgMAaLVF6beWDBl0jMfzNqXQLLM2bfnwql8ZQK5ik/7wPgu8YgAAXaL5POOMX7VSYLRqE8DzrUxgdFYMLD236ECqpu3gjdtqb5BGZqVOU5qz2+pdUV6x3/JvFjbkbF7ZQBQPKd9smd4fNj8VnwD88wAAdONQ1oM52fp1SdUpgA6kNLAsu3///t27d1++fFkulwcEBPTq1evxxx+fMWNG516JsAmnNDRDyxiraa0bSkqwu5pS1uqK8/PXa3VysfuYWrdnAgVYCOnQbsCluTwja3sp8XHDB3Yvpy2Uy3eEhj7vYnE7PPW0bnnJiQOKHKv0HH3dev3l9dWXXwke+qpbP8zWCyA753+5eR8DAAsAiCAH6YOjfmHM1Rs3X/TzHcvnBwKwaTdeKC3bY5LvFfdFYOCTpt80y/zakLmvRnWiMgEAB7wQyAuANoB2FBijTTKx9BkPtqS1wlfth86uNFzWlM8o+KNNsWJKOT3/z6H4rInuspneVEHhJnXNtW61fUlKWCrLqxE1vcbKyvZodEWm35VIeAoxs4H2uZyVtjjuYR7CAsAPNflh9ScB4Gfeh0mCx4D3U2NOplF15rPKEOZGK4WR0HKNtlAoCHP+dh8MNAz1Tc218+oSGtg+Ap8Xvfp5AADA++XJjmgM0ZT84dqGFX/X+unQKfDsxeDjBR4ZLcVowL/i77yMTQYaNmXCCkrd0+KoASG1GABaCwCANiqUUqay9UtL2QqH7vC+UFBQ8NRTT129etWcUlpaWlpaeuTIkU8++WTr1q19+vRpx+LdfzilAQAgW1+3pTbtiDLPvFnLGxeOloTOc++ZIHTUVYsJra44O2dtRfkfNKMrQ7utVT9WXSIGgKeFR96OMkglifa+bA4qct8ru5qPaEHoC7qRwHhYHhWyDZHMpVauW1Xzd2dVGooNiicK9+Xo61qR+aT43Pnawp2hk0VoM8Vfqys2aQwA4K2IrVE9j/DDvvJ7yA89/4pumkqVhePM2XMTVeomdeRG+hKprL9EHMOw7OyiA38rC3vX9WZRIeCFINrVKIQ0eRHwZfNaL783ba3rdAIy9DUnlIUNtL4H32u0OPi54sMOZlSxqiP6fUey5xdqdKPKDozMneau9QaAiLrYQ7HbKJQydY8GxTWT/FVswqf83abfxxrg96vGQ731APBRScPrLEsDkUS8DFjTHhZAGz0BiKG1BmOCMtRCJ1UaiijF9Py9BYYG09/TquI99Zl7yFlSlvim5mrreRGA5+v3DdPceCRrpkzXOME2sPjhWx5VGGhJUFsK/0ksvYxNNv89isw5Rj5ZjYZGM+enG97LwIYDADCegJUDLx0M/QFAi7Rhg0USHcVIKzs7e8qUKfaiVWVnZw8fPvzIkSNDhgy5zwVrR7q60kCx9P+Vn/u25ppVepVR80tdxi91GZOlUZ8FjpE54LcHACiqLvXi41ptIUHzwmv7KNGZ7j7Caj4AwA+aR/ufj+gZ+EjPHp9QVD1BuAOAgtZf01YywCbXFX3WcAUAAAVA6wArA9XTwArNZ5a1pXrr9R1IN7+HqBjD3KIDrWsMJs6p5YuKj/4QOgG5o5YxLCTfsZkPaogaUvAwQC5A7r+rT+7qfl6JeBkZ5anTYzTaxhHhIj7lFpY4jvoq9eLkgQP27DOifysLY7WqNHQiAADPYhYdaRo3GWjDyDxQ0Kms9Flg3y47s8miy3highraGY+laBVOXPHKW+5dDiaNAQAOBcuNdzQGMzTgP5BfWKZkavE+l7CZPnQ9xU8RxE1WXgAAYC021pPXgeoNjEyFeEBb8HheThT7geKN0lNmjcFEKaWanL7LGxfaywJs4xdNH312ojJrRO4TMm3j86kkxDeEfh/wj63R9bXKZDU0XcUbAzsVob2SiXFaMguoMtAPASIdsBIQJIF2fB464CH4pZXCy2QdYmbOYDDMmTPHnsZgZsGCBefOnXN3d78/pWp3OtVw5iw6xjizcH9LjcGSA4qcCXm/XVVr/qjGLyjaeD1UVh3RagtxFh+dM6Nv6Yj58rIbVz5+VvG1D5P3ov4phGUzSv48cCzi8Mnex46HHrjx8sPZP0wv2Dsj7+xntdXNToQ2ANFsJlCDtGF5ThCumKZ3ZIopZSmlWleZektX41AGFv5U5r5alAsAOtaooukpN/mfZwcE10d7qv2C65p8+wRp6X6qwhv4w8/dUFVpm17/A437Bhr3fk1uf5a4MTLNa2cFAwB+1B3vjXc+YQEAyJvmn6VoG16DpKJO5VZoV13GpuZdplFjcMY/dX/mx7m3Q+JLRgBAA8b/xm/IaQ+3lmJKxKsWsd61r6aRrWU4ULH7JcO2S2YGQipQUcDe+TZFlCA4gCJqHYjzUes3nCUCfrBAEOxEoR8cDCx9RJnfMr2a0mRoq1umm+ilpA9cVKefLd5xVTU0f6K71gcAKeB7PBa7IGTg2xPj/lOMxaRhD1vlGmH8MZCxsWwBAFo2GHjpIN4OZAqufxgYCfDSQfhrMn9wA+rXSvkDA2e3cvS+8cMPP9y+fbtNMblc/sknn7Qp9tFHHyHNqahopm8NHDjQfGjx4sWmxKNHj8bGxvr5+S1cuNAFN6k2s2/evDksLMzT03PatGk1NY6NrhZ0aaXh5eKjrdgPm8nS147NSfpPJjbpBv+pDLKVsZGi6gDASxUo1TV95cysurlUP2uw8TcZVEjYmhrE7xXhzdPoFKRsz0r5B4M0t3iGKEAU1udCFZ5Uk8ffBsS3EolopZBusoQ2b+RB4Ze6jPjM7/tlft8nc+uG6iuOZkMAALbVn5uSvz84fUN4xtcJed+cvPbb4MJxo3NmeGh8zYJ6FFZ7vP0t+Uky9i9R80nsHvSp97RDZWyFHKIu1wwGOohF7gyyjE+THFoBwoOmRYpsdEglEt5Kufz9pjl6Cw8CP9fdsn0AAQDAWIdsd/JITz0dTCHY26HjfAe9uzRiahZmY4LXjS23ay/CiBn94FOS4BLZaSCvgH4AMHeMYfHibb0KN3fXUT4vtVKGsLBFndUKUsm4ErWhRIBq3I9cifjhashBguYDgAblTYpdcNS9Ses9SrzYMmM0c8H+WRlgGSDS3wgkY4QEAAVErlJ8NDTmv/YyxPX4RCgIsXf0frJz504HJXfv3t2mD/v//ve/2jvs27fv6aef9vX1tRTIzc2tqqoyCXz22WcAoFAoZs+evW3btvz8/IKCgq+//tokefjw4Z49e4aGhj7zzDN1dXZnYW1mz8zMXLp0aVJSUlFRkUAgWLVqlYP3aKbrKg1HG/J+q2tbi2wEKwHyMgAcqsGOVtIAwLDsb/W3l5Qcf7301K2KbCIrAyuVe7gNAQDW4ptLjfGu8IYHM00fpn5MzhvacUONP+FgEDK6xfV7hhiOA+1jfUVWVOP1BfAPI0hjxIfD5IJWChgS/JSj99Kx+bEufXHJsRJK2bZoC3CghVCZrC4AAH8dszaryHxISIkNmA4ALknJbomSFI8ykK438s/Z/Bh92Pht4y8qKlUcPI16HQBAN8xSBuHd2BijfCGQmuyFZHh/aq9I4WGLJZI4F+6lw2KvatwZFQDQLTbBzhA/zQAAIABJREFUxmhs7KeoIojvg3lvhY5fF9i42eEEvuAi/nhLyXhjkp2CUEBeuPMjGfgnAG0sWKI45BFx8BRP+uXek0NDnrOZOcB/RkjwfDtnfuBxQ0kv3GlfyLUEcsSrcR22llQDwF7PXjmCZis45UhUy4wkq26ZCABA5ACiNSlmNFZ3KHzG+/7DX/MZdCZqzuDgpwb232Pl/UwkjOwX/2Nw0DzbZ7u/aDQaS+PH1iktLc3Ozm5dBsdxPp9vihm2fv369evXWx6tq6vDcdzLy8skY9qUkZSUlJCQkJCQIBAIli1btnv3bgAoLy+fPXv2rl27cnJycBxfvny55XkGDBhg/m0zO4ZhOI5LpVKSJMVisQvuL7uuTcOHJeecy0CmgH4AAJalMl5VXvqq/KJpd9nTcv2gG40LurywyNgB/5eV+f7X4fTWgMB80peiEp7UbghoHunJj2lmGTdet+s8Ol+PlQN6Z76BcQfeeQA9kFf5ghu5g946W1K4o3JsZnlqjGZfy6LF9/m+czjHZYH9rOqia3k9mIah6psHJENNf2NV1op/qnf9/wU8ddazHPDCxiTy/I/CV95Qzceh2ZeZN1Ng+hHCkxQh5EFPbJDuaYqVXQF/8yw8y8Ip7Zmvwkweo4dVV/+cnvGqVtts4io66vWI8KWu3U6HxYcQFdvSGxibX+0sZArFYkarQq3fYVUE/q33cAtB9BfivYHGvVZiY4zfXcPHt1ykANzGDMSa4MSeuMdgUYDZriW2+2p394S8/K8UiuumFIm4e1jYosCAWZ11moEF9pf623rWuchkwVSFnPBl77hA/jIC++wqZAitP2Yq0YgCLD6MblqfUiPiXGn2aMF1KRp3sJp+jPq4F32sEvP5XfivCkFTd/DA+DKMXOjZpKN7eo4Y+tBppSpDpcxggRGLukkkvTqOm06rtYM2KSsri4mJaVsO4J133nnhhRdEomY75HNzc1mW7dOnT2FhYUJCwsaNGyMjI4uLi8PDG2cxw8PDi4uLAeDAgQOJiYm9e/cGgFWrViUmJra8hAmb2aOiol599dXg4GCxWOzt7Z2WlubUbUJXUxrOa0rXVKTc1tcgALVGJyPSIlrAC3vrc38pPHHujvWvxAjf3GgyAcMKchsgLdXroc+DPAF0AIVAFvbQ7LY8TR7aP4K5bJkSaKzQCw+L9WE40sAgCMYT1qFNM8BBPOlHxYe/lJ8HgANuvV+SeY9WnVcqG6cufH0mREW+1mm+ZWsobbGhxUqNGRYAAU9aYQBciVnbc8WqDAekQ81/80XNRh81xpsVsrYa9wW02d79kczHVhoDAMjRxue5LSrigmbSr7XFOrI/D6sHbaGl2N+qppkML68xw4eer675W6FIY1mjUBDu7fMIj+iE8UGmyqIva8qtEjFgGlBbbkIQAIBuhuIrfGvDDm+9tXFxJRqRiw6w3CWEM4Q/ZH+i6cEguJKMv+a15Ye6sDsHbbxdRkhCY1Brw3s/3yl+vlMoqp6i6ghCRhBtG0g+uOhZ+mX5sd8b7LpOssfshr/Wej3ZR9f4PXPQy/P0MElQg7XmwQLyFbnjBd2CKOYCAJSjUbuko3J4vi/5GZ501x8xfMCWfQEAUTRE0CkrBQtpQAEgiCcZIwm1dVlEIu4hEfdwtrT3AaHQvsWoLcSOubDMyck5derUxx9/bJVOkuTChQuXLVuGoujatWvnzZt37tw5sIhkwbKsaQWkpKQkOTk5Pr7R07aHhwfLsvYCXrTMnpKSsnPnzpMnT4aHh69bt27RokXbtm1z6k47qNIgkzlq1odhGIIgjsjvr838V97uNsVaYQD92xzq82XIy2Yz4yhNsxjHCEAaO/CP5n6GrpNRAcbGdfGfeasL0H4rdeMtBXKJQEAVKrIYVM/0lfBf61Y+O7tJaRgiDTZpDADAsvAl4h/ZZ9N/vHtQlIIkvVDUrmsRk0ENj+ecwwmWtW2zwefznepFfD7f2UsDgAZa/TxCwM9YO0Zzaad0bMuD48slL+WoZ/cTmW4gX4BuDCVfKNQDALDwaVC/atwXAIDxNe8XBwBfo7XZfxUa/CexCAB8ePCQv3Qo9F0e2RcANpRdvJjXTGlAUOuG5+7+BMATrdwBhmE8Hs/eQ7aHvaDkjncT09ghkUicvTQAYBhmvtAtTVWqrX06GEPT9oP7xeuzH1VdSBHGFRABNZjUk27gsca1kTHQfOGCBeQr/q75+hd708cAwEh1wxRDqn3/9DdWAUt56lLmGJdM6H/ww2ymVA8J7v5XaTe5ock6tZvQs597EG53/kAGYPO9BTiOO/4k2+SfGLusMMVR5PP5pr9KWv9B8Zl9NbdZYDFAc3S1VvIIsCiwtP3F6Ccbjsl53v9XtcWTbtxwgbFMugRLFxVCi0mlSiTiXcHfHmwJD6mtEN1m8RwACJN6yWQyqeYv84YNP7omgK4qxn0j+e4bIif2cAty6h4tW1274O3t7ePjU1nZhksJMxERrdmcmdmxY8eCBQtavuMjIyPffPNNU52+9NJLn3/+OcuyQUFBJ0+eNAkUFRUFBwcDgI+Pz7Rp0zZs2AAAer2+pKQEQZD09PQ5c+YAQGZmpkmfSE5Otpn90KFDkydPHjFiBACsXLkyJibmhx9+cCrIVgdVGhoaGtoWAgAAqVQKAAqF/c/TO6zMO+Ziae6oCDLe7Tq9BKBpXrNA0GxBiEbQnZ5jCrAGgHRzooBtigqfjM1UoV6X8CkDjE2rDPvdH3vCrfsy74fcUNqLUAGIPw98+LOqVBVNTXPrxreMXIAAAJyoyX1S2A1AaDC0FliFIAgcx7VaZ/bCAQCAl5eNfWg6nc7eq8vmGXQ6nQuXlkql8QLfa1q7E4OjNFcyebaNpHg0O7WCmldsOOFXV0z4AsDWyNIw/LKe6nnQLeon90AwFV87FoS/A1YBAKAbgxr/Mp8hG4/LIPslIa+p2AAA+CBcr2hoWqwdgFo/luHCIMcbqgmhUGgwGIxGY9uiLTK2THT86gRByGQypVJJ087NWiMIIhaLlUolAGyuuf562SkbQiwY7CuvvpS6vzZTyqh7GArqUXcZU48Au8z3JQrTAF4Mxmb7F2qQoHXkPhLUAiwXJZMMIeqNZVXmo+Xlx8b1ViT2avx7UfPIYvmxPEM9AHQjPX6KncEYqAaXWp0jA4gVNrsJOFMpIpGIJElnmxAAkCQJAHp948Ayr+hgkqK5sxC22doLCwhtS5eaW6qMNubGaisOeoT0ZY550U0lGVvJ+zYQAK0AMgX0zW1U+X8DVlELKGAlgOgAIIgn6Yd6NDQ0EHizZ/JX3Es89yCZDoxGo1O3adnqnMJepbgAiqJjxoz56aef2hYFGDZsmIdH2zNYLMvu2rXrzJkzlonnz5/v0aPHH3/88dlnnx09elQgEGzZsmXkyJEIgowfP/6ll17KzMyMjo7etGnTjBkzAGD8+PHvv//+smXLwsLCXn/99aqqqh9//DEuLu7atWsAMGDAgEuXGufqbGaPj49/7733FixYEBgYuGXLlr59+zoblrODKg33nDqjzpG9/rYxPVIW/uJ3W5zJB2+L0xLIB9HEW9mNb9OXIx++xB8J+nIg7igNjJe3vnE1dzfxzjD94anMqzzQAoDQIMlEHvlC+u5v0f6xjZ/HjV+Bc9x7zHFvnLL7qs7aGMdBpxEPIjWURoi2ZpgjYnT2tvZ5G1gAdkolVewhf7NmO8KyQlavEsNqr0G3eTzQ3VHdGDdQzQdEDSwJgAugcSyTEz4VvqNWR//fQ7W4jjGMcqOjBM2sImL4Hl8FPfKSvFH1HCkLW+034u5u90FiQ/WVVeVnbR+zP+bEqejt14wiYnCurIqh3aLphmyvOgBgTXn4h0EzA5imzZYB7NVSgVKPlevxPAAWAUEdKnFnGl8eEomls0EYKPQ/Fz0321CHskgU6eYj9r7L+IQPFkra8G3ttZOqovPqUgDwNLACmpWbnIIg1nqDFSKaXVRgmFPK5gqjPw3vmeKBdqs873WnLwwqfDQAIbf7gQ4D4J8EPB8MvYCVDTSkTNZ/VY5LNpBNLT+YJ/068BE+ggNAdNTrKnW2VleCAERHrfARBsv4snpdve1CdHiWLl3qoNLw3//a3QxiSWpqKoZhVpsmhg0bdvLkyblz52ZkZMTFxbEsO3LkyK1btwKATCb78ccfp0+frtfrR48ebdqHGR4e/uWXX06aNKmurm7QoEHff/+9vcvZzD59+vTs7OzRo0drtdpBgwZt377dkZJbgrgwXXkfqK62u5nYCgdnGuppXXTGt63LOMKqbF2wlnm2d+Nnn5jVsoB0VxBDa42lAmyPaBlrisyLKIDIBpYHVAwOSBj7d534eg3OvJFbs7xAoSVUYkpWgoUN7f3S/FD0jdDWvuCLQdPvZjN37gcj/jVIGNBmUe/tTENDQ4NTMw1qtdrZSxdTyicK97WcXLWkvy4zyiD/RTqm5aH0U8pIDX3Qh5jRXzRVdfoxxTkcjADwrtf8HF4gML6gbGEtj9AD0bf7Gv+uxaRHRQPf9Oo9P2Bi64VU0PoMfU2ozDtG6OXCN6LLMw02K8XxbmKaaairq3NtpuFERdaEvN+cyggA72bpVuTqACBfgM7qJwKAn9IqMoJ/1RDKr92nnReYDEd4YOgNtC8gut7s2eV177zrPT+faHLDGq/PXqw4SlK1AkFIn97futl3++Pp6anRaFyb37qHMw2OV4pppqG2trUGbwmReYu4dN6AQM6APnXhoYvyk3IMjR9CazK1y/P0AHDIh5jVV0Q5b02IAEQa5FE6NV/vm8eXpIsxGgEAkKBkKE/6kFvIIkmsjKrAcRmfH1BCKf9U5JVSqkjSbYo02tLpvtGoUChuCATBAkGIqdXV19c72+DbcabBKjT2Rx99tGbNmtazzJs3z3IrBBcau5PghvG78z1vO+gmCABlWcbWpI0CR+aWGEbWGJM98KtSdHMY+BlrL8sCLsswABIa7tjCsFKTw1QAMGJFOeLrAEYAWBPpPiEwqrfSuxgXXwgbeMiTjRG28SaO5nucjJ//albSRU1ZHN/rNZ9BjmgMDxxaxvjvwgOtawwAcJkfgwB40g01WLP1zgXFhkgNDQBHvQkWYK94RBBVlaC9BQARVGkOLxDQCuCfAV2TuT6gKhDuvYhJLsJjAOCNsFN9RrdZTilGDhIGSAUdxc3tPwoL7DVtZa4md638bLyCfi9L66dj9/oRH0XyWQdmNHcEEbfFaC2BnPHENSgCAMMT/JcVznvYmLsENAV8thxBAAzAuwQAgYTku9DpUlW3bbqsDRrjUSNSyxgDCPHjfs+Md19HGyr5/ACkC0eyxspK+Pt3H/fCF8cJCwznILNp81dvJW3SGABgYiVV8pfiLy/82d4CNebEtDMLkMMLymluhjRQ6L8jZJIHLmjUq8jGGfhAQvIfT9sBF3Bc6uEx1OahB5EVK1aoVKovv/zSnsCMGTM+/dTujutOSRfqhG/7PjSn8IC9ozwWDJZdzE5366GiASBYx8wsNQxRKF7Jc9vU8+IHvlMAAFjbDlXcoLh7vT5ThNYRCABouz+kF4f7ADwGAOCQJ5yRbmF/RsxwRPLBZVPN1XRd4yeaB8W+kqsP1tFHvYkdgdbWlJf4zfY1+ejZV/N0JoPHHYG8zcGN8u76RmV/qvL0VTK6CncD8izgOUB1B0Y8gSi/gqaUY40y/hj2RdAkD+e3tndiCg2KJXkHgorKqkm02B1Pv6IO0TIA0FtJl/LRbUFtW7lmC7FsYbPFJr5I2ufRGZHCgEiAPw2K/1VdOK8uAYAhwsCVvoMDCQnwE4MFEzbRtMFg0DJGAXpngOoY3n7akQx5xp4Y/qcR/JaH/HXNhhGpkXm83LA5mPzLy+kt+JYs9Oz7tt9DPOSuTvKggyDIBx98MGLEiHfffffGjWbxzyIiIt54440nnmjN8LlT0oWUhoMNtuMGEQxsvqGZWWooJ5EV3QW/BPAAgAEEA8bK3jhKzUwvbZoY8NeQBMNML+VXk/t+lSTWYlLgXQeDtQL+1+ULcRolAPwvkr8hHI1DW/hx6vIYWea7muvmv79cUQ+vNQLAE2UUyrLbg1rYcFis11bzkD98iUsy7KYES5c0DXAz8rplBuZqCZWE0XygPZ0UsDhZW01jDX3dCt7yfSiOH2FgBx1X5clZjQ8rHCMOvcu4pp0MLWNcnLVn5aXyOgK5JMOKBIhJYzDxfpa2fwP9cpxzOtZoHD4Onx7Ma5ykCeZJ1wc+0op8k8bQ5dlQfWWV4BbY0hgAINUNryBRX31TBWlQ5KbEoSWKd6p+SBb1zJINL6Ial3ViSc9HpRFz3HuE8TqbZ3qXGTt27NixY2/fvn316tXKykpPT8+ePXv26dPHWRPCzkFX6ZapmrKf6m07SH9GbphZagAAPz277brmiDdRTyAAYKUxSI3swUsqIdNkAkIwJADElg/6sEb1cNQPhQKUhe924V9duROyxdfY8FHe4ThN416AFbm6R6swsfK8fkSzJXlEqSSuX0aMlDG2J+3rXFDNDki1UXug/Gq5ur475jZc3LZvf4qld9dnVRob1xGlRtakMZiYWGW0oTRYdFUGgXMe1s14viAiaFiiD/+5an4hypN6eAydhjbTCdDqSlF11RSxmBfVS61z0mNH54JhWbTF2PdLXYZCWT91QKPrBYHZEIIFQMBHzz5XpC8jkQ+jbL/GggiJO4ZUqAtxlnZjVDH6ooG6jMSQp80aA4fjpOuq7ZqgAmDA1BHocS9iTknTLq3DPngF2fb7TMaooqnixwNfCQqcw7CskjF0YiPru6d79+7du3dvW66z80AqDTTLFFIKBa3vRnq0Mgjht9J4l1MRvY4OjdgRbtf+K1Ld7FCQjqknbMzIKXBkygDRy/n6EC3ryRf3kzftxRBQ4v4lI7ThBwBgJf6SR5/RaWrU3aB+dPdXHsZm5tzxCppqaG5LrNUId21FFQ0AwLuYop6zgAl4gH07HlcWvFJ6wuQrEwASJaE7Qia1MsO5oy59beWFMqppw74KQ8pJxE/fqJz1VtCD64zn3Z1oqPH67OWBg43uvVAAH4i3Psww/D//IDLuOPb28sYmTaO9fa3FAIBh8IybWE0V7R9ojO5sg4WC1v+v8sIfDVmVRk1vgfcbvg+NETe5Mfip4dYtCWae0dFiMHmg6NsbGn9dk9K8Klu335ewnN0x04PvtTd2+rHjA5SqJt+6Pt42vGtwtMkxZUErRzcVb0PqHsfYZjpxoc3Aqi32UwwSR459pKSQ0p5UFUXy3DiVjsMRHjyl4ZauZpH8iGn9258QvxU84lm/fi3F8KwMwaE/TL/Ruto5cvyngWKchfnFhpG1xkIB8nk4v5KHDGygR9Y2KQ25QixLbPcNlynCXuwpBIAl1YfCa4e5a5rmAwm6cao2OmpFkJjpI2awkkqh0cYGMDq4mYcZPD/XpDGY4N1K0z2wSkOdUfdq2d+lFhrA38rCjytT3/C1HWz+p/qMZSV/WSUyCPwQTK7Mafz6D9cwX6RrBw2TtMgNACBBeaei53xR/PPfDQUUggVTlUO06f11t7Gw6fYKSZ4/Q9y62TR6VlfxD+xRP/U8tPDBLji8H09v9LGqf2ikYehIe+d84GCBXSg/Yn4bpWmrZhXs2xs+bZio0QNPmUEF0Owdc8yL2OVPvpLfbFamXwNtU2kI5UlRlDd8+O+pqYura06JRd2io1ZKpbZN5zjsgei0eH4uBdb+N83Mrz9EYvLe1JWYyr6WtRWgtzaWEtOst4HNb65MTHDvtUB+3LxuO9c97pOA0S2nnboUKIoKBHdl24Ta93LWOXjAlAY1Qz1TdCjvjhu4Mkr1Yt6fEQL3AYi1v17iVjOjlYerjT4GdnGB7rXcxkm8sVXGp+JFZ5KVYKGC/7uvwOBAl4kxZszoG7/tsjjwjgnSYf+AHhHLvb3HmreEMZ7eLTMybu5Un2Z7xhAct/wAYJ0PH9JxOKeWyw3Wu6QOKHJsKg00y3xUkQIAOAveBiZaxWSK0QoSBYARNc12lHRXW4yAzb+WAnmSMkr1N4UWEb4AwAI6q/5yQsXEwGP5TCBDDR7GEtaWCvjN61bfW2hNNVYqt1LmEMpg1hgAgJd2pTMpDefVpS2/X1dXpCTdsbeVYLwyo3UUIrnAum/IbX7RAgwU+gOAVNJ9QP+78sHalUEVDcKftyEN9cO88W/7iBKrKT2GnPDCdSgCAL2U9KdZJRV+V1kElGQdAHJNirkZ2TANc0WKbQy1Xjb64ZpmUiX1bQhvSQ+haedLNOmera892JBj7lM76tJj+Z7PebaYnOtKIAiC4w/Ya/E+84A9nVR1aZ7B2lXIt+WXB/i3mPk0Wm9lFNDsLAszxp5K+sPbjbY/5rEwWsVcaWuK7gnlCQbIZdmyQB0FAJUk8nkY/4twsijyRct5eJbPNyQM5aU2C4ulmzIDmivyxvAonrcPUtXorNRKpXiw0NmKkaNlbG/RztbXlVIqhIXni/Sf3GqsiEU9BVuDScs5cAAgGTZExxTx73itsWCCNHJh8eFiqvH1Vo57DMubHKYAgGIoLkbr63STraccEIMeWoDoW5o1IK38e9DJadGJAMC83xXPzX6rgv+yiDUZ95j5KYC3uKBxaysApEmxMy2sSUyMFtt22KxmqHJKHcKTEF3bJr81GIY8fxbLvIVq1IhGDQBjq4y3Tis99AwgkCVCxwwWC2jYf1Htr5cedfdo4NfItF4AIKbZ7iOlKAvMnUojGBhXRYXomH/LDfEKGgCeKzJkibD1YSQAfBo45rWSvwGate2jyoIurjRY+WlwAc5PQ8eitMXXDwBUUbZWASK64fm55r83JFihANU1/y4aW2WtWPzvtta0e8IesxR/TVAle9YPGVPZmNdHz+aIUBoBFW2w2rOnH57IyGTEjWuoRk17+xJjJ9Bia5WEJQjN3AX47VtAGYzR3Vmx7Xn4B4J+QhuWAQOEflYpNMtk6usytNUA0FtpNGsMALDhpnaPP++CGx6ubbZ/dUCdscjful4kKG+0KOTTylRzSoiW6W3hpIe4na6b+Dg0ny1kvH2xogKrUzEtbBpYgqB6xhM3G6P5UX0GQCfCE7NhwOit0SMGveD7bzFF3RMAj+LIzP6ikx44AAQaq0pw73oCGf6Q+IVCfYSauSrDNofwSAYeraYO+TYbIuMFPi3t6Yws80bZ6e9r0wDAFxct9x4437O3c4VmGIRlWOwBG7Kchf/3UeJKqlWih6Exhmg3NbPjmiZGRZuMfnhGvpc6IKK2JwCYdrcyTZOWkFhj/O2K9YA5T25YH0Z+HTR2sDCgZSRMnR0VvxUQmmZRFLr2okaX4gHrgd1JG/69uwtteAEz9B1AK+qEF88DQIo7vjROAAAvxwn3XVKTjF0nmF4G24fmuPWY6tZNWLyxVpUMAIGaZt9JUWomjhV6oC0Mj1GUih9AxTe+bwipFGw5nmNxgurZGZZ7I3huy7wHWsa2DiQk7/oNs5QpNCj+XXggQ9/oZSuhznrYilIzK2MFsWq6j4IGAAWObAgj06QYxgLdfFxSMgay+a48Jd5MghWJocX6oj5xrHBbM9+ghoShjMwNWqAbN5kOj0SqK5mAYGNElN3bfgAZJQ6JJN1y9c3mG57L1/IK92KKRgtfmZE9mKr+ywsv9T4k4GV/5Dn3Ni+0lkBW39kxEaxjjp5XhmuZ96P55kQhSuwMmdzyip9XXTJpDABQYVSvKDsZRbqPcGBzjQky5TTv7EkAoGJ66Cc+/kCv4rUCVlneUmOwYmRN03u9V/lgT02AybH6/yx2svBRXMcY3Yw2RjNvGtkfPn2IKBAAhooCrSZuzUYtjoBQFP/PvXjWbVYgNAwZbug/yPG8DxxpaWmHDh3KyMioq6uTSCQxMTHjxo1LSEjogrsuHzCloZ/Q9xFJmOVybDApXRk4DFpMOd/QVz8TUCof50ayrAZFeipoADjpiVeRSJC2qS8xKKAWK+alfBQA/AlRGaUGAB6CDRD6ves3LF7gCwAQ+2G9/xSayZeUiOBwU0T5bBH6XXIFT3GmMy17u8YbvkN6C3wOavMrdMo4nudL3v198TsRk2maPHXcP+PKjxjzbjf+AR8CAI77EHCrmd/faDU7vVz3bC8hBhCnYl7J063M0a3M0aW44YlDmgWf9cQE3Ul3y5dfHYH8HOk2K7fxr2GQDc90tI+f5unnecmn0aoKEImRfgn6brG2bwZBqO5xAJ0k7LglQpTYHDzhBfkRs4/UFwv1iwv1WkGx5XwOzrKPVlFnJNpygnm5dvcnnrNyiSYr3U/TteFaBgDeztY9WUJdlaJKPjF4yjM+hI0Y2QcV1l5SDilzHVQaMHmRSWMAACLzFuPrb7NmOwG8i+etUliRmAVA1aqWwvqHx7tfvwLqxh3dr+XqVseI82Vkb4HPKr9hClp/Fr0M165Z5fINihKLArHKCrSybJVb+BV+hdmp2hBR4FIfJ2bUiPNn8KzbAIBoNeSJI3RQSCfYMd6SnJycFStWHDvWLN7hwYMHP/nkk4SEhI8//tgcpbqL8E8pDRcvXty8efOmTZus0q9evfrdd9+pVKrBgwc/99xzzpqcIIB8Fzz+86qLBxQ5aoYaIPRfHfFwMClV6K2/4JfIjxcaFICABkEAIE/U+MX5dShpNmXIEqGbwvifpDetbizpIRQgmEljABYMQHvjwkaNAQAA3N2HeHpOUvor9QZfLPWcVqcu5KPfX9eIaZbJuMkpDQAwSRr5dMSglrEneJdSeJcveAJ4Avx2Wd19pLRAgOYL0DQJ2lvZqLiVkcgP11UAsDxPX8JHPSmWTzdqeEPqjQPq6UtuTZ+YYyShfJTYEjzhhZKjjYsdAu/uE8dryuuwmmo6IJD2s+1vm/b21U6ZAQAYhvH5fFDbWPPq9PTke53hD1PePKOXF4oZxlvPAoBQYyNwQ3RVfLmkSMJo3qzevlsy6k/LWX8pAAAgAElEQVTxEABAWBhc3zRLFKmhIzU0AKVCBTYn69SM9VKgkrbtQbUlaFVFK387E4jC2tbEMGQ4FREt2v4t0uhNhAVAAMOpx2cawiPx3Cy48zQmVFITKuuUy98EDEMoA56VPpL2p3qyxM3rzc74yETy/FnemRMAEARwpn9C0sAhhQZFN9J9hDgYccZ4B6tstq0DrSjvfErDyZMnX3jhhZKSEptHU1NTR4wYsWXLFlMAyS7CP6I0VFZWbty4saVCoNFoPv7441WrVoWFha1Zs+bQoUNTpkxx9uQilHjT96E3fR8y/bUZBUDLGG/oqixTNHfcsH8WTt4Wow9XGcv46JZgXh2BpEqxxYX6HkpahyGTKw1JPneKjQAAnFXJbXq/MfQfhHt4Snbv6qlqHDpZzua2VTB5keXfhAa6QIg+rsDNGgMA+Oub3jiBOuttY79eVS0aHXmYrQaAWW6xa/xHAkAc3ysl9ukqwqiobwgmxHhlBZmajDTUo7URjKc326ktku4G4uZ1ftK+Ni1o0vvGxiEJw/hD5NpjSHX5xlwRTTX8mhBzyk+AIWlt5W5isDCgwNAsvtdDomZbixGaJq5exIoKMAyDsAjoGW/eBMv4NDOLYTrdm8kM7Rdg1U1YvR74fNbTGykpBoDGUYk2Ert30uMfY8nmS6IoimjUwOcLd2xBq6sAgJXK9EMTifws0GhpXz/B+MkGocikMZgQXk4dN2AI4xnuQmkZbz/Iy7H429l83d68efOxxx5rU2zBggVeXl6JiYn3oUgdgXv/nqMo6uOPP/7/9s48LIojffxv9TEzDMMw3CAoooIiiHKIR1TE+4q3MR4xJuZwjYnRrMkm2d/mm91NsvHZXJrLjUk0hzlW1wMNHonxRE0gXnhwKYogAnIzMz093fX7o3EY5oCZEUfA+vzB01NUdVVXVXe/XfUe8+fP//HHHy3+lZWVFRkZGRUVBQBTp079/vvvTUJDQ0PDli2N1lmxsbGOO96iaRoALCxrFYADWc8y3vYXZHoAmx7Q9C4p8qCGVBklL7n9amFZrNI8M0UhpdLDJIBLO1gymYyiKIjqg4NDUOmNxqxDR7Rs4EvTtAsWwJIirgsFaZpuQ4thKWamU/ktUij/APNHTIGSAoDXbjjhga6LHm+7FaQft5gCRKOmS2MYppdcrcUKfKuc2fod1NcBAFV1i2ZZcYKN/fWmJlEUwzCu9S24NCgsyyKEnFWuthea0vEGSA1WKBSi2CiKMRmHWiwh2eHhPrycnvdw4PWikE9Kbu/U4OcPX3p26QrUgweTjywprHuPXgqvRjmEYRiKojzkcigpBiz+q1vqWa78gq5xJXyaT9SSkMQmWVwQ6E3/QdevSfUyuRdVOReFR5Y0qqT0ihJHj6eOHwGtFveLpx9I8bCl0+BCx5o65w5N881x/FQMwyCEzPOjUeNwUSG62fgFjwEURw7A2T9wsA05SXHoZ+zV3NOzKCqPHICYOFTR+MmEamtYhVx8YjkAIABKqWRulloI4woDhz08QNsALAtWJsoSNrsIpY7Ft8pQfi4AiKnjZFZ6P9Ksk8vlzo4LQqhtB8UFRFFcunSpg5mXL1+emZl5bxvsNtpeaNiwYUNKSkpkZKT1vyoqKkyhxIOCgsxjyNbV1a1bt046fvTRRxMTnbM89PS03Eb9S3DyrV/To+uEkz7M+nC5wUypGBCE6fHiIu7bMNkVD2rlZb3Jr75ChBmlhm3BTXfOVO+eKk+VxcnlcrlckvGfeUHIOonraqmoaHn3Hi600+ULdBCZzLmQCvZCpctkMqeEBplMZlE1Hj+Fv34NlxQDwP+ig3y7h+3i/Ptc3utU89DJY54cx85bZKPGIweEA/vMU+irVzxa7jcjL5w8Li8rRd260wkDndUAd21QXHixcZwNM1EXGtD0UBMErsaG1eVtTN4wEJ19mro+UlFXa7G7oKitwX36Gs2EBsrPn31oITJvkl7PblyPr18DgJDgkFNPLtvLlRbpa/qrgh/wbhaASsg4bGz8wr4tnV+9rLh4jk5uXFCEcZNh7CQQRWsfXOZYzzoHcfn+uvNTNcvv6SmOmcR/+4X0q7EvaqophMDPH99qHnRb24CsjAPp4iImPsl840cmY2mzKtjAIIOvH65s1GVBGh+PoGDj1xvEKwUAQI8ax4yf4uh1eXrCk8tBrwNW1sK4uPwqvbf+EtLS0s6edXQtraio6IsvvnjmmWdazWkwGKKjo7OysjQaS+Xrffv2rVixoqqqavr06WvXrpVmss1Ex7FZ/IMPPnj33Xc5jpswYcKHH36oUlm+4FqmjUfl8OHDdXV1kyZNunbtms0M5rqm5u+n4ODgzMxM00/HY9Kr1WoAqLWySnhq/znmih4AZpfyPbTiyr63Jy6CaaX8uxd1oXrxr/n6PQFsco3B3FT5o2ydXIR9ASwATKvA/6/P0FslJaiuVtT4AE0jhPz8/Orq6pqe45G31ehaa3NjeFknUSgUKpXK8Q4xIa0NWCgWOILNmPQNDQ0830oUb/MzWOg0IG0DdatcnDILiQKWK8YqPccCyH/+ydm2AYB4OrMqLt5891Qul6vq6ywkBgDgVV61Lfab8n/f0wW5GACdOKotvMyljHGwDWq1GiFUU1PTelaLGpVKg8FgNDpt2CaX21iScXxWsCzr7e1dVVUlCAIIAlNYIFd5UfVNnrhE/0Ck16H6OiyTW7iy4G8UN2h8Ld4YNTKF7MRRxiReYKif/pAoiKa7QKVS0YcP4NuL7bj0hmH71qHDUrGqB/CWLVfk5lhLUvqci7oeUQ5eIAD4+flptVoXJrxrN6bN2wScGRRPT0+5XF5Z2SwcvCLrpHVX4Ooq3az58gN7qapbZsk2ZFyBour8A5X+Aej29kR1tx74dpN8fX05jtNPniHfs5MuLxN9fPVjJ7N7d7O3rdOFA/vqAkMsHJ2BnS5Cej3SaUVvjbWNkoQ066qrq52d8AghlUpVV2fpKa5V7A2KC2zbts2p/Nu3b29VaPj000+/+uqry5cvW/+rtrZ23rx56enp/fr1mzFjxkcffbRy5UqbiQCwZ8+eP//5z3V1daNGjXr33Xd9fHxsVmez+N69ez/55JO9e/cGBAS88MILb7311htvvOHUlbax0JCRkXH69OmFCxcKgqDT6RYsWPDRRx+ZRCp/f39TdNHy8vI2HGALEMcxV5pWwpeU0bXhAVRVZa1K+X8nimizb+kJ5bzFvefL441ntCIAQmAYPgpfvqzY8V8AEL01uhkP40BbQQoILSL743f5L+nSsSFpMJc6DgBAp2UvXpASzd08GntGMQW5rZzRKsQUriizSBE1PhaBwSxA2ga6IBduV81mn+FGjO705uZ0eZkibQtl9s2KAcBbo3twJtb4oppqurJCsb35xuLNm4qjh8xHyZA0WAgIxDJ507ghwB5WX6KVzV6fsnOnZedO81HR+ikzLT9MbX2ndnqXDDah7Knl6rXYSwXNhAYbiBpfpNXqZi9g//gdaMYQn4itFkqF4C7axUtBEKRulzffqKLLb1oLDdawp35X/JwOAKKfv3bOQuzV2eJWmH/EOsLJkydFUWx5R7h3794vvviiTa3J9PT05OTk5ORkAFi5cuXf//73lStX2kwsLS2dN2/eoUOHoqOjly1btmrVqi+//NJ0nqSkJFPLbRY/cuTIuHHjJAWAZcuWLV682FmhoY29ZP/lL3/5/vvvv/3227fffjsoKOjbb7+VJIacnBytVpuYmJibm1tcXIwx3rNnzwMP3B27KYwlT2omWAP30uG81edu/eN4M4lBwti1u/U5KABj7xhD8gPynxvfdlRNtdxMgYjgCEink2WeMEkMACDLPEFfKQAAxZFfkb5xcdX8RY1lMu2iJ429eoveGtuuuH38xC6W1uSoeYoYEtrw+DLR30ZxszLI8mdnlxhAEBQ7fqSar3IjAO3shaJ/IGYY0c/fxu7U8cN0RZn5KIkhoQDAm/YOAAwJydh6FTq0m2UKAJt70VKfH8AY2ds6Z+cLEuYIWG377Yu9vOmb1mYjlsPFXM7z/M9az0/fl/12THb8kGLvLmTvK9+Onqlg/7sI6XRUdRVgjHQ6henBeKtCuXWzvSIdF3uL5S3Q6iJTamrq9OnTaVsiclFRUUREozpqREREUVGRvcS0tLTU1NS4uDiWZV977bWjR+1GQLVZPC4ubteuXYWFhdXV1Zs2bSopKXH2Mt0ky7/00ktvvvlm3759V61a9dZbb/E8HxcXN2WK7c2zO4G6VaH87zeortlKGrKjRwYAmGF0cx9hCgvke3dRzUsJ3SKQICAzC2mL0xJahrmSr9i3G9VaruEzJdfZvIvsmT9slqLqaoWgEN2MuQBAVVV6bvjQ/L9iYJB21nxrmwjk589NnCZP3wEAQlCIfsqMlje/AQB7KI19YphL56Wfho7swNtBqOvXqKpK63TmSp7BdxAAIL1O/ut+6wwW0AW5fJ8Y8w11Nj+Hj+5nEaAVDRpqvJJvHsKjsRm3yi1SjL16GxIHybJOmlIMyQ8YI3q22pKOTXmZcOyQsvymEBLKDR4GHkoAMMT2t+4x0c9f9AsAK2fnGBACEDW+QlAIm3PeugamIFeWcajlJTduaApVfpMuugoA3JARQpitZYaKcuWWzXRxEQBgL7UhYaD5P6nyMuZyfidzgObr62uxc9QqSqWy9Uz2Me3dY4xNCsvWicXFxRkZGSbnEL6+vhhjez6mrIvPmTPnzJkzgwYNUigUs2fP9vb2tlmwBe6W0BAeHv6f/zT53du+vTHgZEJCQkKCjaCULoOLrqKS64wgCuE9ALDymw3IYGhaSKUZEFraThN69AKEjBG9hMVLld9sMD1SRR9fY5++mGGE7j3pwsYNP2MvJ3ZY73fq62xKDAAAOq09iQEABLPPU9HH1/xdgqUdIjueto1x8Ya+/ZCBwwpHFa8MU2dTfWKMN4qFLmHGXjY+djsZ9qRe0zDJD+6naqps5mmWn+cBY8W+XeZnUOxN0z7WXNuconSTpqMxk9izf8h/bdI4EUNs+M/gRo2nOD2Tcx4Aif0TuJSW3nOdAFRXR333pVhdTSOgi4vo4iLt/MeAooRuEdyo8fIDTQrCor+/7sHZWKnEam+LGwoBYLW3/sGZst8y7FVEXymAFoUG7OGhffhRpNMCK7NpN454A/72S/r2DiCqq5Uf+gUzLDKL70OVlULnEhrCwsKcEhoCAgKc1Si0qO7gwYPS8bVr17p27WovMTAwcObMmR9//DEAcBxXXFyMEDp//vyCBQsAICcnR5InMjIybBbnOO6ll16StiTS0tLOnLFc9muVjhzEUxQVO/4L/1mHd23zSN+h+vQ9xf7dyGAA84XUFiQGihb7xesnNNp8Ip1W9POXLI5ET5Vh8AgsVwCAbspMw8Ahxh6R3MixhsHD7+oFdSaoS+dtSgyixofS2nem5OllGHK7kzFms0+z+TmNP2lG8A0A0dJ5A11USJ09haurAAAoynGJQcoPAxK5EaPvB4kBAOxtPGN149cGffWKI+cRQrtStTUW40tXlCHehr8mLJMZEpL5uMZPBUPiIL5PrHU2piCXyT4DvBF4nso8STe6Jei0sHmXoKba9KiibxTTt900GRIH1S99nhszUdo4oCoqFL/ulx0/YrEBhOUKbvyUhkeeZC6cY3Iu2KsIOWatgz2U9jzN0HmXoNxSZ8hCVaLzOc8YO3asU/ld9tNw4sSJ2traiRMnnjx5MicnRxTF9evXS3oP9hK3bduWl5fH8/zLL7/82muvAUBMTMzp06dPnz5tOlAqlTaLZ2dn9+rVq6ioqK6ubs2aNUuWLHG2wR1Y1Uh+4iibe9E8hS7Ic7y4OHqcUaVGnB7L5XRpifLrDSZNL6qhXpG+HdVUGR5IwR4e3EjnZg8BAMCW41sAEMIjrLe0mxg3ybT1ID9yQHbSLEaoYGSu5DGf5WkXLxVuu5FR7NslLVoYdm6hFi6R9toJthFFStuAPTyRzlJo43v3lQ4QQhbBx63BGh/mwjnZ8cOW6UpPzNh5P1GUfvwU/ZiJALZ1HgGAav5aospKhVBHI1N0AHRaymAQ1d5NejO8lRmtmciFvdRUeRl12+UiXVhAFxaYdFFxl1AxvKc2MRk8lGz2afNtnWZgAATiHcfAo+rqbEwJGcv37svmXAAAw+BhnW8vaeHChe+8847j+R977DHXKho2bNjBgweHDRv29ddfz5o1i+O4UaNGLV++HAC8vb2tEyMiItauXTtlypSqqqpBgwaZa0FaYLN4UlLS6tWrExMTvby8nnjiiYcfftjZBndgocF6589xNTZjRC9mf7oMQAagm/lwo8v35uXlGYf4uATs1YHDTt5DsK+fzXQ7GxMYK1V8QrI8YaAU0wvV1jSTGMyQZRzUTXsIAJBOZ342NvOE0SoQNqERQeDXr5UVWtp6YW+Nfuwk046PENqNsfbfENaNl8kRTWG1hi7IpaqrbL72+X7xrWiStqhlIjTXhzCX/5BOh+Vye3Z97Ryq5Lri53T65g0AwCovbthIvl88AAgRveBwk2K1qPYWg5rt2jCXrW2IGrtX9PUXRo8HjgNp98EeCACAybnA5OfcyVoathXOTfT20U+dzfE8pqhW9Yc6Ij179nzmmWc++ugjRzJPnz7dcb1+fXPjL5M96oQJEyZMmGCR2WbinDlz7DmutjD6sFl89erVq1evdrC11nRgoYGyUgsCAKAQ2A9iCQCG4aO4gUNUn75vSlH8/BOyY6XNXC/ko/vdWTPvU5CIgaJAFJrJYgwDtnS5jZF9dNPnAoDJF4GFM11zqLLbn6QWp3Le+cH9A51zQWwuMXDDR2FfP2N4D3NXxIb4gcwFK4c28Un6PrEAIM84RFXb0nhQKrnBww3xA238y2GkvXw28wSiaeOQEVLcEKqmWrH9B7rsJvZU6UeMNna0YLBURbnnbU9NAIDq6xR70oBh+ehYITAYz5pHHdiLqyqFoBBu3GTMsvS1QvZMFiDED0hs4SMImXtAoVp/YcsyDt+J0GCM7A3BIWByfQsAANygBwCgc7tpf/3118+cOdOCeYJE3759HZQtOgcdUniXEGx+y7YoMQgBQYbEZEDI3CbTnsQAAGBw1J0RwRxceYva8V8QRfMHnzEuweZ7HQOIPpZDiew5ksJNG/DYy8tcYdvYvy0VbDsWSKeTHTvkse0HRfpOxqQFYp7BSr1RiOgpeqro4iJJDUjC2t4PA8DtdQi6+W5gUx6MDQnJd74SYEgc1PD0CuHZ1WJ8Y6xF+c/pdNlNAEAN9R7pO1AL2jDtEpsbB42W24IAdbUQGMz3T9RPmyMEd6FvFCt/+Iq9dJ69mK38bpMQZnd3BptNe96WtaoF9M0bLViQtQqmGbTgcWPPRjVw0cdPN/Nha7PnzodMJtu6devs2bNbyJOamvrTTz953U8L0h14pYFLGaPcbHc7R0II6yp6+1K3KrBCLkT3M0THSitpfEx/9nyrWqO4FUN/gh1EK+USMbiLbvwU5a1yawU3BCBqLD2aib6+tk+NoElTEkA3fS574Szb0KCIi29QeVmrSd4PoJpqzx++Qre3Fdjs04aEgdzoieZ5xGBLbQ/5oV/oq5cBADMsMBRQDB8Xb/3ixz6+qEckGAwAQNXb1lNBOh0yGCyDJ7UFdHOfXdStCkHZZv6e3YC1cSkAoJpqxHGyowfQH79jABaALizQLnqKybtknk1UegoRveiiQgtRWwiPEAYOMf00RkVzI8fKD7ZmKHvblZOLaHx0Mx9GghEbDJJp6H2Ch4fHF198MX/+/HfeeefYsWYbpvHx8c8+++ysWbPsmTt2Vjqw0CCEdjUkJMv++M3yH4gCLL08MH29SIiI1E6yjKXJJw1qVWgQgkOF+0Cavis0j5kLt5cx9ZOmeXz7pbX1BLJ6Gwmh3cSAQMpKZ1sI62bs1r3pN03z/eIpuZzy8gInjao7DYr9P6HqavPFbNkfvxsjowWzjhIjetLDU4UjvwIA9vLiY/rLTjQuuiIjD0YA4GQnjlpLydy0hzzkcjbrpOzEMWRzQxAAe3hglyI+tIoQGMyY2Wh0OCHeXrdgmmYvNdk7UDXVdFGhRbAoWZbVkw0AAPZ094k2NoTJmj5tDQOHGBIHUbXVnp99aLMI9ta0yQBhmgGPDvzKcJkxY8aMGTOmoqIiNze3rKzMz8+vV69eISGdzWDEQTrwDKBLrtuQGABuSwwgrY3Ljhww9BtgYSAk+AWA2hvMnkfGnr2ZgqZ1XaFruG7S9M7vIvDugFnLeSW9wESNLzdxqsfW7yz+K884xJTd0I8cC6blcYrSTZuj2P5f829NsUuYbmpLS4X3I6LIXMm33v5mCgvMhQYAYKbMqO8Xj6urRD9/2x+mGKC5t3+s9hYCg6DoqmJPWgtNMHbv1eqdQtVUy34/Dg31xl69jTFxLWc2oR89Qamtp0qKsaeKGzUed7RvXGOv3oyVoiIfFQ0MY9FjzMVsY1y86K2hpBUjirK3bPYsVVBy7tMtvWalKMxWjyhK1PjycQnsWRuKxiZ7V8Kd4O/vf/dCH3QgOrDQwFpZT0iIvn5UZTMP7R47thi7duMHDsUKRWMSTYtTZ6GdW1FtNQDi4wfqR0+gamuo69eQgRMDgzuVudfdBBl5Nus3uuQ6pmkhohcf2x8QosLCLXZQuUHDpANjj0ibjzY6P9fjVgU826TTK/r4aR99is29SN0sBQoJIaHGnlFEjLPETlRSsLWHjdXegqdKfnA/e+60jSLotnLxbavLRmPjQvv6+QCit4YbMarlNiKDwePHryUlSjb3ol4UJAuCVsFq74YFSxBvwAzbEYee7xfPXCkw1zIRff24sZMAwNBvgPxEk4Ydm3OBzbmgHzcFaApErNjbTErTKj2UWt05L3p1X48SBQKA56/t/z1yEYOabSdxqeMoqx1AY2Qfzmw7wyZIp6VvlIgKhRgS2hH7uQ2hKEphek24hE0v0Z2JDiw0gN52ODsuZYzHth/MU+jia3TxNab0hnbOAlMi7hlleHqFWHZT9PSU1iFEb41oy7iIYA/E8x7ffG5aDGBzLjAFubppc6joWDEmjrot1ZmcOiOexyzLDU2x+T1EVVXi4mvga7YETVF8nxjoE3PXr6TjQtNCSCh9o9giWbQn9WJsT9puAoEQGKyfOkv08UMA0PymEIJDEaejqipFtbfQqzc3NMVG1InmUCXXzc0u2JwLDgoNjU1m78rehzugad2MuUx+DnOlABl5IagLHxcv+VAyDEtlg7tQe3eBrskbt/zEkfqnVwAA+8dvJl9PAFDDojIP6rwXXaholBJu6mtrfzsUWlKGFR58fBJVdYu+nI89VbrJM+iiq0xRIVVTI/r4ChE9+cg+LcsBbO5FKSYfAIhdwrSzF9wN9ZSOAkLIheD19xUdWGgQwiPYS83crRtj+nMPpIjeGm74KOvgUnRhAdLrsZkUiRmmhegshFaRnThioarG5F1icy9CwAhx1jx94iBUWyMEh2IvL6r4Gr9rq6a2rkDFbBgS+XJ4uPrqVRtndMB+jGABN3aS8qvPmkUK7RHJtxDtyd7ihBmI0zeZtMT0N2b+xhQWAIDo46ub/hD28gKMnfgkbf4SEmX31zvJ2Ku3DYtHhGBAIjQPKIpqaxBvwKyMmzhVsXOLSdIKqdECQHedIanGmDTMS0+hDee04SVHpP+y2U3rRkxejnbRk47bpiLeYJIYAIAquS47fvh+dmcnCILWLKiKCygUis4tdrRTocGhTk9IFspK6VOZIOl2pY4TYwfQADTA2t5eH7PqHg3i52d13XVN67SMUmlSIaZpmmEYZxVfpfw0TbswLSiKcqGUtNjlQkGGYVxrZwvNsIC19qaAgS0ukvJTYd1AmmEY82k/auq0ANCz3vjU0ZzRI7v86pfomZ+P6utMe7diQBAb1o3lrDzlWYFqa1B9HQ4IlL5BpbYxDIMdeB2aQ1GUa4OCEHLti8S1WWfvuhobENbN8NSz9NGD1M0boFAIvfsak4awzV0CMwwj5acoSuzbj7bnQ9CEn790coQQxbLGeY+KN2+AwSB2CWPsOBtuor6OvlGMND6oe4/GFnYNFyL70LetA/ADKS10ncsTHtx7Y9rD8VNRFIXCumGzmwhrfBjJPCSsm+HpFUzWSebndPMivRrExGqhwJOeW2LDYzcAUNWV8tJiwb5XBouLRWWWkTPZG8Wi1SW41kXSVHHtMdu2g3LniKJ46tSpvLy8W7du+fj4dO/ePTk5ufV7oTPSTq/ZwW0hccpMdvwUqr5Or/JCrEwqw2PhteuHHq4wDqoWjvnS3YsbhQZx9HjaTIVYmpeONqimmso8iRrqcfceMGQYRVEubFwhhFwoJTXStYKutdMmthtv3YEIEE1Z5q+pVtQ1Ce8ROrGMq/02eejjk2eh6ir68C9QUYYDQ4SU0TKWpVv20YQxnbaVkhxBqr2FiVPFqGhTF7kmNLg2lK6NpnOz7jaCHSP7pgYEhYiz5pkU56ybJVUq/RXHTwH/AHStELw12FN1/uzhXpU6pdCs68TUcdLJG6+UYSC0q80zW4DOnWK2317rjuhJz32kMZ7L3EfwlQJoqMcRPZHKq4XzSF3kct+67ca0h+OnQgjRk6cb1681pYjjpzQVp2mqvs66lIggGasAbIWCk07LMPbaYGPeWnvmUHnZLO7ys8uFCe/y/XU3aGhoWLt2rXUU6aCgoNmzZ//5z3/287Pt/baz0k6FBgtHmy0gU6sFT5WuthaExiKFhpo3c3TPX+GkBdsMH+Y/XWVv9X9IFdwNzE5LUZTBYDA64EYQ1VR7fr+pMTzPmSzjjev8uCmcAx/Elk2VyRy/LnPkcrkLBVmWZRjGhYI2Y7UZjUbeyuGSPLyH7FqhRSLXLcIDwGg0NlXNysw/GW7IqXIZVait0uv1oPCAcVMAY9nJY+yXnxoFAXpGciljpGzeXQIAAB5KSURBVGhhNi4q+3ST6+jaGuqn7brgUOzlpVAoOI4TnfTTQNM0QsiFLpLJZK4VdHzWOYLjDWBZ1sPDg+O4RvkjLgFua9Qrzhw1lxi+C2XT4nut9/WXbhaEkOOzCBkMqu1Na93ilQJ89CA3ZETjb5MBc4tnQwgJgmAw2P6SbgFPT0+e510bzba6TcCZQaFpmuneo37p80x+DhJFY88oUeNj3jlyhrHQ5jCy7ItxM4dpwuHXf9g8pxAQpA/ugu20QalUCoLQrIUKD4iKZnMumja39PEDBavirnWRNOtcmPBOzTpz7iTOpE2ysrIeffTRa9dsOKi9efPmRx99tH379nXr1o0ZM6Zt623PtFOh4U4IZTwXFPNwe4t3aJXxxQQ/VXA3xOllJ44yxUWCl5ofPAzCIxw8IXvulHlAP+G34zB8FNl9BwBu4BD6Sr65y2e+f6IxwjJCLnsmy3RcIaOejfUQEfTzaFJ4lJ3KNOmgsGf+AINBP2WmzRrp6800w1FdHVVRBveTO7a2hblSEFXRzElGDY0mdDHbEddpQeGoCgKqsPRlRN0osZmTYAJ7qXk7Hrj5qL6yowfNU4SU0cO8u8tlcuNDC5kfv2lMDO1qGDqcvnYNe3ry/eIx7dxTnR88DGGM6mpFXz9D/MD7wdWjgxw7dmzixIkt5ykuLp45c+bGjRtnzrT9yOp8dEKhgUW0gmYBmlYCnglIBADFrv8xl/MBgAJgSq6LS5aBY2GUKauAjai+DtTEzgKAprVzFzEXzjHFRZihhR6R1hIDVVWpMNuX1dHwUwA7UtVtsldTWDwmp5lCK3sxWz9puk23xKKnpUNACw8cBKeQHf3VIqVfUFScdxRIA7d7m2SXoYiL14+Z1KpLQRteqG/7/Ca4gOjnr52zUH5oP112E3truOSh/IBGB9tiVHT98tX0zRLsoRQCgwEhY3fLW88R2IvnFLu2NZ4zMJhIDCZKSkqefPJJBzMvXrw4KioqNtZGzPfORycUGgAhJjYBfj8ubU9Udg2b0jUJ6XSSxNCYpbaGyjgEg4eDA4rcxtBu7NlTTWU1PtgvAOwFR7jfoChjbP8WtLWl+H4muurELzUPjA+Lp8x1oxzWkzL2TzS3buejoomV7J1Al1quBAxIGCPt8SjStprGjj17Cqs1nJkDb5tglRffL54913SzGJIGtWFr70OE7j203Z+2aauCPTyM3e80IDVrFkuWPfsHN2JUh/OgdZf45z//ef36dcfzv/LKKzt37rx77Wk/dOCAVS3ApYzRTZpuHJDEjRovm70IwNxNZCPoZIbHB2/bjO5jgTEmziTgY28NM3dhB43Se0+wjisxqcsAurlTGr5332Y/+/az18Oi2rvhqecMSYP5PjH60RPs7WIQHEQI62b+E3trRLUaJG8/zaU9+ko+OIB+/BTdpOl8v3g8PJX6819FjZ0YIgSnuGsOlxDfXNvAeVWSTklpaek333zjVJGDBw+eOnWq1WwGg6Fnz57V1VYB6AG+/PLLnj17+vv7jx8//vLlxpi0AwcORLdZvny5U00CgH379kVHRwcHBy9dutSkJ/TBBx+Eh4cHBwcvXry43k5AmRbopC8/hIwxcfqxkwyJgyRXKljpKXSzocSgaG7RZO9s+rGT6pf/uWHx0oYnllM9Itu8vZ0YIbgL3z/R9FM//kHrVW5+QBKXMlrU+ILamx+QxI2Z1MIJRW8NlzpO/+AsPiH5jmLwEAC4UePNdxD0pp5nLK3dHPWwJN16Ex6EMRORD5EY2jt836YVdSGsGybrdgAAsHv3bhdKpaW15G0dAD799NORI0eaBAJzcnNzly1btmfPnmvXrsXGxj7++ONSekFBQXl5uU6n0+l07733npS4Z8+e2NjY8PDwxx57rKrKVrR6AACora2dN2/epk2brly5UlhYKMXv3rt37yeffLJ3797z588DwFtvveXsZXZSocEWuqmz+QFJoqqZ0hyqq0V2PEtagD2UYkAgeUu5gH7cZO2iJ/VTZzc89RwfZ8sVIEKG5AcanlyOVv8//dhJ97NDOjcjBIU0LHpSP2Gqftzk+qdXmEKNY5blmzviNNocOEIHxzA0RT9xqrFvnGFYqm7mw/e6Oe2Fs2db85pqi9OnbXlnN6N3794vvviiTe8OBQUFjz76aGRkpFKpfOKJJy5dugQAVVVVDMP4+/srFAqTz6jS0tJ58+Zt3rw5Pz+fYZhVq1aZnycpKcl0nJ6enpycnJyc7OHhsXLlyi1btgDAkSNHxo0b16dPHz8/v2XLlm3bts3Zy+yMOg12wB4e+rGT6AGJyo3rTYmixgc7pg5JuBOEoBBB7Y2svl8J9xzsoeT7DbBO5yZMxRof+nIe7aHU94u32EIidBIQ4mMH8LE2JsD9zM2blj6vHKG01DK6rwWpqalgx+PFxIkTJUsNjuP+/ve/z5kzBwAKCgowxv3797969WpycvInn3zSs2fPtLS01NTUuLg4AHjttdekc9qkqKgoIqJxfT0iIqKoqAgA4uLi/vKXv6xatUqj0Vg7n3CE+0hokBACgkxOprG3Rj/RMmo2oc1BdXUeaVukODrG2P66cVPIgk37B7MsN3wUGjFapVLxdTa8DBEInRXXYlbJ72yJFGO8devWV199dfr06W+88YZ0wqVLl65cuZKiqDVr1ixatOjYsWPFxcUZGRkDBjTKeb6+vhhjez43TekYY8mNzZw5c86cOTNo0CCFQjF79mxvb6ftm+47oQEADIOH8QMSlUYjp/Ky7WmP0KYo9u82Rd5jss/I/PwNyQ/c2yYRCASCPUJCQlwoFRbmusGqKIpPPvlkfn5+WlpaVFSUlNizZ89XX31VkmCeffbZ999/H2McGBg4c+bMjz/+GAA4jisuLkYInT9/fsGCBQCQk5MjyRMZGRlhYWEHDx6UTnXt2rWuXbtKRV566SVJKElLSztz5oyzTb2PdBrMwQoPHBgE96XncPfDlDSzXKKv2QpVRSAQCO2DkSNHuq3UiRMnamtrd+3adfbs2X379vXo0cNoNEo+NLds2TJkyJDy8vL6+vrPP/88JSUFITRx4sRt27bl5eXxPP/yyy+/9tprABATE3P69OnTp0+bDpRK5cSJE0+ePJmTkyOK4vr166Utj+zs7F69ehUVFdXV1a1Zs2bJkiXONvg+FRoI7kQ08wmNAcDKQROBQCC0H1JSUkJDQ50tNWXKFBfqGjZs2NmzZ48cOZKZmSlpO7IsGxwcDAALFy6cMGFCTExMRETE6dOnv/jiCwCIiIhYu3btlClTQkND8/LyTCYV1nh7e3/99dezZs3q3bu3n5+fZLGZlJS0evXqxMTEAQMGTJo06eGHndZ+Rc7G+HEPFRUVDuZUq9UAUFtb62wVSqXSNafofn5+dXV1LsSeUKvVLrRToVCoVCrHO8SEFHtCp3PINsQcf39/68Samhrr2BMtnKGhocFUNXv2lGJvkzGS9tGn7UUkd62L5HK5l5dXZWWlC7EnFApFQ0ODszWq1WqEUE2N3aBB9nBt1oGdQXF8VrAs6+3tXVVVZS/2lT0QQiqVqs55nQaVSsUwjE179Jbx8PBwLfaEn5+fVqt1YcK7Nutsjgg4Myienp5yubyystLZqqW9cxceQb6+vhzHuTbhXegiadZVV1e78Jh1bdbZGxTHMYXGXr9+/erVqx0v+Nxzz/3zn/8EEhrbWTDGP/zwQ3p6utFojImJefbZZ72axwVYtWpVfn6jl5jJkyc//fTTbdsAQjuEj4sXNRom7xKwMr7fANHn/goKRyAQOhxLlizZvXu3SSegZWJjY19++eW73KL2QhsLDdnZ2Xv37n3nnXdUKtV77733448/WmyZSJ62JM2OdhL5lOAGhG4RNp1rEQgEQjuEYZhNmzbNnDkzKyur5ZxRUVE//PCD532z69rGOg0ajWbVqlX+/v4sy4aEhFhEUq+vr6dpWq1Wy2QymUxGhAYCgUAgtE98fHzS09OfeOKJFvLMnj37l19+kQwT7hPuik7DL7/88uGHHwYHB7/77rseHk2uk/Lz8//v//7P19e3rKwsKipq2bJlkroHAJSXl5vGZtasWZL1iCNIcomzm9lSQYyxC5dP07Qoii4UpCjKhXYihCiKcnYrWiqIEHKhRpvCHM/zlMMRNzp9F7l51vE8b9Nw3PFLlrrInYPS6W9Me988jg8KRVEIIdfmLQC41kUme32nuJMbsz0MiuOYdBrMycnJ2bhxY3p6uskDdFhY2Lhx4xYtWpSQkGCRudPrNNwtRcjKysrNmzcbjcbnn3/elHj16tWjR49OnTqVoqitW7dmZ2evWbNG+ldtbe2HH34oHQ8ePHjo0KEOViSTyQDABbUphmFEUXRhXioUCp7nXbjVZTKZC+2kaZplWb1e72xBiqIoinJWBQljbC7nmXCqAQqFwmQ15BR30kUcxzk7mRFCNE271k5w46wzGo0qlY0I4I4PCkVRMpnMhS4CAJZlHdeBNS+FEHLzjenOWWfP/4/jg8IwDE3TLugzSq9GFx5BcrlcEAS3dZH7Z51rTpnMsSk0mOB5vrKyUqPRtODHqdMLDW2s0/Dzzz8zDDNy5EhfX99Jkyb961//Mv9vcHDwnDlzpAfugw8+uHPnTpMrK7Va/corr5hyOms94UKoLpetJxQKhV6vd816woV2SlPQhYIuW0/YFBo4jnP8HlYoFBzHuabH7sKVyuVylmUbGhrcbD3htlkHADaFBscbwLKsTCbTarWuWU+4cKWS9YQLBV22npDL5e6cdfbeT46fytPTk6Io1yY8uGQ9IZPJeJ53bcK79giSyWQ6nc4164k2HBSnqrYZG0KCYZhWTTEdX5HtoLSx0CCXy7///vvk5GSFQnHo0KHIyMaAkDk5OV27dj1x4sTOnTtff/11uVy+b9++2NhYe84vCQQCgUBwMxRF2fxqIphoY6Fh2LBhubm5f/rTnwAgOjpaOgCAl1566c0330xNTb1+/fry5csxxrGxsStWrGjb2gkEAoFAINw92lhoQAgtWbLE2jPl9u3bpYNFixYtWrSobSslEAgEAoHgBjr57guBQCAQCIS2gggNBAKBQCAQHIIIDQQCgUAgEByCCA0EAoFAIBAcgggNBAKBQCAQHIIIDQQCgUAgEByCCA0EAoFAIBAcgggNBAKBQCAQHIIIDQQCgUAgEByCCA0EAoFAIBAcgggNBAKBQCAQHIIIDQQCgUAgEBwCYYzvdRts4HioeJZlAYDneWerYBhGEAQXLl8ulxuNRkEQnC3IsqwL7aRpmmEYxzvEBEVRCCEX2imXy60T9Xq943HM3dxFFEWxLGswGJwdTYQQTdNGo9HZGt0864xGo6enp3W647PC/V3EMAxFUQaDwdmCNE1jjEVRdLagm2edzdsEnBkUl7vI5VtbJpOJoujahHfnjelyjfYGhdCGtHGUy7aivr7ewZxeXl4IIcfzm1AqlQaDwdn7ByEkl8v1er0Lb3EvLy8X2qlQKBiGcaEgy7IMw+h0OmcL2rzxDAaD4/ewXC7nOE6v1ztbtWtdJJPJWJZtaGhw9k1D07RCoWhoaHC2RjfPOgCwKTQ43gCWZVmW1Wq1zr5pEEKenp4uXKlKpaJp2rUJLwiCCy8MmUxmMBhcmPCuzTp77yfHT6VUKuVyuctVu/AI8vHxMRgMWq3W2YKudZH7Zx0RGtxAOxUanJJMMcYuSLL4Ns4WdLlGcPK6zIu4+QLtnc3ZIq5V5EIpcLWFd9JF7WFQnMrZIeatyzWCey+wrU7VgfrW5SL3fFAIbQjRaSAQCAQCgeAQ7XSloa2gi4vkGYdRbbUYEqYfMQqrvO51iwgEAoFA6Kh0ZqGBqq5Ubv6y8bjylsetcu3CJeCwNh+BQCAQCARzOvP2BJOfa/6TLi2hqivvVWMIBAKBQOjodGahgUAgEAgEQhvSmYUGY68o859CcBdR43uvGkMgEAgEQkenM+s0iBpf7fzH5BmHUG2N2CVMP2I0UWggEAgEAsFlOrPQAABCaFftnIX3uhUEAoFAIHQG2qkbacfZtWuXKIpTp051T3UGg2H9+vXjxo3r3bu3e2o8d+7cwYMHly9f7rgX53vOxx9/PGTIkPj4ePdUl5+fn56evmTJEqVS6Z4ad+/ebTQap02b5p7q7pzr169v27ZtwYIFvr5u2qE7cODAzZs3582b557qAOCTTz4ZNGhQQkKC22q8QzIyMi5duvT444+7rcYvv/yyd+/eQ4cOdU91JSUlW7dunT9/vp+fn3tqJLiBDq/TcODAgf3797utOoPBsGnTpoKCArfVeOnSpU2bNnUs2e7rr7++cOGC26orLCzctGmTC16rXebAgQP79u1zW3V3Tmlp6aZNm6qrq91WY0ZGRlpamtuqA4BvvvkmOzvbnTXeIadOndqyZYs7a9yyZUtWVpbbqpNmXWUlsVnrVHR4oYFAIBAIBIJ7IEIDgUAgEAgEh+jwOg23bt3CGPv7+7unOlEUb9y44ePj47bt84aGhurq6tDQUPdU1yaUlJSo1WqVSuWe6nQ6XWVlZUhICEW5SQh286y7cziOq6ioCAwMlIJ6u4Gqqiqe5wMDA91THQCUlJR4eXl5eXUYV/G1tbVarTY4ONhtNZaWliqVSrVa7Z7qDAZDeXm5O2cdwQ10eKGBQCAQCASCeyDbEwQCgUAgEByCCA0EAoFAIBAcomM7dyouLl63bt21a9d69Ojxwgsv+Pj43NXq9u3b9+OPP+p0utjY2OXLl9+93VOj0bhs2bL33nvP09NTSjl16tRnn31WX18/ePDgp556imHa6cC5eUSADIoDkEFph5BnF6GD0oFXGkRRfP3112fPnv3VV1917dp148aNd7W64uLiDRs2vPbaa59//rlMJtu8efNdqig9Pf2VV14pLS01pWi12n//+9/PP//8hg0bysrKdu/efZeqvkPcPCJABsUByKC0Q8izi9Bx6cBCw9mzZwMCApKSkhiGWbJkyZIlS+5qdRRFURSlVCpZllUoFHdPUT8sLGzmzJk0TZtSsrKyIiMjo6KiZDLZ1KlTjx07dpeqvkPcPCJABsUByKC0Q8izi9Bx6cArRSUlJXK5/NVXX718+XL37t2XL19+V02JQkJCZs6c+fjjjysUCm9v77Vr196livr16wcA5jd2RUVFUFCQdBwUFFRRUXGXqr5D3DwiQAbFAcigtEPIs4vQcenAKw1arTY/P//RRx/duHFjfHz8+++/f1eru3Tp0qFDh958882PPvooKSnp008/vavVWWAeeKLdWsm6eUSADIoDkEFph5BnF6Hj0oGFBh8fn9jY2KioKLlcPnbs2CtXrtzVGZmZmTlw4MCYmBh/f//Zs2dnZGS47Qbw9/cvKyuTjsvLy9utTyE3jwiQQXEAMijtEPLsInRcOrDQkJCQcPHixdzcXI7j9uzZEx0dfVfjQEZERGRlZRUXF+v1+v379/fs2dNtYScTExNzc3OLi4sxxnv27HnggQfcU6+zuHlEgAyKA5BBaYeQZxeh49KBdRp8fHyeeuqp9957r6ampk+fPitWrLir1Q0dOvTGjRt//etfDQZDVFTUypUr72p15iiVylWrVr311ls8z8fFxU2ZMsVtVTuFm0cEyKA4ABmUdgh5dhE6LsSNNIFAIBAIBIfowNsTBAKBQCAQ3AkRGggEAoFAIDgEERoIBAKBQCA4BBEaCAQCgUAgOAQRGggEAoFAIDgEERoIBAKBQCA4BBEaCAS7GI1GhFBmZqZrxTmOS0hIKC8vd7yISqX6+eefW8gwe/ZsZEa3bt2WL19eW1vrWgtd5siRI3PmzHFzpQQC4Z5DhAYC4W7x7rvvJiYmBgQEtO1phw8ffvz48ePHjx8+fHjVqlUbN250p7seiWHDhl2+fHnv3r1urpdAINxbOrBHSAKhPWMwGD744IP9+/e3+Zl9fX0HDx4sHQ8fPryiouLDDz/csGFDq76BOY4rLi7u0aPHnbcBIbRixYo1a9aMHz/+zs9GIBA6CmSlgUBwiLKysvnz5wcFBYWEhCxYsMAUhqeoqOjBBx/UaDTx8fE7duxQqVTZ2dkAsGvXrvDwcClYcAvZcnJyxo4d6+3tPWDAgJ07d0qZMzMz/f39jx49OnjwYD8/v9TU1AsXLthrmEaj0el0oigCQHV19dNPP92tWze1Wv3ggw/m5eVJeRiGSUtLCw0Nfe655wDg5s2bDz30kL+/f3Bw8HPPPcdxHABcunRp/PjxGo3Gy8srJSXlzJkzLbdk7ty5v/322+XLl9u+rwkEQnuFCA0EQuuIojh58uSCgoLvv//+u+++y8/PnzRpkiiKPM+PHj0aANLT01999dWnn366oaFBKrJv377Y2Fjp2F62+vr6lJQUANi5c+ff/va35557TqvVSkXq6upefPHF77//vqioaNCgQSNGjLBWXDAajb/99tu6detGjBhB0zTGePr06ZcuXfrqq6/279/v6ek5YsSIqqoqKfMLL7zw9ttvr1u3ThCEsWPH1tXV7dy5c82aNd99990//vEPAFiwYAHHcVu2bNmxYwfG+Mknn2y5JXK5vFevXi1rYBAIhM4GJhAIduB5HgB+//33AwcO0DR99epVKb2wsJCiqIMHD/73v//19vaura2V0r/44gsAOHfuHMY4ISHhrbfektLtZfv00081Gk1NTY2U/tNPPwHA/v37f//9dwBIT0+X0o1GY0RExLp16zDGs2bNsriF4+Li8vPzMcbHjx9nGObWrVumxoeGhkoSAE3Ta9askdLT0tI8PT0rKyuln5988skjjzwiCMK//vUv6TwY46+//trPzw9j3EJLMMYPPfTQE0880aZdTiAQ2jVEp4FAaJ2LFy927969W7du0s/w8PDw8PCLFy+WlpYOGDDAy8tLSh82bJipSGlpaWRkpHScnZ1tM9vFixeTk5PVarX0MzU11bzSgQMHSgc0TScmJpr2BYYPH75mzRrp2N/fv0ePHhRFSWczGo2BgYGmMwiCkJ+fLx3379/f1JiYmBgfHx/p59KlS5cuXQoAK1euPHHixE8//ZSVlSWJL622JDIyUtrFIBAI9wlEaCAQWkcURQs1Q4qijEYjz/Pm6dLL24TpX/ay0TRtkd88m6SmYDqD6ae5IqQ53t7ePj4+lZWVNi9BqVSaTsUwljd+Q0PDmDFjysvLp0+fPmPGjOHDh7/00kuttgQhZP4vAoHQ6SE6DQRC6/Tp0+fKlSvXr1+XfhYVFRUWFvbt2zcmJubMmTMmPYYTJ06YigQHB+fm5krH9rJFR0dnZmbW1dVJP48ePYrNQtUfPnxYOtBqtRkZGdHR0S03MiYmpqqq6ty5c9LP8vLyadOmnT9/3iJbdHR0dna2qdLNmzePHTv2119/PXv2bHZ29r///e9p06ZZiAL2WpKXlxcSEtJyqwgEQmeCCA0EQuuMGjUqLi5u7ty5x44dO3r06Ny5c/v37z9y5MiZM2eq1epHHnkkMzNz9+7db7zxBk3T0kJCUlKSyXjBXrZ58+bJZLKHHnooIyNj9+7df/rTn0zrAQCwcuXKHTt2HD9+fO7cuYIgLF68uOVG9u7de8aMGQsWLDhw4MDhw4cfeeSRixcvRkVFWWSbOnVqQEDAwoULf//9923btr3yyit9+/b18vLSarVbt24tKCj47LPPXn/99bq6OtPWg72W5ObmJiUltUH/EgiEjsK9VqogENovJkVIjHFpaencuXMDAwMDAwPnzZt38+ZNKU9+fv7o0aO9vLyGDBmSmZlJ03R5eTnGeMuWLYMGDTKdyl62nJycMWPGqNXq2NjY//3vf/PmzTt58qSkfrhr165+/fqpVKqUlJTs7GzpPLNmzZo2bZq9BtfX1y9dujQ0NFStVk+dOrWgoEBKp2n6yJEjpmxXr16dOnWqRqORTC61Wq0oin/7298CAwN9fX1nzZqVl5c3bdq0yZMnt9ASjuNUKlVeXl4bdjiBQGjnIGy2HEogEJyitLQ0IyNjxowZki7CuXPnBg0aVF9fT1EUx3Hh4eE///xzbGxsC9lsnjYzM3PgwIE2lQ/cTAst+eabbz7//PNff/31njSMQCDcE8j2BIHgOhjj+fPnv/vuu6WlpTk5Oc8888wjjzwiiQJyufy555774IMPWs7WQcEYv//++y+++OK9bgiBQHArHfixRSDcc0JCQnbs2LF58+aIiIhRo0ZFRka+/fbbpv++8MILWVlZ5eXlLWfriBw7dqx79+4TJ0681w0hEAhuhWxPEAgEAoFAcAiy0kAgEAgEAsEhiNBAIBAIBALBIYjQQCAQCAQCwSGI0EAgEAgEAsEhiNBAIBAIBALBIYjQQCAQCAQCwSGI0EAgEAgEAsEh/j8ZJlkza5gyxwAAAABJRU5ErkJggg==)
Plot.ly
library(plotly)
p <- gapminder %>%
ggplot(aes(x = log(gdpPercap), y = log(lifeExp), color = continent, size = pop)) +
geom_point() +
facet_wrap(~year)
ggplotly(p)
Plot.ly faceting
library(plotly)
p <- gapminder %>%
ggplot(aes(x = log(gdpPercap), y = log(lifeExp), color = continent, size = pop)) +
geom_point() +
facet_wrap(~year)
ggplotly(p)
Plot.ly annimation with ggplot.
To learn about Plot.ly R and Plot.ly ggplot.
The plot.ly book is an excellent place to start to learn about use of annimation plot.ly chapter 5.
gg <- gapminder %>% ggplot(aes(log(gdpPercap), log(lifeExp), color = continent)) +
geom_point(aes(size = pop, frame = year, ids = country))
Ignoring unknown aesthetics: frame, ids
ggplotly(gg)
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