Re: Covid graph - YACovidGraph

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Re: Covid graph - YACovidGraph

jpgirard
From the Johns Hopkins data, comparing US to EU on a per capita basis, 7 day moving avg.

I'm not sure I would say the US is levelling off just yet.  
But certainly not seeing anything like the spike in confirmed cases (yet, anyway)

And the US is doing 10 times (!) worse than the EU, on a daily per capita mortality basis.
(ignore the big blue spike in either direction, I think Spain moved a bunch of deaths from 1 week to the next.)

I also show a similar graph for several states below, again adjusted by population.

Some states definitely showing a spike on mortality.  Simpsons Paradox, or just an averaging effect?

<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAxAAAAFZCAYAAAAIMclwAAAgAElEQVR4Aey9W7RkRZ3nn4/zOI/9OI/zOI+zzlM/qlA3CmjkqvZwtEX/zTSrlW6tKuoOBcIRxBnr3zbSWNLqasv/Ug7d1L0aCywBBaSr4aySVmgtLwM40LJYLlf81yfP+e2MHRk7c2fmvkTu/MZa5+zMyL0jfvH5xe2349ZzciIgAiIgAiIgAiIgAiIgAiJQkkDvy1/+sjtw4ID+xEB5QHlAeUB5QHlAeUB5QHlAeUB5YGQewHboYTzIiYAIiIAIiIAIiIAIiIAIiMA4AtgOMiDGUdLvIiACIiACIiACIiACIiACfQIyIJQRREAEREAEREAEREAEREAEShOQAVEalW4UAREQAREQAREQAREQARGQAaE8IAIiIAIiIAIiIAIiIAIiUJqADIjSqHSjCIiACIiACIiACIiACIiADAjlAREQAREQAREQAREQAREQgdIEZECURqUbRUAEREAEREAEREAEREAEZEAoD4iACIiACIiACIiACIiACJQmIAOiNCrdKAIiIAIiIAIiIAIiIAIiIANCeUAEREAEREAEREAEREAERKA0ARkQpVHpRhEQAREQAREQAREQAREQARkQygMiIAIiIAIiIAIiIAIiIAKlCciAKI1KN4qACIiACIiACIiACIiACMiAUB4QAREQAREQAREQAREQAREoTUAGRGlUulEEREAEREAEREAEREAEREAGhPKACIwgsLay7Hq9Xv9vaWUtu3NtNe6f3aAPUxEo4lqkh6ki0UOFBIo4F+qloBwUhVMYcQd+KGLUgaSVTkKR3ovYFN1fOkLdKAIi0BoBGRCtoVfEUxNYXXFLG51669xn16Ult7S84lbXBp39qeNxzq0urxsP/fCXV7Og1laWooZFdsMsH9aG07fkxR0NenU5YLLkPHsn+kiKnkVci/SQYhoak6mGfFLEuUgvRf5F4TTGJhfRqlsuqi9y/stuUMJzAZT6UsSi1MOV3LTmVpa8+iqXtoj/uDplCpmK9F7Epuj+KaKu+JGQ5ZKrAVfFMis4EWiWgAyIZnkrtioIeG89M8Mh1lgurbhZzYiiN2RFDWIVyXPR9I0yCMLGbr2z0EiD53dil1cr4B03zIr04CqOvxL9NRVIDfmkiHNRfi/2T2mETgZEtJ6soYKYPP+klE+8guvXK9a21MDLi1EfRWDuCMiAmDuVSeBcBzuo1NdWV9yy/xauAiMiRryo4xS7d2I/v2PIiMpGA+ZPocqF6d2/tDTogAdoco9U9sVvaCtgPTHXiuOvjEsTAXl679WcT4r0UuTfRPKriMOXvzdjgfHDKiyrVQg9QRipyJSKHGXRDeRdcktZezLbCFXZuHWfCMwLARkQ86IpyTkg4Hecoo1+/o1jHY35oIHpucrDz6VvxZuWEG/AsmkASytu1ZtaFUUzoFjNp4o78BNzrTj+aqA0FEqD+aRIL0X+DRGYMZr8yN2s5SVFFqnIlIoc5TKMly/aqFPLCam7RKB1AjIgWleBBJiYQK7jVDBr2b8neDO+trbqlr03tuvD+6ydGJ6CU7z4b/Cmf92AWMutlxjqjPgd3Ug8OQa+7Nw70igYGEvIMfpe59ZHaAay99O+tOSWV4bTPhjpYfoU6bPnltzKarA+xIb5I6MlE/H20uobZjE9ZIZTEDdpWlpZrUQfA57rxhtyDN5I9tzS0rJbLZgnF97b623ksfD+TN9xzrm84X/Jnus53p4PZO1F5muXyycxzkTph53TywT68kWfJB8O4vZ04OmcNU8hUj+uws8+v6COKHym/8N6WbCRQfS6HJQ9nxGPlCsDFdYhGwkYsCt40ZExKM575WRfj3Di/JPFn5dvIPeEOt+o26NTtsgzZfTs1dV9PXrf8897hgZ5IGyKip6rQsYN/eoiAm0SkAHRJn3FPR0Br9EpnnYw6DD1eoM394OGKbKosN8pGdyLcP79fqcg5u/7DcnlyeyHEwXg3dsPx2+IglZqEOf6GonB9+FO5MAAKEh72LhmcvjD+IP1FaM78OtdOl+eeKM+Pe9x8efiDrgNjKN8xyXUxyCMZbecGVAhv3X2g2fzHcHhdOfTPJAlznkQbvAp08+6ARGuB/HvHqRjdD4Z3JfnUpU/Mk2aDwdxD/MZsA2Y+omPfvY7f/m0Rm/PPPPPDeLP5wm/jA/kz98zeHYge+7eKfNsJuqI+iu7J8tDw2yJPiePZ7TFZCdM//4iBpP5D8tVFPegHBVxLmdADOoVK9e+zs1vnaCf3lJ1fsZ7Nhkz/emDCLRIQAZEi/AV9ZQE/Eo4bGSzIOOVfr/CX1p2K6tr3ltL/958x9tvIMY2fH5H3zNaEGm4UcoEHf4wlD5fvkFnwznPf6Pz78ubQ+OH6b81X1v1pkgFHSn/maDzkIXtpzk0QKxDURdvyI2K3/9tSn34PPsdl2z0yGMPmwxI2IkajOz4b2f9+0d1fLxgG8knfnrH5nfT70beKHN/Lq0l86EvEzpgdKlvnvbf5A46YiNZhfRG5I3wVv97TpYsv/ujc+vyDLEoWwZGyDVRHbIhtC+vL1OWpjFlvP98WdmnyA9F8vn+5XTul8fBqKBf5qLpz0DYB+/FU6Zfv/4O6shS+rI2pSoZTVZdRaBdAjIg2uWv2Kch4Dd6hb0Gv7LOvzWKRek3WH5DM6n/oJG3RoPY4o1STI6+XyR9vhxZkr3Gy2SO3ucbGr0ICy8cf7Qm19nrd9xsoohdx3TgCxMYdrIH4fnyW5oIpsh/pAGRM9ym04cfb376QpD2zEDx851v7PVT4Rlr3m++vos4x1j6z21kCl/eyfNJMWc/3DJ6id/vsymfD+NhrQMZ9VsMmfn55TRnzNkN0eto+f0wfUbRoEbkaT+cTIeT1iEbkY7l4+ehCfJeUbh1+5OseBxeHTuAxt2DMpfzL9CKxyOnQ88/Xw944fcK6pisbqhIxgLR5S0CTROQAdE0ccU3OwG/Mi9sFPyKPd9ZYU7vynLx0LjfcMQbq6JGrN9jzc6HyBoaT14/7EIQ3v1Z58bv5G+8GRt0NAbp8+UdoPEarqwx82P3fx+ElTMgBoH5DwIi2yUqS2/+jv7879p4j4vfZ2lvFD2/cfrweQ7fG+Pm+w3ejg+mXZhfgQFRxDlg2v/qpaOafFKcr4s4TObvs/HSn6XN/32QD4viKGSQhVf0IR5P0d0Df/+5YflHyTlJnZMrd1Pk2YG8xfrM7onloezH9Q+TyF7EoCr/vkRRmf36fvoRiFiduk7B1/0gb/Kbn7ZoOczKdDUyrsuj/yLQPgEZEO3rQBJMSiDagISB+BX+oLHPVfbBtBzr5PkdRf/+Mv650YaNt/1+GFlbEorrf4+mz298aMC89FknI2jMsrjGdbL9t3T+CEVUDl/QfoQjDQg/7cY3vJbh6ofj3z/egPE4TaGPwnj7GEKdBDwK8td6+gd5MtdhzJQWcI59jeonlMlL/7h8EuQfn3MRh4n8p8yHRXH0kUQZxGAN/Pzwiozewd3epzHy++EWsQvzvn3376+kDtkQu0imLFVj+PnPm6zh1Zfdv78O/77cRTL7/kNlL9/pz9Kf+xAvK3bLwLgYP43J55Ar0jPLaNLoKgLtE5AB0b4OJMGkBPxKOFc7ewH592QdJ6+BoDPpbZ/jV/izNHxIkA/LX2PgdRo9UYc++rJ76cuF6533UCTv4FE/3TEZCn4vkCMn78hOlR9uTbxHxr8uaY7bymT6yD87mGq1HnKQPn4uIU+OH1/KcB56qPi5nMwT5ZMw7w7SmwvTO+J8Mn+fV/l8WBRHH8nE7HwZ/CknMcChn//ssPxxOf1nypUBYs2HNVme9aXOhzPQZ3bPSH6Ty14UX1X+fbkLZM46+Lkd9tj5bKVwp7SMAx/8cIcMEBs53LhmbQoPhka7/z2fT2aWMSewvohAuwRkQLTLX7FPQ8Cv6Ae9ZC8kv+HzOgl+5y54rtIGzo/Hb4iCOD2B8x+L0hcNN/9mzU/HIDq/Qcvf34/YD9dvGIvk8KUtepZ7/N8GwmxEaVvC5t/m+fIXGUa+fy4OX/YiGSfUhy9PNj3BwvbTl00N8/NehLU961/LcPbvt89Fz+Xkso5PXhY/Xb5qfH+fczX+0+XDorj7GIoYGKPw6t+f6Sy8qej7KN36afPytK8LH/SQkRB07v3nJsyzvvQj2XGjzyOQL1e2gt+Kwq3bv5+2mMweL7bUncZlnXuf94jPPpJcupeX3bI9l78pG62dVsZp0qVnRKAuAjIg6iKrcOsjEGtANmIbfRK13wHw58l68/hzCwnDN4GDhinXYAw1WPnOhA35+23JSDiF6YuEGwTqy+X/5PszbSMbfCm7C5MfWE74Aqb9ewp+W62Sd0EcORkj3HILHnM3577kuNEpsF2YRnDLdUR81nQaN/aA9zvnIztxOWmCLzXnE19Gn0NV/mXzYVHcfRqFDAJW/a/5fOCnI3Z3zC/U7XqNMLxt7yDsgvw5ogysx5uXdeI6ZEP4key4ZyS/yWUviq8q/36yYjJ7BoSxyq6MSPg7fm2wyV+CtOZ/zL7l9O/XiQXx+7fkDDIzMOxaSsZMDH0QgSQIyIBIQg0SYiICfgNiFXDkGjtgKtcARJ6h0Rk0/tMaEEHD3I8nP5Q9Mr1++nItUF4eZA1+zk19yP8W75BkjSzpzj8wpnMxSEGMqTGM/ebHWQXvWBwWfyalz3QCffgdn1DuwfdQtxxUaG/+49ecfL5soQ6yBEQ+jHgulDsM1v/d/83392Wsyj8/3aOAjS/QuDf1IxgMEfPv9df6DN04ysPvaAbye1NnfHax/DnIO+th+Pdnsefk5b4wn2V3Fn4o0lv2gB9HwJ17JpW9KL6q/PtyF8g89nyRSH1ZlkP0vkAfw6yG9TWTjJkQ+iACaRCQAZGGHiTFJASCt3e5xphGfOSc1zW3urKcDSXz7PrbqUHHwG/Mi/YRL/IfJGMQXl++SOM8uDf45DWQ7Hmfc/7i6aAB4z6/oR6Ocs0ht3+SsqXfXw+SxTdKjuymfqz9Xa0GevBPZW2C99qI+E3Q6fTh8yRf9Pl5hmfs9PL1GDfSHRgS5LUh1qU5W1o2rqOemzKfFOXrqvyNzST5MNRBjsIoBrkbg86wjSQF95T6urGLWz6/MxYxyGN+HYLRNEmdM5BhEN7EdchGID675WzYcRCDPwIxVNf0b5tM9qryiS93nmX+5cxAZs9oz1V8yD+YLjk0DXEDhd/5zz3uoVr/6OskPy3QZ9mvV4cCmk3GIVHkIQItE5AB0bICFH1XCfhv/IOGpqtJTjpd0+ljZEcm6fRKuPknMF2enf90T56CQTmN1LX+9KKidVKTRznxE/Mg48SJ0gMLTUAGxEKrX4mvjUAijVZt6Zu3gKfUx6DRz09tm7fkS945JDBlnp3DlM4ssj+CkJ1U3g/VN8LaLcPzIOPMilAAC0VABsRCqVuJbYpAvrEYLL5uKn7FkycwrT5kQOQ56ltzBKbNs81JmFBM3lS2wdSycI3Kimu1Jp4HGRNSqURJn4AMiPR1JAnnjUAw/3xok6Z5S8+8yzuDPvw53dE55PPORvKnSWCGPJtmghqQamNtypK3Rqm/FiG27qgBcaJRzIOMUcHlKQLDBGRADDORjwiIgAiIgAiIgAiIgAiIQAEBGRAFYOQtAiIgAiIgAiIgAiIgAiIwTEAGxDAT+YiACIiACIiACIiACIiACBQQkAFRAEbeIiACIiACIiACIiACIiACwwRkQAwzkY8IiIAIiIAIiIAIiIAIiEABARkQBWDkLQIiIAIiIAIiIAIiIAIiMExABsQwE/mIgAiIgAiIgAiIgAiIgAgUEJABUQBG3iIgAiIgAiIgAiIgAiIgAsMEZEAMM5GPCIiACIiACIiACIiACIhAAQEZEAVg5C0CIiACIiACIiACIiACIjBMQAbEMBP5iIAIiIAIiIAIiIAIiIAIFBCQAVEARt4iIAIiIAIiIAIiIAIiIALDBGRADDORjwiIgAiIgAiIgAiIgAiIQAEBGRAFYOQtAiIgAiIgAiIgAiIgAiIwTEAGxDAT+YiACIiACIiACIiACIiACBQQaM+AWF12vV7PLa8Gkm348xt/SytrwQ36KgIiIAIiIAIiIAIiIAIi0BaBVgyI1eWe6y2vOq55A2LVLfeWXGYzrK24Jf97W5QUrwiIgAiIgAiIgAiIgAiIQJ9AKwaEsR8yIBh9yFsUfSNDoxBGTFcREAEREAEREAEREAERaJdAUgbE2srSkAGBnwyIdjOJYhcBERABERCBrhG49Obv3Ad2Huv/ffjeJ/vJu/2hZzK/F159o2tJVnpEoDICnTAgjhw54kiI/R06dCj7bH66DviIhVgoDygPKA8oDyx6Hti5/57MWLhi12P9fsO1u7+V+X163wPqS3h9q3nML/QP5eohQH7o8a8NF05hio1AcM+kIxBtpacNhopTBERABERABERgcgIagZicmZ4QASOQlAHhwkXT4XeTesxVBsQYQPpZBERABERABBacAFOUbAoTU5dw9x59KfM79ty/LzghJV8Eigm0YkAwqmDbtK5fvZ2Xgm1cgzXVxSnxfpEB4cHQRxEQAREQAREQgSECMiCGkMhDBEoTaMWAKC3dlDfKgJgSnB4TAREQAREQgQUhIANiQRStZNZCQAZELVgVqAiIgAiIgAiIQMoEZECkrB3JljoBGRCpa0jyiYAIiIAIiIAIVE5ABkTlSBXgAhGQAbFAylZSRUAEREAEREAE1gnIgFBOEIHpCciAmJ6dnhQBERABERABEZhTAjIg5lRxEjsJAjIgklCDhBABERABERABEWiSgAyIJmkrrq4RkAHRNY0qPSIgAiIgAiIgAmMJyIAYi0g3iEAhARkQhWj0gwiIgAiIgAiIQFcJnPuXX2aHxu199Pl+Mg8//nLmd/TcT7uadKVLBGYmIANiZoQKQAREQAREQAREYN4IcNK0nUTNCdS4r568mPnxWU4ERCBOQAZEnIt8RUAEREAEREAEOkxABkSHlauk1U5ABkTtiBWBCIiACIiACIhAagRkQKSmEckzTwRkQMyTtiSrCIiACIiACIhAJQRkQFSCUYEsKAEZEAuqeCVbBERABERABBaZgAyIRda+0j4rARkQsxLU8yIgAiIgAiIgAnNHQAbE3KlMAidEID0DYnXZ9Xq9jb8lt7I2OS0SJScCIiACIiACIiACRQRkQBSRkb8IjCeQlgGxtuKWestu1eTuGxPed/Mfc5UBMQaQfhYBERABERCBBScgA2LBM4CSPxOBpAyItZUl11vOzAfn3Kpb7k0+CiEDYqY8oYdFQAREQAREoPMEZEB0XsVKYI0EkjIg3NCIw5pbWeq5nE0RgXHkyBFHQuzv4MGD2Wfz03XARyzEQnlAeUB5QHlg0fPAx/Y8nB0at7zn7/r9hk/u+X8zvz/d8zX1Jby+1TzmF/qHcvUQID/0+JeKW1229Q921QhEKrqRHCIgAiIgAiLQFQKxU6djoxJdSa/SIQJVEkjOgMgnjilMWgORZ6JvIiACIiACIiACsxKQATErQT2/yASSNiD6oxHj5i9FtJfSiEpEPHmJgAiIgAiIgAi0TEAGRMsKUPRzTSAtA6K/C5NNXeoFC6rLc5YBUZ6V7hQBERABERCBRSQgA2IRta40V0UgLQOiolTJgKgIpIIRAREQAREQgY4SkAHRUcUqWY0QkAHRCGZFIgIiIAIiIAIikBIBGRApaUOyzBsBGRDzpjHJKwIiIAIiIAIiMDMBGRAzI1QAC0xABsQCK19JFwEREAEREIFFJSADYlE1r3RXQUAGRBUUFYYIiIAIiIAIiMBcEXjo2Fp2aNw3zr7al/30C7/I/O765otzlR4JKwJNEpAB0SRtxSUCIiACIiACIpAEgXuPvpQZCxwgh3vh1Tcyv9sfeiYJOSWECKRIQAZEilqRTCIgAiIgAiIgArUSkAFRK14F3nECMiA6rmAlTwREQAREQAREYJiADIhhJvIRgbIEZECUJaX7REAEREAEREAEOkNABkRnVKmEtEBABkQL0BWlCIiACIiACIhAuwRkQLTLX7HPNwEZEPOtP0kvAiIgAiIgAiIwBQEZEFNA0yMisEFABoSyggiIgAiIgAiIwMIRkAGxcCpXgiskIAOiQpgKSgREQAREQAREYD4IyICYDz1JyjQJyIBIUy+SKlEC5/7Hn7qTl70v++N7zA/xi/wTTZrEEgEREIGFIiADYqHUrcRWTCA9A2J12fV6vexvaWVt4iSTKDkRqIMAxsPprZuyPzMmYn6xe+uQSWGKgAiIgAhMTmDHI89lh8Y988pv+gG89ut3Mr/l+89NHqieEIEFIZCYAbHqlntLLrMZ1lbcUm/ZrU6oDBkQEwLT7aUI/OG99/ojDzFjIeYXMyAunTldKi7dJAIiIAIiUC8BTpr+wM5j/T9OoMZdevN3md+H732yXgEUugjMMQEZEHOsPIneHIH33njDPXPbrTMbECcue382/QkDg2lOciIgAiIgAs0TkAHRPHPF2B0CiRkQzrn+qINNYSo3+nDkyBFHQuzv4MGD2Wfz03XARyyGWTy2/Ypcx57voR+d/xPe+gcMgCc2Xdb/47P94QdjrubH1Z4NRyukj2F9iImYKA8oD9SdB67d/a1stOHT+x7o19s799+T+V2x6zH1Jby+Vd36qCN8+ody9RBAXz3+peLWVpZcj2lLZkgsTzqByfULfCrpkRzzQYAOftixj/md3rbZvf7YdydO1O/fecdd/Mrf9g2KMJ6JA9MDIiACIiACMxPQCMTMCBXAAhNIy4BgAfXSihssm15zK0s9N6kNkZJBtMB5a66SHjMWYn6/vXBhpnTFwpwpQD0sAiIgAiIwFQEZEFNh00Mi0CeQuAHBomoZEMqr9ROIdexjfrNKcnr7tmBa0/sdoxNyIiACIiACzRKQAdEsb8XWLQJpGRDOudVlW/+wftU2rt3KcKmm5uSWy3Mdezr6YWef71W5cx+5KYvvZ98+WlWwCkcEREAERKAkARkQJUHpNhGIEEjOgIjIOLGXpjBNjGzhHzj/yVuyDv1vnvlB7TwwGhjh4O/pj95ce3yKQAREQAREIE9ABkSeh76JwCQEZEBMQkv3dpLAu5cuZZ15Fklz3kPdjm1hicuMiCaMlrrTpPBFQAREYJ4I/MXh89mOS7FzIK47dGaekiNZRaBRAjIgGsWtyFIkwK5K1pF/fudnGxPxwn2fy+J9cd+exuJVRCIgAiIgAs5xUJwdJMcBcubMj6ucCIhAnIAMiDgX+S4QAYwGMyCm2aJ1WlRvX7yYxUv8jErIiYAIiIAINENABkQznBVLNwnIgOimXpWqkgSYruRPJWI6U5POX3vBORFyIiACIiACzRCQAdEMZ8XSTQIyILqpV6WqJAHWHtjoQxuLmX9+7Iks/iev/2Aj6y9KotFtIiACItBpAjIgOq1eJa5mAjIgagas4NMm8PKDD2Qd+DZGABgBObkpv4Xsuf/xp2lDk3QiIAIi0AECMiA6oEQloTUCMiBaQ6+IUyDgn8fw5gvPtyISIyCnt27K/vguJwIiIAIiUC8BGRD18lXo3SYgA6Lb+lXqRhD4j9d+lo0+nL36ytamD8mAGKEk/SQCIiACNRGQAVETWAW7EARkQCyEmpXIGIF/+8bXMwPipbsOxm5pxE8GRCOYFYkIiIAI5AjIgMjh0BcRmIiADIiJcOnmLhH44e2fygwIFjO35U5v35bJgTFxctNlbYmieEVABERgYQjIgFgYVSuhNRCQAVEDVAWZPoHfv/NOrtPe9hkM/pkQTKeSEwEREAERqJfAVQdOZQfJvfPu77PIivyzG/RBBETAyYBQJlg4Auxy1H/Tz9v+y97nTm3dkgQDtnE1udpa0J0ECAkhAiIgAg0QKDpxumhkogGRFIUIzA2BtAyI1WXX6/WCv2W3OiFOEiVXPwHe2Bz4++ed/+Ym5le/JJPFQCc9xV2PLtz3ucyA+MmRRyZLlO4WAREQARGYiIAMiIlw6WYRyBFIy4DIieacw6BYntR8cP1hlTAofa+WAIbC9YfOuk27jrvLdh7LhoH5jN+V+065h55Ycy+8+ob71VvvDhka1UozWWipGhD+oXLP3HbrZInS3SIgAiIgAhMRkAExES7dLAI5AgkbEGtuZannprAfZEDkVFzPlz974JzbvPuE27L7RP+K4cBf6EcFbUbF1QdOu/Mv/7oegSYINVUDIlyXwXc5ERABERCBegjIgKiHq0JdDALpGhCMPiytuLUp9KApTFNAm/CR2/7m/IbBMDwCsXn3wC9mVFx36Iz7wncu9I2JcArUhGJMdfuprZuzqUJ9Y2L7tqnCqeOh85+8JZOtzZ2h6kibwhQBERCBlAjIgEhJG5Jl3ggkakBMNvpw5MiR/qgDieHv4MGDue/mr+s6n1k5/M+9/zubsvSBHcfcrfsOZ7w/s3/Fbd7xuPuzPV9xN+/5qvuT3d+OGhr+yMTWnY+7vQcOZWHMKt+457/+4ZuyTvrf/dlHG4t3nFz8jjwYNfwhZ5lndE81+VocxVF5YLHygG9A+Lq/YtdjWRu3c/89qoc3+lY+o3n5TP9Qrh4C5IEe/5Jy/cXUky+etjQklx4TrANX1j4wgmAVLyMJ49zFX/xfd9X+U+7uf3jR2e4W4cgE6ymack9/9Oask57abkfIYwYEuzLJiYAIiIAI1EPA2jGuvrN2Cv9Lb/7O/0mfRUAENggkaUCsLvfc0so0k5fWUyUDor78jcFglS6GhL8DU9lYMSgwJjbtYs3EYLrTV09eLBvE1Pf56wxOb9vs/vDee1OHVceDyMM5EGZEcD6EnAiIgAiIQPUErC2TAVE9W4XYfQLpGRBrK26pN/3oAyqTAVFPxr3w2luZ8UCFe/qFX8wU0b++/pbbfMfxXJgxI6LKrWF/de5c1jlnvUGK7sV9ezIZ/+0bX09RRMkkAiIgAnNPQAbE3KtQCWiRQHoGRAUwZMGc/dcAACAASURBVEBUADEI4o2333NX7x+c2rnjkeeCO6b7+t7v/+AIy6/IP/bAOUd8bAGLQXHl/lP9rWGvOXi6vyXsdDGtP7V2+EtZ55zPKbqffftoJuMPb/9UiiJKJhEQARGYawJMTbJ2hylLvrv9oWey32iH5ERABIYJyIAYZiKfgMBPLr3dX8NgZz5s3XOi0nmhvhFhW75ypXIP10owYjHLyAcdcpsexGhEiu7dS5cyGVOcZpUiM8kkAiIgApMQkAExCS3dKwLDBGRADDNZeB+bMvRPz/57f3Qg7MTfcHf1C54xIlhoXXSOhL9WAsPiL7/8A7fj4WcnWoPB+gI65GZAvPdGum+Wzn1ksFNUqobOwhcUARABEZhbAjIg5lZ1EjwRAjIgElFEG2KYocCVhc3n/uWX/dOjOUXaRhtsiHfdiDjutu4+7li7UIcjXEY3zFi45cGn+udFPHx8zW3fe9Jdc+fpbFgZeZDx2jvLL+T2dziig56yO3PVYCE1Bs+5//Gn/T8zfswv5TRINhEQARFIlYAMiFQ1I7nmhYAMiHnRVMVyYjRcd+hsgaGQP2EaI4KD4+jEY2jU6QiftQ6xeJD5oWNrQ9OaPvr54qlIvpHkry24cN/n6kzGzGFjIJzeuin7M8Mh9Js5IgUgAiIgAgtIQAbEAipdSa6UgAyISnHOT2CcuxCbLjRYd3C8v83qfd9+qdL1DlUQOnfhl/3dm2yk4vavPBsNFuPhpnv+OVuA/dwdd2TTl15/7LvRZ1LxlAGRiiYkhwiIQBcJyIDoolaVpiYJyIBoknYicbGzkW8oMB1o+f7vub2PPt/f9ejouX/rr0eIjQIkkgR35se/cJyCbVOsYrL+2QPnckbS45u3ZgZE6ucrlDUgUjvHIpX8ITlEQAREYBQBGRCj6Og3ERhPQAbEeEadusOMB+t4s6tRXWsa6gaHwWPp4HPomHZlazdu+NTXM+Ph+BVXOBZtp+xOb9+Wyds3JrZvc6Hficve515+8IGUkyHZREAERCBJAjIgklSLhJojAjIg5khZs4jKdB7OV7AON1fOX0i9Iz0qzYw6+OnxRyHY6jX7bccx95k//3zWIT98/SfdzZ8/5/7qoWcm2sVplCxN/vbzY09kacG4YHG4nAiIgAiIQHkCMiDKs9KdIhAjIAMiRqVjfhgP4YLpeTceTEWxUYj19J7JDIgvfOeCe/7Q3Vmne9/Nu/sjE+zixI5TDz2x1j+07ldvvesO/P3zc2FUPL/zs1l62FFKU5ksR+gqAiIgAuMJ+C+glu/Pb8ThH27K7oRyIiACwwRkQAwz6ZzPx+7PrwXgvIV5HnnwFeQ3Aow48B2DwUYfrju0vs3r0x+9Oetwf/wvHsqtjWCaE/fb1rBVnHjty1jHZ86wOHv1YKvXaacysT0soxj2x3c5ERABEeg6AU6YtnaCk6d9d+/Rl7Lfjj337/5P+iwCIrBBQAZEx7MChgILpG0twJY5XvNQpCp/FOITX3w6q/hpHJjK9Pt33sk6yBwk98N/vdQ/z8J2cTLjwd+VatYTr4tkrdK/iqlM/fUVwXaxVcqosERABEQgRQIyIFLUimSaJwIyIOZJW1PIevjxlwcd6h3H3PlXfj1FKGk/Eo5C2FslhqFxnORsb9jPf/KWvh/PMBLztVMXHYz+/Evfz4wsG5EgnGlOvG6SFlOZTlz2/ix9pHOSQ+dkQDSpLcUlAiKQCgEZEKloQnLMKwEZEPOquRJy+xUkneEuD8XeceRH2RQkDABOtGaRHG7t8JeyDjafixxGRdGJ1x+c4MTrovDr8GcqU8wIiPmF8f/kyCPRZ8P79F0EREAEukbAbx81halr2lV6miCQpAGxutxzvZ79LbvVCUmQqEV3b7z9nmP+v72Nv+ubL3YaCadR+1OQbrj7bJbeH97+qcyAYDRinGMRduzE66v3n0pygXXMWIj5XTpzOku6GQ9sBcu99sdohpwIiIAIdJ2ADIiua1jpq5tAcgZE33hYntRkyGNadAOCDjAdaDMePnzvk0l2fPNam+0bowdX7D3hWNewdffgbAt2J2Ldg3WQeWNf1nHi9Zbdx/th2rQmdut47dfvlA2ikftixkLML5zqZN+ZBvXk9R/MGJUxshpJmCIRAREQgZoIyICoCayCXRgCiRkQq265N/mIQ6itRTYgYlu2UlEugsOIYAclruY4I8GMB7Y7ndQR1rY9JzJjDKPsqgOn3G2HzydjlIUHzPE99LORhtPBgmmMB4ysi1/524zTi/v2TIpJ94uACIjAXBGQATFX6pKwCRJIy4BYW3FLS0tuKZu+1HO9KUYjFtmA+MSDT+em8lx/aDCVJ8H8V6tI4Ralp6/cPnV87AWO4YABwWgEZ0hcfeC0e+X1304dZlMPsguVGQihAWHnR/zHaz/LDAhGbCYZqWkqHYpHBERABKoiIAOiKpIKZ1EJpGdA5EYgGJHouXE2xJEjRxwJsb+DBw9mn81vUa437/m7bDehy3c+4f5q/+cXlkVsGs8s+WDH/nvdpp1P5Aw0jIk/2XXU/T97/8bdcMc33N4Dh3K8+X7jHV8f8p9FjmmfHcfj/7vmqsyI+NtP3JJLx7Rx6rlBvSQWYqE8kE4e+PS+B7KR5Wt3fytX331o96PZb7fuPZz7TTpMR4dldEH/UK4eAvDv8S8JxwhEzoBwjjUR4wyIUPZk0hMK1sD37ByEHcfc/37sXxuIMd0oYh3mWaX98U/f7O/w5J8h4Y9K2FoJW39ioxXX3rV+oN2s8c/yfDitie++88+V4OA9OREQARHoKgHOCLJ6OtxkhE007LdvnH21qwiULhGYiUBaBoRbcytLnsHQNyiW3MraZGlcVAPCH5JlG1N2YlpUZ53hcMpOFTxYF8EZEru/9qO+MYGR4O8AZUZE6M+J4Cm7cMH5by9cSFlcySYCIiACUxNgW3MzEjh52ndfPXkx+43PciIgAsMEEjMg2LSfUQjbwtUzJoZlL/RZVAPCP5E5fKNSCKuDP5jxYAuHbRF1+Ma9iqSzaP3h42uOk6vDUQkap3Uj4nj/evc/pL+V7oX7PpdNY3r5wQeqQKQwREAERCA5AjIgklOJBJozAukZEBUAXEQDgtEGRh3sjcqF196qgOT8BBEumPa3KLWFwnWmJrYDFPGd+fEv3Ad2HOvrZR5GhRh1yAyubZv7OzTVyU1hi4AIiEAbBGRAtEFdcXaJgAyIjmjTH3JlHcSiudh6B9uitG0W/sjQPAyHn9yyKTMi4IpxhguNNPNvm6/iFwEREIFJCciAmJSY7heBPAEZEHkec/ntvd//IXfq9GPnX5vLdEwrNCMMMQOiiZGHMjKzBayNDHE6OPpK2cVY4hfzTzkdkk0EREAEigjIgCgiI38RKEdABkQ5Tknf5XdQOasg9Q5qlTA5r+CZ225NvnOb7Y6185g7eu6nVSKoPKyYoVBkQHDGROg0UhES0XcREIHUCMiASE0jkmfeCMiAmDeNReS9/aFnsjfchx9/OXJHt7zCDirrHZpYMD0LRX/LwOXEd2OaxIBgu1cOofNd7Pknb7xhaFpUqMdRU6ImudeXRZ9FQAREIEZABkSMivxEoDwBGRDlWSV5J+cS2PQYrq/9eviNcJKCzyBUrIPK6cmvP/bdGUKt99FwmhmjRqm6ovMiQn+MNlusno1QXLEtOhoU01nMr4jJJPcWhSF/ERABETACMiCMhK4iMB0BGRDTcUviKbYQvfrAabdp1/o2oX/98LNJyFWnEG++8Hy0g4p/6o6pS2bszftC91+dO+fOXn1lVBexzn5Zvyev/6A7c9V6uDzTf67AKIlNn0o9D0g+ERCBNAiwVtDq4y98J3/mDYfH2W8cKicnAiIwTEAGxDCTufG5/tDZ3AFmH7n3ybmRvayg4dQVe+NdxwFxZWWa9j5GIfytdhk9mmfH1KWYYRBOJzu5+fLofbFnM6Nh6yZnOi7yi02fCvPLqGlR88xesouACMxGwN+5MNwdb9ToxGyx6mkR6A4BGRBzqkur/Oygsq27jzvOIuiai3Uyww5qHQfE1cXxwe9e6B8qx6jRlftOOUaR5tnF9PPupUtDSQqnP/E99Dtx+fv7hkYszFDnselTts7CDA+uhCUnAiIgAiEBa0MZaZABEdLRdxEYT0AGxHhGyd3hV3xUfpyC/K+vd+/guKLpSi/dddCx+9I8uo9/4ancqBGjSPPsQiOA77O4ty9ejI5W+EbJpNOnZpFHz4qACHSTgN+OyoDopo6VqnoJyICol2+lofO2+mMPnMvmZmI87Hjkuc5s2xpOP5nn6UpFimeU6Iq9J9zm3evrVmJvv4qeXRT/MkZJ0fSp2OjFT448sijolE4REIGSBGRAlASl20SggIAMiAIwqXljPFx715lswXTXjAd4xzp/4dSVWd9wp6BXRosYNUKH9he+AUtBztRliOUXW2/Bb/xZ/pERkbo2JZ8INEtABkSzvBVb9wjIgJgTnd78+e/lpr5ctb97B8bFOoTzPF1pVNZiQTWjR2ZAcGV0ad7XRIxKc9W/jRqp4BTy53d+dsOIGKytII9pYXXVmlB4IjB/BGRAzJ/OJHFaBGRApKWPqDR0Km+4+2x/8S1TX7Z0cM0Db4hjBkQUSEc8fSOCxfAsrP7gnWdkRFSkX9+ICBdW24Jr8pyMioqAKxgRmCMCMiDmSFkSNUkCiRkQa25lqed6Pe9veXVicCSqS27vo88P3lTvOObOXUj3ELJpuJvxYNNNrFPXhelK43hgRDCatHn3CbdlN2sjTrib7vnncY/p95IEMCJihmnMr2SQuk0ERKADBGRAdECJSkKrBJI0IKawGXIQu2RA+IePMc2F/am74IoWTDPthE7fIjnWRLANry2s3rLnuHvh1fncZSpFvcWMhZjfby/kD5NKMS2SSQREoBoCMiCq4ahQFpeADIiEdX/htbdyB4/de/SlhKWdTLRYB24RjQejhhHBFCZbE3HVgVPu0pu/s591nYFAuFbCFlqH05rIkxe/8rcLZ8DOgFaPisDcEuD0aatvOZXad8+88pvsN9aqyYmACAwTSNKA8KcwTTMa0YURCNY9fPjeJ7NK7BNffLoz27WSDWMGxKKNPITF8Y2338vpHP1rUXVIqZrvoVFh0+ds62DyJ39acF0Nb4UiAqkR4IWcGRDhyD4jwPbb7Q89k5rokkcEkiCQmAERMFlddr3eshu3CuLIkSOOhNjfwYMHs8/mN0/XvQcOuW07H8sqsE07H3c7998z12kK+ccMiPCeRfz+mf0r7vKd/5TpfuvOVbf7wN2Z7skbN97xdcd1EfnUkea777jDHb3+2r7BoHw5qEfrYK0wxTeVPPCh3Y9m9eytew/n6tNP73sg++3a3d/K/ZaK/JKjXFmifyhXDwHyYI9/abpVt9xbcitrk0mXbnrGp4M3zuF5D+f+pVuLpv/tG1/P9ue3N72LsGB6vPbX70DfvP2ynZm42tsw89NuTWVplr/v58eeiI6MlQ9Bd4qACMwLAY1AzIumJGeqBNI2IEqOQIRw59mA+PgXnsrtyHPtnWfC5M31d04QPr1tc/a2Vwd8xdXJtr3+zkwYDvz5flfvP6UpTnF8U/vGRiB+88wPpg5PD4qACKRJQAZEmnqRVPNDIDEDghEHbwvXEtOXYqjn2YC4/SvPZuc9cFoxi2u75J657dbMeDj/yVu0YLVAuRd/8X/dFXvZ1vV4Pz/4IxC+H2tjtNi6AOIU3rG1EWevvtJh+MqJgAh0h4AMiO7oUilph0BiBkQ1EObVgLCpK/3O4o5j7sSPfl4NkERCYepSNmVp22b39sWLiUiWphgYEdccPO24muPz1t0nsilN5BV2bGLHLrnqCLx76ZJ78voPZvn13Educr9/553qIlBIIiACrRKQAdEqfkXeAQIyIBJRIgeKXXfoTNYxZIu5LjlNXapWm+wasnXPwJDg863/+2lNaaoQM+dCMN1OOzNVCFVBiUAiBGRAJKIIiTG3BGRAJKK6w4+/nBkPGBIYFF1wsQPjNHWpGs0y6sDoA6MQtrj6Tw6elhFRDd5+KJfOnO6PQoRnRlQYhYISARFogYAMiBagK8pOEZABkYA6mZZic9y5dmnXpdiiVE1dqi7Tsf5h256TucXVV+47KSOiOsRRA0LTmSoErKBEoAUCd33zxazd1TkQLShAUc49ARkQLauQbVvZTccMiL2PPt+yRNVGHzMgqo1Bof34p2/2pzP5i6s5hO61X2vOfhW5I5aHn/7ozUMLq8PRNh1CVwV9hSEC9RDggDhrdzk4zne8mLHfqEvlREAEhgnIgBhm0phPeOYD89g5jbgrjoWosc5XV9KXUjoYxdrmrYmg8WN6022Hz2s0YkZFxXZmCtdFPHnjDcrrM3LW4yLQJAEZEE3SVlxdJCADokWtfuz+c7mpJzfefbZFaaqNmikevKU9cdn7+h0rDIm+MbF9W7URKbQcAaa/hesiOEsEY1VudgK/OnfOsa1rzDCO+Wmq0+zMFYII1EFABkQdVBXmIhGQAdGStlkkvXz/97IzH7bccTy3XWdLYlUW7fM7P5sZDuxkw442cs0QYOoSW736h85df6g7xmkzFItjYUexmLEQ84tNdSJkTXcq5qtfRKAJAjIgmqCsOJojEJ6j1nO95dWN6Plt2dm3vufailsK/SYUVgbEhMCqut3fdekDO46586/8uqqgWwsn7BTZNA92spFrlkB/XcTu47mD6L56UuduVKWFmLFwcvPlmdHM74y+WRngO39P3nSjYxQj9nxVsikcERCB8QRkQIxnpDvmiQBGwpJbWYvJLAMiRiXqh1WUsmPBli3Q4hruAJGy7KNki3WKLn7lb0c9ot9qJMAp5pxm7uc1GRHVAA/XRfDdd+OmOsXKiqY7+QT1WQTqJSADol6+Cn0yAuwK9vSFWV4ky4CYjHjB3SkbECyS9g+MI9N0xcU6RV1J27ymg6lyOx55LmdEfOyBc1oT0YBCR011ipWVoulODYiqKERg4QjIgFg4lTeS4Gde+Y1j5y7/xV2Zz5t2HXeX7TrumJFS5n7uIZ7BC2gMiJ7rZX/+aIRGIEorP1UDgoWsN9x9NsscKL9Li1tjnaLSStONtRHwjQj/wLlfvfVubXEq4HUCsTLx4r497uSWTWOnO2kbWOUiEaiPgAyI+tgucsiTGg/v33nMbbrjuNuy+0T/77Kd+VkD44wJdu9cdxqBqCTfpWhAYChcd+is61uZO9ctzHDv6UoS32IgJy7/QK5TFE7raFG0hY8aI+Kq/adyC6uZ3nT6hV8sPJs6AYyb6kTco6Y72fawGCL8yaioU1sKe5EIyIBYJG03l9ZvnH01e0k8rvNvvzPysPmOE+6yYMqx/T7q+oXv2AY14wwIf0TCOadF1PFMkaIBEW7Z2rVdcWxhKJ2cJ6//oPvDe905zyKey+bPlzURvK3wD5yjYvrLL//A7Xj42U6Nhs2bdkZNdzq9dZOzP8qXnAiIwOwEPvHFp7OOHufo+I4XftZpY1tsORGokwAv+P7n4e+7737/tRmiGWVAOLe67O/KNPx9mojpa/dS7HCvrSz153Jlu1BNkLrU0kPmCLdspTPXJXf+k7dkow8/+/bRLiWtU2mhody+96S75s7TWQNp05p0XkS7qsY4MEOBK99jfqe2bsl+43eNSrSrN8U+nwT8qSacPB06MyC4yolA+gQwIPw1EHmDwbk1t7Lk/b604qIbNk2Q0DQNCIZWllbcynLPdcGA6OKWrX4e44yHrLOzbbPTbjI+nTQ/84btoWNrG+eQrM+95NyILh1mmCb5YqnC6U62LWwZo6I4VP0iAiIQIyADIkZFfiJQnkCCBgRW0vpcLYZc5t2AYEW+/yZjsGK+vJJSv7O/KHTjbena4S+lLq7k8wicu/BLxyGG/rQm8qxcGgRCo8LOlQiNijSklRQiMD8EZEDMj64kaZoEkjMgmLq0tHESRlkD4siRI46E2N/Bgwezz+bXxvWO/Xe7rbtWMwPipt1fT0KuKll8/jOfyUYfGIW4+447OpfGKnmlGNZf7f+8u2zHE1k+3bTzcbdj/73So1enpKK3Q3v3Rqc1/d2ffVT6SlBfqeQbyTHoHxiLK3Y9ltV5O/ffM1R+/Bd/9oyuwxxTZ0L/UK4eAug+nTUQwarwsgZEiIZEte3Wd106k1VQvO3Ar2uOEQebvsRIhNx8EmAOsH8+SVfz63xqJy/18KjE+lqJnxx5JH+jvomACBQS0AhEIRr9IAKlCKRlQKwue4dgDBZ72IhEqRQ513+TUPbeOu7DULj2rjO5LVsvvNatRdMs3DTDgStTK96+eLEOnAqzIQLkUXZpsjdv19552nHwoVyaBNjp7Pmdn+2XQ5vaZGVSC6vT1JmkSoeADIh0dCFJ5pNAWgZEwHBeRyA+/oWncvvtd23LVtRER0XzsIMM24GvnAuBAWE7M1194HQnR846oKp+EnwjQuWxK1pVOpogIAOiCcqKo8sEZEDUoN3dX/vRxu42HA5y3IV7TNcQZeNByoBoHHljEV5315mcAfyhz/1zY3EroskJYETEyiPTC997443JA9QTIrAABGRALICSlcRaCSRtQEybchLVlsNYsCkgH9hxzP3js6+3JUqt8cY6LLVGqMAbI0Ae9g+c27LnuHvt1+80Fr8impxArDzid+Ky/Onwmto0OVs90U0CMiC6qVelqjkCMiAqZr3jkecyA2Lvo89XHHoawfFWM5xzzcJOue4Q+PFP33SX7zyW5eXl+885DkSUS5NA0cLqmGGRZgoklQg0SyB70VdwUNw4A6NZaRWbCKRHQAZEhTo59y+/zDpcvMHt4tQlcPk7L3ECtVw3CYSLqu89+lI3E9rBVP3q3Dlnp8OHayN0knUHFa4kTUxABsTEyPSACOQIyIDI4Zjtyye++HRmQHD6dBcdow+nt23OdmCioyLXXQJHz/00y9M0uF08CLG72otvdhAblXjyxhuyMs3vmurU5VyhtEFABoTygQjMRkAGxGz8sqf9jhajD13d/lKjD5nKF+YDU/GssSVvaz3E/Kh+eGrT+6MLrmNGxfykUpKKwOQErE7jGnOawhSjIj8RGBCQATFgMfUnjIWtuwf752NMdNFp9KGLWh2fJs418RvTK/ed7KyBPJ7GfN/x+3feKW1AXDpzer4TK+lFYAQBGRAj4OgnEShBQAZECUijbqFzdc3B09mhcRwg19XFphp9GJUTuv2brYew8yG27zvpXnn9t91OdEdTF45KnNx8edSoCDdK0LSmjmaIBU2WDIgFVbySXRkBGRAzovzY/edye+Z/+N7u7ZlPx4EpDvZHx0JrH2bMOHP4+I13n83ldYyJvzh83n33+6+5fY/+SAfOzaFOTeTQqDixUd7DBdh2v64iMO8EZEDMuwYlf9sEZEDMqIFbHnwqOzRuiw6Nm5GmHk+ZALuKbdtzwm3efbyf560BtlGJa+88IyMiZQWWlI1pThe/8rfRUYmSQeg2EUiegNVfXGPOn7Z56c3fxW6RnwgsNAEZEDOo/xtnX80Wl3Jo3LkLv5whtHQf1QLLdHXTtGQYEVftP+U4bZ0F1RgPm3efcFt2Y1iccFfvPyUjomml1BRfrNxz6rWcCHSBgAyILmhRaRgQWHXLvWW3OvBwbm3FLQV+q8s91+ut/y2trPl3T/xZBsTEyNYfYCcaOlBWCWFMdNG9e+mS3kR2UbEVpIn1Pw8fX3Ob7zieG5Xg0Dnt1FQB4JaDiE1r+smRR1qWStGLwOwEqLus7aYdjznqMbunq2c6xdItv3klUMKAWF12vaUVZ2bD6nJgcEyYdBkQEwKz25n7bZULn7vomMrw9EdvdjYf2tZA0LGQEwEjYFObrDxwverAKXfb4fMajTBIc3x9/bHvZuufOAPmP1772RynRqKLgHNMSbL6iqlKMXf7Q89k97zw6huxW+QnAjMTeOrm/BpTvk/nJjcgpotn8JQMiAGL0p/8qUtd3hf/+Z2fzXUcfnvhQmlGunHxCHASO4YDDbOti2CHsq6eibJIGn7mtluzuuCHt38qqaSHmzxot6ik1JOkMDIgklRLJ4T6zTM/cOc+clNWX9qL11HXcLOKUff6vxHPz489scGthAHhnLMpTLNOXyJSGRATZtmuT10KG2PbylF7wk+YURb09n752FgPYesiuGJcyM0vgbcvXsydQD9otNpPEw1q2AC3L5UkSJmADIiUtTPfsk1qPMTqL99IGPeZUeF1V86AWL93za0ssQ5iyc2yDCI5A2JtZSlb4DFt4khUHc7OfLChzy5OXYplZnZkkROBsgR+/NM3++uDwt2a/vrhZ92Oh5/VtKayIBO7j3rAXihYo2Zv+8MXD+ZfdxLefOH5/ps+GRB1k+5W+DIguqXPlFLzb9/4+kSjD7E+l9WvZa4vP/jARvIxIAKDILKI2mfFaMQsIxGJGRCrbtlb4NE3JpZza8r9tBd+rsOAwHhgm8pNu9a3sOzq1KVYZi4ErR9EoIAA6yK27z3prrnzdDaP2KY1fVDbvRZQS9ubHZhi9YM1cmEn/skbb8g1pFUYFaGhYgZNGLcWe6edl9qWTgZE2xpQ/EbgzPZtuXqS79O6/vQkr88cfqdPPfh5fRRi8H3yWBMzIPIJmNY6qsOA+PgXnsptV3nD3WfzwnbgG9MUYh2EDiRNSWiJAIb3Q8fWtN1rS/yrjjZWPxQZELF7ZzUqYmGGmzzYdxkRVWu/O+HJgOiOLpUSn4BNTdrYqtV7Ib9+F6MUg21ce7NYDymugchNYSqZuCNHjvQXc2A48Hfw4MHcd/Of5Xrjnm9sdIKOu8t3PuE+s3+l8jhmkW/WZ+++4w73+PatQzsuPbHpsk6lc1ZOen69jE3K4bZ9X3SX7/yn3Hav23d9x+3Yf6/y10a9NSnTNu6PdeAnMSBizz++bWvuDdxj269w/Fm4XP9p86Z+/RR7/ps33eCov+7ct88dvf7adsfefAAAIABJREFU/nM2MmFhEF4bvBTndPVF3dx27r8nGxm9Ytdj0bxx7e5vZfd8et8D0XvqllPhz55/6B/K1UOA/NnjX4qub0wMWVDjJa06PUzHsHUPHBj3j8++Pl6IObqDqQnnP3lL1mCzKIfRCDkRqJKAtnutkmY7YYVnQ9iWzqH/yc2X9+uTcGpRzACYxC92r0+Cusx2jwvjjo1+hFOiqphm5cujz2kS0AhEmnqRVPNFIGkDwrnIopASfKs2IPY++nxmQPC5a+7FfXsy44EGmm3I5ESgLgKx7V637zvpHnpizZ1+4Rfuwmtv9RdaH/j758cuuGaKVJn76kqLwi0mUIdREY4smAHjSzFqrUZoVIwzSPxw9bk7BGRAdEeXSkl7BNIyIDglz5+2xPfgGO4yqKo0IOjsZKMPO4853qJ2wYVv3qxh/tm3j3YheUpD4gRi272yyNrKmi24vvrAaffK67+NpuYnl952nDPBxgbX3nVmrLERDUSejRKYxahgx6WyLmYYlPXTltVlKc/vfbyksLqmaDfFu775YnYPLzbkREAE8gTSMiBcsABkCuOB5FVpQHzii09nlcjhx1/O05vjb7HGdO3wl+Y4RRJ93ggUbfeK8bB59wln50jwnUb+u99/ze179Efun579d7fjkeeGFmbf2MGNDeZNp9PIGxoVfI/5TRJ2+PwkU6rsZQp1JH+a1jQJ+fm4l5OlzYDgxOmYu/foS9k9x57799gt8hOBhSaQmAFRjS6qMiCoNKySYdvWLp2oGzMgqqGvUESgPAFG9K7ef6pvHHz15EXHW79bHnwq27AgNioR+vnnTTzzym/KR647F4pAaFTEDBXbwSmc6sSoRGwNxUIB7FBiQwMiHJHnuwyIDilcSamFgAyIAqwYC1t3n8gMCDo3XXIyILqkze6lBcPiqv2n3O6v/ah/KF1sVALj/ra/Oe8u33U8K6dXHTjlmB4lJwKTEvj9O+84DsuL1Y34xfwnjUP3p0EgNCBiuv3Hq67JrQ3USFQaupMU6RCQARHRRXhoHPOr3/v9HyJ3zqcXb9PsTVvWMM5weMl8UpDU80KA8vjw8TW3+Y7j/W1gN+065u779kuOhZA4rtcdOpMZER++90mth5gX5SYoZ6wzmdWTWzc5G53AT+sl6lVgbGSgihh9A+Kv/+bpqHEYywdVxK0wRKArBGRARDQZHhp30z3/HLlrPr14y/bk9R/M3qwMjkGfz/RI6sUhwKgEi6ZjGxmwKJJphjbl8No7T3dqyuHiaLn9lIZTnU5u2eReuutgtJOp9RL16ivWiS+aShYzNmJ+SGwGxFV/9W33rRtvjuo2Fne9qVXoIjBfBGRARPR1+1eezeZg89Yz1mGJPDYXXhgMVIz8YUhgUMiJQBcIsFMKBgTTndiZ6Yq961vD0ln41VvvarvXLii5xTSEhoWN4tqIBNd+vXrjDVkdy3c6sUUd2RaTMxdRwy/kW+RX5B8+HxogGIGmS8Lo/xWcYzIX0BZYSJWzZpUvAyLgndu2dccxd+JHPw/umN+vv71wIdewafh9fnUpyeMErrvrzNAOTr5RMWpb2HiI8hWBYQLj1kuEndZY5zbsyNL5kcsTiHEr8ivyL6MLDk99/bHv5iI/tmVLrr08uemy3O/6kh6BWB5IT8ruSCQDwtMl6xz8udRf+M4F79f5/Rha5bxx4bRWORHoGgFGC7ftOdFfK2G7NcUWYPvbwrLGQk4EpiEQ67DM4jeNDF1+5uSW9RPNYdr/KxgZsN/LGAsx/fByLXTswnT9p76eGRFnr77ScUihXBoEwn7N6Su29XUV5oE0pO2mFDIgPL1yzoPNocaQ6MrC6ViF+e6lS17K9VEEukMAI4IdnL526qKjTP/5l76fTUk0o8IflZj2FOzuEFNKpiUQTmua5LyJWL3MWTzvvfHGtOJ07rmnP7q+PgFWdpBgyJzvuJh/6Feknxg4XiBSTxy94urMiDAZYvfLr1kCsfIT82tWqsWKTQbEhr7pdJjxwJWpTF1xKlRd0aTSMS0BMyrGbQvrGxbXHTqr3ZymBb7Az4WdVr6HfkUdWerqE5d9IOuw8p03reHbVr533f3Haz/LOPD2vyoX6oKpSjHH1u3UB/d8+DOZHGzzK1cdgVi+LuNXNNoQrmVB13L1EZAB4Vy/k8BhVmZA7H30+fqItxCyDIgWoCvKZAmE28KGoxL+Kdg63TpZNc69YGFH1u/8hNMwYnV419dQ/Ns3BtOHLtz3uUr17R8Sy1SlmDMD4uN/fjgzIBgR6ZKLddZJX5F/1WmP5etZ/DSzomoNjQ5v4Q2I/pkPd53p79pCR6JrJ07rzIfRBUC/Li4BRiXKnIKt060XN480mfJfnTvnzn/yln5ntYwBEetodcmoeOa2W7OOO2yqdJMYEJs/+7g7sWV9hy2Yz2snNTQKLK/E8losb8X4h2HyPebC+85cfZU795GbZsrrvsHdl1ejDTH0tfotvAHxsfvP5XZt6dIbR535UGvZUeAdJfCvr7+l0607qtt5SFas8zaLn3UUCYO/ok5eSmxYB2LyskNS1YuXJzEgmJmweuunM3l+9u2jKaEqLcskeSh276mt+V2pLF+FBoj5m/7se3if/R7zL+M3r4ZcaYXNwY0LbUCwSHr5/u9lCyy36MyHOciyElEE6ieg063rZ6wY4gTCqU18D/1GraEo0/mKx5yOL1uqWgfzxX17KhdsUgPiH+4/kskzjzsYYoDFjIIivyL/MnlrkmfDgxhjeb3Ir/JMoQAnJrDQBoS/69IHdhxz51/59cQAU31AZz6kqhnJNS8Exp1uzfTHA3//vBZaz4tCOybnLEYFh4ieuerKrFNMpy+lkQk66cjE38+PPVG55iY1IB49ej6Tp44RkcoT6AXIaI5NBxsyADa2xTXW5ClcmLesoz/0/AQH/YXPakcrT0lz+jE9A2J12fV6vfW/pRW3NgVYEjXO2VH2tnCaCqULLpxrqDMfuqBVpaEtAuHp1uGCa068vubg6f5J123JqHhFwAiEHb9RIxV0GsNOnYXT5pWpt3TSrVPL96rdpAYEC6ptfQpyVb0mo+r0xfoBs6wZQAex/GL5y3Rl38N8Zf52nxkqVadb4TVLIDEDYtUtZ0bDmltZ6rmllclNiHEGxBtvv5c7MO6ub77YLPUaY4sVcs0VrBG4gu48gdjp1hgS/m5Nm+847jA25EQgNQKhUXHi8vdnnfOwoxfOc29jVIKNP6yj+cPbP1ULzmkMiJ8ceSSTq+pdoapOZKwfEDtte5J4w3xUZASUvW+SuHVvmgQSMyDykNZWlio3IJh2cMPdZ7MtWz9875OdmoIQqzjyVPVNBERgEgLs1nTF3vzp1oxcrhsRx/tXG8n8yy//wO14+NlSdYqmQE2iBd1bJYG3L16Mv1GOjErYIljr1NdtVLx018Gso17XguVpDAh/WjA7CKXiwtGGojMSYqdtp5IGyTGfBBI2INZHIJZXx4M9cuSIIyH2d/Dgweyz+XHde+CQ27Lz8WzLVhr9T+97IHqv/9w8fY4ZEPMkv2Qd5GOxSIfFZ/av9OsOrqYXPm/a8Y9uy67HsxcSGBVMa9qy8x/dX+//fHavPWPX2/c/0L+nzL32jK7p5Icu6OKJTZdlHXXaDZviEo5KNNmm3Llvn3vCm5f/uZ07C8vQLDr4+J6HsjJ7856vRuO4Zc+Xs3v+dM/X+vf4sn3+M5/Jnnts+xU5lnyfRb5Jno3pJ+Y3SZhdupf+oVw9BMgnPf6l5hh96JWxHiKCF6Xn+kNnc9MO+N4lx7xMawSoQPqViPZG7pKKlZYECTCS8NCxtY0RiRNuy25GK070v//F4fPuu99/ze179Efuxz9907FxA6Oe4RQovvv3EqacCDRJoHCee2RUIjbVKXwTbiMVMf8yfqe2bK4t+XZIHC8R+RxzsVGK01duzxkKT950Y389RKzDHgtzVr+QW9Fog/oBs5LW82UIJGlA9I2HbC1EmWTk74kZEFZh2LSDrbuPO/Z774pjmzZ21jDD4eUHH+hK0pQOEZgLAucu/NJt2X3cbd6dn9ZkoxJcbaoTV6uLfH+799q7zpSaBjUXYCTk3BAI56/b4tcyoxKxTrS1R9M+Xxc46w9MakBMksayRlZoFPC9yBXFH/LVuscigvKvkkByBsTqcm/qkQcDExoQfmVBhcGCxy4ZD6R77fCXMuMBQ6Lqg3eMra4iIALFBFgvcdX+U273137UP9V+3UjIj0pQB1136Iw78PUX3JX7Thbe26VDLYuJ6ZfUCYRGxaRbepbt9Mbuq4uN3yfgc8zFRiBiMuJX5B927MveF647GXVys0YbYtqTXxME0jIg1lbckm3hml2XXYllEDlWZkAwDeBjD5zLvfXb8chzjgPkuuRsQZxVZKlvMdcl9kqLCBQRoP55+Pha/4UFoxKbdh3rGw1sIR268F4blXjmld+Et+q7CLRKYJKpTtYmTduRriuhVRoQHHR3csum7AUeaZ7UyCrLJ2aAcM6DnAi0QSAtA6IiAiSKBvm6Q2dzC6a7ZjyEQ59UWnWc2lmRWhSMCCwkAUYlOCuC6zjHyOjlu45nLz2uOnDKvfbr6vfBHyeHfheBUQTCUQm+x/wII+Zf1m+UDLP8Nq0BEZM7JsekRlZZA8IMk8ww0xrHGH75NUSgswbEJ7/4dG7BNNMKujbyoLcRDZUSRSMCDRK49ObvcufUdG2r6QZRKioRiBKY1oCIBlbgGTM2yvgVrTvRyc0FoOXdGoHOGhC87du+72R/QePWPSc6t+aBHBMzIFrLSYpYBESgMgIXXnurv4aC9RL8XXvnaccBmHIiIAKzE2jCgJhFypihMUt4elYE6iDQWQMCWBgRf3Kg3NSBOuDWGSaLpGVA1ElYYYtAuwQ42RrjwXZmunLfKffK679tVyjFLgIdIJC6AdEBxErCAhDotAHRZf2x65J2X+iyhpU2EXDuurvO5KZiYkzovAjlDBGYjYAMiNn46WkRgIAMiDnMB8yFtEVUXH9+7Ik5TIVEFgERGEeAUdRteziYLn62xLV36ryIcQz1uwiEBO49+lK2UQHbtcYcu6XZFMLbH3omdov8RGChCciAmDP1s2Wbf2Ccdl2aMwVKXBGYkABGxKizJa7ef2rkoXPsSHfg758fec+EIul2EZhrAjIg5lp9Ej4RAjIgElHEODFiW7ZiSLBdnJwIiMBiECg6L2L5/nPR7V5//NM33Z8cPN3fzpo1FA89seZ4s/qrt96VUbEYWUapjBCQARGBIi8RmJCADIgJgbV1e2zBtLZ1a0sbilcE2iVgU5tsigVXzoy47fB5h9Fw+PGXHdu/Fp2EbQuzOZ8CY0JOBBaJgAyIRdK20loXARkQdZGtONyYAVFxFApOBERgzgic+5df9g0Hf7cmjAPfsFg3IgZrKEKjYvMdxx07PsmJwKIQkAGxKJpWOuskIAOiTroVhf32xYvasrUilgpGBLpGgJOqt+5mofUJt2XjakbEdYfOuANff8Exfelrpy72Ryb+/Evf3xiZGBgVGBx/+eUfuB0PP6u1El3LIErPEAEZEENI5CECExOQATExsmYfYNH0uY/cpC1bm8Wu2ERgrggwbYkDM9mtadOuY32jgbUORY4pUNv3nnTX3Hk6G63A6Ni067i79i7t7FTETf7dICADoht6VCraJSADol3+I2PnsLjzn7wl27L19LbNjtEIOREQAREICWAUsKaBa1nHouyHjq0NrZX4+BeeKhuE7hOBuSMgA2LuVCaBEySQpgGxuux6vZ5bXp2OGInqgmOLVv+8h98884MuJEtpEAERSIzAuQu/dKyFsPMmHj6+lpiEEkcEqiMgA6I6lgppcQkkZ0CsLvdcb3nVcV1EAyK2XStGxM++fXRxc6lSLgIiUDsB1kh8YMf6AmwdnFU7bkXQIoG9jz6fTd1jI4KYYyTPNiP4xBefjt0iPxFYaALJGRCmjUU1IGK7La0d/pJh0VUEREAEaiHAdCbWUVin6Y2336slHgUqAm0TwEC2fF60VujSm7/L7mFLZDkREIE8ARkQeR6tfuNch5gB0apQilwERGBhCOx45Lms0/TY+dcWJt1K6GIRkAGxWPpWaush0AkD4siRI46E2N/Bgwezz+aX4vWx7Vfk1jicuOz9UQMiRdkl0yC/iYVYdCUP3Lr3cGZAXLv7W3NRj3aFvdLRXD1C3rYRiE/veyCaz3fuvye754pdj0Xvkc6a09m0rOkfytVDAJ30+JeaW4QpTLHRhhOXvS9nVJzevi011UgeERCBjhLQNKaOKlbJyhHQCEQOh76IwFQEZEBMhW32h3574UJ0tOGluw46zn6QEwEREIE2CKQ+jQkj58DfP68D79rIHB2JUwZERxSpZLRKIDkDor8LU6/X38aVrVx7vSW3MuGOgimOqBTtrnR66yZnf4xIyImACIhAmwSOPffv2dQNOlopOYyHm+755/6Bd1cfOO1eef23KYnXWVliRltZP6DE7m0TlgyINukr7q4QSM6AqAJsigaEpitVoVmFIQIiUDcBOnup7sbEAXebd59wW3Zz6vaJ/gF4f3H4vPvu919z+x79kUYlasgc5Ad2IeKUck4rt7UDdnL5OD/ut3uvP3Q2CR3JgKghoyjIhSMgA6IBlXOidMyAuHDf5zRdqQH+ikIERGAyAqOmMbX5Nvnuf3hx49TseGf2yn2n3ENPrDm25vzVW+9qqtNkao/e/bH7zw0ZbRgEoSEX8zPjwb/3Ew8Wn6kQy1sxv6igE3jKgJgAlm4VgQICMiAKwFTlzXqGZ267NWpAVBWHwhEBERCBKgkUTWOiM3ftnWeyKUTnX/51ldGODItzKbKRkR3H3G1/c77/fVTHlbfm44yKOjqoIxMyRz++9/s/uOX7v1dotNnJ5f6oROg3MCLWjb7zr8TzDHqw6Wno1A8TPZLvuKcKJwOiCooKY9EJyICoIQfE1jtod6UaQCtIERCBWgjQUcs66zuPOTrvvNXfujF1yJ9CdN2hM+4L37ngMCbqXNx8+PGXs06lnQyMnA8fX3Ob7zju/I7rOKMi1kEdZ2gAmvjCNJb1q0VRNQfqM+eUcr/zz0nN1xw87biai/nx2w13n81OOeeAtpj75BefHjuqcfPK92KPTuzHlCwzUIrkIVC7h6ucCIhAnoAMiDyPSr7Fpiud3rbZvf7YdysJX4GIgAiIQN0E/GlMH3/wqawztd45z08hooOFf5k3/tPInRt92HnMnfuXX+aCoeN61f5T7munLjo6vX/+pe8PvTWPGRUxPz8t/O53Ii2Nvv8ovzJGSS4hCX3BYPTTzqjUtK5Mhx0dwtI3BE0X5vfh+550jIrM6srIQxx++meNU8+LQNcIyICoWKNFp0njLycCIiAC80KAhcmxzvH2/Sfdtj0nHOsRrCO23vHLL262zl8V00/8N+E2+jCOYxmjwmS0Durgezwt/lx+0hxLd8zPwq3LwBrHYtLfMdgYWUJu/u765ouTBpG73/IJYY19479jPU4L4IcX/0+fs8ny1ZMX7aeprxPJs8Fg6sj0oAh0lIAMiBkVG5uuFBuBmDEaPS4CIiACjRK4JbLjER1JOpe+o6OOMbFpV/7tcdiRvnr/qanmsI8bffBlGfcZWWPTbsaNXljndT1N+dGXMn4hC74TJleMiiv2nuwv/uYtP2/+y06LKnvfOC7+74TZn3K0ISOdbfxmcbN22B87/1pmzDC17rVfvzOLOJnhW8qgkQExE2s93F0CMiBm1G3MWNB6hxmh6nEREIHWCdDZ3r7vZH9KCWsM/vHZ10fKxP0YCd84+6p76NhafxrR5cGUlOX7z03c+Ztm9GGkoCV+jBkaPBbzL/IbZ5QUGRW+YWGGxjR+ZaZPmQGCkYbhwtt9nsOosbjxn9XNakAQP9v1woE/FkHP4qqQZ5b49awIdIGADIiSWgxHGs5cfZU795Gborsr6TTpklB1mwiIQNIEYp3jSQTmeaY7WceP61UHTrnbDp/PvdW2jmz4prvK0YdJ5K7jXliMMyrgEzMsZvGzMH2jwPRBuL5/GA/nNlThquiww89f2F/3mgzSbZy4yomACOQJyIDI8yj8FhtpwC/mXxiIfhABERCBBSTAomcMh6LOrHVkw9Ol2xh9aFI9ZlSw3oS3/0wRu+XBpzaMiMEogHHz12qU9QuNAr4Pni1a63G831n/19ffqgRHFQYEgjCyhez8sSPY67/5j5x8MUM05jeLPLHwckLoiwgsCAEZEBFFh6MNp6/YFjUUMB5OXPb+/m+ZMbF9WyREeYmACIjAYhNg3npsG9hYB5fpKke/91N3+a71ziIdxnDnpS7TxLCIrdUo61dmpGNgRKwbKhgubMfLtrg8jwxVuVk67L4M7MD0oc89ma0dMWPIjAq++yMqlkb8/Cld1941WCA+dlH3hsGSTfHavz7Fi+l9HFp4+oVfuAuvvVX5upUiQ6XI3+ekzyLQBIGFNyBCY+HJG28oNBZOb93k7A+DQTsrNZFFFYcIiEBXCPz4p2/232yXfZNunUG2kZWbnkDMICG0Iv/pY4o/6a9foLNd5MwQ4Frk/vS+J4fOizBDocwuWXav5a2fXHo7GhUd9dAgiRm7JnN4bxhPFff5YfoGUezU9ZihUdYPIGXvneW+OuKJKlOetRBYKANiFmNBC6NryX8KVAREYMEIxDqt+PHWe/fXftQ3MMKO2kfufXLBKHUruWVOfibF1snmWuTIK7a4n3ziP7Oeb0ZP/Qrz1se/EDdOYwfbWQc+bgDnp4OF8fB9Fr9B3Pl4zN8MIuNBXNP61RFmTJ6q4hlnTBXlJfnPRqCzBsQsxkJsXcO7ly7NRlpPi4AIiIAIjCXAG03/dOmtu49XOp1mrAC6oXICZQwIFsxb55czKEa5mBHK/TF/M05jhwyywJ/fYw5/31Dxp3jRYa1z3Yp1rENDJeY/i1ESe3YQR95Qid07i18d8ViYGE7XHTqb26ghpmP5zUYgPQNiddn1er3sb2llbeIUkqiYEVDab/PlWtcwMXU9IAIiIALVEYh1BqsLXSE1SaCMAcFaBDqA/LFmok5XNm+VvQ9ZY/dW7WfxlFnjst65Hz0aYx3uMoZK0b0pxRMaNIwiydVHIDEDYtUt95ZcZjOsrbgl/3tJDhMZEDIWSlLVbSIgAiIgAiIwOYHUDIjJU5D2E3UZKmUX7U97H1Rnlb3ImNLIZf15Ni0DgtGH5dVcqleXe27SUYhCA0LGQo6tvoiACIiACIhA3QRkQNRNWOEbgZhBYr/pWi2BpAyItZWlIQMCv2kMiNPb17deZdpSf+qStletNucoNBEQAREQAREoQUAGRAlIukUE5oxAJwyII0eOOBJifwcPHsw+m5+uAz5iIRbKA8oDygPKA03lgWt3fytb3/DpfQ9E2+ed++/J7rli12PRe5qSV/F0p2zQP5SrhwDlpMe/FFxsBGLaKUwppMdkSIWvycM1NZkkj6+d+GcxinMx39T4IFdqMqUmjxhZ7i2+SmfFbOyX1BilJg+cUpMpNXksL+langA6TMaAcOGi6fB7yXSlljFTkweMqckkecZnbjEazSg1Pipno/Vlv6amN8ljmim+ilExG35JjU+KMqXIaLRW9WtIAB2mY0AgXbCNa7CmOpQ/+j21jJmaPEBLTSbJE83KOU8xyuEY+pIaHwRMTabU5BGjoWw85CGdDSEZ8kiNUWryACw1mVKTZyhTyWMsAXSYlgExVuTxNzz44IPjb2rwjtTkIempySR5xmdIMRrNKDU+Kmej9WW/pqY3yWOaKb6KUTEbfkmNT4oypchotFb1a0igkwZEmEh9FwEREAEREAEREAEREAERqIaADIhqOCoUERABERABERABERABEVgIAjIgFkLNSqQIiIAIiIAIiIAIiIAIVENABkQ1HBWKCIiACIiACIiACIiACCwEARkQC6FmJVIEREAEREAEREAEREAEqiEgA6IajgpFBERABERABERABERABBaCgAyIhVCzEikCIiACIiACIiACIiAC1RCQAVENR4UiAiIgAiIgAiIgAiIgAgtBoHMGxOOPP+527drljh49moQCf/GLX/Tlue+++9ybb76ZhExPPfWUO3XqVBKyIIR0Nl4V/+t//a9+PvrhD384/uYG7nj11Vf7eYj8nYKjbJGnU+EDk9R0RrmnbnzooYdSUFm/Pjx48KDjL5V8ZHXju+++mwQj6Wy8Gh599NF+vk6lTSMvIwt1ZAqOujG1cpaazlLQ0zzK0CkDgk76H//xH/crk//yX/6Le9/73tdqp50KBDlotLdu3er+83/+z44GoS1Howif//7f/7v7r//1v/Zla7vDRSfL1xmf2zS0UtMZeYW886EPfcjdeuut/Tx0++23t5WF+vGiM/I1uvpP/+k/9RunNgUiD5s8f/RHf9Tn1WYegsU111yTlM54ofLf/tt/69dFXPlrs9OOfqiDyMvkbfJR2y99aC+MDfmozbqaPMSLlVBnbXZKU9QZdSL1I/kInZGX2jT+yMNWF5Gnka9NB4uwnNF5b9OlprM2Wcx73J0xIKjcqECs48CVDg4VcFsVCp0Iv7Bi4FCptNUw0fHzKzTeSmDUtGlEUNmaztCTNeLm13QBQ2f+G1rTWVtvt+hEwMScdZY/9rGPmVejV/SCzqxMXbhwof+9LXlIPOXcOp/Ihw4p923lIXSETOZSYETdaAYDuoMRejQ/k7WpKx0+6h9z1JNtGhGUeTqi5vhO3Uj5a8uRh32Dgc4xOvP9mpQNnfEyzJzpzG/j7LcmrpQrOsfm4AIzv76035q6+mUK+dqWh/bL1xn5mXLmt3FNsSEe05m1H9Q/bTNqMv1di6szBgQZkYJhGRNF8ZnKhMayDUfcYeVKJ95vzJuUi4rEr0yIm4qkLXmIv0hnbTUCxBtWrtaZaKOzRf4JWdBQ0lCRl5p2Frcfr/m1IQ9y0IkIDTw6W34n3pcwRvT3AAAgAElEQVS37s/IEsbdNiPKWZh/YcRoZBsOg9M3IJDBOjd0Mpp2yAIP3yEPRkQb8iBHzFhoW2dh+2GM2ngJxYs434CAGS8N6JBi7LThwvasbXnI10U6C+vMJnihM/K179pm5Muiz5MR6IwBQbJtKNNHQOakg9xGBcdbUSo4ZPBdTE7/97o+wwAWoTw05v7IRF3xx8KFRfj2GsMvNZ21xchY0FD7jsofRm04GujQMKZhQB7fgG9KNt6y+W+PiRc5kNNGJpqSxeKGRUqMKN/hixRjFOatJlhZXYRh5buYnP7vdX3GuMJYCOWhAxbmrbpkCMOFRfjywHTWRr4u0lmbjCjj4YsL5KQjH7ZzId86vpNX4OE78hR5KzTg/Xvq+mwswnwdqzPrkiEMF52lxCiUT9/LE5hrA4LCQeVhBdMKamhx89YmfKtcHlH5O5EDeZDLHBUKBcavzGiww7dddn/VVzp2fuVBvLwd9Tt6vGEL3wpULYeFBxsqL19ndLZCndFhb0tnsSkwsbfKlqaqr3QO6HyajvhOgxh29JrSGfnHf1uFHDSIvh8MeJsd+lXNhvDgQjxWprhiqId5iLLYVDkLdQajIp355bEOPoRJmSb9FheMyC8hD5g1Uc6In3j8/EEHOawbkTscvamLEXWRP7rAW+vwhQ95rdfr1SVCLlxkoW70dYY8MZ2FeT0XUEVfYjqDEfnIZCQqPjdVF5F/yEfIhqN9o5yFeZi6yJexIiRDwdCOIZPV1eQp6sawrqZNCWUcCqwCD9OZH39MZ8jdls5gFNMZ5d6vHyrAoSBqJjC3BoQVChogCoJ1SK0A0zhRmKyg2O918bQ3sBQCCoe9faRi4S0SciIb36lMaCjqdKQdWWj8/MJK/Bg1VLDGhM5PE2/ZSDPGAiz8t31wwd/XGQ2n37jXwQqdIcc4nRE3Bk3dOkM3yGJ52n/7SOODHukU4tAZ99XtSDPxko+QBxlxyAM75MCR39BZ3Y02eYXyjjzkGb7jrBODnkzGJnVG2pErZOTrjMaxiSlD5BHYEBc6snJkjKh/KPvozOqlPsSa/hEv8pC3kcd/+0jnGG7WcaAOoG6v05E/YEAe4i+Ux697yF9NlDPKk+mMPEPdhIMd8vg6Q6/Gqy5OpjPLQyEjX2cYM+itbgcDWPCHTqycm7GOjPjBDvns97rkoo0nP5OHkIfyhEMedGl1NXLA0XRalzyUadiYznydUBf6OoNVaJjWIRc6I95xOqOO4p66dVZHGhc5zLk0IKzDaZmNTOo3OlR+NOQUbL+TU6eiqUCsUrcKxI8P+ayyaaLgUnlYBYJcNEpmMCAXv+FHo07B9X/z5a7qM+H7lToVms8BnWHEmM7MAKsq/lg46Mw6wFTuVPqWp7i/aZ3RWTcm1iH33yShR3QFI67WMYylrQo/66wji3U2fSPK8jkc0a01mFXEXRSGrzM6LjSW5shj5Gf0yH1NGMWk2eIh7xCv/6axaZ1ZObPyTB6mfjSHHvlOHvKNG/u9jit8jAl5inoQOcyRp9AZMiGbXwbtniqvxGc6owzBAbnMka+sbiRf113OYAET0xmdO/KxOX6nXjCd+WXQ7qn6Ch+Lh/SP0plvNFcth4VHPW1MyB989usb9EddACPyUhOddeKh3UIeGFh7i8xWd1JPk4d8A8zSVPWV+E1nyEUe5moOXlbOkNcvg3ZPldfwJRdxmnzE07TOqkybwlonMJcGBJ1Lv0CSEWm423JUINYgmQzIg1xtOeL3G2IKb9gpp3Khg+PfV5e8xOMPuxM3FWubzu98IgffkbMth1Hld1aobP1GqWm5KGPW8SNu8g/5yHfkHZj5DZX/e5WficM6EYRL3GHHBn/KXd0dCEsX+vHjopE2I9DuafKKLP7LFOucNilDGFeYZ6grzXAP723iO/L4+ZVy57cnyEBnnnxddyeLuCjzfp6xfN1EvVzEm7rQjx/Drk2doR//ZQqyhG1uUVrq8Kcu9Nszyh3GQujIQ36dHv5e5Xfyta8z8pRff1cZV5mwaL/8Pgf68+vvMmHonrQJzKUBEUOKZW3O3uTY9zauFF6r8CjUTTREpJOKjPSH8VHZ+RVeG0zCOFPUmVW4Teos5GLfaXz8t8dN5Ws6V+QjGPgNEnmqDaMPGWAR0wkNEr+l4pDFbySb0tmo9KMz02MK8mDg+G+Pm5IJw5K8HdaNlHm/Az+KZVO/0YE3I6cpPqPSRtvRhs6KZIKN/wKoKUbEY/VNmI8Y/UjJoS+/zW+KUREDdOa3H23LUySn/MsTmBsDgkqehhmr1hpDP5mWMWkkbGjR/73qz7xV4A0IbyBjBQF/ZEZW3gz4lW/VshCexcPIA29laaR9TshilQmf/Y5pHfIQ5qQ6q/tNjemMzoI1zn7a4ePrLHwr6d9bxWf0g56K3siSl60zilx+g1lF/LEwyKeUJf5io2hWzuDHG7ewEY2FOYsfDEwWyjUcfIcuzbignIW/+/dW8dl0RlyxN7Jw8XVmvKqIuygMe7NH/o3pAz0iF3/Ig3FYp6M+pH4ZVc6sLuIef8SkDrnQGfKQX5nWwYiDz4n8gxw48o/prw5ZLMxxOkMGX2fWabXnq76azuBEmQsdXHydwbBuR/1bVM7Qn5UtWKJbv72rQzbKO3ESF9dQJyYPslHm6m7PiId8W1ZnlsfrYGNhojPyblE9bIzQGfW5Xw4tDF3nh8BcGBAYDWRKKjA6URTgsHCSMc14IHPW6YibzI88FEoaJX+ojrj5jc4YFaBVvHXKhMFiHV4aA3gRt1Wq1gBwpXKru+CiM3SVis5gYjqj8UNnoVHn66yJyhbDgXiIF9loCExf5BXrjDalM8oPOjMZyE8Yo355opwhF2XQ968rb5NXrcNLg206tPjghxzk9aZ0hp5MZ+jQL0u+zoyVyVrHlU4NjJAHBvAxXhYfdQHskKeoYbd7Z71SzogHo8DKGXWB75CVP/TVhM6I3zq8yIfO/DoQNsgBm6Z0RvlJRWeUd9MZ7Qh1I7L5DjamM79d8e+p8jP6QE/EiWzkYb+cERf+lH1YUu7qdOQb4jEZ4BGrG/mdvFV3OUNnxIO+UtEZcpjOYEVbAjffmc6op2KGqn+vPqdPYC4MCAqqnxFpnPDzKw0yJpmyiU4NjZHfKBJnaERQ8SFjWBHXlSWsk2DhU8FQ0VOgcVRoVDh+w2n31nGFR8o6o5OFfnw9ms6a6NQQP7owR8ODvvgzR/5GxqZ0Rh4J024NpZU15KFxaKKcwSGcFoAclHXTG/LyPZTbGFZ5RWek3ZzpzDe6TGfIZMzs/jquyOM3xBjFlD3fiKBuQG91d2pIH0YnHQlzyEbc9nID/ybLGfGRN8K042d6M+OqSZ35+klNZ7wgg4WvR6sHmjAeaDdoy+1FBlf0RT1ofuiVfE7+b6KckUcoR76jDiRvmy5hhoxhXvOfqeqzbxQTZqo6g4kZXciJzmQ8VJUL2g9nLgyIsDMKNowIvwNGZddUpwYDwm8QkccqE2vM+R7eU6e6ST9vRn1HwaWC5S0lFWBTHVFkoJKwitVkouPg6wwdNqUz4gr1ga7IW77O/EbT5K7jChu/M0ocNI50apDVvqNTvwKuQxYL0zp7vuHHb8hjhij6a0pnxE184VQhX07yVBPGA7LQSMd0RqfK8g06hFUTnRpkQp6wnNG5oOG2zhb5volODfIQl73t5zvO9GX5hu/Ga+OWWi/wsPxrEcGGDiG/mV6b0hllPByxRj9+p7lJnWHAhDqDBfJY2UNnlDPLU8axjiv1Dx3zMC506LdxyNOUzkwmOPgOdtamUQ80Vc6I13/ZhEywoNybzsjXTemMNsrPv8YIffllj+8hQ7tX1/kjkKwBQWGwhpHGJrT+Qd1kZ4bKjE44BYUCQGEJKy8aI7+CazI7UMFReVCx+I4KrakOlq8zGkB0FjYCsQ6hL2+Vn0OdYSxQqfquaZ2Rd0wGWNAB9p01VE0ZDX7cfKYjEeoNjrBrw1Hm6EyEjQ55uqnGOjWdkUfggiP/YkSE5YxGO6wL6tSf1Y2Wf0N90amh49yGgw2MwrKGzLF2pQ4ZfZ1hPBTpDH025Ug/cvFH+bY8ZfE3rTPqRcs35N+w3UKPtLtWf5qcTV1p09BbWDfT7oZ9gbpkMp3BgnrRjHKLD52ZQWN+dV5T11mdaVfYziVpQFBQmbrAn1nQFIqwQqFBaKITQaVGxYU8VlkQN5WJX3FQmJpokKjAePuAPHChAcAhJ5UK/MzBx95om18dV19nVP5UcHQYTH8WJ9zChtx+q/Ia0xkyoj+/AUJ/TegMHnCxfI1ekAN9hW8j4ebnqyq5+GEhAx0H/qwcISd5CxmsoeQKt7odOqNMwcg3xNFb2FjCMmw8q5ZvlM7Czjl5qEmdwQg9mb7sszFAvibKGXmYvIE81JHokLxkn02epvIQPKhzkMcv6+iGPOS/aacz5uczk7Xqq5UzZKJcWb5CZ1bGiJP7wjaualkIDxZWzmCCzqiD7LMfZxPlnvjQC3z4I9/SppGH/LaM+9BXaOj48lb12Xggj2/UoR+/3UeXtMG+HquSwQ8n1BkMqP/Qmb1otfuRuQkX0xn5JexvwKwJnTWRZsWRJ5CcAWFvPSiQFBoqEfz4TkGloabRsgJF5Veno4KgUFgBoAKj84JjZIQCjHzcR4EKK7w6ZEMG4oYJhdPvAFsnjIaKe6jszMCoQxbCtOk4yENcxFmkM3TYhM7IN9bBRC+mMxondEYDYToLK7w6OKEL5MAhF512WMECeUyf/GadjDrksDCJx/IGLJDH9GJcTC7u4546HXESD3JRtsknfsNtMpL3+aPzVbdDJ8SFI4/Dw9cZ+iTPUzcgO2mo06Ef6iJkIF7ihBHxwgNmyMnv5CFY1u2I0/IG5YjvOOQiT5mhxW+W/+uUiXjQGXz47OvF8hV+/AZL/2VCHXIRPnURcSMTdXWRzvitKZ3ZCwM4mM7M0LFyR11p+b8ONhYm8VE/k4/J41YXWX5HBit36A6OdTqLF91Rtin3tGfmYIaM1A+UsybafMq3lSV4+TpDPtMZsjSlM/IrOrM8DjfyOeUKfZrOrM4yfrp2h0ByBgSF0i+sFAj8cGRWPlN4qZSt4apTHRQKv0BSKCiw5ijUyILVT8WCjHU4GhYKKvFTiZojPuSh4PqOxgB2dVe2xElD4+uCuI1ZWzrzO5jGyHRD/qJSQ2d0aszf51f1Zyp8XxfIZ/mcPEaFizw0SOi5Dkf8pif047+5ggN69B1y4eff5/9exWfryCCX38EkTmskLR7yPnnaGlLzr+tK/MRpDmPd4qa8mc64D1Z1OzoJ1lEgLpghgzl0RV3gdyjstzqu5Cf/5YWVM8vnfjmDnflXLQt5xcoMdbFfnqkr7eWPxUueg5WvW/ut6qvVwxYuslDGzbWhs1j7YbpBPvIzdRF5y/xN3jquxGP6I3zqAcvnfjlD7rrqIvKM1UW041ZPIg91DvnXd8iF7pow+JDN1xly+MZvWzrzdQELuOHIM/AiDyFnWP58jvo83wSSMCD8BpjM5zcANMx+I9UE7rChDhsaCkXYYa9bLmSyzkIYN/5NF1I6wNZpCnVGY+A3knWzIXw6dmZo8j3UGXks5FanXMRPPjEXyoM+qXSbdMhA55IrLPxyRmcvbCSbkI28S9zIEjKiM9ikIx+jM+MSytOGzuBjnRTkQkZzJq99b+KKrkaVM+rqpusiZCqqG5HVOoZN8CEOOsDIhIvprOl87fNBpjBft9F+0CEuKmfI23RdhCzohTYNPiYbvNrog9A5tzwd0xkvgKxe4PcmHHWj5R27Wrxt6Mzi1rU9AkkYEFTyfqPk46CjY51RCrJf8fj3VfmZeMI3WX74NJLWAaMj3USDSYG1zp8vC5+pbK0yobG0t6ThfVV+pzNVpDNktc4zLPnsd3yqlMPCsjj9it9+44rOMGz43X/7799T9WeMFutIhGGjJzMg+NxUg0mjhO5CRx42Q5287Tde4b1VfocPnGLO78zTKfPfUsbur8KPdI/Smb1lQ2fko7oduhqlC+uMojPqxibKWVE9BAvysdWHfIZT3c7v/IVxUcasPqSOtDIX3lfld/LPKJ3xZhaHzsjjXOt0o9oO4vXbDz7H6oeq5YNPUTzkH+TAobMmyhlxFfVD0I/1QShfyFPUzlTFaVSeJg7qQytbsGoiX8NnlM5s1gE6M15V8VA4aRJIwoAYVcFZJWudeuso142TCs4anjAu64xSkTRRcC3+ogqOCoTKhD86Y3V3IpDHKjh0F3M0jE3rbFTjh86sMbLGKSZ3lX6jOsfoirzTpM5Im+kkbAApZzDiSke0qXKGTEWGlnWu0FdTOqPzUmTQoCvk4GqyVZlfYmFZOUNvMUdn1OpI5GrCUQ+ZIRXGBx/rADalM2QoMrQoY/yRn8nXsGrCEVdqOkNvMWd5mmsTnWNksHooJo/ln6Z1VtQPsfJFu0rd0FQ5i02dMl7WdjSpMzgUvVhFZ9bG2kiOyaprdwkkYUCAt6hzTKbljReZsslODRVcUUeCgsJvFOImXVEFZ5UIMjVhPFiai3TG723prKiCQ2d0+mDVpEMnsTfaNEL81rTOSHvs7R/ljE5P08YD8sAn9pYRfeGfks6QqSnjwfJpUeeY322ecVOdGuKkHoJBaITyG7oiTzetMzO0whca1NGU/SaNBzikqLOikSN0ZWUtplPSU4ejHorVjXRGrS6iXmrSxdo06ziTr5suZ0U6I1+3pbPYKAQ6o+2V8dBkbm0/rmQMCCp+FkeHHWAqtDY6NaiGzkusgmP4sGnjwbIKcfNmwnfI0kZH1AyaUGfI1pbOikaOeGPaRKcmnGYTLnQ1vTHHtQ2dET9xox/fWflr0kj340ee8I0tw+B164z6hU6B33GizMeG4JEPOZvu1CAbDXPYOYYfcjbZqTGdUQ/FOhLURXXrDBnCvIIf9WL4lh02TRt8yGI6C+sDfmtTZ7GRI0baqTf9MoCcVTt0Q0fTnNWB9t2u9jKj6XJG/Nam+Sz4TN+kjXIWM2iQE1maGi0yvXCl3FEXhQ5ulLNYuQzv1ffuEGjFgCDzxzqdsTejTaCmIiPzU0n4uy/QkaCT17SjwqJyiFVYVoDDCi7Gs0q5i3RGBRfrSFQZdyws6wTzBtaPv6hRioVRtR8dp7ADg57aeiuDMUCHLmYUkK9D4zjWQa2SER0CGPEXNjTokPLvu7rzNHFRzugM++UJ/5hB48tW12d0xRtzOnq+TEUdibrksHDpANPh5U0onCyPxOohe6buKzqz+dZ+XNb5Mxntt/C7+Vd1RWfIhI58nZGnw/qgqjhHhWM6oz1LRWeUeepBOPkuVg/5v9f1GZ2Rr2N1TKwfUnceom4M62PSbnnaz1d1MfHDJT7qINpX6kI//egwJqv/vD4vBoHGDQgyJpky9va1jUaJgoEsxE3nk4bSd/zmvzXxf6vrM5UJcvAXMyJiFVxdshDuKJ3Bj4ahyQrOdIa++KOh9F0bjZJ1jH057HOsc2y/1XUlTip+GgHykW8YE2fTxjE6Qx7yM52q8I0e+adpQ4s3r+gt5trQGToi72L08ULDH2mEH3rk2pRDJ1aW6JTScfDf5lMPxeqnOuVDL0U6I96mDS10Rr5GZ1x9g8HydBs6Qy50hqHlvxluuu1AJ+iLvENnnTzsjyxQD2EwN+2QCS7k79CIaKMfYp31WHkqGu2rkxn52V6soDu/Lmq67agznQp7NgKNGxB0xq1CiRXepis4GiS/0qcRoEKhEsFRWJCpbhd2wKncYBUzIpANOZtypjP0Ni86Q86mHJUr+jJHhwE//shL6Jbfm+pIhB0X8rAvn8kJIwywOp3laxpIypo53gDyIsE3bMKyaPfWdSU/W/x0tijndGbI78bQ6oG6ZPDDpUxbHkFnyEdnyxhST/kM/Wfr+AyHsHNnxg1ywqaJcmbpJ410ZpALhwxmMFgnED/yuv9MHWwsTNJvHWIbieC7yWPy2f11X2ET6gSdYZwjFzpr8oUPnVB0ZvrgO3WB75C37nJm8Vu89iJjVJtmdYM9U+cVRpT5ova+SZ2RTuSwPAwr2jJ0ZH7oDHnlFptA4wYEhZKMR4Gm0JARLVOiCjo0sc5OXWqi0qdwcqVxplNjf8iHo2Gvs4Ij/WGjR8UGJ+KlMFOA/cacz00VYHRmb0ZiFS4yNqkzGkl0RvpDncGFvEW+so5GXXnHwkV/xAcbY8Fnhsj5Qx705xuq9myVV942woROFJ0G36Ef/H2HTus0jpHF0szV7zjwG+WLvG1ywcn/7stax2fkQS7rdJLPGZVABgwK8hZ6bMr5xgGfkYN8xZV6ETmb7EjAgPhMP8aBTqDlG+v42G91XP28Sx6HjekMHSILdTT5B4fOfJZ1yGRh+vHwGV7ojBE26h/kRH8mmz1X15X4iDvUGZyQC4fOrD6vSw4LFwZ+2qkfwzxMubP8ZM9VfSX9vq4wpowH+YXP3GNckNt+r1qWWHiWfmvvTQ67l9+LdoW0e6q80o5Szqmn+Wx9IvIWfuZfZZwKa/4ING5A+IioWKjMKKh0wijUVnDJoE05CiaFhD/reCEbFZ0ZFlbA65IprNRJv3W++EwBtu/IgB+d0zacVbi+zuDTpM5odNAX3Kj4ceiMjoR1BOvWmc/ejAjrfJo8dH7gYh2JsGH3w5j186g8ASsaJxzlDDksj9NRrMNZ+MRFHLDBkEJO6xSSp63MIQPfTZ91yOSHaTqBjZ93kYE/dIrMderMl8c+Yyz4Ly38lwfkab8jZM/UdaXDHpYj9Gpc4FZ3R4uOjOURe+GDXHw2hw6t02WdVPutiau9+LIyRpti9TN5qWmdUS+iJ3NWFpGzCZ1ZvLEr+cUvbyabsYs9M6sf6aY99531O/Djc2h44efnMf/ZOj/DgfJl+Zn2DPmRpylHnUc7TzmDG3UhDpmom3D416mzfiT6lzSB2g0I65zTCPgVmlHBz4wIMiYGBJULlW4djgxPfPyFmR8Zid8cBZaCi4zWGNhvVV/DSt06pHT24EIDRKXiV7x1VW5UEsQ7ypkRgWzIASf41eHQE5VozBGn/xsdCdOZVXSx52bxIz8QL3H5HQN0FuYp37AiT9elM0sPeTaUgd+Qg7xt+cnyOddYubTwZr2SZivL6AU5KHtmtJDXyEvmaLhi8tvv015JI7oK00p5wjj38xD3mcxc/d+mjT/2HHGTh2ikrYHmPj77RgvcrP6BDffX4cgboX6sHiJOnx3yWB1BGnz5q5aNNNNZsfgpe+jM4ie+8A1zXeUMncXyZ6gz7rEOH7okz9fhCBudoQMr06Yz4jRmxI3OyEv22c9jVcqGLpCn6EUA5SvkgV/db9jRh99+Urb5jnGKPNamGQtY1ZGvybdmHFhc4ZX8Q3tv5RE9/v/t3NuS4zYMBND/f9lfTuok6QrCojyzNkl5YqDK0V0Eu3GlZmO/2vz4zCvHFilmc2UjNY+ysXCHM7+Wz0VgawORVRjOwnmvEl9WJ3cF/dBrHCufjF4SyipargsodOS8rl/pm/tXb8cA5zgFurHotSvo17lYiYHTo2DlGvx2c0avFAyzoCv4C6ywkbBOcGYMP/rA4CrxwQZ/NYlXnHfs0wUeo0iO9K32NN6z45i9wmiWnIxHryv8VuqjGFB0jkWVMTQIbJ6dsScY7faz2AZOFFtpEMY5w831WviM96w4Nl/xJrGR/8du6UC/xKfEyRXjfvcdbLoWK+yGjvDD3wnO6Goc9izeXEk4o9tOwQ992KwfG45elTP4iI0p/HbqxIeMY+74mTURbI2uj/LLDh35EBuOOKZjjQkn8pliXSzC2SMJlvHDR/e+cg0f9IENu6libPbOhjQP7omN1ft6/zMRWN5AMMYYoVUjxyRBI9cCt2NBcKfjZrWTQ9ZiZUxKdJQoOcws8EXnXVsBrRYSHDarSrvG9N7KmeAAlyToWZBP4jrBGf1gAhtJZ0zK7EcCcA1nu4JtbAg+laMxKYUntiY5nQ625j/7tIxPdr2Ts8x93Co4a/HnOt6SIMf7Vx2HM+8zvp8EWAuGjOVeGPnNbD73vbI158RDekS/K87EKjak4Ngl0YHvVI5iQ7FfOtInK8u7/OxqnvSgUxVFDX3wGT3r9RX7lTP7eFP4XTUR4hM9T3CGL74VsV+PT3HGX4wFH/Ya28AJnGbC3nb5WcaLHjm2xZ+YTVyH4ey++syK/fiZd8mv7AQ2V00EX5vFqRW6eEc4sw8PfBgPPnisws/o6lq+YNXrvf+5CCxvIBiiHxmLPY4zK4h3BhKOm8TDUapzOFYwnBYB66qQ00ztSoZX8xTEknjwkyYLNhLCjJ8UQlfvfOW88cKZ94QjmM2aiFfG+u6zmgbjm/fI3SxJ4nB3YuJfs4AuKQazzI/Oo965tmqLt9hOfSfM8Fnx4IfurefqMyv268o9G6efcSXCncn5SnfzzReyMTbyv/Ec3Hb6GSzYri2/z1i2zotFeBtt6Wp+K86zB1ikyKvvxNnsfL1n9T5O5C0il6Tgs4XRGKtPcsb3a2FKFzZ/Wth0fHnkh6/N8sduHcW6GT9pOnePX9/PpukS/0oMwJfzsan6DJ/cGRv5dGI1G+f/xrtqIqpuvd8IBIHlDQQnqasQGciW0XJgwnlmzUS9f9V+VrDH9xmfwxDOE4ca71t9bOXVJ8OxYDCO4i8Ja/W4V+9LwZAAV+/DWZoIiWB3EZqxYTAmI9eMX5uIU5wZ54oX+AQ7Op9ImGwnvASzbMeElfM7t+ZMn5lNGxd2bPuk4EIBM8rYRIgDtRAb7191jJdqK/W9ioisWsNyZvv1/lX7ipmRF5jFrxIbTuBjTuJNFjPGOV7xOd638hhnmqixUTBGbSLYVHLbyvFn74LPyJn76KDpi+CQ/rtFTJ75mXE1NFnk4GczHFfrRx+ciTnsqcojPut9q/dxNrPrsYkQP09wZtwZZ8auTYT7wt9qTPp9Px+B5Q0ESBTIswDny7fJftYAAAqdSURBVAQHYZQc/FQxepV4JEUBLk4zWwnYQbFxBDarD2PBlQB3KmFnfoJbvhzlXLZpInb/qVnGs70KcK6licDdmCDqO1buhxd6jaJBVfThUlCWyHeKca6ah4x7lbByfeX2q+bBWHCj82nBxywBponAHbs2hxOiSZgVEoo9ceE7WK7UM7GYfUdGLE7hY9xaANNnjIP4PJU3godcJqfNJE0EvcZYPrt/xTlNHV+qnOW98TFxUSE4uyf3rtya/6zp1aBqHHB2wo6Mk4aP7VhsGuMxPq8Wg1ZiUt+VRnzUxT18UC0gn53kDAYzzthMmgj2NMt5dW69/7kIbGkgZkkJxIKt5HmyeQi1swAnYSkgOAvdTomAynkTOCQeuiRZCnCzImOnfsbGyyzh0E2AO524r74cwQFnp5qH4H6VeAR+9sPGZgkiz6/asp0kGnyxFYFess74SVi2u4X9so8kGiuxigX8sfXIVcLK9R3bR1+O6Ak39n1KrniBYRr1U4Vo5owXtj0Tdu36CWErbIawJdzkH3fGjhU8p/TJnPkU+44OOW/rmrh5mrPZlyP6wOx082Dcq0U6uliYOtE84ML8E4foJTbna5pjImamyfjn1JHNFWcGz78Hm+XfXcrJ53LWTCy61Jg+u6fPNQJbGgiwCvKj40pGVgROF6L0mSUehcN3/m8Iq81EkBDoSJoIxym2EuBmCWu1LvV9V4WEIHMXZykoqp4S0unmwfjhJY1edJKkTjUP0UMDkZ8Ggu1kBSt6OZ8/i8m5XVu+LeEYM/ZibP4eO5aUrhLWLr3CWS0qjOX4RFEzmxeMxq99CtCrP2ucvWPlOViMvASf2pSuHHP2rnDFTvh9vhzx9do04G3kc/a+ledw5jcKHzzdPNDB/BXBo7ChLC6M13Yfs6GRF9zJbSeb9DpP3MxyiNh09VWpPv/svmYmcS/vCGfsvIqFjBOcjXmLDonVVR96j41Yvd77jUAQeLmB4BQJ9HmprfNjUmKYs3vrc6/uG0MxxYGrJDmNAW72Ca8+t2tfQqSLn0Sg+FKERSSrNBQ5t2orqM4agugyBrgxEK7SI+8x7lhQ5dosKe3Wx/zpM9oQnWaFBJue3Zs57NjSUdKpNuOcAiK6wPVko0UXfGV886Zj/dtwTU69vhIbBcHMZ6yuK4RH2W1HfGxm18aVoKufwWSm+6jzK8eKuKtCBW9jLLyj6BOb0ohmrrHrHONzV9HOVkcbNi7O6DXa7m4bwoGGaRav5ZCRMzZU7SqYrdzys1nxPftCKwbdYUeZLyzwRo8qeOMLO4SNsCG/UWaLdO7fzZnYLDeMOMwWVum8265HXPr4ZyLwUgPBKBW/VhlnhcosKe2EiXMIFpIzvUYnmAW4nfo8ejddYEZPyYHuiqvdIljh6+pL0CzA7dbJmFc2dBXgdurkyxl9HhUSo23t1Oe776YT+38nsfq3uzA2X750VRxLzmLCSc749KMvHKf9TBEHg6vCm5/NCp47bElxStcUO7YndLMQMPP5YGDxQNw+JeyWPleLbqdwqfOV82dfYtxDX/ksvNXn7txnT1c6r9YrzUNqo7Hxgw2MdjcMdV50YUdXOLj2bpxV/Xv/fRF4uoEQ1BS8HEFiVnCNCfpkUqJHTTqKifHPNxLg7lwRiSn4nKjYGwNMru/cwkkinDURJznLHJOU6DU2ouHsZIAzFtumy6ygmH2FyFzu2vI9ul4ViHfoZfVdobxbHjUPGfskZ181D3Q6WUiwDb71lW2wnxPNXjh5tBWfrJjyQ7rP/vzi0fPPXFNg1XgMi/r17CRn9KdL/XIGAxzWPIszMfuUyFliMlEs06fG5iyMndLnO+OoVRTtu6U2D8aS1yp/Gf8kZ2ke6KbuqfxFH5ydiNMZr7f/HwSebiAU5zXZWGmUyAX8ev6UswiqtfhM8UKf2kjYP7Ua8a5mAidJR/BPEwGvJIZTnAUf9iKAZZWUfnTLytsdAc7qMTzoAg9Jkh6Erc0a5szn9FZhIUHC7F0EZvwsNrVTL4sFxpMkYWFf8YnDFJ44kzxr8bVLJ0WnsdiM+StM6cNmKkenvkKYsyJcMUGiH53oEI6cf6dCgt5iwwnO4JK4Aw84yGlsqP6pyynO6KOByNi+iuKQTmwrdn16wUecwUditfxKn+RY2OWev4ztTf5TG8NdKvHt4GAMGM3yxCnOjM9excUIvmoMcj6c1UYw9/e2EXiEwNMNRH2p4CbQSkAcqCbqO4q/BDcJk7MKvHQjgl/Vr87jU/YFkDRRuFNIJFHB4FSAC94JYI5xJwHhKIHPdRyeKiTooZhII2wVCUaxIddPFhLBqbdzBNhHmgh2wn4JDiXMCJtPE5hzu7Z8jA0b37hsmV4KCjZOTvpZYiK7TUPMn8TtFD3xw08tJPABDzaSZgsmteiCDfxOSPiInTgm+Kp2HT5P6MSWNcTsKAs8MKl27R6/lr//L1CzmIMzvJ4WcUkTOgodm7MRlT7+CoElDYREnWLPgAw0xZegJ+CcFEVxXXFwTMcIZzlZjGbcd9mauwCGG4WXZCABVMxOBxN6SEQCHN0UgpUzHGbV7QSO9FBEKLyyCkmv2Hl0PaFLj/E1AmyZvSTueAJXivgILmfJPNdXb9nQ+I+oFX61cDjpZ+bP12PD5jvGRjqf9LPVmL/6PvhYLKj5AUaVp/q19tXxvnqerdCn2m2awTzrnmr3Ob9jCxc+JRZWYdfRwT1pSus9n7hv0WnECg4nOau4i5P4k7+qOD/Gqnq99xuBGQJLGoj6YsHDCnJNUvX6HfuSgsTY8i8Cgpqgn5U2+NQG4t87z+xJkPRJkS5J3hnQ2DFdNA/BhT70avkZCEjS9cva3VqLiRrjd7IhX9cUyC1/I5BFFb6PJ5yJS4kBd+CUr/r5Aur49KJcnbfiUxFKB/hoOMXJd8r5Vd8791Ow52vNnbpkbLzVhjjne9sI/C4CyxoIjiLACSQJdL+rzOr7BTrNg1/LfxFQNKR5+O+Ve44ka4n6nZIQu7mzcLiHif/HqGLQOxXriixFaV1JvhNp8VoR8U4N1p141LFhY7HAV9lx9b/ed3KfPVuYow/O7o6T7Jke9KHXuKJ9Ept3H4uf3bkYNuKDK3VaSyPwKgLLGggFoD8heKdOm+P26tqrJtLPNwI/CwF/SmFl/V3+FEdBqhl9l4UVbFrFtoBAt5ZGoBHYh4Cv2Xc3fOPs3ukr6KhbH/8cBJY1ED9nyq1pI9AINAKNQCPQCDQCjUAj0Ag8i0A3EM8i1881Ao1AI9AINAKNQCPQCDQCH4hANxAfSHpPuRFoBBqBRqARaAQagUagEXgWgW4gnkWun2sEGoFGoBFoBBqBRqARaAQ+EIFuID6Q9J5yI9AINAKNQCPQCDQCjUAj8CwC3UA8i1w/1wg0Ao1AI9AINAKNQCPQCHwgAt1AfCDpPeVGoBFoBBqBRqARaAQagUbgWQS6gXgWuX6uEWgEGoFGoBFoBBqBRqAR+EAEuoH4QNJ7yo1AI9AINAKNQCPQCDQCjcCzCHQD8Sxy/Vwj0Ag0Ao1AI9AINAKNQCPwgQh0A/GBpPeUG4FGoBFoBBqBRqARaAQagWcR+KuB+PXr1x92+tcYtA20DbQNtA20DbQNtA20DbQNtA08sgG9w594j6lMzYblOwAAAABJRU5ErkJggg==" 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" alt="" style="">
-------- Original Message --------
Subject: Re: [FRIAM] Covid graph
From: <[hidden email]>
Date: Thu, July 23, 2020 2:09 pm
To: "'The Friday Morning Applied Complexity Coffee Group'"
<[hidden email]>

Isn’t the case that if the disease kills the most vulnerable people first and is stopped (Italy) then we will see a high death rate.  But if the disease kills the most vulnerable people first and is not stopped, (US) then the death rate will fall as the “most vulnerable” are both eliminated and more assiduously protected.  Am I missing a point, here?
 
N
 
Nicholas Thompson
Emeritus Professor of Ethology and Psychology
Clark University
 
 
From: Friam <[hidden email]> On Behalf Of Eric Charles
Sent: Thursday, July 23, 2020 1:28 PM
To: The Friday Morning Applied Complexity Coffee Group <[hidden email]>
Subject: Re: [FRIAM] Covid graph
 
But compare across the three counties. 
 
Italy leads us to believe it is a simple lag between cases and deaths... 
 
but the US and Sweden don't go with that at all.  And adding more countries doesn't significantly help that confusion.  
 
On Thu, Jul 23, 2020, 3:07 PM Barry MacKichan <[hidden email]> wrote:
The deaths curve follows the cases curve (with different scale and time lag) pretty well until about two weeks ago. I think the age distribution started before that. It is possible, I guess, if the age went down around Memorial Day, and the time lag is just so, this could be the age distribution showing, but I would have expected it to show up earlier. We’ll see in a few weeks, and we may know if there were snafus in the reporting process.
—Barry
On 23 Jul 2020, at 12:26, [hidden email] wrote:
B.
 
But I thought that everybody agreed that the age distribution IS changing. 
 
N
 
Nicholas Thompson
Emeritus Professor of Ethology and Psychology
Clark University
 
 
From: Friam <[hidden email]> On Behalf Of Barry MacKichan
Sent: Thursday, July 23, 2020 9:40 AM
To: The Friday Morning Applied Complexity Coffee Group <[hidden email]>
Subject: Re: [FRIAM] Covid graph
 
The method for reporting Covid data changed, and public health people were predicting that it increased the burden for already overburdened hospitals. Is that possibly an explanation for the leveling off? If not, what would cause deaths to level off while cases (and hospitalizations as seen in the Atlantic article (https://www.theatlantic.com/health/archive/2020/07/second-coronavirus-death-surge/614122/) continue to rise? I doubt that the age distribution would be changing suddenly, or that the treatments are suddenly better than two weeks ago.
—Barry
On 22 Jul 2020, at 21:24, Eric Charles wrote:
but the associated uptick in deaths is already leveling off after starting two weeks ago
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