{"cells":[{"metadata":{"_uuid":"920da9190b675262092c0fc1369c9fa669967e87"},"cell_type":"markdown","source":"  The analysis rendered two rule changes that would reduce the incidence of concussion in punt plays, as well as **reduce other types of injuries** during the game. One of the changes would significantly transform the way punt plays are structured, and the other not so much. However, the most severe solution is the most effective one, and is described below:"},{"metadata":{"_uuid":"e9c62d3eec3a712b24318a5dbc8341a20fb84c95"},"cell_type":"markdown","source":"# **CHANGE 1:**        Stop making the Punt Receiver the target\n![](http://upload.wikimedia.org/wikipedia/commons/thumb/a/ae/5_stars.svg/1280px-5_stars.svg.png"},{"metadata":{"_uuid":"23d0527b6ebce8c5238a24e2257d749d50c9ebd6"},"cell_type":"markdown","source":"*The solution is to make it so that the punt player cannot run more than ~10 yards ( there is a need to check the distance between where the ball was cached and the collision that caused the concussion), having to  pass the ball to another player or call a fair play.*\n\n\nOne concern the NFL has punt receiver impact injuries.  There are rules trying to prevent this, such as the fair catch rule, however, the punt receiver (PR) is still the player with the highest concussion rates. \nAnoter analysis show that while that is true, the team with the highest concussion rates is actually the coverage team. So the solution has to protect both the PR ans the opposing team.\nThat being said, the issue problem with punt plays is the fixation on the ball, since in most plays the ball gets to the PR, every player in the field already knows which direction to go, focusing the forces of the teams in one moving point.\n"},{"metadata":{"_uuid":"4bc3ab7c7af9d9d2e2096e29cbfe268ceebaa1f0","_execution_state":"idle","trusted":true,"scrolled":true},"cell_type":"code","source":"## Importing packages\nlibrary(dplyr)\nlibrary(tidyverse) # metapackage with lots of helpful functions\nlibrary(assertthat)\nlibrary(ggpubr)\nlibrary(plotly)\n\n## Running code\nsetwd(\"../input/nfl01\")\ndf <- read.csv(file=\"df.all.csv\",stringsAsFactors=FALSE)\n\nxxx <- group_by(df,Player_Activity_Derived)%>%\n         summarise(qtd.concussion=n())%>%\n                  arrange(qtd.concussion)\n\nxxx$qtd.concussion\nyyy <- group_by(df,Primary_Impact_Type)%>%\n  summarise(qtd.concussion=n())%>%\n  arrange(qtd.concussion)\nyyy","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"e61608d93ff1aed19b71ad1867e2d64039b70db1"},"cell_type":"markdown","source":"It is possile to identify that taking action (blocking + tackling) is more likelly to get you a concussion than reacting to the blow. \nThe Impact is evenly distributed between Helmet-to-helmet (17) and Helmet-to-body (17)"},{"metadata":{"trusted":true,"_uuid":"c09d91cb0bd74db2995f6ba038ba04cbfac55933","_kg_hide-output":true},"cell_type":"code","source":"barplot(xxx$qtd.concussion,names.arg=xxx$Player_Activity_Derived, \n        main=\"Player_Activity_Derived\",cex.names=1, horiz=TRUE,\n        col=\"red\", width = 1.5, space = 1.0,las=1)\nyyy$Primary_Impact_Type <- factor(yyy$Primary_Impact_Type, \n                                  levels = yyy$Primary_Impact_Type[order(yyy$qtd.concussion)])\nbp<- ggplot(yyy, aes(x=\"\", y=qtd.concussion, fill=Primary_Impact_Type))+\n  geom_bar(width = 1, stat = \"identity\")+\n  coord_polar(\"y\", start=0)+ scale_fill_brewer(palette=\"Blues\")+\n  theme_minimal()+\n  labs(x = \"\",y=\"Concussions\")\nbp","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"3f7a7c6e0c5f5117c2e4179ce7be345953780664"},"cell_type":"markdown","source":"![impacts.png](attachment:impacts.png)","attachments":{"impacts.png":{"image/png":"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"}}},{"metadata":{"_uuid":"ad79d7dab966836d7b542f4f23249263462e3602"},"cell_type":"markdown","source":"As said before, the PR are more likely to be injuried, so is the coverage team."},{"metadata":{"trusted":true,"scrolled":true,"_uuid":"231732880355bcafec257fc71586e009590d32de"},"cell_type":"code","source":"xxx <- group_by(df,Role)%>%\n  summarise(qtd.concussion=n())%>%\n  arrange(qtd.concussion)\n\ncoverage <- data.frame( Role=c(\"GL\",\"PLT\",\"PLW\",\"PLG\",\n                               \"PLS\",\"PC\",\"P\",\"PRG\",\"PPR\",\"PRT\",\"PRW\",\"GR\"),\n                        x= c(1,3,3,3.25,3.5,3.5,3.5,3.7,3.7,4,4,6),\n                        y= c(4,4,3,4.2,4.5,3.5,1.5,4.2,2.5,4,3,4) )\ncoverage.df <- left_join(coverage,xxx,by=\"Role\")\n\np <- plot_ly(coverage.df, x = ~x, y = ~y, type = 'scatter', mode = 'markers+text',\n             marker = list(size = ~qtd.concussion*8, opacity = 0.5),\n             hoverinfo = 'text',\n             text = ~paste( Role, qtd.concussion)) %>%\n  layout(title = 'Coverage Team',\n         xaxis = list(showgrid = FALSE),\n         yaxis = list(showgrid = FALSE))\np\n","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-output":true,"trusted":true,"_uuid":"82372728902c593c99af1bc1b49e671377314fc6"},"cell_type":"code","source":"par(mar=c(5,7,4,2)+.1) #The 'mar' argument of 'par' sets the width of the margins in the order: 'bottom', 'left', 'top', 'right'\nbarplot(xxx$qtd.concussion,names.arg=xxx$Role, \n        main=\"Role\",cex.names=0.6, horiz=TRUE,\n        col=\"red\", width = 1.5, space = 1.0,las=1)","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"a7ea89e2ef7f13c7435e157de1093f081e47c19d"},"cell_type":"markdown","source":"![Rplot3.png](attachment:Rplot3.png)","attachments":{"Rplot3.png":{"image/png":"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"}}},{"metadata":{"trusted":true,"_uuid":"8bd1b551c6387080fce13b66ad5fbf4bcf593d65","_kg_hide-input":false},"cell_type":"code","source":"coverage <- data.frame( Role=c(\"GL\",\"PLT\",\"PLW\",\"PLG\",\n                               \"PLS\",\"PC\",\"P\",\"PRG\",\"PPR\",\"PRT\",\"PRW\",\"GR\"),\n                        x= c(1,3,3,3.25,3.5,3.5,3.5,3.7,3.7,4,4,6),\n                        y= c(4,4,3,4,4,3.5,1.5,4,2.5,4,3,4) )\ncoverage.df <- left_join(coverage,xxx,by=\"Role\")\npuntrecover <- data.frame( Role=c(\"PDL2\",\"PDR1\",\"PFB\",\"PLL\",\"VR\",\"PR\"),\n                        x= c(1,2,2,1.5,3,2),\n                        y= c(3,3,1.5,2.7,3,1))\npuntrecover.df <- left_join(puntrecover,xxx,by=\"Role\")","execution_count":null,"outputs":[]},{"metadata":{"_kg_hide-output":true,"trusted":true,"_uuid":"fb0e9bbf38b1abbb26c317aec5665fc0034a5065"},"cell_type":"code","source":"p1 <- plot_ly(coverage.df, x = ~x, y = ~y, type = 'scatter', mode = 'markers',\n             marker = list(size = ~qtd.concussion*8, opacity = 0.5),\n             hoverinfo = 'text',\n             text = ~paste('Role', Role, '<br>Concussions:', qtd.concussion)) %>%\n  layout(title = 'Coverage Team',\n         xaxis = list(showgrid = FALSE),\n         yaxis = list(showgrid = FALSE))\np1\np2 <- plot_ly(puntrecover.df, x = ~x, y = ~y, type = 'scatter', mode = 'markers+text',color = \"red\",\n             marker = list(size = ~qtd.concussion*8, opacity = 0.5),\n             text = ~paste('Role', Role, '<br>Concussions:', qtd.concussion)) %>%\n  layout(title = 'Punt Return Team',\n         xaxis = list(showgrid = FALSE),\n         yaxis = list(showgrid = FALSE))\np2","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"286130ea22ceadf426e9248079c1679c7c43a321"},"cell_type":"markdown","source":"![Punt%20coverage.png](attachment:Punt%20coverage.png)","attachments":{"Punt%20coverage.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA54AAAE0CAYAAABEl+xGAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAIQOSURBVHhe7d0HYBTnnT7+Z2a7epdQAUTvvRgwNpjq3nBLnOqUS89d2uV/l9zld7m75HJxOSdOs2PH3Rg3MBgDpvfeJJokVFDv0krb5/1/Z3exhY0dwMiWxPO5rLX7TmXvnZn32Zl5R1MCRH1Ac1URCkuqEAiGENScGD5hGvISLdGhl8JAQ3kJ2hwZGJSZEC17H18rCo+fRH2zG+ENyZKA8TMmI9kaHvoRQqgtLYYnJhsDM+KiZd3D316Ng3uPwa3psNudsFsMeDx+hIIBpAwcg3FD+kGPjktERERE1B3Y3qQ+IoSdL/8Wv3lxK7weL1pOb8Yv/uW/sbusLTr8UmjY++pf8NzW0ujn86jZh9/8z6+xo9Qry/WgbNfL+H//8VscbwxFR/gwIWx98U94cU9V9HP3USoEv9dcPy/2Ln8C//vH5WiVzx55BYIadwJERERE1O0s/y6i74l6MYXivWvRknsDvnnPPIyaMB2tu5/E+vo8zB1qx74DhbCn5SDWPBPpa8RB+YykbMTZO3H8UCFaA0Gc3L0Gm3efhErsh8xEJwINJ/DGm2tR1tQpk1SgvMOGQTmpEke7aD2Ndw5W4pavfBdzxg/FhJnDsf2vz6I+dTymDkkNjxJoLsHaFWuxr7AAzUjCgIwE+GoL8Nqb76Cq1YvO+jJUBxOQ5+rA3kMn4ErPRoysp/LU4cDB47CmZiNWteDooZPwqA7sW7sWpe0upLnaUFjSjEBrCTas34gTZ9zoNygPznNWELA6EtB/6FAMHToEjsYTKMcIfOfLt2HYsOHISXNg39ursHXfARTVdSJ3QA7sMr239iTeWrcRRwsKUVB4Gs7MAUgxVyrYgWMH96O2vR0FW7Zg16FjCCXkIMvVjo0rV2LnwQJ4HBnISY2NLp2IiIiIiGc8qQ/RNA1BvzdyyStsyExLhtsXhK+mAE/8+a840RIeALQX4YWnnkJBo/mhFSv++iv84vcvocWRiCSjEn976L+w84wfmsUFp90GuzMWCYmJiHc5wpN/gCxX/hfRWI165URaNHh5zuzGf//vX1DiiUFSoo51L/wRy3dXQbfGhudtc8UiUeYd57Shs3QX/vKnp1DsDk8K1XICz/31aZxslQ++Sjz38L/hwaffQSA+EbExdnQWbcH/+9lP8dqeSlm/JJzZ8hweffItRCc/L48/iFDQD4+8V8FGvPrn/8GyPXVISkpC/YHl+L+n1sMvX2BT+VEcqg4gt39/ZFpr8cwf/oiCZsNcKbz+51/iP/+wHJ3xCUi0tOCZX38b//LIS2iV7y/R2oyX/vgItpebSyAioiuCrxH7tq3D+g0b8M66zThx5uNcbdRzNJwuwKa167Bh42bs3LUbO7ZtwcaNG7BePpc1+qJjEdGFYvCkvkUCoJkBfVU78eZhN2bPGAOXXUdMTCysZ2u7ZpXPMbCFPys44jIx+4YlWHzNAtzw2c9hsLMJewvrYE0egNED+qH/2JlYuHAhZo0d8MENxmKD6mjEmqUv4cUXnsefnt+OGbd9DounZsvAIDa+/jo6M+bgm1+4CYsWLsHnp6bgrVXvQE8djLH9szBw/OzwvK8angVNN9czBtazIVaX9YyVz+ZCJQzGJOZjwZ13YfGCRZg+Jhe6JMR+w6bhtrtvwXULb8Dn7pqJikP7UdsZmfzDabDLf+sPv4N1+w185ccPYOGixfjKF25B4643saMmgOypd+B7t01CW2UNWmV9ak4dREGZzFhWxu5Kx9U33o0b583H9UvuQLbTC+fg+bh10UJcf+dn5PtrwIHjdZFFERFRn1Z3+C389OePYN/pxvAtHB31p/C3X/0zlu4oi/4Q3HuZfSGYt6l4vdV45sFfYenmk9HPPhi6eSQloovB4El9hAab3YGSncvxv7/5Hzz45zcw9q4fY8mk1PD9jYbR5fD37unJKM2GWAl4EX4JV3Z4OiPnDX2BEEIBb/j9eZl9c0lATMvORBLOYO3qw+g3YTIiXRF1oK6xDXWntuPhhx7Egw8+iJd2ViA1OUYOxgb8oXPnbc6qa19f5hnc9ygJpg5Zz/fOuppj2p1xcEU7MgrCipARgu/v/Qgr8zW7XGptqEdrSxVe+8PD4XX77RNvwYhLRIzVwOGVf8BP/vcp1AXjEJ+UiqS4WGiGEZ3eAldMdD0CHuiOOCQknL201gNDhns6OqKfiYior/I3HcGjv38OKbPuw9fuvwc3Xn89brnvAfz8xw+gf3IkmIVaSvHWKy/jxRdfwZ6TkR8ljcZibNqxFy2B8MewupO7sPVIWfRTG3aufANLX3oRKzYfwNkjZV3RURwpqsDJg+vx8strUd3ShqIDG/HS0mVY9vLLWL35MM45BHbWYMPyl7F02StYvWEDdu0tQNvZZapmbF/xWngZb245dO50UZlDJ2DRLTfh+sU3YVT/HIyduRCL5d94w+IFyLeVY/XLS2XZS7HpSEV0CgMVBduxVNbllWUvY8XbO9AaPawHms9g/4F9KDiyDytkmS+/LusvC3VXHMbyl83PK1HS/Pf6hyDq3Rg8qY9QCAb86D9hPr7y9X/At3/8C3x1wXA4JLvpVls4LFnPZjap9ed25iwx8GyoCsc5GUWPbBqhoBsd3rPDzsMIQnMmYMLVc7D4vh/jJ/cOwiM//XfsqjIPk/FIjHPJgesqfP1b38F3vvMd/PiXv8Uvv3enREQvvP52dPreWw+H3QbVZT3N3Pnh6xmhlIGzmdoc1wyr78/VHyDjmYe22IQExCdm46YvfCO8bt/9wb/iod/+G6YmV2PZ8q3Iu/bL+OyS6zDn2rkYmOSS7+K9ZZ+zHjI/9b71Ovv9ERFR31UtIapGDcLdN4yMlkQ4+0/GVSP6wajej1//9lEc64hFUnwQKx7/JZbtrpXjcgAr//Io3txfHZkg1IxlT/4JO8rl2Bmsx3OPPoRVBa3h20AqdizD757bFj5ule9Yin/92a+w54wPiYlxsKkW7D5YiEBcP+Tl5aFm18v4y2u7wuMaHSfwu18+gn3VgfAtLZ3HVuORvzwH+QgVOIOnHn4Ya052hJdRuvUlPPbiTgTDK3MeqgOBkAG/N3JJka9yL/7jv/+EYrdLprdg40t/wrLtFXKUDuDo0UNoQAry+veHv+gd/OHJ1XDLcdqoOYAH//3/w3PvHEdcYhJwZjv+3z99DX9adQQuWT+tcgf+8MdnUOUPL4KoT2LrkPoMX2c7fLAhyQxUMe9dAuPIzkdOQgBrX1uL/QcLsOq1VThSWo/waT8Y8HS44X03VEU+d3ojP4kOGpWPsu3rsG3ffhwrq4vG0i5CQbjb29Bu3ocppn7un/DFqzz4xc//E/tKW3DdLYuAql14a9M+HD9+Anu3vYVlr+yWg6ITw0f0R/Hm1di1/wBOVDTAmTMI/WK9WPP6euw/dBTLZT0LKxqhzK1UBdHp7oC/y5lbI+CFu8Mjaxz9HPSh3d2J0AdW8j0BOWia05jHtczxczF1cBCvL3sbx44fx/Fju/Hik2+i2p+AqeMGwX18D/bvP4wtK17ApiOlCFnMU6uGrEc7vIGu31c7PP5zvz+Pj7/aEhH1dU3NTVBJg5EVvfLmXCFsX7MCFfpEfOfzN2Dxjffg7qvysO7VV9CeOAJ3zx2InWs2S1QDOo5tRIFnMO6ZNxzVu1di68lYfPPHnw/fBvLNzyxA+ZY3USCZz6bHYviUuVhy0/VYuHAG0pL74zNf+iqmJPpRV9+AkNGG/TsiZy93v7IUx/Th+NbXP4NFC+bj5oWzkZ0QC4fLzHwrsassBd/+wf3hZXz7nrko3rgch8+envwQZ/uB3/TGa3CnzsK3vnQzFi28E1+cmYm1K95CExy4/p5v4IYhLtRV1yFo8aFw1y7UyT/SatGRlDUCN3/ms5i7eDHuun02/J1+jFnwGSxYeD2W3HM9ghVHUFLH4yf1XQye1EdoGHH1Hbht5tAPhsOYwfj2976C/v4i7NhzGPGjFuLb3/gsBoSvDk3ANTfciil58eFRgThcfcMSzB2TEf40ev7n8Pn5udi/cycOl9S8G/LelTIEd955J4akRD8jBku++XN8dXYmSsvqkTB0Pn7+j3cjWH4AO2Qe+0/UImVormReHRNu+BLumZ2O3Tt2RoJw/Ah8/3tfRqb7BHbsLUDqhJvw7a/di1ynzNbRDwvvuAnDEt8L1PGDpuKO62dFL+sFYnMm4p47FyJTDqofJn/qfNy+eCrMNoLFlYsHfvxDzExpwQ5Zh51ysPZnZiAtJgU3f+UfMDPDje3b98GbOhHf+MevYUK4ZZGAubfdi6sGJYbnBz0B1950H64dkRT5jPjw9zdnbOT7I+rLzr0cnujKY5Mw5W+sQfS31/cJorKmASn5Q2GLluQNHAjNXYFKyVaTFyyCrWQbCtr92L+nEJkTrkV/Od7V1NSjtbEMzz/yUOQ2kGfXw5KQAItMYygNzti4d+cXbCzCY//9Qzyx6TTipDwlNRkxVmu4r4czNW3IHTUBZw+JvpCCRbPAIo2E5oZGtDWU4NnoMh58YTNsiYmw/r3MJ9NDonJ9Yyvqina9exvN81tLkZouR2NfO15+9Cf47at7ERMXi+S0FMQ5bOErk8wLmHS7A/IxzPAG4YhPQly0K/pQwEBIRvJ6zl4LTNT3aOrca/mIiIjoApjBk4dQupJ1ntmOn/7L7zH5Ww/j89PSo6XCXYlSrwvHX30YbzVNxMP/fHs4DBav/j3+Z00nfv7rHyHH5sUrD/8SxdoAeOrKcM3Xf465/e04ufYP+O0bHfiXX38X/czne2k6bNbwJUrY+dSvsLJzHP7tmzeEf0At2/A7fPuvNXjsb79Eni6B8vCL+K/n2vFvv/4qtjzyE6xX1+E3318UntZzcgV+/pcj+Pb//H8IrX0U/7PKwM/+6xvIsJnLsMgyPuJcjKrDwz/4BVyLvo+vLxqCFQ/9BFvVNfi3b0t4Dq+iFVaLBvex1/DFX6zFDx99DFeZX0fdRvz0P7fjS7/+/zCobCX+6dGN+PwvfoMpqRI8i9fg2w+vxH0/eQSzcyV4Vm3GP/3yDdzyT/+FeUM+pBd9ol6OZzyJiIiI6KLF5E7HNz+/AJuffgTL3t6Gg4cOYe/W1XjwP3+FzSc9uGbxjYhp2Iyn3tqL/Xs34MX1hzF54a0SOs2pnVgwfwo2P/cH1KROwgwJnab8qxZibFYrXnl1PY4dP4Hjx7bjhadWoSGoAL8HHZ73boJMHjAGo+I92LVxPw4X7MVLL7yFcq83fK/mrLmz4C1di5fWHcDBg0ewevV2NHT6EfAB/WcuxMiUerzy+oboMrbKMt5Cre8D1zVFGfC43fD4zbORGq65cREstXuwamPkNpp921dj2St7YOSOxOR+dhzZul2+i8N48W+v4VhTe6TvhZAfbpnHu3f2RD+/d+dKIPzZ/1H3yxD1cjzjSUREdAl4xpMoorFoN95avxce3Y5gyIKhU+biuokDYfYz11ZxAK+v2g13CBg0eS4WTx8WncrUgNVPrUGCBMGZw9KiZSLYhHWvvI7iNkMaqkHE5U/HvQsmovrAZhzzZ+E6mcfZMyfl+9djzfZC6EkDMXZ0EpqbXRI6JyNWwl51wWa8tbcEdksKsmyleP1QAD/42Q+Qb15/66/HmleW47RbhZeRMGgG7po3HhYzJL6f6sD2t9bDOnQGpg2NrGdnzTGsXLUJzSErgkrH0KmLsGBiTvi7WPn2bnicWRg/KRdt9UFMvu5qJLecwKodpzFx3mLkxMgsm4qwYvsJjJt9IwYmSu5sK8VbG49hxKwFGJx63ptmiXo9Bk8iIqJLwOBJ1HMF2k/htaf3YdCCSYg33Ni2YiU6Bi7CN+6aFr5Ml4g+eQyeREREl4DBk6gHC9bjnWWrcbozCF0FkTLiatw269zHvhDRJ4vBk4iI6BIweBIREV04di5ERERERERE3YrBk4iIiIiIiLoVgycRERERERF1KwZPIiIiIiIi6lYMnkRERERERNStGDyJiIiIiIioWzF4EhERERERUbfqHc/xNPxAezOUzydR2QUtLT064P06ofZvBLJmQMtOjpadjyGjtgIdbVDKCi01B7BIsa8dcLdChQxoLllGvCsyrtcDWOW9tUtO9zRCtbvlG3TK+mTK32g50QUz62GL1MN2KMMCLUXqoe38FUkVb5J6mAlt9IhoyYfwS51sb4nU4bgsIMYOhLyR7ccfkHoeJ/U9JTJuUOp1m5QHg9DsSUBSQqT8LJ9M53BGPxB9XHKo8bbJPlb2u4aCFi/10yX183zq9sMo90OfclW04HzM+Ul9t8e/9xNqQOq0eUTzSbnHA6U5oKXL/rmb8DmeREREF653BM+arQit3Qwtp7801DuhZY6HNnn6ec7XtsJ480lg6N3Qh2dHy87DqIGx/Clp5PeTRos0/i1Z0GfNhdrzN6gq+ZwiDRkJudqYhdAGZMBYK+MOuQN6fjTwBtpgbFsqDXdpNHmlcZ41AfrEaZHwSnShgmdgvPGMNL5zpS6GpMGcDH3mQiDO/MHjXGqv1M32QdDnzo6WnE8IavtfoaTBjvREaXhL437GzdDadyC05Qi0XNkmOqW+5o6HPm4qVOFLUAfOANnSMG/3SqidB21IPtB4HGr/BhjGAOiLbuBvKnSZuGGs+Yv8iQMSXFBeDfr06yUYRn8I6er0SoQOe2C5dUm04HyCMDY8Aa2fzGOEHBuMFhg73oKWnAN1eBuQkSf13QMtbRS0qTNl/3z5azKDJxER0YXrHZfammde0idCv+5+aQhfC1V0QA72Ut52Esbbf4Cx8kmok6elwCENeHlZJRAaXmk8L5Ug+icYW9+B8gfDswozAtJiSIQ2+wvQF3xJGg8VMEqKpFymHX879PmynNnTYOxfDdXQJBPIwowujQvNBm2ihNv5n4d+083AmaPSiJJ5El2MkE/qajq0xZ+TevhFaJ3FUI2dUtc6oLY+JfX6zzB2SgParHtmnbbaZCIDqkRC4dtSr9+W4NjgjswrzJBtRV5jb4E+735owxOgDu2Tui8BNPcqCa1Sr6+XhnztLhjHT8no0hAffkNkuxrfD6rgcGQ2thhppMt8ArJ+RJeN7INDso+9+iuRfWxcK1RZXbhcHVgm++rHJEi+BRUISV039+XRs6F1B2Cs/QuMVX+T8WsiZWFWCZ1pMMoLIx9bSgBPApAs0yWMhGbW65sWQJ2W44VP5klERESfqt4RPO3S4G44AmP7axImT0KbcjU0tEDtXAcMkUb27NlQpzYBzW3SFrFKg0VJI3qNNDZypVF9HzSHjHu0IDozkzS4zR+/zUsPQ+3SwJZGtitOyqSBH5SQa0oYC72fDlVZKd+SLL/rj+VWl+TW6GWJZYegYrJkHXm6ky6SWa8C9VAbX4fa8ybUwJlAv0RphC+H0oZIULwP8B6HKi6T+iWNaZuMX39E6nojtJn3QR+dJ+NujFxaeJYum3S4DkuhW0JpjNRTTSqviv7woidBHzkUqlqCp3ICJeuhdrwBo1aDNnFyZJyE/tBGjpFxu1Z6oo9L9pGaB9j9otT3VVBxo6ANHQwUSx2s08M/gGiJEkYPHpFRZT9uvtxnYOw7DG3CnbKfv0r26xugvO9VeC1vDLQO2T78ss+vKgIyJHC6bFBNst2Yx4vdMu3Ea6A5ZV5ERET0qeodwdM8velIghZrhyo/DUhjQ1rKUO1WaLk50lAeCDg1GM2N0hKRBoa1E6q+UhoiBTB2SCO+qvzc4KjLOP4GqM1PwFi7FKrfbOgDpBEf9Eca6VHKDKSW6FfUpfxd5RsRKqyFPnkONFvv+CqpJ5F6rTuA5GSoM4eAxNHQJF+qmnoJoCMlNMZDS8+Qulwl40rotBhQbdVQtWXScF8O48gBmT4EJdU0QuqgJQh1WILkW09AubOgT5wYPrOqVNd6bZ7xN0OAfIjPgtKlsd/og9Y/NzKCyRznnI2G6HKQepwida5RwiX6SdCUkFhTKtvA8PCPJFrOAKBR9t2GLlVUl5BZJ/W9CuroKhg7t8h+3yv77sicwmJl35+gYBQflfAalCAqddiQDcKeKMcLF1RZMZA9rrcc6YiIiPq03nE4DkhLw5UBbfyN0Mdlw9j4tjTZzY5TAtIobwF8dYA3JI2YxMjZnoDZmE+H1m809Jm3QV/wBWjDhkRnJsxLbXVp1E+7O3KZ4djR0saWsqC8zAa3IY35M+uhmlzQBkjDJtAZGSbl4UaNkuEn1sA4VgP9qruhpcZEZ0x0EcJnIZ3QRlwr9fAG4OBSCZZSj9OTgAZpjJv1sKlB6nKGvDcb3BJU49KgpfWHNuVW6HM+B336NV3iodRN87La4Qtlfp+BfvU8wGGVuivbj/ky629bMVThaWiDx8vy24GkwTKPz0NPqJOG/UEpk2WYSfbdad5NtUQfk9Q/84rXvOnh2xRQtRZGZROQKWGxVep7SOq7+SNLotR3LRjpDMuRIvvXLGhjrpf6fK/U+VvkWBCZW4QD2sABUDufh9KS5Rhgl/21R4pT5XixGPqkQTA2vy7z4qW2REREn7YeEzw7GitwcP9e7N1XiOYul1KFmWc7E+IiVxQOlyDpqoYqbpBQORc49CyMNSuBATOgpaRLwzwVsMRAH7MImuU0jE0vwdjwKlBdH55VmC6N/QwJlMkpgF1CapgVWnIycGo1jNVPQhXI/K+9BVp8AhAvwfLIG7Kcv8r8VkE1noE6fijco6La+wKM9SugOtlAp4ukOcM/kMBsFCdOhDYyG+rAVmgTb5INYj+MVY9LCMyDPmQQYIuXBrcLWuYEaINkW9hh1mt5FRZKgzs6PzOCJudIcM2SbUbq7NlyachrrQUw1kr93bwFmnkPaH8ZxyYB1xnZBWjT7wCadkvdboZqOATjYCG0jlKoffvOuZKX6NJZgSSzB3CvvO0HfepVwOF3gIFzoSW1wnjrj1BV5iXf46FZY2W/Gy/734HQJw6X7eI1GFtfhXHIPMt/7pl4bcBoqctxsm0MiRzRrPI+KSHSD8Dgm6AntUEVHg2PS0RERJ+eHtGrrQq0YeUTj+Io0pDi6UBH4hB85t6bkBnzEbnYPBNj3s9mnr00O0kx7+38APmnmWdLzdaIOfzs5bJ+rzSwK4FQEJpLGvSpXXrADZnzk3mbnVt0bd+cLddkXhbzMkUZaJ5BCskrXGY7d3yiS2EEpbqadVnqmnn23ews63yCPqneUuHM++DM7eAs87EpbfWR+pncT+p3XKRcST0NmvM2L9ntMv45ZHsJ7w1k2fK/cAM/ZG4L59u2iC4Dcx+qR++PNzuzev9+96yg7LOryyLjO2Ogpfc/t97/PV2XcxmxV1siIqIL1zMep2L40NzsRXJqonxowEM/fQxTvv0jzM754GMlPjYzdJ7cCzTXSCNb/ulmYBw0DlpWfqSxTtRbNddCFe0HPJGeblVCKrThUyM/rhD1VoYBVXYUqCySSm3+IiKyh0DLH9stYfJiMHgSERFduIv4ybgb6Y5w6Kw8uA6/+7dH0Nl/FEamdUPoFKqmBGipjQTO8NkkaTRUHJNAykdHUO+maksjD9Q367W8tLYmoKo4OpSol2qpidRj8wyn+Vgh8yx/zWkp73L7BBEREfV4PSN4RqX0H4nrbluELH8riuvao6WXmd8rLXQJm2fPbmo6lNmpRfNpqDrzmXJEvVT4bFCXTdpsqJuXL7adgapnI516KfN2CfNS2S77bHMfrjpqoGoqEO6wiIiIiHq8HhE8g/567N1yAJ2OZAwekA53TTnavdFLqi63zP4IP4jffCi/edbTYoGWmgnNZpVQat4P2k0CXqiqwzBO8QzUlSMQfp6sse5ZGO88D3X4cPgEe7eJjY+GT2mgm3Xb7oSWkiENc6nXvu6s2x6oMwehikujBdTXqZr9Uq+fg7HheRjb1kcePdVd0rIjz6MNSsIM39NsARJToMVJmc/8ITE6HhHRJ6Spw481BbV4bncVlh1uDL8OVHvgC3GHRPRRekbnQoYH7zz3J+yp8gBeK4Zdcz1umjMGdvMh9+3SsBgyFppFGvENtRIO24CWZmmMDIWWIY1qBIHyo1CyE0D2cAmUHYAzDZrLLtPWQIVioSXFQ9UeAxpkusQ8CZkKqkIayhUyf12GX3WHhM9YqM4QtARpzHTWQpXJMGcOtPx8abjLPJsaobytQJsbyJX1SYyTFe+AKimQdZL8njUcWrI0/JvPQFmSZT6xkX9clCreALVxJVT/G2FZMDdaSn2X1Ncdf4XhHQx9uNQh5YWqq4E2bJ7Uvxao01JvLFJPB0md1X1St+ukEW3WbaljmVKX0lJlHn6o0qOARxr1ucNkllL3YjIiD8M3n+epEqQeSr2tlnk1yXQxmdHtowSqSkKgfNauuk22BQPKp0GLl/rprpJ6XyLD+kMb0F82H5lns9RtT4sMk+0vd5zU3RjZjtqkzso2E5Jl9RsRXg4aK6Acss5xXS+Dl3kffwdqy2pg2BLo186IllNfpYrfhHG8EfqYqwG7BtTKvrLfdGiZsp8tOyD7TynrL/Uo1iZ1Ueqpefl3S0Ok7vYfHJlJ/QnZHqQsQ/bjTpmnckm9k/rpa4ZqD0r9T5f9d7nU1QrZD6fLsGQJu0dk/oWyPQSgjVsMbajMy9wfSwg19/uq+LD8lXkMGiPbWBCqsUbm1y7LbgJSBkHL6icLNh+VJdtLq+zTzbJ+ss24ZX/vs8oxwNzmLk5Pu8fTXJPoeeEuFAIS0P1mcIcFDpcT1vf1DExEXQVxfMdabNpfCkPXkTpoOu5eNAENx3ejsD0ZWUMHYsPBcrT45PAdqkX5jq1w+wMIqjhcdd1CfG7ecCSEn+2uUHVoPd7cdUK2QRuGTJuLhdOHsB9KuqJZ/l1E339qNM2GQeOvwuyrZ2P2nFkYlZ8Bq7ll1pUDJbugmiQQ9nNArfyLZD2npOVWqGOHpLEjDY+aTTCOVkow7YQyG87HNgBWaVCkxkEdfVUaK3IotjVAHTkuDRy7NGQqgVHDIg2YxGGRRraEXfiPwjhwBnpeCoydr0bCpDToVUAa97ENCL3+nMwnFZq/DMaxUgmkucDhNVDSXteCEiSavNBycqB2vyABNkXWNy3yj4vSUiR8OKQx3xkLPX9gtJT6rDZpWB9rgGXO7dCSpT4kSKO7n9RLrRXGbqlf0h7Wmk9K/ZFAmKGglj8B5Y+HZjTAKCyAljsIKF0H40QdNKs7UrcLpG7HSihNckHtf1mmdUhDWxrnhSVSt80H8TdCmzAa6pQ0wDOk8e2Qjcgn9bh9H4yCJuj9YmDseB1aSIeqPCwNZgmR9gqE3ng50rjvLIJxqhrawCxg/9uyrdmg+WTbaZXtLztTgvTzUKFsWd+k6D/SJOufJtuhLo37QJKE2bxoOfVJSvZhe3ZBH3ubhMgcaPHJEuikIRUn++fCNyX8Vcn+uR3q9GkgW/ZzO5+QOtUMzSWTnpJ9uV3qhyb1bMce2WdLvXfLfrtsF9BogZaXLfvcrVD7zCAbA7Vzi9Rr+Vspx4EcqWMeqeueBOhSx1RzAEiQ/e76jRI0RwOHXoGq90kdlnFq2mVbS4B6+88ynsxXk2Uc3y/bhOyD63bLetSEtw11Rup6/hCoojWyji3QB8k2d5F+8YtfoAccQkUIW59/EM9sqsXEaSNh9l5wVvXh1Xjk90txWI6Z+/ZXIm3kcKS55JhHRB/Cgw3PP42ymHFYMHMMyvesRIknBTFNe/Hcxma0pGTB0+GD0+5H1Y430WEbgIFjRsIW8KDBZ4XfEYshqTGwWgI4tf8YXMPGYkReAvasWQdf1kgMTO2ePkyIeoMecanth9EGT4S26Gag9rg0INoAVxr0CTdDu+pOaXxLw6HkGFBUC32qNO6n3w59zHCZSBrbZ3/Ntdgjj4IINkN5g0CcBIAx06TBI41lvyRGJYfnNGmMDJHpQkoaIxYJpvskdOZBn3WbvKYCxYeksROU4JAny5gPbcYSaVjVw/ypS3VKYxtOIF0Cxcgx4UVqMz8vjbIh4fcfwCswrhxeqa/WDPP59ueqPwjV6IJ27a3QrrsOqDwqwa4zfDZIn3y91O27pREfgCqVOl/aDN2sb9Okbo8yzxRJvT57n5vZyYp5ybhZt83ngMalQhs9WUKqjKJkfkrqZabZ8+dQCadSt+0SNsv3ysChUkelbk8fD5yUuu2XYUkDZbnXQZM6r/mrJKjK8jsbZVw5OGbK+MNHhpetzf4i9OG5keXTFcot+8dYICUh+jkqYD7buFTq0WelfkmdRYMkngqYz5/Vhs+BNvVGaENyIh25nToBbcBc2ZfeCn3SzMgPJOZ9mybzcT/hWyF8QGe77F6ToI2Qep0ky/PL/jYk48amQxs1TiaRaWxSR5tkWznjl+3pDtmubpQQewqqqVmmlW1iwg2Rs/6psm+vlullu1SSWREv8xg7LbxIbdiNsFwzO/y+t6o8uBm7CqrR2dZpXgN0jubGNqQMvxYPPPANfP8fP4Phye/fKRHR+1kdSRgxeSbGjRuLBZNzUXbiNLzOBLg7fXC7fbBYzR+1POiob5XDbTLiU3ORM2UuBg3LR3FlEwqqW2UuDky64RbMmzQe4ydPQb9YC5olsBJdyXp08IwwV1ESW/ieTGls6+blQubzCCPlynyW4dmgaZaZnVBYo78mhWQDl0a5ljML+rgRgEcaR7vfgmqxSUNIGv5JMs8zO6AOHZTWhxyMzdmY98hp0S76o51YhAOj2dA3/0Ia9WZxwCmNplugpUlLv2oPjL27IoPN59B92HMS7WZY4EH/ihAnoTNQAtXcpRlo+KXqRi53Cws3tqXWnK3b4Wrslfolw88+NuJs0LTIX/MZn13rti8oDfhrIqG04zTUrtVQ7bESVG+GFm+G160wjh6V+Z2t27Lss3U7vP3IMszFnK3byhOp28E46FOi20fFDhj795lThHvK/dC6bTMDA+t2n6clAzES3kolVL5L6qX5zFmzkkWra7jehvelsn+0RQvPdupm3gMVrn/CrI/hein1xySpUAVlO0kYCn36HJm1NOoOvQWjrA7ayBugD0qXJHVM9uNboMyz+ea+35z+3QVLmfk2/JxnmaduVnCzcouAkvA7D/qwXKBNwumutVLlZZh5P3Qvflatp/owdp1uw9wFc5HsksZwtPys9H6Z8JRtwe9+8yAee2EN2rvxdm+ivkGDxeJDwbbVWLd+A5btq8OEqychwfDAK/s1S3i/E0QIKcifJ/uU8q04tOJx7H/jaVTXeWF32FBU6w4f2iOC2C/Di2z5mDHKvEWM6Mr1Ia3InkGVF0BtWAWkDpb2Tqy0yaVhfHZL9ncAjnRo+ekS+t6EOrgSRlEjtKwUqGPSoDgqDZNTJ8MNdlVbDFVZF/713exwBUp2CCcOSbtI/vkxMl9zJyINefOsqJY7UT6fhrFnDYxde4CBo8OZFD5p6IcXLf8xG1maF8YpmYfZ3jLnIcHBPOCrrU/COHzKHPEcqrZQ1uuINOT3Ry73pb4tZpA0cjNh7HwF6sB6eb0NY/cmqLixUpel4b5D6uiWjZH7OROkgnklcJptZLN+mffEubKh5SVKA3t5pG6XtEvdls9H35aXzKekONygV1UnpW41ybaQEKnbRrvU7cMyF2mAhuu2zDIoddsXkvlNlvfHofZJ3d5zMHIvnDUEZT5KKFy3ZQWCAckGnTBOyjzObh9mw9y8l3Pj4zCOl5sjdqFkHY5CnZT6XbZPtrPqaDn1TS7oY8YD5eukPku9PrQBxpbXYZi3FwzPhdoj9X3fCsmCUh/75Uhdlv10wAyGwqyHhtSlwSOgTksd3ifbxNFDsn/Pg6rbK/Vc5nVkv4wn9bCjVvbnsh+1Sp12xEg99kv9kuNBSycQGyd1X4JiSAKvz7xXc6RsG7ItbHlLtqvVEloHQEtJlGXLuKHwRiXzlLSlS12vkNDaYF49I+tnM3/skelOLEdo46bIeL1NoA7LV2xB/PCpSLW2orWtDW7z6p4u0kfMwY9+/jP868++DMux3dhZ2hwdQkTnp8n/GehobkBdXT3Gz/8s5o7JhsfspM9ql0NtLGzOGOgqBGvCKIy/7x8x8/5/woDMACoO70NQd8Ib/pHZ5MOBNS9hR9tgfOtbtyHL0aOb3UTdrkfc4/mhWiQsaknQxs+EZp4tTMySBkWqrLUOLT4dSM6BZj5IHNKQ8ElZnjTq+8vnUKs0OGTSoddAy8mPXKblrQE8CtooKUuRRpJdEqPsVMIdCI2fAs0ZJ+X9JBRkQkvPAFrr5f0Y6KNHyvKk8ZMq4yUkyUylwZMk40hjSY+RRo25jjb5POGq8I/3mlPCbYqsp+t9Z386ZH5WCcrZ/SQgyL8pUdaJ+jQtXRrEcZLo3NI41hzQcsdLWRq0jNxwx1dmONXHSRi0S11JkrqXlByu2zDvB02R+pYzRBrM0kgM2qANkGnzJMwGzEvEJVSadbufNLDNTq46ZF5eqf9jrpV5JEKzSZBskjAaNwD62InhOqmZdTJZXqkpUrcbZT0mQB8xVA6iMVJm3qsnDXXzrFOirIf52Xl2+8iNbB+6/DtcMu8UqetO2Ra7aq+Tf57MO0u2G6d5P6tsA9R3xUmdyM6K1A9N/pc6Enqu1JuMwdH6KnVqrNTFOAmMcVLf06TOOKQOu5Jl3Gype1KPpdrC7ZY6PFzqtuy3zfrm8Usdnwotf5TUVdm/G41Stzpknz4Vev/+Mg/ZNty1ErZioY2T+SdKPUsyjwmyjKyB4bAKm6zHuFky7tnjhQyzmscLOW6kyjwSXJHtxW+X8eZCi7VKtZf1NbeNOHOlLs6nf4+nG6cOFeLYkYM4cPAwCovKkSEhdIC9FcfLm5CYEo/mygbEmp3dWdzYu6UQmeMnY2CKHNOI6EP4cGjDNqRc8wV87sarMDAjckyrPbUTKzefgK570FpZJs3MABoLt6OuvFwO6SVoqnEjYegEJCbFIcVlw9gcJ3Y9/QgeWl6CydNGoK2sHErarsmx7zuGEl1BekSvtkRERL1NT+rVtvHgCjy5yY9vfu9OtG57Bg+ubcO//Pxr2Pf4b7CzXQK2P4Dk4XPw+VtmQfI2EX2oICqOHYM/eSAGZ733Q2prbRH+/NoOlDZ1wqJbED9gHOJVLWrLzyBkWBCTNQpZQ/IQ9Hgxe1gmpue7cGLnDhTVu6EkpvoDNoyaORsjusyT6ErD4ElERHQJelLwNO+N9QQUXC4HVMCLTr9CbKwLgc4m1NW3IWSLRW52+tk7zInoElR7gFf2VYZvI9cMnwRKKyw2G2RPACPkR0eHF5mJTtwxKQcJTvM2FSLqisGTiIjoEvS053gSUfc7eKYVG4/XwRcMwaLr5h0HMGQ/YHZBkhJrwy3jssPhk4g+iMGTiIjoEjB4El2Zyps6cbiiBbXtPgmgBuKdVuQkOzG5fwoSXTzTSfRhGDyJiIguAYMn0ZWt1ROAL2AgToJnjJ0XshP9PQyeREREl4DBk4iI6MLxgUJERERERETUrRg8iYiIiIiIqFsxeBIREREREVG34j2eREREl4D3eBL1Li2eAGpbPejwh6DL9ms+jzPGYUFmvAPJsfboWN2n3RtAZbMHnbL8s/sPl12Wn+BEyiewfKJPG4MnERHRJWDwJOodqlo8OFjRgppWL5o9fgSCKrz9ms/fdFh1JLhsyJLwNzYnEf1TYmRYdMLLpFaWu6+8ObL8zgD8ISP8/E+TzRJZfmaCA2Nk+flpse8OI+prGDyJiIguAYMnUc/mDxrYUdIYDp3m8zbNs5wWeXUNluYmHJL/mNuyTdcwNjcJMwanXpbHo5jBdntRAw6Ut8ITiJxltcgyzrd8w5DlWzWMzErA7GFpiLVbo2MQ9R0MnkRERJeAwZOo5/JK0Ft9tAan6tzhsGeGvr/HDIpBCYDDMuIwf1Qm4hyXHv7M+aw+UoOjVa2wW/ULXr4ZlodmxmHx6CzEfozlE/VE7FyIiIiIiPoMM7ytLajFidp2WPULC30mczzz0teTtW6sLawNh9dLEZLQubagBkcqW+GwWi5q+U6bBUV1HVglofVSl0/UUzF4EhEREVGfsb+iFSfq3LBbJPRJ8DwfTdOhybDwq0suNN+a4dM8U7r7dHOk8CIdrmzD0ao2CZFW6DKvs8s5xznLPzeYmvedFte7sa24MVpC1DcweBIRERFRrxcK+lFZ24BdJ6ol0NkgmQ+G8f6zhhosNjtUwAOfuxW+zk4Y0hw+J3zKe4tmwaHKVpxp7sCFXVBvwOfpwBlZ/k4JjBarVeZjIOT3wN8hy/F4oVlt4WCrW+3QDH9k+R1uhIzIMruyWy04UtmO0gZ3+D5Qor6A93gSERFdAt7jSdRzqOajeOg3T+OkSkBHayfiBs/AiEk5KHl7Feyjb0T/3ESEJOHpFgs8VXtQtP8IgkpD0O9H3ICZGDF1PORDNGRqsDrsqD/0OurLvfjR//sx8p3hAR9C4chbT+DJt0/DkhyLygYNQ+fdgrjOQzi4ZhtsaRlQHQEkjr4a+ePGQjUeRfHuHXB7zN5tfdATR2HU7Gtg04LvhkyL3YWOim0o2bYfX/r/foEZuR+5AkS9As94EhEREVGvZnjb4A6mIv+Gb2DarYsRKtmOqvJ6BDrbEDDvldQ0aBYrQm0ncWrrPiROvANTlnwL02+/H9nZCQgE3zszqtvt8FYfRc2pcjS1d6Kt04gO+TAKbXXNyJx0I6bd9z0MHeZE+fZtcLs7YEkaifH3/BRT5o1Dw74daO+sQenm9VA5szH5zm9i2p1fw+BhuQgFg+/OS7M4EHKXoqawEE1ur0zjiw4j6t0YPImIiIioV9N0CwxDhy+owe6wA+bTUFQkbJ69h9L801lZhEDmJAwYkoH20n0oO1IAwx4Hi6YiZzt1G5S7CpXFxUgbPSP8WJXODn94+o9isdpgtTvRGbLAZtVhRlWL1Y5AWxnKdr2FivJGJI+dgpiWErTaBiJ/7AgEG4+jdN8ueOEMTxNeAU3W1+hAzbH9cA6YjLT0BHg6//7yiXoDBk8iIiIi6tV0CZi+lpMoXP4Ydi5fBevAWcjLS4ER6nKPp5k8Q0EEvZ5wMNRUEG1FG1GwcTN8ujPcEZFV96DqwCZ4HYOQEB9CR2srmprbIqH0Q2mw2A0Urn8J259/GCeKvcifcTVcuh8qZMBTvQelx84ge/xsOLQQgp4OhMw5KgO+2sMofHsFWn16ePnyz0DTsQ2ob09GcmYcPG1taGxsRvCjV4CoV2DwJCIiIqJeTRlBaI509Bt3DYbMvAlDJ0yErgXCwVOz2mG1O8JnJWNyB8JSdwCVZW6kjJqL4dOnwKYkBp69uVLCoMXhgrdiL07u3IaW2iIUHi/BR59zVAj5DWSNmIYh0+dj5DU3Iz0jAX6PF7aUoRh5y3cwfKCOkxvXIpgxDPGBEpQXlMOVNw0jrp2DWIcOw3hv+brdBdVcjKJta9BYdRqFRw6hJRAZTNSbsXMhIiKiS8DOhYh6DlW/D//54Bb4Z9+BzNgQgiENFlWPYyueRaM3DvEJNgTtmRg8fR5stZtRcKgIVmcsZEQkjZiL/kP7Q5PwqqBBl4BqvkKNB7F/3UF87Qffx6yBMdElnY+BPcv+hB1qOmIGD0BHc7OEXQs6Tq7FiRNBjLzxTsSHqnB0+XOwjLwJA9JacXzbNgSsibAGvXD1n4qB48a+27mQZpHlW+zQAxU4snIVFn3u27h9Ynp0WUS9F4MnERHRJWDwJOpBJDTWNHvwRkE93N4gLLp5X6d5JrITfvORKYYBpdvhjE+B02WFt6UWXo8fuj0esclJEkAD77ucVkMoFIDTouHOafnISnBEy88v6PeiI6Bh2YFqtHT6w8tXRkDmAVhsEiR1KwxfG/xBHTGJiQi6G9DR3iEh04mYlDQJyUGcPekZocnnEKxSvmTaYGQnsVdb6v0YPImIiC4Bg+el8YcMhKItbDMamJ2qWMx774gugzcPV6Ggqh0Os7MeYXY6dLZzITOIKsO8rNbsdEjKz5ZJOjzfluwPKQxIjcVdk7IlOF5YHV15pBqF1W2w6bJ8LfJ8UCWh12Sui3l2VEn977pe5mXC59uVBGWy9AQnPjstB1ZzfkS9HIMnERHRJWDwvHB+aUGXN3WiQl5VLR50+M3HWyAcOFNi7eifEoO8FBcy4nlWhz6egqo2vH20xtxAcYFZ8UMFQgbmDs/AlIHJ0ZK/71RdO1YcrpYGtoTbj7l8n2w31w5Lx1WDUqIlRL0bgycREdElYPC8MCdr27G/vCUcOIOGkjAgDfLoMJP5HZr9jiY4rRiWEY9p+SmIl/dElyIQVHh5XwXONHtgj571vBRm6EyPd+CuKXmItZtnKi+MOd3rB6tQUt/x7lnXS2FuK0kxNtw1OReJLlu0lKh343l7IiIiuuwMCZQ7ShrxdkEtyhs7JWxqsFvMx1Vo4fvfzr6sUuaQV4cvhL1lzVhxuAo1bd7oXIgujs2qYfbQNMQ5rQiGLu2HITP0maH1mmHpFxU6TTapyzMHp4Z/SLnU5ZuXops/yMweksbQSX0KgycRERFdVmZze1tRY/hlXmZrNuL/3mWHZiA1x6ts9mDl4erwGVKiS5GXEoM5w9PD9SkYvb/yQplh0bwE3LzEdlBabLT04uQkuWT69HAIDoYucvkSOs3gea1MPzwrPlpK1DcweBIREdFldbiiBXtLm8L32EV6F70w5pjmGaPGDj82nKhHuzcYGUB0kUb1S8C8kRmIc1jD90qaZ+A/ijnc/JHEYdMwf1QGxuUmRodcmhGy/IWjMhHntIU71Pp7yzcHm+NZZCO4bmQ6pg3kfZ3U9/AeTyIiokvAezzPr8Htw8t7z4Q7EDJD5Fnh78o87fl3vzMZR/7nD4YwQRr/C0dnRcvpSlbR7MGJWjfc3kC4h1fz8SIjs+Lh+juXwla3eLC9pCncsZU3EApPa1bDcFWU4WZ1NM9Kmvdj5iS7wpfJ5iZ/1DM7L4552fiO4kaUmcuXbcI8s2/uO8zlmwxZfsgw3v03Tc9PwaD0uMjAC1Tv9uN4dRuaOgPhz2lxdozOTkSSi/dKU8/C4ElERHQJGDzPb92xWhw445aGvDSo/T75jqSRbbNDN5v54da+8RHZU8YNBwOFgIQEp03HHZNy0S+Rvd1eCYKBAJRuhc087RcVksqyragBe043SJ0woFttktZC4XqUkRiDRWOypH64wuMaoWD4Ulm7/dz7Is3qVlznlvDaido2X/g5m2bgMzu6SpBwlhnvlLDpwpCMuIs6Q38ximT5Z2T5NbL8VgmI5iXA5iNazHtBMxOc4ctzzUtrzXU6n8h3Y5PvJlpgMoI4UNGKHWVueLxe+X4Csv2YzwxVcMl480ZnY2S/hOjIQr4z8wcdi3yHXb5iukIYwYBsT1LvbfL//2hZ+FE+hpRZP5kfKRg8iYiILkFvCp7e5mo0BGOQk54Yvpy1u3T6g3hhTzVa2+tQe3gjas60QLdIY8cxEKNmjkPNnu1wjVmEfhkxEhLef++bBqvDgbaTa3D8QBUGL/4MYuwhXD04FTPkRX1XoHY/Hnn0FXjj4wC/HeMW3Ykbp8XijT8tR+2IRQjoPjQf34GKw0fh8bmhLLGwu5KQMnEBhuWn497pOQgdfQd/fXsnfAEHYlKHYMnnb0H/OHt0Ce8xz3qaL3PTNbdhh02H65w0170iy49cemtmTKfV8pFnbb1Ve/B/v3sNgcR4GPLdTL7xbiye6MILDz6GPQ0amto8sGeNwcCx6ajZulVCbYsEUB26Iw4Zo2bjH+6egxFpdvhqTuCFF19CRacVViMJc79wH67Ku/DHxFAvFupAwbZVWLn1NJQWQIetHx744q2o2rgUKw7Uy37XAmvMQHz2gVsxOLnL2faQG0VHD2HbpgKMvvWzmDLg0u557or3eBIREfVl/jo8+euf47EXtsIfLeouZ5p98Bhe1O1ehdq2JIy68cuYdNtXMHz0YKiAGx311fD7Q+EG//vpNjv8DSdReew4Otvaw2euzMsSzbNU5iMqqO/ytdShNZSO+773A/zjV69D0apXUFjagLLTp3GkpAEIAon50zH+tnvCl5HGDpyDCTfdg7ysBLS2+7CjqA4+ex6WfPm7+PE//xDjnWewYm1hdO7nckrITIqxIznWHn5cyScZOk2R5dvCz69NlvX4e5cKe5pq0aaycP/35bt54BoULl+GY2W1qG8IwTrlfsxYsgTWM7tRXevEiNu/iEH5WbDEDpHv6gH0y8/DjhNVcPuC8IecuGrx5/CTH/4IX5ifgbVL18EdXQb1bSWb3sDyXe1Y8o1/wk9++i/43p2zoAXaUFXegLiJd2HU7Q+gqfYQHnxiPao9791Xr4xOlBXsx/Z9R9Dovzw/sjJ4EhER9VVGB3avWotAQn8kOyzhSw67U2OnAX9LORpaLcidci1iLa2oP1kAvzURrhgnNKv1vKETulXSRyMqTxxB/OCpSEqK3GNnXvXY1OEPnyGivktpOlxxCUh1SqjMSodVD8LnVTCcNljNHpHNkTQrLDa7vByw2M2/tnBdskpuK6/zwjV0FPIzkmG3BeCR+hKb1OUS094s/N0kIsVhR1x2GiwIwB/Q5DvzounUftSeLoGWlY/U1FTZXqyw2uX7Mb8jebnsVtRLMDcfZxSfMwAjRuSHL0P2eTphjU8BH9RyBVAt2H2iEeNuuAuDkoMoOrIfFZ02pKalyiYVwtG923B0/wGE4jNhTUjFhoJaNHdGfqLUbBmY95nPY+bwLBiBy9PRG4MnERFRX6QMlOzfjLb+k3DTNaNh0fVub2iGe+40DBg+H0IwoII+dNYcQcHyZ1BV74HFcp6zO9Kwtuh+1B7ciE7HMKRnuhDweBAMmI0fzZwd76Xt42wSqlrK9+Pxx36Phx9+CUkzFmPikCQJWF0bu5FnW0bevvfeDJ9mR1aN7WbHOh5sXfpHHFVDcMOMQeHhvZ353TSV7sFfHvsdHnroNaRfcwMmDEpAh8+DjtpCHN+4EvaBc9EvKw4hfzD6vZjfT+THGtkKz3mkTNm+V/HcjmbccONMOKJl1JcZCLg96AyF5L0X1aWFePqh32LN/goohwUdzWdQvuUldDhGYeiofFTUt6OmtctzlEPucK/Q5/3B8BIweBIREfVBRtsxvLJ8Pzpam3H48GGUnS5EcUP3PhvT7KjCiMtCoqsVNQXHgOTRGL34DqSnxiLol2AgbWKL3QWbM0Ya1A5pzESm05RMJw3lzpKdKNz8DppqTqK26DgCym7m0m4/U0ufrlAwCHt8FibMmI15N92Dzy4YD4vmjzxT8331RUmIOveHCBnHakNcqBHbXnkJx5xT8aN/uAUZfaQ/KkO+G0dCP0yYdQ0W3HIvPnPdGGghDwxLMgbM+SKmzpuBxn2r0NCuwWozv6AuAd0kb1W4uR/A6a0r8MZBPz73g+9hfE6kQybq47QkjBqgo2D9RviQhNk334/rJ+fB29EJI2RH+oRbMPX2+6BKN6C0vBUxMfZwp27vsrjCPS47nJenvjB4EhER9UF6TBZmzRwLT3UZSqsb0NTYgLYu9+90hxhp+GqIR95V18PZvB17XnkMO19+CcHU4UjPTIEKtaB8yws4uPyvOLhhHdydBswnrgSlAZQ19XZMvuMrGDtnPtLyxiJnxFhYpanksFrOeSwL9T3mybm4lGyMmzgOY4fkRnvctMCBNpze+BwOrjDry3p0dCpY7Xbo0hA+yzA0ZKZaUbllGf60dDvcDSfx+O//jHX7SvvEDxZm77vxqTkYP34cxgzOjjTcDR2xdiuCng7EDl2E/lkhnNq0Ep3KAs1igR69siAkEzttVqQlx8J9Zif+7/9eQmVrC9Y8+Ue8+OZ2tIfHor5Nx6TF92BSzHH814O/x6OPPIJC1R/TRuQjRtORZAsAKeORN3owSje+hAypK3nRxwmpQA1W/+1Z7Dl1AquWvoTC6o9/VzB7tSUiIroE5qVHveUQ2ly4ARsqUnDHovHRku5R1eLB6weq4JfIaN6z2VrfKI1/K2LS8+ByAt7WRnjdbgkLBpQ1RsJGOmxWPfo9Rp5vqAw/Ah4fLK7Y8CWCY3MSsWh05oc+ZoJ6PxX0oq0jiNjEOLPmRIVQX1ePpzcfR5PbB7sjXupLGhDslNzlgM1uk7qi4A8amD86DcPjFVrbO+D1mWdKgYSMfuiXcnHPw+yJjIAH7Z0hxMl38+6F6iqI5mY31pa4UdzgRYzFi84WN+zJadADZmdcOmxOJ3yBIMbI9nPTuH4SUtvQ0NAKb8AHfyAEe1wKcnJk+4vOkvo45cHp4nLZXjSk5OQjPd4Gb3srPJoTx+s60djRiaSQG5NGDUHM2Q6vDA+qSqsRlG0tFFBIycpG4sd8NiyDJxER0SXoTcHzk2Le47l0bwUqmryw28znCepmSwMqFJSwqaBbbNDMHoPCX5sRfu7iB79CTcbTZVgo3Jvt9WOzMCY7MTqMrjSVbQG8dbQmHD6tUpfCZ/OUgaCky6DUqfG5iVgwKgvWK/DBlG3eAF7ZdwZ17UHYzbAg25OmW8OXrZv3xw5Jj8Ni2X7izIfqEvUADJ5ERESXgMHz/A5XtuDto7USBKK9kV4iv4RO88H6SybnhC8rpCuXeSZ9R3Ejqlq98AVC0HUNyTE2jM5OxNSBKeF7P69U5qNSthU14HRDp7w3O1hCOGiaoXPmkLT3zl4R9QAMnkRERJeAwfP8zMC4/GAVSuo7YLde2r2Z5plT88To/JGZ4UsFicwtzQygHn8o/HzXlDg7Epy8UPSsunYf2r2R4JnosiEtjn3WUs/zCQXPEE6sX4bX9p0GvFYMmHYd7pw/CV1/hKk8tBbPL98LPcYKqzMft33pNgyQ90RERD0Rg+eHM58duOJQFRo7/BfdMZAZOkPymjYwBdcOS4+WEhFRb/cJBU8vCrfsh3XYMKSiCUsffx2D7/wKFo5IiQ5X2PPmc9jfMRh3LxoFm9UBV6wDliv52gkiIurRGDw/WkVzJ9YW1qLBLeFT1y/ockizF07T+LzEcOhkb7ZERH3HJ7RHd2LU7JkYlpmG1Mx4WM0OB845mGhISXGh8uBq/PGRx7H20OlwGREREfVOZpf8N43th/y0SO+0gZAKdzD0/qxunuE0O4kxL9E1L82dLYFz7vBMhk4ioj7mk73HM9SIlU/9EUWxc/HAPTMR975s6e1oR3vdUfzl8Y1Y+N1/wpRMXp9OREQ9E894XhhvIIQTte0oqGpDc0cAHvkckiBq/sBsNgPMsBnjsGJAigvjcpPQL7GPPPmfiIjO8YkFT+Wtx+rXXkdzxnR8Zt64cJnP3YxWn47U5Fj4OhVi4sybxGvw2M+fw/ivfR2zcnv/85eIiKhvYvC8OObZzpo2L6pavOj0B8Pfn3n5bWqsHbnJMYh3sl8HIqK+7BMKnh6sefiXePygDzcumgJryILJi26D5eBf8afdNvziJ/dhwx8fRllMOlRrAwLpU/CVe+Yjnp2VERFRD8XgSUREdOE+oeDpR1XRaTS0d8AXCCBk2DBwzHgkqybUtgF5OeloOnMMReVNCMWkYeL44XDxFk8iIurBGDyJiIgu3Cd7jycREVEfweBJRER04dhlHBEREREREXUrBk8iIiIiIiLqVgyeRERERERE1K0YPImIiIiIiKhbMXgSERERERFRt2LwJCIiIiIiom7F4ElERERERETdisGTiIiIiIiIuhWDJxEREREREXUrBk8iIiIiIiLqVgyeRERERERE1K0YPImIiIiIiKhbMXgSERERERFRt2LwJCIiIiIiom7F4ElERERERETdisGTiIiIiIiIuhWDJ/19ygAMeX2UlmKo0tPRDxfg782PiIiIiIj6DE2J6Hui93HD2PIy0OgHbBYgfhD06VcDDnt0+HvUiVdhnLTAcvOt0ZLzU0WroQ6eBOJcUvtSoc2+HprnOIzjrdBmzYEWHisAtW8lVNJU6INzwiVERD2NpmngIZSIiOjC8IwnfQQv0NQKTL4P+o1fAjqOSrgsjwwq2QJj04swjh4Nf9QsEkbt0UDqLoWxcxmMrW9BtfkiZWc1VQOpE6HP+zy0ARaoHVuhPO1QjfXREUyGjHdGlueJfiYiovMJeZpw8tgRHD5UiLpWf7T0PSFfG0pPHcfRo0dQUFCCNn8oOoSIPsBXgWce/E/84r9+hf/8r9/ghXUH4TN/W1I+HN+9Ag//x6/xq9/8Gv/9y99j5xlpH0X5a/fjv/7xZ3hpV3H4c/OJnXj51e1mK0o04OlHf4tlGyLDiK5kDJ70EaR6WORPzTGoqiIgMRdaZi5QtQPG8RJoeSOB2p0wTpVJ6LTJuPLy1sHYt1PGmyDDE6D2bw7nyHdpMk5sMmBzQEtOlL217JaVRYqt0RGirBJidVZPIqIPF8S+Fc/hhVUbsHnTWjz11Is41XDuD3YVB9biiaeWY/+Bfdi95ygaPAyeRB/K04SKKj/mfPZb+O5X70Dbzjew5WQrave+iqfWlmLRA9/Ct77xLdx/+ySgszM6kUzW4obX04xtG1ag3CzuqEfJ6VqYmdVXehTlzXU4sXcbqj/42xDRFYUte/oImoTCAFTDSajNzwJps6FlOKGKDgGZV0EbNB760HygvAhKWaFZNajWUqiyM0D9SaBS3jfKsK7tIJuMc+odGJtegnHwDLSJMh9rMHwbKRERXQwNQ665Gz/7wXfx7e9+D4P8p7HrZEN0WITXG0BizjBcddU8fPaLt2BQ4gdvlSCiKKXBGZuIrJx4xKfnIznGIqHyDHbvbcasm+7GyOw4xMfFIW/0DFw1rF90IiAUCCB77ALcPDkBb79zEMoeD6fDDqcMO3KwHrPnLcHQDA+OFr93lpToSsTgSR8hJO2aOGjT7oe+8Dbg2ErzahMgNgbwtYXHUN4OwO6Sd5IcDQVYndBc8UD2aGDotbDMvQ1a13ZOyICW1F9C6zho02VYVjogO2xJn9ERTPLevG9K5kVERB/GgpSsTHRWHMLzj/wPDnrTMHW47FO7yBk6CjmOOqx59Tn86qG/odLNM55EH8pmg7+tFMv+8Bf86Y+/R1XmZMwelwOPNHXizL4pPpSCN2TDVXPmInR4NdafbENsrEuaPI0obmlCypjRGJsMFB87Hh2f6MrE4EkfQYvUEI+EzJTJ0AclQ21cAYycD61zH4x1T0OdaoE2egw0FYIKKWgpw6GNyIYq2gl1fJf8PfG+WiahMnVQ+DJdLSkuUmR3AA1HoMyzoBtfhDopO2bzzOiRNyL3kW5eAdXgjoxLRETncCZlYczMqzE61YGSsq73ywPxOeNw3wNfw7d/8l0M6qjGwbLm6BAi+gDDgGaNxYBhYzFh+jx86e7rkeRKRH6eD9s2bkMwOhoCLahpao9+EEoh5PdIbs3HjXPzsGH5a2gI2FBVcRB7dx/Cisf/gNf3F+LYwUOo5+W2dAVjr7b0EUJAp3lGM1byonmzZwBoapQQmgV4m6Aa5X18DrSEGBkk4wUkqMbIe7NX2rpyIChVy54oO3IP0NYILTYBSEqTIOo6t2dcwwe01EP5ZG8s1VGLlXGcMq+WRijzsSuaTUJqPymzRScgIvr0ffq92rpRsKcE6SNGID0uiGW/+TU6p30ZdwxuxDtHO7Bg4XRU7juKhDEjENN8DH/880bM/co/YGqe7NOJ6INaDuO3v30bC3/8I4yNj5aZmovwwuvLUd0Uh9h4BY/bhzGL78b8UdIeEk1H1+HJ1S144IdLkBRqwIPf+T4q82/B3KH1aE+7BXdNl/H0Djz/v/8D55zv4e7pmeHpiK40DJ7UrVTFMaCsUN5JkJRGGrIGQcsfLTvg93UmRETUy3z6wdOPPW88jXWFNTCCVqTlT8Z99yyA9+hyPLmlDd/8zn04+uL/Yd1pNwzNhfFzbsPNVw2BRXbFRHQeIR8aG9sRk5IG1weaKR4UHT6BdkPBHtcPI4dkvXtBV8jXgRZ3CEmpCeE+Gb3NDWgLWWDXQ3AmpMEZnVdHax08WjzSEj7qsl2ivovBk7pPWwNU4fbwfZ3hHmrNHoSMEDD6amjJ/LWPiHq3nvIcT/PKEAVNdrPnT5Th4bIP5r01RET0aeJxiLqN8nrC90uEz3SaNDN8SiPN1w543uuGnIiILp1mhsoPCZ2m8PDoeyIiok8Lj0VXmrYyqEMboQ5vgio5HS3sJsnpgHlfp3mW0wydpthECZ9tUKdPde8jVFQHVF1N9AMREREREX2aGDyvJGc2w9j2DpQ/AISCEv52wmjsiAxz1wMtTZH3pqCMY56ZbJbw5vVGC4WvFWiqBcLzMF/R9GjIe/OxKKagzFOm0wIGtIETgKQUmUcL0OkGckZC6zcJ2vAx0SyqgFZZRtvZ3uFkfkG/+TRmmYcsJ/BuH3JAR6OU1UWWbQrJeMEuw6NU9T4YL/8Gxo7t0RIiIiIiIvo08R7PK4XRBmPtM8CQO6APPvvQYwlwQasE0o0wjpqPPZH3mROhTxwNY8NfJSzGAzYJdz4N2tX3QLNXwNi0VWqNTJouAdJXDpU4DfqYwRJi34Yqd0CfOgZq31oor8zbY4M2/1ag8SBUgcxfBaElTYA2wgJjdzm0BTLs2OsyrfnAc1nGsPnQhrhgvPk8lCsbWsgMwhnQrrvB7DIO6ojMw+wx1zYQljlzofa/ANU5CPrV06W8C7+E2OOrEaqwQb/xtvDqEhFdbj3lHk8iIqLegGc8rxTBeglk6dAGnA2dJhsQqoRx8Ci0WV+HfsOdQI2ExEZzXB8w4DroCx+Alm6BKpLgd+wAkDcP+vVfgT5ieOTs59mzj0EZPxiEajsFozEEber10KZfC81pQJUcAtIkoM66HdrwIZIdPZGzow2FUMXN0G74KvR5V0Od2AnVLqHRZ0iYvR364q/LjOugquuhSo9AxY6EPv0m6KPHhBep5c+SECvzez+7BOaU1EhAJiIiIiKiTx2D55XCImFMbwNa3tepT6BJAqMTiDNTWqxkUQmZ5rM7bQlAQlxkHJsEVAmLqsMAEhMjZXFpgFWqjyX6bE2LFSpkQMuaCn1YKtTe5VAHt0C5LdAnLwS8R2BsXwrjdKWMbA+PD0+jhEOZn1kLXUnyH7+MJ4HUfB9rPuczKKPKenVaoU9YKKMVyTxelhBcIoFZBif3h5YmAfPD6Gan5kRERERE9Glj8LxSWDKgDYyHsWclVFUpVG0Z1NH1UB4pT5fhx49ClR+QQOeAniphztsuYTN6/6TfIwExBlq/FAl9B6BqTkGVFQFOJ1R9cXheKDoi4/ug2upk3FwJm4sinQg11kHVuaENuhr62NFArYzvk3DpkwCcMlyCpYxfchrqhCw7JhNavEMCqQTfkHn5mgRd88yrJqG3tgXImwF94gSgriTcOa46sTp8tvYDvC0yvgTc5mp5NUcLiYiIiIjo08LgeQXRRt8FfWQ2VMFmCZ1bJQDGQ0vNgjbteqim/VAny6GNXwjEJUPLnwgtyRmZMHuMhM5caMPmQk9qhzok0yoJohNugh7XLPPaBpUs4w8bDc0ZB7QclIC7Dug/E/rAPGh2L9SxNTBO1UGbvghaSg4wSEJnfCb0KbOhTm+AqgxBmzJHwqcse9hECbXmgq2yHpOgpck6OkNQp96BUVgB7aoboZkPY7bL+rui69iFapFg3WTIdBKMS+V9tJyIiIiIiD4d7FyIiIjoErBzISIiogvHM55ERERERETUrRg8iYiIiIiIqFsxeBIREREREVG3YvAkIiIiIiKibsXgSURERERERN2KwZOIiIiIiIi6FYMnERERERERdSsGTyIiIiIiIupWPSZ4qpAXLc1NaGpuBx/HTURERERE1HdoSkTff2pU0IONz/8Rm2u8sLsVMqbMwT3Xz0ScLToCERFRD6NpGnrAIZSIiKhX6BnBM9CB8pJ6ZA0fCIdRgUf/40VM+sq3MSvHFR2DiIioZ2HwJCIiunA94lJbzRaLAWbolPeeytNodyQhLdYSGUhERERERES9Wo8443lWZ8UePP7sWxi44AHcMiUnWkpERNTz8Iwn0Sejwe1Dhz8EXYNsc5EyXbY/83NKrB1OG09WEPUGPSZ4Np7cgRdW78e46+/HNUMTo6VEREQ9E4MnUfeqavHgUEUrypo60OYNwiJB05BNTv5Al9Rp/l+/RAdGZCVgdE4CbBY+rIGoJ+sZwVPV4+l/+Q9s8qZgyuAUBJCEhffcgxFp5sW3REREPQ+DJ1H3CEq63FfWhL2lzWj3hiRQarBI0AxvbmbqNMl782PIMMIBtH+KC3OGpyMjwRkZTkQ9Tg854xlER1snAgE/vIGgrJUViampcFnP7l2IiIh6FgZPou6x4Xg9dpU2wqbr4cD595hnQYMhA4kxNtw0th9yktk5JVFPdAHB04/Ghg6kpCW/+yMTERHRlY7Bk+jy23iyDntKmmGx6OF7OC+G3wyfTitum5iDTJ75JOpxLiB4NuH1Rx/FXm82Rg4dgNnXLUD/BEZQIiK6sjF4El1ehdVtePNQNayXEDrP8gcN5KfF4JYJOXBYr5x7Pj2BUPSd7JvkxQ6XqCe6oEttlacJR4+X4EzRdix7YRs6swbi1tuXYOLQbPTPy4GLdZuIiK4wDJ5El4/PAJbtPYOq5k44nQ6oYABGePuSEGq1QIUCsr1p0G0OabwGEDJvzbJYw50MGTJuJG5F7vsMhAzcMD4PY7JiwmV9WasngL3l7SiqbYURCkGT78fMnP0TbZgxOANxDna4RD3HBQXP2pO7sbOgHLUVx1B42ofMfkmIcznQ2NCG8dd9Brddm8/LcImI6Iry8YKnH00NbiSlpXTrA7WDnhacqapHwLAja8AAxNujA4h6gFDzcTz5xOto0ixwd1rQkXMVBuY7Ubp1B1wjrkVmRgKMtlMoKahB1oQZSHAFULHzNbidUzBs0igEG46jpqIWqSOvhlP3yvZozlWT8GWDXroBmj8e9z5wJ9J6YfYKNhbgr08sR4uEayMUi+k3LcGcUU68+cSTOFzvh0OzIiV/KhxDM7H37U1w9J+C7LwUtB5fjZJyGwbNmofhyV5kNheg/8zbkZ8QmW+gvghLX3kV5a2Aw9YPi7+0BKN4Tyx9Qi5gU2zAxlVvo8ztwogZt+E/HvwlfvrjH+I73/kO/v2fv4NZI1Ki4xEREdGF6cDWF3+Hn/36z3jutdU43WJEyy8j5cGWl/6Ep15biTdffQmPP7cctR3vXY5H9GnzN1eitNrAvM9+CWOmDUftnrfRUNeE9soSdHqCMoaCFpOEYO1RNDZ2Qnmb0HhsB0qLSqA0Ax1Vp9BYr2A3c1P0NyBdQmeo8RQO79iJQ0dOo7MbNq1PgrexHKfrdCz+/JfwhVvGYO8rL+BYeRVKixsw8Zav4B++eTdKdryOLftrEGNpRHNFOTRN9iwl+3DmVAGCPgOlFcexfFs1HF1O/Ha4Qxg2ZRG++sADWDDSwBsvvANvdBhRd7uA4JmCO7/zr/ju527ENVPHIr7rqU1XAjIyE3m2k4iI6KIk45avfAf3LpqEdFWC/3rgPtz3jR/iudW7cPz0GXRelnxowajr7se//fD7+MeffAexpQewr6ItOozo06ekGRqfkoHcrDTYM3Nhlwjk6QjA4nCEL6GFCkGzpCIhMxbu+hp4Wupg6zcDWXFutDZ1oL2hEjF5g2A3ApHcqdsAXx0qjh9BwpCpSEpxQbvUixI+ZUq23/iUTAxMT0O/ESMRa3SipT0Ip9MCd2MdSs80oTkmFcnxWUjOzoKvrR5+dxU8+lDk5yfB3dQMb105Wl2p8LnNS5EjkvKHY+qU8UhLM6e1w9AdbMfTJ+YCgqcOq/nEXiIiIrps6s4U4fTpMlRUNUnjeSjG5Weh6dRuvPj03/DmhlNnT+BcOs2OzP45aC7ejWcf/j/UxPfHmJzo9XZEPYDVbkNbdQFe/NvT2PjKCmi5E5GTkwQj9N5pSiVN0MSsATBqi9BQXwdr3nRkJPvQVHkSPm8cUnJSYQTM8XVYNA+qD2yHSp+CrNwEBHz+j78dfUrC382Zw3jumafx+B+fhz7+GkwZlgq/pwWHtryB3z30CJC/CP1zYmBLGgCnvwn1pSfhTx6G3LxUCekn0V7rhz0lCx1ef3Su76ktfAtPb6jE/EUzwafm0yelF171TkRE1Ns1YfPK1Shpc2DI1Fvw/37b9TaW7+LaMenR8T4+R1wqBo0fhxynhqqG9mgp0adPGQYs9lhkZg9A2pCrMHza1bDpZidCErwcsbDHxMFmdyE2vT9C7gMoP1aP1NxsxKbmovngGrQ6+iHBZYNhxktNh2Z44GlrRuORtSjYvAGnT+zG+q0F6I0XmIe/G0ccMnMHYNjUhfjibbNgl2CtHFm461s/xpLbZ6Ph4Dto6tBgT8hFbGwdinYdRmxKGuLzhiJ4eg+q2/zhM8oys+hcTYaE83ewbFsDlnz/h5ieHxstJ+p+DJ5ERESfuCTc9u1/xfe/cBOunT4OiV17h3fEIzMr6WNf/qaMFhQePAUtczBmzp0Jvb4IFQ2e6FCiT5/ZM60jIRszFlyLwaNHwaoHEVI6DH8jyre/giNvPYfDm9bDZ0tHcryOlnYdccmJiEvLgLfqKPSk/rBb9EinQiqIoIrHwDn3YuINn8GQSVOQM3A8Zk0bjt748IXwd5OYi9lzr8U1k0ci/FTSoEIo6EN7awBDZ9yBvGQ3jq1/E51aDNKyMtBa3wZnUhqcKXmwuE/CbcQjKTUR1i7XG7ee3oz//s8ncMYbxN43nsXy9fvRGR1G1N0uqFdbIiIiOldPf5yKUh6888wfsKtawqZHQ+boWVhy62wk2fmbM/UMhq8dtQ0eJGalY/n+Cpxp8sFmCaGzsRLultbw9qVsCUjJGwiLrxmdXgmeqSmSyrzoaKiBJaEfXE7buduhJvXb7GXH344ZecmYNLo/bNFBvUnI24baRi/SsjNgP/srlPKhtqoRMelZ0OXf+dyWQ6goq0diXj6sITfczR1wpWTAZtXgaTqDTgni+blpuGNiPyTI92TytNai9HQ1PKEA/L4gYlJzMWJ4HtjhNX0SGDyJiIguQe94jqcBn9e8z80CZ7ThSdQTbS9uxNZTDRKaLLDY7JHOhUzKQMjvhxRKmUIoYHaUo4fHUSE/DOOD22BIymKddnx59sD3QlsfdKy2E+uO18k27oPVaoNFvjsjaH4nsuXrNth0A4tGpmF4Fu/tpp6BP3sSERH1WTocTidDJ/V4g9NjEeuQ4CRB0wj4EPR5Iy8JnWa0VKFA+PJThC9CNwOo77yh0xSU8iHpMbD14dBpGpkZg9mDkhAn27fH54fH44UvYMAXDCHWGsK84akMndSj8IwnERHRJegdZzyJeo91x2qxt7QZTtul35Vpnu2MsVuwZHIu0uOvjP5aG9w+FNd3oKnDF94vpcbakZ8Wi7Q49ldLPQuDJxER0SVg8CS6vDp8QSzdewZ17T44rBd/UZ55iWlIGbhuRAYmD0iOlhJRT8FLbYmIiIjoUxfrsOLWCdnIjHfAG7i4h6CYZzrN0DltYAom9WfoJOqJeMaTiIjoEvCMJ1H3qG3z4u2CWlS3emHTNWjmKzrs/cxNMGAY4ceqTB2YjFlD0qJDiKinYfAkIiK6BAyeRN2nwx/E7tNNKKhqg9dvICTbmkW2ubOU+X9SZrdakJXgxNT8ZAxOj4sOJaKeiMGTiIjoEjB4EnW/xg4fjlW1o87tgz9ohC/BtegaYmyW8KW5g9Jjwx3p2Cy8e4yop2PwJCIiugQMnkSfLI+EzkDIgC7bntNqgdXSx5+XQtTHMHgSERFdAgZPIiKiC8frEoiIiIiIiKhbMXgSERERERFRt2LwJCIiIiIiom7F4ElERERERETdisGTiIiIiIiIuhWDJxEREREREXUrBk8iIiIiIiLqVgyeRERERERE1K0YPImIiIiIiKhbMXgSERERERFRt2LwJCIiIiIiom7F4ElERERERETdisGTiIiIiIiIuhWDJxEREREREXUrBk8iIiIiIiLqVgyeRERERERE1K0YPImIiIiIiKhbMXgSERERERFRt9KUiL4nok9ToANwt0GFDGgxaUCMIzrgfVqOwTjZCG3K1dA+6qcjwy/za4Hy+6HZE4GEeCkMAR2tgNeD8JZvi5FlOYFOWW4gKOPJOAkJ4cmJ6KNpmibbEQ+hREREF4LBk6hH8ENt+StUtQEkS/jzyMZ51WJoGenR4V1Ub0Joexn02z4PzRItO5/StxHacgBav34SLCV8jpH59fPAeP1lIHUAYJFNP2EwoJcBJ2uBjFSgrVXGuwna0IHRmRDRh+kJwVOFOlFX14xASEdyRhZi7Vp0SIQK+dDS1CK7gKCsr13GSYXLyoudiC6/Vqx94SXsr2iDbrFh4MT5uOO60Sja/Are2FoMi9OG2Kyx+Ny986CV78RTL2+FbIzw+1Mw597bMC47sctliAodLY04eWA3mu1DMGfWMF6iSH0C6zFRjxCC8smfqfdDX/A5aJkSRE9IIJSDjypcCWPVYzDWrYDyBgGrA7DZJTjK4ObjMNY/IcOfhCouN2f0LuWT9Jo1Ffr8L0CfNx3q8Gaolg4gfhC0hbKceZ+DPnUmtKAsePhNkc+TR0AVFUbnQEQ9WxCHV7yIx59/AS88+wz+8MTLqGjzR4dFnDmwGg89+Be8sfx1vPbGRpxxB6JDiOiyCrag4MAp5M64DfcuWYTmPW9gw4FilJ04jlDmJNxz913I8x3E0td34eDJEzhS58KYBXdj0VgLXvvLy6iJziYihJK9G/Hs489iZ0kDzv05iaj3YvAk6hFkU7RIqDy8HGrPGvmYB23kSKBqO9TpFuhX3wctKwC1d48Mk8RpsQKeehh7dgIjJDReOxfq5BaodjO9RpnX4apQ5L27FbC75CWh1V0GtX0V1K7VUHX1gNMJFK2X5a6CUSChc9CEyDRE1ONlTViEH/7gh/jRP/8IQwJl2Hz03Oar2+1FyuCpuP32+/DNb9yFoUkfcgk/EX1szrhUDB45BHkDRmBYhg011Y3QHAnIGzISubm5mDUuB0cPnMTbZX60erzYXNyJgrYg0gZkIzk6jwgrxs5fgvtvnwmXxgsTqe9g8CTqMWRzTEiFaj0C5U+FlhYLVV0MFTdEypOh5Q0GWquhAkoypYRPXz1UTSVwYh2MHRsAf5u83tukNZuE0zM7Ybz1ZxgHq6BdNR+a05AhdplfWnhZsMt7Q8qcCUBiOrREOfQ1yjyJqBewInNgDswoGWo+ivJOK/KykyKDorIGDISr/Sie+ePv8D9/WoYGDxuxRN1Ct8qxuwHvLH0BLy59Bjs9GZh11Wg4lRsH3nkVy5Ytw583VME6cgzsIR98TSU4tuK3eGFjPWZfvwiu6Gy68geiPx4T9REMnkQ9goS/oDQIc6ZAn/9loGU7jJI6IDMX6DwjrUoF1SCBMCYlfG+mCvgBWxK0lHRg+DzoM5dAn3cXEC9hM0r5fUD6WOhzPhMepqVIuPR5JWymQBs9DdrIqdCSEiNlGaOgDZPP+QOhGisiHQ8RUa8QaCzEk0+8irSpN2HmwHM7B0vOn46v/+MP8ON//w4yak5iT2lTdAgRXVbhA6cOZ0wMElP64577Pov8FCe8vhAcLilLTMTERZ/FoEFZCHh8iB84C1Pv+TZS9TPYtPNUZB7vE+O0w+5w8VJb6jM+8eDpaW6BJ/DBVm2gowmnCo7g4MGDOHy0BO1mI5zoimGe7ZQQqZv3ZyVDv2oucGwNkDYDej8DxurHoE60QZskgdHmkoApjcvYbOhTJgEFb8LY/DKMPVslvMrhydcJ+CVMxqRCS80EXHHA2c5ErLGAeVaz621eSWlA+QZZxuMwDlRLiL0OGo9yRL1Ce9lBPP7kamTM+QI+M28ozJ+e2ioLsWnHQXiMAMoLi9AhZUZ7PVoNGxJc9vB0RHSZqSCCiMXk+bfg+vnXIj/Z3BoD8PsU8ifNwYIFCzB/bBasKoBAMAi/px0+Sz+MkGPumfVPY8OJ6sh8wkIo2r0Bqzbuxd5ta7D5UEW0nKh3+8R6tfW3leLtZa9g0xEvPvezn2J8StfMq1Cw7jm8uLkeI4anQmmZmHv7fOS4PqrLTqI+zghKEI2ewfR7JDRK4DzfT0UhX/iMqGxGQE0xVF15+B5QLWcokHmBvdOGJPCGDJnOIS+mTqIL8en3auvB+j/8L5477MaEMdnwdlhw9d1fxMDGNXhsbSN++OMv4eDffotNNQGokAWDpt+Au+eNh+MT/8mZ6AqgvKgsrYErKw8p77ZfDTRVVsDrTEN2amz4pOjJejc27CtETatCUmY6Zg5ORZ63DO6YXAzNTXl3uqoTh3G6rjPce3181lCMHXSeXu6JeplPLHiGvE04vu1tPL2yGPf+y79gYmrXxq3CvpXPYHNVKq6/ZhyGDM8L/2pLRBdOlRcCpQUSHG3mp0gQHT4FWnpeeDgRXV6ffvBUCPglVBpB+PxB+aTBERMHhxxAzVu3dV3Wz/DD3e6BYXUgMdYZnY6IPk0NHSHUtnuR7NSQnRQTLSXq+z6x3z0tzhSMvnoKshMcckB8/4Faw6DRY5BpqcI7rz6DX//+RdR5ooOI6MKYPdea18jqslmbnQ8pA6qhCggF5MUOCoj6Hg02ux12ZwziExKQkBAvodP8UVcLh87wGLod8YmJDJ1EPUharAWjs2IZOumK88lecOPzh68I1M2G8fskD5yEz3z5q/jWT/8B6bVlKKx3R4cQ9WIt5VCn9kMVHQIaJRh2p2hD02x0RgKoBs1hg6o9AuNUUXRYNzE8QFt79AMRERER0bk+seBpXgrU2daG9vZ2aZ92hANobeFmvLp6BzxBDwp37EWtDKsvOoI6zYWMWHaAQL2bOr0OoR0bpaKXAtXHYRzaANUZPdvv75BXMPL+LPNeTW9n9ENU0Ctl5zv9L/M5e+GA4ZdxZH6JmYA1/GAF+WyGQB1a2kBo/SZAHzY0PGqYT8YNmo9V6SJwnuX4ZV3MHm/fdXaBXRlQxVtgvPQb+fcVRsuIiIiIiM71id3j6Ws+gWVPLMPhulbE95+KLz5wF3D4Zbx02IZvP3ATtj/7MLad8SJkicfM65dg/rgc87wNUe/kPQNjzSvQpn5Fgl9spMzXBlhiJaitgTp5Wgpc0CbcCC1X4tvbrwG2RMBTB8QOg37NAqD1IIzt+yKd/fSfDDQXAYMWQ89OgDr8OpQ+Cnp+HIw964FOCYjWXGjjh0Edkc9uCY0hDdqYG4CYM1CVMdCnT4Da/wpUdYNs+SnQZt0KzVIOY6OE4/hUoL0SyLga+rTxUOW7oY6fkvAZAPKkbMJIqM1/g8qcB31413tGZfdhPlt0t8zXNRX61VdFy4n6vk//Hk8iIqLe4xMLnkRXlLpdMPY1Q79+cbQgqvEQQlv3QF8kgdS7H8a2EmjXSCBc+Qow61vQ8zQYq54BRlwLlO8ABtwq4TIGql7C487VwLj7oQ9IlvdPQjkmQXMUwahKgWXGFKjWVmjZNhgrlgITZLwE895OHapui4RNCZqDrVCF1dAXLpF5r4ZRbIc2MR7GWzug3/otaC4Jy2+shjb/ZqitLwPD7oGeLg1rnwTYjAyg7CBU7CBoaec+J9CkDi+V5edBnz0jWkLU9zF4EhERXbhP9h5PoiuF3SWhry181es5Oqplq0sDzH4+kvpF7o3s9ANx6dBS4qTQCrgcQGsD4HNAS0+SMpf8zZJWrmyulmh/zzY7ELBAGzYburMSxqa/QZWdlrI06BMnAUdflVD7BpRbyWQ2ma00jttqZVY5ka0+Ndt8qC7gl1CZJPOOs8i8ZZ5WQ5abCn2yBMiilTC2vi6B0ny2qBgw4byhM8xsfJvrR0RERER0HmwpEnWHxKHQ4qph7Notga9RXlVQp/ZCWQdCs0gArJWysuOAI1nGk8Bn3tsZvuVTgp95v2ZsOhAfgiopkWkroKplGocMa6wB3A1Q5SdlXD9UiwTXgXOhX70IqDkmIbEZyp8C7Zo7oeWnQxUdhjJvqA5IAE0fJMG3CGhplJB6SoJvNjSbLMO8t9O85VNJSg6Yj2Zog+qMhzbrTujDcmS9D5sDoY6ugaqoN1fyXD63rKOEWLe8vL5oIRERERHRexg8ibqD5pLg9kXAfgbG1ldhbH9bwpwNWtYIaOPHQ+1/GcbxemiT5wIxidByhwLm4zdhgdZvCLSEbOiTrgXqtsHYsRZKZUCfIuPWbIax+20gZTy0TAmOFgmfhStk/puB0fOhpSRKADwOtfklqNoQtCmzoSVmAGkSZDMnQBucIeMulWEOGTZVwqyE1Lx8WV9z2THQ+g+DFpskAbIEautLMM50Qp8+T4ZJKPV1SjZ9/ylcA6p0F1RTQHKwBOTT5dFyIiIiIqL38B5PIiKiS8B7PImIiC4cz3gSERERERFRt2LwJCIiIiIiom7F4ElERERERETdisGTiIiIiIiIuhWDJxEREREREXUrBk8iIiIiIiLqVgyeRERERERE1K0YPImIiIiIiKhbMXgSERERERFRt2LwJCIiIiIiom7F4ElERERERETdisGTiIiIiIiIuhWDJxEREREREXUrBk8iIiIiIiLqVgyeRERERERE1K0YPImIiIiIiKhbMXgSERERERFRt2LwJCIiIiIiom7F4ElERERERETdisGTiIiIiIiIupWmRPQ9ERERXSBN09DTD6EtZwqwt7AcgZALwyZPw+CMmOgQIiKiTxbPeBIREfVFoU4c2rgNZe4OdDQUY+mzL+Jkoy86kIiI6JPFM55ERESXoMef8VQh+CRnOpwW+eDDM79+FKm3fBk3jEyJDCciIvoE8YwnERFRX6RZoqETKNm6FKX2bIwZkBj+TERE9Elj8CQiIurDSne+ilcP+HHX5z6D/jGRIEpERPRJY/AkIiLqkwI49Mbj+O0rxzF59hzEeyvR5g1FhxEREX2yGDyJiIj6pE40NPuR1y8BRTtX49U31qG0yRsdRkRE9Mli50JERESXoDc8ToWIiKin4BlPIiIiIiIi6lYMnkRERERERNSteKktUW8X9APeDqCjNfxX+TyArkOzxwAxsfJKBJzyV2dvlkSXEy+1JSIiunAMnkS9ld8LVV8ONFZDdbZCM2RTVkZ0oLyVl6bpUBYJoQlpQGo2tLS8cCgloo+PwZOIiOjCMXgS9Ub1FVCVp4COFvmgyf8kTMqf6H/ec3bzNkKRwCkBVOs/Uv6mRsqJ6JIxeBIREV04Bk+i3kQCpKo4AVRJ6AyZYdJitn6jAz+EGUotMp65qYcC8t4KDBwLLaN/dAQiuhQMnkRERBeOwZOoR1FQzeVAfZ2ERANIHgQtKz06SIaVFwKVJyVwSnhsr4BR54GeP0I+mw+FNy+hlc256yZthtJAB1R7q8wvCFjjoSUmQ2l+aElZgM0JBG1A/hhoDl6CS3QxGDyJiIguHFuaRD2KF2r3MhjHJFy2NULteh2qtCI8RFVI6Cw5JAFSPphnLc2zlz7zYfCyGetmwPTIZ18kbJ5lXl7bUiqB9bQETJmwoVjCqoRaTwOMd16COn1cyo5BbVoB5ZVgSkRERETUDRg8iXoUQ4JjHLTJd0CbfgO0DA2qwQ101kHtfAWqrBBGSQFUh4RMixk45WUGzaYyGGVHJWDKq0aCpXl5bZh5BlSGJ+ZBy58kr/4ybpWEVCWLyYSWNwHalPGAu1rK3uuYiIiIiIjocmLwJOpRLLJVeqG2/xXG23+Fck6APmoI1O7XoTw2aKPmQE93QVWdkTypS760QPnqYVTXQcscDa1/PtBcJuMGzj3zGeiQcNkE1dQIzRkPzWaV6cwzqkthvLVWgu71EkTt0ZGJiIiIiC4vBk+iHsU8QykBc9hsaKkSHN1+wNMMVVcBzZEkuVTKzGdyBrzhk6PhTmwNee/1AI0lUJUVMjymyxlPGcG8DNddC1V6COiUefcfIsUhwJYgYTUXqrlKluqKzIuIiIiIqBsweBL1KJImAwHAlQVtyj1AqAChbZuApAwofyPQJiG0uRFaTCI0zYAKBKFZJUAmxAPJedDyhkuYzAufOI2QIBsMAvG50IZPh5Y/DLDLQLOjIUOSZtJA6P2zoba9IvNti05DRERERHR59bDg2YHThUVwm52nEF2RrBIeR0OLt8r7GOjj5wHuU/JWQmVqLNSZIxJMY4HsbBk1FlpSkgRJCaHZEjabiqHKjkHV1cq00dOXZo+bruRIMDU7IzKf52lIuDWnTU6RMh+QMEiW5wXKSyPTEBERERFdZj3mcSqtFfvx/J/+hoPtufjn//0R8m3RAURXMNXRBhRsifRIa/Zke/ZyWDNAnr2M1nyep3lprdnRkMncpMPDozTzWZ9mWZfOg8LjR6eVchUTB33sbAmkjugIRPT38HEqREREF67HnPGMyxyBm2+di8wEJxQ71yQK05QEQ/NSWfOSWUP+mpfImi+zsWtuKGZwNIXfR4d1DZ0mcx5dQ6ep67RmmA34gU535DMRERER0WXWY4KnxR6DzH5pcOrmL8jRQqIrnHk2RZkhsWsPtRdLt8gG9u5Nn+ehRQOuhE8iIiIiom7QY4KnSdd1aSNbYOdTHYjCzLhpXs4nETT8+aKZ07rroBob5f1Hbe4y3scJt0REREREH6HHBM9AZxOOHz2BijNlOHaiCr73XRlI1Ov4GmDsXApj5Z/l9RcY2zcDwYsLkMoZB2VzREJj+B7PaDjU5X34nk75bLEBNjtgNTskMoss8l4+m2XmfZxWJ+CQeZiXEpjTmfN7d9zofO0uqMT0SNlF8UDtlX/jm/LvW/VXqAMHo+VERERERO/pMZ0LtVUdwZuvbUajMuDKGI3bb7sOqTzzSb2V0QG18c9QcXOgjx0qoc8LVV0KZE+BFiyFKtgnITAT2virJRTKuMXHJah2AE31QM5EaPmDZB4tMPashzpdBD01Bwh5AGcK4JKg2VYnC4kFElxAfRlUhwxzpULL6Af4zed+Vsn0FmgpuRI0AzJvCaBmL7atlVDmMmwp0LLMebqB5iYYCEFPzAKGzoXWLw3wVkMd2QsEJMQOnAYtW8pK98u/ZzC0tMTIvzFMwvU7a6ENl+nMcjPUWnrM71lE3YqdCxEREV24HhM8ifqU5oMwtklgvHGJbGXRMpO3BsaW14GMSdD8EkB9/aBPy4Px0hMS+m6EluyDKjwB7drboc5sgKpPkMZtjQTNdpmnhMnMCRIuYyWo7pGAlw3ESOBsNqQsGapFQmQ4IJ4A4vNkOgm7eowE0FoJnC5oeakwyk7KMvKAjmoJvDnQknwwjkrZ2OtkHpKPT3ZAWzwfauebQOpUaPZ2qEA89DGjobY8A5VxHfThEmbf1QFj+2uSPyU06/HQZsq/IaVrMCXquxg8iYiILhxPTRB1B7OjHj323NBpqj8K1ZkGbfw0aFNnAU0SPlskPCb2l/B3FbTh18p7C1T5KaDGD336YuijroGWniLzMx+LEp2heXmt+dkmfwMSDltbgIRUaOZltVYZp70RKqigJaTIKpiX00oDublShqdDyx0KLTMTqq1BxpFxY2WcsbKMUXNk/s2SJW3QYmXeNbIOHT5o/YfKAjVosz//vtBpioU+837o138B2iAJxLu2RMuJiIiIiN7D4EnUHRIkoIWOQ51pixaIzibzpk154418Dpp/ZRO0SsgzT5qEn24iZYZ8MO/P1AKA2dFsZnYkcIbks2aV8c2wKWE1FJKAmCNBcgi0eCmrPCGhVsJm1nAgqx+0ULMsv1xmLfM/ey+oIfNQ5ryCUiTl5qNXnAlAnHmWUuYp46mQBdqI6yUcT5DP1TB2bJK/wt0oq/e+nm99nfLvkL82J7TkVJkvz/4QERER0QcxeBJ1B0c29AmTYRx5FcbGF+X1Aoz9+6CSJ0CXHKnWPAdj3QZogyZLaIx2/HOW+bxOlwTK4f1hbHtaXq9IXkwBkhOhao5CnToI5ZaQKAFUtddC1Z6Wz+0yTZKUyaxqS4DGaqiAzDMcKI3w7LW0gVCWVqjj22BU1UPLyJY8awZPmc4hYdR8pIoEXM0SgnF8M9TJAxI2JahmDZR5SNmul2AUV4VX8SzVchrGmt/Jv0+G7TsBbfSk6BAiIiIiovfwHk+i7uSWANjYJFuaFVrKAAmCTslwHqjqYkBPhpadIyNJuGtzy7BkKZPN0d0M2CQwOixQdacAr5QlZUMVbwdqSyUb2mRYLGCxy8sAOprDl8xqcRJO7TLM2wJ4ZBkWp4RaKQt2yDIlWDpjZFFuCamtsjrxElRlXZJkeO5YaImybPPUZXsbECNlPgm0DfUSZBNkHfvLMFmOuV7mdM4uvX4pP1BfCuWRaeMlLPP+TrqC8B5PIiKiC8fgSdRbtEvAPLFbwqNPAqp5ea6EQXPrDd/7KX/Ny2bDpzbls/kYFfO9WWY+MiU8XMY335uPYTHnEZsIbdRMCavm5b9EdLEYPImIiC4cgydRb9JcB+PkHmhmcLRE7928GGfDaFwStBHTAGdcdAARXSwGTyIiogvH4EnU27hboE4fBtoa5IMET/OM598lm3lIAqd5tjOlH7RB4wC7KzqMiC4FgycREdGFY/Ak6o1CAajqEqCuAuhslQIzgJ6nrzBz6zYvyTUbyPEp0DMHAhl58vk84xLRRWHwJLpyGHLc9Xq8COl2xMc4oqXnZ+4VLvJ6JKIrAoMnUW/m7YRqqwda5GU+l9MISaY07/+UzdoMnFY7kJQBJKRDS0qLfCaiy6InBc/WqmpoyRlIcJ17BUTAXYeCgiK0+QKyb0jEyMljkOayRocS0YVQzQV46H+fRltcMmxBoP/U+bhn8RRoIQMdvhCSYmzwNpZix6aNOFabgLv/4Q6kMXkSfQCDJ1GfIJtx4H3P2DRJw5hhk6h79ITgGewox4pnXsC6fc24/9//AzNybNEhEcXbluLpdXWYMjkXQX8Cpiy4Gnnx3CcQXYxA5Xb89++24q6f/xgjQ2X4y0NPIXb+V+GM0dDQ4sWArBiMtddgw/PPYqdnKH72y68hIzotEb2H19sR9QkSMG2OD74YOon6NIsjFZNnTERaggOh84TgYEjBEZuItLR8XHvTdQydRJdEh93hQozZNUJcDDQVwI7CWpxu6AxfTbCvuAkHAoNxy90LkRNjNR9ARkTnweBJRETUS2nWWPQfMxzpcQ4o44PBs/+oKZg8xIXig5vw8P8+huLmYHQIEV0oi92GjtpCPPXbh/DII8+iqN8sDByQBDNiWnUNTpsVRVWNKKpshn6+/haIKIxbBxERUW8WMqCgwWL9YA/XrrTBWHTbEtz/D9/AKHTgWGVTdAgRXSgjGIA1LgszF96Cm+/8LBbPuxrK8Icfj20yL7m32uyIcVphdt7H6wqIzo/Bk4iIqJdSIR8aKytR31CP6qo6eENAQ+F6PPHcm2iXYYfWvYNjVZUoPboZxX4b+qclRKckogulYEFCSiYGjxiMQbkZmJbjQr9EF7yBEDwBSZ82HWnNB7B2xRYcP7ULz728Ge283pboA9i5EBER0SXoEZ0LuUvx+lOv4URLOyzJw3D35+5FcvUGLN3Zhvs/fzNOrngC6040ImBNwIyFd2Du6KzolER0wYwgPN4g7C4nLNHeals6A9hb1gR/UCElzo7x6Tra233QbRqChh3pGUkSV4moKwZPIiKiS8DneBIREV04XmpLRERERERE3YrBk4iIiIiIiLoVgycRERERERF1KwZPIiIiIiIi6lYMnkRERERERNStGDyJiIiIiIioWzF4EhERERERUbdi8CQiIiIiIqJuxeBJRERERERE3YrBk4iIiIiIiLoVgycRERERERF1K02J6PsrRtDXifozx1F4KoBpi6cjPlpOH58K+dDaVIEDu8owbO51yInVokMiqgs24bU1BxCy6bDHDMLNn70B2Q7+/nE5qGA7tr25FLtL22FFMmbfdRsm5iRGh9LHogwc3/wqVh8+A/icGDPvesybOABda3f5wXVYsb4Ahk2DK3E4bvnsImRYogPpY1Ao2fEGVuwpheG3Y9is+bhhxrBzvvtPi6ZpuAIPoURERJfkimzxN5bsxd8eehTLNh+GL1pGl4e3uRiv/+ExPPnaBjQG3980DOH0qdPQM6fgzjuX4ObFVyFFGul0efja2iTQ52DRjTdiwYRYrHzudVQFogPpY1HBDrR1xOLq62/ETQtH4sDK17G/2hsdavKj6EQpnAOuwp1LluDGBVOQyN9TLhMvGhuDGD/3Ftx26zQUr1+BzcWt0WFERETUW1yRTaPMkdfg61+7HdlxdvC36svLlTYKX/zuFzA2O9E8SfQ+OhLirKgo2IilL6xEcVsATp3B83JxpuTg2hsXY/TQoRg5Ok+ykIEgK/hlodniMe2G6zFlyFAMGTcEsRYJ+qFQdKjJigQpPH3gHbz8wlso8xhwsGpfJi5MvWkJ5ozOQaLdCqgALNxvEBER9TpX7G/ywdAHUhFdJioY+pBAr2H03CX43re+gOuv7od3nnsehS3B6DC6XIzWEjz55CoMnH018uzRQro8jBasevxJ+POnYEJObLTQpGPy4nvxnW98DgumJWP1315AcSf3MZdT3fGdePapV9AeNxC5Kc5oKfVG5u0uVaf24Z3Vu9EeLSM5doY6sG35X/HgIw/jkYeewt6KlugQMvmqjuKZPz+MBx98BI8/uwYNBn9Zfb+O8n14/rlXccYTLaCw5tI9+Msjj+DR3/0ffv+HZShq5fWO71JBHF73Kh751a/wyqYj6O4L5a7Y4Bkb64TN5kDXpiNdHlpcDGxWO2KiX27Q70GnxwdDhWBoTmRk52H4tKnIkCDa5vVHRqLLwmgswksvv4WMhd/A/dcO7RH3wfUZgUase3kpGnJvxPfvnYUY+XIDPqnbUocNIwRlcSEzJw+jrp6M5JBCu48/qlweQfhkN5Ex6lp899/+A2ONYmw+VBUdRr1RQ/EePP3Q7/DKlsPgEeA9/rYWhCzZWHjDjVg0OQFvP/8aKvwMV2c11jYgacAk3Hb7rcjxHcNLr+8Ff957T7CzAWtXLMead/aikRvWOapPF8PtGh6+zev2W65BdqwtOoSOb3oaWypjcONnP4u5k4aiu7+ZKzJ4tpwpwIrlm1FQsAsrtxag651a9PH42yqwYdlbOHLyEFa/uRPNAeDk2ifwH4+9Bl/Qg1V/fBDPLnsZT/3xWXQMHI6Rqa7olPRxBT2n8buf/wobzhgIVe7H6nU7efC5bNx447e/xhObKhEXqMabK9fhjFvhyJuP4b+feAuBQDte//1v8bzU7cd/vxTGsFEYlsjTzZeFcuOd5/6MZ19ZhldeeBrHOuMwcmBydCD1RlmjrsXXvn4b+sXZGRy6cCTn4JobF2PM0KEYMaY/EAghyC/oXdkT5+DmRdcgMzkBCgGw77auAti7cTVsuVMwblgmVNc7QQixcU40lezG0uffwOGqdsRY2QlDmFGHnRuPobGlGG+98ga27C/mGc/uoOlWZIyZiy994SZkmPcM0eWjW+DIGIP7v3q/hEobzFux+k+5Hp+5eRZctjhMuHY6UpwupI+UhscXbkQiOxe6bDQtDlffcz/uvWYUzI6CbfbI90+Xg4Zh192Kry25BvHy5VrtDljkux0y4xbcu3gqHI4kTLxmKpKkbueMW4Cv3b8AMTyuXR5aEqZeOxnpMU444rNx25e/jKn92Vtzb8fbXT6cai/F355YjryZszHQyZ14V6qzCm+/+CR2FhkYPCb3yr1s7xwBFG1fg4q4Sbhx8WhYvCFY2LQ9x4ApN+D7338AtywYhf2vv4Ad5R3RIVe2UEMZagM5WHj7Lbjl+qkoensZNp1sjg7tHlfk41SIiIg+Lj5O5dJ1nHgLj65ow3d/eA9iomUEGE3FWPraasROuA03T86JlpJETvh8QTgckQsBG3e9hN9vtOCHP1nC+gMv1jz9J2wuCSIzoQ27d5zA1Pv/CV+9dRp4TZlQIQRDFljDYdyD5/7zMaTc/nlcPyo9PPhKZrQfx+//dzUW/ez7GCbfz8pH/ge+qZ/FHTO7b9/D4ElERHQJGDwvTXNFAd5+6VmsLPDh1q88gJtmjQa7iwJC3jL84Uf/gUPJ43Dz9CGw2ZMw9ZqZSHNER7iihXBsy1vYVliHpLRk1B47hqQZN+HeeeN4ya0I+jrQ3NyGYONh/N8fNmDBD/4Vc/LjeEbYFOrE20/+BVXJ2XC01qCkIx0PfOke9Ivj1QRmHwrbX/4zNlfpGNgvFtWNFtx8710Yktx9d3oyeBIREV0CBs9L01p1AvsPl0OZl63H5mL6tOFgtjKDZwMO7T6KlmAIAZ8PlpgMTJoxBSm8XTws0FqJPfsOoKlTR2LmcMyaOpjB6v0MN0qK6pAxeBDimMjfVXNqNw6erEXAmYppM2Yik6fJu/CjYMc7ONUcg8mzZiEvsXuv02bwJCIiugQMnkRERBeOPxYRERERERFRt2LwJCIiIiIiom7F4ElERERERETdisGTiIiIiIiIuhWDJxEREREREXUrBk+ivsDfisJjx9DojX6GDyePHUFlSyD6mYiIiIjo08PgSdQXhLw4tu4p/NdflkvkBI6v+gv+/Op2tHqCkeFERERERJ8iPseTqK8I1OH5R/8Pp7R4WAPpuOdrX8aQpOgwIrrs+BxPIiKiC8cznkR9hS0Dt1w3HtuWvYTQ0NkMnURERB9TW9UpHCmtj34CfE2lOHiiHEH+5kR00Rg8ifqIUOMx/G1VMb7wne/As/d5bCvzRIcQERHRpfA1F+Gvj/wSK461Ax2n8cSjv8PmU00IRYcT0YXjpbZEfUHHGTz7pz+gZcTn8e0bhqN4zWN4aLMbX/76dzApzxUdiYguJ15qS3RlqN37Bv6wag/srnjkjliEz988ITqEiC4GgydRXxDyor6lEympKbCECxSa62ugx2cg0RkpIaLLi8GT6Mrx8r/egP8uHIc3XvwV8uzRQiK6KAyeREREl4DBk+hKYODoyqexqjiEDEsFSu0z8JOvLIJLiw4mogvGezyJiIiIiM6jcu8reG5fM2764gP44le+hozqFXjk5R3w8jcnoovGM55ERESXgGc8ifo+b1sDOi2JSIm1hT8rbwtq2hUy05N59oboIjF4EhERXQIGTyIiogvHH2uIiIiIiIioWzF4EhERERERUbdi8CQiIiIiIqJuxeBJRERERERE3YrBk4iIiIiIiLoVgycRERERERF1KwZPIiIiIiIi6lYMnkRERERERNStGDyJiIiIiIioWzF4EhERERGJtqpTOFJaH/0E+JpKcfBEOYIqWkBElwj4/wHidsKG8UKC6AAAAABJRU5ErkJggg=="}}},{"metadata":{"_uuid":"260557cfb5e32893e7055748521081fc8131571b"},"cell_type":"markdown","source":"![](https://drive.google.com/file/d/17yi4a7UkmlnI6mqxGpnGM3bkvzvg6TQP/view)"},{"metadata":{"_uuid":"a793c0d0bcff05e596ab6a04a9c9a58833650f62"},"cell_type":"markdown","source":"# **CHANGE 1:**        No more Head-to-Knee\n\n*Forbid the first contact between players to be head and knee*\n\nThe NFL has recently changed the rules so to avoid heat-to-head impacts, which represent 17 out of 37 concussions (as displayed in the analysis before). That alone is going to reduce this type of concussion, so lets focus on the other major concussion impact: Head-to-body.\nWhen annalysing the footage, it is possible to notice that 5 collisions involved knee and resulted in concussions, out of 17. That represents  33% of the head-to-body impacts and 13,5% of the total concussion impacts. The number is pretty high, since these tackles can cause not only injuries, but also ALC and MCL tears (which rate is growing).\nMoreover, the rules for heat-to-head tackles will lower players tackle's, which will result in more tacles of this degree."},{"metadata":{"_uuid":"dbefe97d7316a1b404d06abf86d03782266b9b23"},"cell_type":"markdown","source":"![](https://www.playsmartplaysafe.com/wp-content/uploads/2018/01/injury-data-slide-1.jpg)\n![](https://www.playsmartplaysafe.com/wp-content/uploads/2018/01/injury-data-slide-2.jpg)\n![](https://www.playsmartplaysafe.com/wp-content/uploads/2018/01/injury-data-slide-3.jpg)\n"},{"metadata":{"_uuid":"98c8ab9898b036450bf5b2eb295a394e3d10f124"},"cell_type":"markdown","source":""}],"metadata":{"kernelspec":{"display_name":"R","language":"R","name":"ir"},"language_info":{"mimetype":"text/x-r-source","name":"R","pygments_lexer":"r","version":"3.4.2","file_extension":".r","codemirror_mode":"r"}},"nbformat":4,"nbformat_minor":1}