define Better
Arthritis$Better <- Arthritis$Improved > 'None'
main effects model for the binary response
arth.mod1 <- glm(Better ~ Age + Sex + Treatment , data=Arthritis, family='binomial')
Anova(arth.mod1)
## Analysis of Deviance Table (Type II tests)
##
## Response: Better
## LR Chisq Df Pr(>Chisq)
## Age 6.16 1 0.01308 *
## Sex 6.98 1 0.00823 **
## Treatment 12.20 1 0.00048 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
diagnostic plots: “regression quartet”
op <- par(mfrow=c(2,2))
plot(arth.mod1)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAABAlBMVEUAAAAAACQAADoAAD8AAGYAOjoAOmYAOpAAZmYAZrYkAAA6AAA6Ojo6ZmY6kJA6kLY6kNs/AABZiJ5mAABmAGZmOgBmZgBmZmZmkJBmtrZmtv9xnp5/WjN/f21/f3+IWSSQOgCQZgCQkGaQkNuQtpCQ29uQ2/+ecT+eiFmenoienp6enrCensCesNCewOCwnp6w0NCw0O+2ZgC2Zma2tma2tra225C2/7a2//++vr7Anp7AwMDA4ODA4P/QsJ7Q0LDQ4NDQ7//bkDrbtmbb/7bb/9vb///fU2vgwJ7gwMDg///v0LDv////tmb/25D/4MD/79D//7b//9v//+D//+////8vbEZoAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO29C5/sOH5Yx2xGGV+3YnfSije6SdZXkbJ2xspuhrbjWTmy47K9O9GkeravXN//q4QPgHiSRYIACILn/GZud1eRIEj8eYgXyeYBAABBNEdnAADgrCBQAIBAECgAQCAIFAAgEAQKABAIAgUACASBAgAEgkABAAJBoAAAgSBQAIBAECgAQCAIFAAgEAQKABAIAgUACASBAgAEgkABAAJBoAAAgSBQAIBAECgAQCAIFAAgEAQKABAIAgUACASBAgAEgkABAAJBoAAAgSBQAIBAECgAQCAIFAAgEAQKABAIAgUACASBAgAEgkABAAJBoAAAgSBQAIBAECgAQCAIFAAgEAQKABAIAgUACASBAgAEgkABAAJBoAAAgSBQAIBAECgAQCAIFAAgEAQKABAIAgUACASBAgAEgkABAAJBoAAAgSBQAIBAECgAQCAIFAAgEAQKABAIAgUACASBAgAEgkABAAJBoAAAgSBQAIBAECgAQCAIFAAgEAQKABAIAgUACASBAgAEgkABAAJBoAAAgSBQAIBAECgAQCAIFAAgEAQKABAIAgUACASBAgAEgkABAAJBoAAAgSBQAIBAECgAQCAIFAAgEAQKABAIAgUACASBAgAEgkABAAJBoAAAgSBQAIBAECgAQCAIFAAgEAQKABAIAgUACASBAgAEgkABAAJBoAAAgSBQAIBAECgAQCAIFAAgEAQKABDIpQR6a3S+/f3K1b5+ab75Qf/g423tys6qodwbk1c97Y+/lBn7y/kUxgVW5xyKpwtnPbjuQ1REYyZ031+G+FuM6jXL1MKFBdo0n9atVrpAW3nitE/PIARaETczhHMIVD+DPi9k69ky9XBpga4MuMIFOp04K84gBFoRN1NR6QXaffS0/rFmmZq4mkBViN3DGxnHCHTu7ECgF+VmtpOTC3R042jsdsaOa5apiusKtJdJYMQhUCiAm1nHSy7QVm+zDaZ0t7dmmaq4sED7P8OujwgUCqCL3//2RTXiUwv0/cXs0+xc+YtfWyutWaYurizQuxLo3eryvusXd224+234VGio+1xGRxc4UkxDw0V+oVa9N26DpktnilH5u2+5h/fsGNOWnaOfp1+8O2TmHGqgD2dtJF4LEbP0267M70NMjsV/m+LT6kWdCV31rRGWvhbcmmXq4soCnUpbTLuYYnH6e1x8CiUxCPXtf5oXqBqnGv6Wq1opahky6w8zy20VqL1Dds6hBvpw7lvJQllTiAwXS630O4H+x2YS6H/+IgNMLvdpSs4XupJuaasyeXOmAq5ZpjIuLNDeMq/yFz3kpgAUOpKhNEXYP5gVqD7O/6pWtVPUsiAv2G2f1txyGwVq75CTc6iBIZxVo1mGiBZEcprbn7yMouwF+hfiu1/8b1+MUJsJ3Ym7o8Ju05Yu1yxTGdcV6E0GWH8RHwr5Lq7GN+0LIUppwf7Pu7xIuwKdWixyWbGqnaJEpTA1rrzLLQjU0wfq7JCTc6iBMZynRrwsfjmOM00TbadSH9yqruj9b72AZYz4QlffmtWx1MeZeZlfs0xlXE2gJkPRqsumaIG0ssxFDCkLjsv1MecXqOpV7T7QVrVT1HOky292OWse6Cd9GUegzg45OYcauMnpwFOx9z9VnU/+1urxIH69N9pvS6FrbU3HK9Cny1TGpQUqp6tNjYy7vKYblhlDSdPlbU6gCjEmZLvXZhrUaU3TOWwRqL1Dbs6hBm6mMe9TxfOTuUA7aa0X6Gf5m2r7OLeJ+ATaum2g1pbjmmUq48ICFeWqD0yPfZJ343sZSlqgCV3OC3SYAKdFoZ2iQsiuS7yP+vnlNgjU2SE351ADsr53m+qQQpcyfkQXe6vHuppP4vw2YIeuszVzUWqgR2cgJ1P53jRL6QM3ol3Tyj/GpSeBSvcsTWNSptOj0EpRoaoNQ36eLaezIFBzh9ycQw3IcBaN+Lts0U/tDxGVqkWyLFB/6Gpbc/s39YHP7ve5ZSrmmgKdus4fxpC1FKhWVVXjkVrlbV6gemJGFJopKsakVLDOLbdBoM4OuTmHGpjCeWzETwLV5xavF+hs6Aq8I+xjxWIS6NwyFXNRgQ5X2yn6PE6ZwuJ1Sw1UrvXND25Hkp6ixhDd2nSmmeW2CdTpj0WgFaLCeWjE76uBLoWuXM6d4/npYQh0bpmKuapAVSve6USfGEJjqh+u6QNV94X4o1CmqNGt+apPqJ9ZblsT3jsqoOUTakCF89CId/tAxcj6KoE+C139LqOPNznxye7eXLNMXVxWoH3MTXMujTI2a43j+Pv4r1xOjmW31ui2ZtS73g5yUjS31t8cYt/8YS+3QaC+HbJzDhWghXPfiP9fnVH4Vir1uUDnQldjuvFEzC9uPbG0Zpm6uKxAVTeoczuxMe1D+W+SzzSbbrreik+MefHWPFAjRTNTv/irF/H1/HJbJtI7O+TmvAbaynvXnmI3qObngW4RqBW6GupJS7ep0W6zZpmquK5Ap0b80F6WY+B9ecsbeIZvPhl3Isl7N9RYU5/gdIdP22g3ffZJadOY9BR1huREmM0vtyxQY0q0u0NuzmsAgWoxMfZEOnciWQ2lhSb8XOhqDDOc1KXe68Y1y1TFhQU6NeL1OZZTCHrGI6fl/tGbZqqBP39T90pK9Ci0UjRQd9otLLcg0HH49LP2i7NDTs6hApzng8/eC79CoLOhqzHaUeELpTXL1MSFBaoa8fYzkFQQDJE3hZIIMvVMIxl1r3J0exLgP/4yqEyuaqVooCYELCy3INDpoq+u/s5DnZycw/kxw1k1nt2nMa2ZxjQXugaeN8s4rFmmHq4sUG0+vfVwbxmD9o3pg6KMp2qKZsr0yaiuVzkCqlY1UjQwuztnllsQqMyV9ou7Q27O4ezMv2DBfh7oqon0s6FrIK7Ncga9N5rWLFMLlxIoAMSjE+XTOUprljkzCBROgXWDqt5EBTgMBAqnAIFCiSBQOBPTTNl77fcIwilAoHAi7qrW+fVL3Z1rcAoQKJwHQ5rvL1UP78IpQKBwHj7ejAlf9IHC0SBQOA8IFAoDgcJ5+PpFu0HrXvcMbTgFCBROxE1J8+ONQSQ4HAQKJ0I92rT6R53DKUCgcCa0h/3gTzieAgTq3mEClZAiXIRC8+nz2EMICYkRHRHS2JkDqJejgysCRx9CiMSvfvUr57MI4bE/ib05OD4LkIYqiraKnYDHoxOo9QkChaKpomir2AnwgUChaGIW7fAoaOuRTFkm0hOfJ8eteUoQKBQNAoXjQaBwUqoo2ip2AnwgUCiaKoq2ip24IvM1TwkChaKpomir2IkrgkDh5KQr2v6lo5lel0t8VgsChaJJUbRt/zwm+6XNKSE+T8bzmqcEgULRxC/a8WEickQ+y9OYiM+TgUAPYqzWjGdl/ztPm9xL/KK9N30F9D6U0j1PFbSY+ITYINCotEqgbb5phjUTv2jboXhuQ9F8vGW5xBUTn7DMUPPcVAtCoPu3rR4o8PXLdLCHuk3XWsw0TFEt0Yt2fItHVzKfHtle6YFAT8Ig0NlakO/ZIQh075b1h7J8vMkW4dcvw1HnrY97SSTQj7fh0oZAYUTJca4W5H/+EgLdu+VG/ux4f5EVTqVS2EUigY4dobkucAi0LFwNTo+pm68FqVPdTCpCdvYnsTcHBwp0/Hfibewz6VT6/sIg0n6iF+34Url2bJe1DCJdD09VUo669x/N1YLk4gg0/oatR6x25+a9+VMGkWIQv2j7l8p1F7f+3Ggb7Q2dCUGgh6MJ01OV1OV4b/7cVwtSSxuliUBjbFhcz76OP/qek/t43G+8dWcnaeaBNr05++cy5RnjQ6AHY1Q63aqk8dvNXwtCoOk23JeLassPXSf38ahnGqSomARF2xt0HInPVTgI9GD0SqduQtF01z8SY0ZOLQiBptuw6lAZf2l7gY5VzxaB7qMK91SxE2dGr3Q+Eaj4xakFIdB0W1b9K8Nv/bF/fxkEmq+SUytVuKeKnTgxhvw8JvTJ0akFVTWI1Njkz8KUESVQ8bDz/vaWj7dheOLQvFVBksPXN+K78rnnmiRBDByD3es5CXSsebreVJ+4taCqpjGVJFAtB2Nn6K3vROnHeo/P3vlJcexaMYp0a/I8SwSBHoLPD6INPwjUGIWf5Cju7tVqQeIT/9l8UoHaOTgwC+b43kB/vMex3kYc+uOyd3YSHLt+8tIwG7Qro0Q9LMVc4K+M3q+mPpuZxqQKSj4rQdSCxK/TUs5GImR0fxJ7c3BwFsyTRRzufjrEJ/H1gXk7OfGP3TA0ME6n706WNPOYEGgBaO1y+auoeXpKRf3dT/301IKebGRXRvcnsTcHh2fBd67MjNvBFuIfuqGGIQTKrZz1op9+8rScRt2XrmmDNp1a0NOt7Mjp/iT25uD4LHhKBYFGIPqhk09jEt1bPEykViyBJmoKINB0INAIIFAIw5rvmagjBYGmA4FGIK1AacLXi2fCfNKt7EhjfxJ7c3B8Fnz4p97CFtL2gWZ6VgEBcARZTj8EmhDPfAnYSNJR+PcXXipXL80w4ROBrsnB8VnwwSyW/SSZB9p8HgTa8lrjmmlS9n2qjURIY38Se3NwfBb8YM+9JLsTaSDTwwaJgWPIcPohUCiaNEXbPp0gHRXis1oSCvTW5HpeLQFaL1UUbRU7cSbSjbrbJBFo23fQ3zK2kQjQakkwCp//CYPEZ2ZOLdD+TqjP/aPd+seZMMoJu0gwDzTTI5g0iM9qSSDQ8Y2x9+FRYXfm2e2AISgEClvIV/OUJBCofBxU31ISj9JLTZUByiSonhQT6bO/6O/aRZiRGgQqb5UbwpR7jcPRp+Ff16MJdvuW/WXTFy27o8h5tqQSaNdQen0g0D2oO9Gu/GDJFE14HeKzBvSaZ95zJZVAx45QHtYQjvk0rsu26BEoPMcSqPiZY8vxBTreZdyOkZmpv6nGADUE+lDtkuH52tfRaBU7WsVOnACjhnFWgQ4vEnl/GczZjvXQ5NQYoPbD8MZaqN2ir3HPDarYwSp2okRkzdN7TmQ56onmgQ4vPewbS3luRaoxQC2B6v80F+oXrWLvqtiJEpGvJ9bOhPMLdDDoOBKfa7SzygDVBpEetkWFRKdqab1UsXdV7ESZaHWIagSanyoDVHWGO+7UJGrufH0V0ip2p4qdKIqu5mm3wvQxgmEZBLo+B8dnIT52eBgteDU2r+19jQ37Kvajip0ogzG2xXM+xzhXFQmjCnraQaQDqDRAtW4dPT4e6wRah0bPvwePSnaiBOzgrkyg1hS7AebZ7cfQ4aJAPSNMJz82J8/+SBU7UQLN+IqOOXtOAs0X+EUJNHj96gPUufDqXaN6p7k90en080ZPm3GdKnbiMLRw/pV4x1GjVyHMKoVcPlvmIqSxPwlB2zj4BeosFi0LBTMZsdFcaVdA1cVYC7MTH6jz5dhDFTtxCK4QVMVB79pSVYrMR7ssgfYPwVt17+clBSrQ99ov0KYxx5kac7UD876dk2XXTxU7kR3zBG8au+WlCdSqKmTNZIQ09icxcQ+ae3+xAJ25eswKVK4kl7JSyb8DGygpe3QxZcMM73HU/eERaDMJ9KBwTi3Qjz/bOIh0C7n784IB6osXdSHWOoWUOI3BSVcF2XdhFSnypfcUbRrkpIspC/pxG/8fpy1NVc6p8qmC+qhjnEKgxoV66yi8eJDoxhwQoD3yeq0aPEqgcoxSHixjoYJP9fgZMuuR2+KTLqb0mMet0QJUVUG1bw8+wAkEagbo5tcnvL9sr4ISoAPOaWu04G2BTv/rV/Hizvb4ubnteUIDXUyJMdWoT5i35FnI5SmBQIcHfg8vQxLPZEoPASpYLVD1zRSCjSHYUoiem6AmjoIuplR4xOgTaDHqlLmOkIbxVxegn+XLkD7eeJxdbmYu0CraXIFqXfKPhYN5SMRG3+LOl8rRxZQGT9RO/2oj8MW1k+ILVL4Taehc4q2cB2FetcUn4hv5rylQu40/m2LeY12aQOliSoGv5ukItMiHj6US6KMdwoy3ch6PZb4dAl34NhkpmvB5HlKrQXwu4lQ7taa7r2paEskEehuu85keCVrYQS0NXwBqY5qNbNQ/Eehj4VtnK/HyHislyT37SzmJz2X0Frs7LaRgez7S9IEOdc/bcJ1HoAVhBKDWKpICXVSkvuZs4gmiPkHR5nrRjIL4XEKrapqDRqVKUyfBKHw7qHN8Hydv5SwVN0SbVRXQpRb+VI+QQo5wKqToA9XhAn8wenR4BHp09p6RQKDvL71Bh66mnVNG1ueg+ONcIHN+CxXo1CUwDerPb8Pc/nIuA3ZtCQRaFo0KFO0KfAp59iQQqJipfM8XnwToTlZc9Z8IdBqUanSTyg4to6fVu8nZjVdRtFXsRAJUmZtPmD+LPR9pBNrVQfsBpP5Sn6UBT4BGYjFwlweRHIE2WlX0oYaodIHOWtS32VNTxU7Ewlfi52u6S5IINDvnOd7nRQb1VoE22j8Py8NmBbXxTfSromir2IldzDY4vIPuR+d2AwgU1rEc3lsFatRN5QqPXALtX7zd5Opfelw7PhfUqQtUb8+fCQQKa1kMb3sQqdE/WBBoo1ZqHh6Dpiha9VS6PI9quGp8Pq92DnccrRxOLJP4AmWU85JIB04ngtv1WYpAW/lEpTaXQS8Vn/PKNPtrpEDVw+nOCAKFKHjPmYf2098FeoBA72oe/fvLvvvi13Kh+JzR5ywP9e/RWQ8iaRP+/SVTL9NJD35d+E4MW6j6KPzDrKBmE2irSZOH3cTmWQyMeO91PzrrQaTtAxX3xSfnpAe/cmaqHNOXdgU1zyCSEZOZAvRC8Smk+KQm6gr06HyHkngQ6cYVHryVDL9cEejJcfzpFvTD/XniA5RYoJmefHPe439h5usn5lKRN4tAU/JEoP6HhVADnQWBwlMWzyT6QE+FI1CTGYEenesdJBZom+dmzlMXASzBKPypeCLQmtQ5klagu16AuCUHJy2IP7gcnaWsrNj/lPNAb8wDjY7foPbL4eoh9TzQa43Ce4Swi6P3J5h4u5yiaLkTKR2zTfejM5aIxAJNFaBOCf3ud+MX+X6O5/vOn2vTzbhfe37G2H/7Zwr3iHvhMz0r7PICPTpPKUncB5oK15/jCRfz53ie/+4PG39GzEfq9IN+5j4ONZx+dTvEwqp6Hp2dxJxUoHYOImbB1670Em+Tu/IULaEYxN/1KtxTxU6EUG/TXVKnQDc2HLLZYDepBfiU7Huczj23JtMQ54UFWj81CnRN50tJjthF6QLcS5JBpH4e0y3jKBICrZaoArUexDRwwER6aU7908q0ch3iu6cfQfrcx+q3v+/+YR5oCupvukvqFOjjec3MX0G9xMDhqUg1kf7eWzTZnUiXGoj2gEA3pWH9PU1Uvh/SRBr/mK9k+iqo0zdXm4VRPKlu5bwNl/aPtzRTmYihq5BAoNr9711rKX8TSf3h3zn5qVeg8n/ivxASPUyki8xPDx4mEpvr1Dwl8QVqSPP9Jf+98E8EuvC1eiKlZk7vw7bG73BrehIJ9ONtaCUh0LiMt2wenYucpLgT6eDHhQULVD2MchKnX6C09PORSKDiiSJHXOAr5oInQ4UCXWijm5/OClTVLv0GbeRS8oceNteLoaREP45fv/TqbMd+ppbH2UVhbLpr58DB+clHiib89LSw/kJ/wBV+fpTI/HSHQMVmJoFOf1IvjUz8I3jrYvL9ZTBn22ixmpDqw6AXqBbz1e+vIsEg0k1J85h5dk/sNVtBXStQo5kvPaoE6oxDRdnFq5JmHmjTm7OfdZfnVqSqY8DXmVX1DhskEOg4UbnnsOctLnprvoKqnCi1+VygalO6cR96k37fvl2cBIevD9BxJD7TS2PrjQHnCfMPBBqQhvW3eFhYT4nPW5yvGmrVx+n/hRa8R6D6OJT1JvQN+QBFFUenip2w6SPXJ1DfsGu9pBDopNBM+ty8F3PWchsjewSq//Z8W5t24ELEPzJtrnqnop7i9ZwizvmCQLemsT+JvTmIlYX5uHA3p8WLtu4Ggdqbe8xs7tJEPxi5+uV1KilRFarel8M9pn8q2d81INC5FBcqh4027G4OIm0R6GOqwT5cmTJLX4BAS8B2ZS9QtxGFQAPT2J/E3hzkzYLn4qsqpNMgkszVTG+B/Y+MPtumFzdpgiZ8vq4lybnLzw335xyd52xEFah8RJhOnbfKaWozw0ZZUIbRcgV0qs3a/xsdqxcLSp0Eu33L9KpDxZnLzgxwY77n5e35QKBxtq7Cxo2ktQJtpjqrav1PHQNXDM2RFE34i8XnPpopBB/j2zURqA5N+Nisi6cnAlVr6f0BxnBVhl0pAQR6IFMEy//WcHSm84JA07EYTsqbD7vXVBdoM4lT+1qL6+oDtor9O+VOWFrEnl6KEmjwE+1PWHCNGisyuz9dgVoNe/ndNcK2ip072U446pSPqVMVUa9Pj873ESQUaMBbD9tLCdSMPY9JHzMCVSnoSR2wExmoYr9OtROOFkeBLrXhj87ygSQRaPhbD+9N0OObTlmEvkCUvmyUJR+WQNW+Gl2itQZy4p36+DP6QA1sdYqQw54zJBDorrce3oMekHPuUlRVUDcwpxqo1leqVjN/sZr2eXciFQn2w+gpYhCpx38xf4x3HKHOBRIIdN9bD28hj2ispCy1yLRD2W3Bzwi0tiCPvwdmTzuvNfbqU2jTc8vm0ZktjAQC3ffWQ/G2r405qLBYHZPOCVRFtTkuVUfIx8/+EJnDlV08Vjk9hZeBZkxLoPanR+e0POILdO9bD99fVlRB3etlvdi7qetSfq8+UU1+tfiZj1D0jI8vPRyv7B9vPJFejUFqcTa8osPo+jw6l6WSSqCJ33p4JYH26Puo1TyNnyritT88w/3nInqO5QV+CMztXUxBFHzYrUqn6HTXHxaixRQ4pBIobz1Mhlsj9Qm00X87sUMTCXScKbKxi6nGecrSkZpAvRydz1KJL1DeepgcEdF2dOsteEOg4g/zftCTkEqgt6GnfuNbPaqap2xWPccf3ud8Fpn7UkgwiMRbD7MxRb/4yydQJU6p3SNzvJkEfaBDTN6GLqatr0WqZ56y40i/QI/OZvEkEGictx6uGkuacnDpgjbCXXlTb8HrzftzHaz4uW2HoBw7lzZ3MdUxT9msd5otd2M2HTwjgUDjvPUQgW7AaMdrZ8H4wWNRoIWfKvHz1rWOXocgfQ2ZM3f6ecpuvbP/x2m6H53Ns5BCoFFAoGE4Z8GyQIs/YxJk7DbUIu/DXm++xJ90nrLdYpeBICxqNd2Pzu2JQKDV4Z4r05niFaj4eUxmn5IiY+8v/QBS38MU0KF5xnnKc/J8PKYqaClZPRtpBNo34rswu++Yw4RAd6Ops9EHk8xltJ8lnj/FZWgV5QlUTZiXXeTTp1qHOWwliUCH2R6d/247bjVGoLHQzmJPBdRdqqyDWVZuAsm8E8aVcypS1eP5kJdTo+meNYvVkEKg/eSlYbJIVxENHkZCoPGYrw1ZArU+K4EkuYnQQtpEpkOqG9PDQ6t4it8mgWbJX40kEOi9t6aYbdeGz2PalAMC4Akz9QxToPZnJZAiNzFaSJvIckitS6T0pBw9dAR62nsriiKBQIenMQmBcitn2RgCdT8sgASZqbSFZLUgZgXa/2NPmM+QvUqJL1D5sAZxrzEPrC0aVe28jEDjtJBKFKj4oc1e0+df6GPuxuuJM+StXhDotVHVlssINE4LqTiBWpdCXaBTFdTTKwr7SCxQmvCF4zudijqa0TMT6QJfkkCN8vMLVMCoe2wS94HeeBpT6WijDvKDZ0vmBIE+T9xQ4iqBJszOxUg7Cv/+wjtnToM1COH5+oiqS1qBnrgJr1349B/W39pCVDxTkGYeaPN5CNB282uNQ3NAWOznyTn2xK+pSNsHGt5COligWmHZLQefQIdXdEACUghUe+5sHn8i0Dgs1lAOmiaadBT+vC0kq8Fuf2SDQFORRKBSoblu9ECg6TlqjCnJPNDzt5A8088sZ8rrIe32pCQSaGaIkORUJNAKWkgzN0A4rqTmmRoECquoSaDnbyHNCNRZDoGmJrVAb0ykr4O6BJqZtAI9pnMaBmILdHgh0tQw+ngLv9l4Uw6IneRUM4h0AIkF6pkeQc0zE5EFOr4nQb425tYEvDMhKAc1nGWFU8k0pqHxnucZTIpIO9G41U3j/ky1JE33XMQV6PtLL8yu3tn3LvWvTMjUzYRA03PQVOy4mxMX+Hy9nyNRdsIoAONyxkD7ccQV6G2scHbq/NzLNNulnvDJwSHnadQtjhf4/kem4XdBLIGqxA66nIFNVIFObyxsm0+9P887ygmlELVoxQV+221EEYgkUOOn15403XMTVaBdzXN8vOK9+W/+hyblw+idWy3SbQoOJWbRDu+CN37JRJSzbM00CASam9gCHdvsdzWQlAYEWjjRCiVm0U7x2TeR4iX7nGwChdykEajoa8oGIVUWES9saQR6yzuMlFyg1DyPIplAT9dEgnhEnPKEQJ00EGhBpBLoCTvpIRoRJ90jUDsRgr0kEChEJ2Z3HQJVibjVemqeR4NAYQf6zRLtdBMvArWIP5FegECPBoFCOMPNEuPtusNDEIRMEahF/Fs5oRAQKAQzTqccb58Qz3kfBg8RqEX0+KTmWQqxBerAw0Tq5eNt0NDwmrZWvKRtaMSXO4iUKT5Tz1NGoKWAQGEvX790hXwbKneTQEudxnRSgfr7muF4Uj9QOQ8I9Eg+3j716hyb8EMbudCJ9IcRshP64VN9zb/6X7S+ZjgeBAp7GSuf45Pi5OO3orVbqyja7TthXIJUX/OvfvU/a33NcDwIFHZyH0/m8TVD0duWVRRtkEDVmrN9zXA4CBT2cRulOT6eI/5DOqoo2hCBumu6fc1wOAgUdnEb65+ikjS8bj0qVRTt5p2wJ4INo+5uXzMcDgKFPbTTzN+xSnRDoB7iCNTX1wwHg0BhB9KfnUCpgdcaBJAAACAASURBVM6zW6A9afuaIQwECuHcppqQeJtLG31+TRVFGyzQruYpV03c1wxhIFAIZpqY/s0Pcqpi9Ft4qyja4EEkdcdR6r5mCKNYgW56f3cVZ9n5kC8JVk8TiT+/u4qi3TmN6ZGhrxnCKE2gfaVmfLX8lhsuqjjLrs3czPsqinbzTvRNd/1ervR9zRBGYQK9i3ZgO1RqOo2u6+qp4iy7MvP3flZRtMECFX9m6GuGMMoS6PtLHym35k9exmc8rJ3vVsVZdmXmnz5SRdHu3Ikcfc0QRlkCbaeZGuJW3/u6KmgVZ9mVmX/+XRVFu3on/I+py9HXDGEUJVDZs6Oexzzc/rsiBzWcZRdm4QnMaYu2Lexxizzn82wUJVCpy483BHopECiclCIFqsYYEWhlDA3Qz/avhwk0E093gprnWSlKoO7kDDFr42kOajjLroAYDnlVvxqvAEGgcDKKEqi8XU3RrntwbBVn2RUYCnjs4m7FfF/xCPvx+6sPIsHZKEug3fmk1zjfX+aGGxubaFmAhAxPtBynNYrOmacvUaqiaOd3gprnySlLoL0yVSu+nX/lFwI9M71AhTmFUvNMpI/5Urk4txr3TXd/tzCcg8IE2gWmiujb6he/INAzce/bFaZA89zKGUGg8W81nukWhnNQnEDDcnB8FmAlt1E74rFCasrvDAmKdrpP475ZVpFuNTZv0/R3C8MpQKCQl5uouA23c3dt1uwCvata59ZXY8S51bg7AOJe98dCtzCcgmIF+rRqYuQAgZ4JUeka2sB/kVughvRWTpOTxLnVeBSo+anbLQynAIFCdkZF9D1+n/Q+by/Ri9a4N2PljRqCSLcae+ZsebuF4QQgUMiPsqboCp2nJIHuv9W4r3m6dw1s7BaGgkCgkA+hiF47X78Mv96fzbRI0ITXAuu+6blG+281nhXolm5hKAgEChkZOxGHPtDh1/tTWcQv2puS5sYR7zi3GnvvW93SLQwFgUAhI2KmY28d8WTgZ1N94xdtP1t91OZt6zSm4FuN9XvdvQLd0i0MBYFAISfDvTajhXpbPC/jBEU75KEJmbMefKux8bAQ743/G7qFoSCKFei2HByfBUhDkqIVCt0+3zLKrcbyz+FHQLcwFAQChaIprWgj3GpsanV7tzAUBAKFoqmiaJdu5dzeLQwFUYtAoVoix4rRxbhtGlMwRx9CSEiE8NifxN4cQL1EjhVLoKEj3hsHOaFawuLHCI/9SZRGuoZjwiYpmV6DIdDwl8rlvF8o0TE6V7Jny+6WLBydgfjgokwp543fm1t/CH3yEQLNnOzZsrslC0dnID64KFPKeeNXmwEqCO4CRaCZkz1bdrdk4egMxAcXZUr54CZ8OAg0c7Jny+6WLBydgfjgokwpI9AVnEsdCHRzFo7OQHxwUaaUS4jfIBBo5mTPlt0tWTg6A/HBRZlSzh6/cubnMGn9JC8fOpc6EOjmLBydgfjgokwpZ47ffhRpEGi7cwwpK+dSBwLdnIWjMxAfXJQp5czx24pa5324YbKrhZ7i/W3nUgcC3ZyFozMQH1yUKeW88Tu+VXOoiJ7p7RnnUgcC3ZyFozMQH1yUKeXcE+nHNvvH2/jEjk6kZ6iCnksdCHRzFo7OQHxwUaaUs8Zv58vxSUd39Uz6M/SCnksdCHRzFo7OQHxwUaaUs8bv9Aqkm3zmZvjDRHJyLnUg0M1ZODoD8cFFmVI+RqCtrHgi0NMke7bsbsnC0RmIDy7KlPIhAu1+iq5PBHqaZM+W3S1ZODoD8cFFmVI+pA/0/UU+9Z0+0NMke7bsbsnC0RkAWEU71jynLtCTjMJD3SBQOAdji73Tpmi4y3mhAAeCQOEcjBPob/K9bcqkAMeBQOEkiPdequeJUAGFw0GgcBr6p4gM9c/hdcL4E44HgcL5YAAJCgGBAgAEgkABAAJBoAAAgSBQAIBAECgAQCAIFAAgEAQKABAIAgUACASBAgAEgkABAAJBoAAAgSBQAIBAECgAQCAIFAAgEAQKABBIlQK9D48uT/TA3a9for9KYng+cKoXVCTI70DSg1wT6Q5U5KJNGIYpgrCMAKxQoF+/NI328ofY3KLH2E3kN00sxM9vT+KDXA8pD1Tcok0ZhvGDsJQArFCg7fjehy4eUjy1/Bb9In0fMtoFhHhfb1zi53cg7UGuiIQHKm7RpgzDBEFYSgDWJ9Dpdbe3FKHQRm/lyNdTpHlNRfz8DqQ9yBWR8EDFLdqUYZggCIsJwPoEepOV+o838QbcePTvgvzTyLEwhcI9vulS5Hcg5UGuimQHKnbRpgvDJEFYTADWJ9BWXkG7a2nkQ9v3sn+OHWBT91CXeuTupyT5HUh4kOsi1YGKXrTJwjBNEBYTgPUJdCL+tenj7VP8K3Qrr6UphJ8gv/YmEOgqIh+o6EWbLAwTB+HRAVixQG9pBhQjx4Lqc0r0rt60Ak10kOsjxYGKWLSJwzBdEB4dgPUKtLs0JZnhkEygqlkSlaQCTXWQqyPJgUoi0CRhmCwIDw/AagXazxNLcmmKL1DZBDmfQJMd5NpIc6DiCjRlGKYKwuMDsFaB9kc2Td8IAp1Id5ArI9GBurxACwjASgXaD/0lmmBLE16S8CDXRaoDdfUmfAkBWItA+8lmHWJSbf9XrCNrpswg0kTMg1wZiaIxYSiecRCpiACsUqD9H9Fq9okFmnIa00AqgUY9yJWRKBpThmLaMEwRhGUEYC0C1bknfUjLiSbSDyQSaNqDXBEJD9QpJtIPJAjCQgKwQoH2V6aERzZ2LLy/iBpFMtOlSDbxQa6HlAcqZtGmDcP4iZYSgPUJdLh1LGH6sWMh7cNEEp0QqQ9yNSQ9UDGLNm0YRg/CYgKwPoHeEveMRI+F+/BMw1SPs0sj0NQHuRqSHqioRZs0DKMHYTEBWJ1Ah8dqS84xqp32gcopBJr8INdC2gMVt2hThmHsICwnAKsTqBipPJNAx3BIdUdaqgHQMuK3cNIeqMhFmzAM4w8clBKA1QkUACAXCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgWp8vDWSb3+/ao1784tfPx7vL81nz5f/8oena65hJnWokLYxeI1W+EMsrkjMs8jXLyIv+zddYSgjUA1NoCsDZkGgt+YbBArbSCRQEYshAtXOiSCFGpuuMJQRqEYXLCJI+qvumqJe0CAChUC02Igq0BXY2+v+bj71v/Qi/bR30xWGMgLVUALtf10TLggU4lOOQLvTYFrzHmRQBHohNIGujDkECvEpR6CtvuJtdcjObbrCUEagGrpAhyB+f/nmh75b6vNDdAapCLp1f33zg9UHep+6iu5jt9Hnx/KaI1+/TNf2dhy+GvvCxtCzuo+mFc1k+7bWjp5+KAhLoMMozjSqaUXTUO7iz5lwnWLRE6c9brBpiWt/iTB1I9FOYNj2kGFr09Oq9cQuAtXwCfSfiNCQ3ftjIMuu9V/qAhXDlcMimkCX1pw2Ji7T3befp5XF+jMCNZO9ib/W1jSgYEyB/tIoWbPYpz8/jQt7w9UWqB6n/mCTWDXXMUztSHQSEBnuv5wRaEWxi0A1nCZ8f2nsPvnXQyH3X8l+oLYR8aALdPzwLq6lMvgW11QbljHZrdT9JS/fKmDtsDWT7b59HX+EdPRDWZgCHYLgJsLHjaZP6sdsuJqj8EaceoNNoLWMZGbcSHQTsDLsjsLXFLsIVMMZROoKdbxIWkFzF43z7mMlUBEIMmTsqSPeNSWtCJ7h53Tdv5mp6+lYf96mi/kpL+NgYAp0LNHWV/uTIacixRuujsW0OPUGm6ATqNGuHs8PJ/TsBPQM+wRaVewiUA0lUGVGGaCyD2pQXKtaUCrqZABMl1kRQEtrSkQbfqqJyk9nBWole87gAz+mQF/FZ6Pu/MU+qc0brqbFrDg1N2p8qLfIekahun2gVgJ6hn0CrSp2EaiGMZFe7xHSLsV96aumjR51rdkEGePiyZralsdGjTlkOStQK9mhr+mcnfDg4huF9xW7Pfg4E66WxVpfU9nqjRrZIlAngZnK7+fKYheBamgCHWNMRoNh1m9+UIGlCdTuMBoj58maE2PNtFXbVR3xPoFaycpu+ZU3oELZzArUKnZbRTPhalrMjlNfsAlWNeHnEpgVaF2xi0A17Cvuc4G+v+gCNVZ+ItBxzQl5fmiDlL/49XwT3gnCaSy0tnl2V2StQLV4lWOeqwRqxKkv2ASrBpHmElgv0FPHLgLVWBLoq3c5U6D+GujSmhNDWE/dRtMMkwWBuq2e+2mjEAyWBKoX+0IN1IyOhRqoN9is9cx8Ob3x/gSWBFpR7CJQjVmBWkG33Acqvp36QJfWVPRnQDtsXi0zPwrvtMMeMtWzNoVAsdQH6o8mpw/UjA5vH+iwlD/YJOZf3bJ9cM1l6bZSoHXFLgLVmBWoeUubNo7oG4UXqYg/l9fUN/XNv3kbPppy0UWaR6DjimayehSfeUgTBmYF6kaTPQrvDVf/KPywjj/YJmRCw6RRMX3TjMTZBGYFWlfsIlCNeYFOs3zH4pZzNdbNA11YU9F9/ctRrlNE3fVuefl0k+6n+FBPdoq99oxXcTCZF+hMNNm1P2uxhXmg/mCbkA8TEf2WQ2yZkTibwLxAq4pdBKoxL9C+p7wvXaGv/s9XZ+qGeSeSdsvl/Joa/Q1tr3Jbrw/ROf9ZT11f0UxWBvrtlP1IYDIvUE80mXci+cNVrOyLU3+wTbzLx9lpEWtG4lwCd8+mVQaqiV0EqrEgUPWoW9nLNDB7L7yY3PH6ZE1zW+ITOUz5i7960RpmYrLIN//Kuhd+THa6IfmMt8OByYJArWK374WfCVcRi7449QebQi6sxsytSJxLQJlTbVp+WVHsIlCNJYGKsJnK+N7MPY3ps7bE65M1dbQWzBBgr6qdptT7SZ1dZrJjoJ+wEwkclgRqR9Pwpyj2+XC96wK14tQbbBpSoZ9vcktWJPoTkN/qm9b7GCqJXQQKAOu4nfiWoUQgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAdd5fmp5vf792ha9fmm9+eLLMvWled+ar4+Mv124PCufW6KwONqfsP97WrhwtbOLEck0gUMVdRfXacMsm0HZMA4FWgCnQpvm0bjUEWiIIdOKuB/Uvfr1qnVwClWkg0AqwBboyPBBoiXTFd3QWCqELR6nN2+qWVW6BQgXc9MK8b2jvWCDQAkCgkpvWlur7Qj+vWQmBwmYMgQ4X7rCyRaAFIAVqtyoGDs5bXlq92X5b2TOFQGEzpkBXx5oDAi2ARYFeyqCGQLsqqAzquzVU2up9pFpkjl2onnqrN+icpZc2I3tnP89ub/z8tm0KARyDJdB7Y8aaFhV3fZBJlX1fae0+FQLtPpeR24WtLP6ZMDVSFHTpTHqVv/uWezyPZV9S1l61XRbvU9aMbMpd++YH7dowe16VwcUsuYC/IiAmNk0lqAYAhgKeInNazr3Se4JuCBN96eXNeARqpdB//n9ZaUChWAJtZeDZMTT9bQ0giuD49j/NC3QmTK0UtQzJmBmDdWY5byybuXaScvaqE+h/lNK0sqk++EdSoAvnVRkgUElfVM7Y++Qp8ZU+gNpHhxuZbkm7QadStXXo34wrUDuF7nPFyhkEcBCmQPvQeZW/6GWqlfEgJVn2U3D8g1mBzoSpnaKWBVl3GNphc8v5YtnKtZ2Ue2a0zZ8MH31ys2lMhBl2ZOm8KoMGgUpaj37aMYT6iOrjYurw738RwdsXbO+vYb1749Zj3aBrRcDc5NLPNuNMY7JTGAX6WXxCN1XRGAK96ddAI4Zu2hdarMmYmPp8XIHOhamdokSlMDad55bzxLKdazsp98xopRzdbPY/+w3ruzZ/XpUBAlWoC6K82nUlOoaD+EV1V3WhKswpSlwE2rSGwgm6bl2xjPjt6WZsgTop9JEmMh08JgGZcOaBDrU8J4ZaWf1TV2lhQdW69Qt0LkztFPUcjSE6xtnscm4sO7m2knLPjHb6xMmms2uL51UZLAi0LbXWnI7WbEBoRXyzGjOih3yKzKl03fqm84mmuJuMsuXN2AJ1UugFKjaiDSRAkdgCHUvciaGbVf0by17T5W1OoAozTO0U9cXGL1opwZkQcmLZybWVlHtmtJ4Wkshmq48B9KksnldlgEAtZDeM3SVuMLSYVWTq80m0TiCVoh10U6rj0k83YwvUSWHpJILCuHn06Ymhu/G9FmvayOOyQK0wdVJUCFN1iffBO7+cHcueyDeS8n5vJyyz6eza8nlVBjThPQwRrgWDjurnNgSq8+3vpw9Eg9wIOi3gRaA83YwlUDcFBHoiplbuTbOUE0Nae2hc2rlYL01j8oWpk6LiPnWpD/l5ttyEJ9dGUt690oLdyKaza561iwOBerk1dgNkRBsV1CJT/3SVQPW5cj6B2ptxBWqlgEBPxE3vbtG6AR1ZqKqqGkrXindeoP4wdVJUTFGkOtK9y9mx7Mm1kZTn+9a4+OvZdHbNd0xKA4FK3l/0lsXY0LDNJsU4zPQ1BOp0PS0K9EkN1NkMNdCa0Ebh75Oi/MU2BdLrlhroTJg6KWoMIag3k/3LeQTq5FpPyvO9CnY7m86unSGUEajAvb/us9s5Ked3WL3z+v0XLkt9oPfG1wfqbGahD/Te0Ad6MvRQm1rx8zE0eGaq1K3pA50JUydFjW7NV98QprWcpwnv5FpPyvO9EqidTV8faPHDMJNArf6GqfZ/Fe7m7rbufKJPeqje9bZR3ws+f/vP0ih8a43Cz2xmYRS+lbUTBHoWdIFO88+cGDJrjVPHjbacHCw3lGQ2R+wwNVM0t/btf/5i3V7nLudpTTmRbyVlfz/l1smms2vL51UZIFDBNGd94D7dVyHKePCUMUvYmh8ij9WKaUzOLM6nm1kzD/RyAj3tLBGjsTN1gzoxpOb76AJVc4ymiJ3uBRWfzIapnaKZqV/81Yv4en45X2XAiXw9Kfd7j0BlNp1dWzyvysBuwk/H7n61+djDgKAKxPEwiFuE+p8iAuX0pkaKS94dMo1fPp1Ib9xHJE+Bxc1MM4r14VQ9BQR6IszeItmId2JouvtG3KCmxdo0PjONNfUJTjfwzIWpnaLOkJyIofnlnFj2Rb6elPu9qi872XR2bfG8KgNLoHcVlN1BL736HBdzep6mUtWZrt+rq0em8YVn6odVq1+4F96/GTEeuXgv/OUEelpMgU6NeCeG1G0dRkfmtJx84oYKhj9/Mx4+44SplaKBusVyYTk3ln2Rryfl2Sut4W6FuXMv/NJ5VQaNIVBDmu8vFzsRfaVlDUZOkfWPvwyXxqm7aPb5Nb6gc5/G9GQz4l73V7U992lMCPQsWOOVUyPejqGx0Ce7TGUvAko+jUlF2Kscx54LUytFAzUhYGE5Tyx7Il9Pyvlem3LihPnC05gK9acl0I837YJj/HENpJb0qvddF50o0GngR+tvH8ve0+3hCTrPUw4XNyNC+pO+PSMFBHoiLIFq8+ntGBLxaN+YLoJBm/bTjq77ML3jCVMjRQOzu3NmOW8sO5Fv9Zya3+tz9pwwH7f7zQ/ahKrZ86oMECgAFEapN266NFYT3rjNipoMlMLVZ4lcATW92ffEkTIxBdrVlydpdhF7rUEkKBkEWj/TUHuxY+4ulkDV1FUeKwkFct1pdhdAv/f9JBVQZx6oGn8jPqE4rjzN7gLcT+dPz73wQqHoE4rj2tPsrkB7Nvm4AgUoFWaJQGEgUDgPCBQKA4HCeWCaHRRGoz2NSXuSOtNEoESYZgdlgUDhRDDNDsqCJjycCabZQVEUIFD3DhOohBThkn2a3bGHEBISJzoipLIzB1ArB8dWDI4+hJCQKOHh+1g+5DoDVZxlV+DW1/reX8bXPY/vABOjOHOxWEXRujvxu98dkQ+IThKBtv0JkvMZfFWcZRfg6xfx/oXPcgbm+8sQIfPX8yqKFoFWSwKBjqOcckQ+yzSRKs6y69ALVJhTKFWGUFqBHjZLBIFWSwKB3uXrrD73/2apgiLQMzHMXrcFOn51GYFCJSQQaDvUOm/i1WdZ7vQgQM/DTb4scYiMsT9UlZ9TklUUbRU7AT7iC3Ts3Ora8Z8e2e41JkDPg3yLcqu9fhyBwklJJdCuofT6QKDgQ4zF9y3ob/8CgcKJSSXQu3wXOU14sBk7PvvOyE+Ptv/1EIEyzQ72E1+g49Nu2rF3vmUQCVzaqV0iukLzDCJNmz9+mh2j8JWQYBCpf9qNeKVom+m9Tgj0HAhd9o2Ur1+GX+9jJTDPNKaRIqbZIdBKSDQPdHgjXt9Gy9NGQqAnoR0CYugDHX4VPT1ZJ9IXMc0OgVZCijuReoOOI/G5nmWHQE+CmITZVz7F6xPlFTbfrZxMs4N4JLwXPiOHZwBWMjRPxlpfL9PnPTzRi5ZpditY/ZSMsSd5uCQNF8fN16OPt3M/0hqBQtEkEijT7BbY8KShdhKoaFFsPJ76O1IjPdsoL2kE2tczusrFPdcLZ8533GEliQTKNLsF5of0xLfTF2IocPitvyKJiv1q1NsBtli7JNI8jUmMIt2aTK+cOdlBh/VEL1qm2S0wCmx+UpntuY83efy0CRbrN3dvmj/VBDq70YJJIdB+8tIQpt31Jc8w0skOOqwnftEWMc2uyFF4pxLoOfim595frGk2mwaO+4VvSqCz2yyZJE9j6o6heHlsm2ce08kOOqwnzTzQw6fZlSpQ7cdjRqD6z3vz52/GyJGqkq5ECnThZrSiSfU0JiFQ+phgHwmKtoRpdoUKVPyYF6jluZv9TMDb1k47BDr3NKZBoIxywj6qKNpz7ISqXK65s7b/bRw50m5HuD+t0t8twyJQBHph9Ll/bZJby6so2nPshFbxnB3P8XpuqsrfngaAc/MsAl0UKE34qtHm/ok3BUcv7iRFyzQ7H8EClQ+HuT3vUm7VxJxxtIpBpMU+0OeXpCgUc9C1GzOmJwfXiz73TwwdylMo2oS+FEWbfppdY5NmM3HRBTqbbZ/nRA20fX4079O0JbUNpjHNj8J3NZRrvVRO3Zghfs01THEI+ty/VrQ4nrxkczMJijbDNLtTCtToBJ3Ls+G5KQDGVww8Pdc/3j6pJrtMh4n09j731fQhQNsrvNZYL3N1Y8bYsa5qZDUzVEDGE0MJ9DH+3J14/KItYppdoaPwz4vN9Jx8MMvruvH3Vs37VLLmVk5nt9vpIOfx54ECNesZahacaNVk6gM+lmGv31/GJvxwOkTsz4pftEVMsytVoCsqgfoCohO8O4jTy04X6vTvL5+lZ6cUbudzpkESgUqFpgvOYppIzTT32MzI5gnFJ2Y8J+5T50XUEdXoRVvGLJEiBRpQCRzGDsepTE8FOrTPEKgvjezHoCCBWtl5k0+7fO2vzheof8q5f61qciBQi5NLIhK38U0q0a+xh5JiFD7/wMlhhaDu3dDpDkA/3PikQVMJYqJFK24u7/89j0CZZpeP8b55BOpLw5wHmukRTEYOcm/R3HDTDAfh61gZ7seP7mPtM9M0rgMRc//EeOzopaIFeulpdkdyMxr5J5326YBAI2y4aRr1WzMMIN3HMMnURDwOOXdFDL+PzbSyB5GuPM3uSGyBnnLap0OSifTZa13HC1QfTOo7MeTtwQf0Z+Rkmvsn2sKiYhfx7EgyD/RK0+wK4+ZMpD84QztJMYh0y97zd/AgkoqD4be+BipqZPke+HMIau6feBR524jXvEc7O5LdiaTGvNJzmlH49KiQqcCej0RNeGtAJT0HT2OSodDv+qOfDdq/cVyM8tY8Dq/P/RMzAuUDiqOdHWmKNvU0OwsEOrH5eXeFg0D3blmva42doeLGjP70rOMqO4cx92+YERhfSVUcPgRaLSedB+rk4MhtO/QaEU8nqqKf50gSjMJfaJodpAaBxtm+V8JaZQAAIABJREFUpNemuL36pvWMHpi3k5NgHuiFZolAahBorBx4apu1zHU7EgRaPlduZCHQaDhhVM3dFkeSYiL9dabZ5eDaHVUINB21CfSQkyTBFq80zS4D1+6oQqDpqEugB1U0UjThC5glknYUPmsxXbujCoGmozqBip+ZNxs5wfoFmvdSV1eUbwaBJqSqa/NBO1PVsVPkEWiOMxOBRkjj6CN3eAb81NQ7dNR5UsOxy37IptvjMjgUgUZI4+gjd3gG/NQ0PolAd5B1J0S85aqHItAIaRx95A7PwByV2POBQHeRW6Bim3kcWlVH1WYQKKwCge7gAIFarfikAq2no2o7SQTaahe+yh8mch0YRArnGIEqd9o10GhVUqOOW0NJbSaBQM15Igi0Eg6qaFRRtLlH4R9KoOI3PQuW8cLdd3l7PpII9DY9TiMbly2+uCyeCAedKlUUbfZpTM8EqnK1pw4pV7mwPxMIVDybPCvXLb+IPD2NDqloVFG0R84DVQ61cyPlZ66jJ7JiQ/rPKxJfoDzt5qQc1EZ/Qkm5sW5iWt9Flb3WbgpUONTJjPa5Vfir6qTq643irQkEenWmiC9zOkpRudFHRxcF6iyWOaNOJdRTATUqplYQrLqYegR62A4fRpImfO4u0LLOslPhO8mLOppFZaZ/icmqt5YcLVA7E88Eavz2WHkxdQU67WxZpZaSBINI9+xPC7tQecVGrzqozw7LjkuKzOyYZncPGiE97Ij6FL5CoOtiwRboiitGfZXTBALt4lO+mzEXlRVKRjy9WGUdzfiZ2TfN7hYS3EceUddZevVylUDntKdXPLXFZg1aYwM/SR/ongANzEGGjeQnfazpZ8pVBLpvml3QJJO8o/DPaFxX6pXJhyXQee3pxnyYPp0TqNpGJSDQYslxvTYEeo1BpL3T7N5ftldBixOoCiwlPfGd+lf8Nq89s8muQnVeoObPGkjRhM/P4RlIQY7rtSnQEusH0XNTxiyR4wRqXZaty7QVA/qAkK8kzFWfCLTQNs4+EGix5LheWwJNXuPdTqUCPQpPITcm8jPxc7321OpPKqAlHY/dlCfQrom1ufVfUYFMxA83nxytrq/C7PlI04S/8DS7J+1x44/xk40C1TtDnQVWpnQm0ghUSDCg/9Oaqryyt6qiAplwO/J3JOXWMdRX1tYKI37GrjLNzhszq5s1WnXSXndxlYVWDAKdTcNKRFlwY3d9L17VRd8PR62atlxTgUz4W9cBO2qt7gg0OOEsJMjYFabZzV4vN2cpTKCLSRUbbAGkEGgr54m0Ww16t0L7/WVdc6umEpHYA+TBqhMrNY19U7T2dYT8JiJFH6hOjbNElhoc27O0rdK6LNDCmzsBJBCoZsFOgJs67Fvbl/e1d85t2cpJ0MdJH0p0AQKVnQCPsAQOpVKBJhyFbyz8Gdki0NXae3KFL765E0ACgbaaNO+bqqAfb3bb6uOtxKfd5EEF7tQXJf5fGYOy5qlW81ZBy+ZcuZ3hQIGa2w4UaDTtVWbPRwqBGs5bKcDZpS8uUC1y9X9WRbR1DiHQAzm0Buqtgm46rPVpLx6FCZQaqI4IXFegzySqf4VAjyfnTjj+PNesi7NRlEDdKXpX7gOdcARqS9Re3PhCdX0qh56IJNkNn2YXxhEC1X9zvz1ZFJRLUX2gzqNurjwKr6F1f4qjrSS6MC/JroKesQKaJLvB0+xCyS/Qqavc2TT2jEoCge4Yhe9rBqpa0P913XmgGtKZWgXU/lRfVi6mBqGWKqyFkyC74dPsQjm0CZ9v01ckgUBVgN62Byh3InkwTgatAmrWNNWyD20xZ1T2ZMTP8Y4LfCgItFpSCHRfE0nN07v2vfAG1hlhCFQ/UfRFGkegx+5DGPFzvaOLKZQDR+GTbQYGkghUdtKva39H4Bpxouw5CdSvUnnuqIGn8xI9+zsGOYNBoNWSRqC5OTwDOWnUEIHWGfrwivRx+mODQLdvDH/mA4GeDv3skBVQ+YW3RnpwfvdRqUDTbq2Ssj8DCQV6a3a9fGZbDvJspxDMM0QX6Fgt/YPi9Aem0j7Q1NtDoJlIM4jUD3PehgJMFJ++tup18DXV//Cco7MdBKPwgVs86KRYEYdVxWgCgfYjSJ/7wfRvf7/79QntzFD8BQW6JQynw0KAetgzzS6MmuNzpzHnOHq31pJsIv29t+juJtKcQJ0c7NpKYYRGnNakl4//1CfQnzNMuRPpMA4w3/kCNIFAxz6m26C+j7csU5nOGaAaayJT7qPcWa3vc/pAG56fekcbbTro+SSapGiPn2aX/K2cu8o1nzHX5SDJJuIQX6DjwKZ4+3aVo5yReRaSVk+F2le7B0P+rv7X7kfSJjv5N512J4M5Z9E6XUxSmPl+jqUavt4YEvnzbfz8Q2H5cX+mEujH29DPhEAXWaEvXZJ+gc5NpDcroFOF1T5WhTv0nEXr+nM84TL+FN75nfDOmvXE8uN6ufO7Nl9/OD4/+s9UAhVDne8vNOG9rK77NVo90hGotpB926ZmXelNt8WvHbdSJZquaK8wze55qWZqksegyGzGF+jXL706xehPW+c8u12sjAJV61Te1Frkj6W9dqqtrkDt9v9jVX04P0kGkZJPs7M4ZB6o+H2xUM/iTo3CspxgEOnWfPv795chNHO9QPYkAt1Q8K4CnSro4k6rU2heoL751gWF5kj8oo05zW4lR92JJOPAX6olFfNmStFoonmgw+vd++cq5WkjlS/Q1aVtNrwfXoG6o0FzCSk9Kk3qyen3fnozG7CrcYlftDGn2a0ku0DlTy0E7AgspHx3crhHEwh0eizy1y8bR5CsN84OnHse6Lb2RmOG/PiRT6B2vXEhOX0a05SiXpd1t+lmfdtORyV+0VY/zc7t5FYFfbRv0nCgRlMINBzrcconF+jGUjVbXupDZTv/8M+WdB+OjrXqp8fKx59u0Yu2jGl2SZ/GpH7TGx0qDsby3BREevLxzvfIHOHRBAJtd8TkPWx2c4EluqEUtZqiMd4uvjS/CcG6Jqlk1ZcPR7Tuvhxi0UQCPXqaXSaB6r816vY0fXTSm8KsI1c3f45jW6tvL/EFuq9j/h7UbVpYcW4oO9NsU8NaHVIV87ujVk/BEKiqocivFnYqs0UTCfToaXb5BaquzU8E6lxsrc+tpEslk0ZLE6jzYs6VOdixxYhsKjIrUI3eTkOgSa75hjbXCHQgv0WjF2310+zmBaq8OW/QxsH+3Eq6cFJ7NEUTfldQis6prTnYscU4bC0nrzzt5rWUaYL9axprBL5xZtrPkdWi8Xe9+ml2mvO0j/wCdUJLXUbNy6kMEqNbNU5uU9QPLNI16xMIVAxwhvL+sj2oDxZoSMkYzSi9o9NswyfbM6eWsV6gA7m6meIfgOqn2anY0W3nEehMQ12uMoXmY/oZXaC+ym46Emg0SRNep/J74YOLw99qVypLH1SOQLefGxksmuAABE+zCya7QH0NbtnYMdoedu70Cqj+raXVmALVGkNRknxOTI8i0B3sKAOj4qnrdKl5FZ9NAp3LUbr20UJmTkXundDL1Chgrc/G0qu25pRCFoHadYlsxInaFE34/ByRgX0H3ivQaOPtW/PiVleeLmWTyqLxj8SeaXaBuDuR/Hmg42ZnMS6HWvaeCPRhfhohh/oGDvHIzrhFoCGsO9xLIlT9S55We/bDuVKgS19PFNjHZJDr/nedAwRqC9Pq9TQCzRCoau/r5V2vQEeCr/8IdCtrDrIvSu0l5L8quvO02md54u9NPaTxJIpAwzZo23PSoScw7Ta83qNjFXvki3wxAhVs12hqgX78WU19oFvluZA3q4/qUHWqPM3nwn+6LRGnKpqgCZ/rTUiKzGXrtaeThwWBesK3MQwaL6dlCVSwwaMpBGoMI1UziLT2eK4WqNmmip/huGwXaE8ZnfQW+6bZhXBQl7YILKMK6smV8U3jYH8eObOHDSI9ZZVGEwjUHIav4nmL6zXQqO4m1eqZWfA08uwJE+jALoumaMLrVHOB1zZmVj8XBOoNUBmSdmgmCdUxj5mnMW1j2aMJBDpc4IcHLYr7PdKT7NCvqsnrGtQ64e3+d+9q0XOciucCXbwehPXQL2wtmGsIVB8YXBDo4VdwX2W3SPIJ9OuXvtY5Pmjx4+3Et8o9P+cbG2+fTtFxsZ4ng0jOofAQYtEqjl7OnVDaNOLSm4USrHUGey4QX6DyeYvDpf2kT/xedZ5buqhfoEs9Elpb7NkZsU2jJR29iA/8TjcK7xGovwIKMUgl0PHFXed84vd6ecpfp5+6Nq2bic/OEzGqkQDtghLBokUdvngP/E4r0Id5JXt+UYM1+I5gMoHehuGjTLcbxwyMFTUjPR7VMdXU8dAOdj1Bu3QGulXvNaftqg7mfZl+wsZpdtEe+J26BuqIE4fuxX8EU/SBDnXP2/Cgm5MJdGXDslFd85pV5KXfbsleImIngTaaQLf3jKbppLfYM82u/Ad+++z58PbAXCY44+A5gs5f+1IWtEOIjc/6PuyJ3wFs7JebE6jVeIqQsTOwUqBzBySnQPdNsyv/gd+uOvUsTFmJFKLXCXL/KGoCgb6/9Ab9+qX7N+jpyEE52JnA/OnrCQ+jqeoK9GLqHHEE2hgmnY7I5sMS/zjum2ZX/gO/7RC0jrvW42T/vT2bF4p29wi6fwQnbSZyG5o59+G45rnnY9deeCs/S9Umt69PrjGtuSM7J0UdDu2w6F3C9om8Id2o7J1mt+qB3+vq3WlYrIC6FSktarfn1LZwxWQUaBdjfcOobyplacDv2AufPN3g9wrUbsNf05sTjeq/0FvwqinvqQqtOWejH9Qs0+yOFKjauvhD/av9Zn0QaEJ/s7ZKcgo0O2EZWCXPqe7kbG36/qDTpCzcw7Ys0LWGSSTQo6fZpX8eqHlonwv0YX28bhvmb5HOgyLPJQRq4O30NGudSqB+gx5aySgQ/8VHq+DYAvWs4h7GVAI9eJpdjgcqG4fT33KXv83Y4fkWzESinA2lnlH+a0wagfZvnemu8PdMLfite7EwZKT346m/HIEadVAwma5AVtenW9URFypbpGZikXNXxjS7LE+kN7Ng1jyTCdR3wuzKaSn485VEoMMNG12Y3jI9jGnLXixNVtJPd2mBGYEWeY0sCqsq6nvJo/6PcbyNZGJnLM40u00vjy0gUJyYdUvC+HhlovpvWhnvE2hATjKQ7gJvi6R/2/Zwne8qomWNwkt7+t1nNDiXBErdcxW+1rlz2jbab77+kviHOc40u7MJ1IlZo0IVKFCjONV5ssugoVnJgO+sTyDQe29N0VBq87x4e81eTFXP2fqjLdDHVHsqrSRPhM+iD1ug8oB7DJrg2EeZZnc+gVqYJRJY7dMtvCzQ1VWOggXqI4FA277dLgRayp1IesPd35fx0E/eKR729+iAt/FzpECjTLM7vUBNp82eFCuSaBrrRNnV6XV5gcp5dmKayPH3wtu9nrMXW6dLbkOxw0aM3jK3LW8uVyAVCFRnMdSXTgH13ROBym+e58T9rWBqF6g7ZrRQQFplCHsmZuodMbs+ryLQ7KPwT5kN9dUnQjM/iLSlhyCwN+EgEgv0oCb8WNz+AfdFgbqPUUyU48vjHGfLpGq5BBuPMM2uOoHOsrr26Lbl1Tfub/u3VwSJ+0BvRzxMZCjH2elKywLFm9lw+kmaPNOYiphmdyqBmj8XFpw7gbYK9EQnYQKBaqPw7y9HvJVzyM8wW2l5Wc++n6bcasL1qPFl9O2VO82uRLbIb858G/s1z3QWJhBof4H/PARo98sRb+V8csk8Vx/LVZirdsQvpUKn2ZVKjEGdkw0MbSGFQLVXx+Tx59yww2yn+MK3UBbxS6nEaXYFE0V+9VZakghUKjTXrfCbBXqiPparE72UypolUj6RBFprpSWRQFOz1G32vMSx53lAoJHZHPwxao/1VlqiC3SoeyYfOdonUDgPaQV6WBP+qFH4AJPFqT1Wac9HdIHeRelka7zLHPj+qrLArkbaPtBDptn1HChQ8XPLKpXWHmMQV6DvL8O8kJCXde3MgS8/lHgFJB2FP2aaXc9xAjV/rlwJe84RV6A3Ma9u020aEfBMpKfQ6yDJPNBjp9kdCN1bsYkq0OEZi8YvmbD3AntWQ7I7kQ6bZnckCDQ2UQX68SZbRG3eNjzRUC1pivbIaXZHgkBjk0igt7zDSERDtVRRtMXsBAKNDQKFoqmiaMvZCWaoRAaBQtHELto885QtShqFZ4ZKVBAoFE3coi1innLPiSbSwxIIFIomatGWMU+557jngWLPqCBQKJqoRZttnvLSrcZQEwgUiiZm0eabp4xAr0JsgTpc7mk3EJWYRXudecpIOxcIFIomjUDrbiFR8c3HSZ8H6uTg4AxAKhBoyOaYq5QLBApFU6lAk47CM1s+HwgUigaB7tga50VyECgUDQLdsTXOi+QgUCiaSgWaZ2ucF8lBoFA0CHTH1jgvkoNAoWgiC/QS0+wYRMoHAoWiQaAhm2MaUy4QKBRNFUXLRPpqQaBQNFUUbfanMWHPXCBQKJoqirakx9lBVBAoFE0VRYtAqwWBQtFUUbRV7AT4QKBQNFUUbRU7AT4SC7StcpoI5KOKoq1iJ8AHAoWiqaJoq9gJ8EETHoqm1KLd9HrkUncCdoNAoWgKK9r+ZqauUSXvaVp5R32aUfifvuv5P/6/Ncv+l3/33ff6H8/X+vm7f/EfHo8//va7v/V8+f/+3fps1k15Av36ZftddoWdZRCPsop2fK/8L349dk11Gl33aqUUAv3xO4lHhs5E+qgC/em7v0aggtIE2pp3Kq989VdZZxlEpKiifX/pW+235k9exot7d7Ff1YqPL9DOgaMEp1+MzTm3coYK1AsCVZT1Urm+9qne2N0nt66NVNRZBjEpqmjb8W3I3VVevBX5vu4SH38nflR6+/m7735jb855mAgCTURZAr1r+uzprvir3t9d1FkGMSmpaL9+GcPz/UWG6cfbqviOvhOdNFXL+kdbdZ7H2RkC7dawlOvdBAJdQYom/HSBvq9ug09rWr68r6uClnSWQVTSFu22aXZSlx9vBwu006FmwD/+Vsix++W7Tntya+JPucb34rOu8vnT9EfH9w+LfnDqr//O7APVFv157HkdPh47Yked9ov+/d/ofbI/G8kP381K+awkEOhdBeXaPiKBCkz1yTFXeCiFEgUqa6KHxad/bFwOK/2zxvhzUK0Q6OjPzmz96j+JBczq5OC5jn+rC1RfVAn052kc62/HtP/t+Ndoyb53VhvjktlZN2vgNMQXqCHN95ctr05wwxGBXp2SilaJU7Iyvud3Qhpo7d8j3ub1j6Mrux//TP7ZbVd8OgpU+HNEVFy7H7+xkvnbscapBGotKprwnWqH1H4exdqv0v/8STj7RynZ78d1hp9uh+3JiS9Qw3krBTgtTQ0UTIoq2pvdJeX0OfmZHYX/zhLks78Fvk7IqSH/03f/+38Qf/bb/WkQ4SBQaTyZyPiHmZjsXe3WVwK1FjV/yE10i45//yh9+r1aZ6ozL3StnpKiBNpVXukDBYOiivbjzYjH95e58HTGUu0F9k1j+snTEJ501mnyn45/Dpvt/vx+FKjpz5mhoB9Vk1sXqLGovebUXfq9+HOsiKquUT3HawawTkSKJrxWjVwpQMmNUXgwKatou4BUEdrOzzHJL1BtXOnH7/75Pxz+HDc7KLH7+/80/Tn0YDoDSCoZfRDJWtQUqNnan9Y0RKlNAvDJ/8QkGETSXhmr3iO7jn4eqIrJ/i/mgV6c0l4q16oVbuuu7o/48empPBqK+uf/8L/677/7p+K8/EkIdBo6l/zoGdQZ66s9xii8uei0+XFs/jufQM2JAnJkyjNodXISCLT33qjN29ZpTNyJBBalCTSI2PHp6UhU5uv99t/91/9T346Xf/7dINC//vdO0/s7W6sqmT/+VreisehPU2fnKM+f/QL93kgWgS6kYSai7mbf7M+HHuXcCw8pijZ8nnIosXei85Fel/yxc5XVSLbbzMPNR91qdv/jz5ZB5wRqLDoNIok66YxAzRqo01tQB2nuhRcKzROdDwRaMfGLNnyeso66G2kF0XfiR8tOvzH7QAeB6n8Kv3qHwH/Wm/H+PlBr0VGgatGflvpAh8VMndZEaQ8TCc3BwRmAVEQv2h3zlHWOFahxK+dP3xkj5WNtz/pzFKh+E7zuP61R/ZNnFN5edPx3qlV2X3sEKlMdF/uxroa7Qi/a/nYD/Trxk9NDMpfG0f46PAOQiuhFu2Oanc5Oge59GpP7MBFtHqgxqUibB6p9+tC8+aM+kCSXsOaBGotaNdCfvaPwzjxQrUJaEVrRjl3C2t79GCTQjzftor5xGlMoCLRaEKiXflRm0N70i3Yn0m/cP2WfqCbebk3ZlWl2qIp7ljQrWouKnoBxyVETf+vOlTfvRPpxzGaXUq0T6Yfpr3rv9H/5dysnbC0KNM0o59N5dlAJCZrw4fOUNQ4W6HSnuTa7yLj53X8v/EMfR5puZf+NL2HjXnhz0WH20vfT0Pq/+H9+K5xrCHTmXvjnFbJToYr2x2Gv//jb6Wj+/d+srGsvCHTvS+Xm1kegVyF+0e6Yp6xxbB9ojxCU2fzWJwnpf06j8np9c0zB6Zz8+Tv3aUzmonJi/SDF70Wz3L1b82fDl+Ok0ara7w+taP/+b8QDrqfj+cffrpx5oPx1c+fZ7RuJXylgBFot8Yt21zzlieMFCiUwFa2sev6odU7/33+z6ulTSqDaDFBBli5QArReEhTtvnnKIRCflfLddwsC/WntfQMLTfhMEKDVkqRomacM4fRWnH6dF6joNfn5ea8FAoVkVFG0VewE+B4vuFADHdE6ReeIO4bDa41Bo4qiTfFaY8jHZEzLno8VAn38uE2gcmLI+0vTBAxxhj5MBKplcwwtc8w8ZZvf/S7/gYQAZJVzfglRxu4o/Mi2Guj0BDohwo3hGf5aY6iWTRH0nCzzlC3cnUKg5+CpPufngQqjih9PwkP+2opa53144E1XC93WTx/6WuPopGs4JmySkuk1RJ2nHMy+3WbtAtd27kT6UTy66ulsUCXQTniDP7ua5BClmybLPcJfaxwdXJQp5bwCjT5POZiiVcDaIWuLGxv6CuhY6xSPm34+EVQJVN7k0TW+BxN2It0SoMEvlYsOLsqUcl6BHjVP2aVoFbB22No/ihu0VH/od563pviSFmlPL4W7q3s9srzWODq4KFPKBzfhD6NwFbB25LWfJC3Snm4tnl4Ot62TnhpooUmfMtMzIFDWzr/2k6Rtgbay4rlNoMGvNY4OLsqUch3zPLdzXhWwdnQcgXY/Rdfnxmkioa81jg4uypRydoHunKcci/OqgLWj4/SBKu9t6wMNfq1xdHBRppQzC3TnPOV4nFcFrB0dNQrfjjXPqSK5cRT+EXonUnRwUaaUMwt05zzleJxXBawdHSXQscXeaVNUI+W80C2EvNY4OrgoU8p5Bbp3nnI8zqsC1o6OEugYmDf53m1l0rOBizKlnHsi/a55yhE5rwpYOzrarZxD13yj9dMf102/C1yUKeWsAt07Tzki51UBa0en0dPuOzGHKB2a4if1Jy7KlXJWge6dpxyR86qAtaPTeNM+rnkUAVyUKeVjBBo4Tzki51UBa0fHL9BTg4sypXyIQIPnKcfjvCpg7ehIgS4+Le9c4KJMKR/SBxo8Tzke51UBa0dnUaAnNSjUyP55ygDRwZJwDmLMUwaIDAKFc1DNPGWoCQQKJ6GWecpQEwgUTkMd85ShJhgugvPBABIUQvNg1B0AIAjhTCwKALAVQ5doFABgPa4osSgAwCrmHIlAAQCegEABAALxOhJ7AgA8x6NJ9AkAsAa/QPPnAwDgdHgFmj8bAADnwydLDAoAsAIECgAQCK4EAAgEgQIABIJAAQACqVKg92Ema6IH7n79Ev1VEsPzgVO9oCJBfgeSHuRCmCkY6+M0xbdu2z3vL+I9e5m3PbwiIOPJoEdyMdFXoUC/fhGPQknz1ttb9Ji5ifymCYf4+e1JfJDLYKZgrI/TFN+6bfd0RRFZoOu23Yo/X3Nse/xKRnJB0VehQNuxTLuSSPHU8lv0i+59yGj802Akfn4H0h7kMpgpGOvjNMW3btsDXRnEjZx12xZF38a9ciwcTS2SC4q++gQ6ve72lsJIbfRWi3w9RZrXVMTP70Dag1wGMwVjfZym+NZte6BvSEctg837HbEauHA0tUguKfrqE+hNFujHW+TWxRisfxpZSFM03OObLkV+B1Ie5FKYKRjr4zTFt27bPZ1qfhlXIxv3O2oX0ezRNCK5pOirT6CtvHZ1oRX56Pb9259je24KwC71yL2gSfI7kPAgF8NMwVgfpym+ddseP/p0jyvQddtOc+GYO5pmJJcUffUJdCL+5enj7VP8imIrL6cphJ8gv/YmDg/hVMwUjPVxmuJbt+1H77Fvfogs0HXbnhrZbcwm/NzRnInkAqKvYoHe0oxrRxaS6u1J9K7etAJNdJALYKZgrI/TFN+6bY8/Pz/iCnTttu8JBpGWj6YbyQVEX70C7a5OSSY5JBOoaplEJalAUx3kApgpGOvjNMW3btuPoQH/SCbQJ9sepoHGHcBaPppOJJcQfdUKtJ8qluTqFF+gshVyPoEmO8gFMFMw1sdpim/dtscGfAKBrtp2inmgy0fTjuQioq9WgfYHN033CAKdSHeQC+AEAh0a8AcJVJZ9G3Mu5iaBlhF9lQq0H7VLNMeWJrwk4UEugBM04W/jn4c04e/NNI0pXjVwSxO+kOirRaBmh0z/V6yDa3f1MIgkiHmQC6T8QaSxAZ9OoIuDSPp4eer9FhiRXEr0VSnQ/o9olfvEAk05jWkglUCjHuQSKX4ak7xtfCCeTFZt22hsxxvJWTyaeiQXE321CFTnnvQ5LSeaSD+QSKBpD3IJFD+RPpFAV23baGzHE+ji0dQiuZzoq1Cg/cUp4cHUJT5OAAAHN0lEQVSNLaTpYWTJTJci2cQHuQRmCsb6OE3xrdu2IPJE+nXbTtKEXz6a6rOCoq8+gQ53fSVMP7aQFp6fEIUkAk19kEtg80M1jnmYSHSBrtv2NIh0TzGT3ns071r1tJjoq0+gt8SdI9GFdB8ea/g10ePs0gg09UEugpmCsT5OU3zrti0/jP44u+fblpOIIj9SbuloTpFcUvRVJ9DhgdbxO4YU8YWU9oHKKQSa/CCXgVkw+sSd3A9Untu2+DLpA5Vntv01zUONZ7Y9/jFGclHRV51AxaD5mQQ6RkSqm9JSCDT5QS4Eo2DUyWyVV5riW7ft8cskr/R4uu3htRrRm00z236oSC4q+qoTKABALhAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCAIFAAgEgQIABIJAAQACQaAAAIEgUACAQBAoAEAgCBQAIBAECgAQCALV+HhrJN/+ftUa9+YXv3483l+az54v/+UPT9dcw0zqAAt8/dJ8OjoPVwCBamgCbZrXNWssCPTWfINA4SgQaB4QqEYnUKHNLvxWWWtBgwgUDgSB5gGBaiiB9r+uiT8ECmWCQPOAQDU0gT7znwCBQpkg0DwgUA1doIPg3l+++aFtxtb80EGqpHfr/vrmB6sP9D51nt7HjtTPj+U1R7Rgb8fhq3ZYezTwmLq2DbGimWz3/dqOW7gArkBVvLjxpseSHvR6HD5k6L6/eCPwmiBQDZ9A/4kIoNYYnpfDTb/UBdp3nMpFNIEurTltTMRo9+3naWWx/oxAzWRv4q811Wa4AI5A9Xix4s2MJRX0ZhxO8f0/vvgi8KIgUA2nCd9X67pP/vUgqP6rLqSGsGwbITVdoOOHd1EPlE34xTXVhqUdu5W6v4aYvI8+9AvUTLb79nX8QbsNemyBGvFixpsbS2PQW3Foh64V2BcFgWo4g0hdsIyXV0tfd3FN7j5WAhUSk+YUP5bXlLQiCIefU+/pzUxdT8f68zZVRKmCQo8lUCtejHhzQ8sKppsRckbQP7b05tcIAtVQAlVBMn5wm9opQ8i18s9Wi6Wb0WepPLq0pkS0qaaagfx0VqBWsogTTCyBWvFixJv13RT0E1bItb4IvCoIVMOYSK+6H4dolDHVx40KTl1xrd1m6mP0yZralsfmkOZBs4PAFKiV7NBbxQASKEyB2vGix5v9nT3rQ8ShFbr2WlcFgWpoAh1jRcaSYdZvflA1VU2gbqdTL8Mna06MNdNWbXdkTqBWsrJD/8KBDCZmOHriZYo3+ztNoHoc6s0zXwReFASqoQ8iDTwV6DijQwrUWPmJQKe5ICNSi8PmWhG08014N3zliClTRqHniUC1eJsXqBGHCNQLAtVYEuirdzlToP4a6NKaE4N+77LbVFQlFwXqttjvGBQkjkBf7a9lvNnfTZFmxqErUPqMHgjUYFaglhyX+0DFt1Mf6NKair4jqR02r5aZH4Wfu8/kTjMeBpw+UCtefPE24gb9zd8HeuGhIwUC1ZgVaCdHo5VyWxqFF6nc5OS5pTX1TX3zb96Gj6ZcdDHqEWgr5qHoyeqxfuHmFCgswbV2XKh4s79zml0iDq0JJE6K1wSBaswLdJqhPsalnOmxbh7owpqK7utfjhE6hf5dH0SSTzfpfooP9WQnb7bUQKHHnQdqtI+0ePOEqFkDNeJQD/pPvi1dDASqMS/Qvj+9jzahr/7P1yd3Imm3XM6vqdHfjPkqt/X6EF34n/XU9RXNZLsfsvuUPlB4uFqzwlCPN+s7ra1jxKF9J5KT4iVBoBoLAp1u/DVvC569F15MAXl9sqa5Lf0ZDf3w51+9CGd+luk1zTf/yroXfkx2um35wpUB0JBxNo6jP+x4MdtAxndT0Ftx6ISuneIlQaAaSwIVApv8dG/mnsb0WVvi9cmaOlrrewjNV7dJ1acyrWgmO0Y33VIw4gjUDkOjt0f/zq41vKrarHyQmAgzO8UrgkABYAWTcO9cpxUIFABWcBM12WsPGtkgUABYQddgFzObrzxoZINAAWAN8qHdlx40skGgALCKcVie9rsOAgUACASBAgAEgkABAAJBoAAAgSBQAIBAECgAQCAIFAAgEAQKABAIAgUACASBAgAEgkABAAJBoAAAgSBQAIBAECgAQCAIFAAgEAQKABAIAgUACASBAgAEgkABAAJBoAAAgSBQAIBAECgAQCAIFAAgEAQKABAIAgUACASBAgAEgkABAAJBoAAAgSBQAIBAECgAQCAIFAAgEAQKABAIAgUACASBAgAEgkABAAJBoAAAgfz/dadOF/D0GfwAAAAASUVORK5CYII=)
par(op)
influence plot
influencePlot(arth.mod1, main="Arthritis data: influencePlot")
![](data:image/png;base64,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)
## StudRes Hat CookD
## 1 1.92 0.0897 0.1128
## 4 1.79 0.0840 0.0818
## 15 -1.18 0.1416 0.0420
## 16 -1.36 0.0926 0.0381
## 39 -2.17 0.0314 0.0690
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