rm(list=ls())
library(car) #boxCox(lmObj)
library(BHH2) # graphical anova
##
## Attaching package: 'BHH2'
## The following object is masked from 'package:car':
##
## subsets
dat1 <- data.frame(list(
Machines =rep(c("A","B","C"),5),
Materials = as.factor(rep(1:5, each=3)),
values =c( 382,427,399,151,167,176,182,209,320,85,123,127,40,52,75)
))
aov11 <- aov(values~ Machines + Materials, dat1)
summary(aov11)
## Df Sum Sq Mean Sq F value Pr(>F)
## Machines 2 6617 3308 3.706 0.0726 .
## Materials 4 216497 54124 60.629 5.07e-06 ***
## Residuals 8 7142 893
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
anovaPlot(aov11, main = "Anova plot untransformed",
labels = TRUE, cex.lab = 0.6)
![](data:image/png;base64,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)
par(mfrow=c(2,2))
plot(aov11,which = 1)
plot(aov11,which = 2)
plot(aov11,which = 3)
plot(aov11,which = 4)
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)
par(mfrow=c(1,1))
library(car)
lambda <- boxCox(aov11)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAADAFBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7////isF19AAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdeWAU5f0G8GdzQUIgBAwIBBCJRC4FpUatikUU6kE9qqj4U+uNR9Vaj3rUC0XrXSvWs2qpdyuordqW4lGVKl7gHQ8U8YjKaZRAsvvb3Rwky5vkO+/O8c47z+cPkmxm33e+eed9SHZn3kGCiIi0IOgdICIKKwYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmBigRkSYGKBGRJgYoEZEmowP0tV22JyJyy09XuJxRRgfoeBARuedslzPK6ADdHrGfihx5+iGyDS3F+ll/lInrB05yOaMMD9BJsg2XLf7W2z0xHOtn/VEmrn8zBqgSDyDWH2WsnwGqwgAVYv2sP8oYoGoMUCHWz/qjjAGqxgAVYv2sP8oYoGoMUCHWz/qjjAGqxgAVYv2sP8oYoGoMUCHWz/qjjAGqxgAVYv2sP8oYoGoMUCHWz/qjjAGqxgAVYv2sP8oYoGoMUCHWz/qjjAGqxgAVYv2sP8oYoGoMUCHWz/qjjAGqxgAVYv2sP8oYoGoMUCHWz/qjjAGqxgAVYv2sP8oYoGoMUCHWz/qjjAGqxgAVYv2sP8oYoGoMUCHWr1f/quXLa13elUBw/BmgKgxQIdYvq3/12/PuufLUA388ZvPN+5QWN92nsWe/zbf58cQDDz/nD4+++pXHO+oRjj8DVIUBKsT6O6l/zf9uPWVCZbfMe9x2z0dB20e6bvGTw8+/8+Xv/dlvt3D8GaAqDFAh1t9u/Q3VD1+4/9CcxngsGrbLtNOvvffplz/88Mvlq5Pf3QuPJ5Yv+2Dhs/988NbLpu+9Va+mHM0d9vOL/lrd4GMJWeH4M0BVGKBCrF9Z/7r/XvqTxt86C8YcduXjb63caItUgLZR+/Y/7zz34FH56Wd1+9Exd1V7ssMu4/gzQFUYoEKsf6P66xf+bnL6Vc6Be55z7+J17TxxowBtUvfG7LN/OjCdopseeP3Cejd31gMcfwaoiixA19wwviTWfYffrWr6Ot5zw0taIxsf+uq8UYXdf/S71c1PWbvF8PamVChxArWt/90b9i1NDf+Ik//a8dtC7QVoo+XPXL1/3/RrpXtcPP8HF/bTKxx/BqiKKEDn9WsKywELGh+oQWaAzmt6aWvIm03PmYl/erPHAeEEalX/OxePSg325sfc+0WnT+w4QNPeu+PILdKvn/7s5k+y2kkPcfwZoCqSAJ2XD5QffvLRmwE93k8/8nwyKauaHJJ64L0i4Ni//+1nyYxtfBVsadHPPNzrAHACNdf/7qWjk2HX64A7l4ieKAjQlC8eOnVkLNnu6DOfWa+7j17i+DNAVQQB+l1/4Ky65A9w/SVo2vouZMyKg4Hrkx/ixwGXph+YWvCB+zsbJE6gdP3vzdg6mXKlRz0hfn1GGKApX9x2QEmy9ZID/2TeyaIcfwaoiiBA/whMbfoBngQsSj10HtD2rdPe6JH+veETYJfUx//gHA92NkicQN8mVt44JpWeR/7DyavbZ+S/52Drunlnbpk6x2m3W79xuofe4vgzQFUEAZr8u/zlph/gMuDC1EMHIb/t31ldUJ7++B2wdfLDupH9Vmc2E3KcQE8fVwz0POLxOofP3PjMpk58fNPELkD+5D+tcPpMD3H8GaAqggAdDdQ1/wAHYo/UQ2Mxou02I4GFqY/3Aj9PfrgO97i/q8GK+ARae0PyT/fYT+5f6093K+7eMx/oss89qzrf1h8RH38GaDsEAToKWNP8A+yPIcl/48XY751fDIgVb3tB07uwlwKDFyTij/cEHkokvuhRFZorTKQiPYE+PHMToMcv3/azz29v3z0X6LrfHDPOhov0+CcYoO0RBOheSJ2RlP4BvgsUJx/5AhjWeCEJiment1lTkfy8X3KWYddkdB6B/3m9376L8AS6bM8cYNRFS33vuGbWrsme+5z9ju89byzC45/GAFUTBOg1wI516R/gut2BnOQjzzaeFLp5l9SHv6Q3qh7WGKg//iZ1ktORXu+2/6I6geKPVyV/Dzx8QUD1f3HViORRtcOta4LovLWojn8zBqiaIEC/7g785LXPFn/z352Sx3Is+cjtyRz9zVeJRN2cLYDujaecfHfl2MLuP75tfSJRP7a489OrQyeaE6jhr2OTvwJe8k2Q9b9wXEnyL50jn4kH1H+jaI7/BgxQNcmJ9HelfrUsHZTM0VED0DX5wB3jx89p/Nby5C+el2RsfjOuTP5be/1uI3a79ju39zcwUZxADfeNTP6hcV16QWTt+h/+adZvpn9/1y6pc+yvDHIEojj+rTFA1USXct7apfHv8+FL+2PTtt96FKhq+8g3vSrWJv+kT1+bh81NePnKFdGbQOvvqgQGzWp63127/r3xDxd25oPz+wOFR7/mQlN6ojf+bTFA1WSLiXx0+vD8nIoL19TnY1zb76zrgu5tHzkejyUSqzdvulJ+M2POQ8lS1CbQ+luHAENvbznpU7t+B1cidah+7qQcYKf7AnpTPmrjn4kBquZsObtqYFrG45un31baYGFsUjyRuAQY8kzd05tt/Ad+WEVsAj0xAtjyz62ulgg8QJPeP60E6Hfx526150TExn8jDFA1ZwH6J+DGjMc3Re/WXzZsn5c6WzA5/V5JfngJGO3KbgYvUhPorclAxd1tzuU1IUATiTU3jwLyD37BvRalIjX+CgxQNUGAvnr88XObfoB7AB8nEu+VlLQstbQEmNB64z/h9NSHPAxMfzkABe7ub2AiNIE+PyEPPa/OuGLTjABN+s/+ecCOc/y+UiNC46/EAFUTBOhHyV8j69M/wGcaV2OK90fLmfLHAbNabbuiT1n6Pddu2CR11knDJukT720QmQn0/YxiFJz4debDxgRoIrH07F5A5S0+XVXaJDLj3w4GqJrkT/hdgZPXJ3+Ar/ZF7OXUAxcC5am/0BN15wODW9/2+1Tclv64F/Bw8sNDwF7u73MgIjKB4vcOAvZT3KXIoABNJL67YTCw6WV+jkhExr9dDFA1SYC+WgBU/OKYybnAxekHan+UWljijPMO7wsUtn49alHu2MZ727yYg8KZ/5lZiJwXvdjrAERjAr20PTB2vuo7RgVoIrH+vrFAt9Nkazq7IRrj3z4GqJroTaTHihvPScqb2XQ1yIr9mm/oMWRBq+3i4/Fc06d35aW/nX+32zsclChMoNW/zMGAO9SvLmrX72w9UAf+NSmGvEMWe9P4RqIw/h1hgKrJ3oX/9PTKvNwhJ7274ZHnjx1eGNtk91vb3AfsPhzS8vniw/rG+v7fmwlbRGACzSlH3lm17XxTv37H64GKvXZYPnL2f9Wz9luLwPh3iAGqxtsaC1lf/9LkXxVVb7T7bTPr//SUQsT28mPtLzPr9w8DVI0BKmR5/Q03dEePGzs4N8jU+r/8dTdg0rOe92Nq/X5hgKoxQIXsrv/1HwH7fdbRFubWX3NuD2DX/3jci7n1+4MBqsYAFbK5/toz81A+p+NtTK5/+UWlwI5PetqHyfX7gQGqxgAVsrj+F7dA7qmdrVhsdv2rLisDdvLyD3mz6/ceA1SNASpkbf3rzs/DiJc73SzI9UAlvrtiE2B3795Osnb8hRigattjwvK05vORaperv/6o6QfY3vdt/9rW+heORc6pX3pY/yQ86E89qy/uCezzokft2zr+rtc/KGoB2qTov+mvH8pv5+vCe77t8Pu2f21n/fGDYFH9y88tbi6H4x9c/ccm3GV4gOaXpg1OX9yeeLJfqfrr8ge/7fD7tn9tZf1LU3cJ7Olt/fko9q++mpHJuVxQ4kH7Vo6/F/Xn4LiEuwwPUL4GKmJj/feWoqd0tRfDroVvz0xsU4CCE790vWEbx98JvgaqxgAVsq/+5VOBKbOtC9BzlhyRh+IL3b4Psn3j74zlAfrlxdt1z+m926zvnT6RASpkXf3PlqP7bYnH7QvQROKt/YCyG+s639oB68bfISsDdOTIpsU7Zje/eL7Zgo6fsREGqJBl9cevyMP2HybsDNBE4oWdgKH3unknecvG3zErA7T5lsJ3p7Kz69BNU2+WveSsCQaokF31f7MXYmenbhlnaYAmEo+OAMY+5V7Ddo2/czYH6LIioPKxdYnEx8cm/991dqcDBqiQVfW/OAi9G2PtnfwzZU8xbz1Qpb/F7m36rOHOQcBE19a6s2r8NdgcoOcm87Ppao/zgDscNcEAFbKo/vi1+djxk6YvpKt1mrgeaCe9fX9VL+T84pP2t3XCovHXYnOAjgEebXpkbR9MdtQEA1TInvpX7Nv057sjoax/+RkFKDzPlTfkQ1m/i2wO0EJ0Xdf80GHo46gJBqiQNfW/PKT5z3dHQlp/9UEx9Lvd8X8XGwtp/a6xOUBjGNry0LnIcdQEA1TIkvrjN3TB9jp/1Ya2/he3B0Y8kXUzoa3fJTYHaH8MannoDHR11AQDVMiO+msPRuz0dZ1vt7Hw1h+/dwgw+a0sWwlv/e6wOUCPROzr5ocmYEtHTTBAhayof8lYdPub3lPDXH/d1T2Rc9zXnW/YgTDX7wZLA3TI49XrE2/n4/ymR16LOVwLhQEqZEP9T5dh2NttH1ox+a+y55q+HmiTxROUJy59fWIuel6dzbVJNox/NiwN0KT8EfsNQ27j2/AvDwT+66gJBqiQBfX/IR8bhdnfsbfsydr1741/6D1RyxU4V/2NtycDFX/Xb9iC8c+KlQHaEy3Gp77eLwbs56wJBqhQ6Otf+wvEzq7PfNTaK5E29sSIbF4KDf34Z8nKAI3XPH/XeQeNLW4O0BJg3HJnTTBAhcJe/7LtUXTfxg9HKEAT66/pibyTNV9QCPv4Z8vKAG0S/+KZ29PXH5X0/63T5ZgYoEIhr//F/hisenUwSgGaeik0D5vcpHVWaMjHP2s2B2iL95wvP8MAFQp3/Xd2wa41qm9EK0ATiUW7AqPmazQc7vHPXiQCVAMDVCjM9defBpyi/r0ragGaSPxtM+Bg55cShHn83cAAVWOACoW4/jX7AHe2873oBWiibkYximc4PaUpxOPvClsDtH7eI6kPK67aqWdOz52vXeX0+QxQofDWv2wb9H6uvW9GMEATiU8OBioec9ZweMffHZYG6OOb44Dkh8d6N53N1NfpErIMUKHQ1v9GObZ4v93v2rseaIfmjwL2rHbScGjH3yV2Bugfk5mZDNBHc1Jr0Q/tk/w3r6MEjb+xMNNo/Ox7kU8Wfynb0FJhrX9Od+y4rIPvS6vSr9/fn5uwt9XXlKDgzBp5u2Edf7eI698yRAH6dl7y/9H5iRXJ3z9HP7k+kXjvUKBPB+vXHg+F0xaTvS7Iwd6vBL0TRnp2vxz0vSrovbDPnjjF5ZjzLkCPAa5MfrgeGLE6/UD8LOCq9rf/87htM+XjyA9E3ln8rmxDS4Wy/vePQuzkaleaCmX9HfvbGGDHp4QbW1i/I+L6J+Bkl2POuwAdjK1TZ37uBTSvCFFXjh0dNdEfw2Qb8jWg8NX/3X4ouNultsJYf2cabt8EBWfLFqy3sX4nrHwNNBenpz6MBFou4DwOPRw1wQAVCmH9X2yHXk+71VgI6xf49oQcDHxIsqWd9ctZGaBdcHbqQ/IvkZazpM9DzFETDFCh8NX/zmAMfce11sJXv8zLPwL2EJwnYGv9UlYG6MjGc5AOBT5ofuhg9HbUBANUKHT1v9AbYztfQzgi64F2oOGW3ig4t7azzUI3/i6zMkDPQGxB8sOTwOVNj9QUS8/rbMIAFQpb/Y8VYYpgZZnIrAfaga+PzcGgOZ1sFLbxd5uVAfpxAcrmJRLxg1H8RvqB7ycBsx01wQAVCln9f8rD0Rst/qkQySuRNrJgW2DvjzrcJGTj7zorAzRxDYDdbn7li8PR/Xef1NfcOwLYSTJtNmCACoWr/itiOE+0NBcDNK3hpp4ovLyj6+PDNf7uszNA4zNiGafF7+Dw1lkMUKEw1R8/DTm/l23KAG3yxWHA8Pntfz9M4+8FOwM0kXjpp60jtPz3TheLZYAKhaj+ukPQ5QHhtgzQFvO2ROz/vmzvuyEaf0/YGqCJxGd/Oumn225ZOWqnqZc+4+zP9xQGqFB46l+9G3r8R7oxA3SDuhmF6Hlzg/qb4Rl/b9gboNlhgAqFpv4vt8Wmr4m3ZoC29uFewHavKL8VmvH3CANUjQEqFJb6P6pAxYfyzRmgbT08EHmnqi7uDMv4e4UBqsYAFQpJ/W/3x7btvo6nENH1QNu35ld5KH9k48dDMv6esT1AK6HXDQNUKBz1v7IJdl3t6BkdrH7Yhn790h7ckX1vr1cB+2x006RwjL93GKBqDFChUNT/XAn2cnpja6FQ1O+Ohlk9UXxNxvksEapfiQGqxgAVCkP9TxVhqtObpUmFoX7XfD4VGPO/Ng9Fqn4FBqgaA1QoBPX/rUB2+aaWENTvpic3R85JrV8OiFj9G2GAqjFAhcyv/55cnCa6fFOL+fW76/vfFKDfgxu+jlr9mRigagxQIePrnxXDbz1s3vj6Xbd4J2DvJc1fRa/+thigagxQIdPrvzIWu1rjaVwPtH3xW3qi+NqmN5NMH3+vMUDVGKBChtd/HnJv0Xke1wPtyBdTgW0Xpj81fPw9Z3uA6mKAChldf/yXyNc7gZxXInXs75sh7/TUlUlGj78PGKBqDFAhk+uPn4D8R/WeygDtxHdn5GHwY2aPvx8YoGoMUCGD6284GkVPaj6XAdqpV8cBB35u8Pj7ggGqxgAVMrf++iNQNE/3yQzQztVfX4yeVy4ydfz9wQBVY4AKGVt//TQUP6P9bAaoxKd7A9v8r/PtLMYAVWOACpla//qD0OM5/aczQGUe6oMuF3t1mWwYMEDVGKBChtZfdwBKXszi+QxQoXcOiGHk8960HQYMUDUGqJCZ9df9DKUvZ9MA1wMVWrb4sUrknLjKm9bNxwBVY4AKGVn/2j3RW30HCjGuByqTrP+HCwowYI5H7ZuOAarGABUysf7vJ6HsdZ/6MrF+P6XrX7wDsP+yoHclEAxQNQaokIH1105E3zf96szA+n3VWH/DH7qj563erXllLgaoGgNUyLz6a3fHpm/71pt59furuf6l+wDj/XxV1xAMUDUGqJBx9f8wCf3e9a874+r32Yb67++LwsvWd7ixhRigagxQIdPqr5uMvv79/mle/X5rVf+3v4hhq6zOfQghBqgaA1TIsPrr9kTZWy60w/VAhdrU/+/Nkfur77zpyFAMUDUGqJBZ9dftg7LFbjTE9UCF2tZf++s8DHnKm57MxABVY4AKGVV/3b7Y5A1XWuKVSEKZ9S8cAxxh0CHhNQaoGgNUyKT61x2A3q+50xQDVGij+tdf2RV9H1RvbCEGqBoDVMig+usPRGmW1x+1YIAKKeqv3hXY9zNvujMOA1SNASpkTv31B6FkoVuNMUCFVPXHbylByS3ROK2eAarGABUypv76Q1HykmutMUCF1PV/NgXYtdqbHs3CAFVjgAqZUn/8CJS84F5zDFCh9up/oC8Kr4rAafUMUDUGqJAh9cePQ7cs1k/eCANUqN36vz0C2Malt/QMxgBVY4AKGVL/aSia72Z7XA9UqIP6n9wMeef+4E23xmCAqjFAhcyo/1wU6N5/sx1cD1Smo/rXnJKD4ZavVs8AVWOAChlR/yUoCGpBXyPqD1DH9T8/HDmnrPFtZwLAAFVjgAqZUP81yH0gqL5NqD9IndS/9vx8bObyHwdGYYCqMUCFDKh/Vix2V2CdG1B/oDqt/41xVl/byQBVY4AKBV//n2Kxm4PrPfj6g9V5/euvKrT42k4GqBoDVCjw+u/PxbUBdh94/QGT1F89HtjvCx92JgAMUDUGqFDQ9T+Sj0s9aJbrgQqJ6o/P6oHSP3mzAwFjgKoxQIUCrv+JApzvRbtcD1RIWP/SvYBJS7zZhUAxQNUYoELB1v9MEU73pGFeiSQkrn92b3T/Q4M3OxEgBqgaA1Qo0PpfLsFx3iz6wwAVktf/1VRgZ+vu28kAVWOACgVZ/5tlOLTem6YZoEJO6n+kPwqvtGyBEQaoGgNUKMD6PyzHPnUetc0AFXJU//JfxDDOnXuumIIBqsYAFQqu/s8qMKHWq8YZoEIO639qMxT81qv/9YLAAFVjgAoFVn/NaFSt8qx1BqiQ0/pTC4yM/p83+xIEBqgaA1QoqPpXVmH01941zwAVcl7/c8OQd+b3nuxMABigagxQoYDqr/0JKpZ52D7XAxXSqP/7s/Iw7FkvdiYADFA1BqhQMPXX7Y3yjzztgeuBymjV/9Jo5Jxsxyp3DFA1BqhQIPXXH4yyt/zvVoXjr1N/3YUF2Oyfru9MABigagxQoSDqjx/n4g2Ms8Tx16v/jXGIHe3nagAeYYCqMUCFgqj/HBQZ8xIax1+z/vVXdMWAR93dmQAwQNUYoEIB1H8lCv7ud5/t4vhr1//ujsCh37i5MwGwNkDX3D9950HdcmJFA3c66WHn51szQIX8r//OWGy2z112gOOvX3/D9UXo+5CLOxMASwN09VnFaKXHBU4jlAEq5Hv9c3Mxy/teuB6oUHbj/+GuwAFfurYzAbAzQJdskc7NLv0rKgZ0TX862uFJgwxQIb/rn9cFF/nQDdcDFcpy/OM390Avg/6gcMzKAK3bCig8Zu6y9Epn8S+fOLUU2GadoyYYoEI+1/9yCU70ox9eiSSU9fh/MgnY+zN3diYAVgborUDV0tYPrNgXuMVREwxQIX/rry7DNG8WAM3AABVyYfzvLEXJ7b6MqgesDNDxKM24THrtlhjvqAkGqJCv9S8tx17+LOXDABVyY/yXTQH2COn9PqwM0B44KvOhy1HiqAkGqJCf9deMxA6eLWDXFgNUyJ3x/8sm6H5TKH8JtTJAYzgv86F7kOOoCQaokI/1f1eF0X5dQM4AFXJp/L86ENj1Qzda8pmVAVqGQzIfuhibOGqCASrkX/11E7xdgKkNBqiQa+P/cF8UXR++m85ZGaD7oDDjP7MV5ZjsqAkGqJBv9ddPxabV/nSVYICKuTf+30wDdnzXpcZ8Y2WAPgIMeaH1A29tAzzgqAkGqJBv9U9Hj0X+9JTC9UCF3Bz/R/uj8Hchu+mclQEanwxgl6vnL1nT0PDdJ8/eMCkG7OHsrwMGqJBf9V+Ownm+dNSE64HKuDr+K34BbPeme+35wMoATaycgAyTVjtrgQEq5FP9s5A7149+HOP4u1r/k4PQZUaYfgm1M0AT9bcOax2fI+9x+uo0A1TIn/r9uQBeB8ff3fpXHR/DNq+72qSnLA3Q5J/xr1131IStK4eP3f3YGxc7P8OMASrkS/3zijDD+160cPzdrv/fQ5B/YWjufGxtgGaJASrkR/2LSjDd8040cfxdr3/NyTnY6hW3W/UIA1SNASrkQ/0fluPAeq870cXx96D+ZyqQd95a99v1AANUjQEq5H39NRWY4PtfdFwPVMib8a89PQcj/+dBw66zMkCBYW9k2QQDVMjz+r+rwtb+nvGTwvVAhbwa/+crkXfWD5407SpLAxRdb8xuaQIGqJDX9acu4KzxtAclXokk5Nn4f39mLrZ80Zu2XWRpgMaA3eXrY732m7MzFWPvL0U+WLxEtqGlPK7/iwPQ+0UvO2jHbEyUbahd/0TM1nuilvNwijcNezj+T1Qid7rps0tcf1WoAnS724rQ7RrpIvRTM0+7TzltMQXvKBQ/FES/N2EXj3vYBTd53ENrp+FoH3tzySvH5WLwPUHvhUv2xClux5zL7bVqGVWJ6h2Bkf+Q/R3/yTVXZOqBSTUiyf+BZBtaytv6z0fBXz1svn1/we6yDbXr3x1/0XuilvPxS28a9nb8/z0COcd94mEHWRPXPy5Uv4FWJRL1VxcCu8zTfCmUr4EKeVr/7MDuYMzXQIU8Pv7rLszH0Ke97CFLlr4GWpX68NFeyb/Ex/1Z6608BqiQl/XPK8BMzxrvGANUyPPj/7UxiJ20xts+smBzgCbij1UmI7T0hP84X52AASrkYf2LSnC2V213hgEq5P3xv+6SAgzxdSUuJ6wO0ERi/STu3f8AACAASURBVJ1DU28IlR508+u8rbEnvKu/eoBPd+BU4XqgQr5cyrstYic4XE7NL5YHaDJC79ux8V31Lo6aYIAKeVZ/IBcgbcD1QGV8Of7XX94Fg//lfT8arA/QpDfP3jyVoI6aYIAKeVV/rY93kMsGx9+X+t/cDrFjV/nRk0NRCNBEIv7GzN2KHDXBABXyqP76Kdh8qRcNu43j70/966/sioFP+tKVI9EI0BS+BuoJb+qPn4Ay/+4glw2Ov1/1v709YkcZ90dJdALUGQaokDf1n4OiBR406wGOv2/1119ViHI/V2CRYICqMUCFPKnf2DsgbYzj72P97+4IHLncv/4ErAxQFzBAhbyo34A7IHE9UCF/j/+Gawsx4DEfO+wUA1SNASrkQf0Lirw661uO64EK+X38v/9j4HCDfgllgKoxQIXcr7+6LMAT6JvxSiQh34//huuK0O9Rf/vsgO0BWunw/M9mDFAh1+uvqcBewd+TkQEqFMDx//7OwGGmzDoGqBoDVMjt+murUFXraotaGKBCQRz/DdcXYdM5vnerxABVY4AKuVx//ZRA7uCxEQaoUDDH/we7AIcaMfEYoGoMUCGX659uyAn0DFChgI7/ht93Q99Hgug5AwNUjQEq5G79M005gZ4BKhTY8f/heOCQb4LpuxUGqBoDVMjV+mfHTDmBngEqFNzxH/9D8pfQvwXUeQsGqBoDVMjN+ucVBH4CfTOuByoU5PH/0a7AwV8H1n0aA1SNASrkYv2LSoI/gb4F1wOVCfT4j99UjD4PB9d/wv4A1cUAFXKv/qXlBpxA7xjHP9D6P/oJMDXI0zYYoGoMUCHX6l85OtAV6HVx/IOtPz6rO/o8FFz/DFA1BqiQW/XXTQjHCvSZOP5B1//xbsBBgf0SygBVY4AKuVR/fBrKQ7ECfSaOf+D1x28O8JdQBqgaA1TIpfrPQckiN9rxHcffgPoD/CWUAarGABVyp/5ZKDDrzt9cD1TIjOM//Uvog0H0zABVY4AKuVL/3Fzcln0rbuJ6oEKmHP9LJgIHfuV/vwxQNQaokBv1m7CCcgZeiSRkzPEf/2Mgv4QyQNUYoEIu1L90U/NOAGWAChl0/AfySygDVI0BKpR9/UaeAMoAFTLp+A/il1AGqBoDVCjr+s08AZQBKmTW8Z/6JdTft+MZoGoMUKFs6zf0BFAGqJBhx3/6l1A/zwllgKoxQIWyrd/QE0AZoELGHf8+nxPKAFVjgAplWb9xJ4A2YYAKmXf8+3thEgNUjQEqlF39j+biLtd2xU1cD1TIxOM/9UvoVJ/WCWWAqjFAhbKq36gVQNvieqAyRh7/6V9C/VknlAGqxgAVyqb+cK4A2hbH38j6P5rg02L1DFA1BqhQFvUbeQKoUxx/M+tPrRPaV7ieQTYYoGoMUCH9+s08AdQpjr+p9acWq/f+tp2mBCjUXO5SjgEqpF///6HMwBNAneL4G1t//CYf7h3PAFVjgApp12/MLeCzw/E3uP7UbTsP9Xb/TAnQyia9UrHZp2LT1IdBlZUudynHABXSrd+cW8ArcT1QIbOP//iN3bDpHC97MCVAm/yzGCPuTu3Rij+PwMiPXO7RAQaokGb9Bt0CXonrgQqZfvx/OB44zMNdNCtAlxRj/7VNn6/dF0OWu9ylHANUSK9+g08AbcQrkYSMP/4bft8N/R71rHmzAvQklK1p+WL1JjjL5S7lGKBCWvXXbIb9zD4BlAEqFILj/4NdgMO9+l3MrADdHMe0+uooVLjcpRwDVEin/toqVNV6sC8uYoAKheH4b7i+CAM8+mmbFaC5OL/VV+ciz+Uu5RigQhr1109BRWD38RZigAqF4/h/fyfgCE/etDMrQLvgsFZfHYJuLncpxwAV0qj/NJRWe7ErbmKACoXk+G+4thADvHjXzqwAHYUeG65f/aoY27jcpRwDVMh5/aauYNcGA1QoNMf/ezsAR7l/5ZtZAfobYLfmd5FW7wr81uUu5RigQo7rn5sbm+3NrriJASoUnuO/4apCDHzC7VbNCtAvSoDN70jt0Te3DwFKg3uljAEq5LT+hUW43KNdcRPXAxUK0/H/zvaIHbPK3TbNCtDE4/mpS5A23SJ9JVLBky736AADVMhh/aFZwY7rgcqE6vivv6IrBv3T1SYNC9DEs0NbroMf/qLLHTrBABVyVr8VK9i1wfEPVf1vbYfY8atdbNC0AE2su3/q0C6x4hFHzK13uT9HGKBCjuq3YwW7Njj+4ap//WVdsJmLb2IaF6CGYIAKOap/OsoCXN/AExz/sNW/eFvETvzOrdYYoGoMUCEn9Vuygl0bHP/Q1b/+kgIMedqlxhigagxQIQf132v2CnZ6OP4hrP/1scg5xZ2LiY0L0HUPTBteHCusmHrfOpf7c4QBKiSvf0ERrvZ0V9zE9UCFwnn8r7swH1s850ZLpgXo/M1b3oUf+qzLHTrBABUS119dhune7oqbuB6oUFiP/1e3Rs6vvs++HcMC9NG8VHT2reif+pDP80DNJ61/5TDsE+h5Fc7wSiSh0B7/dRfkYcsXsm7GrACt6QmMezD1p82qh7YFegc3NgxQIWH9YTuBiQEqFOLjf+Eo5J79Q5aNmBWgFwFHN/+asv5w4DKXu5RjgArJ6o9PQ3mobsHJABUK8/G/9jd5GPFSdm2YFaDjMGhtyxc/DECVy13KMUCFZPVfjqLXPd8VNzFAhcJ9/C8Ygbxzs7o0zqwALcYvW311Inq43KUcA1RIVL/ht+BUYIAKhfz4/+HMXIzK5gQFswI0hhmtvroEOS53KccAFZLU/6zht+BUYIAKhf74f2EY8n6rf8qkWQFa0uaeSEejNNs+vrx4u+45vXeb5fh8BQaokKD+6jLXjx3PMUCFwn/8f39aDsZov8BkVoD+GL023D1veSnG67U8cuQhjZ/MLm46p3Qzp5cQMkCFOq+/pgJTQnQCUyOuBypkw/H/3FAUzFiv91yzAvQ6YGLz9RkrJwK/12y56d2nu1PZ2XVoanHRQodvtjFAhTqtv24XbGv4LThVuB6ojBXH/3enxDDuLa2nmhWgawYBm854ZU18zSuX9QMGa66Z0hSgy4qAysfWJRIfHwsMXdvZs9pggAp1Vn/oTmByiONvRf3/GYIuV+j8nWRWgCYW9sQGPV/RbbkxQM9N5mfT77PnAXc4aoIBKtRZ/RejZJFPuxIIjr8d9a8+Pobt33H+PMMCNFE9sSU/d9O+921TgI4BHm16ZG0fTHbUBANUqJP6Z8dy/XyvxH8cf1vq/+dAFF7T4PRZpgVoIvHahXuPHT52n4uyODmrKUAL0bXl9ITD0MdREwxQoY7rfy58JzA5xPG3pv5VRwM7feDwSeYFqBstNwZoDENbHjrX4TmlDFChDuuvLsOp/u1KIDj+FtX/9wHo9ntn9zy0OUD7Y1DLQ2egq6MmGKBCHdX/TRhPYGrE9UCF7Dr+lx8GTHB01xmbA/RIxL5ufmgCtnTUBANUqIP66yZgmxCewJTG9UCFbDv+5/RF91sc/BJqXIC6sSI9MOTx6vWJt/NxftMjr8VwrKMmGKBC7dcf6hOYeCWSkHXH/9cHAZM+FW9uWoC6siJ9+un5I/YbhtzGt+FfHgj811ETDFCh9uu/HN3DewITA1TIwuP/wU1Qcpd0Y8MC1J0V6VudTDo+9fV+MWA/Z00wQIXarT98KzC1xgAVsvH4/3J/YK/PZduaFaAurUgfr3n+rvMOGlvcHKAlyVaXd/KcDAxQofbqXxDuE5gYoEJ2Hv9/LkWv+0RbmhWg7q5IH//imdvT1x+V9P+t0+WYGKBC7dRfXYYT/d4VNzFAhSw9/j/fC9j/K8GGZgWoRyvSv+fs1K4UBqiQuv6VW4T2BKZGDFAha4//23ugj+BUNrMClCvSh46y/tQt5Fb7vy8uYoAK2Xv8f7I7cGinxZkVoFyRPnSU9f8ixCcwNeJ6oEIWH//xWd3Qr7P/5cwKUJdWpAeGvaH3zBYMUCFV/TNRlOW9DoPH9UBlrD7+PxgPHNXxT86sAHVpRfrUMso3On/dszUGqJCi/odCfQKTQxx/m+tvuK4QA//Z0RZmBahrK9LHgN2XiLe/rndpphyc+LbIm4vfkm1oqY3rv78rzghkVwLB8be7/se3Quzghe1/X1z/ZJysl2btx9zGD7m2Iv12txWh2zXSi0HPjWFjpy0mHf8qxdSg94HILa+fXoABf8q+nT39CFAXV6Sv3hEY+Q/h3/GrlmfqhxH1Ip8t/lq2oaUy6/92FH6yNqB9CQLH3/r63xiDnFPXtPNNcf1Dw7Yiff3VhcAu8zRfCuVroEIZ9ddPwmh/3x0JGMff/vrX/TYPW7ZzX1+zXgNNcW9F+o/2SsbwuD//oNMEA1Qoo/7pKHO6preRuB6oUDSO/4WjkHu28raU5gWoGy03XcIUf6wyGaGlJ/zH+T2fGaBCbeu/DkXt/E8dMlwPVCgix//as3MxSvV/kNUBmkisv3No6tWA0oNuft3Z8qIMUKE29c/Njf0luF1xE69EEorM8f/CFsi/eOPfxCwP0GSE3rdj40uqXRw1wQAVal3/G0WYGeCuuIkBKhSd47/21ByMeyvzUcMCtOHO3besbEWz5barkLx5dnqVZkdNMECFWtW/tBzTgtwVNzFAhaJ0/D89BF2vyFgjx6wAjR+ScTKmZsuZyzjF35i5W5GjJhigQhvqr90Wu9YFui8uYoAKRer4X31cDDu83+YhswL0/syz2TVbVq2Dx9dAPdFSf/0UVNQEuy8uYoAKRez4f2IAitrc+NisAN0d+L+PGrJvOfuFRBmgQi31n41S7RN3zcMAFYra8Z++8XGrq8TNCtBSbOPGMrwMUP801/9HFMwLeFfcxAAVit7x/9c+6HF7y1dmBSjwB5c70cUAFWqqf14B7gx6V9zE9UCFInj8f9X6nnNmBWgR5rjciS4GqFBj/W+XePUbTlC4HqhMJI//2b1a7jlnVoD+SHcBO9cxQIXS9ddUYL/s1l8NLY5/FOtP3XPuwK9Tn5kVoDfgR9m/hdRGpeY7+QxQoVT9dTuiqjboHQkIxz+S9cdv6Y6+qWXDzQrQtdvhdHcTlAHqsWT98Wko/7zzLe3E8Y9o/R+NB45YaViAJr7ZHtvN/tT52h/tYoB6LFn/JShZFPRuBIbjH9X6G2/3YUqAKpaE1z+RvhUGqMeWLf5jlG6BtBGOf3Trf6cKscNfYoCqMECFlv2lK24Meifcx/VAhSJ9/K+/rAAD35Zt63GAVqpl3QkD1GMvlmJ60PvgAa4HKhTx4//1EXhEtmWYlrNrhQHqrZVbYoIbF4+ZhlciCUX8+E988g8z/oT3CgPUU/V7YIuPg94JLzBAhaJ9/Jt2GpM5GKAi09H7SSvrZ4AKRfv4Z4C2hwEq8XsUPm5n/QxQoUgf/wlzAhTA14r34l3uUo4BKjA3Nzbb0voZoEKWjr8YA1SNAdq5RSW4xNb6GaBClo6/mCkBWllZuVxxMpPLXcoxQDv1RTmmxW2tnwEqZOn4i5kSoKZhgHamtgo71FlbP9cDFbJ0/MUYoGoM0E7ED2y8BZKt9XM9UBlbx1+KAarGAO3EOSh5M/UxqvU3Y/2sX4QBqhbRA2h2LK/xFkgRrb8F62f9IiFdTEQXA7RDzxVgVuNn0ax/A9bP+kUYoGqRPICqy3B606eRrL8V1s/6RUK6GpMuBmgHVg7HlOYVRKJYf2usn/WL8DVQtQgeQOsnYPTq5i8srZ/rgQpZOv5iDFA1Bmj7pqPf0pYvLK2f64EKWTr+YgxQNQZou65F0YINX1laP69EErJ0/MUYoGoM0PbMzY092OpLS+tngApZOv5ixgXo+gcOG907vzLx0ZVfutyfIwzQdizqjpmtv7a0fgaokKXjL2ZagL4yPH36UmXiZRTd4nKHTjBA1VIriLR5wNL6GaBClo6/mGEBuqBbMj0HNAYoEGCCMkCVaquwc12bRyytnwEqZOn4i5kVoLWDgemfJ1IBWndtPgqXudylHANUpXkFkVYsrZ8BKmTp+IuZFaA3AhekvoPUGfR/AS50uUs5BqjKOSjJvAu2pfUzQIUsHX8xswJ0Fwxcl2gO0PgYVLncpRwDVKFlBZFWLK2f64EKWTr+YmYFaAlOTH8nHaCJ01HicpdyDNCNbVhBpBVb6+d6oDK2jr+UWQEKzGj8kA7QGYi53KUcA3Qj1WU4beNHo1O/Gutn/SK+BGjPxinaFKAno7vLXcoxQDOtHLFhBZFWIlN/O1g/6xfxJUB3xfB4ojlAGyrwI5e7lGOAZqjfDaNXKR6PSv3tYf2sX8SXAP0j0q+yNQboDcDFLncpxwDNMB19l6oej0r97WH9rF/ElwBdOxw5532TDtBVF8bQ4yuXu5RjgLZ1Q5sVRFqJSP3tYv2sX8SfK5He6w/EBgP5Q/KSnzzkco8OMEDbeDQ3dr/6O5bWz/VAhSwdfzHDAjSxbErL7Tz6POpyh04wQFtbVILL2vmWpfVzPVAhS8dfzLQATSReP2v73jm5/SbftMbl/hxhgLZSU45p8Xa+Z2n9vBJJyNLxFzMvQFv72OUu5RigG9RWYce69r5paf0MUCFLx1/MrABtuy91Mwtd7lKOAdoifjCG1rT7XUvrZ4AKWTr+YmYF6JhvWn3xzAje1tgE56NkUfvftbR+BqiQpeMvZlaAYuuvmz+tOZL3hTfC7Fjukx1829L6GaBClo6/mGEBiq0a/1hsuLU0GZ9bv+Byl3IM0CYvqlYQacXS+hmgQpaOv5hZAfprYHTq5Pk3dkjGZ/G1613u0QEGaKMPyzC9ww0srZ8BKmTp+IuZFaDxs4GRX645IzeZnwcorxz0CwM0beVoTFKsINKKpfVzPVAhS8dfzKwATcTPBYaVJ+Nzcz/PMlZggKbUT8boThaStLV+rgcqY+v4SxkWoIn4Ban3jgou+N7lzpxigKaciLIPO9nE6voFWD/rF/HtRPqLgK4dnDbjEwZo0iwUvNjZNjbXL8H6Wb+If1cizQD2WetyX44xQBOJp3JjszvdyOL6RVg/6xfx8VLOmQYkKAM0tYLIeZ1vZW/9Mqyf9Yt4HKCVreUCAxo/c7lLOQZoTQWmtreCSCvW1i/E+lm/iMcBCjX91tfcP33nQd1yYkUDdzrp4VrHT498gNbtiCrJj83S+rkeqJCl4y9maYCuPqu4dTM9LnAaoVEP0Pg0lH8h2dDS+rkeqJCl4y9mSoC6a8kW6dzs0r+iYkDX9KejlzlrIeoBOhPdZKdCWFo/r0QSsnT8xawM0LqtgMJj5i5Lv4QX//KJU0uBbdY5aiLiAfpQLHeubEs762eASlk6/mJWBuitQFWbC0FX7Avc4qiJaAfogiJcJdzUyvoZoGKWjr+YlQE6HqVft31k7ZYY76iJSAfo0gE4TrqtjfUnGKBilo6/mCkBCuBrxVtJei33wFGZD12OEkdNRDlAa7fGhHZv4ZHJwvpTGKBClo6/mJUBGtv4DPB7kOOoiQgHaP0UVCwXb21f/WkMUCFLx1/MlACtrKxcnnE6vf6J9GU4JPOhi7GJoyYiHKBno1e1fGv76k9jgApZOv5ipgSoq/ZBYcYiQivKMdlRE9EN0DtQMM/B5tbV34jrgQpZOv5iVgboI8CQNncDeWsb4AFHTUQ2QOcV4FYn29tWfzOuBypj6/hLWRmg8ckAdrl6/pI1DQ3fffLsDZNiwB4NjpqIaoBWbwLhr15NLKvfMdbP+kXCFKCJlRMy342atNpZCxEN0JVbYErHt/DIZFf9zrF+1i8Srmvh628d1rqZkfc4+/0zqgFaNwGjHa4aYFX9Glg/6xcJV4Am/4x/7bqjJmxdOXzs7sfeuFiwLFuGaAboCejn9FZ+VtWvgfWzfhE/1wPN9jQmF0QyQK9F0QKnz7Gpfh2sn/WLhOo10OxFMUDn5sbud/wki+pvjeuBClk6/mLWB+hLx2w7aq/fO3wLKZIBuqgHZjh/lj31t8H1QIUsHX8xSwN09eU7jdhnXiIRP6fxtdR+8x02EL0ArSnHNOevFdtTf1u8EknI0vEXszNAP6lIpWbsvtT96Rp1eaHzZ7UWuQCtrUKVeAWRVmypPwMDVMjS8RczMUArs3n3PaVhu8bU7PbvPGxyW03dS1OAYR0sqLz84Qcz9cIuK0U+XvyZbEOzrTgQgz/QeaIl9Wd6AJNkG2rXPwkP6D1Ry4U43ZuGLR1/MXH9W4UoQB8Gxr3xw4PdUIDid1IPxA8DOrgW+FDVGVSnLY6S6Sj+W9D7YJKbsIvHPeyCmzzuobXTcLSPvdHG9sQp2aXaRrwL0J+ja+oWSDclY/Cixke+KcTP29/+mYMPzFSIgz4VeW/xB7INjXZDLPcuvWfaUf9G7sIE2Yba9U+A5k9cyzk40ZuGLR1/MXH9O4XoN9BBmJL6sCoHeLPpob0x2FET0XoNdEEhbtR8qhX1b4yvgQpZOv5iVr4Gmoez0h8HAc3vi5yJfEdNRCpAPy3DdN3n2lC/AgNUyNLxF7MyQHOaTnobsiFAf4NcR01EKUBXjsZuzlYQacWC+lW4HqiQpeMvZmWAbopDUx/WFmz4E34qBjhqIkIBWj8Fw/VXiwx//WpcD1TG1vGXsjJA90Rp6tKjhza8ibSmp/TKkiYRCtDTUebgFh6Zwl9/dlg/6xcJ04n0twMHrE4s7p8M0O7vph6IHw/c4aiJ6ATozSh4Oounh77+LLF+1i8SpgD9YShQNATI/SNQdsc36xb+HBj0g6MmIhOg8wpwVzbPD3v92WL9rF8kTAGaeLVn+lz4KxOnNp8Wnz/fWQtRCdDqkizfng15/Vlj/axfxJcAbXstUE63Adsffd/3Om1/dFivnGG3xRPrj21squwphw1EJEC/qcAUjRVEWgl3/dlj/axfJIAAbdTnvqx6mX/4mJGTr3X8HmQ0ArRuAsY6vIVHplDX3z6uBypk6fiLmRWglZUDU5nZt6J/LPlhyOZl6Qi9xeWOJaIRoMeg3OktPDKFuv72cT1QIUvHX8ysAE18uCXGPZj6dXHN37bDTt8mVs/5EVC4zOWeBSIRoL9D0f+ybSPM9XeAVyIJWTr+YmYF6Ioh+EXzNTH1R6FqbfKvzJ1aTub0UxQCdG5u7OGsGwlx/R1hgApZOv5iZgXoOShf2/LFD+W4OvnhBWBH/U50T8qPQIAu6oaZ2bcS3vo7xAAVsnT8xcwK0KE4udVXJ2Gr5L8NPVCq3wkDtD1f6N3CI1No6+8YA1TI0vEXMytAc9vc1uzSxhWUKhDT74QB2o7aKuyocwuPTGGtvxMMUCFLx1/MrAAtwgmtvjoOXZL/xnuhSL8TBqha/GAMrXGjoZDW3xkGqJCl4y9mVoBuh77ftXzxXR+MSX5YDIzW74QBqnYBSha50lBI6+8MA1TI0vEXMytAfwdMbf67ct3BSP1B3zAFOEO/Ewao0uxY7hPutBTO+jvF9UCFLB1/MbMCdPVAYKv7UueBrnpwDNB3RWLObkCXj/Q7YYCqLCjEH1xqKpT1C3A9UBlbx1/KrABNLEyvAtJvi9RKdOj6dCLx4+TH27LohAGqkM0tPDKFsX43sX7WL+LTakzv79RyEfzwlxKpAB0y1+V+RWwO0JWjMVH7Fh6ZQli/q1g/6xfxazm7+NMnbNUdBUMPfnh96stHX3BtqjticYBmdwuPTOGr312sn/WLhGo90OxZHKDZ3cIjU/jqdxfrZ/0iDFC10B1AWd7CI1Po6ncZ62f9IgxQtbAdQNnewiNT2OoX4nqgQpaOv5hxAbrugWnDi2OFFVPvW+dyf47YGqBZ38IjU8jql+J6oEKWjr+YaQE6f/OWd+GHPutyh05YGqDfZn0Lj0zhql+MVyIJWTr+YoYF6KN5TSvSp28E96TLPTpgZ4C6cAuPTKGqX44BKmTp+IuZFaA1PYFxD6ZeG1r10LZA7+DGxs4APTb7W3hkClX9cgxQIUvHX8ysAL0IOLr5vM/1hwOXudylnJUBehWKFrjdZpjqd4ABKmTp+IuZFaDjMKjVivQDUOVyl3I2Bujc3NhDrjcaovqdYIAKWTr+YmYFaDF+2eqrE9HD5S7lLAzQRd1xufuthqd+RxigQpaOv5hZARprsyL9JchxuUs5+wL0K3du4ZEpNPU7wwAVsnT8xcwK0BIc0+qro7O5GVKWrAvQ2ips78YtPDKFpX6HuB6okKXjL2ZWgP4YvZa3fLG8FONd7lLOtgCNH4ohrtzCI1NI6neM64HK2Dr+UmYF6HXAxOYL3FZOBH7vcpdytgXohW7dwiNTSOr3DOtn/SK+BOiaQcCmM15ZE1/zymX9gMHfbbyJTywL0L/Ecv/uTcvhqN87rJ/1i/i5In2Tnq+43KMDdgXogiLPfpkPRf0eYv2sX8Sna+GrJ7bk524urlrpmFUBurSPe7fwyBSG+r3E+lm/iG/L2b124d5jh4/d5yKPlt8SsilA14zGhPVeNR6C+j3F+lm/CNcDVTP/AKqfgkrv3vE1v34tXA9UyNLxF2OAqlkUoL929RYemcyvXwvXAxWydPzFGKBq9gTobSiY52Hzxtevh1ciCVk6/mKmBCjUXO5SzpoAnVeAO7xs3/T6NTFAhSwdfzEGqJotAVrdG2d52oHh9etigApZOv5ipgRopZrLXcpZEqArKzClvvPNsmB2/doYoEKWjr+YKQFqGjsCtG4CRrt8C49MRtevjwEqZOn4izFA1ewI0Ono5/YtPDIZXb8+BqiQpeMvxgBVsyJAr/PgFh6ZTK4/CwxQIUvHX4wBqmZDgD6WG7vP804Mrj8bXA9UyNLxF2OAqlkQoItKcIn3vZhbf3a4HqiMreMvxQBVC3+A1gz25BYemYyt3yesn/WLMEDVTD2A6qpQ9b0P/Zhav19YP+sXYYCqGXoAxadhoCe38MhkaP2+Yf2sX4QBqmboATQDPby5hUcmQ+v3Detn/SIMUDUzD6AHY7lz/enJzPr9w/pZiJ1MBQAAHYtJREFUvwgDVM3IA2hBEa72qSsj688e1wMVsnT8xRigaqEO0KXlOM6vvkys3wVcD1TI0vEXY4CqhTlAa8dgQp1fnRlYvxt4JZKQpeMvxgBVC3GAxqegwr99Mq9+VzBAhSwdfzEGqFqIA/Qc9PTxfqbm1e8KBqiQpeMvxgBVC2+A3uXtLTwyGVe/OxigQpaOvxgDVC20AfpMAW72sz/T6ncJA1TI0vEXY4CqhTVAq8twuq8dGla/WxigQpaOvxgDVC2kAbpyBPbx9hYemcyq3zUMUCFLx1/M8gD98uLtuuf03m2W42U1whmg9btjtL+rpJlVv3u4HqiQpeMvZmWAjhx5SOMns4ub7u65mdOV2cMZoNNRtsTnLo2q30VcD1TG1vGXsjJAgar0x7tT2dl16KbJfwtfctZEKAN0Frp4fguPTCbVHwTWz/pFQhigy4qAysfWJRIfHwsMXeuoiTAG6FO5sdm+d2pQ/YFg/axfJIQBem4yP5sWbDgPuMNREyEM0DdLcJ7/vZpTfzBYP+sXCWGAjgEebXpkbR9MdtRE+AK0pgIH+XALj0zG1B8Q1s/6RUIYoIXouq75ocPQx1EToQvQup1RVRtAv6bUHxTWz/pFQhigMQxteehc5DhqInQBejjKPwuiX1PqdxnXAxWydPzFbA7Q/hjU8tAZ6OqoibAF6EwUvR5Ix4bU7zauBypk6fiL2RygRyL2dfNDE7CloyZCFqBzYzk+3cIjkxn1u45XIglZOv5ilgbokMer1yfezsf5TY+8FsOxjpoIV4C+WoSZAXVtRP3uY4AKWTr+YpYGaFL+iP2GIbfxbfiXBwL/ddREqAJ0aTmOCKpvE+r3AANUyNLxF7MyQHuixfjU1/vFgP2cNRGmAK2twnjfbuGRyYD6vcAAFbJ0/MWsDNB4zfN3nXfQ2OLmAC0Bxi131kSIAjR+ICpqAus9+Po9wQAVsnT8xawM0CbxL565PX39UUn/3zpdjilEAXouSt4Krvfg6/cEA1TI0vEXszlAW7zn/Aqd8ATo7FjuPwPsPvD6vcEAFbJ0/MUiEaAaQhOgCwowK8j+g67fI1wPVMjS8RezPkBfOmbbUXv9frXTp4UlQJeUYXqQ/Qddv2e4HqiMreMvZWmArr58pxH7zEsk4uc0vhnfb77DBkISoCtHYw9/b+GRiROI9UeZnQH6SUUqNWP3JWY2n87U5QVnLYQjQOv3wUifb+GRiROI9UeZlQHasF1janb7dx42ua2m7qUpwLB17W//j0kTM3XBtI9F3l38vmxDLxyFXk8H13taoPUbgPWzfpHxIQrQh4Fxb/zwYDcUoPid1APxw4AOXkT/Pyictth4FyD/rqD3gYgE9sQpLsecdwH6c3RdlvxwUzIGL2p85JtC/Lz97b//z78y9cYOa0SWLP5ctqH7Hi/ALUH13SLA+o3A+lm/yMgQ/QY6CFNSH1blAG82PbQ3BjtqIgSvgVb39OrcPicsfQ2M64EKWTr+Yla+BpqHs9IfBwHN14ifiXxHTZgfoN9WYEoAt/DIZOkE4nqgQpaOv5iVAZrTdLQM2RCgv0GuoyaMD9C6CRgTxC08Mlk6gXglkpCl4y9mZYBuikNTH9YWbPgTfioGOGrC+AA9DgOWBtJxBksnEANUyNLxF7MyQPdEaerSo4c2vIm0pqf0T7ImpgfoNShaEES/G7F0AjFAhSwdfzErA/R24IDVicX9kwHa/d3UA/HjLbsv/Nzc2IMBdKtg6QRigApZOv5iVgboD0OBoiFA7h+Bsju+Wbfw58CgHxw1YXaALirBDP97VbJ0AjFAhSwdfzErAzTxauOa9FcmTm0+LT5/vrMWjA7QmoGYZsAb8GmWTiAGqJCl4y9mZ4AmPjqsV86w2+KJ9cc25mfZUw4bMDlAf6hC1Vq/O22PpROIASpk6fiLWRqgG8w/fMzIydc6XnHD4ACNT8Og4G7hkcnSCcT1QIUsHX8x6wNUk8EBeilKFvncZQdsnUBcD1TG1vGXYoCqmRugD8Sa7tVsBk4g1h9lDFA1YwN0QRGu9bXDTnACsf4osz1AK6HXjakBunQAjvezv05xArH+KGOAqhkaoLVbY0Jd55v5iBOI9UcZA1TNzABtmIKK5f51J8EJxPqjjAGqZmaAnoOe1f71JmLpBOJ6oEKWjr8YA1TNyAC9CwXzfOtMyNIJxPVAhSwdfzEGqJqJAfpMAW72qy8xSycQr0QSsnT8xRigagYGaHUZTvepKwcsnUAMUCFLx1+MAapmXoCuHIl96v3pyglLJxADVMjS8RezPUB1GReg9XtgtL8X/8lYOoEYoEKWjr8YA1TNuACdjrIlvnTkkKUTiAEqZOn4izFA1UwL0FkoMOMWHpksnUAMUCFLx1+MAapmWID+Mzc224duNFg6gRigQpaOvxgDVM2sAH2rxKvT+LJm6QTieqBClo6/GANUzagAranAgabcwiOTrROI64HK2Dr+UgxQNZMCtG48qmq97kQXJxDrjzIGqJpJAXoEypd63Yc2TiDWH2UMUDWDAnQmijxaCMINnECsP8oYoGrmBOjcnNgcb3vICicQ648yBqiaMQH6ehFmetpBljiBWH+UMUDVTAnQz8pxuJftZ83SCcT1QIUsHX8xBqiaIQFaW4WdzbqFRyZLJxDXAxWydPzFGKBqZgRo/CBU1HjXvBssnUC8EknI0vEXY4CqmRGg56NksXetu8LSCcQAFbJ0/MUYoGpGBOjsWO5TnjXuEksnEANUyNLxF2OAqpkQoAu64iav2naNpROIASpk6fiLMUDVDAjQT8sw3aOmXWTpBGKAClk6/mIMULXgA3TVaEw08BYemSydQAxQIUvHX4wBqhZ4gNZPwXATb+GRydIJxAAVsnT8xRigaoEH6K9QVu1Jwy6zdAJxPVAhS8dfjAGqFnSA3oKC+V606zpbJxDXA5WxdfylGKBqAQfovALc6UGzHuAEYv1RxgBVCzZAq3t59ZKV6ziBWH+UMUDVAg3QlRWYEoI34NM4gVh/lDFA1YIM0LoJ2MrYW3hk4gRi/VHGAFULMkCno5+5t/DIxAnE+qOMAaoWYIBej6IFLjfpIUsnENcDFbJ0/MUYoGrBBejjubH73G3RU5ZOIK4HKmTp+IsxQNUCC9BFJbjY1QY9ZukE4pVIQpaOvxgDVC2oAK0ZgmlxNxv0mqUTiAEqZOn4izFA1QIK0LodUBWaN+DTLJ1ADFAhS8dfjAGqFkyAxqeh/Cv3mvODpROIASpk6fiLMUDVggnQmShe5F5rvrB0AjFAhSwdfzEGqFogAfrXWO5c1xrziaUTiAEqZOn4izFA1YII0JeL8Du32vKNpROIASpk6fiLMUDVAgjQpeU42qWmfGTpBOJ6oEKWjr8YA1TN/wCtHYcJde405SdbJxDXA5WxdfylGKBqvgdofH9U1LjSkr84gVh/lDFA1XwP0HNQ8q4rDfmME4j1RxkDVM3vAJ2N3HlutOM7TiDWH2UMUDWfA/T5AsxyoZkAcAKx/ihjgKr5G6AfluHk7FsJBCcQ648yBqiarwG6cjQmh+UWHpksnUBcD1TI0vEXszZA19w/fedB3XJiRQN3Oulh5+tz+Bmg9XtitL/ntLjI0gnE9UCFLB1/MUsDdPVZxWilxwVOI9TPAP0lyj7Ito3AWDqBeCWSkKXjL2ZngC7ZIp2bXfpXVAzomv509DJnLfgYoLNQ8N8smwiQpROIASpk6fiLWRmgdVsBhcfMXZZemTj+5ROnlgLbrHPUhH8BOi8ff86uhUBZOoEYoEKWjr+YlQF6K1DV5r6WK/YFbnHUhG8B+n6JV4e2PyydQAxQIUvHX8zKAB2P0q/bPrJ2S4x31IRfAfp1BfYN1S08Mlk6gRigQpaOv5iVAdoDR2U+dDlKHDXhU4DWTcA24bqFRyZLJxADVMjS8RezMkBjOC/zoXuQ46gJnwL0GJQv7Xwrk1k6gRigQpaOv5iVAVqGQzIfuhibOGrCnwC9CkX/03+2ESydQFwPVMjS8RezMkD3QeGHbR9ZUY7JjprwJUDn5sYe0n6yIWydQFwPVMbW8ZeyMkAfAYa80PqBt7YBHnDUhB8Buqg7LtN9rjE4gVh/lFkZoPHJAHa5ev6SNQ0N333y7A2TYsAeDY6a8CFAawZiWqjfgE/jBGL9UWZlgCZWTkCGSaudteB9gP5QhaoQ3sIjEycQ648yOwM0UX/rsNbxOfIeZ79/+hCg8WkYHMZbeGTiBGL9UWZpgCYD6rXrjpqwdeXwsbsfe+Ni538pex6gl6JkkdYTDcMJxPqjzNoAzZLXAfpALPdRnecZx9IJxPVAhSwdfzEGqJrHAbqgCNdqPM1Alk4grgcqZOn4izFA1bwN0KUDcLzzZxnJ0gnEK5GELB1/MWsD9I3f7jGkW06s66bjpv3hY+dP9zRAa8dgggVvwKdZOoEYoEKWjr+YpQH6/h5tTmKa/LLTBrwM0PgUVFhz1Fk6gRigQpaOv5idAfpij2RqDuyf/GdA//xUgsZmdPhG/JIPM/XFmDqRTxd/JdtwgzNR8rbT5xhLo/4wmIOfyjbUrv+nmKP3RC0zcKY3DVs6/mLi+rcIUYCu6gec/Hki8c5EjFpaX33n7skI/V0H2/8y87T7lNMWe+Qy5N/uVdvkkpuwi8c97IKbPO6htdNwtI+90cb2xCkux5x3AXolMCP9ybodMfy75Men+yCvg7VvbqvYPFMBTnhP5O3F78g2bHZvPi5y9gyjOa4/HG7BrrINtevfFbfoPVHLGTjOm4YtHX8xcf2742SXY867AN0em69v/OxZ4KLUx4U5+KXDJibJNnT6GlB1GU519ATDWfoaGF8DFbJ0/MWsfA20e8tvyw3dsWX6k72kbwo18SpAV47GXvWO9sRwlk4grgcqZOn4i1kZoLGmv+CThiIv/fE3yHfUhEcBWj8Zo/1dB9Jrtk4grgcqY+v4S1kZoD1b9jVeiq7pT05BgaMmPArQk1H2kaP9MB4nEOuPMisDdGcMaroL/EJgVOrj+goMd9SENwE6CwUvdL5VqHACsf4oszJAr0XTS+Z1uwK/Tn6s/yVwhqMmPAnQebmx2Y72IgQ4gVh/lFkZoKv6AgcvrFvz1PZA1yWJxKNbAcWfOWrCiwB9t8Srt0IDxAnE+qPMygBN/Du/5Xz425JfHg90cXjOiAcBWlOB/cN/C49MnECsP8rsDNDEv/s1xmePu1NfHY+fvOawAfcDtG4Ctq11uBchYOkE4nqgQpaOv5ilAZpYc/PPRo/a65pv0l+8+rHj57sfoEejfKnj3TCfpROI64EKWTr+YrYGaLZcD9CrUPRSFvtjLEsnEK9EErJ0/MUYoGpuB+jc3NjD2eyPsSydQAxQIUvHX4wBquZygC7qjsuz2h9jWTqBGKBClo6/mO0BWgm9btwN0JpyTLPvDfg0SycQA1TI0vEXY4CquRqg31dhe1tu4ZHJ0gnEABWydPzFGKBqbgZofBoG12jtRQhYOoEYoEKWjr8YA1TNzQC9FCWLtHYiDCydQAxQIUvHX4wBquZigD4Qy31Uax9CwdIJxPVAhSwdfzEGqJp7AbqgCNdq7UI42DqBuB6ojK3jL8UAVXMtQJcOwPFaexASnECsP8oYoGpuBWjtGEyw9Q34NE4g1h9ltgeoLpcCNP4zVNh9gHECsf4oY4CquRSg56Ck2pX9MRYnEOuPMgaomjsBeg8K5rmzP8biBGL9UcYAVXMlQJ8rwCyX9sdYlk4grgcqZOn4izFA1dwI0OoynOrW/hjL0gnE9UCFLB1/MQaomgsBunI09qx3bYdMZekE4pVIQpaOvxgDVC37AK3/KUb7e650ICydQAxQIUvHX4wBqpZ9gJ6Csg/d2x9jWTqBGKBClo6/GANULesAnYWC513cH2NZOoEYoEKWjr8YA1Qt2wCdl4fZbu6PsSydQAxQIUvHX4wBqpZlgL5X4tUBaxpLJxADVMjS8RdjgKplF6DfVGBfS2/hkcnSCcQAFbJ0/MUYoGpZBWjdBGxT6/IOmcrSCcT1QIUsHX8xBqhaVgF6LMqXurw/xrJ1AnE9UBlbx1+KAaqWTYBeg6L/ub0/xuIEYv1RxgBVyyJA5+bGHnR9f4zFCcT6o4wBqqYfoItKMMP9/TEWJxDrjzIGqJp2gNYMxrSIvAGfxgnE+qOMAaqmG6B1Vaj6wYsdMhUnEOuPMgaommaAxqdhYI0nO2QqSycQ1wMVsnT8xRigapoBejm6L/Jkf4xl6QTieqBClo6/GANUTS9AH47lzvVmf4xl6QTilUhClo6/GANUTStAXy7CVR7tj7EsnUAMUCFLx1+MAaqmE6BLy3G0V/tjLEsnEANUyNLxF2OAqmkEaO04TKjzbIdMZekEYoAKWTr+YgxQNecBGj8AFdF6Az7N0gnEABWydPzFGKBqzgP0Nyh5x7v9MZalE4gBKmTp+IsxQNUcB+jsWO6/PdwfY1k6gRigQpaOvxgDVM1pgC4owCwv98dYlk4grgcqZOn4izFA1RwG6JIynOjp/hjL1gnE9UBlbB1/KQaomrMAXTkae9R7u0Om4gRi/VHGAFVzFKD1UzDC398nzMEJxPqjjAGq5ihAf4Wyam93x1ycQKw/yhigak4C9FYUPO3t3hiME4j1RxkDVM1BgM4pwJ3e7ozJOIFYf5QxQNXkAfr3Xjjb230xmqUTiOuBClk6/mIMUDVxgL47GFMi+gZ8mqUTiOuBClk6/mIMUDVxgP4aI77zdlfMZukE4pVIQpaOvxgDVE0coPMOedPbPTGcpROIASpk6fiLMUDVsrgvfLRYWj8DVMjS8RdjgKoxQIUsrZ8BKmTp+IsxQNUYoEKW1s8AFbJ0/MUYoGoMUCFL62eAClk6/mIMUDUGqJCl9TNAhSwdfzEGqBoDVMjS+rkeqJCl4y/GAFVjgArZWj/XA5WxdfylGKBqDFAh1s/6o4wBqsYAFWL9rD/KGKBqDFAh1s/6o4wBqsYAFWL9rD/KGKBqDFAh1s/6o4wBqsYAFbK0fq4HKmTp+IsxQNUYoEKW1s/1QIUsHX8xBqgaA1TI0vp5JZKQpeMvxgBVY4AKWVo/A1TI0vEXY4CqMUCFLK2fASpk6fiLMUDVGKBCltbPABWydPzFGKBqDFAhS+tngApZOv5iDFA1BqiQpfUzQIUsHX8xBqhaTyBfpFd5cSzKSi2tH5Btp12/tAOXeNWdreMvVVreQxYUiFaAFoOIyD13uZxRRgdoYs7TMj/LOereKJtoaf1/EW6nX7+0B3d41Zut4y81Med0YVK4vn622QEqNR2zgt6FQLF+1h9lAdbPALUB62f9UcYAzRIPINYfZayfAZoVHkCsP8pYPwM0KzyAWH+UsX4GaFZ4ALH+KGP9DNCs8ABi/VHG+hmgWeEBxPqjjPUzQLPCA4j1RxnrZ4BmhQcQ648y1s8AzQoPINYfZayfAZoVHkCsP8pYPwM0KzyAWH+UsX4GaFZ4ALH+KGP9DNCs8ABi/VHG+hmgWeEBxPqjjPUzQLPCA4j1RxnrZ4Bm5QI8EvQuBIr1s/4oC7B+OwK0dn5D0LsQKNbP+qMswPrtCFAiogAwQImINDFAiYg0MUCJiDQxQImINDFAiYg0MUCJiDQxQImINDFAiYg0MUCJiDQxQImINDFAiYg0MUCJiDQxQImINDFAiYg0MUCJiDQxQImINDFAiYg0MUCJiDQxQImINDFAiYg0MUCJiDQxQImINDFAiYg0MUCJiDQxQImINNkSoMt/t0uvWJdhx74S9I4EaGW+LaPpRPyRKWWxkl1vqQt6RwIUzZFvFPDMt+QH/4/eaHJ6fdD7EphbYcloOrFyctPAb7Uk6F0JTiRHvlHQM9+OH/zTeUCvX1z6q62SP8fpQe9MUFZuFsFpVD8B6Dr13CNLgC1WB70zQYnkyDcKfOZb8YNfXwEcuCr5SfzufOA/Qe9OIH54fDQiOI1uAwZXJz/W/Ag4K+idCUZERz4t+JlvxQ/+KWD0usZPrwX2D3ZnAnHc1gXpP2OC3g+/xYcBz6c/+7QQxWsC3psgRHXkGwU/8634wZ8L3NT0aW0XlAW6L8EY3PQ6UND74bfXgJ2bPj0aeCDQfQlGVEe+UfAz34of/MHAS82fD0UsyF0JyN8fSuoXvWl0PXBV06dzovnyd1RHvlHwM9+KH/wVU6d+3fTpum7oE+i+BKgyetPoKGB+06fLNvwyGjkRHPlGwc98237wfwYOCnofghLBabQb0Hz2UrwLBge5K0GK4MhvJKCZb9kP/s1SYEHQOxGUCE6jrYGWd476o1uQuxKkCI58pqBmvlU/+Ia7ewC/CXovAhPBaZQsuaH58wrkBLkrQYrgyLcV3MwP7w++ssmGR+aPA3BGQ/tPscrG9UdwGg1vE6BRfPswLYIj30aAMz+8P3hknL/xzt7JL8ofCXKXfJVZfySn0VigtvnzASgKcleCFMGRbyXQmR/eH3zbAPnhnDyg91XfB7tPfmKAJu0OfNr0abwrBga6LwGK4Mi3CHjmW/KD/2QM0P2SyF4M3SiC0+hY4NmmT78Edgp0XwIUwZFvFvTMt+MH/+lAYN/Pg96LoEVwGt0I3ND06ZPASYHuS4AiOPJNAp/5VvzgG3YEZsaD3ovARXAaLQYmN316GvBwoPsSoAiOfKPgZ74VP/iHgWOD3gcDRHAaxUcg5+30ZytK0aO2k62tFcGRbxT8zLfiB7838HHQ+2CAKE6ju4FxK5Mf6/YDLgh6ZwITxZFPC37m2/CDb+iOWFUrQe9PUKI4jRomAYMu/fMVI4BRkf0FNJIjn2LAzLfhB/8Z2gp6f4ISyWm0amLTqI9ZFvSuBCeSI58wYubb8IN/OfgfoxGiOY0a7tujd06PnW+O8k3lojnyRsz8aP7giYhcwAAlItLEACUi0sQAJSLSxAAlItLEACUi0sQAJSLSxAAlItLEACUi0sQAJSLSxAAlItLEACUi0sQAJSLSxAAlItLEACUi0sQAJSLSxAAlItLEACUi0sQAJSLSxAAlItLEACUi0sQAJSLSxAAlItLEACUi0sQAJSLSxAAlItLEACUi0sQAJSLSxAAlItLEACUi0sQAJSLSxAAlItLEACUi0sQAJSLSxAAlItLEACUi0sQAJSLSxAAlItLEACUi0sQAJSLSxAAlItLEACUi0sQAJSLSxAAlItLEACUi0sQAJSLSxAAlItLEACUi0sQAJSLSxAAlItLEACUi0sQAJSLSxAAlItLEAKUwi5/bvfTXdUHvBUUWA5TC7C4kHRX0XlBkMUApzLZFWSnwdtC7QVHFAKUQ+zZ2W3zdCTg76P2gqGKAUog9vWfyn7rBQ+NB7whFFAOUQuz5Oal/z8M7Qe8IRRQDlELvedwY9C5QRDFAKfTWdft50LtAEcUApdD7LL8/XwSlQDBAKfTOBJYGvQ8UTQxQCruV3YG5Qe8ERRMDlMLuSgC/DXonKJoYoBRya/shZ+hPg94LiiYGKIXc7cBB03vzXSQKAgOUwq2hElh4Ez4Mej8okhigFG5zgImJZ3B/0PtBkcQApVCL7wD8K7ECZwa9IxRJDFAKteeAbeKJxGY7B70jFEkMUAq1fYAHkh8OzF+R/Hf5wqB3hyKGAUph9hYwtD758Vpclfz3nouD3h+KGAYohdmRwM2pj6+j29OJmsrbg94fihgGKIXY0nz0+T71SXwYMLgQ7wW9QxQxDFAKsV8DlzV+9tfU3eX2CXZvKHoYoBReK7qjeHnT53cOyN//20D3hiKIAUpEpIkBSkSkiQFKRKSJAUpEpIkBSkSkiQFKRKSJAUpEpIkBSkSkiQFKRKSJAUpEpIkBSkSkiQFKRKSJAUpEpIkBSkSkiQFKRKSJAUpEpIkBSkSkiQFKRKSJAUpEpIkBSkSkiQFKRKSJAUpEpIkBSkSkiQFKRKSJAUpEpIkBSkSkiQFKRKSJAUpEpIkBSkSkiQFKRKSJAUpEpIkBSkSkiQFKRKSJAUpEpIkBSkSkiQFKRKSJAUpEpIkBSkSkiQFKRKSJAUpEpIkBSkSkiQFKRKSJAUpEpIkBSkSkiQFKRKSJAUpEpIkBSkSkiQFKRPT/7dSxAAAAAMAgf+s57C6IJoECTAIFmALBKcn5+zj5egAAAABJRU5ErkJggg==)
lambda_max <- lambda$x[which(lambda$y==max(lambda$y))]
#close to 0, use logrithm transformation
aov.ex1 <- aov(log(values)~., dat1)
plot(aov.ex1,which=1)
![](data:image/png;base64,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)
plot(aov.ex1,which=2)
![](data:image/png;base64,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)
summary(aov.ex1)
## Df Sum Sq Mean Sq F value Pr(>F)
## Machines 2 0.322 0.1609 7.637 0.014 *
## Materials 4 6.916 1.7290 82.052 1.57e-06 ***
## Residuals 8 0.169 0.0211
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
anovaPlot(aov.ex1, main = "Anova plot",
labels = TRUE, cex.lab = 0.6)
![](data:image/png;base64,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)
#problem4
dat2 <- data.frame(list(
Machines =rep(c("A","b","C","D"),4),
Plastic = factor( rep(1:4, each =4 )),
values =c(1271,4003,1022,2643,1440,1651,372,5108,
612,1664,829,1944,605,2001,258,1607)
))
lambda <- seq(-2,2,by = 0.01)
Fvalues <- matrix(0,nrow=length(lambda),ncol=2)
for( i in 1:length(lambda) ){
lab <- lambda[i]
y <- dat2$values
if (lab >0 | lab<0 ) {
y.lab <- (y^lab-1)/lab
}else {
y.lab <- log(y)
}
aov.lab <- aov(y.lab ~ Machines+ Plastic, data = dat2)
Fvalues [i,]<- summary(aov.lab)[[1]]$'F value'[1:2]
}
plot(lambda,Fvalues[,1], pch = "+", type ="b")
![](data:image/png;base64,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)
plot(lambda,Fvalues[,2],, pch = "+", type ="b")
![](data:image/png;base64,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)
(lab.max <- lambda[ which(Fvalues[,1]==max(Fvalues[,1]))])
## [1] 0.01
(lab.max2 <- lambda[which(Fvalues[,2]==max(Fvalues[,2]))])
## [1] 0.02
## logrithm on the response
aov.ex2 <- aov(log(values)~.,data=dat2)
summary(aov.ex2)
## Df Sum Sq Mean Sq F value Pr(>F)
## Machines 3 6.534 2.1780 11.393 0.00203 **
## Plastic 3 1.498 0.4993 2.612 0.11559
## Residuals 9 1.720 0.1912
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
anovaPlot(aov.ex2)
![](data:image/png;base64,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)
par(mfcol=(c(1,1)))
plot(aov.ex2, which=1)
![](data:image/png;base64,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)
plot(aov.ex2, which=2)
![](data:image/png;base64,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)
## C2,D2 can be bad points or ouliers. or there are interactions
###problem 6,
dat3 <- data.frame(list(
values = c(1020,155,1550,75,1430,550,340, 25,
1390,410,570,5,2950,160,730,20),
A = rep(c(-1,1),8),
B = rep(c(-1,-1,1,1),4),
C = rep(c(-1,-1,-1,-1,1,1,1,1),2),
D = c(rep(-1,8),rep(1,8))
))
# with(dat3, (dat3$E =A*B*C*D))
dat3$E <- with(dat3, (dat3$E =A*B*C*D))
aov31 <- aov(values~.,dat3)
plot(aov31) ## variance is increasing
![](data:image/png;base64,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)
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)
## hat values (leverages) are all = 0.375
## and there are no factor predictors; no plot no. 5
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boxCox(aov31)
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)
## colse to zero, logrithm
aov32 <- aov(log(values)~., dat3)
plot(aov32)
![](data:image/png;base64,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E44VJtZ12amS3SpatIm++r7iuL951SAgoglZV+Xudr99JO8o9NhrH+FDkhdE/e8IMypPEJE3bHsXICCiCVTVfqwzq+/YW0KzZv10mj4Ev8R3NEstqKSNcP6l85AQWQyr5UdR71/sX5dwdu80MBvUUyLv3OZ5R+fIo0qj+OBBRAitpSFPei6/4pA83bVyT7jeA9vqHS7Kf6HkZAAaSk/FfUpPiW/LlLG8n853b/VFl3eb7y7qvlnPoeSUABpKQX1PDF8S25xDw1+5HmO6Vvy/FVd+/cI3NDPY8koABS0o/PFsS7qK/k5+FN5RXDuFwmRNx9mTxVzwMJKIAUUz73t8QfNFn+YBgnyicRd10hB9XzIAIKILWsHqumxL3wV2+vDE7sEik2jpG5Ed87X5rV82gCCiC1PK0eXxf3wv+Wu4ITv0tmmfEveSHiezfImHoeTUABpJb1n1bEv/AT0q8sMDFGjjCM5yuv+utX3lPq24+JgAJIFfmTlif6kLyW8s+N/uef9zeW1w1jZ9vMLyu/9YgMqO/RBBRAivh2uHol4Qe93lhkr71FMkaac6Nkz6Whb7yVnTG7vgcTUAAp4kk1bUfij1p8cZdGWT0GLQzMlJ8mLceZBzBtvT0z/O5oHQgogBSxc2PD11F0sUhO/1MOyZLsUbWdAa8KAQXgeb8O/da2dX1+VlMRaXvpr3EsS0ABeN17Sr1n4+p2zv9gYVlcSxJQAF43UX0RX/DsRkABeF1FuaYNE1AAnlUyR83RuX0CCsCzJim1QOf2CSgAz3pdrdK6fQIKwIvyEzjgPWkIKADvyXvZ1h2XrCKgALxnjBqR8HlDkoCAAvCeTyfu1D0EEwEF4CXlCwp1D6EKAQXgIb88ot7XPYYqBBSAd1SMVE/k6R5EFQIKwEOWflL/SeacQ0ABeMK2l1301DOEgALwgs+Gqlm6xxCFgALwgPLh6s3dugcRhYAC8IJNq3SPIAYCCsDdfnxwre4h1IaAAnC1V5War3sMtSGgANysdLia74YTL8VEQAG4WpGu63XEgYACcKeSj9RPusdQDwIKwJXKHlUE1F0IKOAVpWOHrNM9hvoQUACuU6x7AHEioABcZvMktUj3GOJDQAG4S9EINXKT7kHEh4ACcJeKVya66KTzdSKgAFxj93IX7/QZAwEF4BZLHlTf6B5DQggoAJfIV2r8Lt2DSAgBBeASvjkfuel6HXEgoAD0W/txke4hWEFAAWg3c6j6XvcYrCCgAHTLU2pGme5BWEFAAWj383LdI7CGgALQx7fguR26x9AABBSANuXPKrVM9yAagIAC0OY3pb7WPYaGIKAA9NnulRPXxUZAAWhQ9NqoPN1jaDgCCsB5hQ+pwRt1D6LhCCgA5+WpURt0j8EGBBSAswJXeffYQe+1IKAAnLRxtFqvewy2IaAAHJQ3VI3aqXsQtiGgAByU/8hLnjzvUmwEFIAzdqfAfks1EFAAjvhWqbW6x2A3AgrACauVesaTp6yrCwEF4ITdr36WGrsuRSKgAJJs2dLUS2cQAQWQVBVvKZUKRx3FQkABJNXPavD7PAONFwEFEKFk3irdQ0gaAgogSXwfflSuewzJRUABJEfReKVSb9/5aggogORYqu735MXeE0BAASSHb12h7iEkGwEFYLfCSZNLdI/BEQQUgM3yRqphqXPKuroQUAA2+0lN3KR7DM4goADsVqp7AE4hoABss27YqBQ6XXL9CCgAuywfrMakzbNPEwEFYJdV6t1i3WNwFAEFYIPSXbpHoAMBBdBgFQvU4JTfaz4GAgqgwRYq9UKqnrKuLgQUQINtGrtE9xC0cCqgZWvMr+uvOPDwW3TuYUtAAZutWKN7BBo5E9DiO9u08N9s6Sx+ey61eYsJIKCArYrfVCo9DnuPyZGA+v4mYgb0Sgnoq+/apgQUsNVnaugc3WPQyJGAzvBXs79hFLaQfivyzhOZavMm40dAAVvlv7FV9xB0ciSg54hM99+8L/KWYexqJ+fZvMn4EVDAJr4Pv9E9BP0cCWgXOdm8uVeyzcNk/yU9bd5k/AgoYI/fx6lh+t6McwtHApold5k3p5qv4w1DSRObNxk/AgrYY5Z65GfdY9DPkYBmyDD/V19bud6cGyoZNm8yfgQUsEfxdzacNWT25X3adv7rpN0NX5MmjgS0nVzt/7pU5CVz7lJpafMm40dAgYba9dQH9qzol+OD++XIPi/bs0LnORLQY6VHuWEMFlnvnynvJgfbvMn4EVCggVaPUA/ZcrX3+W2l17iftq176wyRoXasUANHAjpK5Lr8ea3kUP+0b5jIjTZvMn4EFGigT9SLv9mxnt87yt9D5x+ZmJ0x3Y5VOs+RgP7eLvhEfYJhvNFHpPEymzcZPwIKWPTdfZdcMmKR/zlQgT3ru1lOqnwiO056ePM8zM4cyjmzidnPI/w/Iv/zz0aTbN5iAggoYMmsI0S6qX/J4R/btMLiVtkRB9EfL2/YtF5nOXQykR8HHXjIzfn+iSf7X7PY5g0mgoACVgzJkD53K/W//SRD2bPGd+QvEXPPy0X2rNZhnM4OQH2elEajK+arT0sqxmTJ47as8mH5b8Tc1+LqcNSKgAKox+aWWZWdeCWj+UY71jlYVMTcIgIa4uqfAwEFElZ+t7qnau5quc2OlU6USyLmPpIBdqzUcUkOqMRm8ybjR0CBhH2i1JSqudXSzY6VrpR9I/YmvVlG2rFSxxFQAHWbd/dhkbMiG+xY6zHyZOX02pwsb57XPskBzY3N5k3Gj4ACiVi/3f/lB+kXeZ/Ie3as+hPJDp+K+feD5Qo7Vuk83gMFUIud09QY/81m2SvyXpF1tqz9BskeHbgayKe9pE++Lat0HAEFUIvpavgC/42va0bEC+wNGR3tuYBx+S0Z0uHMK/7VT+SI9bas0XkaAlpRZsuZCCwhoEhbK8bfO+KNXQk9ZO2U4BPD/0bus3mr3GDXkOad3sj8TKTPBM+emVlDQD+RvjZvMn4EFGlq1tGBz2+bXxvfTpwVn6yKmFvTtNE74ekPGjVZFbW4ZXkzxr/wg32rc5zzAS2/VbJs3mT8CCjSku9mkX2vGHrX2c2l/adxLL/hcfVY5Pz90vS54NTzzWR4EgboVc4ENP+KDpF7MbWyeZPxI6BIS3dKkycqzImNZ0rzOM5G8YoauzJy3ne9yICHZ8wYPUDkGnveAU0NjgS0bED13UD/bfMm40dAkY4WZmZ/FJqsuFgOr7+A2z6v+UHFtN7BP97er9o+Oi9zJKAv+n/unbqLtM/N3dc/NbTQ5k3Gj4AiHf0t4jifkv3k7ToWLXhmYexvVHz83zPPvOmjCntH5nWOBPRskRd8xmg53T89r12TeTZvMQEEFGkov0nriMu2TZF/1b7oDyPUM8kfUOpwJKDd5Gj/1/yMHPP/Xu9Jd33X4COgSEMfyCkRc+vrOpb6ZfXK9qSPJ4U4EtBsudW86SprzZuj5FGbNxk/Aoo0NEUujJgrqyugpXlJH01KcSSgEtzx4RiZZd6MkKMsrjnBE5P8+sD9NXWVP1vbNuBd0+WsiLm82H80K9VsZ0aTUhwJaE7wBIIXmVeVM/93mGNtzY0TDOj5sRbXd0llQJPqJ6D7RE6Mscxspfh8PXGOBPSgwHugxmAZZN6Mlwxra94+oZu/gPvEfWanH+++vaaOPANFGjpM3q2aGSjjYizyhvrMm9fF1MuRgF4vMtl/M03a7TTMJ4Z7Wl339gNEXrM+NN4DRXp6STpvDk9Plj13Vv9uRcRXJMaRgC72P3E8bJmRlyUDN+5+XORMyyufQUCBhPlOkL6/BCcnZAeezVQp/Uy9rmFIKcKZQznv8Bd0nmFcEHof8n3LKy9qTECBhP12sDS77r2l8ycfJ9Wu5eb3qlKztIwpJTgTUN/jvcyAbuwW6OdNDVj7AQQUSNyu/2YHn710n1bjO7PVCi0jSg2OnY1pl/kOdd6th+131vSGnIvg8m7v1r9Q7Qgo0tXG0afv1//fb0R+UpRXom00qYIz0gPpafsryu4//vRDQIH09KwavkT3GDyPgALp6bunC3QPwfscCWjNqxofYPMm40dAAaP88226h5AqHDoWvromNm8yfgQUWDVWvaJ7DKmCgAJp5gn1+AbdY0gVzr4HWrZ68sFyrcZLmBJQYNUsDtu0i+MfIpVdIv/Ud1EqAop0lv/8Gt1DSDHOfwpf0lum2rzJ+BFQpLEFw9WbuseQYjTsxjREjrd5k/EjoEhjY9S0nfUvhQRoCOgUrgsP6LB9ne4RpBwNAR1j9YTKNiCgSEu/Dl2qewipyfmA+o6RtjZvMn4EFOlohlIf6R5DanI8oIX/lZiXZHEGAUU6ekJ9Ua57DKnJ6UM5ezcVkWds3mT8CCjSURn5TBIdRyIdr29PegKKtFIyR83XPYaU5nxAO95aaPMWE0BAkU58E5X6RvcgUhqnswNS14tqle4hpDYCCqSkAn1HTKcRAgqkoLyX1Ce6x5AOCCiQeioeViNW6x5EOkhyQGueCTTE5k3Gj4AiPXzwNEe9O4GAAimlbFGx7iGkkSQHNLz/fDszm3v22tu86Zqba/Mm40dAkeJ+foQ3Px3kzHugH+ZIv8m/+ye2T+kn+620eYsJIKBIbWXD1LjfdQ8ijTgS0NU5MjD8sqL4b9Jd3yUBCShS3MIP2X3JQY4E9BrZo+od7YIOcpvNm4wfAUXK2vr6dt1DSD+OBLSHXBoxN0h62bzJ+BFQeF/ZJ0OvUzN217h3zlD1mZbhpDVHAtpI7omYu0uybN5k/AgovK5k7D6BXVla31NQ7W6l3izSNab05UhAm8iFEXMXSAubNxk/AgqPyztaMk6499HBZzaW3j9HfmOtxg9n05cjAd1fWuVVzmzJkUNt3mT8CCi8rWSAdPsyMPXrH6V78M9qyZhNOoeU1hwJ6J0iJ4U/RSo4XuR/Nm8yfgQU3jZaum0OTe4+Ui733/heUmqhziGlNUcCuqm1SI9nzL3Ttk7sLtL2N5s3GT8CCk8r3Sfjq8qZjS2z1vk7qtSCCo1DSm/O7Ej/TmPzXe+9eweORMqeafMWE0BA4WkfyMkRc9fLGP/XQn1XeIBDZ2Oa27PyOPi+82zeYCIIKDxNyeCqmZJH1Rn6hgKTU6ezK516fs8mGTn9Lp6h9fJWBBSedpWMq5wuHatUT41jgcH5QAEvuUNGVk4XPTCk814axwKDgAJe8qqcG7gtDXyt9oIeOhBQwDsKcpquMYxNE9UP/pnCTrJU94DSXfJPqJwX47TKNm8yfgQU3nazHFWyc5gaae5Cf5H8n+7hpD0CCnjItq5ywsbJzxYaxu5/S+uf638Akir5Z6TfVnVe+ko2bzJ+BBSeVrh2cSdpc9uMr94d1lVavq97OOA9UMAzvr9fLdl4YWbwddxpP+keDggo4Bm/KzV+t2GsvP/MI/7vnu91jwYGAQW8o/yjj7heh7s4FdCyNebX9VccePgtOk+9RUDhTSu/LNE9BMTgTECL72xjnkR5S+fA1Y017rtGQOFJ7w9RP+oeA2JwJKC+v0ngLPRXhk4nou/sMQQUXrRRqbc4ZZ0bORLQGf5q9jeMwhbSb0XeeSJTbd5k/AgovMi3dJnuISAmRwJ6jsh0/837Im8Zxq52cp7Nm4wfAYW3+L6cukv3GFA7RwLaJXgW2Hsl27xs4L9E3zm4CCg8pewZpVbrHgRq50hAs+Qu8+ZU83W8eQqZJjZvMn4EFJ6yTqlvdY8BdXAkoBkyzP/V11auN+eGSobNm4wfAYW35O3WPQLUxZGAtpOr/V+Xirxkzl0qLW3eZPwIKDyiaOoj+brHgHo5EtBjpUe5YQwWWe+fKe8mB9u8yfgRUHjDzgfUYH1Xr0W8HAnoKJHr8ue1kkP9075hIjfavMn4EVB4wwb10EbdY0D9HAno7+2Ce9BPMIw3+og01rdPGwGF+wWOd2e/eU9w5lDOmU3Mfh5Rahj+55+NJtm8xQQQULjdhgcUr909w6GTifw46MBDbjbfE3+y/zWLbd5gIggoXG7TEPUgu857BqezA9wkb9RrRbrHgLgRUMAlSrbpHgESRUABd/hGqS26x4AEOXZC5VcuPKB941xj5ajNNm8vIQQUbrVMqWfLdQ8CCXIooN/2DezHlGt8Lc0n2LzBRBBQuFXB5Plcr8NznAno/Bb+enYKBjSwO6guBBQu9CvXd/cqRwJa2E3kqo2GGdCS0Y2l2QabNxk/AgrXKZuhVJ7uQcAaRwL6mMi95nf8ATWMF0WUzZuMHwGF6yxWQ2fqHgMscuhkIl1KjXBAfQcHTwuqBQGF6xTNXqN7CLDKkYC2DpzOLhRQ4yZpbfMm40dA4SK+j+bwuZG3ORJQkeHBm0BAh3NCZcBv13ilOOentzkS0DbBE9iFAnotJ1QG/L5VD36vewxoGEcCerz0NV+pBANa0UsOt3mT8SOgcI/yFVyvw+scCeh4kXFGOKBjRYbYvMn4EVC4QeHElznoKCU4EtDivpJ599ZAQHeoDGml74hfAgoX2DJSjeCUSynBmSORfukoktFNpHH3LP/EazZvMQEEFC7wnZqk9ZQQsI1Dx8JvOFPC9nzL5g0mgoDCDYp1DwA2cex0dt/ddmT7zEb7nPbETpu3lxACCq3WDRlTqnsMsBHnAwUc8/Ng9WiZ7kHARo4EdNKk6TZvxCoCCp1+Vh/y6j2lOHQkUl+bN2IVAYUmZbV/7P7zIzfc+NhKB8cC2zgS0K7S2iWH/BJQaFHxlRpREvtbc48JfLiaccq3zg4JdnAkoKNFZtu8FYsIKJxQ8PK1510+PmJXpflKTY296LAM6XnjmEeu7SxZ45wZHGzkSEArrpJeG23ejDUEFMm36+6cwJPKxoMqTx2+9sEfYi/7uDR6IPCxUsk9GRkvOTM+2MeZT+F9k9rsMfL7XfpfxxNQJN26AyT7vMdemXBFG9nra8NYXddzh/XNq6r5hLTn3Exe49CHSDXYvMn4EVAk2+4DZb9fAlN5p8key95UQ+vYcem/cm3VzLkyIsljg90IKGCrEdI3/ESy/Ay5Wg39rPZlfZ0y1lXNLZKDkjoy2M+RgObWZPMm40dAkWTFHRotrpzZ3gP+M+8AACAASURBVKH9M9vqWHildI+cFSlI1rCQHByJBNjpPTk9OOH72B/SO+S+uhb+So6InBX5OnkDQzIQUMBOSgYHbrc+oUZWGNPlD3UtvEx6R86KbE3iyJAEBBSw0zXyeOD2A/XIL4bxWt1v+Je2a/x71VyNF/TwAAIK2Cn8DLTwa/Oc8zOkZ51L/7/g9RaDbpTbkjgwJAMBBez0rpw5cXbl3J317Jm0tFGT+eHp9xs1W5u0YSE5CChgp+JD7lSPhA8Z2b5Hxi91L36jtHk3OPVycxmZ1JEhCQgoYKsh6vLwmZXKz5S/17N0+T9F/vLM7E8mnChylf5D9ZAgAgrYamd/OSB0JNJfZI9V9S3ue3Lv4NEl3V5O9shgPwIK2GSVClwvce1+kn3hhDcmXd1G9pwXx8OKXx10/ImXv82lPryIgAL2WKDUs4GJgjtbBJ5TNrp4XT0PgdcRUMAec9Sc8DmT85+//Oz/PLGhzsWRCggo0GDlFbpHAD0IKNBA5V+op3WPAXokOaBRJ7LjdHZIOTOVelv3GKAHAQUaaNHQX3UPAZokOaDhE4C2M7O5Z6/AHm9dOR8oPGjRdb2ym/a7bVm1Ozft1DQauIMz74F+mCP9Jpunndk+pZ/sp/EK2AQU1my7ICP46inryt2VdxZMU09qHBP0cySgq3NkYHFouvhv0r2uc3QnFwGFJb/1kQ4P/lpS9MP/cuTIwvC9r6nhXMw9vTkS0Gtkj6pXOgUdNJ60i4DCkpPk4NBO8T92l4vC9654lstopjlHAtpDLo2YGyS9bN5k/AgorHhHOm0JT//aOuMbo2LWep3jgVs4EtBGck/E3F2SZfMm40dAYcVpMrVq5mEZtO5xNUHfaOAejgS0iVwYMXeBtLB5k/EjoLCgoHHLiFN95EmHKWrsan3DgXs4EtD9pVVe5cyWHDnU5k3Gj4DCgu+qX7Bd5Me55brGAldxJKB3ipwU/hSp4HiR/9m8yfgRUFgQcfXhgkk/mAHVORq4iCMB3dRapMcz5n6gWyd2F2n7m82bjB8BhQUbpGNoavFw9XxpppTUuTjShzM70r/T2NwFee/egSORsmfavMUEEFBYsZ8sCk5MVq/kvyMn6x0N3MOhszHN7Vl5HHzfeE7SnSwEFFY8KKcEr1dUtNkoOURe0DwcuIZTp7MrnXp+zyYZOf0unqH13XcCCit27SO3Df4yMFl6gezHJ0gI4XygQP0+OVmpwPPOpcdKi8W6RwPXIKBAHB5VR2X/8ZyzDxLp/LXuscA9CChQt8C7n77f7wx8BNptJCewQxWnAlr2yoUHtG+ca6wctdnm7SWEgCJBpZ+p94JTFd9Me+M7vYOB2zgU0G/7Bj6BzzW+luY6DyImoEjQy0rN1T0GuJYzAZ1vXie7UzCgIhoLSkCRoPfVCt1DgHs5EtDCbiJXbTTMgJaMbizN9F0vm4AiftvLdI8AbudIQB8Tudf8jpgXQ3pRRNm8yfgRUMRr21T1uu4xwO0cCeix0sU8G1gwoL6Dpb/Nm4wfAUW8xqsRnDME9XAkoK3l6sB3AgE1bpLW1te+c+pVx3RtkZnRvMvR10wrrH/5Gggo4vXV0wW6hwDXcySgIsODN4GADpcMq+suuC0n8vLyre5NNKEEFPUrn79D9xDgEY4EtI3cGPhOMKDXSkuLq17dO9DNJh179erUNDB5QIKfRxFQ1GvFWPWG7jHAIxwJ6PHS1zyaIxjQil5yuLU1lxwo0uzSGRuCR4Zsfv+GtiKHltb3qGoIKOo1Rj2+SfcY4BGOBHS8yDgjHNCxIkOsrfkpkf7rIu/Y/rdEdyoloKjXso8rdA8BXuFIQIv7SubdWwMB3aEypNWW6EXicZy0zat+T3EfOa725Us+/aimvgQUtct/caPuIcBbnDkS6ZeOIhndRBp3z/JPvGZxza1kUM277qvrE/1/SwyHWNw4UtT6LxflhybnD1fvah0LPMehY+E3nFlZsD3fsrrmDLm75l3PS2bty795yp9ral3XM1aknZ0P9PP/SmadMt2c8T2gpu3SPSJ4i2Ons/vutiPbZzba57QnrJ8NbA+5oOZdQ6RDQqvgPVBEmL2PSKc/Hdxa5FjzJGF5a3UPCF7jpfOB/lWa1Tivw/bOclpCqyCgqPJJYznNvFhc2WsD7jp2q+7RwIs0BPRlsdjYN0W6fxl5xw+HiryS0CoIKCptay83Bj9vf12pY8/VPBp4kkNHIvWNeOpoOaC+08T/Wuuh2at3VlTsWjN37KkZIqcktscJAUWle+Ws4KU2K0ar9/fK4EodSJxDAZUOn1XOWQ6okX9izc/UT03wcGUCijBfx4zw/9ZLy43RcpXW0cCbnAqoNJ4cnrMeUKP8qT9E5nO/5xPd45mAImyRHGyUzFaLgnOrpYve4cCTHAro6Vkid4Zq14CA+p82LHpk0IkH5fY95OTLHlviS/jhBBRh0+WsivFKha5yVC7C6ZORMIcC+vLcvUQGBneya1BAG4iAIuxtOcP3jFodmisV4QBOJMypgBrrjxQ5dL05R0DhArt/kH4Rs7/IH7QNBd7lWECN4itEOn5jEFC4wG8vqM97ScRFigfLzfpGA89yLqCGMTFbmr1OQKFf6Sg1Yt2DckxJ+I6fWjb6SeeA4FFOBtRY0FlkpI+AQjffW+N3Gbu7yblFwfllPeUKvSOCNzkaUGPL8SL/fo6AQp/SHyrPwb2olRz0lv9JaN5DbeTIxC+wBTgcUKPsJpG2BBTa/PSIqjqm44eDRbI67SGScTGnYYIVDgfUMF5qJgQUuhQpNS6/arbi5dOyRTpc8q2+EcHTHA+o8X0PAgpt5r9f4/CLsvW/6RkJUoGXTmdnAwKavn572/qpaIHYCCjSw6yh6ivdY0DKIaBIC4VKvVlS/2JAQggo0sOK5bpHgBSU5ICKSF7wdHbV2LzJ+BHQNLToSS7XgSQhoEhtvilKfa97EEhVSQ5obm7utsDX6mzeZPwIaBpYP+SQZpmd/zMrOFeg1ILETxwLxIX3QJFaygc3C73OOX5V4I4CPjtC0hBQpJTyc6TxDQt3V6x7qkeTv6t1uoeDFEdAkVKGSvvQse6/36nUMr2DQcojoEglm5o3nhOa3Dnsns4Pax0MUl/yP4WPxeZNxo+AprgRcrV5U25+8S2U7npHg5RHQJFK+st8/9PQJ1Xwiu8HCjswIamSvxtTQDszm3v22tu86cpuTEiWtrLNyB+iRm4LzO0lD2keD1KcM++Bfpgj/Sb/7p/YPqWf7LfS5i0mgICmuKZSZOye8Fzo9PIig/QOB6nOkYCuzpGBxaHp4r9J9202bzJ+BNSjKpa8O3t9/YvtPlwiP3g/XmYna0CAyZGAXiN7VJ2KsaCD3GbzJuNHQD0p77aOIpJx+HMVdS/33XDV+5Gq2d+btCyufWGg4RwJaA+5NGJukPSyeZPxI6BeNL2NZO7/f8d3EjlsbV3LbVbq4Sb7VJ1g/iq5POljQ3pzJKCN5J6Iubsky+ZNxo+AetCbmXLBKv+t7+Nc6VzX9TdK3vnYd6YcsyM0+6g0XZP80SGtORLQJnJhxNwF0sLmTcaPgHrP5pYyODSZf5ScGXuhFd+WhZbuLP0+NSd+u1RkUvJHh/TmSED3l1Z5lTNbcuRQmzcZPwLqPTfJRZXTv+1j7ucZxfeeUuHzJa86WKTHGX//U5Y0m+zI+JDOHAnonSInhT9FKjhe5H82bzJ+BNRzyjs02lA191jMtzVXK/V25edLZRMOMHc3bnsNZxJB0jkS0E2t/U8KnjH3A906sbv/V1vfdWQJqOcskMMj5lZJpxjLlC/6pdr8irdf+7IsqaMCApzZkf6dxuZzgr17B45Eyp5p8xYTQEA9Z5qcEzFXJlJtVybfpzOKHB4QUMWhszHN7Vl5HHzfeTZvMBEE1HPekr9GzBVXP5FCyUSlNhiALk6dzq506vk9m2Tk9Lt4RrnN20sIAfWcn6RPxNz3cmDkN1eowQsdHg8QgfOBwuV6yzdVM7fJ3dW+uanQ4dEAkRwJ6KRJ023eiFUE1HsekcN3h6e/aZq9OjhV9MI42gntHAmoSF+bN2IVAfWe4j/IX0M7wS3sKLcGp/LvV0P1nZMGCHEkoF2ltUsuLEtAPWhJe+k55XfDt+zu5nJy6BKbq9XYjXpHBRgOBXS0uOW0YgTUi5YfJSItGotk3Vh5iWKtn0UCIY4EtOIq6eWO5wsE1JveP6+dZPS+2Txcc/3Iofm6hwOEOPMpvG9Smz1Gfr9L/+t4AupZu0oDN+sGq4fYdR5u4dCHSFxUDvbYOPhN+gnXIKDwitIC3SMAanAkoLk12bzJ+BFQz/J9rdR23YMAquNIJHjDj0rVd0kkwGkEFN6wbfw3+j+EBKrTENCKMn378BFQL1q5vP5lAB00BPQTjQd2ElDvKZuhFB8fwZ2cD2j5rVyVEwn4Rg39SPcYgNicCWj+FR0i92JqZfMm40dAvWfX+5wyGW7lSEDLBlTfDfTfNm8yfgTUS3wff6l7CECdHAnoi/5oduou0j43d1//1FB9J3IkoB6yY7xSnPMTruZIQM8WecFnjJbT/dPz2jXReFEkAuoh89TDS3WPAaiTIwHtJkf7v+Zn5Jg7Qr8n3XdHL+IQAuohZT9x1DtczpGAZgfPI95V1po3R8mjNm8yfgTUEwqfepOd5uEFDp1MZLh5c4zMMm9GyFE2bzJ+BNQLNoxUI4t1DwKIgyMBzZHbzJuLZIJ5M0VybN5k/AioF3ylJm/WPQYgHo4E9KDAe6DGYBlk3oyXDJs3GT8C6gn63iQHEuJIQK8Xmey/mSbtzKsrni972rzJ+BFQd1s3eDxnXIKHOBLQxSJy2DIjL0sGbtz9uMiZNm8yfgTU1X5QahxXi4OHOHMo5x3+gs4zjAtCRyK9b/Mm40dAXW2J+qSk/qUA13DoonKP9zIDurFboJ832bzFBBBQt6qgnPAgx87GFLioYt6th+131nSNu/gRUHcq/0o9wGt3eA9npIcLfK7Ua7rHACSOgMIFlo/8SfcQAAsIKPRa+5vuEQCWJTmgUVeE57rwiFT4hhrJYe/wLAIKnWaqoV/oHgNgWZIDmhvSzszmnr32Nm+65ubavMn4EVCX2fzCdt1DAKxz5j3QD3Ok3+Tf/RPbp/ST/VbavMUEEFDX8M3+WfcQgIZyJKCrc2Rg+PRkxX+T7tts3mT8CKhb/PaEekj3GICGciSg18geOytnCjoET26nBQF1i7fUmF91jwFoKEcC2kMujZgbJL1s3mT8CKhbFMznyCN4nyMBbST3RMzdJVk2bzJ+BFS/nc9wsWKkCkcC2kQujJi7QFrYvMn4EVDtfh2hnjCWDrvw7Ounc9kOeJ0jAd1fWuVVzmzJkUNt3mT8CKh209XLc04M7g685xhexsPbHAnonSInhT9FKjhe5H82bzJ+BFS78q3PZ0uPe6a8MfYvGXJqoe7hAA3hSEA3tRbp8Yy5H+jWid1F2uo7+pmAarRKvWPefNxIbgme/HPO3nKO1hEBDeTMjvTvNDZfse3dO3AkUvZMm7eYAAKqz5dKTfHflPaWweG7fm0rb2scEdBQDp2NaW7PyuPg+86zeYOJIKD6fKjmmE88p8rRVWcPeUkG6BsQ0GBOnc6udOr5PZtk5PS7eIbWzw0IqBYVgWQGuzlQXq/6hq9TxnotIwJswflAkWxlXwReu4d0lnUR3ztKpkQtD3gGAUWyvaVUxNveLWRXxPdETnd8PIBtCCiS7ashkUe913wG+pLTwwHs49BljZ8/pU9uBJs3GT8C6qwtu6PuOlderZqp6Ji5wcHhADZzJKC+QZyRPh3lT1PPRN35mvSv+hT+eTnOwfEAdnMkoG9ySY+09LIa/l3UnWV95Y7w9NLW8oGjIwLs5UhATxc5/btSm7djCQG12Y+37te8+QG3L4v5zZ+eyY9x76fZcnXwlf0HHeSfSRwbkHSOBLS97F9i81YsIqC22jkoM/iSIuvy6ge1V8zdXPujpjaVzjc/+9KDJ4mcxbHw8DRHApoho2zeiFUE1E75B0uboUsLCxf/L0cO2xnxjbWPqefqeNwP/5cRyG7npyqSPUQgqRwJaEvX7C1NQO30V+m7PDj1S2+5IOIbE9XYtXU+8teH/t8Ft8x0xbs6QAM4EtDj5T6bN2IVAbXRLNmzcpfOX9tLxHnmN37KU0ukBUcC+prsV2bzViwioDYaKBE7KT0R/DyoYFLsz5OAlOTMfqCXyRXuKCgBtU9x8yYRHwHlZ7X2/ydeNFxN1TciwGnOHIlUcV/jQ55b7YKGElD7LJPekbMiKwzjKfVqrD2XgBTlSEBr7kfPjvSpYLEcEDkr5puguzgwE2mFgMKirRntq47JNH6995CdtS8LpCZHAppbk82bjB8BtdEfZX7l9EylLtU4FEAPTmcHqx6VEyovL/CsOmqCzrEAWhBQWFXURa4LvYgvvzyzl0uO1gUcpCGgFWX6LotEQO00N1vOWD5XzTKWnSrN5te/PJBqNAT0E+lr8ybjR0Bt9cke8m+lrvpjpuw1V/dYAA2cD2j5rZJl8ybjR0Brqlj83pxNlh+9/c4L1L4i+6jtNg4J8AxnApp/RYfIvZha2bzJ+BHQ6jbdvJf/v0fmgKm++peNkm8e8F6xYOrUbzjyHWnKkYCWDai+G+i/bd5k/AhoNS/nSOYBpx+7t8iAjYk+dttU9XYyxgR4iCMBfdEfzU7dRdrn5vpf73Uaqu8sugQ00gsZ8h/zfEoV7/aQXtsSfPBjagTnDUG6cySgZ4u84DNGBy4BPq9dk3k2bzEBBDTCmqYyOjSZd3jCF9eYO6HA7gEBXuNIQLvJ0f6v+Rk55ntl70n36GvdOoWARrhcrqicXtc+Y3G8jyv/eldSxgN4jiMBzZZbzZuuEjhN+VHyqM2bjB8BrVKc0+T3qrkRcnOcj/t1rHo3KQMCPMehk4kMN2+OkVnmzQg5yuZNxo+AVpklJ0TMLZU4z1Dge0A9viUpAwI8x5GA5sht5s1FEjhceork2LzJ+BHQKpPkPxFzBXGfI+uHj9hrCQhyJKAHBd4DNQbLIPNmvGTYvMn4EdAqL1b73CgvjoDmv5KXvOEAHuRIQK8Xmey/mSbtzFNGni972rzJ+BHQKgvk8Ii5L+VP9T3gi+HqwySOB/AeRwK6WEQOW2bkZcnAjbsfFznT5k3Gj4BW8XXO+LFq7iq5v57lK0aoafr2nwDcyJlDOe/wF3SeYVwQOhLpfZs3GT8CGmGYHFd5CrrPGzev94j4TauTOx7Ac5wJqO/xXmZAN3YL9PMmm7eYAAIaYVcXOTf0lHLeHqLqWPKXUbQTiMGxszHtKvV/ybv1sP3Omm7lxBU2IaCRvmktfV/JN3w/395UzqrjJK2vKfWlc6MCvIMz0qezHw/zvyDIaSySfWcd15wuu199qe8c2ICLEdC05ps+sLVk5N6+os6liuqoK5DOHDoSaUnE3LPS2+ZNxo+ARttZWuu3SmapHxwcCeA1GgL6gjSzeZPxI6CJKH9CEVCgDs4HtPRyq0ciSUwJrYKAJqL8cbVG9xgAN0t2QC+J1byO1tbcmIA6p1j3AAAP0BLQ662tefsEcz/SfXKrS2gVBDQ+v01W3+geA+B+yQ7o3WbjRPaNKF6/Ky2fj3f7ASKvNWRwBDQuxSPVfRt0DwJwPw0fIjXEDALqhIrXJui7bhXgHR4LaFFjAppcxcvYZx6Il9d2pD8ggYCObBTj/dd6T9qW3n58SH2lewyAZzgZ0DX/PWK/v00uqfX78bi8W/zX4xmeGSOgRzZo86lup1LjuNgmEK/kB/T7Qfv2DEx81DJQsD52vZy3gpfwdfPNnanxVC+A1yQ9oA/7X0d3MydWtww9B2z7s81bTAABrdXGjzlbMpCgZAf0BX8xMweYUxeL7P916dcnixyr70kOAa3Nx0PVIt1jALwmyQHd2UHkpq3mVEETyTEvC192isgCmzcZPwJai+1KTeecS0CCkhzQZ0RuCE69LXJjYOJbkdtt3mT8CGhtfvlV9wgA70lyQP8uTbcFp24VCe4f4+skxzV4I7kJHgMfRkCjfTMpX/cQAI9KckB7ycmhqf7SOrSH9slWTyYSgYDapeI5pX7SPQjAo5Ic0GbhE4fsypK/hO67QLIbvBECapetSi1gzyXAmiQHVOTe4MSHIqNC911oMX6RCKhttnPiOsCqJAe0idwWnLhHZH7ovjOleYM3QkAbrujN+7boHgPgbUkO6L4yMDhxlDQPX3pnf+nZ4I0Q0AYrekipdboHAXhbkgN6lrQJHN+yOVP+HLprS4b8rcEbIaAN9ru6n34CDZPkgD4lMsy8vVtkeOiue0UebfBGCGiDVJhf+OgIaKgkB7Sgg2QM/W33s1kioX1lPmwsTfS99UZA/TY+xmt3wBbJPhZ+avg0cmebc+XL7szSeSASAfXbOkTdv0P3IICUkPSzMT0ZvJZmn8CzzuPMyf5FNm8xAQTU/6rg0Rc47xJgi+SfD3T5bUf1PXp48Cy9ZkD/ut3mDSYizQNa9JvuEQApxdlLelzU/9KPtH52kd4BXaTUat1jAFKJ166J1EBpHdB1Sj1VWv9iAOJFQNPH7mmz2XUJsBMBTQvLl1ToHgKQgghoGqh4V6m1ugcBpCACmgaWqcHv8OIdsB8BTQOl85frHgKQkghoSvPN+oDP3YGkIaCprPhppTjnJ5A0BDSV/aRGfKd7DEAKI6CpzLdul+4hAKmMgKamosnPcq0jINkIaEraNlIN5ZR1QLIR0JT0i3pio+4xAKmPgKYmdl4CHEBAU8z6++4v1D0GIF0Q0NSyarAaXaJ7EEC6IKCpZbV6R+MVU4A0Q0BTRhn7fAIOI6ApwrdAqZ26BwGkGQKaIr5T6nlOWQc4i4CmiN/GLKafgMMIqPet5lKbgB4E1OtKpiu1W/cggPREQL1unhr6se4xAGmKgHpd/hucMhnQhIB6l+/jb3QPAUhvBNSz8serIRy1CehEQD3rUzX6B91jANIbAfWs4u855zygFwH1oMKJ7+keAgCDgHrRmpHqgTLdgwBAQL1ojprym+4xADAIqCcV6B4AgAAC6iVr1WTOGAK4BwH1kO+UmkBAAfcgoB7ytZrFnvOAixBQb6jgY3fAfQioF5TPV2N47Q64DgH1gtlKval7DACiEFAv+Gn4L7qHACAaAXW5ddt0jwBAbQioq+16XT2sewwAakNAXe0tNXSe7jEAqA0BdbV1k/N1DwFArQioS/nmrNQ9BAD1IKDutPlxNVb3GADUg4C60zQ1ZrnuMQCoBwF1p22fleseAoD6EFC32fnsQt1DABAfAuoyP49QE3SPAUB8CKjLvKKm/q57DADiQ0BdpnSL7hEAiBcBdY1Vgz/WPQQACSGgbjFHqam6xwAgIQTULWaoOVyvA/AWAuoCFRFfAXgHAdWu9Av1mtXH3i877RwKgIQQUO1eVyq+T49+fuCyi+/9PPLaSMU9CCigEQHVbq76NZ7FFpwkAbmvhO8p/eJkIaCARgRUp7z4PzaakCX73vrUc0MPF7kkeJj8eY3NnhJQQB8Cqs/219QL8S47IyPjzmBtX2ohtwYmRl5yySUEFNCJgOozWQ1fHOeihfvIg+Hpz7IzvwtPE1BAJwKqz/cTd8S76OPyl6qZ++Uf4UkCCuhEQHWo+DLBE4YcJ59WzRQ2a747NElAAZ0IqAarH1MJ/tSbSHHEXBf5PDRFQAGdCKgGT6pH1yf0gB3SKnJW5H+VUwQU0IeAarDmk0QP28yWyB2e9qx8QU9AAZ0IqKMKpqy29LgB8kXVTFFO03A2CSigEwF10rfD1euWHviI/L1qZqwMDE8SUEAnAuqkx9Srce+5VM2OPaXySknfNM/4KjxNQAGdCKiT8tdafeRL0uj+4Bun77aVqyrvJqCATgTUGctHLGnYCh7IlANGTHvr0VNEzq36QImAAjoRUEe8q9TMBq7i0z8Gz8bUcaKv/oUBOIGAOmKc+ryswSuZf9c5f73u7VIbhgPAFgTUEeXlWjYLIKkIaHKVzlFfOrtFAI4hoMn1rFJf1b8UAE8ioMn1klrl7AYBOIeAJk0Bn5YDKY6AJsnWqepDhzYFQBMCmhwVY9SIlc5sCoAuBDRJPp5Q4NCWAOhCQG1XtrAo6dsA4AYE1G4/j1UfJXsbAFyBgNqsfIR6fGuStwHAHQio3RZ9nOj1OgB4FAG1z7bXtydv5QDch4DaZu4w9Wn9SwFIHQTULqWD1bTdyVo5ADcioLZZuyJpqwbgSgTUBj89siEJawXgdgS04aZyyjogPRHQBiseouax5xKQjghowxU2/HJHALyIgDZAyUdquY2rA+AxBNS6sseUWmbf6gB4DQG1ruShwWvsWxsAzyGg1nB1dgAE1JLfnlVL7FgPAE8joBYUjlD3bbFhPQC8jYBaUDZlYqENqwHgcQQ0MUWr2WceQAgBTciSUWqRTUMB4HkENBHblXpyl11jAeB1BDQRFR/P9Nk1FACeR0DjtPaLYltHAsD7PBbQ2efsmbnX+Qsq5/tLYpuzHNAPh6ql1h4JIGV5KqDlV0rQ3eEX0k4FdItS08stPRJA6vJUQG/0t7NJzxb+r7eH7nEqoL6lN8vO0PSsgXtnNj/yaXZnAtKelwL6jUj2mEKj9Pm2Im8F70pSQCs+f3T4+B+C0/NfNj93L+4RDuhwkcY9WoqcxVlAgXTnpYBeKvJCYGJJK+kSvABmUgJa9HCnwBsFB77qM8onKbXCKP3iZAkFdK7IbTuM8ldayQMJbRlA6vFSQHvLQaH3Pp8TeSgwkYyArjlIMo+67u4r+ooM3LVRqQXGeY3NngYDeqGcG7h9SbontGUAqcdLAc2WW0JTFYdJhwJzIgkBze8t/RYGpl5vJ2dW5Pmf6o685JJLwgHtJ68EbneLFCW0aQApx0sBzZRh4cnZEpxOQkCvlkPyzduiV0d/u4c8F747HNC7rgle/n2tLJRx2AAAGaVJREFUNONjJCDNeSmg7WRQ5fQZ0mqTkYyAbmzcInCa+V0PqsGb35We4UpK5afwQVeEXsoDSF9eCuix0m5HePrHRvJ3XzICOlauDdxuUg+vM9f/Zej+6gHdcaW0X5nQlgGkHi8F9AGRcysvpXGbyIPJCOhAed0IfFQVeOp5p/wvdH9kQItGt5eeixPaMIAU5KWAbm8vcsC4BXmBmaKDRK5cU2dA3zrlzzW1luPq2cgAef8RtTk893+V668KqG9qV2k7nDMqA/BSQI33sszdic4Pzqzq7J/OqCug/5YYjqtnG6fuodSoyieb/5WzQlOVAd05UFoOzbf8bwCQOjwVUGNOr6qAGmv+FChi7UsXz/qopn/IyHo2cUvbwS/vrpw7L7TTUlVAi4+WUzdY/gcASCXeCqhRNvOuf9wfnql47S8tE3wP9I46A1qyzTDmSW7VMZrrmjcPf2wVDuh9chrHcAII8FhAa6pY93VCy9cZ0IVKbTSMP8mt4TvKT5Lrw9OhgPq6yDubQtgPFEhzHg9oouoK6CqlJvqfXM7LljuCadxxlnTKC383FNA1EW+n7qxlRQDSBAGttPOFzwL7L73YWA556pvlX9y/j3T4qvK7oV7OJaAAwjwa0NwE3/sMqyWgK36KvNTR54eECnkG+8oDqAMBNYzyt1XVnp+mig8u+2PPAbcttLQJAGmDgBrGEjXk/QaOB0A6IqCGUTxnVcNGAyA9pXdAfR/NZl8kAFaldUALn1Jqmz0DApCG0jqg36lR39szHgDpKK0DWrGCcyoBsM6jAbUqHNDdz75UrnkoADwvPQOaN1IN26V7LAC8Lj0Dulg9vUn3UAB4XnoG1CjWPA4AqSDdAtpKPVKiexAAUkS6BfQkNZbzIQOwR9oFdFiR7jEASBVpFtDjRLpkNmqMarIysnQPwW0a8SOpiR9JlEZZPSS9Ato/1oU6AcCiBTY3ytUBNZaueET+/CmquUz+qXsIbnOW3KR7CG5zpIzUPQS32Us+W5FXf3QS4+6AGsaL8k/dQ3CbkXKH7iG4zVUyTvcQ3OYv8o7uIbhNV1lj/0oJqOcQ0CgENAoBjUJAYSKgUQhoFAIahYDCRECjENAoBDQKAYWJgEYhoFEIaBQCChMBjUJAoxDQKAQUJgIahYBGIaBRCChMBDQKAY1CQKMQUJgIaBQCGoWARiGgMBHQKAQ0CgGNQkBhIqBRCGgUAhqFgMJEQKMQ0CgENAoBhYmARiGgUQhoFAIKEwGNQkCjENAoBBQmAhqFgEYhoFEIKEwENAoBjUJAoxBQmAhoFAIahYBGScuAzpLrdA/BbZ6Rh3QPwW3ulTd1D8FtLpSFuofgNkdkb7d/pW4PqO/THbqH4Dals4p1D8FtCmdX6B6C2/z+ue4RuM76ZPwvxe0BBQDXIqAAYBEBBQCLCCgAWERAAcAiAgoAFhFQALCIgAKARQQUACwioABgEQEFAIsIKABYREABwCICCgAWEVAAsIiAAoBFBBQALCKgAGARAQUAiwgoAFhEQAHAIgIKABYRUACwiIACgEUEFAAsIqAAYJH7A7rtgWPbZTT5w2Xf6h6Iu+Q3dv9/Okf43jxzj4zWx08o0T0Qd+H3o5qkVcT1P+X32kvITeW6x+ImT4nr/9M5Iv+00K/Hgat1D8VV+P2IlLyKuP2n/GmWSLv/N+y/B/r/7VfpHoyL5O/LH4ip/ESRpuff9Z/WIr0LdA/GRfj9iJTEirj8p1zWS+TcHf4J3+TGIrN0D8ctit45QPgDMT0t0u1X/+1vh4vcpnswrsHvRzXJrIjLf8ofiBxQGpwcLTJQ72Dc4vKDsgOvRnSPwwV8fxD5IjC1tpnk7NQ8Gpfg96OGZFbE5T/lu0SeCE0WNpE9tI7FNbqF3s7RPQ4XWCRyTGjyEpFXtI7FNfj9qCGZFXH5T/kfIgvC0z0lQ+dQ3OPd1/z24Q/Eb4zIg6HJ6bxJHsLvRw3JrIjLf8r3n39+XmiytIXsqXUs7pLLH4jfIJHZockNVU9Gwe9HpGRWxDs/5Ski5+keg4vwB2I6SSS895KviXTTORSX4fcjJtsr4pmf8tK2IvN1D8JF+AMxHSRS+clRR2mhcyguw+9HLPZXxCM/5YrJrUTu1D0KN+EPxOT/KVSEp3tJps6huAy/H9GSURE3/pRzQ6rumX2YiNxcUftDUl30j4Q/EFPfagHlQ8Yq/H5ESUpF3PhTlhq7Yfx0hn+m85s6h6RbzR8JfyBBh4gUhqc7SXOdQ3EZfj9qSFJF3PhTrl6LojuyRNo/uFvvmDQjoLGdLLI2NOlrKl20jsVd+P2oJmkVcf1Pec3BIi2HcphzTfyBmC4TmRua3CxytNaxuAu/H5GSVxG3/5TXdhH520bdo3Ah/kBMj4mMDU3OFLlG61jchd+PCEmsiMt/yhUDREb6dI/CjfgDMS0ROS00eaPINK1jcRd+P6oksyIu/ylPE7lM9xjciT8Qk6+fZP4YmNreVloV1rN0OuH3o0oyK+Lyn/IZIqt0j8Gd+AMJmCxyWL7/tuRskXt1D8ZN+P2oksyKuPunXNFSMvpH0D0eF+EPJKDiVJGuw6bc309kf56ARuD3o1JSK+Lun/J6qU73eFyEP5CgHX8O/W4cvEH3UFyF349KSa2Iu3/KXxPQ2vAHElLx8intM1sd8yQXlauG349KSa0IP2UAsIiAAoBFBBQALCKgAGARAQUAiwgoAFhEQAHAIgIKABYRUACwiIACgEUEFAAsIqAAYBEBBQCLCCgAWERAAcAiAgoAFhFQALCIgAKARQQUACwioABgEQEFAIsIKABYREABwCICCgAWEVAAsIiAAoBFBBQALCKgAGARAQUAiwgoAFhEQAHAIgIKABYRUACwiIACgEUEFAAsIqAAYBEBBQCLCCgAWERAAcAiAgoAFhFQALCIgAKARQQUACwioABgEQEFAIsIKABYREABwCICCgAWEVAAsIiAAoBFBBQALCKgAGARAQUAiwgoAFhEQJGA26Wmf/nvzZXk/RrFve6YC+6YdEGfnMycPhc8t8PmASXz3wzv4LcACXAsoHdfcklwoiEBLRrSqnKcrYYU2TogAgoTvwVIwKsXB/nDFJoabyQlJpWrbEBAVx9olrPPWReelWtOHLjazgERUJj4LYAF1fORzIBuy8uzMiS/tZ1Fmt+zLjh9dzORzutsHBABhYnfAljgXEAtP6Ksv//Z56+Vs7/0ETmyzL4BEVCY+C2ABR4I6OP+p5ybIuY3+Z+QjrNvQAQUJn4LYEF0QEvGHtEio8Npr/pC95U8fWK7zLYnPFFYudSuR49tm9nqiGF5EY+qGN1VJkUvHv7kJ3JLReNPaJfR5piHC0IPX3zDwS2lyb4DXy6PNSSjrKvIB9XGPFOka1lg5bnhuyonY63M9+pxORl7nvGWL+aAKjcX9Q/d9uDxe2Rm73veO+EfBVIYAYUFUQHNOyL8qXxF4K5l+4Xmu30VWmjhvqF72r5b+Sjflf75SdGLxwjokj+E7us0z5z13ZERXujoHTGGZMwSGVBj0ANEZhuxAhpzZRWXhe661FdXQKP+oR+2Dy88sCTxHyw8hoDCgqiA9pdDx7w59pBQD42NHUX63DDsSv/L5hYLA8ssb+tP5yVDr+0ikvVp+FGTRFr1mR69+JIl/touWbKkakvL/VnqeNWwqzv5H7HSPz/Ov6UBtwy/5Sj/7ZUxhmTcJfJEjUH7X9TfbcQKaMyVjZC+w6eM2t9/1wuxBhS6ifqH/tRUpPuVw+76s/+BdzXshwwPIKCwICqgcqP5zLP8XyKnmPecJRlPmHeU3C3SL/DRzckiJ/7uvy3+fyI9S0OPatNrli/24jX2GvIdJ3Lhbv/E7nNF/uO/7S3yXOD7L4p0iDEk4wyR72sMepHIX41YAY25ssaXmaMs/YvIqTEGFL6JGvklItcE3geY7v/nlcf9A4VHEVBYEBXQw4OtWOF/Pua/+a7q2Zf/RfqrwXv22h64o/yPwXvMR3XYGLgrevGavZojcnCgusbO9tKmwtglcljoEZ1DS9YIqP/JcIFR3Q6RQ40YAY29soODH9l/H/wX1RLQ6JEfKJIfvOPIFi3WxPjRIaUQUFgQFdApwamKYJJul4zwR0UbRC7y3wwWGRa6Z6r/yWToUSOD90QvXrNX/jq9HFri1tzc34zSefOWhea7xw5oX5GKGoMuF+lrxAho7JU9V/mg3BgDCt1Ej9wf7vk1f1pIXQQUFkQFdG1oMpibP0m3ym92kgP8X/8q8k3oju3BjpmPCr3Ijl68Zq/8z+u2xxxIwaNS6zPQnTWXreUZaOyVra6+TOyARo/8JvOo0R/4AD5dEFBYEBXQ8C7qwdx0qHa4fHujes/2kpzQo3YF74hevGavcmTvmkPY+sbQi4/tlim1BDTGe6Df1/YeaMyVlVZfJnZAo0e+/XBzqt1p936wu/YfH1IGAYUFte5IH8xNZrWuNDYCr6grn5X1kozQo0J3RS9es1cZ0rv6ADZflBVYuMWp7WIH9E6RJ2sMelxtn8LXubI6Axpj5CVPHhycy7kmzoNQ4WEEFBbUE9BG0jg3glH9GWhHaVb9UdGL1+xVE+lcbftbu4u0ufjJj1dXVC5ZI6CfiBxTY9BR+4GWBSfrXlmdAY0xcr+1L153RLY/oV021PoDRIogoLCgnoDuI/vWeID/FfXC0GRBhvSq/qjoxWv2qqdkho/02bpo0XbjDpEzd1RfsuaRSF1EPgnPbD39q8CRSN3KjciArglO1r2yOgMaY+Qhu6f7n3RfUcs3kTIIKCyoJ6CnSqPwCYxLvv7a3PFdiYwI3TNN5Lzqj4pevGav/iHyVmiJ20XmGkeIhE+ttG/sgBqP+Xu5JTjp+7NkPbTZX9SngkPsFVpkcnC0da+szoBGj/zJYW+E7lghcqCBFEdAYUE9AX1cRIXueERklP9mocg+wf0jyw4Tean6o6IXr9mr10SODO5pWtRZsnca+1V+ADW/lg+RjNLDRfZfGZz+0b98S5EB5cEhNgk+tuzg4GjrXlmdAY0eeX/pG3pnd2vV7qVIWQQUFtQT0II9JONRczdM38vZ0ixwTqQTRU4290Qq+o9Ij5Lqj4qxuP+bJRHrLusjMsg8pXzJhYGT4J8p8ljg2zPNI8/Lo4dkBM8HmjMkeEKmn/byL7Zn8HnmPiI3mo0rNQ92N0db98qqAho5oNBN9MivFhkeWEXh+SI3J/hjhecQUFhQT0CNGRkiva8bfvOhEv4wfFlrkXaXDb/O/0K68Zyaj4pe3P+s8IoXn6taakEzkY5XD7/R/xq7zWrDeMO/4PnjXxh5jGR3FLl9dkWMgBorzQPZM/Y/+6KBfQMfi2cMCZTtFv/ksWOmDMuVa4KjrXtloX9RzQGFbqJGvriRyL6XDxtyUQeRPTY29OcMtyOgsKC+gBqvtgzt2tM0vDPR111C97R7L3odUYtfLaF9MsNLzdkrtERH86xHvhtCc/t+OcS8KYsVUGP3vTmVuxjl3OTf/inmjkW7jg3d9Y/S4GjrXlnoX1RzQOElokb+bFZ4k32WWPrZwksIKCyoN6DGpv/9sUVGy8PvrbqMxs5Hjm6TkXPY0LxY66i5eOH1HTOa9oxcKv+BP7XKaHnkqNCR5u+c0UGa9x9TaOy6MCcztzxmQP0Pmnhu7+YZTXuc83S+seV4kWvNO8ueOq61tDj2RZ/RpMkB9a4s9C+qOaDKJaL+oT9df0COZHf/+0vhXfGRwggo0kXpDUdydBDsRUCRPop1DwCphoACgEUEFAAsIqAAYBEBBQCLCCgAWERAAcAiAgoAFhFQALCIgAKARQQUACwioABgEQEFAIsIKABYREDhvPKTspcbtZzCs95H1S/B9UZY3vjPFc4+EN5GQOG8kXKbeZNg6EKPqp/1gBo3B69p5+AD4WkEFI5b0aTFVvM2sdCFH1W/BgT0t2ZNVzr7QHgaAYXjzpL/Bm4TC134UfVrQECNG+Rshx8ILyOgcNrXIr8GJhIKXeWj6teQgP4sstDZB8LLCCicNlBOCE4kFLrKR9WvIQE1jpFzHX4gPIyAoiEW33BwS2my78CXy8P37Hr02LaZrY4YFrz45t0iQ8LfuVhkiv9mfaPQtd+rQvf/2zvTmCquMAy/94KAAioIWlEiiGtBiwviVrSmRmutJga3RGNbqkWptUaM1sYVjMam1brUpYm2se6tS2sbu6p/XEJjiMaYIjZaVIzFpSzKonc6Z86ZuZc5XOAO5Db35nt+cL755rwfZ+bHmzMzZ+bW1jDKPk4NC0hY+sjoo6vqKCgNQmiMXwh1Cau+GBVpj3hlW4W+5+HHI6PtQXFTTjpEYgsCrf2cu2Uh4cOQgRLWcSy16T+CPvxfnroUJxIRP7DNK0Bf0flpa4Qz31oP3OEZ3RxNGpbpwhNd/9L76Cq5oDwI9wZakCh6drnId/zcTtdOquKZImCDpZNhWUj4MGSghHU+V41naHZu9jC1zdQyhRGqDWaseS8WCDzDEknGrctjwGzWpqC3kAujkzTKdTXTfk5OVif0ihUGaqikgvIg3Bro3Rig14KczM5AqHbD8loIEJ+Zs+xVVbtM9O2BIabDzJ+YOO1iw2dDFhJ+DxkoYZ3uwJdasA+I0oLRwKgHalv5FpBQrQZrgfW881TgnNrcFz6qGEYnaRxpQHqZGjx9k80NlVoqqaA8CLcGOhG2bWy9e9VHwIs1apABZGnX/ceBtuIGwNvAg1pHeasNG8XkAhZnvO7+bEhCwv8hAyUsUw4MFGFn7ln5QIdHWuLZAOCw2hbqfcpboQe7z6jOG7cJETc6WXMWSKoyMlphp8pcUB6EWwPNd04zM/l/6gs85onBoaG3eLQZ+L7WYS7k1/iB84qVPwOC3Z8OSUj4P2SghGWqz58vEGE896xVQI7IHARmsHYQcJO1B4B1rFUnf7+LLtzoZM1cYL/IHBIG6qIyFZQH4dZAl8CmP6a6A8xUm37ABfNR/QKsqJVItB+pOMFungYkBCHV/emQhIT/QwZKNJ3SzcLn3gD+ELlH4HctNwKfsnYi7LdZO9m5npMbnaxxzguVx6Kwi8pcUBqEWwMdgi5G707oo2iTy9arrzpcy7AFndNrJaJGq39qPtMu5LV5qxskIeH/kIESTaHk6JpZaV3s+q1KdUZXpu/qgDDW3LZhqNo8CsJYLT3U6Y7c6GRNODoqzgxMKnNBaRBuDTQKrrRjRVJYFDl2+U9PjP/4EBhe16HeXxxnS9hdz7lwJyT8GDJQwjr3ZgZqXhQ6JpJ7Vm/AmM51g01rR2oLkPYAh7TNPkC16MGNTtbY0F1xZmBSmQtKg3BroPZaBtqC7ajansy3wrL0q/tK4CVLZ8OykPBdyEAJy5TEA21nbf/15nPds1xnkzFoqbU7ga2KMgYRT7XNJKBG9JBnoFwTjBjFmYFJZSooD0I20BoeBqBFTxfEzr/3zR8UpFporFidWg3t6t5zLAsJ34UMlLDMUmCCWD8vPGu884XwUhu6aUFJIEYq9wOQxfODAaERIlmjzkNLRabMxgu7qEwF5UHIBnqLhx0R5+ZInhxX58Hv8vgxtFsEnmNZSPguZKCEZQYBRSKM4561ElgrMt8AU3g0Dvb724E8vjUJ0L/7xo1O1kx3Pqs5Ju5ruqhMBeVBOA20m9jxFTfQMQjQXbgqL4/V255zVCRuGG84FQLpnp+LpggJ34UMlLBMIlDOowvC5y4BHfnDnpqBxlqkvcCuEUgSNzqXAGeFnhudrFF9NJnf8XyWKgq7qEwF5UE4DTSY76lJ5ga6FVgpSmyE9gHkVPQWwyoxlpOeAT60dDosCwnfhQyUsMwEYIsWnGJvlGsv8owCRrNV8ewdoq7i7fLSEPSz4RMhOgjsFKEwOklTo15PT2evzVe+oz9Zd1GZCtYxCFG3I/ABs8fq2eAGWhoN22b2JpLjQBBaFqvBPCBXk1RMBRbxgjuAI40/B0eOnNJDz4SEX0AGSljmqGpMU3d8ve5lBMUAS06r3lTQBoicnTs/FmhhTBnT2SL0e2LjNjBPhMLoZE1eCPBCJssMi4fdpDIVrGMQom62uidt096cnsgSt0NP2IDu83MX9Vf3aN92uhwAxM3JWT0zCogW31KaC3jwVSWXR/2eCQm/gAyUsIxjgVgRFHduNWvYc/K8WJGL/NHo9626OcHYSkKyiPSHPrLmTHueSClJQKhJZSpYxyBE3fI0sWdatW5zh8NFKkR8UW93oL6qqdcVUbCvR4uRXAzUMyHhF5CBEk3g5PgotErdVKGUzwiz99Quhss2Dm9rCxu4xvltT/bdORwztlYAYp/xPVBZ8zAnOTgwaUOlEo1OJpVUUBqEXrdm14g2CE3b51CCg8UCo+IVA0Jt4SnL9edOyrX3+4QhKD59v77M9B9glQdnwGmgHgoJv4AMlPAy14E9je5cCvH2uUeqprAbthveFRI+DBko4W1GY1z9Hb4bNuy4CE8AGY1UNROvGW+IektI+DBkoIS3+Q32ono7nANGPdeiqkHGYqgGVc1DkR2nvSskfBkyUMLbOEZgeb0dnsUDE646FMfFNCC6opGq5mF543+7rpmEhC9DBkp4nXx7RGm9HdjSJER11z4gp38ZtGFVc1AaEXDZu0LCpyEDJbxPtvHypht2BpmWGzVK1QzkYrGXhYRPQwZKeJ/K/mHF9fcoXJjUEq1TV7je9mxY1WTuhg2o8q6Q8G3IQIn/gbKicq+pPKG8qKzhTs0qJHwbMlCCIAiLkIESBEFYhAyUIAjCImSgBEEQFvkPFH5sNW/8U0sAAAAASUVORK5CYII=)
## hat values (leverages) are all = 0.375
## and there are no factor predictors; no plot no. 5
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)
aov33 <- aov(log(values) ~ A+B+C+D+E+A:B+A:C+A:D+A:E+B:C+B:D+B:E+C:D+C:E+D:E, dat3)
summary(aov33)
## Df Sum Sq Mean Sq
## A 1 27.424 27.424
## B 1 11.575 11.575
## C 1 0.012 0.012
## D 1 0.359 0.359
## E 1 0.698 0.698
## A:B 1 3.060 3.060
## A:C 1 0.039 0.039
## A:D 1 0.995 0.995
## A:E 1 2.282 2.282
## B:C 1 0.359 0.359
## B:D 1 0.970 0.970
## B:E 1 0.226 0.226
## C:D 1 0.377 0.377
## C:E 1 0.122 0.122
## D:E 1 0.337 0.337
#there is still some patterns in the residual plot, explore some possible interaction
with(dat3,interaction.plot(
A,B,log(values), fixed = TRUE, col = 2:3, type = "l", leg.bty = "o"
))
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)
with(dat3,interaction.plot(
A,E,log(values), fixed = TRUE, col = 2:3, type = "l", leg.bty = "o"
))
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)
?interaction.plot(x.factor, y.factor, response)
aov.ex3 <- aov(log(values)~A+B+C+D+E+A:B+A:D+A:E,dat3)
par(mfrow=c(2,2))
plot(aov.ex3,which=c(1:4))
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)
## still not very good. equal variance, not normal