# Rproject8_1_windspeed.r
# 1.0 Read in data ----
# See Problem 10.9.39
# data from Simiu and Filliben (1975), analysis of extreme winds
windspeed=read.table(file="Rice 3e Datasets/ASCII Comma/Chapter 10/windspeed.txt",
sep=",",stringsAsFactors = FALSE)
windspeed.0=t(windspeed[,-1])
dimnames(windspeed.0)<-list(c(1:nrow(windspeed.0)), windspeed[,1])
head(windspeed.0)
## Cairo Alpena TatoushIsland Williston Richmond Burlington Eastport Canton
## 1 35 38 68 38 46 40 53 51
## 2 38 43 51 50 48 47 41 53
## 3 33 41 65 40 41 43 54 50
## 4 35 39 61 35 43 40 49 44
## 5 40 41 68 38 37 41 60 46
## 6 38 38 54 41 47 50 54 44
## Yuma Duluth Valentine Charleston Eureka OklahomaCity Baker Sheridan
## 1 32 54 38 52 35 56 27 44
## 2 32 49 44 49 35 41 30 38
## 3 29 49 44 46 46 44 29 41
## 4 32 46 43 43 46 57 28 43
## 5 32 50 39 50 35 48 28 40
## 6 37 45 36 37 35 43 30 38
## BlockIsland Winnemucca NorthHead KeyWest CorpusChristi
## 1 60 36 69 32 47
## 2 54 32 65 40 41
## 3 65 36 70 39 41
## 4 63 32 63 44 40
## 5 56 38 73 41 90
## 6 59 41 65 40 38
boxplot(windspeed.0)
![](data:image/png;base64,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)
#boxplot(windspeed.0, horizontal=TRUE)
boxplot(windspeed.0, horizontal=FALSE,las=2,cex.lab=.5)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAMAAADDuCPrAAAAY1BMVEUAAAAAADoAAGYAOpAAZrY6AAA6OgA6Ojo6kNtmAABmAGZmOpBmZjpmZrZmtrZmtv+QOgCQOmaQkDqQkNuQtpCQ2/+2ZgC2Zma2/9u2///bkDrb////tmb/25D//7b//9v///+N50p/AAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nO3d62LrNtOmaWQ3nXTP9ErPN/F09CqOzv8oWxJJidrYRBVRqCryvv7E8ZLA4u4xNyBYTgAAleJdAABkVbwLAICsincBAJBV8S4AALIq3gUAQFbFuwAAyKp4FwAAWRXvAgAgq+JdAABkVbwLAICsincBAJBV8S4AALIq3gUAQFbFuwAAyKp4FwAAWRXvAgAgq+JdAABkVbwLAICsincBAJBV8S4AALIq3gUAQFbFuwAAyKp4FwAAWRXvAgAgq+JdAABkVbwLAICsincBAJBV8S4AALIq3gUAQFbFuwAAyKp4FwAAWRXvAgAgq+JdAABkVbwLAICsincBAJBV8S4AALIq3gUAQFbFuwAAyKp4FwAAWRXvAgAgq+JdAABkVbwLAICsincBAJBV8S4AALIq3gUAQFbFuwAAyKp4FwAAWRXvAgAgq+JdAABkVbwLAICsincBAJBV8S4AALIq3gUAQFbFuwAAyKp4FwAAWRXvAgAgq+JdAABkVbwLAICsincBAJBV8S4AALIq3gUAQFbFuwAAyKp4FwAAWRXvAgAgq+JdAABkVbwLAICsincBAJBV8S4AALIq3gUAQFbFuwAAyKp4FwAAWRXvAgAgq+JdAABkVbwLAICsincBAJBV8S4AALIq3gUAQFbFuwAAyKp4FwAAWRXvAgAgq+JdAABkVbwLAICsincBAJBV8S4AALIq3gUAQFbFuwAAyKp4FwAAWRXvAgAgq+JdAABkVbwLAICsincBAJBV8S4AALIq3gUAQFbFuwAAyKp4FwAAWRXvAgAgq+JdAABkVbwLAICsincBAJBV8S4AALIq3gUAQFbFuwAAyKp4FwAAWRXvAgAgq+JdAABkVbwLAICsincBAJBV8S4AALIq3gUAQFbFuwAAyKp4FwAAWRXvAgAgq+JdAABkVbwLAICsincBAJBV8S4AALIq3gUAQFbFuwAAyKp4FwAAWRXvAgAgq+JdAABkVbwLAICsincBAJBV8S4AALIq3gUAQFbFuwAAyKp4FwAAWRXvAgAgq+JdAABkVbwLAICsincBAJBV8S4AALIq3gUAQFbFuwAAyKp4FwAAWRXvAgAgq+JdAABkVbwLAICsincBAJBV8S4AALIq3gUAQFbFuwAAyKp4FwAAWRXvAgAgq+JdAABkVbwLAICsincBAJBV8S4AALIq3gUAQFbFuwAAyKp4FwAAWRXvAgAgq+JdAABkVbwLAICsincBAJBV8S7gWwUAmmkfUc1bbMh7aQPYluYZ1brBlgz+YADYLQIUAJQIUABQIkABQIkABQAlAhQAlAhQAFAiQAFAiQAFACUCFACUCFAAUCJAAUCJAAUAJQIUAJQIUAABWQ0X13YKBCiAeOwG3Gw6BQIUQDi3WDNL0DZTIEABRDMLNaN9ttEUCFAA0cx3VJudttEUCFAA0RCgMRGgQAIEaEwEKJAAARoTAQokQIDGRIACCRCgMRGgQAJ0Y4qJAAUyoCN9SAQokAKPckZEgAI5MJhIQAQogHYIUABQIkABQIkABQAlAhQAlAhQAFAiQAFAiQAFACUCFACUCFAAUCJAAUCJAAUAJQIUAJQIUABQIkABQIkABQAlAhQAlAhQAFAiQAFAiQAFACUCFACUCFAAUCJAAUCJAAUApUQB+s9v5ez32W8+/3j+zRICFEA7aQJ0CMuLH9OvPsZf/PRXdSsEKIB2sgToPT9vCXq4/eLnv6uLs6kOwC5lCdDL0eYv/zmd/v1zysvLGf3lN8fzv/xaXZxNdQDSmQ7A1rXRppZZi60bvLik5Xit8zDm5ceUm+d/qz6JJ0ABXN3PaVc10qiae4utG7w43I8yzyfzl0PQ8T/jP9beSCJAAVzcgnNVgiYJ0I+He0eXA87zcecUqecfL+fyNQhQAKeH2NxFgN7P0g/XMJ0ddv77Z/VtJAIUwOkxClbEQsIA/bhG5+F+THoO0NqLoAQogNPeAvTxePPy8+tJ/ZtS3rCoDkAy+wrQ2Z32w9Bt6fGYlAAFILCvAL0cdl6PQa8/vAbo/Wh0oTiT6gAks68AHR+Evz64+f/9NpzCLx+BvinOpjoAuewsQG8J+tNfx0KAAlhlX92YLq7Pvv8+68bEXXgASrvqSD83HG8e6QcKQG9Pj3LOjM9w8iQSgDVa9MxJEqD//HY73hwfi+dZeADekgToPS4vN5OuFz8ZjQmAsyQBeonLa0pe7iQN5+uMBwrAWZYAnY1IPztzf/pNRXE21QHYpSwBeu9Jf09L3okEwFWaAB2POB/CkrdyAvCUKEBbIEABtEOAAoASAQoASgQoACgRoAACyjEEOgEKIJ4kL5EgQAGE02awOXsEKIBoGg13bI8ABRBNoxdu2CNAAURDgMYUel0AGBCgMYVeFwAGBGhModcFgAEBGlPodQFgQIDGFHpdABjQjSmm2CsDwICO9CHFXhkARjzKGVHwtQFglCI/CVAA0CJAAUCJAAUAJQIUAJQIUABQIkABQIkABQAlAhQAlAhQAFAiQAFAiQANJcfja4A98b7gsvMQoJEkGUABMCfeF3x2HgI0kCxDeAHWxPuC085DgMaRZhBZwJh4X/DaeQjQONK8xgAwJt4XvHYeAjQOAhQYEKAxhc4lAhQYEKAxhc4lAhQYEKAxhc4lAhQYEKAxhc4lAhQYEKAxhc4lujEBA7oxxRQ7mOhIDwzoSB9S8GDiUU5gwKOcEUVPJvITGIj3BZedhwAFACUCFACUCFAAYlxsGhCgAKS43TkiQAEI0eFuQoACkOGRjxsCFIAMDx3fEKAAZAjQGwIUgAwBekOAApAhQG8IUAAyBOgNAQpAhgC9IUAByNCN6YYABSBER/oJAQpAikc5R4kC9J/fLuvr19lvPv+4/OZ3QRu7X99AE+TnIE2A/vvntMp+TL/6GH/x01/VrbDCAbSTJkCntLwn6OH2i5//ri7OqDoAe5QlQI/j2fvlrH3Iy8sZ/S//uf9LXXE21QHYpSwB+jFd67wk6I/xN0NunpO0+iSeAAXQTp4AnULyMETpOUinM/dD/Y0kAhRAOykD9HIEej7unE7czz9ezuVrEKAA2skSoLejzH//HKJ0dth5/lXtbSQCFEA7WQL0cunz19l/pwPRiylTa4qzqQ7ALmUJ0LHT/L0r/cdDh9D3AVresKkOwB6lCdBbT9Af0//dQ5MABeAhTYDeO9IPYfkYoPej0e8RoEAOOQ55sgTox/jQ++WJzmty1hyBvinOpjoAbSU5aUwSoLPO8ofhASQCFNiuW3AGT9AkAfrYaekSl9yFBzZrFpux99kkATo/xhyi80g/UGCr0rw0JG2A8iQSsFkEaFuPp/CXAOVZeGCzCNC2jmV+E+manIzGBGwVAdrWdTz63+c/MB4osFmaAHXp9pQkQMcXIg3GC56MSA9slCJAfTqOZgnQ2bPwtxtGvBMJ2CZ5NyanjqNpAnQ6CJ0fbfJWTmCbpHno1XE0UYC2QIACKQjPyL3uOhGgAAKSXdEkQLsIHKDlDe+agCQI0C7iZtK7/CzeRQFJEKBdJMikBCUC0RCgXSRIpwQlAtEQoF0kSKcEJQLR0I2piwTplKBEIBw60veQIJ0SlAjE43PvlQCNJkGJQEAufVcI0GgSlAiYStSljwCNJkGJgKVMfaIJUAAxJdhdCVAAMSXYXQlQADEl2F0JUAAxJdhdCVAAMSXYXQlQADEl2F0JUAAxJdhdCdBoEpQIdJFgXyBAo0lQIoABARpNghIBDAjQaBKUCGBAgEaToEQAAwI0mgQlAhgQoNEkKBHAgACNJkGJAAYEaDQJSgS6SLAvEKAAYkqwuxKgAGJKsLsSoABiSrC7EqAAYkqwuxKgAGJKsLsSoABiSrC7EqAAYkqwuxKg0SQoEegiwb5AgEaToEQAAwI0mgQlAhgQoNEkKBHAgACNJkGJAAYEaDQJSgQwIECjSVAigAEBGk2CEgEMCNBoEpQIdJFgXyBAAcSUYHclQAHElGB3JUABxJRgdyVAAcSUYHclQAHElGB3JUABxJRgdyVAAcSUYHclQKNJUCLQRYJ9gQCNJkGJAAYEaDQJSgQwIECjSVAigAEBGk2CEgEMCNBoEpQIYJAkQA/lwe/Dbz//mP1PXXEm1TWVoEQAg8wB+jH+309/1RdnUl1TCUoEMEgcoPff/fx3dXEm1TWVoESgiwT7QpIAnTnn5q+X//7zWym//Od0OpbxFzUSrBEggengxXgips23kC5Aj0NsXk/gh9w8J2n1SXyCNQLEdz8btJ2KZetNZAvQzz/GtDz/MJ25H+pvJCVYI0B4t+C0TdAEu2u2AP2YwvJ83DmduJ9/HA5KlyVYI0B0s9gkQJu32LrBudsJ/Pyw898/q28jJVgjQHTz3chyl0qwu+YK0HNUTpc7zwH64/W3SxKsESA6AvQmV4Ae7jfcP+4Bev75fYCWNwyrA/bBJEDf7a3xd+BUAXq7g3R6DM1NBWiCErFzFgFamZ/Rdo9UAXqc9fh8DND70ej3oi3+NxKUiJ2zCdCWH+smU4A+XOusOQJ9FW3xv5GgROwcAXqTKUAfuisRoICT2Yl0w0ugLT/WTaYAfegwv9m78AlKxN7dErTdNUkCdGqxdYOTx5w8brUfaIISsXvt7+kQoFOLrRucPD5wtNknkRKUCDS/J06ATi22bnDy+Mj7Zp+FT1Ai0BwBOrXYusHJ062irY7GlKBEoDkCdGqxdYOj5yudjAeKOjF7YOMRATq12LrB0fmc/fFK50ZHpEdjUZ9hwQMCdGqxdYOj11tF23wnEtoy6HEDAwTo1GLrBkez2+6TTb6VE01Z9PmGAQJ0arF1gy1FW/yw1mvkNaxEgE4ttm6wpWiLH9YI0CQI0KnF1g22FG/xV/EuMzECNAkCdGqxdYMtBVv8lfkZrOpUCNAkCNCpxdYNthRs8SfdaDIhQJNIui8QoJ6SbjSZEKBJJN0XCFBPSTeaTOjGlETSfYEA9ZR0o0nllqBcSg4t6b5AgHpKutHkwq24FJLeUCVAPRGgPcTc8/CIAJ1abN1gS8EWPwGKhExSjQCdWmzdYEvBFj8BinxsUo0AnVps3WBLwRY/AboNMfdtEcUstJ1fAnRqsXWDLQVb/AToJkTduQU0s0CAnghQXwToFtx26nB7dzXVLLQOUIeJrkeAekq60WBuljlZV5RuFgjQEwHqK+lGg7kNPCyqmwUC9ESA+kq60WCOAG1eQ7eJrkeAekq60WCOAG1eQ7eJrkeAekq60WCOAG1eQ7eJrkeAekq60WButwFqV8P6j3VDgHpKutFgLkL6rBRhFpLuCwSop6QbDeZ2242pdQ0tP9YNAeop6UaDB3vtSN+6hJYf64YA9VRqeReK72xgPfnPAgE6tdi6wZaCLX4CdBs2sJrcZ4EAnVps3WBLwRY/AQoMku4LBKinpBsNcGrfDzTlvkCAekq60QCnHjtTgg2fAPVEgCIvAvREgPpKeuEcOBGgVwSoJwIUeRGgJwLUFwGKvAjQEwHqiwBFXgToiQD1RYAiLwL0RID6IkCRFwF6IkB9EaBAagSoJwIUSI0A9USAAqkRoJ4IUCA1AtQTAQqkRoB6IkCB1AhQTwQokBoB6okARV70Az0RoL4I0FOAl0lAhwA9EaC+CND5mKjelUCGAD0RoL4I0NMtOEnQbAjQEwHqiwCdxeaG53KbCNATAeqLAJ3P2oZnc5MI0BMB6osAJUDzIkBPBKgvApQAzYsAPRGgvghQAjQvAvREgPoiQAlQtOLSHY4A9USAEqBoxKdDMQHqiQClGxPacOpQTIB6IkDpSI8mvP4SE6CeCFAe5UQTXteCMgXo8bqb/bj/4vOPyy9+FzQRbC8lQE8MJoIWCNAl//w27mg//z3+5mP8xU9/VTcSbDcttbwLzYpluRfCAG22XaQJ0Ft+lvLLf66/Odx+cYvU5eKMqlMiQG2xLC2F6gcqC9B220WWAL2crV+D8xKb15P2S6JefnM5sf+1urhV1XXZBdnDDbBQDSQOUM1HjRp4bbF1g1eH24HncfzpY8rNc5JWn8Svml0OYtJilRkgQFs08Npi6wYv/v3zFpLjj+dD0unM/VB/I2nN7N6CkwRNhzVmIFiAlvuPJlMwauC1xdYNXpyPMn/98jfnH8ej00UrZle5hhABa8xAqABVHt/sJUCPLweZs8PO8zFp7W2kVQHapBl4YIUZiBWguitsewnQw6X/5zkoy60f6OHeI3R2fr9YnL46AjQxVpiBYAGquse7lwD9OEfk1G1pONr8mHWp//giQNt1VjgRoBWaLu+m7OoIO8utvVu5VjPfb0PaUYD+37dFeU3QeWgSoCHY7VCrmdURd5Ybq8zPJnPfcUPaSYAOJ+/XO0VTt8/HAJ0/4PltcfrqegXoBnbADcyC2NbnmaeO30sUoOM9o7HbZ80R6Jvi9NURoNU2MAtiW59nAvS9HAF6Oca89VQajjcdArTcf1S3UjMdw8b72MAsiG19ngnQ9/IE6K0b09Clqftd+HuC2l7m2sAmuIFZENv6PBOg7yUJ0MNLgB579wPt9SjnBjbBDcyC2NbnmQB9L0mAHmcDhgzR2f1JpJOuo5liIqbN97CBWRDb+jwToO8lCdBzRs6HAf3h8Sx8JwlKXLKBWRBLPM9VfYYI0PeSBOh97KVblvYfjamPBCUuiTcL0R6aiaSu0+VGA3Qn/UDvo39e+4F6jQfaRYIS82GhVvh2Ia0O0C7Xv8R2E6Cz8ec3NCI9OmG9VzAN0D53YMX2E6DjK+XKY4fQq7zvREInrPcKlgF6C85gCbqjAB0Dc360mf6tnOiE9V7BMEBnsRlrVewqQBuItfbQC+u9gmmAilvqgwCVCbXy0A3rvQIB6tHAa4utG2wp1MpDN6z3CgSoRwOvLbZusKVQK2+z4i1l+oFWIEA9GnhtsXWDLYVaee8lKHHJBmZBzHqABO8uQP0D1H+eaxCg0SQocckGZkHMdJ4DdKLsHqAB5rkGARpNghKXbGAWxCznOUInyt7dmCLMcw0CNJoEJS7ZwCyIGc5ziE6UnTvSh5jnGgRoNAlKXLKBWRAzDdAuk1kqotLi9ysn9/7ncAjQaBKUuGQDsyBGgC7koyg/Y8xzDQI0mgQlLtnALIgRoKKAXJ7c+5/DIUCjSVDiknizkLofaK8wWegHuskApR+oTLxd+0WCEvORLdS2WbDauZBbRQTocona6agQoNgB0XpvHQZrWQTU++lUFxExQFUlEKAyUfYJ9CVZ77c9MEqClk4VLQTo+jYEZnNq2nGUAJUJskugM8F6l++61vYYoOI8VK42AlQmyC6BzkQBqvqaoSCn8OvbEBHOsXK1EaAyMfYI9JY8QG9pYlpRrAA9ifKTAO0jxh6B3rIH6NufLacj+0fxx9ojQLuIsUdsXbylbB+g2+8Hur4NSwRoF/F27RcJSlySehb2G6DVRaz/WHteC4kAjSZBiUtSzwIBuljE+o+1R4B2kWDXTlDiktSz4NUf5rumy/1Hs6ksFtHyY+15LSQCNJoEJS7JPQu3XVHUZ8j24mR5+qG/6AHqtZAI0GgSlLgk+SyUG9GXjKoZGldU1LqElh+z4LOQCNBoEpS4JPssaHZE23l2z88EAeqzkAjQaBKUuGQDsyC29XlOEKAuCNBoEpS4JN4s2FcUb57FUvcDVaIfqEyC9ZugxHxYqBWyB6jLlRcCFDvAeq+QPEB97v0RoNgB1nuF3AGq68ZEgMqwI+0T671C6gCdxSYBaocdaZ9Y7xWSB6iqCAJUhh1pn1jvFQjQldNto3mDLbEjhVJeGTX7TotJbclCgMZeqgRoF+w1PdQuZaP9z2Vf38CWRYCunG4bzRtsKcFmnqDEJeJZcMkyAnSlULOsDNCm023UYusGWwq1zt9LUOISAnQXQs0yAdpFqHX+XoISlxCguxBqlmcXD7rWRYBGk6DEJQToLsSa5VuC9r0OS4BGk6DEJQToLgSbZZ/7WARoNAlKXEKA7kK0WXbpB0CARhOnRHUnFQJ0F3Y4y68I0GjClPguP0vlN8WTEn6hRWsE6BPpLGxgltfPAwEaTbwS41X0vehPHUZFgHo08Npi6wZb2sI67y7bQiNAdWwXiMsVykUEqEy09ZdCtoVGgOqYLhCfe+SLCFCZYKsvh2wLjQDVsVwgt+AMlqAEqEystZdEtoVGgOoYLpBZbMZa7ASoTKy1l0S2hUaA6pgGaJfJyBGgMqFWXhbZFhoBqkOAejTw2mLrBlsKtfKy+H6hve0uKuxASj/QCAhQjwZeW2zdYEuhVt57CUqcq8zPpRBuW1LLj7Wd6JYIZjlsgK5GgEaToMS5JmlFgGZEgJ4I0HgSlDhHgFq0lgIBeiJA40lQ4hwBatFaCqIALfcf21fiiACNJkGJcwSoRWspSGb5lqBL9xOzIUCjSVDiXMgAbXBfSz7Rlq2lIJplm6XuL02A/vvnfRX8GH/3+cfl/34XtJJg9SUocY4AnSbasrUUZLO8zfzME6BDWD4E6Mf4vz/9VV+cujrj/e/9bt92Clrf1kGAThNt2ZoL6SwEmmX12t1PP9DjbNEMAXq4/f/Pf1cXp63OPN7M93A9+wBtyyVANyBvgOrX7n4C9HA/cx/881spv/xnSNZfa1sJuLziI0D3YQMLRDwLAQOheYODj+fjzI8pN89JWn0SH3B5xUeA7sMGFggB+pV//7webt59/nFL1EP9jaSAyyu+fAHa8mP7sYEFQoB+5ZyXj+fp5+POX+8/Pobr1wIur/gI0H3YwAIhQL9yLOXH9Ub8dLY+O+w8H53W3kYKuLziI0D3YQMLhAD9yqH89H+NV66Go83ZTaVzgNZeBA24vOIjQPdhAwuEAP3K1OfzlqAfs7vyH18EqMGNg+oG7G9adLsrkq8faMuPtZ1oZHuchb0E6OU5pCEkL72WLufu89AMGKDvJr122stTaDqB2jIafIwAzSjgLPcvKUmAfv5xy8h/frte8XwM0Kc+ol/awgLuP4UGUydAt2eHs/wqSYDODXFZcwT6igB1mjoBuj07nOVXCQN0uP9OgPabQoOpE6Dbs8NZfpUwQI/XAHW6Cy9GgFZ8jADNaIez/CptgB59+oGKEaAVHyNAM9rhLL9KGKDDsafTk0hiBGjFxwjQjHY4y6+SBOjjc0eXE3anZ+HFNhCg+fqBVqr8buVEG86BD+kspJtl/WbxXZvNq2zd4MXYd+niOI7ClGQ0JgJU8rEmVgTo+h0qsQ0E6MKmapCgSQL00pF+SNDD1KOe8UB7yRagLWSrt4UNzHP/TTVJgF7jcjKer3cdkb5ZAwkRoPuwgXkmQL90T9DZI/CDLu9EatVAQgToPmxgngnQbwxvRZqfrTu8lXMDG5kYAboPG5hnAtQYAarQ/8q8v2z1trCBeSZAjRGgCgToPmxgnglQY7sOUG2q2QdovKUap7tavz9GW58FAnS9PfcDtdmMcwSo/Wqzi4Ru6SO1ZsOr/GrTkgjQ9fpve3ECVPv5pdY2GaDxphAlNu/C/JFpO3kC9BsEKAGadAoE6FoE6HoEaPsAbfCxDaTPBmZBigAVf7qqxdYNtkSAEqBJp0CArkWArkeAEqBJp0CArkWArkeAEqBJp0CArkWArkeAtt7u5Vtlg5tOYs2bSz8La6agnVUCtKrF1g22tHp2A/7VTRagleHjcpxc+YUcs2A2BfWcOs8CAbpe/wDdgNYBun6i9mz3RIuAXS9aPQoEqDECVIEAlfxjxcdsDlFXC1aOBgFqjABVIEAl/7j8sVtwBkvQWNWoEKDGCFAFAlTyj4sfK+Jl0UmsalQIUGMEqAIBKvnHxY/Nfx1qcwpVjA4BaowAVSBAJf+4+DEC1A4BaowAXVTqCD9OgL79dajNKVQxOgSosf4Bar9VSqfw/eelgZgjQNuuNpcA3Xq82U+BAF2v/1aYL0BNJtpxAmFaI0CfRD6rEH9M9emqFls32BIBSoB2a40AfUKAVrXYusGWCFACtFtrXwZoWfjEmolGRoBWtdi6wZYIUAK0W2tffeyWoIUADTh5AvQbBCgB2q21Lz/2emet3UQjI0CrWmzdYEsEKAHarbWvP6bIT+/0aYEArWqxdYMtEaD7CtDyRotWW36s7UQjT4EArWqxdYMtrZ5dcQPxtnv7ANX/o/hjS41oAzTMLBi15jIF51kgQNfrH6DZbCpA9TYwC2LZ6n2DADVGgC4hQJcnn2MWxLLV+wYBaowAXUKALk8+xyyIZav3DQLUGAG6hABdnnyOWRDLVu8bBKgxAnQJAbo8+RyzIJat3jcIUGME6BICdHnyOWZBLFu9bxCgxqwD9G2/mVdrpm8+gfUfy5Y+0oUacBbEzDckeyFWGwHasoHKVaqvosUElmahshCTfxR/rAXxQnWZhdatrd+QFBNt21qE1UaAOjS/JkDXf8w+QFt8s2uACj+2iQCNO9G2rRGgLRGgBKh2UgRop4m2bY0AbYkAJUC1kyJAO020bWsEaEsEKAGqnRQB2mmibVsjQFsiQAPcB2v5sRYUe6LxMlpRZdvWNjULJquNAHVongBt9rEWYuyJjaps29qmZsFktRGg339ctsAJ0JW1iT/WQow9sVGVbVvb1CyYrDYC9NtPC5c4Abp28tKPtRBjT2xUZdvWNjULJquNAF3/6WQBuvTV9VsZAarYE/uKtxbEYqw2AnT9pwlQyeTj7box9sS+4q0FsRirjQBd/+mNBej6j20/QFu262KPs2AyzwTo+k8ToM3+UfyxFuKtZnt7nAUCdD3zADU4SVhVkcsUCFDJx1zscRYI0PUI0B5TIEAlH3Oxx1kgQNfbX4BKCyJAlz8WbxbE9jgLBOh6uwtQcUUE6PLHXGbBpbVNzQIBut4OA9T6C1KrJ7B2GQom9cXH9pg+HSfatjUCtCUCtPkXpNZOYP1CrJ7UVx/bY/p0nGjb1gjQlswD1KAKxTc3HKC34GyXoPGWUZjWNjULBFV+O80AACAASURBVOh6BGjzL0itm0ARV6qe1Ncf22P6dJxo29YI0JYI0OZfkFoboC1qeG6zknDCm0qfjhNt2xoB+uCf38qP2/98/nHZrH8XfJ0Abf4FKQJUW6VDa5uaBQJ0iMxbgH6M2/VPf1V/nwBd/oIwTaT2HqB1i9J4JaxcC7YTbdsaATp3ycwpQA+3zejnv2u/T4Auf2H9vqv/x8WPpQ/QukXZYi3Ia1N/rO1E27ZGgM4cL9vMGKDnk/nyy3+G3/1a2wABqmhXXC4Buvyx79tYPYWlgHUJ0LZi7J2pAnS45jkG6MeUm+ckrT6JJ0AV7RKg6QL0tebGEwggxt6ZKUD//bP8/P9OAXoO0+nM/VB/I4kAVbQbK0DLwifkAi7UlVO4LaUvE5QAXduu6tNVLbZu8OYclD8OU4CejzunE/fzj5dz+RoEqKLdSAFakQ1iAReq+V8ZAnRtu6pPV7XYusHJOSd/P90CdHbYeTkyrbyNJF04lYTN7zxAhQv1y+8Lq9KV++5j8QNU9JH1dbiIsXfmCdBzTJ6PM+cB+uP+L7UXQQlQRbuxAvS09O9iARcqAbosxt6ZJ0A/ril5y82Phw6h7wNUslvWfr//KlJ8c9MB2lzAhbqFALVezeINad8BehxO2WcBeg9NAvTLjxGgywIu1A0EqPl6Fk9g1wH6+cdwo+iLAJ093/ktAnRVuy2IF2qzKX7975XNqL8gtokANZ5CjL0zS4B+jPeJREegrwjQVe22IF6o7Sb45Qcq21F/QYwArflmhL0zSYC+3jvqE6DCjxGgzSbVrKLbHvRlggZcqGsDtCx8IvwsWExgxwF67/TZ+S688GM72WhW6VyRRZiETx+DPxpiO9kXcgTofdyQwe+3m0oXhv1AhR/byWnLKt0DdLHNeKt59RReN4TGE2j2VQL0pcXWDZ7eBuhen0QiQPWT20+Anp63g+YTaPVVAvSlxdYNnt4G6F6fhSdA9ZPbUYC6TyDgLIh3noZVSFps3eCDw95HY3IIUHG5LVrbeoB+30a89Ik3BQJU47D38UAJUJmdBuhSFuwxQE3kDdCdjkhPgMrsM0BfN4TGE2j2VQL0pcXWDT448E4k0ccI0OVlEXChrpzCbaa/TFACtJHMAcpbOZc/tvsAtQiT6AFq8UdDLN6+YCJbgK60wwCt1LLcUAF6WpzHDQao6CPr63CZAgHqgADdX4CelmaRAF1bh8sUCFAH5gG6Pq7iVCQuvOoLq5aRtKIq4ooI0HZfXbMvrNiQmiFA1396owEqLrzuC2uWkbSiOuKKCNB2X3UO0NXbDwG6/tNtz3/1k3r3sSZbWTjO5UZPn/Ovb6t1uwHaBAEqQ4ASoN0m7xigi2s2+iz0QoDK7DBAW7YbRY69zjVAbz9ZTKDhV3OsSsMGXlts3WBLBOiqdqPIsdcRoLZTaIEAlSFAV7UbRY69LvYpfCVV+d/UpvyYFQJUhgBd1W4UOfa62DeRCNAmkydAv/20fitrujFK6ydAjScv3S7kn68sZPHXBKjt5AnQbz+t3srabozS+rMFqHTy9uUunFUItwvFF9ZUud8AFbdGgMoEXF4Wk996gNpruyd2Xm0EaD8EaOcGukyeAF2LACVAnabYvMGWCNBV7VohQJ8+tvou/FJD0e+D2U409BSbN9gSAbqqXSsE6NPHVq62W4J+eQhJgIadYvMGWyJAV7VrhQB9+tjaM+yKDwgrEls7C8qJtmzNZ4rNG2yJAF3VrhUC9Oljq9Nn+d+FFYkRoNoWWzfYUv4AFW6VLpuxGAH69DHz1UaAhp1i8wZbIkB7bMZi0snbl0uASj72/qsOW17b1dalgdcWWzfYUrxDnfW2OE8Lss0yp/CdAlRRpXcDry22brClbHtejS3O04Jss8xNJAK0vsXWDbaUbc+rscV5WpBtlunGZDGFFghQmWx7Xo0tztOCbLPcOUDLckMEaKPJE6DpbXGeFmSbZfHp7NoAFX1EPoGGXyVAX1ps3WBL2fa8GlucpwXZZpkAtZhCCwSoTLY9r8YW52lBtlkmQC2msMY3y17aUMuyri22brClgH9wVovXiVIs3iy07gdKgLafworWvlv2NlMUtNi6wZa2GKBSAWchXknZA/TWIAFqiwDt3IC/gLMQr6TkAbp4ZEWAhp1i8wZbIkBDzkK8kloHqLCN9QF6+6lRRWIEqLbF1g22RICGnIV4JRGgko/5TMG8NZ8pNm+wJQI05CzEKyl9gHIK3wcB2rkBfwFnIV5JyQP0lqHffGTFBBp+lQB9abF1gy0RoCFn4fuSSp1GlSgbjnUTSfQR+QTqvtpzvd0m2rI1nyk2b7ClLQaotKRss9BzT9S3S4C+fLXfaptNtGVrPlNs3mBLAcNjtS3O05zLuaCzDQToThCg6W1xnub2uK8ToFkQoOltcZ7m9rivr74Lv9TQHheqCQI0vS3O09we9/WV83xL0C8vMe5xoZogQNPb4jzN7XFfXzvPi7do9rhQTRCg6W1xnub2uK+vnuelW9x7XKgmCNC0jHuEhLHHff3LPj8Va7zqY2smgBkCtHMDzai39jizcLPQiXJ9G/ba9sZdkW91H3MJUPtVRD9QYxsKULWAs0CARviCOQK0qsXWDbZEgIacBQI0whfMEaBVLbZusCUCNOQsEKARvmCOAK1qsXWDLRGgIWeBAI3wBXMEaFWLrRtsiQANOQsLAepwv0OMAF1GgFa12LrBlgjQkLNAgEb4gjkCtKrF1g22tOsAjZY5lRXFDlBtHQRo25a9NgcCtHMDfsJkjrCi0AGqriNggJovQbMJOG4OBCiCCx2gW8ISVCBAERwB2glLUIEARXA5ujFtAEtQgQBFcARoJyxBBQIUwRGgnbAEFRIF6D+/XS50/T77zecfz79ZwjaSDwHaCUtQIU2A/vvndK/gx/Srj/EXP/1V3QrbSD4EqDHux62QJUDv+XlL0MPtFz//XV3c2urYtrrbZoDG6dbZr0NDslVUJUuAHsZz9ctZ+y//ufzmckZ/+el4/pdfq4tbW90Wt4HgCNBOXzAXr6L1kgTo+QB0PFE/J+jw08eUm+ckrT6JJ0DzIUA7fcFcvIrWSxKg55CcjjIPwzn8OUinM/dD/Y0kAjQfArTTF8zFq2i9JAE68zEE6CxSzz8OZ/XLCNB8CNBOXzAXr6L10gXodOQ5O+w8n9/X3kYiQPMhQDt9wVy8itbLFqCH6S784d6f6X6BdBEBmg8B2ukL5uJVtF6qAP2Y9WL6eOgQ+j5AW3bQ6NbXA0/ercW3vAutoy38+4+FXkRxKmkvcYDeQ7NDgG55GwiuMhuSrA914d9+LPQyClOIhUwBOnWmv94xegzQ+9Ho97az4naN1fhkm5c5MsgUoFeXnvSX2+81R6Cv2II2gdX4hAD1ki5Ap570BOiOsRqfEKBe8gXo2IHJ6S48ImA1PiFAvSQM0OM1QI8+/UARAavxSeibSJuWNkCdnkRCBKzGJwSolyQBOn/cfbjn7vQsPFwRCe8RoF6SBOj5IHOKy+lHn9GY4GnPkZC3H+imJQnQSxfQIUGngUGdxgMFfBCgISUJ0PGFSIMxLl1GpAd8EKAhZQnQ8QVys/zknUjYk4UAXd8GNNIE6HQQOr/fzls5sRsEaEiJArQFtiAkRYCGRIACGRCgIRGgQAbcRAqJAAUyIEBDIkCBTWJb74EABTaJbb0HAhTYJLb1HghQYJPY1nsgQIFNYlvvgQAFNoltvQcCFNgktvUeCFAgA/Gmy7beAwEKZMCmGxIBCmTAphsSAQpkwKYbEgEKZMCmGxIBCmTAphsSAQpkwKYbEgEKRMagdKERoEBg+lE92dZ7IECBTWJb74EABTaJbb0HAhTYJLb1HghQYJPY1nsgQIFNYlvvgQAFNoltvQcCFNgUOo72RIACW6LvOAoFAhQAlAhQAFAiQAFAiQAFACUCFACUCFAAUCJAAUCJAAUAJQIUAJQIUABQIkABQIkABQAlAhQAlAhQAFAiQAFAiQAFACUCFACUCFAAUCJAAUCJAAUAJQIUAJR2F6AA0E7zjGrdYEveCxvAtjTPqNYNhiJeXvG+EK8iZiHlF+JV1OEL9op3AaYCrtIdbvfxKmIWdvIFe8W7AFMBV+kOt/t4FTELO/mCveJdgKmAq3SH2328ipiFnXzBXvEuwFTAVbrD7T5eRczCTr5gr3gXYCrgKt3hdh+vImZhJ1+wV7wLMBVwle5wu49XEbOwky/YK94FmAq4Sne43ceriFnYyRfsFe8CTAVcpTvc7uNVxCzs5Av2incBpgKu0h1u9/EqYhZ28gV7xbsAUwFX6Q63+3gVMQs7+YK94l2AqYCrdIfbfbyKmIWdfMFe8S7AVMBVusPtPl5FzMJOvmCveBdgKuAq3eF2H68iZmEnX7BXvAswFXCV7nC7j1cRs7CTL9gr3gWYCrhKd7jdx6uIWdjJF+wV7wJMBVylO9zu41XELOzkC/aKdwGmAq7SHW738SpiFnbyBXvFuwBTAVfpDrf7eBUxCzv5gr3iXQAAZFW8CwCArIp3AQCQVfEuAACyKt4FAEBWxbsAAMiqeBcAAFkV7wIAIKviXQAAZFW8CwCArIp3AQCQVfEuAACyKt4FAEBWxbsAAMiqeBcAAFkV7wIAIKviXQAAZFW8CwCArIp3AcDuffz8t3cJ0CneBdj6/KNcqLbPz/++/a3684+f/pr970f55T/GE7RZqJf1fJ6Tg3X512ktzcLn/xBW8e+f5st9pfarrfuWZ6R4F2BpjM/6CD2WOYvDgn9+M56CbAIvm3FFRdJZEC/U2WqTfOESoKX8WPy0+Sxcyvm1pozZF0SfvzDfkIz3BcGWd1meP562CqPdU654F2DoYZE/rK4vfNSuoZeVWbtKD5VfMJ/AbTrz5XKeavMp1C9U7QSmhXWek8u0KhLUeBbGen5fLmSkOAI135Cs9wXBlkeA+jhvltPudPlruryJPv5R/25X1G6Wx9ovmE/gZRccLS4lwRSu6hfqF19YnOfLev7lP//8dtkhP+THkwazcFu2VYfDQ0W1H719oW4WtBuS5b4g3fIIUB/H2Uq57GSLm+jH9czrcD2d+vj289rNsmr/7jKBryaxeNgkmML0+cqFqpzAZT3/ftnjr0c0hwizMH5JsJef80p0DNpjQzLbF5RbXkzFuwA7D5dVKi4zjSdSx+Frh5ot9Hi7NDD8lVyegvDPpuUEno9iqrZi6SyIF6p8GQ33H8YArTgbNp+F+/eulpNRfHDVY0My3BdUW15QxbsAM+dtYL5SDosb8nm9X75w3xNrzjbvkzguX2Ydp1DPfAJPl/JrviCbgnihimdhXM/jFCp2dvNZePjq1cLfbnGA9tqQTPcF4ZYXVPEuwMx5G5iv9WPNVvlj9r3D8p3Rj4ePfCx+Qbzdm0+gR4DKFqpiFq5NTwFatZ5tZ+HBeBz67WK2D1DFhmS+L4i3vJD9nop3AWa0AToduf7zW8Uhq2wKTwfFi8wnIO/CrZyF+oUqngVxgJrPwszsfom4o9I3zDck+31BTNPjroPiXYAZzSn8dRsY/3r+81vlVjap2GiWi+g7AUUHGuUsVC9UzSzMT+ErjkzMZ+E2nelw8noY2vIqn/WG1GFfuLnc8K+YG0WPux6KdwF2FDeRrtv4uHFWHco8nrYsbgbCUy/zCSi6cMtnQbZQNaenlzbHAK2ZIfNZGD49+HGbZssd3npD6rAvXGZiuPu3eIlD2eOui+JdgB1xN6bx/sN4Bbzij/xD/45DzVmasLuK+QQUXbiFUxAvVHGXnuN1uQwBWrWe7Wdh2uNnIbd4yil7GtV6Q+qwLxzvB+cLl30j93sq3gXY0XSkv2wuw7Z5rNgGLn88xxV/+bHm3qbsZoH5BMRduDWzULlQ1zw08/Pf1wA91Kxnw1l4mMBDIUt/qWRPo5pvSPb7wvSp83/OX1vovhu431PxLsDQw2ZWcwL1MayX6Sm2+idOKj8vzzfzCUgPZeRTqF6o6gAVrmfDWbhPQN654aL2aVTzDcl+X5iOUsfoNLht30fxLsCSdDCR8QRw/FrNxcHZn8aK1avIN+MJ2H+hfqGqA/R2Glj3acNZmCYgey5T/jSq+YZkvy+Mh+Tn/1w/XHNfiwDtTzqc3XG6lVt9iiCdgpjpBLo8YCxfqGJjhJqtBeNZED+NqhFrX7j3NB0vtsa4qS5WvAuAp6AjNOQm7/ItfRp1A8YAnS6vGvR76qN4F2CHYb7Rwud/Pf7/v/9LdrK53OVb/DTqBowBOt28r+rYWt3vqaPiXYCZqH/Ic5/zm0+h0xN7gll4uqQpvVpX0QNU/DDVSwMW4/wfhmj7/EOznhcrGv5oTJdAq/oj1/d76qh4F2BG3kdcMcy3+AvS+1rmE5CTTkE6nLv9GPmyWXh4yOay+37zFV2Xb02ASgeMly6j25BKly9W7UjCij7GTlvTQWXVQLG1/Z76Kd4FmDEc5lv/hYdrjhVnIeYTmH2nMm+FU5jdIa+aSocx8oWzcP707TPHhQnounzLn0YVj/MvXUb3h0+vs1yRoNKKpkT/MXy16ukEUb+nPop3AXbshvlWf0Hat998AifxAaV0Cs/HZM0P3+wX0tipfPpjYDDUpfhpVOkg+eJldJj9ZTlUTEA9bP9l6R9qNj1xv6c+incBhsyG+VZ/Qfp0qfkE5IeswilcPlJ7qKB8Ys9+IY1jBR+r8lzTY1H8NKp0kHzpMnocsfm8I1UMZycetv+yPMdb8BUfD9rvqXgXYEbcQ0c8zLdm8HTR+CbmE1AcsgqncP5E/R+xLmPkKxbS9fbF/14+/Lw1Kb5FLHwaVTpgvHgZPQ1WsnyPXDtsv6gkbb8nS8W7ADP2o9SKvyAdYc98AvKjMfNZMB/iWbGQbtFu1q1D/jSqaMB47SjVk+pRqjXD9stKEvV76qB4F2AmYIBKN0v77V58NCadgmJ8ZOsAVQ1deay7wKEmfhpVNGB8lwBVDNsvGYFK0e+ph+JdQBzifV07ePrEIn3WDWFfP+p09RSEb8CQs19IV4fat8NpX8AreRr1UzhgvGbTnje53C9AWtH4nVI/ApW831MXxbuAQMRnBcrB0+u/bj6B7olrwHwhTZ+rGqq5yxvMP6UDxis27Yd3xC3mr7gi8QhU8n5PXRTvAgKxP4dXnDCbT8D4nP/xdY3L5Oljt5DE40MpA1T8sKh4wHjNpj1/S3FN1zDhsP3SEajE/Z76KN4FRCLt96QZPF3WgcZ6AvZ3naTPwCgO38wWkn6APRnxw6LyAePFm/Zjj4iaXp3CihQjUMn6PfVRvAswoD0O6DM2pqDTkPkEOvR7kj+JFGct9AvQ+odFB8IB4zUXFWZ/92runomHsN/ICFTFuwADcQNU2F3FfAKre96Ln7MUpU/VbtVhIVmTPCw6kg0Yr7sqe79IWUM4hP1WRqAq3gUYCByg4mEsbCdg/+yn5EmkNypOBTssJLXaERUlD4sOZAPG29/WUgzbv3IEqiCKdwG7Ixu6w3wCmqMxwRRW9tez6JF9ZbgW/v3z19tPtTeLhQ+LXr9iP86/kKgiQYD26tugUrwLgDPbozHx7d8nUR44qe/yPeswer2MWHcGLHtYtItV44EuEoxARYAiNMtjYnEX7icxro0Junx/PGTmR/VytX5YVOpTPB6oUP0IVARoCHWjdkseLhNPQTXauiTe7IdzF09h5SGkQYDKF5Kgy/fhaVVdvloXP9YPi84t7wvy8UBPwp1HPAJVTMW7AEvSUbulD5d1GG1ddoKtGc5dRvO+nxW7xud3gzmpbxbKZ6G2y/elmMcj7tv9oUVVD4uqCfcF8Xig8p1HOAJVUMW7AEPSMbLFD5dJpyAfbf0hHZZ3RMVw7kKqWVDvHN8fvzUJ0IpZEHT5fvO8Z/3LJ2ofFn2j4gEy0efl44HKdx7p7cuYL4ks3gXYEY+RLX64TDAF3Wjrgk5GyuHcZ7OxfDKumMLqvmHf/NWQB6huIQm6fH+81rt4EP3G93ekRV8YSPeFT+l4oIonM4UjUAXta1+8C7AjHiNb/HCZYArvN/ylKQi6uesmcHo4t/t+M1ZNYXWANu2io5oFQZfvdzv5t4MZ9wpQ6b4gHyNB8WSmeASqGAPYPSreBZiRj5EtfbhMNAXVaOuSBy11b+N5PCj7/iKBZgorA7T1WZtyFgQ9Fl9X0XcXWdUPix4fxvqoeOxHti9oBpmp3XmU/aI4Au3sUzpGtvjhMvEUpIMFK8aOk97HvZzbjfM5+7HlFMKRzoJlgGo9DHF1XLw6rtkXZOOBCnae4Y+GPAzFL4nsongXYOZTOka2+OEyxRRUu+6kpiJpvD2cz1WcecULUHGvJOWfscou37JTeK3Hl/ouvuJXvKVqxwOtfbBoIDwlF48o1UPxLsDMp3SMbG2AikbhFpGfSCmmMN81DDqOmrPvulXf5ftdWK7phfAV6YYh31I/heOBinae+YWL6mvcdKTv7FM6RrbgSEM5hbvL6fLybqUcO13gKX0yDumwoutW3VqQdPl+0wWyZmi3JxVPZKgCVLKlCscDFe88845VVWfmBGhn8jGy6480tFO4NDu90qWmX6f8BbxCmgAVDZAs2OzlN1TUXbdka0HQ5fv1LLPyIRtZP/dzo4+n8JXvRJJsqcLxQKU7z9VRMAkCtDfNGNmyh8vEU7iOGfH3rQNcTd8Q0WidbzJooSbhxbTTS2p5Bqi265ZwLQi6fF/afJx+3fNF0mc+ni9dL602+ZZ6mneNr6B+MnNauDHyUKx4F2BHPEa2+OEy8RQuf9XP3zj/57y5VNyykY7W+TZRvq3q6Xbu8nb/3BHIM0CVXbeka0HS5ft56A3Z+9ImNa96mXeeWMw4+b4gturJzGFdZFS8CzAkHCNb/nCZeArjscK401Yc7wkrep9BSwk6u1mwnCWVT5m8Y9OTT94vQLwWToIu39cD9HE2h9VRcZtE/MzH03nA8hfE+4KYZmDZq/GvBwEajnCM7JP04TLxFMYEOf/nus/XXIqSjtb5koffD2YhPupb1ynHYnRPcYAq1oLE81Fx3fDywmc+HiZTM//yfUFMuvNcHcTfCKZ4F2BKPmq35OEy8RTu3fHGK1I1kxGN1vmmg/XiUIuiAP1cNUCy2QDzEuK1IBzF4mGZ1l5slPVzn0+ntjjpllq7RcxIdx5peto+paZTvAvYk3HXna5BGXQaendP6LvDvs4BGmKAeelaUFx5ONQfGs4qEvRzt9bhlrf82FN2+7KT4l3Anox7yHSVq32avO0f2DSnV44wX/V8rHg/Eb95XrQW7EexMH8iQ1ORaVpNWSiZ0ec7bQRoL2EGEhz2kOnim8GOaR+gK1PfJECFRybStWA/isWKJzI6aD7/mvQ8rbp9aah4F2BF827EU+3YmPphbYdeHlM37qoh9mTZ8NrBum2ArjqHr3isUR6gwo5V8rWwdhSLxQeLBP3cpWOgqod7mmt7qqQcTMRkTIH1incBRtTvRqzaxLSb5XQW8mO4mF81Sq0wGx67dQ79Yr67Bip+idKKIR0+q18QNKg79hEfmUjXgmKWxS/QqO3n7hKg397W0lxGV71xbOX7XY0U7wJs6N6NWD02pnqzHKZw2X4OipPTuoQePzQNB/FtT3HxSBzSA8Tnzwu7HNUNhS49MpGtBcVFBemDRfX93F0CtPl9SPmGQIB2pXs3onRsTI3Locl483f5tPByACq8TPrcwXrhORXxSBxrA1S4D1QNsirfsURrQR6g4geLOvRzX2V5eE9JRE/fWDU4bhTFuwALr8/UVL0bUTo2pjnNyc7TGBDHL0NLNxLHugCV/02qGUTaeEXJA1T+YFGHfu5r1PXtP9RH4m2ZCv5UROgC96p4F2BB927EeGNj6rLhoYP116OVa0fi6Gt51413ZKJ5sEj4zEffjiWVf8gFAXpSZGjMc/jiXYAF6bsRp4+ox8asHFhSyjYblC9R6qsiflRHJuMV4oPFH0ndg0US+p5Fmi219t6fLEBPs3ukdZsdI9J3In434kAToLUDS0qv/Y/Mn0kxfEPH5//TopGKYx/FkcntPsabAZDXs3+wSNGFWDYEqurenzhAT7MM/WZ+2twIM1K8CzDwdvOqeNWDfGzM6oEllQH61DG+vdUB+nUfxxbZXH3zT3Zkch/osm60OSH1g0XXeKvJBfkRqHAIVNW9P02AXnws1ESAdqYNUPHYmPUDSyoD9LGkKrLHGjUq+zhKO33Ovja3uE/KF+rwZMVwhl3RiVT9Z6/ywaLDNJfTPfiKpSbt2y8dAlV1708boKeF8UAJ0M7enfdV9RaUjo2pGVhSSJqH6gEXqi+O1fZxvG728j1KfOyjenTp99slyuU0EU9A9AKNqfXfZ6uuYjsSHnV32FK1ATotgBh5KFa8CzCgfDeiZmxMy4ElT4onkcSPNUovjkn6OB4qw+CpHHH90nn+GB/inO7xSJ/bbfhg0WwN/88/yjTISfOjbvst9UIeoMf6ZRpV8S7Agu7diJpHKuTDe4qIn0SSD7ggfT+QpI/jtdVo75F/foFkZTej23crDvwEL9A4Dn+DhuU/LEzxGfbyerPfUi9EATo7Ngi3hUgU7wIs6N6NqA1Qu+E9xU8iyR9rVLylSdLH8XqIEaxv1KfkFeYvqjpN1T9YNP0Nmo14YzDiiv1AtBfVATo/i1HcwgszutpF8S7AgvbdiEKCgSV118HFvVXkPXqkF8ekfRyvBxqRNvi1AVrVrbP6waL7Ee39j5fB8HmagWiF46GcqgP0vi9ItlXl6GrmincBJnTvRpQSDCypDlBZHoq/IL44Ju/jeD3cEFRV0zPwXVnV/eKfTuGlT5zV9duvfLDofrQ5u69e0WFESD4Qbf3Vd+VgIvIxHhSjq3VQvAuwoXo3olj9wJK6ABU/iST+gvjimKaP40Ewy9K3TU5FFUG/+CGgxgAVH+WLrpkuuU/dNEDlA9HWX31XBKj8+FE3uloPxbsA9vpyQwAAEB5JREFUI4p3I8qJB5aUEj+lKP2C+OKYsI/jVFVlgD4f91S/k20M0LozjWFuhwCtuTj+KEyASo66NQPRVv5d6dFLUze6WhfFuwArD+vVaIB56fCeYuLnqKXn8OKLY6I+joP6rqzze9GPZxELJUn6xZ/GT12/cBD/3dOMkPVta8oAFR51C7fUtnP5dgr/o7595ehqXRTvAgxVvxtR/0dUNLCkgnhDFnawll8cE/RxHFxvRdel+vMB5G3pfkvYL/70tL5lf/cqj31q78CoA1T8NKpsS7Uf+UhyEKkbXa2P4l1ABFGfFdM8RCicBfHFMUEfx/Hj1Qvy9bCichhXUb/40+nhUkF1Vt0sVyS6A6MKUPlRt4z9GIHjUq2aim50tT6KdwH7oL4Lbx2g8su4osHTBYefb48q6nqmKvrFjxlX81n5wBqiOzCqAJUfdQt1eDf9tJQW/2YrR1fro3gXsA9hA1R+GVcweLqsw8kXT+BW9Exd0a2zgvjh0g53YBRH3TLm44BdfdTuBqrBgboo3gWE1XRPjHqR4KS5jFvZx3E4yKs/kPniQKPiqRzbABUTnF4qt4s1T6NWko8DphrBabra8d0CI0DzWXiAJnAehiEejUm5n6zsF29AcAdGuSHV/9HQb6ndxgGbSvzyT616dLUeincBER2XtgECdJm4r572QKO+X3yn1dblDoxxgIrHAXsepUv6fOzFF39ulaOr9VG8Cwgn/UsG1vh6gPkXS0M6iEek1wZofb/4XqvN/A5M/VG3dpY7jAP2blrvl5tudLU+incBwRxrN5hOai8sfSqHvBcOGiEY0kH8TiT1pa7qfvFNArSiIvs7MOueRl3WYRyw0eG2Dq5HLm8P3XWjq/VRvAuI5HbwafGaHFW+VV9YUgdo7QDzUzl2QzqoA3RFv3ijiuR3YITWPY26rMM4YBdPPZmmIRmedRpdTaV4FxDH/VDMZOQ7Tb7VX1jSBqhggHnrIR30N1tF/eJVFR3ve3BVReZvplrzNGoF+3HA7uk5+95Xy7bP6GoqxbuAIO7dKSx61WnzzeIhk5cpVA8wbzykw5reKoJ+8YIBebUBKr4DIyc76v78r6cC/1dd14Z6mnHAXo5Vvt71+oyuplG8CwhhPPg065asZN9XQzLAvPWQDr1u8dSvYG2Aiu/AKAifRn34y1jRV7bHOGCSjafL6GoaxbuACB7+pokCtP4ej2Yn6jKkQ/UA89ZDOvQK0Prre8oAFd+B0ZE9jXpfsZfv1RxEW48DJm7/LsoRzokAvXpY+ZIAFd3jka/3LgFaPcC89ZAOmzkCNbgrvtK5otu6O9YetNqOA6ZQPbpaT8W7gAiGXXfcqAQBKrvHM5DsWoILS+seaakZYD7ekA7axD3WngHqAzTKFbrJ7WLL45CrXxJcrV/zd+9TMCZ0UMW7gBCmC0q/n0QBKrnHM9/Oqnev+gtL6wK0ZoD5eE8kq3fd2oMl/Sl8tAC9zMAlQa+HnxXz3iVAP2VjQsdUvAuI4vb4Zn2Ayo+/Zp0uq7aY+mOZdaNS1Awwv5kArQ8H/U0k+0Mq6dAd5zn4+X/XHX6+tG4ToJ/SMaEnlxO/MMesxbuAOO73NesvkSmONO73Eysu5phfWKofYD70kA4S9gEqvgMjJx+64yjatu0pxoQeXkc3XDiLciW0eBcQyhRu1ZfIlKdq0z5sMIiOUP0A86GHdJCwD1D75aIZuuMYKHZOmjGhj/cnPk32BZXiXUAwktWz8lrXeSdoHqDVfcTv3yi1A8xHHtLBhv4mkvXfPdUTFnGef7wQjwl9+aNx/vCw2/BOpLimw9DlaNBf6xqPIFoHqOIhgPoB5iMP6TAjGFBqsSnri6xayksnb3ryfkdyj/xp7K3lUVnlY0KP1Y/R+RHkT3fxLiCi2i7KynP4g9V+peuBWDnAfOAhHUQDSgmEDVDzm4u3b9beI38J0Mr+H/UvEhgPDqY3yAZ488BV8S4gqGPVVqa4x2OXnifrx1CjDukgGlDq1deHrGGHfe0QoMJ75I8B+tWwSo/tywL0/szHeNvTfzVcFO8Cwvr3z/ZdN0zT86K6j7hKzCEdRANKDawOWXupv/qu3VIF98ifn/wfCE/hl8/5xwA93t7gFWO1Fe8CUlJtlofKTev5Wz+GKdZtL7b9nkIO6SAZUOr2jdwBat/TVHCP/P3OsBjw0jGhxwCd1nCPvrY1incBKckDVJee4zB4p9fT58q6xB39F74QcEgHyYBSA8Uhq9y4pIzC2fxpUck98uc/q1X5KR4TejhknS6BhhlvoHgXsA+6wURmbzm4bqSLm4zsARLdg0XRhnSQDCg1kB+yaoqyPb41fsJCfI9c/AYs+ZjQH+MdrakzfYjTHwK0D2XP6sMsqA4Vx0qqAJWOth6MZECpK/khq6amu9bvPXmnYh5E14IUt3jEsykbE/p+4vBjuAYT4/yHAO3j1idE5LG733kDMhn/fRsBWjOg1O0LwkNWqeuJw9DqsfGurg1Q+bUgWYAqHuEQv4llOPe5LM1DnAvXxbuATVge3mDa8EUZ+nSlq+l1860FaM2AUg9fqD9kFTvOtobGDxvon7AQXQsS3yPXdaATvYllqH28BR/j/P1EgK4kGd7gtu1Xr/zPx9fjNu25sZkAFQwoNRAfsoo9LMYQtzuk14I098hXzuX/n27LuyreBaQmHd5AmKEEaI36AaUG4kNWqademgE63MivBSnukVcPXftfb375Xa/r0Ip3AZlphje4Xfip+PDTVlnV2bj21G47AVo/oNRAfMgqZfl3T0dxLUh6j7z+EY7PP143/e8G1omteBeQmXJ4g1uGLn7+IZSPy6G7ywAVDCg1kB6ySoUMUGlF0nvk9R2r3vRhfX5h9mJBkiuntop3AYmtGd7go2ob+Ly/+/XyY9W91v0FaP2AUgPpIauink6n8NdZrihfE+mye+TCIewfE/Sj5oyMAN2clcMb1Jy2PD7kIbr1uHBVakMBWj+g1Eh6yCplfRNpupZTPf63+FrQ9K3qoJLE2+FxNV2/utw7hQDdHP3wBosj0t/MHjsU91T+9tBnUwEqJD1klTLsxnSaDRR23zYqrlrIrgWJieLtIUGvcyE8RrcddUykeBeQmG54g2PVNvYwFVV8LvQR30CAfv6hzj7hIauQYUf62XvdL1MZ+4AsTkF6LcjYLEEPNafv71oIkqDFu4DExMMbzC4rdXmUfOEdce9471oSs1QIRnwHRtb00OL0rveqY9wV14IsTAl63SM067DDe/vqFO8CMpMMbzAfAqjXqv/uOe+NBKjJKfh6doOJ3G963V7QUfWMr/ha0OOYVa23i+M1Qa+LSXcoGeUQtHgXkFn98Ab3HarnEMQbD9DbbaCIh6FWw9l9THM7nflUXxGUXQuSvzdZNs+XBP1vK3YIk0FgFIp3AalVD28wbFr1x0rD2A8rbzwqh4BKZVpEssPQxwUbY0+scw/LWScOg0vXz2N8ynoy1ZRzXPe3jwDdhNrhDYZn5uu1CNDLtyOe3rZ2FB+Gao6ugni49zetXYMAlb83WTyE36r7a2EODop3AXhHGaDPX4h4bmvhQ3QY+jwifc4AnQ0FXRegkhNs+XuTFT0PhuugKnEODop3AWjoOUAjvPOtjzEUq/5iyI+uxMyuEdyOvO6XQOuOxmQn2PJXhmj6vl5WWvVkgh4cFO8C0FDea3sNHCoPQ+VHV9pSDFbErfjZo+c1d+GFJ9jyAFU9fSVJ0KAHB8W7gMSCPly2X0M/24rrHMY7n+U1gkOZBuObPf6wOEPSE+z69ya//4JBD+SgBwfFu4DE+gdo0kFne1q+HmgfoJbXCMb+xsf7cWTN+y3EJ9jSbpaC4Uo20YHupngXkFjvAI3ScyOuj5q1ID66krK9RnB7qf0wE9eNsPIl7KOaE2zpXxkCFKsYDG9wvZB2b/Ry6FG7kV3PIZNukWpjd6bli2/WD7EYH+KOCXqdh+FiQe0rjiY1C0D43uR4o/B3UrwL2IzG28ztOtqwXdZc3rsk7vW8bjpIidHRo4vpsKbm5q/1Obx1+9dN48f9x+qXbE6q3hslPD6M9x6oPop3AZvRdniD2RZ8afX+yNPiN36f3QPey1Y8PyirIDy6kjK/RnBX+arrDgFqO4TfZDysCHR4W7wL2I6mh6DjqxOHscpqDj/vIz39z/EV4B9h+srZqh5WuNvVt3AnsOITbHmAmg7hNzoarjOt4l3AdrS8x3P/G34ZPOKjIh+O98SdPlv5mrvUpj29aoftFaD29/mlOpxgGw7hN3roXRvl2KB4F7AdjQP0PmbEf6s5GZ+e7JuNrxvmeWEz08Xeyrjqdv/X+BqBXI8TbLsh/Aazu6iSG6rGincBm9E0ru4HCZVvjLkn7v24M9CLD0xYjRinF7aHTo8TbOsV8jHP/TBnV8W7gK1oO7zBY4BWbO/3+D5KB5lIq64LZE9hA7TDCba1p+silS/GM1e8C0jMcHiDhwCtafdhmLPdBGi02YsboPITbNsR6eU+/3jYD6TvwLVSvAtIzHB4g4cArRxufHcButrHrhaP7AQ73JipBOjmGA5vQICa+ffPX28/hepRGIpiRHprHw+XyD6CdHIu3gXgHQLUyuEemteT1CjdYYKpHw+lZ9eGh3fb81ZOfIkANfLxkJkfXY6tPv97urUgGA+l33Xf6T3OwzSD3D0s3gXgHQLUxuFp17Z6NcTROkxq6Qff1A50bDXPQW/QFd/J52fT9028tQTdvIJ5PXK5H9W09BFmLdgH6Ivh9n3zA8SgW3jxnXx2Vk9fEKAmDq/HmxY9sp9HpHe8WqfcLvTjoQzPEhvcmwu6hRffyScnfpWrqmECtJWP15Vk8bzrxzWnD9ew/ohyt0NGOx7KofWeEF3xLiCzPg/IoZV3z7YaDB8/TmbsqZjzPQK6c/jhz3iM/kWdFO8CMuszBiJaeTsMUfs7bWP4/PPb9Uis7Tix3WjGQ6l6o4pazMceincBme11FO6s+gXoj/t/xlP5EKpf9aJ53dfR9npv0KFxincBie32PTBZvbveaXAKPybntHn885vzdqF41Ys8QM3P3oMeoBTvAhITvygBvt6FpcFNpGm7GJ82/Oc31+1C9aoXcYDanr1fcAS6OQRoNofXU8xj+8Om6dBzPCXx3S66vOrFqOvnozBPbz4o3gUkxil8Nq93Rkzu/Y033o9DUPluFx1e9WLW9fNJuHH+L4p3AZlxEymZy67+mB0Hiz1/fLxp2OENDnEl7F/10qnrp+a+VgfFu4DM6MaUzeVc83FQNJO19jGc0E43bRy3C/tXvbg9C0+ApkdH+nQOs7PNYZe0uHI3/jUd93nPA1Dxq14+r1dKBWlFgEIt/5tmdud5pGCjo8PjcE77YZTQ1cSjdIUN0KCKdwG5Wb/KFc097PCbP2mwD9CdK94FZBfv3bpYMnaI3MOYF4wTa6x4FwDAjOIINHK4xjtcKd4FAJsR73qg6hQ+6qWNiBfMincBiT29aPUj6GaHbjYToBfhejWbjb67xv8BH3hwgleIF4sAAAAASUVORK5CYII=)